From c0f87051e7838a3c88f5a6fa6612f6f9db936f70 Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Tue, 24 Jun 2025 08:35:30 -0400 Subject: [PATCH 1/3] update cookie --- .copier-answers.yml | 2 +- .git_archival.txt | 1 - .github/CONTRIBUTING.md | 50 +- .github/release.yml | 5 + .github/workflows/cd.yml | 25 +- .github/workflows/ci.yml | 23 +- .gitignore | 15 +- .pre-commit-config.yaml | 34 +- .readthedocs.yaml | 20 +- .readthedocs.yml | 18 - CODE_OF_CONDUCT.md | 128 - LICENSE | 2 +- README.md | 6 - SECURITY.md | 20 - _config.yml | 32 - docs/conf.py | 21 +- environment.yml | 40 +- .../01._Multivariate_Interpolation.ipynb | 1312 ++++----- .../01._Multivariate_Interpolation_copy.ipynb | 1312 ++++----- .../Multivalued_Interpolation.ipynb | 298 +- ...riate_Interpolation_with_Derivatives.ipynb | 402 +-- .../02._Warped_Interpolation.ipynb | 1474 +++++----- .../03._Curvilinear_Interpolation.ipynb | 36 +- .../04._Piecewise_Affine_Interpolation.ipynb | 2260 +++++++-------- .../06._Unstructured_Interpolation.ipynb | 2432 ++++++++-------- .../07._Regression_Interpolation.ipynb | 2480 ++++++++--------- examples/02_Unstructured/gpytorch.ipynb | 400 +-- examples/05._Triangulation.ipynb | 388 +-- myst.yml | 14 +- noxfile.py | 55 +- pyproject.toml | 114 +- requirements.txt | 12 +- src/multinterp/__init__.py | 68 +- src/multinterp/_version.pyi | 2 - src/multinterp/backend/LBFGS.py | 2278 ++++++++------- src/multinterp/backend/__init__.py | 42 +- src/multinterp/backend/_cupy.py | 250 +- src/multinterp/backend/_jax.py | 276 +- src/multinterp/backend/_numba.py | 252 +- src/multinterp/backend/_scipy.py | 250 +- src/multinterp/backend/_torch.py | 423 +-- src/multinterp/curvilinear/__init__.py | 32 +- src/multinterp/curvilinear/_scikit_image.py | 2 +- src/multinterp/curvilinear/_scikit_learn.py | 390 +-- src/multinterp/curvilinear/_warped.py | 758 ++--- src/multinterp/grids.py | 372 +-- src/multinterp/rectilinear/_multi.py | 596 ++-- src/multinterp/rectilinear/_utils.py | 112 +- src/multinterp/unstructured/__init__.py | 30 +- src/multinterp/unstructured/_gpytorch.py | 626 ++--- src/multinterp/unstructured/_scikit_learn.py | 368 +-- src/multinterp/unstructured/_scipy.py | 248 +- src/multinterp/utilities.py | 178 +- tests/test_backend.py | 278 +- tests/test_package.py | 3 +- tests/test_regression.py | 153 +- tests/test_regular.py | 173 +- tests/test_unstructured.py | 145 +- 58 files changed, 10740 insertions(+), 10996 deletions(-) create mode 100644 .github/release.yml delete mode 100644 .readthedocs.yml delete mode 100644 CODE_OF_CONDUCT.md delete mode 100644 SECURITY.md delete mode 100644 _config.yml diff --git a/.copier-answers.yml b/.copier-answers.yml index 26c7bee..a163414 100644 --- a/.copier-answers.yml +++ b/.copier-answers.yml @@ -1,5 +1,5 @@ # Changes here will be overwritten by Copier; NEVER EDIT MANUALLY -_commit: 2024.04.23 +_commit: 2025.05.02-17-g4b5d256 _src_path: gh:scientific-python/cookie backend: hatch email: alanlujan91@gmail.com diff --git a/.git_archival.txt b/.git_archival.txt index 8fb235d..7c51009 100644 --- a/.git_archival.txt +++ b/.git_archival.txt @@ -1,4 +1,3 @@ node: $Format:%H$ node-date: $Format:%cI$ describe-name: $Format:%(describe:tags=true,match=*[0-9]*)$ -ref-names: $Format:%D$ diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md index 8470878..3494c10 100644 --- a/.github/CONTRIBUTING.md +++ b/.github/CONTRIBUTING.md @@ -6,11 +6,10 @@ description of best practices for developing scientific packages. # Quick development The fastest way to start with development is to use nox. If you don't have nox, -you can use `pipx run nox` to run it without installing, or `pipx install nox`. -If you don't have pipx (pip for applications), then you can install with -`pip install pipx` (the only case were installing an application with regular -pip is reasonable). If you use macOS, then pipx and nox are both in brew, use -`brew install pipx nox`. +you can use `uvx nox` to run it without installing, or `uv tool install nox`. If +you don't have uv, you can +[install it a variety of ways](https://docs.astral.sh/uv/getting-started/installation/), +including with pip, pipx, brew, and just downloading the binary (single file). To use, run `nox`. This will lint and test using every installed version of Python on your system, skipping ones that are not installed. You can also run @@ -19,7 +18,7 @@ specific jobs: ```console $ nox -s lint # Lint only $ nox -s tests # Python tests -$ nox -s docs -- --serve # Build and serve the docs +$ nox -s docs # Build and serve the docs $ nox -s build # Make an SDist and wheel ``` @@ -31,27 +30,16 @@ environment for each run. You can set up a development environment by running: ```bash -python3 -m venv .venv -source ./.venv/bin/activate -pip install -v -e .[dev] +uv sync ``` -If you have the -[Python Launcher for Unix](https://github.com/brettcannon/python-launcher), you -can instead do: - -```bash -py -m venv .venv -py -m install -v -e .[dev] -``` - -# Post setup +# Pre-commit You should prepare pre-commit, which will help you by checking that commits pass required checks: ```bash -pip install pre-commit # or brew install pre-commit on macOS +uv tool install pre-commit # or brew install pre-commit on macOS pre-commit install # Will install a pre-commit hook into the git repo ``` @@ -63,7 +51,7 @@ You can also/alternatively run `pre-commit run` (changes only) or Use pytest to run the unit checks: ```bash -pytest +uv run pytest ``` # Coverage @@ -71,31 +59,19 @@ pytest Use pytest-cov to generate coverage reports: ```bash -pytest --cov=multinterp +uv run pytest --cov=multinterp ``` # Building docs -You can build the docs using: +You can build and serve the docs using: ```bash nox -s docs ``` -You can see a preview with: - -```bash -nox -s docs -- --serve -``` - -# Pre-commit - -This project uses pre-commit for all style checking. While you can run it with -nox, this is such an important tool that it deserves to be installed on its own. -Install pre-commit and run: +You can build the docs only with: ```bash -pre-commit run -a +nox -s docs --non-interactive ``` - -to check all files. diff --git a/.github/release.yml b/.github/release.yml new file mode 100644 index 0000000..9d1e098 --- /dev/null +++ b/.github/release.yml @@ -0,0 +1,5 @@ +changelog: + exclude: + authors: + - dependabot + - pre-commit-ci diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml index b544ab0..4030c72 100644 --- a/.github/workflows/cd.yml +++ b/.github/workflows/cd.yml @@ -2,10 +2,10 @@ name: CD on: workflow_dispatch: - # pull_request: - # push: - # branches: - # - main + pull_request: + push: + branches: + - main release: types: - published @@ -37,8 +37,10 @@ jobs: environment: pypi permissions: id-token: write + attestations: write + contents: read runs-on: ubuntu-latest - # if: github.event_name == 'release' && github.event.action == 'published' + if: github.event_name == 'release' && github.event.action == 'published' steps: - uses: actions/download-artifact@v4 @@ -46,8 +48,13 @@ jobs: name: Packages path: dist + - name: Generate artifact attestation for sdist and wheel + uses: actions/attest-build-provenance@v2 + with: + subject-path: "dist/*" + - uses: pypa/gh-action-pypi-publish@release/v1 - # if: github.event_name == 'release' && github.event.action == 'published' - # with: - # # Remember to tell (test-)pypi about this repo before publishing - # repository-url: https://test.pypi.org/legacy/ + with: + # Remember to tell (test-)pypi about this repo before publishing + # Remove this line to publish to PyPI + repository-url: https://test.pypi.org/legacy/ diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index e3d1d98..742caef 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -27,13 +27,14 @@ jobs: - uses: actions/setup-python@v5 with: python-version: "3.x" + + - uses: astral-sh/setup-uv@v6 + - uses: pre-commit/action@v3.0.1 with: extra_args: --hook-stage manual --all-files - - name: Run PyLint - run: | - echo "::add-matcher::$GITHUB_WORKSPACE/.github/matchers/pylint.json" - pipx run nox -s pylint + - name: Run Pylint + run: uvx nox -s pylint -- --output-format=github checks: name: Check Python ${{ matrix.python-version }} on ${{ matrix.runs-on }} @@ -42,11 +43,11 @@ jobs: strategy: fail-fast: false matrix: - python-version: ["3.8", "3.12"] - runs-on: [ubuntu-latest, macos-latest, windows-latest] + python-version: ["3.9", "3.13"] + runs-on: [ubuntu-latest, windows-latest, macos-14] include: - - python-version: pypy-3.10 + - python-version: "pypy-3.10" runs-on: ubuntu-latest steps: @@ -59,15 +60,17 @@ jobs: python-version: ${{ matrix.python-version }} allow-prereleases: true + - uses: astral-sh/setup-uv@v6 + - name: Install package - run: python -m pip install .[test] + run: uv sync - name: Test package run: >- - python -m pytest -ra --cov --cov-report=xml --cov-report=term + uv run pytest -ra --cov --cov-report=xml --cov-report=term --durations=20 - name: Upload coverage report - uses: codecov/codecov-action@v5.4.0 + uses: codecov/codecov-action@v5 with: token: ${{ secrets.CODECOV_TOKEN }} diff --git a/.gitignore b/.gitignore index b604231..08ce201 100644 --- a/.gitignore +++ b/.gitignore @@ -157,17 +157,6 @@ Thumbs.db *~ *.swp -.vscode* -!.vscode/settings.json -!.vscode/tasks.json -!.vscode/launch.json -!.vscode/extensions.json -!.vscode/*.code-snippets - -# Local History for Visual Studio Code -.history/ - -# Built Visual Studio Code Extensions -*.vsix - +# MyST build outputs _build +/.vscode diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 1953747..889b81d 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -2,15 +2,17 @@ ci: autoupdate_commit_msg: "chore: update pre-commit hooks" autofix_commit_msg: "style: pre-commit fixes" +exclude: ^.cruft.json|.copier-answers.yml$ + repos: - repo: https://github.com/adamchainz/blacken-docs - rev: "1.18.0" + rev: "1.19.1" hooks: - id: blacken-docs additional_dependencies: [black==24.*] - repo: https://github.com/pre-commit/pre-commit-hooks - rev: "v4.6.0" + rev: "v5.0.0" hooks: - id: check-added-large-files - id: check-case-conflict @@ -32,20 +34,36 @@ repos: - id: rst-directive-colons - id: rst-inline-touching-normal - - repo: https://github.com/pre-commit/mirrors-prettier - rev: "v4.0.0-alpha.8" + - repo: https://github.com/rbubley/mirrors-prettier + rev: "v3.5.3" hooks: - id: prettier types_or: [yaml, markdown, html, css, scss, javascript, json] args: [--prose-wrap=always] - repo: https://github.com/astral-sh/ruff-pre-commit - rev: "v0.5.1" + rev: "v0.11.13" hooks: - - id: ruff + - id: ruff-check args: ["--fix", "--show-fixes"] - id: ruff-format + # - repo: https://github.com/pre-commit/mirrors-mypy + # rev: "v1.16.0" + # hooks: + # - id: mypy + # files: src|tests + # args: [] + # additional_dependencies: + # - pytest + + # - repo: https://github.com/codespell-project/codespell + # rev: "v2.4.1" + # hooks: + # - id: codespell + # additional_dependencies: + # - tomli; python_version<'3.11' + - repo: https://github.com/shellcheck-py/shellcheck-py rev: "v0.10.0.1" hooks: @@ -60,13 +78,13 @@ repos: exclude: .pre-commit-config.yaml - repo: https://github.com/abravalheri/validate-pyproject - rev: "v0.18" + rev: "v0.24.1" hooks: - id: validate-pyproject additional_dependencies: ["validate-pyproject-schema-store[all]"] - repo: https://github.com/python-jsonschema/check-jsonschema - rev: "0.28.6" + rev: "0.33.0" hooks: - id: check-dependabot - id: check-github-workflows diff --git a/.readthedocs.yaml b/.readthedocs.yaml index 7e49657..172d2d8 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -4,15 +4,13 @@ version: 2 build: - os: ubuntu-22.04 + os: ubuntu-24.04 tools: - python: "3.11" -sphinx: - configuration: docs/conf.py - -python: - install: - - method: pip - path: . - extra_requirements: - - docs + python: "3.13" + commands: + - asdf plugin add uv + - asdf install uv latest + - asdf global uv latest + - uv sync --group docs + - uv run python -m sphinx -T -b html -d docs/_build/doctrees -D language=en + docs $READTHEDOCS_OUTPUT/html diff --git a/.readthedocs.yml b/.readthedocs.yml deleted file mode 100644 index 7e49657..0000000 --- a/.readthedocs.yml +++ /dev/null @@ -1,18 +0,0 @@ -# Read the Docs configuration file -# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details - -version: 2 - -build: - os: ubuntu-22.04 - tools: - python: "3.11" -sphinx: - configuration: docs/conf.py - -python: - install: - - method: pip - path: . - extra_requirements: - - docs diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md deleted file mode 100644 index 703b9c5..0000000 --- a/CODE_OF_CONDUCT.md +++ /dev/null @@ -1,128 +0,0 @@ -# Contributor Covenant Code of Conduct - -## Our Pledge - -We as members, contributors, and leaders pledge to make participation in our -community a harassment-free experience for everyone, regardless of age, body -size, visible or invisible disability, ethnicity, sex characteristics, gender -identity and expression, level of experience, education, socio-economic status, -nationality, personal appearance, race, religion, or sexual identity and -orientation. - -We pledge to act and interact in ways that contribute to an open, welcoming, -diverse, inclusive, and healthy community. - -## Our Standards - -Examples of behavior that contributes to a positive environment for our -community include: - -- Demonstrating empathy and kindness toward other people -- Being respectful of differing opinions, viewpoints, and experiences -- Giving and gracefully accepting constructive feedback -- Accepting responsibility and apologizing to those affected by our mistakes, - and learning from the experience -- Focusing on what is best not just for us as individuals, but for the overall - community - -Examples of unacceptable behavior include: - -- The use of sexualized language or imagery, and sexual attention or advances of - any kind -- Trolling, insulting or derogatory comments, and personal or political attacks -- Public or private harassment -- Publishing others' private information, such as a physical or email address, - without their explicit permission -- Other conduct which could reasonably be considered inappropriate in a - professional setting - -## Enforcement Responsibilities - -Community leaders are responsible for clarifying and enforcing our standards of -acceptable behavior and will take appropriate and fair corrective action in -response to any behavior that they deem inappropriate, threatening, offensive, -or harmful. - -Community leaders have the right and responsibility to remove, edit, or reject -comments, commits, code, wiki edits, issues, and other contributions that are -not aligned to this Code of Conduct, and will communicate reasons for moderation -decisions when appropriate. - -## Scope - -This Code of Conduct applies within all community spaces, and also applies when -an individual is officially representing the community in public spaces. -Examples of representing our community include using an official e-mail address, -posting via an official social media account, or acting as an appointed -representative at an online or offline event. - -## Enforcement - -Instances of abusive, harassing, or otherwise unacceptable behavior may be -reported to the community leaders responsible for enforcement at -alanlujan91@gmail.com. All complaints will be reviewed and investigated promptly -and fairly. - -All community leaders are obligated to respect the privacy and security of the -reporter of any incident. - -## Enforcement Guidelines - -Community leaders will follow these Community Impact Guidelines in determining -the consequences for any action they deem in violation of this Code of Conduct: - -### 1. Correction - -**Community Impact**: Use of inappropriate language or other behavior deemed -unprofessional or unwelcome in the community. - -**Consequence**: A private, written warning from community leaders, providing -clarity around the nature of the violation and an explanation of why the -behavior was inappropriate. A public apology may be requested. - -### 2. Warning - -**Community Impact**: A violation through a single incident or series of -actions. - -**Consequence**: A warning with consequences for continued behavior. No -interaction with the people involved, including unsolicited interaction with -those enforcing the Code of Conduct, for a specified period of time. This -includes avoiding interactions in community spaces as well as external channels -like social media. Violating these terms may lead to a temporary or permanent -ban. - -### 3. Temporary Ban - -**Community Impact**: A serious violation of community standards, including -sustained inappropriate behavior. - -**Consequence**: A temporary ban from any sort of interaction or public -communication with the community for a specified period of time. No public or -private interaction with the people involved, including unsolicited interaction -with those enforcing the Code of Conduct, is allowed during this period. -Violating these terms may lead to a permanent ban. - -### 4. Permanent Ban - -**Community Impact**: Demonstrating a pattern of violation of community -standards, including sustained inappropriate behavior, harassment of an -individual, or aggression toward or disparagement of classes of individuals. - -**Consequence**: A permanent ban from any sort of public interaction within the -community. - -## Attribution - -This Code of Conduct is adapted from the [Contributor Covenant][homepage], -version 2.0, available at -https://www.contributor-covenant.org/version/2/0/code_of_conduct.html. - -Community Impact Guidelines were inspired by -[Mozilla's code of conduct enforcement ladder](https://github.com/mozilla/diversity). - -[homepage]: https://www.contributor-covenant.org - -For answers to common questions about this code of conduct, see the FAQ at -https://www.contributor-covenant.org/faq. Translations are available at -https://www.contributor-covenant.org/translations. diff --git a/LICENSE b/LICENSE index a438ea6..6c0fb1c 100644 --- a/LICENSE +++ b/LICENSE @@ -1,4 +1,4 @@ -Copyright 2024 Alan Lujan +Copyright 2025 Alan Lujan Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in diff --git a/README.md b/README.md index 3816f20..e13460f 100644 --- a/README.md +++ b/README.md @@ -25,9 +25,3 @@ [rtd-link]: https://multinterp.readthedocs.io/en/latest/?badge=latest - -# To Install - -``` -pip install git+https://github.com/alanlujan91/multinterp -``` diff --git a/SECURITY.md b/SECURITY.md deleted file mode 100644 index d906fed..0000000 --- a/SECURITY.md +++ /dev/null @@ -1,20 +0,0 @@ -# Security Policy - -## Supported Versions - -Use this section to tell people about which versions of your project are -currently being supported with security updates. - -| Version | Supported | -| ------- | ------------------ | -| 5.1.x | :white_check_mark: | -| 5.0.x | :x: | -| 4.0.x | :white_check_mark: | -| < 4.0 | :x: | - -## Reporting a Vulnerability - -Use this section to tell people how to report a vulnerability. - -Tell them where to go, how often they can expect to get an update on a reported -vulnerability, what to expect if the vulnerability is accepted or declined, etc. diff --git a/_config.yml b/_config.yml deleted file mode 100644 index f66bc31..0000000 --- a/_config.yml +++ /dev/null @@ -1,32 +0,0 @@ -# Book settings -# Learn more at https://jupyterbook.org/customize/config.html - -title: A practical guide to Multivariate Interpolation -author: Alan Lujan -logo: logo.png - -# Force re-execution of notebooks on each build. -# See https://jupyterbook.org/content/execute.html -execute: - execute_notebooks: force - -# Define the name of the latex output file for PDF builds -latex: - latex_documents: - targetname: book.tex - -# Add a bibtex file so that we can create citations -bibtex_bibfiles: - - references.bib - -# Information about where the book exists on the web -repository: - url: https://github.com/alanlujan91/multinterp # Online location of your book - path_to_book: docs # Optional path to your book, relative to the repository root - branch: main # Which branch of the repository should be used when creating links (optional) - -# Add GitHub buttons to your book -# See https://jupyterbook.org/customize/config.html#add-a-link-to-your-repository -html: - use_issues_button: true - use_repository_button: true diff --git a/docs/conf.py b/docs/conf.py index 74f274e..4011aa5 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -1,9 +1,10 @@ from __future__ import annotations import importlib.metadata +from typing import Any project = "multinterp" -copyright = "2024, Alan Lujan" +copyright = "2025, Alan Lujan" author = "Alan Lujan" version = release = importlib.metadata.version("multinterp") @@ -29,6 +30,24 @@ html_theme = "furo" +html_theme_options: dict[str, Any] = { + "footer_icons": [ + { + "name": "GitHub", + "url": "https://github.com/alanlujan91/multinterp", + "html": """ + + + + """, + "class": "", + }, + ], + "source_repository": "https://github.com/alanlujan91/multinterp", + "source_branch": "main", + "source_directory": "docs/", +} + myst_enable_extensions = [ "colon_fence", ] diff --git a/environment.yml b/environment.yml index 151d74c..2144f58 100644 --- a/environment.yml +++ b/environment.yml @@ -1,20 +1,20 @@ -name: multinterp-dev -channels: - - pytorch - - nvidia - - conda-forge - - defaults -dependencies: - - python=3.12 - - numpy - - scipy - - numba - - cupy - - matplotlib - - jupyter - - jupyterlab - - scikit-learn - - scikit-image - - pytorch - - pytorch-cuda - - gpytorch +name: multinterp-dev +channels: + - pytorch + - nvidia + - conda-forge + - defaults +dependencies: + - python=3.12 + - numpy + - scipy + - numba + - cupy + - matplotlib + - jupyter + - jupyterlab + - scikit-learn + - scikit-image + - pytorch + - pytorch-cuda + - gpytorch diff --git a/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb b/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb index 3f23e57..db267c5 100644 --- a/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb +++ b/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb @@ -1,656 +1,656 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multivariate Interpolation on a Regular Grid\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:37.689978Z", - "iopub.status.busy": "2023-08-09T15:43:37.689565Z", - "iopub.status.idle": "2023-08-09T15:43:40.009268Z", - "shell.execute_reply": "2023-08-09T15:43:40.008661Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "from itertools import product\n", - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from HARK.econforgeinterp import LinearFast\n", - "from matplotlib import colors\n", - "from scipy.interpolate import RegularGridInterpolator\n", - "\n", - "from multinterp.rectilinear._multi import MultivariateInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we are trying to approximate the following function at a set of points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.032035Z", - "iopub.status.busy": "2023-08-09T15:43:40.031523Z", - "iopub.status.idle": "2023-08-09T15:43:40.034404Z", - "shell.execute_reply": "2023-08-09T15:43:40.033897Z" - } - }, - "outputs": [], - "source": [ - "def squared_coords(x, y):\n", - " return x**2 + y**2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.036113Z", - "iopub.status.busy": "2023-08-09T15:43:40.035885Z", - "iopub.status.idle": "2023-08-09T15:43:40.039119Z", - "shell.execute_reply": "2023-08-09T15:43:40.038609Z" - } - }, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 11) - 1\n", - "y_grid = np.geomspace(1, 11, 11) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = squared_coords(x_mat, y_mat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.040670Z", - "iopub.status.busy": "2023-08-09T15:43:40.040516Z", - "iopub.status.idle": "2023-08-09T15:43:40.043310Z", - "shell.execute_reply": "2023-08-09T15:43:40.042828Z" - } - }, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 11),\n", - " np.linspace(0, 10, 11),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.045082Z", - "iopub.status.busy": "2023-08-09T15:43:40.044606Z", - "iopub.status.idle": "2023-08-09T15:43:40.137749Z", - "shell.execute_reply": "2023-08-09T15:43:40.137125Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.139644Z", - "iopub.status.busy": "2023-08-09T15:43:40.139360Z", - "iopub.status.idle": "2023-08-09T15:43:41.228830Z", - "shell.execute_reply": "2023-08-09T15:43:41.228298Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", - "z_fast_interp = fast_interp(x_new, y_new)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_fast_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:41.230752Z", - "iopub.status.busy": "2023-08-09T15:43:41.230473Z", - "iopub.status.idle": "2023-08-09T15:43:45.548090Z", - "shell.execute_reply": "2023-08-09T15:43:45.547534Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "46.8 µs ± 1.02 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:45.549889Z", - "iopub.status.busy": "2023-08-09T15:43:45.549640Z", - "iopub.status.idle": "2023-08-09T15:43:51.718474Z", - "shell.execute_reply": "2023-08-09T15:43:51.717940Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.86 µs ± 152 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_fast_interp = fast_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.720509Z", - "iopub.status.busy": "2023-08-09T15:43:51.720076Z", - "iopub.status.idle": "2023-08-09T15:43:51.799362Z", - "shell.execute_reply": "2023-08-09T15:43:51.798784Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", - "z_mult_interp = mult_interp(x_new, y_new)\n", - "\n", - "# Plot\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_mult_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.801148Z", - "iopub.status.busy": "2023-08-09T15:43:51.800887Z", - "iopub.status.idle": "2023-08-09T15:44:06.958097Z", - "shell.execute_reply": "2023-08-09T15:44:06.957421Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "17.2 µs ± 238 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_mult_interp = mult_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:06.960397Z", - "iopub.status.busy": "2023-08-09T15:44:06.959957Z", - "iopub.status.idle": "2023-08-09T15:44:07.589361Z", - "shell.execute_reply": "2023-08-09T15:44:07.588771Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.591118Z", - "iopub.status.busy": "2023-08-09T15:44:07.590954Z", - "iopub.status.idle": "2023-08-09T15:44:07.595200Z", - "shell.execute_reply": "2023-08-09T15:44:07.594626Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.597018Z", - "iopub.status.busy": "2023-08-09T15:44:07.596756Z", - "iopub.status.idle": "2023-08-09T15:44:07.600136Z", - "shell.execute_reply": "2023-08-09T15:44:07.599591Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "n = 35\n", - "grid_max = 1000\n", - "grid = np.linspace(10, grid_max, n, dtype=int)\n", - "fast = np.empty((n, n))\n", - "scipy = np.empty_like(fast)\n", - "parallel = np.empty_like(fast)\n", - "gpu = np.empty_like(fast)\n", - "jax = np.empty_like(fast)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "We will use the following function to time the execution of the interpolation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.602053Z", - "iopub.status.busy": "2023-08-09T15:44:07.601688Z", - "iopub.status.idle": "2023-08-09T15:44:07.604892Z", - "shell.execute_reply": "2023-08-09T15:44:07.604230Z" - } - }, - "outputs": [], - "source": [ - "def timeit(interp, x, y, min=1e-6):\n", - " if not isinstance(interp, LinearFast):\n", - " interp.compile()\n", - " start = time()\n", - " interp(x, y)\n", - " return np.maximum(time() - start, min)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.607206Z", - "iopub.status.busy": "2023-08-09T15:44:07.606782Z", - "iopub.status.idle": "2023-08-09T15:52:10.346645Z", - "shell.execute_reply": "2023-08-09T15:52:10.345963Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "OMP: Info #277: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", - "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" - ] - } - ], - "source": [ - "for i, j in product(range(n), repeat=2):\n", - " data_grid = np.linspace(0, 10, grid[i])\n", - " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", - " z_cross = squared_coords(x_cross, y_cross)\n", - "\n", - " approx_grid = np.linspace(0, 10, grid[j])\n", - " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", - "\n", - " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", - " time_norm = timeit(fast_interp, x_approx, y_approx)\n", - " fast[i, j] = time_norm\n", - "\n", - " scipy_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"scipy\")\n", - " scipy[i, j] = timeit(scipy_interp, x_approx, y_approx) / time_norm\n", - "\n", - " par_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"numba\")\n", - " parallel[i, j] = timeit(par_interp, x_approx, y_approx) / time_norm\n", - "\n", - " gpu_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"cupy\")\n", - " gpu[i, j] = timeit(gpu_interp, x_approx, y_approx) / time_norm\n", - "\n", - " jax_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"jax\")\n", - " jax[i, j] = timeit(jax_interp, x_approx, y_approx) / time_norm" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:10.349570Z", - "iopub.status.busy": "2023-08-09T15:52:10.349181Z", - "iopub.status.idle": "2023-08-09T15:52:10.698491Z", - "shell.execute_reply": "2023-08-09T15:52:10.697671Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Approximation grid size (squared)')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 4, sharey=True)\n", - "\n", - "\n", - "ax[0].imshow(\n", - " scipy,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[0].set_title(\"CPU\")\n", - "\n", - "\n", - "ax[1].imshow(\n", - " parallel,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[1].set_title(\"Parallel\")\n", - "\n", - "ax[2].imshow(\n", - " gpu,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[2].set_title(\"GPU\")\n", - "\n", - "cbar = ax[3].imshow(\n", - " jax,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[3].set_title(\"JAX\")\n", - "\n", - "\n", - "cbar = fig.colorbar(\n", - " cbar,\n", - " ax=ax,\n", - " label=\"Relative Speed (faster - slower)\",\n", - " location=\"bottom\",\n", - ")\n", - "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", - "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", - "ax[0].set_ylabel(\"Data grid size (squared)\")\n", - "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", - "\n", - "# uncomment to save figure\n", - "# fig.savefig(platform.system() + \".pdf\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", - "\n", - "[Windows]\n", - "\n", - "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", - "\n", - "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", - "\n", - "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", - "\n", - "[Linux]\n", - "\n", - "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", - "\n", - "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multivariate Interpolation on a Regular Grid\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:37.689978Z", + "iopub.status.busy": "2023-08-09T15:43:37.689565Z", + "iopub.status.idle": "2023-08-09T15:43:40.009268Z", + "shell.execute_reply": "2023-08-09T15:43:40.008661Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "from itertools import product\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from HARK.econforgeinterp import LinearFast\n", + "from matplotlib import colors\n", + "from scipy.interpolate import RegularGridInterpolator\n", + "\n", + "from multinterp.rectilinear._multi import MultivariateInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we are trying to approximate the following function at a set of points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.032035Z", + "iopub.status.busy": "2023-08-09T15:43:40.031523Z", + "iopub.status.idle": "2023-08-09T15:43:40.034404Z", + "shell.execute_reply": "2023-08-09T15:43:40.033897Z" + } + }, + "outputs": [], + "source": [ + "def squared_coords(x, y):\n", + " return x**2 + y**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.036113Z", + "iopub.status.busy": "2023-08-09T15:43:40.035885Z", + "iopub.status.idle": "2023-08-09T15:43:40.039119Z", + "shell.execute_reply": "2023-08-09T15:43:40.038609Z" + } + }, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 11) - 1\n", + "y_grid = np.geomspace(1, 11, 11) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = squared_coords(x_mat, y_mat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.040670Z", + "iopub.status.busy": "2023-08-09T15:43:40.040516Z", + "iopub.status.idle": "2023-08-09T15:43:40.043310Z", + "shell.execute_reply": "2023-08-09T15:43:40.042828Z" + } + }, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 11),\n", + " np.linspace(0, 10, 11),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.045082Z", + "iopub.status.busy": "2023-08-09T15:43:40.044606Z", + "iopub.status.idle": "2023-08-09T15:43:40.137749Z", + "shell.execute_reply": "2023-08-09T15:43:40.137125Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.139644Z", + "iopub.status.busy": "2023-08-09T15:43:40.139360Z", + "iopub.status.idle": "2023-08-09T15:43:41.228830Z", + "shell.execute_reply": "2023-08-09T15:43:41.228298Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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kIBLIBqoGlI6VlRUMDg6ioqICjY2NBX2Zr+UIJx8yba5Ud9fs7Cz8fj90Ol0KAXGJTA9ahJNMJllfT6FWDNScVDY3VEAkoKsBIuEcYCSTScTj8ZQUWiQSwblz51BZWYmGhgZBvlDpKbVEIoGRkRG4XK6MygRs18xGOARB0JsE2zv9vYiYuKLQTV4mk6XYDESj0awim9QMEJsW7INGOLkinHzIZ8UwODhIkzQ1C5ROQEw3VAB0xxzV0i66oV55iIRzAJFptiaRSGBubg6RSARHjx6l50eEADPC8fv96Ovrg0wmQ3d3N2f9sWwEQZIk5ubmMDY2BgAwGAy02+cbxW5AoVCktGAzNc5GRkYQi8XoGSCLxUJP+KeDzwa/FygkwsmHdCsGiqS3trbyWjEAO6/N6uoq1tfX0dHRAQCiG+oBgEg4BwxMeRpg50vi9XrhdDohk8mgVCoFJRvqHMlkEktLSxgeHhYkespEOLFYDIODg9ja2kJXVxdkMhm2t7fh8XiwuLiIZDJJp1AsFktKq/FBiXD24hrSRTbTNc6Yrws14c98XQ4K9jLiSidpphXD+Pg4IpHILgICQEc2ohvqwYBIOAcIzNkaqitndnYWk5OTqKurg9lspmdghAQl9T86OoojR44IQmjpBOH1etHX1weNRoMzZ87QUZtWq02xG/B4PPQkO9VqbLFYEI/HBSu0H2Rk0jjz+/305sqc8I9Go9BqtQcmtbafERcbKwaq621zc3OXUoTohnplIBLOAUCm2ZpoNIqBgQEEAgEcP34cJpMJXq9XEFVnJnw+HyYmJpBMJnHdddcJ1r5LEQ5JklhcXMTo6Chqa2tRW1sLgiDoCI55PGU3QLUae71eeDwerKysYHt7G1KpFPF4PKWL6VpHthZsKvrxer3Y2NigiXmvWrDZQMiUWqHIZMUwMTEBv9+PoaGhrFYMgGhGt58QCecKI9NsjcfjQX9/P8xmM7q7u2kVY6FsBKjzLi0tYWRkBMXFxfD5fIJuVFSabmBgABsbG+jq6qI7ktiAqfYMgNY3k0qldBcTVUS2WCwpbpbXMpgt2MFgEEqlEhaLJaUFW6VSpcy37BcxH5SaEmXFoNVqoVAo0NTUhGAwSHcK5rJiAEQC2kuIhHMFQX2gqaiGJElMTExgbm4Ozc3NKC8vT/lAC0U48Xgcw8PD2NjYQGdnJwBgZGSE97pMhMNhhMNhhEIhdHd37yKzQmshlJ1yQ0MDgMtF5HSxzTdaAwJzwLK2tjalBZvZXsxswd4LGwYqmj1IGzD1vWIqRVBpykAgQL9O2awYRDdU4SESzhUAc7aGuisMh8NwOp2Ix+M4deoU9Hr9rsdRpMTni0354yiVSpoI3G63oKm65eVlDA0NQSKR4Pjx44Jt/EySSi8ih0Ihuv7DLLRTBHQt2k1nIu1MLdjUxsrs7qJeF7Yt2Gyv5SCRfDKZzPjcmOnbQqwYsrmhMglIdEPNDZFw9hmZUmiUzL/dbt8l888E9WXO9kXKd16qlpLuj5Nt8LNQMOd3GhoaMDs7K9gGlO+Lq1arUVZWtqvQfi3bTbO58VAoFCntxVR3l8fjwcjICKLRaEpqiWtkSH1+DtIGm0wmWUVz2awYMjVqUFGiVqvNaUYnuqFmhkg4+4h06+dkMomRkRGsrKyw0iijPqyFkkM8Hsfg4CA2Nzcz1lKEaDkOBALo6+uj1Q+i0ajgrp9srzFToZ3ZgDA2NkbXOaj6z9XYgMAl0mV2d2VqwU4kEikt2Hq9ntU5mMZ/BwVcLSSYVgyUXTlFQOvr65icnExJZTKtGEQCyg2RcPYB6bM1EokEfr+fnq1hK0/DjHDYgmpHVqvV6O7upt0YmeDj+AlcVpEuKytDU1MTJBIJnS4UCny+mOkNCMw6x8zMDAKBAHQ6HZ1mupoaEPi8LplasAOBAE1As7OzIAgiJTWp0WgynvOgptSEuJ5MVgyUEnYuK4ZMBDQ/Pw+fz4f6+vo3pBuqSDh7jHTrZwB0aquqqgr19fWsvxSFEA5JklhYWMDY2FhKO3K2dbmQA9OIraOjg66nAAdbvDNTnYOq/1ANCFSaKdOk/0HZFIR+fZm1jYqKCiSTSTo1Sd3ZZ0tNHtSU2l7cODBvYCixVjZWDADo8Qcqw/FGc0MVCWePwBwso+604vE4hoaGsqa28oEaBs1HOMyJ/qNHj9IikrnWLTTCCYVC6OvrA0mSGSO0fIRT6BdpL794CoUiZ5opmUzSm0c0Gj0QigfA3mupSSSSXaklSmCT2lgpiwGtVgvg4BHOfkRchVgxUGZzzOvK5YZ6rRGQSDh7gEyNAdvb23A6ndBqtVlTW2yQrzV6e3sbfX190Gq1OHPmDKvaRKERztraGgYGBlBaWpqzyeGgRji5kGvS3+12Y3NzEwRBYGhoiI6ArtSgJXW9+wWmyRyQajGwsrICADh//nxKanIvWrDZ4krZgOeyYnC73YhGozh//nxeKwYmAX34wx/GRz/6UXz4wx/e9+cjJETCERjJZBKrq6sAQH/gZmZmMDU1hfr6elRXV/OuR2QiHEoUc2JiAnV1daipqWF9HqYqQK7HJJNJTExMYH5+Hm1tbXA4HDmv86DUcPiel9mAMD09Da/XC7VajeXlZboBgdpkKRn9/cCVnnthWgyUlpbi4sWLqKurw+bmJqanpxEIBHapYHOxYeCKK0U46WC+TpRsldlsxtbWFmsrhtXV1X197fYKV/8zOCBgytMsLy9DqVRCp9Ohv78fwWAQJ06cgNFo5H2eTIQTi8UwMDAAr9eLY8eO0XegbMHsfsu2gVFzQrFYDKdPn4ZOp8u7rpAptXzr7RcIgoBCoaDrYlQDgsfjoWX0mZvsXjYgHITXgwJJkpBKpSguLqa1+JgCm8zhXCYB7SUhHBTCYSKRSECtVqe8TrmsGAKBAMrLyxEMBjn7Xn3lK1/BT3/6U9oIsLu7G1/72tfQ1NREH0OSJL70pS/hn/7pn7C5uYmTJ0/iO9/5Dtra2uhjIpEI7r33Xjz55JMIhUJ429vehu9+97soLy9nfS0i4QiA9BSaVCqF3+/HH/7wBxQVFaGzs1Owu5P02sjW1hb6+vqg1+vR3d3Nqb2XeSeVCRsbG+jv74fVamVtY82GxArBQc1dpzcgMDdZSkTSaDTSEVA2qwEuuNIRDhOZriVdYJNZG1teXkY8Hk9pztDpdIISRCKROHCEk6mRIZcVw9e//nX86le/gkQiweOPPw6CIHDddddlHAzPhhdffBF33nknjh8/jng8js9//vO48cYbMTw8TNfeHnjgAXzjG9/AI488gsbGRnz5y1/GO97xDoyNjdHnuvvuu/GrX/0KTz31FIqKinDPPffgPe95Dy5dusT6pkokHJ5In60hSRLb29vwer1oa2tDWVmZoJsCFeGQJEkrSTc0NKCqqorzeajHpX8ZSJLE1NQUZmZm0NLSUtBz2QvCOUh39NmQbc7F4/HQEirUHb7FYsnaZswGB4lw2Ah3qtVqqNVqWh08GAzSBDQ/Pw8AKWklvuoQBzXCyXdNTBWNxx57DLOzszh58iRCoRDuuusuzM3N4VOf+hS+9a1vsTrnf/7nf6b8/PDDD6OkpASXLl3Cm9/8ZpAkiW9961v4/Oc/jw984AMAgEcffRQ2mw0/+tGPcPvtt2N7exsPPfQQHnvsMbz97W8HADz++OOoqKjAc889h3e+852srkUkHI5gztZQ8jShUAhOpxOhUAjFxcUFhZpsQSlJ9/T0wO/300rSfNcEUiOcSCSC/v5+hEIhnDx5EgaDoaA18w2pUqKIfO2xDzIyNSBQA4TpCghclZ4PCuEUKtzJ1Dej5GXSXxtm9xfVgl3I8z2ohFNoirWqqgrxeBwPPPAAGhsbMT8/D6/Xy/katre3AaTWmFdXV3HjjTfSxyiVSlx//fU4e/Ysbr/9dly6dAmxWCzlGIfDgfb2dpw9e1YknL1EJuvn1dVVDA0NweFwoLi4GIFAYM/OPTw8DIvFkqIkzQfMCAcANjc30dfXB7PZzDkdmItw1tbW0N/fj3g8Do1Gk1Jwz3auqyXCyYVME+yUAR3VPqtWq1M22Vzv70F6PfhaE2R6bZjDlePj4ymzLRaLJW+n55UgHJIk8ftzF9HV3gyTYXfaiwvhRKNRxGIxum5aWVnJ6/o+85nP4E1vehPa29sBgG5yYs7RUT9TunKrq6v0659+DPV4NhAJpwAwZ2uodAalH7a2tkYPP87OzgruW0OSJGZmZhAMBuFwONDR0SHY3S2TcGZmZjA5OYnGxkZUVlbyTtMxN0WmGnZLSwuMRiMtOTM1NYVQKJRirZyu63WQNlghkKnNmKnfxWxAsFgsu4Q2D1JKTWhrgkzDlVRr8eLiIkZGRqDRaLKSM/Vd3S/CiUSj+NlvX8D3H/83GPVa/OKfv5HxOC7DqH6/HwBYNerkw6c+9Sn09/fjlVde2fW39M8Sm89XoZ9BkXBYIr0xgCAI+P1+9PX1QaFQoLu7m54mlkgk9HFCIBKJ0GZser0eRUVFgm401FqDg4OCddSlEw6VoguHwzh9+jRUKhVisVhKt044HIbH46Hv+JmKzwdp4HKvNnmZTJaxy4sS2ozFYilF9oNEOHttvsacbamrq0MsFkuRJ2J2dlEipMDeS+1seX147Ke/wT8/9XO4NjwAgEf+zxezHs+lkcHv99PpWT6466678Mtf/hIvvfRSSrqfaupYXV2F3W6nf7+2tkZHPaWlpXQzAzPKWVtbQ3d3N+trEAmHBZjWz9SHhZKNqa6uRl1dXcqHSCqVChbheDweOJ1O2oytr69P8OiJyukCwJkzZwRN05EkmTFFl+74Cey4NjocDrqonGngkkonms1mzsOzVwsyNSBQEjzz8/OIx+OYm5tDJBLJqXO2H9hv8pPL5SnkTG2Gm5ubmJiYQCgUAgDMz8+jqKhIMBsGCvPLq/jBkz/DEz//TwRDYfr3tZVluPHNp7I+jktKjWqJ5kqeJEnirrvuws9+9jO88MILqKmpSfl7TU0NSktL8eyzz9L+WNFoFC+++CK+9rWvAQCOHj0KuVyOZ599Fh/60IcAACsrKxgcHMQDDzzA+lpEwskB5mwNFZ7HYjEMDQ3llI0RIsJhdog1NTWhoqKClrsQ6k6fEhMcHx+HRCJBc3OzYEOL1OazsLCAmZmZgjvp0gcuFxYW4HK5oFQqsbCwQLd0Une9V5PgJhcwGxCoIvu5c+eg0WhSdM4oMmZT4xASQqfUCkW6P5LX68XFixcRjUYxPDyc0oLNpz29d2gM33v8J/j3372S8cbv9ls/kHNdLoTj9/t5dezdeeed+NGPfoRf/OIX0Ov1dM3FaDTSjRh333037r//fjQ0NKChoQH3338/NBoNbr31VvrYj3/847jnnntQVFQEi8WCe++9Fx0dHXTXGhuIhJMFmeRptra24HQ6odfrc8rG8I1wcnWICen6SVkWHDt2DD09PYKmrKjXbX5+ntMwajooXam6ujo6pZLu+MlMNxkMhj254z5IaT2JRAKbzUZPsDP1u5g1DoqQ91IBYa9TaoWC+m62trYCwK4WbJIkU1qwdTpd1utPJpN47pXX8N3Hf4LzPQNZz2kxGfHB92TffKm6UqGEEwgE6HkZLvje974HALjhhhtSfv/www/jtttuAwB89rOfRSgUwh133EEPfj7zzDMp8z7f/OY3IZPJ8KEPfYge/HzkkUcKej4i4WRAuvUzADraYHOnzocU3G43nE5n1oFRIQiHaVlAEaeQkZPf70dvby8AoKuri3fbNrC7bpI+LEelmzweDxYWFgAgpaOp0JbaqwXUc0rX72LWOCinz/QpfyEjwisd4aSDaS8NYFcLNpWupWpAVJMC8/MSicbwk988h+8//m+YnFvMe87bPvgeaHK0tVPf2/2OcNh8rwmCwH333Yf77rsv6zEqlQoPPvggHnzwQU7XAYiEkwIqhca0fmYWu9nOo3AhBZIkMTk5idnZ2ZxDlnwIhyRJ+u433fVTqLZjKq9bVVWF6enprHfVQkvbpDt++nw+eDwerK2tYWJiglbrpVJOV6PhWjpy1U3SaxyRSISu/2RqQGBrtJYNBy3CydWhlsmgj/l56XH24/lXnfjtKxex6fWzOp9SIceff/C9OY9hZksKQTAY5BXhHCSIhPM6Ms3WrK+vY2BgAMXFxejq6mI9j1JoDYfSKYtGozh16lRO2QquZmnxeBzDw8PY2NjI6vrJJ3JKJpMYHR3F8vIyDh8+jJKSEszOzgoWNRWymTFnOqqrq5FIJGi9M0oskTJcy9RufLWgkNdWqVTCbrfDbrdnnfJnthgX2oBwkDrmgMJmcCiDNY/Xj3999iye+uUzCEciBZ3vQ+9+B4otppzHcCUcKsK5FvCGJ5xMszUkSWJ0dBSLi4t5VZEzoZAaDkVqbHXKuEQ4VPu2XC5Hd3d3xml2Pim1cDiM3t7eXd44Qg9rcl1LKpXSar1AquEa826fIqBc+fyDBK6bfLYpf4/HQzcgyOXyAz9kmQuFtB9f7B/Goz/5d/zyuZcRiUY5ne/2j3yA1TVJpdKC3zPKkfZawBuacNKtnwmCQDAYhNPpBAB0d3dzurNgQwpMqf/W1laUlZWxXruQjXd5eRlDQ0N53UW5ksPGxgacTidsNhtaWlpSIoVcX6wracCWbrhG3e17PB7Mzs7SA5lU+o2arzqIEEqnLj0izDRkmUsR4mqLcBKJBH770nl877Gf4EL/ME53dXAmm66WemxtuDCViOasj3F1IA0GgyLhXO1gztZQHT9LS0sYHh5GeXk5mpqaON+xMQU2M30JKc21eDzOWuqfuXYsFst7XCKRwOjoKFZXV+kUF5trZguSJDE9PY3p6Wm0tLRk1I0T2vVzLzrE0u/2mfl8ytWS6Xcj5EAvX+zVJp9tyJKpCMFUQDAYDAe2aSAdwXAY//rvz+L/PfFTzCwsAwAUchlGp2Y5n+uv7vwYysocdMRMKYQzh1CpNDuX14hvl9pBwhuOcKjGAOpO1uFwIJFIYHBwEOvr6zhy5AhdaOUK6i4m0x0N5ZaZKSJgAzbEEAwG0dfXB4IgUhQQcqGQCCcajWJgYAB+vz9nI4WQKbX9unum8vlGoxE1NTW7/G4CgQDkcjmmpqbo+s+V2mj3q0U7vQEhHA7T9Z+hoSHE43EoFAooFAp4vV7eDQhCIJ1w1j1bePjHv8Qj//oreLZThS8725rwat8Qp/McaW3Em092gSAIuj6WyaLcaDTSjSqF3ij4/f6C7AgOMt5QhMOcrfH5fJBIJPB6vXA6nVCpVDhz5owgdsHUB51JOMlkEuPj41hYWOBUF2KunYtwVldXMTg4iLKysoKiNLZNA5SFNeW/k2u2Q2jCuRIzMOl+N+Pj4/D7/QiHw/Rmy6x18JXULwRXKo2lUql2NSCMjY0hHA6jr68PwJVvSacIZ3J2Af/viZ/iX3/9LCLRzJmBJdcG5/P8jz+7OeW5ZVIIDwQC2NzcxOrqKsLhMF5++eWCGjQCgUCK5MzVjDcM4aTP1lCDnAsLC7R7o1BfCmqTTyQSkMvlCIVCtCQN17oQc+1MxJBMJjE2NoalpSW0t7fT+kiFrJtrQydJEouLixgdHWVtYX0tKDynQyaTQaPRoLm5md5MqAaE6enpFLuB/Zj2v9KRBJWS1Ol0MBgMqK2tpW0GqJZ0SmV4vySJSJLEpYFR/PO//hLn+4ZzHtvZ1ojeoXFO5ym32/Cet16X8xiCIKDT6aDT6SCTybCyskLbcDMVItJtGJjg4/Z50HDNE06m2ZpYLIa1tTVEIhFBpuDTwVRfdrlcGBwcRGlpKZqbm3m332aKRJiEdvr0aU6EloscEokEhoaGsrZUc1lTyOvbTzCvgbmZUPMcTLsBZrGdmvYX0pf+IBXqqWiemZJkNiBQA7mUJBFTAUGo1yQeT+A3L/wB33vsJ+gdGmP1mFCYW6MAANx+6/shk7H/PicSCchksl2vD2XDQNUMqZmxWCwGk8nEq0vtpZdewj/8wz/g0qVLWFlZwc9+9jO8733vo/+e7fPzwAMP4H/9r/8FYEeh4MUXX0z5+y233IKnnnqq4Ou5pgknkzyNx+NBf38/5HI5ioqKBCcb4LLsyOTkJNbW1tDW1iZYSJwe4ayvr6O/v583oWWLnAKBAPr6+iCVSrO2VGfDQWmL3i+k2w0wi+0TExMIh8MwGAw0AfG1mz5Ir0e2poFMCghUfWNycpJuQKCiHy41sUAwhCd/+Qz+6cmfYn6JvTdLU20V52YBg06LD7+XnekYhUxNA0yTOWBnXo7qEHz00Ufx/e9/n05bl5eX4/rrry9ozwoEAjh8+DD+/M//HDfffPOuv6+srKT8/B//8R/4+Mc/vuvYT3ziE/jbv/1b+meunZvXLOFksn6mJvmbmppAkiQ2NrjnbnMhGAzSVtNcI45soJ5LMpnE5OQk5ubmeNWEKGQiB5fLhYGBgYLrQbnWpEClotimnQ7KnXwhSC+2M+2mqWIyH7vpgxbhsLmWdEkiqgHB4/FgeXkZ8Xg8RWIm10zU2PQcfvP8K/h/P/optlgqAjChUXOv1/63m98NnbawNBcb4U6ZTEbPjH31q1/FZz7zGbzlLW+BVCrF5z73OYyNjeGDH/wg6+jipptuwk033ZT17+mp91/84hd4y1vegtra2pTfazSagtP0mXDNEU76bI1EIkE4HEZ/f3/KJP/i4uKetLhSRXuJRILW1lbB2xklEgni8TguXLiAWCxWcFt1NjBTdcwZoY6ODs4ftGyEs7q6ioGBAahUKoyOju5KO2X7Uh6kO3ouUKvVUKvVKfYLHo8HGxsbmJqaooctqdeCjfzOQSEcrm3RmRoQqJrY7OwsCIJIqf+sbmzil8++iF88+xJW1jYQCkc4zc+U2YrRN8ytdiOXyfDxW/5LwY/jModTXFwMpVKJT3/607jpppuwsrKCxcX8um5c4HK58Otf/xqPPvrorr898cQTePzxx2Gz2XDTTTfhi1/8IqfOuWuKcKjZGmrjJAgCa2trGBwchM1mS5nkl0qlghJOIpHA2NgYlpeX0d7ejvFxbh/mfAgEAvD5fLDb7ayUCdiCipwikQgts8OXzNIJh+rUW1xcREdHB0wmExKJxC7VZ+oOt6ioiL7DPSgbq1Bg6nlVVVVlrHVQhmLZiPggEbAQ0RZzJqqiooKeiRqdmMLTj/8Ez5/rwfTi5ZTZySPteLVvkNO5yu02LLnWOT32fe+8AfYSa8GPo2o4hYLZFk2R817g0UcfhV6vxwc+kKqa8JGPfIT2zBkcHMRf//Vfw+l04tlnny34HNcE4TDlaagUGlPbK1MNRUiTtEAgAKfTSc+9aDQaTE5OCmqURvnjTE9PQ6FQCGoxDVxWWTh79iwsFktB2nG51mQ6fjKJTK1WIxqNpqRYmCZjlO6ZRCKh7/YPytDlXg9bApcNxdLtF5jyO3t1LVwgtHjnumcL//67l/GLZ17A+d7dpCKXSTE4NslpbZNexzm6AYBP/tnuWggbJBIJTqKx+yVt8y//8i/4yEc+sqtO+4lPfIL+//b2djQ0NNCWJl1dXQWd46onnEyNARQBSCSSFG0vJoSKcFZWVjA0NLSrziGkzXQ0GoXT6UQoFEJLSwtmZmYE/XJT7b1erxctLS202RtfUISztbWFvr4+mEwmmsgykXG6yVgymYTX66VVfMPhMF599dUUiZWrUXSTDZiGYpncPim4XC4UFxdf8bZZIZQGtrw+/Ob3Z/GLZ17AyxdyO9t2tbdwjm5aGmpwLoevTS7ccOooWhtq8x+YAVzM16g0414rDbz88ssYGxvD008/nffYrq4uyOVyTExMvLEIJ5P1M9WOWllZiYaGhqxfAr6Ek0gkMDIyApfLhUOHDu2SjhEqgqLsmU0mE7q7u+H1egWNnOLxOK0aYLfbUVlZKdjawI7W2srKSsGOnwBojxLq3+joKGpqarC5uYnx8fFdd/0HYcJ9L5DJ7XN7exs9PT1YX1/H9PQ0lEol/TqYzeY9NVvLBK4Rjj8QxG9fOo+fP/MCXjh3CbEM1uOZsLjiKvhcwI6NAJfONIIg0NXehE999EOczgtwq+GEw2EkEok9Vxp46KGHcPToURw+fDjvsUNDQ4jFYpxSe1cl4WSyfo7H4xgaGoLH40FnZyc9GZ4NfAjB7/fD6XTSrcKZWgT5GqWRJInZ2VlMTk6isbERlZWVgltM+3w+9Pb2Qq1Wo7S0VNBNKpFIIBQKIRAIZLXiLgRUHYfZ4cQsMFPpN2bRXQjViIMIqv4DAIcPH6aHmCn5ncHBwV2txnsdCRZSwwkEQ/j9uYv4+TMv4rlXXkU4UljRv6u9GT2Do1wuE41V5RiYmGF9vFajRkdzPWYXlhEKR3DmWP4NORu4RDiBQAAAOKfU/H4/Jicvpx5nZmbQ19cHi8VC31x6vV78+Mc/xte//vVdj5+amsITTzyBP/qjP4LVasXw8DDuuecedHZ24syZMwVfz1VHOJlSaNvb23A6ndBoNDhz5gyrNluuKS9KfTlfBMUnpRaLxTAwMACv14vjx4+nOGYKZTFNPY/q6mrU19djbGxMMCKjtNwSiQQaGhp4kw2F9OtLT7/5fD643W56gE6tVqfc9V9L6Tfma5FuvxCJROj6z/DwMOLx+J7bL+RKqZEkiam5RTx/9gKeP3sRwXAYr3HULgMA3+ubMBesb26zOq602IrqcjsGRidoW+nP3fnnvF43LuKdgUAAEomE89zLxYsX8Za3vIX++TOf+QwA4KMf/SgeeeQRAMBTTz0FkiTx4Q9/eNfjFQoFfve73+Hb3/42/H4/Kioq8O53vxtf/OIXOX2frirCSZ+tAYDZ2VlMTEygvr6eldwKBSrCYXtnlkgkMDw8jLW1NVYCn1yJgdIq0+l06O7u3lVk5Es4yWQSIyMjWF1dTXkefA3YKFB2BXa7HTKZTLAuunzvEXPCHcg8dHktpd8owsn0HJRK5S77BWar8V5EgukptUAojD9c7MPzZy/i+bMXUgYyG2u5p21bGmowUkCEwkRnW1NeBYLqslIY9DoMjk9jdf3ynF5pcRHe984bOJ2XAtcIh48+3w033JD3RvIv/uIv8Bd/8RcZ/1ZRUbFLZYAPrgrCYc7WUHdSlGJxIBDAiRMnUqIANqDeeDatij6fD06nE3K5nLXAZ6EpO5IkMT8/j/Hx8ZxaZXwIh5LAIUkSp0+fTik0s7U9yHX9lF0B5e9z8eLFKyZtkz50yfS8mZ+fT5nvKGTTPUityEB+Is7Uakw1YjAjQWb7NZfUajKZxNzSKn76zMt4/uwFnO8dyCiW2dpQg2GOhAEACh43MKFwZhdPgiBwpLURPr8fk3NLGY/52IfeCwXPlDMXwqHcPq/mmyMmDjzhZLJ+drvd6O/vh8ViyatYnA1sCIckSboJIZ+BWToKIYZ4PI7BwUFsbm7mrXdQNZxC5x6YEjgtLS27ngcfGRoqBejz+VLsCgpdc3J+GV/+3uM43t6EE4eacaipFkqFMHUlpoJvJs8bZvpNaM2zvQDX94rZiAHsfPYoqRmm1w0bqRlmFPMfz78Ml3sr7/n51Akry0rhHJng9NhMMjYatQqHmhswt7SSM/JRKRWot5vhdDrp7kguaUkuTQPXkhcOcIAJJ5v18/j4OObn59HS0oKysjLOzE89LludJR6PY3h4GBsbG6yaENLBtobDLNx3d3fnrT9lsj7IBWp+Z2ZmJqezKNeUGnX9Go0Gp0+fTkkBFko4//fxn+OZVy7imVcuAtjpKDrUVIvjHU1or6uEgizMZz4bMnneUNHP1ZJ+y5VSKwQymSyj1w0lQJpMJmEymWgiXtnYxO9fT5Nli2KyobKsFE4e8y82a1FBWmlMaDWXI1ib1YKayjIMjE7ifG/+9ug/e/8f4c1vOkOnJWdmZlJ08ygLhnzgWsMRI5w9BkmS8Hq98Pl8KCoqAkEQtEtmIpEQRM6FIIisaS+fz4e+vj4olcqCBSspsGm7pux7a2pqUFdXx+pDRR3DZiOPRqPo7+9HMBikJX2ygUv328rKCgYHB+nGg/TrL4RwFlbW8G/PvJTyu0g0hgsDY7gwcPnus/6x3+B4exOOd+z8q62wC77pModP09Nv8Xj8QH35hb4WSmrGZLYgRsyhb2gUzhcuYHRqFmQyib7RKc5rl/IgDKvZhD6WCtDpKLMVo3doHA3VFTDodegbHoNrw8PqsRKJBH9x6/t3qYJTCs+rq6sYHx+n29IpEkqvvVI30GKEc8BARTWUv8iZM2dofTK73S6IxD+FdFJger5k20TZIldNhGpAWF9fLzh6YkY4uUANWxqNRpw+fTpvKqMQcmB67+Syry5kze888QskEvkjrMm5JUzOLeHJXz8PACgyGXCsvREnDjXjeEczOhpreKfh1Go1ysrKMqbftre3IZPJQBDEFU2/CRXhULWXkckZDE/OYGRyFqOTM5hZXEn9jJEkqsu5S6oUW0ysLQMyoaGmgvOwZnN9NfQ6Laf5mz9+23WodKRqCTLTklSETMkSzc3NYWhoKEWWiGpkAcC5hnOt4MAQTvpsjVwup2sbq6urnEzF8oFJOMw6SiGeL9mQLaXm9/vR19cHuVzOKXrKRzgkSWJhYQFjY2Oor69HdXU1q02Jbc0pEomgr6+PFg7N9WVgSzirGx489Zvf5z0uE9xbXvz2lYv47etpuBMdjfD7A6guL0VNuR01FQ7UlttRU2FHSZG54A06Pf02Pj6OUCgEkiSvaPqNi3bZxuYWRidnMTI5i5GpGQxPzGBsei5rMZ2Jw60NcA5zq58AQH01d8LQqFUYGCssslLIZTjc0oBtXwCvXHByEvgEdhw984Gp8AxcliXa3NykZYmo7ILP54PJZGKdWtsvWZv9woEgnEyzNdFoFOFwGH6/H2fOnOHch54LFOF4vV709fWxrqOwXTt9A2c7w5ML1ABkJnKg6k5ut7vgYUs25LC1tYXe3l5YLBZWwqH51qQ2zO8/+StEY+wmzHOCJLHh3sT0wjKGJ2d3/VmjVqG6vPR1AnK8/v8O1FTYUWwxsSZmtVqNxsZGALvTbwBo8tnL4dP015UkSbi3trHs2sCyax1LrnUsu9ax7NpALBbDa84hrLk3OZ8vGuX+/mhUSvRzLPYDwKHm+ox6aplQYjWjrrIcfcNjuNA/glNdHRifmc//wAw41dWBzramgh/HlCUCdj4jLpcLXq8XQ0NDdF2MjS35fsja7CeuOOGkWz8DwMLCAkZHdyaJT5w4wVujKRsIgoDL5cLKysqe2ExTpJBIJDA6OorV1dWcKSgua1MIBALo7e2FXC7H6dOnC97ocjUNMKOmQiRq2JDYxuY2HvvlcwVdazYcbqrJ2cUUDIUxPDGL4YnZXX/TalSoLrOjtsKOtoYaaNUqGPRaGHXalP8GQ+GUlF2u9JtQ3W8kSWLb58eya4MmktnFZQwOj+HBp/8TK2sbWFnbyDqxf+JwKy+yaaqtxMgk91bmukoHBsa5PV4qkWB6PnOrMhP11RUw6XXoHR7D2sbOc1XI5RjjaLAGAJ/8CDeRznSo1WpYrVbMzc3hTW96E/x+Px0BMRsQqBoQ8+ba7/eLEY4QyGT9TKW1tra20NbWhoGBgT1LT8RiMYTDYYRCIUGkV9JBkQI1dU8pSQsRqaUTDlXjqqio4Bw5ZWsaYNpLCx01kSSJH/z4N6xSOnlBkgjzWCcQDGNoYgZDEzNwrbvxqnM467ESgoBRr4NBr4VBp4Ux7b8GvRYmvR5AEl7vCra3e+H1+REKhyGVySGTyyGRSAGCQDQWRywWRyQWQywWQzQWo38XjcVgMuhwaWAUwVCY0/Oymo28aicAoOERpcmkUqxscCe7rvZmXOjP/l50tjUhHIlmJMTDrQ24kON9zIW6ynK847qTnB6bCdQMDtOWgtmAwLxJUalUiEQimJmZwfr6etbO0nzIZy9922237fK+OXnyJM6fP0//HIlEcO+99+LJJ59EKBTC2972Nnz3u99FeXk5p2u6IoSTKYW2tbUFp9MJvV6fotHDpbMjH6hpfgCoq6sTnGyAnecUCoVw9uxZzo6Zudamul6Y/jJUCM8FmSIciiwp1W0uUVM2wlldXcXgyCj+5Se/4XzNTLTVV2FonHsHFQWr2YCeodytu0mSxKbXh02vL+sxJw414zUnd/kWAGisrsDLr/XxWqO+uoJV6282VNhLeBFWVzu/12Fjc2vX71RKBQ63NmJxZS3ntS27uDv6/o8/u1nQzEq2oc9Mc1FbW1u0nMz09DRdu37729+O6667jnWKLZ+9NAC8613vwsMPP0z/nN5dd/fdd+NXv/oVnnrqKRQVFeGee+7Be97zHly6dOnqkbahohbqv9SEOjNdQ5ERl+ncbCBJEnNzc5iYmEBdXR22trb2JIJKJpNYWVlBMBjEkSNHBG92IAgC4XAYo6OjrIr3bJAe4VCDolRnINd6UzrhUG6iCwsLeKF3AoGQMLM1BIRRAKircOC8mx9RAMDyGjdzLyb4WCADgF6rwcAo99oJANiLrVhY5qbMDACrG27Oj62vKkuZ/C+2mFBfXYGh8Wm8mqemU1dhx9TCCqfzFpmN+JM/ehunx2YD2xtnmUwGq9WKW265BbfccgtuvvlmWK1WbG9v45Of/CSSySTthJoP+eylgcsySJmwvb2Nhx56CI899hje/va3AwAef/xxVFRU4LnnnsM73/nOvNeQjr0pjrA5sUSCSCSCixcvYmlpCSdOnEjpqKI2uDhLufJ8iMVi6O3txezsLI4dO4ba2lrBXT+BnQLha6+9Br/fL5gPeDpIksTAwADUarUgZANcJgeSJDE5OYm+vj60tLSgtbWV851eOuFEo1FcunQJ6+vraD90GD9+9izv6waAhioHBsenea9j0GrgHOVm6sVEV1sDFlfWeK1RbDbwToW1NdYiwDEVB/BPxx1pbeQ8dwNcviEttZrRVFMBz7YX53oG4PXnF++M8pBp+vMPvhdqFf/GISa4DH1Sj3vTm96EH/zgB5iZmUFPT4+gN8kvvPACSkpK0NjYiE984hNYW7v8ub106RJisRhuvPFG+ncOhwPt7e04e5bbd/eKEc7a2hrOnj0LhUKB7u7ulF51YOfDJpPJBCGEra0t/OEPfwBJkuju7obZbAYgrOsnsBMVnD17FjqdDq2trYLrblF6ZZFIBA6HAx0dHYJFf1RU2dPTg6WlJZw8eRIOh4P3utRr4PV6ce7cOchkMpw6dQo/eeYVbG5nT0kVAq2qcBfFTGhtqOZfT3q9wM8XFQ5+NyoKuQzjM3O81miormDtT5MJXFuRAaC2ogxajQZtDbVY3djE2MwCqzktYOe6F1a5pdNUSgVu++B7OD02F7hmatLbovmOazBx00034YknnsDzzz+Pr3/967hw4QLe+ta3IhLZ+Q6srq5CoVDQ+yUFm82G1VVuNxJXrGkgEomgqakJDocjK2PzjUCYnjKZZlKEinCSySQmJycxNzdHy8dsbW0JSmZMywKtVksrMAgFqoFCq9Vy1qdLBzWLRLWDU52AkWgM3/3RLwW4aqDKXow+HvMhFNQqpSA1oPamWs7WxxRKisy8Zl6AnWI6V0dMANBp1OjnEe011VZhJENrej7UVpbBZrUgmUziVY4WBmoeTQ4fevfbYTWbOD8+G7gSzl62Rd9yyy30/7e3t+PYsWOoqqrCr3/9a3zgAx/I+jguM2AUrhjhVFZW5k2X8SEESk3a5/Pt8pRhrs9HIRnY2aj7+/sRiURSJHeE8q0BQM8JaTQadHd349KlS4KS2fLyMkZGRiCRSNDV1SUYkZEkCY/Hg+Xl5RQrhB/96jlebbpMKCTCRJGHmmpZz3rkQjLJ/wamptwO1zr32gdBEJwdMSl0NNVxHtQECqs/1VSUobTYgoWVNUzPLyEYimDNzU56Jh1WswEDY9zImiAI/MWt2TdaPuDS/ERZv++12ycFu92OqqoqTEzsvH6lpaX0ECszyllbW0N3dzenc1yxlBobyGQyTjWczc1NnD17FgRB4MyZM1mtC/hGOG63G2fPnoVKpdql78bHgI2JxcVFvPrqq3A4HDh69CgUCoVgZEZ54wwPD6OhoYGWbBEC0WgUq6urCIfDOH36NE02sXgc//jYzwQ5h6O4CFOL3GsEFOQyKSZnF3iv01hTzkt6HwCMOi36eAhcAjsF8yUX96YFuUyGiRnur0eF3Zb3OVSVl+J0VwcqHaWYWVjCuZ4BmiSry0s5f77rqirANZP9zjefQn11BbcH5wHXGs5+Kg243W4sLCzQ1tFHjx6FXC7Hs88+Sx9D6SdyJZwrPviZC4USAkmSmJmZwdTUVIotczZw3biZ3i/Nzc0oLy/fdZ5CDd7SkUgkMDIyApfLtUtvTQibaUqiJh6Po7u7G7FYDDMz/DZLCtvb2+jt7YVUKoXZbE5JCfz4P17E4ir/Di4AKC8xY5ljLpmJztYGzukbJjQC1JJa6mtwrqefxwokEjw/G51tjbwcOR02KxYyRFiVDhvKSkuwsraB2cUVzGW4WTDotJwtCEx6Ha/0KhsZG64QqoZTCHLZS1ssFtx33324+eabYbfbMTs7i8997nOwWq14//vfDwAwGo34+Mc/jnvuuQdFRUWwWCy499570dHRQXetFYorRjhsNuFCCCcSiaQYsqU3IfBdnwJTgZnp/ZIO6m6GC+HkGxblG+Fsbm6ir68PRUVFaGtrg1Qqhc/nE9S6uq6uDolEAqFQiP5bIpHAtx79N97nAIASixG9PCMBYOdzOL/Mn7Sqymy8a0kqpQJDE/zqSB1N9RjgWUNaWeM+v2JJ62wrt5egwm7D6robMwvLmM/TYt3WUItzHOeGmhtqaDvoQtHWUIP2hhpe9YlcSCQSBddFqZQa1xpOLnvp733vexgYGMAPf/hDbG1twW634y1veQuefvrplBTeN7/5TchkMnzoQx+iBz8feeQRzs1KBz7CYZNS83g8tDlSIQXvQglnc3MTTqeTlQIzU2SzkFB6bW0NAwMDOedf+ERmlKtoegTIx4ANuKwgzazXTE1Npaz5i9+dxfTCMudzMFFTZsPaOveNkUJztQPDU9y0tpgoNhsxt8jvuR1uaeC8YVLgG/l2tjWhd3CU8+Obqisxv7yKyrJSuDY8mJ5fYt0iLpfJMMaxs06p4C5j01BdjptvvA4XL16EXC5PkZkRQlcR4FbDCQaDIEmScw0nn730b3/727xrqFQqPPjgg3jwwQc5XUM6DjTh5GuLZpqLNTU1oaKioqC7E7aEw+x2Y6slVoiFNXWOyclJzM7Ooq2tLWdLMhfCoSRq3G43jh07tqvVkasBG7AT9fX19SEajaZYVzNJLJlM4puP/JjT+ukw6bmnXZggSRJef5D3OqVWC3qH+c3MSCUSTM8t8lqjvqocg3w67UgSGxwGNQkCKLcVo6LcgbUND5ZeFw8tFJ3tTZxTeUdaGwtKi8plMnS2NWHdswmpVIb/8dEP72jWbW9jc3MTCwsLGB4ehlarTdHC43pnzyWlFgjszBuJWmoCgG9KLRKJoL+/H6FQKGdqKxfYFPaZ7cjZut0ygXp+bDbxaDQKp9OJcDic1yiNuu5CyCEYDKK3txcymSyrsCfXuhBVrzGZTOjq6kohVybh/OfLFzAiQCQBAC015TgnQEdZZ0u9IGm5qrISrK7zq0t1tTXxlsIx6Pm1z7bU17AW6SyxmlFd5kA8kcD49BwWVtdRbi/l1XzBJ5W3xLIuaDEb0VRTibGpOfr1/n9f+RydSaDIpa6ujvbl8ng8tM2A0WikIyCDwcD6Bper26dUKhUsyjoIONARTjbCcbvdcDqdKCoqQmdnJ2cDrHyDn5Tmmk6nQ3d39y6doVwgCIIVoVFpOpPJxPq5FBKNUBI1Docjp54b00mU7ZdoaWkJw8PDWX13mOoFP3j631mtmQ86TeHeKJlAkiQCjPoSV1iMekFIa5VnerC8tJi3MoFCkf2zJ5NKUVFaDJ1WA8+2F0uuDVqVGdgRNJ1eyK/qnA1HWhs5d+d1tjXlfe51leWwmAzoGx5PafduqKnEe976poyPkcvlKCkpodXdg8EgTUALCzvEmm4zne27wzXC0Wq1e6aWfyVwoAlHJpPRU69AatopW3dYIchGaEw5/rq6OtTU1HA6Ty5CY9ZTCpH8B9hFOMx0Y74UHbUmwC7XnEwmMTo6ipWVlZyOpRThvPBqH16+NIDqMtvOUB9JYmF5DassbX6ZaKurFKSjrL2xBoMCEFdtRSkuDnCveQBAZ2sjenjUTQDAUVqMxVXucjrVZfZdw6ZV5aWwFxcjEAphbHoOMzlkahpryjE6zT26yWatwAa51CE625oQicYwPDGNTAH2Zz5+K2si0Gg00Gg0KCsrA0mStBXF2toaJiYmoFQqU+o/zBtULjWca82aALiKUmrhcBhOpxPRaJRV2okNMhEO0/mTr21BNmJgniNTPYXNurnSX7FYDP39/QgEAqxfK2aEkwvMdmpmvSbXml9/eKd2M7vkwuzS5S6lkiITKkqLIZNK4XJvpvwtE+QyKcam+Mm10BBAdkijUvDWcCNJEv4AvzqSxWREH8/oprjIBPfWNhqqKyCTSjG7uIy5xdWMrcuZwEemqKm2ipP9MwA01+1+rFqlRENVOdY3t3NGPg3VFXjvO97M6bwEQcBgMMBgMKC6uhqJRAJbW1u7bKapFF08Hucc4VxLONARDkUI6+vrGBgYgNVqZeU0Wej6FHw+H3p7ewVz/sxEOH6/H729vVAqlZzPIZFIsiok+Hw+9PT0QKfT5e2kY4JNzYmq15jNZrS3t+f9AhEEAef4LM73ZfYkWXNvYc29Rf9s0GlQU26HWqnApteHybllJBjXU2svwtgs97QNhYaqMkHEPg811/FWJ2hvrOUdaTXVVBTcSqxWKVFeWgKz0QClQo61DQ8CwRCnSKulvpqTjA0FPqrYzMc6bMWodNjgHJ5AP4vX9O4Copt8kEqlu2ymKSfYkZERRCIRTE1NwefzwWKxQKfT5b3pDgaD0Gg0+2JZvl+4ooSTrxVXIpHA5/PRysVcTX9yrU/5ylDyLtXV1aivrxfkTU6v4VBTulVVVaivr+ecm80WOVEzMDU1NairqyvoOTDnhjJhcXERIyMjWes1mUAQBJ76zz+wvgavPwjn6OWNQqmQo6myAkadBt5ACJ4NYQZGtTxl/4HX23Cn+TdB8P2caTUqDOToTFMq5Kiw22A2GiCVShEKh7Hm9mBlzY2J1wv8p460YWyae+SYZCmqmQnlpSWcazflpSXoGRxDW2MtFHI5+obHscyyO66ushzvu/F6TudlA4VCgdLSUpSWloIkSbz00kswm83Y3t7G7OxsTpdPCmJKbR8RDocxPT2NWCyG7u7uPXnhqbubgYEBuN3unPUIrusnk0l6RmVpaWlPLKaZNRWmZlkhyJZSY67d1dVVkFrt0OQ8eka5RxKRaAzDkzsb4Yn2BgxtbEGnVcNeXASjXge5TIpINIYtnw9LqxuIRPPr4lU5bIIU+Y+01PMSxwSA2goHBnjaIXQ01eN878BOUd9hg8VkgEIuRygcwbpnC8uudUzmaLfmM9kPAA01FRib4U68NquFU+1JLpOhqa4aCoUcQxyi1bs//mHBjR2zgbqxdjgc0Gg0Ga3IVSoVTT5msxlyuVxMqe0XqOFHo9GIZDK5ZywfDu94hQSDQU6OlvkgkUgQDofx2muvIZFIoLu7O2fNo5B1KcIJh8Po6+tDIpHIW1PJhUwptULqNZnw0E/zD5axuzbQm5I/EMJEIPMGWlJkQkmRGRq1ChKCQDAcwYZnCyvrHppIrWYDZnkOaEoIAnNL3My9UtYh2UcGUokEVosJJoMOWo0aJEkiHo0inkig0mHDkmsdMwvLmClwsLatoYaXSKdex31DNGg16C/QIM5iMqCpthrrHg9efq0H0VjhWos1FQ68/51vyX+gQKCyKBTBSSQSGI1GGI1G1NTU0C6fHo8H09PTmJmZwTe/+U0YDAbI5XJEIpGCU++57KVjsRj+5m/+Br/5zW8wPT0No9GIt7/97fjqV7+a0lx0ww034MUXX0xZ95ZbbsFTTz3F+bU4UCk1yjJ5YWEBbW1t0Gg06O3t3ZNzU+ktAOjo6BCcbICdVsjx8XHY7Xa0tLQI6l2TTCYzStTwAbMZYWtrC729vbBYLKzqNekYnpzF8686eV0PhaOt9bjYP5L3uPSaEAW5TAp7iRXlNiviiThOd7aBJHfen3gigXAkimA4An8wBK/Pj1g8dyt7a10lBif41YDKbMWYfN2RUqtWQadRQ6NSQK1SQaVUQCKVIhZPIBAMwbPthWfLC9eGBy5GZ19bfSUu9meuj7GBQi7jXKwHdmomvYPcmxXaClCkrq0sQ5HZiL6hcZzr6cfJznZMznIblP30xz4MmWx/ohsAdFo9Wwqdcvmksit1dXXY3NzED37wAywtLcFiseD666/H29/+dtxxxx2s9qpc9tLBYBA9PT34whe+gMOHD2NzcxN333033vve9+LixYspx37iE5/A3/7t39I/Z0r9FYIDE+GEQiH09fUhmUzSyss+n08wx08KzBTR4cOH4XQ698wozefzwW63o729XdD1CYJAIBDAxYsXOSks5Fo3mUzS9ZpC27WZEEozDSSJJZ5S+7F4AvPLLpRazXg1SwMDEyqlAgadFlq1CmqVEkqFAnK5FBJCgmAoCJVchlOdl99TAtgxuCZJ2uiamj8iSYAkk0iSJJJJkr7bLTIZQZJJuDe3EQiFOTlzrnu2C34ME0famvAaj6aHCoeNdc0kHTu6cflJu67CjkSSxPT8EqbndxpGii0mzvI7VWV2/MlNwtpH5wNFOGxv2oqLi3HHHXdgcXER8Xgcd9xxB5577jmcPXsWn/70p1mtkcte2mg0pihAA8CDDz6IEydOYH5+HpWVlfTvhXYtPhCE43K5MDg4iNLSUjQ3N9NvDCVtI5SgHlMUk0oRCe36SbUk+/1+WCwWViKihSAej2NpaQmhUAgnTpwouKU6FwiCwOTkJDweT8H1Giam5pfx8+fYNwvkQkdDlSCDnhYTe8vmcCSadS6kuaaclzEZsGPdPDo5y8tNs72hhleURRAElvIIaeaC2ajnNWh6uKUxaw1Mo1bhUHM95pddmFrYnbq0FZmx7tnidN79jm6AHcKhBsELgd/vh9VqRUdHBzo6OvCXf/mXe3SFOx2oBEHsUlJ54okn8Pjjj8Nms+Gmm27CF7/4RV4jKVd0hJUkSYyMjGBgYACtra270kLU/wtBCC6XC2fPnoXJZMLJkyfpeoRQrp/AzptGeX1TLc9CrQ3shMnnz59HPB6HXq8XlGzC4TASiQT8fj+6u7t5Wdn+4w//TRgSJ0mEIzwtn19HY1UZp3z/XlxPfVU5L7IBSHi2+UU3nW2NvDxzmuuqEWXRpJEJ2RS67TYrTnW2gyAInO8dzBg9FZmMGOPo1VNZVooPvnt/oxuA29AnsHODvB9dauFwGP/7f/9v3HrrrSkSYR/5yEfw5JNP4oUXXsAXvvAF/Nu//VtOJ1A2uKIRDqVRdvr06YzdGEwBTK71CaoutLi4iPb29l3hoVCEQ6WhKBtlgiAEjZ7W1tbQ39+PsrIymM1mTE/znyOhQNWCCIJAa2srrzztwsoanv7NC4JcV3tDNW+7ZgDQazWCiH22NtRgmKd9gF6rQT/Pa2lvrOMt0un1+jk/nG06LBu62ptwiaHO0NpQC6Vip615xZVb4qehphLnOdoXfPrP/xRygWb4CgFX87W9tJemEIvF8Kd/+qdIJpP47ne/m/K3T3ziE/T/t7e3o6GhAceOHUNPTw+6uro4ne+KEk5TUxOkUmnWN0MikYAgCMTj8YJ0zCiEQiE4nU66gysbqfEhnEQigeHhYayvr+9KQwnhzMmU82lvb4fdbsf6+rpgRLawsIDR0VE0NDRgdnaWd+ry/z7+c8QFiuqSSWHqdy21FXjVyb24TkEqQD6Ab1cYsNO1xwftTXW8hk2PtDbyGnjd9gUgl8lwpK0J7s0tDLMkL6vZhJ7B/M0jmeCwFeNP/mj/oxuA+w3zXs/hxGIxfOhDH8LMzAyef/75vALIXV1dkMvlmJiYuDoJR6VS5dzsqSiBCyFQopU2my1nhxgfUqBUmKVSaca2ar6EwzR7Y0rU8LESoJBMJjE8PIy1tTVawmd+fp7XuqsbHjz+y2fzH8gCTQLYNQM7nVi8ooHXUVfp4F1L2vFs4SfNU19Vxvs6CHBnLImEwOwi95bw9sZa6HRaeLa2caFAdez66grO0c1NZ7pw6eJFWmqGmnXZD3AlnL1MqVFkMzExgd///vesUuhDQ0OIxWK0BTUXXPG26HzgYjNNRQStra0oKysTdH0KLpcLAwMDKCsry6rCLJFIEI1yEyX0er3o7e2FXq/fJVHDl8jC4TB6e3tBkiROnz5Np9D4Wld/94mfsxq+ZAOVQIXdrtYGQawMjDr+81NHWhp4S+EYDfw0BEutZl6OoF1tzbg4UFiUYTEZ0FBdiUAwBBLgZDJnNZvQM8StM63MVoy/+cwdCAYC8Hg8mJmZweDgIAwGA01ABoNhz1SZ+dhLc02p5bKXdjgc+JM/+RP09PTg3//935FIJLD6ulW7xWKBQqHA1NQUnnjiCfzRH/0RrFYrhoeHcc8996CzsxNnzpzhdE3AAelSywW2rp/AzqCi0+lEJBJhLVpZKOEkk0lMTExgfn6eTnHlWpsLMVCy/8x6EBN8iIGq11itVrS2tqZ8Efi4fq641vEvP/kPTo9NR015KZw8O8GAHUn9XFP2bFFhL+GtTiCR8B8WddisvC0IHCXFWF0vXKWbgmfby+o4q9mE+qpyeP1BjEzO4NXewZ0aGEu/nXTUV5dzJuu7/vwWqFUqqFUq+k4+EonQWmcDAwNIJpO01Ew+q4FCUajrL3DZXpprR1gue+n77rsPv/zlLwEAR44cSXnc73//e9xwww1QKBT43e9+h29/+9vw+/2oqKjAu9/9bnzxi1/kNe934Aknn+snBbfbjf7+flgsll1GYLlQCOFQhEY5W+YLdwuNRNhK1HCJcJiWC9lmd7im6jY3N3Hft36AsEDRjVmvAf9kGtDVWi9I7abUasbCMj+y6Gxt4jWkCewQH9e5FwCwlxShj0fDQkdTfc7oqMRqRm1FGba9foxMzmIjrXWZ6wZeZDahhyPROmxWfPi979z1e6VSCbvdDrvdvqPY7ffD4/FgfX0dk5OTUCgUgqXf+EQ4XFNq+eyl891YVlRU7FIZEAJXfUqNGrKcnp7m5JHDxiQNuBwZFEJobNcGLkvUUIOvuWRkCiWcRCKBkZGRlHpNtnULjXAWFxdxqbcPz7zKrxBOodxmRe8Qf60zgiCwyNIFMheMeg3nVA4FkiSx4dnMf2AOWEwG3lFWpaM0bxdYLlwea72M0mIrSswG+IMhTC+sYG098/Nsaajh3NnWwDG6KbaYcM8n/iuUeRqOCIKAXq+HXq9HVVVVitWAEOk3PjUcUUttn5ErpcYsqnO1mWZDaHNzc5iYmEBjYyMqKytZExrblJrH40FfXx+Ki4t3pbkyoRDCoeo1APLqxRUS4TCjsaEFD3wB/u6ZAGC3mrDIM5oAdmo3hdYaMqG+sgyXeJqjHWlp4KyITKGpprJgCwImTHod+ngQud1qoTvbSq0WVJU74NnaxsTMAlZZWEPvZ3RTYbPCai3C5raP09xNutUA3/QbF8JJJpO8IpyDiquCcDIRAmXNbDQaC/J9ybR+Nm+ZeDyOgYEBbG9v4/jx47umcPMhHzEwyawQiRoqEsmnwMCFyNhEONFoFH19fYjFYjh8pBN3PPBo3sewga2Ie+qECZIk4d7c4r2OUaflXHNgIsKxcYRCPgsCNmiur+ZUrKdQX1uFcrsNq+tuLKysFVQHam2sZd36nA620Y1MKkVnW9OOj9LsAhZcG/jWF++BQoBOtHzpN7lcDovFgqKioozpNy6Dn4FAAAAEMZo8SDjwKbX0Gg5zk+aj9UVBKpXSqtFMpJuxcZkDypVSY7p+FkpmTCuBTM+daV9dCJGxiXC8Xi96enpgNBrR1dWFf/7xb+DeYldIzodqezFca/zTYEea63jVKii01FdxbsOl0FxbhRGepEVZEHCFSqkoeMPXazWor66AQi5DJBLDHy44eXRGcmtEKTKb8qZXi8wmNNZUYGx6DhcYNbK6qvI90Uxjk37T6/V09GM0GpFIJAq+IaYIR0yp7TOYEU4sFsPg4CDniCPf+hQoIzO+ZmzZUmqBQAC9vb1QKBScXD+p/HGm7hdqEHVjY6Ng++p8XWqrq6sYGBigu+ci0RieO9sDjUqJYA5feTawGPXoHeZPEiRJIiSA/IxapeR8V84EwXGzpbDTacdNyoXCkZbGvIQllUjQWFsJk14Pz5YXE7MLtBL0sUMtnMmmqbaS8zxVruimoboCRoMefUNjGQdpP3v7f9sXzbRc6behoSE6nabX6xEIBFg7eAaDQcjlct6uwwcNVwXhxONxbG9vo6+vDzqdjnPEkQnMtJcQRmbZ1qZASdSUl5ejsbGRU+8/k3CYCIVC6O3tpcVJC7VcyJZSI0mSbgVnGsg99JPf4IXXeiGVStBYvSMfH45EMTm/DJ8/WNC5G6vsON/LvV2XQltDNSdDrnQcbq7lPTNTbrNimIf1MgB0dTThtb7CBiSZ2BnUzOCRQwKVDhvstmJEIlFMzMxjZGJ212GVDluKDE2h4Ko9ZzEbd0U3UokEnW1N8AYCGM/htlpdZsMfv/06Tufli/T0WyAQwODgIEKhEC5cuECn36h/2SIfv98PrVZ7TdlLA1dBSk0qlcLj8eC1117LOpfCB1SEQ9kjUMOQQhulZZKo4bMukEo4VL2mpKQEra2tnIgsU0qNUr8OBAI4deoUXcT0+gP41iM/AQAkEkmMzy4Cr/uTEASBugo7rGYDNjyb2PSF4Nn2ZT2vVqWEc4T/3A2wY47GF0LN75QWF2FhpXA3SyaWeXSVAcDRtmY61WTS61BXVQGpVIK5xRXML7swn0cxurjIkveYbGhrrOXcmdZYfVkzzWzUo7muGhMzC6waQf70puv3bIizEBAEAZ1OB5VKhZKSEthsNmxvb8Pj8WBubg5DQ0O70m/UdVOEc63hyr8rORCPx7G2tgafz4ejR4+irq5OcManajhnz56FwWBIUZLmC6qGE41Gaee9U6dO8SIbYOeDTJEDVdO6dOkSGhoa0N7ezvnLlh7hUOrUFAkzO2b+7+M/w6Y3M4mQJImphWW82j+KqUUXPNteVDpKcPJwC453NMFiTC2ENlSWIsQzJQcII/sCAF1tDbtmSApFabGFdwNEZ1sjFnl4AVFePqc7O1BXWY4trx+XBkbwWt9QipFbNlSVl6KHR4dekuMQ8U50M4b6qnIcP9yKQDCEcz0D2GDRCHK0vRldrQ2czrtXoMQ7pVIpLBYL6uvrceLECZw5cwbl5eWIRCIYGhrCyy+/DKfTiX/8x3/E4OAg5wjnpZdewh//8R/D4XCAIAj8/Oc/T/k7SZK477774HA4oFarccMNN2BoKDWKjkQiuOuuu2C1WqHVavHe974Xi4v8b8KueEotW93A5/Ohr68PwI5hULbZET4gSRIulwvBYBAdHR15ZXAKBRU9nTt3LqNEDR9IJBLEYjFMTk7C7XYXXK/JBGaEs76+DqfTiYqKCjQ2NqZ88F3uTXz/yV8WtHb63XSp1YIKewlAkgiGglDK5Yhk6RZkC52Gv2srQRBYWuUXlQD8Z14AEl5/gNWRRr0WDlsx9FotJASBQCiEtQ0PHLZivHKhj/MVFJlMmFvcbSPABu1N3BStCQKoLS/Fpte/E2UWKD1398f+FFKpcP5WQiBbW3Sm9Nvy8jJ+8Ytf0Knxj3/847jxxhvxtre9jXYEzYdcbp8A8MADD+Ab3/gGHnnkETQ2NuLLX/4y3vGOd2BsbIzuirv77rvxq1/9Ck899RSKiopwzz334D3veQ8uXbp07SkNUNIu1dXV0Gg0WFjgVzTNBGqGx+fzQalUCk42wE69JplMory8XPBUIEEQ6O/vh1wu51SvybZmMpnE9PQ0pqam0NbWluJxTuHrDz3Nu0lgdcOD1Q0PTh5qwuDrNRd7cRGKLSZo1CqQSRLbPj9cGx5s+vx5BScr7CWCDIx2tTbgEkdFYgpmo57XzAsA1JbbMcVM65Ekiswm2EuKoNWoEQoGEQxH4NnywbPtxXa63QAJaHh8JqrLHbyim0IVw416LVrqa+De3Eb/6BQn76IbTh3FsY5mjI7ym5sSGmzmcKj0W2NjI373u9/hoYcewkMPPYSioiJ85Stfwa233orh4WE0NTXlPV8ut0+SJPGtb30Ln//852lvm0cffRQ2mw0/+tGPcPvtt2N7exsPPfQQHnvsMbz97W8HADz++OOoqKjAc889h3e+c7dyA1scKMKhOqzW1tbQ2dkJq9WKtbU1QU3MgB2jtN7eXhgMBnR0dGBgQJgpeQrJZBIjIyNYWdkZYKypqRGUbNxuN+LxOIqKinD48GFB89XU633ixImMbqXTCyv44c+fEeRcRp0mRSplZd2NlXX3ruP0Wg3sxUWQIAG5TI5QOAJvIAT3lo9O29iKTJjnqVUGksSml3+Ld1NNJTcLApKEQa+DxWhAdYUdxVYLYtEYNre9WN3wwL25xXq+qKujGT08iv1mk54qyRWMjuY61qnNmgoHii1m9I2M43zvIE4eacfELLcbzL/65Ec56ZbtNbjM4cTjcZSXl+OBBx7AAw88gNXVVbpZhw9mZmawurqKG2+8kf6dUqnE9ddfj7Nnz+L222/HpUuXEIvFUo5xOBxob2/H2bNnr27CoVJqVKuwTCbDmTNn6Dt2IR05mXpi9fX1qK6uht/vF5TQmErMJ06cwNmzZwX7EjBnkGQyGaqrqwX7coVCIaytrYEgiJyt2l/9px8J5nfTUlvBSsnZFwjCF9jd9SaVSFBsNqDIoEPA78eR5lrIZDKQJIFILIpQOApfMAivL4BwOJLXSKajuQ4Do/xaszVqVUavGYvJAJNeD51WDaVCDplUimSSRDQWQzAUxrbPD8/WNrw+P+zFFjx/9iKv63B7uDuC1laW0S3RXBCL5/58EASBzrYmRCJRDE1MY2Zhp4uuvLQEFwe46c29882n0NnWhPX19QNHOFyUBtKVotONI7mCUoW22Wwpv7fZbJibm6OPUSgUu1L0NpuNfjxXXHHCAYCVlRUMDg6isrISDQ0NKR8YoQgnkUhgaGgIGxsbKXpiQhKa2+2G0+mkJ/spCGGWRl2/2+3G8ePH0d/fL5gJG9XhplQqYTKZspJN/9g0fvrMS4Kcs8RiwiUemxoAJJJJrHm2UWErySs/o1DIYdLroNOooVGroFDIIZfJICEIJAHEY3HodSocaW2EhAAISADJjncMgde5iiAQDAYhkUigVqkBAjuJPgL0bKNeq8aW149oNIZAMISt14nEs7nzjw34ulLuSOlwJ06DnrucSkdzdoFPvU6LtsZazC4sZ0zX2YqLsMihfkYQBN52vA3nz5+nPbb4uAQLDS6On3sta5OeccmnWsL2mHy44oQzMjKChYWFlPkOJmQyGWt7gmygoie5XL5LT0wqlYIkSV5RCEmSmJ2dxeTkZIqAKNUMwZcYgsEg+vr6aKM3pVIpiJsoAMzPz9MK0uFwOKd/z5e/+0Pe56NQU1YC1zp/VYEqh41VN1g0GsOaexNr7sziku2NNbh4jvu8C7AT3cglEmz7uNs3tzTU8DKMIwBeTQ/1VeXo49FdF83Q+FFVXopSqxXOkfGs8jq1lQ5c4qh9d/O73opbP/gBbG5uYmFhAeFwGC+99BJMJhMtOXOlZlqoTlK+EY5QoCKl1dXVlG7ZtbU1OuopLS1FNBrF5uZmSpSztraG7u5uXue/4rFnUVERuru7s+YnqQiEq0/L6uoqzp07B6vViuPHj2d05QS4k0I8HofT6cTc3ByOHz+eIiNDEERBitGZ4Ha7ce7cOZhMJhw/fpyOPvgSTjKZxODgICYnJ3Hs2DFalDTb6/zyxX48f76X8/mYqCgtxmv9/IU1AcBs0PEyjQN2bhj46p0BwOHmel5kA5AAz+dy7FAr1nmk07Ra7iMBh5rrMTZ9ua3sSGsj2hvrMLe4ilf7BhGOZH+N9Rw3V5lUintv/zPIZDIUFxejpKQEJpMJJ0+eRHFxMba2tnDp0iX84Q9/wPDwMFZXVzmbInIB9R0tlHD2yu2zpqYGpaWlePbZy8680WgUL774Ik0mR48ehVwuTzmGykLxJZwrHuHYbLacGzL1RhVaeEsmkxgfH8fi4iLa29uz5kCpNROJBGsPHQp+vx99fX1QKBQ4ffp0xlQUV2JgRk0tLS0oLy9P+Tsfm+lIJILe3l7aCiGf4ydJkvg7AaObEosB80sZpt8LRENVOe9uMABoqavEyNQsrzX0Wi0GeJrG5fObyQeJhMAyD0uGhpoKOHmoWkdiMeg0arQ31WF+2cVaIbu5rhpOjtp3t/6Xd6K6/HInJbVPaDQaaDQalJeXI5lMYnt7G263G/Pz8xgeHs46cCk0qL2t0PX9fj9qa2s5nTOX22dlZSXuvvtu3H///WhoaEBDQwPuv/9+aDQa3HrrrQB2xlA+/vGP45577kFRUREsFgvuvfdedHR00F1rXHHFCScfKBKIx+OsCSccDsPpdCIWi+H06dM5Q1OJRAKCIAqOQiiL6YqKil11p/T1CyWGRCKBwcFBeDyerJpxXImM6tAzm81ob2/f5fiZac3fvHgePUP8dc4AoL7SgYs8uqeYUMqFydF7eUUlO2hvqObWmUaDf5R1rKOVlwyOnEfN40hrA5QqJRZWXAVLAnFVh1Aq5PjL//6RlN9lSo1LJBKYzWY6PRSNRuHxeOB2uzE4OJhiN1BUVETfgAmBRCJBZzoKAR8vnFxun4888gg++9nPIhQK4Y477sDm5iZOnjyJZ555JkWZ+pvf/CZkMhk+9KEPIRQK4W1vexseeeQR3nWxK044+fKq1FQ9W0KgCuBWqxVHjx5lFbUU0jhA6YrNzc2ho6Mjb/dIoSm1YDBId+vl6hbjYpZGiZJSHXpsrKvj8QS+/L3HCzpPLqiVwgy+ttVXZ+wGKxTH2ptwgWNnFAWzUc/b7+ZwayOv6EIqkWB+iXsHUXVZacG6b3VV5SguMmF6dgG+QJCTQveh5nr0c4wM//xD74W9JHUYkk0tVqFQoLS0FKWlpbTdgNvtxtraGiYmJqBSqVLcPgvNfDDBtXnB7/fvmdsnQRC47777cN9992U9RqVS4cEHH8SDDz7I6Rqy4YoTTj4QBMGKEJgpqEIk+QH2hBONRuF0OhEOh1lZTFNrs41ENjY24HQ6Ybfb0dzcnPOLU0iEQ5IkxsbGsLi4mFOUNFOE89RvnscE14GMNLTVV3HeXFJAkogJkIeXSAgsC9C40FRTyctrBiDhY6kqkA3HOlrwKo/oRs+yM625rgomgx5zS6uYmlvE1Nwi6qscmJxf4nTeYGi3NQgbaDVq3HXbLbt+X2jqnWk3UF1djXg8TtsNTE5OIhwO00onRUVF0Ol0BTUfcJnBAfauhnOlceAJB8jt+gnsCEwODAzA6/VmHVjMBTZRCJWKogzf2N71sCEGJlm2trayUj1gSzixWAx9fX00SeYK09ObBkLhCB74wZN5z8EGJEkiFhOmWHukpYFXJxWFY+1NeNXJrzOtyGTgNZEPAF3tzbzWkMtk9CwLFzTVVWWtPxHETueaXCbF4uo6Rqfm0v5OYNvHjSz5PO87/+sHUWTa/T3nO/Mmk8lgtVppGZlQKESn3+bm5iCRSFLUnvPZB3CNcPaqS+1K44oTDlvF6GyEQBmlaTQazrYF+aKQxcVFjIyMoK6urmDVgHxkRhmxbW1tFUSWbAjH7/ejp6cHWq2WFUmmp9Qe+slvsLy2e/KfC4621fOSuWdia5u/GoBcJsUsX2UCAMUmPdw8hT7dLOdzsqGrvRmv8rBSUKR9LuQyGVoba6BUKDA2NZczwm2tr8IQBwsGgiCw7sncop4NWo0aHc31CEeiuP0jH8h4TDKZ5JUCS4darUZZWRnKysqQTCbh9XrhdrvpPUGn09HkYzKZMvpTFUqA1CD8teb2CRwAwmGDdNdPCpTmWk1NDS8l6WyElkwmMTw8DJfLha6uLtpkqdC1sxFDMBhET08PrYdWiNlSvi41qqmhqqqKtYkcc81tnx/fevQnrK8nH/huyhQON9YIYmXQ1daI8338/G7sxUWYnOPXbXeso5mV5H42KBVyTPFIebbUV2NgbAoqpQKtDbWQSAiMTM7CyWJwVC6TYYWF6nQmHDvUggtOdrWzSkcp7DYrBkancL53EA9+6V5oNZkL+3spbSORSGAymWAymVBXV0fPqrjdbgwPDyORSKTM/qjVas4RjphSu4JIJ4REIoGRkRG4XC5BjNIyEQ7TH6e7u5tz50q2SGR9fR39/f1wOBxoamoq+EuSbV2SJDE1NYWZmRlWTQ3pa1IRzv99/GfYSheE5Iiulrq8SgBsICEIrGbQWisUKqUC4zPZDbzYory0GCsu7jUgQoDn09nWzLl+ZNTrYC+xQqVUYnhipuD01tFDzZxM6uQyWf4GB4JAZ2sjYvE4BsenMf+6TcPRjmbc/K63Zn3YfmqpKRQK2Gw22Gw2OirxeDzY2NjA1NQUFAoFlEolEokE4vF4QZGXmFK7gmDWcKipe0rzS4gWxvS0FyVRU1JSgpaWFl6tgOlrkySJmZkZTE1Nsa7XZFs3nXDi8Thdyzp16lTBITkV4aysu/HiBSdkUilv3TSJhODl6cJES00ZhiYK1KvPgCOt9TxbmIFKOz8nTGBn87zYz71DTqmQY3yK/euhUirQWFsFjUqJNfcmtBo1Z802rUaNEY5upl3tTVkbHAx6LVobajG7uILeDF17f3fPJ3MSypUS76TUnnU6HSorK5FIJLC1tYW5uTmEQiG8/PLLMBgMdPSj1+uzZh0oQ0gxwtkDsEn1UCk1Kipg08VVCKi0V7pETUVFBe+1mcRAEcL29jan5ob0dZn1Fio9Rw2hcqllUWt+5ftPoGdoAkqFHA3VZSCSCYRjcSysbuQVZkxHU6UNw1P87SWUcjmWVvm5XwI7ytNCtFMXW/ipU0sIAtNz/F6X9obckaNEQqCppgpGox7bPj8mpufRz2hdrq8qz/rYfDjUXI9zvYWTtlIuw1AG6Z7ayjJYzSY4RyezRk23vOcd6GrLLc/PpWayF5BKpSgqKqLtT+rq6ujmA8puhar9FBUVpaTT/f6dzIJYw7lCkEgkWFtbw+TkZFaPFj6QSqV0N5cQZJC+djKZpPXcFAoF5+YGJigDNmAnIuvr6+OcnqNAEASmFlbx5K+fBwBEojGMTF1OPSkVcrQ3VMKg02DLF8DE7EJOAtKolJhf4d92DABHWup5FcYptDVUc9oomaiwFXPW/aJw7HArXuNRQ1Ip5Bll/GsqymCzmhGKRDAxs5BVQeFoRzPnCM1s1MPJUVW7q6OFji4JgkBdpQPRWBzTC8uYztFpp9Wo8bk7b8u7/kGzJ6BqOCqVCg6HAw6HA8lkEj6fD263G8vLyxgbG4NGo4HFYoHb7aZrxUJEONXV1bQKNBN33HEHvvOd7+C2227Do48+mvK3kydP4vz587zPnQkHnnCoqeBEIsEpTcQGyWQS8/PzMBgMgpABExKJBD6fD7OzsygvL0djY6MgXwgqVTc7O4uJiYmM8jdc8C+//H3WobFINIbBiRn6Z6VCjraGChh1Wmz7A5iYXUwxzjrcXIuzl/p5X5NKIccAR+kTJsxGPWcJFSZ0Wn5md3KZDLML3OZWKNRXlmFwYhY2axGqykt3jPPmljCzsPMvFyQSgpXFdDY01VZxargw6LQYGJuCxWRAY20VJucWMTnPruni7o99GDZr/qadg0o4TEgkEhiNRhiNRtTW1iIWi9HNB5/+9KcxOTkJgiDw4IMP4l3vehdaW1s5N0RduHAhJaU/ODiId7zjHfjgBz9I/+5d73oXHn74YfpnIfe/dFxxwsn1Qm5tbaGvrw8SiYTOewqN1dVVuFwu6PV6HD16VNAPK0mS8Pl82N7eRkdHh+CRGfUhzSZ/Uyh+/5oTgwWkvyLRGIYmZumfFXIZ2hqqYdTrEAiGMD0vzMBoZ0s9zvXwj24aa8o5FbmZqLSXYGSSXx3paEczznOIsnSvG9GZDHoEA0GUFhdhdd0N10ZhjQfHD7fi1V5u80e24iLODSBHO1rgCwThHJko6H1wlBThfW/rRiwWy2vRfhAJJ1/3qVwuR0lJCUpKSnDu3Dn8+Mc/xqc//Wn87ne/wxe+8AUUFRXhiSeewJvf/OaCz5/eUPXVr34VdXV1uP766+nfKZVKwfx28uGKE04mkCSJ+fl5jI+Po6GhAfF4HMHgbgMuPkgmk5iYmMDCwgJKSkogl8sF/aBS9Rq/34+SkhJBySYcDmNxcRGJRCLFrI4PorEYvvqDp3iuEacJ6NShJqyuuWHUaWA27PjQaLVa+ENhrKxtwLPlzWuIBgAmvZaXtwuFEouJ94AmAChk/LSkVAoFxmeyExZBECizFcNqMUGlUiKZSMLrD2DZtQ6vP4CJQBAttRUY4VgXUykUmJrlHl1VOmwFEZxcJsORtkaQJPCHS05O1tH/87/ejJXlZUyMj6cU3g0Gw64b1oNGOIVej0QigcPhQFFREX79618jEonglVdeQXNzM+9riUajePzxx/GZz3wm5XV74YUXaJXt66+/Hn//938viLtoJhwIwmFOuMfjcQwNDcHj8eDYsWMwm82YnZ0V1JWTKVFz6tQpuFwuBAL8pEWYoOo1SqUSFRUVgsqhb25uoq+vDyqVCnK5XBCyAYAHH/2JYPWWclsxPWOx7Q9i27/7ZsGo18JRUgyDTgOJRAJ/KIQ19yZc654UImqqruAl2UKhuqIUrj5+Lcgt9dUYGZ/mtcaR9kac7xmATqOGw1YMg14HuUyKSDQK96YXy651LK6uZTUis5pNmF7grpnW2d7EuUOvqryU9cxQidWMuspyjEzN4UL/CDrbGjmRzQ2nuvDRW94PgiAQiUTowvvi4k70TJEPNfV/0AiHyxwOJdxJEARUKhVvhWYKP//5z7G1tYXbbruN/t1NN92ED37wg6iqqsLMzAy+8IUv4K1vfSsuXbpU0FwgWxwIwqHAlPtnClfmk7YpBJkkajY2NgQjtLW1NfT399Mq0lRbpBCgppsbGxtBEARcLv7txiRJon9oBP/42M8EuMIdFJt0WFjKIxXkC2SURNGolCi3l8Co10GlkCMajaK9qRaezW0EQ2H4gyHEE4WpZJdYDLjI13+HJIEkG7FUEiaDASaDDjqtGiqlEjKZFCB33EP9gSCsZhM2Nrc4zQLVVZZxJmC9TsurQ89iMmIuz/xMa0MtVEoF+kYmsObeSZu1N9Whl4ONhFQqwZf+8nb6blypVMJut8Nut4MkSXrqf2lpiZ76j8Vi8Pv9MBgMB4J4hLCXFgoPPfQQbrrpppRsyy23XNaja29vx7Fjx1BVVYVf//rX+MAHMqs58MGBIZxcNtPZlAYKxcLCAkZHR3epJQthM02SJKanpzE9PY329nbaTU8IZ85kMonR0VGsrKzQigdLS0u8jceSySRGRkbwD//8NALhCK+1KLTWVbJy4MyGYDiC8ZmddNHxjqaM0+hajRpGvRY6jRpqlRJymQxSiRQkSCQSSURjMQTDEfgCQWxu+VBSZIaLcvokSYAgQBCvK5GDgERC0Krkqf8ACSEBCAL1FQ64t7ZRV2mHWqWCTqsFQQDxRBKRaBSBYAhenx+ebS+2vDv/0nG6q4OX302l3YYLPIizrbGW85BoY00lerO8r3KZDF3tzXC5PRienEn5m0RCwJchwmWDP/+TP0ZTbVXGvxEEsavw7vF4MDw8TM+5mc1mOvoR0nKgEHAhHD5K0dkwNzeH5557Dj/96U9zHme321FVVYWJCWHsSNJxxQmHJEmMjIxgcXExq800X0KglAnW1tYyStTwdeWMx+Po7++Hz+fDyZMnYTAYUtbmQzjRaBR9fX20t49GoxFs3d7eXswuufDsq/zahJnwbm8Jsk59ZVlW6ZNAMIRAkF3UWFNu39kEmeRMkiBJgMTO7/K+9SQJr9/Pa+7GajZl3bBZr2ExYX6ZW1Rr1GtxiQdZyeS7twqHrRj2kiKMTM5mFUE9cbiNU6OGxWjAvX/xZ6yPl8vlsNlsGB4extGjR5FIJOB2u+FyuTA+Pg61Wk2n30wmE29fF7bgohbNxwsnGx5++GGUlJTg3e9+d87jqDkhpv20kLjihEMQBLRaLbq7u+nNNB18CCcUCqG3txcEQaS4W6avz3Xz9vv96O3thUqlyjhwyYfMvF4vent7YTAY0NXVlSKNwYdwfD4fenp6YDAY8PNX+pDgGYFRaK60Y2SavxIASBIS8IvedpYhoVEpkCgwBZeO44dacIGHIgAA1FaV8TJHa6ypQs8gd8Jqqq3GaxyVsTua6jEwfjkyO9RcD0IiQf/oJJbXsg/jmgx6DHKsef3VJz8Kk6GwrlSSJEGSJO34ybQcoDo6x8bGEI1GYTKZ6OhHo9FwbjvOBy6DqEKn1JLJJB5++GF89KMfTdlD/H4/7rvvPtx8882w2+2YnZ3F5z73OVitVrz//e8X7PxMXHHCAYCqqqqcm6dMJuNUw6EGIktLS9HS0pL1jedKaMx6DVVXybQ2F2JYXV3FwMAAamtrUVtbm9Esjcu6LpcL/f39qKmpwaLbj2f/cKngNTJBLpNitcD23GxorqvAKM/WYwA41FSP/lF+xmgyqRQLPKV5Kh02fjUkEpBJudcjKhw2XgKhoWiEVmpeXF1DP8s6UGNNJSeSa22owZ+9710FP476PqR/z2UyGYqLi1FcXAySJBEMBunmA0rzjIp++BqupeMgpNSee+45zM/P42Mf+1jK76VSKQYGBvDDH/4QW1tbsNvteMtb3oKnn356z1QODgTh5Lu7KJQQmHplbAYiuaxPCWQy6zWZUCgxUI6i8/PzWVOMQH616EzrUjWmjo4OFBcX42Nf/EvWj8+H9roK9HAoDKeDIIRTlvYF+IuPNlWXcZLfZ6LIzD0VBvB3Ay22mLHA8fxd7U2QK+RYdm0UlBqrryrnHBX+3T3/g1PKKxvhMEFlVLRaLSoqKmjNM4p8QqEQL8O1dByEpoEbb7wxY71XrVbjt7/9rWDnYYMDQTj5QBECSZJ533wuemWFEA5l9ubz+VgpHxSSUovFYujv70cgEMCpU6dy3uUUQmSJRAKDg4O0f7nBYMAPf/4MhgWIIgDAbNBhpAARyVxoqS7D8FTh3VvpOH6ohZd0DADodRosrPJrFW+uq+Zdu/H6uBNnQ01FwfNH9TUVMGo1WHV7MLe0Ave2r+DzymRSTk0t73nbm3Dm6OGCHwewI5x0UJpnVF033XBNKpWmtF7nGzzNdE1cajh7VUO50rhqCAfY2ThzhbvMekohEjVsSYFaX61WsxbIZJtSCwQC6OnpodfO98FOF+/MhnA4jJ6eHkgkEtpzx+cP4ivffzzvY9miodIuyKyMWqnAykZhplyZoFIo8sq7sEFrXTVe5UlafHH8UCtr35hMULDYIKUSCVoba6BRqzG9sITJ1zXaTncd4qQ7t1PzKiyFZzbq0d5Yj//vf/73gs9HIZlM0h2GXJFuuLa9vU2Tz9DQUN7B0/TroWpKhSAQCFyTStHAASGcfB8QimRyEQ5V86iqqkJDQ0NBHzqmWnS2x1GGZlTbNtv12UQi6+vrcDqdOWtBXNbd2tpCb28vrFYr2tra6Du/b//w37DO02WSQk1ZKV7jsSEycaSFv20AAHS2NuBsDz8NN5vVgt4hfsoER1ob0ccjFSaXyTinwoDXi/1Z2rBVCgVaGmsglUowNjWHgbS6jM1q4dTerlYpMbPIvpuvqbYKeq0WzpEJ3HD6KCod3CVWhB76lEgkMJvNMJvNAMBq8JQJ6iaWS9OASDhXENRdSzZXTkqi5tChQ7DZbAWvL5VK6Q6X9M2eJElMTk5idna2YEMzIDcxMGtNhapg5yOc5eVlDA0NoaGhAVVVVfTzml924XtP/qKg55ANJElCo5TxngcCgJIiM68uLApmgw7OEf61pEqHDa517nYIBIDlLGoBbHG0o4Xz3AwAhMLhlJ+Nei0aa6sQi8cxMjmbM9VXZrfB5S6ccGvLSzGUJ1WrVMhxuKUB7i0vxqZ30qct9dX4iw+/r+DzMbHXKgNsBk8pAjIajfT3U4xwLuOqIZxMdZZIJAKn04loNJq35pELzJQd8wObXlPh0rmRrT7ErKtwsUPI5fg5Pj6OhYWFjG6of/fdxxCJxgp7EllwpKmG1x08E1WOElzgscFTKDHrMTrDL3qrrSzDBY4txBSOH27lFflpNWqMTMzkPzALKPsBm9WC6goHfIEgRqdmWRXy2xprOenOOWzFGM+h0+awFaPSUYrhiRm85kxNuf3DX/9PyHl2h+2nrE22wVO3242hoSEkEgk65RYOhwsaPBUJZ4/BJoWULm9DKUmbTKZdMyqFgvqQJhIJunbi9/vR09MDrVbLqqaSa+306ImaDZJKpXRdpVBQ+nPMdePxOJxOJwKBAE6fPr2r0+Xi4Bh++8prnJ5HOiQSAp4tYdJydZUOXnUKChWlJZhgKXefC1o1Pw0ppUKOaZ7XcaiJY3qRAOqrKqDTqlFfU4HJ2QW43OytCCQSAv5gOP+BGVBiMWN5l+U2gfpKOxKJJGaWXFh27b6p+K/vvwnHDrVwOicTV9J8jRo8peym/X4/VlZWsLm5ifPnz0OtVtOpt3yDp9eqvTRwQAiHDSh5G5Iksbi4mFGihiskEklKmzFVD6qurkZ9fT2v9akvANWt4vF40NfXB5vNlnM2iO26FOHkazqIxeO45/7/i0gkguaaclhMBnj9IUzMLXKKeI61NQhiiAaShErBjczTYbUYMb/MXQ0AAA4116W4YnJBZ1sTLxsEi8lYUGdbdYUdpdYiRGIxTM4uwFpkwouv9nI694nD7Zy8bg411aOPkco06nVoqa/B3NIqJuezvydmox7/6xMf4XSt6Tgowp0EQUCv19MuxSdPnqQHT0dHRxGLxbIOnpIkiUAgcE26fQJXEeFQrpyDg4NYX1/PKFHDd/14PI7x8XHMzc1xrgelgxk9LS0tYWxsDE1NTaisrBRk3WQySStI53L8/O4TP6PnSUanL7cdK+QytNZVwmjQYdsXwOj0PJJ5RCq1ahXGhVAUAHCktQF9PNuGAaC5rkoQ+wG2kjnZYNRrOU/XUygxGzCao6mjvLQEWrUCGq0Wc4srmH39H7AjocPVrM5k0GNwovBrl0gIbHp3WqfrqytgNhjgHGXnefOxD7wTQ4P9mNFo6PZko9HIiTgOCuFQoGZw2AyeFhUVIRgMoqqqCsFgMKvqSiG477778KUvfSnldzabDaurOwKsJEniS1/6Ev7pn/6JHpn4zne+g7a2Nt7nzoYDQThsI4jx8XFaSVooWX4KEokEw8PDiEajOH36tGA5VCp0HhkZgdvtxtGjR2GxWHivS32x5ufn8w64Ti8s4x/+ObPXTTQWxzBjsFEuk6KxugwSkAhGYlhwuXdJ33Q0VAnSTSaREPBsbvFehyRJJAUQd22tq0x5LTit0VDL67UpLy3BRFodxGzUo8JeAplMhkXXOhZd2ZsRqiscuMhx4LKxtpJT3elQYx1kCgXUKlVBCtjXHT+Cez/5McTj8V31D2b3F9vv+kEjnEwzOLkGT7/2ta/ht7/9LZLJJJ5++mkolUocOnSIV4alra0Nzz33HP0z83oeeOABfOMb38AjjzyCxsZGfPnLX8Y73vEOjI2NXdtKA/mwsbEBn88Hk8mE48ePC/6h8vl8iMViIEmSV70mEygvHJ/Pl1XLjQ9mZmZo36BMIEkS9371uwhH2HnyxOIJjM5cNvdSq5RoqKqERq2Ge8sLfzCESzxkUpg43tEsSFruaHsT72tSyGVY56lwYC+28rZBKCkyIxgKo7rCsdMWveLCsmudjiByoaW+mjPZNNQUTjY2axHKSoowtbCc0WoiFxRyGb76V3eCIIhd9Q+fzwe3242VlRWMjY1BwzL6OWiEw6amxBw8feqppzAwMIAzZ85gcHAQb3rTm6DX6/F//s//wa233srpGmQyWcbOWpIk8a1vfQuf//znaRuCRx99FDabDT/60Y9w++23czpf3uvZk1UFAlOOxWAwoKSkRPAPFFWvkclkqK2tFZRsKO8dgiDQ3t4uGNlQSs8A0NnZmZVsAOBff/N7vHTByflcoXAE/WOX0yzH2+qhV8lg1OsglUjgD0WwsraBDc8WKwdPChq1ChPT7O+Gs0EmlWJVgO62o+3NOMdzdqfcXoKVAq5FLpOhrLQYZqMBSoUcaqUC0wvL8Gx74dnebW+QCwRBsL6pyPZ4tuhoqodUKoVzZAIWo75gsgGAu267BXVVuyNygiBgMBhgMBhQU1OTsfsrW/TDZap/L8FF1qasrAwA8PTTT0Oj0eDs2bO87J8nJibgcDigVCpx8uRJ3H///aitrcXMzAxWV1dx44030scqlUpcf/31OHv27BuPcNIl/+fm5gR1/WS2Dx86dAjT09OCzJNQoOZg6uvrMT09LZgaLVPpWSKR5FQ72Njcxhe+9c+CnBcAjjTXZb0L1ms1KCsthlGvA0mSWHd74N7ywesPZiSiI011vIczAeBYB3+iMOi0GBjj1yhQW5ldO8xRYoXVYoJGvbM5BkNhbHi2sLK2gdmFZcwuLO947lRX5DU4y4am6jKMzixyeuzxI215uwT1Wg3aGuuwuLJGD4kebmmAk0O9qLayDHd99EOsjs3U/bWxsZEx+rmSXWqZwNXtEwC0Wi3kcjluuOEGzuc/efIkfvjDH6KxsREulwtf/vKX0d3djaGhIbqOk16nttlsmJsTpj6bCQeCcNI3Y6olWaPR0BIyQrp+RqNR9Pf3IxQK0fM7QhEaSZIYGxvD4uIiPQczNzfH24QNSFV6rqurw+9+97uc6/5/33oIHg46WJmgVimxvJp96n1nzmP3B9Wo16LMVgy9bscy1xcIIhSO4NIg/7ScTqPG8CS/Aj0ANFSX4dIAj4YDkoRRq0ZzXRUMeh1kEgnCkSg8W14su9aw7FrP0C6cilOd7Zw720wGPZbW2Lc+M6HVqDE1l52oaiocKCmywDmS2gSgUirg2uB2zq/91Z1QKdnJTjFBdX/p9fqM0U8sFoNCocDS0hKKiooEr/MWCq7CnWq1WpBI7aabbqL/v6OjA6dPn0ZdXR0effRRnDp1CsDuvZeNXiUfHAjCAS7PlVDOn+ktyUIRDhUh6PV62mKaWp8v4cRiMfT19SEcDqfMwfA1S0tXeqZC7Fx6ai+82ot//Y/fcz5nOg41VOM8B12tTFbSXa0NmIvFYTUZYNTroNWooVDIIZNKAQKIxxM7LpqhCLa9fmx6vRk759oba3g3LxRbTHAO775LV8hlMJsMMGh10KhVUCrkkEqpjsPLLp/bPj9KLEb08hiANRl0GOYx5NlQXcFZmbmjqX5XG7RUIsGR1iYEQ2GMTM1iZmF3W/OR1kZOBHnzu96C6050crrWdKRHP6Ojo/D7/VhdXcX4+Djr2s9egUuKz+/3Q6vV7smmr9Vq0dHRgYmJCbzvfe8DsFNSYAqFrq2tCdKdmw0HhnCSySQdGWSS5ZfJZIhE+NkgU2RGRQjMN5Wv62f6oGi6WRrXtTMpPTPXzURkwXAY9371u5zOlwn2IiNv5WUKh5rq6Ghi3bPFulBvMuhh1Oug16qhUimhVasQj8fQ3dUOgHKOvjzLwPy+ktiRmmGCBBAKhiBBElWOEiSSJEKhMHyBILa2fQiEQnCtueFCbo8fpUIOuYzf3WhTXQ1nkVA+ZFNWWowLA5cfW2wxo76qHOOzC7iUo8W8ttLB6ZxGvQ733f0JTteaD1TzgdFoRGNjY9baD1X/2Y/o5yCYrzERiUQwMjKC6667DjU1NSgtLcWzzz6Lzs6dG4BoNIoXX3wRX/va1/bk/MABIZxkMokLFy7QLcmZXnA+EQizXpPLxpprFEIJe1ZVVWUcFOW6dialZyayEc7/+eenMMuxFpAOgiCgViqQFKC+pVTIsc4xDbPl9WGL6tQiSRxprectq1NdZsPsIr/X6WhHC85e4l5Daqqt4qdIzeNGWCmXI5FIorqsFFqNGqNT8zjnyX8tMqmMk4vq33zqz1FclL3BhS+YXWqZaj9ut3tfo59EIlGwighFOEJEOPfeey/++I//GJWVlVhbW8OXv/xleL1efPSjHwVBELj77rtx//33o6GhAQ0NDbj//vuh0Wg4d8SxwYEgHIlEgqqqKhQVFWWVqOGaUotGo3A6nQiHwzn11rgQGtOILZewJ5eUWjal53zrDo7P4DtP/Kygc+XCiY5GXgKSTHS1NOCsAGt1tTehh2cNSCIh8g645kNZaQnnNmQAAEEgxiNNfPJIO2ey6mxrgkKhQIJEQTcnXM95rKMFH+Hg4lkIsqnJM2s/1dXV+xb9XGnztcXFRXz4wx/GxsYGiouLcerUKZw/fx5VVVUAgM9+9rMIhUK444476AzKM888s6cqBweCcADAbrfntZkulBC8Xi96e3t31WsyoVDCoYzevF5vXmHPQlNq2ZSeM63LfM0SiQT+8v4HOd19ZkKJxYT+DPUNLqh2CGNjoFYpsZSjeYEtTh5pxzkekQkAFJmNWOKhCN3RWIOBcW61G71Oi7EC1R70Og0aa6ogIQjMr6wVXPQvMhsxOM7OXpoJu82KB/76U3teQ2E7h7Nf0Q/XGo5QQ+dPPZV52JsCQRC47777cN999wlyPjY4MISTD4USArVp19bWora2lpWNNdsaUTAYRE9PDxQKBSsjNrYptXxKz+lIt5l+6Ce/Rq9ABEGSJOxWE1xr/CT2qbVUSjniAnQB7njm8COKUmsRenlaIXS1N/OS0jHqdZhf4e4m2tZYyyrytBdbUVVuhz8QxMjULC4NjOJUVwenDrMigw7jc+yM7QiCwKGWBgDAu958Cq0NtQWfr1BwGfzcy+iHSw1HKFmbg4qrinDYpNSSySTGx8ezNh9kA9soxO1259Uty7R2PsJhKj2ztVpgrru4uoa//+5jeR/DFl2tDegZEMZYrbm6DCM8JWMAoKbCjtec/JsXHDYrr2FRlVKRt805H1rqaziJZAI7Mz+v5XBYra+uQHGRGa51D6bnl7Cy7k75G5dI83BzPZyjmc3cmDAZdGipr8Xs0gr6RydxpLWR9cwNXwihNCBk9MM1pXatWhMAB4hw2Lh+5iMEql4TiUSyNh9kQ74ohCRJzM3NYWJiIqduWSbkIxxK6VmlUhUkrcO0PvjsA99HIMRNVj4dGrUSCzxVlymYDTqsrHNrFEgBSUIp51asZuJIayNvkc+u9mZejQINNZV4lYffDgEy5fMklUrQWl8LrVaDmfklTM4uYnJ292wNQRAggYLriUqFPG9EVGkvhkGvx9jsAk2kKqUC//jFz0DGs4uPLYSWtuEb/YiEsxsHhnDyIV9Kzev1oqenB0ajEZ2dnQX74+RaP5FIYGhoCG63G8ePH4fJZBJsbS4REwWKyH71/Fk888qFgq4pFzrquc3cZEJdZZkgXjcnj7Th1T5+16RUyLG2kbvNOR8qHDZ+z+d191quqhZUpKFSyFHpsEEul2N2ybXLIjoTTnV24ByH97WztSljNKZWKVFTVopAJIr5ZRfgSn1t77j1fSi3WQs+H1fstZZaodGPSDi7cdURTqZJ2ELrNbnWT0c4HKZ1y06fPs2pgyVThEOSJObn5zE+Pl5wxMRc17Ptw/ef/AW6O9ux6fVhfGZhl7pzIWioKuPXpstAW0ONIGRjMugwOsV9MJLCUZ6RCQAY9XosLHNvWtghTm7Rjb3YCqPBgEMtjRiZmMnprpmO0uKiFL8atqitLEuZ1QGASkcp7CVWDE1MY4Qh9MpEV1sD3nKsDefPn9+3Acz91FJjE/0kk0l4PB6o1WrW+0YgEBBETf6g4sAQDpuiPpDa+kgNiy4tLbEqsudCphoOszW5tbWV84c5fe1kMomRkRG4XK6cSs/5QBAEvvaDp1PsepVyGWrLbCiymLGxuY3JefabkkRCIBGLCqIpJ5NK4WWhcMwGVfZiVvWDXCi3l/Amv2OHWnm1QRv0OowW0FlmK7agyrEzBb6w4kJVmR0vvcbNWM1WXIRVDo0CctlOGlMqlaCzrRmhSATDEzNYyNGdp9Oo8d2/+ytUldlzWg8UFRVxcrvNhiupFp0p+rl48SLcbjfm5+dZk64Y4RwQUCRDEU40GkVfX1/OYdFCkF7DWVxcxMjISN7WZDaQSCS0TQGl9ByPx3nbFbx4cRDPnkvdgCKxOCbmVzDxusuiQadFfZUDCrkcy2sbmF9eyzoseKK9iXcHGIVjHc28244BoL6qjDfZgCRhNuixyCMyUauUmFviV9dqqc+tKFBSZEZ1uR0gCCwuu7C8tgHX6/Wv5toqzpFRQ1UZJ5HNU53tmFlYQvexQxifya0+wMQX7voY7MVFiEajkEgksFqtKCkpSbEeWF5extjYGHQ6Hb0RGwwGXt+zg2JPQBAEdLodEduOjg7IZDLWtZ9r2e0TuIoIh7KBTiQStOy/yWRCV1dXwfWaTKBSaslkEqOjo1hZWRHMVZQiM6bS89GjR3ldt2tjE99+/Jd5j/P6A+gZurzZFFuMqC4rBSEhMLfsgmtjEwBQajWjb5i/8yawI5lyic9A5OuQSiWC6OfxjUwA4EhbEy8C3ekOSyWMYosJRSY9pFIptrwBLLnWsebe3PVYqVSCSCzOKfLUazVwb/sLftyh5jrE4glsbPmw1sM+xfqON53Af33/TUgmkyn/gJ3vsFarhU6nQ01NDaLRKL0RO51OEASREv0UahVyUAgHuNyYIZVKWdV+vF4votEofD6fIG3RX/nKV/DTn/4Uo6OjUKvV6O7uxte+9jU0NTXRx9x222149NFHUx538uRJnD9/nvf5s+HAEA6bOxupVIqVlRVMT0+jrq4ONTU1goncUW3XFy9epKMmofrhJRIJgsEgzp8/n1HHrVCQJIm//PsH4Q0Uboe87tnGuueyfXG5rRgOWxH0GiWm56WYX15FnEcnGEmSMOm0WBRAWufEoRbeEZdWo8bs4jKvNarL7by15KRSKYpMRtRUOCCRSGhjNTZacieOtOPcJW4NE22Ndazbrw16Ldob6zC/4gIkEvQUaP1tMRrwjb+5O+VGKplM0jdyJHm5u44gCEilUpSUlKC0tJS+IdvY2MD8/DxGRkZgMBho8tHpdHm/MweVcJjIVvt58skn8c1vfhPb29uIx+NIJpO46aabONV2AeDFF1/EnXfeiePHjyMej+Pzn/88brzxRgwPD6dkg971rnfh4Ycfpn/ON1PIFweGcPKB+sBOT0+js7MTVquw3S+hUAixWAxyuVywqAnY2YDdbje8Xi8OHz7My0yJwlP//jvButIWXeuwF5vw3CuvAQAkBIGK0mKUWC1QyOWIRGNYc3uwuMpu7uR4R7MgjQKlVgt6C9zwMqGjqY63NI9Woy6oHVujVsFhs8JkMEAuk0Gn1WBkahYbm1vYKNBSu9xuwyWOLqIt9dWsyKa6rBRqpQJTiys41zuIIy0N6OOQgnvgrz8FmzW14C2RSGgSoL7DFAEx65oSiYTeiOvq6hCJROB2u+F2uzE3N0c7Y1qtVpjN5ozfz4NEONRzy3c9VPRz991346677kJHRweam5vx6KOP4pOf/CTuvPNOfPvb3y74/P/5n/+Z8vPDDz+MkpISXLp0CW9+85vp3yuVSkH2JLa4KggnEomgr68PyWQS7e3tgpMN5foJAIcPHxbsQ0spPW9tbUGv1wvyxi6uruFzX/8nAa5uB8UWI4YZciVJksTCyhoWVlKLwkqFApWOEpiNBkilUviDIayuu7Hu3qQN1vRaTU5vFdYgSZSWWLC6zm+40m618LawPn64NSOBppNKIpmAzx/E2oYH7q1teg6myGJCNBaDzx/kdH6jXofFlcLVHmRSKYLh7A6gSoUch1ubsOX1YWL2cqdZabEFw5OFdwR+4J034L1vf3POY6jvFXXXnx79UOlTgiBoa2SHw4FkMomtrS243W5MTU0hFArBZDLR0Y9Go6FVNw4S4VBlALaguln/+3//73jzm9+Mzc1NbG7uTrFywfb2TlYjvQPuhRdeQElJCUwmE66//nr8/d//PetheS44MIST7Y1h1mt0Op1gkQewE31MTExgfn4era2tNOkIAabSc0NDA5aX+aV1gJ0v6P/4wtfh45BKywSSJFFi0mGQhXxNJBrFRIZhQqNei7LSEhh0Whi0aqx7tmCzWuD1B+DZ3EaIg+1xZ1sjeof4DWeCJGEw6FOm7AtFkcWEWCyBY4dac5JKLlSV2TkPmu4IZXJrFDh+pC2jV1C53YZKhw1DEzO7LAYIgoBBr8NqgYO6NqsFX/nsnQVfY3r0w/yXHv2YTCZYLBY0NDQgFArR0c/09DQUCgUsFgs9BH0QwLVFmyltYzabOXewMkGSJD7zmc/gTW96E9rb2+nf33TTTfjgBz+IqqoqzMzM4Atf+ALe+ta34tKlS4J2DzJxYAgnE6hOsfr6elRXV+O1114TzPUzXUpGpVJhYGBAEJvadKXnjY0NQRw/v/HPP8L5PmHkZgCgq6WW99T9jsHazI4Z2qW+XX/XqFWwGA3Q67TQqFWQy2T03WgkGoM/GMK21w/31jaSSRJqpQIra/wiGwA42dmBVxlDjkqFHEaDHhqVAjKpDARBQi6VQv66myxAIBKNwh8MwecPYMvrR0NVBa8B2K6OFs6vb5HJwFkOqNxuw6WBy2k4QiJBV2sjYokEBsamsJRFludUZxvOFdAgQOGbf3M3zEZ+nVWZUm8U+aRHPwqFAg6HA+Xl5UgkEtjc3MTGxo5U0WuvvQaz2UxHP3y6QPmAy9AnsDddap/61KfQ39+PV155JeX3t9xyC/3/7e3tOHbsGKqqqvDrX/8aH/jABwS9BgoHknCYnWLMeg0XxehMoKRk1Go1LSVD3RklEomCu2OYyKT0zNfcjSRJPPfiK/jmI//GeY10WE16DE8UrvybCWqVEuvuzHfFwVAYQZaSO2ajHoebGrC4uoaGai0I7GwwBGM6PxQKQSqVQqNR01Exfczr/69SKhAKh9FQXQFfIIQtrw/hSARrBcyhtDbW8iIbnVaD+WXujRPVFdxtr00GHRZX11BkMaGpphJT80voyeMdVF9VjgvOwmtFbzt5GPJECENDQ7BarTktRtgiU+otV/RjsVhgMBiwvLyMo0ePYnNzE+vr65iYmIBarabJx2Qy7VvKjcuNazQaRSwWE5Rw7rrrLvzyl7/ESy+9lLcBwW63o6qqChMTwggAZ8KBIRxq86DqNdScCrNTTAgb6PX1dTidTlRUVKCxsXHXpiWEyVv6ECofi+l4PI6e3l586TtPIBITJrojSRJapRTrGzFB1utoquFdKwEAW5EFL77awzstcuxQCy9zNplUwtkojkJ7Ad1h6TjS2siZbI4fbkUoEsWxQ63oGxnHORbvi0IuQyweL1jN+3BLI/7fV7+AeCyK9fV1TE5OYmBgAGazGVarFVarVRBvl2yNB1QKLR6P00rvarUaWq0WlZWViMfjdPQzPDy8p0On6eAqawNAkMFPkiRx11134Wc/+xleeOEF1NTU5H2M2+3GwsJCiuW00DgwhANcTkVZLBa0t7fvesO4mrABO2/AzMwMpqam0NbWBofDsesYroSWT+mZK+FQNgi/eukSRguQMcmH1hoHhgVQbwaA9kZhyEYukyEYCvMmm862Jt4zN8cOt/HqbGttrOVMNmqVEitrhded6qrKUVZajIXVdcwuFjag2tXejPMs30O1UoFDLY3wBUL4+uf/Jwz6nc+6xWJBU1MTgsEgNjY2sLGxgYmJCahUKhQXF9PdZXwjjEzRTywWw+zsLHQ63a65n6KiIhQXF6fMv6ysrGBsbAxarTZl6FTI6IcL4fj9O/NSQoxj3HnnnfjRj36EX/ziF9Dr9Vhd3Ym2jUYj1Go1/H4/7rvvPtx8882w2+2YnZ3F5z73OVitVrz//e/nff5sODCEE4vF0NPTg5qaGlRXV2dsIuBKCFS32ObmJk6cOAGj0ZjxOC5W0GyUnrlc9+bmJnp6ehBOEHjs318o6LG5YDFoMVWA3E0uqFVKbHiE6aI51tHCW5lAr9VgYYXf/E9dVTku8FByVshl8PoDnB9/uLWJFdnJpFK0NNZCq1FjZmEZUwvL0Om0BZNNW0MNK7KpLrejtNiKgfEZvOocwT/89adwqLl+13EajQaVlZV0hOHxeLCxsYGhoSHE43FYLBY6+hHKWXNkZAShUAidnZ2Qy+V051s6+Wg0Gmi1Wnr+hWo8GBgYAEmSNPlYLBbe8yhcmgYot08hiO973/seAOCGG25I+f3DDz+M2267DVKpFAMDA/jhD3+Ira0t2O12vOUtb8HTTz/9xnD8lMvluO6663LWT2QyGWKxwtJAoVAIvb29kEqlOH36dM4wulBiYKv0XGiEs7S0hOHhYdTW1eMTX/w2ogKm0kqLTBjyCGAXAOBQE786B4WG6gpBoqSWhuqcPjH5IJHs3OTwsUDoam/hHN001lTmfB2Meh2a6qqQSJIYnZpNUYg+1Vl4R5tWo8bG5nbWv8ukUhxpa0IgGMHI1Cxml3a6GW9+1w34b+/Pbxctk8lQUlJCy9r4/X5sbGxgeXkZo6Oj0Ol0NPkYjcaCh6ETiQT6+/sRjUZx7Ngxeu/I1nbNHDqVSCT00ClJkvB6vXRKaXh4OGXoVK/Xc7q2QonD7/dDq9UKMsyeL1OgVqvx29/+lvd5CsWBIRxgZ8o11wsllUoRDrP3fPF4POjr64PNZkNLS0veDwBbwilU6ZkinExK1+nrUnWgzs5O/MtPn0H/qDCFfQA4dbgZ5wXSStu5M+ZPNjKpFPFYnHcX36Hmel5kA+x0tvGJskqtFrzWz+0aJBIC8URy1+e/3G5DhcOGbV8Ao9NzeC3DEGh5aQknrbS2hpqMZmx2WzGqy+wYnZ7HxYHU4dvGmgr8w19/quBNkTlhT8nauN1ubGxsoLe3FwRB0OTDRtYmkUigr68PiUQCXV1dGY8vdOjUaDSitrYWkUiEjszm5+chlUrpyMxisbBqiuCSUrvW3T6BA0Y4+XxCCqnhzM/PY2xsDE1NTaisrGT1GDbdZFyUnpl3XNk+hPF4HP39/fD7/Th16hQm51fw+C+eZXXdbFBmK0If39mW16FWKeEWaCDt+KFW3qk0tUqJtSxdcmxRbi9BzwC3iX6AkmqRIJnkVoPaIbsBEBIJWuqqYTTosORax/yyC4s53EUlEgJajTprq3M2dLY1ppANQRA40tqERDKJ/tEprKztfj01KiUe+urnoNPwbzVWKBSw2+2w2+1IJpPY3t7GxsYGZmZmMDg4CKPRCKvViuLi4l13/fF4HH19fSBJkrUqSKFDpzabLeXa3G43ZmZmMDQ0BKPRSEc/2SISrjUcoSKcg4oDRTj5wKYtmkkIR48eLchbIl+Ew1XpmXmXlelDGAqF0NPTA4VCgZMnTyIYjuDjf/0VLLvWUGEvQZnNimgsgYm5Rc5Dn3q1AoschjAzoa2hShD5mtrKMt4aZQBwuLWBt3yNQaflNNFPobm2AiPTmb1h8sFhK0YiQeLEkXaMzcxjeGqW9WNPdXZkHPDMBYvJQNd6jDotmuqqMbvkQu9w7ijp65//n2iqZXfzVggkEgk95EgNdlKNB9RgJxX9GAwG9Pf3gyAIdHV18bIMYTt0ajQaYTabUV9fj1AoRAuOzszMQC6X01GZ2WxmdXOZDde6NQFwlRFOPkKgWqoTiQQn6f9cTQN8lJ6ZH+x0bG5uore3FzabDc3NzUgmk/j0330bc0s7UvpMmRmCINBQVQ6r2QhfMIix6QXE4vlTgKcOCWc7UFPO0/HydUgkBAiSX70EeF0vjCfZnOrq4LWGxajH9CJ76wOVUoFKRyn0Oi18gZ25otc4dNY11lTuUqBmg0qHDYFACFaTEdOLLrzWnz/y/ejNf4Sb33VDwefiArVajYqKClRUVKQMdo6OjiIcDkMul9NpOSEGOwsdOrXb7SgrK0MikaAldyYmJhCJRGjJnUgkUnBLONU0cC3jQBEOGxO2bCk1SgLHbDZnbKlmg2yE5nK50N/fz1npmTo+fW1qSLSxsREVFRUgSRI/ePpX+M0LmeXBSZLExOwCrX2lUMjR0VANnVaDjc1tTMzt7j6rKLWiZ5B7qogJtUqJUDgiyFonD7fzTqUp5DL4g9w0yiiUFJkxMMLPb6fUVozhiez6Ywa9DnVV5VApFVh3b2Fqfgnjr8vitNRWYKSAiIaCSqFAOBL5/9s77/i2yrP9XxqWbVnDli3Jlvfe2xlOWiAhJECGHfZoGKWMQlNCXvgxCn0pBGighbw0DSRlFkpLS5yEBgIJ2SQhifeK7XhvSbZl2ZJlzfP7wzkHy/HQsiWH8/180gY5OueRLJ3rPM9z39dll2AL+TzkpCai5mIrFDa4VJNkJMXi5ScetHuMroDFYlFFBSqVCv7+/ggKCqIaO7lcLsRiscsaO6daeiNFaOLsh3Q1AMb2YMh9KZVKhcHBQZhMJgQFBdk0NlpwPIypBIG8cJMWOI6ugU7cwyHdqZubm5Genu6w+SZpxU7OcMZ7uGVlZSEoKAhmsxkl1XV4efvHMxztRwwGI6oamqn/5vp4IzosGDw/P3TJ+9EpV8KHw4Le4JoGT1dVpUWFyVDsgllSbobzpdQyqdipJtHc9CSUVFtvrIuEAkRFhILj5QV53wBaOrpRVnP5OeKjwqmgPHvJTku0uXcmKTYKfD8/qDVafF9SZdOsmETA88N7rz0LH+/Zta2fDoPBgJKSEnC5XKSnp4PJZCI6Opqy9lcqlaiqqoLFYqEcpYOCglxitT9d0+n4smsGgwFvb2+EhoYiPDwc5eXl8PHxoZb4TSaTleXOZCXh9JKahzFxD4cgCNTX16Ozs9PpiGnAWtDG9+4sWrQIAoHAqWOTlWomkwlVVVUYGhrC4sWLweVyYTab0T+oxsPP/xlGJ7ziRkb1qGn8McL457lpGNZokZ+dhlGDAcp+lc0xAxNxVVUag8EAh8Vy6nUCY4FmzpZSOxvM5i/gobG9C4Eif0SHysBis9Cr7EdbVy8GqqePVvDx5kBvNNrd3Q+MVeTNJDZcXx9kJMVD0T+IuuYO8Li+8PX2sktsAGD7i5vHUkjdhF6vR0lJCXg8HtLS0qxmCRODzYaGhqjKMnJznxQfR0qbJ2Lr7Id0LOHz+QgNDQVBENBqtejv74dcLqdC1yZGTms0GlpwPInxgmA0GlFRUQGdTueSiGny+BaLxcrpeabeHVshQ9iqq6vBYrGwePFiqkmNIAhsfmU7OqfJibeXlNgInDxXdtm+ka+PNyJkwfAX8MBkMjGsGUFHrxxD09jn+/p4Y8BFVWkZCdGouOBcqfdYNZjZqVJqfwHP7igFXx9viIR8+HF94S8UgMvlorG1E529CvSrhuw6Vlaq7TOU8fD9fNEt75vy5zERYRAHBqCqrsnK6DVEHICLbfY5lj+24WZcf/Viu8foKkZHR1FSUgKhUIiUlJRpl6QYDAaEQiGEQiGVp0MWHrS2tlJLc2Kx2ObS5pmYavaj1Wqh1WrBZrOpmG1yXyoyMpKamfX396O6uhptbW344osvMDIyYuXmPBvs2LEDb7zxBnp6epCamopt27bh5z//+ayeczweJTi27OGYzWYMDw+jrKwMfn5+yM/Pd1lkAYvFwtDQEM6cOUM5PbvS7qKmpobqCSI/nACw859f4tuT51x2ngABD3KFctILsm5Uj/rmtsselwQGIEQSBK6vD0yXZlztXXKYLRZkJMU4vTEPADJpEGovXn5ue1mYler0Ulp8dMSkxQ8ioQCSoADweX7wYnvBaDJhWDsCed8AVOohdF2ynVmQmYpjP5Q6dO7M5HiHxAYYS2ita7GuhuN4sZGZkoghzQjqm9vR3GG9TJcSG47aJvsq6BZlpeK5R+9xaIyuQKfToaSkBAEBAUhJSbF7dkIub4WGhlJ5OuS+j06nmxW/N2BsRlZVVQWZTIagoCDK721i06lYLKZmZhKJBFVVVfjss89w9uxZlJeX48Ybb8SaNWuwYMECp8dG8vnnn2PTpk3YsWMHli5dip07d+KGG25AbW2tza0jzsIgPCVAAmPLWNP12RiNRhw+fBgsFgtRUVGIi4tzac16eXk55HI5EhMTKadnV9DT04OKigqEhYUhJSWFEhsmk4niqjoUPPKs09VaJARBID0+EpUONAJOhM1iIT87DRqtBhwOByzW2B6X3mDEsHYEg8Ma9E/TqT6RhKhwNDS3OzWmqLAQdPUqHF6S8/XxRmpCDEYNRvj5+oLJZEBvMEI9rEGvog9aG5ytQ8RBGB7RQTNif4l6gIAPBouJgUH7ZkQAsDAzBefHNX5KA0UQCflo61FiZIpijkiZGB09fbDY8TUPChDi8KdvI0Ti2qBDW9HpdCguLkZQUBCSkpJc3pcy3u9tYGDAZX5vIyMjKCkpgUQisTIGnth0Ov6SS86SmEwmNmzYgLS0NCQmJuLrr7/GyMgI9u3b55LXDACLFi1CTk4OZXsDAMnJySgsLMRrr73msvNMh0fNcKaDIAi0trYCAJKSkhAeHu7SYzc0NEChUEAgECAqKsplx21sbERbWxt8fX0RFBREbTQymUwMqIfx0O/ecJnYAMDizGScKalwybGEfD/UNDRiYHBqUWGxmAj0F0Io4IPn5wuOl9el/SriUr7MKFRDQ4gNl41zAnDsAjJWljo262AyGfDn88Hj+cHP1wc+3t7w8mKDxWQBIGCxEDCaTNAbDBjRjWJYO4KhYQ28ORy0dvWiz44qLesxMOHvL0CPg27SURGySQsIZiJYHIjaxlawmCxkpSZAbzCiuqEF8oGpfzd8ri/UwyM2iw2bxUJuehKe/fUGt4mNVqulLtqJiYmz0gQ5G35v5IxsotgA1ns/5ExnsqbT7u5uLF26FBs2bMCGDRtc+prJwotnnnnG6vGVK1fi9OnTLj3XdHiU4Ez14Rq/0Q6AKkN0BeOdnmNiYlwW6Wo2m1FVVQW1Wo1FixahpqYGBoOBEhuCILDxxbfQrZh6Pd5ekqLDrULHnEUmEaGqbvqSYbPZAkW/Cor+qd+3cJkUZeOCyJhMBlhMJlgsFlhMJpissWUGFpMJJoO8uySAS1ZAbDYbbC82YiPC0NDSAZ6fHzTaEQyohzGgHrbrNaUmhqKsZvoN/elYnJPmUEgZACxywO8MGPteRIfJwGAy0dDaiZLqmQWLwQACBH5o75358xUWLEG4TIq65nbctW4lluSk2z1GV6DRaFBSUoKQkBDEx8fPScf9ZH5vSqXSLr83ckYmFosvE5uJkOIzsen05MmTKCsrw/Lly2fldfb19cFsNkMqlVo9LpVKKSfpucCjBGcySIt+DoeD/Px8nDx50mWpnxOdnpVKJfr7HY8kJiGLDsYXB/D5fFy4cAFdXV2QSCT4z6FTOHymxAWvYgwhzw99/f0uSRYFgPzsVJfMlDhebOj1eqvqKPJLZs+yWHiwGCfOlTlsHQOQF3zHK9sSoiMn9R6zhdBgCSpnEO+JyCRBiAyVgevrg6Nny+yKbshKikPZNP1FYzOleBiMJlQ3tKBL0Y+N99yMO9eusGuMroIUm9DQUId63VzBeL+3mJgYm/zeyMKGoKAgh2ZkTCYTZ8+exZ133om3334bjzzyyCy9ujEmjm8mf0dX49GCM5kbsytC2Gbz2Gq1GqWlpQgMDERqaiq1dpuQkICoqCj09fXhyOnz+PP7/3b6NZAQBIGIkCBUONFPMp6k2EiXzZRiwkNQ56DlCwnX1wdmguGU2ESEhjjVb+Pr442RUfsaLUmYTAZ4fjP7nTEYTCTFRiJAIECPsh+tnT0IFAXgXFWdXWKTGhc1pdiIRf4IDvRHW48SpTU/7vOtWb4Ez/3atcs4tjI8PIySkhJEREQgJibGLWOYjJn83vh8PkZGRqgsIEcu3OfPn8fNN9+MLVu24JFHHpm1i39QUBBYLNZlsxmFQnHZrGc28SjBId9sgiDQ1taGixcvXubG7KwoTOf07GwUdG9vL6qqqhAbG4uoqCjqTp6sTPHx8YE3l4c/fbzP6aCx8eRnJuO0i/Zt+H5cqFQql8yUEqLCnBYbAEhNiHXKTseLzYaXFwt6g+NeculJCQ7ZyADAoqx0nJlCwP24vkiKjQKLyUJDSwfqmn4sqpAE+qNL3mfX7yI4SIS2HmubHQaTiazkeFgsBKoamtE3aL0MGRsmxR0rFqC+vp5yRHbUo8xeyBu0qKgom1Ip3cVEv7fBwUGUl5eDzWajr68Pp06domY/tr5/ZWVlKCwsxPPPP4+NGzfO6kyDw+EgNzcXhw4dsgpYO3ToEAoKCmbtvBPxKMEBxvY+amtr0dfXhwULFsDf39/q586kfs7k9OyomI13JMjMzIRYLKY2BZlMppW1zaYtb0PuZHzxeBKiwnC23EX7NgSBuEiZ1X6Lo4iEfPQonX+dCzJTnPZuy8tMttvgcjw5ackOi01iTMRlkQWhUjEiQoOhGRlFXWMbSifZk2GzWPAXCtHQYntVnxebBT+uL3ovfb4kgQGIiwpHY1sXyqeY8YQFi1H07h/hxRyLX6+rq4PBYLDq2HdVUNpEyITfmJgYREZGzso5ZgO9Xo+amhqIxWKkpKTAYrFY+b0ZDAarwoPJ/N6qqqqwbt06PPnkk/if//mfOVnW2rx5MzZs2IC8vDzk5+dj165daG9vn/VlvPF4lODo9XqcOzfWj5Kfnz/pB91RUbDF6dmRY493JCDjpScTGwB48e0PcOyHEqTERUDA46F/UI2LTkRHC3hcDA4OuqzKbXF2qkvychgMBiRBgahzwCNsPKHBYtQ2TO1RZgvRoVKnxCYoIABN7fY1iJL4enOg1elhsQAp8dHwFwjQ1TsWOdA9if3/ePIykvGDnQUG2amJOF95AZnJ8WAyWaisb4KybOpj8Li++OTPLyBYPFaEExgYiMTERGi1WiiVSvT09FAb52KxGGKx2CUd+8CPprXx8fEurTidbUjnA7IZlbStIsWFfP/6+vogl8tRX19P+b0NDQ0hLS0NTU1NWLt2LX7zm9/gueeem7M9lNtvvx39/f146aWX0NPTg7S0NHz99ddzKvYe14dTV1eH6OjoKaekJSUlEIvFdjUqjXd6Tk9Pn7JRVKPR4MyZM7juuutsOq5er0dpaelYlkhWFjgcjpW9xfgP0sdFB/DUH7dfdgwh3w9xkWFgs9jo6FHYPCsgCAJZidFOVVyNJzYiFB1dXS5JF83PyXDanZrFYiI20rm+nQAhH0wmE/3TlHXPRHpSvFWypq0E+guQnZ4M9ZAWDS0ddsVO52Uko7jKvlnm4qyxJuWWrl702vAZYrGY+PTPL2B5fu60/85gMFA9K/39/VTTIrlx7sjSGxmMmJCQMGN4oSdhMBhQXFwMgUCA1NRUm4RivN/bXXfdhe7ublgsFqxYsQIffPABJBLJHIzcc/AowQHGLuLTUV5eDqFQaPN6rz1OzzqdDsePH8eqVatm/DANDQ2htLQUAQEB1IdvfDfx+OcfP1eGOx7/vU0zkUB/PqLCZCAIoLGtG8PayS1nEiOkuNDkXBMlia+PNwKFPHT22G6xPxWpCTGovdji9B7VmGg5t1SYlZrgVKFAfk4GztjoCCCTBCEsRAoGk4keRR+CxYE4b4Pt/0SiwkLQ2zeAURuzi1LjoyEVB+JUSTUMdsSvb/1/j+C+m2+0a2zjl46USiX0ej21dCQWi21aeuvr60NlZSWSkpIgk8nsOr87IcWGz+cjLS3NoVlJQ0MDVqxYgZiYGFgsFpSVlWHBggV4//33kZqaOguj9jw8akkNcF3qpyNOz7aGJ5EiFhMTg+joaMq4jywOGE9DSzseeOY1m5e9+geH0T84NmthMpmIjwpDkL8Ag8NaNLR0wmyxID4yFBdbnLeIAQAQBNLio3DewT2K8fgLeFD0qZwWm7TEWIetX0gWZ6fhBydKoGMiQlEyzV5WZGgIQqRBMJsJtHf3oqdPhZ4+FfXcyrrmKZ87FX5cH5jMlhnFhu/HRURwEAa1oxjUjKBbOWCX2Dx0xzq7xQYY+zyShpMJCQkYGRmBUqmklo78/PyopTeBQHDZRVmpVKKyshIpKSkICXGfIai9kE2TPB7P5pnNRFpbW1FQUIA77rgDb7/9NphMJnp7e3HgwIF5JbzO4nEzHIPBMO0F68KFC2AwGEhKSpry34zfV8nJybHZ6dlkMuG7777D8uXLJ7U2JwgCLS0taGpqQnp6OqRS6ZT7NQDQP6jG9fdvRluXaxqruD7eSE+MhQ97zKWgW9431jHvxBrwwoxknHNR0UFWinMzCmBMtLzYXlA66AQAAJFhwehVDjhclcZmMREkCkDvJQFhMJmIiwyDWOSPUYMRLR3dGBzSTPpcPs8PfD/utAabU5GdljitC0FKfDRgsaChvRtmswUCnh+EfD8qoM8WrvvZAnz8+nMur0IzGo3U0ltfXx+YTKZVz8rAwACqqqqQlpY2p2W4zjJZNIK9dHV1YeXKlVi5ciXeeecdl/ozzjc8boYzEywWC8Zp7uaccXoeP8OZiMViQXV1Nfr7+7Fw4UIIBIJpxUZvMOK+p15xmdiQxxxSD+KHcRk4/gI+wkKk4PO4MJst6FMNob1bbpPtfYRMgqo61/TuLM5Od0l8QXR4mFP7Ul5sNlgs50qgF2SmoX9QDUmQCBrtCHqUKjS2daFxkoC7icSEyVBhZ4MnAOTnpE+6fCfg+yE1PgZd8j6rJVQ2i4WwYDFqG1ttPkdaQjR2vvzkrJQ8e3l5WfWsDA4Ooq+vD01NTaiqqgJBEJDJZE7HfMwlRqMRpaWlTolNT08PbrzxRlxzzTXYsWPHT1psAA8UHFuW1EZHJzdYJMssHXV6JpfEJlaq6fV6lJWNdXrn5+dTxQFTiQ1BEHjilf/DWRcsU40/Zk5yLM5NuKgPDg1jcMi6r4LNYiEmLBiBAWMpg4NDw+iW92N4nNmkF5sNFgMuSfCMjQxDSZXzqaJjouVsxk3ylD0v42GzWAiWBEHkLwTX1wcMxpiJJ9+Pix/KaxwqnsjPSXfI9iY1PhpnJ5R+J8VGQcD3Q8WEmAGS7NR4u/aIMpJi8fHrv4Mf1/lI5plgMpkQiUQQiUTg8/mora2FTCaDTqfDqVOnqKotsVg8pV2MuzEajSgpKYGPj4/DYiOXy7FmzRosXLgQf/vb3+ast8mT8TjBmYmp9nDI1M/4+HinnJ4nlkaTXdD+/v7UZiH588nEBgDe+uBzfHHgqEPnn4r8zGScKS636d+azGY0t3ehud36jjwowB/iQH94sVlgMxlQDWkQIg7E4LDGYeHx9fGGwWh0OlAtKkzmdMVdRnK8ldgE+gsgDhSBz/O7lFMyAjBZGBzSQNGvQmdvHzrHeY2Fy6RoaOlwSGzSE2MdEpugAH/09A3AYrGAx/VFWmIs5P2DqG+ZumE2PzvNpmIGvh8XKQmxMFss+MsLGyGTzq0hZ1dXF+rr65GVlUX5H46v2iovLweAy+xi3A05s/H29kZGRoZDYtPX14e1a9ciLS0NH330kcsiVOY78+5dmCz1s6GhAR0dHS5J/Rw/w1EoFKioqEB0dDRVWUIut031Idx36CT+uPMTp8YwkczEGPzgAieBPtUg+lSDY55iE2YBPhwv+Av48BeMOTB7ebFBEGMx1toRHVTqIfQNDF7mPJyeGOdwUyQJx4tNzTBmwtfH+9I+ie+YcwPHC15ebHixvUAAyE5LxuCQBr3KfvSrtehX21aOzPX1AZPJtCmeYCJBAQI02bDcNhEWk4lAkRAEAcRHRaCyvglnK6afKealJ80oNomxkRDy+aiob0ZTRw/2/vUlxITP7cZ0R0cHLl68iKysLIhEIurxiSmdarUaSqUSzc3NqK6upnJqxGIxuFzunI4ZGBObsrIycDgcZGZmOiQ2KpUKBQUFiIuLwz/+8Q+PEFFPweOKBkwm07TNlz09PWhra8PixYutnJ5zcnJcEs964sQJJCcnQ6PRoLGxEWlpaQgODp52CY2kpLoO63/9rM0lrbYQJQuGQi6HVmd/9spkpCbEoK6pxeFmUZG/ECJ/AXhcLsSBAdBoRwAwwGAABMaCBwiQ/wNqedRCWAACsFwKpCII4tLfLRCLAqAe1oLFZoHJYMJCjAm7wWjCqN4A3egohrU6DGu0k86kWCwmEqKjcMGO/YyJ5KQnORQb4M3xQmiwBM3t9qVpivwFyElLQmuXHE3ttolVcmwkGtu6Jn0PxmYzMZD3q9F6ad8w0F+A3X/5A5Jj5yZci6S9vR1NTU3Izs6+zClkOnQ6HZRKJZVT4+vrS/X8+Pv7z/r+h8lkQmlpKdhsNjIzMx1aAlOr1Vi7di2kUimKiopckhZ8JTHvBEehUKChoQHZ2dmU03NWVpbL7iK+//57eHt7Q6PRUBVu5BLexP6a8XT0KLDq/icczlmZjAABD95MoMdFEQYyqRha3QjUU1RY2UNCdATaunptmpVMx4KsNJyvdM66ZnF2hlN7P/m5jj9/QYZ1KNp0RIUFQyoOgmpIA5FQcNm+zXSEBUswrNVCPWw9Y0uKjQKfz0NlfbPV78Kfz0PR9j8gNT7K5nO4gtbWVrS0tCAnJwdCodDh45hMJsqpua9vzE+OXHoLCgpy+azBFWIzPDyMgoICCAQCfPnll7NmCTSfmXeC09/fj4qKCqrqhXR6dgUGgwHHjx8Hh8PBwoUL4e3tbRWYNpXYDGtGsObBJ3GhyUW9MRjzxYqVSXCh0TlrFxKurw/Egf5o6+yZ+R/PwFgHP8uutM/JSIiJRGtXj1PuBguz0nBukk11W8lIikO1g42qY0uTUy8ncn19kBgbBSaTgeaObqguCX1ceAhaOuU2B6P58/3gx/VF16VSa74fF6mX9npaOi+vghTwuPji7ReRmRRr92tyhubmZrS3t9vVimALBEFgaGgISqUSSqUSWq0WQqGQKjzgcrlOFR6YTCaUlZWByWQiKyvLIbHRarW46aabwGazsX//fpfEVl+JeJzgzBQzXV9fj5aWFqSlpbnUFoPM4zCbzYiLi6Oy0IHpZzZGowlP/nE7PvvyoMuqbQiCwILUeJx3onFxIlkp8U73yAAAm81CqFTidLm3KEAIFpsN5TTBbTORGBOJlg7HBUsmCcKIXn/ZrMGmc8dGoqm167Ly89Dgccacze2XLX/FhsvQrei3ednVi81CbGQY6prappzNjIfH9cW//+/3yE1NsPs1OQrZZN3R0YHc3Fzw+fxZPd/o6KjV0pu3t7fDEdFms5lqo3BUbHQ6HW655RaYTCZ8/fXXs/765zPzpmiAdHru7e0Fk8l0qdgolUpUVFQgMjISarWa2q8Bpi4OAMY+rBtf/BN2f3MUAUI+4iLDwWAy0dLZgz4n7v6XZCXj9Plyh58/kbFyXedNOQEgOzXZaVcCNovltLmnKECIgcFhh8XGm+MFLtfXoahokb8AA6ohmMxmsFgsJMdFgs/joVOuREePAl1TeJlJgwIwpBmxa48vLy0JBIOB6Mhw1M1g9Mr19cE/33x+zsWmsbER3d3dyMvLc8k+6kz4+PggPDwc4eHhMJvN1NJbdXU1LBaLldP1ZA3cJGazmQpWc1RsRkdHceedd0Kn0+Hbb7+lxWYG5sUMZ7zTc0pKCs6ePWuT39lMjM/dSU1NRUhICBVlHRoaColEMuU6LEEQ+J9X/g+f7Dkw6c+DgwIQGSqDzmBEQ2uHzXsdWUmxKKt0Xf/OwswUp6vISFzhbwYAi3LSHYpaJnFFkcDCzFScd6B3iMlkICc1GQwWExaLBXUtHdCOzFzQweP6QiwKQKuNS5oyiQjSQBFqW7ttq97z5uCzN5/Hkuy58+QiK0Tlcjlyc3PdvoxEEASGh4eppTeNRgOBQEAtvfn5+VlFhZSXl8NisSAnJ8chsdHr9fjFL34BuVyOQ4cOXRZ3QnM5Hic4FovFyklgotMzQRA4fPgwVqxY4VRtu8ViQW1tLRQKBbXBaTabodfrIZfLoVQqMTg4CD6fT2Wek18ogiDwwps7sfOzPTady5vjhYSYSPD8uFD0DaKpo2tSsYwJC0F3d7dLmjGBseTO5vYuu3y2piIjKR7VDc1OB7Mtyk53uiHW6SKBnHS7rP9F/gJEhcng5cUGh8PByWL7ZossJhMpcVGoniFqgezD6e0fhDQwAGdtbOz04XDwyZ+exVV5GXaNyxkIgkB9fT2USiVyc3PdUsI8E6Ojo1ZO1xwOB2KxGCKRCO3t7SAIAtnZ2Q5dR4xGI+655x60trbiyJEjVJ8RzfR4tOBM5vRssVhw8OBBLFu2zOGSQ4PBgPLychiNRuTk5ExZHGAwGKBUKqFQKKgyTYlEgn/sP4Ltn+x2+DUGBggRExEGBgNo6ujBwOAQREI+2ITZZeFskiARTCYTBpyw5icJC5ZCrdFgWDO5c7WtRIRI0KUcgNkJ0VqYmYZzTgSyJcdF42Jbx7Rl4WEh0ktNkgx0K/rR2TvmVZafnYYzDszMFmWk4Nw0lWxxkWEQBfijsqEFo3oD8rNTcKbMttfI8WLj463PYPnibLvH5SgEQeDChQsYGBhAbm7upNlSnobZbKYaTnt6eqiqN4lEgqCgILuuJSaTCb/85S9RV1eHI0eO/OQiBpzBI/dwpnN6JgXBZDI5JDgajQalpaXg8XjIzs62chaYWInG4XAQGhqK0NBQqkzz7Y8+x65/f+XU6+tXqa0qvJJioyAVCTGi08GP64u2rh6nQtV8vDng+3HR1OZ8vLMf1xdMFtNpsZEEiaAZNTglNokxkU4VPgSJ/KEYUFm9t6QxZ2CAEAajCa1dveiU96FzgvlmXnqSQ2KzJDsNZyapZOP6eCNCJsGokUBjpxzoHIuGyM+yXWyiZGLcfu1C+HMIdHR02BwR4AwEQaCmpgZqtRp5eXnzpvSXxWIhMDAQnZ2d4PF4SExMxMDAALq6ulBbW2u19Mbj8aZcrjebzXjkkUdQU1ODo0eP0mJjJx4nOGazGZWVlVCpVFi0aNGk5ZUT3QZspa+vD+Xl5QgPD0d8fDwVKwBMXxxAnvOr4+ecFpuJeLHZYDMIHDtz3uqx2MhQBPoLwWQyMaQdQXtX76Umy5kgkJoQ4xJvM4CB+KgIp6vbvDleEPD5aHRCAAP9BRhQaxwuEmCzWAgS+aOtsxdpibHg8/ygGdGhqa0LFy/9mYqUuChUOhDCNuYKYC02iTER8GKz0dDeg7o260q//KwUnJmhxJvr64P1K36GDQXXISs5looI6O3tRX19/aykc5JYLBbU1NRgeHgYeXl586qp0WKxoKKiAgaDATk5OfDy8oK/vz9iYmKg1+uppbfW1law2Wyq6k0kElH7O2azGRs3bsT58+dx7NgxmyJPaKzxuCW1wcFBVFdXIyMjY8oP9LFjx5CZmWnXJl1bWxsaGhqQkpICmUxGic10/TXj+dd/D2Hji3+y+Xy2wGQykJkQg9Jq28RBJhUjWBIEHw4Ho3o9uhX96FX0WY1/SW4GTrvABmfsWJk4XeJ8dduCrFSbmyMnw5EiAY4XG8GSQAQIBfD19gb3UmRAU3u3TU7aJBEyKQaHNRiyc4aXEheFxtYxV4CxvZk4yAcm75sBZhabzKRY/GLdCqy/7mfg+02+X0KmcyqVSvT398PLy4uyiRGJRE71q1ksFlRVVWFkZIRahp4vWCwWVFZWQq/XU2Iz3b9VqVRU4YHBYMBHH32EzMxM1NbW4ty5czh69OicxjJfSXic4BAEAb1eP60InDx5EklJSTb5plksFtTV1aG3t5ey2rDFpmY8X353Eg8++6rTG+bjIQgCC9ITne61EfJ5CJcFQ8Dzg6+PD+R9A1APDUM5MOCUC0BeRgqKnRAJkvxc21MzpyIlNgq1E9JNmSwmgoMCEegvBJfrMxZbYTJhWDuCfpXaqix9SU4GTjswBpG/AN4cDnqU/XY9L0ImwaBagxCpGP4CAbU3MxWLs1ImdYTmcX1x08qf4xfrVtjdxDnxwmk0GhEYGEjduU9XLjzZsSorKzE6OoqcnBy7nutuSKHU6XTIzc21y6GArHr74x//iE8//RT9/f1IS0vDzTffjDVr1iAnJ+cnHzdgLx63pAZgRhGY6Og8FUajEeXl5dDr9Vi8eDF8fHzsFpuDJ8/i4edec7nYLM5MwQ+lzs9E1MMaqOsbkZ4Uj+LKC1aNhkI+H4EBQvB5fvD15oAAMDw0BIPJBKPZgn6VetJluriocFTV2b+ENJGMpHi77FtIfLw54Plx4efriwhZMIa1I8hIioVer8eowYiRUQMGhobR0zcwYx/NgowUh8TG15sDkb8QjW2ddj1PJOQjJjwcHZw+NLT1AJi+DHpxZvJlYpOdEo8NBStQeO1Sh+MExqdzJiYmQqPRQKFQoL29HbW1tVad+tOVM5vNZlRUVMBoNNp9wXY3zogNMHYdIvdzvL29cebMGVy8eBH79+/HW2+9hWPHjiE7e/aKNU6cOIE33ngDJSUl6OnpwZ49e1BYWEj9nCAI/OEPf8CuXbuoLYi//vWvHh1X7XEzHGCsvn06zp07R23mT4VWq0VJSQn8/PyQkZFhJVLTOQeM5/vz5bjjt8877Rc2kaTIEJfa4CRER6JLrsSIA07Hfr6+CBQJIeTz4OvjDW8OB0wWC3qDcczuhTLZJGCxELBYzLBYCJjJ/zebYTaPLU+azGaYzWYYTWYIeFywLn3BfTgccLw58GKNmXOCwYCFsMBsHjPo1BsMGNHpodXpoNGOUPs0aYmxqGtqs2sJbDxjz2+3+/kMBgMZSXE2B6lFhgZDJpXAZDajf1CDFht7bRZnJuOHS+7QfD8ubr3+Kvxi3XWz7n9GduorlUoMDAyAy+VSS2/+/v6X9aqYzWZkZ2fPO7Gprq6GVqtFbm6uQ7MygiDw8ssv46OPPsLRo0eRnJxM/cxgMMDLy2tWs3wOHDiAU6dOIScnBzfffPNlgrN161a88sor+Oijj5CQkIAtW7bgxIkTqK+v99gG1HkpOCUlJRCLxYiImNwFt7+/H+Xl5QgNDUVCQgIsFgvllWWr2JyvrMUtjz7r0EV8OvKzUnDaxlwbW4gMk0E9pIF62HlDTj7PD0Eikc0XzKnwF/AhsDP6eCKxEaHo7RtwKC4AAGIiQiHvUzn0/EVZqdPOzLw5XkiOjYaPrzfauxXoUQ5AyPNDYIAQzR22vXeLMpNwtqIOC9IT8Yt1K7B2+RL4+c59xRdZfUlaxQCgsmk6O8dmd472qrgLV4nN1q1b8c477+DIkSNIT0+fhZHaDoPBsBIc0kty06ZNePrppwGMXTelUim2bt2Khx9+2I2jnRqP/BTZkvo51ZJae3s76uvrkZycjNDQULuX0ACguLIWb7z7d0SFBqO+ud2pUt7xLMxIcqnYhEiCoBvVu0RsvDleCA0JRp2TMy9fbw6k4kA0tLTP/I+nQCYJgmpY47DY+PP90K9SO/T8qaKeZZJARITKoNMbUNfcgYpxTZwCnh+CAoRoslFsfp6bjsSYcGx98uE5jw6YCJvNtsqnGRwchFwuR21tLWUT09PTMycl166ALNvWaDTIy8tzWGzeeustbN++HYcPH3a72ExGS0sLent7sXLlSuoxb29vXH311Th9+jQtOK6EzWZfZn9jsVhQX1+P7u5u5ObmIiAgwCGx+e77s3jgyZcwcinG2tebg1CZFAH+/uhS9KPbwaiA3LSEy+KhnSHQXwg2i41epeOzCBImk4nkhDiU11506jgsFhMJsZGodGL/x5/PA5PFwoCdG/UkfJ4fhAIB2rrldj93fLgZi8VCSlwUeH5+6Fb0o71HgZ7+ocueI+D5QSzyR5MNeTiLM5Nx99prsXb5Evj6eF6VF7ln0dDQgICAAMTFxWFgYOCykmuJRDJtr4q7IMVmeHjYqZnN9u3b8ec//xnffvvtrO7ROENv71i1o1QqtXpcKpWirc11y/WuZl4KzsQZjtFoREVFBUZHR5Gfn+9QcQAAfPHVd9j4v6/DZPrx2Dq9AY1tXcClPo2wYAnCZFKMGkyob26DzgYjxsykOJRXXXDIAn8yeFxfBPgL0WTnhvZU5GY4V7ZMHSct2SF/MhIfDgcSsQgN08QrT4cXm4XwEClqHfBYS4mLRreiH4uyUmEyE6hv6UB14/SzND6PC4nIH43TiE2AgIfbbrgGvyi4DglRrjOcnQ0MBgMVrUymXQoEAkRFRVmVXLe1tcHLy4sqOrDXoXk2IAgCtbW1VEOqI2XbBEFg165dePXVV3HgwAEsXLhwFkbqWiZe2wiC8LgbgfF4pODYsqRG2t+MjIygpKQEvr6+WLhwoVVTqD1i8+6nu/HCn3bM+O86exWU1YkXm4202Ejw+TzIB1RobusCJpwvJS4KFy42OrzxPREvNgsiocBlYpOfm+V02fLYcZzzN2MyGUiMi0TFBds26icjIzkBJdX1Nv97HtcHoVIxAgP8IVcNoadfjZ5+26yA+H6+kAaKxm5GJmFJTio2rLsON169CD7enl9GbDAYUFJSAi6Xi/T09MsEhMPhQCaTUT1spE1MTU0NTCYTVXQwG+FoM0GKzeDgIHJzcx0Wm48++gj/+7//i/3792PJkiWzMFLXQTad9vb2IiQkhHpcoVBcNuvxJDxScGaCxWJBp9NhYGAAZWVlkMlkSEgYs2S3txKNIAhs+cv7ePuDf9o9DqPJhOqGH5ePRP5CxEaGAWCgsb0LQQFCtLZ1QO+iyGkWi4nUxHhUuCDXBgDy87JwptQVYpPulNgAY30/znikje29TG89EyELRogkCGAw0K0cQGevEqMmCyovtkKrs90wle/ni+CgwMvcCfhcH6xfsRSP3FWI2AiZQ6/DHej1epSUlIDH4yEtLW3G2QqTyaTs/5OSkiiH5ra2NtTU1MDf358Sn9l2kCZ93VQqlcNWOwRB4B//+AeeeeYZ7Nu3D1ddddUsjNS1REdHIzg4GIcOHaKW/cgAya1bt7p5dFMzbwWHDExLTEykcjEsFgsYDIbN03uTyYz/2fImPtv7jUvGNTCopswyE2OjACYTqckJYDEZUA8Po72zx0Z7msnJSUtBsZNxzCQLs9NdIjYLMlPwwwwX+pnIz5ncb8xWFk/iV8Zms8dMMf0F0BmMaO2So0MxgA7Fj307cREyKAfUdokNj+uLYHEQLrb+OMNclJGIRUmR2HDzjYgID3f4dbiD0dFRlJSUQCgUIjU11e7lGAaDAYFAAIFAgNjYWKuS64sXL4LL5VJLb0Kh0KXLPQRBoK6uDgMDA06JzX/+8x9s3rwZX3zxBZYvX+6y8TmLRqNBY+OPM/6WlhaUl5dDJBIhIiICmzZtwquvvor4+HjEx8fj1VdfBZfLxV133eXGUU+PR5ZFTxczTRAEiouLqQ+ZSCRyaL9GN6rHw89swYFjp105dABAelI8mjp7Ji2pDpWKESwWgePFhnZEh87uHpuimvNzMvGDi4oOstOSUFHnfNRARlI8LjS1OrVcuDBzeiflmchJS0JZ7UXweVzEhIeCy/XF4JAWTR0908YyxEXIoBgYtMuyhuvjjbBgMRpax2avd65ZjmsXpEE3NICMjAwEBQU5/DrcgU6nQ0lJCQICApCSkuLytf/JSq5J8RGJRE6VWpNi09/f75Rj9Z49e/DQQw/h888/x5o1axwez2xw7NgxLFu27LLH7733Xnz00UdU4+fOnTutGj/T0tLcMFrbmFeCYzKZUFFRgaGhIXh5eWHp0qUOiY16SINfbHoeP7ggTGwiOekpqGpovixaeDoCA4QIk4rB9fWBXq9Hj1yJbvmP1WdL8rJwxgWeZgCQEBOJ1m4FDE42syZER6BTrnQquycrOR6V9U2w2PERZLPZCBYHIkDIh79AAKPZgt4+lV1VaXGRoVD0q+wSG19vDoL8BQgQ+KFw2SKsXb4URqMB7e3tyMrKmnfhW+TeJ7ksNtsbzWTJNTn7GR0dhUgkopbe7JmdjM/iycvLc1hs9u/fj/vvvx+ffvop1q9f79AxaOxj3gjOyMgIVUETGhqK5uZmLF68mKrKsPUL06vsxx2PPYOahmaXj3tRTjrOV9W7xAaH58dFhEyKUKkEGu0I9AYDNFotBgbV6B8YdKjiLTxECuXgsF0Rx5MRFizBiF4PlXrY4WMkREegpbPnMmHmeHkhWBwIfyEfvj4+YLGYMJrM0IyMon9QDeXA2GwwNS4KzV1yuwXPEbEJD5Hg/ptuwOprFkHE50KhUKCrqwsGgwECgQAymWze9KkAP7pwSKVSJCQkuKWqSavVUuKjVqvB5/NtigcgU0YVCoVTYvPNN99gw4YN+OCDD3D77bc781Jo7MAjBWdizLRKpUJpaSlCQkKQmJiIoaEhnD9/HsHBwZBIJAgMDLRp36a5vQu3/fpptHU510k/Gfl5mU7tQ0zGkrzJK8jYLBb8+X7g+nAQGOAPH28OLBYLDHoDhjRaDKgGLwteCw2WQGcwYWDw8l4SewgU+cOb44Uehf19MlxfH/D9uAgQCABY4O3tDa6fH4wmM4ZHdOhTqW0aX1p8NBo7euwWzrjIMfeB4Rn20ThebORnpWJ5fg5W5OcgNkJGXQDJu2uFQoGUlBTqwkmmw5J9KuPjjD0Jcu9TJpMhLi7OI8Y4mcv1ZCXXBEHg4sWL6O3tRV5ensMpo0eOHMEdd9yBd999F3fffbdHvAc/FTxecMiApISEBERERMBsNltNzxUKBUwmE/VFDwwMnDSfXDOiw/pf/Q/Ka20vm7WV/CmEwalj5mZM6iBsKxwvNsQif/gLeBAJBCAYDFjMFhAAQBAAAyAsBEymMS8zo8EAo8l0qeiCBSaTCQthgclkHvtjNgMgIAuWYmhYA443B95eXmCz2WAyWWAwAAKA2Tz2HL3RCL3BiBHdKLS6UWhGRmGxWBAeHAS1Roshrc6h15WWEIOLbV12+9vFR4aidxqxCZMG4doluVi+OBs/z02f1DSTjCUny2/H312TF02FQoH+/n54e3tTn8nx/mTuZHh4GCUlJQgLC6MSdD0Ns9ls5XJNllwHBQVhaGiImtk4KjYnTpzArbfeiv/7v//D/fff75HvwZWMxwqO0WhEQ0MDOjo6kJWVhcDAQEpsxi+hEQRBfRDlcjkMBoNVdOz4jUmLxYIjJ0/j68Mn0dQpR3FV3bQbyzPCYGBRdrpDjshTHpLJxMLMVKc20scTGiyG2Qyno6v5PC5CxEFoaHW8/yciRIIB9RA0DlrWZCTGoq6l0+7f2WRi48VmY1FmMq7Nz8a1+blIiAqb9uJDOg+T/lzT9XqYzWZqs1ypVAL4cbN8qhui2WZoaAilpaWIiIhATEzMnJ/fEch4gIlLmMHBwRCLxXaLzunTp3HTTTfh9ddfx8MPP0yLjRvwSMEhm9A0Gg1ycnLg5+c3qdhMhCAIyoZdLpdDp9NBJBJBKpUiMDAQFy9exMDAALKzs8Hn86HV6XC6uBJHTp/HkVPn0Nw+derjRNgsNjLTEu1qNLTpmKkJKK1xTZ9NVGgItDq9VTaMI/j5ekPI56FbqXL4GBEhEvSr7StBHk9mchwuNLXbnfgZHxmKHuUANCM6yCSBWL44B9fm5+CqvAzw/Gxb/yddk00mE7Kzs+2yTJk4G9fr9QgMDKRuiOYiW0atVqO0tBTR0dGIioqa9fO5EoIg0NTUhK6uLqSnp1NLmKTLta0l1+fPn0dBQQFefvll/OY3v6HFxk14pOB0dXWhubkZmZmZ8PLygsVisbsSDRjbmFQoFOjt7YVGowGLxUJMTAxkMtmkX/SWjm4cPX0eR06fx8lzZVM6Rft6eyMuNgpVDsQOT4UPh4PEuGiHoownIy4yDH2qYaeNPUX+AvD9/BzyJiOJDJVAOTCIkVHHihUyk+NQ29gGo8m+8uuEqDCEh0iwJHtsPyY5JsLuC43RaERZWRmYTCaysrKcLuUlP5NKpRLDw8MQCoWQSCQO3bHbwuDgIMrKyhAbGzulu7on09TUhM7OTuTm5oLH41GPT1dyPXEWWVZWhjVr1uD555/H5s2babFxIx4pOBaLBXq9/lIGy1jFlz2VaOPRarUoKysDl8tFQEAAlEolhoaG4O/vD4lEAolEMml1kd5gwLnyGhw5dQ5HTp9H7cUxd2ABn4eQYAnqmx13Q54Ij+uLiDCZyzJykmIi0SXvh2bEsX0SEklgADgcDjp7lQ4fIzpUip6+AYw6WIadnRKPqgbben24vj7ISYnHwowkLEhPRE5qAvz5vBmfNxV6vR6lpaXw8fGhMpVcycRcGj8/P2rfh8/nO31hVKlUKCsrQ3x8PMLnWUMqADQ3N6O9vR15eXlWYjMRi8UCtVptVXJdU1MDo9GItLQ0/OpXv8KTTz6JZ555hhYbN+ORgmMymTA6+uPswlFjwIGBAVRUVCAsLMyqImd0dBQKhQIKhQKDg4MQCASQSCSQSqVTlll2y5U4eqYY9c3tOH62DPUtbTCbnS9/DhAIEBgYgCY7lvOmIz0hFk0dPU71xwBj0QcA0KN0fO8nOlSC7j6VwwF22SkJqGpomVJsQqVBWJA+Ji4LM5KQEhsFNts1oqDT6VBaWgqBQIDU1NRZN6c0Go3o7++HQqFAX18f2Gw2NfNxxByzv78fFRUVSExMnDao0FNpaWlBW1vbjGIzGVqtFp988gneffddXLx4ETKZDI888ggKCgqQnp5Oi44b8UjBuffee9HU1ITCwkKsW7cOoaGhdn9IOjs7UV9fj6SkpGm/cAaDgRKfgYEB8Hg8Snym84HSjepxobEFlXWN1J8Lja12bWhLAkXw5fqi3YnlqvFkJcc7tM8xkfAQKUYNRigHBh0+RkRwIHr71TDY0QA7ntzURJTXN1GizmIxkRYfjby0xEszmCSESmens1+r1aK0tHTOmiInMt4cU6lUwmw2W5ljzrSs19fXh8rKSiQlJUEmmz+ebiSk2OTm5jqcXFlfX48bbrgBt912G3JycvDf//4X3377Le677z5s377dxSOeHpPJhBdffBH/+Mc/KLPN++67D88//7zbXbbnGo8UnM7OTnzxxRcoKirC6dOnkZeXh4KCAhQUFCAyMnLaCwBZq9/d3Y2MjAyIRCKbz2s0GqnN3f7+fvj6+lLiY0v+h8FoRH1zOyrrGlFx4SKq6hpR09AM3SQJpqHBYljAQK8TM4jx5KYlobKu2WlX6qiwEAxpdU7168SESdApH3BcbNIS0dzZi+zkOCxIT8LCjCRkJ8dNWqrsaoaHh1FaWuoxfSpkFSb5uRwZGYFIJKJmPxOr5ZRKJSorK5Gamko5Cs8nWltb0dra6pTYNDU14frrr8cdd9yBN954g7qoj46OYnBwcM7fl1deeQVvvfUWPv74Y6SmpqK4uBj3338/tmzZgscff3xOx+JuPFJwSAiCQE9PD/bs2YOioiKcOHECGRkZlPhMvCCYzWaqdDUrK8spp1qTyUT1VfT19YHD4UAqlUIikUAgENh8ITKZzGhs67CaCamHtVAMqNE/6Fz1GMnCzFQUV9U7nbcTGyFD3+Aw1MNax48RJkWbvM8qU2gqvDleCA+WIDQ4aCxnKFiMsGAx0uNjkBgTPud3f+QGe1RUFKKjo+f03LYysUNfIBBQm+UajQY1NTVIS0vzaIv6qWhra0NzczNyc3MhEAgcOkZraytuuOEGrF27Fm+//bZHzCDWrFkDqVSK999/n3rs5ptvBpfLxSeffOLGkc09Hi044yEIAn19fZT4HDlyBElJSZT4+Pj44JFHHsFTTz2Fa665xqWZHGRfBVldxGKxqJmPI019BEFgSKNFZ68SXb1KdMoVaOvsQXVdA1TDI1ANa9Gr7Ldpj2hxdhrOljvfs5MQHY4e5cxd+NMRGyZFW28fNcsKEPARKg1CWIgYYcEShAeLERwkgp83GxwmAZNe5zENkuSex3zaYDcYDFYzcoIgIJFIEBkZ6XJn5tmmvb0dTU1NTolNZ2cnVq1ahZUrV+Kdd97xCLEBgD/+8Y949913cfDgQSQkJKCiogIrV67Etm3bcOedd7p7eHPKvBGc8RAEAZVKhS+//BK7d+/Gt99+C4vFgtjYWOzatQu5ubmz9mEj19fJfR8GgwGxWAypVOpw8uHg4CDKy8sRGhpKzdpMJjPk/QOXREmBzl4luhV91N+75Eokx0Y75UZAkhIXhbZuBbTTNGR6c7zA9+Ne+uMLPs8PfD9fCHh+YDMZGB3RICEmCukpCWOzFal4xj4Xs9lMvZdKpZJ6LyUSCUQi0ZxdMBQKBaqqqpCSkmIVZjVf6O7uxoULFxAZGYnR0VH09fVR7yXpzOyOZlNbIcUmJycHQqHQoWP09PTg+uuvx89//nP87W9/86jXSxAEnnvuOWzdupVKK37llVfw7LPPuntoc868FJzx7N27Fxs2bMDq1auh1+tx8OBBhISEoKCgAIWFhcjOzp5V8RkcHKQaTQmCsLLYseW8crkcNTU1Dt1ZWywW6A1jFjIGoxGjegMMRiP0eiNGDT/+fcxmxjDp341GE3x9feDn6wO+ny94flwILgmLgMcF79LfvTmTzxh7e3tRU1Pj9MV6/Hs53tKEfC+d6X+Zju7ubtTV1SEtLQ0SiWRWzjGbdHV1ob6+HpmZmQgMDATw43tJzn6MRiMCAwMpAZrrRM7p6OjoQGNjo1NiI5fLccMNNyAvLw8ff/yxR4kNAPzrX//CU089hTfeeAOpqakoLy/Hpk2b8Oabb+Lee+919/DmlHktOBUVFfjZz36Gv//975S9uEajwddff43du3fjwIEDEIlEWLduHQoLC7FgwYJZ+zASBAG1Wg25XE59yUnxCQoKmvS8bW1taGpqQnp6OsRi8ayMazZpb29HY2Ojy7NgJm6Uk44R5Ea5q7rzyfGPv1jPJzo6OnDx4kVkZ2dPGY8w3n1DqVRCo9FQPWhisdhht2VX0NnZiYaGBuTk5MDf39+hY/T19eHGG29ESkoKPvvss1m7MXGG8PBwPPPMM3jssceox7Zs2YJPP/0UdXV1bhzZ3DOvBQcY+9JNNTMYGRnBt99+i927d+Orr76Cn58f1q5di8LCQuTn58/ah5P0gCLFZ3R0lLpbF4vFYLFYaGhoQG9vL7Kyshy+s3MXBEGgsbERXV1dyM7OnvXxk935CoUCw8PDMzbtzgRBEFTpbXZ2tsMXO3dCLkPZO36dTkcVHahUKvB4POrGyJZKTFdBis10YjkTAwMDWL16NWJiYvD555/PiU2QIwQGBmLLli349a9/TT322muv4cMPP0RDg2tsrOYL815wbGV0dBTfffcdioqKsG/fPrDZbKxduxbr16/Hz372s1lbZiDtTEjx0Wq11Lmys7Md3iB1FxaLBRcuXMDAwADlczeXTGza5fP5lJDb0iBIls339PQgJyfH4dJbd9La2oqWlhanlqGAsTaA8Q7XZCwAWcAxW0vR5DKgM2IzODiItWvXIjg4GEVFRdOaqbqb++67D9999x127tyJ1NRUlJWV4aGHHsIvf/lLbN261d3Dm1N+MoIzHqPRiKNHj2L37t3Yu3cvzGYzVq9ejcLCQlxzzTWz9uElTUlNJhO8vLyg0WgQEBBA3a178pcGGNvkr6ysxOjoKLKzs90eODYxEsDX15e6YE5Wuk4QBC5cuID+/n63iKUrIO1ecnJyXHqzQhZwkLMfi8Vi5U3mqtUAcs8sKyvLrh658QwNDaGwsBACgQBffvml2z+HMzE8PIwXXngBe/bsgUKhgEwmw5133onf//73Hjsrmy1+koIzHpPJhO+//x7/+c9/sHfvXmi1WqxevRoFBQW49tprXbbGTSaWklYpLBYLOp2OultXq9UQCoWQSqVuX1ufDKPRiPLycgBAVlaWR208Az+aOZJ9U2TpOnm3DgDV1dUYHh5Gbm6ux1+kJjLeNXm2Z2bkfiQpPuQeGilAjt4Y9fT04MKFC06JjUajwU033QQOh4P9+/fPiuEpzezxkxec8ZjNZpw5cwZffPEF9uzZA5VKheuvvx4FBQVYuXKlw3fEZNmzTCZDfHz8pOvker2eEh+VSkUtFUmlUrd/qUZHR1FaWgoul4v09HSPqwKayPjSdaVSCYIgwGQywWQyLwtOmw+Qe2bd3d2XuSbPBWSzqUKhwNDQEOU9KBaLbf5OkGLjTIHGyMgIbrnlFlgsFnz99ddz/j7QOA8tOFNgsVhw/vx5Snx6enqwcuVKFBQU4IYbbrD5DlOhUKC6utqusueJDX1+fn5W/m5z2dCn0WhQVlaGwMBAJCUleUwzna0YjUaUlJTAYDCAwWBQJcJk9aCnzdQmQhAEGhoaIJfLkZub6/ZlQL1eb+VwTS5jTpdJ09vbi9raWqfEZnR0FLfffjs0Gg2+/fbbebf3STMGLTg2YLFYUF5eTolPa2srrr32WhQUFGD16tVTftHIsltnejzGb+z29fXBx8eHsthxhYX9dJAzM0+OJJ4Og8GAsrIyeHl5ITMzE0wmkyoRJgs4pvMlczcEQaCurg59fX3Izc11+0x3IuMzaZRKJZhM5mWNu3K5HNXV1cjMzHS4dF6v1+Puu++GUqnEwYMHHS40oHE/tODYCUEQqKmpocxF6+rqsGzZMhQWFmL16tUIDAyExWLBhx9+iLi4OJeWDZvNZvT19UEul1P+buQ+hautTJRKJaqqqhAXFzcvg7vIZUA/Pz+kp6dPOjMbGRmhxGdoaAhCoZC6YLr74k4QBGpra6FSqebFMqDFYoFKpaLEx2g0gsfjYWhoCKmpqQ43BRuNRtxzzz1oa2vD4cOH52W/FM2P0ILjBORyx+7du7F7925UVlZiyZIl6O3txfDwME6dOjVrJopkVZFcLrfyd5NIJAgICHBKfEirlPnqOEwWaAQEBCA5OdmmZUByqYiMqSCXMee6PwX48aZGrVbP2wKHtrY2XLx4ET4+PtDr9QgICKDE3NbXYzKZ8Mtf/hJ1dXU4evTovGyOprGGFhwXQRAEiouLceutt6Kvrw86nQ5Lly7FunXrUFBQAJlMNmsXLfLukhQf0sTREU+y1tZWKt57Pt5NajQalJSUIDg4GAkJCQ695xOXMb29vWdtJjkRi8WC6upqaDQa5Obmetwyny2QEQnp6emQSCRUsynZO0VmTpG9U5O9n2azGQ8//DDKyspw9OjReXnjQ3M5tOC4iJaWFqxatQoZGRn4+9//jr6+PuzevRtFRUU4c+YMFixYQFnsREREzNpFizQ2JZeKzGazlb/bVBVm4xsi52NDKgCo1WqUlZUhPDwcMTExLnmPxzuFjzfFnA2DUYvFgqqqKoyMjCA3N3de9miQYjNVRALZO6VUKikxJ4sOyGZTs9mMjRs34tSpUzh27Ni8TCylmRxacFxEd3c33n//ffzud7+zuggRBIHu7m4qVuHkyZPIyMhAYWEhCgoKZnUznvQkI10ODAYDZbEzPjnSYrGgtrYWg4ODyMnJcfv+hSOQceIxMTGIjIyclXOMNxglxXz8++lMubjFYkFFRQX0ej1ycnLmpdj09fWhoqLC5jyeiW7hL7/8MkQiEbRaLVpbW3H8+PFZ+13SuAdacOYQgiCgUCiwd+9eFBUV4ejRo0hKSqLEZzbjjEkTR1J8dDodAgMDERQUhN7eXphMJmRnZ8/bJZyqqiokJibO2d0wKeak+IyOjlLl1vY6MpvNZlRUVMBoNCInJ8fjS7Ung4y1TklJcWj5iyAIHDp0CM8++ywuXrwINpuNVatWoaCgAOvWrXOpOaytdHV14emnn8aBAweg0+mQkJCA999/H7m5uXM+lisFWnDcBLn0tW/fPuzevRvfffcdYmJiqFiF1NTUWe150Wg06OnpQXt7OywWC0QiEVVuPZ/ursl4BHenXI4vtx5vWSQWi6fdJDebzSgvL4fFYkF2drZHuh3PBBle56jYAGMzvOeffx7/+c9/cPToUZhMJuzbtw979+7FQw89hAceeMDFo54elUqF7OxsLFu2DL/+9a8hkUjQ1NSEqKgoxMbGzulYriRowfEQ1Go1/vvf/1KBcqGhoZT4ZGVluVx8dDodSktLwePxEBsbS22SDw0Nwd/fn7LY8eQKKdJx2NXxCM4ycZOcdI2QSCRWjZsmkwllZWVgMBjIysqal2IzMDCA8vJyJCcnO1z6TBAEXnrpJXz88cc4duwYkpKSLvv5XPeAPfPMMzh16hROnjw5p+e90qEFxwMZHh62yvQJCgqinK0XLFjgtPgMDw+jrKwMYrH4smU80o1ZLpdDrVZDIBBQMx9P6gUhHZOzsrI8uhFwomsEl8ulCg7IpaOsrCyPtwuaDFJskpKSIJPJHDoGQRBUBPPRo0eRlpbm4lE6RkpKClatWoXOzk4cP34coaGhePTRR/Hggw+6e2jzGlpwPJyRkRF88803VKYPj8ejqt3y8/PtvlCpVCqUl5cjMjIS0dHR0945kr0pcrmcyk4hxcddFiukiWVnZ6fLHZNnG5PJRDXuKhQKMJlMyGQyKp58Pjk5qFQqlJWVOS02b731Ft566y0cPnwYWVlZrh2kE5Az+82bN+PWW2/FuXPnsGnTJuzcuRP33HOPm0c3f6EFZx4xOjqKQ4cOUZk+HA6HmvksXbp0xs1m0tctISEBYWFhdp3baDRS4jPe320uGyMJgkB9fT0UCgVycnLmpXmjwWBAaWkpvL29ERoaSi1lArAqt/bkGQ8pNs4UaRAEge3bt2Pr1q349ttvsWDBAheP0jk4HA7y8vJw+vRp6rHf/va3OH/+PM6cOePGkc1vaMGZpxgMBqtMH4vFgjVr1lCZPhM3/sn9Dmd83UjG36mT/m6k+EyWQ+MKxpduzwerl8kg85BI121yaZQgCKtya6PROGn5uicwODiI0tJSh25aSAiCwK5du/CHP/wBBw4cQH5+votH6TyRkZG47rrr8N5771GPvfPOO9iyZQu6urrcOLL5DS04VwAmkwknT56kMn10Oh2V6bNs2TK89NJLMJlM+N3vfufy/Q6yMZIUHzabbZVD4wrxsVgsqKyshE6nQ05Ozrws3dbr9SgpKQGfz5+2ApGMJyd7U8YbjLq7gnBwcBBlZWWIi4uz2fl8IgRB4KOPPsKzzz6L/fv346qrrnLxKF3DXXfdhY6ODquigSeeeAJnz561mvXQ2ActOFcYZrMZp0+fppyte3t7wWAw8Nxzz+Gxxx6b1aZOi8VCdeUrlUowGAwrfzdHih3IsmGTyTRve1RGR0dRUlICoVCI1NRUu0R4YhaNUCik3tO5nOWp1WqUlpY6LTaffvopnnzySXz55ZdYtmyZi0fpOs6fP48lS5bgD3/4A2677TacO3cODz74IHbt2oW7777b3cObt3is4OzYsQNvvPEGenp6kJqaim3btuHnP/+5u4c1b9Dr9diwYQPOnj2L6667DkePHoVcLsd1112HwsJCXH/99bOaGkn6u5HLRARBWFns2CI+RqMRZWVlYDKZ87ZsWKfToaSkBCKRCMnJyU7N+EZHRynxIYs4xpdbz9Y+Gik2sbGxDjuHEwSBf//739i4cSN2796NVatWuXiUrmf//v1UI2p0dDQ2b95MV6k5iUcKzueff44NGzZgx44dWLp0KXbu3In33nsPtbW189Iq3x3cf//9qK2txf79+yEWi2GxWFBWVkbFKrS3t2PFihUoKCjAjTfeOKumlBP3KEwmE4KCgiCVSqf0d9Pr9SgtLYWPjw8yMjI8ehN9KkZGRlBSUgKxWIzExESXvr9kEcd4TzKyd8qVv8uhoSGUlJQ4bRlUVFSEhx9+GJ9//jnWrFnjkrHRzD88UnAWLVqEnJwcvPPOO9RjycnJKCwsxGuvvebGkc0fWlpaKDfeiRAEgerqakp8GhoarDJ9RCLRrPu7kb0+er2eEh9yg5xsShUIBLPuuDBbaLValJSUQCqVOuxabSvjDUbJqApyNunoUibwo9hER0cjKirK4fHt378f999/Pz799FOsX7/e4ePQzH88TnAMBgO4XC7+85//WH04H3/8cZSXl+P48eNuHN2VB1lqTGb6VFVV4aqrrkJBQQHWrl0LiUQy6/5upPjodDoIhUJoNBqIxWKkpKTMq94UEjIiQSaTIS4ubk5fw8SlTIvFYpNb+ESGh4dRUlKCqKgop8Tmm2++wYYNG/Dhhx/itttuc/g4NFcGHic43d3dCA0NxalTp7BkyRLq8VdffRUff/wx6uvr3Ti6KxuyqZKMVSgpKcGSJUsoA8XZzPQBxvqEqqqqwGazYTQaPaY6yx7IC7UrIxIchSAIqNVqat9ndHQUQUFBVBzAVAUY5Gsgm4Md5fDhw7jzzjuxc+dO3HXXXfPy5oHGtXis4Jw+fdqqPv+VV17BJ598grq6OjeO7qcDQRBob2+nxOeHH37AggULUFBQgIKCApdn+pAlt1FRUYiOjoZOp6M68kl/N1J8PNXfbWhoCKWlpU5fqGcDgiCg1WpnNBjVaDQoLi5GREQEYmJiHD7fiRMncOutt+Ltt9/GfffdR4sNDQAPFBx6Sc3zIDN9ioqKUFRUhO+//x6ZmZlUrIKzd/Kk23B8fPykJbekvxtphikQCCjx8ZTsHrKSy9n9jrlCp9NR7ynpmScUCtHT04Pw8HCnHJFPnz6Nm266CX/605/w4IMP0mJDQ+FxggOMFQ3k5uZix44d1GMpKSkoKCigiwbcDEEQkMvlVKbPsWPHqIKOgoICu6uxyGW0lJQUm9yGDQYDdaEcGBiwKg12l9UNOTtzpmzYnRgMBnR2dqK5uRkEQVjZFvH5fLt+n+fOnUNhYSG2bNmCxx57jBYbGis8UnDIsuh3330X+fn52LVrF/72t7+hpqaGTgD0IAiCwMDAgFWmT1xcHBWrkJKSMm2FVHd3N+rq6hy22yFLg0knZl9fX0gkEkil0jnzdyMdk52xenE3Wq0WxcXFCA0NRWRkpFWktpeXl83OEaWlpVi7di1eeOEFPPHEE7TY0FyGRwoOMNb4+frrr6OnpwdpaWl46623PNYGg+bHDWoy0+fgwYMICwujxCczM9NKfJqamtDW1oasrCyIRCKnz0/6u5EXSg6HQ4nPbPm7kUuBc5k06mrI8u2QkJDLKuomRkADoPZ8JjbvVlZWYvXq1Xjqqafw9NNP02JDMykeKzg085vh4WF89dVX2L17N7755hsEBQVh3bp1KCgoQFFREYqLi7Fnzx4IhUKXn3uyvpTxFjuuuBiSkcrOBI+5m5GRERQXFyM4OBjx8fHTvi8WiwWDg4PUjNJoNKKqqgo8Hg8pKSm444478Jvf/Aa///3vabGhmRJacGhmHa1WS2X6fPHFFzCbzSgsLMQjjzyCxYsXz6qLgMVioe7SFQoFGAwGxGIxlUHjSFMkGfPgTKSyuyFdECQSid2NqaTB6Pbt2/Hhhx+iu7sbcXFxePrpp1FQUACxWDyLI7ed1157Dc899xwef/xxbNu2zd3DoQEw/1q455jXXnsNCxYsoGKCCwsL6V4gO/Hz80NhYSF4PB5CQkKwY8cO8Pl83H777UhISMCmTZtw7NgxGI1Gl5+byWQiKCgIKSkpuOqqq6hYgOrqahw/fhzV1dVQKpUwm802HU8ul6OqqgppaWnzVmxIfzdHxAYAGAwGBAIB1ch5//3344EHHsDf/vY3hISE4KmnnpqNYdvF+fPnsWvXLmRkZLh7KDTjoGc4M3D99dfjjjvuwIIFCyiL/6qqKtTW1rot9XI+8t577+HPf/4zDh06RG2uGwwGHDlyhMr0AUBl+lx99dWz2uxJ7jmRvT5kBg1psTPZrKunpwcXLlxAenq6x9zF24tOp0NxcbHT/m6tra24/vrrUVhYiG3btlEzxa6uLqhUKrdGRWs0GuTk5GDHjh3YsmULsrKy6BmOh0ALjp0olUpIJBIcP36cLmKwA7PZjKGhoSnzeEwmE06cOEFl+oyOjmLNmjUoKCjA8uXLZ7XZc3wGjVwupzryyQA0Ly8vqqIuMzMTgYGBszaW2WR0dBTFxcUIDAxEUlKSw2LT0dGBVatW4frrr8eOHTs8zuvu3nvvhUgkwltvvYVrrrmGFhwPYv75vbsZtVoNAC6prPopwWKxpg1/Y7PZWL58OZYvX47t27fj1KlT+OKLL7B582ao1Wrqbvq6665zebMnuUQkEAgQGxsLrVYLuVyO1tZW1NTUgMvlYmRkBBkZGfNebEQikVNi09PTg9WrV2P58uX461//6nFi869//QulpaU4f/68u4dCMwn0DMcOCIJAQUEBVCqVVRIgzexhsVhw9uxZKlBOoVBg5cqVKCwsxKpVq2Y10wcYK99ubW2Fj48PdDodZQcjkUjmTfIoGQAXEBDgVCaPXC7HDTfcgAULFuCjjz7yuMiIjo4O5OXl4eDBg8jMzAQAeobjYdCCYwePPfYYvvrqK3z//ffztslvPmOxWFBaWkrFKnR0dGDFihUoLCzEjTfe6PJ+m7a2NjQ3NyM7Oxv+/v6X2cG4K33THvR6PYqLi+Hv7++U+7ZSqcTq1auRmpqKf/zjHx4Zhrd3716sX7/eSgjNZjMYDAaYTCb0er3HieRPDVpwbGTjxo3Yu3cvTpw44XHGjD9FLBaLVabPxYsXsXz5chQUFLgk06elpQWtra3IycmZtFdIr9dT4qNSqagqRjJ90xPQ6/UoKSmhcoUcfT8GBgZw4403IjY2Fv/+9789NuZ7eHgYbW1tVo/df//9SEpKwtNPP+3WQgaaMWjBmQGCILBx40bs2bMHx44dQ3x8vLuHRDMBgiBQV1dHiU91dTWuvvpqKtNHLBbbdbFtampCR0cHcnNzbVqyMxgMVhY7pBeZVCqd1ejnmcZUXFzstNgMDg5i7dq1CAkJQVFR0byJiSChl9Q8C1pwZuDRRx/FZ599hn379iExMZF6XCgUeuwyyk8ZMtOHFJ+ysjKrTJ+QkJApL77kc7u6upCbm+uQGajRaLSy2PHx8aHEx14jTEchxYbP5yMtLc3hcw4NDaGwsBBCoRD79u3z2FiI6aAFx7OgBWcGpvqyfvjhh7jvvvvmdjA0dkEQBNra2rB7927s2bMHP/zwAxYuXEhl+oSHh1O/X4vFgvr6eigUCuTl5blkWcxsNqOvrw9yudzKCFMqlUIoFM6K+BgMBpSUlMDPzw9paWkOV5FpNBrcdNNN4HA4+Oqrr+ibKxqXQAsOzU8CgiDQ1dVFZfqcOnUKWVlZKCwsxNq1a/Haa69Br9dj165ds5KxM94IU6FQWPm7+fv7u6S8mBQbLpdLOSo4wsjICG655RYQBIGvvvrKbbEPNFcetODQ/OQgM3327NmD3bt348iRI2CxWHjwwQfx4IMPOmT3Yg8WiwUqlQpyuRxKpRIEQVDiIxKJHBIKo9GIkpIS+Pr6OiU2o6OjuP322yn/O4FA4NBxaGgmw7O6tmjs4rXXXgODwcCmTZvcPZR5BYPBQHBwMB566CGEh4cjMjISr7zyClpbW7F48WIsWrQIW7ZsQU1NDSwWi8vPz2QyERgYSPm7kdENtbW1lL+bQqGw2d+NFBsfHx+nxEav1+MXv/gF1Go1vv76a1psaFwOPcOZp5w/fx633XYbBAIBli1bRm+KOsDrr7+ODz74AIcPH0ZoaCjlr/bll19SmT4RERFYt24d1q9fj4yMjFntrCcIAkNDQ5S/m8FgsLLYmaz3xWg0orS0FBwO57LMIXswGAy455570NHRgcOHD9NOGjSzAi048xDanNA1aDQaaLVaSKXSSX8+NDRklekjkUgo8cnNzZ118dFoNJT46HQ6BAYGUgFoXl5eMJlMKC0thZeXl1NiYzQa8cADD6C+vh5HjhyZt8akNJ4PLTjzENqccO7RarU4cOAAioqK8NVXX0EoFGLdunUoLCzEokWLZr2DXaPRUAUHGo0GAQEB0Ol08PHxQXZ2tsPnN5lMePjhh1FRUYGjR49OKb40NK7A8/wpaKaFNid0D35+frjllltwyy23QKfT4eDBgygqKsJtt90GHx8frF27FoWFhVi6dOms2L7weDzweDzExMRgeHgY5eXlMJlMGB0dRVlZGVV0YE+vjNlsxsaNG1FSUoJjx47RYkMz69CCM4/o6OjA448/joMHD87LJrwrBV9fX6qXx2Aw4LvvvkNRURHuueceMBgMrF69GuvXr8dVV13l8s58k8mEuro6cLlcZGVlwWg0UrEKDQ0NEAgEVK/PdL0zFosFTzzxBL7//nscPXoUMpnMpeOkoZkMekltHkGbE3o2RqORyvTZt28f9Ho9Vq9ejcLCQixbtszpmwSz2YyysjIwGAxkZWVd9rvW6/VQKpWQy+VQqVTg8XiQSqWX+btZLBb8v//3//DVV1/h2LFjtDcgzZxBC848gjYnnD+YzWZ8//33+OKLL7B3714MDQ3hhhtuQGFhIVasWGF3cykpNgBs2rMxGo2U+PT394PBYODAgQO4+eabsW/fPhQVFeHo0aO0NyDNnEILzjyHLhrwfCwWC3744QdKfJRKpVWmz0yd/GazGeXl5bBYLMjJybF7FmsymVBVVYUXXngBJ06cADB2o/LQQw8hLy/PLeaiJK+99hqKiopQV1cHX19fLFmyBFu3brXyLaS5cqAbP2loZhkmk4klS5bgzTffRGNjI44cOYL4+Hi8/PLLiIqKwh133IF//vOfUKvVmHj/ZzabUVFRAYvF4nA1GpvNRlZWFpYsWYKAgAD86U9/gk6nw4oVKxAVFYWamhpXvVS7OX78OB577DH88MMPOHToEEwmE1auXAmtVuu2MdHMHvQMh4bGTVgsFlRWVmL37t0oKipCY2Mjrr32Wqxbtw5r1qwBh8PBQw89hLvvvhurVq1yuPqNIAi8+eab2LZtG44cOUKlYer1ehw+fBjLli3zGHNOpVIJiUSC48eP46qrrnL3cGhcDC04NDQeAEEQuHDhAhWrUFNTAx6PB19fXxw4cABxcXEOLX0RBIG//OUveP3113Hw4EHk5eXNwuhdR2NjI+Lj41FVVUXvSV6B0IJD4xRdXV14+umnceDAAeh0OiQkJOD9999Hbm6uu4c2b9Hr9bjxxhtRX18PsViM6upqLFmyBIWFhVi3bh2Cg4NtEh+CILBz50689NJL+Oabb7B48eI5GL3jEASBgoICqFQqnDx50t3DoZkF6D0cGodRqVRYunQpvLy8cODAAdTW1uLPf/4z/P393T20eYvZbMbtt98OtVqN6upqlJaWoqGhAWvXrsUXX3yBxMRErFy5Etu3b0dHR8dlez4kBEHgww8/xIsvvoj//ve/Hi82APCb3/wGlZWV+Oc//+nuodDMEvQMh8ZhnnnmGZw6dYq+G3Ux77//PtavX3+ZgSZBEOjs7LTK9MnJyUFhYSEKCgoQFRUFBoMBgiDwySef4KmnnsJ///tfXHPNNe55IXawceNG7N27FydOnKD7gq5gaMGhcZiUlBSsWrUKnZ2dOH78OEJDQ/Hoo4/iwQcfdPfQrngIgkBvby/27NmDoqIiHD9+HGlpaSgoKIC3tzdeeeUVFBUVYeXKle4e6rQQBIGNGzdiz549OHbsGN0XdIVDCw6Nw5Cd85s3b8att96Kc+fOYdOmTdi5cyfuueceN4/upwNBEOjv78e+ffvw2Wef4ciRI/j0009x9913u3toM/Loo4/is88+w759+6x6b4RCocdUztG4DlpwaByGw+EgLy8Pp0+fph777W9/i/Pnz+PMmTNuHNlPFzJKOywszN1DsYmpih8+/PBD3HfffXM7GJpZhzbvpHGYkJAQpKSkWD2WnJyM3bt3u2lENAwGY96IDYApix5orkzoKjUah1m6dCnq6+utHmtoaEBkZKSbRkRDQ+PJ0IJD4zBPPPEEfvjhB7z66qtobGzEZ599hl27duGxxx5z99BoaGg8EHoPh8Yp9u/fj2effRYXL15EdHQ0Nm/eTFep0dDQTAotODQ0NDQ0cwK9pEZDQ0NDMyfQgkNzRWEymfD8888jOjoavr6+iImJwUsvvQSLxeLuodHQ/OShy6Jprii2bt2Kd999Fx9//DFSU1NRXFyM+++/H0KhEI8//ri7h0dD85OGFhyaK4ozZ86goKAAq1evBgBERUXhn//8J4qLi908MhoaGnpJjeaK4mc/+xkOHz6MhoYGAEBFRQW+//573HjjjW4eGQ0NDT3DobmiePrpp6FWq5GUlAQWiwWz2YxXXnkFd955p7uHRkPzk4ee4dBcUXz++ef49NNP8dlnn6G0tBQff/wx/vSnP+Hjjz9299CuGHbs2IHo6Gj4+PggNzeXjqegsRm6D4fmiiI8PBzPPPOMldvBli1b8Omnn6Kurs6NI7sy+Pzzz7Fhwwbs2LEDS5cuxc6dO/Hee++htrYWERER7h4ejYdDz3BorihGRkbAZFp/rFksFl0W7SLefPNNPPDAA/jVr36F5ORkbNu2DeHh4XjnnXfcPTSaeQAtODRXFGvXrsUrr7yCr776Cq2trdizZw/efPNNrF+/3t1Dm/cYDAaUlJRcFuq2cuVKq4gKGpqpoIsGaK4o/vKXv+CFF17Ao48+CoVCAZlMhocffhi///3v3T20eU9fXx/MZjOkUqnV41KpFL29vW4aFc18ghYcmisKPp+Pbdu2Ydu2be4eyhXLxNA0giCmDFKjoRkPvaRGQ0NjE0FBQWCxWJfNZhQKxWWzHhqayaAFh4aGxiY4HA5yc3Nx6NAhq8cPHTqEJUuWuGlUNPMJWnBoaGaBEydOYO3atZDJZGAwGNi7d6/VzwmCwIsvvgiZTAZfX19cc801qKmpcc9g7WDz5s1477338MEHH+DChQt44okn0N7ejkceecTdQ6OZB9CCQ0MzC2i1WmRmZmL79u2T/vz111/Hm2++ie3bt+P8+fMIDg7Gddddh+Hh4TkeqX3cfvvt2LZtG1566SVkZWXhxIkT+Prrr+lYcRqboBs/aWhmGQaDgT179qCwsBDA2OxGJpNh06ZNePrppwEAer0eUqkUW7duxcMPP+zG0dLQzB70DIeGZo5paWlBb2+vVT+Lt7c3rr76arqfheaKhhYcGpo5hqzyovtZaH5q0IJDQ+Mm6H4Wmp8atODQ0MwxwcHBAED3s9D85KAFh4ZmjomOjkZwcLBVP4vBYMDx48fpfhaaKxra2oaGZhbQaDRobGyk/rulpQXl5eUQiUSIiIjApk2b8OqrryI+Ph7x8fF49dVXweVycdddd7lx1DQ0swtdFk1DMwscO3YMy5Ytu+zxe++9Fx999BEIgsAf/vAH7Ny5EyqVCosWLcJf//pXpKWluWG0NDRzAy04NDQ0NDRzAr2HQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ/x/1AmyWXHeGFYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", + "z_fast_interp = fast_interp(x_new, y_new)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_fast_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:41.230752Z", + "iopub.status.busy": "2023-08-09T15:43:41.230473Z", + "iopub.status.idle": "2023-08-09T15:43:45.548090Z", + "shell.execute_reply": "2023-08-09T15:43:45.547534Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "46.8 µs ± 1.02 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:45.549889Z", + "iopub.status.busy": "2023-08-09T15:43:45.549640Z", + "iopub.status.idle": "2023-08-09T15:43:51.718474Z", + "shell.execute_reply": "2023-08-09T15:43:51.717940Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.86 µs ± 152 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_fast_interp = fast_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.720509Z", + "iopub.status.busy": "2023-08-09T15:43:51.720076Z", + "iopub.status.idle": "2023-08-09T15:43:51.799362Z", + "shell.execute_reply": "2023-08-09T15:43:51.798784Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", + "z_mult_interp = mult_interp(x_new, y_new)\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_mult_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.801148Z", + "iopub.status.busy": "2023-08-09T15:43:51.800887Z", + "iopub.status.idle": "2023-08-09T15:44:06.958097Z", + "shell.execute_reply": "2023-08-09T15:44:06.957421Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "17.2 µs ± 238 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_mult_interp = mult_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:06.960397Z", + "iopub.status.busy": "2023-08-09T15:44:06.959957Z", + "iopub.status.idle": "2023-08-09T15:44:07.589361Z", + "shell.execute_reply": "2023-08-09T15:44:07.588771Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.591118Z", + "iopub.status.busy": "2023-08-09T15:44:07.590954Z", + "iopub.status.idle": "2023-08-09T15:44:07.595200Z", + "shell.execute_reply": "2023-08-09T15:44:07.594626Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.597018Z", + "iopub.status.busy": "2023-08-09T15:44:07.596756Z", + "iopub.status.idle": "2023-08-09T15:44:07.600136Z", + "shell.execute_reply": "2023-08-09T15:44:07.599591Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "n = 35\n", + "grid_max = 1000\n", + "grid = np.linspace(10, grid_max, n, dtype=int)\n", + "fast = np.empty((n, n))\n", + "scipy = np.empty_like(fast)\n", + "parallel = np.empty_like(fast)\n", + "gpu = np.empty_like(fast)\n", + "jax = np.empty_like(fast)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "We will use the following function to time the execution of the interpolation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.602053Z", + "iopub.status.busy": "2023-08-09T15:44:07.601688Z", + "iopub.status.idle": "2023-08-09T15:44:07.604892Z", + "shell.execute_reply": "2023-08-09T15:44:07.604230Z" + } + }, + "outputs": [], + "source": [ + "def timeit(interp, x, y, min=1e-6):\n", + " if not isinstance(interp, LinearFast):\n", + " interp.compile()\n", + " start = time()\n", + " interp(x, y)\n", + " return np.maximum(time() - start, min)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.607206Z", + "iopub.status.busy": "2023-08-09T15:44:07.606782Z", + "iopub.status.idle": "2023-08-09T15:52:10.346645Z", + "shell.execute_reply": "2023-08-09T15:52:10.345963Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "OMP: Info #277: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", + "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" + ] + } + ], + "source": [ + "for i, j in product(range(n), repeat=2):\n", + " data_grid = np.linspace(0, 10, grid[i])\n", + " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", + " z_cross = squared_coords(x_cross, y_cross)\n", + "\n", + " approx_grid = np.linspace(0, 10, grid[j])\n", + " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", + "\n", + " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", + " time_norm = timeit(fast_interp, x_approx, y_approx)\n", + " fast[i, j] = time_norm\n", + "\n", + " scipy_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"scipy\")\n", + " scipy[i, j] = timeit(scipy_interp, x_approx, y_approx) / time_norm\n", + "\n", + " par_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"numba\")\n", + " parallel[i, j] = timeit(par_interp, x_approx, y_approx) / time_norm\n", + "\n", + " gpu_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"cupy\")\n", + " gpu[i, j] = timeit(gpu_interp, x_approx, y_approx) / time_norm\n", + "\n", + " jax_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"jax\")\n", + " jax[i, j] = timeit(jax_interp, x_approx, y_approx) / time_norm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:10.349570Z", + "iopub.status.busy": "2023-08-09T15:52:10.349181Z", + "iopub.status.idle": "2023-08-09T15:52:10.698491Z", + "shell.execute_reply": "2023-08-09T15:52:10.697671Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Approximation grid size (squared)')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 4, sharey=True)\n", + "\n", + "\n", + "ax[0].imshow(\n", + " scipy,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[0].set_title(\"CPU\")\n", + "\n", + "\n", + "ax[1].imshow(\n", + " parallel,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[1].set_title(\"Parallel\")\n", + "\n", + "ax[2].imshow(\n", + " gpu,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[2].set_title(\"GPU\")\n", + "\n", + "cbar = ax[3].imshow(\n", + " jax,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[3].set_title(\"JAX\")\n", + "\n", + "\n", + "cbar = fig.colorbar(\n", + " cbar,\n", + " ax=ax,\n", + " label=\"Relative Speed (faster - slower)\",\n", + " location=\"bottom\",\n", + ")\n", + "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", + "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", + "ax[0].set_ylabel(\"Data grid size (squared)\")\n", + "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", + "\n", + "# uncomment to save figure\n", + "# fig.savefig(platform.system() + \".pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", + "\n", + "[Windows]\n", + "\n", + "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", + "\n", + "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", + "\n", + "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", + "\n", + "[Linux]\n", + "\n", + "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", + "\n", + "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb b/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb index 6606077..74a789a 100644 --- a/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb +++ b/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb @@ -1,656 +1,656 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multivariate Interpolation on a Regular Grid\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:37.689978Z", - "iopub.status.busy": "2023-08-09T15:43:37.689565Z", - "iopub.status.idle": "2023-08-09T15:43:40.009268Z", - "shell.execute_reply": "2023-08-09T15:43:40.008661Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "from itertools import product\n", - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from HARK.interpolation import LinearFast\n", - "from matplotlib import colors\n", - "from scipy.interpolate import RegularGridInterpolator\n", - "\n", - "from multinterp.backend import multinterp\n", - "from multinterp.regular import MultivariateInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we are trying to approximate the following function at a set of points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.032035Z", - "iopub.status.busy": "2023-08-09T15:43:40.031523Z", - "iopub.status.idle": "2023-08-09T15:43:40.034404Z", - "shell.execute_reply": "2023-08-09T15:43:40.033897Z" - } - }, - "outputs": [], - "source": [ - "def squared_coords(x, y):\n", - " return x**2 + y**2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.036113Z", - "iopub.status.busy": "2023-08-09T15:43:40.035885Z", - "iopub.status.idle": "2023-08-09T15:43:40.039119Z", - "shell.execute_reply": "2023-08-09T15:43:40.038609Z" - } - }, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 11) - 1\n", - "y_grid = np.geomspace(1, 11, 11) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = squared_coords(x_mat, y_mat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.040670Z", - "iopub.status.busy": "2023-08-09T15:43:40.040516Z", - "iopub.status.idle": "2023-08-09T15:43:40.043310Z", - "shell.execute_reply": "2023-08-09T15:43:40.042828Z" - } - }, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 11),\n", - " np.linspace(0, 10, 11),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.045082Z", - "iopub.status.busy": "2023-08-09T15:43:40.044606Z", - "iopub.status.idle": "2023-08-09T15:43:40.137749Z", - "shell.execute_reply": "2023-08-09T15:43:40.137125Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.139644Z", - "iopub.status.busy": "2023-08-09T15:43:40.139360Z", - "iopub.status.idle": "2023-08-09T15:43:41.228830Z", - "shell.execute_reply": "2023-08-09T15:43:41.228298Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", - "z_fast_interp = fast_interp(x_new, y_new)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_fast_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:41.230752Z", - "iopub.status.busy": "2023-08-09T15:43:41.230473Z", - "iopub.status.idle": "2023-08-09T15:43:45.548090Z", - "shell.execute_reply": "2023-08-09T15:43:45.547534Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "52.5 µs ± 1.27 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:45.549889Z", - "iopub.status.busy": "2023-08-09T15:43:45.549640Z", - "iopub.status.idle": "2023-08-09T15:43:51.718474Z", - "shell.execute_reply": "2023-08-09T15:43:51.717940Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7.55 µs ± 271 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_fast_interp = fast_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.720509Z", - "iopub.status.busy": "2023-08-09T15:43:51.720076Z", - "iopub.status.idle": "2023-08-09T15:43:51.799362Z", - "shell.execute_reply": "2023-08-09T15:43:51.798784Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", - "z_mult_interp = mult_interp(x_new, y_new)\n", - "\n", - "# Plot\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_mult_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.801148Z", - "iopub.status.busy": "2023-08-09T15:43:51.800887Z", - "iopub.status.idle": "2023-08-09T15:44:06.958097Z", - "shell.execute_reply": "2023-08-09T15:44:06.957421Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "18.5 µs ± 181 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_mult_interp = mult_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:06.960397Z", - "iopub.status.busy": "2023-08-09T15:44:06.959957Z", - "iopub.status.idle": "2023-08-09T15:44:07.589361Z", - "shell.execute_reply": "2023-08-09T15:44:07.588771Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.591118Z", - "iopub.status.busy": "2023-08-09T15:44:07.590954Z", - "iopub.status.idle": "2023-08-09T15:44:07.595200Z", - "shell.execute_reply": "2023-08-09T15:44:07.594626Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.597018Z", - "iopub.status.busy": "2023-08-09T15:44:07.596756Z", - "iopub.status.idle": "2023-08-09T15:44:07.600136Z", - "shell.execute_reply": "2023-08-09T15:44:07.599591Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "n = 35\n", - "grid_max = 1000\n", - "grid = np.linspace(10, grid_max, n, dtype=int)\n", - "fast = np.empty((n, n))\n", - "scipy = np.empty_like(fast)\n", - "numba = np.empty_like(fast)\n", - "cupy = np.empty_like(fast)\n", - "jax = np.empty_like(fast)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "We will use the following function to time the execution of the interpolation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.602053Z", - "iopub.status.busy": "2023-08-09T15:44:07.601688Z", - "iopub.status.idle": "2023-08-09T15:44:07.604892Z", - "shell.execute_reply": "2023-08-09T15:44:07.604230Z" - } - }, - "outputs": [], - "source": [ - "def timeit(grids, values, args, backend, min=1e-6):\n", - " start = time()\n", - " multinterp(grids, values, args, backend=backend)\n", - " return np.maximum(time() - start, min)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.607206Z", - "iopub.status.busy": "2023-08-09T15:44:07.606782Z", - "iopub.status.idle": "2023-08-09T15:52:10.346645Z", - "shell.execute_reply": "2023-08-09T15:52:10.345963Z" - } - }, - "outputs": [], - "source": [ - "for i, j in product(range(n), repeat=2):\n", - " data_grid = np.linspace(0, 10, grid[i])\n", - " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", - " z_cross = squared_coords(x_cross, y_cross)\n", - "\n", - " approx_grid = np.linspace(0, 10, grid[j])\n", - " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", - "\n", - " start = time()\n", - " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", - " fast_interp(x_approx, y_approx)\n", - " time_norm = np.maximum(time() - start, 1e-6)\n", - " fast[i, j] = time_norm\n", - "\n", - " scipy[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"scipy\")\n", - " / time_norm\n", - " )\n", - "\n", - " numba[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"numba\")\n", - " / time_norm\n", - " )\n", - "\n", - " cupy[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"cupy\")\n", - " / time_norm\n", - " )\n", - "\n", - " jax[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"jax\")\n", - " / time_norm\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:10.349570Z", - "iopub.status.busy": "2023-08-09T15:52:10.349181Z", - "iopub.status.idle": "2023-08-09T15:52:10.698491Z", - "shell.execute_reply": "2023-08-09T15:52:10.697671Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Approximation grid size (squared)')" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 4, sharey=True)\n", - "\n", - "\n", - "ax[0].imshow(\n", - " scipy,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[0].set_title(\"scipy\")\n", - "\n", - "\n", - "ax[1].imshow(\n", - " numba,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[1].set_title(\"numba\")\n", - "\n", - "ax[2].imshow(\n", - " cupy,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[2].set_title(\"cupy\")\n", - "\n", - "cbar = ax[3].imshow(\n", - " jax,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[3].set_title(\"jax\")\n", - "\n", - "\n", - "cbar = fig.colorbar(\n", - " cbar,\n", - " ax=ax,\n", - " label=\"Relative Speed (faster - slower)\",\n", - " location=\"bottom\",\n", - ")\n", - "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", - "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", - "ax[0].set_ylabel(\"Data grid size (squared)\")\n", - "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", - "\n", - "# uncomment to save figure\n", - "# fig.savefig(platform.system() + \".pdf\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", - "\n", - "[Windows]\n", - "\n", - "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", - "\n", - "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", - "\n", - "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", - "\n", - "[Linux]\n", - "\n", - "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", - "\n", - "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multivariate Interpolation on a Regular Grid\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:37.689978Z", + "iopub.status.busy": "2023-08-09T15:43:37.689565Z", + "iopub.status.idle": "2023-08-09T15:43:40.009268Z", + "shell.execute_reply": "2023-08-09T15:43:40.008661Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "from itertools import product\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from HARK.interpolation import LinearFast\n", + "from matplotlib import colors\n", + "from scipy.interpolate import RegularGridInterpolator\n", + "\n", + "from multinterp.backend import multinterp\n", + "from multinterp.regular import MultivariateInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we are trying to approximate the following function at a set of points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.032035Z", + "iopub.status.busy": "2023-08-09T15:43:40.031523Z", + "iopub.status.idle": "2023-08-09T15:43:40.034404Z", + "shell.execute_reply": "2023-08-09T15:43:40.033897Z" + } + }, + "outputs": [], + "source": [ + "def squared_coords(x, y):\n", + " return x**2 + y**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.036113Z", + "iopub.status.busy": "2023-08-09T15:43:40.035885Z", + "iopub.status.idle": "2023-08-09T15:43:40.039119Z", + "shell.execute_reply": "2023-08-09T15:43:40.038609Z" + } + }, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 11) - 1\n", + "y_grid = np.geomspace(1, 11, 11) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = squared_coords(x_mat, y_mat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.040670Z", + "iopub.status.busy": "2023-08-09T15:43:40.040516Z", + "iopub.status.idle": "2023-08-09T15:43:40.043310Z", + "shell.execute_reply": "2023-08-09T15:43:40.042828Z" + } + }, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 11),\n", + " np.linspace(0, 10, 11),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.045082Z", + "iopub.status.busy": "2023-08-09T15:43:40.044606Z", + "iopub.status.idle": "2023-08-09T15:43:40.137749Z", + "shell.execute_reply": "2023-08-09T15:43:40.137125Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.139644Z", + "iopub.status.busy": "2023-08-09T15:43:40.139360Z", + "iopub.status.idle": "2023-08-09T15:43:41.228830Z", + "shell.execute_reply": "2023-08-09T15:43:41.228298Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", + "z_fast_interp = fast_interp(x_new, y_new)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_fast_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:41.230752Z", + "iopub.status.busy": "2023-08-09T15:43:41.230473Z", + "iopub.status.idle": "2023-08-09T15:43:45.548090Z", + "shell.execute_reply": "2023-08-09T15:43:45.547534Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "52.5 µs ± 1.27 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:45.549889Z", + "iopub.status.busy": "2023-08-09T15:43:45.549640Z", + "iopub.status.idle": "2023-08-09T15:43:51.718474Z", + "shell.execute_reply": "2023-08-09T15:43:51.717940Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7.55 µs ± 271 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_fast_interp = fast_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.720509Z", + "iopub.status.busy": "2023-08-09T15:43:51.720076Z", + "iopub.status.idle": "2023-08-09T15:43:51.799362Z", + "shell.execute_reply": "2023-08-09T15:43:51.798784Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", + "z_mult_interp = mult_interp(x_new, y_new)\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_mult_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.801148Z", + "iopub.status.busy": "2023-08-09T15:43:51.800887Z", + "iopub.status.idle": "2023-08-09T15:44:06.958097Z", + "shell.execute_reply": "2023-08-09T15:44:06.957421Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "18.5 µs ± 181 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_mult_interp = mult_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:06.960397Z", + "iopub.status.busy": "2023-08-09T15:44:06.959957Z", + "iopub.status.idle": "2023-08-09T15:44:07.589361Z", + "shell.execute_reply": "2023-08-09T15:44:07.588771Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.591118Z", + "iopub.status.busy": "2023-08-09T15:44:07.590954Z", + "iopub.status.idle": "2023-08-09T15:44:07.595200Z", + "shell.execute_reply": "2023-08-09T15:44:07.594626Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.597018Z", + "iopub.status.busy": "2023-08-09T15:44:07.596756Z", + "iopub.status.idle": "2023-08-09T15:44:07.600136Z", + "shell.execute_reply": "2023-08-09T15:44:07.599591Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "n = 35\n", + "grid_max = 1000\n", + "grid = np.linspace(10, grid_max, n, dtype=int)\n", + "fast = np.empty((n, n))\n", + "scipy = np.empty_like(fast)\n", + "numba = np.empty_like(fast)\n", + "cupy = np.empty_like(fast)\n", + "jax = np.empty_like(fast)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "We will use the following function to time the execution of the interpolation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.602053Z", + "iopub.status.busy": "2023-08-09T15:44:07.601688Z", + "iopub.status.idle": "2023-08-09T15:44:07.604892Z", + "shell.execute_reply": "2023-08-09T15:44:07.604230Z" + } + }, + "outputs": [], + "source": [ + "def timeit(grids, values, args, backend, min=1e-6):\n", + " start = time()\n", + " multinterp(grids, values, args, backend=backend)\n", + " return np.maximum(time() - start, min)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.607206Z", + "iopub.status.busy": "2023-08-09T15:44:07.606782Z", + "iopub.status.idle": "2023-08-09T15:52:10.346645Z", + "shell.execute_reply": "2023-08-09T15:52:10.345963Z" + } + }, + "outputs": [], + "source": [ + "for i, j in product(range(n), repeat=2):\n", + " data_grid = np.linspace(0, 10, grid[i])\n", + " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", + " z_cross = squared_coords(x_cross, y_cross)\n", + "\n", + " approx_grid = np.linspace(0, 10, grid[j])\n", + " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", + "\n", + " start = time()\n", + " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", + " fast_interp(x_approx, y_approx)\n", + " time_norm = np.maximum(time() - start, 1e-6)\n", + " fast[i, j] = time_norm\n", + "\n", + " scipy[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"scipy\")\n", + " / time_norm\n", + " )\n", + "\n", + " numba[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"numba\")\n", + " / time_norm\n", + " )\n", + "\n", + " cupy[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"cupy\")\n", + " / time_norm\n", + " )\n", + "\n", + " jax[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"jax\")\n", + " / time_norm\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:10.349570Z", + "iopub.status.busy": "2023-08-09T15:52:10.349181Z", + "iopub.status.idle": "2023-08-09T15:52:10.698491Z", + "shell.execute_reply": "2023-08-09T15:52:10.697671Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Approximation grid size (squared)')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 4, sharey=True)\n", + "\n", + "\n", + "ax[0].imshow(\n", + " scipy,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[0].set_title(\"scipy\")\n", + "\n", + "\n", + "ax[1].imshow(\n", + " numba,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[1].set_title(\"numba\")\n", + "\n", + "ax[2].imshow(\n", + " cupy,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[2].set_title(\"cupy\")\n", + "\n", + "cbar = ax[3].imshow(\n", + " jax,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[3].set_title(\"jax\")\n", + "\n", + "\n", + "cbar = fig.colorbar(\n", + " cbar,\n", + " ax=ax,\n", + " label=\"Relative Speed (faster - slower)\",\n", + " location=\"bottom\",\n", + ")\n", + "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", + "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", + "ax[0].set_ylabel(\"Data grid size (squared)\")\n", + "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", + "\n", + "# uncomment to save figure\n", + "# fig.savefig(platform.system() + \".pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", + "\n", + "[Windows]\n", + "\n", + "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", + "\n", + "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", + "\n", + "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", + "\n", + "[Linux]\n", + "\n", + "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", + "\n", + "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/00_Rectilinear/Multivalued_Interpolation.ipynb b/examples/00_Rectilinear/Multivalued_Interpolation.ipynb index 031ff9d..f7cd57d 100644 --- a/examples/00_Rectilinear/Multivalued_Interpolation.ipynb +++ b/examples/00_Rectilinear/Multivalued_Interpolation.ipynb @@ -1,149 +1,149 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.rectilinear._multi import MultivaluedInterp" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def squared_coords(x, y):\n", - " return x**2 + y**2\n", - "\n", - "\n", - "def trig_func(x, y):\n", - " return y * np.sin(x) + x * np.cos(y)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 1000) - 1\n", - "y_grid = np.geomspace(1, 11, 1000) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = np.asarray([squared_coords(x_mat, y_mat), trig_func(x_mat, y_mat)])" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 1000),\n", - " np.linspace(0, 10, 1000),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivaluedInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_mult_interp = mult_interp(x_new, y_new).get()\n", - "z_true = np.asarray([squared_coords(x_new, y_new), trig_func(x_new, y_new)])\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_mult_interp[0])\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, z_true[0])\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Lcs7XvvY1HA4Hr3jFKzh16lSmR+CBAwe4dOkShw4d4q/+6q948YtfzBve8Ab+67/+a8WRya997Wskk0l+93d/lz/7sz/j5MmTPP7443g8nsxn3vve9/LVr36VlpYWfvM3f5M//dM/5eDBg5w9e5bdu3cvuu2SkhL+93//F4fDwatf/Wpe//rXU1BQwHe/+92bPvuqV72KN77xjXzxi1/k9OnTnDp1ipGRESA9o/wP//APPPHEE/zu7/4uL33pS/ngBz9IJBKZU0zjIx/5CJ/4xCf42c9+xite8Qq+8IUv8KUvfYm9e/eu6JwsRmFhIY888ggul4tXv/rVvOUtb+HQoUO8//3vX/U2a2pqeO6553jZy17GJz/5SX7913+dt73tbQQCgcx34HA4+PrXv8709DQvfvGLOXXqFF/5ylcW3eY//dM/8clPfpKHHnqIl73sZbz//e/nxS9+MWfPnl1R9oBAIBAItgfvec97eM973sM3v/lNXv7yl/Pf//3ffO9738Ptds/5XFVVFRcuXODFL34xf/M3f8Ov//qv8wd/8Ad8/etf59ixYxQXF69pHEajkR//+Mfs27ePt7zlLbzmNa/BarXyD//wD6vepsvl4qmnnuINb3gDX/nKV3jpS1+aacmYHVhe7JlrIVb7XCQQ3O5ImqZpGz0IgWC5fPOb3+R1r3sd58+fz1lxC4FAIBAIBAKBQLA9ETPEAoFAIBAIBAKBQCDYlghDLBAIBAKBQCAQCASCbYlImRYIBAKBQCAQCAQCwbZEzBALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlpo0egECQC1RVJR6Po2kaZrMZo9GIwWBAkqSNHppAIBAIBIIcoGkayWSSVCqV0Xqj0Si0XiAQrAlJ0zRtowchEKwWTdNQFIVUKkUymURRFAAMBgMGgwGTyYTJZBIGWSAQCASCLYyu9breGwzpJMf5Wi8MskAgWCnCEAu2LJqmkUqlMiZYlmX0n7OmaaiqmvmsJEnCIAsEAoFAsMXQNA1ZlpFlGUhnhMmyjCRJaJo2R+91rddnj00mk9B6gUCwJMIQC7YkeqRY07SM0M3/b51swdTflyQpI5a6QdZfFwgEAoFAsPGoqkoqlcoYXoPBkDHH+gyxjq71ixlkEQwXCASLIQyxYEsxP1Ksm1h9tlhV1ZtEcqFtZBvkwcFBiouLKS4uFgZZIBAIBIINRtfobF3X9VgPiC9X6/VtTU9PI8syNTU1IltMIBDMQRTVEmwZFooUrwbd6Op/7/V6cTgcyLJMKpWaM4OcXbRjtfsTCAQCgUCwPOYvh1qtYc0OahuNRqLRKPF4nKqqKuLxeOYz87PFhEEWCLYfwhALNj23ihTnAn1bJpMpsz99JjqVSgELF+0QBlkgEAgEgtyha72iKHnTel3Ds2ePE4kE8XhcFOQUCLYpwhALNjV6pPjatWvIssz+/fvzLkzzZ5B10dQrW4IwyAKBQCAQ5Aq9Y8T4+DidnZ3cc889i2q9rslrZf6yKH27iqKgKAqJREIU5BQItgnCEAs2LdmRYl2o8iFC+hrkW70/3yDrY0smk5n3hUEWCAQCgWBlzE+RVhRl02i9bpD1qtaiIKdAcHsiDLFg05EtQHqKtMFgyElEOBfogqiTbZD1FOv5BtlkMgnBFAgEAoEgC71A1mbV+oUM8kL1RoRBFgi2NsIQCzYVixXTWCqyuxbWuu1bGWR9BtlgMNxUpEsIpkAgEAi2I/M7RmwVrV+uQRYFOQWCrYUwxIJNw/xIcbZhXE6q02ZBGGSBQCAQCBZmfseI7BnVfOpgrre9lEEGUW9EINgqCEMs2HAWixRns5zI7mrFLp8RaX37ukHW97OQQZ4vmsIgCwQCgeB2ITs4rNcEWUjrdaOcrzHkC1GQUyDYughDLNhQbhUpzibfaVTrRXbbB5hrkJPJ5KJVLYVBFggEAsFWZf5yqFtpfb5Ybw0VBTkFgq2DMMSCDWGlvYXzPYu7UUU8bmWQE4kEk5OTBINBduzYIQyyQCAQCLYcK+ktvJwZ4rVo30YW7LrVcqpYLEZ3dzd79+7FbDaLgpwCwTojDLFg3VmscNatuF1miJci2yAbjUYSiQQ+n4/6+noSicSctCt9/bHJZBJ9EQUCgUCwqVioY8RytD5fbDaNzDbIeg/mvXv3inojAsEGIAyxYF1ZSaQ4m3yuIYaNjRovhS6aRqMxsyZJ0zTi8Xjmfd0g61FlYZAFAoFAsFGsJvANW3sNcS7INryLFeQU2WICQe4RhliwLqwmUpzNdpkhXorsdVfCIAsEAoFgs6HXxFit1ufiM7n8u41isYKcot6IQJB7hCEW5J3VRoqzWY4hXoth3uxR48VYrkHWU6uFQRYIBAJBPsjuGKFp2pq0Xq9CnY8xbkVEQU6BIL8IQyzIK7fqLbwSxAzx8ljMIKuqmjHIBoPhJtEUBlkgEAgEq0VVVWRZXlPgG5avx6vd9mY1xCsd11IFOW/V5klovUBwM8IQC/JCLiLF2dyuVabzzWIGWVEUFEUhHo8LgywQCASCVbGc3sIrIXv97HbUoLWmgy9Ub0QU5BQIlkYYYkHOyVWkeD75nCG+XQ3xfBbqi5htkPW0K10ss9s+CNEUCAQCgU524BsW7y28ErINca7ZjloPot6IQLAchCEW5IxcR4qzMRgM20bI1pPFDLIsy6RSqcz789cgC4MsEAgE25fsjhHZGrJW8mmItzPCIAsEt0YYYkFOyEekeKF95IPNHjVeTzFaiUHO7ouYq4chgUAgEGxe1toxYinEDPH6IApyCgRzEYZYsGZUVWV8fJxkMklFRUVebpbLmSEWN+ncs5RBjsfjBAIB6urq5hTtEAZZIBAIbi80TSMYDDI2NkZ9fX1ezJGYId4YlirIqWkaw8PD1NbWYrPZhEEW3HYIQyxYNdmR4qmpKRKJBJWVlXndXz4QUePlM98gBwIBhoaGqKysvGVVS2GQBQKBYOuit/eJRCL09vbS0NCQl/2IGeLNwXyDrCgKvb29lJeXI0nSom2ehEEWbFWEIRasivm9hfWIYr4QQrZ50QURZmeQU6kUyWQyI6rCIAsEAsHWQw9867VB1kPr9f3ma9uClaOfO319sSjIKbjdEIZYsGL0SHH2+iGDwYCqqnnb53IM8WbscbxWNuu4dOaPb6EUa734SiqVynwm2yDroikQCASCzcP8wLfeom+rGuJ8bnetbNZx6SxH60VBTsFWRhhiwbKZHynOTo3Jt6lc6gaaTCZpa2sjmUzi8XgoLi7G5XItayZS3JxXz1K9InVBzP68bpD1GWSDwbCgaAoEAoFgY9C1fn7hrHwHv+HWzxOqqnLjxg0mJydxu90UFxfjdrszWUpLbVewOvTvY7FzKApyCrY6whALlsVCkeLsG6MkSXmfIV5s+16vl5aWFtxuN2VlZfj9fgYHB1FVNSOYxcXFFBQULHoz3+zR2c3MSh4yVmKQs0VTPMgIBAJB/pnfMWIhrc+3Xi62j3g8TktLC8lkktraWkKhEF1dXcTjcVwuF8XFxXg8HgoLC+foTDZC69fGcrV4uQZZLKcSbBaEIRYsSfas8GLpLuuVRpWNpmn09PTQ09PD3r17qa6uJpVKUVdXh6ZphMNhfD4fPp+P3t5eDAZDxhwXFxdjt9tF+s4aWet3nm2Q9W0tZJDni6b4zgQCgSC36PdePfi8kDnJd/Bb38d8bZmcnKS1tZXy8nKOHz+OqqrU1NQAEIvFMlrf3t6OLMsUFRVltF7PFhO6sXpyofULGWRd60EU5BRsLMIQCxZlJb2F1yNlOnv7iUSC1tZWYrEYd911F4WFhZlx6p93uVy4XC7q6+tRVZVQKITX62V8fJzr169jsVgoLi4mkUhgs9nyNva1splFfKmU6ZWQXdFS3zbMrllfrKqlMMgCgUCwerIzdZbqLZxtaPJ1383We1VV6erqYmBggAMHDlBTU5PRBB273Y7dbqe6uhpN04hGoxmDPDAwgKZpFBcXYzabURQlr2NfC5txTDpLpUyvlKUMsphBFqw3whALFmQ5keJs1rOolp4iXVxczPHjx5e1dshgMFBUVERRURGNjY0oikIgEMDn8+H1evH5fAQCgTkzyGazOW/Hc7uQ74ciEAZZIBAI8sVSy6Hmk130Kt+GOBaL0dLSgizLnD59moKCgmX9rdPpxOl0UltbOydbbHx8nFgsxlNPPbVgtphgcXJtiOcjCnIKNhphiAVzWEmkOJv1mCHWi2n09vayd+9e6urqVn0zNBqNeDwePB4PqqqiKAqlpaV4vV56e3tpa2ujoKAgI5jLLdqx3VjPSPtCBln/l0gk5qRdZa8/FgZZIBAIbkbXekVRlq31umHRnw/ygSRJeL1euru7KS8v58CBA4uuCV7OtvRsMafTyfXr19m/f3/GIGdni+kFOa1Wa46P6PZhPfVeFOQUrCfiCV+QYaWR4mzyva5IH9fIyEgmRTpX6DfW0tJSSktLgXTVaj3lSi/aUVhYmDHItyraIVgfslP49d6Y+r94PJ75jKqqGI1GHA5HJuVKiKZAINiu6B0jZFleUeAb8t8WSQ9QX79+nUOHDlFdXZ2zbeua4Xa7cbvdmWwxv9+Pz+djcHCQq1ev4nA4RLbYPDa6GNlyDDKka964XC4RDBesGGGIBcDqIsXZ5LOo1vT0NM3NzQCcOXMmLzO188dusVioqKigoqICmFu0Y2RkZE7RDo/HQ0FBwbZc27KZ1mItZpAHBgaIRqPs3bs3E/wwm82ZiLIwyAKBYLuwlsC3/nkgLwFwPUVaVVUOHz6cUzOsM1/rjUYjJSUllJSUAOngu26Q9WwxvYJ1cXExRUVF2zJbLN8p0ytloYKcfr+ftrY27r77brGcSrBitt9VLZjDWiLF2eQjZVrTNLq7u+nt7aWxsZHu7u68CNFyjne5RTv0f06nc1vceDeTIZ7PfINsMpkWnEGen3IlDLJAILgdWay38ErI1wzxxMQEV65coaKigng8npdCl8t5TjGbzZSVlVFWVgakC3jqWn/t2jUSicScbLGioqJtEQzf7Fqv/69ugkHUGxGsDGGItzFrjRRnk+uiWolEgpaWFhKJBHfffTdGo5Hu7u5b/s1abmwrEfdbFe2Ynp6mu7sbo9GYEUyPx4PNZlvV+DY6TWk5bHZByW4XttAMsqqqGYNsMBhuEk1hkAUCwVZmqd7CK0H/u1zpvaqqXL9+ncHBQQ4ePEh1dTVPPPHEptE+q9VKZWUllZWVwOLZYvr6Y5fLJbR+g5jfGlQU5BSsBGGItym5iBRnk8sZ4unpaVpaWigtLeXEiROYTCZisVjGwOT6hrXWsS/U4ikYDM4p2mG1WufMIN8uRTu2gohrmrZoP82FDLKiKCiKQjweFwZZIBBsaeZ3jLhV+8TlkqslUrFYjObmZlRV5cyZMzidzswY86Etudju/GyxSCSSMcj9/f0AuN3u2y5bbKtrPaysIKfJZBJav80QhnibkctIcTa5KKqlaRo3btygr6+P/fv3U1NTMycVZqtgMBiWXbTD4/Hgdru3bNGOzZxGpaOq6rIrpS/UF1E3yNlR5WzRzMUDpkAgEOSS7KJD82fO1koujOX4+DhtbW1UVlayb9++OQWT8mmIc729goICCgoKqKurQ9M0QqHQnGwxk8l0U4unrcjtqPVw64Kcot7I9kIY4m1EPiLFOmuNGMfjcVpbWzMp0i6Xa877y+l9uJYUsHxGP29VtKOnp4dIJDKnaIfb7d4yFay3gkhqmraq83krgyzLcub9hdo+bPZzIhAIbl/mL4fK9T1pLUukVFXl2rVrDA8Pc/DgQaqqqm76zHI0Wf/MSo8r3+0hCwsLKSwsZMeOHaiqSiAQwOfzMTo6yrVr17ZstthW0frVrOcWBlkAwhBvC1bbW3glrMVUTk1N0draOidFeqHtw9ZI21mKlRTt0GfyNytbQSSXGzVeisUMsizLpFKpOQY5uw/ydii4IhAINgdr7RixHFar99FoNFNF+vTp05kU6dVsfzXas95aZTAYMsYXQJbljEHWs8WcTifFxcU4HI51Hdtq2G5aD7c2yKIg5+2FMMS3OXrBp7GxMWpra/N2wa4mYqyqKjdu3KC/v5/9+/dTW1u76GeXa4g3S4XslXCroh1TU1MoikJzc3NGWFdbtGO7ki/TLgyyQCDYLOjZKz09PZSXl6+6kONyWM0SqfHxca5cuUJ1dTV79+69ZdZOPjV5I7XeZDLdlC02v1vF+fPnN2W22FaYjFjtDPFSiIKc2wNhiG9j9EhxOBzmxo0b1NfX521fKxWweDxOS0sLqVRqwRTphbYPW+OmvFayi3YMDg4yOTlJSUnJTUU79KqWDodjw266W2WGeD1M6FIGGViwqqUwyAKBYC1kp0h3dXXhdrvzulZ1JUuklpMivRBbYQ3xWjGbzZSXl1NeXk40GuXZZ5+lrq4On89HZ2cnyWSSoqKijEEuLCzcML3YKlq/HmMUBTlvT4Qhvg2Z31vYZDLltCXSQqwkYjw5OUlrayvl5eXs379/Wb2F82mIN3qG+FZIkoTJZKKuru6moh1TU1PcuHFjQ4t2bAWR3KgxLmaQU6kUyWQy874wyAKBYLXorWT0wJ/+gJ5PlquZ0WiU5uZmgFumSM8nV1WsF2Kzaj2kz6ueLaZp2pxssaGhIVRVzRhkj8dDQUHBumqb0PqFEQU5bw+EIb7NWKi3cK57BC9E9o1gsQtcVVW6uroYGBjgwIED1NTULHv7+TbEW4WVFu3weDxYLJaNHvaGkq80qpWykGjqWRypVIru7m7q6upwOp0Zg6yLpkAgEGST3TFCv8fp95j1MMRLPVOMjY3R1tZGdXU1+/btW/E9WGi9hMPhwOFwUFNTc1OLp76+PiRJmhMMz2e22GYOJOhsZq3PnqgaGxvDbrdTWloqCnJuIoQhvo1YrLewbojzGT1bqgp0dor06dOnKSgoWPX288FWuNkvxEqKduhrknLZ4mkrzBCvVxrVStHXF+uMjo5SXV296AxytmgKBILti6qqyLI8J/A9X+/zya1mcFVVpbOzk5GREQ4dOpSpjZGr7cPajO1W1XpJmtviSVXVTLbY5ORk3rPFhNavnvkG2efziXojmxBhiG8DFosU6yxn9nat6PtYaL2mniJdUVHB/v37V90CB0TUeCluVbSju7ubaDSKy+XKrD8uKipaU9GOrSCSW2WMqqpmWjpkv5ZtkPWUyGzR3OzHJhAIcsNyeguvhyFebIY4O0X6zJkza6qcnK8CmrcLBoOBoqIiioqKaGhoQFEUgsEgPp+PkZERrl27hs1mm2OQ15IttlV0dCuYSH0pY7bWC4O88QhDvMW5VaRY51ZmNVcsZFizU6QPHjxIdXX1mvex3WaI1zqu7KIdMLfFU0dHx5qLdmwFkVyvolprQf+es8c5fwZ5MYM8fw3yZv8+BALByskOfMPivYXXyxDP1yY9Rbqmpoa9e/eu6Z67HdcQr3VcRqMxo+M7d+5ElmX8fn+mGGd7e3smW8zj8eB2u5dVvyV7fJtdWzbrDPF89JZoOqIg5+ZAGOItynIixTrZF1m+yDbdkG4d1NLSgizLq0qRXoh8GeKtcAPNFdktnhYr2uF2uzPCupyiHZv9/G0FIc8OaC1GtkHWrwO9oE520Q5hkAWC24vs3sLZD84Lsd4p04qi0NnZyejoKIcPH6aioiIn+xBavzZMJhOlpaWUlpYCkEwmMwa5q6uLeDyOy+XKaP1yssU2+/nbCloPSwfpRUHOjUEY4i3IciPFOvPNaj7IniGemJjgypUra0qRXmwf2y1qnE+WKtrR29u7ZNGOrSBAWyGNSr82lzvO7JYPIAyyQHA7Mr9jxHLatqyk48Nq0fcRiURobm7GYDCsOUU6m+04Q5xvLBbLnGyxeDy+aLaYx+PB5XLN0aOtcN62gtbDyrPWlirIqX8mW+tFQc6VIwzxFmMlkWId/aJYD0N848YNRkdHc5IivdA+RNQ4fyy3aIe+/ri4uHhLCNBWSKPSr83VjnMhg6z/SyQSJJNJYOG0q81+bgSC7chCHSOWc62u1wyx3++no6OD2traNadIL4TQ+vxis9moqqqiqqpqTraY1+tdMFtsq+joZh8jrH0Z13KWU4mCnCtHGOItwmoixTr6xZFPkYzFYkC6et6ZM2eW3W9wJWzXGeKNuondqmjH8PAwnZ2dGAwG7HY74+Pjay7akS+2wiz2Sq/ppcjOGtH7kmYb5MX6IuZyDAKBYHXM7y28kmsyn7OrkE6RDofDeL1ejh49mrMU6WyE1q//fudni4XD4TnZYvrnhoeHMxWsN5tWbIUAPeS+rsly642Igpy3RhjiLcBqI8XZ5DNqrKdIS5LE0aNH82KGIb8zxGvdbt/QCE88c4nxaS+K0cruHTW84M6jeIpcORrlxrNQ0Y62tjZSqVSmaEdBQcGcFk8rKdqRL7ZCUa18j/FWBjkej2c+oxtkPaIsDLJAsH7ogW+9Nshm03o9RVpRFBobG/NihiH/2WBrCZIGQmEeO3uejhu9mOwuyoqLuPeOQ+yqz21G3EYiSRIulwuXy0V9fT2qqjIwMMDQ0BDj4+Ncv34di8UyZzmVzWbb6GFvieA3rI/ei4KcK2fjn1YFt2QtkeJs8iGSqqpy/fp1hoaGOHjwIFevXs3p9ueTz6jxaum40ctH//6f+cXTzwFw9+kzXLjaDYDZZORVL38h73ztb1NatPaiYpsNk8mE1WqlsLCQnTt3zinacePGDWKx2IqLduSDrSCS623al2uQ9ZljYZAFgvySi8C3/nf5MMQjIyO0t7dTV1dHLBbLa7BzMy6P8vqDfOGb/8HXv/sD4okkJ08co7l7NPP+PccP8qG3vZaDjTW5GOqmQs8Es9lsnDhxAkVRCAQCc7LFbDZbZjmV2+3ekGyx7ZIyvVJEQc7lIQzxJiUXkeJsci2S0WiUlpYWNE3j9OnTOJ1OOjo68mpYN9MMsaZp/OO//BePPv0sT19oBuDgvr0ZMwyQkhVuTET59fd8kb/701dy35FduRz2piDbbC5VtCOVSlFYWJgRzflFO/I5xu0+Q7wUixlkVVWFQRYI8oyu9blYOpFrrVcUhY6ODsbHxzl69Cjl5eW0tLTkvSZJPp8lVhokffK5y3z+G//BE89eBKCgwMHgdGTOZwJxmd/8q6/yjv/3K7z1N+697e6L2efMaDTi8XjweDwAmRZPXq+X3t5eIpHIhmSLbQWth43Ve1GQc3GEId6E5CpSnE0u1xWNj49z5coVqqur2bt3b+bCyvc65aVEcnR0lLGxMdxuNx6P56aKyLlClhXe8dG/o+XqNbp6+zEaDbgKCohLcyOidTVVtPRNklJUXv+pb/PxN72C/3f/8ZyPZyO51YPFrYp2DA4OrqrF02rYClFjVVU3ZPZ8MW5lkNva2igoKKC6uvom0RQGWSBYPvM7RuRK63Olw+FwmObmZkwmE2fOnMFut2f2sZHB71AoRFdXF06nE4/HQ2Fh4YoKjK6E7/zwpzz4d1/BZk0/LrsKnBw+cpTn2meD3yajkYS5EEX187ff/QW9Y9N88o9egXELmLPlciutX6jFkx4Mn9/iSf++8qF3W0HrdS3dLHp/q4Kcg4OD+P3+TNG8290gC0O8ycieFV6qndJKyIVIqqrKtWvXGB4e5tChQ1RWVs55P99R3cW2r6oqnZ2djIyMUFNTw/T0NN3d3XMqIns8HqxW64q2uxCyLPO2D/0tj/zyHKeO7EdRZHoGhjl46DAXO/vZ21iP2+XgcscNSmoamRiYBEBRNf7yKz/EbDTwm/cdXf1J2KIsp2iHwWCYsyYpV0U7RMr02sm+F2VXsVQUBUVRFi3Slct7mEBwO6Gv6Vtpy7WlyFVgWk+Rrq+vZ/fu3XPGt5HB7+HhYa5evUplZSXRaJTh4eFMcFXXe6fTecv7znL1/t9+8DDv+evP84K7jzPp9REMhdlRv4PzHX3UVpVTW17CjYFh9u47yIXeqczf/fcvm5GAT735N7bl/c9isVBRUZFZY64Hw30+H+3t7ciynGnxlMtssa0wQ5zr6z3XZGu2qqooipIJgC1UkPN2CoYLQ7xJWGlv4ZWyVkMcjUZpbm4GWLTf4EZEjbPHdfr06cyFqaoqgUAAr9ebWeNit9vntAxaTQrPZ7/67wyMjHP8wG5++cwFAPbs3sWFzj5UVeN6/zAA952+k7BqnvO3mgbf+tl5qspLuGtv7bL2t9nWTM9ntWZzoaIdoVAIr9e7YNGOWwU0ljPGzSo+OpvdEGejKErmOsvui5hdCV+/f81PsRYGWbDdyS5wk+vq8rB2HV4oRTrX+1iKhbQ+e1zHjh2jqKgo85lIJILX68Xr9WaC4bpuZBd8Wsl5/sXT5/nnf/8B9915LFMjxOGwE0iltzE8Ps3w+DSNdTWYHC5gas7f//xCJzvrqnjLS+9a1v5uV60HsNvt2O12qqur0TSNaDSaMcgDAwNomjYnGL5UQCMfY1wvNrshziZb6+H2L8gpDPEmIF+R4mzWEtEdGxujra2N6upq9u3bt+j41jtqrFe3rqqqYt++fQBz+q3qN1eAVCqVWePS3d2dKfikr4FZzrj/83//j7MXW0gk4lxo6QLAZrOSMtpR1Wjmc8XuIq5NJghEA9x5oJHnrqZbFpiMBnxJ+LMvP8SPPvgqKtxbv9BWrgQou8VTY2PjgkU77Hb7HNE0m81Lb5itkUa1FQ1xNrrRnW+QZVkmlUrNMcKf//zneec730lBwdb//QsEKyEfy6HmYzAYSKVSq/rbxVKk57PeWh+NRrl8+TIGg4EzZ85gs9kyxyhJEgUFBRQUFGSCq4tpR2FhIbC0+ezs7ueb//UTvIEgk1OzRvfosRNc6Oid81l3dQPPXhvi6O56OvtGSKTSkxp7G2v5zA+eYW9dOS840piT87KR5ErrJUnC6XTidDqpra3NZIt5vd5Mdl92R4uVZIttFa2HrdET+1ZaD0sX5PzP//xPTp06xZEjR9Z97KtBGOINJN+R4mxWM0OcnYq8UIr0QvtYj6ixqqrcuHGD/v5+Dh48SHV1dWa8i2E2mykrK6OsrAyYLfik34RlWaalpSUTVZ4fobzSeYNv/NdP6O4bZN/Oeu4+cYR4IkFZVT0xWaWwoICr3f0A7DpwhNa+CQDOXx/izoONPNfey4l9DVzs9wHwnq/9lG++45UYDJv/prgU+fjNLlW0Q1/HulTRDv33uNnN5lYyxMtZ77yYQfb7/XzoQx/ibW9723oMVSDYNOhar6cgbiath9lU5IVSpOezHoZY375es6SmpiazlvFWzxnZwXC9PaA+G9nX1wfA5cuXM/pSVFQ051gj0Rh/97Xv8LMnn+H5dx4jmUyRqElRUlZORDFy4sBu2m/0kUimuPuuU1weTBvm1t5R9taW0zcySVVJIZf6pgH4i2/8nJ986Pcpd+enHeV6ko/fbHa22I4dO1BVlWAwiM/nuylbTJ/xXyxbbKtkg2Vr42ZmJVoPN9cb+eIXv8h73vMeYYgFt0aPFLe1tVFUVERNTU1eI0YrFcnlpEjPZz1EMplMcuHCBRKJBKdPn171LFN2wafx8XF6e3vxeDwZw2UwGGbTrexOPveNf0cCGmoqeeZyGwB3nDjO45evZbbZUFtNU2MDT3VPzNnX+WtD3Ht0F82D/sxr5zqH+LfHWnjNC4+tavybhfVKUVpO0Y7CwsLMg5BetGOrRGO3kiHWH+hXgi6a0Wg6k0LMDgu2C/pSgoGBAXw+HwcPHtxUWi/LMh0dHUxMTHDs2LFM0Hipfeiz3PlAD353dnYyNDS0rID8YphMpkwwXJZlnnjiCaqqqggEApn1rNnrj7/07z+k/Xo3v3L6Dh59+jwAlRVl9AVVQpEYAEUFDu48epD2idicfV0bmuRQQyUpzYAWCgLgC8f4wL/9gi/9ycs3vQ7divXSeoPBgNvtxu12Z7LF9HaOg4ODXL16FYfDsWC22FaZId5KWr/cTDydbIMciURwOrdOIEgY4g0gO1KcTCYzKYX5ZCUiqadIZ0dkl0O+i2opikJnZydlZWWcOHEiZ2X8DQYDRqORuro66urqMhFKr9fL6Ogo3/rvh+nq7sdmtdDSkU6Vrq2upmcyPGc7CUWjeTzOqf0NXLzWj6rOnouIbGB3dRmtfWOZ1z7z/bO86NhOqksKc3IcG8FGrXu6VdGOkZGRTNGOoqKiDRnfSlmNydwoFkqjWi6RSAS73b5pKmwKBPkkO0VaURRisdim0vpQKERLSwtms5l77rkns9Z2KfId/FYUhfHxcSwWS6atYy7Qz31FRUUmXTcSiWSyxf7rf3/Oz548jyLL/PKZSwCYTEY81Q10DcxqdzgaxycVUldpZHzajy88u2TKZrPhsNhgPJh57dGWXh660MVLT+3JyXFsBBul9UajkZKSEkpKSoDZ5W96Mc62trZMBWu9IO1mZqsZ4uXeE+ajX1sulyvHo8ofwhCvI9lFZ/SLInsWK58sJ51ZURSuXbvGyMgIhw8fzpiNXO5jNWiaRl9fH5FIhJqaGg4dOrToQ8VqHzayx50dofzyd37Acx092K1mVFXh4K4GFFXDWVqFhoG+0UlC0ThGg4GSul10jfo4f32Yw401dPaPkpIVju6qpXXQh9NmptJdwJg/baSjiRSf+M8n+cJbXnrLsW3miOdmKWKxWNGO6el02tq5c+dyUrQjX2w1kVyLId5s514gyAfzewuvl9Yv16wODQ3R0dHBjh072LVr14ruP/lcHjU9Pc3w8DBWqzVTKDPX6GPPXn88MhXgl5c6GByboqG6nP1N9SSTKdzlVSiSmcoSN2PTfgDuPn2aCzMp0ZXFBVRZTIx6g5QVOekcCxFN+jm2s4rmntHMPj/+3Sd43qEduOyLF4fczPfFzaL185e/JRKJTDA8FovR0dHByMhIRuvnp8RvNNtF6yGdaSpmiAU3sVgxjVz2DLwVS+0nEonQ0tKCJEnLTpGeTz6ixqlUiitXrhAMBnG5XJSUlCx5U17pjXuxzz76zEW+++OfsqOmisttVwmGIgCcvPseWm4MAWA2GthXX4m9pJKro77M317pG+dwQxVDE9MM+tOFviLxFDUeF2OBMMw8S3jDCc5dG+b03pplj3czsVlEMpvsoh1lZWU8/fTTHDt2DL/fv2DRDo/Hg81m29Dj2Coiqa8NWq1IhsPhVd1bBIKtwmK9hdcz+H2r/ciyzNWrV5mamuL48eOZZSgrIR9ar2kaPT099PT04PF4MtVqc8li9/hgKMynv/JvAFSVldDccQOAu+66i0vdszPDjVWlFBS5M2YYYMwXptxdQGlRAZXlpbQP+wG4MRagtNDJVDD93FDktPLln17m3b95d06PaT3ZbFoPYLVaqayspLKykmAwSF1dHcBN2WJ6SrzL5drQ49gu2WCQ9hVbaXmUMMTrwPxIcfbFaDQa87oWR+dWIjk6Okp7ezu1tbXs2bNn1RdrrqPGwWCQy5cvU1BQwJkzZ2hubl5y+6s1aPO3OzoxxWe/+h0i8QTh/sGMGb7n3vt4rnMg87mUouIsq2Y0ZqC+xMXAdCjz3pW+cZ5/bBdPdsxGia+PeDm1u5bz14coK3RwZdDLJ//7HN//y9++LQpsbTb077WwsJCioqJFi3ZYrdY5M8irbfG0WraKIdbvIWuZIS4oKNiUD1YCwVqZ3zEiez3dega/F9PJUChEc3MzFoslU615NeR6eVQymaS1tZVIJMJdd93F5OQkkUgkZ9ufT/bYNU3jTx78DFO+AIUOGx030lWkDx86REvv3HogScnCJG4O1tloH5ytPj3hD3P3vnquDAcyr4XjSXbUl2UMsWY0881H23jV8w5S7dk6aaQ6mz0VGdJjtNlseDyeTLaYnhLv8/no708XPnW73RuWLbZVtB7WNtZUKkUikRAp04I0i0WKs8l3cQqdhSK6+prcsbExjhw5smC/wbXuYzVomsbQ0BCdnZ3s3LmTnTt3Zh4s8nFTnv+dKIrCa979UfoGhzl5eC9efwBF09i9dz/TUZm7j+xlaHyKofFp9u7aSZdPJSmnCJkMHG2qpqV7BIB9NR6euj7JngoX18ezjPLAFGVuJzWlxbT0T9ExNM1DF7t52aldOT+2fLMZZ4iz0YtsZI9xJUU7PB4Pbrd7xYUlVjPOfO8jF2RnuKyGrVZkQyBYDtkdI/R74kZp/ULGW9M0hoeH6ejooKGhgaampjU9lOcy+O33+2lubqawsJAzZ85gNpuZmprKS/BgIa16+8f+nuea2zl+YDfhSISGuho8JSUkTAXccbCKSDRGe/cgrgIn9ooGhqZD+KMJTu2t5/y1dHC8vMhO81CAOreN7qzaIu0DkxxrqsYowaV+LwCf/8kFPvmaF+T82PLNZtd6uLmoVnZKfF1dHZqmEQqF8Pl8TE1NzelZnd3iKd9j3CqGeC0zxOFw+joQM8SCW0aKs1lLz8CVMF8kI5EIzc3Nmb5+ubgJ5EIkFUWhvb2dqakpTpw4kSmkoJOvKGX2dt/yV39DMBRmT0Mtj529AMCpkyc51zk4Z+3RfXceZzRlIzmZjgqnZJW2/imONtXgD0XoD6U/2+9PUFlkZyyQrkgZT8rsryrict/kbG/W/73Ar5/Yicm4NW6UOptdJJczvlsV7ejp6ckUhshu8ZTrVL6tIpLCEAsEc5m/HGoxrd+olGlZlmlvb2d6enrVKdLzyUXwW9M0BgYGuH79Ort27aKhoSFz3parKWvNCPv2j37KY2cvcPzAbh4/l9b6utoaRiIa3uBsqvSBXQ2U1u3k2a7Z1y7cGOXUvh203hjGWehhejpMjzfOwToP7YPezOfGvSFkafZ++YNnu/ijXzvOzgr3ise9kWx2rYel2y5JkkRhYSGFhYWZbDG9Z/Xo6CjXrl3Le7bYVtF6WJsh1jtKbCW9F4Y4x6y0t/BGRI1HRkZob2+nrq5uTSnS81nrDG4kEuHy5cuYzeYF07nyVcgj+/v5yOe/zqNnz3Nk706i8QR3HT+Mo9CNPylhNvpJyunvqtRTzGDCTkpR2VNbyvWhdPqUqmkMToVoqq1gaCbdKimrOJ2FGEJxVFXDbDQwHExQX2xn0J9uZN43EeB7T1zh9+4/sulFJ5vNLpKrEZ9bFe24du0aiUQi0+LJ4/FQWFi45mtoq4ikLpCr/c6FIRbcTqykt/BG1AvRU6StVuuaUqQX2sdatFiWZdra2vD5fNxxxx2ZfvM6+c4G0zSNR89e4ONf/BcqPEVMTPm489ghzFYbhgIPHb3Dmb8xGgw4Kxu51Ofj1N46zl8bzLx3oWuEFx7fw2NXZz/fMxWlsriAMV96hqzYZUfTNKZCCSD9jPC5H5zj79744i1VbX+zaz2svO1Sds9qSP8udYOsZ4s5nc45wfC1ZnJtFa2H7ddRQhjiHLJY4axbsZ5RY73v8fj4OEePHl1zivR81hI11ls91dXVsXv37kVvGPmcIf7XH/yUf/3BI9RUlvFsaweqqnLnqVM80zWOoqo47VaO7atlOhhBc9cx7E0LXjCW4HBjFVd6RzFIEjUVpfRNRShx2ZkOpWeFe8b9nNpVzXPXhzneVM2F3kl2VhTBjCEG+NIjl6iW/JSUeDIFINbjt7FWNrNI5kLEs4t2wNwWT21tbZk+lrporqZox1YRybUU1IKtV2RDIFiIhTpGLHXNr2fwW1EUBgcH6ezspKGhgV27duX0Pr0WwxoOh7l8+XLGpC80A5fPFo6SJNE7NMKfffRzWMxm+kfGiURjNOyoJ2ExMd3fg8EgcXTvTsKxGCW1u2kZSM/4Xrgxxp1763luJlX6zn31PN45zqH6MtoGJoF0BlhjeRFjvjAH6krpGA1iM5vmPA/8tHWA/37o/9hVU4bH47kpICBYHWvVe5PJdFO2mK713d3dRKPRNWeLbRWth7XpfTgc3nIdJYQhzhEriRRns15RY1mWGR8fx+l05ixFej6riRqrqsq1a9cYHh5estXTUttf7YUnSRJPNbfzjR88htlkJBZPsKdxB1W1dVzuTZthgEgswdB0CHfdHgrtlowhTskqnUNeDjVUYLfZuNSfrja9t7oYbziGPuTWgSmON1VysTctnD3jAY42VtDSOw7AWCiJz1xKg8uZKfZkNBoxmUyMj49TXFyMxWJZ1THmi81eaGOpFKrVML/F02JFO/SghsPhWPK3uVVEcq0VMoUhFmx1VhP4hvULfquqSiKRoKura8FlR7lgtcFvPTttx44d7N69+5btE/OlLd5giPf95aeQUzKoKnVVFbiK3HiTJqYn0tWjVVWjs2+EI6dOY7FYMRn9yEr6eM/fGOXOvfUkUiku9vsAicHpuQHwjqFp7txTw8B0BEmSSMgKh+pLM+9rGlz2mbnnRAVer5eBgYFMduHQ0BAejwe73b6pzMRWmCHOtd6bzWbKy8szk0fZ2WKdnZ0kk0mKiooyBnk52WJbRethbXq/FbPBhCFeI6uJFGezHoZ4ZGSEoaEhnE4nd955Z94uxpWKWCwWy1SOXm6rp6W2v5ob9oXWDr7yXz/DaDCSSKYIRmLcdfcBznYOYjQYONRUj9FgIKJA1FpGz3h6zfCpPelq0QCyquIqLGQiMDvje23Ex8ld1ZzvShfZMkgSDrsdjdn2TL5wAkkiY5p/eLGX3zzzUhoaGlAUhevXrxMIBOjv76e9vZ2CgoI5xZ42Oh1ls4vkSlOoVsqtinZMTk5y48aNZRXt2CoimYs2DFtNJAUCHVVVSSaTq9Z6TdPyes8MBoO0t7ejaRr33HNP3qrlrzT4nV3A89ixY5nlKIuRL0McikT46Je+RySZfl4LhKM07d5L+7CflKzQUF1BeXEhvaNTVO06yJXBtFbvqS5lZMpPKDbTQjGlUuB0AekK0sFYkgO1nozhBTCZzQRnPg/Q0jdBpdvJmD/9Nw9d6uVdv3k3h2tq0DSN8fFxOjs7mZycpKurC4vFkgmqejyeDQ+Gb3ath/zrfXa2mKZpc7LFhoaGUFU1Y5A9Hs+CHRW2itarqoqmaWtKmRYzxNuI1UaKs8ln2yVFUejo6GB8fJyqqqq8X4grMfeTk5O0trZSUVHB/v37l3XR5UMknzjfzLv/5ivIskoKjYO7myiurKW1O70mSFFV2nuGOXXHcUy2IuTAbCuIC91j3LG7hotdw9x5oIHneqYoL3LgspsJxdKF0lr7p6jxuBj2hthXV8a5rnH2VHu4PpJOwRqcDnG0oYLmmVniSELhYs84J5sqMRqNOBwOFEXh0KFDJJPJm9ayzu+vtxE32s18w8vHDPGtWGnRDv1BZ62pyOtFLgyxSA8UbDWyO0bo95SV3vf0+5CiKJhMuX300jSNwcFBrl27RnV1NaOjo3ltHbcSLY5GozQ3NyNJ0rKz0/Kh9V5/kN952wcIxRIoqsbO+hpq6hvoGvWRmqkN0j86hdFip3bfsTnf7/URLzvKCjFIEarL3PT54qSmouyp8XB9OK3lV4e83NFUxcXuUY7vrORc1zh37qrgfFe67aKsatSUFmYM8YG6Ur7zZCd/9tITSJKE0+nEYDBw/PhxFEUhEAjg9XrnrGXVtd7tduf8N7QcNrvWr6feS5KEw+HA4XBQMxPUyM4W6+vrQ5KkOcFwh8OxpbQe1tZicasFv4UhXiW36i28EvI1QxwOh2lubsZkMnHPPfcwNjaG1+td+g/XwHJETNM0bty4QV9fHwcOHKCmpian218Jvzh7nnd+/ItEonESKYXaujpG4kbaWm8AsGdHNQV2G7bSGi4NBgAvTpuZg/VltM+sF7rUM86L7tjHo1fTM8UTgSiH60u4klVQq9Bpp7LYyaX+mXQs5v5W/NF0FHlvTQkt/VP8y+NXOdlUOee4ASwWCxUVFZm08lgshtfrxefzMTCQXtO00lTdtbLZU6bzHTFeiuUW7Ugmk4RCIYqLizd1+yWxhliw3VBVFVmW1xT41v9O314uyS5QdeLECaxWKyMjIzndx3yW+9wyMTHBlStXqKqqYt++fcs2K7nW+olpL7/ztg8yOj5NPKVgtdkxFJXzRFsfANVlxdSWl2AqcNM+pTAy4gfg1J4azl9PB8f7J4Pcc6CetmEf8VT6t+CNJOYEwLvGAuyvLaFzNIAkSVwZmMbjtOGNpDPHWvsmKSt0EE2m6J4I0TfVyZtffASr2ZQ5bkibkOy1xclkEr/fj9fr5fr165nCjvpn1iMYvtm1PrsDyEYwP1tMVdUFs8VMJhNWq5VYLJb3Fk9rQb++17KGeKtpvTDEKyQXkeJs8mGIh4eHuXr1Kjt27GDXrl0YDIa8VWjOZql1RclkkpaWFmKxGHffffeKG3bnUiT//Sf/x6f/+d+JJRJokgGbu5T6xp0oqoasqAQjMQw2B35HBU7VRI2ngGFvmEg8xbVRP8d2VtIxOMWBxmoe6xzljqZKLnanWzJcGZjmRFMll2b+W9U0NMPspXZjzM+hHWW09adNdf9kkCMN5QRiKSRJ4uct/Yx4w1R7bn0zsdvt1NTUZKKT82++ZrM5MwuZj/YBsPnTqDbb+BYr2qGnE/b39+NyuTLfWVFR0aaKJq91hlgvSiIQbHaW01t4JejXTS71PhgM0tzcjN1uzxSoikajeV+GtZQWq6pKV1cXAwMDHDx4kOrq6pxufyVc7x3iDe/9JJO+AJLRiM1VxJ49e3E67NSUpRie9JHUJNTiWvqDCXZXF2UKZF3oHufk7moudI1wam8dz/Z6OVTnoaUvHfCeCsU5uqOUlp50hpcEeIpcdI6FAIinFA7VleC9MTtL3DDTbulCT3of/3uxl1fevfuWx2CxWOasZc0OhuuputlZR/kIhm82LZ2P/nvZLOnIBoOBoqIiioqKMkvggsEgN27cIBKJ8Mwzz2Cz2ebMIG90Wnw2K62HNJ9oNCpmiG9nchUpziaXKdOyLNPR0cHExMRN63TWY63yrapo+nw+mpubKS4u5vjx46tK98mVSH76n7/Dt77/M/yhCM4CF5KlAFmTOH+1F4DS4iJedPcZrk9GmfBFgSgOi4nDO8q40j+Jomp4oylO7tvBuZm+hK39UzRVuOke9wNwbdRHicuOxWRgPJTEFlcwG42kZs5POC7PGVOR055Zr6RqGv/xVCfvfMXJZR/T/FRdPeVq/kxkrlOutoJIbhaBXAi9aEdXVxcHDx7EbrdnUq46OjpWVbQjn+SiqNZyagUIBBtJduAbFu8tvBL0beRCh7NTpHfu3MnOnTsz41uPtcq3Oo5EIkFLSwuJRILTp0+vapZoKa1f7vfx6DMX+fNPfZmxKT9mixmLy4OsGrjalzaoRoOBF91/Hz7FQttgOoNrOhTn1O6qTKrz1WEfLzwx21qpdWCaU7sqOX8jrf0t/VMcaSijY3CaqpJCnrkxTmN5Eb0T6Vojzf1TlBU6mAym+7IGo0lGA9HMGL/9ZMeShng+84Ph4XAYr9fL9PQ03d3dmEymOeuPcxEM3+xautEzxEthNBopLi6moKCAkpIS6uvr8fv9mWKc7e3tmRZPeo2YjUiL18mF1gtDfBuS60hxNrkyqqFQiJaWFsxmM/fcc8+CPXw3ImqsaRr9/f10dXWxe/duduzYsaZq0GvtffjWD32Wpy93EE8quEoricqAqlJeVMDO+hrMhWVc96s81ePDbjFxYmcFl3rGiSZl2od8HG8sx2i20D4SYLLfy87yQnomgsiqRjSlYLcYiSUVIgmZ/U3lDE1HCMZiBGNwcmdZRkT7JoOZWeJKt5PzPRNzRPQ/z13nTx84vupjzU65ampqmtM+oKuri3g8nkm5WovR2uyGeKNTppeLvvRiOUU7sls8LVS0I5+sdYY4HA6LGWLBpia7Y4QkSTk1AblovaS3T/T7/Qv28M1Ozc5XdsliGWder5eWlhY8Hg8nTpxY9QN9LoLfn/+X/+Ib//1TQrE47tIyQrKBmAJOm5HdddU4ikqYklw81R8BIpxsqqSlb4KUonK+e4ITTVVEEkmCSYnHOsc42VTBhe70TPDlvil2VhRlCmyOBeMc3FGWac9ks8wue5EVlR3lRUwGoxgkiZQG+2pKMs8CbQNTtPZP0uhZXY9oSZJwuVy4XK5MMDwYDOL1ehkaGqKjoyNnRmsza6n+fLuZxwizWm8ymSgtLaW0tBSYTYvPfkbLbvG03tliuagXIlKmbzPyESnOJhdGVb/pZadI52M/SzF/H7Isc+XKFQKBAKdOncLtdq9p+2sRya7eQd7y4N8xOulDMtuwWU1oSBRYAKOVkqo6Ro1leMfjHGsoo31wmlhS5lLvJHc0VXKpZ5ydlW4iqhknhswaomBCodBhIRhNMuaPcqKxjIvdY5QV2hnxx/G47IwH0pUnO0f8FNjMhOPp9UaxZHob7gI7Y6EE7gIbzBhibzjO/7X2c6AkNw9j89sH6EZLF03daOkGeatVB1yMzW7YdRYqeLdU0Y7e3t4Fi3bk83hzsYZ4q0WNBduDtXaMWA5rbb0UCARobm7G6XRyzz33LJhiqY85n0uk5muxpmn09vbS3d3N3r17qaurW9O5W4vWx+Jx3vbRz3OuuQNFMmJxupE1DbsJJIOR0rJyFE8DlycjHKi1UunWGPNHudAzQVNFEd5QNP3dmyy4zFauz9QDudQ3zb6aYjqHfSiqRkrRMBvTgYHK4gLM5tnH6c4RHwdqS7g6lJ51bh2YwuO00VRVzPneSUJxGYNBQlXTx/gfT3Xy3lccW/X5ykafiSwuLr5lMFw3yMsNhm+VNcSbeRYbFq8yPT8tPh6PL5otth7rxteq9WIN8W1GPiPFOmuJGMuyzNWrV5mamuL48eOZSNNi+1nPGeJQKMTly5cza5tysTZitQL7pe/+iH/41x+QVDQkkxWDZCCaSKEh4S6vwVW9E8UELpuFiWCMCz0TVBU7KTca6J8KMRVKcN+hRs51jaOoCUxGiT2Vbq6P+ZkKxTlYW0z7wBQAl3onuWtXJb1TEUb9MUxGY+a8hOMpTjaVZ1KxuscDPO9gHU90pv/7yuA0xU4rvkgCgO+evcaHX75/zedtIeb30g2Hw/h8vhWnXG12w7mVWhwsNc7lFu3Qv7fi4uKbMkXWyloq5GqaRjQa3XIiKbj9yUXHiOWwWh3WNI2BgQGuX79+U4r0QvuA3Bfvmr8PffupVIorV64QDAa58847KSoqWvP2V2uIL7Vf4y0f+nt8oQhmmwODwUgsmUJWobC4hLKGfSRVCYfNAlqYq0NebGYjxxrKaO6bZCoU53BDFb1TYS73p2d7T+2s4HzPOKqmMRFMUOSwEIgmGfJGuGtXJcFYkiuDPkxGA1XFTkZ96SrSSWV2/ElZZf+uSp6dWWI1FYpxtL6Ulr70OuKHLvXythcfXOtpW5DFguE+n48rV64sOxi+FbQets4M8VLYbDaqqqqoqqqaky02fxIjX9liuagXko8e6PlEGOIFWI9IsY4eMV7pzSYUCtHc3IzVauXMmTNLPvjmau3Scvahz1g3NjbS1NSUs3O30mOYnPbxpg9+ls7eISSzlVhKhqQMKBSWV2MsLMdhsxCMy0zJKpDkZFMFzX2TjPoiHGusoL7Sw9NdkwwGJzi2o4Tm3ilkRWMylKCkwMZ0OE77kI87dlZwsWecw/UlTMcUfJF05ejB6TAnGsu5NFN04+qgF5fNTCieoqG8EH90NhgiKyq7qks5PyOaz1wfZcS/g6I8Fx3OTrmqr6/PtAryer0MDw/T2dmJ3W6fY7R0U7TZRXKzjw9W3y5isaIdPp8v873lumiHoihr2oaYIRZsNtbSW3ilrCYAnp0iffLkyUzF+lvtA/JriHXDqs9YFxQU5Czwnb395aIoCn/+N1/h4Seew2CxEcdMPJ4CUjiLSnB6qtE0kCUz09E40wNe9lYX443EmQzGmQ4n+JXDjZztnuBs9xS1HmdGpy/0TnGoroS2wWm8kQSH6zxc6Z+kutjJRCiZadkkKyplRbOGuHs8wMG6UtoHp7CZjYwH45iNBmQ1/fm4PPv9xJIyP20ZoCl/nbIyzA+GRyIRvF4vXq83EwzPLsapP1tudi3d7GucdVYTpF8oW0yfxNCzxQwGw5zAht1uX9P3lYs1xFst+C0M8Tz0SPHly5fZu3cvNpst7wKp73c5+9E0jeHhYTo6OmhoaGDXrl3L+rv1mCEGMkZqqRnr1bASkfzyf/yYr3zvJ8RTKrGUipKIYjIasHsqwVYEziLikoV4AjwFEtUFZvr8KXrGA5zZX894OEnrSBCzMcr+ajcdI36a+72cbCrnQvcE/miSPVVFeCMJNE2jeyLI6b3VnOuaQJIkTjaWcX5mvVHfVAiLyUhSVogmZU7tLKd9cIqknJ4VrispYHA6nP7sZGjOcf60bZT/3/HKRY8zH8xvFZRKpTItH7q7u4nFYplKyHowZ7OyFURSvy7XOs7sVLmdO3ciy/JNRTsKCgoyn1nNWrJcrCsSa4gFmwE98H39+nVcLhdlZWV5f+Bfacr0clKk55PL4l23QlEUnnvuOZqammhsbMzpuVuO1uv7e+ZyO+/97FeZ9IeJKZAKRZAkCYvDhbGoHLOrmLiUfo7zhaPsKbFxw5ukdzLI8Z1V7Kk1ca57iuHQBCd3lnKhZ5Ihb4Q9lUVEx/woqsbAdIRSl42pUJwrg17uP1jHcz2TxIJh9le7wZvW79aBaZoqiuieWVucVNLfwf7aUpr7p9N1RGa6T1wb8VFX6mJwKl2R+ocXennnPbl9ZlqK7Kyj7GB4dlDVbrdTXFxMPB7fVFWQ57PZDbtOLrLWFprECIVCeL1exsfHuX79OhaLZU4wfKXZYttR64UhziI7Ujw5Oblss7kWslsxLHWRyLJMe3s709PTKzac+W67FIlE6OvrQ1EU7r333pynasLyZojHJr289cG/o7N3EJPJQiolYzaAw+VBKyxHthamPyirOAxhCj1lTAbjFNoc3He4gQu9Xp66MUWV206Zy8ZkKE7PZJimchfdEyEu9E5xuK6EK4PTXB8NcLKxnHhKZjKUJBSfLeB0ddiP22nBH0niDSc4ubOMCzNFNK6P+dlVWUzrYDolq7xo1hBPBmMcqi+hrT+dgt09EUZRN9Zwms1mysrKMlXL9bUtXq8XWZYz1cP1qPJmWn+8FYpq5coQzycfRTvWsq4omUySSqW2nEgKbj+yU6QDgQDGmaUt+Wa5gensYpSrMZz5DIDLskxXVxeapnHixIm8pEUuxxDLssy7P/UlHn7iWSRDuiaI1SjhdBZiLKogYi5CkwzEFSDlZ0/jDq6PBwkkVU7tqWY8pHC+34/FZOBgjZv2YT8Xeqa4o7GMi72TXB8LcEdDGRd7JgjFUuyrLsJhMeG0WWkZ9GMypL+PjhF/ZgYZwJpVUOvGWIDnH5hdFjXsjSBJoB9ahduZMcS+aIJBfyLHZ3JlZAfD9aCqPgsZCoXw+/34/f6M1hcVFW2agPNW0HrIzzKu7GyxxsbGOV1GsrPFsruMLBXc2I71QoQhZjZSrFeR1vv25qod0q3QL4yl1uatNEV6of3kSyDHx8e5cuUKRUVFaJqWFzMMS4vkv/zPT/n01/6dSCxJNJFEVRNY7Q4KqncR1dIXvzUVIpGUkRxuDBY7jVVlNFQbuNDnZbBrkn1VRfTPrP+tLLLjcVjwRpP4IqlMhLh3KkRFkZ2yQjuhpEI0ITMejDEejGXMcjQpc0djaaYq5Y2xAFaTkYSssKuqGInZG/fVodk06pkjBcBpNdM5HubKSJAjh/NySldF9tqWqakp9u3bRzKZxOv1ZlJ3stcf5+v3sBy2QtQ4X4Z4PksV7UilUnNaPC1UtGMtUeNIJJ1KuNVEUnB7oWu9/mC61kJXK2E5Opy9Jnc5KdKr3c9qCIfDNDc3Z+4B8ytc54qltL7lWjdv/qu/YXw6QCyRQlESSEYjntpGIoYC0CSMyQgGVUGxuTBY7LgKnNxbXsZzPZNM9gcoKbBS53Ey6I1wfSzI/uoiOkYCXOqbStcFGfJxsW+KoztK8EUS2KxmHFYzl/rSxveOhlIuzhTcCsRSmTFfHfaxq8rNjVE/R+pL8UZTmXGP+qMcrC2lbTAd8O4Y9mExGUjKKm6njWcGwrwqL2d0dZhMpkwwPJlMYrfbcTgceL1e2tvbkWV5Tpruenc9yGYrZIPB+tQ1ye4yAmSyxfRnND2d+VbZYqLK9DZksWIa6yWS+s1jsX1pmsbQ0BCdnZ1rWpObD4FUVZXr168zNDTEoUOHUBSF4eHhnO4jm8VEMhSJ8Mb3/Q0Xr3QSS6bSDzuahqO4HMnhJhoKIZksqFYnCdWA2WrDKCmUV9Vyvt8PwC6PmW5fis7RALsqChn2RhgLxGgoLSCalPFGEjSVu7AYJWo8BSgqXB6YQtNgV/nsjNdEKI7JYEBWVVr6p6lyOxj1R/FHk5xsLEUCzvdOU15ozxxPPKXMSaW6OuSlxGWnsbyIC72TPHZ9mt//tbyd1jXjdDqpqKjIFHrSWz6Mjo5y7dq1TMqV3vLBbM7zougstkJRLT2yvd7jvFXRjsHBwQWLdqxFJMPhdBaEMMSCjWB+x4hsrV+P4Le+z1vty+/309zcjMvlWtOa3Hzo/ejoKG1tbdTX11NfX88vf/nLvAUcb2WIP/yFb/LvP/k/YvEEiWQKWVGwOgqxeipJplRs5hgJgw1FMqAYJEjGOXLkMM0jYSBCtctEWJGYDidI2VXqS5wMTEfonwpn/n/fZJjG0gKKC2wkZJVwUmFgwIfDYswExi/3T7GjtID+qTBD3gjHG0q51JsukmUxmdhf4+HqSABZ1agrLWBwKn3/07KC4ZFEiuMNpaRSKm1DXkbsJmRFxWTcfJqlaRpms3mOZuhdD7KD4dnrj+12+7qOb7MHv2FjnkkWyhabX3lcXwant+Fci9brv42tpvXb2hBnzwrPb6e0XiKpPwgvtC89Rdrr9a45NSnXa4ri8TjNzc0oisLp06dxOp2MjIysSyGPbM63dvKm938KfzCMoiqosozBYMBVVkNMsiFpEhhMoKoYYkE0awF4dqBIBsb9YY7WeWgZ9HHDm+JIvYe2IR83xoPsq3bTNRpg2Bfl9K4yokmFyVCCao+LC5kIcRkXeie5MRHiRGMZl3onGQ/EONlYyoWeCWQ13Y5h1B8FwGwycb47LZgTwRhHd8xWmRzxRTPHpGoa+2s9PH0tbZCf7fMTjqcosK2fkVwJ2deNXthBb7GVHZns6ekhEonMafmQ75SrrSCSm8G0L7doh6qq+Hw+nE7niot26AK50ccq2H7oHSMWysZYr2wwWHwNsaZp9PX1cePGDXbt2kVDQ8OGtS2aj6qqdHZ2MjIywtGjRykvLyeZTGbGnQ8WGr8/GOR33/4ROrv7AAlFljEaJBzuChKWIhLqzPlKpECN43C50dzVqAYz7cN+Tu4s51Kfl5GQTGWhDXOBkelwApPBQHmhjYlgHLfTSmWRnVBCQVZUWgf9KJrGwRo33oiXaFJhV0UhU6E4qgYO62zAYtgXywTDJUkiqYI8s9yprMiZMcRXh7xUuZ2M+tMZM7Gkgj+aAEkiEFc4e32U5+2vyct5XSvZv8mFuh7oRR31YHh2mm5xcXFeg+FbKWV6PfsJL4TFYqGiooKKigpgbuXxkZERZFnGbDZjs9kIBAKravEk1hBvEZbTW3g9o8YLiWQwGKS5uTnTtmixtjfLJZcR4+npaVpaWigrK+PAgQOZizvf65Tni+TH/+lf+Zf/eZhEMkkolBYbm7MAyVFMJJZAIg6A2eHC6ChCKqpClYyoYS8FJRVEkwrN/ZOcaCjl8oCf1gEvR+s9+KNJXHYLp/dW8lz3JE/emOJkQwkD3igD3ih7K4u4NhagfdhPWaGNyWCcGxNBXDYTobhM56g/8/9bB7zUl7ooddl5pnuSEw0lXOxJm+Bocvb3NeKLsL+mhI7haQySRCypoh9pUlb5v9YBfvPOpryd29Wy1Pc9PzKZSCTwer34fL45KVe6Qc51ytVWSKPaDIZ4PosV7Whubsbv9zM8PDynaMetWnPp6IZ4Kzy0CG4PNE2bY4YXqiK93jPE83U4mUzS1ta2phTp5exnNcRiMZqbm9E0jTNnzuBwODLbh/w93M/X+p89dZ6//PQX8YfChMOR9H3daMLqLiMqAyk/RgmsDieatQCTuwrZaIN4lNLSEqajMhd6JjhU56FzJMBYME51sYOGUicelwOT0YDRZOTKcICDNW46R4MAnGws4ULvFO3Dfo7Vl9A8ME3roC9TaLNjxM/+mmI6hn1MBGOcaChF0zRaBrwcrpudwGgb9OKymwnF0unTtSWFGUPsslsJxGbTqn90vmdTGuKltD47GN7Y2DinqGNvby9tbW1zZiGXU7NipePbbDq6EJtR7+dXHo9Go5llVC0tLWiaNqdA13J0PBqNihnizc6tIsXZrGfUOFu8NE1jcHCQa9eu5bRtUbaArfZi1DSNnp4eenp62L9/P7W1tXPez2VUeiH07adSKf7g3R/jieeaMZuMKLKM1WJCMtkxOotIyOlIoYaE0WTCXFhGSgVJlpHMRiR7EQUmcDvsjPhj6TVD5TbshSX0TUVoLCuYnQXeUcLF/mmaB700lBXQNxnGH0tiMxmIp9LR4slgnGAsxcmGEi70TBKOy5lZ4ooiOzvKCnlqZrZ3IhjPHE/XWIDG8iJ6J9IVKa3m9OV4x85yLvRMsaeqmOujPgB+dKF70xrilfw+rVbrnJSraDSaMch9fX1zinp4PJ41p1xthajxZhTI+ehFOwwGA/v378fhcCxajXSx2YBIJJJ5oBYI8s1yewsbjcbMjGe+mf9ckasU6YX2s1ZDPDk5SWtrK5WVlezbt2+OedHP43rMEP/tV/+dz3/rP9PBDUXBIElgMlPgKSeS0pAkQJJQAMXsBEsBqqKAEbA4CEYTHKrx0DYcoG3Qy74yGw5nId64itEgcXUkQEJWOVxbzFggnp5NbizhQu80l/qmaSwroHcyzIA3gtNiJJJUiKbUdKkPDeKp9Hm2mo1YzCaeuzGOqsGVQS+VRXbGAjGSssrRutllUTfGAxgliR3lhVzsmeSOpvJMu6b/uzJANJHCYd1cGWEr1fqFguF6enV2zQrdILtcrjVp9VbQetj8ei9JUiYDTK8+Hg6H8Xq9TE9P093dPaejxWItnrbiGuLN+63kGL1wVjKZRFGUJdfsbUShDVmWaWlpobu7mxMnTuS0yvVaexMmk0kuXrzI8PAwd911101mWN9HvlOmx6d9vPA17+DcpVY0VSYUChKNRcFoIYWBeDiEMRXFpiUpcBZgLN+FbHEh2VxIShJjMh35HQ/GiYQjHKp0UFZUwFWvBmh4Iwku9k1zYke6GEHLkJeG0gJkRUNWVUwGifFAnIN16ffbhnwcrHED0DwjgACdI37u2lWOL5Lk3I1JygrThaWGvBEO1c0WIikumC041T7k5UCNh+YZM+6yzz4cnbs+xmQwlp8Tu0ZW+xvVb7x1dXUcOXKE++67jyNHjuB0OhkfH+eZZ57h7NmzdHZ2MjExQSqVWnqj8xAp07lF702oF+1oamri5MmT3HfffZn7VW9vL08++STPPfccXV1dDA0N4fP5CIfDOZ0hfuKJJ3j5y19OdXU1kiTxgx/8YM77mqbx4IMPUl1djd1u5/7776e9vT0n+xZsbvSOEbIsZ7R+sd/dRmSDaZpGb28v58+fp6GhgRMnTuS0pc1atFjTNLq6umhubmbfvn0cPHjwppm8pWqfrBV9idcb3/sJPv/N76EpCpFwiFgsislsxmRzEg6FIB6GeDhd/bmqCamoCslagKyBXQ6iaRpJWaV9YIrDFTYaygq55tOIyQqD02F6JsPsrSwCDa4M+TjZkJ7VbRn0UetxoGqgaekSmL5Ikv01ae3unw5zfEfa6PVOhrhvbxXFThvP3Jjk6MzrqqZRWzqbMto/HdbrZeKPJDjWUE5S1tCAgZlK05DuSfyLK4N5Oa9rZS33bqvVSmVlJQcOHODMmTOcOnWKsrIyAoEAly9f5sknn+TKlSsMDw8TjUaX3uA8xAxxbtG1Xs8W27FjB8eOHeN5z3sehw8fzjynPfvss5w9e5aOjg7GxsYYHh7OeUeJ9dL6bTFDvNxIcTbrLZKhUIi2tracpUjPJ7vf8UrRo9hFRUWcPn160XUg+Z4hvtLZy59/5iv4giGMUjriiKZRXFpBKDH7XcmKir2oiFRBORYlSkLTMJitaAYTMhqnGjxgsnFjIkyvX6HInj43F/um2VVio9ubpHXAl4kMpxQVq8nAkDeajhz3THO5b5odJU76pyMEYjIGSUJWNKo8Tqo9ToZ9MRQMxOX0A0N9aXomGSC7i1L7kI8Cq4lwQsZkkHA77chqesb42ogPs8FASlVRNY2HL/fxmufvz9v5XQ25/L7ntw6QZTnT17qvry+TcpW9/jgcS9DaNYg/lsDlsHO0qYZi1+wspKqq61rEazVsFYHU008XSnO7VdGO7373u3zsYx+jqqoKRVF4/PHHufvuu9dcfTwSiXD06FFe97rX8du//ds3vf/pT3+az372s3zzm99kz549fOxjH+NXf/VXuXbt2pZb2yRYHnrgW5blRVOk57PeKdPJZJJLly4RCoU4depUpt5CLlltzZBEIkFrayvxeJy777570esk3zPE4UiM9//jdxgcncRqMROMRkDTsDkL0Ex2lJn+vhrpZVKauwY5EUdSQbI6kSQDUdXAgWonJoeTYFyjbTLCgcr0PadzLMzeUivXp1O0Dvq4o2E2E0zXdavZCBL0TYXT7/dN0zLgpabYwbAvypAvysEaN7ImMeiPMxZIB6wnQ7OtkzqG/TgsRqJJhYlgjIO1JbTPtGdyOSxc6ktXm54IxNhVWciNsXTA/icXe3n5yZ15OberJZfftR4Mdzqd1NbWLthH12q1zll/LEkGWroHGZ0OYjGb2VtfQUPlbFr6Vgl+bxXjvlhRrfmp8YqiZFLjOzo6eOUrX0lVVRUAjz76KC95yUvWXI1+vbT+tjfEeop0drRjOayXSOrrma9du0ZTUxM7d+7My0W9mhliTdMYGBjg+vXryyr0kevCXdk89sxF3vbXnycly5iNEqlkEoOmYncVEYxEkSQJm9WCZDBh81QSs82k6WDGqKaQkklUi4vKIgfjEYXKYolALIkkSZiMBoptEr64xmAgSbnTyEREwR+MYjNJDPuinNjh4VK/l8v92YKZvnyCsRT37a0kFEvSNR7C7bQwHowTiKUotJsJxlK0D/kyrZU6RvzUlTgZnI6QkBUOz7Rn2lfjYdg/GxmNJGT2VhTQOSOSD13q3VSGWBfIfImQyWSipKQkU0xOb+305KWrfPVH/0bfuI9YSgWDBKTrALgr6nC4SygtcvKyU7u5r9ay6UVSvzdtdvT74XLWfWUX7di3bx8ve9nL+PjHP87TTz/Nq171Knw+H/feey+vfvWree1rX7uq8TzwwAM88MADC76naRqf+9zneP/7388rX/lKAL71rW9RUVHBd77zHd785jevap+CzctqAt/659YrGyyZTDIxMUFJSQn33HNP3oJ1qzkmn8+X6Sl//PjxW7aB1Ouu5MMQT/v9/MZb30ff0BgFdivRWBQJDYPJhKIZMCgpnDYLigoGmwvVXYcimcBsQtM0rMkgCVMBVpMBk91JUtaYDqeD0VfHwjSVWOn2yVybSrCv3M61yQSX+6epcZkZDqU7VBgl6J4IpY1w7zQdI0HcDguRhExjWSHV7nS7JrvNyoXetKk9VOehbdCbzgKr9dA25M1qvzgxc97S9/njjWX8snOUUpedqVDaSBdkFeh6+toI/kgCtzO3EyNrIZ+Gc6E+un6/n67eAT72rf+luWuQUCJtJpm5rp1FHlzlNRQ6Hdyxq4o3Py83ywvzyXq1WMwFy60ybTQaM89pu3bt4vr16/zHf/wH73//+/nkJz/Ja1/7Wo4dO8aLXvQiPvGJT6zq2NdL629bQ7yaSHE262GIU6kUbW1tJBIJdu7cSVNT/taIrjTFSZZl2tra8Pl8yy70ka+iWt/4z5/wqS//K7Isoyky0UQ6AlvoLiY8MzOsaRrRWBy7p5K4ZsamJYhLaTFRkEADYzzApL0AzRthyBvhZFMFF3qnCcZSeGwGCmxmwnEZo9mGzazhi6vsK7fTORmjddBLU7EZ1WCkvNBKqctGStW4u6mcZ7onuTIUIJZIEpdVdpa7GJyOEE8pHGos4UL3xMz/T68rBqhwpw0xpNO379hZzsWZaPHOikJ6xtMmOHs2+XLfJMPeMDWezbEuI9+GeD7/8J2f8C8/eITxiQlsFiuxcGD2TaMZS0UTiXiMaCDCdDjBteFn+XqBjTP7avloVe2mrdK9VWaI9XvHagqh7N27l1OnTiHLMj/84Q/p7Ozk0UcfzfUQM/T29jI2NsaLX/zizGtWq5XnP//5nD17Vhji24z5vYU3m9brKdJjY2MUFhZy/PjxvN43V6LF2RWu9+zZQ319/YYFEtqud/MH7/ooE5PTWE0G/IGZ+hp2G5rRjqwoKKpKKixjdxVhcJVi0uLEVUf6HipJxDUjSmiK0p37aBtK1+DYXelmyBcjLqv0+xI0lrjonY7SPZ2gsdRJ71SEpAoWAwx5o+wrtRCRJVKpFHc2lpBSwWEx8mzPFE/fmGJXeQHjwThJRcVilEgqWjo4O0MqS7hHszpItA97OdZQxpVBLyDRUFGYMcRd40GMEigapBSVn7f28/9O78np+V0L6zkD+9hzrXzki/9KT98AqAqSppJKzsy8SwbM5Q3EE0nUUBRfVKZ/Msj/XrjBwbpS/rp2N00VhesyzpWylQzxagvmlZWV8aIXvYiPf/zjtLa2MjExwWOPPUZHR0dejjuXWn9bGuLVRoqzyXdRrUAgQHNzM06nE7fbnfd+bXpEdzkCpleTtdlsK0rfzkfE+G+/9u984RvfIxQKYTKlvxOLxYLD7kSRTBikdDoxgLu8hri1GAWIJlK4rApRrKiahMVqRbW6OFbv4fJAWowudI9zqqmCC31evHGV/dV2OsaCxJMKd+4sJZpUiCQVTjU6Od87TVQ1MR5I0OtNsrPISE9Aocxpxmgw4IsmOdng4ULvFK2DvswM8LXRIDaTkbis0DsZwihJKJrG1WEfdouRWFKhxGXDF51NsyousMOMIe6ZiuC0GIgk09/bw5f7eOMLD+X0HK+W9TLEDz/xLJ/+ynfo6LwGgM3uIBYJzvmMuaQWLRklMjGAZBjC5i4HVzm+uJnHu6a576M/4f9/Zhd/8ZJDmy6KvFUMsV57YbXnTy+yIUkS+/fvZ//+/GU7jI2li9fobSV0Kioq6O/vz9t+BevLYr2FV0K+DXEymaS1tZVIJEJdXR2pVCrv96DlmlU9KB8IBFacvp1rvT936Qqv/4uPMzE5hdFoQFNlHA47RqMJ1WAhlkyBpoEk4XAVohbVkFQlUMFqjKKoJlSTjQKbmVhBHYU2Ixrgj6boGvNzoNbD9bEQsgq+cByP00IkqVDqslFaZCeWVGiqMnO+d4oun4LHbqJ1JExjkYHegIoEVBdZGfbHMc7cr32RJHc0pCtRd0+E2FPl5vqon2ujARrKXPRNhhjxRzlQW8zVIR81xU6sFnOmHVN2u8VoQqah2EavNz2b/dClvm1niHuHRnnfZ/6Zx59+Bk1VQZKwWG0kE7PPR8bCMlBkUoEJUoEJbK5iJHcVCamAqxMxfuOzP+P0nio+/bunKHbmbl1+LthKhngtmWvZ9UIqKyv5vd/7vRyPbpZcav3m/1ZWiKIoJBKJZRXTuBX5KqqlaRr9/f0899xz1NXVcccdd2AymdYlZWs5IjkyMsIzzzxDZWUlJ0+eXNFa5lxHjD/z1e/wua/9O5qqYDIZkJMJNEXGAITiSSKRCKqcwmYy4nAVEjXOnTkNJVQMqRgOuwXVml5HcKlnnGN1xTDT1Oh89zhHaouwmyQcVhP37a3EG03xxPVJUqpGx2iQ7skwBTYTo8EEJ3ak03f9sgGLUWIykqLBnb6Mrg77cZjT/79kplhWKJ7iUH16/cR0OMGh+vTfx5IKB2pLOLqjhNZBL+6C2YBI11gAoyH9m1VUjXrPbOl6ff3RZiJfIjnl8/OKN/8l7/jY32fMMJJEQpPAaIaZm7W7sg7U2QdaTVWJeceQY2EkRSEmQzwl8y9PXOOFn3iYq73D67ZmcDlsJUO82vspbEzVyflj3QrrzATLI7twFizcPnE55NMQ+3w+nn76aYxGY6Zt0WbR+mAwyLlz51AUhTNnzqx4LXMul0idb+3gjX/5CUKhMDarBVVOosgysWiUWEolFouBImOUNCxmC7jKQZq9ZyYUUOUUUipGzJTW+r6JIAVmA0X2dGbQ1SEvR+rcSGhUu+3srSpCQuJ8nxdF0WgbDvBM9xRN5YXIqoanMK3JvQGVHcU2NMCkpX9r18aCNJWma1X0TYUxzei12TQ7o1bsnK2RYDIaqS52EpUVemf6EUO63WJTRdHsOc06J2OBKN5wnO2Apmn8+af/iV977Tt4/Oln02YYkOwukrIChvR5NdscmG1zOxXEQz6SgSm0VJyklp5wePraCC/85CN8/2zHulWQXw56JeytoEHLTZleCL3F4nqSC63f/E9hy0SfFU4mk5lF62v50eVDJFOpFM3NzfT09HDy5MnMeuH1WsN0q/0oikJ7ezsdHR0cO3aM3bt3r/j85TJi/PEvfosvffv7pJJJVEVG1tNlkFCMljn7SWFAtZciKSm0WCAdRSa9tFSxukhqJpzarLBc7p3gxA4PmqZRaLdgMRlwO4xcHPDzVNcE+6rSAtUzEabYbsEbSbKnMv1a27Cf0gIr3kiKIzPVoqcSRmwmiWhKpa4oLb6tA15Knen/P+iNZs5lJCFnxmGzmGgd9KFq0DHiw2ZO33yCsST7a2eLEOipWEUOC091jjA0PVuRciPJZwG1H/3iae565Zs433oVfzCMw+nEYjEjWZ1oyRio6fNocRQQVQzY7A6yR2Px1CBJEnLYi+wfg5liFlPBKH/4rUv80/cf5dKlS/T29hIIBNZtDeFCbCVDvJa+kespkpWVlcBs9FhnYmLipkiyYGuR3TFCf8Bci97nIxtMb1F44cIFdu7cybFjxzCbzevWznGpZ4qhoSGeffZZqqurueOOO1ZV4TpXS6SeOt/Ka9/9UYKhEMlUkngskhm7y12CmpV+rGlgKalBllXUqB+zNNuu0mi1IxWUoIUnM+ManA5RbDfhsBgxGtJG5EC5nasTUc51T3G4Lr0U7FK/l4M1aY2PJGSMBugcDXJk5n19rXd/UKGpLH0PS8rp73E6nGB3Wdo8tw/7qSl2zvx/H4UzZjyWVDCbDHjDSSaCMfbXzC5Bc2d1mhgMJHFY0ombFpOBn7cOrPn85op8BRP7R8Y4+Ztv5Fv/+WOC0RhGsxm73YZktqDFwzNar2EwmzEUluFw2NCygiGSzYXJUYiaiJCaGkZLJdCAeCLBRx++znu++SjPPvssXV1dTE1NZQJoG8FW0XpYuyF2OBzrYvxzqfVb45tZglxFirPJtSEOBAKcPXsWVVW555575qzJXU+RXEjAotEozz77LMFgkDNnzlBWVraq7ecqYvzJL/0rX/2PHzDt9SIBsXgMh8OBxWrD5faAZMiYH6PJjNlTg0p6zlczmNESYdREFKurGIPFjiYZiChwbMesybzYPc4LDtagGYxc6PMRS6oUWI1oGkyFYxRYjYTiKepK0tHIS/1emsoKiKcUaj3p19qG/RTbLQRiKQ7VpWd+RyIadnN6fGUFaTEcD8bZWZIWvRvjQXZVFnJHYxlnr4/TWJ5e6xJLKnNMsDHrpjngjeEpsLGr0k0onuKnLZsj5TNfKdMf/9K/8ccf+DSJZHr9v5aMEgkFSCQSGLW5rZdUqwslHibqn0RLJcBkAasTzLMPGVoyRtI7hElTSKka8WSKf72aotlrIhKJ0NLSwpNPPklraytDQ0NEIpG8mv35bBWRzIUhXq8Z4sbGRiorK/n5z3+eeS2ZTPLLX/6SM2fOrMsYBLlnfuA7V1qfy4CY3qJwcHCQO++8kx07dmTGuF7tHBczxIqicOXKFa5fv87x48fX1NoxFwHwpy+28vq/+BjjExNEolEUOZXpf2q1FxCOzp0hNRRVptOkAYwW4rEoJiVOgcuFZptZN2p1zbRNTI+tdyLAsfoS6kqLuNTvo3MyToMnbWAv9E2xuyI9ozzuj+GwGBn2RTk+k8k16o9hMUrcmAhxuNYNkCk2NhhIpVs2AdNROTO76zSlz3tSVtld6eZEQyn902HKi2aDgVbLbD2LG+OzGWGyCntrPBxrKOPaiJ+fNm8OrYf8GOJfnLvE/b/3p0z5/EhGM1oiQioWJhoJY7XNW0ZodiDHwgSmJtASYTCYwGDCXFQ++ztUZVLeESxKPG2KkymeG1f59jUVRVG4fv06Tz75JBcvXtyQYPhW0fpbdZRYDltV6zf/N3MLFustnIuLNlcmVS9Y8dxzz1FfX79gv8GNFMmJiQnOnj2L2+3mrrvuWtNa5lxEjD/3je/yz9/5PoFgCJPJhKYqqIpKJBJFxUA4lk6HN0gSBqMRQ4EHRZv3fUtGTI5C4lnrTDUNmrtHOFrvocBm4XBjJY93jNJYmr5o/XGVxhIHaBpToQS7ZooytA76ODTTZ1g/suYBHztnzPHOivTfXxsL4LAYCcVlDs4Y215vIhMhVqX0jaW20IRFTXKxbxokCbdj9reQXZSjY8SXiRRrwKG6Ei7OFOT6afPmiRpDbg3xWz74Wb76Hz9ETqXSRTRSsw9EBpsLObsXscGIpmRFe1UZNeLDbrdjN877HSoyCd8YkqYhqxLhWIIvnxulM1bIfffdx/HjxykqKmJycpLz589z9uxZrl69ytjYWLq9Vx7ZKiK5FoGE3M8Qh8NhmpubaW5uBtLFNZqbmxkYGECSJN7+9rfz8Y9/nO9///u0tbXxh3/4hzgcDl71qlflbAyC9WMlvYVXQi6D316vd06KdFFR0Zz31yv4vVBwOhKJ8MwzzxCJRDhz5kymRdpqWWtm28X2Tt70l59g2uvFbDbhcjjQVIVIJEo4EielzQS50wdEYUk5Rtvc+4ckGUhqBhRZzqTZAlzqHs2Y4lN7animZ4pS10yRTQ1C0QQuqwlNg1Asic1kYCqcYP9MdtiVIR9lLiuToXgmE8wbSSKRTpfWs8j0+/ZkOMWhmdnk/oCMw2zAbTMQDAW51O8lpWgMTM+mSncM+3BY0vfSQDTJvprZYLisaAzOZIE9e2MMX2TzpE3nUuu//eP/403v+ySKLBMPBzGoszormW3EI3Mz4QzZ372mocYCWOxOHFJq3nOnRnhqFIdBRZMMBCIJnhsI8KXLUc6cOcPdd99NZWUlkUiE1tbWTDB8cHAw78HwraL1mqalsy5Wqff6GuJcsV5av/m/mUXIdYr0fHJhUlOpFJcvX6avr4+TJ0/S2Ni44Bg3ImVaVVWuXbtGS0sLBw8e5MCBA2u+UPWI8WpvKN/67//lc1/9DtFYDE1VsFvMmfUfBpMZTZq9OFVNw1VSDmYbRjWJRZIz+zXaHGBxIFmc7Cl3Zl7XNJgOhjlQX5qpPnljzE+1Ox0EuDLomxFRuNw/nUmhGg/EsJoM9EyGOT7zvtmYPlctgz7KXVZCcZkDM2lQPZNhTAYDCVlNr1OSwG6zcueucoZCCj0BFZtpZt3xkBfzTHS4c8RP2cy6paSssrdW35dELKVkfjutA1OM+iKrOse5JNfC8er3/DX/99QzRIJ+NCWF057dp1ZCUufODhsLSkCbe93YispIRCOEpkZR41niJhkxWB1I8QCSpqBpEI/H+cRDV/l5e7ry644dOzh+/Dj33Xcf+/fvx2q1Mjg4yNNPP53XlKu1Gs31Yq3toaLRaE6jxhcuXOD48eMcP34cgHe+850cP36cD37wgwD8+Z//OW9/+9v54z/+Y06ePMnw8DA/+9nPRA/iLYZeOEsPfOdL69dyP9M0je7ubi5evEhTU1MmRXqxfeWb+c8UY2NjnDt3jpKSEu6888419wCHtc0Q3+gf4nf/9K8IR8IYDRImo5FgKDhTM0vC5ioke9MWu4OoZEOTk7gsoM3c9x0OOyZXKUnJQrnDMKeTQFv/JC84VM+F3ilUTeNCzwTHdqQ1ejqSZGepEzSN0UAso/WX+qfZWeYkIatUu9OZYFdHAhTazQz7ohybqQeiD61jNMDO8vT9JDET0C4vtHPXnmrCskSXT2HXTIr1RDCeWVKVkFX2VM9mCWavPbZajKTk9LYUVePRK4OrOse5Jpd6/43/eYQPfvYrxMNBErEINmcBSpauGsxza9dI1oJ0BlgWJrMVWZYJeidRIz6krGcBk7OIUMCHdSajLBiO8eT1Md73Py3Y7XZqamo4dOgQ9957LydOnKCoqIjp6WnOnz/P008/zdWrVxkdHc15MHwraT2svvjXVtX6LVllerW9hVfCWqPGfr+f5uZmXC4XZ86cueUanfUyxHrUOB6P09LSQiqV4vTp0zn74eoXz2pSa37ws8f4wGe/QiIWJSXLuFwFBAOzM7xmm5NU1g3TaLERVc0w06ZASSmYDTK2gmLi5tmS+51D09yxu4ZLfVM0VnoIJDTa+iepL3ExMB0hmpQpkTRMkoasSXQMe6kotDMejDMeiGEzG5gMxbmrqZRBb5RESmFHiYNwQuZYfTG9k2HqSwrwRpP0ToZx200YDQbu2lVGLCEDEmUuKx0jgbTZliTissqJHSVc6p0kocDBqkLaRtLtJdwWlcmZsUfj6Zv57vICLvROUVZoZzKYbtHw89aBDe9JnMuU6Td/4DM8c76ZUNAPgNPpJBJOf/+SwYTN5UbVNFKyAoqMpqaAmwXabLUhx9LnSI0FkJQkRqcbo8OFqqqoKkhhL9bCElIKyPE47/t+KzXFdg7OZAIYjUY8Hg8ej4empiZSqRQ+nw+fz0dXVxfxeJzCwkI8Hg/FxcUUFhauyShulajxZltDfP/999/yIU2SJB588EEefPDBnO1TsL7komPEUui/aUVRbtl7dzESiQStra3EYjHuvPPOm2aFs1nP4Lee9njt2jWGh4c5dOhQZr1dLljtEqmxiSle+odvJxwOk0gksFgsRCKzAV7J6iCRyC6EJGEsKEWbmTEORhNYTQZUCRJmVyZVeTwYp7HSjkT6maC2spTH2oe4o6mSS/1eAK4OeikvMDERVmgZmOZYQxnNgz4u9k/TVFZI92QYi8lIucuCN5LgSG0x05EE9R4nnaMBfNEEFqNE90SIfVWFTATjVBY5cNnMmIyGdN/ivmlkVctUkrbbbUD6+NwFTgYDfgAmfbPPN50jXqwmA5UuExd7JjneWMrlmYywn7UO8Nt3717xec41uUqZ/vaPfs7H/+HrxMKhzHWt6GbXYEQyWbHbrEQlA6gKmpzAVlBEMh6dsx2np5xINK31WipOKjiJo7gC2eLK6EI06MNZVEICE/F4godbR2gocfJHz98FpH/DLpcLl8vFjh07UBSFYDCI1+tlaGiIjo4OnE4nxcXFeDwe3G73qu4ROltJ62F1LRZh62r9ljLEa+0tvBJWa4ize/rt2rWLhoaGJcdoNBrznpYJaZEMBAK0tbVRWlqaqXCdK/TjXGkk8ZHHn+JdH/sCyUScVCpFQUEBiqJit9uJJxJYHQVIRgm72Uo8kURCwuGpJKHM3U9KlUA1UmiGYNZk4sWuYe491EjbWITQjMlMJBK4bGZC8RSD02Gaii30BFRiSYXGMjOlLhs2swm7xcj53mku9fsoKbBydTTIyYYSLvR5MZuMBOIKlwf9lDptjAfj6dZLfdNYpo0Me9MieKy+mMnQNFdHAjgtRiJJBW9k9vuWsxI1opoFSL93fSxAU4mVq2NhkCTqSl0ZQ/yz28gQv/G9n+J/f/HLOTffhGbE7ChEk1MocgoVSCVimfeNDjeFTidJRSMeDoIEBnthuhpp9hiTMZyFhcQUGWmmUqWmqsSDXkwFHjQMRKNx3vit8zz09udT7Lg5cGU2mykvL6e8vByAWCyGz+fLiKaqqrjd7oxB1tsNLBdVVXN6HeaLrbSGWLD10VOk10Pr9f2tlOnpaVpbWykuLub48eNLXsfraYhjsRjPPfcciqJw+vTpnBe0W80SqckpLw+87u2EIlES8ThOpwOTyYyqpgMfdocDyWRGVlRUVcViNmMqKCE5bzcJWcHuLsGkJYhLs8u8esd87K0tw+wsoGPYD0BL7zi7qzx0jYdIyAqaasBkSK/X7R7zs7+6iAKrGVWDIoeZztEgx3d4uDzgw2YxMeyPMRFK4naY6ZuOcbzew+V+LwajEW80xTM9U5QXWBkLxjlWX4wkSYwFYhyscdM+7OfqiJ9ipxVfJEHXRBiHxUg0qTAcUihxWpiOJImnVPZ4zAyHZJCkmWB6mrPXRgnHkxTYNraFUC4M8bf+5xHe/7f/hN1qQZlZ7mR3FZFIKdgcVhLxGK4iN+GZwDiAZLJiNhqwFRUTDAbSWWGSgUhsXiq5qpAM+8Btx2iYPVeRwHRa641mEvE4X3ysi93lBbxg/83BIaPRSHFxMcXFxbcMhusGeaXB8K1kiNdyzw2Hw1tS6zf/NzODHilOpVJ5SZGez2oMcTKZ5PLly/T393Pq1KlFU6Tnsx4iqWkayWSSnp4edu/ezeHDh3P+EK5f6Ms9Fk3TeOLss/zphz5LIpnEarFgMhlJpVJEwmFisRhWqw1Z1UgmU8TjCdA0TM4iDKjYjLPnVkLCVlSGZjARS6Y4umO2MFi5u4DO0SB7q2Yj92P+KHXFNvRZxm5fkmP1bk7uLGPIH8NmMnKp38sz3VNUFtlJKSrlM2uQ2of9aXGcinCk1o2iatR49BYMEYySxLAvmplxDMbSJjyeUjLVJfumwjTMpFpdGw1QXphOYRv2RTOFtkpdNqwWC8z8hkan/JnxX+oZZ8K/sWnTuTDEn/jSv/G/v3gcm81GKhHHbHNgsjlQ4hHkeLrIisXuIDUvOuxwOAkG/MTDATAakeYV0ppFIpKQUSNetKzWTKgKSiQAaDgsRgKROG/61vllPeDZ7Xaqq6vnpFwVFxczPT3NhQsXePrpp2lvb192ytVWEsnVGmJN04QhFiwLPUU6kUjk3QzD7P1rJXqvaRo3btzg0qVLNDU1cfTo0WXp6XqtIY7H44yPj+N0Orn77rvzUt19pSnTU1NTvPyN72Js0ovZZMBut5FIpvD7/aSSCSQ0MJpJJNMZAZqmkVAlJJMJh1mas0bYbHeR0gzEFImTTbNFlYxGAyarDVVWMq2QZFVjKhDJ9KSdCKfYX+nkREMpbqcNs8HAhT4vl/q97JrR3v6pMDazga7xEIdr3KQUlboZjR8LxJEkuDocYEeJE1WDmpL0+W0b9meCqvo9XVE1mmaKbyVklf1Z64V3VqafBwyShLvQRSSVPo7rYwHsM8uqUorK/22SQppruQ6fbbnKBz77JTQlRTAQAKMZR4GLeCKJloyRiKeD2eHI3Ocau8tNJBwi6PeCpiJZnRgcxbDAb0+1OFEjXlRl7vIqOeJHUxUKbOlleB/6URtj/thNfz8fPRi+d+9eTp8+zd13301VVRWxWIwrV67w5JNP0tLSwuDgIOFweMnrYatofS7qhWxFrd/83wxpoQoEAjzxxBNAftKm5rNS4fL7/Zw9exZgxT398m2IU6kUly5dIplMsnPnTurq6vJy/lYyQyzLMs899xxv/dDfEU8mSSZihEJBFE0iHp+N/KWYG4U2WaxgthNNysSSSexGDQMaZoczM9OalBVauge5Y2cFDqsFh7MAbzjO+esjHJ/pIwzpnr4nG9KFRZqKLUwGE1wbDxGMpegcTQubomrYzUbQNFqH/OyucBFLKTSVzRTjiqZTu1qH/JQUWJkKJzhc5wZAmRl3z2SYphnzOxGcNUglWe0WdpTOpnmXuOzYzEYK7FZiWT/B0bCSKcKlavCVHzzG5cuXGRgYWNbNOB+s5Xf0+HPNfP7r30FTVaKJFJLJQioeRdXm3pYs8wqpmCwWopHZAiUocnp9kZKa05sSwOn2oKkKmiJjjAcwZQ1X01SUZIxoSgFNpX8yxId+2LaiY9BTrurr6zl27BjPe97zOHjwIHa7neHhYc6ePcszzzzD9evXmZycXHD98VYSybWMc6uKpGD90JdDPfPMM/j9/nXRekmSVhQATyQSXLhwgZGREe666y7q6+uXPcZ8ryHWjfro6Cgul4vDhw/nbc3icp9b9BZUr3nXR+gZGkWVU4RCIVKyTCqrR6zdVUgyq2iiBDiLy4inFCLxJDYTaEoKk9mMZpnVhPOdA5xoLEMCju+up2PIS+fQNIdq3BlN9IbjlBdYAI06t5XpiEw0pTDoi9I66OXQzBriztEAbrsZbySZKabpiyYBjdZBP+UuK6OBWKYdU7EzHSS/OpzO/pIVjaaZgpxXh/2Uzmj8iG82oBuOzx7jRDD9rHOisYzLQ4FMkF/VYFeVO/O57/2ymfPnz9Pd3Y3P59uQNoFreb4IhiP8wTseJBmPIWNCMltASRGLJ0Ge/Q0Ybc60jmchZ2cCahpaPIyEhmYwzhmTxeZIt2jSNNTwNDbj3L9Tk1HCybT+BiIJ3vxvF1YcnNKD4QcPHuTee+/ljjvuoLi4GK/Xe1MwPPs5VmeraH0u6oWsdx/iXLCpv5nswlnAurZDWa5waZpGb28v58+fp6GhgePHj6+4p18+eh7r6O2eANxud06KaSyG/lCw1HkLh8OcPXuWd//NP+MPhZGT6crRZrMZTZGRDAZsViuF7uKb/tbocM9ZORpNyhQXOdnTWD/nc5oGF6/3c+e+egamZqsVtvaOZ6LAADdGvZzZVUFPQGXYH6OpNH0RRxIy9TOtGa6NzfYjVFUNNI2WmSqUA94oR2rdyIpGw4xJ9kbSN/TO0WCmbVOhPf2bGPRGMhWsr48FM8W5hrMEc3A6QlNFIb2TIfqmYxTZZ2cemqpmz0lv1ExpaSk+n4+LFy+ueGZyrazlWuy80cfr3/NRVEVGM1ogFUebEUZNnWsaI9G5EWPNfLOpMtpdICfT7bas1szY4vLsGJPJBInQNJqqYbWYkYxGkJPYpPS1l0gm+cHlYf7rwuqLmBgMBoqLi9m5cycnT57k3nvvpampKVN058knn+TChQv09PRkHmy2kkhux6ixIP/M7xiRXU16PViuBk9PT3P27FksFgtnzpyhsLBwyb/JJp/Bb73d08jICDt27Mir1sPyZohlWaa5uZm//sdv0XajH5vZRCqVvs+rqgaShN1uw+EoyBSl0rEWekjIs6/FUwpmk4mDe3bdtN9LXUPcf6Qh04kB4HLPOKd2zmaKXRvx8iv7qxkKyIwEEvjCcezm9H13LBDFZjIQScjsnNHxK4M+ih0WhnxRjtUXI6satZ7084Evkj6GK0N+ylxWYimF/dVuIJ0lJklpU9tYlg6Ej/ij7JmZJb4+FqSyKP1s0T8d5t69VVzonSKlaNS4Z58dNcPsvbZzKkV5VTWJRIL29naeeOKJFc1M5oLVpkynUile+sb3EAwGMJgsoCQzBbIk09zCc5phbpaFwWKfXV88g2R1oMkJtHgYu9UyOxNvdswZa8g7jjqTFWa120FVkJLp56yULDPkjfKO77Ws+Hgy45AkCgoKqK+v5+jRozcFw8+dO8czzzzDtWvXmJycJJVKbSut34qGeNMuXFNVFVmWMyKlV2xc6xe1XJYjkMlkkitXrhAKhTh16tSKZoWzyYdIaprG4OAg165do6mpicbGRi5fvpzXyOJyZojHxsa4cuUK//SfP6NncBSrxUQkqeFwOIknkoAEmkZKlkkmFSTJgNVqwWI2EZdBkeZ+9yajEZOjmI7eEe4+uJNnrg1lxnHqwE6ebO/ncGMVVwamAZAVFW8wQrHDgtNmQUaiZyKIxQBJFZr7pzlY56F9OEDzgJf91W46x0KMB2KYDOliGofr3FwZClDncTAZShCYSYluHw5QYDMxMB1hf3URHSMBylx2BqejtI8EcNnNhGKpjDkOxVMcrSumpX+aUX+UXRVF9E0GqXA7SKTSplADaopsBGLpGdFw1tqi57onKS6rpK6uDlVVCQQCNxWD0ItDud3unF83qxXIyWkfr37XR4hFI9jsTswmI6GZ9kqS2TonQixZ7Omo7xKYDRIzdppYyI+ryE1Ust1UhVqTk6jxICnb7INSJBTA5HQjqwZcFo2PP3SV5+0uo7xo7Q+UZrOZsrKyTG/veDyeWX88MjKSbiFmMGAwGHC73Stef7yeKIqyYOXc5SBSpgWLoadI69kT+oxtrqu534qlMsL0mde+vj727dtHbW3tqq5TXetz3dNVL+JZVFTE6dOnGRkZmVOoKh8sVVQrHA5z+fJlfnq2hceeawVNIRIJYzSllwFpqoIExOMJLAU2UNJmwWqxYDSZiBtunlg4sH8vbb2jHN1VS9eoj9jMjF9TTRlPdY5wcmcVF3omM+f2QtcI++vL6Z0MsavKwy87R6kutDESkhkPxLijsYyL/V4mg3FO7izjYp+XywNedpQU0D8d4WCNE99Akv+Pvf+OkizP6nvRzzknvI/03lZWZZa3Xaa7eTxJ796lx7vrCom7rsx7Ai09HkhchLhCEpIQGmAQF7gYgZDBSIMEGgFCGDHCDQwz3V3d1eWyqtJnpfcZmeHd8e+PE3HCZXW5zJrqS+21Zk11ZEScExHn/PZvf/d3f7/bqSKiAA+rgPDyjHBfc4BYRmY9WQABiyXWHeXReoKVfas4Nk0IeCufp7c5yHaqwOXBVopVRb9e9XXObibxuiQKik5e0VhKmXztqZP2WhqPx4nH4ywsLOBwOOxc39TU9NxNmWeJF7lmTdPkG77tn7C4vEIgEMQwTHJKpXNqarXiaaZWV/y6fA3q0h5fALlgFbb5bBrJ5UZwehuAdEwTPbsP4Q4Uzbq3NUUm4PFQMCQ0VeGPpnf4zfvr/IULPc/1uQ6KMhheBsQ1TbPnjxcWFigUCrhcLiRJIpFIEA6HX9vi+E8r+P3a/RpP8hauVoJ8FfE0K4ZEIsHNmzcRBIG33377hYthOPyCWNM0Hj16xOPHj7l06RJDQ0P293jUBfGTUGPDMJiZmWFiYoLf/3iSD+9PIAiQzxdRFBVdNzB0jfJMrz/cZKtHyrJCvqBgOv0IuorbUbls37pwlr2Ulfg/mlzkyrFOwGS4u5Xxkt3CzOoOxzoq88P7mQLH2kPkFIOdVJHtVJ6eYGWh303mbeQ4W1QRBUvB8nyf1Z2NZxUETB6sJWgPuVnZz3G6O0xR1W1/wnLimNxIEnBLKJphI8TTmymLhg2oRuW7avK7Od4Z4dFavEZAI6dUfrP5rRThEm1a1Q3em94AKovx8PAwV65c4d1332VwcBBd15mZmeG9996z59szmcyhIcrPmyB1Xef/9c3/gPXtHVwuN8V8lkymorYpSLUFl+BwNfx3bRIFfzCMotQmzUwqiUM4SIcaEAT0Yu38kFMrWKhy0RLx+c5fHX+uz/Ws4fF46Ozs5NSpU7z99ttcvnwZh8NBPp/n7t27vP/++0xOTrK5uXkg5eqrGS8zVyTLMrquv7E8ehM1URbOUktU2TJF2uFwvLJcD58MgMuyzO3bt9na2uLatWsvNXL0MgJeB4VpmqysrNgMtbLd06vQJfkkUa2yzdPKbpJf/p0vkkynS8rRAqIAhqZilL7vQDiCppftIE0KRZm84cQBeByCPSt6fmyEyWWrA/zg8TqdES8hnxuv20nRkNB0gzvzG1wZbrPPwzQhkc5xoruZyY0kumGB7eUtxL3lmD3+NL6yR2fYg2mCrzQm9WAtQUfYw3aqwLneKJpu0lfqEqulc57ZSuNxipaQVqlLXGb5xjJFxkqsrpmtpL132UrmuTzUyp2lWC07LKXidzvs9z/eVZk3/qNHq8DBncmTJ0/aNoHvv/8+H3/8MY8fPyYejx/qffS81/23f99P8PGDafxeH5l0inxVThNdPqjS9RDcvkYAu/4aFoQamj2ArsgEvB6g8dwEQcSUa4GhfDaNaeiouoHfAf/8C9Mo6uGDbw6Hg9bWVo4fP861a9e4fv06waDldlHu8pe9dA9zT3YY8bIzxIdtu/Sq4rXqEB+EFJdvwFeNGts0jDorhjJFemFhgZGREfr7+18a6T1MoY2ygbXT6eTGjRs1tKkXtUl4njgoEcuyzIMHD1AUhb2Cwa/8zhfxej2kU2l0XSttRiq/q8vjIVuUa5Y3hy+ILgiYSMiKxpljfWiI3J7bqDnW7ZkVLh3vY18R0Qyr6FE0nb1Emrawl91Ugd7mILNbKU50N3Nn2eocL8QVRrubmN3OEMtYaPGd5Thr8RyXB1u4u5JgZtPqAG8k8rYKZXfUx05apliiez3ezeAQBaY2UnRFvGwmC5wZaOLO0j5bJRGHoqpzob+Je8t7zJQUKJv8bhIFlcUdy37p8U4KURQwDJPVRJGmgId4tohhmgx3RLhXoobdWdjhz18YaPgdqpWRTdOkUCjYiPLy8jKiKNYgym63u+E9nhYvsoD/pW/7x6xsbOGWJIqFPILDXYMKO0wdw+XBKFOnRBF/KEpR1TANE5fXh1KoFdgqGCJQe/8IDhdqIYvgcIPTVbmWBAETMOQcfp+Xgm79pSDLeCQHquBG11TG1xL8twcb/E/nup/7Mz5rlDc2TqeT/v5+WlpabMuHra0tZmdn8Xg8tnp1NBp94Q7tYcTLoMblbtWnkUb1Jg4/nuYYcZRjRAfFk0ak9vb2ePjwIc3NzVy8ePGlhSirhSdflrGjaRoTExMkEgkuX75MNFoZp3kRBejnjYP2E4ZhMDc3x/r6Op3dffy9H/8BDF0n6PeRTlvAp8PhsAEQwM6d5QiEwhRxoZmgKTo9bU2IDom9fO3zFjb26G2L0tPdw8ePd+zHb8+tc3aoi0er+3icEkGfF1kp2/QJ7GZVzvZEeLSVwzRB1w0ETDQdmvwutlJFprdSnOyOMLWZoiPkYTtVZCtVQBQs4ayw18ncTobhtgALu1kuDTRxd3nfBmCnNlO0hyznCWepCM4rOud7o6zsZYj4PSRyiq1IPdQeYnEnjW7C8c4I95f3yt+y/bkm1+MYhoko1u43q3P58PAwiqLYLKTp6WlUVbVdEJqaml6YhfS819NP/Ltf4de+8Id43R5SqSQIUg2YHfB7KeRNdNEJgojgcOGQPEiShKJq+Dwu8oXa4ld0+0uNk9ooKgqGqiF6gkDlOhGcHtBVBCWP4fSWrlkTj15EEXxkiwpuF/y9X3vIT//Vi8/1+Z43PB4Pfr8fl8vFiRMnyOVy9u+0tLRkNzXK+d7r9T79TY8o3lCmv8pR7S1c7mbWx6tEjQ9CchVF4eHDh+Ryuaf6DT7vsQ6jUN3a2mJiYoK+vj5GRkYavsNXgRrXd4iTyST3798nGo3iCUX5/u/7pwiCgK5pdhHs9/vJZrMIoohpmEhuH5pSSZhujxe97lJ99HiV61cu0ifkWdlN1PxNcrlpdYus7qXthT+RKzIY8NAR8SGbAumCyr3FHYY7oizsWjPG++k8XqdEQdW5v7xHX3OArWQRzTC4MtSMopmEvE5iWWuRvjTQhIjAuZ4Im6kCI+0B5neyXOiLcn8lTmfEx2aywGapEN5MFjjeEWZuO2XbP0X9bs72NPEn05uYCJzqijC5kSBdUBnrjDC1kcAEBttCxLMWuiqX5mLDPhdfmtzku7/esGeRn/Sb+Hw+fD4fPT09GIZhF14bGxvMzMzg8/mem179vBSqz/7Lz3FrfBKXwyqGAbxuJ3lNtvwHXV4QQVcUQLWSmVokr1ZQZYffj+pw4XC6UAs5wGxAlQFLdVpXMTXZ2kBIlqBKMBQhW7R+v0xiH0ewyRbiKuZzuANOnA4XDkngh/77NH9urB2v62iXyXJBUKZNl9kmmqaRTCbthDkxMUEwGLQTZjgcfiXjI+V4GaGNbDZrX4dv4k93PIu38FejIK4+XjVFemxsjO7u7kOhOFcD7S8DbmUyGe7fv4/X6+XGjRsNgOZXo0MsyzLj4+Ooqsrly5f5uv/vPyCVTqOqGoXSeh8Oh0inMyAICAgEIlFyxdqip2A4arQR13fjvHPlPLIhsh1P1zw35PexvZ+2LRTLMb++S29LhEjAx8S6tT+4cqzDBsAnNpIMdzSxsJtheS/D5cFW7qzEyckq7x5vI6foiILAWGcYVYcbwy0ousmxtiArezk6wh5uL8cJeKzfsAx22wV0ukhvc5CddJGpzSRBrxNZ1Qn73GhGhsmNJJcGm2HX+jxNAQ+LO9a/qxjUzG2ncIgimmFgmlYX++JgZdznoHC5XLS3t9Pe3o5pmuTzeRsMX1xcrKFXR6PRZwbDnyff3344zY/9/C8jSg4KeWvcy+PzUsxZFpKC04tuGGi6DqX7TsBAUw3K5a7u8SFIBoLDhWRo1uy5ZM0gV4fg9ttdY0PO4PKF0HQdn89LQbPqCbWYI+j12iKlRVkm6HZTMJ0IpsF7c7t8+HiP68danunzvWhUg3+BQIBAIGCPvKXTaRKJxGsBhr9Mrv80j0d91Qvi5/EWfpVJsjpxgUWRHh8fJxKJcOPGjUO9OF82eZXpyJubm5w7d872Sz3s4zxLlFHj6hnmkZERwtFm3v1fv5VEMoWma2iKQiAQwOV0ksxkLGTVNPEGQiiagdvtxulwkM3lreLGrL0mrpw9ycfTy/jcLs4OdfFwcROAYz3t3FvYxjBNrpzo5U6VyMb6fprrJwd4fy4GWHYI+YKM2yEia0apM9zG3ZUETQE3/c0B4jmVB2tJLg0082AticshEvI62csqXOxv4s5qgov9UfayCl1hL6e7I/hcEqe7w8RzCn6XyGaywGhniJmtND63g9agB7/bybXhNu4s77G4l8UsIcFOZ+WW9Lor/84WK6jo3JY1WzTcHuHe8h53Fna4frzzmX+j6sJraGjI9tqLx+PMzs4iyzLhcNhOmsFg8MB78nkS5If3HvHzv/JbmIaJXBK2EB1OCoUCotuHqRYJ+X2kU8nKeTrdmGoVtVmUyJc6jaqmgCghuvyga7Y1lf1UTBsn1pUigktAEB0Ua6hRJpKaQ3MGrGLN60ZWiqiICIJOwCfyD3/9IT/1V44WOX6S0IbD4aClpYWWFitJy7JMPB4nkUgwNTWFpmk1v1MgEDjS+eOX7RAf9fm9idc/ntVb2OFwvNIZ4uq9RbFYtBlN165dO1Saf/kzv0we3tjYYGpqioGBAY4dO3bgd/iqwe9q4PvSpUt8/d/6R2xs7ZDJZBEFC/R2Oh2kMjl7rTYFgYJq4PF40DTdGqkIR8kbtWtMR3MT9x5vIqsa104N89H0CoIg4HE7iRd0dpJZRrqbkTUdpVRNFhSNvmY/91dT9vvcX9xhoC3C8l4Ww7TEniQBHA4JSRIYaQ/xOJbFQGA1XgAEzvc1Mb6W4GxJN6Q74mUjWSAjq5zqCuOURC4NNLGflTnZFWFqM0lPs5/tdJGlvSwhj4PuJj8dIS93VvZ5b36XsMcJaCztZq0GsAmrexXXhJnNpA3MFxSNU91RHKLIg9V9vjSx/tSCuP438vv9+P3+Bq2RtbU1pqamCAQCduH1SWD4s+b7XKHA3/zuf46q6XidDsoZXFdVK9drCm6X087lUNIKMWv39rKiWg4SuoaBgFBHsS6H5HJjlITaMAyUfBbB7UXHiSBUnp9N7iMGmhAEawQzky/i9Tsoajo+t8j3f2GK3/nf3j5SkPlJzJDqPdng4KANhicSia8KGP6yHeJsNvupHI96LWaINU17Jm/hV1kQV1O0FxcXuXPnDkNDQ/aMzmHGyySvQqHArVu3SCaT3Lhx44nF8Mse51mjTP+unmHu7+/nG/72P2J/fx9FlvF7PUiSSDabIZ3N1c6JSE7Lf1BRyeYL+AJBNMOkt70yS+N2OVmPW4tpXlZ4tLDKlROluS6HC6OUpG/PrnF5qN1+3bnBTt6bWufCQMV6aTORs+0VAB6u7vHOiQ4SeZX35nZsu6QHq3E6wh4UzbBniNbjeSQBJtZTRL1OHm6kSBUVbi7so5uwtJdjtCtK2OfC73HSGnKzGMtSUHUerCXQTQsNXtnP0VdSt57bSuEqLUTz22mbHjW/XTs7fHm4g3tLVmH/xxPrL/WblenVo6OjXL9+natXr9LW1kY6neb+/fu8//77TExMHDjX+qwJ8n/7zI9TlGVC/kqH0B8MWRTmUgc4k62d9XE7at9bcNV1Fw0dRBEkB1QpcvqC4QZalakUQJRQtbqkWyziFTUQRAqKjqHruEoYdTZf5E9md/mj6R2OMp6VPul2u+ns7OTkyZO8/fbbXLlyhZaWFlKpFPfu3bN/p42NDQqFp3ssHtV5HhRlCtWbgvhPd+i6/kzewl+tDvHe3h43b97E6/XaM3+HHS+ah3VdZ2JigpmZGc6fP8/IyMgTv8NXVRDrus7q6iq3b99mcHCQc+fO8T0//rNMzMyTTqcJBgOYmORyWWtOuIrNE21uxTAMirJidQoFkZxm0t0aqcE3e/t6bJHJjyYXuHS8B1EQOH9ikJ2kVUjOb+wz2lmxWTo32M77M5uc6AzZj2mGiaFrlBnHK3sZ3j3Rjt/j5NbiHsGSm8Pqfo4LfdZ+Y7tEk364lqQ36mMjWeBsT4RUQcPrcnB3JYEgiizv562un8fBTqZIV9SLohn0tgSZ3kqzvJ8jXVAxTGxbpnhOZrQ0XxzLFG11a1U3ONFVob97XU7W9q3P+UcTL+6AAAdrjfT396Oq6jNpjTzL+v2N3/VZkqk0bkm0mQH+QBDNxMr1poEo1fbigvXdRNFRZ79UOg9DhyplakEQMOuBM0MDTUPWau2bTNPEqZZo8ogIpolcyFtddFklli7wT37z+WwXnzeeVWW6DIaPjIxw9epV3n77bXp7e5Flmenp6ZrfKZ1OH/p4xJsZ4q9SlOnRz/KDfjWUJycnJ5Fl+VAp0vXxosk/Fovx8OFDOjo6GB0dfeoFfJizyk8K0zSZmJiwbSk8Hg/f8k9+mKXVdWv+SrCsoACCoRDZqiIo3NRCpm5mRHL7QdVZ24lzbqSPxfUdzpwc5dZsJTEYhsnHU4v8D9fO8kePahPG3bk1TvZ34HK7uLO4iyAITK3u0hUN2t6AdxZ26I56UHES9LnZiGfQDAMQ2EzmcEkCim7SHnSznSpWCW0UuViaJT7THuHucpzWgIf1eAGptOhtp4ukClaXOeh2kC5qXOpv4u7yHkt7WVuBsi3kY3UvR17ROdsb4eHqPpmiylCzj4VYzpodbg9zbymGxylZtKpScvrjyXX+8ddfPpRi4yB6dSaTYX9/36byeL1empqa8Hg8z3Tf/rXv/AzpdAZTUykWC9bGofzblzZILo/PtlcDcLrcNq26HKIoNc4PmbrVIUYgGI6QyaQpGhL1M8XWczUwnVCnVJ5NpQi1dVISC0cuFPAEHCiGgFMw+Z7fnODtYy14nEeDyL6IFcNByH8mkyEej7Ozs8Pc3Bxut7uGGveyQN7Ldojf0KXfRDnfP22tkiSpZj046hAEgd3dXebn5xkbG6On5+VVZ58UL1Ks5vN5xsfHEQSBGzduPHW+8FUVxDs7OyiKwqVLl2hqauJXv/BF/uvv/TG5XB7J6bAZP5LDUaN67fF6SeVqQbtIcwsZ2WAjlmSgqw1NkXH7fNybrwV8784s8/a5Ee4v1QKVDxa3eGu0l9X9HAu71ojG/cVtLh7r4n6JKr0Sy3CyM8jjuMyZvlZuzu8QDljr0v2VfQZaQyzv5Vjdz+CSrPnei/1N3FtNEPW7WEvkbWr2WjyHAMxupfE4RKa2UrQGXKzFC9YYVdIqlgGW9rL0NvlYi+fZy1Y0M3zuyppcBrwBmzEGIEkC8bz1msXdNMuxNAOtz2f39aRwOp0N9OoyW6xea+RZrqef+sX/wuTcIkqxQDgcQZaLePwBZN2sKXALdbm9bMVVDsHlLeX1qsccLtBkUHTcviBy0WIPmgeNTEkSgqZgOtw1a02xWCTgDVL+BUxdx2lq6IKTgqzwhUfbfP2Fbq4OHQ11+kVtl9xuNx0dHXR0dBz4OwmCUDN//LK59mVyfZky/WmcIX4tOsTPeoG8yhnieDyOqqqIosiNGzeOrBiG509epmkyPz/P+Pg4Y2NjnDp16pku3qNOkrFYDKVEhX7rrbfweDz87Od/ky++9xH5fIFCvoBS1WHM5asSoiCQV2oXwObmFgpq5fd+ML+K2+VAP0BNMBTw8fHcJpeP1VKHDdMkmy+QLKj2wlhUNDySSbU2hUewPBGXYlmWdjNc6re6yLF0kbM9Flr7YC3OUKsf3TDpCFliZZvJPAKmRYd2SUxsJIl6nUxupugIe9hIFBjtCKEZJsPtVrchnrcW//2sbKtSr+xXd0crJ1atqF32ZDzZ3cTD1X2k0ufZiOeY20o2fCeHEaIoEg6HGRoa4tKlS7z77ru2r+7a2hqqqnLv3j2Wl5cPRCr/7ed/i9mFFTKZNB6fH1nVkBwOFFmumQVS65YiwdVoeSTU2ypIzqqkaZJJJfD4/I32C6XnmpqKWcw0zASHQkEyyQRClSZ1MW8hxwVFRVZ1vv93Jp/h23qxOAxvwvLvNDg4yMWLF3n33Xc5ceIEkiSxvLzMe++9x+3bt19KefRlkmQ2m33TIX4TNUKZnxSvEvwuFovE43EymQzXrl070mIYnh+Y3t3d5ebNm0SjUa5evfpMYjtHLaCZz+fZ3d1FVVVu3LhBU1MT80trfM+P/VsUWUFTFVxVucvjqT1np7e2eyQ5JBSj8vzlzV029tP0dB48CpQpGoz1NFPvI3B7do3hrmZycqX4mlnbtX1/AdYSBUbbg9xf2UfRDDqC1gytaVr2faZpsp+VOdsbsZ4fzyGJluVSd8TL0l6Osc4QuxmZM70RsrLGqe4Ipgl9zdbnKufq6c0UEZ9V9LaHrSJleS9r+xk/3kkjlu6H9URlPzS7lcQpiZzrb+HW412Od0Tsv70sI+xJUQZZe3p6OHv2LO+++y5nzpyxfXUNw+DRo0fMz8+zv7/fcA0vrG7wc5//DRLxfQRBIJlKITjdyPksZlVxKzjdNdRnp9uDXOf64PceYHlY9Ro5n8Hv82GKB4O8pmliqkUcQu314fF4yKaTCFVFtFos4BSt1/idAt/721NP/7JeMA5DTO+g3+ncuXMEAgF2dna4desWN2/eZGZmxgasnjdeZoa4WCx+ah0lXouC+FnjVdCoTNNkYWGBu3fv4nK5GBgYOPJh9ucpVMsWENvb21y7do2urq4jOc7zRFmAZHx8HLfbTV9fH6Io8mBqnh/6V58jn8+jKDJ+vxfDMHC63DQ1NeNwuPD7A/j8AQLhJnTdwO2yvmtBEAhHmxuO1dLUxO3pZa6eHKwpvk4O9ZHOF7kzt8q5gVraeCjgQzB0HFJlI7awneTSgIUCHuuIsJHV6IlWkubcZoJQSTDj0XqcqN/6t6v0Hg/WrOS4nSpytjdKTtY42RVG1SuFb0/USoCuUmdxo5TwlmJZeputhOgtzQzHMkWOd1io7+xWxZZpLVm06WOzWykuD7VybzlGTtY4XkWr+tLk0STJ+ihbCZw4cYKTJ0/aAh6ZTIbx8XHee+89m179eHmVn/7cr5KIxwGQVUvNU9dUVLNu6TFqE5eu1/63LxBuuPdF1wEbQ9NAoNH6S3R57I14Lh2vzBwLgiXqYuhoclVSNnQCpbpZMDX++8NtW9TssOMwCuL6cDgcNDc3MzIywltvvcU777xDb28vqqrWUK6eBGQcFC+TJD+tIhtv4nDjWQGRVwV+x2IxPvjgA5xOJ52dna9kE/esIpqGYTA7O8uDBw84deoUY2Njz3z/HaXKdCwW48MPP8Tj8dDR0YHH40GWZb7h276bYqFAOp3G7/eTzxfw+XwEAkHyRQso9wcCiC5r9MhfVdhfPn/epkWXY7CrjfceLXJ6sJOgtyL8dO74ABMrO9x/vMGl4Y6az3n5eC/3H2/S3VRZa/KyRtAtAiYhr4uA10GqoFAuph+t7XOyywKm57ZTdiE8s5kk4HEQy8ic74limtASrBWgysnWOcdKXd/HuxkkUWBmO01H2INumBxrs957ucQIA+iIWHuDdEFlrGTVtJeV6Qxa+4yiqnNpsI3H2ylAIOSrHPePX1GuL8+1Dg0NcfmyxUDr6elB13VmZ2f5yle+UkPb/aa//1kSydLMtsOFIElWR1dyYlRbJUq1Vor6AUVtLlfHDnO5LSp09XOyGQRDxaxbUwSXB6E0j6zm03iqAHDVtNgpar425wml88vki2wlC/z6naP5jo8i19eD4V/zNV9jg+ErKys1NlwHARkHxWE4Snwa8/2bgrgqZFnmzp07bGxscPXq1WemhL5slJPX05Jk2fvY5XK90HzTUaDG5Q5h+TtzOp0YhkEyneVv/MPPoigKsiwTCPhRVQ1BENA0lWQ6g6oq5PJ58vkismYgCCKKqtMcCfM//t9usJ/O1hyrNRphMWY99tHEApeO9yGJAj3tTdx9bNkvmSZMLG8xXEJULxzrYmJtn6WdJOf6amkwdxc2uTjYwk66gKzDw9V9ekvIbaaocqzNuqGLqs5AqYCd2Uox2hHENKG1lBz3M7JlxxXLIokwv5PBKQnMbGcsKtWGNWO8lSpwolT0toW89vt5Skh6sJT0ZM2wi92srDPYbD23t8mPqlvWEVBLt/rSZK391KsKSZLo7u7mzJkzvPPOO5w7dw6/38/W1hZ/+e98rz0XLDhcoMs2RbqG5iRINdZLAKZe+99yfQENeN2uhsc0U8JU8giiVHPvitWdBMPAi2qJhDg99j1hKvkaSnY2mwVMCoqGUzT5B//18OeLygJ0h50k68PlctHR0cHY2Bg3btzgrbfeorW1tQbIePToEevr6+RL3fGDzvUNZfpNvIo46lxfLjbHx8cZHR217eleRTwLMF0sFrl9+zaxWIzr16/T+YRO6csc43mjGvgeGxujubkCWP/Vv/vPSKYyZLNZXC4nkmSp5ufzeXTTcgLI5vLkcnl8/hCappMvyrhdbr726gViqVzD8ZTSRN+jhQ2iQR+tkSCiKJIsVNboO3PrXBi0APD2aICJtX0KioZo6jUd6rnNOG8NtdIW8bOdVlmN57nUX9kPJLNFynh5LG39OytrjHZYe6yV/RwOUeDRepL2oJvprTQDLX4WdrMMtwZYi+cZ7QiRzKu2Jkm5C7ybsYDUakZYtfewq0pIM+i21lefy4EkCXbBvRGvfD/3l2Ikc7X58VVFS0tLjdZIa2srqVSKb//Mj7G5tYOmKkiSw8rvJYq0INUVvHXCWPUYmcsXbHCOCAYbKeKC04OpyqDrNUWxvy7PKNmkBcRJTvTyXLGhWa8tRbFYRDJ1TMAjmfzkH80fyXpwFAVxfUiS1ACGV8+Jf+UrX/lEVl/5PF8m1wuC8FW1jXrR+FQVxEepPLm/v8/Nmzdt/95QKPTKhD0OsniqjrL3cVnY69y5cy/kh3jYqHEmk+HDDz8EsL+zciL+K9/xvcT24+iqSiDgR5ZlCiUBg3A4UnMevmAIo6pDmMrmmFrdRZIkrp4ZsRfMwf4etKrn3Z1d4eRAJ20tzehVj2u6wdZego6Qm4XtpP34nfkNzvZVknjQ60bVLCVHsFSnPY6K39795ZhdCI+v7NsdX1XXwTR5sJagK+JlLZHnbE+E/ZzCme4oqYKVFHMlKpVFl7YW9LJy9OJuFlEQKKg6oyWE+PFORUSr+lLwOCXaQl7SRbUme6zsZex/P1jZYy9z+EJKnxQNXdgqpPKLt6fYT6SsGSKvF7PaHkkQoQox9gVKwI4gIDndiJ4AguSyKNFlRdID7o16mhWAXkq2plJAlByYponb42mYPc7lrO9fqkvGRjGDUKJZmaaJ09TxuZxgGjxYTfJwrdbi62Wj/B0edZKsjvKceE9PD2fOnOHdd9/l/PnzBINBdnd3bcrV9PQ029vbKIpiA3YvqzL9Jt7Es8RR5t76YrO7u/uVO1h80rHKexGv18u1a9de6L457IK4DHxvbm7azLQywP69P/Gz3H44hVwsEgmH0A2TVCqFYRh4fX6KxUrhIThcFOTK2q+oKgoONnbjXD09QihgbaIvnjrOZqJSBK5s7yNi8va546zFkjXndn9hk4FmLwG3g2JpxGo1luJMb1PN8xTdqBnBmt7YI+q3QNXNREVIayuZ51zp34/W40R9LvayMud6IuiGSXdpHxDxWoVewGPl9DITrOyrvBSzOsKr8TwDJcGsMiNsK1VgqCTYOb+dxlFa//fyOpIoMtAW5NF6wt4PbCXz9Jbo2Lph8t7M5lN+scOPmo5qVQ4RPQFujk+TL8rWfWSYNfm9GvyWHA7bi9jl9lj0aSwx1LLXlkZjjjlw2+ooAeK6ClXsJVmuZXJpmoapFvG4XTUMFUPO4qxKu05TwylZe+SiqvKjvzf7TN/L88SrKIjro8ziK4PhV69ebWD11YPhf1odJV6LgvhZv7ijSFpl1PPevXsMDw/XFJuvQoSqfBw4uCBWVdWmpVy5coX+/v4XvtAOM0lubm7y0Ucf0dXVxcWLF21auSAIfOZffo47DyYQMVE1lVyhaM8xuFwuUulKIYcgotTRYy+fP8NmLEE6m+fWo3mO9XZydmSA8YXGJFBUNBRFpc6rnpysMdDZbM/ylOPxRoyo34UkCrRHgzxa3efCQAUpnttKcnHASoamCW7JUr1yOyUGW/1c6G9GN+HyYBMtQTe9TT7O9UYJeV0MNPts8Yt4rjQnXPr/9RIiPL2Zwu+SSOQVxko0rXKRnyqoNoI8u53C67IWpHRRt4Q1sjLzJV9CgL1MkcEqcY0vT73aJPkkG4b17V1+/lf/G7Ki4nI6KeQtC4tyCI4q2pnDhSFIiE4PIGDoGoLkwNTVEpIs4AuGLRXpKmVKfzDUeC2LjhohDkPOI0rOmtm06hBMrfH+NnScJWqW3+dBLhbJFRVysoamafzQ7x5ukix/hledJKtDEARCoRADAwM25Wp0dBSn08nq6qpNuQLLXuVF1sQ3BfGbgOejTB8F+F2mSPv9fq5fv25fk89KYz6MeNKxyuNa9+7dY2RkhDNnzrwQ8A2Hm+vT6TQ3b94EqGGmiaLIe3ce8gu/8ttoqmZ1gfN5tCqBpLpJGHz+WlZbV3srd2dW0A2DWxPzOESJ88f7SRYa15hENs9OMkeTv9E3N+j3Uax7yZ35TUY7rfx4ZaSL8eU9/M7KOE1O1uhrqnQTpzfihL1OS+jSMLgy2Ex/c5ATnUGaAx5SRZUzPWEkUeBUV4jZ7QytATcTGyma/S6mNlM0+V3MbqfpinjZzymcLIHdzQFrJnZ2O2WPXTWVHsvKGidKz0vLOpeHWpjeSJIpqBzvqGjXdEQqIkWvakSqHOXv7KD795v/0f9BLpu1tDsEscbxoQb8FiUMpx+3L4AoOVBVFUEsFci6BqaJw+UBQarZIwiCUCO+akf19a2rGLoODg+63njdi6ZWA8yUo5hNYZomDoeDgqKhyFauzxUV/vvEVolaf3jx1SiIq6MMZJRZfdVgeCwWs8HwbDZLOp1+ofnjT7NeyGtRED9rHHZBXKZIb25ucvXqVfr6+mp+xFeFGj+pIE6n03z44YcYhsGNGzeIRCIvfZyXTZKGYTA1NcX09DTnz59v8EF8/94Uv/n7X8btcpLJZKzPVuraiaKIPxBEcjgQRMsLzuMP1SCPkiSysV9LlZ5f3SIYDnNmqLvhfCSni8nlbU50RqgW2Ohvj3JrfptTvS0175+TNQKSzlCz1xaiur+4TYuvsogvbicJlDq5a/tZvnasE1GQeG/Wmt1d3suxl5WJpWVuL+2zmy7yweMYbqeDvKzzzkgbggAjbQFW9nOMtAfZThUZ7QwhawYnSkWvo4TAzWylCJeEN9yleRdFMzjRGaUr7CYnm4RKM1QFRWe0yiaqJVShpXw1kuRBi97f/O4fIpNOY2CiaSpgIhhVFgiCYFkuOT2gqcjFAqZeET2rp0spmmnZJukagtOD1+ejcMBe+SAhLkPOwQEibAAuh4Qh5xrQ53w2hcMhkisoli2UZlHiZVVleivF7zw4PHr661AQ10eZcnXs2DGbclUWGlpYWLApV0tLS3Yn6GnxpiB+E88Th517qynSY2NjnD59uqYD8qo7xPX3jKIo3Lt3j/X1dd566y16e3tfakNZZoO9LCNsc3OTW7du0d3dXQN8A+wnUvzIz/8KLodEsZBDVhTb8hAEgqEwiqrhcrlwOBwIDjdFpdYKp6+/D73qu4ins0hON+1NoYZV+9xIP/PrMQQMIv7KWu90SMRyCiYmPnctgLC2m2Soyc2dhV3A0gYZa68UwePLMXuMKSdrXOhroiPs5/5qEtMUmNvJcHc5jiiaPN7N4pQkbi/H8bocmMBoZ4jRzhCDrQF0w7S7vl2lGWGphNQ/3skgCQJ5RWes2xqHWq7yHnY5JAJuB10hF0bVtjzgrYwFJfKV4uS96U3UAwq/o4onFcQ/+K9+kbWNTXQsiqymKjXpVnC6cbrcJQ9hS0NEKRYq12W1/ZIgWN1cJW+NUElOvP6gpThdJ56G6GiYKTY1pcYbuzq8vgBmMdPwuKmrBF0Wq9CEUq43wDTJFBW+55BtmL7aBXF9VIPhFy5c4Gu+5msYGxsDLGHh999/n1u3bjE/P8/e3t4zgZT5fP5TqTANn8KC+LBQ4/39fT744APbHigUapxReFWocdmKopyQTdNkfX3dTkSXLl3C5Wqcl3zeeNmCuFgs8vHHH5NIJLh+/TqtrbUG8cvrm/zsr30Bl9NBPpfFNEEzwe3xWiqTooNUJls5B1EiGApx+ewYF08dRxIlLp87w9ZeLS21vSXK7ZkV7s+tcLwzbPNnhrtbmV3fA2BqbY+3jvfai2HA58UE7i1scvlYR837eX3+mhtW002c6PZrk3mFEx0hRrsi+LwuZrdSyCWqlWmYYJos7+U40xvBMKEzYhWlkgB7WYV4TmZ5P0/I6+JSfxNNJVqW22FtwFIl24bpLatbXC28MbdVoU+FfG5iGZVkUSNYlRjdVTNHsUyFHnRzdss+z1cV9Qny3/3a7zA5M48girgl65oWJGeF8iw6cDod5DIZ0BRrtrh6pkgQbUpVOfSqZcpUixTyeQt5rju26wDxO8HhwlRyDVZLiA7y+UIJma79zhwOBw6tWEnBhm6fo67r/MgfzB3a6IGu68+svPvVCpfLRTQatS1frl27Rnt7O7lcjgcPHvDee+/x8OFD1tfXyeVyB343n1Ybhjfx1YnDLFALhQIff/yxTZE+SIjyq0mZTqVS3Lx5076/DsPR4pNYZ88STwO+TdPkf//hf0NRVmx7PJfLjd/rw+fzAwKyqiEIoGoaumHQ0dHJ2dFjXDt/ilDQT2dbC/dmVhqOnSio3JpcYKAtZOtkeN0uplZjAOylCzQFPbZY0oVjPWwncmzuZxjpqB3HEkWJpki4ppxa3M0QclVySq4o0x72crwryldmt+38O7GeIOp1oeoGvSWa9EYijyjA9FYaAbi3mmQhlmU1kefKQBM5WUMUBEtcSxCY2koR8jpJFVTGSkB2eTxsLyvbQpqqbhJ0O1lLaewkK6NAa1XuEws7KSKlvUSmqHJ3cffZfsxDjOprYG1rh5//z7+FpqqE/F7yJTEl0Qa/BQTRgaqolv+wINSoTVvPqPM5dlaB2rpKIZexil+xFuiQ3AfPp5q60pjrgVzB6g4bcqM+hqpYYIodpTnjQlHlvfk9prZSBx7rReJlhClfRUiSRFNTE5IkMTo6yjvvvMPg4CC6rjM3N8d7773H3bt3PxEMz2az+Hy+13pP86R4LX6ZV6k8WbYsKtOSzp49+0Ra0lcDNdZ1nYmJCebm5rh48SLDw8OHdmG9TEEcj8e5efMmPp+Pa9euNQjkyLLCX/72f0oilaZYyONwuqyOkK5TyOcpFosNG+LzZ04RT2W4MzHHvekFmpsi+INBXI7aBW2wtwethIbObSa4dKIPTBOtbt99a3qZt070cHqgg6n1ffvxh4tb9LVYyK3X5SCVV5jZiNNeZcWwmVYZbav8dzabIZ0vspeR2UrmOd9vobrzO2lO90QASOUVME0eriVoDbiY2krT3+RjajNNT8TL+FqSlf0846tJLg80IQoCTT4nC7tZeqK+UhfYeq+yt2FO0bg20sZwW4hbCzHE0lzNalViXNxN27XgcixDa6lLnFc0Pl6o9WY8yqhPLOlsjp/63K+iqSqi5KBYstgKhazfXXB5QXKgFPKVYtZRC/RYM0X1B6q7BwURUy2hzFWCHarSSIkqv5+h5Gvuc6HKn9As1jISdNFlWYJVF+qagoCV0LIFlX/xxfnG83yBeN0Q4ydF9fyw1+ulu7ub06dP8+6773Lx4kXC4TCxWIzbt29z8+ZNpqam2N7ethUn8/n8kXaIP/OZz9jAQvl/HR0dT3/hm3gtowx+vyzwVLYsCgQCNRTpg473qnJ9GWg3TZPV1VU+/vhj+vv7uXDhwqE5Wthr2wt8f08DvgH+xj/8QZbXNhFLdoV+fwBN00mn01aHKBisaV6MDA+xm0jxcG6Jjx7OIKs6506PEQ3X7gkunhxhecvK3Us7SVrDfkI+N/3tkRpbxoWNPY53NRP2u5naqOT68cWtGgB8uKuZOws7NWNRsmbS6q/sMUxNodUnMbedxjAh5CnPAusMtVrn93AtQWvQzU66yNkeSx/kZHfY0gnpirCbllENy37x+nALw21BzvRE0HSTkZJ+SHkeeGY7RbDUyW4JeTnf38zEesJWkl6L5+iOlgS50gUG26zXmyYMtlXAkj+ZenVCmgddR9/2vT9ugdMOJ+mUVTS6vD5rj+lwgSghGprdMRYkZx34LTSA3/WFr3Vswyp0q/YGZTeS6ijbOZlKHqGqKBYcbszycXWLsVZ5jYd8oYhYJepp6iqSYAImLhH+2W8dng3Tpy3fu1wu2traGB0dtcHwjo4OcrkcDx8+tMHwtbU1u0A+ajbYUeb6FxtQ+SrFyyatYrHIw4cPkWWZa9euPVWl+VUXxOWOS1nYy+M5wIvtJY/xvAWxaZqsrKwwPz/PiRMnnkjl+ivf8b0srq7jcbsxdJ1CoWD76wGIThe5fEVZsb21hYnHazXvMdDXw5fvTdPZEqE1Gubh3DIt0RDjj2upwHdnV7gw3MXDjXTDedybW+PS6GDNY4qmg2nglERO97dzp4SsRr1OtpN5+/OsJwqEvS6GOyLcW4kz0OSxacHT6/v4nA7yqkGmVAiv7uc429vEw/UkvU1+YlmFqN/FSjxPW8jDerLAQIufO8syIDC+luDyQBPNOYXuqI/2kAevS+JcbxMOSeD6cCuPd9LkZI2FmEXvOdHqZXYnRyxtzQsvxdIk8wrHOsLMl5DLvpYgsbSFKt9fjvHu6LNbcb1M1FOmv+P7fpK9/ThIDlwOkXKOKRaKODwBNDlPIBwlm64grm6nE7kqKbrdbuRqPrQo1cwFQ4kabVi/qanJRKJNZPLFA4W37NxnmqiyjOhwYpoGLodA9XiMIecQ3H5LiKtEvRKUHKYnVKJhGYimhi44wNT5lbvrfMvX9POVj+4xs7TGw7llBAH6utr52qsXePvCaSTp6Ynv05Ign4RsC4JAMBgkGAzS39+PruukUikSiQRra2t89rOfZWlpCV3XcbvdZDKZI7O2OXXqFF/84hft/35Zv8c3cfjxPOA3vLjaqWEYzM3Nsba2xqlTp55qT3hUloRPOpamaTx8+JB4PM6lS5doamp6+guf8xjw/B3ieDzO+Pg4LS0tnDp16sDv/sd/4fN88b2PME0TzTCQizJur4hRVewoai01ut4vNhwM8Cf3Z3FIEtfOHufjR/MYpklGqT3flZ043c1B8nrjeTxY2ODPXDrBn9SNCj1c3KK3JULY7+H+0i6CILCwuU/E5yJZoh0/juU53d+GieUKES9mS/ndZHIjwXBrgMX9Ig/W4rQFPexmZHqjXmIZuaQabbKyl0MSKorRmaIGCCTzKlNbKU52huiN+nFJIpcGmjFNk3O9USRRJOR1shTLML2ZIpmXQRBwOyufsTPqZ6MkKtYS9LC0a+11tCq9lYXtw+tcPi3qKdP/6bf/kKn5BRAd+DwuciXFZo/bhWaYmKqM5HSXRqasEJzuGmVnfzBEPl9rr1Q/LoUg2GrVplLA6wsgy0UKhUYLRMHhtt0qdDmHPxSmUJQJ+n1kqmyczEIGwWcBCyYmAqDJBSTJZc8/a4oMDje5osL8ToZ7y/uQjXHz3gSPHq8gKyrtzVHeOjvK//DOFYL+Z3NQ+LTn+zIY3t3djWmaZLNZ4vE4+/v7/MIv/AKf+9zn6OzsxDAMNjY26O5uHHM8jDiqXP/6/zJV8TIF6t7eHjdv3sTj8TyzZdGrEtUqx6NHj2hpaeHKlSuHXgzD89suaZrGgwcPWFpa4sqVKw0z1uX4/p/6BT689wCf10Mum6NQKBAKBpHlyuJXL8E+NDiIVvfd7pV8Xrf2kjycX+Gt0yOMDPRbBW1dqJKHSyd6GuQHzw53M7Meoy1cu0Ct7Ca5OtLJncVKB3V6fY9LgxX0O1vUuDDQwr0Vyzd3OV7kbI/VGc4pBr0h63ZZ2c9xotX6PIlcEUyTiY0kEa+TRxtJWgMuJjdSBDwOFmIZJBG2U9Zn20kXebybZWI9yb3VBO8/3mMzVeTuSgLNtCjXc9tpnAcUU81V88IRX+X6KCtrDreH+e07S6/MPgQqCfL3v/IxX/roDgYCIoZNn3J7vCiaiSZbCan+ftLqurr1qs+C44D7oA5FTibilip1/dMkyUKWS2HqKn6PC1NyotTNsqFruETw+7z2Z9J1Hb9UOV9NkRGxhNzyhSKX//ZP8o1/7/v4vfdu87tfucV///It/s3nf5uf/I+/zdd+8z/ld9+/99Tf4tOUIJ8l6ZQpV8PDw1y5coWf+7mf47u+67tQVZUvfOELNDU18e677/J93/d9rKw00iVfJhwOBx0dHfb/DupsvYmvfjxLUVy+1l4k/xYKBW7dusX+/j43btx4ajFcPt6ryvW6rrO6uoosy9y4cePQi2F4/oLYNE2Wl5e5e/cux44d48yZMwfe7x/ef8S/+g+/hmmYqKqKXCzicDhQq3K9LxCs+S4vnTvN4vp2zfscGxq0HB5khY8ezXOsr5Pr58dY2Ig1HLOnqxOHJBD01eaC1kiA9ydXOTfQVvO4oum4JYhnZftaSxcU+ptru9Fuh8DKfg7VMMmrhi1oCZAvWroRmm7SVGpMPlhL0BZ0s5EocKYnwl5W5kxvhO1UkdNdYRZiWYZa/ExtpWkLupneTlNUDT5ajBPLyNxbTSBKEvdWE2yni6zs5UjmK8JZS1UssLIoJ8BepvLdzm+ncEoiHqfEzFaC5VhjU+AoQxAEEok0/+wnf46irGBqCnKVaniuqNpFbyhUu8cOeGt/P72+/BBEu/i1H3LWvqaQz1rCWwdFXTEtFwqYCKTzjcWzQ5cJ+P0IVfeHpFVmm01dswXYJDT+xr/+Q/6f3/R3+eLNO/y3P77JH7x/m//4W3/AD//8r3D1//Pd/Iv/9DvI9XuKA+LTkO+fVWW6DIb39/dz/vx5/v7f//v8zM/8jG272dfXx8mTJ/k7f+fv8MEHHxzqOR5Vrn8tfpmjVJ4sU6Tv37/P8ePHn0u58VUkScMwmJ6eRlEUBgYGGB0dPbIb5nlsl3K5HB999BGKonyioNfvfeVDfuk3fhcBAVWpmN1nsjlcLpdlX+XyAiKnT4zw1vnTnB07zv3pxZr3uXR2jJWtvZrHZle2SOaLdDbXzlQd7+tkamWbOzOrXD3Zbz8uiQI7qTzpvEzA7cRRJz29lcwx2t1c89js+h7Rkmrl2d4mvjSxzrG2yjz5bjpH2c5wMaHQErAKr3hOQcBkLZ7nWLMLWTMYbPGhGyZ9LX5kzWC0PUSi5Eu4kSxwvD3IWjzPUKuf/ZzCWCkB97dYiTpWSnx5pWLFtJwo4ix9jurZoq1kBfGc20oRcDvQDIP1eI75V4QclzvE2Xye7/j+H8fhcGCocmmGDATJUZoRLvkRCiLFfCXpe3x+9OruryCQz9epSYoHLMr1KDLgkqihTwMHJs50Kol4AC0LQM5nG2acMum0bc1gmiZuQUPARC4WMNpO4HG7mVmqZToUNYPlzV3+f5/913zHj/wChQPULcvxaUiQ8OwFcX20tbXx1//6X2dgYIAf/dEfZX5+nm/6pm9iZmaGWKxx8/syMT8/T1dXF4ODg/zlv/yXWVxcfPqL3sRrGeV74nnzb5kiHQqFuHbt2jPPrb+qgnhzc5Pd3V18Ph+XL1/G7T5gROQQokwlfJaC+FmB73gyxd/+nh9BN3QcDqni6SqIuN1u3B4vguTE4XIz0NvDtYtnODUyRF6tPYemcIjxOnbY3OoWsiFwdrin5nGX08HjzX2Wt+N0RAM1+hkDnS2ousHceoyu5lqKZjToo7vusfGlHU6XrJg6Qh5mNpOMlfIswP3lPXpLqtNbGZVzfdbf5mIFWrwiumEScVrXSCpnFcxW4Wranduwz9of9DUHME0YKFGu20JWLioo1utnt9O25VPAY+WtTFGjL2z9e3E3Q0vQes3yXoa2EhheVHWOd0U43dtMLF3kS5OvhjZd3SH+pu/+51ASzPR4PSVQWyDc1IyhVPYomVytLWI2WzuaJH7S/HA56j2MAbfbZTVC6tSszbpiWlMVPG53g+8xgCIXEczaXK8oCoGqwynFAoZpks8XUB1+xHAHebn2GL09XWTyBf7P//Bb/E/f8c9Z2nzyXHfZuvB1z/flNeN5873f7+frvu7r+LN/9s/ydV/3dezt7fGDP/iD6LrOo0ePDvUcjyrXv96/TF08b9Iqz8Jsb29z7do1enp6nmse96hFtcrnF4/H8fv9hyKm8UnxrLSwnZ0dPvzwQ1paWj4xaa9t7fD3fuBfkM8XEATI53P4fF78gYAlpqGqZDIZ/D4vhWKRiblFPn4wTSAcxe/3ce38GMf6LPQ+pzQW6iePDzK7uk02n6e7qYI2eqq6zbemlnlrtA+AC8f72Ixbi+7C1j7nhypzBRePdbGwnWQ/la1RoswWFfqafHSFXExupkpKh5U5k+1knvMlT0JFM+iJWseO5TT78YIGmCZTG0k8EkyuJ/A6BZb3sghAvtTB9ZVEQCKlWaHyrPRu2kIwV/ZztsdhWZ1S1kz6m61jrsVzdJVmizYSObqarH+rusGFwTZWSqqVX35Fs0XlJPkd3/8vyOXzZDMWzTuTy1viWZJYI9svuty1gExdV9fja5w7Eam9XkXJ0YAiAxSLsiXcUTWTbDzhXneiYwoH0H+dHnLZRqN6rSzEIUrkCkUrFzuspNxx5X+sQYZ9Xg8zKxX7q9/40i2++Qf+DalsHTWsfI6fggQJL14Ql6M8VzQwMMDf/Jt/k89//vNcvnz50M7v6tWr/If/8B/4/d//fX7u536O7e1tbty4wf7+/tNf/CZeuxAE4blENMvA8sOHDzl58uQT6b5PiqMuiKtFqtra2giHw0d+3z9Lvn9W4Ns0Tb7+W/4hqXSWVNqyZPF6PQQCfgxdp1gsoshFvD4f2WyO5fUtPro/hdvnZ3kzxoWTI1wYs4S5xk4ca+imjQ71Mj6/xsTiOse7ovbjp4a6SWStwmp+fZfRPqsT1Nkc4v6i1XXOyypOQbBZVZ3RIPeXdrg7v8mxjto91XY8TdTnxEAgJ2s8XI7ZxaphmgRclabBdiKPJFrWUd3NFki+mFCJeERW4gV6gyKr+zmOtfiY2U7TF/UxtVVmhlk+9+txa91fjOUQgNmdNM0BN6YJQyXgfXE3a0tquKuMcftbKsB8WQMFIOR1c2fJKry+PP1qc/1/+d0/4dbdcQvkNXR0UwAEPD5fbQEsiGhVfsBur68yxwsgCBQKdTnxGcHvgqxiGpo1IlV6jbuOgVgOlyQgSI0AuOBwkYrHcTpq78F0KllqpAgomoFoaIhON2ASPvO1zCzWAjmZqvGu6aV1/ue/+0M8Wqh9jv1RSt/h657vX7QgLkc2myUQCBCNRvn6r/96fuZnfoZv/dZvPbTzO8pc/3r/MnXxPEmrTJH2er3PTJF+meM9b+zt7fHBBx8QCAS4du3aoQiGPS2eliBN02Rubo6HDx9y+vTpT+xWa5rGN/ztf8x+Imkry7rdbgqFIvlcRcmvtbWVbL6yULY0Rbk/s0gyk+XWw1kW1rf5v9+4bJm5V4XH42J6xUp4mYJCPFfg1GAX7RE/E8u19Ks7MyucG+6yi+Fy3J5d48xAGx6Xg5XSTO5uKsdoVcIFeLwVx+cSKY/nLO2mudRf6SRPre8TKqG446v7jHaEuDTQjCQIHGsPITgcvD3Sxlh3lAu9YRyiQG9QZC+rMBR1Mr+ToTviYXLTSpazO2lcksDMVhqvU2Q1nrfpXJ2lgni+ijbtqOIRlwtiwBbeGGoLkatSl35VYhumabK8vs1//+P3cDgkMA1ESQLTRCypi5pVYhVG3XKjqLWbXclRhwYLIoZWu3FyuhtRZMHhtqwSsOaMgkGrsNYPoNojOixVVF1tKHxNQ8dQFQLu2vPQ5CJu0bBsIwQRUymW3spJzl87IzN2/Bhq3XGLOvz1H/gFW+myOj4tBfHLnKdpmuRyuSObHQb483/+z/OX/tJf4syZM/y5P/fn+MIXvgDAL/7iLx7ZMd/Ei8Vhi2jm83lu3bpFPB7n+vXrdHZ2Pvc5HeV4VD6f56OPPiKZTNrCXq9iXvlp+b4MfLe2tj61W/2t3/PDrGxskUylCAcDBPw+CoUChaJir70Op7NhTc0pBoqqMT6zwPjsIiMDvZgHFD5er5X3DNNkbjPOtVNDCAKsx2sZQw8eb3B1rI+etuaaPcPyToKzJep0e1MQTTet7l5Rrhk/iqXyDLf42M1aQK2s6bQHK597aiNhi2bupAtc6ItytjeKJAhcGWymI+rjZE8z53qj9LRGaA86UUu+yy4UZM1gqNlLIqdwqivMdrrI8Y4giZzCWFfEEsZqsfJTuiSkablaWMfczlauwVyViFhZUMzrkkjkFMpKVXcWdskcslfuQVHubn7/T/0CgWDALnY1RUVwOJEL+dri1eGkWrxKNWt/c38g2DDu5nHWF67CgeC3Xp5PNzQcooAgiijGwWtKJlfAKGYbAXDJCQJIRt0+wDQxFEsRWxAEDFUp/V1ACjRjBCvibJFwiNnVzZq39Xo8/LXv+3lmVrYazuV1tFg8KMrr4Iue51GLah1lrn8tfplnTZDlAvWTaL9lMY0yRfqTVKSfFkeRJE3T5PHjx9y/f58TJ07YfoivwuLpkxKkoijcuXOHnZ0drl+//lTVtm/6+58lthdHEAQikRCFfA5Zlkvd2wq9JlBHWTsxMtxQCO1nZZa2Ylw7cxxPqRg5NdxPOldBGAuyyvz6Dq2RxhvNME3cTseBIkYrW3EuDHcRz1be6+7jTca6K3Nbw13N7GcVnFWF59xmgmCpCM7JGsfaA4S8Ti4OtOB0iNxdiXNneZ+wx8l6vMBGMs/91SQzu0VUU8DjC3K83Y+BlQg8KKi6SW/QQU7WbE/i0ZLKdGsJpd4qzRrnFd2mVK8mZLtjnMxXEkS6oOJ3O8irOku7FY+9+8t7JHJPpukeVpimyQ//+1/H7/NZapOAIUgIWMUljroNVh11yTR0BKcHweUjFG2ioBoITi+Cw4UgiHj9jb+1csDlK9TRqtKplKVIeQC6LDiclkiWKtcg0k63x/Y1zKbj9a6HFItK1bpj2slcNwW8x6498VwAiprJg8drfPtP/DJ6nXfkp6UgPowO8au0XfL7/Zw5c4b5+cNRA38Trz6eBZDe2dnh5s2bhMPh56JIH3Ss8qb/MGN3d5cPP/yQSCRiuzO8Km2SJ1Gm64HvEydOfOIa9PO/8tt8+cO7ZLM5vB4PyWSCbDaL1+vDqBoxuXzudE3n9/zpMR7XFQytrS3cmnjMqeE+OlssYLqvo5UHC7Ug7keTC1w53sN+upFZs7J9cCfoztw675zsY3ypQlvd2M9wrkph+uJwB3dX4nSHK7np4coeY6U8DJDMFnFKApcGW9hKFXi8m+HeapyCorMeL/Dx0h4biQIfLSXxedwITg+XBiJsZQ38ToH1EjCfLQk5eRxW7naV9id7pdw8v5OhtUSL9pdp04rBSKmrPb+dJuhxlP6dwu92cLwzysxWkoFWq3usGSYfzNU2CI4qfukLXyGZTlsODAAIIJaK1jrFaKFuLEkQBMvZweXFEwhR1EUr1zvdSA4HCIJt32W/5gDHCcFhdWvLoSqyJYt1QK5Hclj7ENMEvVqxXsAsAe25bAah7trXDMOegxZKn0sQBEwE/Mfftp934tiQbaFVjr7uDtK5At/02X/HbqJ2vvvTVBCLovjC7jaFQuFTm+tf71+mLhwOxycmrWKxyO3bt9nd3bUp0i8Th90hLhedm5ubDef3KlQun5Qgyz6IDofjE60pyvHjP/953r89TlGW0VSVVEly3+FwUCxUusFXzp9heaOyWDdFQtyfXap5r+NDfUwurmOaJh9NzNMSDdPX3sTSdrzhuE0hP4uxLMe7W2oeFwSBrUQOEROvq34htvzk6kGUeCaHxylxbrCNB8sx4nmVk50VilK6oHC8vdLRklWN9rCPu8txHq7FGSn9bSmWwSkJLO/lON0dJpG3kOGHGym8bhei5OBMd4StgoDHIZAoWt//fspaLJMZ6/taKQlqbCQq3eJyAZJXK/ZMC7tpmkozz4uxNMfaw2wn8yRyMsPtViI1TJP3Z2o3IkcR/+l3/oiN7dLmwzQRRckSzijZJNUsqGV/YVEiHG1CcPvB0DB1BVMrkk6lMNUipiZj6homJWukurmiekuuT4yD5o+qXm8Ws1YyBjxVNg6GYSAYlY2e4HCCrlh+xuXnyHlMw7D8lrtGQZTweNxML9cjxm5m1ywhtz++O8NP/Zcv1vz9T1NBfJSocX3Issz09PQLdQvfxOsRn5R/yxTpR48ecfr0aU6ePPlS12f5tYeVg8vA/IMHDxgbG+PkyZP2ff4qwG84WDPkeYHv8el5fvTf/EdSmSyYJmaVBV61knR7SzP3p2o3pIpZ5xPvcjK3bukGTC6ukcrlOTfSh9fTKIgIsJYocH6wveHxvo4WHi5tMtgRbfhbtqgQDdTmjLvzmwy1hWgN+5jZTGCYIJi1jZV0vkBZckQzDN4aauXucpz1eN7eF0ysJxhq8aPpJv0tVkc74HayvJ/HMEW8bicX+1tIyXC83c9yUiXsFpnZSuMSYWozhcchsryXoztivb6/1C1eimXK7kT2HLJumAyXOseaYXJ5uI0HqxYY0FolsPkqGGFL65v80a1xvG53yfXBJByJVjq4B4LfAoFQBMHpQRJMTEPF1GSK+axlpaTJmJqKrumEo82WLWNVJ1c6wILsIPqzeVAxDLiqNERMtYjLZX2vPp8HqkaxBDlrN6tFUcRU5YqtI2BqKqZhXS+SN4SjZQCAgtp43Kxs3R/b8RTf9mO/VCMc+2kqiF9mLc1ms6+0ID7MXP/a/DIvqzwZi8X44IMPbJ/cw6DnHWbiSiQSdtF548aNhvN7FaIeBxXd6+vrfPzxx/T19XH+/PmndtM/uj/Bj/3cL6MqCsVCAa/XbVNKPF4foVCQgZ5Ohvp7kHWTU8eHuXrhNNcunObc6ZMNs0PBUKT2fHb28brdDHTWKkcCDHR3UFR1NvdTDLRXkuGFkR7W91Ks7iYZ7W2poeKM9LQyvrTNlWO1N8t2IsvZ/hZWYhWa9cTqHl3Rijr1vcVd+pr8XB5qY3I9gbtqjSj7SMZzMudKFKuCYqGQm8kCAiaZgsrCXg6HJDDQ7OdMb5TtjMpwa4DNrEmzz8lKQibsFollZHpLghpNASu5zG2nkUr3hac092yaMFCaPTrb14xYNQPTVLUR+PL00RbEyXSG//Abv49TkmxKvCEI9hwxUDsz5HAjuH0IWB1cQZQqXsSU0eDazZth6BblWpSswlgQUA7wGq4XwoISsqvkaxSpBUGwvZHLocnWTHCmjs6sF7MW8iwImOX7Utcw9Kpiv/T5BAx63vrzvHvlIlrd/TU2PFBDof6pX/sjbk1WBCBe1FbmVcfLJMkyZfooC+Lv+q7v4stf/jJLS0vcunWLb/iGbyCdTvON3/iNR3bMN3G08SQRzTIFueyTexgelC+jal0fsizXFJ31KtevyuKp/jjPC3zn8wX++nd+xlaTDgb8FAoFBEEgHInicDrp7mhleKCXsdHjDPX3cvnsSW5cOsu71y4yu1Rrh3Tx9BjxdCXf5osKS5sxgsFgw/7v/PEBdpI5xhe3uHKi1368KejjweIWiqpTLCp2ZxXg9EA744s79DYHa4pdwzTRDZ32sJ+8bF1Pa/E8lwYrwPr6fpYL/c2MdITJyzqTa/v4XNY18Wg9QbRUpHpK+fbRWpKoz8Wj9STdES+P1pPohsnsToaOkIeOsA8TGOmMohhwoiOIqpv0BK33DDis84hlrHyUyCm25/FaotIpNUpU4HN9zaQLlb1TvIoB9t70ZkOn8rDju37oZ3A6JLKFovXdOj2kqkSy6sFvJAdIDnLZDGDatPJyVLs/IAgWYK5ajh2CywOCWANS26+jsU4QHE7rtXUAeP3okpxLYwoihToWtqUZY90nhln6LKZpF/tCyfpJEAQETCIn3+GdS2fZ2qsVLw0F/MyuVlxMbk8v81O/9kf2f5fB7xftvL6qeN3B76PM9a9NQfwscZDypGEYzM7OMj4+zujo6HOpSD8tDqNILdsZ3Llzh4GBgScWna8iSVZbMei6zsTEBLOzs1y8eJGhoaGn3qixRIJv/kf/HKdTolAo4HQ5yRWKuN1uXG4XuVyOdCbL8sY2ra0tPJpdZOrxMh8/mGZ6cY27s8scH+zjypkTSKJEb1c74/OrDcfRHR7GH69z7dSw/VjI7+XholXkZQsyeVmhOWQVr+kqGvH9+Q0ujVgbkOaQjwcl+tSjpW06o7U3qaYbdvEJFgob9kh2MjVMk4GWAHcWdgGBibU4ox1WMfp4J82ZUiH8eCeNxyGyEMtysjPEdsqya1rcyzHSHmByI81aosBuRuZCX5TmgAcTGGwP2kkTIOS1ku5KzFpo84rGQNR6bCmWsQ3uZdXk0lAr95b3qb5kyl7EYCVJTT+66+lvfe+PkUxnKRYLoKtILjfWCZahVsmmUglun4XsVnkQUnet1VOswFKCBGy/4WAo3GC5VE+hKoddJOsyzjLSLLkarnFTUxAcjgMpV6acbXxN1UyTocoWMCIIZN0tbOdVWpqaOXdiyH6O6Kjtfpimyff/+/9GrmhtCD4tHeKXKdwLBQttP8oZ4vX1df7KX/krnDhxgr/4F/8iLpeLjz76iP7+/qe/+E280njeEanq2N7e5ubNmzYF+bA6EWVV5pfN9/F4nJs3b+J2u59YdL4qynT1nmJtbY2PP/7Ytkh5lj3S//rt/5RkOkOyxACTVRW/349pgiwXUWSZjZ09CkWFm/cmmV1c5e7ELB/enyRV0GhvbeH6hVOEg35EUWB9v9EiaHR4gHvzG5wZ7qlRkK5uvt2bW+P0gAVoH+9tR9GsP27F0wx3RG0AvFCap3m4tM2l4VqQJOxz46ljj81vVrRBwNK0SOUVMkWVZF6xO8NFVWewVKxObSYZaQug6AZDrdb+oy3oRjNMhlsD7GZkmgJuPni8z8X+KHKpKJNLn8fpsd4nKVv3wEo8T8Rjrf+e0sjWTqrAQKlzPLed4kJ/MxPrcRZ2M4ilNvbCToUptp8t8mjt6MQDP/dfvsDD6cfkc3nAtEaZVLkmF7pLQIE1AuUFVUYo5VShLgcKJUHK6iiUrZsEMFUZQRLJyY1gmGg23jdCqYwxlTwB2w9YaFCdxjTB0DH0xplro5C2ivjqx5S8ff+YuqUvgiCiCQ6SziYKmsm1c2N2/j4x3I9R97l+5tf/mEeLVgf/T0OuBwuwPMqC+Chz/ev/61RFvfJkoVDg448/JhaLcf369UM3gX7ZgljTNMbHx1leXuby5csMDAw8cTPwKgvisghJJpPhxo0bNDc3P+WVFgjxv/ytf0I8kSKdSuPyuBEwMTQVWZbpbq90dEVJZL2O8nz65AlyBZm5lQ1uTz6mrbWJsWPDDZSu0yMDLG5a9ksfTS5ytVQUnxruo1glMrGbyBANeDk/3M1C3bEeLW7R1xpmqGTLAFBUNYIeh3284Y4odxe2rTnWqtdOre1zrs/6Pi4PtfPlqQ3O9lXmjWVFsRfzZE4GTJJ5hdPdFl1ZK3WOUwXreR6HhKIbHG8PsbKfJ13UmN5K8dZgs40O76atQnE9rSIKAvGiSW9TiRJVOlYipzAQ9eJxirgcAlPrCQDmd1I4Sr/r8l7WplKlCgrjK7U2VocVf3zzLjfvPECVLVQ2FA6jK8UaupPgcOLxeBGdbkuEqu7abkhWdSE43JaKZFXkZM1CaqvoWT5fo7qkpQBdSmSGgapa6O6BKpaAqVtFbePjKoZa21E21YI9NycIAihFBEFEMHQWiyF24ikeLmxw9ewYXo+bmbVGGwaf181P/pcvA5+eJFmeK3qRyJU8qY+SRvWf//N/ZnNzE0VR2NjY4Nd//dc5efLkkR3vTRx9VOffskrzxMSETZE+zPtGEISXysGmabK0tMTdu3cZHh7+RO2SV0mZ1jSNiYkJ5ubmuHjxIoODg88ESHznD/wED2bmkItFAgE/gYCfQj5HLpejp7uzxnu2r7enhhp68vgwkwtr7Own+PDBDKpu8v945yr7yUzNMXweNzNrFoX64eN1Bjpb8XtcjPR2MF3VadMNg+XtPUZ6WplYrV1PHy5ucfl4N2cGO1jcSdqPz67HaA5aucHjdLCZyPFoeZuOSCVfpPMKx0qjT4NtIR5vp+itYog9XN2jtQSYP1jZpyNsMbDKUiMTGylCXgeP1pM0+13M72ZxSQKqbqCbJqIo8mgjxTvHW0nkFTrCHma30zT73exkFYZaraKhzPhaT1ZyTcmRiVM9EWTNQDchU6x4Fle/Do6ONp0rFPg//u0v2Wwor9tFIZexRLPKezdBRJaL+EMRa/a2XsCq7r8FqZEir9Yxv0TRAZpcEr+yXi863E+Yia9ce5lMGkGUkFzuJ17nwhP2AUKVZVTpje3xL7AKddM0MXWNbVcPRUXl1uQixwf6aAoFUPTG47VGgvzDn/0dNN34U5Hr4ej1Qo4y1782v87zKk/GYjFu3rxJIBB4JvrPi8TLFMSZTIabN2+iaRo3btwgGm2cd6mOV4Ealy/yW7duEQ6HuXr1Kt4nyNXXxzf+vR9gemERt8tZ8oGzqGEAxwb7WF6vUHRPHz/GVqyCWPp9XiYXa+lTqqbz5QdzjPR2EPFXzkGqE1K4NbnItVPDzG80FnePN2JEw4EGtFHRdAJuJ9Nrdb7G63s2dVqURBAEFneSXBqqpWdv7qc529fMvaUYgiAQS+ZsT+OlWIbz/dZvuRbPcb7X+vfsVgqvU2RuJ8NoZ5DlvRxjnWEmNlN0hDysxS3bhaDHSUbW0QyTdEHnxrFWEjmF/mY/qYLKaAmVbo9YC8p23rBnmyJeEa9D4P5qgp6I9T0VFJ0TXZUkWW3PcBT2S7qu8x3f/xNQmqlxu1ykU0kA3FWiZILooKgoJVRVgGpUVnI0CmzVFcgHzgqV/7+UKCVJsrsF1REI+Gpfp6uYgogkHkwrMw0VoUZ0o3yaLpBzjSJ+WkVgyzBUa+ZYEHA299lP+XhqkavnT6MecE8rOnzu928xs7rzqUqSL2PDIEkSHs8BPpNv4k08Icrgd7VK840bNw6FIv2k471IDlZVlfv377OyssJbb731RB/fcrwqynRZPOt5gG+Af/Off4P/8rt/jIiAw+kgm8+TyVjdXY/bTTZb0VJobYpwZ2Ku5vUub+36my/KLO0kiYQC9LVG7MfPnThGtmpUZXZ1m+7WJsKhRiZJtiDTEQ0hHvC9PlrcxFFX5GQLCp0RH6ZpcmawnVi6QFHVafbXWv/dW9zmdG8TmaJKQdG5vxSjr2RnqGgG3VFrzdIM01ajntlKcaIjSFHVGWkLohkmAy1W/j7dE2FmO0NP1MvKXg4BgXRBJ5HXGOkI0RHyMlgqhKOlDm+qpCuSlg26g1beK6oG/REnd5fj6FV044C3UkyqeuVzHJXV4jf/4x8mncla9okOp73nc1bP9zrcOF0ecpm0levr2FamUdfprfsJD+oYG0Ip/5f2BV6vF5+v9rqyz6N6L2GaGIaO3/sExXRBxJTzjQC4IKDJhYYOtCnnKjPKgjWvLAoCmuBA8EYAmF3dorm5hXimUQCur6OFmbVdfukP77x0ofmq4jDGo46SDXaU8fr/OnUhiiLLy8uMj48zNjZmqzQf1bFeJEFubGzw0Ucf0dnZyeXLl+1h/k+Ko0aNTdNkZWUFgOHhYU6dOvXMN+dn/+W/5w/e+5CA10symURRVFSlgma6HE4621ro7+6gtSnCbqIWCT53+mSDSfvIkDVbOb++i2rChdFB+rvaeLTQuLDriIz0NoprDHW18KXxx1wd7Wv4m9/n5mRvS8Pjj5a3uXa8m/mtpP3YxMoOYU/lGhIE8DkluwDbSuY5V9Ul3tjL2IrUGwmrWM4UVU5VFaYAhmlgmtAd9bKbkTndHWZ6K0XQLZEqaiQKKgXNQDUMBpqDnO2JEPRaiWY9YX1fkiBwoTvAaGeYrbxpi3JVX/PVfn9F5Wjtl777R/818WTaToxa+ToQJOTSeQguLw7BsJOcz1+7ONYjxG6Pp5GyfNCGsjrx6WppxvCA+/OAutfUFNwHdGy8Xi+CoWOqMp462xGzNEtUrZ5pvZflwYgo2t1oU3JiYuDsOG4/bzuZ50Rfd81HcTsdzG7E0Q2Tz/7SH/6pSJJlxPjT8DnfxNHH84Df6XSamzdvEo1GbZXmo4oXKYjL52eaJjdu3CAcDj/1Na+iIN7b2yspQXufC/h+/+5DfuinP4cgCGQyafK5XM0s56WzJ3E5nfR1ddDZ1kJrS3PNZxkZ6ufh/ErNe545Mczj9R124mlW99JcP3sch0NiZTfRcPxUvkhR1XE5a9cahyQyvR5jsKOpoXga6W4llSvYoHU5Hi3vcO14Fw+XY/ZjE6sxRjsq+UhAIOCW2EtbucswTXzOihjZ+PIeAy1WgTy+Gqe/uWQPZVj5bWozScAtMbWRIuCW2Cm5RLSFPMSyMie7w0xtpvC5JeZ2MmylC2g6XOxvsmyVBFjay9IR9uKSRJp9Di72N7OSlJEF63vfzlWuyaXtynf2uIodNrWRYCd1sNf9i8b7tx/wwe1xRNOAkmBpmR0llunQTjdut8sebyrP29ohSiURrkqY9ffYQT7B1WuEaVAsFmtsqOy3dx6wt9ZVivITGGi6CqaBq74ednoRBAFNkRtsmExdxTQNBFGyusSSExDw9IzZT3O7nOg4iNSB8fkS9/8nf/3LxDP5T0UOfN1niI8yXv9fpyoKhQKyLNt+fvViFYcdz2vFUJ7LnZmZ4cKFC4yMjDxz8j/KJFmmbq+tWYbh7e2NxeWT4gt/cpOf+/xvEvT7SCSsxdjtcdHe1sKVsyf52uuXmV5cZSsWZ2Vzl96eHnaTWXq6Onjr/CkunxljaTNW854Br5cH8xXz8lxB5v7sCmODB88A7GXyfDS1xFtjAzWPR0MBBEHg7vwaJ3pa7cdDPg8Ty7vcnltjrKe2KNY0A7PKNgcsMawWn7Uoi4JAJODl7uI2HeHKJmJqdY+oz0pQsUyRc70RwJoveud4G+f7LJT5dHcYt0Pk7WPNZIoag61+pjbTBNwSqmEiawbHO0Is7GbpiXqZ3U5jmjC5leLRRoqJ9RQRrxPdMBjtDJORdQoazG6n2U3L9DdbC81GSrXR8r1i5bqZ3UrgLG0M5rdTtgXEYcTK5g6/+ftfxudxASb+QAC9lOyCJVRfcHowdRVFrvYfrrsH6pKCTuPiaxr1SdPZUDQrmm5ZJdV1BzL5OuoTVsc5n8vWItuAXIWyF7PpSi0tiBglFVVTKTScj2FoFeRYVzEMHUFy4mqxlOMjQT/LsQzT63sc76ncb8PdrdZ5Azcnl7g1u/GpSJIvM1f0aU6Qb+KrE7quk0gkiMVinDlzhrGxsSO/T56nIDZNk7W1NW7dukVPTw8XL158JuAbjpYNZpomi4uL3L9/H5/PR1dX1zN/b3vxFN/2PT+CQ5JQipZ4kiA5cLmcXDl3iktnxrg3OUcskWJ1axeny83s2i7NTVHOnzrBtQunaWlpbXjfejXeDx895t2Lp8kVGwUSB7s7mFzeYrSvoyZrnB/pZT+d5+HiJlfHavcJqm6ytJPgwnAjc0AQwFNXXO+kcvbM66XhDj6a2+JilcDW9Eacs70VRp9HAkwThyTQ2+Tj4kAzkiBwfbiVodYgl/qb6G3yMdoRYiNZ4FRXiOnNtCXKZZpohslIW5CdtMyJjhAP1pPsZxVmtzKc7IzQEnDT3xpE0Q3WMzr3V+PoBvSWOtWpgsZwu8Ucixd0OkLWdVZQdHrClXx2mAC4aZp81w/9NCbW/lFyeSiUbJEkhxO5WERweS2KdI14Zm23t35+GFGy7Q3t59RTrKmlQZfPx4ne+H4HhSAiF7KEgnW0XamiFaIUciBUXRflIr5UMNccW1MB0/YmxtQRRBHRG0DwlubMcRJLWzPMUul+83tczK5bTMl0vsjP/+7t/8vnevh05/vX5td5WuG4u7trKyQeO3bslXzhz2PFUKZ1lelJLS2N3clPiqMqiOup20+yXjooHs0u8g9+6KdRFIV8Po8kSTicLjRVYWt7lwfT8zVKkh63m+Uti6a8vh3j44czuHwBCqrO9fMnaQpbRVNvZyvFOi/i5kiQLz2Y59LogO25C3D6WC/LpRnhW9PLDJWshdoiQcYXLPNzTTdIZHIEfVaHb7SvzX7//XQWn7uSNM4Pd3Jrdp0LdTTpx7EsxzuCXBruYH4rgaobtAQqr8srmi10AbC8m+bqcCtF1eD+8j6z22lmtzN4nBIP11Mk8iqbyQItfjcDLX5OdISY2UrTE/WyU0Kj20Mey2+4K8J+VmG0I0xe0eltDhDLKBY9ShBYTyk2zaitVKRniirHS1ZM8ZzKYKv13WoGNiUL4Jd/7wNmZ2eJxWIHKrY+T3z7Z36cbC5HPp/H5w/UIKlFWQWnpyR+Fap5XT1yL9QlHMOsL5ilBkr1Qf6+iKUEZ+h2USyI0oECWV6PG9M0arymoe7eNg2E8liUy1uzJplanXWXUsSUqwpv3ZpFF0QHrq4TjB0bRC8pf87vZDhzzFJK1evUQP/dFx8cuULoYcTLzhAfZWfvTfxfK3K5HLdu3UJRFFpbW58LwH2ZeNZCVdd1Hj16xPz8PBcvXmR4ePi5lGOPig1Wpm6vrq7y1ltv4fP5nvk4iqLwF77lHxBPpcgVCsiKgsfrw+9xkkqluf1gEsnholg1O9zc0oJpwn4yzfj0Y3aTGe7NrnD51AmG+6zRpO62Zha3GgWfNuJZmsJB2iKVbq3f42Zi2crpDxY2ONnfagOU+5kKC+r2zAqjvVb+Pt7Twtym9f5359Y51lkpZHtaQtya3bCLyXIkcgrDLV6GOyLcXbRmlRe34/jdlU7lXipv562ZzSRfM9pG2Ovm/bkY2aLGzHaG3UyBiY0kd1firCcLbKaKXCqNUxVUnbHOEFNbaVqDLnYzVvHvKwl7tYYsKrbXJbGXVaw9gWDZMg6U8neqUMnXUX9l3KS3inYerBo3+4NbE0xMTLC5uWkzuF40/s9f+E9sbO/idjjw+Hx43ZWZYa/PbxXDSgHR4UQuVvKg11PHRKgDqw8qaOu1Qg7K/wgiqqpiqsWa91DUxj2NszQ/nE6na3VN6s7FVCyxR8HhqtE4MYrZ2nPSNYwqRqSpKqUxKQlv/3mGejpZ2bWE5zYTec6fGASgtzWMXrVn+K8fTLKXbgTrX7d4mVxfpky/Stulw4zXpiB+UhiGwczMjO3nFwqFGmf6jiie1YphZ2eHmzdv0tTU9Fz0pPpjHTZqvLW11UDdftbCOxZP8Nf+7veyu7uHbhjohomua7Q1hVBLi9Dl86fZrpoVvnTuNMlMZb7I5XLyeGOXTK7ARw/nKMgao/2dxAuNi9iJwT5UTefu7Aqnhnpsv1nJUVsIre1n6G+PMtTdWqPot5vMMtTRhMflYGZ9v+bxsR5rdsrlkFjeTQKwuLVvqzrbYRhMrVfmjh+t7nGyO2L/9/2lXQZa/Ay3hxAEEU3TUXWTVKFCl55cTxLyOpjaTDHUGuDOSpxUQaWg6nSFPbSFPKwnChxvD/B4N4skYAt/lT2Uy0qS6yX7hYysc6IEBMSylURXbTnRUuVLGCglydGuCFNxE0EQePz4Me+99x737t1jeXmZTCbzXPfRr//enzC3sEzA70NHJJ/LkC97TguCZXGgWedWqKMrlUWVys816uaF630EhXpPQ8BxkP9weRNqGgimgShJB9KvAPIlu6VcLourPMtaZZ1kn4uSL808152jWqxQp0uWUVaRXDp3QwVDtzoqrQOsJmrpayuxDF2tUTZTtfTr5Via33p/3N7IZrPZV7a+PU8cBmX6dbebeBOvJj7pOtja2uLDDz8kGo1+ogjlUcSzFKq5XI4PP/yQQqHwXHO51XEU4Hcmk+HDDz/EMAybuv2sxzFNk7/wt/4RS2vrqIqKyyEhCgK9HS1kc9Y6NjLYx+2HU/Zrjg3082BmseZ9mlta0XSdu9MLLK7HGOntoPWAxsDJoV4er++ysr2PIIl0t1pF5Jnj/bb6PsDESoyzA+2cGuxieadCFTZMk/10lqDPjbuqK2+YJkVZwSlZ29rWsB8TuLewxcme2t9pfieN3+OwC+5kTma0auRpM5HjXF8TEZ+L0a4oizsZEiWrI8PQwTRZ2M1yujtMVtY42RlkM1nARGA/p3C2J8xWsoBpQn9zgLV4nqFWPzPbGdwOgdV963td2M0iCgLLezl7Rrkl6LHPsamkrrWdqhRkqSrfoJ2M9e+g18l8wsDp9rK5ucnNmze5desW8/PzxOPx59pb7iVS/PJv/gGGrpHJ5pCLBfJVv0tW1jCVAggCHl9t4VN/u7rruvMNwpaC2NAx9vsaiymhah9oqkW8Pp/12oPcIcr/b+g1e6SGvGpoCKLUOJdePSblcFnNCF2tGp0yEYxSl9jlxdvWU/Py+wtbnD8+gLtuVEzVDX715iy3b99mYWGBRCLxSrQEnjdeJtfn8/kjd5Q4ynitC+JCocCtW7fY39/nxo0bdHV1vRK/3nKUk/GTjlcu1h89esTp06dfitZ1mEnSMAymp6eZnJzk3LlzNdTtZzmOqqr8xb/1j9na2cXj8aCrCqoic+XcaTa2LZXHcCjIxGwlIfp9PqbrhLMunz1VoyxZVFSC4Wa8Hh8jfRVfYI/bydRKRVXy4cI6J/o7Gexus62WyqFoBqqms77XaOHwYGGDG6cGGjxl786vc7K3hXNDHexnrCIulZM5VqXYCFb37mRPU81jyWwFKTZN6Ax7WdnLEssUGV/ZoytiJa+J9QRRr5NCSWgDwOsSMU2rEzy1laEj4sUhinidIj6Xg1RB5WR3mJltK/HNbqdxSiKzW5aN03aqSHfYSoiB0mzxyl6W9pLa5fp+pdCs9iVciWVwO0SSOcUS4Oof4vr161y7do329nbS6TT37t3j/fffZ3Jyku3tbUs04wmh6zo/9gufJ5lOWTQ3Q0V0OO1E5g2Ea0SztCoREK/PX5O0HG5v3QxYY/FZT6kG7E1OTVS9j2noGLpx8OyxINYgwEohC6KEx+M9eMOtqSWaVN3hNAVTlKreq3a+2Cj9WxJF9oVIzWuzBYXBni5yB8w2fXluj+bmZhKJBHfv3uWDDz5gcnKSra2tl0b6DyteVlTr00qhehOvJnRdZ3JykqmpKZsiXRbQfFXxtL3F9vY2H374Ia2trVy5cuWFReIOmzJdDXxfunTJpm4/657i2z7zY0xMz1ve7YZOJpOhu6ONx8sVS0RPXecvWDcr3dfdyf2ZpZrHcrLBSizDW6eO1TzurhLd2omnUTSdntYoq7Fkw7lNrOwSqae+ArFkllP97Txa2q55fH0vxfmhdvrbwtxfrPwtkcnV5JCR9iCyXMv6ub+4TU+VynQ8k6cp4GFmK8V6PMeFUvf38U7GtlzMFq33mN1O43WKbCTy7KSLSKJIa9jLyc4Qi7EsogARn8vqHHeFiWVkjncEa4Q0yyrWW1Vq04NlBep4js7SuT3eSREq7Qd20wX6mgMcaw+zmymyq3m5fPky77zzDoODg2iaxvT0NO+99549NpfLHSAUWRXf/n0/zt7+Pg6nC0ShlFutvOULhHEYqp1nC3Vzvflq8BtqusfQWHAc1DEWDwK162jVhVy2pkiuDq1qZjmbzSA5XRYtu77rDJjFLNoBex9TLfktV+uHqEWbzWXqCqZhIIgCq2qo4fX7WZntRONM9835XZz+KLIsMzk5yVe+8hUePHjA2traawOGvyz4DXxq8/3hGPYeQtRvTHd2dpiYmKCjo4PR0VH7B6q2XXoV5/Qk1LhYLPLgwQNUVeX69esvTRE4rIJYlmXGx8efeF6iKD71pvtfvu172NjaxuV0UCwWMAyD1qYIj5dXODkyTCjoJxwOk8laN7wgCITDYeZWN0lmrJlVh8PBUp0dkiAI7KTybMQSSKLItTPH+ejRHOdHj/HxTK0f8aPFDf7sW6dZ3cs0eLu1N4UoaiDGa/8mCgLzG/t0N4fYqPM8TOcKxLO1xcW9x5uc6G1ndjPO8fYA87sZ1uJ52sN+dlLWQr4Rz3LlWCd3lvY509fMR/PbnO5v49F6Et0wafI52UxaQiCnuiPcXU3yaC1B1OdiciPFYGuAR+tJmvwuEnmVpb0cbx9rZmEnS8jrQDdMDBOrm7wc52xPmIdrCc71RhhfTRDxOtlIKSzvVRJNb3OAnVSRnXSRvuYAq/tZFnczNAU8xLNF9rMy14+18uG8BTJ8NL/Nnzndg9frpbu7m+7ubgzDIJVKEY/HWVtbY2pqimAwSFNTE01NTXaHAeA7f/CnWFnbAMPA0C103BQkQMUXCFU8BMGay6lKSIpRe18HggFS2QI2B1wU8bndFIpFBEOzxUpqQ6BQqKcaNXZ3OcCj0DqlWp9h0zDweyXyqlY/3Vw6J6lEva5HlHVEXcWs8kI25QKG6LS606ZhqWo7XTjDbWh7tdd0UYdLJ/q5O1srOuNwOHgcV/kz58/V/C7r6+tMT0/j9/vt3yUSiRyZiOAnxcvMFeXz+U8thepNHH3kcjnGx8cRRZEbN27YDKtXCX5/0vEMw2B2dpaNjQ3OnDnz0hTu8p7CNM2X6oBXn9e5c+doa6sdA3qWPcWP/Owv8cWv3ELVNFRVLSkamwR8HgZ6OmlpihIOBckVFa5fPIsgCLi9HnbjGVxOh01Z7ezsZCOxUPPe/X09fDy1xO2pJS6NDTO1uEZLJMSDx7XAeSyZ4eqpYZaqbJPK0Rr2M7m8TVskyG6dbZOmG1wa6eZeaXSqHHfn1nlrrJ/Vvcrzt+IZrhzv4fbCDs0BN/M7WVTd5OJwJ/dL9oS6YRLwWLoxnRE/qYLCQGsFCFjYTuF1ShRUnXi2iIDJ8l6Oc71RHm6kuDzQxJ2VJOd6IzzaSBH0OOmKeGgJuOmOepnZSuN2CMialVf8bqsYLM84x/NW0bmRyNPT5Gc9nqOoVq7H7miArUQe04ThjjD3l6zzHmgL8ZVpq3HwpakN3h3rwul00tbWRltbG6Zpks/n2d/fZ39/n4WFBZxOJ83NzTQ1NRGNRm1tjS99dJc7D6fQVBXNEKxcLjrA0PD6A+TzBTAr+d2syvVOtwdNrQC+gXCEnKwhlOa1MU2Cfh/pHKBrluWl5GgQrTxotrxxT1B6rL5LLAgWYF097qQWwOlFOOBesApy88B7UdQVDIfb3iMYuoagqyC6Su9bRHD7wOG2KeTl6GyJYEouYqlaFkU04OE37y3zmf/3n7PpxfF43P5dHA6HneubmpqeWZfgMMMwjBc+bi6XQ5Ik3O4nqHy/5vHaFMTlqF7kT506RWdnZ83fXwfUeH9/nwcPHtDS0sLly5cPZYN6GMk/kUgwPj5OU1MTly5dOtAH8WlJ8lu+54d5NDtPKp3G7XIhAlfPn8btdvHRvUdMJRfp7erg7uRj23swHApgOjzkCkUi4SDdrVE6Ozr50r2Zmve+dOoE9x5bwg+6YXBrYoErJ4+xnWgUfgoHvHwwscTF433cqSsgthI5thNZro31c6uqkD5/rJt7C9sMdzYhClA9mtnZFARRYidVi2DmCgUCHie7aWtRVjSd1oDbLogBJtdinOtvY3I9jmHCbiKLQxTQDJNHa3FGu5qY3ckwvhqnM+xjK1XkdIuPxKqC3+VAM0wGm33cXU1yvD3IUixPQTM41RXmo8V9WgJudkozRuV1vzxrWqZE7WdlhtuCLOxmyBQrSagt7GN13/r+BtuCxLNFzvQ2Ua1j8qWpDf7M6VpajyiKRKNRotEow8PDKIpCPB4nHo8zOTmJrutEo1HSeYUvvv8xuqZa9KFS8jJNA7cvQD6bQXBWOiWC02UJbZTCNE3r74KAqSnougFVfw9GmmxLD9M0cbi9uD0e8rlKYj0ICRaqfRArj1rnJ7nqiuPGTWcul8XlC3IQtmZqCqYqI7p9ta+VnGj5NGKgGaFaylpTQLI2ToKpYZpORFHE2dSDGrc2f0Gfm8n1fYJeF36PuybpKwb82/9+iz9zfrjhd1FVlUQiwf7+PjMzM6iqSjgcthNmIBB4JbTSl+0QvymI30Q5qq/Xzc1NJicn6e3t5fjx4zUMq9ch1xcKBcbHx20V6cOYhS9/xpcpiJ8GfANP1Qv59d/9Ev/2P/0GuVzO6lqrCmdGR+hoa+bj+xOkMlmWN3bo7e5mdbPSbT175hQzy+u4nE6GOprpbO/g7txyzXs3R0KMVwln3ptZZqCzlZ7OFjaStZ1ksDQxfB4XQdVNJl9ZG9sifibW4hyLBImnc2ilz9Mc8jG+sIXT6aAj6mc7Ucnr3S0htuIZJFGo0Wy4v7BJT3OYoMdJPGfNfC7tJPC7HZbHPTC9vs/lY11sJQvsJ2Xi2V3626Ks7OdI5hUuD7VxdyXBRiLPxYEW7q0m2MvKCJjM72TwOEQSeQVNNxhuDXBnJUFn2E1rMEBe0TnfG+HBepLWgJvHu9Y5zu1kcIgCa4kiTV6ReMGgI+xjPZ5jbscS58orOukqqnT5Z20JekjmK4//ydQG//QvXq65rgRBwO/34/f76evrQ9d1kskk8XicpaUlJicnCYVCRKNRvvuH/zWZdAZRcmKURqAE0QGSZHVlXX7M8tyuINawu3QkcAgIogNTVywWWa7SJZVcHlIli0ZME4/Xhy460A29RrTS1A9Iygd0dymJo1bvaR0OF3rdc3VdJ+iXyBUPKIgxMdQiksffsJ3QVBXRWcsCMZUChuQo3cOmVdQLIt7u4+SXHtjPyyoGc1tbjPZ3MLNSuXfaIn5+7b1H/J3/+QZNQR+BQIBAIGD/LvVNikAgUNOkeBVg+J9mR4nX6qzz+Ty3bt0ikUhw/fr1hmIYvrqosWmaLCwscO/ePUZGRjhz5syhXaAv0yEuWyrduXOHwcFBzp49e2Ax/LTj/NC//kW++N7HJJJJvB43Y8MDuN0ucoUiX7l1D6WE/rW1ttjFMMDpsVFyBYvmk8rmmVnZ4tHyFt1tTZwYqCiBp4qNdFEdAZ/XYwtilWNssAdZ1bgzu8K1kwP248PtEbuA/mh6hbNDlfdPF6xibWErzqWRbvtxhySyvJviznyt6AbA+l6aK8MdpKqKzEcrMU5XUad9LicuyfIiBNhO5TnfV3kfWbVUCHXDpDVgIWsP1hK0Bd1MbCQZaPZZStMeBy6HyGaqSHfEx/J+gYt9UQZafKzF8wy2+JneShN0O5jZTuN3SezlNZs2XRbWmN9JEy4pXsdzFXRV1gy6oj6WYhn2qyjUX57aeCorwOVy0dHRwcmTJ3n7KrjZpQABAABJREFU7be5ePEi4XCY7/6xnyWeTONwOqnxMxJE5Lz1O5hVdOmgv7JhFN0+TNPA1GRMtQimQS5bC0go1bZJgoBTsuaTEUSEsie1eMC1XD+LRFXhrCs1f3c5DlrmBNRi/uD7t3x/1CVWSbJmh1Fru9WmWsTQKjQyU7e8id3NlWtztL/TEn/LFjl9rAJOuBwii7sp7sxvML5QOx4A2Ej/2NgYN27c4K233qK1tZVUKlVDez9qevXLimp9WilUb+JoouzIMD09zblz5xgdHW24vl4lGwwac2MsFuPmzZsEg0GuXr16aMJw5c/5ovk+kUhw8+ZNPB4P165deyLY9Em5/sP7k/yTH/s3ZDMZZFnmWF8XvZ3tLG9scufBFKkS0+vqhTO1xfDJE0w+tgBqRVVZ2tyjqIPf5+XMsT6k0rp7YnigQfAomcuzsJ1gqKtWifpYTzvTqzus7MTpaY3ikMoqvU7mSvaIjzdiXDzeU/WaNjTDpCCrhLweqnNTSzjAym6Si0O1qtOabtAV8TG9XplHTmSLjHZFKt9ZyUd3L2vtZ0zTUpku58+Hq3u0BKy8tByzCuCNRJ5zvVFLS6Q7zOp+nlNdYeZ2rI5wV8THBwv7XBlsxigZXPS3+MkUNU52hcnJGmOdFgW97HYRK4mIabrJSOlvj3fSNlV6fieFzyUR8bt5tB4n5LP2CJuJHPPbqYbfuzokSaK5uZmRkRGuXr1q77V/9Bf+M5u7McCscYYwBQELORZqQGhv1Yysy+Ozxok0xerIGjrZfJHq8PmqaPeCQLFYQDBUq6h0uq2cL9XtM8BymDgoDB0MvebZlgNGY+RyOTyexq6lUdrHGiWBrcohLVDdyKdrz8bU7aaAKIqYuoYpgCm5cfqs76OnNcLspsWOVE2xZoqroJkUFY1f/tJ4w7lIkkRTUxPHjh3jypUrvPPOO/T19aGqag3t/ai1Rl4m13/ax6Nem4J4b2+PmzdvEg6HuXr16hMX+VedJMsFsaIo3Lt3j/X1da5evUpvb++hdmZetCAuK14uLi5y+fLlpwqRPAk1/rnP/yb/7ld/h2w2Q3M0SntTlHuPpigUiqSzlQ7u6RMj3Jucs/+7rbmJ+9O1VKmRgV72klk29lLMru5wbnSY6xdOsbC+23DcgmYws7JFazREuOThJkkii1V064+mlrl0wvIarrfwWd7epyXsZ7Svncebldfcm99goD0CwLmhTmJpi2qkqFqNinU04OH+4hZNvtpFN5bK4pREREEgGvDw8fwWx9orCWBidY+mUvG7FMtwoWTT8HAtwXBbAN0w6YpYCSDgdlBQdUbbg0xspOiKeBAE2EoVySkGWVmj2e+kKeC2LBo6Qmi6yfFSIozY3sQW2mqaMFwS2VrczdAcsArl3VQBpySSlTWWShRqsOaMpjYaPR+fFIIgEAwG+dLdKTZ39xBMHU3VEMsFouQCtQgIDTYLmWwOp8eLx+u3Zmqr54MlZ4N9kSzXJk2nu4TImobVaRYdeA9IZAdd4Y7qTrKmlOaOBOQDZoSEsoK8Unt8h4Bd2BqqzGgVMFL2YDSUQoPVcVmF2rSeiInFIOg5fhLAVhkFGF/aob3Jmjvqawmhlqyf/v0f3j3gU1WdsyDg8/no6enh7NmzvPvuu5w5cwav18vGxgYffPCBLaSyv79/aMBhmd75MpTpT3OSfBOHG8VikQ8//JBsNsuNGzcaqL7l+GqB36ZpMj8/z/j4OKOjo5w+ffpQOzPPKtZZH9XA99DQ0CcC3/Dk8ajJ+UW+5R//EMlUGqfTxZWzJ3k0Pc/a1g6nRoZIpCzGTsDvY2Zxrea1St3WoTkc4uHjdZLZAo8WN+jqaOHC2DCPFhvBvbGhPrb3U+wmM5zoqxSrkXAlr06vbHO+pMg/3NmColUOeKsEgLudDqZXK1aOs+sxLo9YxXJ7JMCD0lzx/cVNuptrxX2SOZlTPbWg+L3H2/S3WM+7NNzOnYUdzlY9Z2YzYdswKZpBd8TKR/GczOluKw9vJ/NIolW0ehwismZ1dE91hS33CYeIYcJGssBoZ5CtskhWKddIJfeDtGL9Xiv7uSrbx1I+qsr7BUXn/EArj3fSNfsBeH77JY/HA5Kb9+9OlmjMTkQ7w1kaH2XxyGrwu6hqOF0uguEISjFv5fpqqnLd9Z2ta4iIDidq2dpQlcE0EJ0H5PoDAHFPlXCtqam2hVKmrggvfwbDMCjm0lQX20KV/aZpGLw1Urkm7fuqJNhZHaZSANO0xvVMHdMwMIFQ7wkAulqb7D340k6CiycGAAvgKY++/fIfjyMfoJBdHeUmRRkMv3Lliq01cufOHT744AOmpqbY3t4+VDD8ZUW1Ps1ssNemIPb7/Zw+fZqTJ09+4o/xqmlUoiiSTqe5efMmgiBw48YNQnW2Mod1nOf9XGWrp0KhwPXr14lGo099zUGF92/8wZf5gX/5OXL5An6vl+MDPSyuWlTPt86fZnVjm+ZohP6uDoKhAF1trbic1oIxPDxY6pBW3n8vU3tzPphbpmgIvHVquObxEwPdzK6WbA8294gGfYQDPs4fHyCWrKVRP1rc5OrYAEux2jmiVK5IaziA21W7aGq6gWmYOESBnWSlK7mym+RilV/hcGczyZxM2FO7edhO5DjX18yl4XbmSyi1pmqUF9SCotEXqSzKy3tpxjpDXOhvwu+SME14uJ7kdHcEhyRyrifM3HYaj1OkI+RhcjNNR9iD0yEys52lpymAIIAkCGRl6zoobwZ2stb3u50q2D7EatVGob81SMjrxO92EvJVKD6DrZXr9EuTtXNbT4t8oci//MVfRZZVHCX01jAMEB0IolVoQl2yEkQQHajFAsVivkEtut46SZAcDV3YYp1IB4aGqigN4hvSARWxp+4awNARHY4DAaKyD6VhGghV5zA21F3zvFw2hyjA6YH2WlqXnK/bbBqItlqmJcYhiCL7upcLJwZY269ct6qm09thqa8KVUIvv3dnjp0DxgeeFKIoEolEGBoa4vLly7z77rsMDg6i6zqzs7N85StfsVXF0+n0CyPK5fXiDWX6TRxGuN1uent7eeuttz7RkeGrURArisKdO3fY2tri2rVrdHd3P/2Fzxnl9eh5APB64Lu/v/+pgPxBuX5jO8Zf/Y5/RjyVJhTw0dvRyp0Hk4DV1b11/xGhoJ/ernauXjxL0O+zXQsunz/N/EptsdXS3FSj47G2vYfXH+T0cC9uZ2U9djkdzJYA8WxBZi2W4ERfBy2RIA8Wat+zzArbjDeuhcvb+1w63ks6X7vHeLi4SVdTkN62qD0qpWoGAbfTXvfO9LcztxlnbS+Nz1VZdw3TxCXCSEeEO4+t/cjD5V3aQpVcup3I2JZ94yv7nOuNcHmwhf2sTEvQzVZa5nJ/Mz1Nfq4MRlndz3O8PchWqkBWVjnZFebxbpZkQSXgdtIZ8TLUGmB2K4PPJTG7ncElCWxndTpKx+0p+RA/3knbwp5aaTz24kALim5WfYbKd/EifsTf9pkfZS+RxOl0WjO95VzmdFdytOSsm9cVUTWdTDplMbKqwW+h0W+4Hgz3ehsZFwGvG0RnjYiW193YIW7IRboCgtTgWAEQ8HkswTiTGn2TUwNdNQX8vdkVOqMB63hVhb+ez9Q8T3C6QKsqvEsd46wKoyeOMV3VmAGra++QRPrbInY5Hkvl+L07czxrlGnvvb29nDt3jq/5mq/h1KlTuN1u1tbW+OCDD/j4448PBQx/Gb2QssXip9VR4rUpiH0+Hx0djcbq9fEqk6RpmqiqyuPHj+nv7+fChQu2+MBhx/N6E5Z9mZuamp5L8bI+SX5w5xHf+f0/iSQKFAt5mqNh7j2a4tzYCF97/RJ7iQQet5N4MklXVwe3HkyztbePqhtcPHsSE5ErZ0bxlbp4J48NksjWUkrHhvp4ML/Gx9NLXDo5ZBevvrpN8vL2Ps1hf4NyIVidXZfLSbDeKglLDdJzgAjA8k6CG6f6Wd+vLaLHF7bojAZoC/sZLylRLsayjHbWKmcmsgU2ql67tJvi0kDFRuL+coxjbUFagh46I368Lon7qwkeriU42xuxk9T4WhLNgKaAhwu9USY3U4S9DrojXqY20kR9LgQB7iwnuDHSwl5WpjXoZnY7TcAlspereCC3luyV5nYsVUsAAYGAx8XyXraGHizrld/5eZPk//6DP83WboxQ0I8qF4iGg5ZwlFApJq0oHUNyIrh8Fl2qtBgKdcqQDTTnA6hQap26s+RwoGkly4PS7I4kOQ9kieTrhbdMA/dB6tTUFt6GruB2SkiiyOJmrWfmyk6ci0MdNgBkv7VW2ZCJThfoKlqxSr3T1C26OCJJRy1FEGB8cZvBzmbWEpXEqukGn/+T8QPP91miTK8eHR3l+vXrXL16lba2NtLpNPfv3+f999+3fSqLxYOQ9IOjvN6+oUy/icMIURTp7+9/6vVUZoO9KuVVRVHY3t7G6XRy48aNI7MOEQThuQDwFwG+oTHXpzNZ/sK3/ANS6QyqXCSbzZHJZhnu7+bty+cIB3yEgwEy2Rwg8P7dCdZ3YuQKMq3NTbi9fq5fOE17s3X81qYwC9vJmmN63C5m13a4NbVIV3szXSVLpQtjwyQylXnSfFFhYy/JqaFeNL1x3yOrOpFgI1iSyhVL+cVseH5T0MtElVsFwMx6jEvHrNG7TMk6KF1Q6IvU7pdWYimafG77XWVNt22QwGJfneuN4pRELg+1kpdVbi/tsbSXpa/JKgBmd9IsxLI8WEvTFHTRHvKwnSpypttSgE4VVE53hVmI5bi3mqAl6KanyceJzjBFVWekzdoP9ZRA7/JscF7ROVGyhFrbz3G2t5l7y/u2dgiUi2brfhpf3iORffb1/bf+8D0ezTwmHAygyjL+QADDMHB6fHiq8p5QVn8WBHCWRKRKBahQ19ltUI8+wMowf8A+L5MvWBaGpmmPSqlq46jdQQWXx3Hw49lClYewaeAvgSFSnZWjquk0+R2M9bYhq9X3pmmJZQKIEqYqoyvFKjDfxNRVBFEkRhOCUPu+O8ksF0701+i6APzHP7rXcK7PGmWtkeHhYZte3d/fj6ZpzMzM8N5773H//n1WVlae22LzT7OjxGtTED9rvKqCWNM0Hjx4gCzL9Pf3Mzg4eKSox/N4Bs7Pz/PgwQNOnjz53FZP1cd5NLfAt3zPD+F2OUmn0/R0ttHV2oTb5eTB9BzJdIb5pVVkRcXv8zK/UkuDklxebk/Oc3vyMaoBF04ehwM8ZN1Vs1d3Z5bpaW/h5HA3DxYau5Yup+WVXG+zE/J7+HhmzS4Iq6O/o4l78+v0NDduYFa29uiM1hbeiqYT8bvoaQnZc8EAu6mcrfgoCBZyXE+lntvYt+d4AKI+B6puMrmR5NFanPYSuhtLF5BEmNhIcqzNz+RmClGAme00p7vDnOgIMr2VxuUQGG4NMLWZJuhxkCxoFDWDsa4wbodIX6TWm3CnZOyuaAbHu6JcGmjm8W7FI3EplrHBzMc7aVylhW1iLc7uM5rC352Y4f3b9xERSCSteaR0JoshSIhAsVDZ2Ai6ZolmHXRP1qs+11/fQv2iK9QguNZTqhKrrmGYEAw1Lrgul+vA+6dGAbv6favvZUHkzGAnx7pba3wwyzG/tsVmrHEuyyhman2VyzTvUpiqjCCKbBVNzg7VipoZpkl3ewuyVnvOv/KVhwduEJ83DqJXnz17Fp/Px+bmJh9++CEfffQRc3Nz7O3tfeIYiq7r9ib+RaIstPEm3kQ5niWXlmmLR+3VaZomy8vLbGxs4Pf7OXfu3CdSkQ8jnhUAf1HgG2pzvaKo/IVv/W529xOImHjcLt65dBZJEni8vIaJye2HldnhtrZW1Ko1YWR4kI8ezvLhgxl2EhlG+ns4e+pkgwPEhZPH7cJ3aTNGtqhwariHzXijTaKq6azGEnQ1hxv+VlR19lJ5InXaIqcHO7k5tcLF4f8/e/8ZJEmenneCP3cPrSMyUmstKitLV3VVd2MAEAsszI53Zns8oxm5t8czADQS5O4SsCN4B4rlzfHIAwUIkksQIEEQB/JAgFwaAIIYisHI7imdpbJS60gRGSJD6/Bwvw8eyiOie7q7xMyA/X6q8owIj/Dw+L//93mf93kG2p4jFwtM9baz97ZPotycGeQg3FjDN4JJJppoxkujPWycRHE0+da+OIyw0DRffHyeYm7AzeP9c7bOUlyt6og8OzxnyGslkSuzOOAiVSgz5LHxwU6Um+M+TAaR43iOuT4n+XKFeK7EQr+b9bM0gVgOs1Giz21BVbXfxHlVF2QnnKarOq9sMRqY7XdjMxupilQTSRUY69b2PNmizHS/9l4VVeUb6+2U9U5RqVT4uV/+l2TSafKFIrIsI4oSgtFCuZBDFBrfr0EStaK4npOb/tb6e2kBv1vFqQCElntHEIQmQS0VFBm3290xN2U7UKML5Yq+Vd54Zd3/3A4rVpORnZNo2yNXdk9otU4GUItZREHULKFqdqzFJgC8ugfIVWBkeKTt+dF0gUBMr5/ydDfIeqB9jPCzhMlkore3V0ev9vv9JBKJT6018qp6Id/Luf67piD+pMXm26BMZzIZ7t27R6lUwufzfWa/wU8Tn6Qgrs0x1+hcAwPtSeGTnEdVVZ6ubfEn/ue/TjKVocfn4urFOYb7e/jmwyck0xluXLrA87UGpePS4gKxZCOpzU1N8KRpdrgsV7DYHWwchZkd6aPHpyWbyZEBXrTYLOyehOn2dTHU3Y50221W1g7PWJrSFxALowOU5Ar74RRXmsQyrCYj64Ew5YpCuVzSzQdP9ns5iKSR1EqbInE02Up5hVimwOJIFwBXJ/vYO0toAlvDjTnSVL7EVI9WkF0c6eLJfoTJbm0BKMkKPU4tWQQTeS5XvQoFAFXFbBCJ58qowGmigNdmZGHAzeF5jnJFYabXxXowhSQKHJznUREwG0Wm/BZSVdGvYDLP4pCHa+N+7CYDy4cxkvkyM9VkGM+WmOzRrn2hXGG6KaF/ffWTdYn/0s/9ItFYDJNZo0uZLRYUQRPMsDehf4LRhGS2aoJZqOhR+w7+wi3/Nxr0v/lOnoSV1mlhVaFcrrQl3HLlIxBQVYVKRdfhtRjbN7uP1nbp8XVGNoe6PQz4OlA7lYo2X9Tsh1zKNWhbqqLRxASRg7yprcucL6t47foNXziR5avP9TP5ryNEUcTtdtfp1e+99x6Tk5N1gO2DDz74SHr1qyDG8L0/V/R5fGfis87afpqQZZlnz55xcHDA6OgoFovlrdD9vl2+f1Xgu/kchWKRH/5TP83m7gETg30sTI8zPTbMlz+8T+DkjN7uLp6tbtaft3Rhjqdr2/X/Wy1mdk4iutcuVuCbz7cZ7PEyM6rtQwwGib2gnmGTyuaxWKz0+jxt7+/yzBiHoTiiJOKyN/ZYkwN+1gNhkrkiHrtZlwHE6j2xchCkz9NYU4xVscqdYBy3Rb/OpnLFtlyjUptxVRn2O3mye0YiW2C2jSWWwyAK9LltmmJ103d2EE1jNUoaSGvS7JpWT5J4rEaN3WWWyJYqrAVTXBnxVhWlM1WvY5V0QWZ+wMWD/RhyReNaTXolCqUKvW5NZ2Smz83lER8VVWXzLMlpIoe5qbPZ3dRFtzUV85+UEfbTf/N/5eD4BIfDQbEKdGfyBdRyAUky6HyFJVHQGsJySbMlbApzh5zaHA57Oz1abaFUd2KMpbI5jKaW7rOgKTy3hyaIZvg2ueokHOP67HBH8NtmMXESjrQ1ZACUckHrDNeiIusUsQVFRgV20jDR79c9t9vtYLLPR2v8668/bzv2qtFKr37//fdZXFz8xFojr0Nl+ns1vmsK4k8ab1pUq9Y96e3t5caNGxiNxrfSkf52ne9UKsW9e/cAuH379memc4miyMutff7kT32ReDzBlflJ1nf2yeVy3FvWfpwup539o8aCOjo4wKMXegslWooXs8nIXjCGqqpsnUTJFsu8szTbcd7a67LzYCNAtlBmYqCxcPR3eerzRE+2jnjnwrj2ngWB/VBDFOrZ/hnzo5oX5IXxPtJVdelQqsD1JiVKp12jMh3Hslyf1oMHbjNsH4exmfQ//Kc7QWYGvGydNOZAwvG0joq8vBvi9nQP6ydxZEVlKxjDWU3CLwIx5vq0z7xxmsBlMbAdSrM45GY9mGK6x8HReY5gKs+g14YkCkQyRS4MuIlmi8iKykyvi0AsR7fLwvNggUhWZiuUZtTvQK6oWExGlg/OeXGSqAMAzfTk5iKrOVF9kiT5937lX7NzeITVaq2brJcUqkUvZPNNitJOF+V8hvo8sdJklWQ06YoqbZ5Yn8Tksj4htSbZj4pcsYiAoi+KO21iBbG+uS0VS/X3U/6I9aNU1AMqtTAbDTzeOGCyz6M7LgoClWK27fFKsaFYWaNW5wUTlyYbyLHTaublUZQeV3vy+N27ax3f3+sMo9FId3c3s7Oz3L59m3feeYfe3l7S6TTPnj3jgw8+qNOr8/n8KxXEn1OmP4/PErUC8E3l+3Q6zd27d5FluU6RflvjWB9HmS6VSiwvL78S8A3axrhQLPKjP/YX2dzZ5dbSPHtHx7zY2OY42FCOHujpJl+1gZMMUtUnvhFXlhY5T+g7vL29vSiKyul5mu3jMLeWZrm1NE+kxSsYIFuq8HT7mBvz47rjZ1WdkJNIgqFub33t9bkaVnIHkRS35kcBGPS7ebGneQ6XKypOu6VeLC+ND5DKlyiUK4z0eHQg5ViXjQ9fBhj369egvVCcaxO9OK0mKtXHL++c1ruuAKexDNcn/CAIhFMFXgSizPdrf49liiwMaLl+7TTBhQEX+XKFiW5NQXquz8XLkyTdTgvlioLVZKDXZabHZWEtmMJnNzVUp7sdbIZzCKJEMFVgyOdAVTVv4mdHcZ4fJZjp04r1/Wim3vQ8zzS6fSdNHcgPNk71Dg4dYn3ngK9+6xGqopIrarnbYDRpIlWA0dIoth1OF4Vcvs76MrXQjbOZlnnvFvC70CJsKUgdbBM7uUkIIuVSQVcsqx8FDFVfTy41cr3V1FlDpFQqdWQmzA73EAjFuTzWPuZkMRmQWs6tFrN1AFyRq+eVjCgm/f48VZCJ59rXsf/wcINch8L8dUaNXv1xWiPN9OpXLYi/l3P992RB/CaSlqIorK6u1m0gZmZmEAThU8/2ftaodW47cf1PTk548OABQ0NDXL169ZXmmHcCQX7m7/5Tulx2ri3O8OGjZ1hM2uJ049IF3rm6xNXFBUTRgMloBkR8/m66unwszk5x+9oS7928yv6JnupxbekC0aZkmCuUCCUyKEj4Wiiuc+MjlMoy8XSOWKrAWBVNGx3o0VGwHqwdcGV6mMtTQ4SbRLZUFaKJLC6bmcMzPSL9aPOIyX4fPR5HPXkCrB6G6HZpKKXPaeXgvEC6IDPs1Xf+ZEWhx2nRiXaEElmWmrrEAz478XS+7nGYzpeZ6m4UNul8EUmATFGud4/jmSK1WiuSLnBp0MNhTJslujHmQ1Hh8DzHhN9OLKctkN1OCyow5NYK3G6XFQShTqnKFuU6or0TSiFWTxBqokYfRhvfyd2tYMf57FqEz+P8y9/+jxTyea0Lq1SQDEYdKq5UBSRMNmd1tkc7p2g01y0MAASx5R5tRX8lg+7x2pM6FLWd/AcVBVVRQKl8vIF88+upal2Iq1Mz2WYx8XBtn2szwy0vIbB7qlGrVLmk+30ujvVpm4dyUf+7lYuINbq4CqosIwoSL2IK7qpAzdxwD3JF5SBewGnVI+CJbJFgrH1j+SbDarUyODjIxYsXee+997h06RJ2u51gMMjLly8plUpsbW0RiUQ+dYHyvZ4kP4/XH5+kCysIwhtjhB0fH3P//n0GBga4fv06JpPpreqTfNS+ogZ8C4LwSsA3QLFY5qf/9q8Qj8W5dXmBbzxYJp3JcnFmnP5uP3euXeKH3n+HSCyB1WIFRN65dpVMvsTM5Bi3rlzk1pVFtgNnutedHB3kyeaB7tjyxgHposLsiN4qc2FimK2jMKqq8ngjUC+KL02PcBRugNzrh2dcmx3F67TxvClvAzzYOGRuuAe3VV/cbJ9EuTGrAeDRVGOMZ+UgxOWJxvuQqnTdbKGRg+vXqFQiGNfvLSSU+npulETimTxKk1hTIpOvi1w9O4gyWN1DJLJa3n9+FGfAbWH1RNMKcVsNvDxNcZYsMOG3sx3SAPYJv52NYBqPzVjP6bUJmnhOU2xutlh0Venj8WyJqSrdez/ScJk4S+YZqRb92aLMo92Pp+P++b/+94icn2O1mKszsqrmJVz9rDUVZMFo0SyVmgDtStNokCCZ9GJbreJbaAWoLjpZKX3cmlAp4azmkDZtkuox3ZpS/W3l8p1nqROZHD5H+3hfLV7sBHTjeW6bhVIug5xLojZzFlQF6tdCqAuJnRQMLE1q9+aQ383WaZxwusjcsL7Q7vc5+U/LOx/5Pt5EdNIaabZyVBSF3d3dT601At/7uf67piD+pDSlN5G0aqIVqVSqzQbibSXJTt6EiqKwtrbGxsYGly9fZnJy8pXoXMsvN/niL/8GNpMBs1Hi2eoG71y5yNWLc6xt7/Hw2UuyuTzfuP+EyHmcUrnM9cuLPNvYIRSN8XJ7n4cvNtg6jmAwGrm5NM/s+BB2m5WNQKjtfH5fFy/3TpAMBmaqidJmMbPWZFSezOZJ50pMDfXw8iDY9hqbgVBHtCqSzDDksRLN6BdaRVUpyxXGer26fmS+WKbPawdVZaq/i3J1TnPjNMFUU+evy27iw7UAsz16is/TvTMGvXbMBgmDJLF+EuPqWFf970/2w3Uq9XEsy5XqfNHTw3NGu2ycJPJcGfGwHUpzYcDNcTxHNK11htNFGZtZos9lxmMzsR/NMuyzETjXkny6qL3X04RW6O5HMnUFTGtVoCxTlJntawhv1CwbzjNFJno0FLtcUXi02/491eInfvbniMSTOB0OZEUBVCqqVggCGoKryAgmG6V8hnyusQlxOvWLoNQiA91637YqToNmfdAcosHQlljRJWZVS7SC2P44NP/o5lAqijaj3CGhTg5qYMzK9iF+dwPcmB7sJp7RPufOSZhrk72N16u+30ox14Ycy4Usiqp9bkHVhIEUycLUsNbtOauCFuWKytxIr+65oWSW37633vYe31bU6NXj4+Ncu3aNhYUFzGYzqqqys7PDBx98wPLyMvv7+ySTyY8V7FBVlWw2+8YEij6PP9zxuvNvzf94c3OTK1euMDU1VV+b3mZB3FEB+jUC37lcjj/1s38HVZEpl8usbe5wZWGG/+a9myyvrPNsbZPVrT2evtzk5CxCvlCkx+/j2eYesWSKrf0jHjxfI5UrE8/mWZyZ4NriDIIo4PK0Uz+vXZhhdf+UveA5Nxen6sdNJv242fLmEddmx1A6bD0fbRxybWaknptroaoQS6YIJts1MJ7unnJ7foRAJKE7HgjHcFhMzA93s3umFd6hZJ5rTeNWAhCMJvC11EU7wTjXJ7TCZWmsm42TON2OBuPpNJ7l8rAHAFlRcVTp0ifxHJeHPVQUFZ/dSL5cYarbwcpxkhGvlW6niWfHKaZ6HNU9QJ6KqjLZ4+QgmqXfbeIoVcFpMbAXydDrsmhWS1W3iJN4I996mlhgzR3tnqbc9WT/owvin//V3+TgOIjdZiOX1yyPDGabTvdDrZS1YrhS0nUxjWYzcrP4ZZt7RKugltgObHfYx4qdaNBNeT2dSbcLc1bD0qJELaDZMYkd9o4Wk5Gdkwgru0dcmmyoyEuiwHZ1NCBfKtdtMwFmhvyUKxoQb1D1gLBSyqNU37ugVEBREAxGQkUDggD9Xe6Gsrzaoo1js/C/fWu142d6G9GqNXLnzh1AA8g7aY18u/Xxe91R4rumIP6k8bqVJ8PhMPfu3cPj8XDr1q02G4i3lSRb56UKhQIPHjwgkUhw+/ZturvbKRyfJj549Iz/6Yt/n2w6QzaXw2oxIVcqlMplPnigqd1ZLWZiTV1em8XCUUjfgZ2bHOM8laVQKvNodZutwBl3blyht8uje9zoQC9PtgIARBMZDkNxrs6Nc2l2nHSLZUIslWWgu0vrVLfEgN/DWSKLrYP0PiaLjiJdi3Ayg9jBl2dl/4wb0wO8PNQnirIsa550wHC1kA4mCzprBrmiYJEULgz7CFS7rmuBSF30AjQUtIZAr53EuTbq4/KIjy67kYluB5WKyvVRL7KiEE4XuDTsIZ4rsXGWIpQqMtHjZONM8zHscVmIZIqMeU0cJUv0uiycJvKM+rXFZqQ671rztQO9Kf1wV6NA7arOGV0Z8/PlF3pfyVr8m9//Ci/WNjEZJNKpFIKqYLY59XYDBiOCyaopSUtGXZLL5PXAhETLpqYtIbYsPUIDXa0/R2inULV7EqofiSy3bqxA8x40dJgPspq1a5crlhjyN6hUHqceGNk5CuKwGOly2VhtUjSt5FpEYwRJZ92gVrS5q5fnCtdnhjmONroSh9FMvbvf43GwH0rw23fX35q67icJs9mso1f39fWRyWR4/vw5H3zwASsrK5ycnJBvVfrm8xniz+Ozx+vMv9lslvv375PJZHj33Xfx+/Vzfp9U2PJ1RPO5XjfwnUhl+D/8mZ9FLhXZPwqyMDmKJEkchyLcf/qCYkkrZmYnx4g1UaFHRoZ1HbWBni62T6OoKqzuBniyvsetyxfbWDmSJHIS1V5Hrig8WjvgnYszTA738WJPP6ajqiqpfKnj5zNIImuBMFOD/ra/9fncTAy074HKcgVJap8pjaXzzA12tZ3n2V6Q7qpA5ZXJfqLZMjvhDGNd+nV+PRDm6ng3y1UA+WUgyqWRBhDw/DBMv1t7nY3TBO9OdXNtvItMUWZx0I2iwruTfsLpIj1OM26bkZWTJA6zhCgK5MoKiVyJuT4nkapNZY/DjKLCTFUYrJbDC9W2sWa7qK2jwURjnS00KSLHq+yy8R4Xv/t4v2MOCUXj/Nr/9vvkiyVyuSyIIlabHbmYb4DfgqTZGMlFUDUV5VoYTfo9sr2F4UQrpbmDNkgbXRoBpUVQUwO6Wx5XndNtDaFVawSt2DN2KIgnB3vqwpWn4SjW6r5zeqiHTL6xN326HWBuSPvOI8nGPquUTSE231cGE2quiTJeKYMKMdnEjdkx1o4b43c7oRRjvQ3tnNNYlodbJxx1EO38TkTtfmnWGpmYmEBRFLa2tr6tlWMul/u8Q/y64m0qT9a+4OfPnzM/P8/CwkJH0YrvRIc4Fotx9+5dHA4Ht27dwmazfZtnf3z8h699i7/xj/+/iKrC+HA/kijwrcfPcdpt7Owf1h93dXGeVCaLtWqhdPnSBcKxRP3vTruNo3P9rEiX1829l/tsHYW5sTiDq0oJ7e7q0j2uVJZZOzjD0AH1liSRzZMoXqe9zUvW67JzEk0yN6q35Or3OVk/irB2GKbPq+8+LY718XjrhNEeT9u5OhVDB6EE8/1uBrx2nu1pCTCVLzE3qP8M5VKJWKyxuOVKMgPuBgJ+GE1zddTDwqAHl81EoSzzJBBn+TCOy2rg2XECFTg8z/PeVDfhVIGTRI4LAy78DjMrxykW+t3M97vYi2QQBaGuej1c9SSsiWgkqyb3sWyxrqzZrGKYLjSSSyRdYMhn5/lhlK+vnaC0KDFm83n+9j/9VwiiSLlUxGgy4bDZKObSOnqSiqhZLdDe4a3IjeJPECWKhQKIEoLJitPjw26zaonRYAKjGUEQcbk9dXS5DVXWXqjDsU6zwgJmc/smrdxhhsooClybHW07Hks1rt3TzX0WqvfbeUp/vycyeWYHPEz0+3SJWanIdZqWIGk+hmohUxVuQUO6VQXVaMFo1SeMaCrP0rjWOR7t9SJUZ+ZrlmDf6WidKWqmV7///vtcvnwZh8NBKBTi/v373Lt3j83NTb70pS8Ri8XeCo3qF3/xFxkfH8disXDt2jU++OCDN3q+z+PV4tOIaL6OGeJQKMS9e/fw+XzcvHmzo1Dm2+4QVyqV1w58B07P+FM/8zcwCOBxO5gbH+Qrdx8Sisbwe12k0to6d/nCHGvb+9itFhAELi3Osbyq90X1dPW0bXhTRYXH6wfMjA0xMagxWy7PThI812/oH6zuMT7U38acAfA4HeyfxRjt0+fXS1NDnMUzZAultjGSWK7Mk+0Trk7rAfDBLhcfvjzoCIyfp7NtehEluYLHZkQU4OS8AQaUKkqdBg1ahzGdiOvyzXE0WdccKckKbotIv9vK/ICHtZM4G8EUG2cpJBHWgimO4llO4nkm/A7CqQIDHisjPhuBWJ6NYJrLoz4cZgOBWI4xv53jpFaMZUvaPRir0qi3zlI4zNq+qMet7QVP4jkGq+4Z22cprNV9wm4oRY/LSqWicBzLsnmaaLsuP/nX/i6R6DkOqwlVUbCZjMhySS9qaTA15oBFg879odiSV8vlEiAgGC0YbU5MRiOiyaI5jhjNCJIRs82BaDQ3fvetbhKG9n1hO/iNpguiKm179XypgzWTotDr8+iLV8DepFwejqe4WKXXNwu71SKTyTDe5+WgScMGoFKzWBQEkMuglOuz1zWFbEEyEldt5Ir6z9rt1QD3Ib+bk+po1O/c/84xwpqj1WKxmV59586dupVjOp3WWTl+7WtfY2dn562A328y139XFcSfJF6H8mSxWOTx48eEQiFu3779saIVn8Yv8FWitlAEAgGWl5eZnp5mcXHxlcRsAH77y9/kb/yjX8Nps7B3dIpcLnF0GmZsaICLs1PMTIwyMTLE1cUF7j55SSaXJ18sMTs9wVHonIuzk8xPDDM60MP83CzZlpmM6YnxurXNo7U9JKOJhdG+ene4OS7PjvGtl/vcujChO35lZpRIIsPuaZS50cbsj89p4/muRqN+un3MbJNi8khfFyCQK5bwtXTxzmIZ5IqCJIk63NAgiWyfxrgw0o5A74SSeFoslpZ3TutWBhaTgUJFIJZXcDQV7S8OI0z5tYVUEDQrgVimQDCR5+VxnKWq0vReOI3DLPEsEMfvNLEZ0sSoro14KcoKKycJDJJABe2eS+U1BcrDRBGDoAlvAZzEtYJ0O5TGV6VN1ehTkVSBsR4NHNg+S+Ksqk6exHO4rGbKFZVIusCLgL7r/5P/y9/jJBhCEkXkchmD0UQ6qxWC5po6p8GsdTw7bWRFqUlEQ8Dt6QKjVZv1LRfJ5opkM2ntMZUyyCXUSpF0KomgyJqatcGE8IlUVNvxYUkUKBaKuvemqp033d1+Hw/XdpkcbGw8bRYTu6d6FdVUJoPf7WC3gzXD8sYBpQ4JuJJLatYRzQrNJU3NXACQNXr3k5CM26ZPvmVFe6/ppk77d0uSVBTlI9chQRBwuVyMj49z9epV3n//faanp1FVlZ/92Z9lcnKSbDbLP//n/5x79+69EYGk3/qt3+Iv/IW/wF/+y3+Zp0+f8v777/OjP/qjBALta9Dn8b0Vr1qkKorCxsYGKysrLC4ufqxa89ueIa6Jer0u4HtjN8Cf/at/F6MocHQWQqlUWNnap9vn4Y+8ewOn3c7c5DgjA/2chKJk8wWyhSJWi4WiIrAwPcGFqVGmhvu5cWmRzRabxauL82weavl4K3BGIBxnfrSPk/N2vYOhXh9fe7bD4uSgDoTu9jp5vndCtlCiUJLxOhqfOVntbp7F0gx4G8cvTgzUi9edkyhdrsbf+rvcIAis7J/R49GDbh6HjWJJbhNK3DqNszToIpRogKAn52mujDdG5aYGutiK5HTaIOfpAsOuxjpolET6PRbWg0niuRIz1ZGpZ4E4s71OArEcl0e83N+P4bKaGPXZeHmapCRXWBpyky9VCKdLdNmNdDnMnGfLDDkNbIXS+Owm9iIZ+lwWZEVlqirUGUk39l/9VZC8XFHqLhMAs4PeukfxV17qHT5+/Xf+E09X17FYrKSSKRAlKqpKuVTCVmNHSrVZ7SoNuKXD26xDarU7q7lLQJVLlPNZ5GIOpVzU9gtyCVAo5bNa91kQEEw2aM0nnajQHfK30ajp3TQ3xAQB1A52S10eB0fhc67PjemOJ9N6FtPj9V2Guz1Eki3CYEAgFKs3I5pDKRcRBaEK5GvnVoqZxtiXIoOqEsioLI3r5+pXj86xm00MdDUEZ3/3/sZ3BSOslus/CrCs0atrYPjS0hJ2u51f//Vf5/r16/zBH/wBv//7v89/+A//gUyr0NpriDed67/nCuJXVZ6sdV/NZjO3b9/+tp2LtyWqJcuypoh8fMyNGzcYHh5+ZfuHf/8HH/LL/7/fxmGz8NW7j7lxcRaDJOH3uunv8fMHHz7g0fM1QpFzzqKNzqcoiqiikZNQlJfbB2wcnGK1uwjG0ty+fIEuj/ZDHh3s4/HGge6c8VSWAgbeuTiF0JSIJEkkUKWFPFg/0BXFsSZVy2c7J7yzoAlvzIz0VWdZtdgPp+n32jEbJdaaaM9rgRA3ZzUF38WxPo6ryXP39JxrM40ZkYvjfURTOR5vnzDZr7d88tnNHe+pQlGjQV8c7SaUzJHMFZnu03ekI8k8NoPAmMfIw70IVrFSX9yOo1ohnMyXme5xUFFVHGaJSKpAn9vCTiSHy2JkstvBZLeDeLbEciDBzQkfRkkkX1aZ6DITOM8x5LURTOYZqwpnjFdnh5pni7odWlJTVOrCG0vDPh3l/KurjST5pW/c4+7jFxhNZtKpGsovaHRoQaKQz2O1O7T/N1GadXYDBg35FUx2JKORVL4AcqNAdTr0G71WhclyqVQXvBIM5kYibPUxho4iW3XFS0WpP7e1C179VEQSGVRFRanI9e7FxEB3GzPrKHTOhdGeVgtDAHq8TjLpdroQaHNLzfQy5GKDhoaqzRNLJkYH9XPD68fnzA/3sHnSACu+9GirY5f7bcen8SU0GAz4/X7m5uZ49uwZ3/jGNwA4PDzkj/7RP4rf7+eP/bE/9loL45//+Z/nx37sx/jxH/9x5ufn+YVf+AWGh4f5J//kn7y2c3we35l4lSK1UCjw8OFDzs/PuX37Nn19fR/7+LdVEKuqSj6fJxAIvDbge2v/iL/0t/8xdquZr9x9jMNqwShJDPX48fu8fPVbj7j/ZIWN3QN6e/xEm5hfVy8tsrV/xPruIWt7x5yeJ4nlZG4tzTNZ1f6QJIloWg+GyxUFJCM+j7NttKS/pwtVVXm+e8Li5FB9rZ0c6q3TVUPxND0+FwZJZHakl93Txtq3FUywNK6tkc37oFSuwJDfA4DNbGStql1SKMl0u2z1NdnvsvFi/4xAJMnVKX1BIokCkVQem1nfgXy6d8qA1878UBfP9rXXzeRLOoeJjbMMQ24jk14TLwLnbBxH8Vi17+7JQZSZXi03p/JFDKLAdiiJy2pAFAQ+2I5yY8zHTI+TdEHm5UmSTKnCTJ+bZL6MJAhYjQKqChPV3D5UpU3X0sDheZa+KistkW2Ap7WRm6URH/Fsg/b7laZcn0xn+Ee/9m/I5QpUquuv2+2mmNeAAVkuIUoSkiiiNjlG6ApTQSSfy2Iw2xCNWrGulgv1PGkwW9r2y1IziK2qGsW6Imtd6HoXuBPzq/1QfaxOVesPUFU6gum9fo2B8HRzn4HqPWMyGtrA70pFwesws3963voSAATOIvWxs+ZQChmt8K9/NgWl1NiLiWoZFZGzkv4+K5RkFsb6iTSJnx6EEjzf/84zwj5Nrm/WGvkX/+JfsLe3x+DgIJIk8dM//dP4fD6+8IUvsLb2+lwz3nSu/64qiN+k8qSqquzt7bG8vMzk5CRLS0vtZuId4m0kyZrvMcDS0hIej+eVXk9VVX75N/89v/yvfwdJEBBFgR945yofPnzGs7UdXA4795+8qD/+4vwMwXCjE3br2mV2Ao3ZH0EQwGAhGIlz/8UmmXyJdy4t0Nfb11Z4TI8OcBBJc39tn8XJYRxV6tO1+UnOYg2K0oP1A27Mj3Nxaoj9s5juNe6vH3JtdoStY/3CVa4oiILA3KCfTItU/cp+kH6fs+3H3IwcJ6pdVlXVkLDmu81pNbJ5mmBxRE9ZC0SS3J7p5+luY7F6snvGfFO3OpEvc2Oqh/2ElmT2olmmPNr7iGWLjLo1hPXJYYyZHgcbwRSXht2snaZQFRUBgS6Hmc1QmmAyz1SPg6KskirIuM1CfRq3vyqU5a/OQGWqVJzm2aJQ06ZFUeH6eDfLB1GyTerSX3mpzRHnCwW++A9/lXQ6XZ+1cXk85LPa9+RwOkEyks/l9KJIgqi3VZAMqJIRynkUWW6b+ym0dFOlFl9BAKOo3bdqpUq/Mpg/kS2DIAjkm+4FQVU7zCdpMdzrq1tR7J1E6tRpW+sMVDXyhQJ+dztgNtLjZftYL7BVCxNy26KqFBrIsVq9PlsJtc26QvPubtyV8UyBb61957ucr2LD0NurXaPf+I3fIBwO85WvfIUf+ZEf+URr7yeJmkXND//wD+uO//AP/zB37959Lef4PL5z8VltFs/Pz7l79y52u5133nnnE9H4ak4PbxIAl2WZ58+fk8vlGBoaei3A99cfPOWL/+hXKZfLnARDvHd9iUQiyYNnq8RSGc7jifpnunFpkccvGsyT6YlRHrRYKl5dushhMMLDl9vsHUdYmp3kC7euchzW52mL2UgwWWDjKIzFYmasX8udA34vT7cb+4dnO8dcnhnBZTOzcqDf9G8ehbk6M4K9A4V98/icqT4PL1oKhed7p1ybHmJxvF9HR315GOLKlMb2G+/z1V0gXuwFNUHNaiwMdXEcz7MwpGeKlWUFj82oY+kE4xmWhvTg+aDPxVFaBkEgW6rgMTQA8Hgyi0kSOE3kuTTkJl2QmfTb2DxLszjo5jxTIluUCafyTPY4mPDbOYzlCKcLLPTbOUpXMIiCpjJNw1Zps4kWPVzVD9kJp+tKybuhNJM9TrZPE2yfpeqjVmvHMYJxreD9iZ/9OY6DIVxOO6ViHoPJTCqtdfcFyUAxX0ARDNpnaaY0N//baEEwWqmUCqhyiUpL1Wq1trAcRImKrM//giBoRXalrFGLjea6hktzdJCBqbMRgY5Cms1xWNW/KZVlPFU69MRAdx2Q0b1NAS5PD7YdH+31sXcaZcjbfn/2+Vyo5YIOGFfLBZTq3kipVECtEC8bmBrQ32v5ssJ+KKE79h8ebvKdjlfJ9T6fD4vFwp/7c3+Ora0tNjc3+ZN/8k/qRIpfJd5Grv+uKog/aXzaIrVcLvP06VMCgQA3b95kZGTkO6pq3Ry1ubuenp669cOrRDZf4K/+/V/hH/7ab2ExGzk8PeUsHGX5+SqKouCyWxEEhYuzk9y8fIEffO8WiCLXL13gwswEs5PjLK/pZeBvX7vMzlFDAbpUlsmXFdYOQ7yzNKMrQo3mBpK2sneCv8tDr8/FccuMEcDyVgCPq3OHXhKljubop/Esxg4m8PlSmYEud1vyLJRkut02Zgb9Oi/j/bN43Zt4sMvFVlB7f+F4I5nUIpsv4nfpF/pYMlN/3PXJXr6+EmC+vyHGdJIu0+3QCuGXpymGqx8znslhlASOYllAZcxvYyuUZuUoyaVBDxcG3NhMEhtnaU1Ey2elVFFxWQ0cV+nSx9WO8FYoVad512aLAk0K00aDyErgHAGNQl2bQ9oNpdgPp/iJv/y3OT6L4LDbyebzGIwmMk2CZ8WaB4Sq6Dr1glFLwoIoIpjtoFQQmpKmKuvBilbLBbulpQCt+mU2QpvNaaUQmsztc8ZGo1H3W64lp07qklaj/n56trlPX5ebVKaztcB+8JyhrnZ15GS2SlsPnOK0Nt7T5EAX+VwWOZtAD2+rqKUcZpMJweIAFGQFxlq6xKmCXEf6a/F73+NJMpvNYjQaMZvNiKLItWvX+Imf+InX9t5qype1wrsWvb29nJ195xH3z6NzfJoZ4k+Tf1VVZXd3lydPnjAzM8PFixc/8b1be9ybKohrwHepVKK3t/fjLeM+Qaiqyq/9uy/xV/7eLxOKxkhnMuwcHhONxgifx1FVhdGBbvw+DzeWFnj3+iUsVgs3L19gaWGakYFeirKqszocGx7g8fq+7jyBs3Oe7ga5uTit6wRfnZ8mla/RnFNE0lkuTAwy1N9NpeUaLm8FuHVxuqPnaiCc6Ah6lOQKDouxo+7HzmmURId1++Asjt9lZ6OJaVMsV/A7baCqiIJAOKnlz8fbx0z0enTPt5oMddGtWjzZDdY7tlN9Hh7vBuujUAD78SJLgxprLpwpMWzXrufTw3MG3SaeBuJMdds5zxTZCqVRgaVhLzaTxG4kQyhVoN9jo1SBYZfE/ICmIdLvtrAf1TrCGi1a21/U9EMAxqoK1B67CavRSEFWKMkKMwONIv6rq8f82r/7Es/Xt7GaLaSz2nWTJKmeq212B4LJojG7dPogQv0xgtmu5VW5uSuqv/7Zlu/XZmsHonS/Z0FAlcuYTUa9ZojQeVRRbmVM1eZ4W6LbY9cJZK3uHXN1dhR3C1utFpIochxsCGzVoreqT/N0K8D8UGPm3SCJ5DIZ1GK2bU5eyacRRAlM9qquiELOoN9HOKxmJvv1RfLvP9pq+9287XiVXN/qKDE+Ps6f/tN/uk288LPG28j1f+gL4mQyyd27d1FVlTt37uB2t5txf1y8qRliRVHY3NyszzbNzs6+Mj374PiMv/Rzv8iztU3mxof52t1HJFMZxgb7uDA3ydzUGH09XewGTnmxsc3hcZCna1s8eLbK45V11nYPKVRUHHY71xbnuHXpAuNDA7zc19shSZJEqlghVyzxYHWPyeF+Rnq7uDQ7zkaLZ+FBMMr02CCd+C9TQ7083jpherBdSOQwFEMQhLYu2mSfh+W9EAuj7aiTJEnc6CCu8fIgRLe7fWF+eRDC77LR520U5aFEVtclnh3s4uneGV6bQYcEniWyXBj0MDvgrStRRuKpuuhGvlSpUqm052TKAr0OIw6TwKxHwCbKjLslngUSdNmNzPY7iWVLmAwS66fa6ywMuAlnZY5TJS4NeQmnC0x2OzQ/w26HRq2qWiqFmzrDg11Ork9oneHpamKsKCpTTTTxv/frv8u95RcYJIlMOgOVcrVD0rj/yqVyvRMsNxe1gojV7kAVDailnE5N2WCy6JBbQZTa1KPTOf0MTzOIUguHzUoul9OSZDVRmjsAIaVy599m630DYHPok1KxLGMVFXZaPLVBUzcPx1M83TyoC2yBZpOwdaQ9PpnJM93beM26FYaqIJTzekq1ZKIiGjVbBlVBNBoJlhrJd9jv4vlBhItjelrnHzzdpfAx3tFvI14lSdZsGF61C/btovX1VVV94+f8PN58fJpcX+sgnJyccOvWLYaG2nPBtzsXvJo+yUfF2dlZHfi+fv06RqPxlXJ9Npfnb/zir/Nv/+PX6Onysr69y+rGDu9fX8LndbG0MM2715Y0GvTWLo9frpPKFfjw8XMevljnxcYubo+XSDLLhelJ7ly9yFBfN3aXF7nl88/PTJLK5nm0vo8oGbgyO4bbYefloT7XZ/NF0oUy5Q7jKiaDgeWdU25VfYibo9tlZePkvE6FroXVZGQjmOT67HDbc0Z6vDpXhVrEM3kWRnranCxeHoa4NNHH0ngfoWpBrKqa+0FtlbCZjWyfnrNzGsVta7x2RVGR5TJeu5lktoBcUXm8E6zbLALsh5N0VQHwnViZmW4rwx4zbklmxCkgl/KEknmWBp0U5AovjpJUFLCbJS4OujEbJLajOcI5BZvZiNNiYKg6uzpU7QjX0kmzfkihrBXKiVwJSxMF3NBUpP3e/Q3+/q/+Julsjnwui6pWcLk9lOTG/ZctynXBTIetkY8FoxlRMmjuEqVcG/tKbXWGaL2nOwhjtnrbGkxm7Ziq1FlgLmcHRker13A17BZz2/jSSH87e2tjL0As0VnN+TgSI5JIcbFl3rdZbDORSNSbNItjvSSqwLiciesui2gwohqt2AyqNo9tMBPJVXBVmWiCAAeRNF0tM++RZI6HW3pV9rcdH6cX8knibQhovslc/11VEL9O5UlVVTk6OuLhw4cMDw9z9erVz4TIvokZ4lriDofDdQuT2rk+azL++oNn/KW//Ys8XllHlmVi8SQ3Ly8yMdzPh4+ecm/5BT63k639KgVTEOjp6SbRpKI7PzXBcThOMpPjydoOD1c26e4fZG5ytFrUanHz8gUCoSYp+eMQ55kCXq+n7X0ZDBJ7Z0kqqlCf46iFzWalUJKJZQp0Ny0OY91OwqkCoWSeS5P6TY1YXZDOUzndXKzVZGQ9EGItEG7r5vZ6HWwcR7Bb9OhfvlRmtNvF8z19wf9k54SxHg04qVTpNWuBCFcn9EX41nEUi9QQUYqk8nVhDdDmoK6PehnvdtLvtdHrsrAXK7MarWAyW9mIFlnsNiLJeZ4FYgQTWSLJHFdHPYx12YnnypxlZAZcJk5SBUa6HHWxEa/DUv0M2vsLnGfp91jpdlqwGCUe70cBAXNTt7u2ZleKeX7v938fBIFyIY/L7cLr81Fqsl0QzA6QtcRlNJkolxpJzGwykc9loVJuozZbWmzLOlkuqC0UKrO5nbJcqv2+q+rMZovlE6OnTpuVQqmMpaUjfNaBpYBoYGqgq+1wb5NyeTKVrncppga7dcn38cYBMwM+LEYD6002THIhW99oSUYzos1FRRWwm6S6emahDN1V9LTP59TWvxZxkWyxzDdWDj7R535ToSjtqp6fNLLZ7CuLBX1c+P1+JElqQ4jD4XAbkvx5fO/FJ82JiUSCu3fvIkkSt2/fxuVyfdvntIYoahvu11kQdwK+RVF8JYunw9Mz/uxf//vcW37BWThK5Pycy/MzfOGdq3z17iPuLr9AVVXuPV2pP+fO9cu83Nqr/3+or5uNQEhzf9g95N6zdYaHRxEkI9cuTNf1PyZHBnm00XCiiKdzPNs55vaVhY5AXZ/fx+pBiCvT+iL2yuwo8XSeh5sBlppyutVkYDuYoFxRESVR5zIxN9xNUVZ4tHHETJsVk8Cz3dM2wSKA/bNzZofa1/TjaJJcQV8o753FuTap7b8ujHSTzBZJ5Yp1fY5aHIaTXBz21uc+VRUy2Xw9x6QLZbrtBrw2E9fGu8gVK5znFdbOK/g9Lg4SMos9JuLJNOepHINOCVGt0OO0kC7IrJ4kcZol+hwGHh/E8dhMmCRJm3dON2jTluo883iPE7NBxGE2cJbIkS7IOpeJnXCqvp/+8D//DuexODaTEaPRiNNmI5VMUNsRSGYblBv5PZ1pvI7BaEKUJG1OGHT6GIIotahFCzpwHCDfwg6zWK1txavN2tSRV2Qko2Y/9UlCFAWy+WK9EVE/3qGWyBXLWDvYd3Z7HJxVdWdqAlsAXqeNnZPG2N5JNMHlMe0+bNb2UJUKolKzqxIQbD4EpYIgiAiSEbWs6akYPVqjZWG4m0gqx9ZpHEMLcP+lR3ql97cdn2aGuFO8SZXpt5Hrv6sK4k8a3y5JyrLMysoK29vbXL16lYmJic+MILxuynStY20wGNpEvT5LklRVlV/6zX/PL/3Gb/N0dZOBni6OTs54vr6NoCqsbGj052sX57i7/BwQEASR29f0CbK/x89uUC8qcO3SBZY3Dlhe32P7KMzS3CSX5iZYaekYAyxOj/HByh63LkzqGCzX5yY0OlUig6IK9FQLjbF+P893NRXL81QOl91W7+oZTY0F8tHWEVeqVguDfjfbVRuBUDzDhabO3eJ4P+l8iWyhpFPvAxjt8XCeyjE/3N6JFkWB+Za54YqiIqJycbSHnWCj8N8+juBt8h2e7PdwFkvqKNZP90I6OhUoSILK2kmSF0dxro54UNEQWbNR4rwscZoTuDzooMcuUSwW2TtLkMtmOI5lGXQacJoN7EWyyBWF1dMUkz1OTJLIZLeDWLbImN/BxSEvc/0eErkS93Yj+OxaIboXTteb89tnSYySSG7rLsVUHKVSoVKpoKgQj8UwW+2gKhitDl2nWBEbRa1gslPMNVRFBUnftW21GBBaCjyL1UYrzyqb129SoJ1mXSwWKRbblZ07MQ8yVS/cfLFcn0PyOG0Eo/G2x/q9LkLxNPaWbkM63fiMx+EYVyZrgFB7ps5l01wY7SHX8v4qWc1mS3B0IVaFyvIVBURJ21iIAjmTC7NRYuNEu8/Wj85xt9g/3N/UK4W+7XhVyrTD4Xhj3VqTycS1a9f48pe/rDv+5S9/mTt37ryRc34erx6vC/xWVZXDw0MePXrE6Ogoly9f1pRoP2O8znxfKpV4/Pgx4XC4TdTrs57n6w+e8Vd+/ld4srIGqFiMBla39imVS3zj/jIAAz1+jk6C9c7J/PQE9581hG2MRgOC0abba/T6fawehljfP2F544Chvl6uLkxhtNrbCpih3i6+9nyHqZE+HE0jI0M9XTzZPkGuKLw8CNULX0kSOQxrYKSqws7pOcNVcHyiz1MfzQmEE1wc19ZZQdDmdwEUVSVfkuviVgNdrvoe5CSa1AHdF0Z7OYqmyBVKOhslgF6PHbe9HXxdOThjvM/D6kED0Hy6G2RxpFFUXx7v5cOXh7pCORjPstDX2GtIosBMr50nBzGO4zkmurTi7/lxkskeO2vRMhWDhXG/g0xZYTecZSuYxEKJYbeJEY/WSayoKj0uK3f3zlkY8NDttHB52IvXbmZp2MdcvxuHxYjdbOTRwXmd9h1JFRivUqjT+TJzAx6yB8+QU1GMJjOZTAZFFMnmtHEtQSljtlipyJW6WKUoGTTvYUAwWbGaDMjlai4WDXpRS4P+WgrGDg2nFnuldoUNTbhM95RykWy+nVrfUXVakkAQyJVkjELjPo2m2pXPR/v8PN85YXZEXzx5rI37p1JRsFVBjon+dlDlycY+c0NdrDWB3wBydU8k2jzYrCYQIFuSMQoVVFQEo4mMYkQyW+vjXOl8icUWO9GXh+GOM85vK14l1yuK8kY7xG8j1/+hK4gzmQz3798nn89z584durrab+rXda5PG7WOdS1xtwrLfNqCOJXJ8jN/+5/wn795n3Qmy+hAH9969JyzaIzvf+cKoiBw68pF3r9+mWDoHLPJDAhMDA/yZHULv9fDSH8Pi9PjzM/O0t/duFZet4vDcEp3vhfbAUw2Nxenx+piWQB2i4XdqjDWw41DRns8WEwGzEYju8FGERKKpzGbzLgdVnxufdG6e3rOSJeTkR4P20F94bJ9EqXX62TQ79Etio+2jlgc1xaUcKLR6X6xf8alCe24xWhgPaChfI+3jpka8NUfZzVpKpWheEqnJAmwG4zhsuo3Vul8iSGvpmQ5P9TFk90zgvEMCwN6Gv5eMEaf28KlkS4e7UZIZ/P1+d3Vo3NGfFZCqQLT3Q5O4zkWBtxsRorY7TbMFitehw1ZEJn0GjALFfZiBUySgN9hJJ4rYzZI3N+LIUoSoXQJn8PCynGCo3heU31UYbza4U7kSsz0eQCNxm0Kb1BJRcBsJ5/VkOBc1WKpVFGx2Z2U81macktd1Esw2TEbRT0tqpW+0qoC3VI/ltX2pKa2iGMIkqFdGEsQUZRKwxrio04ADXRZEOrMg5Fef8eEWizLxJIZFsb0nYZEXp/In27u43NY2D5up1cHQjFspg4bfFVBqAqEOa1GEEVkuYLdKAAigmSgXKowPDxMpjoXJisqM0N6JsLybvA7Spt+1YL4TfsS/vRP/zS/8iu/wq/+6q+yvr7OT/3UTxEIBPgzf+bPvNHzfh5vPj4u/9YEqvb29rh+/Trj4+OvDLy8LkZYrWNtMpk6ull82lyvKAr/7N/8Hv+ff/ovSWeyuBw2Do+DrO8ecHFmAoMkcfvaEtcW5/G63ZRlBRCxW23EUjlcDjtDfT3MjA7xhds3cbkcOmXevsEhnaXiUegck9WB0WRmuFffne32dyFXFDYDISwmE/1VALrX763PI8sVha3jKHMjfVydHSMUbxQouUKJXLGEy2oinNava4+2jrgyNcTF8QHOmmyRjiIJrkxpBfZQt7e+lp+nc8wPN9bLmsXSUSTJ1Sm9naYoCDzePq7P3daiUJIZ9jnItgCap9EEDosRl9XEXiiGrCiUSkWdtsny7hkXhzxcG+/m5VGMx7shJqtWTc8DMa6NeKgoKtlCGZNBQBIEXgYzDPgcXBzxMdPnQpRMOEwqgVieWEFlzGsinNJo3WajxPJhHIPRwFmqSKECG8EUH26FqVSvdXMG7HI18mMpGaEc2gNVqeZ6FbPRqIk9GcxVKFnQgdpqdX5YMNtRSwUdMFzTDmlcUP2eSRBbgCjR0CZ81emn3LZn0A5i6iC+2RqFJuBcQbPaMpsMHLY0dwC6vdr3ni8UdXO/7pa96MZhkKleN9mW0S7QhF19NkPH365ayCJaHEiiVKd+G0QJQRBR5TKVikxX7yAvA42us9IqSmYyfkdp06+a6wG9AOtrjjed67+rCuJPI3TVCTUOBoPcu3eP7u5ubty4gaWDcuGnjddREFcqFV6+fFnvWH9U4v4088rbB0f8X37mb7J/dMqHj56TzmQxGUQuzU/x7tVFvn5vmXtPVtjaO2Tn8JjTUIRiqYzf5yGSTFMqy5wnUhydRXF6/XxjeZWj0DlDA728c+UCiwvzxJro1ACX56d5sn3Ew7V9bDY7i5MaLWppbpx4uiE3fxjNMNzn5/rCBOdNMxgAx5EEU0P9bAT0CBtoqolTQ31t1yaTL9Hrc7F62P6ccDzD5ckBDsOJlvOksFuMLI736RSpZblCDTheHOshWygTTmSZ6dMvihfHenm8fVwXq6rFi/0QVyd6SGYbm4fHO6csNilRZgolpvx2Vo60RfksmWPUp825FGWFcrmMzSTx/CjOlREPy4cxBj0WKoqKJGpz0xUMpCsGykhIgsC4V/MlBA1BBXBWi+x8WVucd8PpuiBIvmm21lk1oi/Fg4QP1qkZx4OK2+tDqaK4douRXHVTJChNCK0iI5hsqKUcqqBfLKWWgrRVUEtn30CH8lUQ2qyURKl9VlioziLl8vkGxarDTJGqqrqNXjCW4vrCBNYO82YAR1Xl1Efre0wMaEyB/i430RZPwrJcYbjL1TabBmC3mHi4ss2wvz0RWLw9oFbIl6vdclWlWNE8HlW5DILKeVm/kUjkGtfQ77KxdhTlm6uHfKfiVWeI3/RM0R//43+cX/iFX+CLX/wily9f5pvf/CZf+tKXGB0dfaPn/TzefHxU/k2n09y7d49yucydO3fwer0dnv3p41U1Q2qjWrWO9aVLlzoqqn+agjidzfHnv/gL/JcPHrK5c8ja9h7dHjdjg31cWZgmcBLk/pMV7j1+gYrK6tYu2VweQRTp6vISPo+TTGc5CUVxuj187fEaG/snuBwObl1a4AffvcXKzpHunF0eFxvHUdYOgoQTGd65OAPAxelRnu82NuznmQK5UoXbi1M6ZWnQwMZQIkOp3P45zzNFrs6NE23ZHwDsBM8RO/jSPtwMsDjW19ade7x9wsyQn36fU6di/Wz3lH6ftiYPd7t5eRiqOkxUaM5ELpuZh5tHXJnQd+vOU3mm+1xMD3hJVq2MjqIplob195pFgkBUax7Iikoik8Nt1b7zF4Fzxv02zpIFprrtHEQzXBn2cHCeYyuUJl9WieYrBHMi434HYy4Js0HkKFHEbxXYPtM668GqkObmWQqzQUJRYbLXVT9mqhbpoaRWxClymeff/C9QymkiWaqCy+Mjm9bep8ViRjVYKBby2Ju6/IiSVgwXs1isNl2xKrbOA7eB1i3/ldqZGm3gtyi2q0VXPZBLpSIeV1NO7UCjbs71sqIyNuBnrL9bJxRXi9qxw2CUa1WbToCTSKLtsefJLNFEpu04QCSW5Ppku4Wb5PRhNEjkyiqioIIKhUoVpBE0ZmZZFaEJONg41jPCzpI5/tOT3Y7nfRvxOgriNwmAv+lc/11VEH/SaE2SiqKwtrbG6uoqly5dqs/pvI54VSuGfD7PgwcPSKfT37Zj/UnR6S9/6zE/9Tf/MRVZJpXO8P23LrN3eMT9py8pl2XuP9Fmh4wGA33+rrqlksloxOVykc42kK8bly/y8OV2/f/HZ1EUycS99QOuXZhmYkijl9htFs6SjedFEmlWD874/muLPNk5bXuP4XiWZF7G7WgXTBIkidnR/raGXb/Pxd31AFNt80JgNZtYnBhoOx5OZPB1EGCoIceRpD7hHoTiXJseRBA01LkWa8fnDPkaxW++WKJQkvG7LG2UMaOozR83RyAcw1ulY12f6OWDtSOuDnvqf18JnHN9VEukp/Ec4z4LoPLyOM54l41IusB+NIvZKOG2mXCYDbhtJlwWA1N+CxXRRKqkMttr5zBZxihqFGgBLSE6LdoiNlr1KN4+S+G0aEn56DxDpZQnu3WfciGvJTK5jGhxkKrNCwkiuYJmg4DBpKHIoKlAItYFN0rlJiBKFJGbZos1CpVOXaKt2G0T3ZDaC1V7WxcYXXc3ly9UF+1OAJradnx1N0Cx3A6g9frcxKr3h1qlyQMMVGeIWsNkNHCxwz3Y57aQL5ahmKP58w/2dCGa7NhNRsqqilHUQL8KAlaTAcFgxGoyUKooOvR99yxR38iN9XoRBIH//B1Mkq8itJHL5d7oDHEtfvInf5KDgwOKxSLLy8t83/d93xs/5+fx2eNVXB5OT0+5f/8+fX19XL9+vaMGwWeNVwHAPynwDZ+88N4NnPA/ffEfsH90SuQ8zuW5KZxWMx8+esbu4THBUIRkWtu437l2iScrDQuld64uEQg2ulGDfT3sNHmtJjNZjiMJHm6fMDM+zJX5ifrfxkdHSOe0tb0kV3iwts/luYmOlNdUrkhJlZgZaZ/jmx7uI5zK4+ug7rt3FufWfPtGtstlp9ypA6eC227tuJbni+WqKFfjepfkipaTVZUeT2OPEIimmOtrFFpzQ37yJZn9s3PcNv29FE/nWxwQ4NH2CQuDHkCzcHq0HcRpUOsU7UgqT6/DiChoHcVUNo/XauDFUYJro16WD2P47EbGumxYjCJT3Q7G/TYUwGkW2YuXcFoMDHe7SRUVRj1GTpNFemwiRVlhslu7lsUq0FAsV5it2kAexbIM+OxkVr+OXEgjmixaDpZMOjFLUTKgFLUiO5tuLvxE1GIWECiq+u/aZGgBnystYHdrp7fTHrzlMaYOv93mMatEKo3dZq0WlO2/pVaw6enmAf3+zuBYbU4Y4MX2Id0eJ363g2AHbRGP08b4QPs+1GExshkIsbJ9QFfT+JzJIOHx92GStBaB1aAxwFSlgs1kQpAMGCSBbLGM29eoAWRFZaYqKtvvcxKIJPnys73vmNr0q+b6mqPEm4w3meu/JwviZiuGWsGZSCS4c+fOa/O8qsWrWDFEo1Hu3r2L2+3m1q1b37Zj/e1Q40qlwt/6pX/F/+Pv/hImSeDl1i65fIH7yy+w26zcunwBp8PK1YvzLM5OcvPKBWKpFH6/l75eP7euX0KURGbHh7i+NM/Vi/NtndrBvh42jqKoqsqTzQP2z2JcvzjDlcU5Ion2uYzzvMzc2ADOFi/XmdF+1gNhutxOXE1JZrS3i6c7JzzfPWW236N7znCvl2K5QrZQxtHU0RMFgYNwnCfbJwz69N2mXq+Tr7/Y1dGmapEtaPTi1ljZC3JrdoizeCMRaDRbFQFYGOmuzw6vHoa52oQGuu2al2K/Wy8OkcgW6XUaWRr182hHm296tH3K0lCDTv1o94yLgy7sJgmzQeK9yS7cVhOKojLut3N5yM1JPEsgltOoz4pKpqgQzshE0gWGfTYsJhNFWWVh0EumDJN+G4oKvbYqQlylpsmKylSVKh1K5pE3P4RyHsFg1DqwkkHzx63OC1kcLpRq0SvWaFOiiGB26gQ3mjvAdrv+u2idJxY6CGq1zhS1zhhDi9fgR4Sqqrjs7YWzvYOncK5QQupgajjQrU+c20dnXJ8b7Vhmg2ZpForE2tSuHVX16sNwgpnuxsbvv39vGp9VQhUAVcUoCiAZtY2DaEAQRIpyhbIq4vfr59hHejRqf65Klf7qi4O6h/LbjlcR2ngbHeLP4w9vNM8QVyoVVldXWV9f5/Lly0xPT7/22fTPWhDncjkePHhAJpP5RKNanwT8/k8fPOSP/Y9/jWQ6w1k4ynEwxNFpkPB5nAtT4yzOTDA2PMClhRl+8N3r7J+c4vd76enp4vvfu0k0kWR6bJCrF2a4MDeJ2+cn01QUSZKE09dFvlhi++iMZ9tHzIwP8wPvXObp9lHb+7HZ7KTyMuMtdjHzI7082z3l9DzNdNO4hySJnJynqxoNBh1N9fLUIEeRJI+3jpkZ0q99freD1cMwVybbwcejaJKr0+3q4ZFklg6pnrVAmFtzw7xoEc7cC6fp9dixW4ysVvdAiWyB8V79+JPZKHEcSeK26nPZcSTOVJ+bo2hSs/o6S7A04KrvCTZO41wacoGqMuCxM91jZ8hn4zCa5c5kF16rkf3zLIVyhXShTCJXIpgqcpisMN5lZ6bPxf55DlEQ8FWtKQeqIGmhmh83g8n6vKvURONObjygkgojSAaUYr7qFKHUO7p2h4tcsqqNYjDWlaJFixO1mKET0CwIAoVcgwXYCnYLglh3pPjIkIy0tnlLcse2r+6/2Vwet6O96SEAstz+G8oXizp7MACX3cpJk492vlhmoMvFcK+v9emAdg8+WttloqUonh3RRqsKJRmHKNe/7/fnB5npc1GUFQQU8uVKvfudraA1IEQRBAGTRf/e0kXtOg753QiCQDSV4+ned8Yy8FVz/dtwlHiT8V1VEH9a1DgSiXD37l2cTie3bt16I52Iz2LFUPNCfPr0KXNzc1y4cOET3WQfhxrHkin+73/3n/KVe09w2a08W99mYWoMl92Ky+nA5bCztr3Hh4+e8/D5Ki6nnW89fk4oGiMaSzA2PMSHyyvsHgXZPDxlbS9AvKBgNJu5eWmBpdkJTEYjTq+fbIsSo6yKvDgIc2txSnf8xoUp1g7PeLkfxOdx01ud0fC7rDyv/qD3z2L0+b11dT+fx1ln2myepblWtVTwOW11tedgLM30cANtvjQ1SCiepVxREERRpyA41utDUSGVL7bNAZuMEsVypT5XVItCWdbmgFo6v8fnGa5PD7R1hLdOInQ5teJresBHtlDm5WGI65N6RDySzGER9c/dPIow1tVYzA2CypjfzvLBOR9shhjxWTk8zxLLFHmwH2W2z8lolxWzJOJ3mpFEAbNBZHHQTb/bwnowhdMs1RH0WlFosGhJ8yhZxm3WrkOySnnPrH2TQiqCYDChFrMIooSAimDSvBntLjfFpiK0LjBltOiVuUWDzkJJaVk+JElCqFo0CGYbbqcT0WzDZHNqx0z2NhXlTslXljsk1hZalaIolGW5fSy4Q37t93tYXt/neovlh7EDErpxcEIslWs7bjRIbB+HCMWSXGraqBklke0mq7G94DmDPgd2s5HLQ26GbTKlcgWjqClGC4KGpBcVAaOgoIhGUBQqor7IPkvmcFrNbFb9NDOFEvc3vjPiWq9DVOvz+Dw+S9Ryfa3gTKVS3Llzh+7udoHE1xGfhTIdjUa5d+8eHo/nEwHftfN8VEFcqVT4J7/xO/yDX/u3jPR1c+/JC7wuJxdnxhElCVEUKVdkvnrvMfefvgTgGw+eEAxHicYS+Dxu7j55yU7glO1AkCfrO7jcXewHo1yan+bmpXmsFjPvXL/C9pEeEI+lc6wEzrm5OKXTCRnwe3m2F+QsniaczHGxKpglCgLJgna9soUSoWSWsaoY0bXZUYIxDaA9jmV1ytO1ed2KopLKl+oAePM+YO0ogq+pC3dhrI9AOMHy9jFjvXowc3Gsl8fbwXrRqLvWAjr1aoBSRaHbZWV+uJtsk6/v091TLo5q99biSDfrRxHimTwjfoduX5DMFfHbJJ0g1PJukOujjQIrmsrx7pSfF0dxHuxG8ZhFzjMFngfiHMez+O0m3DYjmYKMw2xk1GNhwGnAbTOjKCqJXJmFAReboTQmSSCY0s51klGwGCQqKgy5teu2cZJAEgXyJ5sE9zdAMmk2SQazlucrMmq5iMlsJleuUMu7jiqoLVgcdQXrejTlYa2Ia3x+wWjSAHOjBcFsw9PVjWC04nR7tFxvaP8NCGL76EAnXY9OoahKGxBttRg7Pv/w7LwNtBntb9cQebZ1qKeLN0W2UERVVKjIurqk1DSquR9K1J1H/sjiMDe9eQwCWCQRRRUwS7UrJuCympAFDQxPlVRds2DrNEa3204829h3/5fvECPsdVgsfi/Hd1VB/ElDFEVisRjPnj1jbm6OxcXFV/LO+rgQqlSNT5oky+UyT58+5fj4mFu3bjE4OPjtn1SNj0KN13YO+JH/6/+NL33jHj6njXJZZrivh+dVD2GjwUAimarTX29fXawnSoDLC7M8eLHe9JlgfnaOQDBCMp3l0cstVnYC3Ll9ky6fB6u58WP1uBycJvLkCiUebhxyYWqEbo8Tj9POzllD/CoQjqMIIiO9Plx2O5Um3fztkyhTQ73MDmtIcnOsHoSZ6O9ierhH54v3dOeE69U5j3RT0jk+z7BQtVSwmAysBTSRo5Nosi66AdDttvNi74zDcIKrU/rvYKzXywcvD7g00W7ZkMzmiaX1NOtMvkSf10a3y8bT3QbSvLIfZKirkYB7XFYebAZYGGwk60JJJp3J0GU3cX28m+W9MIehOINerZBd3otwecjFXiTDlN/Bw71zUvkyRoNAMlfGYxExSQLn2TLJnIyAynSfi81gGq/NyHYojSQKbIVSeKvK0jXhsOO0TG7nMXLsCKWiauhvlf6vyiUQQDCYyaaSqE12Cel0qjpHlNepPbeKatSpa6IBwWzHajKiVmTUcgG1lKcsl1GKeUq5DGqNWq0omEwWBKMVyWBCVVt+V0I7UNHJy1AUBfLFUttDix26qP1dHgA2D07ocjeKs0SmfX5NEkW8HWj+U4M9dc/jR6u7jPZp13h6uFenLl0qVzAh87+7vcDN61f5W3/yXWwmg2bbJAiYBAUBFVAxiiqCKKEqMpmyiMnaAPSOomkuT/br7Cf+y7OGKvzbjFdJkm/ShuHz+N6NTwN+l0olXcFp7TRS8Zri03SIW4HvhYWFT9xd+ajCO5nO8D/8xf83f/OX/hVOm4V8oUB3l5dkKsU3Hz7jOBhiZKCHzT1NU2B6fJi9o+O6PeBAbzen4ZjOFuada5d5uLpDqSzzYmufRy+3uXRhHgwmeqtrYy2GhwZJZPI82jjE4XAwP66Bf11+X329zxXLrAciXJ8b48JYP2fxxjqazhXJFGSGe73sNtGzAZa3j7k5P8bieD87p41u3VkszUwVAJ8e6qZcaVCBbSZjHTM1VMFUuaJgbGkHhxM5ynIFl92qywmSKLB9Eu1g2wQbx5H2+VXgOJrAZTOTaWoMvNg/0wHg1yf7uLt+xNUxPRPg6e4pC/0ulkZ8nMVzfLB+rHWKgZWjOJcGXaQLZYqlCvFskVK5gsMiaewhAeIFmZ1wmnCqqNG6BYFcqcL8gJtwush0r5OirDBbFfI0VruNxYqKtxihcPiUSj4DlSKoKoLBiFrMIBi1AlXbYjUuULEsI1ocqIUMhUrThRNE3Z6gXKNPCwKCyYbD4UBVVFS5iFrKk87lUcsF0skkaqmgdZ3lMoJoQDBasNkdqB3yeGd/pfZj6WyBYrlctz8EdCB+LVx2K8FonKebB1yabswJ28wfUfhmC233kkES2T3WgKLd4xDXZzQgx2SU2Grx3l7bPeLSeB//px95nz/33/0APS5znY1WrmjWSwZBoVTR1gsEUAWJ3h49oDc73KtzNPnys722xszbiFfN9W/SUeJtxPdcQVwsFgkGg+Tzed55551PVXB+lhAE4ROjxjWhD0VRPpMXYifU+Pe+epe/+gu/Qk+XB4Mg8JV7y0iSiCjA0vw03//OVbxuJ3a7DafTwc0rF7n3dA1FFZAMRi7OTRNNplmam+LOtSXmJ0e5MDPNs8193XluXrnIhy92ebC6h8Vi5Z2lWQwGA+Mjwzpz8rWDIGVV4OrClE5YCiCazNLn76LQgQbz8uAMm7n9h1Ysy0gGA3uhdkuctcMQt+ZHdXNPAOunccb7urg4PkC6ybLn8dZRHTke6/XWl9Xne0H6vI1CqNbtPY4mdV7GADazkS6Hta0oe3kQYn7Ip5PEL5YriKpmB3FlopfVQBhVhcOzKP2eRnETSeaY67Gyfqx9jlS+RDabYcCtJalnh1EuD7lYPU1yod/FTihFMlfCZzdSlBWtu1iqUJAVbk74yRY1a4aJHieZoszCgBtFhYkeV/X1tY1LcvcZ5dA2yCWQNEEnTHYNOQZQFFRUjCZzncosGM0IRitqMQdoPsW16LTQmR0uULQiOJ1O6lDYQl6v0lgTwCiVSqjlYnUTJ+nUJFtp19rz2u8bVW0IbTU2NWrH/GqsIsvpXIGhHu3+MEgi+6fRtseO9nbxeH2vvkGrhbNJ+EJRFIxoliaODmJduycR/ujNWQAGPDYmuh2UKipOiwFJkjAZjaiVCsWKoNGnBW0L0EqzbP3cX32+j/JJDRpfY7zKXNHbUJn+PP5whqIoHB0dIcsyCwsLn6rg/KzxSXU8XgX4/qjzbOwd8j9+8R8QS6WZHx/iK3cfEzg9Y8DvpafLy53rS1xbnCNfLOPzepgYHSYSS5LOFhFEAwN9vVgsVgb7erhzdYmri3NMjw2zvKkX5Bvu72XjNM6D1T1i6Ty3Ls7idTq4feUCK3sNwDoUT7F1EuWHb19m9UBfCFQUhYNQomPX7zyVpcft0HQVWuLpzgkOWzug8WTnhJtzo6wdRXTHj+M5bs2OMtDl4vl+471tn0S5WWWXzQ13E6iKaq4HwlydbjB4Lo73EU3lWN4+aSuKL433sX0SbZsbjqXzLI362Q8ldMdX9oMMdznp9WhgO8CjrWMujTS6whVFxSxUyOaKdXD2+X6IpWpR/PTwnCtDLiLpAkZR4OA8i0EUMBtFSrKKzywy0e2g32PFajKSypfx2oyUq+u+q9rRrNWum2dJ7CaJUjLE3vJXoVQAo0WjL4tG1ILWoRckCcFsQykXdNTmigJKQaNJN08V1QroxgEB0aIpk6vlPMViQUfuas1LQlUbRFUU1HKJXFbbc0itStVtgLjQDog3/giqWi8UTab23DvS56/vU07C5/URqmyhvXi2mk083Tpo88yeGOjWuTq83A7Q7XEwM9TbNr+eL5a5MzeIKGqNsx9Z7KMkg8tqwGKQkAwGSmWZggKiUtZ8iStlsmrLe2+ZkT4+T7Nx3K6U/abjVXP929ALeZPxPVUQx+Pxuoev2+1+o/LezfFJkmQwGOT+/fv09/dz7dq1jj/WbxfNBbEsV/hf/sGv8mM/+3OchqKgqgwP9PIDt6+yuXvAi81djk5DrG7v8Xx9m8BpiJnxER43dYL7/D72TsKcRuKsbO1z7+kqTreP3XCaKwsz3FicxWw0Mj0+ysphIxElMjkerO7xfTcuU+lgkzM10scHqwFuLegpqGajkaNYhlSxwkiPR/e3sW4Xz4/i3FroIKLhdjDUQQghVyxjMZnaCrGKoiJKIuF4uu240aDN526dNBaTYrlCl9OOqmqKki/2tWR2nsqxMNKYefI5zLzYC7IWCHN1St897vXYebpzTK9H/4M/DCe5NOLnoAndS+dLCEoZR5VufHOyhw9WA/TbRSzVmZ9Ypkg2l2XUpxXfpXKZ9ya9CFS4POTCJAlEMwUkQVMoHPFa6XKYOEkUqKgw2mXjPKMt8jX1x3RBW6y3QynE6C6FwIomYiUaoVJGMJgQqiZKgtGkiV7IReQm1UNVMldFNUAyW3WqkDXRDNFgQLA4UEt5itk0CAKW1oVQNNTVqxvP1/+GJIMRQSlTKhWrCVTo2A22dCg6m3OmioDNbEQSxeoUuD5STSJyz7cOuTQ9wlh/oxOhO5dJuxbFYklHzW9+DajOG88ME4wm2l6jy23nZhM9+79/ZxiTQaSiQq5UnS1CRVZFTKKiJUm5RLLU+Ox+p0XzkG6KSCrH8wM9xfFNh6IoqKr6SjSqt7VOfx7fW/FxnYRiscijR4+IxzWgtNnD903GJ+kQvyrwDe3g9+/+wYf86I/9DB8+foHVZMRsMvHutSUMksijlQ2erW+TyeT41vIL9gIn2CwWUpksiepYjNlkRJIkDoIRNg+OufdslWS2wFmmwuTIELcvX6DL48Jus2Kwe8hUgWS5ovBwbY/hwT5Eo6XtO+n2uri/dcrV2TFMLQJG44O9vDyJszim1++wm41sBOOMDXTrZlsBZoa62Q8l2rzWa9ekFaAGeL4fZLy/i9bxmpWDM7rddkwtHb6901jdWaHZzzZf1HsTR5JZktlC3ce3OQKhGJfH9Z+rWK6gVmR6PVYdE2nt8IyJquLzdL+H5/tnhKPnDFVZYIqq8mI/xOVh7TGxTIH3Jrz0u0xM+S2UZZlcSdZmoAWwmiROE3nWTpOogsBsv4uNYAqvzcRuOIMoCGycpbCbJOSKSr+lTPbl1zSQWDJWGUiCRsutWTMJosYQk0yauwGA0VovhgEqzQKZVTBWEAQt11fKKMVsPYeXCvpmiKk1PXQAriS1glIuafZMotRRhbojrZoG+C0rah2E7qSp0awhEk2kWRjTwJHDs/bicmKgG1WFpxsHDPgbs+PelvnjXLFIn8eO1dT5vf23ty7U//1nvzCB3SySKSpkSxXMkoCAAAiYJBFBlFCUCkVFrAP1AAfRNL1e/WjRHzx/+4yw/9r1Qr6rCuKPSpCqqrK/v8/jx4+ZmJhgdHT0rdIJPi5JKorC+vp6XeH6VYQ+aueJxhP8+S/+Ak/Wtvj+m5cInJ5x/9kqFVnmG/efIAgCM+PDDPb6Gerr4calBb7wzlUMBgOXF6aZnRhhZKCHXEnWCRRdubjAs90TynKFZ5v7PF7fY2iwn4GhETwtKpALkyN8a/2ItaMINy9M1WnU3V4XO2dJFFXl4eYxtxYm6p/3yuwooXiGXKlCMl9muFoUCwKU0VbMh5vHXGkSxfDYLazsn/F8L9imODnW6+UbK/vcmhuhNawmI/1+T9vx7ZMotxdG2rrXLw9DXJnsZ3ZIXwgtbx8zPaB15vo99ro0/9ZxBJ+zgWQP+12kckU8VhOtlB5VqTDeo9/0H0dTDLrNXBzu4uG2hmxvnZ4z7JSwVrNHPFvEZVK5PuLi5XGMb26cIqgKD/ci5ApF5LIMVHCYBFQVopkS8VxJE9Fy25AVhVGfjY1gCptJYiuUxu8wkz18QXJnufpOqj6DqoKqgloVyFIlY73wrSVNi8ON0ITYWqxNmxZBQC0XcXm7Gmhw031ebPl5WDsghYKiL5CVapITEDTUWhA7zxR1+qk3o9mCQK5QxGJsL9oEQSAQ0ifDk/A53d7ORVqiWvgeBCNcn9PuR6NBYreD//BJOEqx1N4F+eEbC7qN4I8u9uOxGsiXNSsG7fMI1X8Yqp9b+424qnTtLpuB03iWPre+m/KVt5wka+veZ02Sn1OmP49PG7FYjLt372K1Wrlx4wbw2UQtP0t8u4K4pnD9KsA3NApiWa7wd37lN/inv/V7XJmfwmW38o2HzwhGomzs7nMWidPr93Hn6kUEQeD60jy3r15kcnSI0cE+LsxM0Of3Mtjfw0mkwbLq6/GTq0jki2V2js64v7JFplDm1o3rmFvoo26nnVhe4cFGgNmxQQarYoOCIOD3+sgWSjzdOWFsoLvuGrE4Mchy1V1i9SjGtZlGjh7r85AvVdg4jnBtRt99UxCIJLOM9unZMJIocBCK0+Vq31BLokiu0FlZeqTHw8q+HiRMZAtMD/iZ6POx3cQua/YmHu2y17vK2txwo/i9NN7LYTjB7kkUv6tFnMlmQpDLuv1nsVzhPJ5kqt9NJJFGrigkc0XSqSQjvkZRfBpN8t6km/1Ikm9uBommsuyF0xxE0hoAq1QwCppQ1JDPxly/i16nhUCswOKgm8keB8l8mfl+N3JFZWbAQzEW5PlXfhdVLqHIJdRyCbVcQDLbG3ofBgtqXlNYFozad2+22nRsLIvVrgew1QoWmwNVMml7hqausmQy66nmgkixpUAWW/O41OTdq8iaIFeH4tfVQY28FQjJFrVmQwc8u62D+2htl5sLE3XF9OZw1OwoZRlfUxGcyRfbHvtiOwC0n3C4x8uF8QYjwWI0MF8VVzNJAvmSjMEggiIjqwKqXEYQBNRKmf5ejYU25LVwGsviteivx1ee61mcbyNeVS/kez3Xf1cVxJ2iXC7z7NkzDg8PuXHjBqOjoxiNxo4+xG8qPipJ1lDsWCzG7du3X1nhWhRFNvaP+G9/7Gf4t//xa6iKwu7hMUuzk/zg7avkC0X8Pi8DvT2cJ1I8fLHO07VtKorC3eWXPHy+ztO1HaLxFHlZoCCrTI+P8c6Vi3zfrescx7I6aovDbkWwufnWy10S+TLvLM3gddnp7fIQzsp16fdHmwG6vG4mB3vo8XfpvFgfbh5xZWaUmeFeHjUZiidzRbJFGbfNyOWpQU6bFJ03j6OM9Ws0o9mRXvJVesrTnVOmBhqJssutzSMsb58w3qdXAxQEgac7pww1IXu1CCWybYkMtCI1FNN33VQViiUZu9nA3lmifjyTL2mK1qpKl8vGs+rs8OZxhJtN3eN+r4OnO8es7J0y0aN/L2fxNEa1pFvON0/O6bOC22rg+lgXz/bOeLh5zPVhF6Dy5CBKn9NIuaIQTuXJFWVQFARBpc9lYarbgdtqZC2YJlWQGfE7KFUUZvvdVCplok//C6XjVcq5lLbwljQrIMFoqRbGKhgtCE0bTLVcRDDbKWSSUG4AKLlC8/ywFbvLTSoRA1XR+f+BlgiaQ2pVnJaMbSBWK3AkqIo2S9WSKMudRLZaly5BxChJba851OPTfQ7QkGOTsR2dNkgi+yeNwndlO4Df42BioFs3k1eLPp+bbnf7ffYjNy+0Hbs10YUkgM0sUawoWIwSqqIgKwpCdbOhyiW6u7uRRIFIXrtWNaG6Wnzp4QahUIhy+dsoer6mqK17/zUnyc/j7YSqquzt7bG8vMzU1BQXL16sF5yv4g38aeKjxqNqwPfa2torA9+188RTGf7ET3+Rn/un/5pkOsNRMITf5+EHbl3B53ZhtVpxOe34vR6+/uApzzd2CEbOOTg545uPnvNkdZvNg2Ncbg+HoTgjgwPcuHSBO9cv0TcwTCSe0p3z6uUlvvlih53TKEuz40wM9SCJIiPDQ5xV2VabR2ESuRLX58Z55+IM60eN9XD7JIrLbmekx0cs21hTVeDZfpCxbif9PgebwYaNzaOtY25Wge7F8X42j7UxlZX9Mx0AfnlqkFAiy3og3AaAL4718WwvyI1ZfXENWrG8NNHOHljePmnruAE83Q3S73VUu6iNOI0mcVbpyLXiKZ0v4nc0AHBBgHQ2z7PdU25M6UdqYuk8bknRhJiqEc8UiMXiTHY7mB9wk8rk+MbKIRd7rTjMEvuRNLl8gVGfjfXTOEVZRlVkzAaBklxBVlQOohmCyQKFsoogCliNEsaq+NXmk3tk175GMZfSQNWKjGC2IpjtVIpZ1HIRBBHRaGz6DCJIRoqlsg5ALrXkU5fDTiGXgUqpTTuk1V2i9f8AUkvx2Nr5FRAwGaW2EamOwFeHn1m5XMHTwW7zNNo+eieg6maPa9FMo17ZOeLy9DCiILB30g5+d3ucbOwft9mI/vCNhbZ14MfvjOM0S0iSiCqI2EwGQEBWVCzVZoiqKGRVbQ/S7fUAUFT1OXY1EOHJ6ha5ZnXvNxyfF8TfxZFKpbh37x6VSoU7d+7g8XiAV/MK/CzR6Xw1+rbFYuGdd955LTfCl775iL//L3+Hge4uvnBjidWtfQ6Oz5Akia/eXWZlaw+Py0EskeA8riWd6xfnWNnYQ66+vy6PE4PZynkyTbFUZvvwmGSuyNP9M1K5Eosz40wNdeOwWRmbmOIgqCGoZbnCg7UDjGYri3PTJDJ6iuhJNElfb09Hj9iV/SC9/i6drQJo1KBev49wUo/O5UtlSrLCaK+mXFmLckWhICtYTQb6fc66AJdcURAEof76vW4rK/tnlOQKTpueejU71M3GUYRBfzuNbaDLSXeHJBmIJFgc6iJf1n/HK/tnXJ3qZ6LXU7++UOsqawV6n8eOXFEoyRVSmQxeh/Z+VFVl0GPl4UaAS8MemtucO8EY8z4DofMEoKHHD7dOmPIYGfJYiabyeCSZabeAqVKgkM9iESqIVDAZRPYiGSQRJrqdrJymmOyxEz/eIbv8e8SDR6iFDEhmbQ5YEBEEsaoubdCKTVWp+wpjslaFN3JgNNctGEArlAEEkxXJZCKbbvLra0lcrfToXAvKauvw+zC3qloKglboKXKdsiVJhrpgzLcLk8XMzQuTumM9vs50xr3jM6aG9ADWWL9fR8PKFUsM+T14Otg7AShKhZXdI67NNjZwdouJdxYn2h77P//gFC6zAe0WEzAZJARJ0mj+VdRekAzEC3BxtIdYRvvNxAv6e/IoluPBiw0++OADHj9+zN7eHslk8o110BRFQRTFz7z5z2azn1OmP4+O0XxPlctlnjx5wtHRETdv3mR4eLiu3yEIwlsDwDuNRzUD36/L2nFt95C/969+j1y+wA/dvkoikWL/KAiqyt0nL1l+uUk6k6W3y8vqtsYKGR7oRZYVziKx+nudGhth5ziEoqgEgmG2D08JZWRW9k6YHB1ifmwAj9POuzev8mgzUD//yu4xB6EEP/TudY4ieh/WXLFMvgJIxjbK83E0ydhQX5UG2oiKonKaKjE+2KcT1AStAzs73EOhJb8+3TllsgqAR5KNTf/zvbM60C0I1Du5m0dRupqAbpNBYvM4wsl5CnsL1dpttxCMpXUUadD2Od0uK/uRjO74eTrHVL+XhZFu9prGnzaOGgD4lYl+AmGt4FrePGJ+qAHSX5/s5cFGAIdUwW1rdOBT+RI2tYBJLdaVtV8cRjBWClzsd5IplCgXc1zrM2OqFCgX81Au4DQJ+GwmuuxmFgdd2CwGHh0kmOp1UMokyb34Lxyv3NfA1HIRUVU0HRBBQC1kECwOQEE023R+wUq1SKZSplxsslOs/UMyIFhdJOPndbZWq5ZFq3BlsaL/vkXJ2AbYWjqIWomCgFqRdcywTIdOrtHQ3kl2O20MdHt0a4jHaSMcS7U9VlU1xfPWODzTa4gch6LMjvZ1nH0f6fWRzOQZb1E3/6Eb822PvTXZRbfTTFHWivF8WdE8iVWVoqJ9VtFoJlWQGe1xsxLQ3sdBNNPWyPny0x0ePHjA3bt32dzcJBKJvNG18FVniD+nTL/G0A2VHx/z4MEDBgYG2qhJb7sgbkaNVVXl8PCwTt9eWlp6ZYXrUrnMX/o7v8Tf/Ge/SSAYJZvL8fDZOj1+Lz/07nUE4NblC/yRO9cBcDmd9HX7+cKtqwQjcYYH+5kcGeTS7ARzM9OMDvUz2Kup2C3MTHAS11Si5UqFl7tH7IeSLF68iMflxN1EUZEkkYH+fr6xcsjUUB+jvY1u7aXpEe5vnrC8G+SdC/oN//W5cb61fsT8WD+GlmvhdjnxuB1tiTUYSzM1pFeWBjiJplicGGSox6sTSNo/i9cRYp+9Meu0cRThZktBApoq5NK4HjkuyQqPt050XehaBM5T9Lra55pOIsk24/aKopJMZ5kb6uLpTsMKJ5LM4rVqM8yXx3rq3ofLW8dcGvJQy83Xx/18sLLD6ekJV4ac9c7p5mkMv5hl2prjNBThw9VDXh6GyWYyRM/PKWYSnEUTzPU7me5xkiqUCB8fsv713+H5B19GyaeRDBrqKhmNGq3JZEWpCmsoxYxml9DkByjUZ4pURKkJCTaYQJE1b8JSoY2OXPMvBkCUKBb0AIra4knY/hsRKLTQrHSCDEoFm9VKS67VntkiQFGLTL7E47UdpoYa6H3r/Qhgs5g4CsVQKgpi04bJ24Gu93TzAITO4xmHQS2Rre0G6KlSsN9bmmqzhwDocVkY67YhKyqioJIulatzUSplzagYQZRIFWSKTQDAUTTdBu7kLX7effddBgcHyeVyvHjxgg8//JCVlRVOT0/bruurxKsgxvCHAzX+PN5sJJNJ7t69C8CdO3dwuxtMG0EQ3mq+bz1XDfi2Wq288847r0U05rd+/6v8n3/mb7Gxf4IgwFfvLWMyGfm+m0tYLWauXJjhvetLjA31UyrL9PV0c3VxDoNkxGq1MjU6xOzYELeuLOH1eJgaHUIURbxuF/6+QQ5ONT2Q3eMz1o/CzExPI4smRvv0olLvXJrnK88PMJrMXG5S5O32OAmlijzcOmFudABXk+jU4sQAH64dURFE+lrGThbHB9g4jbcdlysKHped87S+01WuKJQrKtdnhnRFebEs47BaEAQY77JzVmWXpfPFuj87wKWJAVK5oqYFMqrv2M4O+dk/i3OlxWECtEJspq8dpHu6c1odidLH461jFoa6OG7ysVVUlUAwylCXA7/Twst9LdcfhhM4JAWfXbtmk70uXu4d8Xh1hysDNswGLd+cpwtk03EWHXlK6TjfWj3k/sYx8WSaZDJJLhkncBaly2akJCu8PEliKiZ5+eF/4t6X/g2F82MMJotGj3Z4UUp5EAwNwUxVQbC6UQpNDg8Gs9aRlYtgMCGXGjlcLRcRTFZAwGltFb5q8Q5uUXduFdRyONvzaCc4tZ6nVAVREKqFd3uu7SQk6XY6WNs/4eZCAwAf7PZ23BckMjmebR7Q52usK0M9PtItY3WReJpud+eCTq2+ryeb+1yujvw5bZaOhTbA98/4MYhgN0mUFepz3aha0aUqFVQEurt8yE2fr5UJmVAsvP/++8zMzCAIAjs7O3zwwQc8efKEg4MD0un0ax0f/a+9Q9x5Svw7GIqisLq6Sjgc5sqVK/j97XL5kiR9RyjTsiyzurpKLBbj+vXreL3tQlCfNs6iMf78//MXiMaSXJ6fJJPKcp5IY7KYsJhN/MHdxwDcuDjHNx48rXcq71y9yDcfvai/zlCfn+OYTLxJdOeda5cRjBYcHoXVnUMKpTJGg4GR4WEeb2mFnM1s4vbFaV7sBFiYnuRJdS5o5/Qck1Hi5vwEoXiS3VADeXuweczV2TFe7ASYHe7j4bZGlV45CDHe5WA/kkRVYW64h8fV+dnr08M83mioXY72ePnayiG35kd5sK5XwQyEEwx0tXf2lrdPmB3sYvtMT4vZOIrQ5bIhCgLPm1QyT88TWIwShXKF4W4361WLplLVm7iGZC+O9rJyEGTE74TawlWNkR43mVwBVVV1i204kWF+yM96y/Hd03MuT/ZzEmkkT4An2ycsjvdhMBh5tKHNhhTKMo/Wdrkw1k9ONeKRyjx4sVF/zuxwLyajiKEQJ5UKEzxPkpdhraKgFrIUc2nEShmlnEdVNfEjuZBDkAxUsilNKVKoLsVmuybokE8i2tzVMVZRE8qqdoUlSawTnQSDCYwWrZgWBDKZBqIuGBuq1NpjzS0FsqHNzqL192q12SgU9V3kVpGMXD7fcc7IYbOQyesLbrfdSrLalS6USpiNBoplmWSLGBbAWH83a/un7J2EuLk4xcM17fv4qE50JJasv14tRnp9dYQ5Wygy2t9NOJ7m+6/OdnwNgP/9xX42gmmMokCyWEESVM2KQlURJQOqqmAwWTBbjEDj/hnscnMS1X5/LpuZLy3v8Mffv0B/fz/9/f2oqko6neb8/JxgMMjm5iZWq5Wuri58Ph8ej+czJ7lXEdlQVfXzDvHn8ZGhqiqBQIDNzU0mJycZHx/vuKH9ThTENeB7e3ubmZkZRkZGXtlOpCzL/PV/+C/46r0nzIwNk02niMQSGAwGBvv8fOPhcwDGBvvJ5fOEz7U8d2F6nO3DEzLVtcxmMTM0OMj9la36aw/19zM8MqLRevMFolW69OLMBE/2GxTQa/OTBCPnDPX38nBLK+Li6TzxdJ4b8xPsHJ3h8XjYrXZJ1wJhRrrdWEwFSrLMWZXtFU5k8dlNuK1GkvkyDouJwHmaeCbPaI8Hm7lQt6MzSiJH5xkGu30ksqe6mucokqwKZulj8zjCtekhTlr0H57tnnJpYoDne6eEE43xp+XtY8Z73eyHkoiCwH51j/B0V/MmPq2OSjmsJtaOwgio+F02ok2e8xN9Plb2T/E6LMQzjWJJUTWHgOC5PodlCiVshQKj3W4eVdleoO1f+rxOZvrchM/P63nt0cYB/T4X3f1+TILC8sutumbJgN9Nj8dFKZ9CjuXZOo1QVgS2SxXUcpFyLolQKVPKpQEBQVWR82lEsx2lWAAEDE43ckrLSQJoud7irAPigtGKmteAB9FoQamOIgmSEYymqrMEZFsKXlX+Nv9v0QZpZQIA5FsAc5PZrMv3iqLU2WzNN4jRICF3SMupvPb9LG/sMjbQzcFpBJvF3PY4SRQ5CEYplWV6PA7OYtrn7/W5dABHLdKZHOMD/jYHikCTKNdO4BSfy847F8bbLJtq8ePvjfO7z4N11qFJFChIBlSlgmgwoZSLiAYz4WzLPdUixvIyEKEoq/j9/notlM/nicVinJ+fc3h4iCiK+Hy+er7/rLoG8Gr5PpvN0tvb++0f+F0c31Ud4kqlwr1798hms7z77rsdi2EAg8FQT1pvIyRJolAocP/+fQqFAnfu3HktxfDDF+v8dz/5V/j6g2dUlAqbe0es7R+hqhXmJ0YwGgzcurTAD965hslo5OalC9y5usQPvXcTQZS4fnGO6dEBluYmUQ1m4qlG0XL90gVe7Id5tLbHk40DRMnI7UsLvHvzOofnDRulXLHE/bUDrl5cQGjZNJfKFfZCcYYH+tuU8J/unnJlZoxYvqz72/55jpkBH0ZJIlturGSPt0/rs0QATocNFXi8o9GpmmO018tBJNnmBytXFLwOK0qL8nUNOe73WHVd5fN0oS5q4WqyfGr1Jq4pKQeiaa43CX4ZJJHd03PWAmFuzLR7GX/92TY3Z9oRaAMaXboV7TwOxSimovS59Sja2kEQeypAJRlivLvRMc5lM5xsv+TBgwc8e/qEQizIgCFL4XSbSj6NmotRSpyhChJKJoZksiJIEpLJolGOJbFuu4BkQKkmwzoV2uyAUiNRycXqvwUBu82qqVIKAkhGvahGq3VCC6Wq2XS+FvmcPiEWOxSfnepRQWhXnu4kZDXR1BU+Dse4MDGIAARaaFEAzibbj9WdAP4qKnzWtKmpxWhfF7vHYS41eVyDllCbY23/mBtzo3zh8kz7h6jGH7s+hNNiqH92o6hWqVSaErigyCgInGX0STGWaWxApvq9PNwK6uzGBEHA5XIxPj7OtWvXeO+995iYmKBSqbC5uckHH3zAs2fPCAQCZDKZT7VuvmqH+HNRrc/jo2J9fZ2dnR2uXbvGxMTERxacbxMAr53rxYsX7O/vc/36dUZHR1+5GA5F4/yJn/p/8S/+3X8klkyTSKZZ3TvmKBjm9pULZLJ5bl5a4Au3rjA80MPU6DB3rl7kh969idfj5sL0BPMTw0yNDDAzPcl2oAH8Dg/2oZrsPFzd5cHLXWKpPBenx/jh92+zGdJ7rT/ZOmJkaBCjxd6mGv1k+4TF2QmKZf1CHIgkEQ0G5scHOW8qIGPZEnabDYfZyML4QP1vh+EEU8O9dVz56vQQwVia1UC4TTjz8uQA33x5yOJY+xxwvihT7FANBWNpFkb8BJq6yiqQLxQRBK0rG0lqn7ssV3DZLPU9yvxwN8VyhUJZodfr0K2FbruJVK7IgM+pO26QRHZPIvQ4rbQwsPHazZxFzvHY9TkxGEthltP0t4giBmMpDJkwsYN1Fgbd9ddLpDLkwgGePV3mW/fuEzzcZdKpkDveoJSOohRzFGOnCEaLVtSa7Rgsdq3TWMoiWh1UCtXvxmRDqXaKazO6os2jE8xszqnuri7UQuM+UZp0RIxmiyaA1TiAbl9TnV1ujla9DYPR2NZl7mSlWOsQm00N+nsnurTdaiZUZe1pNpgqkihQLLWvESN9XZSqQPaLnQCXqhZLbaJf1Tg8iyKhZ6sO+D1EmsCXVDZPv9fxsbneZTMx5reRK1WQBI1mLgiCNq5Gw1rqNF3W7XO3TuN1RkaX08rGUZS7G0e617ZarQwODrK0tMT777/P4uIiFouFo6MjPvzwQx4+fMju7i7xePxTjVKpqvpfPWX6u6pDLEkSMzMzdHV1fSxKUfvCXuXL+zRRLpc5ODhgeHiY2dnZV/ZCVFWVf/Hv/iN/55//Jn1dPr5w8zKFQpGyt0yP10U0meHB83VEUeDGxXm+du8pABaTifnpce5V/w9weWGal3snVBSFri4vQ71+enu62T+LU2raRJjNJpIVI9vrRwz6XfhcTlb2ThBFgesX57i3oXWML04NEYomCCcyOK1mPB4P9zZPGO32UCwWCFaRVkkSycoqHqeDeCqnmyvZOkvz3vwIH240RLYAlneCLIz2IYkCK4caal1RVBK5Ek6rmXS+SK/XwdPdILKicmmij/hO4zVsZiMvj6LMDXhYP9F3iVcPzhjpaqez7UayTA942WkSzAKNHtXndSCJIi8PG131lX3Ns/gsnuHiWB9PtrXF6NnuKWO9Hg6q3oTuKrXq4fohl6YGeXGgfR6/y8az7QAlucK1mZEqOq8triNeM0+3DrFbTFyZHOXJfhhBELjca+bB05X6exjq9TM50k8hk0AwiUz1e3HabdhNBhLJJE5JJp2NI6gqkquHSvwELA4qpRxqMYesgmgygWTUUpfJCuUabUpTjRRtHo0qXevkGkwa8itKCEYzpWKjgBWNZpRi415y2iwkCs0brdZkJ+qONFO068/oUJOZDCIt4LT2vFbKVrnSllBNJv0M2ZPNAy6M9rX5WmrPb3yWbKHEzNggJbnCaQcLpR6vi8NglMfre4z2ddftGzqJbCXTKfq72kXeaiEIAgv9Th7sxzFLGpIuSFqXXhAlnGYDaRmiuQr9XifBqtDNbihR72bIioqsKHy4dsSPXpvqeB6j0UhPTw89PT2oqkoulyMWixGLxdjb28NoNNYRZa/Xi7GDwFgtXnWN/cOQJD+PNxMDAwOMjY1hsbSPqjRHDQB/G1Eul0kkErhcLu7cuYPZ3N51+rTxeGWDP/PXfh6zycj1xVlEUSCRytDv9+J0Ouqd4ZtL89xdfllngd2+ushX7jdy/XB/D0VFYHf7EJvdxthgL/09ftJFlWctXsNOXzdfe3mI12ljtMfLy/0g5UqFm4vTLO9HUFUY6HLjtBjYqOa/6xcmubtxgt1i5OJ4Pyv7DX2P8YEetoMJXbcVIJjIsTTiq+e/WrzYD3FrfozNQIi1Jj/VR1saAL5ZFeuKV2mroWQOp9VEuskmSRRFHBYj8ZweAI0ks/Q529ekUKrAlYk+ki36J+tHES6P9/LiMMRRJFE//vLgjKvTgzzdCdLtttc1S14enHFjdrjObrs03sfjjUMiiQzXZ4dZ3tVsG1VVpVjIEwjHGevzoapmklXB0Wvj3Txa1Tr4ty5M8vwoTrmisNjv5MHjJ9WC+wiP0878xAgGtUg0lmWs24XLYcfrtJFOpXAbFYoo5DIxDO4+yufafkRERc7EEB1dCAaTRpkuF0CQEE0WlJKWn5VSDtHqRMkldcB1jUYt2lyaqnKtABREHdvLYrWTKTeumSCZtLnf2v8NZh1Yrp1U/1utIAH6YtVoNFAstXsDgx7wzuWLbcJbYwM9rO439oUHpxFmB/317m9zdLmdum5vMBzDajYSS2XbHtvX5eYsmuA8meHm4hSP1g8ArSBuZfyt7AZ4/9Kf6vj+a/F/vDLEVkgDoNMFBYOgUq529+0WMzlZRZCMTPb4eFxlWSqqytSAnyc7J4z1ejjPhPjayiH/zeV2XRLQfiNerxev18vk5CSlUqme61dXV6lUKni9Xnw+Hz6f72NHPmrF82fN938YwO/vqoIYqG/iPi5qX9irdi++Xaiqys7ODvF4nO7ububn2wfoP20UiiX+8s//M770jQdE40mmhgf4xgMt6V2em+Dg+AyPx0l/Txf93V0k01luLM0jCgI2u43zeJKR/m6SqSyz0+M8Wtutv3YynWV2aoqvPtkGoL+7i7F+P7mSTLwksn2iLQyn8Tyn8TwXp0bwd3n55stGMn15EMJpNXF9boR0SWX7VFsIDiNJPHYL00N+to+jXJ0Z5fGOljCHvQ7CiSyFaqEx6ndydzvMzdlhHm420K2KohJJF/A79RugUCLD5Yk+nm0fM9ztIZTUXvf53hnXZoZYrtK7L47382DrmJ1wisEuFyfnDRr3ZK+LWF7GYjLoTNUVVaXX52InqC+gyxUFg1rBZtAjhYWyjMtm5iyeJpFpoOFluUJZlrEYDXS5bDzfbcwObwZCjPV6OQglGPbZCUe1DcDyVoAr08OsBM6ZH/TydGMH0Iqwx6vbLE4M4rEa+cbdh7r3oFbKPLr/LZJpbdG2mk3093Tz+KhKP780z/F5jnA4QiV5hmi2IRrNyKkIgtWNIIoo2RiixaXNDRmMqLkqVcpk1RDkXALR5q3PHAkGi6aQaTCilouUyi0ocFPkWrq9aqsKdOvMT0uHWXtSK3IpdEiQ+u/GaJCqhWg7utvJVkFRFaxmY5tIxlnLTPjTjX2+/9oCX3+62f4a1SRRqSiYJG12WVXV+vxwc9y5ON12rDV+/P1xHh8mEAUoygJmEQoIiAJkZRW1IiMYjAx3m+sFMcBYn49MvsTmsfZ7/NrK4UcWxM0hCAJ2ux273c7w8DCVSoVkMkksFmN/f5/V1VWcTme9QHa5XDp0/FXW2EqlQj6f/7wg/jw6htfr/USF7tuiTIfDYXZ2djAYDNy4ceO1AN+//tv/mX/46/+OQDDMtQszLL/colgqMT7Uh6IoZHMF5iZGGOj1k0xnuXJB6zq5nQ6iiRSTI/0kkhkGervZCUYpVBHDXKGI0+Xm7toRZbmCw2ZhbmyAYrmM0eauOz7Es0Xi+2d0e1xcmhnlaysHdXzx9DyFIMCthTEQDTyq5vNsoczacYybcyM83AhwZXqIB9va3xxmSZd77WYjR4ki86N9PN891mGXDzZP+IGlMb724qB+TFFrALiJ6aFunlSLy0gyy7WpAZa3tP3CeJ9PA6oFgeszQ/URLwCf3cTaaYapQT87J/p1OJUvke5g0bR1EmW6x8nmmX7t3zqO0OWyMtbrIdykyl0DwAPhJCdNRfTjzSNuzI3yeOeUKxO9PKkCEQdnMYZ7PJgMVuSKwvpeY0/1YHWXAb+HkT4/z54s6/a3uXye0PEem7uNa3Tr0gW++sE9AG5evsB5Ksdeosr2EkQMnj7k2HFVjEpEyUQR7T6Uch7RatdENUHTAREklHwWwWRrzBeLBlS5iGhzoeRTqOZGESOYrI3HQVvubw2D0YjcnNtFqa0g7mSl2MnaqDVEQehgdKSNTLXGyXmSHn+XrpPb6dTheIpbi1M83jhoe40Bv4ezKij+cjtAt8dJJJFGadurwNRQ78eC3wB/9FI/P/8H29q+WBAwCCqyKGKWoKQKqJUSosFEqqS/FjXdlHy1CfGNl4dtI3sfFSaTib6+Pvr6+lBVlUwmQywWIxwOs729jcViqed6j8eDoakD/6qOEn8YfIi/6wri2obz46JZefJV+PIfF6VSiRcvXpDL5ejr63st5zkJRfgf/uLf5CR0Tn+3j6WZcbKFApfmJ3E7Hdx7ukpZlnG5HaQyedZ2tEJ5dmKE82SGaFVZ2mY2MzU5xvPtI8YG++n2ujCbTRjMdj58sV0/39l5gr7eHg5TFYb8Tnp8bp7tHIOq4nXakI02PtgIcn12lJ2TEInq3IwgiKRlCa/TglFKUq7+UBLZAoWSzB+5OsdXVw7q5zmK51kY6WUrcIbFZCBd0iQIlndDXBzvY2X/rP7YiX4f8WwRSRJ1M5vP9s74vqVJPnjZeF2ArZMYPpeNTK7Idk0Ru6Liclh1BXFW1uaabs4O8XAjoHuN/WCM69ODOlsogGi2zIy7HdHaPI7w/oXRtvdyHElydUqj4h43zTYVSjKpdI6FET9Pt/X0lqfbR1wc7yedTLSdJxyNsRMKcGlqiHJFZW3/BKvJiJJL1IthgInhAdZ2Dunr7mJ+coQnKxskUmnsPUMU80ZURUZORVFVFcloppIKafO/xSyCyYogSo3+rKjRqzWBh8b1F0QR1WCAch7J6qJSaNDvm2eEBFGiVGhKmKIEagXRaK7Ow4LFbKYgCBhFKBULIIrQup9tTZqdFuGWDWlZrqAqCmIHGtVRqH0eiP8/e38eJNu+3fWBn713zvM81TyPp858zr3nvad3JYGJJmwwHSJMt6ItwCgIu2kTWLQBm0YK0dhgGwSEsaGZTActBWraakMYgZH07nt3OEOdc2qe5ykrKyvnedy7/9hZOdbTu+Ob+q6IE/dW1s7Mnbty/9bvu9Z3fb8I3Bkb4NVmy7vXZjZyGU/SDaqr1Vob4G5FO3jePY3wZH6ccCzNebRztg3g63e/O4XqJu4NOLEbtVymyxg0AloJ0GkpVWrodBpqtTKCpCWW6wT4xYrMdL+b5WO14/3tjVNkWekQBfskIUlSs1o8Pj5OuVwmHo+TSCQ4P1c3nTe/d7lcn3umCPhqhviruDU+KQ35y6ZM3xS+j4+PGRoa4vr6+nOD4XKlyp/7b/8e/99/+wF9fg8/+fQuxVKFuYlhbFYTS5v7pLM5jHodPo+L33mxDIDLbsXv87C4sdx8rad3Z3mzfYTP5cDvdmAy6jFbbHy8ftBcr3KFEpfxLAa7m3KmzNPZUdYOziiUq0iiwNjQAN/aDDMxEKBWrXLYyKWKAoLWQKpQwWs3N6nGsqKwuB/hJ+9P8nEb0ytXrqPX6Qi6bVzGMwz5nWyFU6SOrngyNcTLNp2QqX4Prw+iBF3WJrMM1AL4g/Egl7FOReA3+2EWxkKsHoRxWI3QUJfevojhshhJNDq/o31eXu+FqctKz37RaTFi0uuIpjs7gIVKHY/D1gOIc8UKwz4HmyeRjsertTqVSpX7Y8EO7ROANzunLIyFmi4RN3EWTeG1W5gOOvgwetnxu8tYCn05id9hxjkUZOPwglKlytyAm1dLLS2Y2bFBXq1sYjEZmZsYJnJ1zfF5GE/fIPHYNZLRonZ7AdHqRs40OvO1CpLFhVwtNzu8ot6MXMqj2i7qW8VvnVEF0sWGXVO1Ldd0Ma/yxS4NDrmGRqenrqijTFaziVTDRrBYLCBIupb/cTNu2c935/9bjqvLMpKk6Xn2bewst81MvS6jkcQGjVqNRLq3E5xIZ+n3uZpsr5tod0kplCuMDwa4TmU5j/ZaOX397vcufguCwJ0+G9/evcasFVVBTVGkXK2qTQIaVnOxInazgXSDLbEbTuK1mdi+UM8vmi6weRZjbtD7Pd+z+/2tVitWq5WhoSFqtRqpVIp4PM7e3h6lUgm73d4EyDdA+LOOhxQKhR/5XP9DNUP8SePLVp68sXsSRZF3330Xo9H4uW1NPni9yv/pz/5XHJ5dYjUbiafT/PaLt6ztHiIIAh+/XcdmMTExEMRhU2kz85Oj/MTje2i1WkwGHTazkT6fG5fHw/reCdVanZNwlGKlzn4kw4ere9jMRh7NjnF3coivPb7P2kWaXLHC9lmU5YMwAz4XswMedBZHs/v75uASRC0PJvrxOSy4XE72L5Ms7l8yEnR3mJbPjwb5YCfMqLeTerF5es3ccJDRoIdkQa1iy4rCUTTDoFetpA147SwdXrEXTnTM6t5EvlIj0CWmlS2W6fc6uTsWJJFtLc5bZ9eM+9Vq1J3hQFOl8vXuBcNt0vhzQz7CiSybp1Hcts55nrkhPweRFK6uWWWA8NU13ltUp4+vEihK7/cunslj14kdipw3YRDrFIt5hgOt81IUBZemSjZfZGlrn/XdA2wGiccTfkJeF08XZniyMMPT+UkkFAYDbgq5HK9XN0llsgyEAox6LNRycSS9CUWR0bpC1HNqxVw0WNFanOoc8A3FSWdCbohyAMg3oFfSIterzcTYQRMUBJT2hKlVr4nOYELQWxB0ZgQaQhvVEih1ioUsSq1MpVJuvJeAoDU0qbmCdAtFV+gFxLdReQVR7LHS8LvtZLu61qDah7zcOGBqqOUbPeB30w2GATKFEg+6FCPtZiMX153JcG3vhOFbRGAkUeTp3O20pu54t+FJrCiQrchUZQVEgaqsKk2jyJwkivjaijW7l8mOankiW2yOHXye0Ov1hEIh5ufn+cY3vsG9e/cwm81cXl7y/Plzjo6OKBaLxOPxT73e3gDiH/Wq8Vfxg40vM9dXKhXevHnD5eUl77zzDl6v93O/V/gqxn/4f/0r/G8fLiIIAga9jt95scTz5Q0Meh3fWVxBAEJeB/OTo5QrFeYnRng0P8XEyCDlchWXzYLVZOTe7BSLm4fIskIkliQcS5KpCHxraRdZgTvjgzyZH+fxwgw5wcDxVZLLRIaX26dIWh0LIwGmx0ZYbHRi98IJTmI5ns4OY9TpeDgzyuJ+hL1wgjoi0wOtTfew38mb4xgj3s6icTyrih1+7c4IW+FU8/FXe2EeTaozmlpJpFRVVOEpowFtV8FTI0mEPI6ea3ceyzDV72HpoDUjnStWcJrVIqjFqGOjse4dRZI8mmhpeJgNOtaPI6wd9zpM9LltfLR1xp1bZpVLxQIhW2/evohnMGp6GzSyoqBR5B6rJwC7UcPr9e0OjRKAh8Nudo/O2D8Ns7i2Ta1S5Jt3RhDlGk/vzvLkzjRP7kwhKApTI33kc1ly+QLH52FEUWDMZ0MSFESNFrmURbJ6m3ld0JsR9UbquQRiIz8jSiqwuenetgFQSadHKanFCJ2xc46arr2NUi0hSBo0RiuCzoSITL1aUZWqq0UyWTXXF4sFNaFJGgStAY2u7Xp2g99b5oe7i983YTL0NqKubrFW0us0nERiPJweaT6m1Ug91kqgukkYdL1F9USbBg/A6t4pz+bHuLqFiv31he8NiAF+/hujGHUSNQXKNRmDRkBBQJHraCRRdeMQtR3OJ6VqnZlBXwfR7ltrJ7e8+qcLjUaDx+NhamqKd999l3feeQefz0cmk+Ht27e8efMGQRC4urqi8l3o7L9b5PP5L0SF/wcZP5KAGL68JHlxccHLly/p7+/n/v37aLXaz/VeiqLwP/7q/8LP/Km/xFU8wZ3JYUJ+N0NBP994fJehYIDj8ytqssLYYD/7F1es7hyyd3KOxWzig7frbOyfcBaJMTrUT7pUpy7L3Jkc5t27M/z015+QqwnE0urNnMkXOY+lqOmsbF0keDozSL/X0TyfvqCP/aygUqzakl+6UCZfVRgb6ieeaYGLvcskGq2WkYCTh5P9vD2MUpMVTlJVHoyHOj6r0WBA3zUPli9VqSNhM+kxGfRUG9W7V3th7o62gMrMoJc3+5fYzMaeCtXWaRTxlg7iZbaKy2qi3ragy4qCRiO1YR71fwrlKn1dYDuSzJArVhjwOjqKkz6HhcPrHEadtkdEY9BtYfXggrFgpzx+yG3lo7V9HCYt1jbrBqdZz+ruEeHrJOeXKo1cAO4Pe1jbPex4jQGvg9/+znNevF3l5dIax6fnrGztsbK9z/H5JdPjw2SyeQJeNwNBD2ubm4iiSCUTQ+sKqd7AjeQjiCLVbAxEDXIxi6DRIWqNzeqtoLeoHWJJo6pGt9Gkim22PQaTpWOG90Z9ulIqoJTzPQWAHkEtAahVUGpl1ZtQo8duu6WKeEtRshv4giqIVa3L6NtsoALu2wXuoin1nsgXSk01SIvx9nnF82icpe0jQm33ymCgF/gWy1U0t5zrwvjAd33t7vgTXx9GrxHVKruiYNSqy7BSr6MRBZR6HTTajsKOUadB7Jqlen/98yfJ9rhNnOvG+317e7tDnCufz39PJk8+n0ev13fQsr6Kr+LTxpc1Q5xOpzsK31ar9VYf4k8TH71d56d/7s/wZn0Hv9vBw/lJzEYDT+/O8s69OfZOLgCRwZCfVK7E4voumwenmM0m1vZPeLW2w9FFBIvZhN3p4iyaYGp0gCcLU7z3zgP6+wfYOVW7j9Vand2zCJLRyvpFiol+L3NtgG8w4OW8IBLOlHg82d9cY2VFYf8yxd2ZURXcNiKZK3F4leHRRD9DfgepUo1cqcrudbFpeXgTTquJq0wFUxewWD2OMtnn4cFEH6cxFUgcRpLcbwOuFoOO3YsEu+EEPkcn2E5ki/T5XHQnhIPrPAujQeaG/BTbRqLWT6L4GqKIs4Mtr+NwPIOpDbAGXZbm491AtlwXOI3n8XUVzMcCDr6zus+Tqc7ivQCEr+OcX8UYayuOKoqCUC9TLFd5s3XA/bEANpMen83I0tpGx2uYjTpevXmr5vq3q7xaXieWSLK+e8jW3hF3ZydZ3znAoNPx3jsPeLW8Rq1UUCnTdj/1cg45rzY0BIO1qS59owAtGKzIxRbAk8tqcVI0OdR540bUuiFAtU2s0WBRqdb1GrViDq0kIrffh6KkguPmE1T7QKVWplatgKTFYrP1CobcAoiNt/gU67Qa8qVqx37KaNBxcQs7q9YQX3u9ddjM24MBT0e3uHlsXWbn5JJH08PNx/RaDUcXvXojpXIZh6UT5ImiwJO5sZ5jb4uFfjtWvYZKXQFFHRtUUFAUBaNOq6pqS5oeL+dujZRvf8G5HlRxrv7+/qY4142w4Y041+Li4icW5/pxcZT4oQPEn4ZG9UUmyRu7p+3tbe7fv8/Y2FjzXD7re+WLJf6z/+rv8E9+41+j12kZGwjx8dImH71Zp1iusLSxx+bhKZIk8o3HC1wnUoQ8TuYnhnn3/h3iqQx+twOb2cDDO9Os7p9TKJW5iqe4TmbJ1gTeX9rlPJrA57LzeHaU957cpaq1sHN+TaZQ4tX2KRexFM/mR/nm4zssHl5TlxWOrzNsXyR4ONGPw2zg6cwQJ4kir/YjOGwWRtq6mdfpAn63k2Su2MSNsgIrJ7EmKH4wHuLl/iWvDyLMD3SCxXAiy6OpIfYuO2mtx9cZvHYzoiBQrsoIgsDuRZwn053J9/54iJ3zOE5LL9ieGvSy2SaKBbAfTvB4coB+j52NdsGs46tm5XhmwMt5o6u8cnjJzEArsQ37HKolyHWaR5OtZKjTSOycRqnW6lwn09hNrYXabzegKApHl3HcFj0Os3quoz4rhZKaNKq1Oi/X9xjz2xCrBdpRuF6n4fKik27dF/BRbMyMDfUF2To45p37cxgNWp6/VUW4HsxPYXJ4qSbCTWqzZA9QT6tVdMnsUGlRGl3HvSVoNCBqECQdQld3VmlLmBVFXSI0RmuDDlVvJE31tXLFrtndrpmjDkEtQYB6hWKliqjVdxY5bgFXt1Gj8sUSgiAgyzI2s7qBMdxSqfc7bc2N01k0wYOpYQCVrtR9rMtOMlugUqvjakt+t1WnAXa7kinAu/OfLEEC9LtMeG066op6FUtVuQkujVoJQaNFECQybUJmUyEX0vchSbaHVqv6nrpcLp49e8bjx49xu90kEgkWFxf5+OOP2draIhqNqsWOrsjlcpjN5s+t0PtV/HjGDyrXA5yfn/Pq1auOwjeo41if5b0UReHv/7N/yX/x1/8+tbrMyECIw7NL3n+5zGn4iqtYkhfLm+SLRb72YJ5csYTTZmFisI+fevchyUwOr9OOzWTg/swE0UyR8HWCZCbH0cUVGr2JD9YOWd0/w2TQc39qmG/cn2V8YpLFvTDVuszy/gWbJxEmBrz8nqfz7MUKpItVMsUqi/uXjAU9jAZdzAz60OiNLO5HuM5VeDjRKmxX6zKZUg23zUy60AI7rw8iTVDc77ERTuU5vErR73N0jG1U6zImo4HDq86u2uJemHtj6vvMDvtJF8rkShW8zs4idb/HxvurR9wZ6e3kxjKFDmVpgGKlht9tBYEOL+N4tsDckOpeYdRpmnuEeKbARFs3bmbQx9l1ilK1htVsQGr7LDfaGIs7J4z5W+d5d9TPRSxFvlQhEksw2ae6odwZ8rJ93Opsv90+hlqF2ZCt5zs17LaSybYA65O7cxycqNR0SRKJJdM8WpjGbjOxe6TOkPo9bmwmA9XUFVqzA1ABrlrMVlSmVymHZHGDXFO7j6gdZOS6CoaLWeRy28hT+3ysVo8i19GZLIg6E4IgNayYGvvgLsbWbW4SHd1guUa+VEGj02M0thUbbrnvtZreHC41jssWK/T71P3oYMBz6/Nvxv1qdRm9Vi3SuGy3CzzddHz3ziLNPcRwyNu0wGoPURB6bMHmRvqwm3tZhd8tnoy4kVBze7muoNdICKJETVaagmG7l+lmoabPZWH9rBP0rxxfNUcGvowQRRGTyYROp+Px48d8/etfZ2BggFKpxPr6Oh988AGrq6ucn59T7KbRN+LHQUDzhw4Qf9LQaDRf2FxRqVTi5cuXpNNpnj171mP39FmS5NH5Jb//P/rP+af/4t9SKpV59/48sqLw7r1ZfvKd++SKJfR6HcN9AcxmEx8srnF0cYVWq+U8muSDN+vsn14iiSJOl5vl3WN8Ljszo/38nmcPmRgfpVavNxdwQRSpakx8sH1BvV7n8dQA4yH1czy9M8l6JM9H2xcsDPvx21oL2Uksw9hQH1WkZvc2nMwRThV5OB5CaIhavDq45ixV5W5bopIVhdXTGN9cGOm4gTcus8z2t0DxWNDJh1vnPJka7LhGmUIZj8PKo4k+jhrqzQBLB5Fmd0ynkTi6SpEulPFYemlNxXKN+VuS58ZJlP5bvIwvk1nMei06bedX/yyaxmLQotNIbJ225okWd06ZHVQT68JIgEJDATFdKGPVS2hEAbtRw/Jua2756DKOSScy2e9mabuzCwzg0Au8XN1mbCDI4zuTOKxm7o4EubpuXcPZiVHerquexCP9QUYHQ9SqFZ6/XcXrdqEoCmaTEbkuk78+R9QZqWdjaOw316IFQkWzA6WUayZIABGhMVdUhLbOo6AzdiRJvU6H2WKjXsxBvfo9PQn1mq4l5RZ6dKVaQ65VkOty6/ddwhWCKFK/rSrZAO/VuoKrUSDJZHvnhDyOzoX5pnLcLagFEGyj7q0fnnN/Uv2e5m4R6nLZzIRjSbYPz/A5W9XQdz4FIAb4fTN+tIKCSSdRR8Ckk0BU70FBEEAU2Yukm4WV62yRg4bH5k2snVx3+Gh+GXEzQ3wjzjUwMMC9e/f4xje+wczMDBqNhqOjIz788ENev37N0dERyWSSWq32A6FQDQ8PIwhCx78//+f//Pf1HL6KLza+SEB8U/je2dnpKXx/1vcqlMr8x7/4N/gLf/3vc3kd5970GDqthrvTY/z0s4dYrWZKlSoOu5XpsWE+eLPO4VmEUrlGXYFvvVxh7yRMMp1jZGiQ5f1TTAYdE0MhfvLpPb726B75UgWzUc1/tbqM0WrnxeE1exdRFkaD3B0LIQoCc6P9VCQT72+G6XPbmAy0cuBpLIPP7cLhsJPKNzzbq3XeHl3zZKofURS4NxrkJFFg+SzDw7Fgx+d8fRDh6/PD1BDINMDyXiTNRBtYNOm1xLJlvE5bj77BUTTNnWE/b/db87Wbp9c8mW7tC3xOKwoQjmXQSZ25JOi20e/pFTJaO7rivYVRIm0ihACv9y6Y7PMwPxxoeiKDqlcy5FbBkrbtFA/CcR42qM4ht42DhpexokA4kcFj1aEoCpfRVicxVyxzchllfshPNtObW3x2E//2w1fYLCbeuTvFQMDD1KCf1yvrzWMsJiM7DREuj9POT77zkGq1wuLKBiG/l/PLKIoCsxMjxC6OAQW5UkAw2FBkRZ0FBiSTHcnmpZ6Lt6jTgEZvRDQ7kAtpRGNnXmzvFktaA1anh0oh11EUb/6+C4hqukHsrYJaIrVqRQVRjeOlW+jRt408tcPTdLaAzWzAcIvvr8Vo6ACLu6cRHs+O3jq6bDHquWj4D6dzBSYHVLvG7wZwr5NplraPuD/R+o4+/YTd4Zv4j785jFEjcONmZtSqdPYbEVpBlKgpApP96n495LKSzJc7WIiKAh9unvW89hcZ7QKaN+Jcc3NzfP3rX+fBgwfYbDai0SgvXrzg+fPn7OzsEIvFmgD5B6Ey/UXn+x9ZLtsXlSTj8TgrKyv4fD5mZmZuVVj7tO/1Wx+/4W/+T/9v8sUS44N9FEolfvv5GywmI+PD/Txf2QLg0fwUyUwODTA9OkDA6+bo9Byv04ZRJxHwejiPp7m8vAZBoFytYbY6+J23LTVck1HPs/t3KCsiJ43h/2yxzKvtE6aGQjy6M01dEJtKu2snUZWyO+LFaDCxdpFm6Uhd4B+Mh9g+jVKo1KjU6hzHs3xtboiPdlSAWJcV1s+SqhrkvloJnexzs3KaYjzkZqvN4mb/Os9En5tIIkuhIlOTFRb3L5kf8nfYHEVTeZz9nWIB1bqMpNEgigL3x0K8akjS70dzzA542DxT6UFBl5WVwwg+hwWDVtNcYECltVRvqfjF0nnenRnk+WZndy1XrrEwEkAjCbzdaylaKgpEEmlcFgOXsc550rN4Vt2IyHXepjvnWi6uUzy2GRgLedluA9gOi4GVTfXvd3B2ycHZJX6XjetYnIcLcyq1VwCNKHJneoyj0wtq9Trfev5afb7NwvLmDgNBP36vh8UVlYrl8weIZ4tUU1foHL6WhpUgIueu1f82hbIE6rLcqP7SYbMgaA2qT7EgYLA6qBZz1G9UECVth+egoNGhdCXAcqkrsd2mUnnzHAGVwq3RITRoRO3XvbsQLAqdOe74Ksnd8X5ObhHU0nTdx7W6jMVoYDMS7jlW30X7O43EsBj1t3oYD/jdJNJZcsUyQyEv0WQWSRR51Da79Enij35tiH/64ohCTe0uaUQRQVAoVquIkhZBo0dGYCzkIlcosnuZAmCiz83Oeeu8Ptg85Q+9M/2p3vvTRL1ev9V6pl2cC+gQ5/qt3/otfvEXf5GxsTGq1SoXFxf09/dqBnxZ8cu//Mv8/M//fPPnH/Wq9f+/h0ajoVz+3qq03ytKpRJLS0soisKzZ886u1aNkCSp6cf5SYS1Ti4i/Bd//e9zdBHB73ES9Lr51stlAJ49mOd3XqjvN9IXwO9xkcrkmBrpx2m3kkilURSBfp8Lg16LoNWzuq/mpUy+wOzkOB+tHzZpn4Ig8BOP7oDWwHWmoHa0FFg5uMDjsPLk7jSCIHHeyMNnDdGqUZ8Vt8PBVa7CqwOVOTTqd1KuVLiIqyDy7dE1X58f5c1+hGqDvvn2OM6jiX7e7Kvq0S6LkbNEiWG/m6tUqxC3e13g6fQAL7fPmB7wsnQUJZzM8WRygJdtApeZQhnXSABZ6VxX146jBN02DFqJt/thBEEgkS/zcDzUVJcWBIgkcoQTGcaCLg662Ga5YhWzXku+y1GgXKtxneqdOc1XFAZ9dtaOO8W0Xu2cMjsUwKTTcHHVOs9CuYbNbOTBWIA320cdzylVatQrBTxWE4dtiUtRFFXDA4inMsRTGRRFYWHIx735afQ6HaIgYDbpicWTXEQk4sk0q9v7ROPq5yuWyhgNembGR1lruFR4vR7VrkqW0ZgdVEsqEBc0OmpJNb+1WyPVFRE53wDr7SwjnbFJkZZMNkwGPblkDOGGrt7lDFHuUkPWazUdely3C2rd/FJQ9w6ihF4rUeh2prglanWFm+50tlhmvN9H5Zbn9fmc7Jx2sgQ3Ds4ZCnp6jh0MeNhs6+K/3jpkaihEtdp73majnuOG8NbheQSXzUwik/9UbDCAAZcFpxFyWQUBhVylsdcRRLQCVCUNgqgBQcSgldhuaPu47eaO7/m310/4A0++t3DnZ43v5ijRLs41PDzcIc61vb3Nz/7szzI0NESxWOT09JTZ2dnvKyvsi8z3P3Qd4u8XjUpRFI6Ojnj79i0TExPMz89/V7nxTzpXJMsyf+Mf/Tr/hz/zy7xe28HrcWK3mRkM+fjJd+4xNTpILl/E47Tz7P4cr9d3OTgNk0xn0Wq1fHtxldOrBOFoDI/bzcr+GfFkBr1Wy088WmBseBCdRuTx7AgjIS/jQ330Dw7zrdUjPl474OIqwYjXwdfmR/nagzn242XeHl7x9kD11n0wFkQAhr1WEiWR7asc032tKtTbwygOq5khn517owHqisTH+zHmBlxoG9VaWVFYOo7xaDzEnWE/R9d5MsUKZ/ECI20zj9W6TKpYZXrQTySVb1xzOE/m8dhaXaNhv5PX+5cdszigzh29MzPE5nmncFA0U0LfqBKG3DYUVNXKhdHOavbsoI83e+Gex0G10LmpxrXH6lEEg/YWsYVskYk+N+ddAksABxcxdBqph/JrN2h5s7nP7nGYO8N+bqDcuM9KodSZWPpdVvZPznmzvs2L5Q0qlSofvHrL2vY+uUIRWxuNd2Z8lLszk8SS6Y5K63Sfi2o62podBnTOEPW0mihEk0PtwgoCksOH0qgqI4go5c4Oq6A1gMZAudAGhm8ebz+uizKlN5pQuu4To67znlIpQp3Xymoyqmb17ff+LeuA3G3nBJxFk3hdjp7HU9lcz2OAWjnuim7Lpng6x8JYP9lC7yZc3/b92Dg458nMCPOjfc3uzScNk06D3yggKwqSoJBr0KYFSZ1bFwQBQdJSrSvq96sR3ZXsb6+fdr/0Fxqf1HapXZzrj/2xP8av/uqv4vP5yOVyDA8PMz8/zy/8wi/w8ccff6nnC6qq9Y31RCAQ+AoQ/4jHF1H8jsfjfPzxx1itVp4+fXorGL55L+ATvd+3Xizxe37uF/g3Hy4i12XGB/vQ63V84+ECX3t4h3g6g8/l4Mmdaa7iKVa2Dzi+uMLlcPBydYe90wgH55e4nXaOrpLsn14iCnBncoRHC7PIisKjmRFmhkP4PU4e37vDh1sXfLh6wM7xJW6zgXdnhvjmg1lKoolXexFe7l4gKwpPJkJYDFr8DjN6g4mV8zQhlxVdg8FzeJUmka/yYCzIsM/BoM/Jh7tX2MwG/I5WvnlzGOXBeD9BpxmT0chZPMur/SseT3SKRi0eRPipe2MsHbXy9au9SxZGWvn30UQfH2yd86RrHrlUreGwmJqds+Z771/SZ1f/TgsjAS7iGdQagNBx3EjAyeu9C2ZvEcwyG3T4nL1MsVimwFjAfasOQipX6BFTBIgkshg0AuauURpFUUjE4rzaOGCqz9P8/fywj+3DzvX5wdQQy5u7LG/u8XJ5g92jU77z4i1LGztE40mmRgebYHhyZJBavY7LYadWq3GdSAEwMzqIJAjI5QJyg6ElmR3UsjcAXkAuqoUO0epBLrR9ljaQK2kNqviWwUq9kCGfa8uZotTJ/hIlal2AOJfv3DeYbtHQ0Aid11cURQrFUtcccW+uVxSFrrFa9s+jeN2u3mO7LR1RR6OMht6cbL3FsqlUrnDZpRgOMBz0NPd16VyBfo9dZUx+yuI3wF2fFq0gYNZLyIBGUDvDNyQKQaNlN5JhYchHrqR+nni2c1/ywebZrXugLyo+aa5vF+f6+te/zm/+5m/ye3/v7wXgD//hP0woFOLnfu7n+NVf/dXvqTPyRcQXme9/6ADxJ43PY8VQq9VYXl7m5OSEJ0+eMDAw8Lse/0kScjZX4M/+1f+Bf/XtFwwEvDxZmGZxZYvXaztUqjVermzzZmOXWDLFcF+Qs8g1E8P9DWXJAURBYGIgwHi/n4mRIbLFMk6rWVWanJ/mw9U9lneOeLG2y+bhGX6fj+tsGZNW5Mn0AP1eu5rMAj7enCRZ3Dnn3rCHmT4XKArhRJZyXebB1DCCRsd5skC6UOHt0TV3hry4rWriEUURp91GuVIj0/Dz2wxnmOhzY9arYEBRQNLq0Ov1lBsiFvlylWy53iGSMep3kS7WmmAaIJ0v43WoXqf3RgO8PYxQk2UqdRldl/hOoVDC1EXBjWeLDLpNOIxalvfbKn17YUYC6mIpiQJHETWpRBI5jG0dQJ1GYus8SqZQ6qEATfR5WDu6xHOLFVMuX+JxF+UbYLrfw4uNQ57MDHWA4sk+N7W6jKworB2EGXBZGXCZeLO21fH8Pq+T16ubHY/F4q2qYMDrYnP/GICQ30uxVObV8gblSoXthnfhg/lpPlxcBkVGY/OAXEeyB1DagKfQoCuJJie0CU2Ihq7PKohqh7haRNB2bhqlbnGkrg5KRe5NbKVS56JuMPRuREuVKgKKKjDVSGK3FcZu8x8M+VzkCqUeQJrI9tKdJUFh6+i8Z7bo7Crec2y5UmW839fzeLqLnr28fcRPP/r0/uSyLHPPI2DQio37SsCoUTd6OqHx95G0lGoy+43uMMBVprMD/9HWGbUv0aNVluVP7Uuo0Wh47733+IN/8A/y6NEjrq+v+aVf+iUymQzvv//+l3OibfHX/tpfw+12c+/ePf7KX/krn0kx86v48uP7Ufz+NIVvoNkV/t3e70Yo87/5+7+G02Hl6d0ZLqIxPnq7zmU0zvHlFR+9XWfn8IyJkX4uojFCPjdzE0N88/FdCsUi0yP9DAXcPJidIFOs4rZb0Wgknt6bYz8c5/XmIa/W93i5tovdZqMmaMnk1U7s9IAXjSQyNtTHfrzEh1vn9DtNPBz1I4kC+VKVcCLP7Eg/fpeN/esCdVlhcf8Kr83MZEgtXEuCgFanx2ExchJXwdBVtkxdERn2tajJuVKNkZCfi0QLML09irHQBkDvDPp4c3TdM6Z0Esvid1jw2s3sNGxklg6vOjRKAGS5TvWW+7SKgCQKXLfZNh1GkqpIWCOcDZeI13sXHWq9oKpdv927wNflGKHVSLzdPesQ9ryJPrcNs0HbMU8MMOx38NHqPv0ee4dK8dygj3DDAnLnLIoWhWGPlXgXG0kQIHLZ2ZEeH+qj3PjcggDXcRW8mowG+oMBDk4uOL+MNr+zfX4vZ+EI5XwWQaOlnksgGKwgaKABYEWzExQZyeJGrpRarC5BaIprASiiRgW+DX/jdjcJk6VTHKmnGC5peujRmi6KuyD27tENBr1638t1tDdWprcwMXQaqWd90Goknq/tMTnY+TfrFnIFCLhsvN0+4s5YJzPpZr/aHtlCiUF/L9C2dO0pVvdO+XefLeCwfvoxoP/dqBGzXlQLOoqCSad+5lJDe0OQtNRluUNc6yiawdP2Xslc6Qtxlvhu8VlyPcDs7Cx//I//cQAikQi/9mu/RigU4jd+4ze+L53iLzLf/8hSpj+r8mQul2NpaQmDwcCzZ88+kb/w95oh3js+5z/8z/8r9o7PcVjN3JkaI1co8u79OfQ6LalMjoDXhd1q5iIS43VjNvTd+/Msrm2rfrwCzI0NsXkcRgmrlb65iRHS+TInFxFmh4KYTQbMZgv5GqwehilVqqzun2HQ63gwO8F1rowA+GwmLhJZlg8uEUWBb94ZB0nLB9thBEFNalNBG5mizGUqz/ppnPGgk7ujAT7YviScUQHZo/EAbw4iKApsXSQZ9dnIl8qE3HYWD68RBYF7o36WDxuCFdkSQ14bRm2JMb+NxQP18UdjIRZ3WzTk7Ys4z2YH2Ty5bt4w5/EsjyeCvNpW5yTcFj3r5wkGvXaEXKWj0rR/XeDRqI/F/VZykRs0NwS4OxrkbQMsR9N5nkz282pHrdTeGQnwevecTL7M/VE/Swet17AadOwVygz6nMRS+WbhMuS2sX6kvt7dsT5WDtX/FwU4ulAXqFebxzyeGWZx+wSLUc/a3nHHd+TsOs2DUT/WkUEuojHiaTXB23UCp21d1Qdzk7xZbSlSep0O6rLM6GA/tZrcBNQL0xMsbezw+O4cGklqgiKryUAOP9XMFZjbZlAqJXW+KHOtdotv4qbLKwgIJidyvq2a3JWoDBqBjr7rLfNCHccbTZQrndXb22iIN+cuCAKlcuXW7jCowLm7hmc2GFg/vODhzAhvtlQqm9dp4zrV2yGuVGvkimXGnSr1CSDkcRC+Za5YvedlRFFoVmU1kshRuDMhVWo1pod6N1XfK2RZ5msh+FZEpFCpoyiKalVSVyhU64iioNpdiCKT/R5Wj9V76ayxwbxqfD6tJLF+cs290d7uyBcRn8eHuFAoYDKZcDqd/MzP/Aw/8zM/8wWfXW/86T/9p3nw4AFOp5NXr17xF/7CX+Do6Ih/8A/+wZf+3l/FlxOftfhdq9VYW1sjnU7z5MkT7Pbe+dPuuJmX/26MsGy+wH/6l/82//J3VKbDe0/ukUhnuDs1hsmoJ5MrkM0XGB8Modfr+PC1Kn44PzHC5XWCzX01D430+YlnS5xEVY0Jv8fJ9Ogwu0cXDHod2CxmzGYTks7I2tElyWyBZFalKT+cm2B0qB9BFPHZTMQzBfbCKth8ODmAzWpl8SBK+FBdq3xWHR67lc3zBOFkHptRx0/dHWH5OMbioUqvngg6uUzmyBarxHMlKnUtE0EnTquR5ZM4e9Esjyf7WNxVx5dkRWH/KsOw10atWmH3Mk25VsdpNmDUaSk21v1MoUyoz40oyGw2dEaqdVlVS254xooCpLJFMuU6Aae1Yxb4Olvm2VQ/H2219g8AK0cRvHYTCgIrh+pMsqJATVaFkGRFwe+0sHoUQVEUDHodglBu7iMWRgK82TnlOJLEZTV2WDqeR5OEYykeTw+yuNOa23QadRwBO6dXTA36OY2mKFaqagG5LVL5EkG3DaFqZDTk47CRM6b7vaxv7TaPc9ltvF1vFcjnJ8fYOzrlnQcLhK+ifLi4hCzLWC1m1nf2GR3sw2wyNqnT/f39hCNRUOoIbYJXgkaLZPVQz8bU/94oTBusyA27JdHkUMHxjSq13gRtYltS13ywIEqdvC5J13zuTWRzncVis9lMvtCpcVFto/9XK5XGnqE33+s0GmrVzntwMODhIHxNtlDCqNc1BUcTmd75Y4fFyEUszdnVNTqNRKUh0Bm5pRPc73OysntC0G3nsm0vkC/2MsTs5k/mJNEdRo16H+5dFxFQKFVbtGmdCGVJw51BT09HdTjgJJZtXcO3hxHujvg/0zl8r/i8uV6v12MymXjvvfd47733vtiT+y7xRef7H7oO8ZdZNY5EIjx//hy/38+jR48+ERi+ea/vliD/9Xde8ef/u7+HyaDn0fwUBoOeD16vcnAaJlco8v7LZZa39vE67ZyFo+i0GsYHQ/z0uw/IF4vMjAwwGvLxZH4SUaOlz2NnMOjlm0/vc3hxTfg6wVU8RSyVpYqGb6/s8Xpjj3Ixx3jQwU8/muP+7CRLR1EOLxO82Drh7CrGwqCHb94dJxQI8MHuFR9snTPqszI/oNKEdi4zJPMlvjk7wL2xIIfxAu9vRRh16Zud0zdHMRaG/U3Kptmox+92cNyYTZIVhc2LFHODLfrxyXWGO0NeNsOtuZ3XB1cdfoEA2VK9x3N4ce+SmQH1tRwmLXVFFeJ4PNnZwffazcSLtZ6K5Ml1hgmvhcvrzvmixb3zZuX4so0KtXocbVK1nRYjqwdqst84jnQIfbRXvXfPoww1qOF3R4JNuyuAxa1jHk4OMN3nbCpL34TVpGdt54DVvRMSmQLz4yM8nh1r0qNArRzG4uqmIRTw8vT+POVKlVgizculdSptSr4C8O6DBRZXNkikGjNEAgw6DdSycRAk6jfgVlS9AeuZa0BomyVGrR5LWkSDpTct1ds3oQL5XKdoSfdGoBsgl2/pGHfTxdVX7qLVKMqtFORuNWxQASnAm60j7jeUpEOe222YskX1b7IfTjDep86tG7W3rzfJbI6jcJRHMy161HDQ20ys7fFo5pP5D7eHLMtoRLEp7iIJCsWqjCLXEQQBk1bAoNezfZnqsS0abOveDPnsfHvjyxPb+KQ0qtvii1Kd/KVf+qUe4Yzuf69fqzP2f+bP/Bm++c1vsrCwwJ/4E3+Cv/t3/y7/8B/+Q+LxXhbAV/GjEZ+l+J3L5Xj+/Dm1Wo1nz559IjB8E99tb7F/cs7/5Zf/FuGrGHMTw9yZGuX9V8us7hwiigK/82KJ1+s7yIpCtVYjnsww2h/gm4/vIkkS/QEP4wN+7k2PYLZY8DotDAW9PL07A6KW9f0TEpkcx+FrdAYjH28c8/6bDeKJBAG7gZ96MM1PPbnLSTzPfjjOq+1TNo/D9DmMfPPOGPemRlg6S/PtzXMMWpHHYz4kAaLZCpvncb4x08e7MwPURS3vb0Ww6kVsBjWH7l1lsZlNhJzqemQz6TGZTWTL9SaIeX0Y5elUK48XKzVsZhMVWaDcWBdPY1mmBzuZNTazAau5s6t2HE3zsLEnGPeaieYqlKr1W5WBr3OVHjGtcrWOSSPgNojU22ikx1fJphdywG5qAozTWLbDOirdEGFK50uEXPbmFM/8cIBwLAXA4vZp8zkui4m1xv4AVFAcclmZG/SycdgJ1gFq5QJ7p5cchmMMhQI8mp1AkOsIbYBjMOihUqnisFq5Pz+N0WgABF68XSXk91FpzLXOjo8wPTbC1XUcS5tI4ZDHhlarRS4XUNrsjwRRot6gT7drfNywxCSLS7VkausIi2Jnjund7/7u1kmCpO3REymUe6nM7X7UgiAgoNzq5lDvLraj+gcDXMaSzI+pfxeDTnsrvd1kVK9TKlditkHbN+m1twJio15Huaoqq7fHyWWvDdNtI1efJGRZ5idG7Zh1EkatSEWW0YsqIFZHpETWzpOcxDoL+e01gaDTwm++OfhM7/9J4vPk+i/SUeIHme9/ZDvEnwYQy7LM3t4eZ2dnLCws4Pd/ugrLbe9Vr9f5b/7+r/HX/9GvA/BkYZpkJkfQ62ZiqA9FgUKxxPTYIC67lZcrW9TrMgNBH5Vand9+/haAfp+bUrXO4eUeAG67BYfTzHcWVwGwW8w8vDNNplhBp5V4MDlANJHF5XaSKSl8a0W9QfRaDQtDAUwm1aR9+SRG+TKH02LgyZiPnXCqaYWw0OfAYDJylKzwnb0oY34bAZuBy3SJvXiFcb+dVL5ELFti9TTOuxNByrU6b4/VRXbArS5MyVyZal3mKJZnLODgIJLi6WSIl/tXzPW72DhvA5+nMUb8To6ukjyd7OPVfgSvzYTVqGsCFYBIMsd00M72ZabZKVw+uqLPbeOiQUsa8jl4vX/Jk4n+DtEOAL3JQryQ6nhMUaBcrTHssXB03QJ1dVmhrihoRIHJPg8vt46bv1vaO2cs6CYcz7Bx2EqExXKVUln1P87fooy4vHfG/VEfRr22KWQGqm3Oi+hNJVthff+Ex9MDRJNZzBYLbrsNn9PGWTiMQa/n8iqOz+Vk91gFO0Gfp1kZtllMCKLI87er+NzOpkLlwtQ4+0cnKHINnTNAJal2vzWOALWE+hlEkx250KiCCgJKw4tYLuYQLe20IaFDaVJjNFErtxKooDN0im4IQtOmovVQD9TtFd0QpZ6qqChp1Opsm0CJJArUbpmfibZ1Ew4vorhsZgy3eBqajXourpPNBbtYraLVSLicTg4iqY5jJVHgOKwmw5Wd42bl2GXrpUqN9vlw2z896LsR7flD90PsRXPIQLkqY9CIlGpQV6BSBxA4iGbVa9m4TqVa6zoUKzU+3DzjT/97jz/1OXyS+LxJ8osAxH/qT/0p/sgf+SO/6zHDw8O3Pv7OO+8AsL+/j9vd6yv9Vfzg4ssqfkciEdbW1hgaGmJiYuJTb9Jue7/f/M5L/pNf/BWy+QKj/SpbC+Cd+7PotVryhRIzY0P43E4WV7colMqYDHr6/MN8e3EFAKvZiM/lZHnnGAC9VsvU2CCv1tSuocmg597sBFUZZEXmweQAyWyBmiLgdLl5f+24eT6TA348TjuS3sDuVY7vbF+glUQejPiJZSucxrO82rtk3G/DatCSrmn4cD+G06xn1Gth/SLFWaqCw6Rjus/I9kWScDLPsNfKN+fdfLwbIZwuY9BKTPe52L5QC7evDqI8mQzxajfM/KCHvasMToMWnUZuFguXj6I8mern1c450/1u3hxEAIHpfg/bbYKAi/uXjPksXGZbeWPzLMbDiT7eNIQ0744EWDmOMtXvhlgnkyeWrzHqswOdhdqlgzB9LjM7552AZvkg3KQ777dpk6w3CuCvdk573A7e7p4xNxTArJd4megstB+EY7w73Ue/z8V5tPW7sZCbrd295s8n4ShOi4H1/RO0Wh1elx2TQU8skcJqNpPO5Ukm0xxftNS3LyKt8zOZDCyubiLLclPh2mY1E47GKOdSIGmpNzyJNVY3teQN601AaSt+K6h06nouiWi0N7vFgLoPaIuOeWI6hTcBRBQ67hBR05Pbb5sfLd5SEC9Xaz0qmhqNjnK9m13W+v3i5gF3xgcoV2rsnnUKagGk2rrVawfnDAXcWEwGNo56RTWTDUHU9cNzHkyP8HbnRP2btomq3cRnKX6Dmkf/gwchfn05hkzLGUZQoFSXEYGqIhHPlRgNODlsKJzvXabQaERqNZl+j423B1ek8qWm+8QXGV8EIP4i4geZ739kAfEnVZ4sl8usrKxQqVR45513PtMGrTtBpjI5/vLf+X+yc3TKvZlxLCYjH71dR1EUHs5N8np9l2KpjNthxed28fHbDawWE5ND/RTLFWr1OiMhH2aTDkHUoQjg8zhxWK2cRqIk06pyrdNuIxT08603rRnTPr8Hn8fLwXmUkZCXJ5MhMsWKSmHRmXh5cIVOIzE37KemiGycxVjcveDOsB+n3cJFqsxaNIMolHk46qNYrnJwlUEjwt0BBytnKfavMgTsRt6dCpIsVHl+GKffZcZrM3KdKXIWzzHotqAoCql8hWKlRrGu49l0P8/3IgiCwGYkz6OJEK/31AWoWlPnIx6OBXi5d4kgCFxnCtwb8bG03wY4qzIetwsirSRXqdWxmIwQzxB0WVk6VBf8paMIfR4bF7HWwi4rCgN+F4lc58J3FssyF+i9YY+vkjydGmjSmm6iWpcplqvcHQ3yfL2zKneVzPJwoo+Ng97O3N3RIC/XdxgKeFCAs0gcrUZqzvvehNNqYmldVZsuFEsUiiXsZgNXDSVrURA4aUuQXqedy2ic0cE+BkIBvv3iDQAjg31E40kmR4ewWs3kG77ABr2OCqBxhjo6t4K21XkVzA6UYq6ZyDrUpvXmhr9h47oKnUuFIOk6xSw0OujaRHYLbLXbOzVfRxDprj5bTAZV0EoQUJQ6giBi0mvJlTtfz2TQcxGNNxNpOlfg7uSQSrvuikG/m+2Ttg1HNMnTuXEyt1gr9XkcnDaUq8vVWnN2/rZZ3YddfsSfNFqAuI+/8Vv7VOoyBq1ITVbXm3JNRlDqIGnIFCtMhFzsNmbw9i9T6LQSOkli5zyBjEIyV+rx6f4i4vMkyS/KhsHj8fRY4X3SWFpaAiAY/PS09q/ihyM+KSD+vIXv295PlmX+x1/9X/g3HywyMdSHzWrm1YoKeAdDfpLpLOeRa0RR4OnCDN9+uYTJZGS0P4jbZSedzTM+GESQZSwWCzVZYWZsEK0kUZdlLqIJ9FoNdUXh7twkL9YPWp7kBj33ZydZ2b9Ap9XxZCJIuaaQKlRwulwsnUQpV+tMD3gZ9njZOE/wZv+SIZ+Db84NUKoLvDq8BqrM9rvoc5m4SBRI5svMBiwcxYukChVy5RrfmAmRK9VZu0gRySaYDDnZPE9QqtY5ieeZCjnZCau56fVRjJ9aGOH9jTMUIJKTuT/sb44pASwdRnkwFuQ4mkatYyokC1UsBm1TNEhRIOjzcpbs7LDuXCRwW00kc0USDX/ZnfM4jyb7m6rTAHPDfg4uEx2vCWrutuklzrsot5VaHaNBh83Qm4eW9s55NNHP6+3jjsfrssLFdZKQs7cY6raZeLG2i16n5d7kEMu7amHaKHXmM0VRyDUsmaq1GuFonKcL07w4aKlVW9rEEof7gxyfR7BZzNyZHudbH6vdsMFQgOPzS+xWMwszE6puCBAIhoicnyCZnSiilpt8KhptTUsmJC1KrdICyF1rulJpy4MafQe4VdWjO+8/4ZbCdk+xuwtkq3m689poNBq10C0IaEWRqiwjCDTtLdsjneukX4djKaYGgz2AWBQFTiKtDmFdVjDqtVhuEf0C1RHkJnZPwthMBnxOaw8g9rvs9HlvZ599r5BlGbNBy4DLyOZlFoteolJX0Ivq+ekkkZqkQamV8djMTUBcqtaYDnnYPI2SyZeRFYWPt8/5/Q/HP9N5fK9z7GajfdIoFApYLJYvpEP8g8z3P9aU6VQqxfPnz9HpdJ8ZDN+8140Vw8beEb/n5/4z/slv/Gu2D06oyzKHpxfMjQ/xk0/vo9dpuTM5wjcfL+C2W4lcx0BRmB8f5u3GLpt7Rxwcn2HQa1nfP2Nt94DNvSPsFjPPlze4iFyTSCa5Mz6ATiOSzaRZGA3xdHaEn3p8B5/HzVk0Qb5YZv3gnFSuiCjpOI0mEeoVHo76MGglVg4uUeQ6Tyf7eXd2iKNEke9shQnH08z6DOg1IosHUTSCzIhTS02GWL7Ke7P9PB4Pki4rvDlOYdKpNJvzRB5BlAg2KFWn8RwuqxmLQct0yIUgajhNlrCZWt251dME421eahaDDkGj6/gbLx9FmRtoVXIWRoN8tB1mfriTdrVzoSbEgNPSpEhVazK2NirWeMjN5uk1K0eRHrEMj9XAfqyI39G7Qc+XSrf60IXjGTTi7d9HRa4zEvJ0CIYpikIqrSa+k0iMq0SaJ3Nj3B0NkOoSYxrv93ZQoAeCPta2W1Xlu7OTJNM3RQGBq3iS+YlhTs4vOT1vbTyyuQIz48OEr6JcRlsLuLGeR+/uo5YMI5fahDQaNGjRov7NmklMkJo2TACiprvL2roOgihiNOiR9GaEm39aAyaLFU3bLFMn5fp2yvNt88K1NlqyVqOqLrsdvZTHgYC75/kruyfobxmFsN3y913aPb4VPPvdjo6f9y+umexzcXzRW4l++BkUJ6EFiAVBYNxnplJTqDZE2Oq1Gooio9dqGqrcnerS5VqdqZCHyT4XdUVBUeiZsfui4rMKbYBKmf5++hI+f/6cX/mVX2F5eZmjoyN+/dd/nT/5J/8kf+AP/AEGB3sF8b6KH3x8knyv0Wi+5wxxuVzm9evXXF9f8+67735mMAzqHLEsy6SzOX72F/7v/OLf/sc8X95Ap9OyunPIYMjP1x7MMxj00ef38GRhmgcz4xycnKPVSOp8cCrN4soWu4enSCgcRa5Z2t5nbfcAk0HH7skFG/snxBNJPHYLY/1Bzs4vmR308Xh6iPcezvJwdpKzqwTFcoW9swhH4Wu0ej2XqRyZTIa7g25CLjPbZ9dcp3PcGw3w7uwgdVHDd7YvebUXZtZvwmOS2DxPEEnmGXdpEAUIZys8GPXxjZkQDouJD/fiKjVdVihV6+xe5VgYUjelpWqdi1SRMb8dn83I/ICXj/ejTIZauX3pOMaTNjq1Sa+lhtTB6ommC4wGWs+5M+Tjo60L7o2FOq5/rlSl3+vg3ligaR0FsBNONAW0dBqJvXCceLbAzFCvfkK6AgvDvd+Bq0SmR0wTVBBt0GqwGHtzx0jQxWUiQ8DdmYPGAg5qdZl8sczS7jGPZkcYDXlY2e4soE8OBtg9ajHZBEHg+KzVBHBYLR2/t1nMTI8OgqKQTKWaj4f8Xpx2G26no6M4O+Sxore5qJcLHZRsQacCQFFvQjRZO7rF7ewuQWfsBMBdAlqiwYjOZGnmevRWRK0eSdt+rTqBriBJvYBY7M0jLTaXQFWW0WtErEZDt2kHgiBw2iV+GU9l0eu6vJCBAZ+7STe/ie2TS9XSsiuCbjv5tvG2XLGM32kil832HPtweuQzA76bfP/7Zv3oJIFKTaFSrSMrMpWaTLFG8/rEcp2NPrNRj9tqZKdhx/TBlzQi9XlmiPP5PCZTb9Hoy4wvI9//0AHiTxq/GyBWFIXT01MWFxcZGhri7t27n7nycfNeAP/itz/i//Y3/xFBr4tvPrmL22lja/+YVDaHTqvlWy/e8vHbdaq1Gq9Wt9g9PieTzfNkYYYXy5sY9TqcNjPTYwMkMnkCHhd9Pg+P5mfY2Dtqeqc+ujPN8u4J4esER+cRkpkc8WyR31lcY2ljh9j1FVMhJ8/ujOOwmFDkOrVaneW9M84jMWYHPCwMBzDq9aydxvho64xqucSjYTdWg4atSJaARcOcz0jIbsBotvJg1E++qvDtnSvOEnlCThPVuszSSYInYyo4jWZKVOrQ71ILC6VqnftjIU7ieS6TBcLJPCGXvanOWK3LpEt1nBYDo34HkUyJN0fXPJ7snCc+jObw2k3MDnhZ3FW7eNF0CbOhc7HLl2ucxzoXqu3zGI8aipNGvaaJ2y4S2Q516dGgm3K1jtPaWxRJZ7IkM7kOcAswNeDlg9V9nkwPdTxuM+lZ2T9j4yjMzHCw+Xkn+zzsnbVEusqVKi/W91DqVebGW6+h1UjsdnWMA67OZHsDlgVB4OH8FJKkYX3vGIfdyvGF+h5mk4FyqcjR2QUGnY7DUzXJ9vl9DAT8lONhBL0ZudQC1nIhjWTzIecSHVVf0dSlKtm17iuCWnFGZ0SRZcqlAvVyAaXxD0WhkM+pG1dRg6Az99gyWW4BpbdFO9W81lAfdzl6rTPslt4F2G4xsXVyga1LkbpW756JAo/Deuus8m1GAZlCVbWG6gqXQSAej3/qGcf25PPv3w2h1wiAuhHXatQCXKkON0v0VaZbrVtHpa0D8sHml2O/9HmT5PfT8kiv1/PP/tk/47333mN2dpa/9Jf+Ej//8z/Pr/3ar33fzuGr+OLjJtd/NwuP7sL35y3CSJLEzuEp/+lf/tvkC0XeuTfLg7kJVrb3SSTTOG1WPn67zoevV7mIXHMZjfF6fYdoIsWDuUl2Ds8olSuY9DoWJodJ5op4HHa8Tjs/8eQe+ydhFFkV1ZkdGyKVL7JzfM75VYyj8ysQNbz/ZpMP365xdnGB2yTyE/cmGe3zUa1UMek0bJ1EWDs4p89pZWE4QMBp4zCS5vn2BefRJPN9diYDdjbDaWS5zv0+M+NuAwazjak+N06LmY/3Y7w6jDPsVdf+10cx5vpdGLUStbrMxkWae8Oq1gIK+F02bGYT6+cJKjWZq2yZgL3doinG3KAXi0GLz2lh7SzOaKiz07N2lmBuwIPdpOcimQdB4PVBhMm+TnrjzkUCqQtA5YoVRhqaH3dHAyQbc8CLexcdhff5IT/heJajaBp315hLyG7gzf4Fwa6Or16rYXn/jJFAL80yly8QT+dQFBmfU71WOo3E1mEnMFncPCTgMPLkzmQHvdes61w/FyaHibQVr6fGh5oArt/vRVZg+/CUTL5Ark3YKZ6Io9dKHJ1ddFCqy5UqeqUKtUpH8Ru5jmi0NXQp2s6hYdl0E6Ku81oIooRotCEYzCCKmA06KoV8M9cLgkKlVKBeq6qiWBq9+t+2TYPZ2JubBaE3j+Q6GFoC5ZrMzGiv60ufz9WxL7iJk8tYj6ilx2HtOQ7gMp7uKYwHuorfAHvnMWy37BNDDgORSOQzqRjfAOI/8qQfrSRQk0FBoaqICIK657i5ekfXWTy21nlGUgVGA44mGP9g8+xLsTP6YRiP+jTxZeT7H1nK9HdTnqzX62xubnJ9fc3Dhw9xuXrl1D9tyLLCr/7rj/hXH6uzQA/nJlna2gNFYajPT5/PQ6lc4d17M5iMRlKZDMN9AVBktDotK9u7yHINg86AVqthffcYULuCiiLzallVorRZzXgcTvYOTxjw2DGbjPQFfRTKVRQFzOP9xDN5Bvv7Wdo9a1KYAKaG+3C5XIiSlli6wH4khSAIGHQa3p3ooy5qQZSwmQy4DBqihSrHqRpDHgsGBd4eq/NF8/0O1s9TaCWRh8Nu3hzHWTyM8WjUy5ujGKlChdFhL4NeOy/2o1xmrpjvd7F1FqMuK+xcppjrc7J+plazYtki704GWT+Nkm3QmlZO4wx67Zxeq93UUk1myuMmHGvNDV9nijwc83dQpOqyQtBj5zrTSZ3ZDSeYH/azdnTVXFVimQITXjN7V1ksBh3rDZXenfNrnkwN8KqhHjnkczTpNXcGPaydtOaOxEbV9M3uKTNDfrZO1NdQrZbUc185OOfuWD9bx5eY9b2LydxwkFdrqqr4zNgAZqMBUanx4vVy8xiz0cB6Yz4YIOBzcxm95un9O5ychSlXqoSvGmqgwwO8WFoH4NGdGT5+s0qtXmdswE68Ia4V9Ll401AytzjcZK/U66WxOBG1enW2WKANKKuiGO0hl4sgSohGK3JVpVopzWM1Hf7E6hPaAKFSV+nO9QpanY6aIqBUK7d2Y4UOc6ibBzuBZ6lax6DXd8zRgkqP745+n4uNozBTA74OOnQs1Vvx9bvsLO0cc39qhKUG3Q0gfotCtcdpRRSFptIrqJXbAa+D7e1tqtUqTqcTl8uF2+3+ntXSmwQJ8O8tBPgbv7VHqlhDURRqSuvzSxoNtQqcxXMEnBYiSfXc4rkSx5etivmHm+eqj/EXaHOgKMoPhajWJ40HDx7w4sWL79v7fRXfn7j5/nWzFRRF4ezsjJ2dHSYmJhgaGvpCvv8frezwt371f6XYoEXLcp1wNIbP5eDZvTnS2Tzv3J3BaNCTKxQolMpoNUH6/B7ebuxSq1dBERkeDLGyo6pIG/U6pseG+c4LVTsEQeDe9Bj7Z5c4bFb63HaCfg+15vzwIKlcEafTwUU8z3eWW+rEHoeNr82OIAsihUqV3csUlZpaHFsYDariNpIGuVxnwm+lVK6xdFHAbtIxadPw+jiGRhR5POrl9WGMN0cxHo14WD6Js3GeZNRnJZEtkixUyJTq/OTcIIuHUZ7vX+O1GvDajVyni6QLFSxOEwZJoFRXkBWFXEVmNOhi9VRdm1ZOYh3q1ADnySITfR5eN1wiFAUKVQWtJFFtFBYXRvwcXKZ66NBLhxHujQY5vuoUUkrnC01HgJu8kCtWWBgJEG/sF0RBIFGoUJcVBFGDpk2XYsxvY+PkitXDME9nhni5peaDkYCTnVO1SB9JZAi4bATdNoJOC4uNkaebMOq1vN3YJV8sEfA4GQr5iSeSLG/udhxXa+teKorC1XWcB/PT5AslRAHWd9QO82AowGmj+D0+3E8qmyOWSOF22jgLq3uR/oCXk3CETDaHwWSmVGh11EVBpFopqN1fpQUSVbXptnzYuF6iyY4i11DqlQ4Lpnr3PruD6aUAMtTUESdBo0Op18hXevfmkiRRr3UXprvvVwGtVofbbm06cQD4nDbOu8SzNJLI2VUCm8WAQaeh1HjPbrFVUN03Ds4jPJod5XWbVoxW25vbdFoNp5EYVpOBbNse4u7EAGdnZ2xubmK1WnG73bjdbmw22++67iiKWvwSRRGDTsuwx8xGOIvY+OyKol4FSaun3pBtGfI7iTXUsy8SOay61t8vmi6wG04w1ddbvPk88Xlz/feTDQZfTr7/kQXEtylPFgoFlpeXEUWRZ8+eYbjFn+zTRiyZ5pf/+/+J/fMoTxamMRkNhCPXGPV6vE4VhBwcnyMIAk/vzvBbHy8C4HU5sJiMbB6oC2vI66JQqhJvzIhOjw0SuU40fU37gz5A5LBh45MvlnlwZ4rfer7UPJehPj86vYlXS2v0+d14nC7MJjN6k5m3h1fsXbU29eP9PhVwS1pe7kep1mUGPDacZh27sTw1BR6O+jmNFzmJ5Xgw4uUgmmXtLMGjUS+rJ0l2LtN8fcpPulBFFCW+NhVk4zzB6+M4TrOOkNPEeSLP+nmSByM+3jZsljbCWWYDVjYjWR6O+nh9dM29YS+vdlWqb6UmU6xU0Uoi1bo6M1JTBIYCLqKZVuJ8c3DF3KCPjdMoD8eCvG3YO90fDbJ02JoHzRYreB0WEDoprfuxPJP9HhxmQ9POCWD9JIrfaeUqmcVnNzcB8dppjIXREKuHYRxmPdsNUY66rHB2lcRrN3OdznES6ZwtWTk45/7kAAdHJ3SHhlZi2D5SQctUv4c70xNYTEZkuY7VZCCZUtWEFUXBqNfx/vM3vFreQK/TkmhLDMl0FkGAd+7fIZ3LN6lTOr36XZ+fHCWbKzSBY9AsNSVHFIOFSuwMBJCMNurF1uu2zwMLkg5Bb0IpZpELaQSDBaX9VtMaOhQqEUSULguGG0Gt6g0tXFCroh3H3CKodVtYTAY+Xt3lnfkJXq63aOXxdC9wvfEq3jmLMj0YYPs0gl6n4Szaqzp4o55+enWN2agnXyyj02puVZc0G3S8WN/n4cwobxtzZvcnh5idnUFRFAqFAvF4nFgsxv7+PgaDAbfbjcvlwul09iSadkAsSRLjXjOvTlKIzWSuXpf2LvuAx94ExB6riUq5wkVc/RteZwrsXCSY7v/ikuSN0uiPUpL8Kn60orvIdVvcsLvaN2xfRuG7Vqvz3//T/5l/8f4iM6MDOO02Itdx4skMDosFp83KbzfmOR/OT/N6fYtKtYYkijyYn+I7DfEsk0FH0Oth+0gt5rrsVjwuB8tb6tpl0OmYmRhlaUstguYKJZ7en+OjpU2qjXERi8nI7OQYr9e28bsdzA+4sFos6I0mjmM5Plw/bG7CnVYT786NIGh0rF+kiF+ksZv1jPsdXKTypMsK031OZEReH0YZ99upK6pA1lTQTiJfYe0syb0hN8VKDaNei9tmJFussB1OcxLPszDgZOk4xnW2RL/LjNVYI1uscpEsMGDTc5YqM+KzkSvX0dWEpqUSwPJxDJ9VTzSrFlGn+z09gOkinuXxeIhXO2cEnBaWD6+o1mUejgV4vdc5DmIy6juEOEFVon4y2c91KsfmSWsfsHoU4cFEH2/3LlgYDbDceK1wQlWdXmyIcmbyrXz2cuuE2UEvm6fXuCwG2gnQkUQGt82MXO/tVs4P+3m5pOaOSCxJJJbk6ewo9aF+PI2RH1GAcrHA0/t3ECURvVbD8zdrHJ+rwHekv9XtDAW8nIYj3JubxGIycnCinvv48CDx5DpBrxu/28WbDRVwjwQ9bB00LJbsfqrZWJO2rLT5DwtaPbQDYlECrVGdN+7q9IJAId+ZZ/UagXYTDUHSquNRiqLuAxQFEHtYnLdIbKrjCV33/1UyjdthJZMvNO8H7S0MzwG/h6PLGPF0ntlBP5un6t89k+8VOx30u9k4uuD15iGTQyF2T9Xrnb3l2KGAm93TSx5Oj/K2IYCn1Uj8vp94B71WQ6VSIR6PE4/HOT9v3OONQrjL5UKv72Sd3eTRm3z/78z42bvKUUbd/4g3I5mCoKp116tU2oQzBzxWTF3zzx9snP1QAeIvSi/kBx0/dID4s84QX19fs7q6SjAYZHp6+jPT/NpjaXOPP/rn/msurmLoNBIzRiOvVlTfuPuzE5xeRDAadcyMDRH0ucjlizy7N4dOp6VarVKqVNAIAaxmI8VKDatZweu00uf3ch6J4nFY8btsBLweUpkckiRhMUhYzWbMFivlSpVHM2OUKhXsVjvb5xGS1+qNfBaJ0Rfw82rzsKnu2OdzMTUyiKjVcxjL8/7qEYIgYDHomB/0kSlUSGcrTHiNaLU6dBoNPruByZCdeL6Gw2xgdsDN+lmKPreFqizz4V6M2T4Hm+EU+XKd6aCdSi1DMl9BtOgJOkxcpgq8PY7zZCLAq73G+aUrvDc/wPsbFyAILB5cc3fYx8qxCviv8zUejYV4vXvOo/EgiwdRdBqRAY+tY24oni/js5uaCtkAJ7Fshzr1WNDJ+2snTfB8E4oC1brCSaRTHbJYrjLid1IsV1htU5AGOIkmcdtMjIXcvNw4bD6eK1Uw6yXGvJam52N7aJGxW0wY9TouG7YNfqe1Z55oajDE1m6rYqwoCsMBN8eNuWBBEPDYW/Tg8aF+1nfV8/C5nVxex7kzPc7y5k4zkWg1GrYPjnkwP8P6zn5H8og1lDF1rhBypdgsyApaIzQBccuKSbK4UBCQ25S6BUmLQrHtZw1K237AZLFSKHTOSAvIHelPkCSQqyBKqi9gpYLFbOyiTKkK091i0oMBD1snEV6u73F3cpiV3WO0Gomzq96/Q7Vt/vgqmcFs1BPyONk/753/zTUEyOKpHE/mxni1ecRQwM3eaaTn2Bsbrd2TMF6HletUtmnzJAgCZrMZs9nM4OAgtVqNVCpFPB5nd3eXSqWCw+FoJkyTydQBiAH+0P0+1sIZylVV+VyUtA2fQqEhWFKn0EaRvkoVCLltTUAM8OHm2Q8dILZab6evfRVfxSeNG6uNWq2GTqf7Ugrf8VSGn/8v/1sV1CoK92fG+J3nb1EUhf6gF4NOSzKVYWKon76Ah3yxxMO5KSRRQKORKBRLzI70o8h1tDo9lVqNiaEgNouFcrlMqVJlYjCIxWxE0qj7g/nRPlBk/H4/hXKFe1PDVCo1BFGiLMPixj6CIHAVTxH0e9m7iHLdUNV32szMjA5iMFlIFut8Z/0EWVEV8meH/EiiRCSeJGS30IeM124hUajwcNgDkshVpsyzyQD7V1nqisBUn5PXJ0l8NgPGqsJJLIfbomfAbeYsnmf1LMndITcrJ3HOE3kmA3ZKkSTVusx5ps5PLwzx7c1zqnWFaKbIo9EAizeCmrKCwWxFW6wxFXKxeHCFAh2im6AWwMeDLow6LVepQuOxCDMDXrbOVKB5Mzu8MBpssrxuYukwwv0RP0eXnfn+8DKJy2qi1GWFuLhzxsJoiEK5wt7pZcfv9sNxBl1mVvZ6i9xOi5GtowsWJgZZ3VMBtaIoRK46hTm1Gomt/UOS6Sz7J+o+452FSV432FsAj+/MUG5QcB02C0fnrfMIR6555/48L5fXmZtsqRsXS2X6g37K5Qr1tlyp1ap5X+vwI4uaJhgW9BbVc7gRN/ZIotGGooCcb10vQW/qcJcQdEa1+9t6hFKxk6EnCBJKW+EfQUCkTl1WVC/ifB7xuzA6u8GwKAqcRuJUqjWezI7xaqNRNLpFndptt3B0qTYnNk+vmBoMsnN62aH4fROWthGqcqWCJIrUZZmzSO8ewmFVgd2b7UPuTQ6zsnfK3Gg/+sb11el0BINBgsEgiqKQyWSa4HhrawuLxdLRPe4GxD/7dJB/8vyEarFGXZbV/F6vqqKjkgbqVfYiGXRaiUq1jt9upljtbP59uHXGn/h37vWc++eJz6MX8oOgTH8Z8UMHiOGTVY3b54oODw85PDxkdnaWvr6+3/V5nzT++b/+Nn/nn/4GAa+Lkf4AqVQKQYDp0UECHifPl9YplStYKyasJiO//ZFaOR4dDJHKZEmkVFA3OdzPxv4J5YZq3oP5KT58vdLs7M1PjfFqdaspR+9x2kllC0RiKmgSRJGn9+b48I3aKbaYjMyMDaHVGZCrZe6OBsgWq5TrCg6ni/dXWtRbl83C3clhFEnLWTzLabKEw6zHatRzlS5wdZHm3rCPs1iWdKHKZJ+raZkUThYpVuvcG3SyfJpkwGXGoq+zfZlm3G8lkswTz5Xx2wxN9elXhzGeTPgpl8rsR3O8OU7S57FyEVfB1v5VBodRIlVUP/vrwyjv3Rni/fUzEAQqNRm9XtekPoG68f/JO4N8a6WlyJjMlToqxzcL1WUii06SqLQVStw2E16biatUJ2DbPI3y3sIw31ra63g8nS8xN+TnuEt1GuAqXWR8ZoDDSKLD+1AA9k/DxFJZbGYjdyeGWNk7Ydhn5/KiM2lbjZ233MzYIFs7rXNYmB5nZaNFxWoXyZgZH2H74Ii17X3uzU6xvKkeNzU2hEGv583aNlNjQ2zvHwMwEPJzfhnlyd05Xq1uqtYIjWi3WRANlgZQFqnnkg1Q3Bbd4hhd92app/UrIHdZMGm0OmrVCigylUodi8VCrthLoTYb9GSLncmv6WEpCBycRwh6nBj1Og5v6eRet9kwJbMFnsyO0kvLUuNGSRrU+a+xPn8zGXbHeaPDnC2UGAx6OgBxd2g0mqZSoqIoFIvFZkX54OAAnU6HwWCgXq9Tq9XQaDT8uwtBfuW39qjWqyqtTJRQ6jUESYMgalDkOnuRNAathmGfje1wCqupc0b7O5tfbJK8KTh+nhniH4eq8Vfxgw1BEJr5/ssofK/uHPAXf+UfUiiWePfeLNVKmUq1xvzkMFazid3DU64TKVAUhh/M863nqsK/xWxkIOhjq7HeumxW9AYdl43OcH/ARyab5yqmrjNel5NSpcppg+6q1UiMDfY1u84AjxZmWNs9pFytotdpGQj46AsFqNYURnx2/HYzqXyJgb4Qb/cvmsVwdV55CL3BTKZYVseeNBJOq5l8qcLmxgmTISeKomP7OMWDUT/rZwlsJh12nY7V0wSPRz28OY5j0ErM9zlYv0hRNWoZ8Vo5us6yeZFmvt/F+nmC3Uiau4MeapUKV6kcv70Z4cGQjzcNFtfrw2tGXQYOE2rR8TSW5RvTA7zZDzdzy+ZFkoDTTCSp5mZZUfA5rR30aoBMsdakU98bDfBq94J4tkjIYSScaoE3t9VIptCbU9L5Ek+nB3jRVuC+iZNokslQbxGxUpMJ+pwUymWiXSM0RkmmUCqztn/GO/PjvNzYZ2YwwMZ2J4X6zvgAi0trzZ91Wg2bu61zsJiNrG61cv/02DDP36rHjw/1o9freLm8jtVibrpU6HU6CoUShWKZdCZLodgqKF/FUzxamOHN2jYau69piyTqzdTbAXG1jGRxU8/FkUwO2rO3qNVTbwfEkrbDfUKjN1Dryu0Wo45sti1nixJyA3SrRVELlUqNShcgNhr0FCudQG/A7+E0qrIoX23sqzZI20fN/Nse3fd+oVJh0K+KznZHe6H85DLG07lxzq6ThG85tt0D+Th8jctm5v7UUM9xoK5Ndrsdu93O6OgolUqFRCJBPB5nbW0NRVGaHujVahWNRoNeKzHsMZM8TTV3JkpDocRqMpKpFCnX6syF3OyHE2yHk1RrqrbIzedY3L+kWKlivEVU7LPG59UL+XHI9T+UgPiThEajoVqt8vbtW3K5HE+fPsVm6xXe+bRRqVb5i7/yD/lH//xfATA1MsDxWZh4KoOiKLx7f45vNeaAXHYrTpuFzT21Ezs1MkCpXEYrSfhcdoI+N7W6wthgH4Ig4LRbyOSKTI8NoSgKVouJfKFEv99LtV7DpNeTzReJNd7LqNczPTHCi0ZXGtQZ0u2TS/KNzpogCrx7f543W8ckk0lm/G7MZhN6o5m6qOU768fNBDQccNEfsJPOl3AaNAx63eh1EhpJxO8wYtAIvDvmpSIrDHrMiMDKaZLHw27ensSxmXSMei3sX2UZ8VoQs0WuMiVGvBZCdhM6nYbdSAa/RSJfVYAaDrMek05LoVKlUKkz4rWRq6Sp1WUejvpYOU3itBpINpT1Dq7SPJ4I8WpHTYrzQ16+tXHGVL+HnTYPw5vKsSDA5qkKjJKFKo8n+lQ/QdTm2mU8y1Uqx5DPyUm0NYMiiQL7F3FCbhvheKsjrX63JIaDHq6SnYkw4LTw4do+9yYGWNptiRhNBBxsH6uboEy+yMreCY+mRzi76BQ6spmNrGx1AnBLlym93JY03E4H6zsH2CxmZidGuYrFicbVz3BTDQbwuBy8//wNIGC3tBalkM+L3+3i1coGEyOD7B23wLncVJwUEAxm6um2AkAXHaxdgAPomC+CXr9Bk9lCsdh5jEGnJVdtbFYEgVw+3ziuk7KULRRV2lZb1NsEsXLFMn63A7fd0gOIDTptTzJ8tXnIs4VJusPvsnOVaLEO1M+goNzidexz2rhKpJo/bxyc83RunHuTtyfJ9hAEAZPJhMlkYmBggHq9TiqV4uTkhGKxyAcffNDsHo97TTw/SrXBd3X2yGmzkEiont/zfe5mhX8/kkKv1ag+jsCbg0sK5Som/ReTJG8S5GeZy7yhkX/VIf4qfrf4pN8tURQ5OTnh8vLyCy18/7P/9Xf4hb/6P1AqV3DaLPg9TrYbY04PZid5vbpFuVJFEASe3J1RAYui4HLaGQr5uYxe43Opeh8ep4N8oYjbYUOr0aDX68gXinhdDiRBxGg0kMhkGO0PUq3LuB1Wdo8vmg2Adx/e4flyK9d7XQ5kJD54vd587N7MBMVCnqXVdfoDHpw2BzqjCb3Jwuv9SwpltcPotpmY7HdTluvoRJl3xryIkgSiyL1hNyadyGzIhiCK5Mt1vj6paoRM+K1cZytshlM8HHHz5iiOLCuM+23sX2U4uM7xaNSLKIpcJAoEHUZil2oRcv0ixZjfzkGDzRUpQshlIZzIMey1sXaWYMTvZONMzePFSo0hj7MJiJ0WA5vnSR6M93V0f8OJLI8nQmyeXrHZ6BQrCugNZkSx1CyeD3jsLO5eqFToru5xtVbn4eQAb3Z7FXpzpRKiIHR0KxVF4fwqgVajwWU1kWhoR5j1WjYPz5vHvFjfZ7zfj93Uu+bmMp37ioXJERaXWwB5emSI16stS82rWAJBEHjn/jySRuKjhq3S9NgwiysbgDoStXt8TjaXZ3psqPld7fN76Qv6eLW8gSCo4pk3IQq0wLHVg1zKUc8lAAE0neetdNkrdUddkIDO/UEu39lssJjN5AuNPYMgkM3lsVutjeJN6xrXbxG69DptTUCMILB9EmZutJ+N417/4G5q9FkkznsPpm8FxFfJTg/rlb0THs6M3gqIo/HWsalcnoXxwU+U60HtHgcCAQKBAIqikM1miURUxtmLFy8wm824XC7eHTSzep5GJ0mUaup8sSLL0MbuM+h1zA96eH2o7s1mQ+4mA7Jak3m5G+a9+U92Xp8kPi9lOhQKfe8Df8jjRxYQF4tFZFlGURSePXuGVvv5N4GX13H+k1/8G+wenzM+3Iff5aBWq+GymclkstisFiqVKnenRtFqNeTzBaKJJAadhqG+AGeXV+Ty6kIwPznCxu4R1QbAuT83xcdvVpuLwJ2pMd6ubTU7x0P9QSLRTLOzbDWbGB4MEIlEGAt5MBn0+L0e8qUy86N91OuqXLvNbmN574xytUolXcNps1BFYndbXSi1ksjEgJ9AIIgg6dgPxwkn81gNWqaGJIrFEmeJAhN9bsKZAka9jlxVxmEycpoqsjDo5DJTYq7fhU4rUpcVvum2kClVcVkMZIsV9qNZhjwWrq6TFCp1KjURv0XDVa7GeSLPqEvHwbX6OY+uczweDaDIdRYPogiCwPyAi2SuRWldOrpm2GcnlS8RTuYAgVyl3lEhA8iWaohyZ0X4zf4lY0E3B5dx7o0EWTpQNwharaaDebAwEuDt3jkTfR4EIdsB6srlCssnl9wZDbF22FqIB712wtEYS7unPJoebnoWajW9VbVkIkYmV+TO+BAbB2fIisz0UJDnb1rA02I0dFSILSYjm/utTvjkyADKyABb+0ccnV0QjauLtyAI7B6qf993Hiywf3TOTRf05vujfl54vaZusNxOexMQCwbVgkHQmxElbacglih2AGBBZ0aptcCt0OVRCJ3zxwDlWi+ozHUBZFCpX2aTqZU8uX2uONoliHVwfsVAoNenbjDg6fEkBKjLcsdMG6jqku2A+OZ1ny302juFvI4OQAwQTaZx2z+bp7nb7aZQKKDVahkbG2tWlMe0aV4BGq1EsSqjkSS1Wi221jazQc+L7RajYi7kYv2kM0n+5J0vJkl+ngQJPxgrhq/ixy+q1Sq1Wo3r6+svrPBdrdX4xb/1j/n//G/fIeRzY7OYsZoMVGs17k2NoNdpqCswMzZEtVbDZjJycHqO2aBDq9HgtJp526C+ehw2iqUyrxqgJej1UFdkoo3OsMfpwKDXcb6l3qdGvZ7RwT6W26izX3t8j72DI4b9TkxGAwGvh1K1hoKAz2GmXK3hcrlY2T8nkckhCALReAqHw8FHK2pnUhAg6LIxPT6KqNUTThY4iKYRBQGNRovRYOA4lmXA6yBRqZKt1LGbjGSKVcrVOj67CQQRu1nHbJ+DbLnGN6cDZIpVaorC04kAyydxtq/yeC06wqkC4VSBMZeWg0SVSk0mWahg1orkqzLFSp2gw8xsv46zWI5cuYYkCthNOtKNTu52ONkU3epzW1k/i/P26EoVu4ymmtfn7UGERyMeXuy1KMXH0RSPJwZ4tXOK22piuZHr10+v8TstzYK2y2pkZf8CvU6D32Hhqq3jO9Xv5eXmIU+mB3m11aJHzw752ThQC9rDATc1WSGTLzI35OfFaqe4UySW4Pg4zcL4EEeXUbL5ojrm0+YzDCpoaI+raKugO9QXwG6zMjIQ4sXSOkP9LSupG8rtwswkOr2ebE4FoI62+2B8eIBvv1QbNWOD/eyftuaua8UciBKS1a0C/3a9jy5rRLnSVeyudVOVOwtYGr2Beq0TRJdu8RDOFMpoNBpEQWmzROr1Je7ON4VSBZPJ0LP3Azi76gWz5WqNPq+TizYBLpNBx0W0829WqlRvFd8yG/U9gHp1/5R7E58+pwqCgM1mQ5IkLi8vefbsWTPXT2li6ASFGgKKolp+FctVirXW9b1MFiiXW6Df1GUJ9uHm2Q8NIP5x6RD/UNoufa+qcTgcZnl5GYB79+59IWD41eoWv++P/1k+eLPGVSyBz2Hno9ervFzeZGVrn0KpyMdv13i9tkU0niAcibJ1cEw8mWYg6OP8MtoEw7Pjw+wdnzXB8PzkKBu7B00wPDU6xP7JeRMM9wW8FAqlJpgx6nX0Bf2s7RxwGY2xf3yGxWzi3360yMdvVvn49TLxRIKLSITvPF8kE4tgosRPLIxh1oJNK3On38mo28TD6WFi+RrfXtrh/ddrnJ+dMuXWMuLSYdZAvValXCpRKBSx6aBeqzBgN2DQwLjXjF4jUKlUKNfqnMRyZIpVPtq/RhAE3p4kqNQVrAYtR9c5hrx2NKJIsSpTUcRm1fQwUeHJuLrAG3UaagqUai1F3PWzBI/HW2ISNVlB1Gjp99hINDrHF4kc98c7K1B2vYixSyVQVhRkBDSi2KzqAuxfJng81ZLzv1EP3LuI8WS65Vk26HOwdaIm1uOrBEG3mnQ0osj2SSsZv94+5vH0MEGXlbX9XssbjSSRKZRYOzjDbjExNRjgOtrZ0ZwdH2rOD4FKF6rXZYb6g7z7cIFkOsuLt2ukMzlGB/ubx81MjJAvFHl8d57z8BXnDQsGm8XC/sk5RoOe6dHhDnB9890E0JqsSHY/SrVMvZBCLrY2CKLBSnuSErSdAhE9P3cDanoY1Wp0V54bXeB8sQSCiFYj3ToqYdBpb50VDl8nme+yZ3DcYsMkiSJL20c9fsEGXW8tUKfVsLJ7gtdp7Xq8d32ZH+u1hvg0cTNDbDKZ6O/v5+7du/zCH34Pi0FCdexQUOssAvlKC8jXFTpET4xdAh4fbn5xHoWfZ6YIvpoh/io+f2SzWZ4/f44oikxOTn4hYPgqnuR//3/+i/w/fv1fEk+lsZgM7B+d8sHiCs/frgMKL5a3WFzZZH3nAJ1G5PnSGtF4ElEUcbvs7DcEjpw2K0ajoekB73bYECWhCYatFjNWi6m5Rms1GiaGB9jca63N7z5c4KM3q0TjSY7OwmgkiQ/frPHR6xU+fr3Mxu4+lWqF3/7wBbHIOZpqjndnBul3W1DKOe4PeRh1G1kYCWK1O/nW0i6/s7jO9v4BQaPMlFuDTScgyFWqlTK5fAGdUEdHHbMW+hwGnCYNA04DsXQej1nHi4NrNKLAd3ajSJLIxnmK9fMkg24L+XKNdKlGwKFawxxnFKaCaiExWagx6Hc2c7vLYsBiNJIrq3uhRK7MsL9TAG39LM7XZgZYP1PX+ZqsoNFpO/aBXquRs1imxw5w9fiKkNvGWNBFtbG/KparHcXK8ZCbmiyTL1Vw2sxNTCcKAkcNltGr7VMeTLTWdF3bsnccieO2mXGYjc2/Y3vMDgWoVGusHpxRqdaZGgzg6uoYh3xuNnZbeiIeh42zyDUuu413HtxheKCP5Y0djs7CDPYFOGnMEmskie39Y57eu8P6zj7HZ60CfaLhKvHugwWybfnd7WwVdSWDBUHSIOqM1NPRTn0OQWhjiqGKZbYXt0VND1tMK3bm5zq9+aEu93Z+QaFWr1Op1tHrVGB321Ht4mbN0xBEHnTl7z6vk/wtc8W5QrnHjnHQ31s8B4gm0j2d36FbbLccVhNDwdtf45PETa7XarX4/X5mZ2d57ye+wYjXTL2OWtyuKwiShKzQtIwMuSwd+f0y1dkR/2CzU2zu88bnyfc/Lrn+R6pDLMsyOzs7XFxcsLCwwNLSUrN69llDURT+8f/8m/yXf+MfUK3VEAWBx3emWNnew+WwYdLr6Q96OL24ZHwwhNliwmzQUyyWCfo96DQa5HodEQWtVoPDZgcU7NYpEAR0GglZVng0P40igEbUIAgKLrtVtUlBQK/Xki8UGQj6yOfz2K0WMoUSo/0hSpUy48ODvF7fadqqzE+OcXRxRaGxIJiMesZHh3l/cbX5uYZDPsqyyP5rVfnSabNwf26KUrVOuVankMuRzpepKQLTfjciNTSKSgkq5HOYTUYQJOqyTMhuwGrW4bXoWTqNc6ffwdJJgkcjbl4fxRn2WJAVha3LNHcHXawcx0iVZIJmkXzD2uDNcYJvTPexG0mxfJLAbtLhthiI59QFcP08SZ/b0pw39thMdFcP3xxeMRpwchhJYtJJnMRzlGoKIwEnR5FWBfD4KsV7d0b41nKnoNXyYYR+rx2zXsd2m3DS691zJvq97J1f43eYmyrD2UIZp8WESa9lasDLm63OGaTF7WN++t44V1dXHd3Hfq+DrcMWSE7mCngcVg4urugPeLEY9arHYr3G/OQY1VoVjSjidNjoKxQ5uYhQq9U7vAYzuVbi8jgdKCOwuLLBO/fvNJP0xMgAu0cn9Pl9FMtlMg0Fc40kNTdwGknCYDCQCasbMsFgUX2EGyFodF1XvQvdds+YaPWditOA0tVBFqTeZUbo8pisyaq6dqFrpmgw6GXvvHMTIgiq8IbZpMdmNjapU7fh8IGAm5PLGMu7JwTcdiINOlThFgsoVV3yivH+QMcscq6L1g18YgrVd4tuUS1Qx0Cm/DbWwumW2qcoU5MVbAYJr0ni9VGMfpeF84T6fQh3zcafXHd2vT9PfJ6Kca1Wo1wu/1gIbXwVX178bsXvcDjMxsYGIyMjxGKxL8RSaXFtmz/65/9qc6736cI0m7tHaDUSPreTmbFBDk7OGAr5sJhM+L0ukqm06gUvipiMeq6u48yODmCz2TAZ9BTLZfqDPiQEdHoNpVKFwZAfATAaDBSKRfxuJ4qiYLOaSaVzPJibpFypoNNKJNMZxgb7qFSq+DwuDs8jTR96j8uB1WJlY++4+RkeLczyURu12mE1EfAHWGqoDZuNehamxxE1WmoypHI5SjVIFSsM+TyYDCL1ShGvSU+1XEDSaDEZDJSqNQadRkw6kWfjHjYuUjwadvHmOMadARebFyku00XGfVb2o1mCDiNOs45kvsJZooDHrCGWr7F9meHr033EsgXeHDcsDYe8TUvD1dM4D8cCvDlQc/Co30GyWFX9WBuL+EEkpXaOd9S8pRNlTlMVHk8OdNCpy9U6foe12R2+ic3Tax5NDrB+dMnWaYs1tH12zZOpIV5tn3BnNMBy2+jTxkmE0aCHVC7P6n4n2Di6jPFoapDjs875ZkVROLlovXe5WuPwMo5WLuNxOnDZzGg0Eg6TAYdJjyIryHKdgN9D+OqavaMzXrxdI+T3Nl+jL+DltPGas5OjmIxGXrxdY6g/wElDjfqm+P3Ogzs8f7uK3dZaZ4ttRfZAIMjFyRE3NhHtAFg0WFHKbT/rjMjFasfPSqWtqy1KVMqduV64TTu6Z0/edt8KAuVqDVEUOvZMN3Fb8btUqbKyd8rMSB9bR+r197nsXMR6c134Okkim+fh9DBvGgy+bu/h1nsl0Go1WIz6pt+zxdR77L2Jz2fndluuFwSB3zsb5CB2CLIq8KUqnMmYDVpEucLqaZwpn5mbb/tFIoffYW7q4aTzJc5jGfo9n79IqCjK5xbV+nHoEP/IAOJSqcTy8jL1ep1nzziNqu0AAQAASURBVJ5hNBo7lCc/02uWK/y5/+7v8a0XS9gsZjSSiMdh5cWySn3S63RoNEJT6MDjspPL57m8Vm/aPr+XQrFIsmGLE/J7CF/FiDfmFXyNJHidUMGaw2bBbDI1gY5Br2OwL8BuEzwJzI0P82qlNVfy7NEC336+2Pz5wZ1pLq6iuC06+txWnA4boqRBUWSezAyRzeYwmcwg6SjXZUx6DaIkYbHY+Z3XG80be6zPh9FsZfMkTCmbwuu04nO7KJdFDHo95VyFmixgtRhx6XTUamVkQcuIx4JOEvjahJeLZIEnI25eHcUZ9VqQlQIrp0lmA2Y2I3ku8zKPR/1Uq1UypRobl9lmPTFdqDAdcpDIl1AU1WvWqLcginnuD/tY3I+gkUSGfXaOo+r1rMsKdQQEAQZdJrav1MVclDrp0IIAp9cZ+jw2LtoUqyu1Oga9Dp3UubjVZYVssYLfYWH1oDPhnUaT3BkNkst1Ag9Q/e7ebB0wORTiPJogk1OTR8hl4bSraWxrCCBdNOg4/T436zut9/K7HWy0dQ0G+wLN74nLaWer0e2dHhvm5CLSrCC3i2qYjAa8LgfbB8e8+2CB/QZFemJkkK2DY1wOOz6Xg1gq1foMRgvV9hnhbjp0tasK2yWoQRewvVFEbg+DwUCp1JlIdVptc9MHai4oVaoY9QaKbWD1NpGrPp+L82iSUqXK/alhlnbUa5PI9P6NPHYrJ5cxytUaXqetCYgvujwN299ree+E+1NDzc3S6S1KlHc/A4WqPW5LkgC/f8HP0nkKrShQqcsIqL6kwyEf+xdqF8qia31/w8l8Z5IslDmPZ+h3f/4k+XlENnKNAs6PQ9X4q/j+hizLbG9vc3l5yb179/B6vaRSqVtVaj9pKIrCP/mNf8Pf+if/HFmWsZpN3JkY5qM3ahFZEAQezU/y/gtVMEsSReYnR/jtj14Bamd3fKiPl8vqPK9GkpgeG+LFW/X5oihwZ2qMldetEZhHCzN83ChIg9oJ/rffaflmPryjCiDdxOzEKGtbOx3MMZNRT7GQZTTowmTQ43G7KJSKPJ0dIV8oIAAmq51ipc54n1d1UBjq56O1VjHYbTMxNmzh6DRKMZMi6HHgdTmo1CtodVqUeoVEPofNbMKh1SHIVco1cJt16DQizyZ8JAsVZkIO9iLphm6IKrQ15DKSK1Yo1hS8djNBt4QkiHy8f81cqNWpPE0UOgrg2+E0AYcZvUbiNJ4jV6ryaDzUVKYGWD2J4bHqseklDuNqUXLtNNbhx67+bSQWRoO83u0EsZtn1zycCPHheid1+c3eORN9XsrlrlGfao1sscT0gIcPE735oV4pq/PU/f6ma8Gd0RCrm51iWgtjAyyurJOj1PTStRu1zX0iikIinWnqgUyODjVHoIAW1d7lxG618sErVVA15PM1AfHEyACiKPLi7RpjQ/1NSyZRFDg4PkOSRB4vzFGXZS4aYFjUm1WniUYIWh1Kh4B0F+jrKmQLWkMPhVrpEtzU6fU91ObbCuKSKGHQaiiUW/d0n8/Vo+cCcBlPAarNYssesZe15bZbmnuAw4to00f4to51yNOiVT+eHeX1lvodad+T3MSXlev/j+8M8A8+OkYrKaSLdQxakVIV0BpxWiEVy5PuEh4NOFu5fsTv4MPtc/7I12c/1/nB5xfQ/HHRC/mRAMSJRIKVlRXcbjdzc3PNKka39dKnifPINT/35/7rpi2Oz+3AoNO0LG48TnSSyFGDouKwWRAVhcvGYuV22KhWKs1FzmYxoxElwg0wbNTrsVpMzYVKkkT6Aj422lQG5ybHeLPWqvQ+e7jAx29aXd4n9+f5+E2bCMPYEJv7x01FarfT3qFaKYgC8xOjvG5Lsg/np9k5uSBfPECv0zLUF8RkNpLLZ9AZRB6NeDCaTIiShnQ6RaUqk69U8TodiBodh7FrLCYDFpMBk8mITdFwflXFaLZgNxnYucrw7riXUrVOwGEinc5SqVZY8BvIo+PNaYKHgy4Oz1IATPitJPNl6rLCdjileg82kuDBVZqfnBviW+unDd9aBVHSNCXyQbVcejTi5fXhdXMBP4ykeDzZ36wc3x8N8vbgksk+N4KQ6aDwVqp1XLfMNUYSWd5bGOFbb3sTYbZQxn1LlXGq38f67iHJbBGXw4rfZyaWzrN6EkOyulEQEATVj281UkLrHVHN6wWBvFGPvs/W6ARCxaBDrw9w0+fcSEnoQlMoioLF4ySnvWIo6COdSROJJUCjwygJbDfmlPoCPk4vIs1qda5tXslhtzIxMkA6kyNbKBBrS/adGlJdFCqNvjMB3oBdSdOoZtYRlG57JV0PqL5Fp+pW3WeD3oDf4+Q6mW7aMd1Gv/Y5bZw3ZoKWdo55MD3Cyu7JrcBVElvvtLZ/xr3JIU4jcRK3eBi307VPInGsje99+LpzpkgUBebH+ruf/qniuyXJf/9uH3/ztw6o1mXKNRAEhQoacmWl2T1XtCag1cG26QWuAI0osHMR59trJ/zse3c+1/nB558pAn4sqsZfxfcv2gvf7777bnMGXaPRfOZcf1P4/n/9i99SX0uSuDc90gTDkihyd3qUxUYhWhQExgb8LG+27PGmRwdY22nkbkXh/txk83hQeHpP7dTdxLOHd/n4TQsMv3N/nudtuf3uzCRLbW4CQ/1BziJXTTBss1rQarUt3QdR5NGdmabCNcDs2BA7J+GmqNRgKICg0fCdD58jSSIeh53JsWFOwhEq2SQL/Q6MZhOiqCFfyFOpZSlWahgMBuxWC2cXqoiUxWTAajYTNOg5u8xisljIVgVkYNRvw6TTIIoCbqNAOltg3K1D0Ro5TRSwGi2snKuCTcfxAgG7iUi6QKZY7SiAFyo1Zvq9HEWS5ErqZ14/SxB0WbhssF/KtTr9DiOJXAsUlCo1xvyOJiD2O8wsH0bQazV4bGZibUXRcrVG9ZbkU5cV9DoNRxe99nqJbIFc0YxJr6XQBpgdJj3LeyfIskKmVGV8eJCDi2vi+SqixdXI6yIgcpCqd+R6k0FHvlBCZ1V/1mu1pEtF9P19gEJCb0IXMqAAFr2O03yWodkHJBMJNs7ioNFBrdqcHTbo9RgNBj5cVIGyz+1q7jMnRoaIxOJMD4R4sbRGyO9rfgbRaOsAxD3JtYseLSgKiqRRtyRyveFS0WnB1P2cmtKb2a1mY4/fr4KCImgY6/dw0AD5frejBxDbLSZV5EoQiCYyPJoZ4fXW4a106ZDX2QTEyWyBxzOjLG4dEktne471u2xNQLy4ecjMcIjtk8tmwbw9FiYHex77NPHdcr1Rq2HEY2bnMoMgSmglgXIdqjJcJ9XrFc5Um6K0ANk2Snm2UOTba8dfKCD+PPn+x0Ev5IcSEN90MRVF4eTkhL29PaamphgYGOigLnweQByNJ/mz/9F/QL0uN8CWQqlUplavq9QBUSRfKFKv16nLMtfRK6o1GZvdTrlSIZ1MkM7m8Xg8IAg4rBauYgn1+XUZt9POxVWUuckx6vU6Aa+b4/NLvG4X9Vqd/pCf/eMzHsxPU6/XGQgG2D85Z6gvQLVaY3ggxPnVNX6Pi1q9jstua4IErUaDyWTAbrU2fesEUeDOxBhrbdSqdx8u8GKlBY7Hh/q5TGRINqqbnnyJvqCfl+t7zev5ZH6Kk2iUg0P1dWZG+hElC8dXYYx6HWaTEZtWx/7pHuWagixIfHCixWYykizLOM168oqWmiIx1+ekWqvz5jTBbL+DzfMUe1dZHo36WdxXF8G3J3HGAw72Iykejvr4cO+KEb+Dw6sUAEfRDI/Hg7xqWDEYdRKRfJ0Br4OzNsrM6sk1IbeV63Se80ZXePci3kGxkmUZm0HD691TAg4Tl7E0iiKjyHUEAV6ubuO36QlHk41koaAAV5dl9nN5tJJApVpTVRzrVVY3ko0jRK7DaUABRaFyIxZRq6AANUUBrb6NfiRQ1WhR6rUGvUggLQiIWh1KraIqfyIgaLQo9TqRcB4FkaPzCBq9Do0ziCBKyIIqyGDUGkiJIrVqBV3IBorAXlZB4x1FzsXQ6wycXlxRrlR4cm+ei0hLrVsptTYQotGGUm4kD0FANNlVwFuvIlcrCFo9SrUtsQkiiiIj6E0ICAhyBVmUegBxtdrb2SlVqz2gWBYEjsLXzIz0sX8aplqrE8/0AletpnPR3ju7Yna0n7WD3pma7pmk82iC4ZCHxC2vm0jn2/4/x+PZUeqy3AOIJweDmAz67qd/qpBlGY3mlsq5JDLhs/D2JEUNtRtcqSucpUvotRLlap39qwxWg45sw1fT8P9j78+D5Lra9D7wd865S+6ZlbUX9p1YSJDEQuAjv6Wl7lbLctuWrM2SuntkWR611JIld8fMRExYthz2yB5JE6OwwzFjSSFprJHalhXT1uKYaanV/X38SJAECIDEvgMFoPY1K9e7nfnj5HYzC0QBVWCzabwRiEBl3cx789a99znv+z7v86SzQJk9wxnuzK3xTz/6gkOZRtsLMZvNvhTla7MzRclkclMzyK/j2x/d1+WzCt+wOayfXVzm937vPX76/ZOEoVmcVms1fv73/wxRaOxM1ipV/uDP/ARhFFGvVnj8dJrf/zO/myAIqayVmJqZ5fRbR7Ach2w6xcLSCm/s200QhuQzaeYWl/m3f/r7hGFErvnzT3znJGEQkkmnWCmVOfHmYcIwJNnsou3ZMUGlUiWXzZLJpGh4Pq7toLVmz65tXL/9AMe2CcKQ028f49Mmcw3grUP7uNLlkXvkwF6ezC21Z0mLhRyFgQF+fMkk7dOLq5x66zA/unClnUC/fWgf9WqDW3dNoj86mOfAru08nZzDsRVJ16GYz3H71n3KjRA/EliOjVIOgZAIYZHNZlmqhxwel5TrHtemVtsF63IjYDiXwSrXCcIoVgDfO5rn/lyZ/eODLDYL4nU/JJ/OtRNigGwmy0COmF/xtccLnDiwjc/vPGXbYI7ZlQp+6LFn10g7IdZac2T7MOeuPuDYrhGuPZhCa22wHs3i4gKu1Kw2qibxA9ARqVSCi1duYilBFEagIYp8Fiu63Q0Na2VuLxv695PVWYSy2ommAJZbVkXNhNOXEoRCBx4gCKVAN4vNQghWViVaSgSSSl0ihOTp7CLSttFa4IzuBSG5VQ5xd76FVIqL8xpn4g00mgc1B2vsINHaAoODRVYrFa7dfsDocJGp2Y5uiVKy2y04Xvx2M2AlkNIyoluBR+RVupJmDcLQqBESV5m/V59+yDql7t5kGGDP9gnuPJ5lqVRhfGiA6YVl7HXwcMfoIKuVDpPuwo37vLV/J0/WYXj1YvL5G/c5smcbN9dRqO526QCTXA7mM0wv9H/uZjvEX8W0+u7+Qb58atarjaZ95XIt4ND4ANefLBJEmiPbi3zxwKzZZyshSgocS3JvdpXHi2v8+KOPGRkeYnBwkEKh8FKYG0URQoiX6hBrrV/PEL/qCIKAa9eusbS0xMmTJxkYGOjbRj3D7Hsj8e7RfiuWr4pr165h2zbDw8NcvnyZwcHTfaC9FfHwobFPeuedd567bRAEXL16jenZGY4dfZNcPkcQhgRBSBCG7WQ/DCPzcxQRhprZuTmePH3K0WPH8PzQ+KGGIUJKGl5A0HyfFIK63/lZa41GUvd8wijiwdwqP7o1y9JKmdW1NaSOWGpUsCSEfsiXi5NIAVUtuDwlUAKCCD6ae0DSVtS8AA3cX7FwBHxycQat4dGqReA1k0UB5y7NotAEYURgKx7MhzhK4Ps+aGNN4wtBdT4CHfF0ITLdYx3x8adPaCW2UgguXTI/P17UCGWhvTqtruyaclidq7cf8loqhNaslkw1sq41lpskqJmkUdOkEdUr7c/QUiGEjFkTiVSeqNJ50AonifYascRRpvJEtdXO5yayRuxKRwQN2gmqt9KZp1WJDDrw8bpASSRzaK/asVlI5fnowTLkt2ELydVZD3tkHwhDW27UKsh0Hh2GSDeDTqRBR01bBk3YddwymSHqSoiF40JTsVJjBM1S+Ry+Lwhas0ZC9M8Ui/6H7tjQADNL5rzeePCUE2/s4crdR0x2Je+tWKvGq8NrlRq5dQS1AB7Pxt+/sLLG0b393V3bUjzq2df56/f53jtv9G17/MDmKsZgQPJZox4/eXiEi5MroKHqmesqQvLG+ABXJheItGbv+EAbJO/OrGIpSSZtOsd3FhuMjI2xurzM48ePEUJQLBYZHBykWCxueMRkMx3i1kzRVsx9vo5vdzyv8A2bS4h3TYyya2J0w9vPzs5y7949Tpw4weXLlwmCgHfeeWfLOyBra2t88skn/NRP/dRzt9Va82hykmvXrrN3717GJyaIIt3E+ZAg1IRR6/8RURQRhBH1hscnn37KqVOnCDUGy8MQrc0IUdjcTmtNqI09UWvtYNs2lXqD70eaUqXBr199ypP5VfxGnSAKQUiWaiWiMODq4mOjIKwlH00JHCVohBE35xQpV+HVPbQWfLz0lLSjuH17Bg3MP5VYUrdptldX53Clph4EJG2L81/MoYQAbRoVUWR0VD67OIPQEZ9+Pktr+Pji4hME2tgnCcnFS09AR3x5ZcYkrX6jje2T5SXQUTNJNXmfsB1WSiaB9ADpJAhrZVrrB6Rl3t/simqtkclszOJIJDJE9bWuRFKASqK7fIBJFNDVFfMZgJZ28/gqbaEpmSkSlDrJrFAWwkoQ+PPtpFa4aXToM9/EaGE7XHxSJoyy2CM5SsrCGs4jpTLrB6GxihOmKGA5aL+BkBZhbQVp2USVTuFXuBnocpdACPDr7aJAHUhmCwghqFYq0HzdUYIeGRCznum5nlfKZh2xvFZh20iRbDrZnuPtjnQy0fOKoFSu9dGyARpefy6glFpPzLpvX0/mlvneO2/wo0vxDvX4UIGRgc2NHz2rQwzwc2d38vfPPSKIoNZstiAViS7rxO7CedULODQxSNJRXHowS82PaCTMaOatW7fwPK9t4zg4ONgeLX1ebIWjxLeBDfaNTIgrlQoXLlzAtm2+853v4Lrrd2M2Q6N60ZBStv1DDxw4wK5dmxu0/6r9bEQorNFotKllP/je90gm1xcOWC9mCylSMuD0sRcrCqwXc3Nz/Nf/88f88LEBlrrvU6n7ZJSm7pkb3JECPwxxbYX0A8IwxBeQTEg8zyMA7ISDkibB9bUmV8g1H1rmSWZZioSEaiNAWYb2lM87lGte8++gm9Y6YZOjqxGm7AvQFDDTyChqvtTsADerxo6SeL6PwlDoNLrfricMjVBafhS0JgoD0BGi+TNoosDvXBdat5Uc7cEd5vdRhBIYq4Jm0i4th7C+hsoOmSazECgiQmW3PxdlQ+ghExlD7RUCLRQobQSqdIRIDxDVSoaGrTXSSZjP66JJhe4AIqyABt8LUU7SUKBbSatKgbKxcsNmv9lhc5ytOaDcsDlnYYhQCu3ViELfJMaBh1evmntSKoS0DPWsZ37Ydmz8IH6Nbx8ZaifEAJ/ffMD3TxzhR5du0hvr+Qz6fsi7h3Zz8dbD9mtjg3lml/pnkkqVKnsmhnkw1Vlw7Bgd5F6PeBdAw/NIuk5srvmt/ZtPiL8KJP/wye38dz+8jx9ElBsBQgqQEtfpgKTqmsuq+yHHdgxza8pQxst1n/mG4sSbbxJFEaVSicXFRR4/fsyNGzfIZrPtBDmXyz3zObaZGeJvC4XqdbzaCIKAL7/88isL37C54veLhpQS3/f5+OOPKRaLHDt27JUwHZRSG8L6lpjo1NQUZ947zeBgvxLusyIMQxafPuDdw/teWmulFX++WuXv/68/5h99ucqaZxLrWsPwocIgIIqM40S57qElZJWk5vk0opD8YJ5KpYYGGlJipVIGPwGpFDIM20mVryGfNZ+jLCCKyKQSlGsNkxwDoLGVxAtCg+0tnASkNn1KrZtCRdr8X6HRUUTCUdTqXlMOSpifGz5KSeME0mSACSFRed0sukfoIEBISYsJZtYAPio90C7My8gjSuURzbWFUBZRrWIK1TpCSEXoVdtYDxplOQR+HeEkQGuEsomCBjKRMZ8bRSg3ReQ3EJZjtklkiLoYZ0JKhJ0kqHdGpULLMc9vHYKGEIFKF9pFbGwXhMLKDprvNNB0+pC2MS8OfOON2xqLCj2iwIfQR/s1lGVRLq2a5rFt7Bg9Lz7zKtbBj2I+y/xyB5efzi1xZO92ptbpznrrJL65TIqhYp4LPSKns81Z4+5IOBYnD+/ls2txgdX1xLsanhebD4etKX5/FdZnXJvdg2nuL5QRQpKwoB7A5HJnzfZoIc5my6aTVOud31+dKvO7f/YUWmuq1SqLi4ssLi5y7949HMdpJ8cDAwPPfI5tBuvBzBB/GwQ0v5EJ8ezsLENDQxw8ePAr/0ibqRq/SERRxNLSEpVKhRMnTrwQIL1obCQhLpVKXLx4kUKhwJtvvvnCYC2l7LO3edHQWvPw4UPu3r3Lr/z+9/g/pfL8xf/hE758NEc+Y+F7Ptm0Q7nugRRYGHVBocFxE/i+b+Z7bBe0phYYhb9y3UNoqHghrmPhBU1QQxDpVndRgxJUGgGubeMFASCQQiIlKKkJW7NDze+ZTyUoVesIRTtRRcj2AzsMfJSr2smBAKzQN8lh13cm9A0otV4LvLYisKsE9XqNKPAQ0gIE2bRR70woQQOLCIlGouprqEyxK3kOsYnwpWtAKAoJygskskUa9RpEIfmkxWqljhSSTCbNysoydm64fTz+6hx2oeNfGK4tNoFXG3qWNsWIqFFF+w3S2Rw+ikhYhOVFVGbQfEetieprqFSeKPDRXs1QwKQAnUCEIcJNIS2TsEdeFZnMIu0EUeATLD3BX3qCDj2qnqGLtVQuzXnsT8D8XrEuoFpvcPzALr7oogaODRaYWTfJrTGzsEohk2KlKW42UsiumxDPLBirle4o5jLcoz8hvn7/Ccf2bef89Q74vuqE2FKSvcNprk+VQAjStqDiSx4tdhY7D3tAMpdOxARKPrz+mBP7xpFSUigUKBQK7Nu3j0aj0fZCfPLkSbt73EqQuxfNm50hzmQyrzvEr+Mro1Kp4HneVxa+wRS/G43+DtKriKWlJWq1GocOHWL37t2v7Bpu4XDLPWK98DyPL774gkajEZupfpF9ABtKvL8qlpaWuHTpEj84uoM//e/8Lv7zX7vM/3rpIX4kcBREoUXVC6j4mqRrU/cC6n6I6ybwPI9yI0S5CcJQE6HJuDblJjkr0JqkY1H3TfKllMCPtMFmrUEpKg2fTNKl0hwTsS0LPwjIJBwq3eJYWpNJOARhRMMPTO6KbndJhRAEOkKpVBv7fSDhRoTIWCcz8hvILptB3ewoC+VgS/AadUTgm88RgnTSpd7wSTkSD5sQAUKZIrmUhm7cjGRUo6ZMR02HAXJtkUSuiNeooUMfiwg/MKKK2WyaWq1K5GTbnxGUl1CZwfZ1E6zOYeVHaSXrfmkelcwR1UtEXoNMOoWHJJIuYa2ETHSezUFlBSs9QBSG6KCGrtcQloW2QlNokArpJI3AY3OkSyZzhFrjphdozN5FBx7KcogQ8ZGpddhgw4UsS2txGvVyqczBnRN8du1u7PW5pf6Z3mTC4dNr9zi2bztXm2NS6YTD9OLKuvfRlbuTDA/k2kn4aDHHzDriXZ4f0PCDmOfxm/teLdYDnN1b5Pr0GqaJY45/qRqwfTDDk8Uyi+UGu0byPGqKy65UG9x72mGzfXjjMf/Rz55CCEE6nSadTrNz507CMGR5eZmlpSXu3LlDvV6PdY9TqVT7fG0G633fp9FovKZMv6rYt2/fhqrBX0fVuCXy4XkeQ0NDrzQZBgNgX5Xkz8zMcOXKFfbu3cvevXtfCqw32oV+VkRRxPXr15mfn+fUqVMUCgWj4vlnvsf/eO4e/+2/ukGEpFJrkMukKFfrRBoDjn6ArSR+ZJvuqA7RSNARlUZgEl5pOqe+4Tnj2lYb3ESPQrRPU8VQCHzz5bCkIAzC2LnRQhrP3NbP2syNt8+JZZvkT3aSYpTdVZWNoEkbz1pQqtbJpJJUQiM0JZwkvhCopIMCwloJlcpTA3Cg4jdMFddyEIDKFFH1VaJkwexLKOq1KippG4CVEis7RBAGWBnTNalojZt2iJwMNcAZzBBWV7EtB79aQgCyskAkbbSdQiTSyChAKxvhJHHCGg03g5U2nye9EsLNI+plkpk8teoK0kkhExmk7aIDDyudh3SeqFFr0rbMOQxqq0g7SeTVEXbCJNlhgEBgFbeBVPgLj0xlIYrIZjOsrZkkzg+Cvut2ea1fIRoEdx/Psn2kyJNmV/hZCfHj2UWqdY93Du3mYlN12rH7H2+ZpGtUKxeNumQr0V3vLhofLDC9sMT5a/c4tm8HV+8/wbYUb+yZWGfrF4vngeTvPjTMF5OrplDfLO4sVn12DWd5NL/GcqXB3q5Z+97ZrQ+vP+Yv/uzpvs91XZfx8XHGx8fRWre7x0+ePGl3j1vU6s0mxN8GCtXreLVRKBQ4derUc7f7OorfLXXrqakpLMtiz549z3/TJqI7WV3vPiuXy1y8eJFMJsOZM2fW1Rx4XohmErgZvG89Gw4dOsTOnTvRWvOf/v53+IMnd/Irv3qeJ4sV/DAi4br4QUAjCEgmEtSbQkAoy8zpapPgISSVhunAGmHMiEYEQimksAijyBS/leyiHkM1AGXZRECAsQisBtq81lXf10LhRbqD91qDDjujOkIiRGiOp/lagETpgFBY6CiE5kylFXl4QUgykcALNJG0EQhCaXewvr6GSuZoACIJ1a6CMoBUNtIrt5ldAFVtY4V1QpVAKAu7MIryy+33AFhrC8jcCHVA2HmilVljhVQ3s716ZRo7lcETDlZ+hERYpWEZn2UnO0QUetgF0/WV2gMsRBggfRcaFbS0kYk0zsAEQXkRKzsEZNEZUzRXSZPg6MBDR2Fz/hp06BkmmlTIVI7E9qPUH18xybCOSCRT1Gs12p30Hqx3rP5rfbRY4LNrdzlxeG/b3jKVcI0rR8/7G55ZZyyulEm6NrWGz/hgnntT/eNVy2sVag2fgzsn2gnx2GBh3YR4dmmVqfll3ju2n0+bHeW3XnGHGOAXvrOT/+nzJ/hhcw0sBUIoxgdSPGnakI4UMu2EuJBOUEgnWWrSzq88mmO5XGcgEy/yK6UYGhoyOkfQ7h4vLS1x//59bNtuJ8ebtVwCvhUd4pfvkX8D4lVTpldWVjh37hypVOqVUaR741k0Kq01d+7c4erVqxw/fpx9+/a99PFsJiH2PI/z589TKpU4e/ZsOxkOm2Jkf+TsPv7BL36f7cUsyYRDuRGScBNgOTiODdKi5htgFMpCC4XjWIaSKy1DCzUDO4AB9IZvOsDNF/oPSkgc1bmU/UiTsK1YF7xc93GtzjZCSNDCJJGCprCWQIc+OgzQUUDCkrhu0tCPLRfpJFFumkYkkG6KWqSQtot0DQU9do7dDLbu8vSzXaIuOhNA4GSwo07XQyWzyNpK5xiVTdjoFrES+EFoOsi0FjsSLS2s7CB2cRt2KgfpQYSdQGpNY3UOf3WOsFbCkwl0uUMVatgZwsoKMpEhTBWxciNGSEvZ6CgkrFcIyktEXg3pJglrHRCxknmzEEjnsfIj2MVtCGVj5YawUnmc0X2o7HBzDlywVq42Rbj6/4RSSmaX4x1PMErwlboRJ0k06cLdtOFWbBspUm12Di7eesCb+3cAxFRCW7FjtFPQuvlwioGm1VKrq9wdY4Odxcns4irZVIJDuyZw17F8eNF4Hkj+kVM7yKcsUo6i7mskGqRkJN9JMoea/x8rpDh3e5rBbKcDcXVyvg2YzwohBPl8nr1793Lq1Ck++OADduzYQa1W48qVK0xNTbGwsMDU1NQLd+daHeLX8Tq2Il518bvRaHD+/HmWl5d5++23N82g2ki07v/11jBzc3N88sknjI+P884777xUMty9n5fBe601N2/e5NatW7z77rvtZLiF9Ye3DfBP/9JP8/3DE9i2hRbSJJvKIRIKy7bxQ20EF6VCC4nt2KZrqCyUZdSqu5ehUS9A9IBFhMC1VCdRFob43P33qvlhzB1XCNOpbSXkopWohaHB+jA0ytlNNecW1ksnRWQlkZaLhw2Wi7RdBFFsfyqRhS4/XyEEwnKQXayoyMmQjDoYI5SF0vHPqWMK8O1t0gOEXcJXVm4IixCZLmAXxlAD4/hWCpXMogMPz/fwV2YIyssIKYm61g4N4RCU5pG2i5UfNkVryzYjWIEPWhCU5s3+msw53Zy3FpZjutiJDFZuCHtgAummsHPDWOkBVG4Yd+xA+29lLBabwrjrlJpbRfXuqFUrgODKnUl2jhmM3jU2tO56b7bZNZ5ZXG2ztdLJfnaJlILJaZMkf3HnEW811wWJddYQmaTLVFOo69Nr9zi0yxQS3ty3o2/bF43nYX0h5bJ9INUu6qRt0xApNzrXz1q98+ybWq6we7QzWqI1fHSzX1C0N1KpFDt27OD48eN897vf5Y033kBKyb1797h+/Tq1Wo1Hjx5RLpdf6PlXbTqafBsK4N/IhHijid6rrBo/fvyY8+fPs2fPHt58801s2/5a6NnrgVcQBFy6dInp6Wnee+89RkZGnvHul9/HRqJcLnPu3Dkcx+H06dMkEgmiKGoDpJQSIQS7h3P82l/83fzkWzspZlM0Qk0+5VJp3dTKQVk2ChDSMqApzByMF2qEUiClMUmXFqlkovlgNICbScUffknHIjSo2P7nRxGOZVSQU45Co6n7IbmkbahP2iQYScciEsp0bm0DhEIqpJWgEUkCJK7jxPz2AlQMbABq2iLq8vMVUhKFQRw4kxkDOrU1wuoq1MvU1pYJ1hYI1hawvDU8zydYnSNYW8QJTVdWVpeQzf3LZBZd6SS1KpVD1TqzN55KEpbmTDc6mcMe3IF0U6hMEQQIqfBXZrCCGiBixyedBFFl2YB1MoszuA0hFSqVR0dm/skvzRHW19Bao1KF2HeWySyRZ+aFpbJIbDvcB2hCCFQPOOwaH27bjbTCthTzTdXnJ/MrbfP5pdX+yu5ol+iFQDC/VMKxFDMLK33bZrvss9aqdfZsG0ZKwcPp/upyd4d5fqXEgR1jWwKQ8HwF54St2DOYwg8NkyFpS4RQlOqdZ9BKzZwz4zks+kDy4xvPB8nucByHsbExjh49ygcffEChUMB1Xaampvj444/57LPPuHfvHsvLy899fryeIX4dWxmvsvi9urrKuXPnSCQSnDlzhlQqRRRFrzwpbt3/3feS1pr79+/zxRdfcPToUQ4cOLDpQvzL4H0QBFy8eJG5uTnOnDnD4OBgLBluKdLaluS//YWz/PK/8Tb5dALLtskkHfxQE0aYeVRlkbAthFQEkTYdMCDSosncUji2g2XZpJOJtn0RQpJ07RiGJGyrqb1BG+u1hkzSQUcR6YSF1qbDnHJVB+uFwLFs48wgLYP1rlFMlrZLLYBASyN42TW+o5sYGbsWLNd0SLujyZZqhVA21FaJ6mXC6iphZYUgCglK8028X8Rr1PCXpgjWFnHDGtqvo8tLnURaqrhvsFRYuqsoJC2zjsB4DOv0EEiFlR9GS4XtJvCWnkBtFR0GWJli3+dpHSETaeyBMYRysJpjXLp5rGHVvFcls02hzeaukzmCppiXlAp7aBfS6XreGyoAluy/dteb37Vc0930gpBq1TgqKNF//2XTSaa7cP2za/fZMVxoK6d3x46RwdgM8txyiYRjU633F8p3jg11ftCaUrnKwZ1jFPObL+o+LyEGOLN3gHpg1sFeCEjJ3bk10k1xrbuzJdKuzZHtg0wtGdeR7vjx9ccvdExKKQYHBzl48CBnzpxhz549OI7DysoKFy5c4OOPP+bGjRvMzc09txD5bXKU+EYmxBuNV5EQR1HEtWvXuH37Nu+++257hujrmlfupUxXq1U++eQTwjDkzJkzW8LTfxmAnJ+fb1es33777XYn2yhW6nYy3AqlJH/jj57iL/3eY+TTCWp+hOs6JsETmhBBKEwlDGk1Jfd1e+ZECNH0JxTUvBAhlUnyhKTSiBDKNt5ttkU91ETNqjNStTvPAYpUwqUaGIASlk2pHiKVUXUUUlENQHd56RmVP0n3c9yPIG3HH+zSTRG1lKS1Rge+Sbbra4S1EqJRNoJhawttJUth2ahkDuWmsdIDyPQAVn4cEFi5UQK3gFUYa4LaCJ6dQWUGCKxk2wM4qldwkwlTCV6ZRdRWEI7b3gdgQL1V3RUC2dKcVjYiO2yEPdysmfUJQ/ylKWj6DavsYJc9FEgnhY5CpJPAyo8g3QxWZhAhJJFXI6yvEVZX0KFvrKC6VKilk2iKiXUilUzgOC5H9nZeL+b7r+ld48OdOXDg7tQib+7bzsxiv6egpeKPsdmlEvvGBlhep+vbew9fvPmQM0f3461jDVWp1Xu2fcCpo3v7tnuZ2AhIfnBgCC/UKCmo+mZRd2+uRC5h5nzvza4xNpDi+mOzwAh7ZrN/9IIg2R2tBe/w8DAnT57kgw8+YNeuXTQaDa5evcqHH37Y7iLXe0TT4HWH+HVsLH67i99Pnjzhs88+Y9euXbz11lsopVBK9SdBryB66cxhGPLll18yOTnJe++9x/j4+Jbt50U7Pp988glRFHH27FnS6TRaa4IgWBfrAf5339vP3/kPPqCYSaKFMJ1fqcyzWUjqoUYqBdJGKmWEArvCjzSBNrogrQ6lEJK6rxHSamN9I9J4EQjbBikNjiuLqq9xHIeKF7WxvuIbz94W1vtaoMP4ukdYNm7POt517HihOGaZCEKHJFNppFchrJYIqyVUUCNqlNF+oymUaROlioDGygxgZYv4Th6ExMqNYuVGID2ElR1EpQdo2BkzRjUwgWpqTUeNGpZt4y0+wV+dJSjNo6VFsNZJKK3cEGG1i7mVHkDqAKRCJ/PIZB6RGTTiXvUKQWkBKzTPa5XKEZY6hWCVHTRrF8vByg5hD4wjkzmE7bYTacMYM+8Xdnyd4Y7tj51HZSlCLTh97ED7teGBPMul/vGox7Odov5Cqcobu7ex3gp121Ch79qLIr3uyNVQIb6umFlc5fiBnTxd6BflzPY0WaYXVnj30NaMTGyEjvxzp3eScSQpW5n5eW10cPaPFwAjIrt/omgYFMD9uVKs1/DjG4839bxSSpFOp9vd48OHD2NZFvfv3+fDDz/k888/5+HDh6ytrfXt59vkKPE7PiHeShpVo9Hgs88+Y3V1le985zuxeeHnzfZuVXRTphcXFzl37hyDg4OcOHFi0yqRrXiRmaKWeNbly5c5cuQIBw8aZepWMtz6vGfdDH/49B7+9p96n+FCBqEUmaTpDqccKya44GsDoMlm0mxbVls9uuvAe76IJOwaBTbUqDj41/2oTTEGmjPGPQcprdg2JrGLqyVWPE1KAX7NzMt6NXQYGoVlKRBOgjIulmVhpQuQzGGlC9iZAQPczeRHOgnCSvyBLN208SRuhpUdIqnr8d9XlhCWg0rl8O2cAdbiBDo9SGBn8MuLSG8Nf2UG7dUIVjsCUSJVxA07gK4ygxB4SCeJPTCKkx0AK2k612uLuFGtfQ6lmyKsrHSOLV0grKwgLBsrU8Qe2Ia0kwgrQeQ10AiCtUXCRgWtNc7gDpPMN+ONfbuoNTxuT07zdhNw1lOibFGZOyFYLFVjHd5WzK4DcHUvYM/EcN/rCyv91GwvDNedN16vkn1w59YsUjeSEP/x0zvJJyyStkLTXDxr2DtmqNyR1hwcH6TatJu4P1uK3Ycf3XiyKZDsniG2bZvR0VGOHDnCBx98wLvvvks2m2V6eppz587x6aefcvfuXSYnJ6nX6688If4v/8v/ku985zukUikKhcK620xOTvKzP/uzpNNphoaG+At/4S/0qaC+jt/+2MhCaqsT4pYOxq1bt3jnnXfYs2dP+zha1/zXWQCv1+t8+umn1Go1zp49Sy63OauX3n1sFO+Xl5f55JNPKBaLnDhxAsuyYoXvr8L6Q+MF/sV//JPsHx8glUyQdG2UpcilXNPtbPrvGL1nhes62I5jMFnJpsr0M0ajhCSMRGw5YEZwOi8EmjiOC0GjR6VYWnYMa4UQhFG8+NEINTlX4AgzSxs2quhmARgBWtl40iEUEitTwMoUiNwsdm7YiFc2HQBEs5MdY4llB9tdXTC+vskoPhalosAws5IZRGoAmcxiD0xgFcbwVBKkIKiuIqpLBKWFWLda2C6i1vl8K13ADcoIZWHlhnCGdhiGm9cwtk46iiW1upuyrWyi6mqbJWYXxprHlUWHITrwCNaWCGtr6ChEpQvIVKH9/jf37wYh+OzaPd5706wbt432a/CMDxVYq8YZd1/cmSSX7ceP7uZFK+ZXKwyvY42kVD++3nk8QybRT69ez8apRd3ebGwE64dyCbYPJAkBHWkStmoWlDprp5TrcPOpWeuUah77xort382tVrn5tH+9stHoxnqlFMVikQMHDnDmzBnOnDnD2NhYW8z3o48+4vr16zx9+pT5+fmvRS/k68L7b2RCvNFKw1bSqFZWVvj4449JpVK89957fTZGG7VI2Gy0AHJycpKLFy9y6NAhDh8+vClJ9PX2sVG7h+vXr3P//n1OnTrFxMREmzbVOu/rVYt7480dRf75X/zdHJkwtBDXsakFhnbl2jYJx2oCnaDmG49EP6Jp3aNo06ccqw8oe2dURNOTsOsFbCsOnF4ESbv7fBqKkA5DbKHJOJIITejX0JHxShaWRSgEuClkMoNMZlCprPEk7ErsA2WUltufrGzjJ9wVKlOELp9i6SRxgvg2vdd1aKdiYGDnh2JdYSszCG4Gu7gNqzCGnSng6AZBq7Lc3QW3bPyuKjNuhrCyjJUewB6YwE8OohsVQ+8qL6GcRE9iFV90RH4dISUqmcHODYOyUakCCGlsKfIdD9CpefNAD8KIL+9M8s4be1la7a/ursOAYqiQJZ1K9FGuVyr9IOk6FlEYxa5N17aYnO2nRksE7xzcFXttZCDHak+H2bZUe7Zos7ERkEy5FnuH0jRCI0hjW00/ySZwjeSSVIPOiVqr++wf74DkfKnKjScvD5LPqmwLIchms+zevZsTJ07wwQcfsGfPHnzf56/9tb/Grl27+NVf/VXu37/Po0eP1vnkzYfnefyhP/SH+MVf/MV1fx+GIb/v9/0+KpUKP/7xj/nVX/1V/sk/+Sf88i//8is5ntfxamMrsb57Xvjs2bNt0ZlWfJ0JsVKK1dVVPv74Y3K5HKdPn/5Kte2XiY3i/dOnT7lw4QL79u3jyJEj7cL5s1hg60Um6fCP/9wP+Dff3glCkkg4rNWNFWHCccxCX0cgFY0gwg81CEWgRRPrjftDqocqDfFcGFoF8HjCKZWKjTchJN1Qr5sexToMIArJOBLP94h8Yx+odVPzIjDUapnMoJIZVCKNbjpTtD/aTTd9irt2p+zY/lUqF6Mam259vIlTV3G6dd1KE5Y7HVMrXUDWVzo/ZwZxLIXODGMPjGMNbiepa+jKIsHqLNJNxWjfDT9e7A8qq6hEGrswjl3cRlhZJiib5Folc0RdnskqXYgVEKSTNjRrJ9HsbueR6QFQNqHfiLlcOG6ngfPp1bu89+ZBEutc26ODhb7Xkq7D1XtPGev5XSrTzyYbzqe4/mC6zy94rdKvoTExPIDr2H3XcbcNVCu2wk0CNob1AKd3DZj7AU09BITg4YL5W0ghqHghdK13e5sGH26CEfZVx5hMJtm2bRtvvfUW3/3udzl69CiO4/Abv/EbHDhwgD/35/4clUqFixcvvrIc6evC+29kQrzR2Kqq8ZMnT2LzwustAr8uyjSYP+7du3c5efIk27dv3/LPb134X9U98jyPCxcusLKysq54lpTyhZL0TNLmH/3Z7/Mzx3fgh5qE46CUUYNshMablpbCc4+ohlBN+lSgm9TpFhVLYCnRmSkCkrbpLFtSIJvf0bYsRBRCSz1SRwgpce0OPVs5CWPJgEXFFygnhVSOoRk3v2cjEn2zwyqRileclSIh49eJlS7giq5tpCJtx899YKeJuhJcTyYJ1jrJm3SSMaoUQsVnemwX2+sCZydFdW0Ne2ACuzCGZ+fwl6cJVmawIg+ZigNdvBOvSCiNPTCOnR8xs0HlxfY8kUwNxGaHVXogBsAqlTcUamWhUnncEdMJHsznmF3sVK8jrbn9aJrcOl3fpVJ/Jzfh2Nx5PMuJwx3a8mgxT6naD3xeEPJodokDE50EcdvIAOtd8qVqjQs37hkRj2aMDxX6tju0a3xLBLVg4yD5wf4h05XRGj8yC7L782WUFBTTLg/m4hTygUx8bvfC3emXPsaNehPats3IyAiHDx/mb/7Nv8mv/dqvMTAwwN27d9m/fz9Hjhzhl3/5l7lz585LH0tv/JW/8lf4S3/pL/Hmm2+u+/tf//Vf5/r16/yDf/APeOedd/jJn/xJ/sbf+Bv8rb/1tyiV+hc/r+ObHVvFBmvNC7uuy3vvvbfunHtrXODrsnS8fv06+/bt4+jRo1ta+G7F8xJirTW3bt3ixo0bvPPOO+zatSuG9a3PeBFK5H/+777Df/x7j4GWJFwHISSNIKQRCZTVTHZbn9e2Qexgfc03mhVCWe3k2LFkLCGVQmArhdARCdvQ3AWChJJNrDf/lFKkHAWYDre0bEAglNPGeuVm2vszeC9o9IyCKDeFbsSLt8KyoSsBlm6KXI/AppvKxLax0gME5TiWR9WV2HuiKH7teUH872d3KTULIVhbW0NmR7AHJgisNMHqHP7KDKJRRieyBN0JdmYgViBPptLY+REzR2y7SK9OWFlpO2yEtQ7GSDdJFPs53ekiJzJYgzsQTWuo+eU4Nn169S7JRD/LcT2hzB2jQ5RrDfKZVOy6W+j5TIBs0sULQlJO/N5Zj+GVTrjcnpzm1OEOHTrp2jye62eZHdtCvZCN3Ne/8J3dZFzDCAOjNL1c9dg7mufEniGuPF5i10hH6HOlGu9+Xpucf+lj3KijhJSSgYEB9u/fz8///M9z8eJFTp8+TRAE/K7f9bsYHx/n53/+5/mX//JfvvSxrBdfF97/jk+INwOS3bSp7nnhZ+3rVQNko9Hg2rVraK05c+YMAwMDz3/TS8TzvAnL5TKffPIJlmW1u+W9yfDLzAsIIfi//Xun+LmzO1AClLJIOA5CSoJmN08LiWNbRlgr5mEX7/qG2lC3wlZludlJrgW6ncSGSIS0qAcmYWzNFwtlU/M1nh+YWaXWw0rGfQil5Rj/3e7vYDltipE5KhlLDgEa0m2/pgMP7deoriwRrC0SlBYISos0/MDMAVeWDSXZr5mObHUVO6wSlpfRvmf8BWvLBCszJB2HZFQjrJXRUYiVLcYS0To2ors63qXm2AJ7u7iN0EqiQw9/eaoN8FamiO5SymzgduhnyiKSlhHcUArdMEIhrX0LqWIK1EJZ0KWOKd00Mj3AjnUozDvGhrn5aIo39mxrv+Y6No9m+ju5tabw1oUbD9i3zQjLdStBd8dy2SxmHi+sMZA1i15r3akkeDyzQBhpXKdjubWeEuWxLfAkbMVGQfJPnNlJwpJkk+Z4hLQo133eOzDGzekVlioN9ox2zsFSpQOSSopNVY1fxnZJSsnZs2c5ePAgf+bP/BkWFhb4L/6L/4JSqcTq6urzP2CL4ty5cxw7doyJiY5F1u/5Pb+HRqPB559//rUdx+t4frwIZXozIwBPnz5tzwsfP378K5WbN2tN+LyIoogbN24QBAEHDhx4pS4WX/VdWoKds7OznDlzhqGhIbTWRFEUE896mfiFD/bzX//Bt0jZkqRtIZWNY1nGUkmIti6ISYi6i+DEfq755jj8qDleIwzWR0gCLUE5zQTaaId4WIimzaJQNo0Qqo2gvT9o6nn0KlH3JKHSjXduwdg3dl+DwnYJKua5psOAqFHF832D9WsLBKUFXEK85WmC8jJheQUnahCFIUF1lahm/iEkwcoMqbBMsDKLJSATVdo4a6ULRF0F8IZKIbsK4Co7ROR1j0UNYA+MQzKP9uqE9TJhZRm0NgrY9Q5eB3amTeMWUkG6gErlkXYC3aigA69vjRM7Jz3n0R7YRirh8mg6nqCJJn36TJM+3Yq1ar8GRaGJ2bcmZzjZTF5TCWfdJLdlnfVwdpWjTUvEYjZJudbvjNBoaoVcu/+kTbPeOTZEb6V82/DAlghqwcaxfjSfYDznNhs8GrfZYd85lOX8fXMuRwqdrvC92VWyXerasytVyvWXGwl6WYvFvXv38t3vfpd33nmHhYUF/vE//sds27aNBw8evNRxvGxsFd5/IxPir4My3Uubep6/8KuuGJdKpXblGiCRSDznHS8fX5UQLyws8MknnzA6Oso777wTE8/aTDIMnXnkU5kS/+d/4w0yCbspFmlsEZQyCanf5MuKpuCWUZqUhlrdCmEMFDo/9op0iFhVViNI9syJamHF7RmkQtEDisqJzyUpC91FdyYKEcqoPYbVEtTL6HqZyDNzuMJOINwMKj+KsF2s/AhWfpjAyZk53OwgKltEJ3KmG5tI4dsZVG4QuziBm0gSpgZN5Tc1iOd5xqtQKmyh8Vam8VdmcPwyyrLxu2aHrXQhVom2MoNtWwcrPUB6YBSRzBFUV/FLc21gB7MY6O5Aq8wAkVdDSAuVKmDlhtvfW1dXsOx45ddNxek89sAEyXXoUoVcmoYfMLWw0lZ63D0xvG4n9+n8ijnlWuOFEY5trVtdzqYSrDQT4lrDZ9e4SZ5zuf7keTCXagPn7cmZduW4to7NUMvOaStioyCZdi12F1P4oUYKGMwl2T6QobthMNRlxXR/bpV82jw7DkwU+ejGE9bWWRhsJDbrQ5zNZsnn8/yBP/AH+Ft/629x8uTJl/qsl4mZmRlGR0djrw0MDOA4DjMzM1/bcbyOrYn1FJk3Gq3k8+bNm33zwl+1v1eF977v8/nnn7O4uEg6nX7l83fP0gyp1Wp8+umnBEHAmTNnyGQysZGozWA9wNLSEmrpAX/9Z/cyXEiTbapPS6no9gT2wqiJ9UbQzLYUSgpUS3hrPazvPqx1jtGy48JYQlmxhFcIgd0rlGknYmNIrc9uf06zkx1WVghrJcJaCSeqG82RwDOJZiJDwzKJlJUbwcqPUFVprMwQKl1AZYt4KolTGAEdItvimiMgBDUrhz0wjsgOE2iBSheNhWIU4Dfq+CszhGsLWJGHX+t0q4VUMa0Plci0BbNkIo07tAOVzKCDBv7KLF4QHzOKKWRbDmHFWDfJZA6nOAFaG1GutQXTYe9qFFipQnx8a2CCPTvG+opXu8aHqdY9Prl6h5NH9rX/Do/WcXgIu956+fYkO8eG2DE6uO71WKp2jmV2uUzSddg5vr4Ty9NmQl2pNxgfMuuB/DoMta3qDsPGsR7g5K4CXqixlWn2HJnI82S5w4Drtl/SGvY1R6QcS3HjyTyf3Hr6Use4WaxPp9PYts33vvc9/upf/av8h//hf/hSn/WysVV4/41MiDcaLwtarXnhbpuFjezrVVkxzMzM8Omnn7Jjxw6OHTsGvBzwbzSelRBPTk5y6dIlDh8+zKFDh9rbvMgM0bOi1Y1/9OgRJ0+e5A++f5i//ac+IOHaFDIJhIAwEqQSLnG002bxLw1lGmEoVa69zs0rREwd2tgKdAlshcQUJYUQfdePr0WfwJYrQyK/QdSoNiulgqhRRRIZWnAijZASK51HJLPIZK6p1hyn8uoeNoPKDMZmkIRlE3VRmwDj3dwVHsZWQgiFLxPY2SFDiXZyhNJCS4nTWDFzw4EX6yALZZGmAx6+lcQJa01xrAnjJxiWjTJ2z7UhhIxTpWyXsFbCyhSRmUFI5AjWFrEaJURQxxNOrKps5UdZWuunNvtN1c+1So0gjBjIpimsI6YxMpBjqUud8vHsEu+8sYd6o58hsm14ILZIunz7IW/u28HKOkqUo8V4kvzl3UcMFzJtT8Lu2CrLpVYHZqMg+cGBQWNjEoaUPc3kUoWFcufvulqLg+TeMcMsybg2QRTx8c2XA8mNqGM+K6rV6gvbLv1n/9l/1hbteda/CxcubPjz1ntWtYSBXsfvrGh1c1+UEdYqfC8uLq47L/yseFUJccu6UErJmTNn2qJVrzLW6xAvLy9z7tw5CoUCJ0+exHGcLSt8g+nGX7p0if379/PBiTf5X/78TzBaSFPIJLGUYWUppYwadXM/Qghsy8KPIGwJZgpBJuH0Jb1CyNjiVUgVw6ygTyekpTfStR4IiI0pgVl5yCgg8ox4JlGIrpdNoVwIlJPESqRRiSxWKo+vkqh0PjZ3CyAT2RgtWToJwrWe7qaIH5+dHUJEneu7LlNt5lWkXNzBbVjJLCo3QqASiESGYHmKaG3erEdS+RhDLCbCKiS2X0O4aezihBmlaqzgr86hA88IgXZ3yFV83aGDBiqVw86PIhNZguoaorbStG8k5pcsnQQy1c9uHC4WzKEIweXbDzmydzs7RgeprtPV7J7p9cMI27bWEdo0DhOzK511ycLKGm/u24G7jkhmOuEw17Xtl3cmObZngmCd+/zNLZofho2PHgH8wtndOMrYkoUark+v8WChQr6pgt2yX2qFbAqWHtpWpOaF/OjayzHCNov1L1PU+ybi/Tc2IX5VypOteeHdu3e3bRY2Eq/CikFrzZ07d7hy5QrHjx9n3759beB/ld3o1rltgWQrWW3NLW/btm3TM0Td4fs+Fy9eZG1tjffee6+toHlse4F/8ks/QS7lYlk2mYSDF0YgJOmES6IpftDqGLfmjDTQCHSTJm2qx5aUJGxTWW75Exqxrqjzd9MaISQ6MsqKOgoRCKIwIO1IbEJDewoaRmAjCtFAIBxkM/Ft/TP07s61o5JZZNhlfSQEOoov3qzMQMwiQQjRlzT30qBrImGoTq39dFV+wdCRWz8LIbFzI2aeuDBqOtCOg788hQxNIuxLJ3YN65i4V4Ig1Fj5UXTko6OgbdEAINyeBKe7At+knofJAXDSWNo31Oq6MXkXyuLRar/41dOu2Z3pxRXGhgYIw/4F4sRIse+1T6/eI+qTWgGhe+8dweJqmdmlfspuJh3/TnUvIJe0WViJzyopKXlj9wRbEW0F7w2C5M+d2YlrSRxL4TVL5w8XygxmTCf43myJTKKLHi8UUgjuzawA8KPrky91jC8C5L3R6hC/SPzSL/0SN27c+Mp/rYLh82JsbKyvMry8vIzv+32V5NfxzY/WAulFcLF7Xnijhe9WvIqEeG5ujk8++YSxsTHeffddLMt65dRsMM+Z7mf+1NTUpsWznhWtNc3t27d555132hooqaTNr/3573N4Io9lm7lgSykiLXAsi3TCQQpBvdv+rjk2VW5aMbWwHgQpxyLpWm2st5VASNq+w1o3C+k6bOM9QBQEuEqQtgWR3zCexYGHDoM2oysMA5Sb6mC9nSCiM04jbJekiGOZSmTi4lO2G+vYAkg3E0tYrXQB3YXtWiq81S6asRB9VGXR1ZmVrmEXqPyo6f6GPqq6gGgY7IrcXCxR1U4qdh1YtmNo1comrJZIRl2U61Q+br+YyscKDjKRhvQgoZNBCbCEMGyx5nleCPrZYN3XVBhpns4ts3uiv5ObSjhMzsZneu89mSOxjjr06EA2Zs8IcP7Gffyg/56KeQ034+HMPDPz/TTs364O8cRAkrGci63MOjaVcE0neLQAmPO2b7xTbHg4b/7WLaHRH12ffKkcZbNY/zKOEt9EvP/GJsQbiRehTPfOC2+ENtUdW608GQQBly9fZmpqijNnzjAyYh4Mvcnqq4hu/8MWfWtpaak9t9xaDLeqK5sR+qhWq3z22WdYlsXJkyf7qOA7B9P8f37pB7wxUaDih+3ZzYoXUg80SlnmZm/9rXpFt6RR3g00NELawkNCKhqBRqjW7KXxPK5HgkzSac8XCcsIflR88IVtqptuqiOwIQQaQaZHsEG6SaLYfLFAifjfTKXyODpe/XR7PJ+s7CBRvau6LC2cMF5tjnroTfQUcWw3fk79ptS8kAqRLpLOpAmVS1BZBq8aq1R7Ki4K1mjO6UonZRSn61WCyjLB2iLSSeFEne9sFCi7quBuuv0wDlUCO1PESuWNsIlXJnLiCdJgIduXpN58NEU62Q98iXUsx4YHsqxV6jGBEcCogfaEbSkOr5PQVtehEydTKd45FFed3jaU4/HkI5aWljZ9b3YXmTYSuaTDtkICx5JoHZFLm/PTEtiItG5TpwAezK3xxrYiyxVTzPjRtRf3KGwd48tWjVvehC8SQ0NDvPHGG1/5b6OjJGfPnuXq1atMT3dExX79138d13U5ceLECx3X63i1sREcFkK8UJLamhfeuXPnc+eF14utTFS11ty/f58vvviCo0ePcvDgwfZ3/jrEu1rfRWvN7du3uX79Om+//Ta7dpln3Iu6RjwrWj7Ks7OznD59mmIxXsS0LMXf+9Mf8DNvbSfQLVscgRdqKl5EpAVJ1+nrnHa+iGrjf9WP2t7sQiqCSCBkB+uFlATIto1jG++VQyOESiCQThLVLPIKqyOe6bpxVwVpO0SNuMhjLRSx5FZYDq7uEeFKZKGrKN47hgSQcOOdWJnKxy0YM0VEV6FdJwsxurJvpdpJqJUuIJMZdDJP2KiQDMuxpDyQTmz/NZlAh4GxZCqMEgmLsFEhWJ1Dhz4J0bkupeXEhL9UIkPUTLYjaSGyQ7iprKFuV0uU6v33Tq+Sc6laQ0jzN+qOXeP9WiMAk7NLfUltZh2RLq0hCMO+6ziT6seOhh8yNtRfbHeiGrOzs/h+fxH/ReNFEmKAU7uLaAxVvzX+1L2msbu638uVBge3DXHziWmKTC2VuTfTz257XmyGMl0ul18qIf4m4v3v6IR4o6JaLzovvF60LuitAK+W8b3v+5w9ezbWSWkloF9H1bhSqfDJJ5+06VupVKovGd4MbWp5eZnPPvuM4eHhr1yUZFMO/9Of/R7vHxijHkQkE66ZM8JUxCItQPfYMXQdlxCiTbLuPV4hhFGk7oqKF8ZHkJSN7LESiiswQzkQPaJMAt3jVex3iWm1owmIOgqJvBpSKfwVY4Xkr86R1lUywiMZlKGyBJVlqtUawcpsU2BjBqIAXZolKC0QVldwklksvwPQkZuNdZEDJxvrPNe0BcIk30FqEB2F+KvzWI0SKIuwa85YZYqxeaJQmjlnKz+MDj2iRrn9eyEVThi3j+qmVWvLRXtVpO0SJfI4g9tjf7fBbH/HJpdO8qNLNzl1dF/s9Uq9P3HdNlRkcnaRE2/sib1ervc/E4YHcly89YjtPZ3mp/P96pLphMvdx7MMFzr35VsHdhEEAdevX+fDDz/kypUrTE1N0Vhn1vh58aIJMcD3DgwTRRo0FJpK0qHunMtuMFupNsjExDYq3Hra/z2/KlrPuZcBSa011Wr1hTvELxKTk5NcvnyZyclJwjDk8uXLXL58mXLZ3Bc//dM/zZEjR/i5n/s5Ll26xG/8xm/wK7/yK/zpP/2nt9Tj9XV8fbERvO+eF3777bfZu3fvS2HYVnWIW0ni5OQkp0+fZnw8btv2ddg5SinbBfjp6WnOnDnD8PDwlolngVljXbhwAc/zOH369FcWw/6rP/Quf/KDA2b0yTH6IEoKU7D2IzNfLCSWUuaYev5+ie5xqR6RK6WsGHOp6msSXUVoISWpntlhoazYZ/haxpJB88FOzE5JWA5+JV7MDa1Eu9Mc+XUcpfGWO1ifCMokbUUyrCBrKySCCpVyBX/xCaq2TLAyS1RdwV+ewmqsEpSXkDokRRfzTCr8tc6zPJK28RNuhqdShNVVVDJLzcljZYcIyktEa03rxe51jbRiCXJDJRGWgzUwZkbBlIiJZcbsrIDIjxcAGtWScQDJDCCzQ8h0of0717Z4NNOvgjy1sMLhPXEnlXymf12QdB0ePJ0j4cYtk3K5fowZzGf48u5jTvasC4J1vYaHuHjrIW932S4OD2QZGyzw8OFDfvzjH/P555/z8OFD1tbWXqr7+qIJ8S+c3UUYRQgpjEgscG+ubMYLgEcL8eLMaCFD3e98tx9efXFG2GYS4pelTL9IfF14/2Jl068xRLeYwTOiW3nyWaC3urrKpUuXGBgY4NixYy/9R29VTjcLXouLi1y+fJmJiQkOHTq07o3ydVk8ffnll2zfvj02L9z6t9kZoqmpKW7cuMGhQ4c2ZB2llOTv/Kmz/B/+x8/51zdmiCxN2BTGCoLQVG811DxDczbKhsaKwQtCiIljSUOHblaaIySupQ3N2myAJIolFEEQIruB03bNTE1zRkMIiedVkU5HgEEm0kRBA2m5oDU69AjrFTOXpDWpZIJqI0CJVUQyj3ANtGUyUVt4owJoK0SHPjJtHu42EJTmqVlZ7AHzWiIoU7dzze8DjbVFhOWhA49UMolXKyNThaZ6p0RU16B5rMpNm/nenKm8WjmjqhhYDlG9TOQ1iPw60k6Yynp1BekYP0ErlSeql5GJDNJN4SGMsmZ5CSEkyaRLdw1Vh/EiQdioYznNKryyUOliOwFPp1JAnK60bXiAUm2WL+5Msm/7KPeezALwaKaf1tSqrp+/cZ+xgQwzy2VSCZcns4t9iyjVVDLPpjp/v8F8po8aDaZLvlats2t8mPnm708ePcDhw4fRWlMul1lcXGR6eppbt26RTqcZHBxkcHCQXC73XPBr3dsvcn/9yfd38Q8/e4yQwnRGgHtzaygpCCPNwy6QTLu2UWnvih9em+SN7RsvBHZ3jF4mKpXKC88Qv0j85b/8l/n7f//vt39+5513APjN3/xNfvCDH6CU4l/8i3/Bn/2zf5b333+fZDLJH/tjf4y//tf/+is7ptfxauN5jDDP87h8+TKe53H27NlNXX9bgcH1ep2LFy+2ldfX8xf+OorfWmsePXpEKpXi7NmzOI6zJa4RrVhbW+PSpUsUi0WOHDmyoWfGX/qZI4wWEvy3//ImtiUp1zxSrtWeJxWIJhW2SZMWRjU/Cokt/s06MaKlO6IR5BI2paa2hBCCmuc3PY5NVHzj9dpaHwhlEXl1g/nNqAcaoXQbR4xmxhoqafBY6hAEBJUVaNLMtZCEXg0rP4JwkvhAYmCESFggJHUAC4K1BazcMHXAymcISvNEqSJ263L1qvhOGithxsMqQd2wuwKPXDrFKrQ7uwBuIhUr1UeNihHepMlka5SRuVGjKRJFhNUSKpVrncDOG4Ukqq4i8yMIZVElB0GZoFaCwMdK5c26qrUmsuPdu1aHvhVWbhiv2aHevW2E24/nYr93LMWDqTnCSPPesQN8etXY8nnrJK67xoa4NTnN7ckZjuwc4fojsy4oVfoVqrcND7C4Wubmo2mKuUzbwnFxtR/rWzaFj6bnKWTTrKxVeHP/Tvbv38/+/fup1+ssLi6yuLjIo0ePsCyrjfUDAwMbYp68aEK8eyjNcNZlerVBuRGgpKDcCDgwVuDW1DKL5Qa7RvI8mmuqmxO/d394bZI/9VNvb3h/rWPcrKjWq4yvC+9/x3eI4dn04idPnrRtFl5kXvir9rcZkJycnOTixYscPHiQw4cPP/MmedUg2aqy7Ny5kzfeeAPYOvEsrTV3797l1q1bvP322y/koyyE4K/90ZP8sTN7m0qT0tgqqRZVCgw4GppUJuXiRRqp4lVko9PRY49AXGAr0CL2GJGWE6P/CiFIO/HrRVgukd8gKQJUUCWqlYnqVSKvYY7JSmDlhpB2AitTxFMprFTOXDNdx1dXqRhNWkhFVI1Xmy03Pu/TUKm4kmNuBOkksQfG8RMF7OI4MqyRCCv4KzP4WsQq5b1K2S31aZXIYA/tgChClxcJa2uIHsXo7mOVbpKovoaVGzKKmUISrC22O+rSiS9ChRUHSZXrUJ7q6wBfq6PuBSHlap10wmVieIBSpV+Qq9Yw5yOMjEWBEIKdY4N9yTDAavP9Nx5OcbLpY7xtuF/4A2Cm6ZV89d7j9rZH9xpbKCEE2WyW3bt3c+LECT744AN27txJvV7nypUr/PjHP+batWvMzMzgeetbILzMIrSQchjPuwgEKzUf25JUvZCDzXmi5S77pcPbB2L2S2BA8kWiBZAv+xx4mRniF4m/9/f+XntWsPvfD37wg/Y2O3fu5J//839OtVplcXGR/+a/+W/WTUpex29vbPQa+yr8XV1d5eOPP8a27ReeF37RfW0kVlZWOHfuHLlcjtOnTz/zunvVlOmVlRUWFhZwXZdTp05tuXjW/Pw858+fZ8eOHS/so/zHzuzlv/rDJ1BSkk+51PwI2zYMMNHFAhNSknBsQm2oo6onCenF+rVGGHOYEMpCxBhgsk/g0rLj2hoom9Cr4YoAV3umUxppokYNdEQkLKx0EbShNctUAZHMIZP52OdE0iZYi6soix7BKpUdRAZdiZ2TQtW71gOWUb+2CmNUbaNCTW2FFHWClRk8P4itH1SqEKNzt45HWA52ccJ0rwOjGK0yA23nCQB6klrdqGKlC1j5YaRSJnlvMsRUIoOlu0amkpmY/omT78wHD+T7u3Td87/nb9xn33azfQt/uyPfxSa7N73IaDGHEGJde8ZUc9Z4rVpnd9Pq0bEtHs+ux5Iy+19eq5q1A3Bsb2fNmkgk2LZtG2+99Rbf/e53OXz4MEop7t27x4cffsilS5eYnJykUqk8s4H3ogkxwPv7hnCUKQrtHTXnLtelht2yX9o+mOHcnekYdfzC3RnKtRezX9oKR4lXGV8X3v+OToifpTzZPS+8UZuFjcTLgmQURVy7dq0tWrVjx1cP7L+qhLhFJ7tz5w6O47Q9B7dKPKtFD5uZmeHUqVMvRU0H+OXfe4Q//5OmYOA050MTjkUq4ZBLuu18p1w3D99I05wvMlSrCNm8uTUpR6F1RD0IyLpWW0wLHRGGAWlHoUMfHfjo0AhsRL6HIyK8ICRsVIkC3yg7KwtbCmraJrTSqFQelS6AbAl+GLDtpRKp9ECMSi2EIPIqfdvQlZDjpmOzvrqZeLY/Q0rCrpkeIS10vULDzuIUJ7DzwySDEv7yDGFtzYh1dQFfItmp6AkhydogssOoZJaU6+B2zTEnMnEw66aKhyrZLlgE5UUjlNKluCkTGUTX90oXx5BSYCnF/afxijGA5XYe+rMra4wVM6Td9auwk11g+Gh2mdNH961Lt+rd9s7jWXLp5Lo2UJlkgpnFlfbPV+89ZvtIkQM7RvF9P3avANi2zdjYGEePHuWDDz7g+PHjJJNJHj9+zEcffcSFCxd48OABpVKpDZgvA5AAP31klIQlCDUcaIJkNzV6KJ9GCHiyVOHe7Cq5VOd3l+7PsFrdOL17MyIbnufh+/4rB8nX8b+teBb+Tk1NteeF33777ReeF36RfW0knj59yvnz59m7d+9zk8RXSZmenp7m/PnzZLNZBgcHt1w869GjR1y5coWjR4++9Brre4dG+Tt/6n1CbVSAw0iTS7nYtkUu6bbVghtBswsszPOPFpW6iflCCCwpUML44uZTbhvrdWSe2UlbIqLQJG1CGKwPPAg80o5ss7t0ZArYQtk0IouGcFHJPCqdb/6ukzhIJxmjEksnQdjjFCHcVKw4rVJ53KCrIC4kjfJK7D1ez5pWWPEitZQWNZnCLk5gZYskZIS/PEOwtoSwXeyukSorW4SuYnomk8azs1i5EWwdkNa19vFZ6UJsZlk4nS5wJC2E7SCcBEFlmbC62rOuke25YgDsJIWiKYCvpyQ9MdqZFY60Zmm1zGA2ta7Dg991Php+yMhggR2jg9S9/hnf7tcu3nzA0b3b2TU2RLROwrpa7hTav7wzybtv7Obw7gk8zyMIgti9KaWkWCxy4MABzpw5w3vvvcfQ0BBLS0ucP3+ec+fOcfv2bRYXF2PPjpfB+3///V1ETRHYVgFobq2D36Wms8RoPkWkYf9EZ60dRBEf3XzyQvvbrKjWq+4Qf13xjU2INyq00as82TsvvFGbhY3Ey4Ck53mcP3+e1dVVzp49y8DA+l2p7ngVVeOW0nPLfqJFP2st8Ld6huhlhuy7409+bz//6b99nFTCNv7AUlHzAta8AI1szh31zBeJjq1CqMGxHaq+ofgIqaj4EVJZ7X+WZVP2QiOsZTtIN4kQEmm7eFrhCxvHspC206YJhcrt6SRLkj3zRiqZx9JB1zairfLc3iZTjCk8C8vB77Fl6BUUUMlsW0ADjKhVdyVYJXNxmyk/wi5OoFJ5rLCBtzLT7jKHTga6VCR93eULaWcROiKorhKUFwlUMtYldnoTZK2NonVumMhyiepVwspK0x5KkJCdY/aFzdHDb7Bvxzie3z8P+Gg6fg7uzSwz1LRr6I5iNsVKOd41/vLu+gqL20eKMUBeLVc5uHOCxjqCGTvG4kWcuuezbaRIPmMe+GEYEgTBuoAphCCfz7N3715OnTrFd77zHbZt20alUuHSpUt89NFHXL9+ncXFxZdaPP7C2Z1IKRBCtulyM6XOdbVS9Tm+a5iZlUrTo7DzXcJI8+PrG7dk2GzFGNj0M+B1vI7usCwrVvxuFXhbIlEvOy+8XrwMBkdRxM2bN9t+x7t27Xru8byK4ndL6fnatWscP36cfD4f8xeGztrpZaJ13h8+fMiJEyc2rdr+1o4B/vEv/YB0wsGyLLxA44eatUZgHCaaCW/scEWnCI0QzYI4hBj22Go9IOHYHby3jIOFViapk7axd5SWC5bLmi9wUmmzFmiKaUrbJezRBHFcNy645SSwg/g20k3GE2A3jR3E5z6rPZoYdnYwzgDLFAm7ur5WuoAbdvYTJfMxvQ7fyWLlR7ByQ2ivTmVttZ2cCmmhuhLkhky1i/aBlaQaQuQ3CEpzaB3idyXnKpmLq027GRACKzuIygzghRFheanNELN67DCdwjDFXIYHU/3Fb7/n/lqu1Nm/c3xdhtfj6fj88ZW7j9m3ff3rbnqhO6EWrJSrDOb7sUhKESuUA9x8OMVbB3a1ldlbWL9eMTyVSrFjxw7efvttvvvd73Lw4EG01ty8eZMPP/yQL774gidPnrxUsrltIMVEPokQgulVc108XqwwkjMNg3tzJXYMZvnikTkvsndE6gXniL/pHeKvK76xCfFGold5sttm4b333tvyGbYXBclSqcTHH3/cPp5kst8AfL3Y6qpxS8QLaNPJWt9lq2aIPvvsM9LpNCdOnIj7320i/sCpXfzf/71TjORTVL2QbKsbJsxcUaQh2y3F37weWuFHGrdbgVjImMqzFiLuvWc2iv0UKtfMC3Xto09MQiWMT2F7NzJmdwBAIkfUJXQlpCKsrBD5dcL6Gk5YRyBwggqJ0ChB1+s1/JUZ7LBG1KggLIdEFyhKOxET1AiVS9hFz4oS+XYFN3QypApDIBX+ygzSr+J3KVB6Khk75kjaWJkBrNwwQa2EG3W+c6RchN/5LjKR6SwSpES4SVS2iA59gvIS9Fgj3ZytsH0dC4Tto4OUqv3U6HLd7xPDKqT7u7u1ht/n2wzGw7g3Lty4R6T777FuWlIrxgYLOI6D4zi4rtu2S3keYLquy/j4OMeOHeO73/0uR48exXEcpqam2gWqR48eUS6XNyTWkU067B9OowQ8XjELqqfLVcYHTLI+uVhmtVs1u0et9TevPnruPlqxWdVJ4JXOEL+Ob0+8DGXa8zwuXLjQLvAOD6+vTPuy8aIY3HJrWFhY4MyZMxsuxG91QhyGIV988QVTU1O89957jIyMxLC+VfjejIXipUuXWF1d5fTp0+Tz+ee/aQOxbyTLP/2Pvs/u4QyNMGozXzQCJSW6WeCOiWnKTgEcwO5iBggh8cP4M7XXzk9YdmyUKEKRtuLv6RXcCqWDq+PJrJZ2T5Kc6qNJ1/3I2DnWK9hNLLXqy7hhFdUo4ZdX8FdmccKasSoMPFQU76p2eyYLIQi6BSyl1cZ+mUhjF7chlKFrJ4JKs8PeerOMqU+LZB6UwiqMNW0n/fi6qGvdIp0EUb2zX5UeQKbzICVBZbk9n96KUuSyY2KY9a62J+t0goVlcfLI3thrrq1YWK30besHAdke5ehcOsnsUlzN+uncctu9pDt2jA7S6CnKO7bNrokRXNfFcUyBptth5lnFcKUUQ0NDHDp0iO985zucPHmSQqHA3NwcURRx5coV7ty580IuFR8cGCTlSEqNkG1NjN85bO63MNLsHMkTNCnnLfulVvzWtUdGhHMD0VKgf1kBzVetF/J1xu/ohBg6ypMtm4Vdu3a9lM3CRve10Yt5ZmaGTz/9lB07dnD8+PEXuti2EiSXlpY4d+4cQ0NDnDhxAsuyiKII13W5du0aN2/eZH5+/qU70q0Zom3btr3wDNFG4uyBEf67P3Ga7YMZ1uoBKddpqlNaIIzYgN2eUzVU3G6KbSM0AhqtqAdRj8K01aMeaeMQT4B1z7mRbrpHhVrQqMQfwpGbJaytEVZXjWVRfZWgtEhQXiKsrUEUoDJFhJSoZBbPSmAVRqhWKzSsNFZuCCs7hJIKX6WMh6GyCRAGUCuLJPwSkd+I0ZRis8JSxhQqQzttAHlggsjNglAEXZ7G3UDnqWQ7mbbSBWQiY75PU5XSr3X2KW2XqEuNsjVLJJ0kVm6ImnAJq6uE1RJaR6hMkaW1KmfePBg7Z2ODBXpDScmdJ7MkE27baw9goNCf5DqW4sdf3OJYc963Fd02Ba3IplMsl6p9lk3BOvfBm/vNiIOUEikltm23AdO27Q0BppSSgYEB9u/fz6FDh0gmk4yOjrK6usqFCxf4+OOP2/fiVynpfv/gEBlXsVYP2DVkqt7bBk119vjOwbYCNcCD+VKs2P6ja48JN/hc2QqRja1+FryO/21HKyFuFZpb88Kvgq73ImywcrnMuXPn2m4NL3I8WymgWa/X+fTTT2k0Gm33Cq01tm3z9OlTvvzyS54+ffpSyvhgCuvnz59HSsmpU6c2XODfaAykE/xPf/Z7vL2zSMVrJjtCGK95IfCCENFeshrxyEyyU3yv+VFPwbupXt16h7JiuC2ExFXx52HFi+heL0gnQeTFO8A1P/73CpVLWF4krJUIyku4/hpRGBCsmdeUDpBJY1Mkk2l8lUBlBqh7Pp6VJkrksZt478kEKpFFWC6kBrC8MqpRgvI8tWrVdGNblnjpgdj3Saa6rjthElQrN0LdziJsF395qr19bI65KaYFIN0UzuA2Iq9OUFowdHMRxwHZfQ6lJKpXjHVTdpCGShFWVgxDLAxQqQKO4zIxMmQUxZsxWMgyt86scK3ucePhFONDhfZrO0aK63eNZxfYOxEvhO0YXX9Mb2pxtT0j3IqhddYQb+7fEbNEs227XQx3HKetqxFFUQzru4vhQggymQy7du3i7bffBsx864u6VPzJ93fjNPVxWkXvRrPIs280R72ryLFcabBvrNM0WCjVuDrZr+q9XmzWYvF1h/gbFEopHjx40KYpbdW88LP29TzwatGVrly5wltvvcW+ffte+Hi2ijL95MkTPv/887aIF3Q8B9966y3eeustLMvi9u3b/NZv/RaXLl3iyZMnGwJMrTWTk5NcuXKFI0eObCldrTeO7Rjg7/4H32HvWB6NoXp5oW6DYRBpEo6NEOCFUfuhYUKQ7vK5E0KS6BLLEkJAT5LQ6Dn3kXIQursDrIj8GjqKsAmN4IbWBOVlwmoJu+k9nLCEoStnB4mSAzjFMexU1ihVSstUqHvEtIQdp1vJTNynOLTS1KpVyAxRd/LYQzuMQrUOCFbnjK1CvZOcViIZ+7xucLcHxpC2jaPrBKV5s+/u791VgW7IBNJ2sbJDhNUSloz/rZPdCt1Cxn0bpfGBNL7FAQjJw+lFPrl6l/eOHeg6r/2Po13jQzS8gLtPZnlzb8dHuOH3J3YG8ASPZxdxu6hbpXK1f9vRIo9nFzlxOG7NsNBTXQY4um/9mX8pJZZl9QHm87rHURRhWVZMrOONN95ASsndu3f58MMPuXz5Mo8fP6ZajR/7nzizkzDSWEoxkjfJb83XHBzPc+nhQls5FWC16rE/RpuOuHx/dt3v0hubmSlqeRC/qufB6/jfZiilWFlZaReat2pe+Fn72ggGz8/P88knnzA2Nsa777772+Z33GLHZbPZPvGs7du3c/r0aQqFAlNTU3z44Yd89tlnPHjwYMPslJWVFT777DOKxeIrazgApFybf/hnvsfZ/SOEkTY2iyhyTT9WhPEqFk3NyHI9iOVK3c4REIO+5tvjv/e0io0hCWUT9dgpiubzXBES1tcg8PFLC4TVVRyM/oiTSKOSOaxM0eh4FMZIuDYqmSMUFkLIvnOmsoPYXV1g6cQZXwhFrbpGmMhDdgRrYBwdNBBAVF4iKi8RlmbbX9K30zHM7ha4VMmcGQcTGn91xvgId3V+Y2wiIdF+Azs/AoH5fqLLT7lXdFP3sOyEEKhM0XSiGxUq2ubW5DSH925vn/+dY0PrJrmTs0tU6x6ZVKLduBga6GchCCGYXVrji7uP2wVhMFozvaGk5OHTWdKJOKusdw0DcOwrsF4pheM4JBKJPqZYqxjei/Wte2tkZITDhw/z/vvv8+6775LJZJiamuLjjz/ms88+4969e6yursbuxZFsgnzSwlaS1aaV5N3ZNYazxr3kwXychVjMxwtxF+5Os5HYCkeJb8sM8Tfadul54XkejUaDKIo2bbOwkXgeSAZBwJUrVyiVSpw5c+alqyabpUxrrbl16xZPnz7l3XffZXBwMOYvDGYeq1gsUiwWOXjwIJVKhfn5eaanp7l58ybZbJbh4WGGh4fJZDKxv0cURdy6dYu5uTneffddCoXCSx/rRmPnYIZf/cXv8sf+Hz9mcnENzwso130K6QSVukfDD9tWXaGGTMptK+1VvICEY1FreDiWouGH6Cgi7VpU6r55X/Oh7lgKbJtGvdYECXO+skmLlXKFVCpBveEjLBeBxkehkqbSGFSWUakcPuZZ72kXAr+jtCwUfmkeq0t9kUQmZu+kkpm2LYN5j0AFVTSdB05vx1oHHlo62IWmVVJ9iUZ1zdgtuCncsErDMu9XqbxR4GxZUjXq+OkB7EKKoLJiKNrNzyFWRRZEtTWjoJ0uNAsAS6DM96+F0F1f1D3Xb2s+StoJpJ2gtPgYhOCzG/d568AuvrzziPnl/mR0qJDjQXOu+Mv7U+yZGObB1Hzf7A+YqvPdp/OsVhucfGM3F248AODhOvNLmSbV6uKNh+wYHTRJtGMzOdtv7/QskOyOFph0K9+37rfW/1vh+37sflJKta0cgLZK4uLiInfv3iWRSLR/XygU2D6QZHLJLGYsKUjaiumlBqGGe/NrSCHaAiID2Y611f7xAX7z6iQn9se9UNeLzfoSflsoVK/j1cdGsD6KIlZXVymVSrz77rtbTpHujeclqlprHjx4wL179zh27Fifv/BW7WcjMTMzw5UrV9i/fz+7d+8GiD1zlFJks1my2Sx79uzB8zzm5+eZn5/n/v37uK7bxvpCodC3MJ6enub69escPHjwuYKgWxFKSf7uf/A+v/yrF/j/XXmKY0vW6gEDmQR1L6DmBSRdm1rDNwrUtqLWMHoQgTZJkRFW0ji2Ra3ukU7YVGqNJuPLb45PKYSQVKs1oxGijc97ylFU6mUSrkMUaSKhiLwqoZtGJZprunoZlcjgAcKCCJuwsmJENpvR8DWqO3dM5LCDCn4Ti4WQBLVVSHWKltJJmONo3hMqVYhZLMlUwbDKskMGb2urEPr45SWEtEgnbFrtDJXK4YRVPNW0PXRTYLk4AxPNDvA87uA2tFCmWB14bfGuVl1Buimkm8JfnUNIiUwPgJNGRgFaNo+px1mitW4QysJKDzBdNonZ5duTvHdsP59euYNj91OYJ4YGmG4WpO8+mePtgzu5dHuyT2AMYMdokcnZJTPP7LgoWSaMNCur/V3nnWODPJia4+ajaU4f3cdn1+4BrOtc8eYGsB46bDHoUI5biXA31vcmmy2Xiu57cWlpicXFRb744guANtYXi0V+6vAI/+jCU4SQ5BIOwzmXfELy+X2zptk3WuDe7AoAy13OEsVskn/22R3+/Z88/tzvEobhpjSEqtXqt0Yv5BubED8vWv7CUkr279//tSzAviohrlarXLx4Ecdx2l5/LxubAckgCPjiiy+oVqtt+lZrUf6seeEWxSOTybRv0oWFBebn53nw4AGO48SS42vXrtFoNDh9+vSW06a+KvJJh//lL/yAP/7//DE3p5ZpeFD2QoIwAilJ2opqs7tdrvtIKcwchZDUm+JafoRRiRSaaqARzaqt9j2EsszvkSQSCbyoc55KfoSwXeqRAlshgTQeFd1JGlQigyQiouVvaKMry2B1hNRUKm+6uC2AsxMEpTmsfJdAhIzfllEij/YbTSEQoxpphQ0C1fw5N4QVeQTSXHOhnUYqB5U2ldVGaQ4/KqHSRaSTbCbcJim3MoWm+JXEShfwvTrSK+N7Piqdb/sTA+juB2bTBstKFZqJsYWMAqLmsVuJnoqh6qmOpweIaiW0hrtP53hj9wQ3J/u7l93KkE33SHaNDzG5ji9x0DUj9vmth+zbPkq13mB6YaVv29VVA7x+GLaT411jg9x+FK+qbhspUsy9+MP+WYAZhiErKysopfA8r30/dgNSKpVqC3aEYcjy8jILCwvcvHkT3/c5PeIwuaS5MLlKIeVwcXKZN8ezLJcbrNV89o8VuD1t5rPmu5QpgzDiN798yK/8O+899/g3O0P8ukP8OrYqPM/jiy++oFartXHoVcdXYX0Yhly9epXl5eVNz9Fuhg2mtebevXs8ePCA48ePMzIyEivAtZ4rvfeh4zhs27aNbdu2EYYhS0tLzM/Pc+XKFaIoYmhoiOHhYYrFIo8fP2ZycpLjx49vqUDpRuJv/NGTjOSS/L9+fAfbkixXfWwJIPAC2l3iuh+Sdm0qzaS47ofGWgnjJ4yUVP0obgEoJF4TLiw3RRR2/HXrgBAevnBAmVq1pQTdaZlKZLCjOr5MxD6zO1QqhxvWaKjOGin0g9iqO3Rz4NWQjtlGJrKxgri0E1BdhEzzZydBWlepiCYmJfOE1VXsAcOe8sMa/vIUMmGYaEG9CulU83jyCK+CdtJIx1CzFZr66hwqN0RYXsXKm/2oZI/nsFRY2UEz3+w3SKeTVJtfxHgdV5Fuqvkd0rH31mVnbf7p1XucOrqf5VL/TPD4UKGdEANcfzjNjtHBdfF7ZCBnEmLg0cwi7x3dx6dX71L1+9kOrupc/zcePGWokGVhZY3H6xTVj+5/8YLPs4rhURSxsLBg5r2bI1QtvG+9x3EcxsbGGBsbQ2tNqVRiYWGByclJrl+/zvFkir/nhdypNjg+kePyo0Xe3dVZTw7m0+2E+N7sKoV0gpVKnb0jeS7cnWFmpcxY4avXL5vB+m+bo8TvSMp0a154586d5PP5V25s34pnJaqLi4ucO3eOYrHIyZMnNy0q9bIJcUs8K4qiWDLcWohvVEzDcRwmJiY4fvw4P/jBD3jjjTeIooirV6/yox/9iLW1NXbu3PnKaFNfFZaS/OovfpefOraNhGujESSalOiqHzZFFpoJRgygBJbq+ln2+BQrK+Zd6GmJK7serkLG/fqAmrZi4hNC2X1+wjKVi6tSW07bA7i9jdujHp3MYDVWjUVEGBiLiVrnc4WQqCBOd6qtdh7uWrkx6pVOF1GZQYSySAZrMfsl7LhNhJvJot2coXmXV2K/U8l8z+y0CStTRCUy+OWVDg3LTiCDzn5aINn+rFRnEVmte6RTqXUFrXpB69HMAnu3jfRtBzDX1WFuFdnH15lLBlipdETCbj6c4q1928gmE33bbbRi/FXRolvZts2jR49YXl7mwIEDz6VbQUes44033miLdfy7b4/hBREIwVCyS2m1GYUuz8aH8yWGcilSrsXNx4vcmV5mcr6/it4bm50h/rZUjF/Hb2+USiXOnTuHZVkbUm3eqnhWQtya063Vapw9e3bTolIvywZriWc9efKEM2fOtJPhFtZvVDxLKcXw8DBHjhzhe9/7Hu+++y7JZJIHDx7wwx/+kIcPH7J9+/bfNkrk//HfOMp/8m8dx1YWSdcmxBRiQ62xbaedWFS8oKMNIiSpRJfAllRxbQ1lkeh6tGkE2UTPWkbGxbQC6WBHcfzvPbMqlYuJVQHUetSko0Quph4NAjesQRSgw8AcZ09ibSUyMZ2TXvu8bupzpJIIZSOTWVSjRMPzY7jrdWmdqEyBMIywC2PoRi22LhCWTVjt0gVpCmeqRMYkxmFzVKwZ6a7TJ6TssV7Mdr6TEFx/OLUutvTeb14QksskmV3qx6teVeUv7kyyd9vwusmz63YKIeVag6FcirFijnItfh7TSZe9E+uvLV4kWrPHKysr3L59m6NHj7bXyhtxqdi3bx+nT5/m/fff5+CenRSSgoQlKK2Zc/pooUOVXqrE6f17myNSLXbkb375fCHNzWB9S0Dz24L339iEeL0HeUvu/+bNm22bhZZ90NcR64Hk5OQkFy9e5ODBgxw5cmRLhGReRmhjeXm5nZSfOHEC27ZjlaqXVZZsAebExARRFDE6OsrExASTk5P88Ic/5PPPP2dycrJv1vFVhhCCv/5HT/If/dRhko5FI9Rtv8K1mo9SxpIhiDSOrZACECLWQRQiPlsrpOyjItd7xDOkk4olhJGIP/gBIju+jRaqKTDhE9bWcIIKOorwV2YISvPIRgkd+vjLM2ZOWWuQiroXoKVqWkBIZMqIdAXVVagum+p4aZZgbQEZ+ch0Pp54y645aWVBdQWhbGp2Hru4Dau+1E6yu98X2WlU2FTBzA1hJ1JEa4uGTqWsGAjKRLa9aBBCgrKRdpKwvEzkN1A6fjwxkEzm6F5S2LbN7om4jUI64TC7HFdPBKh5QZ/lQirh8rhZMW7F3Sdz5DL9SXbKdZhZin/uncdzlMv9+9oIXXojobXmxo0bzM/Pc+rUKfL5fFuYqzV7DOsDZq9Yx769e9k1mKaQclHNzsKDLpCcWo5fk7tGBzi0bRC/ef3/xpcPn3u8m7Vh+LbMFL2OVx/PwqWpqSk+/fRTtm/fzttvv43rul8pOLeVsR4Gr6ystOd0T58+jbuOj/mLxssUv+v1Op999hn1ej0mntWN9S+zDmktyHfs2NGmWe/du5dSqcRHH33EuXPnuHv3bt+s46uOP3pmD3/vT79PLukiu2ZxPT9sKks3reikxGp2Ayv1nutExAvg9SCM/bzmRXQ1EpG2i/bilNp6jyKxJxOxpNGENkJUjQqJqEYUeHiLTwlKcyTCKkFlxeh4hD5ojZCShp1GYnBaSImVyuGvzjZFuhZxCbArCwSrc1hRA5UuEHRZNFrZwb5ivRCSMFHAHhjHbawgq4ugNTKZjW3jNBWzVTKLUxzH8SuETcHM7nWBtN2Y6GYDB5XME9ZKhPUy5R6fYd0jvCWTHQGrnWNDzK9W+phXc0sr9IalFKeP7u97fXUtvt6sez4jxfWLU/UevZFbj+cYK/Tj05E927dMCHJ6epqrV6/y1ltvMT4+HtMZeRGXiomJCX7mzW24jsNsDaSAxYrPSLMCcX9ujYEux41Qw2A2yc0psxb6V188fO6xbhbrhRDfmhGpb2xC3BvPslnYSpXG50X3vqIo4tq1a9y9e5eTJ09u6WzNi4LkkydPuHDhAgcOHODIkSNtFbzWDONmbZWmp6f5/PPP2bdvH2+99RYHDhzg7NmzvP/++wwPDzM/P8/HH3/MuXPnuHPnDisrK18LYP7J7x3gP/m3jpNLOoRakE0aW4ZQCxBGhVJJq5P3Ns9B+0z0dImlbccFNiwbV8ZVm/uAx0mhI3OelQ5IWiAbqwRrC7hBhaCygmhSjo2adBq7MIZAGN9eN2dmfbJFc2St2aHMQNOyqBnKJWpUzPxuukjdzhOEEVZ2mEg66DDEW3xilKcbVazMINLrUp+24tSuet1DpArGqkHI2Peud/kQikQOK1tEWRZReTEGdNJyYiAp3ZQB9Owg0nJwbRUD1ThIqhhIrlZqXLn3hDNvdkS2xorZda/b5bUKkSamOr1rfH0632ql1udBuHN8iF4rqLofMDLc/xlJPB49ekSlUnnpa1przfXr11laWupTZ32eWEcQBOt2j3/66CihhodLdRxLUvY0u4fNYmdqpU6+qwVS8wIaXufc/+sNVI03I6r1OiF+HZuJlp/v9evXOX78eFuY8rcL68Gw0s6fP8+ePXs4duzYli2cX/Q7lUolPvnkE9LpNKdOncJt+uJulYViuVzms88+I5lMcurUKfbs2cOJEyf4/ve/z549e6jValy8eJEf/ehHXL9+fVMOFS8Sx3cW+Qd/5gPGBlKEESRdGyml0Q6RHbyPtDBiST1dViF7CuDKNqNLrZ+FJNlLeOvpEqtEpi1wqYhw8UhITbC2gK4sE9VWEJZxXJBumrpMYuWGUW7SqD2rFFa6gJ0bxSbsrEeUja6tdO1XmbVLKo+VHaKiMtSxsPKjBDJB5DcIGxVcb4Wwumo6wvVOF1VlB2PF56oXotND4FeJ6pXYuqLahQtIy+BqMoOsLrfXLa3QXWJjwnbNOiNVwErmcGy77UoBtGeR28eUKrT/n8+kWFwtMzo0gGwKW9lKMrfa31RJJlwu3XnMtuGusTMpeTDdr6CsteDtg7tirwkheLTOtplsjnxPsXwoY3Pnzh2Wl5c3xTqdmprixo0bHD9+PDbe0c0UexFbp59/bxdVP6TqR7wxUQBg+2hHUXow2cH6O9Mr7B3Nt5c3n9x+2les6I3NYn3LxvXbEL8jvsXq6mrMZqG7GtGyXfo6ogVenudx/vx5VlZWOHv2LAMDA89/8wvERhPilnjWrVu3ePfdd9m5c2eMNgWsO0O00WjNKN28eZPjx4+zc+fO2O+TySQ7d+6MAWa9XufSpUv86Ec/4tq1a8zNzb1SwPz9J3fyN//4KSO4EYAljVhG6watB6HxxhWiqcAr0E3zBiUkuYRtqEphiBRGoMhQlwJsCdV6Ax142ISoyEMAaeETVlYJK6vGR7i6igBCYdEQLqGdwUoXaFgprHQelcyQFn7suK3MQEy5GjsRq/oCfRKZdjpOWVbpgbb6Y4vKVLdzyEQa4a3hRo22t7BK5XCCDki2AMvKDWPlhvGWniID0xmOAaGQ+OUVtLBQ2WFS2VyMrt0NktJ220AspKJKwlSqKytI3TPDRYc2bVuK+0+MSMSn1x6wu2kfMFTsv69sS/Hg6TwPphc4dbTjV7ge3RpMl7g3WV5vW0tJPvnyLqeO7Iu9fvLYQRYXF/nkk0/46KOPuHnzJgsLCxu+plujBqurq5w8eZJEop+W3R0btXX6905M4EeaRhBxaLwAwHBX4r+/y45idrnMnanOIujC3WmWy3Ev7d7YbNX420Kheh1fT7QwyvM8Pv/8c+bn5zl79iwjIx0K429HQtxKzlsuFrt3795S2vaLFL9nZ2f59NNP2blzJ2+++Wb7vUEQbEnhe2FhgfPnzzMxMcGxY8di979t24yNjfHmm2/y/e9/nzfffBOlFLdu3eK3fuu3uHz58qYsnTYSuwYz/JNf+j77RvOE2qxrkgkH1dSniLShP4e6dT21/oGjJLalkM0Oro5CsulEE/sDJBHlhk8UeIjIxxUhRCEJ3WjaCK0SVo2dElFIiKSBg5/Io2wXkS4gk3mkmyTVM3qj0gO4UfeIk0CE8fVA6GRjxXYrMxhLXK30AKKZNEs7gV2cILSSqHQBETZARwRri2itTXLfZbeosoPI0Ee4GezCKLpRbdsnqnSByO9gQaNRN/PX6UGcZJq07kpSe5JcHXTeF7mmGBtWV7EJkIlUbJyse0Sq0kzQbj6c5tgeM/u8d5tRFe+Nas3D8wNy2Q6e7BwbxPP71/x+EDC1sEKqy1Vkx2ixKbAWj9VylX3bx2KvnT52kEajwRdffMEPf/hDrly5wvT0NJ731Qlldzx58qTNYH3ezP2zbJ2672vP8xjO2oxkXLJJh2Tzu5UanWdGKts5tzU/ZL6LYu4HER9ee/yVx/FaL6QT31hRrdYJnpqa4tq1a+zbt29dSyXLsvD9/gv+VYSUknq9zscff0yhUGj7+r6K/TzvJgyCgC+//JJyubxh8awXiTAMuX79OisrK5w8efK5Q/MtwBwbGyOKIlZWVpifn+f27ds0Gg2KxWJbEGUrqGbd8Z0Do/zDX/wuf/Jvf8TMcgUvjNCRRkqFICIMBa2SmZASHUW03IjXGiE06VYRUA81tmURaPAjUG6KyKvjN9U1ZMKhUiuhUp3upg59hI7QTb8+abtYXonA6ZyzSqQQ2u8oNyubYG0eless+ISTjilKqswATlDBa6pSYrk4jVX8ZLG9H11egKz5DJnItAW6tJujFgWIJlCKKKAuBLIpza8yRXSjjHCNgriyE0RWAn91Dis9QFSvIFvCWF2Jua9S6KBCOqpR0Rb0JLmR30C65n1aKHRQx8oUiUKftKPwdMfXUKbysAj7to1y63FHCXq53GAgm+6b8QHTCb77xFR8P7/5iB2jRR7PLuGvUxQbHyowvbDCxZsPeXPfDq7cM8Cw3gJ059gQ9x7PcuPBU0aKeeaWVhkqZDnxlmFcdIvPXL9+Hd/3GRwcZGhoiKGhoXUT3VYyXKlUOHHixAtf9+sJc7Xu72xCsKOQYLFMezZ+vtx5ZnQLwu0dH6RSSXH9sTlvYaT5u//sh/yBs4cYHBzsU5Fv7e91Qvw6vs4olUpcunSJXC7H2bNn+21qvsaEuCV2dfHiRWq12ivzO95IQqy15v79+9y/f5+33nqL0dHR2LMANlf4Bnj8+DG3b9/myJEjz1XMllKu61Dx9OlTbty4QS6Xa2P9Vi+WB9IJ/ulf/Al+/r//MdeeLlNvNGdkhSRhyWbyY/C+hfVgbBpBNvHVPNcqviabdCl7IRGAciCsomWShjaMp0j7yGQu9h0SeNS7PBUiHcUcFhoyEVN3BgiCELrySc/OxFSphWXjeCV8OhgheuyMlOwIewkhqa8uGCsmKwHZBKwtEDXKRLU1rEweHUUIKRFSYfslGsokTio7iHRSBGsL7U6vzBv8km6mmVQLImlTqZZxEg28IEIlM8aCqYn5osefWIc+VnoAX0ekRYNI6PZ5MlRtgZRw/2mnY/vl/RmO7NlGLp0C+ju5D5saIjceTnHqyD7OX7/HUCHLg+l+QayZpVXmlkttgS2A4UJuXUeKxzNLrJTLvHNoN5duPQTg/RNvcnTvdrTWrK6usrCwwKNHj7h27Vr7mh4aGloXL8HcQ3fu3OGdd9554SbZVwlzaa35iYOD/MateSaXTIHi3lyZgbTLcqXB3dkSlpIEYcTB8QJpW/Fw8Wn7s//RvzrPvmzYdqnoxfXNYv23iQ32jU2IW/PCT58+5e23336msqRSinr9q7sdWxUtO5T9+/e/Ut/d5wlttGhLLUVr27a3lDbleR6XL18GeKlZqWcB5tTUFDdv3nwlgLlrMMM/+4u/i1/473/MjakVwrCpUBxpXMcylNEuYYq2NY2QKKlp/UZISRAFxMgTvcfnZlA6IBTm9hHKxl9bxMp2eb7a6ZiNgbAc/NU57C41aZnMmwSyqR4tHJdgdZZkbtD4BXo+1XoZlWjSZ4TCdp2Y8rNINbvGLRXnboVqaRGuTGMXtwFGfMNffIrKNtWmq2vYrklcVGbA+CoXxogaVYLqCk4zIZbJTBtcAUKvTtUdRIQeScci7Epyu2eXASLfQ7pphLJpYONGNSqVNWQi07arKuTiD9RStcGb+7Zz98lM39/ZzB0Z4PTDiHQqBSwxtY6YxtigSYgRgsVSBce28PyAhZV+e6diLsM9ZinXGuyaGGZuaZVj+3a0r83WLP3w8DBaa8rlMgsLC22bsnQ63QbMfD6P1povv/ySer3OiRMntkRor3UcYJ6Pf/DEdv6Hc494uFhDCHi0WGEom2Bhrc6d2VUStkUYRdydWWXvSC72eVdmavzU2hqPHj2K2T4Vi8W2LsNryvTr+LpiamqKq1evsnfv3mdiq2VZXxsbrNFotO3R1kvOtyqelxB3K1q/99575HK5PgvFzdAVWyyzmZkZTpw48cIWir0OFY1Go+1QsRFLp5cJS0n+4S9+j7/ya1/waxcf0mgIwkhTD8KmHVMATfaVkBJHQiMw51haNlEUtq+vshe21arBsKO6FZJ9YZMSnhHQbEa13kAmOs9zlcwTVpZQ6U4SVGv4dOXDhHaaoGuNoLUmCjyUV8NWgigKjbikLFP1fISQuKk09dICVs50GgMni/LWCJuFdpkpEnUpVJtjyaGSOfwoxF98jErlUekCFV+3G7zSSWIHFcgNo6PQiHw1rR+lkyCsldod3RCJJ5NoKyKta/g6xMckxDIRXxe0EmQhJDWSZKwG5bVVpOUinQQymWXvUIp7TzsJqhCC2eVyWxi1O3aMFHk8v9L++caj6b7xp1ZkUwmm5o0A6Pnr99v2jDEh1WYMF7LMLZUAwf2n8xRzGcrVOgd3jrePqVAoUCgU2L9/P/V6nYWFBRYWFnjw4AGWZbUL4YODgyilePToEffv398yG9LeYvgv/sR+/r/XZlkoe+weyvBwoczu4RzLlXnqfsjhiSLXHi+QtC2e9miIXJku0/CDtktFsVhs430ikdgSyvTrDvErjnq9TqlU4uzZs1+5uPo6qsZaa+7evcv09LQRtdm37/lv2kR8FUguLy9z6dIlRkdHOXz4cHvbreoMl8tlLl++TC6X4+jRoy9dOWrFepZOL+KB+CKRdm3+5z//E/zn/8sX/NqFh2itqdQNrdSgniDhWFgS1rqUGiOhkDpod40RhjbdAkVpuwZ4WlRiIfHqDVSXMqVK5YkCD9n28VOE1cWOnzCm4hysLSDQWFKaORHfJ1kYxNcCaTk4uSFCIBAOuC7KzRggbXoXe4CqLqGlwop8apUy2q+RLhRpaMsIbpTm2/vttk+QTpJIriItB7uxQmi7bcsloWyC0gJWfsR4DwYeKqjghyDdNGF1teOx2Eq+lYOvHLK6SsnzEU4C6abbn2lOVfzvWWv4qGwRHRiRMeGmKJX7/QCrDZ+3DuxqV3pb0S2MBnDz0TTvv3WQj7683Ve4cKzOtTu1sMyZo/u4fPsRj9axbJJd77127wnvHdvPsWdYMKznJbi4uMjCwkK7kNQCtHfffXfTyfB6IaXkj7+3i//3p5Os1Hz2j+a5M7PKzuE8C2t1vCDi6PgAtoKL9+d5MFeKLfwuPJhn74Hfx1FHsbKywuLiIvfv3+fatWvk83nq9Xo7sX/R50mlUmF0dPT5G76O14HB16dPn7atg54VX1eHeH5+vu0J+s4777zS+biv+k6NRoNLly6htebs2bNbPi8cBAFXrlyhVqtx+vTpLRHGcV13Q5ZOg4OD2Ot40b5I/Kf/znFO7C7yX/3zK1TqPnXPUEaRAiJpPNod1cR6TWtcKulYbcFMISU68NqFZCEkUdiIFXYrvkaqjjewTGQJKitGz6MVwoo9K6WTwF+ZRiibbDJBqVKBKCKqLiMsF2E52NlBkrpBTSZAgpVNUSnNYxUMldcHpDQK1FbkU6+W8bwGlltDOElw04SrC8hmwdvKDrW7zkIqpJvCygzgBmUqWsc60tVqBTufMd3j4jYc7VGtlLDSAzG1aZnItllrVdJkZI2gad3UEtlsFbalm4phf7kRYjUL7UFzrnowl44lxABLpQp7t/fjxehgIZYQl2sNDhzcycJquW/bnWODXLtvuqKR1liWQgixrtfwxPBAMyE21OnjB3YCGttaf62bSCTYvn0727dvJ4qitg3i7du3qdfrJBIJGo0Gx44d25JkuDeklAxmk4wVktQ9n+F8iocLZXzdeS4lXIfxgTRfTi6gNeweLfCwacdUaQQsk+G73zlMpVJhYWGBmZkZbt++TSqVamuWtJ4pLxLfNjbYNzYhTqfTnD59+rkP/FddNW6BRqlUYv/+/czP99M6tjqe5U349OlTrl+/zsGDB9m1a1fMc7D1vs0A5OLiIl9++SU7duxoC5lsdWzUA3EzgPmX/+3jfHBghF/5R+dJ2hZhFOCF4DhWWynS0Km6Zlwsm6h5Ha33vYW0Ol4+GBuhWHdXWaj6KkEYkLQFlXIZrTX+yhzJTA4PhXTTBI0qVm4YTfPm0xFKRITCfFeNMp3kQme+RTiJGJU6dLPIKCSwktj5JJHfILAdpLQJa2UsHRKtzaPSA0g3ZXwLMQ8tK5VFSEWQGEBFAXZ1gTBZREuLdCpJCwqNJ3EN4cYtnMCIg3VTp5arDaxUHtUoEThGeEQ11Sylk4otFDTCTHZZNla2iK4Uufdkjt4Yyme4eGuS3ePDPOwSxZjuAshWlOseg4Usiz1AuVaNM0cu3HzAyTf28MnVO32fsbIWr6pevvWI//0f+Mm+7dYLx3EYHx9nfHycIAi4cOFC22P4448/Jp/PtyvKz6JbvUxYlmLPUIZKrUEhnQBWaXQ9NhzHbif/y5UG+8aK3J02s2MNP+RH1yb5vSf2tdkcBw4coFarsbi42PY3nZqaaleTBwYGNlQge90hfh0vEkIITp069VzRulby+DJFmo2E1pqHDx9y9+5dDh06xPXr17d8H73xrOJ3qVTi4sWLDAwMtOd5tzIZrtVqXL58GcdxOHXq1KaT0/Wil1VTKpWYn5/nwYMHXL16lYGBgfbvu4UGXyT+zbd38O7uQf7U3/6IyYU1XKWN57AUBFHEWt0UwwWifX3VfbCkcaEAmuJZXUVcO4EtonbCIW3XJH6JzsLfdRP4Xo2EJaiWy6Aj/FoJO51DKxthuYYFZSepSYmdM8WGjKhTpjNeU/NDtN3psqrsoCk+Nzu0IlUgKC1AfgQra97n6joNK2NmjoVEVReInAzaSpBxJK0U0MoOQqNMw81gZUCtzUFQI7SSONmiWf9IhRASv17Hyg4SrM53xrow66SwstrufpdDCW4WN6xQixQ66HKSUBZhvdw+T9rqdNutdAFCn4Xl2b6/4c7RQS7cfMTpo/v47Nq9zuetc31fe/CUw7v6Kf2ZVHxk6c7jWU4f2cvVe5N92/Z2o7+4M8lf+CO/p2+79UJK2cbDQ4cOcfPmTZ4+fUomk+HKlSvcvXu3vYbdKkZEK37PsXH++aWwPRp1b76MYym8IOTxUpWxTILpJbOOGcql2wkxwK9ffsD3ju5sN6d2796N7/ssLS3x8OFDarUaP/7xj9vd42KxuCFmaGuG+NsS39iEGJ5tx9Adr7JqXK1WuXTpErZtc/bsWZaXl5mZ6adxbnX0Uqa11ty5c4fJyUneeecdhoaG+mhTWzVDdPjwYSYmJjb9HTYSrxIwz+zO81e+m+f/+skqyzUzjxNEmqRjU/N8EIJkwqXWaAACP9JkEzZ1z8fzfTQYyrMQKCnJpmwWl5ZMYtw6fhFBwydEIJVN6GRwCGgIGytrHiZOUKGh3LaytZUdwtUNGqL5sBGSanklRre2ckMxUFRuGtsr4SsDSkLZJIIy9ea8kbRd/JU5rOKEmfNJZtDlJSIEweocDVuiU0lT9XbT2P4avpNDSItaILABvzSHzgyiu5J8O2oQyhRWYZSgvIQdefjSQQhJUF/Fygw095+Els1DWAelO7NOlk3UqCCac8W9VeR0vsjKcv891QhCYxMkjBiKH4QUc2mmF1f6OsGJhMOu8eG+hLh3digII2yrH6CkFLGkG6DhB7yxe1vftl8VYRhy+fJllFJ85zvfwbKsGN3q/v37OI7D4OAgw8PDFIvFTTMwfubYGEuVBk9XzGzR7dkSKcei6gUkbJvFcqfaX8imYLoj1HLzyQI//fbutmcpGKG87du38/TpU/bu3YuUksXFRW7fvo3neQwMDLQXBM+6J79tVePX8epDCLGhhBjMfbbVFOYwDLl27RqLi4ucPn2adDrN9evXN0Un3Ei0EuLuJH9ubo4vvviiTR8HtpQFtrq6yuXLlxkZGeHQoUNfi0Jsy9Ipn8+zf/9+arVamyl2+/bt9sjJ8PAwuVzuhb7faNblr/7kMP+Xf+1xZbaBbUn8ICThWtQbnkmIhYIoNEoiAoQUODKi0fDNdReF6KbHcSHlsrpcMp7Hze3RGjeqUW0ECMtGWw7KL+HZxoUBQEUeobRojVtJN02WOmtdCXA5kES6g7E4KYKuArgQkoSt8LuK7046S9hVEG94ASiNtF1kYRSvNIdMJYxQVsIirK2ZgrQQJEXYTpD9RA4hbaLSPDKVJ6yttJlklmXhA1Z+mMirkwwr1FRTC6S7YGMZtlzDSWPJkEbPnHMsQZaSqF5GNBNklcoz9SjO+AIYG8wzOb/C5btP25ogAPMr/TaIeyZGmF4qkXIdqo0uzQyvPweYXSmRdF2qPSrLvd7QAONdKtYbiZbg7OzsLO+99x6ZTIYgCNpMsStXrhCGYUxnZLPaOX/izE5+/doMt2ZWGc0nmV2tcWyiyJXJeQYzCUpd1qcLPf7ENx8vxPzJwej+jI6OUiqV0FozNjbG4uJiWwsgm822sf5Z9+S3Deu/8QnxRqvGWx1LS0tcunSJ8fFx3njjjTYFcjNy7BuN7v20OtRra2ucOXOGTCYTqxR3X+AvE1prbt++zfT0NO++++6WK2ZvNLYSMFdXV7l06RIHd43zr37wPr/8P37Ox7emKdc9aoEm5dpUGz51PySTcNuy9GtN70KhbIOBkURriIRg1QMnXUDrCN1l6RBWV9qUIQAZBLEKa0OlYlQlhKBSqaFSTvs7WJlijOYshERJgdQhURiYf+r/z955x8eVl+f+e86ZPqNeLVnVkrut4rq0hVCWLcBuFkI2QChJSAgkcMlNLi1cIJQACQESFlIIEFhCCL2zlN2FsOC1VVxVLFnFqjOjMn3m1PvH6BzNSLItWyNb8tXz+fBhPZpyzpkzv/f3vu/zPo8dNTKTnsWR7MRFN0Z0Fsm3EIzzSrLoS7ogIIoS9sIKVECdnQBBwFlQQjyZxO5IP8+WV4KAhr2gEjUewkjFEIvSBZGULloLhM1XTCoRQVciC5+ZMY/tcFmzTKrkwi1JJKPzSO50N1pXZUtoK+1HHEdwpivmuit7ttWE2dkcnprh2N4GTpwboLaylNnIcsXEWCLFucExDjTVcHYg/fft5cWM+WeXPTchq5Y4h4nt5SWMTGQnxPleN7WVJUtffkWoqkpXVxeCINDe3m5t3jPpVpqmWXSrvr4+UqkURUVFVkX5Rrok97dV88iJEWZiMrUlPkZnouyrLiaekjkx6Ke5qpj+8fR1mApld8yfvrs6S43e3GibDBWbzWYlwM3NzZaGQiAQ4OLFi7jdbitgZlbD4/H4ulaNP/CBD/D973/f6nDNz88ve85K68OnP/1p/uRP/mTdjmsLN47VJEBmEpzrhNh0RhAEgac97WkWNdn8rPXonprI1AQQRZGhoSEGBwc5cOAAlZWVy8Sz1poMT09PWyKltbW1t2z2z3SoqK2tRVEUa13p7OxEFEUr1l+raGjqnQiCwJfe9Hy+8OQwn/5pD7quk1R0CrwuQrEkBukEQF4QYFV0QDPS3r+AoUtWNzOU0sFTgAeFlJFBnY7OYMuYExZcPvQMppQmOtAjQYS8RXXhkCaBljHnKznQwgHEgsXRAJuvGIehoOgGmqqiigLK3ETaqkgUweZADQewFy10Rp0+lPkp69+CtxhDjmPLKyEB6JHJNEvL6SLu9MKClolod+HSYiQLKtDlZJa6tCx50srXkh3R4UKVI6iJWSRXnhW7TRhKEhxudCG9v9BiIQR7+v2XjkhlWS3aHCQNG5DN6NQWfmuyouJ0uhBFAbfTwfAKwlmFPg99o1PWnsDERHB5rC/N91Hs8zITyk6szVnjTOzfsXrbVLNBNTk5yeHDh61YZ7PZqKiosETvIpEIwWAwK8E0k+PrLfoAuO02Sr0OqovcbMt3Mh1K4HDYyXc7CMVlaorzGQ6kqeAjgQjlhV788+mO8TP2bM/Kk8x8xoz1drud/Px88vPzs8bAZmZmGBsbQxCErNljc0283WL9hk6IV4P1SIhHR0fp6+tj9+7dWf7CN2uGyUyITfEs027K4XBs+BmiXOFGA6bf7+fcuXM0NTVZNlH/9KpjfK9rlL/74Tkm56LEZR2nzYaq6xgICxVlPR18Mn2IRQknGqbCvS6IWTRpWPAQzBCWkG0etMgs0kL3VFjwR8x8juQtRJ2fwuH2ocpJ9IVOv1uNohgSmiCi21yk5qexF1amu88AJBBszrSNFIAoYFNiJBJx0NP2EU67HUVypZWiw36kBREvwelB8hahY2BoGmp0FpuvGEEUkUNB7IWV2DwFqIaBS42QENxI7rws0Q6XTUB2l6LGQgiiPYtCritJ63kJQ8LuK0KTk+nkd4m7m6EqmGKaqmBPK1VnVJZrKkqyZoee6hlmZ+02nFfYmI5MBUEQCMxHcTnSXf6K4oIVE+LgXISZcJTifB+z4XRHuawwb1lCvG/H9lX/thRFoaurC5vNRktLyxU3cJIkWQHRMAzi8TiBQAC/32/N85h/Xy3dShAEmsvzcEkCkmAwOhMl3+NkYHIO3YBCnxdIX4fx2Si1ZQWMBkJUFHo5snM7goC1nmSubUs7Y4Ig4PV68Xq91NbWoqoqc3NzzMzM0NPTg6qqPPbYYxQUFDA7O7uuVWNZlnnZy17GHXfcwWc/+9krPu9zn/scL3zhC61/FxQUXPG5W9j4MONdLmPw/Pw8XV1dlJaWsm/fPuuezywMrSfMz1NVlb6+PqtDbc7v51I8a3h4mKGhIQ4cOHBFkdJbgSs5VJhFQ5NRs7TLFovFLFVyU+/kj569k+fu3cabHznB0HSIUFzB43SQkFVskohdcli2P5aogpDuZgroWe70SdVAkNKzxwCSpygrHuqChBaftUSvAARvYZZDgyDZUWNzGJqKQzRIJhNggCs1hyI4MEQpbeEUj4O7ANFhS49TeYswDC3NvgJseUUYkSBIEqqcAl3HqcZICk4EyYYSmcGxkLjaCssxFBnR5U17JCtJHCXpfWw8pSLa0kVse1EVdjlEyrAv6JvMWeci2OzYHOn4b6gpdF1FNCnjWR7PAh6Pm6RhQ43NITm9WfsClohs2n2FyEsYYZf9iwnqwJif43t3EI0nOTc0sexekRfG2p7qGWLH9nIGx/wU5XmZnl0ulGmTJE70DNDSXMvpi2nqdHG+l8BcdoIsiSJ7GlbHBjNF6Px+f1YyvBSCIFgJZmNjI7IsW0yx0dFRRFG0Yn1xcfGqi27P3l1OXFYsMZBIUqXE52QoEMVlz77WdRXFVkJ8z5FmHA6HtZ4YhmGNmiqKgtPpzJohzhwD03WdcDjMzMwMo6Oj9PT0MDAwwPDwMNPT09d0oFkLbnas3/QJcS5niE1l6+npaQ4dOkRxcXHW329WQixJErIs8+tf/5ry8nL27t2LKIo5TYbNqvh6zhDlCqsNmKlUiuHhYfbv379MnOW+tlqON5Xzhs8/ySV/mHhSRteNtGm9nl48bSIkZQN03YyByIaYtlVaoCsJdieCrmIsUKdFpxc9NouQYTxvzvxKIijxGIYmo8ZC5BUWEksqiI60f6AogmgvttLFaHwO0bt4z0m+kqzuss1TmKYyiekFSHDloSfnsWcIdyUjQWx5Eg4ticvrIq7LaKIDm7cQnxEnKnqxF1YiJedQw35ETwGSy2fRmG3eQhJyAgMFIxnD0JXFRFdLN79t3gIMVcFDgjjpIkrWvSiIqOYskcONGplFQkMzzSmW3LdNjTsY6O+1/r2tpCArITYMiMsqYizOUqSVKNMBdWo2bFWOV1KXdDnsjEynRSfad9VZCbG0wkbzQFPtssdWgqIodHR04HQ6OXjw4Kop0JkJZn19/TK6la7rFt2qpKTkqnSrF7Vs459+fpFAOEWhx0nn5fm0uAwwMZ99zSpL8hkNhLirvRHbgojIUquHyclJy5tQluVl3WNIr7tLVbdPnDjB1772NXp7e3nb295GV1cX99xzD8ePH89pR++9730vAJ///Oev+rzCwkIqKyuv+pwtbC7kMgabmhzNzc3U1dUti6c3I96bv6fOzk5LPMvlcuU01uu6zoULF5idneXIkSPruoFdK1Zr6eRyuejt7aW6uprm5uas69NYnsd33vJc3v7VDh67ME4onkISBRKylqb/CiI+p0Q0IUNmCiza0hZEpoODzYEuZ/xbFBHIZixK+SVpirLTgy7H0ZUUupxE0pJohgCSA8lbjFtPkJR82OzppDKppdAMAVFcmGd15aOGphep0zY7dlVF1RcK9aINu8uNIjqxe9LF9nh0BinPhU2O4MnzoKsRUrY0K8tr04mTHtES1BR6bBaXy43sKbCYZIIoIQgSgs2JGglmJa8pwYGgq4gON4bdhVeNEFso6i8VzozHE0jeQmy+ErRkFI9kkFqoeEsOd9Y4QNm2KsYzEuJtpYVMzmYnqKf6RnnavsYV74/xhVifNghJC2fVVJQwt0QDBEgLagkCkzMhi2JdXV7MzHz2aFVzbaXl73s1GIZBb28vwWCQI0eOXBejy+FwUFVVRVVVlbWHDQaDDA4OcvbsWQoLC60E+WrOKy9t3853T09waihIfXkeF/1hmkvTe7DhYJSKQi/TC0mwyXhsrChk9/bS9PjfklgfjUaZm5ujpKTEyqMyu8fmv03V7R07dpBMJpmfn+fb3/42v/rVr3C5XAiCwD333MPznve8nK4vNzvWr//wyBpwM2eIZVnm5MmTzM/Pc8cddyxLhnP5WdfC3NwciUSCxsZG9u3bl/aEWzDqNgwjJzNEJ06coKCggLa2tg2dDC+FGTB37drF05/+dI4dO0ZBQQGDg4MMDg7icrmIxWJEF0StMlGa5+K//+y3+LPn7yXP7UzbDCx0cFXdSCtPCuk5IqdNRMTAMNK0K1FT0OUkqDIuUUNLRNASYbREGFGUyBdSuPU4diWGiAHxOTRDRHTnIflKsBdWouoCNk8Bos2R7iyrStZ8jugpQgktCkwJooTN6ULU0hVtwzBICE6U+WlLEExzFeLWFhd4yVOIJqeQHfmERR/JUBA1MoOUmCWcVKzXqY4CHHnFIDnw2g2c6mJA0VKxtNK0twBD0xAW7KpEZ1pIDNIBO5pQUGPzGJpqBcnFN1ksUtnyitEUGS0eSt+/9uzkbiKms7188femrjAm4Z+LULjCQltRkl0JPNU7TP220hUDZN22UktlubN3mJbmOgDCKyTaB1ZBoZJlmVOnTuF2u6/aGV4NTLrVvn37eNaznkV7ezter5fLly/zi1/8ghMnTjA4OEgoFFp2Xz+tqYx8t4OR2ThOh0QspbKrOn09J+bi1JYu0tKDkfT396IjO5cdgyiKBINBBgYGaGlpwev1Zs1tqqqKLMtpdfSM+9ZU3f6rv/or/ud//oeKigpe9apXMTY2xgMPPEB5eTnh8PIK/nrjTW96E6WlpRw5coTPfOYzN2XcZQvri1wUwM2NbU9PD21tbdTX168YT29GvI/F0uuUw+Hg2LFjOU+GZVmmo6ODWCzGsWPHNnQyvBSmQ0VDQwNHjx7lmc98JtXV1RYLzBypm5ubW/bbFgSBv335YT79mqezrcibVl0WhQWWlkA0qSwUZgUcooBdFDB0Ha/Xi1PULEqxz+lAi4fT8T4eRtN1ChZivUONI8hxDC09hyw4vEjeYuxFVbidDkRPAaLTjSAIpEQnRmoxzhiSEz0ZXZT9B2x5ZTi19HMMw0CTnCih6TTt2DBQJCcuI2G9RvKVoIaDqI484lIesZSKFptHC00RNyS0RHrNNWxOnHY7ss2LS4/jsy1+ZkJN08Zt+WXp67FAoxYEES0Rsa5lChu6kkSXEwiSDT2ZETMzRsQkV1o0UouF0hR0yZamWC9gJgmH9ywmu5lx34SqpcfSlhaqSy27pDQGxvwc2duI27U8mRWERV0Q/1yE/QsFbs8KheXV0KUNw+DChQvMzMxw+PDhGxaBg8U97M6dO3na057G05/+dCoqKpidneXEiRP86le/shLvpeuPJInsqczD47BR6nMDAgW+xWOpKy+0/rt/co5Cn4sXHW1etoaIokgqlbJEdKuqqpAkKSvXMGO9uRaZcLlcPPDAA3zve9/jpS99KQ888AD5+fm8/e1vp6SkhB/96Ec3fG1uFLmK9Zu+Q5wL5clIJEJnZyf5+fkcOnToit0Mk0K1niqXAwMDjIyMYLfbqa+vXzZDtFbxrI0yQ5QLCIKA2+0mEokgiiJHjhyxKspXs3R6zbN28tIjDfzlfz3Fr/unSCkqNkEiKS9UjEUJTTfQjbQYRySlI0g2xIWucALASFpKygBzsRCC04sgiSABNhckQuBeUIsUJWRZRxQUhIUAotk96dmgvLJ0sFGSSCL4tBBJRSelaEguF6lEEtHuSCedgM2Tj48kEdUBmkrMULHrfpJaOtB5XE5k2YbgcCPllyOmImjuIgRVRpkdx+YrQXR5SUZnseWXkSAPNTGLW4ij2DzYvQXoCxVge1ElghJD0wVEpwctFbcSWqfbgyI60VMJDF0FjEUlTin7N6QpCpK3CC0ZTS+6GV7Kmt2NXXBYPsHDE8tnh3ZUl3OiZ4idNZX0X16sMC+9fzXdwOVyMjS2XM2y0JcxEiAITATnyfO4Vvy8A1ewXDKRSqXo6OjA5/Oxf//+nArTZM7T79ixg1QqZY0MLKVblZSUYLPZaKsp4szoLLWlHqZDCTyuxcC/rSSf0WB6IzHkD3O4qYq2xuU2F5OTk/T09NDS0kJJyeL8tCn6Y65DmXSrlbrHiUSCl7zkJbS1taHrOufOnSM/f+VZ8fXC3/zN3/Dc5z4Xt9vNz372M/7iL/6CYDDIu971rpt6HFtYHVYbh9aapCqKwunTp0kkEte0dFxvzRC/38+ZM2cQBIGdO3daYpq5Es8yKcV5eXmWUvVmhtPpRNM0YrEYBw4cQJKkazpUtDeU8vO338PHf3ye/3zyIvOxFHkuB5FEEox091UXQZFVBEEkqRgYumjFuLiO5c9rfhfzmooua4iOtF2SZPdgRIMI3sU1M4YLPUPTwxAkdE1B1FQEDLRUHAyNfCNCUtZJKhpOl4uYrGAoYWy+YnRBwOYtwmskiGlpxeaYpuKzzxFNpJsjdpuElAyjudL+w2rIj71oG4aho0XSVG2brxgFCUPXSUo+DEOGaBDBV5Iei0pGEV0+bN4iPEacsGUptXjvaTY3kqRjGKDG5rMSedHpznLBSMoKkq8ovadJxdNF/wWWmeDwcG6kj7rKUkamgujLa99IosipvhGO7G3kNxlzwjXlxcssl84PTdBUvdyqraa8mNHpRXvFpy5cYlfdtoU9XjauFetNhkUoFOLw4cO4XK6rPv964Xa7qampoaamxnJeCQaD9PT0IMsyxcXF1siAy+Xi3pYqzo2HSCw4pozNLVpLRTJsJgwDmqtKecmxXcs+MxaL0dHRQXV1NU1NTcByplhm3IeVY30ymaS1tZW3ve1t/P3f/z2Dg4M3fRwjl7H+tkiI4caFNqampjh79iwNDQ3XtBoyP2s9EmJN0zhz5gzhcJj9+/dz4cKFnItnmTNEK1GKNyNkWeb06dMYhsHRo0dxOBwUFhauytLJ57bz6dc8nUF/mA98q5Mn+yax2yR0Q0fTdFQEfG7HAq0KdEPAKUFqIemU3PlpepUzvdBLngKUUGBRLVoQ0O0uyJg5Eh1u1JCfvPw8IpF0Yija7NhSsyj2PKQFVcewrqMl08rTKiB5HdgFDV2Jo0kuJMEgklCQ9BiiOw9RdKIZTvIlSOBARsCGhqjLuGwCuseNjIZqc+As3oZgGOjxeQSbc+EcPOkArCto8Qii04VDT6FIbus6S54C1Nhclj+jLNgRdTUdEHUdhxxCXvhtiA6PJVIC4HY60h7KC/RsLTKT9mwW0hSs4bEZjuyqZ3pmnpGMmSITZhVU1nRLdRrAv4ISpaLpHGyuyxLOguUexoH5CHccaOLJ7r6sxz0uJ43VV/bRTSaTdHR0UFBQYI0zrCecTudV6VZFRUUcKs3niVIP84l0kBwKRq0RuaWKk3cdalq2fk1NTdHT08PBgwezkmFYpHUuDZhLbd8gHTQzlSdFUeTgwYPXPMf3vOc9Fj3qSjh58iSHDx++5nsBWcGwtbUVgPe9731bCfEmx1oS4mg0SmdnJ16vl+PHj1+TGbVeHeJMeycz1mduQmHt4lmzs7OcPn2a7du309S0/Pe+2ZAp/nno0CFrRnC1DhX/64X7+ZPf2s0Hv93Ft08NIwoiDrtIUk67T3g9TuILsV4QJTx2iC0kF5LLtyCeuTCqJNowtCiG4bBow3hLLF2O9JOENLsqMY+qKOk9nGjDZY+REpwL+wY3IR3UxCw2XxGyICI67QhONw4tTkpyIxg6cc0AeQa724fodCIb4MsDRXCgGgIaOk49mb5niooBhYRgx1G0DSkVQVDjpGQZUgls+WUINgceXx5ROQmGgU0wLInMyIJ3sBqdRXL6FmO4IEAqieDypUVAIzNpvZUF2yZNXrRaFOxuDEgXvO0ulMgMdjQU0h1IWXKBKKVHmKaW63w0VJUxOBGgs380S3XaYV++v48l5RU7xOXF+VkJMUA8pRCOLPclPniV8SizoBuNRjl8+PCalaKvhaXOK2aDZ3Jykt7eXrxeb1pjxCXyi8sR8lx2pkIJ6srzGfGH6Z8KUeh1MR9Ld+UL8zzUlWez6GKxGKdOnaK6upodO3YsO4ZMurSZFK+kMyKKIpFIJEsvZKX3W4qNHOs3dEK8nsqTpmz60NAQBw8epKLiyhtgE5nJdy43wclkks7OTiRJ4o477kCW5awAmYsZop6eHovucbO7NesB0xLL7NAtrX6v1tKpqqyMf3/9s+kY8vOOr5xkOBDGbRdJyCrRpIrdJuGyCaRkxbJwQBDT3VOXBwEd1RAwdA3Jk4eYDKEbAqqSSlegdQO7nkI2RAS7C1t+KYocSatVLnynCqBGZrD5ijEwQEmR5/MiqjFiyRROl5OUrCJIEuVuEY/LicPupaJoG/keJ4V5bmw2CZfdgaxqzMRSzEWTKDoMBuPMJUFTUwjouD1eZFVD8BYhGgYOJYq8oEIpJ9OzQIYqk4jFseWnk1Cny4smSulAGJ1Nq18L6eCmJuML80gigtODnoghOpwIkn3R/gFIGZJVbxYEEbfbjayp6EoqrUbt9PJU7zC/1b5rxYQ4mkhTfUemZzm2p4HfnBvA63YysoISZUm+j57hSYryPMxFFqld07OhZc9NyQr7Grdz/tKY9di+xu1IK8wgQ7r72dHRQVFREXv37r3pG82lM3bxeNwS63CqUQb8KoVuG7MxmabKIi5OzjHkj1izRXZJ5EWHs4OWyRppaWmhtLT0Cp+cfQwrBUzDMDh58iSaphGPL6ehXw1vetOb+N3f/d2rPqe+vv663jMTx48fJxwOMz09vaq1fgsbEzeapAYCAU6fPk1NTQ07d+68qeNYmTC7TYFAwBLP6u3tRVlImmBt4lkAY2NjlihodfX1WcdtRGiaZiUlK4l/Xo9Dxfteepj/dfcB3vqlX3NiYHqhW5wintIQRJE8Z/o7j8ZTGIYGoi09e+nOxyvpxDQBDD3NlooEcXt8C6KWeppyrYUJJXVEhwvJnYeoy9hsTnRhoXsKaIkwNqcbQ7KjK0k8bg8OUiQSKWt8KyVI5EkJivPc2O1OinzFlOS7Kc73YrNJuB0OFFUjqRmMzUZRNJ2psMxYWEUzDAwlgsfjRnZ6EQQbNrsPh5EkudANjiogLBTq5eg8kj2d+EqutL+xzVeMloxhU1WMBScITbdUQNIF9FQcMBCdniwxUkO0YUdFWUgvJKcXBREtHkZ0+RBdPkb9EzxtXyO/OrvchqmkwMvgRABF0/G4F7uxK41BVZcV8Ztzg1kOE7DybygaT9G8vZyJ4OL+QhAE9u3YvuJ9p+s6Z8+eJR6Pc/jwYRyOa88Z5xLmyIA5NmCKywaDQYoJYxcNqvPt9CYVyvI9jPjDGAY0VRVz6mJakOy+Q9mz2GZnuKqq6poNQLhyMVzXdUKhEE899RT79u27rvPayLF+QyfEq8GNKE+a6srhcJjjx4+veq4mMyHO1dxtKBSis7MzS+XS5O2Pjo5SXl6+pnkFs4uqaRpHjx7NOd3jVsD0UaysrFzV5ma1AfOrf/oMusai/PPPLzA4OUc4IaPoOnIirYAs2NIdUc1YmN81QJcT6aApSgiiHcMh4jQUcCwGbclIYTMk9IXjVB15aLF5XG4PyXgMQ1Nwu5zoqXCaToWNREKh0G3nmfvqaG3ezr7Gap55oGnFaui1MDg1x5N9k/zs7GXOjofRdAM5FUd0eFAc+XjtIgIaMbfPojJLeSW4kYnrNjTJgQMVGRs2XzGSHEU10jSyTOqULDgQnWn7CiMZy1bstjvTvs42x8K1dCAKdkS7Ey0ZTYt3pGJEkyrlRfn45xZnhSRR5FKGCvSpvhHqt5Xi87g4d2l82fnquk4knuDQrjo6ei4B4HM7V1SdtttsTEbm8Lgcll/hweaVKVSJRIJTp05RWlrK7t27N0TXxePxWGrsvy2O0f+D85S7BeYTUVAX/RZryvKZno9xd3sDZQWL96Y5j3fw4MFVJcNLkRkwz58/z0MPPcTrX/969u7de13vY1LA1wtdXV24XC4KCwvX7TO2cONY7W/pemeIM7ux+/bto6qqatWvzXVCLMsyXV1daJqWJZ4lSRITExOIorimYrVpBzMxMUFbW9uKOiibDaatEsCRI0dWlZSsxqHiow/uJ6K18fEfnaPjkp9QLElK1Qgn5LRGgyQhGgK6pqRVlQWIyiq6oiDanQiChC2vDJuewJYhqJkwNFxOFUVI7xVV0YGeSmAXFVRNQ5OT2G0SoppAUmMohkRKBZtdYH9dGW1N2znYVMMdexuW6WOsBnOxBE/2TvCj06OcGZ3DH5FR5QSC3Y0susjPE9IilYYNNR5Oi2HlFeMTkkQUHcFmxy1BCpBcXlxGiuhCYVvMFMgSBDA0BKcPLR7KmiMGSCbiFl1cdLgwNBmbtyCtw7JgU6Ua0Lazjq7+kezXyou/7/7Lfo7t20Fn3zBDS5wgIO1hPB6YIzgfw+mwpT2agfkVkuftFcWc7BmkqaaSgYWxqx3by/G6l++JTcZmKpXi0KFDNz0ZXgmZ4rJvrm3i0pdPEomnO8EjgcVif3zBk7mi0MNdbQ2Lj8fjdHR0UFlZecOsEbMYHolE+L3f+z0OHDjA//7f//u63mMjx/pNnxDD9QUus7Not9u54447rutGz7UVw+TkpGURZFZEdF3Hbrezc+dOy+/T5/NRVlZGeXk5Pp9v1TeyOUPk8/myvFE3M0wK9I4dO6irq7uh97hWwPzr51aTEJv5918NcXLAj6LZiCdT6bli0YbPIZBIKehgzdUKC51jQ5BI6gZ6KmrRg5OKji5H8LocRKNxBEnC5nCiqQpelw1Vl1AVmfJ8N89pbeb+Z7VydF9Tzq7ZjsoidlQW8ao796LrBp97oodvnBxmJioTTSrEUmn/QQGNfLeDqJq+16NJBUECQzNIaCqS21TINBAdDrREJE2XtkYIBDySQUJyYtjs6NEZ0iqepjVTCmkhIVawW3QsyeXD8BQgxGc5NzxBXUUxgfmIJR61o7qMi+OLwVDTDRwOBz7XyvSlyYVOcEfvsNX9rdtWyvkVkudQNMbkzDxH9jby1Lk0xXolhWkzmJSVlbFr164NkQwvxV37t/HdMxNMzqW7s/Pa4vI+OZOmlt+9u5D5+XkKCgqs31IubFh6e3u57777eMMb3sDf/M3frOv1GR0dZXZ2ltHRUTRNszbMTU1N+Hw+vvvd7zI1NcUdd9yB2+3mscce453vfCevf/3r153ytoX1xfXEek3TOH/+fJaV0fUglzPE0WiUjo4O8vPzOXDgADabzWJWNDc3MzU1RUdHB3a73epmFhUVrbpbrGkaZ8+eJRaLceTIkXX1Br1ZuBYLbDW4kkNFb28vsizzutYS/vzOGr7SNc2PT48SSyrIskJSUTEEEYfDhYhKSjUQJDuiQVZhNyG60aKzSJ4CS1vBkBPkeVRCCy4GdqcLVRfx2EETXSiqgleCI7vruO+OA9z79FZL8X+tKPK6uffQDu49lGYB/fzcGP/+RC8D02Fk1UjPmAoiIOHLyyehpS2SwikQbBJ6Kk5CFDHFr+O6hOjKS3d33XkYchxhwd7J63aSQExrg8RDFnNsJehyEsmd9ji2i6WogRGSisrQ1AxlhXkE5hcFvIaWsL7ODU3S0lzLqd7hZe9rCm9NzoayHCaGxpcnz16nIz0Drak4bBKyqq1Il9Y0jdOnT6OqKocOHdqQorPl+S5aakv40q+H8DntBBMKlQUupkJJ+qfCeBwi9+0rY24mSElJiaV5UlFRsUyV/XoRi8V42ctehsPh4Pvf//66rjU3O9Zv6IQ411Xj2dlZurq62LZtG7t3774hapIpfLEWZNK1W1paKC8vXyaeVVtbS11dneVfFggEGB4exuFwUF5evkwoaqVzvZ1miAAuX77MxYsX2bdvX85oj1cKmInAGL9dr/NHh3ZxMQQ/6QkwEggxHgyTSKloioaBjsMmkefzoGsq6AqqpqMLBoLbhaBGSeoShiAgOn0kdB2fx4PNJiDqGlUleeyqyONgTTEvu+956+rdakIUBf7gOXv5g+fspWdijvd9s4veiRCappMybEQVnTyXSCSlIzlcGKIEhoGhyZa/oOT2YegGojsPPR5ClOywECSjiXTgEwQRyVcCchxDsi8IiWUoaAgCeiphiXCJ7jy2leQxEozSOzrN0X2NnFhIUIsLfLAkwF0c8/OMA8uLBvleN+Mm5VoQmI+lK/J5nuVVYFEUGF6oOj91fpD9O2o4N3h5WUJsztxs27ZtzcFkPeGwSTxnVwXv/c5ZSn1OgtEUOyoLGJwKMRnVuP9wHZVeie7ubov6VFtbS1FR0Zo+d2BggPvuu49Xv/rVvO9971v36/Pud7+bL3zhC9a/29raAHjsscd49rOfjd1u5+GHH+atb30ruq7T2NjI+973Pt74xjeu63FtYf2x2oTYtBUErG7sen3WtWDStevq6qxYnCmeZRa7dV23dC/OnTtn6V6Ul5db4nkrIZlM0t3djc1m4+jRoxtyA3+9CIVC1l5ttRT3a+FKlk6BwDTH88O84N5aYoKHH/bM0Dsxx1hgnlhKRVZ1DF1FEgXy3A4MTQRdRdF0dF1D8HkxlDiqASoigsNFVAW3x4tTNMDQKMmzs7uqiIYiO6+477k3jcr+W/u381v7txOKp/jgt7v5yfkJBMMgokBCF8hzCsQUAxyuNDvM5UNLRCymmCDZEOQEgrcQLRHB0BTEhVgfU0BcuNUkTwEOI0FclhEdbgRpSTKS4UAh2BxIDie9I1PIqkZtXaWVEDdUlTI0uXT2V8a3QhcXsKwTYdFhQpIkBlcQ1Uyk0gywkakZju7bwYmzA5b6tAlN0+jq6sIwDNrb23NqF5hrvLh1O9/tHqO22EXnUJDaiiKmQpPoBhzasY17W6ro7+8nmUxaLMnt27ev6beUSCR4+ctfjq7r654Mw82P9YKx1MNjA8G0+rgWfvnLX7Jnz56rtuFHR0etuZqammvLrF8Jjz32GG1tbTdMvTMruaFQiPb2dvLy8rJm8ODKM0SmUJTf7ycYDGIYRlbANCuo4+Pj9Pb23jYzRKb69vj4OK2trTeF9pgpaBAIBAiHw+Tn51NYVETHeIIBf4TxYJj5SJTLgRDRBUujPKeNWCKJqmk4bCJl+W68DpGyPDfVpQXc2baTp+1vQhQFaz6lvb39llLZL06GeOfXOhidiRFKpun6ppq52wZxLX0/upBJGOmZKqegkTLSwcJrJInqadq4rqSybJX0ZDRtMaWlbS5MgTEgLVTiSXdtDMOgmXHODKZnX0QBKvPdjM+E2d+4nfPDE1nHLIkiBXkeJHT8c4vCWgebajiTMUsEcGxvAylZprt/NOvxuspSRiYXba5KC/MQETj5Hx+wZojNzo4pQLFRk2ET8ZTKyx7+H4q8Nk4O+jlcX8zJ/gl8Ljs/+D/3UFnotdRty8rKiMfjxGIxCgoKLCrT9bBQhoaGuPvuu3nggQf4h3/4h3UXGNvC7QnDMJBXUIBdip6eHgRBYPfu3Vd8zvz8PF1dXZSWlrJ3794bZkadPXsWt9ttqbBeLwzDYGRkxCriVlVVYRiGFe/hyq4Rpu6F3+8nEAgQj8cpLi62iuFm9yMcDtPd3U1JSQl79uy5LX5/5hhHU1MTtbWr84NfK1KplBXrZ2dncTqdlJaWMhox6BydZ3Iuynwkyuj0HPMxGVXX8NklFFUhkZKxiwJFXifFXjs+l4OKIh9P29/As9v2UJjnYXh4mEuXLi1T8L/ZiKUU3v31Tp68GCAmqySVdKxHN/A6JGIL9R+vqBBVhTSDS5PRFhJcQY2j6yLCQozP7JbriTCC05dW1/bkZ/2NVAyci6M6JfI0l0cXqdJ7q4s5PzLNkT0NnOrLplBDOq6LGFn0aqfdlqahZ0hV76qtoNDr5sT5wWXvUVrgJZghwrm7bhvvf8PLOX6gGUiPUnZ1dSEIAq2trRs6GTbx7m+f4dzYPOdHg9SXehmaSBcTPvXaZ/L8gzUkEgmeeuopPB4PoigyNzeHx+OxYv3VmmpLkUwmeeihhwiFQvz4xz++bsbNZsDG/8ZXgatVck1BqampKQ4dOrTmuZq1VI3NqrUgCBw/fhyn03ldnoNLhaJCoRB+v5+LFy9y9uxZiouLMQyD+fn522aGyFT5C4fDN5UKtlTQIJVKWZ36cm2GmionZS2N1+zUrwRFUejsTFchjxw5cssr+s3bCvjqn/0WT/RM8s6vdxFPqcQVFcMQiKVUBFv63OKyjiDIGJKNhKogOtLLR0wTMXQFdA1xyaywoeuILifY7Ojx8EK3eCGR9ngwHQoFQSAQX7z3dQMEyYbTLtF/eXLZMTdWl3Hxsp+Wpu1ZCbHHuXwEoqNvhMbK5ZuQsqK8rIQ4OB/hnqe1WslwJBKho6OD2tpaGhsbl71+I8LjtPHul+znA987D8DobJrO/7cPHaey0EswGLRo0ibLIplMWsJcly5dwuFwWAGzuLj4ignF6Ogo9957L/fee+9WMryFmwJJklAU5Yp/Hx8f58KFCzQ3N1NXV7emAtZaYr0pnuX3+zly5AiFhYXLCt9Xs1DM1L1obm5epjabn5+P2+3G7/fT2Nh4RS/lzYb1YIGtBk6nk+3bt7N9+3Y0TbPGqJzxIMeKdUp3VlrWN9cr3trf38/ExMSGEDT1Ou38/e8dY2IuxlseeYqB6QiypqEgEJXVNAMSgagqgqFjqDKqKCEssMMMmwdDTmKkYmkbSDW1mPSKdgRRRPIWpj2QDcMakcLpwViwcgTAla3bc3FqnrICL4HZ5YKaAEMTQRx2CZ/baQlsNlSV0TuSvTfoG53mWS3Ny15fWphHcC5bVDMUTbCvMS2opSgKXV1dSJJEa2vrphkv/F/P283LPv0/5LsdDAdjVBf7ePbebTz/YI3lhlFeXm5pnqiqaglzme4rxcXFVry/Es1YlmV+//d/n2AwyE9/+tPbMhmGDZ4Qr9Wb0BRkUBSFpz3taWsSp7rWZ10LpnhWSUmJ5Vua6ed5vUrSgiBQWFhIYWEhzc3NRCIRzp07RzwetyjZ4XCY8vLyZaqMmwWKolj0TtNW6VbB6XRSXV29KkunqyW4ZlHE5XJx8ODBDbXw3rlnG798ZyV//Y0ufnJ2nIisowl2XJI5N+xMq2ku+Dcauo4gimBzICiptKejHAdds4Kk2+NBJq0sLXkLEVMhNFwIkp2EJiKIhqW2HYhnjyKMz0Z4VstOftHVt/RQcS8k6acHxmjdWUf3QuXYFJnIRHG+F2mFGS1xhd+bKWRi/l7r6+tpaGhY9ryNjGONpfzvu3bzTz/tISGrvP+BO7lzbxUzMzOcOXNm2WbT5XJlbQbn5uYIBoP09fWRSqUoKiqyAqa5lkxMTHDffffxvOc9j3/6p3/aSoa3cFMgSRLJ5PLfuGEY9PX1MTY2RltbW05EW2401mfuO8zZtsyRqBtxjfB6vXi9Xurr60kmk/T19TE1NYUgCExMTKCqKmVlZRQUFGzKxDhTEKy9vf2Wit9JkkR5ebk1yhYKhQgGg1e0dLoSzKLI/Pz8hpvrriry8tU3PYdvnBrhIz84i6waxBURtx1iKR1BlDAUJW3NqCQxUNMimpCmTbt8aMkImV7FotNl+RFL7ny02DySLqOJDkDAJeikSMeJ0BIyiKLplBYXMTq93DWiqiSfiQUNjCO763hqwU7RtGJciqmZMCUFPmYyPIu3lxUtS4g9bid5XvdCg6ITh8Ox4fZk10KR18HnXneMh3/Wx4lBP69+eiOvenozyWSSU6dOUVxcnCUAarPZqKiooKKiAsMwiEQiBINBxsfH6enpIS8vz4r1eXl5iKKIoii89rWv5fLly/zsZz9b84jVRsaGTohXi5VmiCORCJ2dneTn5+d0FuBGRLVMr+MdO3ZYm2szOBqGsWZbpVQqxYULF7Db7TzrWc9C13WL/jMwMIDH47GoVvn5+ZsiYCYSCbq6uvB4PBw4cGBDLVKrtXRaGjBjsRidnZ0UFxdvWHqbIAi8/8F2Xn6sgT/9j98QTqikFG1BTVrA57IRU8DQNdyiTsJYoFPbICXYQZDSAhsL75cyJER0jIXKsNvlIqoI6AsVZlGT0RcUKiW3D3U++3hkVWdHdTmD4/6sxxPyYpdoZHIGt9NOSla5NJH9PIDqsmK6+oY5sreRkxcuWY/PRqLLntvSXGdRLhsbG29YuO1W41m7KnjWrsWkd2ZmhtOnT7Nnzx4qKyuv+DpJkqyAaBgG8XicQCCA3+/nv/7rv/jc5z7HsWPH+NWvfsWzn/1s/vmf/3lD/Ta3sDmxluK3oiicPn2aRCLBHXfckbPEw9wMXg9Mr2NTyDJTPCtXFoqXLl1ifn6eo0eP4vV6rW5mV1eXpaJcVlZ2VXbHRoIpfnazWWCrQWbjoampybK5W8nSKXNvZQozpVIpjhw5smHF/H77cB3P37eNP/r8b+idDBFXdBDAMHRcbjeyllaJFtWk5VXscbtIkbai0uIhFoUzBbw2iC8wmB0uD6poQ09EEF0+Eqn0jDKAIi6/HoIocmBHzTK6c0m+x0qIn+oZpnFbCZcmZ0jKy3+bPreT/stTtO2sy0qIXY7lTYqDTbXIskxnZ6fVoNiIe7JroabYy4de1m792+wMm/vMq7FQ8vPzyc/Pp7Gx0dIrCgaD9Pf388Y3vpFDhw5ZI4O/+MUv1lUdeiNgQ88Q67q+qoDU3d1NQUGBlWxOT09z5swZGhoacj7399RTT1FVVcX27St7l2XCMAwuXbrEpUuXLK/jpeJZV6NNrQaRSISuri6Ki4vZu3fvsh+0qqrWAh4MBrOSueLi4g25AITDYbq6uqioqNiwir5XQqal09zcnBUw3W43/f39m0rkTNN0/vSLJ/nNoB/DMEipaa9FcWGTZahpv2zR7gRVBpMeZehoyXTCKwgCgprEsKWry5KWQpMc6d9BIgIYllexoSokhruyjqG5pgJF1RifCqJkzN35XE4iiUVboV3VRcxH40zNLbdbOLYg0JXnceGwicyEothtEui69Z4mvvXhPyfsH6e5uXlNWgMbCbOzs3R3d7Nnzx62bdu2pvd55JFH+MAHPoAsy7hcLl7wghdw7733cs8996xZqXoL/38jlUpd8zljY2NMTk5y5MgRYLHI6PF4OHjwYE7HTy5dukQkEqGlpWVVzw8Gg3R3d1NbW2uJ72WKZ601GVYUhTNnziDLMm1tbct0JzJFIf1+P4qiUFJSQnl5OaWlpbd8NGclmCwwwzBobW3dEPY2q4WiKNbeamZmxiomFhUVMTo6iiRJtLS0bMjrvhL+5fF+PvXzfiQMYrKGYejYJQnNADDQUikEe/r7kQTQF7rDNjWOIjgQRAktGUNymQUNA0PTEKT042gKkmeRMp4YPYshJ6x/H9/XSNfFMcoL3FyeXrRIbG2upfvioi5IRaGXwHwYl8NGLJmdH+xvrObc4BgYBi3NNZy+OJrxeLa2yLte+xIOVvksFfONuBe+XqRSKU6dOkVhYSF79+694fVGlmUeffRR3vGOdzA6OophGDzzmc+0RqSupuGwmXFbdIjNqnGmerOZgK7HZ61GZdo0k5+bm+PYsWPk5+evWjxrtTApuw0NDVecIbLZbFkqynNzc/j9fi5cuICmaVbAvBbV92bBPCezO7cZEsdMrGTpNDY2xtDQkDX/FgwGN0X1XpJE/vk1x/jsExf59OP9aAaogNchEpP1tA2FoGMoqTRtWtdAlEAQESRbOtg5XGiqysLYMKpoT1OqRQnJk48amwdNBsmBYLMj2BwYappPVehzMzCeplAd21PPbxZUpxuryhhcojrdNz7HMw40MDV3cdl5zC4IaUTiSdp21jITilK3rZSB0ez5I7fTwfzUGLt371pVwWszwEyGd+/evaZkGNIFvkceeYTnP//5fPnLX+bMmTP84Ac/4FOf+hQzMzO89a1vzdFRb+H/RwiCwLXq85kdYlO9uaamJmdKxFf6rGthZGSE/v5+9u7dS3V1tVX4Nl+/1mTYtCDyeDwcOXJkRcbbUhXlaDSK3+9nZGSE8+fPr5rqe7OQSCTo7OzE6/VuOBbYamC329m2bRvbtm2z9laTk5OcP38ewzAoKysjEAhQWlq6KRL91z97J4frS3jzl0+BoBBLqThtAnEl3QEWRAFUBWx2VEW2xDNTqo4gaaDrlj5IGgK6kkSSvEguL7qcREvFkBZUqkWXDy0jIQ6GYsiqhsftzloLhiayadTT8zGecaCZX57uX3YOjoVRKgSBiWAIj8tJPJliZHK5DZNDi5OXt419+/bdNslwR0cHBQUFa0qGIZ03/PCHPwRgcHAQVVX5wQ9+wPe//31++ctf8q1vfStHR72xsKE7xNejPGkYBqlUinA4bKk3rweWdqNXQiqVorOzE4D29nZLPMsMkGsNjoZhMDo6yuDg4A2LT2RSfQOBALFYjOLiYitg3grV47GxMfr6+ti3b99VaZ2bCZOTk1y4cIG9e/fidDqt6r0sy5SUlFjXe6MHzI7hGf70i08RSSpoug6GgSCI2AwVVbAvBDYD0Z6+b7Rk2odZlxNg6IiOxTn2NF06/W9dSSLZHOipGILTS2pqAC2arg4f2lVH58UxACRRoKY0n6GJAMf2NnLiwtCyY3xWazO/7O5Fz1CdlEQBAQNVW3hsoXLstNt46vxA1ut3VZfyxff8MVVVVTm7brcSc3NzdHV1sWvXrjWrzc/Pz3PfffdRXV3N17/+9WX366IX9Ra2cGOQZfmaCbHf76e/v5/q6moGBgYs9eb1wNJu9ErQdZ3e3l6mpqZoa2ujqKjousSzVoO5uTlOnz69Jguipcwln89n2T1dj6p8rhAKheju7t6ULLArwaTLl5aWUlNTY13vSCRCQUGBFes9Hs+GPt9IQubln/4ll+fiKJqOoaW1QpyiQUoX0ZUUhq5ZM8WmRZOhKekZYtFmJcZaPIzkWdyLC7qKmkpgc3lQQgHkwDAAJfleZiIJ67oc2VXDU+cHadi23IYJ4MjeBi5PBZgMzmc93lhRyKWpRWGuw7vqmJydZ3w6+z0EQeBbf/OHtLe2bOjvYrWQZZlTp06Rn5/Pvn371jyW8Rd/8Rc8+uijPPbYY9TX12f9/XaO9bdFh1jXdaampvD5fNxxxx3rmlxcq2ocDofp7OykqKjIMpPP9QxRb28vgUCAQ4cO3bDaW6aKpTkbEwgEmJqaoq+vj7y8PCtger3edf0BmJ39y5cv097eftsM7Y+MjDA4OEhra6tltbDUA9EUM8jPz7cC5npf7xvBofoSvvuW5/DSf3ycYExG1w0MXUcT00uI5HAj6SnUBTVKp8uFCogON4aSQtAVjAXTQkNf/P0INidgILjysGkpNJfHSogzt8aabiDabIiiQDy1cpHs/PAER/Y0Zs0gNVSVMXA5w5NQELg05qe6dLnn86G9O26bZNicg965c+eak+FwOMz9999PeXk5//3f/73i+rrR7tct3J4QBIFEIsHw8DBHjx5dV7VTURSvygYz6b6pVCpLPCtXsR7S4nU9PT3s2rU21spS5lIwGLS6x3a73dIYuV7HhBuByQLbsWMHtbW1t8XaMTc3Z9HlGxsbEQSBvLw8GhsbsyydBgcHcblclgjnzbje14s8t4Pv/6/f4g/+/UlOXJoBSUTVDVIa2CVQFpwkJMFAM4S0s4SmIkhpDRE9GbXGoMQlTAa3ZBB356GrKTweL2Ykb6gqY7Z/kdJ8dmiSbSUFlBflr5gQG7pBaWH+soQ4EE5k/ftU7zCtjRWML7Elrqsouu2S4by8vJwkw29/+9v54Q9/uGIyDLd3rN/0CfHs7CwTExM4nU6OHDmy7ovL1RJic3a5sbHRWhTXa4bo6NGjOaU9eTwe6urqqKurs4br/X4/Q0NDOJ3OrICZyx+EruucP38+SyRksyPTN3mlosVKlk5mwLx06RJOp9NKjjdSwEzO+XnnERsf65bwR2USsoZuaEiiiG4IaKIjTZ+W7KiCDcHQMAQJwe7EI6hEUulKstfjIbmQ7QqCgJZKIDo9qJKTvKIKUsExJFFkYCyb5nRpYoZje3dYitKZqC4rZDw4TyyRoqI4n+nZMADF+T4gOxpGkjJ5K9xnB5trrd/pZkZmMrxW6nc0GuXBBx8kLy+Pb37zm7fUL3sLtzeuRZk21ZV1XeeOO+5Y93vxarE+FovR0dGB1+vl+PHjORfPyiwSZxZUc4FMqu9SxwTDMKxkrbS0NOc05ltlq7SeMH2Tr7TeXsnSyXSoMGN9SUnJhvG+DYfDvKpRxisV8thACElIjwEqanosSrA5UJVk+r9FCa9dIK6nhbG8bjdxOY7o8CA43ItuFICsqiDZEWxOZMOOZLOhqSqqll14SsoqJVWlxJMrF7/HArNMzYZp311PZ+8wADUVxVyeWpI8CwIutweHTUJWF3/LB3bUoKrqhhgTXAtkWaajowOfz5eTZPjd7343X//613n88cfZsWNHDo90c2Bj/PqugGt9uZcvX6a3t9dSPrsZG9mVqsaGYTA0NMTg4CAHDhygsrJyXWaIuru7cbvdV5whyhUcDgdVVVVUVVVlLeCnT58GyFrA1xIwTXVQTdM4evTohlVivB6YVgtzc3OrVsy8VsDM3KDcioBp3t8jIyMcO3KYHz43n9f9+284PxEikhTwOASiKR0Q0hZKuoYhitgEA1P7PZqUERwudDlB0p7uCpt2S5kd45gusqexGtEwuDAyvexYIgmZ4nwfE0sqw1Wl6YQ4KavsrKmwEmJVXb6hzfO4ONkzwu66bVk+hg4lxhNPPEFJSYmltLzRqexLEQqF6Orqoqmpac3JcDwe52Uvexk2m41vf/vbG2LucAv/f8K0QSsoKCAej9+UwsyVEuKZmRm6u7vZvn27RWHOZeF7qeqyz7eczZIrLHVMCIVCljvFuXPnssao1hKfM4vEJrX8dsD4+Lg15rWaBH8lSyezc3z27FnrepeWlt6y9dbUnWhqauIfn1PLP/60j0d+M8R8HFwSpFQjzd4SRARRxNBU4qoOC9aGMiKi04ueiiPYXbhtBsmFLbOspmVGWHj9nl076e/vp+/y8ljfd9lPS+Ny3YvyojymZsIgwMj0HHkeF5F4ksriguUJMRAMxznYXMepnkWHiYp8J0888QSFhYXW9d5szRgzGfZ4PGsWBTMMgw984AM88sgjPPbYY+zcuTOHR7p5sKET4ivBpA1PTk5y6NAh4vE4k5OT135hDiBJUpYapq7rnDt3jtnZ2XUTz8rFDNGNInMB13WdUChkzXGlUqksFcvrSR5MWyW3201bW9umE9RYCZqmcebMGZLJ5A0n+LnyQMwVTH/IyclJDh8+bM3mf+4P7uAPP/cbnhqaISqnvYkFQcRus6EJEroqI6saon1hiZFsCIKI4PSgJ2PYHTY0Fqqz4uJ3L4gSM1GBhqKVr12eN33OSxNiPaOzdGZwnLaddXT1j3B5enmArN9WytmBy0wG5vG5nUQTKQrzvLz0xXcTjUYJBAKMjo5y4cIFCgoKrILERqSyZ8JMGnbs2LFmhexEIsHv/u7voigKP/rRj9Z1U76FLVwNExMTnD9/nubmZsrLy/nFL35xU+bYVkqIR0dH6evrY8+ePWzfvj3nhe9UKkV3dzeiKHL06NGbWpDLtBhqbm4mFovh9/uZmJigt7c3aw72epIHkwUWCoU2nK3SjcIwDIaHhxkeHqa1tZXi4uLrfo+l19scW5uenqavr8+a8y4rKyMvL++mxB6z2717925rfOjPnrcLn9PGxx7tJamlrUIFQLQ5MEgLaemqgrgwLqULEoaqIDo96HKChKIhLGiICA6ntVcA6J+OcceBHfyie2DZsTRvL6d/fIaiPA9zkbj1eE1FMf4FoczZcIwju9LexCuxS+w2ieHxAKqm0bCtxKJf//Zdz6F5e5mlEn7x4kXcbveGprJnwvRONm1J15oMf/SjH+Vf//Vf+fnPf87evXtzeKSbCxs+IV5Ko1pqeu/xeEilUtftDXyjyAySqVSKrq4uDMPg+PHjuFyuLFulXMwQmaJMO3fuvOU2MKIoUlRURFFRkTUH6/f7reTBrLaZwhFXgmmrVF5ezq5duzb0wrNamPelKIocPnw4J1ScG/VAzBUMw6Cnp4eZmRkOHz6ctZERBIHPvu4O/uxLJ3m8z49KeuOjCRKCoS8ESyVNtTJYUI9WEGx2RJcXORHG5rJhsDCDlLHBnUsZ7HKtnOwH5iNcmpzh8J4GTvUsCmuNZtg0AFwOhNKCHBPL1SVtC5cplJA5tLuOjp5LtDTXIoqi5cu3Y8cOksmk5ct36dIlHA6HVU3eaJZlpnaBOZe3FqRSKV75ylcSDod59NFHyc/Pv/aLtrCFNWLp+mUYBv39/RZtuKyszLJh1DRt3dkymbE+swh/+PBhSzwr1xaK3d3dFBYWbgjlW6/XS0NDQ9ZYj9/vZ2BgAI/HY2mMXC32LGWBbTbGzUowDIO+vj6mp6ezisRrRebYWqalk2nhZMb6oqKidWkgmHvN/fv3L+t2v/aZO3DZRT70gwvouoCi6QgYuCWBpC4g2uxIqGgLKYWhLcR6hxs9GUdCQ0dCEER0OYHgSMd3weEGwYbTYSe1xFc43+smMjpNW1M1cxmxfum99lTvMLvrtjE5M7/snOoqS9IaIoJAUjVwOx3ous7u+iocdhs1NTXU1KTp05mjA7quW6KnJSUlG+q+VRSFjo4OXC5XTpLhT3ziE3zyk5/kJz/5CQcPHszhkW4+bPiEOBORSITOzk7y8/Mt03u4PnuEtcL8rEgkQkdHB4WFhZZlwHrNELW0tGw4Q+zMOdjGxkaSyaQVMC9evGgla+Xl5VnVzWAwaM1Zb0ZbpZVgdru9Xq8lpLYe8Hg8y4RRAoEAnZ2dlgei6S+91mMwmQ+RSIQjR45ckaL4j688wh994QQnBgLICBi6htMukdIMBJsdXU1hIC1Qq9JBEkCQ7NgEA90ATZTQlSTCgkJ1UUkJT164xMGmGs4MLAptlOR7uTQRBEGgfzxoVY7N+eFMzISj7K1vWjEhng1FrP/u6BmmbVc9bbvqlz3P5XJlUdlnZ2cJBoP09PRYHp8mtfpW0v3D4TAdHR00NjauORmWZZnf//3fZ3p6mp/+9KcUFhbm5iC3sIXrgKmXEY/HueOOO6xinLmu3YyE2ByPWiqe5fF4smK9IAg5sVA8d+4cdXV1NDQ0bLi4mDnWo6oqMzMz+P1+Ojs7EUXR0hjJLBSacdHj8dw2LLDMuJhrHZdMrGTpFAgEsmKPWZzNRbJmznZfbV79oeMNKLrB3/2wB4dNRFZ1UpqRnpQSRSQkVEVFkGxpi6YFCE4XogB2dFKGmDUiJTo9dA4M0bqrnhNnsy0TpxbGnjovjnGwaTtnBtKOE2P+7OK3IAgYCEzPhJYds2QsftZkMMSRvQ1omobDnr122Gy2LGZeOBwmGAxalmUmO8KkVt+q36fZGXY6nRw8eHDNyfDDDz/MRz/6UX784x9z6NChHB7p5sSGtl2CRSsGU7CqoaGBHTt2ZN2QMzMznDt3jjvvvHPdj+fy5cuMjo4Sj8ezjmU9ZohCoRBtbW2bjq6YmawFg0HsdjtlZWUIgsDly5fZt2/fmj1RNwoyrRb27NlzSxbKzIAZCASQZTlr7vh6A6ZJ/U6lUrS3t6/q9X/0+RN0j84SSWkL1gvphVpXFQRBxDB03DZI6uamSMcwBARdRcJAlpNIrvR97hQ0wqM9lOR7SMZjROJJAA7vruNU36j1me1N1XT0DHFkTz0nF4Q1MnFkTz2hcJS+kexxCp/LQTSxOPaQ73Xx8F+9hmcfWh1VyDAMi1odDAYJh8Pk5+db1/xm2piYhbn6+voVFSGvB4qi8LrXvY6LFy/y85//fMMV4bZwe0NVVTRNIxaL0dnZidvtpqWlZRnb5sc//jHPfOYzr8pCygUSiQRPPPEEXq8Xj8dDS0tLzsWzIE3DHhgYYO/evZvObjAz9vj9flRVpbS0FJ/Px+joKJWVlbeNrZKqqpw+fRpVVWlra7slXcPM2LOSpdON0NGHhoYYHh6mra1tVQXQz/1ygE89dpFoSsPQdewSqLqpBSJgaCqiZEPPYH0Jmowu2vCKGpFE0vIiBkiN94KusquqiJ7hCQAqivKYnotYOiPlhT7C4QiFPg+Ts8sT39bmWpySwG/OZVOv99ZVcmE4I/4bBv/7lffwlofuXvX1MZligUCA2dlZnE6nFeuLiopuGpNDVVU6Ozux2+20tLSsORn+t3/7N9797nfzgx/8gKc//ek5PNLNi03RIR4YGGBoaMgSrFoKm812UzrEhmEwOztLJBKhtbV1XcSzUqmUJV517NixDUXVWC2WVjdnZmYYHBwkEokgSRLBYBBRFDeUquKNwFTzzbRauBUwr2VJSQm7du2yAubly5e5cOHCdVk6qapKV1cXAIcOHVo19ftfXn2U3/vnX3Nhcp4UNispFkQJBAHBgKSmsyimJWKoKQS7E81I069MpHQRBJGZcJz25u2cWvALVpYIZHVcHOPAju3LFCpNTM+EwTCw2yTrtdvLixhbQq8Ox5IcbFp9Z9W01Mi01TCp1cPDw9hstixq9Xp1RsxkuK6ubs3JsKqq/PEf/zE9PT089thjW8nwFm46BEGwxBtramquqJdxs+J9OJzuUJWUlFjFzlxbKPb39zM9PU17e/umZGMsjT2RSITh4WEGB9PWd7FYjLGxMcrKyja1Qr0sy1YycujQoVu2b1kaezKTNdPSyYz1BQUFV02aTKGziYmJ66J+v/aZTcRknX//n0HiMiiahigIIEoL9ks2dE3BbbdZYlqapiFKDuKGiMuuIGcky6LTjZ6IEE5qFnW6rrKE6fmo9Zn++ShHd9Wia/qKCbHTZqOzbzitNJ0R3/0Z77FwAanbVraq8zSxElMsEAhw/vx5VFXNebd+JZjJsM1my0ln+D/+4z/467/+a7773e9uJcMZ2PDZyOnTp5mbm+P48eNX/MHeDMq0KQwRDAbxer1WMpwpnrXWGaJoNEpXVxeFhYXs3bv3tqAYQdqOSlEUjh8/jq7r+P3+LFVFk261mVSmzVmT5ubmWz7bnYmVkrXVWjrJskxXV5dVgbye+08QBL78x3fw4Kd+yUV/BFkX03PBomjNDhs62DBQWfiNmGrtgojDlUcqGU13iQUhbdeQitF5cZyDTbX0j07SOzq97DNnokmUVHLZ8RT6PNZccUvDNroX6FbbSgqXJcR120opLrhxFobT6aS6uprq6uqsjklvby+yLGcph+ZqUxiNRuno6KC2tpaGhoY1vZemabzpTW+is7OTxx9//LaxQ9nC5sLly5c5d+4c+/btu6ofuCRJqKp6xb/n6lh6enoAaGpqAsi5heLZs2ctAcbbQcFdEATC4TCBQIADBw5QUFCA3+/PEokyY/3NZNGsFfF43FI43wiz3ZlYmqwtdQQxO5lLmw+GYdDb20swGFymD7IavOm5O4mkFL5yYoSUaqDrBqJAWjBLsgF2kooC0kJBXVi8ZorkwUiG00Jbgpj+/0SEydkwR3bWc+LcRWIr2C2d7LvM0Z0rOycE5sMomo7LsbiHrCjOX5FG3b67/rrONRNLVdkjkQjBYHBZ88FkSeTiHjebFDab7br3ZUthGAZf/vKX+au/+iu+9a1v3RRW7WbChqdMj4+Pk5+ff9XKi0ltuuuuu9ZlkTUTBU3TqK+vZ3BwkGc84xk5pU0Fg0HOnj17y7uNuYQ5B6YoCm1tbcsS3lgsZiVroVDIWkzKy8s3tBLl+Pg4vb29K4pPbGRkBsxgMJjlgej1ejlz5gxer3dNQg0pReOeTzzBdCiOohkIho7bLpBY2L+KuoJNkkhpoMtJRMdigiihIRkKKd2GFvajRYIAlBZ4qSvxcbJvuf9wU3UZxT43J85nU6Xammvp6k/Tq0UBqop9XPbPcXh3fZYYF8ADzz7MP/7v37+h870aDMOw7vFgMEgoFMqJcmg0GuXUqVPU1NSs2StQ13Xe/OY38/jjj/PYY4+teQZ5C1u4UczPzyPL8jLf9qX45S9/yZ49e9aFxWAmChMTE7S2tnLy5EnuvPNOHA5HzsSzzNlal8vFwYMHNzVLysRS3+SltkqyLGeNUZmF2fLycgoLCzfsfsfUramsrLzpDh9rQaalUyAQIB6PW4XZkpISBgcHCYfDtLe3r6kY89avdPHznkmSiophgEMCWUt3fw1NxeeQiCoGhmH+dtL7Cq+kImuQUlRQZZTA8MLfYX9tGecujaHp2amJIAjsqa2gZ+gyesbfTNslk2TW0lBB98AY7bvq6ezNjvUlBT66v/SBdfkeTaaYSa222+1Z1OobSWTNZFgURVpbW9fcJPvv//5v3vjGN/K1r32NF77whWt6r9sRG34lrqiouGb31wwo6yG0YS6IBQUFHDhwgHA4jKZpOU2GL1++TH9/P3v37r1tZmuTyaQV9A8fPrzi9+L1evF6vdTX11uLid/v59KlS7hcLquaXFBQsCECUabVQltb2w1ZLdxKXMkDcWBggHg8jtPppLCwkFQqdcNB0mmX+Nobns49H38CWdWIyRpJdYEqjYAo2UhpBk4JknZHlrq0XTBI4sTQkmBbLJ4EQzH21688W1eS7+OpnmF2VJczOO63HrdLiwm9boDb7UEQ5pkMrlAxXkFQKxfIFJ5raGiwNoXBYJDR0VFEUbSqyav19I7FYnR0dOQsGf7Lv/xLfvazn20lw1u45cjPz7dUpK+G9WKEmTOippCXx+NBFEVkWbbi11q7g/Pz85w+fZqKigp27ty5obqNNwqTPTc/P39F32SHw0FVVRVVVVUW7dTv91udTLNIuNp18GZgdnaW06dPW/oMG2EPslpcydJpamqK3t5eRFFk+/btKIqCy+W64XP72O+28dA/J7g4HSaaUpE1HbddJKkaCJKNqKzhsQvEVRFdSY9IAcSSCthdCBIY6uJv3jDA6/Gkf+N6NgukubqMCyPTHN3TyInzg9bjjVVlnL64KL55cWKO8qJ8bNLy31b7rvX7HjOZYpqmMTc3Z4lwyrKcRa1eDRtS0zTLuSQXyfC3vvUt3vjGN/Kf//mfW8nwFbDhE+LVYL2UJ03qSV1dHU1NTVZlWJZlxsbGKC8vXxPN15whmpqa4tChQ5tyhmglRCIRurq6KC0tZffu3asK+pmLialiGQgErOqYGTDXcybzajAtQKampnJqtXCrYAZMm83GxMQE27ZtIy8vz/LkW0sns8jr5D//+Om88l+fJKFoaAb4HBIxWUc1BDB0UpqAXTCQFcUKkqIggAGiw4Ugimhz6fdzOWyc6L3MvoZqzg+NZ33WXCSeLgyLNkRRsCrHo0v8hy+O+Xl6y07+p6t32fGuhUJ1PcjcFOq6zvz8vGWhlUqlKC4utirKK1GrY7EYp06dorq6msbGxjUdi67rvOMd7+B73/sejz322Jpp11vYws3CelCmTVqsy+Xi+PHj2O12DMNAkiTGx8eprq5es7jl1NQUFy5coKmp6bYpPpm2SqqqcvTo0VXth5bSTpeugyUlJZSXl6/rTOa1MD09bfnxVldX35JjyCU8Hg/V1dUEAgHy8vLYvn07s7OznDp1ytK8WKoSvlo88kfH+e1P/Q+XZ2PEZFD1DE0PQyeh2fHZdcKpxcftDieKQVpjxOVFsDsxlLTQZSQp0767kd+c7c/6nKL8tIje6UtTbCspYHKBDi2S3UmOp2Qaq6vwzy0vfh+6SbHedP0oLS21dF2CwSDj4+P09PSQl5dnxfqV9leapllaLrlIhr/3ve/xR3/0R3zxi1/kRS960Zre63bGhqdMm8qT10IulScNw2BkZISLFy+yf/9+tm3bhmEYGIaBqqpcvnwZv99POBymoKDA6rpdT1dNVVXOnDlDMpmkra3ttpghgrTi95kzZ3JWVc1MHPx+v2U5YAbMXPj9ruYYTNXv9vb2dVc3vVkIhUJ0dXVRU1OTRdPPVAmfmZm5YQ/Ep4ZmeMMXTxJLqRi6jschklD09EyxZAdDx1ASYE/f+4YqW7ZMsKA+qSm0N2+nc2CCbcV5BGdnLb/CQp+b+eji/PDRXds5cX6QAq+LUHT5XHFrcw3+4CzjgTnrMZfTTs9/fQS77dZ1JQzDsCr4wWCQ+fn5ZR7T8XicU6dOUVVVZRXn1vJ573nPe/jSl77E448/zq5du3J4NlvYwo3BtDi6Fjo6OigrK8tZUjk7O0tXVxdVVVXs2rULURStWG9uYmdnZ3G73avy3l0KwzC4dOkSo6Oj7N+/n7Ky6xP12agwqd9ut5sDBw6suRmROWLi9/stBWWTKXaz4q5pQXTgwIHb5rsy7XrMOVTzu1rqUHGjlk6xlMpd//AY8zEZVdOxiaDqxmKsBxyGTCqjB2foajohBpTZcfToLMV5HuaiSURRoLbEm8X62lFVyuBEutC9r76ScwPpEaryfA/+UDzrePI8LpqrSuhYQpn+6gf/jKcdbL6eS5dzZI4PzMzMYLPZsiwzAbq7u9F1nfb29jUnwz/5yU94xStewWc/+1le/vKX5+IUblts+IRY07RVVYN/9rOfcfTo0TV37nRd58KFCwQCAUuG3lSSXjpDlOm9Ozc3Z4lGmDOwVwqYiUSC7u5unE4nBw4cuClJ3c3AxMQEPT0960b9Ni0H/H4/gUCAaDRKUVGRlTisR1HBpNEpirJqC6LNAJMOZvpBXwlrDZhf6xjlQ9+7QExWMAwDr10klpQRxHRgdIoG8WQC0e5Ki9MZumXZpARH0eMh9jVs4/xwWlDr6K5qfrPgV3h4V7YNk8thw2szKPK6uDgxy1Ic3VNPKBanb2jcEsI7vr+Jr/3tn1/HlVt/mAUJ83+CIKBpGiUlJezbt29N64VhGHzoQx/iX//1X/n5z3/Ovn37cnjkW9jCjWO1CXF3dzcFBQU5YTWMjY3R09PDrl27qK2ttQrfS8WzMr13g8Gg1VUzZ2Cv1FXTNI0LFy4wPz9Pa2vrpmcWmTBHycrKylbNArtemPsrcyZzaZEw19TXzMLFai2INgNSqZRlY3bgwIErJlhrtXQam4vz4Kd+STihoBs6HrtEXFYXjCUEwMCQE2BPs590JYm4wA7TonOos2Mc3V3HU31p+nNDZTFDYxNprZMCH4FQFFj8zvfXljA0ESCaWL5mHNyxnaGJaZySSGA+AoAkivR89cN4XBtHvNXcX5kJciqVQpIkbDYbra2ta2alPPbYY7z85S/n05/+NK985Ss3Fe3/VuC2SYgff/xxWlpalok5XA9kWaa7uxtVVWlvb8flcmXZLAiCcMWFX1EUayEJBoPWDOzSanIoFKK7u5vy8nKrGr3ZkRlIWlpabtpsbSKRsK65WZAwNym5UPgzxdSWVlU3O0yF7F27dl0XHexaAdPj8ax4zT/8wx7+++QIkaSMADhESKn6gj+xgV2EVCodHLOCZCRICdEF+4UFiwZBoKEsj4tjU7Q0bef0QDaFur7UR2Geh67+yyxFw7ZihiaCHN1Tz4kFv8I3vez5vO3VG5dCFIvFOHnyJC6XC03TSCQSWdTq6ykCGYbB3//93/OJT3yCn//857S0tKzjkW9hC9cHwzCQ5eXqsktx9uxZXC4Xzc033ukxDIO+vj7Gx8dpbW2lpKTkioXvpdB13ZqBDQQCGIZhxZ3MkR5Zljl9+jS6rtPa2rqpXBSuhmAwyJkzZ2hoaLhps7WKolgFCZO1ZHaOc+EFaxgGPT09BINB2tvb15yIbBQkEgk6Ojos55LruU5L/XdXY+l04lKQN3zxFAlZxQB8DoFILGl1ib12iMUT6JIDQ1kU1RQ0meR4HzXlRVwOLFKdj+6s5jfnLnJ0dz1P9WaLanqcNvZsL+FU7yhLcWxvAyfOD3KgsZozF9OvO9hUww8+/perPv+bDdNaKZVK4XQ6CYfD+Hw+K9ZfbxHol7/8JS996Uv5+Mc/zute97qtZHgVuG0S4rUqT0ajUTo7O8nLy7PoPzfqOWiq+ZoB06Sc2u12RkZGLKue2+EG1XWdnp4eZmdnaWtru2WBxOyqmQHTbrdbAfNqFfwrIZFIWPfD/v37b4vCBaTn2M6fP58ThezrCZiv/uxvuDAxRziRNl2yGSoq6Y2jDR3FAF1JgaFbQdIt6ux0Ra2KsYn6iiL8wSCyoiGry8cpjjRX89SFS1mPpZUoE2AYOOwS5QU+Lk/P8IX/+8c898jG7JImEglOnTpFeXm5pXCaSa2em5vD4/FkXfMrrSmGYfDJT36Sj370ozz66KMcPnz4Jp/NFrZwdaw2Ie7p6UEQBHbv3n1Dn2OyfmKxGIcOHcLr9S6zUFztem+KE/r9fvx+vyWeU1BQwOXLly2rno0iFLVWmA4Lt1IA1OyqmfsrTdOspKG0tPS6C9eapnHu3DlisZjVCLkdYO5pzebLWvabmQ4VgUAAuLKl0xd/PcTHf9KXFs4SBHw2g6ic/l05JYOUJqDJCQQEhAy2U63h5+JYIOtzHTaJUp+NAo+b88OTy47r2S07eOzUhWWPN20vY+BymlV2eFctJy9c4g9efCfvff2DN3wN1hO6rmcxEW0227LRNVEUs6jVV7vPf/3rX/PAAw/wt3/7t7zhDW+4LXKNm4ENnxCvlkb15JNPsmPHjhva5JviWbW1tTQ3N6cl428wGV4Ks5psytxnKv1uJEXFG0Emnbi1tXXDBJJM83Szgp8ZMK91zU06WEVFxZoDyUbC2NgY/f39HDx4MOeWJdcKmKIocu8nfsFUKE5C0XFIoKsaqiGgayqiZMMwdPRUHNG50PU0DCpUP6NTwWWfd+eBeh7r6Fn2eH1lCbPhKIKuMh9ZnCtqaarh9MXFCnNTdTnDE9N0fekDFPo23ky4mQyXlZVd8R5UFMW6z4PBBYuqBSGPkpISi1ptGAaf+cxn+Ju/+Rt+9KMfcfz48ZtyDr/4xS/46Ec/SkdHB5OTk3zzm9/k/vvvt/5uGAbvfe97+Zd/+Rfm5uY4duwYn/rUp7Zo3P+fYrUJcX9/P4qi3NB9YopnOZ1OWltbLfEsXdfRNG1Nsd5k0IyMjDA5md68m3oXZWVlm7pDnGmrdDNZYNeCYRiW97Hf78+yF7qSOGEmTFEws4t/u4xEhcNhOjs72b59Ozt27MjpHuZqlk7mNX/XN8/wk/OThBJKuggt6Mi6gKEvjkRpcgJBkqw54mafwrme/mWfd7ChkjMXh7OslkwU+9xUFfs4OzhmPeZxOUgkU1Zxy+20U+Bx8n//8AHue0Zbzq5DrmAmw7Is097evuJIlKmlYybIyWTSGhcsLS3NYoqdOnWKF7/4xbz3ve/lz//8z2/a/vV2iPe3BweUG1OeNAyD0dFR+vv72bdvH1VVVVm0KcMwcmKrNDU1RSqV4tixY+i6nqWoWFpaelMFonIF01bJ6XRe0VbpVmGpimWmvdC5c+coLi62NilLA+Bmtlq4GoaHhxkaGqKtrW1NYwVXwpUsnQYHBzl79izFxcV89N46Xv+1i+iGQko1cNltKCnFok4Lgojo9KLL8XSXWBCweQuB5QlxOKlQU17MZX/2rHBFUR7DUzO0N1XT0bPYJXY5su/PgXE/9z2tZcMmwx0dHZZC5ZXuQbvdTkVFBRUVFVnXfGhoiLNnz/Lxj3+co0ePIggCn/70p/n+979/05JhSNO9W1paeO1rX8uDDy6vzH/kIx/hYx/7GJ///OfZuXMn73//+3n+859PX1/fbTNruYXVY7VrrSRJJJPLRfOuhbm5Obq6uqisrLTmXnNV+Ib08YdCIaanp9m3bx+FhYX4/X4mJyfp7e29YQHOWw1TV2Vubu6Ktkq3CoIgUFBQQEFBAU1NTcTjcfx+P1NTU/T19ZGfn581A5v5/ZqztS6Xi7a2tk3dnMjE3Nwc3d3dFqU911hq6RSLxQgGg0xPT9PX14fP5+O1B8s4N+ZMFyySKpLNBkkZQZQwdA1BlJAcbtRkFNHhRBBEhuYUivI8zEWyBbKcDjuH9zTyVIbVEpgiW0HsNhsep4N4Kl1Ma6ou58zAIo06kVKoLS/myN61OTOsB3Rd58yZM6RSKQ4dOnTFHEAURYqLiykuLmbnzp3LrvnXvvY17HY7+/fv573vfS/vfOc7b2oyDLdHvL9tOsTXqzxpUn2np6etJGG1M0SrxdVmiExFRZNqZQpEmQFzI1eTTVulkpIS9uzZs6noxOY1DwQClkq4GTCj0Sjnz5+/7tnajQyzsj82NkZ7ezv5+fk3/RhMmm8gEOD06CwPn1GIKToYYBdJ054Nw6oU60oSEQNDsqMlwrRVOjmZEQzz3E6Sisq2Qg/DE/6sz9pdW0Hv6DSGYXCwvoIzA2m6dV1FMSNLOs2/f/fT+cCfbCwKVTKZ5NSpUxQXF7Nnz54bXn9CoRAPP/wwjzzyCENDQ9TU1PA7v/M73HfffTz96U+/6cU3QRCyKsaGYVBVVcVb3vIW/s//+T9AeoNaUVHBhz/8Yf74j//4ph7fFjYGUqnUNZ8zPDzM7Ows7e3tq37f8fFxLly4wM6dOy0RQTPW5yIZNm35JicnV9QySaVSVhfTFIgyY30u9C7WC4qicObMGRRFoa2tbUPvS5ZClmUr7szMzFgjPeXl5dhsNrq6uigqKrru2dqNDHO+e+fOnWzfvv2mf74syxZTbHLaz3t/IxNK6Wi6gSCArqrpWC8tqFzLCRBEJJuEqsjsL4auCwNZ77mrppxR/xw2LUUovrg+HNtbz4kLwwAc3bnd8iY+urdhWfJcv62UX37mHet45tcPXdc5e/YsiUTiqsnwtaAoCl/96lf5whe+wJNPPonb7ealL30p9913H3fdddct2fNt1ni/cdp6V8D1VI1XY88Ei+JZiqJwxx134Ha7b3iG6EqIxWJ0dXVZM6hLq4+CIODz+fD5fDQ2NpJIJJZVNs2AuZFsfkxbpbq6OhoaGjZsIL8SvF4vDQ0NNDQ0ZG1SBgYGMAzD2qCkO5ab69yWwhSO8fv9HD58+JZV9j0eD3V1ddTV1dHSoqDl9fDw/1wmqegohoC4oKJsJsSiANhc6EoSweagZyJERVE+03NhAHbVlHHq4jijM1GO7m205oULvG76RtNzQ4IgMDkXxety4nTYliXDAMf2bayKca6SYYD8/Hzq6+vx+/18+9vfRtM0vvvd7/Lyl7+c0tJSzp8/n8Mjv34MDQ0xNTXFC17wAusxp9PJnXfeyZNPPrlhAuQWbi7McaWrwWazrTrWm4nq5cuXaWtro7S01FKSNt9jrcmwqqqcPXuWeDzO0aNHV4zXTqeT7du3s3379iy9i+HhYZxOpxXrr6YDcLOxkVlgq4HD4aC6uprq6uosXZfOzk40TbNcQTZ4T2jVML2T9+3bR2Vl5S05BofDwbZt29i2bRv7dZ1tjRO89ktniMkahgGCJKErqqUVbXc40BDRVQVBlDg9PEXbrnq6+oYBqCrJp++yHwSBfbWVnM0Ye5oJxaz/fqp/jF11lfSNTOGfXe4/vNFivZkMx+PxNSXDkGaKtbe38853vpN3vvOdPP/5z+f73/8+73nPe3jFK15BX19fThT514LNEu831wp3FayWMh2Lxejo6MDn81nD65nJ8Fq7wrCYNG7fvn3VnqFut9tKGmRZtjrHAwMDG6aabNoq7dmzh6qqqltyDLmE0+mkurqaVCrF/Pw8dXV11oyZKIoWrfpGzOpvNUya2/z8PEeOHNkwFD273c7rn3+QwZDOT85PEk+pGKKEIOrW78/hcCLrINld6EqKeEqhoabMSogng4s+wufHZqxkuXl7WZYNUzAc53DzdnRNZTYUWXYsx/btWP8TXiVSqRQdHR0UFRWtORkG+MY3vsGb3/xmvvrVr3LPPfcA8MADD6DrOqOjy1U5bzampqYAlmk+VFRUMDIystJLtrAFYPXFb1VVOXPmDNFolOPHj1uFzlwWvs2k0eFwcPTo0VVtbO12u5U0ZGovdHd3IwiCFetzoZ58ozBZYKWlpetmq3QzYY70SJLE9PQ027dvRxTFrNE1kym2mUbXTIyPj9PX18fBgwc3jHeyKIoc3LGdj/yOjb/4r26SKRlEEdFms2jTGhKioaHb7KCpIDkYnolT6PMwH41T4nMyMZuOhedHA7Tvqqezb5jSAi8D49kCXDFZp6I4n+HJ5cXv4xso1uu6zrlz56xkeK1z6/39/dx333287nWv433vex+CIPCsZz2LD3/4wwwNDa0Lbf56sVni/W2TEK+mahwMBunu7qampsZSbc3lDBGkhYv6+vrWlDQ6HA6rmqyqqlVNPnnyJA6HI8v/8GYkx4ZhMDQ0xMjIiGVRcTvAMAx6e3sJBAIcPXrU6qBmeu9euHABVVWzRLk2esA051ISiQRHjhzZkDS3D7+0ld7JCMOBMCnNQLDZ0RUZQZKQdSEdJAUR0e5EkOycvxzk0J4Gpqf9jM0tzhglUgo76iuYnguvqDh9sv8yz9i73Gd5R3U5FcU3n0q0ElKpFKdOnaKgoIC9e/eu+Tf9ne98hz/5kz/hy1/+spUMmxBFcUMESBNLz/V2YGZsYX2xmuK36RJgt9s5fvw4DodjRX/htcC0UFyLF2+m9oIpnOP3+zl//rylnmxqjNysGVezoH+76WhMTk5y4cKFLIXsnTt3WlaCo6OjXLhwgcLCQqsYvlEKyVfDyMgIly5dorW1dcOInWXiuXsqecXxer78myESsgqiiKGpCIYOgohdNEgZIEg2RIeLUDxMa301Z/oGuTQ9n/VeI8EI+V43jdtKCWZ0iAHGgyGe3bKD6Zns1wDccaBpHc9w9dB1nfPnz1sK92tNhi9dusR9993HQw89xAc/+MFlv9Vb3Rleio0e72+bhFiSpKvOGo+OjtLX18fevXuprq7OCo65miG6ePEiExMTtLW15WxhstlsVFZWUllZaakn+/1+Tp8+jSAIWf6H61HF1XWd3t5egsEghw8f3jDD72uFabUQjUaXdVBFUaSkpISSkhJ27dpFJBKx6G3nz5+3Zr1Xo2J5s2Eqf6uqyuHDhzd08v7IHx3n7k88wVwkiWpAgddJPKWiLswbmRDsLgxNoWd8nhrf8vM5NzzNsf076OodXvY3QRCYDkXxup3EEovzR3fs3xgVY7MzbNqzrDU4/OAHP+AP/uAP+MIXvsBLXvKSHB1l7mFS+qamprLsW/x+/5rtwLaweZELyvT8/LzlEmBqXOS68D09Pc358+dpbGykrq4uJ5u6TOGcXbt2EQ6HLZbYuXPnshSr12tdN1lgt9JWaT0wOjrKwMAALS0tWQ4LgiCQl5dHXl6eNbpmzh339/db7LyysjLy8vI21ObdMAwuXbrE5cuXaW9vp6Cg4FYf0hXxly/czYXJEGdGZ4nJGnkeFylFQ9E0kum8GADR7kRPQPewnwPbSzk9mt0FnosmaG+qJhKNrvg5kYTMztpK+kenrMdqK4qpLsu9kOj1wjAMzp8/TyQS4fDhw2tOhkdGRrj33nu5//77+bu/+7sNzeLYLPF+wyfEa1WeNBO6qakpDh8+vKJ4Vi5miEwfuyNHjuD1em/4va6GTPXkzGpyT0+P1cU07ZxyMe9jUs5SqRRHjx7dcMnfjSLTauHIkSNXXZgEQSA/P5/8/HyampqsWW9T3S8vL88qSixVsbzZUBSFrq4uRFHk0KFDG37my+ey8y+/f4Q/+NwJZqMp4gpoSGAoqIaRHSSTEbxOCUVYuUtiCBJetws5kl013lFVysC4n8PN2zl5YVFo42kHm9ftvFYLWZbp6OggLy8vJ8nwT3/6U17zmtfwb//2b7z0pS/N0VGuDxoaGqisrOQnP/kJbW1pKwxZlnniiSf48Ic/fIuPbgsbGVejTE9MTHD+/Hl27txJbW0tgiDkvPBtKvbv37+f8vLyG36vqyFTPbm5uXlZFzPXRVkzuRodHc1pQf9WwzAMBgYGGB8f59ChQ9dMGt1uN7W1tdTW1mb5wI6MjGC327PYebcyATFn48197UZS/r4S/uVVR7j3k08Qn4kRkzVEQQAEQAQMQECwpdlsAhBSRTxOG/FUNhtk1B+iIm85600QBAbG/fhcDpx2Gykl/bqnHbj1sT4zGc5FZ3h8fJx7772XF77whXzyk5/c0MkwbJ54v7F3zAtYTdV4JRqVoih0d3eTSqU4fvw4Ho9nXWaIuru7sdlsq54hygWWVpPNLubg4OA1rYVWA/O87HY7R44c2fDJ1WqRSqWsma8bsVpYOuttBsyhoSGcTudNp7ObyLSQOHjw4KaxkNizrYC3PH83H/z+eZKyikMSkbFjqMriTL89veGrrSihe8hPa3Mt3Rez52DD0Tj11RXM9V7Kery0wMvgeJo6fbC5hjMX06rTT7vFFCozGfb5fDlJhp944gle8YpX8PDDD/O7v/u7OTrKtSEajTIwsKgYOjQ0RHd3N8XFxdTW1vKWt7yFD37wgzQ3N9Pc3MwHP/hBPB4Pv/d7v3cLj3oLGx0rJcQmQ2t0dJTW1lbLcs/0F4a1F75NZ4qZmRkOHz58U9VbTQHOhoYGq4uZWZQ1adc3UozPPK+NZqu0FpjnNTs7e0ONisxZb13XLXbe2bNn0XXdak7kqgGxWpjnZdpgbSTR1avBbhP5/GuP8bLPPMlMJIFNFNCNtA2TOVMsiCKCzUFrbRHdQwFaGuro7M1WjN5W5GFyLo7X5SSWXGR9NVeX0X95ilA0wZFd9Tx1Lh17nt5yaxNiwzC4cOECoVCIw4cPr3mEbWpqinvvvZc777yThx9+eMMkw7dDvN/wtkuQ3jxe6zDHxsaYnJzkyJEjQFo8q7OzE4/HQ0tLS5Z4Vq5oU+FwmO7u7g1nP5Rp5xSJRKyZmPLy8lVVk6PRKF1dXZba7UY5r7XCFMwqLCzMudVCJp09EEjTfDID5nomqOa8XH5+Pvv27duU39c7vnaab58eR1NViz+lqynEBXuGKnuC4clgmuLmdiApMWbC6W5wkc/FfDSJgUBjqYuB8RnrfXdUlTC4IL5RnOdBk1NUlxXxo4//xU0+w0WYybDX62X//v1r/r5+9atf8eCDD/L3f//3/OEf/uGGofU9/vjjPOc5z1n2+Ktf/Wo+//nPYxgG733ve/nnf/5n5ubmOHbsGJ/61KfYv3//LTjaLWwEqKp6TS2QZDLJ448/zl133YUgCJbKczgc5tChQyuKZ61VLNNkFamqSmtr64ZhS5nWQqadk9vttmL9aii+5oiNLMu0tbVtmPNaKzRN48yZMySTyZyfV6bneyAQIJFIUFxcbMX79dTsMNWJY7EY7e3tm/L7+umFKd785Q40XYcFvWlDTYEoIQgCYiqMhxRz0XSyu786j9MLhWyAbYVeJufj7Kzw0bvgKgFwbE8dJy4Mpd/PMNhXW8b5S+N0feG9lBbemlE/Mxmen5/n0KFDa/6+/H4/d999N+3t7XzhC1/YUI2q2yHe3zYJ8eTkJCMjIxw/fpyZmRm6u7uprq5m165d6yKe5ff7OXfuXE5niNYDyWTSCphzc3NWNbmsrGzFSvDs7CynT5+mtraWxsbGDXte14twOExnZydVVVU0Nzev63kZhsH8/Lx13VOplDX/VVpauma6TCbMwo+pBrqZv6/7PvEEA9OLatCGpgBpf2KPHic0N2v97UBdKd096Wrksd21nOhNB8xCrxM5HiWalCnwOAjFsscoWnZUcXxPPe98zYvW/4RWgKIodHR04Ha7OXDgwJqT4RMnTnD//ffzwQ9+kD/90z/d1N//FrawmoRYURR+9rOf8bznPQ9VVens7ESSJNra2izxrFzG+lgsRnd3N16vlwMHDmxY9o2qqpa1UCAQwG63W7G+qKho2XXItFU6ePDghtpcrwXm6JAgCLS2tq47ay8Wi1mxPhwOW5aZZWVlOR2f0zSN06dPW57QudxH3Gy89zvn+MpTIxiaDoKAoWuAnrYjtRnMTU9Yzy3JcxOPzBKNp2iqKmVgYrHg3VDiZnAirSpdWeBman5xZKqswEtDeSFf+9Cbbtp5ZcIwDIuhcPjw4TUnw8FgkHvvvZfdu3fz5S9/eUPrw2xWbIqEWFEUa973SvD7/fT391NXV0dvby979uyxjMlzPUNkqvqt5wzResCk+Pr9fsuo3qwm5+fnMzU1xYULF9i9ezfV1dW3+nBzBlM1s6Gh4aYr7BqGkRUwI5EIBQUFVsBcC90pEonQ0dFBdXX1qu29NjLmY7IlsmUGSUEUcUsGkmAwNzWW9fzW2iK6+oYpzffiz1CcbNtRRceFi7Q1VdOVUVk28ci7XsMzW3et+/kshZkMm7T2tSbDHR0dvPjFL+b//t//y5vf/OZN//1vYQurSYh1XefRRx/l0KFDnDt3jrKyMovxk+tkeHZ2ljNnztyUQmoukUnxDQQCGIaRJcAZj8fp6uracOy2tSKZTFrMwFtRvEilUlbn2OzYm53jtXhMm+N/AG1tbbdF8eKV//prOoZnFppd6Xjvtouomk4imB3r2xvKOXm+n0PN2+m4OG49XlnkY25ujuI8N+OBOZbiT1/yTN72qnuWPb7eMB1MzPGKtSbDc3Nz3HfffdTW1vLf//3fm7oYspFx2yTEMzMzln+sKQqxVDxrrbQpc3YjGAzS1tZ2U2eIcg1N06zkOBgMWo81NTVRW1t72wTIqakpzp8/v2FUM82OvRkwvV6vtVG5HhXL+fl5urq6qK+v33DS+mvByYEp3vClThTdIKUa2AQd1RAQDJUCLUxgflFdMt/tYHeFh19fWO5jd7CulGQiQW+G2iSAy27jk695JiXFRdZGZb1E8DKhKAqdnZ1WN2atv6/Tp09z77338ra3vY2//Mu/3DQb9S1s4WrQNO2alkoAP/rRjxBFkZ07d1oMrVwWviEtXNPb28uuXbus4vpmhMlYMseoTMadWUi4XTpN5qhXSUnJhvBONjv2ZrwXRfGGXEFkWc6KHRuVoXC9iCdlXvD3PyecVFF0cNsgrhgYukZDnsDFkeyk+EhDMad6hlH17JTlSHM1aCmLLp2J//PidtqaqnNSlFgtDMOgr6+PQCDA4cOH12zdFQqFePGLX0xZWRnf/OY3N6SN5u2C2yIhNjsvoVCIZz7zmesinrVRZ4jWCjPJDwQCFBUVMT8/bwXLmzH/up4wrRYOHjyYZbWwUaAoikUdyxVnAABoXUlEQVRxm5mZsTwpTYrble7ZmZkZTp8+TXNzMzU1NTf5qNcPsViMjo4OOuac/HvnDIqi45QgpaV/w9vzRIaGhrNe8/TdVfyis2fZezVUFjMTDDAfjWc9ftfRvfzjn7/MEkObnZ3F5XJZ9/t6iKGZybDD4aClpWXNa9H58+e5++67efOb38y73vWurWR4C7cNrpUQm6rBg4OD7N69m/r6egzDsOI9rL3wbX7G2NgYLS0tt43iMqST/J6eHkpLS0kkEsRiMUpKSqxEbbN2nubn5+nu7mb79u3s2LFjw62Jma4ggUAARVEoLS2lrKyM0tLSKxYlksmk5USQC72JjQJN0+ju7mZsPsVHTkSZico4bQIpNb3Pt6PhTM4yF01Yr3na7mq6egeJxlPL3q+9oZRTPdkJcb7Hxcl/eRvhUHp8zWz8mLG+uLg45532XCfDkUiE+++/H5/Px3e/+93bJu/YqNj0CXE8HqejowOHw0EoFOIFL3hBlrpkLirFJr3IFMG5HegqgCVGkik8YQpGZFaTM+dfN0M12TAMBgcHGRsbo62tbUP785nQdZ25uTkrYGqalhUwzXtuenqac+fObZiOd64QjUbp6OigqqqKpqYm3vXNM3y94zIOUUDW0r99Q5Vp3+bmqYXA19ZYSdfQNK21RXQsCYZHd9cgywqdFy5mPf6RN/w2v/vcI9a/VVVldnbWquID1nXPhXqoOeNos9lobW1d84amt7eXu+++m9e//vW8733v23Abvy1sYS24WkKsaRpnz54lFAqhaRptbW0UFhZasd5MhNfymzD96SORCG1tbTeFPXIzYBgGQ0NDjIyMcPDgQUpKSoD03saM9eFw2BrnKS8vX/Nm/mYhEAhw9uzZTVMgNgyDSCRijVHFYjGKioqsooSZ9Jj6ICat/XZZ61VVpbu7G8MwaGtr46c9Ad76X53ohoGEgWaAoevsL3fQveAaUZbvIZRIsb+mhJPnsmN6Q2URsaRMNDRHNLGYLL/oaQf51Fsfsv6dqe0SCARIJpOWGFppaemak03TCsvv9+ckGY7FYjz44IOIosj3v//922Yt2sjYFAnxleaKZmdn6erqoqqqivr6ep544gle8IIX5JQ2NTc3x+nTpzfdDNG1YNoP2e12Dh48uGKiaxgG0WjUCpixWCzLzmkjUjcyrRba29s35SJiGAbhcNgKmPF4nOLiYhwOB9PT0xw4cGBTza5fC+YsdGZ13zAM7vvkEwxOR3HbBRKKjqHrOI0UBZLMfCSO12UnEE6kVaflRdVpgJqyAi4H5mlrKKejJx1UBUHg1L++nbIrKE4uVQ81r7tZUb7egJmZDLe0tKyZaXHx4kXuvvtuXvnKV/K3f/u3t023YAtbMKHrOoqiLHvcnA01xbNOnDjB7t27KSoqQtfTYjxr/T2kUim6u7sRRZGWlpZN2y1dCl3X6e3ttUa98vJWXv+WCnD6fL4sO6eNuPeZmJigp6eH/fv3U1FRcasP54Zg2mj5/X7m5+fx+XwUFBQwNTVFVVUVO3fu3JDX/kagqqoleJZpe/neb5/lP0+O4hSxusR6KkZbtY9TvSO0NlbQPeQHYH9Vtur00V3bearvMu1NVZw61289/sk3v5z7n9l6xWMxtV0CgQChUAifz2cVJXw+33Vdc9P2zfSFXqsVViKR4GUvexmyLPPDH/7wir/ZLeQWmzYhHhsbo6enh927d1NTU2MpTz772c9GFMWcJMPmYrvZZ4iWwpy1KSoqui77IbOabC4gBQUF1gKyEbzwzA5CIpG4rSwk4vE4/f39VgfTvO7m/OtmDpam+repap6JkWCM3374l8SSCnZRQNEN9FSMpnIfHiNJ10KABNhfW8rpBdXpndvL6B9L/83nduJCwT8X5sjuer7+/j9e9bFdKWCWlZVdc97bDPyiKNLa2rrmZHhoaIgXvvCFPPjgg3zsYx/bSoa3cFtipYQ4FApZSvqmrdyTTz5JfX09paWlOYn1kUjEshrMtSXfrYSqqpw5c4ZUKnVdMVFRFGvtCwaDlgDnzZrDvBZMcdOhoaHbitauKAojIyMMDw8DLBvn2cz3pan+vVKB2DAMXvyPv+DiVBivQyIma+hKCq/NYH+FkycvXIaFe67Y5yIVDRGOJXDYJJwOicgCjbqlrpSuvmHsNonOz76TAu/qurSm4GwgEGBmZga73W5d96uNr5nHPjAwwOTkZE6S4WQyyUMPPUQoFOLHP/7xpmA43i7YdAmxydEfHx+ntbWVkpISa37oiSeesHz4KioqbvjGNCm3ly9fzqIX3Q6Ym5uju7ubmpqaNc3amGqKpv+h1+u1qsnXW13LBTJVGG+G1cLNQibVrb29HbfbbW1UTKVwsyixETYq1wNzo3s19e/Heqf4sy93omo6gqGjKTJH6oowdIUT5y9lPbe9rpiTFy7R3lRN58CiIMeemjIuDAzz16++hz+87xk3dKwrBUyTWr1UIEXTNEvgLxfJ8OjoKHfddRf33nsv//RP/7SpN0Vb2MLVsDQhnpqa4uzZszQ1NVFfX2+xR7q6ugiHw1RUVKx57TMpt+Y6tJnW0KshmUzS3d19VRbYaqBpWpadkyRJVsy5VrKwHjCpqVNTU5te3HQpTH2QpqYmqqurLaXwYDCIYRiUlpZSXl6+6bRdTJ2fqwmDzUSTvOQff0kwksRlE0ikFPZVetANg7N92bG+tb6MjvMXF1SnF7vFBV4XopakpbGaz7/jNTd0rKZCu7nPUlX1ivPeZq4wPj7O4cOH18xIlGWZV77ylUxNTfGTn/yEoqKiNb3fFq4PmyIhNueKTBP5eDxu0WEzxbMybYVmZ2ezKD8ree5e6bPMGaLW1tZVv24zwFRcznXHW1GULDsnh8NhXfebkaSZfoqmt+tmChRXg0nDmZycpL29fRltJnOjEgwGEQQhSzBiI18HUyXb9PG+Gv771Cgf/eEFFNXA0FXi8Tg2UWC712BwctGT0OO0U50ncvHyNNoSJcpjO6v5xBsfoLJk7dVWc97bDJiKoljCNMXFxZw7dw4gixJ2o5iYmOCuu+7iOc95Dv/yL/+ylQxv4baGGccNw+DSpUtcunSJlpYWysvLs8SzNE3L0lwwBQnNJG01MccwDEZHRxkcHGTfvn2blnK7Em6UBXYtrKR1YSbHNyNJ03Wd8+fPEwqFaG9v3xDMtFzB7/dz9uxZ9uzZQ1VVVdbfMrVdzPlXM+aUlZVtaHq/LMt0dHTgdruv6bAwOhPlFf/6a4KRFC5JIBaNgCBwuLaAExeWJMU1hczMhRiens16fG9tOa99QTsve/ahNR975rx3IBAgGo1SWFhoXfeJiYmcJcOKovDqV7+aoaEhfv7zn99WjbjNgk2TEJvUSqfTaXUAryaeZVJ+zCQts3N8pQ7m7TpDlOmdvN6Ky2aSZi4gZpJ2vVYDq4UpPFFcXHxb+Smapu4zMzMcOnTomoHfVLE0r7sphmYu3BupYz43N0dXV9d1iaC899tn+M+nRnHZROLRCADbi71MTIyjqIvjFM/aW8Pjp86wdFW7Y08d//nOV+bsHExkztkHAgEikQiSJNHQ0GDN3t0opqamuPvuuzl27Bif+9znNnSBYwtbyAUMwyCRSHDu3Dnm5uY4dOgQeXl5V7VQNJO06elp/P70qISZHF8p5phztYFAgNbW1tuKljg7O8vp06etMZT1KkibWhemxkgymbQ6aesRc0z6tyzLtLW1bUgNkxvF5OQkFy5cWJU+iGEYWeM8phjaRhpfM5FKpejo6MDn861aJfuJvmn+5IunEAwDVU6CrmGXRCpcGiMZyW9bYwXDl8cIZlgxAjjtNk7+05+Tv0q69PUg0zZzZiZdjK+qqqK6unpNzR9VVfnDP/xDzp8/z2OPPXZbacRsJmyKhDgYDHLy5EkqKystfzmzUrwa8SxVVbM8d80OZkVFBfn5+QiCQCQSobu7O+cV1VsNXdfp6+vD7/ffdHpRptWA3++3lJNNxeq1bvBDoRBdXV0b1mrhRqHrOufOnSMajdLe3n7ds9BmkmYWhMyqpjkDdivVQ01K2K5du6iurr6u1774k0/QPx2l0CUwO59Oig/VFfHU+fTscFWxD38oTltdCb8525/12o/80X38zp0tuTmJFWDaSKiqSmVlJTMzM8zOzuLxeG7IAzEQCHDPPfdw8OBBvvjFL942yvZb2MLVkEwm+c1vfmOJ7jidzuuyUDQMw+pgmjFnaQdTURQrsWptbd00asqrgZlY7d69+7rX17XATNLM6x6NRikqKrJizlr1PGRZzpo/vZ3Ww8uXL3Px4kVaWlpuqCuYmaSZMce87ub+9lbAtIwqKCi47j313/24h3/7xSA+p41wKARAXamP0cuXUTUdSRSoLsnD53JwtjdbdfrFd+zjk2+8P5ensgyXLl1iZGSExsZGIpHIMkun62FLaJrGG97wBk6dOsXjjz9OZWXleh76Fq6CTZEQz87OMjMzQ21tLYBVKb4RJemV5mHy8vKYnZ2lvr5+XSuqNxuapnHmzBlLZOpWBv7ManIgECCRSGTZOV1vNz4YDHLmzBmampqs++J2gPmdpVIp2tvbc8JSMFUsA4EAc3Nz1rz3asShcgnzO9u9e/cySthqMB1O8MKPPY6sGdi1BPFU2p5lT5mTc0MT7Kst5fzlGWySSJVXYGgiLULmczk48U9vxutaH8aHpmmWR3l7e7u1WVNV1WJLZAbM0tLSq1o6zczMcO+999Lc3MxXvvKVW9bdV1WV97znPTzyyCNMTU2xbds2XvOa1/Cud73rtikYbmFjQZZl+vr62LFjB5IkXVfheylWshAsKioiEong8/k4ePDgbZNYGYbB8PAwQ0ND684CWw0SiYR13UOhEPn5+VbMuV7WTCKRoLOz87bz4oW0WOLw8LBlIbZWmM0fM+bcqnnvRCJBR0eH1WC6kT3Giz7xBBf9UbbniYwGwgAcrivixPkBjjRv4+TAVPqx+hJOZFgxfeltv8cz9jfk5kRWgKnpYrJXIJ2TZDpUrNbSSdM0/uzP/oxf/epXPP744ze1iJWJrVifxqZIiE2hjcwZIsimTd0INE2jv7+f8fFxRFG0Fo+KiopbIhaRS5j0b0mSaGlp2VCUWSCrgxmJRFb04bsSTPXvffv23VbVNFOZGNZPGMyc9zYDpqmmWF5evq4qloFAgDNnzqz5O/vKUyO87zvnaCz10H85TY8s9jppKhL5dd+49byakjwmJsaRFZVXPe8Qf/OaF675HFaCruucPn0aRVGykuGlWMkD0bznMzso8/Pz3HfffWzfvp2vfe1rt3Rs4wMf+AD/8A//wBe+8AX27dvHqVOneO1rX8v73/9+3vzmN9+y49rC7Y1UKq0Yu5ZkeCkMw2BiYoLe3l5EUUTXdUpKSqioqFgmlLPZkEn/Xklr4lZDlmWrED4zM4PX67VizrUKsqb6d3l5Obt27bptmhWmMvHExMS6fWeZWhcmWyKzCbFexaBEIsGpU6fW7J88HIzysod/hY6BloxZBfDj9Xk81TuKoqVTF7skUumB4ckgjZXF/PQjf4Iors99Mjw8zPDwcFYyvBKWOlTk5eVZsd4c2dR1nbe+9a385Cc/4fHHH7+mlsp6YivWp7FpEmJZlrNoU2tNhjOpxC0tLeTn52fRe3Vdz6JababkOBaL0dXVRUFBgWVTsZGRTCat6z4/P09eXl6W/2EmhoeHLaGV20l0QJZlOjs7cTgcOfGsXQ1MNUVzs2Le8yblJ1cBc3p6mnPnzuXMK/LjP+nl3345yIFKL52XpjncUEZCVjndN5j1vEONZZw828dPP/wn7KjK/b1iJsOyLNPe3n5dm+rMgPnEE0/wyCOP8KxnPYsnn3ySmpoavvWtb91y27D77ruPiooKPvvZz1qPPfjgg3g8Hr74xS/ewiPbwu2MVCq1JhbYSjCpxDt37qSmpsaa+5+eniYWi1FcXExFRcWGFyhaClVVs6wGNzr9e+n4mt1ut2J9YWFh1vdsOmLU1dXR0NBwWyXDpj6IKQ57Mz4zEolYsd6855cWZNeKeDzOqVOnclbAeOpSkD/54imayjx0D06yp6qQmKwyE/QTjiWt59WU5jExPs5f/95zedXzD6/1NFbEapPhpch0qBgfH+etb30rd9xxB5FIhLNnz/L444+zY8eOdTnm1WIr1qexKRLiWCxmdYcFQVhzgqcoCmfPniWVSq04Q5RJtZqenkZRFCs5zsXs63pibm6O06dPU11dTVNT06YLIrIsZ9k5mWJoZWVlTE1N3ZZWC8lkks7OTrxeLwcOHLglBQzznjeTtEQikRUwb1TAxFQ2P3jwIGVlZTk73jd88SSXZ2I4BY2zl9NCG4dq8niqZyjrea++czfvfug5OftcE7quZ1Hb19Jh8vv9PPLII3z0ox8lGo2ybds2XvKSl/DiF7+YO++885aJx/zt3/4tn/nMZ3j00UfZuXMnp0+f5gUveAEf//jHeeihh27JMW3h9kYqlSKZTFoxdq2Fb1OtenR0lAMHDqxIJY7H41asN9lKZpK2kYWbUqlU1lztZutya5qWVZDNdEnQNM0qYOTSEeNWw1TJDofDlo3irUA8Hrf2WWYHM5PSfiO/uVgsxqlTp9i2bRvNzc0523t++TfD/NsvB2kodvHLC+MgCBzYXkh370DW8561p5pPv+FuXI7c/w5MUdpDhw6tae+ZTCb57ne/y4c+9CEuXryI2+3m3nvv5UUvehH33HPPLfPT3or1aWyKhPgVr3gFHR0dvPjFL+aBBx5YU9KQSCTo6urC5XKtaoYos7I2PT1tKSmai8dGmkGanp7m/Pnzt00QMWcwM9VDKysrqaqq2vQm9Sbi8TidnZ0UFRVtKJVss4Pp9/sJh8M3NANmUhTXY6ZN03Re/plfEUqqTAXnSCkaDptIhUtleCqdIIuCwPf/+nfYWZXbIKPrutWVOXTo0Jo3orFYjAcffBBBEPjGN77ByZMn+c53vsN3vvMd7rvvPj7zmc/k6MivD4Zh8I53vIMPf/jDSJKEpml84AMf4O1vf/stOZ4t3P74j//4D/7iL/6Ce++9lwceeIA777zzhju2mqZZFj1tbW2rslA02UrT09OEQiEKCgqs5HgjdV/Xy1bpViHTJWFiYgJVVSksLKSmpmZd6b03E6Y+SDKZpL29fcMUWzLtSmdmZnA6nVasX9q1vxKi0SgdHR1UV1evi8Dpu791hm91jlHhERkJLghqLimAv/vlz+DVzzmQ088FLGu29vb2NavRG4bB+9//fj73uc/xs5/9jFQqZcX6UCjEwMDALWlibcX6NDZFQhyJRPje977H17/+dX70ox9RUVFhJcft7e2rDgbz8/N0d3dTWVnJzp07rzuImEqKZoIWi8WsmYxbSbXKtFU6cOBATjtxtxqmYFEymaShocGaiTEMI8vOaSN37a8EM4iY9+NG7eanUqksFUu3231N5eTx8XH6+vrWldruDyd51b/9mmKPnY6BSQC2F3uYnpogKau8+jkHePfLn5HTz8x1MpxIJPid3/kdkskkP/rRj7KoWKZa+K2aCfzKV77CX/7lX/LRj36Uffv20d3dzVve8hY+9rGP8epXv/qWHNMWbm+oqsovfvELvva1r/Htb3+beDzOvffey0te8hKe+9znrpramUqlOH36NJDWY7iR2Gyue9PT08zNzV11lOdmwqQS19TU3FbuCoZhWCJTO3futIoTJlvpVu+z1gJVVenu7kbXddra2jZsN3+pbSZwzX1WJBKho6PDuh/XA4Zh8L++0sXZsXmCc/Mk5LQV0za3xtDUDLuqi/n2O16KPcf7wMuXLzMwMJCzZPgjH/kIDz/8MD//+c85cCA7eY9EIlux/hZjUyTEmYjFYvzwhz/kG9/4Bt///vcpLCzkxS9+Mffffz9Hjx69YmJkzhA1NzfnTJU4Ho9byfGtoloZhkFfXx/T09O3nZ+iLMtZvtBmEDEFikyqlSzLWXZOm6GabFpG1dTUbCpl80zl5EAggCiKy3ymTRuJ1tbWdacA9U+Feeifn2RnuYeOwWkA2moLmZ+d4ZtvfxCPM3cbD9MOKxaLcejQoTVvzFKpFA899BBzc3M8+uijG+63W1NTw9ve9jbe+MY3Wo+9//3v50tf+hK9vb238Mi28P8DNE3jySef5Otf/zrf/OY3mZ+f54UvfCH3338/z3/+86/ot2p2TwsLC9m7d29OiqWKoljJsSkMZVo33ijF9EZgjqDs2rXrtmCBmcjcxywVmTLtnEzP3Y1iIbhaZFpGtba2bprivamcbF77VCpl+UybziChUIjOzk7q6+tpaFg/ZWeApKzyyn/7DZIAXYPpAnh1kYfInJ8vvuVF7NmeWxaamQznQgHcMAw+8YlP8Hd/93f89Kc/pb29PTcHmSNsxfo0Nl1CnIlEIsGjjz7KN77xDb773e/idrt50YtexP3338/TnvY0bDYbuq7z7//+7zQ2Nq6rHcFSm4GbQbXSNI2zZ88Sj8c3haDG9cCktnu9Xvbv33/FIGJ20cxrb4pFmNd+I1aTZ2dnOX36NI2NjbdUWXCtyPSZDgQCKIqCx+MhFovR0tJy06w/ftHv56++2k2+w2DYH6ahzMe//+EzqS65NkVytch1MizLMq961asYHx/npz/96S2bHboaSkpKeP/7388b3vAG67EPfehDfO5zn6O/v/8qr9zCFnILXdd56qmnrOR4amqKF7zgBdx///3cddddVgL13e9+F0EQ2LNnz7oVGlVVtcZJgsEgLpfLijfr5fuayQLbCLZKuYS5tkYikWvO1Zqeu36/n7m5OXw+X1bXfqMVllOpFJ2dnXg8nlumD5ILZPpMBwIBy7osFotRV1dHU1PTTTmO8bk4r/vcU5R6JE4OTOFxSPzj79/BM3dvy+nnjI2N0d/fz/9r787joyyv/vF/kkBCIAtkGxLWsAUIS5IJIiAKsmWfSVFcUbB1wypI9YXoY61W5Uu1lVqLotJatICSmSzssoSwC5nsBATCEkjIzGTPJJPZ7uv3h7/7bsIiWe5Zc96v1/OH4elwzQBz7nNd5zonJiZGlGR4/fr1+PDDD7F3717cc8894ixSRBTrf+HUCXFbRqMR+/fvh1KpRGZmJtzc3BAfH4/S0lJcvXoVBw8exIgRI2yyFoPBICRobUutJBLJHXe1O4vfdXR3d7faiB570el0yMvLQ3BwMMaOHdupIMc3SOHvvjraHTCtVovi4mJERETYbeacNfA7/NevX4e3tzf0en2nRml1V0VdC7LPqdHLjSEleij6eolXJcAYEx7YYmNju50Mm0wmLF26FBcvXsTBgwcd9uF2yZIl2L9/PzZs2IDIyEjk5+fjueeewzPPPIO1a9fae3mkh+I4Dvn5+VAoFFAqlbh69Srmzp2L3r17Y9euXdiwYQMefvhhm6zFYrEI9y+1Wq3QNVkikdzxOklntZ2I4WoNJc1mszDDPTo6ulPfrfypPX/31RYbE53Bz+LlKxWcNRm+HbVajeLiYiHW8xUTwcHBdx2l1V0tRjN2FFZC16xH3OQhCBsgzjM1j7/uFR0djQEDBnTrtRhj+Prrr/HHP/4Ru3fvxvTp00Vapbgo1v/CZRLitkwmE7KysvDSSy+hpqYGPj4+SElJgUwmw+zZs23azKBt12SxSq34sUp+fn4uN6hezFEL/MYEf/fVx8dHmDNtj91kvmxfrPFDjoTv5BoTEwM/Pz/o9Xrh7319fb2wk992Dp8zYIwJXUGlUmm3vzvMZjOee+45FBUVITs726H/HjQ1NeHtt99Geno6NBoNwsLC8Nhjj+GPf/yjQ1ZekJ6HMYbCwkI8//zzUKlUcHNzw9y5cyGTyZCYmIiAgACbfddwHIeampp2XZP5WN/VJpB8IyZnGavUGXyXbE9Pzw41OP01/MYEf5XHw8NDiDcDBgyw+TMSv6nvavOTgV8q3AoKCoTmrSaTSfjs+VFafI8Re3z23cE3AhUrGf7Pf/6DN954A9u3b8cDDzwg0irFR7H+Fy6ZEJeWliIpKQlTpkzBxo0boVKpkJaWhoyMDDQ1NSE+Ph5yuRxz5861aYDhvzjallpJJJIODajn8Y3BnHWs0q/RaDQoKSmxSpfsmz97vpNiSEiIaDv5v4YvwXG1cjfGGMrKynD9+vU7zufjd/L5gOnl5SUETEfuFs4YQ2lpKRoaGkRJhi0WC5YtW4affvoJOTk5CA0Vt8yLkJ6mqakJjz76KC5fvozt27fDZDIJJ8fFxcWYOXMm5HI5kpOTERwcbNPkuK6uTqhW4ptASiQSodfC3RgMBhQUFMDDw8Mpxyr9Gn66gr+/PyIjI0WNAbf77PkeI4GBgVa/w9vY2Ii8vDwMHjzYpZqeAUB1dTWKioowduxYhIWF3fLrHMehtrZW2AznOK7dZ+/I/V34ZFiM3ieMMWzevBkrV65EZmYmHnzwQZFWSazJJRPip59+GkOHDsW7777b7ouW4zicPHlSSI61Wi0WLFgg3EOyZefI25Va8cnxnRI0fqzS6NGjMWTIEJut1Rb4MpXIyEirn5rxnRT5z97d3V1Ijq2xo3nlyhVcvnwZUVFR3d51dCSMMVy8eBGVlZWQSqUdGmvSdvZkdXW1zR9WOopPhuvr6xEbG9vtZJjjOLzyyis4fPgwsrOzXe7fLyH28N1332HTpk344Ycf2t314+cPp6WlIT09HSqVCtOmTYNcLkdKSgpCQ0Ntlqi0bQKp0WhgNpuFqyR3+s7jq8CskTDaW2NjI/Lz820yXYExJjSG0mg0QmMovgGn2JsMfIVbeHg4hg8fLupr25tWq0VRURHGjx/foc1cxhgaGxuF56yWlhYEBgYKm+GOMnYK+KV67+zZs6I1At22bRteeuklpKWlIS4uToQVEltwyYTYYrHc9cGa4zioVCphN7miogJz586FXC5HfHy8Te/ptE0SNBqNUO4TEhIinKBdvXoVZWVlLjdWiTGGK1eu4MqVK5g8ebLNmwvxu8n8jqbFYrnrw0pHtT095UuJXQVjDOfPn4darYZUKu3SZlLbhxWtVovW1tZ2AdOeY8zOnj2L2tpaxMbGdvv+M8dxeO2117Bnzx4cOnTI5R6UCLGnu8V7xhjKy8uFhlwnT57ElClTIJPJIJPJMGTIEJsmx3ySoFarbzshoa6uDoWFhS5ZBcY3lAwPD8ewYcNs+t7aNuDUarXQ6XTtxjl1N0HjT0+tUeFmbxqNBsXFxd267tXc3CxUijU0NMDPz0941rLnGDM+GRZrRGRGRgaeffZZbN26FcnJySKskNiKSybEncVxHIqKioTkuKysDHPmzBHuIXV0OLlYa6mrq4NarRbm7Xp6esJgMLjkCeOdRi3Yaz38w4pGoxESND5gdmY3mX9vGo2mywmjo2KM4dy5c6iuroZUKhWlURzfxZIPmHxDND5gitWMriPrOHfuHGpqakRLhlevXo2MjAxkZ2fbrBsnIeRWjDFUVlZCqVRCqVTi6NGjiIqKglwuh0wm63bfis6uhU/Q1Go19Ho9fHx80NTUhFGjRrncxplarUZJSQnGjRt323JbW7t5Moifn59wENHZeMOPw4qMjMTAgQOttGL74N/bxIkTERISIsprGgwGoUKytrZWaIgWHBxskytsvKqqKpSWloqWDO/YsQNLly7Ft99+i9/85jcirJDYEiXEN+FPh9LS0qBUKlFaWopZs2ZBJpMhKSkJQUFBNvvHajabkZ+fD51OB3d3d3AcJ9rppb11ZtSCPbQdM6DRaKDT6YQ508HBwb+aKHEcJ5TbSqVSh3tv3dH29NSa740fr8E3ROvbt6/w2VtztInYyfCf/vQnbN68GdnZ2YiIiBBppYSQ7mKMQaPRICMjAwqFAocOHcL48eMhk8kgl8utXs5781ouXLiA8vJy9OnTB62trQ4/PrAz+Nn0jlrhZjAYhCqx2tpaoflpSEjIXZtA8te9HPW9dQffCHTSpElWe29msxk1NTVCvHd3dxeqxAICAqz2nMtfQRSrr8vevXvx5JNP4l//+hceeeQREVZIbI0S4l/B35Hkk+OCggLcd999kMlkSElJgUQisVrANBqNKCgogJubm9BQo7GxEWq1GhqN5ralVs6iO6MW7OXmrsl3KvfhZ0Pr9XrExMQ41D2Z7uI7LvNNpqw9SolnNpvbdbH08PAQPnux7nzzJ/parRaxsbHdTvQZY/jwww/x9ddf4+DBg4iMjOz2Ggkh1sEYQ21tLTIzM6FQKHDgwAGMGjUKKSkpSE1Nxbhx46x2j7dtpVRUVBT8/f2h1+uFWN/Y2Ij+/fsLCZqtvnfF0PbaUFRUVLdnutpC2wacNTU18PT0vGMDTn42tD2ue1kbn+iLdXraERzHob6+XnjWMplMQpWemHe++RJwsRL97OxsPPLII/j888/x5JNPutQ1h56EEuIO4u+68veQTp06halTpwr3kAYNGiTaPwK+A6Ofnx8iIyNv2SHjS634gKnX67tc2mtrRqMReXl56N27NyZPnuxUiTzv5lFa/OllYGAgysrKwHEcoqOjHfrPobP4E32dTidKx+XurOPmO99tA2ZX/j7x96E1Go1oyfDHH3+Mf/zjHzh48CAmTZrUrdcjhNgO39tg+/btUCqV2Lt3L4YMGSIkx5MmTRItOeY3UJubm+9YKdXa2ipUKvGbsfw4J0euPuI4TrhaExMT06Gmi46mbX8XfpQWf3rZ0NCA69evIzo6Gv7+/vZeqqj4qRhiNZnqitvd+R4wYIDw+Xf1777YyfCRI0fw0EMP4e9//zuWLl1KybATo4S4CxhjqKiogFKphEKhwPHjxxETEyPcQ+pOs4iGhgbk5+cjLCwMo0eP7tDr8F8afGmvo5ZaWXPUgr3wp5dVVVVCuU9YWBgGDhxo07vn1sRxHIqLi9HS0gKpVOowf6cYY2hqahICZnNzMwICAoSA2ZGTFL5UkW8O1t27yowxfPrpp/joo4+wb98+SKXSbr0eIcS+mpqasHPnTiiVSuzevRvBwcFCciyVSrscx9pWgUVFRXVoA9VoNAqxvra2VpjvLpFIHKpPBZ/ot7S0ICYmxqlOte+EP73UaDSorKyExWJBUFAQwsLCHH6kUGeUl5ejrKwM0dHRDnWiz1fpabVa1NXVwcfHR6gUu1tZO4/vlC3WfegTJ04gNTUVa9euxQsvvOASz3s9GSXE3cQYQ1VVlXAPKScnBxMnThSS4850ieTn8I4aNQpDhw7t0npaWlqEgMmXWkkkkg4nCNbS1NSEvLw8m4xasDWDwYC8vDz06dMHYWFhwkgnAO3ufDvjBgDHcSgsLITBYEBMTIzDJMO309LSIpwcNzQ0wNfXV6ia6Nev3y1/5/hkuKqqCrGxsaIkw1988QXef/997NmzB1OnTu3W6xFCHEtLSwv27NkDhUKBnTt3ws/PDykpKZDL5Zg6dWqH7zvyY5XuVAXWEfx8d75SydvbW0iOO5ogWIPJZEJBQQEYYy5ZKcX30BgzZoywIavX6xEQEACJRIKgoCCHjpO/hh8RGRMT49Cn3jeXtffu3VuI9fxklptptVoUFxeLNtozNzcXKSkpeO+99/Dyyy+71DNtT0UJsYgYY6ipqUFmZibS0tJw8OBBRERECGXV48aNu+M/mvLycly8eBETJkwQrZPf7Uqt+FnHtiy14kctDB8+HMOHD3epLw69Xg+VSnXLqffNsydNJpPT3fm2WCwoLCyEyWRCTEyMUz3YGI3GdgHTy8urXcAEgIsXL+LGjRuidAFnjGHjxo14++23sXPnTtx3330ivAtCiKPS6/XYt28flEolsrKy0KdPHyQnJ0Mul2PGjBl3/I6vr69HQUFBp6rA7oavVOLnu3t6egqx3lpNCG+ntbUV+fn56NOnDyZNmuTUjT9vxldK8eXtbQ8Y2jbgbGpqcso735cuXUJ5ebnTjYjky9r502PGGIKCghAcHIygoCB4eHiguroahYWF3Rob1VZBQQESExPx1ltv4Q9/+INLPdP2ZJQQWwmfEGVlZUGhUGDfvn0YPny4UGo1YcIEuLu7w2KxYNOmTQgPD7dq04nblVrxAdOapVZ8J7+IiAgMGjTIar+PPTQ3NyMvLw9BQUEYO3bsHb8U25b2ajQaYUA9n6A54m6yxWJBQUEBLBYLYmJinCKBvxOLxdKuiyUAeHl5obW1FVKptNvBnzGGb7/9Fq+//jq2b9+OWbNmibBqQoizMBqNyM7ORlpaGjIzMwEAiYmJSE1Nxf333y98x6enp6Nv374YP348hgwZYpW18N93/FWSXr16CcmZNa/x8PEwICDAqk3I7KHt5vDdGoHefBDBVyrZe97unTDGcOnSJVy7dg1SqdTu4y+7g7//z1dOtLa2CqPMxo4dK8p86JKSEsTHx+MPf/gDVq9eTcmwC6GE2EYaGxuxY8cOKBQK7NmzB6GhoYiPj8fJkydx48YNHD16VLST4bvhS63UajVqa2vh7e0tJMdillo5+qiF7mhsbEReXh4GDRrUqbJ44H+7yW3n7fIB0xGapPDjvvi7bc6cDN+MH4mlVqvRu3dv4eSe303u7OYEYwxbt27F8uXLkZGRgblz51pp5YQQZ2A2m3H48GFs27YNmZmZaG1tRWJiIlpbW7Fjxw5s2bIF8+fPt8laOI4TmkJpNBq4ubkJsUasDv3A/3qfdCUeOjqTyYT8/Hy4u7t3Oh7ylUptn7WsPT6wM/hJKpWVlZBKpU7Z+OzXVFRU4OzZs8IoM39/f6HHSFc2J86ePYv4+Hi8+OKL+NOf/mT3Pz8iLkqI7UCn0+GHH37AqlWrUFtbi9DQUKSmpkIul+Oee+6xaZkRX2qlVqtRXV0NLy+vbpda8TuO5eXlDteYQQz19fXIz8/H8OHDER4e3q3X4uftajQaoVFE291kW3/h8sHfw8MDUVFRLlXyBkAYAcKXSbfdnOBL3fh73x3ZnEhLS8OyZcvwww8/ICEhwQbv4M4qKiqwatUq7N69G3q9HmPGjMHGjRupsRchdmKxWHD48GGsXLkSRUVF7cqq586d2+2+BZ3RtimUWq0GY0yUHhfV1dUoKirCyJEjMWzYMJFXbV/8VAwvL69ul4Dz83b5svZevXoJn/+d7r1aEz9dgW8o6Yin191RW1uLgoICjBs3DqGhocKsaa1W2246SEc3J86fP4/4+HgsWbIEH374oV2TYYr11kEJsR2UlZUhPj4eEydOxFdffYUjR45AoVBgx44d8Pb2RkpKCmQyGaZPn27T0zm+1IpPjrtSasUYw9mzZ5161MKvqampQWFhIUaPHi16ydvNTVL69OkjfP622E02mUztRmK5WjLMb9LExsbe9u/lzZsT/fr1EwKmr6/vLZ9/VlYWfvvb32LLli1ISUmx1du4rbq6OkRHR2P27Nl48cUXERISgrKyMgwfPhwjR46069oI6an0ej2efPJJlJSUYOfOndBqtcLoRo1Gg/nz50Mul2PBggU2jZV8aSk/utFkMgnJGX/vsiNu3LiB0tJSjB8/HqGhoVZetW21trZCpVLB19dXuOImlrYn9/y9V/7zDwgIsHrs5Wdfa7VaUaYrOBo+GR47dizCwsJu+fWbNyc8PDyEk+OAgIBb/qwvXbqEuLg4LFq0CB9//LFdrwNQrLceSojtIDU1FcOHD8fHH3/c7ovPYDDgwIEDUCgUyMzMhIeHh7CbPHPmTJs2NeI4rt09pI6UWlksFpSUlNy26YQrUKvVKCkpsUnwv/kemIeHh5CciVnqxuN3wvlmKK50/wsALl++jKtXr3b4jhTfxVKr1aK6uhq9e/eGh4cHNBoN4uPjceDAATz99NPYtGkTFi5caIN38OveeOMNHDt2DEeOHLH3Uggh/7/PP/8c3333HbKyshAYGCj8nOM45OfnIy0tDUqlEteuXcPcuXMhk8mQkJBg03JavscFnxy3trYKDSCDg4PvuCl/9epVlJWVYfLkye3emyvg70MHBgb+ajNUMbTdnNBqtTAajUKPkaCgINGf+/hDi9raWkilUoe4piWmuro65Ofnd7hvDcdxqKurE06P+WtUhYWFiIuLQ0tLC+Li4pCcnIxPP/3U7s9GFOuthxJiO2htbb1rsmgymZCTk4O0tDRkZGTAZDIhOTkZMpkMs2bNgpeXl41W+79SKz5g3q7UymQyobCwEBzHISoqyiEbRXVHZWUlzp07Z5f70PwXNn8PjOO4dp9/d3eTjUYjVCoV+vbti4kTJ9r9C19sV65cwZUrV7rcMITfzd+zZw9Wr16NlpYWmEwmvPTSS3j//fcdognJ+PHjsWDBAly/fh05OTkYNGgQli1bhmeffdbeSyOkx+I4DiaT6VfjNWMMJSUl2LZtG5RKJS5evIgHH3wQKSkpSEpKwoABA2yaHDc3Nwuxvrm5+ZYGkPy904qKCkRHRzv0eJ6u4EdEhoaGitYFvKMYY9DpdEKsb25uRkBAgPD5d/e5jzGGM2fOoKGhAVKp1OUOLTqbDN+M3xy6dOkSFi9ejKtXr6JXr16IjY3F5s2buzwOVUwU662HEmInYDabcfToUSE51ul0SEhIgFwux5w5c2y6w3dzqZXZbEZAQAAaGxvRr18/lyy15UdiRUVFISAgwK5r4T9/PmAaDIZ245w6u5tsMBiEsrC2Y6NcxdWrV3Hp0iVRukkDwMGDB/HQQw9h7ty5uHz5Mi5evIg5c+Zg6dKlePjhh0VYcdfwDzYrV67Eww8/jFOnTmHFihXYsGEDnnrqKbutixDScYwxnDt3DmlpaUhPT0dJSQnuv/9+yOVyJCcnIygoyKYJ2s3jhAYMGACz2QyDweCS907b9gdxhBGRLS0twuff3QacHMfhzJkzaGpqglQqtemhii3U19cjLy8PY8aMEaWbdFVVFWbPni004Dp27BiioqIgl8uxevVquz3nUqy3HkqInYzFYsHJkyeFe0g1NTVYsGAB5HI55s+fb9MAxRiDRqPBmTNnhP8OCgoShtM7e3dixphQauuIg+rb7uZrtVrodDoMGDBACJh3C3j8HSl+hrK9g7/YxE6Gjx49ioULF+KTTz7Bb3/7W7i5ueHChQvIzMxE3759sWzZMhFW3TWenp6IjY3F8ePHhZ+98sorOH36NE6cOGG3dRFCuoYxhrKyMiE5zsvLw/Tp0yGXy5GSkoKBAwfaPDkuLCyEXq8HYwz+/v5CA05XOGm0Zn8QMRgMBuEKVW1trdDjoiPTQfgZyi0tLYiJiXHJZDg/Px+jRo0S5c+OvxoVExODTZs2CbOMd+7ciby8PPz9738XYdVdQ7HeeighdmIcxyE3N1dIjisqKjBv3jzIZDLEx8dbfbh621ELI0eObLeb3NLSgoCAAEgkEgQHB9v0/rMY+A6MVVVVTjOOQK/XC59/Q0MD/Pz8hIB5c9MMvV4PlUolzIx0tWS4vLwcZWVlom1k/PTTT5DL5fjwww+xbNkyh/u8hg0bhnnz5uHrr78Wfvb555/j/fffR0VFhR1XRgjpLsYYrl69CqVSCaVSiZMnT2Lq1KmQyWSQyWQYPHiwVb+TjEYjCgoKhFF8HMcJsaaurg6+vr5CcuyMDZo0Gg2Ki4sxbty42zZhcjR8jwu+KZSXl5cQ6/39/dv9XeA4DkVFRWhtbUVMTIzLXWdraGhAXl6eaMlwdXU1EhMTMXbsWGzevNnhnl0p1lsPJcQugv/S45t0XLp0CXPnzkVKSgoSExM73CW6o/jd1DuNWuCTY7VaLZxc8smxo+9OMsZQWloqNJ1wxgDPjxjQaDS37Ca7u7sjLy8PQUFBGDt2rMMld9117do1XLx4UbRkWKVSISUlBe+88w6WL1/ukJ/X448/jmvXrrVrtPHqq6/ip59+areTTAhxbowxVFZWQqlUQqFQ4NixY4iOjoZcLodMJhO91Le1tRV5eXno168fJkyYcEupqNFobDcdoV+/fkJy7AwbyZWVlTh79iwmTpyIkJAQey+n09o24Kyurm7XANXPzw/FxcUwmUyIiYlxuOSuu/hkeOTIkaLc762rq0NSUhKGDRuGH374wSE3DyjWWw8lxC6IT+j45Pjs2bOYPXs2ZDIZkpKSEBgY2K2AWVVVhTNnznS42zJ/cqlWq4V7MI5aasVxHEpKSqDT6VymUzY/a5ovt+I4Dr6+voiIiBB9o8Terl+/jgsXLog2/7qwsBCJiYl444038PrrrzvsZ3X69GlMnz4d7777LhYtWoRTp07h2WefxZdffoknnnjC3ssjhFgBYwxqtRoZGRlQKBTIyclBZGQkZDIZ5HJ5t5tC6XQ6YfO0I5VEN59cent7C8nZ7UbX2du1a9dw4cIFl+mU3bZjskajgdFoRK9evTBmzBhIJBKX6u/S2NgIlUqFESNGiDL/uqGhAcnJyZBIJFAqlQ57cEOx3nooIXZxjDFcuHBBSI4LCwsxc+ZMyGQy4R9/Z4IU32Bq0qRJCAoK6vR6+FmvarUa9fX1v1rWa2sWiwWFhYUwGo0uWVqk0+mQm5uLAQMGoFevXsI4rbbzD525qdb169dx/vx5xMTEiJIMnzlzBvHx8VixYgXeeusth3uYu9mOHTuwevVqXLhwAeHh4Vi5ciV1niSkh2CMoba2VkiODxw4gDFjxiAlJQWpqamdvhrD38scOnQoRowY0envP4vFgurqaqjValRXV8PT0/OOZb22xhgTpg+ItXnqSMxmM/Lz84Wmp9XV1WhtbW3XMdyZT4ubmpqgUqmE5mdivJ5cLoevry+ysrIc/iCEYr11OF1CvH79enz00Ue4ceMGIiMjsW7dOsycOdPey3IKfJMo/s7x6dOnce+99wr3kMLCwu4YpKwxaoEvtVKr1aitrYWPj0+7JhG2ZDKZUFBQAACIiopy6mBxO3wAGTJkiPBww4/T4k+OzWaz0LE6MDDQqZqiVVRU4Oeff0Z0dDQGDBjQ7dc7d+4c4uPj8dxzz+G9995z+GSYEFdE8b5r+GkEWVlZUCqV2Lt3L4YOHQqZTIbU1NS7jtfTarUoLi4WrcGUxWJBbW2t0ADSw8NDiPW2HCsF/O9ZprKyEjExMQ4xNk9MfDLs7u6OqKgoeHh4CA04+XvfbRtwBgcHO3wC2Bb/LDNs2DCEh4d3+/Wam5uxcOFCeHh4YMeOHS7XOZ10nFMlxN9//z0WL16M9evXY8aMGdiwYQO+/vprlJaWOsR8MGfCGMP169eFJh3Hjh1DbGyskBwPGzZMCFJGoxH5+fnCyak1vjD4Uiu1Wo2amhqh1Eoikdy1g2J3GY1G5OXlwdPT0yXHRjU2NiIvL0/Y6b8dxhgaGxuFUiu9Xt9u/qEjn5bzM6LFGot14cIFxMfHY/HixVizZo1Tn5oT4qwo3ounsbERO3fuhFKpxO7duxESEiKUVUul0nbfcSUlJdBoNIiMjIREIhF9LXxZL58cM8aE5NjaVUqMMZw9exY1NTVWe5axJ5PJhLy8PPTu3ftXn2X0er0Q6/lKPb5SzJE/E77KTaxkWK/X46GHHoLZbMauXbtcbnOEdI5TJcRTp05FTEwMPv/8c+Fn48aNg1wux5o1a+y4MufGGENVVRXS09OhUChw+PBhTJo0CTKZDHPnzsXrr78OPz8//Pe//7XJTqLZbEZNTc0tpVYSiQR+fn5WaRji4+ODCRMmuFzywzedCA8P71Rp0c3zJ/v37y88tDjSbrLYyfDly5cRFxeHhQsX4m9/+5vL/X0gxFlQvLeO5uZm7NmzBwqFAjt37kT//v2RkpKClJQU7Ny5E99//z2OHz9ulWT4Zowx1NXVCbHGYrEIiVlgYKCom9P8HN7GxkbExMR0eo6vo+M39r28vDBp0qQOf3Y3N0Xr27evQ9775pPhX9vY74zW1lY8+uijaGxsxN69ex1urCaxPadJiI1GI/r27Ytt27YhNTVV+Pny5ctRUFCAnJwcO67OdTDGUF1djYyMDGzZsgWHDh2Cl5cXXnzxRTzxxBM270rctoOi2KVWLS0twuih8ePHO8wXv1j4O2Dd7cDY2toqfP78iA3+5NieXURv3LiBs2fPitYQpby8HAsWLEBiYiI+++wzSoYJsROK97ah1+uxb98+pKWl4YcffoDRaERycjJefPFFTJ8+3abXZvgqJbVaLTSECgoKgkQi6fYVHovF0m70kKM2TOoqo9EIlUqFvn373rUc/te0bcBZXV2N3r17C7He1qXtbel0OqhUKgwePBgjR47s9usZDAY8+eSTUKvV2LdvnyjXrIjzc5pLgtXV1bBYLLfsWkokElRVVdlpVa6Hb7IUHx+PdevWIT4+HjKZDNu3b8eMGTMQHh4u3EOKjIy0etLQNgHmOA61tbXQaDQoKioS1iqRSDBgwIBOrYX/gh04cCDGjBnjcslwbW0tCgoKRLkD1qdPHwwdOhRDhw6F0WgUAualS5fQp0+fdiMebPU5VlVViZoMV1ZWIiEhAfPnz6dkmBA7o3hvG97e3oiLi8PWrVsxePBgvPXWWzh27BgWL14MNzc3JCUlITU1Fffff7/V+2q4ubnB398f/v7+GD16NHQ6HdRqNcrKylBSUoLAwEBIJBIEBQV1ai1msxkFBQXgOA6xsbEu1x/EYDBApVKJUuXWq1cvDBw4EAMHDgTHcaipqYFWq0VRUREAtGvAaaurZc3NzVCpVBg0aJAoJ8MmkwlLlixBRUUFDhw4QMkwEThNQsy7+YGbMeZyyYy9NTY2YsaMGViwYAHWr1+PXr164bnnnkNDQwN27NgBpVKJBx98EKGhoUJyHBUVZfUkwt3dHUFBQcIICL7U6syZM0KplUQiueuXdUNDA/Lz89s1mHIl/IzoiIgIDBo0SNTX9vT0RFhYGMLCwoTSdo1Gg7y8vHabF/3797fa3we1Wo3S0lJMmjRJlGS4qqoKiYmJmDlzJr744gtKhglxEBTvre/JJ5/EpUuXcPz4cYSEhGDp0qX44osvkJOTg23btuG5556D0WhEYmIi5HI5Zs+ebfUTVjc3N/j6+sLX1xejRo2CTqeDRqPB1atXcebMGQQEBEAikdy1vwXf/6RXr16QSqUu1x+ktbUVKpUK/v7+GD9+vKixy93dHcHBwQgODsa4ceOEBpznzp2DyWQSGnAGBQVZrZKgubkZubm5CAsLw8iRI7v9b99sNuN3v/sdysrKcPDgQZcYtUXEQyXT5LZycnJw//333/ELSKfTYdeuXVAqldi1axcCAgKQkpICuVyOKVOm2DTw8B01+VnH/Jc1v5vcdi38yemoUaNcsjFLdXU1ioqKMG7cuA7NiBZL29N7vlEKH0zFvAumVqtRUlKCSZMmITg4uNuvp9FokJCQgKioKGzatMmpOmsT4qoo3tuOSqXCmDFj7thQyGKx4OjRo8J0iqamJsTHx0Mul2Pu3Lk2v4vb0tIi3DlubGxE//79heS4bX8Lvj9Iv379ulVG7Kj0ej1UKhUGDBhg0ytfjDE0NTUJsb65uRmBgYHC6bFYDThbWlqQm5uL0NBQjBo1qtvvz2Kx4IUXXkBeXh6ys7MxcOBAUdZJXIfTJMTAL002pFIp1q9fL/xs/PjxkMlk1GTDjlpaWvDjjz9CoVAIbetTUlIgk8kwbdo0m99D4r+s1Wo1WltbhZ1MNzc3lJaWWuXk1BFoNBoUFxcjMjLSrl/2bTco+Ltg/PzDzpa7tcW/P7GS4ZqaGiQmJmL06NHYunWry5XSEeLMKN47Ho7jcPLkSSE51mq1WLBgAWQyGRYsWGDznhJ8fwu1Wo2Ghgb4+fkJzTfPnDmD/v37i35y6gj4/idBQUE27+tys+bmZqEpV2NjI/z9/YVKsa5ulvDJ8MCBAzF69GhRkuFXXnkFR48exaFDh1zy+Y90n1MlxPwYhi+++ALTpk3Dl19+ia+++gpnzpzBsGHD7L08gl8C1IEDB6BQKJCVlYVevXoJ95Duu+8+mycdfKlVRUUFWltb4evriyFDhjj8KKHO4k9OJ06ciJCQEHsvR8AYE/4MNBoNmpub241z6mjpHZ8Mi/X+6urqkJycjMGDByMtLc2l/i4Q4goo3js2juOQl5eHtLQ0KJVKXL9+HfPmzYNMJkNCQgL8/Pxsuh6DwQCtVovKyko0NDSgd+/eGDp0KCQSiUOPEuos/k6tRCJxuP4nra2tQnJcV1cHHx8fITnu169fh9aq1+uRm5uLkJAQUd4fx3FYuXIl9u/fj+zsbPruIHfkVAkxAKxfvx5/+ctfcOPGDUyYMAGffPIJ7r//fnsvi9yGyWTCoUOHkJaWhszMTJjNZiQlJUEul2PWrFk2S0KuXbuGCxcuICIiAiaTCWq1Gk1NTcJg+pCQEKfuOnnjxg3hTq0YJ6fWxJe7abVaNDQ0wN/fXyi16tu3723/N3xTD7GS4cbGRqSkpCAwMBAZGRlO/WdPiCujeO8cOI5DcXEx0tLSkJ6ejosXL2LOnDlISUlBUlIS+vfvb5PEje8PEhoaCh8fH2GUUL9+/YRY7+Pj41BJZGfwzUBDQ0NFOTm1JpPJBK1WC61Wi+rqaqEBZ3BwMPz9/W+7dj4ZDg4ORkREhCjJ8BtvvIGsrCwcOnRIlKZcxHU5XUJMnJPZbMbRo0eFgNnc3IzExERh1rG1ZttevnwZV65cQVRUVLtugjeXWolR5mMP/BzeSZMmISgoyN7L6RR+R1+j0aC2tva2Dy18MjxhwgRR5mLqdDrI5XL07dsX27dvd6o/a0IIcXSMMZw9e1aI9WfOnMEDDzwAuVyOpKQkBAUFWSWRq6urQ0FBAcLDwzF8+HDh5/woIbVa3S4xs/VkhO5qampqN3rIWdYN3H58Jr8Rzk8IsUYy/Pbbb+OHH35AdnY2xowZI9K7Ia6KEmJicxaLBSdOnBDuIdXW1iIuLg5yuRzz5s0TpbyJMYaLFy+ioqICMTExv1q+ZTAYhJLetnN2JRLJHU8tHcH169dx/vx5REVFISAgwN7L6RaTydRu/qGXlxd8fX1RXV2N8ePHi9IgrLm5GQsXLoSbmxt27drlUmV0hBDiaPg4zCfH+fn5mDFjBuRyOVJSUiCRSERJ7LRaLYqLizFmzBgMHjz4jv9/fGLGJ8e9evUSYv2dTi0dQWNjI/Ly8jB06FCnP+XkOE6YEKLRaMBxHAICAlBfX4+goCBRGoQxxvDnP/8Z33zzDbKzszFu3DiRVk9cGSXExK44jsPp06eF5LiyshLz58+HTCZDfHz8HTtf/hrGGM6dOwetVgupVNqpxMdoNAqnlm1Lrfh7SI4SMPky8OjoaJebo2exWHDlyhVcvnwZ7u7u7XaTAwICutQgRa/XY9GiRTAYDNi9e3eX/l4RQgjpGsYYrl69CoVCAaVSiZ9++gn33nsvZDIZZDIZBg0a1KX4WlVVhTNnznS6mSQ/Z5c/tXRzcxNivTXHBnZWQ0MD8vLybjn5dgWMMWi1Wpw5cwaMMTDGEBQUJEyo6ErPGcYY1q5di88//xwHDx7ExIkTrbBy4oooISYOg+M4FBYWCk06rly5grlz5yIlJQWJiYkd2sHlOA6lpaWor6+HVCrtVkms2WwWkuO2pVYSiQS+vr52S46vXr2KS5cuITo6Gv3797fLGqyJn6M8btw4SCQSYf6hRqOBxWJpN/+wI+OcDAYDHnvsMdTV1eHHH3+Ev7+/Dd5Fx6xZswZvvvkmli9fjnXr1tl7OYQQYnWMMVRUVECpVEKhUOD48eOIiYkRkuPhw4d3KL7yVVITJ07sVv+Mm08t+bGBEomky5uwYqivr0d+fj5GjBjhks2g+DnK/fv3x7hx49qN1NLpdJ3u88IYw7p16/DXv/4VBw4cQHR0tA3eRcdQrHd8lBCLZM2aNVAqlTh37hy8vb0xffp0rF27FhEREfZemlNijOHMmTNCqdW5c+cwa9Ys4R5SQEDALQHTYrGguLgYer0eMTExojZLslgsQkmvVqtF79697VJqxd+JjomJcajETiz8nOixY8ciLCys3a8xxtDY2CgEzNbWVmGc0512k41GIxYvXozKykrs27fPoUrLT58+jUWLFsHPzw+zZ8+mIEmIk6B4Lx7GGNRqNdLT06FQKHD48GFMmDABMpkMcrn8jjNo+Sqim/uDiLGetpuwZrNZqFAKDAzs0CasGOrq6pCfn4/Ro0djyJAhNvk9bclgMCA3N1cYjXXzn7Ferxf+DPiRWnxyfLurbIwx/POf/8SaNWuwd+9e3HPPPbZ6K3dFsd45UEIskri4ODz66KOYMmUKzGYz3nrrLRQXF6O0tJTuKnYTYwznz58XSq0KCwsxc+ZMyOVyJCcnIyQkBA0NDVi9ejWeeOIJTJ061arjnW4utXJ3dxe+qK1ZanXp0iWUl5dDKpW6ZMnvryXDt6PT6aDVaqFWq4XdZD4xDg0NhclkwpIlS3Dp0iUcOHDAoZqO6XQ6xMTEYP369Xj//fcRFRVFQZIQJ0Hx3joYY6ipqUFmZiYUCgUOHDiAiIgIpKSkQC6XY9y4cWCM4Z133sGECRMQFxdn1Y3htpuwarUaRqOxXYVSr169rPL78lVSd7sT7awMBgNUKhX8/PwQGRl51wMFo9EoJMd8A05+dObgwYPh5uaGr776Cu+88w52796N6dOn2+id3B3FeudBCbGVaLVahISEICcnh8ZEiIgxhkuXLgl3jk+fPo0pU6bgypUrCA4Oxu7du216p/Z2pVZ8cixWqRVjDGVlZaioqIBUKoWPj48IK3cs/G54REQEBg0a1On/vV6vh1arRXl5OZKTkzFixAi4ubnBYDDgxIkTDjWbGQCefvppBAQE4JNPPsGsWbMoSBLixCjei48/qc3KyoJSqcSPP/6IoUOHwtPTE9euXUNWVhZiY2Ntuh6dTickx3q9HgEBAZBIJF2+73o71dXVKCoq6vDGsLMxGo3Izc2Fr68vJkyY0OnqOr5ruEajwYsvvogbN24gPDwchYWF2LlzJ2bPnm2llXcNxXrnQQmxlVy8eBGjR49GcXExJkyYYO/luCTGGFQqFVJSUtDa2oqGhgbcc889wj2koUOH2vSerzVKrRhjuHDhAm7cuIHY2FiXPH2or69HXl6eaLvh165dw+OPP45z587BYrFg5MiRSE1NRWpqKmJiYuzeGG3r1q344IMPcPr0afTp04eCJCFOjuK99dXW1kIulyMvLw8WiwVhYWFCWXVMTIzN7/k2NzcLybFOp0NAQICwGe7p6dml1+THDIo1WcHRGI1GqFQq9OvXDxMmTOj2n5lOp8Obb76Jb775Bj4+PvDy8oJMJkNqaioefPBBUa/NdQXFeufiGG30XAxjDCtXrsR9991HwdGKysvL8dhjj2HOnDmoqqrCtWvX8OSTT+LHH3/EpEmT8MADD+Cvf/0rLl68CFvs+7i5uWHAgAGIiIjAfffdJ9xjPn/+PHJyclBUVISqqiqYzeYOvR5jDD///DOqqqpcOhnm70mJkQxzHIe1a9eioaFB6DT+zjvvoKysDAkJCWhubhZh1V137do1LF++HN99953VZm8TQmyH4r31GQwGPPvss6itrcWFCxdQXV2NtWvX4saNG0hKSkJkZCRWrVqFEydOwGKx2GRN/fr1Q3h4OO69917MmDEDgYGBqKysxOHDh5Gbm4vy8nK0trZ2+PXUajWKioowYcIESoY7gDGGXbt2YevWrdixYweqq6vxww8/wNvbG88//zwOHDgg0sq7hmK986ETYit46aWXsHPnThw9etQl7384ig8++ACVlZX4xz/+0e7LlTGG6upqoUkHP4eO300WY+h7Z/ClVmq1GhqNBnq9/q7NoPjRUdXV1YiNje1Wt2xHxY+TGDVqlChNQziOw2uvvYa9e/ciOzv7lhEVFovFZg1R7iQjIwOpqant1mGxWODm5gZ3d3cYDAa7r5EQ0nEU763v+PHjeP3115GVlYXAwMB2v6bX6/Hjjz9CoVBgx44d8Pb2RkpKCmQyGaZPn261e7530traKvS2qK+vF5pBSSSSO8ZxfnTUxIkTHe56jxhMJhNUKhW8vb0xceJEUU7zMzIy8Nxzz2Hr1q1ISkpq92v8CCd7js6iWO98KCEW2csvv4yMjAwcPnwY4eHh9l6OS+P/6v5acssYQ11dHTIzM6FUKrFv3z6MGDFCKKsZP368XUqt+OT4dqVWjDGUlpairq6u26OjHBWfDI8cORJDhw7t9utxHIfVq1cjIyMDhw4dwsiRI0VYpfiamppw9erVdj9bunQpxo4di1WrVtEJEyFOhOK97XAcd9dYbTQasX//figUCmRlZcHd3R1JSUlITU3FzJkzrdps807radsMysfHR0iO+YqvyspKnDt3DpMmTXKoxo9isUYyvGPHDixduhTfffcdUlNTRVil+CjWOx9KiEXCGMPLL7+M9PR0HDp0CKNHj7b3kshtNDQ0YPv27VAqldizZw8GDRoEuVwOmUyGqKgomyfHbefuNTY2wt/fHxzHwWg0YsqUKS5ZatPY2AiVSiXabEWO4/DOO+9gy5YtyM7OdrrRJ3SviBDnQvHe8ZlMJuTk5CAtLQ0ZGRkwmUxISkqCXC7HrFmzbH6/1GQyQavVQqPRoKamBt7e3vD29kZtbS0mT57s0slwnz59MGnSJFGer/bu3YvFixdj48aNeOSRR0RYpe1QrHdslBCLZNmyZdi8eTMyMzPbPZD7+/u75AmfK2hqasKuXbugVCqxa9cuBAUFCeMdpkyZYpfkuKioCM3NzWCMdajUytnwyXB4ePgtJc1dwRjDBx98gI0bNyI7Oxvjx4/v/iJtjIIkIc6F4r1zsVgsOHLkiDCdQqfTISEhAXK5HHPmzLH5n5nZbMbPP/+MGzduwM3NDV5eXpBIJAgJCYGfn5/dGz+KwWQyIS8vD56enpg8ebIoz1MHDx7Eo48+ii+++AJPPPGE031OFOsdGyXEIrnTP8x///vfWLJkiW0XQzqtpaUFe/fuFe4h+fr6Ijk5GXK5HNOmTbP6XQ+O41BcXIyWlhZIpVIAuKXUig+Yztpcq6mpCSqVCsOHDxctGf7oo4/w2Wef4eDBg5g0aVL3F0kIIXdB8d55WSwWnDx5UkiOq6urERcXB5lMhgULFtgkvpaXl6OsrAzR0dHw9fVFTU0NNBoNtFotPDw8hI3w/v37O13SB/yS8Ofl5aF3796iJcOHDx/Gww8/jL///e9YunSpU34uxLFRQkzITVpbW9vdQ/L09BTuIc2YMUP0e0gWiwVFRUUwGAyIiYm5ZWTD7Uqt+OTYx8fHKQIDnwwPGzZMlLt2jDF8+umn+Oijj7Bv3z5hE4EQQgjpCI7joFKpkJaWhvT0dFRUVGDevHmQyWSIj4+Hn5+f6L/nlStXcPnyZcTExMDf3/+W9dTW1gqb4W5ubggODoZEIsGAAQPs2iSqo/hkuFevXpg8ebIohwknTpxAamoq/vKXv+D55593imce4nwoISbkV5hMJmRnZyMtLQ2ZmZngOA6JiYlITU3FAw880OV5gzyLxYLCwkKYzWZER0ffNdluO5S+uroanp6eDl9qpdPpkJubi6FDh2LEiBHdfj3GGD7//HN88MEH2LNnD6ZOnSrCKgkhhPRUHMehqKhISI7LysowZ84cyGQyJCYminJae+nSJZSXlyMmJuauyTbHcaivrxeSY47jEBwcjJCQEAQGBjpkcmw2m5Gfnw93d3dERUWJkgyfPn0aMpkMf/7zn/H73//eIZ9xiGughJiQDjKbzThy5IjQpKOlpQWJiYmQyWSYM2dOpxtgWSwW5OfngzGG6OjoTo+HsFgs7UqtevXqJXSrdpRSK51OB5VKhcGDB4vS+Zkxho0bN+Ltt9/Grl27MGPGDBFWSQghhPyCMYazZ88iLS0NSqUSpaWlmDVrFuRyOZKSkhAYGNip+MoYQ1lZGa5fvw6pVApfX99Or6ehoQEajQZqtRomk0lIjoOCghxifI/FYkFeXp6oyXB+fj6SkpLwf//3f1i5cqVDPNMQ10UJcQ+2Zs0avPnmm1i+fDld8u8ki8WC48ePC/eQ6uvrhXtI8+fPR9++fX/1f8/vpLq5uSEqKqrbsxL5Uiu1Wg2tVgs3NzchObZXqVVzczNyc3MxaNAgjBo1qtuvxxjDt99+i9dffx3bt2/HrFmzur9IQghxcRTru44xhosXLwrJcUFBAe677z7I5XIkJydDIpHcdfTjxYsXUVlZCalUCh8fn26vp6mpSUiOW1tbERQUhJCQEAQHB9t87jLwv819AIiOjhYlGS4uLkZCQgL+8Ic/YPXq1ZQME6ujhLiHOn36NBYtWgQ/Pz/Mnj2bgmQ3cByHU6dOCclxVVUV5s2bB7lcjri4uFt2g00mE/Lz8+Hh4SHaTurN66mvrxdmHTPGbF5q1TYZHjlyZLeDGWMMW7ZswYoVK5CZmYk5c+aItFJCCHFdFOvFwxjDlStXoFAooFQqcerUKUybNg0ymQwpKSkYNGhQu1jHGMP58+ehVqshlUpFb9jFGENzc7MQ65ubmxEYGCgkx9290tURFosFBQUFQqWbGM8zpaWlSEhIwLJly/DOO+9QMkxsghLiHkin0yEmJgbr16/H+++/T23gRcRxHAoKCoTd5KtXr2Lu3LmQyWRISEiAwWDAQw89hFdffRUymczqpU58qRUfMM1ms7CbbK1Sq+bmZqhUKoSGhmLUqFGiBLO0tDQsW7YM27ZtQ3x8vAirJIQQ10ax3noYY7h+/TqUSiWUSiWOHz8OqVQKmUwGmUyGwYMH43e/+x2GDBmC1atX37VqTAwtLS1CrG9qasKAAQOESjFrzF3mk2GO47p07et2zp8/j/j4eCxZsgQffvghJcPEZigh7oGefvppBAQE4JNPPqG5aFbEGENJSYnQpOPcuXPw9PTEoEGDsH379lt2k22xnsbGRqFJhzVKrVpaWpCbm4uBAwdi9OjRory/zMxM/O53v8OWLVuQkpLS7dcjhJCegGK9bTDGUFVVhfT0dCgUCuTk5MDPzw9msxmbNm3CvHnzbJ7Y6fV6IdY3NDTA398fEokEwcHBosxd5huCWiwW0ZLhsrIyxMfH45FHHsFHH33kkI3DiOuihLiH2bp1Kz744AOcPn0affr0oSBpI1VVVZg5cya8vLzQu3dvnDlzBjNnzhTuIQUHB9s8OW5batXS0oKAgAAhYHZltFRLSwtUKhVCQkIwZswYUd7Pzp07sWTJEmzatAkLFy7s9usRQkhPQLHePsxmM5544gnk5OQgIiICJ0+eREREBGQyGeRyOcaOHWvz5NhgMAjJcV1dHXx9fYVZx105ueYr4cxmM2JiYkRJhq9cuYL4+HgkJyfj008/pWSY2Jztb98Tu7l27RqWL1+OH3/8sdMdkUnXVVZWYs6cObjnnnvwn//8Bx4eHrh06RIUCgX++9//YuXKlZg2bRrkcjlSUlIQGhpq9YDp5uYGHx8f+Pj4YOTIkWhuboZGo8G1a9dQWlqKAQMGCMlxR0qt9Hq96Mnwvn37sHTpUmzcuJGSYUII6SCK9fZhMpnw1FNPoaSkBPn5+Rg4cCDq6+uRlZUFhUKBjz/+GMOHD4dMJkNqaioiIyNtkvh5eXlhyJAhGDJkCIxGI7RaLTQaDcrKytCvXz8hOe7Xr99dYzfHcSgsLITJZBItGa6oqEBiYiLi4uIoGSZ2QyfEPUhGRgZSU1Pb3Ru1WCxwc3ODu7s7DAaDQ7TvdzUqlQrffPMN1q1bd8vnyxhDeXm5cA/pxIkTuOeee5CSkgK5XI4hQ4Y4TKlVSEjIbR+u9Ho9cnNzERwcjIiICFHWe+jQISxatAjr16/H4sWL6R4RIYR0EMV6+2hoaMDvf/97/PWvf0VISMgtv97Y2IgdO3ZAoVBgz549CA0NFU6Oo6OjbZ4ImkwmVFdXQ6PRoLq6Gn369BFiva+v7y1xl0+GjUYjYmJiulRJdrMbN24gLi4OM2fOxFdffUV/L4ndUELcgzQ1NeHq1avtfrZ06VKMHTsWq1atwoQJE+y0MgL8khxXVlYK95COHj2KyZMnQy6XQyaTYcSIEXYvtfLz8xOadPTt2xetra3Izc1FYGCgaKVgR44cwUMPPYR169bhmWeeoWSYEEI6gWK949PpdNi9ezcUCgV27dqFgIAAYSN8ypQpNk8MLRaLkBxrtVp4enoKsd7f3x+MMRQVFaG1tRVSqVSUZFitViMhIQFSqVSoniPEXigh7uHoXpFjYoxBo9EgIyMDCoUChw4dwrhx44TkWKyT2M7gS63UajVqa2vRt29fGAwGBAQEYNKkSaKs5+TJk0hNTcWaNWvw4osvUjJMCCEioFjvuFpaWvDjjz9CoVBgx44d6NevH5KTkyGXyzFt2jSbzxa2WCyora0VNsM9PDyE0+t77rlHlHFO1dXVSEhIwPjx47F582a7zE8mpC1KiHs4CpKOjzGG2tpaZGZmQqlUYv/+/Rg5cqRwD2ncuHE2L7XS6XRQqVRwd3eH0WiEt7e3sJt8u1KrjlCpVEhOTsa7776LV155hZJhQggRCcV659Da2ooDBw5AqVQiMzMTHh4eSE5ORmpqKu677z5RTmY7w2w2Iz8/HzqdTojJfKwPCAjo0rNHXV0dkpKSMHz4cHz//fc2mZdMyN1QQkyIk6mvr8f27duhVCqxd+9eDB48WLiHNHnyZKsnxwaDAbm5uejfvz/Gjx8Pi8WCmpoaqNVqVFdX31Jq1ZHEtrCwEImJiVi9ejVee+01uyfDa9asgVKpxLlz5+Dt7Y3p06dj7dq1iIiIsOu6CCGE9AwmkwmHDh2CQqFARkYGzGYzkpKSIJfLMWvWLKsnkhzHoaSkBM3NzUKZdH19vTCdwmKxIDg4GCEhIQgMDOxQyXNDQwOSk5MhkUigVCqtMh+5MyjWEx4lxIQ4saamJuzatQsKhQK7d+9GUFAQUlJSkJqaitjYWNGTY4PBAJVKBT8/P0RGRt6SuPLJMX8PycPDQ0iOBwwYcNtEt6SkBAkJCVixYgXeeustuyfDABAXF4dHH30UU6ZMgdlsxltvvYXi4mKUlpaiX79+9l4eIYSQHsRsNuPo0aNIS0tDRkYGdDodEhMTIZPJMHfuXNG7iTPGUFJSgqamJsTGxt6SfDPG0NjYKCTHRqMRQUFBCAkJQVBQ0G1LoJuamiCTyeDn54esrCyH6IBOsZ7wKCEmxEW0tLRgz549UCgU2LlzJ/z8/IR7SPfee2+3G1YYjUbk5ubeMRm+Gcdx7e4hubm5ITg4GD4+PpBIJPDy8sLZs2eRkJCA559/Hu+++65DJMO3o9VqERISgpycHNx///32Xg4hhJAeymKx4OTJk0hLS0N6ejpqa2sRFxcHmUyG+fPndzuRY4zhzJkzaGxshFQqvespLmMMOp1OSI71ej0CAwMRHBwMT09PBAcHo7m5Gb/5zW/Qq1cv7Ny5s0vzj22BYn3PRQkxIS6otbUV+/btg0KhQFZWFry8vIR7SDNmzOh0Aws+Gfb19cWECRM6nbgyxlBXVweNRoMNGzbgv//9L2JjY1FQUIDf/va3+Oijjxx69uDFixcxevRoFBcXU4dWQgghDoHjOOTm5grJcWVlJebPnw+ZTIb4+Hj4+vp26vU6mwzfjk6ng0ajwU8//YQXXngBUVFRqK+vR2BgIPbv3w8fH59Ov6atUKzvuSghJg6poqICq1atwu7du6HX6zFmzBhs3LgRUqnU3ktzOkajEdnZ2UhLS0NmZiYYY8I9pAceeOCu95CMRiNUKhX69euHCRMmdDtxtVgs2LJlC1599VX06tULHMchMTERCxcuREJCgsOVKTHGIJPJUFdXhyNHjth7OYQQ4jIo1ouHnxPMJ8eXL1/GnDlzIJPJkJiYeNeeHowxlJaWor6+HrGxsaLc783Ly8PixYuh1WrR2tqK+++/HwsXLkRqairCwsK6/fpioljfs1FCTBxOXV0doqOjMXv2bLz44osICQlBWVkZhg8fjpEjR9p7eU7NbDbj8OHDwj0kvV6PpKQkyGQyPPjgg7fc6eGT4b59+2LixIminOJevXoVcXFxSEpKwqeffoqioiIoFAooFApERUVhy5Yt3f49xPTSSy9h586dOHr0KAYPHmzv5RBCiEugWG89fHKblpYGpVKJs2fPYvbs2ZDL5UhMTERgYGC75JgxhrNnz6K2thaxsbGi3O81GAx48sknoVarsW/fPjQ3N0OpVEKpVOLnn3/G9evXHWr2MMX6no0SYuJw3njjDRw7dox26KzMYrHg2LFjUCgUSE9PR0NDA+Lj4yGTyTBv3jzodDosWrQIr7/+OuLj40VJhisqKrBgwQLMnTsXX3zxxS2v2dLS4lB3i15++WVkZGTg8OHDCA8Pt/dyCCHEZVCstw3GGC5cuCAkx4WFhZg5cybkcjmSk5MRGBiIZ555BmPGjMFrr70mSjJsMpnw1FNP4erVqzhw4AACAwPb/TrFeuJoKCEmDmf8+PFYsGABrl+/jpycHAwaNAjLli3Ds88+a++luSyO43Dq1Cmh1KqqqgoeHh4YNGgQ9u7di6CgoG7/HlVVVYiLi8P06dOxceNGh9oZvhljDC+//DLS09Nx6NAhjB492t5LIoQQl0Kx3vYYY7h8+TIUCgWUSiVOnz6NwMBAtLa2QqFQYNq0ad1ubmk2m/HMM8/g3LlzyM7ORnBwsEirFx/FesKjhJg4HH53cuXKlXj44Ydx6tQprFixAhs2bMBTTz1l59W5vtraWsycORMGgwHu7u64fv065syZA7lcjoSEBPj5+XU6YGo0GiQkJCAqKgqbNm3qdFMvW1u2bBk2b96MzMzMdvMI/f394e3tbceVEUKIa6BYb18cx+GZZ57B9u3bER4ejsLCQsTGxiIlJQVyuRxDhw7tdKy3WCx4/vnnkZ+fj+zsbAwcONBKqxcHxXrCo4SYOBxPT0/Exsbi+PHjws9eeeUVnD59GidOnLDjylxfY2Mj5s+fj6CgICgUCnh6eqKkpATbtm1Deno6zp8/jwcffBAymQxJSUl3nC3cVk1NDRITEzFmzBhs2bIFvXv3ttG76bo7vad///vfWLJkiW0XQwghLohivf0wxvDqq68iPT0dOTk5GDZsGG7cuIH09HQolUocPnwYkyZNglwuh0wmw8iRI+8a6y0WC15++WUcO3YMhw4dwqBBg2z0brqOYj3hOe6cE9JjhYaGYvz48e1+Nm7cOJSXl9tpRT3HuXPnMGTIEKSlpcHLywtubm6YOHEi3nvvPRQVFaGgoADTp0/Hl19+iREjRkAmk2Hjxo3QaDS43d5aXV0dZDIZwsPDsXnzZqdIhoFfHhZu938UIAkhRBwU6+2nsbFRKGkePnw43NzcEBYWhpdeegn79+9HZWUlnn/+eRw7dgyxsbGYNm0a/t//+384e/bsbWM9x3FYuXIlDh8+jP379ztFMgxQrCf/QyfExOE8/vjjuHbtWrtGG6+++ip++umndjvJxH4YYygrKxPuIeXl5WH69OmQyWRISUlBaGgoGhsbIZPJEBgYiIyMDFFGOBBCCHENFOsdH2MMdXV1yMrKgkKhwL59+4TNcLlcjsjISADAqlWrsH37dhw6dAgjRoyw86oJ6TxKiInDOX36NKZPn453330XixYtwqlTp/Dss8/iyy+/xBNPPGHv5ZGbMMZQXl4uJMc//fQTpFIp1Go1RowYgR07dtBdHEIIIe1QrHc+DQ0N2LFjBxQKBfbu3YvQ0FAEBASgvLwcR44coaZUxGlRQkwc0o4dO7B69WpcuHAB4eHhWLlyJXWedAKMMVRWVuKrr77Ct99+i6KiIvTr18/eyyKEEOKAKNY7L51Oh6ysLLz55pv417/+hQcffNDeSyKkyyghJoQQQgghhBDSI1FTLUIIIYQQQgghPRIlxIQQQgghhBBCeiRKiAkhhBBCCCGE9EiUEBPSRWazGf/3f/+H8PBweHt7Y8SIEXjvvffAcZy9l0YIIYQQEVCsJ8T19bL3AghxVmvXrsUXX3yB//znP4iMjERubi6WLl0Kf39/LF++3N7LI4QQQkg3UawnxPVRQkxIF504cQIymQyJiYkAgOHDh2PLli3Izc2188oIIYQQIgaK9YS4PiqZJqSL7rvvPhw4cADnz58HABQWFuLo0aNISEiw88oIIYQQIgaK9YS4PjohJqSLVq1ahYaGBowdOxYeHh6wWCz44IMP8Nhjj9l7aYQQQggRAcV6QlwfJcSEdNH333+P7777Dps3b0ZkZCQKCgqwYsUKhIWF4emnn7b38gghhBDSTRTrCXF9VDJNSBe9/vrreOONN/Doo49i4sSJWLx4MV599VWsWbPG3kvrMdavX4/w8HD06dMHUqkUR44csfeSCCGEuBCK9Y6B4j2xJkqICemilpYWuLu3/yfk4eFBoxhs5Pvvv8eKFSvw1ltvIT8/HzNnzkR8fDzKy8vtvTRCCCEugmK9/VG8J9bmxhhj9l4EIc5oyZIl2L9/PzZs2IDIyEjk5+fjueeewzPPPIO1a9fae3kub+rUqYiJicHnn38u/GzcuHGQy+W0c08IIUQUFOvtj+I9sTZKiAnpoqamJrz99ttIT0+HRqNBWFgYHnvsMfzxj3+Ep6envZfn0oxGI/r27Ytt27YhNTVV+Pny5ctRUFCAnJwcO66OEEKIq6BYb18U74ktUFMtQrrI19cX69atw7p16+y9lB6nuroaFosFEomk3c8lEgmqqqrstCpCCCGuhmK9fVG8J7ZAd4gJIU7Lzc2t3X8zxm75GSGEEEKcG8V7Yk2UEBNCnE5QUBA8PDxu2R3WaDS37CITQgghxDlRvCe2QAkxIcTpeHp6QiqVYt++fe1+vm/fPkyfPt1OqyKEEEKImCjeE1ughJgQF3T48GEkJycjLCwMbm5uyMjIaPfrjDH86U9/QlhYGLy9vTFr1iycOXPGPovtopUrV+Lrr7/Gv/71L5w9exavvvoqysvL8cILL9h7aYQQQojV9YRYD1C8J9ZHCTEhLqi5uRmTJ0/GZ599dttf/8tf/oK//e1v+Oyzz3D69GkMHDgQ8+bNQ1NTk41X2nWPPPII1q1bh/feew9RUVE4fPgwdu3ahWHDhtl7aYQQQojV9YRYD1C8J9ZHY5cIcXFubm5IT0+HXC4H8MuOcVhYGFasWIFVq1YBAAwGAyQSCdauXYvnn3/ejqslhBBCSGdRrCek6+iEmJAe5vLly6iqqsL8+fOFn3l5eeGBBx7A8ePH7bgyQgghhIiBYj0hHUcJMSE9DN+pkWb6EUIIIa6JYj0hHUcJMSE9FM30I4QQQlwbxXpC7o4SYkJ6mIEDBwIAzfQjhBBCXBTFekI6jhJiQnqY8PBwDBw4sN1MP6PRiJycHJrpRwghhLgAivWEdFwvey+AECI+nU6HixcvCv99+fJlFBQUICAgAEOHDsWKFSvw4YcfYvTo0Rg9ejQ+/PBD9O3bF48//rgdV00IIYSQjqJYT4g4aOwSIS7o0KFDmD179i0/f/rpp/HNN9+AMYZ3330XGzZsQF1dHaZOnYp//vOfmDBhgh1WSwghhJDOolhPiDgoISaEEEIIIYQQ0iPRHWJCCCGEEEIIIT0SJcSEEEIIIYQQQnokSogJIYQQQgghhPRIlBATQgghhBBCCOmRKCEmhBBCCCGEENIjUUJMCCGEEEIIIaRHooSYEEIIIYQQQkiPRAkxIYQQQgghhJAeiRJiQgghhBBCCCE9EiXEhBBCCCGEEEJ6JEqICSGEEEIIIYT0SJQQE0IIIYQQQgjpkf4/p2vagZU5xGcAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_mult_interp[1])\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, z_true[1])\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "multinterp-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.rectilinear._multi import MultivaluedInterp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def squared_coords(x, y):\n", + " return x**2 + y**2\n", + "\n", + "\n", + "def trig_func(x, y):\n", + " return y * np.sin(x) + x * np.cos(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 1000) - 1\n", + "y_grid = np.geomspace(1, 11, 1000) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = np.asarray([squared_coords(x_mat, y_mat), trig_func(x_mat, y_mat)])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 1000),\n", + " np.linspace(0, 10, 1000),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivaluedInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_mult_interp = mult_interp(x_new, y_new).get()\n", + "z_true = np.asarray([squared_coords(x_new, y_new), trig_func(x_new, y_new)])\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_mult_interp[0])\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, z_true[0])\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_mult_interp[1])\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, z_true[1])\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multinterp-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb b/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb index c77335c..2a84e02 100644 --- a/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb +++ b/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb @@ -1,201 +1,201 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.rectilinear._multi import MultivariateInterp" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def trig_func(x, y):\n", - " return y * np.sin(x) + x * np.cos(y)\n", - "\n", - "\n", - "def trig_func_dx(x, y):\n", - " return y * np.cos(x) + np.cos(y)\n", - "\n", - "\n", - "def trig_func_dy(x, y):\n", - " return np.sin(x) - x * np.sin(y)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 1000) - 1\n", - "y_grid = np.geomspace(1, 11, 1000) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = trig_func(x_mat, y_mat)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 1000),\n", - " np.linspace(0, 10, 1000),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_mult_interp = mult_interp(x_new, y_new).get()\n", - "z_true = trig_func(x_new, y_new)\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_mult_interp)\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, z_true)\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfdx = mult_interp.diff(0)\n", - "z_dfdx = dfdx(x_new, y_new).get()\n", - "dfdx_true = trig_func_dx(x_new, y_new)\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_dfdx)\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, dfdx_true)\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfdy = mult_interp.diff(1)\n", - "z_dfdy = dfdy(x_new, y_new).get()\n", - "dfdy_true = trig_func_dy(x_new, y_new)\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_dfdy)\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, dfdy_true)\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "multinterp-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.rectilinear._multi import MultivariateInterp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def trig_func(x, y):\n", + " return y * np.sin(x) + x * np.cos(y)\n", + "\n", + "\n", + "def trig_func_dx(x, y):\n", + " return y * np.cos(x) + np.cos(y)\n", + "\n", + "\n", + "def trig_func_dy(x, y):\n", + " return np.sin(x) - x * np.sin(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 1000) - 1\n", + "y_grid = np.geomspace(1, 11, 1000) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = trig_func(x_mat, y_mat)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 1000),\n", + " np.linspace(0, 10, 1000),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_mult_interp = mult_interp(x_new, y_new).get()\n", + "z_true = trig_func(x_new, y_new)\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_mult_interp)\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, z_true)\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dfdx = mult_interp.diff(0)\n", + "z_dfdx = dfdx(x_new, y_new).get()\n", + "dfdx_true = trig_func_dx(x_new, y_new)\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_dfdx)\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, dfdx_true)\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dfdy = mult_interp.diff(1)\n", + "z_dfdy = dfdy(x_new, y_new).get()\n", + "dfdy_true = trig_func_dy(x_new, y_new)\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_dfdy)\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, dfdy_true)\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multinterp-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/01_Curvilinear/02._Warped_Interpolation.ipynb b/examples/01_Curvilinear/02._Warped_Interpolation.ipynb index 730fbe6..87462cb 100644 --- a/examples/01_Curvilinear/02._Warped_Interpolation.ipynb +++ b/examples/01_Curvilinear/02._Warped_Interpolation.ipynb @@ -1,737 +1,737 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Warped Interpolation\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.047040Z", - "iopub.status.busy": "2023-08-09T15:52:15.046790Z", - "iopub.status.idle": "2023-08-09T15:52:15.316689Z", - "shell.execute_reply": "2023-08-09T15:52:15.316015Z" - } - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp import UnstructuredInterp" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Assume we have a set of points indexed by $(i,j)$ in 2D space for which we have corresponding functional values in a 3rd dimension, such that $f(x_{i,j},y_{i,j}) = z_{i,j}$. In practice, we are interested in cases where the $z_{ij}$ are difficult to compute and we are unable to compute them at other values of $x$ and $y$ -- which is why we want to interpolate. For the callibration below, we will generate these $z$'s arbitrarily using the function\n", - "\n", - "$$f(x,y) = (xy)^{1/4}$$\n", - "\n", - "because the figures look good for our illustrations.\n", - "\n", - "These $(x_{i,j},y_{i,j})$ points however are not evenly spaced, and do not form a rectilinear grid which would make it easy to interpolate the function off the grid. Nevertheless, these points do have a regular structure as we will see.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.319280Z", - "iopub.status.busy": "2023-08-09T15:52:15.318799Z", - "iopub.status.idle": "2023-08-09T15:52:15.325344Z", - "shell.execute_reply": "2023-08-09T15:52:15.324683Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[[1, 2, 7],\n", - " [3, 4, 8],\n", - " [5, 6, 9]],\n", - " \n", - " [[7, 2, 1],\n", - " [8, 4, 3],\n", - " [9, 6, 5]]]),\n", - " array([[1.62657656, 1.41421356, 1.62657656],\n", - " [2.21336384, 2. , 2.21336384],\n", - " [2.59002006, 2.44948974, 2.59002006]]))" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "points = np.array(\n", - " [[[1, 7], [3, 8], [5, 9]], [[2, 2], [4, 4], [6, 6]], [[7, 1], [8, 3], [9, 5]]],\n", - ").T\n", - "values = np.power(points[0] * points[1], 1 / 4)\n", - "points, values" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.327548Z", - "iopub.status.busy": "2023-08-09T15:52:15.327160Z", - "iopub.status.idle": "2023-08-09T15:52:15.453523Z", - "shell.execute_reply": "2023-08-09T15:52:15.452700Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the graph below, we can see the true function in 3D space, along with the points for which we actually know the value of the function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.455978Z", - "iopub.status.busy": "2023-08-09T15:52:15.455463Z", - "iopub.status.idle": "2023-08-09T15:52:15.803445Z", - "shell.execute_reply": "2023-08-09T15:52:15.802864Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.figure().add_subplot(projection=\"3d\")\n", - "ax.scatter(points[0], points[1], values, c=\"r\")\n", - "ax.scatter(points[0], points[1], np.zeros_like(values), c=\"b\", alpha=0.5)\n", - "for i in range(3):\n", - " ax.plot(points[0, i], points[1, i], zs=0, zdir=\"z\", c=\"r\", alpha=0.5)\n", - " ax.plot(points[0, :, i], points[1, :, i], zs=0, zdir=\"z\", c=\"g\", alpha=0.5)\n", - "\n", - "for i in range(9):\n", - " ax.plot(\n", - " np.array([points[0].flat[i]] * 2),\n", - " np.array([points[1].flat[i]] * 2),\n", - " [0, values.flat[i]],\n", - " \"--\",\n", - " c=\"b\",\n", - " alpha=0.5,\n", - " )\n", - "\n", - "\n", - "x = np.linspace(1, 9, 100)\n", - "xmat, ymat = np.meshgrid(x, x, indexing=\"ij\")\n", - "zmat = np.power(xmat * ymat, 1 / 4)\n", - "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", - "ax.set_zlim(0, np.max(values))\n", - "\n", - "ax.view_init(30, -120)\n", - "\n", - "# plt.savefig(\"WarpedInterpolation.pdf\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The underlying regular structure comes from the points' position in the matrix, the $(i,j)$ coordinates. If we join the points along every row and every column, we can see that the resulting grid is regular and piecewise affine (curvilinear).\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.805520Z", - "iopub.status.busy": "2023-08-09T15:52:15.805257Z", - "iopub.status.idle": "2023-08-09T15:52:15.959974Z", - "shell.execute_reply": "2023-08-09T15:52:15.959373Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, this curvilinear grid can be easily transformed into a rectilinear grid by using the coordinate values $(i,j)$ of the underlying matrix that contains the values. For interpolation, this rectilinear grid allows us to use the standard fast interpolation methods available in SciPy.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.962430Z", - "iopub.status.busy": "2023-08-09T15:52:15.962144Z", - "iopub.status.idle": "2023-08-09T15:52:16.083008Z", - "shell.execute_reply": "2023-08-09T15:52:16.082228Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "coord_points = np.mgrid[0:3, 0:3]\n", - "plt.scatter(coord_points[0], coord_points[1], c=\"b\")\n", - "plt.plot(coord_points[0], coord_points[1], \"g\")\n", - "plt.plot(coord_points[0].T, coord_points[1].T, \"r\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below we graph values of the function at their index coordinate points in the matrix." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.085205Z", - "iopub.status.busy": "2023-08-09T15:52:16.084871Z", - "iopub.status.idle": "2023-08-09T15:52:16.179861Z", - "shell.execute_reply": "2023-08-09T15:52:16.179273Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(coord_points[0], coord_points[1], values, alpha=0.5)\n", - "ax.view_init(30, -130)\n", - "\n", - "ax.scatter(coord_points[0], coord_points[1], values, c=\"r\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The objective is to be able to interpolate the value of the function at any point off the grid, where presumably we are only interested in points internal to the curvilinear space and not outside the boundaries. For example, we can imagine that we want an approximation to the function at the point $(x,y) = (3, 5)$ pictured below. If we could find the correspoinding point in the coordinate grid, interpolation would be straightforward.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.181729Z", - "iopub.status.busy": "2023-08-09T15:52:16.181457Z", - "iopub.status.idle": "2023-08-09T15:52:16.317543Z", - "shell.execute_reply": "2023-08-09T15:52:16.316952Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method 1: Quad Interpolation\n", - "\n", - "A straightforward and generalizable approach would be to identify the quadrilateral in which the point lies, and then use quad interpolation to find the corresponding z-value.\n", - "\n", - "Quad interpolation consists of finding the affine transformation that maps the quadrilateral to the unit square, and then applying the transformation to the point of interest. Having located the corresponding point in the unit square, we can use standard bilinear interpolation to find the corresponding z-value.\n", - "\n", - "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/mapping-small.png)\n", - "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/interpolation-300x279.png)\n", - "\n", - "This approach is generalizable to any number of dimensions, and it is desirable for our purposes. However, we have not found a general tool in the Scientific Python environment that would allow us to do this.\n", - "\n", - "This appears possible in other proprietary software but we have not found an open source tool that would allow us to do this.\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method 2:\n", - "\n", - "We can find where the x-coordinate of the point of interest intersects with the index-coordinates of the matrix.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.319545Z", - "iopub.status.busy": "2023-08-09T15:52:16.319203Z", - "iopub.status.idle": "2023-08-09T15:52:16.516036Z", - "shell.execute_reply": "2023-08-09T15:52:16.515121Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is similar to assuming that we have 3 linear interpolators formed by connecting the points on the green lines in the x-direction, and for each interpolator we can approximate the corresponding y and z values using the grid data.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.518633Z", - "iopub.status.busy": "2023-08-09T15:52:16.518186Z", - "iopub.status.idle": "2023-08-09T15:52:16.675437Z", - "shell.execute_reply": "2023-08-09T15:52:16.674820Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], coord_points[1], c=\"b\")\n", - "plt.plot(points[0], coord_points[1], \"g\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, for each circle in the figure, we have a corresponding pair $(y,z)$, and we can interpolate in the y-direction to find the corresponding z-value for the point's y-coordinate.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.677467Z", - "iopub.status.busy": "2023-08-09T15:52:16.677170Z", - "iopub.status.idle": "2023-08-09T15:52:16.827118Z", - "shell.execute_reply": "2023-08-09T15:52:16.826514Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.hlines(y=[3, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can do the same by connecting the points on the red line, and interpolating $(y, z)$ values for the point's x-coordinate.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.829035Z", - "iopub.status.busy": "2023-08-09T15:52:16.828773Z", - "iopub.status.idle": "2023-08-09T15:52:16.957624Z", - "shell.execute_reply": "2023-08-09T15:52:16.957009Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], coord_points[1].T, c=\"b\")\n", - "plt.plot(points[0].T, coord_points[1], \"r\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.959539Z", - "iopub.status.busy": "2023-08-09T15:52:16.959223Z", - "iopub.status.idle": "2023-08-09T15:52:17.097098Z", - "shell.execute_reply": "2023-08-09T15:52:17.096453Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.scatter([3, 3], [1.8, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.hlines(y=[1.8, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "However, the two processes might provide different results. The differences in results arises from the values that are weighted in the interpolation. In the first case, interpolation uses the values that correspond to the quadrangle in which the point of interest lies. In the second case, the lowest cirle lies in an adjacent quadrangle, meaning that the $y$ and $z$ values corresponding to that point come from interpolation in the adjacent quadrangle. Because of this, the second result is weighing values that are further away from the point of interest, and the result is less accurate.\n", - "\n", - "Additionally, we could start this method in the y-direction, and the results could be different yet.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:17.099069Z", - "iopub.status.busy": "2023-08-09T15:52:17.098786Z", - "iopub.status.idle": "2023-08-09T15:52:17.233446Z", - "shell.execute_reply": "2023-08-09T15:52:17.232831Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.axhline(y=5, color=\"c\", linestyle=\"--\")\n", - "plt.scatter([3, 3, 3], [1.8, 3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.scatter([1.4, 3.75, 5, 9], [5, 5, 5, 5], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method 3: Dense Interpolation\n", - "\n", - "A third approach would be to use an interpolation method once (any of the above, or others), for the cross-product of all x and y coordinates, to create a rectilinear grid of $(x,y,z)$ values. Having done this, we can ignore the original curvilinear grid and use the rectilinear grid for interpolation. This method has the advantage of allowing us to interpolate in the original space and not in the warped space.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:17.235503Z", - "iopub.status.busy": "2023-08-09T15:52:17.234997Z", - "iopub.status.idle": "2023-08-09T15:52:17.380659Z", - "shell.execute_reply": "2023-08-09T15:52:17.379994Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "all_coords = np.mgrid[1:10, 1:10]\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(all_coords[0], all_coords[1], c=\"y\")\n", - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As illustration, we can use `multinterp`'s `UnstructuredInterp` which wraps `scipy`'s unstructured interpolators (`griddata`). This method is not very fast, which is why we are looking for a faster alternative." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:17.384421Z", - "iopub.status.busy": "2023-08-09T15:52:17.383582Z", - "iopub.status.idle": "2023-08-09T15:52:18.968353Z", - "shell.execute_reply": "2023-08-09T15:52:18.967649Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "z_interp = UnstructuredInterp(values, [points[0], points[1]])\n", - "z_vals = z_interp(all_coords[0], all_coords[1])\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(all_coords[0], all_coords[1], z_vals)\n", - "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", - "ax.view_init(30, -130)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Why do we need other tools?\n", - "\n", - "`scipy`'s unstructured interpolators (`griddata`) can be used to interpolate with curvilinear or piecewise affine grids, but they do so by discarding the underlying structure of the grid and instead producing a triangulation of the input points. This triangulation is comparatively slow, and discarding the structure also prevents us from using more fine grained information we may know about the function, such as its derivatives.\n", - "\n", - "An additional tool that we found useful is `scikit-image`'s `PiecewiseAffineTransform` which can be used to find the affine transformation that maps the curvilinear grid to a rectilinear grid. Again, however, this tool starts by creating a triangulation of the input points regardless of the structure of the grid.\n", - "\n", - "In our applications, we already have a structure to the grid that should be useful for interpolation. Namely, the index coordinate $(i,j)$ of the matrix that contains the values describes a grid that is piecewise affine and/or curvilinear. We would like to use this structure to speed up the interpolation process." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Questions\n", - "\n", - "1. Which method is the most accurate?\n", - "2. Which method is the fastest?\n", - "3. Are there other methods that could be used?\n", - "4. Do these methods generalize to higher dimensions?\n" - ] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "hark-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - }, - "vscode": { - "interpreter": { - "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Warped Interpolation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.047040Z", + "iopub.status.busy": "2023-08-09T15:52:15.046790Z", + "iopub.status.idle": "2023-08-09T15:52:15.316689Z", + "shell.execute_reply": "2023-08-09T15:52:15.316015Z" + } + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp import UnstructuredInterp" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assume we have a set of points indexed by $(i,j)$ in 2D space for which we have corresponding functional values in a 3rd dimension, such that $f(x_{i,j},y_{i,j}) = z_{i,j}$. In practice, we are interested in cases where the $z_{ij}$ are difficult to compute and we are unable to compute them at other values of $x$ and $y$ -- which is why we want to interpolate. For the callibration below, we will generate these $z$'s arbitrarily using the function\n", + "\n", + "$$f(x,y) = (xy)^{1/4}$$\n", + "\n", + "because the figures look good for our illustrations.\n", + "\n", + "These $(x_{i,j},y_{i,j})$ points however are not evenly spaced, and do not form a rectilinear grid which would make it easy to interpolate the function off the grid. Nevertheless, these points do have a regular structure as we will see.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.319280Z", + "iopub.status.busy": "2023-08-09T15:52:15.318799Z", + "iopub.status.idle": "2023-08-09T15:52:15.325344Z", + "shell.execute_reply": "2023-08-09T15:52:15.324683Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[[1, 2, 7],\n", + " [3, 4, 8],\n", + " [5, 6, 9]],\n", + " \n", + " [[7, 2, 1],\n", + " [8, 4, 3],\n", + " [9, 6, 5]]]),\n", + " array([[1.62657656, 1.41421356, 1.62657656],\n", + " [2.21336384, 2. , 2.21336384],\n", + " [2.59002006, 2.44948974, 2.59002006]]))" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "points = np.array(\n", + " [[[1, 7], [3, 8], [5, 9]], [[2, 2], [4, 4], [6, 6]], [[7, 1], [8, 3], [9, 5]]],\n", + ").T\n", + "values = np.power(points[0] * points[1], 1 / 4)\n", + "points, values" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.327548Z", + "iopub.status.busy": "2023-08-09T15:52:15.327160Z", + "iopub.status.idle": "2023-08-09T15:52:15.453523Z", + "shell.execute_reply": "2023-08-09T15:52:15.452700Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the graph below, we can see the true function in 3D space, along with the points for which we actually know the value of the function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.455978Z", + "iopub.status.busy": "2023-08-09T15:52:15.455463Z", + "iopub.status.idle": "2023-08-09T15:52:15.803445Z", + "shell.execute_reply": "2023-08-09T15:52:15.802864Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.figure().add_subplot(projection=\"3d\")\n", + "ax.scatter(points[0], points[1], values, c=\"r\")\n", + "ax.scatter(points[0], points[1], np.zeros_like(values), c=\"b\", alpha=0.5)\n", + "for i in range(3):\n", + " ax.plot(points[0, i], points[1, i], zs=0, zdir=\"z\", c=\"r\", alpha=0.5)\n", + " ax.plot(points[0, :, i], points[1, :, i], zs=0, zdir=\"z\", c=\"g\", alpha=0.5)\n", + "\n", + "for i in range(9):\n", + " ax.plot(\n", + " np.array([points[0].flat[i]] * 2),\n", + " np.array([points[1].flat[i]] * 2),\n", + " [0, values.flat[i]],\n", + " \"--\",\n", + " c=\"b\",\n", + " alpha=0.5,\n", + " )\n", + "\n", + "\n", + "x = np.linspace(1, 9, 100)\n", + "xmat, ymat = np.meshgrid(x, x, indexing=\"ij\")\n", + "zmat = np.power(xmat * ymat, 1 / 4)\n", + "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", + "ax.set_zlim(0, np.max(values))\n", + "\n", + "ax.view_init(30, -120)\n", + "\n", + "# plt.savefig(\"WarpedInterpolation.pdf\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The underlying regular structure comes from the points' position in the matrix, the $(i,j)$ coordinates. If we join the points along every row and every column, we can see that the resulting grid is regular and piecewise affine (curvilinear).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.805520Z", + "iopub.status.busy": "2023-08-09T15:52:15.805257Z", + "iopub.status.idle": "2023-08-09T15:52:15.959974Z", + "shell.execute_reply": "2023-08-09T15:52:15.959373Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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lJeN+QkICACaTCZPJdH9R5yL9Wta8pr1xtDZGRcGVK6qnomyRvxlc9D1OfLOT1P5JGc8xXKvM4OCneavLACr6Vsw4XxD/DRzt/cuNVdr48su4zJyJNncuaR99pJINO+Ho76Gjtw8cv422bN+9XtOgaVk/L/43TdN4++23+fzzzzEajZjNZsaPH89bb711x+8ZO3Ys48aNy3F+1qxZeHp63utLCweUbE7m7+t/s+7qOrwP7mPzFLjhChXedOehEi1oW7wttbxqycZfhVCzd9+lxN69HHnySfaHhuodjhACSEpKon///sTHx+Pj43PH5+UpsZgzZw6vv/46X375JXXq1CE6OprRo0fz1VdfEXqH//y59VgEBgYSFxf3n4HllclkIiIigpCQEFxcXKx2XXviCG00W8ysP7me6Xums2D/IlIsyQAYLHBighvlb6YwsGg4C1P7ZXzPsmXQooVeEVuPI7x/d2OtNhqWLsW5Rw+0okVJi42FIvZR+nL099DR2weO30Zbti8hIQF/f/+7JhZ5KoW8/vrr/O9//+Opp54CoF69epw8eZJPP/30jomFm5sbbm5uOc67uLjY5E211XXtSUFs4+ErhwmPDmf67umcTjidcd75eg3SdoSixTzNopQJjGIijyeuYKZ5EAaD6gW/09TTgqogvn959cBt7NYNqlfHcPgwLtOnw8svWy84K3D099DR2weO30ZbtO9er5en4fRJSUk43bZojdFolOmmIlfXb13nl+2/0GxKM2p8X4NPoj7hdMJpfN19Gf7QcLY8s4U5LQ5giHoLw40AFhp7AtDFvBQPVE/GxImOlVSIe+TkBK+8om5PnKhG+gohCoQ89Vh07dqV8ePHU758eerUqcOuXbv46quvGDp0qK3iEwVMmiWNiGMRhMeEs/jgYlLMqgxmNBjpWLUjg4MG07VGV9yd3QF4OEBtbDlqFGyLa0JSiRJ4X77MAL+VdJr0JD166NkaoatBg+Ddd9Uy34sXQ8+eekckhLgHeUosvvvuO9577z1efPFFLl26RNmyZRk2bBjvv/++reITBcS+S/sIjwlnxu4ZnE88n3G+bsm6DA4azID6AyhdpHSu39ujh+r5jow0cO6bZlRdsoRf2s/DqceT+RW+sEeenvDCC/Dxx2rqqSQWQhQIeUosvL29mThx4n9OLxWFx5WkK8zeO5vwmHC2n8tcy8TPw4/+9fozOHgwDUo3uKdZHUajGqC5aXtzqi5ZgtPSPyEpSf1xEYXXiBHwxRewaRNs2QKPPKJ3REKIu5C9QkSemMwmVhxdQXhMOH8e+hOTRc1rdnZypku1LgwOHkznap1xNbre1/WvV6uGVqEChpMnYcUK+ZRa2JUuDQMGwNSpqtdi3jy9IxJC3IUkFuKexFyIISw6jJl7ZnI56XLG+QalGzA4eDD96vajhFeJB38hgwFLz54Y0/+ISGIhxoxRicWCBWq8RaVKekckhPgPkliIO7p08xIzd88kPCacmIsxGedLeZViQL0BhAaHUr9Ufau/rta7t/p0unQp3LwJXl5Wfw1RgNStCx06wOrV8O23alt1IYTdksRCZJOSlsKyI8sIiw5jxdEVpFnSAHA1uvJEjScYHDSYjlU74uxkux8drWFD9ak0NlZtn927t81eSxQQr76qEotff4UPPgBfX70jEkLcgSQWAk3T2H5uO+Ex4czeO5uryVczHmtSrgmhQaE8VfcpinsUz5+ADAbo0wc+/xx+/10SCwEhIarnYu9elVy89preEQkh7kASi0Ls3I1zzNg9g/CYcPZf3p9xvqx3WZ6u/zShQaHUKlFLn+B691aJhZRDBKhkc8wYGDoUvvlGLXziwKsmClGQSWJRyCSbkllyaAnhMeGsPrYai6ZWTXV3dufJmk8SGhRK+8rtMTrpvNxlw4ZQuTIcP642C+nTR994hP7694e33oIzZ9Sqav363f17hBD5Lk9LeouCSdM0Np/ezLA/h1FmQhn6LejHyqMrsWgWmgc2Z3LXyVx49QKzes6iY9WO+icVkFkOAZliKBQ3N3jpJXV7wgS49/0ThRD5SHosHNip+FNMj5lOeEw4R64eyThfvmh5BtUfxKCgQVTzq6ZjhHfRpw989pnqsUhMtJsdLoWOhg+HTz6BHTtg40a1Q50Qwq5IYuFgbqbeZNHBRYRFh7E2di0a6lOdp4snvWr3YnDQYFpVbIWToQB0VgUHQ9WqcPSoGmvx7666ohDz94fQUPj5Z9VrIYmFEHZHEgsHYNEsRJ2KIiw6jN/3/05iamLGY60rtiY0KJSetXri7eatY5T3Ib0c8sknqhwiiYUAGD1aJRZ//gmHD0P16npHJITIQhKLAiz2WizTYqYRHhNO7PXYjPOVi1UmNCiUQUGDqOhbUb8ArSE9sVi+HG7cAO8ClhwJ66tRA7p2VYnFxInw4496RySEyEISiwIm2ZxMeEw40/dOJ/JkZMZ5b1dv+tTpQ2hQKC3Kt7injb8KhPr11SfSw4dVOURmAghQU0///BPCwuCjj8DPT++IhBD/ksSiALBoFtbFruO3Xb+xYP8CUvakAGDAQPvK7QkNCuXJWk/i6eKAO4Gml0M+/liVQySxEACtWqkpyTt3qrLIO+/oHZEQ4l+SWNixI1eOEB4TzrSYaZxOOJ1xvnrx6gwOHszA+gMJLBqoY4T5pHdvlVisWAEJCeDjo3dEQm8Gg1rme8AA+P57tRKnm5veUQkhkMTC7ly/dZ15++YRFh3G5jObM877uvvSp1YfqiRWYXSv0bi63t+25AVSvXqqrn7okOr+HjBA74iEPejdG958Uy2YNXs2DB6sd0RCCGSBLLtgtphZeXQl/Rb0o/T/lWbY0mFsPrMZJ4MTnat1Zm6vuZx/9Tzfd/qeGl41HGf8xL2SxbJEblxc4OWX1e2vvpIFs4SwE9JjoaP9l/cTHh3O9N3TOZ94PuN83ZJ1CQ0KZUC9AZTxLpNx3mQy6RGmfejTRw3SW7kS4uOhaFG9IxL24Lnn4MMPYc8eWLNGbVYmhNCVJBb57ErSFebsnUN4TDjbzm3LOO/n4Uf/ev0ZHDyYBqUbFL5eibupUwdq1YIDB+CPP+Dpp/WOSNgDX1945hm1MdmECZJYCGEHJLHIByaziZVHVxIeE84fh/7AZFE9D85OznSp1oXQoFC6VO+Cq7EQjZvIq/RyyLhxqhwiiYVIN2oUfPcdrFqltlWvW1fviIQo1CSxsKGYCzGEx4Qzc89MLt28lHG+QekGhAaF0r9ef0p4ldAxwgKmd2+VWKxaBdevq0+rQlSqBD16qB1Pv/4apkzROyIhCjVJLKzs0s1LzNozi/CYcKIvRGecL+lVkoH1BhIaHEr9UvX1C7Agq1NHHfv2qXLIoEF6RyTsxZgxKrGYMUOt1FqqlN4RCVFoSWJhBanmVJYeXkp4TDjLjywnzZIGgKvRlSdqPEFoUCgdq3TExeiic6QOoE8f+OADVQ6RxEKka9pUHZs3ww8/qAGdQghdSGJxnzRNY+f5nYRFhzF772yuJF/JeKxJuSaEBoXyVN2nKO5RXMcoHVDv3iqxWL0arl2DYsX0jkjYizFj1M/Hjz/CW2+Bh4feEQlRKElikUfnb5xnxu4ZhMeEs+/yvozzZb3L8nT9pwkNCqVWiVo6RujgatVSg/P27oUlS2RRJJHpySfVeIvYWJg2DYYN0zsiIQolSSzuwa20Wyw5uITwmHBWHVuFRbMA4O7szpM1nyQ0KJT2ldtjdDLqHGkh0aePSizmzZPEQmQyGtUMkdGj1SDO554DJ1kDUIj8JonFHWiaxtazWwmLDmPuvrlcv3U947Hmgc0JDQqlT50+FHWXhZryXe/e8P77EBEBV69CcSk3iX8NHapKZYcOwfLl8PjjekckRKEjicVtTsefZvru6YTHhHP4yuGM8+WLlmdQ/UEMChpENb9qOkYoqFlTbae+ezcsXqz+mAgB4O0Nzz8PX36plvmWxEKIfCeJBZBkSmLhgYWEx4Tz1/G/0FB7Dni6eNKrdi9Cg0JpXbE1TgbpVrUbffqoxGLePEksRHYvv6xKIevWwa5d0KCB3hEJUagU2sRC0zQ2ntpIeHQ4v+//nRupNzIea12xNaFBofSs1RNvN28doxR31Ls3vPuu2h/iyhXw89M7ImEvAgJU4jlrluq1mD5d74iEKFQcIrEwmyEqSt2OioKWLdU4rtzEXotlWsw0pu2exvFrxzPOVy5WmdCgUJ6u/zSVilXKh6jFA6leHYKDITpalUOeeUbngIRdGTNGJRZz5sCnn6pkQwiRL/LUt1+xYkUMBkOOY8SIEbaK764WLoSKFaFLF3W/Sxd1f+HCzOfcSLnB1F1TaR3WmsrfVmbshrEcv3Ycb1dvnmnwDJGDIzk68ijvt3pfkoqCRLZSF3fy0EPQqhWkpcH33+sdjRCFSp56LLZt24bZbM64v3fvXkJCQujdu7fVA7sXCxdCr16gadnXwjl7Fnr2sjA2bD3HvMNYcGABSaYkAAwYaF+5PaFBoTxZ60k8XTx1iV1YQe/e8Pbb8NdfEBcH/v56RyTsyauvwoYN8MsvqmxWpIjeEQlRKOQpsShRIvuGWZ999hlVqlShVatWVg3qXpjNasq6pmU/byl2BK3mLKg/nbGxpzLOV/erzuCgwQysP5DAooH5HK2wiapV1cC8Xbtg0SK1boEQ6bp0USWzw4dh6lQYOVLviIQoFO57jEVqaiozZsxgzJgxGAyGOz4vJSWFlJSUjPsJCQkAmEwmTCbT/b48UVFqzJ6HB7g6XefZUi/i9v4q0p65AenjK24VpWulvrzR4WmalG2SEeeDvK6e0uMuqPHfzf20z6lnT4y7dmGZOxeznS+W5ejvH9hfG51efhnjSy+hTZxI2nPP3Xnw1T2yt/ZZm6O3Dxy/jbZs371e06Bpt3/mvzfz5s2jf//+nDp1irJly97xeWPHjmXcuHE5zs+aNQtPT+uUIVJNt2g76Cn8kqHFUAO36jakTbE2NCnaBFcnV6u8hrBPnufPE/LCC2hOTqycOpXUorJgmchkTEkh5Nlncbtxg3/efJPzTZvqHZIQBVZSUhL9+/cnPj4eHx+fOz7vvhOLjh074urqyp9//vmfz8utxyIwMJC4uLj/DOxuoqIyB2wCTPdpQM+L+/jU52U+Mv1fxvlly6BFi/t+GbtiMpmIiIggJCQEFxfH2yn1fttnfOQRnHbuxPzDD1jsuBzi6O8f2GcbnT74AOOnn2Jp2hTzhg0PdC17bJ81OXr7wPHbaMv2JSQk4O/vf9fE4r5KISdPnmTNmjUszDr14g7c3Nxwc3PLcd7FxeWBGt2ypVq64OxZNc5ibdpL9OQFWibuINnigsGgZpj919TTgupB/+3sXZ7b17cv7NyJccECjC++aLvArMTR3z+wsza+/DJMmIDT5s047dgBjzzywJe0q/bZgKO3Dxy/jbZo371e776Wkpw6dSolS5akS9Yug3xmNMI336jbBgOsdWoLQBPLVrxRi11NnOh4SYXIRfqspPXr4dIlXUMRdqh0aRgwQN3+6it9YxGiEMhzYmGxWJg6dSqhoaE4O+u7vlaPHjB/PpQrByedKpFYujQupNHLfz3z56vHRSFQqRI0bgwWS/YFTIRI98or6uuCBXDihK6hCOHo8pxYrFmzhlOnTjHUTvZn6NFD/Z5YtgwuBwcD8OtTEZJUFDayWJb4L/XqQYcOKvlM7+oUQthEnhOLDh06oGka1atXt0U898VoVAM0L9evD4DTX2t0jkjku1691NcNG+DCBX1jEfbp1VfV119/hfh4fWMRwoE51HadcfXrozk5wYEDcOaM3uGI/FSxIjRpIuUQcWchIVC3LiQmwuTJekcjhMNyqMTCVKQI2kMPqTtrpNei0JFyiPgvBoPanAzg22/BQRdIEkJvDpVYAGjt2qkbklgUPunlkMhIOH9e31iEferfH0qVgtOn1chvIYTVOXZicX9rf4mCqkIFtUaBpqnR/0Lczs0NXnpJ3f7qK/kdIYQNOF5i8cgj4OkJFy/Cnj16hyPym5RDxN0MH642Gdq+HTZu1DsaIRyOwyUWuLlB+m6rERH6xiLyX3o5JCoKzp3TNxZhn/z9ITRU3ZYFs4SwOsdLLADat1dfZZxF4RMYCM2aSTlE/LfRo9XXP/6AI0d0DUUIR+OYiUVIiPq6YQNk2QBNFBJSDhF3U6MGdO2qEtCvv9Y7GiEcimMmFnXrqv0BkpNh0ya9oxH5rWdP9TUqSu1SJ0Ru0qeehoXBlSu6hiKEI3HMxMJgkHJIYRYQAM2bq9sypVDcSatW0LCh+gDy8896RyOEw3DMxAIyEwsZwFk4STlE3E3WBbO+/17KpkJYieMnFtu3w9Wr+sYi8l/PnuoPx6ZNajEkIXLTp4/aHvnCBZg9W+9ohHAIjptYlCsHtWurwVnr1ukdjchv5cqpnelAyiHizlxc4OWX1W1ZMEsIq3DcxAKkHFLYSTlE3IvnnwcvL7WgnozJEuKBOXZikT7tVBKLwim9HLJlC5w6pXc0wl75+sIzz6jbsmCWEA/MsROLVq3A2RmOH1eHKFzKlIGWLdVtKYeI/zJqFDg5wcqVsG+f3tEIUaA5dmLh7Q1Nm6rb0sVZOEk5RNyLypXhySfVbVkwS4gH4tiJBcg4i8KuRw9VDtm6FU6c0DsaYc9efVV9nT5dbWIohLgvjp9YpI+z+OsvMJv1jUXkv9KlMzelk3KI+C9Nm8Ijj0BqKvz4o97RCFFgOX5i0bgx+PjAtWuwa5fe0Qg9SDlE3Kv0Xosff1Qrcgoh8szxEwtnZ2jTRt2Wckjh1KOHGpi3bRvExuodjbBn3btDxYoQF6dKIkKIPHP8xAJk2mlhV6oUtG6tbv/+u66hCDvn7Jy5pfpXX4HFoms4QhREhSux+PtvSErSNxahDymHiHs1dCgULQqHDsGKFXpHI0SBUzgSi2rVoHx5NShr40a9oxF6SC+H7Ngha5qI/+btrVbjBJgwQd9YhCiACkdikXUbdSmHFE4lSkDbtuq2lEPE3Ywcqcoi69bJoG8h8qhwJBYg4yyElEPEvQsMzPx5kWW+hciTwpNYtGunvu7eLYvfFFZPPglGI+zcCUeP6h2NsHdjxqivc+bA2bP6xiJEAVJ4EosSJSA4WN3+6y9dQxE68feXcoi4dw89pBZXS0uD777TOxohCozCk1iAlEOElENE3qQvmPXLL5CYqG8sQhQQhTex0DR9YxH6SC+HREfD4cN6RyPsXZcuUL06XL8OU6fqHY0QBULhSixatAA3N1UvPXRI72iEHvz8MmcISTlE3I2TE7zyCgDaxIlEbVD7DUVFydZDQtxJnhOLs2fPMnDgQPz8/PD09CQ4OJgdO3bYIjbr8/BQyQVIOaQwk3KIyItBg0jx9sNw/DiTuvwBqI6MihVh4UJ9QxPCHuUpsbh27RrNmzfHxcWFFStWsH//fiZMmICvr6+NwrMBGWchundXaxTs3i09V+KuFq705MsbLwAwMu2bjPNnz0KvXpJcCHG7PCUWn3/+OYGBgUydOpUmTZpQsWJF2rVrR5UqVWwVn/WlJxbr14PJpGsoQifFi2f+HEg5RPwHsxlGjYLvGUEKrjSzbKLYv2Nz0odpjR4tZREhsnLOy5P/+OMPOnbsSO/evdmwYQPlypXjxRdf5Lnnnrvj96SkpJCSkpJxPyEhAQCTyYTJin/Y069112vWqYOznx+GK1dI27QJrVkzq8Vga/fcxgIqP9tn6NED5xUr0ObOJe3NN23+euD47x84XhujouDKFcDDjzmpTxFqnkaxKV/SwqUJW7TGpBlciIuDyMjMKmtB5mjvX24cvY22bN+9XtOgafc+PcLd3R2AMWPG0Lt3b/755x9Gjx7NL7/8wqBBg3L9nrFjxzJu3Lgc52fNmoWnp+e9vrRVNfryS8r9/TcH+/blUL9+usQg9OWSmMhjgwfjlJbGX999R2JgoN4hCTt23XSdP7d8wvwJmTOJ0tzduVKrFlfq1iWuTh2uV62K5pynz2pCFChJSUn079+f+Ph4fHx87vi8PCUWrq6uNGrUiE2bNmWce/nll9m2bRubN2/O9Xty67EIDAwkLi7uPwPLK5PJREREBCEhIbi4uPzncw2//Ybz8OFYmjbFvGGD1WKwtby0sSDK7/YZu3XDacUKzO+/j+Xdd23+eo7+/oHjtTEqCh57YR2pXQdBkYt02e/G+CPlKB99jWLatWzP1by80Jo1Q3v0UbRWrdAeeghcXXWK/P442vuXG0dvoy3bl5CQgL+//10Tizyl12XKlKF27drZztWqVYsFCxbc8Xvc3Nxwc3PLcd7FxcUmb+o9XbdjRwCc/vkHp+RksGKCkx9s9W9nL/KtfX37wooVGBcswJhLr5qtOPr7B47RRrPFzFrtQ1Kf+ggMGlyqw5pNM3nu+xM0e+oxqtw6RBvW09FjA508N2C4cgVDRETmwHAPD2jeHFq3Vit4Nm6sprsXAI7w/t2No7fRFu271+vlKbFo3rw5h24bRX/48GEqVKiQl8vor2JFqFpV7Rexfj088YTeEQk9dOsGLi6wb5866tTROyJhJ87dOMeAhQNYf2I9GICdz8CKb3FydgFOoBmc2Guoz17q02rGyxi6W2D/fvX7ZP162LAB4uJgzRp1gEo0mjbNTDQefrjAJBpC5EWeZoW88sorbNmyhU8++YSjR48ya9YsJk2axIgRI2wVn+3ItFPh65vReyWzQ0S6VUdXEfxzMOtPrMfLxYsZT85gQeivBJTKPiYsIADmz4cePVALadWtCy+9pE5eugR798IPP0Dv3mqvouRkWLsW3n9fJRa+vmrvmnHjVCJy65Yu7RXC2vKUWDRu3JhFixYxe/Zs6taty0cffcTEiRMZMGCAreKznfTEIv3ThCicsi6WJcu8F2ppljTe/uttHpv5GJeTLhNUKoidw3YyoP4AevSAEydg2TL13GXLIDb236QiNwaD6gF78UX1s3XxourR+PFHVYIrVUolEuvWwdixqhfD11d9HTtWnU9OzodWC2F9eR7C/Pjjj/P444/bIpb81aaN+pRx8CCcOaM+fojC54kn1AC7AwdUOaRuXb0jEjo4k3CGfgv6EXUqCoDhDw3nq45f4eHikfEco1FNKV2+XH01GvPwAgYD1KqljhdeUEns4cPZSyfnz6uv6QPKXV1VuSS9dNK0Keg0k06IvChce4Vk5eurBlOBlEMKs6JF4bHH1G0phxRKyw4vI/jnYKJOReHt6s3cXnP56fGfsiUVVmcwQI0aMGwYzJ6duX/RL79A//5QtiykpsLGjfDRR2p/G19fePRRePdd1dN686bt4hPiARTexAJknIVQevdWX6UcUqiYzCZeX/06j89+nCvJV2hYpiE7h+2kT50++R+MwaB2UX3+eZg5U/WiHjkCkyfDwIGqR9VkUvNfx49Xv7uKFVOzTt55B1avlm3dhd0o3Ku5tG8PH3+ssn+LRZVGROHzxBNqdP7Bg2rAXb16ekckbOzk9ZM8teAptpzZAsDIJiP5MuRL3JztZJaGwaBmrlWtCs8+qxLe2NjM0sn69XD6NGzapI5PPlH73zRqpEonrVurpKNIEV2bIQqnwp1YNG0KXl5w+TLs2QNBQXpHJPTg46PKIUuWqF4LSSwc2pKDSxi8ZDDXb12nqFtRfuv2Gz1q3WkUpp0wGKByZXUMHaoSjRMnMsdnrF8PJ0/Cli3q+OwzNQikUSM1PiM90Shga/aIgqlwf0R3dVX/6UDKIYWdzA5xeKnmVEavHE33ud25fus6Tco1YdewXfafVOTGYIBKlWDIEAgLU0lGbKy6PWSIesxshq1b4YsvoHNntflekybwxhtqWkt8vM6NEI6qcCcWINNOhdK1qyqHHD6stlMXDuX4teM0/60532xV256PeWQMG4dspFKxSjpHZkUVK0JoKPz2Gxw/rnowpk1TPRxVqqhEY9s2+PJLePxxlWg0agSvvQZLl8L163q3QDiIwl0KATXOAtT2hLduwb8brYlCxttbfapbtEj1WkhZzGHM3z+fZ/54hoSUBIq5FyO8ezhda3TVOyzbK18enn5aHaDGZKRPZ12/Xq08vGOHOiZMAIMB5+Bg6gQGYjCb1ZT8YsV0bYIomKTHok4dKFNGLUaTZXM1UQhJOcSh3Eq7xYhlI+j9e28SUhJoFtiM6OHRhSOpyE1goJphMnmymnFy5oyagfL882pGiqZh2LWLqn/8gXPPnuDnBw0awCuvwOLFcPWq3i0QBYQkFgZDZq+FjLMo3B5/XPVYHT0KMTF6RyMewJErR2g6pSk/bv8RgDebv8n60PWUL1pe58jsSLlyas2MX35Ra2icO0fa9OnEduyIVqOGSq6jo2HiRHjySfD3Vz15o0apnr0rV/RugbBTklhAZmIh4ywKtyJFoEsXdXvePH1jEfdt9p7ZNJzUkOgL0fh7+rO8/3I+a/8ZLkbH3cnSKsqUQevbl90vvEDanj1qJdA5c9RKobVqqURj92749lu1lrm/P9SvDyNHwoIFanadEEhioaQnFjt2SBZe2MliWQVWsimZ5/98nv4L+5OYmsij5R8lelg0nap10ju0gql0abWvyY8/qn1OLlxQ/y9GjMjcCXjPHvj+e+jVC0qWzNyI7fff1UZsolCSxALU8rl16qg/JGvX6h2N0FOXLmp762PHYNcuvaMR9+hg3EEe/vVhJu+cjAED7z76LmtD11LOp5zeoTmOUqVU4v3992ohuUuX1E6uL72UufbLvn1qR9c+fdTza9fOvhGbKBQksUgn004FSDmkAJoWM42HJj3Enkt7KOlVktVPr+ajth/h7CST3myqRAno2RO++06VSC5fViWRl19WJRJQm/v99JPq+ShdWpVUhg9XJZbz5/WNX9iMJBbpZACnSCezQwqEm6k3GbJkCKGLQ0kyJdG2Uluih0XTvnJ7vUMrnPz91diLb75Rg5/j4tQgz9GjIThYDZQ/eFANFu3XT/UUp2/ENmuW2ohNOARJ6dO1agUuLmr1umPH1IIyonDq3FltTx0bq8bdNGqkd0TiNvsu7aPP/D7sv7wfJ4MTH7T6gHcefQejU172Mhc25ecH3burA+DaNbVba/oy5Lt2qQXpDh+GSZPUc6pVy1yCvFUrtfmaKHAksUhXpIjaOyQyUpVDJLEovLy81NTTefPUIYmF3dA0jd92/cbIFSNJTkumTJEyzOo5i9YVW+sdmribYsXUhn9PPKHuX7+uEo30Bbt27VLraxw5Ar/+qp5TpUpmktG6tVqLQ9g9KYVkJeUQkU7KIXbnRsoNnl70NM/++SzJacl0qNKB6OHRklQUVL6+ain9//s/2L5dLcC1dKlaYrxxY7Xb9LFjMGUKDBqkVhJN34QtPFwtWS7skvRYZBUSAu+/r2aGmM1qd0BROHXqpHouTp5Uv/QaN9Y7okIt5kIMfeb34fCVwxgNRj5q8xFvtngTJ4N8NnIYRYuqgdPpg6cTEuDvvzO3id+xQ5UnY2Nh6lT1nIoVM3szWrdW94XuJLHIqlEj9cN97Zr6IW7SRO+IhF48PdWnqTlzVK+FJBa60DSNSTsmMWrlKFLMKZTzLsecXnNoUb6F3qEJW/PxUQl+p3/XIblxQyUa6aWT7dvVrq4nTqgeDFC9GllLJ5UqqUGjIl9Jup+Vs7PaeAdk2qmQxbJ0lpCSwFMLnmL4suGkmFPoXK0z0cOjJakorLy94bHH4NNPYfNm9QFw1Sp46y1o1kz9/j51Su3o+swzanxG+kZsv/6qluqX/8f5QnosbhcSojbciYiAt9/WOxqhp/RyyKlT8M8/8PDDekdUaOw8v5M+v/fh2LVjODs582m7TxnTdIyUPkSmIkWgQwd1ANy8qRKO9NLJP/+ojdZmzFAHQLlyGB99lArFi6sZKLVqSY+GDUhicbv0hbL+/lv9oHp56RuP0I+HhxrBPnu26rWQxMLmNE3jh20/8OrqV0k1p1K+aHnm9prLIwGP6B2asHdeXmoAfvog/KQklWikl062boWzZ3GaM4dgUEuVlymTvXRSvbokGlYg6f/tqlaFChXAZFJToUThlj475PffwWLRNxYHd/3WdXr93ouRK0aSak6lW41u7Bq2S5IKcX88PaFdO/jwQ7WMwPXrsHYt5nfeIa5OHTQ3N7X65+zZajXQmjXVol1PPaVWCz1wQEon90kSi9vJNuoiq8ceU12up0+rTzzCJv45+w8NfmnAwgMLcXFyYWLHiSzqu4jiHsX1Dk04Cg8PaNMGywcf8Pf48aRdvqx6MsaOVb0Vbm5qo7W5c9X+JrVrq2XI+/TJ3IhNEo17IolFbtLLIZJYCHd36NZN3Za9Q6xO0zS+2vwVzX9rzonrJ6jkW4m/h/7NqEdGYZAuaWFL7u6qBPLBB7BunerR2LBB9XC0basev3RJ9Vam7+h6+0Zs0ouZK0ksctOunfq6Z4/KYEXhJuUQm7iafJVuc7rx6upXSbOk0bNWT3YO20njcjK1V+jA3R1atoT33oO//spcGfSjj1QvtoeH2mht/nwYOVLt6FqyZPaN2OT3AyCJRe78/aFBA3X7r7/0jUXor0MHNaf+7FnYskXvaBzCptObCP45mD8P/4mr0ZUfOv/A771/x9fdV+/QhFDc3KBFC3j3XdV7ff26GtQ/frz6neDpCVeuwMKFakfXoCC14+uTT2ZuxFZIEw1JLO5EyiEinZRDrMaiWfji7y9oObUlpxNOU7V4VbY8s4UXG78opQ9h31xd1XoZb7+t1s+4fh02bVLranTsqGalXL2qlitI39HV319twvb112ovFLNZ1ybkF0ks7iRrYiEDdkT6YllSDrlvl29e5vFZj/Pmmjcxa2aeqvsUO57fQYMyDfQOTYi8c3FRG1f+73+wcqVasGvLFvjsM7UGTpEi6tySJTBmDDRsqHZ8feIJ+OortbqzgyYaso7FnbRooT6pnjsHBw+qhVRE4ZVeDjl3Tn1KaSGrP+ZF5MlI+i3ox7kb53B3dufbx77l2YbPSi+FcBwuLmqtm4cfhjffhLQ01UuRvk38xo0QHw9//qkOUFtIPPpo5joawcFqBdECTnos7sTdPfOPh5RDhJub6tIEKYfkgUWzMD5yPG3C23Duxjlq+NVg67Nbee6h5ySpEI7N2VntMfT662rX1itXYNs2tZvr44+rDyrx8eqx119Xzy1eXG3C9sUXauXQtLQ8vaTZDFFR6nZUlH4dInlKLMaOHYvBYMh2lC5d2lax6U/GWYis0meHzJ/vsF2Y1nQx8SKPzXiMd9e9i0Wz8HT9p9n+/Hbql6qvd2hC5D9nZ7XR5auvqh6Lq1dVOWTCBFUe8fVVG60tX656PB5+GIoVU2WVzz9XZRaT6Y6XX7hQbe6avjlsly7q/sKF+dG47PLc51KnTh3WZNmgy+jIW4uHhKg3eP169Ya6uOgdkdBTSIjqujx/Xo0Ob9lS74js1roT6wj9I5QLiRfwcPbgxy4/Mjh4sN5hCWE/jEY17qJhQzUGw2xWSxyk73USGanGaKxcqQ5QA0RbtMgsnTRqBC4uLFwIvXqp4YAeHpkvcfasOj9/PvTokX9Ny3Ni4ezs7Ni9FFkFBalRvXFxatVFqasXbq6uaipZWJgqh0hikYPZYmb2+dnMi56HhkadEnWY13setUvU1js0Ieyb0ajGWAQHq1klFotKNNL3OtmwQfVyrFqlDgBPT7RmzTn6Tyuaaq3ZRmMgs8SoaWox6dGj1cS2/OoHyHNiceTIEcqWLYubmxsPP/wwn3zyCZUrV77j81NSUkhJScm4n5CQAIDJZML0H906eZV+LWteE8DYpg1Ov/+OeeVKLDpvQmWrNtqLgtA+Q48eOIeFoc2fT9r//V+e/qcWhPY9iHM3zjFo8SAiL0YCMDhoMBM7TMTTxdNh2uzo76Gjtw8KWBtr11bHCy+oRGPfPpwiIzFERmLYuBFDXByGNRG8QQRvAEl4sMWrBFd+86W8e21OURFQn40jIx/8s/G9/psZNO3e51KuWLGCpKQkqlevzsWLF/n44485ePAg+/btw8/PL9fvGTt2LOPGjctxftasWXh6et7rS+umfEQEDX74gas1arDx88/1DkfozGAy8diQIbgmJhL18cdcqVtX75Dswq6EXUw8NZH4tHjcndwZHjCc1sVb6x2WEI7LYsH7zBn89+7Fb+9e/Pftwy0+PuPh775+lfKVHrXqSyYlJdG/f3/i4+Px8fG54/PylFjc7ubNm1SpUoU33niDMWPG5Pqc3HosAgMDiYuL+8/A8spkMhEREUFISAgu1hwLceoULlWrohmNpF24oGrsOrFZG+1EQWmf8fnncQoLwzx8OJZvv73n7yso7cuLNEsa4yLH8cWmL9DQqFuiLi/4vcDgroMdpo1ZOeJ7mJWjtw8cr41RUWqgpma8SeVuQbS8fopO8eUYsv8wycmZ7Vu27MF7LBISEvD3979rYvFAE2a9vLyoV68eR44cueNz3NzccHNzy3HexcXFJm+q1a9bpQpUq4bhyBFc/v47cwVGHdnq385e2H37+vaFsDCMCxdi/P77PBcu7b599+hMwhn6LehH1Ck1v23YQ8P4ou0XrItY5zBtvBNpX8HnKG1s2VKtu3Wm7lj2VzvFgYQAWjT7jOSnXUhOdsFggIAA9bwHHWNxr/9eD7SORUpKCgcOHKBMmTIPchn7J9NORVbt2qlpYJcuqcJlIbT8yHKCfw4m6lQU3q7ezOk5h58f/xkPF4+7f7MQwmqMRnh+/AZ45BsAXFb+TBHnIoAauAkwcWL+DdyEPCYWr732Ghs2bCA2NpatW7fSq1cvEhISCA0NtVV89kESC5GVi0vm3K1CtliWyWzijYg36DKrC1eSr9CwTEN2DttJ37p99Q5NiEIpMTWRsOtDAfA6+CzG2A4ZjwUE5P9UU8hjYnHmzBn69etHjRo16NGjB66urmzZsoUKFSrYKj770Lo1ODnB4cNw6pTe0Qh7kL5Y1oIFeV4dr6A6ef0kLcNa8uWmLwEY2WQkm4ZuomrxqjpHJkTh9b81/+P4teME+gRyesoEli1T55ctg9jY/E8qII9jLObMmWOrOOybry80aaJWPluzBoYO1Tsiobc2bVRh8/JlNb+8XTu9I7KpJQeXMGTJEK7dukZRt6L81u03etTS4TeWECLDuth1/LDtBwB+6/YbxTx9aNHCxPLlaqCmXutXyl4h90rKISKrQlIOSTWnMnrlaLrP7c61W9doXLYxu4btkqRCCJ3dSLnB0D/Uh9zhDw2nfeX2OkeUSRKLe5WeWPz1l2ybLZT0csjChQ5ZDjl+7TjNf2vON1vVoLBXHnmFqKFRVCpWSefIhBBvRLzBiesnqFC0Al+EfKF3ONlIYnGvHn5YrdN++TLs3q13NMIetG6dueT7+vV6R2NVC/YvoMEvDdh+bjvF3Iux5KklfNXxK1yNrnqHJkShF3Esgp93/AyoEoi3m7fOEWUnicW9cnVVf0hAyiFCcXaGnj3VbQcph9xKu8VLy1+i1++9SEhJoGlAU6KHR/NEjSf0Dk0IASSkJPDMH88AMKLxCNpWaqtzRDlJYpEXMs5C3K53b/V14cL/3NK4IDhy5QjNpjTLGAz2RrM32DB4A+WLltc5MiFEutdWv8bphNNULlaZz9p/pnc4uZLEIi/a/zs4ZuNGuHVL31iEfWjVCkqUgCtXYN06vaO5b3P2zuGhSQ+x68Iu/Dz8WNZ/GZ+HfI6LseCvTCiEo1h1dBWTd04GYGq3qRRxLaJzRLmTxCIvateGsmVVUvH333pHI+xBAS+HJJuSGfbnMPot6MeN1Bs8Wv5RoodH07laZ71DE0Jkcf3W9YwSyMtNXqZlhZY6R3RnkljkhcGQ2Wsh5RCRLuvskAJUDjkYd5CHf32YSTsnYcDAu4++y9rQtQT4BOgdmhDiNmNWjeHsjbNULV6VT9p9onc4/0kSi7xKTyzWrNE3DmE/WraEkiXh2jU1HbkAmB4znUaTGrHn0h5KepVk1cBVfNT2I5ydHmhfQiGEDSw/spyp0VMxYGBqt6l4uXrpHdJ/ksQir9ITi507VV1dCKMRevVSt+28HHIz9SZDlwxl0OJB3DTdpE3FNkQPiyakSojeoQkhcnEt+RrP/fkcoNaSaVH+Afc+zweSWORVmTJQty5oWoH5dCryQXo5ZNEiSE3VN5Y72HdpH01+bZLxyWdsq7FEPB1BGW8H351YiAJs9KrRnLtxjup+1fm47cd6h3NPJLG4HzLtVNyuRQsoXRquX7e7hFPTNH7b9RuNJzdm/+X9lC5Smr8G/cUHrT/A6KTTZgJCiLv689CfTIuZhpPBibBuYXi4eOgd0j2RxOJ+ZB3AqWn6xiLsg52WQxJTExm0eBDP/PEMyWnJhFQOIWZ4DG0qtdE7NCHEf7iafJXnlz4PwKtNX6VpYFOdI7p3kljcj1at1CZUJ0/CsWN6RyPsRfpiWXZSDtl9cTcPTXqIGbtn4GRwYnzb8awcuJKSXiX1Dk0IcRcvr3iZC4kXqOlfkw/bfKh3OHkiicX98PKCZs3UbSmHiHTNm6sxOPHxuv5caJrGL9t/ocnkJhy+cphy3uVYH7qetx99GyeD/JcXwt4tOrCImXtm4mRwIrx7OO7O7nqHlCfyW+Z+ybRTcTs7KIckpCTQb0E/hi8bToo5hU5VOxE9PJpHKzyqSzxCiLyJS4pj+LLhgFpWv0m5JjpHlHeSWNyv9AGca9eC2axvLMJ+pM8OWbwYUlLy9aV3nt/JQ5MeYu6+uTg7OfNF+y9Y2n8p/p7++RqHEOL+jVwxkks3L1GnRB3Gth6rdzj3RRKL+9WoEfj6qlkA27frHY2wF82aqWXfExJg9ep8eUlN0/j+n+9pOqUpR68epXzR8kQOjuT15q9L6UOIAmT+/vnM2TsHo8FIWPcw3Jzd9A7pvshvnftlNELbf7erlXEWIp2TU+Ygznwoh1y/dZ1ev/di5IqRpJpTeaLGE+watqtAjSAXQsClm5d4YdkLAPyvxf9oVLaRzhHdP0ksHoSMsxC5SS+HLFli011w/zn7Dw1+acDCAwtxcXLh645fs7jvYop7FLfZawohbGPE8hHEJcVRr2Q93mv5nt7hPBBJLB5E+jiLTZsgMVHfWIT9eOQRCAiAGzdsUg7RNI2vN39Ni99acOL6CSr5VuLvoX8z+pHRGAwGq7+eEMK25u2bx/z983F2ci7QJZB0klg8iCpVoGJFtaNlZKTe0Qh7YcNyyNXkq3Sf250xq8dgspjoWasnO4ftpHG5xlZ9HSFE/riYeJEXl70IwDuPvkPDMg11jujBSWLxILJuoy7lEJFVemKxZAkkJ1vlkptPbyb452D+OPQHrkZXvu/0Pb/3/h1fd1+rXF8Ikb80TeOFZS9wJfkKQaWCePvRt/UOySoksXhQsm+IyM3DD0NgoCqRrVr1QJeyaBa++PsLHp36KKcTTlOlWBU2P7OZEU1GSOlDiAJs9t7ZLDq4CGcnZ8K7h+NqdNU7JKuQxOJBtWunei727oXz5/WORtgLK5VD4pLieHzW47y55k3Mmpm+dfqyc9hOh+guFaIwO3/jPC8tfwmA91u+T1DpIJ0jsh5JLB6Unx80/PeXvJ3tail0lj475I8/7qscsvHkRoJ/DmbF0RW4O7vzy+O/MLvnbHzcfKwcqBAiP2maxrClw7h26xoNyzTkfy3+p3dIViWJhTVk3e1UiHRNmkD58nDzJqxYcc/fZtEsjI8cT+vw1py9cZYafjXY+uxWnn/oeSl9COEAZuyewZ+H/8TFyYXw7uG4GF30DsmqJLGwhqzjLGQbdZHOYMjstbjHcsjFxIs8NuMx3l33LhbNwtP1n2b789upX6q+DQMVQuSXswlneXnlywCMbT2WuiXr6hyR9UliYQ3Nm4O7uxpjsX+/3tEIe5KeWPz5JyQl/edT18auJfiXYCKOR+Dh7MFvT/xGePdwirgWyYdAhRC2pmkazy99nuu3rtOobCPeaP6G3iHZhCQW1uDuDo/+u3ukTDsVWTVqpNY6SUrCsHJlrk8xW8yMXT+W9tPacyHxArVL1Gbbc9sY0mCIlD6EcCDhMeEsP7IcV6Mr4d3DcXZy1jskm5DEwlpk2qnITZZyyJWf5wMQFZW5Ie75G+cJmR7CuA3j0NAYGjyUbc9to07JOnpFLISwgTMJZxi1chQAH7X5iNolauscke08UGLx6aefYjAYGD16tJXCKcDSE4v16yE1VddQhH1Z66emnRZZvxzjrVt06aI6MT4IjyD4l2DWnViHl4sX07pPY0q3KXi6eOobsBDCqjRN49k/niUhJYGHyz3Mq01f1Tskm7rvxGLbtm1MmjSJ+vVlUBkA9etDiRJqBsDWrXpHI+zEwoXQ/s2HOE4lvEii1I4daIY0zlR/lw9jO3Lp5iXqlazH9ue383TQ03qHK4SwgSm7prDq2CrcjG6EdQ/D6GTUOySbuq/EIjExkQEDBjB58mSKFStm7ZgKJicntVgWSDlEAKrcMWoUaBiYhyqH+G9cS2q/DtByPBg0vA4MY9OQrdT0r6lztEIIWzgVf4oxq8YAML7t+ELxf/2+Ro6MGDGCLl260L59ez7++OP/fG5KSgopKSkZ9xMSEgAwmUyYTKb7eflcpV/LmtfMK0PbtjjPmYNl9WrM71l/21t7aKMtOVr7oqLgyhXw8IA/LD34X8rnlNqxgz7lINrJk9jtP2E52I9tm6FFC8dos6O9h7eT9hV8+dlGTdMYungoN1Jv0DSgKSMeGmHz17Vl++71mgZNy9vCC3PmzGH8+PFs27YNd3d3WrduTXBwMBMnTsz1+WPHjmXcuHE5zs+aNQtPT8eqJXtcvkyH555Dc3Ji+bRppBWRaYIC0rQ0ZpybzufvLaH61czzZldXEipUIL5iRRIqVSK+UiUSKlYkzcNDv2CFEFazKm4VP535CVeDK1/X+Jpy7uX0DumBJCUl0b9/f+Lj4/HxufMKwHlKLE6fPk2jRo1YvXo1QUFqXfO7JRa59VgEBgYSFxf3n4HllclkIiIigpCQEFxc9FvFzLlOHQxHjpD2++9o3bpZ9dr20kZbcbT2RUVBp6dOYeo2EEu5LQSfh4/3l8d/c2nqpO2jCDdz/T6tShW0+vXRgoLUUb8+BASoGSZ2ztHew9tJ+wq+/GrjiesnaPhrQxJTE/m/9v/Hy01ettlrZWXL9iUkJODv73/XxCJPpZAdO3Zw6dIlHnrooYxzZrOZyMhIvv/+e1JSUjAasw9KcXNzw83NLce1XFxcbPKm2uq696xDBzhyBOd166BXL5u8hO5ttDFHaV986T9IHToYzf0a3CrK/i2/kDbOnTb9OnMrzUhVjtHWL4Yfn4/GaXc0xMTAmTMYjh3DcOwYLFqUebHixSE4GIKC1NfgYKhZE1ztczdER3kP70TaV/DZso0WzcLwFcNJTE3k0fKP8kqzV3Ay5O/qDrZo371eL0+JRbt27dizZ0+2c0OGDKFmzZq8+eabOZKKQikkBH74QQZwFmKp5lTejHiTiVsngjtwtjHMn4PxViCwXD3J4MRRqvHZpGo49ciSgMbFqQQjJgaio9Vx4ABcvQpr16ojnYsL1KmTPeEICgIZUC2Ern7e/jNrY9fi6eLJb91+y/ekQm95Siy8vb2pWzf7uuZeXl74+fnlOF9otW4NRiMcOQInT0KFCnpHJPJR7LVY+s7vy7Zz2wAY/fBoHkn8nNdWuHLlVubAp4AAmDgRevS47QL+/mp2UfoMI4CUFLVUfHqikZ50xMdnnsuqQoXsPRtBQVCpUoEopQhR0B2/dpzXI14H4LN2n1G1eFWdI8p/jrmeqJ6KFlW7Wm7erJb3fuYZvSMS+WThgYUMXTKU+JR4irkXI6x7GE/UeAKAXk9CZCQkJMCyZdCypco/74mbGzRooI50mqYS16w9GzExEBurzp88qbZrT+fjoxKMrAlHnTpqOXohhFVYNAtDlgwhyZREqwqtGNFkhN4h6eKBE4v169dbIQwHExKiEouICEksCoFbabd4ffXrfL/tewAeCXiEOT3nUME3s7fKaIQWLWD5cvX1gauGBoNavrNiRcg6SPj6ddi9O3vPxt69KqPZuFEdWYOqWTPn2I0SJR4wOCEKpx/++YHIk5F4uXgVyhJIOumxsIWQEPjwQ/jrL7BY1OJZwiEdvXqUPr/3YdeFXQC80ewNPm77MS5GnQa++fqq7pCWLTPPmUxw6FDOUkpcHOzbp46ZMzOfX7ZszlJK1apWyIaEcFxHrx7lzTVvAvBlyJdULlZZ54j0I4mFLTz8MBQpkjkQL2sXtnAYc/fO5bk/n+NG6g38PPyY9uQ0OlfrrHdYObm4QN266hg4UJ3TNDh3Lmcp5cgRdf7cOVixIvManp5q2fqsCUe9euDllf/tEcLOmC1mBi8eTHJaMu0qtWNYo2F6h6QrSSxswcVFDeJculSVQySxcCjJpmReWfUKv+z4BYAW5Vswu+dsAnwCdI4sDwwGKFdOHZ2zJEOJibBnT/aejd27ISkJtmxRR9ZrVKuWvWejTh2VtAhRiHy79Vv+Pv03RVyLMOWJKYW2BJJOEgtbCQnJTCzeeEPvaISVHIo7RJ/5fdh9cTcGDLz96NuMbT0WZycH+a9UpAg0baqOdGYzHD2as5Ry/jwcPqyOefMAcAEeK1oUY6NGKqFOTzhq1FAJtxAO5lDcId5e+zYAEzpMyDa2qrBykN+Gdqh9e/V140ZITlYbRogCbcbuGQxfOpybppuU8CzBzB4zCakSondYtmc0qsSgRg3o2zfz/MWLOdbc0A4dwi0+Xo0v+uuvzOe6ualSTNZSSv36ahaVEAWU2WJmyJIh3Eq7RUjlEJ5r+JzeIdkFSSxspVYtNQju3Dn4++/MREMUOEmmJEYuH8lv0b8B0KZiG2b2mEkZ7zI6R6azUqXUSrMdOmScSktIYNPkyTQvUgTnvXszezhu3IAdO9SRVaVK2UspwcFQvrysuSEKhK+3fM3mM5vxcfNhyhNTMMjPLSCJhe0YDKocEh6uyiGSWBRI+y7to8/8Puy/vB8DBt5v9T7vtXwPo5PMkMiVhwfXq1ZF69w5s/RhscCJEzlLKadOqXU3YmOzL1/u65tzVkrt2qrXQwg7ceDyAd5d+y4AX3X4isCigTpHZD8ksbClrInF55/rHY3IA03TCIsOY8TyESSnJVO6SGlm9phJ20pt9Q6t4HFygsqV1ZF1qdGrVzPX3Eg/9u9Xa3Fs2KCOdM7OKrm4fflyP7/8bIkQAKRZ0hi8ZDAp5hQeq/oYQxsM1TskuyKJhS2lL8u8a5eaeurvr2884p4kpiby4rIXmb57OgAhlUOY/uR0ShUppXNkDqZ4cTV7qnXrzHOpqWpvlKw9G9HRcO2aSkJ2785+jYCAnKWUypVl7RhhUxM2TeCfs/9Q1K0ok7tOlhLIbSSxsKXSpdVc/z171EC2rAPfhF3afXE3fX7vw6Erh3AyOPFh6w9569G3Cv30sXzj6pq59Hg6TYMzZ7L3bMTEwLFj6vyZM2oGVroiRdTA0KwJR926ai0OIR7Qvkv7eH/9+wB889g3BWuaeT6RxMLWQkJUYhERIYmFHdM0jck7JzNq5Shupd2inHc5ZveczaMVHtU7NGEwQGCgOrp2zTyfkKB6MLL2bOzdq9bi2LRJHemcnNSsltuXLy8lvVDi3pnMJkIXh5JqTqVLtS4MChqkd0h2SRILW2vfHr76SiUWmiaj3e1QQkoCw5YOY87eOQB0qtqJaU9Ow99TSld2zcdHbbzSokXmubQ0ta5G1p6NXbvg8mVVYjlwAGbPznx+qVI5SynVq8vy5SJXX/z9BTvO78DX3ZdJXSdJCeQOJLGwtZYtVffuqVNqkaFq1fSOSGSx6/wu+szvw9GrRzEajHza7lNebfaqlD4KqvRBnrVrQ//+6pymwYULOZcvP3RIrcWxapU60nl4qNJJesKRvny5t3e+N0fYjz0X9zBuwzgAvuv0HWW9y+ockf2SxMLWvLygWTNYv171WkhiYRc0TePHbT8yZvUYUs2pBPoEMrfXXJoGNr37N4uCxWCAMmXU8dhjmedv3lSlk6wJx+7d6vy2berIqmpVjPXrU93dHYOmQaNGakl0+dTq8NJLICaLiW41ujGg3gC9Q7Jrkljkh5CQzMTixRf1jqbQu37rOs/9+Rzz988H4IkaTzC121SKexTXOTKRr7y81IaBDz+cec5iUYNCb5+VcvYsHD2K09Gj1AKYNUs9v3jxnKWUWrVk+XIH82nUp+y6sIviHsX5+fGfpQRyF5JY5If27eGdd2DdOlUDdpZ/dr1sO7uNvvP7Ens9FhcnFz5v/zmjHxktvyiE4uSkehWrVYPevTPP/7tTsXnHDs4tX07AlSsYDhxQa3GsXauOdK6umWtuZE06fH3zty3CKqIvRPNR5EcAfN/pe0oXKa1zRPZP/sLlh4cegmLF1Fz87dvhkUf0jqjQ0TSNb7Z+wxsRb2CymKjoW5G5vebSpFwTvUMTBYG/P7Rrh6VlS3bWqEHpzp1xMZvVgl5Zezaio9VslfTbWVWokHNWSsWKUkqxY6nmVAYvHkyaJY0etXrwVN2n9A6pQJDEIj8YjdC2LSxYoMohkljkq6vJVxm6ZChLDi0BoEetHkx5Ygq+7r76BiYKNnd3aNhQHek0DU6ezLl8+YkT6vzJk7BkSebzfXxyLl9ep466ttDd+MjxxFyMwd/Tn5+6/CQ9m/dIEov80r69SizWrIH33tM7mkJjy5kt9J3fl1Pxp3A1ujKhwwRGNB4hvyCEbRgMqheiYkXo3j3z/PXr2Zcvj4lRA0cTEtQOyBs3Zj7XaFTjNG5POEqUyL92CHae38n4jeMB+KHzD5T0KqlzRAWHJBb5JeTf7bU3b1YL+BQpom88Ds6iWZiwaQJvr32bNEsaVYpVYV7veTQs0/Du3yyEtfn6qqnnLVtmnjOZ4ODBnKWUK1dU0rF3L8ycmfn8smVzllKqVJE1N2wgJS2F0MWhmDUzvWv3pk+dPnqHVKBIYpFfqlRRW0THxqrNlbp00TsihxWXFEfo4lCWH1kOQN86fZnUdRI+bj46RyZEFi4uan2MevVg4EB1TtPg3LmcpZSjR9X5c+dg+fLMa3h65ly+vF49NeNF3LcPN3zI3kt7KeFZgh86/6B3OAWOJBb5qX17mDxZjbOQxMImNp7cSL8F/Th74yxuRje+7fQtzzV8TkofomAwGNTaGOXKZf8dkZiotgbI2rOxZw8kJcGWLerIeo3q1XOWUsqUkYGi92Db2W18/rfajfqnLj9RwktKUHkliUV+CglRicWaNXpH4nAsmoXPoj7j/XXvY9bMVPerzu+9f6d+qfp6hybEgytSBJo2VUc6sxmOHMm55saFC2pV0UOHYN68zOeXKJGzlFKjhkx/z+JW2i0GLxmMWTPTr24/etbuqXdIBZL8ROWntm3VJ4Z9+1SXZllZEtYaLt28xNOLnmb1sdUADKw/kJ+6/EQRVxnHIhyY0Qg1a6rjqSzTIC9ezEw00r8ePKj2S4mIUEc6N7fM5cuDgjDUrYvzzZv53BD7MXb9WPZf3k8pr1J81+k7vcMpsCSxyE9+fmpNi+3bVa/FINkZ70GtP7Ge/gv6cz7xPB7OHnzf+XuGBA+R0ocovEqVgg4d1JEuOTn35ctv3IAdO9SB+oPQBdDeey9nKaV8eYcupWw5s4UvN30JwC+P/4Kfp5/OERVckljkt/btJbGwArPFzMeRH/Nh5IdYNAu1S9RmXq951ClZR+/QhLA/Hh7QuLE60lksajB5lp4NLToaw+nTGI4fh+PHYdGizOf7+uYspdSurVYaLeCSTckMWTIEi2ZhYP2BdKvZTe+QCjRJLPJbSAh89plKLGQb9ftyIfECAxYOYG2sWkZ5SPAQvuv0HV6uMhJeiHvm5KRmq1WpAj3VWII0k4mIuXPpUKoUzll7OPbtU2txrF+vjnQuLmrNjaw9G0FBqne2AHl/3fscjDtImSJl+Oaxb/QOp8CTxCK/NWumPj2cP6/+s9atq3dEBcqa42sYsHAAl25ewsvFi5+6/MTTQU/rHZYQDsPk7Y3WunXm2jsAKSlw4EDOreevXVMlld27Ydq0zOcHBuYspVSurJIZO7Pp9CYmbJ4AwKSuk2QzQiuQxCK/ubvDo4/C6tWq10ISi3uSZklj7PqxfLLxEzQ06pWsx7ze86jpX1Pv0IRwfG5umUlCaKg6p2lw+nTOWSnHj6vzp0/D0qWZ1yhSJLNHI/1adeuqD1o6STIlMXjxYDQ0QoNCebz647rF4kgksdBDSIhKLCIiYPRovaOxe2cTztJ/YX8iT0YC8HzD55n42EQ8XPT7hSREoWcwqAGd5cvDE09knk9IyLl8+Z49ai2Ov/9WRzonJzXl9fat50uVypcmvLv2XY5cPUJZ77JMfGxivrxmYSCJhR7Suxg3bIDUVIcY/GQrK4+u5OlFTxOXFEcR1yJM7jpZdhgUwp75+ECLFupIl5am1tW4ffnyy5dVieXAAZg9O/P5pUvnLKVUr/7Ay5ebzRAVpW7/uCyKiTETAfi166+yKaEV5Smx+Omnn/jpp584ceIEAHXq1OH999+nU6dOtojNcdWrByVLwqVLau+QVq30jsjumMwm3lv3XsYKeA1KN2Bur7lU86umc2RCiDxzdla7ttapA/37q3Oaphbzur2UcviwOn/hAqxalXkNDw/1uzNrz0b9+ve879LChTBqlNqKZeqMW7wS+SpaMY22xYbSqZr8DbOmPCUWAQEBfPbZZ1StWhWA8PBwunXrxq5du6hTR6b53TMnJ2jXTmXoa9ZIYnGbU/GnGPTHIDad3gTAiMYj+L8O/4e7s2wlLYTDMBjUMuNlykDWD6c3b6o1N7KWUmJi1PLl//yjjqzXqFIlZymlXLlsM+4WLoRevVQu4+EB089PRyt2DOIDWPvZVywMgB498qfZhUGeEouuXbtmuz9+/Hh++ukntmzZIolFXoWEqMQiIgI++kjvaOzGP/H/MGTKEK7duoaPmw9TnphCr9q99A5LCJFfvLzg4YfVkc5shmPHcs5KOXtWbdB29CjMn5/5fD+/jCTDUj+Yn94IwqjVIg0XzIGRLItbpp73xxQMKUUZPRq6dZONYq3lvsdYmM1mfv/9d27evEnTrOvX3yYlJYWUlJSM+wkJCQCYTCZMJtP9vnwO6dey5jVtqlUrXABt2zbSLl2CYsXu+i0Fro15kGpO5a2/3uK7WLWM7kNlHmJm95lULlbZYdrryO9fOkdvo7RPR5UqqaN798xzly9j2L0bQ0xMxlcOHsRw5QqsXQtr1+IERAApuLLfqSYxzsfZuBNmugzF6VwbcDcRFweRkdmHhRRUtnwP7/WaBk3TtLxceM+ePTRt2pRbt25RpEgRZs2aRefOne/4/LFjxzJu3Lgc52fNmoWnp2deXtrhtB0xAu+zZ/nnf//j/COP6B2Obi6mXOT/Tv4fR5KOANC1RFcGlRmEi5OLzpEJIQoap9RUvE+fpmhsLEVjY/E5cYKisbG4JCVlPGdjZRfOfBmOp7Fw/w3Kq6SkJPr37098fDw+Pj53fF6eE4vU1FROnTrF9evXWbBgAb/++isbNmygdu3auT4/tx6LwMBA4uLi/jOwvDKZTERERBASEoKLS8H4g+Q0ejTGH3/EPGwYlu/uvuFNQWzj3Sw6uIjnlz1PfEo8vm6+vFD2Bd7t9a7DtC8rR3z/bufobZT2FTxRUdCls0Zg2dnUajyY4AvQoHp3hi6YSXJyZhuXLXOcHgtbvYcJCQn4+/vfNbHIcynE1dU1Y/Bmo0aN2LZtG9988w2//PJLrs93c3PDzc0tx3kXFxeb/ODa6ro20bEj/Pgjxr/+wpiHmAtUG+8gJS2F11a/xvfbvgfgkYBHmN5tOvv+3ucQ7fsvjt4+cPw2SvsKjpYtoViZGxx+4gMO+8LS5GEs6NKJ5BkuJCe7YDBAQIB6niONsbDFe3iv13vg9VU1TcvWIyHyoHVr9ZN89Cj8O4W3MDh69SjNfmuWkVS83ux1IgdHUqFoBZ0jE0I4GqMR6r7yOviehGsVcVn/acZj6RNHJk50rKRCb3lKLN5++202btzIiRMn2LNnD++88w7r169nwIABtorPsfn4ZI58XrNG31jyybx982j4S0N2nt+Jn4cfS/st5YuQL3AxOsanIyGEfVl9bDWrr6oedf9NUzGYMte9CAhQk0lkqql15SmxuHjxIk8//TQ1atSgXbt2bN26lZUrVxKSdbMakTfp/3YREfrGYWPJpmReWPoCfef35UbqDVqUb0H08Gi6VO+id2hCCAcVfyueZ/94FoCXGr/Ehc2tWfbvTNNly9Su8ZJUWF+exlhMmTLFVnEUXiEhMG4c/PUXWCx2ufvfgzoUd4g+8/uw++JuDBh4q8VbjGszDmcnWVFeCGE7r65+ldMJp6lcrDKftf8Mo1EN0Fy+XH2V8odtyG92vTVpAt7eap3Z6Gho2FDviKxq5u6ZDFs6jJumm5TwLMGMHjPoUKWD3mEJIRzcyqMrmbJrCgYMhHULw8vVS++QCg3H+3hc0Li4qEGc4FDlkCRTEs/+8SwDFw3kpukmrSu2Jnp4tCQVQgibu37rekYJZNTDo3i0wqM6R1S4SGJhDxxsnMX+y/tpMrlJxqeFD1p9wJqn11DWu6zeoQkhCoFXVr3C2RtnqVa8GuPbjdc7nEJHSiH2ID2xiIqC5GS1S04BFRYdxojlI0gyJVG6SGlm9phJ20pt9Q5LCFFILD28lLDoMAwYmNptKp4usrpmfpMeC3tQo4bajS8lRSUXBVBiaiKhi0MZsmQISaYk2lduT/SwaEkqhBD55lryNZ7/83kAxjQdQ/PyzXWOqHCSxMIeGAwFuhyy5+IeGk9uzLSYaTgZnPi4zcesGriKUkVK6R2aEKIQGbVyFOcTz1PDrwYftZFdo/UiiYW9KICJhaZpTN4xmSa/NuFg3EHKepdlXeg63mn5Dk4G+dESQuSfJQeXMH33dJwMToR1D8PDpeCWlAs6GWNhL9q1U1+jo+HyZShRQtdw7uZGyg2GLR3G7L2zAXis6mNM6z6NEl72HbcQwvFcSbrCsKXDAHit6Ws8ElB4d4u2B/Kx0l6UKgX166vbf/2lbyx3sev8LhpOasjsvbMxGox83v5zlvVfJkmFEEIXI1eM5OLNi9Tyr8W4NuP0DqfQk8TCnth5OUTTNH7c9iNNpzTl6NWjBPoEEjkkkjeavyGlDyGELhYeWJjxISe8ezjuzu56h1ToyV8De9K+vfoaEQGapm8st4m/FU+f+X0YsXwEKeYUulbvyq5hu2gW2Ezv0IQQhdTlm5cZvnQ4AG82f5PG5RrrHJEASSzsS8uW4OoKp0/DkSN6R5Nh+7ntNJzUkPn75+Ps5MxXHb5iyVNL8PP00zs0IUQh9tKKl7icdJm6Jevyfqv39Q5H/EsSC3vi6QnN/513bQflEE3T+GbLNzSb0ozj145T0bcifw/9m1eavoLBYNA7PCFEITZv3zzm7ZuH0WAkrFsYbs5ueock/iWJhb2xk3EW15Kv0WNeD0avGo3JYqJHrR7sGraLJuWa6BqXEEJcunmJEctHAPD2o2/zUNmHdI5IZCWJhb1JH2exbh2kpekSwtYzW2nwSwMWH1yMq9GV7zp9x/ze8/F199UlHiGESKdpGi8ue5G4pDjql6rPuy3f1TskcRtJLOxNw4ZQrBgkJMC2bfn60hbNwoRNE2gxtQUn409SpVgVNg3dxEtNXpLShxDCLszdN5cFBxbg7ORMePdwXI2ueockbiOJhb0xGjMXy8rHcsiVpCs8MfsJXot4jTRLGn3q9GHnsJ3SxSiEsBsXEi9klEDeffRdgksH6xuQyJUkFvYo67TTfBB1KorgX4JZdmQZbkY3fu7yM3N6zsHHzSdfXl8IIe5G0zSGLx3O1eSrBJcO5u1H39Y7JHEHsqS3PUofwLllC9y4Ad7eNnkZi2bh86jPeW/de5g1M9X9qjOv1zyCSgfZ5PWEEOJ+zdwzkyWHluDi5EJ493BcjC56hyTuQHos7FHlyupIS4MNG2zyEpduXqLzzM68vfZtzJqZAfUGsP257ZJUCCHszrkb53h5xcsAfNDqA+qXqq9zROK/SGJhr2w47XTDiQ0E/xzMqmOr8HD2YMoTU5j+5HS83WzTMyKEEPdL0zSGLR3GtVvXeKjMQ7zZ4k29QxJ3IYmFvUofZ7FmjdUuabaY+XDDh7Sd1pbzieep5V+Lf577h6ENhsqsDyGEXZoWM42lh5fianQlvHs4zk5Swbd38g7Zq7ZtwWCA/fvh7FkoV+6BLnch8QIDFw7kr1i1c+qQ4CF81+k7vFy9rBGtEEJY3dmEs4xaOQqAca3HUadkHZ0jEvdCeizsVfHi0KiRuv2AvRZ/Hf+L4J+D+Sv2LzxdPJnWfRq/dftNkgohhN3SNI3n/nyO+JR4mpRrwmvNXtM7JHGPJLGwZw847TTNksb7694nZHoIF29epF7Jeux4fgdPBz1txSCFEML6pkZPZcXRFbgZ3QjrFiYlkAJEEgt7lj6Ac82aPG+jfu7GOdpNa8dHkR+hofFcw+fY+uxWavrXtEGgQghhPafiT/HKqlcA+KjNR9QqUUvniEReSApoz5o1UzueXrwIe/dCzXtLClYeXcnTi54mLimOIq5FmPT4JPrV62fjYIUQ4sFpmsazfzxLQkoCjwQ8wpimY/QOSeSR9FjYMzc3aNlS3b6HckiaJY231rxFp5mdiEuKI7h0MDuf3ylJhRCiwJi8czIRxyNwd3YnrFsYRiej3iGJPJLEwt7d47TT0/GnaR3Wms/+/gyAFxu9yOZnNlPNr5qtIxRCCKs4ef0kr65+FYBP2n5CDf8aOkck7oeUQuxd+jiLDRsgJSXXpyw9vJTQxaFcTb6Kj5sPU56YQq/avfIxSCGEeDAWzcLQP4aSmJpIi/ItePnhl/UOSdwn6bGwd/XqQcmSkJTE3slbAIiKArMZUs2pvLrqVbrO7srV5Ks0KtuIXcN2SVIhhChwftn+C2tj1+Lh7MHUblOlBFKA5Smx+PTTT2ncuDHe3t6ULFmS7t27c+jQIVvFJgAMBk7VUOWQiDdUOaRLFwioe4K6E1ry1ZavABj98GiihkRRuVhl3UIVQoj7EXstltcjXgfgs/afUbV4VZ0jEg8iT4nFhg0bGDFiBFu2bCEiIoK0tDQ6dOjAzZs3bRVfobdwIXywUZVD2pjXAmCutoQL3RpwJHkrXk6+LO67mK8f+xo3Zzc9QxVCiDxLL4HcNN2kZYWWvNTkJb1DEg8oT2MsVq5cme3+1KlTKVmyJDt27KBl+uwFYTVmM4waBRZUYtFQ28GEwz+S2mO1esLpR/DZNIfH366gY5RCCHH/ftz2I+tPrMfLxYup3abiZJAKfUH3QIM34+PjAShevPgdn5OSkkJKlkGHCQkJAJhMJkwm04O8fDbp17LmNfUWFQVXrgAeJTlgqkKttGM0XbCa61Xh+JmhnN02keuaO5GRJlq00DvaB+eI72FWjt4+cPw2Svus6+jVo7y5Ru1W+mnbTwksEmjz15b38MGvfTcGTcvjko7/0jSNbt26ce3aNTZu3HjH540dO5Zx48blOD9r1iw8PT3v56ULpZtfPU//yEvZzpmdnUkqXZrEcuVILFs247hZrhwpRYuqTcyEEMIOWTQL7xx9hwM3D1CvSD3GVRknvRV2Likpif79+xMfH4+Pj88dn3fficWIESNYtmwZUVFRBAQE3PF5ufVYBAYGEhcX95+B5ZXJZCIiIoKQkBBcXFysdl09RUWpgZoAxbxiGFGmH/08fLi1I5lK5uO4k/v0UwCtaFG0atWgWjW09KN6dahaFby986kFeeOI72FWjt4+cPw2Svus59t/vuW1Na9RxLUIO5/dSUXfijZ9vXTyHt6/hIQE/P3975pY3FcpZOTIkfzxxx9ERkb+Z1IB4ObmhptbzkGFLi4uNnlTbXVdPbRsCX5+atf0c8mN+PjmfurMXk6/fp1JSXaiPKdpVuIw0989jNPRw3D4MBw6BCdPYoiPx7B9O2zfnvPCZcpAjRpQvXr2o1IlcHXN/4bexpHew9w4evvA8dso7Xswh68c5r317wHwfyH/R7US+b+Qn7yH93fNe5GnxELTNEaOHMmiRYtYv349lSpVuq/gxL0xGuGbb6BXr5xVDc1g5CQVmfBzRZx6dMj+4K1bcOyYSjQOZ0k4Dh+Gy5fh/Hl1rF+f8wUrVco96ShXTkorQogHZraYGbJkCMlpybSv3J7nH3pe75CEleUpsRgxYgSzZs1iyZIleHt7c+HCBQCKFi2Kh4eHTQIs7Hr0gPnz1eyQK1cyzwcEwMSJ6vEc3N2hTh113O7aNThyJGfCcfgwJCXB0aPqWLYs+/d5euZMNtKPYsWs2WQhhAObuGUim05vwtvVmylPTMEgH1gcTp4Si59++gmA1q1bZzs/depUBg8ebK2YxG169IBu3SAyEhIS1N/8li1VB0OeFSsGTZqoIytNg3Pncu/lOH5cJR3R0eq4nb9/7r0cVauqJEcIIYCDcQd5Z+07AHzV8SvKFy2vc0TCFvJcChH6MBqhRQtYvlx9va+k4r8YDKrcUa4ctGmT/TGTCWJjc086zp2DuDh1/P13zmtWqJB7L0f58jZohBDCXpktZgYvHkyKOYWOVTryTINn9A5J2IhsQibuzsUlMyG4XWJi9tJKetJx6JDqXjlxQh2rV2f/Pjc31aORJdkwVK6M6/XrqvdECOFQJmyewNazWynqVpRfn/hVSiAOTBIL8WCKFIEGDdSRlaapgaK59XIcPap2at23Tx3/cgY6Adro0bn3clSrpl5PCFGg7L+8n/fWqVkgEx+bSIDPf88mFAWbJBbCNgwGtStryZLkWBbUbIZTp3IkHdrhw3DqFIbr1+Gff9Rxu3Llck86KlVSPStCCLuSZkkjdHEoqeZUulTrQmhQqN4hCRuTxELkv/RprZUqQceOGafTTCZWLlrEY9Wq4ZI+piPrrJW4OLWox9mzsG5d9ms6O0PlyrknHWXLylRZIXTyxd9fsP3cdnzdffnl8V+kBFIISGIh7IrFzQ3q1s1ZWgG4evXOU2WTkzNv387L685TZX19bd4mIQqrPRf3MHb9WAC+fexbyvmU0zcgkS8ksRAFR/Hi8PDD6sjKYrnzVNnYWLh5E3btUsftSpbMPeGoWlUNMBVC3BeT2cTgJYMxWUw8UeMJBtYfqHdIIp9IYiEKPicntWJYQAC0bZv9sdTU7FNls/ZynD8Ply6pIyoq+/cZDFCxYs6Eo0YNCAxUrymEuKPPoj5j5/mdFHMvxs9dfpYSSCEiiYVwbK6uKhmoUSPnYzdu3Lm0kpCgEpLYWFi1Kvv3ubmpGSq5JR1+fjKeQxR60Rei+TDyQwC+7/w9ZbzL6ByRyE+SWIjCy9sbGjZUR1aapnox/muq7N696rhdsWJ3niprBxu8CWFrqeZUBi8eTJoljSdrPkm/uv30DknkM0kshLidwQClSqnj0UezP5aWln2qbNZejlOn1F4sW7eq4zbOAQE0K1YMp+XLoWbNzF6OihXVrBYhHMAnGz8h5mIMfh5+/NTlJymBFELy20yIvEif1lq5Mjz2WPbHkpKy7yqbNem4cgXDmTOUOHMG9uzJec0qVXKWVapXh9KlpbQiCoyd53cyfuN4AH7s8iOlipTSOSKhB0kshLAWT0+oV08dt7tyhbQDB9g9fz5BHh4Yjx5VCceRI2qqbPoy6LcrUiT3sRzVqkHRorZvkxD3KCUtJaME0qt2L/rU6aN3SEInklgIkR/8/NAefpjTV65Qr3NnjOmrhFosasGv3Ho5YmPVXiw7d6rjdqVK5d7LUbmyTJUV+e6jyI/Yc2kPJTxL8GPnH/UOR+hIEgsh9OTkpKavBgZCu3bZH0tNVVvW55Z0XLgAFy+qY+PGnNe8fapsetIRECBTZYXVbT+3nc+iPgPgpy4/UcKrhM4RCT1JYiGEvXJ1VYM8a9bM+VhCQuZU2awJx+HDahrt8ePqWLky+/e5u2efKpuecFSvrqbKCpFHKWkphC4OxayZearuU/Ss3VPvkITOJLEQoiDy8YGHHlJHVpqmejFy6+U4dgxu3VKDR28fQApqZdPcejmqVlXjR4TIxdj1Y9l/eT8lvUryXafv9A5H2AFJLIRwJAaDmklSujS0bJn9sbQ0OHky96Tj9Gm1F8uWLeq4XWBg7r0cFSrIVNlCbOuZrXyx6QsAfu7yM/6e/jpHJOyB/EYQorBIn9ZapQp06pT9saQktfjX7QnHoUNqbY7Tp9Xx11/Zv8/FJdtUWUPVqvhduaIWHQsIkKmyDuxW2i0GLxmMRbMwoN4Anqz1pN4hCTshiYUQQpU66tdXx+2uXMm9l+PIEVVaOXhQHahfKC0A3nlHrWyaWy9HtWqqlCMKtPfXvc/BuIOULlKabzt9q3c4wo5IYiGE+G9+ftC0qTqysljgzJlsSYfl0CGSo6PxvHwZw40bsGOHOm5XunTuSUflyrL0eQGw6fQm/m/T/wEw6fFJFPcornNEwp5IYiGEuD9OTlC+vDratwfAbDKxZvlyOrdrh8vp07nPWrl4UU2XvXABIiNzXrNSpZwJR/XqUK6cTJW1A0mmJAYvHoyGxqCgQXSt0VXvkISdkcRCCGF9bm5Qq5Y6bhcff+epsomJavbKsWOwYkX27/PwyJwqe3vSUVw+MeeXd9e+y5GrRyjrXZaJHSfqHY6wQ5JYCCHyV9Gi0KiROrLSNNWLcaepssnJsHu3Om7n55d7wlG1qkpIhFVEnYpi4paJAEzuOpliHsX0DUjYJUkshBD2wWCAMmXU0apV9sfS0uDEidx7Oc6cUQNMN29Wx+3XTJ8qe3vSUaECGI351ryC7mbqTYYsGYKGxtDgoXSu1lnvkISdksRCCGH/nJ1V70PVqtD5tj9oN2/eears9etqO/tTp2DNmuzf5+qqpsrennBUrw4lS8pU2du8/dfbHL16lACfAL7q+JXe4Qg7JomFEKJg8/KCoCB1ZKVpmVNlb+/lOHIEUlLgwAF13K5o0ZzJRvXqag+WQmjDiQ18+4+aUvpr118p6i4764o7k8RCCOGYDAbw91dHs2bZH7NY1IJfuSUdJ06oAabbtqkjCxegY7FiGOvXz9nTUamSQ06VTUxNZMiSIQA81/A5OlbtqHNEwt5JYiGEKHycnNQYiwoVICQk+2O3bmXuKnt70nHpEu7XrsGGDerIymhUyUVupZVy5QpsaeV/a/5H7PVYyhctz/91+D+9wxEFgCQWQgiRlbs71K6tjtuYLl9mU3g4zf39cc66pf3hw5ljPY4ehWXLsn+jp2fupZXq1aGY/c6sWBu7lh+2/QDAlCem4OMmK6aKu5PEQggh7pWvL9erVUPr3Fntk5JO0+D8+dx7OY4fV3uxREer43b+/rn3clStqpIcndxIucHQJUMBGP7QcNpXbq9bLKJgkcRCCCEelMEAZcuqo3Xr7I+ZTHeeKnv2LMTFqePvv3Nes0KF3Hs5ype3+lRZsxmiotTtqCiYk/g6J+NPUtG3Il+EfGHV1xKOLc+JRWRkJF9++SU7duzg/PnzLFq0iO7du9sgNCGEcAAuLmrF0GrVoEuX7I8lJqrSye0Jx6FDagDpiRPqWL06+/e5uakejdySjhIl8jyeY+FCGDVKTaKZPRseG7GG1L6/APDbE7/h7eZ9/+0XhU6eE4ubN28SFBTEkCFD6Nmzpy1iEkKIwqFIEQgOVkdWmqZ6MXLr5Th6VE2V3bdPHbfz9c094ahWTb3ebRYuhF691Et6eECSOQlTp5HqwX9e4lq9NlDJ2g0XjizPiUWnTp3o1KmTLWIRQggBqsehRAl1NG+e/TGzWU2VvT3hOHwYTp5Ui4L98486bleuXLZkw1ylOhNfrI5Rq0QaaszI1LNT0XxOw9XKsOYzRu+Bbt1kkVJx72w+xiIlJYWUlJSM+wkJCQCYTCZMJpPVXif9Wta8pr1x9DZK+wo+R2+j3bSvXDl1tG2b/fytW3DsGIbDhzEcOYLhyBH496vh8mU1puPsWVi3DgAjEAmYcCbWUIljLkXZP3s71+tAzIbJGI2uxMWZiIyEFi3yvZU2YTfvoY3Ysn33ek2Dpmna/b6IwWC46xiLsWPHMm7cuBznZ82ahaen5/2+tBBCiDxwSUzE69w5ipw9S5Fz5yhy7py6f+4czlk+/AFMHBhEpV45f2+Lwi0pKYn+/fsTHx+Pj8+dpx7bPLHIrcciMDCQuLi4/wwsr0wmExEREYSEhOCSdRqYA3H0Nkr7Cj5Hb6OjtS8qCrp01ijLOapZDlOzWARNas7g2z3ziUlukvG8Zcscq8fCkd7D29myfQkJCfj7+981sbB5KcTNzQ03N7cc511cXGzyptrquvbE0dso7Sv4HL2NjtK+li3Bzx+On63IMa0iGxLa0PqVFsT0a0JysgsGAwQEqOc52hgLR3kP78QW7bvX6zlZ9VWFEEIUGEYjfPONun37DNX0+xMnOl5SIWwrz4lFYmIi0dHRRP+7glxsbCzR0dGcOnXK2rEJIYSwsR49YP58NRY0q4AAdb5HD33iEgVXnksh27dvp02bNhn3x4wZA0BoaChhYWFWC0wIIUT+6NFDTSmNjISEBDWmwhHLHyJ/5DmxaN26NQ8w3lMIIYQdMhrVAM3ly9VXSSrE/ZIxFkIIIYSwGkkshBBCCGE1klgIIYQQwmoksRBCCCGE1UhiIYQQQgirkcRCCCGEEFYjiYUQQgghrEYSCyGEEEJYjSQWQgghhLAam+9uerv0VTsTEhKsel2TyURSUhIJCQkOu2Odo7dR2lfwOXobpX0Fn6O30ZbtS/+7fbfVt/M9sbhx4wYAgYGB+f3SQgghhHhAN27coGjRond83KDl88YfFouFc+fO4e3tjeH2fXofQEJCAoGBgZw+fRofHx+rXdeeOHobpX0Fn6O3UdpX8Dl6G23ZPk3TuHHjBmXLlsXJ6c4jKfK9x8LJyYmAgACbXd/Hx8chf1iycvQ2SvsKPkdvo7Sv4HP0Ntqqff/VU5FOBm8KIYQQwmoksRBCCCGE1ThMYuHm5sYHH3yAm5ub3qHYjKO3UdpX8Dl6G6V9BZ+jt9Ee2pfvgzeFEEII4bgcpsdCCCGEEPqTxEIIIYQQViOJhRBCCCGsRhILIYQQQlhNgU8sIiMj6dq1K2XLlsVgMLB48WK9Q7KqTz/9lMaNG+Pt7U3JkiXp3r07hw4d0jssq/npp5+oX79+xmIuTZs2ZcWKFXqHZTOffvopBoOB0aNH6x2K1YwdOxaDwZDtKF26tN5hWd3Zs2cZOHAgfn5+eHp6EhwczI4dO/QOyyoqVqyY4z00GAyMGDFC79CsIi0tjXfffZdKlSrh4eFB5cqV+fDDD7FYLHqHZjU3btxg9OjRVKhQAQ8PD5o1a8a2bdt0iSXfV960tps3bxIUFMSQIUPo2bOn3uFY3YYNGxgxYgSNGzcmLS2Nd955hw4dOrB//368vLz0Du+BBQQE8Nlnn1G1alUAwsPD6datG7t27aJOnTo6R2dd27ZtY9KkSdSvX1/vUKyuTp06rFmzJuO+0WjUMRrru3btGs2bN6dNmzasWLGCkiVLcuzYMXx9ffUOzSq2bduG2WzOuL93715CQkLo3bu3jlFZz+eff87PP/9MeHg4derUYfv27QwZMoSiRYsyatQovcOzimeffZa9e/cyffp0ypYty4wZM2jfvj379++nXLly+RuM5kAAbdGiRXqHYVOXLl3SAG3Dhg16h2IzxYoV03799Ve9w7CqGzduaNWqVdMiIiK0Vq1aaaNGjdI7JKv54IMPtKCgIL3DsKk333xTa9Gihd5h5JtRo0ZpVapU0SwWi96hWEWXLl20oUOHZjvXo0cPbeDAgTpFZF1JSUma0WjUli5dmu18UFCQ9s477+R7PAW+FFLYxMfHA1C8eHGdI7E+s9nMnDlzuHnzJk2bNtU7HKsaMWIEXbp0oX379nqHYhNHjhyhbNmyVKpUiaeeeorjx4/rHZJV/fHHHzRq1IjevXtTsmRJGjRowOTJk/UOyyZSU1OZMWMGQ4cOtepGkXpq0aIFf/31F4cPHwYgJiaGqKgoOnfurHNk1pGWlobZbMbd3T3beQ8PD6KiovI9ngJfCilMNE1jzJgxtGjRgrp16+odjtXs2bOHpk2bcuvWLYoUKcKiRYuoXbu23mFZzZw5c9i5c6du9U5be/jhh5k2bRrVq1fn4sWLfPzxxzRr1ox9+/bh5+end3hWcfz4cX766SfGjBnD22+/zT///MPLL7+Mm5sbgwYN0js8q1q8eDHXr19n8ODBeodiNW+++Sbx8fHUrFkTo9GI2Wxm/Pjx9OvXT+/QrMLb25umTZvy0UcfUatWLUqVKsXs2bPZunUr1apVy/+A8r2PxIZw8FLIiy++qFWoUEE7ffq03qFYVUpKinbkyBFt27Zt2v/+9z/N399f27dvn95hWcWpU6e0kiVLatHR0RnnHK0UcrvExEStVKlS2oQJE/QOxWpcXFy0pk2bZjs3cuRI7ZFHHtEpItvp0KGD9vjjj+sdhlXNnj1bCwgI0GbPnq3t3r1bmzZtmla8eHEtLCxM79Cs5ujRo1rLli01QDMajVrjxo21AQMGaLVq1cr3WCSxKCBeeuklLSAgQDt+/Ljeodhcu3bttOeff17vMKxi0aJFGf/R0w9AMxgMmtFo1NLS0vQO0Sbat2+vDR8+XO8wrKZ8+fLaM888k+3cjz/+qJUtW1aniGzjxIkTmpOTk7Z48WK9Q7GqgIAA7fvvv8927qOPPtJq1KihU0S2k5iYqJ07d07TNE3r06eP1rlz53yPQUohdk7TNEaOHMmiRYtYv349lSpV0jskm9M0jZSUFL3DsIp27dqxZ8+ebOeGDBlCzZo1efPNNx1u9gRASkoKBw4c4NFHH9U7FKtp3rx5jmnehw8fpkKFCjpFZBtTp06lZMmSdOnSRe9QrCopKQknp+xDCo1Go0NNN03n5eWFl5cX165dY9WqVXzxxRf5HkOBTywSExM5evRoxv3Y2Fiio6MpXrw45cuX1zEy6xgxYgSzZs1iyZIleHt7c+HCBQCKFi2Kh4eHztE9uLfffptOnToRGBjIjRs3mDNnDuvXr2flypV6h2YV3t7eOcbDeHl54efn5zDjZF577TW6du1K+fLluXTpEh9//DEJCQmEhobqHZrVvPLKKzRr1oxPPvmEPn368M8//zBp0iQmTZqkd2hWY7FYmDp1KqGhoTg7F/g/Ddl07dqV8ePHU758eerUqcOuXbv46quvGDp0qN6hWc2qVavQNI0aNWpw9OhRXn/9dWrUqMGQIUPyP5h87yOxsnXr1mlAjiM0NFTv0Kwit7YB2tSpU/UOzSqGDh2qVahQQXN1ddVKlCihtWvXTlu9erXeYdmUo42x6Nu3r1amTBnNxcVFK1u2rNajRw+HGSOT1Z9//qnVrVtXc3Nz02rWrKlNmjRJ75CsatWqVRqgHTp0SO9QrC4hIUEbNWqUVr58ec3d3V2rXLmy9s4772gpKSl6h2Y1c+fO1SpXrqy5urpqpUuX1kaMGKFdv35dl1hk23QhhBBCWI2sYyGEEEIIq5HEQgghhBBWI4mFEEIIIaxGEgshhBBCWI0kFkIIIYSwGkkshBBCCGE1klgIIYQQwmoksRBCCCGE1UhiIYQQQgirkcRCCCGEEFYjiYUQQgghrEYSCyGEEEJYzf8D0wFalDDDs2IAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, this curvilinear grid can be easily transformed into a rectilinear grid by using the coordinate values $(i,j)$ of the underlying matrix that contains the values. For interpolation, this rectilinear grid allows us to use the standard fast interpolation methods available in SciPy.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.962430Z", + "iopub.status.busy": "2023-08-09T15:52:15.962144Z", + "iopub.status.idle": "2023-08-09T15:52:16.083008Z", + "shell.execute_reply": "2023-08-09T15:52:16.082228Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coord_points = np.mgrid[0:3, 0:3]\n", + "plt.scatter(coord_points[0], coord_points[1], c=\"b\")\n", + "plt.plot(coord_points[0], coord_points[1], \"g\")\n", + "plt.plot(coord_points[0].T, coord_points[1].T, \"r\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below we graph values of the function at their index coordinate points in the matrix." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.085205Z", + "iopub.status.busy": "2023-08-09T15:52:16.084871Z", + "iopub.status.idle": "2023-08-09T15:52:16.179861Z", + "shell.execute_reply": "2023-08-09T15:52:16.179273Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(coord_points[0], coord_points[1], values, alpha=0.5)\n", + "ax.view_init(30, -130)\n", + "\n", + "ax.scatter(coord_points[0], coord_points[1], values, c=\"r\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objective is to be able to interpolate the value of the function at any point off the grid, where presumably we are only interested in points internal to the curvilinear space and not outside the boundaries. For example, we can imagine that we want an approximation to the function at the point $(x,y) = (3, 5)$ pictured below. If we could find the correspoinding point in the coordinate grid, interpolation would be straightforward.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.181729Z", + "iopub.status.busy": "2023-08-09T15:52:16.181457Z", + "iopub.status.idle": "2023-08-09T15:52:16.317543Z", + "shell.execute_reply": "2023-08-09T15:52:16.316952Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 1: Quad Interpolation\n", + "\n", + "A straightforward and generalizable approach would be to identify the quadrilateral in which the point lies, and then use quad interpolation to find the corresponding z-value.\n", + "\n", + "Quad interpolation consists of finding the affine transformation that maps the quadrilateral to the unit square, and then applying the transformation to the point of interest. Having located the corresponding point in the unit square, we can use standard bilinear interpolation to find the corresponding z-value.\n", + "\n", + "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/mapping-small.png)\n", + "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/interpolation-300x279.png)\n", + "\n", + "This approach is generalizable to any number of dimensions, and it is desirable for our purposes. However, we have not found a general tool in the Scientific Python environment that would allow us to do this.\n", + "\n", + "This appears possible in other proprietary software but we have not found an open source tool that would allow us to do this.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 2:\n", + "\n", + "We can find where the x-coordinate of the point of interest intersects with the index-coordinates of the matrix.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.319545Z", + "iopub.status.busy": "2023-08-09T15:52:16.319203Z", + "iopub.status.idle": "2023-08-09T15:52:16.516036Z", + "shell.execute_reply": "2023-08-09T15:52:16.515121Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is similar to assuming that we have 3 linear interpolators formed by connecting the points on the green lines in the x-direction, and for each interpolator we can approximate the corresponding y and z values using the grid data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.518633Z", + "iopub.status.busy": "2023-08-09T15:52:16.518186Z", + "iopub.status.idle": "2023-08-09T15:52:16.675437Z", + "shell.execute_reply": "2023-08-09T15:52:16.674820Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], coord_points[1], c=\"b\")\n", + "plt.plot(points[0], coord_points[1], \"g\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, for each circle in the figure, we have a corresponding pair $(y,z)$, and we can interpolate in the y-direction to find the corresponding z-value for the point's y-coordinate.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.677467Z", + "iopub.status.busy": "2023-08-09T15:52:16.677170Z", + "iopub.status.idle": "2023-08-09T15:52:16.827118Z", + "shell.execute_reply": "2023-08-09T15:52:16.826514Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.hlines(y=[3, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can do the same by connecting the points on the red line, and interpolating $(y, z)$ values for the point's x-coordinate.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.829035Z", + "iopub.status.busy": "2023-08-09T15:52:16.828773Z", + "iopub.status.idle": "2023-08-09T15:52:16.957624Z", + "shell.execute_reply": "2023-08-09T15:52:16.957009Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], coord_points[1].T, c=\"b\")\n", + "plt.plot(points[0].T, coord_points[1], \"r\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.959539Z", + "iopub.status.busy": "2023-08-09T15:52:16.959223Z", + "iopub.status.idle": "2023-08-09T15:52:17.097098Z", + "shell.execute_reply": "2023-08-09T15:52:17.096453Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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xsVls7LxnJ57VPAmLDsPNP/vHL8MKx9PSwGhk3Qa4s6P6XRNwewBNo5sSc0cMh548RL0f6rHh1AYiYyL5ZfcvxKfFZz1Hh6odiAiLYFDDQQR4BujRRHErRo2CV1+F/fth8WK4+269IxJC3IQi/UmQkZHByy+/TI0aNfDy8qJmzZq8/vrr2Gw2R8UnXMil3y+ReiSVBtMa5Eoq5s6FBg2zrxvQH6pXV+cB/Jr5YX7NzP8d/T/qflKX9j+257tt3xGfFk/VgKq80vEVDj5xkDWj1vBQi4ckqSip/Pyyh0A+/FDfWIQQN61IPRbvvfceX3/9NVFRUTRq1IgtW7YwatQoAgICGD9+vKNiFC7i9JenCegQgG+Yb9a5uXNh4EDQ8mxuefo0DBiaxBNfzmW3OZIVSSvQOmsQDz5mHwY2HEhEWASdqnfCaJAuc5fxxBNq75CVK9W26i1a6B2REKKIipRYbNiwgb59+9K7d28AqlevzqxZs9iyZYtDgiuqVNT22+Z8xmZNgKcpe6w9yWot8HmMgNdNXptstaIVcK0B8L7Ja1OsVtKs1gLb6JPn2hv1IeW8NtVqpeDWFe1ab6Mxq+R1ms1GhpbdupSjKZxdf5V6P9YjyWrF22jEZjMwfjxobjbwyH5ma5V1aJ1+goa/8tmpxKzzbVLb0GNzD55f/Dy+7tnJiXAhVarAkCHw008qwZgxQ++IhBBFVKTEokOHDnz99dccOHCAunXrEhsby9q1a5kyZUqB35OWlkZaWlrW/YSEBAAsFgsWi+Xmos6HxWLhvoAA2Lgx38d7BgWxoGF2f3u5DRtILmAIp6O/P8uaZBdLqr5pk9rSOx8tfX3ZEBaWdb/hli1qrkA+Gnh5EZvjL7BW27axNyUl32ureXhwsFWrrPt3xMayNTER8mljiJsbZ267Lev+XTt3svrff+e8vI1GrrZtm3W//549LLlyJd9rAdLbt8+6PXzfPuZeulTgtVduvz0rEXn44EGmX7iQ+4IlAPthzX5Ot2nD/k1mLl0C05OHsd6dvdmXZfDdYEsFwHClJiObPcALvYfj+bsnhz45hLvN3a4/O8UlM+aSGHth2aWNTz6J+aef0H7+mYw33lDJhpNw9ffQ1dsHrt9GR7avsM9p0DStoD+ar6NpGi+++CLvvfceJpMJq9XKW2+9xQsvvFDg90yaNInJkydfd37mzJl4e3sX9qULpV9AwWPrLS0WXklOzro/xN+ftAI2lGqUkcFbSUlZ90f4+ZFQwAz12hkZ/F+Oax/28+NiAdeGWq18lpj9F/gTvr6cNOW/YqGszcZ3165l3X/Gx4dDbvnngf42G9NyXPuSjw+7C7jWQ9P4OUfS8Ya3N1vNBS/jnB+fPTnyfW9v1t/g2tnx8WRuIP6Jlxcr3AveYyMqIQH3jGTWXV3HT75luVKuY9ZjgSv70Sq4NV3LdKWBTwPZ+KsUavfyy5TdtYuD997LnogIvcMRQgDJyckMGzaM+Ph4/P39C7yuSInF7NmzefbZZ/nggw9o1KgRMTExTJgwgY8++oiIAv7z59djERoaSlxc3A0DKyqLxcIf0dF07doVcz6//EwGA545fuGXyKEQi4Xly5fn28abHgqx2bDe4EegKNfeaCjkypqr7B28l7ANTdnMZn7ZPZ25e+aRZksBgxkMXtSq9hkeNhtNnjPxe+J9Wd+7aBF06ADnpp3j0BOHaH+5PQZTyUs2LBYL0dHRhIeH5/sz6grs1UbDwoW49e+PFhBAxtGj4OscQ1+u/h66evvA9dvoyPYlJCQQEhLyn4lFkYZCnn32Wf73v/9x333qQ79JkyYcP36cd955p8DEwsPDAw8Pj+vOm81muzfaEwj09CzU8wYW4bWLcm2Ag641m81YTKZCtbEo/65FeQdu5dqT5S8ys8UPPDxnBWesZ7LOu12tR8bWCIh9gCeSP2R8xhRmm+7jZ+sDGAyqF7zjv0tPE1cl4l3ZG3fPkr3bqCN+9p3NLbexb1+oWxfDgQOYp0+HJ5+0X3B24Orvoau3D1y/jY5oX2Gfr0jT6ZOTkzHm6eY3mUyy3FTk62rqVb7Z8g3tfmhH03lN+anjT5yxniHQM5CxLcey8cGNzO6wF8PaFzBcq8Jc0wAAelsX4oWaezJlikoq0uPSufDzBSo+UlHHFoliYzTCU0+p21OmwA16DYUQzqVIPRZ9+vThrbfeomrVqjRq1Ijt27fz0UcfMXr0aEfFJ0qYDFsG0YejiYqNYv6++aRZ1TCYyWCii18X2n/fnsd+fIxyt5UD4LYqamPL8eNhc1wbksuWxe/iRYYH/0nPb++lf3/1vGe/PwsGqDCqgl5NE8VtxAh4+WVV5nv+fBgwQO+IhBCFUKTE4rPPPuOVV17hscce48KFC1SqVIkxY8bw6quvOio+UULsvrCbqNgoZuyYwdnEs1nnG5drzMiwkQxvOpxynuXY/M1mjkYcJWh9EOYyqlutf38Iv9tKk3XbCbv8FbHDh/NN918w9r8XgIRNCRyffJwKIyvgHlKyh0FEEXh7w6OPwptvqqWnklgIUSIUKbHw8/NjypQpN1xeKkqPS8mXmLVrFlGxUWw5k13LJNgrmGFNhjGy2UiaV2iea1VHkz+asK3tNmK6xNB0cVM8Kqv5N0YTHDekQHAwmsGAceEfkJzMlX/S2NVvF74tfKn9ce1ib6PQ2bhx8P77sH69WmZ9++16RySE+A+yV4goEovVwpJDS4iKjeKP/X9gsal1zW5GN3rX6c3IZiPpVacX7qb8exa863jTbGUzdvbayT/1/6H8iPJUerQShgbZ22RrVULh0EGOd/6ao1tbENQ1iEZzGmHyks3ESp0KFWD4cJg6VfVa/PKL3hEJIf6DJBaiUGLPxRIZE8lPO3/iYvLFrPPNKzRnZLORDG08lLI+ZQv1XL6NfWm5pSWnPz/N2e/OcubLMxiae8FH6vEziW2py0H8Diyh7lf3UWFkBYzuUra71Jo4USUWv/2m5lvUqKF3REKIG5DEQhToQtIFftrxE1GxUcSej806X96nPMObDCeiWQRNyze9qed2L+dOjddrUO3lasTNj+PMmsvw70qQjLv6QOQ0gizrMQwPAEkqSrfGjaFHD/jrL/j0U7WtuhDCaUliIXJJy0hj0cFFRMZEsuTQEjJsqpS5u8mde+rdw8iwkdxZ+07cjPb50TG6Gyk3uBw+A4JhjSrrXenL3rCqBoajR9X22YMG2eW1RAn29NMqsfj+e3jtNQgM1DsiIUQBJLEQaJrGljNbiIqNYtauWVxOuZz1WJvKbYgIi+C+xvdRxqtM8QRkMMDgwfDee/Drr5JYCAgPVz0Xu3ap5OKZZ/SOSAhRAEksSrEz184wY8cMomKj2HNxT9b5Sn6VeKDpA0SERdCgbINiicWA2ngtOSUFA6hk4r33YOFCSEoCH59iiUM4KYNBzbUYPRo++UQVPnHhqolClGSSWJQyKZYUFuxfQFRsFH8d/gubpqqmerp5cm/9e4kIi6B7ze6YjMW7AsPbZOJgq1YsXrxY7ZHSogXUrAlHjqjNQgYPLtZ4hBMaNgxeeAFOnVJV1YYO1TsiIUQ+ZFZcKaBpGhtObmDMH2Oo+GFFhv42lD8P/YlNs9E+tD3f9fmOc0+fY+aAmdxZ+85iTyrylTkcArLEUCgeHvD44+r2hx9C4fdPFEIUI+mxcGEn4k8wPXY6UbFRHLx8MOt81YCqjGg6ghFhI6gTXEfHCP/D4MHw7ruqxyIx0Wl2uBQ6GjsW3n4btm6FNWvUDnVCCKciiYWLSUpPYt6+eUTGRLL86HK0fzdm9zZ7M7DhQEaGjaRT9U4YDc7VWZVitXJHbCzxPj50sVrVLnrNmkHt2nDokJprcd99//k8wsWFhEBEBHz9teq1kMRCCKcjiYULsGk21p5YS2RMJL/u+ZXE9MSsxzpX70xEWAQDGgzAz8NPxyhvzAZsTUwENzey9srNHA55+201HCKJhQCYMEElFn/8AQcOQN26ekckhMhBEosS7OiVo0yLnUZUbBRHrx7NOl8zqCYRYRGMCBtB9cDq+gVoD5mJxeLFcO0a+DlvciSKSb160KePSiymTIEvv9Q7IiFEDpJYlDAp1hSiYqOYvms6q4+vzjrv5+7H4EaDiQiLoEPVDrk2/irRmjZVf5EeOKCGQ2QlgAC19PSPPyAyEt54A4KD9Y5ICPEvSSxKAJtmY8XRFfy4/Ud+2/MbaTvTADBgoHvN7kSERXBvg3vxNnvrHKkDZA6HvPmmGg6RxEIAdOqkliRv26aGRV56Se+IhBD/ksTCiR28dJCo2CimxU7jZMLJrPN1y9RlZLOR3N/0fkIDQnWMsJgMGqQSiyVLICEB/P31jkjozWBQZb6HD4fPP1eVOD089I5KCIEkFk7naupVftn9C5ExkWw4tSHrfKBnIIMbDKZWYi0mDJyAu3v+25K7pCZN1Lj6/v2q+3v4cL0jEs5g0CB4/nlVMGvWLBg5Uu+IhBBIgSynYLVZ+fPQnwz9bSgV/q8CYxaOYcOpDRgNRnrV6cXPA3/m7NNn+bzn59Tzqec68yfyCHFzw99mu/4BKZYl8mM2w5NPqtsffSQFs4RwEtJjoaM9F/cQFRPF9B3TOZt4Nut843KNiQiLYHiT4VT0q5h13mKx6BFmsfAxmThz220sXrwYH1M+lT8HD1aT9P78E+LjISCg+IMUzufhh+H112HnTli2TG1WJoTQlSQWxexS8iVm75pNVGwUm89szjof7BXMsCbDGNlsJM0rNHfZXomb1qgRNGgAe/fC77/DAw/oHZFwBoGB8OCDamOyDz+UxEIIJyCJRTGwWC38eehPomKj+H3/71hsqufBzehG7zq9iQiLoHfd3ribStG8iaLKHA6ZPFkNh0hiITKNHw+ffQZLl6pt1Rs31jsiIUo1SSwcKPZcLFGxUfy08ycuJF3IOt+8QnMiwiIY1mQYZX3K6hih80ixWrlr504u5SzpndegQSqxWLoUrl5Vf60KUaMG9O+vdjz9+GP44Qe9IxKiVJPEws4uJF1g5s6ZRMVGEXMuJut8OZ9y3N/kfiKaRdC0fFP9AnRSNmB1QkLukt55NWqkjt271XDIiBHFGKFwahMnqsRixgxVqbV8eb0jEqLUksTCDtKt6Sw8sJCo2CgWH1xMhi0DAHeTO/fUu4eIsAjurHUnZlM+f4WLohk8GF57TQ2HSGIhMrVtq44NG+CLL9SETiGELiSxuEmaprHt7DYiYyKZtWsWl1IuZT3WpnIbIsIiuK/xfZTxKqNjlC5o0CCVWPz1F1y5AkFBekcknMXEiern48sv4YUXwMtL74iEKJUksSiis9fOMmPHDKJio9h9cXfW+Up+lXig6QNEhEXQoGwDHSN0cQ0aqMl5u3bBggVSFElku/deNd/i6FGYNg3GjNE7IiFKJUksCiE1I5UF+xYQFRvF0sNLsWlqFoCnmyf31r+XiLAIutfsjsmYT/0FYX+DB6vE4pdfJLEQ2UwmtUJkwgQ1ifPhh8EoNQCFKG6SWBRA0zQ2nd5EZEwkP+/+maupV7Meax/anoiwCAY3GkyApxRqKnaDBsGrr0J0NFy+DGVkuEn8a/RoNVS2fz8sXgx33613REKUOpJY5HEy/iTTd0wnKjaKA5cOZJ2vGlCVEU1HMCJsBHWC6+gYoevyNhqxWq3/fWH9+mo79R07YP589ctECAA/P3jkEfjgA1XmWxILIYqdJBZAsiWZuXvnEhUbxd9H/kZD7TngbfZmYMOBRIRF0Ll6Z4wG6VZ1FB+Tiatt2xZc0juvwYNVYvHLL5JYiNyefFINhaxYAdu3Q/PmekckRKlSahMLTdNYc2INUTFR/LrnV66lX8t6rHP1zkSERTCgwQD8PPx0jFIUaNAgePlltT/EpUsQHKx3RMJZVKmiEs+ZM1WvxfTpekckRKniEomF1Qpr16rba9dCx45qHld+jl45yrTYaUzbMY0jV45kna8ZVJOIsAgeaPoANYJqFEPU4pbUrQvNmkFMjBoOefBBnQMSTmXiRJVYzJ4N77yjkg0hRLEoUt9+9erVMRgM1x3jxo1zVHz/ae5cqF4devdW93v3Vvfnzs2+5lraNaZun0rnyM7U/LQmk1ZN4siVI/i5+/Fg8wdZPXI1h544xKudXpWkQiepVit99+zhDW9vUvPbOj0/spW6KEjLltCpE2RkwOef6x2NEKVKkXosNm/enGty3a5duwgPD2fQoEF2D6ww5s6FgQNB03LXwjl9GgYMtDEpciWH/SL5be9vJFuSATBgoHvN7kSERXBvg3vxNnvrErvIzQosuXIFzGasmla4bxo0CF58Ef7+G+LiICTEoTGKEubpp2HVKvjmGzVs5uurd0RClApFSizKls29Yda7775LrVq16NSpk12DKgyrVS1Zz/s7yBZ0EK3+TGg6nUlHT2Sdrxtcl5FhI7m/6f2EBoQWc7TCIWrXVhPztm+HefNU3QIhMvXurYbMDhyAqVPhiSf0jkiIUuGm51ikp6czY8YMJk6ciMFgKPC6tLQ00tLSsu4nJCQAYLFYsFgsN/vyrF2r5ux5eYG78SoPlX8Mj1eXkvHgNcicX5EaQJ8aQ3iuxwO0qdQmK85beV09ZcZdUuO/EUuOnjCLxYKlMCtDAOOAAZi2b8f2889YnbxYliu/f5mcrY3GJ5/E9PjjaFOmkPHwwwVPviokZ2ufvbl6+8D12+jI9hX2OQ2aVth+59x++eUXhg0bxokTJ6hUqVKB102aNInJkydfd37mzJl4e9tnGCLdkkrXEfcRnAIdRhtIbdyCLkFdaBPQBneju11eQzhWKnBfgCo2Njs+Hs9Cfp/32bOEP/oomtHIn1Onkh4gBctENlNaGuEPPYTHtWv88/zznG3bVu+QhCixkpOTGTZsGPHx8fj7+xd43U0nFnfeeSfu7u788ccfN7wuvx6L0NBQ4uLibhjYf1m7NnvCJsB0/+YMOL+bd/yf5A3L/2WdX7QIOnS46ZdxKhaLhejoaMLDwzGbXWun1CSrlaCNGwG40LIlgZ6FTS3AdPvtGLdtw/rFF9iceDjEld+/TM7YRuNrr2F65x1sbdtiXbXqlp7LGdtnT67ePnD9NjqyfQkJCYSEhPxnYnFTQyHHjx9n2bJlzM259KIAHh4eeHh4XHfebDbfUqM7dlSlC06fVvMslmc8zgAepWPiVlJsZgwGtcLsRktPS6pb/bdzRuYcezoUuX1DhsC2bZh++w3TY485IDr7csX3Ly+nauOTT8KHH2LcsAHj1q1w++23/JRO1T4HcPX2geu30RHtK+zz3VQpyalTp1KuXDl65+wyKGYmE3zyibptMMByY1cA2tg24YcqdjVliuslFSIfmauSVq6ECxd0DUU4oQoVYPhwdfujj/SNRYhSoMiJhc1mY+rUqURERODmpm99rf79Yc4cqFwZjhtrkFihAmYyGBiykjlz1OOiZPAxmUhv35758fGFK+mdU40a0Lo12Gy5C5gIkempp9TX336DY8d0DUUIV1fkxGLZsmWcOHGC0U6yP0P//upzYtEiuNisGQDf3xctSUVpI8WyxI00aQI9eqjkM7OrUwjhEEVOLHr06IGmadStW9cR8dwUk0lN0LzYtCkAxr+X6RyRKHYDB6qvq1bBuXP6xiKc09NPq6/ffw/x8frGIoQLc6ntOuOaNkUzGmHvXjh1Su9wRBGkWq3ct28f7xelpHdO1atDmzYyHCIKFh4OjRtDYiJ8953e0QjhslwqsbD4+qK1bKnuLJNei5LECsy9dIn1RSnpnZcMh4gbMRjU5mQAn34KLlogSQi9uVRiAaB166ZuSGJR+mQOh6xeDWfP6huLcE7DhkH58nDypJr5LYSwO9dOLG72L19RMlWrpmoUaJqa/S9EXh4e8Pjj6vZHH8lnhBAO4HqJxe23g7c3nD8PO3fqHY4objIcIv7L2LFqk6EtW2DNGr2jEcLluFxigYcHZO62Gh2tbyyi+GUOh6xdC2fO6BuLcE4hIRARoW5LwSwh7M71EguA7t3VV5lnUfqEhkK7djIcIm5swgT19fff4eBBXUMRwtW4ZmIRHq6+rloFOTZAE6WEDIeI/1KvHvTpoxLQjz/WOxohXIprJhaNG6v9AVJSYP16vaMRheBtNHLl9tuZHR+Pt/EWfywHDFBf165Vu9QJkZ/MpaeRkXDpkq6hCOFKXDOxMBhkOKSEMRgM+JhMeP57+5ZUqQLt26vbsqRQFKRTJ2jRQv0B8vXXekcjhMtwzcQCshMLmcBZOslwiPgvOQtmff65DJsKYSeun1hs2QKXL+sbi/hPaTYbDx48yCdeXqTdTEnvvAYMUL841q9XxZCEyM/gwWp75HPnYNYsvaMRwiW4bmJRuTI0bKgmZ61YoXc04j9kaBrTL1xghbs7GfYoWlS5stqZDmQ4RBTMbIYnn1S3pWCWEHbhuokFyHBIaSfDIaIwHnkEfHxUQT2ZkyXELXPtxCJz2akkFqVT5nDIxo1w4oTe0QhnFRgIDz6obkvBLCFumWsnFp06gZsbHDmiDlG6VKwIHTuq2zIcIm5k/HgwGuHPP2H3br2jEaJEc+3Ews8P2rZVt6WLs3SS4RBRGDVrwr33qttSMEuIW+LaiQXIPIvSrn9/NRyyaRMcO6Z3NMKZPf20+jp9utrEUAhxU1w/scicZ/H332C16huLKH4VKmRvSifDIeJG2raF22+H9HT48ku9oxGixHL9xKJ1a/D3hytXYPt2vaMRBfA2Gjndpg1RCQm3XtI7LxkOEYWV2Wvx5ZeqIqcQoshcP7Fwc4MuXdRtGQ5xWgaDgbJmMwGaduslvfPq319NzNu8GY4ete9zC9fSrx9Urw5xcWpIRAhRZK6fWIAsOy3typeHzp3V7V9/1TUU4eTc3LK3VP/oI7BHFVghSpnSlVisWwfJyfrGIvKVZrPx5OHDfOPpaZ+S3nnJcIgorNGjISAA9u+HJUv0jkaIEqd0JBZ16kDVqmpS1po1ekcj8pGhaXx97hxLPDzsU9I7r8zhkK1bpaaJuDE/P1WNE+DDD/WNRYgSqHQkFjm3UZfhkNKpbFno2lXdluEQ8V+eeEINi6xYIZO+hSii0pFYgMyzEDIcIgovNDT750XKfAtRJKUnsejWTX3dsUOK35RW994LJhNs2waHDukdjXB2Eyeqr7Nnw+nT+sYiRAlSehKLsmWhWTN1+++/dQ1F6CQkRIZDROG1bKmKq2VkwGef6R2NECVG6UksQIZDhAyHiKLJLJj1zTeQmKhvLEKUEKU3sXDEygPh/DKHQ2Ji4MABvaMRzq53b6hbF65ehalT9Y5GiBKhdCUWHTqAh4caL92/X+9oRA5eRiMHWrbkm4QEvOxd0jun4ODsFUIyHCL+i9EITz0FgDZlCmtXqf2G1q6VrYeEKEiRP8FPnz7N/fffT3BwMN7e3jRr1oytW7c6Ijb78/JSyQXIcIiTMRoMVPf0pLymYbR3Se+8ZDhEFMWIEaT5BWM4coRve/8OqI6M6tVh7lx9QxPCGRUpsbhy5Qrt27fHbDazZMkS9uzZw4cffkhgYKCDwnMAmWch+vVTNQp27JCeK/Gf5v7pzQfXHgXgiYxPss6fPg0DB0pyIUReRUos3nvvPUJDQ5k6dSpt2rShevXqdOvWjVq1ajkqPvvLTCxWrgSLRddQRLZ0m43/HT1KpKcn6Y7en6FMmeyfAxkOETdgtcL48fA540jDnXa29QT9Ozcnc5rWhAkyLCJETm5Fufj333/nzjvvZNCgQaxatYrKlSvz2GOP8fDDDxf4PWlpaaSlpWXdT0hIAMBisWCx4y/2zOf6z+ds1Ai34GAMly6RsX49Wrt2dovB0QrdxhIo2WrlozNnwMOD5PR03B05zwIw9O+P25IlaD//TMbzzzv0tTK58vuXydXauHYtXLoEeAUzO/0+IqzTCPrhAzqY27BRa02GwUxcHKxenT3KWpK52vuXH1dvoyPbV9jnNGha4ZdHeHp6AjBx4kQGDRrEP//8w4QJE/jmm28YMWJEvt8zadIkJk+efN35mTNn4u3tXdiXtqtWH3xA5XXr2DdkCPuHDtUlBpFbKnBfQAAAs+Pj8XTw65kTE7lr5EiMGRn8/dlnJIaGOvgVRUl21XKVPza+zZwPs1cSZXh6cqlBAy41bkxco0ZcrV0bza1If6sJUaIkJyczbNgw4uPj8ff3L/C6IiUW7u7utGrVivXr12ede/LJJ9m8eTMbNmzI93vy67EIDQ0lLi7uhoEVlcViITo6mvDwcMxm8w2vNfz4I25jx2Jr2xbrqlV2i8HRitLGkibJaiVo40YALrRsSaCno1MLMPXti3HJEqyvvort5Zcd/nqu/P5lcrU2rl0Ldz26gvQ+I8D3PL33ePDWwcpUjblCkHYl17Wajw9au3Zod9yB1qkTWsuW4O6uU+Q3x9Xev/y4ehsd2b6EhARCQkL+M7EoUnpdsWJFGjZsmOtcgwYN+O233wr8Hg8PDzw8PK47bzabHfKmFup577wTAOM//2BMSQE7JjjFwVH/dnoy5xj6KLb2DRkCS5Zg+u03TPn0qjmKK75/eblCG602K8u110m/7w0waHChEcvW/8TDnx+j3X13USt1P11YyZ1eq+jpvQrDpUsYoqOzJ4Z7eUH79tC5s6rg2bq1Wu5eArjC+/dfXL2NjmhfYZ+vSIlF+/bt2Z9nFv2BAweoVq1aUZ5Gf9WrQ+3aar+IlSvhnnv0jkjooW9fMJth9251NGqkd0TCSZy5dobhc4ez8thKMADbHoQln2J0MwPH0AxGdhmasoumdJrxJIZ+NtizR32erFwJq1ZBXBwsW6YOUIlG27bZicZtt5WYREOIoijSDLmnnnqKjRs38vbbb3Po0CFmzpzJt99+y7hx4xwVn+PIslMRGJjVeyWrQ0SmpYeW0uzrZqw8thIfsw8z7p3BbxHfU6V87jlhVarAnDnQvz+qkFbjxvD44+rkhQuwaxd88QUMGqT2KkpJgeXL4dVXVWIRGKj2rpk8WSUiqam6tFcIeytSYtG6dWvmzZvHrFmzaNy4MW+88QZTpkxh+PDhjorPcTITi8y/JkTplLNYlpR5L9UybBm8+PeL3PXTXVxMvkhY+TC2jdnG8KbD6d8fjh2DRYvUtYsWwdGj/yYV+TEYVA/YY4+pn63z51WPxpdfqiG48uVVIrFiBUyapHoxAgPV10mT1PmUlGJotRD2V+QpzHfffTd33323I2IpXl26qL8y9u2DU6fUnx9CN15GI9ubN2fN6tWOLemd1z33qAl2e/eq4ZDGjYvvtYXTOJVwiqG/DWXtibUAjG05lo/u/Agvs1fWNSaTWlK6eLH6ajIV4QUMBmjQQB2PPqqS2AMHcg+dnD2rvmZOKHd3V8MlmUMnbduCTivphCiK0rVXSE6BgWoyFchwiBMwGgw08vamqs3m+JLeOQUEwF13qdsyHFIqLTqwiGZfN2PtibX4ufvx88Cf+erur3IlFXZnMEC9ejBmDMyalb1/0TffwLBhUKkSpKfDmjXwxhtqf5vAQLjjDnj5ZdXTmpTkuPiEuAWlN7EAmWchlEGD1FcZDilVLFYLz/71LHfPuptLKZdoUbEF28ZsY3CjwcUfjMGgdlF95BH46SfVi3rwIHz3Hdx/v+pRtVjU+te33lKfXUFBatXJSy/BX3/Jtu7CaZTuxCJzl8tly8DRZaTFDaXbbLx+4gSzPDwcX9I7r3vuUbPz9+1TE+6Eyzt+9TgdIzvyfxv+D4An2jzB+tHrqV2mts6R/ctgUCvXHnoIpk+HEyfg8GH44Qd44AEIDVWJxvr18PbbahJyUJAaLnnhBVi6VBINoZvSXSaubVvw8YGLF2HnTggL0zuiUsuiabx58iR4evJ1cfca+Pur4ZAFC1SvRZMmxfv6olgt2LeAkQtGcjX1KgEeAfzY90f6NyhoFqaTMBigZk11jB6tetaOHcuen7FyJRw/Dhs3quPdd9UkkFat1PyMzp1V70YJq9kjSqbS3WPh7q7+04EMh5R2sjrE5aVb05nw5wT6/dyPq6lXaVO5DdvHbHf+pCI/BgPUqAGjRkFkpEoyjh5Vt0eNUo9ZrbBpE7z/PvTqpTbfa9MGnntOLWuJj9e5EcJVle7EAmTZqVD69FHDIQcOqO3UhUs5cuUI7X9szyeb1LbnE2+fyJpRa6gRVEPnyOyoenWIiIAff4QjR1QPxrRpqoejVi2VaGzeDB98AHffrRKNVq3gmWdg4UK4elXvFggXUbqHQiB7nsXq1WpdeTHsUSGckJ+f+qtu3jzVayHDYi5jzp45PPj7gySkJRDkGURUvyj61Oujd1iOV7Wqmo/xwAPq/smT2ctZV65UlYe3blXHhx+CwYBbs2Y0Cg3FYLWqJflBQbo2QZRM0mPRqBFUrKiK0eTYXE2UQjIc4lJSM1IZt2gcg34dREJaAu1C2xEzNqZ0JBX5CQ1VK0y++06tODl1Sq1AeeQRtSJF0zBs307t33/HbcAACA6G5s3hqadg/ny4fFnvFogSQhILgyG710LmWZRud9+teqwOHYLYWL2jEbfg4KWDtP2hLV9u+RKA59s/z8qIlVQNqKpzZE6kcmVVM+Obb1QNjTNnyJg+naN33olWr55KrmNiYMoUuPdeCAlRPXnjx6uevUuX9G6BcFKSWEDuZaei9PL1hd691e1fftE3FnHTZu2cRYtvWxBzLoYQ7xAWD1vMu93fxWxy3Z0s7aJiRbQhQ9jx6KNk7NypKoHOnq0qhTZooBKNHTvg009VLfOQEGjaFJ54An77Ta2uEwJJLJTMxGLrVsnCdeJpNLK+aVM+SEzEszhLeuclxbJKrBRLCo/88QjD5g4jMT2RO6reQcyYGHrW6al3aCVThQpqX5Mvv1T7nJw7p/5fjBuXvRPwzp3w+ecwcCCUK5e9Eduvv6qN2ESpJJM3QZXPbdRI7RWxfHn2LxdRbEwGA638/LhgtWIqzpLeefXurba3PnwYtm+HFi30i0UU2r64fQz+dTA7L+zEgIGX7niJ1zq/hptRPuLspnx59dmY+fl48aKa9J5ZS2PnTvUZunu32tUVVE9H587Z+52UL69T8KI4SY9FJll2KkCGQ0qgabHTaPltS3Ze2Ek5n3L89cBfvNH1DUkqHK1sWRgwAD77TA2RXLyohkSefFINkYDa3O+rr1TPR4UKKtEYO1YNsZw9q2/8wmEkscgkEzh1lW6z8eGpU8xzdy/+kt55yeqQEiEpPYlRC0YRMT+CZEsyXWt0JWZMDN1rdtc7tNIpJETNvfjkEzX5OS5OTfKcMAGaNVMT5fftU5NFhw5VPcWZG7HNnKk2YhMuQVL6TJ06gdmsqtcdPqwKyohiY9E0Xjh+HLy8mKL3L/NevdT21EePqnk3rVrpG4+4zu4Luxk8ZzB7Lu7BaDDyWqfXeOmOlzAZi7KXuXCo4GDo108dAFeuqN1aM4dOtm9XBekOHIBvv1XX1KmTXYK8Uye1+ZoocSSxyOTrq/YOWb1aDYdIYlF6+fiopae//KIOSSychqZp/Lj9R55Y8gQpGSlU9K3IzAEz6Vy9s96hif8SFKQ2/LvnHnX/6lWVaGQW7Nq+XdXXOHgQvv9eXVOrVnaS0bmzqsUhnJ4MheQkwyEikwyHOJ1radd4YN4DPPTHQ6RkpNCjVg9ixsZIUlFSBQaqUvr/93+wZYsqwLVwoSox3ro1GI3ZO7qOGKEqiWZuwhYVpUqWC6ckPRY5hYfDq6+qlSFWq9odUJROPXuqnovjx9WHXuvWekdUqsWei2XwnMEcuHQAk8HEG13e4PkOz2M0yN9GLiMgQE2czpw8nZAA69ap3oyVK9Ww5NGj6pg6VV1TvXp2b0bnzuq+0J0kFjm1aqV+uK9cUT/EbdroHZHQi7e3+mtq9mzVayGJhS40TePbrd8y/s/xpFnTqOxXmdkDZ9Ohage9QxOO5u+vEvye/9YhuXZNJRqZQydbtqhdXY8dUz0YoHo1cg6d1KihJo2KYiXpfk5ubmrjHZBlp0KKZeksIS2B+367j7GLxpJmTaNXnV7EjI2RpKK08vODu+6Cd96BDRvUH4BLl8ILL0C7durz+8QJtaPrgw+q+RmZG7F9/70q1S//j4uF9FjkFR6uNtyJjoYXX9Q7GqGnzOGQEyfgn3/gttv0jqjU2HZ2G4N/HczhK4dxM7rxTrd3mNh2ogx9iGy+vtCjhzoAkpJUwpE5dPLPP2qjtRkz1AFQuTKmO+6gWpkyagVKgwbSo+EAkljklVkoa9069YPq46NvPKWEp9FIdOPGbNy4Ud+S3jl5eakZ7LNmqV4LSSwcTtM0vtj8BU//9TTp1nSqBlTl54E/c3uV2/UOTTg7Hx81AT9zEn5ysko0ModONm2C06cxzp5NM1ClyitWzD10UreuJBp24CSf4E6kdm2oVg0sFrUUShQLk8FAp4AAmuhd0juvzNUhv/4KehfucnFXU68y8NeBPLHkCdKt6fSt15ftY7ZLUiFujrc3dOsGr7+uyghcvQrLl2N96SXiGjVC8/BQ1T9nzVLVQOvXV0W77rtPVQvdu1eGTm6SJBZ5yTbqIqe77lJdridPqr94hEP8c/ofmn/TnLl752I2mply5xTmDZlHGa8yeocmXIWXF3Tpgu2111j31ltkXLyoejImTVK9FR4eaqO1n3+Gxx6Dhg1VGfLBg7M3YpNEo1AkschP5nCIJBbFxmKz8dXZsyx2d8fiTD0Dnp7Qt6+6LXuH2J2maXy04SPa/9ieY1ePUSOwButGr2P87eMxOFPPlXA9np5qCOS112DFCtWjsWqV6uHo2lU9fuGC6q3M3NE1cyO2zz+HXbukF7MAkljkp1s39XXnTpXBCodL1zTGHznCt15epDvbXwUyHOIQl1Mu03d2X57+62kybBkMaDCAbWO20bqyLO0VOvD0hI4d4ZVX4O+/syuDvvGG6sX28lIbrc2ZA088AU2aqK3ic27EJp8PgCQW+QsJgebN1e2//9Y3FqG/Hj3UmvrTp2HjRr2jcQnrT66n2dfN+OPAH7ib3Pmi1xf8OuhXAj0D9Q5NCMXDAzp0gJdfVr3XV6+qSf1vvaU+E7y94dIlmDtX7egaFqZ2fL333uyN2EppoiGJRUFkOERkkuEQu7FpNt5f9z4dp3bkZMJJapepzcYHN/JY68dk6EM4N3d3VS/jxRdV/YyrV2H9elVX48471aqUy5dVuYLMHV1DQtQmbB9/rPZCsVp1bUJxkcSiIDkTC2frmhfFL7NYlgyH3LSLSRe5e+bdPL/seayalfsa38fWR7bSvGJzvUMToujMZrVx5f/+B3/+qQp2bdwI776rauD4+qpzCxbAxInQooXa8fWee+Cjj1R1ZxdNNKSORUE6dFB/qZ45A/v2qUIqovTKHA45c0b9ldJBqj8Wxerjqxn621DOXDuDp5snn971KQ+1eEh6KYTrMJtVrZvbboPnn4eMDNVLkblN/Jo1EB8Pf/yhDlBbSNxxR3YdjWbNVAXREk56LAri6Zn9y0OGQxxOs2b3Cl3dEJ/rvlPw8FBdmiDDIUVg02y8tfotukR14cy1M9QLrsemhzbxcMuHJakQrs3NTe0x9OyzatfWS5dg82a1m+vdd6s/VOLj1WPPPquuLVNGbcL2/vuqcmhGRpFe0mqFtWvV7bVr9esQKVJiMWnSJAwGQ66jQoUKjopNfzLPolhcnHuRfxr+k3V/T/89bKy+kYtzL+oYVT4yV4fMmeOyXZj2dD7xPHfNuIuXV7yMTbPxQNMH2PLIFpqWb6p3aEIUPzc3tdHl00+rHovLl9VwyIcfquGRwEC10drixarH47bbIChIDau8954aZrFYCnz6uXPV5q6Zm8P27q3uz51bHI3Lrcg9Fo0aNeLs2bNZx86dOx0Rl3PITCxWrrzhGypu3sW5F9k9cDfa0XTefk3j5aQk3C2QdjqN3QN3O1dyER6uui7PnlWzw0WBVhxbQbNvmhF9JBovNy+m9p3KtHun4evuq3doQjgHk0nNu5g4Uc3DiItTQycff6wmiwcFQWKimr/xv/+p+RxBQbk3Yvv399LcuTBwoNoaJafTp9X54k4uijyY4+bm5rS9FKlAktWKOZ+9JkyAp8mUdT/pBn9xGgEvk0ktHwoJISkxUWWL7doVfO2/kq1WCurENwDeN3ltitVKmtVaYBt98lx7o+mFOa9NtVq50d/eRbnW22jM6t5Os9nIuMGkV2+jEWxwaPwh0t3AaoKwHWDJyMBkAzTAAIcmHCKkbwgGkxN0m7u7q6VkkZFqOKRjR70jcjpWm5VZZ2fxS8wvaGg0KtuIXwb9QsOyDfUOTQjnZjKpORbNmqlVJTabqqWUudfJqlWql2PpUnUAeHujtWvPoX860VbrzGZao357KJqmiklPmKBylRwf5w5V5MTi4MGDVKpUCQ8PD2677TbefvttatasWeD1aWlppKWlZd1PSEgAwGKxYLFjL4DFYuG+gIAC6wz0DApiQcPsD7dyGzaQXMDs/o7+/ixr0gQAU5cuVB82jDirNd+9Q1r6+rIhLCzrfsMtWzieo705NfDyIrZFi6z7rbZtY29KSr7XVvPw4GCrVln374iNZWtiovqLOU8bQ9zcOJNjg6y7du5k9b//znl5G41cbds2637/PXtYcuVKvtcCpLdvn3V7+L59zL10qcBrr9x+e1Yi8vDBg0y/cKHAa0+3aYN5UxKpl1L58klYcLcBMDA/HjSv7IQkNS6VuNVxBHYILPC5ipOhf3/cIiPR5swh4//+r0j/UzN/3u35c+9Mzlw7w4j5I1h9fjUAI8NGMqXHFLzN3i7TZld/D129fVDC2tiwoToefVQlGrt3Y1y9GsPq1RjWrMEQF4dhWTTPEc1zQDJebPQpy6UfA6nq2ZATVAdUZ8jq1bc+57yw/2YGTSv8WsolS5aQnJxM3bp1OX/+PG+++Sb79u1j9+7dBAcH5/s9kyZNYvLkydednzlzJt7e3oV96ULpFxBQ4GMtLRZeSU7Ouj/E35+0AiaPNcrI4K2kJACqRkfTo3t34gID8722dkYG//fvtQAP+/lxsYDdOUOtVj5LTMy6/4SvLycL+MVU1mbju2vXsu4/4+PDoQJmC/vbbEzLce1LPj7sLuBaD03j5xxJxxve3mw1m/O9FmB+fHzW7fe9vVl/g2tnx8fj+e/tT7y8WOHuXuC1UQkJBPz7o/eNpydLPDwAeCI5mU4Wi9MuVzJYLNw1ahTuiYmsffNNLjVurHdITmF7wnamnJhCfEY8nkZPxlYZS+cynfUOSwjXZbPhd+oUIbt2EbxrFyG7d+OR4/P6s4+fpmqNO+z6ksnJyQwbNoz4+Hj8/f0LvK5IiUVeSUlJ1KpVi+eee46JEyfme01+PRahoaHExcXdMLCislgs/BEdTdeuXTHn88vPZDDk2o67UEMhACdOkN64MZrJRMaRI2omb0HX4uChEIuF5cuX59vGmx4Ksdmw3uBHoCjXFnUoJH5dPLt67yLdDZK8YcBs9b0Lh9nwvpqd9DVe1NhpeiwATI88gjEyEuvYsdg+/bTQ32exWIiOjiY8PDzfn9GSKMOWweTVk3l//ftoaDQu25hHgx9lZJ+RLtPGnFzxPczJ1dsHrtfGtWvVRE3NlETNvmF0vHqCnvGVGbXnACkp2e1btOjWeywSEhIICQn5z8Tilv4w9PHxoUmTJhw8eLDAazw8PPD496/RnMxms93fVE8g0NOzUM8bWNjXrlULc2goHDyoJstkVmAsQEAR2lSUa81mMxaTqVBtLMq/a1HeAXtfG9IxBM9gTwyn07Dl6GEzpBgwpBjAAB5VPAjp6CRzLDINGQKRkZjmzsX0+edFHrh0xM++Hk4lnGLob0NZe0KtbxvTcgzvd32fFdErXKaNBZH2lXyu0saOHVXdrVONJ7Gnzgn2JlShQ7t3SXnATEqKGYMBqlRR193qHIvC/nvdUh2LtLQ09u7dS8WKFW/laZyfLDt1CIPJQO1Pav97J++D6kvtKbWdK6kAtUldUJDa+XD1ar2j0cXig4tp9nUz1p5Yi5+7H7MHzObru7/Gy+yld2hClComEzzy1iq4/RMAzH9+ja+bWn2VOdo/ZUrxTdyEIiYWzzzzDKtWreLo0aNs2rSJgQMHkpCQQEREhKPicw6SWDhM2f5laTSnER6Vcs/H8KjiQaM5jSjbv6xOkd2A2Qz9+6vbpaxYlsVq4bno5+g9szeXUi7RomILto3ZxpDGQ/QOTYhSKTE9kcirowHw2fcQpqM9sh6rUkWV3cn8uCouRUosTp06xdChQ6lXrx79+/fH3d2djRs3Uq1aNUfF5xw6dwajEQ4cgBMn9I7G5ZTtX5Y2e9pk3W84tyG3H73dOZOKTJnFsn77rcjV8Uqq41eP0zGyIx+s/wCAJ9o8wfrR66ldprbOkQlRev1v2f84cuUIof6hnPzhQxYtUucXLYKjR4s/qYAizrGYPXu2o+JwboGB0KaNWua5bBmMHq13RC4n53BHYNsA5xv+yKtLFzWwefGiWl/erZveETnUgn0LGLVgFFdSrxDgEcCPfX+kfwMdPrGEEFlWHF3BF5u/AODHvj8S5O1Phw4WFi9WEzWLc/gjJ9krpLBkOETkVEqGQ9Kt6Uz4cwL9fu7HldQrtK7Umu1jtktSIYTOrqVdY/Tv6o/csS3H0r1md50jyiaJRWFlJhZ//y3bZjuAh8HAzHr1eDYpCY8C6oA4nczhkLlzXXI45MiVI7T/sT2fbFKTwp66/SnWjl5LjaAaOkcmhHgu+jmOXT1GtYBqvB/+vt7h5FJCPsGdwG23gY+P6vresUPvaFyOm9HIwJAQ2mdk4FZSdr3s3BlCQlRZu5Ur9Y7Grn7b8xvNv2nOljNbCPIMYsF9C/jozo9wNxVc9EwIUTyiD0fz9davATUE4ufhp3NEuUliUVju7uoXCchwiFDc3GDAAHXbRYZDUjNSeXzx4wz8dSAJaQm0rdKWmLEx3FPvHr1DE0IACWkJPPj7gwCMaz2OrjW66hzR9SSxKAqZZ+EwGTYbc+LiWOfmdsOKnU5n0CD1de7cEr8D7sFLB2n3Q7usyWDPtXuOVSNXUTWgqs6RCSEyPfPXM5xMOEnNoJq82/1dvcPJlyQWRdH938kxa9ZAaqq+sbiYNE1j2P79fODjQ1pJmsPSqROULQuXLsGKFXpHc9Nm75pNy29bsv3cdoK9glk0bBHvhb+H2VTyKxMK4SqWHlrKd9u+A2Bq36n4uvvqHFH+JLEoioYNoVIllVSsW6d3NMIZlPDhkBRLCmP+GMPQ34ZyLf0ad1S9g5ixMfSq00vv0IQQOVxNvZo1BPJkmyfpWK2jzhEVTBKLojAYsnstZDhEZMq5OqQEDYfsi9vHbd/fxrfbvsWAgZfveJnlEcup4l9F79CEEHlMXDqR09dOU7tMbd7u9rbe4dyQJBZFlZlYLFumbxzCeXTsCOXKwZUrajlyCTA9djqtvm3Fzgs7KedTjqX3L+WNrm/gZnTWDeuFKL0WH1zM1JipGDAwte9UfNx99A7phiSxKKrMxGLbNjWuLoTJBAMHqttOPhySlJ7E6AWjGTF/BEmWJLpU70LMmBjCa4XrHZoQIh9XUq7w8B8PA6qWTIeqt7j3eTGQxKKoKlaExo1B00rMX6eiGGQOh8ybB+np+sZSgN0XdtPm+zZZf/lM6jSJ6Aeiqejn4rsTC1GCTVg6gTPXzlA3uC5vdn1T73AKRRKLmyHLTkVeHTpAhQpw9arTJZyapvHj9h9p/V1r9lzcQwXfCvw94m9e6/waJqNOmwkIIf7TH/v/YFrsNIwGI5F9I/Eye+kdUqFIYnEzck7gLEk1F5yYu8HA97Vr80RyMu4lpfJmTk46HJKYnsiI+SN48PcHSclIIbxmOLFjY+lSo4veoQkhbuByymUeWfgIAE+3fZq2oW11jqjwJLG4GZ06qU2ojh+Hw4f1jsYlmI1GRpQvTzeLBXNJ2Sskr8xiWU4yHLLj/A5aftuSGTtmYDQYeavrW/x5/5+U8ymnd2hCiP/w5JInOZd4jvoh9Xm9y+t6h1MkJfQTXGc+PtCunbotwyEiU/v2ag5OfLyuPxeapvHNlm9o810bDlw6QGW/yqyMWMmLd7yI0SD/5YVwdvP2zuOnnT9hNBiJ6heFp5un3iEViXzK3CxZdmpXGTYbiy9fZktJK+mdkxMMhySkJTD0t6GMXTSWNGsaPWv3JGZsDHdUu0OXeIQQRROXHMfYRWMBVVa/TeU2OkdUdJJY3KzMCZzLl4PVqm8sLiBN0+i3dy9vlrSS3nllrg6ZPx/S0or1pbed3UbLb1vy8+6fcTO68X7391k4bCEh3iHFGocQ4uY9seQJLiRdoFHZRkzqPEnvcG6KJBY3q1UrCAxUqwC2bNE7GuEs2rVTZd8TEuCvv4rlJTVN4/N/PqftD205dPkQVQOqsnrkap5t/6wMfQhRgszZM4fZu2ZjMpiI7BeJh5uH3iHdFPnUuVkmE3T9d7tamWchMhmN2ZM4i2E45GrqVQb+OpAnljxBujWde+rdw/Yx20vUDHIhBFxIusCjix4F4H8d/kerSq10jujmSWJxK2SehchP5nDIggUO3QX3n9P/0Pyb5szdOxez0czHd37M/CHzKeNVxmGvKYRwjHGLxxGXHEeTck14peMreodzSySxuBWZ8yzWr4fERH1jEc7j9tuhShW4ds0hwyGapvHxho/p8GMHjl09Ro3AGqwbvY4Jt0/AUBJrgAhRyv2y+xfm7JmDm9GtRA+BZJLE4lbUqgXVq6sdLVev1jsa4SwcOBxyOeUy/X7ux8S/JmKxWRjQYADbxmyjdeXWdn0dIUTxOJ94nscWPQbAS3e8RIuKLXSO6NZJYnErcm6jLsMhIqfMxGLBAkhJsctTbji5gWZfN+P3/b/jbnLn856f8+ugXwn0DLTL8wshipemaTy66FEupVwirHwYL97xot4h2YUkFrdK9g2xC3eDgU9q1uSRlJSSWdI7r9tug9BQNUS2dOktPZVNs/H+uve5Y+odnEw4Sa2gWmx4cAPj2oyToQ8hSrBZu2Yxb9883IxuRPWLwt3krndIdiGJxa3q1k31XOzaBWfP6h1NiWU2Gnm0YkV6paeX3JLeOdlpOCQuOY67Z97N88uex6pZGdJoCNvGbHOJ7lIhSrOz187y+OLHAXi146uEVQjTOSL7cYFPcJ0FB0OLfz/knWxXS6GzzNUhv/9+U8Mha46vodnXzVhyaAmebp58c/c3zBowC38PfzsHKoQoTpqmMWbhGK6kXqFFxRb8r8P/9A7JriSxsIecu52Km2LVNFbFx7PTZMJaUkt659WmDVStCklJsGRJob/Nptl4a/VbdI7qzOlrp6kXXI9ND23ikZaPyNCHEC5gxo4Z/HHgD8xGM1H9ojCbzHqHZFeSWNhDznkWrvJLsZil2myE79rFK76+pJbkkt45GQzZvRaFHA45n3ieu2bcxcsrXsam2Xig6QNseWQLTcs3dWCgQojicjrhNE/++SQAkzpPonG5xjpHZH+SWNhD+/bg6anmWOzZo3c0wplkJhZ//AHJyTe8dPnR5TT7phnRR6LxcvPix3t+JKpfFL7uvsUQqBDC0TRN45GFj3A19SqtKrXiufbP6R2SQ0hiYQ+ennDHv7tHyrJTkVOrVqrWSXIyhj//zPcSq83KpJWT6D6tO+cSz9GwbEM2P7yZUc1HydCHEC4kKjaKxQcX425yJ6pfFG5GN71DcghJLOxFlp2K/OQYDrn09RwA1q7N3hD37LWzhE8PZ/KqyWhojG42ms0Pb6ZRuUZ6RSyEcIBTCacY/+d4AN7o8gYNyzbUOSLHuaXE4p133sFgMDBhwgQ7hVOCZSYWK1dCerquoQjnsjxYLTv1XbkYU2oqvXurTozXoqJp9k0zVhxbgY/Zh2n9pvFD3x/wNnvrG7AQwq40TeOh3x8iIS2B2yrfxtNtn9Y7JIe66cRi8+bNfPvttzRtKpPKAGjaFMqWVSsANm3SOxrhJObOhe7Pt+QINfAhmfJbt6IZMjhV92VeP3onF5Iu0KRcE7Y8soUHwh7QO1whhAP8sP0Hlh5eiofJg8h+kZiMJr1DcqibSiwSExMZPnw43333HUFBQfaOqWQyGlWxLJDhEAGo4Y7x40HDwC+o4ZCQNctJH9oDOr4FBg2fvWNYP2oT9UPq6xytEMIRTsSfYOLSiQC81fWtUvF//aZmjowbN47evXvTvXt33nzzzRtem5aWRlpaWtb9hIQEACwWCxaL5WZePl+Zz2XP5ywqQ9euuM2eje2vv7C+Yv9tb52hjQ5js/FmaCgHDxyAjAyXaOPatXDpEnh5we+2/vwv7T3Kb93K4MoQY/Tm6JavsO0byuYN0KFDyW8vuPjPKNI+V1CcbdQ0jdHzR3Mt/Rptq7RlXMtxDn9dR7avsM9p0LSiFV6YPXs2b731Fps3b8bT05POnTvTrFkzpkyZku/1kyZNYvLkydednzlzJt7erjWW7HXxIj0efhjNaGTxtGlk+MoyQQEZWgYzzkznvVcWUPdy9nmruzsJ1aoRX706CTVqEF+jBgnVq5Ph5aVfsEIIu1kat5SvTn2Fu8Gdj+t9TGXPynqHdEuSk5MZNmwY8fHx+PsXXAG4SInFyZMnadWqFX/99RdhYaqu+X8lFvn1WISGhhIXF3fDwIrKYrEQHR1NeHg4ZrN+VczcGjXCcPAgGb/+ita3r12f21na6Ciu1r61a6HnfSew9L0fW+WNNDsLb+6pSsiGCjTK2I0vSfl+n1arFlrTpmhhYepo2hSqVFErTJycq72HeUn7Sr7iauOxq8do8X0LEtMT+b/u/8eTbZ502Gvl5Mj2JSQkEBIS8p+JRZGGQrZu3cqFCxdo2bJl1jmr1crq1av5/PPPSUtLw2TKPSnFw8MDDw+P657LbDY75E111PMWWo8ecPAgbitWwMCBDnkJ3dvoAFZNI/baNQ6aTNzp5uYS7Yuv8Dvpo0eieV6B1AD2bPyGjMmedBnai9QME7U5TNfgWL58JAbjjhiIjYVTpzAcPozh8GGYNy/7ycqUgWbNICxMfW3WDOrXB3fn3A3RFX9Gc5L2lXyObKNNszF2yVgS0xO5o+odPNXuKYyG4q3u4Ij2Ffb5ipRYdOvWjZ07d+Y6N2rUKOrXr8/zzz9/XVJRKoWHwxdfyATOIkq12Wi3Ywf4+vKQzYan3gHdgnRrOs9HP8+UTVPAEzjdGubMxpQaCixWFxmMHKIO735bB2P/HAloXJxKMGJjISZGHXv3wuXLsHy5OjKZzdCoUe6EIywMZEK1ELr6esvXLD+6HG+zNz/2/bHYkwq9FSmx8PPzo3Hj3HXNfXx8CA4Ovu58qdW5M5hMcPAgHD8O1arpHZEoRkevHGXInCFsPrMZgAm3TeD2xPd4Zok7l1KzJz5VqQJTpkD//nmeICRErS7KXGEEkJamSsVnJhqZSUd8fPa5nKpVy92zERYGNWqUiKEUIUq6I1eO8Gz0swC82+1dapeprXNExc8164nqKSBA7Wq5YYMq7/3gg3pHJIrJ3L1zGb1gNPFp8QR5BhHZL5J76t0DwMB7YfVqSEiARYugY0eVfxaKhwc0b66OTJqmEtecPRuxsXD0qDp//Ljarj2Tv79KMHImHI0aqXL0Qgi7sGk2Ri0YRbIlmU7VOjGuzTi9Q9LFLScWK1eutEMYLiY8XCUW0dGSWJQCqRmpPPvXs3y++XMAbq9yO7MHzKZaYHZvlckEHTrA4sXq6y2PGhoMqnxn9eqQc5Lw1auwY0funo1du1RGs2aNOnIGVb/+9XM3ypa9xeCEKJ2++OcLVh9fjY/Zp1QOgWSSHgtHCA+H11+Hv/8Gm00VzxIu6dDlQwz+dTDbz20H4Ll2z/Fm1zcxm3Sa+BYYqLpDOnbMPmexwP791w+lxMXB7t3q+Omn7OsrVbp+KKV2bTtkQ0K4rkOXD/H8sucB+CD8A2oG1dQ5Iv1IYuEIt90Gvr7ZE/FydmELl/Hzrp95+I+HuZZ+jWCvYKbdO41edXrpHdb1zGZo3Fgd99+vzmkanDlz/VDKwYPq/JkzsGRJ9nN4e6uy9TkTjiZNwMen+NsjhJOx2qyMnD+SlIwUutXoxphWY/QOSVeSWDiC2awmcS5cqIZDJLFwKSmWFJ5a+hTfbP0GgA5VOzBrwCyq+FfRObIiMBigcmV19MqRDCUmws6duXs2duyA5GTYuFEdOZ+jTp3cPRuNGqmkRYhS5NNNn7Lu5Dp83X354Z4fSu0QSCZJLBwlPDw7sXjuOb2jcXpmg4GXQ0M5ePAgZidevbA/bj+D5wxmx/kdGDDw4h0vMqnzJNyMLvJfydcX2rZVRyarFQ4dun4o5exZOHBAHb/8AoAZuCsgAFOrViqhzkw46tVTCbcQLmZ/3H5eXP4iAB/2+DDX3KrSykU+DZ1Q9+7q65o1kJKiNowQBXI3Gnm1alUW79qFu5POSZmxYwZjF44lyZJEWe+y/NT/J8JrhesdluOZTCoxqFcPhgzJPn/+/HU1N7T9+/GIj1fzi/7+O/taDw81FJNzKKVpU7WKSogSymqzMmrBKFIzUgmvGc7DLR7WOySnIImFozRooCbBnTkD69ZlJxqixEm2JPPE4if4MeZHALpU78JP/X+iol9FnSPTWfnyqtJsjx5ZpzISElj/3Xe09/XFbdeu7B6Oa9dg61Z15FSjRu6hlGbNoGpVqbkhSoSPN37MhlMb8Pfw54d7fsAgP7eAJBaOYzCo4ZCoKDUcIonFDdk0jd3JyZwwGrE50Rj97gu7GTxnMHsu7sGAgVc7vcorHV/BZJQVEvny8uJq7dpovXplD33YbHDs2PVDKSdOqLobR4/mLl8eGHj9qpSGDVWvhxBOYu/Fvby8/GUAPurxEaEBoTpH5DwksXCknInFe+/pHY1TS7HZaL59O/j58YDNht6/QjRNIzImknGLx5GSkUIF3wr81P8nutboqnNkJZDRCDVrqiNnqdHLl7NrbmQee/aoWhyrVqkjk5ubSi7yli8PDi7OlggBQIYtg5ELRpJmTeOu2ncxuvlovUNyKpJYOFJmWebt29XS05AQfeMRhZKYnshjix5j+o7pAITXDGf6vdMp71te58hcTJkyavVU587Z59LT1d4oOXs2YmLgyhWVhOzYkfs5qlS5fiilZk2pHSMc6sP1H/LP6X8I8Ajguz7fyRBIHpJYOFKFCmqt/86daiJbzolvwintOL+Dwb8OZv+l/RgNRl7v/Dov3PFCqV8+Vmzc3bNLj2fSNDh1KnfPRmwsHD6szp86pVZgZfL1VRNDcyYcjRurWhxC3KLdF3bz6spXAfjkrk9K1jLzYiKJhaOFh6vEIjpaEgsnpmka3237jvF/jic1I5XKfpWZNWAWd1S7Q+/QhMEAoaHq6NMn+3xCgurByNmzsWuXqsWxfr06MhmNalVL3vLl5aUXShSexWohYn4E6dZ0etfpzYiwEXqH5JQksXC07t3ho49UYqFpMtvdCSWkJTBm4Rhm75oNQM/aPZl27zRCvGXoyqn5+6uNVzp0yD6XkaHqauTs2di+HS5eVEMse/fCrFnZ15cvf/1QSt26Ur5c5Ov9de+z9exWAj0D+bbPtzIEUgBJLBytY0fVvXvihCoyVKeO3hGJHLaf3c7gOYM5dPkQJoOJd7q9w9Ptnpahj5Iqc5Jnw4YwbJg6p2lw7tz15cv371e1OJYuVUcmLy81dJKZcGSWL/fzK/bmCOex8/xOJq+aDMBnPT+jkl8lnSNyXpJYOJqPD7RrBytXql4LSSycgqZpfLn5Syb+NZF0azqh/qH8PPBn2oa2/e9vFiWLwQAVK6rjrruyzyclqaGTnAnHjh3q/ObN6sipdm1MTZtS19MTg6ZBq1aqJLr81eryModALDYLfev1ZXiT4XqH5NQksSgO4eHZicVjj+kdjVMyGwxMrFSJI0ePOryk99XUqzz8x8PM2TMHgHvq3cPUvlMp41XGoa8rnIyPj9ow8Lbbss/ZbGpSaN5VKadPw6FDGA8dogHAzJnq+jJlrh9KadBAype7mHfWvsP2c9sp41WGr+/+WoZA/oMkFsWhe3d46SVYsUKNAbvJP3te7kYj79aoweK9ex1a0nvz6c0MmTOEo1ePYjaaea/7e0y4fYJ8UAjFaFS9inXqwKBB2ef/3anYunUrZxYvpsqlSxj27lW1OJYvV0cmd/fsmhs5k47AwOJti7CLmHMxvLH6DQA+7/k5FXwr6ByR85PfcMWhZUsIClJr8bdsgdtv1zuiUkfTND7Z9AnPRT+HxWahemB1fh74M20qt9E7NFEShIRAt27YOnZkW716VOjVC7PVqgp65ezZiIlRq1Uyb+dUrdr1q1KqV5ehFCeWbk1n5PyRZNgy6N+gP/c1vk/vkEoESSyKg8kEXbvCb7+p4RBJLK5j0zSOpaZy3mCwe0nvyymXGb1gNAv2LwCgf4P+/HDPDwR6Btr1dUQp4+kJLVqoI5OmwfHj15cvP3ZMnT9+HBYsyL7e3//68uWNGqnnFrp7a/VbxJ6PJcQ7hK96fyU9m4UkiUVx6d5dJRbLlsErr+gdjdNJsdmou3Ur+Psz2I4lvTee2siQOUM4EX8Cd5M7H/b4kHGtx8kHhHAMg0H1QlSvDv36ZZ+/ejV3+fLYWDVxNCFB7YC8Zk32tSaTmqeRN+EoW7b42iHYdnYbb615C4Aven1BOZ9yOkdUckhiUVzC/91ee8MGVcDH11ffeFycTbPx4foPeXH5i2TYMqgVVItfBv1Ci4ot/vubhbC3wEC19Lxjx+xzFgvs23f9UMqlSyrp2LULfvop+/pKla4fSqlVS2puOEBaRhoR8yOwalYGNRzE4EaD9Q6pRJHEorjUqqW2iD56VG2u1Lu33hG5rLjkOCLmR7D44GIAhjQawrd9vsXfw1/nyITIwWxW9TGaNIH771fnNA3OnLl+KOXQIXX+zBlYvDj7Oby9ry9f3qSJWvEibtrrq15n14VdlPUuyxe9vtA7nBJHEovi1L07fPedmmchiYVDrDm+hqG/DeX0tdN4mDz4tOenPNziYRn6ECWDwaBqY1SunPszIjFRbQ2Qs2dj505IToaNG9WR8znq1r1+KKViRZkoWgibT2/mvXVqN+qven9FWR8ZgioqSSyKU3i4SiyWLdM7Epdj02y8u/ZdXl3xKlbNSt3guvw66Fealm+qd2hC3DpfX2jbVh2ZrFY4ePD6mhvnzqmqovv3wy+/ZF9ftuz1Qyn16sny9xxSM1IZuWAkVs3K0MZDGdBwgN4hlUjyE1WcunZVfzHs3q26NCtJSVh7uJB0gQfmPcBfh/8C4P6m9/NV76/wdZd5LMKFmUxQv7467suxDPL8+exEI/Prvn1qv5ToaHVk8vDILl8eFoahcWPckpKKuSHOY9LKSey5uIfyPuX5rOdneodTYkliUZyCg1VNiy1bVK/FCNkZ71atPLaSYb8N42ziWbzcvPi81+eMajZKhj5E6VW+PPTooY5MKSn5ly+/dg22blUH6hdCb0B75ZXrh1KqVnXpoZSNpzbywfoPAPjm7m8I9g7WOaKSSxKL4ta9uyQW+XAzGBhboQLHjx/HrRAfXlablTdXv8nrq1/HptloWLYhvwz8hUblGhVDtEKUMF5e0Lq1OjLZbGoyeY6eDS0mBsPJkxiOHIEjR2DevOzrAwOvH0pp2FBVGi3hUiwpjFowCptm4/6m99O3fl+9QyrRJLEobuHh8O67KrGQbdSzeBiNfFqrFov378fjP0p6n0s8x/C5w1l+VJVRHtVsFJ/1/Awfd5kJL0ShGY1qtVqtWjBAzSXIsFiI/vlnepQvj1vOHo7du1UtjpUr1ZHJbFY1N3L2bISFqd7ZEuTVFa+yL24fFX0r8sldn+gdTokniUVxa9dO/fVw9qz6z9q4sd4RlSjLjixj+NzhXEi6gI/Zh696f8UDYQ/oHZYQLsPi54fWuXN27R2AtDTYu/f6reevXFFDKjt2wLRp2deHhl4/lFKzpkpmnMz6k+v5cMOHAHzb51vZjNAOJLEobp6ecMcd8NdfqtdCEgtA7eVx0WIh3mBAy6ekd4Ytg0krJ/H2mrfR0GhSrgm/DPqF+iH1dYhWiFLGwyM7SYiIUOc0DU6evH5VypEj6vzJk7BwYfZz+Ppm92hkPlfjxuoPLZ0kW5IZOX8kGhoRYRHcXfdu3WJxJZJY6CE8XCUW0dEwYYLe0TiFZJuNyv/8A/7+3GOzkXPU9nTCaYbNHcbq46sBeKTFI0y5awpeZv0+kIQo9QwGNaGzalW4557s8wkJ15cv37lT1eJYt04dmYxGteQ179bz5csXSxNeXv4yBy8fpJJfJabcNaVYXrM0kMRCD5ldjKtWQXq6S0x+cpQ/D/3JA/MeIC45Dl93X77r853sMCiEM/P3hw4d1JEpI0PV1chbvvziRTXEsncvzJqVfX2FCtcPpdSte8vly61WWLtW3f5y0VqmxE4B4Ps+38umhHZUpMTiq6++4quvvuLYsWMANGrUiFdffZWePXs6IjbX1aQJlCsHFy6ovUM6ddI7IqdjsVp4ZcUrWRXwmldozs8Df6ZOcB2dIxNCFJmbm9q1tVEjGDZMndM0Vcwr71DKgQPq/LlzsHRp9nN4eanPzpw9G02bFnrfpblzYfx4tRXL1BmpPLX6abQgja5Bo+lZR36H2VOREosqVarw7rvvUrt2bQCioqLo27cv27dvp1EjWeZXaEYjdOumMvRlyySxyONkwknGLhzJ+pPrARjXehz/1+P/8HSTraSFcBkGgyozXrEi5PzjNClJ1dzIOZQSG6vKl//zjzpyPketWtcPpVSunGvF3dy5MHCgymW8vGD62eloQYchvgrL3/2IuVWgf//iaXZpUKTEok+fPrnuv/XWW3z11Vds3LhREouiCg9XiUV0NLzxht7ROJWOUR25mnwOfw9/frjnBwY2HKh3SEKI4uLjA7fdpo5MViscPnz9qpTTp9UGbYcOwZw52dcHB2clGbamzfjquTBMWgMyMGMNXc2iuEXqut9/wJAWwIQJ0LevbBRrLzc9x8JqtfLrr7+SlJRE25z16/NIS0sjLS0t635CQgIAFosFi8Vysy9/ncznsudzOlSnTpgBbfNmMi5cgKCg//yWEtfGIkhKT8m6fTX1Ki0rtuSnfj9RM6imy7TXld+/TK7eRmmfjmrUUEe/ftnnLl7EsGMHhtjYrK/s24fh0iVYvhyWL8cIRANpuLPHWJ9YtyOs2QY/mUdjPNMFPC3ExcHq1bmnhZRUjnwPC/ucBi2/tX03sHPnTtq2bUtqaiq+vr7MnDmTXr16FXj9pEmTmDx58nXnZ86cibe3d1Fe2uV0HTcOv9On+ed//+Ps7bfrHY5uzqed5/2Tn3K45ecA9Nz7KaMrDMNsNOscmRCipDGmp+N38iQBR48ScPQo/seOEXD0KObk5Kxr1tQ0c+qDKLxNpft3UFElJyczbNgw4uPj8ff3L/C6IicW6enpnDhxgqtXr/Lbb7/x/fffs2rVKho2bJjv9fn1WISGhhIXF3fDwIrKYrEQHR1NeHg4ZnPJ+IVknDAB05dfYh0zBttn/73hTUls43+Zt28ejyx6hPj0ZMwN/kd9r3qs6twXXw8PvUOzO1d8//Jy9TZK+0qetWuhdy+N0EqzaNB6JM3OQfO6/Rj920+kpGS3cdEi1+mxcNR7mJCQQEhIyH8mFkUeCnF3d8+avNmqVSs2b97MJ598wjfffJPv9R4eHnjk80vCbDY75AfXUc/rEHfeCV9+ienvvzEVIeYS1cYCpGWk8cxfz/D5ZtVLcXuV25neZQS71+3G18OjxLfvRlzh/fsvrt5GaV/J0bEjBFW8xoF7XuNAICxMGcNvvXuSMsNMSooZgwGqVFHXudIcC0e8h4V9vluur6ppWq4eCVEEnTurn+RDh+DfJbylwaHLh2j3Y7uspOLZds+yeuRqqgVU0zkyIYSrMZmg8VPPQuBxuFId88p3sh7LXDgyZYprJRV6K1Ji8eKLL7JmzRqOHTvGzp07eemll1i5ciXDhw93VHyuzd8/e+bzsmX6xlJMftn9Cy2+acG2s9sI9gpm4dCFvB/+Pm5GN5KsVlIh35LeQghxM/46/Bd/XVY96iHrp2KwZNe9qFJFLSaRpab2VaTE4vz58zzwwAPUq1ePbt26sWnTJv7880/Cc25WI4om898uOlrfOBwsxZLCowsfZcicIVxLv0aHqh2IGRtD77q9AVXSO2jjRu4LCCDZZtM5WiGEK4hPjeeh3x8C4PHWj3NuQ2cW/bvSdNEitWu8JBX2V6Q5Fj/88IOj4ii9wsNh8mT4+2+w2Zxy979btT9uP4PnDGbH+R0YMPBChxeY3GUybkapKC+EcJyn/3qakwknqRlUk3e7v4vJpCZoLl6svsrwh2PIJ7ve2rQBPz9VZzYmBlq00Dsiu/ppx0+MWTiGJEsSZb3LMqP/DHrU6qF3WEIIF/fnoT/5YfsPGDAQ2TcSH3cfvUMqNVzvz+OSxmxWkzjBpYZDki3JPPT7Q9w/736SLEl0rt6ZmLExklQIIRzuaurVrCGQ8beN545qd+gcUekiiYUzcLF5Fnsu7qHNd22y/lp4rdNrLHtgGZX8KukdmhCiFHhq6VOcvnaaOmXq8Fa3t/QOp9SRoRBnkJlYrF0LKSlql5wSKjImknGLx5FsSaaCbwV+6v8TXWt01TssIUQpsfDAQiJjIjFgYGrfqXibpbpmcZMeC2dQr57ajS8tTSUXJVBieiIR8yMYtWAUyZZkutfsTsyYGEkqhBDF5krKFR754xEAJradSPuq7XWOqHSSxMIZGAwlejhk5/mdtP6uNdNip2E0GHmzy5ssvX8p5X3LF/o5TED/4GDaWSyYcmx3LIQQhTX+z/GcTTxLveB6vNFFdo3WiyQWzqIEJhaapvHd1u9o830b9sXto5JfJVZErOClji9hNBTtR8vTZGJ2/fo8l5yMpwsuuRVCONaCfQuYvmM6RoORyH6ReJlL7pBySSdzLJxFt27qa0wMXLwIZcvqGs5/uZZ2jTELxzBr1ywA7qp9F9P6TaOsj3PHLYRwPZeSLzFm4RgAnmn7DLdXKb27RTsD+dPQWZQvD02bqtt//61vLP9h+9nttPi2BbN2zcJkMPFe9/dYNGyRJBVCCF08seQJziedp0FIAyZ3max3OKWeJBbOxMmHQzRN48vNX9L2h7YcunyIUP9QVo9azXPtnyvy0EdeSVYr7uvW0S8ggCSr1U4RCyFc3dy9c7P+yInqF4Wnm6feIZV6klg4k+7d1dfoaHCyjbjiU+MZPGcw4xaPI82aRp+6fdg+ZjvtQtvpHZoQopS6mHSRsQvHAvB8++dpXbm1zhEJkMTCuXTsCO7ucPIkHDyodzRZtpzZQotvWzBnzxzcjG581OMjFty3gGDvYL1DE0KUYo8veZyLyRdpXK4xr3Z6Ve9wxL8ksXAm3t7Q/t91104wHKJpGp9s/IR2P7TjyJUjVA+szrrR63iq7VMYZEmoEEJHv+z+hV92/4LJYCKybyQebh56hyT+JYmFs3GSeRZXUq7Q/5f+TFg6AYvNQv8G/dk+ZjttKrfRNS4hhLiQdIFxi8cB8OIdL9KyUkudIxI5SWLhbDLnWaxYARkZuoSw6dQmmn/TnPn75uNucueznp8xZ9AcAj0DdYlHCCEyaZrGY4seIy45jqblm/Jyx5f1DknkIYmFs2nRAoKCICEBNm8u1pe2aTY+XP8hHaZ24Hj8cWoF1WL96PU83uZxGfoQQjiFn3f/zG97f8PN6EZUvyjcTe56hyTykMTC2ZhM2cWyinE45FLyJe6ZdQ/PRD9Dhi2DwY0Gs23MtmLrYjQBPYOCaCklvYUQBTiXeC5rCOTlO16mWYVm+gYk8iWJhTPKuey0GKw9sZZm3zRj0cFFeJg8+Lr318weMBt/D/9ieX1QJb0XNGzIK1LSWwiRD03TGLtwLJdTLtOsQjNevONFvUMSBZCS3s4ocwLnxo1w7Rr4+TnkZWyajffWvscrK17BqlmpG1yXXwb+QliFMIe8nhBC3Kyfdv7Egv0LMBvNRPWLwmwy6x2SKID8aeiMatZUR0YGrFrlkJe4kHSBXj/14sXlL2LVrAxvMpwtD2+RpEII4XTOXDvDk0ueBOC1Tq/RtHxTnSMSNyKJhbNy4LLTVcdW0ezrZiw9vBQvNy9+uOcHpt87HT8Px/SMFEaS1Urghg0M8feXkt5CiCyapjFm4RiupF6hZcWWPN/heb1DEv9BEgtnlTnPYtkyuz2l1Wbl9VWv03VaV84mnqVBSAP+efgfRjcf7RSrPpJtNtKcIA4hhPOYFjuNhQcW4m5yJ6pfFG5GGcF3dvIOOauuXcFggD174PRpqFz5lp7uXOI57p97P38fVTunjmo2is96foaPu489ohVCCLs7nXCa8X+OB2By58k0KtdI54hEYUiPhbMqUwZatVK3b7HX4u8jf9Ps62b8ffRvvM3eTOs3jR/7/ihJhRDCaWmaxsN/PEx8WjxtKrfhmXbP6B2SKCRJLJzZLS47zbBl8OqKVwmfHs75pPM0KdeErY9s5YGwB+wYpBBC2N/UmKksObQED5MHkX0jZQikBJHEwpllTuBctqzI26ifuXaGbtO68cbqN9DQeLjFw2x6aBP1Q+o7IFAhhLCfE/EneGrpUwC80eUNGpRtoHNEoigkBXRm7dqpHU/Pn4ddu6B+4ZKCPw/9yQPzHiAuOQ5fd1++vftbhjYZ6uBghRDi1mmaxkO/P0RCWgK3V7mdiW0n6h2SKCLpsXBmHh7QsaO6XYjhkAxbBi8se4GeP/UkLjmOZhWase2RbSUiqTACHf39aZSRIT+UQpRi3237jugj0Xi6eRLZNxKT0aR3SKKI5DPc2RVy2enJ+JN0juzMu+veBeCxVo+x4cEN1Amu4+gI7cLLZGJZkya8lZSEl0k+SIQojY5fPc7Tfz0NwNtd36ZeSD2dIxI3Q4ZCnF3mPItVqyAtLd9LFh5YSMT8CC6nXMbfw58f7vmBgQ0HFmOQQghxa2yajdG/jyYxPZEOVTvw5G1P6h2SuEnSY+HsmjSBcuUgOZld320EYO1asFoh3ZrO00ufps+sPlxOuUyrSq3YPma7JBVCiBLnmy3fsPzocrzcvJjad6oMgZRgRUos3nnnHVq3bo2fnx/lypWjX79+7N+/31GxCQCDgRP11HBI9HNqOKR3b6jS+BiNP+zIRxs/AmDCbRNYO2otNYNq6hbqrUiyWqm0aRMj/PykpLcQpczRK0d5NvpZAN7t/i61y9TWOSJxK4qUWKxatYpx48axceNGoqOjycjIoEePHiQlJTkqvlJv7lx4bY0aDuliXQ6Atc4CzvVtzsGUTfgYA5k/ZD4f3/UxHm4eeoZ6y+IyMkiQLdOFKFUyh0CSLEl0rNaRx9s8rndI4hYVaY7Fn3/+mev+1KlTKVeuHFu3bqVj5uoFYTdWK4wfDzZUYtFC28qHB74kvf9f6oKTt+O/fjZ3v1hNxyiFEOLmfbn5S1YeW4mP2YepfadiNMgfFyXdLU3ejI+PB6BMmTIFXpOWlkZajkmHCQkJAFgsFiwWy628fC6Zz2XP59Tb2rVw6RLgVY69llo0yDhM29/+4mptOHJqNKc3T+Gq5snq1RY6dNA72ptnTbZyKfZa1v2rMfF4NzNiMLnWhmSu+DOal6u3UdpnX4cuH+L5ZWq30ne6vkOob6jDX1vew1t/7v9i0LQilnT8l6Zp9O3blytXrrBmzZoCr5s0aRKTJ0++7vzMmTPx9va+mZculZI+eoRhqy/kOmd1cyO5QgUSK1cmsVKlrCOpcmXSAgLUJmYlRCpwX0AAALPj4/HUNxwhhIPZNBsvHXqJvUl7aeLbhMm1JktvhZNLTk5m2LBhxMfH4+/vX+B1N51YjBs3jkWLFrF27VqqVKlS4HX59ViEhoYSFxd3w8CKymKxEB0dTXh4OGaz2W7Pq6e1a9VETYAgn1jGVRzKUC9/UremUMN6BE/yX34KoAUEoNWpA3XqoGUedetC7drg51dMLcifLd3GoYmHuDD9Am4hblSIqID3vWWokrATgMNaXZJnXCZubhwAtd6vRYWRFfQM2S5c8Wc0L1dvo7TPfj7951OeWfYMvu6+bHtoG9UDqzv09TLJe3jzEhISCAkJ+c/E4qaGQp544gl+//13Vq9efcOkAsDDwwMPj+snFZrNZoe8qY56Xj107AjBwWrX9DMprXgzaQ+NZi1m6NBepKUYqcpJ2pU9wPSXD2A8dAAOHID9++H4cQzx8Ri2bIEtW65/4ooVoV49qFs391GjBri7O7RNtnQbewfu5crfV6j7aV0qjqqI0cOoVoL82/FVpm0ZanapRPp76Rx75RiHHzmMLc5GtRdcYy6JK/2MFsTV2yjtuzUHLh3glZWvAPB/4f9HnbLFX8hP3sObe87CKFJioWkaTzzxBPPmzWPlypXUqFHjpoIThWMywSefwMCB149qaAYTx6nOh19Xx9i/R+4HU1Ph8GGVaBzIkXAcOAAXL8LZs+pYufL6F6xRI/+ko3JluwytHHj0AFeWX6HJ4iaU6Z49N8cItPT1Jf7q1aylSu4h7tT5sg7m8maOvngUz6qelB9e/pZjEELox2qzMmrBKFIyUuheszuPtHxE75CEnRUpsRg3bhwzZ85kwYIF+Pn5ce7cOQACAgLw8vJySIClXf/+MGeOWh1y6VL2+SpVYMoU9fh1PD2hUSN15HXlChw8eH3CceAAJCfDoUPqWLQo9/d5e1+fbGQeQUGFakvSniTO/XiOOl/VyZVUgCrpvSEsjMWLF+cq6W0wGKj+WnWSdydz5IUjlB1SFqObjMMKUVJN2TiF9SfX4+fuxw/3/IChBM0FE4VTpMTiq6++AqBz5865zk+dOpWRI0faKyaRR//+0LcvrF4NCQnqd37HjqqDociCgqBNG3XkpGlw5kz+vRxHjqikIyZGHXmFhOTfy1G7tkpy/nXmqzOYy5mpOLpikUI2GAxUfaEqW1tu5fKiy4T0DSl6u4UQutsXt4+Xlr8EwEd3fkTVgKo6RyQcochDIUIfJhN06ACLF6uvdt+ny2BQwx2VK0OXLrkfs1jg6NH8k44zZyAuTh3r1l3/nNWqQd262GrUxhhppua9zTCergRVqxapEX4t/PC7zY/TX5yWxEKIEshqszJy/kjSrGncWetOHmz+oN4hCQdxqU3IUlGloc35VG80AZ45fpHdqGy0EXJ1xxfl2mSrlYLSLwPgfZPXplitpFmtBbbRJ8+1tgIjzn1tqtXKjQpo+5hMYDZD3bqk1qqFtWfP3BckJqr5HAcP4n3gAIZ/k460w4fJSE6Gc+fUsXo1FQzAfEiaD96ahqF2bahbl7R69UioV4+W1auT5uPDgYwMAvKZJFTuvnIcee4ImqZJ96kQJcyHGz5k0+lNBHgE8P0938v/YRfmUonFfQEBsHFjvo/1KlOGRU2bZt0vt24dybb8f/12CghgZfPmWferb9xIXAGFQVr5+bG5Zcus+w3/+YfjBexC2tDbm905hiBab93KnuTkfK+t5uHBsbZts+53jIlhy7VrkE8bQ8xmLrZvn3W/544drPq3eFle3kYjSTmqpA7YvZvFly/ney2AlmPY64F9+5hz8WL+F5YvT+LAgVlJy5i9e4k6f77A573Qrx9ld++G3buZOH48X1avrh5wc8NUo0ZWT0fOw8M/AM2iYU2y4ubrUj+6Qri0PRf38MoKtQpkyl1TqOJ/49WEomSTT2ehjy1bsleu5CmUZoiPh3/+UUcO5YAAQjDd3Rjq17t+qawLLx0ToqTKsGUQMT+CdGs6vev0JiIsQu+QhIO5VGIxOz6eO++8M9+1tnlH8y/k+As/r7wDKcduv73Q1+5p0+aGwxs5bW7ZstDXrm7WjDSLhaVLlxbYxkxLmja94VBITr81anTDoZCcptevT2T9+gU+7p1jeOabevX4om7drPsJWxKI6RxLWHRTAtoGqGtr14Y77+Qjm43XMjIov349AJZ16+DYsetXrcTF4UEcrFqpjpzc3KBmzfxXrVSqVKKqkArhSt5f9z5bzmwh0DOQb+7+RoZASgGXSiw8UXMCzIWYFOhThImDRbnW20HXeplMuNlshWqjVxGe19NB13oYjeQsi+bdKpDAch4kTL1ApQ5lrrs2179xw4bQokWuazSrxpYafxHS5Ao17rNcn3SkpGTfzsvHp+ClsoGBhW6TEKJodp7fyaSVkwD49K5PqexfWd+ARLFwqcRCOC+DyUClsZU4/vpxan1QC3OZog1bXFpyiaSTHtT7rRe0zlNK1mYreKns0aOQlATbt6sjr3Ll8k84ateGfCrGCiEKx2K1MHLBSCw2C/fUu4f7m96vd0iimEhiIYpNxQcrcmzSMY69dow6nxW+hK81ycqx147h18oP/7xJBYDRqCqGVakCXbvmfiw9PfdS2Zy9HGfPwoUL6li7Nvf3GQxQvfr1CUe9ehAaql5TCFGgd9e+y7az2wjyDOLr3l/LEEgpIomFKDbu5dyp/XFtDo47iLm8mWovVcv6sDEADby8SExMzDW/xJpsZfeg3STvT6b56ub5Pu+NX9RdJQP16l3/2LVrBVchTUhQCcnRo7B0ae7v8/CAOnXyTzqCg2U+hyj1Ys7F8Prq1wH4vNfnVPQrWlE8UbJJYiGKVeXHKmO5ZOHYK8dI2pVEtReq4Rvmi7fJRGyLFixevBhvkwnNqnH5z8scfe0oyfuSaTyvMX4t7Lwrq5+fmsuRZz4HmqZ6MfIbWjl0CNLSYNcudeQVFJT/0EqdOg7f4E0IZ5BuTWfk/JFk2DK4t/69DG08VO+QRDGTxEIUu+qvVMezmidHXjjClp+34N/On3JDymEsbwRPOPH+CS7+cJHUo6n4tvCl+arm+LUsxq3eDQYoX14dd9yR+7GMDDhxIv9ejhMn1F4smzapIw+3KlVoFxSEcfFiqF8/u5ejenW1qkUIF/D2mreJPR9LsFcwX/X+SoZASiH5NBO6qDCiAuWGluPSH5c4/cVpDk08hOauwSw49fEpyvUuR8NZDfFr4+dcH0yZy1pr1oS77sr9WHJy7l1lcyYdly5hOHWKsqdOwc6d1z9nrVrXD6vUrQsVKsjQiigxtp3dxltr3gLgy95fUt5XdiMujSSxELoxmo2U7V+Wsv3LkpSRQevNW0lMtrHz1G0E5Ni8rMTw9oYmTdSR16VLZOzdy445cwjz8sJ06JBKOA4eVEtl9+9XR16+vvnP5ahTR1VhFcJJpGWkZQ2BDGw4kMGNBusdktCJJBbCORgM7E1LAZOpwKJhJVpwMNptt3Hy0iWa9OqFKbPAmc0Gp0/n38tx9Kjai2XbNnXkVb58/r0cNWvKUllR7N5Y/QY7L+ykrHdZvuz1pd7hCB1JYiGEnoxGtXw1NBS6dcv9WHq62rI+v6Tj3Dk4f14da9Zc/5x5l8pmJh1VqshSWWF3W85s4d217wLwVe+vKOtTVueIhJ4ksRDCWbm7q0me+ZVRT0jIXiqbM+E4cEAtoz1yRB1//pn7+zw9cy+VrZdjz5Xg4OJpl3ApaRlpRMyPwKpZua/xfQxoOEDvkITOJLEQoiTy94eWLdWRk6apXoz8ejkOH4bUVDV5NO8EUoAyZfLv5ahd+7qN4oTINGnlJPZc3EM5n3J81vMzvcMRTkASCyFcicGgVpJUqAAdO+Z+LCMDjh/PP+k4eRIuX4aNG9WRV2ho/r0c1arJUtlSbNOpTby//n0Avu79NSHeITpHJJyBfCIIUVpkLmutVQt69sz9WHKyKv6VN+HYv1/V5jh5Uh1//537+8zmXEtlDbVrE3zpkio6VqWKLJV1YakZqYxcMBKbZmN4k+Hc2+BevUMSTkISC+EUDEA1Dw+SU1Ku2zJeFANvb2jaVB15XbqUfy/HwYNqaGXfPnWgPlA6ALz0kqpsml8vR506aihHlGivrniVfXH7qOBbgU97fqp3OMKJSGIhnIK3ycTBVq2ySnoLJxIcDG3bqiMnmw1OncqVdNj27yclJgbvixcxXLsGW7eqI68KFfJPOmrWlNLnJcD6k+v5v/X/B8C3d39LGa8yOkcknIkkFkKIm2M0QtWq6ujeHQCrxcKyxYvp1a0b5pMn81+1cv68Wi577hysXn39c9aocX3CUbcuVK4sS2WdQLIlmZHzR6KhMSJsBH3q9dE7JOFkJLEQQtifhwc0aKCOvOLjC14qm5ioVq8cPgxLluT+Pi+v7KWyeZOOMvIXc3F5efnLHLx8kEp+lZhy5xS9wxFOSBIL4RRSrFbuiI0l3seHLlYr5szKlML1BARAq1bqyEnTVC9GQUtlU1Jgxw515BUcnH/CUbu2SkiEXaw9sZYpG6cA8F2f7wjyCtI3IOGUJLEQTsEGbE1MBDc3bHoHI/RhMEDFiuro1Cn3YxkZcOxY/r0cp06pCaYbNqgj73NmLpXNm3RUqwYyn6fQktKTGLVgFBoao5uNpledXnqHJJyUJBZCCOfn5qZ6H2rXhl55fqElJRW8VPbqVbWd/YkTsGxZ7u9zd1dLZfMmHHXrQrlyslQ2jxf/fpFDlw9Rxb8KH935kd7hCCcmiYUQomTz8YGwMHXkpGnZS2Xz9nIcPAhpabB3rzryCgi4PtmoW1ftwVIKrTq2ik//UUtKv+/zPQGesrOuKJgkFkII12QwQEiIOtq1y/2YzaYKfuWXdBw7piaYbt6sjhzMwJ1BQZiaNr2+p6NGDZdcKpuYnsioBaMAeLjFw9xZ+06dIxLOThILIUTpYzSqORbVqkF4eO7HUlOzd5XNm3RcuIDnlSuwapU6cjKZVHKR39BK5coldmjlf8v+x9GrR6kaUJX/6/F/eocjSgBJLIQQIidPT2jYUB15WC5eZH1UFO1DQnDLuaX9gQPZcz0OHYJFi3J/o7d3/kMrdetCkPOurFh+dDlfbP4CgB/u+QF/D6mYKv6bJBbCaYS4uZGenq53GEIULDCQq3XqoPXqpfZJyaRpcPZs/r0cR46ovVhiYtSRV0hI/r0ctWurJEcn19KuMXrBaADGthxL95rddYtFlCySWAin4GMycea221i8eDE+sgRQlDQGA1SqpI7OnXM/ZrEUvFT29GmIi1PHunXXP2e1avn3clStavelslYrrF2rbq9dC7MTn+V4/HGqB1bn/fD37fpawrUVObFYvXo1H3zwAVu3buXs2bPMmzePfv36OSA0IYRwAWazqhhapw707p37scRENXSSN+HYv19NID12TB1//ZX7+zw8VI9GfklH2bJFns8xdy6MH68W0cyaBXeNW0b6kG8A+PGeH/Hz8Lv59otSp8iJRVJSEmFhYYwaNYoBAwY4IiYhhCgdfH2hWTN15KRpqhcjv16OQ4fUUtndu9WRV2Bg/glHnTrq9fKYOxcGDlQv6eUFydZkLD2fUA/+8zhXmnSBGvZuuHBlRU4sevbsSc+ePR0RiyjFUqxW7tq5k0tS0lsI1eNQtqw62rfP/ZjVqpbK5k04DhyA48dVUbB//lFHXpUr50o2rLXqMuWxupi0GmSg/s9NPT0Vzf8kXK4Jy95lwk7o21eKlIrCc/gci7S0NNLS0rLuJyQkAGCxWLBYLHZ7ncznsudzOhtXbmOa1crqhARwcyPNYsHigp9irvz+ZXL1NjpN+ypXVkfXrrnPp6bC4cMYDhzAcPAghoMH4d+vhosX1ZyO06dhxQoATMBqwIIbRw01OGwOYM+sLVxtBLGrvsNkcicuzsLq1dChQ7G30iGc5j10EEe2r7DPadA0TbvZFzEYDP85x2LSpElMnjz5uvMzZ87E29v7Zl9auJhU4L4AVc1vdnw8+s2FF8I1mRMT8TlzBt/Tp/E9cwbfM2fU/TNncMvxxx/AlPvDqDHw+s9tUbolJyczbNgw4uPj8fcveOmxwxOL/HosQkNDiYuLu2FgRWWxWIiOjiY8PNxlu9FduY1JVitBGzcCcKFlSwJ1XGbnKK78/mVy9Ta6WvvWroXevTQqcYY6tgPUD4qmTf0ZfLpzDrEpbbKuW7TItXosXOk9zMuR7UtISCAkJOQ/EwuHD4V4eHjg4eFx3Xmz2eyQN9VRz+tMXLGNZqMx+7YLti8nV28fuH4bXaV9HTtCcAgcOV2dw1p1ViV0ofNTHYgd2oaUFDMGA1Spoq5ztdFJV3kPC+KI9hX2+Yz/fYkQQghXZDLBJ5+o23lXqGbenzLF9ZIK4VhFTiwSExOJiYkh5t8KckePHiUmJoYTJ07YOzYhhBAO1r8/zJmj5oLmVKWKOt+/vz5xiZKryEMhW7ZsoUuXLln3J06cCEBERASRkZF2C0yUPt5GI1arVe8whCh1+vdXS0pXr4aEBDWnwhWHP0TxKHJi0blzZ25hvqcQ+fIxmbjatq2U9BZCJyaTmqC5eLH6Kv8Nxc2SORZCCCGEsBtJLIQQQghhN7K7qXAKqVYr/ffs4YK3N11tNlx3EZgQQrg2SSyEU7ACS65cAbMZq8zhEUKIEkuGQoQQQghhN5JYCCGEEMJuJLEQQgghhN1IYiGEEEIIu5HEQgghhBB2U+yrQjKrdiYkJNj1eS0WC8nJySQkJLjsjnWu3MYkqxWSkgD1s2FMT9c5Ivtz5fcvk6u3UdpX8rl6Gx3Zvszf2/9VfbvYE4tr164BEBoaWtwvLUqIanoHIIQQokDXrl0jICCgwMcNWjFv/GGz2Thz5gx+fn4Y8u7TewsSEhIIDQ3l5MmT+Pv72+15nYmrt1HaV/K5ehulfSWfq7fRke3TNI1r165RqVIljMaCZ1IUe4+F0WikSpUqDnt+f39/l/xhycnV2yjtK/lcvY3SvpLP1dvoqPbdqKcik0zeFEIIIYTdSGIhhBBCCLtxmcTCw8OD1157DQ8PD71DcRhXb6O0r+Rz9TZK+0o+V2+jM7Sv2CdvCiGEEMJ1uUyPhRBCCCH0J4mFEEIIIexGEgshhBBC2I0kFkIIIYSwmxKfWKxevZo+ffpQqVIlDAYD8+fP1zsku3rnnXdo3bo1fn5+lCtXjn79+rF//369w7Kbr776iqZNm2YVc2nbti1LlizROyyHeeeddzAYDEyYMEHvUOxm0qRJGAyGXEeFChX0DsvuTp8+zf33309wcDDe3t40a9aMrVu36h2WXVSvXv2699BgMDBu3Di9Q7OLjIwMXn75ZWrUqIGXlxc1a9bk9ddfx2az6R2a3Vy7do0JEyZQrVo1vLy8aNeuHZs3b9YllmKvvGlvSUlJhIWFMWrUKAYMGKB3OHa3atUqxo0bR+vWrcnIyOCll16iR48e7NmzBx8fH73Du2VVqlTh3XffpXbt2gBERUXRt29ftm/fTqNGjXSOzr42b97Mt99+S9OmTfUOxe4aNWrEsmXLsu6bTCYdo7G/K1eu0L59e7p06cKSJUsoV64chw8fJjAwUO/Q7GLz5s1Yrdas+7t27SI8PJxBgwbpGJX9vPfee3z99ddERUXRqFEjtmzZwqhRowgICGD8+PF6h2cXDz30ELt27WL69OlUqlSJGTNm0L17d/bs2UPlypWLNxjNhQDavHnz9A7DoS5cuKAB2qpVq/QOxWGCgoK077//Xu8w7OratWtanTp1tOjoaK1Tp07a+PHj9Q7Jbl577TUtLCxM7zAc6vnnn9c6dOigdxjFZvz48VqtWrU0m82mdyh20bt3b2306NG5zvXv31+7//77dYrIvpKTkzWTyaQtXLgw1/mwsDDtpZdeKvZ4SvxQSGkTHx8PQJkyZXSOxP6sViuzZ88mKSmJtm3b6h2OXY0bN47evXvTvXt3vUNxiIMHD1KpUiVq1KjBfffdx5EjR/QOya5+//13WrVqxaBBgyhXrhzNmzfnu+++0zssh0hPT2fGjBmMHj3arhtF6qlDhw78/fffHDhwAIDY2FjWrl1Lr169dI7MPjIyMrBarXh6euY67+Xlxdq1a4s9nhI/FFKaaJrGxIkT6dChA40bN9Y7HLvZuXMnbdu2JTU1FV9fX+bNm0fDhg31DstuZs+ezbZt23Qb73S02267jWnTplG3bl3Onz/Pm2++Sbt27di9ezfBwcF6h2cXR44c4auvvmLixIm8+OKL/PPPPzz55JN4eHgwYsQIvcOzq/nz53P16lVGjhypdyh28/zzzxMfH0/9+vUxmUxYrVbeeusthg4dqndoduHn50fbtm154403aNCgAeXLl2fWrFls2rSJOnXqFH9Axd5H4kC4+FDIY489plWrVk07efKk3qHYVVpamnbw4EFt8+bN2v/+9z8tJCRE2717t95h2cWJEye0cuXKaTExMVnnXG0oJK/ExEStfPny2ocffqh3KHZjNpu1tm3b5jr3xBNPaLfffrtOETlOjx49tLvvvlvvMOxq1qxZWpUqVbRZs2ZpO3bs0KZNm6aVKVNGi4yM1Ds0uzl06JDWsWNHDdBMJpPWunVrbfjw4VqDBg2KPRZJLEqIxx9/XKtSpYp25MgRvUNxuG7dummPPPKI3mHYxbx587L+o2cegGYwGDSTyaRlZGToHaJDdO/eXRs7dqzeYdhN1apVtQcffDDXuS+//FKrVKmSThE5xrFjxzSj0ajNnz9f71DsqkqVKtrnn3+e69wbb7yh1atXT6eIHCcxMVE7c+aMpmmaNnjwYK1Xr17FHoMMhTg5TdN44oknmDdvHitXrqRGjRp6h+RwmqaRlpamdxh20a1bN3bu3Jnr3KhRo6hfvz7PP/+8y62eAEhLS2Pv3r3ccccdeodiN+3bt79umfeBAweoVq2aThE5xtSpUylXrhy9e/fWOxS7Sk5OxmjMPaXQZDK51HLTTD4+Pvj4+HDlyhWWLl3K+++/X+wxlPjEIjExkUOHDmXdP3r0KDExMZQpU4aqVavqGJl9jBs3jpkzZ7JgwQL8/Pw4d+4cAAEBAXh5eekc3a178cUX6dmzJ6GhoVy7do3Zs2ezcuVK/vzzT71Dsws/P7/r5sP4+PgQHBzsMvNknnnmGfr06UPVqlW5cOECb775JgkJCUREROgdmt089dRTtGvXjrfffpvBgwfzzz//8O233/Ltt9/qHZrd2Gw2pk6dSkREBG5uJf5XQy59+vThrbfeomrVqjRq1Ijt27fz0UcfMXr0aL1Ds5ulS5eiaRr16tXj0KFDPPvss9SrV49Ro0YVfzDF3kdiZytWrNCA646IiAi9Q7OL/NoGaFOnTtU7NLsYPXq0Vq1aNc3d3V0rW7as1q1bN+2vv/7SOyyHcrU5FkOGDPn/9u7QVkIoCMPoGlhKAMQKFIJqtg0EBdAJHaBRlEIXBIeata+ASUhezqngl5+Y3BtN00RRFNG2bXy/339zI/PXtm0xDEO83+/o+z6WZXl6Uqp93+P1esVxHE9PSXddV0zTFJ/PJ6qqiq7rYp7nuO/76Wlp1nWNruuiLMuo6zrGcYzzPB/Z4tt0ACCNdywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBI8wN2SnLfGrigvwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.scatter([3, 3], [1.8, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.hlines(y=[1.8, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, the two processes might provide different results. The differences in results arises from the values that are weighted in the interpolation. In the first case, interpolation uses the values that correspond to the quadrangle in which the point of interest lies. In the second case, the lowest cirle lies in an adjacent quadrangle, meaning that the $y$ and $z$ values corresponding to that point come from interpolation in the adjacent quadrangle. Because of this, the second result is weighing values that are further away from the point of interest, and the result is less accurate.\n", + "\n", + "Additionally, we could start this method in the y-direction, and the results could be different yet.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:17.099069Z", + "iopub.status.busy": "2023-08-09T15:52:17.098786Z", + "iopub.status.idle": "2023-08-09T15:52:17.233446Z", + "shell.execute_reply": "2023-08-09T15:52:17.232831Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.axhline(y=5, color=\"c\", linestyle=\"--\")\n", + "plt.scatter([3, 3, 3], [1.8, 3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.scatter([1.4, 3.75, 5, 9], [5, 5, 5, 5], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 3: Dense Interpolation\n", + "\n", + "A third approach would be to use an interpolation method once (any of the above, or others), for the cross-product of all x and y coordinates, to create a rectilinear grid of $(x,y,z)$ values. Having done this, we can ignore the original curvilinear grid and use the rectilinear grid for interpolation. This method has the advantage of allowing us to interpolate in the original space and not in the warped space.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:17.235503Z", + "iopub.status.busy": "2023-08-09T15:52:17.234997Z", + "iopub.status.idle": "2023-08-09T15:52:17.380659Z", + "shell.execute_reply": "2023-08-09T15:52:17.379994Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_coords = np.mgrid[1:10, 1:10]\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(all_coords[0], all_coords[1], c=\"y\")\n", + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As illustration, we can use `multinterp`'s `UnstructuredInterp` which wraps `scipy`'s unstructured interpolators (`griddata`). This method is not very fast, which is why we are looking for a faster alternative." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:17.384421Z", + "iopub.status.busy": "2023-08-09T15:52:17.383582Z", + "iopub.status.idle": "2023-08-09T15:52:18.968353Z", + "shell.execute_reply": "2023-08-09T15:52:18.967649Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z_interp = UnstructuredInterp(values, [points[0], points[1]])\n", + "z_vals = z_interp(all_coords[0], all_coords[1])\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(all_coords[0], all_coords[1], z_vals)\n", + "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", + "ax.view_init(30, -130)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Why do we need other tools?\n", + "\n", + "`scipy`'s unstructured interpolators (`griddata`) can be used to interpolate with curvilinear or piecewise affine grids, but they do so by discarding the underlying structure of the grid and instead producing a triangulation of the input points. This triangulation is comparatively slow, and discarding the structure also prevents us from using more fine grained information we may know about the function, such as its derivatives.\n", + "\n", + "An additional tool that we found useful is `scikit-image`'s `PiecewiseAffineTransform` which can be used to find the affine transformation that maps the curvilinear grid to a rectilinear grid. Again, however, this tool starts by creating a triangulation of the input points regardless of the structure of the grid.\n", + "\n", + "In our applications, we already have a structure to the grid that should be useful for interpolation. Namely, the index coordinate $(i,j)$ of the matrix that contains the values describes a grid that is piecewise affine and/or curvilinear. We would like to use this structure to speed up the interpolation process." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions\n", + "\n", + "1. Which method is the most accurate?\n", + "2. Which method is the fastest?\n", + "3. Are there other methods that could be used?\n", + "4. Do these methods generalize to higher dimensions?\n" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "hark-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "vscode": { + "interpreter": { + "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/01_Curvilinear/03._Curvilinear_Interpolation.ipynb b/examples/01_Curvilinear/03._Curvilinear_Interpolation.ipynb index ecded6e..633e0d8 100644 --- a/examples/01_Curvilinear/03._Curvilinear_Interpolation.ipynb +++ b/examples/01_Curvilinear/03._Curvilinear_Interpolation.ipynb @@ -193,8 +193,7 @@ ], "source": [ "start = time()\n", - "warped_grid = warped_interp(grid_x, grid_y)\n", - "print(f\"Warped interpolation took {time() - start:.5f} seconds\")" + "warped_grid = warped_interp(grid_x, grid_y)" ] }, { @@ -221,8 +220,7 @@ "source": [ "curvilinear_interp = Curvilinear2DInterp(values, rand_x, rand_y)\n", "start = time()\n", - "curvilinear_grid = curvilinear_interp(grid_x, grid_y)\n", - "print(f\"Curvilinear interpolation took {time() - start:.5f} seconds\")" + "curvilinear_grid = curvilinear_interp(grid_x, grid_y)" ] }, { @@ -414,8 +412,7 @@ "warped_interp = Warped2DInterp(values, (rand_x, rand_y), backend=\"numba\")\n", "\n", "start = time()\n", - "warped_grid = warped_interp(grid_x, grid_y)\n", - "print(f\"Warped interpolation took {time() - start:.5f} seconds\")" + "warped_grid = warped_interp(grid_x, grid_y)" ] }, { @@ -442,8 +439,7 @@ "source": [ "curvilinear_interp = Curvilinear2DInterp(values, rand_x, rand_y)\n", "start = time()\n", - "curvilinear_grid = curvilinear_interp(grid_x, grid_y)\n", - "print(f\"Curvilinear interpolation took {time() - start:.5f} seconds\")" + "curvilinear_grid = curvilinear_interp(grid_x, grid_y)" ] }, { @@ -638,8 +634,7 @@ ], "source": [ "start = time()\n", - "warped_grid = warped_interp(grid_x, grid_y)\n", - "print(f\"Warped interpolation took {time() - start:.5f} seconds\")" + "warped_grid = warped_interp(grid_x, grid_y)" ] }, { @@ -666,8 +661,7 @@ "source": [ "curvilinear_interp = Curvilinear2DInterp(values, rand_x, rand_y)\n", "start = time()\n", - "curvilinear_grid = curvilinear_interp(grid_x, grid_y)\n", - "print(f\"Curvilinear interpolation took {time() - start:.5f} seconds\")" + "curvilinear_grid = curvilinear_interp(grid_x, grid_y)" ] }, { @@ -856,8 +850,7 @@ ], "source": [ "start = time()\n", - "warped_grid = warped_interp(grid_x, grid_y)\n", - "print(f\"Warped interpolation took {time() - start:.5f} seconds\")" + "warped_grid = warped_interp(grid_x, grid_y)" ] }, { @@ -884,8 +877,7 @@ "source": [ "curvilinear_interp = Curvilinear2DInterp(values, rand_x, rand_y)\n", "start = time()\n", - "curvilinear_grid = curvilinear_interp(grid_x, grid_y)\n", - "print(f\"Curvilinear interpolation took {time() - start:.5f} seconds\")" + "curvilinear_grid = curvilinear_interp(grid_x, grid_y)" ] }, { @@ -1080,8 +1072,7 @@ ], "source": [ "start = time()\n", - "warped_grid = warped_interp(grid_x, grid_y)\n", - "print(f\"Warped interpolation took {time() - start:.5f} seconds\")" + "warped_grid = warped_interp(grid_x, grid_y)" ] }, { @@ -1116,8 +1107,7 @@ "source": [ "curvilinear_interp = Curvilinear2DInterp(values, rand_x, rand_y)\n", "start = time()\n", - "curvilinear_grid = curvilinear_interp(grid_x, grid_y)\n", - "print(f\"Curvilinear interpolation took {time() - start:.5f} seconds\")" + "curvilinear_grid = curvilinear_interp(grid_x, grid_y)" ] }, { @@ -1315,8 +1305,7 @@ ], "source": [ "start = time()\n", - "warped_grid = warped_interp(grid_x, grid_y)\n", - "print(f\"Warped interpolation took {time() - start:.5f} seconds\")" + "warped_grid = warped_interp(grid_x, grid_y)" ] }, { @@ -1343,8 +1332,7 @@ "source": [ "curvilinear_interp = Curvilinear2DInterp(values, rand_x, rand_y)\n", "start = time()\n", - "curvilinear_grid = curvilinear_interp(grid_x, grid_y)\n", - "print(f\"Curvilinear interpolation took {time() - start:.5f} seconds\")" + "curvilinear_grid = curvilinear_interp(grid_x, grid_y)" ] }, { diff --git a/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb b/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb index dede69b..cdf3061 100644 --- a/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb +++ b/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb @@ -1,1130 +1,1130 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Piecewise Affine Interpolation\n", - "\n", - "This example is adapted from [scikit-image](https://scikit-image.org/docs/stable/auto_examples/transform/plot_piecewise_affine.html) and shows how to use the Piecewise Affine Transformation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false, - "execution": { - "iopub.execute_input": "2023-02-08T23:21:51.039599Z", - "iopub.status.busy": "2023-02-08T23:21:51.038599Z", - "iopub.status.idle": "2023-02-08T23:21:51.954265Z", - "shell.execute_reply": "2023-02-08T23:21:51.954265Z" - }, - "jupyter": { - "outputs_hidden": false - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from scipy.ndimage import map_coordinates\n", - "from skimage import data\n", - "from skimage.transform import PiecewiseAffineTransform, warp\n", - "\n", - "from multinterp.curvilinear import PiecewiseAffineInterp\n", - "from multinterp.unstructured import UnstructuredInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can download the astronaut image from `scikit-image` to learn how a piecewise affine transformation can be applied to a function as well as an image.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:51.957266Z", - "iopub.status.busy": "2023-02-08T23:21:51.957266Z", - "iopub.status.idle": "2023-02-08T23:21:52.300329Z", - "shell.execute_reply": "2023-02-08T23:21:52.300329Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = np.asarray(data.astronaut())\n", - "rows, cols = image.shape[0], image.shape[1]\n", - "plt.imshow(image)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It is clear that the image has a structured, regular, and rectilinear grid of pixels. For each x and y coordinate, the image has a corresponding color value (red, green, and blue). In this sense, the image is a function of x and y coordinates and returns an rgb triple. To see this, we can graph a sparser set of x and y values.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.302330Z", - "iopub.status.busy": "2023-02-08T23:21:52.302330Z", - "iopub.status.idle": "2023-02-08T23:21:52.395841Z", - "shell.execute_reply": "2023-02-08T23:21:52.395841Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "src_cols = np.linspace(0, cols, 20)\n", - "src_rows = np.linspace(0, rows, 10)\n", - "src_rows, src_cols = np.meshgrid(src_rows, src_cols)\n", - "src = np.dstack([src_cols.flatten(), src_rows.flatten()])[0]\n", - "plt.scatter(src_cols, src_rows)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this example, the coordinates are modified by adding a sinusoidal oscillation to the row coordinates, which result in a wavy effect. We can see this when we plot the modified coordinates.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.398841Z", - "iopub.status.busy": "2023-02-08T23:21:52.397841Z", - "iopub.status.idle": "2023-02-08T23:21:52.491355Z", - "shell.execute_reply": "2023-02-08T23:21:52.491355Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# add sinusoidal oscillation to row coordinates\n", - "dst_rows = src[:, 1] - np.sin(np.linspace(0, 3 * np.pi, src.shape[0])) * 50\n", - "dst_cols = src[:, 0]\n", - "dst_rows *= 1.5\n", - "dst_rows -= 1.5 * 50\n", - "dst = np.vstack([dst_cols, dst_rows]).T\n", - "plt.scatter(dst_cols, dst_rows)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using `PiecewiseAffineTransform` from `scikit-image`, we can estimate the transformation between the original and modified coordinates. Here, we find the best piecewise affine mapping that takes coordinates in the original image (source or src) to coordinates in the modified image (destination or dst).\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.494354Z", - "iopub.status.busy": "2023-02-08T23:21:52.493354Z", - "iopub.status.idle": "2023-02-08T23:21:52.665876Z", - "shell.execute_reply": "2023-02-08T23:21:52.665876Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tform = PiecewiseAffineTransform()\n", - "tform.estimate(src, dst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "After estimating the transformation for this subset of points, we can apply the transformation to the entire image. This is done by calling `warp` from `scikit-image` and passing the image and the estimated transformation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.668880Z", - "iopub.status.busy": "2023-02-08T23:21:52.668880Z", - "iopub.status.idle": "2023-02-08T23:21:53.205977Z", - "shell.execute_reply": "2023-02-08T23:21:53.205977Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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iHztmZ1dBgLGWKh+TFwXNZsbu1g6VyVEyxZdJgXYGbTTOGVQcUU86xFkNl5doW1CrN+j1Dco5stoSQkC/t4OMWgzzMeUn34cQkqUDh/3+WyiY6LWdQKpoPwvEhWLsJuN3GYxeKJEiCqYsQePNpMDjR+dOhiIvsLbCCYmQ0pPwlAhObRIpY6BCKMmxI4f4Z9/147RaT+X3/+AXqPQ99+8FMMUUXwWmBXuKKe5nNBsNvv0ZT+PZ3/GddDotrDUcOjj+kt7ZK0sDLGCNF0F3d7a5545Ps772Sa64/BgXX3oJCwsLqDjGlAUqzgDH3uYaFk2cRmgzZjgYo41BCUmcxOhRRakLxqMhZTUmVookSXBC0Ki3GYxGlPmY/iDHyQS5byMKcRpRUzFYWFlYotIF+WjoR+rGEseKpcVjWCH4xMffw7Xim1g5cAwVJfvkOO9SNonW9Dtr5xwYg1Bgrc/T3ieoTfK4J2NzCwQpl99sW5yIiETkQ0EcgPaBIjj/2jJh1kv++J2rwfb0WxDih6jVfozx+PX396UwxRRfEaYj8SmmuB9x8MABvuPbn8l3/ZN/gjUWhAv2n4K3vWOVn//lK/d32C/+15/iSU88gXOgi5zNjVN8+u/eS70BR46ucuzQBTRbbVSchJ2txRlNPh4hMBTjklKPKYoSaw3WaqRK0HnJcDjEOIc1DmMtwmmiJEPJlOFgj8FwQFGUSGVQUUpVFTjhKMcjjDY02x0kkrL07O2yLOkP9qiKEiUVCwurNFozWKloNBZYOXgxC0uHqDdnESICqbxxCmHXjMRZE9ptX1pxEsTEHhVv0CK8zts5jZAJEosTxpvIOAFisu8W+05qQoCQiSe7OcfZjZRnffct9zocCWE5cuhRnDj1Yc7DW+IU5ymmI/Eppvg6xeMf+1ie+m1P4WE3XrsfeCEnlqHA0550ioffsMmp03VWV4csLIzQlWbU63Ly7k8xGJxlZaXJZZddSrPRIEt9RGWi6lhbUo2HCHwHXIwrijJHxN5H3DlNVRiqquc7XKWInLcWlUKBg1GvT1HsMBr2yBp1Gq2MWCmiOKbUkqoakkYNVo8cpb/b57ZPf4bt7V3mF+eZn5tnafkAutR0ezusbZwg6+/SanSIlaC7LXFmyNz8MZozS0hR89annJOAIcP+OnTV3tRceYsUa88RybBYARFfoOXGgTDnduEuaLeDsxqh2Avg1OnGl4julDzraf+Gj3/iP/HeD7zvfrgappjiK8e0YE8xxf2AH//X/4rHPOoWFhcXsM4Tn6QIOuTQYVpnWVzMWZgfY6xFlwWn77mDe+78JDDisssvYWF+hkajhrWGospJkoSqGqHLgjiRVOOS7c0N4qxGo90kH4/QVUFjZpb2XEo+HlLlY4b9Pt29Lvk4R2tLd2/H742FL/hJLSWSkiiSVMaBAUVEe6bJaG+b06fPMMzHbO/12ekOKQ7DRZceI0kdab1BUY4xVUGj2aLUJetr97Czs8HW5gYrBy9m9fAVJHENE7bWLki+rDlnCjMJGiHUVmOtJ68Ji7ACKysEikn/LSfj7+Bp7gQIK4Kxi0JIP3Y/enj4JdcPj3vMKo+65Yc4dGiVN73l9+/nK2SKKb48piPxKaa4DzE/N8cP/+C/4Fu/5fEIZQCFMw4xaQqdw4owAgasdVhj0MWYz3z8r7nr7r+lXo95yFWXc8EFFyKFYTzMiWspUaJQTpDV6uAMu9vbDIYDZuYXiCJFb2cXJxxLB4+SDwacPn6CzfU1jHaUOqesvC7bOUuUKqxVRGmE0AJdjclqMYPeyBu0SIeSMc6UDIZDZJIxynPuOX6crZ2cfCC59NKDXH7lxcSRpCpKUCCMoFabYa+3w2g0JEtr1GvzHDh2BRdcfDWNznxwMJukgoFxJUAovBJnXUj0wnuaC0IMaOktWYXXpfsUMocInbd1FussSgbplxDhezn+8G0Hec0vXLK/fnj5j9/O077tNA5BPsr5P+98B7/0+tdPx+NT3KeYyrqmmOLrAEIIrn7IlfzrF/wwD7ns8lBvSkxgMwsfO4USEcb62EhtNFprRv0+f/ex93Pq+MdZWGhx9VVXsbKyjHNgjaDWbBAp57XSkcIZwWA4oNFqMTM3R5nnbG5scOjoBZjKcvruu/mbj3yQE6fXUFFCEiWMix2SKCVKJE4XLCyukMY1VCIZj/pe9lWMyWodojhF24JRvkelFbW0hdZjSuMYjwaUxtHrDjhxfIfDqx0uu/wiGs06Ukb0ut3Q/ddQcYrD0d0bAYoDBy/nhkc+gc78orcV9Ubl7O+zkd6qVAic1SG9iy8YjbtgznLOZEWi9qNDpfR+6V5OFvTrnCva6+sZJ09nHDwwZmkpxwmBIva+6Ebz2296E7/7e7/HaGqyMsV9hGnBnmKKBxhJkvDIm2/i37/yZ5BSYYwJY3AT/LZBSF9kJAptSzxBumJzY53bPvV+ttZv5+ChJa647AranRnKPMdZx+z8AtZpT/YSIKyjMdOh1ZojiiL6e1vkRUFZlBSjnJPH7+Zzt93GPWdOk1eOelZHKb/LLcoxcayYnWkTSclMZ5ZWu0GeDxjnQ9JaA1sKLJ79LYQiL/wIvdc9jYwi79ltK2SU4pTCVJJ2q8XS4hLSGcblmCLPwThUHPuf00VIlTIcFVx2+cO5+vpHkTXavvDCuUhPBM5an7U9sSR1E683F0hpDus0QvjUMWstEp9Whjz3OSL4pfrduKekGeu857m1vgOXIEUMCKzTaFPyR2/7E97yB2/lnhPHH5BraYpvbEwL9hRTPIA4evgw3/K4x/KDz/s+P9I1vlCbsKt2LniWiXNxkdppTFWxcfY0t33qgzizzerSPAdWD5DW6lSlRklJEvnPz4tx2FG3mZmZQ8WKqrTsbW+yt7PLcDTGmIqqGLN+5gSb211UVmd+Zh4VxYxHOdZUVLrYt+6UwjE3t4xSCqsr0npKvVHj5N13My5yiqqkyjVRnDAY7uJciZTBccwakiTDKYXWBikyFuaXWFyYJc8HjMY5g0GPshhRljnIBmnaIE5qtDsrXHrlwzh20ZVEcYqKJmNtb6JiQ7dsnQUnQ/esgulK8B0XvjCL0G07q1HKj8CdtUHvPYn99Ixyz0gXCBEF4loYyQuJlJ5PYI3v8v/mb/+W3/0fb+Yjf/M3D9BVNcU3KqYs8SmmeIBw88MfznOf/d089NqrfSl2EHpqrLM4a1HEocAEoZLVGF2xtXmaz33qQ0jbZXVlmcWFRXCK7tYeSEejnrGz2yeuN0kSxcLSKlmcMhr0KEzFxto2W1sbNFtt0jShyAu6O1uUpebg4QtYWl5CWou2GilmqYqSvMiRsY/kNNagtcMaTa3WYG5hBmcF9UaTrNGgMoZBr0evvxvoYBJX6dDrOqqqopbUSBNFXpaMxkPG44zFpSV63V2UjBgMFEIqhsMRVlT0etvs7W6jtabVmWN+bgWlYt8dAzhQUgVNtfc6d9Z3v044b4gC+3vrEF02acR9ZLaQhDiw/ahQ9wVuao6QguZbe+/PjgKhUMqT1B5+4w2sLC3z5t9/C2/94z+6vy+rKabYx7RgTzHF1wA3P/zh/PTLfoLFhTnvvCUcxnhClzEGcAgLTk1kVBbjLLrM2d48xSc+/pdIO+LYBRdQr6X0e33G+RipBIlQDHb3aM13aLbbzM7M0N3ZYNeBk4o7b7sLWYtYXFohiyW97i793h7D4YhGq83Flx3DFhXWaOr1Bt1eFykkkUopqpJiNKKylkajQXtxjmazQ3drj729PYxx1Jp12klKoiLyYsigu0M+6oOQRFGMVILCVAxHfdqdRWr1BlmqMFbT2+vhtEHnQ4aDEQ5LLYlJshpDp1lbW6M/GtKeWeYRj/pWhASponOe6ZYQIFL5Y4KUPo0raLFxCil9Vra1nmCmZOxfbyRO2BD5iT8kWXDOryi8hMwQEWGFA4zfYePZ50IASuAMHDlymB9+/g9Qr9f577/3Px7AK22KBzOmBXuKKf4RyLKMf/ad38Xzvu97qKWZLwYWtCl8BKY2WGs8qUriJUlEWGvIR0O2tk7zwb98K1mmObCySj3LsBXsdXs0mynFsCBq1lk+epgsEqAr1tdPUW82ieMmt99+O7XZBscOH2Q8GrNz9jRal+TDMXPzKyyvLqBHOcoZqmLERneXbr+PUrHXMicp9U6HVrNBs91mPBhxdm0NoRSduQVUEpHWUna2d9jrbpGmGe2ZBbS2jMcabSWWowxHFzI7e4Lh8ASnTh4HkTDXbtBoZ+hCe824Uez19nBUxEoh44gkkZTFmI/9zbtZWT3GpVddT5KKkMRlglDdIpREmGCiInxetg0Es31zlAmZb3837UfjBu3H3xaQFrTDWYO2BilECBJxKBVhbOQPVCEVDCeQwruxtdtNfvj5P0Cv3+Pt73xnOIhNMcX9h2nBnmKKrxIHDxzgla/4Sa675mpv+iEM1jmc1Z4VbozXWQvAhaJtoTJjdjbXWV+/k898/P04RqwuX8jMzCz9vS6DYZeqGOFMg0a7RaOWUg565ELQ7MzSnpnFoeh197j6oVdTDHvsnN3EuIo4S1CFZGGlTi3NiJVkVAy558QpoqROktaI4gZKQr1ZJ0kSlFD0ez2KUYW2GiEESZQi8YlYZ8+cwQJLK8coipxE7pGPCqwbcdvdz+Lv7nwdPrPacONlL+LQwn9lNBqzURSkg5h8LDhwYI7V1cOMtaXf3QLhkMbRaHTQzjLo93n3O3+ferPNxZdf4xneDmxwgQOLkNJblNrIj65dSNwWk3jOCGMNQoASAiG9B7l0IZpUeDc0JSUW4RnlxuGoPJsci5Al1hmUVCHHWwYynETJCJk4/r+Xv5z5uXn+99v+mN29vQfwCpziwYYp6WyKKb5CpOmFHD70OF76oqdy/bVzCCWRSIw1WK2xWqOt8Z2bMxhnQvCFxRrHmVPHOX7Xpzh98jNIVXHJRRcy25pjt7tNb3eHqixodjosLq0ihaXeaBInGVm9zsxsh35vQJTGJEnMsNunKEti5TfL/e6QqhyjlMSUBadP3E1poNbsUG+0MMbgDIAhjmHi+2lMMBJRoLXfqyspMcISqQiIqErNqD/m+MnjdHu7bGy1ee+nPoMv1hNoHnH5lWTJGRqNOlmaoJ1mfq7F8vwCMm1z6sxJBoNdlBQ0mx2McfT6Q3SlueLKR/KtT/se5pdWfPKWBeO0L7jO27hOojd1WDkIJzDOrx0kwelMeB23FC6w6SU47zlutcWYEmMdzmjfocvYM/dVCA0REiF9py9VkIeBL/4AAv747W/nv7/lLXz+rrvut2tvim8sTElnU0xxHyLLfoQ8/4/c+XnJD/0rx0/9xOd51jM3ccZgdOUZ4dbvUwkOXjLERhpjuOeO21lfu4fNsydIEzh27ELmZ+fZXF8jrwqyRp3ZuXnSrIGxFa2ZDu2ZWZI4pcjHFPmIOFM4bejtDVAqpj3TYtTtMxgOKMucYX+Ps2fuIR8XpPU52p0OtWaTWq2B1QZdGYpyRKUtIpiLmOBNYrWjqnL/fURC2qgzHI0ZDobsdnfJi5JxXiJUzFhfwb2LNUDExtYFZOkpku4IyZAoi6nXF4izNnGUsLSwinGGYXeXQb+LiCKqMqcsKu68429Z/dsLuOUxT6XWbGIlKOcDPSb6aicF1pjQcXvNth+HgwgRpEIEJr4Q/h+FH5WHCE4nFK7SWCmwxiKdQTof++nCflsSYfGscqUEQiqE8KQ1sDz9KU/m4KED/Lff+V0+9JG/vj8vwykepJgW7Cmm+Aciyy6mKP4jBEcuawWv/rmLuPmmLRbntZcMWYJe2HjNr/AFzZiK9dMnufvuz7G9eQ+NWskFx47SbMzS6/YRUtBoNHEI6s0mUsLcwhLNRot8NEDriqrIccJRaU2SeNnVeDDgzD3rjEdDhuMRe1tbnFk7QWeuQ6szR63eYX5xnkjF9HsDqqrAajDOUpQjinFOktVotTpoNOP+gDwfUoxznB1ietsMBgN0pcmrPKR11TGFpd28C290cu8OezC4zXewicIYS4pjd6+LlBeQ1TI2Nzeo11r0d/YY5CNkrEDEiEjQ7e7ymU9/kAsvvooLLr0KJRXWaKQUvsu12k8ugiSO8HJLpRDOYlyFIgp1WgByP74TAuFcOrASoSRKSv+xyejb4RnoFh/lKYR/XOOQzmHD80AopBDc+NDrWF1e5lfe8Ab+/C/ec19fglM8yDEt2FNM8Q+AEIKX/fiv8sqflff6uLWCEydrzM/2wbrQWeN9ra1ASJ8Yddftt7GxucbO5t3MzUgOrR5DIBiPx5iyxFhLJBTtmSaNWp3FAwfR4xFnjh+n3moiIou1QF7RbjeI04SdjR0GgwHbm9sYU5GXI3Z6O1x0xVXMzy2QJT4cRDjBqTMJG9tXsjx7llZzA6EUM4szFOOC8ahEW0FrtsXM7BLj0ZCNzTXKYkw5HqGiiEpXCKuIkphK5+T5GF1ucdHyj/D5s6/H30o0B+ZeQDPdot1uEscVZeGoZRlxKtje2WZm9kKyWkp3c5PWzDzH7zpOnMDC0gJCRFTVkLNrJ7jt0x9h+cAR2p05ZJRgjcEKu+87boNVqUOcy8uWCrUf1emLtJKEhC+BFS7YnzqU9DGfzhqv5nYW6/wkxFkXDgjsf69JX+2sQsrA9MeP3g8fPsTPvPzl7O11+ejffvz+vCyneJBhWrCnmOL/ASkl83Nz/Nqv/DJJ2vqSoREHVvoY7aMbLQaMA+mQcYSzllOfv4PN9bvY27qbpYWIY0cvxli/R+11d9nb2uHwhceYbTdptDs0Oi362+vs7PSQKkIbQRzBbKdDkiYMRiPOnt1iNBqxs7VBkiTs7QxYPLzAJVdcQRJnlMUIJTOGvSHvfN91/PZbvw/nJEJYXvgDb+NZT7+TRquNlBHjfESv26W7u43TjnhmDqFSTp6+G+MKb2ZihmTNDkaPKIc5W2d3qbRgZeY3aKXvINeX0Jk9zmh4giSCfDDCZTA/X6PRadBpzVLqir2dbeIoQuIYjUtUUmN9cxfrHGnNu8LFKuPO2z/BhRdfzZXX3oRSEUJNgjy88YyQ4LTwTHInQr/tcEQgfEiIkKG39m21N1ZBelIZEoNFiIg4Yt9RTYTAEM9SB+sMGAPSYJxDSnxhd8GtTvnv0em0+a9veD0v+omX8/4PfZiyXAQuAe4ATj8AV+4U34iYks6mmOLvQS3LePiNN/CCH3w+xy44Cs7xtncc4DU//wWhES/+LE990smwY3XBmUvsd3IbZ07wNx96J93dEywsdTh29BLqzQbDbo/NjbNsrJ3i8isfwsryKiKSJFmN8WDI1uY6jUadqqpYXDqIEIYiH7N+6jSkCUqlWK1RkaBWr9OZWyBWknw0xOgSISI2Tq6zWyzwsl94Hc6dmwxIafnD3/pNVlYKJJJ6c4YojsnLIZsbG2yf3aDf3aU/GNAfD9jb3GOvu0Wvt4szht5ojNWG0chQld7cW0lJo6morGA88jamzhlazZg0sSRxk6WlZWIF9Xqd7e4ue3t7FIVh7WwfC9TSiEQBSOYWF7n2hkdz3Y3Pozc4xJGjOUsLY4wJJD58p++7bD/VmISE7BuhOIdEoFTkx96BmOaQCOv31P7jEocJum+DAQh5LNZpnBXetU74bt4FCRgyRgmJlCCVRAmJcYYfeeFneN8Hv48Jcx6eD/zm/XPRTnFeYUo6m2KKrwHq9Tr/9JnP4FlPexoHDqz6m7+UPP0p69z0sG1On65x8MCIxYUcravgfy1QQoVeD3Y21/jsp95PkZ9laWWOI4cvJE0iuhvr3HP8OM4ZrrrmKhr1GfKygtIy6I1xwoSwEEukFNtb6+T52O+644SWipHC0VmYI80yIqlwVUVeGKqqIh/nWGtpz89w6s4L71WsAayV3HabYHZmTJzU2NnZREqoygK0ptmqo80IF0GUxdjKkhdD9vZ22d4c+NhKgbf/zBSR8vnTRa6REiIJwxEgHEmkqaURgpJub4N2q0XmEjqtGbrdHZzVNOoRZWUYjSpy6dcPaq/LX73/Gv7dLz0a5yRSOl71Uyf49mduIZ3C2NIXYuuwzu0zwAUqWMC6QC4TWGxgjysc/mBFkGpZZxBSh89XIQnM7vuZCxfjpMUYz0Z3zmvDnTVIIq/xRvqxu3RsbmZ84MPPYz8TFAW8EfhTpp32FP9YyC//KV8ZXvnKV4b0nHP/rKys7P+9c45XvvKVHDhwgFqtxmMf+1huvfXWr/XTmGKKrxpRFPGSF/5rnvvs72ZlZSl8NPhbO8PKcsn113VZWsyxRiOcRDg/RiVc86N+jzs+/ddo3Wd+YYFDB4+hBKyduofPfe5TRLHl8OFDpEmD7l6P8WjIYDjEuBJdjrFU7Oz0yUvDMC/QRnLw2MXMzMxQb9TozM94kppxFHlJWZVUZYm1hka7QbvdxKJpte5CCHuvn09KS6N+D/fceSenj3+ezTOncUC3u8v6mZNsrp+iGI1pNup02rM0my1arTZzc7O0ZjOEEEgZI5VkdrZFZ7bN7Pw8Sa1NoznLgQOLLC42OHh4kZWVOeI0AenQVUlZavqDHqYakyU1VJIyPz9Do5FRakeU+DCOnb0O7/nIC/cPG9YKfubVRzi7kXp2uJA+PCXEa1p8qhfS4YTPxvbvF376wUSz7cll7txWmn0Cm7NeyiUVUkkv6RIKiFAi9mQz8IcDa7BW+zG8teHPjruPp/damYQrCrj4vrpcp3gQ4T7psB/ykIfw53/+5/t/Vuoci/Tnf/7n+aVf+iV+67d+i0svvZRXv/rVPOEJT+Bzn/scrVbrvng6U0zxD4aSkp979St52PU3olS4lTsH0suKcAKM736ttSGPWQb6sQ/R0EXJJz/6l+zu3kOzXmem02Kws0G322OY7zK/sEi90UZlDdY216mnGc2siSoN/V4PrSvqrRatmSZYRyKg2WohtGHm8EF6e7tEKsEYy7gYMe4PSJKMJItI0xpFOaK716UqKmrJJv/8GW/kTX/0fKxTSGn5gef8HssrJYOeYnNzG2crtrY3abU6FKWmv7uDE5K93V2SJKZez6jVU8z6iCxLqEpLr6+pKoukQEYRrXrC3FyLmc4CM+0mKoJWo0mlx5w8eZzNrTOMc82wn9NspkhhMSQoqajV68RpxmBUAZYsVQzzS/i/JWPWCk6eTFleLlAqBuFd5SwWRYKpSl+8nQ/2cMLbmPpxdvBvF34DqFQUUroEbnLYwvpm2QIy0NucRVqBk6G7Joj1rANR4YxESIUSAoPh8KHxF/EcQAN33ufX7hTf+LhPCnYURffqqidwzvG6172OV7ziFXz7t387AL/927/N8vIyb37zm/mX//Jf3hdPZ4opviyEEBw7eoSXvPBfc/mlF4fgCL+vNMJ9gThI7Nth4oLe13ltsBSS0aDHh97zDu6488MszC2w2GmyduJu9nq7ZGmTlUMXIJXCVhXFaMDi8hKzszNsra2xs7ULSjK/uMhMp4WIIvrdEUurqyRJwubaGUabXQSKQo/JiwKlJK1WmziWDHo9TOlZz+3OLGWpGY2GPPqGD3HVJbfRHV3AsSN9InkXvS2FEYK8NFRliZKaca5J04TBqKK7t0GUGHQxJo4bCBkhYxBUxBFIqTHWsbk1BgXdeESjkYLTJNESkVJU+Yg0a7Cycoharcba2hmKYsC4KKnVIoRQVKOSRsOzsutZRLc/pJFGzM2cgRP3loxJ6ThyKPcHKOE9xp2wKKH8exRFvtiKSWQmRCpCG4vQFtRE5OX9xKWKccZ4ubbknCRPhvQQBdL6wm2N86xydBipB6mYcGFMKbFOs7xY8TM/eTeves0F+zyHn3zJ53nDr4/Y2b3fL+spvsFwnxTsO+64gwMHDpCmKTfddBOvec1ruPDCC7n77rtZX1/niU984v7npmnKYx7zGD74wQ/+vQW7KAqKotj/c6/XC/+1CqzdFz/CFA8ixHHMTQ+7ge9/7j/jgqPHvAWlVMh9GRA+99kZhBR+lBqylYWzPvPaGfq9Ph/70F9y9szniKVFuZLbb78VYzWt9iyLC8tIEWPLgjiOmF9cpNlus3b8OJtb29SbNZI0ozMz7/XHzrK0tMywu0e3KjFWU681GA4GxPWE5ZlF8tEIKxzj0Zi4VkcQMRj2qScZjVZKZ24Gayy13i7z449R5SWylpBXBVZLhIvAxZR5yWjcBaOp9Jh+b0B3d4s4Eyh3Boeg1A5rIobDAltIsthSS0FIhXEReWU4cWKTfFzSbLaJFVTFOrV6Rhw5mo0YITO6u2NULH13HqcY5+h2dxiPc2wlsHFMKo5zzUU/zqfu+g84p5DS8TM/eRdLS6Owf1YYjG+aJd7RDF9QlVV+z4zbtyp1YVLiLGGcLn2il4p9p+y8z7snqkkEEb53dwilkE5jrGeiSan2zVUEk47eZ2lbDM98+g63PKLPyVMZFxwtObBq+M5n/h+e+h3fxem1takH+RRfNb7mBfumm27id37nd7j00ks5e/Ysr371q3nkIx/Jrbfeyvr6OgDLy8v3+prl5WWOH//7A+Jf+9rX8qpXvepL/M2twIuZMjCn+GoRxzFP+7Yn893/5JnMzswgAKUA6SU/HpOb8rlMZk8j9uQl5xyjwYBbP/FRjt99K6bqgTHsbO9gLawcPECz0aDZblKMcnCGLK0x6nfZXFtjY3ubxeV5Ws15Wu0O+XBIkiRoq6mKcXDyAlNWDN2ItFHDasPO1hYiEkgX015YYdzr4STMzM6CcGS1JrqsMGWOcJCPxwz6I5KRIkrryEgyHo3Y2twhUilxIsjHfcpySGU0TkacvGeP1QNtksQyHI0wCAb9Eu0kQjvSWNHsRNRqNSyKQX/EbnfAzt6AWHmDFiUF7WaNOJZobREqIooi6rWW38+XBVVl0MbSbMY0OjUa9Zi09tusLr+Xh930Ur7pmy9mdbnyDO/ADBeI4DwmPS9fWSwRDu2JZwhwMmRt+ohTiQqUQDFJ1MSJINMisMuF75YFEqUUzjqEin13LTwbXYoEa6v93G5c5SVlTmGMZmnRsrxUIiU4K0mzjDf/1m/wM69+DR/6yF8zGo8fiMt9ivMc97msazgcctFFF/HSl76Um2++mVtuuYUzZ86wurq6/zk/+IM/yMmTJ3nnO9/5JR/jS3XYhw8fBrpAHTjGlIE5xVeDH/i+7+WfPvPpgCCKJGmcoiKFUH43LcKoU4rIxzkCXttrJvWaqij53Gc/yUc+8C4GXZ+W1WjU6LRbtFsdsiRCKUMW17DOeZOT8Ritc1A1ao0aBw4eI0tr9Hu7jEd9mg0/EtflGGuqQIRKieMaxmqsqYjTiFrWREUpcZIiRcS4yDG6wlmH0Zpi3CdppAgZ0e/22NpYx+iKWmPGy6OilI31s/S6A9IkIS/20Lpgd3uPSlu6g5xYJRw4OE9pCvLRmI2zQyotcNaSxJKspui068RZg+3tLv1+jnYOqw1xrMhqkKUJ7XYLXIm2GiUhiesIpTBGYJyj1x2TZikzM3WqKqe7t4uzlhtufCLf+dwfI44yTwpDeTey4BnuHCF0xfku2BpvtOJscJ3Dj66VCkEeXr+tiPHhXue8ym0Ia/HmKfJcQcanf/k8bes7dRcOcghQEikjf51Ib2Uqhde9SxmjpEQKwakzp/jN3/nv/PHb/4Rev/9AXfZTfJ3g607W1Wg0uPrqq7njjjt45jOfCcD6+vq9CvbGxsYXdd1fiDRNSdP07/nbCQNzWrCn+IdjaXGR733Oc/iWx32Tv9FKQRRLlIqD4Ybdlwp5hnFgWgu/w3Zhf12WJetnTvHpv/sgmxt30+sOWFxo0240qaeK4e4mIwWt1gxawSgfUZZDmq02WWuGLOswt7hAomI2N9c4s56w23sIR1b3aDXOYqsKYw1plmHdmDiuaLSaxLUmQsZEUUY+GjMcjjGlQVeaoiq9E1k+RkQCtSdpdxaJVYMsa7B59jTORgzHQwQRUjmGo03ysSQfjzDaUuRj9nY1lYWBLqhnQxqdCFdZkiwi39MkiSLLYoSAcV7ihGR5cZ7OjKY/LBj0u1SFxlWStBGRpRFKZeTlGGcLkBHNZovSaCIV0W7NUtmKZr3JYLBDs9lmPOxz6p7Pceb4HVx8+Q1fMOJ2nmNACP0QgRiGL95CEghlDmec/2/rsMIEb3cwwiCtJ43hnO+8xYSr4PX0PgnMopxDCrDScxaQgPF9uhOEETk4aRFG+uhtEYxWMEgLTkoOHTjAD//Av2BpcZE3/sZvMhyNHojLf4rzFPd5wS6Kgttuu41HP/rRXHDBBaysrPBnf/ZnXHfddQCUZcl73/tefu7nfu6r/A4GIe7mvp0TTPGNhCsvv4znfc9zufqKKxBSopQgimKkEgjlghwxmlDM8C2XH5E647BOo1SMc5ZqlPO+v3w7p0/fRlEUtFp1YgRb6+tsoJmbn2OuvUheWfLuBlobDh49Srvdod7qkMY1rNasr6/zvo89ire+61/tO5I958lv5PIjb0ZFCePRgNWjh1EiY9QbApZIpGizBRKciL3/N2BdSaVzVCTp7W6ijWPQG1Or1UAYimGf/u4eSb1Fd2+NdmeRRKWsnT6FMZ6WVVaGcW4xQqArzc5OD21TskyhyxFGO0orqaWSRrOGE4Yy12AGSKmY7cR0mnNop2k15lHSkOd98sKP5dNU0GhqhHDEUjIajsgaLRJS8rygLBxVZSkKS6+3zW23fowLLnlo8AwPetSQ3iWkxB+wBJESWKEw2oXoTJCR9yMXwnfhVoaYbRf+3ikslS/yxoWoVIm1zh8OhJeKOTvhNJiwt6/ClMXL+nA+69xJi7ACoRSCCGGdDyxx/rCwuDDPc7/7Ozhy6BAvevlP7tvZTjHFl8PXvGC/+MUv5mlPexpHjhxhY2ODV7/61fR6Pb73e78XIQQvfOELec1rXsMll1zCJZdcwmte8xrq9TrPec5zvuLvJYTjOc9+H0I+hXe96w/Y2tqaXvxT/L2QUnLTjTfwIz/0gywuzCOERCm/p5RKEKnId19C7juWMdH3hjGsFSWRinHW0tvd5f3veRe33/53jEdjxuUYXThGA0O9kTA/W0fFjqLYI04lzXrGgWPLHDhwCClr1LIa/d0dtnf3OHE82i/WAM5J3vyO5/PS572bldkhiWow7lZoO/RZzq5EqpIoqZNmbYzOSesxxuQM9gZYY9jd2Wa0t8FoMIYoYWZmls78MoPeLsYqtK3Ix3ucPb3G7NwB0iRhe2tEUYGSgqIUyFiQjxw9KvJcMzufkqTeWzw3Fd1eRRSNWV3tUKvFFBXEsaEcFggnac+2mWm3qGV1hvmArc1TxGnMYFBQyyy6qIjjBGcNkUooTM5gsMd4VFEWOeOyoiiGrK2dZHtznfmlFYSIfJF2oJCBte2tSI3zed5SCaRIscaibe7lXtZ6fbb1Mi+hPAPcuAopg4+4tEinAB2Y4ALpwrFNCoSTGG+PRiQStKj8nlx6CZg1pQ8z2be4CAc+641ZJnGmtUaDJz3+CRw+eJDv/Zc/xGA4vN9/H6Y4//A1L9inTp3i2c9+NltbWywuLnLzzTfz4Q9/mKNHjwLw0pe+lPF4zAte8AJ2d3e56aabeNe73vVVabDf/afH6bQy7rz7Fo4eavJ//uSd3HbbZymr6mv9Y01xnkMIwWMf/She8ZJ/g3PCk4hchRCOKIpQMkZKAIOPivBdrnMCjMUJG+61Emcto+GQO27/NB/92Ie46/imJ01VYI2/ya8cbGNN7P22D86wvLLE6tICUkikTBDOO6FtbW+xt7PD2HzTFzmSOacwXEuWfZKs1mB+cYWs1qQY51hrEEIw7PUwxjHo96nKEboq6Xf3yEdDesM+iXTEScRg2KMvQEYJcRJjxyX5YITVBpzhzMkTpHX/GpSFQ0YSKaAYWSIF1sJo5BA2J87AmaAzllCUmrtObDPTUdRSn34lhURJ2NnucTpZI00Tao0EZyxGG7IkCoQvSaELkixjd2uD4Wjod9IIZBRhjAJr2Di7xtm1k8zMLxHHLnS257zClfDfV7kIJzyxDeEdzyJijLM+5Us4JsGnk6hNgd1fcSip/GM7FQxS/ErET9F95riQvvgLCdL5r7dMMrglWIMT0nfawieHycgfLCY7ceEsVmiuuPxy/tt//jV+7KU/wZm1qeJliv83vuYF+/d+7/f+n38vhOCVr3wlr3zlK//R3+vQKiTpLEl0OfOzLZaXFvk/b38n73nf+ynL8h/9+FN8Y6DVbPKYR9/Cv/nRF+CwSCk9iUtGSGVRKkLJKPhJ+50k+z5YxuttHRCKtjaa4bDLiXvuZv3sWcYj4yMr8VreJHUcPdjhhuse6nfVtYQojtFlSXtmjt7eHqNRl82Ndcoypz0zixWnEMLg3DndsRCGWnQ7EQn1rMWo22P37IZPoYoTylxTFSVFOWbc66N1QZkX9HubDLp7VJUmnWkz05qh05rDyQhdaupJnUaUYYRkNMrRhUFJjd53azMUpaHZkChpfeHWDmthMIa69cUtiUHocxrm8dhirCNSvojhLFVlqdV8MIpTUBUVzhmiWDHONTLSpFmEKQuG+YjNnQEznRpZrc5gkGMMOGEZF0OG4wHGaFTk3ztjq0A8C9pq7Lmi6cBJRxQ5nJUIrTFSBiKa8QXe+vdWKO/7jpgcmAySEPIxgZPB1tSGw5wIe3S/i5M4bEgIwwkUEhnG5AjfpVvMvluar/8KYS1XXn4Zr3rFT/La//BL3HX33fflr8IU5znOay9xrSvSLCarxywuLvHQJGKm02RpcZ43//4fTMfjD2ocBC7h8MEx3/GsG3jytz4eKRVCRN5yUkqEAqXScPO1+L4u3HSDeSWAsSbkMhuklBij2Ti7zvGTdzIajqh0cMdSocuSkFcFS0tzZLVGKPQCjGLjzGkGgx6j8RitDdbFDLp7xGqHZz7uV/jff/ljOKcQwvBPn/B65tq7lFWdvZ1thJAYXWGcBacYDYaMul2sM0RKYHSBACIFSaKIpSSSMfOzy8zMrVBvtRmNRhTVCCVinJDkVc7C9ll0acirkt3umMW8pMoLLAWDQcF4VKAN6FB/NIL5uYg4tuz2LLtdh9EQRQ6lBFka5FDOkKSeI+CV05Jau01RDLHWobWmKHIcEc4WpLGkXk/p7haUuUUbi9UWEfui3N/bw1YGF1s0OuyNCRNnFyxLIWi0Qm61Jw7KSCKsQxsBItofTXvHOt9IeDKaCYVbIKRDTAxy3D7tkImBjsACEiEn3bPbDwnxJDZAuKDdd8jQbeOCfaoDK/za5aaH3cBPveQl/PKvvp5Pf+Y2zsNMpinuB5zXBds6Q1UVaKPDDkyxtDDPtzzm0Rit+R//6w8f6Kc4xQOC5wG/DihOnbEgPkGSrHmZjfQdjpIxQlp/gw3kYCd8qEPwGfVERgsC5YurtYzLAVVpuP1zt3Ly5N2MRl4SZCzU65KV5RatesqBlVW2NneoZUO01ozzHG0047yk0gWRSjHaYW1JFPkR/DUX/iGrnT+llx/jwOIOhw86rE5BC5yEpJ6SpQ0GeZ+8P6Icj0FWNNIaUggENUCTRZK51hyRqtFoNpmfX2bl4FGanQVvgFIWFPkosJslhdGYUpPnOf1Rj15/j3xY0B/12dvZZtjfY1SWaCMxNqfd7pCmMaPhHpXZY2+vQjuHrmBQWsaVYb4DcSxIswgZ+bG0r2AWayVKOD9Ktjla11BSEsmIes1RFY5+P/d7aOnQGnpbA/Z2NinKnDir45zxHu4CBA4rBcr5cA8lZcjDNp5cprzlrLX+IIZUGGtZW4eTp5ocOZyzsqKxNnTe0u4HiAgpvQ0p4WLAd+nOGZSMCWblBJvyoA0X/pCGZ6p7+b4LzzV07cKvHMCCkTjhuP76q/l3P/0KfvFXXs/7P/Sh++uXZYrzCOd1wVYqRqmIvMzJ8zHdvS69Xp+irLjo6IV862Mez1984K+o9HQ8/uDBQSbFGnxBet2vXsstj+iysmwRwqcsIeX+GFxMbpzOIqTy+8lJfy0JDlm+s+31e5y86/N87nOfZGurh6kcQkGSCBbnU66+/BhXXX05tWaTT37kw3RaHbJaHW1K4iRBGEEaNTBlQZwocAm2sowGXapyxGyzxtL8Lo1aB6PrOO0wQiEMjPZGaFOAgHLcI4od9cYMGIvQjiROUTgaM4t0ZubIGg2yeos0a9DuLJLWGyC8EUhRjTBao43GaItxBisEo2Gf3Z1dxsMR/V6PdrtJOV5BxRmj0YjReIBUDqMLIumYm6vY2Oky7vuRubaw0TP0csdc07G62KZeF9iyxOkIFysQEiM1TlcgLGVVUZVQSxOyWo0oStnd3SMfl+SFJc0Ug1GXM6fupL+3Tb3R8V2rdJ7wJfDuZE5gEV6LHTptCURSgI1BVkSRl3r9wR8u829fe/G+fehP/cQd/JOnb2CFRbkIQoG1RmOl9bpsp/a7bMG55C+/9zb4nC/jn8ski9sarBREk72BjILFqbeQ9d7mweJUSI4eOcyrX/HT/Mobf5U/evufhEPGFFN4nNcFu6oq6lkDKb3nc38w5OTJdbY299jc6oNrcGjlMk6cuR1jiy//gFOc98iya8jz/zs0QrJ2psXqyl5gE4NFhwG48GQzhzfZQKBkhDET4qJASkmcNqjyPTbWz/DZz36S3Z1ddGVJMkmzGQEOFXags+052rMzXHXd9fR2tnHWkIgWUk6Ki8ClktFgQJEXVOM9qionqzWJYuW11UVOWRQIqciEly3posRZg3GaOEpREmIXI2NHo9Oi056h3erQmZmlMTNLWusghS9iUkbe0lPFmKokFU10VGGrMUXVp783ZDjus7O5SXd3j8FowGg8QOsC4ySOPQQCY0oEMZGMqddmmJ3RNOojBqMCZ/1WIJIwKCylFljTZ9mk1JKIohgjBmPfhUYQRxA5QVL3e3PtSmSZ0qg3MNZg6VOUBaOBxdY1W5tn2Dp7mrmVVV9U7SS1S2CdxUhBpJQnn4ngmWIm+nnjqYQy4swZtV+s/fUhePXPXcItN+2wsmIwePmVkA6FQlh/wMBKhAtSL8BZHYhvoY0PHbSUcj+p0F9Bk6wwP/52IY5TgI9jncRmC4ND0Z5t8W9e8KPMz83x5v/5vxiNpq5oU3ic1wV7e2cPJSKiWJIlKXEcsbM34nO3b3L2bI/tsz2Ge4pUzDNmE8eUPf6NjEsuupDHP+5hvPE33L0IQ1I6Dh4ahpuw8qxdws7TsT/ydM4F2U4FbmKY4lAywhrDzuYma6ePh66wROD9sY2z1Ospc3N1nC05fs/dNLbr2MqBjCnyAmtytKkQRFhXURR9dFVQUxmd+SWfthXX0eWYIh9QljlZfYbOzAxSxpiqwrqKKi8QwtFuz1Br1Gg22szNLlNr1pntLFGvN4kSP36O48yPb5HkxZje3hbGCMrC78/zYsCgt0dRFmgtGRdDkIrGbJOokZD0YJxLunvb9Ho9jDGk9Tqpq5PENYQS1GsN6vUIJQuc8mKmqvL/tsbRG0FzrNFlRaOhMMYbkFSlXyNkaDInUcKS1WawumSvu4V1kk4jI4klezsFcSTZ2NnlxOm7ueiKa4nqsd/zOr8aU0oibIQV/hhmAovcF3PvTiZD9MfJM80visC0VnD8VMrK0iBUe9/8CuG7Zl9qJ2ldBAMdPyJ3k2vFWJQS4JS/lpQ/UFgHwgZ9v3UYNBLpTVycj/B00gaXNc9ebzTqPPe7v5tmo8Fvvel/sNft3ve/QFN83eO8Ltgn7jnFzlaf1ZU5Gs2UudlZ5uda9PqOrbOa0cBgtUOSokSKdhaYGu9/oyGKIm546EN5/vO+nwsvOEy79Rl+4Veu3B93vuxFn2VlufKTGCYuWYFgxL3Zv8ZpJokS3tHMoauKne1NTt5zJ2CoZymtRoZZaGKdj3hcmMlYWZohS2N6wx6j0Zg0i7BGk4/75OMh1kBRlFhnaLdqNBst0rhOLFJMrinLIVIKVJShKonThv7uDkaXWF2RZXVmZ+Zpt1p0OjO05+Zp1Nu0OrPU601qNW9x6Ds/v7M1xtLv7bC5cYp+dxcVxygVI+OEJKszW6sTJwlJ1kQqH3qidcWw32Uw6NLd22Vr8yzbW+tev03kX6tAqE6iGs1GihSj/TVC4ptNjPVFOy8sIhE0kMSxwVpBlkmK0vji5xxJEhMphXGQpVCVmjitkdVrSDGiyAuMMeR5TqkraiIKtqD4gucmzmUOEbKwZWB+i4k1WbAdPXok/6IITCkdxw4VgT0YfjjhddpSSbDhOrEhnc2Gaye44Un8c7AWnNBEMoKwzxb7j+gPkhPLW+G8Q5onyHnSm5QOLFgB9XqN73rWM2g2mrzuDb821Wp/Q+GrC646rwv2XZ8/Q79/muXlWa576IV05mocPbbCxRetc+p4HyVTlEi8WYKIEM6zPx36yz72FOcHGo0G3/60p/FtT/pWDq6sIoTjad92hoffuMmZtQaHD45ZWdGICUEIL/txziKc756cI7he+U5KSokJemxrNcN+j+N33cZgsE2r3aIohrTbLZJYUtkKW1nmZupcesnlKKnQlaXf7XHirjvJajFG5wx6PR8EgSLNGkQqIVY1opD8ZIzFGn9wqKqcWEXE+OeYpTWyuXlarQ6teoeZuUXanRlaswvU6x2yZhsZfgZd5YFYJ8nHPdZO3UW/u4dMUtpzS8S1jEZjBhkn3gAGn+ltjA/MMM5iDUSxIEki6vUmc7OOSMY0GjMMR2NGoy5a51jh5XGtep042WWipFRhSlwF1vR4bGk2Iqzz5C8pLaayfuSsJNYISqMZj7eRkaJVT8haCWm9g0ASpzXOrm8yGuWcOXUKq/1Y2qdmhV1zYGU7553JpPBENB+c4mVmExfx1eWCV//0XfzUv7tw/1D3My+/k5WVEmsdzlqEjCAksXkvHV9yK2MCg9t9wR7bl+xJAQ/cc1RYP3sWuQE3SQlz2OCFbsOUwLPSFco5nDT7Zi2RjHjqE57AbLvNS37mlVi7ClwC3MHUjvl8xfOAXwTmvuKvPK8L9q23nqS7Lfmk2GAwKHjEI48xPzfD1descPudGxz/7JjJwkmSIkQeyCHRtGh/AyCJE17373+OQ4dWadRrvoPCpzMtL2pWlnf8jVZGk/mmz1LGM5QRXqoFTLi7SCX9CNUAzlGMhtzz+VvJx306nQ5VVWCqnKocY23FwuwMtTTh4OpBDh26EKMrTp64i431exiNdnCmQRQ7rBkTJ3WktUTSBWuWyBdpSqSMsLqi0jkSS5bGNLIGcVyjM7tAe3aWeq1JVqszt3CQVnuGrNFBiLCAdwZjJnGP3gv85IlbqbSlMTOLQ6FNxXjQpxgWXtIWZ1SVoSwLSl3iLBiriSO17/xVlQW6KohUTBQlZInGuRajoQRXIYSlUa+TpYr+QAfTFEhSwAiMBqcd1ghUJEkzH6ay0y/Q2mu348ggYkskJLWaYzh01JopkaloNeeJEsNwMKTIS7a21/20ws757jeQC6WU4V3Vk4k2zvqCa50JH3NgBU7Bdz5ri0fdvMuJU3WOHM5ZmM8xVvpC78S5jGwMSiis8+EdSjqMrXyal4iCR7nAimBdi7cvFcZghCUK0jOpvOHO5Pp0FqwwQQ7mR+8KiRP+OZjJTD5keN9y80388+/8U37n9x6HJ1Qa4PlMkwrPN0xIsV/dtOS8LtifvW0DZzMiUec977kDY0c8/KajHDy4zI3XHeDsqS6jsWdsShshnMIFlrCghnEj3HREft4hiiKOHD7ML/7sq5ibnfeMXKG8TCh0Rc7pMGIM3lLOs3YRbn8Me250bEPhs+GAZxFCMRjucebEXYxHPZrtuvejtgm7O1tYa8iylMOrKywtLjDojzh79gwYw2jYYzTeJo0FtVpKmsSkcUKSpMRJjFRNz1R34ORE/2txaOZmlmi2W0TOkcWCublVZuYXSRst0lqDenOGRqND2p5BOLBaY3WJsxZnDKUuGI9GDHe7JGkbEVv6/R7bG2cZ9HOMzdneK5FSUGlNpQ3jccG4yJGRt9Bs1BPqWcbiwhJZs05VVYyLIaaqUFKSJglFMaAY50ghaLSaNJoxu32NLn2xNAZaNUlRhPG5ECRJhkATK8fsTMJO13e0lTYICypx5KVFWUvVNXT3cjZVn6yeYoMveK3eQEh/oPCFMtiNhiOXxHt2C+s/oq1GCek5XVKAtRhrkcKxvKxZXS5BCKzzmm2DQBof+OGMQ0lJ5UqkUCipcEpi8e5r1s/GCQam/rng3cadERhZgoyJLTgR+ZWMPafwd0E36F3X7P7hQ0mFixzoCIdn8G9sRPz33/8mzh0tFfBG4E+ZdtrnD6S8DGvVl//EvwfndcHu7vapNSOixNHfqfjAX92NoOSh1x7jwouXuOjSk+zt7SAqFQgi5/yrIpGRyBaF3cW4KQvzfMFMp8NTn/wkvuvbn0Wr3QrFzneYwebEW1VKiRDevMMhkZELe2rhb/7BlcoFoo/333AYo7Hako8HbJ49zd7eOo1mhooipEg5deIEtVqDpYUFZjptBoMhNz7sEWycPcN4NGJza5PxcJNmI6PZnKXVmCGOamhjiRIvP6qM31MaXaK0JC9HSKFZmF9lcXGBmblZpBPMLazSaM0QZxm1WguhBFltjiitIWWGq3z0prUabUuqsmIw6DLe6zEe9OmNh/S6XXZ2thkMcpyK2djY4O4TJzi9tok1mmY748gFVzK3vMjm+lmqqmSzu0M17hNTcODAhcwvLVCvZeBAJSlJRJhQWYp8RCIj5jt1NjZyTJBSOSDPHUkCzgm0ERSVRUaKOEqpOcP8rMQIy3hkKQqDUIKytAgNZWkoSwtizGwjw0hHp93kwKHDpFlCIPiHMbd3Q3N4hzPpJE5YQGCtCdnmwu+hAwHNhQOckwIlJNI5zyqX3g5lsiaxVCgRg/STCyEIHbD0p5JJ8Af+uThnMcL40bf2dqlOOWIFwvk4TxdG4NIGmZgw+ypvERbe0gmUUhjhZYWnTje+iCg3TSo8v1Cv13jo1W0+9Nf2qw6rOq8LtrUlpipwcQuBZGtrzPvffwKc49gFc1x++TIn7tnh1ImBP4VPuiwcDk0kOiRJk2G1RmUn2bTeIWu6I/r6ghCCQwcP8tzv/k4e/7jHopRECj++ZkIiE3g3qXA39yYW3slssie0zttRWmd9VypskAZ5lrhxlrwYMeh36e5uEScxaZoRy5i9/h4IS7vdYrbVYGamBdZiK4MwjmI4xhRDIpUx015kfvEwjVqdqtJUhcHakjhLiCrHeDzA6Io4Smm3Zpif6TA3t8z8yiqduVmyWpN6vUOaNXzqk5De91t40w5bjrG6QhcjtPWddZWXjAZ99na26PW7DMZDdrZ3QCiac0t84lOfYnPzLItHLuSjt97F6lKHRqdBqzPLox75eCppuOfOOzh5521sn7VoGzMY71EfJiRJhIoFzUaDOJMo5TBVga00xigWZufJ0j0qbdCa4MsOWkMcOYpRybge02o3yWop9bZjt9cjN4Zmy9CsR2hnUZWjqiCKoCgdurLkRYVKFLVah6NHLiGK41DY/MHHYf1wRE4OXvjxtPMkMRuccXzCV9gp49DGoYKLmQymJxKBkBJrjS+gTgVDFQXOu5hJGfnvZS3Gas8Al6G3dhPTHeffKxOojUKh4nPPjmCu4jO1g9FKOFCCQioVDpR+hH/4yOiLiHJCGI4dqbj7+P3xGzjFVwshBIcPHeC6a67i2odcwNzMW/g/f/qkr+qxzuuCDd7YQNuCRDWQRGysj/mr996NrnJmOjUuuWSe7c098soTz3CFp4Q4jUUTiRbN6BAjs0FhnsE5043pjujrCU943GN50hMfz/XXPHTfgtI5ibOlv3HjV34OgRReF+3XH/ILunDnd9ZOBOmsT1+SEytKAaYsKcdDdrbWkMJQqzWJIsloOKSsxkTS0GnWyOKYhYUFinHBqXvupsgHjIY90jQhq3WwZUUiY5RQGOENW6o8RzhJmsVUYWTfabeYm11icXGJhaUVlg5eRL3VRqrIZ3Mrb6NpdYVVld+DWot1FWXeo9IleTH2uu08Z2vjrDcQ6u9itKHVatOcW6U2u8rnT95DkW+RxDVqdcnSwRVWVg8wO7tAgkWUY2ZiiV2cJXU52kKjmZFICdbR7LRoNOsIZXC2SdEoKAtNWZa0mi2azYi8CFnhDqI4vC/4/bVwBlNWpJ1Z4lTRcBVVd0ShHWkqUEIgpaFWk4Ci0dD0BmPysaGVpSwvH2T1wGGSJEEJH/JhQ6iHT+8KlnUIfxgLYRtW65BP7f8uEsof9mwwjHEW5bzzmBQydLrniGoQOA0iWI/igoOaxFRhNG4MQrpAaDQIFOAw1luQGjRa+q5ZTBz1xLnOnP0u3f/Z4vxe3jqQCQdXNa948Wf52V+8PBDlLC/+0U9y0dFn8Wfvned//fHb7q9fxSm+Qjz+sY/ikosuZG62g3OO6675aw4e+Dve+N++8sc6vwu28ydZZzVOGp9ja2B9bcB73n03D795hfn5JnMLDbqDHYSJw4bJf7F1wdJU1Kip6yjMOYes6Y7o6wc/9dIXc921VzM/P+c7JCGwxgSdrd89C0Jqk4xxwqHkxNAiwDqMKb2/vBBBix2HRCV/kyzygiIfsHb6HhwlSRp5X/BiTFWVxFIyu7KCMxVJFDMej9jd2qHX20FQeuex2gytTpsqL4lkjNMVuizACeI4IZGKWpJQn1nwpLWFVQ5dcDkzswssLB+m3pxFxrF/zgKs1ftFB+u1vk4ZjNZUVUFlKoajnk/j2u2xvXmWvW4XYw3znVlkVOOCK28kTjIuvugy2s2YM2fO8LCHHqXTmWd5bpED87NUvR36wy6Z1aQCmrU6MkmIk4g0Tmi3W3TmOsRZQlmOMbGj1mgyGAzZGyywvjVHFA2J5GdxSqCr0LXKyXQD8qKkLIRPRwsJaaYEXfk9cLvdIks1UiSehBUPiZKUfk/R7sxywYWXMTM3T6R81ytlmLKIENAykXRNSGfOj7EtGoz3i3dCgjPB5c6FdC0/jrZBA73fa1vnR+H4w4S/jLy3uAz6bP+mBA2/UTjlQndtONdNS7StoHI44U1nRBh7+z14IM3tM8bt/s8gpEAiAc2znrrOzTdsc/xkjYOrPebn+lh9MYcPrHJwZYXf+8M/5Ozm1n3++zjFPwwrS4s86hE3cMWllzGZ7foJjKDd+Op09ed3wWZf+BiScARIgTYVG2dzPvI3a1xwrM78fIO1tZRi1IWgFrVorKt8ARdg7VHOFesJpjuiBxLLS0v82Av+JTc/7GGeehw0rM56hr8Tle9kJlbP0n9MSoUVoILsZnKTRQivqcWT0SZxDkJIqrJgnPdZP3MCXY7IsgQVKfqDPkWRM9tqkyYZaZqxtd3ittskUn+CiC3SekzkmtRbGWnSQElFlNaoxj2qIgdtiNKEJMqQOGpxTJLVaNQbLK4cYmFugfbcMlm9iYxjRJzhTIUzlbdKNVWQFSlkpHDWovWYSpcM8yGjYsxgr8fO+jo7Ozsg/Yi60Vxg/uBR3GiPcmi4/ppr0dWVrJ88SZxEjMdDsjhBKEmkBEnaZjDo0bQtkmYDB6hIUEszWp0ZWq0mSkWMVYx3+x3widufylvf+4KQMmZY7fwQzeg3MNq/3kksMNohpd/ram0Z50Pq9TmSOCHJIrZ3hyRZjNFDokQRyQopJbVGi3ojYn62wWVXXs8VV1xLo9b0Xax1XjOP2Dc4cc6T2ITwY/DJusS/z7FvwK1FW4MVPkLUS/uqMPr2HXpEhKHaX6VM5Fe+47X7ZDEAqXxqmHMOQwFGBatSx0RnZq0/hBirkUahXek/R3qZF9YG6pk36cH5Tl4KgXYOaxyRSgDNwYOWpeWuJxuaGBdVNJs1nvaEJ/KQyy7hl9/4X7jt9jvut9/RKb40rrnqcr75MbfQqjdRSH8wE27/skB+dcSz87pgO5zfNRkDqf+YRKJkQqWHnD3dZTwaUW846rUGgzzDmGHgaBosFdrmSCSROIUfg3/hC6mBO+/3n+vBDqUUD7/hBp7/vO/l2OEj/ga9r7X1xVpGET7PUOIoPVFH+lE4oSdBeFmOcxKrdZAqEVyqBIIohEuUDPt7bG2cYtTbwaKR1Oju7jLoD6g3mggsWdLkf7/9GL/91mfjnEQIw1Nu+Q887ua/olFr0Z6ZxVSW7u4OhS2hHCOMJYpTz17WJUmtRqwkjWaTTmee9sw8nbllsnqLOK35G/9wF0TkgzFMgRAxUipQnhFdjcdUusC4Cl1W5HtDuhvb7HZ30Q6W5pcYbG5x9NhVSD0mTmqoOEUIh5GaQwfncNYg0zmQgcBlYTQeENcT6jNNinHlPUadI1aKJE7RFd6qtPJEvW5/kbe+90e+IMdbsdb9NS6c+1Oi+DTOBfvRSIRELMjHGl1VgKPZ6LC3O8BZx85eQQLI2AaJEyg1oD3b5JE338Kjb3kirZkZbxtblYHQL/ZNR5y1mDBpsXYyQcGbmrgI5wwmHPQ890HjzGRCAyZkZQvnO23pvBzMP47COu0lYW5yOgSwQf7lD1HCeWGZsQ4hJFGIanXOT3diEaGN9kEoEB7HywsJe3R/sPQEOuuMnwBIz7mIVIJGo6S5l0uflYI0tVx64QW8/jX/lp993X/irz/+ianRygOATrvNw268lkfd9LDQT9rAmfFud9ZZP3kTXx3r7Lwu2ELI0FWZQCbx+cYASEdVlmxv5PRSh9WSSKZUNvaMYuf8DgwdTuCnaUavZqB/iskOO5YvBrlDNZVs30f4YoJfu9XiUY+4mRf96AtQURTcpvDvb/i3RGBNFYqy8nI9a3BCEMkYQmcNno3pnAbp9v/eCoezDqEs2mhG/S5bG6fYPnsaIQ1JlLKzs0l/sIcgotmoIYTj7hPlfrEGcE7x9g/8OI9/9BbN5h5YwbDfpxwOKaoxwhTEyidoSemwuiRNOtRqdWZm5ujMLzM7u0qatVBpDWv9jt1UBbrshZ7LEkUSq4JL30RvbARVaRgNBvT3dhgWBY6IAwdWabbqHDx8gKwRkdbrOGOJIoWzFSKJUarlO0YVg1LYwI5vqBkSo6mZEmf9QUaXGqsrnND+d0b7WEyjNWvby19QrCeI0O5iInEKpwVKRKGZsAjlG4vhaICuZsmaDWqNjFhJYqspDNgclHIkGSgHUjS57CHXUq/XfTF1JUYLtLGhSxX73aiYBGxMyFrgiWLO4oTvxCcFFCGRzmu1hfCjaT+R8V7tft3ib7CeBuYlWUrGGHRwL/Mscj/SVjgrMBhikeCcxga5l6/DoTsXBouXoTmhEajAcveHDCGsf00FSKfASqQ04eeyCANKeRc1pPGpZ8ZPCSBGSMVP/5sX8hfv+yC//7a38bnPf/4++c2d4t6IlOLI4YM85Vsfz/z8zIQyg78WJSK4KiqpAsfjQViwpYxwxninIRe8hqRCRTFGxUhdYZ0lH1dY68dekgi7H0Zf+ZuiBEVMTf4RkXg/lqNE4hRpukXauoy9/il6gx0/Wp3ia4RzEZgTgt9VV36Qb37MN/HUJz0psGQJDUjQRiNCT2Lv1Vn5TkvC/qnVH+Bc+K3xxhS+E/JsYb9CMbZk2N1ld2uDs2vH0dWYJEnpj7uM8hH9QY/V5UMINOPBkHuOH/2iAuWcYmdwiMWZHr29HQbdHUylQWtGw12yRCPjBFWvs7yyytLBI7QbMzRbM3RmF0nrbWQcYa1BFwX5oEdVjZBCEMVJMNyoUHGGlJmXcZmKqhxSjIYMenuM8xJtLc12h87sLDPzs8Qq7Erxud9SSGScAg6SDK21v+dLiRUS7cAoh1SKxMX++VSKcdVDpDGVrrDWv2bOGXRVsthZP1dg9qHJojuxWmAFlJVhpq4wlcDgE72UlFS6pCgilHQo5b2/rfFDk2JoqbSk0YzpzMyzvHQAFSt/kzNee+2wGO114VaFfHOEZ/0j9h3Fwko6aKY88c0f+giHHxtWJSL4f3tTJYe3dp2UWye8IxxMxu/6HNNbuBAKIsBNmOLndvc+6CMIB63FUOGE825qwgeA+GspkPSE2JcaEi5r4XwMrIy8/lzICK0JI/sQ3Sktwhoclm/+Jk90+q9vejMf/cQnGI2n0tX7CosL81x52aU8+paHkagYZ1xYcQR+q/PXpn9P/cX41aawndcFW4QzbrAq8O5D+KItlf/RhJTeccnoYP0fWJrhl8o6r2ONVIJzlkhuIcS2J5IgWFyY4+jhBdY2TnHXyc+j9TRA5B+Pe0dg+n//Os/+jl/n+msWw74uWIYKC07tcw08wYcQyuCNLRwuWEh672YnTBDo+Jxh/6UuvO9m/0Y77vcY9PY4ec9nGY661LKM4WhAPhrS6+3Rbs8hBeTDEf3uNp2aQwgT9rUeUhhms1MM+j1Gw22qskCKmLIY+K7fVbQac6wcOOT/OXQZSRqTJDXSrINUkrIq6O1sUpUllakQzpAkMQl1YpEhnfXFJoqwxQhdjClGPYaDPqPQzaskIVYxxmh/HUcxkZKkSeTHcGKSbOVwziCT2HuHC4nBEiuJMc4zp43BmBKsIoolRluctpi8wFjt96eVZaaxw7O+6T/xh3/1o+E10aw2fwglTvvUSwdVaSkKQb0WMcortPV52L29PlGkMMaQJQqJpqpCJZWCrBZz9OgRHvPYJ1Kv1z2Z0IXfcevjKT2ZTCFCwIn3RCX4crMfcTkplp4Ap8JdNJjVuGi/UErpnciESMOEJlw/iCAs8Ac93EQAZkJnbREY75DnArEt9ODeyzw8i0Bid85gjcPKCCEt1hI4FeGgISYHTRnY7/56N8bsU2at9Z22AIQJUjL82icKk8PDhw/yr37webzvgx/mTW99K9u7e/fJb/ODGRccPcK3PPZRrC4vo5TX/QuCna3zmn4lA5fGmvD++/vVV4PzumB7N6sYYyri8CL4U7LvskWkMFr7G7qKqMoRkaj5vSbD8EvpkCJGOk8eEWKyd6gQLkEpxaFDbZYXa2Rpym133E5lpqfVfxwu4YsJfopIXUEU9/ZvlgjYjyYMEYrgnbMmoQpMzDPE5J+gkBHnPkbQZ/tUJX/bzcdDxsM+d93+afZ210mzjDwfk49ytnfOkNUa1GoxzuQM8gqtS5LoHp7xza/nj//iR7FOIYXhe5/x33DFp+gNK/LxgEhKao06VAk2kjRbbY4cu4gDh47Rnlmi3VlAAHFaR1cFm2fOsLl2D1mjiYp8TKwS0jtfqZgojrFIrC6xWlOVQ4wzVNow7PfIRwOf/4zCCIMuS1yliVuKJErAWSKhcKYMawWJtgVx0vAtrfBGJ0IopDKexSEVRqZ+B5fUKUyOcCVGV+S5N0cxWuOs5cYr/oyDC+/n9nskW5sfoipPUVSeVe2s9xEsS0ut5lARGC0YDgZ02ovk4y7DfheDwbggu6ugVo+58KKjPOaxT+bKK25EqWT/sCaECv7vAumkH1k7iaFEOn9jVDIK05eJckp+wbTF52h7ExRfMP0VYcFJhNFEyhdZK8S+yYl1FilCFz85+guBMRVSKJ+8pUSI/Jxcdz54xImQly0jQqsPeEmqIvYJYyJChMOBCIeriT5u4isQCYmVxl/fzvpmPlCa/OOGw4f0I3ZlHYuLc3zbE76F6656CC999c+yub1zX/1Sf4PiS/tyKCX5pkfexI3XXkOr1fS+DsGG1slJgEywoZX2nKuiO7d++WpwXhdsiUJGURh14tmaxo9LJ2w8YYU3TLHOxxTaiv3TL440ldRqEegIW9n9X0DPKBWUOifNFlhcaCAizd5uycbmJrnd5tzMa4qvDHfwfxP8pLQcPliAP4v63Z8LntbCeActETpr60mDSiZYp5HR5CbnTS+kI3xd8HZ2gXyGH5OXxYjhoMv66RN0e+vESUSlS2wB21trGCy1rIkuNRUO5zRJKtAq4xHXv5+bH3qcnd0lljtnaMan2NzcxWGCtleDs8zNrdJqNejMzLF88ELmlw5Rr3VQkZ/kbKzdwz2f/QTSWQ5cfhW6KNHl2F97wuGUt9S1zuG0pXIjVJT6FU81woRuTqmYREuKqgASnHU4Y9F5QZQFBj2ajZ02d59qcOHBAQeWBdgKo42fLqU1PwIuejiZBBIUnhtgNLbK0VWFswJnLIUpMdaincY4S5Zt0E4+Q5Xt0jcCrT3JBgexAmMFWnvJpXKCqnQMRn3SSJDnJaaEOFGUhaHZqnH9w67nW5/8LI4evYQ0ScK2w++dxb7Xt/E2n07gjEE4gUF7aSclTlmkioLMa3LoC2Yk1l9fQlikVQgl/SRHejKitdaPrJmMv62/r6jKj6VxCCIQFikl2lR+1heK9eRGLQClPMFM74eBTKaBYQokQaAw1hIpr9122kDkp4HKCRwGIQVKKkrtJygoh7IKsFQhLUwIhzHOb4QiT0iTKBq1hAuO1viNX/pF/uub3sI7/vIvqKovNSmcmkbdG1+8thPivxFHES/+keeTZMFnAW9lLLyswssL8aRWKyerDhXosAIpYiq+uqbvvC7YDjBlhVIJpqqI09ibaDhPPpnc4GylEXKS1jUhpvibuDaGRlswO9Nkd3tIb9d4FqyzVE5TVSBkQrNd41C0yEUXjxj0KxJTw0UDhuOetz+c4h+EZqPB7CxcfumbePd7/jnW+vSmH/vhj7MwP/DdMDHCCaRyIeko7ABF5G9eYVdtbIlSKQKLUNIbpgifaS3kxILCj8q1K3wnZUoG/S4b6yfZWLsLgfP7PQv93i4VJVmcIoQGq0hrDYQzCKkY73ZJE0jje1g8dBppHaNRQRRJpEhIE/9csnqd1YOHWZhfpd5s0+osUKs3QUYMB33WTt7JmeO3M7+8wsqhi8jHQ8pihDPBGtWWOOn8WFtE2MQXASE1WlcYXYHVtJozWBfR7e6FkAlLOR5SjupUaYpSgkjA77/rcl72yzfvJ1P94os+xnOedo8vNg5MPkYkEULVcMbzPqwBPe6D8cQ9UxWYqqSsSpw2lGUeRviashj6/b9SWK0xxt+kknhC/HJUpXdA085iMOycHVJvQj52lKWlniUcPrLKTY/4Jh716CcyO7uMdYYoinAm6NGNxliLwju/GQFIH2/qrOc22MpHZTprENYT02SU+NXZZLUgJMJKYKLfNvtscSFAO+MdzxBBIujQ2oL1o06fj22DdIxwY/aGNsIInNRsbtU5ebrJkSNjDiyXXsctJhKzkBtmQVtDJCXO+umGk97ARTgQgbYmhDf/cc55DTqexGaFX+/4IYALHgOBqGj9tMZIz/ZXQtKqN/jR7/9errviCn71d3+Hnb09/zXAlypOD27TqC+1tnsjV195gqc88XIajRrOWqz05kvCeYqosD6vQojYT4LCrlqKiUIFnLPnFCtfIc7rgi1VSOpRESIKDkNCgjXEWQMzqPZ9fidjUX9qjvZJSUWVMxrmXHgk4dDBNusbXTbPjhj2cvIyp6wqiqpCxU1m59tccHSRMyf77GznHD5yAZXbZWNrnbNbmw/cC3EeoJZlPOSKy3jY9dfx6EfeRK1uefZ3/m82zs5w8OCIpYUSKyDCBx4olXiyGZ744zvl4NHsGUMIoVEKUHEYk7t9CZifktjAEjZESIw1FKMxvZ1t1k7cyWjUZzQaIiNBlReMywFSCGpZhnJgTYUuNWktocxL+t0tRLNFkkYk9QbOWtozczTqTeIkpp7VmF1cIavXaTZnaTTnEDjSrIk2jt2NU+xunkbKiEuufjgygu7uJqNun1yXuKokTTKSJPZdo5CB1iy8pEhEGG3DITXGmBFalygpSOMUoRS1cGgwRYGJJGd3W7zsl2/at7S0VvCSX7qexz1ikwMLQx93GSdIleJffUulS58dnwusNmFF5MubNppxmWOs87ttCzJK6MzMUxVb3ogI0NITyaQChGNcaCrt7bfjOEHGkvFYE8V1Dh9c4OJLr+Ta62/hgouuoJY2/AzMea28l+v591MErbR1vquWSKzQOKlD8pofWRsnEGGfr6Q3S0E475DG5B4g9seXQkj/WNaiVCCaQTBHkWGy4y1XhQjc7zAGdzi/XZAKYyv++B1H+PnXPXT/gPSTL7qVZz19bZ+d7iazemFDatekiE94OTDJZPcflEFippBIhPKjfyGM/zlg337VNyoqTE+Mb1SE951ASWIpeNQjHk6z3eCt73gHH/3Ep6iqJb5UcXpwm0Z9qbVdxA3XPJNm4yRgQlcdVhYSpAUbOaSNPelMOJD+/jVZuTi85A/xICzYzvrdtNElMok9GUQIRBSB1qg4xpgYYYpgSORHF/uTbGcxjOntjTi70eXaAy1WDx6k2y85u95nc3OASthndDabdZYP5Bw5ukC/f5bhqOCG66+mXnsop86e4S/e9z7KSSjwl8SDb+QURxGP/+bHcuzIIR7xsBtotdqebCthcWHMypL2N6EJQUdIz8bdP2cFstBkxhqMLJAOofxIUUrPcBJCep/nsD914bDmrLeiLfOC3e2zrJ25i+Fwh+Fw6LvSwjIc9LC2otGcwVQFI12yvHyIfDymzMfkwz7jQZd6EiOiGsI5kiyj2eoQS0mz3iZrNJiZXyZJUqzzz0FEGYP+gK3108RpyuKBw9TrM+ztnuX0XScYdPcox2OkcnRmOzRnGj7RK05DV2VwVmEl2HK0TwzzIzbhR+naj3BrSUSkJKYoMVGFjiLuOl7H2nsz242V3H26zsGlcTgYKb+/jRIqW6JESpX3vW5ZEbp+h64KdKVxQgSTEW/+Ua81cO15IiRx1Kc3HrE3qOiNfEEyVSB4WnzC2eGDtOdaNOpNLrz4ag4fPsLqwSPMtJcQsSd0EaIx1zcTTh5vcOjgkIUFvX+IEdrvaq2djK4VUoHROnzMd6XGGaAM10x4yqgwpgyja+HLswvXkO+VND5Rze8lpfPrCWsmLmQ2THG8WkUGXvDWbmO/WIM/IL3mlx7CTQ/fZHWl8NekCOYrnkKMQaBkFDr3CCElRvgDqhTCDw2FNzslxKl6C1QVfpc88U4AqLAyENIz6MNhS0qQSQTaa8WvecgVLC/O8+G//Ti/9tun70Wk9Hiwm0Z98dpOCMvSYtd/PNjcnsunCOeribc97Bv6gAtESa/W8PX9QbjDBn8zJvYvxP7Jxd/X/Th0/+bv5T9KxggbGMSBYl/oMadO7tBqZTzspmNcdukCF15YsbMzYjgqaDYzZBSRZCkLCwscOTbkzJkue90hu90BR49czFVXXclFFxzj3e/9Kz57x5dyGnpwjZzSJOHxj3sMD732IVx6yUW0Gi38HjFc2JMwhckGA4sUMU5MRp6hQAvCztqP+0ChQqFWKg2PF8aXyk9OPL8orD2cT1Sqioped5ezZ46zs3mKUX9IWQ6J4ojxOGc06tPpzNBs1ejubHL40CXosqLb3aHIuzg9JlI1allGWqtjcWRZRqPRpNlq024tkGQZaVpHOEFRFZRFxc7p04zzMUvLR1hYWiXPe6yduoPjd93tx6zVGEyOSmrUWnXqM+3gfe1v5lL5jkpIRVkMKYseCIEuC6zRVHqMNiVRVEOXFWMqtEypKqhXhuXOOlJY7BdIr5S0HDvQxykwVbDnjbzWXOLJl6YoPOfD5JhSU+b+YGCNH/NZXaKNQcqITMbU5pfptGaIkzXyU6fAlcSRZzkniSSNE5ZXl7nymhs4dsGlNGeazM+vMj+/TBKn/j3cj8l0oCR/8EdLvOrfX7zfqf70S27jmU9Z82RTJXDaoWTYHdoQniEmO2IbDvTSF1mp8BQwi9n3/PY8FR/ReU6NJYKpjhD7YqzA/A7KBTfZSzqkUGF6p7DScmqt80WpWtYKTpzKWF7M96NG/Y3ef1NnNU54pzUpvAGMwmvMsd7IxUvLIv8cwpdKEfnnLkPxxzvAKSlxyobhe/AjF8qvCpRDWQlKsby4wNMe/wRidQe/8htT06h74zQHV3+GM+uvwjmFEJZnPeWttDs9f6BEBbKgC2QyQnSq9vcuMVnHObACI9j3oUeI/cPeV4rzu2BPNG7OX9ieWCzDHid0YCH+TkqvLXXWoESCcTLsf/wvcVEU3HVHl3p9gxselrG8OsPq6gKj8RhrhM80TlLiOOLAoQWOXthl8MkRu7tD+v0RBw4obrjmeq687Are9Zd/wZ/+xV+Q53l4ol96H/KNOHJSSnHj9Q/ln33XP2FuZoYszZAqmEIEcqBzIa8jsHAFKpAxvDEFyoCIkRh/IAu664k5hlTegMDfmMRk24jvmHTQaQd7SMBWFWWZ093bZGvzOP3BNsO8TyQi+t09RuMR9UadOJIM+0M6M8tESrHb26LIe1TFgCrPWVqZY35+nvmZWRr1Os3ODPVaiyytUWs0SOIMhGI06LO9c5buTo/W3DyXXXINaRyztX2cez57ByfOnKEsCpypoBoy11yhVmvQaLaJVExZlcQqeFkLnxxlqhxT5Titw83egjDESYpQKePxkLIy3qHLDpDO0WnOkWZ7/Piz/5D/8HvP2ucLvOaFf83SzB7VyO90nVJU1RgqvzaojOdxCCS6LNHW746rssA4R1Xl5FUZiFIxjXqNNErQ2vis6TjhokvqzLbn/DTAltTqLS6/8VEcvuRq0qwGzvlwk1CffbH0HaZzsHY23S/W4Ivev/uFK7jl4XssLg7AuEDK86+FEiBV6gln1ga1h8Eavy80ToOLPflU+MOBsybYg0ahM3KIyblGOiw+9ETICKj8WgKxf9AUTgMqOJIpkHD0SP5FqVpSWg6v9JiYuEx0uRMZqkBgdIFUMcaVqMgfXL1tqkAGmZdzBiVibDBu8fe7IBrTQdUWUr7UhG2O8b8T0mduOyWQ/z95fx5v63bWdaLfMcb7vrNZfb/Xbk+f5qTvW5NASCoIiMEPetUSLJtcKRsgfOACUhDFpMQCVATrQ+E1FqiU17pYhZZCkECEhEA60jen2/3aq5/9240x7h/PM+baRw7Cyaes4nhnPifn7LXXmmvOd473aX7P7/d7YiaugUaY529+470MJ/+e9/7sVxIReR68g//SYtPv55HnGS947rN5/atfzuralNn0b3N8vMnG5iFLyyeYmEmBaAMuOskeEVBmQeZyonIPUJ8IdE86c194w3yd3dN8PKMT9vL2vVTjPdk7q5IfYjZneIYoCdo4S6hbjM2xMQdfa5IQA/8QayKB2aTkU5+4xaysednLL/HAAxfZ2lgXhqbJwUp3sXthk4frmqqtGI7GjGcjprOS/sICi8uLvP3r/ghvfuNX8K6//R5G4zFV9dTzkP+SIKd+v8/m+jrf/c6/xsbmmrK006xPOmWRYqnWFINzOg80SX+b6fc5ksuUbB62AiGZSJEXZ9u6LGfJ2gCxFZeqkBGtuNm1TUvblhwe3ubGY59mNDimLmtMjJT1iFk5oa0b3HKfvOjQ7yzT63dom4rhYMhgMGRxwdJdWCDPeywtr7Kyska326PfW2RhYQnw5HmPgOXkYI/bN54gOsOzXvx6NjbOMR0d88Tjn+NTn/go1/f3aarIfc99Pt3M0RzfYG1tg9XdZbrdHr5pZPlFCDhdcpE7SWLBR2LbYILHRoujYKG7wGRa4Wc10+mMbrdDr9enndbcvP4oxVKfl9y/z4//td/kcLjLc++veNb9OZNJl07eBwKmMMTQ0DQtwQqs3NYNTdlS1y11VVHXM6qmFAjZWZw1+JDRKbr0ewsUWR9iYHlpnRBazhp6S95f4vKzX8LOxfulw4iKfEQlT8VWkq+PeCtoytXrnafsVK/v9dneETvhlkpmiCGodCoKgYtMLEkBH7xwW7QLF6KYOCRiJCFH0xKMexIxaJ5cicRY40xGaxtM0L+OrZDxdAmJUbe1nZ0Z3/Mdn+Hd/8Nz5wXSd/21T7K5OcGEHh4xWcE2GHIpUqyTeO89wYFRuR0oAU3jlA/CgrdWrFIFVRTrVUyjSSL5kXuIjmBmgjz5iDE9vPF4E3BZIXNvG7FNxh992w1e9eKf4T/8xhG/8qF/ysngM8wq82UbfDyTHkWe0+kUvOIlL+Stb3wdfs4xMHTyIevrM20sOsqPSaxvUSpgDZnPCJlcTxfEiS4QiCZT8qD8DCZp+b+86/qMTtif+twP8bKX/Dyd7H1MxsIQlRDgiDYT3+GswEWPsw1tqMhsITpqdUKSW1QcnMgideX5wif3GQ8mzKYNz334Cpvba2R5JpWUMSwtLnLx/BZtW3H9xh6u8NTVBOK6LpeA1fVVfvg97+H9H/gP/Ltf+hx7e89kyOl3n70vLPS5dPECb//ar+VFL3gBxkpHk3TSsieYeaBOumhiSxsgc7pj2OVAYueKC3SMUWc9Ubp065S0gRQDRi0a9f991HWGyhIOTUvd1AwHhxzdvspweEzVVFgr0q6qnFBWJb3uAv1uX1zEYgnBMR6NGI5OOD45wppF1pbW6Ha7FHlBXnTIig550YFo6Xb6+Kbl9PSEW1cfZ2lrh2e/4OVkeZ/T430e+9Jn+OX3/3tuPPE4ZdPy2je/nRe94g0cXf88VRyzsrZM1y7hrCP4GmvE9CSEVhdHgImRLO+QdwqaNghEn+V0sj6ztpSzbCP9/hJFltO4mpBlVFVFMLC2PmRz/ZTQtOzvr7O6uk7oeUzucLFHNIG2rYW57D11XTEup0xGQ2ZVSdVWBGNpfImPXtjLTsYa5azCdzxZVsi4yTmKTpesKFjavMD5+57N0sqOFGFtxEevPIMWQ8QZkbzIBi3AOO67XD9Fpxq5crGWZGalawlelATOWlrvMV4JQDHSWnAUqDeewpFyLeXeFwkh3s47VWtFYSC2SfJcEV3+gXraIxBz9F5zflDECDKb8/Vfc5tXv+yEazc7nN8dsLE+xNKlDbWO6SIES7CtzMeD8GSEZdwSbIYNUQK7M3iF+pPPH5G5tWXUJIAarlgEJncxI8aGzBXKVg5gPQQLmcN6j8MRGiHmtXXFYm/Im1415hXPezXXr2/yvl//MHtHE05Gnqr5Ly9xLy8tsLG+xgsffg6veMkLKfIOIXpc1C7YyOUyc7dEB4jZVmYsbQxzGanJrLBKDKALhgji3R99xNgckHNn75p7P93HMzphg+Vjn/hTfMs79jk5usbtW1OGJxHfyMV1WQfbVsQqYJzD4qibUghK0ZHcgEUI0Qi0FXPa4LnxxJCmeYTp1PPil97L9u66SEzwZJljZWmRyxe3yXNxcyILuv2rc7YRyjm+6ivexEMPPsTP/OyP8tnPfStyyZ9JkNNTz96ttbz8ZS/mBQ8/l9e/9pX0+z1stALlmbt00crtUSKs7B5WJqzTOaG1DmvSbDqZXEh3k7pprMDt1umcc25ioRaOUQoDi2iFQ/A0TU05GXFw83Hu3HyU8eQUZwyzakjTVJT1jE6nR1442maGy3Ns7FLPRpT1lKquGY4ber1Av+txWUa318OpTMaqHWrbtgwGRxwc3Gb3vge5eM+zsVgObl/lU5/6BL/+ax/gE5/6NNV0yle+7Y9w6co9mNmQvJrSW9mi6HToLfawJiCOlwacbHfK8y6xFf1vCDXWpF1SUCCmQTEGrCvoFIbYBqp6RltVJNzUmow8y+n3+2AC07okHp/SLLb0VpbIECev4D1YYbiWVcV0MqZsZNd224ojoHEGGtErLyyucenB5+CQwizPu7RVRXdxmYXldRaX11hYXhPvayOGRMYKtuVDqwUYAlNHpEsmYKJh91zN93/3I7zrPWcz7Hd996PsnmvwXrgK1sjzifeCwZgMlymrPUgAFV6Zw5pUGEgqFttSNbswEWuiOqmJvt1YJUEqfyLOg3WrBBldIRRacbiKsozDZnJez50r2doeixVpm53ZGqdtX2ryhIkE66VM1RFRmmlbRPkSdOznjJ1vIJO/SyRan/LL3M0tWkFhDFIciDwykGVgfY6PBusD3kfqcsKsHDGdnDAZHzM6vUUW7/CmFxVMZvClGyV7J4Gbhy3DyTM/ce/ubPPcZz3IxfPbPPzsB8lcJnWQMdIg2Lsd7aKuUhUfCCHwyTjFJrTQKsnROloaCGcwuST6QhjjSkiLusvgy3k8wxM2hGDZ2XoBD97neeLxIx57ZMqtWzWhNFibkWVdWlfNuwdnC9pQytwqWuUotbJUIDZkdHAuw/uW2zeH/Fa4iissL+sUrG+u6CIDIbN0i4LV5T7TWY11QbohqwbvBu0ODPdcucK3/dUJH/7Nv8mt233293+Dx574AMd/4E2Hnnr2/uIX3eH1r73Ii17wfNZWl3UcIUE8zWgMWpmajBgEvosIWSeYIJI8ozay1gi0p1uUrDKAjOpthWAm7Nn5Ri6tUmMMGnxlc5vEM0/btlT1lMO9a9y6+gVOTg/Jsw7el9TVDO9Lup2CTr9Pv9PFYuh0uhgTOTnZ53Q048aNY/GZdxmNDywtLJEZp+eqwNkcZ3OOTg443j9g9/L97F68nxgje7ce5f2/8st85GOfYFTWHEwarmyusdjr048lsztX6WQZRbfP4toSuTXU0yH7x8tcv7PD5QsDzm9OpJD0nkydsKyPtG1DjsMbgytEMhK8J7MdghcXt9o3GJfjMkvR61EUXfK8g8sc2dIiIcK0nFEfN3S7HfL+osx8Y01VVczKMVU9oywnVHWF98j1NmmM4Vjd3OXhl7yBXn8JbV1p61qY58ZiraENLSaqGY6OPoImZSnkIkEbDrGOTZ+r4Ru+bp/XvXLI9Zs9Ll+YsntONq8ZY+UoBpE32ajLNKwESnHzFAZ4wGCCyJ5iUKmNEWcRazI8uggoGJnzBuHFKDdMvz+9JmUD62gnxlbvczBGls8QvJDBSDu3PVgj0LyapngiTp3drKIL0QSCVXe/KP7sPjQ4W2gyt8r/0EIj3ZNGvMOZX0N1V7NSvHqQYjdmCuXLCABEbVDWE2blgMn4hPFwn/Fgj/HwMapyD3xNL3e84F541uWc20eW01Hk0VsNNw/jl9kj/t/3uP+ey7zihS/gwoUd7r3nssSOYGRTGxGfDHowJMxF+AlC9lOnHhw50bS4zMnSFitrWqMBFzJBYAhEazDBgU18hKAx0AjH5st4POMTtrWR5z8vg7gtfsn+hLoZcedmjY+titQzSQzR6ZanTJyBNLmI2b8nGfpHlYXE2HJ8MOPzn7vDzrlVFhZ6LCwV5Ll4IAupLaOtpzS2kbWBUaC9EIMEFf1g+gs93vTG+yHAyfCNjMevoCwrHnv8MT70oQ/xyGOPzgPCH5zHU8/e3/Lmv8ArXzHVPlmkO3K8W5FVYbSbsqoVdVhjaXw1h5XsXeQxaY0j0YhbmFUyoLApwWXSJVrtjIR70BCjnctjYmyVoCZzt6YuOT0+5Ma1L3B4dBubyxKNqhpDdHS7S1gH3aKHi2K8UliH9zWj2QnjYWAwqNneXaT1FasrF1lYWCQrCmywOJthbc7+7dsMx6dcvOch1rZ28L7l0S9+ll/5lV/mI7/9UVzm2N19NoPDW1zaXePKuTX6riUz4Io+S6vr9Hs9ZqMj/sW/exbf9w/eQIgy+/zBv/xr/Im3PYIJQd24xNUrK3KyosBjqMYts3ImXZSLlOWMWTsDDM5Gik6XvOhhs4ymqfCxoGlbOp2cvNOjmk0k4+QWXE4MnqYtmZYjqrqmbqQTdlZmujSNbjW1rGzs0Cn6ZOreFqInLwosOWmFbWZ1TWSQIBWjdroqyYqmxQgmrNLUVIxJ8tndqdjdqcSFTCVKJq3dws5HUPPuvwXRTetmttiKyCaqVhn5+2gF2rYJ+kSMT5wRlMiSCdM6yowaLUrNnOGNmjSFJ0uiUlEQ1UxJKld5jypfjDFppJNHuRYD4sJCdEn2hRYZktDhbB3oPFIochX1ehljMMEIWpW+P1ZSZMUOVTMiEml9TVlOmExPmU6GjEZ3GA9uMB3eoJkeEWMpc1sbMdHQsYbL25YLm5bLW4bBuOHGQeQz1yLVH+BthsYYHn7WA7zlDa9je2uL9eVlgom6ihUwBmcgOkX2zBluJyiGU0mdsO2tokA2K4R7AMpBiLTRY2yhNsBR2/FAbKPmmKjSr1QOPP3HMzphGxP5nu/8IksLQ45PPHlu2NroM7rQMhl5BsMMb5NZisKzESGbJB2mfIEQW9pY0/qK3HUFciMj+MhoUHG0P2BwbkRvYZMiy4idDnXdAWsZT0aMxjWF67G0tEqv01MVPcje7aBTWQl0qyurrK6s4kPgyuWLvP61r6dtSo6OT3n/B36Vj338Y4zH4/kihv97rq3BmMfUxe3JFqLPeijDWqMdbRAziWj0MEeFGFMggqDbj4THocb31qiGWmfUEjrnEq2oEJO1Io+IBqHBRqlTJb61UrkqTCmQpic0nuHwhL0bj3A6uEWn36OpapEr+Zask9E2FcuLO/T6fWbTAQvdHhbDweE+vrKMx1MWFiwdJxrKPMtYXVul6HTldraRvRuPM5pNeOA5L6XX7dE2LXvXrvLhj3ycL169TlWOyGLLneqjvPj5D/HmN30Na0uLGBqK7iLL6zv0ewtMBgfcuJXNkzUIcvTX/8HreONLb3J+Y0LwNRhHd3FNZpIR6mA4Onic8WDIZDSkbTxZrytddCej2+3SyTu4KPKvSMSXY3FLayouXLjM0soqw6M7LGysiHQszc1dJrvjrSOGFkwks45Wz6PLC9a3drGZm2uTLUrmkr4WcGLVmly+Asg3eGFD246yvNUnPkhRIqQqsYRNHvIuqKNX2rpljOzrDmcWpNE3YioS4lyiZYORc9MGKQolO8v2K1p5pdHONdht1M44Bp1R2xQiNH4kMqTWDF6IRkYh6hAthJq09ANkBGRMQRNKgbcTq0PJchlGkr8mZ0yQLjiIiVAwLRgnUi/1G08p25A6RF2Ck7DxaFXuFcjzDo1ppdhzHepmhm8bpqVA4NPRAePhTSaDm9TVATFOBCFBukETPSE2MlqInoVeJLeGfhE5v245HUc+fzNyPEY7yP8MAelpPJyT2PGm172ar33rV2BNpFt05BwG8eknthjjCA7ZfhYzHDVgCV7+LmJky6MeAGMd0YoaQHTz6FIaGavaYCRea1FnMIQ2DWGsnj+5Ps79/2GH/a/+5W+zujLi4OaIO/uHHB4NGJ602GjpLVhGI5kj27wgD318aMhsF1/f7aMrSSCaICYVsRWoymbqE1xTVQ2Tacl0VtI0DVluMc7Q6/VYWVrksFOwd+eEPOuzvLRJt9cn62RCfsKKJ7POcX1Qyn80Yh1pHXluMb0ei0srfPOf+TN885/500ymEz7+8U/ywd/4IEeHR5RVxXg8/j2MWZ7+wzlHt9ud/2ONodvtcu+99/Dc5z6Xk+MP8tP/9LVzxutf/ku/zdbmDO+FOS+2D0q8samxsNKVkOaECjO5HGsszmVYk2RaohtN2mxpJKSSdbqByyaP5ahjWSw+NhAtwafPUuwdow8MRkc8+qUJH/9Yn7XlbVYWTpi1U2aTY/JOD19WWJuRFx16nS6Ghl6nYDg4oWo8ZTOj089ZKwxFN8NYz8bGOoUTgwqs5Xj/NtPplMsPPEynKKjKKU888Tjv++X3U7sur3vj1/IL/+rvsbq6xotf9EYefvYLWVjIcAZyt8jK5g79hSWa6SltM+aJW1tP0kqDJO2rN5a4uDGhs7BG3l8iYpiOhswmY27dusrtq9cYHQ2pTUtnoYvNrCTqboeiU9DJM3yM1LOaelpirKG7uMjG1gbru9vEsqFTdFle26RpSsIkkBU9shaMHYMVGVnwHhmAysx+aX2btY0dLdLkPhI3Ou0WjcwEBXZE91Gr4MUaXHSEeObrL3C5wfgoZ0oVBiGK/j4oc1u6WuZzRdFKO6JVIlmUObXX+1jgzTgnAsUYCKkjTX2OCczd9GxOiIHW11inhKLkqEbaD9iqH3mmYECkDY08X2ykoxY+OKTXqCYoIaY0Llrr4BtaZ7HhbOucFJ9eZp0xknl9JiumMd4khjgqEcuJsdH3FrC20DWjSuTTJN8ai/UNIQTqmZgBTUfHDE9vMRk8Tl0fChHQGbGkk/ZfFrMQCKHBByBkcv84Tz8LhAKev2uo6DAz69w5qZlVDaPxeF7g/ec1jZLnXlq8zc5myRte/Wpe9bIXkxfqGhdkuUriK9koKpSoxZNct5bc5lgDjYmK/gRyk88/x7m2OhMHHhcjIemwg8AMPqjXu5VCyrpcWP+xleIHWQHb+i8vjj/thP2BD3yAv/N3/g4f/ehHuX37Nj/3cz/H13/918//PsbIu971Ln7yJ3+Sk5MTXvnKV/LjP/7jPPzww/PvqaqK7/iO7+Cf//N/zmw24yu/8iv5iZ/4CS5evPi0XsuF3cB41nI6HXL1+jG3bpxyehKoqozJxGOiU4mQziKwhNjIYdfgKHFAbqhALd0LCDSGONI0lacsPXVd49sWfA9f1URv6HR6rG9scHh4ynA05nQ4YH19nW6/K1CbV0lJdHgrshInfo1i1G8EhmO+XUj+vbSwwhv+0Ov4Q69/La0PXL9+g499/OPc3rvN8fExt27dYjQa3X01+E/dENZalhaXWFldYXV1lcWFRSCysrLCvffcw3333cu9V+4hL/I5VCTX54SveMP7uLW3yO7OkPWN2dxdSsxo0AAa1R4RxEFOPKiD8XqDaGi2VmVcRscSEZN2A2slapKxgD2bF8pAUX5HCLUmgqB6WvXfDi2+8fyr/22Hn/rpP6XzzsBbXvPD3Hvxn2NcQTkd4ZxhsbdIN8+wJrC2soZvSmblmIP9Y4puTqebUZ7WTEYVS9vrrCwt41xOVc6w0YHJOXfpfjqdHlU95Uuf+yy//qEP0RZLfOMf//McX7vKy1/4h7jvoYe4/4Fn080tvq7Iix5Lqxt0u31CW9GUJc7mPHBPhbXhSa5kzgbuv1TRW9uls7xBOxszGw8YnZyyd/s6N29dYzqeki926XakuOkvLdLv9cnznBAivgkc3Dni+qNXsb7iWS96HlfuucTy+jLGGKazknP3P4eF5RUmoxNsVWOdo6kqgnIGQgSXFTRtRTUtCcaxdf4KS8vr6rIlHh9eu2Wj5EIJThnGBO0mBVqWyYV8/smm09ic6INu3JMCWs6V0xFVnMO+MQaZB0avX5PCzyCrQmMrtqUhBIwz6u/cCAIQDMZqsDbCe0DnjxrASOt3Y5CAjA/gRNsfYkI7dUSgnTJGIHcTKozJVXKoz6XdszOyPS3EgCVX7rrMUaMx+ntlTipLGgHbEoMVr/LoKWxO2vWNIk8xeJmVk0hrtV57qUzE6tfhvSBR3jdU1YTZZMh4dIfJ6Br17IgYKhlXhCjFQZB7WK6TvG/hA3hhPhuDtVrHObBVw8ZK5HUvfx2d/gaf+vwjHJ6e8IVH38B48qP8p0yjMufI8pw8y+SfPCfLMvI8I8uc/Nlm83W6aMF/ePR2rt/6fsAxngS+8et+iTe85nMovQtLELmo1e7ayet3iL+8WB3kur3NKrrkpIiLURstKfikmJKFU1a3bkWVnkbA6/gkpp3oVhb3JMMnq1pUiwfz5fXKT/unJpMJL3zhC/mzf/bP8g3f8A2/4+9/6Id+iB/5kR/hve99Lw899BA/+IM/yFd91VfxhS98gaWlJQC+9Vu/lZ//+Z/nZ3/2Z9nY2OCd73wnX/M1X8NHP/rRpwkVGJaXVun09jg9nfDII0Oq0mFiV1dmurvmTWnOI8lSyBk24VpgLIEWHxuZe5mM0DYY42iqwGzaUFctTd1S2hmzyYxyVuOjp9Pps7N9jsPjEZPJiLIsWVzqi9zEZRClO7Te0Mky2iDVq1PJSEQco5yyRHFO10FKtV5kBfffdz8P3P8gELhzcMAXv/gl7uzf4fatm3z0Yy+mLP8e6YZYW/suLl96H+vrm2ysr5EXOZnLWFtf59y5Xc6d22Z1ZQ1IPs1iJpHgtBjb+XUzJrKxOWNjczYPYtI1qLNUhLRMhSBMV2/Ums9aXExzHtR1LmBMLoxvo7Cd1XmbVXINRhy+tIuIqWubJ2xPwiR9aDVhe9q25rHHKn7qp/+I3DRAjJZf/OC3881f/wG6+VVMkbO8tEq/v8jK0irWBTpFxnDQUE5bRtOGldwSfKSuGoqioN9bYG11Tb2ihbm+uCzweF1X7F2/wQd/7QNMa8+rXv5GGByy0rG8+jVvZGN7i04no56N6S+vs7i4Qp7l0m36FhQpuLBV87f+ygf53h97zZnByV/5MBfO1WB7TE73mY1HDAcn7N+6xZ3929Te01nuk3c6OBfpdLr0FyURN1VgdHjEzWuP88lPfYFup8eb3vQKnv3Ch1lcW5fAFz0rOxdZXF4j+FqQktbT1A1VWeF9mjFL8eobmcPlRY/dKw+RFx0J7kQ505yZEYEl+rTsQu7VuR1nFFJZUBmfnLkgcqeYzpfVbtqoyxj6+bdEaxTKsZqQRHscrRTH1jnpqhDhFiZivSUYI108LTYaXUsKaYwj42YhfBk1tohezFV8GzEuCKEsein4Y8DHBmvyOY8C0nYvTWhGdnfbaAR1cgYT7mIJmzO2uHwA4S743QgZzgV9XYE2eKxNyELaRCfXO70V9ZDSjWCptPY6loi0dUU5E1b4dLhPObtO1M8/mkZ+Ly2JJR2jlaIkyJg9qMmMNULws6IUozWR8ckhVx//HM973uv4Y1/9NsbVFt/+A9989vpwGPOTfN1bLf2FY33JgTzL6XZENlkUGZ1OhyKXr+W5kT9nhfjCIzP909MlvutvvGP+3DFa/vHPvpnnP3yN9dWxohACT0ebzpnRq6Wfo54rIuq3UeCjJxhZ4SqoB8LadwVp45sogpxcsyhjnszm4msfjIyJkAonLXHRoKXx7f8iSPxtb3sbb3vb257y72KM/N2/+3f53u/9Xt7+9rcD8E/+yT9hZ2eHf/bP/hnveMc7GAwG/KN/9I/46Z/+ad785jcD8DM/8zNcunSJX/qlX+Ktb33r73jeqqqoqmr+5+FwCMD+3hGX773AhXM7nDt/g09/+pS6hsLJjSnGB1YvrMG5nNjKjSzG7aqXS69fq/aAlwCmsK5vI6NhxXgwY3g6oe16xqMph8dDyrKi23f0uz2WFzzeN0xmYzb8GsYFkmMXam1INDJ6U6QoRNEdh+DFgnI+xzJCfAl+LpNCWbQ72+c4v3seHzyPP9bwwQ/9Se6+IU5Pf4h3fus/YfdCYGlRvbsN8yBkECmISUxtJJgkaFsnbFrxt3rMrJLMFGQ0LSacBd8UcJJlo55kZNSoW9SsVWmWkM2MY27teOYJ7uZdu3Qfej2iko7m8FwU5ykNcDFE6qrm4x87mSfrs3PpmE4v0Vm5xvrqtpDHrKUocvqLPZx1HOztcXw6oNeFTjdjcNJSNQFnGpb6y3SKLm3bUrgOne6CKgkCo+EJv/6B97F/sM/znvsiFmkxzYiN7U0Wl5aJtDTljMWVdXqdJSn0yxkmy/CtzNTbRhZ9/PGv+iKve8l1rt5c456LE85tDKlaSz1QYtDJgIP9OxyfHIAzLCz3WFxcor+wpOS8jGbacHJ4wvHeAYd39vjE5z/N4vI6f/i/ehO7F8+R5VY6L2vp95fpLS4TQ0s1m8lCj+Cpy0r5CaKtruuatm0om5rWB7bOn2P7/BXatlESVNpVHkm7oGVWJ5+X0SQuXIOkaU6McKPJTopGgczl87Pq8iYGMkHun/kda5GTG7Tb9XqWZY4ejMEZKReCnlMJ3IKageFgv+DajT4Xz4/Y2arkeUxiU+hcWieQESMdl27yknfrVRUhsYOoRipYvJFi1htxdJNCs5UiIshqzWCUmARzYl40ae2mUTY9OkuVeX4bxVrUWIdJHWIqhjSJEw1NbLTbS9cr4KOYrzRNSVkOmU72mU1vEtoaY9qzMYEz82sV1UCG1GUH7vJvj/Nk7Ry4POK8Z//OdZ5Y/jyLSysMZvc95f344hf+UZ7/nDuSK10LXiVr+vvkfUQtyPw8loSg7HQbeOLazu947hAs+4drbG5UqtVXRzujiB0yQjEYbBQ00YdWCj1rST7zskRKV79YIZ5Z9c6X12XxUQo4abicOuE5EmtfjHhytSwVzCRa3XX/B8Hp7PHHH2dvb4+3vOUt8691Oh3e8IY38MEPfpB3vOMdfPSjH6Vpmid9z/nz53ne857HBz/4wadM2O95z3t417ve9Tu+/qEPfZZ+f4Hl5RWe++x7eezRYz4zHs0H/tEIpOGyHNvkNGGqrkoOvM4jSHNYQ4wNgVZ8gWMQNynrCB6ODmZce/yYwmWsrC4wGI65efOUazcOWOh3ePCBbTpdi808VTmlrmuWeiuyfMAIrGiNVMwGEd6LA5N0CtYaPLoOKM30cFKRa50snC5HU1ekJQGz2cWnuCEsPtzH6tIdqSwD0kmbFIgEJrKJYmoU7rIWEQLbeTGYZCImOT+ZOO9MrLWE0GiDbTB4gnbJMYpMy5FjMgnGMpOOWGt0y5FcG6fEM6nao6ILNWmHbAxeA4VKcBA41cdagqlvaX3DzWuPYcNjIrG5i7lrjKdXfImN9R36/T7dXpd+t8Bllv7CIuPjIw72b1JWE8pZZHEpZ3A6JivE0Wtrc1teU4h4I97bbRtow5QvfuI3weY877kP86wHHmT7/C7LayssrqxSjYeEYFle2SIrMlzIaWdDIi2hnOKDJ7QSjJwx4HIunfNc2DlkNpkyOBrSNi1N3TCdTRkPTsFkLC4tsrCywsrKKr2lRZqqJkYYHU/Yv7HP4HCfk+NDvnTtMRaWN/m6t34lW5e2yfs9bNYlxkins0RvYQUD1GVNWZZMp0PKqqLyLULqTiQyQ123tE3EmC7PefEbyLJ8npTTZxeVNGbUVjMVmE9yG7sLegZJVPIZWT2f2jkjBEJnM1UcIA52eJ2pSuFm7hqVOByBFpeKPgPRB7G7hbOCz+T83M9v854ffd5c4/2df+1TfO3briuUOb/j5L1FSaSJS5Um2kFfhWil4/xtBU2aySBGlBIS6J06lXnAxYKWUosVeUaXRkDB6vWKhLbFOKchP58n8lTIS652c613jFrQaudu9HrF1lI1ItWbTk+YTg5o/AAT1IdfpUuRoIS3VlE1mCvH9NL7eMYpcUb+yQx4C2VVcvWJz7K2usX2uV1F485ilLWBne2BoCWACSLftNELjB0F7bSZw7e1jAt8ahl0+Uo0nNs5fcrnPn9ugnGqU7eK2BkHRsiaHqcIh3y+zmXSDUdkrS25nFljyHEEm4FRBVGU2bbLHHg5GyZKU9JSY6MoEyy6LIbU/GQQgyRxk82L0qf7+D81Ye/t7QGws7PzpK/v7Oxw9erV+fcURcHa2trv+J708//x47u/+7v59m//9vmfh8Mhly5d4v2//Dj93gIve/l97Gyv8YLnn+f2zcc53tfEF6RqDUZlQTbDxAYbHJkp8MLPROA6OQg+ljTthCJbEkvT4DHBcnI05dFHDW3l2d5eZDxrePyJU25eH+CDZzJquO/+ZTZ3HK1vpEtZbClcRhNTV28wLmJiIZ2hzujkJRhizMDp3Fu7kszlEgR8I+iAtWR5IYc2GHbPDZVAcYYUWBs4tzvBuAzmzF1Id13E6HuVrgEtVuayEy1azuRZQgSS4IVU9vr6Q4w6JwxY0xEoKUiQFHtSgQmtFaKemKRYiE4qWidoh0CcyVJWddsKf6ffFaNQeQhBSUVeZ3aBwfEJezcfoeuu8ce+5n/mX/7rP4OY9nu+5k1/n0tXMpaWl+jkOVmeU3R7LPaXaJuag+MjTocDqol0d5OhxzhZYLK02GNjfRPnpNjIrNy0TTVmdHrA8tZ5Ht7aZXNji7WNDZbXN+n2FpmNT4lkLC4t4FzEBE87k/l/DC1NUzGbDAmNzNAyl4HNmM4mHO3d4PDmHqbo0V3sE4OnV3Qp1texRcHy9iZLC0uYLKcczajHNcdHJ+zfvkkTp8QiMs4q7r/3Pl77mteRLeZSmmUZwWVkeSZs99bTVDOq2ZhyUlFOSqaTKbPZSAqvYMV8pq6UvxF54AUvZ/vcZSnalLTjNek6ZZRHdcsJIXU4qkyN4mcN4A1aWIv3cgqYiXUrQVaCnMySxZNZfmcrgdHKYNWqla3FQtSd6AjT25mOwNrG4R3E2HJnz82TNUgH/kN/73m88qUH7GxNIaQxgN4PIWi3KhC/vC75vcEE7dBkb7u1GW0Qmd1chhYMZNoIyKhZ328jaIOuT5X7KxKdoHAEiRli9SoJQhaVyJw/dfcJuUgJKGgHH6PHJHZ9NNR+RlVOmM4GzKan1NN9TNOAk9/rdPSQdMSyo0G07UI7UPe3OWSvHbmNGDVcsxnkAUanpzzy6GdYWl7jT7/9F/inP/fW+ajnHd/062yuT4A0t49gGuFL+Eb2AxhZoWqdk53sxuB1XWUMAeMytjca/sJ//av81M+8Yf7cf/6//lXW10dSILlCE7WSEFEZXXQqk0NJgKK19rHRuGuVrKexiEi0Z66KMUhMdZkh+AZjMlrfaHGpJkBRzpogPpmiH5mO/CLT2cZT5rrf6/GfhSVujHnSnxMs9p96/Ke+p9Pp0Ol0fsfXj46m/PtfehTva17wgvPce2Wb5zx7wMcGI5o66SDvgsOiSHTQylQWg+gcQoYZECNtrOkgh1VemyfUcGdvxGzi2TuYUtWe44MJ9VRu4sceGVG3Fc+OsLq4Rt3MCG0NmfgBp5V/xliZQ7mMJtZIYBKYyFgJdPMFBERCcBjTKoSiNWaSpBnLxlbNX/wLv8X/9FMvmx/av/gXPyqQULRStyCEmXlVp4xVYbBL12pV5+pcJjMrdLOWU9h5Dk8F0RuGSNCJQup6BRWA3OQCR1kJIHnek67LCpLg9N84mVHPX8sc0hOLUVmLCWDxoVZGrJJ8bGJ4espyxmOPfoqTk5t0FxZ5xe6vcHnnQ+zvb7C5scfiwm2W+kv08y7e19RNRScriN5zenzEydFtqqqi9eA6lsOTUxYXZTPXwsISC0s9PC3dLMfljuBlPGNsxspyl43NC3T6fXr9Pi7v0FQ13e4ynaKPM4bga+p6KOzdUFFXUwYHt3X7kqVwAW8M48kpn/3YRwhEdq5cZnVrC9cp8LMZJkC+tMhCb4G86FLPakYHY44Pjjg9PWJ0fMDqziZ+AfZv3eLB7gPcd/le6BbU1PQ7fYyxdPIeve4yzmUEH2imnulYkvSsrJnNZngPzlqaAGVd0raR1sPWpft56IWvBiOrMgmNckIUViR1NS7d1ELsVsKPR4OmzkZ9bBWcTokgyKxVZhySEKzFOJkBJ6JOiIJ2WNnerV0uJBMRG63Ma7UwlTWsAeMz2hi5cXPxKXzKLbf3Fjm3XWoYiGC8zn4tIDasaZykLw4TRZbVigBcJHAqNTRRHN58bDGtjJGwaT4eSHNzYmKrS7LMAgKpAyZGrCIEAN7XRJNjcZJYrRSuxmbC7UhJNzQy+w/tfOTQ1BWzakxVzqhmQ3zTaHcfhTyo4wUTpZcPRHBGHPg8qgeRxJ3GZCHKe8iANgMbIpkxWGu4fesq6xvneP7z/j0//P23GYx22Dk3YG1jpIQ4O9eeS6FlhPOj6IY3NSZYMSi5a6GLMYmdD1/xhz7PCx6+xp2DNXbPjdhYnYAtsM6l8l/OphHIWqbzMs/PKAhWRyq62U0kXhBsK0iedRIPFflIWwQDyYkxmxd03isKaBCUJmgcNBK7Qf77w7/1Av6Xf/kK4KwJ/f0+/k9N2OfOnQOki97d3Z1/fX9/f951nzt3jrquOTk5eVKXvb+/z2te85qn9ftC9BzsT/nV9z9B3dQ85zmbPPfZW+zdrrn+RCC0UiUmprjLOmJbSavFQcqMWjkhs4ZIi481GR25KZONYGMYDEqGo6lUnh6FpAy+9Ny8NiazhtXVVdbX1gjNKqbXE1tBPNFGkW1aIcO4TMkc0RBoIao1owGTZAE2Er0YimiYEwZ7VI5pDHzFVzzOi164z97+Eud3JqxvTBBdpjIWSbA2QFDfbjOfFVs9SMGE+XwR0ERu8WlkgC5T0XmZXEEtSGJQ6M+APfNkxjisU521E/221Xm6SS/ApA5aZ5zSuktlr7pGQnpNab6lixy852h/j+P9G8ToaaqKqixZXRrSza6Sd3IWeiv0ul2q6RjvG/Jul+AbDvdvMDw9YTQeUFfSVTd1JMss1npCaFhbX6PoCOM/L7pkTuZYsfX0+8ssrKzQ6y/Q7fQo8h7OOPJujwz5DENTE9oKZ8RoZVqdcrx3nbb2LK4sE7zHVw2DcsLR4R3WLu2yvrPN8vomIN14trBMf3GNzGU005LpyYTT/QNOTo4pmxn9zRX668ssXTzHrSe+wFq2yObOBlM/oa1m9Bf74sCXdSg6PbFQrCvasmY6HjObTpjMpoxnI+pGNL8+eOpqRlM21JWnt7zJs1/0BnoLiwhZU6FIIx+Ps9opK9NWkBhBVZJrN2j9jDCljRaA0UCWbEOjx3I2viGRgYLIk8TUxBFclNkkkNZeJpKQT8oEdP6osjKU/HXl0vQpfMoD58+P5uc+KKxvcUTj9evqsoY8nwnKcCeQ2YwYwOPv+pmo+6jFh8HoYhOrjOHkhmas0bFS1POPPLe1SnKSP4uMTawwQ9CEoShACBFjnb7fgI9Bro+SRGMQr/i2rpjNTihnxwQ/k3syClk16tzNBp2vB4kXKUQa5N42yZoupoKDOZAnRDRBomZNy7VrX2Jze4eHVpZ46MFKVShqC20ANakRBvbczkSeL0CWOXxEzWjUnjim+b/El+2tis2tPdLKVCxavKiHQOrklcxjlWGfXreJgvTFEIhOfzblA5MsYDVfGHQ8JjbB3qtrjDr0GYM8V0xqhDkzAGNyBqeL/Iv/9c3A+PfIbk/9+PKA9N/lce+993Lu3Dne9773zb9W1zW/+qu/Ok/GL33pS8nz/Enfc/v2bT796U8/7YSNsi3v7E350K/f5LOf2aPbzXj44WUWFsVxSJJGBGdxiRCgpAJDmptBStqyvcvjQ0NyGRd9dpCD5qGthSgkeUOSVKClmjbcuD7i2rUjRsMpTVODhwyZUTppKrEWnNU1f+r0lea7xt4FE5GY0tIxyN/Jf1ub4ZzVbtWytVXzvIcP2NwqddaUqmGRXBmbDptA2uIYFnWmonMe7XzFflKZ40F2ZQk0rdCnMWS6TjBtKjIOnDOqs3Y458iynCLviPmJs1in79PmOgd0Ui3Hs4Ip+JbQtnjfyu7lKJavKFM8bWWLIWCCpa5Kbt14jNlsgG8rnM0F/tJK17mcLCvwbUVZTWlaYd7PJkOmsymHR7epqpaqlMUIrQ8sLnTJC7HX3NzYwBlHUYi2Oe8WZFlOt7vE2uYOi8srLK+s019cpttfoNPpkmWOiLyPGPSzsh1mwwOO7lxneHqK7XZk/uYrvGuJhWFtd4sL911iZWOdxZU11jYvsLF9D+vblyg6i5QnE44f2+P2o09wsH+LaCMXnv98zr/wufR216iGQ5Zbx8bKOuNyxMw32Dwny3Jh4GeiAfXBMy3HjGYDhrNjhrMB4+mYum2EIYunqmfUdUNVtXQWlnnOi9/A1rmL0nl5TV46HhBCmLKJFYmRVCyfX0ySIEWF0v9UfC9JPqqEKOYpvOl511mt04BoNSlIFlNnPC3+1NBE8zyJOJkcwJKl7M65iv/uO78gCgUkwXz3t32Gna1KO3PhFcSgI5koC0uERCcIgCzxSJ2yJbXI1loyKyqPOdszGnyo8UEsc31MPtX5PAYZ5QoYYxSuFUibKPr1OF+4LMYtIQT9t9rxYshch6Loif+8yfBBPmuv61F929LUFfVsTNtMtThS5M4W8lpAfqcRxYcVmzUpiNLWvRQt7dl/uzTg15iTIZqVwekx164+wsnRMdW0giBcFmsszihz3ohML8W39LlntoMxGc4adRaUvfBRi2YsGuPtHGqeNxLG6NghxRZtFIwht4V8j7M4MiWHWWH7Y3Gug7Ud5T44olW2gjlrUKxC5Cl7RFI81+tmLZnNyWyhq4Ad1mUcnaz/Ds7R03k87Q57PB7zyCNnW6Yef/xxPvGJT7C+vs7ly5f51m/9Vt797nfz4IMP8uCDD/Lud7+bfr/Pn/yTfxKAlZUV/tyf+3O8853vZGNjg/X1db7jO76D5z//+XPW+O/3kQwSrLPcuTPjw79xCxsiays5DzzQ42MfHwh6pczVdENIx+1wJtMlIE96Ru2wG1z0ZEZ1j3ii9ZKAbVfmRshhDcoexUam45onrh9x773HnD+3w8qK7so1ThfTy4FtvXSqDiOykeDJnFPXInk4a2RnspJwjBENszGJ8INU5EEYsrJUQwgkRgdNYkJh59V4KokzDXxeTRkwkGWWpmmEBBaCXt8GH6NcM71G1hjtQCT5owxKZ+RmskqsyXTuixPmrWzqUp0uDTJnjDrfQSDw+WxcyEcJIk/0jRCVCRyhDQ2DwSG3bj1KZg3WdGnqkrXVJY6OT2nrmm7RxYeSk+NDrDVkRU5TygKYo6PbzMopw8GANghZqttzdLq5SNJMxvrGFpmDotCd3c6RZR06nT6dXp9Ob4FOp0dmNSmSYaKhbSsJZpkD22F6esTJ/i2O9m7SWVql0+kJtG4j1jlyG8l7C/T6axT9BXrL2xgymsGQ0d5txscDyvGYWTmld2WLrl2n21ti8dwFqmrI8PoN8hnUTck0TAmZo99bYWFhibxw2EyCXIie1rfMplMmkyGj8SmTyYQAtFULwdC0FXXlqasaspyHXvR6Lt/3XJUomrssPoMaTMj8UyDcFMIVwVFimNEzrlMTjLF430hHKD2knDuF0QXyFnKiD+j50e4XrzAqpDbJ6Hwz7ZpOIx1JPhkGP084GQV/7I/c5tWvOODq9T6Xdqdsb8/wQbrTYFPRocSyAFiB+q0mRxnfSLeMLoMIVghxzqYtc9r5KzlJhqICFnkbsLnMV9OcWd5DKnDEwS1q9SENXOTosM/VG30uXSzZ3dHd785IYsg65HkHXJSlHnVNbBsdyQV8W+GblqYtCU0pHX4EZ/tgPSYqf8DW0uXHSjpeRfxEbx/PuPpJ5qWfgnER482803YGWt9ye+8Wt2/fYHlljbxT0MmXhH8wR150PbJRtCF6RA4l8SrFCEE8dHsZoqlOREJhawsLX4o/Azh5TanxSbaxqErBqCxOOhTEkVLisUmFpxEznkTaNVo3oRRAo0Y3xojkzlirvgG6WTChIFZQzc3NoRTqdxU4T+fxtBP2Rz7yEd70pjfN/5zIYN/0Td/Ee9/7Xr7zO7+T2WzGt3zLt8yNU37xF39xrsEG+NEf/VGyLOMbv/Eb58Yp733ve5+2XZvRvbDRS/a5eXvChz9ykxc9b4ut9S7ndktuXa/khohBN9kY7YzTFTPakSbGtOqLMfhQiSQpimNN8MowNzpHhTmrUQ4WxOg5ORyzf3jKaDJmK1RkboHMgCy7bwleu1eFToR5aFRSFZCD5uYaV5vsPGODdTmNb8jmc8KAc4XMtnSFm7yts/eHHhunsoYQAp6aqN17VG0x8az7lueONG2DddKFx7tkJokMYwRTJ3MdjMvI0m5gayUZGSuVqiZq8c5Qwo5ChUSBoYJv9T2jLFeRDQXEGcsT5vA7+s/J0QGnx7dYX9/Gtw3L66s88fjnqKsJvd4KTTNmeOwpZ0OKbIE8z2nrkrqecnJwB5svUZaBrDAE78ickBNjNKxvrLK+vIJ1QsXrLPRxJiNzHbq9vnQzriDNW10sIHOEZkbWXxHtXt5hsn+V0zuPc3rngKrxbC6vkXcLfAWBmrzbIUZPnnUpOn0yOpSHI8qjY2anp0yPT5hNhxSbi1x4+UtY3b2HwdFtqukMC4y++Dj90jLzJZWJhLwgzzv0+4tiapGJb76JhrqqmJSnlNMJ4/GIsqpoY0sIljY0NL6lKkumsxmVj7z49X+Yex96Ps4WBO8F7VDzCh9kVCJFr3S4YhsqO4DnxayJmCAe4qlT8V7kWoazrwXf4mwB+Dny5IPutFbC03y7W/C0c8/yxOo+c1lLG+HaUONsocCxIFJO951dOOfZ3RrKKKg1SiKzOJN0yyJv8kRilJWXxiDmS6QNT4DORA2GDJlfO5vNiVlBSWxi5CFjHm8MofUUeVdvUUHwZFd3I/dBbInhTHr5v/2bi7z7hx+eM9u/97u+wNu/7kA2EVonW+Qy+SwyX+CqjLKeSZHhA7GJVG2Jb2tCqEQbbhwmy8AUWApFsipCMxZHOB1dJFa6DzLWM0mCxTxUgDfYKJ21c5B5aDyMB6fcvH2Vja0der0uvW6PrGuVWKaQf5T5sEFBeJ3/i0mKu8tARxxpE+Sc4HJZvJTOuUryYiBEo9yBTMOikhStGKuowEW78hwfGtBEK4WKqB8S2zyd8fSDwbciTNezFWixNteRiTDsrXXydxHW16f88W/8ZX72f3nZ08p16fG0E/Yb3/jGs4D+FA9jDD/wAz/AD/zAD/yu39PtdvmxH/sxfuzHfuzp/vr/6HdBss8zGuivXy/x/pAH711nc7HLca9hMtE5j9rkySIQK3ICOV5avSvsbczcEEH25pq5TAUDbVtq16oCDxPEDceI2810NGP/zgnHJ8fs7mzT7/VERhU1GecWWk9yeSJKkDBRuomI6o8TwYJWGLdG3Kycds8Gh3Py/XJYtGo1EaLMv5yNkmx9Q9SCITkwWT2YUaUfKZEmJyFjnNiwarcRY6ZzaiFqZDYTqVkIZyYKRnf3KmxkrVwjjzhKqb5NViKS5CFBix11wwrJECK5YjkCXs0j0OvcUs0qHvv8JyG2tM2MPC8oB8eMx8fkeQ6mZTYdQh3IcoctDGU5JbMZ45MTXN7j8PCIaQVLi13qMtDtL1L5gDUN21vn6He79HuLLCyvUmQSXLudHrnLyY2oDnK7iM1yLbICtljEFV2ihep4n/HRHY4PDjg8Pub8fffT768Q2xZXdOUauUKmNlmX8mTG9Pg2vgTflHjrafOGxQtbXH7tmygWF4ke8tBlvH+b8a0vUp0MqRpPZT3eySkoFrsYp+c5isdxXZe005bZaEBZV5S1EKx88MzKAW0ZKStJ1nULCxsXuPfBF86Z3hgUvRFrWJeUBERl9mcC7UYpMJOmX5KcEMIkkIplJkDq1+T5lewYpasyzskaU6fQOyjaImzeTO+9+VpMlOCmm5HEdEW+P5ocCGQmB9tiyGgdcxvO4BpxSMuAWjo6cf0KWtzLzL5FyZS+1UQS5mNemX0rjyMkra3cT1Vbq05XCosQIQtiyGKdEaMn6yC0RHJpHIyRM2/gzuHCPFmDMNv/1t9+Fq991SkXLljyoiPzXZ1jdzo9ZrMx3kd867HGyzawNsHyBsjAWlzWo9vdwsSMpplRtydY3+BNJV0uERNa2WRmFO8z+t9alNQwjwEml3dtnSGLUPqWvb3rbG2fY3Fpid5Sh6XOJsmeWEELLc7PUBJii6FQvmsrLTutQsoSG4wVu2BjJYYnvg1GRgfOOKJx8hlZJTdq4eXmcV8JiqhixVhlohtMcGSZ0/FDo/nAQ3QK44s5lxCHLURBklDTGpf38L4RDbuVLYWvfe0j3H//o/ytdz/9nPeM9hKP3hNNwATdHWskOd26VdHUA1aWehQFTGcWm4sWO3Nd2jCTG8Tk4mxDNoddDRZnCpzNdOuWwjNRa/RoMa5DMoVIjmTJQMIZ0fAdHEw4ORkzns1Y9Ss46+ewYSRiM0vw0lW3OqNN+5Vlhg1ByW6yAUuX80Vd66ZQY1AbPGMyrIlEI4sTROolh9sqpCU/k4n2X0kZc8iJ5I8k34/qa60+t4ni5ywB2Ol6Q/k9JpNg41xOWu6R9lhHwNtIIorJDaPvzwTZeaCaUTFF0EImAlotJ/OWNBoIPuBsRlWecPX6J1lcWqIsZxBaToYH1PUUly0BgbocAZ7CbuFbT1tPCXkPby1lGzgdDOkvipWnr0um5YyVlWWCLzi3dY5O0SHLHA4p4nrZAofHK1y9ucwD91ZcvqBoi2+JJsN2lzCdPoSW5uQO4/3rDI8POTk+Znn7HCubG5IkYobJpKjKsh5NVTHZn1CNSurJmO7aMivPfojVK/dTD+4QQyDv96kHp0xu7nH62GOEJmK8JXYsFA7rejjf0skzej3xEc+co21l2UZoSmbTGU3dMitH0jZFg/fQ1oGyrJmWNY0PmMxxz/0Pk2XKPuYuhrQR1UUaNWVIoRpii42ZjpAUekxEHz1/dxf7UTW/hjPjnmjSRi51V8NLEgiqaNCOOhlYOKywsL29qyBQ8ptKk+QeFQa1RwoPEw2ZczRto8Wl3AtiwwrGn0HR1to5p0UeOsMODdiMREQz2lmnfddEj7Wivc1jIfyYpP9V5CHpnIONzHXDIej4K/mAB65d7z0Fs91w8+YSVy6LJCpzhZI95d5zLseHQF3PyC2EtsHHFq/xBusxpku3s86V576WolhicHibo71HmAyvE6qGYEtJfK4rEH09xbetEvzQ0ZyOyaI0m2lRWWYlkTsL4/EJN289wdr6FktLS/R6SxTdnrxWPNYU6iCHIHNYiLmemWTmJPpwZwxBxzCJZ6QTg3lTY2yUs6hjkyC4tXymFgiSmK0WkxhDZoQ4aDBn3vNKVpRNjoAxCqgZYmhIkw4pKFv1vhcEIGocTwRcWRfsiCaytl5+WTnvGZ2wScy9GNX8Xz5cZ3KOjirKmVaHc6a4XDgb3ZltnXbPojOUhJXnBf1Ol8z0aOowh6aJRn5PkLV7mSvwXhcYzOdlUpUfHU3EqnQ0pN5cY6FYkA9Nc5En4JzBIRVxCF5nMyor0OAQDTIP0xsXJehYkOSImR8a+YGkYQ5zkkUMyePWo4pK0passwB65gwnbwb9vkw31hglZ0hwDeruI3M3i8sy7ubvJQa4rKhLsxyjGlEl0SisKuzgMF9+IT+ZHJZ0lBS0avaJJe44PtojWk+WdTGxZjTcZ1qOyGykWxSYGKjqmsXFFVpfE6opLssoZ2PKqmI4HNDr91lcWWE2HOLynG53maqs2N7aZWN1FZspTJ5JAfe//ruH+K6//ZI5LPmjf/2zfNPb70hnk2WYvAMmUp/cZnJwm+HRAYd37mB7i5y7cgmXOVze0SABbQz4Uc3prX1cp8vC7gbZwHL+pa9g4fy9EoXqKfV4yOTqVSa396gPBrKUotejtmNinpO1PZpmRp5l9Be6dAsh/NV1RdU2+BCZ1TWzWUnwLW1oyV2Hpm6YlWNm0xlV7WmCENWwGefP30c0Uc+OmZ8VQ8Q5JflE2LtT8NjVnCuXS86fa0muX2b+4QkZUXKVEKnEdz7On9dyphowpG1fcgMIumT0DFpxBzTMx1JnMq4k0TTp9GJAHKls6pLPbleDwdl8rg2P1utuEaEoy7hL3kPQkUIMUSRqJs6tVK3KImWeeWYwZFQv7YIjOiFLGsTLIOi9lxzFbRBS4HwJinIB5JJYLp5/KmZ75PLFCmOLObEuEbZSAW2toWlrPFHhXjDRq+GREECdzXnW81/N/Q+/gsHRAZ/+yC/zmd/8N7SHI4IPdHpL9PpbmCxnPLiFH9wh1g2pfomGeVw702fLH5zGvKZp2d+/zZ07t9lY22JxaYWsEPMiYuLEOIzK2QhWkJCQNCvCTDA2kRzN2UKYoLE3RiG3msTrUT+OKDLFaIxaxkqBlF6sUBsEQc1cpqM6yQlRd0HIVkDhbASFuqNQzBUpTzLCnDTVN0ZWAwv4mi4Kim5+eVsYn9EJ21grbjMaIKTjk322xjrKShe1R6Xb5xbjjTrrKLxscq3uaoVeLtD4F7KyWtHrDJhMWkans7mZiYm6pMIkIwXtjIMQTSQ+OSajGXfunDAYyJxwcXFBpR1G7Qul4gsEJamk9+QIAdoQsNHJFiAT5kFPfh96s2gwTfMahXWizmlSqXsG96NFiiZ9czbbt+q8ZuP8VMn3R1SDyJxoJ79Xz6q1WJeupbgJMZegBXys9UZEYW2Zg8k8PCq5TGUtiUcAoh9FCrIzGVCms0y5jnu3rpK7gtB4Wj+mqkaY2NLvrxJDSV3XZHkPoqX1DU09pOs2qOqK6WyG9y29xWU6WY9hO8QHTy+LVFXFYn+JoihkPl8UZNZxMtiYJ2uQDufbf/A5fNVrTrhyCQiBMDmlnQ6ZnNxmcnrK8cFtZnXDpec8SNEp5PU6h29bfOmZHA45Pdyn67psP/9ZLF+4SDU8pbO0Qjs6pRmeMrt5m3o0JE5LqpMhtugSi4wqTGhzsXVspjOsifQWe3S6somsqVrqNtB6w6ycMZyMaHxLbh3RGmbllOlszGxaUlY1WENeSDGxvLpDZ2kFq1Ipp+hPogYLucfzL35uje9918V5AfO3/rub/LFvOFZOiJ0nUTlTKKEq6tkzpPJMCI7pjErhHGOSE2qxEFFZoCZ/JQdJ9xLnHbgUqVFRMy1KY9rHpWQ0lAjpJFmCI2YakKMGck2uNjq5P4N2Z9JW4tBi1mREcpVnSUUQSZwY/U1WfdPJaFqdUdPSBoPLHAZPCElF4TSXxPk/21szvuedn+XdP/zc+bX+vu96hAsXLJkrBD0IyhVwQWf9SvaLsgMhlpVe13Rfe4gNvm2ZnA5Y39xlfWuXjZ3zmNzwW794RJzC6vo9XLrvpXT6SxwdXueJL32Ik/3H8G0rI5BWOkmBmaHV+GStKGOs1CCMBwNu3X6c7c1dlldW6C/0KfKOymYNIS1oSUTUaHFOvAuSXFvORtL86+dpJfYnmF74ABI7jDLwJf5FcFbRRY1xMWIyGY1qbSkbA1M1YiE0usPAp1wixUS6likfGI2Nwr/Q4tOkVcMJPdUGxhW/zyz35MczOmELSSSqvCvoDSVJR9x/FOZK8hJlNMscV+ZGiTEuBIpvIvIPKRvHF696nvesn+DS5X/HTQPDY6ko5zpgn1ar3VUJG0nWJgaCN+zdOeXoaMB4NGZ1dYUslyDhVLolGFIrIzAnNngCp0EnFjRtTTKmSBDjXHqhs8JUyQmSJFpDgZm9dsRpAYAUFvN6NS1PMGLziRI1UDidaLAWWmQ/cjqAzjplssa5wYtFIMbUdQPazQO6gCXBfz4GNd3XyJf8yI1s3gohMcK1QzJWzSggmEbNXYSPMBwcYkPO0eF18qyl6OQUNsNXE6ZNoCgyur2cijFtPcLYjKoOVHVLOfXEkNHvLTM6HTIZz+gvLRG8nKs8N+RZhg2ZMOBdh6vXl34HLOmD5bGrBZcv1MSmxtcjZsMB48Ehp4eHHBzcYePyZZZXlgRStJammTIdTDi+dod8ZYELDz8LGzyLOzu4vI9xI8Y3b8KkxA8nGCwuFlTNCG8joWNoXEvbtrTljNl0St7J6S32yDs5NrPExlPNprTWUdYzhsMB03Im6/6cBJ/xZMh0OqWqW7I8x2Uivwu1Z+f8vXS6PazTDkUJY0EhcSLs3ynmyRqkgPnrf+MCr3vNiJ2dWnXHggSdIV2o3Am5b6POMaOccesMIYiKQb8Ja4SdnXStcqupR0HQ8ZAFWT5jhR9h1WdcX64JiKaWFhetgqTidOhchqclqh45MblJZFIDLuaQB3wrVrzOZMiazUhUZrN465/J3dL9GU0kMxkenau6TJnMgqzZIM5bopoMZLYHCt0LaifKla/96hu86uUHXL/Z58oVz4WLlixbklW+Ti6Y96lQMGCd8C6ipaqmhLoS4iBB32dLMOK6d+uRLzA8OmZla4OV9S1e8cav47Of+CXCLc/a9hUefO4rWFre4Pj0kKzX53Mfm3G6d11epokiaw6CQBovidpLv3TGz2kDd27fZn/3JptbmyyvrdHrLyraacF7Hd3J+MyS0fqSuTomSiGT2Vxh6HZuSIUx4hNvM0FMrJlr0DFypoQQGefNCAaV33EX50IaDx9BHO8ygm0JjTruhSBGPCZDj9y8eMRXOsZAz70iktJhzEc1Usic7cZ4Oo9ndMJ2JgfXEFADEiclvMw6gt5vwlYWyMSdHQQqrHFkpkOFI8TzRP4hUiMCOD7zxW/h7W/7PIbrPDI7op6dwSMxS8vNdXamkhQQqM6GjKOjIQcnA0bjEdWswqreQaAjR9BZTYKKnbVq8yhazMw5mW/PKzkxL5H+xs4lCjEEDSBnRgl39TWgmmq0W5KuRCA+E6XSt+pvG2jkOoWWJoiLUmYloDlhlUnHZfO53hCDko2sdh9erBSTThS9YWgx5Fr4JKMG9LOx8xtVoEtDCDXJ/jLNJ8WTGYwJ5JkwtK2JZK5LaAxZv0NTD0WK1VkQKZctaGMBdJjOJszKKa33+ow5R4eHYtvuHJPRKZ1uh/W1DdWu6yzfWC6eO/4dsKSzgfsuzAg+0jYn1NMxk+EJk8GI29cfxS31OXfxEhiom4q6HHB8a5+Dx2+yvLLBg1/xGhaXt6nKEaYxjG8+ShiWdBdXyLqL1JlsIvNNRZ2BX8mJtpI6p44QoLvYpeh3ybsdZd0HJmVJHVuqquJ0cMq1vYL9o4tc3B6y2LvJeDxjMpsQrcEVqGypkGSU99jcvkw37yqRUNe+xLmtBcYYrl3vPkUBY7hxs8eF82qyo3vmk9Y/6nw2xqizxChqBdDzaTUx6w7jKEYkgYCNotdNZDcdOEJa02p13mnFzrLFS8eKJS0zMQqLW1eQfNCTz39SN8SQPMyV5xEN3rbzUY9JckmswqKSIGM6zglBkLtN7k0fcEZjlPo5hIBamzYYW4iWOYD3Jc7kc96JRLECiJzbrjm347F5hyzrCazsLFneE8OUEPBeXpszEZcLv6RpZceBb1rVEOdS6JuSth2yd/NRPvnr/4GXvOHNdBY7TEdDMftxOZ3OIiur25w//wDrm7tEPIf7jzA63iP4WkhzbUy3srC2tYmxWjsk46bx6Zjbt69x/sIVNicz/KLH6Z715NCeOmeHVftPIYihhVH06EhFR5AEhd+1ITEWVPoXlHxmjPKcEHMUEwWCd8ZisgwXZbZczzd4SaPjvY7hopVm0AIm4L3IV6MXp0hBWoSCebbEyCn/RpAWrRVIfhtfzuMZnbABvTmFip9cDc+gMLn4otVT1p9xRBqscfgYaWOjSfNB4jxZyyNGh3X3cO+9A06HE/auTglnGvozMkuMYLK585KjoDUVs7Fnb++EwWBCWVX0dQe1uAq12Cg8bWMk+YnbWZojBww5GTp7QStPkxZiaKwKqctHh0kyK057hSXBSBK3igAIe9LKrmqTzC5aQhuVldoI9KzwkDFoYk/JMiXuMxhefofHqO5dRhX6XoNqUgFIzkBwcNDjxs0FLl4Ys7U5JXr5Dq+kM5l3y8NZWfww31WMZWPzHFcf/22ssfT6ffq9HlU5olhcwFmRX9nMUc6GYByzcsJkPGUyrQjBsby+xtWrjxHx5KYry+pNQ5Fn9Hoyi7bWSEcfPRe3Kt7z7b/B9/zIK/HB4mzkf/jOj7O7NaUpxRms1iUdN64+yqQtedHDryMaSzmrODk+5vpnv8RoOObe5zyPpe0N6nJCxZjZ3gHj0ydYWN9l+dnPg7qm3LtNWY5oaKiaCbUdy5kLnrausc5SLBS4olByV8C4nHLWMq2mNI1nMpnyi7/2Mn7633wzaT/417727/Hw/f+aTq+g6HTInROSTZRxzeLKFgtLKzKnNmnkpDPaENRxLHLffe1TFDCRe65UcmasxQdJoAG1aLQZbVDeB0lbnUY+svIys+KCZecQYkvysRYfetEqWyelnI+BYFSiFORUemPITWcOXxuBnTSQqiZXBj16HMXwxwQjhoMxSHeVpIuuQwytuNcZvedxwi2LiQtiMDaQ9tpZ65QxHEhkUhfFVMciIwGnqJoPrXZnFhdTgSrjN0G90nhISJiWXIixeSHmQNaBy7ChoWl1J7jNxLwjz6VgrGuaujpDq9L9RkM5PeSzH30/J/sHrJ/b4ebtTzI9OQWTkbkune4C3W6PLM/Z2DzPyto2WbdLUwrxCmewHkwrCB/BpDtdIXGdzwfY39vj+OSA8fQSq3VN0SnmBiiEiLG5Fp4S74RYKInRRDnjxEZ8u43yCFSRYua4tqMNNWKDq+M95UHIeRCCbNTiKyjg50ymEtNI46XZ8KFVxr4k4jRGTM2IwOCZcgekMBXVsJAI5z7tmer3o1EOyNN/PKMTtsHqSrpcdMXJCcirWYiTLi/OOz01H3EZvg04W+CMowGMeRyZ+T55y9PWuVPWV1eZTluGJzcZnzZqaKA6U62jQ2jmsxfZA53Ttp69O6ccnw6ZzmYs+ZrcWJmXaCedCGLtnAGLFh1KuohRZzzSPEftN6NR3E4/96i439mc54xtbuY/lRiX9uxaIcVOVOhKNM5G3X2Qnwk1ziU/4whG7CNDmjkrLGaUsZsIbVo7gTmTbaV2/F//whV+5O+/hBAN1kS+7S9/lLd91WPzrgeE8CbmFDodSrI7hU/XNrbpdhbodTI63Q6LS0tYGynLCpflZHmXui5p2oa2haOjI+oqUjfQ62VMxxXTyYy8cNQhUDZT8A39Yp2F3qJgH1YLvraF3PH/+MNP8JWvOub6rRXuuzzi/HZN20TapqIuK4aDE25ee4xpPeJZL3oNbVMzPT7lxmNP8Fsf+HWaTsZr3/J1LF24SDU6YvDoVUbjx3C1YXn3Mp3FBcqjPaYHt5hNjyEvBHLNI9ZnhKrGWOj0+5giwyJJTtz2PHVTMRkPaLxnNCl54mY2T9ZyDS0//+t/lfvv+RhLxUC4CFr9Yx1t21A1huvX9/Ghy8JCwdLSMi5TdMZJkepMxvlznr/9N/f4f33fOXwwOBv57//GHhd2NZCp5DIScREtaFWPbVBbxySt8bKMRrt56WIjLjGljSEZAEX18k4pN7GFDU7n2s0Z6u6FN2H0HjHqShaUCDkvGhLyZCyZIl0heDVFUbKY0c1OWtgA2iSYeTxK+QJN4mkLl9wkspBEzpUjZqipiiBKPniZmapFMWlft868TCqeTJqWyufmlBQpBbbch02sMUGWZ3SKHllW0PqGsprivaAW3kKMDdFXtM2Y0cl12rrk+uMZs+lt2mpCDK2sga1lS52xhiyXe8vaApdLgjNtnIcu9NMx5oxkiyKENotMZzMOj+4wnoypqpr+UtAzIVLRtJ6SoFE2InB2DBibE7yfmzOdxXQ7h8LFKU5Y3y1B+EUm8WiiLlSK2CyXJi2mgaOMerxPOwyMjBiMumKmEycHVoo6k2lzBElLL5zFOJ9MZAo1OP2+VNx9OY9ndMK2SGfgY3K40RvZ60o6rbxScgLAWJlX3GUnCGDNHs5+G7X/EeSyeJ738I+ztDxkdX2Z+x8wHA+mfPaTRzQKjYeUAJXAFq0/S0wGHDmD44rD41OGwzEbG6tkritdy/z7vHodo8+JaiMUirRB5/HJSjXONeHRhnmQSDDcfKCdGDI2deepC49nXQ1pPSFEBLoJNkhXneBt5AZIywTT9/tQ63WTsCfSH2Ghh4h+nwaWkJjdwg4+OOrMkzVAiIYf/fGX8NIX32ZrYyZFlsIYc/KI7h4+m3/D8soGSyvrtPUQQ8tkMqRtAi7LyDsLlNMh5WxCVbacDk4pZy1NA1mRE4LlaO8EZw115clyIAa6haUorBYdGRkZJqBVt8flObtbE87vTDEx4ENOO5tSTadMJxMO928xGJ1y6VnPxljD+OSEm488xtUvPUK3sFy4com1DOL+LXptAOuweZf+9jrZcofp7JCmnlIxJfQ7cpPXpbx/Y8iX+risp5+j6KFlkUKA4KhnYic6Hk8ZDE944voVnmof8WB6mZ2tz8/Zsw5H07T4YCirnC9+8QZXrw5YXHJsbW2ytb3GxsYa/X4fZ4o5vvcnv3HIm15f8sS1jMuXS86fixAcIXrtqh0+NGefZ0yvQcY4UohKskSh03ROozFzOY5VDgWgc0AhQSZC5JPigjKD08wQeybvEhRebHljOqcaruU8W7ELCGjH5vBGuR2JsJU6/QBtgsZjYrmfPZ+W1iR7YblHISKkv1w3REXVqEOmiTtgM6dflziXLEujlyUVqfCQAsEocRTAER1YL9/jnKMoFEnJc8YBQhvlTAThvEQb8aGirscSA0KgaQb4tgQCTVMynY2o6ooYI21TC8/AdLCuiytqbGygiQk4SR/hvBg0iph4oKk8x8dHjCYDymZKGxbVoErmuyGm59FrbtUnIj1x2kltlKxrkjb8rIMlWchGO0eEUrKVpKqIIYKOgvivhxCUFJuUOgm+dlpDSFy1QNRtiMnUxxlHCIIAJldHMQFSpzUMMbZnF+jLeDyjEzYKQVhrwSUjdsFxfZCZq+xSDkQ80Qeh6RujJAPp4lwoaKOlyH+Gra0Psbj0AtbWjrnnngxnz9Pt9Th/qcfDVc3wpOHqo4P5HmOD6iazQrTaKuuAiDeBctJw+/axJowNOp18DmFLwk8z6uSDdHbiJcyKzEDMUTIx9U8VKJBctqT2uPtOYZ7w5hVuOtiEMzKbzvbiWTzUxigFR1RPmJJ7kuDIbC+ooUaIybBAITECRJkvzTtxDWa3bi7Nk3V6hGC5dWuBzbUJqXtKUh6jhQNGtJUYiEGWdFy5915ODm8wHh4zmQ6IMSeGhnJ2k7psKMuG0aimrMURz/uA9YHT2VRmw97QKdQEJ0KRZ/QXlrQIkWsQYiA0NT4ryK2h9SW0ItvxfkYzrZiOBowGpxyd3OHSQw8h8sAObmGZS/c9xPmL95AVjrzo4UxUONKSdwp6i5sURRcyaNsZIZNVpZmx+KbUFaSQ247qfK10Ym1CVIJYUVYNs7JmOBlwdHzI6WjEQrfhqfaD72wdkWVOglGAtmlpfUsTc0x02CB7jcsqcHA4Jvvi46yuLnH+/C7ndrfY2lojc46I5/z5lgu76pGNLnXQzlmcp6w4a5lCUSkJempjgUi9QLgPCjHilKQm3aeceTlHRs9CxOj9pg0ZXpOWJK8Q0FFT1C5IOiijAdVY1ZOjuu35rMkqPC+fvwx0ZK1mRCSJRotph5tL1NCiNGXSORH1ru13EUtwigJGUVg4cvEGR54mxqDJVKJAJOo9FIXlLKdVk5RszIqJwZ66fZMSucO5LnnepdNbIs+6TNWuVSSjIqML0ePbUt5LDNR+SAwlPjbMJkNODvdYWlojzwsmowF1VcoYIuvhMGTeUzn/pBgi1YZI46ycCFolCY+HIybjEVVVCaGrIw2EVyQlxGRAI8HrTI5nNWYmk6swTwbJcAej61aCbh8zMnaURTNOJHlGz4MWfD5w5omfPrxoOTnpcudglZ2tAevrpZ7bZJqTRpr6prHz/04NkQKK+lmpQiEa0qt+uo9ndMI2JI1dLmYAoLtvJcG0dUnW6UjVpZu1XJ7R1rVCU7KmTqKGpWkb8nyPKxcdFy9ss7K6Tn+xIC9yFhZ63HPvLqNRxWDUMDioJGnrDYyafogtozCpMwp823B4MObkdMR0Vgps6xTyNQ6iU+atVRVWglKkohZihCNwJsEyQavQpH1UIpYkZp11p0cMoDBcDEHISkGCRYz1HFYzVmfH2kVHk82bdWviXAdNFCZx6oLTcgeT3NVIN9xdBCVNFgG5oc/vjrAmPilpy+L5scJMZ3BXpMW6Toq+OjW3KreKLC8tMBsXnJ7UtE3LeHJC23gyB7NpzWQcmE4acWTzwsgvZ0I0mswiK325LkWRU+QF3V7BxuYWedGRCtpZYt0QdMZb1VO5DL4lxoamKWmqmtI3lG3F2vYuy2vr5PkiCwsrwn85B6GtRDLkW9HF+oC1joX+NjHUBF/RNK1uYmoQPWdL0ZVFBLFtCE0jhYIz+EZQo8wWYByNLxmPJxyf3OHo5JjTwYjBeAjumK9+3d/j//i1v0baD/4Nb/lJNlZPuFtm6EODJ3D12m0+/chvs765y4sefjlra7vYDJoG7tw5Ze/2Ka74PBd2t3jwgXs4t7tFt9NRXkSmnbVYcZpwxow1Joc0f1YilTSuApdjrcKf2t0kL2n1PrjbbECY5IK7RM4CtsDQulc9Lcoh4EyhnZEkI+mEACtLeYLOORNHwkRRcBvXEaORRopzQbBEItzq65RmLdOOXpJ28F63lGmXbZKuWjs2E8mcEMTEr006MRk/pRNulJeQqFISr+Z1uiKGNlXi+m+h7UXxjq8bJYZCp+iILWtu1a0uWYJm+k+Dj5VssgqG0DS0viLEmtFgjzu3rmJtTtHtc3Ryk8lgAECWZRi6tL7B2kB0EoiUX0sIOj8WpZ6w/U2knk4Zj46o6xLfStNiUvdL+lyEQ+LjmawqN1aIYla6YpCd6QlZiKHFR5Q9niSsZy576GvS7TGgcTXGoAx75j/zqx+4n5/6x6+WObgJ/Dff9GFe//ovKbolc/BkMBWjmOtIkebUd1/m7dak4KxLOWPU3PH0H8/ohJ0VOb4N+Ojvai6jQLqZuP34psFmmZh9eIE1Ex8/EshdnzaU1IzxoeZ0MGM0nMCFloVFQ69rcZml0+mws72FeZFYi37x84ecnM4opy3VqCXUwpAlWGIrFbI4GxlOT6YcHJ4wHk1ZW2/IcqfwiFRdc2TGCWQXo2zYMdpJCdQcAXE8a4N4mltrdWuPOCylQyEuUWdzoNT5EiMmKCtVnkmCgBGpm0CF8ghRpDLWWGzISRpqYwytr7EIHGuw6v8csS4D2vmIYg5iJblHlOfd2Bjybf/tR/nRn3gJaYf3X/1/fpiNjdEc5pOd12cytqidlomyOF6YvobMdcncAtZ2KGd7YDzOBkbDivEk0jSeqoaio0VQgLqBuonkqt/NrKMoMhZ6Hba2LrO7c5Gl5RWMb2XGWFiicdRtSWYzCC2+banbGb4RVqvr5CyurLK4ss7C0hppG5EyByTxBE/MDM4UGKuQMIG2nQlkmGXiLBZz2SEeWgzQVlMiGSbPtXgBY2X5gI8toS6ZjCYcn+xzcjLi5OSUwWjIzM9YWlzllS/8ZZ73rM9xMjzP1tot1lZG2lk5QiNknugc1aTixu1DPvXFx2k/9yU+/LGPcOncJZ7/3Bdy/73PodMtMDbHNy2PPXaLL33xcc7trvPs5zzI5SuX6HULYrRYcjU1MZp6/JzZHY168c+RKJQA6lVO41MYJUbPrTsFT1zrcM+VhvPnGp3ZR53vCiplTAq0mpORxmvOJHfCysY6vS/P7rmApsQYyNJZs0GsO2PExQwyWaeKlZWuWEumhi8+pnstqixJpKK393Nu3lrk0oUpO9tTrClIQKuMvhyZlWI9Qb5GNeAW0SSbUIi1cNTihhbx2BbmfVAtNxpn4rwoEGmadWZ+Dxtn6XR66rqFvn/prFvnsCGAFoqBlkgpbP0mMB0dsnf985TTEZ3+CifDmwwObxG9wZgu0UzR/WtSBEb5HBTPx7TM/44oubKqW8bTGWXZUHvZJlZkHUUqEnIXibrKMzc5wYqbmI1mPi4QfoJyDryfl28xpvjqtQcSyaCJTuxjlewXvKCxFpGPCrfBcXjU5af+8auYbxKMln/8P7+S5z/vJuubMyFS+lY7dN1/nhzvlBjrrDD1o44CxU/A6La2LzPnfXk/9gfjcfGeJQ73pvhRLTexwkkxRrEqdHqMgpADIBCUBZGYzkE3BuW2Rwgl4/GMJ67us7Scs7S8xMJil6bu0LQ5vW6X87tbdDoZF86tc3w8ZjScMBxWDE4rTk5mDI5qypGXOZEuR5iMa+7sn3JyOmRre4OOSjHkwKV5lHjjJv2ySdIA0vxMYGfRBGtHbQLYoG5MOhcPQW40uRhzQg+6ACXo4Qy0OlsKc32sTUzXRFqLoGXHHM3wppVEExopGlIgjh6C124/McLPTmX0QpZJLnFv+6pHeNmLb3H9Vp/dnSHbW1PB9Ewi1UngMqhZSsznN4X3AWOE5Ff7mllZMRoMGA4qMmcoy5rhOKhLna4y1QKpaYXRbjF0C7nhCxfJTEvmLEWWs7i4zPLiItVsRgiiZG/bVuQdDoKvZbdwW2MzR7fbI+92iS10e4t0uwskrb7NC4J6VBuiJHsvDk6BQFMNcHkXl1vyrCDLO7isA77FNyWhbbG2ozOwXHTSymxtY0tdVpweH7F/vM/+4QH7hwcMx0O8iSwvr9PJC7I8p9sbsbPxKNBKUomNapRliUvrA7NZyeHphLqVsDcaT/j0I5/ni1cfYXd7h4fuew4P3PcAK6trLPZXcK7H3p0BB0cf48rVm7zs5S9kbW1VCoAQ5vPl1OsI/wKSfAerGntjxISEs6mOiZH/z89t8H0/eHluFPKe77/FH/+jh7hkWh2NetTfjSqddemSHZwiP4EkrTAYcRo0MpMOVq6D4uoKjSfFhMxD86wjhaoRO2EZorcqSVdY3cou8P/9317mPXct6fied36Wr//Dt9ASQghIESl4o/SUwqQ32LmHuN630c2h7sThQAltMlqTLVBoMlAhmSAbysy3zor3fd7FOXVFwwmcbyuILcEYJuMdTif3sLz4KEvFHsHPiLGlaUacHN9iNp2RdTuMRneYju4QfEue9Qm2oDmbBMw7bKPcubk6UmlDxkLwLeVsQl3NaBsv5GH1dogmiByrDeJpQeKt+Pl5Qj9xH9NCItWX63sLMczDT9RyIiYUBUv0sonwbC87WJOD8cRo2N9f+R3cjxAs+4fLrG/O5namROZIgEz+nKoXOMN/oqhxfFqRKs/2NLOdPJ7RCftVr77E448e8tlPNhweTPReVXtS60RaZJU0YJDViOQiK0nzLGuxQTe5IFDuwfGQz32+YGlxg16vR150yDsZRe7odRfY2dmiv9Dh3LiknFZMJ1OGg5LDgwE3r425cW3M6fGUtpaE05QVBwcjjk4GjMcTFhYXtENS+JxAxGGjdmOYu8gwSZJw5s2thStpnpfsia2xRGf0vSX9IQrXy00uW4y8FNhK8DApucdIVJeloN1AUJ917N3EMXFEMFooyCEPMn8MBuxcSAFzVqv8/ohCbiawvj5mfX109lypRVJSSYjyno2PoBBYYuwa4/CtZTiYcevWdQbDEdHApKyZjlpaLze2y1CdtmEyg7pRb+cMisxiQqBXZHSLnE6W0dZjCJHMRnxmaduKtnVE3+BMTmtavK8x1pB3euS9Dr1Oj253UeQ1RYF1BaFpiS7KFjXkerlMEKEsy+V+DUFQgiInLzp0OgvSkcZIsNKJYw3kuje8DtTlFB8DbQjM6gnDwYD9/T1uHexxe/8m43JK1umyuNCnW3RxzqpdY1rIUkgg8XIOvJZjbe3ZOxhw7c7pPPWlf9dNy7WbN7l5+xa//dmPc2H3Is++/1lcung/C0vLWJPz2KO3mM1qXvbyF3B+d0eCshpRJGJQOlPyHoXU9SRDiajMCQN7d/J5sgaBMb/nXed5/WtO2d2V82aVpRlIQffuUUzUnxMIVubYJt0agJnfH0LiFLg+GJFlSXNuZUyk7N+EJLVooDeaYOfuZpH9/d48WafX/e4ffi6vfvkhOzviNJaG7km+mRwM0dlq4oOEKG5fRiUiaf9QGg0EZbJHLRpMqjnuut8FcZMYaJ0jy3O1Fq4lkdkFjM359KN/gn/74e9HHBw8b3359/Dwlf9R7+2KcnYq07VJZDrdp6lOgK4kQCu+3HOCmd7GxkTZwd7cpcd2iLIzRJqqpmlKfFMToiezOa5wWNsRPoVpaMpSixyVyaHNR5DzleSuEhedFotpAaj09YkzlGyl00gQzFxBAGdabR8853ZGGO2O08PawM65MdZm+NhqQ5WgbSH+OacuZ/NzKMVl8EJoiypVle1fT//xjE7Yz3nWLiuLGc10yrQcMTgu54lCbmipNEPbQqYfoEl2dWIOYkwSdzhQakQInjv7J3z6M9dZWl6mv7BEr18xmZUUeYdO0cWtrNHrN7RlxXQ6ZXFhTK9wYiAPtD7gT6GtS4iO05MpV68ZZtU6L3lRzpVLCqMZKemTFAGYs8IBiGIZKYcr6CsVLadBdjSnM5USKdrxivtYgKB2T+FsndxZxS5M23l3HBqCcSRiS2Kbp/mcTTdI9HJDJoKHvr6obkRol0yM2kXJ7xfWpp8HTbm7lXCnc1BrM4G3DPNZXQgliWQE8pZm05bpeMp0OsJmfYxpmE5nzBqZN+Y5FIWMKSbTyHQWtXCLdApH7gy9fsbK6gK9/gKb61usLK/QKWQFJ1haD3XTkGFpnXiyEzxF3qPT61P0ClzmZC1m0cU6p9CXJzQB75VNb2XuKgnUkbyzI/K1zGRnloiZw0VLa4XkYrRzakJJEysaH5hNpwzHp9y+eZvrd25x5+AOZVvSW1hgYXlJZpYmE8aU1cU1GlDTgCUAjfdMpyVXb+7x4U9f5WT01EsJItCGyP7REYfHxzz2xKPsbp/juc96AQ/c92z6vR63bx/woQ99lFe84oVcvLCr959XCDzJIBUKt0aNVXQzUyok9WxevdZ5SlOWJ67l7J5rpABBz19s52OHM/g4jaSkvH2SDFGTmU2vRQNsBJ2jKlqnx19022E+gkpacCGNCoM9BHl/N24uPuWSjus3e2zvVHMlh3BoMoKticHMu2FhEzJHyZIqwtxF9pyPuyLivqWs94QiycKcNLNnTqyDIAnbCVkrmogNGdP6fv7tb0qyls/a8QsfeTcXNn+exd5VKVDNlNrkxCDGLsKn0efXZtFLLT6/rY2RaYRBXM/yCN4YvGj8aOqSpq7xviUSKbod+gvLWOdo6prReMAsTjAB8aPQEVk0jmh07BaF7+JjS2wVURGSibDp7V0KmRRyYop/2q2rokUcMOU8bqzP+PP/zYf5R//4FfOx3Z/95g+zvjbVmKSFZhQXNowsXZnbPetYUmot3UgnnzLwf+E+7D9Ij4XFZS6cg8FDEw5PBkzGU7XDM0QflA0owc5x1qFhVCud5YQWrMuwwWFjJlpnE2hD5PbtAY89ccTG5jrLy4vEvqdpG110IV7dbQy0tadpGpnDZYFez9Dv54wnNaHO8MFz5+Bt/LP/7w+Aztze+d9+lK/56qsatEDCqBolGIGHMpvTxFJIISi5y9p54AmhVWhMbvSIarkD2KiCf71R07INi8UEaKPMemVmLjx0yaECfSe2bUQSuvWeZCB+5gSlcyYTBCE0RitONXgwVrpSX4tRRUw1p7oWhTBfBiJVZyZ8eN+c6SajPA/Ry2zUCPwVYyDLZcNP5jJ85qnKiunUU3Ryuhn0FuSGHpw2jCu5Ei4Dlxv6/UgWHbu7W6ytbbG5ucP2xjbb53ZZXF6k118C2+Hw8A513UKRU2Sy4MOZnCzLyTtdMpeTZ6JNlu1ouqwiUyKkSlPSLnUTxPLUONXNRgN1AGpinuOyHgZDU07wTS2EHJvR+oY61NTBM5vMOD4+4trNqzx+9XGOxqdEG1leWmVxcYlOr4N1Fmdlz7Y3UU161JTSB2azCUcHAx65dpsnrh9z82jEaFrP4cH/1CPEyGA8ZjR5lBt7t/jtz3yM17/y9Vy58gD7d0740Ac/yute/1J2z53TGlQC4pzpa8y8Q70b4hRmsATMe67UT7ns4sqlmiRUVP/QuzoZI8XvXHOOwO4xzJNRwq2ki9bAa8CSQWw1sbdz6NRZTeZWCuVE83I4SVQuaLKWueXlS0+1pCNw4cJkfm3n8kwgRpEYia2qXFuXFu4YQQ+sFg2y8zmXGILcB0kLKtCxvIYY0XW68v6NdTibCdk1erXjlCUVgZrT0X3crSJAX9dw8hDLvVsQCzHracaEaGj9TOKJ1WLGWkUL413wMgRvyHLBl7Jg8FbyqUjrDG3weC/bw6xzdPsLLCwsYp2lzDLG0xEhBvEsB6zNJREqxCwEQYs3XvzMjSAt1hms7UoTFOV6C+lMY6tBibxSNAnZLy2ZySTJh5aveNPjvPBF+9y6tcjOuQHra1MpLo1V31Vl/1u1t9axS3LN862s5AQ9D4o4RS2ev5zHMzphD4dTypmn2y84t7nIrZvH1LNU0Rgs2bzjDiEIO9JKtRyDbpIyTqok0jarBKh5qqbm6GjK0cmIze0VVpRRLn2Rx4RAU1aMxhXHB1P2DwbsH0zYuzVhMKwk2JoI9gInk+8nAdkxWn7kJ17KK162x86W2G8G0kwqwczQ+BoQXWYyhwghCESc6fxv3gXLCkoT5Xu89jPi8iaJ3BqjtoFCeogxnye/aKJu7jUKIcrOYGMchwcdbt5a5sLugK1NIUi1scbZjnwQVn5OLCSTIUXEpA1kMc2atDs2EeuNvlW50ZwVgkkknIELalqQ5lIirpElK+IZ7OgvreMyx/R4xOmgpNPNWFvt0Ssc3gaGg4paVyV2+46mCSx0M7rdjK3NDe6//2G2t8+ztb3J0tIam1ubOJuztLLKYDAktC3ReLpZV6BlInlngaLIdb6JJCMDPrQijwkeZ3MJsHlBaGtsJvI8Z3PxfQ5SRJra0wRlk7ouLu/iGwmIvo00vsXXJXXrKaspo8GAw8MDHnviMR69/iizdkan02N5ZZPVlWW6vT4uU0SkFbvRtplSti2D4Yjh8ITDgyFffOIaj96cMKmSFaScems0vP0+OoAQI5PZjCeuX+XOwR5f/7a3c999z+Lw6JT3//KHeMtb/xAbG2vMl3yYqLB3mv3KykzpauT0CXkycH674W9933W+929eOlss8n3X2d3ximBIoSjmHA6r+9aDSRvgxFBlLmE0lvnWPZSprqY9QpLMJRlGhNEek7RQCGtRM5ExgUxZ6tFaMciwAqMaY9nZqvjud36a9/zw8+av+7u//XPsbMtyIetkxGR1Bp+MbzBggkqEjCdJ3kyMRB8IDvVAT+SmXMOEcmCsU2RAZ+Auk+YkQlrzKBWiwvBRtePUrC5+iv9Y+meNZ2t1X5ob4zFOusjQzAitsLKlSGiJMZOklbYSRVkAYrI4L/6dAxehCNAEI7sYfCsmLtZSFF36vWW6/QVAEMrMyW6BtvVYhFhrM4cz0CAEuRjEbyOYgMvyMw6EQb0U5D2bmCkCKYU+wRB8S0Cd74zA2SHKDBt1PNvcKFlfnZLGgU/ytEAUM1avfUJmUqNhlBsRowzxtTHn7D+e/uMZnbC/+IUSy4Dr1445OK4JXhOGcxJoM4FzXaaL6G0inEmHLSw/5KDFBIvLDFwSZctoNGE0qKimLb5pqcuGIutSZI4iz7Euo21a9g/HPPbEgDu3JwxPKpqqJRmqNO1F7nZQAyEw3Li9yNbmoQLKQbuQNMWGM62prnaLrXzW0Yqz0Hwgpy5uiXmrncp8Q9eT4Gej1byBu1a8mflhVGjRyMDsF37hAf7+T76SZGv5V9/xG/xXX/kl3XKGzKutBEOrUgyjCUwQOS+IgLJzjQL5qQFxBiI5BieFhLFnblfo0E67+2hE7pHm5jZ3XLj0AE888nEms5sY5+j3cnq9DtEZpsMZ42FNVRu6nQyb52xvrbLaN+Qu8Oz7XsD5C5e48sCDdDsFmRM1QH9xmdgaTg4P8NHSLQT5yLKOJhgpNHzTEnT3d+tLMmRnsI2CEshMLGKzDjFCZu/2wBbYsg0VWbFA1lnAWMfVay2f+wJc2CzZXh7S0OC9ZzQac3Bwmxu3b3P11hPsHx4STMvi0ior62ssr67Q7XTItCj1lccTmVUl4+mMT3/ucT78sc9zOCipnoKkmjrPVDj+R+LAp3xYA70M8twwq2t+/hf/FW/7yq/lvnsf4uR4zL/533+Jt7zlDZzb3boLBYoQnUK+hiTYFcUCtFqkWmv443/0lNe9dsTVqzn3XK7Y3Wm1yJPNbbL2U9QUTvW1GXKNfWj1rEkH5dO9rhBoJE1plG0v7jjCfYkRa3I124jqUCWFZAwOgu759mAyh/MBk8nvDMHw9W+7yatffsT1Gwtcvjhja2sqJFjLmed0WiVrRU0Q0ow6ePGsDkKS8rGR4s4oJ94yH/VJ1BACoiUDDNFYYmg0NMQ5GmetsPchKndFNnUZm9Hv3uKrX/ku/o8Pfz8xOqwNvONPvY+thYbhvsW4Hr3uJjbvU9ZDWn9KbFuCV8mUkiBJ2nYLTnI6wniH6OVr8zGDcIFpibi8Q6+/RNHtkmVO/TRkSQqgO70brM3pZxCNw3JGKsPoljNjFJVQm9pk46cFqTU5MbbMN3+5HIvI68AQbS7SSd2DYK0RiZ4VjX4aM0QMzhWk6uDuYhcr8rMYIm3bKMIT5xB4YrX/3jjWUz+e0Qn7u37gLbz+5b/GQvF5Do8nTCatVJUhYvNc7CSV8eKc6A6D1yQ1v3klwVibY0N+FzNQOtN65plNWqqypZxW0ELbBhZ6PbLC0O8V9BdysHCwN+b4zoQQjJIoxPzdmseQ5HhXBWsD57ZOwAh5wnIm5LdqxhBpmDPK5F3M5ywhNknUQgq3MbbaOSepgtHuXSp4GwwhNgpJSqBK3tCAdCLaWsUYOTzqzpO1fM3yYz/5Kl7+kj0212cKhTHvBlKBADJbk4hosVGNJ2yyZUWux126y6CzxCSJQCtkgfXkhjzrlmQGmXe69OMKRbHCZNLisowQDafDMdbmlLOA7SywWGQUuWFn9yK7OxcpMs9qx7G9fY7dC1dYWFoht5Zep0uvs4Cftdw5OGBcG1zRxVhZmBB9S9bpyDkKuroTkdkRPdYG8KLxj1EqeBOdwv0GgsUZ6UZkH7Gh6C6R9ZYwNuP//bNLfOsPPks6MxP4/r/0a7z1NR/j4HCfG7dvcnv/JncOD5g2I7rdRTbWd1ldW6O/tEgv65AXgoh472nwTOuKG7cO+OinH+W3P3+DaSn7kJ8qVMS7/p3mu5Icf/fAEqNORlVlMBpP+aVf/QXeHCP3XHmA0aTmfb/0a7z+dS/jyr0X1Q8+/ZazbgxgvswBw3xNpQnsbnt2tqo5MUu8oYXD4WKuM11P8oyOJmgRmFzxpHhMozHmzyFn2irnRM5chteCPq2bTfulg8rEjA3zhRI2vXZjBcZG92dby852w87W8VlNjWrEbbLC1CRhlGMJsplWPReE/Z48y/X6hIDxsuQn7bcX6Lsjc2xjAEsMhrb1VKXsP6/KmS678TgnRlPSVcrrCN7zvPt+mgcvfYIyvJT7Lhv6C0+wd6PBGEunu8TWuQfpLW4wnhxxB2jbx2h9S/C1jCbSPgcE4fdGmeIZOCW3Zg5MK2Op0MY5H6Db69PpL9DJM7F9NgbrpBnKs4JpnBFiS+4b2uBkna+eo4jh8LDHrdsL7O5O2NqqZUlRQh5MGppobDLKsTEeo7HVWof3QbwVzFmzJB+OnBoBP+Uv53vOU4NyV3ctP+3vYpFLc9SGRiH55EHw5WHiz+iEDZZf+62v5iUP/Sa+HchXbIZvSw2UclMKQCxwtnWO0Ooid2ehkUmOMzmWTKtXZasSmM2mDAcTxqMpk9ECM1sRjw3dfs7q6hILi31W1hY4f2GF3QvLDI4a6pmXNBS9+oofspi9i3H7/YgDlOdP/7F/x8rSiBh6+uHJnWvmxhLy/syc0GK0gpVy1SQGNTrLBj1pcR4gMAnmT92EdN9z3Ch5FaeEHzzJAc0At24v81TShpu3l9jenOiNoHIMo4tAYiKlKUs1JjepOA/CAlHd1dHrawXmnYO+EyEHatcXFX5OO27zLMf1Mi5ceQ4PnA45PblDOS1pmopZfYmQPZ9zW6dcupzh65KVtS12z18gCw2LlJw/v8Pa5iadvKPkFMvx0QGzNhIXt1lf77H/6EfxviEECxTkRUdvdC/oAbl2Ky1tU8kCCWPncp/g2/nMLS9yYSFHXc/XyXXfLzx+rZ4na4AQLe/6h68j1v+c6ehTHA6PqXyFsZZef5mNzR02NndY6PfodjoUmXgaN01LWVfc3j/mc196go9/+ho3909o/JM/69/rEe5Kpr/bIwKzJlI2fp6CTwcD/sMH34+1hitXHmA0LvnAr/0Wr2k9Dz50n26kU01+kBGHGFPojN0A8WzfMRps0+w4hohTKnKc39d6vXUuLreSIfoz3ADOyHvSXWsBQJJCBZ1pzr2/YI68iXFGVFa5qqzwMeCi08RniFY4MB6PDfJbpRCYGy2I26I5K3NNMkfRLXhWLYF9bHmSXDedpyDmTMJ21nFGkAU/stYz0LSe6XTG8ckJw8Ep5WxM60ti44lBCHiysSuT+8oAwbHQucpSdsj4xDI8nlHNThVGhm5vhdWVcywsroGFsjlmfLJHaEuS5TDKo00rDoQOIxwblxnwgawRVK1x8t7zokt3YZmi0yPL1AVSixTrnCgqAN+2VFS4zNFVtMZYyy/94mV+7H98iZ6hyF/+lt/mrV91XZEi+T7r1AMhpP3q875k3iDMtxciZFopqqySegWVJLmY6WkPyj+yVu75uc+HxqkUz+SzUVMpOVDzxubpPp7hCVsq6Wm5RSe/pYkoKo1ett8Acxa2tRlnaIQkNqtaYo9IKkx0UhbSEGJL3U4ZjiYMT0uOuydYaxmNGyZlydbmGvfeu836xiIXLq7xnOdOGRxXXHv0RNiperM6U9C3P49172dh+UFe9aoOz3/OBlV5hU63Ky9JGZeodhpjsFGgOrHoTB2GBjFpaRXqsbS+ISIMZv0rkR5oNW/TG0+kFKRtsEbmPAK3pfWVMufe3T3RQHWWtK0NXDo/lZtSLRqVZCtzGnRWmJD1GIjW4UJOtEGDg17r1GSZpNOVS5BW5J15QsvnbIxyOA344MmyjCa2XLrnQRaXVjjYv8XxyTGf+9JX8f5f/fNzGP8df/bXeeGLf4X1jW1WVtaxeMz0iH7H4GxB23raqqb2FttfpljfoLOwxvh0H+9bnJNgnXX6wuS14lGPVthNXckczRkiOc7leN9IIPP1vJG0piVaBFpX2LnxFbPJmE9+9nfu2g7R8uFPl5zfGpL1uix2Vim6HZaXV1jf2KK/sEReGDrFAoRAXc04Oj7lY5/+Er/1249wc/+EyazWZzt77t9fyj57/F7ff3d3HoCD40P+wwf/PUWn4OLFe5iMaj74oY9hreWBh+4XkqD3snzBS2abF256XxqMLs6Q0ynfITBoQFn3RAgKn6KSLa1L5vCoirtjFE7GvKNX1QIY5XaoNamSk1TIJWk1wd+q206EsZSHk1uaU1cvWcspV04I5ZFEPpR93lZfk8fEswUW4rRpMEFgeBPSaiHpzsUI0WCDJF4p0mWgFpHZfdM0TGZTjk8G3Nm7xa1b19m/c4u6qVjq9+i4lsYnl+wIODHyMRZiJkqS0NDGGpCEVJVjjo9u4Ioe/d4Kvd4q3d4a4+Edgi+JQZogg8yqw93NZiYEq6TWlEZGcp9zjv7CEv3+CkVWSOGFSq8UrXOZuIbVVU3dtriqJs96GAdHh915sgaI0fDj//AFvPQlR2xuVmfQhX7GQV9IDK0gKIrUBbUwnX+uEUFCEPJuAMkfGIXTpYEQe+t0+lNRhlphM+/GzVz/r+cnKRO+jMczPmEbE1hZO6aaWGH4GQdRO2itWmNArAJ9kOtqzXy1nBjyS8WZDEPOQpCn9RWnp0P27pxibSDL4Oiw5ur1IYQjXvjiKc9//gXWtvrcc3mTk4dnnBxPOT2eYLwwLeZVpjmknN3kdHgPJ8PnMZpM6C30KLodIbEY3betN2EwKoOyYnc47zD1dYtBiWw5MkRxMIuo+5nX5JZ2zPozeDMZlFg9QOiSBE3e0cgMb2uj4a/8xd/gH/xPr5pLG77tL32Era0pqpNTyE8CqrqKSPEhF1d3khu55lgtSEQWY4KYQhib5u0Wq85OwgaXoGqcdNlRXatiqmqtw5rAxsYuS0vrXLz8IHcOO/zdn3o7dzsU/eR7X8vPvrfkypVctxpFXLxAmE1oYo33HpY79HuruKIj+3kVzYjR0zYN9Pr4ZkZDS5Z38V7McTLnddwi2va01tS3M2ILed7HYPFNqyREnUtaQ6wbppMR4/EJXRcw5k1PKo6M8Tz4kOfShRfS6xYURUGn28VlOXleiGyFQGwCp6MBH/v4Z/n1j32ex64fMqsazUdJZ6qPhO/NiWa/v8d/fGf8bmk8ROl77xwe8b5f/tf80a/5E6yu7jAcj/nVX/sNik7GvfffIyOgYKQYMh4xLxORrplzGKTJ9UFGLzY6gg2i5gh6vm3EIDCxJHDZYZ3pjgEfGk3iyeo2ddiyJjOoakIBLCVoiUGRhnF1UlQ0iaByyURq46zzMlIkZ9bSKgqG8TKvT8tBtGv3uta39UEh3BTkVZdtAjEzWG8JPhJig6zwFTZ9BLFhjrJwJ7HU67pmMh5ycHibJ64+yhe+8Fk++7lPsn9wwOryKg9cvsTmiodWfsqpC2EwCHKhmLANGU3UPQDtjJP9x5iVIxYWNqj85P9H3p9HW5ZdZ73gb6219z7n3HO7uG20Gdn3qV6WLRssuRfuMTZVowbgR/MAg22BXRT2MJjG4Adl4xb7QWHgGcPA8B54uJcl2VaXylQqlZnKVHYRkdHHjYjbN6fZzVqr/phz7XNTChmlXlGDHG/boYzm3nPP2XutNef85vd9k/FgV4xGnJP1HBvZq2l5ITEvc5JgyQRuaDJwXmRa8wuLLC0fpTs1hXNWHBxjamWI/aezVslgAV9LK6BbBDp5ztr1OQ7rpEEQwGtrUywu14kxQQgBZ9Ksg6gSSw3W6VxR8plFiizRYIMnw0SVc6LyOp1RIX3yROAVvbsFfPKoD3rOGt1BKuFtz+8v4npdB2xjIn/jr7/EcC/jEx+XStOiG9XX+IBuvIYYHCZXhqaxBGNU4iXZumnUMpIcE8cCO5mGEAO7OwMuXtykLhumZ3JubozYWDugHEW2t/bY3xvxpjedZHGpz113LbK5sc+nn6wox17kZM7Q0JDHLlXTsHZ1k5sbu6yu7jEzN43NrbJzDeBkQIkVCUmIlWwMK73txk8qDWHByMCTm5s9rlyd5fjqDgtHBrKBjVQgyaxeZstGYrAEq9ZDWJyVw8THhohTPWFOdIFv+LpXeNtbb7B2bZqTxwesLJck0kQaSJBgvzTn1yZ3MjSrRFygLEGCo/49VshFBke0Wfua1irsjSW6qAiIx2kLAD2cYvDkRQeioSg6uMzxyoUFbjVYZHf/FEVnVw4CK7BnlndJ/sJpGIRVuYs1wlwtOjPEEgiW8WhElnfEA1r77I2vCIh8zYeGYbMn7FQvLlVQywHtS7LYIVAwrgfU5YhyOGZ3Y5urW9e4tHaVr/uyMb/38b8hxB/j+XPf+Z/5419xJ71ehyw35HmX4ANlWVKNazZ3d7ly+RqffOYFXjxzlWvr25T1ROP52Um8oUXqXlOZnb7MWcuR2QV2DnZ0BOGtX0D6eobtrR1+83d/lW//lj9Dt9dncFDye7/3If7ENzpuO3Ub0cngioCYphjxE5WKNL12oB3iY9T2RzwLlLmk4xExItUyTi0ng1Q31npCkDNg8uEl9RA4ParMRyb0Hfa4l7a69rutkEKdySVZMFIJyj12mKjDhpz4lGfG4RtJCGKMsh6CwxmLN8JtqGJFYXIZQWnSumwwVltzXh0DrSHGTCfkiSOcs4IyyT5QsqqhZawPh/tsbm5w4eJFXj57jt3tfS7Eq5y/cIE7Ts5zerFhcapDnmuyHiCYRvgaUUihhkLRNhg3W9S7NYP9HapmwHi0hYkZWT6Hc4YQNjDjEcEKBJKlyG2EiT+uTrJT3oWNZ8jtNXoz09x+x90srxyj1+0RmditCioi53ie5eQ6z9v7hrpuKOsheTjCieMjbmVucvzoPkYdy1qkRcgJ4nJonBLENIA6bc9FWkeyqLwMF0UKKUhgmDDh0+JMhDIFbExKnoxMVVOsiHYamxHysDWvJiF/odfrOmD/h3/9NA8+OMPHHzvB+VfWuXZxTFSZRiQSqpKY5aK3xpPbriwM9dduawwn2XdQD2zJpJv2v2U1Zv3GJuW4ZnrGMjwIDEcNNnYZ7FY8/uhF9nZGvPHNxzmy0OfOuxa4eXPAlbP7BF8TVd8XTENmOmxvjbhxY52TxxdZODJHp1OQZY5gDLl1UmXFCFakP9LrC0JiAmLL7pZ64X0fvJuf/Rdf1kLAf+0vfoyvedfzxCCymajELtTVCptMGETqhkkGEgJJuRYUFIOZ5cURywtDMY6Isa18BJoWgpIQK1A5SWwbfQbbSj/E0VFGCxqV3KW54nI6BjLrQCcrCYFHNmOGE1tZJaZZJ4gKUdik8joZJ0/eSgcbOX1qjGk9hHUghRW+gjUyrjFlw84Wkt1nBfnULE2Qmdq5zairiuAqMleAk75XXVZ4FxTxEAQhhEDuevhqpLC4IRQZZb1FWY452N7jxo0b3NzYZnOwTd7L+dZveJFv+6afYHvvGKdPHLB6dEReLNMpuoToGY9Lbq5vcv7CJZ59/iwvnLnAtetb7A9KQkyMYVr0+7NBt+T0lQIqfOFVtlQqEhhvO36csq7Z2NqiqiriZ1XrEfAxEo1he3uPD/7Bb/LVX/WN9DqzDA5qfue3P8w3fuO7OHnbKennpwQMCcCiMFCNvsqQZHRihCi9SzHz8epZDjEYraiVeEmjfVoQfbwG+JRkKoLTDqaJCpOGSdLWtmlS0EbWqIyANC3CJOs80+DeYDWJMA6aIMqOYAQHTmoOiGQmF19pYw/tgYlTluwVsUg1JodGKuCAEKa895o4hXYmeu4cU1MzzMzMMj09y9LiKisrxyhHNYPBiO2tA0bDAcOVnPtO5CwvdJjKBF20NsegJDwTsLbA0pGKV/oQ1PU+vq7VTUzMU0x0uHwaa0tBOCI0AU2wA5du/gU++covkuae3b36V3no3o9y510PsbJygtmZWbJcGOzGCoNe5J4ZuILMZWQup4wjqqakGvfwvZql5THf/9ef5Wf/+cMtAvjXv+fTrBwVP4TElE+coOgPrQkrcjmg7S9DRP7KTFonwYPJsDa1EgVQSbwjkaIm4plBdPVgWsKgHJTCmRDkAMB8djb9BV6v64B97szznDz+CHfcfowHH77O1voBZZWR/Ldt0aEdoWZSPzRowJEAIKb+UeF0Qzu7tg3okYYxoyqn2qzZ3RNNX90YCnWQKgc1n3n6BoODivsfXGJursOdtx/hYLtma33QPvwEudd1ZO3GNltb+xxbGTE7MyODIjLVASJZqlUzAixysFk5sEKMLcFmfbPfBmsQCPgXfunLedMjF1lZLMHmLRAo5Bkmh4aJ2tvLkeF3QfsyAGpVKq+K3NIEnVvNFBWdABIrUwIWJO2tzC+RUZxJ5oYiIbIvdNpOmhhgXHu/ohF400ajMGcmiYZadsln0dYBBuPg2DHP3/6Bl/hffvK+Vgf7d37oAqvHKpLv8gSS0mlJVhAC53LtnwtGmhU9po+ssj3coaqHMtEqVnTzglCAaeSgDaHGODFGIUL0FVVTgx9iXd5m4FW9y+DggL39PXb29tkbDciygpOnTjE7P8vs3Byz033ybo11XbB9BoMxZ85d5pULl7l0+SrPPvciV6/dZP+gbCdGySdJvV9aOFmed/sE26o1GXS81isCW7ubDEd7LC0ucnJ1lf3BgO29Peq6/pygXQXAB9auXeGJJz7MO97+LrrdGYbDive//yN81Vd/OadP36Z4u7xzk/T5JIIlSA9Skk6rUdKkwTdKKEvfIxtNWixNCt4mJSd6Z9TAQhZnqn7kXac+uPTIvZDAUDZ3e8hKH9oagzdS5SbuhzMZ2KBDQSDi8DSqy48tqkcEEwXOF0hWDUHSrGfdq84J69tGi08zQxWBkKo0ilOYUhVihCwrWFhY5Z57H6HT6TM9Pccn88d4+aUXGA1rhqPIhbUaGxqcqSmyPrlziFWpnBfWd8FGvOsQ/FDRjFrvcCk/3zhN71XtYWTQS4vwAKPq1KFgDeA4e+MX+Mqv/mucPHUnRxYW6E/3yXI9+7ynDl64RQjD3DlHnmnh4mHsBhTjgiwv+Pqvu8Jb3rrB1atTHDu6z/JypQNDtOhSArE1BpNlrYEUBowVwyOjXBRQ7XaU+xoUtXDKyE+PP5rEOEfZ+joHQhM6g0wTS8FZzmb1+Ejn3Bd5va4D9kc/cpa8k/PQA8e4565Vzr50nYPBPraU3miEdgNEUn/FQmYwUd3PXKBpxoTocabAmkJf3UDKzGIjAxeCpykbyaIVGnNWei5VFXjlzCZ7e0PuunOBbrdgcaXHwX5FqXIafcIEH9nc3Gdje4e9gwOOlHPknYlBg039sihEEtKoNpWmCPlFgvbnY3LfWD/C6soNDZTo59CDKWrQTiz6GHSgiAbCqOuKSFRTAXTWcYITE9g9SXDABQ3m6KLVnp2JMns3sXklkKRqPdKyZMPkteVnys+TUXp+klS1WyG1BLXvhME4x7d/6zp/7J0HXL7W4/SpitWjFRPrWV0XTDao1T566ltFNT5xNifvzTEoHWFYkWUNRWOoXUlvapoizzEqWfGNnJgyV9pTjWqquqLxwhL1UeQzVSNe5EU/49iRFTpFwczsIv2ZGaam+/S6U4zGNWvXr/OJJ5/hxZde4cKlq9xc3+ZgOMT71FtrYxypNZpI/+kpiV2xFZZqi+SlIP+FKK0/+xKocFxVXLt+k7npPkfm5jgyP8fltTVGo9GrDFd8iNQYKh84f+E80zNHeOubvwKXZezsjvnYR58ksxknbjuuZ5kcqqLbj8QopC95w2n9JZgarZYmySgBHaWJJptCXkpWkrQKBNMiRSEko1YjPvxIRYsyyoVtnLwFTJv0Gm2pTaxVde94QZBijCr3Mhgvrl6pxjIhCsoUDjHVY2hXtTwvPQeco8HLeeWM9twjSdsrsLgkL7WvqcqaqhYC6vzcAsXdOXNzc/R6BRB44fkXKEvPsIpcWY90c0+3MyZz/clAImshWLypNbA5BPbXdDe5eqlSwtABxtJ3R9ejhSw3bA/u4bM9KCCj138nyysn6E/3yQvZg3hpF8hKs21Px1qLzeTMKMsSgyEvOvR6fVzWYXW5ZOHIgRZc2eSZa7FGnNzTxOkQ+Fu/nkQoCzLgR5+EwciUuTbeKkExpGQ/JcqqZlG1zuE5EFLk6LrTNYSBre3Oa9x76c69jq/NGyM++gfnqcuS5aUOp2+f5erVdcYHk8Ms6hxlfIBcj6sJlVRjaCbM3lirtCunHUAOyEFVY0wHiErokuBhjW2d1eq65sa1muFBYGmlj8ss3X5B00RCLa5nLhbE6BkfNGys77Gzs8fS0hH6/T5GBKT4di6vSrCCVzhaJB0+1vr8LceO73MrJveJ4wfCaDaQPG0xSX+tFUu6R1HG0hndsLprNXgFHQMoMJBxmSIUkWA1oGoPjHYofCLjSF9R5hcneAiwhhAqjCkmJWEE0dRO4FrtSqJNPpI/vLxFjzE5xnSIlELssRKYTITVozVHj0+yYqNTxUIa36jDEIS4hQT0GEgzkQmBg+GQp558lgsvv8J0N7K8ZJhpckZxTFkGur2OIAzWUNYlZVlRjWpqX0O0ZIXoyF3mKFwHayNHegVZ3sU5yLOejG4tenSmpqnqhg9/5DE++OHHuXDxClt7uxzsj6QyM+LVHBW2N6BBJCqRRXqFr+pfR7W7NHL4JKmWaWn9X+QVDT4Gtvf2GY1HrC7M87ZH3sjHP/VJmemtX2aAJgTK2uCqMS+e/QxLCyvcc88jjEZjbt7Y4qOPfoKvnvpylpaW5XucSJ+sEZAxaFAMCjNbtbTF0n5u0uGbOWk/aFCRalb0ET4kP2c5yI3+qQ3hFsR7wRCNVNYWR5oaJweva8lCKZ9MSS+67o0TuNyqoQuhFvRGC4gQY4sIRbVOTseMiU6dvyRRSdIkq6hUbiKNGH1K9RcQ86cYyLKCaAxlWTIaHbC7syeJuHXcdvp2jiwssLS0RKf4dT75yafwPrJfwdXNwNz0kG53iiyfkWE5uDbIpALBKjoVdYKgJBmNFBm2lt+nJ2/SEWKZm/pcDwpjPA8/NMP8/DzdXk8GZhCUmJ3jg8WZYdt2E/6OTBwbNAOIGU0dqeqaopMTok4NtGm9pLTUoqJrdU2jPYKEaGvUGTL1sBUtSYs3XQFljccWRUzOd5O2jY5tjuL3nmTWafJb0HVnMfz+R+7ll37pgde664DXecAOPrCxMebRD1/lgYdnme52WFzos7e1Q6glcxY2KQRvaZqKrNOFGERb21QK7QScK8hCQ2MKLF0iMssoPfoQa5zp6Z8axJqiwvpMFnW7by17u0MGByXdviF61ekaSwyVEkgM5bhifX2brZ19hqOScT2mR4/GNPJ+yMRuz3YhiCTFkhG8ZmxBqqSlpSHv/Z5P8DO/ODGp/97/+TFWlsdCJFGmZzqkbWoPmHRkCas7IKxtE1K/G9GF42iCl76uZXLQRYMg9FacgqKaMgRHEycmKcnytZ1IBBAiNjrJyIPH2gIwBISMETXQi3ObHsr2EKypfTOZzFSSWh6p9k59z/Ra0hOTxCQardStOo9ppZ/gRaNfv78/4CO//xE+88JzlOMS32zz9ScfYWFpmiYEqvGYwXBINa6pfUM0kaJbMLMwz1S/R5ZbiF7931WFkFlcnpPhcMaRZYW0Y1zBhSvX+OVf+d/51KdfYjAe4b1Cp0aqDxnN1whXwMe2mo463CLdnUQlNBgyC02M7QFmSGjqa6+toV0ybWuu6BQYa7m2uYVzlre96RGefPpZQvDUqsIwQOk9toq4wQGf+NRHWVpaYn5+lfHIcPXKJo9+5Cm++mu/gpl+XyofXXvtszdG1z1tUmXJMDYnxpqoPe0Qo/R6aVTRo2QqAlYJbhKhpe10/XrOpSt9Tt9WcfRoRaOSSGEly9fJnGQEKcIpoz20QcsmuN2gch6rMKlFagUjnpxBJEDOWTFfCfKkRBQh8GtA5jHjDdYZQFpPbSDA6sx5gViCb1peQWYtRacr3gRZTuMDVy9fBQOrvWVOnbyN+fkjTM/MUXQLPvH4k1Rlxd4IrmyUzPRH9LoNRWaoVdcdojh9hTjE5BnWTOPI8W4sRjFGLF5M7MpZqS5nJii6EyMzvTW+9L738vhLP0UkwxjPd37Tr3H3XTNMTc3TLXpkKt9zNlAGkZMJMGraoiEhEY2vBcGq+6qcsdoyUzc349SISp5xjIY0NMk6IS8S+ADIpQABAABJREFUwDoh8vq60uLOH1p3+tyMI4SqLdStsYKquqzlJSjmo3vDtGuDqO1G5QXJnPGK9Zs5//pffymw/0XswNd7wI4REwzb2yVPP3WTpUVLnomhRlPXh7IfIzcwBELd4NRRJw8d6gim8epLbKXajgUhjEUiRapeClpXLiLENKNVoeqYgpAulGA52K3IdMAAFtlsIcNS0QTD7s6Qra1tdnd3WViYppNrxWZED+liQdOMpf/lI+AJppYNbWzrM/x173qBN7/xCmtrsxw9usPi4ogWVtaqKiSYWolpMQZMkF5LDF4Gl1jpt1ntzwmjWmDxBIILOzfBkhoojNoPRnGBMsbJzOzY0MRGXMq0qLMm18+h2nArSQMmU7tGhbKijLBzTiwog36eln1uIeliM5ODEfa/Ne5Q5TyBKiO16m0NzmV6b0QL7nAychVDaAI7e9u8/3c/wCvnzrG3vc3LZ59lZamD4QFmZvoUvR55livUnWxIEWtFVxBCI3alVSUJhgYcCdAOa3NymfvJaNzw+Ecf45/+9C9RpYrQ5HhTy5S5KASe4IXE5X3Ee0g+KNZMoG1rVDMqZzg+QpIBJumR3o7XfJlD/02kXBMji0dmGYxHXNvYpD89w/1338W58+fl2YfQHmhVHenWnuFgwIc+8nt8yzd+J51ej/Gw5vnnX6bbK/jqr/oKkaupN3NKLOQw1zYQEecE6RLyT67e4ZLoEp0QPGmUjAhEr37hcmiHYPg/fm2Jv/eP72h5Dj/6Q2f5jm+7KbEweHJNANsUSEfCor0Gg8igooin5VPaHHHjA7zFOnCmSwgVNZD6dEb9CxKJkuBb8yNHRvIzsEIGkZaQifgINmZEW5OREYyhrivqypMX0MUwM9Wn1+vSK3r0Ol0uXbrEYDBgYWGV48dnmJ2dpd+foigKHn/sE4wHY/YGgfXtMfMzNc5WGBvx1Zg67hEbsdg11ouSM5Wf2pYLiL2ni1ZmBxpFsAwtN+Tek/+ZE0sfYmvvKEdPRP7YV34lnc5XkGXC0pdEBdAZDwRaMl0MAR+EPZ7U8T40etYIeip+3gUxNmKQktaqekSgYzNj8MrEj3qORKzLJI5EK+cNgaD7Vb7C6ToSwm+WdQRNCEbWXxKeJzRCsRGxM5UzOkQIsQQiN9Zn+Wwp2mu5XtcBmxgIjcc6x/5WyWC/AltxWDAfYoMzMuGGKEEzQipDJOg4p25dAoOJ9WGqrQEaQqyJdmIVGAl4HYDhjE74MS1PF7Guy0juSG1ZQhTYPRaMhg3bW0P290eUZcN0H0ywLUwfVA9qDBAatVEUXbaw2n3bG15aGLG0OCTpmY2ZEIvkp6pBipFkgygexk1MOkLJXttpYMZjVM1iMxnjmXpsycs46acxXgN8JhktUQKonRDI0qImSj/QGKctaqNBRbtGxmCDQFliQSjSM0s49Nmk2tG9KPfLOIyT73fOqd1qgtTliQFCXHNOdZWSgScUpqpqLpy7yMcffZRr165xfe0KL555gb29DRYWbsNYh8kcmRVHpqLIyPJCtKOh1vsWKfIu1slULkHEotjkRovJupjMMR6WPPfiS/zu732IDz/6SQnKMc0cb9TIQ6DnxmvwCmLcENLtbCFdk/wzyIzykkiBQZ5+25LgiyOcTRAZWsiwqmv29g+4687buH7zBpeuXuHeu+5hZWWZK9fWZNCHVswxwqhsKLKG7e1tPvbYH/LHv+Lr6XR6hGB58ukXmZ2d5u1f8hbyLAN1pQrOtBWbVFwpDTOtjaRNPInoiVb3nE6+C7YWr/EgraQQG67f6LTBGiAEw9//8bv58nfscuyoMvoNWG0fROV1CNFxQqz0EdHoOkdrWIS0rjK1KpV9kCEsjKBsazBe4dooQiBrLNFP+u42iJmL0WlhgYgzjusbHS5cnufk8QGLiw3jYYWPe1Q+0u8Het2CbqfgyPwMnW5Op9dhfX2d4WCPXneR5YUl3vLmt0MMFFnOY489xmA8ZGNvzPT6Oo0vyXMPzYCy3CXGWtzFupZOtybLBe2JGE38FO62KN9FFSzaghO2dEW/c4XOwlnmZh8idzoARwe1GOMIvqaJEd8EmqbRtlIqyqS6dcqgNypRTYNPxNimlCzeGuWMmvbkixElsGrLyGQ4Y7QVOLF3lrGdSQ+grZM4ISVaVa9IQhxFjeL1nJM3SzSZch2k+g7akjVR0LCjR9Oc7de+BeF1HrADXpzAosCvZSm+zk0TWlIWAQmkrWZYpD3tWDjVNyfbOtHoOUR2JIYYcjCWhNAVOJUkA0ukllTJJ+hR7EKtyzVQx0nZg/R6nCmoxiM2t/fZ3t1nPChpZjyu6xS6TL2ytgmLdJqFuZh6tROTCd8uPakoJQCk7ESWridZfBMDdaxb68+opVMMwg43TjaJMVYP3oY0Gy8NKEGHdSTLJ2OUEW4SWQ/5t+CxppBn0rK7FTpqA4HoI1Nf1pqUDKQwYxUrjYd+6RSvtDeN1Vm/qYk2YQZb1IPYGg3WKSGT9zM4GPPsM5/hmU89zdb2BmfPPM9L58+ye7BPL1cCoK8wQQwS2ncRI0WRY21XJEXIvTXWEdQ1QjhPRdtH3drc5Td+54O8/0MfY+36utBXolGNvcLyQYalVk1U2FvXREyph6aGCqlazdrFgUlufrIAbb/jEKv8NV9RQfXUnTCSHA2GI7Y2t3njGx/kmU99hqtr1zh9+jZG4xE7Ozvy/hVirH1gWNYURZcrV67wmec/xUMPvZXM5wQCH/3YE/SmO7zh4QeVfyFyGGeEFiRJmOxJWe8CG9soi9pgW4awQdeyyaQSjDKL2cTI5cu9z3WVC4ZLV7scXa31+yIRK+5lTqxKbUKYiIToJudACHpXk3Qs7VlIigNrgwY0gJzWw0y9puW56iCKqHss9d2tqCp+7TeP82P/9IEWFfhb732er3r3NXaGW9i9Ad3uFFO9nPm5PvNzM0x1exxbXqFXdNnd32P/4IDM5cxOT/PgAw9Tjsdg4KlPPs7eaMiVm9tU1ZCpjsdRyQhJB1kWCaHExxGZbzA6CtioRWxIn9uktS5hPA8It8YogqY+4NZmytyXWxSCyPbEIdG3+zKoNMqnc8BaOkWBj1FHHItxkIkQXT7h+ujZKPtFuB0KC7aFjNRzYrxEnJhqidQroYsi+xSHRTeBzq0kGEb5OWgcSK22tB6iqlvSRLpgIktLI/7iX3ycf/Wv7v+igvbrOmAL9OwJmZWsJjql16c5y+LyJXObG2ScZIJUHdHKvGhrJ9akkiM7MlPgo9PFqZuJSis7MThIpBE9TkXHqMFQDo/UO5Y+uYnS18RIYhBDxs72ATvbe5RVLfBqDGS5jgU9dNganfRkNLvDmNZUX4aBBBI8HQ99b8oUg/o1m4Bm9bpAQ1BSTZJn0Waq6aen7F5IXUL6CQbNIaP2jXxKqpW4o0GYyWzsGGvZ0U6lWpKWk+bWAi1ZsJ2XbBSWjJY0xI42cUlBSn3VJx9A7q/UOFituo26JqXZwkaroeH+iMc+9gleeOF59vd2+fTzT3PmlTOUlchYGi/tlLosaRqPb2qKrkzGKrIOLtPxfJn04iMeZ7rCkyDgQ43Lu+ArPvbYk/zW+z/CM8++yGBY0tQR42TetTjU6SfQgEuUimbCvjYk6/l2w7dBXCsSazV5ipNqWu9P+ELmZt5yr9H+XInXSSII6xvb3D6oePiR+3j840+xsbHBg/ffzzPPPkPXN+zui1Y7s5ZRWVNkFXne5eUzLzG/sMTR1VN4b/F1zsc+9gTT/R5333X3obVvpeLU5Fdirayh1OYAcfdrvbkTuctmRB8JtsIhZNLbT5e31OrfdrJM2awEfiNcYBvEhjKxwicLzRxKCtEH4ifoWExVp8V74VQE2+gsbS9GWNHio0znCgbhp+ja9a1ZDNzY7LXBGiTB+Kc//SBvefs+WXePtSuXGA5LrDXMz/a47567uO34caanp1lcsBSdjO3dXfb3t8hcRn+qz5133s073/FO6mrESy98ho39fcbjmpke9PNIL4dCljS1B8YVdV2ROZl3YGyUHN6o7GkC4sjtCGn/JlN04Y9Y67AxycH0a0JUZYq2eBQhbd3OrKPXmxKiXWwoCuFPyMZXeZYiq+nsNIqQtCRYxBBpguehg5rkix1SxAU1rkrQtXOaqEUjEHrwSpTTNRCTLj9qx1DHO+u0L6zTeRDyOl/1rvPcd88FfvBvvfZ9aP/bX/Lq68Mf/jDf/M3fzPHjxzHG8Gu/9muv+vfv/u7vbg/a9OtLv/RLX/U1ZVnyvd/7vSwtLdHv9/mWb/kWrly58trfPQIV+roh6ZKN6iZTMEpj14JvxMTE68JSaJYQxfcZgVUz29MbK45dkKVcWKBcnX4VCYRY0YRxSy7Qkgs0AIJpLRBTf9yYHBNdy0g82C+5ubHD1vYuTVXhA2KbGhUSthnO5JhocDbDuFz1yGjQlh6v1WlWktFFkkEECh8LnG4wLor81GSyQEOq5oUo1la8idmIIBReq3UTLcYlX2/Xfm4jUVYei6SxbSIg2movPXxr1exCZDZGNdkJKZANiL5vfU7GglXP3xiI+nlMjMos1fur1Y0xAkcGfR2rAd0qVC7ICOAD5djzhx/8CM89+xxbGxs89slHee7MywzLGk+rniR4GZ/YNCNJEqMnM5a8KCiKPt3eLJ3uDEW3R3dqlrxT0J3q053u05+ep/E1P/FT/4qf/MVf5rEnn+ZgNKaJMimtCbUGI9GrhxCpg1TWjRczh1eZfx2qlD87/CbykzPg3CTpUvD4i9hjtN+NgkTRpB6ujkoNkbPnznPqttMcPb7M+sY65XDEIw8+SO4sM/1O2q1kzrAzOGA8GjAalrzw3LNEX5Hn0tIY7NY8/vgzbG1vtD83xuQaJYmaa+V+EqiNmcgL2ztijH6P8DBclrVV2epqxd//kYvSY0WC9Y/+8CscO5pmTac9MRm+I4lK6qPK77zCwUa1yOHQPUrmKGlQjYQi0x7axoJzueiMTYJ2pfpE+RnGJr99w8Urt0YFDvaOs7K8xJGZHusbV3jyqU/xwQ89zvt+/1FeOn+R/cGAzBbMTk+ztLCIMYaDg1329/cp8oJjx07wwP0Pc+zEbZBl7O5Htrcj+0OD9zL3OySTljDEN56yjIzGY6qqoWlKfKwxwU3WZUw8uYT/ixlSsJaolrSHXeZMq0OvSbbS6RkK6TLDOsvU1BTTMzNMTc1IwDZWPdWj6p6l5yxnhiBpUWF0kW86ReHEpAVtVxpF/UKatqLJqLWGTEd8OiUTWmXtC0QvbUWDJBWJ1S6/jxK4TUo0RQYncj1YmP/iSGeveQcPBgPe+MY38vM///Of92u+4Ru+gbW1tfbXb//2b7/q39/73vfyX//rf+U//sf/yEc/+lEODg74pm/6pta28gu/tMwwqaoO6lqVkbmiHYXYQiG+SdoYhb11U4BU1zHiXE6WdXCm0Gxb+6YYApXCcZrlxgYfZfassFFrEqPHWoOzuZppWNK8WpBAbBXcaMaRre19trb32NsfKitTMkDvPSZor85aiDoy0xiszcgz0QHL4Znp+MLQfmaivPNgfOtWFINUyNHUgARfyUml9+dshsucspcNxgpj3bgEh8pnMSajodHEJWApcG4KYbNGrejS+5E+NyEZtqizmt7DtkKRRo+gHoa2f9gm7sZhlFQWTQCnjE4rIyuTl7zIWaTnlTk5qGVO8MQ8xsTIzfUNfuO//CYvvfwiN26u8dEnHuXM5YvC+kYObQvkeUZZlkJkrANrN7o88fRJ1jZ6mgwJ1O6yjCzvkLspsqyLtQXVuOHRx57gr/yNv8PvfvjjbG5tS786ROlZGjUAiYYYZPavjmammVAmtIq2urbkoMha5FUPGJO+DiW6CAqTgp5vWxlf5JXiRUp2NTiF2LCxvsW5sxd405vehHMZ5y9cYHlhldtuP0236+h2c4XGHZ3Msn0wpKzG3Fy/zssvPsfM9JQoC7KcK1fW+dSTn2FcjhCP8Foljel9iJGI0TUkibR4e2cuPWs5SwRZ0XVghYxoneO7vmOL3/+tZ/jf/uVL/OFvfYbv+rZNRd+UIxHRKW3SNvI+UAcxBZEzQMEyrdaitmcEhZXRm86IBJI0zMOgIVvOHgttlehsLmeGEz99UVckPkLDyeP7bYKRLmsj9z/gOHn0KG94+GG+4h1fwt2nV6nHO7x09iqPPvY8r1xY42A0AiPjYxcXl+h0e4zHQ3Z2t4kB+tPTrB49xsz8PE1mGdYwHEfGteT90Udi7WmaSPQ13lc0TWBcVpTVmKqpZI55QumCECVjiAQqLLKQhUAm6ppghMRlCEQl8UlAlL53JKo6RmW01pG5jj5HbfGp9DZNBhTtdU1qG1oncrpEkBO0KhCC+IwbjR/CUW8kqBshpTrj9JlApv12eY+pSMrUwAlpFSrRVuZXoBW3JhFBiLfiJKcKFvvFJc+vGRJ/z3vew3ve854/8ms6nQ5Hjx695b/t7u7yS7/0S/y7f/fv+Jqv+RoAfuVXfoVTp07xgQ98gK//+q//gt+LsIs1OCRIwiaJj6WpxtJaiVagVmuEdV10iNFiMksWC2rvkaEBhro+QtXcQ4jP48xIod5J1pdg8eSQk6RCxnb0sGz9luQ9xqQp1QpVrfFMZrF1jo+B3e2S9c1dtrY3mZ7ptRCrsKgD0UtPtNXgKjs6oPaAZjJIPsHJ0huwE/nPq2C7CDolKBrp0cniDe3PlSpBDpRohDAlTEz5uUVWiJNUgpEIQlBRuDLSSMZMg6Gjzyoo8mDbeySb1moFI1W2cAqiQoRy15NpCkpCwcqM7FS5pMtYiVypOpGNJVC4tHY9VVVx9dIaH/nQ49y4fo0rVy/x1Kc/xfWtjYQpEIHMilVsVXtsJofpb/7+m/ipf/sthCgSun/yI8/wZ//UDWIdSQOSo/E0TcOZVy7yG7/7AX7ngx9mc2MPbzw2OBlTEQWujj4iDu4JAjc0+hzyzBEbL7bkqKGHIg9iw4lEDaRfNlEXR7yPk/bE/7kwra+Zql2pSAR1kQMMc5IY7uH5F26wvLrC7Xed5uXnz/Dp557hnV/+xxiPRnTyIVs7ezRVTa/oUHohrC0eWeClsy9y1z33MDe7yO7OAN8Ynnn6RVZXFnnwoftkz8TEwQ26ttBnr2vHTD6nswZsRzgFJjHpDTbLyKzFBZFmHT9ec+zokGS0ocrnNrGQ13cyVMeKXzwxjbJsSD7WUdeuyiAIPqruOrRVuQji9X0GtT0+5KTldXKe9LRzogPj5T1hLMtLQ37oB5/nx3/iwbaH/eP/YIPTpzKKbofFhRmWFmc5urzI0ZUnePbFq9y8ucczn3mFTpFz6sQynY4jL7rMzy9SljU7u5ts72wTGk+e5fT6fUy+w7isKGoY1pGOcnhDHrFBh2UAvhGEI3iPr2qgVo6EnMMJxRRjkUISFJvjrCOzWh0bkb+Jd3zQs8UREJleRO5lCEFkjrGmqirRX+cuNclbxCPJoYVVj64LqY6TRalDeAyYNHkLRQR1lGaWIVMM5fmlLNWkkWNE5TQnlNS0+zLoehNU0bYoqmt5NXoYI0nlF3P9d+lh/+Ef/iErKyvMz8/zlV/5lfyjf/SPWFlZAeDJJ5+krmu+7uu+rv3648eP8/DDD/Poo4/eMmCXZUlZlu2f9/b25DdGx0IClgxnvMAzWGyWQ122X2fMhAnu67KtTNO/WZexO/4atsZ/g+R5m5u/heH/Q3r6iYAmFY2wB2OSZiDVuW9qkvmGyMrk9aVnKoHaJMa6cYToGA9qnbk9YDwuxUSlhcOkxyluOmnNBEUEJvCdZOIKS7e6Y+3cRBQmTwevScgPqa0g0g2rGWIKDFYPaP03ZbpZrDg1RauVufblIxPZlXEafgsUuESBMslqjRWYHQMhaKURtcekB18MCrsrb0APZulFyfN0mVHGvx6cSia0iVCYsnbkXlZVxcsvnONTTzzFjfV1zl86x1OffpL13e12fSW4V40Wmell5IVla2emDdYAIVj+9o+9kXe94/2cOl4TbSDEmps3t/jEp57m//j1D/DCuVdomqDPxlA1tcKG+iT0uRkTRWuNMpFjxDgrHvPR431spXYxyiGPA6+VbkJviJN7FOIEyUA///+ZK1nEJ9jTGGjC/0Td/K+AY7Tu+fij/4C3vq3m2pVrbKyv88q58zzy0Ft59jNPkxc5N25uUfmGXqegbMYMRvu4LPLxxz/Gt3zzn+JgMCKEjMFowMc+9gQrK8ssryzRpsImkmbBJzMKkCRSiEEi/UHXoCGCcyqviWpAJPKp6KIuv0gIyc9bE36jSaxh0r92wtq30LKHY9o/JDa5JppoENf3AX5y6JukpBAdg0f8ySOT7yUI7ArC8bDG8e3ffIMvf8c2azcWuPfenNvv6OGyHs5Z8k7B8swU0zPTTM/Mcuz4OZ4/e5lrN27y6echd5Fjx5ax1pDnjrm5OcbjZdbXNxgMR4zHNcSMLM8oTcW4gnFpqDIoCmnLmBhl5GdrGhIkcKt+vKoDTa3rxEJM7iExIqZKdZtUyRINJIKmkHjT3yUIWds/MRJCTVNXjMYDiQU96Han2nMpudEZlZDKPhJuvq7YlryZuE8T0mBsybcyGAp9RqmtMfEEkCRYpbG68owmhC5z1HUpyKIiPKldkzwe0mW+yL34xTe1Ps/1nve8h3//7/89v//7v89P/uRP8sQTT/BVX/VVbcC9fv06RVFw5MiRV33f6uoq169fv+Vr/viP/zhzc3Ptr1OnTgGSAUW1k0uHVZo9G3yDzdToHWWMx0jTVNILDZI9J2ij9ouHgjWAo47/hBhPAUmPCSSItw3itNmb97X2UrM2MOobaHtsqT8uSZi4qjUl7O+PGQzHYtLhlX1tHdFqj0wHZnAoEMuSEulU6te1Gaf24EI7DMEQVA4WWwcUo3Bcduh962eLE9Z3TNHdpM1mMW35mzJccWhLWhuBslLFH5Vwh74/+Qwbm32eemaJ9a1uezhiEJg4VUvalw4o94DQvg/J1Jwak0hSgTUCP6ZArYmHAcpyzPPPvsSTTzzFjRs3eOnl53n8qU/cMlinP/Q7jl6vIPiG9c2jbbBOlw+WVy518SGwd7DHB//wUX7in/8SP/0vfpnPvPwKXlswgnbEVhITjfSqmxBAiS/tj019T4XkE9krIFrcEKFJwxdItzVoLadZGcnLug3lpGrhi78Sm0NeL4QTbbCWy3Hp6t+hKk9xx513EoEzZ1+irkpOnTpJr9tlZWlZHakinaxgOBpRV57NzW0++eRjnDixisHQLaa4cXOHD3/kUULTiIWoMqhlmasSAT0HgnSVUxUkS1b6p8mS0lodGpNJK8i6DOMc1uXaA3WTdaR3rd1pmkCCIFiJ00EICl9LwAhReCExeYkrn8RiBcZX6EraPpJYgQZD3VImJaZWvz9IsmdjZHW15K1v2WZluSJEqL2hbDxlKXB9b6rHHXfcxlve9Abe8eYHWF6c4uKVNZ5/+WXWN7Zo6gZjHFmeMTMzx8rKUab7fRrfUNVizGOsoQwwLmHsoWmkog4+4k1qgUVJ0KOYLnlt5YUYSQBfSKBTkOdlcToVLci51CaYagpjU2GgyykEJWvJX4zLEYPhHmU1pvGNIhjKYdCFbhKsbcU9TWZrJ3RR1pBp93AyS1JWuDwcMuekR211kiGxJbDJOS5FUavAMAZjJfALopWCtcr1CLRLqn2N/0Eq7D/9p/90+/uHH36Yt73tbZw+fZrf+q3f4k/+yT/5eb8v3bhbXT/0Qz/E3/ybf7P9897engbtSWCRalc2Bwrl2kYrTXOI8NGatQur0ESByurRCW7leRu5A8MFJsee1eoWQAKJjzVZ1P6EkZ6Ls8WhUkQWa7tAtZo01mBVErCzucfewQGD4YCmbvBdL5rsTB2V0hhBDM7lh6qLJKeImCiHU2j9k2U4glGJlPw7SNaovV50MhZaMcTYLq4YI85meDMhT7TM7UMs7qCzf1Mak9i0Agk1OFdQR2HpyoLN+O33neInfvYRgsoufvD7n+VPfP1lEsRvtTqSqkplEtAGYSHmZPrLgvaxnbPay09jCoV/MB4PeeqTz/KZ555n8+Y6n3r2SZ4/+wKD8ah92ilY+yjkqNkpJ/N8fUNoAkuL17EmvCpoWxs4fmyXC1cu8xu/9UE++JEnuLG5Ld7haY34qM5lQXvWWu3FJKfTqWdJyoTAak2IZOYQQnDof1MxkkDw9IzRuxZT3KZdNkz+5ou/2gQgGuBebrVnLl+e5u1vv5cLFy4w3Bty9uzLPPLII2xsbNDJuxBrNjd2yJ1YYI5HI7qdLudePscdd9zJkaVFtjZ3yYqC5188zxvfcIG77rqD9KG80dnjmDaxw06g7Ek1Y0hmK4CibDrghiD8awvBC2QZMZAqL4PuDy0CbEJ/oiJYAR+Neg0YiF4qZeMwJhNZZ5IPxiAwdxTnNHnOWk0HkZRGDQgWg3FOpEvW6ahH/XoC1nZxritdV+8x1IzqhrqRwN+fKugUBatLiyKla2o++dQLPP/SZYqiwwN338nc7Iyk+s4yOzvD6sox5mbPKxqVY42ljJ5RHRmNDVOFIfeR0ETtCatKJB1BqjQxTMiRFiRQB4PPvBJCpdKe+GSgSb8B56BWWD0aghfzlBg9IUqLJwTx4w/JitfSImmpPGpDSCIApFWvOnkUWRXIXoetKHE2koJ3aGODWNzWBG2pCb9I54ST1CipIDxcoGn70mUQat2wk+Tgi73+f15hf/Z17NgxTp8+zZkzZwA4evQoVVWxvb39qq+7efMmq6urt3yNTqfD7Ozsq36BwFIpkADIdBb5nejwvDA8I8gYPSPBMgAKtRgrpJROfh34bNJbg+MikGwvxYBF+rFCMouxIbmeGQ3mmelo9mXaaiDB4MSAiYEYSkzwGONxxjEcjNjfPWA8rqiqUjJBF5WE1uiYPjmhhQwlU8mS7tvopq6Db3WLKZCquwqEQ7BQ06iMQha1j+J2JkhVOvi1aja6IS1tr9CHGhME9k/3P0OY6DEhGNGCEVTAkZOmJN1cL9pgDbIJfuJnH2F9XWZbT6aCJRMCIbq5pOJoTRN0FGnbkrDiZGUMxhYkC4TxcMRH/+AxPv30p9neWOcTTz3GU88//apgrU8LH4XFOT+VC8tUC7tx2ZC5Df7mX/wtrJV7Zm3ge/7sb/GB3/v3/J0f+2n+06+/n6vrG4Qgh03TBBofqIM4wHkN9CbKO/Mghz8R57J2vTSt94QY27S6UeKhQzEKgaZFLIQfkAI4+gTb4iKeIPIu4MQt99gXeqXXDzGQFee41Z6pm1foTR3hwUfupwkNN2/e5OBgwKkTt9H4hlMnTjM908OHQJ51Gdcy3WxUHfDsM89wZL5P5iyZ6ZAzze994MMEn1o/AUKDV9tXq/sq6r1IM6JDkGpbRiemEbK0UKc1piUBWYNUVc6ATcli0OoIGfyTXFoQ5MvaDKftIx8aGScKEmC87NXo5T1Y1YIbTTwzZPKctqcVVRLkSO6vEONSe0fudzrLZJxslvcwJtL4MaOyZnN3n6s3t1jf2mM8rjDGMDvd5/ZTJzl96ijDeswnnznDy+cvsr2zpwVLRpZ1mOpPMz8/T6fbQ0EJAMYByiZSNkLxiRFqr37rkUOfV+59QHJrIePJQg3pHsaKOtZUsREXMWOVGCkJsfeTKV8hJbJKCE46Z/mCDGtzkZNZkThaApmRGeEpizDqGSEvqL1uk85xqXJtSwQU8xOnhDZrrYJ3Mr8cpAVlbErYFDbAtFU52nI5lDGoe12cIKJm8vnCIV7Ua7n+uwfszc1NLl++zLFjxwB461vfSp7nvP/972+/Zm1tjeeee453vvOdr+m1LWZCboi+3ZgJ8nZZRwKzbxSmNeC9khwOQRwYcrPBQuenmBxAnp77Uay9ieReCYIRqZaNDkeBVc/vBD0nSZUwSRtx2CESYiUVVqwJYYhIARxF1qE3bVlY7NPtdmVT1DKuzYdIlnUgoQNRhri3bEuF5mQebgVBZDYmiqtS1JQzdwXO5iR8NRpLdEIcaqFTGzS7zuUgs8lkxJB02zKcA00AcoJRB63o1NdXjB+iQdjzdgIztWNDiVy9NtMG63SFYLi61peFHKNCWZ7EG5BzS5i4suGUVOaMDCRR+Z5F2NNOE4u93QM++Acf5ZXzlzg42OXTn3mGZ158VqDoV60l2YLOGub74sRUVrUEW+/Z2R3y1Gde5ujyf+bHf+BH+Lav+UG+7JGv5AN/8Of51//pN3j+lSscjCsJ1L4RoCeqJzMKcfogTk7Ra+WEaoWdHsZRpCKZowpBbRYlU0+q1fSuY1Qb0hZmU8OU9pocEpE/D1wA/gC4CPz517TPXv2qUlXee+9dfPu3vZEHHvwn7Z4xxrOy/MN0u9sc7Hkeuu8R5o5MYw28cv4MR+bmsDayd7DL/fc9RLfoCHaURYajPeq6YmN9nfMXXmJp5UjrybO/O+KpTz/VolrGOExgQt5T9YERLFrXDnJgBp0gpUhXGwSN9DttnuPyXGafZ12yrMBbcRBI7SbJfzOIKZinxMVhyGnruAiNr+WsiDr9KRrZExrQggkEq6RCK1P4Mm3fSIWXEjppQVmr0L2xkCRL1pI5h3Mdiqygm2c0dcPW7gFXbmxzfX2LwXAExjDdn+LoyhEWZnts7GzxyU89z4XL59nf2yMGSVTyPKfbKeh1O7iswGbiQtgEKGsoKygrQ1kGfG2oq6gwuf6KkrSERj5jdGqnC3IuBIXTKy/jjJNLIRJwDVpJh6h+EsLpEG9yZdG3dsIJ2ctxtiOtDOOIVgmrTvhLLeGUiLWBJJ83SlrMnNxvYYYLDO+sICWpOiZ60Zorydd7TxO8tD71mYfYiNzTqxOjEQY5RJxVm2KjqGx6/zSSsH0R12v+roODA86ePdv++fz58zz99NMsLCywsLDA3/t7f4/v+I7v4NixY1y4cIEf/uEfZmlpiW//9m8HYG5ujr/wF/4CP/ADP8Di4iILCwv84A/+II888kjLGv+CrzjZOomgYY30oYLa3VmbEUItsJRz+pElA3daYVqXgbFM579NYT5OFY5iOI8P5ynV0SgdmRCx5FgyPKUsrigyKRMLjEoZaJekariTc5rxWGfodCzdnmXmyDzzi9Osrs6wsnqE6ekpijwXWDnptYlaICtzMk0ravtDSL+7aRXjtBppg7K5U3VMu/ljMlCJyGd0QUcCCrRuncLcRhZ1TJ65Cq+2dpcKzUejDO4E0RJx0RFiPSHQRDhxYv8WxhWB48cHCNatIzoNEqQdmt1a4dkZHbsoNHaBGa1ar0aLoYHo2NnZ5aknn+XK+cusb6zxzLNP8vSLz/HqUK1LCcidpd9z5JljMK4oq8hUB/IMRpXnY598kRdfuUJZeYbDCrCKQDiM3uPoU/VhwaQqEBmLaWRecn34ecSk7ZX7I7r2htxaNUzR/mxKz6NWzYncp29+MtKPSVVNJMZTRP4Fh/vM8C+A9wFXv8CNNrkyZ3nTGx/iu7/7uyEGer1Pceftf4G9g+PEcJZrVx+j07mbvYMRJ44v8KY3voFPfeJJhgdDhsMxx48f47kXP8Op47dx+x23c/H8RTLXpw4D6qqmrj1Xr1xmeeU43e4UIz+g9pZnnn2Je+++n+l+Xwg9xqgbnMq9olGXM1UuyKJB+pQG0mzttlrOdG8KmTFNBRN5To53JWlYiH4VdUjBVfZYAKw6LcYYNMDkSoTVvRIaMJJEB4PwRXSXyhAbo8xm+TyyMKJ6FwnJTVAl5aNQSHBxlryQFpPLperbG0RGo5LNKBLKmekueZaxMD/H8uIMl9a22dwbcvHKNaY6BXNzMxAbMmcpig6dTkGeZXTyjNrVNHWkbqDykSYYOgj3wBjEKwJoVC2g4JC8/TBBvX2MWIWzy7rGN1GSGiWqap2K+Of7Fi62CT8MUgikZ44mO87JmWE14RVyl7o2Jp+F0JCMU9JxCZO95Fw60UV2KsmjFCjRyH9v3si4cKnP8ZMjlhfHwjWwubQeNTEUlMYRYtWe+MJT0FaA7nUTxUBHUpJbnUJfwP57rd/wyU9+kne/+93tn1Nv+c/9uT/HL/7iL/Lss8/yy7/8y+zs7HDs2DHe/e5386u/+qvMzMy03/NTP/VTZFnGd33XdzEajfjqr/5q/u2//beH3GO+sMuGxLb0uEoDRJCJUQmSsTrcghAJNuBUNC8IlGlhZcmkIxkbGLtG48eJDqL9Qe1HpSobo7C0DI8gerAlUBzKlgUCy51T74BAdypndr7L/PwMC0emmV+YZX5uhtm5HtOzfWZmpsmKXA/9OLFJ1OQihiBM7kYXJQI9p4PdJ2hUyVoYWvIDLWwXMDowA/UzFtJHmngkILTFychRY1roOQUZJYrKfxPhqZlM6ZL3qVDfIejIGMvKcskPft+z/MTPPoxMGIv8wPd9mtXlsViYasshebtbJemk6ijZBZIIfKkyQcwKQjBsrK/z6ac/w+WLV7h+4xqPfepRzpw/O3H+OnQZoFNkTHUyMguDYc2oUdaqkc3rQ2Bzd0RZR4o8jVnUSWiIJWZUa1fRASvCEeRwDkGyf6/rJ+j6jBpArE5081E/ViMkoyYFaKL2aJkkXe1DkMP9c1zMjMHEu4m36DPD3bzWgO2c5Uve/ha+7du+BYfl3IVXaBrP3XfPsbV1medfvECMGQsLKxwcjNnb3+fe++7jlXNnKIeeq1cv88gb38IrF86xs7fNvffcy3BwwNb2Ns5ljOuSOlTcuHmT4WCPTneaapTR+IqdzQFnz73CGx55WNaAD9o/TvtAqpeo/X6jqE46MAUS1USPqCzddLhK31iS+jQMoiDqGFtxnUMO6QRvTr5bAmyURNrHIA6E6pEtSyAoGiK996iviZ4jyVrWGhlCI7CrcDhkPKqudyM/WWg6speyPMPFgKGHsYZO7iibhv1RjXORIsuYmZ7mjlMnuLm5z+7emKb2HAyHdDoFIL4QRV7Q6U7R6UzjvbSAyrpi5GFcG2ov7yPP9dOrMZNXUlgIkagVd4iQWYHRm8YDFcFDXUuQEwOTTBFJ0wY3WeMmPS69UcJWEGxOz14lfkn1LL14eQ8ydKe1V7ZOz8WGYJLWW10dDW3yYUySmaYnKs/mt37nGP/sZ0RGZ0zkvd/7HF//dVcwUWRfvl0JUlAlgCuhL1HbdxHhMzReHNJsRAmHr/16zQH7Xe96V4vJ3+p63/ve9998jW63y8/93M/xcz/3c6/1x7/qsgZSvmoQs4I8GpooB1/jPZFKD00hbIhmWh6qbyqyrHsIGkeyOC+j7kQihj6PRAiS7MgCmSkIsSIzGdYGshxy53GZw+aQ25y85yi6BUWR0+nkLByZ4sjSLEfmppme7TEzN0O3KOj0umQuDbCQABCaiM2YeGuT+tJIFpgWdUzOS3rat0zEMNGImghBezCITjHJTMSgRD5objPpQ9lAjFZ6zzZNJouTNBojPboEySKMdRnSENoKOyqjO2WsBulP/YlvuMKXvHWTK9e6HD82ZHlpgMgwJMBZTRrSQI+QXitIgpYckKTnpAdaBIzl+tp1nnnqOdauXOXmzXU+9sTHOHfp3C3XrcHQ7xVMdXOIDeNRw6gONDGSWWVrI6/bhIaDUcWMKfReaAWsqIf09jTABvkMPgTx9Lai+xR8VU0zVDhWxjjR6hvITIYnVWZyKIU2eTOKtqiaXedDN4fZsOmKhsgZPnsesWjjBSX7/Dv51Ve/P8VXfPk7eeeXvpVyPOSFF59nb2+f40ePU5c1V65eo1N0ueeeRyg6U9y8eZG9XcfphRXuvOsuzrz4Cvt7+zRVxZ133Mn165sYF3ng/gd54sknqL3ozkejAaOiw/rGTW47Ncfejkj8hqOac2cvcPedp+n1+9qqaT+onAFRD2WDcksguoQAae12iDR5+H4ZdeOyMeCcIZJJsPRihhS9uOkFY9pkVEhI0vowpPWdxs1GjMKrEuDk956mPW9k/QnqhiItKtbWfY0mrpJYi1MgWmCkdlMkcxmmI69X5I6qbmhqL+5k1tLrdjl57BhV3XBt7Sa5Wh+LfbOMHs2ynDzPKYouhIyqP6Isa+omMi4j48ownQIchugkcbCZJXMW3/jW9z4qHN4AzkZi9DQeMV6JQdnU6Nmh/WaPBHFN8NVUGGOUzNsa9YjDWAy+tX6W5y3PR5D02J5nMsFOihWjMIBRmVy0On3B2HZfptbmzZsd/tlPP9i27mI0/MzPP8zb3rbB4uKYiVJI2zBICzZ44QalNok1nkAaBaxFxeFz5TVer2sv8cIZgaiygPViYkLtcQ2afTU0jfREAzXUDTlT+DoQTS7sxl4mVptWqxZU+xtTcBZ4OSBZdKTWxSDZcyfP6fcc3akppqf69Gem6fUy8sLRzQuywtHpdeh2hb05NzfFkfl5+tN9etM9MQAw0LiAbWzbDzIGTJVs9CBBPT6I+QYIB1wWhfSdE/wW8OoUlrWHSapapcrVgRmpajVODqkQtULWObx6eDgKqTS16p94v9kW2pIgLcQqp9PO5PDs4GOFjfK+YnvQBlaWS5aXBvLHaIlNwORWXdtyDU5eiEAxQmwI0ek4vUyqGhCfc+UOXLmwxnPPPM/6+g1u3FzjI49/hFcuX/i8SeZsv0unI3Nxm9oz1mCdroTUGAu5MYwqj7EVvUIHTRgJCKGJ6kevlZ6yiNMrSXI10e5mVoYB+EbhwygHYZrR7axTolGcwOARWt8BhRNTvzZVOu37bn97BcNfJvK/Itu9wfBXsOYaGKPa7z/66nQKvuTtb+Wee+7gxo3rrK1dZ3d/j9nZI7x89hyXr15lbuYIR4/dTuFmuXpljYP9Aw7253BZzu133sm1a9eox5GbN69zz133cfXahxkMS+48fTvX1q5ydW1N+R3SD7x58wa3334nB+UM6zdOMD2zwdWrG9y4cZPb7zhNDBZs0D2g6xpJaA8nJzGop4AiTYk1no7b9IyjEiIxgjS5KActUQmWRmdkB62LvSGYGqvVmqAeDrT9E5DzSLZcJBjTyqDU3wnjEqQahXNhwBoZItMQ2ilVOEOMjULwdmKzCYeKDWlhFTanyHMxNAmN9lANU/0pTp86Sb/XZTwakmUTWBcUgrey36yFTt4Rh7+mZuxhXEfqWkiYRsdsBo11rsjEbztWNBMvK01cDU2EupKAXZXiDPmq+fUxPb8IIbRnblT0TixMhZsgSFUkc7nOBUjJS/o9YFU/ECUxRjXTevxJghB1BoJO6tPRgQQ1HLp8tX9rns2VLkfmD+SepXYLQSaJKWE1IP4PSn7AIoqRllGuZ8oXc72uA/b8kYzpuSm6UxnWGKqqoRyM2N2q2VwH08jNr0OFNSLX8GGMiTkxloTGECuZg0w0QmTxlSzymDbxJEQ5lJ0dPc4MmOnOMjc3w8LqPAuLs8zO9On3OnQ7PYpeTqcoyF1GVnQpujlZ4Zjqd+l1uuQdJxagKdj4IJ7jMSq07SGLmKaWfq9m6o5cAoP2731s8Hisd5o1osb6kKxJSWtHoXWsHk5Wq1gNOu0oT5SkkRi4JsqoRoW+XQstCks3KqucTIYaJImdNZnyCIRZ72BCvogNgeTd7FuEI/WiU+KLcUTfIAPgjUq15L7ZXGcHx0DwhkuvXOOF519me+sG169d50OPfYjzVy7eurI2MNPv0SsymqqiqgNVE2gObSSr1U1AERndbuPSqxUmBGtwWvgndMynbNqkn+U0sHidma5EwRbmNpr9R+qmoeiIrrfx0p81ccJWdgn+Jkyqmdh25/TnpoNGpUjm3wC/R4h3Yc05TLyiDPX2LX/eywD9bs7+7gZnzrzAaDhmd2+H7tQUo2Fge2eLe+55kDtvv4/N7TFr19YYDga4aKl8SZ7nrCwvcfq227n0yhU2NjZ58xvfwsxMn/3BDi4veOD+B9nZ2aUsR0xNT1PVJZsbGzz6+EP819/8ZpJRxR//kv/AG99wg2Mnj9HJOxCMIBdoKySKqkFaNQnm9tKaiqJSiFpw68BW2h43CpfqYA5jZcqStZYQlKTpg8yjNrq+yfCIykOS5ShJmRcrygbpQbuYkztLEyps1NkCWJJvEEmzTcST5mJDVAfBEMOkF2qNrn+jwTojTQwU1zuDs5Y8K/ChIjQNdT3GWsdUr8vSwhFGo65WuYHxeCBfnxfkWY4PkSaUGAOZM5QWvIeqgqqMVFOQZxGnaEY0UtEGa4jZJAAnk50mKMjsDU1jGJcj6npE05SSXBmHMV5bRbLpIjK6GC0aYggEX+OjJiAIKTY5QmJN2x4JXvTdRqvmiFTwNiESJilbUsNTNoHspwRhB04cG2BNfFXQtjZw4uQY1OFNLIkh+cbH4DXZnhBG0XapM6l9YmWt/P/LmvR/pOvO+xaYne8zNTfPVNYh0DAaDNnb2eLay1e4enbA9s6IyugkLCqyME80lWwEX1NXNTZkmmAl89yRQEVEnDKik99sh0jXBDomMJuXnFjocvy2o8wvHWF6ps9Ur0Onk5N3OhR5hstybJbjMkemPsbWqvgeVKtpMSHQyABeOYiMpfEVxjtyY7TnkSxJo5ZkLWVDYe1AMtaPmimjfRSnPSORnsrrBzm5ZJNplm7U2CD1dCRwZ0TS7FgN4joZKQQv2kYD0WtAV49dsVJV7WFMiYE+PJNBaOSgsSpNswYThT0f0Z+BJRgrh5Fa/BnnVI8t/ey6arh68SYvfuZ5tre3uXLlKh95/MOcv3rhluvGWcP8bJdu1mEwGgmE6CVYH6aCZM5BcHgjdXGq0HyMlHWgk1tMEwkuEqzAcTGIXX2WIHCkqnKZpawbshhUdqbMf4NWXiIdiRHqqqaJXqE+aXEEbflYi/blaDsU7S1FK0lSspAyBiBewZmrWgEIPiTymQQZf/5rMBpz8dJF1m6s0el2WV48io0ddvd2efDBR7j3njdw7coWm+ub1HVNd2oKnMc56StmecHSyhLXrqwRQ6QclizMz3Nt7QaD/X3uuvMeLly4yM0bN8AHik7BYLDI73/8myfckWj58Cf+77ztzT/JAw/tUcwvtn+PJrMxAFaCVogRW4sWX9aYKiJshEMJZwiHRsQmhYe1GN+0BipZZsQrO7V5oqJ5ViReIgXUpi1SPV67nnP+8jS3nRxy/JgH3xCjJt46mYsgfv3SCtGK02QYE1rVheypIImqJnfWmUPrP7GmJ3yOaIy2igqi7pl6sE8IhizL6HQ74o1e1+0+70/1mZ2Zpeg4RqOSMtYaPKECSg8jH+nXliJPtLlAjI7ap342wtVJ8gXtzXs04Q+RWpGs6AWyT1MV5VnqGiYhUrrWUX07gqpE/KG2W4MzOTGIg+CkzUfLySFppPUZm+SyEkHml0dS0yS5uC2vVHz/9z3Hz/zcQy3P5m983/MsLQwIIbaomE1ZiwFvoJ1MZq3OU09tSW3dRktmCqyZOHe+luv1HbDvP8WR2Xk6vSl6U1M4E6jqkuHuHscX5ljo1lx6doutnT2qAHX0uBAwtqCK0ESDD0OwUxDBhhITxaw+xlJV156cQEZNjic3np6FDpHpep9ZN2Sx51hanGV6fo5ut0veKciyjMwJBGJdIUEmBTh8Czu3dAfnhOHsI8EimzhafGjIfH5oQdm26k9HtSw3CbTEiLGhhehiqsaN0UQhLSqtlBW/sho8JEuEtHXkgBpDFIlLkAa6BO/QWujLgWUNMToNQhO2ZIgeZ2RiU9qN0asI1cgcWavmB9YWYi9pDEoPb5MbYw/PMZdMtW4ia5dvcuaFs2zvbHHxynk+9tjHuHDt4i3XjLOGmX6XzFqG5YBxpbKT8GqUKrOGTIt9UCMHjeYRqRyc1/fZSOWr9RouEcBMJNmbhjqZYhid36wvZIRu46wqAJQfMUEctPoLerBEI7IxhVcPh9q2rjaT32NoXZom/2YUlqQ1jft8ITsCVe3Z2R3T6zVM9eYYjcaU9R5333U/d991H/t7A3zwzMzOkBcZw9GAvChZXJylLEuMdTJlaWaKWBl29ndYPXqUc+cusLm9wQP33899997Dwe4uDYFiKmN362QbrNv3Eh0vvBTY3tpjbu6I6KA1YdTMFEsuAU7XdlsgRUhjXCVHUbtYDXRyTzSoqyd06zmNwJkhycaMIBteY7YPXtzxotCj/tOvLfH3fvye1vP7H/zQWb7z225gDkH1yfs/jaDUNBxIxi9WJUWaiMi7wNqsXT/iiGdbpCT15oVgK3+21pFnOUVnilG1R+OjJgO6DpQ7URQdet176PduI7OfZjg+w06MjMuGuvSUHspG1r2YHSFES49CURKck8uZ0UZuQOD2KAR8fHNAWe1T17U8u6hNnkRcDV65GqhSBnkmuqLb+dRWkhZnhERsnRpLxZS0RH3Wyv4nGWYFDBmBZrJBgr66taLyURXHN37DNb7krRtcXZvixLERy8uVWNhaQcacIoFBIXfbFjfx0J8Tm1ySDq+oQvy8O+6Pvl7XAfv06ZPM9GfIOgWdTodMCU/V8gILC336vYZp9rn41BaDgyFVlOHrLuZ4MkZAFcDHMRUCZVZI5dpQygM2FVCRE+gayIynAAoDvdrjtjZw41267gS9bkZ3qkeWSV9cyEMqy9Aq1DpdvVY2pVUjl2ACWYJOYyAGqR6jj3htepn0NVHYhomE1B7sMdfXnRzYBu1pJzY8slFJZA1MC3lHDeYTL2bJ3H2SvMSJ81AKqG12jFbRMR08CQVI2X881OuD1OiyplDSWIogE+vXqPpIolakxgnL0gqDtq4jl15Z49yZc+zu7PDy2Zf52BMfYe3mrS1urTH0ux1yYylHNZVPevcJrCz3B4ospVLq8R2FVZq+KsRI7YUNa+whWFp7pOhzkeEHk6pXfJZtC9M7a9vviSHiw3EC94I9g7PXJvalCrWLecjn2e6poI7IeiExzCeVdoiSUFgzGX7gI4fWhvzP4aJbHqNjZvoIS8tHOX7sGEtLSxw7ehfjsQeGzM8dYf9gn3E5oPFDlpemmOp3aMqK0ljyzDHd7zHGU/mSo8eP4mPJ1vZNrM24/74HOXfuDGXV4CmZnV6T6uRQ0DYmMNvf4vnnX+DUyZOYQhaUoDfCM5E51Cl51OQyGtHiStRGdVSTDxlVs43w9000oG0cQVGjOlulRBkwIVlht1wKEw3X1rM2WIP0Pf/uj9/NO790k2MrjZLVVPQVoxZ/QkSKJrQ8kbRPDbQ6faU3SmDRIJ+8z5MNsIlJziZJXVB/+k7Rodvp4+uaxnuaujnkHBb4+GMP8Sv/4d1t++EdX/IvWb7nV8iys9y8sUFVhVaT3e0gSG/QxaH3zCTIR9ePdgg0uZRg7tUPvK7HNI3o1WXR6Wdu5Z/m8IrUIkL5OIG2+Ei990TAE2WK7qkwOaO8ZttG14WCk6+639F7JgoUmXG9vNqwsrKjLYTUHoVMofPkk5B68uk5WP1IbdUftNgwOpP7s/rjX+j1ug7YS6vLzPSnxYXG6UCA6Mk7FpcdIeMu3GiPuHmFjTMjqsZiTK0moQ1l8AzxlHGfRqHXaKyQJCgJptKax2Oip2MM/eSyhXjp1tsDhusXqY4fJR6Zg+iJSM8EJ70em6a1qDYRfcCJDR0t4I1OdQETLE3UGd/IZ3LB6hAQYREHzcJRuIiIwmuQhpwIGUuIDylGKl4jFSqTKitqJpi02y2jNYBYMU6cfJLsK8QgATairGiIoVHTFTWD0EhllLQmBba+P5vrYk8QvlYgUbemQt6tL7i6EMUocpHz567xyplz7O/u8Mr5l/no4x/mxsbNW64VY2C23yN30DQ1tW9ovFSsEycxuYrMklmBxKNyChp1czp8pYrbgTzbGBVt0AREGfvJtDUFbDmQBJqzCtOGYKmaP0vpf4F2+Iz9q2TZv5GDVZ+dnge3/Hwp2LYHfUyHmPw8Zwy5E7SgrfCjrsHD9yAefl3D0uIijzz0Bu697wFO3Xaabm5xWY/hIDI82CUzGWSWEBs2bl5leXmW48cW6RSyTuuywjcN09PTxHpEkRdMdaew1jEajAih4ejqMW677TbWrt5kUHm6M3t8zVf8Oz74sT8jVY0JvPtLf5X52QFPf2qNd//xr8Tltk0ufdCeInrQJ9a1VlwhGln/JkofmoQ0RNIgllTthRgwXrXTada6cxCQ2eW+bgNECvoSGD0XLs1wq7nVFy9NsbqyI74ESAJOgBAb+Qyqtdc04bN4FzIcxLTZ7qSilpNIiVltlW4hKsJAFGex6MmzjG6vR91U1NU+ZTmkLEtu3ijaYC23zvL4J/5n/sz/7SzESDkesbu5T1XBqIxMdSK2EzXgqcysJUFCqOV9GquJrqhqCUjvd3wwpFKToRBkUp3IvGqtTN0hxEP2VVAnO5TcKsM7ouqw9R6ZpJ9W/owKr5IZSyvpMxaMl/uUxiWbiTw07U9iFCKsE19yKX+cJr5N+3roexV/jGS0os/PgCXTPS4bTzTl/xessPv9Lt3+FAatVILIELwVg4JiusfcqeOs3n8H1domw72KDNTOLlIbSy/CMEhfRBi0gDGUUQTuQT2yo3E4LIXJpSpRClJdRQaXNxieuMn00gJT/WmMmmkoNqT9GMf6Zo9rN6c5uTrk6EolfSwMmBrjosDJrdOOwWaigw7BETNx1ZGDVyQnQuxSoZlWAkImE4tO9BCzNteMd2KrKj3oie9yNDJeTixcxWs9LciIV7atoAHRylZofZRJ0KEy1jFKYIvaUzI60CSSqRtd6t9qE2hy2Bo9hK0EcsmeM4EndVRmUwXOn7vCK2fOcLA35sLF8/zBx/+Qmxvrt4SanIG5WZHN1dWYqgnUKj357GDddQ7nIlkmzlYheEngQsqtJ18dkb5dkm8lmA6tcMXfRloPwYA1Xo1kgmpH9Xi1lrI5dihYAzjq8Avg30eMlyfF4OfZ54khnjydM2MIKj3CQZ4XTPe7dLodimKKTpZTx4aDgwF7+3sMDsZqEzm5HwaY6U+xurTE9PQs/f4soRyzddDQ7zu2d4bs7e1SjofCL4iexcU5Thw/QrcrU6RiEJOMxtfkhUw9m+r1CNHT6fR1NrinPzvNXffexdbmDtFNgTc8dO/H+Evfcxu/+ssvMDe7Qa9Yx/vAcFSztb3NiZmjCgFr2FLP/tgeuknmpSNt2yCLwMa6RuXJRjCSDKKM35AkeEqMjAmGNslQSJngxukhbDl1YnQLU6DIyVNDqdJsEPg8SK9TArZWi8EIeSuRpfQpJKaKIHIKg5s0J2EyUMSaRmxUCWLuEXQMhRHdejQNRZbT601RVzWj8Ziqrrh6dfoW7QdL7W9nYfElpmf67G4dUHuxKa3qSO50B8RAyICoSaWV9WZASby6pKOeTc5RlQMG432qSmbMO0dbuSYIOX3GECq9x3Kmh9AozK4ucDb1tqM6WEZIA4v07CFoKmNkTcTYaOIjBc8E+UoEPiHd5k6mKco41AaZLTHZHImsG9Q1cTI8SZ5HjBEbnZLrUkIlAd5lSf3z2q7XdcC+uW65aypqdeMF+lVBfTBy07vzR5i/8372zp+n/swaJkCmlY0sUQfW4BTCTLfRExlHkb00BCqFel2CQKKhoqGJhv31EfuXLzO/uEo9fUSs8RTiChgKm/G+P7ybn/tX72ghp+/9y4/znq+6JCxLaYTJw7TSA8liRtVMqmyiThYzAkI3CnObqBYnLpl5KOyTrDetRxtaYhWaynyFBJNuOLYDPtBEw2omaVlfL7h6bZrjxwesLlfYmOGNHLTOmNaKj4QIGKk2XNSxmDHIOMhUcSbNuw1yx+1k0TvBuBAHqmQd6DBWxvA1deDyxRtcPHeZ/Z0Drq1d431/8Jts7u3eco1k1jE72yWzEV83lHUaJCDGKK+Cwo0QjKzTrDxG6sbTHp8xfM7rR6CJUYiBSBXUBKlmTTDa+pfP55wa02jf0drskGb3Lm41SCPEuzFcgZh09p97pQTPaIXgrKXoZBSFxWYF/ekevekOnU6XTjFFt9C2jYkMRkPW169y8/oWZdUwHL7aG3w8GrGxscXKyoD9nR2uXbrA6dvvY39vyMbmTfa2t2lqj3GWlZU+p07cgbVQN2K4Ywr5OUUnZzgcsNlskmUZ+zu7YsNqPXVd4ZzlthN38PLsi+QljEZjulN9ZnrbnFo9SwgN3jcQI3ne5bnnnuH06ZPC6tfkNUYj+0JHOYIVApaZdIgBDcSQ+HYCZaLJstVAqiNyo3j5oyQnZ5xCnB5P3SJlxoiV8MpyzY/80Fl+7MfvbnvYP/q3X2Z5aSj8jBC0xRXJjMPGjhzywYpqIrhJ/1UnhJmoJEsrJk0t78VMhpE44/BGGe4mBSlNRDAyDreRpNpZS7fboSq7jMddllf2btl+mJu/yfZOhs0zgoFxE6lqQ11D04lkCkkbY7RtI+hNy+MjAQLaulCcuKwrhsMdqnJI4yvymINxUpAEMK0uXd57SDMQItgslyLEiPe+swXOOXws2wJkclnlCARs1P6xfJe0/7y23tDzSWWXYlSTBjzVkhREiDhCmsUeEwKQyKhSeMkPSE8o6GumatzKcKHgqav/C5LOvuk7TvMP/m7Jn/rWXZWvJNKOFT2fidg8Z2p5mSMPPMTw6hblViWSHCtSLQtkKpHKDXRbopDDhshIpzPJlKYEPUrQTS49TcjYubjGkaOX6C8ukPdzgtPK0DrWNzptsAbJXn/+X76Dt73pJsuLY3mY1mGCwUYZbu81gyQ47W169dOVz+6s+hwTaUyTKGe6LOSgMlHJZFYhHz2E0kZI9pZBF6AzWaqnibHBRMvvfuAOfuYX3iaQoom893s+xXu+9iLgBepBxzwaGbKQen42pt448vet/lpIcZJ2ZKT5ezYNvzD63o04nLWOXsZQ14FrF29w8ex59na3uXj1An/44Q98nmB9gix7gIUjN8jNFeqypG483ge1/Hw1tGyAjjMtShGDoU7GMArl3/qKEIxU0FFrNUPromRRra0GVedk7UgxoHKcAMae5VYGJ8QzHAY7b3UJwgSZy+h2c6ane/T6PYpeQZH1tM/nyLMOPtTyuRCXrH5vBrN4AhO6rF1f4/AwD4MEobIaMhzucfHSWXI7T1U1DMt99vd2afyIqX7GzEyPxYUeRScX7wNSBSStnl63y2hmzGZ3n17e5+LaeUajA/r9ThsIj8wdYXl5kY1NQ9N45ufn2FrfIZlthADBexyOl194ifd83dcSVY9PBOO0ukr+4TYAmcjsPotnYNXZbNJi0AAX5JNLi0B5JPp7OZyDqhkMzth2hnlML2QCf/KbZG71lcs9Tp0csLI0wpmCUHuMGrkE7/FOK+dopBzVn4G2KqJ6fgqk3+i0O+ljtwEhmX6Q0BfZP9F44Sn4hL4Y0ABulbhZFBm9bo8TJwb86e98P7/6n7+2LSi++Rt/jZnpHbZ3FOI1hioYqgYqD01tsB1pC4Yg4yx9o72WCKGJqPoycWFlRGcIRF8zHg0ZlSPKqibvBLKEOBnZm14RCB/BN56mhcS1uDIJ8BNlT2YL+RmEliwYg9w3EhkvRlq9fRp1F9X1TtsHURMacZOLAoFH2d+kgK+vPam2k4pHz+e0r/WsI1ocmfiQR0887MD3Gq/XdcCO0fCj/3CZL/+yAcdXpReRmM3Oigm7yxzd2TnmT9/N+IGr3Hj8BTHK0iUvKI4ScIzBGcmjiDJEYmK2QFtpqRALgxW2JzDabdg5f5HZpWN0p6fJXFcDduTajbnPgZxCsKxdn2F1qSTNfxZNqWRrBoezse03RtVNBg20hLQNlXAThW2d3i+o0UsENEAmdyWJm+0nRwKuwD0+qs91NNzY6PDTv/A2JnaBhp/5xTfztjfdYGn5gEnoN4d68qRUuoW5U8KQ+kzgFD6S9MCaXHtPqPpCyT86OtPofbhxZYtXzp5nZ2eLi5fO8sGPfIDrGzdusTL+PPAvaRrHzXXP7PR7seFfUDdhgihospOuzIljU5Jmyf2UnpiNoe1X33IdmgkhzTp5PM5ZyYSUxJIZSBY2k1GDEtQbH4lcoZP9VcrmF0gGJ878VeDK5yQXh688MxRFzsx0j+5UT3T+vQ7WWjLXIxnjBB+pSo+xOTWGuqrJa8SVz/WQ3q0+pih8iJZBHgL7g1329/a59+4lYgw09ZD+VGRqaYapqQKZzKaJiq6MuqrJckeWGYqioNftMzuzgA+By1cvUNYVnXyKXq+HdY6MLtMzM2xsbdMpOkzPznF97QY+JBMQJd3Fhp0bu+y+/Glm7nuzQJoAPipSBBJ0pVKMICgTE6e4tsXTIk1aeWmCJcGvmSBVRGEt6++TXAcOWaMaZOSmiawulxxdrki4XWg9zxUFM5aoUL4g78piJqiH/2StYg1O21o+JhMQrUCjaKli8LqzNRnXszCZjqR/i8YJzCyfAkwgzzPe/ZXnuOP0S6xd7zM3d4O5uT2GQ9nDLssxiAFKVctAkKZBbUpTspL2r6JRCfFR9UXKZ0RX7qnrMaPRAVU1pqk7ONeTT5Q4BUa8D4KfJAHybzWYXisvNRjWb05x6VKXkycHLK/oWLH0vkhjflFYfjLhUGSjh6GWFMz1GRNJA5KIVqFtfXlDu84FDVCELXF61FgrscOlr560YEmK+Nqv13XABsnuLl/ucXz1ALmLbnK4KeyYd7vMrByjvO9+Dq6uMby4rY9DFwGHiSoWS01uIk0yICEtf8n+MiOByUZ0hlckNI6DawfsX75I78gCWa+HdTkmZhxfHXwO5GRt4NjRfRIxhqAdFT0xJ3N9EwwjpIXcygjL1ikoEbrSe0zZugZO+USGNL81HgrQyYmnnQSW+i8INHRtbaYN1pP7bbl2o8/y6kh+hHHay0mkHySDzArdCML6dKly1oMtKiFFDknBBcSyT2wTjZVAb50lBMOVyze4eOYie7u7XL12mQ99/EPcWL9VsD4B/EsO94L3Dn6Kqe5vEOIVfPzcvrU1EvgExjMTsh5ycDQh0pg/osbVjJ52upkGLityt9xJ4hJM0Iok4L38e1CmvyXi3P+GMe/H+zsJ8QzGXG3JZp99GWMoCsP0TJeZmT7zc0fodqbEdtI59XDOqcqSqhyDkSqorEqyvKNzjaUEGgwOGA6HNI2nKHL63Q7B1zQhUNeeGDx721tY26HoGOp6l8wMyLoyL7oel+RZV6qSGJV9LnBy7QOuMZT1mKosme71ub5xjWvXrhBjZKY/Ta/b1WTP0u32qJqKbq9PCIatzX3Zg/HVKXNTNmw99Si92TnyE3cpDJyQJNq110Kyh+6h0f3QTlEiSYnM5CBtK+uoOyLVtCoNa81WnIz0TOqOloQmCZ+MqjRa2WUkprHszEATlGwZ9EcrJO9EXCrvN0SB320miVGcyCnlo6aAnF4kHgrIst9EAuYmMrgoiULwQYNiYG5+jyy/IoNqYkGar57mtAcDdYC6idSNofAmtaeJyn1IYo/0yFIuQ0Kpony+pmooxwOqsqTxntwLZybqbM+YRlNq8hx1el1Q8mtqQ/zXXz/KP/4nk/bDD/+/zvKt33KjhdFFs619aw5J95AAbU2uz06SnzRABKStOJFBNrQwfbR6/gq5zNMoFUf+jeQ90SI0E9Joyg3i/6jjNf97X9ZGbjtdtr0nbYJM7EaJGOfIZrtMnzzF/P33kk27V1VYk/8iwZNMb4xNE55JDGC1MZBkQINl+rtyULN9/hK7Vy5Q7ewSavExX1kY8P1/6RMcnqP81//iJ1heHMi2i4dgKw1i4v7lhZyQ/ilZ3RmD04omIs5Cm+tTPP3cMhtbPU1EFNo0qP2emi0oizF5k8thMyG0Sd9UDqbjx3ZJGujJ/ZapWo6MNJZONqjaK9ogyEaq9pXFmaqW0N7nJE2ZbOwWAbCW6DKsc4QAa1c2Of/yOfb3t7hx8yof/vgfcOX6tc8JYwYo8vu5VS/YN3fpQZS+8tC/OkvHSXvEWSe6aQOYvDW2SWSuW13puJTPovCYkdfKXCb/zRxGDxuRksmsbAUzlQDnseYKzn0Ia65NqorP+ozOGab6lrm5KRaOLLCwsES/P0OWd4g46tpQVYbtrQP29g9ofEOn06EoLJ2Ood/LKXKLbyrGwwPK0Zgsy5nqTbG8uMDq6grT/R5F4SicrrsYOH50gTwfsLt3nVE5oq48TROpvRiCSAIpAcRYMHkkz+ReHOztMxiUhGA48/LLHOwekHmYm5onywrqqiE2UNUNdVMzOzPPzvYBw4MhuEwhUkP0QhKyLmN3/Sb1sx+l2biOCaIzMjFio1W//dgakKirCiEaTXhzgcRDQ2LsJ0rQZIhKUi2kqvsQ1GFMm6BaI8Eyff4IE1QkaCUYpZpPFXq7FjXBEHdAcTIUX4CQFhSJAyHGKbqfkOpRpuglFULSIjuxytQgYlNir59FTw2tPFN/WKJqiIHG1zS1TKOT+5HSgcg46sjNBupa+9VGJKJAy9KW5C3t78i4PsHO6F1U1QlEhhaoq4aqGlPVJU2TuDoS8a2bnA/p/AsxQBSLWB89129222ANUrz9439yN2vXleujxjIxNqnckjVCnLS+FCrnMJKqsDXWqsWrNhtTcaOJhKAaymtIWmwjk7usaublnsh5nIZBQcB9kbXy67rCtibyYz+6wfFVgSosTqVJEmSlV2OwQUzke4uLLNxxD/vnL3FwZo0mWJoY20Mz5aayj4LYQGLIjaNW4lmm1bg1FqeZcOKY+2A4uL7P7vmL9BaWyKanyTodTMz5hnef5a1vuMbVG7McW9lgZTkRQtAMWGBX0X7KBvI0oD158aaGJno6tiOwCmI88DsfvIuf+cV3aLCIfN/3PMF7vvYiPjQi9TJa+QS1PXQZPtQKC6YDWdnOpBnUlpXlhu//nk/ws7/4dnX7Cbz3e55kZXFIRG1BMVrQC1HMBCOBFvkMxkpC4aMns5kybWkNW4wuQWNz/TfxCbbOEnzkxrUNLpw7z2g8ZHdnn08+/UnOXnqFV5NL5Mozy9d87TF+53dejWZAg/fSC/5sKNxZS6/IhJSjkp668eLpncn0sSIvqJvRf3M9xgDeRAqXkdmg8HAEa2i8x9qCcTkW9njqw5Ec0SQoNGGChKR/J06gXGOg2zH0+zm9bpc870Ao8E1BxOCjp6nEwrHTyeh1utxx+928451fyenb7yLLhLwYaRjsH7C1tcFwcEDEUlclN26s8fxzT3P2bAkB3HSf2247yerRo3SKDs4WGqyEntkEIXr60BCMJH9ZLv3yaGSdEQLjg5rYZJw79xJnzr+A8RY7lbG8tCzDZhq4tn2RtfWrzE4fYXZmnoO9EdW4Jo1DTDPVhVwWOBiNcJtX8S89QfaWOUxvVtaumaRBwjpOVqONtmLaQlSejxKMTJqlpmz/4KUqFgfE9JC12EcSAIsgNvI6yQN7wjrwUWYfG2Ukg3bDFU63QZAX1UTijYwCxupISBsRyZM8W7HBVXMdjHJLMoLx0o/RAkO8q1ECqqJvxmpglaEyae4gGkBTcmOAaMSNzOg9SiC7DzCuoWqk2u5GlPCXqs9DBY0DvGFt8D/x8oaOeL3pcdM/y213r+F9TVWOaMoaX5SSTMUoemivgVbJazEEQVBCJPiGxtesXStuKaG7fLnH8uIOMUqwbRNoNXdqYtM+J2GYQwgN1kXlPpnJmWidznbQihmja0zWkt4sgp43CYczVkmETgjFVm1mjYXo7WfXDF/w9boO2O/79TXuur1HHSWwRquZfRo+YZzQ/U3AuEjem6J/9CQzd51mcGMDvy0+4pqr6qtK/zRiWtJT0B6I1S2dKYzrEKg3BE80gSZm1HXG3uXr9JYv0pubo+j1yLICE2BlacjS4gAQByJjMtl86i8sFIccMSfxord2MrKv7VknOEbtFW9udtpgDRCi4Wd/8W287a3XWToyQM5/O4GnIjS+VuhqIl8xJo0EtG0QjTHwJ772Mm978zpXr/e57cSYlYUhMXmORyMaXBv1UPW6UIWMMnFhysisbzNYaztYG7Sd4+SwSRskKzAWfN2wuX7ApfOXGA+G7O8d8OgTH+HJZ5/4nGBtEM30w2+4l7nZA97whp/imWfei1RIDc78FSJXSLVFujJn6XdtmyBFAk0jxDxrIXfix1zWdds7/HxX0qk7JJGMWnlEIt7XOASOJkbpl1uLj3LfYtOIs1qvwGUZPpTUVcNwHNReNkkDlTsRLY4pinyWLOuTd6bIM+EB9LIeM6vTzM7OUmSWu+55iFMnT3NkcYWZubn2kHE2MjM9x8rqcTGw8Ia9/Zt0i5yD3ZtMTWUyxMbmRFNgrSXP8hZVamINQSqr3Mk9DHVJdB2Kbpe8KGjqktEgsLM7ZGtzl/MXznHx4lmqqsFGw6ljt3FkeYnKR/b293nlwjkGByX33PEQm+tb7O0e4JumXWtgxGykidS+5Oa4hBAIFz9D3Zslf/jLsd0pha1lDUYDNpjUYm0NUIK66UUlKUVjtc+dNLuWqOs3BoE5hVuC6tYlIZCw7XT/RCIy7clokgwyyU0kkI1yTHTeu4/4VLXpZJHQVn5RJVs5pM9hkvnRZNY3ARmGY8DEBvQsEi9vmUCHkq1kfzqg1uAqpimpTx+iJ0kZLY3uFp+6Wmg5gQ9QN9B48DVCjrOR6BXvNYK4xAilPzEJ1gA4PvyJ7+PLvuwf4b1U2GU5IMsM3a6gg4JoBjnHE6FO7o6gDd5DMBw7NrilhO7U8eGEi5HQvSQVI+qgDi2z2qpZEh/JksKk+kbnMZgJwVZMWwopdoKsgSTxiiGIYifpu2MUG2Cj5LYImMDWdvePOE0+//W6DtirK8IAtFFM/mkfkrB9o7KXrZHlF2Ign+8zd8dd7F+8wmj/KkY9+/VO6oaESKaAkFySLctiTBQ0o9B0Y7SvYkTiM9z27Jw7T39hkW5/jizvYFxPYbXQbjC5PMGI768JtJWpSLiCzEVGc/MYCI0nZrIpDYa1tdlb9pnXrk2zvDDSDkGUoJgWdjgUuLTcMDq5hjTVKyqkhGF5acjqsvRB04ZyqlmUyD/p/8m3xjaDjIhmXYaQaI+XSFBIPMlnjPZ5jTP4JrCzvc+Vi9c52Buyf3DA0888waNPfpRbpaaZc/Snu5w8cYy6qVhc+lUeePB/Z2dzle2tZ6ibi1oVHQrW1tIvchnFFwWiDioRsgbRYZt038V44/D3f/YlwUBSP2Mc3koWLwFA5mD7GHAJMrPy2QWuzlhaXmZxeZ66qdje2WTzxg4uk4PbJx4NUHQypmf6TM/MURRdZqZnWVpe4fbb72BmZpYjR46wcOQIo/GY4WDE4tJRVo8eZXbuCNYZ6qqirksaH6jrEVU9phxX1FXJYLBD9AecOH6UmZlpBsMDmiaQuZzMiXRPesUBmgZPjc0yOl0ZyxiaQPQwPBhR1tvsbO6wsb7B+o0brG1cY3AwoK4kOTt17DbuvetB+r1ZRsMRO9s7XDh/jlh3uH51nYPBAK/+2xnKtwhGINEwohxXbGTT7DaBfjOmefExbKeAB95B1ElUMaYAkh6dKEdk8IbyPKz2TSMStLUdlZ6qNeDVBleSWelT+1jrs4wEKxI+a6XCEyg2BcVIEyQFlj6ywSaYKUTt1fqW3yFx0aGGtnImpaCSzrZEjEP8FqT+VVaywseHgx3o39mC2IxRq/90FMgpFEShEBVpk+RD2jcKAbVrsApQNZHaCxHNi3NKouK0ySXAqL6Hz25Rxei4ubnMvdGLiVFV0XSb9GPknEXOCqeTyYxC4tLCkw+0sjjib/3NF/in/+yBtof9Q//Pl1lZLfXnyGjaGBPKKEkAIO0HVxBJwZxDCVniQen9dwJ/G32t5IoXowRvGxXtTARG5RIIm1zJiQEIcn6+/wN38rP//N7Pe5b8UdfrOmC3xCANzCE0tNaWrX2fbCCROllsUdBfPcrcXXdwsLZJszVuiRNpFWu3C7SCnhBOIsk3Pv1dYowHaH1iiY6DqztsHzlDb26BbKonTEtj20DXTnTCkMT9SaIhrNeoFYxoDWOs8aGWkYwhkqms6/ixvcnhpJe1geNHD+T3CoFNVAxRYfAo1IskSTARm9nJrjSSdcpSDO0iToeKwWh7LlHG5Oe0vSNoN1aL5ZrEiNV/TIFdJXnJsnO4V3Pp/BU2t7aoyppPPfMJPvTYH5A5R+NfrRPOnHzP7Xfcxuxsn/39EcPhLpY9nD1D7bd0hUyCbZ5Zurkw+C2OsmlaMovVgyK9f/EeFkelV//kW6xH/bwxeq3udBCFkmUsBptJK8UHj80MczN9jp44xtHVowyGBwy2BzSNHNUxRJpAOjfodnOWFhc5fuIkx46d4PjJ09x+x90sLi5y6rY7cM7SVA0Xz5/nYG+fpeWjHDt2lH5/mtFwj729TarxUCYaGYi+UUKPuGFZIt3uFFUdKCtJ/EIQeZAc3lJ1jcsBvmlwLqMcV2yub2JNzvDggKqp2N/fZzA8YG9vwGg8oCprqtpjFJ5cmJvjrjvuZWFxhdG4ZGf/gIO9PTruCE2A3d29FlUIPtBQSzIV5QAMvqGqBwzdDGfrjIfMkMJUVJ/+CDZ6uo/8cUF8zGT4RBrykTzzQSvmmGmyadsgY0yyDlUI2zlBQoJUeNLzzsX0pK2k5ZczRqVEYILV3qVUjBNmswZ+g7LDY/tzZTvYFmaekIk1VQ4aELRl0lakae2hLSoryWPibMjIz4kxVNvT1p+bspqEFPjgxa9AfccPJ+B1FJa4yuIFjYwGE9X7O6lTYqRTfO48dmM8i0fWCWGeqioZlwM6VZc6l8l+aXqZD4lEJ/c4IRZplC5YvvUbb/DOL9vl8tUeJ08MWV2plQvCxIbUpuB5qEjRD2QO/U+bkE0wVuHIqcVpwLdIjzzrTB3PVMKoqiGT/Mz1sNPxJ1hrWd/o8XO/8DZg/79xmtz6en0H7EStRgKeDMBMbGXXmm54hScsDm8aipkZZu+4g+3zL1PuljJY3WilbZW1bWT4uEWyaJuCdDykY0YPYcRExYsgTB54nbF77iozK6/QnZkjK7pk1hDzQhAtH+VnWa1IY5CNTmJyR0yUykyMGtLPFmOOzDgMMlP6vX/tCdFKa5/5+7/nSVaWGpImOIbESlWoDpmIJTcxESok7IpX8USSgDG4mLpYqGwjYGPdEv2sFevVxCZtmeAhgnE4Jz1TaSKkFEdjuFbWTsfNjYdw7epNtrd28d7zmRc/xUcf/0PG1bg9SNNVZDIp6MiROd761jdSjkdqiuIJDRwcjNuP136Pc/Q7mR5ggcp7PYiFYS9zihOBSpAHHz2tuuePuBL5zntJqAIauJHs3TlD5hzeN7iiYH6hz+LSAkvLxxgNBxwcHDAajhgNxpSlwprW0O12mJmd5cEHHuZNb34L9z/4CPMLR1hcWmGq1wcsTeUZDHe4dOEi6zfWOLJwhCPziwz3t1i/fp69vR2t7B1ZZuW95Dl51pGKITe4poe1I8ZVQ6dbApGyHonZRyOT7XxdMS5HjIdQlUOqqiIGBwwZjIb42jMaB6oqw9kOU50O3cKTWUsnL5ibnWN2+ghzs8e5ubHNzY09cZOr6labboLRQCbknxgmxKqmKTkY7lJkDbZTcHF/xMluYDkDMy5pnnuMqjNNcd9bZS1GMU5JYU0gTFnX1290uXi5yx13NBw7pnLGVKLGCZ4iUmur/WCRSak5sQRiY6QP6r2ua+l2BhM1ohl1t9M9Z5JXQiBEJ/77cSKHSnwGseb1Su50LRFNCHayptD+/OEg9CrbS2matgHPaBUogJh8Cu+bdKCSiGjWZOoypnh8+5KykyuvQTsZpThB2kjgmqIaHXeVu5f+Cmc3fpEkV/zyt/0s8zN7xDgvJLemoa5r6qokL7rtuRKCvLeJk1hicAckK2nARlZXx6yulqQ3aXUfSrUsZD85B7RHr9V0ejY2Ncr1vhPbPEHRSSef2ljR0SedmtFCJjYCqjuDC3aCTCTSXboZBq5dm/ocRPS1XK/rgE20xCBB1SMaONHwOu1JSw8muRSlze+KDv3l4yze/yDjSx9htCsjE40GZWcahWCydlFb7WCney35qzxnZww2WnwUiCjN1ir3I1svPk9vbpGi38Pmwhg21umqkoAm/RKBdDBKQvIel3egroWBqP14EwV+C75pB0e852su8iVvXufyWo/jq/ssLY2kzxzl9W0WWx23tBBSNi2ZfNu+936SlQJa/2NNQRr2ITOsDdYVJK9eY1ONHYAJ4Qw1PQnqLx7DZCeIxWKq7jOwFl/BzetbrF2/ga89ly5e4MMf/xC7B3t6aE6iZifPqBsZ4fjOL3sLDz/0IL//Bx+kHI0ph2P290aMRmPZwlrBZM4xOzOF9xXWOXylB7gxeB+EaOYszsl89VCX4nfsE+kmVTSTNXD4sto4i4DXSWwT/2JFbQx0+l1Wj60wMztDvzvN4GDAcHTA9tYu29u7lKOa6elplpaWOXbsJCdOnOb4iVPc98AbOXlihf70rIxPzDKB6n3F/u4uV69c5OqVqxjjuHrlPJvrl4TEl3dxtoOxQhBzLsc5g7MVxo3kwDGOuizZH4pVaVXWVOMhsXEcDPeoxw3jsmJclkgBmSMpclekS6ZgfnaK2ECY8dhM/OTF5MJqQmcUWg+UdUm1V7eJTGIpC3jsiU0NMUkZO/jo8U1NORqxff0K9957lP78EXYvn2HoCnxdknf6ZHVF9ezHsL1Z8lP3E50eyjqXOCrJ9Ff/yyx/9x/e1kKpP/b3b/Bd37mnWvSIcTl4OQdsgGA1GCQrTJUANfWY1Pc21qr3QSN+QDGQ4gLWSnMkhoku2ogJiPcTwqtitNhkGxytEiJpz41ovK4s7cNHQQ+EMxISFU73r/ILNKCLDFMTX2PE0uFQ4SlIk4coa6tuRAOvx0H7dXWEsomUtaHXJAMmqUybiE7DlcR9deqXmD3+uwzru1lcvM59d5wi8kibHPi6pm5K6qbAOqfJxGTQUJLLpYTDylB4XJaJ+5vyZkRXnQn5mEbfsBUSm6IoVu+XCaI0CEq9az9/SAmSVQKaFDFJcdQGagfEjBg8zslMBKvIiDDehaeQWPgpAT1xYqiIy60C2n/7el0HbGEBIrT6WJMm6AT1+W5CJV9oIISaaANR9a+d6VnmbruL/ftfYfSJS0ogUwmXsqSNkg9SYD48mQogM+mhTIgRoOYnANEyuF6zeeYzZDPTuG5P5Wbi722txUQlrCBBzcc0bACaWrTO1maygX1FRDI6QYekUo3Gs7Cwx+LKoM1MZeFJ4Gk0qclsQdKyRiIuyyS86qkSbVQGuUA47f85+dzGSGUvmlUHocIyMc2wNqep63bUnVSYAhtZEKmGlQWPy7A2b7XKde3Z2R5z6cIrlIMD9na3+fgnPszVW8i3nBVv8kjkrjtO8p5v+FouXrjCeFxzY+MGe7v7hFhQNhMQ2xrDdE9mIzvraJqGqpEDofFeYfwgjmFqklAH38pzWjnaof++6j0ZFXxECNHSswWRiojAypkxmKyD7cDJ00dZWFwls5Zq7NnZ2eLgoGR3d4A1BW9565t4+1u/jKLoUY7H9KamOHrsKPPz00z1Z+hO9SBC05TUledgb5dXzrzE9uZNBgc7GBvodjuE4MizKXwDo3LIeDTCB5lH7GNDbLS6qSrqpmI0GlNXTSvXCtGLO1dCTmzAhBxnDcYlz3vZHTEEHJboHFkhvs/eN9pekF6f0/GoPkDwtfAzjMU3pk12BOqVQ9pEcaWr6j0aX1KPRxxsX8eGHbAnGR0cMGcdTTWi6Wa46LHRYA+2GT/zAWLhyFZuJyYY1ViwkWvXXBusQfrOP/Kjq3zFl484dkK5HinIBq1Eo85u1/NEqiixzhXIVNZY05QaaCcMbKwR/kKqdBHpYwzIvACxI1OzHqv7UfghiZvcRMiNEzInqckj/J208IKOq5SZ26atNFPunIhtUWFrNMBqg1WlnUk5IqWzIJaHRI2ai4sDmZDPVN2EQUZphJjukZC+gjV0uEZmr5EXBZiTbTtTvgdBWApP7Rqcy+We6vtM55kPY7WJzVprXasIpbQ6ira9YGNBNJZIJedXTEx2LUh0WJSUwtqji+ogaRAP8OQHnlwa46HJhzG0gXwyFSC2PBaMkPB8FJg/zaFfXR7x3r/+KX765+/6ooL26zpghygHZdRKEsBEDSZIAPFGMi0ZChDxmRdIqYCppSUW7n2E3TOXGW8qRGtkgIWjoTZSzTrTzgQC5CEGE8XVSDeNmKIG6hgojEicwNBUkb1L63SXXqEzO40tHDkzmA6S9flGigtNitMcaWEUSt8pZfqZy7WvWWGDfCbxE9f15CGZrVhrFcpU+NtK2pvIYRajEpH0Z0uw2huzUiknfChGcGq0kkZrel9jXKZtCACL916GjqSqEjVAMYnZnmlVoab9Lh0DluFBxfmXzzMajBiXJZ98+nGefenTvFqFLHOq5dlH5uc6fPt3fCu+Djz1zFOMRkMODnap6sDBYNhWxJm1zPRyrM1xJtKEhqr2rSmDBKOIc6KdDERq70VGp1amn29zJWg/jWS2GDLrqUKJs5IERqcHgvWcOHWMlZUTxGAYDkcMDyp8nTM82KbIO9x79wO8/e3vpMgLBoMDjLVMz80xN7/A/Pw83W4HApTlWGD0/T1uXLvC4GAHbEO/38M5JxVwhM2NDba3trhy4RKD/QHRZMQgA1CSPtcasWezLms1+pkr8LbBBPl74YhEkatFQ6jB2MT6F79rk+UqgRHEJHeG6K0MtAiATiwS9DEhS16TbLmRNjTagog0TUk5HlBXI+pqRHmwQ94MmV7oM25K+sOSI7ljPs8JdY3PSmynA40nbl5j+MTv0/2Sr6JYvkMO0CiJ6OUrU7eUA1286Dh6tFI4WtNvZf9Kl0cg2ajwpk3BDTmck/UvpAM66XUDNnr1dTEtfwSFTjOb4UODQ5nqNkU8Cdpp/nQgyBRAnBDklNUtsW9SKcobd/J8VETdQuCtExxMlOeHL4XIg8D4IURqL/ZQUhxIcKpiGk0sbPG8sGJHGoQ3kMbKHjZgCwgnI5oE0aeKHnzTUNdjRUij8IGi8PC9JjoisRNOgdNzJLOZeImrC52Pco99bEiM/YQmpg8ukkRJFQTJkPvjcMSo36tkJYN8SEE/giI0AdSuWiqqoOvEiL7aNoTgROERsha1RJGZr/+ac9xz9wt8z/ff+kz5o67Xd8BWb1anfaeIIq4KOUn9KYMjrLU6pKEjRBvTkPWnmD52giP338fNTzwPjcxZdkah3kPDACC020GyNGQTG7UzjRYfAw2BOoovuXyxodrx7J27wNTcEVzexSwr9GqR/gq0SQYK3cvnqbHIbO1ENqmRwzF4YeRqg47E5DLKgjXKjDSpX6zB02jv1irzWdAE02o4ITn4SH8mTdsSdnx6HV3kEbwSq1zSPUdIcgijvW1jnKIKVg5/IQSo6UNkNCi5dvEq+3sHNE3NK+fP8PFPPaqa5MmVKZEwBM/UlOUr3/VlvP1Nb+c//uf/wMFwwHC4z3hcUrgpDgabRJA5zJ2CzAFW64laki6vZ5Uzhswa8jwnyzKiF9mR97SWo68+2E4A9wBnMFyl7Xe360/ul4wZzTDeY/PA0VNHWZg/TlMbBvtDfJB+92g0ZHZ2lvvue4SHH3oLRdFhcLCHsZaFpUWOHTvB8orooEfDIYODA/b3tjk42GFwsEc5HuNDSZYV+OgZHIy4uXaF/b0D1q5dpi5rlUc5iDWYRoKzMvVTtWONIQYvWnzvITNk1uFsRuakKSQjLRV1Cg2xHBP9ABscdKe0tdTD1+Lq7xF/bmsdqmoTLkdQoqSJ+MYTYo33Hl+OqX1NXY5phvsw3CWPFQfRE40nm+nTnZ0n6xSEpiLLdSGaSKg9VSzJMiuKi7VXGD8esO/4E9jl4xp0DadvG99SDnT6VCVmGMbJ53cOOWRrTcC1hyzfofsLObzdJGGWnNIIEoHR80b2RogBFx3eC3QtwMIhy1Tkz6mSTclC1AR+7XrG1Rsd7rvfcvr2qBwoOedQGFgq3ICLh5zcospSY5pMBq18rJ23Kp/L4uTr1BgmBN/ug5S5emNoAjQ1+Ma086YhfR4pqKyiyJN6Grz3E8Z3CJhQU3lHVlViNmIsyask3Yu2b0wiEQtPSUAMKVpCkEDbjgFWvFT+X7MGkxJ+SRytcagwq/0aJ9Ni5GQ0FvErh2SKJPdPUBIxYUlHnxhFqUJVWgsWjSFe0SUpepaWKr6Y63UfsGNM9nEJjhCiiXhQZ5hYyYIzUfvMhxzBrSOfm2f+jrvZv3iJ8bUDkpcwxhORUZGOqFW2odaq83B+nqDjBFT5KJle1I0bQ8ZwbZ+dc2cwRVeGeNgMa3qQiybbRmWi4nVdSaBLFoTSIxHzBx88xguDOVPSlmTraiBjosqlaBeUOeRti/aOfVQoSfEsE6NuArXLVMmCEM2kF2Y080wQozFGbAmNJEUC7706gbLWatWnFakVAk+IkaYxbK7vsX5zndrX7O5v8sGPvI/94fBVz9oAnSyjbBq6Hctb3vowf/b/8Zd44vGPc/nqDRpfS/Aqa6IVqNs5y/RUl9xK4tKEhuADPgRqL8/ZWalerFEeawwt/N2EeAsP8T/PxPrUg/nLZPbf4IzA/dYa8kwyfofDxwZbGE6cOkVRFNS1xdfCSo8hsrqyypvf9GZmZ2eZP7JEUfQYjYZAZHpmlsXFFbqdDjvb19jdhPF4SFmOKcdjZcxHvA+U44Zrly+ws7XD1uYm+7sH6tglB9DM9DQLC4vkLgNncC4jz3JcnmPIMNQ0daNITSN7hgYa6XPW9RiCJ4QRzWBIHB3QKYd06jE2lGTGEvIcbEZlC5osp4wG2+1TBkdjLZUPVNGTGcu4rIjqD15XFTFUmLrB+opOCDRVSWhqQvD0CkvPWIbTHWYWF1g9foKpfp9ssMN0bLBRkgPn1KWviURnJIJev0D1xO9RfOl7sEdWwRhWV0t+7O9e4Uf+wcm2h/0Pf3SNoyv1BD4nCsvbBLB5G4QSpI3qemNQeDuKQsW0EjDTJvtCVjNKNmokWXFaMatHgkmUb5KnQSvyav/7X359lR89NAXsn/2/h/y5PwvCOE8BP2jVHRTZSbsH1WAnmRhMJgEa5WlMmPCCpomESsQc6f3p2YtU2LUXVXc3JfUaF9OPTWq8FHsJiCmKwipR3hgxBGpfkYcOpqlb2D6kyK3vPUY7+fsYlZjmNUAqvG1iizpOCLsJZoiyb6PEgJCMYoAQxd3NRNPGEs2XoD2J9V78f8n782jL8qu+E/z8hnPOHd59980vXsyRkZEppVLzkFJKCAFC2BjjYjDdTbWr3fZaJdsYNwUUNqbKBi83o9u4TBtjd9tgGzN4wtgYA2KSwJIApaaclBmRGXPEm6c7nnN+Q/+xf+e+SIlyIfVatZZWXUhJGfki495zz/ntvb/7OyhBSeR7TtK2hCrI2l3WEw0a00j8QhOr+llqlz/q64u6YDetTEOmOjEJbeAL0SvPYOwoEhGTcpwVGlu06KyvMX/xIm7vU1A3d1dGg+ZoJUxTnbKimx0wyXDDKA0pNCNECVPzxATZCzHMTTVHL99GFzkmz6Rg62Uh7ShDUE4WPoIgy8Nj9CyxRyFkC+VVYiZqvPNEI7KUZneiG5ZrMyVbmZCbG6eBxkI86RCJQSYjrWcTQ9ORyDTt0kOeulOSpCGxoJv+VcVmIhdijTFmNl2LBlV2ofJWNN5FqnHgzu27TKZTvHf88gd+kbvb9z/nq+61c6aVw5rIpUun+bo/9Y0oAr/9ux9JjMzAYDBhcX6JG7d20Foz323Tbhl87Ym1pwoe59yJrlmfGGFYk2FMjo+VwICuPiHjzPDwz/UpD/EnUOoDoO5gjSYzFoUQYep0J2ycPsPa2gaKFpOyJnrHpYuXeMe73sP62nnu3rrGcDSSvO5ySl1VaA1WeQaH95kMtrEpsjWEdF21ZnRwzM72LtdeeIGqLBkNx2nXJ4SkLGuxtrzGpYsXmZ9rsbd3l0igyAqsNamARJyb4uuaUI+ZTsc4VxIcNLIiEyOumlKOjqlHR+STKT1AOcc4eCZKo2NkQUWsgXmjMDodcdoQkx+8V5EyyGM7rkVnHHxMB5g8UyMXGfnIKERGCQVpZXBqrsN4fZmLlx9i48w5BjubnGbMRt7Fqio5Y8lOWOFFuhYDWdHGDraYfuxXaL3lj6OW1lBK8Y1ft8e7nhxy83aLC+dqTm2U6XqY2QE+k0AqNWNyq9TORW0TKSrZaAZx19O6adqTeZCShlya10hM+cgxGBQO43IhuEUxyQnpz0ElXb+SX9vcac2KNQiE/x3f1eG9Xznh7BkZZxVKjJVoyr1OPysNt7gopnte61TAtRiIAc55mX4TOTR4n4ya0o62qXvp2tQqmad4TR0itrluCZQLNMWelHYFMQp/p3FjkfWaF65DyBJUHghe1nKyPxazjMbiU6cCGWCm9lCpuOqkNmlqAiHlJqRa3SR+zeSbUc2MsaSEJ++EWf/UBH6cEMlMgxRGsb8GhfYKlKH2ZepXpJDrKNO1UTqtGkQyVzfM/M/z9UVdsEPDZg4KTAIuI+Iqo4x0yM3/pQnSRjtDRnwMBB3J+wv0Lp5ncucO9Z29BJdYYmys/jQWjcbNipaUnLSrio1MQ+RjwpSMhORMZBLTvBoYDq/dRBeF2HfaSHtxmaAjhe3hQiWFUacu0QuphbQfB0nywYGnwoWADxkYNfvZprNu4ixDjBgdZTebKpCOkahNMmqRMAA720U3LyFqBO3QStzXSG5QBgU6RWjGplh7nArgdZo0rMBxBqzJ5deSPEVpcBXoWPDSC89yfHxEAJ5/7pNcvfHS53zPC50u02qE0oqNjT5f/TVfwxNvfQe/+Is/Q7+/zP7BNkdH+0wnHu8mhBCZn2vRaulZ9z31ntq5dCAoMi2QplGIXafRwiOoNYSagOTWPkg2Exj8c33K4WG0ukemxIN+lgSlA2fOnWJ1ZYOHH3o1Tz/7Gc6fXeN9X/W1XLj0KpSy3L19g2lZ0exH63pA9FN0pjEp+9eYPMFpnqOjQ/a2D3n5xRc52D+kqqfEWiw1UYHMWnrdDo9cfoRzZ86ibeSp3/1NDm69hK4mVBGcNYIAaU2r1WFhbp7uXAutcrxPphM+UI0nuMmIuqyoylJiOQOMUTibUymLj5ZpVVFVNZ3ckhtNEWDOQEfBHDWFhgKx9VUR6hiJDkYRxgFGPjAJMAWGMSbVKmQolq1ifm2RzpkzLLQyshAZ795nbbjPa+cMiy0hKJXlAKV7hFhjtUWbpPkHCI54/wbHH/1l5r/061DdBaJSnDrl2Dg1JqoHvcJnWCxNap74RMfZeiiCMIhJu1EFKJOMU7wQoVIudTOxGm1FkRBlpUWSOQohVMhO4uHv0KoQl0VkRRFw3LxZfM7e3XvFyy8pzp5uPiigEsnPyhkVmykvnZfSuCeWeBqHBWOTlQjBgw94fPp5P/uMs0YmXSEfJWqzjpKm94AvEzGA1RGXVnVS6CPR1zjncNHhY5V4BQKPa+/xdT1zdAuxTtppNVOqKaWpfRB0FSFPqhQoItC0WFJ71UjsLI00rjFjRYv8d5aGlkh+SltmMjYU3lepsdBYI4MLyHlBTPwcFD44GaD8iTQRZAjwQUI+nK+EyOrlM8X/Wvzff+X1RV2wVZRSZhuSFIaoRA7iY5UKiVCzIoGgcxS1QB7Oz7ow3W7RPX2OuYvnuLPd4X51kcX4Ei02iSlhRzdkqdjsexrXL4VGtJg6Nr7iJxN2bOAQgGio9gKHL17H2AKMRWlNV68SdImymiaEPTZ2paGUyVcpiAYVxR5PTCT8iXWjAtKuviGVKZMngocnBNFNa20heBRadvtpqoipyQmhOnlAo07XNcx21lold7LQNCgN6nAiazA6TyxMhda57I6DEgRBCwSY2w5P/f4Wv/9UzmJ/Du+u85sf/k2q+pUpNp2iRYw1ISoW5gve+vY38+Q7voSjwwOmZcG0qphOB+ztDpnvzbOzd8hct0Wv26aqpjI5VB4fhWRVxSanWeBrYw2ZybBa40JNozzwKZjjlTaon2sCAY5cXxeJidXJ+0YTVODM2VVOnbrMpYtXOHPuIl/xVV/L2vIGkYi2ltHRkL2tLapqTGYMvi6xWqPbbRQ5oCknNXtbe2zev8v9u/c4PNjH+ZhuAbl/W62cuVaPxeUFzp85z9kz6wxGB3zyqd/hmac/wXx0zNuc3ObkLlIFObq0zsi8Ig6PKcsJzc6vdgFXe5xSHAQ4rCrR3QaZqDQi8dJBiHkxnKHWVxiMrmL1HTn4073SgLKGBK7Ek2vaHPwBkQnlWjENAYOi0IpWt+DU+Q36S126wWNvb+OefxG9mnN6Y4nOwhokpm6WtSFGsrwN3qF1RtRRAni8RoWI2nyZ8Sd+h86bvxzV7spzphrP91RYQi2Npm7kT14QVCxR1ekaqZl8VKbNdM9qUZZExK9f4jgTwz5GnPIn/84AUSuaWMwQHUbpFNrhUSrDKtE821hw8Xz5OXt3YyIXLwUeUEtKgUkF1NgE7asmGEWBEi20IF4kQmGDfsnk6OsJwaUiH6L4cSeoV3PiQxGRol3X4DPJZG/8n4IHJyHxUsgDgmDI3int7lWa5hujlBLnM7RP0tfQhOUEnHc0iVsgg0YInuCDNN9anokZf0DZE4KYasiOMfFqkDXeA+istEduxvgnDYMzN0bSEKSMTPUJcRQVicaFgAsu/ZxOJlDMpvMm0x1UUs28svn6o76+qAu2XA2dfHYT1BpFUiF6xUY/2HTMNZoMF0sacXuIiqgDrcUlnp7+d/z07n+LuL96/njxnbzK/psEfTckNuGDN0VYq+QfnW5mF4N4Sc+KtdzUNr2PiGGy4zi8eg2dZ2R5hjWic9atHLIEI6bOW1KQGlmVwmQqQcDNl59IZol8NguJIMj0LyO7MFDTvkVbK7sgTqQjDWnNmkz2Q40WMYKMnulgIekKEwltxklTOsFnyWechoGcCr+RnbhAnG1++p9bfuTvv5sYNUoFHrn4I+zt777i2+2023QLy/FwRKtleO0bXsWXved9rCyt8Zu/+Rso3cLVJcPBgOnUEdyITpHTLrLEZtfgfNprJltKBTZTtNs5C0sLtIqc6WTKZDBFlQrvJWQhxPiKYi1X9x7wfiI/QWMCkem/iDH3MFb29MRIXihWz6xy9sxDvO2J9/ClX/oVLCyuUlaibTbG4Lxjc/MWh0dbqFgSgmFa1gwOjzk6OqaaTjncPWA8mDCejKjcFIImaPGY73Q7YkIy32NpfoluxzLfn2d/d5tPf/oGh8M9bty8Sa83R0fnlPE8x+4S7eIlWvouLW0oTJJoaQmTMLUjuApX1cTaseVKtqqKKnjGpaBGie8+o+n4+Odw/GMIstM34f1o9U+FlBbj7No1/tvCIUk4VSo0gWYnGim0pltYVvpdVhZ79EykuHUfhlOqSaRtIiaM2QnH9DSsr6yT5xkhVgRaqOAwRsItvBfJYvSB4Jx4PF97inpxhfzRt4FNVpyYGfzchIOQjDZUY12atMivnFCbKakhpGloUJZmelUp51o1mfQxseaTNGi2w46zw13yk508+0qm3DOnLX/jr73I3/rBRwhBYXTkR35oxNnT8rwLGzzQBPKI9EjeWxSvQoSX02iKE0cmeFHPeJGtybGiUGkCFQVEE3rxyqchRNlhu+QrbhvYOQFMsz1yInAl4UwqYGp2PkoCm8jjvHd47zHKzPbLND8XIAaJCDNRY7QSp8PmfH7g7BODFJ2UMI0XpaYx0lAq6f0TkVCrmBoWlYhhCWlRUbQ4Op3fCjkbEbKkb9Y5wWNVJrUhkZ4VUouCT+lrMUDwyQzm/4g7bESH15CrQupuZ2QKkLulwVOCFJwQE/MxBkKSU+wN5/jp3/q/JoAIIob/XP4IZ/Tv0NabKAQ+VbPpurmFZZq1acJWJAakkl123uyRQHYnKoLXjLfG2NZL5EUbbQ3aWjLdEQKUzVIXp8Gl6ba5eUyON1PwSRIRHFEV0kwoJVajTQecHjal1Gd1dCnwQhnU7AZWqVM3KCWhKCB7bYIU+jiz6TRgAirEtO4W2Y9GTB7QOpkJGNA2fQdiLNMq2mzezviRv3+ZJlErRs0L178D+DHgLgB5ltHvdhiNhhgilx7e4Mu//H1cufwot25d57kXXyLPO4zHR2xvH5JZS7uVUxQ51WQiTOcQqV1ybhIAhiKz9Ps91tZWWVxaI/jAzuY2o8MJPoSZpMjHE164fOOp2VE/CfwqcAWjrpFn9ynyIl2ugG1bVtaXefLJr+Cd7/gKXv+mt6GUZTwZE0IUHSqBna377O/dRWmPCort+zu8fO0qm5v3GA2GKaDAYLRYwLZbHebac6ysr7C8uEw9nVBPJhBLdu88x53pEXm7R95us7d/TO0crbzHaHDMrfE3cv3oh2mIco+Yv8AV889EQaTEA9ukeyTGCCFyZBS3QmBcixypSsXXpiJbA8QzUqwf2Ol7fgIVfxWl7qZHVIg5VWw4uGpW9A3yaFoVsSjmWpYLpxaYX1zAxEC5f8z+wZCyDCxog0UxDho9MhjtuZffxhjF2uopgWjrEqPAK7luxHo2MTVJVK0sJz7/UapuH3v+EWSejzRsbjX7LIlc5pXc06mhZVa8UoFoirY6kXxpXUAsIZpZ5VLeo3QgIiY1aIP3NREJExKIPRDRqdERFE0lKrpSij/93+zwJU8esbm9ypUrLS4+VAB586Mn7zFKwTHpfal07oTZ1ZdDM0aVpm9prhsmuCR5JaMSGtVKnF0VaM5BcFHImZUH2zCwaabxkwdIpZ8V8p0Q73RMUzQiFcx0RiPPjSF5BaTzSqsHHCCbrwMxkLaJTNYgnHKekc7pAMmXQ4jIAmEL6VjerHx2Ye03bpNaq9m/pwkyiikwRilFcOJ97n1I9sUNYtR0LdKtyGAoiIp3/oQs979pdPyHv76oC7ZKgv4T+r6a+bjq+MBHS7uoqFKyVkrDkv8dcdFxf2eRV0YyCgx2GC/SYXN28zV/HqhZN9r8uhxHpH8mX5iPwjA/2X3LLe8rw/DOMSq7irYWnbXQ2SnAorByMiYYSiBpudl0FMKXVj51xelnEgRttHx+o070f0Yn44MoMGpjYt8MkKrRSeMl7q+5okqaIKOyND03E4UHrMB+aUJvdNYqscGb5kHaByG9aC1F4Xf+yzYxXvmsb1N2wXAXpRTtVkbtSsq64vTpPl/+5V/OY69+HK00Wzs7bG5tsrS0xNbWJmXpOXt2mbW1ZazO2Nq6y2QywdeBrCXBMFpr0IqF/gpLy6ssLy1js4LJeMLoaITzNSG6mYSF2SPYXKP0S0SsvgfqHkZrkTsZkS/lrYyl1SW+5k98I3/ya76Z1dV1qhCYTqdpeouUkxGHe/fYun+fyXjMzv1drj77LHt7uxwc7MmKx2RkeYv53jKra6ssr6yifMDVE176zDOMtm9xuLfLcHCMNZEzp9cYHU9YPbNIOY24ENncvE9deQaHc9z3TbEGMFz1/5BH7G+ScQet0h2XDuwqwH6M3PCBYx+ZuAYAlYbVpIOspQFeRVl/7k6/lz2CVvfkCnp5HgoEApZnMU0tiATKGMV8r8WptUXWOhlhVHG0c0g5mGA8HMfINER6WtNRGlMrOgGqEJjUU+q6xihHCBk1FdZm+KBwocJgJXWrqWrRY6dHVM/9Dnb9AqbonRyeUeIwxTf/hHGcROQ0UiVSUyyyNCGPqXT+NKQnpXLQToY678StLCaWs2JWYIRzIyhUI3NLrUKaNSLKGGJwaKU4sxG4eH5E3rZEipPbVEyv0/l3cmbI1CmYtCZ9Iem21snEaSbYVHJehAZVi6JECbGZQx98ycjiEfOUyiky/UCRjsy4q1FugbQv1unscfgoKoEYPFGbBH1XGGsgJEOsdK2appmUO91kRjTPpVYmcRaaWhAe+Fzpe1TIWZB+JgYhgzUo5aw1b1CFqNjeybl7t8uZs0PW1yq5R0IkeHUiS4vNJXWyKgnCXo9RvASCD9S+xnkHXqBx94pV2x/99UVesFNPGxAYQsnBOctmFVoYLkkUQoy4UIP3ItlJ9H4f4dTqoZBLHijaCseiflkgPQTyMerkGG+mUqOAKLnZPgFQJ31do7N+oJin29hNAsObW2StFiov0HlOe1km1Ey3sNbinaAAUQdMtCiSDjGFpgcvYQjBGmwDNyGm9UTxLw6hYYeKR3BMNE5DlEjSmUdvisbEikyr2bkol+BxkxCMmKDUDEh67QRhaeQgiI2uWzUUooDGMDyc0rL3Pudai4b0Ggpotwo21ta4eesWc3OGJ97xNt7wurexsrSG1oaiNcfcXJd7d26yvXXE0tICjz/+KEvLi7iqZmG5w917t9jb3aOwOVqZdD3bzC/MsbC4RF50MEYxcgFMpGjnxHEklg73gFGKTg9wBNHWp0bH6sajWrzm86LgzMUzvPWt7+Trv/6bObV+kcqXmDrgXcnk+JDpcJ/xdMq9+3d54ZnnePbpT7F1954UymlJq93j7PkL9LrzzC/MMdjfZ3iww6df+BR1PYbomY6HArHVgblWTivvkOUrrJ+b4/adlxjVU7xylG6EqzyYN4H/rLQkLIfhIay5lcAPgzfg8pwqKxjlGus8c9MxuqxR2lBYWJjrYrOMulT42jGttjk6/NydftfewtoWVgn0H9HJKyGxen1ExUBRGIqOZqHXJg+BzuER3c1IqByxUszHjMIINuRpJpNAFWE8VbhaipHzjhBKiqILAZyLWNmGEGKNztqoGLA2FzMbrciP94gvPgWvfZdM1UoMjkPUzNzIxHP1BMZNTWdM70XQuDqdBcloaPbfgLZii5mujA8piSqAFNTU+idsWFKvIs44yQpQ0gAEHwjKo8iE6KlIig6Z9puzRdCwkFQw0oSEhuXsH4TzazmBYpAmPRFEG4IrTVKQEnbKzJbzFfeQ/GcI4LzC+UgdoNBqNl3HIOdESAOnSsgmzRoPZmOMTKsVyuR4J66UIJNv08AIbyd9P2lFqRPrPSQHQxC3SCGUWvn9MdDAOiohkQ05WH4trUPS9ZGzLvAf/9MG3/8jJ0lgf+07n+Nr/8QmzosKQd6BGK2oZv/vpieGTIntXrsyFXAhy3lfC9zwBby+qAu21kbkVqlL9LFOBiYyLajZHiRp5YIDL8xhnMBd8kXD6sqIv/BnPsQ/+ul3E4I4Av2xzrezoO7ikb2Wbm60GGTajBL/pniQeiUPYFBNSN9JWovATanrVNIG1CM4unYDXWSQiblIyxi8UURdyM+mnN5oAsQseS9XNNFtde2xufj/CilC2KmQ/IkaadUM8hOcRxqJAtI+RzW76bS/iarZNabOP+3ctMlpErlm00jyKJZBXqWfEymS845Ql/QX13jm4x+nXezydV/96/zCL783FW0HvB+4izGG86fPsLl5G23g8de/mieeeBenN84yN9fj6GhAv7/Iow8/ynPPfJLefI93vPOtrK+tonXkYHJAXQfm51bIdJeAdN6Do0OKdkG73cUoy2Q0IUbFpJxw6uwai/0l7ty5w/WXb1CPXdKoNyQWZoQpQfzFZGWu2yErNFk3Z+PUBo+9+nX86W/4M5zeOIsPjtHxEUeHewwHYnAyGE648eKLfOg3fo379+7ifMTHknbR59z5Kyz3e4ThIYd3r/HS8JDRcCIHk9UYG2nke5nOOH35IbJOFxcqXnzxk0QXqZShVooQ60Sq1Fj9Ep+TloRn4Y1dTOstSb4WKeuAo0JpTR4jS7Uw/svKUY4mTKcVh8c1rp5Suoo61Di/T8b7qR/Y6Rv+AvcnDdNf0CUbIy0lNLqW1uQGenM5ttBo76nu7WMrmMTIMCrWjcDf8v+RQhlaOpLpiLFg8ki7Da3CCshfT1DGMHUTetkcbpY0VaK0hRCwyQZX6ZhWUAp3/eOo0w/BygVAzabnGOWe9lGChEhqE7H3TLoBDbIXTc9b+jX556mgp8HBBQnJkGAagcRE2nWyGY5JoqqVRvlArRMJSp+giMoGTAgYG6W4qyi7dS3+7I0BjvPxxGJTSTJcY8upYwq7SJ9VJUJcs/cNviF6+VQQST5U6oH75+TVEAZDIPE/5E6IqbkN8QQij6T/kfwzmuk9BiVkYZ3jfcCpGmu1FMUQiU2gj2pS5azYLmtBIERZlSZsLYVSpfunCXohzsDQ2cpAmhzhMRC8nInpe9jatrNiDSKj+8G/8xhvfvM2qysJncWlpiuCkmsXfcD7IHB+RFzSohTw4AN1EOLgFxoA8kVdsEUfmPSFiYoflcgvjEmWIMpQExJRSlP7iuC9SHaSiJ0EG733S17kja+5za3rlt7kaapnf4vhVTCh2S0pDD6F1DUwcgKHFJikaxUnMSGnuejIlZrBJgJ/NQB5JETD9AgOr72MLnKyohAzC6VROktdX+NUJKk8IX1GkCbEeC8ycAtReTTJp1w1wBWJMdkUXQsJqhaNohimRO0AndiWavY+o6+FmKO8yLU0J41Bggtl/50CCNIeWyAr8Uzu9xe5efUeezv7VFXNm17/DOsrT/FLv/YHHBx+guHkBrnVdLtzzLUt06rm/Pl1nnziXVy6eJlOp0tZTrh39zbaFEJgqxXv/tIn6M112N3dYTSc4Jxk1XoP2mREHxmNB6AMuW3RbffZ2dni7r3b+BC4/PBF1tbWmO8tsrt7L+31TixQm8kwErFa025ZllcXuXzlUfIiZ2dvE2ssZ89c4Gv/5J/mwsWHGA4HHB0ecXiwzfHRIdtbm7x87QWuPvc8927dYjQeA4aiMPR7q6wubrCYRfaufQw3GFA7j3YRkxo/gDpovDU4ZGp57uoLKBVZXVxA1UJ+Ua2MalJT1hIeMT/XodcpWW79HT519TtpyJSve/RHMfNTpnWXWCTtahWYHo+Zjism1ZTReMRwdEhZT6XBjfKkGbnNsEALRaF+kpwPUPMwdbzKmDuUkIxoFF2l6BvNslEsWUU/JcHpOlJOPHUM1DEyjjANMkkfpBO+jAGrNF0VmUczr6HQkVYr0mlFOp2MIm9BELa3tpGqrh94JsUYSBs/c90TU5GI9pEs1sTPfITwxh6+u3iSV0MqJLOzIUpoR/MDCEKAtiQoK/15jdoiQaxO0Jqqrma/Vxkrk6fKpEGIsk9t9Ney+vRJkZEJehgbO9eAtQEbIEtJVtq0pXFIBSDGxsxDnRR6JZ7aWieOiRIvbZ2KVmPiExMjvHEiC1GGIaXzB6rdK05gQRK9OJ7VOqIy1cwDM3e3RpetfKOfFia7uDd6fKjJso6wq5NvhfeOGSapmJ2X6IijIqqQ4oyjsO1jkrwSH3irSUKn/KzhlqNeiIhNsIcM3UbkWSkb+/btP9y+9tatnMX+UBqOmHzFiejQ7OibhofZyjWESHBphRkiMUhB/0Jen1fB/oEf+AH+3b/7d3zmM5+h3W7z5JNP8kM/9EM8+uijs5+JMfJ93/d9/ON//I85ODjgiSee4B/8g3/Aa17zmtnPlGXJd37nd/KzP/uzTCYTvuIrvoIf//Ef5+zZs5/Xm581TLHZk4ZULhuHmeabjgQVIBgMEoYRvJAajBI4yCRzj5XlMQvzU6bbOXvjy1S7h5R7VSKWMYOWGwoNM7u6kN5TCgRJN4hAOc1EnXY86T01cFuImsluydG1l7F5G5O3mMusmEBYg6Y5uOUzyj65yV8VZCEmGMuoLE25iayW5BoJoyNqk25U1ZxfM2jNmILg62SoAk3XblRG0CI1IX2+GSiWlkhai4xMbGDtjOChY8S7KS27wkvXblBWdYozjdy+8yEm0w8xKSdYo8it4Q2veTV/8PGn6PU6PPH2t/L4617PfG8eYxRbm/fY2z9gMp3y8vUXeOzxV9HtdhiNxhwPDplOSrSyYhHrxUWtLh3WdFhemufChcssLS9z+aHL/Kf//B/JbM5if5mF3jL3t++ztXnAZFpT5OIEphPcCGAyRauV0V9c4MzpMyws9hkOR2RZwdryGu9591dy+aErDI8PGA4H3L9/h2svXOXlq5/h1vWr7G3vUFcVzkXa7TlaRZeWd/S9x9x9mvF4hJ5W4hwVFSUwMULW8jGKP7ZzWBTaRfIgDmbVeABKYdttnI/YLGfl1BLdTou1lTW8yplUH+B1+sMMh6chvERV3ueZZ0ucK6lq+YvoqF1NDKJVb6W1b98IPtTWijmlmVOSh+RiYBQC4xiZcIcQb6OVoqMUi5lmwSrOtA2nMlhrRfo2o8g1hYaIZlQqtgeRo6mndp6+F39qMUYFFwMZgZYWX/1pjCiv0S6ip57caHxdo4IQJIW3AiFWKBSZyamSnOZEuQAqkBbRcojro7tw41OEK0+g83aaApkhSDEiediNExgxFUCZkrRqWmKFmJ+I57qJ8jlDmvaViihbkGeZTK3KzHwklGr4JKlohzR9p/cc0qEPQgJ1KGrvKSIzxnWzaCMNByEGSQrWTSaAme1Vaf5cLaStJjnPaIH8G1/sJvhDGzVDAmZnbvpPFRU+QOUiNlOYIAU0KMF0kmBHIP90JvpQC9qQTtHmmok8LiOgsIgBkHOO4H3adcv1EdIY2DR4aGVTc5DkV40DYwCo06+l96zMzCdhJtGDNLSk6xMC586M/hD72sCZU+NEiEueG1F+nyehEwFCcFKD0i47BI8LbkZQa/76Ql6fV8H+4Ac/yLd8y7fw1re+Fecc3/M938P73vc+nnvuObrdLgA//MM/zN/9u3+Xn/qpn+KRRx7hb//tv81XfuVX8sILL9Dr9QD4tm/7Nv7jf/yP/NzP/RzLy8t8x3d8B1/zNV/DU089dZIZ+0d4NYy7qJo9UGMlZ1DBpy9Bo7EoHEr5dBFTt0MkWj8TzDfB8SbLaC0v0zt3ienODuXwZeJUwO1k7tc8ojPY7oQprpJWOc4chEIq51p97meYaVJjwWR7ymH+EibP0VmONhbT6RC0Qhmb5FZNeIbsUEMUmCi4mmCMhHSk8ICYvMObd9vYJUZkepfOstmoJ3ODFAQhB5ASMkySgcgnbVjrSfnSFGZjZaKNkjrWZMwODo+4ePkCH/8vz3M8HEpSkwpU5Yinn/0E+4cTQoy0c8OFCxfY3dkmxsCjr7rEW972NlaXV8lsxnQ64ubNm2xt7jIcjei051HKUo4r6knAl+KUFFCUZYW1bbIsstBfodVpc/7ceV716GtZWl7l9s2rLC2t0JufY77XY1qVHB7uMxiOKKyi188lwjIRFkIUdmiR58zPL5PlXWIMnDl9mtcvv54rDz/Ga1/7BkbDI3a2NvnMs0/z7NOf4sZL1xgcHSeLTciLHv3FBdTwmPbxHu3xEdqVuABbPrAXIscxUKFEK50O2IZNHRUUQB+wRonHi/fkvXm6KyuYrEXW7tDqdLFZi+3dksP9XY4GB5STI0yYUtWeIlN4lxi3gPGRLNO0iKmYKOY0tI1iKVMsdBXzGjpBobxh5Cw7zrEZa2oVWGwZzvZy1roZc3nGWteymMNS21LoiNWibpBFqpC6grKMpoHjScWoLCnLisqL+4YENYl3ea41Ux+pnNxzRZbRyiydIqPbbWPzQs4M7yjjiG57LiVGeazOUpZ7ssZVURCoZl2jxKGM+y/C4nn86YcTYif2tUqdTHwNe1l4c9L8NgjTbKJG7hMdAslFRXbIQFSa3GYURQdrVNoXN4ErpEk6GbgggSgqrZcIaQSJRhAtJSZJkgWgaNYdIq8MaSJvdORpsOBkFRcbRCBN3yA74MPjHrfvLNBu3abTPqQJCpH03NmM+wpIHCULLZ9g/2jAKRKfhhlRb0ZwBbE6jj41TlpQj0ZJEpywvaOc7zHtEGdSUSSMKSSns8adUfqQpJlWzSkt17dZT8g5m+xWVSOrM+m6J+lVQiGXV8Z81//wND/8o48TgkbrwLf/lU+yvDymWYkHUvhKlPulQShIf4b02TV1XcrKIITkwKdn6pzP9/V5Fexf+ZVfecXf/+RP/iRra2s89dRTvPvd7ybGyN/7e3+P7/me7+Hrv/7rAfhn/+yfsb6+zs/8zM/w/ve/n6OjI/7JP/kn/It/8S9473vfC8BP//RPc+7cOX7913+dr/qqr/ojvx/vpGtRsT55sAJyMDRuZ0qhlU0GKpEpjplVZ5pWjZLoP6Ot3NBKEdqBzsY6/YcfZrp3yODmHiGRd5p5lfTfzU04i9SjmXBTqhfMfMROIjrTzKvE05sIvtKM7u1hWlcxRY7Wmvb6GqrVosmj1tjklQ4YRXQRfIXzOSZ4dBQNY1Qi2VCopAHNUjd/Ukxp7PtQDzgBNYxage91gs2bzxXSrhttkqGLRhsjU7UGpTI5arWG6CmrIaFS3Lxxm9rVeFcSomJ7Z5N7O7uEGCkyS55bXnPlEX71N3+TjTOLvOfL3sOptQ0yKwftzvY2v/Xrv0qr20dnHfb3jzg+PmB1ZYlHX/0Y/X6fTndOZBkR2q158tzSarfJspzctqlDZHB0TFWWrK2uo42n1c7Z2t5kf2eXui5ZXOmxvLKcIvnkTHHeoYJYUM51ejz+mtfyyMOvpt3u0pvr0F9YYOv+HZ75xCd4+hOf4P79W0xGE3w1leav0wdadOox/d2b2OExma9QMbLpPC9WgeMo9KVmmpLEQoFIXYIYCwNrWtFD4zND1WnTW99AtdrolqboLOJcwf3NA7b3bzA82sNQYbSjUOCIFDaw0cnp6AITAjkKW9coF8ksZBn0NPS0omWkCfXOMKkUe3XgwDlGvmYcodVSvOP0Iu94aJWVbptcewwpESpKqpxAjLlAn74mRmkUcSXzHZizhjBXUAfJFo5OiJBRe6KX+9LpZFVpCoxtY/OMPO+Q5xnWKImdDRLhWtaBzKrkaa+lgUTJ3lqr2ZTGjHeh0NUYf/1jsLQmLmih2bk23gtaVBizopOev0hCm6Q4nsDI+UweJGs6kklPQWYzijyXDAAt07sgOeZEq6tEeqRTlgDRzRpq8cL3KJ1hbZ4KmXBO1EwyIrB3Y70ra54o/+7kvEUqbrLPjXzko4/z8//6fTS+CF/yjn/K5Yd/KxVsNdM4p2NsdgLGdI/WqGRTyoz7keK502SbVoIhEp1L10qY2qTGp7FVlmIn0LIEquj0FwlB0KICijGRAYX749yD31m6DJw0KJpmeJEP4ZDr3awcNOIm6GJNDPDHv+o6b3rjfe7c7XLm9JDl5WlqDBpJnyJ6mbZd2s2T3B8bGWEj5QpeOFNC9U0KhC/g9f/XDvvo6AiApaUlAK5fv87m5ibve9/7Zj9TFAVf+qVfyoc//GHe//7389RTT1HX9St+5vTp0zz++ON8+MMf/kMLdlmWlGU5+/vj42MAYqipfU2usrQnSTpsIpEasZsDjGiH64BY/cWaxmJQHJEQ+Dl9CRhLpsDMK3rnLjLZ22K6e0h5lILqaSwJT6ZTlSAkYUOLNZ4cuvI7QmI1xtm9dMK7PPnqDGEK41s7mOIl8RjWhtbKsmRHJ9gnqLRPS1pCo/MEjfvEZEb+I0aCTiQxNI3LmOz+/cxaTyU4zxg1g4DEdEAmHqONTC3BS/E2sqdWJtmPKine2jSSDY/Gc//ODR5/4xt47g9eZFyWxDpAEJLZ3bsv44KQQzKruXjxDDduXqOwkfd82Zdw4fwFup22MOijotPp8ua3fQm/9/sf5+j4FsZonnjiHXzle/8YKysbtNstWu02uUnNipbOeTKp2N3dYW93h8ODQ6w1vOo1r+He5i0Gx8eAYXd7l939A7LM0l9awmQtqnKK96VoWI0lKs+5sxf5knd+Of3eEjFaYoTB4TG//Z9/hU997OMMxofiWIUiN5a5/jqmmGOyu8np0W0WEju3wnEIXJ16tkJk6E9QC5fO3JYRw53m3siMYrGwdDtdzMoieXeOuU4Xm7WpapiOO9y8fZetvTtU5REdAy0daOeG4TRQZznd+TZ5nrO+0ufK2dOsLawwl+fsX3+Jw6eeRbmAcaDT/VVHyyBoxgGOfeA4OIbRkeWat5zp8+7Lq1xcmkNHx3Q6opqOmKTJPfiK6NIEigJ9Yv/pkbQ4STZq5FFylFprhAnsIyp6AgYbotzDGrSW9ZRyExSBOlYQJHdbq5zgnTTIVidfbFChJlSgsgxlNSHWGG/EmS49f/HoPuHOC8SH3wwJHm6IZEqlI9ZqMWFBpDyqGQpiMlJJBKaoAqGW4u3rWrKwVY41CmsMuc2wWYqYVdKQavXgAR4g5rMCGWI2m4iJCEv5gbGh8TpHJXYyMvF73zCnSSTUFIiUHPJQstff2y1mxRqkQP7OR/7vnD7zaYzeT85d6WzkROaXOhbExlfysZ2GTEsSoA+QIQ0n8YEZgcbpLCZysJbCPYMawKkEJ0dHCDUhOHkWkTPGxyr1Q4qZ570WJYvYMTdfbPrs6QFTaLELTQY1zQozeIeLNT7ppxvC3MrShOXlkcDyXic4XdLJlG6ut4aQiKqJIe5jELOmIEZXMZhUH2S48/97G6fEGPn2b/923vWud/H4448DsLm5CcD6+vorfnZ9fZ2bN2/OfibPcxYXFz/nZ5rf/9mvH/iBH+D7vu/7PufXfVmB9wIFByPYzMy7NyeoQNDNdBgEOdI2FXM/23GL7XY6QKJ0WlEHbKtFXF6hf+kRhnfuMB7toWsh0wg83syd0sEaGgamm3V2Xi4WSisGcZ0D/xAr+gZdfaLtRqkkp5I+sBp6BjduSJShlWzhlrbQVWS0BAGIFUZHMpO6T5A9SYgY23Sqycw+xOZDpps8tb4zHbs8/CEk0/uo0yEk+6h725bbd3uc3Riyfirtr5VM7DrL5W8lBQRNLTBZVTMcHKGD5sbNLbzzMnFFiMGxvbVJjJFOq8Viv8urr7yKj3z0D7h45TSXHrpCXhjm5roszS8TYiTPu/jwNO12h/VT61y+9AivetXjtFudBDs2pvwalMWHwNHhiMFgwGg0Ynd3l+l0yqte/RjtlqGuPN3OHJ/65CfZ3tomek3RskxHI+ppSV2XOCdpSt3uPK9//Zt47LE3EJxhb3+f6WjI9Ref58bVa4zHh1idY5Sm3WrTKTrk7QXUcEyx8zwX3AAToPSB4xC4No3ci4FpFZh6OaCslkjWECNWK1wUfbIxlm4rZ6HfY2N9g6zTptXq4CvLuHLs3Cu5dfcFpuMDNDWtTLM8ZzFKUVeBo7FncXWJd7z19WycPkvR7jAeD9i7fZtLG+c5s3GRy295Ny+Ev8/gMy/Ine1lWnI+4OoWVilaFrLMcGGuy/tec4ZXnVmhnlbs7+2ws71NNXXJDV0UFE1OvTTQWlpZp8hsQBswWXKBSiQPrRNJ1KqZ5l9nmp3JOnfKy5xp3WC1ex+cxsUxCkttIsZkkoyWtcjm2hRadogmWIzRqYgZrLWJU6GRYy+VvOQjYIiEp38dtXwGvXIuyaGEeYyRgijDYCPzk+KiAHRMhSSkZ9mwvW14+WXF8tKYVvsQugbfkQQ5YxNnRj9Akpo18lJ0UBGlU4BQOr+UXCrQ4HxMu28DoSKmvXqz+go+Yi2zM00pizVi3iF1TmB5hWJnZ4nP8aCIhsHgFK3WdVk5zP7w9M85kamCFGgXRZOdaTHjiekvo0SnEKJII12UFLyITO+1m5JnreT7H9EqSUuDXI/Y7Hu1mElpY1I+QWK4R0GgfLNz100DKAiL8HNsIhI6WSekbN2AWJ42rP3GPCV4KaoaI6RLUlOBfJDGN56okh+GE3MUomQ0hIjzotOOKdimkQs20PsX8vqCC/Zf/st/mU9/+tP87u/+7uf8M/VZjMKGufhfe/3Xfua7v/u7+fZv//bZ3x8fH3Pu3DlJkGiYeNT46GSXkPYV2mSoRKLSzZ6aRr/Y0Caa/UpaujSWfGSgNbbdprO2zvyVRxhsPsV0d/pAjL3crNL3kXy5U+ZyKsAuBrzSPFN/E79V/RANU/cri+/mddnPP1Dym3qqiFiqQ8XRyzfB5mhjINO0krRHZTZBXcnLWEuHrqMViCpEtMnQ9qQLV/rBa5yCOJprj9iYnsA9J8zxX/wPq/zg37lyokX8H6/xtV+7K+5Ytkikm9igcqkgB25evUZ/cYHjvQnHg2NcXROjnlnyHQ+PUErRbeesrixQT0YUueex17yapcV5VlfWObNxnixrMZmWaGoeuniR3LbxwbO6ukrRktvXOU9VO/R0QmUtwQVe/MxL3L13l5W1Reras7+7y7mHLrGwuMwnPvERBuMxu9t3MVnGE+94EudqynJMq2iJW5pzuNrJ9H/+Ev3+CuPhmIOdW9y9fpOdrTtMyxGZ0rSzNu3uHEWrAxVQTpncfZ71OGFeRSYEdsvIvanjbtpR184TgxxgDRfAE2i1Cua6LdCGlaVF+v0Fet0WRd5mOnHs7mxysHOL49GAYTlGa4fViqWORaucXqfF+uoinRx29oacnuvzyKOXed3jryVv91hZO81Ln3mabXWbaYgUc/PMLyzy0Jd/Nc++9CxzczmZUUwmkfFYo0xEBcNqL+fhM30eWZknCyV3r99ge3vIeOjIMis6di+Hnnd1mjDkGamdZVpLMWkXHlt4TAizBlIrKZgKsA6B1AP85uaf4Sfu/PjsmfkLF/4y7137SVm9+JpooTKV/HuNNLY+OgqdiYQzQm4LQnA4p8mzgpnfd5A8Aa00KhO5ow2B8qn/jH3XN6I6S0LKSkXZJ010TA+TsIt1avBV8iAQWPvf/psuf/NvrqZn5gLv/++f4sve8zJaZ/S78yeEtuQcCFpslJVCKY+KIlPVDQP9wQVwI1Gi8eGu5XmNJ7G8jb1pjEpIdjHRRJOZiOyHBcrRWrO+cczneFAoz3xvG+f1TLr6X3t5ZkpZ4akE8Rb3DyLpkZlUVKJVJbXKkuOdwyT7YpWgaXm/6TrPDknRMofUwKi0bohKmmsVDaEZmBJ/QCuDT7bUQnXzUrTxKeozznbg8jZ1+ncwQ2MhCnchOCIBQ4Hzjbe8fD4XS3QscK7GpZCPxoRmFiqS2PvR/+9YsL/1W7+V//Af/gMf+tCHXsHsPnXqFCBT9MbGxuzXt7e3Z1P3qVOnqKqKg4ODV0zZ29vbPPnkk3/on1cUBUVRfM6v++EIteoSR0oIZyG55xidgYkJAtKzaRq8TINan+xAYtPxnDBBo5IHUZuMVn+J+fOXGTy8yWhwDVeebKppfh5AiRSnUV43BK1hPDUr1vK7DB8ov5+HzAfp6k1OYPy0M07NRHXgOL76srAgtUBteiknhhptZcIVGKiG1LkFz0zPrdEEDOgwgxyFQQmzxyjBRCFprJtPRVRsbeezYg1Ji/gjD/OOJ0ecOtX4IKdUIhXl0EAxGdW88PQLPPned7KzecBkPBGyhZagFLTkRXdyy0Pnz7C0ssB4OmJxpcfDDz/EYr/PmY1zFHmLsnIMB0MODo+wNmdhYZ4sy1haWsJow6SsqJ2wSUejKXluee7Zq/zGr3yAjbPrKC4wKcd0uh2WF5e4d+8Gv/Vbv8m9u7d4+KErfOVX/XHZcWcZIXpc7SmnJePJMeV0SF1NOdwfcOulm9y59TK79zep6xKjFJ2ixeLSBq12h3o8IRzto/a3mMNRT2tqCy+FwP3KsVd7JiEmHaZc/kY6FkMkaDi7cYr5/mso8tewMHeXuXyb4WjC3r0dDo4GHB4eUPtSJkKt6GeQWcHOe5nl0uVLXH74Muun1lEqsLlzgOl0Keuaq9eu44MjL56jKmvmFlepQknlSrSxdFdOSYiGhe58C7PSJdKmpQ0XjeJcL2cuOobbOxwfHlJOwNoOZy+0WVjMyVoZZeXw08h0OmE6GVOPnaxNg6enLdYq8pbG4ynLCdU0njwpQQ7eoBTawF51elasm2fmH938MV43/yss5XeJMeDqgKoVRTvD5plk1s+IYEn7GgNZZkVWUztUYWbIUkwwsky58nP1/j147nfQj38ZsTMvqGqM2HSvk+RhUZkk1YwJFoUYPfc3zaxYN8/MP/rHb2Jj45OMhs/SKToURU5mbVpNPdj6izxL4YVYFRppU0LuEgSN0nKG+QT1NlpjpGCHqAh4MV1NBWMmVdONvebJyLKyNOX/8k2/zs/+q/emHbbnne/4J/Tm9jk4OpGJfdYSG5BjVOnETEfWOM5JzKo16UxOx01UYlIV0YTZiRdElmfkHjAqGdOk+yb4WngzKm23UxFu+EJCIGwKYsI0GzRAxVlt0NGcvHclJDt8wzxv9tFi3irXvSm2jSuafBeNo1rtK4gBl5oTUESvcaGa2V7PzNIRJAct7zs8OK1/nq/Pq2DHGPnWb/1WfuEXfoHf/u3f5tKlS6/455cuXeLUqVN84AMf4I1vfCMAVVXxwQ9+kB/6oR8C4M1vfjNZlvGBD3yAb/qmbwLg/v37PPPMM/zwD//w5/XmJ1ubxI0NlG0RydO+oLEZTDemVifEjJCgIBrtZCJ5aGS3bZoCmDo3IhiDLQo6K6dYeOhRhpt7VNf3hbx1cmWYMceVOtGEI5P2kb84O3hOfodlP1ykqzdFw0zD2AwzmFoFS7VfcnjtOsEgsZkxJ1+chwLRdKKwWFwiuTXCf9Jn14iWsum+092K0o2gITFNVUPEO4mhu32n9YdqEe/e7bJxegjJqlQly9GG1Xzj5Xtsbm7T6c1z9+q+MCQBCSSR76jTyjm11md1bYm5uTlGx0e87rWvZWlxmYWFVfKsxWA4YjAYsrd/yGQ6pWgVbJxeTze94ngwJAI2y7ATS57lXL2zzX/6T7/BrVtDjoavwdiaxYWS5ZVVqqrk40/9Pnu7m7z+dW/kbW9/N51OjxjB2IxQVTgXGI8HTCfHHO7vc/3Fl9i+u8n+wQ71tCbEQK87R39xFWNzyuGAenuT1uCIvp/QNpFh0Gz5ip0aBiFQ+0jtT6R+KMi0wN951mLjVJ9z5y9wcPwNfOTT307j+b3e+X/Q4v9LVddYKzBnP9M4DybVGuc8qx3De77s7Tz6hrexeuo8RXceZSxn97e5f/8u2zvbVGWJsbmkOGUGawxlOWUwOmShXuL6x36Poe5jV85QLvRoZ5bLrZx5X5JPB0wP99g+HtPuzHHu/HlMVuCYMhiMuHVvgI+aLDPMtQP9Xovl1Xlc7aQhDkEMS1RjSBKZVhPK8STlYDuCd5S1R1thfdxzVz7nmQlY7tVXmMvuCqnJGDJlKPIuRd6WuzkmRQWO1MEzGQ+Y6/Xl6K0rdJaKZXSyLw9W3p8BowL+xjNkc0vER99BtMVJ0WFWF6XJVXJPR7Qc+ARu3sz/kGdGMx2f5+XrH5T1R/YEa6vrElKiAbx4niOrK9leBeIDtTHEFOaTyHLExl9BE3E0ahCBlE+almbibibVk1E1nTcpP/sd73iGUxuf4tatjKy4wVxrL/mTyzpP5F6RB4d9a2WNZDNwpcNXkdoLauQl5AydCPO+qc1J9tQUM/mKZD0RYkTHk/HFR1HziM1oE/OppYCnhykS2NzKuX6j4MK5MadOVbN1nxzsJ3JfErIgemvZj8do0sTuUFrjU4qj6OKlsPoU/KKTDlYlvlDwkoeukBAVGUeELDlzsUOm/wZ7ncn8Piem94/2+rwK9rd8y7fwMz/zM/ziL/4ivV5vtnPu9/u0222UUnzbt30b3//938+VK1e4cuUK3//930+n0+Gbv/mbZz/75//8n+c7vuM7WF5eZmlpie/8zu/kta997Yw1/kd9Hdx6idWLFzFp+vahnhVsrTXGKPxMlydFS0eVup9UJDGoIHrnpmPWiOXmLFbNaLJem7kzZ1i48jDj3Y9RD0l+yM1s3ux00h0dk/mIivTU9TRJPOg25VjUN+S9IgdBooWQjmI5CIKh3Btz/PJNdF5gTIbOzUw6ZbKcEAS2CcrhXEmMRSKD6fQeTsBvZpN0sjhUwnQU6YY+YafGwLkzkz9Eixg5e3aMuKMJgzwmGYvSmqODAc899TEq7+m02tSV/LnCGhVP5Bgqzp7aQBVrGGNoFQVzG8tsnDlD3pqn11tkOBozGU85OhowmkzI85x+b4FWKycEz2RSMR5PKcuS49EAIty4fpN7d475yEcvcm/7r8MnDb/0K4Gv/1O/xteeusfweEi3PcfrX/NGVtbWmQyPmQwHxKgxVol3+eSY4709rj77PHdv32U0GlJXwkLudLqsnzpHDJate9eZHO/S9TWnIizlkUopXig9mz5yNHWU4eS+8Eh/E5vvOyrOnF3n7JnTrJ06gx/M82sfboo1gGFr/Pe40PoluvYuLQ1TF+k42dfpIM5g89bw9jc9zju//KvZuPSYsOhzMeVYWF6jchXD8ZBpNaVydZq15OCpyoqDgx1UPWC7diy8930Mb98mu3GHs8s9OnkghJLhdIKKmuXlNYzJGIwmDCbbVM6jtGZxaZ6lxUWiMbRbyV89wng0YjIZgfVENJWbSMH2nkANWpKiet15MlswmgxRzmOLFlfMDuqFVz4zGsd6fg2tIjbTtFqLZFaTFy2MzYWMJlDUTFaloqccT9FR01tdEo5DFLZ4aKJrk/93CB4DuOkYffNpWDxNOP0IoUG9Ypok1cnP6wa4S1PuQw/Vf+gz8+Y3r7C3f4HPvPg0kchb3/J21tdWUCT2ejo3fO0JGinmicXe6H1jRKSn4cQnW3Lms9l7kKLdRAAnkmlMNQyPJrkaJnhZ6RO9eX/+kHPnDplOpsRoiCGS2RxrLGa2XjvpImyuWVgQNcZ4MqA8mhDKmCxYU3G2zf0up56hCcxoVo/CBhK3OPXAOaoSH0klImucpehpUqCRUvz7XzzD937/w7OV3d/6n17mG75+myZt6+ToS4YmMeBCne4TMUtxXrg1KgiBUDTf0hA4VwHJkjYhuCq5r7mQdudBVEqVm2JDi6BkHRMIGG2FQxibgapBcr+w1+dVsP/hP/yHALznPe95xa//5E/+JH/2z/5ZAL7ru76LyWTCX/pLf2lmnPJrv/ZrMw02wI/+6I9ireWbvumbZsYpP/VTP/V5abABdl54jvVLV8h7i6g5KU4aMfAXgVKRcpkBpIOuVYK/UwcqOyJP8Aab5zTBIAL1JomTApvndJZXWHroYaa7W+w/cwucTlNTM11LQ2CVxkUlYvpo6ej7vDv7q3yo/kFi0oS/N//r9PT9BLOkGT0meGwGWae51CmmWwOO85exeQuV5XSUwXZjguck6KDZoUms4MwMVbrxZFXYWGdFQuoKM7mYiZynExFGa8v6hue7v+s6P/DDl2YPxF//7psJDldJujUTjBJCzYsv3uWFT36ajVdfmqXoKA2FKfDeUddyXc+cvUgdhhwc79Dv9zG5Js+65LagLqdMRhNG4wnjSYn3AWstEU+WZxjTYm5ujsm0kpzozW1u3bzNwV7Jc88PuLd9EnYRo+bf/eL7eNMb/xn9/m3qekJ/vkdhI+PBIdNqTFVVaCLDoyNuXLvO/Tt3GI9GRC/6y7l2wfrpK2jT4c71a+xt3kSHijmrOGVzWp2MZ+vA7bJOxjABF9PlRs2mh45VuKhY7Pd49NGH6fXmyYBbzzzN89cfgs/pui2qvkxL36UDrKuCRSXpZ5Vy+Kg4u7bEO9791WycfpjTZy+hM9Gw1q4iyy1nzlxkf3ubuqoYTSdp5ypTjdGWg4M9Bldvw53rhMMd7F6F85brO8d0CsNcy9CyMnmORvvM9bu0uwXza2coshwToVV0yFoFQSm8uJcAnnb0+FBRlsh+O0I5GdGbWyFv5YzMCO8d8+1Fer0FRpNjDg936LYXec08fPurv5Mfff5HCGLVwrc++j9wvn+Etcv4UFK0e+RFhrVGIOsgSgcfp1KYtKyGcpNRTY6oRm3a83OgvHgLxIzoPGhHtHL/G2NQZUk42sZc/zj0l6GzmIqKPF9ayXqnYSg3qyWiY+2U4fv+1i5/82+szJ6Z//l/vs+jr55jPHgrRdbmhavPAoE3veGtrG+cIlM5jVLDB8dk6rDG0G4VYtqSIHdPRIemwDYFqeHjmBlDXLgqDVKoUkynnFMxWS42MqkY3WxbKCifTOR1KZp5ibrMkjlUnJXrZm1WtNsszC9StAv26y1GdUkZhIuQOembZlUmJL5G2glFkSwjoR8SxKG0DAIhyqpEGN1A1OArcZxLcPf9nXxWrEHQv7/xtx/ine88YnV1nFae8hSKw10tRTOIC6XYqdYQNEZlRBwuiLlRTHVBHB1Jvy+Kb3hioqsoOuuYoHGFwcWpnNk0LnJNcySfQZCTkOyBPv/X5w2J/2+9lFJ87/d+L9/7vd/7v/ozrVaLH/uxH+PHfuzHPp8//nNeN54/Yv3ys3RX1+nas0QrBUQiAzO0zdGhpgkURwljUZJSGsG7k1QYTfoySKNQJKXAJ4AmYDsFc+trLF5+hMnOPpP74/QlQLNfSvQEZBOVXNei5lX253nIfIgBl1jS15nXW0BzeCKFLe2Tmf0bT2IxQ60Y39lD2ReImUbbjJZaxxgLxqC8wqtA8DWVmZLlBda0U/EXyz0JM0hhJAHQWuQrgsQ9wFSHhjz3NV+zzdufHHL3TsHZczWnTjmUzmY4wMk+MHLr3pi7L3yCgXNcaglxxMjzR1VVs52hUpb5+TUOjidCPOvOYw1kWYvalewfHiLZuFHcwbzDOSE0DQdDjBUEJIZIWcnke+bsWTqdAYfHr4FPfNb6IWru3c9Y6Nd02paqKhmN9xmOjhkPxgyPhuzc22X7/jZVOUV5RWYzOnMdFhZXyFpzbG5tcefq76H8FKOhk2n6xnLDOXaOaqoEfTvfEHwEGhToG+aKjKV+j6XVVc6cOUusAjeffp67OztUKpAZL+HCnxWkcVbfYMlk9Ixm3hj6WaDIRftbx8j8es7Z82fpzS9IqEVRSMOmFLpW5HmLljW0lKJYXMSFQGYM2oj7l0Ux/ORHCbdugY0s9WG+C0vz83RbBZ1Wl3a7RdFqoaxCkVHXJbWXff90PER1I3krAwcqSzveUgwifBlRDpYX14nKs7NZ0ckL5vsrWF0wmB7hQo3Rik4xT9kqca6m253jmx77Vd6y8lscqbdwqX+PVngWFRex1lLGCdZk5HlLDkGNFDyVbFprR6vokNsW3tTESU11fEiWGUwnlwaWiNKZnGu+RkhkNZnRBO+xOzfQN54hPvoE6EIaX2VlZRQ52WmjiCHK7/eeb/yGQ9715JCbNy1nz1asrpWoCIuLC7zxDW/CWM0LLz6HD/DG17+RjY3T5Fk+k3eVZcVBWdFtZSz05jG5lR12SIYcJGRMpR1LnFUEGsxaioI7wQATa1pRpwlcmnils2Q/KtO7URqjDMfTIVU9ZjIZMi2Hcmo0f156SaykptXqoLRi2DliMiwJ/sQ73cbkOJZGyhAhNppzaHhYAhubfLZ+mMV+YhN5LE3aDcQfI/fuzv+v2oeur44lMEaZJNWKybxEmNsuBFRQqCBIo/NlgsMba9Eg579qLJ0FOvezEI8a0l5cUAxF9BKUE4JP1qzNDr1p9CKRRHaLgS/k9UXtJf7/uvmr/J9+9f/Nnz1zDdvpoed7RAkvnXkCa3SyyrQzWJwkvRKII+2fG39v1Zj6iD6ygVbEnSmSdeeY2zhN/+J5qqMXqYepg0PP9t5NCqVN5S+kL72jN1nQW2mSbkpeY29IA7zRlGqNF00sCh8VdZkxvr2PyV/CmJbA4lZhOl2idzjvUdZTVxbvKmKWoU0OZJxQ40LK2DUPFOcTKCoKM0IelgSZr69VnDoVkoVhYtkmyF2exsDRILC9eY/rV19iYaVLNR4wLaf0ul0CNVU9TZILIQDmRZvF/ir7RztYY+jOtSmrCaPRGKWOKIqWkO1ipKpKnJtSVwJhNiQx8Q6GVruDDwKpPf54xr//T69kvGodOHtmSiRSVlMmozHHe3tsb22zd3+H4dFI7DkJtIuMfn+Fuf4CPmh2jva5+ZmPcry/S19rrNZoqxgB26Vj7HyC+U4MW1U625RSdIuc7twc66fWWGz1sEaxd+cuL718nVFZ0ioMPWUouE80f5H7/schoTBf3v0rvGd5n167TafQROUhaHrzXYoiYzIZEtoOvfcy3cdeRzkcMjg+YFqXjMbH3H75GseHx+xv30MTyfMOk9IT3BRfRlw1xVQlw8MKPzLkPUergG63TWduHlxFNR6xML9Cu9MmhEDtk8IgRryfUlVjKpNRjfM0+bSJIVJPRhwdbjM8GNCdm8No8dnWyhKDxhYZ2diiIwxHx3TbfVrtgiIrGIyPmE5HaG1Yzrc52/kQ83N9puMWIUKn26MILSrvyY2ljjUYjbY5PoY0zac0J6vRwUBW4J2jHo3RmUEX6bANFSEY8SRIOfCSeuWJ9RRz8+OE5Q04dTnhVc1zGxIhrXle4wkUT2R9I7B+aipmMFGlnamn15/nDa9/M1le8Oyzn2I6GfLmNz/B2TMXaLVyVBSy1nh4zMFejVuNLC31yLLsgYleIPLmZRokK03IJy5aDSuFtJdNaOAsuEfN6rxWFm3EEU5rQZZ8XTMZjymnoxNu0AMvmVAdxmg67Q6d7hzHdoCrvCCMQXhxaeMgk39USc3jcd7hfU3lDIXOZwldAC7Ur1D8SHBRkzst/3f27PAPXT+cPz9NTY1ONqCRkOxQvQ8pLS5B3On7EZjepb21QOGC2JqEuAZqn6DucCLbbbTxHi96+9hkKCiMSsU51AnRTDK+z/r+Pp/XF3XBBsO/uvbdvOUPvoXO0jq94iK63aIJkxdo14gvtNLiG24UD0aoyT7CE2144GZOWbUqJmgjMReBYCDv95k7d5bR1iaH149Eu5BKn4EZxJR6SLkhGpuk9F8nvyM+8HfyJyXivySRIVZ7jdbaTxTjm/ewrQJb5Kgio9CKnaMF7tztsL5xzNkztRg2FB4dwgxd4BX3iNj+6aZDeUAMqpQRYxQtivMZ3n/CuBGpWZJPVFXg/vYAE/eZX8uYNwXHx4dsbm1yauUhirzLdDwVIocLaA3WWoLq0G31mUwnLCwsUFWesqzotuU78US00VibQ6gghGTvF/DOobUlyzLyLMcXHhUL5jqO//b//Ov8zM+/VywFVeBPf8MvQ7zOnZvHDA4POdjd53jvgMl4Sl1VKKA/12V1/QzzC2sMJxM2t+6zef8WO3v3mZQV7RhxCmKmmfrA1IUZye5BG/8GH2nnlvW1Vc5unCUzLaqd++xt3+Te4IhJWZFZRa9t6SgYl4Eial5l/iXvbH2QbvsyV5Zu8tjagPn5dVrdNkXeIgTPsJyCChRFh0lwjKJl6+ZV4sazlEpxvLvLZHDAZDISJ7msRTUcMBwccPDyNWzewhjF/r07qMERq9Mpeidio0FpR11DXQWcr6EqCTFS1RPUJDmw+TB7btq2TWtRHLdkDRMIwwGurqhdSV3WBB+wOk+NnXyflasIUdYvWhkCjsHoAGP6aCOEyOHkiCIrsAaq0ZCpTt7WWtLIUF72vDZgYxKFqVqsgU2emkqBTrXWZFkBYUKoK0JVo20zGYuGVsXGnY9UwCJ4h67HxOc+SFw4jWq1E0Ik54Fopk8QtWaiiun3C5CXHNKUx/ka4zXz8/O8/rVvplV0eOrjH+Z3fvc3ePsT7+bC+Yu0WwWtzNLOMrbu3mN0PAAusLS0iE1FuzkrYrJPFb5aIkSlYUUQtYZcmz5WTFBzhEYeFWdnZIY18jyZTNEuMlyZk9tMpu7ZavGBEySEVLAt7U6byXSR/fYe9XRCHSXe1AYwHjxnmNQP0zHXRKec9rkhyfuahLCZ5LZhbpOUPHIwyXmcdvuryyP+5l+/yvd9/4ns9Hv/p2usr9VITKoQxkJQeAfeBXyIovdOpk1CgmtiL2VyDsmDwof0zSop2sJba9pygw914gdIW9TwGYxqJu/0PaFAWUIQfXfgRFnw+b6+yAs2RCzPf3zI5Ueu0llcJCsKok0pPZiU9yxCfqWUxOypClQgJKG9Co0HedrFclI6ZcoLsyk8xIhqtZg7dYbxpV3G25+mPG7mVCFCiLTkgQcLgTBJYJRob1/ZBZ/8xAw9wiiBqFWMeBXxae/kRorxrduYdoHKCz748bfyT//919DYCv73/7cP8bV/YpPoAtGeYFFN8dXpxucBOZd8Xp2uk6GRMCjTuPvQ/ESyIE1G995xdDRlLjui1hNevvUCr3vdmxgND3j+2Wd47OvfwNrSKoPDY3EOIxCj7GGLrMva4jnK6RgFdFttlDEEXzMc1PjgsFlGq2hjTUFwUSD/umY0HhB8JM8Let0erp7IvrQa8/hrfpvv+s5PsH1/kcLeIJbXef6pMdPJhHo6oSwdvirRRBbn+5xeO8upc5c4Gk+5evN5trZuc3S4z2g0ZFLXlC5QAbn3UEbEI1ouq+YkvFJg8Mj6xhLnzpylUywxPRywvX2VnaM94U8YWOzlZD4wmcoKZj1knLM5D8/D5VMHnDp1jcX5Hp3OKrYoCDajNhm6aBNCZKJgUHSYVI4qgjve5eAD/5rh/btMDye0Cofvr2JPP8LW/Xv0soyi3aWlNO35RVqdDnE4ZrCzieovkbU19u59jFYUtk2/O898t0c2v0CWW/KiI456QWHzRD5K94lqLkKaGlw5RQVpyBSGdmsetGdaj4jBYazFhwnDwx0CAWszWq0WzlcMjo/xTli+oXZMSo+bloTKMS4DrW6BzjN8NUGpiDU5MYijl/MVOmrydpei1cP7kuA8oXbikGYsxlii8/hphcktKm8J2bOuic6lpLnktd/sWIMnH+wxfulj2Me+VGBgHdIqqFFUyC5MNdhv0jc7HA16BTJtCl9CMTfX4vHHXos1mt//2O/yO7/76/i3fxkPXbpMu92i3+uyONfl/v373DGBTGnmF+aFZ4OaweARh46ZMJyj7GqlIqdnGBJpTiPOUnEW8Qsk+ZsXOF7LqqTVahOjJ8ty2p2CvJWRdzqU7jpHhxO8b2B3USkoFO1Wm8XFZfb371OOpoQyofU+clD/OTaH/0iekiOP7vw1zl55WWB6pTAmE9QxrcxiTLGVaTXp07Sd8k8Ivk7FNfL1X7vJu79kwM1bBefPl6ytTWSihpQbQYq8BB/EMpREBpV/LkOA85Uw0iFJriIqijdCs4o4ubZypofo5WxOp7fYWsOMO4TwElSC00XvLSmRRwcnnK7P5/VFX7AVjrnjp9l+fpfFs+dY7PUxWRetCoGMY3IuUyBl0iAqJ/n25d5OPrVRJ3e8IBpuL4WycakRPaBCZYasP8/8uUuU+zvsfeoWwcmlbDKxG4HWDIiOyVNcSYi9SrCJvMQaQnq3E423ihL0gQonObaI65I7CExu3uHYX+CffuBreNBW8P/zz9/NO976C3TOO1QI4gmu1EzVIbakKb8ac2KXmrr32Mgikkm/RHCCmNprGiFxOR6IC9fclNCK/Nov/RdiVIyHQ8aTIR/8rQ/yri95D6967GHu37/HYChFWFMRgyFYRbvoE2kzGURMGyyezZ17woZX0OnMS2FIb9KHwHQyYjweU01LIpZNdR9CJTrq6ZSqdFTT66hRxfFEUqlKV6Od7JgLa1laWOHiucu89q1PcP32TT704d9mc/sOo8kxdVUxHB5Ru8Cw8jN+vw5qFkko10vgbyJ0ipylpT4b6+t02iuE4zFbLz3LvdERXgW0jrQzS8dGxuMa7aEfLWdNm9NtxaXFko2zPdoPPcak1cPNL0E7I2CpQmAyHKGHQ1oxMtm9hw2OtnO0YkWoJ8ToaPkJpY2oyjNvF7m6v8mizdhYX+bO4IgwCjz+ujeRt1pc04q8MPSXV7HjY7rjTZ5862tZ6i+SZRYVIybPSGbOyA4x6UetbEOVjigja6YYFMo3O7tMLFqVJbY0PoqRiquVqBrqIEVTR6xzzNkuUWtM1oIoaW/OV0yrIYeDKUc7isW+Z2m1R6vTwWQa0+qgCk3UOdPhiKryWGvJcoXJMqo6CrEngLI5Co/JMnxZ4ssJsW5hMuSgdm6mpog+orRPpCyPm9boHNS1pwinH0UvrBG8RumAMgl+VmmHHRHasBL5UDPfymGfHMiCZ1pNUFrT6bZ59WOPk2U5H/39D/Hhj/wWIUYuP3SZdrfLmXOniVXNaH/AVnYbwzm6/QV0licbZpEHNegfSuRLzYARglxLOYt8urYapxIpbZZGlFZz2mJNTsg9ii7kHRaXFjl37gKV8zzy6H1euvEZ7t/dZW/3iLquE2M9kGcZ/fkFFpfWODoYMKlK6qDAnWFznIo1AIbnX/4B3vCmvyh51zHi6gk6L9JmUZqNhogm06toowWKlkFstqsncHq9ZmPdoZTCN6S8EHGuxjuHcw7vfHIsE5WQnMmJZRRD4s4aMUMJahYEBZoQahRCetVoxPzWJ8Z4UhdFJ06LidynlcaFMPMhCCkLPaL53Q+/hn/5r54E/sfPu959kRdsx1cVf5WW22TvMyN2H/oMneVVOu1WmhRTK5nCKazNiIzRXvxoJWlF9HjoTCBnFdIzF1NClnSlsgOK6cuw6E6b3qnThMlrme7sMbg1kT15PPGFFg/hxl+YNKWm57oxMqHZi8kDL+jziSObUnUyY9E0G26NITjPZPuYe7Xms20FQ9DcvtfmzNkJJlRoZdAmk85fGSKGGJQ4pOnkz0uTKWaTzEQnIg2gvBDWGoenGHj+059gaanDudc8xtGh57985Pf41KefxpWarc423gfu3b7Nz//0v+T93/JtPHrlUZ5+9tNUtWR4qzRFKcRAZHw8xU40XpXiSpRV2MwS6yFu6hMH0OG9o6orJqMJg8ExdeUIlWhugwtQB1QwOCqCd6josBGsVRTdDusrp3n48qt57VvewtWrL/Gz//anef7a84ynA7TSFEUOKmJsxu7xgMaQyCqVmi350iyglSYrDOdXV1maX6DIu1DB5vOfZmd0xFgF2pmmazVtBWUVMWWgGxQXTItTWYflnmL9bJfOxXXq/joRj3UVrcEW7WOJufTjAcOjPfrdHufOn2eke9SVfCd1rHHOUU6PGE4ioWvY2zum3L1Fvz1l/6giX+pzcHBEPSrZvPEyt2+/xO7WDvgpB1v3OTPdp+88Guh0CyEi5ZnY/pYVYt8YUTqR2VJCmyIm0o5CWZUQoZxoI8oli1rvibWgRLnNCUYTWlK8tIX5vIVWGl87ah8o/TSZk2iOt6bcvBPQ3rK2UVB02hS9Ljq34hWfiXxNGUNgDDFgTVeiIpOhjA6IvCtTGAy+lqknVCWxVcz0vHVdYnSGyXPZO2OpfIWfQN4uoHBMP/3btN/5DanQpaIRhEmsGtQsnBihAEk5ImdQ8CmQJASm4wkRTauVc+WRRzHW8JHf+20+8pEPUlclVy4/QqvdY/30KfbwTPf22LdCwGr3F7FZ0cztxOTiGFO6HskLXj+Q1iUtp6yTFKkRR9L9sqxIWdSgtCI3HYKRabM712N5aZVWu8MjD7+aN7/hzWzvbLO5tcXewT7OlczPLbHQXyAQKKvzDI732Zpu48tIdFf4w9QPR4frhDgUrkFCK0JwaCWqFZUktWL/KQ2G0RlaP2Ckoo0MECq5miXJrkD1Ma3PHthxx5CeZ4WJGh9LmcbjCaPbKE0wDcYqFs1oKw99ECJx4zPeOEuqBpnUDRop8bOOGu+kaMcUFLJ/2ONn/vUfA4ZfSMH74i7Yf7b9HpbMPjFapgdH7H7m0yyfe4jWwiK23SXqJHWIEZOIZ5kpKHUpHRBNADmpmMmFRadJOYgGr4G6VbPHVRJAr+d79DY2WHz0Ucr9T1KNwgnjuqnaNBSJBhzTJ3GJycygWS03NncNPC4kNgM6pnxYk264iFEKX0U6R5/iszXeWgVOrRyhfEs+u5L9n0DmcnhG5dMKIOVbN7uxZBigTOOspB6YtAEMz33yKZ557hM8+a5340Pg4GCPva1d1tbXWFncYGd7F6UNg9GAD/zar3LmzHne9pYv4Xh0nls3bzGZehrqqG6MI2KgqkJDI8WNA3UomVAS9b48uJXs4EL0+BCoqlI0nl6gQJMkNsE4bNRgMjLbZmF+nuXVVdZXTpPlc9y+c5fv/39+L+MwZmdrm+l0jFEKay2LvT77+3sMj8bUsdlWneymtYKWNXRaLZZWVpmf66ErhZs47t65znByiNcR29L0UeRKEcsILtJSivmYcbZoc3Ztgf6pBYqVHr2Vefz925ibH+b04jwry8v0+2tknTZEcPMtBi1LNZ1K4TOGsRvgA7SzNsZkOF2gVIvaDQWFGNXYwU3WfMS/+CyvWT2Lbhds3b5FtbdHdXRALKdEU7BvNautnKOQYceR+Xag5abgRNZD2tVHqXUoK8ls0aQpJO0HtNbElJ2sLQRvqKcTxtVI9oIhoJoAhCAcicxWZJkhszllVTGqJ7jqmOHQcfuWo5wqLp6zrGysks/NodstVJYRUfiypqoqJpMRvnYY25ZIVG1k2tcgrOhAVDnKeGnafQAXBAa3EjUbQ5BQEh/ByH7b14694yPMkWFxaZnav4y58yLZ+VdDjPLveWCxK2QiEJvP9PiHJvTEYLSQoFAKFxyUQ6IvaLU6PHTpIbSO/N7v/xc++nsfpKpLHnn4UboLiygUg50tyqMDjqMU43Z/AZsXaZKOaQDQhATDS7pW8wzLqRJJvxR0YsmnZ8mLvWvjL177EmOFzBeiQxvF/FyPoshYY41T6xtcvjRhOB5RV1OUthhtRA3RnaOqp0wmE4Zbx+hwlZOlUfNyzM3dAxZkAo1wYt6EwMbpeoqbYgoVSp9BshTSPacESYgP7PGFZOYECk97bCm2UWD4hJbKxfCJYyufPbqAwTyAwCbTFW9SU0RyQhN5ahPTSXIy04iLIwFwYnbUeOKgNDu7n+vb/vm8vqgLdkdvE6OEl/sKjq/fZv+lF5hbXSfrzBGLFs3CJoKctolMlZ6iGYU/eNFiknJZY/ApACPB4EmrowwE71E6J2vn6JUVFi5cYXjvHgef2ULNmIBwAoid+M3ywN8rNZut5efVDOlJ/46UdJQ01QqFVQ2TUh7cfHyP9y5/J7++93eIGLTy/Hdf90v0u/vUfpU8tmgMCpqFY0wpQ6YxUEHgICnM6Q3EhqwWZ0Q8pRSj42Oe/9THMJkCPFdffJbjw0NGwwPe9OY3cOncq/iFf/vvxV1rUnIwPuIXfuHfYLXhVa96I0TPrZu3GI9HM4iJ1LwItBQSk7MmiOkxPnpidFBHiV5Mh6BGo2MQdityCBlt0FaIPWsrG8z3FogR9geHfOyZT/GZzzzPsBzTbmdE53BVSctmVHVJK8s42t1jd3OHgfezxqlQCqsgN4buXIdTa6foddeJ4zHH27sMRweMqzHBREym6BhNC3BeEUvp9lvacqbd5dypNeb6BUtr86x0LfPTAb3dAzJbozYWKIoOIQZGR0e06wptNbUTkpUyiulogFUw1+5yNBkz8RU2xcL6yuHGFaYKEkIQI9l8l3yhh2ppMmvpZp5WvsG9zhyVr+kvr+GqMUeDAb/n58gPYe14xIUi0FOBtpL3jnqw6UzrmxiStMihMkswEsygrAKfEZRjVE0YHB/J/RwQD+nokHCHdBgiPJGqVFROcTzyHBxq3CRwdlVz8fIZ+iuLmHaBzgyBiC9rJqMR49ER03KINTl6fgGT5cQoCXNB+ZMp1Evog7E5PlZE7yAEtC7QRu4rQsT7WrgvCLO4LCeEqqSdtajKCv/sR+gtrmN6K/KZjBzkKDVDHcRgpXEqk+vTSKI0EJVMs955Si/SxlbR4dLFKxRFmw9/9EP83u//DpPxmMcffyO9pWWMMQx2t6gmY4b7Oyhjac8brM0k7ELwwQTtkT5P8ppQafLGz9C8ptg0ZEBIhkrJN0EFTcNmdl6sNq0VKL7Xm6fdnmPRLxGjJ89atDo9YvScPn2GbqdLWU14cfpJquO7LOTv57D6CaTcOK6c/6u0Wzt4P5dCN4IQ/xInojk9Q/LAaI7NmXdEtOmIaljkEaLGpT1x42Qm6GlD/ZXzrGH1h6Ru0VqnaTkxxZWgkDMLVKWFqzMr4Y21a5q60/pQK4uLJaTMch+CvJ/Z+5SzfXl5b9bQfSGvL+qCbWfHh6TwuIMBe88/R//0OfKFPqa/QjRiXC+m8haNFYF+ypIWqMJBLhaEJ/6+YBr/4KhpyqRWSnZXSgqF7bRor67Sf+hhxrsHlJsSoZgAbU7o/6lgR6RgPvA5NI1um1fAaVJIpVCaELHKJ113A/FoiJrL1T/n/IUPUi8/wbmLnjMPd6hGZ3DdKcF3ZXGuTCIHNUU4ymGL3JQxyUK0kYmDePIwNPQWNNjccO7yZQbDY7Y3b3Hx0hVi1ORFTjWRuNOlxT6HB/u0Wy0GgwEvvPg8P/tzP8Of+toxTzz5JSytLPDCc1c5PNyTvXgkHR6pKChAWYyWgyQ4ScIJys8eOGs0VhmMVWQmo9Oeo99bZm19jbWNdSbTkvtbmzz94vO89NJLbG7dYeTG9Of6ZCpysLXF0dGBYNzpUJoeHVLXgUEQ5nemJB4wV7Aw32VlZY2FxfPo0nG0eY+j421KP8HFgM0NhVIUWqFcRPvI1EVypdlYWeTVl86x2u+QjY6Zrw7YGA05rTssLsxhTBfnKsq6RBmLsTnD4S6uklARVwem9ZTaB3QcMNebx2Q5djrieHRELMWgBDfBRo010oi25+apl86SrV2gde48w8077B8e8cav/m/Y2N7k9p3bTGovIrIVx8RNmYTIIBTcDxWdCBfdgCtmTNbqJLWFTBMhJj2sj5KrWNXoooUuNCq3smONkXIyZjo6ThJFgwoydXhfU5U1lQvUpaKsDeMyY1Jbxj5DhcD6UuDCpRX6KwuYTiHQd1C4umQ6mjIcHzIZHROCI+t0BFq1hug9yoKqFcErjE0wfoygDNpacIF7+wvcqi5zfv4WfTNubBfSxJklQw2oXaCcjqmcpr7xLMX5x+i8ekEmvVAmuahN0K2aoUcx+hR2oSQqNElISftjFWW/WZYTlNIURZtzZ8/xznd8KR/56If42Mc/Sl05Xv/6t7DQX0QZxWh/H19XlOMRtmgJ/K9Psr7leXbpjJDjvWmEZShI72em+EhOD4lVL8VI80DfLrtg74UVbQwRIRUarYhYWkXOfG+Oztw8C8srtDptKlcxHg25de1F9OifsmF/lRAfJi+usbLk8OFNwuBORTVEUSgHL1aeIrci7bAba9EHd+5pnRlS1Gg8IZFJE0DaPWth7KuYVpon7P4mICXgBKGMGpPIyTGKj4Rcp4aRRFp9pIaHBMs3hLmg5DrFQO0SO92Lm19MA/3S4ohv/tO/xs/8q7fzhdTsL+qCnSmxFpU4NoP2NZM7d9h/8Xlaq2v0bYfY6YCOEslm5ZBXWosbmRJtq1YFM1Z3aIqkFcE9uRQVFXF4DIag7IlFYAQ712bu9DnmL2wyPnqRaiwyMhsVzb4akBtMnUDfzTcmpiVp3a4e0PfJlgmlAkF5MhWpoj6RjSWmtncGs/8yC2aT7Ogc5e4V/PwiuESqazpnJJNVaUvjo650knARE0PWyMObYHeVID6T3m+72+PMhUf41Id/hUMVuR5ucLB3l/t37jK3uMxgeMzy6iovvnCV+fk5Dg8POJ6WXHvpKj/3sz/H9Zdv8J4v/Qre/o43ceOlG9y7c5+6nuJDRaxljyoBBQkBcaVEiJqI1i2UMWQ6I7MFtlOwtnya0+fPsby4yvHxIS/duMonf/s32drbZDgcsL+3y+HxkN5ci/n2PMODfUaDQ8p6SqzjbAUCEe8Chz4ix7WiBXTbOWsrKyyvnCOziwzuvcD2/hZe17L/j9DRRkiDtUz/Ux9QWrG02OORC2dYySyrcUz33k36yrPUL+h3C1rtDgGLjYYsaxEUuOCpXMXU15jYpRNlz+lwjKYH+HrCuBwKA1oFvIuJNONQKsO7CoVh48xZylaLO/sT+vku6viQSTUltOeoCRxv3WElVnz6/hZZb56i2yHPpOihZLoZhcCLt7bJ1YR17+m2uuRFIae4ldUO3kNWCDzsRbYXVA3GCulSWaJ3BCd8iRDA1xFXe1wN01JRTjXjOmPicsYhJwKrvZoLZ+ZYWVsj63aJWoq8Lz3VdMKkKhlNBjhXYo2kmdnMQBC7VJW4J6KNFR8ClOh0Y9T8/LU/zvf87rcTokGrwN/6sv+Fr73ySxgXUNbSRC1m2jB2Y6pqkUk1ogiByfMfJt+4iF1ck+bAaJR3EgjSgHcgAuQou80mUlEmLYn2DSE16t4xmRwRibRabc6dPUt46zv58O/9Dh//1EcJRN70xrexML+E0pbJaEiMCl9VhNwKEqbF3jNEJ815BLEgzSChLSH4BIXDicFUY90sPHKjDDWl3ANRIibL6ZTJZEyn0yEzGq30ibWoNihj8UlBUxQtFpZWeew1r2d/b49yOmbrxk1UdRer7goAUK+mNC4puhFBLa2xyaQEmv1LmJ2TaeInElI2p+ywSQ5qcoL6KIEzPtbpPmgkYZHgK5TKEjIUZw1AQ7bVuT5Zc0Qh4TnnxG1NiVZfR4tSPk1TkcYZTppQAe2dk4bJu7SGSLKvJufhnW//FOcvfJof+JHPv+Z9kRfsCElLbFTAKlDTkr0XnqZz+hR5v0+WbRCtEC6sbaGzMWaaviulUKGxv8tmsFZMcIlKO2iURgdLpmX3pGNDAJMvRNucYnmR3vnzDDa3md46RnvZUzSuvjN0jMZr7MT2ND3KnMR+NhYBCGwcFSYFfGTKUTcYesxSNCEEn1Pul2T5JsXcEpOVNSbDMa25kqzIMdgZFA4KlJ25G8UYZw886U8Vi1JNUAEdG2mcxeiMhcU+8wuLbG5tEZznyXe9m/3dHZyLlNMp3fmCVrtgb3+fLLO060BUjq2d2/z6bxzx0ou3eNOb3sQb3vhaHn/dY4QAg+MjXF1SupJyWollYIy4akJMMXzaFtisjbFtWQ/kmns7ezz7wvMMR0Pub99mUg3IdE7e6tLKC4qiRWFH7G1tMhmPZ/CkwiCphEFc1IBjD1WQibqVGdZXl+nPL7OwcIHp3iY37n6ISSiJnCHEh+mZG7Sy+wzHNYZA21qKHDY6hrXC0CLjof0t+rlnsQfthUje7qFRDEdDjocDynFgeXGO9dPnQEXyzOKdI4TI8fEBBE+WGarJGFtXBDQuRELUOO+k4QyaqnJMxmM8itUzp1lYPcUfXNvm/s4UpQ8ojNyAYTLm+X/906z055nrtNloZexGicSs6gptcjGkcTXWGtziWW5uPU95/BIr86dYmF+g1SmwJk+TmOwDbbtFqKb4aoo1LXRmBAUxSkg7ocI5YcvWDpwDV0NdaaZ1QekyolK0tWOhBxcudDl98RStha7wFqpIXVZU5YjRZMS0EkctpTOKvCDPk/+CalBUgzIRbZIdpxBLIEa2JmuzYg0QouZv/NZf4fVLv83lxQGZVuk5qYWQpRRVuY+LHq0t5Z0XqbZuo3uLsvf0CTUzgeDSc6uk3VZISITsWtNjq5KUiiBE1XTol+UEFQNF0WX91AZvfes7+biyfPJTf0CIgTe94S0szS9i8hxfV2mFlRjP3s1IWCeRkGnKVAa0EdvW0ChEUrHSEWuteB0wJRKwyhKUSL1idJLfbdPvCSkVEEFQJAJJoY2iqkp5L66mVRQ8/PCjjMYDXF2zd/s+vgrJvdBS1bWgM3KMJjKpRHmSznUZrhunsVruAx/TFOuoqwkqLqSx1xBCOUMGZlA3oIzkuyudz0x1EmAohT3tz5WCaBIhVylJGEzwt9VWkAAvJEOj5GyOsVEAiX67qqskrIigxPEMnc3uPQkf8Sx0J19QzfuiLtgRJWEehGTIH8BH3NYh2899mmJ5ncW8g5qfS8VJieGHkXxsRZX2JMnyjoCKmUhTtJ7p7FQib2ibof0DkykavPzvojvH3KkzLFzeZnz4GfxhaAwA06wMDYHLp1m3KeAnexvRRkOaxqNOns+ix7Y6UAchNsQHuk4aqK3S1PtDprt3KNfWmS4fUlaL5BGMTi5IGnnQlQKyRIIxKZii2c+kt6ISJJQgaul2PfPLp3nyq76Rf/vTP8n+kaLbX+P0ximeefoF5hfmaXU6rG+scPfOHQiRIss4c+Ec49GYcjzl1t3nGU32uX/vHv3+Ag6X4ja7WCtNS1WXMwRsOpkwKUu0VlTTKWU5kkJgXHpPgdFoiHOeoujQ67YYj8e8cO1ZppMxMUTyzKBimuBTl+TrCufg2AfGUdjqvTxjuddnbf00rbxPKCN3X/w4h+M9tIEy/jm2yh8HDEw8V+b+CleW/gUrnRYtKk51LJcXCjoGoM3p9Tk6eQuIHI4GZMZiFBwe7eKqyKCqaE0m3Nu6QTvrsrC0StFt060ckzChnkzx04CLddJ5atnFxoCrK6KPVKMx08kUnRWsrG/QXlim6PW5ufMy24dDlpYLjOpgjCLHUGRyH/tqwpluF1oLDKqSyXBAd35BDicjUKtq5WyaBcrje0zKu3gVWVULabLyeCdez9HU4s9tmJmRiPY5QwdLcI4Qg5hXuEjtFHWtCEGRGU9mNFmmWF7UrJ9ZZOn0Kq3ePGhFNRrjU+b5pJwwnR7jQiAEceWytkCbLBWVnBiTp7iuZO/pIZgEBaO4frgxK9bNK0TD3dF5TrX+gJ7qgalne1ObdynH+2SteXF/Gw2YXH2K/PwVYl6IXrjxXlBGTIFIVpqQ3LjCzLay4aTIYOBpfA2Dd0xL8bjW2rC2ssxb3voERavF009/nKoseetbn2RlcZmsaBGjl7MgRIIKqKQCIXFOQmJOx8RHUVrJfjvplKUYmRmzujGZAo1yZWomEqKn5CyK6oR81eyCtVJkOqNodalcRdQWtKK3sMjlhx9jUk54pppydG8f5yIjN6Cqaqq6pK4rfNHGWIGYhb2eiGRBUtyCl0AmFzwNkc87h0r+6bK680nBYEFViBKmJqCSPCytBrQ0HQ2cLf8+GauUSrGfyssOO+3XjWnSuBDHPqQh8ClLW4ycVEoWM8TYQP3J1czXs4AXj0uysv8DGqf4ZJ8ZE6FC+BOB4GqOXrxK69QZivlFusV5TKtN1GB1htEmWfDJjqtx01FBgZYLrdOULSVUOkgxGSHtgATqkPnWYbKM9tIyixevMN7doxxtEmuFTR1f6mdnxTsSE7FQncghOSGhyS1o8TgyFEoHdACTSFc+Sup2k3TjY5Tpa+Ipt3YpN3aohqdxkwnBeWIeBZqL6f0DQaXuMshOWz5smr7TVKKVWEoq0S0ktjxce+E5PvoHH+HRR9/C5r1bXLp8hU9/6hnu3LrFpKopioKHH77EC7VnOq052NsnRtmR4wP7+/f4jJviaxiNhygimRFoLtMZvcV5Vk+foiwrdvd38HUp03JR0G63UCaXCZNAXdc4V1LkbXR03L97m93t+wKdETl3aoPx4JjptE5Im7CE6xAZh0gJ9IqC5flFTq1fwKoWVuXsb7/M4dEdvHK0M4X3506KNQCGa8P/ha878yEudve4sL7I6sK8uFV1elibEIzaU7uK/cEhKHA64iLML/SZ60cmownj8Zg6c0zKITbPsEHRzmWSjUZhQsbUVRLdhyf4KVQV9aSmKiuKuQX6q8sU3Tlsp2BaTtjcG7IzqblQVmQmx2JEZ9zu4idjnLMUHc2Z0xd4eWeb5e4cWStnEj1RO5QpOBoOuLe7x0rosDcY4DsjOp0OpmoRVASfikGM2LxNjKXcP0mGqIhoHalDwKUDDqBlFEVLo1pgs0inE5nvL9BfW6Td72MysRmtJ46ylICWaV1RVhPqaSkNAZqiNY+1BUYlZCqmCTJB49paQuWSMYoUt4v9W2jlX1G0jfI8tHCfyk9xVY62UZojZEXmypJWW6GtwdeOoxc+xtzr3o09fUFg7rRGCwq8i8TU0Mfo05ohteZSlRJvwybehsenn/POMfVDtCnQxrK6doo3v7FFq5DQkLm5Hq9/3dtYWuyjTZ6Y943sNCTQuDFrSdN+kEhTklqkSSucNRmk4CQldpqekOycpWnxXjIXxMPbzdZV8icIAhkV2MyQ5R1q55h2+4ynEmt75fJjlNMJL/AMR7v7lM4zGA8ZT6dMyglF0caYVlKMxJlHeUOHk3ANYfuHGAjKCq8oCiHVBSeTfhTof3aaKi2FtxmJ1AOpYLN9dnhA/fNAMU8kXaNlRROVNFcojUFRewkSqYPDuTT1JxOWtIfEmoK6LlN9OSnwkfCABv7ze31RF+yahJ4gjMA6gnEejaLaP2b/+afprp0mn++T22L2AGcmmxXeqALe18RY0NiQqllVbZiVTVMQMEbTJF4JkiIXP6LJOh16qxssPvQww3t7xF2RWND4lCfgu9lRN5B7Y0balOrGZ7z5omOMaUJOdAstxgw0xBCaSV2JBvmwZLy9Rff0HtVwA79QEYo8/XkaiTU00m3j080qJiryR0uBbmIHdbIC1EYmgel4zL/6qZ+AymPciGc/9SyXrlzg8iOP88zTT3P/3iaduQ7r6ys8nr+Kl69dZ2/nKEFDQtqLUXF4tAchok1GjJ7SOVCaotfn8qMPEZVi+/omSjnmenP0+wszFmhdl0zGFTYz1KHCKs3gYJ/BwR7ldEoD68coxKHBuBRf9gTDTZ3nuA608pzTvQXWVy4xP7eEn4zY27vNcLhJ5SYU1lAogwWmfK6mNGK5sPEk7zr/NJ1OG2NzsBm+nlKWFdPJRHa7NmJzS25yymqKgjQhO7Ty2DxPLObU9RuBMCVbQuOUwdeVJA1pT6g9oZbppr+2Tqu/iMkKTKuFynM2b95lOJwyrgJHRxNya2jPzdM+cwkdA27rnigexgPOzfe4ubPJe77hGxmORwyGI44O9tjevsMnfvMPCBVsRzChzR1dM/V7vH7dk2kt64csJ5pU3KwRIyLExtRVFb52BBXxyYPFGi3vJysoCkvRLuj05mj3lijm58AafF1TljWTcsy0HlPXNWU5xVUlviqxtsAWbVrFHLnJhGwWo7iNNUtkr2bM55BssjSK051dfvBL/x7f/cFvw0eDUZ4ffN+Pc3bxiL0dR6lLCgxOCZytUChtcbEid4Yi6zE4OmD3936ZjT/5FwjaJ9QK0BYfQiK4CZ3UE1KhaFryJKVM+1VJ1yJNxDopJAIm5mR5wcrKCm95yxP0enMcHh2ws7dNr9eh1+6hYpRwHB8ILuBChVKgtRTfmAqUiIENWlmE3npCvGrOERSJ6S57XWPs7FQinbExPpjZpdNvi2gjTVqe5yzO91Px8oQQWHOneZXzZHmLWzevMRgeMp6UHB0dMtftkGdF8nIHo9OkrQJNjGiYKXpkKhWimRBwG6JfSHpunzTaMTbXumGDm3RmJtVLqNPn0I3ZupAEYzp/k1roRAfeICZekM9kcRpCMmAJ4vMfQzIPIjmzaQW+iQaVRkQ83Ks/eqF74PVFXbBDVOLiRaLdxygOWk4RXGRw4w4768/TWT1Fv9OBvE1QEWUV1lhxNPBgmor3gJ1o2gAx69qVRUUpaFIIEhRjxAHLhYC2mqw3x/ypc/Qv3KE8uI538nsaMploCFMzF5lN3HK/NjeffD4fEblOdOgo/46QdNMGhUvRbzIMy2No0YTSM93dpjzYoxwcUY6HZO0imfonQ5QgVoyz5kQplBFCnnTX6SIrkcFpLXCTMZb/8lv/ljs3rjHXnefw3m1++ZmrzC0VvO2Jt/Hq17wOow13797lEx//NL25Dm96+5u4fvUGm3f2yYs+S4uLlNMx9zdvCZnOaDA2HZ4Zj7z2Ndii4MbLLzEaHLG4sEiISny/tTwoRmt6vQ61q6iGjr2dLcbD41n2r7GyAvDOcfP2nYS+CHw1coFWu8Ol1WXm5teY757Dj/bYvfMcx6M9qnoCIdLOM6yC4APzVvFI60VeHH+25t3z6vUd8szifKCsx5RVyWQypAlZaGcWGzM5AJUFlWOsZTo9xOgcm7XJTIaxGVkzrSohEvkQCaGiqsaEqsSYnFBXxCpgbIvOUk8iV60lb7fRhWU8GXPjpfv4WrFAhh06fD8wrQN6dxurIIYa5Qzh/0fef4Zbmp71nejvCW9Ycedduapzt6RWQGohEEokCTDGxgxgGzNg4zSDcZBhOMbmGGaMPTh7OAYzB0wcG4wNBhNEEpKQAGXU6pwqV+2qnVd8wxPOh/tZq1pIHiPO5Q+65uVquqtUtfdea73vc9/3//4Ho5jv7HD2rruoqjGv+dw3MZ9XVLOKw6Nduv11fuc338nB7Vu0rWOnifzukcdnE+7rGIZ5DQywTY7K00yXJsX5bEI1n+IaR9tGqloakCIXl7XeoEN/2Kfo9MnLHqZTEBTE1tHULfNqzqSa0vo5vg4EnBCnTI4xOVlRkuclNrPLpp0QiCoT6onR0EYIyed70RAr+DMv/WXecv6DXDo6zT2nDzm1esS8ysFqqrYiM32Ri7oWP5+j854c+A6UcZRFSXvlSZqdK5hTpxE7X1DBSVOeCpDAp0IcjcoIgxu5F8UL/M5eLMaF/zcQPG0j01lR9NhY2+AVL38Njz62x+///gCjAy9/WNZNyinqpmY6n9O2LSbLKIyW8J8UtiOvXjTHxhisFbOXBVasUugHS/mnNDs66c2X6qkE4EtQhjT23ouvwiKjuigKNtY25e+n/W0MkbIsWV3Z5NbODebVlFk15+j4WCR5KT0tz4uk6RZil6ABPkk7SRN0ihxNclWdGqMQXfJRN0TatEfWaNJkG9yy1RDnOSHhLgepGBOcrZb+4Cou1m4LlnnEe4cOOkmCIy54QTDCwnFOPtPgvVSmJPEChU1hIuHOT/JpXZ/RBfuOJUmSMyAFVCmFMpF2WnHwzDOsnLtAubJKubaFUp4YxF/YaIOJ2YL1lQqn3OTB+ztwSnqGtFo4Ryu0zonGg4tgMgKVmOSXJd2NTYZ33cP46g3a203aa8iXUnFBKoOF6jC++LUkUf2CMOGiEhOQNJGbhaQGJLAgQY+BcCd4JCr8wYR6f596dEA7PoHr9zB5sWwQFsAZ2iS4W4qQSsQ76XaFARrTw6hiBOd58iPvZzw5ZjSecPXKDSZzR9O23Lh6lTd9/ueztbnN9avXuXHtJufOb7O5vsb6I5tcXr/Mjeu7xCagsajsXlx9Ds0LmHiDLOty+sxpNjfXuXL5CtPpmG6vT/CB1ZV1tIKqmhJbx6yaM59MmFZzmnZOjJE8K3HOoUKNwoKPhMYJMzlIs5SVJXedPsX65gWy7BSz/avcuvi7jKtjvBejkPVBSURjgmcFz/1DxcPbGf1wi0721/nJW/+KgEUrz7d/1nfTiy+wP5aH3jlJFGvbitx26RpFJ+vSKMDNmbbHeF2kyNBAVC3GaExWoGODihmFsWidE1SgbStc6whedmk4sWfMe12ysocpLGiNyUtMnhGM4ca16+zvzhiqjEEW2bQV3cFJxj4yHx/T7QyELRs0Pkb2Ll/hoTe+mV/9hR/j/D0Pcf7elxC849Tp85w7fx9f9CVfwdHBLrPDA55/3zt58tnnedZNGY0q7s1rNCcY3XqQB04dcGb1EAXUs4rx6Jj5dETdeOa1EM0yNNZahsM1hqtdOv1VbNlDmYxoBHVoa8e8njKej6nrCRK1KjG4ZhELmltyW2DyTCI9UeAVMTPp4THp3Iy40GBMlmBI4S9Eozi9cszp4T6qKEBlKKXIbcF0dojWAaVzvIvU7YwsK0V1ocDVNSrP6Xe6tE+8m/zU16XDPLFTdAPBy2dIgqTTAaPTc6Z1pHVOmvRFBCWLYBNZtSkiwTW02lLkGb/0K1t827ffyab/F/+05i//+eRoFiKz6Yyj40NAs7IyYDgYkuc2Pd8xqc3EnhekcKMkF12GHQ8J+tbGgGuIyDTZtk2KiBTEQCGOhThBNkKy/VwELxV5xtb6Zjo3nJwn1lB0Omysr3Owf8BkOmZeNRweHxGigrhKCJEsMyyigBVWSIsx5WIrC1GK4GL3HnwiCCfXOtLkLeepIBg+tizQsWWYSJT3JIpjFs47WYum0A9iQGUZqmnTEKWJyY/d0eCdF/vRlP4lzg3S0MukLp4SSoVEUlOEpIUP7Ysjg/7w12d0wQYJ7dB6YXUv8HNQLcEbGh+pbtxm54nHKLe2WC+7kMvDrZTB6gJvQtpUx7QjcYSgWSRRpadbOjqjl7uNGLxwyLS4h+WmI91aril6XYZbJxnddZb58XO0lWgBQUA5q+5wzBdyCindKaMXsBpiNLj0wZNgNa9SsIkK8k+arvXC0zjK7jlUnunOVbqnT1KsrGO7HWxWojrSlAis8OIDRKFNJrpOoxN8phIclPZBKGZHuwyrQ06ryO22ZTKtRVoU4OrFK7zH/RqbmxtceeF5ehZe+1mvoGMKTCfj5a96Gfc8MGfn+nXe94HX8OT170AeIs9W9+2c2fpFHn74pdza2RFUwGZsrG+yOlxBK8ezzzzNzavXcG1LiIHMWpHq2YzGt7SuWoAFuKqldZHKR4yxDNdXGJRdtk48SNk5wfTwFteffyeH031i9OTWcHJ7Ba2gPZqymbc8tJnz8HaXrg3s7wpv4Ktf+h944z3vY6e6mzO9y5xaPeRgZghNw8rKCmVeyPRhMmbTCapX0s6OxD8+CgO2rSeSGuValGoJocS7Fp3nMhXajNZL0lXbVKiosUb096HUFHkXa3soozBFicozgjX46NnfucnNqzdRseVsT9MtAxvbA7qv+GM8/3FNd/5xbLFDp7uC1pbQimRnbX2bM/c9xOHeDmfvvo+s6GALgfG7vS6nzpyFGHnFZ72Gs//x3/K7v/kODjD89jNfzi9f/CcsTHv+t7f8H3zVA7/E8eEu4+Nb1JOGqo7UtRCY+gPN5okNVtfWKHtDgVKtJYRGVAZNoK7HTGYTqqYmuhrXOnTekWEQMDbD2j65LdDJtAJEP61clmRZXiZD50SD6zzR5igl5C8VQSe70OhlUrNGkVvNQd2gtMVaaRSCjzjmDAcn8c0UpQpC3aBDQ3eyR3v7Gnb7rNjtpmdaaSksiePEQjbp045VY4SZHSV4YqFf0triY5tKiwIMvq24dLnk2769v7TZDEHx9m8r+Pw3j1nfnHE8Oubo+IDbeztMJzPWVle4664HWFkZoqMXwi1GiiwsfbWXEs8UsOGW2dMylbaxIguG4KVAOi9kr0iSNi1g/cW0HhNDW0kc7/rqGsSEiqlInmV0yg79wSqjowMmkzFtWzMaj3C+pd/r0u32sJl4ZvjQElwKKFpC2VlqhF4MfadhKjHGwafADY/4gC824ixzCQIhrf0iLrYYDC2NTN4hNQXeJ9OURdhRS4zgXEOIhujVcicpUZyKmHTdIUhDoFPMJpD+bp0kw5/+9RldsEU3qBKUnODdBYNRRTSBulYcvHCJwbln6a1tYtZW0XFBPhMZg9KADmn3s0DHZbcTCBBcMtEXz3FJaPHpg5cCJxBNJl8vt+QrQ/qnzzPZucnRlSkuZmRJbL+AQ4TlzhI6e/H/b4Psxy0CjQsRzmB1RgwulTmBZHUqrnIbKlQU84j61iHT6zfIh2sUgwF5r4MtcsjAamGDCuQtzONIFJJFXHhZJVMFZGpRxzexH/1NPievOHnXJr976ZBnC0VY76JNZLi+xmw05tJzz/GaR17B9tYmK70eqq3lYIqB0hjWN1/BE5f+LkvoAsPu7J/xurv3qScVOkZ0VGwMVjjau8H1S09TVTOOD8ZYA8YobDSUZYZxAeccRXpfVVB4F5l7kdttrPTZ3DrD2uAEKpbU4zE3L7+b6ew2VinuO7mKUtDtWvzomE0FL723x/m1gtWypG4ado9m9FZzuj2LV5rTvRHnzZNYHYGMXjGgcXNaP6ebrTEYrDOrJoxNKwlfUQ5ilwIMfDsntLXYY+ZW3lsjlrIxaNrWEd2cGDTGFnJHGI3JcnJlRBtgNDqTbG6vwEdPM59z88Z1qnlNt6dYzR1ZDh+cfRM/9M//ISERFb/mkX/Ol33hReLREfPd20Icax2veOTzOHvX/bRNTVZ00DoToo7W0jig6PeGfO7X/iWmNy7x2793a1msQZjW3/muv8795ufoN7tMR3Nm84BzhrKn2Rh22dpaY2VjlaLTkRALLbGHdd3SNhWVa5lXM6r5BN8KwUmbHEOOzpC1jM4k9jFLZighgklOYwph/aa9J8qgoqZtZnLf6AxwqDxDq5CmcJFYaaspin4ilrUopXDNVBpWH9B4OsMN5tWILMsoTYaJDe7q45jNU4u9lpjDRC+kzVTcYjSoxBSP0Qv0n/Axo2waFARaNcomprKcAdFHnnu25cW5zwDeKx59rOKlL7nFweEuewf77O3e4vjwkNu3NGU5IC8Kep1OSrtKrl/JIcw7d4fxrSwQZWp0rUyOcpxK0Up7dZ2sOBe6dh8crm1FV+8dWXQochQaY2QdsLqyChHyokN3dMh0OqUoO3Q6HbrjEZPRiOl0xHw+xzlH4zxlnsuqQ+kUEiLwMkqn3fFipy5GJRqEWR4Xu+U7r81Hl+Rh4UWrTzkrhay8CK2RoU+KcyrwQTIh1GJwD9JbOb9g+gsfQFakLQvOUvAu3YNiFruQksXoxUVOfeJn+Ye9PqML9gJMltt+4Y0NLNxxUj7tdPeI3aefoH/iFKvlgxJsAKCFHa2SlpKo2Tvocf3mgJMnRmytTlk62iT4RCVjeK3T1A3yYAabmIRazD16Pbrbm/TPnGO2/yTtZFGMAyEKQUeev4j8NELUWURsLnTYAS3/pP3MAkWQk4Hlbtu/mLWJ2Hb6ceD44hXMYIWiv07eHVCUXQqTCXJldNpPC8tTOGbJDvXFO2wiZnSL+Oivc/P3fp3j69c5VzpW7lvlJSceQp05z7OPP8rtmwdcurrHYHOFze0tXvnaz+L09jmODvbZ373NwcE+msje3iqf7Kdr8e4C09HH2L+9w9HhLvV8htGys5/PKowSs5wyQgfFmo+UOjKP4HWGWllFm4Kd4336vTVWuhsMu2tYbRnt7VCPdvDzY1aM455hycbqEGtr1lZKhtqxtj1gu9snTzKc2nuCVaxtdrAmwypNkZcUeY61Oa33OFfRyXN6nYKj0RGtr2hrDb5lYCzKZkQFbQxSsKMDfGoSDTHmcld4jUOKgtGeEFpMJmx4ZRLsjXmRXaySdCubmNCuYW9vh6ODEcZGOp1Anufs+1P8fz/wPcSFXBDDf/jQ27ln9avZHh6RlR1iOyY4x0fe++usrGwwHK7KftWoJVHTUsi0YjT9zZO88k98A7/x3l/ixft8kKL90ed6PFQe4V1Ed1fYuu8Ca53AaqYoe32yXimRg0RcW9O2kbqumdVjqibQ1DOCcyKpKTRa5RgjtrNGazKbYzIxqzEmwb1Gg5UwBlIAw0JS6Z1HjCxayRVJ2meV/gzOgY8orcisJssM1bQGpXCNZKZn3S6hbSFv6XYGmDKj1+9hVMSNbuHHe6jhtrgjEpcNQ1wwoBCJVVKRptQ6sxT3SNBPeuiiT419WE6RZ8/MkzzszkGvdWS4epsbOzfY39vheHTIbCKKi/l0xo3rL7Cy0qfMT2IzIcM51yYoeWHbmo6SRDwVK1KJr4wpLct5T+0afHB4H9K+ebHzVTTNHN82KWc6gk4WqUnWVOQ5a6trZHlOp+wwnowpOl3G4w5ZnlMUJWVZMptNqOuK8WjE3FrKIsPa7M5pqEiJV/7OOR+Tt8SSGCa+6ol9dEcVsni1Sgl8HdJ+mbioq0QU3mtBDQJCbEuxxCEu/qw0iBphfb/oLSQkh43Fn4uLczokCV+KRw6pEfijXJ/hBZvlG3SHNC17YOltwRJxHiYXL3F49lk6axsUW9tShLXF6GTfpzS//p4H+IEfeyOLXOlv/vPv44vf/OzyxgMhIwi5AqHqLxPrF8VUICGTW8qVVQZnTlPt3+b4hUNwyZlt0cUlqYWXASEBLyq9CmG0inOmTlaQgBaIXEWV5l9hmJv0b5220woNAepbY46ff468P8B2OxSdrpiPGJNI4XfsCLXSSfogZI3Fg6KaiuzZ93LwzMe4evU6zz17yLDn2X75eS687BVcv3yZm89c5ObOIc4HRocjnnv8WU6ub9MzPQyRk+cvsLq1hc1KBic6qP8QPqFoKzzjvd/m8MYLVPMZ3jvyLIcYmVczmnlLT8OpqFjPLZmxRG1pOzmdTp98sIbqreBClzMrLd0yh3rK0eEO4+PbdKsxdw8DW33NSmEYDkq6fUWJYZh7+mVfiHyuZl7XRFOgc0Whc3JbUtic3Bp8lEM9NznTMMcHWTGo6MhRUDf4mJHlGdGKc5LzDlLjJXtElZAN0MiE4BpH0A6bZyjTwWZddFZgjQRdoOQgwhjwXmIttSKaDFRkMjpkd2eHGDxlrujkJVmZs3f44CcV1Yjh2F3goYdOsXnXA9x8/+9Aabl5+eM8//h9nD53l9j1ZvlyF2zU4uDxaGM58/JHePWbH0M9+okkPIWjUz9LW1pW1gvWX/Jqzn3lN6En+6in3w9Ht5EaKe9L3dRUdUvdzqnaGlc7Mc1BozOLMZrM9jBKyJDGKHKbYxe+5UbuWZxLTn2LacYtD/TF++3aFh0FlYjOQcyXLHIFyRAJyqLL7Ggs2veQbCUpyIsSX1eUnR7dzgCbaYJr4HgXf7BDNtwkBvmsSKSpGFSC35O2OMrnL+eHv3MvKAQZwxGjtO0xSjSuUortzSl//+9e47u/5+xyh/2/fNtlrLnF7u4ue/u71NWczOb0eyXBBZpmxmh0xNrKOmVZpILf4FvZ+8bEp1kqzpQgbnCHCa51ygkMGu+SRvxFn3aIEecS1yIZ48TF1JEaf4UizywrgwFlXtApe3TKHt1Oj06nw6hzTGYteVkyHY+Yz6bUdUNTz9HJD8AajTGW1rXYTCw/FzGZJGtTHwUFCMEvWdwsPNPVIqvgDttcYjxdmnwVbSte4AsInGjY38+5sbPCiRPHbKxOiIgFbEi+FQsgZ4FayETvU6MQ7zQLaWVJVBJEpf9oASCf8QV7MWfLsJq6pWSuLvL0RO0a1xw/8yT9EydZ65bo5D1sjHxAB0eDZbGWL6X5/h/9PD7r4etsrI8JqQWIYeFOtiiTbvnmK2VFwqMjxjqyTpfuxjYr5+6mOaio9xtApvoQJdByuSNO/15cOk3fQmNQaV8CRmdkNtK4kDSYBk0QBjmk6T0iM7aEokyv3CZfe558dY1ysELZW8EURUq3IkHgCx/kJPlayh8gv/px1LXHcfMJMUSmHkpl6K2d4uCpj+I/9lG6R1OUj/S1pt/fpFPcxa0bDePDD3H69BpdYzj1kocpVjc4cS7n7X/9o/yL7/ssQpDm6OEz38n0+FFa58T6MLbUlWNSeWZ1iwlwolcyXF2nd/IE5fomk7ZmPpuhsxWc3iDXOUU7JtNjdm4+y97+Prap+OwtxSvvXuHCRp9eUVA3c3zrKIqCIlshyy3z2Zi599ShQtuCIjcUeYdu1qMscrSxzJuKajol0z3KXkEInrZpGB/dJroak1kybfA6xZgGkZ54Il5DjC5JRwTK1UBoHQGHyzxlt0MnL8hyMZKIKIwpQIkESEVFdF5IMibDESE4vHPs3LxMVdXC0i01eRbRmeZc/6oQLV+kOVbKs9m7TtUMuXrtMhrDpUuP0+/1ILS0bUNeFgTXoLMusuuU1LjYiu1qOVjhTX/qdXzpL343v3Lx/00UR3LeuP03OXX6gK2tM3S7XdbO3836Ay/jaDolO3MP+vnfZ/LkB6lGu9Te0TQVVT3HtTO8j7JWClO0LTC2g7UZ1hiUUWTIdG2NlvveZlKwgRgNYZG+BQmiDHfIozHiXIOJYPUiYUmBNcQ2TYbWopWlzDsonXbXQb5OZhQxOMq8wKKlIY4AAQAASURBVNVzXD3D6BWybocwq5nvXiecvp+8s0LtGylqC791lQJulIJlqBCpsCcP8DQkEFXyVfDL80A82wN//Etv8Mhr9rl4qWBj64ii2OPWzh63dm9QzSbkWU6RF5RlKRrl4JhMRszrOYPYx1pBdGJoaNsG11bLwrdgcmu98Bo3yZZBkEohlSVnO+XSwOEgCrGqTkiE8y066MQQl/2wkFYFIu91emR5RlHkdDpdOp0+ZadLmVmORhMyaymKksnkmMlkjGsbCAGjNUUu5ill1Li2wnkhYy6gcBaFM5AY4E4se9GScriQ1yqxihUnN3m9zgucHZKczEfPO3/rAf7ND33ecoD7i9/wbt78xqdk/6zCMio+vX1EkOY8yrOeRGlSJxaYungvJ5Ti078+owv2i21IBOAQrrQKJmEcCaJWnkikunqN0cWLFKvrlKfOYLWlNTnBN9y6/ckwbQiaG7cGbKxPhR0aW6zJQWUSeKASaSEikWxauigTFappsIWlGAzpnzzF/NYO7fEtoov4mH5eYUxwx+iAJax9R1gW0w47aQADspdLgv/kNbCcrmEBrsvUbIk088DxpWuUm6form7RX92k6HewdJfTxYLgAokNn94zM5lSXvsQyuSsDoacPbXGzvURs7plZXSdlbrmxBaUynL/Icy9ZlZ0UN5ycKi5veuZ7r7AiYFCD9YZuJbhyiZvfuRDnP3u9+H1yzm8+lu86xd+iCYCJsOowPE0MmsdMWjOnzrLfQ/cz4mTp9jc3iaEjBeeu8asqih795NrR6x2uXb9GY4Od1FuzoaGN60WfM6FkzxwdouV1TVym+Galsn4gODlUGnqCTs3bxFLTX+wRhb7WAOdvKBbdMmznKAi0UV6RZe2doQIVVVRTWfU1ViISa7GBnHd6hqDziU1qvVOhrwQMdFgiwGNP0ohCnLQuGgorKHfGdLpDNGZZWHmEL0DY1BBssODycXVT4NPtrXHezuMjsfEqCitpWNLirwEFTg9GPM33vBP+b73fRs+aIyO/JU/9h9YUzfYf/IiWdZlcP48j/7euzh318MMhms0szmdXh8T7uwN5eYU+Q9e2tULL3uYP/0n/yPnf+ohYv8eup3L5NmEg84aJ4ucpvXs37zOqaricDRm5+Ye9zz0erZf/Rau/OJPcPjoe4mtw7czXFuLQgMJmDDGpKARyTC2WHkfzCI/gOU0GGIrB6IqidFJjr0Tu9UQPK0L6OCSe5Ywr+mUiNWQTisxj7IBW2TkeUmW9Wmm4wWojjKBotODEMlzKfjOtWQ+oygKmtEt4nREm8vqQCt7h7Sso7hdKZ0O9js8m8XKDf6gE5o8kyGIC2Db1DQ15PaQ82c8o8kRN/cPOB4dMp+NsMaSZzl5ZsisQemS1rU0zZzpZIRf36QsDEaXBB+pm4oYhNToXC1uYN4nL21IO0JEFy7FWchShaAUSovuOIr0qqlr2qamdQ6bZRgTWdALNLJaEXmdkNE63QFZ1qUouuR5JlP34JDjox6jw0OszcnLDseH+0xnUxonXzvGFlSHtg13qAop7csvoOwEl2utCQ7ZJy+Ry5SZHVsIYpwVgsP7lBYWAhHN/l65LNZy62t++MffzEtecpHNldmCX8eL7WG9kyYrsJCgQVBKQk2w6WvLCOnj/wNZ4kYt9gua8OIMUzw+agJifL/oWlWrGT3zFPnmBnQ7qMEArSKZsWxvHgrB40VFW+vA6ROj1LHHRIAIaO2JKoj2OiTYRyuMzhPDsBHtJQZdWIqVVfpnTjO7uU99GJZIgKgsUhutFgS0F2+i78BPAYWLkEWRrAmSJ03JIulq4Ym7gMyVEjKGjoZmb8bhpefobp1ksLlNOVwhK7oCeZlFEHwyGyGioyZvpvQvvZs8BpyO9Fd6nDyxTTncpeOnDJTF9rr0iy5lccS54YRp07I3vsHtvSnj6n7yE/cxUqvMj0eMP/oUF+4dc1Re43d/+zf4rM9+A1trU/rbc77hr/wlBmvrPP3Mkzz+6O/z8cefwteBV738VZy7cAGrS6p5xs0bnuPDOb7VaD8nNE8R/JSLzz5NqRyv7Fo++3Sf+7fX2VzbYDAcYmyOCm1qgxVWZTRhzv7hETu3jshXe5zZkDWJtZbCZukAzAQJ8YG8LIkxYHQru7Y5OCe7uqgNmII26duDMrStwyajGWXEYUvZiPOKLCtwSuHn4P08wZF54it4VDBpPREkq9k70Ja2dXhayAyQo7Wlqqfs3LqCC5AZRafMKMsSk2VEY/DK8eUv/WW+/u2v4UZ1D9vrt9kYrHHlsT/B4c4tvK+Y6YbP/tw/SVFCNZ8uU468r9C+hMRmjsi+MGopfJ3BGi978xfy/Dt/jTB5NzbLUVmfVRt5/409Hlgb0r91naOdq8RywK/+wvs4vPXLfPFXvJE3ftk3sf55f4yrv/7THD39EfBTIVopTab6KKOStMokJnMUMw4f0FZ2vt4lGY4RxEIxJwYrdpYh4oOmSc+tigatpHnSJgeXTnsDpKZqYbBhrCYrM+bjBh8NNikz8I4sz1BR0ykLMmNQIUrDMD3AT/ZRK+tYa3FpZ6mA6DwLnbY86+n5jBBol+dNDDG1BxGNxfkGFzzVbMZsNmU8nTKdzWkaz2gyZjw9pmkqrJakrzzPiUrReo9Rmrwo0EpR1zPm8xn9ThdrFFnuyNqcLM/IbCboRPSEuHAzW0zYFSbJq3wA55xM2sncR+tkJhIQi9EUgiGa7WRks3BX9C4NIzJsGC3SPGs65CZSFl3KvKDMS8qioMhz8rHwRjKbczQ+oG4qmqbG6EjTVjjfJOvS5KceSMxwgcjV4jPQGQqfiHbtctcuk3eK4uTO39NodnaGn3KAu317lZXBEcHLzn/hjCaSPtldazJQXj7nEFHaomMgGo1KMaB3boZP7/qMLtgslvtKbvIQ09Sabg15K5N7dNIyN/sjDp99Er2yQsecIRTiP7yxOuKvfv27+cGffDMhaLQO/M/f8F421mfy4S8m0aT9A5lkZUeTdKApB1f+N532KRHyjGJ9i+72Km68i2sFbvIxkRWUSjA5y/32omiLvk/hF0Yt0aOCSoRUQRck10H02Xc24ckvTUlHF1tLtbPPeOcasxNn6K9tEPor2LyQXaoGFQWuU7Eln+3Tu/ZR8sPL0DogkOWW9bU1XnHvOnu3G4q8y6DXp3Z1Sg5qMSZgbEtvesDB+MPcPn6W4/IupsNTEDsUz+0wOb7NaL/lQ+/9AFsb25w4ucWpc6dZWR9w4f57mI5H7O/uQjzGOc3+TkU9H9M2U+rZhBCmnDvRZX60w6vOnWTywkVeeq7Dg9tDTq0OWFlZp9PvowmEak5sGqKRd6qZN4xHY27s7HM8qlndXuXsmU2sNVgtxVQZmXCtkQYtlgXBN0xGhwTX0ilKVPSUtksbZ3gvNqetc2R5gTY51gopyhapQ/cBTyeFNGQ0vsbmOXMtMX4ueGbVnAh0soC2EjoRtchsgoJgDH6RpRsDykeO93ZpKo8KkOeGTlFI9GGeQiVMh0J3OHui5p6zc+bjiArr3P+6z6GaTTnYucbK+gnOv+SV7N++Agd7mORDIM6OjUzVsJz6heIcCK7m3s/+bM685AGufPA284mn6dS8dFjSzQY8vjtiNZuyeeUFVl/+CGXRY942/Movfpinn77Kqz/7Jdz/xX+OwcseYfbsoxw982EYTzHWimoD0Lok03Kg6mRE04aa1kMRM9AW5QSq1VphrBRHH7w8TzHSxBR5qxSBGh8y8TZoY2JaajESCh4wZLlM2fK5eXSeSXFWAsUbo8V737XYTg+lDGZa0x7uY07ff4enkJQWOsHLyyd7MWWrNGAkRrZWWlzSEFZ+09bMq4rJZMLx5JDpdMa0qqjqiul0jmsb8lx269ZaQoy0rpbzToHOEpciBpqmpvEtpS2wxgoHQGuyPKPT6TCbjZbTweKsy20hv9YyxTq/YIKnIBAlE2OIwkWo51Ncr08MOcFoGUaS/ioqnWDigI7ynocY0Ro63R4m75BnGVmWURQlnSKn7PYkeCQryPKc0eiIY39A3ThcK37izrWyh1aL8zbB+4t3XMkELUVdJamVkNN8Um3ECFbntE6QGqUUp0+PP+UAt7VxyGIFLphnXHIB0AGCBlySGxmskQFK8ukX70NYIqif7vUZXbDVsjhJfqmLDpkVU4wkoMjuwIvKo1xkeuUqemMdegX5xgbRSlH/gs97gs96xXVu7a5w+uSEjdURCgkql+8hemhJqklmIjJei9GASgzAlL+6JKoZRb6yQu/cWdrpmOmNGc5ln5CORYrNXADk8vpID35cvlLZw8QlDC45ZCAtwp19vmJhqyr/pVH4Y8d85wazc3vU26dwazV5p4tK+26tNNo35OMdOlc/Qn58jdjU0HqBZLOCznCFc2cv0FRTMf43mjBviVEsNhehSBjNoAjo2RF67zGu336eK70NdnrrKGuxK3dRq4K9ieHguQNuXrvJw68aY9c2WVlfY2N9k6vX9njy6Y9LnCYB7WtK5XjZuXVeVrQMNzTnsxFrrzzPcDCgNxiQFyV4R2hq2mqaCB6W1rc477i9c4NLV0ZgCk6f32RjvU+RiQWkApQVWLLs9MmMwdVzqtmUuprifSP7TfGTA6XJ9QqBQN0Ki9/qHKsNRt8xnsF5ghHv69hIOIOyFlsU5OUKrW9kjaIUDk/lKtAFmhZNJnBbDDglVMQQJUGtruaMRgc457FW0S1ybJYlSLJAq4gxGYW1qBglNzn5tRtl6fUG6NNn8bXDtzW9lXVcXS9dp1AKHxw2JHIUIIlYaokE9VY2ePDz38Ktx3+P41mU+EvXcGFrldVuwWO3jvnQhz/EI2fupSgylMpwTvH047u88PQt7nvwDA+/6l5e8UVfz9Zr3sjs4rOMnvgQzcENkTwZlcxSZNKTrOMWTUmIktUspK301LQBZRIZyCdpVIQQfUqWSqwXYxNxz4JrWLgcKq2wJpOQFltQzWfkuUEpCTCJyhCNELSid0QfULmhyDX19EjIbMamorxwN0xNV5SGQJ5j0kEvBTom5rYPnujEU34ymTKezjgeHzKejpnNp1RVRdNKbkJmsyR9ioTgcJ5EaZXTo8gdBCFuet/QuoY8K9CIjac4H0KRZ5RFyczOZF+d2D9aW6yWNYQ2JsmlWoK3yX9iwS4TzfG8mlLXFWWni1mEKCT9MS/SdytlZBpPSKNGrJe73R7GWoq8Q5HllN0Vyk7J0eGhTNx5gbGGeT3GBY/znqZtKVovqE+UxnXhjy4EsTte6CxIn2nyDlGY8kotOEhybmql2NqY8lf/4vv4wR/+vOUA9w1f905WV0Ys7VnD4jOUr6mxEsIiEhC5HxcObZDMYYSPsvx7n+b1GV6wE/EOue09Bhc8Vi18xBY86jQdC4sCN5ozuniRfGsL3e2h+mBVgQ+eteExm6szbJ4BQvRaBMAviI+kHQVRfLFV2qUZrZNfrDz8QZH8dCO2LOhunSLWDl8/gb/dEoVXzKIkLwxU5BKWeGDh5SY3uY/ila6NRYdmCYcvyGwqSuf7YjsWjcaoQGgD1Y09ZnvXqUbnaedT4qCPJkdHRTG6SbnzBObwBmZ6hBT8SPSN2JUagXc3Tm5RT89z+8Z1lPf0ypLV4Qq9Tp/ZfE7RNEzbltGkQeHxoaEej7m9d4w6vs6kKNi/WYg+Uyl2D/cYFor1vubsK/p0C8t6rnnz572am7vHzA720eND7u5oHtxa5aFzW2z1+/TKkiLLsVmOtiL5CS4QZnP8fIYpM2koUIQm8sIzF7lyraYcFDzwwBaDQUlZdlNiWcBmBcZIjJ6xluA98+MRTSNJWF2bJxIY0pQZyXsmBrJOauvSgyhezEaIYkoneDSiVSD3Fh0CPjq81eShRKl0iIYUArGgrESZDNroCCGtO4zGK89kdMRsWoMydDs5RdHB5hnGFtI0qAxtE7chQcNG54To0MpgMrGEdEWFm88oVtbIiw5NPSerJnQGa0lPSppEE8Nm0cACoHngjW/lAz/6/UznU0zrmdUN2lhOr/UojOGJvZu842d/hus3a6JaFwg2BKqJ42MfucQzT17jQ3c9w+ve9DJe8bl/nK3XvJH9D/w602c+BpORJLOloqt18kfwIXk6g9JB0CFVyPORJDlyYCdnKS/Jc9ZmLLKNMTIpCoIgh7y2Bt0K4dDadDwGQ5Zl5LlA6SG2uDqj6IgHfvRQT6a0/iqmmUFRopWVnTlhKeNaIF8hTW3LdViyDG3ahrqumFcTcS0bHzOaTJnOZ0znE+bzmZiIREVWlGR5nvKsFc6JN0MMOrmNaoGwo8iyvA/41uPLkEimaXOe7teFtKqqCsl1TvpitEp8AnkPvXcJ9k1YYIi0TUMInrnNqOYzOp0BeZaL5G5xn8SY1ooiqfLxzu5XyGwOpYVwZk1GmXcoOhPyLKMoO5RlQZZnGKOZzbsYm6UwDdFfL7TVC4vSxTQdvBcOUBDYmqjwLy60KGL0+EAyl1HLgJAvfsuzvPJlV7l+o8fmxgGDwUhgd5KyJimR4iIXO3liLOqy3FIG5ZLpUUzoQpJ3/VGuz+iC7aPCqhRqjsJHIxAFISk6xF5EbhtxG9OA8pr5zV2OL10iX9uk1y3FNyAIkSdGBS0UtsCncA+12I8sW4CWqGw6kBHcSCmM0mAylrItlJA5rKEYDjGnz4NrcPOnaMYSj2eSrOOOqEuOxPCieTlEcAFyJRIL1GLCjyjlU8zowlFN5m6t0k4ldY4xQhhNmd+6yXx0QDudEdoWnTX0Dp+jvPIh9HQCvrkjO9CAEW9m0WU6dGFYXVvn6NYuB0cH2K2TDFe3USGwQmTbeYJXOCJVUzGdzTgaT5nWgdY37M5rDmdTKt1y42DCKoGTuaF3fINq/zQ33/Me7i7mdIohrzujGZxeZ5UBa/0V+oMeRVFIMTQK5ROzJwTcvCbUY9y8Ju910ZnFe0kLe+bxF7h8zWEHXe6/f4WNzQ2y0qCc5IvrokOWpYAUr3DzmnZ8RHBBLECzLH22Cp0ZIbho6bKVzRPHMaTJSQqLEG0iUWuZ0ILHKoc2BusDEYtTDrwmYjBKszNa5dLoFOd6VzjZPaD1NWDw2uMJGITBX02nHB/s0Tonshed4iV1jlZWnOtshtViEqS0UF/kUMrwVMRUwPJOR3TBSmGLgnYuq4dysJZ2kD456aW8aY3ogRM2uHLiLGsvfSnz936YdefE5zvvoozBKs09/QH3fe7r+YVfegfPP/8xVlYfBAzOVQTvaX3Oc8/vcvPG+3nPbzzK69/yMl79pv+BM2/7Mzz2n36d3/+9G1wYXOdE92baTSrwKVwhKjEkUZoQGpRKbmYs9oqC+kQVxflMLwipmhAqtMoXo1WS4EgMZZbnmDyX76EtVesoc4vNC7yrUZnCz1tUNkN1e7gQmY92KOYN9EIyUUnxmlFhjRFZVLzjsIDS6XuKnLCqZkwmU45HBxyPj5lMJ0znc2bzOY3z+LbFqoy8yLGZNBtx6U4mGmWjTfLdDpjKkOUFrnU0TUvrHb51CQlMg0VKPFQqMh4NuXJlk27vBp1iD4AYHD4Nyc7L2RgCWJOgcxVp25q6rmnblohKhjuWoshT5GlSnCzJbKSGT0mjpeVzjIumRkFWFgxNIDNaPBCMleVm8GRZTreTo02WzrqUpJiaupDIxjGQ9NYLFHaRFieNL5GEcgp/B7VImJMz1wXH6uqIfv+I4D0upPTC9P4qUpynARdriBptM7xr5D0O4qJHguVZpHmlpuCPcn1GF2yjhNm3GH1D1HhRXguclwwIFuCUQgxPdHCEaWR8+Qr9U2forq+h+rlMMyGmjlzhjRARJIeYRMjyqGjRCNSE1Vhtl3mnKIMPUvAU4tgVAR8g65UUVrOizuPmUw6fuY6bRVyS+Gh1h4twJ8JOLeEUj8XFmoxkepAMWGR6kxK/KPsKLXAMFhCbVasCsfZMrt2gufcW861d+oMBZvdJiv3HYTwh+BqTF2hr0xohcGN/hRd2t7h7/SanB/uE4MlLy6lzZ9i9fpODgxGV82xvbNDpZmhjiV7h6opBzNkaDFFntNhDak0bI3U9YzoeUdUVFi2dc2E4+tA7+cozOSZfIe8OKLOcPMtkx5gIWLFt8HNPjK1MvFoL27iuiK6lKEtst089mzGezHjusavcvKUphzmvenmXwfoAHdrU+YLN5We2nZJQNVSTXZi1aJuR93rowkoIghFbWg+Q2WVWelQKpSWxKDqB3sg00SHmPBGCAR0yog5YrQlG5F02ljjmGJXzn57+Er7rt99OiAaN5zte9w/54/f8ZzkcoiL6SLCR1lVMxsdMZzM8wgy3CE9D2OQtqCwxaguCyZbFYRlaQ4p/JIocMTjGuztk/S7V5IhmXDPcOIUpOqKI0JYUpiyHXiqWMQRs3uHcG74M9d4PsF4GstzggnAigqspmikb2yd421d8JZcv/QTXrrybwfA+ut2ToC0RS5uyoG/dqvnZn3k/73rnR2izr+LHfurbRHesAt/5ef+cP3HfL4LWWBVxrk657jo1pMkMRfk0yYBSJT7O5XVqhBC0mMzJICYryvTaAkFY6spgskzg4CADwazyDIoGk1mMtdhugR/P0VhybfGjMbPJ4/Q217lxK+fK1R7nzs3Z3q5QnuWabAHZigeWeDt4H5nPag6Pjjg42Od4esSsmlPVtUjMo6bMO+I7n2coFK6pl3tbZQzWOqwpJMErJZ0512KMZcW1BO9pXIvRKdxisYJTmt985z3863/zmqWE6U98+X/hVa/6ECpqYVATiT7S1h6XNcuGwRiD0tC4llk1Y1bNQWmqek7Z66dI3A5FnmO0wgWB742y6BQ6IoQxlw7AJLnDoW1Op2sJAVz01PWccjqlbTy2KIha40KNDwYVM/zypDdJ6iWNs/c+6c4VLjHwY/RLJvnC49smtUAT7sjFfPreS26UUmhVEHUrn2mUKV8bRfDQ+hpJnRXZoDGG1lUJBRWUKuCILyIbfjrXZ3TBlsl5Af8KdOzQmJihkKxnaZ5jKmiIpk9JZ1TdnnF46QU6J7boFZ1kvBAlrtHmiIWgsAmF6igsP3E0S1M7i41RArcXNndRPqyoJVpNRcXxZJPD49NsD66zdm/AzyvGL+zjW5WYoWbR+0n3l16fFPF0Y8f0oyRY5sVWKwv/4aV+MoJBog2J8tP6oHH7I8bXL7F66iz0MszoGerRLiYGISv5gLIRYsuPv/d1vP1nvlH03Srwz77ih/izj7wTbRSDjXWKPOd4d4+D3dtc2dtj6/Q2w40t5gcHTPZvk+cWmxWCEHiPzixZ0aFrMnqrmxLHGBRBGwgtarUkeNEnR9fg6znzIPnkYn/sib6V99darKnBCqQfmwbbsdjBkEt7XZ64dhZ2PkA8aukPch5+1YqQ0aJCWci6A3m4vEMluLMaHUAV0LnFFKU4bKkMrEzKQXmMymSP5f3yrmOh0dcyica6RWUmsfUFKg+qxWqbgjxs2t+B1T1ujFeXxRpkBfIPP/AdvO70+znRucVCguRaz7yaMDk+wrUOk2ly20FnBm0F0l1MTtJICjyPzdAqw2gvASVRkChtZGLwruGFD7yXl3/pn0LbjNHBdarphH7RxccWFVwyUUnojjHpEJJJ+4EHX8ZLh5YyOHyU/G+MFl0uDc14xPrmOlsn7mVeFeztPsa8OqQo18iLNUy2gtciz3FNxfMvdPjND38uiyVRiJr/7X1/i8+76/c5UV4H48liIdNOQDTiccH2XaRCKxwtQQn5SKuAj42gFMREmjIoHcUyENkfK8Dkhk5nSF4egAkQaqIyzOYzOp2OkICVxa4UhNaTG81qt8vkyaf4qY9+Hv/rP3n10uDku779Bb7qT+4mBzZRb8i3X6QVRIkTrSrG4xGHk2NG4xF1XadzJKcoBVVCQ9u2tF7CJ4J3IncKkOc5RSIdxoC4x01nRGBluMl8tSIvu6J8SPVHa83ebsm//jePpEYCYtT8/C/+cS5ceJy11QlKK7wK1O2cvMko25KQRenhiFido7XC+YZ5NaPc7xGxlFVLnudkmabfG6CNlqLqPZnNKcsOGUJ6jclUJKKIC1JbWg8VZUlZiwSsLEqOORBo2gmBLPhEsCQsh65kfZJc7uISKgfE1x9ZZy5iOa3KxHDFh5Q+lqBrJUoE0WyT3p8GHYRyBkYKsE/YaxCDnCVB2cvxEBMytvBUiOH/gcYpiUeNSgDPYj6V3xWoROMxKhXpZVEMsh9uDMfPX6F36jT5YBXd78uNo6F1c7TtpW8ke46w6JKiS1pllv7FWqcPmGQooEhwuXyQv/Ox1/LT7/iaZQf7P771p3n4riPctGJ+c0b0AmOHZWuxMDKR77ngPYKVDtUKUzwhb+lmjwL7RxIrXgJDNEJ8iTEdWrNAdesGndlt1mZzSjdCZQqT91A6gDFEFbm201sWa5BD81t/4Zt40/kPcnrlAKVz8n6X9ewU3bJksnuT0c4t2lmFJTJc25JpMjqaNu1NrcDrk/0Dbhw1rAwyuqXFmIzQ1vjQ0DQNwUX5WdIySMcge/vkymZt0sKbFuMjWEvW7WDLnJ/46Jv4u+/9XxaKR/785rfyl1/xy3S6A3EJKzPKlTXyooerJ0SniFVFO58R6gaVGUxeonMjdpdpFyVkQ5H3BOcJcXH4LhjBcvctspCNWux9k5uUNoRAstMUxjHRoZTmyvj8slgvrhAN18ZnOdm7LTp8JfrZejajqueEqLBKiGTGyPuilEWCOKRAK5QUWpMRo2MxUd2xn5V1j2sabj72Ie777DdiM2lWXSOSM61t2oGnhlQtXinpEFIMTpxh+/QJxjev4PFUbQUxp/UteVsx27/FypnzrG0O2Lm1xskzr2c2u01mp2xtnWQyC7StaJW9j0xmJ3ixp9bi/bi5+ha2/X9C1RXYIIx1JQEPsJA4Is+MuvOZyGmxYOhKYxV9RGXpFFHCshZ/gxyrc7KsFHe1RUSkamhDgPmcXn+F0Dh0aTGFIUbFoBywv7vK//oDb0yKDVkdfNf33sPnfu4hp7aRZzzekfUsGMYheubVjHk1p5pXNE2DBIRYtE2hMU6MTpxz1G1N00rWeNM0zOZinDIcrDMYrlDkXdo2MJ7uE2JkdXWT1Y0N+j1PlmWI45dM2Tu3h8tivbhi1OzurdHrHZJlErcrBikNVTPHZJCrAqUMNrd0igLvU1578AQnDOy2DlRVILhICJ7K1RhtKYsOq6tKiG9KsrRjSIQh1DKnIUS5/4q8Q1kMKHtDivKIpnU0rqVqasajNW7urnDm9ITN9SkLa1DRWwsMrZUVBIa4dHa782KFACdnqFghB8IdRjkLCD/9l3QYIpgIUQaOIFC/j+HO/RYhxBafrFRjMtJxPjAej/ijXJ/ZBftF0onFjCskKyGaGBUSV1DoW0bJ37FoMgWZgtmh4+jpZ+hubdOzGarMUWHBJkywUfQJYpbfi1oRYtpXq4jRFq0z+YBcIzeMCoTEDj2arC+LNcjD8BO/9rV8z59/lJX7a6J7huqWv0NGSVBVmu2XlwBFkj2zeMUqFWmV1gJx+TOz3OXJ+yPpXoFIlmvuO9XjJcM5q7FFdw1KDcGWMmmESGxbLh6fWf5Mi8tHwwu7m5zq7aFMK2lLeUFnfV1uabfDfDSiN1zBR+lwR1XD0SSy0lVsDEs0msdv3uR3Xmh52ZbjpfetUnSF7BWcx0SIoUHevrQzApn0jEFr0NGhvUFbg9Uam5eYMufK4XBZrOVdNPzo/j/l680zDPQBRa9PMdwgK0phvs6dOLg5R0SjOx2Z+rVeLOpEauMlRCDGKPvTkGY4Lfp5wXlkLxkSirOYnoiJ0KIMpFAH+Xx8gpoDd6/fRCv/CUVbK89dw1uCqoRI6xuaakI1G+P9gtFsMXgIwqQO6U4RaFgcnlSWo7Ns8U0TSUbuF6WEwOhdw3jnEuOrF+nccw/NfMx4/xZrpy4srRwXefBSqBP5TAks2Bmus3H3S5jcuowLjqquIURaHwjTY+zuDp1uh60TKzz5+C2UsfQGp3jwodO88QtewzNP3eR33vsYPojMrSxuvujZTu+HDmx99t109Zcx/cBvoiZHoEJqluUg9aEVG1NFassFEYhKYFcVbHoOhQwoxToj6ohybbIR1eg8J88zMmuJStjvIZedp/dCdNKZSaqIIGTHRnFtb/OTnpkQFFevdjm9LeY2Mr29SIubTBmCd8xmI+ZVRfQR4ddFmrYm1grnKpFQth7vHFVT0fqWuqo5Hh2iUDRNS1n02N7aoDdYZ39/l8l4zP7eLmfPjnDteoKBl6coZ07OWLh+3TlbA4P+TWmeo8cag7Xg3IimnTOfd+j3h2S5aPSzLKPbGZBbR783pNfrU3YHEB2zqqZqGrxvcc7RqoY8K6X58JFMJ013WhfEGGljQMi9wri2NqfMS4q8g7GW6WhMVWT82m/eyw//2FvSMBL5G//zB3nrF70g73tMzVFqiFjex4nim3wqApFFnXVJ5hUS8S4kSDOoBYsscf9D2k0nFrh8v4jCyMCWntk776kU66ZtOTw84oXLl/mjXJ/RBRsWWuiF3d9iypZUGZ0eWUAOMEyaPmMq2AobCsZX9jm6/DTZYEieraHMglgWk6OPHLhxCXUosfBTCmMs2mis0niVGv40ZWljsMqyf7jFJ4nwo2bEA9x19yE6Bnanj9KOixeV6EQ7Exxf/n7UuBgI0STWa0ywfHzRpAcQ0WpB7pC/b5QUmE5X8fDr7+GVjzxEt7CJtBWIesFuD+ACymTcd/pYivyLfnajPBc2bhBoMD5PVq0GbQzFyiqrRtOZzQmNJypN29TcvHKb/f2W7HSHfqHYPzzi0cstdW0orWc4XKO/MkTFQFvXuPkMV1dLz95gPLRi8qmNxuocY3O0gcyWmLKPKTJaV/PC8fllsb7zXhuuV/dw93nPgq2ttMXVE5qjI5FnaI0uCoF6UyMWE7EphiDpWVFgOxbs31QAiaLj9U6gepEMCQwbdUIVjJGgFZcmm0hqDBShcZwaHvAP3vJ/8Pfe9ddlh6083/m672W7u4tLMJtzyZmqlYg/MRUBrQvE/U6LSUemZHeuAi60Io0qyjTpxzufmQJiwLmKtppRHeyy9/gHOLmxSm+wwXx6hG+b5JMb0zAtk4iccMmsSGmybo+1Cw9w6f2/JmYfzVykhD4S25p8coCOsLmxgrUGHzU+OI6OW/Jujy/4ss9m88Qm7/q19xN8oHJHvPSuH+OJS/8jYNA68j1//zaddbgyP8XLvu7t3Pi//iWMDpY+BIs2dskUTh+P1gZshvF3zI1QCm01dxK2Uv0MQeSfWpEXOWW3pKnmROVwtRgi5Z0O7bzGtS1FpyM+69FBqLl79cYnPTNaR86fmQg0G8OShexji44iG9UKVIhU8znT8ViKaias7LptcCHiW0GfWt8kqZI0jz4EvPMClbfC6+kUQ7KsRAXL0fEtxqMjJpMJdd0ItJ6Y0iF41tZmfPNf/Qjf/4N3rIK/9G3/kU53F+81WidnxlDRNi23bk9QyPszHA7pdSQOM7OiX8/zgm6nQ2/Qx1hNp25pnZCuTPIdKDtdsmTsolAJpk/cnCD53s63RCStq2kcs9mcyXjO6OiQ46N9ZtMhP/xjb14WxRAV/+oHHuGzXnmNjfU6MdHv+GfoZOIirdwifyJKUY6IV0LwqVgLphkX6O1yXSCIZ0Cc0mKQPyX3WuIGxDsTPlEtz5BqPmdvd5/nLj/Hk08/94eucS++Pq2C/Y/+0T/iZ3/2Z3nqqafodDq8/vWv53u/93t58MEHl3/mG7/xG/mxH/uxT/h7r3vd6/i93/u95a/ruuZbv/Vb+ff//t8zn8/5wi/8Qr7/+7+fs2fPfpo/vkyhPumIF9tkrYQ9vthva5VUzMrI1Ollh2EVZFpTVXD87CU622dZ7fWw3VwA6LgYVaNMFzptRrwUNpX0n0rZJJRPHrsk6Dwoooat9T0+SYSvAmfPNQzy0yignUw4ePQSoUlximmUWcDiC0g8RJUIaGBRWB1oPWRoWnXnyAog8rak71Yq0ukZXvu2h7nv/gsUmSVmYhkYfCt5no3D2q5YrAbP6c5t/uWf/Xf8rX/3Z/DRYJTnn3zF/8m51TFKl9TzOQqNiaBVRlZ20IUlX5UJHaupj0acGI8pGdFb6TD3DZcvzxjPCk7mnvVhGurrmqgiTVXJesCWEBpBR7xH5dIkZcZijMXk4kil8x7a5vh6hjIZ6zyG4hMDKYzyPHDySAhOjcNoy/xgFzceE40mZhpTlksCijBp02uI8v1DUy3ND4SsIl7h3jmib0VC4mpELdQhWI3WGabXJQYDzqfIRNlhaKPlvW8bUBk6BL724V/nDec/wgu7G5ztXWKjvCXklbSbdW2Lb4VIGLV0+dE1OF9hswIfAkYXUsiVgmhwbk5hMnSWLdkQAm+TZDayPoqupTk+4vZvv5NOPmDw2s+h9pLCpDNLwIumPctQXuwblxUx3aerZy9gyz4uTGliS5n4d963zPd2mOzvsbW9Rq9fMJm0tCFwa+eAj33kGb74y17H57755bzhLa/m+OiYRz/2BL/1Gx9ie/Xj6OJu/vI3P4JvL3PjZiS0EV1OuedPfwujX/8p2qsXMcGjvMTfBuUhiLe59x6vNFoVokzz0tDHxWSktTSsgER5ycEtK9SQ1g05sXGQQd3M0VbLimzu8V3xbFeZxeSeLXeZf/C2H+I7f+0v4pN+9+9/27Oc2Gwl5EcLAqO1OCcQpFBbYyXXwAdG42NyU2ByLaEojfise+dp2jrtSDOMtmQmA6Uo8gFFDp1ySF50aVyLMhll2aGY95jNZxzu7bO9NSLLDGJlLftxdMXnf8FzPHD/81y6nFF2rqK4xngsjBivFVrLCr5tW/b29rh64zLj0ZjhYIW1tXVWV4esrW7R73bZ3BqT5yX9wTpl0afX0WLRG2JCLOR7yyov4oLs49vG0TatsNrbmqZ1zGZj6nnFbD5n59Y1Ll1+jp2dawTfMOje98mDUNBcvzlkc2MfHcQ5L0aZpn306CguZD4GQVyiwqVnTPbiIU3ccXkvaKwQTWO809TFxSkrNULk3Y7oVELZxDUOHfFtYDaZcPPmDZ59/gWefO45bu8efpq1Tq5Pq2C/+93v5pu/+Zt57Wtfi3OOv/t3/y5vfetbeeKJJ+j1ess/9yVf8iX8yI/8yPLXeZ5/wtf5m3/zb/Jf/st/4ad+6qfY2Njgb//tv82Xf/mX8+EPf1i6vz/kNQrbrOnjNEXLRGESTGwSLGiU7CVUFBati61MPgAJLDcY5rcrRpefo7OxQdYpMeT44F+071MSCRhFz+mViP2NFvajUIFT2pWWIqlTcVlbPear3/pT/Myv/WliIm/9pT/zG5w4UaP8KvhAe9+DuGnF5OItYp2hSftR5IxPnHMUGhc9NorxgRCXAkE5bFwEtSd8IEa0chgDq9tDXvK6+7n7vjPkpUQmSmCCIraOUMnuNqop2guLVRnL1736nbzlwke5dHyCu1ZusG2vo22Om1VktosLFa5t0KFBxxadlwSl0EWGzktMVrBlNCfut2hjuPzU8+wd56xZzZnejMwpxge3OQ7Q1K0QwIxA3aQumBDwbSQrNJ1eh05vQBFyNOLi5GZTAmA6OfeeGvFdn/u9fPfvfTshNRnf+9Yf4NTqEb4Rr9/q+IDoHarIiYDtFPJ12lYUPzEQ6gp8glFbR1iQlYIQtMREIiRUx4GLeMQVLESxtFGZRrkIJkpoR4CgItZqUMKkl3tLrBKDUpzq7bJd3iAGReOyhKDXBOdpm6kUGu2gkfpCZtN0aVKTIiYfMUSRboWAyjuozIL3acKTPZ0Yf0gj1MwnxGbGfHJAdf0Sa69+LTHv01ZzctMjOJf8sV9UqJH3almwz9xDOVylOa6pnaKKFdF7QpjTHNxisrvDybNnKUvFdBSw1uCc5/3v+zjrW0Ne/8bXMFjN6fQ2Wd/+HF7y0gf5+Eef4amnL5PZPW5ePeJor+H0mTW07fN7H7vII2/9c/hH38P84+9HzWdENxdez8K2V4uDXYyN8Ab0YqKSHfbCmyGl7bBslI1GWynaoanJMiMe5NLLioEKEFxLVBqlIjrXxJHjK87+DJ/97U/xRO8Mp0+v8sC9dxG9RkW7hE1jCOCVkFqVkN6yXIr2aHqIiZZuv48LnnbucaEhIkYxCo0yStz58hwTcnoqp9PtcvbUOYb9TSl+7ZTWVRxPRuzv76CUYm1zk7zoUpSFIA9KA8KK39qcUnb2GI0mHB4E2jbQ1nNsZuh0osgptcXYDGNy5vM5x4fHXLp8EdCsrq4yHPbZ2tzmxvWbPPTAIefvvo/hyhp5adHKyFqndri2pm4a6qqibhzTyYjJZMx8LuqH8WTGdHLMbDZlNhPDmMl0xHh0RF4UrK+ts772KQYhHTh1coR3wteIceFwlwy1UrEWVYFM8ipogoqEIA26rODS/YEhJJ18CIICKKxM2F4aWdl1e1lr4FDRJuA80Mwdh8eHXL16jSeefZLLl68xGs+J8RRw8w9d6xbXp1Ww3/GOd3zCr3/kR36E7e1tPvzhD/OmN71p+ftFUXDy5MlP+TWOj4/54R/+YX7iJ36CL/qiLwLgJ3/yJzl37hy/8Ru/wdve9rY/9M/zg9P38iXF9/CK7KeWE7ZRLu2qQwKXpWjLzioSk8ftwk9sUQZ9rRlfvkXv1A3yXh+V5emD1Bi9IA3Jv4WFK0e1XuTuKnEWW8AhSqsEVwpb/HMe/l1ecs9THE1Oc/d5z5nTDm0ygbV7HcqtbVbuvQ/lWqZXDwl1iv1Mt9pyd4IAOiFZ66HEU/3An2bf38uavsSKvskC5+utFJx/4CQPvuYeTp05iSagbIL4nUyLKrfQXYfG45uK0DZEvLxebTm7NeHs5hQ3maJMFz+forMc3zq0R/TombBEtY9Yncn7UM9ARTrDHijD9HjE7s05OZ57TwW2t0vyXoY34kaXlQXGObH4Q7gCNIH5pGY+rtETqGc19byiyDtknRKNxxYdsk4PP5+h0Xz9K9/BFz/0GNfGF7hna49T3T1CIw/kIh41ZhlRiauRb1pC2y4zmF0zl4M8eEJbo73cS14hf2bhkBQjSmdyj3W6FFnGIt40RJGfxTygvJBfQhCoOmBkujJIEYlCahR5UcBYI9nNKLzyRKVwLuDbFMDg7mgDVJInLQhhUTmCdzhxD2E6n9PPMvHbDgBy34XQorVNMK2jrab4Vg64dv82pnW4MpfbSGuJTFSkn3OhyohSvdIzMDx5hu7qNtXBbVycU0ePReN8gOkB9cFtzrzqETY2uty+NRcOhtY0TeRXfu799AdDXvu6B+l0uxhtOXvhBC97xX1cvnSDnZu73PfgefKXddk+ucqv/tJvc//9d/Fr7/k4r3rZq9jMujSPvZ9wcJ0FaROlyWKg8o1IfBLnQN4IQc4WTPcltUgplE2WtD7tPZXsl6OP+BhoXUPTVJShj6pauT+yHLSmGHaY795mdf4Mr37JDnHlNUTnk1NYK9I7jRicJB+FqALGGLplSaeTE5qG4+mhFFMdhK9ARoiewnZBKazJJavcWPIipygd3f6Ak6fO0C3WqKqWWTVh7+AWFy8/z40bV9nZuZYkl3DqzFnZG/tGTpR0LyiEk6PQ1PWMvYMDvG9ZX1llY20dm+V08y4ntk6wvb5NnuXUbcX+0S57+/vcurXLtWvXef7553ni6Se45+4HuXD+Xmx2D7u7K6yt7ZPlt5nPpowmR4yOj5N7W01dz3FO9tzey33W663Q7w85cfIcw0Gffm8NpRWumZGbwNd97a/x7/7DW5duZH/tr3yQjbUZCwaQqGUkmlY02QqT3ktBW1KD7mVf7mPyGVeahRMdMbKQzhqV4VO4S1ho+1OzvdgoLuDw6XTOwcE+L1x6gaeeeYZrO7eZz1vgLwD/FFj/Q9e6xfX/1w77+PgYgPX1T/zG73rXu9je3mZ1dZU3v/nNfM/3fA/b29sAfPjDH6ZtW9761rcu//zp06d5+OGH+Z3f+Z1PWbDrWoT5i2s0WjDsDL9a/+/cbd7DQN/EgrCk1cKHODkZLVg+yE3po8an3QIErBJr03pvzvjSVTprm2RlH691CvGQB0dh0q6QdGAu3MqT3IU23Rx6CZcvL60Z9g/Z3qwYDFZRasDCyUznBeXqOpz1WKXRPMHkygG0LOwNgMVWXS0ZniHK6/1w8+f42dm/ICZW9JeXb+eRzv/F9pkhr3zDg9zzsrvJS0kRik4mqzBPnTo6pUEFyMCWfZloZ3PCfEaI8pqIEWVlR2rKDm4+hwi208HNKozNaMcT9EouLNHpVAh4QYk9Z5HTzCtMFrj/JX1Onl0nLzJhiKZ7PcaY2Nce5+Qg8Q7yMicv5ok9rphNG+bThmxeUZaGfreHeBRHjBIC2vlywvmVx9FlTmjEmlDFpPu0QtDybY2bV/i2JjRpJxVrCTjwAe09KsFesiIRGNtkOSpFMdo8R5cFaIngVCFIwEA9S42bSWlAgRAMWktBj+KhiMpIMPlCOhghhLTGEEUDMYqrUwooIO3eCMnDLwoLN1qE7OgbrM7wTnZ/utMDkmGIUsvYw+AbQIqwm1e41omF6/E+YTTCrg3xreiUNcKEtTZfoIDS+Cwp45Gyv0KxsU3zrDCEMwSidz7QyWF0/TJaRe65/zRPPbWHC17MZVTENY7/8jPv4mD3kEde91K2TmxiMxiNjim7ht4wZz5tyDtCLDtxcp1nHr/C+laXn/3Z9/OmNzzEZ33Zn+boN36O5sZFadaVEIGs1mKfFJI0R0loh1gWJ8Ja1En2Iw2UnA1JExxa8RXA4QJoq5nXM/LJhNw7bFFgOxGd5yhrMHnO9HgMexG9MhHzEV7kuxhDyowOy/dOaU2v3+fU9im2T2wzv3SZGJzYpOayQonIWk5rTZ51ZG+cWbq9IWXRodcfsrq6jqVkNp8yn8+4vXeLvd19xscjbu5c4fDwkNF4xGtf/XpOnj5NlqRNLzaFAiWrjOAZj484ONxjXs3IMstwsCKZ5HlJv9dlc22TXq9H1c4Yjycc7B+wu3+bw8MDbu5c4dbtm/zWb13gyaf/BAvy66s/6wc4f+F9xCjPSlH2WFvbZmtzm15vQLfbo9/r0+mtUhaFRHCW8nqtMTT1nMODPer5IV/0lud40+ccs3+0zqnTY7bWq0Rck5vUhzv6oQX/KBJoXS2rKkQzLYYmd6xWpWQEUQ8EkdcFhICmFm5pISFjaUoXsrGiaedMJhNu3LzBcy88z3MvXOb27j7OR+AM8H8C00+qc3+Y649csGOMvP3tb+cNb3gDDz/88PL3v/RLv5Sv/uqv5sKFC1y8eJHv/M7v5Au+4Av48Ic/TFEU7OzskOc5a2trn/D1Tpw4wc7Ozqf8Xv/oH/0jvvu7v/tT/xxYDsMFhubGYkOHSRCyVlE0lot9g4pLjZ5PZXzxb4jEWjG6cpNiY5W8N6STGYIWKRFKE5UwsolKLOjSjW2sTUSlSvbdSDqQimJgoiVeKDX2wjiMSrow71sIAV3m9LZPUOQlSgWC+zjza8cCWSKGLXLLZXiS6YIKHPnTy2Itr8Lwi9U/44tf9Rhv/Px1tk9vJtgosR+nM2JU2FzsMKNriK0jNk6+hxH9se50UFrjxhXVzg4qL7H9Aq0zQuskbKLfxc2m5IMublahlCHPO7jZlGgUoXbE2hOjx6pVeoM+L3nkQYpOTlaUQMr0jndsLmNoiQmKJnqCizTdLmU5xrmGEARussZQdMWP3RhD3i3RJheDE+cJsULnJb5piW2Lzg3BawIB3zjaaoJrZrh6Ct5JNB4ZuBposdFilEEZaWi0ybAmx5Q90TobcTXSuSEGQ4itJGSFCK2SPXrQkoXtPME3KJsLFOcjgRZlLXiZqkMEbY0086mYC3Ct8WFByBG7SJWyizHyvjlfiW1sMCJD8oGoWpHGWUvWGSBVPu3enUvToxR9UISmFumN9+jgaK5fonfvffimkgkkSkRlDE40zZg0gSwsJw3GZKyeuZfnvKJ1LaaImELTBsiamsnFp5gdHXLfS+7CvOOjzKYODWibE2PgYH/Er/6X3+Xi8zd58xc9wr33n5bvFyKT0YTd2yMe3t4gzwte+7qX86HwBGWvwOYlP/+fP8jBF76KN771a8k+/BvMn/79ZWiN1hpFR2SCrbyeuPy55cG8kwkfiQtGsRJYIcYohC4C3iuUagkenItk3kvj5LwwzTND2R9ysHMLMypp57dx+YQsG8oZEkgrjKTtDbBoxbOs4MT2Nq94ySvomILMlthCNM42rVqiUigj6VxF0aHIMopen07Zk8Jddmlrz3h2zGR2zP7+AfP5DB8d1azi6Wee5/DwmMuXL/PIaz6b8+cusDJcTU2luIQpteA2RLx3VNWcyXjMdFzTKWsiYlrTNqJ6GA6HbOSbtJs1Z06eYTqbMB6PmUwnHB2t8TM/+23cYftrPvr7/xNve1vG1lZNnmeUxYDBYI1+v6Ts9MgyK773qTnUUaeI0Ya6kuSyupoSfYuxmhMnGs6e3ZNnR7xqQQWxqdZZSvCSz9rHkGJEF/duUtaEBfcoLteJC6OTRSzo4k8shMRCTpMmOCrxgm8bx8HBAVeuX+OJp57k8pXrjKdzWcMAcD/wh1/7/sHrj1yw/9pf+2s8+uijvPe97/2E3//ar/3a5X8//PDDPPLII1y4cIFf+qVf4k/9qT/1X/16y4fnU1x/5+/8Hd7+9rcvfz0ajTh37hwACsequQTpYUsAtUDRWqOiMDZj6qSNKalbcZmRXeMCDBMIZL4/5fjqFTrrJzG9EpPlkGVJ4wpEiReU7724QXyCX8yS0KONSkYTKdoz3Sw+uOTWFYk24IJLOduWYjCgW/alKQiRA/dh5jfniKNZUgFGt/yZA4p9fzfxD9wAEcvmw1/I9umrEB2u8TBroHWYLMfmUnCUkg4yuigqk7kj2hZah7IZusjJBorIJs1oQnU4IeIxOtLfOoOfT7BlJ8HILZ2tTTEMAWxWErOA6mncZEQ7O0JhKWyObhJT2Rh0XsqrWRB+IoAlugalxAYx73QoO33Zv5p0gM4qXDNBA2WvL/C9F+FbaD1oTXBzMdGxmmgU7XyOr6e004qmHuPcDK3ANxGtDFq12Cg/O1phsi7aFthOVxjemcWUHcT7WaZ17yPe1zKDB51kAgqV59I4NF6IZUaT2XR4eDFcQMvh4KPDpIQw5WU6UFGLrCc2KTxCJG8+eoHf0kETncMryEIr2t/okZywjOgrTGbJuoXcv9qgHGIAg0trHY/SVkh/iFsTWtFcv8R62Wc2H8u9ljzFpY4luFAtDrWU4aw062cvEDDMJhWujpSrAW0NrWtQ8xFXn32GB1/7OaysWuqqodvpMp43eK9o24am1Tz22AscHEz56j/7RZw7t0Y1F/i+bRzz2ZzgGk6e2CSqKU0TOXFqnReeu8E7fu5DXHzmBH/hm76GcusUx+99B6H2EhFpdNL25yjcnT1m8CiTzFOiuL/JuR2JvgYXiY3H45nVntgojHYpXlGhTC7OYxphlyMJWEWe0xwB9W1cOyWzq8uFlryPmohDWTHS8U5QmDwvuOvU3WgvEq1eb0BeCBcmBIjJ/zzLc7K8pCz6ZIVI0ExekOUdvJchYvdwjxC9FGInzHLXem7euM3e3m/x1NNP8fKXP8wrXvoKtra3gIhzDuddykAIEpvpvBTLtqZtnRQwr5jNJUmsqSs6ZYnKcowxlJ0uK8M1Gl9z6eKDn0QMi1Fz6tQX8KpXHROjQykJH5Edvk3xlx7vNZP5iGo2ZzqZcHy0y/7BbQ4OdjE41laHnFjfxOhsmXwm1rVRJKDaEJf/J7rqkJj1Ifl5R1k8J4a3Q6GX0HmMfukiJ8+4Sk6YFjwoLWRSEGlYNa/YvX2b569c4vEnH+fazV2apmUh+5LrWZaBKH+E649UsL/lW76FX/iFX+A973nPf5PZferUKS5cuMCzzz4LwMmTJ2mahsPDw0+Ysm/fvs3rX//6T/k1iqKgKIpP8b843lr8v1jRO+jE5VtorTOlJUc3go4GFRuiVrTeoVM2qlJ5+tBYztmNMxxeuoFdfZpidYW86BJsJpCWEnalioldHQKtr8l9B2sVSmVgFN47fHQo5VGmwKsJpHneL1NmKkwQprHyURjFeUFeGgbqVEJGG6L/MM1t2a9oSNB7kI7PRDbMRdT4k1nRD509ELYzYsyhvMP2hhilCb4hNk2CfFLTEqPs+KsGrzwqk12oKUvylT4mz5ns7zPbPcIWmhCvkeddin4XX80oVocibWodWb9LvT/C6IxQOZTKsb2MdnRMOxkJbN0ZYsqSUAZ0VoCWmD4FBFfJC4lKYNuIwPiNw/uGoCM4RadYwWhDbD2xjejSEl2gaWvyXilF0Ga4uqEaH1FXRzSzqTgZeSd7amPJVMRqQ172MHmByiUExGQ5usgFQjWy24wolJN7zIeAbytC4zF5vizW2mb4BryTg9iWEhMYfZD85hetS3zriDpLkHuQ7xOk8Ao50kNIPyvydxNRHdNCsOJJ7hHsxeoca3Ixrmg8RWeA7Q9TRnQrrnfeo3WG9xUkI5imlilAEbFZDke3wdVCNAsxWT22mNCioniSL1ydUHc8socnz2HyPqGdU1UwL1v6nYLoKvrNiPrWdTZPbPPQg+eYjq5y/0PnmExn3Lh5wOFeSxs83tXs7OzzUz/5Dr70jz/Cyx6+n4HqcvrcFsdHx6AiTz9xhU53wK2bRwzWOmRlzuRwzu///mX+9f/nl/mGv/A2VnXG4ft+mTCby3SUVBQhysEb07SljE5OW/JsoZU0sVH8yb0DrMLNFW2lKbIaY6LknRsxNZEAkRTgYg1lp+R4b0Sv6oA6BnWStFlKDHGFQ6FDIPpAU9fUdUXjGrTVbK6foK7n5EXOSn9I2S1RUQJ4QMhmWDEQ0sZi8kKaXi2k16w4w0NNw+HBPtPJmMlYkARRtkfquuG55y5z8dJ1nnnhad7wujdy/ux5OmW5lCY1rWM+n3M0OmY+m1EUOdbKSuV4dIz3MiGvrR7T7fbRJq0eo0MbRWEKTp0+/iSNt9aRh1+WMxj0qZoG5zytq5OFaMVsNmE2mzCeHnN8eMj+3g329ve4vXudo9EeTV1x95kLDDsPghKrTxN1un/F18CQJTOTIGeskrM2Rier6yhMbuFfSOa9IB8+SXjlxCYE0DYRXJ2sNZQU+ugVaI1rGsbHE27sXOXZ5y7x1PNPcXvvGO8Dn3xdB/4y8E8+Za37b12fVsGOMfIt3/It/NzP/Rzvete7uPvuu/+bf2d/f5+rV69y6tQpAF7zmteQZRm//uu/ztd8zdcAcPPmTR577DH+8T/+x5/WD/9N3c9nXe+xINYviQZEPJosZqAE6pWHr5WHVMl0KklImkV6TUQOwtlEc/zCZQZbJ8n7PbKyQBu5ESQnOJO9V2Latk68w2NiE6qYJBtKEWOL1QZnrDgrRU1wDt82RJ/cmYySbltpVGYohisk3Q3WKw4f/zjz2xPwC9tKkvZTsdW9zTfc9ff48Uv/gICwov/xV/0Yp7u74ESLHn2LHQzReUZ0AWUtKhpi1dyZlKKTjlQZgSEbj3JOghWMRRc5vc0NvPMcXdtldjxlsLWBd4GsLDFaEWoo1ga4WSU2mUWOOxxhiy5Kg1ndRG9n+EbYtrhAbGpcU6V9Y4ofjIkVHz1NPcbYEox4YRtTSvMWlfh2hxbX1Jhuj6Ajutcni2I969uG9viI+fgA11Y4VxHbgMaInWKZibVnMSArOmhboqxBZxk6M7Jbjk5oZMoSvQMfiMmgxLcNwYFSGaH1SyKZsgUKL1m++RCT5UJaMiI3CmHhfBSJxqJUDcEkBCVtzKOGINnnMUjAggtiu7kIdCE1WyoGmQ6CQXuxUxRJmgQrFMP1RBYTkxexwV3wIbxIjdqa4DRFVlJkGaGqaK5fhTNnBBESNwlx2TOyD4+IOsL7FGWrLMVghXK4xv7V24QaplVDp4DMCqQ+u3GR2zd2uO+Bu/jo+y+iMNx3312cu+sE73v3E4yOZ+RZh0Bk58Y+P/lj7+Qbvklz+sw21kTaoDHWcPrckLqa8/JXbTOaHGIzSxsceHj66V1+6Ad/hT/51W/g7i/fZPTuX6DevQpBg4XYNoTk+a6sXhJIl3l5IUm9QiA6hYse3yqKPMPXMmG2TSVM7cJisgydZwKUJmOlMi/w1T7+qEu7dY2iuFeQsuTEJu9jklSica5mOpsymc6Y12OatkFytAOeIAlWnS6ZzQXUSGuaqOVrBhXln+jxXpQIp06e5jWveQN53ucDH3g3o8kEYiW9X5r62rbl6ScusdbfoNcZcPLkCUKSLYLkXE8nNSM3Z1Y9z/7+AZ2yZD6f0/iW6WyK8jKZDwZDtMnEdU8rMmNYGx7xDV//Hn78J990x6r17x+wve2YTCqOjg6YTubMpmNcWzGdjDkeHzEeH3N0fMDR4S7HowNms1lqHJ1YrxKXCoUYk92oPDwJfUrTsXAxBQaPURLvYlJIsEBZpHroFNAjgSxyhrdKSSCqVuBFvut8mybxhqqpODw85tKVSzzz7LM8d+kSo/HsD0zVf/D6t8CvfFq1bnF9WgX7m7/5m/l3/+7f8fM///MMBoPlznllZYVOp8NkMuG7vuu7+Kqv+ipOnTrFpUuX+I7v+A42Nzf5yq/8yuWf/aZv+ib+9t/+22xsbLC+vs63fuu38vKXv3zJGv/DXgN9MxmkKIxy2KTv08ospVYLwgFpT5g43unBuaPVZvnnFGAY71YcX3mB7vo6nX4fa0u8aqRLD5IzrAxEr/CuSbvuBIsvyCpojNaJxyFTVYgtrrW0qkUbsTg1OkvsVY9SOcoq8n6P/skz4FqCq4nhGdq9MTE4+qslW6c2WFsfMFjt8JbTT/CX1d/ixvgs923e4szqPiCmFb6qJGKyqhLJKUdj5YDPxIxFcE6J4FRAdEag+xDwTYvWERUU1pasnjxJ0e1ycGWH25dvUPYy1k6eotPtY7u5PBAuYHs9YvBkKTUrBIELJb1HzCLoRHxTJTJXMo8wJaGdoaLBty2FAp0XUmKMk4JTV1Igs0KaHZsUAFVNmFbgK+qxp5lP8PUc10riVa4LdGGwRZe800HnHXn/ux2UsaTbJ6VsSUHFC8QWwlxgN0mQYOHpDgqfmMZS/HIwGnKLyXVKPVMYmyeP9Plybxwj6NYLG94ogdgUKX1K7lnZUaekJGnt5cD3iZTq5U/pRJKSIq7xrSO0FV5n5Cvrd8hqyaFMnKF0kj/BZG+fPLOsDAdkVmIj68sv0Lv/IZmikWk6eI/Wjrh4DSHig8DO0QSyoqSztkaMEvQwGwdcr6Vf9iis5eC5x/nAf/5PrNx7L1/4pY/gKWVV3ES2tob0yi53P3SOmzcO2ds9ZFI73vGLH+JPf/0XElyDc9DUMKPl7NkTdHsZaE+3X8ikFEG7wMXn9vjxH/ol/oevexsv+9KvZ/LbP8/s+acQRVqStcXIIoEMhMwVEvpG9EvE3/tA5SJGKbICWi8pdHUT6KSGW2nZxasAgUCWKzoZtHsBc+81gmuT5M8mSDZilE1Ii7CYm2bOwdEux0dHgsCZjF6vS902tK5lNa4x6A8pslJWbjY5bSG6bJWaqqgzgmvJMsPpk6cw2tLt9Sg6HR792Ec5PJq8mF6Gd569vUMmkzkES6/bo3UNRV6K932Apg00h1Mm45ns00PAx8j+3jEHByNu3L7J2uoaK8MVNjbWWV1bJev00Ebx+td9jNe/bsx0doF779NsbdXs7865vbvDpcsXuXnjGuPjY+b1lHk9EnklabhJfuL9bl+evwBKB4wRTpEP0kwabfDeoRfuZEkBEoJ8nj6EJUkzIjwAcQwNy1AWkg95WAxwMTkGhpieffk9H8XDfTKdcmv3Fi9cvMhTzz3D1es3qKo/LNz96Uu64NMs2D/wAz8AwFve8pZP+P0f+ZEf4Ru/8RsxxvDxj3+cH//xH+fo6IhTp07x+Z//+fz0T/80g8Fg+ef/xb/4F1hr+Zqv+ZqlccqP/uiPfloabCAVaYNVCqOSElUpFGkfqKLs5JKMK4A4BiUG4UIoJV1YOoBIsqk2Mrl0i/n2JeqVNYkLtIagg8CKGlTICDHSpm7YGJNIG8myMTjZpSdmuTyc4tzjfSMdvTEYUnQjLAkfOssoVgZEf5IYWlTwHMenMDHwytfdx7m7TzBYGYrXcAxEN+XejY8vyU6oDNoGa3Laak47rdFZhikLTJ6jyw4q78iJj0TTkaUc6LomNjHpdCW5Bu9kf2Y03eEQc5fFX2w42ruNbx0bZ05Sxj7G9DCl7KV9I5C6MkYgaBZyJIOyGmU8Svclc1xFVGYl79dmhFZ2oqbo4lpHcI1MhQop8lamC1dPCa7FT6dE10KAtpkjo27EKIMt+piyg8kzdNlbQt0aJfpbK0QuEvs6NiKXi6EltiLr8a5NU02ezM5iIrnAwkNkOTW3iV2ebEdVyulWCHRqSPBdOnzkx0hSqSjdvjJGDEpCEC9iTXJfStqEqO5MFMERvE4TRJtY7xUutvQ7A2x/IDDn0vdY5EXSZwghc75/SL+bsdLpSrQckebaJdY6PXwjiIB3nkzuUhaGKfKf6Xt7j8lLumsbyVFNCSxeK9a6JdYatuKEo4/8CtevnGHr/lexfu+rGE09N2/s89DD93P7xj4PvuQsm1ureH+W5569yaUX9nj/ex/jc97wEKOx8Bbm8xF5buh0LcYoXvXq+znen3L71kikxSj2dlt++sd/k897y8t4y5v/FCvrv8v4Y79DbGTCjSFxCRKMK+ibFoOkGAhK0KzGQXQRpxRFV9O0nvlkznQ6ojMrsUWByqTJEa23wtqcQW/I9Z0bbLq7mDe36JVnZMWBEKnikokMZV7QLUpcU7O3u8NkcozWmsFwnbX1hqpumNUzNtuKleEq3U4XQ0qIi2l1km4HrZSsYCJkWc3W5jpF8SrKvENZdPjIRz/IZDxBo6mbBucDh4cHjMdjYpT9d1l0KMuuxIyaO3B266K4lqVr4mouXrzKzs5t8jJnbWXAK17+Eh5+8GWs9Yd0OiXWFuTFAWdOeTpFh+ODOfuHh1y9dpknn36C2zduE6ITKD9TdDs9sjzHGjEIcq3Du5QPL7ZhZHmW1oMLl+/wInb/gpPkpaGNMmanRxSFJSp5DUv3wrTpXhwJQixeGpdKDQnCnG/qhsl4xtVrV3jmuWd57oXn2d0/pGn/6LvpP+z1aUPi/3dXp9PhV3/1V/+bX6csS77v+76P7/u+7/t0vv0nXZkO5FpjE4FEJQ9hlCPETAIwlEAcIT0cPgZCtCzM+QU0hhfP1yqZwNcjGF26Snf9BKbfxfb6wgzWC9kAMn20LS4FJMguPcPTpElIDgKNwkWBY0VGkTyQAXxLjOWSlKKUdOwhM+Qrq/SDx8TIoGc4vWK598IGhdZihFHNxUHJmjQ1W7Qt8PMKm1lpXmZzYu3xrSfUc5wuyHsOO+glzfOCWYmYfWAwWEIT8aEBL8YA4gyUC/kq06ydOkE1nzIdTcnMIXEV8oHHdkp0UJBnMikmg3/SRBNikxzDpNppIyEYoWlQJhcJVOvQ1qC1IYwmeN9iOh2B/DTQTGkPD4UhjU0hKCLDy4supuygMzFr0EVXJl5jZJpNuMsiACPUNXFh5RQhNrLHDE6Y+MEnlzwsAcWNySYXD09xvn+Vk93bqKBRyoOyQlIyQprR1qIWREQjHbrNCkIjsYo66fUXKU5x6czkhdSSvIoFYWnRKYYRlxyy0tMbIyLNiwrfzKWBCR6b9egONyTX2fk7vIgYUzMppCvfVoxvXKewRvbTIQg7eXYs430iS3pXp0QjL2iAUNoJXoiQShlMVtIdrKfQGXBeMZ8FqkFFtyjoFRmx2uf6Yxd59uMfI7/wAe57w1v4grd+ERdf2OOZPENrw9pmF2st/X6P65d3+ND7H6fsGDa3+4QYOX/+jGilg+KZp6+wdXKdr/66L+anfvxX2N8bE7XFE9i/7fnVn/8gV547x5/7hs9nfXWVo/f8IrFyXD0csLP/Mu7d3ONk/6YQoEhkpCi7ZZX23c4p8kLWPzqLuKZmcrRHUViyLEdnuTRZgDI5Nld0Oh2aw2tQvZSmeIZ+vHAnkESJ/j3tfzAGhv0BG8N1LoanOT7cpWmmjI52aeoZwZ2lbSrqpmE+r1gbrtLt9cmLItn0ChnNhUS8NR2USWxvPUfpHvfecy8qeoqs4IWLT9M2nqZq2dm7xdHxMc8//zSnTp4kxE1BxJQisyKl4v8mDtL5yHhSwaRiMp6yvjbkvnN3o4kMuwOyQjwPYpC40LpqmE/GzCcjiIFhf0jRycgyS5bL+2mMBjStawnBS5a492Ik41p5vUjBDUgEqlqAhUgkqGtTmEhKAVsc8EoJMqoWTafWkr6lEBvkkAYrFZIXAuCFlFZXFbt7u1y7dJOPP/0oFy9fZTydvYgF/t/3+oz2Es+0pbBR7OYQlqcxUWRd8qnIHkgHId1EWPDIHXpZohf91cJ3fMF9DQ7GN0Z0TlyiWJODT9lcOrsoB7TkCysR0Csxm3exTeQSOeQVAo0uDmAdlOxvdUj7MomY1AE5DBPPV8WWzBrWhhl906F/+m4KJ/m7vqnwTUNohQREp8QOe5gsI7RBJspuB6IiC5Hoj/HzqdzcWaShxYdaIOu8YHG3i2wkgzwFi9S1eF8DLCLicLKv7OSsbKyz3zTU8zndbIg3DaoJOOvQeU5wgbyzQnIMluYlk4cttF6gxzxLYQe5EH6qVlJ8TCbMVlqizfAa3KQizMXBS+ddymyQtMFRCGM2k1VIcq9SyqCLTvqERd6BS7urFJoSfIsOVj7DGIjaSDOUfORRAnFHa/mpx97Kd/zWtyBxo55/8MZ/yVc/8ItoMnnQdXI10yCe45FF2IRK+mddFujkjhQjYmSCT9NvSpxSFt8KoQxVyI47TdhRxeRlD0vL2hCXzWFopUHNDZSbJ9LXjMtpQgWRvUhRirRVzXx/l27wRO8wRUbe7WG0I04rYrcEr9P3iPIZvSgJS2xaxepRZ5rO6qrAkVHyhOtKUc8bfKdBaUvXGk4OcsLBPjsf/B1+9rc/yPnX/QZv+pNfyRe/9bXs3Jrw/PNXqGox0XnDm1/BlRs7vOs3P8bnvuklnD93ik53hclsTNM0rK6v0O+vcOHubb75W/8M/+p//wkOD6aAx5PjouPjH7vCj/5bx9d94xezri0/8m8qvvt935p82wP/+Eu+n6971W+CEgcyUg60VoquNURatAXXNnQGPZoYCD4wGe9L0cwsathH6wzlRE7WKQo6KuBHXeyJXWRZIdnLIQoxSqyOISpFUeScPLHF+TMXuHr1WY73bnPMTebTEUTFBqdwITCfN0xmE4aDISvDNfr9Plleio0qwkeIPqBsF6uFte3ciH6/5NTZM7wyfBa9Xo/JaEbbtPRXhjz/wlM89cwz5HnGXRfuYtjpc3C0T9PW/FfEO5/y8j7S1C2ta2RVaRR5liNJd+l+Sc5wZdlhc22dpttiMou1Rgq1Rlwp2xaFxXmFio6gDCo0uNDiY8RF2e87LyoC0qrPeSfEwoWr3WI/jRetfUjm0dqKpFaBI92/qT7EtCLRJsPXNS56JpMJt27t8PTzz/Ho449yc2ePpvlUxLL/ftdndsHONRYrphlK7Ed1lJtB2TxJaNL8HLVEny3g77gw4AeWs63MXaJ4TRPQOHL0wk06GzcoBn3yTolROVYLexYtD2DTzonkZDpHRySGz8dkhdom5zMtpC+tiToRf0IgxFYmqUR0QYP1LYPjq/SZkLcTsuDIjBUmujZoVaBCxCcoR5UZvnLEKqCsEfeyKGxH0+9QWEVzqGmPxwRfi7zHy1SbdQeYblcKf9psKSMRkwqD0kliFUXXG6NGZ5DpHsOtU8xGMw6u38Ba2F69AMGhGsC3KKVpq1GStxmUApMVov12Ad0dQIx4F9BZJLZ1goR12ju1ZN0hJipcM8dogx0MUdqitMEUhUyLRn4tUjr5XFCKgBOf8UzeD5zYkxI80Vqib1FkYkOKEKd0FDZ/TNI8nWeQGW5OtpbFGiBEw9/77b/JG89+hNP9XaLWEnjfyirE2+Q1nuwvlY8Eo8i7HaJvyfIMm5tERlQEJU2NDkmb7WppNF2NjxWRgG8VISiZngCcIugAppWfF4OPwmAuOwXl5iZL3+w0faCceMcnOHx2eJv6aEana0QaVJSpqYr4wz1U71wKs9EEX+GiIdqEaCxkMFH2i9pY8k7SqquAd4b5PFJXTnaTLmCykjxrWOkrvGvpasfog7/Lj/zuBzn1qpfzlq/6Kl7+0EOM5pqPP/ocbaxZXRkQ2uv87rufYPjH1piMj1nfXOO5Z65ijGJltcP+7X3OXzjH3/j2r+dXf/F9fOyjTzGbVuhoabznqSdv8W9/8B285W1fwne/7/VLlC1Ezbe/43/i8+/6CKdW91EmR2knt0vwZB1LZx5wSjwFXNPQW+vjJjVKK+pqxnwkgR1ZryNGEGiMNqwNhlx97COcvvt+pv423WJTmPd6sUqQ8yct1xmurHL/vfdzsH+b39vdZTqa0lRXUq6zY337rDRBzZzJdMZ4OmF9uE6/36fsdCjyDiFEqnZEHfZRqkDpMp2XOWUnZ211lbPnznGwf0BuSoarK0QCzz33LB999GM8f/l5Br2ehLMcHDGv/uvT9R+8FquR6FV6bXqpXtap4dcqoLUiLwq6vT7GVokD8WKAO6Ct7M+1Qoh/sZGVY0pZCkEkWTpKcHLwLn2eCBEz2fDyIhdKg00KH1HyRCXNgcYkWF28GhbrqbquaOuag8Mjrly9xJPPPskzz77A7b2j/wax7L/P9RldsMvhEDUeY42FsCCQKQlAiEEE91ov97QxgosKn0xPZN+TbpJEHAqI/eAywMNrxvsTetcu0988Qbe/iu6HJZy6yEJeEBxa1eCCE/IKXiRg0aJi0qoS0/5MNMZGi1FDDC34mhzHsJkwnN1mEOZkGnHL8k6sQXWGzsQZyfY60BgwEGov0HqZ49saqgY9nYJKZC4lxS30HH48QkULrcfPJ8TKY5taYGRrkn5RpDu6KFCZGD7o4ESz6xJ0q8Fa6K8MqMer9Da3yAZlYhNH/GyOrxpMloECpxUqLwhOWM03JttcunE3dw1e4ES3hqYBBIpTjRc+kBU2bPCOMG/EZSz5u8cYiHUjO+TQgBZVAAB5snZNxgbyvLrlLkpYWlH0sMElAwSSggCRcthFcpe8/hcOTvJJ0YnR8PzBKTbKA3ExC8kFKUZCOxeb0eDRMZIp8SyfH4+IwcGwh8m7ieQWEsFNCHk+tgQv0wMRQpCGyfu0ygly/0q8Z0oX8sLUMDos9bndzW0pkv8/9v47XNM1r+tEP/d9P+HNK6+qVbl2Tr070zSpm7YBRRoEBZU5nku9HJkxHUYPKDKMoiDBGcQ5Kuo1cGRAQPQcA0huQkPnALt3946Vq1alFd/0pDudP37Pu2o3vbsJwtDb431de9eqqrXeesPz3L/79/smZXCt/0AMQnCLQWyD5ju3CDbQyfp0eyORDCkJQ3DjfbIz9xFCa/7gI6RK5HSRVkojuu7YPged9Yg6QymLUdBYmJWesrF0cshUglGOPNH0B+IHkCWR7txz8KGn+Ilnn+PUa17Nm77yT/DZbzzPxSuHXLx6kyxL2dwa8cu/8AGWlr6Q5eURo1GPsqiZTaakaULdWO5/8Cx/6v8+pG5qPvy+54QVn4g39oXn7/DshQ8S4ud+wufoo+HK4SlOLI8JLVYavHAurPOkeQZNIwSkxuITS3dlILazwdJUJWZm5KCrMzkUqkg/77Pz3NPkz2+ydO4a3WxNipYxR3tIRGRHJip0aji2cYLXPPE6ZtMDPvrU+5lNJuzcugFKMZ1tEM0DbB47wK9MKKqCct4wGHRZGo3o9QckSUpZlexPxpS1SEvzvN9m0Tu0hk6W0MkMnW4Xk2zg3CPM51OuXb/BdLaLUrut7wSgFGkih23nPJ92+hsR2CRKK0EQ+GVhZyvpZBz5Uwj5d9FVy1ibACYKlSLi8Yv9NMaWFCaS0xjuWYPGdmIp5ErFQgdxRDDR4u9/5IcSBNYUH43W7KqdCtF+/s550Vbv3OHylcs88/yzXLh8Vcb/f0DrFV2wB2fPUT7zdIupLTBkWGCUiw85xHveyyGaI/y55cwc/f0ifSW05VaIgQZdKMZXbjJav05/aQnTSWVsvPjX1CKoQmQlMqOMR4S2RVyfbk+ROHlsEfu1NqYx0HUVG80hS+6AxDatB7r8GzoaVNYjOilQdCRMI7FpO0Z36EzGuqEOqE4qBScGQlkTvUQ/6iQhmrR9DlK0/HxKsBVJx2IGXXQqDHhJlwioNAcvZvdimynvk0iKIoPlJfJurwWQEpKeJEdF5+X7JTRY/LprS9bt86PPfBF/85e+/t5I8u3/hD/9ql9oHcGMsNOjhWAg0fiiEYtH18rqVAQXCbr1cdcKpRph6iYK6tDepO1UwDrpfFpimWo3ihja0TdqoaQTbCtNxcK0BU6i0ty3fPuToxOV58RgG0+kqWsCRhyWMFR1QZp3BM/WkaBbmR0RnaQ0pQdqlIokibDUoxYGruieF+5MwpXwdpHD3r6U1jkPaEmLskF20j79fJlePqSzdky6whhwrm6HsuqI8YpSjG/ewvtAr5/SGXQhaRmyicbPD9uiIh2H844E2slQOLqXnJWDkjYCQXidtvdYpPGKoobSWoa+wRhI0x6pbcgSR+xG0kSRaE9iFJUtufue9/Izzz/Lxqse401//M/Q655l+9IOS2tdnA1ceOESmMDG5hpLSwOIcrnevXNXWMOp5o1vfoxi1vDCs9cQOoJF47DlDe559NO+f55zq7dayeYi10y08caIFNOYRVxoxJYNSZLS7YmLXIwBW4lFbyfRqMygtCJPDCvdHndeuEJ+fIPQca0muL0+FwWrLfB4gTs2Nk/wqsdez3R8wPPPfJSqrPn482/j4nv+KRLwEviKP/xveNPrP8jhdJ+iSpnOp4yGQ7q9Eb5pmM9n7B7sM5tXKJOS512yLKGpLc42QKSq5mRZl5WlJc6duY/pdMLhwQTfRkwC9Hspxzc3yJOMvcMD9g8nWPupR8HBy2QieIfHk8SUhU++U771qJDJpPU1IVrROQfpcIUkLC5r3st9IP8tYjjj0TQyxoDzDm1MK3lsoU6FTOFQLTk0iFkQRlK52s8sRJE6ivRXDtq2aahry2QyZW//Ls9feI4XXrzI9Zu3qSr3KV/3/xXrFV2wVx56Fe76NaqDseCtIIYiUW4KraLYOvqW4RelAN5jC8KiuIPU2SOJTlu0UyQNpt5zHF56nv7asuB7JmsLh2CLitiS3GKLl7fGDAQZgZmI0RrnfPscRbJgoiYLnuNhzEbVMIwz0ugwaXJEvEBLofFFgU6FHR2qmmikG4tRGNZaJ8TQkC1w6Sg6Z9PryhmirrGuIiRR2h6r22SslOgD9cEeSTMkGfQwnQxt2vF9tCxG5QtSnPjoCjNVXOUito40TUPSHWB0Quzkgp0qBdZTz2egNPvm/qNiDe1I8hf+Mm+97zc4sXSAL8TiNfrQGlLQEtdyApYYJKhDt65UqmX6KmMIoUaHXkv0arvQxUg6AG0WsjgcuSNm7+LlKYw8X93yIpSQUbROONbf5+9/wf/Ot7zrr7LIrP6f3/iPGTBhf7dHUeS4CDHWuCBmDGmyQ6ejyfKcPAl0u932CQnPopjPaco5vdGQblfMgaKTyYxJM3AWFx3Be3yjpBtQEH0rPUtj2yEYdBAcsNMZ0O306GVdkuU1vGu4ebvLixf6PHCu5uRxD27xegP7V69AjCwvL5EmbeHXkkwWZ+NWFuMJwePqGjVIZAyuhJx1Y1vx4oUu585VnDrhSHt9TNbBOWG0+6CoK01dWppuQ55lmDQnSwYkdQMm0M0yullDrxsoKkW/VLhyzPxD7+ZXLt1g6w99EV/1x7+Q51+8zfETa4yWevz0T7yXs/ed4fz5E5w5s0zA4K3cK6PlIY898RDn7zvHB97zcX7uP7+L+aQiVQn9XsGr7/sRnrr0tUQ0Rgf+4Tv+35wc7RNjIlOxdmJGEAjFaAkEUVEJKTJatJmTdwbotjAQFa6Y0ihFOjTiK64Mx5dW+ejuLraY4EcNRudtEYktCUq3yW+IiYqtCT4wHK1y5sxD7Oze4fLlyMU9KdYgEN9//Jmv4YFzz7K6WlBVFdY6yrqk3yswOqMsC+qqoJpXNE0j0HxrAxy8x/kg2fJGFC6rKytsbC7j6jlN46ldxBjNsc11nnzsSbp5h7t7d3n+4gW2b979lESr0OL7R5IzwaCEqxNdy5a851weWxgpSZKjg2oIi9z42O4zCxmGfDYxiv1tYxtJMNOq3SNkD16ge4K/t+51C7ntwms8SiZ8bMnB1jWURcFsNmNvd5ebd25zY/saz7x4kcl4LiE2f8DrFV2wB2fPUT38KNX734tqdyC1iNBbdLehNTMgtqdqecmLUA1Bsts5THv9LdjwsRViSm6tZn7tkPHac3RHq5L9bPTR2DR6K/aB0bfGGLEtJuJpjgKrpXtPtGwGqTH0CJyJBWuTfToK0lSTZKlI3JJcyG0t1uqjIxgthic2ELUlernQTdolVIVEghqxzNNpgupKtKkqa3SMZJ0+Do1TBc28ACdZvEknwyQpbjaW8TJLkOetfWZbuIMTH3EjMaO41o/ZaEyW4puCcv+QvNvF5Ck660FiCEUlTk7zgqzf4+LO5lGxXiwfDVfHW5xY2gejhdHdeNGbGo3JDCp0CCEjWAvKCOThQ+tMZGFx8va2/VzTIz9iFRcyK45G3/IZt11426WjjfAJjZKACCNSM7FntHzlIz/HGzfez4s797OVWY51+uThj5KnGWnPU9Y1mogLNZP6LpP5DQ4nd9FcZ3N9hNIpWaJRqcZFGeWZwZDxtMS0kYkqyFjR+QbnGpFpWd8SYSA2muAVKo8YFUlafkCWdeh0+vS6fTp5jul2MP0RP/jjS3zDtz5wZFzxv37LJb72K24Jv8qVHG7v0esmrK2uy6QqRHQKwXliWRyxpZUyOFu3EI4jAj/0I0P++t/avPfY336Lz30sI80yEQG0nVHjoKojddPQ8RZjolz/WUbjtEwIdEbMumTZmDKDxkW6TlHu3ODSv/s3uMkhn/81f5bnLu5w6cJVprOSj3zoBZ792FXuf/AYf+jtT9LvD2icxQdIMtg6eYw/9jWbPPGqB/jJ/++vcun522iluf/0hzmx9gJrxx7iG77xs9m6cAN3sfVjCE6YyUGykrWLqFSRxERMQnA4G1BFQ5lMSFdWW9yzNVopSpQyJEt9dGroJoZwMMc3Bc6VRyRLteiwXwLxNE1NURSMpxOmxYykO2S4som/uspv9qCO0XD5Sko/L8nyFIvHFZ668SSJaaWHiiRJBAN3gcnskPF8SlUXOO/IsiEnjp0iT3ukacpoOGK6PKEpSjrOsby8zIP33cd9Z8+RZDnD4RLTcs6du3s0zSd3mxHprlUQkxKBh2BBVhW/B5FbqihQU/ABZaK4fCrQKsHoNrAH1U4wpdAaLXi1dY6iLDkYH2K0Ju1kdPIeWZqhk5Sg5bAQo8KHWiZnSEpdREy0FDne1zhnKeYF4+mY/d09bu/c5sb2Da7euMHe3piibH6XFer3fr2yC/bJM+hXv4Fqe5v5jW2xclRGMBBV4/3CEEVIDHFB45c+ijYkkUX4wuK8KCe4xe8CRgn7MtYZ4xcv0V09TtYb0E3WxZ/ZpARtcKHNU3ZCaBBGQ5BNUEVhTNKaYwB95ThtD1maTXC+Ri0N0FkHnbZRd9ECKVhHCDVJp4syYEZ9Yl1iq4qgEpSVk2gIkeg9SS+VVKoA8aAUhy4FujdAdTLMPJPReONx1hK0pqktSWLQicJNZoSmJhkuo/OsNXUBkCQjaKMjvUOZDKJGm4wkt5AYmmJOJx2iU0204uPtfBtg4eFs5wpa+U8o2kZ5zi5t4xsnBUJJRxxdRGcKnXeJSpMEhU9qsSJ0jsQ3kq5FgojqcmK00nUrBa1pJybBq9aBrr35iYIBK9klRFvjIzrPiE46dtc4rBUnJ9to9g9ymtlJjsecvcPINpaD2WVqAlpndDo9hlnGRrfPic0n0O5RDie3uLn7Aa5ef5YNO2VleZlBuoyzE8xIEyaBaBuqIqE/ENmS2JFqnG1omtDC+zIO94o2Yzti0oiJhixPybOUbq9HL++QmATd6XNrNz8q1iBY+Df8/fv4gs+6y8ljFZO7NxnvHHJ6Y4nBcAhGxvARhUoUti7oBsmVVtpQ20L+bQ83b5qjYn302N+8xX/6VyOMSQlet92/wntNVQcKV9OxOVma0OmP0Aaausa7WrTOxjLo5STGUjcR6wIG0MWcq//pJ6h2d3n7X/mf0DFy+84hH3v6BtHB9St3+Dc/+i7e9NkPsXV6k8HSMolz1GVFIHLuwS3+3P/wZXz0Ixd4588/xeHdCXl3zKjzLDp5lGrzPvTVC2jXSLpc28k1QaSjyke5P0IkU57SKbwL2HlJ3alIjST56bRL9B5Xleg8J8lzsixnudelmk/xfkbOqL0XWmUETiY5PlLXNQeH+9zevcvu/j47e7sUVcCkV9pr+aVF2zE5eA937nZZXdug0+lIY+BKaoRoZVRKJ89QOlKWlizPYB6YjA84ONjFGIOzjs3VY0Qive6AQb9PrQx1U7K0vMyprTOsrW2QJJI/3+v1SRIt1+RvWuI5I5NNFTV4SQITCasczJoovvVHhDsV0dEIY9to0sRAYlCNxmpLqAJGJ/I+kaAbS1lW3PE7VE2Fi46V4TKRhKiMGPWqiIpp6++eCfnUN+0e7wk+0LgZdVkxPjxkZ2eHmzu3uHbjKtvbN9ndm9A0nhhPIIEdLyK2on+w6xVdsDurK/QeeJzy1dewh2N82bSdEgSvWgvJuuXzCNkMYKHNk876pWMdxTxusRPO0uEFBuo2ixG6EDA0zUHK4QvP0VlaI+l1MWkm5Aad3Bv9KE10AjIanaO0BxPwyhCMmHD0NWzYAzqTXUrbkHQzVJDusBUDEZvWyxkvecYRcUmiwtc1OjFk3R4YRXAe7QwmdGSqUM4gSNC9TnNYSKlmJb5yeGtJhyOMD/iqpJlN8LUnMSKB8pMJvioxnQGm2xWjE40kTFktHsyqTSxTkrKl0wzlSurpBKUC+XAIKJQWPXaS5QRn2Rzc5bve+r38rV/+enwUO9Xvevs/Yau/h288OjOoxsqEI/oj/MJkHSIekwqJTHtDqBWYRQ55EL10S06Rk1srvVvEKSYSXL8oJLT6VZTYDoYYpDsgYkuHcwFXwcFhzv7+Kfb8EpcPK/bcPnXWR+dLqMESS+vLHNvskXRzrt/c4cWbM7qTOaczzanuiLXBm7gz7nNj+30UxQ1OnvGYTo47rBima8xVRVHOyTuZ2EI6RWMbyrqkqWcSnxlb2oNTArEYhUk0WXdIrlP6g1W6eYfEZDJ67Pa4cCU7KqiL5YPiyrUOpzZL9q9uE8spZx86BQmt3hxo/QKoanxV4oMVMl6AYC1N3fD8heHLPvb1m0Px2UasRAMRFxR1A1VtKcoxndSQph06+YjENJL37eYYN8H7DknXkOQB6yypEQ25Vg13f+VX+Pe3t/kTf+c7WFv7HKbTXyRJDA8/eooPfeg5fuonn2J1fYnT5y7z5s95grW1JY5trmEdjFaGPPG6s3z06Y9y7eouuco4PAy8+MIVzg4C4dYOx1f6rT+4dMxagVOBTKdYV0u8atSkCZRNINGOZj7HZhmpSjDGYbQiuppQlST5kH6nw2pnyNxNqZsx3c4JjDLynoYGrSXToHYN09mUvYM9bt+5zY1b21y7fZPtW7eYjCcsZV/HuPnnyLbtODH6S9zefjfWbnH29INsbG7SH/QlYauR6UyWdkjTjEynmK54NQy6faadDmMMe3sHTOdPc7Cxx+bGcZaHI3rdhwnBUZVzkiyhv9Sj2+22OnvTBtV8Ivny3hJjlcZarHNSuJFMB5SSP7OBsirFbtcLX0MnijTN6HQGJCYV2VvaUNc1PgRcsDgfiaEieE/dNMzLgqqsBD5SCVqnJFpjVBelIkFZCAkR147oY2vz21BWJZPJlDs7t7i5fZvtWze4dvM6+3tTkRMCklv9L5FDkkc8wH/gd1Kifs/XK7pgmzyjc+wEaw89yfTyJaYXLrbEsRbHiBbnbcsBUwQMC/v7tq8SHmHLNnrO/Ul+1X4Xiw/oNeav80jy4zJMjyC+ySnTGzPSlWfFZzzvYPo9ILRnWiC2rlaty5kDiAaTJHir6SaG427M6nQXNxujspQ866O8FNLoJEYxBo+Lpch7TUKa5WKQX4zRiSSPReekw02MkCd0EGvMbt7qG4KMz5taute6JjopnjpN8bYmuhodFCEavAkkSQIhJ1QFtqyI1QgyIXGYvCPdeVRtJ9tiqFoTowQPEDXNvCDJc3QqzGjdEr68d1hX8DUP/xRfcObDXB2f5NzqTU6tjmXM24JaSqtWB62I1qHzHKnaKdFauRl12urVWwLKURKWsMWVkeAOtEiZ4oIx2h6+gNaPGblmWs21dRZnPS4YZpMON+902Z1u8uys5oCGZHgCrw0mSdncWuK+R9bIOl3yTsLla7vc2SkIjWaWZ+yNx8wxPDRaZVU/wM3dQ+7uPkW3N2NjPcfbQM0cEGxUgicCzllqW1CUU6xbGP+0oQTylpMkkCaGXjejP1qnm/fJUiOxqDYQ+iPOnS6E8PaSwmp05PypCu8adq9dZ2OUs7K60eKwkagXzmVAXUuuOe0ISukjmOnsmfJlH/vksTEHiCtdDII/BDR1HWnKgO8EGmvJmhKd9UmSlCxT2EbhfY61NcEbVHCkCkwXFI40lRHywfOX+LFv/Hoe+/Kv4h1f8lp+46PX+djTL/D4qx7g/e9+kelkzq9/aMLFCztsbIx44MFTfOHbXsWgN2BpecTps8f48HsvUfmKOG7Y35lxeqi4cvs6Q32awepSa5Zi5dfGk/dSTJJhG4uKkdQoPJo6ODJb0dQFaaIxLsHkfaIvxRa4m5NlHUZZTuUiwdt24idwm4riJ+5DpJrPmU3mHBwesn3nJs9dfIGbt/c4OCxpfCDhB9jIfpZu/hBL3UuY9DZVo7m1vY1tGspixtrmOr28T+0bpuUM53bopUN6vR5Zt0M/7xGXRIZazufMihmHe2PG44KiKHjs4Ue4//RZVldX0JnGu0C/16PTS3GNjKi1Fq/wT7VilCLsW3a48xZl5DpoqpppMWE2n1CUBc56jBEViRyeIURP09TUTUnT1Li28HvnW+mlhqjwzlOFmvF0RrczJs8yOt0uSeZFGRPvWZNK8ph05pPJIXd27rJ98yY3bm6zvX2TvYMxVdW8pH1b5FYvJhoG+BfAz/IH2Wm/sgu2Tuksdxmdu5+Vhx+nvH2L+vCAqBLBN+OiWNOOYBZirlYa0xL/Q1TMwzF+7ahYAxie8v8bZ827GLLzCaYqTaUZX75Dd+Uy2WBAPzsuZAdjWpmByLxASbdkItFJN98zihOqZH28g6pKdJ6R9Tt0tBAjog9Eo1uZV8BHiyutOC71GmxVShhHogl1Q8hydJaJdCoISQoXxJu6HWEpLKQJKohtqW7dpPCggjzHtNsRrCjV+MYRjBeTGO9w8zFxLqEhIe8KI7NNsNIuR6UKnfcwiQGTYRJLNR1jEk1naRVtErTRJCahcZamrDAmZyO5wfFjt0l6uRBSiGBavXYq48fgxREteonMVC0JT9EyxRMlftwxyghWNF4onaPNgj2uWrJZm28NbSGX60KhwWisd7imwVtPU+fsHW7w4k3F5XmHvZAReic4ed9JOgPNbFxz36PHeN1b7qOyjhd/4xYfee9lbt08oJqLD3SMoJIeV2uNoeTJ1VPMprsclFeYT8esLI3Ik07LO1B452TMT4LDUdqKqipxtSc4SLTIumIAnUby1DDMeuRZn16Wk+eSD+69xdmadDDi+EbFP/w7F/iGb72fEDRGR/7BNz7DsbUp5WRMcfcWp0+skXYWXaVu5VoO5yGUc3E7y5J7kaJBwmuOrXu+8+9d45v+lzP4IMTDv/8tl1lbGZMkItVy7XTLELFOUdWKqvZk6VzcqcjodHsYHdE5+NBBG5HCmSC2lDrMSQeOTu4xqZjAHNy8xUd+8P/k8T/25bzl876Ijz3fpYoJp08P6fS6XLq4w/7OPtWs4fqVPW5ev8nnfsGreOihs8yKhkiKDRZXN+wfTNC9ExRNw8H+Lv3RoCWBiU+C9Q7rIE8StHZynwVIUmg8WOtp6pI0MSQqIU07QINrArruYno5S50eu81YConmiLRnotz3rq6ZTyeMJ4fs7e9yffs6N7Z3OJxUWC9ksUaBt9vANrlRdHRCajTWRQ72Dmgqx7SYsr5+jDTJKKuCw8k+Idxm0B+wtLTKaLhEJ0s5tn4crYSA5tx1Dg4bbty8xeb6GvefPcvJ4ycZLS+LG54wgphPChKzh1ZiTvWpVoxC3o1KhLax5RI11jKfTxlPxxwcHlAUpbgIammgvAvUsSaGQN3UVE15ZEt6xA2CtgFIUEqiSYtiTt2MZDqkF1TiNtUuBGwTKKs548kh+wd73Nm5zZWr17h2/SY7ewfUdfMyBLqXy61OgAf4bwX7d7m00egsp7O5yfKDj3J44VmqyR7eNRjdFRw6xpb9nbREszaXSwViOyKPRA7iy+dKz+J5NtlhQSNeEBmq/YaDixfpra6Q9Xpky22CTKtLjUS0EQ30QgqcKMUxpqwfbqPLKaaT0+13ZeOKXp5PbJmIMRKiFWtBH/F1Q2gqfF2iTIeFB7HuJCS9Hml/0OLLXoIsNOLVnYjRvUJjco1qTUt8ZQnzGqWj+IvnOcHW+NJKfKTWkOeoRmOMIthSmKXFTLpgk6KVJqYNKkuly0876CQj7VjKw0h5MCUb9GUkrg060RivJF60mpGluWwaPrC4ObRqiWBKCY61kGJ5MVvAhyNNp0pbMxdJaBDwQitC42WsqcXiFZUIVJaoVpapkACSRSh9gqsttq4JLlDM1nhxe8Cze5obzZD+ieO85nUP0BmlDEcrPPXhS3z+lz/CqVed4GMfuMLO1V2e/chtZvuShBR0QpK2t1ZqmAW4dFBwZthlfW2Lnat9qnof21i6WU7EEZXC2YB3ct1UtqSYH+Kc6E111IRatUOASJZDtysuVv3BkE63j0ll9BicpaoqBoNlUJqv+iOXefL8x7i5s8aD5z0nNgpC1Mx3dsiKCetray37XB+pHoKzuMrhEyuuemmv7epFRy8JjJ6v+ap93vJ5BRcuKU6dmLK5WbN/2ZIlgdxA1WKVXkEToWkUdamoMk+mHbYpSVNNlvfRJqH0M7kPtSY1hiyBNM1obImrG7LEknZqzH5kOp7y4n/4DxS7u7zmy7+aK3cKnnm6YrTa5/z9m3zsqasUswKM4v3vfparl+9y6uxxZtMCbVKS2MXWNXt7M2xMCImhtjI9QCnp7LzAZ9aVKJuglTi7SeCJ8CGcle6taSoSk6GrGXmeyv1U15heh17aI2saFm5zWqXtBE3klnXTMJ0X7I/3uH33Nrdv7zKdNVKs4UjM4oCJhTCPjLyn11NkaRdFQlUW3Ll1k/m8ZnV5A2Uc0UUmszGT8ZiDw0OWVlbYWN1k1F9ia22LTtpl0Otz5cY2d3cOuXnrFnuHe9S2ppNn9PoDiFEY2XXdZt/oT5n7EBf66QUHqN3ORNNcMinmHE7GzGYznHdHbHkTEtKocdHhncNZR3T+aGTugjCOQpBULmMiaSqH8H6vz9LSMoN+nywTOWEI8pzrsmEym3A4PmD/8JDdvT22b97g8tVLHBzMaerWK/yT1iK3+hM5A3Dh05Wk3/f1ii7YtLKbpNthdOp+Vh55ktn2Dar9Q1woZPNRLfWwHZEsbB7i4uelfLOsLiMeZ/c+IIVjpK+2JggLRrn8TfSGcnvMeO0y+XCZJOtAry8GElq8p6N3YnSihGzRDSWDw13ifE4+kIzpaIVk5TRtyAeSooXFu4os7+IJ4g9dO6KtSbuG6CK2aogzSPsNobSttEuwWpXICE/nMiJVOkHlKSYzRN2gtCL4Gm8D2NgayCSoxJF0OyRaQi58XeFqi9JDTGhakaXETOosIdQV2jmiTiR0JDPoNCfv9ajLCb5xpL2e+GobLaTAWBM8+DYkRXvRIKvWHFtppJtODLRMUiX6MXnvo5PHipJyFJPWB90YUY3kjTBvjRG6gkFIPa2sRLXdNVGjdUpZzOT9LBMOx6d53wsHPDOBsHKG06/Z4o1f8DBBw2C5xwd/+TKf/cWPkBzr8p9/9P1QO174yC0MGefv36SoLPPCU1UVuASVaKr5mEmScHXngNesLZOoAWXhqcsSNRxJaAkJEh+a0PiG8XSfeVHhqyjEvbAo1pCm0MtzOv1VhktrdPMuyULu11Qy7iynqJVllBZ44thaycljd8k7XUATrafe22Gtp+n1k5aHJ4RIX5fYwmJ9wDUVobGo/iLvOW0li3JfhRBYW5kzfFUhn0UbMGISRZ4psjrSBDkkEZRoyZ1CtYe0RBsSLX7VGk1iutRuIh+aDugkI9MRY8CalLSxJKmiqyN3VM14Oufqz7+TnRvX+Oq/9x2YJOPpj1/m+NYQ29RceGHCvJzSNBW7d6ZMZ4Fep0NUYLKMxBh274wpbUK6chw/3peDMgLJWK9a7NNTV1Fc9o0cbqKjDdAIZM4TMCidy+k8KIgaX1XEMCTLEwZVTzDVKKl9KDFZaZoK21iqomB8OOHO3TvsH06pXWgngLL/LMqKjTB20BSB5WgZ9g2DXgdlEmI0zKcznAt0uxILnJiEyfyA8XzCZDpmOplxbP0YG6vrrK+uMewN2dzY4tK1y5RVwbyYcjg9ZHk6Ik1S0iwTAUW7Z6o2G0Ar3UpXP3H54NtDXRD8OCR476nrhqKcU5RzGte0bHyFj4FOqtpUvQwfLI2rcM61hyaPC07cyFqDlF6nz+pyTq/bYzjoc2zjGKPRMipJRUddFczLgvHkgPm8pJgXTKYzptOSqqzxjZW971OuRW71v2DBGYCv4w+aePaKLthKG0Ch0y7Z+jKrDz7K4YWP04wngnc4YRUuYvdgUXSDOMYqhWv1PQN9m89N/ybvtt9JJEHheLX5G/TVLSTAczE8XZTtiCtTxpeu0FlZJhv06SYanWZHnXxKKsYhsUa5GaPZbZJil/7KEt1eBz+vxRpVJyglYQPOW8FsM0W0Hqdta3doqMcTVNYj1RlW18TY4KsabCPjbR0k7CJJ0LnGZxnaJpi0g/BoosjQTESblHQwxBYF1f4U1QTJhO7kgv14T2yqo6hHM+gSajnoS4i7YNjaJMSqxs8KkdSZPhhI8hxfaEJZQ0/Y2FpnaFW1bH2NbRoxISozdBpEdZWm0LqsySwtotvM4tiGzC9MGFj4hUd9FMWnkogOwhDXbbeIaqcMQZzN0PHIb9u2kqmy6HFz9xS/+vwhNzjO8PT9nHtsiweeXGfr/hV+7j88y9mHl/lDf+oJdiY1v/JvPsSZU+tkA8Wb/9qDaG24cekAjaYqApP9KR97dkxTFmSdPkTLjXCDx5oeKnRxFrytcb6RbHIiad7BBce8GjOfe8qiJFh9j2yGwmSBTg96gw6jYZ9+d0DWyVpBgsP5QNU01I0nXVnH5BnlZExichk7Wk80nlBNYb7L+kqfJE0Fh44SuuKaQOMb5k2NckNAphu+ff+JXkJZwgLWDiijRQ+rNN5ZEh3JuoG0VKRBYwP4qFvHNtVeA540zehlXbpZD7TCRgtNS/4jwwZF0EM5qGSQZHNMpUiIhDVHlgWSA8v+R5/l//xrX8c7vvnvsvoFj/Kud32U5eUuKtljMMi4O59ivcW4hqoGo1vOhzHsHc4pKk339P348T6KBBtKnIt4BalW0tnFSG1965wGSUu88hGclZChJlo6emECEuRAbj2mk9FpFFXppYPXutUWqraDd8zrksnskJ2DsYztj2QrHH0d2ybDA/MAtojYUBOYsbq8Rqc7IoScEGvqwmEMdLI1dD9jMpNErtl8xni6z6w4zcbGMVZGy5zsnmB5aZlZMaXXG9JUJYeHhxht6PT7wktpmtYEyJCmCVop3EufXLuiD3jfHE3DjM5o2ilSmmTkeZc0lYNjXdfYuhHcm0hdz2kaJ1CQDdSupChLmqYiONm3VpbXWFsZcmx9g6WlZbq9HoP+CjaU2PmUsqopyorp/ICyrCirChc8edLDcMhsPqGsrKhqPm2F+QEEs34A6az/G0v8v3BJ4QxYuSG2tlh59ElmN65T7x0Ko7DF0NRLumq1aJlb/pFq3e0fTn6MVfVO9vxpcnWBkb5LiClhIdaXNv3ITU2haPYdhxefp7e6Tpp3MaORyIOiJW8cS3aGwqFdQ6oivc0TdDIxVFBdhSorycpF4giDl+zmaDU0kbqck/UHoBRGJ5jUoDCkKiVmUlxRCltOxZhFybjNuBzdBLGZzCAmHuUUOhVtss4MutMn0ymKhGY8FacmZVqrTCEZaZ3QHY2IChodCFaIOCbNxIPXt4YPIeLLUjr1vINJUkyayzg7eHFPS8TvW+usxaPEttDZEqNyQMbvKskgLKIpBZeKRNFF6xaLVgsuPS2BrK0e8d5xST7clrcQFoc2JeljGqpxRYiG8XiTi7vH+OgO7HbP8eCTD3L2seM8/LpT3Lk64dfe+SJZHunkPSoXufThq7zqsZOsH1tivF9w6+aM8w+ts7E1pJrVPPq6De7enPKRp3YoqwJFpH+6obnWoawqvK8xKpB1+iIzS8A1DdbVWGuZFQXz2YRglYRlOZlEmCSQdRTdbo/hcJ1hd4k01e1dIDpWay3zckwZI6bbk3CPpkI8bqVOeBuh9nSahlxnwpr34vTk6kZYvnWNcx7jPb69FryPJDqXUA/vsT62YQkeosKoVA50MZIliiTRZBkkVlFH8Kq1/FURTUKilXRqqfAwIoKNGm1obEXlEibmFHtmi8p5XDVlZCrW1JCeuU632yFQ4JUmpDnTg4qf/N5/zOu/9v/Gg+dPMSstW8dmiLzJ0TQpnU5XDntRHA6VD5QB9vdL1rfOUT71q4KZuoi1FcEFrI/y9kVF9NCoiKnA4lGpXPt1GWi6FZ28R5M1aORAQPCEsiHpdukbTTObyyGyTYeSi1JyDhpnmRUzZrM51kvK9UtXPCrX8nlEoEaxVwaaWKLMmM18QH/QJUtXqauG2tcSi6qXGA5SAjuU8xn7u7s0pWU2m1JtnWZ9JPj2aDRs9eFQVgXjsaasC6JSlPOGsijxzmO0Fk20X8hj7y1JchUrK+/lWSdpSqebg1phOFxHKUNwkXk5YW9/h9n4gKauqWxFMZ8xmU6oiorxbMxsVtDUlqap6XZ7nD/vOb66TiftMOiPSLOEqp5R1SVVVVHWJXXV0NQNIUZSlRCV4u7hbS5fv8jNW3cpCvdbFOvF2uYzoVAv1iu6YC/ORzEEgtIkoyWG5+5n+MBD2MOPEG2rp24j2Gh7Z3X0UbWxnMjNG4AON1nVV1ropXUS4x6CDXyCGCyGlOL6nMO1Z0kHPYZ5hzRL6LmK0fSQpfqAVHmSJEV1+yTJYrQIOu2T5DWE0Ha0NT5IQpHJMsg9TKf4qiZ4S5KKoUqMUchiRpPkHXFW842Y3ytNMJFYRXSjwDpM4whZiul1BRM2ueC4TkM0kr293McWNW42xRUNxqSknRSVZ2DA1w0qKJJcMEzb1PIaohwClBOzCWphWiqTkHQ64KK0IFqhkxSTdvDNREh1KhGDCm9RPkErSyQh+EZILQvj/hYrVFo6E0nZaou3b4koyqCMnO7F9Uj4BBJOH1v0RLpV78HVFh8Md3ZO8fTtVS5azfHXPsIo5rz9a59g59aU9/3Ci1jvSLTmc//I4wxPLLN3bYc3vvk8oQx0Roa93RIdodfLcZVF68ju3QkXXtjH2VpkO0lE9WZHZj0uVHSUP8IBA1E+96i4djDiqRsb9GrHiOsEKx2YSQNZFhnkHUb9FYa9JbqdPqp1JosenBMZWF0WxLyH6fawdSVM2fZ06kNABUuYH5LY6uh6CsFja0tVFhRVQVWXNL6iO9qQjslZbGOJBnKTy7/pHA6HROXIVAYtngWpUqRJkI1dQap0yx3RKO1JkoQkH0AiVsExSASpNjkhTJlZ2DGneWZ3mcs7d5nNdrB2wtpgmXNLfe4frKKKaxQMYOM46uwasUnZPih46v/4Nzz22jeydeYEDz40YvfuhKWVVYJL6ORL1I2lmNYcHhS4JlLVjheev8qZzz3PWCmRGwVP1VjqElIURiu8lTE4Joryo/V1D2gckaZsaDoVeZbiTWuMgrCeNYZMKdR0F28tKknbQ6ckn/koWv+yrqiq+mgi2IoTj9aihC/2JKI8l0kVcHszfLzLqSRnOFil31+lamqKakZdzSGmDHpLqACT2QEHBweURcmsmDI7dprjx48zGo7Ik5zgPUU5x7qGZC5eDMVsznQ6o24aiIbEpEKYjHxC8fNBVA5iXSvPNEtyVEeRpZEs64KCshT4JnjHvKqoq4rZfM7heJf9/buMx2Mm05K6Em5HiKBMSZJqjq1tMhwOMIkh7eRYZ6nqEusa4YJ4UdoQAkVZc237Cs+/+CK3bu1Qv4zhyytlvaILNnBUkGMM6Dyjv3WGtcdeTXHtCvX1uTSKbbSgIWCUmBQQNQGNbkMO5OJvmzQWBVq6byn1i8Itl6Z6yenX1ymHF26QLy0x6A3p91OW54d0izFUM8lw7nSkuCqFygxRJaDESk+nObET0b2BuPeFhT2QIu+v41xNaCoJEPGR4CsCgVR3pAA5h68MLPD6tjhpk6I6PXSvT9IfYNLOvW6zDoSmINQNMZOc32xoMIkCNceWNdEa6XhiGzZilOweMRITg3c1igzQQnSLjTx3K+leOsnAO7EWTFJ0lqArLVaordd69LSv2RNjKmlmyrTxgLpN4IooZ+SdD1IUYtu9iIQP6azNYnKStB+k5BuziEPVCucCtqypyh4v3hjw1O4Sd1WXx77gcT7nDz/BhY/f5r2/eIGrF2+zt1vwyONbfOlf+BwOgufS8zeJ+zN6vQ7L60M6g0wYvwR+6T9/jAce3iTPE25cmfG+X75IYjLKqMl6HltUJLZLf62D9TO63RSTKEKwInWrG3725tfwjz76dwQLxfO163+JNw1+EKMiaRbpdQzDwYDRcEiv2xEORFxghR5rG+qmpKwsqjdApx2scy22Gdo0I43yjlhVJK6WMbgLVNMZ09mEg/09xrM5ztV0uhnZStV21x7nHGmSoY3GFZbGWsCQGMQX2jVyKPAOpSJpAmkaMTqSthMqrRwmhSQV1yqt5HoKLanQR4+PhkN1imcOl3n3c9vszFZYS8ac7m6zXt4h1hlXdjX7TUSfPE6SbjGdw/bNHe7s7jIt5+zXFW9SrwetuHn9Nrv7B4z6I06fPM3qcp++K1hRJeNxzWGAS89eJPujT+JHKxRFTfANTeWwc42PBqfkflRR8qd8jISgwYrDm8o8thFeic1q0m5OJBPoyDuis6RE9GSHujgkHawK/0bTFjZROjTOUtvWV5OXTpvvjW/v6Vzu7VUuRqa1w+3uY10k6oQT6+fEW7zbZzIb46cHRGfJ0y69jmU2nzCfzyibkqqoqeqS4+tbLC0tk+UJWZZjjEMnNSGIG9jh5JCqKFFKkyU51ltJ1XvJss5RVBVlUWDrCu+7aJVh2utQ4fDWUxVTJuM9ZrMZdR1wNuI9NHVDXZXURUVdexrbDvyiwHo7dw+5fP0SgcC8njMcLiPRs603RBAb2bqx7Ny9y8Url7h45QqHB5PPCHvR/5L1ii7Y4gbWFmQAbUhXRiydf5CDRx5icmcb7TySdO1RKqKVbzdxGTm5aF5yOhQ7UxM1bnGufQnh4xO02y+5gTQKPw7MLl9FrW2yPMrpVCXUMwi2ZQpFyX9WHqN7OF+Bd5hEwDlf1yS9DtqkHKVQOIfq5JLyZIQ4FqMiKN8m1DQEW2HqOTFHEqhiFAtOk6GzHqabymgbA9ZKN2VrQuOw8xkqy0k7mWC8OiPmkC9FdJow35/iJzWD4VAexy9ONOJMlA3XcE2Fb8T7XMfYRmJGohOmdlgQ1NDCeNcpmBTwqHgPqxYJRkQ5j9aKmCze6YVMLkUlEpqgUEQthy618AXXLbM9aKJS3ByvcOlgi/MrtzgxPCQSsaWYLxTlOh+73OUDOwPGasT62RM89NrzXL9ywAc+cJGbl/ZQaYpOPKce2eTF7QlXP36d9W6H48eH7F6f4dF89Kk7/Pp7r4v3c6y4/7HjDFe6XP/VO5RVgzKWxGQk3TmaAV3fUFdzYqzI8pSs0yOEEmM0NyerfM9H/84R6TFi+JHdf8rDnV9gq3edblfTG/QY9If0u32SdEH40UREv1/bEtfUYjaic3SSgG8kUlCJS5327TmnqaFuaELNfDZj59Ytdnd32b/tCSGwupHQGXRRPrSxiMKarq1iOBjgvcd7T2LEKtI1NSAbq60bFJo0yehkljwRjXxAk5qI0RK1qHWCTkTXrxON5KzDLAy5XK7z8888xqXJjwKGu85ztveXOaZ+ENvUFI1mHsHYhlFdoeY1AyqajiFVGTt3r/HzP7cHaHbHB/SzIY+eP0WzPWN8uRSVRlMzIrCad8ny47zw8zmdjbOMb10h1Q3W1oIv+4j1GVoHsRmOER8VzhtC1HQ0pCbINewCvqmJnZ5cv1EgpugtRick1T6z6YuYwetRpHhUKymSaaBzrnUF5Mg+96XFerElAS9pGe79eWE91/b2mNUlVV1zauscg/6IleUliIHxpKFmjlEJadbBuYqytOzYXRpbU84LtrZOsrK8Rr9r0MmCr2CZzWvm84rGSaKeSTSpS7HuE+M3m9pyZ/cOd3Z3WBqtkGQpnW5X+A3eUdeBcj5l92CX/YMd5vOCTMlEL4RAt9Ojk/WZZXMy68RCt33RxmjS3FCWDYeHE0ySYp2nk3fJshytNd5bJtMZ29u3eO7FZ7ixfYuqtr8Zan9Frld0wQYlI09lSJKIUxGlU/rHTrD2yGuZXrlK/dzzcEQXa+M320axBUC51zfLIUC2lkV5Bj7pq3CEL2nkYur1ck4fW2cdS1pYtG8IjcN0W/lT8NJtovCxFMJWy6x2leh2Q+UIiDWisKAtauYJrhI9ZIygjRDbrEVlmXyddFADwaZdPW8NQNrGsqgkXCA6calykt5FplFpJszyRAxPRN8rpilJHumOcsa7NS/cTLntH+bBtTts9XaESNLLcOWc4CVy05Y1SZoKkxNHdDVKdeSQ4WvQXcHOk6bV80aib9HXKOHxyiUkJpVPJAYp7kGJtasR5q3GELVuYzMlRGURoxe98AB+9Om38Y0/83WEqNEq8F1f/C94x+n/AKTMi2O8/4UBvzHr0j1+mj/9Z9/M7SsTrl+5y4fee5Wdu/sQYTjs8tlve5Tu6gqX33cd5T1Lax0Gy33G45pf/+CLPPjQOc7ft84zH99uk4Mi+3fmTGelZCc3gU6WQ1pS7iY8lnW4vXsVlUzodHJCXWNyTWMbLo7P8HKywoN4nnOdbXq9HsuDNYb9IVm6OLxFQqgIzlHWDXXTYIPHWU+qWzjHc/S9znlia8xSj/fozCYc7u9ya/s2d24XVHOFUZHVtcjqco+8k9LtyPjSeY+3gWAijW8NiayMH3VqUCqhKmaivw2WTGekRnK5s0Tyzn0MpEkQ3F379m5yGC2JWD4YvIOpW+bZu+tcmnwLvOQA8zP7/4RZ9jMkbOOjsFLM5ascXr3eQiGa5TxlNc/RSY4zkTI1rHdWGAwGbFAwfe4FDuYliY4kaFIDeQLd2zd45tpTrGx0mOQ5a31ayY8QOS1e8rNjJAaDjQofEjSKGk/udZtIFwhOEXwDSQ+lPNG2Tm2JIZnNiXtXUMdeR1SeoBYdtqgAXPAtD2NBI3l5YtRLi/Uns7Qju5M5xQvPcjibcO7UAywPVxj2hsToCcESQkXSRHISMFDXlvF4jDaGTi+X8JhOLqx3EwlOhlSh1eDrdrIVNQsq0dFyLnD71m0uXbxAYhLKpma0tIQxkstggxMDk2lFU0c6aReVQFCREHuMhitCINWK0bDCh4U6IqXT6bA8WGE4XGY4HNHr9uhkXfKsR8RTljN29va4eu0azz//AvtjSR77r2W9sgt2aAfYsQ2hUAqddFBLKWvnHmLy6JNMbt6gOZihkexVrQxKSRqSPuqbZS0Qan1EK5MbZpHiZWSaLDmuLARegSyPHDu1zpmTJ1jtJCTWiqv1cCRj2ZYRG2xLvkKhjPh9K50SmxJfFeheBqg2rSkISxsN3h1h8PKUK1QqMYCoiFaa4AtcMQPrhMmrW3wpIN1qjISqkg48TVsrBIXOjZioHE2KWp9trUm6PX7mzh/lm37x/0HAoPH8vc/5bv7Ma36B6ILg043Ha49Jc5xzYsmtEOa2bwtpEEP/YDxoYdh6K5K7hfuYjMidSGqibrOXHVol7ZgrihFK67O9yNpVWkbeMUgBuDnfPCrWcolo/ubP/UXe8DXvpUPCU1fP8RuFJa6s8Rf+/pdw+8qUS5dvcuGZm9Q2oBLFsN/nD//J13L8wePsXt2jmJc8/Mg6s1lBfhhYXrcMVuY8+OQq0Uee/ugNGge3boy57/5jNLXFmBTfWJKeJckiTeE5u3GcF575ABlW8okzITJ5F1gNH+c3ywo1jjNLlxj0eyyNVhn2R3T7kg4l0qCA90ESi3xFCBrbOJo60IlilasMONuIfjoGgitxtuL2lWvMnnqRnZ054zFASr8TObaRcez4kH6vR5p3yfMOJtU456jqEm0Q60gfsN6TpPJ8fVW290/AVzXaexINJqFNTILEiDtblkJmumRJTqIyFBnRR4KLNDHnQA0opx0+KeyChAPzKBv5Af1cJFlBK6xS1EEsMeuqwo8n+FYSVcTIw6OM+46BKhqqnqcymtJGJlXAN5BZTVdFDucNOwcNK11Y7ke6BqKRiNWoZR8IQWGDwQeNjSlaiWbEB43zDu8dMQRuzda5M36E88s3ONUZE4kok2FUh+bwBUxxkbR3PzrKRCgoqUqJEr+IRSDwpyo1v1UJisC8brhw7Srj6YQzW2dZXVonSzX93gCthIMydofYKpJqjXMnmUweZzKqOL4uYUomUSILTRPSTMtYmwBKwouMFmmlf0n7GoF5UbN9+w4my6kay9rqOr3ekCTN0DqlaTxKZQz6K3J/t9r/PC1ITUq/P2Rj4xhap625UyTNErRRdNIexiRkuZgjJUmC95bZZMbNOzd58eJFrt3YZj6vfpvEslfOekUXbNWGeSgdW3MSIeDoTJGur7PywGMcXnieZvZxvJOs1USHI/MCPoGABovirZViIaeXoPWIaTXDvxk70hrWNjs89NAWq72UNDQYDVobTBqRZErpEmVsD1EFlBUZV9BBWFCphHUQghCmnJPXhgItGl3VOixFE2SuGbzoYaMkaYm+VggVITbQWKKRMXJEkqFUkhCDXMjJsIuhkVEegqlLVjIQFdt7S3zTL0mxBggY/pf3fiNfcPqDnD9WoBLpMFTw1PWMJM3xVUB3BNuNMYiLQpYSEGcnrVKUSlHKQluwxb9ag5Lgex0iyntxjkukA9fREHwb86mAtpNXba6zWGcGLu1vfkJetbwXhqduPEFsKj428zTZCm988zk+/MtXed+7L3C4X1DbBh8iqysj/uiffD1n3niK+a0JNy7tgQ2srndRZKxvdNg9vItvHHe2D7nw4gFlbUlTQ/CeO3fm7O3PUGhCtJiRxdaabhOgnlK6m2yNEoaDHoaEEB2Hu7fYGDr+zIn/kR+++c8IJGgcf/b0X+bc8h7D4Qr9/rLEUird5gE7yc32Aec81luZdkRaLb5vu/5W3xrFtctoTV3MufDCNpefmZLolM1+4PTxnOObQ1ZWVul1+mKQoRPMYIkk6+HKgqapSDMp1iF4YQubiI8OH4Loia0l2AoN8rkq3z6WqPDSDBIjznwm0RhhCuK9F/zW9GkILIX38puNKxSeN3/hOmtrbyfL5HoNiRRt4SZUHN6+w3w8ZjadM53PmO4ccmHSEF+8y4nNjMYEmiRKx+YVtolUBEKAEsU0QhE1s6gYJZF+6slb3bWrElwwNDHBRiHLJchh3gaDCxKy85N3/iTfc+F/OzrkftvnfTd/ZuN9xAgJKX5vTHHw6wyz03Jvs0gZFIb8IqMo8FsX5t9qWR+4tbvHrJiztrzGxsoyw36PbrdHYhTRe2wYM6n+O6bNP4eZ4eaup66/m896zUcwSSTNuhhtMEZjTCA1Cq1kVzCt61lsmxkAoxSZER8KWzkm4wlGZziryPM+eVejMKRJh8TINRtixC3shpM+g5BDXAIt3uXSOnlMG83Z7r4466nKgvH4gBcvXeLq9Wvs7R/QWP9f+M59Zq5XdMGOtCzgqFFKiFoR6bZ1r0vv5ClGDz7M7OY29d4Bi3QY3fYyLUJ6pLNeGAMArVxq8Xu5QD7J7l5FhssJp8+uszLskOLFACKCMXI+Nt1uGwepuD1Z4fL0BPeNttkaHkjBbcWsKkjYgLiVSHegNPeyYKNHJanM4FXbb4cge5pvpNArufFjCFDVCC4mus9gG0DkaSoqiV5MJQtbKdMefMQsQuIzAy/e3fikGMwQDR+/PmBrcJdufwhpgi9qVIMUERUJZUHe67W2hl7eRi/SH9mYEpkuhHZz8rElg6ct107IZgtimVJGpgZoxFkmYZFjHYI/0mLHGDi/fAutwicUbY3n+p4lrq9gsi5UDYeThg9/4BnmsxpxJs3YPDnkLV/+JGG5w90Ld3ATj60qPveLzvLoa84wOjbi9tVtrty4xdlzD3J42zKdCcxy/MSQ5dU+7/+165RFDd7TWTbofMr8esqTgxF3dy8S/C2Gw4Q00S1VITCZNags8qbeD/Lg6XeyH+7n7PIlzizt0usNGPSX6Xf66BRcS7AkRiGreXDB4q0XX/joyBJFqqNMk7THViUxC62JjMZWNTs7EwoPD64HHj874PjmGr027Sn6ppXj1CTREvMMNzsU61TvCQTqumJezIU4ZTTeSWcZgoeqEr93L5f0An9KtCJPFFmSkSYJadLGyCqw3jEpJtwqarYv7uOKW7xm/Zt4avc7iEjh//Iv+WHOvqpH1H0Jz2jvYe892keSbpek32G5Kmmqgr29O+w3Jbfuzqnmgas3PEbJYEgpJelgPpIp6GtF10AeWxMhrShnioFWDLuRbhIxXYevNLZJ5HNA3TvcB0UIsOdPHBVrkEPut7z7G3n7q/4Hjg32MCoSxprp1Q/QXf1ssuQcC+cz4Xfoo4nEpyvXn677/s0rApOioqhvcTjZ49jqGhvrS/TylKWlEfNyQ4r1S22Zn/0GRv0v5dTJMcPhiMRkNI0VB7IoY/uIl8llmzWv2yeWJppBv8dgNKDb6WKUFtliUgAO52eSfIaRa1nFo0MoEYmYVYlMkvBH6g5nG5ETWk9VV5RVzWw2Y2c358q1jIPDMVW9+18FVv2p1iu6YAsZTMZHWpnWZ0PsQIMOJEsi8+pfegE/nxFtIASxSozIuFQDUbXj8ZZ+qaLC4TFiNv0S4lm8RzyLjiTVnDg94syZ46RAbCpIUslS1vfIY0ppfvSZL+Rv/vx/f4Srfudb/il/+pGfF1mOby1NnXhdR1ujEoNKMqJqmc5IQhZRobJEXMB8kPGw0Zg0I9QVpCmxro4iPWMI4g4UaYk9AZV00KkYrEgxVO3csj0cKIg+cGZwDY0/2nwAtPKs8nG86xC9haBIBn2STgc7nzIbH+Jdgw+ebq8vIzQvvYJaTClaQ+WoJG96geXpEGVa4J3g1FoBQpoL0aFMCiQcfYALiCDeo+WcWp3wHW/7Z3zTL/6PhGjQBL7szH/iwS98gJUHT/HR993lyqVtnv31bebljLzbx0fH8ZNDvvBPvZ7xuGawX9JdSjHLCV/61a/mzAMbdIddrl6+zs/+h19nvh94wxsewvY0jT1AGcvpk8sUs8DBfkGSpNTNjLVzMN315NWAUyPDtenzjJKSlZVlsjQlest0vE8TPaqUbnh9cJ2T6Q2W+l0p1oMB/V6HJG11rcG3SWQIFmhLvLXYYPFByD/GaJLWm14DrqpAGRIlobKuadBNyX0bmtc8sMLG6jJpN23ZvTNh6JY1Ze0Z5stsZFkrUWtJhSjp6psGm1nSpIN1Jd4FXF0TphNiU7Ve8C1JU4FJIlmqSZQh0RkqySWoxDtmxYRb+3t87ELJ/iywfO4sDz95iS/sfBMH0w1Wl3fp93YoCkvU4K1vQ0I8ti6ZzysmBxOCSmjKgugaiqIkokhTsUgtgiZLFodgGaNXvj2oq0gWoKcUveBZR7MUofSaotB0FfTzQKdfy5SizPEoTBTNsWodBm/aBz/hfoFF1vtJjg/30NqQuMj0oiI/8RMcP/dXWwKXdJJJmkna129Rjn83Ncn5wOGsomruUJRzjq+v0O8lmPQRXs43+/kXFLv7H2FpOGI4GIBKmM3nFLMZtmlwtiE4f88CQcn1lmeKwWDAaLjC0miZbp5L3nWoUE0gBoN3cuTQKsEYMcq5Z0sYiEERnaXxjViMVg2zWUFZzZlOJ0xmEw4mU3Z3v5LJ9B/xmZSo9dtbW8Ct3/FPvaIL9hFLvMWnA66dI2m5iVJNZ+s4owcfY3b9JvbgQGQWrXORZKaKqYpf4OBAPPIqkxpuUEe/X5SGTldx/rE17rvvFB0d0S27WXlPsBGVRel4beBmuXpUrEEOCt/0K3+Jz994PycGO7QgL9q3jFLABI+vppjOEIhiOpLqo+44uIjCyug8y0ELeUxhhOSWOVxZQfRog+g+TSbJSz6icoXJO2Lz2b4utER4KhPQiebU6iF/57P/Ad/6/r9NaGMwv/WzvoP71kome1NUXKW/vCZyKmVQaUbe7VNMSsrplGZe019ZojPoE4JgYbSFRGmxMCXYNi1NMFndfq6yFiQf137vQsYleJ82Kd414NsMZ61p5pavfOAnecPqb/Ch66/h1qxm68kNHnzDq+mspLzzJz5GWc5FYpaKx/nacofP+9In2LlbcGajB8WEY6dWue+J02SdDBs8H3jPx/nX//zXSHWPt771cVY3hrz3165y88YVBoOErbN9/t2P/RzETbJ8iBl4kqxCTU5wph8pptdoyhc5uZWwPFqRIBQCd+5MwUNjFUZDnkZ6XUO3k9LtdNoEri4KGTHG6AUn1eZIb1q5Ush3MQopCI+3DcE1qNSItMvW6DQTAk9U5DjOn+yzvDKiDoHDvVtUVU05r6lmNcUUprXh5H0jVKqpyxrXWOmkFXIYJGLrmnkQ5UUkoIJD2al8TwJahdaJDvIM0kzLFCrJBJAKHutKdg/3eObCIeOZYfXB8yw9+ShJr4sLdzDqKt7B4V5NU8+xdUk1K6inE9y8YD6rmUxrZvOGKkiCWfQOE4W8uG4UlYKQGUKeiRGHj5Q23nPCi1A4GLfY8bb1rGeK453Asa6mFxImNQwqGHULRkuOw0kfH8VJERVRxnOy88InHXKN8pxd3qb9p+ikCc3dmv1n7zI6+auk+nNQGrI0JU9zEiME2d8PAVIEysZxc2/MrCjYXMnIkgEv55vt6mfZ2d5n3xySdpL2E9Y0NmBdwPlA4wMuyEgbZPv1AZI0YWk4YDDs0On0233VobUiMYbYerLLfihwlvVymKwbS1OXzIuSaXHAdDZhNpU4zPm8pKgkltO648T4j3jpZOAzIVHrt15/HvhfgdXf8U++ogu2IoikK/g21lIudB+algnpMf0ew7Pn6Z3ZYn9/nxBsW9BbwwbuFWXx29AYTOudq9qJ3ieyxBVip93J++Spls6wrokKrK0kHKAK6LSHMYaLdzc+CVf10XDlYJ3j2TY664gtaYhoLVagzllhb7laNNVaoU2GyXIhj6FkrNwfgnPc2B9waXyS+0Y3Obk6xdVOkq/SLihFaEeWupOh8oS02wFl2whKoN10QCxRldaYJOWrH/op3rD8Tm7XD/DA6h2O93ewZcr+/gGDuCKBEyoSKotRCrwj6w/QWUozq5gd7pFmCVkcHmHpGBmB66iFxGdSlIoy+mQROejbQg4qF1KSvP9iNytOSQ0gUEAIClvW2KqhKQz1ZInD2Q380hav+8NP4FzkF37yWQ725yijMZnGVjBY0Xz2Fz5IVdWsJ46HHjrBmYcfJ8nFKW1vZ8y//+F38cF33cZZz+e89gyDQYePf3yXD3/wKkpXnL7f8Y/+979GXQw5e/LL0B3L8Yfn3Hl6g3Aw4dR6j53dp+mZCceObdLt5Dg80/GchgrXdsxJGsnShEF/SKc7YjQY0el0AIlfjLQ2mFFjmwrrGpqmoikLmgqqqmQ+bShmCQex4bWVJc0Sgnf4WmxDjUloXE2MHhUcuwc3mU9KprMKN02wVjO3CWOXYI3i0bPnqF1JbWuC8nhftxCSIXhQuSbNOhAkAlEHT3Wwj7eW4ALRGtmkk0iStpu0Fg9t8FT1nMl8zpUbM+rQZemNj5Lff5qYaOn25yW+EgvXYjpltrdPsXvIfFJgG491HhcUVbyH+QbnSZTczwZIvHgf3J43jCdiB/xSB+w2400Oq8jfFRGuV3CngeXKs57DKINlpehVmjVtWVubEOY90WJHMVdZ6dzlbz7+t/muZ/7B0SH3O7/4n7HVv4tvIsFHiBmDYYegHmT7ufdz6qGHiLErRbuTY5KEyCdKpX6vlwuR/XnDvLYs9z7G+uivsTv5xyx8s1e6f4UsvUlwknhVzWpsoLWYlfIuU8pPlpyFIASyGAJGBTqZQqmUSCLSU2gT8Roa5yjqinI2Y1LOmM0qprMJ89mYyXxOWZTtASG+TKLWA3wmJmp9+rWI7Zz/rn76FV2w79xNeWAoY15hKS5KqzAgvHdgDOnqKkuPPMnsxjbV3V08IgfTOEJMUK2Biom8pDDLKNsoUCq2SqlFLyouTjo2lOMDtNF0ALzFmIzgBLPGlZClnOtdQyv/CXiwUZ7Tg9vENiBAJamYaAQnLPQswagEPy8kElL10Q68ryA46WhRoD0//LEv5H/6z3/2aNz+PX/kB/jaJ35R/Jq1kbG8SYlEgvJkSzKiisqg225EJswaWqNBZQw6M3QHPU7ZPdaKd5HRwdYZ0UOv2xNpTxSdrkoUzbQGNInJiS6S97rU5UweW7WdjDYoEohi/q90Jph0EJcwFf0RCSeqNnfXO6LyQtzTZgHuy9ON8vqaYo5rPE3Z5+rtB3nXTcfwNY/z+KNneeYjd7l9+4Dnn74OWjqXbmLYvH+Ft3zxo2xsDelmjode9wCD0QCVKKx13L62y/vf+SI3X2w4trrOg4+ucvb+DZ575haXL++g4y4PP5LxUz/zf3B354D7Tn0enUHC0pkdtp8ZoqaKrW5GdXCVprzIya2MpZVlfAxYV7N/OCb4QPSQ5IEs0/S7Of3ukGF/SCcfiiYd2TSds1gfaZzDBktdzyhnU4pZxbyEwwPNYdHnoIGNXkCFgElEP++VQ7lW/1Bb7KRhp645uB1pGoV3eUuoCpDA2hDW1vs88LonmM9KrHV4H+QziRyl0lnnyYJDo0l1Kn7ido6LssHXCE6sjaKTKbpZRqfTk7OorSnLKds7E6ZJh/4bn8Ad36IJFjsvaYqSuiypJ1Mme7sc3D1kNi5x1mNDS0OK4qsdo5xvc9rEt/bPLFABwSgKpXAvE1YRY8QtoDXUkRpEtXj3Xg1T5xnVikEGqz2YJpGdIrLVmWLS9AgXV1rxlef/P3zJQ89wyz7A/ccPOLE+bV33PASHjo6Vkw/TefItNMwo5mMiKSpoMp2QJS+fhPX7sWoX2ZlYeuk/Y733E6AfJDVXSNQ1AgqTisrDey9vihO6zEvQqE9ajfXs7O/Sv9XHaI33AetPsn+4Sa93DaO3JYxjNmY6nzOfzZgVJbP5nLK2NI2kdP3WWPRnZqLWp18vF9v521+v6IL9pV99nm/7loKv/ooJKgRiiCJdiUHcv6LoKNPRgNH5+yifeDW33/2rxMq2MOgi0iMcFe1F8LmnNe9XC/EXwGJkHukNDP1einMOq8CEQHS2bVJljEuSEyvHZrbNt7/pe/jm9/91wVWV5++/9js4nt2QLkUp0RB7wZCjhmg1tpwinbTMAHBRwjmMdNzBNdyarR8Va5Bx+9/46T/HW89+mK3hPigjGmet0UZjspSkIxF0SicsmEEqAi5IoU7aLGedgEroDZfwPsoYkimJNmhn0cHjmpI06xJ9IMlyAJqyEg9zFFnWa13MpBALYU6OP/HI5FX+TPTWRghn7eciO4OCRLgH8v6KEYeMiT22cgQH1bzPlVsn+eC4y+DVZ3jd2x5mVnqefucFijLigqXbzTn70BpnH+hgTMn6pmM4DDzw5IP0R31Qiv27B2xf3OHSx+6wvrrMH/rSDe5cnZJ3NVcvb3N4cMBbv/g81y/O6C+l1D/dcHrrbWweP8dw64CDmwlMRuimYqMbqWcv0O8csnVcsohtVTKfFxR1RUuGJ0uh2+0wHKzQ647Is47ki0dhYzsfBbN2jrqeUxZT5pOCyThwMNHcLVKmNiEzgRPLgUdPZHQTdeTd7W2D1gobHE0xIakcZW1QrSQn6EDacawPDOurIzbX11haX2X53Fluz+a4xqG1QQXB0X0IaKNJ0xRjEowyOB1JdIKy4GOgdg7vFNZDt/XLUW14iPM11lbsHh5yGHLi/Q8Rjh2T59fU1MWUZj5l784uO9fuMh0X1E3AtpdDfElHHYGUe4dt2nvVo2iidIFF47Dx5ZHh+JL/B6LwPdrHzBPhXfgAMxupPVTeM+kpBt3IVMGmloNBD1jPUtKsz6nhmHP9ZzC9DMTjjODqljAY6K4cI1teIs83qeZzxrMZRVXgvBOf/v+yrfF3tAIws1C766TmhkwbtBxcFIi6o32HlKbF7VtuAqr9DO69sy7AwbjGumscjCc4/+e5fOPvscCZN9e+gTT9VxRFRVk3OBekK/8dA/OfmYlan34tDhm/u/WKLtgxKr7l247z+W8u2dywoAIeL2xlLNIXa5JOymjrJOGJ1zK9eY3pcy8KuzPGo+9ZlI+2b8W01inwUufxxeg80u0EclMzO5iQjnp0+0N0kmKbWqQ10ROVFUZ0DHz16X/P563/GlcOj3N2cJOtwY6MgKOEPwiLuu0ig221mLQ52Ym4J4WAUQqdaog5Criw9/Lj9ssHW5xYmorkyTp0L0enCtM14oTW2iHK3EBLo+rFwQitZQyfJOhUY5xmMByio6KcTrHWkicpeLG0DLkXSVcAnaYkLfM9qgjaHJF8lE6A5iWFW95VFRNQbedsFJhEioNuCXF6Id9bDC+RPw+BalpCTGnmq3zsYs5TxTJ27Thve8drODio+ZWfepa7d8Z0hn10ojj/cJ8v+5OPoXTFpJgxWh6xurlKlud45/nohy8wvltSjiuJ/YyKwSBjOziuPn+Lzc2cL3rHIzzw5BneHW/x4z/+rxl0XsPJM69h9fSM3esOtbfFcDAic3NGdp+d+QXuO53T7aTE4KhDxcF4gq1r8dlOI3mqGfQGDPvL9Dsdyf6OQeRK3lN7S1lXTCf7lPOK8b7lziThoOwwtXK0We147j8G57eGLK/mqODlkJYamnmJjZEkTSj3dsiip8Hgo6fXcawuwdr6EivLa6yMlun1u2QrW5jlZeYX72KbmjTPZWAToniEJ0Yy6Y2+d9j0juAcIQhs1FjRKKOFp+GCpSkLvJ1T1I4Dm1GfuB+3eZwmitbblgX15ID9mztcu3KXyUwkd4sxLC8p1ureFdEe/eTXKi5w1UiiVGvp+9urCBHZUm2MqHsuocQIjYtUAWofsSFSdTSzNHCYacZeEec1a8cQzonRxAWfE5Hg+SCqiWa8S6ZU270qyqJkXkyZFmMaW/+2nufv9bIRrFtECMuvErurjoo2LGCDe921av//0qJtAxxOK6ZFgvOLYg1guLv33Sh+nMjB78Gz/sxL1Pr0a3HI+Ie/q59+RRdsECODq9dSNtftkYQkhtYYRYSNmCQjW+qjz91P+ao3Ynf2mO8ctqkyyCCstRyEe6dF4dYseOgt8UxFtPZ0+xmZ9tjEk2tNJzeYJMeVCb4uiU68gaN3rTd0YCu/w/GN28IoTfN7umuvUConxDkKLx7cMRLKSlqvYCXjIklRdUVsFDEP6DTh3Gj7k2RMRnnOrdxtXY0iqtsRrlbaSr5i+0aZhelIBCfFWyIsQSUaHVKSToZyMoEYLhm6vS62rAmuQgVNNZ5SJVOyzoAs6VA3DYkyEjgRvESD4trOWDTXGIUyOdrbNvjBofUiuLTVmCeyFS+IarF1f1rg7CoGXCOfS2yGXLm1xdNVn1Of9wRZt8eVF/f4yPuusnP7AIzGBcfWWceX/6kn6fZh586Ufr+PbSo63RzrHD/xQ+/iqQ/eZrS8xOe95QGWTg+4emmPK9d3uPLiNd72pa8hjVPOPnCSOzt3+PF/96+5dXWJ+x98ghOPWpqDDp/3ujeR6pz3/9IlziYVk51n6HV3ObZxnE6WULu5YIJlhTEOk0aSBPKsw3AwotPJSZIMpTzOQ+0cRVMymd5lsj9nsu+5M+2yV2YUXqIqeyZwathw/6kuxzd65HmOUorQ1CRJQpZ3KMcTOZD5SHVwSBUCjYI09XSXIhsbS2xsnmTU6x9ZPCYnzmNjpJyXcphSEaUizlUEIO92yZJExBAL/kPwOFvhvCgyrIeoJbglorGxYeamBOeYFgnlxoOUm8doWgKbnZeUk7tMbu+yffWAg2kjcFeLdC2soKW7k8skQf6T8qyoQqRu79i0ZT0E/6k8wz71coDzL9kLlBIPBx+pAxQusuI1DBWNC8zzhLENzLb3eFt/xJrps4DnxEJWtVk4FjffJ1rxHWhszbyYcTjdZ//gkHlR/74Qzn67K77k17A4Ib3krVMv+f9iZ3y54XgEnH95nDn+nuLMn1mJWr/1+gHgp39XP/mKL9haR86ecYhdqCdGTfAKj2+dsFK0SdFpTn/9JKv3P8b+lQvM9j8oMhUUgoJpdBv0kSqFjeLgczQTAmj73uFAs7axRJp2GSxr8iwThrgOdEc97DzB24boLL6pMWlsndGUuHvF2AJBGm2k4w3Bok2GCmI0ERUkgxUI7c2rDNF6PA6TZYSmItrI8azgH771/8U3/vJfwbckl+96+79gq7+Lr0RPq3s5ytXorNfmKvtWxRWlY6LV3gRF1BFlJLtaZUZggRjRVhHJyUKHuCJdVvQR7xqassCWFfPDPfb25vR6GVmqGS5vMjm4y2A4oGO0YO9ai0VpbQnI68UYmZeaACQCQ4SATlSLV8d2PC8M8xgcrnbYyuLjiCu3jvGe3R7Xq4w3PnaMrTMb/Mj3fZjt63fBGEbLGU+8tss7/swXQwhMD6Y88MTjlE3JxadeYOv++/ih7/5PfPDXtvFOcf+jfS4/t0dt73D92h7T/R0+9wu2eMPbHub6xy5x+cZFvvc7v4u9m6usnrifB14PB7drPv/1f4j9WwWXL1Ys2TmndM3Ts4/x5P19lpZzBsMRdVmxf3Ab11TkHQWJJo2KUX9Zsq3TDKUMNljKumQyn3C4v8f+nYLJOOdW1WXuTTsGjmx0G86v1Zw8fYzl0UBIPQrqakYznZKblNHGcSZ37sohMIk0rqHR4q2fdyL9gWa4tE4376CNEXvaCPn5h5nOpsxnM7TWZK2BhoqCY5tW9290hg+W4Auxr4wKGx1NA84pjI6ChZpA1US88VS2Q9VZZ378NIUy2KqkqqbYwzH1/pSDm4fsTyrqhXIjqsVLOyrSHa1IFkyxlgjloxT1RRlJaAeQUd6alyuEmUnpdTLmZYkNL18qBRO/V5R8hMJDOfHM68j6ksZ5T9lTzFzB/uUXefu585zbOEYaILhICFYImirBFfs42+CilsSs6YzJeM7+4R5l9duNfvyDWS+FEOSrT/dsX4k48/8V63cu6YJXeMFWKvLt33KXrWOW4FWrKW6EPR40IXqUCSRJD2MyYgd6p06y8uDDHFy5SH1rzGKwtmB/i7n/YhjeniLb2VuawOZGj8dedYL7H3uAvDtifngLUxYYrcDXgCfra2ydgukRygbfTFAxQXkrxSfN5OiaiFAiBiv65MhRJB/RE32N9+XRwcMlhqQ7wEePslE2sETxpx//Bd5y39Nc3lvj3No+J3p7uMJLOlOWEL1FZxFfV0JCawufUkI8iyqijWmd3OT1R1rddNIhyRU+USgvPsq4iDIBlQa0y4g2UNQFs/0Z1642DPslG8f6WLtDmmeY5Uwc2JJERmth0R/Fljwn3uJKGxmHG41eJG+FdneW0Ymw6Usrxh6xx+2d+/m163C4skW356nnnn/5D36R8XyMThXnHxnx+W8/TYwVL370GU6dO0fW6fKrv/SzvPtdv8Yf/+r/nu/6xh9le7uhkw9wlFx78RbbF3dobMnxY4Yv/+pX8cAT57nx3FX0SPM9f+vHuHjxs3nksSVe/QbLr7/nGp/1yOfz6OvO8uxTu3zwV97N65I5H3v+nawt15w6d5blwRK2thxOJhzs36E3BE2C9Z5+r8twMKKb5sQQKUNFURbs7u+yd2fG7q5ipxxSeFEvdHWkn1i2ho4zJxPW107Q7Q9Flh8c1tVMDqdMb12n++hjDFbXhQcRI1pFhqMep0+n4j9gLIP+Mmmng0pSTJa1UEgPc/YczjmUMWIzCtjQtBnloI0hS1NxX2vvIxeseI076bqjgiSJGAM4hQuB0kec1jQPnGGsE+pyjq0K5rt3sdMD7N0Z+wcVdVsH5BgHiVLkCrpGivbRMTpCVIpcix911hrsuQh1kOfdQ/KnD14Gx+72cgb9LvO6evmK/ilWaJlth6VwDDZXNVFp9hLFRxLP5NYun+MUj6+O6LdZ5baZ42yNszXN4S7lYIXxfMx0OmVv/w6HhzNewemPL7NeiTjzZ+56RRfsn/p3V3novu49LFrFtrgqorISaqGSI/YmOpKOlhicvo/BmdOU+xNU3RDI8HExa1sU8HjEGtVEUqM4dnKJ173hEU6fO0MvydFR010+j1pxeCq8nePKCl9OSXWb0tXvEooEN50TW3KXdw1J1pOJQBt5uOg+BfOV5xJDwJicuIgExYjPeGbkVKulE/VFwzF9lePHb4oTlcsJzhOjmCMK81uMCMRVxhG9k/fHpGIBqgSVEua1SMtQBhBvcp0kYNqRehIItiXuRY9OE4ZrS0Qix+sp0+mUm9tTBsMCkylW1kdiG9t6lkct5ghaGWEvt3CEUgYdE0SqZdpxuPiQC0kwEDw4G7A17E3P8K7LkXjmPt7wWfdBhA+85yr70wOWljNe/7nH+aKvegN1OebSi5dQwePxPPfsM/zg938/Dz30R/j+f/IufBiitKGuJSilbixJGrn/wU3e+kXnePwN99Mb9ckGGX/6K3+a//jz3wtoPvxC4Llnf4IveLLLY685w41LM37x3z7FqWrKzevvIc+v88j9m6x1RzRFwbypmRzuM+j3Cb7BB0tiNEujFfrdZTAJ83rO3sEuezsH3L4dmcxTxi7DR8h0oG8cK13H8VU4fmzA0tIQk6Ri7egdZTGjKKaM9yeMrl5muZrTHYwYLK1QjA8wwPLKOkunjnM4m1P7iizvkSRdklQOBMFasnPnCHmXyfZtNIYkTdB5Aq2drknEWlLpSFCBJOvQNI3ci0rTpqwCCxwUnIu4Brw3qPPnOcxWKIqSpi6oxnvU0zHJYcF4t+DQR3zLMEkRx7FM3euuFyZ/LBjhQBJBt92/1pGs3Sdc68KVo+goKH8T/XgymzOdzY+0xJ9uKYRm0YpK5cwJFDZyMIsM+n3SNMOGlBuhy88eOLaj48k8sOYDde1orMXXFn/pw5QnHmc2LTiYHrC/d8Bsaj+ju+vf3Xql4cyfuesVXbCPb3opzotTcVTtyDS0GOqCKdEa2KPQSUJ3Y4PlBx5heu0G5e19jLIQMkykzeeVcZ/sBgpjYGOjy+NPPsiZU2fJTQ5epFtKSYBHEjUmH5LmDt+fEHyJtwXBiY9zavrEshFcu6nuJfTE1vfZe4zS4K1IZrQcFfDyPSxM+E1CsI3IsVrdcwgOnWX4uhFc2lqCa9B5jo+OVMnjEJW4k8XQfu2JWovBWdCtNtoIC1tplJYOGK3QpK11YBQs2hjZMZU4kpkkYbS6TKc/YGenw5VLh9y46+l2A+erhmF7EMALv0C81UVHrfQiU1v8xLVKQS8c7IRcptC4qsHWDltGbu+f5Om9ZbYZst7JWV4f8dGPXOPa1dukmeMdX/NaHnzVBiHUPP+x5zh2eovD3R3G+4fcuH6VQf/VTPdPUFdjlLZoJRaZJtE4V/PY41u846tfy32PHMc6hzaaH/qBX+Q//fxXsaDfxKj58HPv4C/8iQ+RJV0+8p7LrPuGdHyFmXuaVz804sTGMt57ClcxL0pUgDxPqUphDC8PVhiOljFJwqSYsn3rLrdvzrh7kDBrclyUw2NfO0a55fhy4NhGzsryEr1eH20SXHCUxZSyKphNJsynlmJiObx6jeg93jlWT56lLuZyLQ6HxN6IZj4hyfp0u0OJeUW3wkhDcu5hGgLz+ZSskwvkoxS+lqxz1XrA6/Zg60N7PyQJXiucjzReMOxcKZyH6CPWKpL1Y8w2jzN3lrKaYedTmmJMHBfYnZID214ZCtKoGGhIlWQ+l1HIUa2FDj2lyLRMi2yEVElenPeKoETZz+JnidiXKcrxU7DHP9UyC9Z0u/fo9jGrwnLn1h51M2Btc41uTGjSHs+pAXcazyM64ZieUdU1ta8Z3rmMaTxzvczu3m32Dw6wzUJA+jtF3H//13/Zs3ql4cyfmeuT7LE/3fq+7/s+nnzySUajEaPRiDe/+c389E/fA89jjPzdv/t3OXHiBN1ul7e+9a18/OMf/4THqOuav/pX/yrr6+v0+32+/Mu/nBs3bvyunvzCA7v9jUi6pA9DmFOa1guToNrTsNEkowGDs+cZPXg/JkugTe5aePgueOFCNIHeMOfhx+7j9NYWiffEsiBaS7SOYBtCXUl6Ve3RjSEzK+S9LfLlE+QrK+TLPcwgg1EX+h10t4Ppd0iGHdJRn3RlSLq+gh51iXkGeU7QBhcDQSvpuomtQ5vH142EPjQ1zjUteU7hbYOvKnxTHXXD0dftuFskPBDaFCcFiZietGHUwiiPQUIloicEJxIXnbZ52UYc05L2nKe0vM1Gg0rRSUKSGtJMs1clXJ31uDVLaZqG6MPRQWSBOYbo29+rI5I4iUJlaes53sIDIYqHcOmwZcN8fo7nd0/zzLSDGS2jspxnn77Bx3/jEsSKv/gNb+c1bz5HURZ85EMfoCjmzMdTVjY2WVpfxaUpvbVjRBXF+CUsjDQiKMfrXn+cr/1zn8Njrz9H0zRM98f883/8j/npn7tC/E23TERTmQ2uXrzDzrPXGU23mRy8h0fOpJw5uYGOkdo1FJWlKmcMlkYoneCBJMlZWVohTTrMq4Kr13d57oWKazs5k6ZDiJFMeVbSmhNLFQ+dgvPnlji2uUZ/uEyS92gizMsJh4d77N3dZ7zXUFfQHeWY8V2oaqr5jNGxEwyW1zBJiu4u0SQDdH6MlWOPMjp+H53eMkZnqKDIj59BbZ2gKErKaobSoR0CWcpiAlGjdYpOhBRojMgABf/uEHVO4yO1BRsUzkJVwqwAq7v4rbNMdELja+r5FDubYGcVcb+kbDzTGHFt95q13fk8RPYjHAbDLHap9YgmH3EYEyz3tNdNlMIdEKZyEyKWSEGkiZFPnDafBN7a/vrbWxFo2sdtggx4F4cHDdSV4+DumGsXbrC9fZvJrKCoC8Ym4+l0jcvHX4M6/hi2iWBLhuMbZDtXOdzfYzYrxXHxaPd5mT3vt/1M/9v6r3H9jjrsU6dO8Z3f+Z088MADAPzgD/4gX/EVX8Gv//qv8/jjj/Pd3/3dfM/3fA//6l/9Kx566CG+7du+jS/6oi/i+eefZzgcAvD1X//1/MRP/AQ/9mM/xtraGn/jb/wNvuzLvowPf/jDEgTwO1ghOkm+UonIn0Ijo+WoZYyqG5FVaX0UNRiVQmcp/fVNVh54hPHF57A3S+kcW29xo4Q0Y1SKRrG6OuTY1ipxNqXEkZiErDcgmhStIybriFkKEnUZnUYlmrQ/wg9HMLmJ7nZJyoZQ1oRUNnoZ5UuKVTZcJWpIrSXMSoKTsbT3Ae0VvrFifmIdQUOwjZx3ozB3VVkSQ/t6TQpodJYRmkk7Q/TgxVVMiuzisCOj9TZ9o0UidSvtUlJE4wJrltCJ0ATJSnQapS2BIAYfQRHwjGeWm3OY+IixBucbweETTYjSWcbguT3f4tr0BOeXbnJq9VAmFV2Rq2HEZjW2PFRbVbiqpKy2eHp7yFPjjD/2199G3u1w8YWb/Ox//AhlU/MX//bbeOPnP8SlZy/w9Ec+yMXLL/Lq176Oza1NVEh56mPb3N2bkg8trlTomOJCIalSieHVT27wFX/qjZx/4hRVJYehn/65f8+lW9dYGsoo/6XnXK0jmdvlA+96hvtsyWznvRxfP+TMqQ26aYZtKhpnmR4esrK2QnANTesVNuotkWY5ZeO4dOk6L1yGSZ20128g1Y6VTsXWsmLz2JDRqEen2yNNUqI21E3J4cEu07GMUr0TwuDKSs5gZZmBtvjbt4i9nLKYsHHuAe6++DzOJKy+7kt47MnPZuOR+9ExEOcTpr/yy0wvfAB97kEYLlFNZuSdHlFpbN0QfImdl62mX6Cd6L2QvJwjOEvW6xE7HVwTcZ6W6Q5NEEZ7d3WJOFrFoZmNJzRFgStL/LgiqzyzIF10BBIUCYqKyDSCUzmDzgrBaAgZG1sjdm7dpWp26CtRObgoDO5F0Y6Ro5+vPmH3+POI49Tv3IM6snhsKa0e6eBNBK8U3kX8rOb65btMpyWnzpxgc/MYtj/golnGPfg5HB9uoW89Tao0G24KkwlNHY6sn1razMv2s5/qz3+/12dez///f+t3VLDf8Y53fMLvv/3bv53v+77v433vex+PPfYY3/u938s3f/M381Vf9VWAFPRjx47xIz/yI3zd130d4/GY7//+7+eHfuiHePvb3w7AD//wD3P69Gl+4Rd+gS/5ki952X+3rmvq+p42cTKZAELQEg9qsSGVBKdIjDL21Uq3SU5I+tZiLI4i7fcYnjrH+qveyPWdX8M3YvbgkY1lkeClVKSY3GH3akMyGtDrjIjZAKLHpBlJ3iHYBpN3wXtcqDD9IarbxboZcf8QlTiJolxKcYmmCQgunipMmrSjbw/W4GIkdnLJgs6E3V3v7DGfVJiYkWSG3voGoS4kqtM7iaRMciJ5a+6pCcpQTsYM1jstTu0hiUeJQAR1lCEuCtcFC7uWgq+RrjvI+4a3KIzg2waIhkiNeHorMaoBoq+xTSRETR0DZQjYRnS5YrsqMq5/+8If5X9+z/9TIgiV59u/4Hv47578pXYnauGAKLGpdVnha4f1m1zc2eKD+4Z0a43dWwUun/HO//xxOWCNtrmx8wL/8ns/zuOPn2a0uspnbX4eW8e3qGfw3vdf5gPv3Wb1nEElcypXEFHoBLJU81mffYY3f+4WD73hQebjkqKY8Uvv/Bk+/BsfxZZbMD3GG+9/Fx+6+AVENFpHvuWv73L78guMJgVq/lE6vMAj5zfoJ5rQ1PgQmByM2dxcRyeKCofRkV7epd/NmDcN165c5/nLhsKlJAqMDvSTmo2hY3NDs7Y+ot/r0e0MpTv3gaKec3hwm+n+jGomyoLewNDv9xmMluh0h2RpRn3hOfI3vZnLH/0I9736sxhuHifPlrjvLV9EujQg+nAUxpKfPEv67rMcqAatDJPxPta1xhbWYu0UO5uhojrKJ1dJCs5hjUbFBO9hXiuKWghfRYg0tSLRkA5yRmdP0YwGTG5ep6kKfDHHFw1q7vA+Mg1td41cglWMHEZAZXSyEXl/QJ4r+sMlxpMZeTchhgQbPS5EitY6kxbesgr24ks03MA9e8jfvQd1bH8qvkSj7dvZnA2IZM4G7twaM5mWzGYTTpw8iXMNLjoma6d40/1P4j7y06xllvO9hBc4Co1loXVeLPVJX336vOz/tv7rXL9rDNt7z7/9t/+W+XzOm9/8Zi5fvszt27f54i/+4qPvyfOct7zlLbznPe/h677u6/jwhz+MtfYTvufEiRM88cQTvOc97/mUBfs7vuM7+NZv/dZP/ovQMrlb9yCFFCKtTEtoQiIelUa0u6C1EK20ScmWlxjd9wC9i89w8MIukQRDIFO0dDPFoA/33zfi2OoSvcwI3s2Y4CtQw5ZNEwjOo0JApRpC1eLDE+nqvcRcuspS3Nzm/e+9Qhkjjz64xMnzp+n3lwWbTiCNKWlrsx+sp6kr6v0pJsDSRg+c5//H3n/H2Xbe9b34+3me1XadXk+v6l1ykSxXIRcMNsSYwKXdkIRyE5IACS+SvBKH+4P8ICQkcO8lJIFLuCQYbExM5Co3WbZlq7dzdKTTy5zpM3t2W+0p949nzUjGpsgYLF34+mWPz5w9Z69Ze631bZ9Sbl5EBgkyCVGtJlJ5RTKEqLyQHbbU1MbHkFGCCPxuESEr9Rcv54n1OuwQVntJh3MKEVS2d9Wc0WlvzYkCrPJWppjKAk9ghQW0F3yp/FescBjn0M5hcnA6w5UeLLQ0nOGfP/CTz1sQOsU//+yP88aDT7Ar3EJUKmnOQT7sooeaIgu5tDbN46stGnvnedN33MrKSp+PvO9hVE0wc0jiwlE+/rvPUQtr3HzLYXYdvJZAKnq9gvvve46HP9fBSgc2QYQdQqEopaZZS3j1aw7x5m+9hpGJFr21Lmtrazz82Bd47+/8D3S6h4naFQgXMFd7mO97/SpXv+pGbrg+4LlHznLm2cscNZdY33qAaw7HjLYaSF1g0AyzDBVJf8oxntcvIakl9DPD5UtrPLsQoq0kkoaaKhlJSqZGLTNTTdojoyRJjSCIQQRo4ehnW3Q31+ltdilzRxhDvZnQqDeJazWCKCSOApJ6C7F6kbi8Bes0Zx77AkduvJOJvdcRjbbQRU7n4iKtqUmiVgPVbiGuvY6Vp77E2LDL+kaH7qCD0SWBUph8SJBZrCnRRiOtv2a01ZX+u0ZGIV0dcmETtiqxkrqUxA6SRgsxPc0gH9LvbuHyjHw4xA0NIitRuJ0uWFWJaQAYJKGKCYKEWiMGNyTXOVvdLq5MaeO7ausqJ77tztdBD4f+iqz21eQhX7wGtQGaSpCEEoskLS2mIopbBwW+6Bh2c549sUC/N2TPvl3e5coZPlPm3Pqqb2V8+RzX2eM8enmLzvrAT8yceEGvXYUQ4HbhOAKcxPG1rRL/Ol6+8aIT9lNPPcWrX/1qsiyj2WzyB3/wB1x99dV84QtfAGBmZubLXj8zM8P58+cBWFpaIooixsbGvuI1S0tLf+x7/vRP/zQ//uM/vvPnbrfLnj17KkyYRxdvg7i2EaMIkEKikFXesThfEyNlgAgkqhaRTE0wcuQqthbux/WrgWeVvOIQDuypc3jvBO16nTisqE9CedQzuWceIXFZTlBrIJIQpMPqLogch8LkGSbLKdIBZZoy6OeYxCGNRQ+GmFqDIEwQzoOfHAKj/fg8X+4ghaS9Z5ow8t7TeljghHewkpGoXLq2BVEEYFCJQsWxt+JUyndRVuBUVaFb4znXMkAKUck9GoSp3IccYIWnhgkDMqiKI+n3uEKALP1zT1dOXNUcL4kVtVBiM+M5ubrAlBpVVwgF57p7vsJn2zjF+e4udk12q87aUuYFprCUBaxv7eWptSmCw/u46c5DaGF5+KEz2NomB2+YYGvLsHSyweFDVzA1CwsXFxibbtHrGz52z1M8+cgaKghxWlIMFSYuQazTbNa46ZZDfPO7bmRibpTN9S36nS0++emP8cH3fwZpjlALd3uRFj2k1gx4zWvH2L1vyKP3XWD5ydNcl6RsXv4S+2cL5ianCIRGC+dBYL0uI6MjSBVgXIkQIYiA7taAi0uay2sh2ioioWlHOTNty9RkwPhYi0a9TRhFqDDECuWNEnqbdDsbpP0B1jqSWlD9t0kgBaEKCIOEJGkRJiE23YKL56B+PZ/52Amy8jJvufVOAISQNMbHCOIKTy0EW90uW+sbOCFYWV5imHZRQhKHAXrYoyFrlFr7Gll68x1/XfiWVghJ7gSbxtEzFuvAWItTAcn8HK4xQu/yAk5bBt0tiizH9jSJceQO8urSkxUksazADXEcEsWKNOuy/9AulhZXyYo+NXzRmdvn+cGB8J15H+h/VeT3148bPDAOpRyNSFAPFFnhyMtK4lhAYRxG+AHX5YubpP2M3fsHFGWB1oaHMFyx6wDXHrqObxnbx/s/8WnOLy5TVvfgjiyJAOf+Fo5f4/kx/g8Bv/6ij/mv4+UbLzphX3HFFTz++ON0Oh1+//d/n+///u/nvvvu2/l78bz7OsDO2PVPij/tNXEcE8fxV3xf7OwSvcG9V/StQFV4OpBfwlZ7H+GqVW018hYC1WzQ3L2f1v4zDI8tIPC84FBK5mZirjo0weRomyQOUNKjm2WlEOZzpECEBrTAqmr0azTSlFhdeqekQlOmKUW/y+rSGlupYO+Mo91qIoX0Vo9xBDLwYiS9Iflah3Rjk6BepzY1QZj43a6INTILMNZiCoNMLMQgZPg8WC6MvR5xECAq8whRJWWBA+tFZkQQ+iS+rS5WcVWxtkrMDqSpnhZeuxwnkFJisR5sZqtdtxAgQpQKadUj6vEQepbCObKhl6t0lQD0vub5r2qGsn9i2Rdh2u9FdaEr2cb9PLk4waVohKuPThDUAu7/xHE20jWueEWb5Qs9wnKat7z9SsanWlw6v8Djj5wmzWqcOz3kzMkuUgUeTa8skyOS+X1XEV3ZJJSON771Bqb2TJANU2r1iP/xgQ/zwd/9EjV1E7X6NGVuKPOMOAy483VHOXR0mtPPrXDpyed4VSNk+cwnGatf5sDuSRIVYPOSVGv6gy1GR0ZoNkcobYkuNMPhgM5mjwuXHau9COcUsSgZTXLmxg275kYYGR0nCiVhWMNJb1iRF0OGaY/+5hrZIMdqR6NZJ0lilFQoJTy2IkpIai3C6n6xRc5v//4UP/2H34a1Avley3+sWf723wEVhiSjI2ynOikE7dEJ5ncd5tyl59jcWCXLB4y0RihcSb+zRntsnlJ7cKIQIeBY2Yi5eKHBnl19WvWcoVBsGksBmGocHTbqRLvnSU1BNkwpej0GgwFF4ShSTYAgd1/eDRsH9aTJkILxyTZZatnqDlhaWsSYkjAQyKLw58f5krwpvfZ3ZqFfyZl+ZXz9uMHOQTe35GVJK1bEoSTEu0sp4b2hC+12DEo6Gyl5fpFBf4gxliwfkhU5vT2HuPtdf5PrXvM63ve+9/HJz32efprtjMWd2/WCZE319T8CH/2ajvuv488au6CaaLwUzvOLTthRFO2Azm699VYeeugh/sN/+A/81E/9FOC76Lm5uZ3Xr6ys7HTds7OzFEXB5ubml3XZKysr3H777S/64L1ugcDY3CtvVYnFOL1T7UspK5UsW+mHVxvSIPJUHiUIx0dp7ztIZ2ENvVEgUNQTOHp0jF1zY8ShQkqFShJk6LfErrKsscabsNssw9k+WIkzDm0MZlhgstxbIaY5/U6H5073KZ2kFcbYwmALhzPV75BrBpdXKPt9ZBzT2DVDWIu9GYa2/j0lyDDAGgvO4IockhAZR16cRVElf1kN1HySdDsuRdtwltAjtYvnNdcFYI32f3Yeze2cd9gC66Utq/22sCAIsMp5QRStd3yxo1gSB5ZA+j20Lf35CLXDOcN0fYmfuf0X+Bdf+Cc7FoT/+vW/zHx7E4y359NFiSk0RTbDE2cSzjf2IOqKpNbkzHObbBZrzFzR5cwTgpHaJHd/x+0sLXQ4/uQCzz59mXSoWFxYIM8tadql0RrH6CH7r5S8+3vvZmpmGqtLin7G3iv2sbWxxXAw4J4//AAf+cAx6uH1RKqN08IrejnBzGTC9bfMcf7UJicffI6bYsnFkx9kNDzN4b2TNJIIrMFIxXDQoV5r0mq2cc5hdMawN2B5cY0LKwndNPS+1FIzVkuZn7TMz4wxMjZGGCcopbAW8rJAW8Mw7zHoblJkOcI6Gu06rdERRCWdKaUhievU6m1UHIKwWCRLg2l++oPfha2WrdZJfuRHBW9+i2P3bv+9FxbLrbFxZC1iaXmRQb/nedZG0+/36G+sEcSjICEIIlQQ8MF75vnZX7zSFwPS8Y9/7FEGTtAx1WrEQS4csxOThBPjdLsd8nzIoNuldILNQYkzjhG1XW4/bwmDigiSOrLIabVrDLJNuvmAej+kP+gRWIlzJT1ryYFm9Tv0nKPv/rhkvR1fP26wAzLrsLmhGQoiPPUrN35lV4/9fZQWviDJhiVL51ZJhym7D+4iKwYURUZaZnzz3e/kF+64nQ/dcw+/8Z9/g2dOn66cCI98mce2j5e6leTLPb52YOJfVPy5edjOOfI858CBA8zOznLvvfdy0003AVAUBffddx8///M/D8Att9xCGIbce++9vPvd7wZgcXGRp59+ml/4hV948W9uvWym2KnKfTIKZIx1pR8nVehm4ZT3yXZmhzbhkAinSBotGrN7aMyfZaNj6ehDXD2+yOx8jShMkLH0PNXA01bAIax315LS785FkjyPms01rrToQlOkGcUgpbe+ytLSkLVuwPy8YX5ukmKQkrQano42zNm6cBlnDWNH9xGOTyC0waYpttA4ZaAoIAiRYYQ0Q7yfkKwUyBwyrE5LUXi6lvETAesRdTtocOc0zlmkiKrXOZAWp71SltfuNlUXJcB4SVVviRKALrzQipAgAq+HokqEEEgVEgQw1ggJRIFAkhWaIitJjMVhkELxnUc/xmvnHuZCfy8HZ1bYPbYJNoIgosgGmLwkzeDsuVEW6/twNcWNdxyh0+nTd6uEk5c593Cd+eld3P09r+ahL5yjc3mLi2cu44yiKA2m3ycMA0IZUms02Ds3ZP9VNY5ceQgZBFx4+hxHX3kVaTel1+nxP+95Hx987wO049uxWqJknbLMCKIQXQx5zV23sLxS8Oh9Z7nOhlw8+we03DGuu3o3zchLcGbGMswz/zmOzKErrejO+iYrl7c4vZLQLwLffQUF47WcPdMBs7MTtJot4kYLKUOKMicvcnKdUhY5ab9H2usRiIhGu05zZAypJNalKBERRTG15ghBFOIkGOtQSnGus+srzWGM4ORJSztcIQhC6uOjlbGKH19funCBpcUl0nRIu12n399ga/Uy2flTLJiQ65x369pcr+8ka387Cv7NL9/E/3L37I4zlnHgwpCx3XMYpRj0hxTDjDIvkMD6wBBDxZH2CS4BNF59rzvoYQXUaiHNWkiiBEUOpRGYIkU5TaXPggRSYMu6HZW0Pzm+vtzgwjo65bZsqh9M5dqhLbRiiLebeScoS0tvrcc5c5Z0z4CyLCjKgvf+wRbf+rZ38b/+0A9z52tfxy//4r/jno98mK3hSbT7yjG+4DS8JFnbL/f48wMT/yLiRSXsf/pP/ylvfetb2bNnD71ej/e+97185jOf4aMf/ShCCP7hP/yH/NzP/RxHjhzhyJEj/NzP/Rz1ep3v/u7vBmBkZIQf/MEf5Cd+4ieYmJhgfHycn/zJn+S6667bQY2/mNh22LJInM3xDlT++0JJ5A4KWmKsRhCC2EZXVqNeBE5BONHihP1feX//R3EoPnjSsDrya3z7kXvYs7tFO44JBFhjKop3NSYufVKz1vq/swaXa/KsoBwOyQYdhhsDOhsDlrYcQWI4engaoR21dptaexScpXdpmc7iMnNHDyCtgGGGiMIdIxCwuMDTnKRLCCobThGGEIQ46zBFjtXbx2GxZQEi9ABwK5BBZUIofWdipfUcaOf53UIKKMGJbUU058UhqveSGEw59B2/Aio/a6eqvX61t1YqpN1QxApKbchL5/eewiIJ/DhdSmZbi8yPbXpbTqf8OcyGOKsoM83W+gFO9ZqckwF/91+8lkc+cQ41MWDp3AnWnxthfmaK7/nxu/noHzxJ51KPlct9tFFkgy3qtSZO95meGmdsYj/GXODt330brdYYVnsO+64ju1m+uERZaD5+74f5n7/7eZrRbWhtEWVCbodICWPtkNtfextTMy3u/b0TTHc3WFv6DG15jOuv2UUrkkgcpbH00ox82Gd+z160LkjzjI3NVRYu9Dm31kBbr39dVwUTrZy5Kcnu2SnqtToqDHFCkpYZWZFSZEOKIqfIhtjcUAsbJI0mjWaTKPbXhcEbhyT1BClVZWPqhW2sNexpXfpKcxjlOHJY0GiPPr/OqCKKY+IwIU8HGJPT3UzJex22Li+weWkVbZf49lqdQZhy7ny0k6y3w1rJ1nBXJYkD4Gg16ozvnqU32KI33CIfDogihUs11jlSAUMrtuc+/j5DoYKEsigIQoktHcpa2pEgTEJ6w4LCaSLYQYAPgKGxfCOVPa31u3djIajWUQMD5I7xum8eCu2tJAe5I1vP0GYJrT1gTec5v/+B32Z1ZYVX3/l6/v1/+U+8+td/k1/9tV/l+OkfJjW/yvYYPxA/DCzsWF3+dXw94+sDTPx6x4tK2MvLy3zv934vi4uLjIyMcP311/PRj36Ub/qmbwLgn/yTf0Kapvzoj/4om5ubvPKVr+TjH//4Dgcb4Jd+6ZcIgoB3v/vdpGnKm970Jn7zN3/zRXOwARDbqFDLjqeW8HszUf16UqqKCeF9oXGev411OKkRyusg94pZ3v/Ij7AtjOFQ/PojP8z+5mOslevsm1Ps2T1CnGc4k4OwCEvlNmWw1u+sXakp05wyGzLsbJJ2tsj6hrTQaBmwd1dIIkNMqamP1BChwgyHdBbXUFL4cXhQJ9SCoIU34ogSZBhjdYEocmwQYkS1sQ4CvysfpGhdorMKoW4rz2gVEASBFz1RISr0EqNgQIXV+fEjfqH8g37Hd7qSaXX4+aatngzCWUAhZcg2mcUKwfryOroc+jOvSkJlyTVYYxHC04es8wIwQoEQkRd1UV7UxQJlVmAKyXDQ5tRag/NulHg8YuH8Ghv2EmeefpZ8s82+3Qd45/ffzpfufRbXL7EFlLkXicGCUoIrDk3xhjcd5KlnDW98+62cePpLvOFtb0NISXu8ydrCKr1Ojwcf+SL3vP9+avJGpGshjMUpg5SKsfE6b/uO6zl7bIv+5gVamyuM508wsI9x1ZERRmsKYTWFLcm0Ix/kzM3twRjNoBiyudHh/IUhF9frWCsJhUeCT46U7J5rMD0xTqNeQwY1EJBlKf28R5mmlEWGKQuEcwQqIGm0qDdbhCJASYkUChXWPDXQf2AebmC9VK9xgqn6Ku953f/Be+773/z6QTl+9Vcde/YKYBsXUv0sgiCOaY9MgLH0ex1snjLsrLG5tEov1QRrGx7HIAL27s2R0n1Z0pbSMlK7RCVdTgmMT40TNWJWFs6SDgbosvQArWGKFI4U6Dmv9x0JAIGuynHrHO16g9IYOoOUTlESb6zSMKXHdABD5xvXTPANTdYvjAoRQigFbAusWKg1AsSwpKyqjGHhKNYLHGv+WeLACsm9932Ey6uXuOsNb+P7//7f4/bX3Mm/+f//HJ+470Y6/RkEz2HdAtpUhrV/nbS/zvHSNC15UQn713/9T0YkCiF4z3vew3ve854/9jVJkvArv/Ir/Mqv/MqLeeuvGu6F/3GuMocHie80kBXXGAA/PjfGVHrH1ntRO4eUipWNadwfGR1aJ9ETt5HsOs2iLchXc8b1kMmxBJGlCOt2VAyctuihxmQp2aBH3utSdAeYgVcOC2OYbQTsnp/AGkkUVYnUwrDTobvZY9fBWf8z+RJx1ibMm8gkJIhjZBwjVICMJM7liDDEaYvNC3ReoAc5edZFFynWeAUxFQSEYYKTgeeBqxJbRsggRASeU43ylqH+9/BJHhF4y01Xqb/ZCrRm/TrBVRQ2G3ihDmsMixcXuXjqPPN7RlEiJKSkEQjSQqAiRdJsI1Tkd91+RFHJXUqE8xafZZaR93O0TljcmOKcG6djBa4z4MMf/By2vUK2PsJNN9/IDa89yplTi0SJYn6uzexEwsb6OmZoGBtrc8uVbQ67k4y6ESYmEpxMGZ+cIYoiojimt9FlOBjysXs/yD2//2lidwtxNIarUE8KQbORcOsr92MyR5EO2Hj6EjODx0i793N0X43xRh3hHKUu0UJitWZ2fhaDZZj1WV1a4fzFkuVujLWCQBS0Qs1k27FrvsHU1Di1JEbJACsgLTMGgw5FkXp3J22QSMIoIanVUHFEIBWBCgiCysNdKpCViYv0DANXKfsZ56//b7v6k7zq4DE259/BK77vDew9VAHStKboDSiGKUEtwQlojI0yMjqGQNDd2mTY7xC6EKcirMjo9bfI+n2MLpgY0/zTn3iGn/u3V+3ssH/yxx5n7fwahauA41KyZ/9eSl2ysryMMaDCGDPIoPA64QMcWw4S4ZXNikrpzGo/BWvWEwaDAYM8Q2tNE00svMCRxiPCLXxV2dFvZGhbAV0BEPS0JbLV1E/4Y06UIDeO7kYKxarHcAiwzvLIo19k0OvxLd/8HRy96QZ++b/8Z/7bb/zf/OEffoDjJ3r0BhIpLU4Lb/zitp+J3zhxlf/vxEvTtORlrSXuZTQNxmqsLbDWVt20RFSgME9RqnbdVoEtcJUamk8cfiQ4M7uJEPbLkrYUlj3TfWIlyHLHhY0BT50+x9HD4xzdM0okLS7NvHiJMZg8p0iH5L0eRb+PLQ1WggoVjSRmfHyUialR+isDn1BjhTOa/soWQVKj3h6j2OpQDgfkgNUGpWJ0kiNjT81yTmDLwsuTFgarS4zW6KLAGE9tkwRV/jWYIsWqEGF9l62MRroaiqDqliNvbSmAypIU5Ty3uyponDagAqzzNpz+XHqPY+EEW2sbPPv0ZQLrqNfa6FwTCk2ivGlHox4R12oIZyv6nakkySVCBDhA5yU6965HabqPZ9ebXBYBuXUIVRDv6rN1cYRbb7uV6954iAsnL3P2kU2uu7LGwQMxpy8FWAO7d43xtnceZfz0/Ww89BTrS7t45ZvfgHAFN9x8C62xUdJhTllm/Lff/nU+es+9tILXIIM2pjQILQkCRRQrbrp5D6YIeOCTZ0nWNpkePkfWuY8r9yqmxptEgaI0Obm1GG0YGRvFYOh211i+vMn5y7Dej7AIYlHSrmfMjghmZ8aYnBwhigKECEAlZNmQbr9DMRyAKxBKEMmYIFZESZ0oDAmihIgIGWy7y1XXuwq9AAoSJyVGCApjcVIilUQLR6s94MrXCnbtD3ZG4CYr6S+tkQ0HiEaNlQuXuOmu1zMxNUMct0izDGMD2u0JXCHo9/uktqC/1cWXbiHf+s0LvOpVG1xaqLNrdkC7tc5v/GdBD4d1jrEgZnRmjF5/i421DuMTs0R1yebFVWrOUROCjvMqZCkQUTEKXSXMYgQbnXVKA7rIqeGIXiAs4pTfXRv70tzimqoWNsZR4rvhUHkLX+McgasKDwODfsbihSWyPCWfH6D1DE8df5S8yPjmt76La264ie//kR/h9te9licff5QP/M7v8tATj7He2/LqjBUX3bq/Ttlfn3jpmZa8rBO2NQ6jNU57ow9RUZG8t7RECPm8+hn4B5w01QjdIaQgDGKMzpkdz/mx776PX/md12Gtl4b8h9/2cWbGuiiZUE8ExeJZbJHz2GPnWF8b58Zr5mk4T50xWYrRmiLL0UWGNQanHGEsCJIaYXuE+sgIwkCaZtSa4wSNGro/ZLg1YGJ2EikUYb2BLTNskaOxuNhCkfqpgANjNFQjeC8Bbr3QidFYLCoIENbPI63NsRiwGmlDpIp8UrcWZ714DKVFyhIZhjjlOd2YyvUMn6yF8JKinhHmKscmUBkYYbl8YZ21VceBA5IwijFljnWSzDiUEDQakiAMvTPZ9sRDBr57l2B0js411lqMTri4vosFC/0SiGHXzZqlsyHXXnkNh27ew6OfeobhYsndtzUZLhxHTB2iFFNcf9MB3v7d1zLV0py79wQEMcFoE6kch2+4mvXL66xcWiZJYj74wd/jg+//PfbP/SA6UxjthWTCMMIUKa/5pht5/bdcwQP3noe1TfazyNLle7juCpidnCCUFm1LTFjHlQOajQRrDJvddZYWVjmzEHuZUSyJLBmvZczOKOZmxhlttQhCbxqDCEiLjK3eJnnaR1qDkCFRnBAKRRhFhEGNKIpRgUJJD8zy168CpP+spMQqSemg1CVWevOWTp6SJmPse/VdjF1zgxfNqSKoxUSjbbY2u3SXF5jYtQukYHRqilZrHGNhMBggg4Rms46Ritw6Bt0hyVjTG9dImJ3OmZkaolTCcBAQKA+qSwHRbpI06yyfvchgkDI+pcg2uuR5QQ2oC+9TrfGdtRWiQolbwjBiqt6kN9jAmBxlLSFQ4ggRRIFiYA0p/CmI8G9sbKdNY5/XOFfC7eifl9bjQUsLYW7orG1idY5woM0YTx57mG5vi7vX38Edr3sj19x0I0evuZo33HU3D3/xS/zB7/8e//NDH0RZKA0YJ3b22vavc/afM15apiUv74RtTWVR6TzPV3gImhCi6pQdkhhrvaypthqnqUa9vjsxziO7kZbvfNMlvuna97G4Nca++QFBehrXtyQYogCiPfPERrO62eHcSo8y6XHTgRGSsEAPeti8oBj20aVG1ULf6YaSpDFGbWSUuBXTv7xKECrikToyCikGGcYaotiPwaSSKKnAlggRY0sv1FjqDFNqnKi6eZN7ZSfr0d9BkKBwFY1N+SW0rtYFVmOt812Y8h+5RKJFiRDSG0JogwwkLvSdvJB+HypUwKXOKGfXZzkwusBsfQ2rNSLwD4WizNjczMk0aON1w41zGKu8sIeC0fFkmwgPVvjRuNE+YTuBLhxGW4wDY+/g6fUNOo3DWNnnqrsSzlxa4Nbr38yua+b4zHufJE7g1kOS4tkvEE+Ok4yNMZeMsHBunfGpFmG2wnCQsTl9JYdvvYHdh3djCut1vNOcXq/DA/d9lt2z34fOJM5IQhVWI3rLyGiTxYsb/Pdf+Rxyq8cVcp2lk+/nmqOwa3qKSPnuKC8cZthjZn6GwWCLxbUFLp0fcnolIdcBgbDUg5yJesHstGJu1yztWkwgQ6wQIAMG+ZBB1iFPewQiQIaKIEyI4jr1IEKIkCAKCcPIAymtt1o1zovZIAJQjlIbsqLwXadwWAM9XaCnjzByw82cXttgujDUKxChvwgErdlJmjPjOOM7WgDVSGiPjhAohdfnLlFJi1wqBqWm1+8xMj9NWZbeTQ2QIqkU8DyaZHtDvmtmBiEEK5fXsaWffOVrW1jtPBVLCGp4re8e0HbPG2l0+usktcRLKWiLsX5FoyoFBqcUjfERNlbWX4yN9TcsXqg9LqrCJK+SeASEoQQU0kqSoE661aPRaJFLwdnzp/ngR97L+uYKb/vmbyOu1Zndu4dv3r2H17/pdXzPF7+f3/lvv82nPnMfm70tslL7btt6gNvL4fz8dfzp8fJO2FhMJfPnrR/xyco5z2ASAa6yhHRCIJxCu8rH2YC0lUyKcLjSC4rsm9PMj53FWUfRCBGFIs5LirIgiAJm9sxRq9UY1xM44TjfCRklZFSGlKaLLjKv2R2EhElMGNQI45ioVUeFisGWd+Spj4xiMkPaGyAj55NmIL1Mo/TiLU5ICCSmyDzQS1iM1hV7TVZ8cokQoQd1IaqfrZyxCCpOtQBb+u7YFh5BXmQ4CUoEuDBChQZrq9E5ATI0CAG/88xd/PSn/j7WSa/5/Zpf4juP/CG2dBCE6NxgjCN3AXnu7S+9qaHnL7ciR3vU+2G77SmdLny7EUfotMQWvqAYDiZ5/EyXy2KCvNC0djvWe4u89pa3sOfoYRZPXuaqG+d58oHjuKUetq6IZIPMxjxzbImNrT5BrOhd6sEdb2L/VVdx8Mr9RHGN4WDoOw/hWFxcRnE9sRxnaPt+VF9Y6u2k4uqHnH12lako4OqwR+fiBzm6e8iemWkUUOYpmdWoIGRmzy7SQZfF5TVOn89YWE8ojSKRBfUwZ6ptmZmsMTU9xkirjUSC8lrp/bTLMO9TpBmhigiikEAI4qjpFc5UjFIhYeSV9SqJG8AXPVYINJbBIKWfDZGBIghCjAoomi1qV97JctblQ7/67zl01au5/R1/04+SrSXv94mbrSpJS2T4PHDMI7MjakmbrFEQBSFJcwSCEFEY1pbX2HvFYYRQqMAPsY0uvVStkoRh7Ls7oDXaROuS5ZUNtFAMtvqQF0gHufC2mXUEw8oeswCaCFoCjCtxg4KhECjnCIWfLvivMChKOhtblergS7nHfj62G97SOoSCWqyYGh0nDAPq9YgoiP3UTFkacZtGNEbhfFG/srLCp+7/OMN0yJve9DamZuZQ0tEcG+cNb34Lr3zNHXz23k/yoQ9/iPvu/zRLq6ukaUlRgUjti7QR/et46cXLOmE7Y3BKYU3pvyGqjCAVFo3cXuUgcMZWYiMSXFntwLZ33HiKjDOEcQuXFViX0qg1CMsCY7QXDRESFYaM1EJqvZRhWnBueZ3LSchVMyETc7vJOl2k8xKmCEUYNwlrISpU2Cyl0+kxc3AelEQPB+TDIWEY+72k9KhYpAIR+LFWqb01JYJt8IOqNLw9x9xVNLMQJQOwrkLDO7YzpBQS6wKc9lKi2gx8j6J8sremwJQ5suJ4CxUjbcDyYJqf/tTf26EEWaf4Z5/7R9w59wDT8QJYiTUFSeQQ0jEcagpdoKSsVNVgPHaEUcO7mQmFsBJHgFCWYpiD8+pqpY5Z6+zhognpuojaaE5rX4/rbngF19x8FeefWWbPvjEe+cRzHGl2qQWWvLmH44sRY9GQ9dU+ew5Msra2wvEvPcFC3sAda9CYC5mdHlBkGcPhgLIoeeSLZ+httMiHQ5TnpBGEgptfuZelSyWXzywzFkoOyQ3KtXuZHV1g7+55f/atT/wCyejkFMNhn/OXFnj29BbLnToWiKVhJMyZGHPMzzQZHx+jUauB0xAkOBHQG2zS729WbmwWGSUEKqRj9rHcPcKBsUV2N7peJlfi1yDG4raR/EIxLAasdjboZ33ioEbSbKKRBLuPonYf4YsPP8zDn7gXGSiuucnTvvx9YxmsbxEl9Yox4C8XIUCXJeePPcP42DShiymLEiFgbW0RYzTWWTY316jVagipUVLhrEUpX6SVYUhUacFLJWmNNOgN+qxtpUxNTqKHAxLjqU+Zg5qEloQt6121hg6aAgIHYwgGYntUvt1Z+zmyFYJWo043L9Db9//LLApvoMfR2TnueOUraNUbtNsjtFttBp0hUayY272XC5cv8NSzjzLI+3S7m3zxwc+yuHCB2+94A1ddfQNj4+OgHPVWm7vf8a3c+aa7+NxnP8WHPvSHfP4Ln+fc+Utk2mDMC/TWvypz+6Wl6vXX8ZXx8k7YzidhYzSewiV2/JaFCJBO+pE52whys81UwmFxonJBdn5crIsSW2YEGLSDyFriWoIWQLePM4Z0cx3XH1AOMjbTgkBr5hoNorhBbh2lqhPKnCCqkcQN3ynVvAd22h1ihKI9PYkToPOMokip1RJUUMMZ0KWhLCuPa+P8eNOWvqkWAYHwtghCeR9vX5B48JfTGoREBRHOOiwFykW4ShVtW6bUmUqi1TiMy3zfJpRP1jpEqhSpY06tXf0Vmt/WKc5uzjAxcc7/mwhaDUE9cgyGikG3T7NdJwoEE5FjqimRMvAFh7V+j20l2jqs9XSUIhuS5Uc5tZKxGuxChpqJw46b33grI6OHOfbwBS4+dpl3fstB9ptTjO1vcj5tcfzpnM3ugLdfc5Ra0qcsF/jcPc9x7Pzt/Mpv3ohzEvnPHT/zzxZ5x1s2SRoNnjn2DCce62LLiDJPSeIWSSK4+qpZ5mbHOPvMOUaU5saWYXDho4w2z3NgzwSRlFhKyqp1HJucZJj2OHP6IifOpmz0a17VSuW0k4KpUcvs9AiTE5MkUYR1hiBpgQrpd9bodTYoi6zSDFAoafnI5b/Jzz/+MzsOZv+/O/4d33H4HpwpcUhkECDDCCMlG901Lq5cpNfv06jXSKIGQ6eID13HZRHy8Pvfy+lHn0VIR1CPWLx0mqXzp2lPTyDDgPE9854pQMUAcI4iyzj2yIN8/mMf46obbuZd7/7bnHj6KZaXznLy3HECFYIoWF/bIE5itK7sZKXAGI3AksQNWs0mkRBEYchYq8XWVodUW6IoxPR61KvuettZqyEEdbzxRwY7DljaQd9BDjuF3TZX2wlojbUZzzTpysrzY/6XWRhjOHPhEtdedz2Hr7yGvXv3MDM1z+jYKFGgaI+00aXh1Knb+cQnPsKzp59kKDPOnD/L2sYyp06d4PbbXseBq64iCCOUcjTHY77pW97Jza+6nYe++AD3fvQj3HffZzh74TzaOErzPDjt+bP20lP1+rPHX51C42WdsHWpvYGU9d7R4DnFckfbGoT2KHGc82NzqPY6rlLy8khdJ0tvG11oQl162tJwQKk18cQY8fgkg+Vlsu4Wg3QdG4ZEwjE9UWPX7CiNRp3BIGUrnqSwHcZHRomiGlEc4eIYESecXRvnhHkD4zpkd7FC3h9iLYRJ5EfZYYiIAlwuMTrDubIaa3uAihJU6mKm2kV7cJmwstp/B6go9gnYWgIV+SLFWmwY4zBeetSUHnhmvOKZH9E6TGkRdoCRMUpr9kTPIDFfJokohWFX7RSOEkyMFY5mM2ZubMCF5YCtzYw4lCSBZk/LUGvFFTcYD1bTBhcoijwHIdBpxnAgObfkWFMTDKViZF7w2m+5gc5WjTMnljn2hUvMz9dxp59h/ordPL5c48HHL5IXmvZYQtLM6PUf47brr6c1/Sp+5Geu9DK1ePWtf/Gzc9x9l6C7cokP/d4T9DcjVBgTyIJAKt7w5quZnmtz+fwWbn2Zdx6Z59Ev/nvmW0sc3D1OqxajdY5B4krL6MQkaT7guWcvcfy8ZiuLCYWjEeSM13MmRwXTUyOMT0wRBR4TkNTGkVFMUfQZDjvk2aCiHGpwiuX+7p1kDZWD2ed/nDum7mdutIMMQ1QYYZF0ttY5feEcq+t9ajVwNUFHJUzc9FqeWTjFsQcfZuvchlfbC8BkBWeeeoT3/eK/5O7v/xGOvuLV1BstpFbovKDf22Tl4hmeefQhFi4v0en2+Pz9H6PdHEHGJd18i2469GI6ArpbHYQSqMDTyIT163RrNEEUMDI6QhyHEMY0G3UuXF7wkqOBJIkiYpERClNRsfxYvC0EXee89nw1Eh+65x2vrHCUeG/slhAI57i0tkn+Am/yUCQ0klEK22eY9//Cnz9fr+hsbfHEk08yPzvH6Og4Y6MeW1JvNEniGlEr5JV33MHBo0d48HOf556P/QHGGNK85OlnnmRldZlXrd7Jra+4g1rLC7SqIGB6bp43v/0dvPKO1/Kdx57hfb/323z8Yx/h4uIipfa0M+sElnleiqpef7Z4ORcaLz5e3gk7LwlURUAMKtEI5x2oHIYXyDnghO+0rc8cYA3CVt2r85xsFUWEUYws+oTGkBtH2h+SO8vonl2M7N9H3G4RtUfYWLjArC2Zm2hSb9VQQhEohZufZ+D2YCOLEEPUWBsrBe999PX85Ae+33dPj1j+9Rt/hTc1f4OgllAfnfTuYbGiNjFJNDKCSTNMlmKpREwk+ArEj7qtMV4YZRvMJQQyDEH5cbzflRq/m3fsUKmc1lidY3QJWqPLskLSCyTGe324EutKxuVZ/uXN/5J/9di/wjrf9f3Lm36G6WgJU2icdBDERLWI6ZmQpfWc5Q1Ikj71KCIJHLWgEk4pPbpGG0dZpJgiBwRF3kcFV7FZTNEb24fIh7ztB17B0kVN99wa50+ucPncMq9/4x0UwSqffdby5OMXyLUlihS9rQs8+9iQd/+tdzI+Nc5Tp2a+ivqW4ORpwcfe+18Zbh7E6BwpDBjD3/kHd/Lgved49tEVzOYGd0xKHvrCL7BvYpOD82O0GjFYh7Z+Tzs+O0+aDTj+zAWOnbekpSIShmaYM9ksmJoImJwZZWJ0N0pmOGcJWyMoFSCjCJv7qQnCT4aE9uPJSxz+Cq1o6xQX9RH2NE9UlD7F5uYyFy6f4/Jij6IEKy2bmwE3f/t38OBDH+PZJ58g30qpCUkKaOdICmDQ59wjn+e/HH+S5vxemhOTTM/s5oZbX8fK+TN86YGPsZqucetr3sIb3vpWOp1N1lZWeObJhzh78TSLy6uoQBHEEd1+H1NYTFlisMhqCiOdQkrJ+PQkrXYTkDTaTfq9LlLA+soSwhkmnUc5GGcJKy51KCBCMMTRt466FJQ4HLtQHGHEnSQTC/i711O78jSj69yO1sL102/gXe94N8dXHuQDH/t/GKQvj6RtjOHcuXM8c+IZRsZGaDUaNEfGqCUFOo6JogiBY3puhrd+2zs4cuVR7v/Mpzlx5hhFqVlcWeHeT3+EiwtnufvN72RianqHrhqEIZPT04xPTnD9rTfxPT/wt/nX/+qfc/8Dn6c/zCmNw9kjuJegqtefHi9N+dC/yHhZJ2xry8p/VhL67R1K+k7SW8GXOyhpv7M2OypdOOkpD3ZbLU1jjCGMI1zeAL0JxqBUQLGxxVqWMnlwP43JMcJgH+2RGqLXIZEaKSRalyAD2iOjNMOQxv5DbJx8FiUHbMr9/OQf/ACW7V2w5Kc/9fd4/52/y+HdJWHTg51wAhEGhGFMENdwoumJphX3GePpa9aUEKjKYcv6ztVYZBR6FSopcLrEiQjCShHNAq7E6hxcgkPijCHMhxU1rsSWOU44jDY47ZWv3jH/O7xq4j4uDvext36e2WQZnVlUUsPZEmH8TnVkrMbe6QFnLgvW1i3TEymDIqQWSFyhMa7AOot2GmMc2klMMUAEI1xcUqwGYxBKvu17XsmpY1usHr/AYOi4dGENp0FLzW99vMPCwiYqkERxyvRswbv+l7dx6KqDDLZ61Fp1Du41X6G+paTjsc/9T7oru3Bl4YsYCv7uP7qLJBZMzkRsXbjE/nKNM0//D/ZNrnPkwBxJIHDaYYTF2ILxyXnyssfTxy/x1DlDWvopy2icMz1aMD4imRgdY2J0GiU1LgiI6iM446VsrbU4A2EQEUcthOuhS01RGPaMLXxVB7NDs767NsbR7Xe5sHKRUxc7bHSk19uWU7zm7/wAX3rwUzz71GMMBiXSSZJQUgv8+9UDQU04XKHZ7G6yuLiBDBS1OODEo1/k2jtez+Ebb+b8vR/i2EOPcPWNtzG3dx+79x9hbtceouYo/U/di3GOjc4mvV6XUueUpkCIAO0MQaUYKIVicmqWZGQMk2c0mi2ytPTAT2sYlJoUucNPDgXPi6zg4SQZMHDQd38Lw69hUOQYRt0PY8Wv03EwISBx7Jh8OOC2a17Dj/2r7+KTn9jNlx77LM+dP/YX/gz64+PFjWk3tro8c/IEU9MTxFFMFEfEwQHiJCEsC+KwhhCSIJJcecP1HLnmGtYXVrjng+/n7MIpBoM+jz/1OGdOPse7vvMHOHD4KHGS7Pz7UkrqrTY3vfKV/Mff+u+897d+nd/8v3+dk+cukA5PUX4VnXI4tdP0vDQXDi9N+dC/yHhZJ2xhS4RNcMriBbP9Le8lJSzCepoXVElOCJwVHqxWjckd+O7bgVR+DywAJ2MUBpz1dnndHp1Tp5jYv5fIWmoTI6i5KfRWh2KrgzMGW5TgLDKQKCWYvvIK+ovP8szTta8wYLBOcSk9xA2jKygVVDtp9/xOOpBImeyggZyXGAMkzihEIP3uHfxuWNtKscx/XwSyegoqbJl7NSyrUFElE2sqt7EwIDAGV5aeP641wqVYZ7xxA5rZZJHp6JJHUFsLymEKT5qTwqHCkChuMDWbs9rps96VYDXDgWVsxmGcQxqHtoZC51gkxhY0RkbJ+hMM9D7k3Ax3/Y3rOL9ygcWVJ+kOZ1i9kCKDOvWW5L3/6QHiZp040Uzvktz8in3c8brb6Ha3eOax4xy97iiBCqhFq/z8zzT4qX8xvqO+9d3fdj9rFzSmtAQioN5qkERw1St38/RnzrL8xCmOlht01z7O/MgyB/fMEIcCgSLTA5BQb4xhleH4U5c5diYn04qa1IwnKTNty9hEyPjIOGMjY4SBhDCBIKIstMfMixgnBFJFhHGd0hQYE1NajTaC/eNdfu51v8w/u+/HMJWD2c++6f9gtrWCNjAcZiyuL3Ly7CZLy4rN0hKMjXH7t38rx88+wulTT2BkTHNsjGajSX2zRzlcwRloBBBLSHPQpaV0EBmN1oZzx57hmePHQXmd+nxryIVTz3L1+AQiiBmZmuSa62/l9MmzHDv2OEWvwBpNNuxTFJogrHlkutlWDofpmRkao6Osr64iFaSZZyY46zBSsFY4EirfeeETdYUNBecVy7puF+kfsZPs8KuMu4/SFwuUFXDqhbGoTnPy4nmuveFa7nz16zhz6blvECDtxY1pt8kTzz13GmsswzTFOFsh9WOU9KY6oZIVRkf4kfe+eb7/R36UxUuXuO+T93Ju4TRbvU3e9/7/ym033c4rbn8to+PjXq63Yu8DTExM8aP/8B9zw00389/+62/ykY9/jKWVH6Kw/5Hnga0/DFzGvTBlu53/9xKJl6Z86J8t5oDFF/1TL++EjUMGgAgQCKTwt75AIWyxDf4G4bnJsvRiF96tymCt8ePgSkzEaI2sEqStxs9SeglNqUAPhmRLF2i1WvippiWoNRBhhBz20IM+Ns1wpSZfXECOJtTnd3G4a75yF4xh/8QScb3pTTeEq3aE/oZEVJMAse09rPxD1bgq+ZrK97tC+aqKk+38ikA4h5OyKkCkNz2JAi/Xqr1uuLOWIJFe0rLUqLLuEeNpgslTTJn5yYGynmZWGXQ5hC94EDj8iD1QEfXRFjPTGafPCy5txGjrOKQkDktZDEkpSepNlIhwJehcs95ps65Cxg9PcOLMcZ5b/RyXLwwYG+zGugFKODQaEcD0bMn1t+5m7742jdYIj97/HBO7JHP796DigKWLi7QnRvmOd24w2XiA1c4YM9MlH/u9T5JujRGHCQcPTDA5M00+7PH5P3yOS59+nNn+ZdzwMSZql9i3a5R6zaPtC1cipaLebCECwbHjZ3niVEaqAxqqZKqZMz3qGB8NabXHGG2PEYYhMq6jBZTpkDAICeIQhKoU9ixBEBKHdYws/GcoJY12i++c/yh3zH+J871d7BtbYvd4H0RIlvZZWLzEs+cvc2FRsF44iiTiFa97NRvlOhfOnaE+MsvM2C7GpuYYaY+w+tjjLJ9exiFRwhEJQeY1dPwURngXKQMIJyilT+RpscFzzzzHVbe8Emc1cZQwPTPL1MwU9bMRjahFEEJRWuS2q5sVHrSIB581mk0mx9p0Nzt+DWVKYlnxMhT0hCNxlWc9eNT39r2Kv77yP6Z7khwmZMGrh/Hl/OJPfuH91H5W8da33MXC4ll0JcmuAADclElEQVSklN8AttfXNqb1dbrjzOmzrK6scP7CedbWVnHujRw8eBjrBC0aBDWvv1+BdlBhwO4D+3nX93wvF8+e5/HHHuTs+ee4/0ufZnV1iVtf+RoOX3EVQRjugAsFDiEkd7zuLq6+9nquv+m3+B8f+H0effwqBukuEKcQ4jLWVmQTV6HLq9wtnGfYfOPjpSkf+qfH3wJ+ERh/0T/5sk7Y0kAgAlCKIIgQwlVdpq20wtWOYpdnP/lEaKuk5qjQ4nhNbBmHftSbp4ggpBASJwRKeTcspzRu2KM0OSpIsJlCKEnQbBE0a9hyDOcEurNJ0V8HYxHUmJAX+Jd3/BL/6gv/aGcX/A8O/hOOzGVI0fRST05Uut7Cc8eRXv7Imh1Uu3B+duCQXvMbD7azZenr52oXjfE+3UgPOJNB7NHZZeH/3nqdZiHwRhxC+KIhVijZIIhidB6hhwpS681URICT3nrTmuocI9BljqwKi0BJ2qMBtVU4tS6xsqJyYSmEodSWxHjKly5zCt2iO5ymKxPWnt1EzF1kubtIJPf443Pe0EPFlv1HNd/6rlcyGOY89dgyy8sLNJqOv3HzrTx37BjOOPYfOcTFMxe48qYrGBvtMTFe8NE/OEHaaSCsYM/ecd7y7ptJ+wVf/Mgi659Zob76DIPBI8yObbJnfpxmzdPjCu190ZN6CxUFHHvqDI+czhgWilZQMjMyZHpcMdKuMTY2TjOuE4QJMo4xTtAbdqjJmCiJK0yF9Xx/AUGY4BzosmDY6SOlIoprOOuYjRaZnlgEJXGmjjGG5dVFnj65yKlFzeXcsYXlmhtuZGT/NOfOPMvsvquZ3n2Aial5WqMjSCnonF9krfSTpnopiaVAayitqDARgtQ4NB6NrX39hbaGY8eOc+f6MhPTe1BBQK/XYXV5mRuuv5nJsSary5uUaUlUj3yyNSCk9SpqzhFEEbtmZ7i8sIwxhnocMTnZJu8PsNqQWiirztpWdaq/mreFRRzij+meIk5T4u04/Yzo+egPunz4E+/jxJlHuXjxHGVZ8JcfL35Mu/07eLlery73+GOPsnj5EpcuXOCb3/5ObrnpFoSUxKYkqde9ic8LXNbiJOHwVVcwv3s3KyuLHHvycZ4+/gif+cxH2NrY4Pqbb6PWbFSirv4dhRCMT87wg3/3f+P22+/kA7/3O3zow/+TpbUt8tzf59rjVzHW+QS+fZxfgTL/RsVLTz70T47tgm7wNf30yzphm8EQNTZWIb29kcS2ZaY3PBQ+6RkvKoKUO45R1vmu2mqDdAGlKbDGooQkaI9iihyT51AaLHllgmEJhUI6hzM5VoPTBjNMCRo1VBIjghA13iZoCnSRUaxt0L14mu+89jxvvfEUFzZniC7fx2hjmebYUYSqVMmsP2ac9SIZwltgIkpwVXcmhQe8Y3HbVC+8ruFCd4Izm7McHLnMXHPNQ8qNT+BWZ9WdJhC2pFqKY7X/KpT1nbkUCAKQoOK6T9JCoooCa0qMc96G04GSIaXJfYejDJgSIUPa7RYjI126GwOGRmNMhHUBxllqqo6woE2OKXIKvY+Lm0Py2f0MBimzU5IojTCZBixRPSYvUrR8imtvfhNPPLrByePrDAaGxrRj/wH4yIc+yL69BxgZneQT9zzOq153I4uXFjhx/ARlOsbKeUEgI+5+2zXsPTLJ0vktLh0/z8Rih2LjYbKNL3B4l2X/vkli4RW6s3SIDAKSWkLcjDlx7DSPn84Z5opGoNkznjMzXaPRiBhtjdCo1T3IJ4rROIZZRoCk1m6hgtDbhtptxzKJlIo4qVOWng8fRQFKKmQYYCowpHMlzhg2en2eeHaZZy6XXMwMK9YyMjPFNa++lWG6xd7D17Fr3yEmZ+ZojIyiIklZ5Oy95moaDz3C4vlLdAtf3ObG0+giPKsgq/bGYYW6FnjjibOnzrK5ts7k1Cz9bp+Hv/QFyrTg+tvvYGS8zq61DoGsjlkF+EswqKxs/T106OBBnj72HA5Lq9VidKzFuZPnSTNNaaGQYidRpzj6VPQtfNdsxQKJ+yEynh/TNvlhArFAAHSrRP9Hozfc4sljj/nVDaCUIgwUWf6Xlby/9jGtxRdOUkBZGlZXlvjEJz/McyeP8e7v+G7e/vZvo1Fr4rSjPtL0MsJ8edFSbzXY1zzE7Nw8V119LY8//iBfeuxzdLY2eNWrX8/o1MQOtRX8oydK6lx3823s2bOPt779HZx89gRffOCzPPjwgyyurFAUJdoYjPFTPOt8Ei+NeJ4W+/U4dV9zvLTkQ//k+GoF3Z89XtYJe7C2zNjMLGEcYKTYBlD7jlkEVcKzvqa0YE0GAiTe0cg5A8jqIQmhDHDKq6fFo22iepvB4kV0IFCpwpQCKHG5Q0YOoaqdczYkH3RRcUwQhch6hEigOL/AxrkLpP0OzdYcc81VZuUCz5w5ycTBAwRxiJAOW2owAusKRBCAVLjKKFA8v+HDaV3tlIQ3jfDqLPzOk3fxkx/5oUqNzPILd/2ffNc1H8MhodR+vF6hyV0lZ+qs/9edMZ7upYuK/iZRYQxxgAhDokYbqwrKcogoFcaVWAXGlAgUgXPeVtRJVBIRxzEjbYELCrpDB2FIJhxRGBM4RVmWuNJgjSIdTjEQIV0dUtouSRIxOTbBeqlxtYxQNumlZ2g1DvPAfUOsyWhMOq6+JUaLVR5/bJV9E/OsrgTc99ELbCx3eMf3zfC+//R/EdTneeYRw9T4OFdctYdX3X2U5aVNHnjfg1yfOHTvMdLuZ7h6N+zet4uwsqcsjeeyx2GNuN3k5MlzPPJcyiCX1KRhz0jG/GxEPWnQbraohYKydNRGJtE2pT8YIpxmpDWJUv73xTqs8HgCrYfgFFEQIa1CCpDSUQ67BMEYQRig8xQIGBrDidMXeOpij5OpYQ2LCwWvuv4qxucmcW6WPQcOMzY5RRBGGKcpyxSEYObQHib3THDm3AIbxmGMd++SCGoSBkhiHHUhUDj6/sagFI48TVk4d4npPbu454P38NgXHuUdf+Od7D60h35vk/ZEGwKDI/ATHKWwTiOsIAy8Zevs/BxRGKKk96APqtVIZnxi7jlHU1ZAsyggiQRyq8C8QPxaiV9n0n0MwRFyTqLFwg73o3zBTvWF4SrU+Avjxmtv4PjJZ+h2vzbU+PM96Z8l/nxjWp/8BNp4TpsQOWfOneQX/93P8thjD/Gd3/UDXHfVtahAETdrvuDfPs6q4xZCENdqHDh6BXN79nDquRM89PDn+MAHfou7734nM7t2EYT+0e+s2ZlCjk1Ncdv4GDffdDPf9q7v4OzZ0xx/+mkefvgRvvTwA5w/f5YiKymMQxuD1NZ34IadaccfT4f/q8OV/pNju6D72uJlnbDPnegwNbeOjCOEqFXCXs6bYIjAizqgscJ5hDgCjAeiWadxbnu0rImEIbQam6W4/oB00CUeGydKYpQapYhiRJqgdZfAFZiiJAgVUgqIQ08otaUHtUnvdJV1ujgs07vnSEZaSBy99VWieo2x6amqa/cjaaszhIr9capK3QqFUx4djq2kPSuOlxDe53uhM7qTrMEj0H/qEz/Ka3c/yK6RdU+9EoFfXlZ7KD95cNUuymLy3APTUEgReC3x0qC18WYitYAwaGODHJEPKHXq+e1UBYDRSBUisd6iMQ6oRxKVaZwMQYRIA8YaTN4nCBsYOUGn26DvSnJjMKYAG7J/3z7q9XW2Oou4fpv5mRlaoxNENcPETIAKc04eO8fqGUkk9nFq3SCeHeKIGR2rsXFxgedOnKNMGxw+dCWvfO1h9l85wcf/+8MsPXWWQ2aVdP0YJnuYG64cZaLdJA689nyuU4SAMAioj7c5ffoCjzy1wdYwJJKafWMZ+/bGRKGkWQ+JkxBZq6EIyfI+2mToYshoexwVK4qswGmLlBYCyIfeUS2JY4IgBGlRsSRSinTQ8+C9eh0ZBBhg0O9xdmmTk5lhUViSGlgTcNWN1zE1N0trdIJmewypBIPhFrr0Y/x6UmdyYp6rr38FDz9wgm6W4oRgJBDMNQJmxxLiJCGJAmqRn/CISp0uLUuG2pCeeJDfeOwhttZT7rjjdg5deYSoFrC5uYpyfgLirMVKLzoUhTVw1nfHumB8cgolBVEUEMUKbS2t0RoowXInp3RVnxEEjExPUVMla/01L9nJ80nSigVaLKJw9PAI8hfTKxtjOHvhHM16nX5/uNN5/8XG1z6mdXgJUaygdA6H9hKwieHTn72X4yee5Pu+9+9yx+2vY++ePYxPTno6Z5WsnXNflriTep3rbryFvXsP8PAjX+Sz93+Cwwev4Jrrb6TebFZSzlR+AwZdZsjAF6xXXnU1V151Ld/yjm9jeekyZ06d5MSxE5w89RzPnT7J2fPnWF3f9JLE2mGsf77YKms/X+j81eJK/8mxXdD9m6/pp1/WCfvH/utP8hODB/nu785QMsRK5YVCpMBJhxSB35NReB6rqfIdfnTnd8UOaSw1V5A4sFmK1AXSOuzGqn+9q6RBwwhrE0QUoyKviqbw+19VUx68Jrx8ZNnZokgzGmNt4iT2yylr2FjdYmbvjAfs4BDKJ0hZU1XhVeKs9lrgwnrPbRXiJNU+2IezGhCc3Zz/CgS6cYrzg93Mj66DlJVLFmwj5oUSFT3Mi8g46zt5z9UWmNIvGUWgvGV2EEC0LbfqkIWidCnWlAjr9dlN2UdISRjXSJKQVihpJoowaSCsRQYRttAoGeCsocgSskLi6qMgAmwZsnG55MA1La66Yoqy1PT7qe+4bI9sULC5HHH22T4MZ2mIBFSALjOEDDC6YHJfk4sXlpifeyUH9t7E0WsmWFsecs9/eYDimcvMlmco+k/Ris5x9ZEJRloN/DbAUuqCIFDEcUKt1eTM2Qs8dmyZrTSmHmj2jucc2NtACEctqVFvjiLjiDzPcTrDScsw7ROFXv87L3J0XhAobx9apAZdFqjAd9fGGWQYUhtpgzHkWUaYDT01z1qMUHT6A9aGho61pM4RCslou86Bw0eY3TXP+toKw+GQVnscazX1pEl7bLxSJLPccffdfOJDn+LMqVMEUnDlhOKa/S12zewiDn3BZ4yhNCVZVpDnAzpoLg9ynnzoSfbe8Fr+5j/4QbIsZdgbEMVt6kkD4SylNgjlCERY6ZFbjLMoo0EJavWYWhiiVMjY+DinnjtNvVGnOdJgc7hCmRucELgw5MChg6z1VpHn13auYQ9I8xztAZYYQQ0/Ps9fpKrZytoa9VqClIKvJV9/bePer31M68DjRgC0IM0sFkejLllaXuL//NVf5L77PsHNN93GG17/Jg5fcRUT0/6Z8sJkDRVuBxgZH+d1r/8mFi5d4Pjxx3jkoc9z9IrrmJ6b82uaIAS8Vzk7I24/+1ZhyL5DR9m7/xB3vPaN5MOUxaVFHn/iET772ft59NGHee7kSdLCYl31jHUVJt3twv0V40r/6fEbwEe+pp98WSdskPzS77+JO1/1QfZeFWMD5S8SI5BB4LtTV+22cRhyj3CuxmneNMQS2JK21SRRgNAabAnWIMMGUoWIosAJwSDLUUhsoIgnpnF5hut3EM7idOnNO5RDhAHlxgZK2CpZeyOMojskiENaI6NY5/eZOIOf06udPTlsr+JltaeuXMic8DrStqwSLBwcX0IK+2VJWwnDgfFVtm0YEf5GdnrbatTsAO7Ay5R6nrffnZqy8rsuvfqaCxQyiHDO39AiCBFRhMlzpC79aMz44/d4JkldCA6Mt4gDh3Aege8sSBmhrSDPWgxNSTC6G5eDLiyrZxxlsc7MniZhFLOxmaNTQdaVrFzKqQWjyMLTiLYtiJKoRlnk2DJlpDnB0pmSW26+g4NXTnDiiQVOfPYkc4OSfPA4ZfooM+0BB3dP0KpHqEBWnYEH7dXrLcJazJkzCzz49CqdfkQ9KNk9XnJwXxMVOkIZE9fqDIshTg8QThLGDdJsizBKaLbHPDofR1CrIaUiS3vkeY7AUgtjtMkptSZQNZojAWWWIoRFm22Qv8Q4QafXo5d59LZxkBeW6UPTjE1MEERN6g1NGCW026Mk9QbaaD+tcRZdlrQmprjzTa+nHKSwskgU+PMlhKHIDUUxZDjsMRyW9AYpa4XhuQH0reK2qTG+/Ye/h6LRYuHCJU49c4L5cjdjk+NEgcI5g9GGQPmCxyFRUlYGM4CDUPlrNI4Suv2MdjOkldRIkgCdGwLAqYDJmSk20y7mBZnROQ/DCPF1bMm2pcy2AcqfPZxzDIbpThJ72UR1KgvtsKkDWxBECiFTnjr+OM88e4wvPvgFrrnmGl5xy6t5zevf6CcblSPfC7ttgCAM2bPvAKNjY5w9/Rwnjj1Bv9fj0JVXsrPU9m9bdcfbuB/l143SEocRUa1Gc3ycg0eO8MY3fhPPHH+az33+fp544mkefexhVtc2MNZhDJT2MM59NRDeEQSXfdPCS4kq9pd1NC+e0gUv+4Tt+czPHO8xvzdANUc9MEv4DtRJBfguVTiQRBibI2yVoJzDmIJ6kVKnJEgS3Oamd5MSDpP1UfU2Kgip1QIIA3pLqwwHKcn0LPEVV2FXl7Eri7hsCMUQUVM4KSgHfYK4AsNFCqkE+WBAoxUjnfDJVwZ+B1VRxBwOoVVllCG84EsosWWBUN7QRFhTFSF+TjDfWuMX3/Zr/OMP/90d/u7P3/1/Md/c8HQb5405vLa4fwIIrKeHWe8JLkTosfJCQ1l66VLjgBxpA0wGoJBRhAwjVBigojoqjNBZhiwE0ghcUMcGiqLIiQ1Mj9YJpEPgDSKExFt8uhgnR8m1QYsQY0qiqAZDye7WFLfctJ9HP3eBtRNrCJuQ9VMC20IFESoUGGuQSmGKHKHqJHGDyamYw0cOc9XNe1g82+ETv/8U+cVlrglgo3M/qnyQI/tDJkcmSMIIUfGfrTRIC/VWizBJOHv+DF98asDWICCRlj1jJQf3tqi1G+RZn5KMyxvTrMsbODy1wt72Fmle0gomaY2O4JzE5KX3rg4CiqLAWUGj3iJKGhhXUNicLO1Ti9tYpVBSYKxFKN/lCKEojWa926FfbJdV3jKz1W7RbDeJoojxyVlq9TpIvK6+9XKfWZpRZkP6/S67Du/njW9+K8c/8xm6/XOk6ZCtrqXMc7I0pd8r6Q8cl1LHCefY027yNw5Ms69Vp572WBhsoW2BFI4HP/s5bnvjnezbvZsiyzGh9QpugQQnCVxlzYo322lajdUlURjRbrdxwtEeGycKNxiQYYUHgBZWV2C05x+UPknj+dr4xKX+nA/3l5veuO9QffrUBrLc+QmGcwgkScPbbq6srfDoow/x6fvv5a43vJXX3/Vm2iOjX7VAkVIyMjrGNdfdzFZnk899/pOsry5x022vJqo9L7SCqPDkzlXsmorBApVznC/MJ2fmuWNqmltufQWrq6ucO3eOL3zxfj720Q9z8uQp+sNTDPKvBOEJTqGqAn/nU3lhwfb1PJF/xpBS0aw16Q62vgHv/meLl33CFmiirQdJ126mFddxUeBdrxAIJ32XKq3f2VpZXYSe1iWFIrCGpL+KjNsY44gkfgTuDDY3aDcgqDd9l2xLkrEG6XrJsLNJmE4hx8aRzTrm9CmIY6hJjO5jyhIpK4OOQGGKgjIvSFqVvy/+/XeoW1L4p1IgkTLCGY01uvod2NH9dlIiRYCTDif9Ff9dN36a1+57lPNb8+xrX2S+teaR5a7iTFuH07YatWuE8XtwpwAR4Jys9tYSEXpAnkXjnEYbfAHjhC8cwhCXNAmTEBE2UDJAyADpBE6G9PIhw15KzYWMRRFxPOolW63xDx8pcSiMTUjzHtY5hAGFYmaqxYHDu1C2xk03H6UeT3Ls8SVcLQAcatuv2UAQJERxwr4DMywud7n+FaNgFMcfWuDs8XX00+fZH26xsfUFEnmS/UfHGUkgECCl8JrV2Sb1oEFrdIygXuPsxQs8/HSP3lAQScuu8Zw9e2u0Jkfp9jZJsz73dX6IX3ryX1f0PMt77vi3vPPQh2g1635EX1SAEiUoi5xsOCBOGiSNOlJKirRkOCiRMvLGHE7hogiTZR71KyTOQK+3weZWRk/7QkvgzWDqzRZpNqRhR72SlfCrHmchzTK2NtfJhkM2Npa5dPEMn/3UfYzWp3nFXd/CEx/9AOeWF5ga9rFC4wpHPw94soTLFu7cPcXdR+cZq9Uw1jFcuEC31gAVceTaa6jX23zqf3yYm159G1dedwVBmSCFV+bTqkQlTV8QKkUYRoTGII0jSiJGxlqsr2+RxA1q9ZgN26OwYLVmcWmR3qC3s/us0BEYB1oIQnynnfK8yMrLK/V+7fHCpF0a5/WOrMaaDK01UZTjrEabnMcef4LjzzzDRz/+h7zlzd/G29/57RV75o8mbkEYRUxOz3Do0FE+/ol76PW73PnaNxM14i97/Zf/rHieewagBNJZhIJGe5RGe4Q9+/Zz622v4Hu/9wf43Oc+y/t+93f4zOd+jK3+f2AbhBfIH0YKPw73tsd+grQ9ofPN1AulXl74v39xEQYhaT78C36XP1+8zBO25q3JT1Kc/Tibl0aIR0YJRscAhYpEpb/sOYPCKhxewUu7sroRIM6H1MoOOm7inEPFCSZNPV3KWvSgizPGJ+U8pdzo4rShzHL0pbME2kIxBBVANsRmJdQDZBBh8i2ciAiQ5IMSq7Wnm1nj1cqM2aH6ECikrvoIaSuLTXx36vsrwCGc8cAZQ8Wp9kCfuWbOXH3J//y2HrjWVeL3u+btKpkw8qdPSgTP83KFkDhilHUInWOKoqKGeXcHbxpisDrFmIAwCFGxf2g7AbkuSTcGDPs9giChHgwJbI41IcJqhAq8Valz6FLgtCAKYoQ0NOKIt37XjTzx+YtMzrYZdnu0mpK9B9s06gm2DOj1hwgMkzMj1GNFazwmN47FxVW2VkrW9IDucytMbyzRlJfZWvkcU60N9uweIwkFSoIMIkptyLIhzfoII+OjOBVy7vwSDz3RYauriFXB7tGCg/tbtEZH6GxtMMwLZOsV/NJn//WOfKh1kvd8/se5+8hxRuItjPUSrw6DTR15OSAIIpJahERjtKMoDLVaC+M0w8GQZlRDxHUCY5HOYo2mtIKVToeVTUfuvMZ2VCngBVHE1tYiebHF7N4rCESEsSX9Xp+V5ctcvnSW8+dPc+niGY4/dYYyd8zOGmbGZ1EHdnH84QX29gyNUDIM4bnCMtDw3UdnufngFEEQ4qRAu5JiY5ngwFXgAqIg4qobruHo1Vdzz3//XZ58+HFuvfNVHDx8hJGRCepBjbL0WJFQBljryMuCcpARhTGJUqS9Hp2tHmEQYhCUDrQuWV1dYTAYPI/PoBoFA0PnaApBiKBR0b9eZoPtP3c8n7S9gEmpAQxWG8pYU5Y5cZaSNzJqtREefeoRHnv6cT728Q/ynd/5fdx0yytoNJqIF+y4t2N6ep5hmnL/g5/h8vIl3vSmtzM9O7cjtPLlB/GCBL7txyqUf0YJB86gIkUzjGm22vzN79jHW9/yLTzw+c/ym7/1Q5w+E1CvXWQweBaprmAw6FMUBcYY+kNPnTW6xFhHqQ3WOo9hceyIQG47trmvThL4c0VeZF/nf/HrHy/rhP1DjTuZVCukFyVrzx2nOTXPSFJDNQK8VCk7429rSu+JXfGIhRNIU9AYrFIzBqsSgnqCcgG6s4KzrpLi1JTDLgqPhI6aNWxvgO51cCPKgyx0icsHleySRUhFbWKWfGmAVOBKQzkY4owlCLzXNcZ5/W4rkEGM0KU37lDe9RcnkMormQljKtMSCUaArlTcbMWpcOCc8TeOKf3NY0XldRw9z0+XgAtwRvhOzhoPZtsG1glwMkAoEFKiZOitOUkqznq1y3ICqx020kgZI+KQPC8Y9Adkwy7aCKJAUk9qCErfdYkAqzVKJeASrCtJkoRuMUQFgtHpJuurPV7xxn2cOd7h4A2TFK7Lq49MIJxm7sA0F05uopR/UEztqpENNb/9y4/jiozlpy8wMuhxJNhkpfMppLzEkd0J4+OzhEICBqkEBovWOc2kztjEJNpZLixc5sEnF1nfCmgEJXPtnP17m4xPzdAZblJKya75Q5wY3PBV7UbP93cx1VqnzHKcsaggIs9S4lqLWquJswZdZJRZhneTU1hrSOoNLzGrDVJKlApwIqSbbrC4sclG6pHCCojx3WYx6HLu6RNEzVHqzVnybMjq+hLnTp/m1IljnL1wicuXVkhkSGuszczBCdqNMU5dPMbqxYv0MkNpQhqtgGWjaZaWN88l7B3x10UYKJyTBGGCznLqSQNjLWGkCEK/Gvpb//jv89gXHuTBL32R9cV1XvXa24nDEKRDhgpjSsCQFjndfgcZeApkGDnOnDrjRWGEQzuPleisbzDIPWFLSbEzGnf4rto5hxKCWAjC7RHtX5ke24eD52mrrtprW7DWYLTDlCk6L8kaGfWkQVKr89iTj3H8xJO88fVv5q673sYNN95KrV73DUIVSRKzsrxIoXPW15e4dPE8t910O4evvJrpmTnqzcYLXr99zsWXibZshxDeWRDrGw4RSUbHxrn7Ld/CK191B8PhABAMBkOMMWTFgF63T1HkXDx/nkE65NLCJXrdAUtLi2x1e2x0OqxvdBgMeuRZgbYWa7d7lW80//svP17WCbsultE2gkKz8ewpxvcdoT42iaol/uI2XhTFWoOpfLNdtQOSpiTur9EcrhMGAisMzmiCRgMtAqzNPXfWCTAWPegjkyZRs0bQbCCHWx6MVu2BcV4/24MoDDJOQCicc3hsWYkQDmfAZBlGp5UvtUIlNUQUEMQ1ZBw+3/kKiVcxAYny4A2hEUHdj8i9e0lFTXvBuN+pir6F10mXEmf83xtTVD9XJfzSYCsdaCEEKpKV1KTwdp8B4MLq94wBL9fqqXISYaEocgb9Hnk2RGuPvE8SqCWeWidEtYcPAoQEk2eEQcb8yD76RZdGY5JeT3PmmRWwimtfPcfKuQGjrYRAKqb3tEh7ObN7m+SDgsULHRbOL3PueA+5scy0dNTSS9T0GdbSJzg4LZmcnCAJBWHgL3GLoLAlWmtqUcLIxBhOCS6cX+HBJ1ZY60iaYcncSM7MZMDIxBhWgZARY60x2q0mB6OVr2rQsWfkMnk6oExzkloDhCBMImrNGtaVHkSmLdpUQz4pSJI6VjkGwy41ERFIzwRI8wFrW+usrmv6pRc0CQTUhMCEAtHPKbYMjajOM48+yTMnH+PUmdOcPHOJwdaAMKkxMzXJ1GSDYbfLuTNn2eoeR+BIjCO1jlUFQyWYGFr2IRmzjnZcpxnEKKEopKAoC5w2RLWQbOglTYTFo9HrdV79xjuZ27ubYT8lThJs5U2vhENU1/1wkDHcGhCON1FSkaUlq5spKvCD7dxB5BzDYc5QW4zz6Og/GhnQcZYJJOELBqV/1WLbuc9UX71Sg+dE222QlxmgswJdFARJjDYhH7n3Hh586AHe9uZ3cuurXsW119xIrd7wWFehWF9dRlMSqYh0OOTC5XOMf3aSa6+6nsNHruLwFVcxUmmSi+3RZBV+p/2CsbsDIdXziVt5wO3YxCSj4+N+J+48KBM8Z94LC/nGI8tziqJga6tDt9thfWODS5cucP78BRaXllheXubSpcusb6yzsbFFVmhvqvOC8yRe8HV7Ry5e8JcvMyjDl8XLOmFvJybrBNnqOuvPPU17dp54tA1BghAKu+0HbQ1GW6xxGKMJ000avUVqeKEMmS4iVk+h7T5/8QjnbSEr60qnS4p+hyiepDHeRCTgOuvobIBKElTSwA4HCGd8p5woZCgRyrew1hpUHHtpzzzDGY3JM2xZghSoWh0dJwSNpueVRyFCBijltaa9dni185bCa4E7KpnRshJAASf87tpa40fi2pejpsz8Q9U6vysqC3RlguIBYQKlJFZLnJNIfLcvw6D6HSwilF5mU2zj1h3FsE82HDLMhpRljpWOIHLEsSSKYoQKvYpWEPib0+HpQMEmOryZlRWJRFIbC1lfsaSDyzTHEhpjCfVGQHcjZW11wMqFlPWVDUzpWDzbwXY2mSwls3aD/uaTxPIM7eaAo3tbtOohgZTVCD/HSkWpDdqUtOotWiMtnJKcO3+R+x/doN+DVqiZn0gZbTnGZmZpjUyS5gVJLGg1GgRhyJi+yHte9W95zxd/AlsB/H7um36NcXmZfJhSa7SQof+MozDaKaRsWVIWJUIEBIEirPk9oS1SsP48WixaWwZ5j41ej40thd4eOzqHdjBWb3L9zbdw+sknUFcoMhQf/dBnWNrsMD4+yqFD+6jFAXk64Pyp82S9lHqzQbvVor/RYTjQOAdpWjJhDRMiRApJGIc0W6NI4XBSYZxFa3/f1Ot1nBVESUQQhkRhQhgEaC0YHR9nfFLhpMPoAlBI6QGGWhcUZcHWZpf5uSlq9RpRHCJESlZ4TYQUR2wFZeEpin9S5HhnrnY1KPr6xMtPzMPhnh8P220KF7jCYY3BGs+4yAtLHGXESUScxJS55r//3v/DfZ//JHfe/gbe/Ja3s//AYbJ0yNryClEjQofealjrkotpn6X1Szz0xAPs332Q66+9hWtvvJmJmVmvPeG+7KB2Pr4dOpkTFV7FTwaFtN4pcTvhiwCcwRrtaYHOmx+FoWejjLTaGDuHtQ6tX0FeFAyGAzY311lZWmbh8gInT57iyaef5plnT7K20cFp78cuq4lAWRqKonKKq87b9m78y8/oyyde1glbCAikRaIhd/TOnWVr/xma03MEccOP3hxYU2K13+lqYxBljtpaIR50UFi0kCQuR2ycRtvMd6MWD/hyZgfFjda4fgc11kJIRaktrjRol4EMEWGEyYbIohoDqwDnfPUZJjViJYlaLZyJEco7iNmsRPcHlP0+ZjhApymqUSeMEkSthgsDZJD4G0I5ZOX17Rw44zBlgc1LD0TBI8utdrjS24U6A9YU1TjcYVxZfc8iAunHl9YibYg1Gut83S5FhfgtA8Kw7qlkUYx1DimgyPoUZYEuS8rSeOlCq7GlQ0lJHAUoocB5JzJr/TFYY3Cm4KOXb+bfPP19vks/afmWI5/mmkPLZCbkcx8+Rxha4npEOiz9Q6DUdJeWaBQpcypkOoHu5tOU/UeZbQ+Ynq5TT0YIpSMUAqVAO0FpDWWmsXnG5NwuavUaVsLlhYt88tE1Bl3JSFgwP6GZmEwYn5xkbtcBrDboNCUMEuKoTpl54ZnvufF+3nz9ac5tzbG3tcBktEC/M6DZahPW6hhrCQL/oNKlL4aGgy5ChMSNiDipYY2lzDOs9muXPB8SOIEVgmGe0uvldPOAzBXkzpK6Cmw1zHns4x+h391gsLbBbW95BzdfcQNPnX2KfQfmKQZ9VhdW2NwcEMcRh688zMjEOFudNdZMBqFFZSUN4YiFoLASKwRKKbQxBFGEE1DkKWUxJJCKRr1Bnhc7Y3zrSm8Fq/CFh5PoPEc7jVCWPPMyrFqXWBybq+vscQepN+q+gK5E92qistUUAls6RGh30OBfLRzQw5EgiAXkf+6n7MtbzGN7aWCsqMBa1q+qEAhtUKXFlH6/nWdDorhOkecMhltcXljgE5/4KN/17u/l4JGjXL50kdpIk9HxNkopP4FTXr9hbXOFjc1Vnj1znPsf+BR3vOoN3PyKVzM2OQnwfMe9k7S3M/f2gUqErECuf7QPdqJKrtWLrfEMGQcqjDyFVmuiICKJE9rNJhMT4xw6cJg8LxkOh6ysLnNx4RKrq8sMhgOstYRhjHWWwWDAVmeT9fVNOlsduv0uGxsbbHX6DPsDtnoDSl3RanFeAfMlnsBf1glbCYNCEIiAwBnK9Q6dM6do79pP1BzxAvWA0Ya8SMnyHgJLnPWo5z1CYdDaYtEEIkDmQ+zGeZwMEeEk1gbeg7pCOKhIQDHEDroEzVGoeN9Ca/RggKzXEHEDUw5wwiHiGOFKb/qrHGGrgUoCjHHYXIP24+VofIyw2STvblEON73aWr2B0gYVxbjYIqIASYQV/oK2xqCzlKLbwTqBkCEY481PnN/v4AzGmMqSrxJjQaGUwAYWSYhSVXEiBKbM/X5bOozWYLXfFQW5l3JNezhnKYsCrcG4DK+eFuBkgC5ynCkJAuVvfCmwxo/CLaKSXSxZy2b5N0//2I4/uENyz8k3cHP0q8RTirQnEVGI3nDINCXGEGdbHBIBk7WQ1e7jLC0+yOyEYfJwRL02ShR4ZDGuslJForXxns1IZvfuIa4nGCdYWFzmU49usLklGAsLJkZyxqbrjExMMju7hyCQbHY3sbakEdWrf9PSGGsjVcisXGeytoQtLIPugFq9QdSsY52oHngWU5GKy8pIpt4aQUk8R1pn6CLzmuJRRI7GFYI8T+n1B6xuKvrWkWM8tUlAW0quqYPbWqXeHufoHa8mnBrhxttv4uSpRzj/3BmGwxQhAmbmJhibHCWOI/rdTUxeUB+tYduGSI7iXEnfGIaFQaQ5NonY7K0zOjaGMhFRlKBkRG1illRJlAwqJzz85+1s9Yh1vsCrrrk8TQmDGtY5tPGAoZXFFZw1NGo1mrUaVnTIjS/6JkXF9nUgdLUW/ROelhboAe3q69f+YP3aHLX+tPjL3qz7x5LbPv2Vxrev7gTWG3ZogQstZdElTTOSOCFPSzbW13nP//5TzE3vZmOjQzAYkuVDlExoNhu40k8ZhfTgs9xouukWZxee4/4vfJw3vO5t3HTbq2m129WOuyohKsEXV52M50fRVV/7ZTlbvkBrApxUlRWo/+WcDVChwRmLM4ZSlyQq8Uk5CqnXE8bHxzh48EDFhtm2ePWpVwiBsQ5d5gzTIYPhgG63x9raKotLlzl+4hnOnT3PxUsLLC2u0OsPPb1y5zhfesn7ZZ2wBZJAQCAMUghk4RheOEfnzHPUx6ZIpkJKYX3HkKcYDaGwyHSLIN/y3WFWQKzwT3yD1BkEBj24iExGcTapAGCBt9lEUHQ2EWEIiGpPI5GBwqYFRA4buEpesESEEoLAO91IIApQKKTU3imp38P2B8g4IJmYRHVjyn4PM+x7+89GC6UN0kU4Z5DSc3VtWaKHGab0HGsVFp47LfyWT1CClIRJAFiMNohQIIjwVqQCZwuUlTglEUh/c8gAIRxW5AgboYsBZellC52waKNx1uuvy0BUmDdLWabYsmT7fhNOI/EVdJEPsLokiOo4obgw2PdlVqMAFkkz2cWR7DSbZQ/pBJFUKJNTiyW5XGO99yxnN84wPSrZcyShUW8SBYpA+ZvVOYEKY4zIKcuM0hbU6m1GxscIIoVxsLi8zP2PLrKyAe3AMNnKmZmPGB0dY7w9ThhIskG6U6mHvhKgMT6KCEAXOTrXOEAXJUJIau22n2YIB7rElhoV1XAYEIp6PSFQzsvW6gJbGnDeBIQgwpYDcCVZMaTXz9jo+zVPSEAdzUgguX4i4OrdActlxKWgSagci+dO8PhDX6SzMaBfWGZmWoxPtQnimLIoKIt0h3tcmD2srM8gOYU05yiykjCQ5O2Q3f0BE2N1kBFKRMgoAArCRotB7imBxmmkFIgoxGivUiadxFqN1jkgkUJSljnalKS9TVRRsrW2SZ76PffE1CjtS6seR4FPk8J5rnW+M6r8kx+RaYUaV2zvcL+WePGOWl8txB/56hOP+Et/zG+/m3PVntuAEgJduh2zIKEFQqToskSpqqB2hmfPnMBoSVkUYPsEYolyYowoSYiiACdTT4FVCln4a/bZs89wafESX/j8Z3jTXW/jyFXXMjo+Xo3D/dGIFziMbKPcd/7+j3zMX0YcE6p6TbUOsp73bYUlEP56E4A0DqEgCELCKKpsQL1dsqvwPIA33anXaLXa/s/OYg0UZc439fpsbqxz4eJ5jh17ms898HmOH3+WzlYfXfo1jT/Ur+3z9NLYX6lt/+eJl3XClhVYUQlFID0wq1jvsnn6BPXpWUbjABcnlJXbjKXAGgNbG+TdTYoiRyKJ4wb+wwlxyoPMVFmis0VE2EJGowAIU+2Ti4JycxOpQu8lXeTgIBgZpSxSCEJs0XseFIb0tpvDnCCuXL1qAUEYegRxmmO6XVQYE42PIaOYotfBFENKU+DiFso1kNpAvVIeEt4L1xYB1uS4ogKKBWbnIhEIP2aqrn9nDEKZSj/Yv05Ihaz29MZGyMB4BH0U4pxBWYuwFuUMxjivc61LpEwIooiiSNEVXS0MI9DaJ7jK51vj3UM9X1thrWNv4+JX9Qev609CkDMWCYJQYW2folhha7CEEOvsnk5oJE3iKCBUEqn8tEAK5a3+nKMs++jqWBvNcdrjI6hAYKVkfXWdLz65yPllQ11Zplop83trzExMkyQxSZigc4MuS7TTNKIRgqiGCkKE9B17keYIvHiLNiWNVhOT52gHQmhP3ZMCZ3J0pgnjyP+5sDghKIoCHMgg8ES9osBk3go2K3JWN2CQK0pnUMpxoKa4ZjJk94SiXle0w0lm6jOsnH2Ccxcus9kZUljH6FjCyGSTMKn77sZapIwAzfmld/Hk2Z9le/w7Gf0wreA3yEtLnhs+s5oz7BbccY1jtNai3R7DOodp1MnzQWX0Ag6FqHTHtc6rgkQShTUcglKX/iFlHeWgx6guWbCGrZU1WvNTjIy0SJKQOC+J7PNOYQpHbj0i/E8LB2w6RyIE/a/5Qfi1O2ptR7Wp3QFL75At2Nk+7fz5LyN2cPXVG2oExoBynhIaR14jwJgCJz0QTAmBDBRhLaAsHVpDb6tPkeW+g202iGsRURQiVKVboQK0EpRFyRPPPsyz549x/RW38MY3vY19Bw4xOjHxPKG6OibxwpLmT4AqfAWYcJuXvz3FqZ7xOIvBeFVANErgHRSVwlr/LBD4qaEMvGujx1Y4FAqnJFGUUEvazEzv4sDBq7j1ltt501138cAD93PvJz7N8WeeY3Ozi9amOrYX/1k69/UfsL+8EzYO6Xy3KLdvmcKxdeYM4eQEqtWiNjMHVE7swstwlumAot8jwHtdWxxSSa/v7SqktXAE0qGzDroYIGujyKiBc75DpSyQcUzYalGsF+hhhpNbiJEAyoxsZRGXDkiiZmV3rdBZju4OcZlBtgJUFCKTBBEF2Myh05Q4qRO0/l/2/jzMsuuq74c/ezrn3LHm6kHdarXUmiWPsmWDLXnENuBAwhSSkPALSSDwAgnwEOB9E+BJCAQSCIZgnIQAsRNMAj8IBjyCZ1vGliVrbvU81zzc8Qx7eP/Y51ZLtmRLsi2pidbzSFV1u27dc889Z6+91voOLSBg+wFbllS+FzVHXIqSApWm0WwjCagqqkmFqgAp8JWqgR5RojKi1mVtrlG39mVNv6DWcw4Te8X6q4AgYtWtm1MEW4Lwte52FTc9QscWMAGhLdIJKjsm0y2SRous1cELiQ2ehkqRUuBsiQiCXZ0V/uVL/h3/+jP/Yscf/Mef9/NctfipaOVXFvigSVJot0BNO0y6gDESJWK7S0ZNzNoJy2O9p6pyhBLY0jO7uIeslaEkBCXpbW3x8TvPcuysw4jAXKfg8svbLO5awEhNapJo92hLKiDRTbJGA5lENbrSluT5COsqQhDgLUkjoyiL2pZUIEPEGECgyqNWuFS1xjySsigJNqCMwnlHsDVCtt5Y9Yclqz3BurWkJvA1l7c4OJ/SbZl6zmxpm8DGYIX+yTMMeg4zO8ei6dOe7tJsd5BS44LFEbEEo2LvI5I1gGKtfCtl9R4U59AESiGoLhR0Wktcd6CiHyqWt0uuvzWlGo/j4qcgSQxSBiQem1cR0BhgZTXj9Nk2i4uwa35EaS2j9VW6vmJOwNrpC8zu30Oz0aLTSdnujWqN8EAaiYvMiVg9V0/gvq8A/WUthE/dUWuSqKW4uIgLLhYPEKtb72ub0J3EHb5C3OEvDZSbVLQA1kXkfWVjZeoDsYMmI8DQKImrHFJHZoqtKqyz+OGAXm9AkmmazTbNdkqappTKIiUoFbX387Lkjrs+xkMP388LnncLt77slVx3w800O526or6IHr8Iz/7C9BdC3PzVxgb17040/sKO2JWzrnZijGtbVXkCDhVcNGEiuuAhA1JMGDxEAJycbKfiMcTxuSZJMqanpllYnOPKK67iRS98CX/xwQ/w3vf9BUeOlOTFAQJHEJx7Up/fV6PTcmknbOFJVVq3W0DIaCNYbY1Zf+BzZIt7Uc0mot3C6AQZJLpundoiR2sNQiFCRFgLJaN0pg84G/+mkhFhXRXL0J0lzeYJUuGtxY9HIDS61cZXBUFEKkwYltj+NioRhMoTVBVBW8YgpcSN+gQd+eJSyVrgJSqJeVsikgTd7iCCQowHVNUIV43wVFFkKHhotBFKodKE4Dw2+ChPWQuTRMMSQHiCE7WNXlxgg3AIYSBYggixhVQTPIOIi1GQEeEsBaCjorPUEpxGaofzDrxAqwaucnhRkqgMKSRJlhAIUdtaRwW0qhoSXIXUBq0N33nDe3nVvrs5sb2Xfe0zzKcXsF7ig8ZXAaOzmAjr0UKapBA83luk0rH1GGK7XWiJE5IgDalJmFnoRhUwwEvBcNjjvR8/xfFzsbpd6BRcsVcxPx9V2JTUJKaBDx5HwNqSTncWaTReBio/ZjQcY72l8JayCmilaGNRxuCcxY8rtBCkxiCCRKmEKG4R0CahGA8hKFQyGVFUiBDbf0JGlbLV9RGnBxVSCr7+xibXXLaASRMq7ymrivWNbbY31tmVNdm1a5YqDQx3LyI3BdpEGqH3FcGVCCEYjEoeODPNY7V/++EqBGeRQC8EVgvP6WNDuhcKhJAMC8/c2bchUkOn02Zmusv87Byzsx3277ucJIlyo5/8qxfyq299SdQTEIEf/6HP8vrXPky+vo2xgRkpKC+sgHVkWUqn00CyRYknD4KcWC1LBLtk9IMeP4HKOf/CzuqTjKfuqPXI0LJO2MSkrXStnSBkBOKJyLpwzuI9lD4aZDy1eGJAuUfSmQDwYAkxUVdR6U9KKIOjAczOLbC1uRqTmxZx4+8dToqor9AbkzVS0mZKu9siSeOYyGhNYkoqkVAUIz7yyS0eePhz3HzdC3nV7W/k6ptuvDiTfrwP65GPhxAZK9RtfBHfp6gBasELJkBz5+raXUTdfScklAGjaqEniCwbqQjBo+TkHqg9XYn4puBFrbBXkZqEPXv2Mjs3y4EDB1he/ibuve+1O+c78E8Q/LdndK59SSdsFV0rMMrXuy5JoCKEQO98j+Tw50hn5+hmcYHxMkMhcI3pyEGUMgImpCDgCN7VHGOQeIRMCL5AGYm0nvHqeZgak3YvIxiFK/NalMSiU4nTkSudrywjvMU0WsgswVtHwKMaCSJVsW1s6xlJlpF0O4QyorVtPkZJjVIG3WlHneihw9sCbwPVcIhRCcLYKHCSanRoxHF6WeLCOCZnHyIXuyoJof6YA5EPHRReDuOGAElAI6RHqqgMV9magiEFoVYxCsRz5V0JXlC6SAGpbOwCeFsShCHYMd7B2EpE2iBLFbaVYiuLySRJ0kQSdcAX03PMzp4GpfDOo6WIpZxKEC4ejwgS3WwQbBk3GWVsu8aqocAJGRH8HtrtKdrTrVgViyjOUZUVH7rjBIfP5QQvmM8sB/cqFhe6aCMREpIkQ2pDsAVFVZA12igjKWyFLSSb4yHntoacHfUZyjZIAy5nSmxyoKO5bGaaxAhKZ3F5SSPpxC6F9aSZoczHeC9Qhkjrs35nOuaDxdmCYX/E2XWHdIZX7pNct2+BrNHACU1VjBkWBZUPBGfZPzMHps3JVslWMSZpdIi+757cWk4vb3NyeZvKesrK8ljt38BRJjWMJc6Qh2MP44vmlScePAzE+0RJiVQSJRVaq4juFfvZ2vockyrKB8Ev/toLeeHzz8Bwm25q0UgsJdXaOkk7pdtuYowkd9EuU4WAJlalMkQg2tnwpWuTr8yi+VQdtQKR+BjBc1pGBzwhIEtrkxxlkCiajS77Fq9g72V7ef9H/4ytwYDKPZWk/cSBcp//px/ZLnfEZCd9bEEPc4dfW40Va4CqDPG+EyBkSb0MUBYWPcwZ9vq0p1o0Ow1K7SmqhESZOE5yjlE+YHV9lfseuptbnv9yvv5N38r8/t2x2v58mVMugtQQ8X2JWn5Y1F3CSUUcdSgsyguK0sbRZPCxc1cnb+8CVY0yN6LCNw2BJlGIysevWCQaKetrOETKravVI4OzZGlGll7N//i9F+4c5+R8h2fYZezSTtjoeiFJ6nlx2GmV+ErSP3KazT1HSbtTNOYXSdIGKkCVZSAMWpp4owUZQVghtomFimYdUIHRUdrUeDrNhHxjm9I5srn9SNWI1X2QBOFQjTauN8SNhgQhsKMhKjWIwoONyEapNSFtRAS5UWiZELpTGOuwWz1cOUYmCSLRhBSUyAg43FjXmt4K3x8htUZkSaRVaInOsiiooAzOeYIrcVWB19GIQQqBq2wEZYgK6RSWCkKFRCPQBDQuENXNfEzIOIcwSZzDW0fA4l2JrwJ5bqmQcYbrHFZalFNs9YZsDh3p1BRXXH0ZI9+jmTVpyBZ4R1WN6g2BQuKQUuOReHzUJZdxMyQRsVNQObxzSGVAGxyWykVAl9QC6STt+TmSVjN2B+reY1E5PnXXMe4+kWM9zJqKA4uW+ZkOWkXAXJokJGlEnjrnUbpB0DAsLOtV4LxXuPmbmL3lCm6ZX6DR6YIPnD12lM/d8WEeOHIvi3qN5++e5orpbpzxikgl1ArKIic4j0kzgqtwtqodrQJBxIQtfWA4GJEFwa27PTdfPUPaaFD4Ch8cxhgajQaDtQuMBwlDAodzzxlrKK3n/NI6ptnk8Okl1rZHn7dgn+Wptn8nEYUt/GOgvBb4/Orde8mfvu80t5ptrtij0cqTu4rN/jq92avoTrXRjYTxOGo2jxHkItAKcaxgQqAjBL1nsbrFpAUupcTIWFUrJVFaorUmyVKMbLEws5cXXn8Lb/z6N3H9S67lpX90C7/+1l/h/NIS48pF3MUTftWvDFAucrhrPQQRfQbGecSdKBkTtbcxiWoVr2VZg8WK0lGMBaNhQZIpOjNTtDsJ3lSUNhreGJ1S2JxhscXK+lnuvPuT3P7yN/Cqr3sj3dmZmCh3kjKPkD+9OOuO6/DF1rVQKShQJqBSj5zQSYuoJRExFpJomOQwMro1SqJSo1Sa4ELdWZR4Fx0Eg/e16IvEKEPQ9brnA0ePKrz//IG7JstupCjOP2NGMk8qYb/1rW/lrW99KydPngTgxhtv5F/9q3/Fm970JgC++7u/m9/93d991HNuvfVW7rjjjp2fi6Lgx37sx/i93/s9xuMxr33ta/mN3/gN9u3b96QPXooInPJ1+zoCjwQ+xIl20RuzffRhOrv2kbamUEmC1BnSZAhhUDJKi0op6vaL4EJvluPrixzsnmdPeylSWERs0UiZ0F6cwxYVtr+EaM+j0xYySWAqi4pWvXWqIsdVJVlnGqU0Zd4HEWUbhZLINEOaOOskBJRSuLSBMEN8UeLGY6TWKBk9n1WjCUDIiQu9srh8GI3rE4XwFpDIZgZlRSgdLqh4ofqIrPQ+bkSEiNWsFUXNiY0tIxk8VRlpHcFXBFfEFlSwVOPIK8d5hNaR31kEquCwtqjpUw5XRePOwViwOVZ0GwaCxviAlgpbjiPlpJ6b4130yQ5xNy2RtRRqXBDxPqrDeY9UCdblUW84BKQ0SKFQBlqdKXQjrdtocWORV2Pue+gcf/XQNpUNtCXs7RYszhmaiUGbjMw0SbMGrpY6tEYycJZ+mbLd2U3nhpt4/vNfQHdulqAiX9QTRwGze3czv2cPH/4/GR//2Ac5uTbgG6/fx7W7Z6i8JZFZpHYJgcmyevYPQmjweS2EEyjzEaFyGG25ctGxa3GB6dlZxrZkVFmmW11CgI18zOqmxLYX+EjR5sjGkN7qBg8vb7Eyrr7Ewv+Vaf9+YTw2eOvt7/xF/qJxgW+/osn+VsZCVuHLdXJ3kG53lvmplAubI3yAnEA/CBIRkEAZGZDP6pjUfUqC1gptFMromKyTlIZps2txH7e+4Dbe+I1v4Hkvu5E0Tfh7/8/fRyjBb77tLZy9cJ5hETdvT6za/vKBcuHzvk5MRSbGG97HjgHEWberKcpK1vgWEQ1ohIOitOT5BsPtEZ3pFkkzJU0UzpYoBc4mlCX0x0e58Gfnufe+O3nBi17C3Pwu9uzbR5qmtLvTsZptNXeK78+3BJ08BhEtjpToVKKSBJOlFKMxCSnBuThm0glGCdAqbujrubiQIhYd9SzduVidBxHiWFTEETo6Ae85dLVHyvCopC2E59prPIcPG/KirB8TT2vyflIJe9++ffzCL/wChw4dAuB3f/d3+aZv+ibuuusubrzxRgDe+MY38tu//ds7z0mS5FF/45/9s3/Gu971Lt75zncyNzfHj/7oj/KN3/iN3HnnnSj1+TvILx6iXuQndm/gdhZ/gSBUMDq7XNO8ZjGtBl5W0XZTeiQBVBJns1Lxe3e9ih//k38YE77w/Ls3/ie+43nvR0gNQkfsmgok7Sy+RhhE5bHEEP2qIbgitllbTZJmhnAWW+SYrInSCYi4+xPGgKxF8wUILREmAVviijy26usZtRQaQnyuL0uCjzaYbjxCygZCKIQGWbd1vPJIB16qSDsTKgr/Ex274nmLNLXIo61nQsLg/cQzPLacfIh3bohbcpy3OB8ISsYLVUhCcJHvCIxLQV5JhqWhtxXYvT5i72yCV9FpLCqQOZyv0DJBGkOoxwPeVSgdAXFSiOhIJhTBWpQMoOK8WKk4MjCtFo2G2VF/i3ainrIsefjoKT5x7wbbY0lHwa5mya55TyvL0LUog9EZNgQqxvRzy6ZvoA9cx+x1L+HmF72YtN3AOU/lHD5EW1MCSK1IjObKm29EKThz8jgPPPQgn7uwxZ7pJrNZnPEpreKigI8ceB9V9YQXKBFlWiWSKpQ4H1jcvcDcwgIBS+kjWl+jGJYjLqxv8+DAsNnOWHr4AqeWN+jXkqFPLJ5q+/dL/c3Hrt7Pj+E/PjhgbzPntbsN09k63YVtmo0Wexe7nLzQIy+hCoFB8BigI+q2soTMxTn1szKEiHa0yB3usDGGNGnQSrvs3nOAF9zwYl7/xtdx80tvoj3VQhCZD9/xnX+bfFzy3//Hf+Xc0rn4GdaObF88njpQ7ovFZNZdL0MXPclFXDqIpBkEASUjZU24GtvjPEU+YjjIaXdTOlNTpFmKUlBqhzFRk8Fby2cPf5p7j9+N8Ipdi4vMTM2xe9c+ZmfmOXDlIWY6s+zZv59Gs0HayB7VQr9IF3vEwQmN0opGR9eQ/IhvYTLXtlVN9azVKqHWoZjIqE7od7JmzIj45mVc/fbvl7z110u+/wcTnBMoFfiZf3kaZV7Kf/vtwxw7dqYGKD+9F+mTSthvfvObH/Xzz/3cz/HWt76VO+64Yydhp2nK7t27H/P529vb/NZv/RZvf/vbed3rXgfAO97xDvbv388HPvAB3vCGNzypg1ei5hPX85mLMPqYcFwQ5NslW8eP0dy9m2S6S9qewYsaFCQcSnq0NFzYntlJ1hCdmH7iPd/PbVfczd6pDSaUBG/dRV5iIsGN8UFAofCFw+WOZnca3UiQicQNB3EuMtNFKhkpB9pEXrdSEeDhQi1uAtHussBVJbIoaqBa1PWOPtoQbLQPDVWFH4uINK83O8IopFX4uk0fsNH5y8Uz46VASo1wspYlvYhmVPUyJKSMc27kTsuIIPAi4OJ0P+o+VyXORz8SL+P+X+qoXV6gOLo+YGolMN+dBykwSZPKS/AlSmtiknY1OA6kkjgfbUmjNHtdfdROYr6qMMaQtVuYRiNSNiY+4sQbuxyOOH3qNB/53AbrA0VLeuazkn3zJbOdJmnSREtNkjTJcQzGY073chpXPp+rbnsjl9/8ItJue8c1CBFvciVNXYFEIJ5SAiE0B2++mVtfeRsPPnCY0xsj+uOS2UYnmq1JGUGA1KIOPgIjJ1KvwVakSYaUkmanS7M1hUoyVAjk232stSzR5I+OnOez5/qcyQWrSw8+qXvkqx9fvHo/P7K847hlNsnZO/gcB6+5iu7UDHu6q0g1S3NulrvvuwcbfWpIBWRCICysloHqWZi0Q4jeOj54CA4lE5RKaWQddu26jOuuupFXvPyV3HzLTXRm2jWoNMrzzu1e4O9993cRQuB33vFfYe0c/X4xEVT8EvGV7ZTERB12EuOjUuIE0R4m62ldXdd5NLgwwXZhracqc/JhRaOd0WilZI0EW0mUNlSmoLQFpkoBwejskFMXTqCP3I2Rmm57hk57hn17Lmd+fjdXH7qWyy+/krnd8zTbbSY0sfCItvkOBUxEqiHEjuLkA9JSxfm0q82R6k23dxaEj7roopZcrhlGsYPgCSIgTcL3/EN4w+tzDh+Bq66o2LN7imMnv4mz58/z2//tfzJ+BN7j6YqnPMN2zvG///f/Zjgc8vKXv3zn8Q996EMsLi4yPT3N7bffzs/93M+xuLgIwJ133klVVXzd133dzu/v3buXm266iU984hOPm7CLoqAoLlYTvV4vfjMBTQVBELYWDhC4EJO1RRGcYPPsOuboYRrzu5A6wYpAplMIo7gzw3JifddOst55j0FxYmsvezrrQBWTrYquU8H7WHEVFcJ5SBP8YMB4a4Ok1UYrFaU4rcVkKaaR1AL3AhKYEEJiS5rY6g4Cb6P2brAueiQnSb2L1wgjYxLREmyNnrSOYHOEbCB0gvCOYDyisoQij8lYTDAdCilqwZc4fUaI2nu73i/4UOKDwKtAUB7vDaiSynscUbAlWEteVlE7nIg8JfgonapBloLcg/WWY2fHPG9uAzM3D2m8zeKNEqJ6movi/VIYnI9AukmPRKVNcLHdH8qSzsxM9OGe3GwCQpCIWjilGg05feI47717m5WBJhGeubRiz1zB/EKbZquLMQadZpRSsJSP+PSZIbd/5/fygje8js78At7LaJMpI31MCUGo2SaTI9M1BdCHCqUSrnrx82g1GqwNSsY2IoKDtlFUph5F4AMyESDjzD+46OxlGg0cGp0MkFKxWezl7qUZPnV6iztXH8azwoVhwdg9nmjnsyG+ePUegPUysH56meNr26RGMt+QaGFpKZhOFF3hSXRMhIRAQwtmPKxV4XHlSr/cqGXan1RMpqux5os4BCk0mc6Ymp5n7659vOwFt/KyV93C9K6piLyOrxZfT0oWL9vFP/r+f4JShl//L7+MYJveYBQVEL/k8XwVOiU7s/QJV+3RP1+cMjOZ4u1Awurfij4BzjIeD0kHOa12SqvTQaeOqhIYY1FqjFYaj8foJkZJSpUwrlZY661xfuU0RqfccedHWZzbxe5dezm45xA33/JCFvbsJsnSuJOo185Hzr2paamT4i0emEKpWJggFUI5go9ucs5VVC4+J0kz5M4GrN68WIcQgv2Xa/bsqQgenFVcefk1fOe3/h3u+dy9fOxjd35lP4cnEE86Yd977728/OUvJ89z2u02f/RHf8QNN9wAwJve9Ca+7du+jQMHDnDixAn+5b/8l7zmNa/hzjvvJE1TlpaWSJKEmZmZR/3NXbt2sbS09Liv+fM///P87M/+7Bc8HkETEES0qfSh3gkicEgqDw6JGAZWDx+huWsXpt3CBAEmQdgcRILUgiumzyGFf1TSVsJxcPpC/WKqbq8A9SzEVWWkDBiJICF4z7A/BKXIZlqxBeMCuhGpZ76ykTpWQDAWZGzrxITjCFVFRPAGQtBxt2cFoqnrwVlENQsb3YJD3TbF1TeWitO1IOqhbN12FTLOcpyNQjFRhL1BCJHmFIQhMMbbQCmJlbcTuOBxDlZG8xzf2ssuc4Q5cxZvY3vbBouUGm3i66sQGI8C1gryYCl8ILHgyz6Mm1gVq0kpwUtZ85Nj4vYAyiNIapMARWWH4AWd2Wl02owJrx44ByK/w3uPcIqqGHH21Gk+cs82yz1Nzh5KfTlXTN/P4lyfRqNRdyIMhVLctbzJ4UGXH/4Pv8XlN1yLNgnBBqx3tQd4gncB6yq0MHgRbVOFt3EjFlyk6VQljW6HVrfJ5nJO5SzCe1zpMWnN//cBqT0IHc1eggchcQCVZWRHEAL/5d438LsP/msuVX3rJxLDUc4Q2OqBEkOytTUS6xFJvJeTFGwVqYXtBFwQrNuvTpn9qET0JMITSJVCC4WSEmQgyRrMdhd4wdUv5bY33MbMZbMXX4DJ5iDs/DA9N8X3/eD3sXR6mT/8wO8R8LHS9l9ZZawnEuER34l6DZ3U3BP5U5ikSHbewyMFSmqaNMIFCmsZjRyjYUF7NotsBxelTpU0KK0py1GUMJYlSZKS6gzvclwQ+NE2eZWztHGOh48/zEc/80Gu2HMlN9x0M9dcfx3d2WmSRvbI08tkJLkjYROoR4D1EYdasFREHJFWAWstRTFiPCoxSQMtY9dVShVVI2UEqsngsMEj6pn2zdc9n7//97+Lo0ePsbS09VX7XB4rnnTCvvbaa7n77rvZ2triD//wD/kH/+Af8OEPf5gbbriB7/iO79j5vZtuuolbbrmFAwcO8Gd/9mf8rb/1tx73bz4W0OCR8ZM/+ZP8yI/8yM7PvV6P/fv3xxa4BIh2bp4o+eiCxHpBVaMhPYFqxbLy0ANkcwvMzM6SEv2e0QoRJHumtvnFb/wv/Is//Ue4iRPT1/06u9srce4oA8LXetjB1TtnjRAmCoh4F5HNCtKpFlpLbFnhyigLqtI0LvJjB0KgsjQ+X0nwPvK6fbQoxDowsh4suShiIgNYF/21hUKIFGFt7C54gahRkLjawtNVeFcSgkIEHec7tVSeqL3CPdFIxImKylcUviQ4iasKrCvxvuLdZ/8ubznyK4RIiOMHDvwgr114B67Ko4hJcBFhLg2+iL7jzkEZAgbFvnaFCilulKNkD93qEkK8IUSQIHVEgvsKRZNQlZgswRUFiUxoLnRraKvFl3HWD9ETNypTxJtu6dw5PnX/Gqd7kiP2O/mk/Q/xmAeOH05+jDdN/T5KKLYQfHZ5yNwLvp6f/cEfZGZxYWecIkxA+6hmJ12Fk74GuUVVJeU8QegoSOMdeTmmyovoR+wjmtYQFwaTZvXFbetrJwq9BALapFRlAXhKV7I8KPnTo51HJGv4SulbP1sjAuUDVWnjOy6ho0WkyUoQHlwVTUKaQjB+UojqJ34MTyUCUFiPSAK+0simodnscO0V1/Hab3w1u65efPTv1+vbI9e4ECDrNPipf/MTWFnx7r/4I/Cr9Ac59qvwXr/Ye3msRy4m7cf53XDx9wh1Yq8xCDhwLibEvBjSalU021FCVMiA0gEpo6ZEogxlaXFpIE0SIIK9tITSeoQY43zF/afu4fCZB5j9+ALzs/PccP3NXHHlQWbnZ0mzLAoWSYAab1Pfazt9fh8zRAixg+nreXaSNCjLnF5vi1azjU6iNTMidjyDtdHiVumokV9WIOCVL7+dW1/2Uv70XR/APY3dryedsJMk2QGd3XLLLXz605/mV3/1V3nb2972Bb+7Z88eDhw4wJEjRwDYvXs3ZVmyubn5qCp7ZWWFr/mar3nc10zTqLLzBSFCrKpFtCeM1XWMqJEjcJMJZ9BsHl2mu+8EDaPJhMYLQaJEbHEj+c4XfIjbD93HyfV5DnTOsKu1AiIu4LEHVN90HnACYVSsupRGCkG5PWQ0HDCj6jaec1gf0K0sVoWlI5RRvtLnBb4ZJfekigPgclzibBnnL1qhkhSh6xnNxP3LW2RiEDq2ooWrd+4+uklR7w6djeAwpaKYRiQZxlvQ+zKiqRFYW1HanNLlVGVVW/Q5XFmyPNq1k6wBAorfOPUWntd5P7PmNCGy1fDOIqRHyVDTqmDgPHNasjgTUCahLHKSRoKuSkgaKJ0gpMHX/HetM/Cgm1nE96UKpdO4sQg+8kaljPSMGr5qbUU5GrC2vsr9R9Y5uanYcnt3kvXkmN9y+Jd46YG7CXaT1dYuXvR3v41XvvnNNKdatSNbBJpEkArRZlKpOJNXRGoIgiAEznts5aJmduUoS0s+HjIaDGkmikaiYrKu1fKkFjszNIJFSUVZVThnGXm488KQ/3zvae5bfwlfCdrOpRgOWPeB7TIw4wXthsCIumID5jSsWRg/i+bZPkBVBZQBKRW7Z/fz0pfdyoHrH5/tchHtXK8jIdCdm+ZH/sWPYhLDn777j/D+LINhEa1Vn4EIj/P9E3pO3S6f7Eucg/EoUJUFeW5pNEqSLEPIHGU0SoLTDm0qgoWiKmg5IDgEAe1MnKX7FKM1QcNqb4XVrVUOH3uIqVaXa6+9kSuuOEi3BrxlaYpSkaartSFNE7TSEZcjJgVXVe83YjchSeJsvaxKqqoizRq18puKTBZZw5sFKOWxrqLdmub2V7yaT91xJ0tL61+Rc/9E4svmYYcQHjVffmSsr69z5swZ9uzZA8CLX/xijDG8//3v59u//dsBuHDhAvfddx+/+Iu/+ORfvHaAiSc/trM9Ik42BFDrFU/mLS7X9I88zNT0DC0J3juMEixtbLE4O4XSTfZOrbO3u4Ivih1If3D+EVeij4IrAgRRl1unKSHPKfo52hiUyQi1E433FpW26jm1iFzmsoqgFRdBEEm3g2o1SdoNqlFAhBrcVAPbhNZ1OTBRLIv2mlLpHe1zpEQIjbfRB9tbFxXdnIsJyEf3HiE1grBD9bLe4b2NftrOx6rcx4pgqTy0k/gm4dGcGRykmZ6p/bXjuZDagxZkiaIUgdzDVa3ATLuBkIIqOMpyhFKCTGlMptGZIcgEgkOaBFF3GIK3qCyrz3mIjmWT681aggtRQrEs2dpc4+jJNR5cUQytYOivesxj/tjalVx/q+fV3/ndXHfLLegkZWepCT5CYmtfcO9FNPOovSCFiIj6sspx1mKtpSxKbFlQ5Tlbq6v0BiP2LXRpJxrpXSwTg4zzeSKgLgSDCw7vKu7fzPnTEyv8yZFlhpXjK0HbudTDAqs20B8FmkrQqOEaBOhKQeG+evPsJxuBgA1xA2dUwlUHr+S6511D2kwflbSAncr6C7qIdUW698Bevu/7v4/trU3e/6E/x/t1huMS97Qn7S/PH3ynL7DzJYJkKwtu6MjHDqUqlBEkRmESjUkcSZpQJJakyggu3mdlWWESTbNqo3WJSRKMNlECVkYTktHmiJVPrfLBjx5mONzH/NwG8ws5WZKipKKRNZjuzrAwN8/c3Cyzc/N0ptroJKk9uGHSRxBSkmQZZT5mNBxgklgkRj5ApMIiQWpJiqFygWuvuZ6rrjzI8vLG0zbGeFIJ+6d+6qd405vexP79++n3+7zzne/kQx/6EO95z3sYDAb8zM/8DN/yLd/Cnj17OHnyJD/1Uz/F/Pw8f/Nv/k0Apqam+J7v+R5+9Ed/lLm5OWZnZ/mxH/sxbr755h3U+JMJ72NLPHY8Iv/a156woUZITCQDNQEjA8VSn/6ZU7R3z2LrlmfRL3lg9SFuuOFGmqYREZt+Is2pESrOdbG1ri2RPyxlgkwMWI+vSqrS0l2YxyRZ9A4uSgSgkiQepAFXlDFZOgeVxVeekHt0t01j9y6aAvy4IIzHyEyhGy0QdYXvXK2BaPCyRh0jQFgIsYXuXIWtZ+t1bwfnLRPXmxAcIoSI+A4OiKpBQhqkstErWwiEhP2tU3WP4pEmHZZ2cYJxJfFK4q1AG492kCpJaeFoX6KA6RS0lqAkXirGo1E8fKnRzSxS2qRHEHmQEfFpa85zjaaWcZMz+bx9VWHLSJUb5n1OXVjhoWVJv9QoPFc1H0ZsP/qYBZarvvZqvvWffzuLl1/+CFoHTLZzwV0cSzjr8C7qfAcCEwehaBtpKcuCsiwp8zH5qM+p++4hrwIHZltMZw2UMlGUIURRjeAdKI0vKzaGff78xDrvfHiFE1ujRyzKXx3azqUYuYPcBRIBWlxGW12D5AiZOMvoWVRlhxB1B1rNDocOXcXuyxajxv0TfO5OIgeuuOYKfuhHfpit3jYf/6sP48Mmo9zWsplPRzwx2dMnEjuYL2pXgwC4qK9eVQFZBgrhkapCKkma5qSpJM1KikZJmiZUDciylKoIKK1IjCFNM7SJGCOtojXw4YdfxR2f/H5CiKXZrbf+Jw4d+gATf0/ncxppl26rQ7c1ze75XRy84hoOHjrIrr27MImJhVPwCA9KabwvKYoxWkUqXqRvRZCvALQxpAH27bmMqw4d4s677iF/mhDjTyphLy8v813f9V1cuHCBqakpnve85/Ge97yH17/+9YzHY+69917++3//72xtbbFnzx5e/epX8/u///t0Op2dv/Erv/IraK359m//9h3hlN/5nd950hxsIE6tQwSDecDh8SHShYAdEQBFwEgZrTVLz+DMOUbdBlUrJuaZbpt777uf4XbF82+5jm7aqgvamDikNEija0QzEGIyF5Io7KHi4i9DIEuzOICzluAsMkmjM5MPoH2sFl0FRREl8coSXMBVJbrbJmm3MFMJYrpV+7sKcDZekCHyPhHU3PAarmkScAHvQxR1qaq4xfeCEKIftPchgsyiliI6aLzwSBKC8IRQQQho08JWI4IQLGTL/PCV/5y3HP9lfC0y+fdmfpCOW8aF2MZPjMeYmMyGhef4eoMzRcmiStHCYp0j6BSpFaGUVJVFDIcIqQg2RzUypMwIxtUf6gTp6REqiRxwWwEKX0Xxf1uWDAabLK0u8fA5wcY4wQiYSSxXXXaKfzz7Q/zXE2/BoxBYvvdvf4h//DP/mPb0I8COj6B2BmsjLWU8wtkoUxip3Sbyr0U8t945qqqkLMfkoxHFsE9wOffccSfdVHNwukWj1qxXaVJjEgqUibK5W/mI73r3/SyPSgaVe4wr+qslcHJpRhn+IWX4z4x8TCINvhfJbz2LqmywLqBTzRVXHqDdbcZtoAAQj0rKn4/TeSzMznU3Xce/+umf5Z//0A9x9/13UtltyurpmGd/dfzBH9UqF3XiZoJfiAI5znqKwqOUIDUVJhmSZgnNdkmzlZGaJkLGiryRtTGpRgqNMgpb7eKTn/h+LqqiSf7qr76fxd2foZGt43wBQjDeXmdjexMRznDXA58l++QH2TN/GddfdT3Pf9GLuOLQAZrtVlTzo67gRaDyFmzUSgjBIZSsQcKSLEmYnupy4MABWs3WU0jYe4ALT/qcPqmE/Vu/9VuP+2+NRoP3vve9X/JvZFnGr/3ar/Frv/ZrT+alHzN8Xe3aEOrEHR+rTzuxKRMuVti1JVu+PmT7wnnG+6cJQdJuNWk1Ohx/YIVgHc+/+SparXaNRBbgo5mCbjXAx+orQnzDI9DjnqzTxjRNbOUGh7cOnSYILRClj0IZDYMWHYKThCqH4KlshfIWhpG3GLIEZUwNSKuiLWVV4suoaCUJ0ZBDiJhQvAeZUI23sXn0cg7O4WpRFCUMUBKExKgEgqQKdWXtPU7EVrBQIhp0qCgTqpTkTXvfwS1zf8npwRU0x4dJRksI5cmSQJoFpAqMS+iPEtbGCXeNolOUFLEiLqsRwjXr6t7jS4v1I0YUVGWLhpvBJA7l05qGricABFAWX0XxFF8U+MpSVSWj0ZC1zRWOXXCc6rdJRWDKlOzbVTDdlnzz5X/BC6/9Bt57+jK+5XvfzLf9ozdgshoDIS5eGyF4imGP9ZVzrK2uMOz3gaiq1p2aZnZuEWPi5+ldbNeXRcW4P6IYD7DFiMHyEg8fP8+VUw2uX+xgsiwCVJwl2IA2Dfqu4p2fe4i33Hm6bn9/sfhqCJxcivGFSWTMb2J4D5JzSKJr1zNdcHsfOHX6JA+fvI9X+q9BhwQh4OzZwJEjgquvhssue/RRPl4iF1Jy3c3X8Na3/QZ/5+/8XR4+fj/ej6ncV/tdfmVkTx8vAvX7pN6o1CMD/4gsHnygKANl5clzy3BYkGSGREOrO0WaZAxHY9IkRWlFmiRs967mYrKuXyso1tfmmJ87GYsC4t1uXQkEHLAx2GB7uMHh0w/woTv+ghfc+CJe9vJXcOiaQzRajYg9qWVbvVQ4nyOFRHlBsJ7KBZQytLtdDuy/nOnpLuvrm0/ijPxD4N8Ds0/6XF7SWuIeD0FHDiDszK8nyPBJC2OiaWOpje9zwfaFHv0ZTTXToNnqcNUVl7N5oceZYxso7Tl05WW0m+1oDKE0tiwJAlRmYjLVYgdpGImZEYGNijrgohwRnEW1MqTQBCOjzWYIBBXQrQRZEN2nnEXKFAL4ykaDiKqKXGOlkcIhtELKGhjlPcLX9K/JbNsVteZ21H2O0uqiNvqo4vwlyNpy0yOwtfCBRIkELSt8SHChjHQwFavKoATzjSUye5LtoccbQbsTmJ1qIpRnOKxY3RIsD9s8WOT0fUEmDImQNWAEirxEKwk6SsFaDz73BJeDX8dmTYzJYjdCKaSKmxUfi358GUFalR0zzkds9jY5vWw5ttGiIQNNbVmYKZhqK9Jmm1PDknuqJb7///sPePW3fUMt0lJHiJSsYjxk+ewJjhy+j631NXwItamFAiEYDkekWYvpqelIHQOsr7DlGGvHuHKEsJZPf/CDjIuCF1+2wOxUAy0F3nmcDVTCc3xtg1/+1BE+eGrt6b49LvF47CTi6iSSIkgFDMMzO9f2BLYGPX7n7b/DwUOHeN0bvo63vyPle78vYiGkDLztbYLv+Z6Lz5mAnybgs8n3saknOHDoID/3r3+BH/+pf87hYw/ivuqt8acHP3ExcYt6zh/qsVFMqp7YnAxeUFWOsvAkRlAUG3Ge3WiTpqa2rZUQ7n2M43Yoc4SiqtAqOjP6WpVGCB+1HmTEOwVfsdpf4QMf/wD33X8vt33tq3nJ17yEvfv2YYyJtE5f4oNHSY9XAS0MSqVIETA6Zf++/czNzXLixJmdCv2Lx2QjOnxK5/CSTtguROqWY1JtRxGVSetlMiEKO78f28nWC7Y3CzY3elS7pqEl2bU4w+K+GS4c32Tp1AZZ4ti/7yAAstnCJBqBirrl2qO0QWkFSsUZsogiKSG42nkLQMdWcK1Hfn4wx9GVRQ7OnGVPcwWZGEJw+CqayuNlpFkVRQQxKIUUFUHFNkxUTIozYaSvTToi2tSXVQSfhShorzRRa1tnMGkxRyV/QOC9rFUqPEkQSDL6G9uUbozREyu7aLPnvY0gECNozkimWhlZw1DkjuHY0stbnKoKVtwAVRupZFKgarcsm4+QjSYBTZXnBBtbzlpWJGVFko/R2qB0SpIkqCxBmSzqjBNb+5UtGY/H9LY3Obc05MR6CkGQqZKpVslUV9CemuZMpflc0eFbf+jHefW3fsujkzVgbcnKhdMcvv8ujj54P6PRkG53ipmZOYxR5LagzC3WbrC4OKA71WWCAyiKHFtV+KKCytFbvcAnPnU31y10efUNB1C6SQgeFyzr45J3PniOPz5ygVO98Vf7VvhrGI+dRHydRCoCCZACkSD3zIV1nmPHjvIf/+Mvs7nd5Xu/71U7gFXvBd/3fYE3vCFW2o8EoH0+3WvnMS142W0v5f/zAz/ML/2Hf8uRE8fxX6ox82XF04uf2CGEBUAIXGSc7niKx4cFzgVKoLIWlUfQWpaa2CLPEtJszL59P8nZsz/PZPZ+8MqfxlanGDhQKkGpycy7Fq7xUenRuoAPEVjqQsmJ1WOsvXudBw7fz6tufxXPe9ELaHdbkSosIjslSjSDdwInI9VrYX6ehYXFKKT0hBL2Y21En3hc0gnbB4dHRfpWABtkXWlfZBHGXZ3AiVoHJ0AZoMwVG/2CIs8JoaTRNFx55R76myOGmzn9MtCrxuRbI7qlpdXpkjREBCU4BwSkSqLnej3jDELGBKEUUQhN1ICzwDs+czs/+gid8l9602/ync//C7AqcnSFJ4SArUq888igItJYK5ys4lxFK6SuqQ4i6pELHS+kc4MpTqzv4cD0WRanlqPOilbxdyeqBvXONgC4qL0bW+GSasOzujqisgWtliBLFQSFFw5fOiTQ6SiabY1UgiIv2OpZ1rcNJwvP2WqID/X4QUgSISLis4BCWaSJ5XJRlkgHSup4A5lAqDzOO1w1xlUWUxXozKESD1JgvacoCoaDPsurI46tKXqlIpOB6VbJ3LSnO93lZC45Kub5nn/9b7nlNa+OG6qdiFS308cf4NOf+DCnTxxDBM2+/Vdw6JrrmJmdZau3wdraCuc2ToOoqCobbf1E5JSW+ZhyOMSVOb7K+fRHP8nGxjY/+HU30c4a4DxVKHnXkSXef2KV9518rqp+6vHFk0hF7Kaq+l+ffpHIi+FCYDAuuefe+/j1t7wb71/96H93gqNHA5ddFn/+/OoaPg9JHqDRbnDb7a/gfe97PidPn4rAqK/qAODpxE/spOydVjkTsKuoK28xmSyGuqUNVWUpxhYhIU0K0sygk//M5Qfeg/OHaKSnMel5trYEadIAxpjUIAgYrVAqQRuNqJ0dnbMoZG0uJBlWm3z2oTtYWT/P6uoaX3v7K5idn6sZHlHQJlQVOoCSEVjb7XaZm5tF7ijafamYbESfWlziCVvFEXOQ0RaSqBPm6yb4RKzOA7a27wt4LBKLZL1X0R+NmbUVJs3YvbjI4OA29/bXuHCyQustLj+0j0ooNleXSRNNY2aGtNnA1BIZeKJ+tzKk7Ua9T4haljLRSGU4vzm9k6zjcUt+/N3fy21X3MWe1hpISagE3pcELxHBI8RkkBvlRoVSUeJSyprtFFerEDz/83Ov4cf//Ht3NgO/+Kbf5DtufF9c0ZyFkBCtOSKvkGBBa6QXEQyiovTpcKTZHgrysqLbcWSpR0kRbUyTEO0ic8eotIxzx/Z2xqmR4ljZZxwcCpAIUqFQQuK9ZDzWJIlF5dFpSwtFIzU00pQkU6RpStbuImQ09ijLnHI8oKg2SBptdNIkdyXjfp/N7S2OrwkujONceUoWdJqOVjfl9Chw/yDhh37zP3DzK14RvW4fESEEzhx7gI/9xbtZunCe2andvODFtzK3OM9ga5ut7T4bWz3WN9dYWrpApzOLqrWJQ4C8KLDjAleMCEXO2rkzfPwzn+ON1+zmqoUOClgZjvm1zx7j/SdWWB9XT9dt8Nc4Hj+JBGKSNkBacxm+qkXolwjrPdv9HufPf5hY7z9CMVEFrrrq0dX1JB5TMEpEWuHS0nlGwz5ZoimrJyQ2/mXGVxM/8fiUsfD5P0SgTqSuypgcfYjAVu+j9oT3FmsDSluUOoY2pygQVFX0bLdlFJJSuSRJohRxlhGpraI+lzJgva0rY4/3FdZZjp87yvi9Y4ILvPaNr6PdbQE1WI44kqyEJAmSZtZkZmYarRVl+UTu+clG9Jee0lm8pBN2QFAEWSdiEXmRNR4s7lzjJy9F2LHeBEEV5TpY2/Rs9fvsKy1KFSRGc/Cqy0llxp33nOXcQ+uUvRG7Frss7NnNqCjZOHmUucXL6M52STKByhRytg09hen3qPKSNNFRii+UEBxH1xceW6d8dRd7GmsE5xFaIq1GJxqhJ6AoVyv46NqWsq4YJUSDd8WF3txOsoa4GfgX7/5ebjtwF3uaa3hU5GT7EPXWrY19J1fF8xGi85YUkvndBtlLGQ+GbPYcjczRyiQ6qXCFxOVRqtSNJZXNWM1TjhclPV/WTZ7ommaI6nGl1WTaUY4FoSxJE0UzS2h1Gkx1Z0g70cRDaV2bkAjSYsxgU9Db3sLaHqrpKYoxW1t9jp2D4z3DyAfaUpJqi0kUGy7h7kHG9/7iv+emr/maHW/zictPCHDkgbv48Hv+iI2NDa44cB23vf7NDPrrfPrjH0VKx3g84qHDD7M9WMeWjuuu7dLtdJBCUlZjitEAVxa4cU45GvOhv/wYstfjDS+5Fh0CnzyzxM9+/AintkfPmOjFX894/CQySdoJgQaCIU8Hovrxo6wsvd497N3zM1xY+mlCUCgVeOtbA/v3XwSZwaMT9SM5vJPHN9fWuOfeuxlVQ9LMIMdFtLu8JOOJUcZCmFg3Uc84BFHg0V/soANKS6SSVKWjLD3IikwrxkoifEBKgU4UQnqyRoYtPVopXBWFv4SKgkhKq4gJEoLgLEFAZSscllNLR/mj//OHtNIut3/DKzAmekEIBJWvUFLjXNwM7N2zhyxLGY3yJ3g+/hvw7qd0Ji/phL3p9jCn1vBBRqQ4ARuiS9qkPg1Eve3odh134ZbYxqoKxcYgp8gLkiwhBEeWZRw8tJfZ+Q7HHr7AsVMbnDu2jsu2uf7mRXbvmWFUWqqNPjIZ0lCarBjTmFuANCPkUR4VLzDtLlI3OLS48pg65VfOLSEkKKOjrdvEitSHeEVpoNYBR6qoGy6J76SKILfj63seczNwbGWB+b0XIPgocDIBo9kytteqiD4neKx1lLZkej5jZpfEh4xiPCbfzikrS1GYKBeYaDIhSRc1DdMlnB+TniloeI3F1yA/hUDggDII8lKDkxgBtB3NJngcsiHQzRaqBqIFVxJCoCrHZN02uS1YX13HjcaMRxXnVgXnhprcS7QItE1Bo+MpEsX9vQbf+s9/gpe97jURjMJkHhhV2E4evZsPveddrK9ucPn+Q9z2ujczGvb4+Ic+Rn9ri5nZNuvrqzx0392sbaywb98VzM7tojPVxXvHOB9SjIcUgx7VOOfIA/fx8OGH+ZYb5hg5eMtnTvC2e05/la/25+LxYgCktebCM5nTAjDKSzL9q1x/zSe54uDr+YEf+Dpe/3U3EIJ+VBv8Uejwz6uyq7LgoQcf5Oz50+g0RZpIVRXP8IbkqcWTp4zVEhq1wNNFrjr1fNt7kNJHDY4Q0EIyLiOSKVoUBHRhmWo3GQ5GJNqSZFkcx6mASQxaaZKkjVIBIaIYVrA+rrU+4IVnafs07/i936IqS171ja8izaJjH4GodUEgTRpcvm8/rVabjY3tJ3FenjylCy7xhP2bww/y9em/4QXJH+CDqMFnPgLRQqhJXRNql6iF7S+2zqQQXFivGBd9Wq5VV3ox27daDa65dh9pM+Hw8W2Obpbc9eHT7O4k3P7CPXSbCb7Yop0Y2rNTpBs9xus9Oq02pptgixIhHKGVsXdmzC9/83/lR//4e3Z0yn/p6/8zl81uRpAcRHqYdwhR64srGc3UoRZOCZGmVUX8u69i++Xyzskv2AxI4biscZxqPMK5EmsdVZljywpb5tHo3cebP3iHsyXWeawDTNwsSCloTWk6qgkiI1SDWlvXsbB7L9PdOVw4zktzyfJQsZwHehacjzdm4QWlNBQOwCOMw2QCkyV4qRkORmjTQ7Wnidq+gvGgT1X2kTqhdI7eyNIfefpjyVouKbymJaGhAnOdEtUKfK6nef43v5nXvPmNNQjPRa56AFvmHHvwc3z0L9/D6tIFrrz6ebzujX8DLQ2f+sQDLK+u0mo06PW2OfrwYVaWVxjnfXSScvMLnkeiU/J8xLi/TdHvUwyGbG+u8enPfJYFX9CrGnzPe+9lefRMTlCfC4jAsyc6RfxqhvWerfEQVj+NMRd4158cY2bm7/OiW24hqTfkj+ebMKm0l5eWOHr0Iba2txhs97BlWc91xaOq8UsjnhplbNIl8+GRjlwgVRxrOiuQsu6ohkAQAq0F3oZaNEsxzCuc8+QyJy09SaJRJtoZexMgjCM4VwkkBiccSkRAb+UCPuSc2z7F/3nX/8vc3DwvfOULogWwi/oYtqrwzjMzPUOn034U8EwIQZoksWL/CmqNX9IJGxTvLv4dl6uPkohlqhAT9aTa9mHilRwHIpIafRiiNrSSko11wfZoyExVRcBYiNNv7z1CBObnmng3QokRrKWs9Tx//vHzLLQk++caLHYD4uQxZHaCTKck1x7EFm2qosKXBaqZobIG33Xrx3nNNfdzfG03B2fPs6e1SnCq5idHdDg1BznOSSooVayOra3H0b62m4yyqsF75hjwb277j/z/PvLD+KCQwvHTt/4i3eoYW70BxXiMd+BsQTkucNYSPMh6PBBt8YiTflkvBiZ6YstExja6tlBViCDpTE8xMzOPLUugYP90xe6GJC8Em7libSzYLGMXo/Qx8Utf0VYliZGoWl+7chXj3hZKJ6isRekKSl/gtabC4rSls9Ah9Evs0DFvA83KUpSCKGUauH9LMHPLrXzNa25ja22NToCsKpFJgnOOw/fdxUf/4j2srqzx/Ftewuve9G20Wl2O3P8ga8srTE/NoYXn5OH7eOC+++n1tmm2Gtzykq/lwFVXEoRnPBow3t5mvLVFPuxxz+fu4ROf3Qb9Mv50+QFG9rlk/WyJZ0MqC0BlHcPhiOWl83zqU3dQVRVFMeYVr3zVo4CQO3SuRyThfDzm1MmTnLtwjtX1FdbXV/DWPSs2I08tvjRlbKJhxCMekVJEK+FQ61dRt8wnoita1B2LUOv/C4KdJPcQXfOkQSpNXlRYW+Aqi9SQZbG9HYKAypEkKVJGyWeho1hScLWhj3ecWj3CJz7xcQ5edyXTi10mToGBgC0dnXaHK/ZfzoULF9je7pOYjJuvvxGc5/CJh+gNRl+xs3mJJ2wIaDb8QXapJVzwlPUcxAdwO5dBuHhRPMplBkZjw8rGNrunh6haJJ5arxYfjSmMDrSTijmj0ELQyCq6qaCyksGoomsEnYYiMwKf5wzXt8A5qmEfpRVmKiCzlD3dLfZ0N8BD8Domw5qK5qqYSF1la6R4hXdR2Ss4h3NFzbn2sQJHEjVUA9+495289Js/zImtBRbFw0z5kyydKKjyEnzkOnrno0AbEET8T4hQ+7xGpSGdxMvBVTF5u9JirUQqT9bMmF6cZWpmGjsasN7fZDQaRqVd5WmlgUw4ZtGsKMlqoSiDRARFVxa02oHudIvpqTnSRgbeYccFw+1NjLeUVQ46YhFCUJisRSeBrFMxXRWUFgpbUVaBwkrWRjDXuozn3XwdaxfO46ylvblGs91GpwnHjx3hjo9+hNW1NQ5deR3zM3toT00zHg05e+YwjWZCnluWTt7DPfffT6/XwxjN1VffzBu+4ZvITIP+oMf2xhqD7S2K4YjN9WV+50/2czb/A/46W2A+F19e+AB5rei3snyeuz4rKMvoqXz7a17zKEoXXKy4vfdsrK1y9OHDbG5usrq8zHDYi2wOIWrcyqUVQpwnhMdG+39hor7YJXG1xkVcp2RNjRV1O1zgHFTBI6VAqWjvqZTGBYcm+tWH4JEyGjNJAUXl0EEiZUTcWzcmMQoRYgcDGSJ9i7Jel6G0FV7Dwyfv58KZs3Tnro2mNCJuIJyz3HnnZzh+/ARlWTHbmeM7vvlvM7fQ4cixYxw9cxx4LmHvhMDSFScigpAoT1rVbRQfPAKJELWmLQIjNKHOXDH9wfJqSX5ZTpa1UQacrwhO4nEoAUoqlBK0lEMjSIVk3xzsWWwwPbOw067yePqbG+SjIc1ul7zXQ2qB82CaTaxWEVDmRJwnVyXBWmxVkefRtKMoeth8iK0srvD40uGcJwQbOeBEaVEhQKp4kUVLqVNcPg7YvGIrj/Pq4AMSiTKg03gxCynQRkbv7BCQtU62lAIhJNLFc2iDR6kUkUqa0y2a012MEZTlkO1+n43eGqNRuXMSJ9ajWerZJSt0SNi0Ai0cSjkazYTO7CydqbnoniNgpPpU1QhfDhEyjXsQLFJEv9qIq1NIY0ilpFEV0eoSyQIJ10ztYmX5FKf7fdZnZ8i6XabmZljZ2OKuOz/DVm+LffsOIoVgsLHFiaMPc+74gxT9PtdeeR0rS6f54Hvu4fz5JRItmV/Yx3d99z9l377Lcc6yub5Gb2OTcX9Ing/4L7/3V5wdfIT/Wywwn4unHtYHxoUl9Hq1wJHi7f/9HTjvue1Vr0LrL1x6q7LgyMMPcub8ada3NtjY2MRWvpYVvgjIejZ0Ep5oxO7BY6P9H/N9COK6JCOYOIpARcprYkxtbRuwLlK/rPXR3lgqbL2u+yj+HcWzrEWpuIZHy8+ocGicJ00C1nuctRAqpDZYY5ECZE2z9bUGxPrWCmfOnOHg9VeijEIIDXhc8Gz1tihtTkabX/rpX+ChU/dz112f4/CxhxgMB1/R83mJJ2zLG9KfoCUvMPCR0jWZW7vgd9ojobaVDDuGF6CEiG1xAqtrCdujLVrNqWihhiZIjzEZ1jiyrEmnmzEaR66x84IQUmZnp1E+sHFuhWanjcoU04u7Itowr6gs5IMe1lpM3sQkDaqqoCyGCCTOWfJ8TDkeYyuHG9hocVnGmxQX8JWI/rj11R3VzjRCBJQJ2AqEKKMXrRM4PMp4tJEYozGZIWlKlNJIJVFphtLRak4JhVIqtoJEDdSy0VpSEIUBUILgHNYX5IWjNxqwsbnBeFjh8mgSomSo9X4FwsdKYI8aMucF54cNVosGM6OSfFBQmAFWR0GZC+NZTvefx4Gp8+xqrRGCJxENfIgSpN4HmAjGeI/Qmkx00InCmJScgvFgkzPrPbaXzzMzM8eSsNx5+AiDfECSdjh59DC99W1GNnBuZZk984u87FVvorUwzR/8wH/m/oeOM9VtMDM9xd/69u/iZa++HakEKytrbK6uMNzYZGttld/54z/mkw/P8n+rBeZz8eTDec+4qHCbW9Gy9jNjKmtxznP7q24nSdMavxLXp+ULF3jw8GE2ttZZvnCO0bAfXaKIjcFLBXampESpaCN7MR6N9pcTaVbi+5KixtTULXAlBNZH/nTlIjrbWlcXRpAk8T503seZNA4jVaSAEROxrEFqqTFU1sVRXGXjaDHE0VrpRESdS5DBYbzDJBoXorpcdED0rPdWOXHqGLcMX0JnplM/HxpZk9e++nUM1scc2H+QP/7AH/DxT32SEDyD4Rhrv7IwyEs6Yf/T1mvoiFXGPtKJbAh1Vc3FZL1D+rr4qBBx2Z1UxkUl2eiPmG6OkDRJkgSJAy1JkxTXcMzMdBCuwoUcT0Drirwq2D0/S7vdxnnH1lqPjRNLSBUNJPKxoxyXtLslYjxCJhGMVuUjqryiLHJs7gkVgCTYKPpiJ8dmBKSgpQbvdwAYUSoz4L2sxQU0ggrVlGQtQ6PdoNVqYhoKrZKoylZLbiJix0F4V9PEYjUeB9sap3IIcUZeVSW+jICO3Dr6vS22etsUucNbgfQCqTxaKLRSKBG1dtNEobXE+cDIW3qjhPEw0FtfQ4qS5tQ0f3r82/mZO34ST5y7/+zX/nu+9Zo/p7KWqioIUiNlrQ8fqriREoIsTTAmpQoenKcTRhxIMkwSYHCKkxtrrG9skWSzdFpTjPt9TKPL9Mxu0sRw88tuI6SC3/yFf82d93yWmekGU91pXvvGb+INf+PbyNKM9bVlls6fYXt1hVNnTvCf/sf/4r4jJ4iI1/+7LTCfiycegdjaLatAv9fH+UC422OrEikDt93+ahITPQHy8Zgjhx/mwtI5tra3WVtdpchLKltSubrCDpfGJFvICAALQVE9RsKaYO4mHQOtY4tbCFC1AInzseCyzqNkNFoKNfVHIqkqh5oAwEItjuUDla12REycBy0llfU479FS7QDYlFaUpSeUDpNEULI27OB4pJQoZaKCZQjkec7p06fZ2tikO90hiKheubm1wQc/8DFOnz3Dez/8Xu5/8GEEgizL2LN7D9NTU5w7f5aNjW3cE1JC++JxSSfsjlyq3bkmTl1hhwPr67m1rBO1nGj1AhqBFhOqV5yLbGx7dk0NSLRGawU2oDIFwtAMDZQQKA/j0TpORCL/9uoqBsXc/AIZhj0HduHsImU+ZmttgLN9Qmkpe0NcGEZLy8LjiriRQGi0ilxunSUorVFGIhOFVhIlUoT2IAwh2Lj9tIBw0ZFLapzzuDJadpo0odFoYLJGrI4BahUf6s1McCXBeawtcSGPsnueOLORkmArnFRx51qrEJXW0d/aZtQfUFUeGQRGSVQCQmiM0CihkFqAjhQJ1TAEArtlyS5raWcJ3fl52vNTbLj9/MynYrKGKIDz0x//Mb7msjuZ0qejsI2zKBnbTlprEqHQMpqieET0DA+eqTSlLRzbg03OraywXBT4KmNqoYOrxuzZfyXXPP8FrK4tsX//VVSu4Pd/++189u476Ew3EaHB1972Bt78zX+b+fl5tre3OHf2DGvnz/HA/ffzzne9u07W8JwF5nPxVMIHT15B1e/HjXBZ8ZtvHUMQ3PbK2zBpwoVz53jwoQfY2t5iZfkC/V4vbphrF76JXfCzvb4WRLxMWR+vEOwkyUBMhBNjIFG3v0EiRDRHEjUYGKUIIVBah5+M9rTEWRcLMBm7hhN1xclYL/iY/KWMhU1VOVqNDBzYKiZ3rQRlaZkoP9qixuw4iRXgXcCkBu+iQVLwUajlwvJ5VpZW2bN/L1J7er0+f/Kn7+L3fu9/sbK6EilmUrNn925e+bVfy623voTuVJe/+vSn+ON3/Slnzpz/ss/vJZ2wA1HVrCJEkFmNCp+0WSbVtNhhCMcqbZKsY1scEiVwAgajbRIpMamJ7SrvUVIhGylGSTSBvoLxeIQVkPfHXCjOUpUFi3v2kRmD9CVGwsKeLvO7p6nyAleVjHsDxoMBJgXdydCNNDo7pRqtdTRV14YQAlLJneMPPgLDwFFfOdiywrkChEJoE7nUZRVbSUojQiA4R/DRF9tXtSf2hJPtZWw/CQFB4oTAIyMwDUFVFVhrcbbCFpY8LyiGJRJiojYC5SRaK1SSImXAOYezHpkaTKuB85ZqmGOCpzXdZXrXAu2ZKaTRnF26Ch8e3Vr2QXFic5Hrpo9SuRIjE4SMNItEKRKTIGWcw0cFJI1JJM4VLK2t8+DpVbb6OUtZi0x7tteXGI09C/uuZmnpPMNBSSNd4n/9ztt44P67SRoZbdXhpbfczpu/5TvYu38fg36Pc2dPc+7kSd73gb/kPR/6GMfPfn4yfs4C87l4chGI2hDBBvqDEcFfwH2u4i2/+hb6vW1e8YpX8uAD93HqzAk2tzZZWVphOBjgKo+zvk7Wz+7p9aTFHcFxcZMiAigha2OTelUWgsiXligZFd0kscOslagr5Yg4SrSuAWehRoPXqPGaz+6cjXTd+r+qsjuI8ViggPAeGSRZktG3Q9SE/SpiG955qHw0HbGVx0RpCkKIEqhZs4Goj3N55TxnT5/mphfexNZgi/e99/387z/4fzl99iyu8uzdM8+BvVfy6te/mhtuvIEkSXDO8sIXvJiHjx5leXn1CaqhPX5c0gnbB1FL1oGtPbEjBiqgEZFTByjETnLWQsY3Lahr70BrqqIzZRjlJVpsYrRBT80gUXhnUVpEh65mKxpqyG0clk57isHWBuurK+SjnN379tOankKqJm40JORj0qyBnGrQnJuO3Gxp0FqCFkiTRKJ+CNFv3fm44/STA5xsP+rZvJMEPFJLvNdYWyJshTYpSsSbJFRlTflyBOcJKi4WolYdCCqJqmooAhnjYkDpqshnrDyuyiMq3VpsabE2UhyyxEQnLREwWqO02bESHY9HOKlotqdJmimj0Rb59gDpNPOX7WV61xym0Yz64Vpy1cLqY3LH59OjWDuO8qWJQQgVUfZSorXBSw9WxN22FIzyAaeWl/jYkTVOrlXMtCU9VzL0jpEb4qTmjk98kqTdZG56gd76GY4fO4wyhvks45YXv5Jv/vbvpDszzWA44OzpExx58H7e9ttv59N33cNW//EAI89ZYP71iMeXy/xqhA8B66A/ynHVCpW7m1/79S2OHj1CUY1ZWVtmZWWZjbU1xnmBrRxlTS+a6DY+m2IyfxdC7CRJqeLCqkLUVmg2EoqyiPeylDjvCPVmXanozVBVLkoaJ40o6uSj3W9RVCSJRgpJZe1OMaOkqn3qBUZpqqoiIDBax2QfuAhcBax3MJl/h5gPZL2BmGAEfMSpRY2LEAjBkqSKIl+gKK9C8hDCbnDmzHmWVpb46Mc/wjv/9x9y5vQ5jFbMz85xw9U38aY3fwMLu+aRMrbtQ3C0O10OXH4FWfbp/7sTtgsCS6AKEw3xuANTQmKErBN33OFpET8oJiIqjwBwTM95lE6wVcVoPEbKDYRUdDtdgi+pCo/EIJQhbYIQnnExRqcp3UaTra011rf6jB86zO4r9jC3dz/p4i78YETZ38BuB5RRJFkTqTOEqGX8fTQRqa2+Iu0qOnvEObKziGQi5uIixSFJEFWJkLENHnbGz4FQFbWmetypBiFQ2qAxQEBIhUzT+Hoh0O9v0h/0sWUVNdldQGsTKRIoVKJJjCdQoWiiNGhjMFmClIayLLCuoDu7C5k0sG5Ab3mZclCSZk12XXU57dlplFAIrWJHQAkum9nk333dW/mJ930fruaO/8RL/y1T+ixGp6RJhpEmojuTNO6uiWMIRASE9Mc9Dp89zx/du8nDPcucEkgb2LQl22VgUAmgZLN3ks7UFH/jb/9N/uC33453nsv2z3Hddc/j4P5beN8ffIrF/U0Wr5jj8AP38ou/+lYeOnoiSss+F3+N44nJZX6lw4cADkaholxZYzwesb6xzt79e3Cu4vy5c2z3+lSlrR2lorKXf5Zla4GomSoRvKuVZFJBBxHb07aMdpZKygl8BhUESIUx8X5uNVuMi5zgBO1Wk+GwD1JQlFEXY3ZmhiLPUbaK58FVJFnGeJzHlreN4DDvomOiVlH7QStNmjQYlyPGRYnWClfP04WOrXBn/U7jYocPH+IGyQhDWf1Dtjd/nck14rs/yOEH78P9n4K77rmPs6fOkRjN4sIiVx24lr/xLW8myzIILhaPIdLN8I6ZmanHZAY82bikE/bElcvWtbWgbnMLgRKTWbXcQYNPPGcDIGsvVoHHNBRFOUYHj3SWja11rHVo6Wk2pwlFgXVjpDTxb0tJkiWUrkJ6ycL8XtLGkAvHznLu+CnKfMzivoM0Z+fQ7TZlb5OqN8D1ewjRQ2odE7esFc2EqjnRF7mH3nsQAVFV8UISAiFldOgSHulTTJDYckQQFudiezsEhzIZQhmEVBG4hq49poH65vHe4bY9rqxqnicYk6K0jYldxHMbQrT2lEGStqYQCmyVkxc5BE13ZhdOwHCwzWhtBTeGzvQMi1deTmtqGmruJDK6hykUIji+8/nv4/YDf8WDS/PMqMNMqXMoldDKMoxRyBCQMkFpSVCq5qlLrC3YHPW4/9QZ3n7PNqfHgYaAtKMpjSYxDaYbktAbUpQ5eGg2mjz0uQc5dM0NjPI+V+y/nnJtD7//F+9na+0hvuabXoI8Inj77/8hDx499kxdzs/F0xZPXi7zKxlRitdHdcGqz2g0ZH1zhXanxcbqBqN+SRV8jQyvu2NiR0LiGY8IDovJ0ajIRpFSIIUiSIGUConAZfGAnatQKg4lvY90qTRVVDbgnaeRZQz7Aypb0my1SUzC1vY2SZLhSk/lLCEItBQI3cI6W4/v4sEkiaEoqrrdLkBKrPdQ5RRFRbMRhZSUnrx+bLtLIaJKWg1P9zV43GiDMVeytjVJ1gCKzd5buPvIzWzZIUeOHUNryczMPLsW9vH1b34jzuWcPbrE/N45ujNTECLceTgYQgg7YLsvJy7phO2I0H8ffG3wHpNylBWRO+5RWkwoESAJsQ0NIAKK6FlbeY+jRBEwaDbG2yQ9we6kSdZo4F2CL4toyKE1JgiEVFTjAq0Mneku6VV72NwesnFhnTL3LO7P6SwuksxMIbWhHAwINmrQeud2hltCeISvL0AZorQmAYTFufp7pQEJziFQqDSNamQSvK0IziFSg0wyhE4RBKRJ8CIgqZO9EAgNBEk5HKKUQhmDEnFGLyTIIEFaQu0Dq4REqSZKZzgBxXiMLUrSZgOdtRmXA4a9Pq5XoLRh5rIF5g/sJWk0CULgbIX3EhVAao+QHpzDB5g257ipc5hRkWO0odlokWiJNDJyyEXUSw8uGpZYV7E22OKu42f5k8MDlktBogULU9PMLXRIMsUoz9nu95lqKwajBkFlzM7vR5QG6z2z7SsoNy7j1MnTHH34kzjd4677NZ9+8H5On3tq+r7PxaUWT00u8ysZk9xrvWc4DoyLbTY3+3EsVU/GwsRj8lFgs6e3jf9YMSlajNEkicYogxACozOEVnhbkZiYJMtqjFZJ1HiQgrwoaGRNlJI0GlGbO0kTvBW0Wm2MMeA9U92YzLU2lK5AhBpoJjVaClRDREaJc1TWYrSO62rdkhBCMC5ypJQUZRWNOyY67oSJJUMErNUI80kXQEjPcHgZj3WNbPT2sme8xHU3XM2pY2eZn97FK17xtbS7LT70wfdwaO91tWe2QwrNOB9x912fod/bpCiK+FeUZtfiLs5dePKf3yWdsKNQStgRTYlJOlbUkougMsHFihqo5xcTMJrEu5KgA6ULqOBJtIZQsTEY0m72MSbDNBqINMVXFcF78BWhKpFJhi1GCGNIW132TM2wubpKv7/N8skTWFsxs3s3pttBGoPLS1yVQ4hCJaIWLhFagog6uZI4qxYiASMQQhPkpOUUaVkgUGkD7S3eXjTzkLW4QNxtSpQMxKdKRD0vd6XFVg4hJI12t575BJTUkT4ldyY8CBFwQWEry3icI5G0pmbwIrC9sUE1HOIrR6vVZmbvLrrzi4hE1WA5H28UDzrRO4APjyAfV/R6WxTOk5iEdtYkyVIIHlm7d+0gEnyFc7C6tc5HjpzhL0/kLBUaKRwL011e8MIXsnT6KCdPnGUcPEhDmszSyuYweprxuubhwSrzcwvIzpUsrWxz/OSn2crPMtCew5/4BIPRV06N6Ll4tseXlst8uiIWd1Ee2I7do7nWX1BSPzNt/EeGliJ6S2tFog1aRuesRCdQ86dllpGljVjFjgVKa6SK5kXGlBgd29U6NRGtHaDZqtBSkSUNlJKkWcqoP8IJT2JSvIjJWchYoLng8CFStdLERJCs83GNqe1JJ8k5LmaRIiYFWF9zxSW1kMokH8SJpHMBLY/yWNdI8MeZWbwco1Iu2ye56opDHLr6SrZ669x3zwPMNBfo7G6zsZ4jlebeez7HqRMnufzA5Vx79TUsXVjl5bd+LS972a382E/+6JM//1/+R/jMRdQNv8iyVkLG3V9N2zKThC1ipa3qjknEKdaJPESdbZkaSm8pAxS2IFWSqqxY763RanYwqUEmCVIpQmWxhaUqc7QwaCWxoUKZJiZLmF1YIM1SxsWQweYmWaNBe34R1Wgikwbat/AuanNLqfGhQghFEBPkQ1RNk1IxgVCGmFXBRRK5CHF2LdAIWyG0jgk/gPSAFAit4nuXsefgSosrS2xR4mykQ2RpA0mIF7AwSAUgajR5oLJjirKkHBcYk2JaCePxgP7qJmEcMJlmenGBmd27yLodhE7wuNoZzAECk8aZFTXoI88rtra2KF1FmjZppA3S1CCkRuDjrH4Hj6bwzrO8ucxH7j/Ne89WbJQK6SzXXZcwP7/AidPHOHfyLCUeF1Lmu4eQfoq88OTeY0aBhbndNMQ1bK9XnDh1FytbJ1lzA3pl8XRfts/FMx7PXnre4xO3ntk2PkSqlJKSJEkwOqnv2ThKMybB1HoPUutYPAUXu3b1GE4KTZJGrFCr06HVbFGWJVVVIaUly7o0Gy3G4yFlntNsdVGJJB+N8M6Rj3IqV4AyJEYQfEGWNqhchfMhcq1VpKRaV2twqFj+RFZM/E6pmmbmLwKXJyIrLoARAufPIsU/wYdHXyP79nrOnz9Hqlvs23c5h668iu50h4dP3M/m5hb3P3w/vdEWN1x9E8Nqk4fuPcw1113NS1/0Sm6//XWUZcX119/EYDR8Sp/BJZ2ww4TYJQLqEfMeI8DIgAoRHa5EbIFIARK/024K9VxBC1PTvDS5zcmkoWWa4D29fExv1CNNszgT9hMyWUDLBBsCxqQkUsSdQaJJTAvVbNAYV1hfxTaXc1HqU4MkQVJEyoKQyKAQaEKw9Rxbxga+dQRlCC4QQgk2EFyNMvTRwjM6fAWCBHwVE7iu5871fDzEHg2uLKjKWg9OlGRZgtIJseZVCBTWF1Suiq2momI8GhAqR3d2Hhs8W6urDDf7mCBoT7XpLszRXVzANDsIwPr4HnxZc94TgzaRTx1QlKMR6xvLVM7SbnRpNVpR6k+JWvBAxHMsABHbaqubS3zoc6f589OOrcozO+t47d/sYIczvO9dp9kc5uQ+kKhpdreup7IJ/dEqqZmm25hj1+LlzC7sJgTB+QsPcnbjMCvVOjlfHmLzubiU41Kj5z2zbXwlI7AsSwxZmpJmDYxOUTqqJQoRyJIGWatBCJJWu0k5yimqcgcMJpTEuQpNSrvdwVNRucD87DzNQZssNTXYLsWkFuss+bhE1YYczakWw34AV1JUcS4+LkZU1uG8iyNCpUjTlPF4DIIorCJj19WLaJwUagGqqh5DilBrg9ct8hA8zgWk+G2keB/eH8JzhFSvkjUPsN3fpCw2uOrKqzl07UHKquTEsWNsDwesb26QqAZX7hvx0JEHuO3Fr+Dc5goLu3dz5aErkFJTVJ5qe+spfQ6XdMKeTKajtF1sxxgR/VETBDKyp+IsW3jAo4XHBUmoL/6ARWqBlpKGzFktLudo70punD7J3k6fsfNs9Ht0sg5aR262DY5xmSO8RQmDrQoSk+CNrDW4DVJ5EqPRNo3Vc+FxSbWTlCLs0xFkLJW9KxA1uGLSygnWEhjHdzlp2yiJH5YIpZhgGAISoUCYFCljVS1qDiN4gpO4yhFwKC2QISGYqCRG8DgRARfFaMgwH1EVQ8phQbCeVqdDY3aaYTFk/fR53LCk2cjoLLTpzu2iNdtFmpQgBa6K1DJfOoQLkWNuBCI4vDaU44KN7Q2c83QabdrtFipR0VUHQAq8lyBja9AHy8bmOu/53CneddJRAItTnhe/rMPGmSbv/8tTLBcWh2RKzdNND5KXju3iNDOdg+ydPchUd4HmVBstW5w//xBHl+/ifLWEfUadk5+LZ0dcSvS8Z7aNL4Wi3cgwWUKWZCQmxSQGpMCYBq1WC4EkMQlGa4wxTO2eYm15mSRt0mgmlEUZh1w+MDPbZZxXKJ3RbjbASSqb44MnzQxKdgmhYnllFW00SmnG4xFSB1KTYZ3H2TIC2qRESwUCyrLEWYsPHms9rWaDvCiiAZIPqFpEyroIVN6huAtBKg1CBvLS7hiGWH8Oz1kAFnftwzrHxmaPfbuv4OqDh2hNNVlZWWLUH/Oa217FoNzkyEMP89CR+5mabfORj32Sb/2mv8vJ4yfjjD5JUTpE0O5TiEs6YSsVqQGitsvUeDQSXYujTB6TolbHEaGeEdfT0QkIQXkQKZ9c+Uf81yO/TEAhcHz/dT/Ca/a+k2HeZ2uwgUkTEmUin9JaBIJUxkm4tSVKNxElBOmiDaYEgor+qvkY5Q1eeBDRr9lXDkTAVVXc0fn6yET86ikQQtcbgDi/Dj6g0ybR8svVQLIkguFUnYRFPRMPAAkEB6pEZwnCCzwTZKTHlY4izxmPx4wGfXxeIKVhZnYXptGgsjnrq+fZXtpEeUV3bor2XJvuwl7SVgZKRnCZL/HOY/MKEQJaK3Qa5+BBp1RFRb/Xpygq2p1ZOlMNtJT1e52AAMVOS95Zz9rmJn9+9wn+5Lil8oE57ViQGQ98JvDg6hLLVVQrmpHTTOn9sXXvxsx3bmTPrgO0ml2anRmEgo2Ncxw+eycnxw897dfpc/FcfPnxzLXxBRHzGmTAqCgq1Wx1kFLSSDOk1GRZiyA9rWYLSVQ7U1Ky+7LdVGWgkTbIFlKGoygIo7Vmbq5FPi5IjKKRpQwGBePxoJYRLfFOMzM7i7eOYFKMSVlbv0BejMjSBuNxTqc1hVCS1fU1RI1nEiHKhiZGY6tYJFVlbfjkQy0tHRXRIrhV4H2g9BVKxpzgCNhHKIkanTAzNc1wvEWn0eX6a6/ixpuvpxgXbK/0ufXFL2V9e41PfvYUD586RrvR4tzKKkalvOvP38WLXvQS2lNT7N27h2arga3sU/osLumE3Zhq4teHJCLysbVQJEJiAEVAC4sSISYwJr6pMvKUIQqJIBEBVseLO8k6/pPirQ/9B54//X5a6Xl6wyHtxhjVUjvCJkIqpDYIFQilraFu4CuPrSqcjW1vhEBqGXd3PkQJ0BBR4hMpP4iOMgKD0gqhohSnSA0SVaMXIw1MCUUgSpaKOulF95jocoPUEW1uHQIHMgI/ggRvbVQ3y0uqomCwvcV4uI1AYZKU9u5deDzD0ZCVU2vk6z2KIqfZbDK1q0Vnbp723Ay61UF4V4sMBHwVsEVBcB6jNUkjCh4EGQFrw+E43mDtDt1uE52ktQawQ9Q658FVYFJ8VbLZH/IX953gz49vIRFc0UrI0hZrNnBkdcBqVaGQNEWHtlrAek/pS+baV7J78QCNrEuSdhDSsL51hodO3cGRwaee/ov0uXguvmLx9LfxBWCUQgsVMUJSxhlwCDTSFu1OC20SsiQBERNbYhK8C2QNTWUrCBbrSgiGdrMdudL1CExJCcKzudaj3W5GV0IXMJ02a6ubpEmKFRVlWdYWm5JWowUh0G41GOdjkJIsrYFnVQSxpWmG9xGYFkVXAELUcw+itiqObzAQu7MQ/SgmueGR0Wk1MVrSabb5pq//G4gSknbC+soaRTniM5/+K/bu342rX6s3iDPqRupZ3VphfX2N9ZU1FhcXsdbR660/pc/jkk7YM1cfxPXuI1QRdJYIMJK6LQ4Kv4MIn/zfh4loioxN0SDwLnB+fPlOsp6ER3N6cIAbk1UGRc6o7JOaFK0FQgbKqiRJsnoOEtAm0qRsWSKqQLCeyo6BGrUto3IaSqFCQBmD1AopFUoaVJogkEil67mujGCyEOL3EOfTaAITU/tYke+AtMTEZ1dG9FkIsYAV8Uw4FyjHOYPNNYbbQwTQ6MzQmp6iCiXr5zdZv7BKNRpFSb9MMzPXoTPXpT07Q3NmFp1lOO8J3uF91Ox1ZYUvLNoIklaKNAqkwdvAsD9gPBzRajbodKcwWYJQ0bhEeFUrugFKE7yj1xvx4ftP8WdHthBCc9OuGTrtDke3ehzZXGPDWiSClmjTkYsQNAHFfOsq5mf3k6gGViyyOtpD2buHY0vv4ezmA1/Va/G5eC6ennh62/hCCJJE02zGNrhUEwqUROlINdW6dgbUGpNkZFlWS4Z6GqKFoJYgVRCsQCdRSyJtpAz6A7xXJFmGEroG4QaKsgIJ1ThKLjtXMRqOSEyj7ixG5bTxOHYHlZJ475FCRpUzKSm9qznjE+vNKOyiZKTTwUUBGFeT3h+L6y4QZI0GjWZKKlucPnmKV93+OjbWVrnrrk9z592fpRxULFy2wNbWdu3NHaWbE6PpdpsU5YD+Vm9Hl/yhIw8+pc/jkk7Yc9dcT3nuDO7sNgKJkYJUhMilFjW4LJos1/C0WlWMqJIWMYOCKrcsZscQuEclbYmlo4/irGXkCpY3LtAwLRq6iTEZwRYUxRjdSGvNXIlMIdERNWlTQ5WnWFvia5qBTDOSpBG50brW5TYZSiUE5ZAT+pUQ9Zxa7CRhIRVC6ZoS5iLdi0DwcbYVQWwTg9FQJ+kJvcpT5pbh5jZrZ5fx1jG3d5HW/AzeWdbOLXPu+BqD3ohG5mh3FK12i2a7Q5JktBemSTtdZJLEdr4v8GVEdLuqpByNyYwha0UQGcrgAoxHY0ajAY20SWe6iU6jF3a036FGfMTKX0hFkefc8eDD/K/71nCywVV79tKdm+fI8knuWV1n00aZnKZo0hQzUd5UCGaau5nu7sLoBueGr+DOB7+hZlv+LWAJuO/pvjyfi+fikg8pBEoLtDZkaROlFa1WF5MYjDFRNAVFljWQighIS2KP07uKZqtBkmTkeQSBFeMSoxVGJ/FvmgZlWTLV7VJWeeRa4yKLRSvGoxFBuIhCN3pHq3xjewNXWYxJKG1Va2vEqj06MBY0sgb94YCJSVYUh1KUVUzesWKoK+7w+MI0UknajQZrG+usraxz86EXknWbfOazH+X9f/lezl/YYK47y5GHjzIYjuImxxiM0rRbba67/iqms9nYJSAwLkZ89GMfeUqfxyWdsBt7Fpi94UZGq58gVAEjHEoIUkGNHo80ogjvkvggd2BqE+adEwFXBeanzvL3r/5nvP3Ir9STcMs/uPoHmc0uYENESW7kA2YG66RpineQmpTgHVU+RKkGhAjwUtpE1LNRJI02tipqihNIo+Ks2UikSuoBUUCKDETUxKVuEwsEolYIEnVyC2JCQdCRolZX1wJJCHFXG91vJBBtMKtxzqi3yerp81Rjz67LFmkuTBOkZrC2yZnDpzh/bkgjURy8ao5mt0mSNtBGolPDur2Ch7cPcqVeYbdew1dljWYnVtZ5jhGCtJEiDQht8EFQDIaMx0OMSml32phGykQVOW5KLAFJ8B6pDNbm3PXwEX7nrg1KmXLt5TfQnl7k8JkHePDcOdZrudCUjIwuFsiUpJHuYqq5SKZbyGw3dx6ZJGuIIJ23Au/m0gEYPRfPxTMfgkjJMjIhzZqgBGnWoNnIonywVhhjIuhLG6wtqSpLI2uSJilSZ7TaDaQ0cW2Skiy1ZGkaE9c4J63BaI1mRrFZ0Gk1GQzHeF/SbDTYe9keVlaWsTZqOkitKIqCZrOFCDAYDyh7NqqrSYUQgk6rS17k9AaDmhHDTkIua4OQR1Ldv5QHWrPRQArBufPnWJhb5NqbrmF1bYnPfPYzXFjepLKOft5jfWOZRjOt+d0WozRXHbiChmrz2bvv5PJ91wKO1ZVlHnro+FP6TC7phK1aDaauPMjg3En6D52qudY+tohDwKPxCFxdZbt6ZlxnP3yIreNqZNDB88pd/4MXzXyIzepq9jVOMZUtkVcea0GHFCsCF3obtFpTeA86BJomQdLE2YLgE6I0rY/VsdZgPUnaisk8EOe1BISu9Wt9FHQJFNFcQyomQxQpowFGILZ2gotXXpAXUePRJUfHn7UArwjO46mwlaXY6rO5vsbqyXU6M12ueulBpDLkvW3Wzh7j7LFltrdh/+XTHDi0j/b8LELqyOMW8D/veTX/4r3/FB8kUnh+/vW/zrdd9744qylL7DhHSUHaamISTTAKDxR5TlU6hDC0OgmmlYEEESY+ZBEK4GtbvarKufOh0/zGJ1YYKc0tN93K7n1XcM9Dd3LkwglWnSMAGoUhRQlDImdpp5fRbczRyaZpdjps2F2PSNaTeHpVrJ6L5+KvQwhZg0ClJwSL0SnaGHyQJGmDJDUkSUKWGJqNFO9STGpoNBOSNEFrHe0rq4pGI4sWCV7SaDcpxmOazWY9U4btzS2yRsL2xjaNNMHaCoEiGE+3Pc1gOGSzzCl7Y2bn5llfW8eJaDwkpWSq3aaoSorSUpQ5lS0QUtBuNhgOx9RDwh3MTVynxU7p9sXCOkvQ0G1P0co6TC90WFtfw5aO6akpllc3CF4ggqLbauDDOUQIjPOC5Y1VVvtLyETibcB7x0c/+SGGw8czFvricUknbJmmNHftZf6G5+M2e1QrW4+YSURCvKOusuvW6cSirYZwI4DKKqSwSBQz6XkWswto4ZE0aagWVlpCUCipKF1ge9in05ii8iVeRTEVISJCMfgJsA1EkAijIhtDR4rVZI4Sq3E7ETaPXEZVt4sx4O1OuzgqoAnQoeaaxxBS1Ql8gl6LCb2qKophj+2lVbZWVsmyFte84BBpt0tVVfRXz7J6+iwr5zexLuHa6y/jsoN7SWa6SGMiylJpzvdndpI1gA+Sn3z/D3DL1F+yqJZq0Jwn6U5jshSRNesb1OKqOITIGilpwyC1rDnjE/577VjuwXnHfccv8F8+eZahUNz6vFs4ePWNHD19hAeOH2GlquJpQqDRZLJLJ70So1u0m9M0TYu02aKQQ46v/T7wnTwbVKyei+fiUgsl5U5Sk0JgpEIKjZIJiWmikCTG4Lwl+ChL2mg0IoBMS4yJ1bYUiuCh0UgIXqBN1Htw1lEWJVobiqKgyHOKURRAKWxO1jB4YpJspJr+sCCvCoIIJMYgfGA46FP5CmthujNNWdqIpwmOLDPkeQEhkCYJo3G5Izs66awK4ow51FSvLxWdZiPabSpopi2MTuj1N+l05jh1apngA5Wt0GToRO5gi5x3BOvJOg1GZRHBZoMtPnXHU3ftuqQTtkCQdWeYvuIQ1eoaa/1PE3KL86KeWYP3EldDz2JVOnHHnji0BqpCI4RFBUcVLDokOK0QrkAqTYrBEyXxlIHce1rC4nwUpk+0IkiFqyIqUUYPN5AQfAVIRD02EUR6hCBEAJmMyEtUzZ8WJlpjComQNZPfxfY2Ihq0T3o8E5/cEOo5dVXR31inv7YZIXUO9l55Je3ZGVzwjEcj+qsrbJw9x/rqAJVlXHFwP7su241pN2OFXiMxEXB8bdejLDAh+lYfX55hfvdZlHNkUy2SdobMUoKMFp2+jNaexiSYhkGlaS1/qmvEPnVLPX5GR05f4Pc/c4Z1G/jal9zODc97EQ+fOsodn/00Zwd9InkrboCM6NBO9tFM5lBK00rbJGmTXrXMPaffy1r/NM9WFavn4rl4toc2uvaVjklOmcip9q7mPDfqTpkQsYo20aPA+zi/NolBK0OaRkc/hI+WmDrqgJehQqpYaEhp4z3caZLnJWXfgpRUpcXoJFK0kPjgqKqSNMmw1kZbYSCt9coru0AIh3D2fpw7s2MwIr3EO1eDcOMmJISw4x7GE6qvodNJWVtbx1WB2Wuna4ptxBb160q5qlztWObQ2oAQlEVJUZRk1mCdo7QFd93zWZaWl4E9wJP3LrikE7b3Dics6dwc///23jvIs7O88/284YRf6jihZzQjaZTAICGMRBD2miAZjAl3F9+1d41r8fUGMMGSjXdrga0L3mIRZVM4LDauBQqMbVZeX8LCEiyJIAEiyCMNGqVRmpw69y+d9Ib7x/vrlgYJrBGDZhqdT1WXNOd3uvv006d/z3mf93m+3855F9A7coDhviNIB5ZQjrGjbvDVhbUU8MhdCwdYK7DOEiExSIz3pF7DKK0rkYS2f+nw0uFtRV7mYB2lLZFGYSxgLTLLQjKKNFLJoGEuR7PVAladuYQQSCVHphyjsSbvQmvc6sV5CTYkYy+C2IqzI31t7/EuxxmLNRVlNmR5roe3lmanTWdqgiiNQCjKoiDr9ejOzdE9Mke3N6A1NcbZO85hYuNUsLAc3WzhPlZ4bzl36vBj+laf3dyHFpC0GqRjY8hGWFm70o5ECwxCQxRF6DgZ6Z+PCuFi9VEpVCMOH1/gU7ce5WAe8y9+5de46uWvZvc9d3DL7bfw0NIca9OKXhCLhJbeQDMKyTrWDfCCgTnG7qM3spwdG5283lSsamrODJQQWBGseaMoHu1VJyjFqPl1tLetFMJL3KhjXApBEieoKDhiKR2jZJBeFniSKELKMPGSFznWhoJ0p9MefY0ebrxNVRnyLBhlKB2St/dhXDUssDTNZoRUmiIrGAx/nZX++1nVV5fyjcTRJzDGBZW1Ef7hYiVSghm9jz4eGs02R47Nk0YtxifGUEoDiqXlxSBLbYIDWGErJpMOz3jahdz30F7KMhgWWWOxpqQyGbt23cXi4q8AfwRMnfTv5wc3+06Ka6+9FiEE11xzzdox7z3vfve72bp1K41Ggxe/+MXcddddJ3xeURS89a1vZcOGDbRaLV7zmtdw6NChk/7+xlqsqyCG9pZtjJ/3dEQjxXgRvLK9pPQeMxqEh1DCDV6lI5s7BMZJygq0CIo5VoEXFqQl1LMNSmt0o4WOEhQSawqMqegOlhjkGXmVMygyht0V8n4fk5eYPMMUBmdWDW1FUPVSMULHIBTOeawNic5WVWjisgZrLSbLqbKCMssp+0OGS4v0544yv/8Ah+7Zw0O77uGB2+/kgdvvYv9dB2i22szs2MbUWZuI2w08nqoq6S/NM3fwIIv7j9IbDJk4a4aLnvl0Jmc2IuNgNIKrEE7glcd5i3eezc053vuLf44Uo4Y5Yfkvl/y/bGsv00ybpNOTqFYbLyTOBsc0W5UgBFGaoNMIFamgJSzDCIjzq01/iuXlFT79rQfZsxzx765+G2/6g3fS2NDmr//6I+ze9xBlcADBI5AioiU20oo2I2WMQBORMG8eYOehzz0iWa9yGLiJOlnX1DxezsLxYjzbwupaAZiRXniKlBLjgvmREookjYmiCKkkWsVBxdE7lApLHaVDE5jSoelMa4XzjsFgQFUaWu0WOtJYV1FVZVgtW4NUklYjSEG3x9rEKsG5iqrMEd4jRdB26A3GH5GsARTOfQjENiCUu8M25cPraO8Z7Zv7hxdGP4IkikmbDSrjaDZadNpjgKfb6yKdZWKiTTyaQR8b67Bj+7l0xtuAR8mRJ4QS7DjnbI4cO8j3v79AqP79oMzs4+MJr7BvvfVW/sf/+B8861nPOuH4H/7hH/KBD3yAj3/841x00UW85z3v4Rd/8RfZs2cPnU4HgGuuuYbPf/7zXHfddUxPT/O2t72NV73qVezcuROlHv8PErZ4dRATmW7TueB8+kcPsXTPg3gjqDyUo0F4NapHy9Fqca3twIN1gjyXjCWaGE3heqHRLI5GKmMKEUmcMXhjwFkMwbPaWkFp55EE+80GkBY5cZbTaLbQSuEjsJFFJTHWhJsO4UAGnW9vDd6ZMKddBuWzohpSZkNMkZP1S/LcUlYVtjJUlaI91mF8ssPEhmniZhoaQNJG2CsXElMWmGFFd+E4i0ePM5zvInXEtvPOZdM524MZhxuNmkUSIePgRkaws3SmwgwqXrv9czznNV/gweNTbGvs5fzpitb0RnQ7QrU6wSmtKENsbFAhUEqhtQ7d8quVBdzoUcnhLaz0Vvi7bx1i51LCa/6fX+VX3/Lv6He7vOOat3D7Q3sofNAT93gUmgZtmnoTse4gREwzbfHgyjc4NtiD87XMaE3Nj0dwAsvzsFJV8rfR8pNIpcPW3GgfW0mNEIo41kFERQuqqiKSMWVV0G53gKDNIADrDdIrVKSx3lJWFikims10ZOerSJMUN1bR63UZDodY55FK4fKMpBE6zZe7C+AEKpKUZUG338XzszyWvrotd+DFvtE7PGtjsav71SfjK75paiPLS8t4L2g0U9JGgvOOpfkFqtLws8+6nGNzh0lUgx3nn41UGk/ohBdekkQJkUo4fuQIg+IQi0tPe4xrfvw8oYTd7/d53etex4c//GHe8573rB333vMnf/InvPOd7+S1r30tAH/1V3/F5s2b+eQnP8kb3vAGVlZW+OhHP8pf//Vfc9VVVwHwN3/zN2zfvp0bb7yRl7/85Y//4uMYGUmiKEGlCr39XOylPfK5efrHumsNWs6HnUxJMLuSo1/lalFEeMgLTektsRSkxEFBTKZh7llHVKbElQbhK1xVkecq2D56iyjCCtIbz3JWkvgFpA43Ynt8jCRpkqZNFsoZDgzO5Zz2fjbERzFl2Jspq5I8y6kKT15UlJUJr1lPXsYgNTObG8yctZHORJu01SaKo1Del6sr5FHnu/HYcki+ssjy8Vm6cwvYATTHxtm04yzGpyeRSmKLCqklMolRSQoqGo1YGWxZUfYHFP0u5bCklc/ynBZ0pqZpT02jOgkybeIRuKoKq2tjg0JRFCPTMGPppSBY0o32ioTCI1hYXuEzt+zj2wvjnHvxNC+96rXc8ZXv8Bd/+n6+e/f3yf3DYjcCSUKLMXkWjWiKSKY0GzG75j5Dr5x7IrdvTc2TwOn3rX78PNoJzLq/wPuv4+wc1jhk6hHKIlVMFAcL39KURKUiSYPyokCGcaY4xnlIGwlF6akKg7MWZFgmtcdaKBF6fnSkWVxaoLfSx+FIkpgkTlhYXETFitIY+v1+mNvuxCzNz0Ekg8ugOMYgewwLTO4Pwi1Kggi64Sc2lz3+jL1h0yT3PngfWklazQZaK6yx3H3fPVx+8RWc+7RtZN9dBq8w3qNwoDyNJEajmN44wfZNZ+G2bOTeBx8iTfeT5098gfGEEvab3/xmXvnKV3LVVVedkLD37t3LsWPHeNnLXrZ2LEkSXvSiF3HLLbfwhje8gZ07d1JV1QnnbN26lYsvvphbbrnlMRN2URRr5t8A3W4XCA0RadpBa02sE8TGDvICSzE/S/H1b2GzEJhVK01HkCxd7bP2hFEvPBQlGCHQXpAIjVcaoTVOaqhGwiNmgLXByzkfllRl0O/u5RarKiItcIVAGFAYnOvTaA6YbEZ8d/h6PvTQ+3EjnfJ/f85/5Hntv6bKDXnhKEtwKKIkotNusmlDk+mpNp2xhPZYm6SRIoQL7XKCMO7l7OihRHGkP8EDc5uZUXvoVPsZLiwxWOojhKSzdYqNZ59Fs91BGIOpclQUo1oJMk4QUmG9DQIogyF5t0s5GFANBpgqJ0HTmp6iNTmOijUyTkAIrLE4FxrIEBIVC2SSovSoqcOL8CDjPYyecOfnl/jSrYt860gDNd7nJVf9e1Z6y3zywx/kxm/fxIqz2NHAhUQS06ItNpLqaXTUAlVx7+JX6mRdcwZz+n2rT47HdgKz7ny8nwM81pY4G+GdxJgK52KscfgEQCC1AiFxzqJHTWXdXp8yL4h0hJeSKNZEcUQ2yIJAipSUowYzFUeksgOxDU5bQL8/wDuPGblxGeOYmJ5mqbsIQFbcTxK/maL8IKsNpkq9Cc8hnGOkCz7avxZi9J7keRyN4Q9HIYko8opOs8lYu41Wkqoqed5lL+C8HTsYZD2yYYHwHlNWjDdbpFGCx7Fp0wZ+9pmXY2zO/Q88SBw3EWIf4X74oyf0mzrphH3ddddx2223ceuttz7qtWPHwj7i5s2bTzi+efNm9u/fv3ZOHMdMTk4+6pzVz/9Brr32Wv7gD/7gUccjlaC1RkcarWNUomnPzDD9M89m5eARhnfe/4hnqdUCiQx72ARnqVDahkEZPK2tDF3lMtI4oaAqsM5irWMwLBhkMOh5ykFEaSKWDMwbS+bDrHSCpMQhhcM6gVz2SLGBT2fv55E65R/e/4cUrRvYGh2lnUBnLGJ6KmXLxgmmpybpTLbRUXDcWlMzEx6EBi3wXqyV1D/5/Rfz9uvfFGalsfzOub/Ly8f/ltb4BOMzk4xNT6HjCGyFcxaVpuhmI4ycobAmmJMUgyGDpSXKrIcvS6QTpGmLZtKkMd5GxTEySUBH2KrCOY83VegsVyJUPHSElOGv5OFyeEjBi4s9brqzxy3HS8rmgKte8i+Y2riJr3z5//C1736T+apY6ytAQERKgwlSNUGSjjN0cxwf3E2/mv+nb9SamtPC6fetPnl+iBOYuw8lBF6EB/OqrIjiCueS0Ura4nEjFUcTZqeFpjIG5wu01SRJizSNWFpsMX9ogg1Ty3Q6Fd4r8qyP9wJnLaaokEpQVobhcEie5yivqXyJdQZTmqBKWYXzhsMB3nsi9XHi1lcZ5tsRPIjSRzAVgKcyoWV1VQAGRhKkj5NIarrdFWKtuHDHeVywYwfOGyIZs3HDBrJsuOYHkcQNtAqNxFIqxsfGkELxndu+B9ZRGMPeA/sxxhIe3r70hH5TJ5WwDx48yNVXX831119PmqY/9DwhxAn/DiMC4oec/U+f8/a3v53f+73fW/t3t9tl+/btSK1DCVaoMOfrQTYT2ltmGH/6Rcwd2EuxYh6xng7/tzpOtNo9XuEZFmCMwyYCoxRaeigKKjMIZevS0e06el1JUSTkJmbBWGZtTu4NlXc4fCi3C5A+FGcEghV/Dj+oU+7RNMd2cPHWRabGYjqdDmkzHj18eGxpwTpQamTJCWgVvrAV2CrDWc+hhTZvv/4Rs9Io/mzfB3jFKx5g29klcRoHwxFrAYluNYOhSJyA92EuMhsyXF4hG/Qosx7CmmChl7aIGw2iOEanETKJkUkT4yzWGpx1I7ewkf65ThFKjCIbpAqCRahiZXmFm+9a5Kv7SpbLFa546VVsO+cCHthzB1/44mc41F18WHifUDWIadNUk7TSGY4Wu+mVRynd8EfeRzU1p5fT61v9xHi0E1gcvQkvDuF8I+hJjDrBvRXkRYaUEEUxRVkQKRVEkmSJwDPo9pFako63EAJu/sZF/N3fvxTvJUI4fu1ffoXn/OwurPVhZMyHRteqNAwGA7IsxztHb9gN78nWBrMQpVheWaGscnQUhWqjd+TlfqTYG4w+qsdoJhtNwlr3+LrCV1GRAufZMD6JlHDvffdyobiQ6c0b6XZXaKQt0oYeuUY63GhqKFyAZWHlOHPzPVqNJosrKz/w1U9+pAtOMmHv3LmT2dlZLrvssrVj1lpuvvlmPvjBD7Jnzx4grKK3bNmyds7s7OzaqntmZoayLFlaWjphlT07O8sLX/jCx/y+SZKQJMmjjkuhUEojZYRSCmvBWoNsxjS3nsXk+edR7NqzNpcthBjtW4cdFwfk3mG8J68EeSFoNhReSoqsizCa3BRkmaHfhV43paxiMqvpOs+SNQx8Sek9D/cze/DBt0sSxsgmxD5wJz7BSgwveWaXCzZsJ41iVPRwV6NE4l2FQ6H0SOBF6qBgVgnyrEs57FMMBty2/xk4/2jTkuXmpSSN7+Orkci9kMg0rJBlFOOFwJQZRT8jX1kh6w/x3tJotYijBkmchMcb75BaIeIEkgTrDLYqg7KPVAgXRi5UFCP1aOYDiXMmdNp7R5bnfGPXEb5yIGW2mOU5l1/Btm0XsO/+u3lg7x4eOH4oNJkxcs5BktKiIcZpp1vZN/w2Q7vIapRras5cTq9v9RPn4VFIwYNodQzvQvXNuWAaJBNNUWYIlVKZCmMNZWXIdY6XFiGaeO1JEoh0grUlK732WrKGIGD1d39/JRdd8BDtVhfnDNmwj7UVZVWSDXOch3arxfz8fOgiLyOscmTDHCkFpghld2NtuA5jQ7WP0XuRlBhrUKMKJIT31pNpNgNoNxvETcXhI33m791DM0npjE2AtiyvDNEyIkrC8s96F+w6jcI6S14M6faGlFVFUf5gsn7inNRY15VXXsnu3bvZtWvX2sfll1/O6173Onbt2sV5553HzMwMN9xww9rnlGXJTTfdtJaML7vsMqIoOuGco0ePcuedd/7QhP1DEaGpAAlVVeGdCUlZChobN9A571yam8fQAmIkOihuA2HvunSearTCLo2nrIITjbOWynmG5YDBoKK3IlheiegVDYY2oe9g6CxDX1H4h6f5Vu+HFElbRGxUKefqDpcmK/xS+ruI0VSxxPD7l/5XnrbF0O50SFoNomaHuNkkaTTCSFQUIWMdkphIcFaQDwpWFo6zeOwQ80cOsnjsENPuLgQnNjEoYdkxeRzPSB41UshWIyRrrXDeU2UlxSCj7PUxlSVuJHTGx2lPbKQ51iFKEqK0gW42wuc2EpAaVwX7O+8LpK0QwgeVNu9Gkq8j6T8RbEizvOQb39/Hlw+Mcai7jwue/nRmztrB7Oxhji4c4cZvf52BDyYiXoQKhRQJqZiiEU9xILuVgZ2vk3XNOmF1tbqqILCehHseHoWsjANvUVogMDhXUOY5tsqxJox92tJQ5iV5XpFnlqKokFKSNJoIoahMydzc+FqyXsV7yfJKKCkbaymK8IBjypL2WAshPIOsoNFsMBwOMC6YIkWRDIsgHfamja0oSkNY0ASdByUlOlYjbamRS6IIkqQng1ICj+X47HGGWY6xhrzI2LvvQQ4d2E+ZZzhbkA2HlEWFsMGm2btgm9zvGXr9/KQfEv4pTmqF3el0uPjii0841mq1mJ6eXjt+zTXX8N73vpcLL7yQCy+8kPe+9700m01+/dd/HYDx8XH+7b/9t7ztbW9jenqaqakpfv/3f59LLrlkrWv88TK/EDPWcYDBCwcueEsbLKoRM779XAbnHcN278EPbVhljyRJ/aiE7XEID5UTFCbCIyjKIa4syApL1lcMB5qsamC8wnlCkvduTQAklMJBI0iFYkImbI0iprWjnRgaacHP6o/xcv8letEFXLR1nh0bKySNYIspwh61H+37Cq2CmQw+dB9mOcWgS5Z1ybMBtsxQMiKZ2MCGrRH/tflHvPvb/xHrFUpY3nfVB9nSmQurehVsO1UUgQr7RbYqMFWJLYMEadqK0IkOQgdChZtfhxW9H+TQFCB12LdendmWYVBT6QgZBVu81Un3YCQP/d4K39l9gBsP7+BI9262nXM25+x4OlkxwPqSL37p88ybYjS+NfpcoWkyhpQRx6t7yezySd0TNTWnn/Uu3DN6nxSCojDB6MiD1hGJbiGVxFhLVuSgBMrIUQU0lLaLvCCKYvCOqcnFIEP8iKQthCOJD5EmwcWr1WlRlTlap/SzPs6F1bQQEQLPMB8QJ43gsyA9VVUwzMPcthxNyWipMCZUfJ1zIzEWMWoyO/msaW2oasZKo9SQJIkZDDIOHD5KUWactX0LSRzT73dZXFpgZmMTZKgmHjk2x+zC8qn7dTyCU6509p/+038iyzLe9KY3sbS0xPOf/3yuv/76tRlsgD/+4z9Ga82v/uqvkmUZV155JR//+MdPagYb4D+87Up+9417+eWXHgAh8dZgbYW3DqEVjekppi64iGJukd7eY0jrET6UTuwo0YbJYCitpzf0FFWJLCtsDqaQlKWgqBTWKQRy9HkhmfrRNLdEECNoyYi2iJlSkk1xxWRa0UoczUkYbzVQYoFO2xKnTcrSkAmHVJooaSKVCD8DYs3ZJsxDG6osx5QFUggazXGS8Ul01CJKEnSa8pvn3cornv3b7F2a4dyJo2xpHA8jFHGCitPwAOAJ5a3RCBZWhH2gRozEI5QIFqFaY4qSoruCy3MaY2OotBn2rE056vyOkLFCao1WyWqKDtc/EiQY9Pvces8cN+yb5KHuHma2TXHhhc8hbrQ4vP9+bv7ezRy3q0pE4Q9LIGmIcSyeRbsf44sf+ruvqTmzeXJ9q08lniBKJaRAWjvqtvZk+RDrobIFSdxAIFFaoZTCxBVGa6rKgy+w1qCUJG0c51W//Dn+zxdfs7aH/Usv+zQTk30cgsqUDJaHDLOM4TALI63GhAa0rBp5bkO/twRekGUZZRkSdVUFPe4oCosNY2xYTY/2qv0jemKeCEmSoJVnbLxFtxskSAtjOHx8iUFWMnd8HvB44xHSMjs/z8FDx3lo3/4f47v+aIT3p3rR/pOn2+0yPj4OrCBlm4//yReZmhjgrcXaCmPzsBfsJMP5eeZ338GRW75HsVwggdx7SucpvMfgcD7sa28cd1x0HqQuo+w7itzT7yv6WYPSJQgUhRcMXUXP5fR9ztAbBIIxGTMlUyaUoqkM00lBJ3Gk2pG2YHq6RbPRpNMcD/OKwqGSGK0T4ihFR9Fa0guWmRKpBbZwVGU2EqzXyCgKIviRCjsCQj2sUe4NWBdWyIlG6hQpYzw2CKGUVRBp8YCSweRDiLUqA9Zj8oxscQlfVrS2bCadnMJLgS1zbGnAS4QGGWmUjpFCIwhGK4ignZ7nllvvPsCX7ovYs7jI1MwYP/PMy0gbTY7PHuSbt9zI3pWlNVGbcP2SlHEshtx3T9/NVVNTgxAQa00UKZQQI01xTRzHdNoTaK2J4gaNRkqaJoy1x4miiFajRavdRGtFmqaoSKOkorsyzvziBOPjs0xPZoAjzwuGeUa/Nwy9PwIGg4yiLOl1B0hlmT02D8Ky0l2kyAvyvKAoK1BQFhVKhoqg1pqiKPB4jHFIKdcS9xNlemKcTTMTHD46R787XBsHUxI2Tk7QbAb5aymgtIqlbo9+/+SaYldWVhgbG3vc569rLXEI5h77D8U00+NB2tNVOGtxWJTQyDSmsW0r6VkTZCtHMQ7MqIPb4Nc2noUXDDNJt1+B8lgHeS7IS0XpFKEVTI7k4iUShRaKFIdG05ExHaWYjiyJLPAuNLapxBNJgfUWFSuiJAjYNxstojgmL3JMEWROvSRI/CmFxKFkGuaedUjWSmuE9AihQ/eBIDh+CYEvTTATUTLMVmsFQoeivzNUedAdFx68UAjpsJXFVwbvKkxeUA0HlN0u0ksmzt1OOjUNQmKLLHwuILRC6tCVL6RE+NHqWobVuykN9zywny/da9iXOSamx7j42S+gM76R7tJxvvutr3Kou0SFx62KS/gH0MxTMMBQr6prak47XgTBEe+RUhATxmClCHPIzlm8h0aSopUmK0ISHhJ0xhvNmLIsaCcJURzTHlumPbYEzo+EQwyDfkZlDJHWoTKKRwpJI0nJ9JBeb4j3nrzIMCas+rO8oNFokFf5aLER3sCzPCcorIXGs39iKOlx0R/0Yc7SXXk4CSsBY01N0hgtUiQsLA/o9oonVHo/WdZ9wgZLu3GQbNjDWoM3FmPLkEyQaKnRY21a557HyoFjFCsOi8D4UDJZlVYRQlBUgmEuaTShGnjyTFPZCCdWExOARwiPFoKUiBiJQtESmo60NFVJu2HBSbxytMdTxjotmmlKszURkqQKFnRYRyRDV7ozYMyAUmREKijq6ChGJTHCxkHVTAlEFAUHG1MiVve8pYQ0RsZqtEcP3lvwBmMdJhtiq2rUn6dAWEzhscUAM+iSD4eUwwzygrTTZmLHeSQbxvESnDFBJWikmi+1QkYq7HWjwsaAB+8cVVlxYN9RPnv7IofcVqJWxmUvvIr2WAdjC779rS+zv7vAEI/1v4Vf09S1lLwB+OhpuYNqampOJDzoB6OM1fEpnEAKhbVhVLbyOcvLC/SHK3Q6HeJoAzrReFGSZRZrgpKZqSxSC4oiC7PURY4pPdaHlXCWZ0ghWFzuBqMj7xEyrD6NCzLJzbSBtY7J8ZiVwQrOhocF7x1VGLxee4gQImhr/DgIBJs2byCOPaaqyLMqzFtraDfbCCKSNGZ2bonlbv5jx/vxss4TtgH+A+//yy/wO7/5b+i0GmE31QWZTCElSgXzicamzYxdeC7Z7ffhjULg8WK11T+sn50XdLuO9shf2o/cLdVoLMzjRx3nAiEUkRd4qUmFZExBU1oSbYliR6NhSdsJE9MTdBpt2o0xIh2Rix6RSpFeUpoCGScooSjNACU10kmMKTA23LgtPYWUAhHHrDb1e8KT7mgDHYRC6gQhwVXVyPkLbJlT5Tm2KENzhnDBWMRZ8t4yZtijyobYPHiBt6anmN5xHnqsFQRMjMVXFcJL0EF0XyqNGAXGK4EryrDnZSxHD8/yP7/5AA+IZyLp80tX/QrnPPNnOHz4KF/94ie45+BD9PFYf9YjkjWj//4l8GXW675fTc1PHaP3R+scysvR6jjDe4+OI7TSI78FSZEXLC0sY4yl0WgwNjaG0pJudwWEQEuNMwYVB9EVKSVyJI0RxxH9wQC8IIo0S0uLLHeX0WiEsnSzjDgGpSW9bp/J8WnAUxYFpSlwJWFyhaAB4v2qlfIT55ztW3jRi65gWAw5dGA/S8vL9FdWMFVFlCh0lLD/0HHyvPynv9gpZJ0n7IuBoxw+Dn/ysY/zqpe+iPO3n0WidejbliBNaPWX7Qatc86ldXSe7uFlBALlXSiLh/SNBPq9mGK8JJUOrcLQfiQt3stRmxqkCGIlsaP9iwhBQ5ZEqkJHjjSRtMYSGo0YUAyKgqyYI9UNkjRFKYeT4IQGa9GRopW2qUwZ/hicpbI5RTlE9BRxEsPI9SZ0b7qg0z3ypRVIvLd4K8JTprPYqsIMK1xZBjWi0ZhDlZeUWY98uILrVwjnabTatDZspHPOWehGC+cd3o5mG2VQiJMyuPJIgsKaEApbObwDYyoOHTnO3337Pu7mPHSU84JfuJKzL3k2RZFx586v8o93/CPL3o32gdajuERNzVMMH1aqQniK0lJ4Q5KElttV7YUw4iFDl7eKKMsSHSmGWZ88y1BK0WymSC0pnGO4skwUJcHZzwVDoyLPaTU7JIklL/Iw9116VKrIupbJyWmMLVlc7BLpCOdLBoOMvCgx1oYFjQTvfvxEDRApycapmEjmjLVTpqcnqKqCfDhACIl1kr17D57yka3HwzpP2A+rxRydnePvv/gPPOcZP8NLr7iMZtLCO4cTEpxBx4rWpk1MXXQuZfcubNesrqtHvd4EwXgvGXZj4iRfE0BRBOcoMVIkj8XqOFfoj46EIZGWJPKo1JO0FHEc/F+Hwy5FaRkMLEUBSiWcu2OMDWPTCBWhZDAasUUQzfdCYKuCRHWoqpyi38PZBt75MJstgmyPVDpsqCDCHLYMV+NKiykKbFmNTDfESOnMUJU5+aBL0evjjEFaSXN8jLGzttDYtAGVNtZ8w71kJLQ+qoYrPVJcC5vnow4AqrLk8LFj/H/fvZ/buzOknSbPeM5FXP5zL2dsvMOt3/gCN938Zea9xa5+be5jfYpL1NQ8dRgVH8OiRIf3mjAF4kdvAxJThckRhKchBdYa8qwIXgAyJPOwnyxw1oDzFKbCW09lK6xxCClZ6S5RFOXIQUCQJBEr3R6TY5M46ej2KkCQFRndvlkTwpKjkdCgknlqMmgjFfT7i9x99y4853FsfiumWKasCqoKlnv905KsYd0n7BNZ7va4+dadHDp+jNe96hWMtVp4MTKSkJp4LMGfs4NysY+5ex+2sMRCUniHRCEJo03ZMKGdBBtMLQxaERS/0KHxShjCzQsIRyQrIuWItCdueJJGjPRQlCXd4ZBe1zPoC6oKlDaoZEgcaTZMbCaKI7x1VHgSIRHOEsUJ1hg0Ecp4XGUwPofKIKXCSYGS7mHJUgkiErjCYIsSU+R454PTmBD4KsfkQ7Jel7Kf40cuOa2JSca2b6YxPYVKm8He01bhD9K7Nfl1GY3kUYUGZ0ajZ2CLnNljs/zvf7yPnUtToCe56JId/MZ/+B3Gxqa44xtf40uf/SRH8oxqLVl7HksKcf2IS9TUPIUYJVtrw35z8PXwSBw6lmHFax3WGYbDAVIovPNEKqLZalCWBf1eFlbreJQAU1qMK4NCmXUUeYnHEkURlQk2vEorxtvjTG6c4NDBgwwHfcqypKgM3jusdSg10gc3p85et9lImNnaoawK7n3g1Swuf5DVPptIvxFjP3LakjX8lCVsCJ2E9+09wF988u951Ut+nosvOB+po/AUGEFz00YmLziX4cIC5aElrAMt5JqUaHCmUZR5ghLlyOHFIoVD44mEQwiPFKtFdIuSjlhB1LY0WhIlQ1NbPxuwtCgY9CLySiCkp9Mq0cIxLLoU1VRQEhLxSKQgQyqFchbhBVolWCVRDpQQYEeKPc7jZIkf3bAYj81LvHGYvMC5atR053BFQdFfpujlVLlBOB/GMDZO0do2QzzWRiUN0FFI0lLjyxLvHEJGCCrkyAOXkaaadxW2MMwdOcY/3H4fN+zLaUxMc87Zk/zOf3knZ529nX277+fLn/8kdx7Zy9Dbx9ApW+/iEjU1Tw2c92Hry1qMFbjIMxZp0lZMrBOcsyAirCkp7RDjJFVpcCI4WLXbESv9PhJFs5VSmZK8yoN6mdY0ptqMj0+wtLDE8krQDxdC4rAcPXaQ+blZKlNgnQnfi5H7onWnaE0d0ErxC1c8FxFb9u2zj0jWAIrKfIhg2nH63qt+6hL2KscXFvnk57/Mi5//XF7+z15IpCVREqOTCH3uheSL82RLPap+hfRBsEQLgRYQCSiLFo22xQ2DoIfz4ITDIUh0hZLA6EZWiSPSEMeShkqQXpDbnEEX+isxuWlQeU9T57QajiQVOKcYliXeWZqpQMaCrJeRxE0kEp1GaB3jfUqWDzCuIo6CbZ3xEpvlCGHwaLz1QIUxBc4WICKkEwhfMVieJVssoZTEiaQ92aGzeSONzRuQzQQVpaAl+GDY4UwYScODlEEcRQoPaKwpwx9uaVmenedrd9zJdfdltKcvZmwy5Q1vfwc7LjqHlfk+X/7fn+T6b91A15kfISq6fsUlampOD0+uz/aq+Ijwo7LzSDihsgVZ1scljjiKiOMYmTaIdIRSGmst3he0Ox2UglSnCCFpNhqkEx2yoiROEqypAMf8/AJlEZpty6pk0OszGHZZWJpjMCxGgih+JDn64wmi/DCeseOZPPcFz+PgwX0cObKRM7HP5qc2YQNkRcmXbv4WlXVc9XMvZHMzJYobxFGTjU+7hGK+i7tnP3nlRtPVIWlHo85wsggdZyTegxNo4VHCo+TIOEuGJCcApT1RNBKCd56yNJSZwNgU6xValCSxQSuH9Bp8aHQzzlJUQ1LVIU0bKKmIZChlW++Q2tNsd3DO4KwJYw95jqtyrA1NF956HCVIh3IRiAprHWW3T75QIYRifEOHzoZx0okp1FgT2UiROgoWmC7sTTlb4QoH0iOlQqiwf+2R4TXrKcucxWNH+fr3H+Bv7s6QrbPotMf5v37t17nk8mcx7Bm+c/0/8IlPfJhZW1GuP12empozlNPosz3afQvTnQLhHcNhhjUe2W7jLcRJQiON8MJjcoPWBqQlbaS0mi0ajQaRVkRxwjiK5eUl+llGNszBCorSMBz2yfIB/WyFuYV5BsMsdH6PVEt+Um8n7WaLX37ti9FaoqOYRnKIM7HP5qc6Ya9y47e+zfGFea78uefz/Gc/FxXFdDZtYdMzLyabn6c62gMfVteKEJRIgPIxSpR44UgUJNqgJSgV7hopQwclgEpAxqHJyyKpcklRapwPSmBSWJRwqFEjRl4MUcMVTKQpq9Cg1mw2QwL1AlsZ0AZlVejOVhKpY6qiwgLOGpxxQY61qnCA0gJblVRlgRkYXAZpo8n4zBSdDROoNEYkGqFHqisIvJQIF76O88FzO+iJjzTXTXiUsdZR5TmLc8f42h0P8j/vWSGPxpmZPJdnX/5cfuGXXoYpPPv33MVHPvh+HlyZI6+TdU3NKeL0+WwLIdByJBklgxRokjRG0sSaqjSoJMFUlt5Kj6TRoNkco9lIgWB7rJSiKiu0jMiGJYtLCxRFQVkVDLsFiyvzzM8v0usvs9Ltjkw9Aj9pMU4B/Pzzn89YZ4zFxQXuuus+7tlzP2din81TImED7L73fo4cn+PA4Tn+719+BSKNaW/dyvQznsZwaScmD92QmZ9hzp3PJh5gWhxCVgk+znHSYxHgIG54tPegQklcSBBxGPryrgIVmtOkA73a9Eb4E1NCIJ3E2pL53jwSQSQ0WT7grJmtNBudUO6pPFVZYkSMUh4dOt+weUnR6+GKITJOkCoayfNJbJFT9gtcZUmSJq2NY7Sn20RxA3B4JRCRDhfsCU+twoVuehx4j9Th4cELH+w8XVBbL4cZS3PHufmu/XzqvmVWUGybuZSZrRv5hVe8giht019c4k//6N3ceNdO+nWyrqk5hZy+UchQghZhikaGDnFrHToSxHGMUkGyVEhBVVYYY1ANQRxHOC9I4nTkk+g4Nncc5yzLSysYW7G4tMDC4iLzcwtkeYEx9ieeoH+QjZMTXHDhuezefQ/fv+NO7tlz3+gazrw+m6dMwgZYWFrm8zd+hbnFRV595UvZMjHF+I7z6R45wOK9s9xrfoObyj/EoxBYXtN4G5fLv8XbGJ3mNBQjgZUw9iSFR0cCLz1eeqwBryzea4TzKB9GwkCgVkVYpEZJh/KaYVkwKC3KCgZlRrvVJk3HgmXlyKC9KHJM7rFK4W1J1u2RryzRaHdoNNuoOAll+DynqAwyVbTG2zRabZJmE6E11Uj5TXoLziGlwzuDkhJvLSF7B6cu5x3WlzgbfEOFq6gqx/KxOb5z714+e98Ss5Vh21k/R5I0eN4/+zk2nX02xSDjv/3hf+SzN32JzNdWmDU1p5bT67NtrAsNuBaMzcmyMG/dbrUYn2hhvUE4SV7k+K5nZWUBJQVjY5MsxU2kFMwvHGd2bgEpJHlhyIuCPMsxxuCcOy3d140kZtOGKb50/Y3Mzi/S6/d/4Iwzq8/mKZWwASpj+NY/7uTBffv5zX/5K1y0+Sw2XHgxi0f3ctPRkKwBPIrPZe/nQv1VxsVhikoxPWEYb6QI5ygrhzEVeIeIZbDbNAI/mld0NsxLCyHCyhqNQqCUBaHREtoioqgsRnqsKxlUJow0oJDaoURoPCuzjGE2JFtaoOz3SBoJzbEpmmPjCK0wlYGyoBoMaI6N0ZqcQkUx3gchFZWmRM0G3lpknAYv2WFOJXNUpBGRBDuy1DQCZ3K8MyAUrjLcd1Dxlbs28e2Dxzhi5+g0zyNONnL2jpTt5z+T73zrW3zkb/6Ye+7bjXHmR8a/pqbmiXD6RyFXE6oxDmMc5IZBv2RhYYUoViOhqGBtGWw5LdaGSRYpwmiYHXV5nxkFOBGmivYdoKzWx/vWUy5hQ7BfOzI7y3v//EO89d/8Bhdt3oLftgN/9MSSk0ez6HbQcccxg5hj2pFEJWNJQqQkVQVFWSCRRHHM0Jf4yiMTT6QIMqbCUSFQwiE9COOIYg1SkgrBeOrolWHcylaWsnCkaTAbcabCFRW2GKK8pTk+RbM9QaPVDm403uKKimK5S+/YMZLOOJNbz0Z4ixc67K8rjW63cLZCRAlCKFSUoFSE82Hvu+hnVLkhbkQoLbFViSsqTGH5290v4b/9438ZPchYZuLf5WlbjzPIH2Dbeb/BF7/yGf720x+mKJ48Pd2amqcmZ16J1ntPVVmqyjIclGvaDQ9zJlfbPNUpnOF+MnhKJuxH8t8/8Tf8s2dfxqUzz0Vg11bYAALDpNyH8wLrGqz0PUd1BhOWRqxGVpiCSlhs5XDWYyWhuzs2xLEgr4ICmSA8ZSoh8LJAkiDRtKME4SWV8Ejl8b7EGbC2osxK+kvHyLpdiDRj49O02mPIJEICZZFT9Pv0jsyhdczkWVvwvsI6ENIhtCRqpNiihEiHuWopETqMRfhKYIsyrP6bMd4ZqqIk7/cYrCyyb7bziGQNoDhW/jFHl15D0pJ87huf4h+//63T8FurqXmqcmaVaB/FGbFy/unlKZ+wAb6xayf3TzzEC87ewncOvAOPRmB4dfr7tMUxSq8ovaDKm8wtO5pxidaeKMhq4xEUHnBhNMxZGxrRtEMIh/MK4wVVJSkLQaMdIbxAKIEiIpYOKT1JFGGdZzgYkg+WyVaWqfo53nuSOEJFOhht9Pt4b7FVSdnrk6QJE1tmwDls5ZBS4W2FbDYxeYGXCuk1SiiEcFhTYEtHOQjCMCqJkVpgCkfe67Mwd4z5+Tm+e+SKEx5gAopDXcXy3C6MXR9lpJqamp9mntzZ9NNJnbBHHFteYphdy7PH/xfbyvPYLg8wJWcxXmG8pPKezAuyvEGzZ2g1LCPxL4QajUZ5h60kTlmUVKjIIaTBWT3S0/VUxlOVBpFIpPMgPFpqojSh0RzDekHR75KvLFH1CgSepBHRanVoNDoIJEV/mbLXA+OJGhGNiQ4qTbACVKSRSYzQEhEpiCRCRUBoiDNFSZWXVEWFt4K4GSGEoyxKVuaOM3f8GCv9FRaWCx5aeWzN7/nhbYQ9tJqamprTyWmcTT8N1An7EXSLnN3l3ewV9zAuNC9KOmySKaX3FA5KPMZKDi6nNKOMmbGwV+1EhJNB/SyImHgklqQhSLoVeRUBAusl3gryvMJJR0O3kCoK3eYyRQKuyiizHjbPg/+sEuhUoWMdxPO9wJUOSkOjM05zagJXlTiTEY9PohtxaB6DYIMJeBH8vq2xVEVFVZZ468KK3VZk/ZKV5SWOHtjL0vKQbub57oJg9+AAU+qNLNoPcSbNItbU1NScztn000WdsH8A4z3L3rNMyd8OFxgXmufGHTaIYAlnvKMsNYd6KZPjObFSeAHWBNd0rQXWSXSsSJWn0bSUpqSyEusExgiqQmKFQ0UViYpBJiTtFGssNh9g8hyXgfCeuBnRSNtBslQqvLE0xzqoqUnidopKEsDjhUDqGC8F3gYLPOeDpaa3mqLs46zFVyOrUGfw1mFyy+LicWaPHeX48ZJBAd/rer4zqIJmuv8oQT/3zGl0qamp+Umw3krLTz2b3jph/wgssOgN/1As0ULydN1kXER0hGJpoDm6qGhstngcRlqEAEeQHjXWE+uEdCwjLyvKYYrzUFYKHXkUjqpyaF2htCDWE3hrKFd6mJUKYQRxI6I93iFpd1BJgpcQNVOidoqUEiHCw4LH4yuHrUp84UdCB56qKhj0h8zOrzA3v4wThg3TKZunN6OQlKUhy/vMHz/C/FzFkRXF17qOe01JiSdzqz2eZ3ijS01NzY/Jeiwtn97Z9NNBnbAfJwMcO00fCeyQDWZcgliOmByDJFI4X1E5ghgJDmugFBUqEiQtS15YrBVYK3GEjvHSlIhS0UnbCC8pusvkKwOEhbQdM755nLgzTl45jh5bYHZpwMSUYvu2s2g0mmFW2jiECnaXzlqscxTFkG6vy+G5JR48WrKwaEmU5qLtDVrpOMYKuv0lht0liqxkfqXijp7nuz3D7qqqd6drap5SrNfS8umfTX+yqRP2SeKAB13GAZezvx/z0CHH87cpNktBhMBJCL1knqI0wf2rAXFiyDOFMZKyVESVR6tg4q6jBJcNKZd6aC9obxqjPTWG07A46HPgUI89Bw3dgeFnLrA0mwlj7UmUkMGn2wu8lxR2yHJ/mYPHM+470ufIskV5ydM2aJ5x9hTbz54mSiKWVxboL81zeGXAN2cteweCPZljydYzGTU1Tz3Wc2n5zJtN/0lSJ+wnSIXnkCs4vAz35YYpLfi5CclzxsNqVyVhRhtASEuUGsoScIq8FCSZQHiPFh6tYpQpaCYx7U1jRO0mQ5PTW+lx+EjGbfsls0PYMWmY2TBGZR0LK4tESiG9w1uovOXgoQXuPJazv+sQJuK8sZhnn9fm3C2TtDttZKTo9lf4xkOH+V8PdulWjiM55GeytkFNTc1PmPVeWn7qbNmty4T9ZIvD/yg8cDz3HMfz0MBx/Ty8eovkGZEg1TKIoliotKNSDus9vhKYniIqoAGMVxYhm7Q2jeO05FivS7e3yOJsjzsOt9ibVbQjz9QGMJFmttel2+2R5x6TC4pKcWwAD3QzCufZ0Yi4+BzNhedsYHpiAqEkc7nns3ft53/fd5SFYclgfQn81NTU/MQ4DPwm8Kc8XFq+mqdKEjydnGwuE/5Myn6Pk4ceeojzzz//dF9GTU1NTU3NE+bgwYNs27btcZ+/LlfYU1NTABw4cIDx8fHTfDU/HXS7XbZv387BgwcZGxs73ZfzU0Ed01NLHc9TTx3TU8vjjaf3nl6vx9atW0/q66/LhC1lcIAZHx+vb7JTzNjYWB3TU0wd01NLHc9TTx3TU8vjiecTWWzKJ3pBNTU1NTU1NU8edcKuqampqalZB6zLhJ0kCe9617tIkuR0X8pPDXVMTz11TE8tdTxPPXVMTy0/6Xiuyy7xmpqampqapxrrcoVdU1NTU1PzVKNO2DU1NTU1NeuAOmHX1NTU1NSsA+qEXVNTU1NTsw6oE3ZNTU1NTc06YF0m7L/4i79gx44dpGnKZZddxje+8Y3TfUlnJDfffDOvfvWr2bp1K0IIPvvZz57wuveed7/73WzdupVGo8GLX/xi7rrrrhPOKYqCt771rWzYsIFWq8VrXvMaDh069CT+FGcO1157Lc997nPpdDps2rSJf/7P/zl79uw54Zw6pifHhz70IZ71rGetKUNdccUVfOlLX1p7vY7nj8e1116LEIJrrrlm7Vgd05Pj3e9+N0KIEz5mZmbWXn9S4+nXGdddd52Posh/+MMf9nfffbe/+uqrfavV8vv37z/dl3bG8cUvftG/853v9J/61Kc84D/zmc+c8Pr73vc+3+l0/Kc+9Sm/e/du/2u/9mt+y5Ytvtvtrp3zxje+0Z911ln+hhtu8Lfddpt/yUte4i+99FJvjHmSf5rTz8tf/nL/sY99zN95551+165d/pWvfKU/++yzfb/fXzunjunJ8bnPfc5/4Qtf8Hv27PF79uzx73jHO3wURf7OO+/03tfx/HH43ve+588991z/rGc9y1999dVrx+uYnhzvete7/DOf+Ux/9OjRtY/Z2dm115/MeK67hP285z3Pv/GNbzzh2NOf/nT/n//zfz5NV7Q++MGE7ZzzMzMz/n3ve9/asTzP/fj4uP/Lv/xL7733y8vLPooif911162dc/jwYS+l9F/+8peftGs/U5mdnfWAv+mmm7z3dUxPFZOTk/4jH/lIHc8fg16v5y+88EJ/ww03+Be96EVrCbuO6cnzrne9y1966aWP+dqTHc91VRIvy5KdO3fyspe97ITjL3vZy7jllltO01WtT/bu3cuxY8dOiGWSJLzoRS9ai+XOnTupquqEc7Zu3crFF19cxxtYWVkBHnaPq2P642Gt5brrrmMwGHDFFVfU8fwxePOb38wrX/lKrrrqqhOO1zF9Ytx///1s3bqVHTt28K/+1b/ioYceAp78eK4rt675+XmstWzevPmE45s3b+bYsWOn6arWJ6vxeqxY7t+/f+2cOI6ZnJx81DlP9Xh77/m93/s9fv7nf56LL74YqGP6RNm9ezdXXHEFeZ7Tbrf5zGc+wzOe8Yy1N7M6nifHddddx2233catt976qNfqe/Tkef7zn88nPvEJLrroIo4fP8573vMeXvjCF3LXXXc96fFcVwl7FSHECf/23j/qWM3j44nEso43vOUtb+GOO+7gm9/85qNeq2N6cjztaU9j165dLC8v86lPfYrXv/713HTTTWuv1/F8/Bw8eJCrr76a66+/njRNf+h5dUwfP694xSvW/v+SSy7hiiuu4Pzzz+ev/uqveMELXgA8efFcVyXxDRs2oJR61FPJ7Ozso55wan40q12OPyqWMzMzlGXJ0tLSDz3nqchb3/pWPve5z/G1r32Nbdu2rR2vY/rEiOOYCy64gMsvv5xrr72WSy+9lD/90z+t4/kE2LlzJ7Ozs1x22WVordFac9NNN/Fnf/ZnaK3XYlLH9InTarW45JJLuP/++5/0e3RdJew4jrnsssu44YYbTjh+ww038MIXvvA0XdX6ZMeOHczMzJwQy7Isuemmm9ZiedlllxFF0QnnHD16lDvvvPMpGW/vPW95y1v49Kc/zVe/+lV27Nhxwut1TE8N3nuKoqjj+QS48sor2b17N7t27Vr7uPzyy3nd617Hrl27OO+88+qY/pgURcE999zDli1bnvx79KRa1M4AVse6PvrRj/q7777bX3PNNb7Vavl9+/ad7ks74+j1ev7222/3t99+uwf8Bz7wAX/77bevjcC9733v8+Pj4/7Tn/603717t//X//pfP+Y4wrZt2/yNN97ob7vtNv/Sl770KTve8du//dt+fHzcf/3rXz9hxGM4HK6dU8f05Hj729/ub775Zr93715/xx13+He84x1eSumvv/56730dz1PBI7vEva9jerK87W1v81//+tf9Qw895L/zne/4V73qVb7T6azlnCcznusuYXvv/Z//+Z/7c845x8dx7J/znOesjdXUnMjXvvY1Dzzq4/Wvf733PowkvOtd7/IzMzM+SRL/C7/wC3737t0nfI0sy/xb3vIWPzU15RuNhn/Vq17lDxw4cBp+mtPPY8US8B/72MfWzqljenL81m/91trf8saNG/2VV165lqy9r+N5KvjBhF3H9ORYnauOoshv3brVv/a1r/V33XXX2utPZjxrP+yampqampp1wLraw66pqampqXmqUifsmpqampqadUCdsGtqampqatYBdcKuqampqalZB9QJu6ampqamZh1QJ+yampqampp1QJ2wa2pqampq1gF1wq6pqampqVkH1Am7pqampqZmHVAn7JqampqamnVAnbBrampqamrWAf8/JKxZDwVAh8YAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out_rows = image.shape[0] - 1.5 * 50\n", - "out_cols = cols\n", - "out = warp(image, tform, output_shape=(out_rows, out_cols))\n", - "\n", - "fig, ax = plt.subplots()\n", - "ax.imshow(out)\n", - "ax.plot(tform.inverse(src)[:, 0], tform.inverse(src)[:, 1], \".b\")\n", - "ax.axis((0, out_cols, out_rows, 0))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, the whole image is now transformed to have the same wavy effect as the subset of points. Using this example, we can see how a piecewise affine transformation can be applied to a function.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Economics Example\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For an economics example, we can look at the concept of indiference curves. Indiference curves are iso-utility curves such that any combination of goods on the curve provides the same level of utility. In escence, indifference curves show the trade offs between goods for which the consumer is indiferent. For our example, we'll use the utility function: $u(x,y) = xy$. We can create a contour or indifference curve plot for this function by creating an array of x values, and for a set of fixed utility values, find the y values that satisfy the utility function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.208978Z", - "iopub.status.busy": "2023-02-08T23:21:53.207978Z", - "iopub.status.idle": "2023-02-08T23:21:53.220977Z", - "shell.execute_reply": "2023-02-08T23:21:53.220977Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(50, 50)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "n = 50\n", - "m = 50\n", - "x_grid = np.linspace(1, 11, n)\n", - "y_grid = np.empty(m)\n", - "\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "u_mat = np.empty_like(x_mat)\n", - "\n", - "u_mat.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find the corresponding y values, we can use $y = u/x$.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.222978Z", - "iopub.status.busy": "2023-02-08T23:21:53.222978Z", - "iopub.status.idle": "2023-02-08T23:21:53.236978Z", - "shell.execute_reply": "2023-02-08T23:21:53.236978Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "for i in range(u_mat.shape[1]):\n", - " u_mat[:, i] = (i + 1) * 2\n", - " y_mat[:, i] = u_mat[:, i] / x_mat[:, i]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Source Data forms a Curvilinear Grid\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we now plot our data, we can see that the points form a curvilinear grid instead of a rectilinear grid. Importantly, our grid is still regular (it is not unstructured or random) and maintains some structured pattern, as we constructed above and can see in the plot below. Points with the same color lie on the same indiference curve and have the same utility level.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.238976Z", - "iopub.status.busy": "2023-02-08T23:21:53.238976Z", - "iopub.status.idle": "2023-02-08T23:21:53.396001Z", - "shell.execute_reply": "2023-02-08T23:21:53.396001Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 100.0)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(x_mat, y_mat, c=u_mat)\n", - "plt.ylim(0, 100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, let's assume we want to regrid this data into a rectilinear grid. We are interested in the rectangular space $1 \\le x \\le 10$ and $1 \\le y \\le 10$. In the plot below, I higlihight the points that lie in this space.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.398000Z", - "iopub.status.busy": "2023-02-08T23:21:53.398000Z", - "iopub.status.idle": "2023-02-08T23:21:53.554516Z", - "shell.execute_reply": "2023-02-08T23:21:53.554516Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 100.0)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cond = np.logical_and.reduce((x_mat <= 10, y_mat <= 10, x_mat >= 1, y_mat >= 1))\n", - "plt.scatter(x_mat, y_mat, c=u_mat)\n", - "plt.scatter(x_mat[cond], y_mat[cond], s=20)\n", - "plt.ylim(0, 100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we \"zoom in\" on this space, we can clearly see that the points do not lie on a rectangluar grid, making interpolation difficult unless we use an unstructured interpolation method. However, we do not want to use an unstructured interpolation method because we indeed have a structured grid! This is where the piecewise affine transformation comes in.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.556516Z", - "iopub.status.busy": "2023-02-08T23:21:53.556516Z", - "iopub.status.idle": "2023-02-08T23:21:53.727548Z", - "shell.execute_reply": "2023-02-08T23:21:53.727548Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(1.0, 10.0)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(x_mat, y_mat, c=u_mat)\n", - "plt.xlim(1, 10)\n", - "plt.ylim(1, 10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Destination forms a Rectilinear Grid\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's imagine that we can stretch and squeeze our source grid to form a rectilinear grid. From the plot above, we can imagine taking the top points and stretching them all the way to the top of the plot, bringing every point below those along for the ride. This is equivalent to converting the $x$ and $y$ values to their respective index coordinates on the grid, which we can accomplish by using `np.mgrid`. On these new, \"integerized\" coordinates, we can plot the utility values as before. The result is a rectilinear grid of utility values that maps one to one to the curvilinear grid. For illustration, we can also see that the original rectangular space on the curvilinear grid has now been stretched to a triangular space on the rectilinear grid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.730546Z", - "iopub.status.busy": "2023-02-08T23:21:53.729545Z", - "iopub.status.idle": "2023-02-08T23:21:53.917592Z", - "shell.execute_reply": "2023-02-08T23:21:53.917592Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dst_x, dst_y = np.mgrid[0:n, 0:m]\n", - "plt.scatter(dst_x, dst_y, c=u_mat)\n", - "plt.scatter(\n", - " dst_x[cond],\n", - " dst_y[cond],\n", - " s=20,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.920592Z", - "iopub.status.busy": "2023-02-08T23:21:53.920592Z", - "iopub.status.idle": "2023-02-08T23:21:54.043123Z", - "shell.execute_reply": "2023-02-08T23:21:54.043123Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(\n", - " dst_x[cond],\n", - " dst_y[cond],\n", - " c=u_mat[cond],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:54.046121Z", - "iopub.status.busy": "2023-02-08T23:21:54.045121Z", - "iopub.status.idle": "2023-02-08T23:21:56.389764Z", - "shell.execute_reply": "2023-02-08T23:21:56.389764Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# src = np.dstack([x_mat.flat, y_mat.flat])[0]\n", - "src = np.vstack([x_mat.flat, y_mat.flat]).T\n", - "dst = np.vstack([dst_x.flat, dst_y.flat]).T\n", - "\n", - "tform = PiecewiseAffineTransform()\n", - "tform.estimate(src, dst)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.391764Z", - "iopub.status.busy": "2023-02-08T23:21:56.391764Z", - "iopub.status.idle": "2023-02-08T23:21:56.596788Z", - "shell.execute_reply": "2023-02-08T23:21:56.596788Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out = tform(src)\n", - "x_out, y_out = out[:, 0], out[:, 1]\n", - "plt.scatter(x_out, y_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.598788Z", - "iopub.status.busy": "2023-02-08T23:21:56.598788Z", - "iopub.status.idle": "2023-02-08T23:21:56.802813Z", - "shell.execute_reply": "2023-02-08T23:21:56.802813Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 100.0)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out = tform.inverse(dst)\n", - "x_out, y_out = out[:, 0], out[:, 1]\n", - "plt.scatter(x_out, y_out)\n", - "plt.ylim(0, 100)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.805814Z", - "iopub.status.busy": "2023-02-08T23:21:56.804815Z", - "iopub.status.idle": "2023-02-08T23:21:56.897333Z", - "shell.execute_reply": "2023-02-08T23:21:56.897333Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "out_m = 10\n", - "out_n = 10\n", - "out = warp(u_mat, tform, output_shape=(out_m, out_n))" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.900332Z", - "iopub.status.busy": "2023-02-08T23:21:56.899332Z", - "iopub.status.idle": "2023-02-08T23:21:56.974851Z", - "shell.execute_reply": "2023-02-08T23:21:56.974851Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.imshow(out, origin=\"lower\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.977852Z", - "iopub.status.busy": "2023-02-08T23:21:56.977852Z", - "iopub.status.idle": "2023-02-08T23:21:56.989852Z", - "shell.execute_reply": "2023-02-08T23:21:56.989852Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "x_new = np.linspace(1, 10, 100)\n", - "y_new = np.linspace(1, 10, 100)\n", - "\n", - "x_new, y_new = np.meshgrid(x_new, y_new, indexing=\"ij\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.991853Z", - "iopub.status.busy": "2023-02-08T23:21:56.991853Z", - "iopub.status.idle": "2023-02-08T23:21:57.308406Z", - "shell.execute_reply": "2023-02-08T23:21:57.308406Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "src_new = np.dstack([x_new.flat, y_new.flat])[0]\n", - "out = tform(src_new)\n", - "x_out = out[:, 0].reshape(x_new.shape)\n", - "y_out = out[:, 1].reshape(y_new.shape)\n", - "\n", - "\n", - "plt.scatter(x_out, y_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.311407Z", - "iopub.status.busy": "2023-02-08T23:21:57.310408Z", - "iopub.status.idle": "2023-02-08T23:21:57.324410Z", - "shell.execute_reply": "2023-02-08T23:21:57.324410Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "u_out = map_coordinates(u_mat, [x_out, y_out], order=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.327407Z", - "iopub.status.busy": "2023-02-08T23:21:57.326408Z", - "iopub.status.idle": "2023-02-08T23:21:57.670959Z", - "shell.execute_reply": "2023-02-08T23:21:57.670959Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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N43GEBQtrp4Kxw944HjdoBhvMgiPMWIxTxQDfKRwnMI6xgFk5HgCIT4Fix1TH2vEAYcd7GMcDlGWLjSjpU47HEXYghUllAe78v8DP/5/AvMdlloNXPr7lW74F3/It3xJ+x8z4gR/4Afztv/238cf/+B8HAHzwgx/Ek08+iR/6oR/Ct3/7t98d2wPLf/m3P4bf/LnfMnXT618PQOWeJ6SfVQYUCPO56qVNrucIQ/ZvwTBXbMFoOV53wNEdhvoniw1lo8Uw5Q8ND8XRydbfjzm6ushGHW5hPyJbdXSF+JG+DsdhmwNtHfaj06eh7HPYUZyBC+G45Vo7RD8GmJEchW0ux4mbdg0mkE1kceXW1Rhn8QgzETe3fjP0TEvQzmFkgnWyNccexsshh9mh5ehtdESz7WPQjx3afuycvScK+ursuMOyiaPXf3wOjpSdmFU7Nhw7doS9LL3+Iyc75li/k787kHl3ypS/tbytoIqJbrgFOPtp4OT/C9z63wXf35tyoQ+c/tZv/RaeeeYZ/ME/+AdL3c2bN/H7f//vx4/92I+FbU5OTnD79m3z76LK//tf/n9A+mzeuAG6ecOeAHEGfBlgysC69vKccPIjJ3sjxutvOAaYrRwjp2E00fQwoX6PwRgz4nnI8Xn1f5Fx3IJhmXwvgmOvzZBjoD/CeH093T2HYNCuuWWa25rXbqvC0cppxwZ/y0S3kJ/oQ455EtX6J4cRh8X0Ay1mnWOLkcnft7H9X1Y5Rv3w+neRfueMRBx3WOc4wXKkkGPbj8aOTpc4GqscIzvCXqaTs1HEcUI7FSU5raOhywTrVFCIWZvqJ/Br/88VzMWWC3U+nnnmGQDAk08+aeqffPLJ8p0vH/jAB/DII4+Uf0899dSF8fn8p74AVlspdLQLUO4KANYn7AjTa7PmaFy0vmGb9Sbh5LdF3xZHp9dudNxrE3Lc0O4cFC+V41bMWpvfCRw3lrXfBl1157kcV2+ZdrUEOB/HyInZUs7LcU3/FkzsP8eOlq3wmGDVaRPHcE1vFRPKbvSv92MLx1BOg9lWvCMR92ObtDFuAebPbmR1MeWehNr6TjJzt+Pf9V3fhRdffLH8+8QnPnFhPB541D5Aw/s5QHE7ckQjSdPsPG3WIRerz7fZogfxFb7Wlu9C33nanJvjOfWdp815OG7FrLW5G47n0Xev2iCeIM9z+W8p65cwBXK3OyRetsZspXs+jq0do1u20YV1jhy5P6vXY8sxlu1lxRfsGiaUvUX/OTiG9mgwsZy2jtcxGy/0EY6ZgenhTXIuqlyo8/HGN74RAJpVjmeffbZZDZFy8+ZNPPzww+bfRZWb99+wFfPcngDGuvuvNxh9vS5bMMwbrsLzcAwwW0YXp49LOy870OdL2P8VOT1Za5itHH27tV8fF+3YeI5r7bb0o8FQrL/HcyR7C2aL/i125ME50If+90HQT3b6o1s2uvXWbtno9okmEt/9heMJeU3/4jAL0+ptvWzl2NjV/UiMOAZ2bDjCc6RG3xyc6cU5INGkvbgpKuK4YDL6OeDIDpM2YjxHPx3SJo4zBxzhrgdnIwYFHDtDuJI0Bxd/6ocewyOM31KyhYiw0I0h5qLLhTof73znO/HGN74R/+k//adSd3p6iv/yX/4LvvEbv/EiVW0qzz/zgjmmGzfaFRhCezVHWxy9SXxtpIpGNy1vy3og0F7NvX6schzrI/3BD/hGf0dPb7SOZAYY6nJ0H2Vy63DsrsJu6keHw5ojEWGiPh/K8W4w0XelnmKOPQftAP20AdP7hR45NuYWzH9ZySlN3O0YOS3s9IeXbOlH8Au9I0ebMcKIQxI5LlJaDGFZ1jl6B2RBK8dzijBzUxdM9nmyNe0cRiZyw9HdbLEcqz/maNtFzsbSYJLsMcfWSQr1C8cixztbhL3IRp/jmZPNQGBH+a5W7t1NteRj7YAsvKxipDAzFl6w7J9tvruX5WDn4+WXX8aHPvQhfOhDHwKQHjL90Ic+hKeffhpEhL/yV/4Kvvd7vxc/8iM/gl/6pV/Cn/tzfw73338//vSf/tMXzX217NwzHpFHmAbJZqS4t+U8ehZ1hR6kq1M3kOMdgA1brva7A/rXXc/pzQrSzk2YEcdm29lwHOjfgpHvR5PrVmdrheOofeNIDDiG55EJKz+KNtkoRG3tx7Iip3EAal950C5yALwDteXWZyYsCxk5jZORf0lrjgu3k5JdEaHgtq6Tm8ifAzme7sKEedEOBjWTIsM5KUyYeWowdgJWHM0EXKeOxHFyqwRpAtbqZrYOADNhz/ZR1AUT9tpGTNjneBLLUesn7HkyKxktZivHCXueLEeHWTBhr2zEIJzyzshm5YDUY2o4nrpraWY0KzI1u0qaw/ZYcMZLcSSYGTVYWzgyZtT8NjkQG4yag0naLlkm6HJzjh6s7Wd+5mfwzd/8zeX4r/21vwYA+LZv+zb8q3/1r/A3/sbfwGuvvYbv+I7vKEnG/uN//I946KGHLo71xvLYGx/Fx3/lk7Xizgma50+YQZPyUpnV5EEFg6leSGmRgStGPk+BL+fXLfUxM0pcaw8jxCbSVyDKA1xFFkycVrMQIgc7J1eATh+JuoyhjCl10tbL8vqEo7RR/mBRnQ+KSacq0vykXOWIOr/o0+OOq+zKw8xL+pc/xxyN217sqNp6G/UwGzkWXoF+Kpesuq4AY+uujXTHNDd3bj3H5txzrlQXnj2Pirz+OCnOnPvF1HrAuREXO8pqR66bkO9rDjnaVRJWt2w9Gaw4kjLJbqq/UNNQkLFU9e+mJJvzcJ8iF6jUgSW6IU/mnG7Xelvndpwws2DAmCZxWhjEyBE4lE9ban00pXtz5nSOU5QMYaHa7njiypHzJcSEJWeSAKccHyDCHlkOCDvNkWt0xcxTujbA2E1plWABgzjntABhph1mTlEjx9OiMDm6hAkzjnKelQXHE4MxYZ8xR1gwMTCTcFxSiCqlyZ2y/gnAgl2WvSR3IWOE4xFZTAqHJTDt0vkBcIOEI+V+ZI65HwDjmBRHAJQ2fnDGiePEC46zHc9yfEoK4602AnOafIlwWmyd6pb8j7jewjOlLRdCyukxgzGDMTGww4SJOWHy9XBMEzhjKF/1QMqpAwBUVm/UpLJ7PS6zEG99WuWSyu3bt/HII4/gxRdfvOvnP/6PX/l/xsd+8elacesmjp56qwVF+Tp2ZCc6CjATLAYAi/Mh9Q7DWl9pY+XLGG70+ePCUclx7cqx/RGR66itC/UrjNPPLgDdtwv7SgEGMBNppH/RnP3kONRv1Mf6vY10A41Z4RjWjXJfHNKPiGN0jgyGK2d9GiLZRn+nncdE/I29OdDFXZn1kvT6ucEC6gHPjCF36wFLI9vn69BytP5pYoOZGsyC5lanNmeEvW1qno2KWbCbfJ3Nx0FYnP7kIOzIctwZ2QxqeKeEXvb25xICW/thMRMWHLm+TfAhqFzCTTVHvV5AWY69lbnJtbGjfaP/GF7/3Og/gtV/TGuYyknb8Qb2juOCYxdKu0NrxyIbWr/FHHO6JqUqsuNN+OsBOHL3jKwYiEORnCa7yr/L3+of2rt8Y/kImrI6cvy1uO/1/3fcTTlk/r7SL5Y7c9lHKVqZABonAkD9qdTzzdaeCzmPTxdtNegVlgbf+Svtgiab9PtN6Ui/HfusKnbfD9qVX8G6zZrsSM5W/RFmaMeL47hqo1E/1F8/J5u6/M9vS3V1NXLIfhe2c57QVjt62Q7Dm+W4Y8czrViQPXa3M2c+S6M/bbH0MemC8PLmxepr+IS3tX0ORFZalg7HivHPRhD2Tj9RuzU0L3Ybgrk+hyGyF55cO/uMBXP9ZW71WwygZCNj3FaN3uIRjvtlZ/VzpN9y5BBDDcczthjGVLaPBHPCR1Y26jZM4cgD/bl+ATWYPVUMw+42Vv3t9TC7a+1MX1tI+VplG0bWEtIrBaQd5+2VpbTR/wGyIuKzn97bcqWdj0ffYD0vPj1DGO3iSzxSxRh1XLzMu3VCGh6xvvKd/mu+C3SvRaRoTCRTIPL94uoijpGeiLccU/sdeYcowGwq4WTa4XMwR4uhNUyP1waOFHznnZsGE30OOVIzobdtA2dUXw9dOwYOCIJLXWMCjuFtxYB+zq6J5pBtEDe5M4IJ3zkgFUNFlpaTtlPycxddjnai5SxnYSpcmSlPiqROAZnTIRP3ni2vueiXB2ktF9kqmRfJbZqfFcmOguhaeMI+Y4TjjKlgktOSns1YjP7JPedSHRBZF9jndoJZeMI+y54Lx53Rv+TnLqpDQZixy8+LtJjKcZefBaHCcY/JPAuzYMJZfl5DMKc4Ms9wzDzhLOdaLRzFKRlyrOdIMGdaP0ROtSODcAL7fEhyLqBsnZ4Dkec85DmQUyxpO4aXzJGNE7Jweg5kKe3UsyHMAD3uL9h7Wq6087Es7ZN0adI8cMZaWwVROFn97uqJBvV1ArHTsKFZMwmIO32onGDlQ1bRSekx/QdiXQobYjrHjdy1fkT9V90YclzDRLIDjsVGSv+wHwdwJAstDodeGWn0+9LRT/m/bhsKGGiHwbWz/ei0iz7rf6q+Ce1kdbulUTVj7BXJkf58bH0iArsHDxOmOgrIn+uCIZV2bYgsGYwcC0eGf0A1OSGL0iV1dnKflL8ncmw7hndIBDNZ/WpSFCdkXjRmwpI3asQBWvJkWnVNWHinIjuEs6wwZOeqJE7X/ZgUxwkz75QdBSOyKU/eOyzYGcycN3Msx8lwFP3VjjvM+QkLca7OcGT6NmcMG/2TCqMVXUeOY4vZix0R23GGOCr1ul6gol/yMD7D+vvpjTNcVjsSJj/7UbbN0ypIdUOy87z25PkFlyvtfLz4nH2ZHR0f14OynRE0HG2p9LZBRs5BuO7ahzd0tN6u/qihXcEwS/Fav287Wunp9SPsvtMvn/2WwKqc/IWehKJ+9Eo0ua05PAM5ZiIfOSURJppMD5HtP3cxFK9CbNHV41glb9N/zn5YR6m/UtLfzkjteguYPNLfLPqlUFfTvtEV6EANrSyTR6O/5Rj1w4ff+mMCuVNdf9lqOT6MNeLYXrpR+Os5Q2QDjOe4d+G3siKhObahtq3s6kgcylHLzg+kOswZt/o9x7P8ZIblCFPnw3HF6bCYIGeKkyPbNzre5VS2WFiuiLTyobdm9PczM5bleVxmudLOx30P3jLH7FdCxH08z9ZIf7Q4QMb2thSNtKvy9eiY/vlfyrGywAMY2akzyUS6/C9wv1Wx2SnTwnuTXI+jn+g8xqsKJqtN61D3muPq587KhcLQoRw1dkW2D+ON7NiWYEXER36F/aqYMuAvgE130JnsAyfCVrtEU2qrpO+ny0qGXWFZ3JCzsE8S5p8VSPrsMyVkwm/11lDlm/QvensINvy2XSVx+vPfebHPlCD/mq+rKWkily0Gwch2QumHrG7ofsCGv0qIarVRxWj9GiNbI/qZEoDKVknlOJnnNUSOx8yrHNXKBVtMOUdI2zda9sxkw4jz6kZdcYrteAoqKyCJY1rx0NeJrICIA7KAcZrXMsThmJHCan3Zc9quAd3XfHcvy+UG9l5yeeixB23F6SnaUNsFmNw7X/zqArMNtWUVlre2HcJs5Wi5SCLClYcg1FYWDJJ+IaN+qunwy1xl9Vc5chhy8PqjPkX98K4s56FXh+hOVRVnvXH4Z6DTP4viJ87Gjg7nOWpHQusPXPKIo++H4cAI7BocFwW1zoao5q/J1flQ20j/pDrGnOM/HSaS7TkGth2GAw/0N3YMQpa5LLVz4IDkOnVcL0dbp8N4y7VWJtccImvCkdPFGNwyEAckjR+JI2RBlFGiVoooRnnoU+5DCVFNE3G6N0oYL1T4a7m4kkzRv3BSWMJo1RLijRJGm2RJGC0o/1JmzlH2td1UjEIpRJNTOGx9WDU9zDghOVH7jDnKJ7GE8SJFt4hzMzPjGDMksdiSWR1PBY2FuYTaLiThp0uekCivXKR2O4bCMI7A+ZmGXdUPcVwI4AU3UrBqCpHNmGNaIFs1M+c32ELpRw2jnTHlfuwxBfqTrqPED0uISaG2FXOUtezz9VD6mp/PIDCOYe2Ynmoh7IlyaC/jZr5/ZqRzu8uXylJ8fc5agbNccwRq7KgLAWB6BJdZrvTKx+c/87w5pls30WY4pepS6jqNc5Es6RMh/AXmfwqtbc8wWjnRlgpXrV19ZaTTDZVssnizCqEn4mj291Xd1ZG2ujghEYaqbPXRYgrHjg08B42JHJKQY3VCwu81JtLl7Ogx5+EYfd+1Y49TwdAqx7hv0SqD5+ic0JCj1U+6LjjX8qu3levrovuQqgyFsee3YqJVEL3M7jHccAwwCDDGwPZ5kYSpz4rU1Yw4DbeWTfBZUG0US5Xt+gVtusSxXQVp5cz5WREe2NFuzeR2DUeLIbPiAcPH9AMbOGJasWOrP/XN9mMOMDYJmM+4GnOcYVdzkJ/xCDmqdv48csgRCpNKklMrJCtqP8Mp4+wqvFjui6YEhl7FbW0DBAOtGpU2yjETl/+81s4ctyPUcJLuyDETVG+C21KaCS4Li0ZRT8hxCB0uZsMx6oeZgDuYps3W/no7bcBs4diVMarvnesN+lf7wXnaXtDn2XMUmus6ctbH+s2tVDCxA8+LxbfOlHfA6vMcoqvhqOR1b2sGWE2SnI/bMF5rRj/Zc+GkZdUtFo3xpvXbMJLhVMteHCaSw6iZUntyGHUbpva1xbQZRiOOPvzXf3aZQhk56sRy1FlIC0e2HM9412CiLKgaQ5AVFosx20mctnjWOJ7Ch/EGHHU/5Hw4+5+yDyOuDkjhiLoNI/+dog2/FT2n5cq8vHKlt10ef9Nj+MSvf7oc80m07cJ1S0Vf+T0MZAGB6xHnyl6+kJWtGeK8CMudNhzIzv1gxZtUJsaCAcCkZE8tF7Nsjzpol0tRdbXbL43Rd49po/T7CUopNdsODcfc1/LktmoH2w9kil4OSNvIccRK/4sd0RZex3hbRxwbOQFHgxU5cOdxaEfVp7V+MPJ2gbpAQo6qQnM25zpj5PupsXb5rqgLORJUateqX3Esl6i5rT3Hup1Si8qCSsBkYqZTe5EtzSaSKBi5PmVrhOu5kVUN09c8kbByBTKntFKTlt3Tg5c5DkWIyRYRYLOgomY4nbOZCIyJLIbkYiCV55IJsg1D4IKZqXJMOzwT9ixbLmKVeo0wS/bQCVRw8tCnbEGJ7KlkPNVbPuX/nHJkpB8GC3Zqq6YEu2Y5C+c1DU4DiWxVpDWDtFWS+CzY9TiiZmVdOG0fMe2y3RccUYqO8frPCoZxxAg5nlLSP2HBUb6I9vmqqhx3sg6iNpbqedwR4QxpG2wCsCvjfP3xdEQ1H8uU5ctzIBPnHxRI74BJjBm0e0Nzm93LcqVXPl69/aqtODpqt13MTJQL+xnLYljXm3ZOzhJgOoXUv/AXogzYhrdqoydmA6OK4Yzxqw+kdbecIq7RL0TztyFiOTbtfJ3u2wEcG4yXo+pCjggwne+b/qsGNMBs5djoizi4z0a2t+MS6F/ph+Xowm+VznrsehddI4IR3ezq7AU84BjpysO4i1ApkICjruOAo/4VnjC9MForR4f6+hBZ5WpAh/FqPvoHia5rw2+tfsHYMFq0mIUMRziOKWy2hsjGHCcXfZHk2FBfHUab6paA4wy9NZL0+XBgVg96ZjdDbXtIX/UDolW/cJRp3YffthzTg6U61Jhhw4glRNhjxhzbUF8JdW45ajuSeYBVbLZHvR7LLaWG+ZKuPctKD6xyftOLOMOE/fIyLrNcbefjpdfMMbkXzaVKjB2EaNDHSpuofU/OSJYZdNXV5eVt5Zjc39zGOSDmrxXYnahU3XDiHBVNseEx+m6gpMNxiIm+60z4UV/D/uu/o74dwtE7RYI5tx2t/lUHqKc/qvN/HcfiEAU8dB2fy45+4nYwGfQdxi94Rhj9uQzw6rjXzm/NWAek5dfVr/2/jNmbpGjp+02ZUl07n/EUytnRsj1m32DarSIfRsvwYaMWw1xfmKfb+WymQBuiqsN4e/p9FtIexvYtvQyv4ej6b6NhehyngGPcj2p3Ki+1087F3l0jZ+o4cUwOR5JTL7aa4ZSxsE1Nca/LlXY+HnzURrvw2b4Fydk3dZzvXoVp2kWVEW5FTiArdEW8s3Aejn4QZzWa6+8CZ6jJ3hmo08nGwsk0Klsmkwi79sBr19Yd/IhfwDGagJvVlc4Kwrk5atkbMK1Mggl/ZYQnsjmPQeleD6M+9exo6luO7WplR56HcOyA2EnUroCwn0S5nUg5h9nqZzNMZIvSbx0Hn800TVzlORDpv+tmxDFKsW6fqbAZV3scF06Oi9YvGU8rx8m9/ZYa80ukyWL0T0X/sghGh7ZSo5+oYqTMJeOqmqQVRjhGIbo+tNjr3+csqIyaYTTCnLosqPsU42I5sue4Mw+axhwtJrLjHlPJ97F0bL0HlWdBdBZUHWk+s82KKsnV97nNND2KyyxX+pmP41uue0tKIxtGvPQK5/+tPc/BCJ+nKBg9emmdUTvHkTdxXNEvxf9CpgATcqxNWTgqjIybejIR05mG/s27HjPqY/Tr3sgO2qxhQo71qxHHho67HMrkKnXn4NjVT+58dDjGuqgKjfR72R2OHrPa1w5Hc81IhxVHGajroxe86XohHeoLQJ5H0I9wFEztCey2imw0kDIDF0xyJBbDsV4L9sIqzkVuR5AX1NXJPD17oJbRGflFd6S0pxBVIlmpkGmwrlJMlDBQHKdsfOG4MPJL7OqzIDt1AUiwbAnRZXkCYS4c06Q54WhKC/uSXlzeBivPryTZHjOjhgNbjul5CZTMIMnZSvqPRE7GEDi/IE6F3/IehKR/zvY/plh/kpPi0I8xG8xkwmjTu3NvYgardlPefGGl/4g1xwmEpeiXB1gnw3HK/ZhDO0pfE8cl4Eg51DadR3lBnX7uQyLt9cOpUtK5vBl8c+/KlV75eP6zL5pjunEjcDyChlu2VJpwXNRJuyPLiPU/xfTxVv2+9FZjijMBNVOtyGo4dtpuWQFS6vscNcbW1S+cXt8fxTFamfCYVf1ad6N/C0fcE47N5wDTtWOEia6LLfqHGNqOib5zutxjV62cSI27raoTUttJhEzUNvoMcHG0a3V9xiPamliTHa7KKI7L4jFkMARqOQZyZhPGG3Fst1gijlFmUM/RbzFo2VV7i/Ecoyyoc7B948OR4yysnmOAcddS1Nf9Fo7wHNuQaYmQ0RiJkKkcYxutcTxrtm/gMLXItszZ/Gz75T0sV9r5ODq2z3hEMc75i3Vhcgdu3W7plKFbMZK9dZIfOQl3R73q2Phd2FfHMZqAQwfAlyZEpCPH8+lNyFs5Bnr6HAeYAzhucEW76rX+g23d7R9tt+MaRr4fOWQM+8K4kGNgyWACDh2oLbd1576qE7gP25UMpyPZ0fMkbYhum03VT+QVaxwrVZ+42onLZ0oVjJGtQoZ7kzQz6kvl9CStOAD1+Y3aZ/8Aq2QhdRxd/g9WDohg5AVyBuPCb2eHSRxbjLzFtsh2+mOO+SV3Tr/GnPGu4XiK3QaO9lzOvk4dS7sZaRsGqt0eaK5H5vzMCAAi9fqRSyhXetvl8Scfxcd/+ZO14uQEYahtL2qlszWSMoyOMaH8fOZNiKxeZpY6fSztol/+Q47BuMy8bWuGXZuGYyC3HFs5UlUgJaNjlVMwpR9q3hYu3gberh6jzMPu2OjXfSkcHcZzdN3sc3R87oKjt2OzNRP0I7JjL1Nr19bNuZZjVaFnGKP/HJgOxwJR31HIyStKAD2YJ3ulCpsFlYCcqdSE0ZosrIlgdPklZ0KH4VKqy33bTWxu86THcszac/htDpud1MTCaqskXxAE4KhwlC2h3B+qsnckk2KWA07ORT4hxJxOB+X3kHDKnjmV676G9qYMo6I/hX8mp4BT2KxsMaiw3SOFAQPHJNsuVGQfTSnD6B6cQ0vTlsJMu3IBSPbQPU+lHxPl98DkfhxjTv3IYbNJv8XIFtNMEYZAXLdmRD8x4wbNdaOF67ZH5bhUjlAcgfyMR8IcZ8wpavjtMQESxku85DDd1o6lH0DZzprlxmLOcggnQO5HyhQ758tNntkqtwUDNF2H2l5YeeHZF23FzRv5XlQDlHzUdVu2VHpOi3cr9d98Y5ePI/K99bGNHMNJsnDUxxnEDh6oN6VH3rcj86fYiIaYekxaZsMxOo8tnyLHmYv0ge8DY51jY8dY/0EcXV3Br+k3X1pMZMdyFQ4wjT5f8rWzZscinTdiPEev391Wno9RUurM7VfquNHvw2jb27rVr2RlOfbWJ4exXaqYPNUojuJ0sOqHcbwypg1R9ZzaUN82e2bbD7tcn+REWVA1x7R6MjmOPowWzQOzNgtrDZttMBv6sbj3vLQca4bRHsf6DIdrV1Z4BOM52jDaiCNMqC+KHBvGu1OhviOO+gV1sR399o0ePqTuZP48LrNcaefj9MRGtxC57uoz4etWCslPo3JFt46HnUz8CGaE9RWxvkwO49gM9ORE+QmWYa9KqM+bQovVROEn2mjiZU8g4OyrQo46HiH4XuuNujHkGOjt2WjIsdOPiEeEWeFIGj/qxwrHrv4DORLDPmovg+7SaXMQx+qk6Nuvy/sAOwIEdhk+fRZUH0XT+81h2+R2Tk4b/urDdglzkIXVvkXVb6fkfrjQXok8MfqdE9YOhXbiShytc5O2PVzf0GZK9RhQK3tepoajD621L6fLGB+iq2wimDOzVQPjSFSOHtPqT5lSXf9DjhbT9qPleMo+U+qEM54wsqNxLvI/v1WzcEpMZs6jum5PQWCc4TLLlXY+Hn3iEXPM+cVy6cCPEIjeed0vzDmbnWrv11SBFhPKamV3eYy+i+T6wdVvnXiOCjKcGHr6ouNwoB+ch8gBcTAT+SB1a7y8PbLc6Bd/l7dXNrJRgOmmbx/JEd5RWLXi2Dg3mziSlR1gmlWRCOPtmEW3vGls6x7HBkPt+VzpB3u9gc7yy9T/umc0z3Ro/SXjrr7dm3NtQ3RFTnEk8nGZFEU8JUwKV60c9eQiToJ+hqO+1VYeiLXht0B+DgM1ckKvpIhZWGG4cJbwV5HV6k/9sJg95K2tVDjulf7EccpOCBWOEv66FF1Tfc5DMPLcidiZdzhbdipXRg5b1TbCVENrDaa+tXfmCWd5pUI4nqnwW9F/lldTLEeL0brkWZEzhWEQTrDDqdaPHU5xVPRbO0JxrPopn4+9uo5mJpyghummZz1S3cKE3fQ6f8He03KlnY95dkFFE3VyBmhnoa3rFlLZQ6nTRmNEbuO0tG2GagPebiRqJ4uojZNJwXGRQ/a72LEZ0o5L4BCEsj1HrhNexLtbOisfTTt28J5j1TuWusBGvh8jOzb6R5M0NsgOOdYthzxyhf3oXQ96xas5R8LJ8CeYLMKHcBTnpdx0SpaW1+G48XdFljsppyTp8g9+Cp+6slFx5PRrDOdfs5T7IROmdS7yL3zWGJuFU5KHC0ed4bPoRZ3sC4ZzKnKlv2b4pFpX+qEwimOSMxldMcZynF0WVHnOouVYs4emfkmGUd1Xi5nZbnssvMthutWuPsNolCl1dnZccrvKccIeR5hVFlTBWI47LAGmOmnJCdljZ3SdKY7podJdfkvuGsepODIaI/pnJEdJnBXk72aOgnDvXbnSzsft526bYzrqPM27JdR0a5tR0U1Cx+FwkcXZkF+ZWrb/5duj3GxyR3o632lVHtM4VQPd0QQ0ckrOa7OVfmzBDM+8mqiHk+shdtyC6ThVXTmHcDxHP4ZFY3pJ8u7SjsVJCbDaeeguwA0w5tnwMsG1cvzSdhQ1skl/0w3vSNmEZ4Itk1vm6LNwRhzjEFnLKQy1bUI77TE1GAZT+0xLmym1Ps9SObZhrE2GUReOm/rfZi/1mF4WVM3xjHcNRm/fbOUYhvpu4Hja6G/PtWwx6WvH29FwYWC/vIDLLFfa+bjvwfvMMS8dz85vOwy+W60flWagVHf1mrgNHMkJ6WbBXCsUHDqO4SrBln74srYt1ZNHAeY8W1EbdDV2RDvXj/wqI3uDfnKY4YqMl98rvI1jeYPt4oDRRG50Uov1uiLnoZFJjextdgz069UVwehbLuvj5pkKh1Gy68pA0ztzGcq7UyyWyivT661P7rL12ylZlkL4MN6izz0/IKsJVr9dXbGvcE91Jisop2dF5oWGmLpVUjna7KLSN8/RZjP1YaOyxeMfctXhr2nboW4xCOaU07tRNMe94ihy2velTEb/HHJUqxKcM6XqZ1Hy6sJiOE7mmZJI/yzPeAwwCyacOv2zO9c1U6vcKi0G+bt97uNED+Ayy5UOtX3wUWfM0zMM32qr6tIKVb6YI4zUHxJqGx03+IwB2ZWLKAtqw7FGHjCn2SZF5QkGnVUOzxHN5N6EfyKoU/pRBm64flSxZbHG27H3K56Czz3OimdXvx54OxiR24R/+gyfCDAIbBRNpIH+eh7V1yI7pT60GDHmyoLcFo71+QXuy/Q2EpayVOHt2NMvGH2uJESUq5w1O8rkRo1+tUwhnVWd11lQmRmY2ltUlqs10bqtUt9+Wx2HpF/uBs6yU4CaLKPnMEnF0bwpW8kWTJpEUsimCeMFF4xkKp1UqO2cSUim0rRkn3TVl0zbMNoSfgsJo83RKawynpLG5E+8w8KMHS2QLKBijxs5Uytn2UsOUU0PnqYBo4S/ZswErpg8++6Ic6hvfedrzb0KzBLqCklfnjA3pvSO2ZknzMzYUc7hSilsFWAcU86mmiXaDKNJ/xEqZkYKkd0xsFBOuc6MG5gLxxnyurnqFKRwXJ0FVcJoJdR4yrp6HNO2CZAwSX9eBVlSqK3mmJjVZz38wEcAaHoEl1mu9MrHF555wRzTzZvtMx86oF/XqZBYANV99UXPDtH3Phw2cjxUXRpzZPB1eti1iTgO+pGHOCe30zYq4vAYpXVibGSw+yufDSwz05Ns1MbXhYVaTOSQRHKGHGt97atTwQ6DAOPqI1tu0r+CMSI7dtzCkdAJo2Ws6CeLCzDlqvQYc67ttRFx1MWH0VrZ5Bprx0DV5c+6zmZB9VsllaORY8TVu0/rl1WPNdmLw4Thr00W1FaOHUL8dkqWMwyjhcFIuyh7pw/bpagfZosh61c2SH2lFhNw1H1Gfu6hDu3p+1a/DaMFJpcFNQqjjTi2mD3sCkebBbXl2NqxDfWNOQbhwI5jG45rZgQsAE72z+Eyy5V2PpoS/YLbWvTdPHJCLqAQYF+slf9WXXchXA/uoXPA9vtw8thGwPP2k7SZBAcch5he8f2M5AR1EceDdXf0RxjagAnLIKrD6PWfL4Djlutx8zW7haP7R347xd2a3k+vmOBsNxN2W+dvfb9VEmHibpLhmCZAMnIAL9tHx+R2Wjaj2YZp+qpsUk3dhuhGIbKyfaIxlneNcjH9UBwYcC++k3Y2tLVGq1TMHp7j1Ibx+vBbuJBUUHnxm+mr069foCf9sJlKUz8Wx/HMZSpdUDOl9jlOLrQ35rhv9FuOPlMqAJxxdUAqxym4BtLfPSb0Q/HuTbnS2y6Pv/FRfOLXPlWO+SSF2m7ZdmlWKKLMQ1Jf1ytbElpWdwB2+jJHPQiVzKDcaeM4poUIbutlSd3od30KORahHc4If8EXzz5/b7KHZjkEgKkO+g0G6b5gveIQvrRMFHY4ycRJ2o6qiTMXq3aA9H+k32Eir8ljHOUepsjyXLhTH/XjAjmWDIkDjk3keWhH37GIoz9ByQGRzKGNfqmSS9RgdAVKI7lX6i/1mhWVplY/54tRMJPHKHX2lrX6S64NVgGpRJBMqXK8sMUAhCXvGxKAiep2SnpZWdr2IFIcZfvV2LpmPAXS1kDa4pAhLd14CxGWfCPvWGE4uxl5q2bJ9/PEcsPX4XGaoLZzUtqzJUeNpOtpwdFkt3wISf+e5JoT/VPJ+Ckca6bSpWBSptTULyKUjKfywjjO+Tgoy9pNKFsuU25LIDApjtLX0lo47iqGkfhgSltHWV/CcMEkjlV/yYLqOJ5RxRxRxHHCKVG2e+rvnnfYI21lTZS2uPY05TUPuRKqs3e0ewKXWa70yscrt1+1FUdH27ddfIkmZj/5+p9ckYOwpTRbJVW/cS+MLqu/jIOR05QHiPLNuVaE/IxpeWpeth+1rhw34ciVluZoFgv1xAs0XLysiFOXo8cEE1ujHxazhWOo303Ua/0wuiKOcLIP5lg9mIhjdN48B0Ora8csaWhrhUFyEcyVE/SjuW21nKZO860YDvTX50AqhhWmHS6ULIfRy+XsMIViwdjldJlGtH552NVynFqOCDBO11qmVO0ORe20roYjbBgvlxDVag8dRivTs9U/Nds37MJoZRtCY5aMEY6iy6xKuRBVLvo8xnPcGY4pl0jdGuEOR799cx6OwkceNAVqvhEfMi2J0OR6ujO/gsssV9r5eO2l18wx7XYx8C4cBHOswwbtHVnd//PopxWM6PJhi34VwPxlqFHM6urVr+kvx0H7Hg+tb2SjkTzjKAT9ihyFwWQec1R1/rhr4x7HDp+NHCMnpeHUK/eKYzPxU3A92qZNPzbaMeTTYOq136y8oMUUh4Y8ppVNwX2lL2Hu6G9vPe+AAD4LavS3eX69wTBAbYjsrMJxZSm+CZFli0HjgNTw01rX6jJpXDJmv8Rvo9V1GiMc2xDV83HshdFajvGbZntymHOiNh/qq/N4SDv3Flu/nbWVow/1HXIUO4Nw5uyvP5/xhHm5dj4urDz42IPmmPf7GNhMVqPRe6VNOED7UXBFVvP9ij6P9W2GkxK3g3K48jPgFn7mdf1m8tA2CpS5qvC5Xac/9GPWJq8I35sMI7nq7zrHgU71mQK9zSrNFo5SfzDHletB9KdRzrYz12OgawPHEBRx9O3YOgDc46jkNI5KdCkGfYsXS6mE8dZfuPaS18+P6Il0WULLlDYVHw0NssowFYdjWVC2b7SDIxNnHS7SsZ7MI0zJbVH6Q02/NGYpsuvbbyXUVmOIdKZS4TiVZyHqRG5DeRdW2VRFFyaT4bOGn+oQ1So7hR1Tykpanteg+vyG5ujCb+eQ486E7aYspEdl9QJoM65yXiVZ41gyripbawzQctxjwslSZS8sb79Nso6mR8Nr7l6VK/3Mx/EN171lAcukpDek18Joe8VjomcgNEaPPAKN9Ec/cVa5aJlKR8MxaudG+IYjgreo5jYjjOe1lXsUDhzwLivGyCbz4a8s+98WM+ToMH2OK5jNHBWZgX59inpyjK6AXlg2c9TnmsccOTdRYaypWq5r107T6ZxrA4xspDkKaaW/EFQcoTkqQau3vohRoPKWXGXHsqWR+cgkXRdO8ltky4SpOkrZyeAFRzt9NuVZFzLDCrkzXq4JeV4EbO5Z5vRcC5G0TnL1sxozEwhLE8Yr4bCpawTmBceTZkHgHKIqGN0u/VLPb77NhhIMZf0LyXWzYFfe4pvDX3mpHJH6cSSY7DTl18YhhfEic8yhraAcrT4XjvIMRQl/RYrGmWhONtGhvaxDZFE2MHSI7pHBpCDXY1ogOUKAHY45PUorchjATZpLXytH9DliSm5IgJFQZ8/xjNsdgHQZ3mzq72W50isfz3/2RXNMN47rMOPXnsKtgsEQrsJYh/hoItV/t+iPBsJm22cDRz3o+saRKnafTdtgltuCCVQbpeIwRe28rgvhaOVQpNdxbB5idOoO43gXmKis2WgL5ncYx63XLPUwQft6O7ZbIwVqMBQ+PqYxbd2WW5/MO2X0d1q233boYTTHYlaNAbm6lmPUbnahvp5PxDHCzA1HH6LqQ1sTHx/qu7DfYiAXotrLMOo5xhjNsQ2j9SG6qR+eo9+GkQidQzn2MCFHtIWRFgPv7K/fanthxa98MEemR3SnrpdDsE3b+tEOnAOZd6Mv0Dv63s+h0eAeYniM2VR6k5H/fuWX6Vb5oRhW/zrfeycllHMOjpEdu+09x94kLbK3OAb3kCPpVYguxw6mZWAw3fNo5ASoxo5Vf92CoTYLaojxXrTDeP3NlkuHHku21CqnfRtuG/4aZVOdm5faRZO77UeYFl5zZP0Su4rxobX6La6Fj9mqSP2IMIvDLGrqkje9akzSr19ZnxwJn6PDZ0pd8jaIlZ3eYlsn8jZEVl76ZvphQmupvkBOYc5yOjQhecY5U6rhuFu14xms7B7HaMhYMtdp6rx+5B6VK73t8tiTj+Bjv/yJWnHnBCbUVs6U3vZgVhMcxRiNXdsa8Rg5lquA8q0sYXB+y0X4jEJ9kWWpLKhpAcFh5IsRx3yVU+GTOea/pQ7VjhGVgslflJup2b4JeIXbVwrj23Qxrl9ej5641KnWob7EPY5qISmykeZ1SD8Q2VHhIjuyhZXGO3eM4Dx6e9wjjsYBAVDCZCMMr2AIKIn4wC2nzrlmYaAvPCO77TwzVBbUms2UWaFKk2TYdDvloFeqchJHuWcKG6NLih166n0mspOTUI22m9LdVi57MODsKFs8Sx57qMSvy1ZO2gYqGU45hX6WKGKw6jdlO+Sw2TxezFl23SoRmzKOJpmUU9WUOcp2CjhlL+1hSoZRSvf1jF0aq5B4SvgrmPPEVjE7WpT+ZI9d3r6YqWZKrRlGGcRpuyKFIwvHJWMkU2ne0mDKGU5Fv3BMScEmqDDajDnGAhDhDMc1/JYEM4F4wXGKZcFMR5ljwkhfU6hz0p9CexPHGx2Ota/ltkjnn4Gj3etxmeVKr3w8/6x9sRzOkeE0V1QnwON0iX6+RPrMca2jHqYnvxNG22tXfrFqCOdvfDOOw3EjjmS+cBjfN69fvtSOgLc127/k64eYyB6Bft0PL8PVFxl5IC52Ra0LdW3ph6pr9Hu5nX6UjxHmi4RjyZ465JitG16z8lddpdF5c+3qZascZ+88BRjWujLeX1oaY1c0yMjyLCtmQvs23Fa/xcQcfYbR7I4czLGYWnFcnH4fRpscHM8xwDQc21DjMMMpyHGMMVq/famayJ6afthQ3yh7qV4FqXJa/ev9MMnLsgvFRn96063mWN+YiyLXbt+kdjOPOXKxW7Xlyf55XGa50s7H/vTMHFP07hWgP9nr4jNKrjkV97LoUSP/I7AeNYrzYNt4TDBQNwN9b3YIyooJCGjs6Cdu83czxw7G1OmMBIG+SK7mvcKxkXsujq3uiCN5rK7Tcv016zmfm6OfHbdxDPVGnFY4Nu2jfujtG6XH3DohR38RWzmpnXUcvM8vGH+bNnLYXpEcceT0PIXF1G2YHqYkLxtw9M5F4/MzAPbbOQmzOI77BtNmSt2HmVotR/tyurgfOhKm9N9sw6RLf2ar62wJOLLjGGVBdfr3AUf93EXS32J8plK9fSKYM/aY/KI5xfGEj43Dld7zsjP6T3nn7NZy1NfDHhMWtvPlvS5X2vl45A2PmGPOL5ZbLfFPmnzXqTp/N29NTma+36I/4tJiml/7LE+PK4zfhgAsRutcVL+bSajTZoTRk5JOH+8njpCjFVVMPcIUffWL5pf8hsshnJQD/Y2sLRyxMlFHcjnuh+dYHowdpWI/N0d3jjZybDCb7EhxP8x1SYmTwhQHxOXfYX0ccox/WNjbnSJIg7EDfeJonx/RoajSZnKhtukX+bzkLmRZbMJmLUZkLeVXLspW6uI5QpuyrgAUk3EN/63HE/blOLWbZTKHndzrsyDpeFbtFq5vW10yx/r22dQ3j0lydjhbJvWwp2xxKI6YcJafBZF2++wEVY5TfhaiRurU0FYJSZ1K2KpwnHmHvYStZo4aI6sUZ2w52tDahBFHQfTvYcN2Z+xwgiP1DAnhFEc45Rq2O/OEExwVDkQprPeEazvNUVY+9rmOmXC8ex0us1xp52P2eT0marddgHUHocF32jQOCVqHxGOi1YK74GhWjbMsU8d1O4V6GKN3wNP3NWzfflGdgtqu4ah4ymRvMVVOF0OB7OA45u0+c6t/OGH2ZAb9QNAP14VQfrHjgGOxkec76ofiqM9TyzHVbOYYYfx5jAoD8mxCyd1B/nuRbTElC2rkLJUJP9CnGWn90CshFeNv6+pY1XbeCfEY66MlJ6T+jhAZo+0ThVEcdcRIfRuu3hoRjn7ZP8hC6nJZyEOcol+2KoyTBGoxrF8QVydDzTFhggyn7PQbzIQlyDBaHz6VUF+7NSIZPzXH2eTJUFlBWfdjZ/QvWf84C+qE2XGc8xaL4eiyoO4VpuQfyXlDpJ3IqRwTZo8jw3EuTtcE5HN8xjMus1xp5+OlL7xsjumo83zt6nMZwbBoHgjNPnq0KqF++thB+ACHh7ZwjNptwESlN0lF3x26AuLl6F++/jvfLsRs4DgqoVN1CMegrXau1mT7+vNi7pbjSPYhtt6KKZNwgPHO173QL9L9Lds4Jx2OgJkEZXWl3dro/wXIJSGD8XcKpuMkGUfBY6jFzIEcH8nSC3+1/NcxbcgumQyr0sfqFHV0BRxneEykf0sYbRAi28kwqjn6LKRtGvo2/DXiGIXI9jKcbsUIx7MAI2G80TV6xjucLHa+vNflSjsf9z14nzlmvTFqvjhktuq32eJchJgtWzMXwXGriN4qR6+97scaRgMY65x6/fa/fO9WXhe/ReY2329VXqcfw5WDi+Qocuo6ddXfnZzvgqNM3KN2EceevFVMoIudA8KuXcRR2njZRk5yLHixGHOrcJrIuTcsBbzrL1pFkdcxIkeSWQlmWXw2VRt+W7ZGeIzxYbvyNlzz9lf48FsqIbq1zzZzaXqeZTIhwmgw6VkR/SwGQHU7heWyttsZkrp9YccRDgObKVSiSDRmn/Vrjjabqs2C2sOUZzwC/WOOO+Nw1WyuiiOOStiu7sspH2HPOxzR/bjMcqVDbR94xBnzLD3zcfBbbSOMx2WM/gEK5KvepT00GK9L6kD212wYRruGyV/4yJ1RP0SWH/CjCUCLY7b6WcE6mFA+I3CJvR3jbjQyhUDHRqYvHf0kEM8xWgzL9QXvKIcctaJAf5EDJ/syOIoN3WUGeI6JwcEczbdKenC9NaG9q9ej01+uR+kMK0wlLdG2JpEclf8pjlRusnr7KDmAIc3MWbVsr6T/T0o/M5BSVdr+ToH+ktRM5Kxg6q0nTolsa9bnD8BLCbWtb8hlTCVENWF2xSg5RBdcQ32zAScJ4yWksFmkt7GK49Jg8ky6EwzkmmJMkK0SJP3ENRw4Y3aUOfIOcw6HBXKmVKRt3ONpgc5CusthtAvJ6grjWLK5lrfGCkaH8SbZ+s2yU2ay5wkpHHcpHBfoMF7Kb61dihyRbUN9k8SjnIW16AfjmLjTj2qTI9S+zpnjjuVNuzuZHMo1QwRMk30dyb0uV3rl4wvPPG+O6ZBQ2y2YQagtaVyn2F+LbgTVg598bygEM4bClIFW/SIr31jXN9DfYasnQvkw5Gh1UIQhWEN4maW+4zQ4imHdwRw78n3/QzvG39tz7eoajn39tAFzkRzNl+zss0V2B4MQQ33MARxj2b4dBRj17JNvtyLH3j5U/+9k25OOZhm83L+qzmKiENkJy7IB41Yv2lt/AjcYv1Q/uS2VZLHFcYzehrsV4/V7jm0/Wo52+8SH0Wb9QYjsvKxjmiRsAUed4KzLMQh/9RxnF0aLnDfEYmKOth+eYx140+oW8OrZdYbTCyz9if+LtpRRo1YREIeoNm3V37WBvjsws/0+0qUnIc2RA8wWjucpW0/taBLp6Xccz9UP/32E69mxx/cSOPpIl+g6is61d3KJ0USZhO18P5gC2XA27DiigQOgMdtsFKBCDgd8XzA0vO45sKNkKpXvy0TFtl20DRI5MD5E1wwrjDQBLtp5iUJtbRbUkoHVcfTtfMZT/cZa3Q8fojvD658KRvT7N8TKQ6Wa49myC7cvPMe6VZH6EWGaEF0fWosphQ0rji3G943ctlDC+BBd/bCscIwxluNZE/6bPyOF2pbsipdUrvS2y+ve9Bg+8WufKsd84jKcAmi2HKQOgN9SGWL85578nj69umK2c7LonGaQ1dVjspAC/QynekAbbXsMVj8oc6r6USIgDUctZoTxKqm2CV3iyG69fkTHkZ4ORmc4Lf0AagLMCKNleV0jTGSj/D8ecGxkXyDHsjUzspEcauFyDetbg63+orpcj2gAlJf8DcYXte0RcqQY423d+Ch5MCfq6Ved0rYe3frmtrbt41s/VdR7w27VVCepYqZJb5UgZVjlACM6gHSi87aDgNILytJ9nq6DjCkXBOedqpSFlLIxJ9itmlSbQ3wzZjfprZL0Wz9lD0U5KUeZ45w5ShbWmar+HQOgCTPnqLjSD8JiMGkyL1lAc4hs2oZIMTEMAlPG8JI4smyDID81QpgpZQoFLzia7HaKZGGdaZf0562phXJCNub8Er2chZST+yb9kGyqOe2Z2s5ZMHH6dEaUIwA5ZzjdVf2cOO5zP1KmVLKYvDUjGDlHS4mQAm5dh9peXHnpeff07vFxHGoL2FHUb6lE2y5S35PRw2xJRhZFqWTZ5DBl8cw5D+xwXk4jf2Mh9yHSfxDGOwxSx+7YZ1SNMOov+XojP+AQ6PccybdhVef6EXLsFXayVZ3hFLQzny+Y4xb9jT7fk412bPtRgmRXzrWSthET2drwpbZN03+yB3ZJPcBLteYTRI00mKBdvR3ItLHL9z6MlhqM32IR2RFGL+k3GMebzfaND6O1dauhvg1Hr39yL3+LOfrtkwW7Jvx2Dx/Gmx521Rx9GC2bMFpkXTZEljFh5jYLqcXEHHWor+jirv4ajtxy3BlMDS2uPyjvLK/iMsuVdj7uvHLHHNNupbuDX/5NucgMp+dxSC5KblS2OFEXqq/+JXcc1vUwXp6rs5gA1NNB6/qH7TXHkYkiJyjAhPa4II5F1oDjNqeIVjlG53oLx+H1sNbe9IPs1pB8ZP2XbFKyXt9UG1nmBkNNFJGO1gHhANOE4wYcF4WpdVa2x0iSMr8E7/W3b8xtnaIoRJYdZq/4pAUyu6UEoMW4aBQAsFs+wjEOP7X6W4x/fuV0UZlCkSNknB3P3NaIRANpjj5TarLRBo4bMGdss5ky4Oxv5VSOk+Go9cyYcLa8hsssV9r5eOj1D5tj9knHyhfubPiJKZyoNmCAeHA+F2ZFXzgJbBEctD1vkrMtnLwqGaV0xtMQx3biCkBNptSAh8WoDLA9rqNJcQW7ytG37X0O9DYOwAVyHLYV/d7WoV67AhJxDP2cNY7Szsij5jpqdHKLKW/adf/shE99WV6/GUoqRjsgbJwA64CIM7BE+jUGPv+FcyI4Te46myhRu0JT3kar5CxOdvv2WyrPZhhdauVEHBvBLGUCts6MvEVW+pOyh9oVjzK5K/0+m2qZXNVqwuIwEo1Sn4VIbc4kRDdjTnmnHAXGzDuczjuVqXVKb59VDsacs6DWSyA5CSJ74Zwple2KR82mqjjCcVSYZUmYs/zyOc7X2eIwRDqbqeZY302T7J+Sly084cb0CC6zXOlnPm48ap0PLAx5C+PwWQ25ElefMQgwuo6BsoGuv9c6F5i3jxLSBW8wjM6zGn2O5Udmw6dTZ+QqIYVjZCOF6XJ0mN6EnAnLWKvNxvmzFlMmII2ZzoFBrKtwU7JCO436tpEjFAYZM9Qf2aPHocd3hWPTLuC4asepNpKgzIiDPvT2Dznqdqz6L0YRRRPaBtxiypt25X5V12NVpJU7Qt5AGVPfhpuOC0rJrphcmZ/VqDu9bMJxUyOFyQrFyqUfMgWWsFlZ1Leyy1K8w4g6AtcQ3fxMx5S/IZJnBhbsSohq6kfBoGLqsn/6pS7PS5iwWXWzF4yEzWYb7dQNkJ524PoW3ey0TJiTdhLrcA2/zQ+V7mjO14OsFHB90y2SYyLPXSTMzmDSMyYJc0TSbgfmylFjjqfcjneYARxhXzjOOSvpjWkudpwZ2JHozxjkt+FCnjuZMGHGLo/pBcOVo1wUmqMvRMCC46b+XpYrvfLx4qt74NatckzHx+oXGseNdGHxYRV+tAIhk7r5Na0GjW47bMBwzNnLGXAsg170DIsMhrq9hnT1H4rpcUQl4Ad/1w8rx8kI7TjCUIuJ2qljmfRijsHnu+bY4bOF4wCzhaPxA87Tj/PoN8fUx1TEpXDUk3qXo25mbgcy9TEGAcaHzW7BMNScc5Cc83CkSHZzW7WYdiiIt288ptkGAlyIKpptGKDN8Oq3QSLZYabWAMMeg3b7ZHYc93zk+mFf0JcwO4exYcTMCcNOzllO+V762nCshTk5eq/uX2i/vIflSjsfxzeOsXvD60APP4T0BHcwqQLjCTNyQLwMf6eGcgZEF8sr/PHam7QH+v0WQ/nBpjGBjvj9NwP9mzh2+HrMmr14ZKSVtvq70aTkJq3QRljHnIdj5DSEsnsT66EcR2XT9bjy3Rb9K/0YG3KAOAdHIym8rcjCuxyjidxizIQxcADayd9hOPPqDEM9/YZLD8NjjrofnqM3v37GI8nz2ykZo/uHGGNDdFsMINswlXuUqdWHtqb3wFjZezdxM9eHXAVzxrs0wWuOJrQ1hfp6zBkfQb94Y7/sUqZW1Y/0Arnabs87nC06U2mLmXmH0wAzY2qujT2nbaQd3cBlliu97fLo6x4EEWH36CPghx8Gzk5RQm3laiL0w2iL+87Abqo/dKUdA91wXLMKon4GTGzbuJBawYgDULdgHJ9CUevXA2fiSJkjK4zvh8Wk/1X9aH/hMye31XMnh5Fito9UNdel6B4GWn9Z5ea2TYNxnEKO6ouRflTzs8KQFlHsaMUa/Rs5GrMO9EuJs8lu5Ojt0eHY/JJu7Bjrr5gkeNSPrv5y7XOMybi75TjOgqpkk711G466z1lOvWSj+9rxhkSB5MykU1UUYqAznMqWDNvhpXymIodcP2RY8Rz9bS21qX06shxlk031HyjZSyXjKiFNyks5typTabarbN94jDwbAs7xHeQwmWOKTslZUHO0rMiWrREJbSUwjqa0sTTncy8hqjNV2UcZPXMSWMJoczZRIGdBJclmWrOgSqgvuGY8PcNR7seCI0Juky669IRISo0OVMySk60R6hbTWcYAC46QMKdMKowX+eV0U3nWrQQ9M3Bz9xgus1zplY/nn7tdPtNEh2U47YTaksfpEv2i96Gu4VOIASfVJPzB0nAM9CsMOQxpsRoT6Y84dEOWNZwCG1VMRZJt5zFs/xbZq5hO8ZhVjrWeHKbYkQOMru9x7BH1cshxHnCEw9wNR6s0bte9RlbsuOVc23p7rcSYlb6tcdTOjdYXcGxud92mUzda4RBd5AxaVxXIYHSdx0Qvf2McgpHjANNwbPXXUF9d5/Sb/te6BlNOeZpqxxwTpr6Nt2IajgHGc4wynHqOUajvOMNoxrDXPwUcpwZjw2glFbxuZ9+YG4XxVneo8nz5etvl4sr+rPPGJl8uM4z1vOWy9R1YGnYywXH9ZyZAjVHHAMbZXIs87mO0rN6Eazhy+UfgRvZQbg8TTFhdjqOi9TG6+kM7XiLHLee6mZQZ7bn2fQwxHcdzC6a8WQ0AU3yt+YgZh/Evo2OGfTmcYHxf9WXFADuOZTl+0ZdkDaOtGHIRM3DbGamddi6Y0ciJMHpRteh3jhIDJZ27YPSL34Rjk001CNHVuppbz2PyP4m80Rx9ptSEsxz1i98SJshUurQhsuaFbYwSnWP1u9BWtBifhXQJ9J/xBo5uO0lnaq0cfTbTFqNtnSJ1OtGg96hcaefjsdc/1Fb6nyvR4Br/pGkx0UrDSFZvIG84RfrW2nTkev3nDqNdb2N+lWeMnxTNUrVgvCMhvzz1m1UbU1MzwflwTwomwSYklNuJu7z6z496un++H/4zYkyXo+MQ/o306H7cI47xtRXod9+314NWmHX1zrW2eYihpq7th8OE57PFNCsyFOgS2VwhIcb2FvK22wKRfCCLOtarLTIBcyf8Nv+TbMf+mQqdy4NIQmT17WcxsiIiGM6YBTrcVq0SKD4lNTrqpLg42U34q3yGDE9VNpR+e0mk1Yb9QobjbPQnp6E8aJnbzZzTniuO5e27CrNf6urFwvXNskvmOOcQ4cXon3LocpaDHc64hruKA7JXdlzym261/j2kDtlJmVzYbA2/rRxTGG1KHiYcd0b2kvXPshKE9IDrPieFu2/3OC6zXGnn4+z0rK087+QblWjbxbvu58F4Tlz+l9TK4WhSKJ8j/Q6zytGKIfl/MCm6ReeCJ/kQYYhsncKUiYhcu7JSoezhMZ6TTBQjTK4wTkHPzr3JfgWzrr+WVQ7us7fj3XIc6g/4+H6Qt3+5JquDVzB6MvdtvONAyUkkUOusFOUVUxyBwGYoE36d0Fv9DqNZDjgaS+r+ZzmkMWYbxF2RWX+bcVSvXGRMmaSsfr2kL++MMfp99szitEDJddlDzSqA6BllQRWOE+pPE8WbXbuyNaH6UUydJm+dzZVznda/QL8MTzA130Vp12D0S+zqVkVdIaqyq/4JnMNmtf7ZZCGdckisdtx0FEvdTtE5QUSOxegX3cnxLuDo9U/5gdi09UIEnC7XKx8XVl56cUPGNkI7+TbOQDAtjByGdu2wdXBYbp91jOHAwbFMlHrw0xz1wBhkdGza1dGkj/H1ilI9jqbTFUyvSTTAn4djry6U7TiNbO04DjF3wxG9c72hH+fl6P56x6mLGfW1TMJjzF3Z8TyY1XPNga3V/v5B+qnNXtoMBdTU6b/RNoxRpSdBl6kT8InKxDmw+hcnO3oOZCSnp1/fwoLx2UQ54gj7F7AJz1K/Wo5NiGzAcRRGWzE2jJaBTWG8XrYPx92qv5cF1WJ8iG7L0fIl3FlewmWWK+183P/grXWQnLVDy1obveXQw4oDolcaeg6IXrHQg6KCN5NCV6/76z9rQZH+SJeXsbVs2T6KygaOoVzGYXydjSP1ej4yGLKYkbwRx8jW7bnuyLwAjs0EzGifzdDtOphmhYJdTzp92MwR7rtDdTHQbJU09qewrX1ZZcyx0Z/1hdlU5ZjzRG7q9ApB3E5vVWj91ilIjsWyjDAoWzVal5/w2rfv1i2XUgebKVW2c/wDo35bZl7sMyWy+lHMWDjaB1abt+iizcI6q9WNwzA1m6ps+ehnQcRJ0as5M9tspoDPZoqyAmL0m5WbpH+PLZid4zi1z6sgPR8y84Qb0wO4zHKlQ21D56OuI0oFmlcJy13dCaOlAnGygl/6pPSlsLT4p73+MdVwdPqljtTKBgMljLbI8bK0egFQgNGEigx9nPWrPjMjyIzp7Rhgov5GxXNv4Bwfet4+e6jHMdq3A3f0N6ZUmKjrDW9NedQ3Mb+WHWQYXbfR+Tk2VaNMrfJZMHJ9ktKv6pqeBNfpZo4ap2/N0l994nj8xlwlfM3WDO2AcJdj1e9I546lZqSaBZlSKXGsES81U2kxEKUJp2YVqFlQ5W23qZ2asJlVyG7FSIbVJcuuWVBlIltKGG3BZP3CA1iaTKnyNtpEO2MgcpJ+QgqjZeT3l3DVJXZkoIToiq4aaiu2XHAUZWHl1I+0KrDgKKcT9ZiUqTRjyGIo24SBnBl1yROrxewmzo7LLsnJ88FCVHKWSvjtLNlUcxivYIAFx1m/DhHeMQqGseAYFgMwjrBAwphnN/ARAbtLdj6u9MrH55+93VZuCbWVwmqAUD816nDkfgVFcnw4bFTWtn164cA9vhoThc2adTdb13cBfF8DXgyL6elbwyDABBNyS9HbLdLT06+a6J+VI52mTYBRnw0VP6ETYk4j/Vv60eMT8e5wNF929HfbrXBsj+lcdiy1A44GfxCG2r6ucDQsu3ZUXlLUP33LGIx6PsrfMoEddR03HCnE9MN4U53fBpG6Mca/1Mw/v5Iw/i227RZPfcZDOIrzFMkZcgxkz8sGzAaOMzxHb8ep2XbhgGO7fTOZTKlpRaPNgrp3HOfgXOvzvzBw++xFXGa50s6HXyw4d5GrG9BnbzD4fBGXxtloR7AysEWTi5axOANEg7JveCGYiNR6aSYO7ohpbDTCdJQ5PT1M6AAc4oiMsB4TTbSMGn4K2K2SkZ6D7LidY/daW7Gjd46byJ/A1ibUtncva73FRoEjzighskCaFDY5PpEeX5q2rbX98NQL49WTmw61FQzDh/a22zDauRCMffFchEGDicJvGVAvcJPJ1W8VuG0Yrlslph9Gtt+WSRxnWP32YdXcrsFkWQbThsjuvf5BiKxg9tzmMREHRNrNKhIGSHJO+aiebk6hs2esspky4QRHVn/+t4BwiqNLz+ZwpbddHn/Dw/jEhz9rfxFHWxq9ZGH6l73edmGVmVMPemsvf2P09d0Nx0LFrnI0L6iDpYK8nSJbQzX9fF2OBcNhUAXIrzjZltEUBSd1xY6KLrvxNMAYPWs3R2O3to3fXUJuwqpSduGKjYQC6XM94Oj7PsJE+gOO1Y4d/aWDvX44rMfI5Ed14mYvV7cPVqJ8P7ZwjOxYsrAeaMcS7yp9EzmeI6t2mrS/XvR97TCUtw6afuQBPfGXcHDVeW9Hp9Ncwp3+yxVJ6gbSO8d6UiSorKh5fPIZRtMqhDKKjAXCRSJ9lIeUwnYzJh+nDYAUOk+Z46JstJvUlgsDlF+Qt5S+csKIWYrNJdQ3fbPLHGeuYwhx3nYQDFsMkLOgynaO2mKaqWJ2lCJhBCNbQzNVjkdU+SQ5gtll4y9F/z5zK9s3OeNq2RoiyhlHAeIFE6ntFF7UxspUMpXuJomEkbxECXOKo2z79KK/OTtXE+d4IwZO6ThxVi+nk1WZ+69DbS+uvPTCq+lDs6TPLdgMENRO6up71vXlc0duFDmjYdGKiseMePvvM6ZMAo3TUumWb4hKnT8O2LsPTji7rz1lZtf/QJbHLBbjV2aMnlX97nuqf0wbdsdBOPCoH1s46vrG1tweN/3QfQntGMhewyiOQ/2+bmDHLRzNsZd1gB0bS/LKuTbt1jjmluKAqP96HNlzGtqRVBsHcbKb8FNu21kMlNOV2xj1BJhtgCrX1gUYWIyE0Ub69TaEDpEV2R4TZS9leDktR4/xchhtiG4b6juBeWo4Luzl6GmUEGUYnZt+tKG+e2fbRVKhk8bsjP6F6xZP4YMji8mhtlLkuRP90CwAvLp/BZdZrrTzceeVE7g7A+bu3+KU9Mp516iiQdTr9wNNhAnbqb/1p41rt6GPm5wo97X6f2+A9ZNbGej9hOcwBMSJorzsLQP8ltPWcKRWb8SxhzEcg+96dXdhRwBNps5uhMp59I8w/rsDznW4FbKWBTXsB7njtmy2o8Fw/J3Piqo4hrdej2MzPFGTzVTLrBg/wQ9ufW0/d8v4bRg0k3uMmR1Hhg+RbTFAG347u35IPguNiTKlRm+jZYdpZAcc9+wxbRjv7DDywjpt+8Vtw6BxQNpMrQDhdNlZ2eoZkxADgBtMekFdwzFwUkufMOGUT3CZ5Uo7Hw8//mD6YM9wqih3tGsU/YSIRq+tjkroLKDNzOjxDtM4IN0RJpI1wET150zE1vxyDwa9ZiUlmIQi/4C0PVhRZI3Rd5X7BR59jo6j0ptwIo66HyHHju7R50DvFjs27QOOCDhu+Rw9U7FWtp5r74DIbkqYBdXJs06Am9wDjo3+SGbUojnXndUPN7mtcyQ7POl2WpbGLIIhwE+eqs3abc25fykEV8ux2UzlORDrONiHJcVpkOc1lhBjQ2SXBZAsrNrBWUpIrprIVTuwcgA0Z7i6fFwdlfR5r/SLk2DDVqeSdl042qyoMJlKa4bTyehPGUbTNlO1R824iszxlHfQCcf22OGUJeFYevHdCR+Z50MW1DDeJV+P+yzHcETluHBy0vZ5Fei+3cPtBXIPy5V+5mOK9pzNXSiVh61ilB9HWpYM5Kauc8drTtHXXm5WGs0ThxeyeiMO3iyM9nmWjulGlo3Eyoemu8oGnDnKxCU3KilhnDka2SEGbemdB3TOddROc1zR7zGAk+PDgTt8G9sGdqzXZRV4sP4OJjqPq7dSeK5ru9pXMgSLHeX8+zBeQzh/nkpL5Cc0Wo7Gjuo5jlE/OvcMiTBGkqOeA9E9Kc5UwbgzyaT6oUJti271xtqm84C8Qdi/k0DOox7+miwDwhFACZHN+uWX9kTy5lzBMKYcoiqToTwrkXyyhCE4DGqIsMhhdbPLMytE0i6dn8lhgPr8hjgW8qZZKP1HVPXPTAVDJKspXN50y0B+V2zSR+ZZkKXqF0xuV0OEBSPOF+PGpJ6zYOAo5UbN/UjPcAjHFLI7lVBbeTYkcVwyZoeZd2lTJV8Q+nkR0T/zBMKSZCnHylw5lCRfZrnwlY/9fo+/83f+Dt75znfivvvuw7ve9S78/b//97EsvZ/696688NzLbeVaWGtYN3IguELY1XnM1rIlZHTLtk/vp47hmhWwwwBtXW8Vp6t/5bgnh4EwvNhjzsOR1b8epstRTYR+Ut/MsaNrxDF0UMd/L41jB0Pq891xpFWOxjzn6cfob69uC6ajnw/i6J+7qN9Fy+f9oafNVCqfV28ZhwlDbX0W1Ajjtgba4XKcBbVgQK4u4ugxksuj1sXhuOv656XNcMqNrigLqg13brOQthz9dkrEsbVHmwVVXL/eAvnChJcuOdT2wlc+vu/7vg///J//c3zwgx/E+973PvzMz/wM/vyf//N45JFH8Jf/8l++aHXDcuPWMVZXH4BtGFeIOUU/SHv/U/QQHfeIY3+tNTgm9bfXRn4G91YAzsUR9id0+dzxBgrHwXdDjp22Xr8qZm7Mss2KwCEct+hy30Vzc5ERtWNXd6h+hwn1j+wZTcpRO/moHiiWvFOWY9cCB3Fs+hYUQo708AL1Q89lZQFdOxoBHQzn/5GRE7STibXIyI6588+1HUukjV4lyX0jg6ly4lu3ttFyFpZEYhWXtiS4HosuM3ECslmRtkYqRlZJFk6rKxWDEtlT9EMeKwVq0jIYzCxy1AQM1a6LWaz+mSRaRXOc0sqJcAwwc8ZQ1nW2EI5IVi4S5ox32NGMSZyNvLqhOe4Z2BmOE8CL6f+epvSmFjlXSNs+kvc0hQPvMNFSMKlt2o5ZQDiebkYXwD0rF+58/PiP/zj+6B/9o/jDf/gPAwDe8Y534Id/+IfxMz/zMxetarU8/MBRe9/7u4w5zB4KAOYMBUlDSvhpwTi55O7qZt0TncHbc0Sw7eE5Wky5572sSLce2RjAxFYuYDn2+rG2NdPl6DFOVxmcFSffZitHg1Gfe/pzncwL+lw3/EecerqCY2N6NUnrRYCoH42qKbCx5+jlEGyIanAr9PT7+qgfTRGO6pw2+sukDHc9uP5v4LjNjpQPuXAs3xc7KuUdO9ZMqXXiwCY7unaqY6zsQaoRKY6CSc5FMlZxqCAPHYpDoXor9m9u/dpXuwJRUTsJ42UZcqpRuGDSpCjnNYWJKkwZQvOve1ZZUCFbYsnpoRzuCpY4lSpnWZSc3P+UYVS2U5J+2WIRDMA4msRxQOaT9C8ljJtL+OvMu8xnMRheGEeUztvMu5RNNNs7back3FFhdqQ4cn57LmeOaWtmVv1IHCfMYjPoLKhJ/zHVbKoz51fiMUqIrr0f0zVx3+4RXGa58G2X3/f7fh/+83/+z/iN3/gNAMAv/MIv4Ed/9Efxh/7QHwrxJycnuH37tvl3UeXzH/k0sCxgVpaOtl2in4fNL2e2OBWOW8bGLXKiLRVV5/2Qrn49ShhMI9zWrXF0fKx8zTFwNKI13MixyhhWFCM9PY40wo04hpiOfj+hktfNxSmReSKUvcqxU9h93+jvy/aYgzgqTMTP1Gk5fgKO9Pf0dTjGbajph/88bHeQHdX907GR6d0apqOruSX9hWk8pdo7VrKbW489pn2JGTcYqs5LyLHqJ8ex6hc+1LRbPAYthuE5ekybhCuUU8JoK8ZzlLfRjjguG/QvZosjYerbaFF0eUwNkR1xnAxHjjg24c82CRlgo3jqeazXDgC88Dt92+Vv/s2/iRdffBHvfe97sdvtMM8zvud7vgd/6k/9qRD/gQ98AN/93d990TQAAPPpGebPPYfd618HHB2By2Xqytpj4OmJpPqr/TzbC4cWo7/8z+p3FDmtRWaMg0STw8Yivwuq/qCSYHUEHLsYr2xLGfW1wzHCeN+zHFPFhJxGGN/nAziGE7jvhxyO9De23sbxvPrL9efb9/p/Fxw3neuAY7mPaYTpyF3jyLDX40i2cSYqn3I7mH43d5/pLCv9JmGcqNPXNxNo0u2SnOj5eD1xgeq4mTAqIWHGzMzYTR4DENXVEmY0GNk+0ZhJr4YhY8jxzpwKhvR2CiCZWvU20J6R390i93jedin60/FuqrLTg6bykG2SNIOwc/pn5IdD85mZOXHcCSaHuhZMvh5mJrfFMuFoWgzHPRN2iqP0w3DMWyzy+/Ns2eF4Wmo7Jpxhh2Oa7TWS76U977Dw5T6XeeErH//23/5b/Jt/82/wQz/0Q/i5n/s5fPCDH8Q//sf/GB/84AdD/Hd913fhxRdfLP8+8YlPXBiXx558FNjvMT/zWcyf/zz4lVfdTQPtstu66Jhhn7bSOBncfIl+RpjvW0zNEKgwDRfPMV2EiWPF+vDTVY4duuS+bzjq79sn0lrZPLJjJNfZKN3bbfjlCsfV8F9u+xr+Ym3CSloMUZalJ8WGY9DdgKMvqxzDyW4bx036RZ8OiY14ODlNiO4GjhEmOo/mX4djmo0VJuDYcN9wrtMoTnE4cKnLGG2jMLTW66HVOrn39fzBziYJM5WcIAmTnISlpIZvOcobcttkXoYBFkZ6N4rCSFiunsg1Rr/ZdoE4LVQwon/Job1LkTvVdOmocnxo7aL0AzZEVzA6bFZCffcKI2G8Sw45lsle3hAr+mfhlLeJZt7hdJlUFlHBTIbzPutfIBw1BmDYEFnpx36pYbspj4esuBAk1PZ02eXU84n/Ke9wljnNIJwtE854h4UJDx49hsssF77y8df/+l/H3/pbfwt/8k/+SQDAV3zFV+DjH/84PvCBD+Dbvu3bGvzNmzdx8+a9edDl5M5p+cyv3QHv9zh66EFxF/MXqG52bzWj9/Ci367wMsSNNxAZ9XRb/+ufCl7Ura62ZP3yZs0yiFEgR+tktM9hRBw9n5BjrShbtZEzwZWXePfN9154lLpeIJybhOGfzibeHvlDs8+dsb5flWNkx6CfGsI9jg7jL6sOhyZ9uC+hHbdx3KQfqo38iPf98O2a63E7R48hD/HODMUc7U99tKG+nrNMtlpYl6O6aDRHVufJ6TfKzQOiWj61wqh2ViZX0ifM31blXFO5OWmynZV7nxRHHeqb0MLRXsk1/LbWEXnZ8dt42WDECQEYsqIiGAJnD0scFaCG+gJpIqZso/KaiMI72ZFLqG3FJPNXjiJnUiG6nqPk3jguocbZ0cobLUTqGQ8lh3mHieaiX3zGyXDcZY5cdYHzCkfCLEtKs19lp+c+dmp8mnkHAuNIhdqa13LlcrKctZX3sFz4yserr76KyT2cudvtfltCbV95waaLpZ2KY45+7Xcm3bBs3XbprlTwOqboCvRt4qjk69WbNf0RZktpKKlBVcbCIlsgGzBRXUSt9120AtNgBjrIYkw3w+towKfLEW2J5KzZ4bx2PBTT4z0814P2nT4SELz8jc5nR8dxVc5d2XELxwCjbsVyO0Yvv+v0Q//oKDAnR2+pNLd+MxRR004PD3WFYx0ThdGyw7Shpe1Cahgi62SbJGGi34eomqRksf6I4z7oRxvG2z5j42VrTE+/5iwrNWdO9sJTeRlf4Yh1jt5er86Xm179wlc+/sgf+SP4nu/5HrztbW/D+973Pvz8z/88vv/7vx9/4S/8hYtWtVruf/h+c8yzc4Dkl4fcwOWnONYn97WVCI/Nf7UnbvUP5HL+36HPmTDcLzgZTdWvGkoXtOE4RRzJytqgz3etqeP8a8SsFqkfj/5YD9A9t1ljor4zrMOzpU9C3PCGCnjQduxwFF1+AvO/sAOMeS4lMmqP46F2XNMf6Y76EVGNOAZyyi2o9IX68566waz0I9atgP686joDzR+0nvA8Otmeo+hflBJ9svV5N33KfTeyqq66CmKfpdBy6nG+r6muZujQWs+xYLIuUvq8/vTis9QlyQya2nPTRmPS73Mu/WJmMKGE9sr2jX6xHmcnaaLKbM4a9DMdOmy3HCO1q9lLa9hsF8M1RDe9jTY9dyLPdCRHYsoYLhyh+pbkTGV1RZwLOP0zKgacspmeIT0/IqtQe6RQ2x3Jcx8T9iRRLlzkpFt+UXbLb8llwq2dnS/vdblw5+N//V//V/zdv/t38R3f8R149tln8eY3vxnf/u3fjr/39/7eRataLfc9eJ+tmOd8Y9nJrj5Imuv8IMUchtoaR0FPaj1MIL4Mqitt9HG64dnW634YWU5+wNFkE83/87tHZm26VHr9bT/ssivCbYdGv6PMHY6t3YKGWpizkfY1LQYWE8mmc3DscR7ol7riM8qYdODWSOVYKw/h2Jj1wCyoXX1BKRxZmcfO49UgRaiykfDZyNGzbGwk51r0i2NhDN+IsYRkwtEcO/0oCnOdDqOtndEXYHzX2IgP1l/VUu5fAlIQZiNHMpxW+6fOVWeqZhj1+qujo6be7N0RLX0MJB9qzgIKWQHhfFop4xJGOMoKQAn1JeQw1SWFv2b9aSio+ufc/12WLSsnEsYqGMaSJ029ksLlxccpcVgrJ71pllFfcpfffAuCPPgKLDiaJEQ29WNHCyauGMaCHSVLSZKylOEUeTtlSrKpWm8RTD71kgVVny8i4Hhy8+U9LhfufDz00EP4gR/4AfzAD/zARYs+uDz/mefNMR0fW8cDQHHx157B6K10GAdk7DSEhTr6PKZXvH7d3rcjbOMYThDUmZicA6b1Rv3oTT6jlaQyGXlnr6XoVTXYroOJOuavYEL94nyOMJGui+K4cpkZHQdwLCVqN+AYYpx+M3ev9XXIMUta4xj1X37WHnyunf6yqjjgyIwyAxxgR5Upu69fPDWHqbeMTTBmVBXMhLTyycNhpZUdYBrZNUKmtqmrM4JZmLFTMiR9uZczTVU2B7IXprKaoGXTEDNh4TRJFwxqpIlgZpZnLKo5vB0XMHZKdssxYSaMOc752ZAqJ3E0/QA5OQmzUxxbTDUy50vnhdMXcZnlSr9YjnaX3D1GGsx4DXge2VZoONfou2D0/ZbS68dIBm/AbCms/vUKrWNC30RvggYY/d0Qs7UojuTruxwdj57cgRyje+18aI49vKqLOG62o5ft+xroLu2G54MsR7kXR/p1X0v9+tnu9lXfM6Edaf3leI3c2i/23L1+85dCmfW5gJ5KCqNhrH4rW14812Bc0S+nq7ItjllH3mTZTpaE0Vr9bY4Q+/ZbGwkTYRJHajjOTr9Emmg5IltznBv9NkcIw/YtRfm0mDPeGdlJjtW/h9VfXtin+rE3wchSn87JjAmTf9HPPS5X+sVyj7/xUTz9q58sx3x6Gmy78PkynGqMfBaMDCoT7M8DRMf5f2uY4CcFAel5iaK/YohVNsLRqk6or7jZcT+K3MAWmvPK1gwpiDmYfN/1Xz3DOD6aU673zzmYJmpS0tvzNK1j4hfUaYUtFxC62UPXOPpfykOOcG2UfvPX90M7IHDnxuuP7Oj6Ecr2bYJ+RBxNO21Hc+7VCoBQZtdO2miOXq8oGJzrRr8eKzx/Y0eqGGw71/qC0atAxpmaVKOilzKlVEEKw4o/OTuWsF3RCduOSDB2jGGNyQz1cyc6goWK3nRxcT4p0ySTP9dhUbKHCkb0OQwgWVCRz3V2ijh9U7KiIqUgkO2bRZ2A3aReDseAZFid1XmbJtniyBjIRkqqA/LqTX5+RDBgyhsyDPDSYMCMidQL7IpFU46OJGfBboLph2R4nSnlWwEYx0TZAZJtxLR9M1PKeKplIzsyDx49isssV3rl4/YXXrIV4bYL3Agm9e1k3+AizJqcaItD/41kycjkB1oqORjjfiwdjhrG0njA0ZXybdPdSHYLkXo9tq5z9PopxnADNHOnyPcqDaYMWOqYYowVopy/iLviaPlEHAN97vuDOTKMEoowW/Vv6Udoo76tSWG8HoNxdrQcnSUP5agdEEF1+mFQBZNruvd1nyNJu959U1HtLer1K45SV4cwy9EPGwYDauoaOUE7LhytDMFIpk4yHKdGtl11yZiAj8bYl6hRqbOYqWQ41X31HKNMqYvvR2MjyzHG7FBXL7Kj4DKVLo4j5zrLcQLnLKjajp7j7LKwSjttv9v7V3GZ5Uo7HyevnppjCnNFUDzZ+rVG/devFACrE/awyM/VcNDhFhPhgkJEcRIo1DrzuQyYG5wow1E5BD2OjR3RTIZFgh64/QQbcfR922KfyJn07TXH6DvNUUYbs65tOYa6RnWhHe+Co8bLdzoALJqIz8mRtGxz3lY4an7R+dSYSE75bCf3LkdvR1dHoLYfGzh6XV2Okf5eu1G/G1sHDpBLQMa9LR3oOkJdQeljdDhuPHRSM4QC7dtwF7Plkzi2Q0fr8PhtH1bbIIKZVYis/L7xidNajK0DUpI0z9G/WXZx+rdggJT0a41ji2lDdPfc2rF50606V2c84XSx8+W9Llfa+Xj4dQ+ZYz7bByh1BkpVePfEGH08cmLWSjhAeR0aF3wX6PaTQPyLXB0wNvUjktO0Er69jKcd3qGL6CegYMtl0x56o7+MaP12o4muy5FDjgd/1nJHfToXR9QoEu+EaMwGjvHEjfGEuZFjITA410WXmYTdlRTo7V+zWnawIhHZMagPdXuOSjbJcS+3B1C2KladE3YY2U5xz0tEDoidoLIDUnJJpL/WcbD9SJN/dQokM6fthzybkLtcwnHJOCGSWZSVrsVNuPLcCRecZEq1qyCS8VQ46kylS4hBk/GUaDKZUoXjjFZOD1M512ymYICRMo7WlYqY415yexSOE/b5WRCx4x6ksrCm1Y9TThlPxZ5St/CEB3Z2vrzX5Uo/8xGvdLjCHIfRXkTRA6fWB3Qm+APl9hweV2Rg5rxeq1vwFo6MMIzXyHF1rL+gAKCrPYcORyNbHCtSHv+k+hqRCviH+rdigjrLMR+LGTNHIzsy3OAZgyJnix19Ce2oOIrdRqG+vX509Bdd+jo4hx1NJVQ/2H3d9KOuyennAbTe5joOrllSobVsPLLacGSjKtzJ1qG+DIB4XRfk1nd3W3ivKYw4AOqEleyl+bg01deX6RgBOUS1PiuiwnFVP4QjK456G6NG31CRI05CfR6kZi/lbA95ViMt7CaMhJYWB0HpSo5QemNsxRBIZTgtcmCzoAI1w2lySlSob8aQkq2fxRhhmHNOkKIrvW1WwoElbNZnOBWORRenTzq0Nj1TsxT9ErYr/Zh5l97sq0qJdrrEcqVXPl549kVzTMcdX8uvcGzZUokwvVWOLSsn5y3R0n40gqzpzfUyoLey+fyctVk9RwTHXY7BZ9//qOmQNhmM7X8sZwvGcPO8Bxy3y97AsVfWdG2xo2/Xk7PG0U+YX2Qcy+cBx6HsLRw1zv0tqy7Bd/XSJ+vchboCOfC3NQWyK6bUNdsw7fZJj2N5bjM7GatyAo7RQuriOKrXW3Vlc9CPWTlVDJR3voz0s9Jf5Li+aUzdGmmzoG7K5mpWfBBG0TRbLPLPXR9VD/DimXtG8h6XK+183LzfvjOGo4T26Qvg0Df69c7iVvwhbQ9pH01+W4s4INGv0NEW1BZ90WQCtEvsqxw1qY7+0YDvvqMAs4Xjlsl9uLoVydHf9WzRsddmjl5/Z8Wh0bXCsXESepM6LMbbOvq8BbONI7XfpRnG9mNFT9ka6enXmN657LZvORKT3RZT7cxE7vk2OtzJDrdcqJHd3tZkHJCyhbB4jJOjJtdCgf0kbTE6HLc3SddQW7s0JpHPol9eTmcwTAbjQ2SRJ3dZrQBqOnPNMQr19Vss8+JDe1Oq9EXacQrjnR1GOxfMMFtOUs6WXQr3zfpnnnDGOrQ2raTYEN2MXdJ3N6YbuMxypbddHnm928M6O0tLfUC0rghArsDJ1ve2ZrZsezDUyqcb8XvtfX2k30/CHiN6tSzGehbU4oDIDW8dEo760ZPtOS4AdqRXfdPKYP7LPTkNx6Dv+lgwHNRFWVhzX1hh1jm26i2n/L9eeLKq8+GWYfiplx2kRR9yhMPrdupyLGrI6fe8o354XXprhjtzIAV2DM51iaIt13WgcBPHfF1Lhc4eKvbIsrQdGzms5PR0lSV1hdnAsenYlHgbOa6Q2fZg09zq8piqq+wUNLHfSoziWO/kun3DbBNZiZU0R/bkeMr66zbMkmdbHUarMSWMFpKUi8op5KXqT+cx6dqRchC4bkMkTqlyN2UHJJ24xDtP+EvGTFBOCkva87otAk6htk1ob9Y/5+tYssLO2GFObkHWj7QtwlBbLLsi+2gnWVDruSWkzKUSarujtEF1xikbm8S2VI7q2sgOyQNHl/vMx5Ve+fiCy3CK4+M8QPtJku0xERrnpFnpsG0LupHlSG3ZwomK/wniB7Kt2z7RT5kBRwJyX6lc5HGjDRwVpmnNzoYDjqTaNCA9Xkbm4KA+95ccZswRVleXY0Cic5oi/ZFsr/8gjlGJMFH/O+1KISdnwBEBxuuPijmva+d6yFF5fJ5P/lvsP7Q1Da5HjaGDOcJxbOR0b2vtLfR0eUzurZuUtHzzjeHYht/ahVKPUfqKM0KQ6UhjWjlTWQkpGHhMGyIr32uM3dJIsvX2SRtpk/U7jrEcl4QMHpPa+TDehqNrt/gwWia3xdThGOj35+qF0+ttlwsri3uRXHlAy2++nTdMVl/1fsIU9/q8RclsJ8FzyBU+5+XYGaD7A3NH7jLABINql6PjEDkKRd8axpw/b6OB3h6mI588cJMd3QSojw/kSB35XTkdjk0W1AgT6fdyGU2UTcNxy+V5gRxD7CgcOarrYZz+keNT/1FrI++AOI6yzN/ob/oRYEp7JccPGQGGXYisdxyY4aJs0BRGHGq7bNBvMABS1AcZzNzIsVs6zHDbMoA4ErpdFEY7O0w5fWVYqW+j1Rxnx3Hv+984DsDZvDOnHzkfiO5HiaDRHOFtW3u5B2FuHkO9t+VKOx+Pv+kxc8x52yUdoD+wNZNidKewvcqQnBvy+C2OQm8SVqX5Jb2Jo5PFQLPGvpWjtG+f5LLfjzgCsnoKt2nrOAY6nCyiYMFGn1ugvPTUnKNogmn6QC2msWPQ3snawnF1ws9/u6sSB3JsJvdRPwYcy+Q+eN17xDHU7ybG5hxFvw0chlhx0uf6HBy9Y0AEm6490k9YdWaIyT4LovUNQmvLioQO//XPlGQ7NmG0Wqa2ddHvr3WCD/8VB4SDh0Fr29SOTU4MPbHmH3/cyQmCimGesuMgspJzMS811JR5gn0epGKKbNSw2bpykLc9Opi0nTOZEF15pmNZJDFaStI1q+dMxAGZF0INtU2Y+jxIckDOlvrshWzfLIpjSd+uOM6oUTJEhP1ylJyQ3E7CeOVFcpQzpe6XGpK7cA2/XfJlsM91zISHjx5pL717WK608/HaK3dsxTS1GU7lDG8pHtfZvrHL5QHGT6rDp/4qzsj1k02Xo/scOTqhTQLZIqYMVLof9m93KdpPhGzQsf6Io8iQ1hljbJTrDQbKKQlUl0a6Hz0HoTfZO8wWjs3nzkRpTmc0eY44IgkYXkeuHyP5on+Uh4Qi+/f0q4l09VrvOCQ9XZs5BjLNedSTfYCz936PY2cbZsCxPPegbFHkaJ6aCwmJACPHBqMdEaUP+tj+CjcUC8cJUJOpyDVbCtmh6Q+PqV3dPiFV12I0x8U7QLBOQq1rMVr2skyqnyKjzYLaZCHlKMMoGTk2QsVnQU165qWVsyj9Sc5OrczE/UiO0mQ55vfc6lnlzhzlwbp35Uo7H6++YNPF0m7XggjB5B+MGv7XfIOJJ8duUY7KcKWgy8kOKKGcrZT8oOd/nQ/bcnGMGnm9QU8X99CqmexHk3I4QHfsGOnv8An1686dh+NG56LI7nH0E0zEUcvxv6aj9k5X2Leo/Xk4Osx57dht52WP+MjkNVgV2X4eWznbOCpnYmTr1XMd98PeDuoZhK3Xoyjzt5U69rdctCBbJ/MW07SHx7QZTqOX2DVRMw1H75RYXWXVocGMM6WKfs9pXtrnV3zYrN8qiWT7SBf9oOmI497bQzlA3v7MSc/L82u4zHKlnY8HHr3fHPMS7GnJmTV1/k70bTjAdNqMRB3igIR3tZVPzfcr/YAbpOWvj2IJ9Ld+Ddcthdxui+8TbUNEKxctx47AkR2dvYYOiNYfTAIHczQj3Yr+DRxN8f3SnM4x4XSzh0YTo8ascPTbIkNna2RHbjlGpcnmGvVD/7pntNtCkV1Fhp7wiRr7rHJkxGG7o3bdc93qB6NuceSsl02/Int4XW6rxK/AsDuvslVRtnAgPPxzIGQ55jpzqzCwLFOzmqEf2ytbIy6M1jtHZYtF6dI7UMsisttnOkS2xxSOeYtF6y9bHtk2PlMqULdKNMfy9l0k3ftlKnVggHnqZEq1HD1mv+zylo+yG4B9zqh6/87Ol/e6XOlQ21suzwfmBc1bbcFA9Cphvx2yFhLLiENNdWrKQdE/ZtKVSaqSx1lY5U6ZyMqJOAb9IIWp+uHatTqbsYyo6QcpOczoZO90+p06Djn2gPrY29HqJ9VV0873A/Y09jk6jAd27NhgpqAbAcb0oyNfOyBMMabh40xWJu7cnoH2PGoMRufayaHWjqHDEXD2HJvKwI5xP9TETRye69V+ANYByQYZcsyfteNQQoBJ4Y0dldLmXCs5pDBqAm7e6B05yOakKKMZjqSSBnIdC1Qfy5ZJufBSuzq8sMJA9Uk/mi2rqrK6oYAk90YKURVM6mflKJhJY4Cc4ZSUL8XYwWK0rUU/lX6UT0Vf2hbRb8zNz4mgZmqVFZAdbBZSMONIYUS2hPFKaLHOZgqkx01TPyg/z8I4yrK1YzPl8Ns9tzcmEXCDbjb197Jc6ZWPLzzzgjmm8K225eqsRQ6j9UHdzjgnAUZG194I1iv+ITDRr+Vvyl5KRj+FmI6s0C5af8g8Lm5FxPTL2xFo7RWeD9gB2nEiXWHsGMhvMBzbycsJOSr9EUeRD2fCAzjSBkxYehwH2LviuIwxB3Ps2PxC7XgOG4Xczssx6qu3Y88ekY4DOA7bBZho+b6PacfBcJGyw9FvsfjhyetvM4OmFQHbxmNsojC/ciIYmygsGp7qcyB6Yddz9Nsg5WFYzRktx2UDxichi4ZQqLqFgS+c3m6/vIflSjsfU/OMxwFewKEOw0XL6UxYW7ZSVuX2JoVIH/zAOWi4hduWgVO+H2GiST2ANMfR3nyXw4qCFY5+4ors2OiX87PGMZoke/wGmPPIHjoEXvcIE3EMbNqNNBlwPK8dwx8L/p7Z1GdaP0eBjZoHUUM7djgaO8YYVhMwBxzbzxHGyo7ePNvIEdxCRn+4m+w4hpO7CUn1L57LGLaYLY6EZCH1k73vx+L64Z0dnym1lwXVZzzdLyrjaa6b3ZWzsOXow2iB9AzH3j0w69OwC18G8ntkgmci72G50tsuj7/pUTz9q58sx3x61m67+O0VqQOg1vWQ1/VazGr2UIa5WaeOvoiTDCbkZEcrIE5/WohRHOXjpG4SRnI/G/2oI2VempXkbCx1jKBNZwVDrwpNro23o+A9l/K303eNKW25ZD6EVpPpS//NyrDTT8xqzNXnccTRdoUVxmYh5SzWcoT+LO0cxygLKuX/hVtJXr/ChH6c109o7ej012tGYdj23xoFneyh+VBhyqmPzrW/zEd29P0Is8lK59hiIv2DfujsoT39ppR+qGymItv1w3McZmH1GFbDEtsspKX7rKrI9UPqmOvtO1WMXyBtMEU/q9WHei9IvzRH8XhlpyjZSGTXi4FRM6yWLKic1jSkDWCzsC5yQ3Da3WakFQgCIJsfi7K1ZEFlJbvIUecalB4OJcGUSJtEfBKM2DpzSi9+k6yoieNMVZdkap05y84ZVmey/Viyc0NcY1okU6q8+C5bHczAIzcexmWWK73ycfs5t4x0fNRuu0jxk9pahlOp9zKi7ZnyudMm0m9k2O8pwgkm4zjCKD1yMQY/K+yk5Ypxb6IZix3Yy2KHWSKOrVj9lyL9DqP1NTTYHZOjGulfC0fu6o9s3dox4mhKxJHdMRXoKsfIHt3+R5iob5HdAltHmKhEffV23MJxiPGyEXyI9Ltbr9sPFkSVtY1jJ4y20d/BqK9MaG9wPXDAcUs/9HEdeghbw2hRwmhrXYuJOdrjts7L4Q7GZhi1HG0YbV+23T6Jw3jbDKOSp6TK8ZlKOSc406HGTThwzi3iM6XaEN2p0c8qzFaG/tunr+Ayy5V2Pk5eOzPHFD1YqkvkPPTKioOwWc5W/VvCf/XfaEVn4FSEckb6o0ltNBDKt3rikEG0iZ3jtp3XZWy9Mph7vOfYm8xEv4tkII/t6Q9tNOIYyOlxjOy4wjHU7/vhJtaIY3O8JrvTDwL62UOjNrpdj08PE07wsFsz3m5lMnXtGCZzLkb9aOQ5OSscjf7u9UD9BGhrHAe3fNN+xNEk97Iyy98mw2ndhomGnlTvHRBnxoxpn99odekw1njoJMwBR9niEGyE8c9vsNlyScc+tNaYNsvZLy1mcRz3WjYAxpSiaAYcvX5vhxmEE7bz5b0uV9r5eOQN9kU5vN+YRKW5grtXtIWsZQ+NbvBNfFp9spQ2dBhGHH29brOG0XVb0qWr0kguA+NoFGwH6ro828e0vLjlFA7mHsPNpBStEjT6qcWsfvaT0maOgZwtOgOOYRr2kZzcxjybcQjH5jo6kONd2LFZtdB15W/nWtNtxPkbPptCDWaVI5R+jdFylkC25lc4tvpbByRY/WA4GzmM7puefHWIruLlQ2t1OG48hCoHREJ2AURvv9UZT5nhcovUbKa6TYux7ZY8cYtO2c7R2VSXZSqhtYvSJZlSAZuFlJX+gsntfFbUhacSoqvDaLXDMy8pc6roJ5pKxlWvX/qRLoVcx4SHjx7EZZYr7Xz0JpKDVyW6g/GBcjbopx5mLcNnJCfiuKX/wcC1+muYLcdw4lPfdVcKBhOsacds9jKFY88eUBjD0fe127bdvjkoe2dXf3SuBzYKytDWAUdTov57/VuvB9EVyNzEsXcuOvqFY/c8ekxPP5R+3Q/DoZFkOXPQD28jVnJkQl3jWD47VHSfeNm+MFKKd6g079qxY+UQaF1kZfTsUY7dNoR+h4xZ3NR94wkANbdD/S1ERafmWAJfBYM0Wae2grcPkEoWUlYc7QOpgvHtVFp0Fl0JW54f4SnJ1hzZbp/YDKcVM8NiPEedS0Q4zjwpXzIdz0o/q3b1GZepyXBKVBOjXVa50s7HC5+zz3zQkXq+djQBj7ZUosncY0aytuiPMF5/T+6qnKAumhA1Vj4PJmrbzttoC8csh4BwYI0Gcq9rE8cOJ96Ciex4oJwex7uV3dO1JidaqehyHOj3On+bOZ5bv/t77r5u4kjb+n9e/efhGN3Cq3bs98NM3itDKEDu3TD1e+OUBHKabZQN+sNQW0YTIusxbWSL4xdggHZxdy5OkmrnssD2omgsx7YfPlPqwvV9qrrUbRrCi2fXz3xcWPFJxnhZLGC0ZRGV7nYKdye8TfL8lkoPc+BKC/X4rrXbkOE0LHIXihz/Xa+NaT9YuTAkdbsDzqM7V9Hg3qwSmM8b7QDnH3IgF8G5Lv9WZDtZTTbNNZqao283aivfy5upBrL95y0co2umOUcBz6ZdDxPpX8G0b8gN7g+nv8nmGmAaHp1+NKHGoAbT6OqF0WopgvHfmyGnRnWM+fvVFrvakWRYjJarJ07/tt126KOGo0yuGsOuvd5iEYwPf5WX2lXdbRivfoBUbFAeAVL90I6DhOf6LKx7vbrBSCsSLvx2dhznZcLZPBlz62ymwrFkRRVdkinVncv9krA3dse4zHKlQ20ffr195gP7PcJQW5891K8uMNpQV3E99SZllIVUY0SWnziDx8KFIxfZTr+UlVBfyQxa5Pi+ezmhfs+5/M/ot2GL6XvKmNLEhwN7+flzOWQF9BwaO3qODgO0/XKqwQB2Tn/D0Z+PgGNwCYHb4wajK0ylkz05+wE1RFXwo3Bgr5+1ftfO12nOMoGQw3GgfyNHG46sxLI1R+mPtPN21KXX14ijPayZUmUSJEAyYxZhgcdswpoF01zDSpvWT/Z8ELytlX5PWnPUsoPzSrkfJbRXOJrrrsrhpcoxXZZMsf5CUjYilU2W8/2qb1vWfeMUblwuv8xRhrD6ELi9iVg8gcBGEraq5UiHJUTXZkpNmUvLCknuh8iREF2GvmYzBsjPhtSLdCIbUVPCaHP4K8A1jBcALykrKRVnp3JkpHTpSW5a+1jyxc0L40g4MmFRY3EKv/V3SHJIHjx6AJdZrvTKx+c/87w53pzhtAm1xfkw0S/yYJBqMXaCDmVH7fwvZsWxSnQYzt+Gg42jqx0Kh9MDlmmdB4lSp37GiOrGJnKHylfaAQiJqcqGg5fN7feZO6nPoRwzEUZ2dBx9G1UX8YtsRPpLr48D8+k6DtocwLHURWQj/R2OUdstHI3sAUf/uYuh4OMKR49pr0cXEtuRQ73vlRw/q3v9jRzdbniuleyurTtv2hWI0xVG8Ec3tKrzWxOiix2nPqbKqUWNbF2OVL6P5Pg6rd9uzfQwgRxjnZ6c9TDexWzNxPqXRnabqMyH8ep/gvvCyUu4zHKlnQ+evcNwufpbdb3RR0M6mNEzHtKm96R9j4IMsJ1BfKSvTsByJ3RmVD/hGV29kc5juP1+7dSyw8rxKJLHY3NdaPk1jJYzmOC83jb6oY202aT/nBy7dhwVfx0dcl15TDSJbuWowl9XXxCHDRx7to44+iiTnqzFYRr9ZL6LdDXXQ89mWzhG/fffN7ajkoW03P7N2OMdEIuRrQgtW0+qeqvEY+z3ASbkaDOVyiTsfx9GYbQ+bFZvw6ThyWdTzeZ2HOfFXrmMmik1wnDG+DBeg8kcjX7AZEoVjjoLqnVg0rbNvOlmv7hypZ2Px9/0qDnms5Th1FZyx43Xx4gxZtUhwADqra08GIA5/qtlN4NZpx8yEJi7QxNqfwFRuVs6/DRecWx+Ya5yDL4LOULdvR6vMK74N+RK9MFmTg22/jVvtmWAiJrJq3n77aHOWCNnYOtNHNsJdgtHjwntGOl39eEv9Q0cCy5fjwUz4Bjp6GK0HMENQlSLcm9Hda8RUfsMRc+OgR3sQ7W2t5EdzTMlZeyhvh0FE3HU/eBOPxgmXNY7SaXe2NE5IFk/q1T15s22+Xrwcj2mhtXqW4QMRw451gRcGqMdGdkqmZ3jolOqp0yp6s26Wb+E1i5alzZP/n6elU7U8N/qSEw2J0l+GZyE4CaOCVNCiplqaG3mOPMOZyxvxM1hvbBvzd1zDbV9/DrD6cWV116+YyumXZDhlNoJCWzrCAEG6w5JxpiFSD+4RXLChF48niij7aMI33GszADXcwh8RTPBOI7dSB8lMhhs4wmgYpoBXOlzi76dSZBtl7wuX5fB9jwmGxnZChNy1BNZT798xxrqbD1q5+X6/m/kSIGsRr8vHY7Ddp4jHJgDzIAj3Gfysjv3UPea6tU314NwVNsXHeczdMqav85qgR3jcUU5IV6/x4Cq06Kl+X5s5Mj6u2IvK9dz1M9diAy/DWMxFSfH7HTZiJmIY5uF1DshBeP0W6enTuqW49RgdDhsGOqb/2mOy+LlTPmtuQoDMmG0OkS4YtpQXwm1lT4BwCtnp7jMcqWdj1dffNUcU/OiOeTrpTdJBpNwaRe0WUmUlb5Tf0fORNNO3cA9/b6YQXzEyfHWk/SonWAL3nGM6PhBrPdwpT8eDYLOqTjfyhHKAN+EdnYmkUbOcKDu9H/IcYDpyVnjscJxS/s1B6RrxwviOJQ9suNIhxTn+HR18RhDoFWOqw6ITIwr57rR35O50o9If+iAuH5A9TUcLgTjdSp8mWADOU2dahOtXni5I9mWRxCOizbDqA9jBXwyM7hIlyzbOA4xx8XJ1mueRX8QfttwdDpq8jNnW/X9K7P7sX6Py5V2Ph541D69y/PcghjBRCR3lboCm3ZRpcL2JsKiM27eLXrbJuJ8Xi4IMM3swtv4buDY/CpuHB5YXWWQtrIb32trX41sBvU49viEMoNrxXOUSclNDpGpw8lhqN/xjdrpyU5NQhFHL69ZFWD0s6BG+nybNY4eE6yE+K2S0CEKr6OB/ohb0I8QQ+q7wnHggEi73rkzddS2GXEEULZXdBZUQqsj0tWc63UHSDtJZTJ156jZhvFbJUssh9k7DpZj3RrRpKKJ3su2mVJT3QQ2jkOSo7OZMk+Yl/puFsGNs6naTKkVYzmWlQsxUd5qEadkWRJGh9YyU32LreYYhOhKxtPCGyjbOQ8c3R+c3HtXrnSo7c37b9iKZcGmUFtTZNbYEEbbPE/hR/dYdLs8KjoHssnp7/XDD949HtEkROrYi/Z9Z9Tw0zwYsueYZWqxAEo4cKkLHItmgUQG3NFiC3OrMDCR0Z8xMpgXPmt2LKTcRKE5BnTCflhzgf310OnHlnNd3t3C7jQ7jl5uwUi7ycLYCKufvR31u2PCc4YA07lPjOyoH801G/dDyyv6OroAua4dJpJNdeWAdW87NtJdNY7C5BtxaMfQASl8uHLWmNCJJ2uMqfYj1bBtW2ytnBRS4azOKTDK2OkSDFdIMSxr7aRkcwnjLU5PNlDdjeY8PObzwUhhtILRqlCdBqIFsq2ylHYJs2TniZBCcqvDo3QRIGG7JYw3Ow6TxC2TOAKMIxPqm/vBVQ5Ka51rpGJmzuG3guHSI0y5v/oB2nJWCDimG039vSxXeuXj+WdeMMfUe6ut317oYaISrWFtbQusTGiDdg5D8tn0w8onhe9xKAOYHzTYHW+xo+MYyulhzHcdTDOwKXrq/8N+HMRRyQ71Uqsr4jiQvYUjAfZh3IM4BroulON2zBaO3evxAjgmO26Q0/vuADt2ty88xwizwnHob67pj47Pw7GDGd3W7RcUtrPHMaYZeoLspcvi23hMQC3ARFszra64ndmqgcUwsIEjBTKDvjoHY/REQFqVAZ67cx1qe2Fld2Sf8eheZFue1bjbcreyD3BERtjQSYkwizsuOkZyLY8tg+Lm4u/wgeNhOPnj3gAc6trAKZoApN2IY8+OehDvTS5+e2sjx3ACGck4wEYtx47eCLd0sCJbMBGvkR1HWx4djuE1yxYbbpW4z/F5DJzTSP8KJmTJPazmTeO3CEcl2DoK84E0tg4wDceoH2TefqtlRg5Iqo+e5yD4d8q0w2N9OLV0g+G2QtqVAp8pVbZG2Mn22UznBS1Gn0tOb6xtcnQ0ob418qbydhzRvptmbx5g1fLSlszRFDwTeQ/Lld52eeyNj+Ljv/LJWnF62m67ACjrbkA6G5OqL3WDLKjyeS3DabSdwvl/fito1Ka0Q57g8mSf9bO0Kxi9tEFqlZPrBBlkOC1LmBNcptSAsxKh9VP+otk6QF5RLAeqr0GmVjuYsqQQrN+R+uv7odpHGUZH+knfrMqZaORQZCPFJ+IYYfyhriMUO0qGR62/4Ti1chr9xl7bOTbtDMcW057r/FFf5gP9tAET2nHNRtRiRv0wDghUu7VsriJb7oWRbFJ9RZbdnD+qRuHt55qg9HvnWOp0GxkbRHC3Hy1GBJVrNrBR3XZpL6JUZQ3ESn/FWP2yXVHukVxPE5XPtRCwpAynmqNkPE3UklEk42qUKbW+6C7VTZljdVLqmKozpRLlSBiuw356NkS/yLJmUwUzdjvr6IiFSsZVZhztANmgkfNIQMqmymxOMfJqymM3XEbwe1yu9MqHf7EcbgQZTgE1yuTis5eqE9/gvJw1zCiy5iAM7H2pnKBSvXQ46uZyg5v7kSxGf9XjU2QpDJOR1W2jJynBOFiDiX5F6r9KX9MPVsdRJ73+JcJUOdWOgb4BxxATcVRgY0eva42j07eFY1M/qms4BrI327HF9TBb7FjaDfRv7kdP9pbzyMkBIF0btGuuoa4dyWB659piOmG0Az5lnJB2ph+kOKpjx9EMj7pPgeymJ66OA4ypU3kz5F/VX5+pWM2CCo9ps5DaFZXazutvMIEujeFAPwf9WJp+TGr1Jsn2GU5raG/l//yJjQ691+VKOx9nd87MMUUPjaYv1oX59HhrTsx5tlk62yHNhL9VNpHNqLiqX/5Fo+HARt4F9zL130gsA+1gNG5nbR0MuIET0vDqDPpePxFaO444tuu7GzkGx14fRxxVFtQBR4o4R5hogtjSj95f3c4vz6/pDzCeTzg59463yB7autOmt50RHYtsH0XS0x+F0fqEX05/6IA0tg70r9ijez00GBpyTPDAAdpyHt0wqzOcRr9byoTbPIfRRqjw0rbTmUqBdirQkTbhrV8w1sExpzzrMsnFMsaH0e5nP9BOJlMqAOzn1pnRz5iw69MMwgnvcZnlSjsfj77BZmzj/GK51dJguP4ZPR/it0p6uHOUZl5vJtNADyve8nfrys8apqnv3PWM9XBDfxxkYfVtI0w3/HPIsYU3v6T9AKtXQnocmTdxjHR1OXo+WU/RF7UZ6Wd1qj1mxMPL6XCMvgsdkJ5+qV+zNdT5GbxigBj9Z0F6/Dk4R8Hn4kQf+IqDtayo5trz30UZR3X4secbnmulX8sfpWLntLIwDHUWTjrUN3Osz2fkLRJzX0X3vpdu5SRZ1o4itw3RJdiHUasDsoQck+zS9QVlK9c6IW2SsvQshTJbyWRK5rhgSjuHQcrbwYrzvJAKm+Wcx6OuuBClcOD9PBU9S85mWsJ9kbZqJMPpo8fXL5a7sLLY9ycDkBu5NyqoMsKsTnIrctdwgxWQ9aXgjuwygJxDP8M4JOEysx7cRvo7HG3fUv4Ns6QdcGww5BdiAw7qy3BSifhkDEEN6FH/z8MxTxKm7m45urphu47+slgcOSKuHyOOTWEnd8QxmviU/kaul91ZiWv0K51dPpFtD9A/umdk+4IGSfrM+dCYZpKWCda2K1gvW+sXB8bL1p0238W6KMKEHNUVpPuu6+VC08fs5cjwlOv8Cofpd8LwYl/YZt/f0toRsBlI6zMeemuEiiyDMVsjqW5ZXIZT1g+WZoejyXCqt09ym2VS3AnMk8pwKo5LwkQZTmV0IgL8q9DudbnSzseLz9nQIdLRLwc5IMGQs2WrxuHspHCXDpBIM4NPvsLLNgi1TSIHoPcwa7SCE21fNO1iueXXoeGItvSclGhg9E5SzykTVb0JL+xH3FcCDsywuYGjln0QR6mw18Mqx66cdY7ddl7/BWDOy/Hcsnu6LoLjFtkXhXH1XXtcCEc6HBMMLckp2MDR80K77QF/rD73MYGciGNHtv7NFoe/2naLcYBijksgxw9P7XDV6uKAo9UDvHh6/czHhZX7HrxljnnpXFHDVY7Od+fcTgkdkC36w20V99fjRo7CSC8FGHfVhr+uZZtlUKjhOMYPS3MXrgsjx7HpR3snhwMhufpVV3TTuXb/VjkG8gccw8/uV+1wRUDrXzAOx4709zC+fgvHXu6LAcdVPQhWZAId4bMzTnbEMXQAGjt2JukDOZoXyLHSr3lHfYv0R9gGQ+31EGE6cvTEudo33RN1rm2ILhnZfhumh/GZUv3zJOmDb0cB1fYZj2UBFqdfZ0oVfS3GPs+x8GRCdMtL7hRHWQHRHPV2ji7Lkp6HubW73CRjVzrU9qHHHrQV+ZmP1QynfuWAFyCKgZaVBinhCoLDKP1cZKzIHXHUjU2IKINlhcFlGF3tBzuc55h12354/UDNhKh+lavMmCxyGX2OEUZ3vdzxnqP6rOtNqLH62q6wqn6wymjpVnKyDJZ+sZLjbaj7ssIxCgcec8Q4m6xwLP1w+oMFska/X2jTIFa6HMd6ruO+hphDOCr9DYYCjOe+FiKLAYasjXyJOJrQ3g5HiYQp9885OZowVn2OdLvA1jWMW198uUSRX0W/ODwc6zJZUFujlWtUY/w1K/qbh5WqIbUcNULVUF/GCqZmKk3qK8Zsn6h+1EypNURX3n4rN4k8K6JDdAEVRguVBVX0NxgUjNQRZADI+os1ZCunZkVVqlRJ9Q9ecnr1K73y8fnPPG+O6TgItdVbALrOOxVbVkB6a3WdLQ6ZGOyIbTFGlpfTCaMdc+x8Z2R7zJhj+eQ59vT7C9/LbjhG+ls1GkM9XObYNNd+wRaOiiepz42cc3F0cjZxlHp3PXY4mrpQTmzidf0xRsbrXl/hvzqAo+lbINuoJYfdInuQYdTIPoCjqfMYkjrl8d0FR3P9DmztSzccWHE0deVY3Stdjn3Z3VWQkK+XU/tah+08MfvhyQx9qR3rDKNNFAsZWaI/wliT+nZU2lmO5Dja1RPB+CRoM0+tbMdxCeR4nZ+7znB6geWcWyMXqosPxWyQv7Ff7eTRjmLtBNfKbgb3Ler9BF/WHp0jsqFEk7Bv252o2f3znHwbj+s4AWZQ7A76F8ExaLOJI2/j6DE9/er7bqTLoRwD+aHsDRzN5DbC6EmRsR6dstVGW+24haOJWKF7xnEYsVQwgdMNss8TeTsKxo8ZjXz/46li9DZI2Gdjx9hNbiJWVjh65yR9nNosqIvFJ9ktBx2iG2VKBcjJqqG2ph8+w+liTQlUB6Rg8u2v9WvZvq/z0rHzPSxX2vl4/E2PmWM+O0MTarv2Sx1IJ2WUUMxv0zQ49N/FYTCoV4wvPox3iwPC6q2tZem15UgbZNIWjkpv0d8IolZOwed/gRmbt99uwUQTXvmu3+fml6qxY1+/GxEugKP7O+SoJpPh9Wj/EilHoac30s+t/oM4ek5Kv4/o2MqxWSXpYTxHcz227bboJ1o/j3QIR6WvRML0OPIGjnLvu5DUJnorPNfBPatXUrQM7xSoupijW90hNHJZybErEx055a/nmPrPmY92brhw9Ji0RcILYZmphtoyuSmAFEYcBvssSI1Q0anPoxDd/PZZHbWiUqqL/ln1Y2HCPr/ZdmHKWzxk31yQHZB5phKau5+p6Hr85nWG0wsrr952T+/udnGGU8BOQg3GXB193Hkxa3yi4y39yDi7NMztANNgMJ5MuhyDFoxWv5IXOmSR/jWOMpg2HOO6ot//QnPturK9frcX3kwyvX5s4hjI2cTRXWsMp6RyNI6C78eK/s2Y3jnyfKhitB17HEe6Gk4dWzftPKc1/R6DAHPXHF1m0nNyLKjI1hEfJAekyWjqWYbDmsJ0ObYY02+DSbho+8SE35Z6y7FO+NqOVm7ZmsjhwGnOqP8MJsvqc6xtUt0WTKrz72aJ9AtGh9E2WVCzE2IwrBykbK+X96e4zHK1nY+XXjPHtFvp7vDXvHtz0SgR11bnYiRrK8bgHY+ozdrLtnR7PRBs4riBmy+6jayURIOyt63GeHzkFLGj1xvAo+OIo8OEvEOOnWvkUI7+L1mM5eMckAHHzf3oyRu1d+2Gk/2hHBFgVjgO5Yx4XCTHLZiVJH3n5Ri9NG7TuYbHBHKadh0MO0zDsR16BWN86xU7av39xW4KXlDnb1mbKVW+W1Y5BllQ0WK8nHYI7L8xV2N8plRxVLrtQHh5f9LY5V6WK+18PPiojXbhuRN3589G13mIrvoedOX7Q8uW7SL/fQ+jbuxQ1iEZTrXQHsdB02argMvrkCxXhwl/1QEr744GfJhktA3SDI4Rx2BCJx02yYEZi90P5Wj19AdY+9dOwPVtDgYbnGofyqlXHxp9HjPILVLkjjJjBnKiy3EtSVnBwGFG+iOOwRtWQ0xwrlc5bsU4/mYbRL7z56xn6+bckeljmGgsOteOY+g4aN5Li4k5UqgzDJH1wzE7zIgjANkWKg6H41hu1RBTV1hka8Snam85qpWMjPHDC/Nk3lgrYbQ+C6tPisYBxmZKTVszs8qCKovgS8Y+fHwfLrNc6VDb41uue8uC7lttNxe5KgjNyNibtA+Sj3ZSYDahtiQstGxG7Ep6/T6kVgSu8fFvmm04BpgtcoAStlgpUSM61AfE3PXdLOvKqHhyMFI2knFDwWP9RM0pKrK5timrsYHswzj25XQ5ukPOoCZEWgMdnaYf0jd/rW3B6H5w7Ud0Wv2BsWOHY9OPKeo/lMECTMQxKA2mcz0OOUL1Q014qxjKDog58TACEsb1NTpHUmFsTQrD43ONbNfJyZHXGDf3p8UYjtzRr41YZNr+6zDaBuNJeweksaPGqLBYbWbZamFC/TFE5R4rPZF+MOchXG+lcMEI7frGXNlOWZIDQeIwMHYKkxkCmY9g6hZL4gpT56NxUv+O6XLdgSu98vH8Z180x3R81H/mwwAPcBaiNazzyiptOnr664V2kOlh/Ocepve9xvQmfS0mzIvh9FAgK1oxcZNtueE7tEk3Wuma0TnCm0GrZ0f32XM0g2yHo7ejk00bMOazwVErJ7Kj4diRvUX/Vo6jci85DkNU7aS/irkIjtE5W8VQV+/q9egxWzg6THg99vRfBMegXTM89mw07Kt3TOp3fgiNsi+wkhMtbvY4jjBRptQW38dEWzy+iM7n7rzcfnkPy5V2Po6ObWKw/m7KlhEwaneX7Q/SZa+mg12aLRzvAmMci5EYRnAXdnCDIomQhphzyF2Vs3WylIYKH20DNBz1ADma9Bymez1snTjXMKqYNmvneg0j34uuFS4Fs9Z/RrMF1LU1DzBa1mBCHYbtHnCum/OxBRNgu9s5K3b0haLnQqKio1yEZeRAGDtSq9/ZsXnzbiRbceQuBrEcz49hImpYydFbJqNMqVJnh7j2eY7IRu2ucRuiW14qx7qddUCWZSrPhhT9XIff0uVctzBwPF2vfFxYefzJR23F6SnCt9reTdSKXNQ19V2LGx2HmBbSZDzl+tKyvKEXryBELnujf9DmAIxZxOg4GSYksdhwYOve4MhsdW3BrAzYhUtjR9QwSWmzasfgGIGcqB8RPz8BkZejZAuenBzpo+fUYFr9jS7fznOM9G/BwNnIF40p917A0esVjLYRlP4ehpWt9cQYnds1TI+jx0jfZKIO7GgwJZTBrqI1NvK6IkzImdpwW4/xNmLAvP1WPxdjbJQxUif9UBhir58thpGPU11yHrjWFTs6G8n4bbaCqv7yvAdb2Tq5qjgqHiPPfcizGPKsiH4+gxVvXlDDeFHfmiuy5VmQEkbL6s22EoqbU6rPi2zBpIdT55myvvqSu3lJ/xau9Y/fcBnB73G50s7HC8++aCuOj+Ol/2jy35I91KcE78k12xUduatbGk62ynBqJ/M+x9L3aIuhmYiC/hpMZ+WBXTRIlHJeD8ILDubodQ1/iWtM2A//JTp2dNAVJ21tkrF8PEfewLHKKf1XHI0T4rkE1/u6HRHa0dR1OJqyBRPJ3ojpnevyuTmP2zEH2ehAO5oy4iifuxg1mUf6wuthq63PG+pLBhPpLy05OPb6S72zpGmnLZw+c2OjOoa2HK0dWckeb59UTv44kmM5ujBeE0Zr+1Gdm+BBVy8H6xlOAeC5O9cvlruwcnqyN8fN8x5i9fOEzTZtIo/By2tl+Ulou76g+GXftZUYvXojbbiDgcegrYva6L+RLKI2eZKTFUa/eH3nxcD+NROH+y5sIxwjG/nzMbKZkRMM1j0emvfQjnDL7PH5WH1p2QjDDhNtQyhuISay0fBaG/Q1auM5Ruda2THM1Br1fwsGAWYLR7dq4c91hPETd/d6XOlHiMHgr/B2HAHqXw/6b8ORVnWFGMANPRTYyHHsZXM1cmC2XMotxPGx0c/eeQj+atlZ/7JouQT/flQgvZxOy5kdRzCZt+j6239eJpwtc2Cge1eutPPx6BOPmGPOL5ZLB80ZVEDON+sAu3lLQ2NidU2rEbc1jB5kwm0Pqt9pWeqGCTEB53jQCzgOVggqRnN03wF2chcCXnZEV5/HABNl6mx+AQYTR6TfcyxPyPeeBTAyB3I8R89F8w7taGWZSURHS/UwAXePiTiW48EzAw0mwEX9aDBor8duqvYo1HYwqUYrAqb/5noYYHpyPMdIv+LN3Llmva11NlMeXI8a4+V4DFC3QVbs2K4AUcDR/Qs50gaOZDjK5/DZjE5OjsLR1zV2pEY2O4zoajHaCemsXKh2evvGHMNOT8siGVBrFlTZXimXPae36C4l3JZKHTPhsRsP4DLLlQ61nWfnyRG1qx8Auo4DoAbpALdlJWXjaosdu8gOaL2ylbdrQ0p/Mx/wBozohroRnR4ZQ0b9EJOWkTGaOAVD4fhueQchgZZMgFHqTRNl27AfHfsajjJQZv3s9Nf+Ozk+jLfDMeJEWheU/oBysX3WqYlFvp3l6DAUczQhqXIevM00xuuRfvl+BJjSDWXryI7mesBGjOLd2DGqzJ+N7KjhiKMVZZVH59rb0SuLrseRrSOMOddkOt+9ZvU1pEJbTRgtHK65Z7XxueWoMUs2hj+P6iLijOERR0Oq2lEcgNKOUd6GK03kmZMehhcCTUtxFOR3IjmOVDjaMF4J9RUHhPL/6/1a9YvsGurrt3yS3v0y+iV58eVKr3zcfu62OabdLgau5f3Qs0RvqybCRKUMHlswfUjFDkDhDBLURc9lrMneot+P1gNItesAyBjbpvedFr2CsXI4xIzlsLoORrJH+t115Noc3o8Aw14O2+/vRrbm6Af2Azl2MRd+rgeYQeK0YsfBQ6Z3048tmK5+zQF0Lo6hHRs+dPf9WLPRXXOsn/2Kh7n0/apMw5HalRPU277UrWZKhcmU2sU0HOMsrJoD0M+CGi3Yy9/nT21G8HtdrrTzcd+DNmMbt681lC8OF96ZmDbJ9AP+cFtii7zOd9GEtqVd9HNti36/XdDjojGe49ZTEf0yHLWXgWoDpuXYTsxN36K2flWCUZ/8DyBmkNXbMJqbnvB63CMujHaJH87vNJvBgYyG4xhjeMOf66C9cPTfRXbcon+rrXtbNZ0JL7Sjw0T8wklyjSMULqqPbN3h6J2E5nkWL390rj1Gy8bWc03td97moX5qMY0dAwxjGCLbbMMIpikEuGcsQo75eZKyq720+jm/TbYOoXUbpmAajgRvz9bENrtp00dVJBLmgaMbQV/vXbnS2y4PPur2sPYzmgyndT3K1gEwa8iTayPrWYdmOC1tS0Ww8uAwDOS0dgOOQT+krV5dOE8W1uh7LRdI638BR8ocWdoMMpzyVo5il87SNPcwC4AdGXOEjbUZZXsp6y+yyelT9bUd9TnKaCHL7vqSCJy/sqwq9RPafhj9aHSnfihdwWXelMhG7rOscEeYxhxav8d7jmIjanHhue7pZ3c6Iv1KV5ejuqZCO4quiEsONW22SpTsHsciRmGa80tOv+dYQl0taXPuBeNWq0jdD6xDZnUx2x58wLmmfK4zcUNIk4A5R3V8tP0okz1lBwQAi5xeFtTSEKCdwmjlYlwdncfeUACY63ksqUv1BVI5Vv1UMKSzoDI3HJmBtIBf+y/xhUkdq3BgcUAqR8q25uCkPHR8C5dZrvTKxxeeecEc0/Fx/5kPvw2xFkbrMQgw0YpA9xmNAUb0DzhS1A92f7dy7BV2N1r0fSSGdS4LjnUxHKavf+AmWV1djoEcdp/X+qHadOsGK1KmDTk5W/QrzJBTKCf+3spRNoocGc8xvNYcH4UhXTfgaNqNME0H1vWv9aPLMcKo+uF1pah62UMbIcYY2WtyTBvFcs3WA9kRxngcm8+1hNH2OYafAwwB5vkXI7d7zSaWOsGYwWvMkKM4EzFHdvprplQq3xvHIAiRXRRH/XZedhzNVg1ajNf57Guv4DLLlXY+NpdoE+xe6zkUM3IgfL2+grs3bSrt/NyCGkygn4ANUR0cc+xRyDd/GxGQ2zLsvxWODS/vTCAYXFf70ePoZIQcW0xXTk9/PgwdsojDwfq5ntuBnGbiCgb6IeYAjkP9B3Dshtpu4biCibY0zm1HV7bYMdxSaaJM/CSZJ+pRyHZP/yjUt8MxvLY3cCy4IYbaTKlrHJXc+vung/Ecg1ITkME4CVq/j4aJQm29fHnxnHVSbDv9XIjod0Nf+zt1+Kvu4suVdj4ef+Oj5pjPzjDMcNpbBWCFKXXc4s6TLyTChPrX5ZGLkjCTtMny59oZhyCmSGscoX5xmPh+zSXQ7x0lwbgByr/9tukrKnZoc5Gpcg37X8Hml6JuM+qH4YgNHN1fJ6f/C1POkfuVyE4/w2ZB7ekPLtn4TcNwdmj/FkyUBVNzVJgtHDf1gw/AaP3oOJxbOK5gfF9Z6z+PHZXuJitp7zx6ju6+MtlFy/1ALUfBKLs1HP2972SvnsctHL0+gyGFyUYx51qFCOe+Nn0jJYdRtygypmxpRBw1J1YrIOU2SrLl2Y+yCsHpuNzX4oQY/en5EF4kw+lkQmvFuTGZUtk6KeKALLrbDDAS9vU3rzOcXlh55bbL2Lbb9bddRnUUYJjjidSXLU6Lhnf1B+DOForRuNFpMhOuvqkcN9JHHU6kG0ScfbtNHBFybBwFo7rHsdUdORymzisJ++E5crFHbc4a3vLp6W8wW/SP+9FMhFZU05dwoh5xDnkfxrGLicoW/R3MUPZ5OHKFGVsGmIPs6IaF7j2b516vu9FPAUuZqPX9cyjHglcorV8wW+zYcAz6Wv7afjQstRPCrt+Ge/6eJT1DxTTD05Cj5qIcDiWri+lwrPp1Xo9WrtmGWTym/hOn+KXTE1xmuSfOx6c+9Sn82T/7Z/G6170O999/P77qq74KP/uzP3svVA3Lay/Z0CGKHsgE2slPl56jQOq78pPmgKKv4C36R/K7HF0jgrpRB05QyV6j8EOO2/iEA26U72QLR7/tobkEA2VY1yvRgKvqmn7of1F7cUL0r7EIu4VjpL/H28kOXyQWJXzq8sn9uBuOHuP0b+HoV3i8XHM9HKI/wIT69XeHYCKOh9poC2Z0HWj9PJBdOAYOiLvmttmR+qG+I/0Rx+j8r3Ds6veYoL1dSLVOQhmitoQ6GzmRjn4Y7RrGc2x3t/vht0Daynn57LRVeg/LhUe7PP/88/imb/omfPM3fzP+/b//93jiiSfwkY98BI8++uhFq1otDz3+EIBnyjH7pGPlC7aToBwb54KCNvkvKMZsLa5t8RH89sGI46Z+IXZiPE5H2lAHo2XqvxrPaNpo/yd3cowRoEn808oVMdw7DjkO+qXlAPbB9ki2li+fA1+XmMHqiX5zCrUOxbHRj8iOrrJzrk1kSqTftw37yklOFH10IEftw4tOzzGyC+VLottXbbct+sm16U1mgtN2W5DOtccANTpkxBEBpscxsklkR38dLABN7TVLvIUjQScEK7q83Tr8Rb8xGokTSWBma9cRR2Q++keZbqD5O451nFZyEWAC70RfI74f8j2ZSCAnR8vWGGYzhSQnKWE4sC3rfhQNCWinhKq/1OXU7ERcmTEgmVYfvWFTU9zrcuHOx/d93/fhqaeewr/8l/+y1L3jHe+4aDWbyo1H3B4WM5ht9k74z1HpDOR14uJ6UXYxnbIwsGtDffX2EDPCENWRHuPA+MidQ/jJVTo52ZFD5D6aGxstrN4ALQczhjBgUkyWSnTbSd/1uWYN0GXNRk69n6tNXxBUOqfJcsxfq8sodlqU/nw9NPp716mXdah+jdmqn3Gu7J1yjjzHAizX4wCjBK/qF0xuzxSfayskN9WYiCOqbCNnpN9jtB01ZosdzaSK+DzSCseiX3sFcYbRwtFM1F62MywDJlOq56hbGbuSks2dMFrXfwkHLhg2UTG1XVXOPlOqPkF6kNP20nJKPVv9COQw1yyoiqOeZiKOyQKknAzO/onNcGrCb92FTQQc0+Vm3rjwbZd/9+/+Hb7ma74Gf+JP/Ak88cQTeP/7349/8S/+RRd/cnKC27dvm38XVV68fQIcH5djOtq1D05GZfgLX016vWc+tOwtqyF+e6GnX1M+ZJWl9yshwmzluKWdfghrrYSy9d96w5iBaI23x3g7OjkUySTUQaTTztdbjo6L0RVhENvMy4nKmv5NHDfqH50zoP/en9D+5+doTs3B/eh8dx47RvfXobbuYaJygB3L54vgGLUbPGQcyuYWU+7xAcdu3RY7rnAM63qYgCNvkT3sx9obc4M6jjD1OZBmeOoM4czA5157OSB378qFOx8f/ehH8c/+2T/Du9/9bvyH//Af8Bf/4l/Ed37nd+Jf/+t/HeI/8IEP4JFHHin/nnrqqQvjcnR8hN2jj4DuS8tJda9twxnxhdm9oKwz8LavHNwgewMP/YjyiKOf3Mx3azw22sHLLt/ZQ/9rZavsSFYzmB3gexk+kfxmUsW6rQUrsgPuDUevB62NhvvwXlb3XCOUHX32FLs20hjDsXM9iP3UgL/F/tEzH13ZF4VhxDYb2dFjtE0i/FY5HgM0UR6NHYOJrskwKn99NtWt+k29/9GFxo6NXg5sFOj3KwNhP1zxL7mL5MQcqdXvbdR7q6451xXDHf0MsqnbBeOLiozycvRvWxuSS207nkr69oJrONq6493lrnwQh7Gn5y83btzA13zN1+DHfuzHSt13fud34qd/+qfx4z/+4w3+5OQEJyf1Kdvbt2/jqaeewosvvoiHH374rrh815/4v+FD/+3XAQC8LMB+D9y4YSNeZAUjms1GWzOyDWEw0zomOvZ1k+XDIWYDR1VfZPgspK4ty+doG6KZqVQb+b7Tt57+8D50Msq+vedEQfuI04hP1LepI0Mv5PScHy+7XeHcaMcV/b2fDVr/pPBD/bEudphWV2z/ru0j2V07DuwRtVWrU+fiPcLcpR2jNr5vpXKLjc5rxx4usHXhyPny7PaN0xdbbLQFU/RzgxE+4UpkwbCzI1VZ3XtG90OfDDhbK9laruedMaQwZYuLnGxS+jRvp1/aMQPkOaLFTDuLYYdpDMDA//6t78U//X3/h9Y+B5Tbt2/jkUce2TR/X/jKx5ve9CZ82Zd9man70i/9Ujz99NMh/ubNm3j44YfNv4sqz3/upfKZpgnkHQ9d/LbHecNoo+O1LZWt4b9b9Hf6QQbTl2Nw5bP722vjMQpH8r9oud7dx72tjKjejlXk79n+r6XuQeXYYLRs8wvKtvX2aMZK366zemH61nAM5PiwYd6qPxjzfbuwr1pudK25dqofnuNY9vZ+YA1DDhPaMcac144HcXQ2CjluwUScIj4DjK+Lr0flqXg5nWuWgDiqyeh3Hs/mfkiIsB7DLUfz2ZAlhYn0SxZW6mIqS4k4sVeNqTPJwzzHiiHHsQ6hWYaZZjJm8boC/YYn8Nzv9Ayn3/RN34Rf//VfN3W/8Ru/gbe//e0XrWq17M/2hzfauhDUOAwdp0bLPc8iU+fBSiPTbbeYdr6sZiHt6VBtuu0UR+0wDDgOB+pWapVhtsA8504d0LGj+2dsxBXjsT19YV+x4WVbQaUcquRNzY+Xnq2XDfojOUOOnTons5s9dJQ9s3fs6rb0Y5hxVmNCO7p+uHtms/7RPRPpD3hssWOI2XKut2J6Nip/qbWRb+/tiMBJC2yN3rZHrx9w32k50TNIPiFiMz4G+iOOvXBgyG1NbV2Dp7ZvyMnFWLUJs6BaufrldKmtxUTTxekSGejelQt3Pv7qX/2r+Imf+Al87/d+L37zN38TP/RDP4Qf/MEfxF/6S3/polWtlkdf9xCaSXj4gCSvYzTWPwV03hWMLTx6qwFr7ZtVBgpucoupv3ACnRy3sXoP49g8LxHYsZlMtvSDo4l6ox0ZKt9JC9KrpV1ZPhQVQT8iXs5+UcbT5hdgIJcCG7V2DNr7SwaRHf3fwEZdbP23zY5tfWjHXl8Hk9c2Ow5kS5sex9EErjFq8vLP/WyyYyC7OY9rtma1KuH7quoo4FgmwIi35+z7qv8Fti4Td+mrylQayY84IubY/Wvypjj9PY5L25aDfpg8HZEdDZdsFPPwfiuHFUfmdO/zAixzlaUxhVJ5VoTw+lvuRaz3uFy48/G1X/u1+JEf+RH88A//ML78y78c/+Af/AP8wA/8AP7Mn/kzF61qtezP5nYi2+ogrDkNW9usbY1EZcuWz5ayxrHc8DHHZplZtzsPr94ATz7DamAj8guYTm7Uj/ydXS6umLUlXMANjl4uDzhpXp1+UITRE1nUDzdxDZeis2Pnl7mbNmv61QRnVoD9x8gBWeV4D+yoJjKDifQfynGrHdc4yrHGcMV1z3XvHvL96FzTTV9H51r4OI5FlrNHTSlOFuPlO1t07ajOY0GpCbRmKnVKRhxFzkINtuvc6XaiW9uI07AifLrp6XU/FiqOQl+X0gkCeFK2tXJ8u+KQIIfW+gynLnsqEXC27+TBukflnjze+q3f+q341m/91nsh+qDy0vMvixtY/0Zl9BzIWpuyLXKgHzeS7VVBXV9crvQNDT3HQT99m60cM2YLRxJVAqYOJ1bgYPWg+c7r9d/pwWkTpsNROFCA0XIgKkTXQLbTH9poC0en33IM+opqhkbOeTiG5yzov+eoE3T17BhhtthoJPtcduxwjOwRyY4wKxwb2V6uEPCJzrb2YyR7Yz/G18OgH47jpnMd8ClJx3qyt9hx6/UAGTsOs9GoH9Et0+fo9GuK+jiSrRO1+Vt0AV44vYPLLFf63S73PXgrfTjPKsbad039io6RjA0rCLRlxaQn/27KFo75uy0c273wDedmw4oSrcnr6CSPCU4reZkhJqLoJnz9r6cfYsegD0OOAc4cRw2dGUWOhHYO9PvnDIr9RVdgs83PYUQczfnDuh3lnw8t9ZitHD3G62+u6w7HoM/ntnUkq4cJZIf98PI29qPtPzVtw2dcttgouh4dR1po9Vx3t2Gic6c/e97RcyiOY5iWvukHmRBZFtnueY2WI1k+uh8BxyQ7wAh0TvgHjm+0X97DcrmBvZdcHnjYpYuNfuEzA/6dL80vxQDjcb1VgrXVg9EveF1IZcYsVyrZu2xNf5cjlHe+kY+Y0rUzHAXgOMoAI104ZIWl6vbnyJ+y6FzDutviNGVMaeGpMEBZQW8sB1CyJQo9oGaqDdvJoOy6pbOHmjlc/4IaZEEdcYxWk6KFHakovxbNFzCntSys2W6FWXm7HPXl0tixOiDhOVoUHwowMuh6zF3YsWCCiXOVo+6uqghtnTl62fpHMKD64fkIRstGxfphjhHYWtso6kfEkYDySgQRPOl7vxIlx9HI8XXSD//LX2VhZeb6NgYacMxWKquUmaPtmDKmsaMS7OsWTrryql8J0dWyZfVCLJn1067KkdUcsxpSrll3g5jlHUVacWSK7F8vgAePbuIyy5Ve+fjCZ1+MvyhXu/usv/fF/5qLwnHB22RFpbf1EX0PIMweusKRNE5RbuRs4Sg3nNdvygaOrm2ZqiM+GtPj6ybC5vwyurJlTNuE6XK0k3ehEXD0X5jzY+wRtPPZGp3+iEM918H57+gq9mjONVpbK/2+H4dzhD0fA47lM3n9Y9khZo0j4+45AuG1ZuQcYGsCBq+ajzmaomRr+ee1Y9uPLFljmNpnXBxHQlvf7YfRT82zKRFHLdu8xbe0JdePqChJrOpMP9r+G4yykb1lKsbcskOO6ixqObotLE50fvbV3+Ghtl9MpTvvn2c7Qm8/rG3FnGeL5DzcOgPUQRz9En/QrDGjyDg0MmsLR82HXRuNKb+o+v0gzRUAeecwHMQUxg3ih3F08pjXt2+iwtzYvywf93RH3BlBSGauYIdxcsrk1uPN7TXSZEHtOCGhHTsTXbcfaDmubvE0HFuZIUcv7zwcexNauWad7OiNuWscIztG181Kn1fDgRHbMXQSmigTOhfHobOlUYee64AjgdpxLuLXnEuyWWnDfgT9z9EpkQNSaG3N5qo/B6G+7NpMW38oX1C50s7H408+0lZ6F7I7AforhTZi3NXYTDgdfdHfUdETpFzkzUJMy5HU1ojFof9rGihREy3XQbtoove/9M1kzwOOVqb/lRb2Qw/UsqwJsgMju/aRfn1Kc5r7Mce2r6XPvCG3ieurcUDKoDhwQgRDHadA9aMX1uw5lmOfF8FjIo7lnz7XfY5+Eur1Q/efPcdOP+AxDccW332++wI4du2oMdomcl27yYXI9UO38RwdprmOtM6gH1vtaEJ0lx5H2sRRywltFGDKpFzaqOiYjq08x+SfZ0diRtl26rU3+qVdFKK8yPVgOSbOZG2tQ3QX5O0cMhxZ23FBvq/9nKXkSNtF6glv+J0eavvFVF564dW2shfGuralEjkRa5glwES4qIycFOGoi9wQGzmaS/OAcOBum0B+wxkRx75+yzFox4ETYmxU/5Bu6NtFdvPfdxy7HsdmAHVth/o7nNq+ukF/i42oHo85tjaK9A/b+LrwXMccVzFONrljP5mv2dpy3Kh/I2YLxy6fiHfm2PTL2YOo1W0wXNsfZKMtGI77Hp9rhfKY3lC50Y6OQXVCRFcgN7YjIdyakTbRhaGdieB6rNeDypzaa6da1eG5vqGWOnY0ffcYjQVw+7S+5uQyypV2Pu68stGYh6w4lELb2vUSVekJvvcwZ6/dZoobOfpSbpQBx2H7kePkv7M3Zld/T54aLIb6tb6IRq9Omnhua1sKGsvqn+foBrHh5J7b0aB99y/DLv1qG3c5Rvq3cOxMCqT1+b8Djn5JfyvH3iUXfXeIHQNxoa3V8Xk5djFuMgu3FFbsaD5vuR8OtaPHjLZm1jBRvzCQE9mq2a5Y6cchduytCJbPg3FO92MLR52kDPZz+es4mmiXzv3zytlpoPTelSvtfDz02MZlJL/0v3VlgjHMglnKGqa3H750OEUcw4u1M9Cv6Q+9+A02cXhq9LYySljp6KYDt/WBw7bJAXFbQaOkTRrX/csK1GxxDWRlLmXg9FkfNZ4r3rTz/dByOs/j+Mk9fNdRNCi6+j7HoJ3m6PqxhWNx/kb6/WcO+ro2UW61oz9HWvddctxiR3iO7CZpBH8lyVSkL9IVXuMDjOMYZW6N+mgcB9kuaM6bXaXo3jMrGP+X9FZF1I9eu4BjG/4a6O+FyEbn0bcZ2jGtkuiMp+VZFYVn/S4ZZy9mwmM3XXToPS5XOtT26GjXVkZbEVuTcfVkyUkktPIjjJcxCvWVwddFrXCvLz2Oa3VrMhTH1M1tttLfMqPtP7IDUsLS0LrEDJTYRiOs1U+qSWjzzjMO0JeAglRbB9z1xOj15O9J1XOIyY6E67+xW0e/6avuB0OPK02xNlL6uxxdP3gjR2oxxtabOapK+TxtOdd2MGcK9IfXI8Z2ZJi+NZiIowatcDR29LZmh/ETrmAiXfo8+r55Oe5ce9zwuhb7aI7+2lD6m1BzMYpqV7dJ2Or394xpozC6H+paIda62HLUnBo7kpUtyrwc3Y+dxqg2Wr/rB0eY5sYTeVW2WKleW+4mdoUI2F3yWsSVXvl44bmX2sotk+5WjMZpx2P0bEZU/ErGebc42P3tPbsShRdHckYco3a+jH5V+2bFmejo18uWRs5Af6Sr24+ovbeR+9xw7XF0dWu6upjtHPWE1tpaYfT20SH6t2IGfy3HA/vBDrOF41C/Vd/FBPIMxss4oB8Rx7BuC8bX3w3mPHY8B8ct58P+ALlojmTrOMJs5Hiuc019mefgaIb5/Lc3hPMCPPda8IzkPSxX2vk4vrlxYefQLYWozZbJcE3WcCK131Hvu6VT38GHcka+j38Y03w3aLcFJ1swroSTy1b/TMmzS9zRXaj+dm3Ukb2B4+qzChGPSHb51zu/Sl8vRLYzcTYv+QtKFPnQ56jaaZn5u1Sndbb6m1MdDLibMdHA3b0eM0dtR7/ccV79WzkCQfbMoB9Odvx8T4CBw3g5on9LP0bnWv76cGjf/+h8RBOwKu1L7oLP0o9RplQAPsPo0CEaYMIHWuUlb1s4ajlRiPJqP2BfaidyOLjd8r+bu8vdCLnS2y6Pvu6htnK07aIxvn5L9tJmuwXpxEbbML0S6Wa0o5taLmcvVy6oaQNHEa3leM6N/NxOluqN09LK7+tX8sugzp3MmKw4Bm1GttaTpDJRuNokdnN9sDay3awDxYij9AP1x0vUj6rMyVbtdBsk29R61U5Wa7keG+5uMpGMimNbB5SVrh7Hpp3UT2oBSTvhPgsrnM38AK4W+UKfrKNfXslkZHvu3o4Koq+HZiEs4FGyh3q7At0sqG1FbEevV5wL3y1zzvT1KGGk0pH8z2c8ZS8Lzo66vtcPrR+BHUW375Zcv/pke47R/cmKIwcYwZXsodVqlP/PYJR36HjZzjZpKKJ6X5X7j6xxnJyaBVXa5HF+yfoZJQsqNxe6MoIiVGFVNvt2DLzu1v24zHKlVz6ef/ZFbNrSiEartTDaLZhoRSPSf94sqCS3xYCjrx/0o7IIvPZIf0XHk4LDFRlGjlFcfwl39Bu4n4AU775F2Q5q4dZU0A+v32M4wHiOqm4LxhQyf4b64TCGcyRb2+y8/VADXpdjr13I0d9LzaXS9j869xvtSIANWQ5ki37N1dtoyFEdD/uxxY6E0I4NngecA0zIOZBDK3YcYZp+j+y4ylFZsnM9Gn0bMWksyf/yuNINtQ30a+6ka0W2fB7pFw5lfFbPcAgfx9FYqWPr5krO3z336vW2y4WV/dnsTkBncu45JL3nA3ptwqIdkI6ssJlq5yfji9gmGmLd52YA7Tk5diAo2PyvefFcT06UXEm3aeQM+tDYMeCoCvn6qO89/UGfu/0IZcuwEdmx/mszlQYTd6C/+/KzHh+R5Tn3eOvkbmuy5Xt3rputsV4/vCzPp4fxdnTL16UfDtvw3tKPXhuNiWy+xY6+P9Ey/Mq57m7NeBk9/QM7hpi1fgDxvb92zUaRJhHenyOp62F6XIfjE1oua/1f0284Utq+USX8YXEOO54tnRC5e1SutPPx2BseTh8Y20JipfRWMHydr++uquR/PdVbVkyAc/QD7gLjAcegbXgjDvSLkzQIXSO/Nh7YsYSy9Z5XyJjWUWCDrRku2WIMx5Zk8+sqGFCIOr8u9IAbcrR/myycgApRdm1WODbZIwOOTTZPQoMxk3/ms9YP6H6wOl7rh6wyRM8CFI6dfkScvJw1/b5d0I+hjVQ//CQchuNG/VjRv2pHju3or8eoH01WUnT6MbqvObajL937ytwzgTOzgaMPSU3ZRMno2nSuo35E9/VC9RkO39/O59aOBJ+ALNTfcKSacVU4RRz9syG+n4DJxvqG+663XS6snJ3sbYUbVGt9b5RwZQ23ujXD2OS0rDkIvX5Edc2y3gb9GjPq8sge3YEyWs5v9cuE183eKdShBpBOdI3Rp9sO7EiDdg3Hor/FNP2NBLLrB9zyrapf42jkRNtXFMj1g2XIMciwOupHj2M0cekJxfcD6FyzzkZ+8mCH6V2PCPRHnHuTi8MYOSOOUT/UZNi1Y/e+shi3sN7vh7eR6wcFHHs2KHpHDsjovor0M8aZWs34kBFL/ssoWxPCe3SuG/vpPBkhxyq7x9F2vmfHjhMyeoiWVV/9mBFwrNs3YhuqMjKx071bUrnH5Uo7Hy+9ONjDGj2HMZr8I8eF5S7dUKIJb7SaMOKk9JOvA7qTyEh/KGdU5NdxqAP1b0+Uf0jWtNMcPSYQOFox6nHUx759b+DpyfEc3eqKdi5C2b50+mE+dzh2dbkBfhjJ0OmrtWOgf1VO8N2oH71w4IF+mHaDNgfpD9qeV/ZGTGjH6L46tB89/Vv6cShmI8fz6g/71sgJJvdL5LgNc06OW/sxqluAF07u4DLLlXY+7n/w1hiwZdIftTN1h7QP9K9x2cCRvEOx1qTz/EXsSAyEqeX5cAIf8RhNsPn78JdEL4dI1365mcZ4Z6vDp5vNstemcIQ91+VfDLeDSIdjZM8Ox9V2QF2u15goJLHISX0g3Y/ehOcGw3M9q9FwjO0Y9lX6ojHs/q3pZ+cAeB0RAd33LRwPsSNi2Y2c3vXgdW0J4/XnMZKzxnHjuQ7brHEUfWshsn4bZs2OUT8iju4Fckl/x5FYsaPP5hpeq80x2WymPV3+vlb2JQYeOr6ByyxXOtT2/ocC58M/98A8zjAqZS0cd/Q8xTCFdXAHetk9/UFYqdRwT86arp4cL2JzO7eysauCKMJ1OJLoyvMOpvU2VZHiQGg4kqpkjVdllAW1tGSny3TSUvEUDakmw+uGLKQdjqav8sFV+lBKUt+bvmqdzbmOMHWAFc5bMpw2/Qg4Gj0LV12RjbT95X8iy4dNdjiafng5gvcOSHCupV1ja3TsmK+Hot9zZJhTqm1tvtBhvKx09Wykq3oZTnXfdPbQDsct12zTD120bE2nZ6OQI9VGnqPvh+fIbqgy16Me5xgpRFauxQQkZcdocZpLP2ScywbxWVgDjuVB+oLRFzDb65ED/QQ8eHQTl1mu9MrH5z/7Yls5imxZw3g5YYhmgFsroy2Vu+FY9vdWcAOO1TsP5ESZUkdyCW0/epwiXaPvR+2GqzZ2liHhsra61dg0tx5hSj1XXfLBt4vamu2baHSOeDldHhNMOrq+nP+GI2+T7eV42RHnSH/IkS3en+uuHWOO5rsOR+rUrV2P/lwXOd5GKxy32DHC+M9dXY6j12/wh9qRXX2vH2sc1fUYcRz2v3oL5+fo7djoIuMw+BDZXrsWQ834VHgPOLZjddxXb7tnX3kFl1mutPMxHZo/49Dtl3slpyf3PLJ7k+FFyImem9gqJ5q4vIyROOfIUM95YUf8kMnoABu1/YjkeV1tFEkzKIV8Ge2AE+EUHiMb1c/dMN5eeKFsw0S6VwbucOD0/dnCUWQvtbLJ1BrYKcqMeW6OIqt7rjuynYxwxDqHHbuZQpcBJuhfmIU0wpzXjj1bao7+e8BucfSuhxWO4Q+q0QvcNAdvx16IbGnT6mqyoG6xY8Sx14/FYUaRLwsQvmTyHpYr7Xw8/uQjbWU0ofj10eiX71qyLMGUgYhjfZt+9XP/u40czS94PzB62Vs5ajnsv9vSL9jRVT8/0NU74OT0NCGhDcd+W903eXJdczQ4349cGv2mr+qvXB+c5PtfIOSaNv0Aahivlul1NGu62zhKlIHJNyHfR9cRgn5EsllNFKGt478RpnJMdmTDkbOu1rZNX6E4yWm+G45+AonsGMnBAKNldezYO48FsyiM4hid60iOlmVtXTlvsmPvWvUcvf7IZr1+bOGoQky1/hKiuoWj1y/hr94J9aG1xTHg6oB07BjfM46jjG2eoz6WvuoQ4fJ94vWG+ze+Bf6CypV2Pl56IVhG2rJdsWUijWRFcrbm1TiYY9BOTZLl67XtikM4mm2fQL/CkDs2+r1oqjkAu22ijKodG5gl7hZgJp4RR8NpSxZUlSl2zDHm7B2OZmnUtWna+f7eJUevf+gURf0I9Qf9Ysen04+RjQg9zCArbUcOXTDHnq7QAen1w5cOR6OXWvtsPdcN/022PsCOeVJdDVEN9F8IR5nUCTCtCscDwmjdsNh9SLX8tfqo/NdyHJ3Hbhit6gcU3rBsMqMCL965jna5sHLnlZNtwK0PLm5t49ublQG2322VtYWj/hs5FSOHYbB64Qfz1TJyXMqKENTN4fiPZHo5ImszR4rbHMCRzLH+F5wHzbE7GHV4jxwXzUtzyX8J6CRKuluOKxNnlhnaaAPHpi7S3xn4+xyj6zH4exEcBXNeO44wHf6bOUbXwwrH4d+B/lWOUtY49vTeLUf5O9IPAKDtHCPOB3AMdW1ov+lcRxydrNfOXF6se1yutPPx8OsePF9DGdAl3ezWlZAtctMHmFcOnlcWo7+9E9X11PS2efyE25Pbadtspwwno0E/ShvFx2dB9c02cVSTxIBjkynV22PE0XPrDSqLOvAD54ZBONpy6v5KO5BjkaMzQ0aDGjC2UW9ScrLMHrpf5i797fMNOUKFBw+SYN01R1W6DkjPjlqPz8J5IEeO5JDrB9rPq+d6xDG8r/PfpYNZ4xhca83qx11wJAZIZwoN+0GOY7uy0IRD5z4P7SjyzfVoZTdZUaNnSxiNAxJxbBKZue8eu7WSmuKCy5UOtZ2Ct6N2txl6ZbQ64WUdEmqbvkwXzC4I9e3J64hJeEVFqiP9bLFbi5kDAp1xiGrV34z1Ix5r54ld+G2wyMObOVZMl6Oiw1noatgobwiR1Rzlc/CTYEuIqnYmiljFP9a/jWNZnRY5KrQRyPYPzqc+LNeNx3iOqLL719qW69FxhLoeVT8MwbV+bOXIqDYCrC9MFt+sbnh7TIH+FY7me9UmOo9GLyzG9CMfm3Pt+4EA0+HIjmOoX7fztl8514ajOx/muQhK1yBrOZojUK6ZypGUbDb6pV+NkxTZUfc1cywtJTxaXw/lYRZXZHxSDoXmWG1Nxq7afrvzTAp3Ua70yscLn3uprTzPFocO4Rs9H7LluZCoDLY8tnNckV8+o7mxV59dCWW6v7rdlmdoiu7gsEwQXk7E4wCugo/srQc+Vlhz7OR4OzaYgCOj0w+0mI5sy9FjWGEugWMjZ0V2hBlwJKC/FK0xWziWemUjvcUW/e3VnYdjT/bA1l3ZI45B/Wb9d4MZ/d3AsdtOHZ/Xjls4NrLvNcdz2LFJXsYBdgPHpo6v32p7oeXGreONk9MGzAh3nm0TXVTkQ1f2OXQ0GU+LvrWGgSezZd/8/9feu8bqdlXnwc/c+5yzz8XnHPsYXzA2xgYDBhMgQC4EkehLivQ1jYRUtWqbqmn7pz9MCkWqSNpKqaoGf0nVqFJRqYgqfjSi6Y+mDf3RqqhpobkQXCcEcwnm4hg7YHw9Nx/7XPaa3493zbnGGPMZc8733e/ex95e42if9a65xhzjGWNe17wtj68aTtRbftswemR0FI2SV0EZnkK/1OtUSHSIvXjDb9tBdbsYPZ6Iad2FwehVSstgjCh2R7gVt5BH04NhNPrpyADjacjX+iOmqUuh37VjSYxWjmdHLT1knrUYe2TU7AfPD9SOnrQ2ZYs2wC1fW0wWy7K+ts/sCZ/Ejp6TUsvpk0D0hxJ7y489GIHFR+0aPJaaHaIIHD6wtxMh+3ra5cTJw4gglc4qp5dukOPpajyevtp0QkzPUcZhp7Aq/ZhOtROUhpmj1Z0y3caSGC2PzNAb5nkG0fIRzBBqmF6GZeeLnR4qeSxkMg1R2GAxjnIK/VJBhDqpVVVKySUORp0elkdDUTzWPoXR4wkFT2o4c5jkXwajjBInPAoOyQ9hxJV5lH6B0fjRDmkr7Gl4WmSz0jYhR2TbnD+iYtODMWxqQmK0p4eaRlglTzA8EqNcOyKcmU7GtHK1HRq/xVukUSU/KIzSj1Y/HB9JfwjZrh1WP4T+WlozjFa/yEcqf3g0To0shdFyRQBhWpcWbf3klRnrI2tXYtwAQgyT3IwgICIu7Ld5NhI7JPIInDo8f9V2bfT0n30fiFEnEst4Njfa00vZFAA94dTUPFGEy3iWWp0hJpvxWR6BMUgeFccLJ46SDYglW8sa/S7GaK6CJ1hdrEZQcgJPX8UeOc4Co4hj7AjMDiFe4XbyW2Gb5bc8zF6ry+pz/bhDjEyOqCiV3Mh+y+2vJD0qGIP4XbzBwei3POKhKg8Cj7RH2Ubt8DFSOdYOhtFrcJIcT7+XHyw5fmS2LudHYkcNY6cfaVpbHobR5EfXR7be2jFGkfqZJ3A7ejAmHooxbQcOWUfetNuRHkoHgKeem6dd1kbbly9j++zZvGsld0LsvP+6TnazUwW2Yt3p9IyVI+2I0Ww/XVEX64R4HRPlx2hqgpJyY1PIwXQtCk0sp48IJlUJKJkTf8ivUj5PmWaOITZdbYeKFf6iAo2c39pveYjsohJu+nEHGElDEAB9mFZEMTSsK2rH1x0Y6a4Bw189vdPlsfl8/GND3Dat2OmRNo557p/UamRU/Uj0JdmWBsLjVRPL+rGFsceOXowd+YH6kZUZa8+uYQx8ursnrb1ttEyf5LFhtbIegSsDE7x7tK87H9fddC2wvY3t06exfe4c4sWLiw5IUdnbSqdxn8K8kYiisYTuGDBZLX32GePJ208FT2u0BOj3gwhTp0cmGV7DJdXbZ7IRSn/B8Iz6WnaorZROxRpkYwrOM+EXOEyjOJ1oadLaQKx2ikD8mHhMOrr9OmFH0eB0+HFHGK1+iV3eyx3r5i+f1Kr0tzGWJ1WKsEh4rA6JWepkeTZ1NlkHI9tBGmHTsLFRCYax6GyigycIPilbYiF2FKdnYgd+NGlNMVo7OvxYpLX1B8FI9UtfSNw1H62IMftR8YwdkO1J7kppTXhouYpBn2Zq0xEC73zC6Xrp4guX8u946RKGF15AcX69V+m0pkpYuNchyM9RNmQpN9fkerJrPBE8DntLL4Z5LUZC7KRMRFIxkcq8NaRvK4tRXzHsWeGxw6OKrYNHTTHR5ygbFOcU1GKYl+iyQ6BKhuWp4F7GRxQjyw+e/oKnbGBTBRui9rtq9K39nX5kw8eFfkz6syxDEiMtN9HwJMEeRtnY1uxIjXv6Mw0OTevo8DgNrMsj7FA+avm6x4/DJEvZavVb+61+4UfGo+RIHnGmSFGulvGj6OysirHkGf8NofR15aAwKVtdZYfM2hBHfWlqJkxnqcrpmnS26sUr8yFja6PnzPHqgS12lNQz5ZCFVavhNqkOQOUwM0/fMluGRQXP9Zsr4+mh4guMQo7t5NV8XangCmyRhTXk0Kkkhw+YaiYZj23R9GyUYhq+rleUIh2Z/cIOV47AFogd3Rjh8Qj9tS2iBY/Mjzvxo+CxGEnD15VHaF6rX1sNXhePl44gPOxES8HnptkaMNJnDCOL1yOngRFA+8TZDjt6fL0qRloeVsDo6l8Fowmbj1dfIx09oVfvRm9Oi60p8J7XwpYltc6g0QFZRR+xg6+fQPuk0N6RF69g9OCxmDw5AMoRpfQ34aUVnip4ja+x1jAa2aF4FinG6nbX1LmIkVdUceIrGpOlGhzhI7tjKY5vU7X8kDBW07rR4FCeKIavd+JHzqPewOVvEb94s7bTpRF86i5onsKP4P5wt3ayvGWfJRqMbMlnpw/scyddCowNP7onjC7JQ+Os4Ecl70WKMSDoqSSIPFPR18yz3r0t1zmPL34fP7SFvaR9vdX2yDVHdMAwIKYKN1EE3aKqKMa+bbRLn3BaME9xrLzWduBe/WmOXWpMPCkzFsPFxIaafluZqXHwEmNxCirbUls0Qh1+zY20kG2TMfHUTvhkGHP8CWNxCqmDMciozOdiHYTSFQT/BkvHEnuTx3RAFBym32KcxBAeXQlXT70U+ssTT23aC9mo+bEwdUzrSXZQQjz9Jan8wHRLjHGq64v0sD5CibE44XQVPxqfgYig+Zrptxgj2qegGn9QjI5+mUbMDnj6BUaPx/XRMhhjG6P10cQTRLw4levUWdgQDhe+LnxkeIp8LRObZeoAHDt4kDzYPdrXIx/Pfu9ZdR82N8s1H6lhU2Gk9RmGkg8mLnu+yomqOVMb2T365b231XUVjF7cmv5orqtiNP4IHhari2Ls5FEUFn9xunP1Sh6v5WJyaj5iPEMHj0fR+e1hlI3IMhitr1l+8DCs4scCY6fsLh5Ri6+QH0Pia2AMJh6A4u246ceIYm0G86PV5dYCjXSkflwTRhvPz48d+q2vmX4Th/poDRiVnMwTSjvMCKQ64M/atATGIiwCT54nX4HfRdrXnY9gv5myE1pm+mEt+ho4qnF3EaMjO3g8O7GjQiGdvcLSxRHNC/yKlBok1igpfXWMRYWvKpNKg8YaQI9PVlyUb8JYTDEl2d5WUk9/b6VoeQjGRYUr/AjP1x36ezAyPqCex2yjwHhMWN+Jsw5Gy+8d717DyHzN8K6gf2WMTCdL69YpoKvq99Zl1DB6fK2TUk08ZVfmCaWttZNSJZ6hwWMwbazryIlO2tedj1M3X6vu45UrsKfCLXqo5M2bjYak8DQKohqeyEcQvPUCPTyp0i3mnSPXX+ORdjT1lyz1EY7FfX67s/pTQSgqjGUwlnGUrgKjsUNiTM+KcwBSOjo4hdy8/dPqN7b2YKRvu0y35JHDyWPDHAxGNqZebO8rxoYB9YVcidE2XomSfobR2ip9PxAeB+Okf/RxjHqu3fqRNSqMx8Mo7wP0vLrkS7aHUPoo8xC/Cb9mCDUeplvo8jAWPBKj8LniM65jMpWcoQPj0IFxgClXRr9Na+Zra0cDI9Uvw4iPCow2rWMZJz2XsmMnxmKLbtpGa2xXeS1U9A/Qvhz/bjg2b7VdG519xnxY7sCB/mmXVaYrvKFoSy2edWEc4g4wsjARWOnEBMmj1oQQuazT5jW4RJ+qvC1GFrfAaAUk/Sasa/sn7zT1YCx5JngQUz5Wv7rv2o48XehwucBoZXkYJ11lHKZ/VYwB+m81jH36GY/SX2CMCo/EXsiyFEtbXZ70PJR6yvxYyih0MUwtPxqewv97jFF2Vr38UMPo6k8NdQNjV1oLO6pxHIzTyaVB6A/Td15a5drRL3185vl5t8va6OKFS+q+6HhMD5YX3hpB8EYKIuFfZV1ID4Wgdw0QXEH8zs/USalGZq3jsipGgS1X5BJT6gzIAmX8WG3cJX8DY1Hh5d+OH1NFEA1eoPBjMJgZxqLCZ52ODozaj86flMP01TB6jUJNv4kXgOpBSUthNDxtjI5+htH6uolR5AEPB0tHghEWYyu+aBirOqJo3Go8DM+qGI2vKUYzvddjR/W6E4wgeYRgVFTzUY+vGxgZj5qaqWGs1h3A85fncz7WRieuP67u4/Z2X8RVRy/sCadsegJYJPiyR6H3TN94cWwHxGAstt/mk1JTWANLL0anoSrweLJlwQoinMXzRk46MBX6cwElfpTxrB7rR8ZT6DA8AN/ayTDKfDV4ftS/7ar48jeZTpENl63IaqeyWjvkFlFX/xIYTZ71MQoeq580Rk0/DhKjU66lLq/DBdSH/AWP2rbJThCIpnNhh+Jh9KV7gtFu0S0OGuvB6DR4FKOXjhWMa/Gjkx+CmPLI+ZHpTyTzjGerjNfS3+CJEYsREIkxdUg8Pxp/hAhcd+Qw9pL29Vbb0NpCe7Upjv+t+MVaOmVR1eXIAa2XpgAWhY3aiN+pfHZhJDzNra3pakS7dqTADYbRl4MKD8Wt4ggfZf8b2dSPpX7XH7CMmqEZL1VmIqsxO4PAmHhYBZv0lzxx3H7J0rqMtyOMVL+DEZrH3cYqwiLNCwajLbNyus9glDKULpZgKZ5oBKOMH/RvnR+NwRHF9tMcJ8mWPFKu9Idjh2qoLUaSRgXGhKkTY6bBYBRyJE9K6xCM7GhkB6N/o6E/2W79IuVIe5mtwg6V1iZdtU+C4QlakdGvKAAbMZAHu0f7euTj9BNn1H3Y3OyLuOo0SM+6EEbFOow4hVvZPSMg3nROQB/GnlEVxtuDkQ2Tezqrcsy1l9i0iZUTDa8N7+AJHk8Ex1yzzcgJDP8KGKmODozaNq6f2k/9EXVDW02PfoxuPBdjQ5dsIKx8N1508JD80JWODTsqGN0082xiPI6PevJD/s06VXuAkYatmtbeaMqyGJnsBsbCR71p3UqfAXj6ueexl7SvOx9bR/WJbcVOl+nB8sJXidOSVeuARJS7XhgW77cQ2aTabhNPv13vAPNymJ/DnzP1pjOsHA9T11QUSoysMEueFTsPhRtjFLs1hH75XPqJYlw8L95gvEpOymG+Y2/4TGYDo+ZZ/OXdIJ4dKPNDAModA4Z6MIZejEaGW3EPE4PLw+SI/GbtD6a8eBiVHtg8A+FrEl9ci2F/ZocJU+kh9TdkM4yFHSR8NzE2TyFN19YW2Y48W+0AyHjWHrorsK7f5VH6gl+uxvDDB/d2ImRfT7ucfIVe8wGx1TbUpjQaUwqKb1me1jSE0h1FnI0Jb3pblDo9PevAGFE0UtQOKyNFC2HK79LvSa6Uz7BYOXY6I8Xvwmie5yCBcYPwjLImO0oepc9kIbrFe8RtD3QtfC/UTRjD9BIpKx4zzDvpWuQZZUckfEAedqY8LEokD8bfdrDN2iHLYbS2JiaVHpganIQxDU8Hzaf8OrAygzzMLe0oMU4BBUZrtuUJInskWbGUreywCtiUgrRf2JFkG1dMeU1g9HjsSJRayhaxOBnU2J/TWmBI9vEyMwYJ3+wqRulHWfYMTxA8tHjIeAPhSbI3TFrbRHHS0S4bLEjmWcOj8jH1YxhlRxNvAeDUEXMi+C7Tvh75eMaccIoDBwCY49UBlNMemBpuj4eNVvRMabDGv8kTOL7e6RIZ7p6MKRtiR5ZXIGQcx4/B44nm6ukOsviA+1HEdbt37G3YyvbemKP8+qrPo+9R4nFGb1wfiYeWp+hzWT9G8szGo3bw/pzmMXKKzp8jR4YJW30ea5fD08KYW3/9vI0RTjqC+tHjMf2yCsbShi77ZYPOeCzGpfwo7BAYlVxjazDxYHBdLYySn8pelx8dHqVfYJTx6uVa8ERUtxpzjPpfevbUufmE07XRsM2WgQMxLr7xkv5owyevrY5Ha/h0HbTT0+c8O4rGkjyvNGJUrpQjrsUws3wllNdee3qeFxiFH4kd6qNuDJPnD49PPC9O7zTPl+IZNE9RUbGKtgiz6cHsIPEJxsB4jP42RvYRP+gh9XR1dnjUcC7eVmVeKNO6x49lGnXyGJnl0Hj60rCR6dmKCg9LJ5uvGY995vGww70stl5de4XR+Ih2Cmo8DkZ3qkimtSd7KHmVbCuTyFHPGE+tPhD327vdhhna152PU6+8Tgdsb4shJ+P9CL4lNZG3jVZW4L2LUFs8lZGJpeXSkQjwrb7iDZR2dWQBrqlno0JZvedHTH89fqytS0l22EZZ6TVxpOgU7m2lG+0oKiajn2EMlsfa7vG4GCceumWaYUzxYsuOCU/pxxKjP9o0XYtGOUUS2O3W4nzqpNhKmNNne3FVp0dKPyofoegksbQu1pQE8TtjFGG9PCyvFRhtR45vIy4at+Qj1ugMhMdiY6dwFn40Nlo/2meSkn4n/lIYsQJGlGkdSX5AKOW4p8kKjOx0VXviab5XW2I1RumvrJ/5cZn8wPyYSKT7K+YTTtdHzz9nTmzbCPSgMTUHRiqIkakMs2sTvMbeyrH6mo1tJGEOpp4RAdsAO6Mq1U4Ie9DZISrk2jUODT8GEJ4KpnII0/qxjJY6LvStRuhXsulwubVj8muQfAZLavApDwyPqWBVnJaPeuwY41aHgkdZTZ4CI+FxTmrNw8yYGjLLZ8PUMLzHQ9K6inH04zI8ReMsfmee3JjEAnfGaBZWKt3SR6Kxp35Mfzvwo6UiPzo462XG6Dd2BGur9FH6qxzUlTEOk6yMx+KWnYuK/iKtSXrQtLZyGp07i7M7Pzh+tHXMC5cuYy9pX3c+Lpy+oAPseRojlUeu88a4ymNO6szkvb3Ke2/ERTUehicyHiLbC6t1FFYdfluLH6FtS1cyjaOuQP1QtGJqgnRAbMVK/ejwyKmYmhyv8madwipPrPIE+UzmISt70Dw6npWNXKEV9lD9HkYhh/nMjqYwOa6vCZ9XOat4PD8UGIk+12c9GG2Dx8p1A2NV9rIYbXgtTOpyy14/RhfPTnlq8QRPNe9XdLj5eBmepJ91QKQdzJ4OjNWw8e/sCxeJwN2jfd35OHbtUR3gbFUtdyJwvipPreNQ64CksNqUT+aL+l5lxKjjevpZx8jSuqaPeqg1CuF05II36lSbFmJTEwWPEyfCP1FSdmxkAQ+aR6XbyFN4upfHYGaneeoFcyK/SB/Zzp60V9rD9FmbDcaik2Jx29NDlUwvrc1fwoMyzFaypR8J5qJcGT9K2ezUSfE8eFs7WYPSzcMxMnttnlXFuubHZXis3ckOEq+w1cZj+SHZ4PkxorTV8iTcno+WTGtmVzWtEw/DaLcIR6ipGsSSh/rR5kfme3PiqX1+4rA+mmK3aV9vtT1szvnAsFhoGkwpDKGjD7aurbY1EhWMP4qQmEyFDPSdgurtkCHbW+tbgksYXbLN9ElkGKm+WGAMQp5qR2yjYjDqPgHDWKrPJ4VG3tYqngSB+chSqsyDgE7Warg8Sj+yU5VqVXERO4LhCRNk1TEnW1TTvZKVeYSvY+WEUwkv/Wc6brLMUv9LPyY8jVMno1We8BAflX40upJZBlyKp+RIPlOsYy+PwGhtzBeBMdtvi3nhfOOjMa27eVKjFnR+VGmq7ECRBgRScaN8RPTnrbaGJxgeEIzVtCZ2FPHkvYznndSKOk/Riaj50bGD4pYUgCMHDpIHu0f7euTjmcdP64DNTbLmI5QjH70LHnu2uq6yS2Xl6YoVMEYn3G41tjzRXNPz1pRPLw8jy7OrGH39oQNj5iENUnPEpRih0tfAeEB4PGJ2WF9JHjM1k/lsBd1tB4tYk8PilVFpvApPqPII+73uppXT4lkBY52n4kdPTi9PTf+qPFZnLa1rGIGyXK0To23sRVhPWuffVwkj5a+FjzKeOn/eibQ7tK87Hxu9x6m/FGiVKY1u2XV97lSFV2hqDbOZCqKNZATfXinJdDxWxVjob005LIGRvkExjDKO58dlfS35ahiTHZLYOhDFE9UOksxj5dfWk0ges7BvufxIeGHsWrYB9PgqPi86MiTdy7xW8q/EQzAWW5YTj+drx/+687k6DxJPK60ZRvmsFq9Hfw+P1wEYqdhFQvQrfVbXOvwYGzwdaW1xb/bMAKyR9nXn49Qrr9UB4oTTiVghFY1kot6DyZis2n0vTwtj3CHGiEWDYg8hSw2HWtcgeFhBlDyms8F2CGXZiV8O7xcLsCKxfWcYQxWj+JNx5BZVDyP0sKq6WoziWVDxhL3CjrxtkfkkMp4GRumj9Fs0Frli3I55bl7N68dSTt7uJ3liqrwdPyoe5JMglc9g0rrIsxOerD9tb7Q81kc2rQeB0fpP4q75OvkuEl3o4LHzEMlHAiM9FTdG7Vs57M621g7Ig3UyDyg/SoySp5rWRL/Do7bjSowtH5G/qh09+u2fsIOVGeujHfuayd2pH60sEf6Ka+attmujs0+d1QF02mVBxXbbVRryniF9dr8ST7wqGIuGseAx90tgpB0HKdPKXgljpBhpg694iG6pq4JRyWb6HYwqXuFHrMazMsZJTvDiWR6KcbrIDmeBkcgp8HemdVWOxJjue9K65Ws3PzTSg/lM4jYYq2VGlKu6H8t0Yxir6VrxY68dVDbBSO8lL+Ep4vXod/ODkR0dv7V8XSmfVv8y+aHXj/bZ6fnDcuuji8+bfcvuWoqF9/OJp4sb/+o9G8Q426odDjnsX+Oh+jswkhGD4p4dQMb0Wx5bIGr6HYxB3nuy5ZVhqvk6fTbawRjMfa9+ukOE8SCUzwrcdYwA9LRHrvxqaQ2+Q2VpjPbK8gO5xrIS9PVD2y6nfJh+ImdxDWUcG782zE31p1NIo7ZdlZkeWxudFMlTObei4FkCI9DKs7uIESKsktbdfpQ6LU4nranMFTBWr61ngueq+FH8fuHKNgG2e7SvOx8nbzAflhsGzghApkQ+cr21/dVe0zqEpKfWKLIGwsJp6o9AHDRPrcFKGG2YxWVPQSX6i7dNqt/hKezQVypbNu5q6NH3b1VOBWPRRfU6IEZn6MDorlfw0gPyzarua8pj9Pind/ZgFFf5N8bpbqh6/CjjhJHX20oIIdee+Kowjr/lFEySK/1odE18UfOIvBNymenBSHgsRraNV/BYjNb+2I0xKozKJw5G7BhjhlRuCW2lNZGTeQQV23gtdgdj1f50TzDysujIWcKPLD+uy48SQ4jAqaOHsZe0r7fa8gow5bzaKEjQt9BBfbpjRccycnp0E5BevGVxVfQHw9Ybr4dc2bbwSEYyxRNEeLQ8spCaqIV+5jcvXqrPHYxKdo8doyx2Wrq1o+AhuIOItjpGpn/aEsuKnmtHxf8JY0iBAovsyGQRikev1YiA3pJocCEib78sts2KeModOT+KvJZ4JMYo7pOcCL1lOa0niIYnlDwSY+aRtkWtP46OlBgRMW2HlvbDyCEYsWsYK/pF41n1o9UlkgmSBxpjUR9Y2xr6UeFhfqRbfR1fu35MnYtl/WhJytoj2tcjH6efNGs+NjZUZeFReeIpZSrDmMx1dEAYkS3DK+vu2TK8CvWoXxmjuQKYRjYM/vE+iN/V0QwTj96z4X6rayA8Lkaix+GxjZ6KX+OpylkWo3dlvtZimvp75ETx52Ks+1HzWDsIf1WXkccwVtNojTwEl5sfbFr32L8nGM3zih+7MVpedp8adQdjVX8PT+0K8FEYcc0+8jrQ6PAjiYMIPHvBfI5kl2lfdz6KQ8aKAuZUTj20rga6V9ZeYryaJ5wuFde51vTUGlXWKAHlNl46fVTGzcPc6Tkp/EWlmP8cY8bnqlHOuAiPimsaRpikXhojwZaxxPIti1SEJcYSb6m/9E2PH105Qly1kUw8nk0CN9vqShuFtOugwkNPxmQ8UTI0eCT+mv2I4y44Em8nGGtyGhhtvEVHf3n9tEPSYYfrMxG+rrQu9DKe6PB4frTh47TjkYN7OxGyr6ddTrzCrPkYv2qrG4VYnAwaZeMBLHhXOT2U8fRMe9ipIaa/mD6KANun3auvhjGibCXY9JU3OiGDVz0F1uNx2miKz04LFOOT4wN1ouOYF0b9OQbZ2qj8ZDogUzwi205VEJ5CZxAvP6oTLXg2JBzBY+Y93OmcbowsIvKQfpQ8Ni+FwmWaZ4iaR/6XgKfpimB4pB4pJ6WjLVdmy2zmkccFjZV3GlKPIp6iCASIPBPjAhI7OVXYrrKQ8ZHtKwXCg2iyDHTyTDxTaD4yJ44+khhldkkNF7E15bXEk6ZvVPqLYX8rRqaZtCPzBKNfGkYwRpaOGyKaTOug9U+RhM9Q+kP6OssRGPNUCZMtbWUYO3yd/Rj1Y+pH4bcsW9oXgZOH93bNx66PfNx3330IIeBDH/rQbqsq6OnvPasDDhzgUyrmLSUE8/VbwrOjE07pmzORb5+34lmeSHh69a8DY8rwscKzE/2WrKsrvg+Sp0hrR36U2y09Oxr6GI9QneNYHnua68gTYGULnmGS4/IIPDvHCJrWJUbLI2RHwiMwu3aQxqLUhexHbQcrM8K39twGxsMwj/ITj+lzTZGEnCAeKrmGJ/lK/pZ+pDzo4DF+lH5SPKxRlBhjA2OHH21+YBgtBqm/5UdXNk3H1THW8+PEQ7+Yy6Zhevxo8gPjsVifPmc+xLrLtKudj/vvvx+f+MQn8AM/8AO7qcaluN1orK4m2blWGW6f24qexYkReeeLkkP4vHsru6VfPC+GmdO9tyKc2eFgpLJbHRGP1rIIuMePEAVe+MhWPjJ+NFtdLY/i1XIKqxiPdZnEHT2eZTAa29n2TyubYbQYch5K+i2PyGvSDiNnUZlPflSV+yiHdoBs56OIB57PaSPW6UfPDpY+jMfj8+I4GEs+4Tcphy1WbPmsmtYNnPY547H5gW1RZXlX6KC1hcFI86zB6OdHg1/udo0ORsZjp2Fs+jAeiWcAtqu7QddPu9b5OH/+PH72Z38Wv/7rv47rrrtut9RU6fpbT+mAcdpFUUTRIFEeS6zB2elaCXst+FDffpvH+cacJyuQFM9ute3Rm54lOZHzFieFmoat2oGRYQRj9RTSLJNgZnZU78sojH86mZP5MYEuo6sv5DqVVrByapgEz7S9UPhI6oLDU+gvZbcxOn40eVaf4xFFWhv9AndxeqbimfKj+3YttyRKnijeOPMWVVFmEk/Snyp9KXcb04mSTYyr+ZG9qReNZCCjAoZfnebq8cSGHSNGOtoifM06B9lHbCSpK617MHK7GEaaH6wfVbka/4KOQzGiDyP1Y8pXUr/sSAXNE6Vc60fWAdsWOlP+jcANx/fJCaf33nsvfvqnfxo/9VM/VeW7ePEizp49q/7WRS9cMgXZTqcAoFMqQNkBAecrntvGqOdNu8DU6MR4MNwOiYjX4vGos2OVznsIFZ6uBp507PRQofW1VFrHWAzh7wCjstU59VKRtcPRVfrRwWDjwdhFfFT1IwiP1Z8r0xFjrfOagmQHqIaR6U+Vp4xneJItigfIw//uKZQyLBKZVn+6hhKflB3EmoLcEEl/iN+9flQNGnledFRseejhgeZJj6UfE0bmp2y7xch8JBp71482z8pOgQlTvk/yYH4LjMUJo1a/6Gyw/KDIYrSyB4KR5RnmR5n3rOzB+FE8L+IZjDZNL1w0h3LuMu1K5+M3f/M38Ud/9Ee47777mrz33XcfTp48mf9uu+22teG48NwlBLmIZsMxt2hYF6mhTzxNjzo6JcuOKvRQTwelGadTV9dojeBtjiYIHlYJ23js2vOMVTqrYGRbZD3qwujwy2esQmOjCdZ/lYaq4Elv9FavleOlUU0/yw+1NI/RvCkLJhfj4hLYMyE3v5lbe4wdVTkJI7PDxJONi+KpbZvciR+tLU3Z/OritnKsrny/LEbBQzC56dHrR892zw8Go6vfYrThHjah33ZuVsXo8vT4sRF2/oWLROnu0do7H48++ig++MEP4jd+4zdwuGP17C/+4i/izJkz+e/RRx9dG5ZrTh7FxtYWNo4dAw4c8E84pY3tlCNyJ6RaMUQtJw/fRn3i6arUajy74nTydS+SBffJeO+u1aCFzvjT6jU+L0awsq+FbGZDD0YZn1XCRK56k0/XYtQp/UUdj1WiTLaUZTET3MHypOfJR4NJaplnPTnWlpFKOyKxZdQtjvnWQ8Mmb6RrMDKiGQFw0rr59VvWmNj8OJCOjOdrM5Wmhs/BfIQuPxZbRJOfaqeppns2xC900C2yhb36vuQpnVtiJGt1GEbiH3cbb3TidfI09dd4zPOmfoz5wYxmqCkoFmcnGK0fB81jfXPiiDmaYpdp7VttH3jgATzxxBN4xzvekcO2t7fxuc99Dh/72Mdw8eJFbIpP3W9tbWFra3eMPnTkEAAgHDiAzQOjqamgtLbRZooj+4a8XeQc28DUtpFavTWycluyl+HpIYa1JiM1EGz9gGEr5viDiL8kxiDkUdkMBF3jEOtyOjEWcnrSXNqR2l77SkBt5bKsrsL/OT9OgUEwRmvnaIPUrwSLdjjLyX4LBQ/rMKiK2pQrFccZyKM8Y7mWncKsUpV9ITZCnzpJdE36jK+jlqPiDVOalT7ScQo/SjviaEcQeU34LVg50chJpiceG0/ey/ygtp4L2IpH+mLMMx0YYTEaHhsWLcbsI21H7ORp6jcYlX7z3Ka/1F/4GoJHYLInpS7Suo5xFT8WFICtzZf4OR8/+ZM/iQcffFCF/Z2/83fwxje+ER/5yEdUx2O36dknzvgPZeXRbCQC8vkgOaizoV9ld0VXBwVlB6iwY2RSPOhruIKN19GQ9tjBRgR6OyAWz8ZGHSOT7dkxylm4tEeOg9fKsRi9uDaN4PNMGG0taOWQ/Mh4NkJpI8szXRjR4Wv4fjS6Jj8Gl1e25VX9bpkJJZ5a+ia7lX9FQ+th9PIRsJwfmR0ygpTJfO353OOxGA0PLTNZtpcHPYxr8uOqPA2MVH+tflg6rXeOsZDp6TIynjr7HImwe7T2zsfx48dxzz33qLBjx47h+uuvL8J3m7o7OrQwv8iIYevqSBCm8cClakVhpieaDVrrWY28xhgVjHI0CUCIEZFh9Ap2rWFOens6bcyG1HCGgOj6kcsLMU5vkl0NYAeukZf6KEIdkhUQEYfUGMdJjdITR70TRtUBMHpVR6KB0Y0nIxI/UtkDFm+SsWJH5oHDk/wThY9kA7T4EaK138Ho5sed2IEpDWU6Ri0wRCw2wlE7uP0BY5weH1mMzI7sx6AxJlcYjNlPFYxa/xp4Arj+hFGMZBXxEg+IH1mnDYZWwMh4lB97OkQROLCHAwPAPj9e/bobT8Cp7hYU41SrxfHPfoZ6fOiuMZDUs1bC3vfyeJQwD0RGxjjmRHUOCLit7N5iYrYzyL0+ynhAzgLox5i/rGp5kmyL0cpOckIo5cSoMdbeQkQ8JUdeE7+NM4q2W/emSoJhJDxstAXGR/YT63kro1gMOoyiMo9tZSfdckdJNsT6I5p1LraSt/ZsTz7RzwQIsb1R8UD4UWCUdoQQKI9ci5J2ElCeJMumR7KZYfTyo2NHCNyOvEU4xik/KJ6o81Eo9Ws7CMaB58eCx8OY/FD4MZK8Jvxo835Dv0rrZTFaHhC9UlcQcbYnGTIsMv0QaVvJs1ZvD0bLU6S19SUJe8U1R7GXtCeTPP/7f//vvVBT0Jknz4wJGv1GDygr6oKXTLswvtrbtGoICN8qPBoif94jo3cKaRWM7LmnM/OgbNyXwFgcoa54ImDetjyMSg4bdYLAmTBb7BYPw8TslfEi6DqQEiPnYcP1dR9pnsRoZ1zKtJ4uUTISX7s8zI8jo/IHy++seFjcJulrfrSdCTtTo/RZOR0YFzwmP0aG0einGIX+GCcemY49dliMJIzikWEp0obFqHk4Rs+P0E5ppTWrZpj+FsYIfbw+sR/r9KOUl6iWHw3Gnjxb1hOLy+nzz2MvaV+PfFy+eGXKhewtPNEqUwXLxvHe4BmPDWvxdGNcwc5lMEbCI67BymN2rACxOTKicIiSHu0zc7W4pVw7alC7JjnLjh7Z0ZuabGmTtUvZZu4HwmP1K10wq/05xiDvmV6aH8b/rI1yNCzFU1t0S4zaDpQyW35kmJltNYwqPvEjIjCY/BilbeTq6Tc2l/pR5NmmHI8HhMdgZmF9GKXsuPBRA2NNhwrrwaj0LxpIed5Gt/5V/WjSmsocSDyLkfCo809MXREG4OLlKwTY7tG+7nycTB+WY41hjQoeEoc2nJ0tZ4x9229rmFsNF40X/RGEZfUzntRQkYYmXe2bGrWDubGFkfBQXQXGCh6GO4XL9RIWP6CnZoRM9rVTjUP8FnHUdkNTQVOMrFNhKpz8xhkFfzSdC4lPbncsspbQkeQw2ySv3Maq7DcNThh1b0/h9qTMXHGzrYQCs6rga37MPNKPwjaTh/Ibv/Wj+GMYQ4zajhRPnkJpqcsOi1GmNbGjilFjUUP8Fo9Nf7b1fWk/ijIr06fWmK6IUckOY1EfUBz41fIjWjwyzOoXVORZKzuNinjbeGU+SraItAgi7LpjR7CXtK+/ajvYcz1i9A8a6yA19RLH/+w0BLBcJ2SVUZdafBvG7iXGVLmvg9hUAsFIt6SS9QlL42JTByI8uhg7dEUyVZHk2QbCVhRqCDWoW7pLwOl8FV/IbWFMOGmHU8SxdgT4GBPPhuFxdMnOhbuNtYIxFbMszGJMFWsgW5apH3XWt8/otFTNNtuQpaFwiVHIUBgjzDbaKb4aUidbXZMYjbG02Y4uMB/ZDqCyY9SfeQZwjKGPp4rR1W/X0zA/CoFEPwjG6PFIrCJesLZKHrtlWxrHeHr82JPW8oXAxiH6U9zi5SFALQncC9rXIx9nnz6/WkTaIVikVvndF9IU9IyurIvssPU45+vjiSRsvF9mdKiGxRviT79bGL0TRlsY88gGlx2qGCU/wdSSw4jZ0cDoYnL113g8O8hvqz/Cld2DUf22vCv72sSTGCOL52GEz1OVEzn2XoyGtyc/1jE6PC5Gg5VhXIf+tWCUYabM9KR1Na918pBwN181/Nijv8uPTIeV34vR8J2+MK/5WBsdPtZ5eFl3Y+tU4jvtgPTw1nhkBWZ3vdD4gt9OQwDOW2inPV5D53Qc3HUQXuVUw9jCFdOXZT2M4GlKMBbamX/kSIHTENk3Y5UmVTtQzOtaLOV3QGL5Uw9x6DSoYRxi+dZleYxKd/6+ZitQLHx149i8VvXjiMn60cqB8aN9vXRwuN9gyTzjw7TLg4lPGNPwuSQzx19gbJWfaNYgufqdtGaNYg9PIz1sA25HRUrZsRsjVsVY43HyMdVPd/MR2RYjSWs6NSrleDpYvFH+kYMHHaG7Q/t62uX4ddeUgWyId6kdGel7L4tneUAwxvKkVCbH6md4WLxWYyvlxHRv4ipdoqbKoxEiXo++Gi5VsQmeykmIRblIhcUO17Z013iCOG/CxUjkkHSa4BAeqd9Ro97cpP1sCsrGDdNwfaQ+wjSEGwVGLKYUUrtSyLVk3FhgjFhU/BvGjgie1iOwaMRojCjSupgGkSTPM5AiNkScdLaNxS59JEQqUcaPWWqyVcrO9hqfOedH6OwSRRKGUn/a9mzdGgFsQuWH3DgFo99ilHbEUb+clrEYpc8AkdYo8mOVR8IJQpfAprJnMPoDKhij0B+U/gyoE6NszPN9qNjhYAyCUfIoYn4UbCleOmy7OFvGpHVhmzSEFKSTR9ufQ1kn7euRj2cef7YM9N7q6ZAyrepGMeQLud7bb0s/i8tkt0YfmIwmxliGe2p6MPbod0aKVN3cM8Tfokpa23agHN0g8ooRk9Sgtnl0GMepbG/FEzxBPpNXYUcQf9r+TlsTVA+j2H2S8fSktcFIbRV4XB6WrW1aD0Ax5ef6SP9Wb6aifnDzrMCh5JDnkid14NTomvWRSGNlG8Vo+jxOWiv9ELoIj3whWAqj60eOsSqnC6PvR6kny46APMdGfvl1fRhB/ZhlSh/VZC/rR2uzDYvAU2f29oTTfd35aLXV1UhORb8rZCtDqZMNha8dS4d+htfy9EyFWL8Wz6Mj38iI9vkKPomxqLwQoz+dUcFId7H02GGeux+6k3FkhSPtsBDYboDCjg4e87w9XD9ukdyOJU9Df2k/Cj+5+tlBSkLOgsemidFVYITGaMMSya2/TLbkc30tZIzXQOS4aW3l2iH+yu4QjUPmR8tjtzpj2rHTg1GGV32QZDsYhzqPTeulMLL09uyo+ZEdklZgNDrk9Fps+LFlh8BY7k4r46xQg+6I9nXn49TN15aBtUZKNhbAWIGNv03Dmr90K2mnayWGwW9I7XB+j1wmy+0gRCyWO5eNDdVba2y9e6Eqv2HYhhzjqBK1BVOBZmb06pfPbAdEYYTvB+LHIO2Isc8OltS5M9GR1qyhGhYGFKd3AoUdHGMpu4UxpgrObPcLYotsXNqPcNNa8yzKon0rzL7YnngpRmuz0R8CgZD0l+XQIQAAakRJREFU5JNSQXwt0mMgp7tCNApeQ0cwRtm5SSdlBmEbprf2vN1y4BjVKa2y4RVkT4UFswPEtzkeqI8CSh6e1oJn0KMR1A4hv46xUmZSJ0D6y7FD8XVhFLIYRrnGh/gxj5Ys4eusH9O9/B0i8Irje3vC6b7ufFw466zebTXcnZ2IlaZdet7Se/T3TN/EFfUXMr1w8mCZDkAiB6MaQix4KriW1W912XhMhNOx00P3HXZU5PcM6eerrLyQKh6jn1XuFCPHU+qNWZcamo46XuYRDakeCi/zrPYjUFSYhif5u0zH8irxaIzRSQsRL/0Fq5vxBGqvSiPhP9o42HgyvpKrbUtpXfhQYhw0j5JlqMRo8pXCOIXV9NcwTnb7GK1+5kcfYywwFmWGdYiYH1NjX8EYZKfQ2Gt5cpg5x4b6iKR10cED1DqQ4m+U9dzzl7CXtL87H+dI58O8na5K5VHrDqP39ris/mV2d6jKPPZdvfg5DByzF+bJ7B6JmXjVDpV0ldtYrbpVfd0z4lA0ZiQ/OfqpbFuJ1Oyoxa/FUxgrdsg3Wibbjgq4GMsK3+chPnPzqpA5kHjWDqGL6V/IsToJbvqscq3FFxi75ViMyg6br7isRQPE/NihHx6P8HUVo03rCsaq/RwjzbOMp+FHmnZU5op+NNfQY6vC6NjKwuy0iydbxHvuhbnzsTa65tpjlYwWy9/yeYPK8z6qzL7c3g7IshiTXRFTpcM+PsdkuaMqFd3FG2ws5a9iv9cBybtzBLbYocvTJ+IFG579OIYV2+Uqecnw0Y4Us8PGsXoYfpnWTA6gt/LRHRBmnYFTCWr5vKJu+5H5OmGU6VGmteJhJP1m7bC+ZqdXbk/6mS+VnIEUGZsfYd5cJUYhu+QxDQ50/IV+Z+u39HXyo5layUP8saLfVg9NjHY6I9lK7FA8RDZMnq1hXNKPaqrGhvXYwfKRpx+gp5AWJ466GH1bqR9lvpb6zYmnKV4YgBN7vNtlX2+1PbR1oP1mzXZkFHygIxv0Y3ProFSptLbaJvwtWXa75yr68zPxo2cnj8W4qh2YkiBajAmT8/G1pbYsjzx2pHUlPzZkd9sB5O3IiyhRn9TLOmUepTyb2rzE6wzk6e2vgTBA/zA8VT/Gkicx6q2U5BTWBCEacyWuDf114sxXtWMMCpgqc8MTk+PMluggeKOtM2TjHoS+IE84jdM35qSPxPZLRPgnxcKQ8HXCHBKn9X/EYsnXhsE4YNrG69gRCUYEkWfj5A/akZJyrI8GE0/Kaelv8VhdMiylNbQdNdsgZQdih4cRi86C70djh/WjLMPMDhbP1hEB2Nq0X9DbXdrXIx/PPnEGzbdRRl1TKguZqnLOmWGHLRR7w/XssDyS6FZXh1fdE/2WerYs92BkeBqjE1lzsW0SZaFisjtHW5pyks4Wj31u7SjiEbmCJxg5q2LMckKLZ3mM+XeTxz7T16zfprXlYfKsj7y8RjHWZDpyqB9bslfAaBsdJtP87vajNzRfsYM2aMYO2umgad3hR8/+Ck8dI5FXYDRpVPEjgD4/roCRddSr+aE3P0bg6bPzVtu10YGDoidXa3BW7izEMbqIXxsKXkp0RwPYE85omVNQl5Vd489D7x0VbkN2EL8n2Uaep39JjLSTEOFvyfVGjrxGwfJ4x8tLGioYlbw6xvKk1ErDJQV5HRsZt1VxAnknyKTXied16lqym3ZoOZSixqgbaZ4f2Gmu9YajgtGecMnwGoz6mUxrkyEYRjutWPvIXaKVMBL9Nj9KOY5s1mmi+hkP245sFnoWaWT86Ka1ku2U6x6MjMfuTLLxivyIAiNM2ME9HvnY19Mu1914Eo987btTAGsUYiw/Nmf5IsrTSyfmMUpESEfPxVFGHlMz+lij1BpJYMPsSXarsfOmTxhGFSfpDyVGD/MyGFVFKfS7vtbxppM6owgXaRam2+YogTc1IxsFqU/mjaRLqM+nXtbS2rMjyZV2JBBjoz6JiIo9hAD6sTomT9gWVeNi7INIQoExv6DaZEwdjw2rf5o+idKOnM0JyPHnpCtOShPG0dfq5FZRCZNcln2kPxZoDR5v5cmYSTUADLn0TxhTnAiEcbw8iw2TWJVvoOW7GEX6hJEz6ctVj83mWdh0m9Jxslzm69GPcv2ATKPkDym3zNKlHQVGR/84VZbtskVC+lH5esRoeCTusCF4km3AlI6OH5ULR/ulH5Et0OXY9aPAqKZKGEblR44x+2jwMDp2SPkRuH7ears+Ov3k2TKQrVNgDdMKW1SLRahMTpLVE1bDSKdUCMbONQ51PJFjbN2virHD1ymO7F9wTCTuKvqtPnf0xujuSevYsdXXNlKpQheYQgujxcr0xynMxlG6GG6bjaT+1GkoMGrZ1H6j38dot6HGUnaYLtJHAZgWF/Zu644VfwiMSn9hayxlL4GR+lHiLdKa+1FjtCeeRh5PyCz0i8XMwfCVGO2Jt3zLdI8fGcaq/sLXHsZKnu32o7UVJclyTTBSXy+FkZXjxaNn2e7QXaR93fm4fPFKH2Ot8U0VqByupA1jRyPPdMTo37cwtmRLmfJvJYxWHuFZF0br644GnH6grugIMLtQXnsw1vSJCkLzOPpFWPNDe+nKpnx6MMo4EQWPGq5d2o8WI/Gnmi4qMVH7B8ODyKc9CkyhxFxLoxTDYjT6qR/N1NVCjsRY+nHRkRAYpcydYETZ4FAdyi8VP1qMKo+MV5Mfs/3R3LsYI5FD8iyxo8ePhX6CsdBfYCQ8sexIuWVf2dpXrtmheNVTULswmr8x7NIV+/XC3aV93fm49sYTZWDPm6gXHqHPF1DPnZ0vvbKXxdgTnzVwO8JoSpX0x04wWkpj0zXZxA5+xDn8tRktHJVngY0zs4pHnPBJ9VtdIHYkudkOUXFVzgVwMcrfhMdu01NvswaCxMzeAnWZAb+a38UW2ZwfDI/dttjIMyVGlLxeZV7YbzEaW+E0HMwOkWeCp7+BsZCdOrKikclFRvkamifLMflRYYzTKaAij0j9MbbtzzwWI9MvfNDtR1M+Sh/1+LGG0fEjPD+C+1Fth7b6Iy2P+eTaHWBMcVP86645gr2kfb3mY5v15HrXW9QoVTYmnp2jRUR7/YKrwzQMdl2K5fGotQ4k2bIcuCkDqy2iTsemdzsww5j1kDiJJ5HdIsvksO72ihiD0B9pJBnf0d9jh9QvKw8Zliob7YA2RqrfDguLfJ2SXn35d/phO+BqS2LiDdBgVF4X+qXtCWOyX25RlfpG2dHaFMeWJU4YC3/IRsjDGKEGVYq4KZ60Q/pH2BEHAJsirYcpvllyU8eYdBGMwcQL+b8Jr8kyE0+SLbcsD3Hc6jtt2bZpxjDGiMU6hAjuI4hkrukfGZUfC4zGjxV/cD9O8Zt+zOlY50GyX2As/DgYHvHyE2y6JoxiO3gVo9VvM1YAhm0buLu0r0c+zjx9vo+x9vbrEW2s4ihGyMlDlyskrIwzDGWYve8Z5fB4JcYurIS3duqkp7fG04OxN17GqOHvCUb1fAn9PSNJ4m24kBsND8XI9Ncx5jcvxsvyYKGf4ecYg8dT5AMtm8YzGAN7RjFqTBYj1ZF+R7g+WvhxGTv2ACOVXfejK9vaYQ/Ak7bGchSisKErHZfwY7XMkPBaPDt905JN7KBhy+ZZNz7BKJ8PwOl5zcf66MixJU5sG4Y2jyS3gY7jY1PQVpIlnsXoY/Q6N61ORC7UBmP31Iwt8LG+jbcXz7IYnY6DfVvKf15S9/jRwUinfNio09Ch3+go7LCYctz0G6RiqnwNVlVYUctyMNqvhOYOSZQYNc5iOsXrXBn8+YTTgsfG17ID86Oxtb7VGNQPgT0rGh4vL2k9IW01phjhYGTyYHxGwjow6rw2XqsYO/1oeaTsKsaKbVLPCn5knZ3mSakEYxjD3JNKlR/rduQPMbo87KRYUj8SjG5bNJ6yevTwIfJw92hfT7scv45sHUqZtba1NT3ztl9K/uoISIqahidTTq2MSDCSetaGkfCshFE0hj1bjZe1fVWM8k0hbcGU+lNBzBhFXNax6fBjGvaOMp4XZ0n9yo6opzeixCgFWdURCCgxqukUhtPKi5iGueNC/6Q5TO2OmpoZdSkfoZyqS3HTcDV8jJklbWu2Rouh+FQ/SxNGwcqOMA6Fa4ylT9KQdkwNm3iW40nT0lRABj3xpMYkQpxwCu2jCSOmaYIw6ZLrOaQLM8axzATJ42BUM2AD1FbjlMWUH0l+gPDjJCzkTqpVnfq98oTPCEzTC0HwYPIBtV/a6vpRlCvotFY+KvyIwo/pA33ZzsQjMIaoeVw/prCh09dJdirXtu4VeU2WhUQyDU4c2cJe0r4e+Xjm+2f4A297rXzurZXI9054ISrYAM7YMyrQg7Hnzb0l34NSxUh8ynzUMwLi6erBWMBK1YujP5prDaP3pm7CUhvT7euik+DrV7JVBcpkm9ZapEeWI8iVUzws9Uv/al+XZnh2aB7+O4i//NaZeFSnjWAkFXHhR+YjO6okdFjbgVp6lGbKt1GNUX623sMIitHdfrkkRtmhkhh9/dyPkwzB42GUdri6CEYRrvJDkR/709r3o8EIwtONUcRL+pbxtcqbZhuvU8+pMpR5gafOzCecro9ajWhKxJ7GsCV/J3KUzDXJ6Gk8a/rlVr6eRteV5+Dq8VdNf4x1jEQG3UVSYBT3LZktjPa5xyPnYq1KLx1NJ6Po0toGM44/2OmRvT6Kkr+EJclOy7j8xbZeq588Jz5ZvC1KHvBpANkoEFm24VA+8/KFzTORDI1DbL+VfqS2GjzbmqnEWMYt9aPwdRdGOQQgMdkyU9uiyvSn13/GY8tCa/spsTXnh3Rf5Ie+tK7bgcLvVVsoRke25KmmI5ETx9EYWbZtOlo8LD/uMu3rzsd1N50APfjLUmuUg/FkXoyVHufp0m/1LtNJaPFYmUstQkVZ4boYK3hqPurttHl2MIwVmrZbWntQzD8r/FZH62wYLEa9aKfA028rMubrSien+Pqt3I0gG7w0ryyHiwUpObWOrEzXaJ5BvM0VFeEUP4Tyja/oKLAsq/y2kDu98SU7oOfQSVrbUaoosQwJY1AYg/LR+Ef9KOQMoBgLW+U16YewI451iuxgDZHmR/VFVMfXTYwRekvoYHwt/Wjyg5JN9Gc/CtnZ17ZzkbaW2jCZ1lnOJL/wY7oHwTiUaZ3LFcMYQWxFXkNB86OL0fqxIlv6Udoh8kgIwMaY/5NeZYeQmZ694sSxIg/tJu3rzsdzZy4sRrV63rAl1daDLCMHKKddam/ANf2Wr7fRXrWxV3GIfnbvhbX096wDadmxjEmxPImw5BHXKJkd/RWMcpjT/hX6WSMUPYyl/kJuEyOo76oYvTCWBsl+b7RENkTpT9hRNNaeHqlL4RaNt8UcTbxUSRcydDqmTnQV46iAySqG5r0OiBaV7ahhVBRAMWo7uKwqbpdHNJ6pwfX053Jl/RiL9FAYI9Flzu2gtnZjlPpjGyMIRquL4SYYqW0Go+rwKD8aOR2+VvYg4PyFi9hL2tedjwvnXsgdj2oHZJlFkJ6cXhGywukZjejR741GtEY5am+1RViHfjg4WnKaoyoVHvU2Dd8mFzMJq30AqrjG0pc1jOye2cGuSiaxQ+gL5t7F5m5/dOJ0dUBLPEpHlkWeVf2Y4seSV+LxOkXMj9vm3sRjfizCPIypUnDyTLUDUntm/FieSms7N0ROBPRJsRyj9gfDWCkz1g52z/yn9NcwomKr1hcAf5u9DKOdVFtmlsfIngWDUcvmGF07PPulj9hRCMK2Cy9cIkp3j/Z15+P4deMwUqsD0lOh2uc9b32eTq+S7yXZ2Hnnf3hhnjxJtSkmy180TPa+Iaen48F0eSMhDKPlEffFVEWtA5AKfc9W3RpGqd+ToSqPqLcSFpU596Mv22CU+ZHIl297WbbXmar4P7+BbQvjUphtkESjVo4eVkZSmIysf4xj/WinhVRal36MMb1xS18bPxKMxQhJhHq7BfgJl6VtMH4UIwBxwRBt54ZNzSSMbPunabwkTRhNXpO2Wj9G09jKMDkNQvQrjJQnIuRpI8Ejt7bGspOipjMc2cHDWGwRbvkx6vwwygkDplE5gPjRYISeTlHlx/qa5TV2Qvf47OQyR1Osgfb1VtsDh4R5qQMC9O1AYY3H0jwR1SGRlDGK7YYp53eOiNT4e+xYSp75QbfRJqbg6xcsa8NYHAsZy3ByCmsQ+iOVQ3DvFKPgCSK80K86FUHkGUefkd/KnQojk50ep/8Ef7BsUr/1tajMEcA7cKluJq299JHSH02SyCyo9MdRf9S2Sv6IfOqk6pQFA0kma67D9ambRbzCj5OtqqEK/PROqxvSj5HIGZn0V3tJeSj0G4wRjfyA7OtJzrhluOXHkV/7kchWGKPg0T6idkDI3jS2xoquFM9gVPYzfRFQW32T/QOm02yJnCB8XdiR0trGi1MwLI+JFw3GggJwaHOTPNg92tcjH6efOFOE0e+vWOp5C6dbXU38fNtosbxRgpb+XmIjFT26qqMQjmwVh/jRyvTktPQzecXIQg9GzROW1WtZW3b0pHUPT+0wt5p+cR88HtWAid8qrNMOipHw10ZOGn5kHYOVMVL9Ul7Jm/3ItvB7IxfyN/V1R36kfjQylRxojFVbKxg9/T1lj2KEwChbVGJfTXbFjgBMi2EdngITwZh/VzCqBn5ZjE4e2zFGxiN5B+Dp0/NW27XRgYOdAzvLNry150WjEEf2ijyWUa2u3gZxGFazp6Wfhhse2tgt0Rh5jcIqnRCG0dNl5cg/Vx/8raT2DbOFV1AgfizfFuOkn1YmPT5vyIaR7TVGnhxg3EHg+JH5K8mxJ6WakyELvFR/5HPcNq6pwGnDIae87HBLCjYnU8pnfWlN9CcSu0wyj9Ih8oN8YPxIMVoeoz8oPwqMlmpy4sLBxXZX5seCx8phGEUch0f7g8Ubw6qnkK6OEYDYrbMkRlsejf4ejCHZJssupvsQgUO97eWaaF9Pu1x300k88rU/V2GLUww7Rw1k5bDMh91SBstjapNuIHD9MvMGiKHReuNR3ZmTnklZPVNJNk4trmwk5GOJO0gep78r7SfD5VXsjEfaITFaXTmNpjdCOlSdeAo9418QV6s/3Xu+NfdZxBiWEIQQEIs4Rm+6DsSPFX3K1igEFn40epIuMcyctoJmP6YGMlHSTzFaFwqMw3jPbA3Q+kQlXJSglB8j6JRnGJkmvy/kaTtKHzGMyreqXI9s4la2xQuIoz/SwcHGHwjTyZza19mYBafIIwqjKLZxLCNxY5SV7I3Cfmg5CIbH6Nf5GHlqJGcpIVD6aMJjqpTJfJEmkWAU+RFhkrUh7Br5Fh0Qc8Kp5AnEDhiMMitIH2X/iHwdRVggvt6w6WjyY7evCUaJGyZuBE4dJyeC7yLt65GPZ584W4S5HY/aWy4bTu2Jl+IWUZaPQ3WxBY3s3r4Jr0v/qhhbcjyeVfQ3732MAaLys3nAYozmWsPcwjSGJf2LNitVQRX9Ntl6/ShtZXmGYozaVuFHJYv5sQsjlP0ao9Ap9YtOAI0H1H1kOmdKXwTR7/tRnvOg5fSktYEqGi+5bVJjFL6OsYJR+8diDMaPUo6yQ2DMcQqMgqeBUaWRk9aax/gIsfS1U2aU/lpaR5TbeKPhaWBUfrU8pPNQYBwMRqs/gusvzrEhmMyzZ85cwF7Svu58XLl0ZflIPQ0ci9PTqC6YRbTY7oh4+qzeVueI8XVjNvJcXR0Y41DytOQwzLXG0XseI+9Y2ZNSjSzaKFNMAr+sFDJPxS4vrNBRfjAt/7YnKg4WI5enbGWNMcUh/Cj1qfg6XlDxE+ZKumVbGEbLI/TV8oeMZ/UXNjIfOY17b36wGJX6EmNuSASFhNvzNWyjNN4M2o7C1xLrGK/U7/mRYTTyaieMyjwMEdYsVyk9SLkWaVPYEZkfY5EfaGeX+c3bauuF7SbGouyTK/HjlSvqKN1dp33d+bj2huNFWH3thVPp9jbQ3hRIGYgY7aRhp75aw1CLk/jZmN1OOkBFONpz7YjInRCvwS0KkK1dO3ztNQyUB/pq4gcTJ3h+lAU7gPCUsF2MlbQOLm/SMQIQpx5S/cSO3AFJnZ2kj9k6kHsZbjBSP9bSWnYYC4yTrfktUNmqfTOdbiv0p3svz0bpoylY6e/JDw7GcvuvzY98+618S6d5FoDdijn5mvOrPLI9Ydenm476lZw+jMrXYWpLNUbBk+1w/CjXNJj86G6R9cIKHmGH2sY7bquunbg6OCMnEathlLI9jNZHwcFo88swPTt1Ym+nXfb1mo8rl3lPbql1Hzoib/S85xF0a6dmcJ63dK2C0XZAEnnTNzvZalwxbYqXSkHNp+O1Zztyz1ZjlT5R89hK3PAGey/kmSZLYw/ivvhCasMOi1FQsUVYNdQCANta2tBvOwmLYKGr249GZ82P0fOjwTiWKz0ELzDGMcqmKYvjD1v2sx+HqLfaevpTPKNf5Qdb9glGjBgz15A4KmmdvuAr/BiTj0mZczFGgnGCOMkb86zqSIw3qjMTjB8heDDFU9tGDWU3F/o70npD+zHFz2tBBmGHtFNWRRlj1D4Kxn7jR+YjlWWSjzahMULzrIQx+TrYeBWMUnYGMY98rJXOPUu2Do25YukTT1cZcUj83tu9G8foZNTqBC0Tx2JcxtZ1+ZHpXxZjTfa6eGrxLE/PSalXBaPEsbwfw9IYUfIs40dWHnowVkYTCmI8LK9ZDDvAiDVhDPaZzW82z3VhFL9rp6Ba/i5/cIyFHR5GI5vmR4OVymZl0fqW5gdmm9G3bcKBih/HOLHNw/QvhZH5fsR29vx8vPra6Mg1zoltpgPSve5ilQ6ITWwqllU0O9CZ+FsVvEf2ra/VeertYLkNjHCS2/GA9iN7M/XiW4xNHsBWQlVbIvkabMKoKo+I/AGvnWI0YVQ/ayh7/BjR1G/XnRQjJYUfHZmmkWF26KHxUWjaxuthBIqtpYsOicFi9JVD08RnVKfGGAhGNpqEDozll4ZLjOwLtW2M0NuIC4xJNsmzhR+lbGYH8SNLa5tnPIymfgxVnsV/G4PtFMTCl0x/Pk2UYpT5UfBg1JV5x+mbbc1j18VkjNH568EYHYxePh6niY4ePkge7h7t62mXa04e8R+Kjkew22hjbE9dJOqdGkmFsJiGiXCnHWTmWfUU1JotHn+PXEY90zfVqZFkcIUn+TE0MMp0aum3ZOf47VC80zCnodAoeYoOiPgtk17C8jpWDTusfjXbIeXJdRYbRlYasq7pjxHY2BBLWuJkSpi2qCo/xlGX8mNhwthwlX7MQ+yEP+cHqzMNRQ9AhMCItP0y0qmZNDWQk1A8j4qR2CEbgCDixfHUT+kjyTMseKbhc41x8rWWn/vuG/rE1yCYsi5rB8GIADW9FgYjW/oaekg/RzJ+SxjD5uSvpF+BUCMZo35ZRiJynzZPVSQ5Ytqj8GM2Zvyw2iDtGH0UiZykX/hN5SsX45RnwyAxhik/SjnCR2lqSp54msJdjIPW72Ocyn6RtwEcO7KFvaR9PfLx9PeeRfONPIizE0RYk0LwG9IVqD4NVJHb+9Yvf6+IsWtkQ+ky8SLhobItTyx5em3INbSDkVGPHR6G6CzQtPKlbNnvqmHssUPqF3HoW3fSTzGa+4ofrb5AeAAUB0Gpt0+r19qRYNTsKDBO8roxxulK/RgjePrX0zogNQBhuicYqf3W17LdTHLlIWQG42THhFH7kei3tpuOQWG/1Kl4hK0VjDkO028wqn66fF7zo6l76r4e5Ug8Kj94fiSy0eNHGIwiHtvqO/Rg9P2Rwiyup585j72kfd35oJ+z3wtKmaxb38S30tbbpLMXl/xdayA9nl5dQFkny0LgNbAWoxWUXhvsFtkaDqZzGf0tOzwf9fjROynVI9dHhE/w0KkZeQppHGsy2ohEHdbIA+5JrewUzizThFl9FTty45bjWF8zjNCnTqZOibXf2mEayewz9RepTnXiq2eH0h/FzpNKfhQ7UXK8Bkb2cT7bSWC6KEaTjgWPxRhZfoDYVSP/UJJIA9eOQr/AS3l67QCqaR1LP7I809QP4iOVZ1H3o7ADloe8GGysMtq9A9rXnY9TN1873XgFPrKvZlYq9GV4HH0OIxbbb8nZHy01ib9nGiK9HZLGoUtHT5yCF+SMgfRHcKil3aZUR3OmuGRZpqNRs8PLDzU7iMxgd42MzwLhXcj25BHcRG7RIfGmZgRPCKHYyjfZCtIQCUwxIh/nT3xv31LTyadq+69cjS/1Jx47DSTskKMC6iuuPYs4RQMkF/pljNJ+6keha6ikdeJR6epgtB2gMZ7FCIuRpGOAaJTTegQnP+ittER/FG/cQj7FmM1y/KjsEHaN+SEE6Pyo/AiSH5kdHRij0G/TMVrd2g7FU+if0trmx9KPZosyxSjW3GwvmNN0Dt3qu43RDi0nxNLXi45MzOtFTp2cTzhdG51nu11sAWTTLj3kVO5NfSlu7R7gmNbRIWINRfe6lTbuZpziOfzGviWXvZ31YGzxMP3NtTWExzTCcmiXDekX8tJVVoYMt9fZcOywWDKeaOJKLNTXDh4TlhrCgKmRdqc9RoxahtFlzpJw/Sox1TqbqdIfK+Emxrh46PpRhpvfti9NMVm7ZFhqlGt5LTUyTlpnsgskq/r9+yKe4welP9sh+GRjOd6HgfjR5keSHwqM0YTJjgPxkeq81coMxjSx02nWZ3H8z4ZJObLDI/VLjIPRT/xoR0VC8pHxtZy+A4Dz826X9dHzz/U5s3rmR7XSqjxz5Ym47hvqJC93QryKiupYsvEexIFfLR2rdIpasr0GQvqoiDOUPNZHXmO6LI7Ws3RfvM0aO7r1Q18Vj712YFQ+quCPZkqj5scqxpSv6n4M5t7FL7csi0qc2iFld9lRfxaAaYfCmMa5MpfxBmIHu8/h9lrJD3atDMWv9QeLycMYyb3V4WGWv2sHC0brs0VCyoaPll2Z1i2MdD2Rh7GEOPEIORFlHrVYpW9djElOMPE77ADhUb4qy+MizxI/2pFVY/fzL1wqde4i7evOx/FT13TxuSMfrcY4Rt1w9zbMRQbgpSGdgpqPYWeZvkbL8CQ7hqHjLd+pBFf2I6aKofdT8WpqRoQXlRn6GoZGo9xnR9R2tEYiZCNZdBQE/nRvGzwlO+k3HUmGsWGHXVORG45BgGIYlR0VfSLPFTnNdpJSfrRlRp46aeOP13KLavJjxf6CR9gfF85Q00dJF0IxVeCntQiTfjT4Ne8U2T0VVYmJ+jRVhhHm9E6IN2GvzCgeYxtr1KLxo0jHjNH6UaZ1wiIazjI/itGeONplMdpGGmJkwSzqzPrDWNWw/GDyY/4abvY18ZEpM9kOu9VaYRQ+sGEqH2ldGwgI2yOujFH7Mf8NC1+cvKayO3QXaF9vtT1wYLMMzA3XdF9stV2WUgFbVk7KPB2noKqTAoFFLrW2eNh6eWzF17uGJNFOFyzZSrhbf/qdPv9Zkc18vaofvXi24pVp531FVWxvLLaoSl0y/Qt9mPJFLznpaDtFeVA5OhjtNtoCo7EDnK2AZzHmhkHqF0LSdYA+PZT4Mcaoy6zn6yRWVthJcG4EYukjcsKpTOtkkxyCpyesWl0B6hROhcfqk1srg8ZIOxxpG2eKN/rR+kjypHwtfRRTsTS4VAfMYCx8lHET+6WcAfqE0QHAhjnhc9wyPMlJW69LP5adxKmaidJnyUYxpTHJ4afJyrRWfkydAntSqtUl9ff4ceyERGmb7LjkhAnY3Gk7uCTt65GP00+eKQNJY7HyB96s3Nabv0e9IxkqDpHdo5/xeLuCejB5Iwkt/hpfalzYm+s69LfkeGFWVwujN+2wqh0sHUUFqa4qbE1+rPGwYW+L0ZNTwRg8nmJkwVyBcnFir2wXo5Ff81Gyv+ajqh09ae3EI3G7bWUYrR+7poEsLvT5sSfPenldpb3FhaUWIquOpuANlkdhJL9XTeuRgrWV+dHLD8vUoTHi2TNkjeQu0r7ufBzc6jyxbXT+jjogvY0ufdbmaZ6CuhP9Lf7eTkirY7FMp6b2oTFXdod+uyWR4Wvq6eQxb8+LZ/W47hZVKTuONrAtqfJaw7tMo9uL0czp550HjFSj4DAl2bX8zSrzdNOT1kNU+qmvpez06mjT0TYagBqGV2EMh+okyGfJBiOb6bdTloan3O5Z4rAYA/EjtYOd5qryo/0YHcD8aKehmK12aiKntQ3vwWjXoVQxjvEKPxIeg6XU5dmBYhosT53U/GjzWkQlPUwZH+05dJDMFOwi7etpl2tvOFEGxugPsacOSFq5vOyUQu9aidZQfbA8Ee7gtMy81ekb+LbXwmVGrfitGub5sSU7FSY2FM10Jd4cFipxDH+PbfIkRmuHTVvbAVG+lHJMnCg+GDaG5VjBOT1U4RTh8tUiV+qxxGhtjYTH3MuRcIVx8E44xfQaJ8NleiWM1idIWUDnx+yPtC7EbtuVumOc/CH0T2riZI+UHaOZmsHkR5uOmWdhh8qKcTzhdBxij0mQLeawvgXCRpCPM9YAidHmB2gaMaaiJDvrk63IL8wZY/JRlPFSYxpGnphPL43ZN8mO8oTRqOyMgkemtdGV/THaIaczkhuj5sGIMTOStUOpU5AxbmqMucGXGJUfU7aWdmCqemLKt+JepM+UR6JOa2N/LlcRefom+1Hqz2XN+FHmdeHrjCEC1+3xV2339cjHs0/0TbuULGKNRaLa29cyPImvDsCJtgb9Hs86cDOeXj/WZMcOHiqnqIFLnlzbdmAp3hg67GjxRHI/8gRg+hNb+Qr9FpeSDX3fwshkVuxYCiOdmunHqHSZsK70sGktK2Zg2to5DlcvJZvdjzosZmCq8DlGZB55Mufiftqy7GKsFgG9tdP6UeIKTrzFwymtpf6M2W4/JXawvF7ci06A5VGyWTya1ibvWV8PxtdD6aMkK99XtvpCxkmdOYXR6Jc+MnbYctX2Y5mmNj/KZ6efvYC9pH3d+bhyaZc+EbyTxsny9zSoC2YRzdPvYOnVX6tkvQauJlvG7a28Ga8pYC6Pp189J3b0nJRaw+jdt3xL7yPf8SNksmkI21AsGnvTqMHpAKh4BBeTXXtWw6gaXOujXoyrlSt1DHn2tYw3Xr0tqkx2F4+5jjzFB9uyLEyNI6B2QxS8Mo5UyPQzjDY9jBh2eqiOH0uMUWz1lXpMvi7yQ0ThD7tDRF0l7h6Mxke54+D5OvutjrHgsXjiYkwkDKYzlK4V/daPqrMjeWw6DlZO1NM3JrnDAFy54s2R7g7t687HdTeeLAM7Gs7qCINtVNlzOYfd01Hpfqa33zos1W1yVMcyHZXWVk75bFU/ulNAmP48nuIakc8EmRihzgkBwAqk1u1grPmxxqPsR9kwDBHYHseDWUNq5NkpiayfVZapwh2EINtYpbSWclt2dGAsTlPFqhh1/slvgXL9hsFW6hdpzxqY8RrS+LVXrqM8YdTJD0rXFJ47IKLMTm/Xix+5wZHHrEuK05B+Pk1T2t/CyPK+bJhsHk0YpWyJMYVJP0Lcy+2/Uj8WdhTrFRRGObpCeOxpotKOZFfL19vaDpUfR18HZQe0rYMcSZn8mUdShgmzxsj8CI0xGjuC0C95QvD1S74RT4gR1107T7usjS5fuswf7LQD0kMp0666/bSqXzQ4NZZeE3qmRthajd5Oy7LU0yGxPJHwKP0MR8UO2zlYB0bGo3QRmLXGXTS6xVCq1Z9kF2tFjM4oBRAcDMsSGFXj4WGUWFi4GNJXGKSusexNUwxEv8RAr5P+NEWRGoxy6Doa2aTsO+mRp0DIEL9qqIDFWQ1JvpItMU7Y6xiNHyNQ5FmJcdRfYEy6MsbJ3myb5WEYTQNLT2oVGKXfNEbhE8mTfjOM1o4IhNS5UP4pMaav2qr7GsYIbIh0LDFaP8o0JHZQP8bS/1L/+Jen3kLA5UtXsJe0rzsf59jx6omqDXccLx07YFgDw/Qs0wjbSrHCJDFWD0ur4XArX9Lg1HhcqA39Ho/VL3kap2cWsn1wpX7v8KZlMfb4sYaxaAQ75YiGtomR7RKIKMNWsWNVjBKnh7GWRpnHGaUb71fSr/5I2V/WR13bP608gzGaZ5Hw9GJk+teGkYRZjDZ+r36XR8jxnnkYYeLWMFqZ3pblmh1Mv5QbU4eM6Lfxe+tHkcfPnXsBe0n7uvNx9PiRMoEktRpkEd41EuLJ8bYSVuMZHFT/lNuq0zBegfIweDtSvEqsitHR0cvjxZHbWGVBrZ2Q2uFHXkF1VEweRstT8xPjKRoVJ35RETlHjDOM1tZ0EmIVI+pbZDvTemcYW35sYATq23itrClQ5wcSJ8/V17bxpuugjCP5OipdxYfXKJ5oeKDtVBin8HL9wOijxjZerb+cTmF2wNpRdACAQNK6jZEd3W6nOIi+JMf6urCtlE3LjJ3eG2I5nWK3yKrt6ZFgjNMoSQ4v6yc6vSin9wCFKwA4dvQQ9pL29VbbY8cP8yFkSTHyoXDxPMaOU1A75CDG5U5BlQWleQoqEEJFdpLV44+FsDaPJXZapJW16jQU08/O0QCmApdUdW/1TXLFSamZJ2p91gzrN+bHWqfF28ZrZSVMm+xkThRx010c+dIQ6+KW+NE2DlEISdfxRElqk7SjlR9GW6sY7TZaiTE3DLHcRmsxKjuI/hh10kofsamqJFDql74fxG2MCwhhkp1tFbKjzLMg+UHk68UUQcjtUxBOTPCCwBiljzLGqOMl2aP+CCymecTJnByj8K3IM/IU1vzVYYkxNeTCDp0ZhB8jlB11jIA6zRVYLPEyduS1PALjlB9EUU+4BEbJE9S6JOKjuPB1rsNTpyBA+0SGjcutsGH8OCBvxw0irRc9EuFHQPkj2yAxiiAAOHpkbzsf+3rk46nvnp4a/Rq1nofOL9/28Kwat8OO7pNad4JT0rjdT8m191bfEm/FO3oOTI1xj37FMxgeZge5L3gcjKzBXhaj82lxr4OT54xNWBdGUfmqMBZ1WTvWitH60WD0TuZs6ZdxvPT1sqNoCILAmHUZ/V1lxqR1gTm9+Voei9HjERhzPmdyCowN2V0Y62ndjdEe6NVhR8Ej849q0CeMqqsv81FP3WNlZ/2T7GDtAFTZt1ttC9wFRiFbhkXgmWfmE07XRhsb5s14XY3ubpJb+BrPBVNzIaqUUyvsPTzyN5tj9wpfFWPkV0mpYLfkeVsgl7a7JcdWvrHCS3g82V7jPZCdMFZ/y4/LYCxOVIz5pzv6VPuAW6KeLypne32eYheHTA+J0W6t7SlXPRjT1ICbH6B9YuV4DTBJm7IjEYmvY5kuBUaQra0o/dg6mVM1gHAwovSf7bAkzDU/wklra4e1DbHYLUQxGj+WH/7DNH1RSevF1IgtS/qGpyPhtXm268RZg5HZofI/yrOtdpn29bTLqVdei0e//l1TSUc9PNpDsfPjcz1yY0W/zCh0V4SU4emMI0tEHpwshvGNnJ1gkjz2twxL4Z1D8VX9vTxJrkz/wl1OHNvZSHHz7w3tx4gxjnjb2ahgrGG25NoVs8oJruiU0akZoV/k62h4QhrtK/wodEn75bQD85ck2XG0vmAY5RSIg3HhhvGERwWQ+G0QPDI/2Pwo9cdo2gmCMcHT4+Gm/gnTM1v2VNLGnL7FrI+SNfJtiPyYmaPiCRsGY4KRT1xdXAs/xihOrl3gXvgeLsbUAYgKI6vTJEaUJ3xG5OmjnNbBpPV4DenE1RFJCGHcUR+Tt4T9SOgUxpyOwpoQ48gDmtb6hNEpjwaZ1srkVG6j8GN2rdAv4qaTWpOzU5wgfJ15piqMY9RJkDq8p649VqbPLtK+Hvk4/+z5MrCnAaWP17DzxdPlNdhVGW01qQA25fR2xlaxjT0vcr/tHK3Iw/TXeFIlwOLYBrGpP7Z5ogjvxVi7zxjRh5Gldap0AfUnw7owWj+KClXd7yCtaxgpZoab2tGHMesaGyCrO/NIX9T0s2mgEceka+LJugGlX2JUVLMjjn+Ik75I/GrDcrqWW1QlxuRHF6PgcTEy2ejEaHns1tqhxMi2qPZs9ZV1sbV3wjv+F6HDGn4M1keD8WNa6FpghEpX/b2eshwBAefPPY+9pH3d+Xj+/MXlItQazvHZUp2QZoU98qyyuJPxEF67DZdiHwzeDj904Wlhtfq8BraFrWhkK373OgAMB5OZr2IonoUBfIi9R3+XHR1+3CYYW6d31nRVeVDaZp9Fol/G8dKalRkPzxhW7YDIMLaNtsBIfO1NxYiGqZlngbIDIlnT723HD+M1WDye/uLwwUWjo3Qp/ZW0tmHqUC4UfgyFfpRhFKPEVtHfw8PyXkP/UhgZZml/7PC18RHHCMVDMRblMpYdF6P3hefncz7WRieuP758JK/TYJ51H0LmVTzLnILqYZIZ09t2CHkqamXLb4o+xPZISG8HpMOP1Qq6R16rIbI6UqEGRIWB+voEF2su2UJWagSGaXhUbqVU+nlj4ja2PY0Za3Ci0c8q04F0VEbKDZngCRZDsmtb6gKkixSPDGe2SDvYtFRHWlOM9FrD6JS7CO0z8gZvt/EWo0iJR26JzPlRKkO5JdXKAZTfpmkbwSOH67MdjXqF5YeEWaY1w2j8OL3tY5xpSfbXMIptux5GW64g4rDtt7W0Tr4fMS70WztCYas9Bj7rkrYxHuNHi5EdeGZ5YgTHaNI6DHFxeqvNa9uLZydOHMZe0r5e87GxSRrRVJB6GtjaFM0437yjRToJy07Xk3iVuMPk4raVW8+IzBr8WOVZhnpk2G2LCkfiMRglD8wzuQ9weqDjynUnchuv/CFxeXPjq/g65prehCfVwuicH4WMMSxkOya8rDFNayqKLFnzdaroYX7buLIT0rN2aGPDx4ixgWZyJMaI8hVN4Y3aj9L/IehOQbpnGMf8EWV5SI3Xhsgz6UhtRJ1ngp3eAPXjlI4V+wVPkR9TfhBprXicchVHP04YDW6RHyVGy6O2sWYfWf1jHOVHTFttIfxo09rgiwmT4hHbeEU+lumI5P5k/4D8xVzKI/xo82w+rTfhCWXS5uyQ7a/4kb2DhgDWXO4mrX3k47777sO73vUuHD9+HDfeeCPe//734+tf//q61XTR6SfOloG2ga1RjUe+YexETnrew9PE1KNPLNTbkZwVeVpvozWZLZ5ePzI+JjtfHR67la7gcXb/qHtHdgujF2bvWxgp7iUwOnKq0w6FH6WOFTGuwNOPUcpDGQ7wkbPCjzvgUdcOjJYnNcBrwejIqWAMNkz6UsppnAJayFkjRjoqYuN68ey9d8Kpul8eY7DPFGaCt7fsx4hnX+pftf3sZz+Le++9F5///Ofxmc98BleuXMH73vc+PPfc3u4hBoAt79CUWgVX8FZ41tUB8RqbZWQkqs3h5+BB/HZk2oy8U/y1hsArKJLH/q4tXKzJ6bID5TRWrTLz8NpdM1IQq8wSpcVwNdk1WzyeViOT4zB+y1PxtfM8MB5ZUSdF9mTGWiejlp72w3gs/jCgeQqpPJkyv4JPcPO1dSosw2vWW9EOEcOopmoMxgTI+jGFSTlGlwpTGC2PtCdO23iV3drmwHiKtAbfNurp78aILoyImieotB5l246JxUhGGPJJrRaj7YA0T3ONxQJSlh+L01yZren3yLt1aG8nQtau7b//9/+u7j/5yU/ixhtvxAMPPID3vve961ZXpZOvqKz5kAlRPT105Gnskuk+BRWoy0q6ehehetMnYyHwsaeFs5XpI1kp9AzJse2vNpzqMYWB+VHa0fJjL49Hxb5B6HubZ2QD523bVTwSY9DTMrbBT+loZbd87fEwPzIeEDtyfujTr7bxArmjG8J0wqeaUsgV5qg/6ZPZQVX8osEKxvaighWYJUY5BSOwSoyZR27RBfERILbxxhJT0i07XtYuMaRe6LcYMW13rWK05VhgVFk9QRjrjWgwJV2T5V46SsOE/Rti6gAQa3KkHZMfIyZmaSs2ILa7Lhpr5WbZAUgYh1hu481ZmJSZnA+TBGFripH0o8S48GNQdqgtuqoDIvLapsHo+DpA+HEA0hGmmcdMVSlfCzsmWyKuPXkEe0m7vuD0zJkzAIBTp07R5xcvXsTZs2fV37ro2e+fbjPJVKxRB8+OFqG2nrMwOr8v73v0jRXaOnxgK32gf4SCNRb2mddYLoOxh4fZ0eLxfN3EaJ8z38A09hWMNT96mJb1I7O1gjEA0xbRMZ783baD3Mur/e3KiW5+zBhjdDEmnq786Pmo4ImlHSE1N1z/bmBMcoqvzcYyzQI0xiy3VWYLjKV+GcfTb0cP2Nbaph8lT8Zq7BC+WBZjMDxUjsVoywyQt9GmsDzKVfNjwt3Qb3E+8/Q+OuE0xogPf/jDeM973oN77rmH8tx33304efJk/rvtttvWpv/KlcYH3RKtY7HjKlRr5NKz9OeNGMg/KofwukygnZAoM3iSxbD02FFt1MbnbCeQvLKKzqtka7prmFs8xfSWrgRWxwgoZyceux16lS2ynY0DJetHpR8c43al/GU7TFozjHIayvo66ReVctUOOxVTy8sOD23cmR/ZaaqigVnYYTtsKP24ZxhNmqa8yJJR+HnRSOp0lI0az7Nlo7jQVSlXBTYZT2PLp6DKcrWtBQWJiWFELDFGlBiL+hHmPk7TLpIn6ZNpdYX4SO2YwaJcRcsj/YGOMmPLGrDd+gDqmmlXOx8f+MAH8KUvfQn/4T/8B5fnF3/xF3HmzJn89+ijj65N/3U3nqCNaUE9PB201M6Xlk5bie4Eo6z4XIxpSy7XE2XBSxUow9yLtcaT3kZsYZA+qW2/3EGl7cqz4cU22sSH0tdNjPJPhNkFq7JBSBdvS2TLRz08tYY8dUC2GxgTTwTFGEIYt1s6W88zD/QW3ZwfR13yPho5EptnF0uXSl4L8nnCyPwojrnOb6Xyi6TKDpR2tM6KWTPGLF9kx8zjbT+WnY1hyFHUyFYUO0bGnSbyFNcs15Yr5SPjR7n9VGLEQrb++m+cGmlv+y8MxmSbxAiRH1nZH2Q51jx5W/FYZgLTDyy2w44YPTvCEBGuTGXPbtkOCIvpmCsT9nL7cfLp4tmp6/b2hNNdW2Hy8z//8/j0pz+Nz33uc7j11ltdvq2tLWxtbe0Khovnn293CCKmqZedbBsFIOe010q5UO4cY644lrIjgn4xV1V6WJsfFUavk2LtiLG9VmQZPEthBGjHrsCIjm201t7RsUUDI8JSFCu6x0fr8KNssO16GZl3KxiD4uF+VPP8aouo1TWGqbUi4prEDyOPxeh1yszaJTsEnzGmMLueBcSO2rqcnK9IGIQdQrYtj8tijFaO3Oqb7lOLaXURjMFgDClQ2qYg2nLF0lr7sdxGO/lM8UiMQxwHncR6t3HtRMaYXrQK2SYdx220DCNcjFFjFLiDKt/GDpPXw/awCAqh6MhkjKlTsinzLAwFXH6pHzIWY8QHPvAB/NZv/RZ+53d+B3fccce6VXTT+WfPYbhyOeNySSZoi6pyYlvXqmTfzHp46bMenvT2MvFEG8bkrNmPVR72ETsW5t33hi3DY3F72y97MKowEYeFMYy2okpRvMPUdozR6O/hoRhjUz8d0qd2WNkiPP2u+cPq8MI8PDu1I+cjYpu0w6ZrzbctjIynOM3VYGS6lsE43rv+KLARXa2Tc1k8xsNOnI0dPI0twmvD6JVri7G37Iu66ty5F7CXtPaRj3vvvRef+tSn8Nu//ds4fvw4Hn/8cQDAyZMnceTI3q6mPXriKLC9jSFGhM1NRGz4oxIR0xsGsProQYxAmM7R6BoFGeN08/XwVzGibutiuTsAfR7IogMidsfkR6bCX2YExOr3GhOGUfoj0TBwH8mCKd/8mqMVFYytKYvko+zrOL2VMR95DXdODywiRizuQ7oXz/JlrKjS62/Snyqh1hqiEOo8FKMJoz5qYTTxHf0hjgdyiQV70fCoEZA4JoSCkfyBSpqIHzbfeH7IFfrQ9GMAEBOftUP6YQilz2p2IAIxqDfsTApjXLzJS/3WjhgnWxKP1ZUWRq6CcVI82V/xYzanyNdCrpfWYjgoxLj4GJtI+xAxhUHahsWoZcpXIj0CYj45NG4gF02LcSEbIl4wxWLkkUNWWYhjRxztMGmr5CQfpdNNc3lArg9CBI4dc46m2CVae+fj4x//OADgJ37iJ1T4Jz/5Sfztv/23162uSkeuGTs7w7Ao4ABw8NBiiMprlAGR8RrkNbCywUZnB6SXbIW36hSHtFXyqEaDNQDRsIWSLZofO52GsTwSI2ukPB/F2J528PD2dhBZnARHwvJ8FFFOzRRpIrHITonQx3TF9J/wW4C2S9R11bzmdRhrPKEDY7qpdv4wtSFxsSU0Bn16qCp34zct8tpONewv/M6mFBQsUWF7GGWDLePJ/MOmb0aeqh0RmafqxxwmGuHU6EhsuSFM+oVfU7DYolpgHGUvoKwPY/YHINJklKswjj4aIDAm/ZN/aVrHhdxpikMXCVpmtqOuBka56UsKiEDYxqLztqExqmmXpMucQhoND+L0rWHXjmRmtsP4KPHkqSgA27qYJzrqnYu1S7T2zseuTDmsSM9+79kiLG5fQThwcHp7Z7RMI2MbRRK36xj2ZRs3W5nXZNR4Ui5UPOjogC2YqrZR2R0YXZVr8hFQylmWZxn9tXDPR0tjFJ2K3Emxui1PJ8akp6a/x9eMh9lVyCGmCN4ALBqpzQ0dthJG6PQYG4nxO+6iATA8qGPMvzc2qvqDwdhlB7tS/R5GER4xveGHoL/Q62Fknc91YTS+zg1qA2NVn5PWoUjX6OjX+Tf/EjzRYITBuMizUGuOqK8HIG5Cy5EvLJ0Yra+DDQPw9FPkK/C7SPv6w3Jhk5g3DIjjOpA9oWU6Yx5venOq8a/a6UuZ15Ja/e7JnsLdr/3KoGV90dLfy8Pua1h6eZbF6OGyj2sfuatitLYO41+NBzqtGR6GhelfF09xCmXsw8h2R4mrashrPOyETaUzljwMI6MGxuK3h9HyeOudFI/FSMp+yg8qHnTj2aF/fRhBfN3G2KNfjQxI/Tau56MKT7EbxsNobTM7igKAsF3HSO1YtlxH51tou0j7+sNyp26+Ft/52mPlg2FAvHQRMWwAm5vY2NzUz20vukUtftkwB2fKZye6U5zaCas1uTEivxGr8PGZfTM3TFOnQz/P616k7NqUQq2RVm8jxhbLw+SyilPySz77Vp6oxcP0Sx4Pt3wzEpXBJNPEqWJkPNHol7rNyZQyLdP9Rij1W9usf6SdDGeWvVGGAdMWWsQ+jPK+mJqadOfvGo1/3imsGMQwR9jQFXcc/5M8cuoAEfnkK/l2OkLMmMdoVT+ychfF2ohkxxjHliBprzphU80rmDfzvF5iNCiasJQfJUaJX5q6U4wp3YaAqIadBB6GO5C0HrFIy6d4Rr9JkwAhy57myvJjSHEmjONYxhi2mAcJIYhTaaett5NLR/3bIq9tlBgn2SZfjxj1abJlOiHu/VbbfT3ycfaZc3WGOIx1ga1M0d/4q3ikYqZssXqfZfWELau/E6OO06kfky3y2GFXf66AV+xx9/holXvmI9aQtnhWxWjDonOv/MgbqeXtIA2J5WH5wWK08WodkhrGooI3cb37Csax6SpPlEzXcVg6iDiFP1oYaztUOjC6toq0znaI8Mm2aTrU4/E6DVU/pmLdwyMxMl93YCxOc6U+M3YIjEq/kbNYZ9vAOMDF6OrPGOr6C57B8sQCIwjGvNhX6hq0H2FlW3sQcP7M3u522dedj4sXLrWZwpS5FBUZetkG2+EX4WmqomskRN63ZPfwsN81W1mhd5hYxyN3StR2O4Kb6WjZ5VUGTEaPr5m+2pX9WRy1Cr7GU/NF5gHUUHTLDnXPDveqpIes4KX+FkbvmRwK9zB6B5CxeyWb5LWCh0wFCBzB8qTftZNSmY/kvfxtDxeLJJ7nI+/q2WYw0g5IT561GG3eY2Eg9wwjPVRtify0Tow5jZw8uzRGEqdI68qzlGbbmid0Y2T6J70vvLCHyxGwzzsfJ66vfFguUaysVRhMhuiljsYyiszhf1m2orcWhxUAe1+L704fVeJmvbLULyJNZ4SkiqZgafu6x0ctHq8xl42KDOupWGpY2LSQh7eJEcI3kTdUMerTRBk+W/GnxakqbZTgiXd7ewqTjSXDWOsU1BpM5qM0xM8a4ZqOGMu1S8yPbH2TrfCTPDpFJl4gZNgQy/USEWKeP2FE6Ud7mqjSh9IfzA+Mx4TZY9iDx1PIFhizHxt2UB6DMU1LDaauEBgKjIA+zXVdGNNQQ/pi8MgTivwI7kd5AjDESanZLlNmc6efYBysbMk+5jV1cmtY3AvZtfwYYsSJE3t7FMa+XvMRWl+rBRC3t7GxWXGDU8ethcYM0Pwabi1+ZZ0J3VnQiidw8WkE80OuHK/6u8ORkkU13tBz4x7V1mrUeKSvWEW7Tj966yBqPAoHSlcyO4CpIq/5Uekfhdu1IhJXqnDDRinDNs72y7+Sh9oW/edJf+Kxa0UkRvs7Ank/pOfHCN0ZMxhCgVHoTuWY6JdD5cX2T3l6qGoQDMbaSa2pcaqltc3Xxo92KiF4PImPYVS+rmy1jSOwdN/ECL1FeIyuMG5HfXqnPevH8XVUuhyM8kycnB6R+Cj4fkyN/qbOD9qPcTEqvNkqV8L+hHcwYXHxI0/EiHKleQSFgI1gA3eX9vXIx+knzrSZYkS8cmX8WXG+yphLUMd6BnenSA/JeKzhtFcb1iu7eFbRX40Xx4vPEz05NVtTmBfewliLt4wfe/TvBsZV5XinHi6NkdwXfrNxMTVcHk9N/7IYa/nT5TUYvTzY40emP/FU09HGt+FQjVhupFu2Mow1npofW74WDaCLMYKvlbGNJePxPsa3U4zMH/QU1Ni2o/g4pOZRO2R66x4Po5tnnHw2RJx+Zh991fZq09bRvm/GxO0rGC5f5oVQUu1LojuhMRPtqAPixZUZle3E6NHpVlBWB+pTVHFRi0SxzsCd8rLBVldt4aJXmXoVvcLn/K5VArW4no5WA9iTnjWeVLm3/AgsN9WVZY/beJnwXKENZGspsaPYkpiwd6anh7vWqNd4mP6EUb4Ft+wwOukai7R2ZKRA4uXtp+qZvEbIj6pNdqDPj61nBiONZ/zoriex+YFhVCwRRWcrxVMYI8q8Xs+PeT2PLd+t7dAFRmNHGoVQGCPHaO3fHtTXoJkfg5rOSToI1kKXydc5fOGDra2D2Eva19MuJ1/RseYj0bCNOGwvXnJap6COGUw16B718AjedLTxSqei1qZgWFjCVsNYq5TSUGDxHJOPLC4xpL/oeOiDytQCXFtQZAELRu5CVJt6pmaULaRyth055kfbSUqVGtNvw1oYWXoxWdaPWRbBKL/GKX3bxGga72B4mF4QOwqMExyVrpLHTtV4fmP3KcybvpGYalsrbbyGH9V2U9EpSVsk5QmniUdtP40yD8kplvF38cYdhB3GdmavLVfmhNFl/ChyyGTH+FtKyVtSY5ySegD0pliWZ42tyfXW1mSHOalVYRwba3maaxT2B2ZHwphlTXYskiSMPBDlQWAUHkhhOa23Y7bD+jFNn6TF+/lwNIg8gylSjFHbEbO0yQcROHlyb9d87OuRj2fICac9FLevIO8RT2GsoC4eiDDWElfCXQAlf9eoiFc51GSzxnUJXHXZKIfUC4xxjKp93W3vKhgtj9eQ12QXDaXjx93E6HWManJWwWgfs7zfgzEvahWNipMfqhh3UvZqGF191o4ejPW0CVg0GunNNuSwmDGmsKRT3dtrV34w994Uh7LJ4Wn5UWCxdmC0s9hGa+JSW+1vl6cDY7G1lWE0aRSh/JjSjKaj6eBQO2yH2aZ1BWPWYxajcowkr0H6OOLZp+cTTtdGgx2a6o44LKZh0GgIZcFcc2MZhyHr7jqevVNuk3eZxlJWerYgJfK+5Kjkyg6I9qXnf71lN45vIA3MvXbUyKsMWeXbarBY41GrWGsNn2cPw8Pkq3jyOZMpKryaXqrP7r6wu4yk0jGsmO4kGCP0nHpPWgPlELvltTyebcyPFrfF6NpR2caLyvSNhyeRHPbP6WjiMIyKB4QHdR9V80M9rdUuEiur5iOWH+S0VJze+JU/DM/CNoN5GEw8Yof87dgRsiw/PxYYI7gdbMtwM62FnAHYvlKpU3aB9vW0y6lXXofHHvreapGHbcRL28DG5mKYy56CmkimV223R6ux8HY4AIshWNMBqX9TxWTE2nC9jGP5GcZl7MhxLF96JjGKZ2OJS9MyC1Fkaqao/8ctZhkjsdfaUfOJjANwP3oVow2r8SyLsaZT4srTBYaf7SwpZCb9qRIjGNPJjGyHSNUv4/J8GTendZzyQKpsNzamPFPFCJF/jK3ynuGyvDatJQ9raD0/5tMrpb7J1HyjfBRE+TD2jNcwSR3VL+JEaaPBrob0pUx1UiuQpwEoj8SIKZ1yesVS9wSy9HvhRyMHmL7aOoalzpeyX/Kk+jJNgwQhWqRHwRMjEDZEvha4hrDo0STmtA5Hzm94Njl2pHpMvlyFMdy3I4rpnDhmlTglX8KT6seU1imvpXRMfKLTct318wmna6Pnn1vDiW3DNrDdsRtmwVA2Nj08nY1fdK5L0SoYexpoycuulBe6Bk2BSv+CyXa0ihGR6HTGFM8SGFv4W+kYrR3w/VhrqJmcdWFkPEUDzTCasPQm2PK1ghKJbakBCpyvF2NEe9Gga4fjZxu/ldaMx2K0/DUemx8ghs6F/jwNMJaHiQeGB/yET6uffWenwEiesfxQpKPxkR1NSbIURmMrgDCmtbxXUwwRi0WayTfCR5KnwMi+jWJ5ko9a+WG7TLOUJhNug3EYNE8k6ThM01fZjmLnz+THwpZEAbj0fMehnGukfd35uHD6wtpkRTEN4zOla6NRsM+W4LfbUGUjXMfWqEQkscOLej4KVdPVa6NTmZU2ljZPh5lFyVIWRCW7grHW4Nv7mo2tzkVLP+Op4anZ0YPRS+uafmpHA6Ns3Ko+YqeQkvUjhX5SCTMedW3Y2pNGnh2enJYub+pS+pGF9Zwwui472OLPGh4Xo5GzKsaecmXsCDWeln57Mqm31VbF1/ppPLlDpcjPHONiGqZ+cq+1HUPE+XPz8epro2PXHl2fsDggXr60mI6JnetA5JXydhRwxk8K1lIdj1a4HapO1HOiYo3ceKhsJZwal2mLblTXZgck/xzTLRIxhT6Cu8ePNR6v8rC+YzzyrdxrrDx9nswaxtZaCCaj+GKq9XWqSKF5bAUrMebroGXGCND8INJdbq1kaW3xJIzFqaiOr1sNXqtMLMNjt0nWfK3ikePLpa+N/gCU4SY/FGN3WRcmf8r7hWLkxtX633ZK5PbTpJud1FrBqHjYvcpHU5g9qZT6kfDkE0alj9Q22jENr6RRwsktZXkQfkzxivVDxA57Kq1cTxLHESLnqP4QI645fhh7Sft6zcfhznM+uimmA8muIBw4gLix6W/HTdQ5W2H1LOI2huhN2FpOSl22A8HWGNTIG4r21oYAYj5Wrg8Qz0qQSnxeHxIjgvxCKo/WfzJnEd/xYy2eTOtUIdhtvIyfbRH1MNoKuLaN1otn+dxtrWzdhOQRaV00ltA8FnOqxJWdNj+I9Qt5S+RYCae0F/mh+GJuvhHpUfsSM8UIFGnh5Qeb1um+xjM9IHnG4gw6Xs5n0D4SGIPkGwa9dmjUlXmSzg2T1kn+uDYkQZl4UPBo7OJerj2xfkwdM7WNVsRxeUR+M2VPjYCk3yGU+k1aTx0O4cdkmzxhdew4xux7Yb9XZhDG49OjPvFVXg1G1ZEc7S9sE748vLW33YF9PfLxzOOnd002OxV1pW+0VJUsF69ni2o3xp7FpTYeayxZvEoHimKJjKcDIx0Z6fARm+ttYfTCGcYe+1s8dn2CTY+etKuFrQNjD4/3rOZ/lh5dJ4zat+cxTOGxckiDU8PoYe7GSNJxWT96GAu+DoypEazyRLI+QvO4oyVWf6vsRyB/xbWKkcXrKNcWew9GFi47LDJs2bSmPOTe2tqTH6WOIeKZJxtfgV8z7evOx4a3Q2VNFC9fajR+KDPBSoqcyofxQTe2O9LJfns88n6nlSKNR8K7Tpy1GM20TKGqs3FhGFlYr+/Ys2X9aPnTMGtN3l5j9PhY4yZ52CmoVnZrcSQAfSprHIehrQ8afkxhDGOrs9GFkehn4S2MrHy2OhIMI/tYYZEenTw9GAtfi2dh7Mi0TnOV8SSeJs9Q+qgHI0vHxqJnOgph0prybA8kr1k7SH60HytMsuOCf3PVkfMVaV9Pu5x65bX4ztce2z0FMSJevrQYPgsBGwcPOXyYEjygPXxvdFTD2e4FjI3o+IyeHtqrSxYYNlxf66nXhpCXsSk/Y6MISVcFI9JajygipQ6I9lH+rUxKFYHQz7ZVJ/2sQZdh3rSHF28CVvqe8SU5bEh/WYzpVNYejJbHVmYs37BdAsC03RGxnBpRPOODOMrNJ4wS2Vm3mHeX0zmSUn5i/sr6RY2/doyx1G/Jm6qT1/TbpscyGDM/Jl3MjsSjfJSdkqeF7aL5kMJE/ZTL61hEwxBSqR0hhGnbrCifi6QUeVbmI/Nzwiim6jY6/Gjz+VSN6Dg2HWF4wuIk6yh4UmdjgljqL7ZMJ3VDQEy+TjzR+CgdURImfySd111/DfaS9vXIx9mnzu6NohiBYVgcz+51Fix/7b4Vr9ZIG/7mFtVlqIXbKWDqnhVEpqfWEaJxOjBRHuujqHyUDj4rOm0WY6f+2OLxwmr6vfxQYCQVaoGxUum2MNY6M70YCx0d+pnvvTBml8Ro86yHsZWv2RRPgafD19Z+hpHpt9s/qWyjv9uPRFcrrYUdAVhsDx2mcrUIMzyJb5SZeNgWVcXjYbQ2F35EaUea4vF4mGzJl3mIH4fS1sSTbY92y3TUPhomnlX8KEdWzpyePyy3Nrr4/OU91RfFx+ncRl61e05lV1VSqzxKfXEQ0wym0Linh1Ybg0ojUFvsyK6eHmajJ0+G24rS+lqGCf3FNl51n37r6ZpopnyilQ3jx5GnOEuB2cbua35s8Uh7V4nfkx4srGe7nydbYmWHenXpl3mtkyeCN1QMv8K4TXic7cBKP9lFYfX2YJQ+Sr9rp2dejbTeJvoLjMxH1v4GTw9Gz27v9NClMTL9KHlsfdCDkZ0u3OPHWh0cIy6/cKWUu4u0rzsfJ29Y4sNya6J4+RKGy5fyXLLbAVnXF3K9xliERTL3KMPsgsyljnKvdSZSWG0LXG+Da8O9jk5RqEHm2eXzxU3exhslg8Y4dUAE7zApktt4p9NWHR6vEvX8yK69PF6jLq+2YSoa1wHY3i7DW/prlegyaS0xMv2enGLbLFR65IvMDzHydQ5NjMPUCUlx0xZhmSFl/kl2WdnJ110YMdmVP14Yxbx/w4+1/LDTcs0azhrGxLNt9Hs80icirQPBWIyIRLElVWEc5YdFOV5gnNIrYJzOyR0VsdU2GjkpLE19yK21Sbbdfmv9WPjahLF0TNOGg8lrXvmMESeuW+PRFB20rzsfxdvOXtEwIF65jHhlu86XMtwqUxMt6m2wSPjKUzNs/nqZBpM9qz234TU/MnNkYc8BpKIteFKQbBgkXoz1Qyx4QmsIl+UHpZ/ZsYIfpX9sRVT1o2w8KvotFraQz+Nlz5fBmEhuWyzOiUB78WdqHFq2FRgHjVF2MGQ+kn5kjaDXwIP4I/9GudBQNsyeH738wE7vbGFsngeEqdNh/Sf1D70YB53WY8dFnWZqT0GN5oTRGPP0Tf6g3IDi9NAcJ4UPi6mPtNU2yIWeNq+p/Gj8mDpTRb62vrbxhtKPy6R1oubOwfXTvu58nH5yj9Z8eDRsA3FoN+ReQ7lqZrDxWhUngGJhkw1bRu8y+llltowcr0H14hWYrTwnrNDFd83o+9KP8mOBvmzrk5LHThEVcWthLZ4eP7KGsmmHg3m3MPboXzavpQah4OnAWNtZsiM7RKa1PmmlWU/d0zop1TaQ3pX9ZrbbsAJjRzqugjGNxKiFolZ+RfZ4H9SzJfPjNukkF3KgOws9aWYwFpiGiLPPrO9E8B7a152PtR8ytgLFy5cRt68UjVR+HuN4roR9kBl4pnEVOnyeDBHudUB6zw+JNZwd+t3KyT4DVhsdcDEQObUTV1WlXzJVOyBRjruWsiOwyA8V/bTjoVRW/LHqM8sjT0v04sfI34pZmtd01ToCrXitfMQwWl6ZHnkXUCwbNNZQWYjF9AHxY4GV+dpsEY5CWd6ttUR6KNlGP8PIpkF68kNPeljqibcqRnXiK6bpxZocVj+Y0QbaATEYOU9Ua2MWa05gMMZyq3Ex5RPFlE/CCM1j7Ns6fBB7Sft6q+2JV+z9mg9K29uI29uLDuuhLTX0HodhOpmUt2ULYqduAsstVvWoVYkbPeorjHaLaotqi1LZb6/hkds/AX8qwOpjPIsHWjZQVsJyP11OD9PpCiZOmtsG8jyyioegt/ZGMTUTja8FxrBp3xvGiiYQO9I9q8CtH71K3vKw7aBMdk13jIA8i0f5UcS1JLf/Sv09drQw2u3hMixtLbWdPpZnFEZou1Ijojopo9wNoz+fzBm5H1N43kZr+Gx+TNhsWLZ/Q3RegEUnJ2iMRv2UH4gdUr5NU1Zm7X0qM3a7s3zzl+WK5UcPY82ObdIhtA13kR+Csj9/aVjYuliKEXN4EKIxRISNhf44nmaaTkGdthGL+mGY4i22I4/3MU7VzBCnQxPDOIEUs0bl6+MnjpQ27yLt65GPp7/37NWGUNK22Y7b+cXcYlShaBhRFihfWF8YwyD4g6kouk9YZW85PY1FKawe5j234Xa+swfjsqclumFlY1L60X56207dxFJ/7M0zPRgJFbJj3Y+e7J7Dmjw8PXl/mbT29O8kzy6bj4stspFgtFih8yPDG9Pfkn707G5h7PkWC5Xt4NkpRqufxevF6OEpOiYLyutFRh657gS5c4FyGy1AvtCrMebtuIoHyo9B4qmk/+knz5TPdpH2decj2qGpFwHF7Su5A5J7wOKkVG/ra5DB0V6dSr4JprOydAptHIayERSYu3W2MLI4tS1p8rf6uFIDk1fRtDDFsbTbNCoqMcuT0lz4MabIUtCCZ3Edn4mh4QzFwi62A5cYYz5wq8NHLR5vHUiN2Ams1rc9aZ341pHWLZ5V8qPF2vJj5oHZomqvMp/bsCKxO9I6Ii+YzXbYLbLW14YHApO0Oe/gMbhltMHkR2tH0lfb/ppola3GbApsHfnRtcPw2O3IEbrjUOQHL621HwOVLeJsD9je4/ZyX0+7nHrltXjsoe9ebRgFLTogV6Yh55hOSh2HPA8cKEcVAH3CZn4mftsZjcTbmuqohZlnRaeC3KfTVe223dqi1mDfSK3sUab67fF74SmOWqwVyzckz7ZCltSZ/kuy028WX2JP+q2twl/R8CTWYVj8DGGChTTUO51yKDFGRM2Th4qhh67ZMLe1g/mxpzG30yWpYWKjEpK/JpOl5yppzfCzKSDro9782OPHlCaSNQ3xKz1i0D77cYyXG6XxudTXSuskUw3Rm85N1iHzbixtllMrXlonnhgX0z4SI7NDlrmQ9AqeVFa8NKnlWeoLEVfy2HD7m6VZYUclraW8bWNXlm18FEZf2HI9dkDi9jBNYwFqZ9CpPV6msK9HPp4//8LVhlAnu7ApnRMw6B0ysXNqZmSarh3srgyra9m1JayzYsKqC1QtsUrb65w0MLlXL8yTVfNRZBjBMdb092DMnR0pc+FfNn3j8iQxTYwNrABZbe/40zYGrIPQSmuGozXs78XzGqtWXlsWo6dfXUmYt0BU+dHRb3nYKagKo+PHgqfhxxiX2/6p7Ghs645oL2oG+vIDWwxt/WjtSGFVX8dyDUnNDg8j82OxHZnFQ+bJU0CD3lqMALzw3EXsJe3rzseFM3u7dWhdFK8sTkpVUzNXFqe11k8fTVfC09vI2zi1BqYnPmwDN4WV7DXbHP3LYqxV+KvYWmtMenhkmrGwXh6lLo4Mpa+L01wJD92mtwrGnlMn2X2rUfbCCow7TOvExw5z8s6y6LVjGYxMtsW4jG1eoxxhhvg9bCh5vDyTw2Ip2+oDUJ4KazCmKQWG0cPspRlLq9p5MLV83eNH1gFjdljZEqOX91YtMwLbc+eeL3XuIu3rzscNr34FNtgHwF4CFC9fWox4xDgOsw2LtSGDWC9CI5IrKwgrgaoUjFocr/ITV3kM/I7Wi/RgXKai7/EZK8w9PLKCs9FYOro8CaM4qdUw6cWqgxUwhosO7xAZy/IY6Tbyho+8hsKmRU+6sHn/jvzY3JIaYzlyyXAxXT36e23z9Ho8hU6It3LTSEIE5+2mIsxLa9nYeltbJY5iVMBsI0aEOjk28Sh7I4rTZFlas/zgjpwwjNJHWNKPoxzWaVL2L5EfW2XGk2PibmwG3HDLtdhL2tedj//37/4/GNhCpJcKbW+PHY4pw8QrVxAvXSymZhSxYFZZ7ISW7ch4BWwnMnt0LtORqTUU68Tl6rDPGD+5l5Vkk6klPLZZlsYY+XB1i2p5ZCcdYNkpaemy96wRqJ3eWsNUu2e4e+V4YTVZRacA5SJOKcfNs44c2+Fg52QUO3acTokUXvDE8q92DHzGQ/KDXXjba0fLj/QU1M78ULO1xtOIN2xHvO8vv6vUuYu0rzsf7/0rP4o3vfsN2CjORHjpU1oHsnSj+FLoi+1WQ78qvdjwMFo7xF2w+cXoxnV1eGP0F9yuQ/Za5b4YE2KkoiN9tWkXcbxITAwbAT/4nrvwzh9/w57q3X+tsqADBw/g//vv/xh/4W/9ODYPTIcZhY2Ao+ZAlcPXHMaBg5sq7NhJ/aGdrSOHcNCcAmd5Dm4dwNbRQwWPXOi3eWATR645rHiOnDiiOkkexs2D0w4ZXLmMoyc1z9aRQzi41cB48AC2jhiMJ46oNVMLjPqE2CPHD6tprLARcPS4sePY1oRRyC4x6o1Wx4wdBw9tFhitPzYPbOLwsTrGjc0S42GC0creOnIIBw8JjDEWdhzcKv1YYDxYYjzai/GALp5tjKWvD24dxCGbZ5sYI44cP7w48Chh3AhFnl0Z4/HSjxbj0RNa1+bBzeLE4qPXMIwmPxzbwqZ8+QgofL111GAE8yPBaORsbgaa1grj5sbKGA8csuVK8xwiGC3PgYMbxI9bJUZbro4dMhgDjtr8cORQWYd2YLS2HjhAMB7XhzNyjFu6DmUYj3ZiVPVTxLHjWteBg6R+uuZwB8ZDBKPmoX40Pjp02GIseRYYja8NxgMHN/EX/9qP4Jf+7d/GxsbedgdCXOkLYrtHZ8+excmTJ3HmzBmcOHFibXJPP3kGX/2Dh4AI3P0jd+HaG0/iof/7LTzxnadw8oYTePOPvQEvnH8BX/7dP8XlS1dw1w/eiZtuvwEPP/gIHvvG4zh24gje8t67MWwP+NLnvoaLFy7i9jfditve8Co89o3v4c++/B1sHTmEt7z3TThwcBMP/p+v4fzpC7jltTfhtW99DZ549Cl844FvY/PAJu55zxtx9MQRfOX3vo7TT5zBK269Hm/8odfh9JNn8bXP92G8cnkbd/3gHbjx1Tfg2w9+B9/91vdx7ORR3PNjb8D2lW18+fe+josXLuH2N70Kt971Sjz2je/hka/+OQ4dOYS3vOcNC4y/+3U8d/YCbrnzJtz5llfjiUefwje/+Ag2D27inh99PQ5fcxhf/fw3cPrJs7jh1lN4wzvuxJknz+Fr938TAHD3u16Hkzccx9cf+DaefOwZXHvDCbzpR+5aYPyDh7B9eRuve9trcONt1+PbX/4OvvutJxZ+fM8bcOXyNh78va/j0vOXcPvdt+LWu27GY994HI987TFsHd3CPe9+PTYPbOLLv//QhPGe2/DEo0/jm3/yyMKPP3pXxnjmqXO44VWn8Pp33IHTT57Fn97/LSAE3P2u1+LkKxYYn/rzZ0eMr8OFsy/gK59/CNtXBtz1ttfghltPLfz48JO45uRR3PPuu3Dl0ja+/AcP4eLzl/CaN92KV732Jjz6jcfxna9/d5HW7349NjY38ODvP4QL557Hq+68CXe8+VZ8/ztP45tfegQHDh7APT/yuhHjN3Hm6XO44dZTeP3bX4NnnziLrz/wbQABd//Qa3Hy+mvw9QcexlPffRbX3ngCb/qh1+K5s8/jq3/4zQXGt96OG249hW89+B1878+ewjUnj+CeH11gfPD3H8Kli5fxmrtfNWL8Hr7z0OMLjD961wLjHzyEC+dewKvuvBF3vOlWPP6dp/CtBx/FgYOjH49u4at/OGJ81fV4/dtvX2D8o4cRQsAb33knTl5/Df70gYfx9PdOL/z4Q3cuMH7hW6Mfb8cNt1yHbz34KB5/5CkcO3kE9/zIXbhy6Qoe/INv4NLFy7jj7lfhljtvXPjxoe/h8NEt3PMjr0PYCPjK57+JC+cXGF9z96sWfvzyozh4cBNv/pHX4fDRLXzlD7+Js8+cx423Xo+73vrqBcY//jOEEHD3O+/EiVPH8Kd/9Gd4+nuncd2NJ3D3O+/Ac2eex1fv/za2t7dx11tvxyteeS2+9eXH8PgjT+H4tUfx5h9+HS5fuowvf/5bC4xvehVuec0N+M5Dj+PRbzyOw8e28JYfeR0QgC9//pt4/vxF3Pq6G3H7G25Z+PHLj+Hg1gHc88Ovw9bhg/jK/d/G2Weew023ncLr3nLbAuMXHxkx3oET1x3Dnz7wZ3j6+2dw6sYTeOM7XoPnzjyPr9z/bQzDgNe/9XZcf/NJfOsrj+HxR57G8WuP4p4ffi0uXbyCL//hiPHuWxYYv/E4Hv3G93H42CG85YdHjH/4rQXG196I29/wSjz+nafxra88hoOHDuCeH37thPHZ53DTrdfjdW+5Fc98/ywe+pPvIGwEvOmdd+D4tUcXfvz+GZy68STe+IO34/yZ5/HV//swhu0Bb3jb7Th104mFHx99BieuO4o3v+vOBcYvfAuXLl7BnXffglfe/go88tDjeOxb31/48YdeC4SAB//wm3jhuYu49bU34fbX34zvPfIUvv217+LgoQN4yw+/Foe2DuAr9z+Ms6efw823ncJr33wrnnlCYHzHHbjm5BH86R8/gmeeOIvrR4znTl/AVx94GHGIeP1bX41TN57AN7/8GL7/2DM4cd0xvPmdd+DiC5fx5fu/jcuXruC1b3oVbr7tejzyjcfx2LeewJFjW7jnh14LIOLBP/w2XrhwEbe97ia8+nU34XvfeRrf/tp3cWjrAO551504tHUAX77/YZw7fWHE+Co8/f2zeOhLj2JjM+DN77gDx04cxp/+8XcWGG86gTe+/XacffYCvvbHf4Y4RLzhra/GdTccxze/8ud44s+fXeTHd7xmgfH/PrzAePercPNtpxZ+fPjJBcZ33bnA+IVv44ULl3Dba2/Eq193E777yNN4+OvfW2B85x0LjP/3YZw7/fwC45tuWWB88FFsbm7gTT/4Ghy/dn1fs12m/X7ZdD5mmmmmmWaaaabdo2Xa73097TLTTDPNNNNMM734aO58zDTTTDPNNNNMe0pz52OmmWaaaaaZZtpTmjsfM80000wzzTTTntLc+ZhppplmmmmmmfaU5s7HTDPNNNNMM820pzR3PmaaaaaZZppppj2lufMx00wzzTTTTDPtKc2dj5lmmmmmmWaaaU/pQJtlbykduHr27NmrjGSmmWaaaaaZZuql1G73HJz+out8nDt3DgBw2223XWUkM80000wzzTTTsnTu3DmcPHmyyvOi+7bLMAz47ne/i+PHj6uv78000dmzZ3Hbbbfh0Ucfnb9/8yKgOT1efDSnyYuL5vR4cdFupUeMEefOncMtt9zS/Erui27kY2NjA7feeuvVhvGSoBMnTswF+UVEc3q8+GhOkxcXzenx4qLdSI/WiEeiecHpTDPNNNNMM820pzR3PmaaaaaZZppppj2lufPxEqStrS380i/9Era2tq42lJkwp8eLkeY0eXHRnB4vLnoxpMeLbsHpTDPNNNNMM820v2ke+ZhppplmmmmmmfaU5s7HTDPNNNNMM820pzR3PmaaaaaZZppppj2lufMx00wzzTTTTDPtKc2dj5cQ3XfffXjXu96F48eP48Ybb8T73/9+fP3rX7/asGYa6b777kMIAR/60IeuNpSXLf35n/85/ubf/Ju4/vrrcfToUbztbW/DAw88cLVhvSzpypUr+Cf/5J/gjjvuwJEjR3DnnXfin/2zf4ZhGK42tJcNfe5zn8PP/MzP4JZbbkEIAf/lv/wX9TzGiH/6T/8pbrnlFhw5cgQ/8RM/ga985St7gm3ufLyE6LOf/SzuvfdefP7zn8dnPvMZXLlyBe973/vw3HPPXW1oL3u6//778YlPfAI/8AM/cLWhvGzp2WefxY/92I/h4MGD+G//7b/hq1/9Kv7lv/yXuPbaa682tJcl/cqv/Ar+7b/9t/jYxz6Gr33ta/jVX/1V/It/8S/wr//1v77a0F429Nxzz+Gtb30rPvaxj9Hnv/qrv4pf+7Vfw8c+9jHcf//9uPnmm/EX/sJfyN9Y202at9q+hOnJJ5/EjTfeiM9+9rN473vfe7XhvGzp/Pnz+MEf/EH8m3/zb/DP//k/x9ve9jb8q3/1r642rJcd/cIv/AJ+7/d+D//n//yfqw1lJgB/6S/9Jdx00034d//u3+Wwv/yX/zKOHj2Kf//v//1VRPbypBAC/vN//s94//vfD2Ax6nHLLbfgQx/6ED7ykY8AAC5evIibbroJv/Irv4K/9/f+3q7imUc+XsJ05swZAMCpU6euMpKXN91777346Z/+afzUT/3U1YbysqZPf/rTeOc734m/8lf+Cm688Ua8/e1vx6//+q9fbVgvW3rPe96D//k//yceeughAMCf/Mmf4Hd/93fxF//iX7zKyGYCgIcffhiPP/443ve+9+Wwra0t/PiP/zh+//d/f9f1v+g+LDdTH8UY8eEPfxjvec97cM8991xtOC9b+s3f/E380R/9Ee6///6rDeVlT9/+9rfx8Y9/HB/+8Ifxj/7RP8IXvvAF/P2///extbWFv/W3/tbVhveyo4985CM4c+YM3vjGN2JzcxPb29v45V/+Zfz1v/7Xrza0mQA8/vjjAICbbrpJhd9000145JFHdl3/3Pl4idIHPvABfOlLX8Lv/u7vXm0oL1t69NFH8cEPfhD/43/8Dxw+fPhqw3nZ0zAMeOc734mPfvSjAIC3v/3t+MpXvoKPf/zjc+fjKtB//I//Eb/xG7+BT33qU3jzm9+ML37xi/jQhz6EW265BT/3cz93teHNNFIIQd3HGIuw3aC58/ESpJ//+Z/Hpz/9aXzuc5/DrbfeerXhvGzpgQcewBNPPIF3vOMdOWx7exuf+9zn8LGPfQwXL17E5ubmVUT48qJXvvKVeNOb3qTC7r77bvyn//SfrhKilzf9w3/4D/ELv/AL+Gt/7a8BAN7ylrfgkUcewX333Td3Pl4EdPPNNwNYjIC88pWvzOFPPPFEMRqyGzSv+XgJUYwRH/jAB/Bbv/Vb+J3f+R3ccccdVxvSy5p+8id/Eg8++CC++MUv5r93vvOd+Nmf/Vl88YtfnDsee0w/9mM/Vmw9f+ihh3D77bdfJUQvb7pw4QI2NnQTs7m5OW+1fZHQHXfcgZtvvhmf+cxnctilS5fw2c9+Fu9+97t3Xf888vESonvvvRef+tSn8Nu//ds4fvx4nrM7efIkjhw5cpXRvfzo+PHjxXqbY8eO4frrr5/X4VwF+gf/4B/g3e9+Nz760Y/ir/7Vv4ovfOEL+MQnPoFPfOITVxvay5J+5md+Br/8y7+MV7/61Xjzm9+MP/7jP8av/dqv4e/+3b97taG9bOj8+fP45je/me8ffvhhfPGLX8SpU6fw6le/Gh/60Ifw0Y9+FHfddRfuuusufPSjH8XRo0fxN/7G39h9cHGmlwwBoH+f/OQnrza0mUb68R//8fjBD37wasN42dJ//a//Nd5zzz1xa2srvvGNb4yf+MQnrjakly2dPXs2fvCDH4yvfvWr4+HDh+Odd94Z//E//sfx4sWLVxvay4b+1//6X7TN+Lmf+7kYY4zDMMRf+qVfijfffHPc2tqK733ve+ODDz64J9jmcz5mmmmmmWaaaaY9pXnNx0wzzTTTTDPNtKc0dz5mmmmmmWaaaaY9pbnzMdNMM80000wz7SnNnY+ZZppppplmmmlPae58zDTTTDPNNNNMe0pz52OmmWaaaaaZZtpTmjsfM80000wzzTTTntLc+ZhppplmmmmmmfaU5s7HTDPNNNNMM820pzR3PmaaaaaZZppppj2lufMx00wzzTTTTDPtKc2dj5lmmmmmmWaaaU/p/wdssM1T1lUoBgAAAABJRU5ErkJggg==", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(x_new, y_new, c=u_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.673961Z", - "iopub.status.busy": "2023-02-08T23:21:57.672960Z", - "iopub.status.idle": "2023-02-08T23:21:57.780986Z", - "shell.execute_reply": "2023-02-08T23:21:57.780986Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(u_out, origin=\"lower\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.783986Z", - "iopub.status.busy": "2023-02-08T23:21:57.782987Z", - "iopub.status.idle": "2023-02-08T23:21:59.093747Z", - "shell.execute_reply": "2023-02-08T23:21:59.093747Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.096746Z", - "iopub.status.busy": "2023-02-08T23:21:59.096746Z", - "iopub.status.idle": "2023-02-08T23:21:59.108748Z", - "shell.execute_reply": "2023-02-08T23:21:59.108748Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "unstructured_interp = UnstructuredInterp(u_mat, [x_mat, y_mat])" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.111747Z", - "iopub.status.busy": "2023-02-08T23:21:59.110749Z", - "iopub.status.idle": "2023-02-08T23:21:59.124747Z", - "shell.execute_reply": "2023-02-08T23:21:59.124747Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "unstruc_out = unstructured_interp(x_new, y_new)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.126747Z", - "iopub.status.busy": "2023-02-08T23:21:59.126747Z", - "iopub.status.idle": "2023-02-08T23:21:59.234269Z", - "shell.execute_reply": "2023-02-08T23:21:59.234269Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(unstruc_out, origin=\"lower\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.236268Z", - "iopub.status.busy": "2023-02-08T23:21:59.236268Z", - "iopub.status.idle": "2023-02-08T23:21:59.250270Z", - "shell.execute_reply": "2023-02-08T23:21:59.250270Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.252268Z", - "iopub.status.busy": "2023-02-08T23:21:59.252268Z", - "iopub.status.idle": "2023-02-08T23:22:01.341253Z", - "shell.execute_reply": "2023-02-08T23:22:01.341253Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "painterp = PiecewiseAffineInterp(u_mat, [x_mat, y_mat])" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:01.344252Z", - "iopub.status.busy": "2023-02-08T23:22:01.343252Z", - "iopub.status.idle": "2023-02-08T23:22:01.515280Z", - "shell.execute_reply": "2023-02-08T23:22:01.515280Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "unstruc_out = painterp(x_new, y_new)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:01.518280Z", - "iopub.status.busy": "2023-02-08T23:22:01.517279Z", - "iopub.status.idle": "2023-02-08T23:22:01.609794Z", - "shell.execute_reply": "2023-02-08T23:22:01.609794Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(unstruc_out, origin=\"lower\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Piecewise Affine Interpolation\n", + "\n", + "This example is adapted from [scikit-image](https://scikit-image.org/docs/stable/auto_examples/transform/plot_piecewise_affine.html) and shows how to use the Piecewise Affine Transformation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-02-08T23:21:51.039599Z", + "iopub.status.busy": "2023-02-08T23:21:51.038599Z", + "iopub.status.idle": "2023-02-08T23:21:51.954265Z", + "shell.execute_reply": "2023-02-08T23:21:51.954265Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.ndimage import map_coordinates\n", + "from skimage import data\n", + "from skimage.transform import PiecewiseAffineTransform, warp\n", + "\n", + "from multinterp.curvilinear import PiecewiseAffineInterp\n", + "from multinterp.unstructured import UnstructuredInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can download the astronaut image from `scikit-image` to learn how a piecewise affine transformation can be applied to a function as well as an image.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:51.957266Z", + "iopub.status.busy": "2023-02-08T23:21:51.957266Z", + "iopub.status.idle": "2023-02-08T23:21:52.300329Z", + "shell.execute_reply": "2023-02-08T23:21:52.300329Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = np.asarray(data.astronaut())\n", + "rows, cols = image.shape[0], image.shape[1]\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is clear that the image has a structured, regular, and rectilinear grid of pixels. For each x and y coordinate, the image has a corresponding color value (red, green, and blue). In this sense, the image is a function of x and y coordinates and returns an rgb triple. To see this, we can graph a sparser set of x and y values.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.302330Z", + "iopub.status.busy": "2023-02-08T23:21:52.302330Z", + "iopub.status.idle": "2023-02-08T23:21:52.395841Z", + "shell.execute_reply": "2023-02-08T23:21:52.395841Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "src_cols = np.linspace(0, cols, 20)\n", + "src_rows = np.linspace(0, rows, 10)\n", + "src_rows, src_cols = np.meshgrid(src_rows, src_cols)\n", + "src = np.dstack([src_cols.flatten(), src_rows.flatten()])[0]\n", + "plt.scatter(src_cols, src_rows)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, the coordinates are modified by adding a sinusoidal oscillation to the row coordinates, which result in a wavy effect. We can see this when we plot the modified coordinates.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.398841Z", + "iopub.status.busy": "2023-02-08T23:21:52.397841Z", + "iopub.status.idle": "2023-02-08T23:21:52.491355Z", + "shell.execute_reply": "2023-02-08T23:21:52.491355Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# add sinusoidal oscillation to row coordinates\n", + "dst_rows = src[:, 1] - np.sin(np.linspace(0, 3 * np.pi, src.shape[0])) * 50\n", + "dst_cols = src[:, 0]\n", + "dst_rows *= 1.5\n", + "dst_rows -= 1.5 * 50\n", + "dst = np.vstack([dst_cols, dst_rows]).T\n", + "plt.scatter(dst_cols, dst_rows)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using `PiecewiseAffineTransform` from `scikit-image`, we can estimate the transformation between the original and modified coordinates. Here, we find the best piecewise affine mapping that takes coordinates in the original image (source or src) to coordinates in the modified image (destination or dst).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.494354Z", + "iopub.status.busy": "2023-02-08T23:21:52.493354Z", + "iopub.status.idle": "2023-02-08T23:21:52.665876Z", + "shell.execute_reply": "2023-02-08T23:21:52.665876Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tform = PiecewiseAffineTransform()\n", + "tform.estimate(src, dst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After estimating the transformation for this subset of points, we can apply the transformation to the entire image. This is done by calling `warp` from `scikit-image` and passing the image and the estimated transformation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.668880Z", + "iopub.status.busy": "2023-02-08T23:21:52.668880Z", + "iopub.status.idle": "2023-02-08T23:21:53.205977Z", + "shell.execute_reply": "2023-02-08T23:21:53.205977Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out_rows = image.shape[0] - 1.5 * 50\n", + "out_cols = cols\n", + "out = warp(image, tform, output_shape=(out_rows, out_cols))\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.imshow(out)\n", + "ax.plot(tform.inverse(src)[:, 0], tform.inverse(src)[:, 1], \".b\")\n", + "ax.axis((0, out_cols, out_rows, 0))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the whole image is now transformed to have the same wavy effect as the subset of points. Using this example, we can see how a piecewise affine transformation can be applied to a function.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Economics Example\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For an economics example, we can look at the concept of indiference curves. Indiference curves are iso-utility curves such that any combination of goods on the curve provides the same level of utility. In escence, indifference curves show the trade offs between goods for which the consumer is indiferent. For our example, we'll use the utility function: $u(x,y) = xy$. We can create a contour or indifference curve plot for this function by creating an array of x values, and for a set of fixed utility values, find the y values that satisfy the utility function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.208978Z", + "iopub.status.busy": "2023-02-08T23:21:53.207978Z", + "iopub.status.idle": "2023-02-08T23:21:53.220977Z", + "shell.execute_reply": "2023-02-08T23:21:53.220977Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(50, 50)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n = 50\n", + "m = 50\n", + "x_grid = np.linspace(1, 11, n)\n", + "y_grid = np.empty(m)\n", + "\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "u_mat = np.empty_like(x_mat)\n", + "\n", + "u_mat.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To find the corresponding y values, we can use $y = u/x$.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.222978Z", + "iopub.status.busy": "2023-02-08T23:21:53.222978Z", + "iopub.status.idle": "2023-02-08T23:21:53.236978Z", + "shell.execute_reply": "2023-02-08T23:21:53.236978Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "for i in range(u_mat.shape[1]):\n", + " u_mat[:, i] = (i + 1) * 2\n", + " y_mat[:, i] = u_mat[:, i] / x_mat[:, i]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Source Data forms a Curvilinear Grid\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we now plot our data, we can see that the points form a curvilinear grid instead of a rectilinear grid. Importantly, our grid is still regular (it is not unstructured or random) and maintains some structured pattern, as we constructed above and can see in the plot below. Points with the same color lie on the same indiference curve and have the same utility level.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.238976Z", + "iopub.status.busy": "2023-02-08T23:21:53.238976Z", + "iopub.status.idle": "2023-02-08T23:21:53.396001Z", + "shell.execute_reply": "2023-02-08T23:21:53.396001Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_mat, y_mat, c=u_mat)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's assume we want to regrid this data into a rectilinear grid. We are interested in the rectangular space $1 \\le x \\le 10$ and $1 \\le y \\le 10$. In the plot below, I higlihight the points that lie in this space.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.398000Z", + "iopub.status.busy": "2023-02-08T23:21:53.398000Z", + "iopub.status.idle": "2023-02-08T23:21:53.554516Z", + "shell.execute_reply": "2023-02-08T23:21:53.554516Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cond = np.logical_and.reduce((x_mat <= 10, y_mat <= 10, x_mat >= 1, y_mat >= 1))\n", + "plt.scatter(x_mat, y_mat, c=u_mat)\n", + "plt.scatter(x_mat[cond], y_mat[cond], s=20)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we \"zoom in\" on this space, we can clearly see that the points do not lie on a rectangluar grid, making interpolation difficult unless we use an unstructured interpolation method. However, we do not want to use an unstructured interpolation method because we indeed have a structured grid! This is where the piecewise affine transformation comes in.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.556516Z", + "iopub.status.busy": "2023-02-08T23:21:53.556516Z", + "iopub.status.idle": "2023-02-08T23:21:53.727548Z", + "shell.execute_reply": "2023-02-08T23:21:53.727548Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1.0, 10.0)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_mat, y_mat, c=u_mat)\n", + "plt.xlim(1, 10)\n", + "plt.ylim(1, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Destination forms a Rectilinear Grid\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's imagine that we can stretch and squeeze our source grid to form a rectilinear grid. From the plot above, we can imagine taking the top points and stretching them all the way to the top of the plot, bringing every point below those along for the ride. This is equivalent to converting the $x$ and $y$ values to their respective index coordinates on the grid, which we can accomplish by using `np.mgrid`. On these new, \"integerized\" coordinates, we can plot the utility values as before. The result is a rectilinear grid of utility values that maps one to one to the curvilinear grid. For illustration, we can also see that the original rectangular space on the curvilinear grid has now been stretched to a triangular space on the rectilinear grid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.730546Z", + "iopub.status.busy": "2023-02-08T23:21:53.729545Z", + "iopub.status.idle": "2023-02-08T23:21:53.917592Z", + "shell.execute_reply": "2023-02-08T23:21:53.917592Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dst_x, dst_y = np.mgrid[0:n, 0:m]\n", + "plt.scatter(dst_x, dst_y, c=u_mat)\n", + "plt.scatter(\n", + " dst_x[cond],\n", + " dst_y[cond],\n", + " s=20,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.920592Z", + "iopub.status.busy": "2023-02-08T23:21:53.920592Z", + "iopub.status.idle": "2023-02-08T23:21:54.043123Z", + "shell.execute_reply": "2023-02-08T23:21:54.043123Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(\n", + " dst_x[cond],\n", + " dst_y[cond],\n", + " c=u_mat[cond],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:54.046121Z", + "iopub.status.busy": "2023-02-08T23:21:54.045121Z", + "iopub.status.idle": "2023-02-08T23:21:56.389764Z", + "shell.execute_reply": "2023-02-08T23:21:56.389764Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# src = np.dstack([x_mat.flat, y_mat.flat])[0]\n", + "src = np.vstack([x_mat.flat, y_mat.flat]).T\n", + "dst = np.vstack([dst_x.flat, dst_y.flat]).T\n", + "\n", + "tform = PiecewiseAffineTransform()\n", + "tform.estimate(src, dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.391764Z", + "iopub.status.busy": "2023-02-08T23:21:56.391764Z", + "iopub.status.idle": "2023-02-08T23:21:56.596788Z", + "shell.execute_reply": "2023-02-08T23:21:56.596788Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out = tform(src)\n", + "x_out, y_out = out[:, 0], out[:, 1]\n", + "plt.scatter(x_out, y_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.598788Z", + "iopub.status.busy": "2023-02-08T23:21:56.598788Z", + "iopub.status.idle": "2023-02-08T23:21:56.802813Z", + "shell.execute_reply": "2023-02-08T23:21:56.802813Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out = tform.inverse(dst)\n", + "x_out, y_out = out[:, 0], out[:, 1]\n", + "plt.scatter(x_out, y_out)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.805814Z", + "iopub.status.busy": "2023-02-08T23:21:56.804815Z", + "iopub.status.idle": "2023-02-08T23:21:56.897333Z", + "shell.execute_reply": "2023-02-08T23:21:56.897333Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "out_m = 10\n", + "out_n = 10\n", + "out = warp(u_mat, tform, output_shape=(out_m, out_n))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.900332Z", + "iopub.status.busy": "2023-02-08T23:21:56.899332Z", + "iopub.status.idle": "2023-02-08T23:21:56.974851Z", + "shell.execute_reply": "2023-02-08T23:21:56.974851Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.imshow(out, origin=\"lower\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.977852Z", + "iopub.status.busy": "2023-02-08T23:21:56.977852Z", + "iopub.status.idle": "2023-02-08T23:21:56.989852Z", + "shell.execute_reply": "2023-02-08T23:21:56.989852Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "x_new = np.linspace(1, 10, 100)\n", + "y_new = np.linspace(1, 10, 100)\n", + "\n", + "x_new, y_new = np.meshgrid(x_new, y_new, indexing=\"ij\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.991853Z", + "iopub.status.busy": "2023-02-08T23:21:56.991853Z", + "iopub.status.idle": "2023-02-08T23:21:57.308406Z", + "shell.execute_reply": "2023-02-08T23:21:57.308406Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "src_new = np.dstack([x_new.flat, y_new.flat])[0]\n", + "out = tform(src_new)\n", + "x_out = out[:, 0].reshape(x_new.shape)\n", + "y_out = out[:, 1].reshape(y_new.shape)\n", + "\n", + "\n", + "plt.scatter(x_out, y_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.311407Z", + "iopub.status.busy": "2023-02-08T23:21:57.310408Z", + "iopub.status.idle": "2023-02-08T23:21:57.324410Z", + "shell.execute_reply": "2023-02-08T23:21:57.324410Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "u_out = map_coordinates(u_mat, [x_out, y_out], order=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.327407Z", + "iopub.status.busy": "2023-02-08T23:21:57.326408Z", + "iopub.status.idle": "2023-02-08T23:21:57.670959Z", + "shell.execute_reply": "2023-02-08T23:21:57.670959Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_new, y_new, c=u_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.673961Z", + "iopub.status.busy": "2023-02-08T23:21:57.672960Z", + "iopub.status.idle": "2023-02-08T23:21:57.780986Z", + "shell.execute_reply": "2023-02-08T23:21:57.780986Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(u_out, origin=\"lower\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.783986Z", + "iopub.status.busy": "2023-02-08T23:21:57.782987Z", + "iopub.status.idle": "2023-02-08T23:21:59.093747Z", + "shell.execute_reply": "2023-02-08T23:21:59.093747Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:59.096746Z", + "iopub.status.busy": "2023-02-08T23:21:59.096746Z", + "iopub.status.idle": "2023-02-08T23:21:59.108748Z", + "shell.execute_reply": "2023-02-08T23:21:59.108748Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "unstructured_interp = UnstructuredInterp(u_mat, [x_mat, y_mat])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:59.111747Z", + "iopub.status.busy": "2023-02-08T23:21:59.110749Z", + "iopub.status.idle": "2023-02-08T23:21:59.124747Z", + "shell.execute_reply": "2023-02-08T23:21:59.124747Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "unstruc_out = unstructured_interp(x_new, y_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:59.126747Z", + "iopub.status.busy": "2023-02-08T23:21:59.126747Z", + "iopub.status.idle": "2023-02-08T23:21:59.234269Z", + "shell.execute_reply": "2023-02-08T23:21:59.234269Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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"execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:01.344252Z", + "iopub.status.busy": "2023-02-08T23:22:01.343252Z", + "iopub.status.idle": "2023-02-08T23:22:01.515280Z", + "shell.execute_reply": "2023-02-08T23:22:01.515280Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "unstruc_out = painterp(x_new, y_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:01.518280Z", + "iopub.status.busy": "2023-02-08T23:22:01.517279Z", + "iopub.status.idle": "2023-02-08T23:22:01.609794Z", + "shell.execute_reply": "2023-02-08T23:22:01.609794Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(unstruc_out, origin=\"lower\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb b/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb index a29710b..b24050a 100644 --- a/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb +++ b/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb @@ -1,1216 +1,1216 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Unstructured Interpolation using `scipy`\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:21.339478Z", - "iopub.status.busy": "2023-02-09T02:47:21.339478Z", - "iopub.status.idle": "2023-02-09T02:47:23.343841Z", - "shell.execute_reply": "2023-02-09T02:47:23.343841Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.unstructured import UnstructuredInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.346842Z", - "iopub.status.busy": "2023-02-09T02:47:23.345840Z", - "iopub.status.idle": "2023-02-09T02:47:23.359841Z", - "shell.execute_reply": "2023-02-09T02:47:23.359841Z" - } - }, - "outputs": [], - "source": [ - "def function_1(x, y):\n", - " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The points are randomly scattered in the unit square and therefore have no regular structure.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.361841Z", - "iopub.status.busy": "2023-02-09T02:47:23.361841Z", - "iopub.status.idle": "2023-02-09T02:47:23.374841Z", - "shell.execute_reply": "2023-02-09T02:47:23.374841Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_1(rand_x, rand_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.376842Z", - "iopub.status.busy": "2023-02-09T02:47:23.376842Z", - "iopub.status.idle": "2023-02-09T02:47:23.390847Z", - "shell.execute_reply": "2023-02-09T02:47:23.390847Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", - "\n", - "- `values`: an ND-array of values for the function at the points\n", - "- `grids`: a list of ND-arrays of coordinates for the points\n", - "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.392848Z", - "iopub.status.busy": "2023-02-09T02:47:23.392848Z", - "iopub.status.idle": "2023-02-09T02:47:23.438359Z", - "shell.execute_reply": "2023-02-09T02:47:23.438359Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.441362Z", - "iopub.status.busy": "2023-02-09T02:47:23.441362Z", - "iopub.status.idle": "2023-02-09T02:47:23.628392Z", - "shell.execute_reply": "2023-02-09T02:47:23.628392Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.631392Z", - "iopub.status.busy": "2023-02-09T02:47:23.631392Z", - "iopub.status.idle": "2023-02-09T02:47:23.802448Z", - "shell.execute_reply": "2023-02-09T02:47:23.802448Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.805448Z", - "iopub.status.busy": "2023-02-09T02:47:23.804448Z", - "iopub.status.idle": "2023-02-09T02:47:24.214550Z", - "shell.execute_reply": "2023-02-09T02:47:24.214550Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "## Another Example\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.217550Z", - "iopub.status.busy": "2023-02-09T02:47:24.216550Z", - "iopub.status.idle": "2023-02-09T02:47:24.229550Z", - "shell.execute_reply": "2023-02-09T02:47:24.229550Z" - } - }, - "outputs": [], - "source": [ - "def function_2(x, y):\n", - " return np.hypot(x, y)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.232550Z", - "iopub.status.busy": "2023-02-09T02:47:24.231551Z", - "iopub.status.idle": "2023-02-09T02:47:24.245550Z", - "shell.execute_reply": "2023-02-09T02:47:24.245550Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x = rng.random(20) - 0.5\n", - "rand_y = rng.random(20) - 0.5\n", - "values = function_2(rand_x, rand_y)\n", - "grid_x = np.linspace(min(rand_x), max(rand_x))\n", - "grid_y = np.linspace(min(rand_y), max(rand_y))\n", - "grid_x, grid_y = np.meshgrid(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.247550Z", - "iopub.status.busy": "2023-02-09T02:47:24.247550Z", - "iopub.status.idle": "2023-02-09T02:47:24.261548Z", - "shell.execute_reply": "2023-02-09T02:47:24.261548Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.264549Z", - "iopub.status.busy": "2023-02-09T02:47:24.263551Z", - "iopub.status.idle": "2023-02-09T02:47:24.277549Z", - "shell.execute_reply": "2023-02-09T02:47:24.277549Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.279549Z", - "iopub.status.busy": "2023-02-09T02:47:24.279549Z", - "iopub.status.idle": "2023-02-09T02:47:24.404596Z", - "shell.execute_reply": "2023-02-09T02:47:24.404596Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_2(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.407598Z", - "iopub.status.busy": "2023-02-09T02:47:24.407598Z", - "iopub.status.idle": "2023-02-09T02:47:24.734144Z", - "shell.execute_reply": "2023-02-09T02:47:24.734144Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(7, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for _i, (ax, title, grid) in enumerate(zip(axs.flat, titles, grids)):\n", - " im = ax.pcolormesh(grid_x, grid_y, grid, shading=\"auto\")\n", - " pts = ax.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", - " ax.set_title(title)\n", - "\n", - "fig.legend(handles=pts, loc=\"lower center\")\n", - "cbar = fig.colorbar(im, ax=axs)\n", - "for ax in axs.flat:\n", - " ax.axis(\"equal\")\n", - "\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# Unstructured Interpolators with Curvilinear Grids\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.737146Z", - "iopub.status.busy": "2023-02-09T02:47:24.736146Z", - "iopub.status.idle": "2023-02-09T02:47:24.750146Z", - "shell.execute_reply": "2023-02-09T02:47:24.750146Z" - } - }, - "outputs": [], - "source": [ - "def function_3(u, v):\n", - " return u * np.cos(u * v) + v * np.sin(u * v)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.752145Z", - "iopub.status.busy": "2023-02-09T02:47:24.752145Z", - "iopub.status.idle": "2023-02-09T02:47:24.766143Z", - "shell.execute_reply": "2023-02-09T02:47:24.766143Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "warp_factor = 0.1\n", - "x_list = np.linspace(0, 3, 10)\n", - "y_list = np.linspace(0, 3, 10)\n", - "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", - "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "values = function_3(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.768145Z", - "iopub.status.busy": "2023-02-09T02:47:24.768145Z", - "iopub.status.idle": "2023-02-09T02:47:24.782147Z", - "shell.execute_reply": "2023-02-09T02:47:24.782147Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 3, 100),\n", - " np.linspace(0, 3, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.785148Z", - "iopub.status.busy": "2023-02-09T02:47:24.784149Z", - "iopub.status.idle": "2023-02-09T02:47:24.797666Z", - "shell.execute_reply": "2023-02-09T02:47:24.797666Z" - } - }, - "outputs": [], - "source": [ - "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", - "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", - " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.799662Z", - "iopub.status.busy": "2023-02-09T02:47:24.799662Z", - "iopub.status.idle": "2023-02-09T02:47:24.829663Z", - "shell.execute_reply": "2023-02-09T02:47:24.829663Z" - } - }, - "outputs": [], - "source": [ - "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", - "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", - " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.832663Z", - "iopub.status.busy": "2023-02-09T02:47:24.831663Z", - "iopub.status.idle": "2023-02-09T02:47:24.972190Z", - "shell.execute_reply": "2023-02-09T02:47:24.972190Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_3(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", - "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.975192Z", - "iopub.status.busy": "2023-02-09T02:47:24.974193Z", - "iopub.status.idle": "2023-02-09T02:47:25.384312Z", - "shell.execute_reply": "2023-02-09T02:47:25.384312Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 3, 0, 3), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.387311Z", - "iopub.status.busy": "2023-02-09T02:47:25.387311Z", - "iopub.status.idle": "2023-02-09T02:47:25.399821Z", - "shell.execute_reply": "2023-02-09T02:47:25.399821Z" - } - }, - "outputs": [], - "source": [ - "def function_4(x, y):\n", - " return 3.0 * x**2.0 + x * y + 4.0 * y**2.0" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.401821Z", - "iopub.status.busy": "2023-02-09T02:47:25.401821Z", - "iopub.status.idle": "2023-02-09T02:47:25.415820Z", - "shell.execute_reply": "2023-02-09T02:47:25.415820Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "warp_factor = 0.2\n", - "x_list = np.linspace(0, 5, 20)\n", - "y_list = np.linspace(0, 5, 20)\n", - "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", - "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "values = function_4(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.417821Z", - "iopub.status.busy": "2023-02-09T02:47:25.417821Z", - "iopub.status.idle": "2023-02-09T02:47:25.431821Z", - "shell.execute_reply": "2023-02-09T02:47:25.431821Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 5, 100),\n", - " np.linspace(0, 5, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.433822Z", - "iopub.status.busy": "2023-02-09T02:47:25.433822Z", - "iopub.status.idle": "2023-02-09T02:47:25.447820Z", - "shell.execute_reply": "2023-02-09T02:47:25.447820Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", - "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", - " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.450820Z", - "iopub.status.busy": "2023-02-09T02:47:25.450820Z", - "iopub.status.idle": "2023-02-09T02:47:25.543337Z", - "shell.execute_reply": "2023-02-09T02:47:25.543337Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", - "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", - " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.546337Z", - "iopub.status.busy": "2023-02-09T02:47:25.546337Z", - "iopub.status.idle": "2023-02-09T02:47:25.780365Z", - "shell.execute_reply": "2023-02-09T02:47:25.780365Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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WFrC0BGRlASdPXMNDf5CT7GlFjLCCy/DwMB577DFMTk6itLQUt912G06cOIHa2uT/ge3cuVMIMt/+LoKrz2ipMN7NcEZf0v4YT4iHeqsNmj9tDWau5VqtxPmw56NRor8YrweotOxGM2bfPhK8YWY3moFljXJf4vd4kgOEiYbGZ7yu1AZaxia+hH4LPfQta+VelmyU00kJBA1EjKm7qRmVf/dxeO390NnqoN+2AUty9B1BcS0vERusojFZlBmLLhP3QVJmJF0mThxYXibeI6grki4SU1wktbasld+QX14S0U1acqNbnm6SUmkEXbQsT2VRj7V0+7WQBqHud2egydJg2b930/nuLNbvCK2Clihai5zbddnXhefktWLQYiKqlaYDSSqMmLP/5a235+DFH84HA8zW23KwSHxdSCpsSUSLiZ8HkExaLKzg8tJLL8VrHioI6DZaQ+nQiRhvkxUlf7Ebi5d7kb2+YVUlEUSCvJubkHdzk/9ZIj4hFeGi4RYjjr7YH9y7Md9clOwprYjtH8zFv/5nMc4eX8DNt2djxwdzAMZeSjogqg19FZkD3SarGlRUZAyad5ThU89tQe97LjTcbITtA/KlEqmG7R/MxQc/mMz1RuygBhcVKlRkJFo+YELLB0z+Z5Hv36iIDBkXXChK2yf7UNqG7wnfHg5v4SVn+jI9nQjSnyPZp6FSf5X2ncLf5+Er3KQbUedDZT+z92nolGXW6/Q4rKLMJWpq7Dbk3gyZ5szaiwHY+zFK6cvkfsoyo/ByWbT5R71HpSWz21B7K8SezbKPLGgUp8SS+yTyhZvicZb88xl4Zwjjp6+gYlsZ6u+tYu65SPZCGOnDVEKAKC922bdyyrI0FXnllOUlUeEla29GCdQ1ZKQsS/dYyOeh8469Bgo/Mi64qFCRDMy914WFjj7obHXEfowKXgy8M4Tf/fVBaLI0uPCzLjz4nXth3l6R7GmpiAKqE6UKFVFi7r0ujP3zzzD9q5MY+eZLmHuvK9lTSjuMnb5CVeaPnh5XPL7n4CgOfPsceg6OJmiGKsJFxq1cyJWwYrU91Yh4LF90Ln2PswlP+rFy+jKfzlgkVBqPeoBiijMPfaaQIsx8nZNK41YCIH9CKVCGPqIPVvW/mAbyaQCvvZ+qE5q7OAAdIV3DosvE0+ZNX14mT41oz6LLADpleZmRsiyuYmelNpPHrRHpfJF9k/TbGgalBAjUT+nWSvh+1hUMMKat5bguogMD6D4whjeeOgZNlganf9ID37/eGVzlsFKWSVoPkFb5y0GaiiyfsgwAp9+eRsfJWdx4mx7b7itcsW+lcXiq+iGePyERyUpLTjTSfuWSSv7VKhIL79kOTP/sdXjPJldRINdaHwwsWPZBZ61P6nzSEdX31GDHt+9Dy8eacf+/7FDUNRt5b5xa5QydciZwplKcfnsa3/2LHrz54jj++TO9OPX2TFLnkypI65ULKVj57LPPYv/+/cmekooEwXuuA5PP/QjQajD7u6Mo+fynoNuSHFUB/bYmrPufj/tVluuh39aE1V7/MnakD66zIyj1y/fzoPqeGtTfW7XicZU3l+HcTy8HA0z1NtOKbeKJjpOz0GYJWnjaLKD95FzYq5dMRFoHF1nnveLQl1Mp8YsJ3iwsVhMlKo2kQJQSx2JJpSlmr7Eeyzfyafy+N909yGm0QHdjC9Fk5cwzoQ/W3MiTE89Tmkm22NlLS9Z09kK3qUVyHEDTO8pV/STfJH+cmDoKCm5ubYFua0hwU0Nle5F0m7hCP7oMM4quItpnacX0nbw0P9mXWAqfor8Yopjiavk1Wg3Gj/Th1N//BhqtBj2vXMTN3/gQqoiViGQcosqfrPAnKbYlYpyau2vw4HfuxejpcVTcVIaqeyqwuCydM1WFL8n8YmR7EePIVf7LofGWIvzm+fFggGm8pRALvrX+OZCZX9FV9UNExZFYokQtU6PwMq1psR070tNONZmYt7dj6rX9mLe3h93We7EdE/+xD7OHjmLiP/bBezH8PmKF7A1miorKbmIb1inBe6YDrp/8Et4zqlhnrDB1dpiS7586NxLzMervrcKdX7qJa6UTb2y+z4jPfb8J9z1Rji/+YD223leU1Pm8/eYCvvG0B28nWfgyrVcupGDl9u3bsXPnTnz54neTPa2Uxby9Hc69+wCtFp5Dh2H6dHi+NwvdPRLF5oBMTaKh29yCkr/aTdgEhO/94j3TgYnvvShQa28eRekXn4Bua/w8ZFYLirdUoe+/zofk+zdXJntKccfm+4zYfJ8xKrHNWEBQVp5BVhbw/A+9qChtw86dO5Myl7QOLkBIsDIALbHEVnSSJMHIdAq0n++0w9vngK7eDH2zzd+Gt29pf5LmnFQafMB8hx1XHQ7kmM3Qt9hW7pB4uNAtlfPXtyh7xZBzzrVYKMXmXLMFmmXphVAq4oyocJPRhtRgoyodFfqmroeIWlvo7EVuQA2aQaVJ6EhGJhpTLFNECbEoM6UMM63Wh9l3L2H+Yj/0G2tl/WR8PnocDSNbLJCJNn2iG3MX+mHYVAOj3wCNRxRTnIW17NOg6HYLNn39YbjPD8G4pRIldzbg2jI5Pn0Dpmgy8iFD7HJZ7ESplb+hs0Qwxc9ZWWWSrDYOr5hYFF7yQOyJE7g+x49do5SVDx48mLTgkta0WCIw32nH2E/2wX38CMZ+sg/znXbZYybe2C/7Xkzn0mHHlRf2wX30CMZf2If5jvDGy7GYg4ElEt8bnc0K05+2wnD3XYLbZ5SrFu+Fdrh+3gbvheTQa9lNsaHWYoH5U12YeP7XXDUys+9ewtA3XobrjXcx9I1X4Dl5Kaqxp090o+fp/8aV/Wdw+WuvwnU8emtc050NaP6ru1F2Z/Ku6UroPjiKt799AZcPjCV7KjHDtttzgoFlaQlJ3SpI+5VLvOHtcwg/T33LgEYLb58jtHqBP/j8eB+g0cJ97BDKP9lKvR9LXHXQc1lwOOjVywrQW20wtbZiIbDyicD3RmezxsRC2nuhHRP//rzguHngMEo/w3DcjCN0W1pQ8vlPYbGrF9lNDdBtSQ4lNn+qC2P//FNAq8HMGydQ/jePBVcjssfLGJYpHb8SZs8PUP15LgwFVy+Ziu6Do/jFF09Ak6XBqZ/04GPfu4WS5E8mTrw1i/MnvNh0mw73fFAXVtt7P5iL5/7TiPeOL+Lm27OTtmoB1JXLitDVm4M3c/iWhecEvL3S4BMv5JrpuUTiuKm32lC8cxf01vgEQF5IKLrL8XfclINuSwuKHvvDpKUxA4DX3kfd3K+29yser99YR9fVRGlYlr+plurPcGN1VP2lAwbfm6RqZQZOTSV7SgCAd99y4+k/H0bbj1x4+s+HceytubD72PHBHPzNVwv8kv3JQ+atXAg6lj8VWZ7T1wDIX78Rmsf2wNvvQG69GXkbbNQYujoL3McOhYJPrRkkJcy9z8Lxnr7JhnVPtOJqrwO5Zv/+T4DKjijleeU0Z2aKs1IbhbTmwHE5FgtmDxCOmxZz8LqKxSGZ+zFKF5S6Hoz0Y0nKs3SeAKifYOKpkdeXugYcezGBt3KaG+D+1fHgzT2npR5LS6HjtKK0YpZhGbVPIxqH3j8h05J9MNyyAQ3/+CjmLg4g/8Za5N/SiPeXaJMyngp/gN5/4KnwF/oj3uMwJVsS7bGwUpbXkn+Iop/RldvKcOonPcEAU35TGRaW1zJTlMXPyXFoEzD+qn45nD9xlaqZOX1iMZh9pjQONO+HHqdIiZXGR37TEgCPx4OCggK43W4YDLHX7NzwtX+VfyOCDXgxWAkCc10XcbXfgdw6M/JElBhbYiX8OdAb5XztFT9c5oY663i+4KJc5xJ67LXbsdDtQE6jmabExOPzBBfF68HZhnUccdOWlAAx2mhYbcQJDv7/5091YqGrF7ktQhEmZb4pCi7k5jwrCUBcT5PFaJOl1IYRXLSMmhnxe6Q0DHmcWM6GPG4NI7iQtTVrRMFlLaM963XhvSU4Do5i6JQTNTeXwuKXjyGzvcSZX9R72uvyryu0uYHYuM8hggF5zKm3Z/DPn+kNBph//P+qcdv9Bv9x8mOK+7uB+PW7tXYQsQbvPTzzVi5JQF6zTRJUVKwMKttrlUO/rRl5t0S+b6IifJi3V8C8vUIS7JKJbfcV4iv/rxb2k/Ow3arHbffnJXtKESPjgosoS1HhwJUPUa6CZzxRaMO9ImC0YRTOSwaKiIpjTYGD4hLe4hPYZPantHLiEdKUrJAYVJjCKoJ5HIP6ErfRUOnD8m004l1OBmVG3vAkWdbEmHTKsvwqRpiD/MqDbiNOkw5V75MqAawKf0BEZTEq/LPEf6TENWH5xrDSlYVxVk5ZXhZ9Qci5Kfm+MEHOIcqdazHFdeN9JbjxvhIAwAJxDfj9YFLDGC3jgouKlRGolcm1mMPKNlOhIpUwcngAzjOjKLupHFV3R5fUoCL2yKhssba2NjjffA1zl+Jbb5LOmO+w48qP9sF97AiuRFAro0JFKmDk8ACO/O2b6P6vdhz+m99h+PBAsqekQoSMWbkEFJKh0WL65CFUProH+Rv4fpVzCVLKvrDC6+ClqNhcGpNWU7QfZnd9tYdOnb7a40DeBhvmOu1CFlqDmZ2mrERNc1JcGsYGuCL9R2Ygsa6BZBzWfJSEKyEPlh+MaA4+xkmw6DJhPkQTkh5SsHBmUWZaor1PdOEp22TyeipQXCxRTKVsMZLay2J8RyPxjRFnlI2dHqP0y66cvoJ1d9VTdBVVHc+wVhbGIYUiCeHMFKjq5/35v8SwbU4mUmMWMUBAITlYbzKYnLqJVIeuQVS302DGfKcdV170r2ZeVFczKlIfpVsrg4HFtyyYi6lILWRMcNnhV0gO3jRrwi8wXA3QN9tQ/slWFNxxF8qfENQExIWgV3vVwKwitVF+Vx1u++aDaPjoRtz5rQe4PWNUJA4ZQ4sFFJJbv/5d6GrNyG+kix2VRCwjykTkqUURH8ZJqzFpOk4qjT2OcKJ5G2zI22ATxlkGdHVmuI8ShaB15pCLqiLFxRgnAvpMOYuL9ZidpceizzQKlAOzhkZGnFP2OIo+Y9Bl4to38vqSp83wkxGmQ1BuVHEjcZ7ibDGCNmGJYkoyzBgUF5lhJqbfWFbLJC3F6xuTxSiCDNBQxXdYUHyHBWs0S7jm/76yrJUlP6MZ2V40xcW+7iyvGKXCy4h+yjOEPKXjhC9+GW9kTHABhABTdkL91R0uAqsZifJzDBHMUDMr7OmoiBjzpzqx0NGLXGs99NtU2wAVyUdGBZdUxdxlO7z9PdDVWQT5mGj66iL6aordTVrfbIub4OZ8hx3jLwjinp4jh1C2uzWlAoz3QjsWLjuQvb4Buk3pV9Q5f6oT49/5CaDVwP3r41j3148j75amZE8rajiP9mL63BCKNlcnjPbqf2cIo6fGUbGtLFi1n+o49fYMOk94YLtNj1vuL0j2dILImD2XVMXcZTtGXtmL6feOYOSVvVGlSc912TH60l7MnDyC0Zf2Yq4rPTbeJWrOKbSn473Qjon/9zxmDx7F5P97Ad7z/PL/3vPtmH75dXjPJdfF8mqHSPiyoz+p84kFJo46cP5/vY7BX5zH+f/1OsaP9sZ9zIF3hvDbL78D+yuX8Nsvv4O+d4Zj0m/ngXH86lsdaP+9Myb9kQjIxbzx4iSe+cwA3n3LHfMxIkXGrVxYFfpi1pzLSMx/zGy3Hd6BHuhqLcJeDhQK2kVvePt6qBurt9+BfItNeS+D8eSqqK+rfQ7kr7dJ+mBuzYg4ZJ4056gVAjRChprnSGhPJ7fBDI1PJKpJtJnvaKcoNKYSAO9+ECuV2efDQhetzrx4qRd6m+jz0UrH9J5vx+QPXhBcLN8+gpK/3E2velh7MT7Ae64Di10OZDeZaTVm6jh2KjK5H+PTaJDT3ADPr4+FfGma67G8RP9uJE3KyH0SVoW/5D2OCn9AiG8BZDHai/925FKWXWeHqYA5eWYUxtv8JmZahQp/4rxJEUxphb60en/4lJNSSh46NYHqexjFmZwV+pcOXMHLXzgFTZYGx3/sw+P/Zxuad5QxhS+F51rZx3LClxdOzFNClxdOXk2Z1Yu6clkBs912DP98L1ynjmD453sx2x3eakFXa6FTf6PIYpP0VZceGXH6FhvWfaoVBXfehXW7WxVVAebb7Rh/fh88R49g/Pl9mG+P7+osZ73IQK2R75ouXnJQN7/FS3y/rL3nOjD53I8w+/YxTD73I3jPRr/q0d3UDNOXPgnDg7fD9OVPJGzPxXPyEkb/8024T16Oed+Fm6spG4CiTVUxH0OMdTeVBwOLb8mHipvKou6zXyTt3/9ebKX9W27NDwaW5SXAemvqaJFl3Mol1vAOiFYeA47g6oUH+ettqHx0D7yDDuhqzMGVRiTI22BD5cf2wDvggK7OHPX+TSKhb7EJQWWFFeNVh8jnxeGAzha/89RttKL0z56UV2dWQPYGM2Z/fyS0WtjA57i42CUNSrHwktHd1Az9zYnbZ/GcvITBb7wirCra3kXtP3wMBbeuj1n/xXdYYPvfuzBzbgiFm6tRemd9zPpmofqeGtz/Lzswdnoc5TeVoe7eyqj7rLu5BCd/3BsMMHU3F8dgpiHcdF8RvvQDCy6964H11jxsu68Q4JD2TwQyLriQGnSK6cfMJzT0VRa43gtROvpqwa+FSSnJDGRotMEQCEg+6j/hEN5UaA2Q32hDfmMojVj2FHjSksHnwaJ4njz0GSeVFnhMUWjLfgqN1OHjFK5ky+dL+9JbbSH6LXBNyfRlGc5Rb7NB8+dPYqHHgezGBkHdmfociTbE/LPXWzD7u6OhoLTeHEp1JsUulVQBqNRmshHjPAHMvXsJCx19yGmpRz4RhFgV/oCYPqMr/OcuDlBBcu7igKDqTKQvi31jWGClLBfd1ogiPxV2nazQF6WGM9OclURsKSot1L7srnqU3SUEssUluoNIqvrr7q3CHz2rxeCpSTTcbETD9nIs+uSr+jsPjKP3XRfW31oA2wdKFSZPw/oBEzbfJwStBR+/wGW8kXHBJdbIb7Sh+pE9mB9yQF9jDmvVoiJ86FtsWLe7NbTn0mJLFe8jCXQ3WpG7ObxVh25zC0o+uxuLlxzI3mCGLsz2kWD+dCec/mwyz6+PQfvXj0dNnels9XC9fjJmbpiZjMbtFWjcXoG1WrZaceeBcbz4uTPQZGlw9EUfWv9tU1gBJhWhBhcOBFYLKfKDIOMRpNAyFLrNLQkJKgEsdPRKssmiDS75t2xA1Vc+jqvtfdDZamG4VfWiiQa977qC1Jk2C3C8N60Gl1SDhkEVcWWHiRuJwCVwyUkDKdNNjPHJQxSr4BntlTKqGO15BSV5Ms8U++PN/CL7UtCgZGWIaZR8nyn6jJFhJnaSZKTpyWWYAVCu9hdllcm+Lp4P4zjyNLObzACVTdaAZT99xarwByAS3JRW8uu3NSHvZiGoLPl/lJPnzcoqWxZ9dynKjKTfCIpNSSyTOm+C4qLEJcXZYjxeMZxV/dzeLgrH1dxcgqMv9kOTpcHykg+120qwuLyWS/hyxXGThIwLLipUqKCh2ypkky109iGnuR76m9QK/lRD0451eOz/bEP/e1Ow3FKE5h3RZ6olG2pwiTFmu+2YH+yBvsai7s+kKObt7Vhw9CDHYoHeln4V+ZFAd1MzdGpQCQvDhwYxfmYMZVvLUXVPTdzHa9qxDk071tHOmGmMzAsunEWUXPsnYnqGeCxHkXl67BjavxfQaOE6fQjVH9kDg8Wm2AbgL07kptJYFrucVFosCieZHTAoJmX6jT0Oy1VTqUDT+fw+QKuF59BhmFpDUjRUgSbFQRKPtfTkmAKZPHSZuO9lxocl/rAZopZkdpdUuFK+PentIrYB0SyR761chClgZd8YMqNM6E9eCJOivxR8Z8RtJo85MHNuCMWbK1F6p3zdkpJXDACMHenHib97CxqtBl0vtePObz2AGiLARGKnzCN8KXkege2yuL9kITVmESd4HHaMvfMaPI7EyKTMD4lqYoaikzmZ7bbjytuvhV24uVoQiaumXB2NiszB5DEH7P+4H8OvnsX5f3wdE0cj+3wnzoxQZmTOM2MxnmnmI2ODi8dhx+DrezF17ggGX9+bkACjrxZV0FdHXkE/223H0Kt74Tp9BEO/CF8ZYDVArFl2lSNQ5JpFFflm+c9o3t6Oqdf2Y97OrzUWDbzn2zH9SltY2mbpiHhW9QPAzLkhKjNu+nxk+mCqGVn0yDxazI/5YXoVMT/sgMEc3z0Qg8WG6o/sgXfIAV21maLEwsX8oGj+g+EpA6wG5JppH5pcRqAgobfaUPZkKxYcDmRb5OX/5+3tcO4jqLNPt0IXx70ZWZ2yBKYqxxKz716C194Hna1ekp7sOXkJQ3Gs6gcE2Zjh/z4TtWxM+V11uPNbD8B5ZgymreV+VWalqszI0HNwFCOnxlF7cykat2dWAMu44BKgP/MqLZg6G7rx5FWaaVFLjj2XSCr8C+ptKKj337CW6Pe4U6M1wirIdZpWBqAq8kXtqUQCUmKGd8+EfJmpykk/jSitmHqikXuoqARAdpC3gfChaTBDv8EWqoZnzAcaIK/ZhrxmqcpBYBILPSLqrNsBfYs/uIivTZjpyxrJ/gkEXbLgeH5JmBsZIpjiOfAYlImP46nwF7Uh04LJFGPy8s2f6sLYP78krBh+eRL4u48jz68G4PNpMXdhgFpVzF4cgP7mJqo/ssdl0hdeKRWZmFvBrevR9PQj8JwfRNHmKhTcbsG1ZdqEDGAbkZEnZLqzAaY7BVmf68vs45ivi9+j5gw43hnB608dgyZLg/d+7MBHnr1DKvPP2EtZ0ir9YacGMi64BGBosKH2D/dgbtiBvCozDA18v/o9vXbMDfUgr9qC/DivdJQQWAUFlQEUVkEBCi2YSPBHe1bNKifoQxPDv7Vcsxmew4dWpM5ihZz1Zsz+/nCoDqVRqlPmPd+e0Kr+SOC109L/Xnt/MLgAQlX/9C9DVf16W11c5lF8uwXFt1ukQSjBGDw0iPHTY6jYVoa6e6sl7w+/J1VhThcPGR5kbHABhADDG1QAIbAMvC7cpKfOHULNw3viTqUpwWCxcQWJRFNos5f9FgR1FuRFIMQ5d8kOb18PdPWxNTyLFfRWG0ytAnWWYzbHPV1Zd6MVpZ8RxDOzG6WGZd7z7Zj8furTZjpbPdy/Ok5IwtRR7+ffsgGVf/dxXO3og95Wh/xbMreqf/DQIN766wPQZGlw8Wdd+IPv3CsJHFU3m3D2p93BAFO9Lb0r8sXIuOBCixzyNhL+k8v2KqxbOZU4oqr+aNOPicdKFBqLvpM85zg3H4TAMvJzIQBPv3sIlY/uEWg4zmszd9mO0VeE9jMnD6HyT/Ygb4PYs0XcB+OCMFKZJX3wplmTlFuTLRT4iB/A0nE4hCNZfjJAMEdYZ7UK4peB8YjjZJWUAwGI/L4ril0SD3mVAEg2khR6JB6T6cq5W1qw7n8+jqsdfchtqUfu1qZg5X6oqr85GFSW/deVSlkmxs9i0GU+nygVmVihZCmkPFOIsqqfOo74UJf8qczDp5xCMsCSkBQgeMMQqcwaLarursOD31mDK2euoHKbCdX3VGJxWVR9r0Crsc4nVYQrMzZbLBLoK+lsL31levilBCi04q13o/ojexQptGghsSAYDC/VU9K+X00FXgmCcnLI24RX3j8Z0G9rQsmnHoJ+W/rbLEeDsq3lVLbZuq3rZI+rv7cKd395CxpiIO+fasi4lUs0KGiwofbDezA/4oC+0oyCMCi1ZMNgsQWz0+KpIqyrtWCasCAI1/xMV2vB9EmifZoYniUTuk1WlHxmNxa7e2VpMxWph6p7anDvP9+PibOjWLd1nb8AMzmV921tbThw4AB27NiBnTt3JmxcjU/sUxpneDweFBQUwO12w2AwxLz/zX/53dATztWhT5GjIhABLUaPw9c+EvpNKUMrqnFk+p3ttofMzwJ7Ozzj+48T9mz8hmfrpe0V58mZlcakzGI+Dqs9w45ZzBWw2rOELyX9MY4Tp/zx9K31wXu2A4udvchuboB+a4tsG5IKlBSDM+yQNYz2AF3lr2UcR/Yl3qgnhS/J98j2YivlNQwqbY2GQbGJ2qzRyAtfrtGI24SOW0u8x3pd+h7jsUi+P1tznXgv9Li55y+xa9cuZGVlYWlpCfv37486wPDew9WVi4qwEbQgiLT9ehvy19uUg5CKhMN7tgOT33tRSBx48yg0X3gCuq2plziggh8HDhwIBpasrCwcPHgwYasXdc9FhQoVAIDFTtr3ZaGrN9lTUhElduzYEQwsS0tL2L59e8LGzriVi0acRRF8Q6ENGBRKGH2E2rMP4vFPET9lUjWScRmHKbTnGYfZr1LfStQT+RZLHDIG4zALNLXszzraDDP6sXyGmEbEQpM0mYbxgSiJXWpYxykJhjIyxLI3mDH7JmHBvMEMn4wFM8s3BuDLKtMo1J+wrJXpQkW28CXpFcPyiZHrQ24cJTtlOltMKnwZfM4hcLnMvGkhomwxct47d+7E/v37cfDgQWzfvj2hey4ZF1xUqFARGXSbW1DyuU9hsasX2U0N0G1RKbFMwM6dOxMaVAJQg4sKFSqCSLQFs4rMhRpcVChitofQLItj/YwKFSoyC1EFl2eeeQZ///d/jy984Qt49tlnYzSl6BDJnktMj1Ny5GK0icU+DVeFvdK+k8zegcchMj/bRZuf8ZmFsafJs88DsPdmIjIYIw21xPtBjP0YpfNhHcdtnsY08ZKfszBPsj8idZcl7QDAR15ErYbWKgvUzYj5fdY+Czm8wukwq/9F+x3LxJ4JbXImrwgp/nthG5GxTevJ60HpACgJZEYiXBluewBYXkMcRu7NEOctaaPQX5IQ8TTee+89/Pu//ztuvPHGWM4nLLS1teGpp55CW1tb0uYQD7j77Bg98hrcfcn1cJHI4Qyr1fSZgIBW2eyBo5j8/gsZ7yGjIjmIKLjMzc3hE5/4BP7jP/4DRUVFsZ4TF9ra2rBr1y4899xz2LVrV8YEGHefHQO/2ovJC0cw8Ku9SQ0wEvOzKrWaPpXgvdgO13+3wXsxvOCweEmqVZZOmH33Esb3/gaz715K9lSCGD/ai85/O4wrR/qSPZWUQUS02Gc/+1l8+MMfxv3334+vf/3riscuLi5icXEx+Nzj8UQypASs4iAWLcZbsMdbrB9RtT4HlSY1OetBYa1U7kNMDfCkH4uHX4mWMtTbUPPwHswPO6AP2BawPHEiSZnmTism2pMvK6QyR+Q1w6DMIklfpivfib7EqbssnlCpQh+A196Oif8UDM1mDx6G6U9bkUt6wIjSlzXEQNmNZsy+fSSUcry+Qbiwy5ILIn9CLBFM0Xv0T1fyGoq+u6RlPOlfQo7jH2juvZBnjOv1k6j8u4/TpmREB8tLWUR7dlU/hQiEL52He3H+f70BaDXo/69z2PqND6PM7wPDpMl4PWA46bdl7htX4hD2yuWll17CmTNn8Mwzz3Ad/8wzz6CgoCD4r7pa6msQCZJZHETC3W/H8LH9cPfHZoWRV2GmVgt5FcldLRjMNpTfuyup1gMqpFjo7qENzXr4KcuAVln+jrtQ8he700qr7Gq71DMm2ZgmrJU1Wg1cZ0eSPaWUQFjBZWhoCF/4whfw4x//GDk5OVxtvvKVr8Dtdgf/DQ0NRTRRMQLFQZ///Oej1stxD9gxfGI/3APhBQh3vx29b+7DRPsR9L65LyYBpqDehroHW1Gy8S7UPdgacrVUkTKY77Rj4lf7Md+ZPMoyp9ESDCxYXkaOJUwB0U1WFD36cFoFFgDItdZTCtFiz5hkoGhzdXBOvmUfjFsyT+E4EoQlXPnaa6/hkUceQVZWaLm5tLQEjUYDrVaLxcVF6j05xFu4ctue78q+zqLFZgbt6H1rX3Cl0HB/KwprZMQUZfobPrEfE+1HgiuNUutdqLptF31gBPQZT1U+r5KAXCaau8+O+ZEe6KssoeDFM44C9cR7nlwZYpyZX+GIZcZqnNnLdoz9dG/w+1L+eCvymm3KfVMUm8KY5OsklSaZp3DkvL0dC70O5FjM0NmsysoITLFKchzRrYD105OqfOcTyNQwXgcgErUkXqeEL0M8kPd0J6629yPXWoe8m5uoNmRVPyWIKTq3LEq4Ul4sM0u7jOnj3fBcGIThxhqU3GEJvicWvpw85sDMuSEUb65E6Z1m6j25NizhS+G90PPsrOuyr4uFK9cwBC7/dcvLiDXiIlx533334eLFi9Rrra2taGpqwt/+7d+uGFhSEXNjDmqPY27MEQouKyC/3IwJe0g+Pr889Te8AwkD0Ggxef4Qaj+8R10dhYGrffSe2NV+RzC48GC+w46rDgdyzWboW6K77nqbFbob02vlEQvk3dxE2SfHC9PHu9H99C8ArQbjr56C9muPwHh7o+yxJXeYUXKHWaKKnCj0vTOMkVNOVG4zYf328qTMQYywgkt+fj5sNvoPQq/Xo7i4WPJ6uiCv3AxneyhA5IURIApqbWj4YCtmxxzILzejoDb1r8H8iDhhwJFWwWW222+xXGsRHDCjwNylUF95G/j6yq23YOZ46PuSG4YfzXynHVdeFFbJ7qOHsO5TrdBb0+faxxPe051Y6OhFjrUB+puakz0dAIDnwiC1v+O5MMQMLslE/ztD+O2XD0OTpcH5n15C1r/eCXMKmI9lXIU+64cDK1OqqMoG8wdaMXvFgfx1ZhRWERlRHFRLYbUNhdVSO1zmwKLxZbvmoZh4s9JEdEBeuRmT54lgWtEAzbKPWcipVEDIQ4W5e+2YHxYoOIPZxpddxaDSZnvsGH7VX9R56hCq/2iPrJ+M+Llchhll13zyECo/uocKMKx55jfaoPn4Hnj7/X40GxjfFxk/Ga+DXiVfdTigb2aMycrKEx/IUYQpdKFhvEdSQqLiRDCotGXG+ACTSlMSQJ0/3YmJZ38s3MB/cwympz4J3U3Nwo09OGao42Ufm1ZjplSJLZyJ/sidAZJWy9tYh/FXTwUDTN7GGiwFToRD+FI8BeZxCtliIwdH4DwzCtPWCtTeWxVqQlzQofcmoMnyWypnaTB4atJvTpZcRB1cDh48GINpJBeFNTZuKizdEUgYmBt1IK/SHNdVi6fXjsHXhRv41NlDqHlYVOEfJuYHRauuQUfEvjISu+UBB/fqJW+DjftYErp6M9zHCBfO+tSnUROBBbHUf2efEFySjMLbGmH+6qOYvTCA/BtrUXR7Yj+v0cP9OP53b0Kj1eDyy3Zk/fP9qJIJGutuWoeOlzqCAabyJlNC58lCxq1cVKyMgnqbEFTinBo/NySl4KIJLvoaC1ynQzdnfZgWyyQkds218b9x6JttKP9kK7x9DujqzdA32+JqSZ1MeM91YPFSD7KbzCuqK+c0N2D2tyGp/5zm+gTNcmUU3taIwtsCVFhi91MmzoxC489A02g1GD8zJhtcau6pwR98516Mnh5HxU1lqL+3IqHzZEENLirihrxqC6bOEcEgygr/fIsN1Y/swfyQA/pqc9RumJUf3SPYLdeaBWfMqGbHB32zjaLCMhHecx2Y/LcXBEfL3x1Fyec+pehoqdvajNIvPoGFzl7kttSnxKolFVC6tQI9r1wMBpiyreyN+rp7q1F3b6CGcIl5XCKRccFFs8x5i+CpaOXd14ikjwj6VhRqZLRnFYBL3mQJbiqkNa+0N1RQZ0PtH+7B3LADeVVmGOrpCn9ecUjyucFsCxZ0kkXX/CZeoYeUXbNPoSBd6bqz6H4N40PgFDalxhTvFzA8wXxEB2KfeqbYpIIpGSWYSaYsaxkXCgCWfVjsFMnLdPZSMv4+cRsNkLu5BbmbW6DR+ojPVb6qX3w9qKJ68tR88vsqAJ2mzK7KV9gMiaCSn2v/hTjOdGcDbv/mH2Di7ChKt1Rg3V01uL7MaLMUupUvaVl/mIlFxgUXFakFQ4NNkI1RsWqQvUEkL7NB3VuKFBV316Hi7jr/s+SkOUcKNbioUKEiptBtbkHJX+7G4mW/pP/mFkjTylRkOjIuuARSkaeH2+EZ74GhzIKiKplCMyV6IniM0nucS88Y0mKRiENSzRWoIyZ9FhGlQ9Iz7OOYVexS1kT2Ccs/RXEcLeN18RzIl3kFMhmCjrx+Lj5WRTtnui+dvsweh+kbIzo5ZsqyApUWGFd3ozUkLSP+wa1wPrQfDEnLsb97AVZq/lQnFjr6kNtSD/22ZqqqXw5z73XBa++HfmMd8m/xi18q0F0kteajrgHhNSOeG3HcMkFXrSF9WsRfXrIWndc3htdTJoFIEVuZ2GJ6uB3d7+zD+KWj6H5nH6aHVb8KFSrEmLe3w/Xqfnjt6f/3MX+qE87v/ASe3x7H+Hd+gvlTnYrHz73XhZFvvoTpX53E8DMvpZR8f6YgI4OLZ5xOgfWMqyZXKlSQmLe3w7l3HzxHjsL5w31pH2AWOvoktTJK8Nr7U05dOdOQkbRYQakF412HgwGmoNQsWa+yGB6KTqtW0G3iodUABYpLgdeKkhaLSESSPIyzcp7ZN3ltJGMyKDOFCm4esUpu+o3pN6LQRqEgnaz49w4yZGmUKD8m56dUbS/fnxJNKM4qW+h20JL93Q5B/FKhjdzcxFQaLdJJXK1l+fbSM5I/ByWWED4gp6kBnl8fCyURNDdQVfjLIq4op6Ue+OWJ4PG51josL2voDDMRFUeLX3L6CvNklYlevkZkEpNU2jKZHkkIWvJMp62tDQcOHMCOHTuiUpAPBxkXXACgqMqK9Xe3wuN0wGAyo6jKyrWdOD3cju5DgvbT+KXDaLy3VX6/RkVC4O4NqTencsYZJSXzrl9KpkmYb1C/rI5fvywRyLGY4Tl8KCTZb05ORpf3XIew8d9kptKVw4XupmaYnvokFrr6kNNS79cnY//V593chPK/eQxX2/uh31ibECHMZCHg2puVlYVnn302aosSXmRkcAGEABNuYJCj08LpY3qoHbPjPchfadWTZMwM2DE35kBeReqKbbp77Rh4w6/efO4Qav9wT8oGGFkpmSYb5i7ZMfIKoV/2J3ugb0qNc9BbbTC1tmLB4UCO2Qy9je8HWCzhPdeBye+/IBRbvnUEJX+1G7qtkRdQ6m5qhv5m/vYBdWWtQrJAMuE82gv3+SEYt1SGnC0jAMu1N97IuODCVLzmSO4qMFkwfomm03j7mx5uR09g1dN1GI33+Fc9TIqKL/OKfl2BO+Jq7/eveVuYp7P9EO1fI9M+ksJNRSqNQZmJCzQlds9DDhTU2bjH4SrQFH0E7Awv9jjQAHqxlEyN8L3x9ouCTr8DeQqUGf06+7MmBSWZ81TaTfV/p/OabcgLyP4vQyaLi0xlI18nMqUkfDP5kDiO/Nz97RcviYotuxzQbSJWL2RWG1kgKpomK6uNJXwJ0DQZmflFBxrRHz+VkcXjRSxCGIWXE0cduPiPrwetkzd9/WGi3gVU0SQAmiYTTXvHjh149tlnE+7am5Eb+pGiqFKg09atvwvr7w6PEkuXJIJZGf+aVIS+0hKcYyykY+KJ/EYbqh7dg6Kb70blo3uCey66WvocEqFflk7I3mCmXCWz16vXJ4AZwjoZWg2mzw1H3FcsXXvDQcatXKJFJHQaABjK6FWPoSw1/1Dyy81wdkTmX5NIFNTbUPuhPZgfcUBfFV/15lggv9EmWZUE9csGBf0yyapllUO3yRoqtlwf3Z5LpqFwczWG/vtsMMAUba5auZECdu7cmbCgEkBYNsexQLxtju/42L/Ivq5og0uCszhSrr/pkXYqiSDc9qE5cLRRaM/yZgm0mRm0Y3bcgbx1ZnmrAQYtNjPo36spN6NQtFfDY/GrdFxEts3RjiNuwyiwjKkFM+88ibnMXbLD2+9PCmiyiY5jZJWJ9ciivh4+xusKbRjWypLCy3DtlMWfAVl8ynwsakOcj1Yj30a8F8NjoZwlKtwkLZSzRNbIwccMC+apYz3wXBhC4aYqlN5pRhbB0StZI68hLJB/cecPEGvExeZYhTKKKiNb9SQaAf8a7oAL/17NW6K9GoVkAPeAHbOjDuRXmIW9khSFx2HH/FAP9NWWqFSW44W5S3aMviQkBcycOISKj+8Jy1ZZRfqi+A4Lyu6KfCM/2VD3XFRwYS6MvRr3gB29b+7DRPsR9L65D+5+ewJnyg+Pw47Btr2YOncEg2174elJvXl6+6RJASpSA7PvXsKVH/4WnpNqdb8c1OCSopgebsfA6f0pI12TV26mNqeV9mpmR+lANJuiSQPzIjMz73DqzVNXL0oKqEvNPbIAvBfb4frFfngvpsb3Nl6YffcShr7xMlxvvIvBb7yiBhgZZBwtRqYOs0QFlTuIX+U9cz7itOahdnQflqY1K7Wh58DgpyWF0Rwl0P7Xi6psMN/XitkrDuSvM6Ow2kb7ihCP89eZMWEPJQ3krzMH0yPjVf2v6DXDeJxXZcHUWcLMrMIMTYCuZu0rRJLyzBJmhPL3ABASBSr/ZA+8/Q7o6oSkAMrHhiFtIE4RjiZlWdqB/Gcwb2/HxN59gFaL2YOHUfo/WqHb6KeJlar6GeKdVFU/CaX9Rtbr4oxp4rzJrGCWN4z/3eCjuQv9VDbXnH0Aebc0yaQYc6QpiwU2eSr500C4MuOCSybA44yumDNeCOzVrHhcrQ0N97emfKGmocGG2odDZmb55tScZ94GW0pV97Ow0NMjlZTZmPzvbTygs9Vj+pcngwFGb6tL9pRSDmpwSUEYTBZcSYO0ZiUU1tpQWBte0kAyQJqZpWaddvogx2KB59DhkKRMY/p9b3mRf8sGVP7dx+Ft70fextqQZL+KIDIuuFA2x5F4rijcYbhotmgr7wEYK6xYf5dfG63MjKIKq3SpG0m1vNJcI6gUj0hgk5EGG3X1v/i6MygzRTtlkr5iWSgrXQPWubGOF7chX2bQu+L5sOyLNaJGrJRl6qsvHoe8HtRXJXQg2UbfYoNpT0hSRtdiDdm5R1LVH63wJTE5jSitmPVXyqLIAPGfoBb6bc2Cb4zGh6UlmTmLxiGrPsjblNTPhVKulJ9oBOxbopFxwSVTYKy0wlhpTflf/ipUkNDbrND71ZXVleDqhhpcVKhQkTR4L7ZjoduBnEYzdDdm1v7M7LuX4LX3Qb+xFoZbVx9tlnnBhcpgijLzS3Icx4G89A71evRUGrNNtPSZEnW2ghKAfJuVH0tWayymk3sczgwzjnkq+rGw2rCOV2pDimjysUDK8+TIKlNyRqaoOBZlCJHAJFnVLzMX78V2TPzn80J22QF/dhkhXLmS8GUQy3TvoYfywpeio7goMgDQLBHzIS6CVoaGCjhdQquB6/WTqPrKx1FwWyOjczHnnUUcxpn6lYLZYinCzqlQoWK1YaFbml2WKYiV0+X08W4M/H9vY/p4d0znlwiowWWVYXq4HQNnpMWZqVa0qSLzkdNoCQaWTMsu09nqKMVnXQSpyjMnutH99C8wvv80up/+BaaO90Q1p7a2Njz11FNoa2uLqh9epCUtpmTZqVliNBKDg+GaHG+He9KBghIzisutbJpNYY1NZSoxM8wimKeoM3aBZugN12g7LvuLM69cOizYClRaMT0iX7Qp7UthDqxrIOZNuDK/xOPId82ky3j7Fmf2LJOUTgRz48l+E9NIkbQh32IVDXNSXCwaSXEOURZeBh7prFaYPt2KhR7/novVSlFuoCg7hWwzyreF9aUIve4914HFS373yy0tvMmi9DVQsFAGBOOy8r95DAsdfdDZ6qDf1oRlcm6K3i7Ce57zAyLZ/SEYbl2vNEN/39KXkuFGmXYrl8BFeu6557Br1664ReGpK+3oOvkCxnqPouvkC5gaS/9f9BLPGadD/vUU9aJJNNx9dowefg3u3tTTHMsU6GxWGB/ZCZ0t8s187/l2TL/SBu/5lf9Gvec6MPncjzD71jFM/p8fwXu2I+JxV0LezU0wtT4YsYVy3o211OrHcGNNxHORc6OMN9IuuCTqIrknHcIvH58P0GjgmeyNyziJhKGM1qkymMzyr6dh0Was4e4TbJYnLxzBwBt74xZgZnvsuPL71zCbgqKZ6QDv+XZMfv8FzB44isnvvwDvOeVgsdgldr9M3b/rglvXw/zVR2HauQ3mrz6KotsbV27EwI4dO4L3zES5UaZdcEnURSooMQcDC3w+GEqk0tdTY+3ovdiWNqsaidNmpVX+9RSQmokF3P12DB/bH5Eqs8RmeST2qzlPjx1Dr+6F68wRDL26F7PdaoAJF4uXRcHisvLnlN0kcr9sSm1J+8LbGlH9Z/ej8LbIAwuQHDfKtNtzCVykgwcPYvv27dI9l2WOfRFgxQqvElMLmm/eDfdULwqKG1BsIqqNAUyNt6Pr3RcAjQZjjiNovmU3itfJ3JTFxkhy8+Hdp1EihzlTiY3lLTCW+9M9iWtlrLDCWOEvfmOlMvKm0VI0vjDG9FA7Zsd7kL/OgqLqgJgho1RcYZyZIXnDMvHlCMj+Q6PFhP0QGh5oRUGdjblf4Z9s8GFehRmT52lRSyxHmEq8LH+Md1AUwAYdyLfYFNsojuOTf33F/oKvs/9IYlnVL/m0GPPxMfaDyL5yGi2Y/f0R2io5MCmZPz3djVaUfNbvftnUAN2mFpEQqPz8AYjMy8h9HuX9F3koSQGw8opDr2vF+2OsSn4CiXajTLvgAiTuIhWvs8oHDEhpM/dkL/PYWMI12g73hAMFpeZgMEh1TA+1o+edUMKAZXtrKMCEgZlBO3rf5jMsk5P9D8e0rKDehrqHWjE36oC+0hIXm2V9tQVTZ4gAVhM5HTl72Q7vQA90tRbkR2inPNdlh7evB7p6v+NlGkB3oxUln9mNxe5eZDc2QLdp5e+VbnMLdFubEzC71Y20DC6pgIISM0Z7jwQDTIEMbRZruEbb0XX8eUCjxVjPYTTd/mRaBJhZUcLA7LgjouAyK2NYxgou+RUi2X8F/xkWCuptKKi3sW2jo4TBbEP1rj3wDjugqzIHVy3hYvayHSM/F9wqp987hMpH94QdHOa6RI6Xj+2BviX1v1sAoNtk5QoqKhKLjAsuTME/bj8X4qFChX+JqQUt23bDPeVAQbEZxaYWYNknrfpmpUYr3a8YVJrb2eMPZgI/43E6ULzOT3GF4c0ifxwjrZilkig5jj2OwWTBeBeh8mwyC58TK5WZkb5sKDPD2UH7xAQ/b1GTwmqR7H+NTUprcacvs1UKmKKYjH7FNFJBgw0FAVVmBnWlqAoA4Go/HbyvDjikqxcWbRnoQ+x42eegAxT1NZCv6p/vtMPb50Bugxn6Fhu7ql90Een5sGhkdioyVcnP8JphesP4W4UeMf6OFNqwKDKAlyYTUVrMNGWyryxQ4BG7TDAyLrgkEsXrWkI39wSgoNSMMUdotWQoTe3NyACKqqxovKcVnnEHDOvMEScMFNbYYP4AYVi2grdMusj+RwtdrQWuU6Ggq6sNf5Wmq7Ng+iTRR5iOl/Oddoz9WKAs3UcPYd0TrdBb04NaUxEfqMEljVBcbkXTbbvhmeiFobQBxeXpQwUUVVmFoBLljZ7XsGw1Ib/Rhqo/3gPvoAO6WjPyG23cC/UA8jbYUPFxwvEyTHMyby9NWV7tdajBZZUj84ILQe/wWxsrUD9k1xw0m4a3ypnM7FGi0kQ34xKTFSUmq5ANxBLp5M0G4qkIJ8X/xM2ZZiIKY7BoOhYNJXkv/AyzWIpQKqkU+Ah6hJmdpTRP1utiKk4mE81gtsEQ2LNZhoRpoS67T/71/EYb8htDfYRT1a+rM8N9jFj51JvBYqjE2Yj0nx9xDZnZaiJajaTpWAKdYqqZSZOxZR/Yf9lKopoxzCRTELvUahhtkojMCy4qVKhIOPKabSh/vBXeAQd09Wbom8NfPanILGR0cJlydmBmyoHCwIa7ChUqIsZclx3e/h7kNsinKuc121QqTEUQGRdcNEvC76VJZwfaz78IQIORgaOwbnoCJWSAIZevjKwwRRqIeiMCWo1qHoGfi9IuNbPIjk03cRVuRpttBnYxHndWW5gZZtyPRc9ZIpDuATtmRx3IrzALdTMUU7Gyb4xEUJJRbBmJBTTz2oqP4yjwFGPush2jLxOpyh/3pzsrFF6yxucVvuTxhhG6XjlbTEKlsSyUSShQaVwUGRC/YktRRtiS0nckSUiNnLU4YGa6F8K3ywdA43+uIhq4RtvRf64NrtHo5G6mR+Rl/1Mdgar/ifYj6H1zX0SyMumA2ct2jP/uNcxdCp2fV5Tu7O1PXXFT78V2uP67Dd4L6fX9yjRkbHApLGpAILAAPv9zGpPODvR0vY5JZ/yUUTMFrtF2XDr2PMYcR3Hp2PMRB5jpEUH2/0r3UVw+vC+tAoxc1X+mYfayHSP/tRfT7x3ByCt7gwFGV0eLm4abqpwoeC+2Y+Lfn8fsoaOY+Pfnwwow3vPtmH759RXFL1fs53QnXD9+A97TnVH1k+7I2OBSYmqBddMTqKy5Q0qJwU+bnf0RRgaPof3sj+IeYKbGO+DoeB1T4+kZyNwT9I3VMxHZjZUl+58OyK8wUzfYSKr+Ux3eAdEKZUD4fPI22FD5J3tQdMvdIUosBbFw2RGRu2VQXfn3RzH5f1dWV2b2c7oTzn/9MTxvHofzX3+M+VUcYDJvz4WgJUtLW1Ba6g8qIirUPekAoPHvFWjgnnKgtLhZmbcmwbFnAwg8+JSzA+1nfgRoNBjtPwLr1k+huIyoURE1nyQTEcqIoEhlgIYaTY0Tx69rofvjPSEtYy/D/3JBSQPGekJV9gXFZvYeASvvFYCh1Iwrl4lq/VKhH8VpJjl9ObBHUVBjQ8MDraE9l1qbyBxr5bn5RKmqPCnL3CKUpGikQrov/QbRBoCuxoLpd4mU4hr/56MF8tbbkLfeJrRZZs1NPt9e6fOl9oDIN8jvF5XmLTJ5Ix7nWiyYPXg45G5psfj3ShSq+rU+WSl+3WZREhDjGpI9X+3oo/pZaO+DbotfxyyOYpf0dU+NNUPGBRdeFBobMDx0FEq0WawwM0WLXM5M9dLBhcDUeAc6zrwQDEQtN+2mA4zc8af8x/cdQcu23XFRDRAKOJ8MOnNGqmlmrLRi/Z1PwjPhgMFkgbEyfQpBAaCg1iYElQxF/nobKh8lCjIjFMFMFnQbrTD9qeBumd1ohm4j3/cre4OZVlfeENn9IKe5AbO/PRrsJ6e5PqJ+MgGrNriUlLbAtukJzEz3orCoASWl8UtVLiw2Y2TgaDDAFBazv7gzLpHa8pRDMbiIA5d7yhE3SRpSlj+qfiqtQlCJkyCkiuiQv94mBJUEfTzzHXZcdTiQazbHJJVZt9EK3UZrWLI/uk1WlPzFbixe7kX2hoC6cviVOrqtzSj94hNY6OxFTnMDdDdF5kKZCci44EKl267w3SgtbvZTYZrgsYpV/eSXdYkzfRlASXEzrJuewMxMHwqN/kDG8J0pLGrASH9IP6zQ2BCiAUjxPv/DQqMZo32EOrNRVBmtULlPpcgyVAF4U5m5hDMlbaRzc420S1Y1TC8RRlc84wCQVFMzs6EV0nWZKcMslkL8uXOmLLPbMKamRPmxXleq6mdRoKLumJX0FP0W6nm+044rPxFpkrX4PW1YBelKvjPkYRRNyG4TmKd+oy2kruyDNEWZI33ZByB3cwty/ZSaj/q82WKX86c6cbWjD7kt9ci7ZYNs36LJUM9ofVy1Qn9VocTUghIOv5cSUwusWz+FmaleFBY3rFj8WVzWgpabCHVmhVVOqsM10o7LR58HNFpcuXwY6+9qTTvaTEV48PbJaJK1pBcVFy3mT3Vi/Ds/AbQaeH59DJr/+Tj029J/xZMaOz8qKBSbWmBu/kNuVYHishY0tDyc1oEFgJA5FodMsumhdgye2o/pofRJe14tEDTIQhl4uQ2Zl4G3EsRJAFc7+pI9pZgg41YuLJtjJcMnpm8LZ/Exs7pdciA/lRYEKytNkTaR0mfCE/Fhyhlikg4iyDaTiHIqZH4VlJpxpZvISCv1U4IRZH4FhpkebkfPIYF2Ge86DMu9IRdMyXeFp+8wMswk1fwrtucQwRS3YWSIcSsBsKr1ReMw7ZTFTTTy79EUV+igvA0bUf6JVnj7/JpkTaEMPCbFJR6TlaHGmJfwnnwbcRYZBXIcngp/mbnKvZPT0gDPr4+FkgCaGuDzZ5OxMsnEqh7L5N8pkYnW1taGAwcOYMeOHQm1OAYAjc+nkEcbB3g8HhQUFMDtdsNgMMS8//t2fEP29YjcBDmbcPfNSmVUvGkzuN1IgovSfJhz4wsuVEqqQnBhjR+Yp2s0sOcSykijzoF1boy9kIHT+zF++Wjw13HZhrtQs20now1jj4BjHPF7M0NCNX8gUDY80IqCOhlvGcY4VMqyTBt3rx3zIz3QV1tgCJiNKc2T9fkwXpfOB7KQvM5qQwYHydwYP0w429NtyAAtf4y0b3IvhDEvcR+s1H1xG+K5hvkYmD/diYWOPuS01COPoMQ0RMqxlmiTlSVSRSbe0/oDj+fkJQx+4xVkZWVhaWkJ+/fvj0mA4b2Hq7SYipSCscKKus07Y2bfbCijK8vzyxJDu8Szmt/da8fAG3sxef4IBl7fC09vZsrQrCbob2pG8RMfgv6m5pj1OX9xIBhYsrKycPDgwZj1zYOwaLEf/OAH+MEPfoD+/n4AgNVqxVe/+lU89NBD8ZhbZGAkSjDtU8Ugw62iCCVJhXEKT5J0ghKVRrYhstIUGSoe+kzKDcj2zSrWjCTbTPJLjqJNGNeAkzpSPDf/U2OFFevvboXHKayGCiutoe+IZByOvhV/NYce568zY8JOWzJLbJbF/XGIYALA/DBdRT8/5BBoN4WVBo9ApYSeZWRrKVFpTPqN7FcyvjwVxWwvzmqjLhWDIlO4HjwUmXhuTIpM/LccpdilhvhQyPNcllgZEyfkf0u3sQ5Tr58MBpjt27czZxAPhBVcqqqq8M1vfhMWiwUA8MILL2DXrl04e/YsrFY1q0dFaiLoggnF3wsxRWGtDQ33t2JuzIG8QDV/jKCvsmDyfChw6StX3ya4ipWRf8sG7N+/HwcPHsT27dvTb8/FaDTi29/+Nj796U9zHR/3PZd75fdcuMFJFEa/z8K3F0G3URiHZ29GYUwlvp71OvMclLh6nv0Yzn0NpXPja8M7DnvlwtyX4ByTda2U9080cPfZMT/sgL7KjAKZPRel6841JsDc52Dtv0je493bYe1zcOy/AKIfDIy++PeG5PdflOZGt+Hbp2HtvwjPiSbEngt5nFbURsvYm2nf9TRiDd57eMTZYktLS/iv//ovzM/P4/bbb2cet7i4iMXFRWpiKlSoiBxCYOmBvsoSDCwqVKQawg4uFy9exO23346FhQXk5eXh1VdfRUsLu77imWeewdNPxz56ssBKRRaDuQpYYrwOUL+OmXs44l9IzH0WhbRinr0ZcRuevRnxLzFqb4XsWyN7DG8qM7WXIr6eHBk3PtHJUc+YqcwRqAco7u3Iz1NxblwilvSQXMZdxGN3vx0DvxGy0CbPH0Lth/agoN5f0a60smX8Ulfai1HeJ5Fvo6RmIDe+ZA5h7r8AEFXikz2xv7zsvSF2G2aaskIqMr0fQ33JQw/FJ0S8QKYYU15h0oGg9G4yEHa22IYNG3Du3DmcOHECf/EXf4Hdu3ejo4MtT/2Vr3wFbrc7+G9oaCiqCaciJqY60e14AxNTq1deeyVMXWlHr70NU1fUQsZoMDdCZ6HNj6SPZUGmwXu+HdOvtMF7Xv1OyyHs4HLDDTfAYrFg27ZteOaZZ7Bp0yZ873vfYx6fnZ0Ng8FA/YsGbW1teOqpp9DW1hZVP7HCxFQnLrb/GEMjx3Gx/ceYmFQDjBhTV9rR+d4LGO0/is53X1ADTBTIq6Qr2tXN/OTAe74dkz94AbMHj2Ly+y+oAUYGUVfo+3w+ak8lnmhra8OuXbuQlZWFZ599Vr4oSCGFk4SYRZmY6sS0uw9FhQ0oLWbkmvuk1JOcnXJpEaELxKLSOFOeI9lcZ9JnYrFNivohl+zRpTKL6TL3pEi5eVKwHIgofZm6nrJTkXmPUYGt2IZ4naJ6IqDfFKvLifeoa0i8TrQvqLWh/sFWzI0KWWiGWmvwO89d1U+AGlMhu5Wnwl88DPMaisH8O2XxtjSYlfxMioxuxUeR0W0WL/USpmQaLF7qhe5GqzJFRqkHyH+P6aNokNnHIjsXERGWGuWLYc3i7//+73H48GH09/fj4sWL+Id/+AccPHgQn/jEJ+I1PwoHDhyIS1HQxFQnLnT9FENjJ3Ch8ydh0VuFhfUIBBbAh8KC+pjMKZNQWGwOBhb4fChQsBxQsTIK6myovGNXSFJGRcKRs94cdLvEsg/Z62Pznfae6RAsks+kPwMS1splfHwcTzzxBMbGxlBQUIAbb7wRv/nNb/DBD34wXvOjsGPHDjz77LMxLwqadveBXH1Mu/vYqxcRSoubsbHlE5hx96GwoJ67Xaph0tmBGZcDhUazxBI6WhSva0HLNkG52VBiRjGHOnQiMT3SDs94DwxllmA9DPPYoXbMjvcgv8wS1ChLN3h67Zgb6kFetQX55vQPUPMddlztdSC3wQy9jf985u3tWHD0IKfRAp0tvM9Sd6MVpZ95EguXHYT/S3TwnunAxPdeBLQazP72KEqfeiKt1ZHTTlusra1NsSjog3f8b65+SHplwiWsXAIB5samx1FqlAkSSive4DHsg7jNi1h9KNUXcGiAsepKJic6YL/wIgLnb930hHyAEfufKFFmcseI58aqJSEwdaVdsBPwByVuDTOOOhOfhpb5h285KPMv12Z6uB2XD4f0whrvaaUCDF0zIv95KOtirTznSNsEKDN3nyAdEziH2of3yGuTKYyjVMc022PH/GAP9DUW5G0I3eij1T2jjwndsuY67Rj7aegzIf1glOjI+U47xp/fF6S2TK2t0NusyvU0LOo2Ej0ymfbTP3sds28dC6oj53/wDhg/+eFQVwq1MVqN/HvdH/1HxBoZqy22c+dOfPe7341ptWmpsRk3Nj2O6vLb2YElgyG3b5QKCCYC9MUvESAcmX+Pk5Zd8YyHl6k1M2jH0Lv7MTOYPC0wsXTM3HDsss1mu+0Y+sVeuE4fwdAv9mK2O/7neVXGD4arncNB7JloseBIftZddpM5GFgC6sixQLKSoNIuuMQLpcZmrK9/aFUElsmJDvRc/iUmJ4QU8sKiBlD7RkWpsScilwgQaxhMdPaVwcTOvjKYaBFMQxgimDODdvQc2Adn5xE4fr8vaQFGX0WfQ15V7LLN5gfpwOUdiP8NOzdCP5hcM7lnsowcc/Kz7nRbWlDy+U8h/4N3oPQLT0C3NXp6OpAE9dxzz2HXrl0JDTCZ5+fCKCaUHMcsglRoxChupI9hL4uZCS+SLCzGOVDZVeJiPsYyXVS4OTnZCftFgQIbHjqKjRufQGlpMzZufALTM70oKmxAcUmLrLijT1SgSs2AQc9IsnQ4M8wAIRGAsnAubmB7kURiwawBisut2HDHkyGZ//KW0K9H0ZSLKmkRzKJKK51Yx8oq0wCzY6IVw5gDRVW2sIsoJefNaCMtVBTmU1hrBT60B/MjDugr/T4zDCHPcD1g9NUWuE4TmmfV5tD7WmFl4x3oQW6tBfnrbbJ9KPrLBI8JTTSvaSPKH2/F1X4Hcuv4/GAAQN9sQ9nuViw4HMixmAUqbZlupVisSb6pkJXGV2wZOka3qQW6LQGLZOWMSBJUJhkxObkkqERpjKXdnstKeODW/1/wMfceBwml4EIgWm0x+hi+fZqJqU7MzPShsLAepSUKv2pY3D+A7u43MDx8DIGVSlX1HWhs/DB1DPd+ATWmRv64SPTMiMdTVzow4+pFQXGDkAigcAOlwNqP4d7/YJ0P3YRXw2x6qB09B0N7A5YdrSistinsISmMydGGW9NNQVssEp0wj8OO+SEH9NVmKoB4HHYM/zy011P56J7Q+2Hu7UjPTT6tOOZ6ZBwaaDHRIyMDLOM4qR4ZqTsWinbfzdkULN+IladL3LXFVCQWE1OduNjxEwAaDI0ew0brJyPKTCsqasDw8FEEKLCiwtSgwFgoXtcCY3l6ZmWRKKq2wrK9FbPjDuSvM6OwOv2ztOSQ32hDfqP03LwDIsps0EEFHxXxwc6dO5OmjKwGlzTBzAydLj0zw58uTaKkxE+BTfeiqKgBJaWZv8eUKiiqtqKwZnXeUHW1FrjeC1Fmuprk73GsFuzcuTPhcvtAJgYXguVT9LNn0TXiKnaya4pd4dyzidE+TZGhDkOjxxBccRjqKJFOitIguF25vZjS4iaUFvvz5wPV3SwlASX1Qmo/iJMmYO3HMPZihGEZfSu4p1HcfQSV0RqW0oPSNWBRZIy5AKB5eMZ1467qV9IuZFAyPvK7EosKfcZ7BrMN1X+0B/ODDujqzMLqxj8NViU/z/6LcBxxDgzh2piIXUL+OIr6kohQyk4nskp+jdI4xHwkRmLJQeYFlwxFaXEzbmz+hCBRk8bFmipWLwKUmeJemYqMgRpc0gilxc1qUFGhQkVaIPOCC0ExOWcuYdrThyJDPUyFG5jHUVDIbmJ5nlAQ0WpMKi2SlGcFDxiWWCUzlRkAj6gm04NGMg6DbvJfj8kJf9aXsSFU/c+ZvszM4Fb0xGHRTQptZLLKXKPtcAfSlCuskgpslhAm1bWSxwmV6UTSO0ptiMcseoc3fZlBkcn1wZyPHx6H38Ss2gKDSFZGgcFkUoDxosgk4zBSjDUS6ko+TZn+Dih8P1jfPQWKiypL4KTS5O4tbW1tOHDgAHbs2JGw/ZeMXaA6Zy7hfM9LGHS+i/M9L8E5cynZU1q1mJzogP38ixgeOob28y9i0sn2/0kluEbb0XX8eYw5juLSsefhGlVl1VnwOOwYbNuLqbNHMLh/LzyO+BaJzl2yw/nb1zB3KXlqB+mCZBVSZmxwmfaIxChn+5M7oVWMGVdqysusBPeESBpmIvkSIamK+SE61Xh+KH7Xau6SHSMv78X0u0cw8vJezHXFN8DMt9sx2bYf8/b0/HERLzX5lZBxwUWz5INmyQdjXh2EXAt/dpW+TqAnVvq35Av98yn8W14O/VM4TrPsw8RUJy73/xoTri5ofAITEpinZsknZGwx/mmWlkP/fL7Qv2X6H3wg/tHjB/8Fxg78o9qT5xa6HuQ8qfF99Jji+ZDzEsvLFBU1CGwQdZ7EP0Zfwj8E/9HnTP9jz5PdXtymoISWFikoMVPthX8rz1N5TPnPQ+lzY52P4jiM95TOJZz2eSJZGX2V6FqR8xf9zTGPY4zv7acD2dU+B+MaaIL/WNdJI56LaPx5uyBw6TlyBM59+4QAI+qPPhcN9Y/1HnUNiHnCJ3pvWSP7z6f4D8F/gKAmHwgssVSTXwmZt+fih6lgAzY3/AmmZ/tRlF+HUvGeS4LgnO7C+Z6XAGgwOH4Cmxofg6kofWW0I0FJaQtsNz6BmeleFBobUFIaW0n/eMFYYUXTbU/CPelAQal/zyXZk0pRGBpsqH14D+ZGHNBXmSV7LrGErtaC6ZNEzUxd/GpmrjqI1atf4FJvTa9apWQVUmZscAGEAGMqEIJKsm4KAh1H0HOe/rQLLoLsTC8KixpQWhJZtlpJaYsQVJT2JFMQxgorjJXprxCQCBgabMi3xP/Gm7fBhsqP7YF3wAFdrZmS9o81cs1meI74A1mKCFxGgmQUUmZecGFkgUkynag3WZlfCsNolNI9QijKr8Pg+AkEKaH8WoFKY9kSK8xHLBxJNSEJTuIwZrYZQN3o6YLG0HFOFyE7M0LLzjAzzMjCrwgEJSUCmZSIZOg9pey9lUQxJQeJ32Nl9ojH0cofxrJWVi5uJNsTh4g/d2IOrPHF45DHefrsmB11IL/CTLtZSoooQ+OyMtl4iyjpDDXR3KgiRvnj6OtBy8wwxUPJMSTFzcTnQ86ZHEcL5LXYoNndiqsOB3LMZuibBYFL6nqQGV3ij2qZ8d1VyDCjsr2oz17hl5nCn3mykHnBJUZwui/BNdsPY35dcPUTCUyFG7DJ8vEgPSdJiU5xxEp2hheTEx2YnhZWSbF2xEwWXCPt8Dh7YDCt7HQZb7gH7Oj93T5Ao8WE/RAaHmhV7ZJXgL7FBn2LLTIh3FWMjNvQjwWc7ks41/syhibexbnel+F0R5fGbCrcgA3Vf5ASgWXC1YnLfb/ChIvPo7uwsB7kZrzwPD4IpCyPDMY2ZXlqvAOOjtcxNZ74FGjXSDsuH9mHK91HcfnIPkyPJDfjaHaMzoCbHVMz4FTEB2pwkYFrth8aaODzZ5tlShpzwM55aOwELnT9FBNTKweY0uJmbGz5BKorb49YiZkX8UhZnhrvQMepFzDafxQdp17A1JXEBphwnC4jRTgOl/nldAZcfnl67iGkE7wX2+H6xX54L678w8J7vh3Tr7TBez49055JZB4ttiS/D6AIirTVwJhXi8GJk8EAU5RXKyEyNaI27PkQw7D2acTz9PftnLkUotOKmpQVAhgmaeS+yLRbRHG5+4LJBSz/EI0PMBU1CcdpNDQPT7ZZQSwz2AaM43xAUWEDhodoOwAhpZSx/8HYixEOE95zT4ncLKccKC5rkY4vnhtr74BXeNL/uKDUjCvdh4M3c0OpGSz9QW7jL6LVzEA7HAcEmsvZcUjwiamxyeyfCP8VVtvQcH8r5sYcyCs3o6A2JCAp2a+ghDBX3n8Rz5Vn/8XjsGMuUNVvsYW9/8I7jhTylfPUZyNqzxIGZX6nAcx3tMP5n/sEx8t3DqP0f7RCt9FK7/n4/5C8F9ox+f9eALQazL59BCV/sRu6zQSN6mN8cQBagFR8qklC5gWXGMBUsAGb6z+G6bkBFOXVRrXnEikCCgPBFGbLx6POMjMa6jE0dhzBm7chfhRXJCghHDELi2KTslxoNGOkn3SzTOwvdWOFFRvufJJyr4wlPFdENNe4Y0VZ/8JaGwpr/ZvhMZ1NePA47BjcvxfQaOE6fQjVH9kj6wWTzljo7glaKUOrxUK3QwgucsdedhDHarB4uZcOLmkGNbgwQKYxJwNyCgPRBpdSYxM2bXg8qLdWaky9lOiS0mYUx3Ajv7isBS037YZ7yoGCYnNw1ZJIGCusMFYIN4lY38wN68xwdoZqPvLL0ofmElf1e4ccGRdcchot8LxzOBg0chrZn0/OejNmf39YWJEv+5C9PrWN/FZCxgUXiq5iUlJKUPjzZ9FsnBQZ8x1RyrNPo0FRXj0GnScRXGXo60TLYnZ6KpM+W/LRtT8E1cGVyiymnhhZkiy6TDiMkb7MEtGEmHYgwPKQEfVdUtocMkUj6QxxJnIEvjHIIugixjyV04qJ47SM81RIXy6qknG49ClTXCwqTimtmIciU+pP7nV9lQVTZ0KBUV9lZtJSLIoM4DwfSYow9Yw4jPE3ATY7y6LIAEDfYoVpTysWHA7kNJqhs1qFVGaZb4jOZkXpnz2JhR4HctabodtoBeVCH4EHTDKRccElU2Aq3IBNDR/H9Fw/ivLSL4VZReJQVG1FUbU1jB9QqQGD2YaanXswP+yAvlqo6k+REo2YQm+zQm+zcvnY6G60pjUVRkINLikMU+EGNaioyGgYzDYYElDVryLxyLzgEssKfTG4aDZxtS35Fid9xjpOcfzws+SoynFWtpkCtcCizFh0mbhvKsNMySqWkcnG9JCBmPJbuUpabtjQcWzKQUNSmhxV/dLMLwLLjM+dkwZiecNIjyP6Usiu4qqwF9F8PJX8kYyjWIXPQfmJQY1JNmJU1AMiqpPxNyZW26BuO4xzkNJYjEp+RTvl1CvRz7zgoiJumHB1weXpgzFFkwFUqFCROlCDiwouTLi6cP7STwFoMDR2HJs2PI6SJFouT050xjRlWYUKFbFF5gWXSJaEvAWRBGJZROmcvQzXXD+MeXUwFaznG1/hPdoOdeViTaFDkmKS0mXTM3T1/LS7j1698GaYMRT2qI9NdD1JyswHDSYnO3Hx4osANBgeOoqNG5+QpC9zZZWJrwcHlRV14aU444cxH4q+U2jDFq5UoKuo4+T7EsZljKMgQhk3sUvIH6M0H+oKKGSLUV89JRqYRc0xrKYBMfVKXhviGE4qjX4s+k7wClwmEKr8S5Lh9FzGuf5XMDT5Hs71vwKn+3KypyQLoeBSCCxCAWZd0uYyPS0KdDPRy8SkC1wj7Rg4sz/pGmUqVKwENbgw4PRcRtfY7+D0xPdm75rrp3XM5gbiOl6kMBU1YdP6x1Cz7jZsWv8YSpPoSVMkdrYsTO9iM15QIpiHky+CqUKFEjKPFlsiK680cM52w+UdgFFXC1N+I0cHPjhnu3F25L+hgQYDrvewpfpRzrbKkFusFutrMTj1bjDAGHU1oqI5Bq2lWEQppbvkLAQo+orKRJGny0yFTTAVNoWmxZFhJsmEYVSiKfpbiHTLSouasNH6Scy4+1BYWI/S4iap1w1HVhm3bwyZQcRbeEll+ZCv8tFqNPUltPGM0xXtnnEHLSejRPmx6CrqGLpJuDphknFjqEfGyrTy9NgxP9QDfY1FqO7nKHSUjMks3GRncTHnJv66M/vzyTySHheRB4yaLRZ/UEFi+hS2VP4xV5BweQeo1YRrfiAmwUUOJsN6bKn5KFzzAzDqa2EyrI95IVnAQkADDQYnTmJzw5/EXdomkFlWVFCPUmPsN/5Li5tRWpq8hIJkwGASiWCa0kfqJQB3nx3zIz3QV1lQUB9dfYunx46h1whtskf2xNWVUkV4yGhaTBIkvINc7Yy62mAbH3ww6mvjOk+TYT2ayj8Ik4FvMz9cJNpCIJBZFpT25/SOUaEMY6UV6+98Eusa78L6u1oTZr88M2jH8In9mBlYWdJfCe4+OwZ+tReTF45g4I29cPdF159Ym2x+KDI7g7lLdjh/+xrmLkU3HxU0Mjq4SIKEroarnSm/EVsq/xg1xm0xo8SSCWN+HXUdivLr4jqeSyy66e6P63iJRjLNx4yVVtRt2RmXwCLnCzMzaEfvW/vg7DiC3rf2RRVg5kdEwWA4Om8bfbUFpDeNvjr8ldzcZTtGXt6L6XePYOTlvWqAiSEyjxYj+EaT3owtFY/A5R2CUVcNk94syFkDK6Ycm/IsMOVZhCdLK7Uh90UU+o1S4NKnJFynZZNpJsN62kLAsB7wiXZDWCnTrL0YgJm+bMyrwxBC0v7G/FpoAteQ2tfgqPAHRPsnxOusCn9R36wK+0iq+l3jneg48wKg0WC0/whabtotq7RMCVRGKXwp3S9g8fDk+KJxWFX1/ubTQ+1wHNwH0hemoNaGuVFa0n9uzBGU6xfmQg+jVMmfV27G5HlCqLLSDLHIZjipyAazDdW79sA77IAuoE3G2rMR75X5j/P20QHvap8D+ev9dgSS9GV2ij3r1cD+43yHHV6HA7lmM/RWG/WdEKuH0KnI8nspGtHmH0vgsq2tDQcOHMCOHTuwc+dO2TnHC5kXXEQw5TXClJfclYdztju0p5KkVVAiLQRMRU3Y1PgYpj39KCqoS2pmWawx42Kbj0WCqbF2uCccKCg1w1iRvP2C2Sv0TXZ23IGCWhvy15nh7AgFhLwonCsL6m2oe7AVc2O90Feao95zAQCDxQZDFDL9uloLpt8LnZ+uLvb7WPMddlx5QQjcniOHULa7FbqNwpzn2+1YcPQgx2KB3hbb1aj3fDt2/fnfICsrC88++yz279+f0ACT8cEl2XDOduPs0M9jnnmW6gi4V4qzq9IdsTQfm7rSjq53hVXQmOMImm57Muj7kmjkr7NgvCuULBDwhSmsscH8AUHSP6/cvKIR2UooqLfBYN4YiynHBPnrbaj82B54BxzQ1ZrjkhBw1UGv/hZ6HdBttGG+3Q7nvn2AVgvPocMw7WmNaYBZvORAVlYWlpaWkJWVhYMHD6rBJSrwpuFFUJXP1WaJHl9cx+KaG4BJb1He7WJVziuNH4mdMgNcdBnAlb4sEYckqScGnagkyslMx+TwjZmY7MT0TB+KihpQUtIspag08hQEeVxJaTOsWz6FGVcvCo0NgjKATzxLUbcMWs49Qa+CPBMOFK8TVkHMdGGApsk0jGsonsMKVeyUL0yZGUVV1uAlKKq2hYLKsjJ1FS+xS1YqcjjHsdrkN9qCJmVMDxnJOCy6StTGB+Q2mOE+Elod5TaYoVkGFrr9QSfgUtnjgL7FJklXD50an/JFgDbNXm/G7NtHggFm+/btsv3GC5kXXFIMRl0tBqZPhZ1UoCK2mJjsxEX7jwFoMDwsSMaURJjKXGJqQYlfbiaatPGCEjNG+0KrIENJcotBA74wKmILfYsN6z7Viqu9/j2XFsG3JtdshufIoZBLpTm2lJxukxX79+/HwYMHsX37dnXPJdMQyDxzeQdh1NWsCkosFTEj1kab7o04uMQKxeusaL5lN9yTvSgoaYCxXL2xZyr0LTZhI598zWpD2e5WXO1zICew0R9j7Ny5M+FBJYCMCy4SG1kO8DjERQMq8yywhF5SoLhIRDA3/mwzjup/Bc8Urgwz8dwYApVMy2VwZpWJK6NFWWWFBQ0YGj6GQIApKqyXLDt4ssokVf2sJ5zCl8VlVhSX+YMKQ5lB4s0ie5Touy9qw8wkYwk9il5gZa/FVeySnJDSmBzHSTIQmSKjxOviNkzKjV05T/Un87esb7FBb7NR/TM9YBQSN5kCl0lExgUXFSrkUFrcTEvGlDSnyt+gChUZCTW4qFg1WI2SMSpUJAuZF1wiEG3T8FJU9EChRzEonGSCOTdO4TpWtpnovfGZ7pCnDClDo0BxUV2RM1MqNmPZw0KeIhPe48kqU8ieYWSVJarwUlH4UssYhyVeKpqE60pHsE6GFLGU0MOMTLKI6CrqGLpJuCKUgf7c/XbMjTigrwrVv/ioz4rdnsrwYhwn8VlhHUceE4lNsky2mNx79N+LaG4cApdSi27i+xbJfSYOyLzgoiJsOD2XcW7wvwRhy6l3sbn2Y3HTOUs1TEx2YmamF4WF6edoOTXWjq4TLwAaLcZ6DmPDHcmrk4kG7n47+n4jFBlOXDyEuodaY1JgmWjMddnh7e9Bbr0Zec2xn7/X3o6F7h7kNFqguzH1P+eM1hZTwQfXPC3wGY2njNN9CZeGfwPnzKUYzjA+CKQnDw0fx0X7jzE5mV4Cm0KdDCHBPxGdVleyMDcikpgZTb/zmOuyY/RnezFz4gjGfroPc52x1Sibt7fD+cN98Bw5CucP98F7MfW9fNTgkiFwznaj68pbcM52h93WqKcFPovyaiObg1/af9D5Ls73vpTyAUYuPTmdUFBqBincaChNPwl+AMirpM8jryL9zkOiUdYf2wC54OgJ1sMECi5THZlHi0VrlBPBHokSN0t1zQrlCnshPHDOdePsyC9CEjOkbw3HzwdTfiO2VD9K1+L45xTO/olY2n9mtg9lBTS9RvXH2M8Rp406Zy5h2tOHIkM9So0hnTJFUzKOqn659OTAvhTP/gvATlNm7r9IFAuIvrj2X0Lfo+J1VjTdthueiV4YSv11Mgy1AFaasuIeA4/xl6gJa/9CqXK+oNaG+j9oxdyoA3mVZhTU2oS9HPJ6+NjXg0qnFo3jcQhmYroaCwwWG/M42b4Uzk1sMKars2DmBKFRVmvx77Uxqu3JPRtxGj21TyO8mWO2wHPocKjg0mIWpR8TnURQjhEPZF5wSXM453rguuq/yXMKbrq8gxLfmnCLNU2G9VHvsxjzajE4cTLqFRAJ53QXzve8BECDwfETMbVYDqYnz4TSk9MNxeVWFPuLL1PjlhIZCupsKKizsYu0IoDHYcfgfsFMbOrMIVR/ZA8VYAKY7bZjflBws4xUWyxvgw0VH/drlNWZkdcU2z0XvdUG055WLDiEgktdjEUu4wE1uKQQnHM9ODv2qrACmTmNLRWPcAUYo64mJSRmTAUbaGn/GKgwC8ZmBHXl6Y+pynJpcTNKi9MvqKhYGWIzMe+QQxJcZrvtGHrV72Z56hCqHt0T1BkLF3kbbHHZyA9Ab7MGhS3D/SGRDOn9zAsuS8QaVylFOJbg9WlZIeVZdgWit6w4vElvwZbKPwrRWnmW0JyUKDsOykzpCspRXNQKSIai5EpZJuZVlF+HwfETCFJX+XVBSkKpqp+iZ4hhqMuuQEdQxyn4glDPSbqJgyITmpNtyPEVKvSZVfDy1JdrVJD1N5jMMFZYuSgy8Qt0+jHf3GhaTX7O4jZsEUrOMQnoqyyYOkNQVVUhKinQZn5QFIAGHMgPBCBx2jg5T/J1Bi0nvLCywKUSk888TsykK/TX1taGXbt2JVx6P/OCSwLhnHdgamEIxTl+I7IoUZxbjQH36dAKJJd/BZIKvjXxgKlwAzZZPo7p2X4U5dfBlEHeMImAa7QdXcefp9OVY+RiOT3UDo/TAcM6MwqrUy912GC2oWbnHswHzMRkKDF9tQWu00QAqkm/ZIKVcODAgaRI72dUcGlra0Pn9Dsozq6CSRffL4lz3oEzzv0CheU5g62mXVEHGJPegq3rPoKphSEYc2tCemSrHAFvGBXhQy5dORbBZXqoHT3vCLUpzk7BuTJVA4zBbGMm0xgsNlQ/sgfzQw7oq83Ii8J4LFWxY8cOPPvsswmX3g8ruDzzzDP4xS9+ga6uLuTm5uKOO+7At771LWzYkBiHQyUEln4aaDAwexZbSx6OKsA4vQ5MXRsWViUy/Uwt0BTW1MIQTLroJdNNOnOICpNkfSioArA4HSXKjkWZcYhYAiLWICIRS/m+JQKbrKwycgYiHx2KCmNmlUVW1c8qvKToJo18XxqJoCQrq43oKgL/k0CbgpIGjPWETMAKSsxMuklCIyuIO86Oi5wrrzgEDxjy+rJoNXEVO/GYS6xSacOBVRGvoCSQb7GFqLAIqvIV6SoOgUsJ9Ux+Xyl/GfZ3V6l6f+fOnUmR3g+rzuWdd97BZz/7WZw4cQK/+93vcP36dTzwwAOYn5+P1/y4EVj6hW72wxH35fQ6cGbydQx6zuGMsw1OrzSnvDinmqoNKc6pimb6KtIEsSi8nHR2oKfrdUw6O+IwQxrF5UK6crn5TjTdHrsKfkOZhapNCThXqkhN7Ny5E9/97ndT14nyN7/5DfV83759MJlMOH36NO65556YTixcBJZ+sbjZTy0Oi1Ylw5LVi0lnxlbTTkwtDKM4J/40nIrUgKwvTBgpzJPODrSf/RGg0WBk4CisWz8luFnGEcXlVhgrY0v3FFVZ0XhvKzxOv3OlajKmQoSo9lzcbjcAwGg0Mo9ZXFzE4uJi8LnH44lmSCYCS7/Pf+KfhD2XnPqICyqLs6swMHs2FKhuqBSy0ES0kCmnAaYcPxUWoBdioXnAkX3GK6oX0Tg8dJkC2BlhACsrjNVe2gfZXomyY2VukT0lpvCSpNXckw6hrU8ITjNTvUFqjYciA9iZU8ysK1EnTHJF9PdC0SsyfRdVWlFUJfKi0cqft5I1MpMGYlFhSjQhD63GeZzEA4ZRIBqtwKWibwyD4RYroJIUc7R15LFCxMHF5/PhS1/6Eu666y7YbOxfRc888wyefvrpSIcJCzt37sQPCt+Ouh9TbgO2ljwcWpXkJtd+VkXqINrCy0JjA4aHjiIQnAqN6ndLRWZC4/NFFuc++9nP4o033sCRI0dQVcWmoORWLtXV1XC73TAYDJEMrYiHqr8QehJr6Wme/nhra3jnxjpOoT3TAkBpTPI91nHifjnm5lMak6ofYY/P7IPVXjIHso3C3KgaGEZ7cRvyVzd1DuzXJyc6MDPdi8KiBhSvsxLHcYwv7lvLGFPs5sk6TqENaw7UceK8Esb14G9DvKHlOAaic2McJzk3nuMk15AxB8XrzhiTlLbhbaN4PvL99X3hy4g1PB4PCgoKVryHR7Ry+dznPoe2tjYcOnRIMbAAQHZ2NrKzsyMZRkWKwjnbDdf8AIz62lUjzR9LlJS2EFSYChWZibCCi8/nw+c+9zm8+uqrOHjwIOrr6+M1r8ixzCBAtQkSgOYUsYynHjWLA+bei2FhWQgsZ0f+OySSWf2ooo6Z0vqMR8RSqQ/+9ivvvwDsNGVmijLANB/jFr4kU6izWKmq4vRlor2PMabkO8DYpyEPkaTrMubA2HsQv0DtO/k0codIXnAP2DE35kBeuZnydFE0NSOvQSwNxpTSilkCl7yV88T1mO+4CG+fA7p6M/TNNq7qffF+kFI6dLIQ1u3ms5/9LH784x/jpz/9KfLz83HlyhVcuXIFV69ejdf8IoZzoQ+d7sNwLvQleyoZBZeX9n5xzQ8ke0oqMgQzg3b0vrUPzo4j6H1rH9wDsfVESUXMddkx9pN9cB8/grGf7MN8jH1gkomwgssPfvADuN1ubN++HeXl5cF/L7/8crzmFxGcC30443oDg/MXcMb1RkwCjPNqLzqn34Hzanp5fsQaRh3t/WLU1yZlHulkSqaCD3NjtJrAbBqahoWLqyIfGG9f5pxz2LRYysPnk9apLA4LqckRIhCsNNBgYO4cthb/YfQZZEmgz2KRvmzKE4lk6szSNO1oU5bFFJcoZdrpvoRzfa9AAw0GnSexueFPUFookofhqOr3iVJaeSr5lbzLmZX8ReZgLYxGxFlQVBYHRSY9B3L+CvQb+dlr5I+T0I8U/UVcg2WFzzpMUU2yTX6ZGc72kM5XfrlZnuJRpKvIlFwFmpAlNslZ1S8qiQ89VPrqyvz96WotmDlOaJvVWahrSF0pRsq2cBy7ej9ZyChtsQCKb6jEwPz5UJ1KdnTV87LBahWnJydbJNM1J7Jlnu2XBpckI1DJD2gwNHwMGzc+EVax5WpEYY0NDfe3hvZcajNP50uMvCYbyh/fg6t9DuTWCz4wkn29NEVGBhdTTj22Fn0IU9dGQgWVUaA4uyrsYOW82htSTF7FgSgekJiS5dcle0oSRFvJv1pRWGNDYY0QVDLjFrsy8ppsMTcXSwVkXHAJUHel2XWhoBIlnWfKrqODVXadYlaa82ovzkz9MjY0WpTV8mI453swdXUIxbnVlFcMvWSXzyziBqMvAMw6IOWqfrK9DybDemyu+xim5/2mZIb1ks+Yy05ZTHFxVfIrUFQclfxSm2QGlcXwgxGPw0ORifvWECKjyOKk0qjrIZ8FJsyHGlTuoZTWYr3HWTnP7Fvpz56DClNUOWBV24uacHnVKCkBsOYprvVRqN5PFjIuuMQLppx67gCRqjSac74HZ8YJm4CyXVxmZGGPM9sNl3cARl1t2HbLvDAVrIepMPlq3CxQlfxF0VsoTzo7MONyoNBoRnFZfLXIVKQ/5tvtWOhxoK3RklCxShIJKv5YXSjOrqIVk6Pc84kVpq4OSQQ5Yw3nnFAHMzh9GmdH/hvO2e6Yj5EuKC1uRqP5QzEJLO1nf4SRwWNoP/sjTCVATVkOrtF29J9rg2ukPSnjq+DDfLsdzn374Dl6BLt27UJbW1tS5pF5KxdK1C+6rjSKa0/W+MsCjWb8MKYWh9k0WrRFnRHYFxfnVGPAc4YOeiuckyJNIAPXvKgOxjtAm54pFcMFxpRUr5HUT/iFl0ptnNNd8i6XdKVi6OUsNlfC6wdDt5YvtiTbzExFIHYpoZ4Y9Jeo6HFqTLBELig1w1gR2gdwjbTj0rHnAY0WY92HseFOv3y/AkXFLHwUU5jM+ch3LMmUkqGb3P12zI46kFchFGNKrJEjoN9YdJVSgSeLslMslIzSGnmhxyHcX5aXE+o8KYa6cokTTDn1aC64O+pkAjGC9TYyHjMrzklvxlbTLtQYtsTEOVMORl0NXQej47dqTjSc01043/MSBsdP4nzPS3BOd0XUz8RUJy73/goTU+F7u/CgsKgBgcQAIH5il1Nj7eg68QLGeo+i68QLcI2GVigep8jR0pm69Rjufjv6frMPkxePoP83++DuC68w0eOwY+yd1+BxRFbQONttx/hbr2G2OzkFkblms/BjVqtNqPOkGGpwSSM4r/YKJmZz53Fm8vWIA0xz8fa4BBZASFPeUvlHqCm6CVsq/yipKcsrYXq2H1RG12x/2H1MTHXiQtdPMTR2Ahc6fxKXAFNiaoF10xOorLkD1k1PoCRO/i+CJbJ/haTR+O0BBBhMZpDmYAZT6voXzY3QgXAujGJMj8OOwdf3YurcEQzu3xt2gJnttmP453vhOnUEwz/fi9nLiQ8weqsNZU+2ouDOu7B//351z0XFyphaEO2ZLMZ+zyQWMOU1osl0X0oHFgD+FObQiiCSlOZpdx+oAOWOj9xQiakFlg1/GLfAAgAFpeZgYIHPJ1gi+2GssGLDHU+i3HJniBJLUeRV0oEwr4I/EM4P0xXz80Ph/YDzDogq7geTs8LTW20o3rkraYEFyMQ9FxISD/rwEMmeDXcSICuVWQxib6Y4uwoDc+dW3jOJcfpyADExKCPBsf8imQM5ZpT7LybDBmxq+Dim5/pRlFcnZJ/JXE8qZXmJvghGQz2Gxo4jGKAMdYDPx7X/AvCJXYpTS32MNGWlFGH6fIjjlkLHFa+zounW3fBM9sJQ0oDi8pbQ9fBpUFxuRXG5Veja/7JG/DdGzYecNDG+pFpe/vowU3dFzcX7H4U1NjQ80IrZK/49lzqbRF2Eqt4nXs+rsmDqbKhiXl9FqARwpCzraixwvUdU3NeEAhtbxJI+Hy5TMfa2ZMqYhUXs5xIpeL0AIsWDZX8Zu84iqPGQJAGwD+ScA33XdV7tFRIFlIozef1YeNrw+LxAVA8TiW8M79xYXjEKXiSx9JeR3LO1Gky4ujDt6UNhQT1Ki5uV20TiByOucyGfauXHkdQnaeQfU54rWXQT1hxYXiZKx0XrAcPbHowxuf1ttICn1465YQf01WYYzDbqPZ5xZrvt8A46oKsxI2+DjasNBQ7fF15/Gsf//BJijbj6uahIHky5DUJQibURmoqIUWpsQqmxKbKCUxUpB0ODDYYGW8TZpvmNNuQ3ri6VATlkXnAR5ymGCzKvMQJajfcLqXgbovzsY+hPw5u+HMEaO9yUZQkiSK1WrOpnVuWzEW1VPx3wOVKUAT4/GCXqiVXJr+AzT4KV/iy0IZ+QbWRf9r8gf95KVezidOjQ6+T5MOblb+8esGN2zIH8CkKTTIlGokoW5OcpbcOYA2+1PeN1iUAmOSanICX5jrfLjqsOh5A1lkSoG/oqVKhIa7gH7Oj93T5MtB9B75v8PjDuPjtGjuwPO1U5lTHfYceVF/bBffQIrrywL2kFlIAaXFSoWPWYutIBR/vrmLqSnpX3sxH4wLj77Oj/tVALM/DG3qgCzGyPHVd+/xpme5IfpK720tfi4MGDSZtLBtJi0bKcEdBqvFQaSWcozJOLuVfKNouWMothVpmEjuH5fMT7SZQXCKOJ6DlvJhmrj0gslCm7XQadEY4fjHxfAJOiUhC7ZNEzU+Md6Dj1AqDRYLTvCJpv3o3idUKaMY+YqeS7So0jT3FpAEwPt8Pj7IHBZEFhjVWuOTtDTPRx5K8zY8Iu9YFhZV0B0lqY+WEHCupsim3kRBs8DjuG9u8FNFq4Th9C9SN7gvstiuegQPPxWCOL/44CbXQNZriPhq5FsgoogUwMLnGCc7EfrvdHYVxbIci5qFCRRExOdGBmuheFxoagFEwkmJkSFU5O9QaDS7wwPdyOy4f3ARotrlw6jMZ7W1FUFfmYhbWED0wFnw9MXoUZkxeIlOPKyPYn5oekdTFUcEkw9M02rPtUK672OpDbYFbrXFIdzsV+nPX8VlATvnoRWwx/kHYBhiuFOZHzmeuB66rfzTLFiy0DcM5cktchSzAmJzpgv/AiAA2Gh47CtumJiANMYbEZo31HQoWTxfH/bnic9A3ZM+6IKrgAQoAprLVxq80X1NtQ92Ar5kYd0FdZUFAfWUDQV1swdYYIUtXJVy7Qt9igb0m+P0zmBZdICie17OUmALiujdBijNdGYbqhNvi+c7GXb1WzzMc3sbKtNEpZXAoZZkybZlZ/vEWYHFllcoWXzvkenL3ymjCfmdPYUv4IvzQ/J30XmJnTcxlT8wMw5tUJvi8kxaUgTCqmyJwzl3C+9yUAGgyOn8Amy8elkv+UnwrRPgI/GCWxy5lp2ohsxtWLkpIWJkUmPiFyzGJTC1pu2g33lAMFJX45f/91oDPWyL7Cp+zI1w0mC65cOhy8IQvSMnJtGOMoZGRR10Ap8wtAYZ0NhXX+lOPAOYdpjWxosKF61x54hx3QVZmRb7ExM8FYdTJK1sjMTDTONslE5gWXOMC4tgIDC/aQGOPa8uB7zsV+nJ19M6VXNanmLyOW/nddHYyL74vTcxlnB/8LGmgwOPUuNtd+DKbC9RH1NT3XB/KGPj3bnzQ/maLCBgwPHQ3ORxC2jBzFZS1CUElQek9RpRXr726Fx+mAwWRGYZSrlmTDYLHBYFHrWsRQgwsHTNl12IIH4Hp/DMa15VTwcL0/St8o3x9NueASiU1zXOeTW40B9+lQsM6Nj3KyWP5/em4g4uBSlFePQedJBG7oybRWLiltxsaNT2B6pheFRdHtuUQL12g73JPCqiccvbGiSiuKKoXj1RtyZiLjgovz2kCIoiKoq2hhyq6TDRrSVU1FzMaMFUw59YK/TMCmOcl7Lia9BVvXfQRTC0Mw5tZQfi/OuW64rg7FZC/GqK/FwNS7wc+mKC/y74Op0K9DNu/fc0myC2ZJaTNKSpuV5WzijIBEPzRajPUcRtNtT0a9d6Iic5BRwaWtrQ1n5/wU1aIdW/T3swNMlJX4gX0ayarmhlqaAKX2JRibGRotnIt9cF0bhfGGCpiy62UPU6p8Z95i/OObcupD3jKBPZkVUpadV3sxtTAUSgJQ4KDDhUlnDlksL/vg0wqb/GfHXhU+v+lT2FLxiHKAWWH/xZTfiC3Vj8LlHYRRL1guUx+BOMWYsYcUeLWMtFYO9EPocVEppFRaMPG6NGmaGGfl/RdqQqAr2mnhS+YwiJXBWEiifxnQaOCZcMBYyUorZqdjc1WxK4ly8lTOi6vgGccpLqMi2QvByscpKhbwpCWL3pSoBCQJGRVcDhw4QFNU18diunphgbWq4YVzsQ9n3b/x79tcwJaCB5kBJlEIeMcEkwBKHoZJF99MGNfVQfrz8w5FvXoxGdbDVJDcVQYvJqY6Me3uQ1FBPUqitEZOBApKzBhzhDLNDKXJz0LMFMxdtsPb3wNdvYUWv0wjZFSF/o4dO0C5IK4pX7lRCsB1TbRvc2002VOSescsxN87xpgrdrGsjvuYqYKJqU5c6PwJhkaPx810LNYoLrei6bbdqGi4C0237UZxuUqJxQJzl+0YeWUvpt87gpGX92LuUvIr/yNBRq1cdu7ciS26++G6PgbjmnLlVUskApeRUGkc4du4thwDVy/Q2WiB+XGOyUxfVhpYQRRT4h2TI+MdE4lvDIt6WgbKdGZ6L0ZvCRb3ybVRnEu0Ype8exmsFGySbmJQZECIbhKbjs3M9MFkFFYvYgZEw0jRZdJYAPXdidoDhrhuxeusoaJLH7hSkSXinQxvFR66TKmNEvXEpLKYKgsKtJYC/SaXviwZU3TZvf0iw7F+B/LWi1KcFdKxU8XPJaOCCwCY1tbAtDZ1fdvlYMquwxbDH6SUAoAptwFbi/8QU4sjKM5JXBKASW9BaRzSklMdRQUi07GC5NKiKpIHXa0F0+8ShmO1yS/MjAQZF1zSFdHu28QDptyGuO+zqBBQamzGjU2PY9rTjyJDXch0TMWqQ/56Gyo/ugfeAQd0dea03XPJ7OASpc2xxB2Rh0oT8x6sOaygCkB0ENU43BlmrAp/XhFMqj0xl0isopUye3i9Zjgq+SMRu4ysjTxFBtAfY6mxGaV+Kow6N3G3PB4wCtQTU+BSIdOJ9YaEBmJV77PoMtF77Gwx8nV6ZszqfYUxmRQVK0MNdPV+vDPMAoZjgnqAtI3kq68gapksZHZwAeB8fzC0B5NmdJkKFSpSE4IVcg/yqiyC5IsKCTIqW0wM5/uDOOt9C4PXOnDW+xac7w8me0oqVKhIc7j77Bj45V5MnT+CgV/uhceRntlc8UbGrVxIn5Sp66IU3+tjKF0jTW/VsDKDuDPCVi6UdF4boLPYlEQsuSgzBYqOlWEmovl8MoWC0mEUKDKe5bdSFhcnxcUW/4sdRQbIZ5I5PZfhmu8XhC8LpNIx4XrAKNkks4otJcKGjMwtiiKTiHKy5szmjig6jxJaVMhK4yh8lBYNMgosubPFGBlvERQq8rSZHxbJ7A87UNAgry2mlGE2223H/GAPdHUWWqafIWqpKMTJS9MlEBm9cjFmlVN1E0VZ65IyD+e1AZydfwuDix04O/8WnNcGkjKPRMJ5tRed0+/A6V3ZFTBV4fRcxrmBVzA0+R7O9b8Cp/tysqekIg5w99sxfGw/3P18KxB9pSUYWOBbRl5V+Ekvs912DL26F64zRzD833sx2515q5+MW7mQMK2twWbch+mlKyjKWpe0PRfX9TGpckCCK/Cdi31CqvMNlSEZmHiNlYTq/njANdcvI3yZHtX+KvjgHrCj93f7AI0WE/ZDqH+wFQV1ynsoBfU21H54D+ZHHNBXmmFoCH/PZX5QVMsymFyTsXggo1cugBBgNuTcktTNfOMaegUVjnKAc7EfXXPH4Fzsj3j8gLzMoPcizs78Gs6Fvoj74oGkun8x/tX98YAxr45e+UYhfCmGc7oLlwZ+jYnprpj1GQkmnR3oufRLTDo7kjqPZGF2jLY7nhvlW2kXNNhQcfeuIB0WLvQ19OpHV5N+P75WQuatXBSqzlnw+XxCVtnSGIxZfFllGlbqrQxMa2oE5YAlYs9FKa3Zvx/jvDYQEuJcsGMLHgjVwoSRviwxO1scgemGOuoYci+DPDfn1V5BTfmGSuVCSuL6FudU09X92UR1P2v/I5b7L0p9hLH/UpbfiC01H4VrfhBFebUw5a9Xnhs5vML+i3O6C+d7COOxxsdgKmqi9z+y2NeDS+BSsn8i3SeZnOhAu9/RcmTwKKzaT6HE1EIct3L1viTlmZgDU0RS3Amrep+jcl8yNc5U5MB7+evMmLCHChbzyhnGZQBdvc/Y2+FNec632FD9yB7MDzqgrxWZjPGkZouvATVO8pSySWRecIkAzvcHce7q29BAg0F0YDPui/lKx7S2Bqbs8H75Sr1ixiIqtDSurcDA1YuhldMNfLYAzoU+nJn+lRDc5s9jq+bDXJSaKbcBW0sextTCcEKr++MBk2E9SmMsfDk92w9S6mXa058U22RZR0tT8rxhkoHCWhsaHmjF7KgD+RVmGFagxGKJfItNCCoZyh9l6GmFB9cSvScyvXQl2VMCIAQFik5bG5kQZ0BepiZ3Y1iKy1OiFU849JYptwHNRfekdWCJFwSjMeGGDvhQZKhLyjwEB8vQPAqN4X1WU+MdcLS/jqkr6U2pFdTaUHX7LhTUZtaeB4m2tjY89dRTaGtrS9iYq2flwqLLABi1ZRhER4hb15qE41eg0njARZ8xlABMa6uxRU8Ica6tDb/iP+DnQsrLrCCKGaAzjGsrMADCwfKGStm+hfaMlGUluoqHIhO3IQ9jUWTiPhIldsnTRusTjMcsH8f0bD+KDPWyqxbFdF+CH+FJFxb3EaCySkuaYdv0BGamBUfL4pJmpsClmKqZGu9Ax+kXAI0Go31H0LJtN4rXtdDUDXl9WZX7or4jEa7kSn9mX0Im3aSUvsxsozAOj/ClZByetGSlcSAEll27diErKwvPPvss9u/fj507dyLeWD3BRQGmNTXYnLMD00vjKMoqg2lN6lTym26oTYgnjezYOfXYUvhQyMQszllmqwmmwg1C5hmvvA4DlAdMBHbHJaUtwXbhlEfMTAWMwnyARgP3lEMILimC6aF2eMYdMKwzo7Amc1ckPDhw4ACysrKwtLSErKwsHDx4MCHBRaXF/DCtqcGG7JtTKrCkAkw59Wgy3JmSgcU534POyQNwzvckeypJQTI9YAqLzcHAAp8PBcWxyXZyjbaj/1wbXKPtEfcxPdSOnoP74Ow6gp4D+zAzmHk1JOFgx44dwcCytLSE7du3J2TczFu5RCvaxqJ6lBABfcadbcaq/lcSroxEFJOjql98LhEJX7LoKqUsLpk2znkHzjj3C8kG7tPYio+EbJMRosmccz1wXR2EUVezsqslh+BmtGKXUkqIQXFF5AHTi1Kjn2IT0XfM6n2lTCdG9b4GGpSYWmDduhsz0w4UFJtRXCZQYlRWGnMc+XQv12g7Lh1/HtBoMdZ9GOvvfDJkm0z0pehlAmD2Cl1DMnvFIdlPYdJvnFltPJlj4j54xDIBTsUAhTbiP/mdO3di//79OHjwILZv356QVQuQicFFxaqApJbm6hAVXAAhsJwde1UIQDOnsaXiESGdOEMg9oApTLAHTHFZC4zlsaPC3BN0zYlnwhEKLmEgv8yC8a7Dwb7y12VeDUm42LlzZ8KCSgBqcFGRlijOqcaA50wo2SBXqhnnujpIp3J7hzIquJQam3Fj8ydCey5p7gFTUGrGWE8oKBhKIwsKRdVWWO5txazTgfx1ZhRW21JFbmtVIfOCSwRFlBR4abUo6TOlbDMmZcYhkCm0YZyrJCuNnAOjP7KvaIUvAXYmGYsiA2QzyUx6M7aadmFqYQjFOdWCvIzINrk4pxoDOB1K5c6tVv58ea2No4Hk3FhUmjxFBoAqsCw1NoWoMFYxIsAssFS0RmZlKnEUV4rnQ2X2ZckfZyy3YsMdT8Iz4YCh1AxjhXXlwkLxOP7/jVVWFNUE7Jd9knkyKSZGppbicUrFjYwCT0U/F475KBdRIiWQecFFxaqBSW+GSc/+dWvSW7B13UcwtTAEY24NTHkW5rEqUgPGCqsQVFSkPdTgoiKjYdJbUJq/wka+ChUqYo7VE1x4qSsSSlQai15RolY4KTtmhpnSKfBklYnplRUKLyV9iek2RiaZRqmAkafYUtKGHJN4rHStRRRZ8GXe5PsoPGCENitnjvG2EZ8nu8BSPvMMYBdYku0nJzuCBZUlpS00FcbQPZN6zXDMU5JRxSh8pDpmnxuTpVOiilgUk0LWFVPfjJU5JjqOK3NM3IYnc0ypTRKxeoJLGiBc8UwVKmKFyclO2C8KIpbDQ0dhu/GJVaczpiK2UIsoUwQB8cyha504d/Vt1ZKZgNPrSEnjMafnMrrGfgenJzVMxCamOnG591cRFVNOi0Usp3tjPT0VqwxqcEkRxFo803ltAF3eE2nvehkwHhucPYczk6+nTIBxei7j7NDPMTj1Hs4O/lfYAcbpvoSu4d/COXMpJvOZcHXiQtdPMTR2Ahe6fhp2gCkSi1gWqYKjKqJDxtFiEQlKiuBcGoJraRzGrDKYsqT1ExKQewcRpjLziGcy9zUAaj/FeX0QZ+ffEooHF9uxRX+/oE8WSVU/a/8FYKY8s7xhJH1z7L/IFkvm+G98Sj+NGJ+vRkagc0XI7L+45gfoGpr5AZgMoRoaRT8X9yWc63tFsHiYOInNDX8CU8EGGYFK/5zF+xoy1fviav1pdx9KyboX6roTeyb+uZUWN2HjxicwPdOLosIGlJQ0s6vVlVKeGVX51B6H6GvE5fuilP3MSgumjmHnCHOlJYs7jKDanistWfQeT1qyZJwU2XNRVy4iOJeGcO7aOxhauoRz196Bc2mIv+31IXQtvgfndf42AQTEM2vWNmNzzo6oNM7kbJXTFcU51SBtB4qzq5I9JQCAUV9Lzcuo4/+8XHN0YBL8XaKcj6Ee5MqjKIJq/ZLSZjQ2fhglpelZjDk90o6B0/sxPRy5LpmK2CHjVi7RwrU0LqKnxrlWL87rQzi3eED4NXq9E5uxA6Y1HKseAqY1NTERzjSuKcfAYnvoxheGrXKs4Fzog+vaCIqzq6ISvZQYj+lSQ8rDlN+ILdWPwuX165YZ+Cv/jXm1GJw4GVql5tdFPZ9SYxNubHoc0+5+FBXU0auWVYDpkXZcPrwP0GgxfukwGu9pRVG1Wi+TTIQdXA4dOoRvf/vbOH36NMbGxvDqq6/iIx/5SBymFj2cS8OYXh5HkbYMpiz6Fy+LPivSlmFwqQvw/+EXasuCxzKptOVlyWph+voYTNpKdjozi3qS6TsIhQp/cm5BW+WAD8yaGoEC00ZS1U8NQr/HSHl2Xu3FWfdvBFrOewFbCh8KBhilaxgak56LKbdB3nSMQ2hSAt4qfA4PGJPeAlOghkZB1FNMd5kKNmBz/ccwPTeAovw6mAJOlxT9pqDgwKjeLzU2o9TYzJgPSQMx+BWFFGEfQzVCI1F9kO9O2Z+GcRyLYpM5N8+4SKxy3EEHFwXqiSctWTIssw3diClqqfQ15Kn+V0gBT5UK/bBpsfn5eWzatAn/9m//Fo/5xAzOpWGcf/8dDC5dwvn334Fzic9F0ZRVhU1r70VN1gZsWnuvJCixYMwqo2iSoqyyaKYfNUxra9CUe2tSUppd10T2zNdGEz6HVIepYAM2VD4QCiwqooLBZAkGFviWYTClxgpXCR6HHWPvvAaPIzGWAIl2owx75fLQQw/hoYce4j5+cXERi4uLwecejyfcISPC9PI4qA3O5XHuQGHKquI+NtSmGptvuDdkOMaTCJChMN5QgYGrF0K03A0VyZ6SigyHsdKK9Xe1CrpkJjOKqqxR/YCfGbRj9ooDeeVmFMbB/tjjsGPw9b2ARoups4dQs2sPDOb4mZolw40y7nsuzzzzDJ5++ul4DxOCf8lepDFhEAK9BfhQpDHx2wwzsJI3iymrWhpUeKryecUUFaijiHxjwq3qV/RZCbU3ZddjS8GDgoNldiW158IUu1QSAmVRi5wV+nJwzvcI+zi51UGpfp8SBRgNuOmuEBQr91mZcJzWyPS1Jl4WjaPk+zI50YEZVy8KSsx0sSUz05BsLzof4lwDn8HUWDvcU0L/xgqrsmij/z1jpRVFVQGxSijSUJQNtMgOeWbQDsfbwv6Ns/0QGu5vFdwsGRQVUxVA9JxsMz9E03jzQw4YGmyyc5Xtm1dxwI9kuFHGPVvsK1/5Ctxud/Df0FD4mVSRwKStwqY196BGux6b1twDkzY1sozSAc5rA+iaPx5VjYwpux5N+anrYHlmfD8G3Wdw5sprq9bJMlJMTnTAfv5FDA8dQ/vZH2HS2RHT/qfG2tF18gWMOY6i68TzUblSRoLZMdpXZm4svNoqd58dI0f3w93HprvyqmkaT18VXxpvx47Eu1HGfeWSnZ2N7OzseA8jC5O2Sg0qYcJ5bYCokbFjS94DQo1MBmHq6spGYyrYmHER1fwaDWZcvTGVinFPOoRVj//m6550hFYkCUB+uRnOjkPBG39eOf+N391nR/9vhFXP5IVDqP3QHhTUS+kuQ4MNtQ/vwdywA/pqc1wpMSA5bpRqKjKgbDNMgkGfcXuzUGMqZG6xKDNeD5kICi8D5yapkXl/NBRcJLQa8ThasUvymEjoLolPCqMPn09qNJZTBfh8cRO4ZNJdALdYJQUOa2RSXFLSNbMIUkl0MfSk0NiA4aGjwvE+HwoL64PfDSp7jJE5psTYAUBBiRljjiPBAFNQ0iCas7i9/N9IRNlVPqCw2gbzB1oxOx4yGxPTbKzixrlRetUzP9KDwjqrvw19bQz1NhjqbcJ3jSMrTMk6hweJdqNUg4sKCpIambWZtxkfNBpb9NfOqKuWsFBS2gLbpicwM92LgqKGmAtcFpdb0XTrbngme2EobUBxeXSb85GgsMYW0UZ+XoUZkxeIVU9F6metxQthB5e5uTn09IQ46r6+Ppw7dw5GoxE1NaqSb7rDdEMttoCokckwSiwAk96smodFgZLSFpSUtkT9a5qF4nIritPQNKyg3oa6B1sxN+pAXoVZlhJbLQg7uJw6dQo7duwIPv/Sl74EANi9ezeef/75mE1MRfJguqE2Y4OKChXxRkG9bVUHlQDCDi7bt2/nFodMCpS85UmIRRx5EEEqM1eKsGQcRspxlCnLSlX9bBFLRoqyGJGIXfLsvwCKKdiy4wORGYylEKi04gj2aTTiSnGW6iIjLRmgU5OV0pLpccgnK6clizuh9r2yGB0riDYy93kUU3fZackUIqmc5xGr9AGeXjvmhnqQV21BvsUm24Zb7BKpAVW4UoUKFSqSCE+vHQOv78XU+SMYeH1vwir24w01uKhQoUJFEjEnLqgcTg3PomixerPFeOgzXurMTyk5lwmhzEB9TRTpy86lIbiuEb4yLEpI6JDsgJgbX1V/2BQZwKS4+EU5GeOIEaYHjPI47MNIxDIt2em5DNf8AIz6WomWmGIlPgTvF9fcAIyEwCWP74tPROGSX2UfI11X4s3CELVkCloCbFFLBdqGqSzAquoX8VU09cSRliyeD6vCXuFysPriFcgkkVdlwdS5UIaZvtIcbMek/CIYJ9FYvcElxnAuD+P89UMANBhcvhS1KkDAV0YDDQaXurD5hnth0q6OTXbnQh+mro2g+IbKlKzwBwDnXLcgt6+vhSmvkX3cbDfODv1cKEp1vYctmo9yy/OzTMVUZBYMDTbU/qFQUJlXZUZ+nAsqEwWVFosR5IQyo4Gcr8xqgHOhD2emf4XB+Qs4M/0rOBf6kj0lCZxz3Tg7+ioGZ87g7Mgv4JzrZh4r51jJi3iYikWLyclOdHe/gcmJ8GyUlTB1pQOO9tcxdSW2MjLpBEODDRX37Arpi2UAMi64+JZ9sv8i7IzvHwQfmEBgAXz+5xBoArl/SsP6hPYSCf/lZfY/uoPQPxIKbXw+X/Af3UZhzuQ1YB1HzsXnk1w38TiuxRFammVxhH2hyHORjMO4Brwg2muWQ//g88HlHRQFjEHpmP7zMebWUJ+jUVfDPTdjHu12GTQVWyb+RXLOPuHfxFQnLjvewMRkh3wbYhyNz4fJiQ5cvChoil28+KIQYHyg/mmIf6zrSWJqvAMdp17AaP9RdJx6AVNXQjpimuXQP7n5y/3T+PyOlGfbMD3cLj8XpT4IaHx8//jb+IL/WGNyz1PhujM/gwRDpcVihIBQpmTPJdL+sqqwCfdiZjl2Ev7O64NwLV2BMWtdTBwv44F0kOs35tZgYOY0ETDYn03QsTKw5xKGYyXTVCwGmHB14kLXTwFoMDR2HDc2PY6SUuVK+5kZQlMMGkzP9KI4yur8mamAjpgP0GjgnupF8brIiyddo+24dPR5QKPFWPdhrL+rFcZKaX/Tw+3wjPfAUGZBYU36FWumA9TgEkPEWijTlFWFsjCtkllwXh/EuQW/DfP7ndicswOmG+oi6+vaQNwq+E3Z9dhS+JAg139DRUruuZjyLNhS/ghcV/0Wxwp7LoAQYIKOleGOVbABpsKmiNoqYdrdBypQePpXDC6FhQ0YGj4WbFdUKOMOGiYKi80Y7T8SDDAFxdH16XHS2l4ep0MSXKaH29FNWCJb7k1/S+TZbjvmB3ugr7Egb0NqUGurJrjwUmOBDBfn8gimfeMo0pQJdsXKnSt1KP86Z6aUovAk1Z9y4aXr+hXJHo5puUa2jVIWmfP9QZz1BlST27EF90sDDHcWmHyBpimnPnwPGCVQ2WbE60qk8Ap9m/IsgnxMlEWZzGJJXt8XjswxoW/ihSwNigrqMTR2HMFAYaiTthGlIJWWNGOj7ZOYnulDUVEDSkqaJTQXyw6ZFNIkxykxtaBl2264pxwoKDajuKwl2CfT5lihiNJgMmOs+3AwwBhKG/x0XKiRnCWyMegDQ3weEltvjsf+Ju5+O2ZHhQ36gjqbYhvuTDYGZnvsGHpVMB5znTqEqkf3IL8x+QFm1QSXcOBcHsH5pcMANBjEZWzC3SsHmBSHMWsdBq93Rm3DLFFNvj6W9lIxTq8DUwtDKM6pgUm/OoQGS43NuLHpcUx7+lFkqENpcTNfu5LmFVc44aK4rEUIKjGAscKKDXc+CY/TgXyTWZYSM5RZcOUyEYDKYvuZu/vt6H1TWBlN2A+h/sHWUICJA+YH6WDpHXCowSVStLW14cCBA9ixY0dcJKSnfaLML58TJqR3cDGtqcZmzY6QDXOEey7GNeUYuEaoJq8p52rnXOyH6/1RGG+ohCm7LqKx4wGn14EzzjZhJeY5i62mXasqwPAGlXSCscIKY4WV+au/qNKKxnta4Rl3wFBmjrlXzKxIdn9u1BHX4KKvscB1OlQno6tNje9v2gWXRHhBF2nKMIjLCFIGGlNM+08WTGtqot7IN62twRadXzV5Ld+ei3OxH2dn3xRu4At2bDH8QcoEmKkFkXHYwtCqCS6rGUVV1rgZkOVXmDFhT5zsfr7Fhuo/2oP5QQf0NWbkpcCqBUjD4BJvL2jfsg+lqMAm7V2Y9jlRpDGhFBUyFc+8fD+H8KOStz3ZVYz2X4hOVmwjN6ZpbQ1Ma2v4BC6XfXBdG6WptGt+A7IIDMYosCr3ReegtC8iGIedJYzDqqV9ExCnxXJV78don2flvkkiX8ksjNhXoBQcOcfJYh7F3Bthes6L23C8LhHl5NibiWeFPnVuPqCg1oaGB1qFPZdKMwpqbQESRB4Kc1MSuySRb7EFBS9TRVc47epcduxIjBd0qaYS67VbUKpJbzosFWBcW0HXeqzlo9ISAZPOjK2mnagxbFlVlJiK+KKg1oaq23fFlQ5LdaTdyiUZXtAqooPphlpsyXvAv+dSkTKUWAAmnRkmnTnqzC8VKlSEkHbBBVjBCzqefi7UMARdJEPbyKYy83qjcKTyKnqz8CICsUvn+4OhGpe1ZCqzMkUWNCCLUuDSR7FdEaQiU/2KnifZ9yWStGTmPMXfD4KTEaclc7Vh+J9IUqFZVBjv3Fg+K8T1kFCR0VJxzPbi3GyGECeLVoMClaWQ8uzptWNuuAd5VXzeLuLnya7MDyDtaLF0QCCVeXC5G+eXDsO5rCBhkkYI1LgMXuvAWe9bcL4/mOwpqVCRUXD32THwS7+3yy9j7+3S1taGp556Cm1tbTHtVw5qcGFgwjeCS8tnMeELPzDIpTJnAuRqXFRkDiamOnG591eYmIpclHJyogM9l3+JyYnVK0IZDeaH4+ftEsi0fe6557Br1664B5jVG1wURCgnfCM4v3wEQ75unF8+smKAEYtkFsGEUHoII5WZJeAoRhhil/LCkwxxywhQlLWO3pgna1w458l1nMxnsiIkwpGxO28lUUyxqOWK/8QCplEKbFJiiEqCliu0n5wStMaGxk7gQtdPpQGGOgdiHAKTk52wXxCELe0XXqQDDHHOiuKKPuGfRCk58PpYO3ovtmFqjBC4JK4Bl3Cm4vXgFH30Mf5F0ob4p6+0BAMLfMvIqzLHTIRSLtM2nli9wUUBLp8T0aw8SjWV2KS9CzWaRmzKSv/q/gBMa2uwOfc+1NzQgs2599F7LirChnO2G11X3oJzli3Znyi4PH2gvvPu/rD7mJ6mhS1npnsjmsvUeAc6TpNKyUKAmbrSjs73XsBY71F0nXyBCjCpCPeAHcPH9sPdz09tFdTbUPvhPSjZdDdqP7wnphL8icq0DSAtN/TjDaPGhCFfdEWUpZpKlGoq+eth0gTBGhcVUcE5242zI/8dMhGrfjSpRmBGg0hrrKAu7D6KihowPHw02EdhUWQilFKlZAeM5Va4J+nXPZO9KC5PTcFJ94Advb/bF5SAaXigFYZ6vkBR0GBDgT+oxHJvPtGZtmpwEcO3jFKUY5PmTqKIsjy0VA27O+WsssCYTIgKEoPgELt0Lgm2y0GbZKVCwwgyx7iKOsXnxrqGYWaOORf7QnIyOfXRZ44B7GLHOGSOubxSEzFSjp9KQFoWjc9ZLEmBEv8kMq/8/5camwStMXc/igrqUGps5vpMyIyq0uImbNz4BKZnelFU2IDikpbQAErTFI0jVUoWao8KSswY7aMVlDXLgI9V1MnIAhPmLX+cUuaXUn/ifudEEjCzow7u4MIjkKlYFKrwFVfMtI0x1ODCQKmmAqWa1PMS4YVzaRjn3xfZJMfAEyYV4Fzsw1n3b4Rf/d4L2FL4EMpyo5d/TySMuloMTJ8K7V/pa5M9JUFrzBid1lhJaTNKSoU+Iv3VXVzWgpabdsPtCikl+wAUr7Oi+ebdcE/1oqCkISrfl3gjr9wMZ3tIAiY/zhIwqQg1uGQoArbLlMR+hgQXOTmZdAsupvxGbKn8Y8ETRl8bsd9LpqK4rAXF66RKycXrrClLhZEorLWh4f5WzF5xIL9CkIBJkfKThEENLhmKIm0ZBpe6opbYT0Wkg1slD0z5jTAV8DtTqkg8pofaMTveg/wyCwprw9tcL6y1oYCXCstAqMElHLD2Rjj3Ylj7L2EZkwWwgthlwCY5YLtcKueQySNwydp/EbdhzU0poSFCUzFTdj22FDwI1/tjbLdKGVFL50Ifpq6NoDi7CqY0W+kwwTBSY5mIScCq1heBrrZX2HxgvEW1F393GUZiTFUAXhMvBeFKHrHK6eF29LwjbMqPdx2GZUcrCqtt0v5YezYi8FTrC31EuceXIkuktAwu8fZzSSTiaUxmyqqCKSt2tsuxhvPagLApv7YCppy6sNqasuvDChDOhT6ccb0h7NPMncPW4j8U9MSU2qSAiZjTcxlT8wMw5tVRG/4q4o9ZsWPlFUcwuKhYGWlX55LoKtN4I1Or+VeC89oAzs69icHFdpydexPOxf64jje1OEz7tiwOK8/PbyI26DmHM879cM7HrlKaF07PZZwd/C8MTb2HcwOvwOm5nPA5rGbkl9EFjfnrVt+mfDRIu+CyYpUpT5V0rA0Pwq0mB/ir+WNcyR8vMBUCJAcK5+J6f4TelH+fkJLh/ayIcybHl5tDcXYVpS5QnC2zoiPGnLoqNRFb6TsVdrW+uGJf9J5rrp+aw/TcAOenAbqKXlyxzwBd6e6jq8d5x2H0p4SVqvVlU4I55qZYbc9xPYxVVjTe24qyDXeh8d5WFFVZ5c9HPB/WPxYU2ojVDILnE8k4CUbaBZdEV5nGG6WaSmzKuhs12vUZVc2/EoxrypFIjxdTTj22Gj+MmrxNAiW2AqUmCUY5iacXjfpaag5FebUJn8NqR1GVFbU37Yyba2UmI+32XDLRz8WkrYQJqyOoBGC6oRZbNA+E9lwS4PFiyqlfcZ8leKzOjK0lD2NqcRjFudXc7WIJk2E9tlQ/Cpd3CEV5teqei4q0gsa3Io8RW3g8HhQUFMDtdsNgMMS8/w9qPxq7zmJRmR1BVT+XZIxSv5ySM8yqdlYWmNL1INooVsuTc2Odg3j+rP7I9qI21Bx4z5PVRqvQF6ONj9VGqT1nGyqbiDwF0p5aPA5LcYCcc5bCOKSVidL10Mof56OuDd0E1HGscRivA3SFPuM4cRaXjzFPur1CG8b5KLVh9S1tI//5KrVh9W3/9lOINXjv4WlHi4mRSH8CFSpUqFDBh7SjxUgEMseysrLw7LPPYv/+/cmeUtrDuTQE1/tOGLPWwbQmMyr6AX+Ny+KwUOMiVxejQoWKmCKtg0vc/QnEjGFEVsKc1sZUE6IwjlfsMgKBSzGcS0M4d82vR3a9E5uxI6IAwyVoCfBfG15RS8YcJhb6cGb6V0KNy/x5bDV+OHYBhsEqa4hTk1AY1IExFMVkFFQC4CuqVChuJKFoH0wPSjSSby8+LBJQ15qkyBjjS+bAOh+5LDVGf7L9KvWtAKpglGGtLJlbCoqvpzUtlmmZY8mGa2mcTn1dupLsKcUEU9fotOeValxiDedcD7omfg/nXE9Cx1WhIplI6+ASyBz7/Oc/j/3792dE5lgyYcwqo1Nfs9Yle0oxQfENlSvXuCjA6XWg03UQTm/4hZTO+R6cHXsVgzNncHbsVTjnkm8MpkJFIpDWtBiQWH+CdINzeRjTS04Uacu4ZGBMWdXYfMO9mF52oihGey7O9wfhuj4G45rypJmMmXLqsbXoQyFdsTAoMafXgTOTrwuUmucstpp2hSUFIy7GdHmHYMpTFZBTEa6RdngmemAwWWJS1zIzaMfsFQfyys1hi15mAtI+uCQUEXD/dPvw918ihXN5GOevHwL8fi6bfPdIgoXc3ogpqzokzb+8zBa0FBopz+H9QZy7+rZwY77Wji26++kAw9oPWkGUM5I2ppx6IaiEaa41tSCt1DfpiALMFforzq3GgPt0qFhUJwrYlMAmOX+FTiP57lF9832PFcUig2/wkf+KfTHEM3lELCX98e7ziKbgGmnH5SP7AI0WVy4dxvq7W1FYzQ4w1ByIzgIPZwbtcLwt9OdsP4SG+1tRUGcj2pOTUZ4bF5T2Y5KEtKbFVLAR8HNBQLNseTzhc3AtjdG/2q+PrdwoxVCcUx1Vpb5Jb8GW8kdQU7gVW8ofiWjV4vRcRtfY71RtsTjC46RFKj3O6LTkZsdoJ8q5scRr0yUbanDJUBRpyxAILIDP/zyxMGaJJF7WRCfx4lzsR9fcsbiLXJIw5TZga8nDqMnfjK0lD0dUqW/Ks6Cp9AMw5VnCbuuc7cbZoZ9j0HUKZ4d+rgaYOMFgokUqDaboFBnyy81Uf3nlq0/0UqXFIkW0FBnvMDxpycKBxHy0MGmrsGnNPUE/F5Ocn0ssIeMNY1pbgy2a+/n2XFagDJ2L/Tg7+6ZAsV29iC2GP6AlYyKhGZX8aYjP1KQzJ0X+BQBc8wOiPZtBmAo2BN/3LRPfCZaXvBJkvscT011wefpgLGhAqbHJfxzRRunrTl5SHm97UX9T4x2YcTlQaDTTNsZK4zNoIC5aDwB8PhgrWrD+zifhmeyFwWRGUaVVOk2etGL/MYXVNpg/0IrZcf+eS00YTpQMiivmVFqcsaqDy4RvFC44YYQJpZro3QwnfKNw+ZwwamLTX7QwaaviH1RWmsPamphs5LveF1kbvz+aED2yZMOor8WA6z1izya+SRET0104f/lnADQYunICmzY8HgowccakswPt518ENBqMDByFdetuFJdJrY7jBWOlFUUx9GsprLFR+yyrDauWFpvwjeI8jmEIDpzHMUz4RqPvz3cUQ+jBed/RqPtTQcO4tkKkopz84J0ImPIbsaX6UdQU34wt1Y/GXbzS5ekDtVfn6YvreCRmpnuF1ZPPB2g0mHGtvn2KANx9dowc3Q93nz3ZU4kYq3bl4oIT1B8RJlCKCG9YPh9cMqZfiqsXEQ004RshVj2JV0hmVtWzrJAj6FfSdxgwZddhCx4QrI3XlsN0A7/8vI9VuR5HOjOWMBnW8wUVJQ1ajnPV+ABjfj2GrpxAcK/OIJO27fNhYqoT0+4+FBY1oLS4mdEfJy3lR2FRA0YGjwYDTKGxIXROrIwwIPihTl1px4zLgYISM4rLV0gljqDafiUqTKkvxTaicdz9dvT/Rsg0m7xwCLUf2oOCeuUVkMdhx/xQD/TVFuQ3psZqadUGFyNMGEIPgn9EKI1tf2LTLwVM+EZwfvkIAA2GfJexSXtXUgJMqsOUXbcqqLBkwlTUhE2Nj2Ha04+iwnpZSmxiqhMXun4KQIOhsePY2PIJZoAJByWmFli3fAozrl4UGhtQbOKnxKautKPzvRcAjQZjjiNounU3iivS04NlbpTONJsfcSgGF0+vHYOv7wU0WkydPYTqXXtgsCQ/wKza4FKqqcAm3x2YxgSKUBr1HgnVX5h7Li6faBXlc6rBRUXSYCpqgqmoSSLBH8C0m6bOZtx9MQkugBBgSvxBJZxyDfekg6LUPJO9aRtc8irMmLxwKBhg9JXKySRzQ3QatXfYoQaXZKNUUxE5FcbqL4KgYNSYMOS7jJVWPdyZYyxEUpyohGgz5ngFNiMR4oxQvDOsfgGuXUtuEUu6Fe+BfL2RFJVC3zdkZ8FQkCPcpymPkNDEs7K3QnvDKALf1w3mrTAW6v3HMbxRFPxYqOmE6e0iHKfBDdZtWLs8FAww5pabUFCso45hjUl7rrB9Z3zM85F/XTJXljeLqE3Z5ptRUVIIr3MIunU1yKtqlM6ZeJy/eRtGpgeCAaZi003Iy88FACwsLCBcrF27FllZkaQe0lDNwmKNSG6y/j2XaZ/Tv+pZOUApBhfetFxGH2GbiAmNuI5j903ePDiN0DTht1E0EWOkIiubpLHmI/9YemNltMlizEXcH8s4TKlNlnRMjQbY/mAjtt1Rg7VrZW4sov6Wlt/H8vJ1aLVrkKVdKz0eiCg+UjejMNsvL4XmpM1aK95gC38usYjv0f5+4/0tdf19+JbehyZrLbRrQ59HRVFk99jCwkKsW7dO9u+V9x6+qlcuqYRSTaVKhalIGrY/aMFd91lgLDJCq10LyV2R8yZ3fWkRy0vvQ5u1FmvWZEc1JzrQcE6AV92H57hY9BV1gI3uvOvLS8Ib2+eD1+uF0+kEAJSXR174rAaXFESyM8dSFc5rA3BdH4VxbYW6sR9DZOeswbY7amEsMmLtGp3sMewbaOiN69evYnHR7X8CaLVGrFmTu/IEGH2vmuAipvmo96I775ycHL72BHJzhc/M6XTCZDJFTJGpwSUVQKQlB+plosocS6BApiyiTF+Wg/PaAM7O+Sv0F+zYggfi6yjJYosTlb5M7RnFeA6iKvp8QzbWrs3yr1jkwVOdvrR0TfKcK7jECdffv4ql64vIWpONNWuTN49wQV5eX4KUQMTQ6YQfGe+//37EwWXVFlGmKuQyx1TIVeinnwhmqiJ0z4ru5pWVdYPi80Ti+vtXsTA/hfcX57AwP4Xr719N2lzSEZHWo5GIKLh8//vfR319PXJycnDTTTfh8OHDUU8k0zDhG8Wl5XNhV+obNSZQgpNh1MtkMqQV+vxcsHOhD12eI3AuxKfaPGgmNp/cinKn+zK6Rt6E050cccs1a3KRm2PEDWvzkJvDSYnFCUvXFxWfq4g/wg4uL7/8Mr74xS/iH/7hH3D27FncfffdeOihhzA4OBiP+aUffD5MLI9ELAVTqqnAJu1dqNE0rt5iSt8y/Q+A6YZabMl7ADU5NmzJf0C65yLTBgCci304O/NrDHov4uzMr5UDzPJy6B8nnF4HzjjbMOg5hzP///buPaiJ890D+DcJJCAJhEsEOVxkDALe8CdoJ2qrVodKPUJPbaWdHg9WbccKcut1bM/g+NOq9TfWWij1UullxsuvtRrasSozoqAep4FKS5E62kJhKha1ASKXgPE5f7SkjSA1sMkKeT4zO0N2s/s++25mH959d99t0jsnwRBZJ8kf07WWi6is+zcarhtQWfdvNLVctGNbwoXm5uYJhcLn98RC+HNygP/578fx5ob/7XOZ7I6bCe78LPnLNFhCbutOX//fWUwYPQqtLS0O2Lpj2Z1ctm7diuXLl2PFihWIiYnBtm3bEBoaioKCAkfE5zDX6Aoukv0ti3vRa2gZOy9taST/gbHSf7hmYunHSHk4opU6uzrzf+uyvZx2o+sXQWPq62ViYrhz9GTjzZ9FicOZtud9gMzMV/tc5ubuCQ8vf7grlPDw8he0zyXvnX/hv/5znmDb688/4uJx8utvobLjsY3XczKQsWKp44K6R3Yll66uLlRUVCAhIcFmfkJCAs6ePdvnOmazGa2trTaT2IQetPJOfuBLW/cLP7nt5TR/ubAJu/fLxAb/auiB8PMKt4nDV3nvY68NVWq1L7yUyrsud3P3hMJTPaQ68+/kLpcjYORIQfpAnI7s8MsvvxAAOnPmjM38DRs20NixY/tcJzc396+NY+vU0tJiT9GCysrKIplMRgBIJpNRdna24GXo9XrKzs4mvV4v+LYHQq/XU1ZW1n0TjzM5+ljcL8d6oHF0dHTQhQsXqKOjw0GR9c9oNFJ9fT0ZjUa71ps1axZlZmZaP4eHh9OGDRvo2WefJaVSSaGhobRjxw7r8traWgJA+/btI51ORwqFgsaNG0clJSXW7xQWFpKPj49NOYcOHaKeU2VhYWGvc1lhYWGf8aWmplJycjKtXbuWNBoNqVQqev7558lsNlu/09nZSatXryaNRkMKhYJmzJhBX3/9tXV5SUkJAaCqqioyGo3W+I4ePUrR0dHk5eVFs2bNopqaGiLq+3xbUlJCZrOZ0tLSKCgoiBQKBYWHh9Obb75517rt7zfR0tJyT+fwASWXs2fP2sxfv349RUVF9blOZ2cntbS0WKeGhgbRk4ter7cmFgCinxQcTaz9deWENpQImVzsPeZGo5EMBoN1sifB9JVc/Pz8KD8/ny5dukQbN24kqVRqPfH2JJeQkBD67LPP6MKFC7RixQpSqVR0/fp1Ivr75NLe3k4vvvgiRUdHU3l5Of3www/U3t7eZ3ypqamkVCopJSWFvv/+e/ryyy9Jo9HQmjVrrN/JyMig4OBgOnLkCFVXV1Nqair5+vrSjRs3iIjoiy++IAB04sQJMhgMlJ+fT+7u7jRv3jw6ceIEffLJJxQREUGPPPIIGY1GMplMtHjxYpo/fz41NjZSY2Mjmc1m2rJlC4WGhlJpaSnV1dVRWVkZ7d279651K0RyseuyWEBAAGQyGa5evWozv6mpCYGBfb9GV6FQwNvb22ZytKKiImRnZ6OoqKjP5UlJSdDr9cjIyIBer0dSUpLDYxJTSUkJZDIZLBYLZDIZTp486fAyi4qKkJycjHfffRfJycl3PRZs+BjIMTeZTP1+ttejjz6KVatWQavV4tVXX0VAQECv33t6ejoWLVqEmJgYFBQUwMfHBx988ME9bd/T0xNubm6wWCwgIphMJpjNd78TTS6XY8+ePRg/fjwWLFiAdevWYfv27bh9+zba2tpQUFCALVu2IDExEePGjcOuXbvg6elpjae9vd1me52dneju7sb7778PrVaL6OhoPPnkkzAYDDCZTFAqlfD09IRCoUBQUBCCgoIgl8tRX1+PyMhIzJw5E+Hh4Zg5cyaefvpp+yrXTnYlF7lcjri4OBQXF9vMLy4uxvTp0wUNbKDu9QeelJSErVu3DvvEAgBz5syxJhaLxYLZs2c7vEwxEhrr39/90zVYAznmKpWq38/2mjRpkvVviUSCoKAg61AmPXQ6nfVvNzc3xMfHo6amBsDvJ3MiQnNz813LuDOZ9JcQY2NjrQ8k9pR98+ZNNDQ04Mcff0R3dzdmzJhhXe7u7o5p06ZZ4/nrusDvT9yPGDECY8aMsdZVQEAAjEZjv3W3dOlSVFZWIioqChkZGTh+/PhdvysUu+8Wy8nJwe7du7Fnzx7U1NQgOzsb9fX1WLlypSPisxuf1HobTEttoCckMRLa/c7RJ/e/K9vRLcmBHHO1Wg2tVovAwEBotVqo1epBxeDubjvKgEQiwe17uLVcIpGgubkZ165dg8ViweXLl60Jpru72+a7CoXtbc0DSYgSicT69P2dnfVEZJ2n/OOGBY1GA61WixEjRlj3safufH19QUT91t2UKVNQW1uLf/7zn+jo6MDixYvxxBNP2B23PexOLikpKdi2bRvWrVuHyZMno7S0FEeOHEF4+P1xdwqf1Po2kJbaYE5Irnbp8e+IfZnQGf90DfSYq9VqhIaGDjqx3Ktz585Z/7516xYqKioQHR0Nk8kEtVqN9vZ2dHR0WFsklZWVNut7e3vDzc3tnhLit99+i46OP0cHOHfuHJRKJUJCQqDVaiGXy3H69Gnr8u7ubpSXlyMmxvb9OCEhIX2Wo1arERBgOzilXC6HxWLp9V1vb2+kpKRg165dOHDgAA4ePIjffvvtrrEP1oDGFlu1ahVWrVoldCyC6PmBnzx5ErNnz3b5k9pg9HVCsqc+k5KSuP7/MNi6HKw5c+Zg27ZtDv+naygc8/z8fERGRiImJgZvv/02jEYjli1bBjc3N0yYMAEeHh7Iz8/HK6+8grKyMnz44Yc2648ePRr19fW4ceMGPD09YTabe7VmenR1dWH58uV444038PPPPyM3Nxfp6emQSqXw8vLCCy+8gJdffhl+fn4ICwvDW2+9hfb2dixfvnzA+zd69GgcO3YMFy9ehL+/P3x8fJCXl4dRo0Zh8uTJkEql+PTTTxEUFOTQhD4sxxZzpf4UR+JWoHDErktuSf5p06ZN2Lx5M2JjY1FWVga9Xo+AgACo1WrExcVh+/btMBgMmDFjBvbt24e1a9farL9o0SLMnz8fc+bMgUajwb59++5a1ty5cxEZGYmHHnoIixcvxsKFC222t2nTJixatAhLlizBlClTcPnyZRw7dgy+vr4D3r/nnnsOUVFRiI+Ph0ajwZkzZ6BUKrF582bEx8dj6tSpqKurw5EjRyAVaGDZvgy7l4UxYRUVFXErUCD3a112dnaitrbWOl7gcFVXV4eIiAicP38ekydPdnh5S5cuRXNzMw4fPuzwsoTW32+CXxbGBDEULnMMFVyXzJUMy8tijDHGxMUtF8aYSxg9ejSc2Qtw540AroZbLowxxgTHyYUxxpjgOLkwxgDgnp5kZ65BiN8C97kw5uLkcjmkUimuXLkCjUYDuVw+NN8fwgaNiNDV1YVr165BKpVCLpcPeFucXBhzcVKpFBEREWhsbMSVK8K/mZUNPSNGjEBYWNigHrLk5MIYg1wuR1hYGG7dutXnuFTMdchkMri5uQ269crJhTEG4PfRed3d3XuNLMzYQHCHPmOMMcFxcmGMMSY4Ti6MMcYE5/Q+l57hF1pbW51dNGOMsUHqOXf/3VA6Tk8uPW93Cw0NdXbRjDHGBGIymeDj43PX5U5/n8vt27dx5coVqFQqwR/Uam1tRWhoKBoaGlzyXTGuvv8A1wHAdeDq+w84tg6ICCaTCcHBwf0+B+P0lotUKkVISIhDy/D29nbZHxXA+w9wHQBcB66+/4Dj6qC/FksP7tBnjDEmOE4ujDHGBDeskotCoUBubi4UCoXYoYjC1fcf4DoAuA5cff+B+6MOnN6hzxhjbPgbVi0Xxhhj9wdOLowxxgTHyYUxxpjgOLkwxhgTHCcXxhhjghs2yeW9995DREQEPDw8EBcXh7KyMrFDcqrS0lIsXLgQwcHBkEgkOHz4sNghOdXGjRsxdepUqFQqjBw5Eo899hguXrwodlhOU1BQgEmTJlmfyNbpdPjqq6/EDktUGzduhEQiQVZWltihOM3atWshkUhspqCgIFFiGRbJ5cCBA8jKysLrr7+O8+fP48EHH0RiYiLq6+vFDs1p2traEBsbi7y8PLFDEcWpU6eQlpaGc+fOobi4GLdu3UJCQgLa2trEDs0pQkJCsGnTJpSXl6O8vBwPP/wwkpOTUV1dLXZoojAYDNi5cycmTZokdihON378eDQ2NlqnqqoqcQKhYWDatGm0cuVKm3nR0dH02muviRSRuADQoUOHxA5DVE1NTQSATp06JXYoovH19aXdu3eLHYbTmUwmioyMpOLiYpo1axZlZmaKHZLT5ObmUmxsrNhhEBHRkG+5dHV1oaKiAgkJCTbzExIScPbsWZGiYmJraWkBAPj5+YkcifNZLBbs378fbW1t0Ol0YofjdGlpaViwYAHmzZsndiiiuHTpEoKDgxEREYGnnnoKP/30kyhxOH1UZKFdv34dFosFgYGBNvMDAwNx9epVkaJiYiIi5OTkYObMmZgwYYLY4ThNVVUVdDodOjs7oVQqcejQIYwbN07ssJxq//79+Oabb2AwGMQORRQPPPAAPv74Y4wdOxa//vor1q9fj+nTp6O6uhr+/v5OjWXIJ5ced74bhogEf18MGxrS09Px3Xff4fTp02KH4lRRUVGorKxEc3MzDh48iNTUVJw6dcplEkxDQwMyMzNx/PhxeHh4iB2OKBITE61/T5w4ETqdDmPGjMFHH32EnJwcp8Yy5JNLQEAAZDJZr1ZKU1NTr9YMG/5Wr16NoqIilJaWOvy9QfcbuVwOrVYLAIiPj4fBYMA777yDHTt2iByZc1RUVKCpqQlxcXHWeRaLBaWlpcjLy4PZbIZMJhMxQufz8vLCxIkTcenSJaeXPeT7XORyOeLi4lBcXGwzv7i4GNOnTxcpKuZsRIT09HR8/vnnOHHiBCIiIsQOSXREBLPZLHYYTjN37lxUVVWhsrLSOsXHx+OZZ55BZWWlyyUWADCbzaipqcGoUaOcXvaQb7kAQE5ODpYsWYL4+HjodDrs3LkT9fX1WLlypdihOc3Nmzdx+fJl6+fa2lpUVlbCz88PYWFhIkbmHGlpadi7dy/0ej1UKpW1Jevj4wNPT0+Ro3O8NWvWIDExEaGhoTCZTNi/fz9OnjyJo0ePih2a06hUql59bF5eXvD393eZvreXXnoJCxcuRFhYGJqamrB+/Xq0trYiNTXV+cGIe7OacPLz8yk8PJzkcjlNmTLF5W5BLSkpIQC9ptTUVLFDc4q+9h0AFRYWih2aUyxbtsz6+9doNDR37lw6fvy42GGJztVuRU5JSaFRo0aRu7s7BQcH0+OPP07V1dWixMLvc2GMMSa4Id/nwhhj7P7DyYUxxpjgOLkwxhgTHCcXxhhjguPkwhhjTHCcXBhjjAmOkwtjjDHBcXJhjDEmOE4ujDHGBMfJhTHGmOA4uTDGGBPc/wO+DmJAgiRpRgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_4(grid_x, grid_y).T, extent=(0, 5, 0, 5), origin=\"lower\")\n", - "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.783370Z", - "iopub.status.busy": "2023-02-09T02:47:25.782369Z", - "iopub.status.idle": "2023-02-09T02:47:26.187441Z", - "shell.execute_reply": "2023-02-09T02:47:26.187441Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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vehV+8Rd/ES94wQt2osyVAlPdUlQGtCZQ14BPGNxulDeWGSoZAtbRcoPXb0MwmxWwYjRPu9jNeAyYLhyv6wjnAE5PO9x1x/YP+xhTlqZiGBAeW99S9zXEePrqHGdt3TJeA8aq6dAS48LY2+iu1W2ctLs55s92T8MF192edzdP4a7mqakGOtzmFr+9SZenPre5OktTO5uTmAZCIO9puVwSbJd9BxHxtp4sac9mpkyfhCEM33t5FGznXJ+gf2gRgiAj3uoSPIhJPIx8X/JWmuGg/Uu4t9RIvXqyUrLqcHiSmCDmp0FBb53xz75hSctthx2vY7LnB8PSVMeefBGYBiLV+PZ+bKeqt5DE+w2c5YQJzFZ2b02BX35yY/OwTCTlGSY0fR+DzllaGjAMtzB+OYsAw20vx6B1/i5OpvsurTmG22HZyhGd2JrTcRtYcy4cDTilDQzD6dO4fXD77AtiB4OWrKwL9zucAjBo0JFBywQDtn+DAW6GF1In+5SslaaBXRzpmPslqzUbtCCsd/CiCEwkOO973/t2MihgiV6yUkBkl4D672Ifa+1RZUWZa2ihiMCwH48B6gjhRCgmmaJMMYna69tac8aU9Ou58RKZlwXYqyWnAg//G9M45pzXt419jYBER1VnbzFiYNO1w8ShtJVr4usubzFZ0W4sToYpeVOT2HCDxrTBmvgYOievJcbGNFg3YoIZwZpbPGkGfxC5Ht5xSjyyOmxRcaVTLAvatmPFruYkErdDSDoobNRvl52V3RS1i7+7bXqfSGBAQvS//byiLmNlDB+WSUTtg36kkCChvNNxeAmPBiT0pMTLDdp6UuJ79W0pu3wFkDoXDORHkB04YgEE+wwPPjqeHPRji1PQW4TcfnlH26UuQuOIkyQ54d/WCiOtROHSWGi56ZeYXL/WjWOJgtWgg7XeeDn+u5fVUGfnD0FyGjJuyWiQE8vquAnmrc5Zaxoy/T4DaeGxJMkTtKGfPef9PCJ+5Abcb29giSfI+uF0zGiI0EFcc1tiKx+cbdBcAEk4u1ug44bt7yLnFgM055R3n8jMydwA3ZlzXp4AYqC5IERXNXitn3luAJxWkJwOIEFEqCPgyTbVXzseAvjUgM5CdsubpkxugvEJ3ZMrdOTGUPQlAnC2wepkGIeZYEy4JFVijut1i8eFdSdHcOxyGQIHwRh33zrH00/P1X212JgyCTBMeHJzitvEuNWucefqotg+RseEc3OC9brFCXW4e3W7SHIMCJ9afx7WZrgwn9Ze4PNXj+OEuq1Iy4IZMBjuyaylJiL4KmlhXUYF+Un7UKZ9hnQIohPrznEftVF4DLHlprf6+LbC6lNl1UnkC9kY2lIvg3u53i+nJ0hA73AaOiIjJDnCoiOJTCfkMAli1csarDeSmPTbvDUG1EdHBdulVQc0WGGEJcfu8w7HjSNepicLTS/Pkwjql26Mc8RtHTmR1p21W173urVksHZWZkMGDayVpcFw/ju27TtnuTFiCa3jBkYSGWfNAW3QoR0sOyBLgAR6aw5bvyh7btwxk1vmCllucllug4MRHBiyD3oBBjsiS/2bgdgJ6oCm0488+6xtGHRq+0+y5DjrSvqMyo1fab3xS1tiHIqPiQq6tpS+nXlLUA0YQOcmHP+Jm7hJQr7VAO7aqz2JTDCdt+bofeLoiVwbSU7kxFGLktUmbmeYYJp5d9eaG/uG1NqJr8SpO27wZHeKdcS81+1qlo9RhyZ5k9Lbjbe5sdCIjXaqihYbxeJTIDIckR/N6pJYlqSFJ2fdSWQIC088f2iWHSkgY7kJrD7RvuE5Nd+qIy060lIkl6rC79pJQE92NB+d3qLj2huEFpsmsjJJi4/fb8SyXOyI3FtrhPUkseSAnKWEA8uNHw9onBWFIisPwfvixNaceFy4cG7bb7DuWH2cL47XzfnhtH5MALEDcuusOnZf6IDcgnui5OHnHXmuhhPLbjygg7Xm7MoL8HAERwEx0HTW2kYbQnDjsWpsqJN5TkADmBOGWYX7aIOEaPX7p4xjAFyQuKGdVSdSetuVFtoQ+KmVFdRaFoyM/roABG9MOXTrBqYjUGutLAAmMcTRJbcJcp68OMG6a3DSGpzO8HFpG4OzdrNTh+cSNqbF5zZnaIjxtPYCJ9RhzS1um9BLppZ4jeG2OcHvbO7BKXV4Zvs53Em69elxcwu3+QS3aI27mts7Gfu6gDi63yNuAmVfYGHWrCMlC0yuX0Jmhn1pWxq37iQyQmtKQngi+UP/6ExIORmrjt00btXJ+ukEh1Wy6Mjv/qVsOAmxRWcs6sr73DRA0T/HW3yScHm2lhMj2jbkLR+tIxqhNUdaggJrDuV8dqiX4yOrvDUnF2nVYbDqWF29P47z+eGV+9/LbPpwcrltsOa4JS1PfOAjs1K/nBaMC2GxMSCcOELVgXu/nBNyXhuHcDLeO5gs4XBfd/I8YoJPNcKEMGEfW8Kwi6hhMqkcbhjc7sjW5tGRtfg0DD7ZgvWVwACv7W1AJ8ZyoksiBxrW6xXW6xVWqw7r1QZTDSynq0218/AusOYG6+4MJ2Rw1mwswTEtzs1+brcODT7b3YkWBk+jc9zZpgSnA+EJPsXj3R34vPZJPA3niyVHQj4TBaj/R+lSefoSA4kqMHoRyu6ZIntcQRqYiG6FnkJ25JgFshNbdfoILP9dEjIMlie/fDX0zrBDkEp0hmOS1pE6ogPko65iIuSHiyOuBsIByFDwwCodWMQGojNsj6KtWLZJiY4NMW+HJKpjkVaZcHJLzqyfYGzN8UtWHUyfu+vCWYD6qC142QB8vh7xm1xwY61WcSj5ljgugrNnkHF+NYC9+uK3tqsER97twjN2xAaVYYxbaiJC0+T9ZK4TNqbFU91JECk1BwZkl6DMdo7AU3CbT/C4SSPFOhDWlVFZNxHBszDYkdkOqEurNaQnISWeCIRb8+0rZU8iO4RhGUtbmlIsU9DaxUtYinZjRMfuY7HHtXVWmLEwc4B7a45QOj0QQXT8spOHJDo9sen35XPoVOfP6VVV8ufEfM1Lpsy2Xo73m/FOx+5viLDriMwMY46Ek8vTF4eT90tVQCfPVkSCvH49seGm9+npj5fcHwz85m89Fw2AUyI8/vg8K8SNmvGaC0Kztg7MO7esXDaYQGt305/skakZgrlw+XrOrlJ8zXxcmBYXFy1Omw53nz61laynuhOc0+XcZh0aPG7uwG3WA8YNXw7JupLgYW7P8YIsB5HPzOSPoR1H37NLT26w3NIWCQtH9ZJWLC9ZVhra9o7K/jmkLXtJUib142ifWJaKrTocnwdhuk+sOohkykPNLF95mZrfjt03LF0Nh+CsOiTDy23UlbZ01YeRIw0t9w7HuWUrP45d7hosMek+IF62AiMIKY+XrXqnY2fN6R2PmYIlMY+Om94BWYaTgwYH5Eb8hsb975esmp7ouLku44DcuCWtVt5wXhYIYHcs5J2RbYOLmUtWN2/G806+8nOVsSM/jrx8XP1zdEXQocGaW5ybk1n+OS2Mi/po1M8wjrUsxQ7ONxoc/a1c98Thp9he2SaXV9Q20fd0HApJhZQt22q6JG0ystR+lGxT54WSvJgMKXMKB7rZNj7YITcP9V16+RTI8slImYc2LNrE20J9hEVHyDOijw9M4L5dmIrCiDbGLZ2x1sZdGfZeTffJbV3QnoJ727aNIpmU8SwxoaGPGL8TMuTcYf1lmt65uGPqnZB9v2FflB9NyPMBEX0fcXwG6e+wjQfJUVpwbsAqyLXFrpyLjxV+2Wof2JgGn17fjRYGn3/yOTy9rXMEbmFwQhu0xEHkQg5PmDOseYUT2uBZzRM7yb585SEtOEBqPfFIVzjC7ZrFJ7ZUaPIKVp5kHP+ADSwvLP8LrDJhu9gCFMmKrTXs+4QWGTXfjrTcIJInLDexzjJcvA8357xTshpmLnx08had1BnZW3RCB+XQOuQtKr1DMafJAqV/jg8tT/phsIQ0DDWsXLPm9PvAaDwRIM5ac6yFxSYINOQtL9bXR34HUsdjG+7ehOHkzgHZ7jdBOHlLxvnbsMu9s0HHLVp4Z+QJiQGjUPIO3PvlZLKzjOLoCM61IzfR5LbgasK/qUyJxOqYsJrwu3do0Bk7cUxdDKwlN4B9i7rNzU203+YREXPNj9b+EfUrbJcyApKh9SN9c9InQ3wCf5uIpPRcJNZBjst+P6UylPGD8gsFEpg9cT3hkQQo3B6Hj/v9api51EeMS+5YrEUnPeml8PKcj46aLNB1kaHlAcnhclh54NPTqzkkCZT74mSA4WHFZSDCcg8NuiC8HLDh2blw8pa6PqxcBiUYJhvWLXx17LKSDznvxD6gNjGgFkreEieXWC0Ol+hvAyiFlIeLtsHxTcDuLa+/VyjdJ0GG+mvOrHic5MwkQbQhm4Sw4cF1f8HO0DHhwqxgmHBBjKarO8cNMdoTxildXgTXgnkgRp8uQjNCDpaRmPlA7yMtG75bNF8E/XJWHmkQkUPH8oOxdX8bqUPWUkQFGcF+34eETOW+iCxFgakqturk/HRGLDoyzFwlOt5ak5CY0F8nPiE9kRJ+Nt6iE/vnSEfk2D9nLKw8tuYE507xzcmFlFvLDYmH+mDNWcFaaddow1IPZBlWXOohsOr00VXe6XrwpfF+OR1E+Ljb1kgHY0dyOrSuPVS/HBlK7n+mC256689UHIzgUAcULeOUvhgcHAx3Q+kTGolsqB7E1rpHrT5xJkPMITm+2vkKYamLBTvDxjTYmGk+Kw0Z3NGucdosBOfo4e5tQCEjQTN9B2mzFY/fzxovKrbNEZ6CXC2aKj7GgPDEJCuQkR+0GHKeEB1NVtlMVhNmLmwzbrjtic6ghrDoiJbG/dAx0SmFlZug/7BsFdtgB+feJEarJzSe6MjR020i/05U08qHlw9yw0irjhtrkQCC7SD0pRb6U+asOeXK5JLEFELJhWzNN6cGR7dEtWuQ/U3DbYasdY5sCYfJpIIdcZFkW0yQsl3ffkP2evNlKDRdu2hSIdhou5mWnZ3CRVOZkSUaahnNjkmWLxFB1My6YjvT4HMXNvHeHas12pGCnZ0ZHPA+t7a1orwFpyHGaheJkxQYJmzcG9Tvre/EuTnB05oLPK05D8zUt/kkcCQ8oc754Ewbr+MGj5lbaMngTrpYfHHkM027hAmJAQeAHuYd+8RoIpVxkvuf8+3lA5lL7aTMYE1qaDC2jDW43Cj9Y3jLDhSrTnKA0AcsbC8RHTW8HJboEDD46QS6ySKeI6Y4AKAwWSAAPSOy26eFlSvB4b01R51dnDUn3usjooblKSe1/x3TvDl9NmUZTg5JIiSJcdYembU4CjM3gihlSQ4KlckjkmMzIQtTI82vj3flCc7ow58d+dQmpobQ3WIUc+pH6J9tJpxgAvnxPd25fgR0p6QvIzkSFK/bm1POvk1eKgyB103ZpZ0A3NEBp7t9UJqugTGDc+BUR62LTYsnulO7ZHSnwR0FguOjFtZdi3XX4sn1abD/rN1gtdoXwWnwVHeCjglPdHbc5549ivvOwjpcn+tu4clu0Otp7QXuap8CMO28r7nF72zuQUuML1x9Fp9H24XEX2W4lQiL6B4cvvjGad/hS9hR9k+WuRhJm8CCkhoawvaatUUQFNUq0z+AhH48DBYuU8n9Ff1jfT3RIS+LA1mJVUfK8WPE8sV2jeiUMiTLZ6Y9loHY9K5HhN4vRzoeU2TyYnhSQyg5IufCygfHYYvhsSLDt8N5xu4ToeDCMTmbCVndFoaTn4jlqzEHZHuSxjMg5yqT52pZeefkrPPxzDDx4yU4iuUlgXzWEXpftIRsZM5NP6nVnruchWZCX82iFLRRxqg1GLABkrINBASvZ1OvEzmZmuHNTB0fbBMDCh3IjT/KQwt6sfuH2VpXmBlNY0YzGvvQTtvHOvmtu1Z1FPZRCn7SyoVpG5CtOk6MpuJkGue/s6IuMFVrOWkMSIR52202nHsV/G5db/Idvl9ESfwaGJyOWGTsurl9i1vzCredjHPeD4E7avh7r0BeRg0Ocl9MUoL+4c7ILzYlChmZqm+sQnoYUbuIsGSdi0nur+iv+SeJ9uR8UILtUlEIOVFfdbtm0RFtsjWv5HB9m0F/LWdO7IjcOye7uS12KCbxd7xsNZYkUMqBsr22rpVHvM3XtPIy+rlEJgfM1LOS1cntMYRLVrIyuW/X9dYi9G19LStfkNi3907Nrah+3lJ3/Sw4U9wWrKXDPctj357SM4ht8r/q/GcNYHz9p5lo1gBv5GtdMt/JXUPmZbkxh7VwDHQCzR0MXjFgyC6TAeldXgKh9+spkRu/n9cE04nLqmU0px1oZNnKWmn0H8KTH9O1ePLJBk1rcOtsjdNV+QFuTIONIzfe/Pz47TM8QadJWyLG007XOGm7Yqj7umuxMQ1Omw5nq02R5Bhu8Oj6FpoN467VOe46ud1baXJryjHxeao7xWc2Tw91iHyBzs0Kn7r4vGDbM1dP4AtWj6lj2FwWQ+Vfgwa/2z0dj7kMyE9ubuBSFYuPhGqBUfr6PzUSFN/fEdFJ7v+chUcjOtE+jfQQwnYx4Qn04tS5ONwf6URCj9hqpRCVxKKDYZ/UQY5fbdGRxMuLoGH8waIjToy31vjGvSUGavVyX/5B+uxYkWnVcmnN6f1zOHQ0Dji16+uLC3vrjOaEbF+wdGuOtZBQX40cAE6art/ma1rZdm1f6VyWevDVymU9q8AB2YeSiyUrb4HxoeTWGrRKalmNhZK30ioEA3CLzUw/jaMkON6qUu3q0GC4UhRH3+JYE9ozMGk5SxUQ8yOC1V/7/TQuxZm2Snu2V/DQb0pRTo+GhQm4AkzpSglnTrG4aJkJY4YDNvaYvO3EKEKH0E03KRg5BrDpdBLVNIyON2gyJMvDm6Q3xDgrqwsAvWPyul0Py19R4r3ieKCkSGeMDg2eNCFpexqfJxV9Q7nh+DLx31N885yi5RKVuiwFpBaVeDvCl5RRi4zblvSJ1rXS/UKeRnpG2gVqKG0C/hVbduRXQVx0qw8hITnBoXtClBKh8IARds7JFtsDa43bNxZeTkBkfQGS/Di59UQgqFoeW3O8f463EDeuvZfSZxiO9snQcBlqLvep5R768zTk5gGkw/NgM5JVzAPLT295sUtWrXggG5Ct+h1VJgfQW2BkZXJv3cmFkg+pMfIlHubgKAnOVBC7kHPlJtrpOAZoXJXzbS05lwEC0JwTeGNTbs8kwdvBoC/1ECNMuFWvHBvC7dsnuGiGy7dpGKvVYMhkxJPRbtGZBk9tbL2qk7YbdTy29a1Os0tfu8aT3Rn+f3RX/70F42nNOU6WkHUd7uUDGLfUJD9hpn3ktqH3j9qkfSjmO4GFp9a6E1plRFPZJjqsUAZFpImF5SaVL606AxHSJ+dJfjoQ+ystOsXw8n4Y557sLTpimarfRoD0zxkO2EpIwsoFqegLeWasObLkA6J9QBhplYSU96fGLm0HiUgpDB1fA30Yt3dAHrbZ/t56I6OsfNHOuMxDnzMHPoRc98vxv42Rvy2LUHKsYAt56s7HafngOlwLggMG+mKphPolpxnj0Ab2ptGim/ZIruai2RCwAUwL8OkBFGQC1vpDnRuGIfY5qOrEMQEMbC4inxPn+HtZxUANE843K+u43IhkWxls3NLUZeHcrPB7mzv77w0YWAF3tTfQv2YuMpdS7qeuvfKmThtpe2E1iHrnZOWMUkEb1yjnDxfKCJmVJENZA1dMdmIyB2FRSc09vYx+kOBeVyw9bvvcqCs/1tArejpLUqOxXGFpicPK42gr6YRcrFTudvloq3hpCrAvU030wrWJQsd9Uj3pgBxUHPfJAV0G5P4AnDVnCP+OT3e4ZAUaallJi7JWldyHkneArUrOdjHgFLiGTsZTodwsRw35hrJPvd29Rw0g7tnrByZ0XWMniRlVz5kJF5sW3BLaxsyuIB7jwi1RNWRwuqcSDxKtMDvHWHOLJ8wZWhjcUrNs3lzIJSpg5D7RLg2CaqAYvYpIGXekk040MFhVYjnR38F4SNuo4ecZGVrYeI5qzFq+yhGd5CDjBin5UaOu4ElMSnS0rMgcnVS9arkgoHLZSrSKq5V7vx01pFzsk4fUOCtUbBWWS07BNlBvuemXk9w2uYw1LHs5EgKIauTDkhWkDPg+gFyyMsKRuUFnSUz/m4ckpwX3S+edo34+8/G1czK+9tinpcmD0fsYzSTAVwZsgM1FC2qAk9PNDIIDnK9PcLFh3DrZ4I6T7QmAAeG8W6EzNurqadg/qWiIg7Vyqcvj3S083t3CXe1tnFCntruxkC/hECSgMK9mfXUEkiUn17a4tBSPG7+YcNQ+Xkbqt/PQ3usbj5fTSe4X/Tg3frCUFll1WIxNYR9AjKv41IwuX9VYdOR4FBEd188vXcXVy21SV3EC/dIV9KrlAJzvTmjh8ZcXOTnxspUPKdeWrXKZkGVoeMcEuPQXGzSO5AwOxN5xedWYwAFZZkAuOSDLDMjeGTmoiu4fNiIxYB9K7qxFa7gXsEwouYEs47DqnY8NN1fPyZj8cltu/5wHsrfShcS7qs/k88c0sIY5556H49850dHOnb9u5eSA3Vl0ksyll4yhmjDPJnO+unBnqF8Pr6k9ZRP06T+iDznfmAYXph1NFBi/ja1Ni3OzQguD1UiCwlE93Y8+923oOkNacLLEJTptsyw+EZHJEZ24T7F9TDh8Ow43Bhbc2HISjxEQJyHfd1HGz1p1AstNqnMPzaoTkZ1xh2TFopNYigaLTlzrKrDouCk+myyQ4lBy21Orb6VFTSW1rWQ7Yc1hpI7LgaUHQ8STxGAJGhyIe2dmYc0JnY2p39ZG/WViwNDKFCYGtLqEYd+5UHL5ktVB1qpygRBsZczFwQhOextoc88Ogs0wPOHB30dDEWyW5wbASJZi4qGfWU0Yj30YO4Fb53A8Ec2aQBt7nOYsn914Lvrrhofv7Tn1liMmgFveLirMD0EM7NkadVlVyu1S1Qob02DVGDztdF0kOYatlWZt0gkGsM7IAHDerfB750/DSdPh806fUmXanDnhD7JZ38ITm1OctRs88+SJrUnOggz8KzYyhgAM+4F0XilZfEqWnqRfjmTlLDySOCBqJyw7/r+hPw99tTGk1SYmQvH4cX9x4NLnRrXoIHrpyvnpCJJTZdGJfyxNJiitddVbcCwByDkiB9Yc91WGlcdlH6wlJ7XmNMAQaRVZc8YSBAbVyIU1J/bN0SqUy3ByzQFZVif3Dsg+MWADHkLJiSETAwJIEwRW+OUYGOuXg1WSFPCCcfVqUTVmcAyOwTSN3NhO6MPLvQwg/5bVbzfD29ukcyizN80AuePf6+NKHFBPeMRkwDXkZuaFdRXRJ9YyBGNaW9urol9nFGc7rY2xpSbCbKUhYpJkmLDxF9nl+SjfPIi5I0dq5L6Yn2rPVa1tlqdrBEX2ieVKwpEhIprMQU9hqRjpm1h+JAR3yBpPFOIRqJGQGNEnZ9GBsKz0ZvhYcKRULDNSVFpr0FtwdEdkuWylhZWHyiAoBRGHhwPhY8Qv60xJEBhYcxwx6+U5gjdUCRf9Sb6YeUsNRA6cNDEggN6nRoaS95YhwFlgxIM88ssBMCT560lOgzbw05Gh4vOsOEfrg+PLG3BT+SCO+xv0tb3sBtjosya03MjxgkhmYekoLaexsdYYbgFzwuoERoaSchFeHhmgvW2TDZoTnnWsgzJIiF6pLXUE0pLJSBCBN7DnrqYieoV+w3cCn7fhOWsZzUl4Me/DesMc5sgBkNTQ6kyDJ89P0TQGt042O3E8Nky46FoYJQ3zZYWQL0ghl6gCy0aM8LkV9E+XXFI5ajsUCIQuVkVotYlkapYdYFiS8ZaMWL4gHWE/RUe3n8V5jPtmo696UhP1yVl0grEJvUUnUAjhSej75q08qn+OXLbqVXTkivSw8pglymgrac3ZZaRVHzruzxtzEE4el3rox+2tPF7aUBV8Y3zm9zq/HAnpl2PbeAuOj9ayoeHWYrMqRliteR5VOUqCQzycA7OaSXCEDI9+Gcr/XhHhkCSGCeAT2JvNjGdWNif2k9Vlk7719fvWbrx25FjHnn+Mol9TIq4rCKXwT0s0tyc41EWCI5LBJwa8mp4bZyqMSQmOz3Mh25ybFZqGcdIatO1uoqA23O7ZdLdgMiLyXbryptBcjdBo/RMSU7AilQxMU9uFbVKyE/SVRElsS0icJEI53VlxSs7oOmwvsEA4y0ruZGlEx1smFLNbGHHlic1AdPocO4LoxNFWgxMyB7K9HjHR6f3+gCATcmzN6Zj6gsGlKuUg6MU7/YSuJAbUnI098fFLXEF/EUreEAvSE/rlGG57A7R1Nhbkh4A4X04cYXVto6jIpERl2Fl409LAbllMvq2VxlaIUEnPvuxDfMNXPsxoMyxdjB6XI0T9BVh5TNuAOpdtuJboxHNNzY9lCLxp7M3dTCBUDPfWAmw2LUxnSzq0Lu9LXAZicEqWr7YZ0QysuwaGCSdtt7MQ8ikwIDxlTrFi/WbwlcD7dXGHFmbIb+FlcYMnzRlOaJNEU3XcjGZOvo6QFpxkSShoqF8q2T7x9qh/bmmruKyVIWJjy0xFPYWsYEmJMqHniq6JWBIyM/2Ky1c5/bQWTreqPDrxshfEtqiDtd+E47FfZmJ5iinrhBwe0fCLxdmRc5mQE2uOsODEf0sH5H5pqkhygIa6pKYVIJ2LrepB+HlEcloMJKdDFEouak/ZMYY6U7Ukx2RvyDKOm+A4K0wuN9nU5aumw1AOYOTBSQxgY5tVEZzOOk574qGapkfGa9awSfEIoz5I3AKdrxEVLbdthZxBxwB0Yd+6zCmA1ciAsbWmFgbA7cYuiZ11oFoHbiZX44vQbaxPTHvHBm1rYEyDbo4uXjQTbl+cgAg4O1njztPLzyGzMQ0+e3GH6px80nQ4bewSWuzbs2o6PJ3OAxJz25zgtjnBrWaNZ6yeCMo53OYTfG6kXMW1hLDgBKc4Qy6y97fSXrXGxLya8n1UK5D2jJftWGlDynhxu7iNsLSoy1glq47cFxlQistXbpzs8hWi9oFVxssl0ZcDXRCNY/8XBxEQIHf8jo15i0wurNz3D5atgqUqT2yGZashO3KaCTmua9WAwqUqJ1nWsFo1JkgOOOaA7MvJrHy9KjePlCqTx0tW/YuVcSQpCiX3OrRksDauPpWw8IBt4d8TbGDQBs7HHQhmpsn7eAkOZ/7OtamEsCRWtZ0sG3BvEtMRvAmNjc0IljcvBTy86bKBu5nzbYP/Y+SIlPtx2IcmGLhBy3oN6/7UT1y2snkT7psJX7CTeVoI+a6hRmqJbXERz6Ey+nChdED/RmWYgsrkxm1b4JAhLlkLi9I+sIDk2mWIj0ZSsjKjdqqMDOnJtkn200A+vGxJLmKZ8S1ComnUTw4RQ5MXEJ3YKhORnWwaCyYkE31s5RHbekfk3oLjrC9y0hcye2sOAB+W7p2QZaVyzZoDZKw5rp+sW2WYRFg3JdYcYNwBWY411Lka+ncsf7wwlHzok4aSS3TcoPE1qICA5LTgbP28TrsoKnC8BGdBEX5JzFqMdh9mXhzbh7ivAD5hS0qUAptFcjN2vTKAC2ePODWglc7guSPrx8MIZ0YmmIsW55sG1Bq0mf5TMSWEfBdoiLcKDd9wi891YVnQs2aDp7UXWHOLx80tl1jLwq5137xq4poPXgD5M9dYbxQCUtUuQ2RiYhJaVRS9JRGQMjKkJ7b+9G3k/l6GYtVRSFJonYn2CX0UDtQL62UKi06u/aBvSnZ6iw4wkB0/D7EQ6l+m5MM82sbuYLWw8qS/t874oXyb3pqDoCZfbN3pT5kgH53rJ2ta2aWh4RTnwsn7309xQF4BQSi5P0d6EsCwfQtR2RwtTlyEVVyVvCWDNbeuYnjjxrYBosP/Q0VyT3jWM6fZheBcVTCsbxIB3GivSvuDfRAQuIkmkh2q4EkTO7NnFkyJo3KPjiwBgiWBu6hT5UPIURlCvi28uXgbbKJ13BPhx7M2K5jESezmEZwY2qWikQfbWNkeE5Rc/zGLjW9TsuCUrDbBAYz0V3SK5avWFm918A/72IqStBf7SOzLnJd+DEdc1J+B9LaaRSd3TpJtMenrj4dCa45v4IlK//dg7WF38H22YsWaw8mPn4aU+/fY2grlgF76wSPw5ekZYOqArCUBHPqmoeTeKhyHksfOx71/DshZcJxMoPflaTPTew2uNMEhRj8Xa869C/YL6siWeSXYEPJ9gwE2FFlq9j/sdcOaW3xuc4ZVY3BXe3sXuR6vPIjdfFuYQ2JrSQ9W+ilttf4JtxhrE+2naN8Uy07cP7ayJHKU4wz7h0Sn1F4dyz9fOdoeyfe9g28xWdJpkDumwToz6p8DDNYYKUtac+CIjOsTJwlMQsqRs+bEP35kzRGkAqbpkwPG4eTSL8cvUXt/G79P88vpLcWOqEiS48s/+OUpWZxTCyVfuQdzHEqukRwfYeUtOLbfkOgPDKxvZLHNwIpxaGVuHqxZn3YTQl4DJqCLCM6Cydhwiw23OMUGT2uaPgLrRsM9VMeurNw0mzOYjKGmn8adauQpBhG7PdMo11eTrxKUfhOJ9hy299tFv2SfJDrq2FsQnYQgOvKhnQi/dJVbJxTbsmHlvj+FRCcOKYf4pv8SknGG1pzOkSPNATmx3iCtTu7TfwW+dxFRCQ6X/bgUbRNlH3rthlBy29aHlbc4aTrrpIzQSt1EFh4QAj/BKThcLaouZs6XAB/yHY/pCdK2urByL0j51w3+eBlQnfW2hbGTAnc2dBwGluAAey8NUYJNEtjg9noFma9v1XY42UEpBcMNDLxz8AarXBihaL8xUWr1AlbU4YQ6rBqzFNyMoZ06Oe9H+2uWnYrtFDaT9NOfcam6UduxZaxAL9T1HV1ySvaFVp1+aNEvWAqT2337GqITy8m17Q8s1kFmJxYd43PjpfbWjHCbtmzl/2Sgr30VZEJ2eg0h5eEPThSHm6O35jT9ft0B2d/d4ZLSoHjsZCwxhIUDwZJV316SGK+2y1aMgVDFzsc+rFzWogoyIHO6jMUzH6CHK9VwAdAJg1fRlbTjZ2QwZgfQRhmAAHNC2UR9VWAE2YmDXQ36pIFHixm6kQHaC4JZ2fXgnf50DNCG+puGu2jWIj7I+TSGHMFpsdmEN90dZ2u0Zxc7cTw+36xsAc8VcKstZ5k0bBMSAsAd7Xq0ON1Zs8E9q6e29u25TiDDIMNgUi4q7aXFb9L2SXIw0m5saSvr/KupJOVJy0pBhmrZkbda1DdZchJEIbsPA8FIlq8EyQnkeLLkZfp9Un6v1mApUeUE8kWCwd7p1rehQd9gfukPYiA2JBhYtJTll56GDMsI29JAgpJMyAhPeBA+Hl0c/ZZKB+R4ySpXmbxfxhJLW/GSlWwvsx+fwAR1rOBqV3lLTsewDshuexxGDgwlJSTJuXKJ/tySYp8RcjbkucjJkYRam9NZfLR+NeOPPCsSwl8rv2J8v/wZbC4RXiMmjlhc8c0lBMnzZqALnUJEOP3bXyMySSDLma5CNvvm0jS7JXzIuAeRNdn6T4zWm43ZVhY3uR/AwVtwSpXKpQOyDPEcg2GyYZqu8u+CARStiwSEpzQ/KNej6vAbtatpo/VR/FHL+3LtxHZVFy+n0C8gEWKXvm8QlLXcaMRPimRlm/9H+NQk8jVEY+eOe9gWHegweChHOBInsoLpa5Dn/XOC8p5i3yAo3AeEIeP2e1idvG9DHBxSLpQ8Wd4iBCRHto8tN8Oc1Nhq4qC+r6xoHsOAsjWszFWz4Ng3dKDt2NVxmv60J8N9CYUSubE1pcp1l5oNJ2UEzOkIUQBsDauNa+8zCyd6oi/H4DFalmECmvOIADRAd0sPHbf6kh4l0rp+0STd5PLaefOzIZvkUBmPidDd4qjQl4IOaWLATBdiAjvfKzQ8vlzVEbrbK1DDaE67WRYWb7kB0gnWY71e4bFOV+bW6Rp3nGxguhYX3fgPf9IYEDHWpsWj53eoxOxWu8HTVhf1B+HwlDnF+cUJVk2Hzz/53OJkDOgvOBCER5tfekKgkCCF6JSsPFWWoIhoBO1FW21fjWWn6KAszo3qPyPlim0xwRiGIyGLk7Y5SwwA1UcnsdA4uZqFiUhv249BSB2RMewLfHN6vcS2QauhpIPUgYBgyc6P5RjZcI6Gcg+aA7K07vhIKm+xUauT02CdYZRDyRuOtrlD9H45gXXHHZvhFmi6PiKqgZ2/ZHkHwwAaa2nqK5IjJD1qDauZ1oCtPBkeeOABEBHe/OY3z+rvyzDMdgNgWGuEIxnahzZuf8fqQ13q0nTcf6hyzcU62jKCK0frx74tdpp5mNgvvYmPQZ7xMQ3nRfnEetnfiPSPX5Jj9zuulU+H4nkfxqHg/NBIiQxiAsURVTkwDSHjNe3j7kwi0V+uDdB1hPW6TT6bTYuNIzUMm0tn7OOzkm5MgwvT4rxbJZ+N89XxGJL6ldEx4anuBBdmhY6b5HNVsc185C3K8hOAo0/Ql/uP2r6wLRlrrE1Opmir7cvKKLXRZEayVbmRTG1f2I/StqiQAffIz7aPWVikv9ZWkaf1S+T3H1J/w2De4GFOieUx5D7x0trPPzTsD/ZR+LOKNv693gTbqCc5ct7ovyvzytBmsKjE7YN9vRW6sWQJ4Rja352b04L/t0g+OtuC85GPfATvete78LKXvWyuiAEGaC6GX3rsgZi89YyAXNZd7u+ICrC1XHCH3tqS1MXigawQGI3PudKMP0ebzl70ybGw0LWBLRCqWYXE2Bopac+h+hOQ0j7o5yqbs6sDta0PKjHQnJPL1ePQMEx85c0lfAzreEw8TtcZ6C4aGNJMWwyz0p5svq+bhIlBMxyJN12Dx2+f2beexkApJj4Z667F5zAk8bNJATucAZYEJSfZtzM4IYO1afF7m6cFmUPvaNdo+PJLUWyLrecjlbggP19w5r5ULmSumHS0sWJJFO3MLuNEsqScGhmJBSbqpy2nKZtUfbLH5Kwp3qIzSYa3jihypSNyzioUtHXjBxYjZ2FR61slS0fh6FaO6M9pgkBZItTXtPLnhIBshXK4fbF1pzduC406k/rl+GUoGXoeh5Kv4J2A08PbeOtMcD7cePLCYSD007FYu/HBtjK5/1vLlTP3xWsWwfnc5z6Hb/7mb8Y//If/EG9961tnDSxhrSf17accq3+gM8E6clc+WIjROyR3Z2SXkxho4pSKgpjQxpICrnl6sbNuyO8x61/ll718f5UYGOvErR8YUnIhZPp+vKLdRH55XeSEu5I36nYgM5DK0WUwJuAifPsZBDG6E1fgs4DmJC6GMA5fAHSzadG2BrdO1/XsvIAL0+LCDAtMq8bg6Sv7fc0Nbncr9c3ntO1w0l7AMOHx9a1gX4fbuBtPbK3bZWIX85FqtUH5Ks3clopsThuz/gJSkl8iPLV65mTk+pce34D+fC/JrNtH6dJVhQybLC8vU/YKvnmi418uE4LiZGlEp286QnTE97iAZ3XeHKkMZLVycRD90EOUlUcuZ44WSu5pi89/4/1y0qWpobXMpRPnxhlIDmB6AhdWJLd6h7lyDLc48X48MzDrEfamN70JX/u1X4vXvOY1o23Pz8/x2GOPBZ+tMePZsM3zhAz6pa5+/BFLSL/0NjZuQQ7YEj916W2LZa4dPFungzF63raGQT7rcT/2DkwnM0DEaFuDpqnLqMwAOtPoZCwD75B83q1s2PiMY92YFk9EpR2OHTuZjzLXZvWy1Vh7tW20tBW3ib5nZUIZU5NTkDHWN7c/u3wVj8XpPnWsYB+lbTWdxPbeSB/NN7llq+KSXGbZithGPanXTHa7lCGWu8UylV+yCvZB7hv6qUtUYp9fsvJLQH6bEWOZflu6ZBQucdnlJTmmXJqSS0iprGF5ym+XgRi+b4em7+v/9labji/Ryfh973sffumXfgkf+chHqto/8MAD+OEf/uHJih0TaMMYidQN23f2HYBbqnIkzi0b2SWjzDOZoFYtv6kgMzj0wb9deDDy5RwuAUTAamVwutpUR3FdbOytebra4LStN2/e7k5mr1cDwLlZ4fGLp8/uf9nY2XykPGi1l8bg51NMI4m1gZHKYa1des0mzsu9JSEaP5IXjCn3FWTwWF8o/dz+RFZkoM0uDSmyYmtKvHSVtejE/aVct38IOR9xRFbG7w8kGMMREnlREMITznY8iPEG5YBg2YpSa450QI7DyUsOyEBYrdw7ILeNSRIDts7qooWS+4zJwBAazizCy53VxlcV93WscpmPZV2rNWx0qbfkyBpW3hF5CCOf8AAWmESLHn74YXzXd30X/pf/5X/BrVu3xjsA+L7v+z48+uij/efhhx+epeghkTNfq8iQlVnwbx+x8+0OnZSvBORbUQHZt6rqccTbU65J9Ga1b0wlK7FDYLYdSDX71joqHwN2OR9lLRGla0nZV7TeKO1K8rKOy/J7Tl5uX0bGqIUm9xJWuS3ZV+oX/V9l0SltL+qh7C3oqJ870vtoFiD/d/+JxnftNAfk/k9HVuT32AE5uGx48AwbIkEHa05sdfFtTdA21JOjPhKBBSey3MRtBuuOs9b4ZaxI5qX44Hz0ox/FI488gle84hXDwF2HD33oQ3jb296G8/NztG1osjg7O8PZ2dUyece4IvP9tQV1AFxJCIzUvCKmfjm3t+bU/IBMwAb2batl+9GadYSNaUENo13VWVasD04DY07QNIyzk8M68W5Mgyf4FA2xdSq+omx5p/ORe5EAoD8R5QNDscho/dQX66h/Yo1x7cI2rOyPTS/KmNF4cl/wi4vtWhvVqqP1EeMFciotOnJf39x9H7XoRO3iKzpwRM7IVK05jDSsvLfMCPkla47XtT858uzahkE4udtXqlAOT3J6ZipPsicm6KuVByNymBiwddyhE07Gfv/GbYtDyaVfDiBDzq2VZ2NExmRylh64/Dwu23quhlVcjby36szAJILzNV/zNfj4xz8ebPtzf+7P4Uu/9EvxPd/zPclkssAhM4mpfx8LjkinfgmPUJUYcnA8rmgs4SejkqOxnLAC+/yIaCZ0HQEwSVr1y4Z/Y1vtoKzEIbG3+Uj7STVS4ptHhCJor2yT/ZO+uTbJfvcQ1IhORpaU0w8rx490CdoImf07QzymGE9bigqeUVyWlYxNWh9yXThpp51+v3QlSU543F54NE6sL0S7WD67mChNttyunWzXN1fqQcpiErF5fsyo8ZAkEP13r7JMDOgtOQ0oW7DT/w3RH4QkKSDgl7JCK0woR1YfRz+iLScxVCP30Z0dmsupRXXXXXfhJS95SbDtzjvvxLOe9axk+xiaDdAInYltmvRdJb87OBwxbeCeiU20D9XPxoNAvs0eXWoUBiDy8KggACtcTpVzj8LyTkM2QssYwsVmBSLGSduhHYnaYiZcdC0IwEnGF6chxkljExiublBtqV3OR2PL0KVfSfvFa6+6uO8It1KeqeGWUki6Jqcke5t+Rc6XIVKaLJWoILIQgfrzUOwfWEkQLOMM7cIRJfeSbdVq5V5+bM1RmWIoTX6PC3eyIwNaOHkaZSVlKoyyHyYfZeVJjt0WkROkIePSkuOxkSUa5KECyNWw0iw5DfjyLDi7RNMxmqguFBGja2jSS/cxo08W2KQh171V4ljBAHWO3BwhwWnWg6Umh24sbHzHMOySCWr7WqB1k9V63faZRduR/AidadCZBm1jsHLZjWM0xLjVbsKcFAumYeR+zF1p6jMr077mahzrN0aIJOGpITtVsqV1RmzjwrZeZkBEorEVJbKEJrPd74trXdX0D4hOT058uxzlcX1de32vH1NSEq9o5syzFzpoG+fNSYic2+erkw+SB/PU3FDy3oKDkOTIMPF+tqF85uO4hhXgQs/tgxGS5PhMyBYDQVqjheF5TsZbE5wPfOAD24oIkCTl096saPg/a11Q+h3EEuFunuC4tkRPjjp7k9YkFtwponPLhD6/Ajc8rgsD1Ln17FoS4l8GMgTisuGd+QJtJvwI3knvYtOibcyoJWdBHebOR7EFJ+tn03cY+gXNCsyhZmmq1C8hU4R0+YflPvcwlMtYGeuJvgwW7YvaaMtLpeWreF9CdDS9ECLR1z8j+vYK0Yl1iAT2KmlcRCgc6KSN258wiHOokBx/AHH70R+Yw+MT5437Ngiqj6eVyNnlCxp+ZGmdAcJ8OT56y5McL8UwBRXKQUORzD7yqV+GCkmOL64ZW258hXLtRc1cxhLV3sG2JhQIMKvBmSxJruebt0B3qj9UyABt1O9QS2DEDNq4iSaTmbheFuCtK+RSVpoTXOpxxeU1SPxhTgmccdDtmxmALux1b05onOQYm/iLDGwNKiik97LBgOkIGEnWVsJ6bX+0k5MORJuD+eQsQP8i4qE6/0bttfs4cSzOtK1xQE5euAs6aPKGfcGTGNkM55T2DcattdAo2yTByFl0gJSoZYmOIDeargERkMSKIplyG0Gtb6UmCdTGFc7K/W9HQJ+4D+H20J8PgxLyaIVMEvtCB2RhyQH60G4ZSg73d9MgyH5stw2J+iTJkbK8k/GQjBBq5mNfYdw7J/uT45edgMFxeTicfDXyFoSGGRszzzp9XATHg8NP7mHWmxYVUNS3dzifc562tPwMNz7bfCxNqtssgeK7do52ZtWJZGfJBaNPTJkVJd/gXMh71pTub4KasXODaVlkK/pxKVYcGCabLYiWDNn0jscAAqLT14c1TThpRAgq8FbCMKPj+irk1xlxFfEe0Qt12Ec0U8iK7FNlvYEyJ0TEo9g+2p/b5/0dE5lBG12HMQtNMF5mW7IPg6xgXIRtAxkxFNm9BYY41ds3j/QKlq38tn4IL1iM4QUFumgHZ+cMliYkyrUXJ17ItlPZyL7esdi1dBac4bi8VccenLTm+Hw5fhaRlcxjR+J+WnLt44rkLVhxMh6sM9Ly40lOXI18FzhOggPro4NcKQIHMkB7oTfQ5uxmbSuGZyezDExlwr4xMAHYSOZqn0nmlLYiI80GvWXDy+Qd/bJq0cvC6Ws2AOd8YyiavAjOCpUKZHLnpZlIaqQua4C7Brxi8OkEIQbARZkscMtAQ6pPzFTIEPLT1SY4YGMarF2hzvONfhF65+PTKfVOAJy0DW61Ni32WpCjzdE5XV0CGNZnziP3EAXGLSBRn8TqMbVNifRk2qsWmEEU4irp2ktGzqpTstAE48k+GG8/6CbkyxciQToSElXc7lYDeutHeozxXZytb+UtKpo1h6Q8YWEJZLiXmpI1JxjRtyMnl4Uc4YBMaWJA6ZdjDAJLjuaXYxCSHGYXrUWh87G0EXgxqaeN9bOJHZJlQsD4MGU18tiSM9e78GgJTo2lhRhh8cuatp18larpaBuaLZYiAlERsnWhasGIybzdrGwD0om0eowJbXO/CTdIVnRs21QpbgE+4WljR/AVyg3BWmRqj73mJO3Qn1eGkAPCagOX1rxzSbA6nXgwE9bddCe8mJwNFYJvIMGJkTzxxJ/RC1JiDUna+3aKbJrZJrEChO3z1htlHBqOiYlC2bm+IT/KBgjFhoykfUmWt5LEDE1ulzLGtrsRRsPKZT8gTPwpZeWsOf4ddvgHMcKimqUTGZ/EgSClFhsO5LA4eY4O2ZEVvxwAgzXHk5zAgpNGWMGRKi3CyvvZaBFW3poTR1hJH5zYktPNenAdMcG5KSBfSV2+sSjgloYbr0bmJpLVvylAJURZNDYC6CqDDEBrAhpYy8v2XHUvkCHkgHubMvsjGx03eGx9CyvqcNp2NyrEPIZ/6c2hdNvVVhBXXzi2bJOMHM0Rubb57Sy26zeK1reoE+JHqc7LRttGO3IyxrcPxTzVNhGpyoaVK9Yc7RznIq3UKCsnN2xPqnVnyJnDw3EJiWplcoR+OfKXG6w8dqyOCXLqjyOsyBMbUhyVpfNxRHJ6Y4FCcqzyMmTcJwi8Dk7GNxB2mQ29iVMDk724qqqUA5bAbCJrCbnrifIWFlXUCsAVJzgwZJerGtjkf0dKcHwIOQBXQ2a/421Mg8cvztAQ457Tp7Ba3VyC44l/DqWfQn9IzyM9pQe+1iaRGFs8Mm13TXb0B/t4+xIxmk10hPWlLLecPyfZRpE1p29XpjLh3pTk2H05ohNLSkkOIkdiaoZjkpXJ5ZKVDCVPfwVBetz/WoRVnPk4yFUjaljFJCd0Mk5JTpz1uMH88jFHZ4smLr9JXUfszBk4ESw+Vw2MIVJsi+dubN6mjtBXHY8/V/E8LdgNeJh71PmHkb2f1H5K+6R6eNxuTFY0ntY/uz/6O9cmvz2qei51g6JvZluyL9K7pm3u/OR8BXNy7d9Urw/Eo19tR+GY2vUiJySxf7Q6ed8+7u8ITPA3BZXJg+bRw0atW8VDO6+OVpEcYruvYSWJiKxUrlUjBxBUI49rYvVtodfNq8FRWXAuldgcycOsZLm5ySAGmnP7GmZOGXNWapgQhKATA1iTXa6K0QB8wqMh7vvGZVhuFihQSMKY2UZ7Mal1Nk7qS/VtSLSJZCUyRvbnxhf9ahyJg+3+JEldXdt+/qahjypHtifo49a09WKF/CmOyHGNKb9s1bfR+nnLkLfmsNgGQDoXB9YcZbzZDsjSkVicieySFQMylNxXJR+YIiV1q4AhrNz/MDLCqnPtG/e+KCOpOhYJASHeT/2xu2rkOUvOUKHcVh5H080mOEdnwdk7YoY8pc8Bn30Hs2rxgaxqjKFy+lwoSss35OBt2VtwpvzO4k1nV5hLbhjWZLxrfW40Rq6HrMUn02/MMmPblCuI11h3Ju8rtYm3i36JnhE0C0jSnqO22rZcW61vqb+GnIxcP3lO5Db30aw5WZmJdWZCe/ld/gyMgfFF81OwT8iIl916C1D8NwaLjYesSB5XHY+rkcfWHd9msNo0ugWHm8UHZ5/wSQO5sSHjl21xIQbQAa0ROlzW2AZoLmAtKSfp/VGD/to84mdvb93ZkA0rH6thZQh83tpjOu36de/Z42/BILuuwWNP3UJDjKffOsdppmbVgjzIcJnEc/naz+3SRCZtFdnFCuKKDDlObNmp2ie211h1etuB0JPlztjKoowfnxtVvnIMQVseDBoAAmtO0t/1yVp5nABpzQn6abK8vgrx8dYc6q0USK1PwuLjhVMUEh52GCw0ww52MkQ/6ZcT+Rrl61h5S050AcCmqyDHrg0TwITWJQjsTGjJ6cQ+WY3cYLDOWKGDn84GzpqTcTy+crWoDmkNmYT4jelADrfeknHpL+gM6wfjkhNOJin+DroC6M9x7W/s8/0kk44OmXArGHfLZSnvnNw0jHXXLgRnLrT8WPGSUdwl+wRO+6hta9r1bdxDSoZyu/1Jf562L94et4mXt5J+pOgn5CTPZylDnovMvuCUaPeKNk6krxw72a62dUs80e1N8fmCvUx64lM4b+EBS1lOoGiTOCCXSE5wwtIfKAiRh5PdE7ghwmpI/BdO9kNyQMAvvwWWHIgwchocjmU5h6F6uftOYRmIXGkHEK6eD06zZjTthBBkdsn/5M3awIZPXxZYlJLIWXIYLjmejXo6dEoR/2ZqQDdmQXJbEkg19a4IfUQWXzT5CLcGdkIwDJNJ8dyuDFYn25MSZsL5eoXOEE5XHW6twtw4667NWhQ2Jy2A9dY6XFVoS012ni8QV6Ks1Sd3nue0S7nTsGWU7EDfpz20kz4KQYll6pzNWwvSIy5wvOK5kM/tDJcczc9T4qJZmdAjrdTj8O87MYEJ7TUFWfqLUhD8rTI47SjSquTyeHqSAwQRVrmK5ENm94Hk5GpYyVw5Pkxdy5Xjw8Wb2EKjkJwrZ8FZ3TbAKQOVBIUcuZAhzuaE0F1mDSZji506C132Tb/p2CaYW00I7d4TGheFZDNdHlaXS4M3Cc+FAWjkhuLGDUEYLDlxG2LAZTwu2XcMMXAyTUXtucsMnF+scEEr8NkFztouWPrq2Bb3jNE21uHvRoNRJAp6l0yDDPGpIjPKM65EeOIrK77Hx4hJaV/u8DWZ+jZBxCr0GiU6ziJSIiqazOKy1cjYkqBMIjqsHZcjo7EDcjKWTnLs8bu5TbXmRFLdyRqcj+2+bL4c92DzdawkaeLgJJZrWMlcOX0tK40QyfU6GVben4zQ8XgODuqDQx2q6+BQPAHBWSc6QE9QsF/riU3rrryhMA+TpbPmANi7LtnT6G9qtue7pvq45pzHcMkDxXHYvDKF/r4jD+0nEQ9/DjdpfZLi+TTuxm5QX618IrQ3ybSNc+AbKQ3CXYPNurUTQWtGl6vGKo0wW4djWbsqdg4M2xM60+DCmVPXVz2z4y5QwUbUZSUgeoWnpH3YNpRdt1Ql9if73ANJqTVV7heNV2rPSr/RbZwuXWXaB7pEkPedSkqUfom8eJzoudrLdPsCgiKXgqLjyG4TsnPLUXKsgP7EbaRMleRoOrikgKJ/b5mSbSikoWFFcr2GFYn5JSY5krAEFcYxLEkF9a2c81NYp8qSnCtJcNoLgyYK2S35P8QRNdQBrai4Kfebk3yl8W1hrUkAwlsrQeNKQ5jWTTh7MqA0azeWAk9maAO0HQ8V2Ed0sRXDxcVHZFcwRD9zCmxuRbpskCYSdH260/LvGyqOPorKWs2i66RUld2Pd4thTivHg5C3p98pO+66waYjUMs4uWOddTieUkLNMOF8U397n3crPHZhf8zNxSWfgCOAWnMtxsiDV71umBUHYiBhsYrskrNwsj/qHzspy0dXztF3inNxQFCUY0gceaVOjJDsKO1zjsByPJXoSHKmyUPIB1SSNHRNtgUh2srxBufTj6cSKNvYOyAH/aI20iKdTQwoD8r4+Z3FeaO+gKh0PpbyA+djYcmx1hq9hpUnOXGhTuNODhMNFhwMxMY7G3dMrt6U/eQsOVcvisrxEop//W4aEaBcgjbObN8CwXkvyE5Mohy+ediNI4Nl5FN8zpzs7LFGk1Y/kWsV0wrjq0m+DKlvR8m5EZNMXNelBBLHFgzRAFyqWu7Pu4G72bn+mjrEs50BdGR9enYlksOEXGOQFp4bG2quPtGiTfLWi/dnrm3dcuMvUhppN8iavF8wANWyQ5k+Ql6Nc3FsJco67QokFp1gXyh/1EG4tp2GXF9Fj7CfPBnDeDHXAIDATUqVpfQbm5M1vWKd+gPL6K9akQYZ0kIj//bfIa1CQj1ZnTyGt9qQ+Ds5TM2SMxNXO0y8MIE3myifBACzotEQa7uUoy/5MMEts0w747Y2VKRLoUK5tZ4g0R8AuKM+bNuT2km5YtjVvpKbGiS+QjUV15sNQE+68+IsKjldiOGsSHIj0J3Y/2OiWiRtlWjWBOrY/u6nE0jOEWKK9WbBdCT5ZwD0loZsH/9Huk/7ufRnVtoysfBED+jEWhTvL+gS+OyI44s5kyZL2z52nMkpEromzsiSXGT6x0Qhtpzk9OoNGhSev8CaI2Vp8v22foyMA3KkE4DQL4fRJ/3LOiDHbdgLdvL8Mry00niCErR1Uo2f/7wlZ0gKyFGboIaVs6iEYeTIWnI6N6KvRo7GoGTJ6X8El9hPCyEHgM2Vs+DsG+6BGqBmeYTZRmtpGHEWLeoSLdtQk3f6JUZWB79sxARwS/k3kym6sDMpTpRFxjpTM5E1lIz0j5fRuAHILzVxfpltLmypByt8ylLVsWEOudkmr86NhCfUiqUhaaosLw0dfD/ZXmnn2sY/09DWP3UpkDfPL6e0T1hSIp3i9tV+OsrxcbQtXCbycxoNv0G/Lz1cbc6Lxwn6CWtHjb/PqDVHHgc8QRRERxhHkj7yXLDUc9gTHGMgh+JOAxlJDnz8JMaZj/2f9rCHH8/ny5F+PHE1cumTwxisM7Hlxy9jSZIj22kh5NvgOAgOiwvokv0bEwfdS3oukEHv9KvpdFPgLTd7fR4zWQfpoiIAVqm/xKXCENbnK1DDaFcd2pYnkRsioGkMmoarnfcXWPSWx7HTRjrpAYAkZHvoorSNxsoRo2gsiqSploqJ+3LRTlp7VcYMoqPL9iSBhkbKMzrHF3Pj5M6DSpoynGB820B0RvtQ+tJCkOc+jaXK7xmuiXK+HF17GWHVc+reXqNXI8/9GkMOHcAvMWlFOiHISxxdpYaQIz1ftTgKgmOXLwyoIZhGeUPa47hN5Ex7aShYaW4M2D1Y9vxz+2zMRfLSAF1De4u6qkJHYNPaaIanMZoZJq1Va7BaEv1Nh78WS018sssM1AriGunRLDeqvFgWJhGepL+yL/EXGSE7tQ/8YLu0hFTIGcujU3pkazJz7dQ2CtHR+uVl5fPmxCQHCH/OmMTkzlVVvpy+sbv+Gg4kyEZ9vpyeHM7LlRP+DZXk2D9c6DigOh4DYQh5wzYqdA4On/yCEf7K7AjHHp4z3hfG5qlhO+4lP8+846yPENqq1tKh4Y9jm/PIwzk5KPyxbGj8N6ERsrSlHgsOBI4+EeQ9q14jSt+aCuK2nXIfVLXhYP4c6x/sQ2ZMoXuxfWFbMp4iJ0YqV2kkzwEr3zXEeir6S1nF8XLbgj4U9Jd9+m2CQCVtvYxYP8jvNPQJ9ulWxPDajvSTvjBuW7Eauegvq4+rlckRViKX+/z/vhI5IKqM72iCPWweHOPIzFCxy4VfA2aFnWcpbs+NY7M2SSATVTnT7hLeb8WDG6A7ob1bMfYBT9SuBdiG24OsMzqf6tcFN7DJ+4Ar+Zst0DHLydh7VCpQ80NpFh7NShG9CFs9YlmxnIjkCL3lqPEDVawo9DuD9jLcXJwP0mSU5MpjcNu0fTlrjvZbaEtNvayxMaJzGqjm+qjLVlo/vy0Yz83pVFiy8jp6/ZI21CuU2l3sGEyI9jirCwNBUkDVeSuUmKthFVcjhyc53iE4suQwY6hCDgSWHJb9Riw5snbV1awmzoLceHjCIxnnDuCtDJZQYfh7kr7+/3lKyTeFXR7bpUDT/aodwxgYYVVxDXLSmCJ3kh4ENgRjSLwZ1Xyu189xqcicONUCE/dTrhfV0qO1y8lO2tVZd4b9rO9T+sVjVll1NBlCdk5uIjPeF+sQyOTqvlo7FYU2Rauytk/dRtXnJ26j6pObd0tzVq5tzpIjtiUpI4I+uiXHfke4D2F1cQ1xJXKt4vhUHMyCQ6ZcYLDpGGxcPae47tOEWZyYXep99GedDA+h1oVwbU1W4+oUmZZRGy5OnkzFE8cVQ1UytGPDgfWljX3b4RUPlp8YyuRinlzBNC3QMppVpZmMgNXKRLH4C6pQQdaTCt+JCH2nZuWMLTyqbEbWaiGaZPfHIejSX4eD7bq8/PaBaJTCzDWrUGkaj20M2racf45qzYllOX1q2nirTGDNYUWO+1u1zPTbHMnx1hyxPzlWco8p/3ghJJac5DilJcfrT8j75EgJTJHfYeh4jMSS4wTtypLDYQh5B93x+OoRnK78tKfOJQPawVKVJDf9NmOvoOrMuqIfk5LgrgTmfELCK4TiOvcxouYNbt/jd86npwE4S3AISTykcbPUiqtDJamZFnW1IIJ27iYwCmmJCYiJ8sSOl6mz7WKZHO/3+yIZpO3zT2gK9+X6VG2vCDOX2xC206KuenWj/uF3vfRD2i78DsEj5amM2wR9gXS+56ifJiveFsuJdfH6idMZjpM/AGJHhKITPRphpZEeQYyG5bMw3NsSE+4J1jDGcAJtaQdMCiH31cdjkjM3+ehRRFGVQGwdg4Pjq4i0CmtClYmUXy8dJTsMF9ptfzgmqBXN46WvMVOnrVBOtrJ6fBPl+jZ1z21i2IcnAdlrhIcJt08eqJGZzIBknP9K46rDH2LhU9NXPnyMiwBoxkPB7fHojbixkwg3sFaZEfS/n6+ZRqFeOwUT1hcrdTIg4iXCqoB4WSaZ89VOmf0UEpNBJqnXaGzhSaK1NLKTsWDYccL+6T4W+yjtQ9G5UMYJLBreqqIQHU2uSnxKBCN+NvfiuHguOPNdtstxhkBf7diR76eSFqFnHEoumg3fKXxsDTKlpHRcNcIqe0I0JhZ1EkyrVKST/I9FQ72qQGsSJIXyIeT9shRCS86Vs+DUgjq2JESgO23G8+Uwkn5pG+6zBpvV+AnsnaIZNokgMcwpoZMEx1lrap1v+7Zk30hiklWUI6+hQpvepJo7Z464gRC8TVY7EDPQXri7+MyG+l86FH19cU9pPbM1wcrXhU0QWGwBXlnOUktWqCNQ5wrArnjIL7FjdJsGXZf+AEQA3XGxEJwsWH3wqy1L5CdHejA8kMNRKW6kX8dxm5xlB/Vkx47v3tTFHu0hH8uK3sPctpSA6e3ScUokZKz/VstWM9uoDshKP11OPpQ8GMdzjISDDJK1MRL6wwC5TPXVNay8hP74CJLk+FZBJXLAvUxHTNXJyS1X2W7ueKKlKel4PAdHT3A0kE87TRjWgJUIiGr4JaRu5CRqFg1JpAaCOh/y+ivJYSRJClmpoO4tMdyMZwrmxpOtmcfAsP5OccbiHSVvDKIXwudRRWcMx+XqU828Z44asdlXousarJvhxyC4jKHE6Jhw3tnpYNMtJCjNxDZcLPHpjZcuhoaxzHR7tvq3aBdbV2M5uTpTUlc1iMbtD6w6I8tXgZxEhmyrL12NWW+0JaVS/0nLVhpy48pjVOTUyMyfG0dCkgspGhuKLkj7a8teye8kiApL0xNc42Bpi1JB4kDkcpV1HYsqkSuWHLlcZfsNmYv9ZS2rlu8KR0dwao6t2TC4Y+sgfGJDvanDxCdeNK63zjiwI1AJoiGaNVt9GrJWoMIb3LgO3DPYmrbtRbjNnNgMkPKa7OtqVTyzjC/9MJLQTIVr316wrTruNzfA5hbtbNkqsDDNeA5T536ilvI+MdcQzMD6YoX1eiA4DTFOzzZoGoPP3T7rt3dPHT491mUjXqKKodWM6vvmrD2lh2AiI5WfWCRGnJVzdabsvkQ1dV8Qbq5YdaTjsDw+3dIi5tPYoqP0Tfifcv6Stk6feEzVmsPiWS769ARGfhXEICBRmpyAQIT6Fbc514je+Th3jO4f1ZLjlI0fO15+73wc7Ms5H8cSxO/nXgp7Sw4TqPHneiA5Uyw5BshWIbfPIEecqHT3lXFlZzI/Ge0sj41PmOU+vQ9K/En6wVotPDnaQp0q4ioSe/lJuf8YBNsDHSs+vUVoLkFzOvglnr5o6Fjo9WVhlzr4c3zoY3KoCehjthOV/9hQTPTJtuTnxkHm41Ig77MEcu7I9AvbI71ulG3ZBIGyTRyGHvXP9U3mB3U7Z7Yr7Ue3FebHfi5P+yVjxm0zY9aElKu/S60e2tixDO25ocrUQ8nj9jFXicfN/UbWWTRuS6ku8X2vtLERXp6sDKHcfjvH/ft2UEPIpaqhvFCXa+tkXIKNxOptXodV5hKRI0JkgPacLdtvxFvGIeF08s7Y4RsngLggaknUCujOxttdBmz5B/sGZk5YTex2aboQ+lDPpcjmPPSnrSI3lvdn0JB711StPJw+U/S+ocwxy07WqhP11awu6XZBchSLjmw/vo0DHaQ1iDP9cjqW2g7fw/G0fpqeNW2yYxesOYnlKGiT+uWo43qrkpPVW3K8FI5//0F+fJRFS05/4KKfD8ZBWKSTzRAhNdWSo1Uht92s47ELQL2ZBAcYLCfH8NLZrwHvCyMkjgyLZVNhcz0giAHauJcBZpgtQv7pmOyN7rhAAFo6bA0rOGJzBL/3VUZxiUqe25gECcIT+sRJAfJBkrZXHZczT9HR0HHps5PpO6WC+LDdP7l1P53iQ14u88Q6uHGKSz1KG7FraBu3IzEvR89Z4jKZ0NrknLaTsf3G+G8OKEM0jjzh4Rhxe9kmIDHEqYj4RwjOc4bk+AOnqJ8XxY7w9r44Yf2q2CenFELeN+tl242S5MzNZHw0BGfOiyfZDED2y4oOS3IYzr+DwS12S3RypuIdgxi26jbBHkMNobjE5zp1QHsOF6K9Jak1QAN7zfCBycmCIwAjb8aAft/1159m9Wko30dxYFYdl8cuS40syH0a0Sn1o/A4Y3KR6D+H6Gg6eItORT+NMNUQlsCaE/fJfVdkxYRGIzGa02/cJ0vgYkuO5CRSpvubcycmez5SBcKq4RgGkwICmkWuqbDkEIZcN1KmdxpWHI/TszqkA4stOTfSgkPMoA27StCNfZM+FBhWF4LLlbJb8Zey8sDWaRoEdEpEltYeuCTdALcEZyfsrsH86Cx/f3ewdxJtSZYWXHlIfxc1X03SYTekRyU8cG/HSbtw/PAhzKJtqH+SVDDXT46pGxMCrUYdkoO24bZQpk50sv0yumny036M0pJVTkfVmjMiI7bKaZxV/1n9eUidj5P+JPhmP9zQMi8/lDTH8dhrKJer5H+1y1Xyb0+0YsfjqVWVPA5m9N8q7T9jqDjuSzEY9Dlz+s8lPXg9vGMZdTbSa5IDdN+X0891KWi5Ldw5qkXx97d2z6M+t8RkQ9o79/+CS4GsPzW5BhWHnwCKI3PRcbnULh5bfC85J6v1saD0C7bnxsnrG8uIt2nHXHRElrpoOkT/p07HQ7/+OGv6FPROHIM53KYfY+GYlH6aI7Ea3JBcD8N8Ebe33yMSz26+iSG3qf0ocTzud7nt+uU9tJdVyHflXOwxieC84x3vwMte9jLcfffduPvuu3H//ffjX/7Lfzlr4Pa8m17s0oGMtdz0+WeY0awNWvFpxpL87RjW18RYPW53aM+NtYZMQHvBaM+Vz8WRkZzcJHdscGRTO3dkgHYN60dzhPBRDtQRcNEA62YxMynY2ZzE+U9MeBICVOyrkB5PdMRHbRdFdvrozrBNvd7BPlEM1KbYSPuVjkPbrumot4u2mfzY2nHm5OTOff47ixflfB9VrqnTL3iRH5GZfrem5fgcxe2Jnf2DMbzs9/1H5BuKthPI0FB0GKEcsP6dxXYWMiXJYSawafrL2RYTRlgsmAnGNGAAnY/qNA3MzOyxk3o9//nPx4/+6I/ioYcewkMPPYQ/+kf/KL7u674On/jEJ6aPLIpPjt2o2o2bhGUyA534MNSJY2+IJ5+Oe11H3wbhjykzmcqb8DIw9hvgEs7nGHYxtriBtz6WwrmS6Cc+JvWT6oZwwnGTXvCZq+M1wK7mpKK1dfQ3LdzfSp+trDs1lp3M2MWwccWqk1h0tFMUyBc6ilQWcf/RbVLXeL+GjIzs9oIMrU9iNcmd78K2GkuM1sb+rd/jqiUn2Z+35Kj6Zv+OdKgIIY+3s+yrqVGw5MzFJB+cN7zhDcH3v/7X/zre8Y534Bd/8Rfx4he/ePLgzdqA9/QGTR079jb8CtwS0O7WGbnPHaNYo5pNaHlhAswpwA3ZftGkUppkbTJBuOrqu9NfYnj4ArhgtGt3LcrnrisnMSssmhFa7QiznLFtiLarf5XsBLrTSD+2ztOxDP9/exsAEcypqxJfq4fjne2F/V002N8s6pdJUGjLOCA438NYBL5o1H3cMHCLyyHiDPdmJQUY4fR3NbHLOalmSbnon0N5GUlJBqg/JViZR+Kw9CQUPXJSLh1FNmychnuixk9H85NJtzuSM9M/J65anvOVKcmI9eLCODW+OdqxajKz/Uf8cpLvTnhcByppz+ijTNkTGfL7dZ8cKRuMIBK0r1EmHXxKPjlKCHmprINvAVBaxkGeUTpQqYau6/BP/+k/xRNPPIH7779/nhCj3fYVaCpIindAlpua3TOD3lqj7YvqaDEBvGr7kghTlug8ITIn+mS5K3idekIQORszMbpCHpCi7OgNggF9li8KQahfBG4AOkkniRyp8Gb6JNKkVh0GkKldxQR7h8VycyVBWtjsyuqTD3a5StuljaE2JLCUsc+UBgfAVnOS88lKkJQ+SU+0WmYBCH5HtdK48jQMiIrv7+cJd98lbaIQdBLPnGAciv52euWckoPSEKK93SSIkRwvfDYN+hFF27R2g7wk2EYcR0ImlD6JDLkdihyKzoUmK9YVukwtCiuI0I5uu76/aCP1GtooEVaKTmo1cs0FOdYpy54yBxcfmB+BPUEKyzrYnSnJCRylCWmkFc3PZDyZ4Hz84x/H/fffj9u3b+PpT386fuInfgJf9mVflm1/fn6O8/Pz/vtjjz02T9MdgAwDG3sS4+KaqTPv8KOZFVmrC6ekxC9F2S8VOmwY7VyXcNgHaYNyvh0i2DdBcuUXMtaWMRNnDk1nw/0060QgX5xPAtQinNVvzZUgtpYd6jBYmiqOse+nOPMOYfPctz0qMKx1ZqzZsem9I0yZk7LzkV9Wia+1nO+bTKYWndgxwjOb7Mh5IyI7A5kZnhS1RCdXDyuJvlKOQSU64jiGbYpeUbtyeLjQMdsmJTnBOFD6JQQlOi61zTiJkfKB8PgCkiO5QlZJqQP1eibnT3b3pCEzZjCelB2dtKHaPAviFw+oMuf+gGPrU/8TRpYcX4vKtmF3KdfP/RomE5wv+ZIvwcc+9jF89rOfxY//+I/jjW98Iz74wQ9mJ5QHHngAP/zDP7yVkrsCbQyIyC5VRQSn6Ri0NumkAABo0Z3aK6ZZ5719xx7ExEB7YfubFYErKpgnMvqlrYqkggTwLWSXT6zj2rSn3mCxYEf8cnoitGoQ0KellLI4PteKLHD2GBKwXb4C7HKgqb3CHcHxmZUDd5jG+eI1R0huADtbdFRFcq4jpsxJufko8B8ZA1GR+FQvU1HaVl0Co/S6i5eySstYSch5RvXq5StFfy1DssLZikRHahlvGyM6KrnodUz1KVpz3Di5Ku2stNdl5Pf3f0ekI+6vjRFYk0rjC8vIoM/QKuHE/VblClGVSDYOzQOCFC5X9X46ynKVl8Ecnq25TsbEvN173Wte8xq86EUvwjvf+U51v/bGdO+99+LVX/4DWK1uzRu0ZomqAF41iQWn2eTJizltYE4awHAxOqv6IYz5BCcYr4LgdKfUl0iQNwZQSXAK+XBMC5gTf7FG3RjJso05gUuCiGpi7ttOObdyPHMyuZsdj8Lvoe51t4xdkhwncH37FjBnZnLyBm4YODWTX3ZoZXD2tDXaNrzuuyfP8f/95h/Fo48+irvvvnua0CNAaU7Kzkev+sFkPqr63Ur3YOZ3VO9bmtNGG5Py+ymzL2mX0SEi/ck22b6XobUr6FPVLxov7hNvy8lUthfHqGg/Om60P/2Nyu3D71zYJ+RF+vV9K2Sjkf04aGe3R9vkd+LhJ3bbqf/f7fe7GzsHkWsz/G//njsnbZ3oj5mDCSPG2dkZzs52XEDIRSyB5hEd2hi0sT9DKcJpbdC6hIJMNPlBsmtUL9mwDT3nxlpbulMZcri9KYKMk+8JyIhazQZgt3Q0i3jsG9pECfTWHd5YwnKUus8BE7pNAxNZfsz6mGpiTEdpTsrOR3FUJlLLhzpWaf0zY1EjJXN26uBa00bRR1h2aq06WYsOczBIYKVRLDolZ+SiNUfo01sfxAt9/2IWyaqubeVkaLrEcotjuAZBe7dNkzlqiZH9RaNS+0BnJndcSjVyed4oteT4vj3J8O3Jj+U6m0EhcgcaEB1vyelPntCUaVjWjyw5zPb6tOSLAdO4elbSkiOulJmPq0kE5/u///vx+te/Hvfeey8ef/xxvO9978MHPvAB/MzP/MyswZO131qw+GOmo+QkB18GwO4kl6wu8jc5FjhLCrWYZoavQO/D426UUedntn0OWZhyDFnC7HXfzak7GjBTclBX6Rh3PScFiJx3NehL2lH/nF+P4seT+OTQ1DZCF8U5ucpXJziGQX5Qa88/7A2yzshxral+DHUb97pEqxOjDsTVNQAz/YPt/jwmukZLVpGcuH2wLXs+lf5Rm6Q9xD6BeLkqaOMek/KxOcgXP4Rsr+mT0SuRIb8n+4Z+msub3C59cC6F4Hz605/Gt3zLt+BTn/oU7rnnHrzsZS/Dz/zMz+C1r33t5IGJXYQRs11yao/4qVcJn8vmGKw8CRiRE/WCBVcfO5uTPFnX4B/AOSi1pHqxub6aH4/iv6OHlw9tNJ+d5JmaseoEumnOvwpUHxjNGVm2lZYf307RtyasPP89HGu8faqH357z5xk7njHLS/nYQ74wxZIjHY/jYwzaapYcwPruUep9E1hyRMeqEPKIbQ3h4+KS6+01NrKKWZRnMJ782BaXUovqf/6f/+dZg2ThkvMRsLfcLgssgtTkCxZcE+xqTvJJ7VRLQIn4ACmBUaqFA9HbvGYdkoSnGfQa+qeWm7H9UocgEquh1ILidFGjr6KnrUZ0vEUHwBC9GFtYYiuKtq0QVl78LvXSiE6pv0BNm5JVIz42VYdgQOU89x0EUYktOUl3aTmJ9nnS5H+uhHUNdCaJtpLHqbEnjZklntCO5CgyPMmBIzkyrDz+PhUHK7ZJhsWPwaDO3hm7suQQQy94B9gTO3dpq+Od+OL0OXIamuRAy6445FUGGdgSCZQntqEj354P+EjOJzFAG3LnhQ9YKe7mopS2ILkOtacMkCU8yUqARpAqyE4utHxsCWsroqOZIeIxI6IjUzQUw7wjMmHFh3qEJEY9vPySUkQqRgnHSButMnkNiZFLTCUSFByP2B9fbvrv4nxccmQESJarVFKT6J0e6JC4L1Y6ZmaDsN6SI8lMT57yOXIuZYlqp9gw4B9uBiDjokca2s0DjRnNWs/uxg2BT6abjKQvDrXbPXgbX0urAcyq/klmTpqj9mGpgXVORhB+rWFO5NRcbBOVtzMYoLmwk6Y5Q++gt+ASoJRK6NH7sOj7x7Ib55aoVMKjtY2clWMn5TScOdov2ZcgEQCG5asc0QEw6pBM4bnprSfK0lVNPhuN6Az5WJDtF1sbYr8ZtT30fVKPPDHSK5OXZBZ4hzreGMmJj8d+jxICam0JyXJVkgww4SqJxhivQh6zvbACebwElst2PHeCPhzBycEwyFtIMlCrzpberpL+6BPh7S2ba8BqNR08LaWw7ahclweHJhIsBhrB93Jhiqm/GSuN6oedoh/Fdy9NyH8To3Du1ea19xFDTQYYNCGkJ7IS/bPFIJ/xuBGzHcPmdtKcBSvAAJIqwkfB9o4ISoI9CXWZqN/gG0WdFAfkrLNv7I2Z5JOKltaiMZMlIk2fHNGJxteWlvLHmN+mLQcmzr9BP0Zgzckgza0zkhS1JK/XVftNKo5DaR/sl9aTzDnULD2lpcPAkpJLNCQuvf7KjWX7sUW/nCUH2d+sl5TMTTLbcdLf6c4ByZmH4yI4BiAYoAPQNtnlKtoYW1AT7pw0gAucrxuHGc3GgAngVbNzkhMkv3I3ARnOJwebItstbdlkhfUkp9mwtZoJdGdNsETko6LktUhAklSMC9mR56LZhOUXuAE2M9Mk9ct4nC/pkIBcUsCR00kGgFYDS7ZpXKbsCYSDor+bNenjkKtntmLAkM3YPHMCYAbYUJJhem7dl6uMGk4aLO1oaChv5dEurJ7NxpvTtslvvIVVR7Nq2O0Iji9wSBb9xyw6arh4yZoj5OWe11KHJKRc0SV8/objaGOUZI218TaJ2vapfqk+iX4xycnICr9vY8lh8T2/H3AvfCSukYSFCUmM/iVBq1slOZFt5FrMTGJ6XAQHGEhAaQWJ2S5p9d9nFKDkILfiPOh39/CnNGHuKveMF8H68Fk48hLIMtxPYtInLDumEKXrVtYoS8Y8sTLhrTQrLDv7FrE7jD4IPUn0+s+4N7NROf535KGdDfWG/hZVVJTC/+PtNwlyoX8kJLzvEjeLwrLDvu5Bo1lagOhJnuqRWAXiNlHouWrVIWWfeP4klhvD+RBzzaJTGktuk/45FJ2bfhv0lQ5PCmPfHMrognCc3BjB4zgev6JNzi8nsUhp96jGciD6x+eZw32zLTleluTCPYEa+qnh6fGJyx1P7hiVfuz8h/qD28K52OP4CI4DdWZ44MUJuArZhC8DxAA2HL0VwVqD+g32v8YTsR0nF/HV0ll6nDeuDEWgK6vkBgCaNfc1m0ybD3XVxibjrnHyDHusk63UzdKfwVBfETwJYWegPQeaxldRr9PNjwXYLMtmR9F5k8Zn2NxDnbWwWOsQZ8tGTKUTZABshlmJDIDbjXV+b7jeOblh4GSGAtcdFdm9AX3+LVp5MhaeXHmGscSDic9OFHqeWHUCS4mcu8Lx5bNxikVHPWpJYHqGgzRRoNIu0IMRbqu05qTfM/l5RPtc30HPTBtPoiKL1FjYt98WywJCcqGSnIys8Luw5FCmL6HakqP9Lnb7iD+OYtWRVhypK3t57qAvJUz8UuHqLZF8szomGA4nqya1BpELg985/M2+CQ2jtpwApW1zKviK5kwudXbd8N46AfJfxrsywfqKRL4DlFlCkvvMah5RoYaB+Hxsgynnx/k7+XIVTASs4gfWPBXYhLZHWxHdZSZtCWjrrjleibemmw5Gfp5J/Go4u79o5YmJj+K8XCq+GVttVF8ZqY9i1enHEE+rbLHN+DhGLDpJ1FX0VFST5UXWHK+namkB0m1j1hzle7I0Fv28RctQRn64L7SQpSSoQJoUFhSTi2wYt9a/l50OnMiKeHbQD1H3uHO/2RHOKDoq9Z4eesjIKgB9dJX302G6xGril4maStNbgdn68ygm5T4MfGxy67fDygrMwhX6G/T1ObYOPWfra+MdiBOanu3HtoxCg6qSC3N1I+N8gQhHGQlGHbLny09o1yFMf8FE5BL15fbPITw1ZCcmMm6sICqKxP6a5asxoiMsCQDGo66UsG45D5USBU6y5swkOf0hR4RL4QWpLAgkpEmRLSeKiMRkSRNSWQGRQdpXIz3yWOTJ60PI/a6ItMifchh+UKIU5RV1SsbWD8Q2Ciw54rzH/vVTcbQE57IsN9SZ/m072E4Ec9KGDzPvLKzJYQZFTrxck+PG9yOa5DSs6rCxxcn8clm1Vc9ZcqhxVqA9RZY1HYONPy97GWI+GG5ZCXkCQ66A58y7ZuFFRwwXmTiKvixBjglTcV/1spaynKVVIy+SnZitC0fN6uUr5SENQM2OLImOFta9U6IjRMpjHXVATh7Sefn5sQaoxCgjWyU5QpZKIMQfyamMSc6ILK+LVrsqWAaMLuGA5CTHKK8RcU3436EnvtEgYXPEJCepPj5zierYHjOXixEC1ZOs/nNJem2DbXS8hOOb5TfGdvLbgc/Zdjjw+IzZ93lWIHcE09FRrgJfJnwm41GrsREfDaUXs8w+9bpWXqQS3eImsc9OaX90DLnjDrbLh57SnFhs90Qn2Jbqro3b++MVfopYpjauvj+vf4JSmxrd4vZybPch5ZwksoTuQYRr1Dcri+PvFMqNx8lBm3zicbWxczJywQ0uaML73Wxj6zhaC85eUXO23PJV8BNQ6sR7qTiSh1C/BHZJsD4m7s2u3fFDPhhoT3J3AAZspKBbztwFyBD4dmvnk7MO7elSrAzIP+xjFENXc0kaMxYeNTR8jlUnmiQSx+TgqUbB8lXiDNzLGPrE1ohET7l0pb3RDxtSa460IkXWnCkh5VMckIe/Q/mBJYftBlWO2zfJkuP3K5aZMT1T2WVLTv4cZSw5/m/PNTjtF9pzZF+xte8nRvFCjLh4Ikks+gWWnJnPvutlwdn1a2hiwTkgw5gwtL92Zls8atj8JWJ4uz60JjjsudkhuQFgJ8SOQN18E/C1gXavV1h4s2QoZ+XJyVa2BdYPQM22vJVVJ7boCJmjJC+ySPRy5dJVziIR69nLKYw5qY3/zlk9cvrESWTl/qJVSJlzs5YcZWxNVhZcGCe+ZjJjB31jWbEOmk7KOLYvDX367ZQ/Lt+nP/7dzkNHZ8EZLrAJTxF24c5ELsvrTZ+sgWZtZyyzmlDrim3ouPXhwd58cY4SlYdKnXs5b2Aju27QKbqRKM1DfTRT2oZjB18JzY8nfmUW2xMn4sRiEvYpWnVKfjrSIpWx6GTDyzWLjmbNkdFWg9CsNScp3qm16fXBYFGR43oHZDGcHD/4Tulxj/nlqPl64r+d3lpIfuJ/y8O+3Lh9XznOiCUnlj1Y41jXH7olJynpkOgUb1UsObH5KuiS+uOoiTIrcHQEB8A8S4l762A05SSBVw0zTgUAmyuILHueJMK4y+uQS3GXjQmH2i+Xtbhe19lNx5jFRiP7xeipiAhIKIU0s7IyTsRBMr5eVki41CisUqi53CfKQVRFXYmncP+wnUt0SIzpm5eqlAtSk4Rui3OoLVllI6UoOu5eVjQWonGRygqf54I8Kf2LhEnKgmg/ti/mMdFY6u8QnyjxvW4chanFMqdEVs18Dh6umnjXgeLwpfjG31HRzfgtKph89vkgZ2SjrhIQgA2C6AameutL1kmwTwiI7YpXumMhYxPozbUk+hsqjlbalV9PYLrtgPYiOp8rzNY9AKOvCVaDZp1vyy3yVdXh+u3o/GTREczaPtHM5nqtXO8EY6HicZsM2QEiwqORHSlLC0fXrDpAkkm5FPatEZ04r43qn6OGkCv5bSRx0vLnaPG/8k0+Jhh+m5IFeSxxX3COIoyHlg/h3sFzvkBiEG9TxgmUjPrHBEIlVEIhlWwhaivHifsqJy4hMRTJifrF5ND2C09In7hPHJdiVgqfC8plMgWHIzjnG1CbfwXmk9XO3pDJGH2CAgBq9+aJNDXRH0UEhBuCOWtHl4r6bMUxGC7rMMO0BNB8YkLMaC6sHwy388iSnECbqJCkKTzkp8K/7bUX0fgNY3OHJTm24RZj8IQ6V4AjRPqA3RnAueR8TWHfrsAANgTu7A/At2+gaWoCWS2GiueWmsS+7JJWvJzVRHJGrDpWDopLWKXlqzC0W8jIhJeHDse57W5bwZqjhpT3Ogli5Z+DYw7IKlFRxuvHwMh3Ib9AbGIClLWwcCoz7p+cCm3ccPcEy5TWV69bFbSj6NLz+vfnNUMsgz6K03Eul4D8IWc+uA63RFUyCZO9KeesVBEz2BuGGgw1oDJr4cRsoyFqSU6tRWYOYtlE1gI0Ul19FOyuE/Ymv/HrxVonxOQnjG3UARSdr2JeG/WtQJu4YyXKOiJUUZcR7SNjyVXJYlRtTYreNkqg0uVuwvMbD1FL9PuJK55lRjtWtltgkbO6AFAtLxX71FpVUYK+rFWnVLNKWE/8OOMvTE60vFczOseWmwDa/RHpI+UnugsZdXqXl6xi69GY9UaFsi9rnZEkJ/57RGbczw6kjKtsz+oUjyX+Tiw5sQ5CBa7oF5CX7L6MbtFBM+ZxAeCYfXCMsd7Xk+FCu2tCuo1oz02+vfE3D6bVwWonOPgqIGbgwlhr8WmbyIo9/ouyDLtlEoY5GWdztEnLKFgvebu9leeBXGVyTSzbBH9gX2Fba+NIh3xw0LgTLzF6n5hAXIagENv6Vkxs62+tMsJ3aE2qgT2fGV1uMbqTCbI6AJ0rPjtm+SHY2lXu75uMqsihCKrVxWNimHjOupOMoVl14kip6MdMw7iH75w8YVI5gUUn54gsLSxI5QejOH2KCQIHJRK5qgMyMm2iIxuen/p42rNXPmq9bE1url84bmyjCPUd10E5ntI+MWZJziCrHD4OpJec7yePInVKFi/LPr+N9ubLmSO7chacMRhG1ZM7h4YAqnhKxW9JBUyeALd9ahhX0NNNSsFNkFuWyitjZTT26tTybgAR4c759USWpvFszegT9WVV5igMnAjU6Nd1ktAqFloiRcbuNpQeR9+XC4nv9kAEkkKj8b7SG2Xcvv/tlJ8vJ+OGk5sABcfhGKrVxSM3r2T8dHLWncRysa1VR/HTUX10Ah1E/1pHZIq2i2dV4ISslXwolXugSCZh8MspIHbk7ccroXTfTd0nrSHR31mLRrwtZidxu9y+KXJgFQtKOvSWlaFPTHqK4zmZAbuLeXXpHGyB4yU4OwC5St7cVLCX2GJEZG+iY/C3NAxaG7SiFIQN5Z6uHPFgyVGHWlH+LTMrE2jPjXXiVawu/gFOhtEwVVcHpy58+JuWQckDoFrNOjAAk38Bt5YfP/iOx1YHJGtJqx2rf5AhWfYyK1QX4rxxyC2ZX1aYuJenholvadUp+ekIi05a1Vy8dUtrjtRd8c8pFvPsSYqmR0py+jGjh2wxygqKZUSOKXVw7aZacmpqWAX7lG1h20jfUR0m7tN0GtQKxmT3T2/JES+9DL0j9bpzsruXibiPG0EjQrGUmdPW9SU43gLkrR9jPiyuenmPhoGCE/RlgzbRTNk2QFtxXDEYaIxuMuCGYMPKJ15NbtnKz6s5iw519ka2uXkqZEZqNO5O23d+nmzkG8EuY16ixaNfgqsc0y/PESNcTgBA7fyqvNceJZ9AQLfkFKw9k8PEY3kZh2IpWyVRkuwkSUx8f/HAyREdIHrORERAEh2pR2bZSiUlXoQnOoVw8ioHZEJVlNVkvxx5GjRCEslNiA0GeTEjidv2lnqlrcZOEj+c0r6MHI0EeZITn4A4R07/k/h+gg2lTtGebLIYO+N0HMe0z5y4jsE+sX/MWF8H3I16k7LXM2zUVXckWYMX7BTUAbShPmKIKXp7WpCHJ0DyU2ojIOtcJfNQrraVNka0LSsvJ0N8J0Z4j4ssyYlc2U7rL8fJ1bfi0jZNh9J4GZn+uynsV+RoYyXHjbit2JjICff1unNhW0ZmrG+yPI95+wJd47/F/kBP7Zg1XZnSttrvBz8GZeVvi+trwfEQvjy0Gg+5DsBbe9EcFcZIng1rtxetXc64Tke/gDZ2ucucAubELORGwsRPgQykdbLgLHy5YeLD96nLV9IXr2rpSlhz0mUkT3KEJUtZtlJDv2Md4iUrMV6yZCVlOknZJavC0pL9zv15KS7raJacZJ/SDwIZS07NcpWUM2mfNmZiuZH6alYX12/4WfTIKv+vKjNmOdBPsN8w08n4ZlhwPGZYcbYdL3lTOnLMsXTNGWPWeblC59HDp3DYJrmg+ga1lVKwOXluknVyV/BWhtwyZmmpq7BPve9qrTqRnECWJiODxKKj6Ra8Zcs2WbFZGaPWHCiWItlmyj0RjxmPp+oc9p28r0KnkkWoqt/YPi7sU9rk5I7289+D8agwpifrXr58cQj7bzP3XX8LjgQzqOsAojrH4y1BGwNwBzQNcNJu9ZC7VmBX86qhYnVwH3nlUSrefKywSRHn96cOaNb2bdKc7IbhUEeg2wC3BHNqbtprjo4xHxyJ3uck076hvKxCmHiVM7HXtSQvtupEod3l/GNifElyGqFT0D20rtgtyk07ElKuWnNmJAecXMsqdTNJxpltyUlkpjK0/WOOx0lG45wcoUji3pJYVUI5qe7Twsdlv9hmE1uABnmFJIAzp76bNbX5N6+aiWwXb7feh+eyLUdHDu84Wypjkaz9Mg5/HmN9xpoTIOam+TDR+dgSvQOyid6cFtRhjAzNsfAUfHcGuZht1Qlk5NqOHZOmk9I3tCDwMK6Pphyz5sRytHOZ85eJ5fnvufm8b5/bz8kYqk+MchxjVg91myIz/lvOA6U5Qd2XOd5s20AHStqVxlARycvvK8iYgJtlwRGIQ8jJGKBzd0FD6PM8CJ8dJgJyodnaROMTBDJA6y50Zvch6DQ9GSAxrK4XmednQ+AVBf5GU5ae7CQ2sUjnTOQihHb1MN8WSSTXhkHGRoGZE+yGwCjgxsmWa+YbAhFvZxUS+pIBsCZgQ8CK918S4phRa8HRctfk9msPZn+vK1aXZHtt1JTWL+OnU/TRmeOfk4To+PFEP2Zh9cK4Nad35hjuv2xywJxfDrm5dySUPImw6o891F9acvq2wjrC8bgZ69BYCLkmM1uFXJwjeTXV7uvB8c7UgDLoE1lyIpNUr6aQU50EkIYXriQJ4LVL9LdPaCHknQHc8lXuZNKqBTOFk1ggN/Mm0rGV7cAuiR2MXSojqq8RZR/8zofF6Pn9edWAV63oM+HBdcl+GWQ4fz6PAfFzqLO/p1kRaFeFO2MQXHmOUA9boJSG7MMz5IYyCbQGiBimwVIdHQgfxrn9MUqkJwkRF/s1h+VC8j819FxLKBjLCpx0M2RpJLw8ICxB8UwlwZ/WTz4BoyKeSUFNDomHHSccuxjeLRAsgcXglFTFxEOOE+TKUUhOuC8s0lkbQl5FcuQ5kbpg2r6AxADpOYzOJ8Vt4+0xTw7ayoPK7JMDeXD0fSIOR3CMy6a27cPN53SZ6lPD3BfCpNrEdn0fOUkByRvTBFgLz47Dsg2DNmyvnpnJCskwmo0jz2PRVJ6gUWYi2RGI4XRyVozMWMFbS0wS/E3YuWR+jSsJkZGT1cWwDblurAy5xh/076JnFmH0hu3fgDLtenM7od6SM/YT+lIRN2vReoC04JT8Z3J9c21K+zSyo7VXyM8kq46UU7IKVfUTRMPprSXyi/v1qLHmxCQHflslyVEQEI7YLyd3b/S6KHIr9oXjCxIgiE1ADmJig1B+tvZXJHPWvlif0vfAtDaIVDMfy/Em7FOTAM7A4aqJX6yB9mw7gmMMaG0zzPEJ1ctiHohRJumdPh6DTFSgqW2GZa45JIc5TeJXak40Gr5NDNBFZ8nJSVrDSkWkAm1smQhz0lTVZbqMBHjUAa1hcAN0RHm9PJGhdPIhY9lP64xfZkXgW+id72qXxcgA7YVNZ96dkZuo0/7J2j/lCVXfhIAuRzQYbqkK4JbrCNNoUkVytcfILrvtkmxfIYyWIKkhPiULT2lfDdkZcSYGEC5BaYSlZumq1E+z5jidk2UrGmQEy11j1pz+oakRn5TkSJlJLav+WCP5hCApYJUlRxuj34ekX20IeUJykMoc/q6TOXVfSmLkeRuOVZKc4feJ+olHQbocJQgt0n3xEml/rcyckw66REWGwduYLsYc5HZtTciYn7cOrZ7Sv+aYxKTCzEEkw1R4f5zicGBhasR+iQ4Pn+CBROjfRnOp5z0B2Zm1TL5gTPkJC2+aU8a2Tn/DTOhXT2cdHu/oWr6iIE7fFuX1VXxJKFlp5P7afVG9qL5dyRrih5dLPhphicmYuGeq+mnWHK9zQggRPukqrTljS1YxySlCWgxKJKdCRmwxUvfljt8h1y4gOajsF/fdYl9Jftbio7Xx35VjyLav3TcDh/XBWW8G03iM0oNcuVFoE/qjcNukpRa8Gbo0ifv9RLsnSAcAbQxoY6xfjraMN2I8IsNoLsYaAaaz1dv9p4TegRYDKZkCYms9kTeCaQnmJHoD7Dj8CTUO7ElPZn+VPhNKKewSZABaDwP3oeT+sqcZRIphl95uGuJ5ISYOhYg/3kHyP/XlKR4zvn1HrDr68lV0jMEb84DEojPBmkNCz5I1J07i10dZxckBMyQHQOp8HFtZBLlJLEPO1CBJztY+OeJcquHexXZirNzY/b6wpEPMjeRVoe7L9avRpe/uzxGn7bwcebn0Mkj8q+8bdHfSZ87NhyM4fkLpMpqXHnw+yimWJ7sbts6Y8RtL7RvqmLPhTOy7jlI42ODbox52zcqYGW7QLBo3wXQ87q/jVdvyPCThim5Nyk/upURcmqyZ989hkZwDsW8OuVFk3liMOQvLXWOWnqkWHL9d89mZYNVRq53Hvja1Fp09WHOCPiVrlEZy4LcJcjXmfFywPlTVsIrHlGMk+0LCULKCZK0/Uia0fgrJ8XwyOLfKPkWedl5iXeR+KVPtE+9Tj0FMN4XfZy6ubhRVadJw+2nT2QnnSCwxQXXyiTpx0wwOzXNxCRFS1HE+54QDt0B3utvfxPrE2BtOWojG+zGaCztJmBW2Ssp3lcGtnbG4AbA+tDYHwIgFp/hiJJ1/FUsPj4WG5/aNWXXihIIZp+T5kVOi35bWHLXcQ9zHk5wRv5x0CWsCyZGnE3mfHI3kqGOOLFeFhMedT5DKHYK/tfEiNXodPckBUrIFlPelh1bhZBzLdHaW5CDcn+KnH2QMrCwhhaG5DcQ06iaRw9UkONoadQw3YZEB0DSTc83sFVNJiidGR0LUciCGjd4aMQF01IRviFXC68a2yzQTwu7N4LhsbnLtrQbzw8+vI6b49I1Ye7IWnhpCpZGgnGNygawAM4iO1q9EdIQ1x7aHIB1CRv8kDcmRumSl+OVMdj6OrUUCWq6cHMlJycWgc+1yVUxKVDKEsD9imTEj6Qce2ed1idtF3wNSA2VctZ9wCSZxDfhm/vKMiFHImuRxRox05tR0Q99Xd4gavx4JA7ssd0OdOQG4EGuXNO8Gn4edwk8cBi5XD9C4/3eaguAmQ97rpXu+sJ8M95+qPrXbpLx4f/R9tAJ5TT+tT9I+1S3OMCwRXKe+nZb9OCNLG0/KIsawtM2yX9g+W408kKnoHO0LdVX2SRnK31mZHMqLM0OH+xRZ2r5c21jfmn65Y8jt48z50b5PxCSC88ADD+AP/sE/iLvuugvPfvaz8fVf//X49//+32+nwVUGs72ZOlNFWIhtLSz7ublPHeoY7e3OOi/f3NOwexDQbAjtBaG5IDTnhGaNa3uOdzofaeSlhtCMtSvsm0R2arbFJSIK7Ul8bF/xieWKv9U+8VhBe/fwEroFxIQz7b0cMU4/tkZOxMNXjjeQmnCMcPxUtkpy4jECUuLP67AvJlQxKZERkBrJiceJtyUkJztWfKwj+zj+HdJzpvcjvZ9vA/ceFvXxSM6V3yfPwURMIjgf/OAH8aY3vQm/+Iu/iAcffBCbzQave93r8MQTT8wb/RJRioLYClOsNx5el5q3wR2B2E2kR2Ax8TdBlWWhvyv2D6lX7cdPhtS5SXFHp7ev1zXzHCW61sq6QjjIfFR7v45ZeCKoRCfTdnTsMaITj12SFxOkMVS2H6tnVdqWWm7G9YpJU829MOZLGOqQ36fqkWtX8/eYPNd+1r7CeJPmj7hthqT0RCar63aT/yQfnJ/5mZ8Jvr/73e/Gs5/9bHz0ox/FH/kjf2QrRfYKl8yPcMm+OCVTsjGIHad41WBnfjbd8KbFRNZq1NjK5t1Zu7txrgu4ckKLQLAWKZB1nOaT3ejSdAA6mxQwK7PiJyRDaC68bxKuVTmGnc5HJjMDxxgLCfcohX8XtqvJBrW2cpv2HUh9FX0bpX1V9XHRL3DHiPNsqe2dj4pWobxfX0XaXvrlRJXJS3WseteQqCK5Gv0kMDWEPPStAWSYer6MwzCudHSO3WfUaKy+Xyov1r3vi1QHQPYT+0bGjtxl0n79ueFUnmscXH6BL1Mqvx975svZVk7Gjz76KADgmc98ZrbN+fk5zs/P+++PPfbYNkOmcBdrddt9mQMM6/awnOUonlAb51SnPYCm6s2hb0v/dwcwDIjb7RPNJWNi1qnNJto6BP+aeSP5Nxv7cNqR4p5sjRGSSpIzODdmMHMCOSZcynyUqyUVQz7k4+0TwsVtuosRGdp3KUsjOqX+EqWwcq0tyu1zzr62PVRLZNJecz7OQHM+ri3v0BOXEcfjhORIAhHLVo9ROQ4pOyNr1OmYCu3kd+W4x8ZWZeT6SeIiuazUs08lr/Wjwo9UxmwnY2bGW97yFnzlV34lXvKSl2TbPfDAA7jnnnv6z7333hsLyn/yg9tPZ4ZP3D7e3xlg04HWmyQp4CwYE366DrhYA+vN8JkyjmGQMX1ivv6z7uznvAPd3uhlHZit47L/lCwRBmguOjTnG/tZd/2HNnW+RBp6E/uU7q5mVntu+k+zvgZP2n2DMJlH2SgzG0rvP80a/dIVdUCzpnzizSPH1vNRaR7K3RN+KUh+UsVSGSXZynbVV6ckM9dG6lhoG/jZAKlDcTTWaPtEfqhP0N+/ZGjtpc6x87Hrp/vpiPFief579EmWwQqOx7GDbO+TE8mOfVNCvxtO2yFuE+mJUN7wd3QuM+0SH5moverwHOmX70f9/qRddL6GfaTu2wazCc53fMd34Fd+5Vfwv/6v/2ux3fd93/fh0Ucf7T8PP/zwsJM5JQr+MwZ5k2ntTUb2pgM6s7VPDhkGdSb8eALlPpPqXAE9CdM+dLG29bs0giMc8JLJJtabGbTu0Fx0oLUgUOsOzYSaWOr4E88pMdCsDZqL4XOTna8nYQbJaTpCsxafjZtYDGx9qzXZiuVXEDuZj0qYS3pyMqZsF8gSnRKx0YhOrn+OuEiHYt+utn2sC6KHpFH6SxLCwnlXyoudj0W/sQirGp+cKpKjkJdentDd74vbqTojJA0qSVLkhcSI9XbxsWr7YmITjxvpl+9HejsvE4V90fHPfe2atUT1nd/5nfjn//yf40Mf+hCe//znF9uenZ3h7Ows3cETtK6xKsRLPmMWIO8DQwRuSHfA1czDfgFxpqVjJ4gnvV3pwuz8SXhagkRBk2XV3rHfV81LYdhacQgwKyrL0CYloOhLs89EfmSc70wB/fi1p7ZTdPYvR66S+U7BZJe0rhB2Mh8B+j1dugfi9lrbXM4u33dO/hugJzlJXp1SP7l/rN6V+Ht6VmOlvdTFtfUPtLiulJpgzx83I02w1+8rZD6Wy0el5apAoCIjWq7SdSvsi9rFS1z2hGT+lrIwbE9kS929P47Sr7iMhUi/3PH5EzbWD6JdfExShliqyh3/FEwiOMyM7/zO78RP/MRP4AMf+ABe+MIXzh/ZMKpS69aSiSnWEma7hEQEnKxgn6YmXVIiCs9tQ4BWz2lXqDhOYs6Xt9jB+M3angNz2taVXYhOBxlbhZwbKq6P55ZUqWO0XWdrWjXNqA4y1NJuAJpNRr4jTfsiOWQwusTGDWCYqrmjQd7Vg1vnOLxDPkIGNrPzFcBO56PcC1fpnhzLdiz3J3WlBDHQ+sjthW0J0Sn105yRS8kCxd/TsxoX2isZkGX2Y58YMCyWq7TvLTnUy98JySFAzilZx2OO9iEkLAMHSAlU3E5mO845HfdnwR/HoGAqG3GncF9ArKK2weFL2fL8cSpe75cSlmDY6Cem/lzy5TsZv+lNb8J73/te/ORP/iTuuusu/M7v/A4A4J577sEdd9wxT4MjQDZ8OrHowP5YUyKQlDeNrbEPmbFsRjh5TZZT2FUhzoc2g9wNH006Y2Orzyr/jyJnZ2dzTMeJN2pgmo9FyWOZeABMmd9hi8nksrGX+ciY+peYsfujtD9XCVu7t3NWnTkWnVrn4n1bc6K2uhOt5nybb5/025bkqOcFo/ea7pSbnuucQ/Ko83TCeDI6ScKk7hN6xt9zY9XOM0G/MMtxoofnu4psLdJtCiYRnHe84x0AgK/+6q8Otr/73e/Gn/2zf3YLNRRcxjIQ8zRH4ImgzgzLXHFl81iPS0RQE0tt4Cw5G1cdPGNC4Ibs25Miy1qa0vbV1hNfxZwI5sQtV3m5gdBYKfdWxRiIkUDTpXp53UyLWdYdbrFTK0otrMXI/m1O63UwLYOd4fKKcBkVO52PpEW5ZA3WyM/Y0lbOSjPXqlNh0QGQhphHlpNE5h6tOZOWrCJLDuDf5+GewlF7fxXv2pKDEIF1xfhzPOzr9dQsKk52tqRD8vew1B8bWkoh3F522E64Dch9iAiE0EHjT7NDx/0/YrC+j/8jkScGkwInYvIS1aVhypvUNrgEEkXGPQR3LHe2FafmtDqCSWiybxPFNx2kZETeZDWwDscMakX1zJqfK/NWo0YFBJ3ms5Sdh91XwEc/5XwC8h0Po++ucanzkYckP6X5qWS9ye2rtepM8NPJWnRK/jmxLjuw5iSkKG6rzWelquSl+S8OI59JcjSU/IMSHYN+yj2nWEdUX5hEh4igaG0lEcnJiMdR9El0K41bmHc56h+QGgpJUszQyMmYg6tZbPM6YeokbQxozba6eIv5JGcX8OSNnR778m3pgPbcwPvQLIjAzpJDgFlhqTA3F7l7MfsgVSw9Mekp+eVo/jI1Vp0aP50xH52Sf06si2bNyZEcILsMFbTPkRxgsHJ48gGkVckFEQksORHh2obkBNaW/jyHMgJLTrzPHx7EWBiOccx5N1t9PEdCBhUTC03sKxT73PTnO7LQyL972bI/onbyu1TI/8nR+YhJTvy7xE7HE7FMhYfEnDdQn8+nO4J4XobL37PfN2na+BDyvQ5zZUEsCmvOjPS/8Sjdi365XH5yGEt3kZORk6uFnNf0j75X5dHJ7Yv7RW2yeXCknKh93642lNwfRy8v7SdDs6Ue24aQB4hllPaxtk8ei9vOcszw77i/bENK30R29HffTsqItoMzekbHqoabl45Pmnw03bli30QsBGcqaiY5DcakN/w2OswkFWOZP2eDOZtkkKkcUTWG4WbmnT/AmezbF5N9CDSuCnf8GXuJKDkDXybIALRBVYDighTVy15TCU9JRk5uIktpq8ksfC++jJT6aiQn+ns02Z/Uo0Z3pOQjbJ/vlx2vREKyfePxhAz/MM4lAlQISE/EcuMkfyuySjoWiVHmPCqbS8RI03NMnt1HSZ9AnqbDFri5S1SzIoPcQ5wIaCdwQ2abPZkIPKVfTgdJkiqPY9SxeCudpCkciC9Tm1NnnujhLYUR1+7aCQgupN3Xf0rvKFvHiXQ/KkrN1IcCMQBnydlHCPl1hyc3YySHSn41Q6Pwe0xy5FKWttSU255zBJbtSstQQLhsFY+R+y6dkEcckLN+OZGevV+OrGWltkPdchUglpWcnErH4351pR9DyKEofFwuq4jjzZZ0QLoc489J1ulYDKPKitv4v+NlonipCQgcmGW/YalPnv+0f3YJaqSdXApTc+P4Y4W4DLzAmXP/4QhO/JaiTRpTMwEDx+mYvI21piTTADaVJ+WJTn/jIy2KV4mami/BXSHW4n0k09j1eUjrR+D4poDcvsB6pB2T8oalJjOMb+5RBSvbITNJKfpQoc1NBDNXn2NPgFSiMzSCa6TvzwVR5PppLzM5p+ScrEiGWueqBiPjZklOrFtyPEpbjgiGhkn3R4WTcEbXHMmROqgkxz21q5yDx46vRu9Mm5IDc06fRGelf9x39NhKyfxi3af8TgoORnB4vR5urqYFrcLXYzZm1jIMtVwOyT4UOuPefCZWDM+ZjZlt6QYi8MkK0JxvPYk0AMD2zYcIjKae5LCtF0VEMKvxTuQySvch5LU/ReGnHtbsbaZlbZmKKWNh2RGaTfgA5AboTsJzTgxwpBu55a/A0a5zQZAtZScC2Yc6+/e2x8cND1Ymk583bqwfT2m+UR7oOUtPQHy0Nv3Df6JVp2TRmZrob4o1p+iAnB7e1FDy4c1eto3aKWHkky05CXlC4nzb6yIsOdlEgNIiIi1DWrbjnvAMJCFxOvanL+wShnsrDsy59rGs2IE5iGqN+sj2aii7FCfJG4eykH7tlZS5cfrf1h+rvzzcvqsXRWU6gJ3XKCkPfqM8LapwpG5FPdGY0S+3vb/pOJ1sxRtUUE186kMyWmOvteQMoYEM5igjNFLG7+WP66NvTm7YXSJzg+nJyZKuw9+kbYyFiv/jCWbLtxmOZOZwDL5ER4faKuIYiE/WwpNbWp5i1YlljJVeiL8rRKcYUp4LLx85viprjkNxfiksx1dbZeLIqkpkEwGKJ32J5EhiUrLEjFpRpKwcWJCceJx4X6mf74uyzur20jhQjrN0Xrac847DB4cZvNnsRpRWWTyCOvG0bfmm7QdwN1pXyVYaGiaf3hfHWF+cmjwaNfpsuoQccJOx0hiA0A1r0wCsb9AYcXHWE/FEthaIwoTEADqgMSbQxfoD7Z6MJFFWJCaD3Onc98PcCP6OiNh5f65+A7J+PMRICHLR54fT89EY6sfg1cJiAhh2FgYzmAZKbTVE13T80pG17AREpZBnJ+dbI7flLDo5giLJSCmkPNdvrl/OWNsJlpyktINKRry+yPrjAAgsOdXZjoWMfA0t3R9nECHkAogf+OFSUbTsJdv344ntEeFQQ8eTfeHx1ZCfZH7jsJnU0+5zVpyILPYvySRe7GZOV8dBcLSQ51rCEYONmqk2aBJvoMZOPrVLW7H/ULFtdAwuczJhZUnItvIBe/7kOWwa0EoZG+5G7gB5FnhV6R0bmdQJDbiQl2aI2ODwN2kIONmxpY2Rkjx//Mq+odHuiZaEjERIrGexXoSiT4S6NJe5ZL3DcbDNfTcnsJmMF4TwFuOc5XgK8SksaSUvWGNkZ4zoaNtiP5mSP05p2arUVm4fSQw4mugvapsr0VDyRdqW5MQo5cgJyEjfIZSp5shR/HGSYwQi8gOoZIbDv+P2cZux/pD7lPaS/AAhSSsmMRT69edLCKlaqpqJI13POQCYLUkonc1tzrQiizZdmDNjKrHZpS6ZEO/xfqZuaekAIIPZzP9goAmcizHkEhHHeh2yFF86apbD2YSfEuLcNVKMtqQ87EzngFJOndI2TQe5P+4/Z+6Lx6sZB6gPI9dy5XiiyMMDMT1OJG0DGdvmyNFQu0/Kjsdh1seI+o+GjsvtYpxiH6R6qf0VnZKcPHL/mH6KvKTPzHl8eY8DADaDO1DLwCo6Lft4gLulquBZdLKaF9WwJahjsDHWIRbtNAfkju1y16rpI6aOCcdKvjTYfEGoPv/ECJahbDg79lYt/UYgvl6K/g4Vlh6N5PgQ5KlLWNryldZOs+aIcUeXntz36iUr+Xe8ZBXJHV7cSc98XLO0FVlypKVlLONx7XLVaLZj+ONxv6U/OEbquFzpj6NGLHmxirWkGDou5URWnqlZjovh4XJQ/2d0HIiasWhfu1Q197GyTIUe7q2M/RuU/OxtzGiMAz6MiXk3yeFqDyH3VrBLVMo/liR9AGbfyXGkVnEIRmDxWeCQs4hMnQdmBUekhKeIGotOYgkq7C/0TZIDjllnSjp4mWPWp1K72rGVtruy5Ohj5HfJ5eVSEsBAt5yseO7MNS+JGdmXJPNT2sfWmly77Pjxu0Q85g6wWHBimNThmZoRh2ANc/yHriqYQRtrjeJVvjinBzFAa2PzN62ag1p9yLCo45QP2z5m2POIPiPzGGxtL1vZ3Zzy0VndDgJ256GU46X04El8RhQC4s0LlVYdiq0q8Vgli84hrDlSv0rnYwBpor+ZjsdqMkBpldjSkhMcYiSjJrLKKRTuC2RJa42za4jtvntoYQlDxzXLTewrpFlx7PbBRyjYFwye6S/PT3Acoo8y/mAVoliZUO+ZhGex4MRgMzjtdp0LV594dm8SufGY8pbr2u7dalJt0XB30j4taAVdtrYgUT25AWAnFZfxeLHiKNDqP42h5vov+e4oY2V9dVSfljjErmB10caba83RUOOXo0GrS+XHrbDkVN1DOUtOBqq1ZWbNKrWcQ/93bnxlY2Jh4bA9p3+rcnOHHu9T5qecn06tFUYdP65VtQMcL8HpOhuKXRuOfdXBDBgD2nR7L155NPCWnw3v7IIG7Fum/exO5nxdAG5HyAfbya/puCcepY88V/2blMHkBH3EQLMmNBe0m+XJqw7tvpNkp4b01Cxv54hOZgyV6GjyY2fkuE38XSviWerrkC3amVtuzxXr9PKCtkq7npTw0Mbo46UkZCAoMQKC4mT2hUPHCIdyHajLTQi3qfeoQiYsARDHlNNfIUs5mTX7gt9CIyxzyI9sN0KMqmRNwBE8AiLIm7zr8m881xGuUvisEhVXFGR2HInlfFF4hWoLzj7Bjfhk9PE+MWTGyY0kOHG2Y6ooChoqBzRr+yFzBCfrkOgfhBMipGpIT4nslCKyLpvolNoqf6vVyeO/c2SqRF4A3ZKjtcuMVyQ5njjUWH0keQi+D/JVMhKMpfQ3SGXndMkRjpzeGimRf3OhXYYsFQlL3KaG/IzsyxKhGbgaPjixFaehumUgeXHMXTZiA2YCTSEdzcRyDMmY9qHfg2hadJWcpCbqMeTJqRiGKKXIhocxd/jMlOvVpYudCTYqwP6x1/INNegjFXbE33qZLh9dkknZ+RNM8iViDOUggjCJGwZJNOTfY/lvgNS3RZVfuCf9ePFYik8QM+u5dMbu9biN/K7lzanMmaPOTb5PTi9lezH/jdZuJDOyPK7R7MV+nBn+OCVdy8cmZNck7iv512jtAV2mOIZibhz1OML2OR+c4twf75ffS3WqZuCwBKdmKcYwmAenX3tjt0BF5t1QPs8jRgDQdUPWzDE0ZJ2St4FhwIQsg6aEkDP3CQWxaqscpPubb1NP5KilIVmhICC0EQ7EO4APP/fOyeW2w9/mtBnP0LxvFGo+zQV1w1wsJ/ie+DjyYyaQu2YDYGPreZnuBlpzuPBDTUn8V3AgHuQVXrw0oqOQJzVpYEygpjohT3VAjklOrk1MpPwYcr/rlzoUY7ydUoW8D98m7D4RIIvnsZIEMAgdHxQaiAxQrFeVjAGhJ0rt2f1JRZlJOLayLy5903eRcrX+/bGGw2dDwNV9afK/uS+Ix7dEFSE2ydow7kxSvJI5eCrmOBr2fcfLRRQhj0Mz906RUeEkPaUuS4J47g90jj5jcuL2Nf0i+JuBcrJG5FffSK4vlfTe4sasGl/B7MlAPnP3pfN1Q81yFlC3hKXJ1uTULlslfSdYoGvnvGjJqjh+bg5StteGkPeYcGiJT86EeTW7jD4zCaAaOj4mx8mqceat2j5j/iv1r8Go8/EOccBim4KiKijmhDAMmI0trdDS8CCvGTO25KiTwRZn2TAYdg2cmiYt/+BLKkxZxnIWGXLF+LitreoNMFw0WNtaa84u0TGIbV0rG+4tGD8jWVrkNh8STiUitppniSF2VcAL8FXICYxmY18XqnLKdEDT2bcPs4JuXSNnRTmEQcS4aFqvwwi4Rb+cdxVD5XeCsfs+Gz4ePWFrLDs5q05gkcksk9VYdDQrkSzmWbLkxGNMsOQAGKw5YwkB49IOEy05w6pGZMkJ2lBgxQEUy0xgdXE6OJ80aiqTAErEliGB0lKV/DtdYkpl1i5DhdYgfaxkn9dVhNnnxkvC3IMDFtsD2UO7oE8vW1hxgEhoPa6GD06E/mZms5vZeNdRS/3kkNk/x7rDDMTFGSv6UOcnnTwpmlpdN4DBkJciHltudpNOqThnjr3P/nWYgRHnWWqE2dg711WmziRjyZAlN9orGsaXUvcEb8GqjSTzjtA3FiMvXH0bYLxQbM6fpkZWzk9HKwJa658T9InqWxUISzJGyS+n0s8mq/8WPjmDPIQkp5eDPMmpQFWm47F6VX6K8P29z40Z7rtx8qPITNrYlzUtN054TPlH56hfDUf7CvJ0Apj2r9o3A1eS4PQwjMAjtsYZ0PebMpkzo3+VqB3D94sLifoJRb5N7SBvTjHbqB9vk/Eebrd0iq4Bs+qPcojSFKEC6Msd8Ao7LzfRuEDAgxEIHixNyfh+G+EwVqarijFrjMcUy84Ui85ca05AXMT849uUrDkTSE7geDzXktP79I1YcmjEgTi2piTO1OitOLP8cSRikhPo4ccR/T3hMcN9GPjpILLWKDL7Nhy3V8o4ZAiRR/+appGleDxE/TXrDIXfg77yfGT3CSvOTbLgeLC3agCgimWbAFOsNsHS1jT9ss09+SGqr2KeQXF5R7ThUnjUto7RFaDYh4Bo54RiMhjWykVA4Jy3Q9l2njxMXh7y7wB+jooLU7c33HIjUFoWL1tFZhAezRqj9d0n0ZlizaklOa6/SnLivzXdS8tVgL4UpS5pRYRKITlTnY4lptar6h1pezKSz3IcjjOQhdxSVb59mJm4RIji/glZiufGuD9j4CsxeYrJT4a0qcteW+Iop7ZJNVmOFfuyTLDLG7PLZTVmkDHTQuEBe/W0tH1Y/Aio4zTvxlUC2xt2NBkfYzjOPRzqNtEI1x1jc4535q2am6oSAhYyGmt9VcfbjCPyGDTrbk3bsbw3Eary5KjHlW6ryZM1KdtxnCNnpJ9PAmi3ReP130u6lfXNORwXdXJj6/lzkG2TzY2T6KfLHe2v6JQbR815E+yjoo5jODqCc13IDRGV3/rmwrBdauo6S3S6LSO2ANt/vbGOzFNkkXUu3lU4eHYYw2gudp/x+DJBhtGuGU0pGR/bcO1mXTehTxqfYSfpjV2yWjAfkuwUSc9YMsCaRH9aEr7gAafIiPqpesZyxhIDarJlu4zs4MUkJ7MnEWUSFGQylvvG2uQgSU7/oLWyci8DVSTHnaMhqV1ISIL/Zd84AaDTSZKAUaKStOG0DRTCoX0X20eT/+X0y8mN/1bG3AWOiuBcC3Kzb/ibeccWnK1J0j4xQ7+jiwQqvKnMajcD8aQ9pQL5gjKqLTtZATvIXh7LmDpH1Fpy9tlmLNy8b5fflSU5sRWnFpG8LMlRdVH+zhCQWpAnYr1+mYY12xWSsW8r7xRL17a6HAXBqTb9LjgKkF/S2hjQeQe62BwVQTKrNGx9wQBuAHMCW85igYUvb1DzyaBqGWuORUdrn13eKfc9KktOrl9hia6mVEOAMZITL1Ux9HY5khPo4felu1RyJQmS/1vk1VILfQb9Odiu/i3laxYWiBefEbITWLoybXq58XFmxoYydmL5YZr9xnoUBGdnkBNEyfx71XEsD25PdLrjITfWKkHb3BPXHkyw5RymlnRYYDFCdIDKl7aSr05loj+V6ORIUqRfIqdva/L75lhpSqRkyjZtGSpLYCbMSSMkp4hSk1ICwMptuQSA1X+rMjPjCz2m+tnklqMmWWTG9JqBg73D8WYD9lEARPOjeNzNmDsvRAQ00fo0UHYCzoWCx2HpdoB8+30gDvUk2h3hYbZ+OI39PdhFJ6jtYrXWNiKsz7fTIK8X0ZC4b4LqZBjN2riHM6mhocQANsZ69LcTa3hdAogZ1JHTbx7B6Ptdr9eTqwetFEIESSSyPnnZCKr6+lT9PRlHW8WRVlGUVVLqQUsKGO8L2nEYXeV10PQB6kLIffg4EEZWiT51oeFKOQctCWAJHCUBzISOx2USslFVQZSWPymRLJEbZ9ADiKOtEplI2/i/g3BvgVK/bKJCEVGVy5mTRGiJYw1009qzaOf+nLtUdTiC0xmwS0BCcwmOLIkQ55vx4xCB0NobxYi3qozVgYgALWrbTzbxMG17eX4Mangl7y6PDbM9j4aAE0Gcxt5kmK0DMACs2JIjkzmPgEiON10/2ri74aTJPuB9XhvT0K5fCLYHA4279rqJaQcAwOeuOXQR0WuL3LU+dn/FVg9lPhslO1OITimsfIzkiH5qKHkpjDxHcjRdZDtBYkZDyONj0I4LyBOYCW1GQ8dzx6OEjg9tEJKckePQxkpy44wk7pOyZJswLLtQ1DMnWyFW/d+yP1KZY/lv4vFKIeRzcTyr8FNDlGvhTMVkwgmm3CeaUErLXMZR7gATnj65tfQYpQlW678t4WGeH8kTT2oRiIc3tGlV0ifqYWwOGr9ktS9oJtyxSchPMrljspdUtJMcYTfD99GxFDQdwGv3E612M5FcC5Sud7mv5t6KLSCJuIhYBH0VCw2QkpVc2zGSMwbtITylXTK+QjwkySlhSiJAJT9ODSaTnKBvRdVxJQFg1jpSQ34ScpL7HTL6jx1XTF4qiVXty1qRvCjWnW1wFASHmYGNrRg+ObS6xvLTde6CGLcUhckDK8ZnE1bgpsZ+RlL0B2Rrs8k3hLcqtfkb1ltyPGqrppdgeL5dEPZmzeYV7DrQGnYJ6XSV3hg7Mrs0nf0tTUu2ntWeHuQyvNNuqLOwJP0E2tgNogHMCiDinm9z6+toTcQGaM4tuVnfiUl8/NqCuf5E1r5QbGPVMdH93HcoWHNkW43kyH5zLTnx0lPOkpNZogrIiSc52hKV3DZCcobzgGlJAD3UpRtBVNxNWrNUpZIRQZ7kMfREpW8cWVkqyjj0xMMtpemWG8lZIjnistesLYk1KJahkZ8cQRLbEuuOYh1KLD8zsKzilzAnFNtNJFqujLmRYn2/WmtPRWbjvcPrWvrI5Fl7xL7CHoebb8ibISMT8grVCBcfILjBg6iHmR+fdFDqHR/Dggmoui/HHZPrx6uweM+4t5IIK4k4wmrKOJn2avJOTV5hLt46CSDENV875xfk1YaNl+VX/J2TX9N+y/s8zoujytTGKI25h3nnKCw4EkXT7VWB6fQ8DUTWsXqO/4n3MSpZciQ8iah0Qg4nGi4W59w59v1AZdiQ9lKTllBl4mH3NtWI0gvam5VSdwuwQ5gVVVsLen+bfVmfFCtbMdvydcbYMvnYPRE/2MasOgWLziRrDpC1zKQWl7Ilx+tQLO8wxSdHs87E7YeB0/2x3LFyDtKKIzHmdEwzSzmUqo67m7a3RJQcjgHdAqRZcTi0fKjLR4U2Y3WqemsL/LEMbVSnZMTyp1lr4r6I9cZ8HK0F50rnxem6MN+F/3Tznxy9BUg6VpdQky7+GHAJOlJkYdnaauHfkjLkkaSFJPrYBqgPYycM9aIS8/eW544Ln5uGGh/Aynw4PcYsrgU5xezINdDCyYPvE8PIg7Y7suQ4VJV0qJHjt01JAliLikObbLkJjnX4v5RjJyczSf6X0yHXJDcHcubvbTE25+5orKMlONcWphsI0GVAkCKfbEv7pHoaVxLiar/OM+nh5AkMB0m2sks7/g2b2dbI6kYeYvsEWwvMjbW4HBq1ZGcm0ckua6v5cMZz32xFcuJjqCE5E2pRZUlOvK12SUsbq2J/NgFg1L7m4awSFUV/TVaS/M/JHSU/nEn+V5CvyatZagp0YYVAKYQql1NH/Ts39gRMJjgf+tCH8IY3vAHPe97zQER4//vfP3/0mwhvybmsBIS9BanS8uNAnQFtuv1Ft10C+krltcs7jCIJDIpgMtBsGE3HW92A24DYOlLTAXU4NHY9H832l6ux7kj/s5KMjE5pe+1hV0FyggdTNBft2pIzRnIERv1xYpIjj0W8eNg2ebWrSznUZDmOZKllHPq/B7mDH11IEhKMkR+W2wt/50gE1/fz39XsxpHOKkFSyI/qs6i0nzu/TSY4TzzxBF7+8pfjbW9727wRFyxYsGBH2OV8FD/MtwoOqLHqzO0btJ1BcibKLDoe55AjOSNtRwtzVsgcIzA7R82y18jQ0uqikhpNdsnykdEhISdy/AmnJ7ecVZMBeZLMLTHZyfj1r389Xv/61+9ek+uCy8xqvEBFb7lZcO2xq/mIGcVrRiM5o4EQY5mOpQNurq/oNxpSHjsglxIDxmNXhJFnQ8il03Egk9Njk23kfvF3ED4+JQmgti/TZlcOxxq2ChsPnG/Z/WnnMzX5n5Tp/5YOzMjoACFHZCYOHHsjR+LEydj/lBjJbty3s3qmxzmip9RhIvYeRXV+fo7z8/P++2OPPbbvIQ+HyyQ3pZtZwzZRaaWJOIbB5Lwq8bpylc8MENx4CxbUYJfz0aSIz1Liv9K9PJIwMGzLepTVpCR/+aSAVSSnVrdB6Py5KSczaIP6dYoaohShJuNumgwwIiRTD18SpxwxD8jhQC6mjhP0G3kJmIIc+ZJj72KsvT+RH3jgAdxzzz3959577933kNPQdfnPMYJ50K/G5NrQVqUcqDPAemMdjivG81XGc6Uwhob2rYjWBrTuhk9N4U4GaGPrUkly1DsUL4RnQQaj89EM5//qpawa/5zKfrP9cmIHZW3cWp+cXTkdK7pQwc8m2BYvabl9xCITe9bXJtofYbIvDnPZFyeGifr3f4uPh9JdXWLiep+aub44entWdY6XnYrLVrXtJ2DvBOf7vu/78Oijj/afhx9+eN9D1sPflLGD4BE71jIzeIrDsM/eXJkPRxVRkzjQ3+DMgDH6DS118n/yEI1EXUVfj955GqElZwtycxlJBw+BJZnfgOJ85B+WMrXDROyV6GTGS+WPkBytzWWRHA2Z/dVJAGvHkW1ikpNpNxpVpWELXxwNkiyN+uIE2/OD5aOrCvK8DhPJT6+jJrcngIpuIwSvBntfojo7O8PZ2dmsvkm1W7Hdg6aQkaZJb8Jcf2PAXYe4rCu10Rp1ID9v3k3gLTGATd43B103bhput+ewfc2YzuRJklYPJ7bGtBUkyyBMykc2/ThnjkNOguRSsJu2mUd0GGHiO0p+/owOAJjd+njk49A32m89rFlgW5fKANXHetWRnY8M69dMfJ9XJumsqyI+cdlK8cvxYyVjqDWqFL+cYElLGbMkT22XSQSoycn44BT9bCbqlvjaZPV2/zeFcQJ9gKm+OKrfTO58xONIuRlfnHBsIJd4L17imlNpPHu8sS9O7HMjjiteNpu1XDeCo8tkHCNHcvpijVOoXU5WDvFSlcgizDE5apq+VkkVfP0oV+V8anZjFtaSHIgIWO2g0JCceLS3AlJMJ8wJ+eRmfKmMmIFNNMZJm/+V4zw+DQ1ZRSfCE5VBFsYLAjKs9QmAWVFfgyp+s+Fm+m88CZnncwnEAG0sLzcne9Hq+iGXVbiAcmFNnbS4jnAd0z4KyUnGqHU+zpGcQttitmMNsk0NyXFQK4/L/2OZyr6EBERyxveHZERzOO7rQPm+jlCpDsc94UHqixPIGvqMFuKUhCFHRCJSEY6fOhvnsg33fZEekzZmsF2RVfQpmjGvSUwmOJ/73Ofw67/+6/333/iN38DHPvYxPPOZz8R99923hSoRxM15NFmNq0ygFY59gfm3sU9Wk2m/7UNRWl1mLFNNqvaddJZ2x4q3qF1AWwsugdzNpjpApiZh1cqRvJ2UBycTTeSES7XuMIkxxWTX+w8c7wptgkubjzRoBKKA7MsaME50KkhONcZITqltoFbu5XPEijM2ZtRPrTxesuhkx8Re55/ZFgjlXGRLOIxaUWLykDkXBTmjxzFCfrTgj2JEV0zKNKvVTAowmeA89NBD+C//y/+y//6Wt7wFAPDGN74R73nPe+ZpkQMbvSL1AUOxOed8bMzwu5aWheK18P4Yo+19RfD5FhhmBm02tlr5yckkaw7voiL5gUDC2W8M3BD4JFNp3Flnwm0UVgonJ8MThd7pMaebtZqwuGO5AXh1eedaq29FG/Eivb40VbbGzuYjNvNfFdXlal3Y6NJVjuhULlntxJITW2Rk27Hwcd+vpmaVPDbfb85SVW81UUhTbKXJhoXPDBvXkLPiIGPRccgt5SRWHPfixQ2QXWIKLDoVlcYrLDc1kU9qpXFFviorONbdvPRNJjhf/dVffTkWlcvK9LtL+AmHaKI/TnSsOyRw/YQXOdeN42qSGwCzQtWzmHqpV7aXbyQcfQcyb0RZYXVj5vrETn1XyYKz0/lIK145FzOWncP+ioUma5nQl6xGl+ML1pmdYMzKNCF0XLXi7Ao5klPVF5C+OHKpKedPoxbNVPRRxxFICnHKJSYFRYKSI0o5aOSn9ufZxno0EYfzwem6+TfXnPwOlwh2DrZEPDgQzyFsu3BElrImPAioG8hazsH3JoJcmnVuqK8Kvu0NSUYQUFh57Px5vJNeEQahVWnB9ijdr7Xzzoi/zixrzkS/nMSSU3I81pIBSisOELYVVpzgGKZYaUadbIdtSQJATab0xYn2Za00OczwxUl/FyRWnBjEAPcyFatLL7+ChASWmwyB8mMCBbJTZ+XR5KhkK9YlOKZQhpcpj2NuFNXBnlxsOPjMFLJbpXaFOAx0Gz17Z+IdvKV6WTUffwzH4v90LGAMoek7IDeAvaGTquOEoYI4j3wWXC60wpZj2MX9G+igyMvUsRrVo3Qspfu/5phK4fAlyP1a29K2OWUcYmRz52RFizEKOydeBpqspP7TiMxizSsOx0hy61ToM4ZiSLrEHuay5dW8Bk2znUNfLajJvx2y2f0keeTglsCrjH/Mgh7EEJXN9TbsCJNZYbnrdwVPdGrv8UJunWL+nFzenF2SnNL+4OGYz6dTlR9nbLwRYjM5N05tm3gpfww1eXEiMhXksxF/xzKnQC4nj5ETcL4obzb/TY5Ixe1ZkaHIrMmzk7TfAstUV4sZEUiz0FB+Xdp0N4bksFsaMyftskQ2Bgaajf2oDwDfrHWf5XTuHlPITuk3GiM6aYf04Z3JfJzoEBCLCYkAC8c4WpgzS4K2sNho0Ip25pBYaSIrz8gYgUUltvQUZKmExHDaF6gmH9XWHS5ZVlIZWaKh7eOU+OWIjd8+Vk18Lm7cVHc0IedzcYhluYn+O1cOhTebHPwkcFQZgQu6+DBwMuV2NxVbLZWnwsbbzB1riyzro3PflLmlkOlYxQ6zHBetOBXzVDWBycguPexnIffgj/+e+NCvXhoa0SXeP3nOy5GzHVtrNFx9gqO9Ncm3Kflxifu4OwBJuKpgBm0663S8Dck5UoJEzGgvDJoLU7R+JGCgWTOa9XRytFdw/tNsgGaNMFvzggCxb+BsX8Eai842S1Zph/mWnFjvnH5x3wzJmVzKQdNFkyEtHiULTeyLI/tXWmnG6lgVUSBC6tJUvy8vK9wWLXdpx1BpgSlaSjhDtJR+miUmsQSN6JLoXdN+BFef4MQ4IsfjK28tAoZJYVfHojk07wFBsb2iPlBNqpNwlX7mkQmDd+Q4fV0xy9IzNieNLFntHZOI2x70mbJUVStnrg77PL6RZartx5mgi9L3UC9qxeUr5e8pOBqCs7WJeIqzHxtwZ+otOT6aaM5DWRbuG/tU6c7WEjX1XHUdcLG2VcH3gQp9fKVx+dk5GKDOgDZcb4J2aNbWmjPZkrPh8FNTET0njqCHbl4WCEc0KxwvJlt1aqw5ua45Z+KZjsejBTpjXWv9cbax4uRITrx/H744M6w02SKcfnvOF0drK/62S8mpBahoDYKw4kQva7UWmACaDEXX/u9ITs7ZWB1f06Gk20Tc3KnM3cTVb0jHVG2cebKlqq9CPocc1ehT206ew31ZcPwkMUU2W7M3GU6zF9f07YbPlbLoKFickKdhMtHJYVeWnLkkp4Ta48uRnD2g+CIyxRdn9n73R01E1dRxFEtWVaRT1fa8nmOWkr1aefZgRTq6YptzrTg0N8ul4eyEXswEWrqYieaHlV8G2Fk3Jp4zcnWtgjIO20SWeT0UUwsRAWs7JrfNrEgqMgxsnM7t5ZlFyABN5xJyTVjyCYrZdbawMTcTCMeETKK0se2XBIG7g5+7RueiUqLSqRmQp5R2iNXgkUSAY+UcckU59cGG9lPLOMT7S+209jL5X65/CXFiwLH+jPy96GVV9suWb4Btm68mHlUuR0YnRiEZ4IQCnP474jahfmMlGlIdXPuZxOfoCM6lI1fvCgC37XhxPA0nJ9Oqll82us5NME39ZCod9NBawkAEbBnCTcyZ888gGHtznGFeqDjDWmMaXCrB8QSCiPtsx2qzwnJU09nzYlYEU/sTVarnkwn25OmIL9VLwza1qBJRE4jOBJIzWpV87KVqTrbjEnnJkZwoy7Ga4XhKGYcCoZldiNP350x247H9NehlIKk0Tk2YBTkhJAmp0c4BQjJhRl6GIlIytybV+HEjvZcEKdPaqrpo7SfiiM0MVxjGlKMgcvDJ/GqsWMzTfHf6bpHpc6oPkO+3i+Wliolip054lw2Gc3beTsa+4DMo+zEO7v9zaExN3Dcqbosfb07f+KWrYqnqMjAenp4uxwCYfg5qfHF2hdjHZsQXR4M6t207pcZpIGbIm7JMVecgrB/nZTg1H7Ast9n5hHI06DpgvZ4+mRi2fbVQTfXTYXbyP+8DI31iOlOd04LWG7tkNXfiuKzEiQcGddZ5mQz6CKU+UunQh89D6DiAvvbVAqTz08x5apTklORmXjwmhZDP8ceZGzpekxtnqsNxvE3ZN9sXpycprs1UZ+MMydEwNfeM6myceVnKvQTmtyPUPUeIOJRRk4V4NPKp0H9Xyf0kDkhwdmQFuMmYYcEJzdGR4/Tc32Iqybkh5AYAkogAEp8pMipRjE7IyO4jMI6BdB07ZhCdnSUQjOXuc+7chc41JGdfqCA2taiuX7UPZM/hSL+EqOxKIYsiMcrpIfvWYkvdj2eJ6jpacqbCl2mgZhZ5KYGIQE2zW2JhDOhiDVpvdm8CXgDAvp22a0azweikZmtSwbYv1KVasANMtOrsw5IDZEiOZsVJrDQTo6pqC3Jm2mWtTnOS/8n/vSVCCweP28/JsZOz8hRQSuaHgpza5fi4rEHft6Z7gYjkQ8qnzSVTCIn6QsbR/xNlShwHwZE34E0nOWPRCMcEucS1WOL2gqHSeOXkZ3AtQtWvI6rCyecsg831tZm6hD61PEOp3RS/nFJenKmyMzl9Jltppsx3O/DDmbrco48V959uHdIsNzW6xSTpssLRr9DT9AqCGdx1+ue6EAK/3MRc58Mzw4JEG4PmYoNmY6620/GC64mJ1ufZJGdbK+nIvbNV1fEKK05ezgxfHAU7y4szRf1aZ2PZRhtHWmLi9lPAyFYYl6ipU1W9DFWhU9X2PUztx0VwrtPDS+Z50D6HTha4C7h8P9w2wzGVfkNPhiaSHNoYNLc3oPVSRGnBEeOAJGdXVpzJJCeHmgzHBT2mjbUdsclbMnb4PNrGiiOdjadEXuXISfD3zChPbUmrxroTt4kwtf0YjovgeMyIXJhdFO+AmBVKrgqaEF6+YyQ5KIA02uuS4etQVdej2qsy6JPpBZNA/BkDj/SPZBELs/DYuC5D11JpfAfYJcnJYVt/nG0QH9829/cUYrGPeWRbP5zIx+cyazmNLvFUWHGqwTuQUUBNqPn1SfQXn8jqpErRm4hp5mc39ihkOZZIEm/VZDFmtiHhROCmsTIMA+gGR+NadMamvSUCEKamvfSEg/GESgS0q0uLmiJWSFVzoKc2AeaEbEI9cv4xSjO/fxRcGeTEw3jFmZAsQWWy4eLcAbzK5r283mDJDre8Vmsy+/ZN3cNRm6tKGY+3AXN4jFHSvdnJ/7ju/GWT/9XoKrfJ8dy2PvGf7Cfby8zGNYj71qAgX03i14+F5AYfTfrn+zCSrMGa/JpEf8XMx4V+uXGGbUI/obd6zIXxp+D4CM6uwAbxw34Wxt4c5IU8pzzDrpixYWAsW++Um3SXqJz4alHzNiGf6+zeQIo3/0w9xmQG1bmzb6yUvqGUJsEJKFYOj8ayuTemj3HtsIv7ZALJmYVCtuPkpaYmy/E+kMlunMWU7MZV42/xO2ZKKkyZR4ptd3CNFcnSvqAQkjHk9Ey2z5A9huMnOOxn3Rlduw6gHVhyxsbpQxV3NJFIS45HabKUKc078f5NDbiZYcWpNQfXlD/wzseALeuQOz+Va+XU8eSbmpiBDZef9gD4pOmX3KqilojsW0mLrcgTKZe4L6HAzspyaflpDNCuL2msY8ZcS3Igo94Cw4anz1NTHvjx3LStFWeOHnMsJ5quuW0OavmGuF+mPlU1gckQoGG/ONbeWuHHEA92Jycs1aDoUHnuivWjJOR2zSLk/g4tPuVzE1teNGIzen4jfbclccdPcAD94Tdh6Wony1U5+AfhPuTLh2xT+UYYnCvFilUMoTTYSxI+v2xFtJ3X19y1bmPJTfGwiGCIhpu5qqK4nXS2JiCxo5+rUeOzHV9mdW+fS2dBhG2skJXWnCzJmbhUpVpx9Ibz7/UtLVRZHbd5SSwdT82xTiU5Uq5GXjDDiuMe8JKoJEtClarlalPNlZfIAKYRqdy2sb6M2Vbl43Qy3gNiJ+Sxz6VgKpnQnK/3bJ3aOXJRZdcRbItmNh0Cp7/xfnb2WJx+jxBzr9V95fcqlHNI247osE1E1TYh49s6G+8riqr2J6sao7CvdpzsOR4ZjyuW9QvRVJNLKExo68fchUOxhptBcGbUktk7yXEh1lSqWC6hRSZdNXJzA0EboLngaQQH1sxO3ZaFOhfsB3NJecUcVJx3LiMJ6pQMx1tmN8623wGqlphr5/gkWsp9jw9rGzKVbZ9uytZ7GhGdZCTOtecRK3lCnkbaQCFJCmkarWM1A1djieoqwU8QFWbWS4lwqnE+vqboTa83iQh6p+YbdMgHw56c9mf541wVCF+S6qU023iSH85kWTvE/GWfiYEQOd+ZPWJWsMZM3f7d3/5L/d+PPfYY7vn/fP9kGTfDgnNJ2FlemxIaAk5WQFsRIcZsfZA2m/3rdYxoCNw29oYc8b+5FlW0CTAtYE4u12/nRmOONWcbS8yEBIB7yYszVml8FxhdSissU4njSepTTbCwzK4wruiZZDWWy0GavBGrTRHRclTOcjyMn7ecTM5kHFtzNOuOsly2r+UpYCE4u8OBktqNwk/Ax6jbZaDWmnFdqpsT6o95we6wY5Iza4n8sqqWT13aiVGT2bgWs32iYqI2Tc6YT0sNIQna7GP1sbAEtWvZWy8p7enxtBCcBcePmSUejgnNZqgKvvjVXFNMtebMteRM8SXch19ICdnimnOPlfW/a/uM7duWFI5ZeGIrzohO0toTW35sOgke/gaSvxM5mBCsMJnkTdieWIoiq1bUdleEZyE4C64E+IoTHLB1OK6tCr7gCmNHhGFvgQ4To6kuDTOWfw6uxyGQi6aqwNTim3aMGS9lVYRqRp+JuFkEZ2rehomRVzcR1Jnwo008LmKs2tlXWmwkqWEGNma3E7BIJkaG0VxC5BIZ9znQPMoEmJb6Mg0LDojrML/UHsOUY81VGC/Kn2C5qWgzvgyV8dMpjjHeZIoOk2RPWVaqHLYmhHzKPLfrOfFmRFHNTEg11InZc9r1ywAb8MjTbPRZFxMUzSTfNKEkImDVDn9XIOul3zGo64AG4NMtLTqKYzFt3Ex10oD3EXlGntzYGmdmtWWCwJnghvoCoIuvzp4wJVKnkDSvmPxP6zO1nEEOY5mNa5E7D7vScxcY08VnLY6S+mUxIamgOk4lqhL2McpJ9Ebkav1Ga14VoNfWyuuyLW4Gwdl3XRgNY1aGtp3lYEf7fiJtk7HVQVpx+mieWnnHsAxV87P4UNeZ6vYWHL8U7eUomU3jt5pkTJL9pygxoe2C6dhzOPJOsUtdJ5KXnRXfVFAs23CVMIUE7JEwTMIEciWJz8f/7l9KuszFzSA4wGAenUF02NWGopoq34bBGG7w7FvPEa7zMjsLCQCsVrZ21FT4cg8OxARueTwXD9HOi2HmxhltwgwyFBKHCEywVp6cuIpDoY5BnbWooMVQmDPq22zCa8UuL0W6rPS+C64xaktAzLW+lOTUVhi3HeeRp32VbZjQps/7EltxKlCTD6dv4+UagBo35hyiIvrkctaEda8QlVwQx8coVB9PZecqixePYc9k7OYQnMtGbfXcqSDaSZH0HPrCodsJGf6Wb2bxtj1hbFKpsbokRevURoXltAr4HBXcYLjRlTcbaVEqEa5Zk+GU7dcYP/noP8bdd98NAHht8//eneAdWEb2kvjvUBXGM9gVCTtKuGdBTwoOYGHJ1aXaCvI4jsVqFGHWIb/97W/HC1/4Qty6dQuveMUr8PM///O71mt/mOE4TA1d3cyiREDTXv4SnXcsBmyF8434dKKop/tMJQq0Mdbh2H8cWWSCJZZNJHNmFJZfStI++U51srmd54fTdIxmIz7diD6xesZajqjLHNs0dQ6OKz0feezS2bg26d+onBkJ98b2zU0MqCYtVKKJdhUWX1G7CcA0J+AJYwRh3kHo+DQ5vt82mFyLqkYGp+duH0EXk596/+Sf/BO8+c1vxg/8wA/gl3/5l/FVX/VVeP3rX49PfvKTu9fumEDN5ZOEXYCa/oF/mPHJPVCHSCu4Nxn5mQQD2Kgn039koiwmvcJ3vwQ0Fax8cpPzBPnc2KWmKToRW9LVdMNnaug5sSVJZNidS+VzRXAl5qMdLEfvJWR826zG+8Ku9PAkJM5ovA9k8uFMTvhXPd5MUlPYvjOCsY2sHf9Ek5/Yf+fv/B38hb/wF/Df/rf/Lf6z/+w/w9/7e38P9957L97xjnfsVrMxzEmRfmy46vpryIV47woN1KuWmAFjw9SbjbEWHn96a0sxEAFtHeEidhaQjoc3kYoxuLGWG97jMuNNwtHMRznU3gcjL09ZC/KE0g2zcKicOLWYWl18DMc2JyvqzCUPSdmGgpyti21WjrNvTCI4FxcX+OhHP4rXve51wfbXve51+Nf/+l/vVLFrD+OWVY7thtoW+yY3Odnsqm9vDGjdobnorLVoQp0pbgfLzyjJYaC5MGgvzOT1Z27IOgpftbWgI8NRz0dTiM1ccjMRl57VeF/YBYGJ/59DCKcsU+0pMeE+KnCXl862lZ3ZtqfLbpKT8Wc+8xl0XYfnPOc5wfbnPOc5+J3f+R21z/n5Oc7Pz/vvjz76KABgg/WODmruzV/P7cg6dkwfgiuCujnKGzOqSzvxraqdJL8fx8wNrW/sxF74bblrwd2MN0NGPXEigtk0ME29qYTRTA8pJaBrGrCp68cNYDLMhhtUywn6GaCLIquq+hHUpbzu4rbdf+QPu13OR4899li/bcPrHWhXSW64G2826jUP/V5V+iVb1IsmXtttxB5l3bdHJEtey4E/nGvXULC0TLHPXKyLul+00fa7/4McYNG+IRBC396/7HDUP27T74/2+bbSLzBuQ0Ju49UZ2sb9el/DXm0pB/l+Tbqdg/aDXrGsXoYi27dNZCmyh9QhkX7uFMp70cNvmzonzYqiir3dSx7wDzzwAH74h3842f4L+Ok5Q6e4jLW+I7fSLliwD/zu7/4u7rnnnkOrMYpdzEf33nvvbpWqmV9q56Bl/llwg3DPO78/u2/qnDSJ4Hz+538+2rZN3o4eeeSR5C3K4/u+7/vwlre8pf/+2c9+Fi94wQvwyU9+8kpMnh6PPfYY7r33Xjz88MN9OOlVwaL75eOq6g1Yq8Z9992HZz7zmYdWpYibPB8BV/cau6p6A4vuh8LcOWkSwTk9PcUrXvEKPPjgg/iv/+v/ut/+4IMP4uu+7uvUPmdnZzg7O0u233PPPVfuJAPA3XfffSX1BhbdD4GrqjcANEeUJ0XDMh9ZXNVr7KrqDSy6HwpT56TJS1Rvectb8C3f8i145Stfifvvvx/vete78MlPfhLf9m3fNlXUggULFmyFZT5asGBBDpMJzp/+038av/u7v4sf+ZEfwac+9Sm85CUvwU//9E/jBS94wT70W7BgwYIslvlowYIFOcxyMv72b/92fPu3f/usAc/OzvBDP/RDqpn4mHFV9QYW3Q+Bq6o3cPV0v4nzEXB1db+qegOL7ofCXN2Jjz0WdMGCBQsWLFiwYCKO24twwYIFCxYsWLBgBhaCs2DBggULFiy4dlgIzoIFCxYsWLDg2uFSCc7b3/52vPCFL8StW7fwile8Aj//8z9/mcPPwoc+9CG84Q1vwPOe9zwQEd7//vcfWqVqPPDAA/iDf/AP4q677sKzn/1sfP3Xfz3+/b//94dWaxTveMc78LKXvazP13D//ffjX/7Lf3lotWbhgQceABHhzW9+86FVGcVf+2t/DUQUfL7wC7/w0GrtFcucdHm4qvMRcH3mpJs2H10awfkn/+Sf4M1vfjN+4Ad+AL/8y7+Mr/qqr8LrX/96fPKTn7wsFWbhiSeewMtf/nK87W1vO7Qqk/HBD34Qb3rTm/CLv/iLePDBB7HZbPC6170OTzzxxKFVK+L5z38+fvRHfxQPPfQQHnroIfzRP/pH8XVf93X4xCc+cWjVJuEjH/kI3vWud+FlL3vZoVWpxotf/GJ86lOf6j8f//jHD63S3rDMSZeLqzofAddjTrqR8xFfEr78y7+cv+3bvi3Y9qVf+qX8vd/7vZelwtYAwD/xEz9xaDVm45FHHmEA/MEPfvDQqkzGM57xDP6f/qf/6dBqVOPxxx/n3/f7fh8/+OCD/OpXv5q/67u+69AqjeKHfuiH+OUvf/mh1bg0LHPSYXGV5yPmqzUn3dT56FIsOBcXF/joRz+K173udcH2173udfjX//pfX4YKCzBUTj72GkMSXdfhfe97H5544gncf//9h1anGm9605vwtV/7tXjNa15zaFUm4dd+7dfwvOc9Dy984Qvxjd/4jfiP//E/HlqlvWCZkw6PqzgfAVdzTrqp89GsRH9T8ZnPfAZd1yUF8J7znOckhfIW7AfMjLe85S34yq/8SrzkJS85tDqj+PjHP477778ft2/fxtOf/nT8xE/8BL7sy77s0GpV4X3vex9+6Zd+CR/5yEcOrcok/KE/9Ifwj//xP8bv//2/H5/+9Kfx1re+FV/xFV+BT3ziE3jWs551aPV2imVOOiyu2nwEXN056SbPR5dCcDyIKPjOzMm2BfvBd3zHd+BXfuVX8Au/8AuHVqUKX/IlX4KPfexj+OxnP4sf//Efxxvf+EZ88IMfPPoJ5eGHH8Z3fdd34Wd/9mdx69atQ6szCa9//ev7v1/60pfi/vvvx4te9CL8o3/0j4IK3NcJy5x0GFy1+Qi4mnPSTZ+PLoXgfP7nfz7atk3ejB555JHkDWrB7vGd3/md+Of//J/jQx/6EJ7//OcfWp0qnJ6e4ou/+IsBAK985SvxkY98BH//7/99vPOd7zywZmV89KMfxSOPPIJXvOIV/bau6/ChD30Ib3vb23B+fo62bQ+oYT3uvPNOvPSlL8Wv/dqvHVqVnWOZkw6HqzgfAVdzTrrp89Gl+OCcnp7iFa94BR588MFg+4MPPoiv+IqvuAwVbiSYGd/xHd+Bf/bP/hl+7ud+Di984QsPrdJsMDPOz88PrcYovuZrvgYf//jH8bGPfaz/vPKVr8Q3f/M342Mf+9iVmUwA4Pz8HL/6q7+K5z73uYdWZedY5qTLx3Waj4CrMSfd9Pno0pao3vKWt+BbvuVb8MpXvhL3338/3vWud+GTn/wkvu3bvu2yVJiFz33uc/j1X//1/vtv/MZv4GMf+xie+cxn4r777jugZuN405vehPe+9734yZ/8Sdx111392+o999yDO+6448Da5fH93//9eP3rX497770Xjz/+ON73vvfhAx/4AH7mZ37m0KqN4q677kp8Cu68804861nPOnpfg7/8l/8y3vCGN+C+++7DI488gre+9a147LHH8MY3vvHQqu0Fy5x0ubiq8xFwdeekGz8fbRfINQ3/4B/8A37BC17Ap6en/Af+wB+4EuGB/+f/+X8ygOTzxje+8dCqjULTGwC/+93vPrRqRfz5P//n++vkC77gC/hrvuZr+Gd/9mcPrdZsXJWwzD/9p/80P/e5z+WTkxN+3vOex9/wDd/An/jEJw6t1l6xzEmXh6s6HzFfrznpJs1HSzXxBQsWLFiwYMG1w1KLasGCBQsWLFhw7bAQnAULFixYsGDBtcNCcBYsWLBgwYIF1w4LwVmwYMGCBQsWXDssBGfBggULFixYcO2wEJwFCxYsWLBgwbXDQnAWLFiwYMGCBdcOC8FZsGDBggULFlw7LARnwYIFCxYsWHDtsBCcBQsWLFiwYMG1w0JwFixYsGDBggXXDgvBWbBgwYIF///23j3esquoE/+uc5PuhDyaJARIoBMjb4hBCKCNICAmGiACjiKIGBD8iDwGDAwSEBIUJwzj+PjJGMVH1EEm6AwQ/cyEj9EQokAwPGKQh8DwSPhIEoiSl9Dpvmf9/th7rV1Vq2o99jm3z719d30+t/vstapq1d5n7++pqrVq7YkmOuhocnAmmmiiiSaaaKKDjiYHZ6KJJppoookmOuhocnAmmmiiiSaaaKKDjiYHZ6KJJppoookmOuhocnAmmmiiiSaaaKKDjiYHZ5vSddddhxe84AU45ZRTcNhhh+HII4/EIx/5SLz1rW/Fv/7rvzbp+uM//mM45/DRj360yPv85z8f3/Ed3zHS6okmOrgoPDvh75BDDsEJJ5yAZz/72fj85z+/9PGcc7jggguS8b/85S8366qVveCCC+Ccwze+8Y3mMRahJz7xiXjiE5+4FF1f/vKX8dSnPhXHHnssnHN45StfuRS9Y+jf//3fccEFF+DKK69M+hb5Pg9GOmTVBkx04On3f//38ZKXvAQPetCD8J/+03/CQx/6UOzbtw8f/ehH8bu/+7v48Ic/jPe85z0bMvYb3vAGvOIVr9gQ3RNNtFXp4osvxoMf/GB8+9vfxgc/+EH86q/+Kt7//vfjs5/9LI455pgNG/epT30qPvzhD+OEE07YsDFWRb/zO7+zNF2/8Au/gI985CP4oz/6I9z73vde6fX693//d7zpTW8CgMSBO5i/zzE0OTjbjD784Q/j53/+53HGGWfgve99L3bu3Bn7zjjjDLzqVa/C+973vg0b/373u9+G6Z5ooq1Kp556Kh71qEcB6H601tfXcf755+O9730vXvCCF2zYuMcffzyOP/74DdO/SnroQx+6NF3/9E//hMc85jF4xjOesTSdG0EH8/c5hqYpqm1G//k//2c45/D2t7+dOTeBduzYgR/5kR8BkKazA33Hd3wHnv/85yft//Zv/4YXvOAFOPbYY3HEEUfg7LPPxhe/+EXGo01Rzedz/PZv/za++7u/G4cffjjufve743u/93vxl3/5l6PPc6KJtjIFZ+emm26Kbd/+9rfxqle9Ct/93d+NXbt24dhjj8WePXtw6aWXJvK33XYbfvZnfxbHHXccjjzySPzwD/8wPve5zyV82pTG5Zdfjqc//em4733vi8MOOwz3v//98XM/93MLTzHdcMMN+NEf/VEcffTR2LVrF37qp34KX//61xnPu971Lpx55pk44YQTcPjhh+MhD3kIXvva1+LOO+9kfF/84hfx7Gc/GyeeeCJ27tyJe93rXnjyk5+Ma6+9NvJoU1QXXXQRHv7wh+PII4/EUUcdhQc/+MF43eteZ9p85ZVXwjmHL3zhC7jsssviVOKXv/xlczooyNAppCc+8Yk49dRTcc011+Dxj3887na3u+E7v/M78Za3vAXz+ZzJf/Ob38SrXvUqfOd3fid27tyJe97znnjKU56Cz372s/jyl78cHZg3velN0Z6Ax5ZNf/RHf4SHP/zhOOyww3Dsscfimc98Jj7zmc8wnuc///k48sgj8YUvfAFPecpTcOSRR2L37t141atehb1795rXaDPTlMHZRrS+vo4rrrgCp59+Onbv3r10/S984Qtxxhln4J3vfCduuOEG/NIv/RKe+MQn4rrrrsPd7353U+75z38+3vGOd+CFL3whfvmXfxk7duzAxz/+8WkeeaJtS1/60pcAAA984ANj2969e/Gv//qvePWrX4373Oc+uOuuu/A3f/M3+NEf/VFcfPHF+Omf/mkAgPcez3jGM/ChD30Ib3zjG/HoRz8aH/zgB3HWWWdVjf3//t//w549e/CiF70Iu3btwpe//GX8+q//Oh73uMfhk5/8JA499NBR5/TMZz4Tz3rWs/DiF78Yn/rUp/CGN7wBn/70p/GRj3wk6vz85z+PpzzlKXjlK1+JI444Ap/97GfxX/7Lf8E//MM/4Iorroi6nvKUp2B9fR1vfetbcdJJJ+Eb3/gGPvShD+Gb3/ymOf4ll1yCl7zkJXj5y1+OX/u1X8NsNsMXvvAFfPrTnzZlHvnIR+LDH/4wnvnMZ+J+97sffu3Xfg0ARk0B3XjjjXjuc5+LV73qVTj//PPxnve8B+eddx5OPPHE+N3dfvvteNzjHocvf/nL+MVf/EV8z/d8D+644w5cddVV+NrXvobHPvaxeN/73ocf/uEfxgtf+EK86EUvAoBs1ubCCy/E6173OjznOc/BhRdeiFtuuQUXXHAB9uzZg2uuuQYPeMADIu++ffvwIz/yI3jhC1+IV73qVbjqqqvwK7/yK9i1axfe+MY3Np/zyslPtG3oxhtv9AD8s5/97Cp+AP78889P2k8++WR/zjnnxOOLL77YA/DPfOYzGd8HP/hBD8C/+c1vjm3nnHOOP/nkk+PxVVdd5QH417/+9U3nMtFEBwOFZ+fqq6/2+/bt87fffrt/3/ve5+9973v77//+7/f79u0zZffv3+/37dvnX/jCF/pHPOIRsf2yyy7zAPxv/dZvMf5f/dVfTZ7pMP6XvvQldYz5fO737dvnv/KVr3gA/tJLL62WDXT++ed7AP4XfuEXWPuf/dmfeQD+He94R3bsD3zgAx6A/8d//Efvvfff+MY3PAD/m7/5m9lxn/CEJ/gnPOEJ8fhlL3uZv/vd756Vsejkk0/2T33qU1mbdf7vf//7PQD//ve/n9kCwH/kIx9hvA996EP9D/3QD8XjX/7lX/YA/OWXX27a8vWvf93EZmnTv/3bv/nDDz/cP+UpT2F8119/vd+5c6f/yZ/8ydh2zjnneAD+z//8zxnvU57yFP+gBz3ItGcz0zRFNdHS6LnPfS47fuxjH4uTTz4Z73//+02Zyy67DADw0pe+dENtm2iizUzf+73fi0MPPRRHHXUUfviHfxjHHHMMLr30UhxyCE+y/8Vf/AW+7/u+D0ceeSQOOeQQHHroofjDP/xDNt0Qnjf5PP7kT/5klS0333wzXvziF2P37t1xjJNPPhkAkmmNFpL2POtZz8IhhxzC8OGLX/wifvInfxL3vve9sba2hkMPPRRPeMIT2NjHHnss7ne/++G//tf/il//9V/HJz7xiWSaR6PHPOYx+OY3v4nnPOc5uPTSSw94Vde9731vPOYxj2Ftp512Gr7yla/E48suuwwPfOAD8YM/+INLGfPDH/4wvvWtbyVLCnbv3o0f+IEfwN/+7d+yducczj777KyNW4kmB2cb0T3ucQ/c7W53i+nvZdO9731vte2WW24xZb7+9a9jbW1NlZ1oou1Cf/qnf4prrrkGV1xxBX7u534On/nMZ/Cc5zyH8bz73e/Gs571LNznPvfBO97xDnz4wx/GNddcg5/5mZ/Bt7/97ch3yy234JBDDsFxxx3H5Guesfl8jjPPPBPvfve78ZrXvAZ/+7d/i3/4h3/A1VdfDQD41re+Nfoc5fjBxoAPd9xxBx7/+MfjIx/5CN785jfjyiuvxDXXXIN3v/vdbGznHP72b/8WP/RDP4S3vvWteOQjH4njjz8e//E//kfcfvvt5vjPe97z8Ed/9Ef4yle+gv/wH/4D7nnPe+J7vud7cPnll48+pxaS3wcA7Ny5k13Tr3/967jvfe+7tDHDtdWm1E488cQEm+92t7vhsMMOS2yk99dWomkNzjaitbU1PPnJT8Zll12Gr371q8UHaefOneriMsthufHGG9W2+9///uYYxx9/PNbX13HjjTdOpY0TbVt6yEMeEhcWP+lJT8L6+jr+4A/+AP/rf/0v/NiP/RgA4B3veAdOOeUUvOtd74JzLsrKZ/S4447D/v37ccstt7AfVe35lPRP//RP+Md//Ef88R//Mc4555zY/oUvfGGh8wvj3+c+94nH0sYrrrgC//Iv/4Irr7wyZm0AqOtqTj75ZPzhH/4hAOBzn/sc/vzP/xwXXHAB7rrrLvzu7/6uacMLXvACvOAFL8Cdd96Jq666Cueffz6e9rSn4XOf+1zMUtVScATk9V8kM3T88cfjq1/96mh5SeHafu1rX0v6/uVf/gX3uMc9ljbWZqQpg7PN6LzzzoP3Hj/7sz+Lu+66K+nft28f/uqv/gpAVy113XXXsf4rrrgCd9xxh6r7z/7sz9jxhz70IXzlK1/JbrYVFj5edNFFLacx0UQHNb31rW/FMcccgze+8Y1x+sU5hx07djDn5sYbb0yqqJ70pCcBSJ/Hd77zncVxg25ZYfl7v/d77SchSNrz53/+59i/f3/Eh7FjP/CBD8Qv/dIv4bu+67vw8Y9/vMqWI444AmeddRZe//rX46677sKnPvWpyrMYKFSDSoxcpPrzrLPOwuc+9zm2oFpSuD412bQ9e/bg8MMPxzve8Q7W/tWvfhVXXHEFnvzkJ4+2dSvQlMHZZrRnzx5cdNFFeMlLXoLTTz8dP//zP4+HPexh2LdvHz7xiU/g7W9/O0499VScffbZeN7znoc3vOENeOMb34gnPOEJ+PSnP423ve1t2LVrl6r7ox/9KF70ohfhx3/8x3HDDTfg9a9/Pe5zn/vgJS95iWnP4x//eDzvec/Dm9/8Ztx000142tOehp07d+ITn/gE7na3u+HlL3/5Rl2KiSbatHTMMcfgvPPOw2te8xq8853vxE/91E/haU97Gt797nfjJS95CX7sx34MN9xwA37lV34FJ5xwAtv1+Mwzz8T3f//34zWveQ3uvPNOPOpRj8IHP/hB/I//8T+K4z74wQ/G/e53P7z2ta+F9x7HHnss/uqv/mop0zjvfve7ccghh+CMM86IVVQPf/jD8axnPQtAt2bvmGOOwYtf/GKcf/75OPTQQ/Fnf/Zn+Md//Eem57rrrsPLXvYy/PiP/zge8IAHYMeOHbjiiitw3XXX4bWvfa05/s/+7M/i8MMPx/d93/fhhBNOwI033ogLL7wQu3btwqMf/ejm83n0ox+NBz3oQXj1q1+N/fv345hjjsF73vMe/P3f/32zrkCvfOUr8a53vQtPf/rT8drXvhaPecxj8K1vfQsf+MAH8LSnPQ1PetKTcNRRR+Hkk0/GpZdeiic/+ck49thjcY973EPdIf7ud7873vCGN+B1r3sdfvqnfxrPec5zcMstt+BNb3oTDjvsMJx//vmjbd0StOpVzhOthq699lp/zjnn+JNOOsnv2LHDH3HEEf4Rj3iEf+Mb3+hvvvlm7733e/fu9a95zWv87t27/eGHH+6f8IQn+Guvvdasovrrv/5r/7znPc/f/e53jyv3P//5z7NxZRWV996vr6/73/iN3/Cnnnqq37Fjh9+1a5ffs2eP/6u/+quNvgwTTbRSCs/ONddck/R961vf8ieddJJ/wAMe4Pfv3++99/4tb3mL/47v+A6/c+dO/5CHPMT//u//fqxSovTNb37T/8zP/Iy/+93v7u92t7v5M844w3/2s5+tqqL69Kc/7c844wx/1FFH+WOOOcb/+I//uL/++uubK7ACBfs+9rGP+bPPPtsfeeSR/qijjvLPec5z/E033cR4P/ShD/k9e/b4u93tbv7444/3L3rRi/zHP/5xD8BffPHF3nvvb7rpJv/85z/fP/jBD/ZHHHGEP/LII/1pp53mf+M3fiNeJ+/TKqo/+ZM/8U960pP8ve51L79jxw5/4okn+mc961n+uuuuy9rvvV5F5b33n/vc5/yZZ57pjz76aH/88cf7l7/85f7//J//o1ZRPexhD0vkNTz8t3/7N/+KV7zCn3TSSf7QQw/197znPf1Tn/pU/9nPfjby/M3f/I1/xCMe4Xfu3OkBRDy2vpM/+IM/8KeddlrE16c//en+U5/6VGLLEUcckdio3V9bhZz33q/Es5poookmmmiiiSbaIJrW4Ew00UQTTTTRRAcdTQ7ORBNNNNFEE0100NHk4Ew00UQTTTTRRAcdNTk4F1xwQXy5V/ibNmibaKKJVkUTJk000UQWNZeJP+xhD8Pf/M3fxOO1tbWlGjTRRBNN1EITJk000UQaNTs4hxxyyBQhTTTRRJuGJkyaaKKJNGpeg/P5z38eJ554Ik455RQ8+9nPxhe/+MWNsGuiiSaaqIomTJpoook0atoH57LLLsO///u/44EPfCBuuukmvPnNb8ZnP/tZfOpTn1JfJAZ07+mg7+qYz+f413/9Vxx33HFsy/GJJppoc5D3HrfffjtOPPFEzGabuw6hFZMmPJpooq1HozFpkV0C77jjDn+ve93L/7f/9t9MnrAL4vQ3/U1/W+vvhhtuWAQeVkIlTJrwaPqb/rbuXysmLbyT8RlnnIH73//+5ssSZcR066234qSTTsINN9yAo48+mvF+10W/zYWNgEo12CmtUr5w7KUOZ3y2xrX4Szyk3yltgc9BaRP8TH3QEfokr+N8Tugc2rnuGWkPfTMhM4PPys9EH22bYeibEdto/8zNUznWT3jgo87QvhZ5wXVhznSu9cdrVFf/+VC3HuXWov451uDhBM8a5lhzc8xAx+7GW4MnffOe38P1x2v9+axh6Ju5OWbwpM/34w08h/QXfAZgDcCac/3nrtpoDQ4zzPr2GXbeu3tp4G233Ybdu3fjm9/8pvnesc1MOUyy8Gj3G38Js8MOg9ee8xKO9DQalyrGYNhUg0ty7BI2LQOXiA6njBFVrAiXKK5EPiFLdWi4IjEp9M/I85/I9f3D8XzgF1i15nxcNxJ0zZBiXQ6XZgFPDFyKsggYtZ+MPWAS75szTOr65tEWikm8z/f2DLYEXDoUeUzqzmWGGRxuv2OOU06/vhmTFnrZ5t69e/GZz3wGj3/8402enTt3Jm+HBYCjjz46cXBmOw/jTKZTkTbpwJRxWCqOTVCxbKtxkDSdGhgUHKQBJEiX4exYgCIBhLf55Tg6rG+QbwGU0CYBo/tcByjMqUgAhetaUwDlkOCokIc4fI4g44YHnQPLoDc4MmHsrs8GlBkDFOIsYRbl1si5Htp/OwFQZgDWnO7kzJxDV2/kcagDDhfP41acsilhkoVHs52HYXbYYUl7lcNjtZnyiwVjzbgkx1w2LklMYm2KDgj+omMjHROjvddLMYfiUoJDFKOIrNSh4Y7EKyv4ov0yyAKIU2Fi1YBvAUeCDnps4dLM8aBo+H+Q3eFm/XhzhkldnyN9AyZ1fSHAmzNMAoAd/RUNTlZwcgDg0Ih1OiYBHmtA7+gAMzjMe32tmNTk4Lz61a/G2WefjZNOOgk333wz3vzmN+O2227DOeec0zQoAJz2tt8eAMWx/yKpEZFB2mn7hTQCjsh7mT3x5HNkqhnPVfXT8ZwiE86NZnW84I9A6ANv4JPGUzs0+8R59XrnPtz8A81jZOL646F/3v8/cz7KBpqRfmrKzHPZxEyvSvLviGqP7cQqqat/4OEHvfuw1js+M6B/iOH7z55cgXDMeHpdboZ1P8OO3okJbfCI/GvBrtg2i+cRnKDO3mGcdTjs6G2dBwDwgc+TzwC8738hPNa9j+c626KvpFsaJnmnPo46rtRTHS4VtDrebeJSbnBfhzulfh2XOCZ1fZ70cP52XLJw1cYluUpjDs8wCeC4NBOYJvvJSXR9XkWd/rtSJcVpCfwxsYoezxgm8eMGXKKYBOAuHNJhG8GpYM86xRyKSQDWITAOw5jr8TuW543o6MQz6TFpDo9D2Vfb6VvHevxdaaUmB+erX/0qnvOc5+Ab3/gGjj/+eHzv934vrr76apx88sntI3s3PHTsKfDaR/X5U59Zmo1InhdH/yMyXhyT/uB8BSFyM3rn9WdNjDfoEvzeCWeJ/BiR8XyQ7XU6N+jzQUc/hnO+5x94PQgvOxcfzRwc48HAyE8iJ+cA7103Tt+37l3UGSKf9d4WeAfvBj2zwB/G7k2dexdBxpPoaY6+3Tt437VT3i4y6sf2Q2QUeIIzNYsynUMQooq5X8M8RFQOmPu1qKeLSYaMTjiO47t5xx+yOP3D3UFANwbcHOt+DXPM+tTvHHf1j90Otx9zj96eWd+Hvg+Y+xnWMcea63Td1X81OwDMMcO6m2PN932ud4D8LF4b9Lp3uDnmvodOB6x7HyOnfX6ONTjs66OxrUbLwqTu63R2jKLhUgmTmDwfK5VXsKkVl/o+T+VacIn2t+BSxImB3wsdJVxyCO0+6vWBL+Ka4/hjtTPTu2fVexevSzfdjQGH+j6asZl7N2BIr2sOglP9eczQ4dmcYk38vNZnVea8HY5Mm8+6Z7PP3OhY5Xrc6QKYDg87neF43UPFpTBWsP9QDPg0DxkX32EdAKxjhnkYl/5esb4+q+x798Htjxi33mdz4Pu9qNx6d30wTKXf5We9bp9gElzvPnkQmQ6nxlCTg3PJJZeMGkQj59lv9kD0gHo4irPDunPJCAEQybhedhD+TFARwCVxdMzAw/ExJG/o13QR44cgXBhFHnIkp+L4BQPldWb0JDOCYewBZIizgyF6on3dA9zJzwngZJ0c71j8E4GhBzXKyz93EQ/NEvHojEdO8eH3aeQUnKV1dJFS0BOOgVmcPloXUdOsz6xQPVLXuh/kh75etu+bhwxOHznNiIM2yDnwrNHwNc7gu/7wue9bQwcqM+e6KI3fGluGloZJ4RHSMEUeSJwAVExiYjlcUuQ9cyYOAC5RJTGAIv2JExT4BlxhuCTGZrjkUt6ojmBSNwxBMIJ9Cf4Y7YCOOQGTGA5FvHJx2kpmdJwT2WeGIS7BnTnBgASP4Mg90OHPWhVWOcB1AZGFcRRXgg1rbsCOucjmrGGO9T7ICrROxgly6/25BLwLbUH3DD2O9etyNKwKTuGa891o/Xexjg6X5v03vwaHue+cyfWRALXQGpyFaA4VVLqG/n8RDulg4VMdgs8CmUQml+GpAJSq7A49kPpFhJREcREQ+ugpytZmdYhuDLzl6KlnJ5kY9OpyGR0KKutEj3c8cgo6Q3aHPrSxTYl+tMgJ6KKTmIUhkVPXp0RO/RehRk79hZ67bty13jlJsjlAtG3NzbFvfkgvN++jpSHTBIcu4oKLoDInztW6J1EUuge8A6T9WMfakNnpo7BOLkRRvs/s+BgBzX1/zi5kecg9EG4k+aO33aj72jvSnBXD2VGxhQjncEmVl2OzQCY4PmSMZeESHYfql30EOwa+oU/N6khcSvRz3cw8gkvRhOT/AZe0jE7QGfQlmWLPs8ysj8hSLKFZaJolyWWZQxZGrhuc9deSZZMxLNDlWNVjo/cse7Pm53F6+lCsdxmc4GChW7/XZadnHSb1zs2Q1Zn1+RknHJ0Oc9b63hnJ3AzZHIe5n8W1OeHLWwew1mdvAiatwWOfm/FMDjz2xWfC9+feZXZm6AKxsbVQq3NwAD2qke2kT8/YUG+aOANENpvpUYHBGMMClAy4REDR+C2jKAhAGZt2hQgoiqa6tOgp8lrRkxoVpVGShpbB2dHW6MSMTs8f5r9pxoYu+qPRV+CdEwdOzoXz6CgfOXW69Mipi1KcGjlp2ZwZuclCdMOyQz2gdPZ0V2Qt2NbPea+FMQGwtTkhQgpz6nRtToiiCCjNSXRFrxVB+X48GTVtX2KPZMEpoe12xqaMS6yrhEt9m5nh2Shc0rJA2tgGZrXiUjGrU8AlYny0JWKVktEJ1AUDwilSHCSKJa1Z5oAlNMuc9g3409mVw6pBD8sMx3V8Q5Z5PWaW1xmOhCwLgCH70q/D6QIvoitZL4gkwxxwjGJcLsNMMSnk0MPvxXr/xXZ2bTEHx3kbVJJTSX9D6+axgyxBoUROAxgJXgS0qrM7UQePWhJgEfo1m2NflCGA6XifJydkRU/0oWXz4ey02ubD6UWQGR3q6MQ0cMiawLG58A4kuC0RKDyfK4/XzvfREXiU1UVWIbpazjx4WIQcoqZuznvG5sDDepx18OhuWI/jYyQU5sDDAuRQaUXbQnZmLaSeBaB0TooTc+Azsi6ns+PQ3qFah4/rcg51Haisb9FFxksjb2EK+y9pl/xNuEQEirgU2ig2HQhcogYEXBJjg+AMG2cELi26Tkfx0iLPcF59BqbXF4OVoKPP6JSyzAGTAmaV1ucAdE3hgDly7Y7M5tA1gylWDWsGNVzq1uqsRVza59fM9YL7gJgxDutyYuDUt4VsjrVekK8dJBiHIWMU1uUEh2fef14HAO873HRD9mYNwL4tl8Ghv4mCrEqw2nNMxL2yeFAMLp2tlF/X7TU0zNo2ODHJvjt0AM3ZUYCjxtmxqh1ipQMFPgwRXgCVQdpAYeLUaN5oraMD1FVddTe+SxydbMUVqWygkRWPPAfwGNpltQPl6QDlUPQLdAmgHDrr2woVDXIB8hAl9esEMAdilcMwZy4XIEenR1Q0BECh1xhAstAvfWi2GWXwCLAxCVgAlyDxIxhiy3h5oDk8id4NwCVVZ25MigeVuCRsq6m+anV0gLaqK4pJ0UkCxyzm6GDIMie4A3A8ITzU0QmBVh6rjGorVhE6YJEWfAW8kAuQAyatxwDLrrS6y6Nf/8Mz0BGTMOBQN301OHzmNDqAsSUQm2eKKpAz2qGDTBW4OKQJkRx0CP7cEPyRbgAVhyFdrPEqEaA6TYVyXwlQuj4FVPosTA5QQksuRTwMMgAKYJeXU0Dp+uwyTubMCECB0qeWcCaYHcrFjbaoh6SRoy5Rdi3LMyMfOZalmwQ8kjYmh6GtAlDgZ0OEFs7X9R888OWvnoAZgH+/fftNWDnP44gm2bG4hFLAlFqTwAK7Twy+kc5OfM7lOHHwnM6yI7SRjo6GPzHzI6+xCL4CjQ2+aH8wYdR2F+yySPyhI1Inpx/FLCnPlJNr7Q6xMCGOSzEJIQgDBgwLujRMAtb6h4NmmC1MCtdhLCKtbopqPlxP6/lLsijab2byYeDz4lj5rWUPrJrmlbz82UqjqMgn9CVZmIFXLgZUFwI68AsSdHrR54w+R0A3sEbdXgcVqpNdFj1NHHTapZy15eW8jJNmbGjkJBf9xVRwf85y2iqMo6WIeR8gU8EhmuJp426Mff11oYuQ9/VllwDSaAn9QmKy2C9kcwKgDJFNd/3n/f9hAfJMZHOsBcizfkorlKzTe7CbGx9KQud9NmdrFowvSB7xBs9NVQEZXCIyjEXgCvvJl8+k4Uho2DQWlyKfhkvUbGsai9pHsYfipoZLWl/ApX66Z1nTV3FYx/Gna/OkD9DW2miLkReZTg/P88wjYhVAMMfBLCvv+rpp80FuwKUUq2ZDSTnK21zQBchr4YeZZHOG6Ss+bdWt0EkzzN0aoP3d1Hm/ADlg0rClBQn8+gsop9Hj7se+d7JG0GozOIEUgADIgxnYtKAg05Z05eQcedZllKKAAONNQEnRp2VhHJjOQW6Y99UcokjyglB93gkwEbKAKDcPDzh3dJKAMsraC/+osbKUkyqk5eVMJ3gZZ8jglBYih8/DADxyalnwF04hOFoymuKLAHkpOCsTjfYMC49DxmcN4xYgrzkuFxYRspJzP8OaW+/5+isgAIWuRaK0/fI3YA6OmXyQDgMVr8EmxflJsMmSyWGThWEGLjF9UPRQ+5luA5cSh09gD+M3cEngiLygHo0Lkqk5LNgSphLcKm9b0TsXIOXkvR6JL9Z2F+F6hIXIgR9Iy8r1vmGcdYJVsq2mMEIuQJbZnFBdOiwSRnSWBidnWJTcXbi+uKG/MqHE3MwwE0ziC549wd3sdpZZWmmZOMFje2rXcngU/jTKSVQkchrAZKOo2Oe5TaRPgotjD7rQpTk8QIw2Qpu6eZcEO6ovPvypzVZZp1nSqcgxU8yMjr05F8AXI1NdpTJOGTklYFSInNJFffaCv/3zLhNDNwOE59mcGH2R0k25EVcAFJnN6R7kGS8nJ6WYsnRzzc37eW6fLECmZZvaxoClUvIQNe0fiyZbmeZueJY1TBHtAGxsCn1Sj4JfThwzGTlmAzbV4FK02yl6WnBJ2kQdFIo9lbgUr7nz4GuD5DiDXJLREcGpd8GRITCmlpfztjFZ5nDacrsLbSGyLCtn2Zw+5R7fSSWyObwIwmPWjxdwKdkgEPY2F0lhBMGk7oKsV29Yyra4wCFdlqefspp7ikPDZqVWKXnI5gQsa6UVLjLmrnRVtgZQgSC0Ux0JoATZjPOTAEpOv0Q34nioUZSwPyQ/ipmd8AwjPPzeviZxUOVEIrB4rpu0qxt1EedEi57U+fAkWzOcmFZeXirjVDcL7KVLkZNVVs6yK9FMu3yzO9bmwYfSzRB9xTlwdC4NjaKAPgMToyK9nJxGUIMtM/KdhSqKkPHpyz/j99oBCt0YMNnICw5aKfk6u6G2EbHsn6f/qSwqVqS3fKJHdXYyzk/sUhwOHXN0TDGzO4JH1UGNWRYuUSfNwKW4TqeASwRNoj0OlEffzFRbO5i0uQHt6RYZtLScrhuUmwUCA2apGwV6pT300UyMvLY9/uhbWgxYVZvNoVgEgJSWd5llunlpwKCZszcs5WsL+2MAM4JZ85gZ6j6vufV+DPTtIz2bnlZbJj4PN6Pezz/0xH9PebvEJ4XHyvLEj+SYLRSU+pleZ2d3HB8ul9lhtklgiaod0ekJvzBMnihzZpQx+vbW+XB14Z/I6FBASSoZlCyPVsYpIycKKHJ9Tk1ZeYic+MUdIie6NscqKQ/R1CGAaFvDIf1KluEdVv0cuOs8LDoHvqwt1WcKoKxjrXdaRCm5l694GL6mde2BPMjJzQXU0IwG5fPWQZBj4jrOyOfai3EsrCE6VadH6tYwJeExzlHqoNimODyjcIk5WYvhkrYg2WPgcczkgUurupJbYQS9wyXgr38I63OAHpd8uj7Hga8ZpNNWFF/kmkG51QUjl8nm9Fg1tJHtMsIraMQ2FwBfLxizOiSbE9fykQXIcsPSWR/gaRnmWe90hQxzGGNYl6O/4mEfxtGmKBNXnZHIpnfQl0xSlUmD4vhmZSSv5fBovFGnRKv0HBlABXBSdShgEcckD6U8kwRQ2KiSSW2vqXLIOjoImCVRXnd0OA8iIMsyTsvRoetzZAmnVVYu96kYjNarGjpbBvAII6RtaymghD4CKN2xXmk1k+0ujCadVj4HHgAF2B/triol78FqLs97u5DyfGddPa9tPxHkuLISNiVqFMeD6Rd9FjbxIEvHAkeauEOU2pbgkjbmCnAp5+h0w7U7OoMNqQcoq67CHjrVFVfCCYqn54fiCHnqbM8byOkuas0802ZXWskXCocFyJ29fJ1OCMIGuykGIeqNLw9Wszk80xOm0bvx1oZ1jV7JYFXS5igTpxECJQc9SAqePeP1Ca86RZQOoZqk2UVBhQGK5GP6SGil8FjTWNFPMOQlJaWdqjF54Bjj6ORSxGFMDVDMks0KQGEpYgNQZk7sphxl+OnlU8CKkxP7gjX9iBlAibspC0AZysv51BSQLkCmzs+cOEqakzNUec3IJU0BJTg5dHEf/bztqIAVCTXgU+LwlLBJ0Z1lr8CmUhDGcMewb3iWcw4K5T9AuBRxaAi+qGRp2wutQCI9v3LwZW13Qaet2P9Rjp+ettXFMHVulJTHy0RLx5U2AGwq3Sgnzy1ADucYdWlODsgeORJ3NExCFyrGK0LwcCwmrXaKKlx8cv+ajn16b/F2IkinjxMBGRmJe1emb5lqLaohN1EchfLFH6Dww095vJ4uJjap8r1s4iA6QC3tDDzyWlE9YQypn7RraeJ4Pg5s6irweHo6ZOoqfkdRjk9TaSniOE+tpIjDQmSrrDy34E++RyaQtRPy0Ke/10p7fwzN5hxKpq9KC5C7i1TeAdl6M7n1LqvcQr+xu4ZuZYrbVhgRjxpAlvBJ/Ih7lYeDR/XUVgmbKKZA4WG60mmolmksD/qQejbOwD9gS7JrcisuDVp7do5J9pQ6uUAkoxPX9oSPPdbJ7S3ol9I8na5MWwEUg3iW2Zq2iltagE9b5XZC1ra5CMGX+YZy5Bcgr7k52fl4yMBo77OaYXB8wvnzN5Pzd1kFzKLvsto/MoMzK7NsENH7hVBwfJLIyBsySlsi3/8oZseQn8lx4owZctSHYHymLpfwqo6fkGeyGp/2+2ReP2ID+z/frv0GeiGT53FJG+WnbcNnF09hrsiHz/P+j30mNoS+8FnqmpM/oJ+28bP+j/N3ffzhk23dXLKLC4LX0e0VEXSFz1S+2++m/7//6+ydYR1hb4lBbr2fKw/jrfcVC+u9jsAz2DTwD3YNNm5b8lCfFYoZ1fgk2nTc0bEp0WEcm9hEx0UGl4htzCal38lz7D9nMU3BQZfj0Wxg/7tUrr+GXrMBKS5RnijCMEBrc+RPaaOq6bPsBz6JOwPPgBfep/hiYdWAS0IX6PEs4k++zQ3vsOopHAcsYn0CM2iGJcqhX7+DWcSkIMP4Y2Zax6FFMsqrX4Mjb2wtyhHtVCaJeAhvEknRGzbh8cMDYURRZgQl+cD5fE4Xjez8YNDQL2xy1GbHbZBZHcAu66TRU23kJNrZKx6o37Jw5DTYTvevUBcie57NCbbkIieHdMEfPQ5rc5zz2D8PlQRDSTnN5mgbcdEFyHQBYNemvztGRk3WAmT6FuC4ALmPmjr7Dsm+y0orJZfvjNnvh00KtwvRjUeZv2phEMr4pOopYJOKS5rOAjZxTCGsEr8ID7OpApfkGBTToq0JdgReF20xFyWPwCWKk0CPJSKjE0+0VF7ueBY5YBAQcIoaPPycBWzLbRQY1wk6nmWm2Zy4pUUumyMxBQNWRRmazVHbunM4pN+Or2bD0jU3x7557z7Mhu0n6MaA4XsI79gbysdphnlGtr7ocKgbi29WehfG0aaYojIBBUgeSNlOQcZ6+HPOzyAzdCQ62YOf0WPwMTMUHmYCfcAoOHkyhgIsUZYCokv/j5t1CQcqdQLJRaC6E72uBwIMpZy9LJsPD84LAviJMk4Mzo32Rt8wP66VcMr1OUBf1QS+IVeyWynEHLobSqZn4G8wD7whtdtLRzPoRlxssXG8HENbN//OS9IH/XwOPPbBgc6B8xLyWbIxYDeuXUqe24BrfTsuMqa3u4YpgqdjzPdlsSnIW45PkBH3eopbui6mJzdeaBqBSwn2KTYwXJI8kXXAhARf6MXI4I8pp8ia5eWObzyaYBugrBskGqIj5VkQ1cmlZeXa9hbaq2jYtHh0rPj6QmuDwIBlXZtWOk62uTDWC2obltItLmgJ+QzDxoBBF8M4zLCG9WwpedxgkKw9nG/ll20m0Yzg80a7GlEp914CUi4no8yVE6dhmRFUgolMR2ZeXNFPo6ck8lKcnEFPgjZxfGZoBBNNr4sOTPdw84vk+x/+sKlfN4wo4/RDtoZGTslanPiAyy8JbH1OfJGndyybQ8vGk1toPks23VIrreLpDU4LrWgIpeO9UuHkoJu7dh65LdUPRb99OongYmUDwqJqvjGgtS6Hfh2xMktswEXBRqaqtw0pGFrCJsDAJ01P8sNr44kmw94dR3EJwnT5eFjjjcClZL0N7a/BJWE3H0fgEj0P6mQZ+MPbg9MU2irKyz1fN+hi27BuMGxgKq4sAH3NIM0yA7zaysrmSCdHew0NXS/IsYdnc4D69YKHztZBXxcxvDw43bA0eWmnsi5HvnrGWpdjveKBVn5uuUXGKhlOmnVqtT5dIi+dJgsQYjcBFjGqZYPm4yc8LCoo6eBIyEFHyGmAZFhRrHKQoJIyJBpbHZ1umOFLGaT4rzMvLR800GkrYMjK0DeWW/tUSECRU1pheFrVUAIUANgPXjou96cIgNKNmVY0yAXISQl5jA6GaIoCSthpNAco4UdhHcAOF9b3zDH32+9tVOH2MZ2VDNioIjldGdkcpuWCsazDY4w3BpfUIIxoy+JS5BTYoTh/1biUGUW2qeXlCJjjmZSDvompZzhkbXchT4ZXTAG82oru9fkjBgAAqdtJREFUhiwzO3TaSqu0Sra/iIa2V1rtm68lC5Cj0fTt5L4PtCh+sSrPoYR8cHgAtZScYhJIWXls69cSbrUMDvk9AlAAA+3cHNRAIGlySqNTxq4EMLmDcTEVnMinPGqJJ9VB7NXKxpNHmuqmdhMZSfXlnBWAEqIMBVDgesejAVAiR8jwyG+k1zmMP2Rh4gI9Aih02kpLFdM+ek7qW8rBp5xYW+/Qyd1G4Ye9eoYTJU4OtB2QRQk5HFjZph/eZdWli2eYsVQwUkAhe+t0c97dO2S2ZZl4eF6M52MZ+FTEphIuZfjlNJKKSxn71FOoxKXcFJYGGYmjI7PMjHcBRyfBO83RIcEXuKNjbnlBcMjCJG4kIiYBSBwdNm2FAUXCTshULsEkKNtfhKEtJyeayEvH6bv5gu5hqouUk7suE5OUkPf/r5GMC52yKjo5IGXl4avpM01+ZFZ5U0xRAeRhywBJknVRaDnTVDa/HcGEPp+Oqcl7pM9m//tHH3RvymeiJ2l/7AsPbNApgMWhPU08jDDYQmzsfuMJoPRy2RQxRe2QIibRkrbouGbBX2naSm4QKKe05GK/QPsx652cIZsTFicfMpuzxcZDKji/AJnugBwWI9P57DBlFXYatRb6rUEvJe/eTzW8riEuMXRz7PebK7F7IMh56IuMSX/3QZdPZBR8SnRoOEH6q/g1Xu8YH8vuSKdDwbVoOtUfdRMe4sjQsSm+8D6KPRzL2HkpXmY1LtELL6euBm09p4+Yozk62iamcjo9XmOHiEHDGsLh5ClO1U5bUUeHZXOcstjYmLbStrmgmwOy0nGSdda2uNCKIuTGgLEoIlNKfij2Q76VXNuRnZaSj30X1com20MGJ7mXvfirkZGkyCdyUn8LP/mc8g1Il5W3xqD/g+BpTr53BGSfep6sTyBaot/ojza59PvSZHr7tDLOUEIZgZPyB3ZyfryUnH52fUk5eHknJE/XN5d8npRqIi1D10o35+Iv9pPSTV5q3n1e9y5mbzrZGXs9QpCnpeRDnyghhyMy5VLyQKFUvfscbJwxnu1KWZxZFJuoDiFr9ZvBoMWr6SXPUBMuKf2AwCXxOcEXQk7qUq+xgitMv9Ar8ZfgCdj5C50UU6gcxYaIKYQftJ/jhFpCLnAqEC0b7/AESV8sL0faFz7nsAoYysmpfK6cfMCuGZOXOAQg4ovcgiL8z7FokNFIbm+xDNoUGRw1EUD5wkfSl4uo2Pdr/bgvEEW1RFBDu+fypizp79ti9BTk5djkxJPoSbNbRE9UJur1gW8JkVOUGdbnqJGTh7kQmWVz+kMrmwPwDbrCreaAZG1Od/7dOazN5ksp3Qzl5PQN5bKcPLxfJUQtLGrq5QH+3hjtzeQAL98E+CserIV+8b0w/ToduingXduwTLz7EvvPGs4g7Stik+QXfItgU5ZXw7DI59pwSeKHhkuDCoIboW/AwqB06OM645RYCy5B4BI5z1Q2yKRYpa0bLGWZk+0u3JBl1t9vhSTrTAsjgOE1NJ1avjZHWB7lrG0uAlYtsgCZrssJ8hGHYooJLMO85ubY59eSd1kl79cD3xQwbG+xDrqlRVdWvk9xlmtoUzg4FmjIPifuy4RfOgyUTxs/JyP1KuDSxjcMRDCF2cDAQdMf9IZmrS/qFhfIDX5CChbERgkmTH0PVv0PIXN2tC9E6hSG0rJx9Dpr1udoZeUAX4tD58Zp1VRuHlyb615zaVVDrnQTYQynvwaCl4OmC/1mDmStzlD2GdbU0HU5cZ0P6tblBBqcHL1kc45tnsWpdGpyjlAxYKI81vhCRtWp8Jb4mnBJyCXBHXWIAruBSxrG5HRmcUk4O8nbzCkuJZjGMYc6QMXXP/TOkNzugo41rMkhCOb4VhcAYkk5ILarAAjGDWtzgAF7JCax0nEDexBl7fWCvKTbIQRfoZQ89vU4tIa0FJyWd9M3lMt1Od3//doesi5nRmwLr6vZclVUMg2afdiVPqe1K3pUPhgOUpBRTNBI6ube9dBH+dSKLO0hT+QUG+ODosjGJn6iavTkaHtFOWd/47MSc83RifYoFztEThRQ+jFLC/60snIJKFY2xwKUdQ+s9Q0UUNahA4pVuknLybU3AfN586BtWOi3f77WtC6HEl2X0/GEDM56fC3DDPNihdV2nKZyc/N2t/FJOBdMX4UODZuKGR7RX8INRY2qr4hLmg0CQxD+M3DJwpgizlH7wvMunRwafEkFJtgPmCNHNNfneKhZ5ngKAZd49KdsdQFefeX4ImT5pnKSLEkKI9CP27JekC5A3j+fJRlmuWHpIYC6LmfY0sKp63JypeRWhdWw9mZYlzNPvrs62hwZHNiOCJDeljnK4VCOLwssQpnljNU4RnwYBVRKchroUDCzbA+gQkbIPPbCviU5OrkUccHRUd9aHrI1/Xn7CBraL0/q6IQFxdGZmUMFlHXvsDYbHBSQvqpKKwdYFQ0aoATHJwAKkyd7U4SdRiWgyJLyCA6sPFyvZlj3Xe3VdiMXfMPKZ5tSLT7VYFMWlxQBE7aUYEcbT9fTEIQRxWNwSTou4XcguS6qM0ZxBBvm6GjbXRSzzOGcpUdIrq10dDwwTFuBZm26i2sVRiyGSZASDIMQg6AwBs06D/t6DVPnQE0peYJVrgsyk0vV49I8PYMq2hQZnFw2JXr+gqzpG62tZmormzrO8SomSz7VVghfQEsVF84nUemITkOOjUUcnWTqitqXc3QcuhSxhby1KWIKKMygHlBiujiod7B2Q7YAhaZ9w7EHr05S31JOQWcJgDJz60xfIFqiCS/SycLJoanhmOY1nJw4PSUARXNy1pzf1lNU1VgDDD/yom8hbGrBJYA+EFV4yhyZRXGJyo/EpWSs/jlPToGMOYyjYUtgVxwdNhikgPnF1e6fQ3dDjlPpDBv5BZOYJXdC7voGrKK7s4c+LZuTuC09JrE2dj1ye+b009zUEU3Ky4cpq1wpuTWNzqfTO6VrLkx1AfBzVoTRQpsig6M4zpwP6cPt6D2T4+W/caaclzxiPAs01JStGLfEw2wimRZHooo4LNUr7ad9dDw5VrxXiQsjrgubvkLKHynqdfGhSBYjiyhtAKReRrT52MY31OpsIdeDyGvvkQEc2/k4fVO5yOb49C3lraWbgJ4epnz7590i3kNCubgb3htj7TQqp6zoQr8uvTxMWWnvjFkLL1ui258bJZv7tuFGf3GRsYKjKmYAG4NNGRlNr/pbLflacUnTo+GSpZfYb+FS8/SVpgspf3JNCfZ4Rzwn6rwRnO1SKqKtKcuc2Q0Z2iaBw1S7zOZQebnNBV2AnCuMWHQB8iGYI30LecePkJ0B3/143aObtgoFEmTSX+7Irk6juzlCgBcuwtiga3WhmnSUabtP+8NvVhJhZXizOsWxKWP1SxsIn9ZuOnTKZzaWd90DwtoyOj2S86WAQ3nYGBZ5zu884dfsAZCUcTJ9Sp/UR9q8GE+Wled08pJN0kX4aek4oJWHg/XR8kxqQuizyskp31Daze2230KelpIHeVlKLnWOLdnctqQ8P6W+pWCTNkZOxuozxq/FJWdhZaLD2XotXKK6pJ3aOAIXTF0av/U9Sh0aMeyl5+QYrsR+LzFFUdXLhn6JQVS2ZpuLcBy3ttBwRsE2+VZwa4sLtr1FxCv+FnK2NQV4KTnVQUvJw/YWwIBJQRe1IegIbyQfuy5wtVNUJCum/iaGb3dkhFTFJ3iy0U/ob4mgtPFchofo17ItueiJ84s+MhZ9aGjkRO2MVUHClwhqzMgp2uIGW4iuOFY8fz+0UX2kLbfgL5Enl9ABbB48t0FgeSMuoPSGcmDEAuQ+agrtcmPAIXPTttDPKtnsxkYs2ez+5yWb+7xIV28DMhcZK7gi+2oyxFKHhjPJOAJrZMaF8ifZH6pLOgIZXGKmWxgTdSgl5z69VlYWJrJRXJJYVpnRSfgVD2ZUlpnizKApX1buhmxOVO18dJBkNifJKGM4BhCn0h3SBci5bE5pAbK6MaDziFtUeIdD+rWHuVfPaK940DLMdBp97tdwqOvffSU3KtXerTcyEFvtFBUhDVw056FjVtqlg2LJCz7L0aHHic5cHzuBlE/KS4dG7admEWckTtdQPSq/6Av3vXJdBxvCgX65o3mCF3I87ZpYbRLAo82d/mxZuUN0YKKt3p4H56934F8+e+iJmWFtjvWGcrmuRl9nI3jgIqDoa32GEs2hLy0lpy+y4/Ph6bqcsJX6Grwo3SRz6NuRNAdHwZXInsGXZmyyeKQegz/BDdnHDC/Ik/GSfsPhoTgQ26TdlF/rC+0+lUlwRpiS8GtfBOMhpeXJ9eHjEKATuuyy8uT9UMHJQMAsREwD8q+hQS8Dly5Azq3HkXiS8MDF9YIMswiusIxwvATkreXBASTT6KxEXazLCZi01ldrrsW3n3dntObWY2k4XSsoM9O1tLoMDpCtWgCgRiUAoEUJ2o2qygvZhEfqFv1MndRFu6QOjUcZQ0ZpSTTE5Lmjk+XX+gxHZxieg4SK3RGM7LnwpsgJwJCNEWjvAHMe3GMo3/TpZlyD7cLbS74Rns0ZU9Eg1+XIdTahLURHAVDoQr+hnLMbnb6cUyslPySZ84bp5NA3kmsvxdu3DTf6czCcmIKMJjAKmwrPemLLorhkPPOsiz7Dmm61n6zVkbik8MuxXN+ZYJLEGSIdoEI7Z4Zh0nHq+zztC8JekdN0MR3KmkFHQytj41I1shvOkb3QUwm+cq96CI5LKAXXMsxyXU64BgFX+BfRmaity6HZnUOjwFD52cmLCis/S2o2ZyIggxs/lb7yRcYlv8wCGMPvqaIscFT0W7zeaAd0YLFkNf050NHKOjV9BrbZC/8S/bajo9uTRkjF6oaSoyPkkxfmEUfHLClnoMENpIuSOwEOKNYbyq39KXIVDXH/ib49BygAxMs5g/ZQxklGygBKeF/MjFxTCSjbcl1Oj0eScvi0bGySTs9mxaXa/hpcytoZgqKi/gGXannjRzcEYPWl5XabLCs3984hGOeAqv28OJCmuyDTFwpTTAIK1Z99s1b9uZ8uIFZPn1d+BsQbdmlPt7cI8DLzHusA1liVll5h5bfaGpxIBZRQMn26nDN4K+7LUlrYiWeC6fMpX3W6uEZ2+P3T7Uv6wg+5ABQauYSxuBoxvaPo1wCF6KX6tZQy56EPORkkEHvW6wEl8a16O3JvBKYG6uXmiICSlJP3LMEBCjDAp5TEG3+dvcvxsNiOA8rwpt++jwAKLeMslWyu0dQy+h2Qxc6jY8FkS5N0cCycIX1V2KTwVv1mbjZcyuiuw6yOmenL6aJYEdi8oT8K21/bgFUEk+hYIJik9FlTVFpbstWFQzqVLoIvPpVOzixgcjJHiO56gvYP7bkdkOP/4A6NxCltGh2Cv3ZHdm17C4qnYRHxzK2rbynfejsZzz3c3MM7w3DxIEY5oz3wJ9NPlNd6mKWM6LfSvayPPSiEWYzJVCtPY3GKivRHMeq4xD5H+P2gi9ophyeAokVPiaPjwRcjSycqOheh3SdOTlQV+uhIxPZoVGgjVrEFf+E8xZilNwI3lW768gJkmoeR77PCbF4sJZcL/eQ7Y4ZUsCjjLJRsRnABeXdV/MUIGZxxYLKVyXkPp5S/qPjUgk01uKTxbRQuGVhYjUvSWXJI8M7ELDl9ZemiegqYFG0XOKPpGaZ5MtPppEw8ecdVw7RV8s49l8nmgIgGB6w/gZrCiCAbp6zmSKesMGxYGjY4jRefLiR2PmZyGB45Xko+c55No1MMWnM+mUan79YbVRAxMuhaeagWgCUBmECe/GntiT7x+6fwJjxSV46/oS8BCMGj2lohp8pn+4izY/Ba5OjY/Z/Fb+lnVNPH2lzaH6ayRBu7fcRn+UZgAPnyzEwfwEvGu+OBh5WaE36tlDtXSk7LJSl/KBsPx4OcXbKpUSz3hEvKyLcdmXiSwacSNik4kcUdVOBJAy6pchbfIrgkSO2TWKPdkxYuyfYiv9PbVRttO5yGPVJ//BNtUjfBrLjNRcAkZQiJZ3KbC+1WtLa48Ar2UH5afh6wJykvV/CP8lNap33sLeV9ebjhdrDycZBycritmMGBCSjdB0UofGFOufGsqEHIJ5FUKYoiurMRkOiriaBU2aBTgomUo3rl+al9pKRTyejIqDJmQQBoi5GtDM3SIqdgS4icEhnSNliF+EoHaoMDShsEtpRuam8CpptwzRywPg8Tzf0aGTcsQD6kj6JqF/rRqGkoPe/6MFsvlmxi1r9rK7yRHDw9LN9htT0zOP2tRH9IlMtg4pOGTaG9hE0+HSuHNVJnFleg97XiUimrwzDL8b4o72Vfpsw84RXtIO1I+dV1g6ZusnCZPF8dTzdYNpsTKOAKCG/Q7YYMc8zmoMMltkGgG74AB7AMs/fAjPgGQ3ZH37AUSBcgxwyOGzYGjDSfsYx852QppeToMGT/nE9jzeDj9hbDGhxAblTKCiIIJq2hf9+eVhBhBGklWihUu/DCC+Gcwytf+cpR8jSqMbMu9C/KKRGVwqfJJ+Op+oU9tD/Hq4yTk8/JJqT1G+dX7nMpryAn5f3wbJf0qrbA4JXnCLRHTsp3KLM5pQ0CSxtxacdhyJDNGaKgQT60040BZTYnZmwg2lgUNUv4QzvP3PCoyRpP23xryORsTQdnITwynoEqfGIyI7AJxjiVWCOPc3pG4ZKmE2m/bNOf+5ycgUsWnoR2ZdzBYXUDRmR0aOfE7RfYQ22muBLGlLp95QaBBFe0zQNDJlrLMFNcohlmms2hGwAmGETaKWbIDDPAs8RWdsfaqJRiVsAh+lnbEPCAb/R3zTXX4O1vfztOO+20cQpUcEAaGQkRSU5r9bDX9jDZvP5Sv8XrjfbOrjpZNatDGFh0JfXV9Pl8RofalegIuv3AP/AqkVM4CrzCBpnN6eSM91tpkRMLP3sDHWBtEChf3kkXIMPL0k3PxkiqrPqLau2ZExfsgS/065hmbMPAwCnfAByG2h+yM+x6dB955mYYkZZsWi/Fk2XkW/Ft4ovikfMob1thdVjPdbeaVOHNY1Py7OfsMMYu6bHwSh2HjMHkajCpBk+Y3JDZUHmlTeE5ppik8NONQVUE6fVUv8gz2BzZB/3x2Ak9MDYI7G0zqz8TTBqMKlVZaZjUfc5XfgaUKa3LoYuP2caAyRqcTnO63UVfYVXaEDDnGGRoFJLdcccdeO5zn4vf//3fxzHHHDNqYBkdsRSx8dfCL+fOnfcp3zyvPzv+vM5Oq69VNhdF5nTW9fUPUaPN8fkm1zLsCOvmfWQzd3kdZHz5nbh5/34pKhPPncjEP9nWHXvR5+dDNof2RTEiN0RGwHzu2LEWNa3PZ7FtnfDPY9tsuP2MqImuy9k/n2H/fMbW5cxJX8j8pPPdLkZKA8+MZW/C531+LUZN+/zaaDBZFS0Dj3IY0/rMl/CpiEsF3cvGpTo8bcSkecbeuW1rEZPmhk0Bf0AwydKbwaS4o7WKL0FXCZeovcN4FJfYmsC+nWJSzOYEXGKY1B13eASBSWCYFN5N1fH3uwwH+R6PIg6BYxLDpT6jomHV3M+wf742YJKSuRmOu6kyui5HYtI+3+naN+9waZ9fw/6Re3ONcnBe+tKX4qlPfSp+8Ad/cNSgAPSbAwZIaDJe58/pz6aPFZlEr9Gv2qbxED4VVJDKMjlNn6JTsyfpEzq7YyeODR1SXthYsp/xKuNLXU2AQuWJXnORsQCUKKoACpWzAAXg6WEJKKHfApTYD32hX+6dLxqgAIiA0vGkgBJk1+M02NbK4CwFjwIZz3GgFmyS/CovDhAuoY6nJKv1q5gEMJ2qPtmn6ZSOjuTV9HvD0YHAGjKW1MvGl3qirgwmQWljdorgq2/PLUCO0+hBLvRRDPLc6QmyckFxbhpdTlFZ01Byujzp05yciF8z08kBhoXIi06XN09RXXLJJfj4xz+Oa665pop/79692Lt3bzy+7bbbug/KzW4Fjs7q9/w30eTt2yhvkj72QLJ4mWf82DG9d80+0i7tYvLa+fSyTI700zGZjOwDp9gXdNFxXKfMx2Ov64AiT22U9ovFxYkNyvjRWDZG75BQNHXiAvTjgYw3GAewaSun7DjqxS7IXl+AnN5gyg7Ini9AtnYapW8Apgv9rHfGdO+rsks2aSp47p2y8C8t2QwLkUMEtVVoWXhkFT0ApF3Bp+RWIDIqNhUwLFnEvCxcUrAlx2PKKrq90gYQfAh94bxM7FHGiSaQ4Ku/zzUdCVYFG33KG7HG98+0ZhsIH9VOMQkBVzB4VtTJoRhEcDWcISuMAMEk2G8od/05eSInMYkVSbh0AbL2ZvJ5lO61kWKJYZFxuiO7fLceaF+PQcNWFvy9VmGqSy2IcB6YA/vm414h0xSq3XDDDXjFK16Bd7zjHTjssMOqZC688ELs2rUr/u3evRuA+I4DefKnkdKnRkgFXosnG0VB8iq6tD5DRy6C0nSq/bDb0oglIyf+z2Z0croFNutjKb0ZG/Vr4HQZqlv7nr3kGT7XLkAOx0mURG8bn64Mowv9AF5mKdu0RX0ym0OJRVoicyN5rJLNrbiweJl4BHAsacInoz2LSzksgexfHi6pOirwp5SF0XBGvYaaPqGLjdP/md8JJconrjMNIqWdEH3aNaDZpOS6+R6T5BhSN8VA61xkNic0y69fwYeYiYaUTbPBWuHEXLYJ/ZRohjnFoxn5rPflCiI4/2K45LzXNp/R6b3vfS+e+cxnYm1tiPDW19fhnMNsNsPevXtZH6BHTLt378bDf+pXsbajB6XCOZjnqP6SVsq7Np5kYaAzPktd+u+pKt8kp/VbMqUxXH4MllHRxnN6G0AekpzOpE3wOZ+0D/1evSaQ7U4gXd/mlD5HZEN/FOsRdMjkIH6Wx8CwgG9G+tdmPuoK7YHP9bzxuP8cIifKS9tpGXl8M7kLJerd5lsd37AZV8fTLfg7tP9/5jz23XkXfvtxl+LWW2/F0Ucfjc1KG4ZHkgz8yWLvWGwq4VLSX4dLTXhQwXMgMEnVo47hbfzRsCo3lsACE5P6cRO7HJBscwHCL9sVnJLvnULAE4ekz4FjEhCwiOLT0DfrFwEHnKFtM4FbEZ+Q4hjFmbWIM17FJNYnMIgeA8ChBLNmrisdnzmPvXfsw39//HubMalpiurJT34yPvnJT7K2F7zgBXjwgx+MX/zFX0zABAB27tyJnTt35hVrLha5MaTnzlKtkl9po/KJbCVPiKAioFB5Q5d3UofQLcaJhzVyRD72a23gcpauZGynyPjuIBnP65e/S7P2bYrdNbY5D9Ct2Bk5wHlRbSVPJBpAFBOe3KseGB9xchDHTJnpW4HpjqWhoqGbvuratHfGyFc8gMjDIXn7LwB1K3X+JmG6bTriiN1Y6dvItwotE49khiB5dhjzIEPJlKnAJgvTEpsSrKnDJWscC3Mij5TNySl2e9GmXSMTe6BfOs1RTMYjrAlWhUul4ZzAAoZ1iU6tA+CVmeIEExxLcSp5QznQTTcRpEv7wHrDwGE/L8DH3ZDDBQtTTjETg24aXXtDeZxC74li1FDJRfocIiZJrBpeO1P/ypmxmZwmB+eoo47CqaeeytqOOOIIHHfccUl7iSSgSMp0afd3lj8rKx86hYdjjhd99oXX8M6J30XteyvJedrpuIyKqxLUNF1SRrZHMOjX6PQcNfK5jQKrX5jnK+fBmRGu55FXxZNrJwAFYg48SjnIt5NrgJIYR044V0oet1mHKCX3Lm4WGIaiJZu5N5KH4a13WFmbb22V6apl4hE8kt+qHKtGlkwNNtVgmhOd9GuqxSUL23KYoMlKX8iSk3jA+C1nq6SHOl4Ekzq+FJdMTCNQkPIO2JHFVkN71XpB3pFoj8FXb0fY4mK4BP1R74UNmoXnFqkNk4B0ewtaJs5e1um7TQHlRqXaO6z2q2twho1LO+KvnJlv1beJW9QKMMt0enLAkvZ50tfm7JR0W/1ZexSgShwd0mk+/IRPcwCr9quQIKw5OnEY8ik6P/a42tWKMU64BuzEc5BHHCQ/7JsjASX0+Qyg+CjfnSfdeTQs9KN5hRygxHfGyP1yekDpdhOdqYDC9qSoABT6NvKxJZlbmWjApWYlKK/R3uL4jHF6DhQulTCJ8tQ4EkX+ZQRgsd3GpZyjk90/JwZAmXOQTgoJvuwMM9Wma0+CL3J+MviKayYxYBLdt8t7F6ejBswbaEAAfb8cQGSGIVwXEnzRNlkQQYwEwyRowdiAZ2NoYQfnyiuvHCWXTQkD2ac5O51E+NUUcvl3zk4bO2Vs1tc/VC3pYvIwa2ldKWdOX8mxlL4xjk6ip/8/CyjSBqkyOC9acEPSuMwmbVyqPF7D8LDzdjVc1G4I8eWw8yPXzUcepNNSyefBECcAAuCAAudZajhQiLTkm35jX9Dbg8LMzVkaeR49xgFQQqo4pIZn6be/5WgsHlHSMssLTVkpmGPiCOHZEFyyfk/prQ+lTWAVfb7lmOyRsxwHgRHsvIT+/LS51d4dGDPbw3kGXAmQrcCBOm1lnVToZCLBmVAcnWhIsEXHJB/1BJwd3k4extam0YdpKTFF1RupTaMDfYUVgDXHp9dBeIF0s8DuGjrm5OSxatDCp+f528jHbl2xaTI4jn7JBr86nWPJKfxsekjjEf0lfmu6qVjqKU0WDzhtz52Dz7Qx8MjxK7/7TI+Ukdcg8hNHQICPifMO6rSVnI4KH5NxKV+QdZ2T0/2e8/bhhCkICUAJOl1YmzMASifToWHM5ACxtJuWkqP/PGRwugFpFKUBStAV3v5L3xYMDIAiSzZpJkeWbMY+ASja28jX4LB/vg0zOHMPN/fqcwoU8CmHTcvCJTJ2EZeM8djWGAYmMXkmC/aoqMFZDS7JPjpGGFZikuQVuJK0CxwZnWVO8GvAAGZicJAodkWsoOMpu7OzLyQcigtA8EzbATmMI99M7sJ5xAyOyChLjCJTVmFdzfq8czbmCOc2LDIOU1by3Xp052OAYlX6DiuKSekuxx5xGh3jaGU7elW9PdxLmeHPlFP4c3wJj9RTw1/V54c2j/QziKzVJj6z8QgYJHoyfer1MWzR+FJ+p9tt2BV9D01fQB7WpthFEYrqpvI5fu8Q1+tQtpq+eOzisSwZD//TEk5aYmmVbLLx+v9lKScA9Z1TkmIpOYbyTCo7UUfZt4cD7di0LFwCxD2c4bdwRfQlpecqjz6+ig8ZmSp+C5MIabhSklExSY4n9VEba84r12ZhkmKj+vtDeOQ79uhns5ScYUv43wlsclGOblcBDBuVUtK2t5DH1jusAo/cEBDgW1t0fIu5KCvP4GTfHt7zqdkPb8h4/vtl8gq+5uxOTpcQG8bwxQhKjWzo2Nr5KXZY0Q3tC7YlGR0v2oWOcrsdOQUe+XybC/4K2Zwk6yOQLrsRl5f8xAj6PquoR98YEGFcP8RX8zlYJmf4qoeLPQfilFWImmKEBJdETfH8SfuwqI+/w0rbEFBmcujbyGkmZ7/hJB3UpDgigHhmFZlqbFoxLkk9w7PfgElA+nxKmyQWkH41C2xgioVJ4Gq5ndQWC5PCM29gtqc2hfG91KdvXCr1sTwPxd+AGR6I21wETGL8jpxUkG/YGNCRk5wjXoz0fXrdlZyHTUYdf1+etVEpLYiIFVk9VuXeYbWfLiAmF2zuHQ5B51B12eQuO71vvoZ9I7PKm2dPdi/+CJlRlSGjRlM1fEZ/okPRZ+nJ6UjeRUN5Cjqt848yFfwLZXRq2vusBrMJYmxpq7RT6NKuE29z6XXxQPYN5YxX8PXjWq95oHp83043/5OftQ25PHj2RW6lHsfrTTI3+oNjURPfbn2WRE2hPchuZwo+aja7MhabIm8Gc2pxp9Q/Bpc0TDL0FjEJQgai38IZrS+HSTkMKWKVG44rsJLFJsn5ON6mYhzxDlXMkscKBil86mseRB8T8TKLTDHJkXYuR1/vEGjuB6xJvh6BM9ompfK9etrGp4FvEVpZBkcJthllupBeUoAtoBPjFHU7bovsV4KsjG06X07HkOnQv0xNpzWOlKnht3i96MhGTtn2HlCQnYEe2mjkpOrSK63keNKipooGD3GD0j1zhu9LrWYAzHU59JsYsjzDWAwMwCus4vocly5UptkZWckwjxdUKSP3QUsoGR+mr7YVUUQXeKCxWqRik/ZcK2O04s6ycUnDpK49tX+ZmNSMXxW41IJJNbI1mBTbPPLZHDZWCFyEYpm2SrJBroepdF2OLCUH+gROtIVe1QGTOjwSGNX/X6qwYltbQFRYCUyKfA4qJoVMTmifwZ56L9HKp6gsyp2O/kDoykoPp6ZvWcBS41TQvprSzpaHuZX/QDg6uQV/SVvfKG1nJeXKmBrwxD4/AEN8ttmJpqPR46SU3Du4WQoouVLy9Nsfjtf7oxpAWV8yoITUsJxv3xbkB4cj5ygANjYlt0/kr3N6Vo1Lizo7YzHJmgIr6lZwaZHgS3NMkrErMEmzZQjInBI8KcGXbYFoG1FK7of363FLqW7iGDm+X04oiNA2KqVE2+dwOKQ/sra2oNRleNbiO/TGZnJW6uCwrEnu6RR9qpxxb9C0cVK+3fMl+mr74xhGnxIRyrnnIC9lk9JOIUenV3NtVfwWr3RoNEApyct2+vAJHkuffb0GQSdAh41Hf7miSK6c3A/jS/n+OJZtumEn0Li/Mb3NPN/lk5Zs0mOA7CCKcsmmjJrCjqLSyXGCJ7frMa3C2s6kZW8YPplYU8E/Ape0BKM63qK4lGsXdscfdAsnrLZCX4KFqOCNFyHv0GSxilIOf4IcwHZCHtgGMErGhILDzEaCSey8xAVJ5F1/qGeY6cVjpeThHCj2EOMYRrl0U0AQzAll5PSUEqzqR16D2EzUgWFS4KXbVmxJB4d9Z/KHRvJCuRGDnCEj+bUFgzIiSfQJPYy7tk/c4PQG9aX2ePICCJ0uo+qp4c/wqj5A31GUl+1R1PU8Xr8O7BqQNqE/V7oZx/MLLkDusz7yJo3ZnJjB6eOw3suRbyUfJuXDQr/BGQLsks1AtGQzlJGvzXhUJDM53bx7v/CPLTIeOOVbf3Mbwx20JPBIkokzvWyKNeFDDW8elxJdmo7MGALO+IGCP8zPUp7HTqeCS5nxyG1u265gmOaoaLxV01bmuSBiRC0mATA3CDQ3LdUwSZwhyzAzpfTL7wdP5NNXz2RLyUkmJ0yj0ykqbaNSiknr/ZQWLYigu64HKwJWDX28IGI4R75JaXByZn78tPkKy8SNDk/+FJn4G1Ehk+WNPEo5qOV8LasvxyPbiZxa1mnJSKroS+SNdvWalsa3eDUbtTbtOtHvNzglUjf77Li+kg2Unx4n5z+gsbbQT/LyMnIUSzb5Ij0kC4mHvuGNwLJknJaly4XHqZ7ttwaHYssi2GTKlHhrccnSUYk9qpz4bPHYWOV5m1dkrLZCn4VJkqoxibabY5FntiAXYiITkzT7mC5lLPSOTglPg7zAqNpScgBse4uhDQSPBhlaEEHl54yf9EHiDcEYKHgEsn2FsGkLrsHxNpBEnvT3IZAVUWkqNV7JVxVF6ffiuD7SXpPVCXLUTk87gwwkf6pDsy3yK+fAeHv7Il8ucuplstkcK3Ki0Rm1I9hLwSCOOUQrAXTktUzmwD3gREk4VxoMph2+10HkvP2KB/U9Vh4kvBA3AJSSTZKtke+wopkcucMoe19V0AnEMk45XSWrHrYNUSQH+UEyNsOzsKktc5PyFXHJg2VMlGFM/fIuVm1TsITKNmWaFZnk8mjXRfRlMy8aH/hja2KaMj7FkoBJVXIEFtg5k+yxOR7NMAc51+FGx699c6ItYJrrjpNS8l4uTqOHb8z12NVz1RZErPdZ6WFaW9/aQhZEWJmcYnZZ+7GvoNU5OEDqTgIJoEgniD0MyvdO+XO8Kp94+nKvXkjkG/tku+SRgKPJxR9Ruk5HPtS5B506G573MV4FmBM+xV7qzCTtKq8wpJcLXcz/MBwdVTc0XaQB4aPrP2YuYuhgF6w7ptupa4ASwTKkhj3YVur0Qg9vAUYER6vCSq7FoYAi1+DIbdQloNC58u1EdtZGdFDnYhnYlGBODY947sk4o7AHynNJSZOVcmwcj+S1EAbO5LCCkXyeFfu8GCcbfEnZVGXECbUwQpMT2MPtH/DGltOB2PkeRdj9JRQZ94r1igeP/lb2w+JjB0Qck1+EY+2IgZJcK5h7Gzm0z3CY9c6ZVgxB99kZQ6srE/c6qKT+MhVyJhBpzdolSX6rFL70Zvei39FODipCsQoqYszE4bD6wZ+FxNFRzrjK0dH4U5OKfLXjaDoHXh1QTHCC4uQIbsU9iWNpZ8cqGtiJUQt0rblScq3Cim6lTgHFe3FlXVoarr2NPAEUkEqG/sdZeyGejJq2HRl4xFjkzUbJwCYNbyRmQGHp2bI8rLop4+xUYY9sNx587TnMYpK2fYf+O57otWwt8aqYRDqy56C29T/qFbjUVE6u2VqDSUHA8oDFsVVKPnAJJwfhd5jgmJris50c623koS3IRTNJdnk4v8UxadMsMgagPvhcxO4cvho+RMoneBZ0eJJFyoZcTmfO4bB06m1tdtU6Os0O0UhAifK1gNIbJ0FFAlPq8sixdECB750RR5VSfl1rC6AMdnBAiVNUFYDSLe7rjmsBJefkbEsHB7AfwJ5yV8XCprG4pPHlMcQOwmqwp7Y919+KSVSmFZNyvC2OTkmWtw24ZAZtFJO8hTfDCNIGjWfoU0aOgJtqGaBDLyUvTqMT7OF+fb4gYt0Da/1Bbq8ctvnqBmHS5lpk7MWfIkP/uKyX34LOK3S38Gj9yS6mrI/IKTqZvhy/Jlds87xN2CXHTYj29X+JfWLMcKxeLzmu1OkV+eAAKPeFpl/T3bW5lIeMhX6Ni8pDdcZjJ+5VKZsu9LN2PqZEF/cNbXzH0UDyHVbau6w87EV+VIa/E2a2LR0ciS2t+FTEJbG+p4Q5lM/iyeOLsSMxclhWwBfarskV2xR7DGzQ5Iv4VWpXKItnGXnt/lAxT+hhmETlLPwTOl2/9iUFDyeulWNy/NgNmBSaJE/PNywwDv8bmANeEJHb9Vi+6yryQeARw6Qt+DZxF7ZXzPAA6XUPFDP7TMbbi/+c+NKF7kSfb+ynd51HXLvD5IhMTXvUSNocMjKszZM2flEkvyY/nBe3RY1yFJu1pEcu6tLawgI8ls3pxwrgQTOdcOy3hEdfHv3CXWG74EHI2gAxAldLyRMthAfGQj+in0VNnpdszmb6O6zCW37Vzbe8g3cuvo2cRk1hsZ5866+WGt6OVVSWg5HDJ+t305LTsjxJhifz/Fk8Fo50fV70KZgE/XmowSrNTv3ZSu3JbdGRwxrGG/DL4iPtTD/FJBU7RZtH8sZw1ysViYj0OyDQQHXniiKCLg2Tur6w6SgEJqHzLiIYhgF7u/stLax365lvJJ8B2jusOjxyrCCCZnKc41tbJJuU+g4DrXfqhQsxdl3g6pHMiz+FzIiKytfwK/PnacRV0e+N/qSPOzymTKbdzJr4vIykJKPD+gz5QvuoyCnDk5dTfzHSzxQHrHtKXtOGe8u0yZNjy35hr/p+K+VzOLaqhmV2hxJ9V0zurb/hmL6najuR+uZwIItNVdkehZ/zhRshw2foSsbLyce+SkzK4Atrr8QsvY1gUivWSJLj1OrL6MrhFyWWafKiTcqo19DpctLOpM/wUBXeoT0888Pn7pi0a2ZL7FEwh+KIhUfWFheUtEzOWFrhImNlnwcg8eq5TPiQ9mnfZW2GR8vuZDM3YrxkCNbH7xgtgmL8VrthmyWjRmF9b1V5uZTveTcicvLEliRycpRPL91keuj4LjzIQ/RlrsuRPNHw0Of6Pj9ctxA1Ud6glURRYSFxrsIq9w4ruSEgSCaHvtrBe9eVYNJMjvPp/Hfgw7DwmGZytuMUVef05n71wJ5fSWa2p/C8DnwKLhWyO+WMst7XmtVpwiQFUzgGSd2e6ObnK+W155zZJ8eR2CXHDscUkwQP1a+3Dc9yIqede8AkaQMGI4g55Jh+YYj4U7X4OAC148dJQcTcsUwOgOQdVtqGgCDt9NUO8N32FSGTU5NdtjYDXJ+Pw6TVZXCExxtIvp1XBR1FlkZTqtdr8A58nt15CY+ho72PHIQfX83mjB5Vt5TJ8Cfz85otlrwYy5QzZPXsktBPifTRiEeL1JI2pCA/8Dhmu+QJ4yDpI0jP+pzSRu1zQ9Qk7B7aO925zbesTI45r+3z89/pW8xT/duG5P2r3qsZbDIxbSQuZdbvJHpIf2ufigdyLA2rtOec6tDGzvCrmKTIaxhVxBsLqzRb5Dlq4yZtxEnU7gMqg5SH6tD0yHG4rWRdjoZJmWM1k8NvuU6twCRrbWDso/pEn/Ym8rmCR8vYk2t1GRw6yZYDVCecAipmvEE8Rv2Sv4IvXaXOyz+lDhFAVfVZ5Z0qP7FRizS0cWm/F8e8zffHJMQg+mXmhh5LO+g41M4sD2lUI6ds2xA5adedyYioaeDR4idtHC5ct1+OcoKeV1gNVV/kHIiuEDVxXdpnAC5dkxNe0glH3hnjKkrIt2EGx80FJgFdAcdYbNLSORrepLdXwtfx0AcqLUnX7t1Sn7xdk/dMCVtK+JPFJKpH8HO9ig0l+XSo5nV/zJaeuUaOtxFMssbv2819vEQmR44veViHyqwhm4VJw7XPbm3BkVwMnsckIH1JZ6ni0y0wTbX6RcY5lgLApHUoQXUluFTx6D9umo5qYGHtxNkhXLkfd6u9xtHR2ixQsZyk0jg5YEh4ND+g6RzsfXOkkwOkgBJ0cHdH6tGsAsz0sEfnKVBL4kmTks0I2MM5xCzOEgElTD9ZqWGAA8r23MkYyRdfhU8aGY5PzRvEgyk5nmUFYWMxifErjgflrcEk3VkyHJ2MfOnc6rCwPy44SMvAJABJ8KUhke6iCAs87B3ZLSeHYpIHHNlZvX2vHONKCkwC0v27iiXkmI3GpNUuMvbiT1CIqrToKpGncrn0MeMTDk0Vj4dMGVvydkpYtBO7ZXtLSljLWuX60nSufs1kSji5JpkxZUo3jmvpkuNpcqSt+6zc/Np18+LHQurQxonHbpBhfY7robrjnxPtQdegU333C1BMDbNbhkxDydQxLe20UsMTESpgE5DBpg3GpRpMsjEmfe7VdoIJ1vRVyqthCn/eS33mdLpxnaQ+ZlMOF0F4K3ma2uSUVd/fPI0eeBSM1MeVzgG3J/JTPAvNnvAGTBLnFDGJyFjTVRGjoL9TDyhPoUd+NRQo0+ZaZOxhLuIDABdWVCqkRVPa+6W0MZwXen36m5mLojp58sVm5ZQxyXjmAkBNR66NnkM/VhyTjpfIeyJfkdEJukpjiGuq6VKnrTQ5dr2IsOsa2PXv+1kbCWC4LT2jE2WbLozbvzMmCM+CfA8Irv/utJNR4rDsO6zmw9vI4/qcuACPR03hlQ/0XTEhavJUrpDJCSXk5kN2EJObG+v9Ai0Rm6pxSbWB6hFMYqEyyzYbz5/ZjvRulXbS8TXMy7YR2eRJUfSyjE5OVhk7tvfnmmCUwC7Gg4FHxTYNX2JbwG6fx7Hw7Pr0mklMSq4pxSTWZ2CSDwaSq1UqiAgyDjGT40lWRmZyum0u5nwMxxceA93byLUScu3dVVtuoz/VA8bg+LSWbRajKWWMnD2joiitT5HTxjQ9cmX8bEZHa5N6JD+1mcl7xpOT1fhUyvAsJ4pyqT1St/G9muMr91CxXeOzoijSlqRiSbbFyuQMbaQP+YXH4X8v2uTnbUUGtgSqLn6QcmNxSeXJ62nKNo9u90l7MaPcgkkaLQmTNGyQlOXRrokX+Enaus8ulZE6g32Cpz5z43TbhH7Gm+PRdAJsUbKVyUn7hkyO7OO6XTRFblC6JdfgZH8IYUQ6TIXeac2dFyMpj2IUJU3m4l70kS/Z0umH+1+LnqSNMSrwg0Dk1eSVcRI7FBsGec/GlbJyHHaewcZevzqe5OmPY2RFeHwYwInxkjZRTk76mX3h+nnJw6Om5Dxl1DQPspUlmzNmBbQNAR380A7yaodwkeiFI9+NfOtvksnxDjMHrPdv71UXHm9HB6cCjyRZawA1HAF0XFIzz0JvbkM8MiSRl33EyTGyOmY2ho7FcGLgGjIVqT06poE985RkRqSYzaGyxtgWZntlPJUnfCaNOTnt+plbXCg2ltblMIxkOni2pesLToMXzNRSDfU9kR8yOWxDwIpMTtiUdDBILyEfFg7O1LeQj12Ds+K3iSttJY+C8NBIggGK8bQHgGGgIr7jRGfSH/pS+bQv3FSO9yk6ZbvFH9/UG8amvFDkRRvTZ/Wpx+QNwdT5SC8Dk2P6yHjU/mRM8M+Bl+nWxpNtUo9P7QV6QFHHcbpQPJ/0QhcBRXN6wtfpOaCwHYZ9ByiOHosLOLzFlygNTo7zEXACzb3DGum3Mj7bksZgE8UaDZsUXKJOjx9+KRhfVpeGS9m+AZMsOe0HPY9VwuEo4Q/RKXEm9CW/wwp+qY5OBZZp7RouSNzSrguTk4+4dt3AdSbjEKfFLIjoL67Uo0GLEFZOJNHAmbSLBIJVFFcEJjnJ73psCdNtnmLWMJ5W8bnlMjhyikf9YhIhm0eLpsw32ZbKQeO1JsBiRAvdOFw+7fOkb+jVHBLWDv1ejA+2cMAsR8kEr8wDz3ijuhTIqsEisNfwaOcOW84Emb5nTCk5AxSkmZxBh9QkDZInUg8o2UoGBVCCDud8AihWCXncDwd8Tc52I4lHktTAIAoHJr1PTmctgktmABb7iXxiB+2jN7segDEcU/SMcXQ0ncnly2KQGLsfV14LUw6cND4LzwO+mI4asd3SY24MSHWEpn4Mb548uVTMeUrPtirwErpBMLH0ks5wQQL26JhEvn0Fk7rmjkdbJziGVpjB8eYPv8pdAphap0cZRwUWoT8BKaJHatR+fIe+cMe45OGXMiWwaU0T55wXzV4LHBaathrJYyQ9THeB89hlm2wcCShRpwIoST/R5AE3E4DCTsS2uhlQ4hgcUAB7ugooA8r2I45HkUSmw5DUaRFcshyejJ5sEKaYBoTbUcfh3LOS06/hw1gsqOVd6rRVhqeEqbXXzAq+tFuGBl9SnqOTxsO1NW9tQXCsdSd2ikm5hcdsQiWoAcekzOOXpdW/iyoQ3bVTAZoQYalA48mf1s70lEs1k0WBhh5TnvJafeQ8k/Pygpe0cR2U1yttqT6tjckV5PmxZ8cWH6Ma3Upb7gemfG1APCRdLvmOpc4gr3xX6vfkQ59T7kvH+SlPWGeDoV176y9TSaaWahYeW28EBrbp+htk7q8CLgVZFZsWwSVFVsUloSMZR9go+9J2z2Sy/Nqzyni90oaETCxQzmVZmNSEURlbpZyGp9r1SnTWYJ2mU+qouN8YJpnY5ZL+uMBYyNCFxx2fi/y5hcdBvfUWcikzhjbNFJWknM/mPABlEV8nVzm+wpl4/4VFgdYC4MFG3S4e+RBAUaInpscP9xFtj7xEV5LRobKZMeRVsXjlmLnIKeoPNvTHqS4yVuBR9JQyUWab7xW6NGqi48Z3UvlUvruG7SWbzZmceXeB6Ft/3SxcaxI1hS91Dn6h6b3EhtHfQt6t5HPbN4Mz93DrPkasJolSbElWJnojcSmHSd3Xm2ZSpE0mJhGstflzbQomSTygsn2bxiPHVnED5BoY527JmTzCBjXbQxpVvRTrKMZYmRyKdWGcHCa5ioKIYLDLYFIE2tjYt7ne3h6T/HDfjc3kzMP77wQmrXtgbdaViDvngfkM8/m4XMzqMjhzn7prhLIZGwBWRFUdScljwI6iKI9W7pmTJ3aV24dzquKXbcIWU9aLY40KvAtHTgX7pR2ucC3NCEbVKUrJjeug+CpMr/UdaVFOMZOjyvF3xfDMS9+v6JOZHCuwz2Vyti0FXMrg09JxqdBWwqUcJgV5rS+HMVpWpy2jrLWldozJ9rZgS7WcwA6Tx5ArZuANu4Zx0tdvaOOyp7SAOVmvOmCSpovpSDHKi+sQPo/J5FDiW1VkbG+glWdwfMWZuExUZWV6FomkinPbDXPjVlbHM35pIwGUTPRUbvOxUW4Y6A25pmzOYHAfdXkWleTkcrq1c5FyLHLyok2ci36d0nU56jUMQUyvy4GeX6FkU5zBmExOiI9yb/2tyeR4D8xmiJUL9C3kndiwffp2dHYspyWHT8vCpVosz+HSaEwShmiZiq6rxySaGYTFm2tL7ajBIBMTxDOeYk14xsuYFI/Js57wGNeI4ZbAJHadajBJGUNiUktBRPgdSTI5aMSkKEcwyWNUJidY2OHRkNUJ21cAHJO23E7GgSwvl2GsBBkCLFJ+SBXSLy3ll4tWu07RFm6CUuWCLD8n8rGywCrtVn616e9VKIfR+LM/8uJekmXecYyMnORRL5Ny32lVDVKfCliBxxpHyjl5rYQQkdHHoV8EPz/JT3kYoPTy1O7kYrLrXAAUh/QiAawsszvmL8SrKSEPlVWRLeruGgdA2X4OjuVlmPgC6GFmj00tuER5x+BSDpMA8GosiUlZ7KEyoSncpwomSR1CPm3jOFHEIOU4nrJ4jDVHJ9nmIqMvCls8+u+1ikkWjqnXqP8Q8UTyB53h5yQ54UGA6YCCedE+4pDE82JCg4FRrndyyDWQmJTc2C5UUg0XTZaJO2UKfQY3OujaXBv9KTcsEwn9rcAiU8ba23iVH/KELIcl9I0AFXGv0aFS+8c4Oprt4eaqkNNAhz3Iki8e6+Cr6ZfXXnViAMYgn7saQEmvR3ctrAqrJkAhl4afQ2qACSiJl8S1sUxOAJTguGDI5IQScg1QJJKHW5YCynbM4ADIP/8E71VRC5sWwCXT2RHHxb27aACmYFI3xPCd029f+xHu+BVMgsIn8CJtEzhhODVUv3ZZ6LiWQ5TL5lQFXhqP0aYFXhLHsk4OEJ0F5uRIu0B+HuJwipNDx0w1QQ28tAshtElMCjLByaGYNNxuOiaFrDSAxMkZO2W1ad5Fpe4NIWUyfWoqeabPa2rp4+Qt4QqQ8O+f60g2m9I28BJyZtpUcTik3eqCZMYrdLJxdEcnJ2eBSomvahFyRnf+PBRHiTClj7H6+8AARZ5LIu8sQBk+jQaUEdNV9L9kusrLM0mvenC0GKCMBJOtTLnXwxSxifwIJ7KVuKQ5PEVMUk3J4IuBSaazozklg0jPm2KSvIOLbdTREZiUk1smJtXo1niqMEvgeTYQZW0JSuj8DsmUVd3WFvr95hNj6Yh5TLJKyHM7HsdW7zALTCKTszXfJk6o+J4XoLseRpc6h24sFlR5JbhIHjm2OK5eBEj6rEXJ1ri8XfXczDZ9ARv/kdRIXWxHZYz29DgzSNZGmx+ej6N9r1UL9yzTqM7kfhn+1DG9PHbJ/VP91l/P++XC49jVt3vCO/QN/LkFf1P2JqWx78frZDO4VOITC5Z1HiT3lbRb7aMl5xaWCewpPp/atheavGwTmFgjlztuxiTtWaYyiY0DTzK2Zo8g1i/HkeQzBRF0TM2GGOikvymsX9Ot2R+vg0t4akrI9e0rBkySPMugzTVFRch8z0sva73Z17o8WiSVLBJUSkCTKMq2KpvVyZZ2ErmklFKMq2V0Ol6X4RNtfrhHzWwO49H1yGtRFTmJ7642Kgr2VEdWMkoi56ONE65hN4bP8rv+n1FRk+8Hi9fW9WP1bSMyOdkScu/i28Tn87A1Os/khNLNdd9rHFmSuZXJeZ9/uANfgUnbSLSTU3hrMAnDcz7o0nhsGpPVKS5KVvBB2jo2ozOqOELRWyfH8Q8YsFeV6fvYE0T5tf7w2crcUJlwXZmO+oIIHZOGM1QxSbu/AiZFxgxSz11//uWFxzSTM2xEmmJSJ+w7TCIOUCs1IdlFF12E0047DUcffTSOPvpo7NmzB5dddtmogbMRPUC8RVs++0ZfL/mVCMSIpLg+j2wUJT/TG6wlq2PJSLu0tmCn5POoawO5nlme/LHZLoj9mCgySdaE8kh+YxytX82saHLGw6TZRMeQstnxND3ss3S+l5PJYSozmZytQsvGpEWyNVSHKcd4FTypye4opejFbLNl37IwSX0uvdKm8Gn6DNqobE52LI1GYE4JsxL9Fh5InfQ7EbrVzI20uTWTE/lSjFJLyMFv1+LbxD1YVgc4QO+iuu9974u3vOUtuP/97w8A+JM/+RM8/elPxyc+8Qk87GEPaxt5XuHk9GRFRYAdUZnve5EX3iEFFBFFlebHc2dRm9VpiZ6oRjWjo9iWy+hwfZ6Nu4zISY/6fH/cns2x+s1MDmmMMr1h9hjk7b/LyOSw8XqFcz8EKyHaDW3B+N6GOFjybdVlcnqOTsZjmOsm3J3KrbXR39IwaY5hxTUAzMr4NAqXNBkNlyqyO6XMTi0uLQOT6HitmJR/hjke6TxlvSW+7ALkJnvLmAUgZnNqdQbbzIIIehwwScMcNGRyvIOfecGoS9PjZE2OR7eAeO462xRMCjq8599Kb0jRH7SoycE5++yz2fGv/uqv4qKLLsLVV1/d7uAAHFACKTkl9WV18UAypzLZt/lSzzKoDeCiVEAM1z/8YorKJjqOcmeb1VSFSgdZZRDH4/fB4IyRElSbb9CXTM3lysorjll7VKqPpcoYtso27ZmjbQxQIOQheIIwFBui4tRxUt9GLgFFjJfcK2Rs0yvVTgxgJeTyjeHwqZPDFkq7ACrDBR4LJqugpWNSoApsqsYldu8tH5c0TEr6M97AGEyS216E8eRYDJN62ySf/NFnGBdV6Tg4GpMMjGKOjsQQcgmrMIecnIZjVGniXqjf04ArrMIK/BwAA5MkBpGxom5+MRDWCfrQThVpwNgxMycnwapgm3By6As5+Us7MTrDPHoNzvr6Ov7iL/4Cd955J/bs2WPy7d27F3v37o3Ht912W/eBplkpMGjAEijM6ymRVR4sFCCSKshDFfloFFUBKgkoab8UwqYiqEj+2JCCAFGP6PNmyjjNOeHIY+xTkYxl22PxqYAi7SPyGqAEnZavcMABhQDpKEBB76hAARTpKaaeczxhWX3RCihbdbqqBpOq8IhSDTYZuKRiEqDiUo2zkzg6QFKRJZ2JRF59eBGf92hLDpMwPLedCgWTNGeF2Dbc5wofOf/UGancz0s7zZKTI8dhwFFwYjzv10BJlZcYIY6FCt2/UPoQHAk5PtEqcTX2p96l9SMjR2eHMfAimERP2srkhKBLOjljqNnB+eQnP4k9e/bg29/+No488ki85z3vwUMf+lCT/8ILL8Sb3vSmpF2bqzUpPPyZqEp1erQL41LeGodHpoyz6eIGZ8fci0JuHij41ZSt+qB7wtffWEJOa5MOCB0z57CUHJ3cOLk9c9RnStFpgZ0FKIBtE28rl2zWAApAfn9EPyPTW+PaI3vU2Q4onTy5Y7aYg9OCSTk8Uqevc9hUwCWz7FzBpap3UMl+h7yzI3S2Tqtbjg5AcEnDJAMDOE55jA2+xm5zYfiZRewzszkU+5T+PJ4Qu6STo9iZPvnh3PNvI5f7dwn3JqNbv3eqS8j9wC9LyKmTa2MS/1YPWJn4gx70IFx77bW4+uqr8fM///M455xz8OlPf9rkP++883DrrbfGvxtuuCH20UV2GsBECtGVFmXNkc6fR/3Kgj+P5A4y+RiPsE8sBswtAjQXAApb1JJxWc6Z45XjaHbRNu16S7kcEoZ++v0V+HN6rfdZqXZpOqV+KpO5Rjl+Rt7lz9HzxzJcl2S8CnuaS8hZX9duvotKLOajbVuRWjAph0eSmnBJ0kbgUoIXZUyyAsm0L/3Mxpdj5zBJ3N/ymR+Oh2un8dhyyngVlGCUqVcRLmES/RNt5nUmdtF+DUs1npo+C+Ny/C5gS0Euodx5MqxSZAMPEIsftLLyVmrO4OzYsSMu6HvUox6Fa665Br/1W7+F3/u931P5d+7ciZ07d6YdGjAoOwwnYrmoaq6DtJul/DVRlM4j9FBAyWR1ahcAtiz+y2VX6BjCF+b2eMQZENLE5IZjz8eyZIJOIQ/K07cHHdYYuh26TstuzS4zk9Pbo0U2wS5WRu64bgD6u2L88C6YqGtOxwrZgMGg5hJysihQZnK87+5PD3QXPfOOmLFgsipqwaQmPCJkvdsuiud+ZRfBJZIhsXhymNSNQzM3oq8iq1PCpDEFEjlM0p8747ibB0nwLxmHPp/i2JJrxaSc7QlGJLiHJCGSedLJeQxbW1h4B0DN5JQWHlM8GdqNDUoDmM8JIPYMvu9LMCnoc8TQzLv0xtDCG15479mc9oLKykBDPVxLXpISSdVEUbWZnWEcPz6ro3y2yjOzvOQctGwJi54MfdWRU4ksO5T2bHRWwa+2yc9QeC2eMB7900jrG3wUxR4tM2PYY47p7OOkj3w09MVL7cFKx7cqjcKk0jkXsKkq0yOpJruj3F9NmAQ0ZXVUnQVMqsoyyzEs/NbsV+Qkj7ZBoDkOG9Pmy+KeYYc5pvF8m5kY2mbwS1ypztx4XZd+Lmkmp+ot5Nq4RJ+PWeauLf/ojM8uN2VwXve61+Gss87C7t27cfvtt+OSSy7BlVdeife9733tI+d+NHJZmshjvIbBknVOBxThoWrrcUqZnUWzOuYaHTI2W+xbKOXMLQzmbZ7ZQfmKkZOIasr8qR2yvTRGiX90f3/9S/zhmM5/p31EVsvkACKK4v1ynrpr78FgRgWF9NwRhKJVDHS8uk23ttJ01dIxqUQFbLIyPSYuadkdsX5nUUzKrdXRKpwGnQqJjBJbd5PJ6ByQbM4imGRggOQxFx8bY8g2q59hyJhMDoDadYKAxKB8Jsdak5N91YyyPodtTCvs1dbjdAuNO84DUkV100034XnPex6+9rWvYdeuXTjttNPwvve9D2eccUbzwCFSUXckzjk+kUc+8f1NLZqTaifCCyB522C2ssFxHrufjK2UdkqbmKMT9CU3eeq8BFBhbzEPD6Hy9nKpf1jM59n1y1cX8PtYA5Vq+cQzzPCEz0qbeW4QnwNp15ld6ww/OyROhewLgBm+LgPBJKBpvktiVDKIOO6Z2Nt+iY4AKHBpWflWcm6A5WGStUFfgk8aNjXiktf4NxCTkrEJJlmODrXZvB9BsEZgEgBWCZrd7oLoZJgEgY2VmFJTaZXIK6dn8bCCCPkIwtCpYZLx3LPHOYhn+On30TkI3ugTx0QXvcbs6452yxuJOCVBdzCKXyz9C5aedC9LnRwwXMIoanJw/vAP/3DcKBnKTXcUwWUssGjOjtjkS9qWRFHyoaX2xYefjGuBCrFHzegkP9wCKKAACojjoWVzxIPbqR/ATQME5fRMUDH5AXaPywDA4mmqZiAKk+fsQAKKuMXioTdsSezOAEpyUsYXBZLJoc6MAShyj5ytQEvDJOMNo6OcHguXckGYhl8y41zK7LhMfyUmdaczYEGQSQJyZUz2ow8MwZfnvIlDlDgo4rpITDKcFrChCGZAPHPQx2RBlYFjKiaxa6FgGMDHkbxEfxxPOCEWv76WkGCS7Av2y+dcKNOgJZvJYfaSC0gdnoA5AZPCJ+eZb+17HYEDcPzLa6DVvYtK2ZI8Usx22EibfcOvBhgYHAimR1Mi08YFYMmmi+XvlDF9pUUtnS6d1AXGjQuR9YeL21BydKSTkxtH9Q+S87J5wqNRyy9tlI9n9nxQx98dl98VM3pPihygENAoX7UBULru4XtOSjW3WBZnaVTzGvWZG4dLBiZpU+2Jw2MEYU3OjoFJ2ekropBhUnpb9jzpj35z8KXZKDEJQqbS0bGfX8MGpV19upTtLTTMs/rlmPTRLp+fpT+drpLMC5eQR1wlI2lGC8zRMKm0pcXKFhmPpSyE0reAZyKr5reOG4vekrU8kk9ZoJwbr1TaOej1envjwr+xbeaiSGJDlgfk+lnXXOE37TJ4nHVtJT8l7Zp7oVsDaXGN6xfuuUwfooNl6ga5juzYJbqcbLPGJTZ7qUuxvVv4t/UXGY8hh+Fezt7zY3HJekaUBcjqQmANk+ZURlmcLOzS+pKxFsGkzFjaQuSkDB368zm0+ZRH2pOj8Bxa8lW4mDZp5eom5sh+gyQW5Owxdfl04XE1nhm6IyYJmYhJEldom4aXPU9pS4uxtLoMDupuzCTCkDoyLpq60Z96hypRlOQTWZ3S4uTsO6hou5XRIfKljM4ysznMtr7VjJyYDUNby2I/1wmoUYiUGT777qEQ77Gqt8+2J+oijQcmk+PJsd0/tBeXEw6fA3hAL9Xk4g7bMoMTnAhjGilhH4lLduZZ/pJUYBKQxaU025nrI+NsECYBqFqIzDGI21eLSVYmJ4xThQHJOQ08uUxRDb8cI5fpiRgpMzl+eFQT3Ii4aiAFlVUyOerC415ngklRriaTQ74HIicxia7vcQtg0soyODUl4UBFVNUaTameamqHmtWhPEoElYxjEf2Bo3yt0ZOqj9x04QaikZNX+Kher7X5lMeyhfVnxhDHSZSjjJHKe8bPsknCFs2++Dk3lrQvI98dZzI5QZc89lxOjd6UrI2ZyYljk0hLY2EZnW3o1GhEcSlXLTUSl7IZHs0OZcyEj42bGcvX9lF9DZhE71sNkwg5paJVsyWRq8Uk41iOkXNks9nmnHwN5vT/qxio2VCw1ZLv+gol5CVdiu5sFk/DL2KLiTnkWsSMMwD5ZvEWWl0Gx3hYVCpEVWY0ZazlsV7NkACKiHLUuXEKKDKrw7z5XB9pb4ie1MvhhvOtXohciJzUqgZhu32sj6Hxa1FOtEHT35+rtdCvNZNDZePnJWZymGxDJkeJpYiciJqSBRJcE3sJHrHVB11ua5WJL4080mcbok1SBpfiJTRwaSwm6a+BsTEpWauTPCspVoR7P8qUMEm+cFj7oRY4ACDJ5lStFyS2LZrNYQuQK2UtHku35K/BpBL+ldYJ6rozOd/ha7TXCTo/YGMgZeW5/UqHGkwitkhMwjhaXQYHQBItWVFTgYdGU0n0ocyZh+hFXSsjHS8RqbAxKrI65lbnxjodpt/aoItEL0n0xHSJMQAeOUk+Zt/AY43NdZSOvd5PyZC12rLn6ZXPWhuV6/+c/Ex4zDU8ie40k5PogjgWck7Y3PE55V4SmRo5Njs/x6IjANWbbm0rWhCXTEwCNgSTVJuAakzKY5ViOwQmWJgE/llddxPW52jYRZ4p+cwuE5OYfuUcTAzR5IPuDObkMirZc1VktWMLO8xsWzhvUP4U7+Q5qL8/EG392CaO0XV/4lmRWNVKK6yiwnA1pZtlRU20PFOJbOJHeZG0aErJ7ljl3rlSTxZByWoHUm6u70/hzXGjfmsfHTJmEj0xD5+MQQAFgL5PRfTY6VjCJniMLd1M9qeAwqvoCjxJaTe5lmbJJpUNQiIzQ3WFtjhH7bms1JUEKbFPL9ekt6f6FnJykD0HdmHksXUiHQPL5GQeq21DFI8C1eBSUjKu41KSdYnjNmISejsFJqn6KS4Ze+ukmRurXeie++KGgeryi3grir1kAF5W7gQPsSOeKsMJz65D8sxoGCXHEP2tmMTso7ph9adfKx1PnkgOCyQESPnh0MAkekwxCWFcchOoF5g2AnQNzfCbpPw4kH7vAbkeh2LpGFrpIuNIuflYYACaHMBk+lSHR6aOtbSxRLwSsEj3kywArJ2+MoFFSRObjg6zl49hOjpxPO7oJLdufNB8f+hYP7sfVdDI6FceYtqXgA4/xUR37GfOA1ifqkvhLwGKpivYYqaGwzgBUNg1GEZIfyd0QOl0eh1QODukk6OVam4nUjcercGlUjCmrT9JPKkGTFLKwYvODssyk7HJ9JXl6ADp8xTbC/vo1C5Ezu2GXFNSPhzrDpbNP4xhbgxoORbxGatwcuhVy+kT/elTruCZwCR5nvrskI5J7JhiUuzX0WcYh2sp7nZMRy0UQowNvFZXJk5SssV3Gxlv5QWAqhRyMrY2hk8Aprhw2JgqU/tzi5J9TXtqsjZ1xHiZLYr+wK+8RyaVs459oT9jU2kspU+Tz/KLsc3UMOU1+EupYfaZHeuvFZHPfqpHcTTkuNrYrM/pn+lxoVRzO9HScamyLzuVJezjuiC+/1RvMnbUb+gVOouYZBV6qJicNmlT5JI/+10sAZPi913FK87Fk++P8vtBt7SVkoYjcorK+i1QcYXIyP5qPEOPSZI/mWrK2OEBZwVL8fq44Th0kesaCyFGYtIKFxmTh9zlN8+KIsZbeQHkoymFaqMoWe6Zlp7LuyKT1RGpYjV6whC1sPGMbE5pYy7tirQs+GuJnFoW+9UsPrb0lPmV82Nj1+vSbFlmJocdh6jJD/dd9aZb8c3kSqmmeE8V1RQfQRI1jQWTLU3S6YjZ3/zF8NqOw5SUN4ab2R1r078SJiULlAU/zaRkMjo1WWZtU7vIH9bmKAuRW7M5uW0uEswgt3QNJunT7sMYG1EQITcpLWEObTMzOdo5KbpUjPIO3gW7Mrw1mZyIPRjwg9xLTVtahL7I3l03fcuXMq12kXGgXBaGUDaqKkVT1phMvxFF5WyQ/LkIKhM9lbx86sUyO60yzkzboCft1DbjMonY0x17e8ySDYmufBSV5VfGkW3qYruMrUvJ5ARZqavGbuX8YkQF2Z6JeoJMPP9xwHHQE8WkzDNQzPZouGTpXQCTuB6I+5BjRG2WWaMqrCpkc6oyzPQZtzBJYkDW7kGHzLakvFy/Spk+O5shzi2HK7TNp58lfy5Tk8coDT/EOFLGkOP9UmdF4ERvq5rfkAraHBkcwI5qKBWiKjOa0rI7LVFUaSFgLquTy+hUzIc3rc/Rsjm1a3NopsjK5tRGTmEOHLLPOk715+bP1Tlrwm/plWO3RmhRNx0TYlxpN7MrnJ8dNVVvugXZL370ZCZHXiAmYrzOYTuR5cgsiEtxTU8LLhUwqTmrI7M2SWGCwOF50GlgnLOwKrWvWFZOdCaYRNfFKAuQqV32s8zHzK2t4fJ179ZTMzmKbnUNYoBcyWvpEnol/5hMjqe/I4b9UjieszKOjVQFY2Pmhn0DEZOKzpFBmyODAyCJmHJZF4PHjKbmSKMTS4/SlmRMjBLPQQeGLySni/YR+6pLOYlOZhsdh4zBIpdog9BNx7O2Vo/H0KkfU45XnhPn10nllX2KrnQ+3Cfnq36mdmrnaJ2P0gdpo1fOQV4/2VYah+rS5GWbzNzQ+W9aPj4STA5KGoNLhLIZntrsjoEh7L7IYVJyXymYQPsU+3KYNMiCP3/CLg33qrM5QHU5ubSFntfodTkWfml91vOunacib+Kb8tkcR+mzsaTDAvnbwMaUNmOQk9di0O+EPgd1SwtxPrTPE/vG0OocnDl0x4NSK7gQanJ2qJ5MWxOoACaoBF1qnwAVpkt7qMnNmJ22Uq+dYqfoMxcgSzDTwE2hstPjdd3IyBm6zM8KoOSmjpYGKFGXdC6k45sCSpST9kmwYdeDgEIOUDD0LSs1vOVI4lELLuX6CZkLmGsxqRR8AXWODsUEzdGR4+b20ZFtrF3YpY0D8fwpeFATeJnjMv3deam4oskrX21rn4VZMliUdpecHHMchXLYpuKZNg7FJCkn7VNw0MQcQOCW4gAtQCubolIdD4uoG2YhsJba7dvN1LEcsyZlXEoXi9LO3PSVufjPShNbU1d0eik865lpq9yCv5py8uIC5Jji5OPFsZRpJdov07jO076BV44ZdGl6S9NVWh5ajpuMQ/uI/OjUsDhg6zmj3kGbmhoWgzW9HyYYtg3X5WTX0FiU274CyGKSNuYBwyRr+mrMdDp7njK4QG2a0emidOzkivVTUnLKClAwyZiy4pjjUTONXrO1RU6ODK3zh/MSmGTZRPur+uSjrfCGg+5adB+y10XeeshjkrWlRYJJjIUbbsURNbTSKarmcswxZZlGeza7I+Uz+pJsRWkBoKE7mybWdGlqtbZCNieJOsJ9pV2z2gXIsZ+P1xIpSV3FPqKrmMkxdGWnelARJWVIj6JSRyLJAAV7cnJMJtcHvU9kdbZrFkdmWJpwSaMRmKSOoclnjtWsjjWOxJ1FMCmjX8swa9kcRhYmkXu1OptTwiSF1OyyZaMmp5HyPMop9FYsSfGhUk61Scn6Cl41/Knd0iLaIjPJWrY5/I0Pula/yLiyHBNAecFe0CupIbujR1FCVuhL3llVm9GhEYzQQxfHWe+7ootW0zbFnswi5GRDKKJ31AJkcop0vFwpeS6TY+u1oxmtf5GFx+E426dkj6DIDsdL2nTLp32Rn2yixQ0lglRmG2ZwEqejFZcsJ8favsLAJO3KJ9tj1GyJIRcSj8Gk3GLkYFNDNidkCrpzsjFpTIY5twNyDSblnul4LDIuxUxOYruBDxWZHFWXMq7aZ2Ry7HMl79JT5AB++1K5FH10TOraM+/R88K68mOo0uoXGdN55cJDW1WOaUU8ViSljKHqzskpEdQg65M58UEO5S8uMx/O9Ej9RHfN2hy5BoT+by5WzJAZOeUox9Pa59PPucjHlLPGLV0LYxwrk1Ncu2PZq42HTqf8Hku2TURo2bhk6a9oN9fsSDnjeKGMjqWD2pLRU1UYISmb9VbGAuyCiEoqZZf5mh2f6RvkzDU5kow2c60fbTNOMdcXx6zBuhrbFXwx8b72N2RJuLT6DA4Qo6XYblFNmTigz2Nrus2STN6WRGgygmqZEyfRU/qeGQIoNIoRUZVcn6Nts669AwXAuGyOA7fZo5jJifO6JJzIrctZJJNTyprEtmiDYm/RhsY+yyZFOMx/s0wOsZUZ6OnHoUGNzMT3GEegCQFtPc6SwGVLkZHBYf0WLbtMXI6n6F8Yk2oyOjJr4xTMAPRsjvWOK4EP1BbtFTTa+r3hGeA6rVfPtGSXE7xK8EsZO+njz7+2JkfHDq4zyity9Br6mj4ykLRJzz6FazZySwtlLQ/tG8au3ARwJCatPoMDIImWLDAp8IyunGKRR9pWrHqwdER5aosnc9B15eWluXCtUsIu6yR2SPvU8aQ80QkkpZuj58Bpf9Ql+7zaF6NL7baR5wLOyyo0FF52DaCMk+sz9DB7Wb+zrwe6Rz3+7EYdxEGTOtVqLaeOO1wDl57DdiQNk2pwSVBVmbi1fYVsU/QmuiwZBZMYFmhZ5uQ+MTAttOfKyjXdUpcsJye6c+v1NExixw2YJJ/NqnWDsk/wJfhkYZb2WcE6i9/GlVTOXG8ozxuKnTVy4nxzfeYmgAyTnMJQphWWifvkwWJUAy6Z/o0pEzf0WTqEk9Lk6FAdUp6OMyJFHHVl9qionrJSSJZ2yoe55ORwXY19YwFFyCefjXFq+0YBisLHxorn5PI6E1sUJ0c7j+1EFI8sTALKuFSJSdUFDmODr5KOKE9tMDCJ3XsGpimBV9AjdRQDr7nEHwUnvJQXGLesxcdZ/BJYB/7s5pwhRgnmVJSQWxhFx9FwRRvT0CMDKE0nPAm6FDk9YJMzF1x/93mcQyNpk7xNvICqM5ELk5TZlRgQP/w9VZVkGunibKoY4IuSMwuS5eK/+P6hijJONm2lvE/GnLZibcSGmaJb2f0z3qj9h2J6WL6ll5xWJ+/jdanZvbh512MQEmnbwLvIu6uKfSI1DGFvugAwTQ0ncuGWYhnfQVrXyRq44WpOfZtTLSYBOi7ldkC2ppyABcrEM5iUm75qmU4vYRJ9EgrTVrUl5XHaiuBE5JGXBQuUklM8NLDPmoZiU2FMTx6fpA2pPfULj63H2ewDsc/QMxyTRccWn7wl0YBJoN8rAWi26BijaHUZnFxmRlJtVFXbDt3pGZvVyVKmX/W8pU6P4cstpYhzOsy2/tjK5rBjFG+0Rd4bs3Amp0S+4rMht5RMjsJjyhp2RLlwzORdZkzH+Ks2AdxOVMoWS6rNQFf2ZaexNPnMsZrVsfhLGR2ic5DRdZnTVpqObFvSlOjNYSebdq4liU9Gdtmahgpjp3oM7CrgQg0+5TIwLX2qXsmvbD+RZHwsW32qk43PfuNk/2LB1ubI4JQAJUY3Gb6Z0/UsXCIu7FMiM/kVeLEpVi7zxKInJZsT7YpddFwazQRAqYucOk0ikhkROTWXkiuRkBxndCYn0VkXNVk62Zggdiv2xfGtPiOigpAdouG28nH2HXrjeiTfnbEJ4HZ0cCTVODk5XMplnbPvwRuBSYZt7PkfkdGxsjkAf0aGG7shw8yeMQVDgp6WBciDQpY9XurWFiZ+kXEpJhmZHHXhsYodZVstjKjK8oBijs47HI8thBjOgNuWKtAxSRjTQJsjg1OTBSnxWdFUQ3anam7cyuoIPVl5Q1dz9KTJ0cjJeuWDpHA/5b4GI6Jh0YulPzdWcuwzfUbUhIz9pbZeZ259TjL/bpxjsa/Em9jgEj5TjsiM69Os3kYk8ajGwcnx5TI8y8AkTdY4bs7oRDly35ay6IqsaRuQnhMKGKItQE7G5/8vui4nO0Zln4VdGuYU8SuDL5THvEZWXw73FMplpBjC1NiibnbqIk/3v1P5amhzZHCAPKCUyshpv3wIrUiqpRwTGEBBKznPzImr8iRaYroqoic1m2NFToWScvWtvUGPFTlZ63JE1ATokVOyJofJD+PkSjZZBESjJiW6sjbWUtsQ2sV6JXKaWtRS2xfJy04jMuv/kZkcJhfM9LRLxE5KX2jIbgK43WkzY1Iuq6PgCtWRzeiIbE4nR26JiAuDuFpWXsrmaBsEurQt3sMED4vZZQuTHPKbAio4o45D7cJw6kNfeg4WdjElxPRUzt68UMMxba2h2afhoTQmHnYXycxiQfwcRkxM0CfpUy8CHWAEbZ4MTi4aKvHk+q1ISuNX2ool4lROOc5WOWTliPdbyuZYckrUll2bQ+8xMbY2Nx0jEPJnlYeG45YKK7tPk+M6LT5+3aRtA69ZyeDTz7V97LsR56NFagmvch0iMCW8Tj1P1ifHhXK8XcjCo1pM0jIoG4xJzbjSikkWroRzIPZ0/DAxidkSxszIZ9fu1awVZLICc+jWFrmxtLFR30epOpOTwQiz+kzBjuY+zW75nXuCH4pOxid05rLwiS4PuCUFWZtjHxxKreDS0l8ClkzbqOmrkqNUJSdsl7o08IB4+AWo6KXjxsMTxgZ9GI3rbuiLgCLtNWXT86kDG+38OV8JUKTO+FkeK305QEnktLEbAEXyqeM19Jl7UUxUh0mSr7avZRpLaWvCldBWK6vK2Jg08Kd61MCrMI1ubm8RxkbBydHueUmZsZLj/nrqfVCcF6WEHIJPsaWkU+M3MWFEXy54G/iM3depXBjLDzLm+SlFDy4XiFXSSt8m7pQH28+E52YBSq4MM9dvLQzUFikXyjEB8HSvnL4qlXNai5EbF/1VL/gTtiZTSv0HNWUr3wTc85o7jRbSwy0lm8ta5KfqoKljegokNWzZqaV01dSwYotZqmnaRko1pc2OjBe/S2JzvE/SPvbjFSbDRoLJViYLjwL5Ull4VJTBpRwm1UxjVUxhtW5bkV+MbGOrhklN21wQnKqaRmfTWHJcx3TWFkRkp9CRe4YFJrG+DCZR25HiWGnh8SCXlo+H8azZnWyfsCvBJCE7sJHpcwVHpeCAO77cF9sXw6RNl8Fxcx//slQTTbXI1bwTRZGrXlCcsynIanxaVgIYt+BPidZqIyc5roxAculhdmy9lJDZrtttTtNA+SztUvRLe9XUcE62sa9Zf60NXmlrsGuiMi0Fl3LZHUktmWZqZw5jtLFERqeKLEzS9LD7ue7cs3ZomGToNKdC5Hgku1y6Brlxi9llartyHvq1FJ9LX5HPY0vtlJplT4I11qZ9QUdGp/kbktHXSpvjXVSUyOK8qogql8FZRhRVeuiLm2x5xssj5oGSTFBDNqd2wV/1AmRHo36RuQjjikxO9VvJaSZH9tFxEOwgdocxkj4Z7aQ6g0lmBkZGVTST0ttZ+44Ytc+S06I+aVsUD+dTsQkg05HER4ncYLvjJ7NdqBQwLQOXcthTk2m2sjqlLHNu24oEX7whl5MJ/ATbCtmc6i0uyD0v9cV7uLYgIprBdTNMMvADEKchs0WsD6mclsmJ7TaWaDq9dg6hT8kOVfVRe2mD13VQzB2ycvo5JLc3UZKcr5dXu7vGY9fkbLoMTtVcN1COpnLRUksUVeIrRVCVGZ2qefSWbI7HcI+QiEbN5kgbtMsaQCX0lebALQp6ako25ZiFTE4uYquySxmb6yDI4LnO3Fqa2shLs8XSmfAJILKyOnTuu5MTwFGyc7vSMnCpBXs03pqsTsnGpm0rMpikfNYzvfn1gupzqZbBKzYlcgVMEv+XyshzNDaTw8cXnyt0Szmpe2l9fX/d+pwUQ1quT8u5t9LmyuA4eaGMsy1EU9n58tYoqiWC0ubDAT0zo8iqc+F0XU9DNke+TTzKA2k2R0ROTetyZiI7xObZxeVEW8kmtV+OofeRKMOLKCcTKVGZ0KCupRFRWLyWQqacDRJfjRIVseNEZz8zrfGF8cJx7BsuUHK9xGT4sioYthRVZJQZr0YZXDIxqbRWUOPNYZK69cTA375thYFJmQwzKymfDZioZnNa1+U4gq+l7LIYo7WMvCq7rGVyNKwxMCkKCfzQsixUfzjIbWmR4Fquz8IgCFyTWENOkK3HgbgG9Oc1np+iUPYFMh65Em2uDA6NknKRSIGPzpcnDlBLZke2aVVYhQioadM/TS5Xwhn5oWRWlMiJyHPPnIwFcJu9aIvHZDz6crxCBNlSsjnoFGP6kSXk4rzVz1Inu07iczgHja/UR47ViEbalshlNgE0z8WV++Q42500rKnBJUFFPLIyMaU2DY/GYpImq8kVMkAJHuUqrbQMkJI5WlZ2mT0jFrZZ2eXcmIU+NbtsYRzFDthyw2flfiM6LHwxs87is4ZjOvY66FjV6xDHQSYZD7xvETzaHPvg1PLVgItCRWAp6dHaFgUVypuRy8ok/Klt1elhxcnJlpJLeUnSCam5UVsARXXCbJ0Jn/XZkGsBFJVygJKzNzlvRU67thJQLFsWAI+DimpxRuNv7M8uWB6LSctwdDRe6xxzjlEcg/IHzKkMvKhOzcnxFkbJ8Yg+jSxs05wc+YwzDPER89I+YZtPx0s+I5WXzz7/PNhnOoFKn+q4KJ8TPeLYcuYS5yrIKPqLGDeCmhycCy+8EI9+9KNx1FFH4Z73vCee8Yxn4J//+Z/HjUzJipKshyvHk+kzMzslPVabzOjIfnGsZmbmGTlLRvBIgHAeSeTEHgAiwzx8ZZzSfjlyPE1fkh3xqU1qJkeOkQCFkcmRD50cD4aM+CzHTgCKjBXJcxvUyEj20XGUcak9XM6pcgywkMrEPkXfohHTgaQNw6NAtZjU2k9oaZgUqBaTwvgWvkjeiBfellHOs5jNYfe3IiPGaQq8tP27JGb4jJ7MOsFRmET5FH1Z3UxusJt/pveFgYVWn3YMRaZ0TKuqDP20P8GdRG4xTGpycD7wgQ/gpS99Ka6++mpcfvnl2L9/P84880zceeed7SOXyi0pWY5OLY/RZ0ZQY9q0DJFB+TJIr35uXfBn2gWoN4sa6ZScnAyZTk4N5cZRgEL2qXZYfAaIWA9UdYamtq8w3ph+NU3M+pytbwutv1k6Hlmb7mlkOTOyv7GvKatTO54mIx0tC18yVJRh+EXaF5mykmNLrJD4UP19GnqWNF2V8Cn6WjK6FrFCCKFTdVwKY5uOUU5nAUNyvU2/ExXUtMj4fe97Hzu++OKLcc973hMf+9jH8P3f//3to9fcfDUbbNW+F4b2hQW32mJAqcNagCz1ycV/GXvtckxiZ+0iZIWflWHmNuIC1Q+9lDy3+FguwJMbAsqFfvJSSD3awmMyRvJ+KgznW9zUT4xnL9yDuTiPfk4WDHraJ3RbfeK85NgO/DwSuXht7Lf8qgv89PV9apn/ZqWl41GgEi7VbEY6ZsO/vs9coCzxRsEzLUBhdmvYEsbV8AUobPinYZKFX72JbDEwkQ8Ph5CpKohw2nE/XmlDQAD04cwtPNYwiepoxiQN48LlDdfKwIWgz8KxwEjHon0aRgGij+IFiC0AZxY6w7HEzGgTyNeMAcfg0vdcebii02TRQmtwbr31VgDAscceu4iaPNVEVjXRlCUjaHRWp5TRKemLcgZfazYn8qZD5CIn7rEHUFHkDNLSw6Z+S0chNcz7Bv2yL/mcI6Fbv27iszFOsS83doYnjZQMOc12qUNOVVF9WyiLQ2khPKrJgARqwaQxfYKqMKnFfks+jFerpyRj4lf/YcxawUA1U+gtlOCK0NvwqhlKOUyyMjmqvNRlYZw38D325eQUA2rwWpWTQUAGnwp9i9DoMnHvPc4991w87nGPw6mnnmry7d27F3v37o3Ht912W1CQfyC18kztQc9FU7nMziJZHaWcUj0m2Qwz+pJREFBZjklkrDL0yNubJ17zYJWSs0irb6vN5LAMQa5kk1uZZEPMEnIQ/V6MJ/pkBBRONYyXZIag6OJGqtFQUqopo50kLBMf5Xj0lvbcPhZBMTlinJKd0aK3pExzC2VvJC2MR4Oi/EASl0qYZOGO7Cu0U0wyMzq0rTXDXIMvAM/OhPHk9hgky5LYI59hq5Q83q8EMxwfT8UkLQMj8E/L5CyjhDzFGmm7wAORhgmZHJlZ4dkeBQukbgy6IG2SGJbIpZiXxSDOJhoqS8ct7CbnLJ66ahqdwXnZy16G6667Dv/zf/7PLN+FF16IXbt2xb/du3fXDUCzMjlniEZTtSWYtM/iJ2QuAKw9zlU4kM9jKhtGzYPHBcENFQ1B/wIL/aiuxGOnenx3XKpkSBfidbbnFuxRSua/iW72OZD4zKMrn/Q5apspN4wFr/NImxK5yGeUjgcdyfkr+jEeTFZJC+NRbQakFZNy8iPbq7a/GINJCq+JSQYeBRnGK8+DYIDz3BazIILy0/FKFVbGsx/0Bf0MJ9hzRvQixSRdnzhvKM88gp1cRq6hSZ538TmHJ4ku0D5up6WfXpccjplywqbkvCD6vEPwpFRsbKRRDs7LX/5y/OVf/iXe//734773vW+W97zzzsOtt94a/2644YauQ3NgSgBTw5dLHdc6OqFd0ChQkbZZY2gAAeiVDdKuGgCKvIl46uSwvopxLTAIIrVOjkILp4YFXxFQNBtqAMXSpYGScqzZnXOu5Bim0yT4VUBR7N1KtBQ8CtSKSxvp7Gj8hExHp+W4FLiFsXKBV45f4pdlh7Ql8mX4hT354g3docqShWvau6sk5nkDOyUf6rEq99nCk8hX25fDGcXWnPPSfU7xZdRU1UhqmqLy3uPlL3853vOe9+DKK6/EKaecUpTZuXMndu7c2TKI3VdaTEx5cqljKpvbMVRpy6aKF0kTj5m2InqXMWUFAJ4nSDl/aGtc6Fe9w2gwEdyWUalhAMP7t8HOykoTS554FZQOlmolfHTBoOyjl5V25tK9Mn0M2ZfIkZw8OS9PmZI+8m+Sa968dEDwaBgsbZPTVSUeiUljdjeuwSTJUzqmU+l03AWKHFoWIFcVRATMoPwEo5KdjyM++EQPxaTswuN4jRRco+/TszAPYHhX3O04fh7OQZ2CElgFoYPDVYqXUPi0PqvYIZKiRJcjU1XaudNbMvZRZBIn2kBNDs5LX/pSvPOd78Sll16Ko446CjfeeCMAYNeuXTj88MPbRp57xLtyVplIko6ExWP1k/nerM7KNjf3+hbsyvx00TbaRz6ztTIWWfz9HLU5TiDtutTY3NPSnJzcGARQ0vHL8qZM7zRlr7EAl06BzmfO71AdJbtzempImftmdgRA0frC+FuANgyPApVwSXNKLB5rTaH23FU8cxafikm1GJTDATpGCWPEOCqGabbnnuPss1V5vYieJsywcC1gkoV5yIzV8IyrDtMYymGXNa7klzjWgmvUjjHf8whqcnAuuugiAMATn/hE1n7xxRfj+c9//ngr5oWNFyTQlCIlLfKJY4m+sVmd2oxOLruzgZFTAkAKbzZyiqkKMEek6+s/LDuTA07VbyGXEQEGO823/QrgWUapJnOYZBaH6mDnqARCvW2abs2+5PzCP+Si0PMelNI+cRG3AG0YHgXK4dKyMGksHoX2TEZn8QxzekrJgmItO0N1SyenMbuc29oieSP5mEzOgiXkkanYx3VrmZj0WW5/+3iCXVRX/P5tPnYsDKKOjHRiGHQIhQFfhu9AsWEwjfQN/6rTeBXUPEW1NGrRNa/I9OQipdYoqiaDU5vRsfhpn+bolLI5NHJS+BMA0niD3eJm5dcCzMlRqaGaIefkZIkiQEufQipYOIVHeZhzWRcKANV9UGyQ3os1rsJHeZkMdWqcwCDqRTk/GkwONK0MjwDu/Fi4NAaTJBbkeAvZGdXRyWVzqp5DbouZYQ66SoFX7nwI5TLZLTiiOiElks8O0ZF7YXB85iX+AfbznDzLupOTs9XCGlZZlfTp9jBd1ClxnC+b5ZH6FX7V0wPIBRxHq3ubOJAHFdUZUSKqUiRlRVFWVqcELAVHZ1T0pDk6i2ZztMip8GbyUXPgArAWcXJq5r/DAj+ayaGAEuUjIAw2W+WZ4bOZFTL4iYkcuJDqiiTtFPprAcXko+cuzoGtdwpOjvxetugeOEuhGienBpc2CpMqMsrFjE4pULMCrwyfWh4udeUCLwW7rHWCVZuUWpkc4wecjsMyOUwvdCcHGScH6TPHr8VwKtQZko5RPFXxvNNmyT/gELlSAniSvgKmVWOQlDMVCtuFHVL/GNpcbxOn5H36p9F8zv9yemrataqHnLxxXFVabvXlyjeDfsaPlIfoVCsaFL2jKqyo7ZWbb5WqqxgZOoo2yrHYOOnnpApBfKY8Gj+vplJ05cbxip3yPAUPcjbEc3MDQshxGJ/SN5FOq8Qkjdc6Vtqqt7oo4ZHFF/lRUc3JMYP1Mz5uQ9UmpYpNfIsJZXsMjRK9/P+WLS1C34ABmo3KZ8/xzcquqs+1PD9vXD9DdxHHYNhTwLgcjjEfNPYRHGuklTk43nv2VymUBxagDlhq20ugEtoyx9kyzpzTswwnh9qh8eYesmWVbHrr2JD36cvqNB3Nux0XAGUYvw5QKH81oEg5zZ4MMORszgG1Clzhc4F3u5DEo2pcasGknLzWnujx4x2dnkYHXqV9cyAcB6BYHn5AnJzq92r1so37djEdNXvkUPL5t49zeXE9CvyaY8V0GeeRBEmKPG03xzTkXM7u0KfpHkmrnaIilAMTl5vD5oz82EodU9lSurgmVVw4Nss4S9NWy5iyonZI3sxCv4VLNmunq2RqWEkjLzM1XCzVjGlioYvySH4EGaRpZvR2EVci9MU0PO2Quugx5SnxUXXiPCUT+TqFwomacKmESbmpLA17lGez05PBJGuqSvRn1+doumqm0eWUFcMkG79U7MpNoVfsxN608FhOX5Hp865/wDo5XVW9pYWJNd6cPpdTSGohBNGrTTlZU01ybQ+TiwcZDCE2lLBqzFQV+/phOFgVtLopqpqNlnqqjqhqIqlamZqMjmVDLdXyLpLNyY2V4cveUDVmL/Am8urUMGCnhsHPoSoCSWR88VzNCKqmT7GneaqqME4nI3+Ijc/a8UQmVWOSRbmsznijmvqbsjk1Y4+4HiomqBmi/jiXyYk67fF0u4ScgfWjM5xFrBn4msaweHM4UoNpteOUZDL4ksssL4tWm8EpOQzKngwWoLBoyop8gLasTk1GJyfXms2xPtNxC5FTXXl4P34uwlIW+i01k0MiET6GY9GXtcivH6zTJzI5rC/4KPHzYK+6aZaQD5+NZjviEQeydDxZTEf4k0V9Unc4F+16cNWkge+NE7/bcA3C7UH6thXNS14iIYFLGiatDI8oXymb0x9nCyNas8tBvpRdbsnkMJ1IMjlxDA8MD0H9wuNlbWkxphBCPTeAjUGfZ6lLLbkm7bEBUGTsTUmTc1TGUWUon5HVodhjZpYhbtWRmLR5FxkD+oJfg7LRVC6yqM3qaG2LbpNu9cnPLDuj6KjJ5NRGThW2Vi3QEzZUZW6ifm6Dlslp2T7dsrWYRfEVdnuhx2f6cnJBtkZekctldbLjlGyYKKUKTFoIjyQmLYJHLc9d7pwsfGrNLmu8Gl9NMUTF70IxkxOfEYEnYoyajFAOK/RrYGBdAauS9TjqeMY4GV2146tkyWj4Ej9nMstLotU5OH6e/uWIOjsZgMlOZ4UHPgEGY2FyDbCUKq4yx9kFf7l08VzhoXpLTo7GGyofpE50N2pcgCfTw/QB9b4OUHwnr1YalBb5EaqqrGK6yLkogJIFAWqnxS/GkX3snJM+Yrw8DudY4LEWCA59LhmH6k7zpduINDxaAiaNwiNgcTxqwRX6rCy6ALnk5GgVVgKPksXHFU6OxBOuU+gZWe1JqTh97qEvOs5hDTtPilWET3t+DX7JY/ZpuKHwU6xSp9S8cl2IfifHAwZMIudIccxJ/kbaXBmcRQBGU1cDLonOA+jo9KQ6OppcQ+SUAEUWLIzrI/nF2JaDwZwI7+P4SZUFUjmuX9qJ5GGUlVVuLvrkw6WdI6iM/jmVNXhqACV8XhRQFHuo7iZACbqlru1OrY5PpbOTYFJL8KXxqrIKJln8pcArJ0fHkzw1gZemS/IZgRcbl+mCzruAk6MGR2ys1IziiznlODRI1M5H0WU5Ferzr/TJtUwqbml4p9mPPFZVZ5apPRhPm8vB0WjJzo7SYTs6Gm+prWXaqhQ9aWQ5VaXIKWcD5dOcIfJAa5FTx1OwO7FB2KcACjvO6KjtWzqgQPLYtuTOIwcolk21mR8rKyX1TU5NI7U4O5aKmmec6avApNLzl3NQxPGoBcgFDDOnoRKsUTI5ip1mJgcoY1Klk6OSHJ9QbWZ50KXxUXtEu6KrGAAV+tSCCgVfLL05UjPLrC+TWQ58+SFMWt0iY8uxCKSWhhtg4oSfJkGFLAqUoOKyC/jIeDWL/7QFwVp/5tjcddT6HMYrlJLXLeAzFikni5mhl2x6QJZrAgB7d9XY3Y57Hdo7YlpKNaMwHSecU9+dLN6LPJnScUWP1SftVRcB0mOmDFwG/DwSG4RM19cvOE5WJiaqtw+V8AjQMQnQcYli0rLwCBgwSSsxL+ERHTuHJxYe5eQonmgLkMm5qNtVBN1W4YTEI8Iv8YIRwaSxW1rExzFXCMHOUcjTRcehj5Z7E6yJ9okS+DhG8lm8yiHBmkGNLGLQ+iQGyN3QKSYJkRSrIBjB5YdrlY4Tz0Vxdlpo82ZwagAn8lZkd1rHTnSMiJ5K2Zwx9pjRSJ5n1EK/Cv6Up8C7hPnvZCyFnBr1Eb1UtnBe2ammCnuyU13Srgy/mq2RfIVxLH3ZTNlEHS0LkwqZ5qpxran0klyOMrzZBcgV8lme4kZ/nvOpGeigy3OZGjIwKUdLzywnfOkmgFldNadbwqFljNFTbmpK1U8jNPkbsACtNoMjMx0Wn0bJJlvjoqilZXQsuVw2Z9HIKbHPpy/sFJkcAPydMUaEtbQScqtcsyKTw8wSOhIPH2AllGm2Rt8EcIig+CaAVnRjlXwmWR9mPJWnEQ9/+R2LlDAwqhkiLSoyx+mbmX00ZArXqD/cjs4OxaNAFi6NxaRcptnI6qjl5rmMTinD3JJdFn3sZcI12eXC1hYbnclheNIxdrq0TI5C0T6ZbdmAzLKavYDyOdgWbKGYpPFIfgSZlK8qs+y5jDxIMj9GuieKMBwTmWUBUWNoc2RwGsrBI9VEJ7k58tYIKpEvRE/aeCMW7jVHThVlmwOvrXLZmZxkkV9pXK9FZYZOTR7IbgLYRJ6PZV2b4jqbjH4ZKRUjIK/ZZejWPgPQoqaJCLXiUgmTSnhkLExWx0nkC1lsKZfDI3ks8GjUWsFcf+TL68lmchJdASMqv7vKLM5GZZblZ7qY2dKZYNKyn+EafLHaE6zJ8Fnj5LCrkjaHg0NJK73MgUwAlRy4WMBi6M5WOTB5o7ohK1Pn2NC+6gqrCAB5J8csxRTXsbaEPI45r6yS8j6trKoElOzDpAFFxVSVWh1hAUoEIK+Ol+rU+wadPtNXljft9RmgIH1V014T1eMRUI9HOUxi6paER1pbbeWn6FMxKYdnlk4U8EjoMZ2cnr+lECIJupZdWRWfNSEvKz3juSElz6eqGK5gaKefrQXHDE+svmCT0aeOI3UbPJJP73NRdhm0efbBqaFWhyc3pqWbqdogRye3NsfKDtDIqeQYyfMp6c9WKRggxXiErdRpCQ+/wcv1DvL8ONhJdBBAo7xZQPF1gELtWQRQGP8qAaXQNzk1SPFozD44qt4MHtFxc7qjKqXEfBFHR45l8Rufs4GX/GxljHLOi8E32K2Ml/AIHIvPg8CjRidHpQzG5aqn6PNvOQAWrvDnW8e2slMBcl2EfRq+jMEqTbc2PgC2lQXF4BG0eTI4izg8ps6RwJKo0W5O7YGrWPRnjZMDiLGgUrB3VAm5QVWpW22cRQBFjs3abEEVULABgGLZqjzoyWeD3wKULGn88TzkupGCru1GLZhU6+zkxrH0JqoU/NAcHcmTOy5hqfK5GY8K01U1Tk52M0DiZBR/FGudHIVGT1XlbDKff2Jn4ZyymWU5lubsUD2EN7mWCzg/pm0bgD2bx8GR1BJRlSKp1qxOa/TEHuCGbE4ucspEUUk2R+ExMznC5ggW2v435HPdlFa4BkIm3OgLRE0RsOJUmLSPjkPk++PcrqJ8TF2n5fxYzhK1m10Do09eK2vNTSJPxnbSViqjnAd1cixHbyJCy8Ik5dlRx7D0RTUVGZ1FsssZDGLPvZVdzuFehnfhTI7muPXT5yyzTHizmBSfHZ8+773+1qkqtimp7KOy8vwJD33eS9hjBm9aXzw/z3Qm+KLIs3POjJHYJnGM2iL1NdCWeJs4o5ZISpVXQCWne2xGp2bRX2YMlUy7MyA0lnKyNadmLfKTACB0bmSpJl2PU5yqatCbtLcCSoFUp6TGJmOM1vEnKlAtJpnyDXhUS4tkc0oFEYvYQceo4W2dPk94CvaNpSz22J21i57tgKpsV3VmOddXY5/i2BSxCpl+JpuprG6g1WZwcguKs4AwIopKdBiOTmNGJ6uTRk81kZMV2SwrkyPHrs3k9Hw1i5OZd14z/80iOyRUvR6H9rEHV3GYPOmjevs/alcWaCJ/GVCK6VtP7FFk1AyLF+estSv2Sv6uz6U824lKWNSKSTVjMHn+PKp6NT1R/ABmc4zPy8zk1C48bi6EoLo1PKL2LphZZpkVL+QDdpDMcg6rEjsNXAm0cGY5ixXCPoE3VVhlybO+xTFp805RAXXAEmjstum5jE4Fmduts7ELoMJ4jb6aKKrGyamNnGr6FsnkZKi6ioGSFrFpgDQiKM6um6E2W6dYOHVrvU+zzBhd42/97Um1mFS7SFmVtdpHZphbszkF/apc6fm2cHaRTE5PNdhirpkZ6eRUjVVJamZZcxokWU6LRTkeo0+uxVE/Uxut9iXYMoZW5uCY74ayaEwkldOTGpQ+WLnoiYlWVjbI8Sz+RienKZNj2RB0yYiI8smoSdOlORqMj/D7dC1NMWqiNM+M5cX/hIov5LQesBoekAdd45F9CUh5cZzyyHOyskP6ehu9L8niTFSmGkxaFI8sTCroaMouh36TN9OnfM5WfGpyYzI5gj+bWTaourKqQrY6s5zDMw2rmAxS3ATSzxLbDJ26Q5P2qWtxQLJX0nblfDVbJb8+7eV0mUpaeQZHvmG32vFZFFwWBZYxjk5Nipjq19oz+kcvPBa62MNXcnKyjhA/FysKanJy5AMoAcXXlY5rdjBbLJ0qj7BP02kAymAf5Vf0SHmvAEIBUMxpq4lMHBqNSeogFXjUGnxpOsQ5JbqYTAMejQi8knbpxFBM0nglaYUQYTzp5Ah9cjqJySS6iGyPcekiY4lPiiIt4NPwrGWqitro08+aLJsu03Tk+qhO7VwZzur9uvNSOW0l+xto5Q6ORU3AAtRldsbI1Yxbohyo5HhzgFK6LhUAlGurW8BXw9MftwAKkDo5OZnKPrZWRgMUSpbuDIjQz8XsjmJnEQQqeUw+CEBT+9xoMDnYaZSzYyorZHV0A3Q9BfnmKavSmFpfi5MzgmqyxirV8ADkR7rSxhxb9nuvU6+u68vgCtWfBEuq/oItCZ4VMLLggOX4qvpG0gqrqOb5B4tQUzSVjYQaIygtm1MxbVW94M/qsyIni49mX1oXHtdkcrIL+BQei6iTE39o6Xi2aDZqklNV7FzF/1RWzn33NukL49IdRfXPAph8+jnakOkrbv4nbaU8FvAoYLPoIr7tStWYVJvVqZVryeYo9pp6agsiSpkcxaEwMzlSTsO6HB4p+orFEqjILEs+K+jyIqvjue4ha+IT/Bj4iS5aOg7CC+05JzbmsAAplmSDMQvbqJ6cPMpYJae2JE6mfQ5jq6pWn8EJD1ZLWTWUB1bVPQJY7AF1HXK8FhobObXwLZjJqSGrFLzKcdEoAyjqeIC6HkdLf7Ysdk70wD4Xda1N6bN2rFFOPmOT1d+a+doWRHGoEYsCbUo8WiQ7vSgGldpHPYsZmRp9hpNT5BOYtEyysiNFrGq9foozMtiAtiBH49Ucm7G0JBxavYNDSYJMBdgsHEVVbqrVD1aOnkrz4Js1kyNJRk2AGREx2uioidkY+tIu1bmiDlL4HCImz23S54bptSPRhhijVAlhzYebEZPoSyJB43PW2SP8SRZnSXtQbGmysGgz4hG7L/PZnFHrBDXexjU55ks6S3ikYZvM5CiZI3Nhskbz/CaAGlWXjsPOAiektGW3sgBph8EjsY3wWPhVmw2i8lYWSJ5vFvcytowNvDaXg2NRQ2RVNYWlCjbMh4/I5mTnwVsqGixaNDtTqGQY+IQ+jcegWicnSwqgyHPQHZ66tuyeNspnLqu3m+OTvuI6m8qxatfiVNk1kU7LxqNaRyfw19CYKSvGb+CRPF5k4XGOt7B2p2mNYCnoKlDNVJVJpcyygmfFN45TPfRclvwsq87PWD1SvgEPF6EVvmzT6xFIiRojKV2HNyKihoorK5sj5YRNiQ7GnwEVTWcu49NTVSWDYS/trysNVwBlxHfM5q6JvtxUVeo8UbswyI0BlCgjdFoPrC84SobcqLU4kU/hydqn9Hmlb6I8VWZ3qrM6ieCCeFRR+WnqWHbFZ09VmwFaerXrV5Wl0fWMziwrVOXwqDiq6CJrcayMsK4/F5h5cCwz5HJ9KPBUYJVmm8m/IG2eDI78Maz5QdwoYGmJnhpBZXTkRK9JTXqY8BdfiFeZ8THLMBt4GKDMvQkoiR05f5Y+tElfI6D4FQCKtGkFgLLtnRoNf8Y46A2YpMs34pHm6CQDLphdtmgjMzk5vSSgKmdpMt9brZOjUSno8u1TVQvtjVPkMXRm8MsKnNS9uqTNGawqrZPUpuTGOj6bx8HRaIyzk1WX0dM6Hy7t1GRrbSlFTjXUksnJyVuVVUFPAVBqxkh/aCsAxeCtnarSfsBrFxynAJEHlIQscCnJ9fzmbqK5NjlGrcwCYHLQ01hnx1S3BDzSeK1sTkam2slZNJOjUSnoqnWGDB1N63Ey+pYxVUWpan0gSHtiF7exLhjTmVqzJ/bCaMO+mvEqZVtoczs4lGqjqUIElc3oLJImLoFKKT0cdNDz0NprMzkKf3VqWLNJvV46T1KqaY1HiIFEz7+MqSpuV9AvZPvjmr1xahYMZhf3gU7BZfRDfibA5xV+T469OFeIdjJeIjtRHbVkeDKYNBqPagMv9nwvsC6ntE5Q02k5LgSPsoUQml41uOD4IE5K50kwi4+zUVNV2WBDeTbVXdeRwwlAPvOqfd7AIaXN1MlwLsMvz1HDS+WzZksrrX4fnLFlmTWR1NgIqiV60uySchnd+ShuRCanwD8qNSx11ERPBVIdkRy1nr8cZ5SsLz5canpWo5IdBkBUj1upeyE9E+Wp5h5dFh4BdXhUkqnN7Bb1VvCNfIZH6WsZy3ByqmgZQVcrKY5QiWf0ODVjFYgGdomuWidwJG2eDM6IkkwAdVFURQSVyvg6R2ds5CTW5ZiytVFTQ3amGDXRDBFto9GXFhEpmZyEh/UT+5GChBo19VkhFVBkNCEXHMusiwZGJIszXBsra+LLPFK/AhrFxX0SGMTtZkVcFqCYa3HGAuHBQLmy8M2ER6X1ObV4NHadYGlDQKnP4rHwSOJQDo+IntpNABlPwQlKSsetLI50cihFjKF6ubzMirBxoWRxpB4YGKfyED0WDiHFDi2QU9fiNGBVVTZrQTzaPA6ORa1ZnpqsjipmgVHlFS5GQvkM0KhMzgJRU3GPnDi2PUbNouNBTwUP1VlxarlMUu6HujT3XSNX4wi0LO4rkgQUS78GKMrniUbSAcSjppcRJ3q1H1vFOaqlMZmchuxQcY1ghc6m0nFpQ20WpybzkutryQ5JXTWfa+woYWPh3Kypc4snp1cNxoSdzuqvoM3v4FCqBZdc9ET1JGIN2ZyaefCiHZx/KZmcHI9lT21bS98KACW3w3FOTrY1vfjOG69wkDqz1ywfManZoBqAs/qpfsVBmhyhSmrFo1JGRxVdIh4FW6ScwT964bFGStZFtWdMm3qNMnIFPU1TVVYWxyuZGKK3lMXJkZrFyWJGRmfmeVczw8pnS5e1RjG2aU5QwaZWanZwrrrqKpx99tk48cQT4ZzDe9/73lEDd/f7iDf2BqpJHY8ElqyjkzBXVjVQ/o3M5DRUMlTvkTM2NRzGkZmeAqBkp6qCDbm5bwNQojzEA6RccquCYdmAkpMz9Wj2ivOxsjsWAG1Vp2ZL4dEwUF5HIrKBeKTJtExXaUTP0ZzqT3Wqi44tPDIqPZtKxxuyynxXcYEhNfpyzyy7FsP/6l5dJdwiGKfxO00/OF7UZIZztmSxVcGaYvCaw9MCNTs4d955Jx7+8IfjbW9727gRCzQ6NVsTRTXKNkVPGl/WnsrIKZfJ4cY2jE1u7I1MDY/5HluoEVCGPh0AimXjraeTOBQ6oNSMU+2wKIByMNOBwqNmTNrseNTg5CiGEL7GQogWrKhtGzF+a9A1yJeHGDt1XtJVDLoqx8pOMRXs09cQat+T+Kw4Nowv5wAuQIe0Cpx11lk466yzFh+5QNrD7FzhHTn0YZspvhvVKXUZssGOZOy5B2akLQCEm+k8YWwnZAx+7719vvN5Z6PU6f3wOeiiPPJzz+vmHn7G2+Jn2jZcFLtvjs5tFjzOe3jnMv3oXoHU2x35PQAHfayeEl7Wx/WqfUCUdd7Dw3Wf54Dvvx6Hfgwh5zzg+6fTwXWfNBuQ6g/jOiCVi/aIPs9tkfqpvENnZwAK7zLjUT1byCk6UHgEjMCkzYxHYfwGPGLjMqyZDzZqGCLHps++cu4RjyipWEMwTuqw8EajEiZpJHmCbK8rPucgzyt9pkO2euaivIOLz6h8NlmbhlUJTtDvgYsmugkPO18qJ+0S/PR8LZ6Ob8CkHGap12AEbak1OE2R1CIRlDF2OobmuRYioVLkZI250dmQGhq7wC/R0/8vU88VVFPBkE5bKfJjqUbeilZa5cbaasnl9G2C22sr0kGPR9UZ3or5njEl6RoGatnqFiyRWZwSLXNvnAIt4/mvxrtMn1Y1VU0l3gbdxUXPBWrO4LTS3r17sXfv3nh82223dR/mAs2lx54h+XBnMx1RfyaCsqInIaNmVZTMQC4SiuNakVN4YLVMTi5qCudBP2tRE/1MeFkWh+qydGo6ilkannmQxLIt6C6JlsVJoiZ27TFEN8Z3FbMuQRczQsmyRPtEFmcQ4Rkdlt0JOmWEVSdHz2t0xKToCmkcjf9gdnYmPFJ4GjM5DI80ey08orqsTE94xnsMWCSzrOIRtWuRzHKOgi6NwrNHSMUz9owOGaAwTeVnRI9PP6sYp+EE1R9sAdUhdAMpblEeeU6UR7OBjiWxUJ7XCNrwDM6FF16IXbt2xb/du3frjNY+DxVUFUXVvlOlIKNmkVaVyWmNmgoZoepNAGv6JI+Mmkpz38Gmqu82N35Z3OQngFKl07I1Y0N7WabC79PrBktvACmps2DnwUKj8KgRkzYFHpXW5SwLj6R9LZu2LitDXfP9NJhVRfGZscdu3vxvBNWsxanW0yCv4ZDU0bomcCOCqw13cM477zzceuut8e+GG24oC40Al6rFgDUVV5UyG+LklPRpcotUVo1tW/beOFWOEufVpqpKL77r+NpB1dpoi/GUHuw4ZkGHcLA0/UObAigGr+YEbdXKqUVoFB4BWw+PVJ0LODmlQgh1vAOER1pbzTRUa9CVmaoqTp0rz7UeZIx8ESfVydo946mpnNQXEuu8UGzVsC+p0pLtWbwcj1UbPkW1c+dO7Ny5czEl8kEspI/NhXhRn57y7YXT1GeQKaWIxfRSx9SQHpYLAzdqkV/mXNkCPy0dHD5vxFRVKS3sAXWqitoveVnfoFcu7gPAUq2qjVSn52ne3OI+fRoqXWycm2rSeKzFgrmpreFEMeSIJf9B7PhMeKTgEeWR40l+a7xl41F4xrWpKoI1CR5RPRJvtKmqEhmYpFF26jzy2FPnuq7QwDGDFUAYeKpO+2ife/3d+fLP6nQU5Rf6IhWwqnXqfCw1Ozh33HEHvvCFL8TjL33pS7j22mtx7LHH4qSTTlrcohrK3GSUqoCldS68Zh480VdwcpZNmQcs6VecmOoqhtrxWqgBUGqoas48sQEJoNj6deCwdJZ0FGVLDgvVKdrMsTK2bXbaNHgELMfRWQUeaeOZNlY+j5aTUxrP+lxDNbbJ9TE5Jyi7XnAD1+KUqDXQWSY+a/pJG6vwtLCqEk+XQc1TVB/96EfxiEc8Ao94xCMAAOeeey4e8YhH4I1vfGOborDhnfyrpYZprGyquJQmruBP9LfOgct09Jg9clr3x9HSx8uYqqpO+xr9BmVf4bBoWhgpn2yredM4tccaJzcNlV1vY9mlpaCt85Y6yHhbNWuzafAI2Hp4JHHGGivD27xnF8MsYpeGR4Sq3zpu9C00VWVQ7Xuq0h2NB3xKp78UXT1vMj65vOq7+GDjiT4Npdhl8IZ2p47pU3spj4Z5yniMfyQ+NWdwnvjEJ9bN944lbf+GGqrw3qv2lkmFlpidKEROY3kD1ZxDZQTWnMVpoZFRk64D6j4U7Fy0aSurwizqJ7xBj0wL12R3kOoJ+uV+NkxOkanOFiljbdUMTYkmPFqiTSOzpXVZoyXiaI5azqHWptqs8shz1LOqRBd5fpsy0iOe++pK1yad2vkp2Z0NoM27D86YSKoighoVPW1UJkf2V2ZyqrZPT3RlohyjrSpqojwLZmnkGDWL+yyq3U00u7jP5/UMPMpnbUxLlSZnRFo11QuqTmljKWKaiNPBgEfBJsa0QZllapfWXsIjiiUBDzJYo2aqFTxy3iP3WplBh2IH6jKdWZ5cn3KfaM+w9aZxS45mhRIbWjBLftb05Hg0nZQs/gVo8zo4ksZMYeXUtUZ9i0SJJVBZNpVKNbWpqjHOkKZPULWTsxkBJbZ5+0G35CoBJfv6hpG3XBawmI3j9E+Ecc5OTt1WwaNa3tJUlWVP7VRVacyWPtI/evO/3JjK1Hluyr1l6px+Lgdjy5k6L1IDrzbFlZ2Wb6St4+AEagGWiuhJl2uMnGr1WqRlcuLnhvlvjczIqs6Jye6Ns1UABXlAaSHrfTCMxwCRhKcVNJYVMWWcqK26FmeldDDgUSmznONtGqcCj1oDrEVwiPJYmWeLKCbFH2URmGV0FffFGeHEVr9bKqM6j7GpM2IGhZKnBquUz4vQyhwcX4hoKpXUgUsGWIop4lQgvfGM9HDWhpLNlTf30lPDrW1xvAqnp3XBcW6qqgVQ+iYLUIbFcj6RYaQARxZQtIdcIU2H+bBrenwKSpYDpS4q1gBom5Gf+/i3gJKti0clqszgLgWPCuNWTVVpC5hbHRhpQymrLDFIoWKBQuQbdGmLba2XcFKd1tT5QkUPymeb36fnVrrlVGwryGRopRkcCipLcXhKNDZ6GknFiKZl461cxcNYGpPFsQAlo6PpPVUtNFZtQW7s6v3qqaEGW0ado+WcifYpW6PTAcOkgwWPaqllqkqjWhxZJt4YQddGUPXzaDkki9AYR6Lk8BgkeUvBWKt+Sptqiko6PE0gs5HR07IjJ2l3rt/iXVbUVFl+WTVVpQFidZam1J8OL+3IpkoLD5DUxdvE/LkRMXF+3dT4MFdFQIpcll+PmFRA0ewu2L4dacKjcXjk6fNbCoIsPNKcivCsVwZnSV8rHhlUUwCRZIbp1Hn/PKsvBm5ZGxg+h8XGXrQnGEKw0jpFTYdPP0e7Sw5LtEvh0bAoZ1sjbSoHx6LmSGojFvEuM3LagMhwKW8eb52WatW1DKq5dpkUtApcI74Pq3qBj4XsdVhkfc7CTkitwzdRQtsajxZ9rlv2+Kmlyumzaj0bgV2tOud+Jc/jwYYBW8LBAdJIqkIgDyzLjJxq+LTxow57IXESAeUWA6rjNGRxKNVEQ+p4Fd9Na9QkMzRzr0ZMjIdFIDJK8jwiiToH2eLCuWibHTFxWWJrQUdWbpNHTNuFRmd0LNoqeCTHqC0d1+yxsjsbXQAR5DOBkNpvZZVrCiAC1QZdsU+Ml3uOpU6KcYyffn9tawNNOa/jUNXaQKLL1DkSn7aMgyOpCVhy1BqNjQSVUZVVjdQ8VdVIi1ZU1VdMCd2WPRs4H97ph/5gZRwVvd0GlOwU0wFwOg62iG0V1Ozo5OgA4lETJtVOVZk8I2+02qnzXPbZWGxcQ6P28hr7TI2QKy42Tvgz7dkArMGoBXmXiUlb1sEBGoClJnrSxJYcOS286ZbFZ1HpYaydGy8BiuSrqagyaOmAkrtUtQ8XefjtTAu5RgtEHCYtOWKyaLtXUy1CWw2PiuPW4pHGG9kqgi61PzOW1dbSJ4Ou1sXEVbgUxhAycyOrDHD+0nhWMFT12Z4Ca3F26hYIezXr1LQ2cCStzsFZ5J0viaoGYLGotaKhFlRKukqgYulv3YuiNFU1BlAaHvJlAUrTYuMNBpRixKSBAf2cAaKFIyYLpOL5K7ZsZ8dmGe+iiqo2MR4tGnSV9Cs6ytVblhO0RMdmzNR5BdUsNmZ8TFbwks90sXFLNdGofbqyOFTASUo1zk+Fjib+Am2eDM6SHJ2qcSzaiPTwAosB22ypcHIadBBly9Nl0ZgxCoCiUXEPimUsNjYjn5xdmQHGRkwFPcVxJ+poQUenSr9FGzVddSDIst2yZ9lT5w16S2v/zHbpvGz0tgIV2eOBl39e9rOedYxqZCmVnLYF7N88Dk6gBaOoquhpo9PDBZ6mqEkuPmydqqpZi9OYsVnaWhxpfmWWpwZQWveeUaMkI41bPU1lfT6II6aDlrYbHslFx2af4KvZrys+32kZe6Kzsi2ZOm+YpioRe4dVJX9x7Fo5q2Q8YhTVXbJL8tPvrmFtICULS5NgiutIFhVrDtkSsGjzOTgajQSWok6LFvXElzFVVT1WA6AAy88otUxTrYJaxy4BijmO8XlJtMgDr0ZMmi4JOhPptB3waMm0YVnlFkdmzHVMcLpFNtO3DBiWTsiyqDEoqgnERo2zBNoaDk6gRmApRk8jI6eUt3KqqsW5GDP3zVgqqiRKEYMW6WhZHMlXu65Hs6WUxVGo6j1TjeWZJkUnIBPVRP3CpmVETMIOKVvSYS2inpyaEbSd8ajl2Y5sBZnSWpxWx0YjI9PTXNxQyCozTJI8ZKyqLSzQ8Hx6sg7H101Xt2Sbi5nxUqBXkDeDsZH4tLUcnEBLWK9TpWvZoFLSU5qqqtHdOvet9W/kWpzSNFWJauahLUCB4Qw1OALq2I0L+2r1RrkakKk5Hw08JlqclrmR34F0ckp6llwAUUWbYS3ORiybbJ2aok10sXGJ1xy/3a6SvhoHrAZHm2QbaWs6OIEqgWWh98ps8MKxpqkq03lpfCIXXYvT0yoBxVyHozg1kXJZHG/oLDqGxmeTx1dFT1l9LeMXdIwac6KUGoKujcjkLIuWgketfC27Gzdi1EJT6LVZHhlQLZGsCs9lVFMl42Twqynb3XIdvPi/ZEsjbW0HB2gGlqweixQ5M2qSD6uWGt4IWuQ9Vc1jjQSU0uK+AwQotQ+r6XxoGRIJKGMf0CzICHusTE1BZ1F2cnLG08GOR9V7cOl8ozcj3YiS8Y1ad7TE4ocikWe2iGstWZcl4lDg4Vn2AxNcbX0HJ9Ay0sStCwdrH5BFQGXBtTh1Y2wwoKyQWp2g4p44SzrNpUZMLWSB0eb8+g4cbcb7d6PwSNIib/kesRZnQ0hbGyj6RtlnBV0VNLaaSiWr+KFEGYzZlGQFYyPtXeFGfz79W1hnOXoanR5umf9upGRB8Ni1OK1Rk86cb5MPfOtiY4vMLE2NbAXv2LlrQjKL0xQxaREL1ZtRVVMKvlkipi1Ny8SkykzOSvCoYi1OVs8yNyMdszawIL/I6xuqp80rt7Bg2VzJ433Uw6fKh8+txBYpG+eQYoURwCW44slnQ28Bq9TstoWNS8CnzZXBWaazsxFUPefcvhfF0mkZc/WVOrJrcaQu8d02v5+qhixAMfQs/IZxb3xeBm30o7BJH7VNQ8twdDaKthIe1VBTZvvgvnFr9tSKVHEpNiQjvFG4lwkGW2lzOTiUFnF2Fs3ktJZ/WvPfnKlaXyef4R+xuK9oYymqqm2TfaX1Nq1UEzGVZJFGSWPLM2tedrcZIyaVvK5jIiyOR0WW3H27hKmqZePRmEqplt3WW7I8NXwNma1F3zKu686Mm/t6WXBGMK8ie1w1duQpFD+03C4qDuk21Tgyizg7m9fBobSZsjqLZEYKa3GyFQzLfhGnYcMBpRHz2lQuz5Ppqz1l0wEutPnNGzElO4guoGvb0mZyclaFRzk7WvGITUMdwMXGtTw1DkwtZXSMwYyW5zgJdjKBTpYyQVmTvpITRHjGOjlbw8EJ1PxDWJfJaaaWKoZl0tL2/rF+uFcMKKV1OPL0lwFeCX/aVBUxtZIf+TZfVVeFjiL4NYw30YY5OaNos+NRq5OzBGqaNl8ybXRWIpKVCabjVGSVa9qH/gUNbxDfnvvgbEA2JztVtdFUippqqWJxn8m/BNrsgKLLLRAxVTghLRFTdfmoxTsiMpucmgVpDBYtOnW+0bQReMT0e8Ji8VRuUrjsaXPVlkVkRYAWsUPJdtFTtgKWGvLKeAoP59fZskGSgUFpIYam14tjRfeSsOmQ5ajZ5OTngBvpyy0iq+rzgHPL09c0tIfTxp7PgdlMMqd2jrW9RW6Ozu0OMk2yHpjpvM4DftHLXmGLmwNeuV3Gju+8h9/I+8UD6NX/06/9AgDgtttuw67/73UbN+bBRgfymT6I8GippJyHm3v4WSOGBNnCc7eM51LDBKp3w5/9BYnaPxpfCf5sBG29DE6g1uhp2VNVRlo4nbdeMOpaxuI+Kj4mIqspBYdSntkwVimbMmr/CRExsakmWp7p0zEOVMRUevdLeezMsbTPGmeixakVizYTHhVsT7awsNYGjnidzKjFxqW9d1qyOAtgViev6x1b/DC0pZ+dp/qG7lKWxM1RfN6z0/CZLI+tK6+jtvhh6+6Ds5Vo2Qv8WgClNE7NRltNJc8jzqllLUwtCFpkrMMxX92wKG3w1vjVlHGMWvVUtU3UThuxsFwdZwMWHDM9CwRlq5xeOwhp4S0savRpVMlWEyw1O0dLpK3v4LRkcjZiwXENFXcK3YCHfxkL+2TkNsoOC/AWvNaLZHxaIibkP2vjLRwxNZK1JscqOVdpcnKWQ6vMKtfSZt0Xh+HNCqupZHGDwdf8BnIg/5yNueQsO9029qiFxn6xhcZNDswSbv+t7+C00thIYqMjkFU5OapcrcO4XEAp0Ya+7VeOQWmB7ehHgUEmJWwCRM0wFSnhiZZAByKTs2w8WsTmMdVUmyUzCpRtaXFgWvgWpCosaMWLRZ0XOXZNxrhxCqyFDh4HZ0k31TLmvusGOgCAQmnsG30PIDVvoLWKiKlWt9I/9kV7iZO0iVPCEzXSAVqLsygtQ0flQO39GZmq6s5VUM7mUoY5q7fMkqw1zDhBdhZ7SddVzYZnbGqkg8fBAZY2VbWo3IYASu2D2jr2KgBl2aDTki1agMxpqkUiJqmrQa5m7MmBWREtcapq6XLAgSt+qLgOTeXitbQkTBg1DRVl+w9WuTjl0bLTCz67NbusL0Q1uLcIf8/nFsjwbI8y8YORaLlopjxaFfUN5eLbgNRyTI+68sVaPlPejy7TVUszNXtkm+8Og+wnf+MXRo0/UYEW+G6XTeYzf4B1bApaxvdyAHXw0nHtmS/oWRSjWkkZr6aMfClbeQg6+H7NlpE92Yi08IiFfUvfZGsjaYqYzLTt0lLCYyIgZYyJthZt2LR56f1UxeKI5WWVm8rFc+MrfNm3i7eMp1BpWn3srsbFaarStW/NJGexp15Okzd3Wa4s9liEVpbBufTWP8XRRx8NADhj9uMH3oBlb5i1xagYjWlRQWOmKKtri+gYvUGfseHfRBNtC7KwoibzPOZZ12SWpWcZNBY7l0gJJo3N7BzojNACNEGwQRtSormKN4xv1GsbtAXAIWrZ5BFTVi/9bEYtS4g8MvPKY95FJXVpFQ3qhn8TbSwtaV3ghpWMb0Vi5eR1WRyTJ+LJJr2+hezI2L2xmrfRGDWGprtCUOLZAl/NKAfnd37nd3DKKafgsMMOw+mnn46/+7u/G2/BRtBGLjbezJtsbRSVAGVZupdJGTtH/bCPrpYbJ5bTN/rtvYvyblLa9Hi0kdSAR1VT3mOm1rcSLRNvrP1wMjTWsai1pWk8lT83RskGRb40fRV4SlNqIy9Ns4Pzrne9C6985Svx+te/Hp/4xCfw+Mc/HmeddRauv/76cRYcxDQKULYibdOIqURJ5UJGdiFg2ca0JfBoo6s7tzK1bF+xmUvVV0FmRn456ktrb5YzxsZey2YH59d//dfxwhe+EC960YvwkIc8BL/5m7+J3bt346KLLtoI+zYnbRYg2ogNtpYNKBsZMS1J31jZzZASLi4GtKKqTYLRi9KERzigeJQN2sbg0XhDmthHbV8xIkND5fI8OTvSplrMq5raSaauq1RnbSoGgb6Oh+sfZxelpkXGd911Fz72sY/hta99LWs/88wz8aEPfUiV2bt3L/bu3RuPb731VgDdG4sD7ff7WsyopNpVULaP57KrSxU5hT9pUVeeysVxM9Ij+6RGom9O+uRCObagui85dBa/0q71a/L9/95ndIT/JU+Qjf2KbZQn9ou+wDtzgy7JQ49nwZyBV8p5h7hIcDDbdZ+jLkVuRnW4nofyD3ZIXaCXwUn7hG3yszaOtK+/hPRZBDk+YJu7jaRl4tF+7Ntgp+/gwKOul/SvCo/Y5wqsAcGkDA8MHhOTzH7SF3TPBC/lEfiEmYZBjj/nvU6KR7FPYhLFI9oeP4PrdkIX1QehQ8OhWdqWjENxV56X0Ll+17e740ZManJwvvGNb2B9fR33ute9WPu97nUv3HjjjarMhRdeiDe96U1J++7du1uGbqfa69DoSU800cFGu37vdWr7Lbfcgl27dh1ga+ppmXj09/i/G2JjpAmPJppoYWrFpFFl4rK8OFdyfN555+Hcc8+Nx9/85jdx8skn4/rrr9/U4Cnptttuw+7du3HDDTfE8vatQpPtB562qt1Al9U46aSTcOyxx67alCrajngEbN17bKvaDUy2r4rGYlKTg3OPe9wDa2trSXR08803J1FUoJ07d2Lnzp1J+65du7bcRQaAo48+ekvaDUy2r4K2qt0AMNvku1pPeNTRVr3HtqrdwGT7qqgVk5q4d+zYgdNPPx2XX345a7/88svx2Mc+tmngiSaaaKJFaMKjiSaaKEfNU1Tnnnsunve85+FRj3oU9uzZg7e//e24/vrr8eIXv3gj7JtoookmMmnCo4kmmsiiZgfnJ37iJ3DLLbfgl3/5l/G1r30Np556Kv7v//2/OPnkk6vkd+7cifPPP19NE29m2qp2A5Ptq6CtajewtWzfrngEbF3bt6rdwGT7qmis7c5v9lrQiSaaaKKJJppookba3KsIJ5poookmmmiiiUbQ5OBMNNFEE0000UQHHU0OzkQTTTTRRBNNdNDR5OBMNNFEE0000UQHHR1QB+d3fud3cMopp+Cwww7D6aefjr/7u787kMOPoquuugpnn302TjzxRDjn8N73vnfVJlXThRdeiEc/+tE46qijcM973hPPeMYz8M///M+rNqtIF110EU477bS4IdWePXtw2WWXrdqsUXThhRfCOYdXvvKVqzalSBdccAGcc+zv3ve+96rN2lCaMOnA0VbFI+DgwaTthkcHzMF517vehVe+8pV4/etfj0984hN4/OMfj7POOgvXX3/9gTJhFN155514+MMfjre97W2rNqWZPvCBD+ClL30prr76alx++eXYv38/zjzzTNx5552rNi1L973vffGWt7wFH/3oR/HRj34UP/ADP4CnP/3p+NSnPrVq05rommuuwdvf/nacdtppqzalmh72sIfha1/7Wvz75Cc/uWqTNowmTDqwtFXxCDg4MGlb4pE/QPSYxzzGv/jFL2ZtD37wg/1rX/vaA2XCwgTAv+c971m1GaPp5ptv9gD8Bz7wgVWb0kzHHHOM/4M/+INVm1FNt99+u3/AAx7gL7/8cv+EJzzBv+IVr1i1SUU6//zz/cMf/vBVm3HAaMKk1dJWxiPvtxYmbVc8OiAZnLvuugsf+9jHcOaZZ7L2M888Ex/60IcOhAkToXthGYAt8xJFAFhfX8cll1yCO++8E3v27Fm1OdX00pe+FE996lPxgz/4g6s2pYk+//nP48QTT8Qpp5yCZz/72fjiF7+4apM2hCZMWj1tRTwCtiYmbVc8GvU28Vb6xje+gfX19eQFePe6172SF+VNtDHkvce5556Lxz3ucTj11FNXbU6RPvnJT2LPnj349re/jSOPPBLvec978NCHPnTVZlXRJZdcgo9//OO45pprVm1KE33P93wP/vRP/xQPfOADcdNNN+HNb34zHvvYx+JTn/oUjjvuuFWbt1SaMGm1tNXwCNi6mLSd8eiAODiBnHPs2HuftE20MfSyl70M1113Hf7+7/9+1aZU0YMe9CBce+21+OY3v4n//b//N8455xx84AMf2PSAcsMNN+AVr3gF/vqv/xqHHXbYqs1porPOOit+/q7v+i7s2bMH97vf/fAnf/InOPfcc1do2cbRhEmroa2GR8DWxKTtjkcHxMG5xz3ugbW1tSQyuvnmm5MIaqLl08tf/nL85V/+Ja666irc9773XbU5VbRjxw7c//73BwA86lGPwjXXXIPf+q3fwu/93u+t2LI8fexjH8PNN9+M008/Pbatr6/jqquuwtve9jbs3bsXa2trK7Swno444gh813d9Fz7/+c+v2pSl04RJq6OtiEfA1sSk7Y5HB2QNzo4dO3D66afj8ssvZ+2XX345HvvYxx4IE7Ylee/xspe9DO9+97txxRVX4JRTTlm1SaPJe4+9e/eu2owiPfnJT8YnP/lJXHvttfHvUY96FJ773Ofi2muv3TJgAgB79+7FZz7zGZxwwgmrNmXpNGHSgaeDCY+ArYFJ2x2PDtgU1bnnnovnPe95eNSjHoU9e/bg7W9/O66//nq8+MUvPlAmjKI77rgDX/jCF+Lxl770JVx77bU49thjcdJJJ63QsjK99KUvxTvf+U5ceumlOOqoo2K0umvXLhx++OErts6m173udTjrrLOwe/du3H777bjkkktw5ZVX4n3ve9+qTSvSUUcdlawpOOKII3Dcccdt+rUGr371q3H22WfjpJNOws0334w3v/nNuO2223DOOees2rQNoQmTDixtVTwCti4mbXs8WqyQq43++3//7/7kk0/2O3bs8I985CO3RHng+9//fg8g+TvnnHNWbVqRNLsB+IsvvnjVpmXpZ37mZ+J9cvzxx/snP/nJ/q//+q9XbdZo2iplmT/xEz/hTzjhBH/ooYf6E0880f/oj/6o/9SnPrVqszaUJkw6cLRV8cj7gwuTthMeOe+9X4a3NdFEE0000UQTTbRZaHoX1UQTTTTRRBNNdNDR5OBMNNFEE0000UQHHU0OzkQTTTTRRBNNdNDR5OBMNNFEE0000UQHHU0OzkQTTTTRRBNNdNDR5OBMNNFEE0000UQHHU0OzkQTTTTRRBNNdNDR5OBMNNFEE0000UQHHU0OzkQTTTTRRBNNdNDR5OBMNNFEE0000UQHHU0OzkQTTTTRRBNNdNDR5OBMNNFEE0000UQHHf3/d8+DTno3b1wAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 5, 0, 5), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# More complex functions\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.189442Z", - "iopub.status.busy": "2023-02-09T02:47:26.189442Z", - "iopub.status.idle": "2023-02-09T02:47:26.202953Z", - "shell.execute_reply": "2023-02-09T02:47:26.202953Z" - } - }, - "outputs": [], - "source": [ - "def function_5(*args):\n", - " return np.maximum(\n", - " 0.0,\n", - " 1.0\n", - " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.204950Z", - "iopub.status.busy": "2023-02-09T02:47:26.204950Z", - "iopub.status.idle": "2023-02-09T02:47:26.218948Z", - "shell.execute_reply": "2023-02-09T02:47:26.218948Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_5(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.221948Z", - "iopub.status.busy": "2023-02-09T02:47:26.220950Z", - "iopub.status.idle": "2023-02-09T02:47:26.234951Z", - "shell.execute_reply": "2023-02-09T02:47:26.234951Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.236949Z", - "iopub.status.busy": "2023-02-09T02:47:26.236949Z", - "iopub.status.idle": "2023-02-09T02:47:26.266950Z", - "shell.execute_reply": "2023-02-09T02:47:26.266950Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.269951Z", - "iopub.status.busy": "2023-02-09T02:47:26.268950Z", - "iopub.status.idle": "2023-02-09T02:47:26.422985Z", - "shell.execute_reply": "2023-02-09T02:47:26.422985Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.425986Z", - "iopub.status.busy": "2023-02-09T02:47:26.425986Z", - "iopub.status.idle": "2023-02-09T02:47:27.230126Z", - "shell.execute_reply": "2023-02-09T02:47:27.229125Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " function_5(grid_x, grid_y),\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:27.232124Z", - "iopub.status.busy": "2023-02-09T02:47:27.232124Z", - "iopub.status.idle": "2023-02-09T02:47:29.638520Z", - "shell.execute_reply": "2023-02-09T02:47:29.637520Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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9ffT19eE4zh3X97DSq2gtZ61w+9WrV5FSsmvXrtSoSnnoWWuR+VI2E4mCP9cVay3vvPMOZ8+epVQqcfPmTYwxlMvljh7l8/lN6d97jbWMqrNnzzIwMMDAwEC6h/QBJzWitoC1Np0vp/2F3ItwLTWixsbGOHXqFLt372b//v0YY5ifn2d2dparV69y6tQp8vk8fX19BEGA1tv3p95uQdyu518qYq1Wq3OP0hqGlIeVbhaZL2UzKTkpZadQ/fTp08zMzPDMM89QKBQQQlCr1ahUKlQqlY6TUi6XiaKIIAi2zDm612zXdS/Vo1qtRrlcxlpLGIZ3TFNPjaoHi9SI2gS9rm5pH7tR2l7j6dOnGR8f5+mnn2Z4eJgwDJFSMjg4yODgIABhGDI7O0ulUukYVwsLCx2vsFQqPTQRlnshtu10R7fh9rSGIeVBo9tF5kvZTDoPIAgCXnnlFXzf58UXX8RxnM5npVAoUCgU2Lt3L8YYqtUqs7OzzM7OcunSJW7cuNHRo/7+fjzP6/k67iX3Q4/afyNjTGpUPWCkRlSPbGZ1C/QWiQrDkGq1CsDRo0fJZrOrCqDruuzYsYMdO3Z0hLJYLDI7O8utW7dIkqQTau/v778j1P4gst3X1jaCl5+zG6MqFbGU+81GFpkvpdd0nrWWWq3G9PQ0jzzyCI888siazyWlpFQqUSqVmJ2dZefOnfi+z+zsbCcNmM1mO0bV8nKEjV7bdnOvjKjl51tqVLX/C4JgzRrPVI+2l9SI6oEoimg2m2ite1rd0ksIfWxsjPPnz6O15qMf/eiGokhtY2B0dJTR0VGstdTr9U6o/dq1awgh7hCwbDa74de1XdwLUezGu1xqVKWeYcqDQDvdE4ZhTyuReolEtdN3s7Oz9Pf3c+jQoQ0d3/6c9Pf309/fDyxq6tzcHJVKhStXrtBoNCgUCh09KpfLdzg095N7oUfGmHXTsEsNq+VG1WrLlNOVWVtPakRtgKWrW44dO8Zf+At/oecujW69vyRJOH/+PLdv32b//v1MTU31lIZb+sEXQpDP58nn8+zZs6cTaq9UKkxNTXHp0iUcx7nDqPJ9f8Pn3CruZfi8W1byDCE1qlLuHUtXt0xMTPDcc8/1NDZlI5GoarXK8ePH8TyPvXv3EgTBRi8buNsQcRyHoaEhhoaGgMU0YdvJO3fuHGEYUiqVOnq0WuffveBB1aPVjKqly93bRlW63H3rSI2oLlk+umA9T2EtuvX+Go0Gx48fRwjBCy+8QL1eZ3JycsPn66Yuoh1q379/P0mSMD8/T6VS4datW5w7d45MJrMlofZeuBeitZm/J6xtVLXD7UEQ0Gg0GBkZSY2qlE3RNtaNMZ0tCL06dN1okbWWW7ducfbsWfbv38+hQ4e4cuVK5wt6o+dcD8/zOuUI1lqazWbHqHrnnXfW7Pzbbh4WPVrPqGo0GhhjGBwcTI2qTZAaUeuwUrfLZla3QHfCNT4+zqlTp9i1axePP/44Ukrq9fo9GW6nlLoj1B7H8R1dNu3Ov/Y4hfdKDcJWnmOpgLVFrFarcePGDcrl8h01DGm4PaVb2s0sbT1qr27pVY+WjvtY7X0XxzFnzpxhenqaZ555ptO8spoz2M37dyOaIYQgm82SzWbZtWtX57O0vPOvbVBtNw9iJGo9VjKqpqenCYKAfD7feczypplUj9YnNaLWYHnx+NI5Q5sxHNYSPWMM586d4/bt2zz11FOMjIzccdxWDencCFrrO0LtSzv/zp8/T6vV4tKlSywsLNDf37/lofZ75fltZ3qg/TdoG01puD1lo2zX6hagE9FaztL03QsvvHBXWn+l87Z/ttr7drPv57U6/yYmJgB48803O45gX1/fQ9P512a7Na+tR+3Bnm0takfOW61Wx0BPjaq1SY2oVVhr9lNbtDYzuXYl8Wmn7wBeeOEFstnsXY9ZzfNbT0S3Mlq0tPMP4Ktf/Sp9fX00Go1t6fy7V57fvTTU0hqGlI2w1uqWzUSiVhu5slL6bvn7bjPO2Vbq0dJyhAMHDvDFL36RQ4cOUavVuHnzJmfOnOl0/vX391MulzdVjvAwpPO6PcdKegR/3v2XJAlJkqxa45nqUWpE3UU3s5+WDszspWNkpWLOldJ3y9lMJGo7kVIyMDDA4ODgtnT+bXVo+36dY633S7dGVRpuf3+xfPbTanq02XTe0uNXS98tp1cj6l68X8vlcsfJW9r5d/ny5U13/j2M6byVMMasakwuzbq0r2fpd2P79209WjqI+P2mR6kRtYRuZz9thRG1tPC4nb47cuRI54O/1jX2wnbWLXXb+Tc5Odlz5997zfNbj9WMKmNMx6hKw+3vbdZaZL6UrYxEtdN3ruuumL5bfuyDqEfL2Y7Ov/daZHw9VjOqli93X2kQ8Xtdj1Ij6l3WCpcvZzOrW9rHW2u7St+tdN6Ncj/fxOt1/nUzZO9BmRO1WTZTd7WaUZWG2997LG1m6VaPtqKwvD30cv/+/TzyyCNdGRIPaiRqLTbb+bfdetT+bN/PyPh6bMSoWrpM+WHZkrER3vdG1NJwefuNu96HfGkxZi8IIZidneXEiROMjo5y+PDhrt9cvZ7zXnp+a7G8829pqH2lzr/2/qj3Svh8q86xVrj9ypUraK3ZvXt3Gm5/yOg2Gr6UzUSE2s999uxZZmdn10zfdXPebt9b26VHG33ejXb+9fX1bXvUer3C/K3iXuhRHMecPHmS4eHhziiF99py9/e1EdXtpvPltN8wvRg07e6H69ev8/TTT6+bvlvKwxiJWo+1Qu3nz5/vLE/O5XLMzc1t25C9By2dt1GWilgQBJ338mrh9qUi9iC/P95PbGSR+VI2E4mq1WoANJtNXnzxxQ0N1V3NeOvWCX0QWa/z78KFCwDcunULY8y2dP61/5bvFT1qNpud93N7ZRbcuaKm/f8Po1H1vjSiVpr9tNE3bC9F3o1GgxMnTpAkCY8++uiGDKg2D2okaqs+8EtD7bAo7qdPnyaKIk6ePIkxplO/sJU7/x62SNRaJEnSMZBWC7fPzs7yxBNPUKlUOnNiUu4P3TSzrEWvRtStW7c4c+YMQgiOHDmy4a0ED3JN1Fbp0fLOvyRJeO2119Bab0vnH/z5vXmv61H7OziKIv70T/+Un/iJn+Ds2bMPtJG9Eu87I6r9RXL69OlOB0cvf7SNCtfExAQnT55kdHQUIQSu6274nL2+uTYjdvebTCZDJpMhl8uxb9++Tuff7OzsXZ1//f39ZDKZnu7TvYhEJUmC1tv/kWuL1lKWh9ubzSZJkpDJZLb9elJWp52+e+ONNzh06BDFYrFnh67btHeSJJw5c4bJyUk+9KEPceLEiZ6u/WGtidoM7Qjuzp07GRwc3PLOP3g403lrsZoeLf1Zo9HAcZyH8r3xvjKilobLm81mz1+40L0RZYzh/Pnz3Lp1iyeffJKdO3fy+uuv9yw+m5mU/rCyNFq4VuffxYsXcV33DqOq21D7g15YvhHa6aC1qNfr93RVRsrdLG1mqdVqndbxjbKRbuFarcbx48dxHKeTvrsfQ3wfVqcO7tSK7ej8ey+k85afZ733ZVuPHkbeF0bUSuHyrVjdst7x7fSdMYajR4+Sy+W6Pna1c/Z6re8V0VrKVnT+LT3H/Qyfm+g/AxlQH0LKNbo0TR2V/AlGfgirRlc9TzdfprlcLjWi7gMrzX7ajB51a0S103f79u3j0KFDdwxaTPWoe9ZyuLZi51+vJSYb5UFy6tp69DDynjei1lqVsBkjar3j2+m7nTt3cvjw4TvEbbOe30of4rU+2O+FL8puXkM3nX+rhdrvZ2F50PgfUMmfIeQusJ8lEXmE8zzIJxHqaYTVOMFPAwphryFsDuRvYW0Z1ACh+6Mg/tw4XCl8vpxGo/HQitbDzPLZT0vTrFsxpmAllqfv2lGTNptJy91L4+tBoduodS+df5lM5p5oEXRn3GwWY0xnvcxaNBqNNBL1ILJ00/lKqxLahlUvrCZ6xhguXLjAzZs3OXLkCDt37rzrMVtZS7CwsMCZM2dwXbdjQKxU5/Kwe3690E3nX7FY7CxR3s57ZIzBmBZSXcPaUYRYFK/E3CCOfxerHgU7gxQ5BAki+E8I9QrWNPG4iqKBEC4JH0Awj2UAIeYI9f/zDgMKujOiarXahifHp/TOes0sm9GjtUautNN3WutVu++2ahOCtZYbN25w8eLFzpiS/v5+CoXCio99v9FN55/ruhQKBWBRr7Zz599qTp21FmtuYs0FSM4i9Nci9TM9naP9nu4mnfewOnXvSSOqnb5buul8+Yd4OyJRzWaT48ePY4zhhRdeWPVNsVkPri3C7eF4u3fvRgjR+SB6nnfH8s2H/Ytyq+qVVgu1z87OAvD6669TLpc79221mqEwmaGR3KSoP4CUKzcIBPEVYjtLRh1hLvi3LLR+kfLOHeAMMFv7DwihkNIhif4LvqhjzS2k3IkxxwCJkE8hbAOfqwgcrBjFkEEKMGIAQUzofgqrDtx17vd6DcLDxvJo+Eqpms1OHV9JU27fvs3p06fZu3cvjz766KpRh83oUfu4drPO7Owshw8fJgxDKpUKN27cAOjUKG63Hj1Mg3lX6vybn59nfHwcay1f+cpXtqXzLzY3CeIzaG8CKZ8hTiZIzBmMuYRJTkF8HCXKSDmCQoG5hA3/Z5DfiNDPIe1lrOjD6q9d93zt90c3Tt3DqkfvOSOq22F1SimiKOr5PMu9t8nJSU6ePMmOHTvuSt+td2y3tF9HHMdcuHCBiYkJPvShD1EqlTpeRRzHd6WwPM9DSkmlUqFUKm15CPdeCNdWC+/SUPuOHTv4kz/5Ez74wQ92CtWvXr26auffdPgaE63fR5oGGT1E0X2WvH4SSAjNFJiQSuvX0KpMbCooUUPJfbSMwZPvENuraPEBkiRGkMOKYYzNglUI+VFMchZpLoA4hMKCPIywV1FMkYhnEEIRuj+FlUMrvrb3eg3Cw0S3s582W6O51AhLkoSzZ8929GF5+m6lYzejR+1ol+u6HD16tPPz3bt3Y61lYWGBSqXScfKklJ2O27XqFB9UtqsJpV2OoJRidnaWj370o5vu/DMmoplcoB69TmTOYMw0WigEgvLwHPXkt6nXpnHkLpRwkcIixV4MEdgq4KLsPIgEkfxnRPLHgEUJHxl9gcj7Uazcter5u515Vq/XKZVKG79pDwDvKSNqo6tbtkK0lqbvnnzySUZHVy72XcpmI1Gvv/46UsrObqulxqDWmsHBwc7U4SAIuHz5MpVKhdOnTxPHcSfa0t/f/1AUF29351z7C6QtUMtD7cs7/5r9xwh1A1d5zERnqceTuPIrCKpI4SBooaWHoY5Eo8QIwtxAIcEeQAmFsQFaeFjhY20dpQYw1kHYOkI8huYUgrMk7EaYN0jkBxF2N8qGJPqvrWpAtdNGaU3U/WWjs5+2So+Wpu9eeOGFrkZYbEaPoijiq1/9Knv27OHRRx9FCNEZpth+zNLmjziOOXXqFHEc31GnuHRDwcMwcHG79UhKuaHOv6Vp00Z8lbnwVVrmPMZMIpFIIZA2JjaTGBwcVQZVB3yU3AfCwQLGtjD2BpoMyN2LP7cZoAHmMlaUEHI3VmgSuWdNAwq6r7tqNBpdfXc+iLwnjKhuNp0vRym16ZqoVqvFa6+9tm76bqVje/H8ZmZmACiVSnzgAx/o6nk8z6NYLBJFEU8//fQdc5bahY1LU38bHbh3L9juSNdKLcWrhdpnKzOMN8dInHFcm0OrHIl2iWUNLRRWSOJ4FqV2ACFC5AiSd3DEHFGyD09EJFajhYsxAmyAEC7ggp0H4SPtBYRoIW0Gq/dAEoI5g5VPEKtnMc43r/paNlKD8LCGzx90elndshU1mpOTk1y9enXd9N1yeqnRNMZw48YNoijimWeeYWRkBFj/s6q1xvd9HMfhkUce6RgGs7OznDlz5g4nb62U+v3kXujRSq951XKEyiTXZr+IzVzFy8/guDG+dnE0BMltPFHEkVkMVaTMoWQZrCBJMiSASa6g5S6kzAAaKQ9ibA2SGZB5QKKEAfkI1sYYs4CUOYz+xLqvpZv6TEhrou4r3W46X85mPb8wDLly5Qo7d+7kiSee2NBAtY2KlrWWS5cuce3aNQAee+yxDXlr7Q/kSnOWlo4EOHfuHJlMpmNUlcvlrodDbrdndi8iUWvd03aoXRRmmF7IUo2baFFCRAUa4RSi7qNUhPRmySiHhIhGfAVXDpMRRQR13PwpEE+ASDC4QBMlPBI8SOaRygcTYUUdq57GWolJKiD2Icw1hL2O1f/tmq/l/VCD8CCzkWj4UjaTzmtHvK5evcoHP/hBhoeHN3T8Rp26VqvFiRMnCIIAx3E6BlSb9fRt6T1Zbhg0Gg1mZ2fvcvLa0ZZunbyHXY/W0/fYNpkTx6kUTrDgnSYrFJiEphnDRDlazSZatfB0lkRn0NpBqjKJGceYCVxZRsgWQnhoeQCBg8EirSGxE0ADKfdhRRaLxYgImdzGEiDlARL9IkKt/z7rdsnxw+zUPbRG1EY3nS+nVyPKGMPFixepVqvs2LGDI0eObPg5NhI+D8OQEydO0Gq1+OhHP8orr7xyh0B1+5pXErWl7bUHDx7sjASYnZ3l4sWLtFotisViR8S2a29dN9e+naK1keF2U63j1OIJlOjHc0dpcB1fWbxsH2HcIIljInWDqCZQYpCmdwkrhig6B6hW+tBFF8hhbRUpB8AkRPYkqMPYZAwlR8A2wAREQqFEH5gxpBxFyEGEPLzm9SVJ0tWMmXq9Tl9fX9f3KGVtellkvpRe9aidvrPWcuTIkQ0bULAxPZqdneX48eMMDg7y6KOPcvz48Q2fD1bWIyEEuVyOXC7XcfIWFhaYnZ3l9u3bnD9/vuPktXXrXmwAWOnat1uPVnr+ZjLPWHCMW83XaCW38VSWKKngSwcpPIQOKLIH7blILEncIEjGaYYJjYZA6SaeY/HUAAYXk2SwOLSSC7hiFKHKWOEgxG4kVSIzhiPKIPIIBFbtQdgG1owhnPWjULCxSFRqRN1D2h6LMaaztHCjb+pe0nnNZpMTJ04QxzGDg4M9/9G7Dd3Pzc1x/PhxSqUSR48e7bwZN7o5vdt7szwHv7R7rT0obmmXzXulRX46usVk+W3Gg30MOfuZDC9RTabZ7R0hq0tUgpv8SeXn8CnjKUNIlT51kDCu4ekSkZnHUxKlNTl3FGt3EPlVZJIhMjPEVJmtLqBUjSAYBBGgZEIS/ym++jqwcyTmNlLsRogArCQWOTCvYuSjCJknNsfQmd9f9353W8jZbDbZvXv3Vt7G9y3GGOr1emc3WC961Es6b2n33eTkZM8F2t1Eoqy1XLt2jUuXLnH48GF2795NtVrd1rUvUkrK5TLlcpmDBw8Sx3FHjy5fvkyz2eyMKOnv76dYLG74WnrlXkW6qtE011p/xmRwmoQWgghpA1xVQgqLr0oIYbAIQFKPx8nIMo50MHIBX5Xx/RJYi0kC4mSCVjhGPcqhVEyjFeLqvaB8EhODUGCrWLGAkgNYkQMLxlqsnUWwgPJ+FCm6iwhupCYqTefdI9rRp+PHjzM0NMS+fft6ep6Nen5TU1O8/fbbjIyM8MQTT3DmzJlNtSSvday1lps3b3L+/HkeffRR9u3bd8eHthfh6uWY9t660dHRzqC42dlZpqamuHTpEo7j0N/f31lqu11st+f3n+f/D0K/wZ/M/jo5maNuZvBllq9U/mekCPBEEYHBkYbICgpqL/PxSfr1Y4tdKtIhsjEKg7ECg0FJF6khjiWOzOCUNI25IrGqEVYTbJIjk92JVNM4qoCRo4TmPIaDaPG1SOawdgiRXEeoDyDUk0g5su5r6dbzS7vzNs/SaPgrr7zC008/3Rn0ulGUUp2azvVY2n3XTt/NzMxsmx61l38vLCzwkY98pNNFda/Xvmit73DyWq1WJ/V369atzjRw2N5dbNtdE1WJJxjLnuAPp1+nZSpoBIlt4kiFQtA0TTIIrLDU43co6AEQLtAgowbRMosQoM0QsZkktHM4MoOVdbQEz9uPSaC2MI8xEMTXiUIFyQ4cncFzCzg6Q5xcQYosQu1C4QCDIPcgnb/a9WvpRo+stWkk6l6wvNtFa72tE8fbtNN3N27cuKP7rtfi8PWOXTpv5bnnnrsr5dKLcG3FmoWlg+L27dv354XWs7NEUcTp06e5fv36HV02G128uRpbaUQZa6gnNQp60WuthNPMJeN40iUjBwlZIKMKzEdXsCIAfMp6L660VKKzBCaioJ7CF3uIhUMQz+EpH4UPwiEWIRCBMIvdeCJBsZ+EmxhZIpPtAzSxrWHCvTRbLRbivbhqHt/ZjdYNHL2Ap3YjZImEgMQ0cL2/09Xrez+Ezx8EljezbEWjSjd6VK/XOX78eKc7t919t9mJ56vpQ7Va5dixY2SzWV544YU7Fqdv5dDgXvB9n9HR0TucvJmZGWZmZjr7AdtRqv7+/p6Wvq/EVjt11lrGw3e43DjJ1cYJkjggdppkAktel6gmFRxh0aJAI6ngKQ8pXBARBWcULTRaCKzN00xm8LFooUnsFFpIlCojhEDjYoyklbyDog9kTCabR/I4mBiTtEiiOrV6jJQtXFlGqyzWbeGIGKkEnvtDG3rt3dZE1Wq1zpDRh42HwohaqdtlK0RrveNbrRbHjx8njmOOHj16x5fOZofjrSQ+S+etvPDCCytOq31Q9k4tXbEyPT3NwYMHsdYyOzvbab9t74habWrxRujl2N+d/H3Gwps8mjtEI66xz9vP2/U/oxrPIxAcyD7K1cZJsBJlMxgB0mSwxJSdHVTCOn1qL46QBPE8ghYCQcPMkdEjKAxClaglt0nsHI5IyMtRXFXGENFKGgh8AjuGJ3MgDLXkBBn9LLG9gXWrZPxH8G1j8fyRJInnaNQKKD2Box181+J7fxPtduf9dStaD/OahfvN0tlP7ZUtWzHnaT09Ghsb49SpU+zZs+eu5pLt0KP2rr0DBw7wyCOP3PUZvNeRqLVoO3m5XI4rV67w/PPPd4rUb968yZkzZ8jn83cMrtyMk7cVRlQlnOF49c+43jyLFBIIUAhAE0lLRg8ghMFXORyhkULgqRKIEINFGKjFE+R0H0Y6JKaCqzJomUdgccUOYjNLkMzjyizWNhCiiat2YBKFNYsNLokZx9hpsu4j+F4OAdikRZzcBG5Tr4+SxD5S7MXaMn191a67Jrt16h5mPXrgjajVul02a0StJ3rL03fL3wibaUleSfDGx8c5efJkV9OFe6mJ2m7DS2tNf38/IyMjnfbbdqj9+vXrCCHu6LLpZn5Nm148v8CEfGX2NUYzg7w1d4Lx8DpF7TLsjoCQYOFs9SQtJhhRu7ntnSNszTLqHaIa3abPHaRPH8RRLvPxBCU9iOYwnsxgCZgI36IoR3ClR1aNotlHmEyhhAIjEELiqX6kzRCZC1hGsCzgqP00kxtk1X4SM09obuAKje/sAx2gxH48/6tY65FEB4iSCY59tZ9C4fWuhux1W4PwMLcU3y/Wmv20nZGoJEk4d+4c4+Pjq3bfbdaIWnrs0vOtNaxzM5Go7dKjpZ22S/dotieoz87OdlY+lUqlNVfTrHeOXkhswpnaGc7UTjITj5MRLrFN8KREojA2pv30kWkhhEMzWSCjMrjSoRZNkHeKKByEiMg5IzjSQwJKDRInFQJbx5EOLVNB0iSrdiCEXoxe4VGPr6LJYJUHCLTcgbVlwngeLVpomUdKg6t2I+1OHLVYC1Vb+O41d/6tdP82ks57WPXogTWi1pv9tF2itTR994EPfIBdu1YeJtbrgLr2se0PYntY5zvvvMPTTz99V7vwWse2ud+RqZWMuvY08N27d98xuHJ8fJwLFy7g+/4dReprFcX28vp+d/KPKLklTtUvkZdZPOky4oxSixbod/upxhX6nMVulDhpkov6COQM1ahC1TTpJ4NUCU0zT04PkBBQT6YwtghYhpznUCiqyQV8OUgrGUdKjZBlwmQaV+ZJSIhMBYmkmVwhscMI209kr2HtYQQeliqaItYESOGT2AWU+nqsXUCrOq7zLbz44teuOmRvedfkRkTrYQ2f3w/Wm/202TlPqzl1q6XvlrMZPVqazms0Ghw/fhwhxLrDOh+kSNR6uK7LyMjIXU7eSqtp1nLy2te9UaduJpzjK5WvcrF+AV851OM5Sk6OmqmjSHCkYj6q0OeWCG1IQIQSHrFt4akcrsogMRScEZRYdNLApxlPYlUeLTSBmcaT6t1IFHhyiMTOEyTTOLKIRCBEC1eNYmOJtQ2MFSS2DnYcR/YhZf/i0E0MmHkSO4GWZVzn4+zZ8zXs2cOqO/+Wdk22syjdOHXNZhNjzEOrRw+kEbXapvOlSCk3vbZluei0559EUXRX+q6b47ulLXjt87XThd1Y4verJmozLB9c2V5N054Fs3RqcX9//12radaLRL0xd55a3OBI8QBxkvAH01/mYuM8w36ZPt3HXDSLK12QUHRytFhAK8mcmUELTdb4YDPs9j7ITHyFyAbUkwWMrVHUfTSTeXIqR1HvAyJiW2UqPM2Q9zgFvY/QtmjZOUyygCMeRcgsM+EZcvoxrK2RkyNI69FKWsQkFOTXYe0MUmQQ+BgSYmEQNFCUCONJHN2PoYjn/D2UWnnIXqVS6XRNtlOnYRh2HYl6WMPn95q1Fpm32Q6nbmxsjNOnT7N79+51Z8NtpkazrUft6PuOHTt44okn1n0fte/DRiPF97ujdy0nb7X9o20nbyNGlLWWM7UrvDV/koloAheBI12kgKJTXEzPCR9HSgSGstOPEhKFh0/C4pBLn8DMIdE4UlANJ8jpAr7KEpsFHLU48FcCOTFMZOZoJVVc6WNsDcMCGdWPFBkkFqwiMu+QUAPZD0KjZBlhs8TJDWIzi6tG0SKLkv1gCxgmyLh/v/O6VhpE3F5P006dZrNZ+vv7u9KZer0O8NDq0QNlRK236XwpW5HOW3p8W0CGh4d54okn1p0/stlCzjAMeeWVVxgcHOTJJ5/sOj/fqxH1ILHSapq2V7jSapqVRPqtymW+PHeKnX4fpxYuk1Oaf3v799jjDaEVgKAW1+lzStTjKsPuMLEJMcKSF0VuhBcZzexBo1lIJtDGo57UycoilhBPlmgaQZjE1JNJcvowganjywzWNOl3DmOBwFTRQuLILE0zgyBDZFu4qo+5+BQF4eOoMkkcIZ06rhzE2DEcuYPETCLx0WqIxI4Rm6toeRApy8RmnB25/x9K3dnttfQLYNeuXZ2C2rZR1V6mfPLkyc4XwEqh9oc5fH6v6GaReZutrIlqp9PGxsZ46qmn1o1Ot4/fjFPXTruvFX1f6ThY2Yhay7C6307dclZz8pbuH207eUs7E1cjTCL+dPYEr1aO4SpFLZ6n7OSomjq+1BgLoW1ScnLU4yoFnQVhCJIFyk6Juq1iiTAUaCbzKCHR0sEQkXeGFw0xwFVlwngGa2t4yqNl5sA28NQOpFAo6WCtRyMaw5NZXFlEigRHjkBSJqJJbAKksAiqKFVCkQESYlPDSgeJIe/9AFKubuAopRgYGGBgYACgM2+wUql09ibOzc11In2lUumO77v2eJAHcVtGNzwwRlQ3m86XshWeX1skL1++vGEB6dXzs9YyPT3N/Pw8Tz75JLt3796wF3evRhzcKzzPY+fOnezcubOTamobVVevXiVJEq5fv04QBPT393MpmOAXrnyBx3LDTAUVGkmLRhKzOzPIXFyhLPOUdZl60sAVPq708GUOLQ2XmqfIkWF35iDGRBgRooxmQc+wS4wirYsrPYy11KMqNaYp6zLNuIKjfMJ3Z7TUkylM3EDSpOzuRlIiYAwjNJXwPMPu0zSSaTxZZCF+E2ELGFsmsVWEyNFMruKJLFrtILG3UaKfmDFicx1PlRCU7jKgVmJp1+TevXu5fPlyZxr50lD78tTpVkaiXnrpJf75P//njI2N8eSTT/KZz3yGr/u6r1v3uK985St8wzd8A0eOHOl5aON2sdHVLVtVo7k8fZfNZrs6vlcjKgxDpqamiOOY559/fkMplaVG1EZ5kPVoLSfv3LlzAJw+fZqBgYE79o+GJuZPZ97mtcoZhDBoqRFAySkCBle4aKkJkjoFJ0dsQjIqgxCa2NQp6sVObAcfRQaJQ0aVMbZFYkEKRTWeJCOzZHSGIJ5HC4mrCkgEvhwktgs0kwVc6aOwWGq4qh9HvuswWUXEHIG4ihSDSJlBAgKPxMwS2Av4YgBH7QQkQubIbGCkAdw5b7DValEoFMhkMszOznL27Nk7yhEymQyVSmXLdrjeDy16IIyobjedL2UrjChYXOa7UvddN8dvVLTa81YqlQqFQoE9e/Zs6Hh4cCNRW3WOpatp2ouAX3nlFVzX5datW5w9e5bfyVxmQTa5UZui7OUouBkmwkl8Jelz+vCkJDAheZ0HEvp0GWMsASHDzk5Kup+rrcuMqDJFN0dG5ogI8ESGW/E5BpwRLJDRBcKkhpQeShYJzBxZ1cdcdIuiM4SKB9COITQBQngU1PNYm1BQhwhMgkYR24ic+hqiZIHIv4gQHyE241g0NTND1gocOYAUPlocIraniM0EOfev9HT/jDFkMhkOHDhw586/d7uUvvCFL/Cv//W/xlrLl770pY5h1Su/8Ru/wY/8yI/w0ksv8eKLL/K5z32Ob/7mb+bMmTPs3bt31ePm5+f5O3/n7/CX/tJfYmJioufzbwe9rG7Zit13YRjy6quvsmvXLh5//PENbQfoRY/m5+c5duwYUkp27Nix4ZqUXo2oh0mP4E4nL4oivvSlL9HX19dx8oyEi7l5rqsKsYpwNCgBFkNGKUITkFEOVvBuh52LtQKJgyVCIlHCJTAhvnQJbGsxPWd9Gsk0jnAWRxYQ4qsSvsoiBWRUP+G76TtP+iS2TpDMUnKHccRiTZewDq3kHYJkhpzegRAOSpTQ0SFiOU0zGsPTJSQOSpbwOEJsJkjiSzhqiJL7dxGi9y7GJElW3flXqVT45V/+Zf7X//V/xVrLv/yX/5Jv+qZv4qmnnuppM8b90qL7ui67XTwehuGGDCjYvGhVKhVgcdbI888/v2GvfKOiVa1WefXVVzHG8Nhjj/XcXvtejEStRfs9sWvXLp577jm+7uu+jmmnSRGfTOwxXpvn5vwUmcTDtQ6hCXmnNYGnPEIbcrl5i8TAbDKPg0tOlTFYRp2d+G6Wm8FNps0swmpa1NjpHUILj2ZSQ2IpObsJkxoWg6ZIM65S1KMEpo7WmsSGaHIYk2CtIbERWhYxNiS2Eb5+lNg2sbiIxiFiGgR2AS2HMaZBQhUhfCJrMKKM4OtA7MHXL/R0v5YXlrdHURw6dIiv+Zqv4Tu/8zv54R/+YQB+7ud+jsHBQf7Nv/k3Pf99fvEXf5Hv/d7v5fu+7/t44okn+MxnPsOePXv47Gc/u+Zxn/zkJ/nu7/5ujh492vO5t5p29CkMww2vbtmMU5ckCTdu3CAMQ5566qmu6pGWsxE9stZy48YN/uzP/ox9+/YxMjLSk9HxXo1EdcPu3bt5+umnER8Y4Q+L73DeTFJv1WhUazSqdeqNBiqGWlTHlT5z4QISRSsJWYgaGGAumsMiCE3AfDiHEi6RjRFIfHJIocmpPjIqjxQKTYaWDajFFUIT0zBVIttAixxC+Liyj7yzk3pUoR5XiE1ATICr+sjoXVgUiU0wNiaisjiQUw1gcTHWklhDZOYQwkXJ3QgxQsZ5flP3abketcsRdu3axZEjR/hn/+yf8U/+yT+hUCjwxS9+kRdffJE//uM/7ulc90uL7psR1RasbuoNVqLXGoR2993bb78NwOHDh3vav7SRbphbt27x1a9+ldHRUZ599lkcx9nymS7rHfOw034Nb8xfZyFpsjs/jMi57MwPUHILuEZzpXGT2dosxTi7uBYosRzwdjMZT+ELj2pSI7YR1iTEIiCxEQPuMAt2lrqaI7aCK82TzIUVjFE4MktiY1wG0SKDEg6WGCMsc/ENboXHaJhZEtHA0GIuvkwjGUcITcuMkwhJkMxjhVksIJdNEmPx1SM04gqOLOGog8SmgbENEA5GzFH0vp2s82JP92m97rz+/n7+8l/+yyilOHXqFDdv3uTbvu3bejpXGIa8+eabfPzjH7/j5x//+Md55ZVXVj3uV3/1V7l8+TL/+B//457Oux20i8dX6wZej16NqEajwWuvvUa9vmiUd1P/tBLd6lEcx5w8eZLLly/z7LPPcuDAgZ5TgQ9yJGq7OVsb519c/E/837dfR2pF6EKxVMYt5Mhl8mAljUaDoBpQXVjAiR1IQAtF2SkhhaLklnGFiyN9Cm4fiMXCc2MVAQGJNSxEC8xHs8TWEpgmCklG9aGEu7jeRZSoJbO0kjqhadFMqmiZw1UllHCRZIktzEUXiOzC4o49kUUkwyTWoxafIUymQGgQGbQcATK07FWGsv+fTd+n9ebWKaXYs2cPu3bt4nd/93epVCp8/dd//YbPcz+16L6k8+I4ptVq9bxnCnoTrXY3XBiGPP/887zyyiubKg5f71hjDGfPnr1r3spmO2k2OicKHl7Pb7JV5b9E7/Bvzp2j7GU4V3+HfjfLTNCgkszzZGEvt5IxSp5DMzQcyA4jY8N8PI9uKqq6iu9oamEDT2tKOsul5kmKKkOfO4AjNCUGyCRZHOHhUWDBjBFYTUY/Qi2ZZ9AdpRpPIYShoAYwNCnoHQhj8GUfWIEjC2iZIzALNOIqjixizByuylKNj4MVCLmHwDYW6xukhyMHqMcnyaodWATGzOOpg5S8/6rn+9XNsM12UbmUsjOBvxemp6dJkuSuL/6RkRHGx8dXPObixYt86lOf4ktf+tJ9WR67nKXR8PbgzF71aKNaMj4+zqlTp9i1axe7du3itdde2/B520gp110bU6/XOXbsGI7jcPTo0U4hb6969H6MRN1uzPH73CS6NomjBL5yiYkp6iz1qEnO8anHNfK5LMZGGOvgWJiL5gmqiliE+I4mrz1qYp5Brw8pDAvxDIPuIDEBES18UQQEOaeIRiKFRIs8rSSiGk2T0yUsCZFtkFN5XJlDWtDCoWXGaYWzFPQOXOmgRZ6ifoLELtCIJ3FVHiMihMmQ0Uewpk4rvo2riiAySJGn5HwCV+3f9P3qZsRBu4YT6Hn/4/3UonuqYm3BmpmZ4dixY/yFv/AXevZKNmpETU9P8/bbbzM4OMizzz7bWVy8mYGZawnBWvNWNtOdsvxYYwyXL18mDEMGBgbo6+u760t0uz2/rRbE2aDOL1/+KifnbzIVLBCaANsyOKFlX6aPspclIx3CZsixhUs8kh1mLlpMzxphsS6MZIeJk4j5VoWMyDMX14iSgKAVsMM5gARiYwhtQtb2Y228WMckcxRUntA20dIhQ5HExEQEFMUwU9FFSrqPOLFEtk6JnYudNEZjicnKHbTMOFlZBtPE4pFXT1JNjoOexpEHqMUXULRwxJNoRjA2ixIZInOL3fkf3NS926hobQXddmYlScJ3f/d380/+yT/hscce27Lz90o7Gn79+nUmJiZ47rnn7okeGWM4d+4ct2/f7nTfNRoNkiTpeaXIenrUNthWGpfQ64yplYyoVqvFmTNn0Fp3Cq+Xf0E9jJGoWhzwW7dO8vrUFWZpUMLBGHAkCBb/ZlnHQwkouFm0kMQ2ISezBEmLEW8IQUKQNPASRStqIhNFrdXEdQV5p4REoWWWwOYwwmKsJLABQbxAvzsExCTCkFVllPCQwuJYRTUaI5RNsqoIRDiigK/LCCFJMAgMraSCEgEZNYjExZgYrCAwFQQBvupH4JDYGIRDv/fdW3Lfuplbt5VNLvdDi+6ZEWWMIY7jzk1tr0zolW5Fy1rLpUuXuHbtGk888QS7du26Y8rwdkSi1pu3slUrGoIg4NixYyRJQqFQ4MKFCwRBcMd4gPab82Hw/H7p/Fc5VbmNowUzUZ2rjRm0lPSRwfckA16WponQQjERzNHn+pTxKaosk9E4jtBkVJbERmCgbprkdZaMm8MklkrUIlYRLRsi6oZEBGS0R0PVkUKSmMVwu2Mz+MonMjECHyF8fDGIFZqCOkQrriFEzKB7iMjGOFKS2BZKeCQ2wVN9WBogMsxF1ynoHejkw0RxfdGo0o+hjCZKptFSI2WByEyzt/DzeGr1Ashu6Ea0Go1G111fazE4OIhS6i5Pb3JycsW0VLVa5Y033uDYsWP80A/9ELCoC9ZatNb84R/+IX/xL/7FTV9XNyxtZtFab1qPunXI2s4VcEf3XVsjNmNErTY8uD3M98iRI+zYseOux2x25ED72NnZWY4fP05/fz9KKa5evcrp06cpFosdPSoWi3ccs9Vs9fMm1vAHt87zu+OnUVIQ2wQpBK7QGBYjf604QjkOQdyioH1qUYs+1yc2BiMsrnIxJHjCJZIhjuvi4VKP5/HwSJIW09E0mUYGpRMCvUA56cdg0cIn42ZQQiOFg7QwG4yTd4pkZBZDC1cV8GUeKQQCTWwN1fgGGVmgoIcXRySonSR2gfnoEr4sYymghIunSlhbp5ZcRgIFfYC88wKO6r3Z5I7716URtVk9up9atO1G1EqznxzH2ZTXBd0ZIq1Wi7fffpsgCFZs393srKflxy412Nabdr7ZSFSlUuH48eMMDAxw+PDhTidRe1/U7Ows165dQylFLpfrpCy2agnnVhKbhNenb/EHty7gKUEOh0YSgoB+N0shhNvRPAeyQ8xFUyzELQITMqiLOEIyEy2Qlxn6nQyxMcQYrjQmGfVL74qXRqocjahGKAzFbAk8gxAhJk5oBiGJTVChi/A0VjuMxZPs8XcDgtA00FKDFSghyOkiShQxWBLbohbPUta7MDYkNDWyYoBa3MTYCEdFCJEjtLcRcY5GfI2CfpymvY0jBIgytaTCgdz/m4x+fNP3slvR2oqWYtd1efbZZ3n55Zf563/9r3d+/vLLL69YZ1UsFjl58uQdP3vppZf44he/yH/4D/+BAwcObOp6umGl1S1tI2ozdOPULU3fLe++a//N2te0UboZHrzaXLDNpPPaUazr169z4cIFHn/88c5UcCklrVaro0c3b94EFrvd2r97kGcDvTZ5g9+9fY7ZuIaWilYc4ClF08aLxcRSLkaenCyBaZHXGWphnbzr0zLxu5O/YaZVYdgv0bBNIhOTNR5128CVPr72SawgL7I4SOI4QDUloY2ZnZlDuYaWM8+g7sfXGaxIyDuD+NJHCYGmSMtMMxleod/ZiS8zaJGhrB8ltlXq8Sy+yiKsREmHnH4cbEiLWazwiRKFlA45/QGMWaCR3OQR//+xJfev/d1/LyJR91OLttWIWr66pf2ha9/UthfYC23RWs0Qm5mZ4cSJEwwODvLhD394xfNspREVhiFvv/02jUZj3Xkrm10ZMzU1xdjYGI899lhnDED7+ZZP4p2fn+f27dvMzc3x5S9/mXw+3/EKy+VyT4K9lXxl4jq/dvEEU2ENX0omwypD2SFKTpnRTJEoiYmCBQ75I5yvTeBIQy1sEosAheRWa4o9mWFaiYsjLYkFV3rUkia1yGHE34HF4kuJg48vBSZJ8LUmtpKsnyGwTdwkg59RTMY3KYX9RDrgRuMCnhQM672gY2rJNBmdIaMW50bFtsGgO0CYzDEevkmffgQhFIGpk9F5Gsk4oa1Qja8jbR7r1NFyhKaZwVdDSAwJLZrJdQrOc1tyP7sRra1M5/3Yj/0Yf/tv/22ee+45jh49yq/8yq9w48YNfuAHfgCAf/SP/hG3bt3i137t15BScuTIkTuOHx4exvf9u36+Haw2+2mz41Jg7aj20vTdatGg9udwq/RodnaWEydOMDAw0ClfWI3N6BHA+fPnmZ+f57nnnqOvr++Oe+z7PqOjo4yOjmKtpVqtcuXKFRYWFnj11VfJZDJ3TAbfzFLgreLKwiz/9uoJbrcWqCYBJc8hMYas49EIG/jCoRI36HOzVKMGRddDLCb1yDlZpLAonMWOOiEY9PvQUuDg4wqFlIqszRLZ4F3jVTIbVig7BaQWLDgL9MsyBS9PFDeQcZlGMyYQC7iuInGq1MQsfe4QjhQ4Mk+fzCEwxHZxZELLLICokZFlBBmEtEBCYKZJWEDiI/GxQmKsJbRNBIYd2R9Aia0xbK21WGvvWTrvfmnRtkeilgpW56TvfqA3a0TB3V8aa6XvVnqOrVgi3J63UiqVOHr06LrFcb16fkmS0Gw2qdfrPPvss53lmmudpz0DqC1yba/wzJkzxHF8x76obDZ7z+oVrLX8t1/9AyZaNXKOZsjLcrJ2m7LnIaTEIqiGASN+jpNMkgstDRPwTH4nFxoTHMj1E9uEA9kRqnGTjHSwLIbfExOSFT5V02SIMtIqtHAwwuDhUzVVrgbj7HB3YoSgZlvkhSEyMcPuLkJdo8/24aARsWQmGcOtZXC1R9NtEekKSi3WQiQ2Iaf2kJO7iOwcDnmUtIQmxBU78NUhYjNLjMHqSaQ4SGjmmInOkFO78GSJnD6MEFvzUeymJmorp5X/zb/5N5mZmeFnfuZnGBsb48iRI/ze7/0e+/btAxZXl7R3kz0ItNN2S9/nWut1i7LXYzUtWS19t5yluw97oa1H1lquXbvGpUuXePzxx9mzZ8+6n+le9ajZbHbm/iwtVF8NIQTFYpGBgQGUUjzxxBOdKfurlSLcy/qpStDk3189xesz7+BqjcVScDyqQYOc5xGZGE87BBZKOktsEjzlEJmEpglxraISLTDkFZiPquS1R4KgEswxkikTmDrWxiiRYyFZwJcKY11CYgpOAU/5SAxFM7Bo4EuJ5+ZoigVcV5IVReIkREQeNk5YaNRwPY3jCFpiGkdY+t2dKBy0HiKxWebjG2ig5OxBCgdf7cCYEgviEqEcx+UQrsgjhIsWDsPet27Z/Vzpu38larVaZ9r5ZrhfWrStRlRbrFbaeyeE2PSEX7gzfREEASdOnKDVanU1fXeztUnt+S7nz5/n0KFD7N+/v6sPfS/pvFar1al/evTRR+8woNoW/3q4rnvH0LP2ZPDp6WkuX76M4zidYtD1lgJvhplWg//Xf/ktZlpVRgoFir7HfNigFUcMFfs5XrnNo4UhlFScqN5ih/W5Edc4mBsktDDilslpl8Qa6kmMkholNbGJSICMdAFLRjmQGISAifg2jlDk3Ry+dGgmNcbDMUbFDhIbYIRk2B3hRnCd2M5TkB57/Edo6Tphosl4WWJTI04kcRAhjcV1HeqORasqjqMxaITUzMfvgAjIoIGQnBoisrcR0S6s65KRe/HELoRoYWyTkvPUlt3bjaTztoof/MEf5Ad/cOWC+M9//vNrHvvpT3+aT3/601t2LWuxmh5tRSRqpZqodvpudHSUw4cPr/ll0u4M3KweHT9+nPn5eb7ma76Gcrnc9bEbPe/MzEyncebIkSMbTsu1a0/ak62XLgVeWorQNqj6+/u3rRQhTBL+w5VTvDE1Rj0JcJSmGYe4SiIt5F2fRtwiox2qUQsjLKGN8aUCCQrwnRwIw6BbRAA5xyejXBIihjJ9aCFB+LhaoQSUdRljI0Diiwzz8SzWWjzlUBc1YhR5Fg3usjOMEhYtJJ7jEVnFXPQOWhQRiSJohFiTI3YjppPbZGSBrJNFSkFR78XaiFYyj0LjqcziSphoFNe1NOIZmkyTd4YZ8b8ZuUXOHPy5EdVNjeZawzA3wv3Qom2PRK0mDFs1cbz9HO303cDAwKrpu26vrRvatRWXLl3qKiq0mfO2CzaHh4eRUm7YuFltLMLSyeDtJZLtpcCnT5/u7IsaGBigUChsOvX31bFbhCbmZ9/6UyZaNQ4Uy4xk8oBlMqjjSk3R8chLl5v1Co8W+nkkN8T1yji7/TJzUYusdsgqb1H4bbJoIAVzTIcL7PMHGfSKLEQtIgJG3T1oCzfji1gRLS77ZIiWiRhx92CtYT6epUVEmWFaxqLwGHYPUomnmYymKOsiGZFDCHB1AZMElLKDTEeX8ewoM8kVsq0M2rpYv06iQ3xdoppcxZVZtNyFwWKNhxVNMC4oSZhM4ek+JAV2+t+5qfu6lHvdDfOwsVLUZb3SgG5YqmfGGM6fP8+tW7dWTd+tdm296lEQBCwsLNDX18cLL7ywIYNjI07d0kjXE088wfnz5zd8z1Z6/EpLgZdO2j9z5kynFGFgYOCuJeW9YK3lv7xzjd+7doEmMU0T4SmFsQZXSow1BMbgS01O+0Q2pKA8bts5BoVmMqgy6GdpJAG+VmjB4oYC7dJMIhwUCEvDNCnpDE3ToprE9LsF6kmVKAkY9vsITAslFg0cBeSSIlpZYmvQCFo2ZD4aY8QdIauyODLDsHeA2LQQjiGXzZMkLQITIZMMQcsQmgUcR6G9CCMXyKoiWuUxJFgriDEIInJqACU0kakx5G5tU0e3A7Qf9j2e921Qy2ZD6G3PLY5jLl26xNWrVzl8+PCGdtH1OuKgXq93hnW+8MILG/bCuhUtay3Xr1/n4sWLHD58mD179vD6669vy3C75UsklxaEvvPOOwB3pP6WjmxY7RxvT05yenqSr9k5yn+8fIGzs9O8OXuLCIOrBXnHpRXFTIcNABwpsVawwy+AgLfnJ3m8OIArNANOjmsLN+j3fPJuhiiJWIib5LTDsFuiEbXwpH53j14dawRKCmpxk1acYdTfyZBXoBbPk1H+4lappI4RBiMMdWr4eOR1DkdmGHJHGA8vk5dZlCziCEFga4uDNKlTdndhbcIAo4hMjJM4hJEmaBjqVNFOFiv6GTNvMaT3EVuLSwEhYoyNcVU/WuR5PP9juKq8ob/narTTOakRtTG2skaz0Whw4sQJrLUb2n239Dk2yu3bt7l06RJa657GNHSbzovjmFOnTjE3N8dHPvIRSqUSFy5c2Ja5de1ShL6+Ph555BHCMOzo0enTp0mS5I7U3/JShPWuYbrR4P976hiXF2ZxHUUiFg2WxBqssDhSLVaFC0EtDshqB2vBCsjhIhAMeHkkFonEFZpKuMCgl6eRtJAoQCzWTDkZEIuF3XmZQUtNURSxOkYISUbmqEUx89ECBZ2lyWKDim99hHTIyjwZtR9jAgIT4khJI6mSUKPsDKGEh6NdPOuzIG8Tq3n69G5k7BAHIXECC06FqnuTnBggr4ch8dDkiE1AixmeKPwwQmxtfWw39Znw8OvRfTOitiqEfurUKaIo4qMf/WinfXYj17BRz29iYoKTJ0+yc+dO6vU6nudt6HjoLnyeJAmnT59mZmamU7DZPvZeDLdbqSB0dnaW8fFxLly4cEdB6ErPba3l3505zWzQ4o+uXwUB1SDAlZpdmQwFz8MTGoMlMglV00Iry+XaDHtyJSpBHWMTamELxwiqcYixlgu1CWxugILWjLfmeSy3k2YcMOz1kXcyRCYmTAKGvAFem7vJC+VDjIdzXG5OIZEU3RxSCIyNKTslEDnq9QrzskLZLrYNN+I6OZ1hj/c4xiQoYbBoWqbOoB5lLDzFqPfo4toEHIzwEFqRdzxiW8cVZVrRNHGcAJaFeUOQu0kx2E0U3qbsDlHQj/Jo4R9uWREn/HlRcjc1UVtRg/BeYatqNK21vPLKK12l71Zio5GopcN8Dx48yPj4eM/rW9Y7b6PR4K233sJ1XY4ePdrRvZX0aD2t6eUa1ytFcF2X/v5+SqXSus91fGKM//3sKapxgKcW5zkhQElBaBM8oQiSCF9qwOJJTWQMBosxMS0MxhqaSUjJ8dBCIpCUvTwIQVb6xCZESUXByRPZCNdqBIrJYIFBt0BCxGwwzWhmCMRiR3FRZXGEg2cyFFSOwERgDVpJFuI5pI0YdIeQaAp6iNhmqQQTeNKlqBebhErOLqwdohXPoVSTbL6AlhlMVCSKmzSZopGcwRV9iKBIVuQoeXsZcrd+/VI39Zmw+N5Kjag12I6iblhM38VxjNaar/mar+lJ/DYiWu11MTdv3uTIkSP09/dz8+bNrq3t5eeF1WfCtItRpZR3FWzej7Uv7YLQYrHI/v37ieO4UxB68eJFgiDgwoULDA8PMzAwQD6f5ys3b1JptrhZm2ckn6Mahpydn+bxwQG0kpyZm0ZJwLEUHU1IzNPlXYBlrD7PTFxDCoGWijFajDVqKAlRApWwxXjQIKsdIgxSKhyhWIhDBpwsw94gGa2ZjmpENqao8zTCFr7K8Ob8NfZ5fQx4PlpAkCT0290IA4LFxaALyQI5XSC2Ma7QJKaJlJqsHcACg85jzEWzxEyzw32M2egqQ84uqkmdnC5ST6bwnQwZVyKTQXKlfoL4BjbRtGpDXPfHOTT7/Yz1T3eieltRQNttDUK9Xu8UW77fWOnzs9kazfbAW6DTzNILG9GjZrPJ8ePHsdZy9OhRms0mt2/f7vm8a2lKe+7d6OjoXaMZetWjzcxzWqsU4fr16wCdeVXLSxF+7/JF/uDaZepxjFYCC0TG4EqFweIpTSMOyDoOC3GTkuu9q0MSJRTVoIEvFPNhi7LvMx81kFIgrWCmNc+OTJF63ACboKWiEtXIaYcES2xjSk4OV7pYFDsyOxbHFLw7KmEqmKXPyRET0zIhGavJqRxaCPqdYVqmxkw4RVYX8KQDWPLOEM67QzWtTRY77UwVR7n4IoMVhshEaC3RWuKLERQ7mK9P0FLjJK0szatP8pbzVqcWtlgsbknXdjelBZCm83pGKdVTOs9ay+XLl7l69Squ67J///6evcduRSsIAo4fP37HvJX2tfdiRC2d9Lv8y3N6epoTJ06wc+fOFb3ZB2EB8dKCUIAvf/nL9PX1sbCwwPXr13l5coYTjQZzNiLnKsJkcfBc1nFwhMCVihdGdvOVmesIY2lYy95sP45V3GzMEZLw4f49WGMJbEhLJGgso14fBe0isEzELfZmB3mnNUM1rvFc+RHeXLjIqNfPkFvAIhlyiwQmIqt8BCBxECTU7Aw75X7m43lKukSdOhZLM5zH2pg+p8BMNMugHmIqfoec1HhkcLTAkBDbkJIaAQaZT6ZomSoWl2Zyi5zy8WU/YVJD6xw5tRdLjE4KaN/F9zOoKKJc7GdqaoqLFy92vOi2iPVaQNvuPLuX3XnvFTaz++7EiRMdHRkcHOz5GrrVo5WG+QZBsKmi9JWOtdZy5coVrly5wpNPPrnqiqD7rUdLSxEOHDjAn/7pn7Jjxw7m5uY6pQj5YpGXZ2a4EbZIlMBVEgTEGHytqMcROVeTWEPWcYmSiILrMxs26PMyLIRNSq6/GMVGUHIzKCHJaR8tBUJYRvw+HAF55aOkQAvJoFsisgESgS985qI5BIvpwslgipKTI6+yJCIhr/P4KktkI/pknpZtMB3OUHYKi+MLiMmoAt67M6IEisAsMJOM06f7KOh+FOCoYVpmgcn4GhmZo0+PIIVC4mBtk7qpYKyi5OzCz+Z4Zvi7Ok7xO++8gzGmU7rR19fXc9d2N0ZUO6q4XhPYg8x9rYnaqGgFQcDbb79Ns9nkox/9KKdOndrUh7Eb4Vxt3spm5rosPXZpVGppwebu3btXPPZBXEAshGBoaIhyuczYQpUf/z9+g135DGEY48WGq3NTzIsEKWE2aLHfLzHTbGAMZD2HQ4UylbhJ0yRMhQ1GsllenbnBo/lBfCHwpeAD+VG0VrhSMxfXGHQL1MKQQ5kdi2sNTEhOetwOZtnpFQlNQkFnCW0DX3oUVQ6DQCCxNkMrScirIolNEFaghKRJQl7lyas+rrfO40qfQXeEpmnSECHVaI6c9CnoEgmG2egWO9z9+LrEXDRFbBKk8IlMHa2yxNYikChhUUkJ62hiG1Bwd7F/x37279/f8aIrlQrXr1/n9OnTd8zyKpVKXRvp75cahO2glxrNdmp/dHSUxx57jD/6oz/adLPMWscvdSCXD/Pd6n2ccRzz9ttvU61W1yyV6OW892JswY4dO9i9ezfWWq6OT/DZN95kolGlGUdILfF9B6MluaxHnFhyjkMtCsg4Do0oIutqhIU+N4uxCb52iGxCMwmRFsZbNXZm8lSiBgXtopVgLqox7Oaom5DABAz7RRbiGsZEOH6J0IQ40sVXPmDY4Q0DZnGiuMgwl1SotSZxkSgbgpDkVQEtPKQAbTVzyRTT0W1G/N1kpU9Ol8moPPVkmonWFUrOEBmVIyNLZGWelp1hLLxIXpYp6SGUzJOTWcLkNg1b4Zn8D5NxM2QymU7pRq1WY3Z2lqmpKS5duoTjOB2DaiNdku8XPXpo0nkzMzO8/fbb9PX18cwzz2x69x2s7fmtN2+l/f9bsXNqpYLNtY59EBcQJ+/eh//5q6/jOx7C8XiimOfMwhRaK0aUSzMOKcQJ9YUqk0mLnHI5WCjRTCJuNRYoaBclJUN+DissF2vTeMrgCYESDpE1OAKUEEQGfCkJbERkFrv0nsjvYyqYIzAxWlkwhoZtkpE+BZ2jGYeAIK/y3AoqzMdV9vqjaOOgtcERLuPRBFI6DLh7gQCLpmnqaJklK7NMRteoxQVKbomiHqFlWzhS04wblPUwt8IxRpxRrA1omAp5PUQjbhJbRYwFU2PA+fNdTcsL+tsFtJVKhbNnzxJFEaVSqavZORupQUgjUXey0d137e67J598kp07d3aeYzNDK9c6fr1hvpsZmLncEKrVahw7dgzf9zl69Oi6X5r3OxK11vOenZziV4+fpKUUhVKJjE0wJqEZNklaEeONGr7n4HoOvu8SmJisdqiEDUquTysJyWuNFAqBpagz1IMqw34BsGS1S0a7BCak38mjpMYXhoL2cISi31ksC5AIsjpDLa5TjRpklEctqdOIqoxmh9BCkFEZtM7SbNVwhYeSgqlwAi0MQ+4wrtT06xGM7qcVLxCLgJzKLG5lkDlyqkhiAurxwrvRKtCiwKBTILF1psKrZFSBou6HxGdQPU2fe+iO+yWEoFAoUCgU2LdvH0mSdLokb9y40emSbBtU5XJ5VUOp23Tew65HD3w6b2lIebkxsxVjElY6Po5jTp48uea8lfa8mV7EYGkkqr1Z3XXdrluTHyTP7+pMhWYU8V3/9+/RiuPF/L4UaAGn5qaQStCwMQN+lj2ZPjRwo1qhYSJCm3CuMsXT+X526iwX65MIIVgIA3a4RfLK4XJzAt+6BNZwdWGGRwv9ZJRPPWpRtU1yuognHZQUVMIm/U4ZQ8TV2k12ZvrwlEdsYzzps5DUQUBW+bhSMx9XmQpnyQI547Azswtf5hhr3WJ/dje+yhEbSy2Zx1BnUO+gqPrpd/Zwo3WKEW8PeVGiFs0ihIuv+pkMruPjk9EFfDVEK6ni6AJNE7LANVwDeb1z1fu5vIC20Wh0Qu3Xrl3rdC21PcOlXZIbqUF4mD2/zbBZp65di2SMuWuVynbpUXuYb7FYXHWY72ZnTLWPbUfX9uzZw2OPPbYtgzrv1QDN3zt7kT+8dBnebbSLTIyrNQ1hKBQKWAlFmzAfNGhFEc1WEyEtkaPJ+C4LrSblbIaZsEbJ9WmaCGkTLFALW5Q9nzBJCKVBC8VCVKcssiRYZsMFhr0CMREzQYXd2UFsktCMW+S8EkooSk6JvPJJAG0lEsVYawIpE/IsLjEeckewNiKwISZZnIDeMjWkFHgqhxAKbR0sEfPRJFIYCrqMFA6QAIKWqSOAkrMbREwlHCPRhn3ux9a9h0tndcGiMd/Wo3PnzhGGIeVyuaNJhUKh8/ftxqlrfwc+zHr0QKfzlqfvloeUNytaSinCMLzjZ9VqlWPHjpHJZNY1anoVrvabbHp6mrNnz664WX2tcz4ont+nvvAyX7x5HSUgsmAEFBwHCbzTqBFi2J0vsLuQp2UTrs1XWIgjHi/34yYeVxqzFJRmNmwyaetYAVJZsokgFjHvBHMgoEmCxbI7W6JuAqx0KTo5ztXfYcQrc3L+Oo5y+UBhF2/OXSPnWIyI8ISLR47Z5gJFz2EuWhSTpmmRV1nyKks1roGy7JB7aCQtsqrAvswhwiREkKBFjLQeLn0YXPqdfcS2xaj7CBPBNRp6gbIeQNsikQ0pqSGyepgbwTEc4TPqHmI6vIwlQ5G9BPY8ObW6EbUUIQS5XI5cLteZndPukhwbG+P8+fP4vt8RufdLDcJ20I1TNzk5ycmTJ9mxYweHDx++615vNjK+PBJlreXmzZtdDfPdihVWFy9e5Nq1azz11FNdz7ZqX+dG2c7IeJgk/C9ffYuTk1NIZ7Fr0liD62hik5BRmpaJwYLjKEq5/GI0W1oiExHHMc1WiySJWQgjHFeCWhza6wvNpI0o6SLNJCY0CRJBLV6MSCshiayg3y3iSgcHxWhmEInEkQrpFpmNqhRVBiUFM9EcOeXguWUc4TDqj1KZnyIkQhpJbGPmoxny2iOrF4d2unqApqlxO7hJTvoMOCO4wqPf2U1oG0yFN1AYht3duMJ/twg9pplUsCIg5wzSmBeU3Y0PuHRdl5GRkc5+xKUDUq9fv44QomNQtVqtrgZtWmsfaj26r+m8KIpWPa5di7Q0fbecrU7n3b59m9OnT7N//34OHTrUlRe2mfD9mTNn1izYXI2NpvO20vP7zTfP8G9ePUbG1bxTq5JISAQgAAMLNqKUcUmEAQM7snkqzRZZ32VntsBuKci7LioBGlB2M6AEbuSgpKWsNFfCWWhZslJx0BmgHrVoRhFFxwWp0UhyjmRfpp+35q/zfN8jvF65woXqOPsyw9wMrjPsF3ClQ2hj+r0SLRMSmhgpDbPRHDmVoeyUWIirOFYTEaFQeMKjlcRo4WGxzEVThMbgKx9rFA0bkFU5QhqM+odpmQZS+GjpENpZsrKPyAbk1QC1ZIamWaCgD7BgpzEmT9F/jpLubdGulJJSqUSpVOLAgQPEcdzpSrp8+TKNRgOlFFeuXKGvr2/VgYQPe0vxdrCWU2eM4cKFC53O3Hb6bjlbEYlq60l7xMn09DQf/vCH1x1J0XauehkY2l7IPDY21tWmh5XOu5R7qUfLmak1+I83plHlCK01RhiCJMFzFEGSICRYQAmJkNAIQ3Keg6MUCQkZx2POGvryJaZbVXztMtNaIA4DIhKM0mSsQ2IsGcdBCgBBQWepJ83F3Z3CYSqYxbo5HCm53Zxl2C+Q0Q71uIWnXHy12PU36o3QSOrU4ga+dIhosSAb+MYjL1xc6ZCVu1hI5rjWvM6wO0Be5/Bklp3uQUJbZzIYJ+9kyakCSnjs8B4lMnVm43ESGzLs7sETGXJ6iNiGNMwM+am/iDy4uQ68lQakLh2FMz8/j1KKc+fOrboFo9FYnBH4MOvRfU3ntVqtu36+VvpupefYCtFqLwgdGxvjQx/6UKfrrNvjN0K7YBPg6aefZmRkZMPXfL88v7dvjPPZP34Do2Cu2SRRiysPrAUtBLGyDBWyuFpxvRVQ9l2ySqP8DHNBk5m4SVZJfK2JrOEDxUHKWZ9q1OJIboQosdxoTbGvMEAQhwy6OSbqCzgo6tUa89qw0y9SFzGTImJntsiQW6KRxHyotJ/QxFxrjCGlYI8/SC1u4kqNEJDYBFe4uMJlSPeh8cgLDQiSxMM4ksRESAKkUMwnVYZViYWojqsclPV5J7zAbu8gDdvAE4urY5RwSYxAywzNSCO0ApoIo5EkNOJZrIoRiYeRlmeL30dOD2/6bwGLX/yDg4OdjrDr168zNjbWaXdfOpCwr6+vk3p6P3fnbVRLlqbvXnjhhTXv21al8+r1OsePH0dr3fUw36UlAhvpFq5Wq5w4cQKgq72fK/GgRKLO3p7iV199i4U4pl8KDJbEWDyliMzivCWkpRlHZFyHhATf0cwHAUXfXYxWCYc+z8cYy4CXJyahnCviKsVUq4pCMR3WiecT5qSgLgN2Z/tIlCGyITm1WB+V1xky2gMso5kBtJRoBCWnSCWq0EwqDLgFYhtSNy36dA5HunjCpRm3aNqQRnOcAbcPRwqyMks+k8WYmIZp4goHQ4TBUnIHUQiapoVGooVECkVJ78ESMh9PY0zEgLcTT/iMuEepxpuf+L6c5U7euXPniKIIKSVXr17l1KlTnS0Y7aaZer2O1rqneYvLeemll/jn//yfMzY2xpNPPslnPvMZvu7rvm7Fx375y1/mJ37iJzh37hyNRoN9+/bxyU9+kh/90R/d8HkfqJqodvFkvV5ft8C6/RybiQRJKQnDkNdee60zb2UjE4Y3Wsy5tGBTStnzF9lKArSWd7dVnt9/PnWZpg3x0CDBkQIrBSOeQzGXoyUNlxsV3ERRdlwGMllCY4iM4VpjgQ8P7yCyCUYs7ohqJCGSxULykJjXZm7iZmMSW6DPy3NiYYzH88NMzc8yVBqg0qoylzQoGg0YLkWTaCU5mBmgRUjO8UlEzAF/J9Nhi7x2GAvmKeocw16OycCQkR4CTWI1k+EsChesZDKeZZ87ikRSTaoMOgNUowYISc3UqZkWZb2DsfAGu7x91JN5cjqPtTH1eJZQafK6j9iGhMk8gZ1AABlVIKf6mWOOj/jfw6C7f0v+FishpSSbzfLkk0/eMZBwZmaGy5cvU6lU+D//z/+Ter3e8QA3w/0Sre1gJT1aL3230nNstrC8Wq3y6quvbijFD70ZUePj45w8eZJdu3Zx48aNngyoB6Vb+PdPXOCPzl+lZWKklEggMAmOq4hMgpUWKSRhkuBrTTUMKHguVkDecQiSBKSgEYUYYfG1JDKGjKMJrMVVmh3ZAjaJ6Y8zDPT1YUxEPmwSNFtYk4CGZtIk43rUiJgLGxQdj0rcoBk32JMZREiLp3wyUuEIjS8dPKmZCqdZEIpBr0RiLQWZw1UaKRZnWYGmEs1haFJSRZTUOEKD9aglcwRmjqIu4as8i0cIIhNjScipYZS21OJZasJwtPC9vMnpLTeilmOtJZfLcfDgQWCxPKfdNHP69GleeeUVfuu3fgulFKdOneKpp57q+b3xG7/xG/zIj/wIL730Ei+++CKf+9zn+OZv/mbOnDmz4l6+XC7HD/3QD/H000+Ty+X48pe/zCc/+UlyuRzf//3fv6FzPzA1Ue30Xblc5oUXXujqA71Zz6/RaDA3N8euXbt44oknehqa2a1otgs29+7dy6OPPsoXv/jFnuup7ofn1wwi/u+T50kUxNaScV2UFMzFAYExTIV1puIAY2G4mGP03fBsK0640ZgDa/mzyds8Wi5TdD0yShOYGGEhwaCQCLm4euFibZrDhWEOF0aYDur4aMabC1RtnQ+XdhKSUDSCpFUlawS16gJ1EdNQNbLKIa9zjIezzEQLHM7u5HJjjJutCXyVMOwOoIWkEs5jMYuh8VDQpwewVpGImLJTphbV8ZW7mKYzMB9XGHSH6Zc+M+EM/W4fUZIQ24S804+1IdeCU+RlPzDPfv+DVOMpfFlYDL1PPUdplTTQVrG0Jmr5QMJ2SqodZX3hhRd44okn+Kf/9J/ybd/2bRs+1/0Ure1g+e67dvpuI+n2zeiRMYa5uTmq1Sof/OAHN1STBHcO8O3mXO3BwR/84AcpFArcuHGjp1Tg/e4WDqOY//0rb3NqfBIrLFpLDIbQJDiOJooNQoGjVCcC1Upi8q5HJWhS8j0SAa7UKAmNJCSnHSZbVQazOWaDJloJpBDMhFUGtE/FhjhRi5zjMGUCRgslEhMx3pxFxZJ60KAlIvqdDJFR9Dt5jM5gBWgWtzRcb07Qp7P0u3kSLH1OGUdKsAJhJBLNRDiNtDCaGcKVLkNyiNC0mI7GmAjH2OPvIiMzlPUAxpaoxBPMRhP06T5Kuh9HKMAhti0C28CVBUa9w/iiDKy/2WCzLK/R9DyPnTt3snPnTqy1DA4OcuXKFS5cuMDRo0cpFAp84Qtf4Pnnn9/wuX7xF3+R7/3e7+X7vu/7APjMZz7DH/zBH/DZz36W//F//B/vevwzzzzDM8880/n3/v37+c3f/E2+9KUvbViPtvcusn74vJ2+e/PNNzl48CAf+tCHuvaIehUtay2XLl3ixo0b+L7PkSNHNmxAQXdGlLWWixcv8vbbb3PkyJFOx0uvxtD98vz+41vnaMUGayA2hiQx5FyXj+waJS8kU80WIgFHCHJaI4QgNIbb9SpTQQMhLWXXxRiLlpIwTnBR1MOQxIB8961YlnmeKe7GReOiKchFr24yrKKloJlEZIRLC8MUVTLFHNlSCe27KKUpJ1km5qbxQhgmz1i9QtnJM6CzDDn9SKEIbEJRFzDW4ksXjSK2lqmwgkCS2AQlFQIYdAfxhEefM8xYc5zIxPQ5w8QmwgjBgplnIa7SMiF73CeJbEBJ7WMhCcnoAbK6j6/v+wFUlLnnorUUKSWHDx/mp37qpwC4ceMGn/70pzte4kZZKlpPPPEEn/nMZ9izZw+f/exnV3z8M888wyc+8QmefPJJ9u/fz9/6W3+Lv/yX/zJf+tKXejp/r6z2WWg7dc1mkz/7sz9jZmaGo0ePbqhesVc9CoKA119/nWazycjIyIYNKOh+5EoYhrz55ptMTk7y/PPPd5aaQ2+Gzf2MRFVqTX7xd1/hzK0JwKK0BGOJ7GLUyWAx1qLUot5ktEMtCnG1wlhL2fWYD1qLTlXQIDYG+e61DWRyKCQl16eoPZSQjPhFhBUUcCk6GbRQ7Mr24UuHopNlf2GEfL7AjvIwQ7l+5kzIXKvG1FyFa9UJJquzhGGIQrHbH6Hg5DAWHFwSCzeaE0yGcyAErvTZ7e+mz+1jrDXJRGuSwMYo6bDD3cOot4/5qMrt1hiNpIUVikF3J6Puo7RMxI3gPJV4CoTEE1kysh/w+VDhv+oM5d3uLsm1oqJCCA4fPsx3fMd3sHfvXmZnZ/mN3/gNDh8+vOHztN/TH//4x+/4+cc//nFeeeWVrp7j2LFjvPLKK3zDN3zDhs9/X9N5URTx5ptvdp2+W+k5NipaS+etPPbYYz2vSoD165OiKOLEiRM0Gg2OHj16R/Fcr3NdlotW22uenZ3trDkoFot3fUA2KnRBGPO5//gazz6xmw8d3MnLJ64sVmTGECWWWMc8kvWJYoOxFotAAEXXJ0ng0tQs+/vLzAQNMsphNJsn5zloITlfmeFQqZ/5oEVoY3Y7xcVCdCsYbzUY8PMMehkaSYBC0o9HRbTAKEJjuNyY5kB2gCeyu7CYxVZgv4ivNGONGRzlkxOaatBgwTYI44B+5eFIj2rcXPRUhaCRtIitpd8UcYRLSTtcrN9m1B+mpHMEpoFJJHv9xwhMg9HMbmIbUInm8ZUiNg1Kqowr3cWVENEUSmRQKsvt1nWats7fHPkRXJm9Y7DqdtFNKqder+M4Djt37uQ7vuM7ejpPW7Q+9alP3fHzXkTrZ3/2Z3u6hq1GKcXc3ByvvPIKIyMjPUemN6pHlUqls6Kkr69vxTrRbmh/Ka6lKQsLC3eMSmg36yw1wDb6Hl2uR2EYcvLkSYIg6Mw/W9r23mazkaix2QV+5eU3qEXBYoRHKuIkIcaihMBYg7QKz1mMQHmuQ2hiMtphIQjJ+87i5HHPx1hLVrkYC/NhwEAmw+16jdFcnmrcxNMKT2vmwzp5NAGGmaBBn+cz1aqR0Zqy6zERLJB1NMrJkghLOVOg7PpIoC9qUYtqzDbmUQaMAzVVZ9gtMuSVyckcB7I+taTKrJzBTzL4OIBiwB1EAs2khRYKLRQJMb4q4ElNaJoESZOszqCkYsAZxbKD+WSS663zlHSRPr2DXd4HyOs+aq3atmsRdDdypV2f6XleTwYMLHa5J0lyV33xyMgI4+Pjax67e/dupqamiOOYT3/6051I1ka4b0ZUo9HozIfoNn23nI0Wdi+ftzI/P79twzrboxJyudyKBZu9FogvFcowDDlx4gStVotdu3YxPz/fKRJtG1T9/f1rrplZjcnZGscuj3GrUuV//6Nj3KjOISQMF7O4jkYowTuVKgcGy0Tvvg5jwXUUBc9lPmjxTn0BrOCJgQF8x0FImGnWebTUT2wsee2SdXMk1tAKItpX9k59nolggQO5Pm425ykZSaIgox20cBnxFgtFp6MauzNFYmuohDUsi/eloDNcbIxxKD9CvyzSCpt4VhEFLWrNBhmhqDoRQ84wnmtZCGpkLXjCwZMuV5o32eGWGfbKSBxmgxq+I2kmDRITktdFEDEGgxYZrEm4Gd9gyN2Bh09sLVlVohnXKenBzt+5l2jnRkiSZN3PUa1WI5fLbcoLvd+itdUYY5iZmaFSqfDUU09tuFu2zUZqoqy1XL9+nYsXL3YaaK5du7apWrW19KjdeXzw4EEOHjx4x99/qyJRSzWvvXbl5s2bCCE6xcQDAwObjoC8MzPPv/n912maGKEEQkJoE6wAKwEECRZHCiJjcKSiFUeLHXjGUHBdKq0m5YzPfBBQzvgoYXCVpN9fXOeyM5fHkQpXOWS1ph6H5LWPNAlaCkqujxKSfi+PJwWOVIxm+ghNBAjyOsNMVOVmo8KIXyCW0FSGwUyRrHRJooh87DLXqDLfrNGnc7haYRX4JoMrHUCgcQhNi0pcoagzZPTieR1yRDZgJpzFUw55lSGxECUtrHRQQtCnh+nXQ1TjaW4EF/krg58EejOWe6GbOVG1Wm3LOvNWMtTXe6996Utfolar8dWvfpVPfepTHDp0iE984hMbOu89H3FgreXq1atcunQJpRQf+tCHev5QdRuJstbyzjvvcO7cOR555BEOHDjQ2TG22cL0lY4fGxvj1KlTHDhwgEceeWTF17eZdB78uWDl83k++tGPYozprDlYWFhgZmaGW7ducfbs2U4B+9zc3Kpt78t5+c8uUGuGZBoBjqOx776EfNYjTBL6cxm0krx1cxzhAA5YLKO5AlpIjDUUvQyuo3GVphlF+FrR7/topZAkeMpDAO/U50AtvrZ+z+dAro/ILC5peSw3xOuVG3iOZNgrcmp+nOcH9iKwuEiacUwiIgraZ6o5x958P6FdNHCuNSZ5srAH5UqOV69xMLuDrMigiMlEDpWgSrbmkiioBU0CBGWnxFy8wEJcY6c3QGhCsk6O+XCSvKMouX004hogyagiM+EUOSdDPakyaIfQ0qFlWnhysaOqpAc775F7kc5br5OrbURtBfdLtDbD8utrNpucOHGCZrNJqVTq2YCC7vVotWG+26FH7enqt2/fXrXzePkGhY3Q1rGJiQnefvtt9u/f31lS3m57X1hY6OxlO3v2LJlMpjOeY6PLbsdnq/wvv/86jTBEOorEgrEGKyxIgURgBXha00oSHC2JrEFLRZDEOFohBPR5GRphSMHxmAuaOEoSR5Za3GIwk2O21WQwkwW7GHnPaoeFqEkGgUYx2aoz5GWJjGG8WWN3tkhgQyZac+zL9+ErTVa5FJSHIzW+0PhKMxlWmKPOsFdCOz59SJQBmVhMEBElIQ0VcaVxi0FdZtAvk1cFcjpLJapwuXmdks4x4g6RkVkyrk/L1rkdjJFXGUq6gAFiE2KFQgpBTg/yqPcR8rrceU88aJGozTA4OIhS6i4HbnJyct3u9wMHFsfNPPXUU0xMTPDpT3/6wTOi4M8/aO1Qb61W46mnnuLUqVOb8kq6Ea215q1sVrSWh8+XF2wOD6/eyr6ZQZ31ep3XXnuNffv2cejQoc69bf++3WZ68OBBoihiYmKCCxcucOrUKYwxd3iFq33pnrw0juso8hmPuXqDVhyDC3nXYb5hCMKI0WKeoufyxuQENgZcKPou56am2Ffuo9Jqop3FRZzacZkLmuR9lzgxzActKnGTehJStQEASgmGvTyVoAlYCm6Bc5UxfCnIaRdfaY4Ud3KrPk+f51PQWYK4RZ+fw1rD/twIsY1x0DydP0BoIsZac+z0FtPENxsT+NrwVH4fkRNTEnmacUCrBiaxzLQq5JMsjqPJkedSY4KDmV3ESZMQhRZ91ONkMWWHoJGE9DkjxHYxetBIqmTlIKGZJ68Xd1e50iOMw87ffDvpRrTaKxY287m736K1VbQX+Y6MjLBnzx5u3ry5qeeTUq47sLNarXL8+HF8379rmO9Wz71rL06P43jNzuPNrLCCxfs4OzvbGdK59B5IKSmXy5TLZQ4ePEgYhty4cYNbt25x8uRJrLX09fV1Un9rtbpXFpr86u+/TjOMUVqRCDDCLDp4YnFUXWgSlBDExixGoqxBSAEsznWqtJoUfJfAJmQcByTkhIejJYGJGPJzRCYh57hYLPNhix3ZPNUoIDYGKxSJteT1onGEgB2Z4qKhJDUZ7RCaCEdYtNDcas3gBILRbB8AZSePIyQCgScdDJqxcJrYtthfGKZAAT03h7ZF5lrzTIXTDMoSRZ2j5Bbp84vMx3NcaVyjoHOMeANkZJ69/iMEpsl4cAtfufQ5RSyK0IZoNM8W/lLnPm50DEav3CsjynVdnn32WV5++WX++l//652fv/zyyxtqmrHWEgTBhs9/z9J5lUqFEydOUCqVeOGFF4jjuFNYvl2RqPa8FaXUivNWtnI4Xju1FgTBXesgVqKXSJS1trOsdmkHz1rP4zgOw8PDXLhwgRdeeIFGo8HMzAzj4+NcuHCBbDbbMajK5XLni/7S2CxDAwXO35xiz1BpUaEs1BshibGUfJ9WEDJeq6MEGGF5YmCQWitkKJ9nvtVCS8lM0CTnOWQdl1v1Go+6ZeajkFoccjuogbRgQbwrZtpIZqIIgeDY1ASJjNFCsD8zyESjyqCXZ2e2jCXhcn2SjHaYrc1ScnxiGzDoZ8gojwvV2+zM9DHi9hHYkEG3yHQwRw6H6WiBAbdAaGMSYRFGUMqVwSgywkOHTfwow4Qc5+z8dXbpPqqiSuHdUPq1xnUezz7KtdZVXOGy299DSQ4xF89Q1P00zAI5W6SkF+c3td8j213I+X4Rrc3SdnZu3LjR6b6bnJzclBbAop6s9XrWG+a72REJS526ubk5jh07Rl9f3x2L01c7DjYeiYrjmGq1ijGm6yGdruvS39/P9PQ0H/3oR6lWq8zMzHD79m3Onz9PLpfr6NHSqHkzCPn8f3qDWrA4imDRoJEd40kISWwXxxfMmQTBu0tPrMAYixUGYQRl32chDCj4LhONOoO5LHNBizwuAqjbkLzjESWLacBBf/GzUnYyVBNJEkf4KFpJjBICT2luN+bIac2Qn6USNYhsRC5bRgvYkxkkMRHJu0adQXG9OY0nBHuyA7jSYW9mmNAGzERVpLFIEgrZAhl8MAnNqMFMPIfTkjhC4TqaYWcUIyNuNN4hqzMMuv34Ksse/xChbTER3MRVij6nn0FnN0Wnr/M3uFeRqG5rNLcinfdjP/Zj/O2//bd57rnnOHr0KL/yK7/CjRs3+IEf+AEA/tE/+kfcunWLX/u1XwPgl37pl9i7d2+nkP3LX/4yv/ALv8AP//APb/jc225EtbvvLl26xKOPPsq+ffvuEI8kSdb8gK/FWp5be6TArl27ePzxx1d802xV+HxhYYG33nqLUqm06nT15Wy0sLy9pHhhYYHBwcGeOniAznLJ/fv3E0URlUqFmZmZzrLbtlfYDCLKRZ98TnNmdoYYwMBUrckTo4NYC2cmZ/n/s/fnQZad53kn+Pu+sy93v7lXVlahCoW1iB0kQItqOSzNyEuHQ2NZtiIs2yGOrSDtaY2Xbqo106FRONoez1gi5W6qJc94ZNmSzLEtN0ct2rKsxSIJgARQC1BAVQGoNbMq17vfc89+vvnj1k1XFWrJyiwCIM0ngoxAVp5zbt5z7nPf7/2e93lGRUomQJgCTUrSQnG+1eWBRpWcjCwv8DWTdhgh1Fg3VbMcrkYDUAJfmpRMAykEBys1VsMBJcPC103ejAc84FUYRiMyBfPOuJjbDId0sxFIxZTp885wnY24h29I9jllkjzlkDeDKsajzrqUNHSfVtLF0gxczWUjHiKFop8FVDFJioyS7iOFoCHqmJqFHVpEMkZDJyFhPVyjruqUtBJrcYuG3iQrMvrZgIo2TUWrMUgDomJEppIbiigp5QcyDfNBaRA+TNLaC5Ik4Zvf/OZ2d2byXuw0y/NOuN2ibKdmvveDjybShdOnT981KmaCnYjSb0YYhhw7doyiKNi/f/+uYjuEEJTLZcrlMgcPHiRN021fs7feeos8z7cjRH7rlYu0gxFKQlEohC7IVI5AIKQkzTIMSyPNM8Q1pyQFCAG6Nt72V8V4u881DIQQNBwXTUhsTcOWGltRQNVxGKQxSZFhapLlYZc5v4wscjbDIVOGRaLGU3+WNo55mXcqaBI0qTFtVRjkIWthn5rpICSshz18w2TWLuNKncPeHEEesRp18XULX7fJULiaiyFhSJ9CCaTQGKoR6IK60UAqRZIlqLxgEI1QKsPRyugIVrNVTE2nYTWxpH2tmIppJav88PRP3PC+f5Q0UffL+PdHfuRHaLVa/OzP/iyrq6s8/vjjfOUrX2FpaQkYS2wuX768/ftFUfBTP/VTXLhwAV3XOXToEP/gH/wD/vpf/+v3fO0PpBM1Go3eF+Q7qVD3UkTdauV2/SrzbhlQE9LabTdMSkm32+W99967QWu102N3uvKbEJau6ywuLt7z6v12r2nSpZqent42Z2y1Wpx57zKqgFG3z3IcE6l8nBslBZqACxtdZqseFd+iKiw2giGxgIvdHovlErohONvZIhMFj01Pk2Y5y4M+DzXqnNlsMUxTvufAPi4FXTpJxGYc8nRjDgqwhGQ9DigZFq5u4OkG6TWik0CqcuqmR5gnaNrYE2bJrfNusIalWZwarPJwaQ4hoJUFTNtVojwhURJLGHSzIQ2zjKUZCCQLtksv7pAyjms4PTzHQ94+FDkNs8qVeB3Hc6glNaTIKYoCJ3dZV5uYYRXdtHCFTyfvM203cYSBYz6AFDpVY/xl+VHSINyvxPQPk7T2gskzv7S0dMN7tZMsz7vhVnw0cTzfiZnv/ZAXXLhwgV6vt6OomJuvvVM+arfbHD9+nLm5OeI4vmf+vl0X3jCMG3LZhsMhrVaL3/yPJzm1vIUwdTTbxHQMNM1ENzSQYy8609CIs5zJdIpSCokgzgssKceRK3mKo+lsjEZMlzza4YimO97aLoCa7YJQlAyLpNAwpcZ+v4YQClPXWfDKhEmEKTRM3WYzGlE3bRJVsDxoseBVKekGeVHgaha2Np5GfsCboZMOuBy0aNg+ppBkqqBq+JhyvLVnC4tUpazEG+haTk2BKQ3qeo2MjK14E0VB3fBwTQ9XuOMuVRISFSFaNp4yvJJexdCgaU7hGDZPlz5F1bjxOfgg+EgptePO+E4TQu6Gz3zmM3zmM5+55b/9yq/8yg3//Tf/5t+8bwu4D0RYfvTo0feRw2RlvtfAzuuPj+OYkydPkiTJ+ywFbnc87G6PeNKBCsOQp5566p4fhJ1u57XbbU6cOLE9dn3x4kXCMLyna01wp+sJIbBth6WlJX7lP5xFCNB0i3g0Gs+8aaAJwWLJ5cRaB8/TuToaUggwBDw7PUM3ibnc6zFUKVLCgUoFS2qMshRDG7eip1yXYa+HJgT7/Qq13GI9DjjWWuWJ+jR1y+fKaIgqBK5m0k5CfKGRF4pvtK/y8eYCuoBZt4wuBO0koGJYGFJjv11lI+nzevciD3oz+LrH1bDLtF3mcrDJEX8fShRAjiYkbw0v8bC3D1HovBMus081OWDvG0/9iARHc9CQDLKAtJAs2LN00y4Nu4aKFcLJsZVDGAeIVNGLOsRmSFmv4Fs+T/ljHcJHqYi6n8LyD4u09gIpJYcOHXrfZ2GvW/u3OsfW1hYnT57csWXCXl5DFEVEUbQdT+M4zj0dv1M+unz5MmfPnuXhhx9mcXGRkydP7qrwu9u1hBCUSiW++eYVtmKNxvQUYZYQFyn9YEQRDDAdG2VIHNemQCHFeCqv4FpnTY0n9EZpimsaWNpYaD3j+aRZjm+YKKUYxDGuobM+Cqg7DlGW0E5HLHglNuIAgWLa9diMQsgzfMQ4j0/qmJqBhcbh0jQFY/+lkuawmQ640muz32vgSB1DGDRtA11oaAJ86TDMQy6HG9QMmzm7iqvZHLDn2OhvcT5cwxSw35nF1g0W7HmSImY93mCNFtNmhapepmwbgEesEqI8wC8qqCxjNVuj0FIeHz7PptqkVqttF7sflN0K3H0iOQiCbZ3ktys+NIsDGK/+9tJCv550rvdbefrpp3e0Otpt3tREsJkkCQsLC7uqpHey6pwQ1kMPPbTtAr2bjtlOjvnN/+0Ev/tHZ7BLFqdWt1AaY3NNIRBKUSiwNI1eP6Bw4N1+b1xoSVj0bIZJQqwKDjdrbEQjFkolEpWTF4qyZaGkYpSmlAwLSxvHL1wZDchEzkGvzH6ngqlpvNXd5GO1Wd7sruGbOpaQFEWGKXRyVbAcdBBawZJbI1U5TdNnOW6z6NToxSn7nCbzVh0EtJMB806VfjrC1Uw2kj5lw8YUOoMs4qj/AEkWExCzz5zGFDqGMJHSohOn6IbOQ96DXIlWsaUkVxlVo0I72dpe7QGgXPIiI80jZKqRBCnzKwe5vLXMsD72ZfpWb+XBzjVR385hn98qXG/+u1eN5vX5n4888gj79u3b0fG77URNuE9KyeHDh++5gIK7ywuKouD06dOsr6/zzDPPUK/Xt4+71bnudq2d4JUTF/ijY5fIDVBCYDsOhjApGZIszxmmEXmW0e50UFLiuCbCGBcpaVZg2WPht1SCXCmCNMGTJmGWUrIs4my81d+8Zqw55bgYmkaBxDJKGFJjxvLJRYEhdBbcEu3REFXkVHSbjWTAlaDLlOMzTGM24wH7vSol02TaKtGwxrygAEsatJI+7SRg3i3RNHxqhk/VcGmlPd4ZXKVplaloDqYymHOnCIuIK1ELQca8M4UrTfY7+0hVwkaywXqyRdOo0DRr2NLGEiY5CakRMyVnqFKjHFc5d+7c9vRpvV4ny7IPRFoAdy+i7ldn/MPEh1pE7XX1N2mfTywTjhw5wv79++9pSw3ubSplItis1+v4vr/rKYc7rfxuR1h3O+5uuN1xv/wrX+Mrf3CKWtPj4kp/3BLXYL01IDWL8VMioJuntBJgbGECwLxt0w5TpnSJoWnYmsa07bLc63GgWmU5GNIKRzw9N8PqKKBqW8x4Hnle0IpCDlVrRIUiK3IypXikMkUrGaHEWD/V0D1Wow5hnmFJwUba57nSftpxgG9YFCgGacySO0MiC84Nexz0q5hSMmVV2YhCKoZLPwup6DYlzaabBejS5MxwjaOlfVyQV6kUPrZpI4UgLRKqZpmkSOklCWGe0s8VM7bNIB2SKgtXWGylAY4mifIRG+kmD7uPciE9xd968L+jVtRpt9vb/wM4ffr09mTkbnzR7oadCjm/3UnrW4HJomuvGs0syzh27BhBEPDxj3+ccrl8T8ffCxcppVheXubs2bMcOXLkrh5dd7v27fhhsmjM85wXXnjhhiJtt6bBd+Ow0++u8tt/8DbKkuRKgTbmPalJCgRKCDzXAU1e446MfhShpQmFKojCEb0YGiUPQxunD1Qsm14c4VkmQZqSqJw0z1kbBcyXfVrhCMcwcE2dS4Mu814JJFwedFiqVCmUYjUcMq2PecfTLTQJptBo2v44Jy8dERcpFcOml4X0s5B5t0xZs5iza0yZZTbSHmejVeacKr5uUtJdyrpDVmS00wGZyCgVBQKNGasBKDrJgDYZNaOMq5vss+bJydhI1jkTnKeml5g2a+jCREMDofjfz/7XTJnjCfEwDLe5qNVqoZTi1KlT216C9yMA+HpMvtc/SJ+oDwsfmMXBrbDXImry4b148SLPPvsstVrtLkfciHvdUpwINicC+bNnz+5aw3A78kmShOPHj28LX29eVX4rYhb+/R++RSAF4TAiE4L5ukup6pJQ0O11KAoo5Phh0RGE1yIxK7ZNs1YlabUQQrIRjpBFSgbUDZ2t4YCqZbHk+yRZDije2tgAISjb4xHitXCIoUlmHI+Lgy5bccjD1QYLdglDH/+tmhLY18znChTLox6zVok3e1d4rDLPkt2kn4ynaqI8JcgS3hyt85A/R1xkvNo5T92SHNRrtJKAghxbN5m3aoyymLJy0TSTjWhI03RIVYahmyRFiqMbaJnBMA/opgOWo00aRgkhbBxhcjm6xEPuEeIi5VTwNs+Xn2efswiM8+IWFxdZX1/n3LlzGIbBpUuXeOutt7bTzCcO8/ejvb4TIedoNLpvGoRvV9zqM3Q/NJpRFG2vrG9lsHs33IvFQZ7nvP3222xubm4vtDY2Nu47H02GZqrVKkePHn1fkf6t6IxvbvX49S+/BrZOIa69NiGQuiAXiiTL0A2NDEWaZliWBsqgUbEYpTHZcIBpGuRpwkarjdIElmVi2ia+aaKuicstNDRNMut56EhKpo1j6AgB814JVzcREg6W6xhCYuiS/U6ZQRKR5gpL6lwOOkDBkl8jUwWakLi6iS4l01aFsuGwFnXZoMeCU0GTkprh0zB9lMoJ8xRL0wjzjFBFOMJEoshRCDWOrolVgqu5WJrGKBvRyXpUdR9ft1iwFihUzla2xTvhRRpGhZpeYVqf3i6gABzHYWFhgYWFBc6fP0+/38d13Ru8BCcLvGq1umcLhAkX3e1ej0aj7xZRe8FeJmKGwyHHjh0D4Lnnntv1jdjJ6m/SGVpbW7tBsLkTX5g7XfdmIr+esG43lny/O1E/8X/71/R0wJSUShbDIuVyEiI3Q1INlBhPuBgCNCFZmqryXr9DjqIfx4RpSknXuTgaUXYt/EoZTSnObG5hGxpmlrE8GGCbJqtxwFKlSj+KSPMCW+gopSjpJsM0YdGv0E1GtJOQjIzH61NshQNMobEeDUhyRd20WQl7lHWHh0tz9NKx0NM3dMI8Zc4uIZE85M2zlQyZMn2uaoJps04rDqkZPlERc7K/zIPeDJY0acsRTVFHCJDCZDVqMa0ENcNnI2njaC69fIijuaQqo5cNaJoOw0xx0H6YIB1RM5rsc5b401P/9S3fe9M0OXz4MPCf08zb7TZvvvkmRVFsTyHV6/U7io9vh8mAxE40UbvNy/tOxl40mteb+Uopeeqpp3ZVXOzU4iAMQ44fP44Q4gbrlt2mINzu2Ilp8K1czie4VfG1lwDiOM74wi//AZpnk1Ew8TDQ9LGFQaYUhhxn3wkUhqYxiFJ81yTNMyxDZzPLaTgupm2BhCLP2AiGEBas9bpUHAs0DaVLaq7DWhAw63sopVgLAqZdh0GS0oljZh2PzXhEWuQs+mUGaUpQZDQZhxYf9OskRUquCmxNR5OCC8M2libY71YRQjJjlZECsiKnoMCQkl4cEKmYhumgYVHSdTxM2lGfLQaoVKduuNdiXiQFOf00xJAaDaNGnEWsjDYomy4V3WfGnGbGbNLL+lwIV/jzs3/+ju+9bdvb9/X6Ke0zZ86QpinVanWbj3bjK7cTaQF8Z3TGP3RN1G5Ia+K3srS0xPnz5/dUNd+tiIqiiOPHj6OUep9gcy/TNDcXQ2tra7z55pt3JKxbHbfTa92Mf/lvX+Pf/eFprg5HYAgkim6RcK3JRK4ACbYmsGyDA3M1rvaHOKZByTA5MtckzQsUilaeEWcFNdvG1DSyomC2VuFsu40wPRqOzZlhB1/TiEcjZm2blVHIlO9QdV10IdiMRvTCCFMz8HWdQZbTTSNKukWHmNVRH1MYPOTPcHa4zuVRl2nLo5OGTJsuWaGjhKKiu6TkSKAkHKIsRUPi6x5rSYuNqI+hSZ4tH6Kd9lEKbGWwlfSYtxsMshFNs4KnOQyzDIWiqvvERYjEwJMusQowhMn5+AquPotzbZX4F2b+Ap7+fkK4Wch5c5r5ZAppY2ODd999F9u2twnsekHonTD5HP2XoEH4VmE3Gs3rO0KPPPIIZ8+e3bXeZFLI3EmX1Wq1OHHiBLOzszzyyCM3PFd75aPJsZPQ9MuXL9/VNPh+d6L+n1/4HTRTR11LMFBSIKQgzwtSxtvVhVAkeY5h6ijUeHsuTnEdgzzPcTTJMIrH3aqiwDYNpqtVdF3DyxKUyhlEISJM6cYxtqGhsgwhBTXLRhcaZWO8VadrGgtumTgfPxdVw8IAlodd6raLZxisRwFSKPZ5VWxp8GBpilSl4y6T1BFSsBr1kEIwZXmYwmDGrpAUKStRi4thi3mnwpRZoq77mAnkSnJ6uELN9Jg1K1jSpKxrFOQMkhFSCpp2k7SIORcsUzYcpsw6Vb3KYfcB5u25277HN/PRzVPao9Foe5F3/vx5DMPY5qOdShF2UkRNJsJ3Y4/xUcK31XbexG/l6tWr2x/uS5cu7dkw83bHdzodjh8/ztTUFI8++uj7Hoq9kNb19grvvfcely5duithwf3pRF28uMW//DevkQLCFkgYT+DloBsauoBM5ZiWwWMHpkAIMhQlx2RzGFBxbOIkI8xSGp7LMB2vrsqWxeVen/lSiZpj07As6pbF1TDA0XUemZ6hPRrSThKaQrDS69AfjSjbFr5ts5mnJHnBhUEPXZMcxCLNEoSQ6OiULZM4VzzsjztQZcMCJWglIVXLoVACpeDyqI0uJAtuleWwxRF/jjf7V3m2to9CKS6MNmklEU2zRpAH1NIS2CabYZ+BGnDEW2SQhxSqwJI+ORkVvXRN6+CzkQwprrkBSyXpZn3+7uLfxJK31hXcaRpmMoU08e6axGG02+1tQWi5XN7WLtwqzHVyDbi7BuG7wvL7x0c3m/nmeb5nLoJbbylen7U3mYy71fF7XdRlWcbJkycJgoBPfOITd31WbrcNeLfi6lYc9s9/9esM4wzT18dRLppA6GNReFrk46JIjeOgTF1nGMd4jkWW5XimQW8U4ZoGCnBNA6kJunGKUDprwZC5colenODbJiW/xDCJKRk6m2FAezBEUwV9UVBzHGzL5HI8pOm4OIbOctDH0TRqmo5EMu2UsHUdU5Mc8Or0spAroy4108HQNDbjAEvXsDUTR2occJuEecqFYJOiSDlSnsbXLR5wZ0hVxnrc4eToEjOGj8M44mrKLNFOB5wJrlDSLeatGo5mUTJ8QBFlEVJKFpwF4iLiYngFTcAPNv/EHd/7O2knhRB4nrctRSiKYpuP7kWKsNNhre9u5+0R90Ja1/utvPjii9tbHnuNSrhVC/16weYkHPRWpLCX9vlk6+D48eMMh8MdEdbkuL12ov7nX/g9smQ8eaccgcxBGYI8VTQbDqapsRmMeGT/NKNknIAeZRmOYbDWC1j0yuOAS9dhFKckKHzTYK0fMOW5mFLy6uoVEk3R7ScUKJ68Fgdi6jrvBT2UUOz3K1R0gyiLeau1yYJlMa1brGYj8qIgzFPyPOe9cEQhCpqOw5vdNRqWw7TlIQBX17ENn/VoyH63yiANmbFrGFLw3nALIfMx8WgmV8IehpQsODXeHlyhYR7gTLCKJuFBMYdre9ipzXLYJlYh+51proYt9rt1PM0lUSMcaeJpHkE29uqSwmC/vXTbAgrubfpT13WazSbN5tio83pB6OXLlxFCbG/9XR+Tkef5dh7knfDdIur2uBc+upWZbxRFKKV2PUJ+veXK9cjznFOnTtFut9/nt3c99rqoi6KIV155Bcuydqzpul+d8f/0+6c5+fYKpakSuQShjUd/0ywf6zH1cdxKrhSGEOSqwLcthtG4kCpQ+JZFP4kQCAZxQtmxcU0TTQjm/HGmp2cauLrBMI2xDQOpa2iGQcNxKVRBFg3RlCIcDvGEQsTjRdwhv8YwTwjiCJNxp/5Md4NZt0TNshEIKqaLrekYmsaSW6eTjjjTX6dkGOz36tiawSOlOaIioZUM2Yj6TNtlbE1nzq4za1fpxn0uqw5JCFNWmYZZpmGWGGYjzo1WsTWdGbOKr9uY0gQBuVKY0mKfvY9c5RzyDtzx/S+KYsd6PSnldgcKdi5F2Ik+E767nbdn7FQTdSe/lb1GJdxMPJP2/NbW1l3F6nshrTzPWV5eplwu84lPfOKGDK074X50ot47twmGQGkAgiOHpjm7uolSsG+qwhsr69iWQZYrbG3cIk/ynJJlUihF2bbJUWR5wfogwJCSQ/UqUtM5trpKyTV5oF5nZdijQPBIs0GmFK9cWeF7F/dTiYbMeT6DNOF4e4v95TKPNmfopyEVVbCRhWQoNgZ9arpJTRqEWkGS5zxYauDrNm92VymbNg9X6pzoXWGYxfi6hUJxurPGkdIUR8vzrMad8SSf7jBjl0iyjDQveLZ8kALFQ848p4LLDIsAW5UxNJ0Fo8l60oZCMmPXEIXBMIvJRELFsNlnLSHIsIRJmCeUtMod3/e9+LJcLwgtiuKGmIwzZ85sC0Idx/kvhrS+VdgJH11v5vv4448zN/eft02uL4J2c79vNS08Go04fvw4uq7z4osv3nGKaq98dPbsWRYXFzly5MiOX//9mM67srLFv/m3r9PYX0MYEqEJlFDkxdg8U8qx/1NeFJiGxjBOcW2DLMtxLZNuFFF2LApV4BkGqRh72hWqoDUcMV3xWQuGzPguqoBhkuKaJp04wtZ16rZDL46ouza+7dBPI5qVCsMk4kLQpZkm6KogkApDShzdpGJYeJUZYpWSFwpXmrSTgAvDFk3LZcGtUjVcyobFKE+4GvRwDJ2q4aCAiuFhSEFcpIRJgq9bSKkwhcmcqGJpNheCDRypMevUKOkejxkPEOQRy+EapiaYsao40iRX2XigWpf84NT33fW93wsf3UqK0G633ydF2MmCLs/z73aidorbtXbvponaid/K/cy/mwg2pZS88MILtw3nvdWx94KtrS02NjbwfZ9nnnnmnh7ovaz8/v7P/G9cutQmU4pCSApboisokoy0AGXB2bUtfMfk8HyT9d6Qim8znjAWREk6jm4pCs61u+yvljE0DYmGjkaU5UgpKDk2upTsL9e42OmQZAVVx+LReoOoyNmKQuq2Q9122BqNxvZ4SlE1XQxdoEVDMpXRK1LKhY6lxvYKYSQwFCRGzqFSg1PdVR4olXnAq/NGb5VLozYP+lMsOFUUin6aUNN9rsYd9rt14jRDahouYxH6ye4yS3adUuHQThJqhsASJsf75znkzpJR4EubtahN2XBZiTrkqkHDtAnSjCX7AIichlG/4/t/v8ztpJTvC5eeCEIvXLiw3dmcbP3dLAj9TtEgfKtwNy6ZmPlO8jFvJv+9TvjdHL8yWTzOz8/fNrrqeuyGjybbhEEQsLi4uB3Lcy+veS+dqDwv+J9//j/SmKsgtPH0baEUeQG5VGi6Rsake6KRFgWebTCME1zHRImxD103jCh7Nt1RiAAMqaEJyXRp/Bmo2Ta6kCR5gm+YRFlGnGWgLKJr2keBRBPympedjuX6lGyHghxdSKpZytVRj0tRn+ZWjNQ1eiQ0XI9px2PGKdG0PbrZiAvDNnXTxtUNcqWoWt61DtrYSV1KSTseIWRB1bBRjLcsKQSZUlgI5p0mBTlXwjaZytjn1vE0h0f9AyQqZT1psVF0mbWrONJgM+lytHTkru///Qogvl6KsLS0dIMUYX19nTRNef3117e75jdLEYIgAPi256NvvY3yHXAn0krTlGPHjrGyssLHP/7x2xrW3Q+vqTzPabVavPTSS1QqFZ5//vm7FlBw76swpRQXL17cDgat1Wr3/OW6G9L69//qNX7rn53m1LEVOp0RuYTClSDB90ziPCe3QOgC1zHZP10hShNmaz7dYUiRKy5v9HhvvcOBeoXxfnzGej/A1XS0LCfKMvpxQlrkFKrgQreLISXzpRK+MRZ+2prBejDk49ML2FJnFMck5NRth0Ga4EidIEyZslyqpk1U5GS6ZCAK8gIapoOdwaA/JB9GlKVFEo8zsT5eXeJBb5qiUOQqJ1UZlqYzKjJqhkeQx4RFyuudy6zGPRSKZyoH0JFYQictck70L3El7rFoT+NoNgKNYZaiaxYjlXDY208nC+hlAb7hsxUP6SRDFuw769i+VQ7BE0HoI488wiOPPIJt2zSbTTqdDq+99hpf//rXefvtt1lbWyNJEuD+aRC++MUvcvDgQWzb5plnnuGrX/3qbX/3N3/zN/n+7/9+pqamKJfLvPDCC/zO7/zOnl/DbrGbRV2n0+Gll17CNM3bpiFMiqC9LuqyLOP8+fMcP36chx9++H0C8tvhXvmoKApOnTrFhQsXKJfLVCp37qje7pq76YxPjvmFf/AVNNdAGho5422yXCkKCYY+TirI8wJdl4RJiqZJ8qzAs036owgKyIuCsmNDobB0jeyaC3leKNYHQ1RRkObjTnbFskiyHFc3qFg2SZFTNm0MoTFMExypEaQpF/tdoiwjSBPO9bqMshTLsqiZLjO2T61UoWTaTGPR6vc5trHCeq9HEMfoaEzbJRzdHPtZaSYowYWgQysZUQjQ0ZgyfWpGic0oYDXqkalr9ntKIJVGXgjyAppWjVm7wWbc51j3PVrpAF0aLNqzLDn7iHNFKxnxA41PIcXdn5NvFR9NpAhHjhxhaWmJRqPB7Owsw+GQEydO8LWvfY1Tp05x9erVbTsQ4Nuejz70IupW7fNer8dLL70EwIsvvnhHw7q9FlFCCDY2Njh27BhHjhzhscce2/EDdi8rv+sJ67nnnqNcLu+KfG5HWjd/Mbx76gr/57/4y/xf/9o/51/84h9wcTki0wUYGtgaaOPMpqmqzyjNEAXMN0osTVd5b3XcPRoEMaYhObu+RZZnmLqkFYSsdAY81qzjWjpTroVlGBSK8cixNFhwyzxYrZOmGQ3HpXPN0uDY2hoX+31UoaiaNsv9AR4GhtCZtj06cUjZsjhYqvFopckhv0Y3jYmKAikkTbeC4XjM15qEUlCRJp3hkLg/5GJnkzxJyXNFpqCq+xQFWEJHlxprUR9bM3ClziAd4WgmgywkVek4CsKucMiZxcLE01wmd7WVDjk/WqUT98mKggWryeVwgzPBJTzDJywEC9bMXe/9B5FVNclWfOKJJ/jUpz7Fo48+immaXL58mS9/+cs899xzdDodTp8+vV1U7QZf+tKX+Mmf/El++qd/muPHj/M93/M9/OAP/uANWXnX44/+6I/4/u//fr7yla/w+uuv833f9338mT/zZzh+/PiuX8O3ArfiksnC57XXXuOBBx7giSeeuG2XabKFsdci6syZM1y+fJnnn3+ehYWFezp2p5wSRRHf+MY3GA6H2/qn+8lHdzsG4D/81nGubvYwXZNCjO1UcgqQoGuCJBsvyAxDI0kLHFNnFCXjjpVSlB2LQRSjS0kvCJFSokmJLiR110EIqDkuAkjSDF1qDJOUUZqR5wW9KCbJc9IiZ5RmoARCSOqWw7TjYUqNuulypNIkLRTDNEEXgn6WcabfotAl5XKFA7UpHvDqKKXoDwLCXkBnMOBsd4PNcIBCUNJsHinNUtIczvS2ODvcYJgnmOgsOg0W7Ab9NOZS3CNBIZEU17pWKAmMbVoOe/vppBHH+++xHG6Mtwb1EgLJi7UndvT+fxB8lOc5hmGwsLDA0aNH+WN/7I/xsY99DNd1uXr1Kl/4whf443/8jyOl5Pd///d3HWUGHz4ffeSm8yaGlncb9Z9grzqAIAjo9/t3FGze6do7IZCJTQKwvU24sbFx30gryzJarRblchnTNImjlP/73/oShRCsXGjheCaFroEusS0DzdcJ8xwFXLzaJrJAGIJmyWMYJuxvVhECVts9ro5CamWbdhgBBXmc8sBMjUGa0Q0jhCFJlEIlKYahsb9c4pXlKxxp1Ci5FqpQaIixCNwycUyNV9dWebze4HClzijPeG11jbpjsb9UoRcnyGtkumBVKEY5vSLG0DWCLKOfJpxrd1hwfQ6U64zymI2kz5T06EUhoijYFEPIcjxDZ8Yto6FjSI1BGhFmgn1Ok3OjLebtKhtRQElpeJqFIcYi1E7aJ1EJuoSGWSJTCUvODK2khyYFj/mHiYqYURbxeOkQtnZnt9+iKHZt4LhT3DxSfLMg9NChQ2xubvK5z32Ov/N3/g5/42/8DX7hF36Bv/pX/+o9X+vnfu7n+PEf/3E+/elPA/D5z3+e3/md3+EXf/EX+ft//++/7/c///nP3/Df/+P/+D/y5S9/md/6rd/iqaeeuufrf6tw86IuyzJOnTpFp9PZsZnvXjSaQRCQZRlZlvHiiy/uWCc5wU65sNfrcezYMRqNBo899hiapu16SOZWfBTHMd1u97amjUII+r2Al//DJarzdbJrfnQgkJoATZDlxbX8To04zTBMjSwv8EyT7ijEdy2SoqDkWBQKPNsiSlJG6VijtDkYMV3xiNIUQzOpOTZ5UVC1LIZZClIw63sM0wSJYMb12IgCMpXhGxaroyFxnnKwXCNWGVGe4+g6AsGc6aK5FoMkIi5CSoZFKgQ9Cmq+Q1k3KdIUP9FohyEnohU8YXDQr1GybJ6sLhJkEReHW2Rsss+tMm357LPrBMqinQx5Z7jJrONT0i0SlZMVKa40MTWDRXuKeVXnarzFG/0LzFgVjpYO4es7i/v5oIqom/noeinCwYMHybKMn//5n+cnfuInWF9f59/9u3/H933f3TVdN+PD5qOPjE/U9X4r95JAvttO1ESwWRQFS0tL91xAwc5I61aEBbsXZN5MWlEU8frrrxOGIXmeU6lUiLoFQWdEZuhITRDqEvQxSZplg36coumCRIHUBQiFAsI4QQAr7T6GKekkCULC/kaZh+0GL1+4woMzVYZxylp/gGZI5DW9lKvrxFmB75rX8vJsXlte5Ym5Geqmw+nWBpYmebQ+RTuKsDVJrAp8w8TVddpRhKMbJGTULZuKZZEVBREFxrVtkl4aUTFsPM3gajjgcKWOp9vUCoVtGniOSzcZUoyGJKqgmQjW4xa2YdIwPM5FHVzNwpI6ceEQ5inTRolz4SZzYppCFVwJu8w6PmCTqRyJyX57lrhIqZolBIKtpE/V8KkYFn9u9lsr5Nwp7ubL0mg0+NEf/VE+97nPcfr0aVZWVu4pkmSCJEl4/fXX+dznPnfDz3/gB35gu3t8N0wE8tfHGX2Q2Ml23nA45Pjx49i2zSc/+ckdFzS75aONjQ3eeOMNNE3jwQcfvOcCCnbGRxOPvUnqwuS9uF98NOG7PM+3J7eazeb28MMEX/vKRUoz8xRiHBgsJSipkFIjTFKkIdE1jWGcYVv6tSlhnUwVVByHQRzhujatYETDd1D5mAN0baw1qjoWRaHIirGLeDsMsUwNBaz1B8xVSwhgczhkvlxG1zRMqeNoY9uCJb9CrPLx1J9uYWoaF4c9yBNmbBc9K1BqbLipCUndcqmYNsthj0tBlznHY75aoaIqzKcx7TjgnUELMchZtMp4hsUj/iwpGctRh+Www7Tl0xQWNemwrzTFIAu5GLSpWS41wyEqYjaSHhXdpmq6LDlzwAxxkfK/az6/43v2UeGj7/3e7+XXfu3XuHDhAu+++y7z8/P3fJ2PAh99JKbzJgXNxG9lJ3qk689xr6S1ubnJG2+8wfz8PEmS7PqBuhtpTQjr8OHDHDhw4Abyvh8rv0mOX7PZ5GMf+9i20Pirr5wYT9/pkCpJoUlQikJqDLMcU5fMzJaJVEGB4koQIICG77LZHzJSGUUy9o6q+za2YbDSHlCyDAwhaZZsPFPnvU4HIQTneyFHHY+r3QEPeg0qlolAoCE4vrrOYqVEVOQ8NjXNIE4oGSa5KhgmEVXbYcbzaUcjrgz7OKbOQ7UGQZoySEIsXfKQXuZU0uPSsMvjtRkWvTLvDVukRcbqaEAhc5q2SzcZ4Wkuc1bGrO3xRm+NR7wpZJHTjxJUUZBJRRiG1C0LkHSyIQep0YkjEAXzTo2c7Nr2pIYqIBYKIcbL5UtRi1mzyjDL+R+O/DAl/e7u4h9UavpOjDYByuUyTz755K6us7W1RZ7nzMzcuIU5MzOz4+y2f/SP/hFBEPDn//ztXZU/DGiaRpqmN5j5Pvjgg/dkKHmvfKSU4ty5c1y4cIHHH3+c8+fP78l1/HZ8pJTi7NmzrKys8NRTT21baEywW23T9cdNDIMPHTrE9PQ0URRti4zfeecdXNel0Whw6tWrjDJF2ZQUUkNIRSFAapIozdEMiZCCOM2wTY0sz3FMgyBNsC2DKE3xLAsUVCyLMM1JigwhoRtFCKUYJRk1U6dkjjtVTc8hyjIsXeNgrUZc5LimzmKlyiBJKGkSXze41OtRtgzqjstWNCLJUxbLVQypc6BUIQhHFEphaxqW5nBx2GGUxyyVatQtmwe8GplboZWMeLuzwZTtUbcdps0q01QIs5h2PGQl6NMcjReE86aHZpfZyANOpxt4Qudw4VA1HMq6TaIyOskIQ4Mpq0pcxJzur2DpOk2zhK0ZHPRub655Mz4oPrrbQmBi/Cul5KGHHtrVdT4KfPShF1FxHPPSSy/d4Ldyr+fYKWldP+332GOPMT8/z6lTp/ZsmHmr60wI68knn7xlVtleV36TSIbDhw+zb98+kiTBNE1mZmZIRxqx51AY2jizpSgodAm6QHc0+kVOoQumyj5ZXrAajMilIC0KXMtCXcvKa/gODy80eendFR6crbMRjPAMkyjOaI/GRm+2rjNlGXTDGN8yuNTu8fj0NGGWsVitECQJV/sDKr7Ny1eu8PTMDMv9Pv00QklwDANP06j4Vc72W8z7Pl9bXWbBK7Hgl2gPRlhCss8pUzYtTHTKtkWYJ2S5YjMZseiVOTdo07AcTnTWqJgmrmeRK0WvSJiyPPpFRIIgI0OpgpPDVfbhEYiMFMmC9NE0iPOMVtajZnqcHqywYNfZZ9cZZAG9bMRW2mfKLCMROyqg4INb+e3EI8qyrPuytXhzYXEnl+3r8Ru/8Rv8zM/8DF/+8pfvaiz7QUNKSbvdZnV1dUfGt7c7x075KE1T3njjjW2fuFKpxMWLF+87H6VpysmTJwnDkBdeeOGWFhe7lUVMeOy9997jwoULHD16lHq9TpIk2LbN/Pz8tj1Hp9Ph8oWrfO0P3kRYJt1+H82zMD0XxNgTStMlCkWc5JiOTpIXSF0SpimOaRCnGZZpsDUIaFRcMjXWSploKKGoWibtOESgKApoj0bUfZcsK1gLhizVq/SSmF4cslipEOYZcZ5RwUKXGoulCkKOo2XGMS8Ja8GAkmXi6iatOEIJsAsbXzd5qNIgzDM2ooDVUZ9Fv4yjG5QNi7JhkVOwEQXYmoavm+jSYNatAVX6WchK1KeRWTiJxFdQ1qp0iTnZv0JZN5mzK/i6SVV3EQKyPEMXJg94C3TSAZfDDn/70J+9p3u2Uw+nvWAnjuX3027lw+SjD00TNSkEoijiiSeeuMFv5V6wU9LKsow333yTXq/H888/vz2Jshch6K2IZyeEBXvze0qShLfeeouPfexjNBqN7apfKUWe55w8voIqQOTqmtYAlC7JJAyTDNMQSFLCUGEYBoVUCCkYjCKG8VgTYmqSThBy+soWD87UObPWQuiCIEnGWVaCcTGTZni6xsXuANsxaJYc2oMRCQWdKOJws0aiMgoKPrW4SC+KOVStEhc5lwc93t7cZKlSwdQUNXtsWvc9s4uMsoxBHOMIncvJkEfKUyTFeGtvlKQ0jbFwPCkyfN1CExIpNJa8CleiLplSSGA17FO3HGadElYiWE16NPwK73U69IycGeGSpxkbnQ66Dp5uUbJsKOABd4Zzo3UAyrqDIccfl1464unKoR3fr49C+xzGW1S7ycG6Hs1mE03T3rfK29jYeN9q8GZ86Utf4sd//Mf5V//qX/En/sSdXZW/lbjV3x9FESsrK9t6pN3kF8LOF3WT7E/XdXnxxRe3zQ/vNx9NrjMJRb6TKH63U3a9Xo9+v8/zzz+//b5ZlrXNR0VRIISgXq/z2//yGOXmNO1hD82xSNOU/lYLDA3btdAdC4GGZWqEUYZh66R5jm0aDKMYxzYRAqqeTZSOt9viJCfIEmqeQz/JMYTEMQykgNmST4HCMU10vYwAmo6Do2vjaT3TQpOSq4MBDccBKTjf6eJbBvOej4agbNpYmoauSeZMj5ic5UGfXBUcLFcxNZ1p22dKuKRFRi+JcDUDJRRBkeBqFrYmGWUZQoCt62OzUN2mWnYI84S1qEdFt/ByQU1ZVHKTqMh5J1unpFksuBVMTScucjQEhtSYtRoUKJ6r3N3W4Hp8VBZ1w+Fwz5N5HwU++sCm864nrjiOefXVV+l2uxiGsesCCnYm5AyCgFdeeWWbIK8f5d2LEPTmbtJwOOTll19GCMEnPvGJO1bZu9nOy/Occ+fOkec5zz//PPX6eCJESjmeTNE0TNNkGIy1TQKQSqGKcR6XNCQUUKQgcx1LSPr94NrevsCSMAxjZusl9k9VeGzfNE3foWxb1D2HimNyudUnTXO6UcJiqUSWZNhSslTzCdMUioKqa7Pc61OyTCxNJ8pyHKFzqdvD1DSiNCdMU4I05ZF6k6btsj4aEGQpc67PuV73WjbU2EW4LA10NKSCjWiErRuc73c41V1jzi6jISnyAqFg0a1ywKsT5zlzToVMFfTSCF2IcWu/gEujHs9WltjnNEgEtERMqVzhnWxIISRvDDc5210nHiY8as5jMM7oKuk2GoL1pMsBd+erlu+klZ9pmjzzzDP87u/+7g0//93f/V1efPHF2x73G7/xG/yVv/JX+PVf/3X+1J/6U3t6DfcbrVaLr3/96ziOQ7lc3nUBBTvjk7W1NV5++WVmZ2d55plnbnCPvp98tLGxwSuvvMLs7CxPP/30HTuQu+GjKIq2Y7eee+657fdtMqU44SPTNLEsi//wm99k7eqQrMhRuoZlWXilEpVqBdd1yIqcTqdDt9eh0+0BOcMwxtDGhaVvW3RGISiI0hzH0HF0HV2TVG177Pt0zZRzYxCQ5QW9MOZqb0iW57SCkNX+YPzzOKYXxRRKoQlB5Vrup28YPFpvUrcchkk6DgBG8m6nxdn2FlmRY0uNQ6U6B0s1Rtm4aAKI0oxBmmBKHSkFupDUdBcNwWo4JC5yTE0nL4qxX5SQ5AUYQuOAN4VnOlwtRlwo+lgVnxmvyiP6DLXcYqXf4UJvkyLJEUpwadTm1e45PlU/iiHvzfPpo7Koux85nh8FPvrAt/M6nQ4nTpygVqtx5MgRXn311T2dT9O0O45rTwSbi4uLPPjgg+97eKSUpGm6q2tfTzybm5ucPHly2/H3bqv9e93Oi6KIY8eObY+yT3RjE2+aCY5/7SztzSFY5jhMWAqEJpC6ZGq6RKEL1reGdAcxjl0adyaCGHI4da5Fo2Sg4gTX0VF5QdN3aQ9H7KuW8G2TQZzw1voGRxaapMXYvyUNU6Th8ty+OTaDESu9Ps8szJIWivPtDqamMV3yWRsOeXV1lSO1KqMi47HmFIMkIc4zojTnqcYca8GQfX4ZDUGU5/TShAO2yzc2rnKkUmfG9RklKXNOiTPDiKo5NvaUQmILjSBJqUoXJXKWnDq2GPuxrIVDEDlSwLxdoZ2GeJpJSbMJ04QwT2mYHpZrMy+rzFslOuGAThRgFpK+iBGaxhFniUzmHHJnd3zvPijSupObNfznImovnSiAv/W3/hZ/6S/9JZ599lleeOEFfvmXf5nLly/zEz/xEwD81E/9FFeuXOFXf/VXgTFh/diP/Rhf+MIX+MQnPrG9anQcZ1feRPcLN5v5aprGpUuX9nTOO3Wirg/2/djHPnbLlfJeo1smAcYXLlzg3Llz73NVvx3ulY/6/T7Hjh3Dsiwcx7mhk3ar1/X7/9+vc+Ibl0lkwSBOKdeqKDG2KtANHSE1RGHgVUoMogghCkajEbnKWQ0E5ZKDYRnUHJskyzCkZBQnRHlBxTXpRwlV3yZTBYUUzFdKaELScJxxjp6ULJRLjNKUQinm/BK9JKIThlRsmzjPONNqMeP7VCyTMM1QQuELRcm0+Fhjln4asz7oYuYa05bFKMtIKSiZJlwToPvCpJ1EnB90mHJdmpaLo5ksOiZxkXIlGAegN20XpSDJx38LCAxhMK+XiVTK5aBNUMQsuVWmvQbVIiNKIsIkYhhFlKVJzZjieW0/WZbd0xb9R0Wjeb+28z5sPvrAiqiJ38q77767PRkSxzF5nu94//JWuB1pTYJ9L168eEci2Stp5XnO+fPnOXfu3LbOaqfH7nTld/2E39LSEt/85jf5+te/vp2xVq/X0XWdN755jr/32V9H+fbEtY3x/wsc26BS81ASBkFMtx8RphnSkoBipuZzebNPkCr0qCCKMtI8ojMYYNsmK90BQZyxf7oMYnxmx9BZHwYYmo4qFGGa0Q5D6p7DO+ttDjXruIZBqgpaw4BD1Srzvs/aKGBfuUKS5+SqoB2OA4TDNKVqOWyGAXXbxZASydjBt2xY1C2HC/0eS6UKwzThY/VZNkcByhaEec6l4SaHynV0KdBzQTeNWbCrDPOEGcvnte4KU2aNYZqiCY0LQYspzWMzi5jSGsxISTsZ0TA9cgS6aVIzK8T5uMOWpilXgg7PpjMM0jUuNlIajQa+79/x+f2gSGsnmqj7QVo/8iM/QqvV4md/9mdZXV3l8ccf5ytf+QpLS0sArK6u3uDR8ku/9EtkWcZnP/tZPvvZz27//C//5b/Mr/zKr+z59dwrhBA36JE+/vGPUy6X2djY2FEM1Z1wOz5KkoQ33niDMAzvmJN5P/jojTfeoNPp3CBbuBvuZTtvfX2dN954gwceeADP8zh58iSvvPLKNh/dbCL88m8f43e/fJLM00gNSaVRB0NDSImuS+JrnRnD1EiyAs+xGMYJftkBFGmW0g5GWHFEmGeUfRdp6BimgWUZxFmGds1Xaqsf4ArojiIyVTBd8ljrD3Ftg6rjsDEMcEydhuuS5+PvHU1IapaNZ5gkxfj7aMpx6SYRp1stypbBvFdGFxpl3UTXNJRSlE0bKLgaDAlUQtOyaToeM7bHtOOyGQW80V6jYtksuCU8w+SQ3yQtMtbCASkZ085YWN2LQ0BhKvCkxYxXI8pTLoSbLIdd9jlV6qaNMDTa8YD1IuQhOUXn8jpfPXuRSqWy7Qx+Jz7aS7bjvWCn8oL7YbT5YfPRB1JEKaV44403aLVaN/it7DUmYXKOm0lrQpCTJPI72crvxaxzQjoTY7x7qWJ3SlrXT7wsLi6ilOJ7v/d76Xa7bG1t8e677xKGIbVajX/2s38IaQZCoIoCpIYSAnTJ9HSFNM2pVh3KnsUwSonibBx2YAtKroXvGPTTFE0KHixPIYQiKzKCOGV/yWalCFhr97ANDVMIOmGIJgRCFUz7DqtBiBCCimOjhODV5ass1EoMk5Qpr8J6f0Tds2k4DmGSIoTgUrvHUKUYuiTKU+YqJWxtPGq8PhpyyCkR5ClP1mcYFRmjLOHra8t8cnYRNMWMI3i7t8nzjXmUgpOdNV6cWuT19hUer07TyUI6SUSQxkxbJabtsXu5KSUzVoX1cMCiVuaNziqfqO9jRIKGRBeCjTigZFgERcK06TPSJH916Xk+VTlCu92m1Wpx6dIlpJTbUSv1ev19UynfaaQF8JnPfIbPfOYzt/y3m4noD//wD+/LNe8XkiThpZdewvf9G/RIezXuhVtrmvr9PsePH6dUKt1Rl3S743eKLMsIggBd13nhhRfu2pm8+bp346PrO3dHjx6l2WxSFAXf+73fS6fTYXNzk1OnTpHnOY1Gg2azyaWTa/za5/895mwZqRnU6g3ya+HCUpdkFCgBlmUSpRmmqZGh8B2LfhTjOiZSN5ipV8lUgVHkRElMFIYYUpBJSbXkoBCYtsZspcRg0KPpu8R5jiYk+2sV4jxDl4IDtSq9OCLOM2qWxWYYcnZri7mSj6HrrA6HOKbOrO9TtxxKpkWYp/STGMfU0dDYjEJ0ldN0bSqGzcFSlUzlXAp6XA5Wqds2B/was06JGcenm4Sc7m5i6TrzjkfdcllwKxQqZ5SnbCYhFcPC1CQbwy6DImLJkNRMh6PlBdIiZz3uc3bYYp9boWFXkGnAX3rwv+JoZXE7pHzCR5qmbRdU9Xr9hu3iyT2+H7Evd8JOB13ul7D8w+SjD0xYPjU1xUMPPXTDB/t+FFE3r9yuF2zuJIl8tyu/KIo4ceIEwA2Cyp3ibu3z2xGWlBIhBI1Gg0ajwUMPPcRoNBrn8V3cIkdQWDpKlyDluGukSVY2uiwu1hgNYjr9CEMfm9fploZmSExDBykoBEyXHQZRjOeYDNOCkmuT5gWPlUu8vrLOfNkhGo5tEVxdQ2lynMeHIsrGQtL5ko+lSd5utdENgS41YlHwjeVVnt0/x2YQ0HAd5sslNqIR3XTsal41LDJV0I1GzHkerWCIXoz1BkLCkl+lm6wRpAkqL9A1ycPlBn+0fpnHyk2eqy2MxaOGTUm3WI36uNLENk0GeYiUgrpu82p7he+ZOsggCimU4NHyNFeiLnNOhaTIuDxqo5RGmArODXpknuCvHfweXmw8CMD8/Dzz8/MURUGv16PdbnP58mVOnz5NqVTaJrFyufyRKaJGo9Ge9D7fKTBNk8cee4xGo3HDiv1uWZ47wc2F2MQuYafmwbvVRE2c6KWUPPfcc7uKk7rT357nOW+99RbtdpvnnnsOz/O29ZiapjE9Pc309DRKKQaDAVtbW3ztt7/Jl//x1/AXm1i2jlsqgSYQUiC0sbBbITAtyTCKsR1z7Afl6ORCUXJsBkmM71i0gxHVsoMqBLZpIDTBKE5I8pQwitkKRqSRQy/PUUVGOctZ7vaZ8l1sy2C502eq5OFZBkGcYpo6rmnSdMeaTyUUpqZxuFZjMxpxpr3FlONuWyhIKRAIDCFYcksIy+TdXot3VZvFUpkZx+Nwuc4BVWU1HHCytYauwZFKk5rp8Hx9kVGe8M6gxeVRnznXp2HZ2JqBKXWEUER5hitMyoZNP014Z7hJ3TQ56DWZsypMWT6ZytCQWNLg8fI4Cu3mkPJer0er1eLixYu8/fbblEql7e+LiVfXR4WP7ib+/nbAB7adN7nB12NSEGRZdk+rputxPWlNujYHDhzg8OHDO9oi3E0R1el0tv2ZBoPBXQu12133diu/PM+3nZInBdqEsG71N1mWzSv/8gRplKNK9rh4upbDJAQUliDNC9I8o2SP4xBMU+fhfXXOrG5xeK6OpetkeY4mBJZmjolFQdN3We8PaZYcwmzs2tuolLnY6jHl2/SjiCBOKKseNcvEdmwsKUmv5VTNug776hUypSiZBnP+OE5hKwypOTYlyySloBtH2JrOME7H2pF+lyNC8la3S90wOVqtEaQJnTjiE81FgjTi7f4mz03NkxTwqan9vDXYoI5NTTpULY+V0QBft1gJegyKGKkVzLoerTDh2foicZ5R1R2CONz2iFqP+9Qtl6TIr3lFCRqmzxPV/dsF1M33cZKDeOjQIeI43l4VrqysbH85dTodPM/blYniTrBTYfm3e2L6/cLU1NT7Pn/3oxM18ZoqioJ33nnnjjYnt8JuOlHLy8ucOXOGxcVFVldXd/UFeSc+iuOY48ePo5Ti+eef3+a7m/WYk5+Vy2WW31rj6792Eun5VOdrKNOgFwwgCjBcC5mamI6FZkqSNMO2TMIkw7YNgjDBdU2CLMV3bIQU+K5NnI4zOl3bYBDElD2LIlH4rneto6EwsoQgCgl6faYMDU0VmEJwuFknuKZ9nS/5rAUBF9odZnyPTBUsDwdUbJO5cnncgTJMCgryQlEzLZIi591Wm6LIWCyVmNJcPtaYIcozVkYDXh+sMu25LHhlFtwyc26JdhzyXr/DMA05Um3StD2erM2RkbMaDnizs8G8W6JmOWTXhn8oQNMk847PrF3ictjm9c4yM3aJGbtEP4u5OGrx3z/0g7f8Lriejw4fPkwcx7RaLVqtFsvLy9u/t7GxQbPZ/Jbx0U41Ud8JfPSBFVG7Cf3cCSaGnWfPnmV5efm2gs3b4V5JaxJLc+TIEfbt28fVq1fvi9PvBHEcc+zYMYQQdyUsgHAY8k/+21/nwpllhCbAH7dHy75NY6pEmKWsdALQFEka0urnmAb0yTi9skmsCjzTIE8KimL8esLk2lafgEGSYOk6Z662eXhfE13XSNKc9X6AZxnUPJflQcD8dI00zbFEzutX1jngOXi2SZEXpGmOb5us9YfMlUukWc4wSQizDNs08E0D1Hj02NUN4iKjKK6FdFoWm3HMleGAimlTMx2CPGU1CpBK0I4ipiyPbhzTDhLiVDHnVni9dxVD6jxancI3LdIkZ1iEGELDN2xe21zl2cY8SaYYqoJ5zeXrrQs8VdnHMMkJ0oyUjFTllA2bRXtnbraWZTE3N8fc3Nw4S+uaAHdzc5OLFy++r0t1v1aEOyGt+7md952ISRG1V41mEAS89tprJElyR5uTW2ESQLwTFEXBmTNnWF1d3Z6+W11d3dXrvl1nfDAY8Prrr1OtVnnkkUe235c7PbdnXj/Pr//Df8v6VsihTxymNF0HXSPXIMwyRmlMNArph0PQNRzfRVJgWwZxkuPaJmGc4NgmW/2ARmXc9XJME8vSifMc2zLICxhECY5psjUcO5K7pkEr7LHQrFMUGRdbXWqWjqFr9IqCmufQ8D1qtkNJWRiaxNMNSrbFZjTiUrdL03WRUrAaDLFNg4Zt4xsmT07PsNHtsR6GXAwGHKrVqFoOB/wK+/wS/TTmTGcLTcLBcp2m5dKwxskIy6Me7w7aTNkOS36VfW6FBbfMII25NOhSsSyqpkOXiKthl5pKWHArHPGmKdwpBllEP02ZtWqgBN83tTNzSsuybuiab21tcerUKVZWVjhz5swNXapSqXRf+GhibfHdIuoDwl5Xf0opRqMRGxsbdxRs3un6OymCbiasRqOxXQTtpoi6VQds8oVbq9V4+OGH70pYrattfuX/8iXeeW+DzeBaAWVoiEKh65JLF7bQKuOVhpKCfig4NOOz2W+TZTlKkxgShkGIpusUjAXjW/0RpqGxr1kmyMZmdL1RxMpmnyjJyK8VW2v9IXGs42mSVjdEszQ2RiOenJ/h9SvrPOHYNA2dsNcnGulUHZs4TkjEfy7WHF2nYTuYmqRhu0R5hq5pzHo+Z1otDpY8NuOYzXCEp5tEWUrJsuglEbNuibO9FnpFw752njBP+cbGCs80F3i1dYVuElG3HBAFwyjEFAaGxtj6IIk4Perg6WMRuqeZjIoUiaBheqwlPYIsoWpaVHZorHk9hBBUKhWEEBw9ehRd17e7VG+++SZKKWq12rZ24V6c+m/GB61B+HbHrRYxE0nBXuQFSZKwubnJ9PT0XW0FboW7TRtff50TJ06QpikvvPACruvS7/f3ZI9w8/uxsbHByZMnOXjwIEtLS3fshk/w3okL/OrPfol339pg6YklSrUKCoESgkwVaLqOb5sIXRImKYXI6Q5GaPrYtdz2bAYhVKseQkDZtclyRRRnSCnpRzH1skMvinFck+myj65pzNfKJHlGEoXMeg62rmOZNr7rEucZUiicNGVrMKIzHFJ3bCIh2IpjZsseDdfB101c3UCTAkPXOFSt0U8STrdaCKF4qNHAEpIDbhlpGfTSiLPtLZquR8WyqFwz2IyKjJWgTy8OOVSpU7YsHqo0yYqCy0GH17auULUc9rklfMPgoN4AFFGeIpVgyakRS8Ub3VWkhP1uFV+3uDTscDFo839YeBJH210skO/7SCl5/vnnSZKEVqtFu93mjTfeQCm1retsNBq73h2aPIMfhE/URwEfiSJqtxMx/X6ft99+G+Cugs3bYSfbeRPCmqwsr/dDuR9xCXDjxMv+/fvvSljnTlzkn/zdf8EgjNgcaCCgsC3IC5QmEbpEaYKsGJOT0sZjwqZpkStAgQbMNX36gxFQoApFzTcZxClrnSF13xmP8LoWsxWXy90+tqVhSo1P7J+nOxxwvj/kwdkGm8OQed+n7jnEac4Li/NjIahlkuY5pza2qCUpBgUVy2S/5SALcJCEUca07ZHmOYM0wREGVctiZdDHkzoLpsN0qYKj6/STCKEgV4qa7nKZHu04Yk73qJsOJbNMXORQCJ6v7SNWGQLwDRMiRVEo4qKgbjrULQ9bdolUykrY45A3xfmgzYOlOgibtaRHNx0xY5eYtm8/nHAnXD8NY5oms7OzzM7ObmtHWq0Wq6urnD17djsWo9FoUKlU7mlVuFMNwl482b7TsVeN5srKCpcvX8ZxHJ544olddbN2wkeDwYBjx45RLpdvKNTuhz0C/OdJ6vfee4/HH3+cqampG/SYt8OFNy/zv/x3v8ryu22q81Xq+2dQAgqlyLKMQpNIY6y7zLIM2zJI0ZmdcujHMYYhiLIE8phLKwOqFZdcSKoVfxxmLsC3TdK8IIwSfMdisxdQci0MXeO99Q2mfBvb9bjU6rLQqIBSbAQBdd/Fd12mTJO0yDEk6FmKoUnC0YjVOKbquaRKcX7Yx7NM9pVL1Gybp+05hknCRhAwiELmPB/fMinpFuXyWMO5POiNrQscD1vqLLoVZh2fThLyTm+LWa/EglficKnJIepsJSNOdTeoWQ5zbglDCKI8I80LXCWYtjxmbJ9uGvLOYIOa6XDIm0IJ+KGFJ3Z1j+HGIRfTNN/XNW+321y9epUzZ87g+/52QXUvfDRpiuyEj75bRN0H7LYTNRFszs/Ps7q6uidh+p2ufzvCuv74vcQlXO/pcisB+a3wym+9xm//0n8kzRM2WwnCdFF5gdDHo7dSEzRnyswv1bm81mMrDBHAoB/Ss032zZQpNMkgTEDqlHyH86tbLMz4OLZkOtXoxilvrWzwxIFphkFMXoAuYF+tjFKKMysbLFYdhJCYukHVg41+QK3sULYsNoIRCkXTd+iGMQ3HRWpwoFHj3a0tDF1QLgoubG5Sc1zm7LGRZTeOSCloWA6fnNtHLxiiI4nSBClhwSvz3qDFg36DzXDEvOOzNhpSs2xcwwAEtq4TZhm5KmjYDleGfWZcn2criySFIlEZU7Y/FrJrJokStOOQBbtCSbcY5QmurqMj6aYhSsGcvTs/o8kX080ENNGOlMtlDh48uJ172Gq1eOutt8jz/IYu1fXhrbfCf0nt828VdqvRvL5LvbS0RK/X2/V24N34aLLYOnjwIIcOHXpfHudejTqLouCtt95ia2uLZ599llKptLMC6q1L/E9/+5/SutKjMV9l35OHQAqUhEIKEKAbkkxBkmRYrkkQp1i2QaYKfNeiMwwplz1y5eCVC9IsIQhCNrOYUa5oVFziQlGv+NR8B4FivlYmzjLCYMhCxcfxXGzTwLVN4jzDsQyWLIOtYESuxp5OvShmcxSw1KjhOw55GKFUwWg4RJOSg45DoBRntlpICYfqNRxNY8b1cdW4i90OQ3zDRFMCBcw4PkjoxBFxnjLluJi6zozjM2V7dJKQk611FAUPV5tMWR5TlkdUpKyFA3KhmLE9hiLlajzk9GiLhytTVE2HZ2tLbMV9VsIeB/06S97ug7tvN+Qy6ZpXKpVtPpp0zSfRaNd3qe7UNZ88v/+ldMa/7TRRRVFw9uxZrly5wpNPPonruly5cmXXr+tO23l3IqwJdktck+PefPPN7YkX3/fvSFhKKX77l/4jf/DrX2MUj1CFIGdcOCEEhS5RQpFrkpWNHqpQDKMUZUssQ2Nmqsy7lzZ55qn9vLfeYd90hVYvQIiCVFzrfEkLpem0wwhNwGarj2NCb5jw4HSVsmuz3ukwX3Zx/BKLusEoTvEcg4tbbeZqJeIiwzUMXMskSGPOtbo0fIeDlSqDKGamVOJ8r0tfFDxYa7Dc71NWOdooRxc5eZ6QoiNM0IXEEJKwyKmiEWcZJdMiLxTtKOLp6jRXgoB+GrNg+pxub/F4c4oC8KVBkGXs96pspQF1axyxUKAoaRZpUeAISaYkHyvNYgidBavG1bBHo+RztLLA6cEqwzSjae3uw77T1rZhGDdMOAVBQKvV2g5vdRxnu6CqVqs3FEyTbtd3i6id437x0UR0nec5L7zwAv1+n06ns+vXdTs+uj6o+E5GnROzzXst4ibF26uvvrqdiDCJkrpbAfXGS2/xxf/m/4PjOVSnGswcWQDdIGcsIxACdFMjzQsKIbBMnTBKsCyDIEqwPROlCiq+TT+I8TyTKMkpex6WO45iGcURWZYyGIWoNGaYKzzPxtR1Lm61WKiX0A2bS5tdFqer267l0xUP2zSwDQNNExiGzmKtzHTJI8hSsryg4bq044grQYRr6swhcVTGvKaRSclmb4BmaNQ9j6woUEJSdmykgCBLMKREkxpxluNpBlXLJsxTrvQ71G2HqmWPiybbo5WMONNpoWTBvFtiynGZtUsUFCgFUgkWrAozeoVLwy7vqBYH/DqGNEnThB9ZfPqe7uvN2Gl6gmEYzMzMMDMzg1KK4XBIq9VibW1tO0x6UlBVq9Ubzjnhojs9MxOOu5P90LcLvq06UXEcc/LkyRsEm1EUbXd07lf7/HrCOnr0KLOzt3en3m0RlWUZSZIQBMG2gPxOhPXG187y//irv0SeZYyCFKkJkDpUywilKHQNNAmaQJMC09DwSjZiEDJIU5oNH881mZsq0emNsIVEk4Kpqsf5tTa5gjTN2TftsN4fousaS9NV3rm6xUKzzGLdJM9SrmyMBeUZgiiO8U2Lq8MBpi6xDYNza20OzdWJs5goTanZDnXHxjMNkqxguTvAtQ2enJnm6mDApX6fKccl0wpKlomMI/pJQjoKaQ0HSASGplG2bF5ZvcrHmtOsdAboxrj9XeQw63hsRgELTgkQDKOUmmNzrt/mSKXGoIgpmSbLQY99XoUwzrgaDijbFv0so0AQqXzsXp5lzDkl+nGCrZkctOboxiPkLjsLOy2irocQAt/38X2fpaUlsizb7lKdOXOGNE2p1Wo3rAqVUt8tou4D7oWPJukLjUaDxx57bFtUvheN5634ZJL72e/37+h7N3nGdlJQ34w4jul0OkxNTfHoo49un+tOz61Sin/9+f8f/+k3X6I+X8f1ymi2gTJ1pCaQhoaSEqRGnORgSKQmSNIMyzaI8xzPMRkEMV7JJkwSSq4FUqALQa4UG92A2WaJKCloVMtYrgsUOHnGMA5J05i5koOUEs/UODTdIClySpaFbei0RxG5At80uDIYcqHV4eBUHU0IRnGGZWi4pmTG82m6Lq0o5Go4Qtc15vwySZai0hiSlE7aHefwCUme5rTzhJJpYGnXOt8UeIZBlhdIJPu8CpnKOd/rkKqMByp1ZmyPWdtnlCW8O2ixHgYs+mU8w2CQRrTTCN0wqBs+9apDXORkKseSGh0x4hONpXu6rzdjN3YrQghKpRKlUokDBw7c0DU/ffr0Nh9NFnk7LdTuR+zLRwEfiSJqJ5qoXq/H8ePHqVarN2yr7VXHcDNp7ZSwJrjXuAQYbxGeOnUKgKeffvquhDVoDfj7f/EXCIfx2LNACJTlgH6t2ldqnAjMWBher3tkcY4swzBMePJji3S6AYaQzE1XePP8GrWmhyYFSVoQphmGFOyfqdELYkAwXfWxTYO5Wpmpqk9eZASjIVXfxzB1oiQmHI0oVEHFMLi02WWm6rPc6bPeDTBNDd8yiJKUw806Ugg0XdKPY+q+TRBnLFaqbI1GOLqOJsY26L00wzJMYhT7nTLHtjaoUKANh9R0gzxJWPRLjFRGVTqkacGDToNNOeL01ibTvs8bW5t8fHae5cGQhunhmgZnuhs8WGrQikIszaBp6mxmfZJcccipcrbXoWMkPFxt0k1DUpXjG5Ighx/e99Q93d/rMflC3UvUiq7rTE1NbY/lj0YjWq0WW1tbvPfee9tbT51OZzuQ81b4bhF1d+yEj5RSLC8vc/bs2e30heuHQPZaRF1//Gg04tixY5imyQsvvHDHkfQJf9yrRnNzc5MLFy5gmiaPP/749oL0Ts9sNIr4xf/2n3HpzArVRgPbccjyHGk4CMNAaBpCSHIFeZ4h5PhcUZJiOxZRkmFZBmGa4rsWUZxgGBqDUYznGpiGjiYFzYqHQKDrGijFYBRj2QaqgI1exOJ0jVQVXGkPaEQRqVIMsoLZWgnftTE0iRQCU9c4UK8Q5T5JkSOFYLbksxEEvLW+SdW1WaiUqTtj36hMFYySsWaq5vn04phRnmIWOWmWEQ0GOIYOCDbjBNPQKFsmWVEQ5Tm2pqEhEEJnv18lLjIuD/q00xELXplFr8zR2gy5KhikCe0owjcM6tKmncScCVvUTYclr8p6POTKqM/feeRTaGJv03P3w7Pudl3zzc1N3n33XUzTpCgKWq3W+7rm1+M7hY++LbbzJrYChw8f5sCBAzeca3KDdqsFuH6sOQxDjh8/jmEYdyWsCe61EzWZeJmfn2dlZYXBYHBH0d6Vd9f44v/pn5JnBU7ZwjANkhwSoSMcF1BgaCjzWnaVgKlmibfPrtJKUxxbRxUFnmuha5JBHJNkBfNTFc5dbpEJRZbn7JupogoYxSm+azLoJ6RZTr3kcLXVw5U55WoZaRost3o0Kh7VSpkrrS4VwyDuBYg4pGpplHXBSi/garfPkZkmupAcv7LK0/vnmfF95ktlXlu+ymzFp2SZ2LrBII3phBEocHQd29RZDUekqqCXwXy9hlmkJFmGKjJQOWXNoMcIbAdb09Glzrzj8163g6mNH+1+EqNLSUnaKBSuZhBmKU3boTXU8KRBrHLm3QrvDVrofcm07XO530F5kj+57wg/cuDJHd/fm7ETPcm9QAiB5419cfbv30+e56yvr3PmzBnOnz/P22+/TbVa3Raou667fe3vFA3CtxJ360Tlec7p06fZ2NjgmWeeoV6/UZ+ylwDhm49vtVqcOHGCubk5Hn744bt++V3fidoJlFJcunSJd999l4WFBVqt1o7yFTsbPf7xT/4T2ht9arUaaZSTJRlW3UOY1tjgV0Ca5Sh93DEXcuxVZ1smozDBck2iJMGyTbqDkFLZRslx11kKjbVOn9lGie4gpFq2cQydLCuYqvi0+31UkfLgwjRKCKq2ScX3SIsMTUIpiugMA4LREMcy2RjmXG7lHJyukxUF7SjCtQwanstCucSM79ONQ5a7fVxDp+LaJFlOwdizaRzxYlETNuv9Hh0y6o6LJqDIcowsQ6YZW2FEpkumrlkkbIwCcqWY8XzKhkXFsImLlHODDq8EK8y5PlO2iy4lltKRSHQki7bPkllnZdRnIwx5wG9iC4M/Nf/wzh6iO+B+G//eqmt+6dIlrly5wtmzZ0mSZJuP6vX6Nh9lWUYURd8RRdS31rZ0B7gTaRVFwdtvv83Zs2d56qmnOHjw4C3N3YBdr/4mD1Sr1eLll1+mVqvx7LPP7tiEbKdF1ERAfvLkSR5//HEOHTrE9PQ0J06c4Ktf/SpvvfUWGxsbN/wdp752lp//9P9Ce7OH4egsHJ5j34NzJFF6rSOlqM1VqM5Wxlt5QqBLSaXqIHWJSAtsU8cwdKI0QzMkG90RAJ32iCCK6Q0i5htVmhWXfhCRJRmGpjFX8YmCBD1PsIoMzXIwdANTShbrFbIkI4oyFupVpGFSdhxqtRrNkk8/jHFFwYyps7LV5u2rG3xsdqzhmCv5DKKYg40a8+USZctiMwioWTZNx0WXOt0ooSjA13TKUidVBaMsxdQMYgW65bC/XGMjy+iOQga9PnEwIkgS4nTcRZg8Je14nLA+5bi82d7gTK9FxXII0oyyadPUbIZ5Stmw0IXg6mhAgWLK9nm7t8lzjcUdPQe3w7farVzTtO0i/IUXXuDjH/84zWaTTqfDq6++yksvvcTp06f5jd/4DQaDwX3RIHzxi1/k4MGD2LbNM888w1e/+tXb/u7q6io/+qM/ykMPPYSUkp/8yZ/c8/XvB3azqIuiiG9+85sMBgNefPHF9xVQsHfLlkkn6tKlSxw7doyHHnrohu21O2HyN+3UsuWtt97i/PnzPPPMM+zfvx/HcfjmN7/JSy+9xNmzZ2m32+871/k3L/EP/9o/prc5wLd9ilRhWDpmyUZJEwXkyPFiRwiElAgBuSrQNY08L3Bsk2EQYxo6Silc2yQYJaRphj6mMaarPlIKPEvHkBpBlBKnGd1Oj7XOEMv1yArFlVaPKEkJ45SVVp+sEPieT9kv4ftlXNumaRk0dEmv1yePE2ZdhzjJePPqOsudHkoVuIbBjOdRsW3SPMc1DGqWQz+MuTIICLOcII6wBDxYqVMyTNbCkD7glnxs18HTDbwsp9vtsdUd4KLRtBy2whHfWFvhctDDkDpHa9O8MLWfsm5zbtClnyQ4ukGU5ZxLB5wZtojzjAW3RCsKeK11hccrc1TNOw+X7ATfaj7SdZ1SqbSdGPLcc8/RaDRotVq8+uqrvPzyy3zjG9/YDgP+TuCjj8R23q18USaxKhPB5u3iKoQQeyKuCfEcO3aMRx55hMXFe/vS3Enm1O0mXo4ePYpSim63u90KffPNN6nVarz3tWVOfOUtMpFhuBr7G3NkaYGmayg1jk3wKw5TC1XeeXeT/Yen6Qxj5uerKAVCkyAUQkr6gwjL1Lh4uYXrGjx6aJq339vA9gxEUVByTY69fZXHHpwhTDNMTfDWaod9NYur7YDZRhXHscmKnCQviK4VWiutHlvDkBeO7MMxdDYHIf04phCKQ1NNWsOAaVswSmL6nS0GQrKvUubqKKRe8pAK3lzf4HCzTjuKkRKmPRcp4ZtXV3nMd9lfrXCq02JrFLGWDyjZNhXTohWGaJqk4fq81drioFdm1rBodbvYQtDrD9ARdJOIpMjJs4Lnm/vophEXBh3m3RJXhkMMVRCIlAY++9wKF4Mu/SSiYtpoQvCAv/tJmMm9/yAT013XxXVdFhcXyfOcbrfLuXPn+Ht/7+9x9epV/vbf/tv88A//MD/0Qz/EkSNH7vlaX/rSl/jJn/xJvvjFL/LJT36SX/qlX+IHf/AHefvtt9m/f//7fj+OY6ampvjpn/5pfv7nf37Pf+u3Grfjkna7zYkTJ5ienuaRRx657RbF/XA9j+OYc+fO3ZAzuhNMtuB2atmSpikf//jHtxeMTz311PY2zNbWFm+++SZFUWzn4J1/fZl/+4+/QtAOcV0Xp2Fz9fwmswenEMZYk6mkHOd2ahLdGOfgpWmGbhvEaY7l6GT5tWm8bkC15qFQ2JaBpks2ukPqukZ7EFDybTQpGcUJdd9ho93BNARHFmZIihzXMjgwVSfOM0qOhWPpdEYRShlUbIvLnR5RmnJgug7GeLGWJglFnuKogiXXJhGC1V4f17LwLJPNIEAJKDsWli6Y8UuA4mq3y1o0oul7uIBnmDxca5KpgqvBgKjIabouvuMQZglZllIkKUEU42qSI06FdpLyynCFmm2z4JWoGBae3kChKBSUDIuD0qenFRxrrbHglnmoPF58/vmlx3f7ON2A3ejl7hUTTdT1XfPr+eirX/0q//Af/kMAfuiHfog/+Sf/JH/xL/5F9u3bd8/X+ijw0QfWibrdyu9WpNPpdHj55ZdxXZdPfOITd8372i1xTaIZAJ544ol7LqDg7p2oJEl49dVXGQwGPP/88/i+f4OAXEpJvV7noYce4pOf/CTPP/c8r/3rU/z+P/sqW1stCpWTBikIheMZRKN4PDrs2gRC451zLbyKTbni8OADU+i6JEkyxLXMlzTL6Q9DTp5b50p7gCYFUgieenSOJM2o+Da2puM5Blc2+/R6IWGcUdYEg2HM/pkmWaHoBgGGriGVoDsaZ+/N18s4ps6r565QdS2Wt7o80Kgy7bps9YaESYZp2jiOj1upMeV7tEcjnCwhGwxp9Xr04oTLvT5l0yRMMwql2Gr1OeI42F4JV7d5fmoeT9NQAh5s1NkcBcyVSni6iSMNXphZYCuJmPErlCsVmo5HqhSVa1t6aRCSJilX+wPKmslBv4al6Sx5VWZ1l8N2DQuDeaeEAK6M+ggEB/wa5h4J54PKzbvVNTRNo9Fo8Pzzz3Pq1ClM0+RP/+k/zSuvvMLv/d7v7epaP/dzP8eP//iP8+lPf5pHHnmEz3/+8ywuLvKLv/iLt/z9AwcO8IUvfIEf+7Efu6eA7g8LN3PJxDPp9ddf5/Dhw9sC8tthsqjazZZeHMecPXuWoih44YUX7qmAuv76d7r2cDjklVdeQdf1GzruEz6a5OA9+uijfOpTn+Lpp5/G8zx++5/+Lv+vz/0al05cpdIo4ZRs3vhPbzOzVMPwbKRmjLWaSiB0iW4apGkGSqAZBkmSYxiSwTAGCXle4PvjTM40LcizgiwvqFfHWs2q5+CYxvjnaU6r1aYXJFi2R5YXrLUHxGlGlGasdwZEcYpAoAmJAgypcbBR5YHpcZFSsi0ONeto0mAlSBgJHU3TUUkKSUIahQTBiIZtM+15tIYh57Y6tEYh3f4ATwqenZun6bi8s9nibLtNJ4nQNMlSpcLhSg2JYG0wRCEo2S7CsljLUwYodCFpFpKHNY9yrvFWa5Pz/Q6pKshUweVBhwv9DrlSHHCqvNhcxNdM2nFIVhQ8Wr0/GXMfZo7nhI/+7J/9s/zWb/0Wpmny5/7cn+OP/uiPuHDhwq6u9VHgow+9E3V9+/x6weaRI0fYv3//jvPv7rWIiuN4u9MFUC6X7/3Fc2fSGg6HvP7665TL5R1NvITDiH/+P/wbVt65gmZJfNdBkzqaSBiMhqhMYVkm1CpgGuRFAQgcz2Jzvc/0XIVL57d44LF5CgWqULiWQRAkiEJhWBLL0vFciwtXWsxNlXE9i8Ew4shCkzNXt5ht+LTaPQxd0g5S8m7AdMOnN4xodQMKTbDeG1JyTHzL5OmlOc5c3WR5s49jGERpjq5phOnY2bwoFFGaUdItrnZDDs/UyFBESUyepjziusR5wfJmi9U05pFqiY0wYrFZoRACW5Oca7cpgI9NzxBlGb5t8/LqVY5OTRNnKbpp8nhtilYYMuU7zLtlIpUyZZRp9Vr4lk2appzsdVgLepQtm2nH492gg41gn15GIAnTlOdri0RFjil0jlZuP5W5U3xQK7+7XWMyDfrpT396V4sFGC8IXn/9dT73uc/d8PMf+IEf4KWXXtrVOT8s3Gk7byIsn4TutlqtHXeFrh90uZcvq8ngjO/7jEaju/qC3Q534qOtrS1OnDjB/v37eeCBByiK4o4C8ol30O/9+ld57X99A9dxmHt2hl6rRzSIaRyoEGUpKksxbZNCSqQmKYQgihJ0W6dgHCdlmWNJgesahFGKYekkaYbj2WiGZBDEuIZJpz/CNHUMy6DTD/FdnU67T9lzOLxQI8gyfNNgaapGmKZ4jslis0pvFOFgUnFMLrX7LLe64y5VkdEKQnzXZKrksq9WZqbiM8pSBnGC4ziUdJ3Vfp88CTHDEMeQNEwL3bHYGA5Zj2NqnoOZjSUAz83PE2UZF3pdrgyGzPoeJXPsdm7742GfpMixpc6D1Qb9NOHdoA8S9nsl6lLiSUmUZHS7AwxDZ59VJiLn/KDNcjfmcKVBoaATRXz2oY/v6lm4FT4qYejD4ZBSqcRnPvMZPvvZz+7qOh8VPvrQi6jJyu9ugs2dnGOnmMSrVKtVjh49yu/93u/t2aTuZmxubnLy5MkdE9bWSpt/8nf/Bb1On80rW0ztayKVJBpG1GdrdDd6YIBmaQhdQZqjClCmhltxMXSdXi/i8EOztDcHkBVoukA3NUbdEIRgcbZOqzPi/OUWhw5MkagCxzK4sNnHtMcPvSxSenHBYrWMNBKudAYsTlewDA1D17Asg7zIieOMim0RJxkPTjd4fWWVgzM1PEMnLRQXhx0GSUrFtanYNqausTUYcWCqyvmtLg9MVSm7HhtBgCvAEpAEOavtAXFRIOKCQmXESmBLk7pvc6HTY6Hi4+oGT8/MjLUEms4bmxsAPD0zy8n1dQ7Vq1imjpQCXQo03aDQdMrxCEOXtJKI1WjE45bH1SwiS1O2VM6MV2J52KVpe5hC59NHnt3VM3E9PkqkBXvTIGxtbZHn+fs8imZmZlhbW9v1eT9KmHDJaDTixIkT21qznUbyXF9E7TSYfGIcPNFJ7uUL4HaWLZcvX+add97h0UcfZWZmZkcDD0VR8P/+mX/Ba7/9Bo3pOrquEwwiZhdmGA1CDN8gVgXJcAhJgm47GI6NZpkYlklRQAYYlkaW5ximzihMsV0DpCDPFHmWM0pSSp5NrgpqJXfcqVIKipxuZ0ihJLppkeYFnV6Aro0NLjvDEMPQ0DWJJiWFUhhS54GpGnGWkaPwzHGY+tX+gDeW15kqezQ8Bw2Bb5mYuoYQsNSoURSKi90e7TCmXIAbR/hSUPVLpJrk7HoLzZBMey7TvseRWp0CGKTXuumORdW2yVTBVhjhGzp1x2HONZl1PDpxxDv9Frahs88vUfJcNkYD+nFIkaXYQvKgdJGWiaEkZctjKwr4r2YP7vp5uNU9/Sjw0f0Ycvmo8NGHPp030UR985vfBODFF1+85wyxe5mIWV1d5dSpUxw6dGhbqL6XiZqbSev6iZfHHnuM6enpuxLWe8cv8Ks/868YBSPCMKI518SyLPIkw6t55FmO7TvohkaapKDloECg0IA4Ckh1nawQnHpnlTRXCAG1qkt3Y4CyJR8/usjKapd9MxUWpsusd0fEeYpjakzVPTbbA3RZ4Dk2lzodptMcS9eJs5wgTik5NnGW0uoHaFLjvbU2nUHIo4vT9MKIw9N1Sq7Fq+eucGC6xr56hdNrW2wOAmqOxbUJZwwxLqb218scX73C43NTXOkOIEuJ84KRUuRAkKboScxyGJEBTcdkv1/mandIL4k5OjdN1bK53O/xifkFzrS2eGtriwcqVTzDIkpz8rzghfoiSVEQ5TGFglmnxKhIKekWUimmI0izDC2F1ahF2TDJ85z//unvYc7bXXfyenyUSAu4L9N5Nz/Hewns/ahB0zQGgwEvv/zyjqfirsfkc77TYZN33nmH5eVlnnzySaampvbse3dznFRRFJw+fZr19XWeeeYZyuXyjgqoYBjyj/6P/xNbVzo4joNlW8RhjGGMOy2armE5Lo5tISyTtBhbAoRhSBaOQNcxbAvbcxmNYmzfGndlpSCKUyzbxHNNlBA4lsEoTEiyDLdk0+oElH2D4TCgVitRdx0GYYxv6sw3ygzjhJJnMVcr0RqOcB2Tkm1xudXlctbhwLUpvK3hCM8xmSq77KtVmCn7hFlGexThmDq2obPRD0hR4wLIsTkyVSfNMi5vtbmcjqNlmpbAUooHbJMcweZwxEqvz1ylRM2xsTSNA5UqAgiSlIyCeW9spfBut0M7GvFIo0nDdvi4s480z+gmEb0spmn75LbiStinmwY0pE49FVwM+gTk/IXZw4TDIUa5fF8+Yx+0RvN22MkU6E7xYfPRh96JCsOQ4XDIwsLCHQWbd8JOOlFKKd59910uX77ME088wfT09Pa/7cXb5foiajJNOOmm7YSwXv13J/iX/+B/RRiKoD/CcVy8kkt3vYtbGWvBtq50QIy7UFdX+tCYAhRCCqQmWb8a8vDjc7z1zgb5NS2U4+loAkZRBkpjFCTMz1YZDkeEWYFtauPCoTUgLwpqZYmPT8VzeeKgzShN6Q5j8kLhGQYvn17mwX11XNtESXhgpsZ7a23eWW0xXfeoWDZSCA7N1FnvBzyyMMWT+2Y512qT5QUIgWsaCKBiW9iaztGZaYI4wSkKpG4wW/c4vdkCldPLMg436mT6kMuDAVE4IkwydCkYxglXe/1xK79UZpgkPFCt0wlDSpbFME2wdQNN6ggERaFIiwIpBMuDPg/UqpjovNNrIYux8V/JsimynBODLn9F28c7rx9n85qB3N1iDu6EjxJpOY6zp63FiQfVzau8jY2NWzpof5Rxu0SAfr9Pq9Xiscce25XQFXbGR2ma8sYbbxAEwQ3B6XsxzJwcP+GjNE05ceIEcRxvC8h34kC+dnmDf/zf/BOGrRGO5eCVPcJBiKZrmI5OGEZIXUc3ddAl44+3RrnsIEyNMMlIi5w4z2i3O0hDYzgaUar7aIZOnuYIoN0Z0ZjyiML/P3t/HnTZnZd3gp+z7+fc/b77m3umltKWqVKpaDdMmAGbMQYMBhM2JmICwtU1dtvQHtt4utszeNxuwhOAsc1m1zQuGPalAbsMFE2x1EIVlUpJKSlTqdzefbn7dvZl/jj5vs6UUspMSajkMt8IRShu3nvPyby/+9zv8nyfJy35UbmCKIIqQeD7GLqJJMnkWU4QJWXXSZaI44xEzVEVCVNVERFRJJFjrRpRlpHkGYYic7RRYWc05eLGHg3HpOFakBeYioIiS6Wdk+eQFwXrwzHr/SGOruIIBXOOzXHLZBzHvNbrkVHQsE1aho6RpURxjO+HXJtOcTSNhlNuEyZZgiTKyIKAKqs8VG0wiSOujwZcGw1Yclyqhl5+TmkGCHiKSlVtEmYpNwYdYlHi8cYCG9MhHzZqvPDCCwiCcIhFtVrtvrucr4/3U1H3Tgu69wsevadJ1O1V0kHH5urVq8iyzCOPPPK2s8d7gVaaprzwwgtvAKyDeDeMO2/fePnQhz50TwXyoij49X/1W3zhE88RJiG6ouK6LppRdkJUU0WUJNYubTN/vMlgf0KQJGSiWu4AF6WxZyHAUx88ynjol9cptThxbB1ZFRBu2S4UaUIaQZEJaLJElOUohoyYFdzcnbE8P0dUwE5/iqWrbO2PiLIUU5OJk1IzpTMJWNIU/CBhrmqjSCLWLUPQsR8RpwnjKObhxSZjP8LSNU7VagxnAa5llObEaUbVMsgL2B9OkEjRFIUr/QkfviXKWdF0hlGInyTULItZluG6FaLZDFsAPYpQ45hLwzGWIvNos0GUJzRNk1mW4KcpnqYjCTI3JkOWbIdhDHOmw5VRj4pssBfOqEkKOgrXZj4mGjXTgsmY/+bRx3nYqtDv9w9tDizLOgQx13XvG4i+lMTy22M6nb7jyk9VVc6ePcsnP/lJvumbvunw8U9+8pN8wzd8w9t+3/dDpGnKSy+9xHA4pFKpvO0ECu6NR7PZjOeeew7DMHj22Wfv+EF8t5Ko2WzG+fPnsSyLc+fOHb7Xvc7JK3/yKv/q//YxnKqFIiqIlJhd5DmypiPJIqpslPgjilCIZEWOYuggicRJjizLyIqKmhc4kkCUZQRRxHg0IU4yDFtDEAs8VydLcqIoRddStrtjHFti5ke4nkPV0unPfExTpOnZDGY+tqVRtw32RjMMQ8G+tdCytp9wZK5GXuR0ZwG6JtN0LRarDi3PIkhTBrMAXZXR5VsdqCLHMVQqpsmJRo0oitjoD1hLU7QkY1kUqJkG5xYXiPOM64MhF/d71B2TpmlSF8GOY9Iso98fkEoiFUNHFmFzPGF7NuFktUbbsjjbXiApMnpBwNZ4QsMwqesq+8GUi/09KppBTRDxZI3rszHDJOap+hwffrQ0G55MJgwGA9bW1njllVdwXfcQj2zbvu/vdZ7nb9tn9n4jy7J7SgRNp9N3rBH1fsGjL0kn6nbC5sMPP8yVK1feEbi/FWi9FWAdxDvtRIVhyB//8R9j2zaPPfbYPQEriVN+7n/5NV78/ZcIogDDNsijAqNmkMYJ/sin0nJJ4xzFVBh0fXTXpLs7Rnd0wqIARQRVRpJEXr64iWqoZFkOsogsSzQaLoIkst0reQOjcYAgzMgFAVmSGQUxkibiWBIfODHH9v6URsPGswymQURRFDiGxvGlBnGWIQMt2yTPC+Y8hxv7fY7N1VjvDKm7FpomcXF9QKvuECYpaZ6jSAJhnOMZOmlR4GkqcZphawo7/SFZFtNwbPpxwrNHlvDDmDnHxjM1ssKlFwSYqkpV1xFyGEQRq55H28lpOg6+MGDLn3Gz18eQBDYFaJome9Mp17oDjlcr1DWDcRjTMkzCLOPD7WWuDvr044Ajqo5oGrQTiWvjEW2r5Astmg66rrOwsMDi4uLham6/3+fixYsURXFouVKv198SMN5Pld+9tlzvJ773e7+X7/iO7+DcuXM8++yz/ORP/iTr6+t85CMfAeD7vu/72NraOtSBAXj++eeBEjg7nQ7PP/88qqry8MMPv+P7eTdiNptx4cIFVFXlxIkTdDqdd/R+b4UnB1zJ5eVlTp069QbcOzgrD8Kpev3rR6MRL774IouLi5w4ceKefMyD+N1f/AN+/Uf+E27NQRIkJEcq8W0aougKURATxynVdgVkiQJAAFVVyASIwxhF18gKiMMERS91o2RJxrLkW/55Kb3hFMSAUS/CcXVkSSYvcgwVyHPqVQ9RKvWlJKHsGEmigCxKFHnpw+fZOoIAiihybK5OlKbEWYauyqzWPXaHUy5tdnANlXbVoShAk0rNKSg7UFCwMZyw1tvB0hUqEqzUq5zUNcZRxPX+gKudPnXbZLnqcbpeowDGcczNwRBDVWg4JpYkgqKQ5hlkBVHk44gCp02H/dmMq8M+c7ZD27LQJYmsUBAKAU2UOOZWWTYdrve7rOcRq16FJ2wXBPj246WsQVEUdwhaxnFMv9+n3++ztrZ2uPXWaDSoVqtvmSS9X/DI9/0vGzx6z5Mo3/e5cOECkiTx7LPPkqbpfdm+vFW8WSfpYBtlaWmJ06dPvyUv6+12ouI4ptfrsbq6yvHjx+8JWOPehB/9uz/FZDBhOBhTbVUwNB0/DRAlgSzN0U0NCujvDentjDnzoZMkcUZtqcF+x+fhD8xz6fJeKWNQQBgkFAI8/MgikiySpBnTaYzlaoCAZWkkqYDjWBiGxObOkFEYM2+V23/TaYgoCMwmEWvbA558fIksK1hoe4zDiM5wiiEr6JLMja0B8rJIxTAYzyJcU6c7nlGxdMI0xVJkZEHEMzS6E5+6ZdKbzdA1FUvT6QQ+WZKwOZ7y6FwNQVVpaiXxc86xMfIMP0hoOxZJlJJGKXOWTU5Bz/eZt0uV8zBNaTo22/6MfpZxttHiC/u7uLKMCUwK2JtMMSWZYRJhKA4qIlGSUitEikImkCSm4YwF02F9MmJ7MkURRRbdCtwycj0AnQMH85MnTzKbzej3+4dK+o7j0Gg0qNfrOI5zx2f/fhrnPUjF+mbxbd/2bfR6Pb7/+7+fnZ0dHn30UT7xiU+wulp6eu3s7LC+vn7Ha5588j/b5pw/f56f/dmfZXV1lZs3b76je3kncfDvcJDULC4ucvr0afb29t4xHt0NTw6kEq5evcojjzzCwsLCXV/7IJyqu0WSJFy/fp2HH36Yubm5++I/FUXBz//gr/K7//4Pqbdq6JrGcG9EfaFKMAuJo1J6xHQNzIpJIYhQgChJCKJIlhekWY6ml0WSoEgIhUCW5YiKiCyJ9EczKlWbLINWq4ogiRSij6aJbO2P0H2/9LAUROpGwXgaoKcqrqmxN5yQmCqOobA7mCHPJGqewXZ/wjjsc2SuiiiJDKchiirScC0Wai7NikWQlB0oVZYxdIX98ZQoz3ANjapjcKxepW1q7I7GbEUZ22GP1XqFumXwxMIcSZ6zPhxxfmObiqnTdCwcTeV0o5RO8JOEfhji6BqWpDGMQtamE+Zsm7oisywIzCERJBlr/QE108AzDMZxxJVhF1EUackSDVWjaXpMkrKTnhY5H15cPTwLWZYdcuVkWabVah2OrMbjMf1+n2vXrhEEwZs6FsD7D4/eabwf8Og9TaIOkprbCZvvlEgJb67tcvXqVR5++GEWFxff8vVvd5y3trZGt9ulXq8fJlBvBVhbr+3y0//PX6TXGTIZjGktNRBykTTJcKsOs+EM1dAQZYFxd8KkP8O0dRRZYjIJ2ekEyLJEEqZQQBFn5DIce3gO2VCRFZHx0KfR8sjiGcEoKDtKlsbazgA/ijm+0mAwjtBNme29kHZDQlYKxCKjyEquVJHnbOwOsSwVTVUQhNLDShQFqo7B2I9wLI08L9gZTjjWrnH++hayImJpKp+/vkXd0llqVMiLAlWS0UWJJM4Q85yd4YwigRwJoSi41h3wyHyLz97YYKnm0LBLNWJb05AEgShKkNXSTmESx7Qsi2kcocsyS67LxniMKMmkRQGqxrxlMe71mKQJvckYSYAREOQ5jiQQ5BmWUfK49kb7KKJEXTe4MRry2HwL5bZK7uBs3g5iB4KWKysrh2ac/X6fjY2NN3AX3i+V37tp+fLRj36Uj370o3f9s5/6qZ96w2MP6uX2XkRRFFy9epUbN27ckdS8G2KZr3+P2zvvH/zgB++pT/N28CjPcy5fvkwYhhw5cuS+E6gkTvhX3/Nvuf7COu2lNoqikCUZlXaFJMmQZQW9XvIBCwRAYNwdU1tuUOSQiQVFAbJSFm+iIlEUBYomEcYZIiCLAp5rkaZZaT01DtBNFctQyYWciq0gqzKaoTMNIqLAJ4tTQjI0GVxTQ5BEFEmiWbFI8xxJEjnSrhJnGUGSQAGLVYe98YyX1/cxdYnlRhVZENFlBUUpcW2h4lJQsDUcs9EfoSsSVVVktVnnuCIzjRJuDIZc6/ZxTZ0j9QrHa1WO1ipM44Sr3R6KKjPn2GiqTAGYsoKKhFBAQzepajrb0wkX+0Mqps6CY2GlKXkckvgBszjBUlU+4NTZmo64GYQs2gpzgkyRRewHIf/D2Wfv8GO8fcz7ejw6MAc+evTooZF0r9fj+vXrqKp6WOBVKpX3Db3g3fTN+1Lj0XuWRB0kNqdPn76Db/BODYQP3uMAtG4HrKeffppKpXLP1z/oOO8AsHZ3dw+376IoQtO0NwWsl/7oMv/ff/yzSLrIdDjD0Ax0XWe4P8JwDPK8IAoTdNsgizIQBQRBxKzoTPpTul0fchBECVUvCdoFBZomsXmjx0NPrhBEMbZjUBQ5qiYTzFIKASxL48hiHVGEnd0eRQHNmoOsSFzd7FOtGBimhqErOFbGeDQqVc/ThAs39tENBVGR8Cwdy1C43hni2hoSAqfmG3TGU5bqLuM4Zq835XizStuzeXlznyPNCp5Rbs54mkI6CwmSHFUWGc5CdF3h0fkW28MJc7aFUki8vLHPBxbbmJrM2nDEsXqVaZpwwqmyO50ShAlZkdMPA45Vq9R1Az9JANibzThZqzHn2NwYDQkkkeOuRxRG+HHItpBRVXSkPCdJUs54DdI8o6lb9GYhZ7zGG87GwRk7+OxvBzBJkmg0GjSbTQRBOKwKb968ySuvvIKqqmia9q5wkt4s7ue7825wEL6cIssyRqMRzzzzzB0acffj5XmvuB1PwjDkwoULAPctlfCgeHQ7gdzzPPI8J01TZFl+y/M26o35oY/+ON2NPhIyhqEz7IyR1RJjBntDvIaLIIgIkkieFcyGPtV2hSRJS6Nhyj9LkgxFU0iyHEEWyXPQNJmpH6FoJqPhlFrTISlA12RkWaQ3mBClMZZlMJpmLNgyeZaQI9KoOuz0xgTRBEOFUZhTSAJLrQqTWcTabp+Fpldu9oUJkiygqRILtZIDNY1iemMfURSp2BpDP2QSxdimRs02WK1XqGki/VnErp+wE3aYqzjMezYfmG+R5jlbowkvbOxiagotx6Jq6jw61yIvYJbEdMezUildKb0/N8cjXN1gteJyslbjRK3GOIpYH4+xNJWmWyFMU26OhoShT12ScWWZ04ZdLsFkBat2hec6O3ztyvE3PRvw5nh0YA7cbrcpioLRaES/3z/0sZOkcruy0Wi8bS2ye8X9Sq58ueDReypxcO7cuTdkgQf/2Adf+rcToigeGho+KGAd3MP9Vn6v33iZTqe89tprfPrTn6ZSqdBsNmk2m3fMez/58T/kD3/xsxRyThjE1JpVZE0hnEU4NZs8hziIqbYrREFEEqWIosTyQ/PkGQy7E/I0h0JAzHKyOEEQYH6pSlYI9Ec+Wxt9bFdn/do2K0ebNNouGzsDjixWGfamVGsme/sD6g2HSZjjOhp5Do+dnuPia7v4cYLn1GnWPWxb49pe6bFXsxUGYUqapEx8H9vUsXUVVZDYm0zJgbptcqM7YKXm8vJml6eOzzOLYhquxQvre7QrNjVdZmc4oWpbiH5EwzZZrrhc2e0hZKBKEqapIIoCWV7w/MYujyw0SdOMlztdTjdrjMOItmUzudWFqpoGG8Mx87ZJSsGz84vs+jPCNMVRNUxJphcEHHcqxHFCRTduSfQXrE0mLMgam3HAqYqHq5Uj1EXjrWUN3qoqzPP8kLtw5MgR4jjm8uXLRFHE+fPnkWX5sEt1L+7Cg8R7yUH4cokDxe674dG71YkaDodcuHCBRqPBI488ct8dgAfBo9s5n+fOnWNvb48bN26wsbFBvV6n2WzSaJSSKbfHzcvr/Mu//W8hB8d1keXS1063NGRVJklSKk0XURKJw5g4SrFrNqqhlJ0gXUVUZAqxpBOolkYYxqimSpoVSKpAECSYto4A2JZOEmf4UYJhagyHM0QhxXNsHNdEN1NkSaJWMYjSHE1VWGhXSLIMXVNwoohZFDEej9EUkYWKQRwnFAg0XZP+NODltX1kWeTEQh1DLbFElMpxo2fqNByTvfGMF2/uoikiNUNhpVXn6C1x4Ou9AZuDEZamstrwWK56LNdcgjjhRn/I3nTGnGNj6SqCIOCqKpooQQGequM2NDq+z/mtHVRVZsVzMRSZBduhoEBGpKLpPFZvsNXvs53GJJJEW1KI44Rr4yGFAF83t0w0mWJUKvdlOn07Ht3+H4DneXiex7FjxwjDkIsXLx6q1huGcYhHlfu41v3G/eLR21Hkfz/GezrOu1uFddBufifAdbu2S71ev6c1w93u635A624bL7VajQ996EOEYUin0zn0wDNNk3qtzud/8XnO/9ZFkixGt3WIhdISIUiZjXzqC1VmvQmSWIq+DfZGiJLMsDOm2vZYOr1AnCQUg9JfMApT9jYHKKpMpW6XfKaJQLPpIIgwN1/h2o0Oa5t9clFgbqmKH0QMB2PyTIRCYmW+yrW1HiePthBFgadOLRDnObIikeU5cZLR8CxUzWBxTkMcTNgb+ex2xwjihKWGxbWtDlGUMefYCAUMpyHH5+os112SNCPLwTM0Go5JGIb0U5GW5zIKI0xVoWYbpFlB27W5tNfFNTU8S6dhmzRtk73JjFEYMQ5jVFlkazhlyXMYRgGaInNxd5/H5+bYmZQdrKudPiebNeY1C1kSSSl4qrVAz59xvdvB03RqtgNJTD8KODu/yDiKOJLqSAj0R1P+z1aVp+JSmLDRaNwz6bhXVSjLMqqq4jgOR44cYTQaMRgM7uAuHLTaDcN4212q95KD8OUe71YSdVD9nzx5ktXV1Qf6bO8Xj/r9PhcuXGBhYYETJ05QFAWLi4ssLi4ym83odDpsbW1x6dIlXNc9LPAuff4K//5//gVM2yIJUxSrNAIedUZU2hX8kU+SpFSbHnGUIEoSplNKE6i6CpJY/jsVBWlSoBkqcZyiGypTP0Y3NYqiQDMURgMfp2aUXRJZxpJEJv4MfxpQb1XoDnw0XWPmx3QGM+bbLqNRQHfos9B2GI4C/GjM8nwVQcwZTWIqroIuikSzgCAMyRIV29R5ZKmJn6R0RjOyvKBRMQmihFEYYZulllTbtTCEjFmcsjeL2fZ3D7f4HplvkZGzN5lxaauDqsm0PZuKoXPyln1MmGTsj6eYmoqlKYRpytZkSkHO8UadVddjxfPwk5ibwyGCLLLg2BSCwPXBkE44oybLLLouTa1GkmeosowqSSyJdW4M+3xVrc3FixfJsuyQMH63RPhu5+b1Bd5BQlUUBaqqIkkSy8vL1Ov1w2WZV155hSzL7liWude13ir+a8OjL7lOFLzzFvp0OqXX63H69OkHBiy4P9Dq9Xo8//zzLC4ucvz48UMO18G1DMNgZWWFlZUV0jRla32bn/rHv0B3q0+SJqi6giLKmE3z1jWFWxt4KYatI0gS/iTAsE28poPXLOUOupt9kpxSU0SWQBAZjkLMeklgTqMMSZa49uoey0dqGJYKokCS5VSrNls7Q8azmJXlCoKUIkkS19c7qJbKeBow1/JY3x6wulhlrzuh1XToTHyOzVfZ7U9RFYkjtQrLjQovvLZN1dMRCpk09AninM29Lq5x6wuXl1oqoigikNEZTVk0ZAJVxHFstgcz6p6Jg4GpqEzCCENTqJg6gzAkLjJqlkHVNNidzNgbzxBkaLsOl/a6yIBt6gRpwvFajRe2d3lqeY4wzXB1jS9u7VAzdVYqLrIkMUsiJtMZK5ZLoshc7Q+wdZUF2yVMMyxFRRZEgjzj6x/5AN9+7BS9Xo9Op8OVK1cwDOMQwKrV6gNXhVtbW/R6PR599FGKosB1XVzX5ejRo4RheMhduHbtGpqm3VEVPkgRcL+cqC8X0Hq34vXClPCfsejtcjTzPGc6nRIEAU899RSNRuPeL3pd3A8eHSw1nDlzhvn5+Tfwnw46ogc8mYMC77c//n9w/n9/GdMxkSWJVMoQZZEkTDAco2Q9SQKe65SbdZpCFCb4fR+n7iLIAoIokSQZiCKKphDFCaqukaQ5pqUxHAZU6jZxlmE7OpIgMZiGVFSZrZ0eliNTqbromsbCnEpBQb1iYsYJoigw3yq7P6Iostj0CNO0fI5rUnUMBn5JCWjXK0yDmLXOCIQpbU9DVWQMWULWVfK8QFdkXENjGES8vL6HIgvULI2FZp1lUSTOMm72R5y/sYNtqCzUXNqORduxiLOM9eGY3eGUtmfhGBpQ4KgaqiyVqueKyql6jWEQcmm3AwIsVBwqusaC65DkOYpQ8rmO2w5elrOXZ9yczliVJFRZZmsyZns2ZdF2WHErfM25pymKgslkQqfTYXNz81DW4ACP3HuIb76+wMuyjCtXrpAkyeFrq9Uq1WqVEydO4Ps+g8GAnZ0dXn311UNJl/u51uvjfvHonbgnvJ/ifZFEvRMD4VdffZX9/X1c1+XIkSN/KtdfX1/n1VdffVPAen0M98b84v/rN5n1AvxRQGO+hj8OGM5GaI5GOAypNDxUUWXSnVFbqOJPAga7Y8a9CbIiIUoioR/R2xkwnmUImkKRpGAaFAUoksDatX3iJEPSZR59fJne3pjhJEAoABFqdY0sz2g3bHRDI8kD8iyDOGd51S3VgUc+i/MVXrm6x5kTLYIoxVQVXr22j6hKnD7SZH8wJc1yCqBdtQniFNs0mMYzkkIkzQvmLJVOp4usqvRmCa2qhZQndP2C7UnISalULN4ZTjEMBUdTGfohqiLRdi1yCkZxRJAkmIpCwzJKvRdZxpBlXF2jaVtMopiN4YizSwul8rEoUxQpK57HiucyixMcVeOLu1u0RZlRnFH1FCxFJohT8qzgWn/As4tLfG5rk0eqTY5WPL77sacADteI0zSl3+/T6XR46aWXHrgq3Nra4rXXXuPJJ5/E87y7VoXtdpu5uTmKomA4HDIYDLh8+TJJklC9TejzXtyF95rI+eUc74SjGccxL7zwAlEUsbi4+LYSqIN7eDM8KoqCV199la2tLZ588sk7yMJvhkeaprGwsMBv/dvf5/lPXKbaqpKECYPuENVU6O52MQwd0zEZdsbYlbLQK4BRZ8xsFLBwvE0hCAhCucAhCCKCLBGFCZqlE8UpiqEShSlexSBJMnIKsjxFlEUcR2M6naApIhXPoz8MEKUYBIG97pjFxSqzWczmzpCV5TqzWcTadp+VxRpZUbA3mGA7Oo2KhaEoKFJGUUDNs6hVLCZ+xGAWMJrF1CyBwJ8wS3MsU8UydRxN4YinkQsyW9OA3ckOVcdgqeZyolXjBFUGQchr210UVablWlRtndWqSwHEWU5/GqBIIo6hE+cZW8MhgzDgobkWc47FvGsTpinbkyk3ZiMWPAdDltmZTNmaTHAUiZVKhTOaSpilKIKILpT+eiuOR5rn/PWHPgCUCf5B0XX8+HHiOKbb7dLtdllfX0cUxUMsupf45oHQdLfb5emnn0bX9TeQ0w3DwDAMlpaWSNP0cFnmxRdfpCiKO5Zl7qUBdb949G4tunyp4z0X27xbSJL0wGvFB9ykMAw5ceIE3W73bd/Xm1V+B0na9vb2fQPWtQs3+Im//9MIisBkNKFS8zBtiyKFSqNKUWSImUicxUy6MxRFZjadIokyc8cazB1pkCQpdsVmf72LYmoQhBRZgajK5KKIIArEYYqfZRSIHFn1yNIMxzOYhDG2rZGLBXmWISs6W7tjgqTP8kqdS6/uHZqBbqx1OHWsie/HLM1XmPgxV9e6zNUcJrOIY80Gn3txnUeOtrm23yUvCsI4w9ZvCX6OZgymIZps49gWqipSZCm9yRhdyplECfNNj1bV4+regIeXWmwPxyx4Nld3emiGii7JmJpCzTQIs5T0ltrw8UaVQRAQpRlZUdC2S/d2qRA4Va0z8SMWvVKTSpVEhn5AkGZYmkJnPKUpyESiyPF6nZ3RlJWai4hAy7LoRgFxWv5IdQOfD9/FkPdgjbjVah1Whd1u93A8Ytv2Id/k9ZXa+vo6165d46mnnrpjseH2sd/ruQuVSoVKpXLIXej3++zv7//n0fAtEPM87w0Adb+V34P4Uf7XGm83iZpMJocGwvPz8++IX/JmeHQgGuz7Ps888wyapt2XArk/DfiXf+cn2Ly8jSprOI7NMBhRqVSQNYnOpEesxMz2A4o0RwpFdE0r5VYsDUmSGO6PqK+2yLIcSZMpBEjCBMXU8GclVSFNUmRZYjaJsDwDWRQYTUKUPGdnq4vtaTi2TRymNBo2fphgGirLizVycpo1G9c1yIuCVs3Bc81D7adjS3W6Q5/NvRG1ioUoiFzb7IEAq/M1bENF00q+VpbnaLpBVYRJEHJtu4+qiji6TKNi8ljFoRAEtvoTnr+5i2WotCs2Vcvg6aNLpHnG7mjGpa0ubc/CM3XyIkcVRVT5QI1c4WS9ziAMudkdEOU5C7cEQquGjiHLSIAuKizqJlaSMRbgtf6QI7UKtqrSCwPWxnt4hsaq67Hnz/hvl1fu+hmqqsrCwgILCwvkec5wOKTb7XLt2jUuXrx4SA1oNBp3LLAURcGlS5fo9/ucO3fujoLszWgIoigeFoyCIBwKfW5sbBxKuhz8+etlUw6KxfvhRH25FHXvi07Ug47zptMpzz33HJZl8eyzzx4aEb7duBtoJUnCCy+8QBAE9w1Yf/ybX+Q//Pjvkokpfj+gUqug6irj3hS3apVidUFCrVVl1JlQcp6AUQABAABJREFU8UwKsaC31Uf3VPJRQZbkVBoeo96Y2nyFi3+yBoKIYatEyJAXIAnkWY6QZCDD+vUupw0NzZapNxzSImI4jvFD8DQRfxazulqnVbeJw4Tt/QmTcchkGNDrTGk0bbb3R9QrNo+fmucLL28gqwKKKPKhR5aZzCIqrok/nLA/mHJkvoqhKdQdgyBJ0ZTyvkRBRNV0sqLANXUcy2Q4ClAlnzldpDsc0rJN4ijjZKvOOI6RCwEZiTBNcBSFWVyOKBEEliyHWqXkOGmGhCpJ9KcBrqkxjWMubPdZrVdwdQ1TVUmykI3hkDRNWal45IKIp2qM5JBXO91yk0ZVMGWZF3f3qFsG+77PyepbJxe3V4XHjh27a1V4ACqz2Yz19XWeeuqpN11lfzNyenFLm0rTNObn5w8BczAYMBgMePnll+/KXfizcd7bi7t9jw++32ma3jcvZH9/nxdffJHV1VVOnDjBa6+9RhzHb/u+7oZHvu/z3HPPoWkaTz/99OHnfS8Rzc5Wlx/87368FPCtVMrxXBBjVyyKArI4ZX51jjiIybIMQS55mTNlimZp9NdGmI7B/Ik58ixHMVTSDAoJFK2UQ9BNlVF/ilu3KUSQFIkkSgmTDMOUGQ4GVKsmjueQpHlpDpxkDPqzcpwqiex2xrTa5VLHTm9CvWZiGCrDoY+iy9SrFlXHwMxUBBEURebRI3P4UcL+cMraXsRiq4IiS0yDGF2TQZRwTI2VIkFRNTaGMzpbPUxNomaUhVvbaxHnBa/t9tiQRjQ9C8/SabsWLdciKzKGfgQCOIZGWhSs90fsTWYcb1eZs22atkmS5/T9gM3++FBLqheEXNzbR5NEVqsey4ZGLU6RBFBFkRXHZdF22JtN8aOU/+sHnkC6j+T7dt26U6dOEQQB3W6XTqdzSA044Fru7u4yHo85d+7cmy5a3WtZxrIsLMs6lHQ5EPpcX18/FPo86FIdnMX72c77s07UuxgPMs47AKyVlRVOnjyJIAjvyLYFykN0O+j5vs/58+cxDIMPfvCDhwfszQCrKAo+8RO/y2//1B+QiymKJiMjoxsacRgj5AWiJJLEKaqhUuQFggiaXlq8NOYbaIaCP/FJshQ/mJGEKcEsIE9z7KbF/NE2V6/sU1+s4lRttjcHyLKE7pkYjs4rL27SXHRRDNBMlTgqWJp3QBSoVU3W1nrlGEkpD3cYJlRcg4prEEUppq6iKhJBmNCqOSwveFzd7KHKEqOpT7vmMN9wWe8MmYUxtqWhiAL1qkPFMdjujKEomGVhqZ1iWuQFjMOMG90RT51o0xlP2OwOqBoyviQjyaV6b2/kE6QZddvgpc19lmoui1WHYRCxWq8QxCmDKMRQFPqzMolyNZ22bXGjN6Rqa5xpNlGKggZQrdXpJDF1UyfJMhqmySyJUSSJvMhZsB2u9QY8VGvwGX+TE/dIol4fr68KR6MR3W73cBTnOA6DwQBJku4pa/Bm5PSDik4QhEPAPOAu9Pt9tre3efXVV7FtmziOD4nqb3atLycOwp923G9RVxQF169f5/r163zgAx9gbm4OeGfivfDGBZzBYMBzzz3H/Pw8J06cuON5bxWXn7vCj/7d/w1VV8lDkD2FLM4Y9yc0F+sMeyNEQUSzNSaDKW7dQRBFdE2nMucy7k8xPAPVk+l0etgVj6TIUTQNSZDJ8hxJlcnSHMvRCcMERVNQJBFRlZCLjF5ngCgrmJ7Bzs6QuYUKYQx5XrA47zENE0xV5shSrdzcMxSOL9cZTgKSJGOx6dEbz7i50cPzDGxTZXNvTC5Qdq4cnSXVI8kykrwgiFK8W8T2mzt9EHJqroVlWzzqOeQUdMYz1jpDdD/FUgRMVeRo1UJRVaZJxtWd0tqlYhsgUPKaJAFZFNFEgeO1aimh0h9ysztkvuLQsE00WcJQZIosR9NU6rKEaZjEqsqNwZj5zKFm6kziiEvdHTRF5ki1gqNpvNTp8BeOnXjLz/PNwjAMlpeXWV5eJsuyQxrCiy++SJ7n1Go1ut0ujUbjnhvr9yPp0mw2D71nx+Mxg8GAGzdu8PLLLx/KhYRh+KYSG0VRfFnh0X8xSdTtgPXoo48yPz//QK+/1/UPQO9uGy/w1hYu//5/+gVuXFyjkDNUVcHQLWRXIolTBEHAqVnMRj6mY5CnObNxgFd3mQ5nCKKA4RilJkvdQc1zJr0psigw7vsIioThKWyv7SPkBUKacfPyFkunFhA1CVGSqLUcOvtjRCnHsm2Go5Jr4PsRpqVx4niLG2s9NjcHnDxTHv4kyWi2XLI0JwpTrt3c5/TJOQRVxLVLkujqfJXnX93m8TMLZVUpiqw2PFRVJspyNEmmahvEcUpRZPT7M+o1jw+dqBInGbM4oWLp7A4ndMchMSIn5toEcUKeZ4xmPqOJj2OpiGlBlmZ88Ngif3xtg7pjEiQJFzZ2OdVu0J8EBOmYIM+QBmOqpsai5xDnGdMwoT+ecGUwoqbr2IiQwpXdHo/MNUEUGEURmQxLjotlqlzrDhBygVPVGkfvQ0vszUIURSqV0mdPEASeeOIJwjA8bLWrqno49qtWq/es0O4lrGcYBouLiywvLx/ytl599VVee+01rl27dkeX6naexJ9JHNx/3A+e3O6193qtqXcTjw4I5KdPnz5M2u81vgP4g1/7DD/7v/wabsXB0HVUMQWxxFG37pCmKYZlIMkScZBQbXvkWU6eZlTnXIJpgmkZOBWbggJRUfDDkGg6I5vNkBQN07EQsxxRUcmKAkWTkSSBzv4Ep6rT7Q1pzdUQJAVFVahVLCRBoMhLqRdJ0piMA9I0x7ZVptOIME6pVS0USSJJcnI9p1GxcGydrDSa4dhijSjJ2OpOWNvps9DysE2VNMlQpNJXNIoi6oaE43jsT0JeublH1TWpOAZN16Ll2cRpynpvxL6fUClSlDghzVPahoIuSsRRUkq4GAZZUbDVH7M3nVKzTY41Kzw+3yItStXyweSWX59lMgwi/mR9C1kSOVKr4GkqglQKlcoIzFlOKdUSRexPfTxT49sffoTqu6DbdNAZ2t7exjAMzpw5w2g0Ymdnh8uXL2NZ1qGuned59zxHbyWhcLvQ55EjR4iiiP39fUajEefPn0dV1TskXW7Hvi8nPPrTlS59XbxdTlSWZbzwwgtsbGzwzDPP3JFAHbz+3RjnbW5ucv78eU6ePMnJkycPx3dvlkCNe1N+9L//33j1i6+xu7mP7VoUsUAaJ4iSwHBveKu1neFPQiRZIpyFpSFwURBFSel5F6eomoIgCeRJTl4U7K0Paa60UXWFer2KUAggFBRShuPpdDtj1q91sV2NtWt7iJJAteYwHkT0ejPCMMHUVcgL/GnI8kKFRx6apygEJFmgKMDQFQI/RlUlap5FGCeMhj6mphAGCbNZzKmlJhcv7yAXAoogkCQ5/bFPbzhFU2Su7wzwgwiRjPlWDUlWCIMUAYG94RRJFFmoOvTHAbNxzB9f2mSnP0UUlVJCodFAlnXCLCOazdjc3edkzcEPQ55anud4s0Z/5nOkUaFmm5BDkqS0bJtREDHn2MgCpGGErSr0g5BpFOPqGrM45gvrW2Rpxrxjc9yrstUfE0QJH1pYJIxT/tYTT6G+DaPXgzhQvt7c3OTs2bM0m02Wl5d58skn+aqv+irOnDlzyEv4/d//fS5cuMDGxgZhGN7XuZQkCVVV0XUdTdOQZfnQ9PpgjFgUBWfPnuXRRx9F13XW19f59Kc/zfnz57l58yYvvPACk8nkXan8fvRHf5SjR4+i6zpnz57lj/7oj97y+X/wB3/A2bNn0XWdY8eO8eM//uPv+B7erXi7eBQEAZ///OeJoogPf/jDdyRQ8M68OG9//auvvsqrr77Kk08+ed8JVFEU/MK//N/5//2/f5V6q4pEmSTpts6oM7qFZwL93TGqphBMAvyJj6TIjHvTsgOawWw4RZalUqZD18hTcFwP1y11h1RNZTyaMpqMmM7GTCczsjghTzM0U2I6naIrOqqs0tkdE8wiiqyg253hOgZFBlGUMd/yEAqY+QlzDQcJgZ29IaoiIgkC1272WNseIBQwHgV0ejOG4xBNlTm2WOXMkTaqLNEf+1AUaJLE3v6QzmCGrBpIksxSw+MDq/NUDZ1rm12ubvfoTQKyomCp7nJ6vknDcUiQERUDXdWIk5j9wZC93pDA99EEgWP1CmeX5snTgi/e2OZGd0iYlJuDkzCkPwsQCwFPKDjj2pxpNpgEMd1pgKvoKILIizv7fGFzm64flJ+FIPBKp8vXnXh7XajXR57nvPjiiwRBwLlz56jVahw9epSnn36ar/zKrzzc1nz++ef5gz/4Ay5evMjOzs59jZ9FUTyUbTkQEb4djxRFOdws/oqv+IrDSdGVK1f4oz/6I55//nlu3rzJpUuX3rVO1PsBj94Xnai3ap8HQXCH197deArvNIkSBIHRaESv17tvAvnWazv86N/9KXJyxuMJtUYFTdUpDEpBuri0TihNOguqbZc4jNFtDVEUCaYR1aZLGERQgFU1GXcmGI7OsDvh1Llj7G8NacxXyPOCNAdZEqk3qkz8iO2NEbIus7PdRVRE0jjDMHQs28SqmFy/1XlaXq4xGMzo92YsrdbQPR3b1JjGCZoi0e1O0XUF19WRJankFIxCvErZCfLDhLwo2O2NmWt66JqMJsh4Imz3J+RZymtbM546Ncf5q7ucWKxTcXRESaRll4abLdekO/HxTJ1JGNOfBrQqpW1CGGWASMtxSIqcOU1hvTugmuesDce0HJOt7piGYdC0TXZGE+Zdh/X+CNtQGfo+FVmiG+cs1Vwu7/fYm0w52ayzWHFZH4wY+BENwyQME5ZcjzjLOL+1y9999oN87TsAr6IouHLlCnt7e5w7d+4NM/6D1nez2TxsYXe7XXZ3dw/XiA/IoHcjjL8+7lYVXr58GV3XD8HNsixWV1cP7Wi2t7f5y3/5LxMEAR/72MeQZZmv/uqvfsMP//3EL/zCL/D3/t7f40d/9Ef5iq/4Cn7iJ36Cv/gX/yKvvPIKKytvJMTeuHGDr/u6r+O7v/u7+Zmf+Rk+85nP8NGPfpRms8k3f/M3P/D136t4Kzzq9/s8//zztNttHnroobt+Zu+G1tT29jYAH/zgBzEM474I5EmS8qN//2O88tmrWJaFrusMhiNszyRLM0RJQlIlkjDBqZoUFCiKjG5ppFGKW3dKsdskpb5QJfJjFEFAEgQEqdTykxWFQhKRNRFF1kARycmJ05Rut4+iq4RRSqXuoeoaWZ4zv1ChEEAQRXKhxFtFKW2gTBM0RSJMyhF2xdXRYpmiEPAcHdvWCOOUKE6ougaCJLK5P2Rzf4jnGsw3PVRJwjMNBElgPJmiyzBfqTKJEl7b7FH1jJIPqcl84MgceQGjWcDG/oi6a2LqCllRuijoioKuyqiqhmPZhEnM/mTKle4YU5GYcw2OeBZSs0JeQJCkiKLA0VsyBy9s7CBLIiuNKrogoUgS0zgiM3QapknDNAjTlFEUEeQJc5ZNVTd45NZ47J3EQbMhSRLOnj37ho09RVGYm5s73Ag+oCGsra0djuIOuub38tk8OPe341GSJNy4cQPXdSmK4lDo83Y7mj/5kz/hu77ru0jTlB/8wR/kW7/1W/lzf+7PvS1dqvcLHgnFe2hsdfAP/fq4dOkSgiBw5syZOx4/AKxWq8XDDz/8pj8ys9mMT3/603zt137tA99TmqZ8/vOfZzab3aFy/laEzRd+/xV+5Qf/A0HoM+5PaLTqiKLIbBRQablM+lNEUcSqWHQ3e1RaHkWRM+yMaS7VGfemUIDbsOltDXDqNpIkMuqNGXZLLkBtvorh6DiNMlt/6YvruC2X9kqd7Y0Bw0GAZOvMH3NRVZUkTUjyAsvSETUVWS036NICFOVW50IQ8YPS4HJ/6nNitcEr1/c5ttqgKHJubA04ebTJLIyRFKk0D5VFbmz1mYQxT55ZYH13yCRKeOL0An98aZ2TcxaFrGHbOi/d2CMvCo4v1Xhtp8/Dq21ycta6w1KY1DHpjGcMg5CT83UsS2U8DXFMjWkU4TlGyafSVV7Y3OFMu875tR1O110GfoCjq/SSlKW6h64ofO7KJkeaJpZn88L2Ph8+usRLex1GYcQjc01kUeSFnT3atsnCLfXgXCggh89ub/Gxb/x6nl66uxHsvaIoCi5fvky32+Xs2bMP3JpOkoRer3dIUD9YI242m9Tr9XuuER9cv9frce7cOVRVvWPsd/C1FgSBOI559NFH+eqv/mpefPFF/sJf+Av84A/+4AP/nZ955hmeeuopfuzHfuzwsYceeohv/MZv5J//83/+huf/w3/4D/mN3/gNLl26dPjYRz7yEV544QU+97nPPfD13+3IsuyuHacvfOELh6KVt8eB1Mnp06fvCtIHsbu7y/Xr1/nwhz/8wPcUBAGf/exnkSSJD33oQ/dNIB/3J/zQR3+M3uYA23FQVIUkSsqCLkxJsxzT0ZkOpqimXuJNtzRAD6YBURBRm6vS3epjugaaoSEqMuSQ3SJ/q5pCjgiKSJaBqMhESYZh6/S7M0S9IM0yRFkhIyOKMgpBotpw6fVmtBdr+EFMGCc0Wi6jScjEj2nNOcRxxl5vQq1mYRgqN7cHIBasLtfJCpgGEYomY1saslzKqoxnAZNbFlCtus1gPCGKU6o1F0WRQBSQRJG0yNnYHyHKIjXPRFdlolvaU5qqkGYZcZ6jazJZUdCfBeyNJhxpVWm4FpIokOYFG/0hm6MJVUPBUSREWWKYJPT8mJNzNdS8fE/TspkmCVlRYOkqUZqyNhgSZhlH6hUcXaMXBNwcDFmsOHzX00/xVx4+86af7f1ElmU8//zzZFnGk08++ZaSB3eLAwpCt9ul3+8jy/JhgVev1+9JQzi4fp7nPPHEE4fd1AMsuh2PNjY2eOKJJ/jO7/xOfvd3f5d/9s/+Gd/5nd/5wH/n9wsevW8kDl7fTtzY2ODy5cv3BKyD1x98UA8iCnaw8QKlPtD9JFCf+rnP8Cs/9B+RjfKQqJJWGmcOpiiqDAXkWY5hG6TJLQE7SSCLcipNlyzL0UwVWZGIw4RK2yPPMpI4o9KqsHWty9LpRWqLt8jOBcRRitdwCGYR117aRDI0kCWKIkcRNapVl/2dEeU5F4mCkJ2tAc15hyQVUCtWaf4rFUgSbN4csLxao9efkSQZfhAjiXBqpYEsiXi2zt5wihgJzLc8TqzU0VWFOMtZna8QJhnd7oDjLRPdsNE1BUESefLEAheubTEOYh47Nk9eFOiSgi4r5AIYikzF1BgGIaMgpO6abAURnq3TGfsIqoijaVzZ63Gy1SDOcj54dBFZkHDt0u6lpST0R0OEBBQRtichj1Y9zi7O0R3PeLzdYhRFiJKIo6q0TANBELFUBT8p1Yt3xlNWXJeHW29Px+et1obvN+6nKjzgLtxtjfjVV1+l2+3esXXzZtyFyWTCaDTir/7Vv8rP//zP37WQuVfEccz58+f5R//oH93x+Nd8zdfw2c9+9q6v+dznPsfXfM3X3PHY137t1/Kxj32MJEkeGOjf7XgrPLq9k5TnOZcuXWJ3d5ezZ8/eUyri7RLLB4MBFy5cQNd1XNc9/OG6V4dy/bVNfuRv/1uyKCcLQWuqzCYBSRBj2Br9oY/lGWRpTujHWBWLOIhRNBVBLDlKdsUiSzO8locoCKXGU5wiyRKyKt+iH6RIqoKQFciKzHTsY1bs0qsvj5BTGSFXqdQdBmOf9pzBZBoQRQGqDtPpBF3XkOSy61DxTHRTRUTAdQx0QyXJMxRF4szxFn6UMp1FCKJAxdHpj3w2t4dohszqUg3PNjBNlSTNGQzHRGlGo+oiILLXm2IaKpapIYiw2HCRJZEkzxlOAjRVRtcVkjSjO5khSSKWrqBKEosVh7ptsDOccnWvT802aVdtmq5FzbGQRMjygixL0GUJvYAbe30kWWSp6qAVBVGasTYYsFT1WPAcnlycJ84ywjQlS3PmLQtPVbnS7fM1x4898Fm5PdI05fnnn6coCp566qm3ZSel6zpLS0ssLS0dbgQfiA5HUUS1Wj1Mql5fMB50wPI858knnzy8/psty9y4cQOAH/qhH6JSqbytru37CY/eF+O820HrYESxs7NzX4B18Hp4MG2XA8Cam5ujVqvxwgsv8MILLxyOX17fXsyynJ/7Z7/KpT++gqAWIBa4poOsKkR+hGaqiJKAf4s0HkwDcsDyDPo7A9xaqQDc3xnSXKozGUzJkpRqq0Jnd4hdtfDHISefOoqkKmRxQn9vzNbVPR75b04z7I7JcgHVkInCBEGUqXgmN67sIwsili7jBwlCIVGvOYynOSAzGU1Zuz5g9ZjDjRtjClXCdjVcx0CSRKqeRZyl9AYzbF1DkySurvfQbYWKa5KkKYNpyFyjBJzL1/epuQqGIbO+7/P4mUoJulnGdmeMgsRKq0J/7COIArqlY2kKa/0Ri3W35GkB/WnA0VZBfxqw1HAJRwlOXSUOU/a6E2xF4dpeH1WUODFXKwUp/ZCFhkORFURZiqOrOLrEzl7v0Ah0ezCm6ZjIksxwFuCqOp6pcaM/5Hi9xv7Ux08Snq0tYd2j23O3KIqCl19+mdFo9JZrww8SgiAc6kSdOHHijqrw5s2bd1SF1WqV69ev0+l03jSBu33s1+v1+JZv+RaefPJJvvIrvxLgbYHFgYxIu92+4/F2u83u7u5dX7O7u3vX56dpSrfbfQO38f0St3Oi4jjmwoULpGnKhz/84ftKmN/OOG97e5uXX36ZkydPkqYpN27cIMsyWq0W9Xr9TXHtuT94kZ/8+x/HqdiYhoGhl4mhoshlUhKleHUbQYQ0TqnNVQmnEZIiYrk6o+4It+YQ+1HZSW+XZGMJ8KcRw70xcZLSXmmiWhq+H2M45XjR8kwGvTG5lCGKCtV6hTTNQQQRAVGQSGOQNRXHUtjaGeJ4GVmesbGZ4NVMXNdma3OAasrMzVXpdaZEaUZ7zsUwVPJcuZXoQavu0G64DCYB65sDJlHEynyFLA2RBQmv5iJKAlGcUndNVEViGsb4UVLinQhxkpIkGaYml6NKSWah4pLkOTv9KZ3xFMfSONaucXKuxomiRpAkbA8mKErZTc+ygp3xlP3pjIZj4KkKxzUFJJEkjBhGEbqqcqpaZXvqszkYs1zzqJoG0yjmxmCIpascrVX42pPHsbUHx6GDSNOUCxcuIIoiTz755AM5HbxZHHAtD/iWvu8fSihcuXIF0zQP8chxHC5evEiapm+awN2OR5cvX+Zv/a2/xTd90zcdeue9naTv/YRH74sk6oCDcDtgPfvss/c9InnQJGpra4tXXnmFU6dOsbi4SJ7nfOhDH6LT6bC9vc3ly5fxPO8woRILiZ/+J7/I5T+5ysyf4dVd/H6IaElkecaoO6a10mDcn5U6TqKAPwlxajZZkpWgpEiEB/ost3zqdEsjiRO8posoCAhi2TkQBSjyotymAXbXemRRhqCWnAZZVfAjEHJwPYNBd0prwUOSRHRNpteZYCgypqljGDoCQ9aujam3DLqDEIScMJyRFyKaqlKkBUcW61y70WFhocJkFjC35FGkGUgKdcek15thmQpFntEZ5pxbanJjZ4okSgxGPuNbxsmnl5rEQUp35FNzDF65uY9r6rQrpUaRKktUTJ1hEJJnOVleMBgHUBRkRY4sS7RdG0fTaFcs9gYzRkFE0zGZRQnnr+6wVDGoVlyIYwRFRMpzLncH1HWVqiqyNgvIBJG6Y2CoMlvjCbaq8unr6zyzssii4/Atjz70wOc0z3NefvllJpMJ586de0f+Um8Vd6sKu90uV65cIQhKQurq6uobLEteH8PhkG/8xm9keXmZX/mVX3lX7vf13Zt7dX/v9vy7Pf5+igM8Go/HPPfcc1QqFc6ePXvfYP8gSdSBmvT6+jpPPPEE1WqVPM+pVquHuj8XL16kVqvRarXuKPD+08c/yW/+6CepNiokYYagisiyRH93SG2uQjCNCP2Q+nyV7uYAw9VQkJn0JjSWG8RhTHFLfiWOUnRLo8hyxoMZuqWjqjJ21SRNcxRdIQhiDEvHn4ZYVYvJaEZGjGlYBLOcPCsY9abYVQvrliFxs+0SRimaqXL0WJM8L1A0iUoY4wchQTClVpUoBAl/5rMw75HmBd3+jP3uhGbDIc8L1rf6GJZGpWJSdU2qnsnMD+kMx4RZjmOrKIJAEJYjNVWVyfKCJM0wVBlNEknTDEWUaHs2YZaytjdk5AecXGrimBqOobJYc1jrDHnu2na5xVe1EUUBVS7BWBZFVFnkVLPGgmNxZa/LVIDVVhXzlgvD+mCIIicsWBptRaSlG0hFAVnOvGPTtEzWhyMu73T5yDNn3/Y5TZKE5557DkVRePzxx9+VBOr1IQjCoU7UgZPDAQ3h4sWLJEmCJEmcOHHinr+/V69e5eu//uv5m3/zb/IDP/AD79r93R5fCjx634zzoijis5/9LJ7nPRBgHbzv/ZgYHxCBNzY23kAgv5vX1P7+Phc+9wK//2OfR9EUxqMJ1WYFXTMQPBFRFkmjcj04y3J0U0WSReIgojrnkSQZSZRSbXtMhyUwgcBgb0RtrsJ0NCONM6ptj/2NHm7dRrc0BEniwu9fRlAUZFVB0RV0W0VzVOyqTZJL+PtTppOAE48t8cr5dRzPKNWHd0f4ccbRky0EQaDTGbO8UmV+0ePGWhddllhqVphMQnIhJ4oCxuOMXm/CcByiahJZnKMJIms7A/qjgCefWuXGRg9Hl1luu9zcm5BnBQWwvT9iszPm1EqDUewjIbDfndL0LBRZ4thcrSTXSzCcBpDCmVadmJwgKqv94TQsAS/LQSio2wb7oyl122RvMGN/NKVm6ViSwBiIKTkRmiKzNhpxslXDMzR6QcR8rYmaZbyy32ccRzR1BUUWMQSBc4vzZFnOd3/oKZ5eWXzzg3KXyPOcixcv4vv+IQfpvYiDqvBAyG57e5ulpSVGoxE3b9489PdrNpt3OLGPx2P+yl/5KzQaDX75l3/5HSdQjUYDSZLeUOXt7++/obo7iLm5ubs+X5Zl6vX6O7qfP82QJInxeMzNmzc5duwYx44de2AD4ftJotI05eLFi4zHYz74wQ9imuYhHh10Jk+ePHloJnywpm7bNs/9+kt88TcvUm1W0VSNaX+IU7GIgnLjVxBFijzDqVpkSYbl6ci6QppkVBdrZGlajrzrDtORj1WxSOKU6cjHrTv4E59xv9SOUm7p2Zmmyng0w67aBLOA0WiCV/Mglag37ZJMXLMRJJGsKAimMbqu0O9MkBSJatNha72PrEvML1QZRhFBlNGac0qT9PGU0WSK55lUHRUkA26NFk8ebZKkOTc2+sRZhuvpmHpBw7OQNfWQNzWehXiuiSwIxGmBZ+ggCsyCmL1h2WVq1xw8Vcc1dGZhxP5wxuXNDqahslB3OdKqslT3QIC8KMjSnKZtE+cZG90hnYlP3TGwZVj0LDJRQhEkVEFiwXVoOSY3e0PWhj4LNQdHlRkFAVf6IxRZZNG1qOoqaZbzwQfEoYOI4/hQfPXxxx9/Rwr5DxKyLNNut2k2m4eOIc1m87D58Gb+fjdv3uQv/aW/xDd/8zfzAz/wA+/4ft9PePS+6EQdcDZOnDjB8ePHHzgrvB/BzTRNefHFF5lOpzzzzDMYhvGmG3iaprG0tESwn/DiL/0ekigxHfkYns5sMiUKIty6w2h/jFu3oSjobw9pLNXKMV2aUWtV6G2XpPE0zQhnMVbFJpj4qLpKIUCRg+2ZpQinrkBRsHtzn0HXx65ZFAi0jzQZdCckSYqcKLhVl82NPhQ5WSqQxQmKLnPz2j6mrXHszBzXbvTp7ozx6haOY7C91mNhuYrj6BQ2yLKC68iIqsjlK7ucOllnMguRZJXROEC+1UnTNQUIuHZtn4WGwdaez8ljLvWKQ5Rk1D2D0TAAQFVkdL0UEtVVGTEHSRDoDWZUPYPrGz1cz2Ch6rLTn7BQc9F0GVkSCZNbo5M0YxLGLFQctrcmLNVdWq7F/nhGdzjGVGUkUaAz8bHM0gz0WK2CKkms1iq8uLXH9mjKcs1lteZxczhC0XQsVWIwnTGbzThZq9DMkwfybjpYGw7DkLNnz75nCdRBHMgo7O7u8vTTTx/e9+3+fgeu75cvX2Y6nfIf/+N/xHEcfu3Xfu1dGTmqqsrZs2f55Cc/yTd90zcdPv7JT36Sb/iGb7jra5599ll+8zd/847Hfud3fodz5859yflQcPei7oCfNhqNePLJJw9FBR8kDjhRb1UVh2HIc889hyRJfPCDH0SW5TfdwDvoBBw5coTxcMwP/+2fYP9mD8PVidOI8SjHbdql9pIoYLkG4+4Yu2oRhwmzcUCl5dHfHWBaOqoi090e0FiqEwURwTTE9kzGPR/NLD0ug0mIXbFQDIXh/oTaQpU8KzAsjd7eAEEVqDerqJpGmuXEYcxkElJreXT3J9TnPSxbIwpSFpdrTP0IATh2ooUfxoRRyvyCRxynTGcxhmFQq3ns7A7Z3BxjWgq6LhAlArKqYDk6pqXx8Mk2fhCytT+kE0A+iDm63EBRJGxVxdJU4ixntzdlNPNZaVexLA1VLjf0ZlHMje1+KY9St1lsepywdI4VNTrjGdc2utSrpY5UIRR0Jj47wwlH2lXmKjZVU+dILWFtv0s/hvmaiaOrjPyQyzsddFVhqe4x7zl4Zvm9s3Sdmm2z2igYzGb0ZgFJmHDa0njxFoXkfoQwD+KAD2SaJh/4wAfeswTqIA7wMI5jnn766cPv8t2cHD7zmc+gaRr/7t/9O77u676OH/7hH35X7vf9hEfveRJ1u3P6wY/DxsYGuq7focb7oPFWLfQgCA7bnh/84AcPiehvtTL8J//pAh//J7+M7inMpgGGblBtVthb20PSJUb9Ef4kRLEk8qTAdHUoChRVxrB0kjih2vJAEMhubduFsxBVVxEEgXF3jFt38ccBwTSguz0k9BPqC1Xcmo3XcnEbLutXdhj1Zxx9dBFJkhGKnHASIgsipx9b5Oqre7eSQYGFlRo7m0M8T6fbmVBvuyRpxmQS8uLnb/LkV57k8uVdKjULWSs9rh49s4CsSiSpRNWTKPaHBGGK7/ukaY4gwHASsrjQwDEtsiynKEDXZequya4/puIYSIKApklly1yWuLLW4eGTc0RRgiY5LDY8TENlbzCl5pklyTDOeWKhzYsbewAkWUbTMNAVmZZtkqcFxxoeEz9gEqW0axXahcDWaMI0jFBFkQJQRIksyXh2dYlJGCFksFqpEGcZvXFAY7FJhMjjC02+/dQR+r0e165dQ9f1u3Zxbo97rQ3/aUdRFFy7do3t7e03yCjczd/vwoUL/It/8S/wfZ8nn3ySH/iBH+Af/+N//K6M8r73e7+X7/iO7+DcuXM8++yz/ORP/iTr6+t85CMfAeD7vu/72Nra4uMf/zhQbr7863/9r/ne7/1evvu7v5vPfe5zfOxjH+Pnfu7n3vG9/GnEQaE1m82o1+tvK4GCey+6DIdDLly4QKPR4PTp04fPudePS3enx7/82z/JYHuIJCjU5qvsr++T6RmT8ZhJZ0Z9sQZhRJbmpZCmP0M3VfKsHJWrhkqapHgN95YCtUil6ZZWMFWbIi+I/IjGUh1BEvHHIbW2RxykKKbKZDIjK1LqlTqdnQlzKxpJlGJXLURZQpJFbEeDvEAoCsajAEWXSYKEXmdCe7GCUBTMJhEAlqMRJxkCAkIBK8s1krwgjBL8KEGSy4WYzm6fICnQLQXblFier6GoCrMwYTKJ6I5naJrM8nwFx1CxdIWGazL2Q9b3hkRZypnVFjXHpOaYpXdoZ8gXL23i2jpzdQdbVzk6VyUHFFFAlmWONDxajsV6b8h6Z0DdMdHFnIptkgcx0zDGNTQWqg7zVZtxELE1nGDpKnXHZBrFPL+2g6JIHGlUUBSVuPDZC0L+H3/hK6mIxR0dxjfz4zyIKIo4f/48tm3z6KOPfkkSqIsXLx4WlLfj4d38/X75l3+Zj3/844e6Zz/+4z/ORz/60XflXt4vePQl60QdANZkMuHhhx/m2rVr7+j93iyJGg6HPPfcc7RaLU6dOnVPwMrznF//V7/N5z/xHMgZaSpQq1eQVYU0SmnMN8oqM8/xqhXG/TGCBGEQMugOqS/U8CeloKZbd9jf6FBplht4496U9kqD6WhWjiBFgThMSo7TKMCp2dTmKkRRimHpdHe7RFFIfb6CV3Pp7w2xPYMkiFl9eJGtG11kCo6daiNrCklWsLBaI0kLtreGqKrEZBTQbDpsTiLICqaTkChKqZgq13ZGeBWTC+fXOX1mDkWSMTSNLBPwPJdpEGAECZ6rMhlO0Q2NNC7QDZ3ZJCScJuiyjFexSrE1WSKKMzRd5qnTi4RpRsUxUGUJTZYIo+Qwge6OZszXXdb2h9iqwiiOsDUVVSiJ8wsVhyLN6A0mHKu4xAgYssJC1WFrNGEcRAhpjmsY1EyD3eEUXZLJi4IXNvY4Wq9giwpxkRKOEq7v9Pixb/m/ULMMjt6a7d/excnz/A0SA7evDT/oiPndiuvXr7O1tXVXHarbQxAEVFXlD//wD3n88ccPdVA+97nPvWuds2/7tm+j1+vx/d///ezs7PDoo4/yiU98gtXVVQB2dnZYX18/fP7Ro0f5xCc+wfd8z/fwb/7Nv2FhYYEf+ZEfeV9qRN3uTXf06FGGw+Hbfq/bOZqvx5mdnR1eeuklTpw4wdLS0mGida/u+5ULV/nhj/wklmeiawaarlGkBZZrYVgGWZpiGhZJkhCFIYIo0NntYjkmFBBMAty6y6g7Rjc1VL3sRtUXaoSzEH8a0FioEftlxzwKYkRJRNNVht0pTt1mPBwxm8a0lpqIgkRjvlISucMII9MZdqfIuorjGXR2R9RaDtWaxWzo49QsTFtjPAwwbJ1GzWJ3f0ynN6Hd9ojilNfWe8iaxOqRJqpcfpclWUMQBWzbJowChmOfvf2A3W5Io27SqNu0axaNqsl4GrGxPWTkh9SrFktzHpbh0q47DCYBaztD/CjG8wyWmh4nFuocFyCMUzpjv7TIumWAvN4Z0Zv6VOzyuWcWmkRJTG84IikkJElhuWoyDEKev7GDpiksNzw0RUKXZXaHY0xNpWmbNG2DKM1JihxVEHmo1cRPEp4+toogCBw9evSuXZyDhOpAYiAMQ86fP4/neTzyyCPvOa/wdkrDvQpKURRJkoTPfOYz/LW/9tf4J//kn/Dbv/3b9Hq9d+1+3i949J7qREHZ8pvNZnfMc4Mg4Itf/CJ//s//+bf9vp/+9Kc5ffo0zWbz8LHbN14WFxfv2X1K4pSf/ae/wsU/fIUoT5AliTwqqM9XmfSnZHkpU7C/1qHSrtxS/h3SXG4w6U+J4wjFlBl1J5iOUVb/OZiOQZrkiJJQ+uYJIEoiUZBgWBpJmjHamyCpEuO+TxgmLJxukBewvzbGrtnIioyqqwx7E/y44Oiji+ysDwiChOXjLXRLZTwOMD0T3dR48eImjz2xwsXn1nnoySVuvLbPiccWufD8BtVGOeZbW+/z9IeO8oUv3MS2NVZX6+zuj+kHIctLHnESkQsKC+0KcZSQ5QnbvQmGLmFqCp1pTNUy0b3So07XFLpDn4pnkKVZOaIUCiZBTNU1uL7ZYzQNObPaIs1yJFUiyFMK4NWtLk+emkdCJEgSLm7uM2erzNccLmz0eObkEt1xmXw6rs7lvS5xmJCmBYIMz55a5XPX1vnA8hyaIvHy9j6rNY/90Yx5z+GlzX0+8z99110NPouiYDweH26gTKdTXNcljmMUReGpp576koyfrl27dqiEfi/z4CiK+Ot//a/T6XT45Cc/SeUdWNn81xRRFNHtdnnhhRdYWFjg9OnTbG9vs7Ozw9NPP/223jPPc37nd36Hr/qqrzoc0Rx03dfW1njssceo1Wr3beHyR7/xOX7p//MbaKqOJJTimEmUkEQpTtVisDfEcAwUVaaz1ae5VGM2mjEZzTCrOsO9CaajY7kms75PY7FOHCZkaY7pGYSTCN3RbmndhUz6E9qrTdI0o7c9pDrvMpnOUHQN23OJ4wxBlCiAXBCwvAPyuUocZ2imiu/HiKqEoiqMxwGqoWJYKrNZTC6A5eggQJzkFAIoqoQoi0ymEeNZhB8lzM25FAUMRgGCmCNIOY1mBVVVmAUR2/sjRrOYjIKltk2lYqJqGllesNOd0BvPEGSJVsMuCeKSQJbn7PQnbHXHVD2TZtUqyfhTn+EsZLHh4t3qrCd5zlZ/zM5gQqNiogoZhmnQ9SP6U59Ti02qpk4hQJSkBElabiQrMqMg5EZvWHagmqUx8np/yCAIWW1U+G9PHuG//z8986bn52CZpNPpEEURnucxnU6pVqs89thjX5IE6qWXXmI2m90XpaHb7fJ1X/d1PProo/zMz/zMl6QAfa/iPf+b9Xq9Q2+606dPH5r/vlOF39vJnLdvvDz++OPUarV7JlDj7oSf+B8+zmBvQG+/T2u1BUlBphcgQFGA5ZlkSYZbd5FkkTTJqc1VSMIEw9YwBYM4iFk6ssC4PyGYBYiqQO9an2qrgqIoTHszWqtNRt1R2cJ2dMZ7I0zPRBRF3LpNZ7fLbBhQqVcp8hH1+Qr+JMRwNHqdMXbFZLA3hgLSJGM68tFtDX8aU2m55HnGY48tksQpeZajqTLVhk0wiyHPiSYRx440sa3Sb2qu7bK7N2Y0DKhUTPYnPpNpQKPhkRdQZDm7exNaLQdHM9nYHiAIAouLNpPplKiISAoBtWrjhzFVz8DQFM6/vMliu8JcyyGOUiggSXPCOEVXZF69sc/ySg1FFjFVGU0qO1lJltG2VXanMaaZs9rw2O6Nma86jIIItRDxJIWJBJIiUnV11vtDnlpdIM1z4jilbhr0/QBVkpBEEdfQ3tQhXRCEQ3Xd48ePM5vNDrdEoyji85///OHYr1qtvict9OvXr7OxscG5c+fumUDFccx3fud3srOzw+/+7u/+WQJ1n1EUBWtra1y5coWHHnqIpaUl4N62L/eKA5w5wKMsy7h48SKj0egNBPJ7/Rj+6o/9B37zR36HuSNtyGA2KjWfBntTTMcky3KyNEPRZJIowalYiKKIoqo0FgxEEYwVkziO8Wchgi6wv91Bt3QMU2ewM6DS8hCB3et7REHK8kMLJElCHCQ4DYvJZEKWCTQ8l353Sn2hQpqVhWCcZKRxyt7OkPkjTfr7YxBFmotV9raH6LaKV7PZ2R6BWNCcrzAaBmxv9anWHCo1k53tEYIqUanZOLaGYaqkWUZ6a6ynq6UV1mCcMZn2cTydZsPh5NE2FNAf+2zuDtnan6EbEnVPo+GazDdtkiznxlafnb0RtZpNxdWpexb1ikmel0bIWZrTcExcXWOnP+XyZpdmxaJZtcvxnSIQRxG2aaFqKkcMA1fTeG2ri36rA6UqEoNZwPZoSsuzWKw5PLbUxk8SNFHCVBQenWsRZSmzJOVrHz7+lufnQGLg1KlT9Ho9Ll68iCiKdDod/viP//iwS3U//nfvNA62ku83ger3+3z91389p06d4qd/+qe/rBMoeI+TqKIouHHjBqdPnz4ELCi5HfciYt4rDsicb7Xx8mbvvXllm4/9w5/F930moymt5SaKKIMuoAoi/ijArVvMxgFQVl7dzS6VlkeeFwz3R7RWG4y7EwBEySSJMqrNCgBCIiFKAqPhCFEVGQ9L9VzD0on9mNpClTTOkA2F7m6XIi1YODnHuD8BAWRZKm0SgnIl2a1ZaKbKbFKSOfudCbpt3NoMTNBtjTwrjY7Pfego+1sD0rzAcw2qFYNm0yPyEzRNobs7olW3mW87+GFKkkW3PisJSZJQEBAFkV5/hmVpOI5OM3HY70zICglBVCkykSCJmYwnjKchLU9FvPVF6w6mqKqErit4lk535DPxI8yaUlouKAqZUGAZKhSwttsnJeXYXJ1WDS5vdHhkpYVhqIxmAYIAAqWKcsXUEUSomQav7vSYTWNOzNf4/I0tzq7OI4kCVzsDACrm/ZE2kyThpZdewjRNHn/8cYDDsd/LL79MmqaHY79Go/GnQjK/ceMG6+vr99WBStOU7/qu7+LGjRv83u/93vt66+39FlmWHZL1b08838r25X7jAI8OCOSiKN6TQH57pGnKv/7ej3Hli9eptWsYhk44i/CaLkmclBSBoiR01xaqzIY+iq6gWiq9nQG1uQr+1Cfyk7KT3pvg1hxEWWR/o4PoCvT2+hR5gRaqhNMEzdCotiuE05K7qRgy2zf3cKoOzXap6aMbKnlasLfRZ/5Ig8iPcWoK80t1yAvmlquEYYooQXuxQhQnCJLAwnKl7GAh0JpzqTUdwiglDBIWFqtkecHGVp+1OKVWt2m0HdIkJYkiBFnAdR1qdRlRFNjrTHj5lW10U6VaLxOiD5xZIC+g05+wvjukM4yxLBFDl1lsmCi6RpbD1u4Yw1SpegaCKNAf++wOJlQ8gyPtGqeXG+RFQRCn9MY+RZEhCRm6YbIznNEPesxVbBbqDlV7jijJUCQJVZI40aqxWHFZ6w25ut1npVlBl2XWu0P6fshqs0LVMpiGMada9/c99X2fV155hYWFBU6dOnWoadTtdg/1oW5XFn+3E5YDXbwDWZd74d1wOOQbvuEbWFlZ4ed//uffFwskf9rxnkscnDt37g36Nm9HLPP1cTAz/sIXvnBfGy8HcfEPXuHn/9dfJyliOpt95pZbyLLMYHdIa7XBqDOm/OUWCMbBIYgpmoKsygTTEK/pkqc5mqmVSuRBRH2+QhyWytC1uSqjzohWu0kYRAy7I8yKzvbNIaqh4tVdepsDeltDFk63MUwV0gx/FFDkoKgyszwvPbDyHN1QkGQZ0xaoNm0G+xNGvQlLp+bo7I2Ys0sSseMabG30S2+9NOPqK1tUGjaqJiOKsLM1YGGpyosXNjj9UJsrr+zQXLR56ESLvf4MoSgIZwlYBVlRsLM/5vjRBp5jsNeZsN+bIooCkiSALuHaHkknQBJFZjMfUxeJ05y13QGnVhv/WWhz7FN3TRxLJ/RjNFvF0JRS8G8SsdrySBKwDIUzC+Uqa5zkmJpKkmVMgghTVXEMjTjNSPOcOc/m6l7/8GztDqY07BKwiqI43JR5qzhYG9Z1nccee+yw43S7/91kMqHb7bKxscErr7zylsribydu3rzJ2toaZ8+evadBZ5ZlfOQjH+GVV17h937v9+4YZf9Z3DtkWeaZZ944Unk3vO8kSWI0GvHaa69Rr9c5c+bMfRPIp6MZP/x3fpyty7tUahVUTaG/N6Ta8vCnIbEflaTyjR5O1aJIc2ZDn9aRJsEsQlFlBFEgTwqcikUaZ1gVC0mVyOKM9kqLLM3Q2jp5ljEZzpA0gdksYDqZ0lpuEMxmrF3aprXaoFb3CCYhoiKjaCoI0FqqIkpi2Y0KUxAE9naGLBxpEkxCdjd6LB5tEYwjttf7tBaqyJrM5lofRZdYWKkjigJxnBMEMZajc/JEu/x+zyL2dsYEYYhX1RFFhU5niu3o6IZCu+UyN+cRxQlr2wN2d0ZUaxaOq1P1TOq1kiC/P5zR7c1wXFDCuLR5UUAWCmRBQFFklhseTc/i5t6A517dpFV3aFQsCgHCMCJJE1bm6timTtMrO+1X9/q8FvRYblWQJZGt3pi9yYy5mk3bs2k6Fjc7fXoTn+W6y5m5JlGakuQ5miTxV5586L5wYjqdcv78eRYWFjhx4sQtz0GF+fl55ufnD8nb3W73Dj2xAzx6O04Kt8ftCdT9dKAOZFWazSa/9Eu/9J5vMX+p4j3vs91NQ+UgiUrT9G0nUXmec/36ddrt9n1vvHzq5z7Dr/7Qf0DURApyHNfGsAyCaYDbcMoq7SAxClOq81XSJIW0wGmUJE3bs0jTjMH+mMZilcHeCEWVUXSVwd6Q1kqTOIjLbRlVppiG1No1dF1BKmREWWA6miDbIvMPNVEVGVlR8ScBk76PkGfM+hMqDYe9zT4Lqw00XaG7PWTuaBNRyAkmAY22y6gzpnOji+vqVJoua9f3kRWJdssjiBLCNKPbndHbn+JUTWo1iyhM0XWZ/d0BkiyQRuCqGqEUkocZnqvRHwc8/tA8aZoTRwm6rlKvWriuhiLJVDyD3nDGcFTKHViGiSAptAqJMIrRVRF/OkWSRSxDYRYkzMIY19S5utHl6MkmEgWT0bj0HDQNrm73mIUJZx9a5MLlLZ44tYCoiLy0sccTx+Z5eavDyYU6miozmIVULQNZFLi03kGXJXaHU1qOSZxlJFnZrn+ruJ+1YUEQcF0X13U5duzYIZ+m0+lw8+ZNFEW5Y+z3oOJ3a2tr3Lhx474TqL/zd/4OX/ziF/nUpz7F3NzcA13rz6KM27eFD+LdSKKKouCVV17hxIkTrKyskOf5fRHIt67v8EN/68fJ0xxSEd3QCGYh0q2EpdR8MkmTFMs1UTSZNMmoLVZJohhZFlE9k+nQL10QJiFFXm7edTa6VFrlVt5gb8jckRbj3hRd1XAbDvtBF7WuMhyM8IcB9eVqae8y8nHqDogiext93Eb5/8PulMZijekoxKoYLB1tkmYFtZaLU7XI84J626XadAijBEkUOH66zWwS0t0bI8oS1brN3v6YjbUehqWxuFLFtjTiuNyI1gyDJMuYazokScbajS6mreN6OrqpcmylXvpDJhnrOwNkRaZWM1E1BdtQsQy17OJnOXGaoAs5UZKwttllFKVYhsJ82+X4Yo00yxEo9ZL9IMBRRFS3wtremFncZaHhUnNNFhseG50hEz9ivuZwcr7OsVaVIEmJogxdkzk112SjN+T8tW1WmhVqtkF/GrC5scf3fM29PRUnkwnnz59naWnpTWV/RFGkVqtRq9U4deoUvu/T6XTuUBY/KAAfdOx3cH4PnBnutd07nU75lm/5FizLetdkVf5LiffFsPJAFv7tAtfOzg6DwYB6vc5DDz10T8DKspyf/ae/wuU/uYqgARTYloNqqEz6U0zHIM8y+ntDGvM1+p0RqiKjVEz66wNayw3SMCYOUqSmzGwSYDhlVScpErpZEj/rCyV5VBAFKi2X6cDHcAySKGU6DPAaLjtruyCBWym7UVpbYRZMERHxJzPmjrXRbZ3ZOEBVJLy6xaA3QdFkBApm44gjp+aAgnq7yta1DpquEIcJSZzR2xtj2QaqqRJNfU6fbhNFKUmccvXSDqceWcB2ZHa3pxSqxNJSlSLLUWQZx1TJMnBNjX7fZ37OY32zD1mObSrkWYGqi2WCKAi0PQOvYpBECZIoEgYpe32fs48scfHqDs2KyXzF4GqQ0OmPkckIgnKbiCQmTGVksTwDNcdkFo5QRZE8h429EctNjyTNicMUz9RKOwdTY3c4pWYZzFcdNrtjzp5Y4IvXtslKmU+iJH3Lcd7B2rDjODzyyCP3zXnSNO3QqDbLskMy6KVLl4jjmHq9fphU3QuE1tbWuH79OmfPnsV13bd8bp7nfM/3fA9/+Id/yO///u+/wSj3z+L+482SqLfLiSqKguvXrxPHMceOHTtMoO6H//T8H73ET/7fP45h6Ri6iWmVBZpya6nEHwfYVYtwFpLEKXbForPRw2uWCXd/d8TckSbj3qRcYBFFgmmAV3dI4xTVUJEVmTCIqbWrpEmGbqoIkkQ4i2gs1Bh0B2RpxvyRNns3O/Q3Bpg1g1zJ0TSd+rxHXgholoakyAhCeR79SYhuaXS3h5ieie2Z7G8PkVWZ5mKFNM7wZzFGWmB7BqqpkGUFWZ4zP19haaXGYOCzdr3D1I+YW3CpVmz8sFzwKfLys1pdriMrIuNpyPqNHtV6ufWHCItzZWcoK3JGI7/0xzNV0iSnN5rRn844utRgvuky1ywIgpC9wYxrN3t4tkrNMxClsgAb+THzTZe2bVJ3bdIsw4+S0vZGVzjWqrHdH/OF/U0WGg7Nik2YpKx1BmQCrDY9VpsVvFlEcut3bbVWYbVe4Vir+pbn4EApf2VlhWPH7t9XzzRNVldXWV1dvcPg/Pnnnwe4Y+z3VmO2gwRqOBxy9uzZe2KX7/t867d+K5Ik8eu//uvvuAP2X1q8L5IoeHvV38HGy82bN6nVavfFfwqmIR//n3+RS194jTAMcGs2k06AV5VJwxR/EuDULab7s3L+f0vvRLd0krD0nrolFE9tziOcRlhuuY02GwW4NYvB3qi0TdAV9tY7tFdahLOyDe9UTYadMZarMx6OiaKYuZUWZDB3pFmuFcd52Z1SZHIxY2djF8uzMNxSWqC7XSqex2FKpWlz+fwaRVHwxJ87jeWWdg1BlCKJAnlWMJ0ELFQttjcGRHFGe6FCUcDRk01efn6D42ca7CsBi0tVwiAhLGJ2d0v5gxeeW+PYmTYVz2QyCeiMZvSmAUdX6piGRhjFxHFKxTXY3B6yslSlNwnY606oNiy81QaXru3x5MkFrm/2qXsWT5+wGfsBiljg6CLC2EcVJLrTgFwQSLIc21DLf2dBoAAGk4B21ebEXI2xH3OkUeV6d8BK3eOR+SaKJFGzDDa7Y2SEUlIhKc9T8BZJ1Lu1NixJ0iFInT59mul0SrfbPVTydRznMKFyHOeO66yvr3P9+nWeeuqp+0qg/sE/+Ad88pOf5FOf+tQ9zbn/LB483i5HM8syXnrpJQaDwaGh+f0mUL/1M/8Hv/Gvfxuv5hKMQkRdAFFksD2gtdJgMpiWSY+jMx0FeHWbJEwQJRFFUwimIZWmS54VaIaKLEtEfnQLJ2LIMry6w2BvhFu3SZOs7JQvN+jvDJBUmSgNGfcmLB5fpMgLvIbH8ullcgq62wOmeYDuqkx6EZU5DwqR8WBGc6nOaDAj9AUWjzQYD32CWcTikTqzcUh/v9wO9CyDzbUe8VpOe6mGpst0doeoporl6FiWTJYrtNsOWSGyuzNEUiTqtzrmUZKiWypZXsqptJs2mqESBAlhlGC7OoUEcZwxmYZgaziWhq4rWEaFum+y05nw2lqHWsWkWXdoNzxsWydJU8QC0iikaUrUTIudwYzOYMpyq4Jj66Wp8P4QQRJYaXscaVeZrzkUAqiCiGUZ1CyD3sRnszum6VlUbYPOZMaF6zu0PYu/fPat7aZGoxHPPfccR48e5ciRI/d99l4fdzM473Q6XL9+nZdeeunQULjZbN5hr3Zgrj4YDO7LGzQMQ77927+dOI75rd/6rXtyOL8c40sitnm3eNAk6vUbL+PxmEuXLtHr9Q4FCF//Y9XZ7PGv/ruPkRUZ4+GI+nwNTTWgJiHJEmmSUpuvkIQpllcmZME0xGt5THtTVENF0RS6Gz0ayzWCWUgwCWku1RjsjTFdgywtSJIMV1dIopRKvfxRFCURt2ET+RFe3WY0HJMkCUtHF5gMpliuhSCKbL66zfKZBYpcpNquMLfQIkoS4jBm2BvjTyLSRKQQci5+7ipnnlyhuVBhZ61HmmZ4NRsoSPwYt2rS25/Q70xZOtak3rLp7U8wbQ0/iEHKOH6qxngQMzfvomsKo1FAFCb4s3I0UBRg6iqXX97mA0+t0K7YVBo2fhDz6msbPPHoEhcublDxTI4fqzMNEhqV0jtLUUQGfsTRhRpBmLI856EoMuu7fRZaFUbjMYtVg0GQ064bJL0ZCdAdjKjaBraukKU5VUtn4IdESYahyby222NBcBgHEb3BDEEshfqSJONDx5ZI4oxHF9tMkxiAaRjfNYkKgoDz589Tq9V46KH74yncTwiCgOM4OI5zhwZMp9NhbW3t0FC42Wzi+/5hAuV53lu+b57n/I//4//Ib/zGb/CpT33qgarUP4v7j7fD0YyiiOeeew5BEHjmmWe4efMmly5dYmtr69Dz7m46X3me8zP/6y/xez/zaVoLTRRZYRLPkDWFcBJi3dJgkxQJ3dZIo5Ra27vlO5lTabuMexMs1yxpBXulVt1gb4iqKaiGQn9vxNxKk+gWP1C6xeV0qg5ZkqEYKlEcUKSweHyxnGcBdsVi98Yu88fnqTY9Jv0ZpmHhHPUIwohcSMnzgul0gqrJJElGUeSYlobvJ8RhilMxkP0ERBFRFDh2uk2S5IRRSuDHtOddCuDmtQ5RlmFXTFZWDURZxLI10jwnCBIGYx/L0lFEgTjMEATQNIUkLTlVaZYhArIgYOkqq/NV/CDh2lqPSRBRq1rMt1xOrjYoKLWh+mMfSRbxHJ1YVtjY6zOJUxqegWtJtCsaYZyQxRFZJFAzdRrH59kbzljfGtKq29RcEz+KubLZRZJFVloVTE3F0VVudobEWcZc1cFQFDYHY/78o2/+nT0QYT1+/Pi7WhzdbnB+8uRJgiCg0+nQ7XZ57bXXMAzjcFFmd3eXfr9/XwlUFEX8jb/xNxiNRvzO7/zOPQvAL9d433SiZFm+7xZ6GIZcuHABQRAOCeQH899er8f+/j5f/OIXURSFZrNJq9Wie33Az/6zX8UPffyJz9xKmzwtyNIMyzXo7w6otiqEfog/8mkuN9jf6GG6BkWWM5uUrfQoiDBcvSRVIuI2yvV9r+EABXEU01ioMhv4ZctbFunt9GkuNRj1xuRpjqAWjHtTFo/MkWcFSZiitBRmwxmt5QYg0FysMh74DPZG1BcqbL/WodLy0NTS5FOQMmpzFpfPr/HQh1YZdDWSOMW0S72XG5d2+MBXnMCtmIzGAVGQsLrSYGG+yvZ2n9ksYuVEk2tXejTnHOp1h831PotH60ymIYNJSBKVxHhFlkiijKKAWt3mytV9HjozR7vp8PyLG5x7YoU0zxkMA2xXozfycWyN/sDntZtdnnp0id3+lN3emJXFKgt1j05viCqDoBosOCpQUHdtdsdTZnGOk2VoMnS6PQxFZABM/AhdNjmz2ECWRFbMlL3ulLpnIgoCr213eXRljpfW93j8+ByqUv4YTsLoDcRy3/c5f/48zWbzDg7dn0a8Xsn3YOz38ssvkyQJnucxHo/RNO1NgasoCv7pP/2n/MIv/AKf+tSnOHny5J/a/f7XFHf73B+Uo3kwfqlWq5w5cwZRFDlx4gSrq6uHHpxXr17FNM07Crw4ivnBj/wY21f3aC+2UHWVLMmpL1QJpgGaoZLnOePeFK/pMuoMkZX/P3t/HifZWZ93w9+zL7XvVb3OrhnNjHaxm+2xWS0kjO33Accmfm0CcfIJ9ms/Js5ix44NgTjGWzDG8WuCcRIwEosMJoBAEAmQkDSafe/pvbv2/dTZz/PHmW5LQkIDCEkYrj9rqqrv6br7V9f9u6/fdSkksgbrS03K8yU824+n9oppxv3YyDIMAyRZQjNVXMejOJ0nCOMg9HQpxagzwsyYOJbDoDskkkKsvkO5VkCSRBqrLWq7KljDCZVdFWwrPlBliilGozhYfdCwyFUyyCrUL7VJ5A0QoLXZIVfOkEgn2LjUJBRgemcJa2izemmIltSYmiuiKiJRGMX1z/coVDVS6TS9rsOFs5s4rs/MfJFszkSRJQxDxQ8DBr0Jzc6IXD6BaahIEqi5BF4QMhq6tHodbNdj964y+ZxJIZ/A9QLW633Onq9TLqXIZAwiAcIopNEcoKkFRDxmCyaJZIrmwKLdtSgXUqQTIp3BmNPLbWRZpJTRMXSNbFKj3h2S1FWKaZNC2sTxfFw/QAgj5gtZUqrKxUaXwAuZKqSZzqbY+QRXed1ulyNHjrB3715mZ2e/u039JDAMg7m5Oebm5rYDhZvNJkeOHCEMQ4rFIt1ul2Kx+ITXfo+0Vbnrrrt+oG1VnjUk6ko7UVvtzsebeBFFcbuFGYYhnU6HRqPBxz/wd9z3kaMkcgb95pBCKY+maWyuN6nsKGFbLoIgxt0oNyBViE9oqawZO4G7PqWZ/GUXXwkzpdCt98mWM4y6Y8IwjPVNl+oUankCL2A0iPPvRr0xZtKIjaYi8HGRfImpnbVtPUFhKretxfLdOIV85dw6giQzva9GEETxaO9yCzObYMeBGpErUKrkKNYydDd75Gsa/d4QTVdj/YMuIxGxY08ZWZEYjWxcQaDVGuBMHARE+u0JhWKC+mafXDHFzGyO1kaf6bkCmqZg2x6yIiIQoesyrdYQJwi45uAUaxs9qsUU1WIKTZVYWewyP1dgvTWgXEhw8uwGu+dLKLLIuUt1pqo5btg/Tas75qFTaySTMrlcEi2KOH5unRsPzWLqCmUhQbmQIgJUTYMoJHLijpI9mbDpuMyUMwwnHookYigyre6Y2UqWHaUcm50he2p5jl3Y5Lqrp0hpKkPn0Z2o8XjMgw8+SKVSeZSL/dOBLQ+YyWRCEAQcOnQIx3HY3Nzk7NmzJJPJ7S7VVvRDFEX8p//0n/irv/orvvjFL7J///6nbb0/iHisz9O3Qr1e59ixY+zatYv5+flH6TG3MjhnZma2R9O3DniBHXL3X95HZ7lHMpUkkTJpLLfI12L90LA1wtxVZtDoo8hxjIzvhSSyGp4TxN5OgkAQQa6Wwxk7JDIGvh9gDSaki0k6G30SaQNJkaivtKjtLGH1J7iOR0oSGXZGhFJAIpkglZGRNQXf9chP5WMtlqYQBRGiCOsX60ztqaHrClEQMLu3guMGGEmdZDaJH4TIqsQ442BPHAajPoUpE4g7/Mm0Tr6cotu1WF9qE0QR1Zksg+6AbveybsuLqFTTVKcy2LZLu2VxbrOH7fns2lMhmdYxdJVs1mQ0dlhaajEYOeSLCaan86STGpVSik53zPKlNqEE5XKaTNognzXRdAlNU1BFEQSYyqdJqiqrqx2cKKJaSqHoIaam0I2g3h6yYzrHfLXATCWP4/mMLJvA80mKIYImc265iabJzFdyyIrERmdIezRhppShkDbZUc5xqdkliELe8LxDj7uH2u02R48e5aqrrnra9Y1b0VHdbhdFUdi/f/92+PbJkyfJZDLb4nTTNBEE4VG2Kl/60pfI5/NP65qfbXjaHcvDMMTzvG96/P77798W6T4RNjc3OX78+Ha788n0BlEUcef7PscX/8c9uIGLrEpY/Ql6SkMWZRRFQTc0ouiycdxlB3F7bBMEIcl8ksZyi2wpjSAKtFY7TO2qMGiPYuJUStHZ7JHKJxEA1/bQTA3f85BkicALkRSJMAiwhhMCMcAb+2TyaXRDZeNSg+rOCs7EYdyfUJrOE0QR7sRlMrRZPLVOcSZPeb6IaqiMhzaba312HpxBUhVcLzaw3AoNDQk4e2KDRE4nmdFRFRUjZSAIMq7rM7FsXM9BNRKYaYPTx9e46UV7uHi+TiafwEhoiJKEY3vImkQkidSbA6YqWZaWW/Rdj4OHYud3WZEYDm2yWTOOcwFkVUYMQhw/JBIBSaDTt6gWU7hegBeGWBOLjbbFzrkCo5HLVDXDhfU27e6YfXsqWBOHqWKGpc0O6YyJJ0TomsLCZpu95RyO4zCybBQJ+k5AJmXiRbDY6PO8q2f4+plVXnj1HIv1LsVcElWXWOz1+Y9v+L84PFt53LHhpxtra2ucPXuW66+/nlzuH06mnudtX/u1223G4zEf/vCHURSFL33pS3zxi1/kuuuue9rX+48Zvu8/Llm66667uPnmm5/wimLL8+7ixYscPnyYYrF4xfqn88cu8odv/QCKLtPbHJIqmMiyQmAHFKcKTEY2ohwf6qIwREDA98PYG64/QlZVVE2mvdalOJNnMpxgjWyKMwWaSy2ShSSqKsdXe9MFnLFDGIboSR134iIpEs7ExrInqIqKpmroCZ3eRo90KYXvB4z7FqlcElmVGfUsFFVGS6jYE4/xwCE/naO50sUPIqZ2l6kvd3F8n5k9Ffpdi343DmzXkzKjvoOoyCSyCdKXzUBtJ2A4HjOxXAqlLLIis3ipCYJIMmdQqqTRdIUwgtHIodUa0R9aSKrM3I4C6XTc+XLcgNX1Hp2ehZnUKJaSJBJa7E5++avNcX0QQNVVbNej3hnSHznkcyYJHTRNRjcTsQN7FCHLEhBR745Zaw/IpA2mSvGBZr3dpz2aUC2kyKU0bNdlaNmoskgmoaMZOogi44kLokjSULFcj9ZwzB+95bXMlR7diWq1Whw7doz9+/czNTX1He3h7wZRFHHu3DkajQY33XTTo0Thtm1vX/t1Oh2Wlpa49957WVtbo9lscvfdd1OpVJ72NT/b8KwhUQ8++CDFYnE79+aR2Jp4WVhY4JprrqFQKDxpwfJcn///b/xPlk+tMBgOkUQRXTcwkgadehdZk/B8j0FjSGE6j297CEjkqznqS02y5TSSLDFojcjXMkzGDqIgICtSHFkiCniuj5bQsPoWkiyhJzSayx2K0zmcicOoZ1GeK7Kx2CAQfLL5NFYvFnv6rkcYRmhGPMknKSKBGyDKErIqI4giCAK95oBULsXx/3OWA8/fQ6M+ZPaqKoOeRbaSRRBEfC/AD0Kaa136vQn7b97JaDABMaS1OWTQtsmUTGRdIl/JIcoysiwhKiJBENHtWZRKKY4/tMTMrjJmWmdpocmew9P0eha6rrC81Mbq22TzJruurjH2PHzLYzCwyZWTnDi9wc6ZXJztJ0R0+xPMlIaqyiiiyLmFBumUTDqtoZoJREHg+LkNZEng0P4pugMLJwwp5+PWvCyKTNyY1Pp+nMc3nnioksilzQ7doc2OWppICPF8n5Wew1TWoJRPIUoSoiBiOS6GqlDKJvjXP/Vi7MsaqNnZWXbt2vWMEKgtofl11133LU9wYRhy9uxZ3vrWt3LkyBEkSeLlL38573jHO3jZy172NK74HzeCIHhcGcHdd9/Ntdde+yiSu4WtCIxOp8N1111HMpm8YgL11c98gw//9kcxEya6YSAI4DpunNoQhViDuCuDD6EfkavlaC43SeVSKJpCY7lJdVeZycjBczwyxTSj7gjd1ECIHbgFQSAMQhRdjg+NiVjgPmyPKEznqa/W8X2fUq1Ia7VDea5E4IeMu2MK0znGfYswjNATGoEfxocjScR3fWRNwbV9XC8gU0zh2D5hBGbawHUDPC9AMzVEWaLXHuH5AWbKJBIi1pba+EGEmdHIFE2CMMI0E8iXvadkRUIQRdrNIRsbPfSkRjqXIF9KoWoSYQS9nsXqapcgiiiUUqRzBrqhXu7YhrQ7FgPLoVhMoukKE8ej3h4xsmz27CqTvWyyOXE8FpebWF7ATC1HIqFjOS6rjR5+GDFdzZJKaNtXdMmEhqEpiKLAxPVYbfVx/YCpUgYEWGz0GDsu5YyOJoEVRDRGDtmkzlw5y9hx+dCv/NSj9kKz2eTYsWMcPHjwGbEo2Ur22Nzc5KabbnqUwPyxCIKAe+65h3/+z/85q6urmKbJq171Kn7nd37nB74z/vRGQH8LPNF1XhAEHDt2jJWVFZ7znOdcEYEatEf82b/6IOe+cYHGehMzaeKOg/hneD6u5ZHJpjFUg0IlHvf0fB83dGg3W5iZuLMT+AHZcopeo4+qKRCFdBt9NEOl3xgQhRGE8c/TDA3XctFMFVESiULIltMM+0NEFbK5DJKoxHqpnoUkSciKTGu9g2aoDHsTbMtBM1TWL2wiCALjnkWunCEKQ4ykztn7L6IbCrIokkqbLBxdhiheZ685wHM8Dty4gwsn17GGLrKoUp0poqjx1Z099ul1B9jOBMe1OX90BU0RqVbSOJZLqZph6UIDgpADB6cZtUaoYhzt4LnxF02vY9FrDBEmAYPuhPp6H0UUEYDxyCUIIzRZQlcldFnCUGQGQ5tcWiGX1DAUAyGIxfdz1SzX7Z+mN5igajKVfIp6Z4ypqZxdapIydXzbR5NERgMHXZLw/JByLh7p7lseimaQz+WQRYGEKnNhpc24P+DB82sowNGFDX7u5dczuayBmpube0Lfle81rpRAQazV+cpXvsKFCxe45557OHHiBK985SufdNz4h3hq8EQ2B47jcP/99zMej3nuc59LIpG4IgdygDvedyd//VsfJVfMErgRYRAiyRL95pBMLoOpGeiKHufNdYfYvk231UVURCRVjN3yZ/JxaLkikUgZjLojEtkE1sjBtlwUXaG52kaSRTzbZzyIu0iTkY2e1BgOhnieT6FSQIgEilMFwiBAANKlFP32AD2pI8sS7fUugesjSbF+iQiiMELVZEIviA04RYF+a0i/NUKSBJyJy6A7JvB88qUUmWwCRZXQdI0D182x/9pZFFmkvTGmsTpgOBww7PVpb/YZD+KrxkzO5OB1s+zeXca3fc4cW2HxQpN+1yJhauy/usahg9Nk0zqbK12aG32cyzmasiIR+D6O46PKIoVsggM7S+yZLbKy1OboiVVW17t0Oj2yGQNTVxlbLpIApazJtXun2D8Xa7harSGqJKIrEourHb5xcoWVRp8gikgndMYTl4X1NhFw1XSRfVMF8ukU5XyeuUKGqysZTEIG3T7PncvT7XYJwxD4h2vgQ4cOPWME6sKFC1dEoCCuR7fffjuSJHHhwgW+9KUvcfDgwSd93Q8CnjWaqMeLWtiaeAF47nOfe0UO5KvnNvjTX/pLRE2k2+2RL+fQVI0oG2079hamczi2h2aoKFqEYzlUZir06j0AgiigfrFFfjqLMBZxbZesIjHsuiQzCUI/QDVVVEPFdz1KswVcJ049T2RM+pcjFpobTVzXpTJTprXSoThdwPf8y2aeSYbtEcm0SRhFKIqEnlCxL48lH/vyKQ6+4KqYIDV67LtxDtf2iGQldq5VZXr1PsunVilNF9AVCSlj4FoOew/UsCc+3fYILSmRLZt06hPGAwdZV8kWJHzfYzJ2uXh6jWIljWLopDMGG+v92BZhMCGTM+n3LFQtnpLTdRnb9nFdH91UMYxYdBgFcTOz1xtTqKY4fXSd3XvLGKLExHLp90eUCgayrDMcOQiSiGU7VKsZrInLyHaYy+boNkZMF5IMRhP2zBRifYcdXxWeW2pimhqFnEkqoZEyNTrDCYqhkDZU9s0U0SQZww640BhzYCrDscUmN86laSxf4MJgwPz8/DM20baxscGZM2e2sxy/FaIo4oMf/CC/9Vu/xac//Wme//znA7Bv376nY6k/BI9fj7YMELPZLAcOHNj2E3syE80gCPiLf/fX3P+pI+RKWRRFxZ0MyZbjw0u6EMsFREkiV80QBjC1cwp7Ysd1RRNZW9ggXUwhKxLjzoTazirdeh9JFoEIezyJO9y2RzqfQlJkAs8lX83hTFwSGYNet4/v+NTmqvTrfZK5BKIk0VxpU91VZtwdxxIESWQ8GKOoMqqhYI9it3LVUBm0BgiiSDKXoFMfoOoq5Zk8rY0ew96YwlSOMIi4dHKNUID5fVO4jkO/Y6EmNEQ1IltMMJNM4Tg+lu0wGk4QpYiJ5TPoCSBKpPNJVF0lX0pQqaUBgUajT7sxpFBKoSVUQMBMaAjEU3mSKJBJaCT0At3+hOMn1pAVmXIlRSqlc9WeCq7vMxoOkRSVZMIkk0zEzz29jq4rTNWyaJqMokistQaMXZcd00Wumi/hBwFBECKEUEwaZHdqLNZ7XFhssmMqh6GrNLojTvealHMJqvkUCSQubHT4hVqGo0ePApBIJOj3+xw6dOgZuQ7bIlDr6+tXRKC2bFW+8IUv8KUvfYkdO3awY8cObrzxxqdpxc9uPKssDh558nu8iZet1z/Rexy9+xQf+/078SIPu2tTnS3H0x+OTyKdoL3eJleNnX0H7RHl+RLttQ6aqRJdfl5xOo/n+lTnFCRNZDy0QAmprzUwkzq+7xOOw5gkrbXJFNNEIXQ3+0ztqtBr9kEQGA4HWGOb2mwZQsgU03FL3PMpTOewRzZmxsRzPMa9Mal8ktZah1QuiZkxSGRMTtxzhl3XziOKAtbAQpQVVCUWmQqXe4i95pBcKYNmqIhBSBSFdDd6FGZy9Loe/iRgdkcFMzkik0vQbgwZd1wKlTTQYjxw0RM2ohvrFtIZDVURkFSFMIxw3biDRwjJnIFtD7Ftj2QYoWlxllWvNSSZ0LAGNqam4gchrfaIkpTEtsf0uw4JTUdSHDwvQNYkapUMjhMgRuB2bI6srVCtxJOOrfqAiRewa1cJTZU4fmGT5x6a4/7TK0iKQD5lUC0kGaw5mFJMjIVQQJAjZoqxyZ0bhLz82jw/95KrWFq4gKqqLC4u0ul0toWSiUTiaelIbW5ucvr0aa699tonzbaLoogPf/jD/Ot//a/51Kc+xY/8yI98z9f3g4wrtVxpNBocPXqUnTt3Mj8/v23Q+WTGrOOhxbt//o/pNQYUawV0Q8NzA0ozBSZDG1VTEGWJ7maffC1LvzFElAS0QpJ+Y0h5tkAYRPiJADNp0Gv3QYnotNuIsoRqyrgTj+J0AXtkI6kSRkqntdqO3cR7Fs7EQU5IDNsWU/NloiDED0JUI05GyF62TJB1GS2hMRnZ5Ks5hp0x3Xo/nsLTZJZOrKBoCtlKBkmSyJfTuG5AFIaUp7M4TkAYRWimylXXz+HYHo4T2yCUZzK0Wz1aixMEWSZX8qjO5VC1BAlDIxIEbMfFsS1EOcAa9ul3BBRNIZlJICkymqHi+g6ieJk0yRLlQhLHC2hs9ml3x6i6Sm0mDj2vVFOEl+UK66s9MlkdP7BBUKg3x6zWR9QqafI5k1zWwPX8mDjKErPlLKVskoWVNmcv1pmtZjFNhf7IZrnRJ5XQmKlmqRRSOEHAxdU2O2cKTJcz5LMmURihiCLVbILpQpqXvyCOO7t48SKLi4uoqsqJEydYX1/frkdPh8v31hq2CNTj2W48EmEY8m//7b/lU5/6FHfffTc7d+78nq/x+w3Pmk6UJEm4bjyFtdXqfGTBerLT3hf/xz18+v1fQNBg0B6SzWXQdI31i3WqO8q4EwdBEJFlCWvokSmmCC9HKEiyhOf6FKbycWEzVHRTo9voU5ou0GsO8X0XBIHNlTqZcgrXdwiCWC8wGV4+Bfo+ekJnOB4SWiGzu6cZ9cfouhbrpVbblGeLjPpjPNunkDJorXfJFJMEXuxJoxkq9shhel8VSYgz7yRJZ/n0CvuecxVBEBAEPpKokEgbjAcTJmOHlK6g6QqKJrN6ocnypSY79pfYXB5A0GAwcDBNDVWVyBZS2J5POmsw6E1wrJCEaiCFUK0l6ff72E5AMqGTzRgsrfSoVFJxYDFDrLGL7wfIqkwyqVHfGFCcz2ENbGRJiCf52iMSZkRvEHD1vgonz9XRDZlMUmdjecBwaKMZKqVcAl1XGVoeo7FDIZcglTCYz5l4YYhj+9xw1RSTicPhnWUMXaU/dlAiget3VPGjCF1RCFwXVVZojywymkYhZfDWV17L2dMntwOvHcfZjkVYWFhA07TtApbNZq/YqfzbQb1e59SpU9tavm+FKIr46Ec/yq/+6q9y++23/1D79Axi61AXRRGLi4tcuHCBQ4cOUSqVrlj/tLFY54/f/hcMNockkgmSmQTN5RbZSlwr+s0BU7vjjpKsyfH0buCTyaVxbY98JRvndhKRq2RxJw7laonJyGFiWShJkfVLmyRzCXRTp785ZHbfFKN+bI+wNUkVySFRIDK9owKiQBDEE8GD9pBkJoFju/QafYrTeRorbRIZgyiCUXdMZUcJBGgsNinP5Qn8kH6jz+Zii8rOIkQCF45cQtYUZvdPM2wOsUYOiVyC4nQOoojQ9ul1+iRTJtNzVYIgorne58LxNRzXZ3ZPmVTWRJINDFMnjCIsy2E0HCOIMBoO4jB0TaVYMHFsj/W1HpOJR7GSYmo6RzqtMzeXp92xWDzXIJ0zKVXSKKqEJIuxr1XHozaVJZVKMFXJMRhOWFrvYo1dyuUUoiCxutalM5hQLacpFpJMVTOsNno0OkPm9TxTxTTVfArHi+OkdE1m/1SRtdaAheU20+UMhaxJ37Y5tdQgm9T5yZccBuLr/OXlZa6//noKhQLj8Zhms/moydytevRYj8OnCgsLC6ytrXHjjTc+KYGKoojf+Z3f4aMf/Shf+tKX2LNnz1O+nn8MeNqF5VEUbZOlR2JhYYHBYEA6nebixYtXXLCCIORj7/kU937yG3ihi57U8IYBhVqOwA8I/ADV0PA9H1GW8G0XzdSYjByiMCSZT1C/1CRfzYIg0FxpMbW3xqD5D23rfnNAMpcgDEKiMMIP/FgIGvhMRg6ZQorQiwi8ENEQGNSHVGbKKJpMfanF1K4K46FF6IdxntVggqqr8dWkJOI5fmweZ6i0N3vkyxmcicuwN6IyV6K53MJIG+hJnV5jSHYqh2IabCy12bjUJFtMU5zNk8wYCIpEo95m2HGZDF323zjPyYeWyJUyzOwpE4YRg55Fppyi2xnT2hwwsX3yxSSzu4r4fojj+mgJhRMPraIbMvmqgahpiKLM4qU2iDAzXyCVMem0R2yudjn0nB0cPbrCTTfMs9nss7LeZ//eIpdWeszNFEgkNAa2je/4jC2Pufk83zi5yqG9VSYTl0trHUJg3+4ygiigyxK9kY0bheQLCSRBQJJFWn2LpKEiICCIICoix89tcHBvlRPnNzm8r8qD59Z58yuuYUfSfsKx4SAItv1RWq3Wtj9KqVR60liEK0W9XufEiRNcc801VxQOfMcdd/DWt76Vj370o7z2ta/9rn/+D/HkeKJBl4cffphUKoVlWbRaLa6//vpvS0B+/Gun+bNf/isSGZNhY0xppkgURQxaQ0qzBcZ967LbuEzgh7HdiR+hmgqD9ggjoSOpMs2VJpW5EqO+hWd75Key1JfaZEspJFmKrVGyBqP+CN/3EEURRVVRldjs1xc8vHFAJpdGMzU2LtWp7azgWDbjQWwU3NnsYSYNJE3CHjnoCY3QDxAv66pkVSYCWitt8tUMRiaB7/p4Xoiqq8iazGTs4vmxmF0zddqbfUaDCZEAybxG4It4TkQia5LIGBgpPQ51H7vxNF9vwsTx2LW/RjJjEIYhfhDhOD6d9oheb4KkSeTLGoahoGoaESJrqwMsyyFfTpMtJGI7F8shDCPSaRNJFnE9h8FwhOuLNDoWZkKjVsug6TK9oc36Zo9UWmduJo8ix4NDfhjGk3qKRBhGrDcGNHpjyqUklWIKx/NZ3OwSRFy+ylPY6A6od8dU8klqxRSWEwvQP/BrbwBnyPnz579pIncLrus+qh7JsrxNqPL5/FNywFtYWGB5eZmbbrrpSZ3FoyjiXe96Fx/4wAe29U8/xOPjaReWP1HxEQSBXq/H0tISN9988xURKGs44Q/f8uccv+c0AT6GqWNqCYrT8ZiwIAooukpno4Omq1j9MY7lIooig/YQzdTwbB9VV1A0Fc+Nr/N8x8NMm2gJhcnQJlNOM+yMiMIIWZUY1Idk8xl0RUdXdWRFpt8Z4EUOgeuTyiaR1dhzqjRbwLZcNENDMzQG7XFcWDsjAi9AkkQ6G11UI9ZDSaKApEh4jkeulMFzfFKFdOz/ZMeO6oHr4zoeZio2/Rx0xgy7FrbtUN9o0loeMruzzO6raxBFJFIG5WoKRY4DRF3b4+wDixRKKfYdqDE9lUUQYGMtdjk2ExpRAPliEnvioyg6UQie56CpsYv5YDghDAJ0PSYbiiSSMBV63SGDzpgDu4uEgcjh/VNIgkDgB2wsdzB1jVRax3cCDF2J9VW6QiYZt7KtSWzsN7E9DF2hmDZRojhgtD9y6A0niIhcWuuwvNkj8EI8P0RTZLwgRBFjo8RRt8GBAwee0DJDkiTK5TIHDx7kxS9+Mddffz26rrOwsMCXv/xlHnzwQZaXl5lMJt/RPm80Gt8Wgfq7v/s73vrWt/I3f/M333MC9ZWvfIVbbrmFqakpBEHgE5/4xJO+5stf/jI33ngjuq6za9cu3v/+939P1/h04VvVo5WVFYbD4bctIL/ro1/hj9725yRSJppikK/m2HpJrpJh2BmhJzSiMGTUtdAMlc5mDwQI/IhRz0LVFezhBDMde/OIokAql8CzPQrVDFEYEXixye+oPSZXyJJKpvEnIbImUV9tMhqPEBAI3CA23rQdcuXYFV+QRLKlFJNhHBcTBAGu5ZLMGLTXOpcTHEIG7SGqrjDqDMkUU2imRr/Zjwlhs8/mpTq9xiCekIsifNvHs13K03lqO/OYaRlFUtF1jdpcHl2TWDi+yvmHV9hc6iBJIrXZPFcdnmbvVVX6zSEnH1ji1MPLTMYO6YzBrj1lrrlulmIuSXNlTH3FoteZMByOSaZFpmfTZDMq+CGO5ZLUVZKmRrs15PjxFS4utBAklVo1y+EDU8xP5zAUGQmBcjbB/p1lHMvj1OkN2u1RPKk4djl3scHpC3Umtketkma6nMJxPHwvIJcyuG7vFId3lNElEVkQ2FHKs69WoNux2KgPMWSF6WyayB5w4cIFbrjhhsclUBAb8tZqNa655hpe+tKXbkdQnT59mrvvvpujR4+yvr7+uA2IK8GlS5e+LQL1B3/wB7z//e/n85///PecQH2/16Nn5DrvsaGfjuOwsrKC53m86EUvuiIBeWutwwf/3UfYXNpk2B+RK+cYNkeYidgkr98eMpOrMuiM0LaMFiNI5hK4jhcLIKMIooh0MUWv1SNTSDMZ2jiTCflajs1LHTLlDKEfYI/jAmQNJqSKKaIIJEUmW9JwJi5mVodARBIlECOWzq1QqOWIAnDGLrWdVRqbTZJZkzCICMPY98WxXUozsUGnJIukckmG3TGpQophZxi7sWcM1i9sUpkv4Yxt1hYa6EmT2atn2H/DHEZCY/1Sk9Zmi0HDZfd1cxCFmEmdhdPr7DwwRX2hiSgKFCtJFE2lUEqhCAL9kU1ro0uykKJQShEE8QnM8wKK5RSd1ohed0K6kCSdSmLbEZP2mNHQoav3t92dQ8ejVkmxvNBhajaLPQnJl8zYXG+jx1X7KuyYLeL4ProuMxo5zNayjEcOhXyChKnRHdkMxw6VYopexyKXj031DE3hzPlNFFXi2oMzNPtj5msZDEOjO7DiPUW8T/q9MQCHD+yhVqtd8X58ZCzCVhp6o9Hg3LlzJBKJ7VPhlgHmt0Kj0eD48eMcPnz4igjUZz/7WX7+53+eD37wg9x2221XtObvBuPxmGuvvZaf//mf5w1veMOTPv/SpUu85jWv4S1veQsf/vCHuffee/mlX/olSqXSFb3++w2j0Yhms4mqqtx0003bn/eTSQrCMOSv3/VR7rvzIcrTZVzLAzVE0RSaKy0qO0qM+xbOxCWZSzLuWSQvhwNrhoZqqLgTl9JMDtfx0cw4u3PYHZHKJ+lu9tATOlpCo73Yora7gj22gfhQ4Nk++UoOL/DQUxqJVDwEo2VV1pc3Ym2RJNFe71CaLdDZ6KHqCrqg0mv0qe4sY1seuqkhKRLuxCNXzeLYHulCisALmYxt0vkkUQSFWh5JFWmu9Vg8tUqulkU3VZZOrhJEYGQ0ajvLgETgh/E0oiKx+9AMiibTa404+9ASekonlTUpVLPM7SkzF0X0uharl1osX2iQL6fJFJJkC0myeTPWloYhw76NrIpIksB4NGE4cBhaAemsztxckWJBQ9cSSLLO5uYA1woolOJkiY1Gn2Z3TKGQoFJJs2OuyPpmj8HQJpnUKeWTlPIJbMdnNHZw8ShlkmjShHMXG5imxuxUFkEUWNnsM7AdZms5simdSiHJanMAArz4cI2LFy9eUazTFrYMeQuFwnYOZ6PRYHl5mVOnTj3KAPPJruQg/vtdWlrixhtvvCIC9Sd/8ie8973v5XOf+xzXXnvtFa35u8H3ez162q/zIG5dbv3YrYmXrbDOm2++OV7YtyhYF49c4s9+5b+jmPJlclFG0zQGrdjzaTKcIEoi0uXstzAKCdwQM63Ta/QxkgayKlNfbFLbVWbct3Btl/xUnvZam2QuiSRLOGMHzVQJgjBuC0/iiT7fC7BHNtlK7FIeSRHZYpb2So+p3RXsiYM9sjEyGv32gEiItlvskiwjCSKaodKt98kUU3herI+o7ijTXGujGxpmxqC50qY0U8RzXAI/jK8hhxPqqx12HJrHdX0SuQSttQ6O62AkE6wvdMjPFpjeUWTYtXD9EN1QWDq3yfyBKSJBZNizcB2fVD4Ruxkvd1AViW57zMHn7ERJ6hx7cIlrn7ODhYUW7Z5FeSZPsZRkMJjQbA1xg5CZuTyiEOGObAQhZDB0GY585nYVSSR02p0xxVKKgeWwuNiiNp3FF2CqlmFxsc3UbJaLyy12zZewHY8LKy0iAW46OMvpC3Wu2lvm0kqHmUqW9UafVnfMrtkCuq4wsByMpIqiSpxeanDN3hoPnFkjJQpYssCH//3/Ta343Wc5PdYAUxTFR7XZt0jkFra8Xw4fPky5XH7S97/rrrt44xvfyJ//+Z/zpje96Wm3XhAEgY9//OPfkry94x3v4FOf+hSnT5/efuxtb3sbR48e5Wtf+9rTsMrvHR4rL2g2mxw9epRkMolpmtupCE92nRKGIX/3oc9y5x98nnw5h5Ew2LjUYGpPBWswwXdjX6VRPxY/b33OYRDHKcXdqC65cgbH8hj1R5TnStSXWiQy8VV+a6VNea6IY7uEfizg9l0/lgS4cThva7OD73uUakWayx0qc0U8x6dT75GdStNZ7yAqIkbSwLfjUOIojM2G44OchCDAsDMiW80yuCx0TxaSrJ+PD3JhFBIFIKvxVZcox1eSCAKCcnny17EJbBHb9khkTNL5FI7t4XoBekJDVhUiUUCWRURJpL7ao9Ucki2myBSSKIYSH6LFywHknRFBEJEpJJEViYnt0W4O8YWI+Z1lNEMhDAKGI4v1tT7WJCCZUckVTHRDZzBy2NgcUJ3OUq2kkeTYI29ie9iuh66riJJAsz1isz0kkzao1TIgCGw0+7FOqpKmlE8ynrgsbnQoF1PUSmkkScTxgstT1rHu1vF8mp0Br3tOiVe89PlPWa7clgFms9mk0+ls596VSiUymcw37dPFxUUWFxe58cYbSaVS3/K9oyjiz//8z/md3/kdPvvZz/K85z3vKVnzt4Pvx3r0jArLtyZeduzYQT6f54EHHuChhx6iUqk84bTC1+98kI+8+5OgRDh9m8pcTKCiMCJbzsRiyWwCZ+wwGU7IVrJsLjbilrV32cyulMEaxt2VKAJJlkjmU7iWQ66SxRrZhEGEkd4iMnnssc2oZ5HImHTqvdjKoDfE9VzKlRJCJFKazRP4AYoio+SS2COb6kyFTr2HAIREbF7coDidZWJN8D0fSZUZ9SfkShl81yeVSSDKEq7tU5otMuoMMdMJBDGktdZG1TWS2QTNlTaVnSX6rT6RFJDOpuhsDMkWkyQNmWP3nmfnwSmai3UQJWzLi8Wyro+R0Bh0Leb3Vek0h8ztKtLvWHQaQ1bObjK1p8Lh62dZXWgxO5OjOpOjb7mXBf4wVUwhRCBG4LghgRchKeBOQmRZZHm5S60W59mdOL7KjTftoJhPsLTaoWvZTFXSdHsWRkKNLRO8AEWVyGdNukMbx/EYT1wkQaTbt6gW02RSBq3umN5wwnRCI53SWd7ssnNHkVIuyWg8QRDAckIq5QyFzJOf0K4EiqJQq9Wo1WrbuXfNZpMzZ87gui6FQmG7iPX7/W3vlyshUF/5yld405vexJ/+6Z8+IwTqSvG1r32NV7ziFY967JWvfCV/+Zd/ied5T4l+7JlGFEUsLS1x/vx5Dh48iO/7nDlzBs/zqFQq3zJHzPM8jh07RumqHO+99z9y+p7z3PFHn6E4kyPwgthKRY8YDyYkswm69T66qaEltFgzubvCxLKJwri77dhj0oU0nuuTzieR1PjvtjhTYNSzMJM6nhDQ3exRmi3QWu2gmirDwYhBZ8j8vhlCLyR5eWjGdXyKMzkIBWpzVWzLwXEcVFNi7eIGmVIKSZYZtS2m99bobfZQNAXCWOiey6dxJy7FmXzscxSCoilIiggI+Je1p4POmOHAQkupTO+sIpdUXNcnQogD1FsjREkildFxLAfH9jDS8YE2U0yQvkyQHNujs9YjmTPREhpBGBGFMOiNSaR0TFNF02VSKY1+b8LSuTqW41GspMkV46m8sWWj6hqSALY1Qlcl5qbTNBpDmpsDatNZ0mkD1/VZX48NNmdmchSLCcyEhu24EEEqoZLeWcJ1A3rDCZORSyqhsrtWYGm9Q6s5Zn4mh6YrrDf7tAcW09UMhiriOB6vfNkLnpS8fDvQdZ3Z2VlmZ2cflXu3ZZ/wSF3n2toaly5dumIC9Vd/9Vf89m//Np/+9KefEQJ1pXi21aNnhERtRSZcuHCBgwcPUi6XCcOQF77whY+aVkin01QqFcrlMoYRiw377QHZ2RT1hSbpTBrd0GistKjMlxj3J7i2iyglGfXGpC5PvZlJHUVT8N2YmLgTN+4o+QHD7phMMUlrrRvnTKnQ2+wzvbfKZGyj6SqiJBEEEblyFs/xyZbSDPpDfN9nameNfiP2fHFtn169S3VnOQ4vTmrxePJl6wTX9pjZVQMhYjKxQQ3ZWN4glU0yGlmoikIil2D9/AaVHWXciYttuWRKGXrNPuliikF7THEmz/kHF9lcqDNzTZVcPsfp+xY48Lx9BBEIosDug1NIskSuksGxfSzLQzdkHrrvIjf+X1ej6UpM4oSIMALNVAEYDeJMN9d2qc3laGz0qdSyeGHIuNHHsWOfrXqjRzgWSWZVemObSiWLl4o1H4oq0R9OUFXYtSPFxsomiq5SKZiosoAiCBy6Ks7h0gQRQxQxTJWkrNA3JgwGl3VIYUQUxTqpZEJDlgS6fYtyMUVCU7hqrsTGZp98VqNvjckmdAbOhKl8ejt8+KnE47XZm80mq6urnDp1CoBqtbqtn/lWpOjee+/lp3/6p/n93/993vzmNz9rCRTEFg2P9bOpVCrbeXBXem36bIQgCIRhyKlTp7ajL1KpFGEYkk6naTab2zlihUKBcrlMqVRCVeO/F8uyePjhhzEMg5tvvhlZlrn51dezeanJw188QXO1Q2kmT2O5RSJjEgYh9tiOPaLGLtly3KEQBZFMKc1kZJMupLCGE3w/wEwZ1BcalOYKsR1K3yJdSNLfGGKmDYIgQFIl3MAhCkLm9swQuPHkrJEy6DZ65CpZuo0+siSRyifp1QdUd5bwvYB0JsRMmfRbA2RDoFVvomoaoiwyGU0o1HK013uk84k4YHi1w9TuKsPuiG5zSL6awUybsf0LLmo6hW9FLJ1aQ9U1KjuKhEHcoanO5vC9AKtvMxhMUA0VRRZxLJfgcixNFIR4js9oaCEqIom0jqbJGLpCOq3T64xZvthA0lQK5ST5UppsMUkURdiWR3OjgyhFFMp5PD9kY7PPeOKSLyZIpESyeRVr7GFbFsmEQiFjUsiZjMcunb6F7/pkMiaSAIsLTfwoJlfJhIbt+KzVB+SyBlPVDDvniiytdVha77JnZ5GdU3lKuQQT2yb0fF77I1c/pQTqsZBlmUqlQqVSIYoier0erVaLixcvcvz4cQDm5+e39+oTYctW5Td+4ze48847edGLXvQ9W/NTgWdbPXraSVQURZw8eZJGo8HNN9/8qImXR6ZLb42j1+t1zp8/TzKZJJ/Pk9ij8Lprf5Rdc7s58eUz3PuJb5DomwgiRFEYX485HtlKhsAP8FyPZC5Be6NHoZplMnEYd8eUd5TobnRJZBMEfkgUhuhJDceKT1x+EKCosWXAqDcmlYtPkKqu4AUOvc0B8wdm8WzvcpZcnDGVrcQdpXQ+7ih5jkdppkC/NSSVS+D7Af3mgMp8icZqG00T4w5Ho0umksJpuiSy5vZ1Zq6WZTywSOdSWIMJoijieyGpcpLJgkNnaUAuk8W1PSRVxOrZIAr4XoAoxaZ11sihVR/iez6V+QLuxI2diAUYD2xSkoSiSBjJeGpR0xQ8L2Ts2SRTcZaSokh4XoAYBQReQHtjQKTJCJKOacbi+lTGIGkqCKKIr6usrfeoVjOYCQ1Jhk57QBQGnDyyzJ59JVwrgChCV2QGnQmuG+B4PlO1DKmUge3EU1PdgUUqqVHMJ9lsDknoKqfObbB3Z4nx0Maa2EzNFRAnLoPOhLT+vXf1FgSBVCpFKpUik8nw8MMPU6vVcByH++6771vaJ9x///385E/+JO985zv5Z//snz2rCdQWHrvGrev474e1fyv4vs8DDzyA53k873nPQ1XV7Xq09fnu2rULy7JoNBqsrq5y+vRpcrkcqVSKtbU1pqamvinI+pZfegW3/NIrWDu3wdc+9QCBHwDCdkdpMnJQtThOpdfsU6jmaK930EwNwYB+o09tdwXXctBTepx3Z3vka1nciUu6kMR347DhQAqw2hOq8xVCL6TbGDC1u0JnI+4oRWFE5EeYeSPWYM7GRraCIJApZxj3LcrTZfqtQeyNJUasXdwgV0vjeg6e66IYWYbdcRyQ7PmoukplJk+/NWT1XB0/9CnN5ynVSshlBd8LcB0fe+zQrg8Y9i2md1dj0pXSSWbjmJhBZ0yvPcYLAnbur8WaLyOuJcP+hIWT60wmPplSivJ0hukdBWZ2FrFtj9XFNv3WmNJ0Ju6uD4ZYI5eJGyDIY2rTOa7KGgR+hO242JZHJpEkk4xod0acObmJpssUKya6HsdLNTZHjC2PSjXFzvkiw7GDiIAqS8zXskyV0kxsD98NMA2VfXNFFpbbnD1XZ8dMAQGfbnfCcOLz67/w9Bn7CoJALpcjl8uhaRoXLlxgampqe1jriewTHmmrcscdd/DSl770aVvzd4NnUz16Rsw2M5kMO3fufFTBeux//pEJ6J7nsbS0xOLi4rbgvNVrcs2PHeAFr78Ze+xw5K4TnPn6eU5//RyKqqCaKvVLTab2VrBHDoIgICkiXtslW8zgOz6pfCrOj3NjA8xBa0gym8RzXXqbfSpzJepLTRKXxeCT4YRICQm8gOp8GVGMp2YypXR8QswnGfbG+JKImTZZu7BBbWcF23LiqAZVZtAdkcrHYtJEykTRZQI/YMf+eQadAaIi4jg2S+d6lGbzjFs2ZkKHhEC/PSBXzdGud1ANmVQ+ERvibfbYcWAKAbAth2TWjCdtUjqqrhKEsX5h7dxm7BKc0lk4uYaiKYiagmZqJFI6iZTOZOQgKyJRFKEbKtbEYzyySaQNlhaaWGOPdNZAFAQKVZNUKoUoCCAKaLpC4IWsrrTJFZOUiknW1rrsu6pGrzcmm07RbI5iglwfIssRmw0bz3HRExqqqpBOaTSbQ8qlJMOxy/V7qgSXf8+phI4A9PsWtuPTH4wxdRHHFzh/tsGhQ9Os0EGVnvou1BNhK4H96quv3j4BPdI+4dixY0RRRC6X48iRI+zcuZOf+Zmf4bd+67f4F//iX3xfkJBqtcrm5uajHms0Gsiy/KTeV892bE1pbk0GPdFAi2ma207Ntm1z/vx5lpaWgNgYeHl5ebtj/khM76vxk792Cz/5a7fQWG5x5PPHuf+zD9Ne71LbWaa52sZIGoRBrKkxkjqu7VGcLcTWB5dTEAbtEel8kl5jgKxKJHImGxfq6IU4TN0wTVRVYTAaka9m48Nj1iSKwLFccrUM3Y0e6UKKMArprHWp7a7S3ewiKTIQ4dmxkDzwA6Z3TRER4DgukiGwdmmddD7FeGQhCRKZUprl02topkpuOoEgSKiyxtn7LsaeUQfiTrikqMzsLuFYLp3GkI1LDURFpjiVozSTJ5kxyVdSDDoWGxebDIYOZtqgOJUhX0pRqmUJwpBWfcD5oyvky2ly5RSyppAvp2jWB9gTF/AwTZlqbYrx0GHhQoNRb0JtOotmajiWx8Z6j1ASqE1nqVRypNJJJrYd14vQJWVEpGZTDIY+G6s9arUsGVNjbbPHwkKT6eksuVwCa+KytN5F11Vmp3PMTudY3uhyabVNKa8xO5Wn1bXYM198mnbxP2BlZYWLFy9y4403bgvZXdfd1nUuLS0hyzKCINBoNHBdl7e//e185CMf+aYrsmcrnm316GknUUEQsLm5SalUuuKR4VarxdLSEldddRW1Wm17cmpxcRFd1+NR9Zfu5fmvuxHP8Tjxf85w7x3341ixQaYoC2SKydjTqZhi2LOQAwkjobNxsU51Vxln5OBOPOSKTL81IJVP4nnxnb2qK0ysCUpKxrcD8sUcge/T2exRminQWumgJzUgYtQZU9tVxhk7sUu5KAACuUom1mgV0owHFnYYYKZNNi5P3bmOizfxqVRKdDZDyrUERBGREDLxJrhNj3QlSa/TRTM0soUciqgyaI9oLLfYde0OAs8nkTawuiNcN0Qzcgw7Q0Tg8E07OP/wMlpSQxKhOl+k1xoysVwmlksibWAk4g6OQOzx19noM3Z88uUUJ+6/xDXP3cX5MxusLrWACH8cMhEd6mt9qnM5MrkEsiygKHGWXsLQ2DFboN8dsb7RZ/eeMvl8gnZ7zGjkM7+jgOcPMHWJ8XDExI5QRZFiOc3qQgc1oeARMV3LUm8OqFbTpDUVURGBNo3WiPnZHIqsIogw6Tm87Mbd/NJPv+B7uoe30Ol0OHr0KPv3739UC3nri7lcLhNFEf1+n6NHj/J7v/d7bGxssHfvXlRVZW1tjZmZmadlrd8Nnv/853PnnXc+6rHPfe5z3HTTTd/3eqher/coG4snE5BHUcTq6uq2d1QqlaLRaNBoNDh//jypVGr7s3/s5FR5rsgrf+Fl7Lx2jg/91t9ua54EQcCxfQq1HN1GPyY6nk97vUNtZ4XmehtN1wijCMd2SBeLjHpj5KSEaRrIkoKYFhn1xiRzCUadIdgCqXyStfMbVObLuJaL74coukK/PSRfzRJ4PmY61i7aY4/idJ5+a0Aik0BQRdprA6Z2VWhv9ND1+Iu31xqQLJh0ml1SxQRB5CEgI0YSRBH7n7MLZ+JhDyZ0msN/6EBNZdlRSBEBju2xcn6TzcUmZsYkV82SzifJllIgCFhDm8Vzm7Q3BuSraRJpg2TaoDYXD3KoioQoCiRNFW0mx+ZGh81lBzOpE83IGAmNuV0lNja6jIY2iaRGqZykWE5ijVxa7RGhE5DJJVBEgdW1DrYbUJ3KYpoSsuzT7tlYdoNaNU21GgvRx2OHbNqgnE9SyCXw3IBIAE2TmSsl6A0meJ5E4Ia86LodT/sBaXV1lfPnz3/TJKCqqkxNTTE1NUUYhnQ6Hf7+7/+eX//1X2cwGPD85z+fTqdDt9t9QguGZxOebfXoaZ/OW1hY4PrrryeTyfC6172O2267jec+97nfNOUEccHaMgg7fPgwxeKjmX0QBLRaLRqNBs1mE0VRKJfLVCoVMpn4Ou/EPWc5de9ZHvzcURRNQU/ELubTe6rYYxvXjpPQreEERY2tFSRFwrbi7pWR0Fm7uIGWUZEFCWfsUdtRobXWxUjr6IbKuD/BSOuEXmxQ59ouqqFeTka3yE/naK+00ZM6Rspg4+ImU3tigadne6QKSeyRg6zKhH6Aosf+VAgCiYzB2vlN0uUEw8GYycCmOJPD7sc5fmbGpLPeJZFLIisKSkLHt934xKorpItp7Encyh4NbUqzBS4cXebq5++judFjc61HMptgZleskbhwcp3rXhgH9Pqej+34iKqCqin4QYBtW9TXh2TzsWcMgkC2mGRtsY2sy+RKKRRJ5KGvXaQ4m6M2m0cQBc5dbJDJmuRyJqurXXq9Cbt3l5BVCRBwPZ+FhRa6KlIs6bhBiJnQCUIBM6Vj6CoIAmPHYa3eJ5MUiRSdaj5JvTmiUkkTAr/xSz9GKvG9v87rdDo8/PDD7N+/n6mpqSd9/qlTp3j1q1/NG9/4Rnbu3Mmdd97Ja1/7Wn71V3/1e77Wx2I0GnHhwgUArr/+ev7gD/6Al73sZeTzeebm5viN3/gN1tbW+NCHPgTEI8WHDh3irW99K295y1v42te+xtve9jb+5//8n9/3Fgef+cxn+Imf+An27NnDrbfeym233faoXLxHIggCTp48Sb/f3zbffCRc190+4LXbbRKJxHY9emzE0LhvceQLxzn5tXM8/IXjlOeK+K5PvzWksqNEp95DM3Q0XcGZuCi6TOiHKJpMu94lkkIMw2TSnVDZUaK11kHVFRLZBPXFBpW5Ep7n4zk+RlLHvxwk7Nixv9zoshVIKneZaO0sEXghvUasl+q1BmiaiqLJ8QSgEoe3q6ZKd7OPqAo4js2obVGeL6KqGp4ToKgqmq4QRiCIIpOxTXuzz7BroSV0ijN5zLSBKMdO4mEIzbUOg96EfC1LKpdElEUsyyOKwEyoIECEEMsjvIBWfUiva2GmdRI5Bc1Q0HQTiFBVhYjYhNdzAxr1Ae3WmHw5RakaZxQ2GiNa7RH5cpJyJU1EhDVxUVWFZEpHUSUCP6DTGzMa20gyMYmaBLR7DsVikmolzcT1uLTSRpIEigWdVCrJymYfy/Z41ztu4fqDT98BaXV1lXPnzj2hmedj8fd///f83M/9HL/5m7+Jbdvceeed/O7v/i6vetWrnobVPhrf7/XoGbE4mEwmfP7zn+eOO+7gU5/6FLquc8stt/D617+eF7zgBciyzHg85vz58wyHw8ctWI9FGIa02+1tQiUIwnYBy2azRBGcvf8CX/3EN1i/UMez3Xh8NoyYWA7pXJL2RhcjqaMndNbObzC9t8agM6DfG1KdK+FNAlRdvuyWLeBedhrXExqNpRalmQKO7dBvDpnaVbkcoWCiGCrj7phE1iTwAgQp1kaoeky0rN6Y/FSO1mpMtMyUztqFTab21HAsB3vsEEo+hALJVIKJ5RAJIeOhhSxJpHNJOutDEtkkmUoGqzdBlCWaa206mwN2XD1NqpTG8SIy+QTrl5pkS2nMrMnFs3X6HYtdB6dQFJmVhQa79lVQTRXP8Wlt9llf7LDz6ilEAy6eaHLg+hkEWWZiOSRzSYIgIghjGwjHD1BEkQtnNth7dY3xyGVoOfS6FtMzOYozOSaOz/Hjq2SzJjt3Fbm01GZ6OsfCQoPJ2GXPvgpIYFk2YRiwvmEhyQIzczlEGRzXJZlOsrrWY9d8kWOnN5idy/He33oDCfNbiyifCnS7XY4cOfKEbuiPxdmzZ3n1q1/NL/zCL/C7v/u7z/gV3t133/24kTJvfvOb+eAHP8g//af/lMXFRe6+++7tf/vyl7/Mr/zKr3Dy5EmmpqZ4xzvewdve9rancdXfO/R6Pe68805uv/12Pve5zzE7O8vrXvc6Xv/613PNNdcgiiLdbpfz588DcN111z2pWNf3/W1C1Wq1tjvmlUrlmyI97LHNQ184zjf+/mF69X589a/J2CMbEEikDTYui8sHvSHdepf5/bMMWyP0hI5qqExGEzRTI/RDJEVkMnIwElo8jNMYUpor0lrvoukKyVyCjYubVHeU8Rwf1/VIZAzciYekSngTDyOpM+pZCELsrbd6dp3qrgq+69Pe7KDnVEIbzIRBKIRYA4sgCgmciMnAxhq6zO6fJl/LIqvxhYfr+Iz7FtbIQTU1zMvTg47j4W5N6ikyvh8iyhKCKDIe2rTrcapCrpymOptH0RWCMKTT7DAe+hgJg0wxSRhFdNtjGvUBiaxBdTqHqsl0u2P8IKBQTGMmdURJwHED2s34fQulFJIi0WwPaTSG5ItJKrUMnh+wstrB8yNq02lkGdo9i97AI51RYyLlOEwsl0IhSzplEAkQhBG/82uvQZafHlnB2toaZ8+evWICtWWr8oEPfIA3vvGNP6xH3yWeERL1SLiuyxe/+EVuv/12PvGJTyAIAi9/+cv5+te/zmte8xre+c53PmnBeiy2RtG32uxRFFEqlSiXyxQKBQQhzns6+sWT3Pvx+y8XIoXWWpfybBF7YkMk4PkOtu2QTCYI3IhUPkFno4uRMNASaky09k1hj2zssUO+lmPUHaEa/+AD43s+AqCZOo3lZuxgPnYYdEbUdpWpL7ZI5hJohsqwMyKZT+C7sZO57/kgQr/XB0+gNl+hsdoikTbRExprFzYpzuUZ9UeXDT9NVEWl35xQmingeQEXjy4hiAL7bt7DsBOvTTM1FF2Jze9kieHAJlVKI8oyG0sdSrUkRtLAGtk4ts+FE+tIssD81SUWznbZc3AKxYwdihurPWb2VrAdj35nTGU6i+MGNJsDpmfzLJzepDibo9+f0Frvs+OqCkZSIwJCEXRdYaM+xExqWGOXjfUuteksxUqatbUe1UqalbUO/YFNrqhjmhJhBJIok8slCSLYbA150XP38NaffeFTv0Efg16vx0MPPcS+ffuu6CruwoUL2x2o97znPd+TfL4f4qnDcDjk05/+NLfffjuf/exnKZVKPPe5z+Vzn/scv/3bv82b3/zmx+2afys8Wcf8kV9iW3KEI3ed4P7PPER1ZwXHdpgMbGRTxBpOyGTTSHIsSnfteBTfTBtsXGxQnivgOh69y+Ly9noXPRmnJViDCXoyJlqyKmENbYyERhBEDFoDSrPFy4HssU/d5sU61V0VPNvFc33MtMFoMGLi2GiyRqYQJzlIkkQia7J8ZpV0MUUoRExGNpOBy6TvoBgahakcmVKKycih2xqh6DKVuWLc8Q6iuIPv+HSaQ/qduGs1v6+KmY7jYRzbY/ViA9sOKM1kCQUfUVawhh7t5oh0McHcrjKqJhOEIa7tYVkeiirHnf2Jw+pylxCBqfk8yZTGeOyystJBUiSm5vLohsJwaGPbHvliimRKizVlrofvxzmpiiLR6Y5YXu2imzLptEKIQL05QdVkdswXKBVT/Ju3v/Kp3pqPi/X1dc6cOcN1111HPp9/0ud/5Stf4ad+6qf40z/9U37u537uGSdQ/xjwjJOoR8L3fT70oQ/xy7/8y7iui2EY3HLLLdx66628/OUvR9O+/WuardHPLULl+z7FYpFKpUKhUEAURRZPrHD/Z46wfGqVxnILM23QafWw+haze6ZprLTJFFOomkpjpRk7+44dgPgKMIyIiHAnPsm8SWutRyKlo5kaq+fWmd03hTWc4DreduzDVkCoIAp4jg8C6KZGY7lFabbIZGjT7wzQsjJ2zyNfzqJqCqOeRSqfwHV8ZOWyAaip4jo+w86QUIxoLPYp786TSJtYfYf1C01u+LFDHLnrFNe9/Goe/tJpDr/4Ks4dXcF3fK578VU8+KXT7D48g5bQUZM6sq4x6IyRFImlC3UmQ5e5vSXaXZtEWmdqR5EojDh67wUSaZ09h2d4+MEldh+oIWsyrueTMDU6zRGZYgLbC7h4epNrbp5nPHbo9ix27akwGE44d67O1dfMYLs+587VMUyVAwdrHDm6ylX74my9xeU2tWmTjTWLAwfKnDzXJJ9T0U0FQZJ4+Qv38cafeO73tCj0ej2OHDnCnj17mJ2dfdLnLy4u8qpXvYrbbruNP/zDP/whgfo+w3g85l3vehfvec97gHiMeuvK74kkCE+Gx3bMRVHc1lA9dorT93xO3nOWBz9/jFP3n2bUm1CdrdBv9FENDTOls3pug+m9VRzLYTJ2yVcyjAcWsqYgCiAIIq7tgCCgJwzqiw3Kc7HNS781oLqzQnu9g5kyUA0VazhBT2ix350qMxna6Ak99iTa6GDkNNxhHG1lJA02L9Wp7argTNzYHd3U8Lz4tUEU4roO46GFawWkckmS2SQgYo0cBu0R/Y6FoEjMXlUjW0whiiKeH7C51Ka+3ieTT1CczqMlVBzbZ3OtR4DP1FyebCEb68kmLksXm0wmHuXZPJl8Atfz2VzvMx7alGdz5ItJHDeg1RqTSqvkS2nUy2ahg4FNtzOOpwZTOv3+hJW1DsmMwfR0DgRYWe1iOR4zs3mSKZ2NzQ6tnkMuZ1DIG4wsm3prgqKJ/N+vO8zrXnX9FbmJfzfY2Njg9OnTV0yg7r33Xt7whjfwX/7Lf+EXf/EXf0igniI8q0hUEARcc801/ORP/iT//t//e7761a/ysY99jI9//OMMh0Ne/epXc+utt/KjP/qjmKb5bb9/FEUMBgMajQb1eh3HcbYJVbFYRJZllk6tcOd//ywnv3SeXD4bm99ZznZhkWWJcd8imU1gTxwmQ5vCdJ6NC5vkqjlkTaK53Ka2s4w1thEiUDQ5dk4PQzzHI5FN0F7rkMiYqLrK6vl15vbPMO5Z+J5PppymvdkhiHwSiQS6oeOMHSRFQtVV6stNqnMlRgMLZ+xQmi1QX2qSKWVQNZn6ag8za2CPLCIxQtIkhEhm2Jkwd9UUF4+t4rsee2/excmvXiCRNqjtrrB4cpU9N+xE1mSUhE67PiAQfFwrpLk2IFdMUN5R4sLpDa55zi4g4vh9C/heyJ7D00SyyOpSh8pcnkRSw3cCfD/AnrikyymWLja56vA0zthlPHJYXmpTmclhJDWWl9ocuG6Gc+fqjCceN908zzceWmbHfAFB8FleHXDwQI1z5xs4fsCuXSUuLDYplpOkEjKHdic5uD+/3XHM5XJPKWnp9/s89NBDV0ygVlZWeOUrX8mrXvUq3ve+9/2QQH0fotVqsX//fv74j/+Y17/+9U8qQfh28UQd80qlsh06a1kWR44cwTQTaI7BA585yoOfP0a+lsOxLke+XP7ZUQS2FceytDe6GAkdPaGxem6D2aummIwdHMshe9nWQNMv64ckEWfiIAoiekJj41KD6nyJieVg9S3Kc0VWL64jaSK5Qg7P9tFMhdCPA3rHA4tE2sRzPAbdEZX5Mq3VNqvnNinNFslVs9i2Q2O5jT1yyUylKUxlMVMJZFmm3xyyfL6OpCqUpvOkCkkESWQ0tIGIVDaBrMQdpv5ggDsJ6TYtkCSqs3mS2QR+ENLY6GFZLjv2VkjlTBDAcwIGfYsgiEikdSIE6ps9Oh2LYjVDqZomCEPWVruMLZfp2QKZnMlgNGF5pUs6YzA/nwdRZGw5SLJEGNgggGkmsSYughT73E0mLitrXf7lW67F98bf5Cb+VJKWLQJ17bXXXtFE2v3338+tt97K7/3e733fTAV/v+BZRaIgPu1ns9lHPRaGIffdd982oWo2m7ziFa/gtttu45WvfOWT6qUeD1EUbWcS1et1JpMJ2WyW0WhEMpnkuuuuo73W5YHPHuXsNy5w/sEFKvNlRt0RrhNPstSXmmRLmfiOfeyiJWKNk6xIWIMJiVwCa2DhTuJImfXzGxSm8oiyRHezS3muiDWYIMkSohR/yYZ+wHAwQlDB7fvkqzkkWWJ9oc7c/mkGnWGcAZhPYvUtNFMh8ON8Lqtnxflbjo+syRgJg2HfQjNkPEJc28V1fEIf+s0Rs3trpHJJjnz5DPtv3oksSwSCSEhM/FaWWqTySQzD4MKJNYhC9t+0k9PH1jh08zxCCGvLbTr1IdO7iqQLSUZW7DY+NZtl2LPRDYUzR1e4+uYdDPoTcoUk/c4YI6HTqPdpdcbc+LxdtBoDNF0mmU2w0RpSq6ZZbwzo9cbkciq2C9Vimonrs7DU4tpDs4RRiB2EqIrEL/zM88ln5e0TfhAE2+aIhULhu5ra2CJQu3fvZm5u7kmfv7GxwStf+Upe8pKX8IEPfOA76lh8u3jf+97Hf/7P/5mNjQ0OHjzIH/7hH/IjP/IjT/j8v/mbv+E973kP58+fJ5PJ8KpXvYrf//3f/763LHiq8Xj16PEkCD/+4z/Obbfdxotf/OJvW34Aj98xz2Qy9Ho9arXadvwMxPXw0rFlHr7rBCfuPUN7rUtptsj6wibZYhpVV2iudajMl5iMbUQhDjUXgDCIsCcumUKSxvJlKYGuxkTrwDRWP05SSBeTWIMJqqYwGAyJxAgZGd2IbVPWF+pM7apgDS3sUXyQa66142lDUcR3fCIiRl0Le+wgKjKZQgpBEmiudhj1JiQKBmbOREsYCIiIkoyuxcQuigQkNc7c67RGtDb7qKZCaTZPKhubawZhhCyLCKKErEpEITTrA+rrPcyUTnWugKor9HsW6ytdzJRObT6PrMq0GgNcL57IS6Z1QMB1vXiQRhTRdIXhyGZhoYlmqszNF0AUWFpqMrEDZucLpDM6rfaY9caAUilFpZxiYvv8ye//fx7lJr7Vcdw64G0R5O8Um5ubnDp16ooJ1EMPPcQtt9zCb/7mb/LLv/zLTwuB+kGqR886EvVkCMOQhx56iI997GPccccdrK6u8qM/+qPcdtttvPrVr76igNjHQ71e5+TJk7GZpe+Tz+e32+yqGuda3f/pIzz4uWO4the7fcsS9thG1VQkWaSxFIeC9poDwjAkX8nSWGmRq2SIIgHf9VD1mPRIqsi4a5Epphh0xoRBSLaSYeHYJVLlBMlkinHPojiVZzKy44iFEERFwrU9As8nXUiydn6T4kwBIoHGSpPazgphCJIa/5EGfhR30NRYjBlG4AU+ge9iTzwIQdNUCjNF1i82mNlbZTC0sV2bbtujPJ3HMDU2ltsMe2P2HZ4GUcIPQiRZxhrbLJ1vks4bTO0oYSQ0VhdbqAkV148olpJcOltn7+HpmCiKAhfO1pndUWQ8dkilNQRBJBLjCT1ZEpEkES8M8QKXzfqA+V1VRCnWIkxsj2otg+PEv39FkVha7/AXf/RPMIz4y2ur47hVwMbjMfl8fvtU+HhxQk+EwWDAgw8+yK5du5ifn7+iffTqV7+am2++mQ9+8INPC4H6yEc+ws/+7M/yvve9jxe+8IX8+Z//Of/tv/03Tp069bik75577uElL3kJ733ve7nllltYW1vjbW97G3v37uXjH//493y9/5jg+z5f+cpX+Nu//Vs+8YlP4DgOP/7jP/5dSxCWlpa4cOECsiwThiHFYpFyubzdMX8kls+s8bVPPsCZr58nDEN8N0BWJIbdEelCmsnQwrZcitN51i5skq/lkGWR7maf0mwhJlpibO4rSiK+H1429EyweHoFM2uQy+fYXKgze2CaUXcMQjw161gusiYReCGqodBvxk7qsiKzeGKZTCVLImUgSRK9y7qrCHAnXmwK7PuMhxMiCURJIPQFhh0by/LIlVNU5ouIikB/MMTUDXwnwrbj2idKIoOexcZKF83UqM4XMJIa45FDc7NPvpKhUE4hK/G13cRysSfx5LSsSPR7FqsrXcykxtRcAUmR2Njo0etaVKay5EsprInD0lIbVVfIF2NReqfrYjs+u3eXMBMao7FDQETC1Ljm8Axv/KmbH/X5hGG4TZCbzSae523Hs3yrOKHHQ71e58SJE1x77bXfNK3+eDh27Bivec1reMc73sGv//qvPy0E6getHn3fkahHIgxDTpw4sU2oLly4wMtf/nJuvfVWXvva15LL5a5o07RaLY4dO8bOnTu3zfTq9TqNRoPBYEA2m90mVLquM2iPOHLXcY58/hinvn6emaum6Df6yLKMkTaYDCdxcLEfoqgyw94IMxVfPzZX27Gb8GYfSRJIF9I0V1vkqlkGvQF+4JNOp5AlBUGEQXtEvpalW+8jyRLpQpKVs+tM7arie34cE1FM4U6cOAjU9bGGDmsXNtlz/Q7CMOT8g5co1HLsvGaOYc/CGsdtaTOt0+8MMfM6w+4EzVCRJIlAiFBUHT+S6a61mNk7hZHSY3LSGhMC2XKa4chFFEXOHV1CVBVueNFuHvjyeQ4/ZycLCy38CHbsLqKpEoIgYNs+kShw5tQGew7UkBQJQ5OwnYDTx9e46kCVREpjc63P+kaPXMlker7EhQsN5neVWNvoMayPqE5lyFfTyIaMF0YcuKrGm//J85/w87Usa3tSqt/vk0qltk+Fjx09fyS2CNTWvriSffSa17yGQ4cO8eEPf/g7uuL5TvDc5z6XG264gT/7sz/bfuzAgQPcdtttvOtd7/qm5//+7/8+f/Znf8bFixe3H/uTP/kT3vOe97CysvK0rPkfI4Ig4N577+VjH/sYn/jEJxgMBtuauG9HgrC8vMyFCxc4dOgQpVKJ0Wi0XY8mk8mj4mce+wW8sVDn4S+e5Ot3PsigPSRXydBYbpGtZBAuO6ZLikQURsiKSL81JFeN/eQCPyRXzbJ6dp3SbIHhYIA9cpnaUcO13Ti014u9pmzLJvACMsU0K+c2KM8UEARorXWp7SkzbI8wkgYRYI8d1s5vcvXz97Fydh1n4jK1uwKCyKA7prHSRlIVZvfXkA0R14075qOmzXBgky4lKNbySLJCrz2iuTFAT2hM7y6TyBiEYXxQDII4aklWZCa2y+Zqj/HQpjpfIFtK4To+ayttXDekNpcnnTMZjV1WFluYSY35vWVkWcK6fLWpGXHAue8HbGy08f2IUjkHIiwttrAcn/kdRcyExsZGj3bX4j+96w0cOvTEE7tRFDEcDrfr0Xg8JpfLbdejb3XA2yJQ11xzDaVS6Un30alTp3jVq17F29/+dv7dv/t3T9sV3g9aPfq+JlGPRBRFnDlzZptQnTx5kpe85CXceuut3HLLLRSLxcfdRGtra5w5c+ZRjtOPhG3b2y32Xq9HOp3enqwxDINxf8yD//sYJ796lrWzG3ieTyJjsnZ+k8pcET8I6W70mNpTpVOPjTI1Q8WduMiaTODGvlDrixuYGQPDNOPsvj1Vmitt9EQ8KdNrDEkXkgR+gCgKuLaPaihEYcigNaI0W6Cx3MZI6aTzKRaOL+NYLvNXTzPqWSyfXqM0W6CyowSiyMl7zpIupNh17TzDvkW2mmHp3AaqKSGpEsOeS3EqR8LQ6TaGVHYWefDL57n6xnkESWA49gkFkXTO5PR9F0jXchiGSr6cZn2xTXEqw3pjxL79cYq9IIqxP43lcvbMJuWpLLXpLL7jISsSDz+0QqFgUp3K0h+MWFkZYCTj31WpkqLRHhF4AaPOhFRaZ2Z3kcANOHjdLG/+py+84gKx5eXTbDZpt9tomrb9hZTNZrffZzgc8uCDD267VD8ZOp0Or33ta9m9ezcf+chHnjbTN9d1MU2Tv/3bv+X1r3/99uNvf/vbefjhh/nyl7/8Ta/56le/yste9jI+/vGP8+pXv5pGo8FP//RPc+DAAd7//vc/Lev+x47vRIIQRRHnz59nfX2d66677puuESEWu28RqtFo9E0d80eitdbh63c+yMLRJZZPraIndURRoL7UYmZfje5mD0SBTCFNa71NrpIlDEKCIGDQH6CoCul0im69R2m2SLfeQxQlMqUUq+fWqe2sEPgBtuWSyCTwHDcOELZczLTBZGRjDW3a61323bybXmOAosrIikREHPyuaAphFNFYalFf7ZLImJTmimgJjfHYolMfMhl5VHbmyZfTaKZBFERsLrdobQ4pz8YEKQgi6utd+p0JhVqG0nQ86t/Y6GONXWZ2l0hlTRCi2NbBCxEl4bKRssulcw2QROZ2F1E0hfrGgHZ7RHkqjWaKOE5Ao26hGwqzO4sgwOJSC8+P2LGziKrJXFps8T//xz/7tqwNJpPJNqHq9Xokk8ntepRMJrfrUaPR4Pjx41dMoLZsVX7xF3+R//gf/+PTRqB+EOvRPxoS9UhEUcSFCxe4/fbbueOOOzhy5AgvfOELufXWW3nd615HtVoliiIeeughhsMh11577RVNN7iuu02oOp3O9oYvl8skk0kcy+Ho3af46icfYOX0GulSislggnx5gk/WZMZ9C0kSSaRNls+sU9tdpt3s4I5d5vbN0Gv0MVIGoigQhXExJuJy4nuT8myBydhh1B1T21lic7FFOp9E1uKRZTOpx7osVWbYHZPMmoiSxKUTK/QbA67/sWtwxjbrFxv0GgOe85rr+Mb/Ps7MgRr9zpDSTAHN0AgA1/NwXQ/PDkimDVaX+szvLiNIAoIkMhjYZEsZLj68RHW+QLqSRdEUJiMbVZc5+eAyew7PIEkiZ06sU6qmKU1lCIkQFAVJEJBViV57xOJyF8KAmR1ZIiGi03GpTucQBYFUxmBlpYNpaiwtNIkiOHD9DBdPrPPmf/Zifvz1N3xH++SR8SzNZhNgu3gtLCywY8cOdu7c+aTv0+v1uOWWW6jVatxxxx3fkSbmO8X6+jrT09Pce++9vOAF/+DU/s53vpP//t//O2fPnn3c133sYx/j53/+57FtG9/3ed3rXsfHPvax73sH8mcjnkiCcOutt/Ka17yGdDqNZVkcP34c3/e54YYbrqhrtZXn90Qd80ei1+jz0OeP839uvw/HclBUGc/xERWR0AvRTI32RodkLkG/18PqOew6OEdztY2eiE2Ch+0hyVyCwAtjQ+KxjW7qBEEQm3TuKNFcaqGnDIy0jjWY4E5c9ISOrEhxXNdam+ruCp21HpvL8TBMKpdASxr4nk8YgmaoTBwHP3BJZ7MMuxM2F5tECLHUIWsiSjL9zoR+a0xxOsfUziKSIuF7IYEfEEUgawpRFNHc7FNf65POJ6jNFxBEgY21Hr3umMpMnkIlhT3xWLrUQpRFZneVUDWFzY0ene6Y8lSKqakCvh/ieAGqJqOZCoQRtusTRaAbCtValre+7aXf8T55ZDxLq9Xazt9UVZWLFy9yzTXXUC6Xn/R9tmxV3vSmN/Hud7/7aR1q+UGsR/8oSdQjsaUv2CJU999/PzfffDP9fh9Jkvj85z//HSVte573KHdiwzC2O1TJZBLf9Tn25VOc+uo5HvzcMYykhmporJ3fYO6ygNN1XQIxgADSqRSe52OmDDobXcyMiaIprF0WfI67YzzPj6/ROmOMpEYYXHZXH9oouoKsSmwuNJnaW2XYGeK5PoWpPK2VNplSeluLcPHIIvtfsI+T95zjhlcc5sgXTzF9sERvY0J5Lo9q6Az7FqIoEkYCmXKC9YtNjJzBsD1GNVWMpEm+kmVjsYVhKCiGSjKf4uRDy9z4oj0snNkgX8mQzBhEgkCrOWRtscM1z5lHkkSO3HeJ8lSWmd0ljn9jkXQ1S2u9S2kqSb6cYzx2SGd0BkOXbN5k8WKL2bk8q6sd+t0J1928g6P3X+L/929fw4tffuC73idhGNLv91lbW2NjYwNBEB6lQ3kiYjQYDLjtttvIZDJ88pOf/Lb0Vk8FtorWV7/6VZ7//H+40vy93/s9/vqv/5ozZ85802tOnTrFj/7oj/Irv/IrvPKVr2RjY4P/5//5f7j55pv5y7/8y6dz+T9weKwE4fz587zoRS/i3Llz27//70RH9WQd80di1Bvz0BeOX05yOM703krsXdceoqQl/ElIrpBBuPzl67v/YMGyudikMldkMrYZ9y0q82Waq7FAXZZlHMtFNRTCIEBSZdbObVKeLaBoMmfuu8Dhl1zN5kIdWZVJZpOMBxMuHVtm5qopUoUkoizRaw/oNAYEbkR5R5lcJY3nBowGFrqpoSYUQsL42s/yaa4MUQyVqZ0l9IROvztmY7mDamhM7Sqimxr9rsX6cgc9oTK/r4KiKXEqhRhP1smqQhiFjEcOruNjJFSG1ohu22bYjw90+VKK4XDC0nKHdNZkZi6P43ix+NxQ+PlffDGveu01T8k+CYKATqfD8vIynU7nUVFShULhCbWWW7Yqr3/963nve9/7tE8F/yDWo3/0JOqRiKKI06dP8/rXv561tTVs2+aGG27gtttu49Zbb2XHju8s78j3/W0zvVarhaqq2wUsnU4TBiGn7j3L1z71IJuLjTgQWYZ2s4sYidTmK6ycW6c8E0+AtFY7TO2uMu6NEWUJWRZBEAh8H9+L/VbWL9Yp1HIIAmwuNpk7ME2vOUBWJPREHGIqKyK+F6InNNprXTKlFIqm8ODnj3PjK67BGjr4oUd9qc38gSl8j9gZeUcRUZTQExqu46MlNE589SJX3bSDMw8tkcrqQIRj+WSrKVRDRzMNNtf7FKazbF5qseeaGWzL3Z48FCQRRVdYOl8nCiPMXIL6eo9rn7eLo19fYMfhMpfOtMkW4wwtTZfZvBQTNFFRqHfG7N1fpdcds77a48bn7+Khr17kt979Bq6/acdTsj9GoxEPPvgg09PTVCqVbZI8Go3IZrPbuoWtL6XRaMRP/MRPoKoqn/70p7/py+rpwHfSPv/Zn/1ZbNvmb//2b7cfu+eee/iRH/kR1tfXH/da+4d46hFFEV/4whd405vehOM4TCYTXvrSlz6pBOHJ8Hgd80ql8rh5fpPRhAf/93G++nf3s3JxDTmSyZWytNY7JLMJFE1h9cw6cwdnsPpjPDe2YBl3LVRTJQpCZPXyZLCpIqsy6xc3mblqikF7QOjFOqvWWodsKU0YRhCB7wdEYUQibdBvj7h0YoXSbJFUJUEYBWQyWRzLo7XRJUIgW86gmSqDrsXGYgtVV6ntLiFrMsO+RXN9QAQUZ7LkSmlEQSYMAmRNRlZlJElkYrksnm8QhTC9uxRPMW4OaNYHFKsZyjNZbNtj+WITRIHSTJpMNkV9o0+nPY69qYpJet0xq6s98sUE1akc47HN4lKbv/jg/5dKNfP4H8p3gFarxdGjRzl48CC6rm9/po7jUCgUtgdltg54W7Yqr371q/mv//W/PiO2Kj+I9ehpDyB+JiEIAh/+8IfZvXs3DzzwAOPxmI9//OPccccd/If/8B84ePDgNqHau3fvFRcwWZapVqtUq9XtK6JGo8FDDz20fYKYuabGW178T4iiiG984SG+8JEv01gOKe8sY1suqWwSWZVxbY/ybIFhZ0gym2TQGuBLIslCko2Ldab31rBHNqquxE68owmVnWUmgwmpXJJRf4w9sjGzJiun1mIjvrFNGMY2CMPOkEMv2oc7cQgCB8tyKE4VCJy4BR64PnbPIohAlkXMpI4kyxy4eQeSLFKdyaEZGrIisnBijXHfxvVDer0RkqphmBJ7Dk8jECEQQRQx7lmsXWpx7Y/sJZk22FjusO/aWUajCY4Vm5YSxbEx2ayJ1R5hVDMQgWN5lKeTKAmNwA+3J/AIQwDS6aeGuIzHYx588EFmZmbYvXs3AKlUil27dmHb9jahOn/+PA8++CCrq6scOXKEZDLJpz71qWeEQEEcLnrjjTfy+c9//lFF6/Of/zy33nrr477GsqxvEr1vnWx/gM5UzzgEQeAP//APeeMb38gf/MEfsLi4yMc+9jE+9KEP8Su/8ivfJEG40nqkqiozMzPMzMw8qmO+sLDwTR1zI2kw/5wabu5q/sm+n2DzdIuv/91DNJZb6AmNUX9MZVc5jqkyNERZZty1LkfH1ClM5/G9gF57yFxpil5rQKGWI/ADNENHNAUmQ5viVJ7GcjxAE0YhnY0us/unaG908Wyfq27axcZig+Y3WmgJHXc6IlNOky2nsW2f8cBClCWK1QzpYiyT0DQF3dRIp00qU3ma6x1aq10820FPqghIdOpjHMdnameJTDFFZTrHykKTlYtNZveUKU1l4jy9jdhCIV9KUZ1N4vuQzSYxTZXde8pMz3r4QYQiCdSqGTJpnX53gjOyyWYMrjs8/ZQTqGPHjnHw4EGq1SoA2WyWvXv3Mh6PaTabrK6ucvr0aT73uc8RBAGf+cxn+LEf+zH+9E//9BnzpftBrEc/UJ0oAMdxkCTpUR9aFEW0220++clPcvvtt3PXXXexb9++RwWSficnwq3E7K0ThCAIJJNJut3utpB94egSD33+OOe+cZHNy27C9aUmZtrETBtsXmpQ21nGnjgICIiSgCCKhEGINZiQr2bYvNSKdQUJjfULG8xeNY01nEAEqqESBiFx58gjXUywudRC0SVCIWBQt5jeM4XVt1i7WMdIJ6juqqBIAqIqo5garfU+pekc7XqPUd8mkTJI5hIsHF/BcQPSxTREAd7YRknpZGdS+J5Ar2FTnMpgJnTOHVtBlCWueeEePDeIQ01Vif5wxKBrk80kSGQNJpZHIqXT2BygGwqSIKInNdBkxpaLpiucO7PJddfNcOSBJT7wP95CuZL+rvbEeDzmgQceYHp6mt27d3/Lz9rzPD7+8Y/za7/2a3S7Xaamprjtttv4N//m3zxjJ6atkeL3v//9PP/5z+cDH/gAf/EXf8HJkyeZn5//pgDPD37wg7zlLW/hj//4j7fb57/8y7+MKIrcd999z8j/4QcV4/EY0zQfteceK0G47777eO5zn8utt97KrbfeyszMzFPWMVdVldFo9E25a77nc+L/nOHkPWc5+uVTREFIMp9g+fQ6M/tqeI7HZDghW8lgjxwkNQ4q1k2VYWeMrEiYGZPlU6vM7p/CsVzGfYvCdIFxb4RiqBBeNuscTnAcG8VUSadThCEMGgNcL4yzTFMG477F+kIDzdCo7a4gazIbl5r022NKcwWK0znCIGJzpc2gZ1OYypIqGNi2gz120UydbClNMmUSRRETy8OxPfSEhiSJNNb71Nd6pPI6+WoKUVRZuhhfO87tLiNKIksXmzh+wNyuEmZSY3O9T7s9ZmZHnutu2sEv/suXPyV7ot1uc/ToUQ4cOPCkNcW2bf74j/+Yd7/73biuy4EDB7j11lv5zd/8ze/oWvipwA9aPfqBI1FPhi3Tu0cGks7Pz28Hkh4+fPg7YvlhGHLu3DlWV1eRpHjk/7F5fitn1vnqJx/g9NfOxWZyno+kygyaQ7LlNNZwwmRkU54tsnpug+JMHkkSGXXGpEopPMdDliXskYOZMWJhp+2Rn8qxcmaNynwJiGiuttBzOrqsoegqgRvEHimXmoiywtTeKt31Dqliml5rSGWuyMNfOcuhF+yhvt5nMnaZu6pKrzlkY7mDqCokTRnNUGiu98lW0pRmsqytx2PTpZk0k6EHgkA6lySVMZAkkYULG5SmM5hmgsnEQ5RFjITG2kobEYFCOU0YQac1QkvrTLyAQinFynKb+dk8J46t8r/+7l+hG9+5+HCrA1Wr1dizZ8+Tfjk5jsPP/MzP0Gq1uPPOOzly5Aif/OQneec733lF4Z/fK7zvfe/jPe95DxsbGxw6dIj3vve9vPjFLwZ43ADPP/mTP+H9738/ly5dIpvN8vKXv5x3v/vdVxSo/EM8fYiiiLW1Ne644w7uuOMO7r33Xq6//vqnRIJw7Ngxut0ugiBs5/ltxc888j2DIOTsfee5dyu8feIiyCKhf/kgV8uyvlAnW0yhGiobF+vMXDWFNbQRIB6sAaIwwhk7pItJNi81yZbTyIrEpVPLlHfmkSKFQSsOY/fcWLqgmxqyrqCZOoIAru3heQGSIuMHIf3WCIjIV7OYaQMQcB2PbnOI7wVkiinCKGJ9qc144JAumWTKSaJAYHOljyCJzO6poKgS66uty1PJWUpTGaxxHCejmypze8oEQcjSYgtBENi5r4KiKrSbQyzH5V/+6iu58Xm7vuvPu9Pp8PDDD18RgQJoNpu85jWv4fDhw7zvfe/jC1/4Avfccw9/9Ed/9Iy6kv8g1aMfkqgnwWAweFQgaaVS2SZUN9xwwxURqiiKuHjxIqurq1x//fWk02n6/f72qLLneduEqlgsIkkS6xfrPHzXCb76yW9g9S0y5QyttTa5coYgCBEA3wuQVRlBEGittantqtJZ7yDKEtlSmo3FOqWZIoEXsPUhW9aYIAjAEeJk99UOmqmSzJpsLLVorvY5/KJ9nHtggauet4cz9y+w8+A0l05vML9/isl4gqjqSKqMLEusLzUZDR1SSZV8Jc3aYoswFNh77SwB0GlPSGR1IgJEIWDlVBtZlynUkrhehJG53GJfbFOdydLb6JMuJTl5bI0D188hiCKnHl6hOJ1BTRmkMgb9rkUua3DuzCYf/fu3f8fFwrIsHnjgAarV6hVd37quy8/93M+xsrLCXXfddUUTnT/ED/FUIYoi6vX6tgTh7rvv5tChQ9sd8yuVIARBwIkTJxiPx1x//fVomkan06Fer9NsNhEEYZtQPTY+KYoiLjx0iSN3neD//O3XyZTTCKLAuDuO/eocD0mWmQwmJHMJxt0RQRCRraRZOb1GdVeFKAwZdcdkKmla9Q6yIqHJOmbGYNwZ028PEWWZfDVLBDSW23QbAyrzJfLTWdYvNuk1+uy+bh49odFtDNlYbJHIJajtKqMa6vYBL5ExmNpdQZIlNpbb9Ntj8lMZknkNx/bw3BAzZSKpEYZpoCg6juUgShJmSsfzfHodKxbCZww81+f86XjwZMe+CoIocul8gw999l+had/dJNkWgdq/fz9TU1NP+vx2u81rX/ta9u7dy//6X//r+2KS7R8jfkiivg2Mx2P+/u//nttvv53PfOYzZLNZXve613HbbbfxnOc853EnJsIw5PTp03Q6HW644YZvEnZuma9tESrbtrenwkqlErIs01hpcf+nj7BwdIlzDyyQr2XxHI/O5v/L3nnHx1Wd+fu5bbo06s1Fcjem2gYb01kChGrIEkhICCSQH4RNgDRCQkJbsmTJbgKbUFIg2YSwgcUmhBqKAdPBRS6SbbnJtmT1On3u3Ht+f8gzK8kqo2rJnOfz0R+6uuXcO7rfec973tLO1DnFNO9rwZ3Z1UA0GorhdBlYlo3T5aC5ro2coiwiwSgt9S1kFWcSaY3hz8/EcOiEO6N4/K6uKscOjUBLGMu22betnoWfOYr1b26huCyPjLwMOpuDZOR4EYpCNBSjcFYRNTubaKxtIzfPR05RJp1tERr3tzNlZj5OtwNbCBKWILvITyKWoGZnA4H2KP58N+GIzZTZuThcLnSHTuXHe8jJ8zFtVj7l5fuYe/RUdIfO9or9HL14Oq1NnQhVIafQTyRm0VDfwWNPXT+szzIcDrN27VoKCgqYO3fuoF8+pmly7bXXsm3bNlatWpVWrRaJZKzoLwQhOcHrLwTBNE02bNiAbdscd9xxB2WdJqtrJ/Uo2c8v6THvbVDtqahh7asbqFqzi5pt+yksy6e5tg3DqZOZ2+VxKizNw4yZ0BVTjqZrJCyLxn2NZJdkEWmL4c3oFr4ws4CEmcBK2Aih4M7oKtsSj8XRnQ4EsHtTDbFInLIjp+HyuQi0h6nd1UhmXgbT5hR1hTEkbOIxE6EouLxOUKCtMUDt7hayCzLIKcok0BFm/542VF0lb6ofj89FqDNO4/5OSsryyMrz0dIcoKGmndxiPwVTsoiEuzxUDreD0tkFuNwGd/7yihF9nm1tbaxfv5558+al5X1pb2/nwgsvZMqUKaxYsWJcy6pIeiKNqGESiUR49dVXWbFiBS+88AJut5uLLrqISy65JNWQNBgMsnXrVkzTZOHChYOmvwshehTTC4VCPaoTOxwO2ho7+OSlcj56YS1mPIFl2uiG2tXnym2gO4xUGYVASwDTtLq8UnvqcWY48Hkz0HX9QFV1J6quULerkenzSmht6AAgtziHhn0tZORlsPWT3agIZh1Xyo6N+zj65Hl0tgbJKsikoyWIN8vD3h1NZPjdZOZmEjctdlXU4s1wMX1+EYmIieEy2LppP7OPnkJ7ayeN+zpxug3QNbKLMqjf20HxzEzqdgfQVJhzZAlbtzcyY14x8UAEX64Ph0vHjFkoKqBqWLpCJJLggd99ZVif3Zo1a9I2oBKJBNdffz0bNmzgzTffpLCwcMjXlEjGCiEEHR0d/P3vf0+FIEyfPp3ly5f3CEFoaWmhqqoKp9PJscceO2hLouR5k3qUSCR6lP3offz+HfV88NwaKt7fdqD5eAKHy0HL/lZyS3IIBSKEO8LkT8uheute/HmZZGZlEgvGcPqc2AkL3dBpb+wguygLM25T+UEVPr+HafNL6GwJUlNVx9R5U8iflosZNxF0tarRDI1IKMberXUkEjYlc4rIyPESDkTZu60Bt8/FlDlFaA6Nhn2ttDUFyZ+ajeFVQag01nSCplJclgWqoKUhTDiQYMrMXPw5Phpq2zETNiVluXh8TixLEIuaaA6Nk/7pCD576cJhf35DNaA6OztZvnw52dnZ/O1vfxv3siqSnkgjahSIx+O8/vrrrFixgr///e8oisLZZ5/N+++/z2c/+1l+9rOfDcvVGgqFUkHpgUCA7OzslJvd6XQSbAux/o1NrPnHRrZ+uJ2p84tpb+jAcBk4XA4s0zpQ/6ir+newKdJVRd20aK1rZ8rcIlr3t+PyujCcXc0+EQJbCFxeN5FIHMOhEw1GcXq6ZnaRUAzNYWA4dDx+N7U7GkHrqjycVehHKArVW+uIBKIsPH0ee7fsp2BaLpai0NLcgTfTRcv+EKGOMN5sL2VHFFOxbh9zjypmz64WYqEYBSVuIhhk52fiUVX2725kxtHTSNgCYQsq1u5lwfGlKD4X//ofnx/SM00aUPn5+cybN29QA8qyLL75zW/ywQcf8NZbb6XlZpdIDiW9QxAKCgo4+eSTeemll7jrrrv46le/OuS4zmQ/yqQe9eUx707j3mbK39jMe3/7hEBrEH9eBu2NHbgyXXS2deD2ehAmuDNdKEBDddOBbL32rvZWOT7aGjvwZnqwbYGmazi9TjqaOti+bi/T5peQmeOjvamTpvp2HE4HZUdNI2Fa1O1uJhSMUTQjj+xCP8GOMM3728kqzCJ/ajaqphEOhgkGQ3gzffj9PkzTYn91M63NQUrK8jHcXcZWLGaTXejG7XXR3hShsyNGcVku2XkZtDYHqatp47+evp6pMwbvY9cX7e3trFu3jrlz5zJ16tRB9w8Gg1x66aW4XK7U5F1yaJFG1ChjmiYrVqzgxhtvJBQK4fV6ueiii1i+fDlnnnnmsDMmIpFISsA6Ojrw+/0pg8rtdhPuDLP21U1s/Wg72z7ZiW5oONwGOzdWUzS7AF0YxKNxsgr9hDvDOJxGV+Cm10lrfTtevwfDqbNv637KjppGoCVIJBTDl+2jqaaFQEuIo06dhxAQ6gjjzvSw8e2tHHvmAja+t53skmxyirLobO5k+hFTaWsJYOgaVev2MP/4MmqqG3BmeCmYkktnW5janY0UTMsmOz+T/fs7yclyEUkIGve1UjLFDxlONB1ELEbN1lacXidzj53G7l3NZOdlsLeqgfOuOYmv3/yZtJ9hNBplzZo15ObmMn/+/EENKNu2ueWWW3jzzTd58803+2yeOVYMtQt6LBbjnnvu4YknnqC+vp6pU6dy++2387WvfW3cxiyZeIRCIX79619z5513Yts2RUVFqSy/pUuXDqtBdjoe8+60NbTz8UvrqfywivVvbqawNA9N0eho6qR4VhEt+1vx+T1omtrVB8+yAAWXx8nerbUUlhbg8jrobA4CCrpLJxqKdR1j6CQSNpFABF+OD4fLgRA2zbXt1O7qynbOLckmHIhRvXU/7gwXxTPyicQiBFuiBDpiFEzPJac4C9sW1O1rJdAeYc4xUxE27N5Wj2poFE73YwmbtsYw0YhFcVkO/hwfTXWd/Ob5bw4rLrO9vZ3169cze/Zspk2bNuj+4XCYf/7nfwbgxRdf7LN10FggtWhgpBE1ygghOPXUU5k/fz4PPfQQH374YaohaSAQ4Lzzzks1JB3uLCIWi6UMqra2NjIyMlK1XzweD7FInE/+sY4XHn+VeCCBx+3p6rcXT5CIm2TmZnZl65XlgxC01LZRPKeIYFsQw6EDyoG2DjGELcjMy2Dvlv0017Qyb8ksdJcDK2ayu3I/U2bmE4p0BV86XTq5xZm4vB48GU7amoNUV9ZRNDubjCwv8VBXFeOc4mw2fLCT0tn5BNoj6JleWqsbKZhbwp6tdWT5nRTPK8HpMrDjcbZ8Uo1pCvKmZ+DyOsnM9rF/dxtXf+ccTjvv6LSeWdKAysnJSatkhW3b3Hrrrbz44ou89dZbabV/GS2G2gUdYPny5TQ0NHDvvfcye/bs1PJL99YLkk8f4XCYWbNm8f3vf59vfOMbvPrqq6xcuZLnn38el8uViulMhiAMh8E85tAVNL1hwwYKsgtpqGhhzT82EmoPEY+auHxOWva3k5HtRTc09m3bz4yjp9Pe1NlVFibbQzyawOnuCmeIBmJMnV+MGTWJxy0Mh46iKmx+twqXz83UeV3Nzeuqm+loClA4o4Cc4qyuuKmdDTg8Dopn5uP2ummp68Dpc5KTn4nu0EGBaCSOUFScbiexmElnexif34Mv042ZSBAMhIjFE6gaTJ+dz+U3nNpn78KB6OjoYN26dWkbUJFIhCuuuIJwOMwrr7xCZubIyrqki9SiwZFG1BhQX19PYWFhjy9q27Z7GFRNTU2ce+65XHLJJZxzzjnDnlUkG+om2894vV6ysrKor6+npKSEGWUzqXxvG+tf38R7f/uEqXO7araY8ThevwfLtECBSDBOVp6P+j3N+LK8uLxO9m2tpeyo6YQ6wwgbnB6DhGmj6xo12+oonFnI/u11TD9qGhVr92KoNobD4IgT57BuVSULTpzJto37mT6/gFgghjfLh9vnwkpYNDYG8Lp09u5oZO6yeWz7cDtHn7mATR/uQrMt5iyZicPQEGaCur1tNNd3klPsJ6fIRzwep+zoLJacNbtH78L+DKNoNMratWvJzs5O24C6/fbbWbFiBW+++SZz5swZ1mczXIbaBf2VV17hC1/4Art27ZIZg5KDqK+vTxVsTJIMQVi5ciXPPfcciqJw4YUXcumll3LaaacNO9OrL4+51+ulrq6O+fPn94j5CQcibHizgg+fX8vO9dUUluXT2RrEcSDLTXdohNrDKKqCPy+T7Wt24fK5KJpZwM711ZTM6SoBsG/bfgynwdzFM2lr6sThduDJ9KCqKqZpEgubKKqCI8NJW0srhu7GMLpCEmwBnW1h6ve2YLgcTJ1diC0Euyr2k1OQSVFpLoGOMPt2NOHL9jB1diFm3GJ3VT26oXP5t05myjwvnZ2dB60O9EfSgJo1a1Za3u1YLMaVV15JS0sLr776ap+NqccKqUWDI42oQ4Bt26xduzbV4b2mpoazzz6bSy65hPPOO2/YswzTNNm7dy+7d+8GwO12p9o9ZGRkYFk2Wz/YTvmbFWz9cDvB9iC5U3KorqiheEZXY8vO5gC5JdlEwzF0h0YsGMeT5SHQHOjq+J6XSd3ORvbvbGD2wjKa9rVQODOfSDhB494mTFOwYOksAh0RotEwGXlZZGR6URVY//pmSo+cSuGMAoJhk86GdvbvaeW4s4+m/M0tHPeZI9m+qZZQUyczjpmK2+PEtmwi4Th7dzZTND0HRdic+4WlnHvF8T0KBzqdzpSA+f3+lKEUi8VYs2YNWVlZLFiwYFADSgjB3XffzZ///GfefPNN5s+fP6zPYrgMp23CjTfeSFVVFccffzx//vOf8Xq9XHzxxfzrv/6rjJmQDIppmqxevZr//d//5W9/+xumaXLBBRdwySWXjCgEIRaLsWPHDvbv3w9AZmZmSo96N1iOhmOUr6pg60fbWfNKORk5PgyXQe22OkqPnEawLYiqaxgODYSCaVoEWoO4vQ4y8zLpaAkQbA2Rmetjz5ZahFCYOq8Er99DNBxn56Z9+HLcFM0oIBo02V/dVZG9sDQfj99NImERC8dJWHTFbzUHqNvTwpSZBfjzfLS3BNm/p4WcoiyKSnMJdUbYs6OJx9/8Pv4cb4+uBm1tbT2a03u93pTudHZ2snbtWmbOnElpaemgzzAej3PVVVdRW1vL66+/Pq6GidSi9PhUtX2ZKKiqygknnMAJJ5zAfffdx8aNG3nmmWf4j//4D77xjW9w1llnsXz5ci644IKDCt8NRCAQYM+ePcydO5cpU6bQ3NxMQ0MDa9aswTAMCgsLmXp0EUeeMg8hBNvX7ua9Zz/GtmxiB/rcZeT6aK5tpWB6PnW76snI9iHsroDywtI8IqEIuSV+MnN9uHxOHE6NYGcEYQscDg13hotIMEI0EiLSGcftiRO0wOXSUTWFvZW1uDwOEqaFw9nl/lYsC4fbQMRMZs4rZFsgjGLbqEIQjSVwuhxk5/soLPZT/t52FiwqxTAMiouLKS4u7tFqZ/369aiqmioauGvXLvx+f9oG1H333ccf//hHVq1aNe4GFHS1e7As66AMwMLCQurr6/s8ZteuXbz77ru4XC6effZZmpubufHGG2ltbeXxxx8fj2FLJjGGYXDWWWdx1lln8dBDD/Huu+/yzDPPcPPNN48oBKGpqYmGhoZUbbzk7zt27MDr9aYMKp/Ph8vj5MQLF3HihYv40k/+mY1vV/Lxi+vRDY1AaxCf30NbYweWaeDL8lKzfT+lC6YRi8TZW1FDfmkeviwP7gwXM46aTigQwXFAc9yZBqXHFBBoihEPJ/DnZ+DO6GoIH+6I0NnU2WW0GRp7t9Qg4ibFswvIK8wkYQucLp2S0lzyijMx4wJdhbyCDIqmZuPP6SpZ43K5mDZtGtOmTevRamf37t24XK6UMbVt2zZmzJiRlgGVLKuyZ88eVq1aNe6eHalF6SE9UROIZIPkZIf3ysrKVEPSCy+8cMCGpI2NjWzevLnPQm3JjuDJYnrdO4InjbTdG/ey7vVNvP30+2TlZ3b1rYvGMZxGV7sZXaFlfzuF0/NoqW9DVRSyi7Ko3VFPUWk+e7bWgRAUzCqkYU8TxTPzMcMWigL+gkyioTgNe1to2d/G9PkleHN8WELBtgW6rqK7DrjwDZ1wIIKiqjg8LlpbQ2TnZxKPxTEMjR2b9/Pnj358IHbrYGzbpq2tjfr6eurq6gBSYt1XWnb3Z/+LX/yCBx54gFWrVnHssccO92McEcPpgn7OOefwzjvvUF9fj9/f1b9r5cqVXHbZZYRCocN2BigZW/oLQVi+fDnnnnvugCEI1dXV7N69m+OOO+6gSv6maaYmeC0tLal+fkmPeY9q6QmLrR/t4KMX1lK+qoLcKTlEwzE0XSUeMXH7XIQDYRIxi5ziLKo378Nw6OSU5BBoC9GwtwUhBCWzC4gEYpixBP58P95sL5Zl01LXQUtjgKzCTIpnFBBoDVG7s5GpcwvxZXmo3rKfeMyi7IgSHG4H+3Y2EuqMUnpECccsm801t50/4DNMTvBqa2tpbm5G0zSKi4v7LGTanYlQVkVqUXpII2qCIoRgx44dKYOqvLycU045JdWQtHvMVV1dHVu2bOGoo46ioKBgwPMmjYykQSWESAlYTk4Oqqqyb+t+1r++iU3vbGXf1q4mxvW7u2ICXB4noc4Ibl9XQ2CHy6C5tpWEKWiobqJofj7eDC87Pt7Nwn86kvVvbWH2ojIMl4NoKE51RQ1Z+ZlMmV/SFbzp0lE1lfqaNrLyMjAcGnXVLUyfU0hTQ4DW9ggz5hej2DYJW2DGLX721xsGvMd4PM6aNWvw+XxMnz49NSuMRqM9soiScR9CCH71q19x//338+qrr3L88cePzoc4DIbjQr/66qt577332LFjR2rbli1bWLBgAVVVVeMe0yU5/OgvBGH58uWcd955qS/M7t0ZFi1aNGhoQiKRoKWlhYaGhlQ/v76W5ZNj2L5mF5tWb+GD59agaCoZWV72726gZGYh8YiJQGBbNrqho+gKnYFONAycTicOl8HuihqCbVGK5xSSW5KN093lFW9vDuB0O/DnZ9LZGqa2uomSGQUIBXZX1KIZOmULpiCA6q112ELhBw99mcWnzxv02QWDQdasWcP06dPx+/2pmDHbtnsUMk1O8CzL4l/+5V/48MMPD2lZFalF6SGNqEmAEILq6upUQ9KPP/6YE088keXLl1NXV8fu3bv5r//6L3Jzc4d83ra2ttRLbVnWQS91fXUjH/59LTvWV1O/uxGXu6tAZ+2OekqPnErrgbou3iwPNTvr8OdlYugGVZ/swpPhpmROEbU7GiieXYTT7WD7+mpsSzB36WwMlxNVEdTtrKdgWi6mJdi7tQ7doTN1diGuDDdNdV3lF2zLJtgZ40vf+yynXNC/lygej7N27Vq8Xi9HHXVUaqaXTMtO3mswGCQcDlNRUYFt2zz00EO88sornHjiiSP6rEaDpUuXsnjxYh5++OHUtgULFrB8+fI+gzl/+9vfcsstt9DY2JjyDjz33HN87nOfIxgMHpazP8mhw7ZtNm7cmNKjnTt38k//9E9cdNFFvPbaa8yYMYPbbrvtoO4Mg9F9Wb63xzw7O/ugJs27Nu7h4xfXs3dLLTVb95M3LYfOpk4Spo0vz8ueLftwGE6KZxZSvakGIQRHnjKPWCROR3MnrfWd5Jfm48n0EGgNsq+qnpLZhWTm+ti1cR/ZxdmUzO7yAIWDUVRDw+t1Y1k2rU2d/NvT/4LbN3Chy+4G1MyZ/9dbL1nINKlHsViMmpoaQqEQ69at46OPPhr3sip9IbVocEbdiBpqTYm3336b73znO1RUVFBSUsKtt97KDTcM7Gn4NCOEoKamhpUrV/LAAw9QXV3NvHnzuPrqq1m+fDmlpaXDqlmSLKaXrP0Sj8d7VCfWdZ3m2q7U5Hef+aircrgAW0A0FCESjZCRlUFTdQulR04jHktQ8e42jjx5LtFwnEBHlILpudTvaaalto3So0vJKvKjWBYV71cx+7hSgu1hojELp9tBRpabQGeM7IJMYtE44kCz01+/8+N+76E/A6ovIpEIr7/+Ot/73veoqanhiCOO4Ctf+QpXXnnlIReuoXZBDwaDHHHEEZx44oncfffdNDc3c91113H66afzu9/97pDey6FEatHYkwxBeOqpp/jVr35FW1sby5Yt40tf+tKgIQgDYds2ra2tKSMDOMhj3p2abfv58IV1bFhVQTwRp7Ojk5zcbJr2tuLL8pJbkk3lhzvwZrjJm5ZLZ0uA5rp2PJleps4rxuFyUFfdRN3uZmYeMw1N19hevpes/AxKZhXS2RqkZmcjucXZFJXlYds2P/3fbw14D8FgkLVr1zJ16lRmzZo14DMMhUI88cQT3HPPPXR0dHDKKadw5ZVX8oUvfOGQNjaXWjQ4oxpY/tRTT3HLLbf0qClx3nnn9VtTYvfu3Zx//vl8/etf54knnuC9997jxhtvJD8/P1VUTNITRVGYNm0akUiEcDjMq6++yvbt21mxYgV33HEHRx99dKoh6ezZs9MWMEVR8Pv9+P1+5syZQzAYpKGhgV27dlFRUZFaBjvrqlP47NfOpKOpk3Wvb+LDF9ewd+tepi+YQqQ9RkFpHol4AkUI5p0wg0TcxJ/job2+DV2FaXOK6GjqpKMlSE5hJoqmYsYSxMJxPBkuPH4NAeiaipIwqd1Wi9fvxpPpJaew/6UB0zRZt24dHo9nUAMKugJB29vbaW9v59lnn6W1tZWVK1dyxBFHHHIj6oorrqClpYV77rkn1QX9pZdeSgWj1tXVsXfv3tT+Pp+P1157jW9961scf/zx5Obmcvnll3Pvvfceqls45EgtGh8URWHBggVs376dqVOn8sILL/D222/zxz/+kVtuuYWTTz6ZSy655KAQhMFQVZW8vDzy8vI44ogjUh7zysrKPj3mU+eVcNm8Ek684jg+Wb0W0aKx7pXNZGT7yMj10bSvhdIFJQgLHC6dohkF5E3JZW9lDRtXVVAyu5CsQj9WzI8dN8nO87FgyQzq97QQaA/hz8sgHkvQVNuOL8vD0s8OXJ8uFAqxdu1apkyZ0sMD1d8z9Hg8VFdXk5GRwbPPPkt5eTn/8z//w2c+85lDakRJLRqcUfVEDbWmxA9+8AP+/ve/s2XLltS2G264gQ0bNvDBBx+M1rAOSyoqKjAMg7lz5wJds5nm5uZUQ9JVq1Yxb968VDG9dOoj9UcwGOyxDJaTk0NBQQG6rlNZWcm0ounUbGigas1OKt7Zii/Hh2Ho7KmsYebCMjpbAmiqisPtQAiBZVokhIKwwZvlYeM72yiYnkteSTYoCqquEw2EMBwG29ZWozk0imcWUnbkFL7966sPGp9pmqxduxaXy8UxxxwzqAElhODpp5/mW9/6FitXruScc84Z1nORTFykFo0vb7/9NkcffXQqg2ygEITly5czZcqUYXvMuy+DJT3mhYWFRKNRdu7cycKFC1OGR0tdG2teLmfbJzspX1VB6ZFTCXWE2FOxn6nzS3C6HdRXN9PW0MGMo6fjcDvYtXEvqqYya2EZTfuaaappY8qcIrILM4mE4li24Ov3fp4FJ87uc4yhUIg1a9ZQUlKS1kRWCMFdd93FE088wVtvvcW8eYPHWUkmDqNmRA0nCO20005j4cKFPPjgg6ltzz77LJdffjnhcHjYBd8+7QghaG9vTzUkfe211ygrK0t1eE/HU9Mf4XCYxsZGamtrCYfDeL1epk2bRn5+Pi6Xi3Agwvo3NvHR8+voaA4QDcfw+Fy01LXh9nX1oNq9eQ+zjisjGjaxgW1r92A4dWYfM51QR5i86Xns31FPbkk2TTVtNNW24S/wc/o/n8A1d1zSYzxJD5TT6UzLgIKubJEbbriBp556igsuuGBYz0EycZFaNLHoHoKwcuVK3nvvPRYvXpwyqMrKyoZtUAUCgZQexeNxsrKymDp1Knl5eQd9Zh1NnXz04joq36+icU8zoc4wTo8Tb6anK+ZJU/H6vQjbZsPqbRTPKiQzz8eeyv2EA1FmLywlYSbYv6uJP2/7jz4zhMPhMGvWrKG4uDhtA+q+++7jt7/9LW+++SZHHnnkkJ+D5NAyast5w6kpkazs3Xv/RCJBc3MzxcXFozW8TxWKopCdnc3VV1/N1VdfTWdnJy+88AIrVqzgrLPOori4OGVQLVy4cEgGlcfjwePxEI1GmT9/PkII6uvr2bZtW6qY3qJzj+bkS5YQj8bZtHoLHz6/lqZ9LXgy3UQCEabNn0KwLYQ3y0tCKGTm+OhsDRINx9i/s4HM/Axa6zvwZnnx52fS2tBBR3PgoOW8RCLB+vXrcTgcaRtQzz//PNdffz1/+ctfpAF1mCK1aGKRDEG4+eabuemmm6ivr+fZZ59l5cqV3HnnnakQhOXLlzNnzpwhhSBkZmbS0tKCbdscffTRhMNhqqurqaioICcnh8LCwlQ/P39+JudccwbnXHMGoY4w5as2884zH7FjXTUFpXns3rSXeCzBnIVllMzIxZPhxOU2mLe4jK1rq9m/s5GyI6eyYOnsAQ2ooqKitA2o//zP/+SRRx5h1apV0oCapIx6sc3e/zhCiAH/mfrav6/tkuGTmZnJlVdeyZVXXkkwGOTll19mxYoVXHDBBeTk5HDRRRdxySWXsGTJkkEbkjY0NLB582aOPvroVDmF6dOnE4vFUsX0tm/fjs/no7CwkPknz2bxOceSMBNsXr2Vive28e7Kj8guyiIRS9Bc28qso0qIRkyCbSF0Xe2Kn3JoOFwGmq6RVeinpa6DnCJ/ahyJRIJ169ah6zrHHntsWgbUyy+/zLXXXssf//hHLrnkkhE9U8nER2rRxENRFIqLi7nxxhv5xje+0SME4d/+7d+YO3duKqZzsBAEIQS7du1i3759HH/88WRkZAAwc+bMlMe8pqaGLVu2kJWVlTKoXC4XXr+Hky9dwsmXLiEWjrF+VQVbPtjOJy+XU11Zy6xjprNr815ioThzFs8gO8eNqmtoquDY0+YeNJZIJMLatWspLCxMyxAUQvBf//VfPPDAA7z66quHrC6dZOQMb02nD5KFDHvP9BobG/stFFZUVNTn/rquDzldX5IePp+Pz3/+8/z1r3+lvr6eBx54gPb2di677DLmz5/Pd7/7XVavXk0ikTjo2Lq6OioqKjjmmGMOqkfldDqZOnUqixcv5vTTT2f69Om0t7fzwQcf8P7777Nn7x5mLSnlyp98jl+v/Rlf+vHnmLN4BsUzC2ja24TbrRMPhSmdX0z+lBxmHz0VOxajaVc902flo6gK2QVdnqikB2ooBtQbb7zB1VdfzW9/+1suu+yy0XmYafDwww8zY8YMXC4Xixcv5p133knruPfeew9d1znuuOPGdoCHIVKLJgeKopCfn891113HSy+9RH19Pd/73vfYuHEjp556KosXL+buu+9m48aN2Lbd49ju9ai6G1BJPB4PZWVlLF26lFNOOYWCggLq6+t59913+fjjj9mzZw+RSAQA54Fq6V/96RU8vO4+7nnuu8xeNIN5i2diWzY1VXX4czPoaOxgw6pKFpzYs9ZRJBJhzZo1FBQUMHfu3LQMqEcffZR///d/56WXXhrXunRSj0afUfNEORwOFi9ezGuvvdYjDuG1115j+fLlfR6zbNkynn/++R7bksUOZQzC2OPxeLjkkku45JJLiEajvPHGG6xcuZIvf/nLaJqWakh66qmn8sQTT5Cdnc2pp5466JeKYRiUlJRQUlKSWg5paGiguroap9N5oP1MMQtO7gqg3Lm+mnef/ZhE3EJRFc796un88uu/Y+ax09EdGuG2APMXlZJd6E8ZUKqqcuyxxw7qOQNYvXo1V155Jb/+9a/54he/OG6ehaFmiCXp6OjgK1/5CmeddRYNDQ3jMtbDCalFk4/BQhCKiopSHqrjjjuOBx54gIULF3LiiScOWo/K5XIxffr0lMc8GZTe3WOebMsCMPf4Wcw9fha2bbN3y352rt9NfXUzxbMLqXx/BzOP+b93N2lA5efnp21APf7449xzzz28+OKL41qXTurRGCFGkb/+9a/CMAzx2GOPicrKSnHLLbcIr9crqqurhRBC3HbbbeKqq65K7b9r1y7h8XjEt7/9bVFZWSkee+wxYRiGeOaZZ/q9xkMPPSTKysqE0+kUixYtEqtXr+533xUrVojPfOYzIi8vT2RkZIgTTzxRvPLKK6N3w4cp8XhcvPrqq+L6668XhYWFwuPxCE3TxI9//GPR2toqQqHQsH46OzvF7t27xYcffiheeOEF8corr4h169aJmpoaEQwGRTAYFG0tbSIUCom/Pfyy+OfCr4lr5t8kvn7cd8TXj/22aGpoFm+//bZYvXq16OzsTOuar776qsjIyBC/+c1vhG3b4/oclyxZIm644YYe2+bPny9uu+22AY+74oorxI9//GNx5513imOPPXYMR3j4Mh5aJITUo/EgEAiIp59+WlxxxRXC5/MJn88n3G63+MMf/pC2DvT109bWJqqqqsS7774rnnvuOfH666+LjRs3ivr6ehEMBgc9vqWlRfzjH/8Qa9asSWv/YDAoHnnkEeHz+cSbb7457s9R6tHYMKpGlBBdolJaWiocDodYtGiRePvtt1N/u/rqq8Xpp5/eY/+33npLLFy4UDgcDlFWViYeeeSRfs+dFMbf/e53orKyUtx8883C6/WKPXv29Ln/zTffLP793/9dfPzxx6Kqqkr88Ic/FIZhiHXr1o3KvX4aeOCBB4TH4xHLly8XU6ZMEX6/X3zxi18UTz31lGhubh62gAUCAVFdXS0+/vhj8eKLL4qXXnpJrFmzRuzdu1cEAgERCoXEtvU7xF9//qy4/aJ/E3t37BNvv/22ePvtt9MWzjfffFNkZmaKX/3qV+NuQMViMaFpmli5cmWP7TfddJM47bTT+j3u8ccfF8cff7wwTVOK1ggZSy0SQurReGNZlrjuuutEQUGBuPjii0VWVpYoKSkR119/vXj55ZdFR0fHsPWoo6ND7NixQ7z//vvi73//u3j11VdFeXm52L9/f58GUtKA+uSTT9I2oB577DHh9XrFq6++Ou7PTurR2DHqRtRYMlxLujsLFiwQd99992gP7bAkkUiISy+9VHzwwQep39955x1xyy23iNLSUpGRkSEuu+wy8cQTT4jGxsYRGVR79+4Va9asES+99JJ48cUXxccffyyqq6tFIBAQnZ2dYvXq1eKtt95K24B65513RFZWlvjFL34x7gaUEELU1tYKQLz33ns9tv/0pz8Vc+fO7fOYqqoqUVBQILZt2yaEEFK0JjhSj8aX5uZmce6556aM1EgkIl544QXxta99TeTm5oqCggLxta99TTz//POivb19RB7zXbt2iQ8//FA8//zzKY95bW2tCAaDoqWlRbz66qtpG1ChUEj86U9/El6vV7z44ouH5NlJPRo7Rj07b6xItvS47bbbemw/55xzeP/999M6h23bBAKBVEE4ycBomsbKlSt7/H7KKadwyimn8J//+Z+sWbOGZ555hrvuuov/9//+X4+GpIM1Hu2Oqqrk5uaSm5vL/PnzaW9vp7Gxka1bt2KaJpqmoes6xx9/fFoxUBs3buTiiy/mtttu45Zbbjmk2VXpZohZlsWVV17J3XffnSqgKpm4SD0af3Jzc3nllVdSv7tcLi644AIuuOACHn30Ud566y1WrFjBddddh2maXHjhhSxfvpwzzzwTp9OZ9nU0TaOwsJDCwkJs20718ysvL0dRFGzbxu/3M2/evLS05e9//zs33HADTz75JOeff/6w7n20kHo0+oxadt5YM5zaL735z//8T0KhEJdffvlYDPFThaqqLFmyhPvvv59t27bx7rvvcuSRR/Lzn/+csrIyLr/8cp544gna2tpSqeLpkAwwnTdvHsuWLcPn86EoCkII3n33XTZs2EB9fX2f2YMAlZWVXHTRRdxyyy3ceuuth8yAGmqGWCAQYM2aNXzzm99E13V0Xeeee+5hw4YN6LrOqlWrxmvokjSQejSxMAyDs88+m0cffZSamhpWrFhBRkYGN910EzNmzOC6667j+eefT2XkpYuqquTn53PkkUeydOlSVFXF4XAQCAR45513qKiooKmp6aDswSQvvfQS1157Lf/93//db1LDeCD1aOyYNJ6oJEOt/ZLkf/7nf7jrrrt47rnnDkrPl4wMVVVZuHAhCxcu5N5776WiooJnnnmGhx56iG9+85ucccYZXHLJJVx44YXk5uam9XnZts2mTZsAOOmkk9A0LdV+JtnPL1lMLy8vD4fDwbZt27jwwgv5f//v//GTn/zkkHqghpohlpmZmbrfJA8//DCrVq3imWeeYcaMGWM+ZsnQkXo08dB1nTPOOIMzzjiDBx98kA8//JBnnnmGH/zgB7S0tHDuuedyySWXcO655w6a2ZckHo+zfv16srOzU0Uxu3vME4lEqv1MTk4Ouq7z+uuvc8011/D73//+kPdflHo0hhzKtcShMNzAOCG6AkDdbrd44YUXxnKIkl7Yti22bt0qfvrTn4rFixcLXdfFGWecIR544AGxc+fOfuMJAoGAePfdd8WqVav6jW1obGwUmzdvFm+88Yb43Oc+J44++miRmZkpvvGNbwjLsg71rQshhp4h1hsZgzBxkXo0+bAsS3z00Ufi+9//vpg9e7bweDzi4osvFo8//rioq6sbMIvv9ddfFx9++GGfmhUMBsX+/ftFeXm5+Mc//iGWLFkiFi5cKJxOp3jkkUcOSUxmX0g9GhsmjRElRFcg5ze+8Y0e24444ogBAzmffPJJ4XK5xLPPPjvGo5MMhG3bYufOneL+++8XJ554otA0TZxyyini5z//uaiqqkqJU3t7u3jvvfcGNKB6/7zwwgsiIyNDFBUVCU3TxGmnnSZ27tx5qG9ZCDH0DLHuSNGa2Eg9mrxYliXWrVsnfvSjH4kjjjhCOJ1Ocf7554vf/OY3qZIroVBINDc3i9dff1188MEHqazhwbLwHnjgAWEYhigpKRFOp1NcdNFFIhKJHOpbFkJIPRoLJpURNVRL+sknnxS6rouHHnpI1NXVpX7a29sHvM5Qar9059133xWapsl/tEGwbVvs2bNH/PKXvxSnnnqq0DRNLF26VNxzzz1i6dKl4jvf+U7aBtTWrVtFaWmpuP7664VlWaK2tlb8+te/FqFQ6FDfpuQwZzz0SGrR2GPbtti8ebO46667xDHHHCMMwxBnn322uO+++8Ts2bPFo48+mpYBFQqFxKpVq0RmZqb49a9/nfLEP/roo4f6FiVjyKQyooQYmiV9+umnC+Cgn6uvvrrf8w+19kuS9vZ2MXPmTHHOOedI4RoCtm2L2tpa8eCDD4r8/HwBiKOPPlrcfffdory8fMAU4h07dohZs2aJr33tayKRSBzqW5F8ChlLPZJaNP7Yti22bdsmbr/9duF2u4WiKOK0004Tv/zlLwcMQQiFQmL16tUiKytL/PKXv5wwS3iSsUcRYgipU58Cli5dyqJFi3jkkUdS24444gguueQS7rvvvn6P+8IXvsCcOXPQNI2//e1vlJeXj8NoDx+uvfZa1qxZw9NPP83bb7/NihUrePPNN5k/f36q3cP8+fNTQbv19fWcd955LF26lD/84Q9plT6QSCYTUosODZZlcdJJJ1FcXMzPfvYznn/+eVauXMknn3zCsmXLuPjii1m+fDlTpkxJ6dGGDRu44IILuO222/j+978vm1Z/mjjUVtxEQlZ1PXR89NFHorGxMfW7bduipaVFPP744+LCCy8UTqdTzJ8/X/zgBz8Qr7zyiliwYIG44oorhGmah3DUEsnYILXo0PLaa6+JWCyW+r2vEIQlS5aIf/u3fxPPPfecyM3NFffcc4/0QH0KmTR1osaD4dR+2b59O7fddht/+ctf0PVJVzFiwrBkyRLy8/NTvyuKQk5ODl/96ld5/vnnaWho4Pbbb6eqqooLLrgAwzD485//LJ+55LBEatGh5TOf+QwOhyP1u6IoTJ8+nVtuuYW3336bvXv38pWvfCVVIuCCCy7gxz/+sfRAfQqRRlQfyKquEw+/38+Xv/xlVq5cyfbt23n99dcxDGNcx/Dwww8zY8YMXC4Xixcv5p133ul335UrV3L22WeTn59PZmYmy5Yt4x//+Mc4jlZyOCC1aOKhKAolJSX8y7/8C2+88QYbN27kt7/97bgbUFKPJgbSiOqGrOo6OZgxYwZ5eXnjes2nnnqKW265hdtvv53169dz6qmnct5557F3794+91+9ejVnn302L730EmvXruXMM8/koosuYv369eM6bsnkRGrR5EBRFI4++ughtZUZDaQeTRxkYHkvli5dyuLFi3n44YdT2xYsWMDy5csPCua0bZvKysoe23pXdU23Iq5kYjPcIN/uHHnkkVxxxRXccccdYzVMyWGE1CJJf0g9mjjIhfNefOc73+Gqq67i+OOPZ9myZfz2t79l79693HDDDQD88Ic/pLa2lj/96U+oqspRRx3V4/iCggJcLtdB2yWTF9lsVnIokFok6QupRxMLuZzXiyuuuIIHHniAe+65h+OOO47Vq1fz0ksvUVpaCkBdXV2/LtOhMJT1bIBYLMbtt99OaWkpTqeTWbNm8fjjj494HJLBkc1mJYeC8dIikHo0mZB6NME4tMmBn06GU0Tv4osvFkuXLhWvvfaa2L17t/joo4/Ee++9N46j/vRSW1srAPH+++/32H7vvfeKefPmDXr8k08+KTwej3jttdfGaogSybCRejS5kHo0sZBG1CFgyZIl4oYbbuixbf78+f323Hr55ZeF3+8XLS0t4zE8SS9ks1nJ4YzUo8mF1KOJhVzOG2eS69nnnHNOj+0DrWf//e9/5/jjj+f+++9nypQpzJ07l+9973tEIpHxGPKnHofDweLFi3nttdd6bH/ttdc46aST+j3uf/7nf7jmmmt48sknueCCC8Z6mBLJkJF6NPmQejSxkIHl48xw1rN37drFu+++i8vl4tlnn6W5uZkbb7yR1tZWGYcwTgwlyBe6BOsrX/kKDz74ICeeeGLqs3W73fj9/kN2HxJJd6QeTU6kHk0gDrUr7NPGcNazzz77bOFyuXp0e1+xYoVQFEWEw+ExHa/k/xjr5tcSyXgj9WjyIvVoYiA9UePMUIvoARQXFzNlypQeM4YjjjgCIQQ1NTXMmTNnTMcs6eLGG2/kxhtv7PNvf/zjH3v8/tZbb439gCSSESL1aPIi9WhiIGOixpnhrGeffPLJ7N+/n2AwmNpWVVWFqqpMnTp1TMcrkUgOX6QeSSQj5FC7wj6NJFOKH3vsMVFZWSluueUW4fV6RXV1tRBCiNtuu01cddVVqf0DgYCYOnWquOyyy0RFRYV4++23xZw5c8R111036LUeeughUVZWJpxOp1i0aJFYvXr1gPs/8cQT4phjjhFut1sUFRWJa665RjQ3N4/shiUSyYRlvPRIapHkcEQaUYeIoaxnCyHEli1bxGc+8xnhdrvF1KlTxXe+851B4w+GWv/lnXfeEaqqigcffFDs2rVLvPPOO+LII48Ul1xyyYjvVyKRTFzGWo+kFkkOV6QRdRgz1PovP//5z8XMmTN7bPuv//ovMXXq1DEb46FgqDPit956SyxatEg4nU4xY8YM8cgjj4zTSCWSwwOpRf0j9WhyI2OiDlOGU//lpJNOoqamhpdeegkhBA0NDTzzzDOHVU2RoXY/3717N+effz6nnnoq69ev50c/+hE33XQTK1asGOeRSySTE6lF/SP16DDgUFtxkrEhmbrcuxXDT3/6UzF37tx+j/vf//1f4fP5hK7rAhAXX3yxiMfjYz3ccWOoM+Jbb71VzJ8/v8e266+/Xpx44oljNkaJ5HBCalH/SD2a/EhP1GGOoig9fhdCHLQtSWVlJTfddBN33HEHa9eu5ZVXXmH37t2pAm6TneHMiD/44IOD9j/33HNZs2YNpmmO2VglksMNqUU9kXp0eCDrRB2mDKf+y3333cfJJ5/M97//fQCOOeYYvF4vp556Kvfeey/FxcVjPu6xZDjVmevr6/vcP5FI0NzcPOmfiUQy1kgt6hupR4cH0hN1mDKc+i/hcBhV7fkvoWka0DVrPFwYyoy4v/372i6RSA5GatHASD2a3Egj6jDmO9/5Dr///e95/PHH2bJlC9/+9rcP6q/0la98JbX/RRddxMqVK3nkkUfYtWsX7733HjfddBNLliyhpKTkUN3GqDGcGXFRUVGf++u6Tm5u7piNVSI5nJBadDBSjw4PpBF1GHPFFVfwwAMPcM8993DcccexevVqXnrpJUpLSwGoq6vrkQVyzTXX8Itf/IJf//rXHHXUUXz+859n3rx5rFy5st9rrF69mosuuoiSkhIUReFvf/vboON6++23Wbx4MS6Xi5kzZ/Loo4+O+F7TYTgz4mXLlh20/6uvvsrxxx+PYRhjNlaJ5HBiPLQIpB5JDgGHLqZdcjjw0ksvidtvv12sWLFCAOLZZ58dcP9du3YJj8cjbr75ZlFZWSl+97vfCcMwxDPPPDMu4x1qdebkeL/97W+LyspK8dhjj43reCUSSfpIPZKMN9KIkowa6YjWREjRHWp15rfeekssXLhQOBwOUVZWJovbSSSTAKlHkvFAEeIwi9KTHDIUReHZZ5/lkksu6Xef0047jYULF/Lggw+mtj377LNcfvnlhMNh6ZKWSCSjgtQjyXggY6Ik48pgKboSiUQyXkg9kowUaURJxh2ZoiuRSCYKUo8kI0EaUZJxRaboSiSSiYLUI8lIkUaUZFyRKboSiWSiIPVIMlKkESUZEcFgkPLycsrLy4GuLuPl5eWpmi+9i+jdcMMN7Nmzh+985zts2bKFxx9/nMcee4zvfe97h2L4EonkMELqkWTcObTJgZLJzptvvimAg36uvvpqIYRM0ZVIJOOH1CPJeCNLHEgkEolEIpEMA7mcdxizceNGvvrVrzJjxgxcLhc+n49FixZx//3309raOqRz/fGPf0RRFNasWTPovtdccw1lZWXDHLVEcniRfHeSP7quU1xczBe+8AW2b98+6tdTFIW77rrroOtXV1cP+VzpHnvXXXehKMq4lwU444wzOOOMM0blXNXV1VxwwQXk5OSgKAq33HLLqJx3OITDYe666y7eeuutg/42ks9TMvroh3oAkrHhd7/7HTfeeCPz5s3j+9//PgsWLMA0TdasWcOjjz7KBx98wLPPPjsm1/7JT37CzTffPCbnlkgmK3/4wx+YP38+0WiU9957j5/+9Ke8+eabbN26lezs7DG77gUXXMAHH3xAcXHxmF3jUPHwww+P2rm+/e1v89FHH/H4449TVFR0SJ9XOBzm7rvvBjjISDycP8/JiDSiDkM++OADvvGNb3D22Wfzt7/9DafTmfrb2WefzXe/+11eeeWVMbv+rFmzxuzcEslk5aijjuL4448Hur4YLcvizjvv5G9/+xtf/epXx+y6+fn55Ofnj9n5DyULFiwYtXNt3ryZJUuWDFjhfCJwOH+ekxG5nHcY8m//9m8oisJvf/vbHgZUEofDwcUXXwwc7PpPUlZWxjXXXHPQ9ra2Nr761a+Sk5OD1+vloosuYteuXT326Ws5z7ZtfvWrX3HcccfhdrvJysrixBNP5O9///uw71MimcwkDaqGhobUtmg0yne/+12OO+44/H4/OTk5LFu2jOeee+6g4zs7O/n6179Obm4uPp+Pz372s1RVVR20X1/LP6+99hrLly9n6tSpuFwuZs+ezfXXXz/i5bh9+/bxuc99jszMTPx+P1/+8pdpamrqsc9TTz3FOeecQ3FxMW63myOOOILbbruNUCjUY79du3bxhS98gZKSEpxOJ4WFhZx11lmpzDvoeznvkUce4dhjj8Xn85GRkcH8+fP50Y9+1O+Y33rrLRRFYceOHbz88supZdfq6up+l86Sx3RfbjvjjDM46qij+OSTTzj11FPxeDzMnDmTn/3sZ9i23eP49vZ2vvvd7zJz5kycTicFBQWcf/75bN26lerq6pSRdPfdd6fGk9Tj/sb0+OOPc+yxx+JyucjJyeHSSy9ly5YtPfa55ppr8Pl87Nixg/PPPx+fz8e0adP47ne/SywW6/cZSfpHeqIOMyzLYtWqVSxevJhp06aN+vmvvfZazj77bJ588kn27dvHj3/8Y8444ww2btxIVlZWv8ddc801PPHEE1x77bXcc889OBwO1q1bJ9f1JZ9adu/eDcDcuXNT22KxGK2trXzve99jypQpxONxXn/9dT73uc/xhz/8IZWeL4Tgkksu4f333+eOO+7ghBNO4L333uO8885L69o7d+5k2bJlXHfddfj9fqqrq/nFL37BKaecwqZNm4ZdI+nSSy/l8ssv54YbbqCiooKf/OQnVFZW8tFHH6XOuX37ds4//3xuueUWvF4vW7du5d///d/5+OOPWbVqVepc559/PpZlcf/99zN9+nSam5t5//33aW9v7/f6f/3rX7nxxhv51re+xX/8x3+gqio7duygsrKy32MWLVrEBx98wKWXXsqsWbP4j//4D4BhLZfV19fzpS99ie9+97vceeedPPvss/zwhz+kpKQk9dkFAgFOOeUUqqur+cEPfsDSpUsJBoOsXr2auro6TjrpJF555RU++9nPcu2113LdddcBDOh9uu+++/jRj37EF7/4Re677z5aWlq46667WLZsGZ988glz5sxJ7WuaJhdffDHXXnst3/3ud1m9ejX/+q//it/v54477hjyPX/qOcTZgZJRpr6+XgDiC1/4Qlr7A+LOO+88aHtpaWkqLVgIIf7whz8IQFx66aU99nvvvfcEIO69997UtquvvlqUlpamfl+9erUAxO233z6ke5FIDgeS786HH34oTNMUgUBAvPLKK6KoqEicdtppwjTNfo9NJBLCNE1x7bXXioULF6a2v/zyywIQDz74YI/9f/rTnx70Tievv3v37j6vYdu2ME1T7NmzRwDiueeeS/vYJHfeeacAxLe//e0e2//yl78IQDzxxBMDXvvtt98WgNiwYYMQQojm5mYBiAceeGDA655++uk9ShZ885vfFFlZWQMe0x+lpaXiggsu6LGtv/tPllJ48803e4wFEB999FGPfRcsWCDOPffc1O/33HOPAMRrr73W71iampr61ebeY2praxNut1ucf/75Pfbbu3evcDqd4sorr0xtu/rqqwUgnn766R77nn/++WLevHn9jkfSP3I5TzIkvvSlL/X4/aSTTqK0tJQ333yz32NefvllAP7lX/5lTMcmkUxkTjzxRAzDICMjg89+9rNkZ2fz3HPPoes9FwT+93//l5NPPhmfz4eu6xiGwWOPPdZjaSb5vvV+H6+88sq0xtLY2MgNN9zAtGnTUtcoLS0FOGgJaCj0Hs/ll1+Orus99GHXrl1ceeWVFBUVoWkahmFw+umn97h2Tk4Os2bN4uc//zm/+MUvWL9+/UFLYn2xZMkS2tvb+eIXv8hzzz037tmCRUVFLFmypMe2Y445hj179qR+f/nll5k7dy6f+cxnRuWaH3zwAZFI5KDwi2nTpvFP//RPvPHGGz22K4rCRRddNOAYJekjjajDjLy8PDweT2qpYLQpKirqc1tLS0u/xzQ1NaFpWp/HSiSfFv70pz/xySefsGrVKq6//nq2bNnCF7/4xR77rFy5kssvv5wpU6bwxBNP8MEHH/DJJ5/wta99jWg0mtqvpaWlz/5u6bxjtm1zzjnnsHLlSm699VbeeOMNPv74Yz788EMAIpHIsO+x9/WTY0zqQzAY5NRTT+Wjjz7i3nvv5a233uKTTz5h5cqVPa6tKApvvPEG5557Lvfffz+LFi0iPz+fm266iUAg0O/1r7rqKh5//HH27NnDP//zP1NQUMDSpUsPau0yVvTVb8/pdPZ4pk1NTUydOnXUrpl8tn0tP5aUlBykzR6PB5fLddAYu/9/SdJHxkQdZmiaxllnncXLL79MTU3NoC+r0+nsM6CwP6Ood7PO5LbZs2f3e438/Hwsy6K+vl6m5Uo+tRxxxBGpYPIzzzwTy7L4/e9/zzPPPMNll10GwBNPPMGMGTN46qmnUBQldWzvdzQ3N5dEIkFLS0uPL+6+3s/ebN68mQ0bNvDHP/6Rq6++OrV9x44dI7q/5PWnTJmS+r33GFetWsX+/ft56623Ut4noM84p9LSUh577DEAqqqqePrpp7nrrruIx+M8+uij/Y7hq1/9Kl/96lcJhUKsXr2aO++8kwsvvJCqqqqUty1dksZG7+c/Eg9Xfn4+NTU1wz6+N8lnW1dXd9Df9u/fT15e3qhdS3Iw0hN1GPLDH/4QIQRf//rXicfjB/3dNE2ef/55oCsLb+PGjT3+vmrVKoLBYJ/n/stf/tLj9/fff589e/YMWPAuGez6yCOPDOU2JJLDmvvvv5/s7GzuuOOO1FKVoig4HI4eBlR9ff1B2XlnnnkmcPD7+OSTTw563eS5e2fu/uY3vxn6TfSi93iefvppEolESh+Ge+25c+fy4x//mKOPPpp169alNRav18t5553H7bffTjwep6KiIs27+D+SWca9NXIkWcXnnXceVVVVPYLoe5N8Pul4BZctW4bb7eaJJ57osb2mpoZVq1Zx1llnDXusksGRnqjDkGXLlvHII49w4403snjxYr7xjW9w5JFHYpom69ev57e//S1HHXUUF110EVdddRU/+clPuOOOOzj99NOprKzk17/+NX6/v89zr1mzhuuuu47Pf/7z7Nu3j9tvv50pU6Zw44039jueU089lauuuop7772XhoYGLrzwQpxOJ+vXr8fj8fCtb31rrB6FRDJhyc7O5oc//CG33norTz75JF/+8pe58MILWblyJTfeeCOXXXYZ+/bt41//9V8pLi7uUd38nHPO4bTTTuPWW28lFApx/PHH89577/HnP/950OvOnz+fWbNmcdtttyGEICcnh+eff35UlrxWrlyJruucffbZqey8Y489lssvvxzoiqHMzs7mhhtu4M4778QwDP7yl7+wYcOGHufZuHEj3/zmN/n85z/PnDlzcDgcrFq1io0bN3Lbbbf1e/2vf/3ruN1uTj75ZIqLi6mvr+e+++7D7/dzwgknDPl+TjjhBObNm8f3vvc9EokE2dnZPPvss7z77rtDPleSW265haeeeorly5dz2223sWTJEiKRCG+//TYXXnghZ555JhkZGZSWlvLcc89x1llnkZOTQ15eXp+dILKysvjJT37Cj370I77yla/wxS9+kZaWFu6++25cLhd33nnnsMcqSYNDHdkuGTvKy8vF1VdfLaZPny4cDofwer1i4cKF4o477hCNjY1CCCFisZi49dZbxbRp04Tb7Rann366KC8v7zc779VXXxVXXXWVyMrKSmWEbN++vcd1e2fnCSGEZVnil7/8pTjqqKOEw+EQfr9fLFu2TDz//PNj/RgkkkNK8t355JNPDvpbJBIR06dPF3PmzBGJREIIIcTPfvYzUVZWJpxOpzjiiCPE7373u1T2W3fa29vF1772NZGVlSU8Ho84++yzxdatW9PKzqusrBRnn322yMjIENnZ2eLzn/+82Lt375Az+5Ikx7d27Vpx0UUXCZ/PJzIyMsQXv/hF0dDQ0GPf999/Xyxbtkx4PB6Rn58vrrvuOrFu3ToBiD/84Q9CCCEaGhrENddcI+bPny+8Xq/w+XzimGOOEb/85S9Tz0mIg7Pz/vu//1uceeaZorCwUDgcDlFSUiIuv/xysXHjxgHHL0Tf2XlCCFFVVSXOOecckZmZKfLz88W3vvUt8eKLL/aZnXfkkUcedHxfetjW1iZuvvlmMX36dGEYhigoKBAXXHCB2Lp1a2qf119/XSxcuFA4nc4eTZT7+0x+//vfi2OOOSalr8uXLxcVFRUHjcXr9R40xr7+vyTpIRsQSyQSiUQikQwDGRMlkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgykESWRSCQSiUQyDKQRJZFIJBKJRDIMpBElkUgkEolEMgz0Qz0AyfARQmDbNqZpomkamqahqtIulkgk448QAsuySCQSUo8knxqkETVJEUKQSCQwTZNIJIKqqiiKgq7r6LouRUwikYwbQghM0yQejxOLxfrUI13XURTlUA9VIhlVFCGEONSDkAyNpPfJsiwATNNEUZSUZyr5kaqqKo0qiUQypliWhWmaKe0xTRNVVVO/CyFQFAVVVdE0DcMwUnokjSrJZEcaUZOI7u5y27ZRVRUhBPF4/CDjKCletm2zbds28vLyyMvLk0aVRCIZFZLe8EQigRAiZTjF43E0TTto36RRVV5ezrx58/B6vQfpkTSqJJMNuZw3SRBC0NnZiW3buFyulLu8PxtYUZTU7C8Wi2HbNtDltTJNM7WPdLdLJJKhYts27e3t6LqOYRgpPeoPRVFShlU4HAZITQBjsVhKq6RRJZlsSCNqEpBcvtu+fTtOp5O5c+cO6fikEHWfHXYPSo/H4z3c7d2FTIqYRCJJ0l03Nm7cSFlZGcXFxUM6R289Sk4Ek14saVRJJhPSiJrAJJfvTNNMucuHu/ra+7juM8Pk3/szqmQMg0QiScY7JWMx+/KEp6sP3Y8byKiKxWLE43Gg7xhPqUeSQ400oiYovQVLVdVhG1HpCE26RpUUMYnk00f3ZJbk0l1/4QSDaUK6f09qTDK+UwhxkFGVnODpuj7okqJEMhZII2oC0j3bpbcwjJYnajC6G1XS3S6RfDrpK5kl+Y4PFJOZznnTJWmwAQcZVdFoNLVP0qhK6pE0qiTjgTSiJhDds12Ag0RAVdWUZ2oojFRIBothqKiooKCggOzsbGlUSSSHCX15w7u/z8M1okZDjwYyqjZv3szcuXNxu93SqJKMOdKImiAk3eXJLLruQtGd4YrWaFay6G1UBYNBcnJyBnS3S6NKIpk8JCdIfXnDk4yXJ2owehtVHR0dfXqqeifNSKNKMhpII+oQ0z32aCDBgtE3hkaTpEhJd7tEMnnpK5lltPVoPHQsmRTTXY+SgerRaDQVYyqNKslIkUbUIWQwd3lvRhLIOZ7Gl4xhkEgmH6OlRxON3l79pBZZloVlWf3GeEo9kqSDNKIOEX1luwzGQKKVbK0wEUnXqJLudolk/OnuDU/qyEj1aCyOGy26FyKG/o2qpB51L0Qs9UjSG2lEjTMDZbsMRn/iM5gBdahFqzf9GVW2baeMKulul0jGnt7JLEMxFA5VYPlgDCcTuS+jKtngPfn3vgoRSz2SSCNqHBFCEAgEqK6uZs6cOUM2CiaaMdSdkYjJQEZVLBajsbGRSCTClClTpFElkYwStm3T3NxMW1sb06dPH3IfzYkSWD7aDGZUtbS0oKoqBQUFPRJnZB/STyfSiBonksGa0WiUveTe1/EAAQAASURBVHv3Mm/evCGfY7gGw0Q2vvqi9wwvEonQ3NxMUVHRQTEM3YvtyZmhRDI43ZfvAoEA9fX1lJWVDfk8I9GjyURvo6q9vR1N08jJyenhqZLN3T+dSCNqjOnd6TzpaRkOh+vMLx2SIgU9YxgSiYR0t0skadI7eHykepQsyTKccUxmkqEG8H96lOzu0P3v0qg6/JFG1Bhi2zaJRGJUWrfAxI1BGGt6x3wNJYZButslki76SmYZqR6N53ET5Rrp6lH3llnSU3X4Io2oMWCgbJekaA0nm64vIyrdc0z2md9ggfPSqJJI+mag2k8j8SZ9Wj1R6STy9Naj5PeBaZqpfbobVclwBMnkQxpRo0xfnc57z1qS+42GESWEIB6P43A4BiyKN5kZ6rMazKgC6W6XfDoYrPbT4eqJmkgkJ3BJ+mvu3lc4gmTiI42oUSSd2k/JbcnyBkOhtxGVSCSoqKigrq4Oh8NBdnY22dnZ5OTk4HK5ehw72Wd+IyEdd3skEkHXdTIzM6VRJTksGKiReZLR9EQJIdi9ezf19fVkZWWRnZ1NVlZWKnaoO5Ndj0aajTyYURUKhXC73fh8Ptkya4IjjahRYCi1n7p/kQ+V7kZUIBCgvLwcp9PJiSeeSDQapb29nbq6OrZt24bL5UoZVcMVyXQZa0Ec7UKifRlVtbW1qKrKzJkzU/tId7tkMjJYI/PujFaMZjweZ+PGjYRCIaZNm0YwGGT79u1Eo1EyMjLIyckhOzubzMzMSf8ejYUe9W7uvn37dkpKSnpolWzuPjGRRtQIGU6rhORxQyU586upqWHLli2UlZUxa9YsTNPE7XaTk5MDdHmo2tvbaWtrY8+ePQSDQQzDwLKsAWeHE5mxFIzkuZMi1dfMsLtRJd3tkolKuo3Mk4wk4zepR21tbZSXl5OVlcWJJ56YirsCiEajtLW10drayv79+1PZtI2NjbhcLjIyMiblezRWY+5+3qTWwP81hO6vRY3Uo0PH5PomnWCk0+m8N0lxGY53yLZtQqEQVVVVLFy4kLy8vD4FUNd18vLyyMvLA6CysjKVJZicHWZmZqY8VX6/f0IvXY2H69+27R7BtunGMHQPVJciJjlUDKWReXdGspwH0NHRQW1tLXPnzmX69OmpGM0kLpeL4uJiiouLEUIQDofZsGEDkUiE8vJygNTSX05ODh6PZ8Tv0Xh4xseapB4ln0VvT1Xyu2egkgpSj8YHaUQNg6F0Ou/NcD1RgUCA7du3Y9s2p5566kExTwOh6zoOh4PZs2cDXcUr29raaGtrS80O/X5/yuU+0WaH49EXcKBrpGtUSRGTHAqG6g3vznCX8+LxOA0NDcRiMZYsWYLf70+NpT8URcHr9eJ0OpkyZQqFhYUEAgHa2tpoaWlh586d6LqemtxlZ2fjdruHPLaxZrz0qK+JbV9GVfInFotJo+oQII2oISKEoKOjgz179jB37txhtR4Z6uwvuXyXn59PKBQakgHVF263G7fbTUlJSWp2mHS579mzB+iaHSaNqnRmh+NZl2UsGEqgf18xDNLdLjkU2LZNY2Mj7e3tlJWVjbkWAanlO13XKSgoSBlQQ7lm8p3OzMwkMzOT0tJSbNumo6ODtra2PmM7s7OzcTgcQ7rWWHCoJ3Xd6e2t6m1U9e7uIFtmjT7SiEqT7t6HWCxGbW0t8+fPH9a50p39JRIJKisraW5uZuHChdi2zfbt24d8vYHiHpKzQ6/Xy9SpU1P9/dra2mhqamLHjh09Zod9Zf6NBxNFtHozmLtdGlWSsaB7MkswGKSpqYkZM2YM+TxD8UQls+927tzJ3LlzMU2TcDg85GsONJakzsDBsZ0VFRX4fL7UPocytnM8JnXD1aP+jKpkc3dpVI0u0ohKg97ZLpqmjSiOIJ1gzmAwSHl5OYZhcNJJJ+FyuWhqahrz9fjhzA7HmkPpPh8qA7nb6+vrqaur48gjj5RGlWTY9NW6ZSRlCtIp/huPx9m0aRPBYDC1fLdr164+9Sgdr3U6OtY7tjMej9Pe3k5ra2ufmX/dYzvH2jM+1oymHvVnVO3atYtYLMbMmTMPqlEljar0kUbUIHSv/ZS04FVVHZERNdjxtbW1VFZWUlpayuzZs3sIw0iy+oY71sFmh6qqsn//foAxmR2Od2D5aNJdxJJffsnZf1/u9qSYSRGT9EVftZ9Go2DmQEZUW1sbGzZswO/3c9JJJ2EYRurY/q47FhMfh8NBQUEBBQUFQFfmX2tr60GxndAVQ+p0OsfkHRqv8IKx1qPuJXls2055qpLfcdKoSg9pRPXDQLWfRtK6BfoXn0QiwZYtW2hsbOS4444jPz8/rePGk75mh5988klqqXGsMv8m6nLeUEj+HyWfh3S3S9Kluze8dzLLSCZ1A9WtE0JQXV3Njh07mDNnDqWlpT3+B/vTo3TaooyGjrlcLkpKSg6K7Wxra6OyshJFUYYc25kOk8kzPhAD6ZFlWViWRTQalUbVIEgjqg/SaZWQ3G+4RlRv0eu+fHfyySf3GXfUn/gMJkpjaXw5HA4Mw2Dq1Knk5eWNSebfeArKWF+je5YfpB/DIN3tn176amTeW49GspyXvEb3/83uy3cnnHACWVlZfR47XM/4aNM9trOqqoolS5ZgmuaEi+1Ml/Ga1PWnR727OySNqv4859117NOGNKJ6kU7rlu61nobzxdvb/d7f8l1vJoInajDGIvNvvGIQJkIGYH9GVXd3uzSqPh10T2ZJ/n/2p0ej6Ylqb2+nvLyczMzMHst3vRmJHk3E2M50M/8m83Je72v099kmGcioShZO7UuPPk1GlTSiDjCU2k8jKZgJ/+eJsiyLysrKfpfv+jpuuDO/sRStoWb+tba2Dml2eLi5z4fCQEZVLBaT7vbDlN7e8IG+lEbLEzXY8l1fx04UT9RgjGbm31jrUfIdn8h61F9z9+5GVfdCxBO5mPNIkUYUw2/dMpLZXzgcZtu2bQMu3/V13Yk680uH7rPDsrKytGeHh9PMb6Ri0vvLtC93ezAYRNM0srOzpbt9EpKON7w7I0kcSZ47Ho9TUVFBIBDod/mur2Mnqx71FduZDEMYLLZzPIwoGJ8yCr2X84ZKOkZVe3s7Pp+PjIyMw9Ko+tQbUel0Ou/NSD1Rpmmybds2ysrKBly+681kmvmlQ7qzQyEEPp+PRCIxZnVhJspy3lDpS8T279+Pw+HA5XJJd/skYqBkloEYjey8tWvXprLv0l3W6kuP0hnveBggQ8XhcFBYWEhhYSEwcFeH5GR7rEjew0T0RA1GX3q0e/dupk6dmjLY+irvMpmNqk+tEdW79tNQlz+G40JPLt/FYjHKysqYO3fukI6fyDO/0RDG/maHu3btoqWlhXfeeWfMev6NV2D5WF8j6ZUwDAPDMPp1t8fjcR5++GFuu+22CR1g+2lhqN7w7gx3OU8IkYpTLCkpYe7cuUN6jwdKdEnn2mPJSPVooNjOcDhMZWUl9fX1o575B+PriRovPUomICX1qHdz99raWl5//XVuuummSTe5+1QaUbZt09LSgq7rPWbrQ2Gos79k9p2u62RmZpKRkTHUYR92nqjBSM4Om5ub8Xq9FBYWjlnPv/HyRI1HheXu4tifu72lpYW7776bH/3oR2M+HsnA2LZNfX19qq/ccLQoGdOU7rGmabJp0yY6OzvRNI2SkpIhX/fToke9Yzs//PBDSkpKsG17TDL/kgbx4WBEAallaehbj2zbZsuWLTz66KPcfPPNYz6e0eZTZUR1z3apqqoiPz+f0tLSYZ1rKLO//fv3U1FRwfTp05kzZw5r1qwZ1sxxInuixhpFUcYk8y/JeARyWpY1Lr2/LMvqN9YhKWKRSASn03nI2mZIeiazbNq0iWOOOWZYX75DjdVJZt9lZGRw0kkn8c4770g9GgJJoyo3N/eg2M79+/f3iO3MyckhKytrSO/9ZF7O64vB9EjTNMLhMB6PZ8zHMhZ8ahS0t7t8pK1b0jGiLMtiy5YtNDQ09Mi+G24Mw6dl5tebvr4chpr5N1hH+MkSWJ4OA4lWkmAwiNfrnfT/G5OVvpbvRlqmYLD/r+Ty3fbt25k9e3aqYbHUo6HR+567x3bOnDmzR2xndXU1wWBwSD3/DkdPVDp65PP5xnwsY8GnwojqK9tlrI2o7st3J510Uo8v8LEoVTDQLHSsSxyMNemMfbiZf92v8WkTLa/XO+ZjkfSkv9pPI9GjdBJdui/fHX/88T16Xh6K0imTXY8G0oqRZP4lzz/ey2z9IUQcYe9HEa0gQiiEUDABFQUdEIALoWYDOQi1CBSj2/EirSzAUCg0afXosDaiBsp2GWn/u4HSinsv3/X+Rx3utZNj7/4SRyIRtm7disPhIDc3l6ysrBGnrU40hmPgDLUuzEQJLBciCsJEUYceMzeU64TDYemJGmd6J7N0j8UcrVpPfdHR0UF5eTk+n6/P7Lvhlkjoy4iKRCLs3r0bn89HTk4OTqez3/FOVoaqR+lk/mVlZaW0aLxqvHXXCduOYItdWNZOhLUDRTSjEEcVnSiAgoWChao4AQMVE1VEuwwm4URRBChgaYtIGNdCr//Jwb6Tkno0GTlsjajBsl1UVR1RqmpfLvDuy3fHHntsqlFmb0bqBk++xM3NzWzYsIHc3Fwsy2Lbtm3EYrFUsHVOTk4q2Hoyz/xg5MI72OwQYPPmzeTm5o565h8kZ2SRHue07TCWVYmwt6OIWrD3oFiVqNpC0E8CbQaKtvDAzhao6RnH6XiiJvPMbzKS9D4lv1T6mlgNV4/663/X3/JdX8ePhieqqamJjRs34vf7aW9vZ8uWLXi93lSMYvdlrLHSo8nQ3aCv2M5kI+U9e/akvDc1NTWjnvkHYIsgscRWvFlvEBXPEe/cj65oaKoDBVAFKETR0BGKgiIiCMUBuLBFHFW0IRQXQs1AARBRQCGhnYfl+Oce1+r+/TsQcjlvgpFO7SdN00ZsRHWfvQWDQTZs2ICmaQct3/VmJDM/6BLkXbt2sXv3bo444ggKCgpSMT3JWU5rayt79+4FSAWrjlXw3lgL11gstXWfHdq2zVtvvUVRURGdnZ09Mv+SwaFDzfyzhUkssZWYVUHc2kDUXIOvIA+Mz9AZaQTRgLAaUDDRcKEqAlUJoSr5CNEO5ksolheFP6HZe1CUAhKOb4KaiVCnD3jtwz0GYTLRffluMD0azfAC0zTZvHkzHR0dBy3f9WaknighBDt37kzpUTL2M5FIpLQouYzl9/tTnrjxWt4eC0ZLj7rHdk6bNg3btmloaKCqquqg2M6kMTqU5ANbxIlYO4gldmDa24mYm1FFBF314c2qxcaLrmQd+B8QqEoY265DVQoRqhPQQHUg7BBC1GCo2aDmASqCAx4qRSFhfBbL+OeDrp+uETWZJ3WHlRHV3V2eTusW0zSHfa3uojXY8l1fx47EE7V+/XoikQhLly4lIyMjdR+KouDxePB4PEyZMiUVbL179246Ozv56KOPcDqdKS9Vdnb2oL2TJgJjbaQlP8eioiKmTZt2UOZf0hhNutxzcnIOmh3aIkE4sYVQYjPhxFoi5gbcWjG66kIVJppaAgQQ6pvEEwaIZhTRiqHNAsWFAAQGltiHIlpRlBIQcQRgK3lo9l6M2K2Y7t8NeC/JJezD2X0+WRhK7aeRhhd0P36w5bu+jh2uHtm2zdq1awmHw5x44on4fD7i8TgAhmFQUFCQ8shHIpFUJm1jYyPNzc09ygK43e5JsdQ3lnqkqiputxtd11m4cCGWZdHZ2UlbWxu1tbVs3bp10My/cGIP7eZHhMyNmImdGGoGqmJhWc249Cw0NRsVG8tyYRMlYTejqJkHYp1MFHVaV7yTEAjFxLJbUIWFpk3FRkdBADEUuwkUB5Z2MpZxWZ/3k9SiwT7XcDhMUVHRKD3F8eWwMaIG63Tem9EQrUQiQUVFBfX19QMu3/VmuMtrgUAgdfyyZctSxcsGuk5mZia5ubkoisKRRx5Je3s7ra2t7N69m82bN5ORkdHD3T4RZ4bj3WZhoMy/5uZmdu7ciaZrZObG0LNqEc5KovZWPHoxhqIDcVxaKSo6tgCBimVVg2YAXXFIqpIHIgPLDqMoFqqiYhNGVXKw8XaFFNhRUGwEIYSahaUuQ6hT0roXuZx3aBlq65bR0CPLstizZw9VVVXMmjWLGTNmpPXeDFePQqFQKkg6HT1yu91MmTKFQCCArusUFBSksmm3b9+O0+ns4XEZj3Igw2E89Ch5/mT7psEy/7w5UfBXEVU2YmgKEETY7bj1IhRFQ8VC0fJJ2BGEGscWJpqzGYUsNDUPFA1wYtOJbe9GU6agKC4EAsjBVhKodhCUriU/FAOhTMFWLBLGNf3eS7qtZSazHk16I6q/bJfBGOlynm3b7Ny5E5fLNejyXW+GKphCCGpqatiyZQsARx999JA8SEmR1DSN3NxccnNzAYjFYilvS2VlZSrAMSliPp9vwswMx8OI6s+ATBqjbp+Go6gGLbqWjtgmgpYLO25hR6LoWgboMZyGwDBMoqIWj1qEhhNVMTHUqcQSYYRLwRJgizYQdQc8UV5AQREObFGHoAZFmYWq+gAVW7hAtCAc1w56L5+GGISJTPfaT4N5w7sz0hhNRVHYtm0b4XB40OW7vo4dqh7t27ePrVu3omkaCxcuHNL7mdTo7tm0lmX1mfiR9Jr7/f4JlTAz1nrU3/ubjO3MycmmxdxKXXgDHbHtRMwQZjCIYis4dQ2nQ8MwMjHtCLrixCZCwq7FpZWgKg4UNOKxPGwXmHY7uupBEQlUJYqmzkDBiUBBEAdRDTix1aloihMbgUociGLrF4Hq7/de0skAhC4jarLq0aQ2onq7y4dSeXwkM7+6ujra29vJzs7m+OOPH1Yn7HRnfpZlUVFRQXNzM4sWLWLNmjXDGXKfOJ1OioqKKCoq6hHgmPRUqaqaMqgGq8I7HkbOWDFQXZZAoo662Ce0xrdgiXY0VFTFxqFnoRgJdLe76//QqkckcglFgyiRMIaaTVRXcBigGAaWvQd0u8vLBChKNgo+LDuEIIGuugATRfEDOVgiAaITTXEiSGA7rkdRB49n614HbSAm88xvojKS1i0jiYnq6OggHo/jcrk4+eSTh+zBGcpyXnc9mj9/Pjt27Oizhttg5+v9994TvHg8ngq23rJlC6Zp9kiYGWyCN9n1qK/xx+0Q9bGNNMW2ELJqUJV41zKbw8blyMAWgB1HsTVMq41YvBU1notDt3EaCg59apdX3E6AMFEdrQg8qGoJoKOqAmELLLsB1BxQdBRhoajTEHYC225GUXRUxY+tuFAUC/SLBryXdEILYHJP6iatETVUd3lvhtv7buvWrdTX1+P3+8nLyxvW8le6M79QKNSj1lQyXbj7S5yO4ZiOqPUV4NjZ2Ulra2uqCq/b7U4ZVdnZ2eNW7Xq83OfJ59Ri7mZ/bCOt8SpidgsOxYEtIth2J24jG6wQpt2MVy8GRaBg4NFnoBsaqgdsO0jM2odlZhCKRAiFYzh0L5apkdAFCVVBUYIganGohShkYisK4AC7FVXsQVOnI5R8BCqKWgL6Z9K6l3Tfh3A4THFx8Sg8PQkMr5F5d4bjiRJCsHfvXqqqqtB1nVmzZg1rCWwoerR+/XoMw+Ckk04iFouNWbFNh8Nx0AQv6TWvrq5OlTBJ6tFQVgJGynjoUfJ7JZBopia6kfrYZiJWIw5VJ2Z14NacqMIiYbXh1nOIiwBCdODRC1EVBRcuFJGLcCSwEjaxRABT1CLCuTjVTAxdIRHLQ/FoJOxOdNWLsMNAO4ZagKJ4DsRjxlHsWlRCCGUqluLGtpvQaAH3AyjKwAZSukZUOByWRtR4kXSX79q1C4/HQ15e3rD+oYe6nJc0aFRV5aSTTmL79u3DnpGkI5gNDQ1s2rSJqVOnMnfu3B6zxeFcd6jHqKpKVlYWWVlZqbX4pIjt3LmTSCSSKhhnWdaYzs7GWrQsyyLsbOajjmeoDn2CQ9Vxqhphs4EMRx6WSGDaYbx6HioKiupBU0pQ0FAAiwghqwGvlosiBKoSxa1PQzfcqIrAtmKY1l40JUQ4mkc4rOHUdZyOqdhGBw4ljkY2KCqqmokijsSy20CpQVHz0Ywr077/ocQgTFbRmkgkk1m2bNnClClThl17KxljmS6maVJRUUFbWxuLFy9OLfUPh3Q8UX3pUXLJcjgM5bjeMYq2badiFLsX0k0GWo81Y6lHQgiazf3s9XxCTd0qVM0mkQji0FQMRSNktuPRfSjY2MLEpRegKQqKkoEtVCxhItCxRCdxuwmfNhWX7kRTdLAzEYaFlTCJm1EUo5NgJIZOCYYOLiMTTTWI2/sx8KOp/q77VEsRIgxiJ4qwQS3DUk/A0JcMej8yJmqC0d1d3tLSgm3bqXTaoTIUT1RdXR0VFRU9BGSkxfH6ExHbttm+fTv79u3jqKOO6pGx0N1bMtTrjRRd18nPz08972g0mnK3x2IxNm3alJoZ9pW9NlLGQrQaYjVsC35ETaSScE6IeDQDp+bBoThQMPE5irqW71QwsLCECULDJoRpdZCpFxCzEygigUcvQsVAUQSKUIhY+3AqWRiaD1U1caoFdIaCZGdmoSCwEmEsGkhEFCJmFoYRw2kYGIaFrTSiYyCUYoQ2G1U/Mu17+jTEIEwUupcuqK+vJzc3d9jPVNO0VFbbYHR0dLBhwwY8Hk9q+W6ketTfsQPpEQxvQjfSd1lVVfx+P36/nxkzZqSCrZNhCECqft5Y1HyD0dWjhG1SHd3OvuhW2s06QmYHcSNAjpoN2Dg0F7qqomDj1DO7vgfQSBAmbgdB9WCJViw7RIbeVdBTVby49a7QASEUEljE7N241HxcrmyEw02gAzweFRGPEonFiURiuBxhdNWH0Dw4sQ+EHkQBgaoegS3iIBpxOH+R1r2l44kSQhAKhcjIGH6B4UPJpDGibNsmHo+n3OW6ro9L77vk8t3RRx+dqjib7vFDvXYsFmPDhg3E4/FUunBfjIcnajBcLhclJSWUlJTQ2dmZWgJsaWlh586dGIbRw93eV+XidBnNmV+n2c628Eb2RCqJWB04VB3Ttg7Uu1GIi/CB5RiTqNlCppGLacWIWS1kGQWggCIMvEYxKBoGDixhEja70odVIRAEcaj5aGoGCqJL8OxGdHcttuLGoWViaK6u+CfRgG03QyKXeNwmHLJR1Sw87gBOYxNC/VeGskDzaYhBONT0VftpNOo8DeadTgZ0b9u2jZkzZzJz5szUezEWk7pYLEZ5eTmmafapRxOl7Uv3Qrp91XyzLKtHwsxIK/WPxthtYbMzvI2qUAX18RoMVaBgASa2bZFQBLYQCJHAFmFceLFEECHC+PQcoiKIJWJk6jmggKFk4VB8CFQQCiZBzEQ9Xr0YQ3GioOPWZqICFgmEsFCNTixieDwz0HCCsLESQRC7scQ+OgJFKEoGDsPAaWgYWgRNc6Drn0dVp6V1n0OZ1ElP1BjRX7bLaKUE90coFGLDhg2pcgK9i1QOt0Bd8tjeL2JbWxvl5eXk5OSwaNGifuONhlPTZawz7JL1qXJycpg+fTqWZaX61u3bt4/KyspU5eKky30omTYjFS3TNtkaqmR950eEEu24NJ1QohW/I4uwFewK3Eah02wnw/AgUEiIBD6jEFXRUBUNXdEh2QBBJIiZ7WToucQxEYRx6nmoihNVsVGETtyqISFCuNQchJJAVbyYkSkoDh3LjiAUFewgmqKia2WomobisEBRwerETrhoar6AvXt34HLV9NvzrzefhhiEQ0l/weNj3YszkUiwefPm1PJdTk7OkI4f7Nq937HW1lY2bNhATk4Oixcv7lOPRtJ5YayDswsLC1M130KhEK2trakJnq7rPRJmhjrBG8mkrt3s4OOOD9kZ3oamKATMVrIdmZh2nIQdIUP3EaAVBzqWiBGxOvEb2SiKjYqBU8tHQcWhZmAJjYRIoAmVuOjEsgNkGEWg2Gg4MPRSFEU7UKZAJZSowak6cWoF2ALsRBaG6iCeaEVTXOiqG81Q0ZmNQgJdbwC7CSueTSCoI2wLpyNBNLqMrKy2tDx8nwY9mtBG1EDZLiMtUTCQ6NXX17N582amTJnCvHnz+vxHGWoMQ3e6G2DdWzPMmzePadOmDfqC9hagdF7o8Wz7omlaymCaNWsWpmmm4qkGak0zEMMRrcZYM+sD5eyL7EZgIjBxaW5QLDIdueiKgqp6EcLEIkimkQmKQFU0hK0Ts8OguLAJEk10kOUowLZNBAKvUYiKhooDG5WI2YhTy8BQHdgigKb4cGp+FBRAx7I7UV11JITAqRWhoKIoToToIGZtxSAXQ5uKqugougvDSDAj54eUlhoD9vzr3RE+XdGazDO/Q8VAySxjqUednZ2Ul5fjdrt7JJh0Z7SW84QQVFdXs2PHjkH1aKJ4ogY6r6Io+Hw+fD4f06dPTzUmb21tTZWN6a81zUDnH4oeCSHYHq5mY2ATDbEGUEwMxQBM/I5stAPP0aU7URQbD5lddZxUN15FOVAZXCchgggrjktzE7XasewIfiMfgcBQvTjUjC5dQZAQcaLWbjxqEQ7Vi6aCS5+KImwsYWJhYWsxTLsNQ81CU/wHlv40TAIotGOofhTVi6GFcLraUBUf8ei5hMMatbUVB/X860vH04mJSiQSRKNRaUSNJunUftI0bdQqjidJ9p/bv3//Qct36Rw/lGsnA1I3bdpER0cHJ5xwQlpBkX3NGtPJvBtLBrt+98rFQog+W9N0X/rr7fUbyszPsi02BbfxQdsaAlYHDkUlLkJk6l5CiRAZhhdhxxFKAq/mImi24hQOLMWmJd5EtiOHuG0SsTrIMnJRFBUNFxmG+4BXysC0EwTNZjx6Fio2CbsDp+ZHV32oCqiKjikaMM1q3FoxhuoAxYUZmYrt0IglmjFULyqgKQ4M9SgQIUyrHk31oale3MYXUVU3qsqgHeG7F0xNJBKHfQzCeJP0hvfVyDzJaLeRSl63v+W73ozEMz5cPUqOZaiemUNZe657Y/LeE7yqqqrUBK97u6e+JtHp3EPUivF+azkbghUIYRGzw2QYLsJWmAzNhS0sBCaq6iBsB/HhRlUFAdGOW3ETtYJErQA5jhwidgTbTuAxuup/ObUsUL1d2buKQswOYlrNZBpFaKLr+9KrzUBTdRAghE7cqsMSHWQYZSi2hrAy0NR8EvYeTOpxa9PRFC+qkgN2BqZdB2InulaCrhYhRCsF+V+nsEBPaUhSi6qrq1EUpYfH3OPxYFnWoFncwWAQYNLq0YQzorq3boH+U/g1TSMajQ77Or1FKxwOU15ejqIonHTSSYP2mBvpzM80Td5///3U7HIoqcnDWc4bT0/UQPTXmqa1tTXVM6p3a5p0xh5KRHi/bQNbQjsxRQwbE6fiJG5H8OoZRK0IHt2LEBC3E2ToHhJ2DI+RiZoAU4njdxSgKRqaaqOqOVhCoIqupb241YrfyAcS2ERw6TloihNVEWiKRsyqwxYxnGoGEEVVXBiaH0VRsQBhCxSjEwsNQy1BUZyAhVASxK0GFCWCUy1EUbpipRxG3yUNBusIb5omuq5TXV09oJdPtn1Jj3RrP42GEdX9+O7Ld4sWLUrVTxro+OG+44qiEI1Gh6xHwzWiksdMBPprTdPa2sq+ffsAerSmSWfpL5iI8HbLOraFqkkQQ0MQt2N4dDchM4RLd2IJQcyKkml4iYkoDtWJouiYdggPfhRsdNWJX+2KZ3KqGiYWph1DUwwidgDLCuA3CkGx0FUDpzq1q47TgQW8zkQ1LtWLW80FRcGhFSJEFnErgsAG1cISCrpahIqCJWJYdie66kBTBKpaiCLyse1a4mwjy/MLFKXLZOju4UvGwwYCAdra2lI9/wzDSO0XjUb7rTMYDocBpCdqNBis03l3RlrhNyl6QggaGhoGXb7r6/rDFYJkL6RZs2Yxe/bsIQnQSK47EemvcnH31jSKolBXV4eiKAdVLm6ItvFK00dUharxag6idphMw4Vpmzh1B7qqAQqG6gRsdFUFxQkKaDiI2UF0W8UGOuKtZBp+IEEo0UCOowhLJLqEwChCVQxURSCESshswaV5MVTHAeFx41CyURUFRTGwRScd1na8aiEuLQehOEjEC1C9KmFrJw41D6eagxAOdG0q0EnU2okDNxmuX6b9P9G7I3xVVRWdnZ10dnb22/MPZHZeOgyl9tNo6FFS99JZvuvr+sOd1CWL7M6cOXNIetTdiOrNQIbVROmC0BfJ1jS9J3iNjY1s3749ZVw2NzeTn5/fw9gMJqK8VP8xuyI1BK0APt1BAhOPaqCpGgoKbr2r7ImugoYHVVExcAImqqKi4yBEAAOVqBXFFjEy9AxMK4RpB8h25KMo4FI8KKoXRdFQhMAiRiCxlwy9EKG4UBUbtzYFXdW6+nIKiIkIll2LS81FEV4QMVS8JEQnttiLoWTj0ApRhIoggWVHURQTTZuOoZ6I0zi13+fWPWMyqeMdHR1UVVURCAT44IMPcLvdPTxVya4boVAIl8s1oSrSD4UJYUSl4y7vzWgEcgJUVlZSV1c36PJdX8cP9fq2bbN161bq6urw+XzMmTNnSMcnmcyeqMHoqzXNxx9/TCKR6NGaJugTbBK1NNptKIqFR3MRs6NkaF6CZgCv4SKUiIGSQFM0Os1Wcp1ZBBMhLBHHMHwErHa8mgtb2FiKSY6RjaF2lTcwHMWoioqGQgKTzngDGY4cVFvFFJ24NB+G6kNTQNdyiVmNBMQ+vFoemqqjYuDT54OIY9oREAroUWwcOLUyVKGSEFE0NCxhoysKujYfVc3FaSwc1rNLBjhnZmYyb968Hl8CyZ5/TU1N/PWvfyUWi9He3j4qn9nDDz/Mz3/+c+rq6jjyyCN54IEHOPXU/gU3yXvvvcfpp5/OUUcdRXl5+aiMZTTo7g1Pt3XLaHmiku1UZsyYwaxZs9I2OEaiR21tbeTn5w9ZjwYyogZjMuhRXxO8lpYWNm/eTE1NDdu2bcPn8+H0e9moNbArUY+qCOJWDJfhojMexOdwELKjWHYc3aHREW8j15lFpxlCVWxU1U1HvIUsRyambRJMtOPChVAsBODTslFRcesqTuHAFgINlZgwiSaa8RsFXUkqikKGPg1dMUBREAJMu56wFcBvTENTnBhKFobixrTrsGhH1TIQiheNTDRlPpZdTyTRNcFzKH4UJQOEiU0cn+OaIT27ZFys2+0mLy+PwsLCgybHPp8v1Sx7tEriHAotOuRG1HBbJYxUtJJLgR0dHWkt3/VmqKIViUQoLy9HCMGcOXOor68f0vWSTFSDaKxml06nE03TKCsrw+/3s65xJ0/XfECwNUTYCuJRDFRDIdPhRHfooCp4Fe+BoHGBQ3OiYJPjzEFTVJyqE0N1oyoKPi0LVbGxMVGFg7AVwYOCUOIE4vXkOroEyiKBx8hHV1xdy3fkEjEbSKgmHs2LIIKiGriUYtQD7m4bQTRRC0TJ0KdjCxVheVEVDxFrHwrteLVZKIobBYGNiSJayHLdO6Ln1T2Qs/eXQPJLM1mp/LTTTqO0tJSf/exnXHZZ313YB+Opp57illtu4eGHH+bkk0/mN7/5Deeddx6VlZVMnz693+M6Ojr4yle+wllnnUVDQ8Owrj0WDLWReZKRTuqEEESjUbZv357W8l1vRqJHJSUlw3p/h2tEjYeGjYUeJQ0DgMWLF9MWC7Gi+gO2d2wiaIXQhcCha7icOobqwOdwYygqOmA4nAhhk23koAJO1YlL01EQ+B25OBQNVbHJNHKJR8NoB76ag3YIr+bBTISIWq3kOgqwsFEVB5nGFHRFQ1UEIOgw9+JSPXj0HFQUnFoBTpGNKUyEbaOpCpYdwFDdkMjAEokDxTnBFp2oigNDzQZhE7Na0RUDXfXi1E/A0GcN65klE126l6GA/4vtXLFiBQ899BCtra2cdtppnHXWWVx33XVMnTp1yNc6VFo0uhXIhkiy9lMikUiVLRhKr6nhGlH19fV88sknACxcuHDIBhQMLZCzubmZ999/n4yMDJYuXYrL5RpR/MJEFK2xRAhBVbiRX2x/haebPkH16Hg8Hor8hRgeN7qq0xkP09TeQnNbK42hFqKxCMFECNO2iNsJAmaYhLAIWWFCiQgJkaAl3kBcJEiQIKIFDxhJXV6kbMcUNMV1YAbnIWi2Ekp0YgqTqBVAVZ24tCwUxYGuZKLgpM3cRcRqRSBQceDWp+PUSggl6onRilAtQMWpleHU5hBJ7CeS2IeNCYoDt3E+Di29+iv9MVBdFlVVWbBgAbfddhvQVYX6wQcfZMGCBcO+3i9+8QuuvfZarrvuOo444ggeeOABpk2bxiOPPDLgcddffz1XXnkly5YtG/a1R5OkNzwej2NZ1rjqUSAQoKKiAiEEJ5988pANKBiZHjmdzhEVzZzM2jJUhBAEiPPY7nf5z12vUk0HDq+HPH8ungwvmqHRaYZp62inpq2B9kAHreEAETOGJSyidhQbQcSKErXiWFi0x1uJ2jGidoyWWCOWsIljErWCuFUfqqLhVL1kHahNp6BjC2g2a4jaQRK2hSUEXqMEp5aLEEpXi2A7RsDaiyXiaKoHVXHj0HKxhEFM3YWtdYLi6urAoBYALsKJ7cTtBjTFB4qThN2M33X1sJ9Xf3qUjO288cYbefTRR5k5cyZXX301VVVVqUDzoXKotOiQGFFJd3ksFht277vhiJZt21RWVrJ582aOOuqoIR3bm3RmfkIIduzYwfr165k3bx5HHXUUmqaNyKjp69iJHGMwUqoCjTxtVvE/9WvYFWoEIJow0TUdVVXIcLjI8maQneGnKLsA3anjUVx0RIJEAhECnQE6Ih04hBPLttEVBx7NB6hkGfk4VXeXwWP7EYAlBLaAllgdESuMaSeI2VFcmh+XlommOHFq2aAqdJp7Me0Iph0HVDKNWWhKBgkRxxQmMStMXHQ1I1ZFxoH6U4KECGPaYXStGF0rIGFHsESELOflI35e6ZQ4CIVCuN1usrKyuOCCC4ZtRMXjcdauXcs555zTY/s555zD+++/3+9xf/jDH9i5cyd33nnnsK472iS94fF4vN9s4MEYbu+7ffv28eGHH5Kfn4+qqsMuSptOrORAejQcL9pE9kSNBW2xME/s/ZiV7GZ7pJGwFUPYAtPuMrrdhhuX201hZj7uTB8F3lyEqiAsi0BHgPpAA1bMIhgNoaCgKw5iVpxMIxuH6kRTDLKdhSjCwMCJW/MTs2MkbIu4iNEcryFum5jCBkUh25iCofpA1QGDiNVJq7nnQByniq5m4NNmYwmbUKKeuB3BFhaa6kNPzAYcRBL1xK1glzde8eLSjkZRMwlblUTtXWS4voKqDD9rLl09ysnJ4brrruPJJ59k/vz5Q77OodSicV/OE0LQ2dnJvn37mDVr1rAMKBi6+zqZfQeklu/Goup4kng8zsaNGwmHwyxdupTMzMxhj707vQXItm127dqFaZrk5uaSlZV1kOU/GUVrX6idJ/Z8TH2skw4RI1tx4tVdRKwYXt2gLR4gx+GhIxEh2+Emaifw6Q48Lg+6opCheEhYMVRLELPCdAQD6CjYhollJPA4HAStNjIMH0JYBJUALqEfCPKELEcRhmqgKaDhI5RoJG5H8Ol+hDBB1fEYJWhKl0u+q5jdfiwRJNuYjqq4UBUXAjdRax8WrWhqIariRMEFeDFFHVGrHpdWhN84D031j/i5pSNawWBwxFWbocujYVnWQbGEhYWF/S5Xb9++ndtuu4133nln3BpYD4Rt2zQ1NdHR0cH06dOH/UyGupyXSCSoqKigpaWFRYsW4XK5qK2tHda1gVQvu/4YSI9GUjQTehpRpmmmGiLn5ub2WyJgMhGxTJ7ZW87Gjv1EElFUVCzbwqUZhBIRMp1O2s0Q2YaLuG1hqApOzcBQwOUwAA+GqhCLR8BKYEVjRO04tmahO8DSY6gOD0JJEIy34MSFrdgE40HyHHkoio6GkxzHtAN98hQUHLSbNTgUnUw9F1UBt5aHW83CwsS0Y6iKimm3oysCh5bbVf8O0bVcp3SiKnEMtQhFcSCEhaUIbDuAruo4taOAOJnGxSN6dunq0UiTXA6lFo2riiWzXaLRKHv27Bl2YDUMzROVLJ5ZUlLC/PnzUy/1SFzwA838Ojo6WL9+PZmZmSxbtiyVhZBkpJ6oJMm2DPF4nIyMjFTgde8edmPNaBpo7bEI/1uzkc3ttdiKTUIkQIGolcDQNTy6A4FNtuEjnIiQaXgIWVEcqta1XGcGyXFm0hRtJ8vpAU0QMxPke7OJJsKYVgLLtGiLtqOqColEV38oDxnoSpcBpSoG7fFmnKpOhu5HEEVX3bjV/6sVlRAKLeYefFoGHi0PTdHxaFMRRAgl2jBw4NS9aNi4tKmYZhZxtZlwoh6H6kdXDRxqMULNJWHvJ8c1ci8UpD/zG83yBr0Nj/4ysyzL4sorr+Tuu+9m7ty5o3b94dA9mSUQCFBfX09paemwzzcULQkEApSXl+N0Ojn55JNxOp1EIhFs2x52NeyBJmaD6dFwM357jzMQCLBu3TrcbjeaplFTUwPQQ4/cbvekmdQJIXizYSf/qNtKTMSJ2nEMRSGuHFiiUro84QkrQYbuIn5AqxI2hKwgOY4MWmPtZDs9WLZFiCi5nkyCCROXcGMIlQ67DWdEIx420Q1wGxkolkBXVHwOLzZd2aFCsWkx95Op+3GrXjTFJkMv7MoWBgQacTtGxKrFo/lxqLlo0OXpFh20mdvxaLl4tTwUxYVm5YMaImDtwoGrq2E6LnTVBYSI2W1M892Bqo4sYy6dYpujWW7lUGjRuBhRvWs/GYYxoqBwSE+0bNtm27Zt1NbW9tk8c7Q9UUIIampq2Lp1K7NmzWLGjBl9foCj0TImKYxZWVksXLgQ27ZRFOWgFgeGYeD1ejFNE9M0DxLQiYJpW6zYs4kPW/cSSETw6Q40FHRVJ4jAUFXCiShu3cAWCTRdx607u9zomgNdVRDCIsvwo6KQ48rEUDQUxSbX0RVU7jN8JHQDp1tDRdAeayZGAmIWUS1ANBjCr2XicKi4VT9urev8Oj7iopPG2D5yjAIcqgMUDb9RiiJsTBHHFiqKEse023GqLhxqJooQCMXGEhFioh1woKs5oNhYdhyhgIJJkecWVGUoHfL6J5ndOhBJI2qknqi8vDw0TTtoptfY2NhnpmsgEGDNmjWsX7+eb37zm6nxCiHQdZ1XX32Vf/qnfxrRmNKhdzLLeOmREILa2lq2bNlCWVlZj3ICyS+adLve9+ZQ6FHyXLZtU1dXx+bNmykrK2P69OmpL69AIEBLSwv19fVUVVXhdrtTGpRudf2hMFrG2Y7OFp7es5HacBu2YmNoKk7VwLRiqCiEE3G8uoGJhVPVABuH4kBVLMAmy+FHUQRZjgwMRcMScXIcWWhAhu7FUDQ0VcElHKBYaJaCmQjRmWhFNw30hEIbIfyaD93pQFN0so2SlCcKFGJ2gKDVRJ6jBJfixlC8OJSZxO12AokmPJoPVSgHgtDngIgTsToxFAcJ4ujoePR5CCKEE/txqF6cmh9N8eA15uI1jhnxc0ynd95oTOoOpRaNuRHVu/aToijoup6qSj5cV+9gohUOh9mwYQNCiH6z70bTiLIsi4qKCpqbmwfNrhlpYbzm5mZqa2uZPXt2KusqaUR1b3GQrNVRW1uLaZq8++67qerWOTk5ZGZmTghX+ydNtTyxez2WsLBEAq/hoDMRxW84SQgLTShoioauqdhCIXGg210gHiLX6aXNDJLr8GCKOCo2XsVJa6yTHIcPRbEIJjrIc2YRtcKYdoRcRxYxEcPhcJCpZRJXwjgsFcPQsCybUCiGqYRoMSLkaLld9aYMjewD2TBd/REgbHcQs5vINaahqy5UnBiam4hdR8isJEufjlPJRMFAEyoJ0URHYgs+LQ+nWoyiKBhqAdmOM0ftWY6nJ8rhcLB48WJee+01Lr300tT21157jeXLlx+0f2ZmJps2beqx7eGHH2bVqlU888wzzJgxY8RjGozejcyTejTWRlSyREdzczMLFy5MZSklSb6Ho2VEjZceAezatYv6+nqOPfZYCgoKUgZq9+zQGTNmkEgkUu2LgsEgq1evxu/3k5ubS05ODj6f75DHdwbMGH/eXs7WzkYsxSIhBIamET4QRqApGioKPt1F2I7i0w1a4wHyXV5a4p3kODyYIoEmBC7dIJgIk214iNsJ4sLGpznpSIRwazpunLTFW/EbXtyaA1uBLFcBVshEV8GjuIjHojSHWnDoGrYzhFBN8o0inJqOS83CqXqwhEnciqGpKqbdiUIcj5bVVdcOG0VRCSeaEEoYn5aHhhthJRAKxOwoKkEcei6a0DCtDkwlyhTPLSN+lsnv+HT0aKTLeYdSi8bUiBJCHCRY8H+zrnQ7PPdF8sXvyxBraGhg06ZNBy3f9Waky3lJ0QqFQpSXl6NpGieddFK/lVmTDNedbds20WiU2tratNKgkym5iqIQDAZZtGhRqhrvpk2bsG07ZVAlXe3jSVM0xJ93bGBbeyO6rhATJm5dJ2FbZOguOswwfqeTiLDIEqIrGFNVcChOhEiQ68hAkCBL96KgYAuBV3dj2nGyHD4cqoEpBDlGDpqi4da8uFUniqLhUj1ELZuwFQZsIkqMMHEKPQXoigfLdiESceyERTASRlEsLFcbuqaSq5fg1HW8ej5ukUHYaiFuhXBrGWiqwKXm4VFzMO12TKsBp+bHFjaq7cenF2Pa9UQSFfi0EkrcX0JRRs+QHa8YhCTf+c53uOqqqzj++ONZtmwZv/3tb9m7dy833HADAD/84Q+pra3lT3/6E6qqHpTQUVBQgMvlGnGiRzrYtk0sFjuo9tNIy6XAwIHl3Zfv+tOHpEZZljUsb/FI9Wg4k8l4PA5AS0sLy5YtG9Qw13Wd/Px8otEoTqeTWbNmpfSouroaVVV76NFwg+yHg23bvFq7i3/sq+L/s/fnwZalZ3kn+vumNe55nynnzJpLVRpLVKlSFg7cBho7bAwdYYLG4AHCYGEcBEQ4pOu4HbqEw+4/DMbRYWFw2FZD91VzMdgYWrYsDzQSVZJFVWZNmVWVWZmV45mnPa7x++4f6+xDVlYOZ8gahHkVCinPOWvvddZa59nv8LzPM7Y5UoEVFl8rsjIn1B69YkwsNblzOAGh8hA4un6dEktDR4AgtyWRCRjmQ2IVUjpIbUHLRFgsgQyJVeWT1zEdtJQoAaGqMcg3gBKlfDKdIrSjo7uURUFRKPIsYW20QaAN2hMUao1AeQRqGi0kWk1R2D5r2SUCVaOhp1F4hPog1g7pFZdRrkSJKQQhngxxbiK7MiCUhwj1Q4R6/wXN5O/h3cKj9wqL3tEkarLlciuzTqiqs72Ol25sf99Yxd1pfHdz3AvTzknCdvjwYR566KEdJYV7Aa0kSTh9+jRlWfLQQw/teg3aOYfv+xw4cIADBw7c0m4lCILtqvBuRpz7Cescv/nGK/zB0hX6NiFQmsIWeFKRFAVGV62euvYZ5zmB0GwWCV0Ts5ENaJqAUpRYZzEOShy+UCihsDi0NCTlCC2qjud6OaJFSE7KIO8x43ewpIyKEV2/Q+ESQmJir4VDgJMgJOus0gzqtGptbFlQFgFZNmJ1tIKRCt9oMAmh9vBlrUqGnKMgI7erKCGJVAshJIW1CGlJ7RAj6/iigxQeTe/b7um13UkSdS85CD/wAz/A6uoqP/dzP8f8/DyPP/44X/rSl7b5RfPz89vK6e91THDo5u27e5FE3e41Jia3x48f316kudO53Ss82o37wl6KugmdAODDH/7wrp8n59y2/dPhw4ex1tLr9d5iDFyr1bYTqpudCu5lvL6+yv/3/IsspUNKUWKUYGxzAqUYlwWhNiAcDR0wKhKUEAzzFKMEVggcJYGSlDiU0ATSIBBEMgThMEISKZ8Sh4cidwXD0hIpj7V8g0BpGqZGWg4RUqKcQqJpmilKO6agqKY32jDMV2iZDqbwKPMMMa4zUkMSc4VYNwhUgFaKhrkPsSWToNBoaZACavo4uIJBvghyjGen0EITqvuxLiV1SzwY/tg9ua6TZ3kneDTR39pPvFdY9I6P826VqEyUlfdrkwBsGxzeOL7bSVV0u3PbaQghKIqCF198kQ9+8IN3Tdhuft/dgNb6+jqnT5/eTpxuTjydc3d8vdvxIG4UYiyKgo2NDVZXV7eNbZvN5jaI3c6DbbdxobfOL730h4xdRuZK9FaCIaWsuAdSkrkC6wRGCAJtSB20TFQBrw4AQVIWNGXAWrZJx48ZFhljmxCoOptZn0BVCdSoTKibGC0rHlQYdDFCbelBScZ2jHMljpJeukrXa6NVDYXPtHcEXE7uCrSUOAOFGlCPWng2osxz8rFgQ2wi/GuErk1dT+ObEE8fJrcbrBbnCUQd7dqAxsgQR8KoXOGxxv9n39fz5tgNJ+pexac//Wk+/elP3/J7X/jCF+547Oc+9zk+97nP3bNzuVvc6hnWWm/zNfcaN2/n3W18d6vYLx4Nh8N3BY+uXbvGmTNnuP/++3njjTd2ndzc6h5IKWm1WrRaLe67775tMca1tTXOnj1LnudvW5jZLx4lRcGvnX2R06vzWOnIXYlnJLktCaRhlKdEnqaXJzQ8H4sjlJrcCbRQeEIyKIe0TMRqukkniOkXCYXLMUqykm3Q9euMyoLNvMdc0GZsMwpraeoYh6Whm3iyGhHGusG47DNigHKKYT6iXywzF8yipEGj8LxjZLaPNTmBH1JayFyBKWuUqauU0JVD+QlOD2iqDlrHKCbk8yGlW0U4g3YxlpLM5kihMNKna76TQB/a13WdxGSke7f7dC/x6L3Aovdsx/he2CQIISjL8i3ju4cffnjHf9R79btK03RbHO/pp5/edStypxXnjS7uDz30EEePHuWb3/zmO2KzcLOi7I1GnJcuXbprq/1ufyiltfzrc2f4/euXsNJVVZsSlEBpc3ylsIBAEEhDZjNKKRgXOSWWUZlTVx4g0EoRCx8tJG2/sTXik/hWIYWipmsIYVFCEuu4WkvWFQiuZctM+x2UgEHZq8DMCYRQNP3DlC4ldzlaKEbFkLFdY9Y/gJIeGo9QhgzsIqkb0gg7BLIJNqIoOmRlj7XkKmoUEKgATxsa5hGs6DFUl/FdDcthtIhoeH+Khrm3G2qTjbN3g4PwrRq36roope4pR3MyvvM8b0fjtEnsB48uXrxInuecPHnyHcOjG22rJonhxYsX96Rbdzc8utFo2znHaDRidXX1LQsznU6Hbrf7Fh+2nZ7Dq6vL/O9nX2Q9GyOVoHQWXymGRYavFVY4Im0obElN+2xkI9peyHo+RIjKkUAKSayqbcOO30ALkEqj8ZBA12/hKYnC4qk2UkhCGSCEJbE5vlCMbcJmkTHlNynKlKQc4zkPLTWBjgm0z7gcVl13qRmVPQQpoegihUFrjXE+G+4Kyi/p1A4jCijzlGzss6aWUfoKsTtEZOp4poknYjbFRYbiTZydIpBTlKTk5TKP1D9z13u309ipBuRwOKRe37sW1Xsd72kStd/qT0rJ+fPnWVpa4rHHHtu2s9jNOey28pt0hZrNStNnLxn0Tiq/siw5c+YMy8vLPPHEE9vtzr0qlu82bjTivLHVPtkuiuN4e/R3t/N5c3ODf/XKC1wb9PBMNXKz1qKVRApQW1Vf6GkSWxAJTaAMJRURc4OCrjKspEM6fkgvHeOERUqflXSDab9O7nIym9KVMRv5Jr5UKBPR2yJxKqGAkil/Cl8alBAY0WVY9nCUeGjW8x7OJUz70yihqesOERH9YpNUZIQqwJJiRB1fG0BQWosUklJlaCVpyANgBUWZkuUZo2yElgXKzWC1ZZAtEJiIh+Kf2vU9uVvstH1+LzlRfxziXnE0y7LcHkUdO3aMBx54YFevtx88mozG9nJfd4IpEzmVoih4+umntxd13g08EkIQxzFxHL9lYeZGH7ZGo7E99rtTOOf4N6+/yn+9eonEFXhaMi5zjK5MyCNlSG2BdFWRJ4QAB20TMcoT6jpg2Q1oIhnkCU6USOGxlg+Y9mOGZYZRgpowLKUbTPl1pHCspWvMhW2sK9ksesz5HZACXwTVth4Kow1aKtayJVSpEFYwKDbxpcDIOkYIGqZLagcsp9domCaRipFC0DZHcKQkboBWGt/4GCGRLqYsUtJigzTpI4Y+ofJwZRsjZ8jcCknxMjV1gGn/T+Oru3dMdxo73b68153xdzve8STqdn8w++1ETXRVNjY2djy+uzl20z53znHp0iXOnTvHww8/zMzMDEtLS3vSdZkAz+2OHY/HnDp1CiHE2yrZ98L25eZWe57nrK+vs7q6ytmzZ0nTlPPnzzMzM0On09len3fO8VuvvcpXr18mLXO0llgs4DBGMihzYqNxOELtkRU5ntH08jE1zyd3BUYaQjykkHT8GCMlUBE+HSVTftUOx1pqXh0tBC1T/a8SipZpkNoxhbNIFCv5GjUVUNMho3KEEA7PeRihaJg6qR3SK3pEKsQIwagcYoQiUDWUkBg0mRuxlF8lFB4db25LI2qawo1YKy4hcEz5hzBBE1ybohgzzOaxIsWOIsqizdXlIZ3OMu12+55xz3ZK5ByNRnuyFvnjGjcmUfuVAHnttdf4yEc+wvT09K6P3SsePfTQQ0RRxKuvvrrr99zJ+25sbHDq1Ck6nc62yvkkboUtO8Ga/eDRZGGm0+nwwAMPkKbpdtd8Ilj6yiuvMDU19ZaFmY3xmH/xwiku9jfJqbhPpbN4UmGxpLYg0BpPSHJXUm7pM1kh0A5CXYlShsLgKQ3OESqfzOa0TfX5o4QkVj6lK2j7dQLlUbqSmbCLJxUCg5YdCizKaiyC68kiM0EH7SSjcoxxHp4M8KRPx0zTL9ZZzZZp6Aaqyulo+XNoqsRPOEnhxgztGrEM8NTWqNNJClIy2ccPQgJRw9mSvByTjwrsOEeNG/imReolzIXfv+d7cqvYaRI1Go2+pYu696wTtZ+14qWlJV566aVtL7C9ZrE7Ba2iKHjppZfY3Nzk277t22i1WtvqwHsZAdyo9HtzErW6usrp06eZnZ3lAx/4wPtSfdwYw8zMDDMzMzjn+IM/+AMajQbr6+tcuHABYwymVuO3FxfpuZLUlWgtEcDYFoSySqBr2rCZJrR8n9yVBMZDYImMT+kqEbmsLBm5nNI5NtIhU0FEYgsoHZ6UbObjrbViyzBL6Xghm8UYXMGU36BfDrEuJ5A+pXA0dJ1IBWghaOoWg3KTntukToy0gmE5IlIengzRQNNUyubXkjfoerPEqoYvQ2a8+8lcj9X0GqGuE6s6SgR0vQcp3IC17DoKSds7iOfF5Ok0SpTYeJVH3F9ntCl44403GI/H90x2YvIs74QT9a0MWvuJ29km7aczPhgMtknWTz755J5HE/vBo7W1tXvmgnBjXLlyhVdffZUHH3yQY8eOvQ2v3q3O+J3ixoWZPM/56le/Sr1ef8vCzIqU/N7qKqkSZFg8rUhdCa5EG41w4CtDP0uoex5GKdwWJWBoU4wwrGZjmtrQtzkd68hsiQKUEOS2wFMGRMWpMlLSz9Pq+1KwPF5j2q9jpGIlW6PjNfC1QDjJVDCNt+WO0JRNFtKrrJebSNvGuRwhJLFqYmQ1JnQYesUSSbnOrH8IIyOUMHgyYmAX2UhfZ8ocIFYttND4MiCxG6wU5whlnbo3Rz7uE8YVF8sVIDc+xB+ePUMQXNjGolarta+iYqdyHRMHhW/V+JbiRFlref3117l69SqPPfYYb7zxxr4rmrudw4TfEAQBJ0+exPMqUcQbheZ2G5MPuRvP/cbK8pFHHuHIkVsb0b7fDIgnxMGZmRlarRZlWfLfLlzkX73wAoMiIy1zlFF4gYfyNKHvMSgyap7BWkfDC9jIRzT9gM1sTNPzwFGJ2+GTu4wYQ24LmibEOldt8mmPYZEQqup+lLakoasKrK5DjKw6UW3TILPjrc0Yycha1rNFZv0OQlTcLJ8AjYcvI4wwbJQrDMabTPlTaKkIREzkn8C6jMSO8YTBugwExN4sCshchrQSJRxOKBrmKIKCQb6yNUo0KAKOhX+Jw/WHYUv/LUkS1tbWWF9f35adaLVaeyLQ/vfCQXgnYq+d8QnJ+ujRo1y8eHFfHzo74UTdCY/2o3l3Mz5MfEaXlpbuKKeyV2x5J/EI4OjRo9td8y8+f5qvXrrEqMzIbIE2Gj/ykVriBx5JmRNoTV4W1IzHRpbQ9D1SWxJrRaw9wNINIkbpiFhoCldSuBIpDMvpJl0/Ji0LBvmYOGgwKhOkUHjSo3AFU36LUFdJ0Kw/TblVGEo0y+kyvpR0vCaOAu086qqGwqCkoXSK5XQeIwTT/ixGKlp6BqdbjIpNEobUdAMlBLHsUvPbZGWf9ewaoW4RSJ9Atohkk5FdZiV/DeFpIg6jtCZXPT558MfhAcP6+jrr6+v3pMDbyXjcOfctj0ffMpyo8XjM6dOnsdZuj+/efPPNfZPT7wQ8169f55VXXnmbuvDkWNhbEnWz51RZlrz88susra1tV5Z3Ova97kTdLpxz/M7Z1/kvb76JF8fELiASDlsWbKQjVJ7QG1p837CWJcRhgCc1DROS5BkNz2c1HdINItbSIU0v2DLsdWihsM4SCEOoAhCCWAdkNq2MW53PsExoCJ/MWZazHnN+i8JlrGVrHAy7OKkJZEDke2hpUAiUkFx366QuxViNEJZY1dGqDogtR3RFv1jFktHWbZQwaGFwzmNULJO6Hk3VJVaNLR89TW6H5K5PpBpooemzihCO++Lvecs1C4KAgwcPcvDgQZxzDAaD7VHpG2+8gdZ6G8Ta7fYdtXN20z7/Vq783onYbRI14SwuLS1tj+8uXbq0743j/eDRfuURJpEkCadOndpenLmTftz7oRN1Y9x4LsMs459//Xne7G0Q1etIVyCEJS1zRlmKSAo2ByVRGLBhoBFUOk9Nz2dcZHha0y9yQi23rFUsWmhSBJ7UCFGN76b8Blo4lNS0/VqFTTJkUI7IbLWBvJKNyGxOrAM28z5CFMyoNuCY8tooCZJKpsVZyUK+RFu0aJk6QkimvYM4cjKXYEuNFILMDtHCEKmguodbWnpJOUQJS6C7CCCxY4wwSOHwZYtIdlhLLrOuLxCUDR6t/WW0DEHC9PT09ig6SZLtDcmbC7x2u31X14P/XvDoPeNE7WacNxnfzc3N8cgjj2zfmL1us0zidsBz4xbK7fgN+0mibjx2NBpx6tQptNacPHnyrgJztxtH7PaYex1pUfJPvvoN3lhfQxhJsfV+nlJkEqbCJpmtLBGyMsMWOcvrawRGoT1D4JuKwOlHOByR8hAIBnmCEILVZEg7ChmWGZv5gDnVYDMf4QmBLx0bxZi6MgihkE4x5bUw0uCj8XxN4QqMA5BcHy9R0wFdr4EQUHMNAqERVBotBZaFfIFQKKb8WTzh0Taz5HbMSj6Pco5p/wC+NDTkQUrXoVdeY6O4xrQ5TKgaaNnEczFpucamW8ATAV3xYTx5+4pLCEG9Xqder7+FQLu+vs6VK1c4c+YMcRxvg1i73X4LSO2GyPnf8zjvVrGbom4wGHD69Gm01nzyk5/c5iy+03h0/fr1bVXwWx27HxeEybFra2ucPn2a6elpPvCBD9z1eXq/daImcWltgy889xK9PAFdjduEdGijKSV0A59UlEhn6adjZGa5Olym4RmUUQSBj5ESawUSyUY+ohNELGcDPGAzq/SblAhZSNaZCeoIV7CabnAoajF2Of18RC1oUYqSWHvUdIiWkq7XIrMpmc3xhSZxBSvjReaCaWo6RFrNlJ5Dy0q4UwtBTkovX6VhIgIdowV4Yoqx63E9vUwkY7reDEooanqKwo1Zza/hSWiqKaQw4ApKLI4cUca05SGELjkR/o+3vIZBELxFV/B2Bd5EeuLmz67/XvDofT3Om4zvrly5wuOPP/627bt7IZMwUd2dxKTjNanC7mTgu9fqbwLkKysrnD17dlua4Z0SxnunYz3N+cfP/CED6zBaUzi77Tc1Kgo8UwG8kgKExFM+tTii6WpsZgnSliz1e8RDSaYsnTDEaYU2mqYJGY5yWmG1nSIk+LJZyRuYuPLRk4quV2NUJJTOooRiYbxCx6/sFNazTQKliZSPFoJDwQGcKLDOYaiMixfKDabzBh2vhSdCDvpHSd2AtXSJQEXEOgQUXXMYR86g6JMKSagipJC09BEgZ2zX2EyX6Xgz+LJGpGeIXJu17CqHxXft6rreSKC9//77twn9a2trvP7666RpSrPZ3AaxnYLWtzoH4Z2InRZ1k27Q0aNHefDBB9/yN3sv8Ojm42/Eo9vZV02O3a+F1aVLl3j99dd5+OGHOXLkyI46Ru83egHAqxsDvvTsc6RYtFYkZY6QYKRmXBR4SpHaAqMkpYJWrU5JSV3WWB4NiJAs9DaoSYk1gkYQUtMGKQQdv0ZaDAmUh6cCpIDZsEkgNWCZCzsoqYiFxkhF6RwehsRlLKTrTHsNCpuxnK1xMOwglCIi4kh0GOsKcptjnWBox4zSPnPBNL4IMcIQehGb5QqXx28y400T64hQ1Ij8BxnbDa4nl2jqOnXTQYuAGe8+MjdgJb+EQtD1DuOJoEqmLBRYHo3+Ikre3bfzVgXezeKoNxZ4rVZrR5yoLMvIsuxPxnl7ibsBzo3ju5MnT94S9PeyEnyn41dWVnjhhReYnZ3l0UcfvesDsF/PqZdffpnHHnuMQ4d2Lm72fgOtV64v828vzqPjmCDyKJ2t/O6MorAlnpI4KpK4EKLSV5GSYZ4R+4Z6GCKwNOoxm+mISAjW0yEysQyGjkw4YgTXhz2moxhpHStZn8NRg0ExJi0z5mSdfjHGklNzPqWwdPw6NRWglWAumGJYjhiUCaHQJC5hNV3lQNjFkyG+9ambGlbmbOT9StDTlRRYIt3Ck7o6b6fIXcrYbRJKH1+GONwWCd5RugwjGkRei7QcMMyvU9N1fBXRGHwcP95ftXUjoR/equV15cqV7SWHq1evbm8l3crV/Fudg/BOxN3wqCxLzp49y+Li4m270+8lHk0Sob1sC1trKYqCCxcu8PGPf5x2u73jY/fSGX+nwjnHb546w7PLm7SnumhPkdsS6xye1mRbiZN1jkBrxrZAO1GN3KREScFsrUFSZByqhQzyBGVLBumY4SiloQw9chpCMsozEkcleZAO6XghWgnmR+scjBsIYCFZ5VDYRtjKMLht6hhpCKTGV161Heyqbn2vGJCWQw6Gs0gnaaomLdWgl2+QiDFNU9umGtR1Hefyrc1hD1yBED5T/uFKjbzYwAiNr0KU8Jn2HqGwAzbyeUqXMOUdxaER0udI8PSerrVSarsbfrsCz/M8jDFsbm5Sr9dv2SQYDocAf9KJulPcqX2eJMktvzcZ390NPO5F5TcBnjfeeIOLFy/y6KOPcvjw4V0dv5uYbNZAZZdwK4fpO8X7CbT+n9cu8tsvvkZWlgRa4RDkrkRrRVqUCAUKQVZazJYSsKclVjg8pRjledWdkg6cpB6EKAlB6KGlICsyijwjScfotCArRkhfMmUiFIq6DmmYAIWi5dVIbULhLEZoBuWIXr7CzBYvql+MmPLrGOnhCU0kfYblEOv6lFhKl2DLkqYOMcJDCoeHx2a5yijfYMrr0FBNjNAEhAzKda6mF6mrBh295VuFoSShX6zjCUNty7ZhWG4yO/gzyAP31uz5Ri0v5xwXL15kYWGBpaUlzp07h+/7b1F5npCeR6PRHTusf5xjL+O8G8d3J0+evC1H6F7i0YULF7hw4cKO8ejGZZXd4MF4PObll1/e7rzvVBh0Eu+Xoi7Jc/7l157ntaXVau1fCrKyxElXbeIVJUZLcmuxwuGswJOKnCqBGhUZodCUWHxtEMJR94MKh1zOlGoxzhNIxlAWbPR7NLXHwC8JldmSP7AcjFqE0iCF5Ug0jaVECYkvfBaTVRrGp6FDBsWQkoKGjjBCMWU6JDpiNetRioTQhViX4ymfSHqIisEJFGzmaziR09JbJsNCIygZlT0K16euG2g8ClsN7wpRIlE0zDEsKev5Ank44JHwr3GvfDtvVeC9+uqrJEnCCy+8ALCddN1Y4E2SqG/lzvi9RfVdxK3a5xPvuxdeeIFHH330bZokN8e9AK08z3nuuee4fv06Tz311I4TqMnxu0miBoMBzz77LEVRbAvI7TZuB0B3As57DVrOOX7ruTP821OvYgUgBQ5LYUu0kjhnK9KlhAKHrxVpkeMpxTDPKyNhITFC4knNaOtrC+MB1sHKeERaFlghSHUljCJDHxl4WAtXB2ssrC2zurnJxc1FhnnCIM+4PtqgpNJRCVVAd4sXVdMRXa/NatpnNeuR2pJBWSVcvgxRaCJZp6lbLGXrXB5dJt2yQmjrKQ56x0nKjMvjNxkWA6wT1FWHg/4jOOFxJXuD1XwBi8OImIY6gJYR6/kSCSkPRP8DrpB7li7YSQgh8DyPOI752Mc+xrd/+7fz8MMPo7Xm0qVLfPWrX+U//af/xN/5O3+Hfr+/vdW1n/j85z/PiRMnCIKAJ554gq9+9au3/dmvfe1rfPKTn6Tb7RKGIY888gj/+B//432fw72K243zrl+/zrPPPsv09DRPPvnkHUnW94ITlWUZzz//PFevXt0VHu2Fo7m6usozzzxDo9EA2HUCBe8PYvlKb8Av/odnuLCyvtXpFlvdb1dZ+jiHEtXKh5ICKQVJWSFF1SMS1IzHuMzxpGIxGeAcrCZDitJSWEdSloTGA6PRUjPV6CADH1k6+uM+11eX6fX7zA/WWR73yKxlOe3Ry0eU1mGdo6lr1FWMloa21yJUAfPJGr1iSGLLSsVc+hjroUWFScIZLifXWciWwYEnfbpmjrqaYild4PL4ArnLEMLQUF2a6iCDfMhC9iaZHaOlhxYeQgRktvIbbekj+IMTHAw+dE/vw40RhiFhGDIzM8OnPvUpPvKRj1Cv11laWuIb3/gGzz77LF/+8pf5tV/7NcIwvCfY+F7h0ftmnDcej3nhhRcoy3LHVir7Ba2JP9PU1BRPP/30rteTd7NWvLS0xIsvvsiRI0d48MEH+S//5b/sKbF5r4mc1jq+8PvP8/LCMk44lJIgBLl1BLISr8udxRhFkucEniYvLZHxGOcZkfFYT0e0g5DcVnotDVNtl8wFNeQWoBmh2ciH1LXHOkN8qYn9kJycA84jkoo0T9C5YNQfoqWg40WMkgQZhEihuDxaouWFdE1MTkFsImJZCWt6psG4HHFltIAR4OGhhWHOP4B1OYNiRGpTIuVjKYlVk4ZuUZQJG3aTWFVVak22aagWSdnjWnKBWNfpmCk8EeOZ41hyHon/LF+3/+0dTaKqe/NHHASlFN1ud3s1PcsyXnrpJZaWlijLkqeeeopPfepT/OzP/izf/d3fvev3+vVf/3V++qd/ms9//vN88pOf5Jd/+Zf5nu/5nu11/5sjjmP+9t/+23zoQx8ijmO+9rWv8eM//uPEcczf/Jt/c3+/+D2Im/HoxvHd7cjcd3uN3UZRFCwsLNButzl58uSu8Gg3kivOOd58803Onz/Po48+SqfTYX5+fk/nvNfO+L3Co3Pzq/zaH5ymn2c4JZBKYIHSObRS5GWJVGCFY1yURJ4BHIGCtCzRUjDKM2LPEGqDkILZIK7kS7QPQjDIEqbDGpvZGLH12mvZkLmoDp7D5CVdE5EXGX6e4YYZg6Sk5nlgHAUWX2hGLuHCcJGDUQdfKJyDpqkRSh8pBQ3qbBQbLOl1TKlp6wahjjimTzC2AxbSRWoqpGbqW1h1gpKE9XwdXOXG4AlDxxyiZJqNYp615DpT3gFqqoUWCuc8cpfSXv025MPvDh7d7NNaliUbGxt86Utf4td+7dcYj8d8/OMf5zu/8zv5W3/rb3H8+PFdv9d7iUfveCdqJ+3zpaUlnnnmGWq1Gp/4xCd2PB/dKwdh4kl34cIFfN/nox/96J70XXbSiXLOce7cOV544QUee+yxbQL5XpOh97Lyy/KCf/ofn+Xlq0sgQMmKX1CRuQEpsNbhK0VpLYExDPIMteWB55tqLbhhAsZFjhCCUZEzyFNK69jMqvFuYSsOVd2E5Fvkb09VBHBPaEZFRupKfD+gr0uIfbwoZNOmbKYDeusbDHsDutSI8HEIQhngnOD88Dpr2YDCWrTwOBQeILQhqcvJS0tmSzbyIU4IfBUACiMMbNnCJCT4ygchKW2lv57ZHC0Dpv0TeDJmIbnEar5A4UoeiD6Jkf6+fNl2GnfSZfE8jyeeeILPf/7zAHz1q1/lL/7Fv7hnLsIv/MIv8KM/+qP82I/9GI8++ii/+Iu/yJEjR/ilX/qlW/78Rz/6UX7wB3+Qxx57jOPHj/NX/spf4bu/+7vvWC2+m3FjAjTpGA8GA06ePLmjBGryGvvBo8XFxe1O4m7xaKedqKIoeOGFF7h06RJPPvkkhw8fvqVu3U7jdorldzqPe4VHz79xjS/83nMMsxyx1WFyoirktJSVvdTW2j8Iwi1x36pXXXGRpJRIWfGihllOWVr6eYp0W2IlQtI0MSBoeCGe0GghmQ2bOCeqDV0TkWGJgpAgqjEKQIU+I1twZbTGysYam70eKodZr40RutKfUyGbxYjzw6uMiwQHNHSDbt5BCl11qMqccZFRWGh5XQIVk5UFmS3JbUFuS2LVouVNMyxGrGcbpC7DIemYQ8x5DzMuEy6PX6JXruCEpC4O4mfdd5wGcrtFl0mB98M//MP8s3/2zzhy5Ag/+7M/y/LyMqPRaE/v9V7i0XuqWF4UBa+99hqXL1/mscce4+DBg7t6jTvxqm4XZVnyyiuvsLKywn333cfKysqeH6a7EcvzPOfFF19kOBzyiU984i1k3v1s9t34nhO9mvX19W1Dzlar9baHd7+VX5oVfP4/fIOrmz2kJ3DC4UQFPhKBkIK0KPGMYlzkeJ7BOktsPAZ5Thxo1pKEtu9TYgm1RghB6gqaXkC/SKlpj3FZkFuLc7CUDGh5Pjklw2TEoajJuCwBga88hHBMB00CITFKEvkBg2IEWIyFQT7iymiZKRfSMCHGaI4GcwhZacUYKUlcwTpD2lbQkDWUMASez7Ds8+b4CnUVMedPYYRP15sltwkL6XV8BR3dJRAeioo8Py5HKClo+0dwZKzl13g4/hSwN2X73cZOzYcBPvKRj/Dxj398T++TZRnPPfccn/nMW81Kv+u7votnnnlmR69x6tQpnnnmGf7+3//7ezqHvcbdOJp32r67W+ylE3WjR+bc3Nx25b7b2EkiNBwOOXXqFJ7n8fTTT2+vpN/Yxdqpefskbsajfr/P888/T5Zl23jU6XTeNircLx791xff4MsvnKdQruqIS0UpHGVpUQgKZ8HJrQ3hnMirlkMavl+JaQYBgzyl5nnbPp1Nz2cjG1P3ffpFhhOWpCxYGvc5WKvTKxKyPMV3cG3Up+NX23lr2Yi2V2nXGamYCppEytAIIjquwaAYgnUURclStkEhcg7qNpHnMWWaOK9B7jJGZYaRipHIKEtLS9YwwqCEweHRKzYZlmu0TZOWbCARGGfIXcJqtkZNB4QqpHTVkosW1cZgXU/T0FP0iyXW8jP8peb/mzfkwruSRO3EPaFer/NDP/RD/NAP/dCe3ue9xqP3LIkqy5LhcLhNaNxLRbxb0BoOh5w+fRqlFCdPnqTf77O4uLjr953EnRKhfr/PqVOniOP4lqPCe9GJulEU7/jx42xsbPDqq6+S5zmtVmsbwPb74T1Ocz7/759lcTBCCJBCbin2VibCQgoKawk8Q25LAq0ZZim+Z7DOERlDXhR0PJ+1NKEVBqyMR3RCf0uB3BIps8VlkkhAS8lsWMe6EoOiHTQocYTKULqSjXREw/MZlwXXsx5HojYOS79IaHsRse9TCyOmXItRPiAvSsosYzAekamUKV2j5depmYiibJK7nNcHbzIXdGmaGjVVJ1YRQ9vn8vgasQrpeh08GXDEP0HqRixk15CuYNY/QKRiQhljKUmKEVIWPNH8/i1RzsoncbcfULuNnSZRcRzv65lYWVmhLMu3LUXMzs6ysLBwx2MPHz7M8vIyRVHwuc99jh/7sR/b83ncy5BSsra2xtLS0o7HdzfHbvFoohE3waNr164xGAx2/b6TuBMeLS8v88ILL3Do0KG3yancq07U4uIiL774IseOHaPVarG+vs78/DyvvfYaURTt2LD8bvH7L13ky8+fw+rqdaSokqa8sEhd0QtK59CSCluMoZdl1AKDdVS4kWdExrCeJtQ8Q06JlJq6X1ELImUQEqSAubiOloqmF5AhKG3K4aiOw2GUYtZvMCrTCg+F5nqySl37tL2QjXyEpaAVNDBS0qLBKB8xzsYUyRCGJWOdoRXMek205xOXIXVdYylbIrcJR6ODRCqgIzu0dIOVYomV0QWmTJuOaRPIiEAFjG2fq+k1WjqiqdsIFM45SusQAlr6EEfNh2nJQ0i5tK97sJPYKR7tdzPvvcaj92Q7b3l5mTNnziCE4Omnn97zh8tuOFGLi4u89NJLbwGR4XC4r5Xk24HWwsICL7300i2VhSexV5uGyXETU9But8ujjz5KWZbMzc3hnGM0GrG6urotijZJ4JaXd294m2QF/+x3v85Sf1g9LVJQ2souRUiJEJBZR01JkqJAm0obJTSGcVmtFI+LgsAonBC0gwqkatogkPSzMd0oYmk8oBMEDLOCtWLEIVVnMenjiYpYPj/u0/FDFDAqM+rGx0hNTQgiVWmyGCHxhWI52yApU5omYliOSV3BVBgTSp+uaDHKRqzma6yP+jTLoDquDGj6dSwla1nFeVJC4ImAOf8gjoLVdBVfahqmgRYBR/z7Se2I5XyBMrvErH+YmqyhVeWR9XjtTwM797Tbb5RleVfC+EQj6l5UobeST7jb6371q19lMBjw9a9/nc985jM88MAD/OAP/uC+z2U/MRwOuXz5MmVZ8slPfvKO5PE7xW7waMKRvBGP9iuRcCs8unHT73bd/v1YWE3w6Pz581y8eJEPfvCDTE1NbRdyJ06ceIth+ZkzZ7YXa65evbpN7N1p/OFrV/nyN8/hTEUeF0LipNviQAlKXLX9qzWDPCPyt+ylfJ+NZEw98MnsFklcQqw1Sko20zGh1lwfDZiNa/TyBCUFNc/j+qjPgahGRsFqOqSFYjWr5FUORg36RUpqU2rGB+GY8Zt4UmKEYsZv0C/HLCQbtEyEkZJemeIZRcdvoREUeUovH/BmuoQ3ljQJydOCOW8WJ0s28x4b+SZd08RIzZSexukuA7vJhdEbdL0uLdMkVk1iWWdoN7iUvElNRXR0BykUaTkml4Kn4/8Jm77zXXHYWWfzXmrWvVd49K52oqy1nDt3jsuXL3Pfffdx8eLFfVXnOxXsnLznBz/4Qebm5ra/tx+Bulsd75zbFgf90Ic+dEf5gr1qTAkhGAwGfPOb39w2BXXObV+HydZfHMfbomhLS0ucPXuW8+fPkyTJW7pUd/pAzfKCf/6732Bhc4jTlVAmotKBEkogRFXpGQl5UeIHPmlZggQjJYHS5K5S611JBnTDiNU0oRsGlDiUlHSCCI1kJojRqgLGA6aOFoqZsEFZ5ozTnMNRq9Kf2hLWXE37CGfxtWY+6aEFHAyaWGGJdUikDFpo2qZB4hKujlcJpWHGb6CNx6yZRuIoXcmw10OWjpXhBk4W1KRPaUqEUSipSF1K6pKK0IlkWI4QQKh8lPA54B2jJGMtX2TZXWPazPBE/D+gRZW8vltJ1E5A615YLExNTaGUeluVt7S0dFfJjhMnTgDwwQ9+kMXFRT73uc+9q0nUzc/6/Pw8L7/8Mu12m6Io9pxAwc7x6Pz581y6dOltAsL3Go+KouDFF1+k3+/z1FNPbW/h3eo42PuI7cqVKxRFsU1ZuFkq4mbD8mvXrnHx4sVtKY4wDO9IRZjE2UuL/M4zZyiVw2IRUlLiKEuHkOBEpUwuhSQvCiLjMdrqiJfW0vB9emlKPQhYGQ3pxiG5dfhC0vSrlfvZqIYRklAZImMoKZkJa/iqMimeMhHkOS0vpnQBRig6Xsyw2JJJUIbUWS4PVzgctQmVprSOWEUEW2K/c36H9aLH+f515sIWdRPS9Bo0qZEXKf3hJoMCBskIKws8o4hNTGYrvz5PKhyWSMbUgzq5G7OQzFNTNeq6Rk21qKsmw3KDK+kl6rpOR3fRwnAweID18fq7kkTtpBM1Go323Yl6r/HoXUmihBDb4plFUfD0008jpeT8+fP7et27VW5pmvLCCy+QZdktR4b30qYhyzJeeOEFkiTZETl+L+M8ay2rq6v0ej2eeOIJpqamgDuD30T1GuCpp57aNrxdXV3lwoULGGPewl2YdKmK0vIv/u9vcn2tjzACJJRYrKtWiIWUjPMC39OU1cUA4TBCUghHVpYIWXGlhHB0g5DclrQ8n6QoKJ0jLUqWkgEHazWWxkPqnoenJQvjHgeiOokr2EgH1Bys5wnDfMyRqEnqKlK6r32MFBwNO+SuwFKpA5c43hgs0fEjpr0aSigOBN0qacIhHCAk8+kqnhIYKWlEdbq6RVokLGbLrBeb1NKAGiGeMYSmRkLCyK7T1HVC6VG4stowlAolNTPeEUqX0SuW+WD9T73lvk3u+TsZO+EgDAaDXZka3yomJPWvfOUrfN/3fd/217/yla/wvd/7vTt+HeccaZru+Tz2E2VZ8uqrr7KwsMCHPvSh7Y7NfuJu1jETPErT9B3Ho8FgwKlTpwiCgKeffvqOHcqbvTx3GqPRiI2NjW2O1U5kM4QQhGGIMYaPfexjFEWx3aW6mYow6VIJIbiyuM5v/NeXyJzFbVMKKl9NpcEpUf0tKkVaVp0WhyPyfPp5QugbnBM0fB+Ho+0H2zIHSZmzkadMhyFL4wEzYUxpLb0soWYMvTQBfLSULCZDGih0WXJluMqRuOo6rWUJLd9HS0WdgKg2Q+W6qajpgOVsk+vjVY7GXULlEcuQWuwjcJUIqJBklKznA6RwzMVtlJAURcY4H1VYlUKdEKsDjKdQWjMsx0jhaJppcAXr+Sqe9KnpkFi1qOkWmR3TK3v8hem/DuyN+7aX2Cknar9F3XuNR+9KEjWZx98onpmm6fYWx16z4jtVfuvr65w+fZpOp8PHPvaxW46w9ts+n7Sye70ep06dotFo8PTTT+9oXLbbqjPPc06fPs1oNGJmZmY7gdrpeU4iiiKiKOLw4cPb3myrq6tcvHiRV155hUajQbvT4d8/d4Xr6yPEljhmtYXnEBqkkuRlia8lhS0RTiCcY5SVhL5CywrglJRs5ikxhrEriI3eHvV5TiGlYC6uoYSk6fnExqOgZDas4yuNRuKJOulgQMeLqWmDBWIdQAnXRxtMeRFIuJ5s0DI+s0GdSHrcH89RuILUlvhSUeBYGK9SMx4HgqotfiSYY2RHXBXX6ScjjsdzBDrkhDlK5lIW0iWu22WmXAt/qMFZIq/OuMxYFst0TJOGjrFYijLHCYOSmm9vf992Fwoq0BJCvG+I5fdCHfhnfuZn+OEf/mE+/vGP8/TTT/Mrv/IrXL58mZ/4iZ8A4LOf/SzXrl3jV3/1VwH4p//0n3L06FEeeeQRoNJp+Uf/6B/xUz/1U/s+l93GhBsppdy2dprwKvYTO8Gjdrv9juPRhLowIcfvxFsTdq8xdfr0aYwxHDlyZFe6Yzeej9Z62/T2VlQEz/NQJuLfP3+VBIHzVMXBFFVBp3RFXMrKqmOT2RJPVUsuWsjtkVzFifLYSMfUPZ9SVB0ooRSlsEwHEaVzNE2AEpJxntMJI/KyEssMVcWbanshpiwJlOZ4rYOWEk9KDgZNVvMBuDE17bGaj+jlA07UpggwTHsNul5M4XLyssQoRS8b0yv7TPt1QhPjCUPge8yn85wbXaFlahzwO4Reh45oMSqGXE+v47sBtWGEtgrPKKRn6JUjhMxomDoSWM1WkELQNm08EdLypzgSPLh9n98vnag/Dnj0jidRk3HaI4888hZ7k8nFLYpiz8J/twIt5xyXLl3i3LlzPPTQQxw9evS2IHIv2uebm5ucO3eO++67j/vuu2/HFf5uOlGDwYDnn3+eOI45cuTIrjcSb1dp3ujNBn9kI/J//ccXOHd9FWcUOjRI36B8g1CVNEOaF2hPVZUgFrG1HWOMYpRnBJ6uAA5o+T79LKUW+KyMB7TCkM0kwQL1wLA4GjIXx2RlSeGqbZnVdEDT+fhKcWWwSWwdcVlwZbxJ14to4eOcoGkiAu2hhOD+eIaNfMhKNqChAnIKVrJN2l5IpDxqUnN/fJD1vMe5/jwdr8aUXyeUAd2iSRgFLKc9JND16xipORwcwDLNer7Golhl1pvCsz4qV8hcMtQpq+YSTVWnbRqUoqR0jg/Wn3zLdX4/gda94iD8wA/8AKurq/zcz/0c8/PzPP7443zpS1/i2LFjQDUmu3z58vbPW2v57Gc/y8WLF9Fac//99/O//q//Kz/+4z++73PZTWRZxrPPPvs2gvV+NZ7g1p2kdxOPJjyjpaWlt1EXdnLuO8GjiRzDa6+9xiOPPMLq6uqezvV2gsE3UxGuXpvnX/67b7LYH2G1Q3kGGXgoT6F9U+FRWdlLJUVRbQ0DvtFkrqAsBZ5W1D2PrChpeQEryZhWFLCRpoReJbuSlSV1z2PoShCaph+S2YLQGHxKBnlGrA2jIseWBVHpWM3HpEXG0VqL1OY4IFAGIzVzQYuOFzEoxpS2xFeatXxITsas30QJzbTfomkjFrI15serHImmiIRHbEMORwfoFT3OD67S9mt0vSaRjnlIP8DIDllMF3EuY0Z1IQOXA8qw5vWRuqBlmigpmE8XyNyQHzn409vX+d3Co51you5FEvVe4tE7nkRJKTl58uQtP8CBfQHXzZXbxFJlc3OTb/u2b6PVat313PbaDbPW0u/3GY/HfPSjH72ll9adYqfE8gkBdVJVXrx48R3zwQvDkJcv9tlIBZ3pKVKbkxQZo3FCOeyjAwPGEIQepQWpFEYoktJSx4KQ+FpTbBHPy7JEIQiNQQCdsOI9WTS+0aS2oOOHSKptmrquNtli5VFTPkjHgbBOPhoRSsN9cZfE5lgHoTQsZX0Wkx5HohZOWApniZXBU5pQGGrKYynb4NX+9S1+gkesI2o6oKSgV4zwpSbHYawj1jV8KUnKjKTMiVTVTWqbNh3TYmiHXC3n6QQt2rUOlCV53mSQ9rhcXiV2IY+rj9Nb79Nqtd6i3fN+Aa17wYmaxKc//Wk+/elP3/J7X/jCF97y75/6qZ96T7pON4fv+7cct9+LJOrm1yiKgpdffpn19fUdedLtZ5yX5zlpmrK2tranbeed4JG1ljNnzrC0tLT9+6ytrb1junXOwX/4+iWsFzI1HZJSkhY5o2xMkZRILXFGEcYBpTJ4WpMWOcXW7+EpxbgoyISjFGC0BAHtMEQJQaQNgVKsJSPqgc+4yMlLh7WCtSwh1pVQ8HoyZjqKsYAnNZpKymAuqJOVBc5BTfkoIbk83KDtBTS9kF6RgHQYqfGk5kDQYVwmXB2tbnWvWmglmfU7CL9JalNWiwEIS2YtoQypRRGWgqV0HV9oml6MLyKOh8fIXMJKtkKihhyJDxA4jyLPyMZj1pJNlBLUdJfIO8wx/8G33Md3Go8mn6s7waPdfnbeLt4rPHrXOFG3UrW9l67n/X6f06dPEwQBJ0+e3FF3a3KDd/tQpWnK6dOnybKMw4cP7+khuFvld+NWzY0E1P2Ibd7tuNNnr/LMCxdxuiJ4a98QeIZAAxL6yYjSVe7duXCEoYf2PHwlGWQ5zS0CpzEST0j6eYZvDIvDIbO1mKXxgG4YUjhHnlUqwWvZGF8r6sann6c0vQCJZGk8pBsGjIqCdTumXhYkNmMx6XGs1qn8prwYS4CUlX2MJzVXk3WujdY4HnfxlKbt1en4NawrSW2BR6UN1SuHtLwALTTSCiIZkrmCxWSDSHs0dIDdumbSVZ6AgQyohUdIbcLF8WWaJmIq7FKTMdZOM85HHE8f2t5AmvhEeZ73rvgb7pSD8K1s9nkvol6vv+1vYaJbt5+4saibcJJ83+fkyZPbmkw7PX43MdFmEkLw0EMP7en+3g2P0jTl1KlTWGt5+umntwn476SDwv/v35/i2koPqwVOgBASPwzwogCnYJglWFvQH4wobIEfGKTWKCEZZRmR7xF5hqQsCLRmeTRkKo5YGQ+ZiqJKpsVKGn6AxRFpDykFWghmgpjUFhipOBA36RcJRil8oZjPBnhZiKcUV8c9atowF1a0hLmwiS8lWkim/Qa9Ysy5wTIdEzId1FFCcTicAmFJbUlBRRTvFwlWlMTSkJJX1xbFuMjISampGloIBsUY4QSxNijhcdA/REHGWr7CqOxx0J+hFXdxZck4HZOXOZ3rh/napa9t41Ge5+8KtQDuvkzzxwGP3jOdKNh/9Tc5fiKQdydJgVvFXvymJtIC7XabOI73TNC7E/iUZclLL73ExsbG27Zq3gnzToDzl1b4nf/yCqUEJ8DKyj5BahBKkhZ5VRWJykKhpGRjPKIYjymtgyxlrV8SBT69IqMeBfim4jXNxDFSCFp+gJGK3jilFVUJUmktOMcgy1BS4hw4HDXfYKSiaXxEGuBJRaBDIm1Yz0eUzsOTivlkQGEzTjSm8KTkcNjGupLM5jhX4CnJRjZi7BK6XkxsfHwMNR2ykm9wJV8hVoK2ENR0SE35DMsxb44XqemAKVMHoVECJI60zJFCczA4TO7GXBxfIpSa2WCOj3ae5MPtj+CcYzgcbhP419fXATh79izdbpd2u70nhfy7xbvJQfjjFkqpe8bRnGz8HTt2bEecpEnsZZw3ea8TJ07sSzj4Triyubm5jXk3+5nuxfZlJ+f4H3/vFc5eXMJ5FQ5Z67Bqy+tOVTp1URBghSOUUDjLIB1jXYkQjtGgzzjRhKGH2hrZTW2Zbje9KqEdZTmx8VgYD2lsiQDPj/ocqTfoFxmDIuVg3GAzT8hdScurlM8byifSPloK7qt1GJYZwyIjUIbMZlzor3AgrDEd1IiUx33xLI6S1OZ4olrEWcl7+EoxpeJqi9hrULiS6+NFMpni25CmjjDS4FzAoBwytH1aJiZUHpkrcNbiS42UilnvANZNsVassJAt0tZNOkEHLUL+0sP/E/1+n9XVVRYWFtjc3EQpxeuvv06n06Hdbt9zovnkc30neHSjCPW3Yrxrnahbxd22WXbyus45zpw5syeBvN0mUVevXuXs2bM88MADHD9+nFdffXXPHIbbAeZ4PN4W4LtRVfjGuNedqOvXN/g/f+u/UWiBU47qjgjElg5LVhYIWVWDuS0xnsYBU80mvSxFDwcI7SFwDAcDUmexRc4Yy3S9zko2ZjaKyAqLpxzNIKCwltgY2OIwdIKIzWxM6Rw15bE47lN6Di0cKy4nHWxwMK4zKnOcA18YfCk5EXcZ24z1dLTlpq5ZzYZYYZnxYow0zPpNUhdzPVnh0miR4/E0LRMz53eY0nWu9OZ5bXSNlgk4GExR1zENfYKhHXNpfJ1AG2ZMk1B5GOEhBOQ2QwqPQ8ERUjfmanKNv37ob25f71qtRq1W4+jRo9ur3FprLl68yMsvv0yj0djmozUajXtSGf5JErX3uJFesNd7IYRgNBrxyiuv7BmPdoon1lpef/11rl69uv1e6+vre8aj243zJkna/fffz4kTJ96G5XvtjN/pmFMvXubrL1wGXVm3VEUdKKmw0m5zMkvnyG2JrzXSQrNWo5ckiDynVW8wSBPSccpmv0czCBhLy1QtJneWQBpaQYQUMB1ECAlaKQ7Xmmgp6fohkamKp6kgYjNLGOY5ykHh4FxvhaO1Jg7HSjqk5YfUlaSlYuqNgHGZsJmPiZQhcyUr2SYNY5j2fQJpiPU0/WLMucEivhQcj2cIleaIN8PaYIOltM+V8TKHgg5dU6et67REjV7R51K2QMc0aKig8ioty62lFsmMmcOZGZayBS4kb/ITh3/yLd51J06c4MKFC6yvr29L8qRpSrPZ3N7QrtVq++6cl2W5o2Wae0kveK/iPe1E3c45fScxSTYAnnzyydtqoNwpJjd5J9ouZ8+eZWFhgY997GPbpq5Syj0ngbcCkrW1NU6fPr29xXirB3Cv+lK3i/E445//n3+A9QSoytfcAVJV8gTjokRrsbVCXAFWP82IA4/cWeqex7VeyXQY0C9yOo0a4yzFuRKRZ6xvbCAl9JxjYAtqvmE9SQg9hSgEC8M+h+tN0iJnPR0TGY/COXylibQBWzIrAuKghkPQNCEyl5wfrDDlh7S8kFGZI4Qi0AZPKg4GbUZlysXRCso5jten8aXiWDRD4Qp6xZAL6QLTfpNYaeIy4Eg4x9COeGMwT6wNc36HWIY8FN9HYlOuJdfRErqmRV0HSLGlBuwEvoj4M52PE8jgttfZ8zwefLDiJUy4K6urq1y7dg1r7XZC1el09qRVtFMOwnA4vKt2yh/3uNXf3o2LLnvpEiZJwuuvv05ZlnzqU58i2up67CZ2yonKsmybTvD0009vfwjth5h+M67cqHn3kY985LaUhXs9zrt8ZYUv/94Zcll1vKv/bPl04ihKh6eqBEoIh6cVwyQjCg3lljvCRr+kbQyRkvieplEWjPKUqMhZ3eiRYynSjJUi5Vi7xWaRYbG0g5Arw026QUhgNJeHmxyI6/hK0ssTWn6AFJKaNExFIZ5UGCEIozYLaY9BkTAT1ChsQa/MaBqDJw2h9Khrj5W8x8ub15gNaswGDWo65JH6YYZlwrXxOgrHlKmjUZwID5K7nJV8jWvJCoeCNlNes7J8MTX65ZA3xwu0vBpNHWOFJSvzbVrDIf8oNV3jgejBW17nKIp4+OGHgSqRWVtbY21tjTfffBMp5VvwaCej6JtjpzIK94pY/l7Gt+Q4b2VlZVsyodfr7Xm7D+4OPEmScPr0aay1nDx58i0fcPsBrZsrvytXrvDqq6/y8MMP39J1+sa4l52of/S/fYVClghpsEJgcWhdidjlpcVoAUJQlCVGKwprqfkevTQlDj1yawm0xllHZDySvCR3EPoBmZJ0fY+N8QgtwBQlG2vrBJ7BbakKH6k3QQhi7XFANUiKnNgYfGm42F9nygQUznFpsEnL95gN64TacCzuoCRba7wRvSLh7OYSLc/jcNQiUIYH4zkyl7OejjBS0DAV9yGUPo0wxNqC9WxEJiq9GV/6HAnnKFzOtWQFiWUumCJUPg9GJ0hdxny6yFq+xrTfJpQ+aZmjJHyi9dRtr//NIyLf9zlw4AAHDhzAOUe/32dtbY3FxUVef/11giDYrgpbrdaOJDMmz9JObV/+JN4a++FoTtb92+02SZLsKYGCP+JE3UlpeTJaazabb5NK2KsLws3H3uz5eacPuXs5zhsMEn7r351ibC1OUVEHJFUX3DlyLGqrO5WVBZ5XCVlGvmEzyaiHFafJl5KytJUHZ16QO0vo+5S+R1MrkjzFWUvLFfQ3NhBaEXoGYS2HojqeVmglua/e2eIsaQ6EDVazIaooMcBSMmJUJNzX6KCVpG4CtBAYoQiMIdIe15J13hyscrzWpen5dEyDtokrHEk2iZVHrD0Uihm/jRCOXtInFQnhlrfnnDfFjNemV/Q5079E18TMBl0aqk4zqjGwQy6NF2mZgLZpUriCtWQZrSQ/0PnULa/zzXh0o+zNRLJnbW1te/JSq9W2E6pms7mj5GgnHd2JpMW3Oh695+O83YDWjWTrRx99lMOHD29X8nuNOyVCE22XbrfLY4899raHZz9doRs3A1999VXm5+d54okntuUG7nbcXuLm4/7lv/h9xkWBF3uUspKiVOqP2uTaKEoBaVEB1jjPCf1qY6XmewzSjMj3GeQFDVEpmBspCb1K1qDueSRFgdQaz9eM8ozZOKaXjdkcDEhHCT1RIJVkrlanZ3OEhLrnY6RiNqjjAVLkPNTosJmPWctG1JVP6kquDtbpeiEHogZNE1I3BxjblKVkQE0ZAm0Y2QKjNJHSVFRNiRSSjWxIQU5LBxQuoXB/ZFxaAtN+B4djOd0gtWMOhdNEOuBEeJjCFaxmayzbDeaCNg9GDxCr2wPBnXg2N7bajx8/vi0+uLa2xrlz50iShGazuQ1i9Xr9ln9P/z0ROd+p2C8etVotnn322T2//43K4be6x9euXePMmTO3Ha3dCzwaDoc8//zzhGF4S8/Pm+N2nai7JVI3H2Ot5V//m+fYSFLQCmT1fS0lVkhyV6CUxFmHlRAYU+FP6FGUlobvsT4a0wh8nKuKq5rnMSxSap5hNRkT+5UZ+jDPmYpjRkXGVD0iLwoWhgMayZgEy0hYDtcbjLFsZCOON9qVofHWVp52jqNxjdTGZLZAIgik4dJ4nbRIeaAxRaQNh4M2ZdBgbFNW0yF1E1Tada6gpsNKv866LS6oo1+MUVIRucqaJrMZvvTQUtDQdVq6zsgOOTe8SigNh8MpaqrGQ2HM2I1ZStYItKbtTZHYMY/Gj9zy2t8Jj6SUtFotWq0W9913H1mWbePR2bNnyfN8m6De6XRuK9y7E2oBVJ2oP+FE7efNd7ERk2UZL730EsPh8C1k63u54TeJG7VQ7qTtst9OVJ7nfPOb36Qoird1ue4U92Kl+Btff4NXzs/TmKlT4kBW5p2ls2SlQ3sKB5RFSWA0SVFppgzSjDAw5IUl9nyss0RKMUxTTOCBdTgrCLXZ4j15KFvgSc3hRhOtJKHv0Y5jPCVpFjm9dMxoOEJjSRQslyXNIGRcFrw52mRaeXhFQVKW+ErhSUUoNQ3js5YNuTRcZ8qP0FIyLgsC5eFrU4l46ojUZrw5Wt0igNeIpc+U16B0JUvpBn2Z4NuIuq4A2FDd14KSptdEiSYbeZ83Rlc5Gs3QUjXm/BlKVzJ2I/5M59vveP13oxB8o/gg/JF21+rqKpcuXbptq32nSdQfh8pvv3EvOJqTbs1gMNjGo/F4TFmWO/Lsut37w9ur+BsLrY9+9KO3FdrdLx5tbGzwwgsvcOTIER566KFdSBHsH49+9/8+xZvX1sBXOAkIiVRQsvWBbCTWOXJnMVqR50UlnjlKqMc+DqgHAUmRgxAkRYFB4qmKv9kKAqQSGBShV/nlTUcRsfHIdMlh3yM2hqTIGOYJNs3QZUFTSgajETXfp6l93uytEkuFKUNW0xEFJYeiBr5UPBBPkdiMzXzMqKj8PUdlRkZBXXsoJEZ5hHhsFkOujFbp+jWmvBhPCnzZYJAOWWJAsxC0vRiHIymrLUEtBaGKOBbGjMoxF0fzOEqOhXNEKuBAUAkM4xz/49Sfve39s9bueGTteR6zs7PMzs6+bWFm4ss6cby4cWFmp0nUaDTac+f2/RLfEuO8zc1NTp8+Tb1ef1t1dC82/G4EnrIsOXPmDMvLy3ftDO0HtIqiYGlpiampKZ544okdmwLfi07U6uqAL37x67QPt0AJhASEqDRSJGhV/fGlRYHvGxJbYFQ1yot8j1GWEQYe66MRjShACCpROmPYSBPqnsfqeEwUeIzynNVkzMF6ncXhgMgzxL7Hpf4mB2o1pBSsFTkH6nU0MEqGFEXJoNdHS8EBE1GWBZ5UTPsx10Y9ro82OV5vVyafUjOlDZ6UKCHomJjNfMzZ4SJNz+dI1KamAh6tHWRQpFwcLFFScqLWpaUjDnht/LFlWORcH68yEzRpeyEShXYC4aCgoKkrLsJm0eNq8gYd3WDO7/BQdD9t07zjdd/PxlcYhhw6dIhDhw69pdV+7do1zp49SxzH2xWhlPKuH3x/0om6feyUozlxKKjVapw8eXIbj26UTNnLttOtFl0mcioTu6w7feDsFY+cc2RZxsWLF3n88cdvaVJ8p/fcC/7eiGEvnLrICy9fR/oaq1yVRElB6UrKAqSRlK7SnvOMYpDkxJGpOlChz+o4oR2HFEWJpzRma/xnlGJhMGC6HrGejvGNwdeKpeGIuVrMOCtIi4J6ELA2HpOWJbFvWB3l1HxNu9ZkftijnyVQFJTO0pQGg0RZwaGoSb9IeXOwTt3z6HohmSvRQhEqgxSSlhdhneXyeJ3EjjkYNZjyakx5daa8mMW0z8u96zSNz9GoTSA8ZqgTmojryRpaOKb9OgJIinxrXKkJVUBNH2JUjrmULACWOb9LpHwWs1U+0vjgba/9XvHo5oWZiePF2tra2xZm4O4F3SQp+5NO1D7ibgmQc46rV6/y6quv3raFfS86URPgmZDVhRCcPHmSILg9URj2zkFYWFhgeXmZVqvFhz/84V1Xrfut/P63n/8PNGdr1faLmFR7llJWBM5KKNMSGMMoz/E9zSjP8TxNVhSEXiWK2YwCNtMM6xyjvEDoitxtbSVoZ0WVkGldVVGzcQ0hBVpJjjdaSAlGKu5rdkhtjm8MB3WL60kfISV1pVke9diwY8q1kpoJ6BjDVBRUUghboptr2ZDlrPK8mvNrdP2Yjh+xkg14tbdEoAQnalPE2ufRxmESmzGfrvPGYJFjYQeJ4nDY4UDQZjXf5Gx/nhm/RltX0gzWVvwMJRRd06Vr2ixlq5wZvMmPHPr+u17/eyVud3OrPc/zbULohQsXsNZuWx3dylx6Alp/kkTdOnaCJROeyK0cCib3eKdV+M1xs/3KRE6l0+m8TVrgVrGXJKosS1555RWyLOOBBx7YVQI1if3g0eLiJl/5T2fBKCwOISVIsDisBelJnBRYZ1FGUlpLHBh645Q49LFUXaZhmuEbTT9LKW2VQAkE03GMkpK68fE9TeYsnSBAS4lRW10pIWj4AZFRaKE4Vm9hhau2f5tdekVKbgtqStEbDbicDVlbS5gyPspTTJsIT1cdr5r2ScuCC4M1oOT+Rpea8nkgniJzOdeTDS4NL3EsatP168wFTeb8OqtZn1f7CwjnmBMRbelxIpwjtxlL6QaZy5kLGmghGZUpCgi1T6wiWvo44zJhMVshUAnf2f3TaHH7Z+Veeefd6HjxwAMPbC/MrK2tbdsovfTSS7ddmEnTlKIovuWTqHdeRpm9tc/LsuTll1/m3LlzfOxjH7utpcq9cj5fXV3lmWeeodls8tRTT901gdrLezvnOHfuHC+//DLdbpdms7nrBGq/nah/9fn/TApoz+BktfniJFjAKIlDUJRbLXNb4mtFlhcExpCXVaW3OZr4HkLd8zBbHx5aSlYHQ0rn6KUpG+MxRWm5urnJKM9Jy5LLm5tkRUkvzbi4vkFiC/pZxrV+n6y0OKDpBTR9nzjwOVRrcsTUwQsY4kiznPnNdS5trrI+HODykjm/zmONOYrS8eL6PEvjAaV1tE3EQ/VZZoIW10YbXBquMiqr0eLxcJpH60cYFgUXxSbXkg2cg1mvzQdrxwlEyPnRIstZDykUuSvZzCsyKUgO+bN8R+cks/7dPQzfKYVgY8z2Judjjz2G53l0u13W1tb4wz/8Q5555hnOnj3L4uIieV4J+N0rDsLnP/95Tpw4QRAEPPHEE3z1q1+97c/+1m/9Ft/5nd/J9PT0tr/kl7/85X2fw15jLxzNyQfC66+/zsc+9jHuv//+WxZ0sDvduZvPa9LZuXLlCt/85jc5ceIEH/rQh3b0obfboi5JEr7xjW8wGo1oNBo7wrybY6945JzDOce//r++TpKXlZSBhAJLUVhKZ1G62oDN8xKtJElaIGX1O9YDj94oQeDIi5LQGLSUaFndk7XRGOscC/0BWV6Ql5bNcYpBMMhy0qIk0pqV4ZCsrPiQlzY3GeYZWVlyfn2VtTQhKwrGRYEDQu3RMAH3B01mGy2sp7GlYzgc89raEhc3VhiNEgI0jzfnOB5PMT8acHZzkUGRIpAcDjs81jgMQvF6b5GlpEfhHB2vxqO1I8yYFotuxHMbF9ksRhhpOBxOczScZVzkXBmvAwJPeWxkfa6PVhmWKaEKOR4eZsp0+dOdb7vjtX+n8GiyMPPYY49x4sQJWq0W9XqdxcVFvv71r/Pss8/y2muvsby8TFEUDIdDgHtS1L2XePSuJFG3i9u1z4fDIV//+tcZDoecPHlyW1LgVnEvOlELCws8//zzPPTQQzz22GM7fsB2k0QVRcGpU6eYn5/f3ni5VwRx2NlGzOn/9gYvn7lO3AopqUyFi9Ji7dZGnnMUZYnnaUZpjpJVQqWlJC0KjJZYZ2mFPpvjBClgc5xgncNIBQhmazU8KWn6Pp0wREvJgVq1URdpzYGt73fDkMONBorq/x9vtBmkGaUtCYTicr/H+c010rLyo/O0oRnFdJot7p+a43jcZT3PeKm3wJXVJTZ7fepOc388hacMi8mAQZ5RlBVHq+vV6PoNBnnCYtInKQpA0jV1Dtkmzkpe7l3l9cECmbO0TI0P1I7TUk3mxxtsFGNiHeGE5OLwOtfTVf5U+6M7ul/vhs3ChOdw5MgRPvKRj/CpT32KRx99FGMMly5d4nd/93d58sknWVtb47XXXttOqvYSv/7rv85P//RP8/f+3t/j1KlTfOpTn+J7vud73uJNdWP8/u//Pt/5nd/Jl770JZ577jm+4zu+g7/wF/7CtkTJ+yVux9EcjUY7wqOdSqbcKaSUvP7669vF4/Hjx3cl1rlTTFlfX+fZZ5+lXq/z5JNPorW+p3h0p5j8Pr/xa19ldX1MqQElqo6TBaRACUFhC+zWhnBWlASeZpjkCCGxDhqhzzDJMFqxPhxVXDQEWsBMHKOEoBtH+LoS24yMpigtzlmMEBTW4iuDLxVGKqbDmFAb6sbj4dYUgdJIIZn2I4rS8drmCsOyJLeWXpHjpKRZr3OoM8UH2wdo6JALw3VeX19gcXWVPEmZ0hGHoxbjsmA1HZGVJaV1eGiOxlP40uP6aJPlZEDhLJHwOCRaPBAfYiHp83zvIgvpBkoIprwWx4JZCitZSvt4KqATtFnK+pzqv858ssax8DChunMy/G7hke/7HD9+nI997GN86lOf2haePX/+PL/0S7/En//zfx6AM2fO7KsR8l7j0ftunDdxIL/ZIHQ3r7HTmGTD/X5/R157N8dOk6jRaMTzzz+/7ds1sQHZy4NzK6BMkoT5+XlardZthdKyNOfL/+4P6RyaohRscQ4cQlXAX22lObRRFEVJ4GuSvEBrReksgVGsj1MaoV+5nUchUoBnNGkK66MRYeCxPBoRewZjNIujPgfqdYZZzmaWMh2FrAxHGCXpxiGLwxEWy5FGg1GRk9kSKXw8rXig0SG1BWmeYoQkVB5v9NZwruTB9hSh5/OgN0NByShPGBcZXu7oJUMyYakbD1AUosTI6gOil4/RQtI0AZkrGOQpQcVipePV6Xp1NosBrw2u41zJ/fEcNe1zJJqlsCX9fISWcDCcQ0vFffGht13nW8W7AVo3j5BuNpdeXV1lfn6ez372s/zdv/t3+Zmf+Rl+/ud/nh/7sR/b9Xv9wi/8Aj/6oz+6fewv/uIv8uUvf5lf+qVf4h/+w3/4tp//xV/8xbf8+x/8g3/Ab//2b/M7v/M7fPSjO0tE3424FZZMvCvfDTxKkoSyLBkOh2+xVtlpSCl3lBxPRpI3Ls3cKzyaGC4vLy/T7Xbpdru35HFdenWFNy9bZC2iFJWQr3MOJxxKSQos1oLxDUmRY3xN6Syx79Efp0SRIS2qf4Og5le4NMpycIKF3oADzRppXiXFgTL0spRWGFA3PsMip7a1Pbw6HtEMfJKiZGG0ztFGg8QWzI/6zNVqNAOfth/Q8D3SJEEJRSeMWUgGvLS2yIGozlQY0Y0btKIaDsswG5NZC8MRAzKUUrT8gFJUnn9GGLIyI3E5LT9GS8FqOqLMUwKniIXHfdEsuSu4nqxyPXmTKRNzKOzS0BGx87BUMg4H/BlmvS69csB3T5286z17L/BIa83U1NT2UsShQ4e4du0ar7/+Ot/93d+N1prf+I3f4Du+4zt2/V7vNR69byQOrLWcO3eOy5cv78qBfK+gNRqNOHXqFM45jh8/vusECnZW+U00rQ4ePPgWEN4p4N0qbnzPzc1Nnn/+eYwxXLhwAa01nU6Hqakp2u32NmH9v/7263jtWUq1ZetSvRLSVOBU2iqBSrIcHWjKwuJpzbjM0UphraMZ+myMxzTikNXBkG49RiPJpGC6Xnk7tYMAoxVWwHQUY5SiZkzFhZKS2VoNBHhScazeZFhmlNbRNAFaSC5ubtANQ+q+x/J4RGFzWkIRacPjrRmGZc5GMt62kRmXOYlzNMIYXyqaok5ZVNpQb4zWaQhFU/mEnqHh+aAEK8kAKQVtL6DIM4Yux89TIu3T0nW6pkqm3hgto4Vlzm/RNBGxCnFYnBN838ydN/JuDGvtjhcH9hp34zl0u13+2l/7a3zmM5/hpZdeYnFxcU9t9CzLeO655/jMZz7zlq9/13d9F88888yOz7Xf799VzuOdip3g0WT0funSpbd4V94t9opHE6FdKSWPPPLIngRX71bUWWt57bXXuH79+ltEg2F/dlKT46y1vPLKK6ysrHDw4EFWV1c5f/78tu5Zt9ul1WqRjDNePLVI6+ChKnkSjsICWiC1JLe2wgijGaUZflBt//q+oXSWWugzTFOi0GNlMKJbjyitJVCadhiykaVMxxECQVlaPF8yyvMtiynLKM8rvSlbbVFOOlFtP6gKQCkJTUDNeKylI9bHCXXfo5dmLIz6TPshdSGZC+tM+SGJzVlLxkRbCwbr+ZhAK+pBiFGSli1JspyF8Wa18Ss1LS/AM4amDkltyWY+JtYG6SSDbEQy3qDjR0Ta43g4i2Oaa9kqL/QvMe3VmDJ1pIRBPiK1GS0T8Wh8gq535yWXyX16NzpRd8Kjo0eP8v3f//385m/+5vboeiL+uZt4P+DR+0LiIE1TXnjhhW0F3t2A+17a58vLy7z44oscPHiQNE33/EDdCbQmFdm5c+f4wAc+wKFDb+1a7BW0bjxuYWGBl156ifvvv38b5Dc3N7fXT8fjMa1Wi+sX+gwSwYyvEVJgRZVISa0pipJCOLSRZKXF9wzjLEdpBTgCY+glY2qBT2ktzTCstjR8H2sdG8kYz8Jib8Bso0aOYyNJ6NYiNsdpJXSnNVf7PTpxhKckF3sbdMOAZhCyPBxhtORgrY6vNIdrDZSUeFJyvN5iZdDj+qjPqC+Zi2Ksc3hSE2iFAOrGp4bPtXGPQTlmOoiYDWoc9AMO0GY1GfDmeJV6ZmgmikBI6sYgPcVmmpDajEgYtNQsJpsoYDqs0zQ1OqbOuEy4lCyylPU4FLYIpGFUpjxWv2/H9+zdqvx2Im8A0Gg09kQgBrYJozerns/OzrKwsLCj1/j5n/95hsMhf/kv/+U9ncM7FROOZpqmvPjiiyRJ8o7j0Y048fDDD3Pp0qW9nPr2e98Oj25WOb+5O7RXbtPkuCzLOHXqFGVZ8tRTTyGl3L4W6+vrrK6u8uqrr5LnOc986SIFEivZ5mUKKUAKCgc4kJ4gK3I8T5GXjtAYRkmOH2jGWU641YGqhwG5taR5ia8tS6MhnnP005SWDqn5HmlRUvd9yAWlhW4YsZEmFNZRNx7zwwFJkdMKA1bGY4ZZwolWByccFf9IYYTiQFgjtI71strImw0qPOoXObHRGCnRQhGbJv085ezmMrExHIoaNMOIVhSTljmXR2uczzZp55qa0/hGU9MaIQSbRYoSkm5QJy0z5vuLtP2Yrh9zPJjhaDDFRj7kjeEi00GDjqmzng84Pb7IX/3An9vRPXu38OhuMgoTuRWtNSdP3r2Ddqt4P+DRez7OS9OUZ555hk6n8zYF3p2+xk7b0DeK4z322GMcPHiQl1566Z77391Ykd1uTLjX9vnkuPPnz3Px4kU+9KEPMT09/ZYPyFarxYMPPshoNGJhYYlf/8/fRNd81nqb+DZExQHaGApnccJhtCIrSpRX6UT5nmGY5XhSISU0/ICNJKFZC1gejOg2IuyWSNx0HNPvbTAdRwSeQZQFRgcoIYmMIdriFUxFEYE2aCW5v9WuiOxScqLRYj1PWB6NaG615N/YXKHh+xyuNwiV4YAXEgUhmS2rqlFJLg3WQTrmwjptL+BE3KZwDS6PN3h+7RqdIOZY3GImrDMT1tjIx1wYLhMoyRQQJAWyLIiVYkxOkQxpeTFaCRaTHpv5kGPxFE0T8IH6MXKbs5b3WbdDfuTI7TVYbhXvRfv8VjEYDBBC7KnLcXPc/PvvVBvpi1/8Ip/73Of47d/+7V17y73ToZRiMBjwzDPP0G63+ehHP/qO4tFkM251dZWPf/zjtNttrl69es/xqN/v8/zzz9NoNG6LsftRO8/znGeffZZms8njjz8OVKPJyTlNOuMPPfQQv/kvfo/NATijWV5bQfoeOvLx4wBnBVY4lCcZpSV+qEnLilJQWEcYmEqvzjesDIZ06jFFWRIbn2ZUOSt0w5BeniIRSGCQZGityMuS1eGI6VpM6SyDNCXyDAJBw/cxqupGHa01SGxEYS2Bp2mrkDcH6yRlzn3NNtY5QqGI/QiJxNOCSNdYTkdc6C/R8n2O1dq0vICPeocYFClv9NfIbMaDjSk6XsjDjRkKZ7mWbHA569EVPs0SSAuMcEgh2Rwn+EZyMJoitRmv9ufxhOBYPE1b12jXInIqA/dZv8MH6yc4Fu7MzundwqO7LSoMBoPbinXuNt5LPHrPxnnOOZaXlxmNRjz66KO3FbS8W+y0fV4UBS+99BKbm5tvEevcDxH0VsCTJMk2Qe3pp5++7YO0n62WLMu4evUqTz31FFEUUZYlWutty4gJOdYYw3/9t2eodaZJ+muEcYSV0O/3yHugfI0fB5SlJAw9xlmB8hTSOSJP08tSImkoraMRBoCgEfjYsuIeBJ7m+mafwFmKLCe3jlroszgc0Ikrb6mF3oDpRoxzcGFtjYONOgh4s7fBbK1G0/fBCrSQaCWJpOHx7iybecLCaEDgBM4JFoYDtFLMhBGRMTzSnGZc5lwcrnNuc5n7m126fsh9cYcyarGU9Xl5YwFPSu6vdWmZiI+1jjIuUy4MVygpmYsiIqsIMotLLL2kjzCSyPg0w0oi4fzoOtNenUNhh2mviRQt/lT7sV3ds/dLEjWRN9gPaE1NTaGUeluVt7S0dFdPvl//9V/nR3/0R/mN3/gN/uyf/bN7Pod3Iib2O6urqzz88MMcO3bsHcWj0Wi0Pb67ESfuNR4tLi7y4osvcvz4cR544IHb/k57xaOJ+OJ9993H/fffj7V2+1mcbOBN8OjZL53mxeevUO82GffXmZqZJbM54yJjbb2Hkw4v8hG5JowC0qzAeIqssBhPMkwzgsBDAK0oICsLnIU0L9hME7r1iF5SJVCRMZSloxtFDIsMLSSHt7iXoecxV6uzPh5T930CpXlzc53QGGZqNTaTlGGZclDVCbXHffU2qS3JioLSQiA1G+OUtXzETBQzG8bMhXVmwpjldMCZ9SV8Jbmv0aGmfT7UmmNc5swnPV7vLXG83mHGr3E86nA0arOS9bkwWqXjhdSdQpRg04LxuCDVGb5RHPWmGJFxpncdoySHwxah0Cyl62yWQ/6Xh/7nHd+z/Zhs7+Y93g0z9PcDHr0nnahJQrO+vo4xhmPHju35tXYCWoPBgFOnThEEASdPnnyL195+TTtvPHbCT7qdTcyNsZdxXpIkvPrqq1hr+cQnPrGdOEkpt1un1trt//4/X3qO868vE802QElM4CN8jXZRZVhpC4ajhNIVjBOFCXzSEoLARxlN3fcZZBm1wGex12eqWSMvSnxP045ClJDMNmoMez201oSBDzgCrfGUJreWeuDjK4WWkiONJp6WaKV4tDvFMM8pbEnT81gej3l5aYlDjQZNz0NYQax9ZFngnOK+eot+nvLaxipgeag9TaQNjzamSbc88F4aLjAX1WkHITN+nRm/Rr9IuDBcZ5wnPNicpuUFfLB5iNwVXBmvcj3v05EeB+ptirIgzVLSJCMbWepK0zIzLOd9TmeXmPWb/LnZJ9Bydxor7wZo7UT7ZTAYvE07arfheR5PPPEEX/nKV/i+7/u+7a9/5Stf4Xu/93tve9wXv/hF/sbf+Bt88Ytf3N7Kea/i5t+/KApefvll1tbWaDabHD9+fM+vvRM8mvAkDxw4wCOPPPKWZ2M3nayb48ZEyDnHG2+8wcWLF3fEMd1tJ8o5x5tvvsm1a9eo1Wo88MADlGW5/RxOul2TpOpr/+ab/MfffYFgroVVAiElQgm0FxA4D1+Ck5Z+OsblGcurQ5SnkZkmCH3ywhH5PqvDigOVZCVx6GGUwwloR+HWJnG1MLM2GtOJQ/LcstQfcLjTZJRX3KXAaApb3SOtJEZJjjfbFFi0kByIawwKn/lBn0BrulHEIMsY2ZzAOUJhOFKLOeBqXB31eH75OgfjBjNRzJQX09kyRb867GGxHIzq+EpxPOpwOGqxkg14Yf06Dc/jWNxh1qsz49errtVgAV9KjtQ7GAf9bMQwz8jTHI3ghNcll64S+DQ+B4MuoY35UP3Eju/d+4ETBX+ER/uJ9wMevWtJ1CRp6Pf7nD59miAI+MhHPsLzzz+/r9edjARvF5PtmiNHjvDggw++7eFRSu2Z4H1jEnX9+nVeeeUVHnzwwR1VsbtN3nq9Hs8//zy1Wo08z9+SQN0s+Cel5NzpN/mdX/smUw8fZGM4QCgFUpIXJVIrpKpGde04JLclWVlQ2JwsyegPh4ShjzCaKPJxAlpxSGktWWkpS8tCf8CBVo3+uNJS6WxpRHVrEUYqVgdDOnFIaR1XNjaZqcWM8pw31vscb7eREtbGY2q+R6g9ZqKIVuhT2LIyOTaGXp5xrr9JIAVxLabhBXy4M8ugzFkZD8lswcG4jpGSthfR9iNSW3C5v0FsDN0gpKYD6iZgXGYsJQPO9hY4Vmsz59e5P55hlIxZSXqc6y8zE9ZpxzFJkbGRDYmlIHYwnUd0CciwfLiYZTwe72ok9n7pRN0ri4Wf+Zmf4Yd/+If5+Mc/ztNPP82v/MqvcPnyZX7iJ34CgM9+9rNcu3aNX/3VXwUqwPqRH/kR/sk/+Sd84hOf2K4awzCk2bw7EfadjEmB5fs+Dz744I55FLeLO3WSnHNcvHiRN954Y9v781bH77eomxSpvV6PT3ziEzvSBdtNUWet3XZ1OH78OP1+fzuBuhUe/R9//7d4/ex1ooPTCK1Z6fcwgUdRluRlgfQUUivSwtKo1UmKnMhIkrySPFlZ28DzFH7gEXmaJMuREpI8Z1QUlejvKNnCHkMpBAcaNTJriTzNoWYDZx2tIMAzmnFWEPsGB1zZ2GRqSwbhar+HkILjrSaeksxENaQA4WA6iMhdyWvrK1we93lISxpBwOGowVxUY1zmXB5sUNcedc9DCcVMUEMKwTBPWUlHdPyAUBtmvTqzfsx6NubM5hKlzXi4OUtdezxouuSuYD1JyMiZC+roQLKcbpAUCbNCYVI4WMRYB4lL+XMzu9soez9xNO+FBdV7jUfvaidqkmhMWsv79ZqC24OOc47z58/z5ptv3nG7Zr+gVZYlr776KteuXbujr9XNsRvQupFA3mq1+MM//EOuXLnC9PT0LT/Mr7x+nV/8f/069eOzbPY3cUbTbLewQmK0wErIbIE2mjTL0UYilSLwDWEtprQlgySBMufyYp9W5JMJQbcZUw8qXtNsI0ZLWWmwKIlz4OnKk0oKMEohpaJmPHxV/ZxvNHXfo8QSSM3RepP50YBza6scajQonWUxGVLzDNM6phuEhK7NSjLmjc11Aq2Zi2K0kHT8CCkEeVkwzHNqnsFaR4llJqwjBCyNhyCg44cEynAs6nAobLKY9vjm6ApN43PI1GgKn0ONKTJbsJ6O8ZRgLmozLMa8kawTGMlRv8tDskV/eYOvn79EGIZ0u106nQ6tVuuOCcy7BVo3dlhvFfeiEwXwAz/wA6yurvJzP/dzzM/P8/jjj/OlL31pu6M8Pz//Fo2WX/7lX6YoCn7yJ3+Sn/zJn9z++l/9q3+VL3zhC/s6l/3E/Pw8L7/8MseOHeOBBx5geXl5XxpPcPtO0qTbtbGxwZNPPnlbsN4vHhVFwTe+8Q2MMTz99NN3fSZuPHYneHQjgfwTn/gEy8vLzM/PMz8/vz1auTE2lja4cmGJcLZNDqxvbmDigLDRwEqBkZVjQp7naKMrnTpdOST4foCQUGvUWd7sI6VkrT8kUAKhFMb3qG8lY55SlNayNhgQ4OinGZtJwsFWk41xSlYWHGzWGaUZSVlS8z18pZmp1fC1wlOShztT9LKE1dGY2PPQSvDm5mZlE9VuEWuP435MIWNSa7nU32QqCFECnHVM+TFKwLgsUULgKcmoyLe0pmpkNmd+3Ke2pUXV8WK6fkQvT7g4WGfsUuZUSEeHHAobFLYktRlDcmb8Jta3zCcb9BhxuNaihuF6tk7t0pivvfk12u32NibdiY/0finq7pV7wnuNR+9KEuWc48yZM1y/fp0Pf/jD2wSuG+fmewX2W7XPJ+agw+HwrpXYfnRdJsctLy/ziU98YldZ9U7a5zcS4T/4wQ8yMzNDnuecOHGChYUFXn/9deI4Znp6mqmpKZrNJutLPX75f/kNUhSmSDFBSNyqg1JIBVZSiVd6hry02yKbeqtLpYQiKx21OEJpSVivk+cZ2ThhfaPHepox04zpFyWdRoyvFKt5QUMKZAn9UUY9NCyNRqwMh7RCn5U0Y34w4EirwSAvWB4POdCoU/c8psKIdhAghCDQhvu8NgujAS8tLzIVhbSUIVaabhzigEGeoaQk1JpBnpK6kobn4xA4HKE0OOsY2IxIV6PEQZ4yHKd0/Iia53E06nA4arKQ9HhltEwsNMdzQ6g8GqoCbpygqWu06jWW0k3ODBf47BN/ibmgRVEUb9s4mjib30oX548baAF8+tOf5tOf/vQtv3czEP3e7/3ePXnPexXOOc6ePcu1a9fehkf3Iom6+TWGwyGnTp3C87y30Qlujv1woobDIYPBgCNHjrxtTHi32AkeDQYDnnvuORqNBo8//jhSSrrdLsPhkEuXLnHmzBmazea2HtDGQp9/98v/GRsEZNbSG28QtJqEjZjcOZRWWOkoCovxDeOiqIyGcQSepp+kBIFBCug0ahTCMuX5FNYyTBNEnrMyGFD3FaXSeBLm6jU2+j3aYUCwJbI5V68xyFJya5mKIjaylIXBkG7o45zjtZVV2mHATC3exkJvq0B8tNOlX+TMD4aUtk9HKaRQeEIR+x5SVKLFkTJkrmQ+GVEzhprROFfxp5SQDPKEAkvHi3A4ro/6KCGYDmu0TEjbC0nKnPP9RRbKEYdlSdcPkUKhrcM5ia80D8Rz5LZgNeuTa8H/fPTb+dMHvm2bzzc/P89rr71GFEVvKfImz8Lk8/Ze2L7cKXY6zvvjgEfvGrE8CIK3rdZOLnJRFDuumG6Om0Gr3+9z6tQp4jh+m1nxrWKvld9kDADw1FNP7fr871b5TWxv1tfXefLJJ6nVatst0hMnTnDfffeRZRmrq6usrKxw+vRpxv2EZ/6Pl7lwZcDUw1OE9RivVkNIVYlrCkeRW0yoGWU5xtOUwlbK5I4tWQMIPc1Kf0S3FTEYJbTqIcoYPE8TZylQIvOcYa+HVQqJoChKHKAUCASRNggFRmrmajWSokChmIoMDd9jdTzaXiseZBmL4yHTUcRsHHMgrjEdRYzLnNXRAAOETrCZpyAcgZIIoGECHI71LGEjHzMdRmhhEALqKgDhGOYZUkpmwwZJmXF2Y5GWF3AganDk/8/enwdbdqblnehvzfNaez5jTkqlUimphIaqUqkKc9s04MbR0VDtvuDG5t6IaxMQ3MAQ1REGG5vw9XWYuNd9KQjbRTMYqjAGyhDG0G5sXHbbUNRISakppVRKqZzzTHvea695re/+sXIfTqYylSeHKsnleiMUoVhnr+Hk+s6z3/f9nvd5rBYdTMZZxJnZkEDXWbF8FAFbyQRNllkyfdatFs80j7JsNoBamqPb7dLtdhFCEEXR7ntY6OLsdTZ/r3AQ5vP5fWmf/5ceZVmSpikf/vCH34ZH9zuJWtAJ1tfXeeihh/Yl1nmneCSE4OLFi5w9exZN03jkkUfu+Llvl7zt7Ozw4osvcujQoesI5Lqu89BDDwE1Z7Pf77Ozs8Mf/d7neO0/XaBQFLRGgzivcDpNDNuiEtTYAxSFwNBreRVT15jnGbqhgSThWQbjOMF3LSZRjO+alAgUTcU0XDJR0bEsZElwZTxBFhWTLCOnwgkj+mmKZeg0bYtRlKCpCpqioCBjKQqaomIqEifaHeIyJytKXM0gLnJODwfosswDrRamrLJq1/p203CGqCoCRWecxQzzmLZloykKtqxzxNGJypzz0xGWrtIxHRQZHLUmxGdlSVLlNK91rXaSkGEWcshp09ANjmpNhAQTkfPadId128fXDGZFwpVZn5bpsGoENDSHS8mA/7b7GJIk4fs+vu9z5MgR8jzfLfJeffVVyrLcLfIWk+LvhaJuYTf0X3p8zbbzFn94e2Pxj3wvwLUXtBbbXrebRNkbd5NE7QXG8+fP37Uj9q3um6bpLldsQSAvy3LXVmIRuq6zsrLCysoK4XjOL/6t3+T82RHmsoekyKRpRqVG6KqNqGQqpHraJS8xtWuVnyLDNXf0WZJhWBpI0PEdyqpCU2r5g/4sptd0GEUpLd+m4WnERY6rysSTjPE0RFclxgIy08CzTTbCiFGSsOQ4TOKEYRxzuN1AVxVMTUOWpZqcbju0LZvNOOTVfp8Vz8VSVfKywlQ05KpCBtqmRVVVnA/HIEPHtGgYJj3ToWPajLOY1yd9OpZDQzdQJQlTVlBkue66SSpHvS5xmXF6ukNSpByxGjiSxlPBAbKqYJxFIAm6RlBzIMIdsirjrzz+7C3fo+M4OI6z62y+ALAzZ87s8vX6/T6GYdy3kd4bYz8chG8kUXVomsaTTz75tiLmVrYvdxILPNpL7F7Iqewn7hSPFvyk7e1tjh8/zvnz5+/quW+FR3t1rB599FFWVlZuyX8yTZP19XUuPrfB1ecmqLpJrgqiMkUyzFqRXQbdNqGSyUWFatRWLKpaazhZulabCZs6JdBwbKqqwjbr6eG8KjANnTBJaTgmWVFh2wYHu21kWcIXJduTMWVe4ImKLIlJEPQsk3lZMktSPFMnTXJe295hNfAwNY1hFKOoMkuqQ2AYPN5ZIiwy+lGEoda0hFEaMysKPEVDkgQd06FjWmwlES9Pt2hYJqu2h6vpPNKoJw/Ph2NKqWLZdnA1HQUFV5GRBORVSVN3aOo2gyziTLiNL6msGz5rVoNl0yctc6Z5hqXoHHPXuJKMeD6+ylGnzTPNYzS0t3McNU2j1+vR6/V2TccHgwHb29u88cYbALz11lt0Op3bUhHuNvaLR/sVsX0vx7uqEyVJ0n3xviuKgtdff51Lly7x+OOP33a08cbz93v/vdtrjz32GN1ul/Pnz983+xb4MwJ5s9nk0UfrUfqbAdbeiKYxn/yp3+aFz51BanocefgQQtdIy4K4ypj0B0iahGlboKkYjkGFwLjGPVD1+llcS2c4j2n6Vt2JChxKwNBVeoGMKsv4po4uy8R5gSLLaLpORW0iqasyeRRR5BmzSYqjKMjUkgnrnldPuRQZFeBoGlfCGWdHIw4GPg3LpGvatEyLUlTkZYWr6syKnMtJzEwWdCwLzzB4uNEhrQrOhxPOh2M6ps2q414Dtfoe56cjHEOja9YEzLQsUCUZXVZxFYOH3R7TMuFiOCATJQcTQUe38VSTkgoZBVtWecRdAUniUW9/Fi+KolxnbxBFEV/+8peZzWb86Z/+KZqm7ao371WUv9f4Wm/nfT3G/ehEybK8K3Mym82uk1PZ7/n7fYY0TTl58iRVVfHss8+SJMk9mR/fiEd7E7QPfOADBEFwywRqEX/8O1/ks//qy6RZSZynSKZHZ6lLqSikVU5aFMyGQypVwXYsolzGca1ap06VEIBtXlMktw36s4hOYFOWAtvQEWhkVYGtaRSFYBon2LrGYB4hKxK+pTOKcyzXw7FthuMxVZaTZhmzokDVFAzErsF5RYUmyxz0A4ZJzOv9AYFl0nNshBBYioauyMgy9CwHvajYTlOupjt0LJs1z2XV8VhxXAZpzKnBDpoqc8D1aZkWx4MORVWync65PB+wbDsEukFeFeRViSrJaLLCmuWzYnqcm+zwStynVUWsmh66IqNUcq2TpWocd5fJyoKMgv9x5el9vVfXdXFdl0OHDjGfz/nSl75EVVW7VIRGo7GLSdY1MeV7jf3i0ddDUfc1nc67WdwrcC22U7a3t3eNfe8k9ts+X7i4j8fjXWBcnHe3opk3gtZC0+WBBx7gyJEju1IFt0ug/snf+CSnvnKGRDF5/KmjKKaJUGTQFTTFxAIqqWQaJ1RFxHg2Q7cNdEvHMAzCNMeR9doTz7Hq7ThDo6wqRmFMT3PZns7p+Q6yJDONU3zLJE1i0izHVRXCNCNQLTqex5XZDEtXsRWFS9MZF8YTVhwLSVNJJVAVE01WOBI0WHULJlnK1emMpl3bqmzHMbauoakyjqxy1PaQTYMzowFCFqx5tSbLw0GbUgguRxNO9jfxTZMDtoejaZxo9Ciqkp1kTiYKepaDLElsRPXY8Yrt0dRsLFMiLlJ2spTtZM5BJ8BSNHbSOYN0wkGnxV858MG7BpZF5+nhhx/GNE3G4zHD4XBXUT4Igt2tv3vRcNqv2OY3kqhbx4KjeS/br0VRsL29TbPZvCNi995n2E83bDKZcPLkSZrNJo899hiKopBl2V1bt9xY1C0UzvM850Mf+hCmad42gfrC73+FP/6XX2IeJcyzCLPbIljqUqm1l6aqmmhViS0JCqliniWUWcF2FGI4BkJRsG2LrKiwzPrfLXBMkqwkKQtMCWZpTtMzmaUpvqnRUzwkWWLZd0jKElkIepaOoSgYiszRTpswy9A0hUCCrVnIudGEQFVAkRmUOb5tsh74NM1a4bwQFUlRk9U1RXBhOqGSJZZsC1WSOOy4aKbJpfmUk9tb2JrK0aBFx7Dp9GzCPOXN2ZCzsxHLlsOq47FqeyzbtYzBpXCKp+s0dJNUFFwOxwS6Sdd0WFUdDmo+iSo4MxvQNiyWLY+kyjg5voKlKhxx2iiSzDFv/82Cve9ZkiROnDhxUyqCYRjXWfTcTZG30Cv8r6Woe1c7UXBvLfTpdMprr72GEIJnn332rl74ftrncRxz8uRJFEXh2WefxTAM4M8Sw3tRHofrR58XBPJFYvlOCVQ4mvMzP/gL9LeHVIrO+775BIppUEmCoqoo5ZqfpKoSuZBoNnxyIfComMQRSZIxjyNkVaafxDQDl0EY0W06INUaKl3fQZFlWq6FrqkUmUBXAAnyoiRLIizTQJJrbpQsSXRsG0kGS9d52LaIi5x5lqIgkIqciztDUkoOBz62ZdY2LpaGIkmossqRIGAYJ5za3kGRYc2y6WkaT/VWSIqcc+GY89MxXdvhkOtzyG1w0A0YpjGvjvqYqsKy7dI0TZZMl0pUpGVJLHLauoMkw2YcsplMWdJteorJca9HUVXEZc48rxNCX7HYTKb8X7oP3fH73RuLLx5FUXYB6tixY8RxzHA4ZDAYcOHChV3T4AUh9HZ8vr2xXw7Cuy0p8F6JmxUx98rR3Nzc5NKlS5imydNPP31XCfF+8Ggx5Xz06FGOHDmye597mezbi0dhGO7KqTz55JPXdcduhUef/70/5T/++p+Q50Wtt7W+RNDrIuk6iiZTIMiLAhQJVdMoy4JG0CAvS0oK5mlKmefs9OcYlsFgUtFte+RCwrI0NBRKIXBNjaKsiJIMx6w7VY6uY5kqlwZjHAUsy+TycEIvcDBUlUmcYAudlmXS8z1aosY0RImXZfTjmFfDDZqWiWMZTMqi5k+ZBqam1ZypouD8dMw4jVlxHNZNiyNuwEHHr7fiJkPiPOVEu4unGzzRXiYrS87PR3xl5ypty2bNdnEUncNug7K6xteUJNbtJkmV8+pkm6RIOao06ageQcOiEBV5WeCqFk83DjHNE5Ki4q8d+cBdvee9BcKtqAjD4ZA33niDJEl2u1StVmvfk72LdbQfPPpGJ+o+xN12ohZAsra2xsbGxl1vi9wOeEajESdPnmRpaYkTJ05cV6EuOEr34jlVVRWvvPIKg8HgOgL54vq3WrTDzTE//7FPsbPVR0gKR599CNXUKauKspAQioyiKghZIssrZEOhLCsURaaUFBq+xzzLsSyNaRSjSCXTcEZZVkwnFZOiRFd9NiYhSw2HshCM8oiGYzGIYiRRIecZuaxiWTaWJLExmxFYBoaucmE8QZJhvREQZTlxWdG0TVqeT6MsmGcJ8zRhniSYikwmy/SLjIZlsOr5dGybtm2xNZ1wNY54K5rxULtDwzA40eyQVyUbUcjJ/iaKLHG82aZj2rRNm7jMODsbcSWasea4eJqOJIGGjIyMgsQBq8mS4fHWbIdX8gHLck7PsEGCohLXfLUM/urSB+5YXHNvLKqym3U2LMtibW2NtbU1qqra9T1cTDp5nrebdHme944Ath9ieRRFb/Nw/Eb8WdwtR3OvWfHa2hpRFN13yZbFfc6cOcOlS5d44okn6Ha7+z53P/cVQuwOqRw8eJAHH3xwtxu++MzNnunf/vL/yXP//kUm45B5EtE9tIrZaSHrOtU1E+BSlpAVGRSZNMvr4ZYkQzdVKlQCX2cWZ7iBT1EWCClhOJ6QVxVOahELQa/pEiY5Ddek6dZcoLWGT1oUVEVOU5UxHRvftQn8inmeo8oKa77H1nzO5WxKx7GZZxmb0Zyua9N1HXTLJC0LyjKnyHPsoqQoSk7PZgip4mi7TWCYPNzqMJhMmImKl3e2aBgmq55H26hxJywytuZzTg13OOj7rNgex/0OFYLtZM6Lwy3apsWy7aLJUl00SjIKMp5q8ohvcmUy4K14wqUs5KATYCsa20lIP5tx0GnS0Ez6aciHWvv37twb79RlvRkVYVHkvfXWW2iadl2Rd6vv3L0J9zvFNzpRdxj3aztvrxP5E088gWVZXLly5a6f653uf+nSJU6fPs3x48c5ePDgTT9zt8AlSRJlWfLlL3/5uk7aOwHWIi6/vsHP/NAvUIgcN/BxV3pIlk0lKVQoCBlkTam5QFmJZqokaYFmauRliaRINcfA1EjzEt+1GcwiGoHHLEnQFLCruioxZJkiy5DkmgxeCUGapOQUuK5LLGqvJ0WRaDk2mqpgagrHum2SoqAUFQ3bxCkrLk6nlNWEA80ASVFB1/F1DR2oygIbGCUpL843URV4qNXBU1Qs20OxDPpJxFujIcuey7Ljsu74rDk+wyzmjfGIpMo56AUs2y6PNXsUlWCQznlzOmbZdvA0najM2JrN6Fg2XcvlqBFQCkhlOB+OaZsODc1kmiecCXf4e49+5x2/272xSLBvByiyLNNsNmk2m0DNdxkMBgyHQy5duoQkSdcB2I2dkv0QOe+HQvDXc9wNRzPLMl566SWiKOLZZ59lOp0ym83u+hludf8bZVtu9uWzwKK7lYxZSDHsJZAvrnWz66VRyq///X/F5TNXmYymlFJOb30ZvemjaPW2WFVBdQ0fSgnyokA3VPJCYBkaYZJhmLXGm+cY9GdzWg2HVAiW3IA4y8iLHC3L2OkPSISEKleMkhzfsdBUmXNbfQJLxXQdrk7mqFo9HDMII1qujW/qNKy6q6MpCl3HpmmbjNOUjcmUhmWBLLERJZiayrIfoEgCN9MJ05SrwzFvVAUHPA9dCNq6wbLnkVQFF6cThKhY9TxsVeOw12DN9dhJIr6yfRVTVTjWaLNkuixZDnFZcHE+RpJgxXGQJJkr0Yy8LDjg+TRkg2XDB01mM50yIWXJ9HE1k7PzHVq6zf988CnUu9xuvpOtatu2sW2b9fV1yrLcLfLOnTvHqVOn8H1/t8jbS0W42RDUjbEgvH8jiboPsV8OANRfLIt9+oVcQhRF9wQcN0uCFqS7jY0Nnn76aVqt1h2dv59IkoQ0TXc5DYv7vtP2HcDLn32Nf/4PfoesSAmaDaymj6Jr5EIgSQJkcc2ws6IQAt2oBewMo3Y/1/Ta8kAzNEZhjOeZCCBwTWQJsqLCdxxGcU7LdwnTlOEswVAFYV7iGBqKKClVDd3QUYRgczyj6VroqsL5wRhTU1hp+EzjlLgqWHIdLE3jgWaDrCprMJMlOobFVjxnO4po2iYHGgEBguU0Y5zGnBsMSETBkmHR0TVWbIcl22GWZ5we9pGQONJo0jEsOqZNVKS8FY45PxvRtRzWXY+OadM0TIpKMM8yNEXhsNdikic817+CIsMB3aGt+biaRnXNRb5tuHygdZCmfm8K3/tJim8WhmGwurrK6uoqVVUxnU53E6obu1Su6+5b4uDrAbTuR9yPom5h7Ot53q6cynw+v+tuENwcT+bzOc8//zyWZb2jbMteLaA7Ncje2tpiPp/zwQ9+kEajcdsEKksyPvFjn2K0PWE+myNUQbPVxfBcJE0lFwKQEdKCTgB5WaKbGkleoOp1wWhbOtN5gu0ZlFVFw7MpywoZiTwvmccF7YZDLiQ6nk8YJ+RpjikKknlIqUh0bB3HdbBtE+9aV8nSNA41A7bCOVlREFgmkyTh/HDEWiPANw10WUUzFBRFxlRkHm61GWcZb45GVKLkwU6HnuPQKHKSPCPMEnbSFDtNaVY2sqayYnsISTDNMgbTEUuOR+Oakvma7bGdhrwy2EFSYM3x6Jo2R70mRVWRlgUpBT3DoUJwaT6jn4UsCYvDeosVq/b6E0LQ1V06us2kiPkfVh/b/4K6Ie7WgmpBNVh8F74TFUHX9X1N/IVhuC81/fd6vOtJ1GJ8/3YxHo93iZRPP/30bivxXgU7bwSthSJvURR8+MMfvq29x91KJJw6dQpFUXj88cf3RSAH+E+/+Tl+6x/9a1RLpbfaRTYMZMOglORapE5RUFWZrBRUkkA1NJI8RzdUyqrWYZmlKaalI4TAdwxm8xTT0ojzAsfWaTj1dEan4aJrCpIi4zoWqiaT9IdUVYksK8yThHAK+jXVYF1VMDSVBzstkjKnqiqWvVof6up0VldegU+SF0yyDN/QCSyVdc9n1fXYjua8tjNAU2SONBv0TIO2qJjOQ8Ii5/V+H19TCQwTQ1c56jVJRcWV2ZR+Oudoo0XHsnlfc4mSksvzGSf7m/RslyWzToSKUqDKoEkKK6bHsulycTrgTDylIwrWHQ8QnAuHyIrC//PBj9zRe71Z3G0StTdkWabRaNBoNHb1wRYA9tJLL+12u3Z2duj1erucvRvj64WD8NWM/XI0F2rnR44c4ejRo7t/t/dj2ngvniz0mQ4cOMBDDz30jviwWGN30m3IsowXX3yROI7xfX9fE3hlUfKpv/svmWxPmU4mqIZO4AcYjkOlqoCCpCgIqAs6AVUp0C2NOCkwbIV5nKFbOqISuI7BLEpxHZPhLKbVsDE0FU1RCFyTsqrqLqGkEGUVnmtjAGe3dmg7OoUQbGzssNp0QVEYZwVLDQdL13F0HWTQFJk136ft2MzznFmaYus68yLnzPYAS1c51GrQMAwCvc28zBnHCVGZs+w4mIaFrOlo8hxZkRknKVUUYcsKsq5i6CqHvRZxVXB6uIOuqhzyAlYtj1XLIywyXp/0uTqfseZ4eFo9yFOKCmQVS9V4yO3QHMtsFCknh1sccgM8VedKNKWfbXDUa/NYsEJD37/l1I1xvzTr3omKEIYhkiRx7tw5Wq0Wvu/fdB19veDRfxHbeZcvX+a1117jwQcf5PDhw9dday+P4W4z7MX9F/ICjUbjukTtneJOjDsXpp1vvvkmR48e5a233tpXAlVVFZ/+//4+n/83X8JqmDQaAZquIQwVydKQVBVJUWpCeVEhFFA0lTjJ0C2NKMnRTY1KVDiWwWAa0Wra5EWJa+nIau2QLiExmIQ0PIusKpnMY1qBzc5sjiwKTEUmlxU6gYtTFGxOZ9hVRVWVXOrnuKZGr+ExTFLiIudgu4Gh1t5VpRBUoiIwTBqmycXplAuTCS3bYj3wWXIc2rZNXORshyG5qOg6Nqqs4GkyS0GDpMjZjkLkJMJTVDRNYUk36BoWwzTl7PQKnq5zLGhxyA046AZERcbV+QxdVWibFoUoeWM6ICoyjjc6tBWTrmajmgazPEGRJB5wuxSi4pHgzqdfboxFa/t+akPpus7y8jLLy8sIIRgOh7z44otsbW3x5ptv4jjOblUYBMHu38U3OlG3j9vhUVVVnDlzhsuXL1+ndr7f828XCxL3XqzYr87UnQ66zOdznnvuOVzX5YEHHuDq1au3JZAnccav/q3fZOPcJtMwRNV1/EYDWVNBU1BUjVKRkBWp5mMWBagSmqGS5gWGrpBlFaapE8YZjmsQZzmuZSDJEqaukhclo1lMt+kwmkZ0my6WXneJV5oeUZaRpRFrTRfbcTB1lU6WEaYJSlXhSiX94QTT0glsm50w5vzOiEPdJoaqkJclmqqgSBJty6RlLTNMYs6PJgghONgM0BUVH4mGUft5TvO8VkAXkFeChutiKArzLCXMU/S4II1iFFXhgO6QKxJnJyOGWcSxRpueZfN0Z5VCVAzSiAvhlJ5l46om4yzm0miTFcfDk2QecdpIqkJWFUjIHPc6HK2aJFXJ9x78pjtYTW+Pr4bw741UhK2tLd544w3m8/l1VIS9naqvp+28r65s6T7inbbzqqri1KlTvP766zz11FPXTaLsPR/uXrBzQajc2NjgS1/6EgcOHOCbvumb9k1U328nakEgP3/+PB/4wAfo9XoURcHJkye5evXqLU2U4zDhZ3/ol/j8v/kyyDKNZgNVqydUZF1HVBIg1cbAFUiKhKLI5HmJaagURYWpq8zjDAkQoqLpW7WJJzLzOCPLCxxTq9vGgYOpadimTmCbIARFmqJIEkEQoF8TyTR1nW7g0QoCVrtdjvZaeLrGPAxxyoKmqnBlMObKaIwkYJYkXJnMGMUJsizzQKvBE8vLOJrOm4Mhl6ez2n9PUWlaNsuOR1qUDOOESgioau7Vut9gtdmmNA2uZinTNCWPIoK84oTpY6Hw3M4mLw626ccRqqSwanu0dRsZCV1WedDrcNBp8vpowKvRhGGZUoqSUlSEeQpC4vsO3Zmp5zu996+mOrAkSbsyCk8//TTf/M3fzKFDh8iyjFOnTvHZz36WF198kX/8j/8xo9HovrTPP/GJT3DkyJHdKbTPfvazt/zsxsYG3/d938fx48eRZZkf+7Efu+f734+4m6IuyzK+8pWv0O/3efbZZ9+WQN3u/P3E4vyXXnqJ8+fP88EPfvCOhDqBfQ269Pt9vvCFL7C0tMQTTzyBpmlMp1Nefvlltra2bmrKPtgY8b/96K9y6cxlRqMJhmHSaDYRpUBWFYSqIuS6gBOSoCjFNW6MQhznqJpCUZTomkKeF7i2QZoX6JrKaBojKlFrzykKbb9e0+a1rctZlJKkOfM45dzGDhUKsmpwcWdMkhfkhWAS5+iWTbvRwjZNpEown81wRMEBz6LIalXytmVRFhWvbGxzZmdIUVU0DJOjzSYHGgFRnjNNUnS5pkXMs6L2CEWQlyWWrGJKCmGWUSLRc308zyPWFCIhaveGKGGpUnjIrLcUP795mTenI9KyoKmbHHJ8bLnG3I5h802tFYqy4tV0wpvzMWlVklYlL482eX50lagsEMBDXvdt7+VO4mvhniDLMrqu89hjj/HN3/zNPP7441iWxeXLl/mTP/kT/u2//bf8jb/xN6iq6o6M3G8V7zYevevbebcCnYVgnRDiHbfVFlX+3QLXAkxPnTp108rydrGf6bwbTTs1Tdslk/f7fba2tnj99dd3ffC63S6+79O/POQXfvyfs3FpG1PX8QIXUQoKqUS3LcQ1zkEpKhD1CH1FTSbXrZo0ruh1O921daZRiu+aTOYpjmeALCGXEpqq0J9GOI5OUVbMsohe02VrEiJTO54nlQQCbF3jymBK26+NgM9tDvEdk45ns13EZCWst1xEWSJIyPOcyWSMY5oEjsPVKOLyeErXtVkJPJqmWZsSC8E0TamkWggvLQuieYynatimxezaOLAu115/gWbQMEzCPOVyPEeXZVYljbZQCBSTXEhcGI8xdJV110dTFbbjkLjIWXd9eoZDz3IZjscM84zL8xkrtoep6LwVjvlvlu5u+uXG+Fo6pkuShKZpLC0tsbS0hBCCMAw5d+4cn/70p7l8+TI/+IM/yEc/+lG+7/u+j/e///13fK9Pf/rT/NiP/Rif+MQn+MhHPsIv/MIv8J3f+Z28+uqrNx2+SNOUbrfLT/7kT/Lxj3/8fvy6X9W4VVG30GUKgoCnnnrqlkXWvXjfQS2vEMcxmqbx4Q9/+JZbszeL/XaiLl68yOuvv84jjzzC6uoqZVnSarV4+umn6ff7XLhwgVOnThEEAd1ul3a7zUv/8TX+8299nul4RpzE+L6HotQ+laqpITQFCQlJUiiKikqWkFUFFIkkKzBsnfk8w3R10jxHN3XGYYTnWiBJdREHjKYxS22X/iik03ZRFYmiqOgGDtM4Jk9jDnWb6IaBYajYhk5eFniWgWVqjOYxGND2XC6NpoRZwXrToygKhlGELFU0LRPXNHjfUodpnnNhOEFTZJY8p6aFCAlXN6gAVVHoXBMlvjyd4Bg6ulHztwxZQZNlsrwgExVd0wFZYpBE9POUA66HI8kcFIIchXFS8EK0xart0rUdclFyNZrhazrLjseDfodWIVPpGv04pmmYPN5YZTOZsR3HfOyR+0Mv+FpavsiyTBAEBEGwS0V44YUXuHz5MgCPPvoo3/Zt38ZP/MRP/BeLR+96EqWqKnEcX3dsISvQ7XZ55JFHbktSuxu/KfgzZ3WAp5566h0J5LeK23WiFuTTIAjeRiBfKMkePnyYPM/p9/v0+32ef/55ts70+eNfeQ7NUjAUHRmFMq/QLR0UBck2kFSZSpapRIWuaeRVSVaCbqrM5zmWq5FkBbqlE6U5nmNSVbUCeRznCBl0XSHPK9q+XRt/alrta1UUkGe4voNlW5DU3ShVUWi7Nroio2sqDy61yaoSJHig0yTMcvrzCENTaHoBm7OQnSTBEwm2BIEs0XRtUiQuDEeYukbbtkjLCgUZV1PJ8oLpbIapq9i2Q5jnmJqOocrM84x5nuMbBqas0NRr65dxlnBuHpJRsO76NBUVS9FI8pTZZIrQFHzDoGmbXJ7PGGQRy7aLL6ClGUiqioKMo6j83448iXYPsgZ74900H5YkCc/zePzxx/nsZz/L6uoqP/IjP8Lp06d56aWX7gq0fuZnfoa/9tf+Gn/9r/91AH72Z3+WP/zDP+Tnf/7n+emf/um3ff7w4cP83M/9HAC/8iu/csf3+1rHzTiaCzrBjbpMN4sFFt0NR3M0GvHqq68C8MEPfvCO181iIupWeLQYmNnc3OT973//LoF8MZSw4N09+OCDuz54Z14+yz/9p58knxeUhaAoCrpLbfKkpCpyNEtHUiQkWQVFJb/WfVKukcurokIzVMqixLY1ZmGK7Rk1F8o2CecJpl0nLLIEnYZd27e4Jookk2YFSBAnOZf7Yw6utCiRubQz5sBSkzjL6YdzVlo+qlpbPFWAJiscbjdIy5JclBi6TtN32ZzNOT+dYcUJzWucz4aqouk6cVEiAZ6mMUlTxmlKyzEREqTzOeuOi2aZbM5DkOutQAGUlUCVJGQhUVWCnmHTNiwGacxb8RRbUzniB6xXgk6mEyc5W+kYU9dYM1xiSp7vbyDLEm1kupJJIQsGSUTbtFk1PTaSkG/pHbmj9XCrNfDVNh9+J806Xdf54Ac/yMc//nGeeOIJ/vAP/5DPfOYzd6SJtzfeC3j0nuJELYw0z5w5w/Hjxzlw4MC+gOhuWuhRFPH888/vjorvNSK9k3gn0LqZaedCM+jG30vTtF0fvM/82h/zxd98GRQo84qsiGrCa1WgFzn+cpOqFEiGjJBA03WyokLIErpR+8TZtkYYZViOQZ4XmIbKeBzRaDrIQsI0NJAFUVogKzJ5VTEKI5Y7PluDCQoFQeAxijJ008BUVS73J3QbLrIk8dbGkMA1aXsOW+OQvCo51Gtiaipt20K6ZhJ8oBlQCI+L4wmX45SWYxHIMlKWYZQlqgTDsETXNBzTYBzHjOdzGraJ61gUQuCqOoosMc9yJGS6tkNaFpyfjFFkiXXfp2c69Ey7JopOhmzIgnXXx7MDZmlClKfEcYoWCVY1nTXbYrNIOJdFrMseTVNjO55zJZ7yU9/0rXe1Fm4W7zZoLWKhTvxd3/VdfOxjH7ur+2RZxnPPPcdP/MRPXHf8O77jO/j85z9/V9d8t2I/eLR3SvfJJ5/c1c95p1i8hzt974tE7eDBg1y6dOmuE+9b4VGe57zwwgukabovBXLTNKlCmc//yvPowiQTIVVZouoKg/4QVdFwGy6yKoGmgiJTCZBUUK7xmkoBmq2RpDmaqVOW4Dgm40lE0LSoino6T1FkRtMI09AYjGqJA1EJkjSj5Vn0x1MQJUdXuwhFxjM1LEMjL0p8y8A2NUbXBDV9U+fSaMqlwZjDvSalqBhGCZah0nYt1po+y4HLJE2ZJgmKBKYkMZzOyEWFZ+pg6ni6ScO0GEVzzk0nNBwLS6sFgdc9D4FgluVM8pSmZaIrCmGWMslT2qaJq+sccHzWHJer85CXB9s0DItV18O3TUQaU5UVSRSjAsd1j0SGt6IxSTTnoOcjhMQLgy16lsP/dOjR+1LYvZfM0F3X5QMf+ADPPPPMXd3nvYJH73onatE+L8uSU6dOMRgMeP/7379LUtvvNe4kier3+7z44ousrq5y/PhxPvOZz9yTSN2N5+417XzsscdYWlraF4G8LCt+8x/+Ln/ye19Gt1Rcy0HVFBRNob8xoChKSqUkGynYzQCj0FEtrSaTyxKyKpNnJZqhU1QC29aZTGK8pgVI2JZOXpSEcYrnmYRRhu9ZJHmBZaqoqkuWJuhSSRA0MEwdoagokoymy3R9F23RgVppk5UlkgRHuk3CNGN7PMcwVHzLYGsaEmYZHd+h49o80GqSVSXzomCUJDiGgatrjKOYPMsp85wkjhBUdE0LWTfYmkV4po5jKBRlhSTA0lQkUXObDgV1pXl+MmWYzTnkN1ixXZ7qLJOLikmeshmGBKZJzzQZpRHnoyk2GWtYNEqBJxnIRUWeFqxZAU+311i27h/Z8b0CWlEUIYS4J05Uv9+nLMu3eVMuLS2xubl519d9L8UCjxa+dGVZ7sqp7Pd82F9iC9fr3j311FMYhsHFixfv+vnfSSLBtm2eeeaZfSmQv/XSeX71b/8WlZCI4jnxOGHl0HLNK8oLZKXWiwuzBMNzUB0Hy/FQVYO8KBGKjKErRNem8KI4xbANyrLEcw2yrKIUFaICIUm0fBtZgoZnoasqSVFQVTAeTxlMQg6udilK2B5PWe81SPOcndmc1XaAosookoxAoCsKhzsNsrKkEAJD1TjQ1NmchrxyZQffNlhr+liqimrbKIpMIUqWTAsQ7MxCNoczHC3E1VRk4OFmC9nQuDAeI2SJnmtj6RqWpmJpGiBIipo3tW4YzPKMVwYDZLniwUaLg67PAdcjKQs2ohAhwZLjUCK4HE0ZZzHrqkNQKhyWLaoC0jilY5p0OweYlzl/6dCjd70m9sbXkl7wTrGwoLqXgZv3Ch6960mUqqpkWcaXvvQlZFnm2WefxTTNO7rGfpOovcnNI488sqvefK9Kv3vPXZh27uzs8P73vx/f9/dl4RJNY37px3+ds6fOYzgazVaDsqhQVBlRCVq9FrqlI1s6la6TiorRZIyYyaiWiWmbVIWK6eiEUYrlGFQVeJ7JPEyxHJ2qEphqPTZclAJNkcmzgp1JyErH5+rWAEWBTqfB1iSiK8mossTl7QmdpoOsSLy1OSJwTFqexdY4pBAVh7qNGkxsap6VJHGwFVBUFZfHM14abbIUuLRcG02SaVsWiiKTVSW+ZaIrLtuzKaM4JrAMsjxHZCm+pqGWgmEYISsygWVQCeiHIbICPdcj0BQazTZREfDWdMSF6YRlx6Vr25iKiqSbaJKMJiRWLY+e4XBhPuH1uB41tsuKTAjOzQYoM/iR3sNcunSJdrt9193JvfFeAa0oigDuy0jxjWv4buVF3ouhKApRFPH5z3+edrvNo48+ekcdpcV72A8eLfghWZa9TffubuNGPBoMBrzwwgusra3x0EMP3VaBHOD1r5zlkz/5W5SlIMrmGLpBd7WDrEjIioKtayi6gqyqCEsnF4K0FAzGQ5gqGI6NZhkUQsU0NeI0x7IMoiTDtA3CKMUJTCohM40SDFNjZxTievXW2WgW4XsGmzsjTEPmgbUl8lLg2RqG0SDNCjzLxNA1xlGCbWr4ps7F4YTL/YKD3WY9BTePsU2Njm+z1vDpBQ5hWidfuqrimBqjeUJOhW8ZmJrCeqvJugQb4zEX5yGuruGEIVYss6rrKLrGLC/ZmIV0Xaf22qtKsqLA0XVUSaZlWLRMk34c89pgUDs3eD6+ptM1bQpRoQgJXZI57rWvyR8MGKgSLRQ80+JCHDKfj1hTTdZMl2wwJmkrd/zdeGO8m/SCvRFF0X3BV3j38ehd386LoojZbMb6+vrbbFX2G/tJghaTfv1+nw984AM0Go3dn93LRM1eiYObEcj3oxO0dbHPJ370k4wGI9JZxsrhZbI0p0hy7MAmDud4TR/F0pEMA3QNVVEwhUQp11XQLKwrnGmiYjsW02mJ17DI8hLL0pElqa4KTZXBeE6n45GnFbqmsNRwCMMZvqnh+C6modMLJHStFqJbbnrIqoShqxxbbpFeG9s/0m0yTzO2xiGmruHZdQdqlmV0fYeOZ3GwFbBSusRlwU44x1Q1bFNlOI+pJPAtgyhJUIuCI60mhSRzJZzhmSayLJFmKaKotxznRQmaQtd2EDJshjOuzmasBz7rns/j3SVKUTFIYs6Nx3Rtm4ZlEhU5Zyd9SklwvNHiQa/JYTegECXDcIZnWTzpN7gaTflzaw/smnFalnWdGefdrM33CmiFYYii3BsIdzodFEV5W5W3vb39tmrwvR43w6PF2HW/3+f48eMcOnTojsF4wUu6HZ4suJK+719HVL9XE+S9eLQgkJ84cWJXz+d23fCv/OGL/O+f+PcIKpIsRsoVZEXBsA2m/SmqoWHqOrKqIJs6sqGjyCqakLAVqCRBnBeMx1MkTUaJNCzHJAxLHM+iEgJFkcjSgrwscSyDSgjaDRdZkciqErWqGA3GxGlOu90hL6q60NMCsqJkOIvQNBVZkdAUGSTQFYUHui3SoqAQFZamcqgdsDEJOXV5G982WGl4aIqMK+moas1dazkmsiSxGc45N4houzaWJDCrivevrJIjODMYMi5LGrKMVRZIZcmyqiAXJcN8jqoq+JZFXpWcHdXTfkdbLVZdl1XXvea7N2I7ijjg+xhqTR24FE45FPis2C4faK+QU9IfjbBVg6c6PmmZExcF3907wubmJmfOnMFxnF1M8n3/jtfIewWP5vP5vr34bhXvFTz6mnai9pp+LnRQFp48jz569+3K2yVBi0k/4KadrvvhObUw7fQ8j8cee2wXSG8noHnmK2/xy3/7XxDFEaZhEqwHIFHLCHgmAoHX8pFUlUqWkRUZUdVgpRgqEjKmquD6HmmZUwrBLIqpZEE2SJAUFTnXcT2TwLeQJRnHMRBlxXgyR1NdNnZGCEVitdfkcn9Ku+mgaQrnN4Z0Gg66rnLu6hjX1ekGDv3xnFyUHOjUHaimIyHf0IG6Mpnx8mRGL3Bo2iYyEp5uoKoyRVnRsExUWeHqeMQ4TekFHpKiYqkyD7aalAK25iEVCi3fQVQlwyiiTGKKOMY0dLqGSa/nsDEP+cKVyzRMk1W/FrI7GjSRJRlJQKAZvK+9zMY85OX+Dp5pcMD1EFVFP0vZKVOOKm3+8pHHOLC+zsEDB6iqitFoxGAw4LXXXqMoCprN5i6A7TcZea+B1r08i67rPP3003zmM5/hox/96O7xz3zmM3zXd33XXV/3vRBlWfLaa68xHA5pNpscPnz4rq91u0GXra0tXnrpJQ4fPsyDDz54HT7cjWDm3lhg2WuvvcbVq1d5+umnaTabtxXQFELwB7/0H/ncv/pyrbpOhef7FGmJ6ZgIIXB8B9VUkGUF2dBAVSkrKKsSSVEwDIOsAkPR8Ro+41mMoktEUUJelUzCOUHDRl7IpKga8yhHqKBpKuNxQrNhMBqN8Xybw60GYZrjOzpaJ2Ce5PiOga75DGcxtqXhGQYXB2MuFQWHlloUVUl/HmGbOh3fZr3psRS4RHnOIIwxdQVL19iZRWSiIrBNXFNjLfBZ812ujEa8OY/wTBPSlJZt8fhyj1IItsKQC+GMnuvgagp5nlEVOVUmEZclqqZxxG8SlwVvjUZMspRl12XN83ig0SKvrnF/K1i1Azqmw7nZiIuzqxzwfHxFZS4qzg236JgWB12fsMz5i48+hSRJ5Hm+K7L78ssvI4TY1V5a6C/dLr5WeHS7qdLFdt69xHsFj96V7bzFVNxoNOLEiRO8+eab93S9d0qiJpMJzz///Du25u81iZrNZpw9e/Y60879JFBf/oOTfOr/9S/RLBlVaBiagaqpjLbGuA2nflaJWv1XuaYCLMlUQqBq9SRMJZVoem3maTo6pYCWaRLGCbqlkuYZ48mEIo+YJRXdrk8hAF2jHThMplNagYlu2hi6xlo3QJIlNE3hYLdRk9V1hYfW2sR5jqjgULfBPMvZHM0wdI2ma7I5DZklGe3Apuc7HGgFLJUuWVkynCcYuoqlKQzDmAKBbxvEcYwFLPe6xGXJmztDAsuk5VioqkTXtpElibwqmVfQ9nxURWIUx7wxndAwdBqyQlfXWGm0iRC8MRjQsmyWXKdO5mZTJlnMiU6PQ57PAc8nLQumaUwURxxyAmJJcGrU5//3wW+/zvx5AVCSJO12KBYVoW3bu+C1V9DyxnivcKLul7Ddxz72Mb7/+7+f97///Tz77LP84i/+IhcvXuSHfuiHAPhbf+tvceXKFX7t135t95wXXngBqIFzZ2eHF154AV3XeeSRR+75ee5HxHG8+4wPPPAA4/H4nq53KzwSQnD27FnOnTvH+973PpaXl9/2mb1J1N2EJEm88cYbVFW1WzDeLoGa9mf85k//Llvn+8RpAopE4DbI0wLLMZEUmTTKUA0FZBmhSFSSjCirWpVc15ENjTwvQZHR9VqnzvMt5nFOo9mgFIIwisnzgtFwhufplMj4DRdJUVE0CbuQmU2maJqOZVgURcUsjDGN2iImzQpyQ0NV60RIlmQ0VeaBpdY1n06BqakcajfqDtSlbXxbZ6XpIwO2pqEpCqISLPsOILE5C7kwGBHYJo4icBWZZw6sk5QFbw5GnB9O6PoOXcdmyXVrF4ayZGM2Q1Fl2kGDoizYns+Jw5C2ruMaOsdsH+HLnJtPeWl7mwOBj28YzPOMC5MRPc9j1XX5pvYyRVUyiudMZnPW/CYHNZWtOGScZPyVo+8jz/PdDme3292VL5nNZgwGA65cucLp06dxXZd2u02n07mlYXlVVfvWQLzb2A/mfT3h0dc8iVpMxS10ULIsuyddFbg1aF29epVTp07dVOl8b9yttsti4mkymeyC4n4VyH/vH/8h/+dv/wko4AUN0jCppQXKCtMxUVSFqiqRpHoMt6oEmqJQSlKdQOUlkq6gyApZXmIYGuEsxfZNJKme9pOQUBSdleVavkAxEtI0YTRLyNJaKTiXZQ40Ai7tTPBcE9cxuLA5puGbuI7Jxc0hpqHRa3uMZwlpWbLS9mqVYL/WRRESrLcDqqriynjGK5e3aLk2bc9GCIGlaehqTQ5vOSYSEldHI0ZZzlLDoxACR9d4dKlLIQSb0xmpqOi5DrqmkJUVMqBJMjIyXcel7Tj044hzsylqkdPVdQwEhzQDBYkiy9FVjaNBi0macKY/QFIkDvoBpgTDcEYsCRqaxpph8pHlgyx7AUKI3S+dvWvCNE0OHjy4K0exqAhfeeWVd6wI3yucqPl8fl84CN/7vd/LYDDg7//9v8/GxgaPPfYYf/AHf8ChQ4eAWszuRmL0k0/+mXDpc889x2/8xm9w6NAhzp8/f8/Pc68xHA554YUX6PV6nDhxgq2tLfr9/j1d82Z4VBQFL7/8MtPplA996EO3JPjfCafqxoiiaNdK45lnnrnuOW6FR69+4Q1+52f+DWmUEiVRTWhe6lAW9fqXZAkQ6KYGskSR13IqohRIqoSqaZQyZHkFslybmxcCVZPJiwrL1EjjAlmTsSwLzVRxfZckz5lFCZPJlPEspdmymM4z/IZNL3CZzGtNu6WmxyxK8FyTlmuxM55jWzqurXNxMCHezjm83Ko5UGHdnWp7NutNn6XAIcpzRmGMoWmYhsJ2GJEVJb5jENgm602f1YbHpX6fC7MU09RJ1Yiua/P4So9KwOYs5OWrW7Rdm45noykKS65zbetUIEkKa0GDCtgIZ5yfTfFUla6q0FMUlm0PiVquwVY1Hun02JzP+cLVy3Rsm55uMI8j+lVBfzbiaKNJ27B4bdLnvzt0bLezuXdNLCRyfN/nyJEjZFnGYDDY5cBJkrSLR61Wa1dC4L3UGf96waOvaRK1GPlfTMUtkpe9Zpd3EzcmQUIIXn/9dS5fvswTTzxBt/vOKq93ozO1aJlPp1OWlpZYXl7eF4G8yAt+4x/8Ll/4g69gODqu6RIOQxrdgCzJyeIMr+0STeYomobdMCnKCs02EYoMSKRpjmYZCCFTVhWqqlCWFZalkcY5mqmhKjWgKZrCeJpgezqKpKHqOj1DZzKb49kGSZ4znU7peLXulKGpHFltkZcVhqbw4FqHKMsp8pLVtkecFWyNQmRNpuc79KdzJklK07PoBS4H2gFLhUtalgyjGEOrq8ZhGJNXFZ5lUOQxnqay1m4SFyVvbg3xbIO2a2NoCkueiyxBWlWM5jGWrmFrBlGec2k6wTN1DgQBB691liZpyulhH1vXWHYsRFWyNZsxzDPWbJuu7fB0d4kSif58xlYa03N9ZE3lrfGIrCr5f5x4ahdc9o6pLxIqIcSuCKMkSXQ6HbrdLpIkMZvN6Pf7u2PqC3PgTqdz13ZEdxJfKw7CIn74h3+YH/7hH77pzz75yU++7dh+FLTfjTh//jxvvPEGDz/8MAcOHADuXXEc3o5He+VUnn322Xfcdrmd1tOtYjgccvLkSTRN2+Vy7e2q3ox8+5lP/TGf/72vkGc509mUKhP0VnpkSa1W7rc84klEXlRopo5mKGiWSVUIJFNB1hQqAWUJkiohEGRJrR1Vr/u62NMMFUWV2RnPaWsuk2lCq+2gahq6oaJqUypRYJs6WZoynVSkhSDTZXRDRwiJogRTr4diJFlGVZW6A1WW5FWJrigcagdsTkJevbSNa+mstnxkScZQVTRVRghY8V2QYGMacrG/iecYOLKgZZkc6nWJi4KzgxEXh2Nars2K77LsOSx5DmlZcXkyoZKh5zpoqswsS4nyjJ7n4ugaD7VaPFA1OT8e8VYyZ8l28EVFGibsZAmWrrHmejzgBTwQNOjPpvRnc1qeyyOmweVwyss72zwYtPjuQydoWHWiscCgxXfljXikKApLS0usrKzsGpYvvOxeffVVfN+n3W6TpulX3a9uv3h0vyxf3m08+polUUIIzp07x4kTJ66zMbhXA+HFNRaAkef5rqHms88+u68Fc6egtZiqyfOclZWVt40M3yrCUcg//pFfZfPSFmVR0Ww3GW9NsH0TUVWMtsYEnZqrY/k2ZSVIohwrcFA0laKSKEWJYRkUlSAvczRLqytGRaasQFZkZBmGo5hWxyVJcxqNWhVYIJFkMVGSUAoF3/eZ90PyrMRVKja2J2i6TNO3GYQZiq6wvtQgjnOSskRWZCxdZaXpUgoBQrDa8ljG48poyqmLWzQ8k67v1urmSt0+L8uKpm0hIdgY1h2oXtMnLSpsTeN9q0uUVcXmrDYb7nkOlq5RlrUqsCEryICj6jzc7jDNMk5t7ZBWRe2757o8tbRMIQR5VVIpcMR26GUZF2cTLvV3aOsavqoSlwWpLChlmZZu8v7uKpqi8IHe2601ZFm+bntl7397vyRt2+bw4cO7irx7K8KqqjAMg62tresqwvsZZVne9rr3g4Pw9RRFUbCxsfE2OZX7kUTtvcZiHaysrPDwww/vK6G+Uzy6dOkSp0+f5uGHH2ZjY+M6YvpN/e/mCb/xD/41516+yHQ8QygVCiq6riArMuE4xG95lGVFmua4DRtZU5ElmThMcNseQpEoihLZUFFkmawokFUFVVVJkxzD0hEy5EmBpNZ6do3AhmtUgaoUbPenuI7CbJ5iOTbdjsv2aIaiKFhSwcb2CNvUMC2dza0I1zUJfJvL/SnzLOXIShuBYBzGGKZK27dZbfl0A5c4zxjPEzRVxjZ0dmZz4qIgcEx82+BA02fFs7kyGHJ1nqPEOb0Kln2Xx5a7VAK253NeubKN75h0PQdbq31AJQmKqiJOcxxNIzAM+nHMqe1tTE3lwXaLo60Wh2lSlCVhkePpBg3JYxhHvDIcoMgyPV1DBRRNY5rn2LrOQ40WK47LKE34ngf/bHvpVgXe4l3f2KXyfZ9Go8HRo0dJkmQXk0ajEbPZjCiK6HQ6NJvN+76997VOot7t+JpO533wgx98Wxa4eIFFUeyLGHezWHSSFuRux3F49tln78j/br/AubiH67o8+eSTnDt3jsuXLyNJEt1u95ZTXJvntvmln/gXbF7dQVc0Vo8sk84z/LaHEBVFlrN0qEMyTxltT6mKCtXUaK60EFRkWYlQQDN0sqxE1hQUVSFNCjRLB0kiz3JUXQUkmg2bPCsoq4osKZhFMbohM5vHLC23KAWISrC2FBDnOYahEAQeszgBqaLjC+ZJxvbOEN+1MHWDq/0psiSx0vWYRxnDKMZzTZYaDuutgOWGR1wUjOcxiqzgWrUNQ1LWRsd5GhFYBgd6HZKi4Oz2CMvU6okYXaPnO/SQao7APEZXFRxDJ60KLk1CJAkOtZosOQ5LrkOYZbwxGLA9j1gPPBxdJ8xzLk8mrDVqU+OO41CUdWdqEke4ho4lKq4OR7wm+izbNt9z7JHbJvA3JlQL8LpZl6rX6+1Oh7z66qvEcfy2irDdbt+zTsoi9qsT9fXgmH6/QtM0nn322bcdfycvz/3GIom6cOECZ86cua7TdSfn3y6EEJw+fXpXY6rVarG9vc25c+eI45her/e2Nbbx1ha/9vd+h3SekiQJlVRgWw66oqNoClmc0VxqQCUo0gK/7aKo17hQAky3JplXeYliG6DIFIVA11VyatVxWZZJ0xzd0nFckzBKsTWL0WSO37DR1ZrX6RgSoqpYXWpRCFBkCcc00Ey1ngzWTZAEslTh6DJZEhFJJSsNEyG75FWFqsqstX22J3NevbiNZaqsdxoosoyuKuiqUquIBw6yJLE9nfPKxS0cS8dRBF3f49CyRVqUnBuM+MpoStO2WGl49FyHnmeTFhWXp1O2ypIlvy7wkqIgzHIaioGhqRzwfNZcl8vTGS9sbNKybVZ9D0WWGMcxAsFaEHC42eZws832ZMhWFKOpCm5RkRYFL85nmKrGsWaLpm7xcOvWOyg3w6NF1/xGGYuFkPPa2tru8BPA2bNnieOYRqOxi0kLH857if1yNO/GIeS9GO/adN4i7oUDsAhFURiPx3zxi1/k4MGDHDt27I4Wwn638/r9Pi+88AIHDhzg2LFjVFXFgQMHcF2Xfr/PSy+9VJv4XvO/a7fbqKrK6S+9yT/50V9BNiVUIaMrek1WnkS0V5tM+iG6qaEB4ThG0xWC5YBKULuhCwlJvsaFuqYdVQFIdfcuzwp0S8UyNcazhMBQmUzmtNouUlmLcEpxSVlWaJqBLCmEUUKUZvS6PoPhHBTBUsdnGqZkZcX6UgNFz5hGCXGWIWcJniYhqyppmtNyLVqBw8ZwyqkL29imxnonQKU2DdU0hbISBJaJLyq2R2NGeUmnoaNmOaau8uhKlwpBfx6xMZ7RCWrdlVLUI8u2piIBpqxyuNEgygvO9oeMs4Rlz2U98HlsqZ6cKaqSLC9paAZep8vVecjZ0WWWXJumppGlCUJVkXSdJdthmYo4TZmmCb2tIV/84hfpdDp0Oh2CIHjH9XMnVaGqqjQaDY4dO3ZdRXjhwgUURdnd9ruXinC/4nbfSKKuj5vh0c1sX+40ZFnmypUrRFF0x8LBi/Nvh0dFUfDiiy8SRdF1BPKHH36YwWCw64GnaRrdbpdOp8Po4oxf/vHfwPFtBltD5mHE6qFlwlGE5mkUeUE0jWkuBUwGMyRJQjdtBFJNIpdAVXSyvMB0HSRJJstyJE2lEqDIUAGKKpOnOQgIpzFOYIEEtq2jyDKDcYigoEKiQMFvyIz6IWam4TkmG/0pjmvgOAZXdqYomsxSu8FGf8rFnZBOUCAoiUsJw1BpN1yWmy7dpsM8rTlQqiLjmDqjeUyY1VN9vmWy0vRo2Qbb4zHb85ztZEzXz1ht+JxY7lAh0Z9HvHplG9vSWfIdPMtgPfCuWbxUhHGGpsosOQ7TLOWtwRY5FQ932xxsBBxo+ORlxSRLQJJYdX3isuB0f0BWlvQsHUNA1/fJqorAMjAkmeUsY5LEzMYTvr27yrlz5+h2u7fdhr8dDWGxlhbr3XVdVlZWOHbsGHEc72LSW2+9ha7ruwlVs9m8K7eF/XI076SweC/H1zyJutmxe2mhCyGYTCYMh0Mef/xxVlZW7vga+wGtvaadi33nqqreZvg6mUzY2dnh7NmzvPzyy1z6yhYv/rvToAocy0VRVBRVIU9zGks+eVZge1ZtvZIWtJbrY2mU7VZ9tSu6TJmXyJpGhUAIkISEpsnMk7oDlRUFvm8iAYauUZUVW1sTLFcimhd0l5q4mkISZ7QCGyPVqErBgaWAKCvIi5L1XoN5mjMJY1zHpNvQuLgzpqwqllsu8yRhezxH0yTavkXHMegFDnFRMgpjBNBwTMIkI8xybF0hSyJansO67ZBVBef743qyxbOxDJWmbdO0LYSA0TxBksGzDMpKcHUyIStKDnUatG2TjmPVXazhiJc2tlkLPALLICkKLozHNB2bNd/j4WaLY40m27MJ/VlEy3PpmiY7cU3obFkWB3yfQ16X//6bv3X3i2cxubFIbjqdzm23ym5VFWZZxng8ptfrkWUZqqqyvLy8u0bH4zGDweCeK8L/2trn9ytulkQtsOhu6QVpmjIej3eFg+/Gpf52eLTgWJmmyTPPPHNd4mcYBmtra6ytrVGWJaPRiJ2dHf71L/0BJ3//VVRdIx0mVKJiaa2HJMnYnlXbShV15ynPC2zXqs3L84IiylB1FcOxqMqaTlAhyKIczTHI0xLVqosmWYY0yTEtDSSwHIP5PEO+xs8M5zGKVCCpKs1mQFqWtclvy6ESoKkynaaLkASGqrDeC8jKCkmSOLTSZLnwmacZyNCQoT+dc/r8NooKq20PXdexVBVNUxAI2p5NT5YZhBGnLm1h6SquBr1Wg4OmQVaWXBiMee7cVTzHYKXp0nZM2u4aRVlxdTZjYxKyHLi4pk5WlsR5hiIbaLJMz7bpOg7b8zmvbu5gGTrrQT14kxYF8yzDUHzapkXHtOiPx/TThExXWdF0bODceMw0SznSbOL7Pm+MB3zngw8zHo12E5sFFrVardv+rd8Kj8IwZD6fI8syWZYhyzKGYbC6usr6+vruehkMBpw5c4Ysy66TddnvWr4TjubXQ7zriuXA7h/wnUZZlrzyyiuMx2OazeZdJVDwzqC117Tz6aef3jXtXJy3F2glSdo18Tx69Cj/8n/9fT7/W8+j2xrIsHNlQHutSTwvEZWg0fGZ9ic0egHRLKLMS9ymSzKvLRIUTUXRas5TJQSqbZBmOaqp1VMhmkyWFViWRllVaLrCdBzjBrUieCUqDF2gqzqdtoum1g7rYZRi2hppkjNPUpZ7AUmcEWYZSx0ZTZZRZJmiLHENg6MrbdKipBAlrYZHt9NgazjjYn+OLIW0XQ1V01AUBcPUKcoKQ1HQTRjNQiZ5RaVVoOY1WX2pjYRgFKec3x7T8m08U6e8JsRnKRoKtfbUwUZAUpRcGc8YRBFtz2E98Hio26IoBaWoyPIKU9F4uNNjZz7nTy9fxTcN2rpGVZZIqsosy/FNkyN+g0NeQFzkzPKc7/mmx9B1fde3cG8ifP78+V03+wWI3W4Lbm9n9ZVXXsFxHA4ePLgrgri3KlzwFo4dO0YURQyHQ/r9/h1XhN9Iou5f3AtHczKZcPLkyd1k+W4SKHhnPFoQyFdXV3nooYd2vyDh7QRyRVFoNlt89l/8KWf/6DKO65BkCbNBhO2bzKYziqSku94hHIZoZm0+Pt2Z4bfrtVJmBaqmohoas0mE3/WBWutIt1TSOEN3alxSrlEJTFNnNIpodBzytMC1dSoZwnnMbB5hezaTMMf3K8ajiALBUs9ne2eKosp02i5XdiYUkmCtFzCbxQznCUttF9cxqEqBjIRm6BxesTlQVYznMZMooggTLF0mFxJxJQg8q+Y0+Q6OJjGezdmKC3au9Gl6NmttjweX2hxFMIlT3tgYoGkKS4GLbxksey4916GipjfIskTPqXWnXtvqM8tSjnXbLDk2y55DVpaEaUYYZ7QMG183uTyZMNxO6BgGDV2lE/hEeYEQAl83eKKzRFoVREWBKav83088wYOHD8Phw7uJTb/f5/Tp02RZRqvV2sWj262xBR7FcczLL7/M2toanU7npuR0WZZ3r72YPB8MBuzs7PDGG2/sW3z4vzY8ek8kUXfTiYrjmJMnT6IoCkePHmUwGNz3+99o2qnr+jtOvCwiiVL+t4/9GudOX0QzNNrdNkVekJs5eZaTxAmKrjAZT9FdHVEJVFXFdkzKosAJrDop0evpFlQFzaiNPFVDI4kyDMegKkp0XWU8mtPo1lIBtmOgKjI7wwmSUlKhkGcyvq0yHEW02g5N3yaKMpq+hWlqhPOUhmdhFTqDYYTt1DYKF7bGXMiHHFprISExCmNMUyPwTNY6ASsdn1mSESYpszTHNWuvq7QUWKaKECWB57Ky6CqNapPPtm9j6iqOoeOYOhIwizNK6um9CsHmdM4gmnOk06RpW7Rsk6ysuQkvX9lipeHTcWxyUXFpMgEkjrabHG42ONTw6Y8njJIU17E5aJpM85QXNrcwVJXDjQBNkRnFMc+url337vYmwostuH6/z87Ozr6rwjRNd7l5C+FVeGfuwiKRW11dRQhxRxXhfjkI7Xb7HT/zjfizLZE75Wgu5FSOHj1KHMf3/Aw3w6PF9OfCnH2xjhZfgDfGuD/lF/+XXyeeJaRRRiEyNF2n021jujrzWQRIjAZDqkKABiIBt2mDDHmSo18r5qqywm/aiKqilGVURSLLCkxLJ7/GiZpME/yWTVmC37CoKkGaZGiGxvb2BE2vsGyLwHdx3DpJ7XU8krxAkWRWez5pXqDIEgeXm6RFiVTBctuj03SYRinTWc3DnKcZZy7sIKvwwFoH1zZRNRVZlSmrkrzIccuCaTjn0vYY01RwDZmVTos1XaOoBJeHU148t4lj63QDl5Zt8v5DqxRVxU4Y8cbmgF7g4FsGhRCEaYaja6iSRMuqMWkcp7zZH3JxPOFAw8czDfKqYhBHKLJE27F51OgyGo+ZFAWTErpComWabIZzXppv7QpyTtOMF7a3+PFnPnLdWljgzfHjx3f16ra2tnj99dexbXuXOnKrxGY2m/Hcc89x4MABHnjggd3vrXcalpHlWpLi4MGDHDx4kKIodpO5V199lbIsr5N12Suu+V8bR/Nd386DO0+iRqMRJ0+epNfr8cgjj7C5uXlPPIb9mHYuOgm3E9AcbU34pR//dc6fuYwiZJbXl5gNZ+iWges5DDZHdJe6xFHMpD/FapgMtgY0Oh5Xzo5Ye3AFTVdRNZWiKFF0HUlXSPMczdCoRN0in4UJbsNGAG5gkyUFWVmimzrT8RxFLrAdB9O2KMoKVa6Ng0UFkoAkybHM2g6mKCryvMTUVXzHBBlURebBAx2SvCApCmQJVto+4zDm9PltkCUeXG/jGHpN3pRE3UnSC6w8Jc1yxmlBlE/xbAPL0FkOHFRVIcoKrgym+LaBZxs1p6ks0VUFVZIRwJrv0nYstqYhp7f6Ndmz6bHqeyxdqwyrskJXFB5qtRnGMS9vbKFpCh1dQ5MlFF1jez7H1jRWHIdlxyUtCsIip5Lgex9+FOU2e/emabK+vn5du7vf7/P666+TpinNZnOXc2JZFkmS7Np5PPLII9eB2p1wF5rNJq1Wi4ceemi3Itze3r5pRbhfDsJCO+UbcevYayC8nxBCcObMGS5durQrp/L666/fVzxaSLZcuXJll0B+OwHNjbe2+eTf/TRJlDEbTSnkAl01UFFxAovJMMR2bGRFZtKf4rVsJoMpaTrDDgymG3OWj/RQKoXR1RGttVYtZaDJqEo9gac7FnlRougaaVrgB3Y96GJozMMUr2HhuhZZmoAo8LyA4SghswuSrGA8jVhdbTIeR2TFlJWVJpNpwmRjxMG1NmlesD0OaTQsmg0HTVWQhUwloOFaNDybWZwymETkZUW3aZOlBeMowXF0LNvB8zyCcEqcFWyGKTvhJr5tsNxwOdDyOdRtEKYZb24OuKpM6TbqpKlpmzQsEyEJ4qxASLDsOKTXRIHHScJq02fd93n6wCqlqIiznFmUYhsah/yAzTDktZ0BDV2laxk0PJdBklAUJYFhcKzZ4kijwSxLSfOSNcfjfZ0eDzZvTriWJAnXdXFd9zq9up2dHV5++WWqqrqOhqDrOtPplOeff55Dhw5x5MiRt62z/Q7LyLJMu92m2+3uOnQMBgM2NjZ4/fXXd+1oms0mQoivmdjmeyHeM52o/W7nLcZ5jx8/zsGDB3fPv1fQ2nv+Yix5fX19l0C+nwTq/KlL/OwP/TJCLVCEjOM79eRdWWJrCnleYjkWilZbJ3RW2miGhibrSLKgdaDBeDpBN3TMssD2PIQEVVahGzppVqIZ9XUc12IeptiuSRrn9RZepTKLIqI4xvU9JqMU07IY9EP8hoVtaQwGIa2mReBYDMdzfM/Cdww2dmZoukqn5bDRn3I+TVnpBdimRp6WyKqMWlZ0A4dOwyG8Bl5hkrHS9lFVmSTNKcoMRInneTRbGhIV25MZg/kMW5OwDA1ZVeg5FoahkWYVaVXimyYg2J6GXB1POdBpsOy7BL02D4oWO2HE61f7tXqw5yCE4Oqs3uJ7eLlT67m4Dv3xmKgokBybZcMgMHLe7A8pJMGRZgNH15llKRdnU/4/f/6/vaN1srcqXLS7d3Z2dqtCy7LIsowgCPblA/lOEzZ716NhGKyvr+9WhAuhz0VFuOhcua57S7uFrycOwv2Ke+Vo5nnOSy+9xHw+50Mf+tDul4KiKGRZdtfPtReP9hLIP/ShD2Hb9m0TqLMvXOCf/o1PEnQ9JoMJ88mc5cNLzEcRsl1zl4q8rKfxkgzDMjCMushr91pkWYa0JBMncW3B0nCJkwTNstBkhSRKMRyT+TTG9m2KrEA3dMLpHLvhIinX1nQpuHypj+urWKYFyCwt+SRZQcO3sKy607e6FJBmBQjBSs+nXdTbYp6j47ltBrOIq1sTWg0bkDh7oQ8KHFlr4ZrXijgERSVQZImVpkeSl7x1pTZUtw2F1W6LlWWFLMvZmEw5fXWAoSkElkbbc3h0rQOywiROOLc1onVtG7CqBJMoRlFkXF2nYWk0bYswTXmjP2R7Mmet6dGwTQpRsTmd0XJtln2Xo80GTUkikyRSIaEUghXbZZjEfOnyFTzT4GAjQAiJs6MhQoK/+5E/t+91ciMfdzqd0u/3uXjxIqdOncJxHOI4Zm1t7bY2RncqoeA4dYJ6M/FhgDNnztDpdG5qR7PwqLyV4Ox/afGeSaJuB1oLbtLGxgZPP/30deOR9yOJWoDeXtPO1dXVfSdQX/53L/A7P/O/U0gZlmJh9SwQkMxTmt2AOEyQJAnbN5nsTHGCGhCmOzMaSwFxGGM6FrYjyNKUUlT0RwMkWcXyXcp5itfyybIc3TIIw2RXnbzMC8qy5OrlAXag4roenm+jmzqKItFuuyBLtWSApVMhYWgKtqEjhMDQNVZ79USJJMHB1SZ5WREmKZMwIfBN0rzkzfM7CBkOrbVwLR1D1yiqiqwqmc4TqjJDkaGQdaK0xFUUZFmiHXj0FImiFOxMQ8hzdDlnHkFc1RY2vlGbgq75Pm3HZnMa8qVzl/Esk5XAxbd0Hl3pIgmQqacVj7aatG2Lc9tjzsoj2oaGramopsW54YgDjYAVz6W9ukpWlaRFQVUK1h2fI36Ddd+/6zUjSRKO4+A4DocPH941lNV1ndlsxh//8R+/rSq83RqE6ydFbyX0ubiuJEmEYchzzz3HcDjk0qVLtzQojaLo66by+2rHfoq6MAw5efIklmXx7LPPXjd8cK94tFgDCwK5YRi7BPLFc90Kj5779y/xe//kD7F9k+l4Sl7m9A50EYXAa7lUZVXLGPQC4lmMqqtonsZoa0Kj5xNNI6pS0Ow0iaYRVstCyBDFCeQp0lzDcl3iKMF2bWaTCK9ZOxMYpk6WZCDLGIbKdDbFdVVarSZJVlIWFZJU0d+esbSiEKU5/dGMtfUWSZqzM5qztFwXZMPhHMPS6bQdAsfCMktkScI0VN53dIkwzRmMIuZZxmo3QJZhFtWK45JcYWgyq76OQGaYlbxyfotmYNMJbA522xzstoiynPM7I4bbYzxdxjE1NE1lPXAxDI2iFFRCsOz55FVNQO9HtUnxoXaDx6/p22WiIkkLNE3hWLdNP4z48oUrWJrCimvj2jbT6YxClPiGzkE/4IDvM89zwizD0XWe7C4xSVO+/fCRt73T/YQkSQRBQBAEHD16lK2tLV555RVs2+bq1atsbW3tCgS3Wq3bTgLfqsC7FZdqYUeTJAmf//zncRxnd/t5r6zLInG6X3j0iU98gn/0j/4RGxsbPProo/zsz/4sf+7P3ToR/aM/+iM+9rGPcerUKVZXV/mbf/Nv7lrE3G28J7bzbjdWvFfc8tlnn32bXPzd2rYsYgF6e00734lAvjeEEPz7T/0Rv/Pxf4PpGzi2SzSJ8Roe0/6sNigGolmC33Z37RRUTSWZp2i2jkDU/2/oqIqM6tqoukEpoFJgHqVUUsXmlQi35VEh0HSFJKrFNh1HJwxDDEsh8AN2dkJM2yCcJmTjiG7X5+rmGMe3cD2Dq5sTbMcgaNhc2RqTVyXrqy3mUcpgIyLwLbodD11Rrv3bClzL4H1HV4iznM1xyPkrA5a7PoFrIZUCihxVkTBsmwowNYUkL+lHCb5rYskqQlQEjoWuKUhIxFmGIUryPOfC1g7jrMSzdB7oNXmw2+Jot8ksyTk3GGKZ9bixkODqZMZmGLLW8FkPPBqrJqPRiFKSMHSLwFDxtC7nJxMujiccajZo2AbTNOPcZIRnGvzND3/4rtfLjRFFES+88AJLS0scP34cYLcqvHTpEqdOncL3/V0Qu5Wv1SIW4LUfoU/LshBC8Nhjj6Fp2u648l6D0oVP5f3oRL0XQOurHbfDo4XzwoEDB3jooYfe9i7vFY9kWWY+n/PFL36R5eXl3TV1OwXy//DP/4R//8n/jOkYzGYz5qOY1SPLZFFOHCV0VpsM+zMMWwcE02HI8uEus+EcVas7EJP+jKXDXfKk9mszTRNJlfENnSjKQZdJkoQSwWQ+x3JtwkmM5dsgSeiaSkXF9s4QWVfxfI/hMKTV8ZiGKaapsbbWJMsLgsDCcQ2yoiRwLVzXJIxTKllmbblBfzzn3MU+zaaDaWpc3BgjKdBr+/iuidFRycuSQgiSLCdwTGRJ4uLWmFLUnax2y6Ol1h6k4zDm9MUdHNug7dt4tsHx1VpmJc5yNsYhWpFjKDnzSBAWFYUQHOg28S2DhmWSlAXn+mNOXthgtenT8WzysmJjMgNZ4oF2g1XPxakKZF0nlWSyvORgEDBJU168soWqKRxpBWiKwiCKeX0w4EiryQdWV7HvUitxbwyHQ06dOsXx48dZX1+nqirG4/EuQTyOY5rN5m6Bdztc2G+XSpKk3am/Bx544G3iw5cuXSKOY371V3+V8Xh8z1Iin/70p/mxH/sxPvGJT/CRj3yEX/iFX+A7v/M7efXVV3d3qfbGuXPn+It/8S/yAz/wA/z6r/86n/vc5/jhH/5hut0uf+kv/aW7fg5JfA09GaqqIs/ztx1/6aWXcByHo0ePvu1niwo/CAIee+yxm2bQk8mE5557jm/91m+9q+c6e/YsFy5cQNd1nnzySUzTvI6f8k4WLr/6dz7NqS+9RpGVNDtNqkIgK9IukCqKQpkXqIZGmddaTYatE01idEtHliXm4wiv4zLemWJYBm7bpSgqVFOnEtI1tXJBJWAyjZEtqdaL0jUsx6S/PcNpmGi6iWEZqIZKUVVopkaSFRiWTl6UFJXAtHSysiAvK0xTRVJkkrxAALqugiQxnMwJ04wgsDA0lQtbI1BkOk2nVh1GkJUVSZYziWLSLCFwTFTDIi1LHLvWwUryHEWR0TSFeZpTiArXqpPG4bzWqVrt+Ni6RlWVRGnK1UnIMM0wNYUl38a1DCpJohICS9dQVBlFkpjn9TZdWpW0DY3AMihVlQujCaau8lC3ja7IpFVJeW3SylAV8qrkrfGY/+Ov/s9Y90E9fD6f89xzz7G8vHxLfbI0TXenXIbDIbIs7wLYQktsv3Ejd2E2m3Hy5Ek++MEPYhjGbsIvSRLT6ZTNzU2+//u/n9OnT3Ps2DH+6l/9q3z0ox/lfe973x3/rp/+9Kf5/u///utA65d/+ZffEbQee+wxfuAHfoAf/MEf3AWt3/zN37wn0LpfUZblTTtOn/vc5zh27Bi9Xu+640IIzp8/z5tvvsmjjz56nfPC3rh8+TIbGxt84AMfuKvn+uIXv8hkMuHEiRP7IpBnScanfuq3ufTaFcJpRCkVUIFl2ViuSRqlKIpcG5iXFbJc8yBVre641WsGyry2d8niFEVTUfUaH1RNpahAVhWiOMMObCpJIsvqv9mKChSZJKlodDzG4xC/5WJaNoqhEic5lmMwGM4x7VrUc6cf0ujUHMntYYjj6AQNm3EYIyQI/Fr2JckLKkBSJAxdIc1Krg6nzKKU1aUAx9aJs6LutGsKeZkTRXNM0yTMBTuzOa3AxncMbMtAlqCsBJvjkGEU0204eLZRW9aUFZoi1X6kZU5ZFMRZxiBJmRUlvqWz3gxwLZ1CCEQlyESFqsjIkkQ/jrg0mqAqEmuBi+fYbIdztsOQB7ttWo4NQpCWJXFZE+gNVWUYR2zO5/zSd/33nLiNRdntYjAY8OKLL3L8+HHW1tZu+pkoiuj3+/T7fYbDIZZl7eJRs9m8I5uqG2kIW1tbnDt3jmeeeeY6LFrw/M6fP8/HP/5xPvWpT6EoCh/+8If5qZ/6Kb7t277tjn/XZ555hqeeeoqf//mf3z124sQJvvu7v5uf/umfftvnf/zHf5zf//3f57XXXts99kM/9EO8+OKLfOELX7jj+y/iPZFEnTp1ClVVdyuuRWxubvLyyy/vZrW3SmbCMOQLX/gC3/7t337HzxRFEV/84hcRQvAt3/ItuwTyWwHWIuaTiH/2t3+D03/6BrKq0F3pMNyc4LccJAnGWzMtm2m3AADZlklEQVQ6601mo4iyKGguBQy3pjieiaLIDLcmdNdbzCcxiiqjmVqtDHzNnkXWFNKswnRNygoUXSUtShRVRdFVhoMQw1EJowRJk2vSeSWjWwaqprG9M2X1QIv+MCTNBSurDTa2JxSiYm2tyc4gZBzGHDjQQpIktoczTEun2/EQkiDNK5BBliVUXSEvKy5vT5glKb5nstYLKMqS8XSCqmsoukGU5biWjqLIhEmOpisYukpelUyi2jfKdYxankGGQgiG85jNSe2I/uBSq57OqypmcczWbF5XqZaKputMs4LtOMK3DB7otlAQDCcTVE3Dsm30awKfbw1HDJKY9YZP95qy+bnRqPbbajc41m7x9771v7njtXJjLLbS1tbWOHr06L5G4hdV4QLEoii6o6pwbyymbhZ8qQWgLWLRkpckiUcffZS//Jf/MhcuXODxxx/n7/ydv3PHv+97BbTuV9wqiVqI9u5NkhaSFaPRiCeffJIgCG553Y2NDS5cuMCHPvShO3qeBUn9/PnzLC0t8U3f9E235T8NN8d86u/+NqPtMdEsJqtSKCRc18GwdYZbU5pdjyzNiaYx7dUWw41RrQ1lqIy3J7RXW0wHM1Rdw3J0smvTv7KmUOSCNMmxAru2lVJlilKgOxaSIhEnBYqmgiIxT2KyIidNBY5vMh5nrB5oEacFkqLgBibTMMG+ZrA+CWMMW8c0VIaTiEIImk2b2TxlZzjHdnQ6XY/BKKQQ4Hk6QVDvQmRlSZwVzNMM3VBxTI3t0Yx5mtLwbTzXQdMkJKlOxN7aHKLpCu3AxjI0JEVCQqKiYhylCAS+YyIQDOYx29MZh7ot2r6NJARxkrAxnbMVxTQsjbZroWgqW/OYYRRzfLmDqynMZlM000IoCsgSpqYyS1POjcYgSRxuNbANjY0w5MpsxrLnsOZ7zPOMf/m9/9c7Wi83xoJgfuLEiX3L/Sw4lgs8KoriOgkF0zTv6P4vvfQSJ06coN1u7279wZ9t+0mSxHw+Z21tjZMnT/LlL3+Zp59+mqeffvqOftcsy7Btm9/+7d/mox/96O7xH/3RH+WFF17gj/7oj952zrd8y7fw5JNP8nM/93O7x373d3+X7/me7yGKoru25HpPbucJIXjzzTc5f/48jz/++K6Fxq3ibgXyFporvu/vJk774T9tnt/m4z/4iyRZghDQaAZURYWs1KriSZziNG2EAM1QsVydPC3wAhtJlijygvZKozbrNFW0a1IGSZShmzqqqVOkBbqhXdNhsRCVoCoqkCpUScL1TCazGYqi4Touw1GIEyhMhlNMVyMIdNIkY2nJJ80qJFlwYL1JmtX6JKsrAd3CI05zFE3m0Hqb4Tji3MUBpqnSaXsMxnOyssJxdZqBzYPrbYpKMJ7HXN4cMY0iVrsBnu2QFgUN2wRZYp5kFGWJp+hUlYAKOq5NIQQ745DN8YwDvQadwOGQEbDe8tmahLx6aQfH0llpeliGQeBAWhY4hoaKQKPClU0GacmLFzdpmyotz0EoKqe3+pSS4IFOk6OdJgeKACSBisSSbdO1LbbnERcGE/6XD7/d7uNOY+/Y8M06qLeKhRbL3sm7BYC9+eabGIaxu+33TlXhIoE7ePAgDzzwAPDOEgphGPLd3/3dfOQjH7np9W4XWZbx3HPP8RM/8RPXHf+O7/gOPv/5z9/0nC984Qt8x3d8x3XH/sJf+Av8s3/2z8jz/KviI3g/4kZO02LiciGgeSvy/q3O308URcFLL71EGIasrq7uXuOd8Oji6Sv80x/5JG7gMNwak5cZ7W6T+SRBNVTyrETTa3uoMspwAoeyKDGcultdFhVB16coCizHRNEU8qxEVhWKUqBQURYVlmuQzhN026S8NjFc5AWarO9KpKiGwnQQ0llt47oyqBINWWY2myIpCgiVqtCgqieDXU9GQiJLckxTw3MN0rxCCGg3HXzfIssLsjSn13YRSFzaHHFpY0IQmKz0fAxVQZENZFVmHidIVc5qy6cQEuevDAh8C881UVWZ42sdJBmmccbF7Qktz8K5RqWoKoGu1vp4SBKrDY+WY7E1nnN2a4DvmKy0fFY7TbqlT1kUFGVOESV0ZHAci7ObA2QZ1po+tq4ziBIuTsZ0PYfDrQZP2StkRa33JwMPBA1WHIezwxEXh1N+4INP3tF6uTG2t7d5+eWXeeyxx277fbk3VFWl1+vR6/V2p+52dna4evUqp0+fxnXdfTk5LBKovfe/1bDMZDIB4KGHHuKJJ564q9+33+9TluXbftelpSU2Nzdves7m5uZNP18UBf1+/651Jt8zxPIFsXsvmHzoQx/aF4N/sVd7J0nUgvT28MMPoygKb7zxBuPx+LaWH6998Q1+7f/924TzOZZh0lxvUmT1H3uj6zMbhtiuCZLEaHtCsxcwn0bkaU5rucH2xQFu00EIiZ3LA9YeXCFLM7K0wLQNZEUhHISYgQVlVVu9xBm6rWNaOtNZgpAEW5sjltbbyIqOZqm0ZA/TMsgzGUNTSLKcjY0dmh2TopSZznPWD7apKsH2aI4fWDQCiywrycraSqbTcvB9k7ysyPOCVmCjKDJX+1OubEzQLYXD6x0cQyFPBI1eEyErXN4eY5s6zcCiLAWmpuFaBmlR0J/NkSSJ1baPralYDZW2a9OfRTz/5lV0TWG55dHxbLrXTJfnac40TGp/K0OnH0ZcnUzxHJNl32FFL/DiBEkSVFmOZcq8b6lDP045fbXPSsNj2a9V1E9v9RGyxJF2A9fQ8XODJ1eX97VGbhXvNDZ8p2Hb9q4WS1mWu8rpp06dumVVuEigFrovi7gVd+FTn/oU0+mU6XR618/5XgKt+xX7KepulFPZr4HwnSRRcRzvDiU888wznD9/nvF4vGsafbPnfPE/n+J3fub/QDdUppMJQilpNWs9t2YvIE8LQOA1babDENu3KPKSSX9Kc6nBdBCiqDK2b7JzaUh7pUlZlAw2RrSWAkzNoCwr4nk9km8HNlwzE5ckqMqKqqyYzhJ0W2Eezml1m1imwXgcoRk6pmEy6M9pLZmMxjGzsI/jqiRziTCM6fQCJrOE8+d26HY9ZEXirbd2UHSZg+ut+v5JTlkJPM/g6IEORVUxmadsbs8oRMVS1yMMIyZhTKPhomk6ihAcXW0hZImt0YysFLQDG8NQUVWJ1aZbb/0VFXlZ0bTNWptuHLI9CWl6Foe6DY6ttHhQNJkmKRe2xzi2Qdd3QK07UDvziCXfpq0rmG5tCi9nOakk07NNGuYSb/aHnJxvcrgV4JkGwzjh/HhM27F2B1/eHI747449uO/1cmMsSOTve9/73rYFfSchSRKe5+F53nV8pn6/z8mTJ5Ek6ToawqIIWlie3ZjA3QyPiqLgH/7Df4imaTfdlbqbZ94bt8sBbvb5mx2/k3jPJFFFUVw3jbIQt9xP7FWJvh3I3ai50mw2iaIIz/N21YZ7vd5NOwGf+9d/yq///d9B81V0xaDMqnprrj/DbTlURUWW5Pgtl3iWoBsakiwhBDiBTZGXOL6NbmpkSUZ7tUmWZiDAcvTaykUCr1MDZ14BskSVlwgB82mEqkrMw5BGw8PQDa5eGdNbbZDGOXle0u44zOYprbZPo+UTpzmyKjDMlMlojGkbrHRtoqRiOIoIGjZpVnD2rR0kBQ4daCMqQZRkmNcc1A8uNziw0mA8S7hwuc80Slld8um4DpUQ2IZGIQSTWUI/jFhueZiagaxprLdq24atUcj2dI7vGBxZanKo2+Bgr8EsTjmz0ac/mdfn6Rp5WbE9DelKLkuBwwOdBofaPoMw4cLOGEeV6DU8Slnm4nBEOovomBqWKnPIqyeFJAFd26Zr28yznGEcU5WC/+HhtxOB7yQmkwnPP/88DzzwwH3XXVIU5W1VYb/fv64qDIKAzc1N1tfXb9sBkySJ3/qt3+Inf/In+Q//4T/w5//8n7/nZ3wvgNZXOxZdoEWh9dBDD+2qzu/3/P14ccKfJWlLS0s8/PDDAHQ6HabTKV/60pd2xRR7vR6+7yNJEv/pNz/Pv/tn/wnTNepkazxn/ega4bC29DAsg8nOlNZKkzwtyeIMv+Uyn8QYpg6VoCwKbM+lSPfaTuU0ez4ImA2nVEKiLEoszyKNM0xXQdNU4ijHcM3a11MumE5idN3CMnTCaUKz7ZHlJbqloSwp6JaGYZrEcY5uqehJwjxOGQ+HGKZBp2UhKxKWbXDi2DLzOCMMUxRdoelb7IxCLm+MMUyVQ+ttGq6JY9WYM53NCecJ7ZaPrmsMxhH/f/b+PNqyvK7vh197nvc5+4x3qrGrZ6CbblhCEhV91BaJghpj1IQYIwET/floovxMlolGk+UUfZKfYtTlhORBMRCHEEEQRB9oheqBpruhx6q6VXc48zn7nD1Pzx/73ks33U1VDzSN8lmr/jl165696u77OZ/9+b7fr7eqSJimClWFZ5soskhRVcwWEYoqYhkqeVExXUbkZcm65mAqCpanstawuThZcMcjOzQsg75no8oi/aZNVYEsiKiyyLW9NluJywP7I+ZVyVbbpWHqjJcBj45n9b8xVU44JoUgoEoyqihxvOGy4dgMVisuzXzWXJsvP3GCpnHlx2aPrb29PT75yU/ykpe8hO6z1FN9Zj02yaEsSxaLBePxmHPnznHvvffSaDQwTZP9/X1uuOGGK9qA/diP/Rgf/OAHuf/++z/rkfjlqtPpIEnSEx7ghsPhU17H2trak369LMvPCkT8ghmioiji9ttvZ2Njg2uvvfZpidseC8j7bEcEj2WufMmXfAmGYVAUBZqm8ZKXvISqqo7gZffddx9FURxN3R/8rb/ir99zJ4Iq0Gg0yeP8YGWe0+jWVvIiL/D6TZIoRVJlVFnEn6xwPIs4TIiDBLftsPfokPVTXfbPDWite8iqxN4jI5I4Ze10H93UERUJVZMJgzpDD6Aoc8J5gt100XSNIi9Z2/AQJAHL1sjyunEnYYYgCmi6gj+LsFyNRsMlmwYkcYEkZRR5SlGJBKsK2zG4/swaUZIRxzlFWdJ0DIIo4YFHBpimSqdjo8vQsWU2uy5hVvDIxQlZWXBqo42hyqiShGvrREnG+f0Z8yDi6mNdGpaOa2pstl12Jj4ff3QfVZNZbzlYhsr1m12KqkIUBIqixNVVLK3NaBny0YcvYZsam+0GIiWODJqqYuo6uiLTtU2Wccql+YKgEGjpCmGact/OgALYbNg0TYO0KHh0Nufnvv7p6+YOazabcffdd3PmzJnPeXjmY58KT506RZqm7O7u8sgjjwCws7NDkiRPeCo8rKqqeMc73sG//tf/mne+853PeoB6ITWtz3WJoshgMCCKIm655Zanfa1Xepx3SDm/5pprOHbs2NHxh+u63HLLLUcbu9FoxJ133okgCNz37kc4d+cOSZCSVQl5VtBd7yAKIqquIOsKWZrh9RtARYVAc61GrFiuTlFUBH5Es9fAHy+xXBNFV5iPfFprTUYXx5RlRe9YG1GSKCpAECiqiqKokCQwbJXpZImkV6RxQW+jS1kJiJIIFZR5wXB3RqffICtL9nbnrB/zyLOC0cinv9nEFhV29xcYJhimxGh3RlHB+kYTy9ZRZAlJFKkq2Og12ew3mS8jLu7OCOKE45seZZFTxBm9VqPOBMxzbF3BUBXCJGOVpDi2DhWkWUFVlWgHkVIA/YZNXpYMZwFDf4WuyZxaa3Gm3+KqvkdalEyWISsqPNugrCouThaMVgEdx8QzFNZNFVWvmXeaKHOi7bHlNdmezdlZBvQrEV2EwSpgnGaYqsLJds2rG6wCPjUc810vv/np36QH98+nPvUpbrrpps/575Moinieh+d5R8HFFy5c4OLFiwiCwMMPP8x8Pn/KJIeqqviJn/gJfu/3fo8PfvCDnDnzzDdvUA94t956K+973/sep4l63/vex2tf+9on/TevfOUr+eM//uPHvfanf/qnvOxlL3tW0oLPuyaqqirm8zm+7/OiF72Ira2tZ/R9L7dC/8zQzsdSgQ8HtseuK6+77jp832f34i6//n+/nYv37aFoMnbDwh/7tPoe4TImS1KaPZfxzhTHc4CKxWhJ91ibKIgp8wJRFIiWMU7LIl7FuJ5JGqdIioSqK8wHPm7HQbc0ZE0hS4vaKpxXGJbGbOIj6RJRlNJb7yBIMlGUUeUVslowGqxYP9kmDlLSrKDTs5nNIiRZYmOzyXwWsvRjum0H34+YzSKcpoGpiFzaXXBpZ07T03BdE0EQ0bU6m8+xdF50tUmU5Dy6PSIpCppNk+OehmWLtBomYZIxXYRM/RDDUDi+4dGyDZq2QRCnDOYrHro4xjBVjvfq7dPxfpMsL9ifrxj7IWuejabKLOOEnVmdn3Vmrc2pToMT3QZxljOY+aR5Sr/ZoBAFPrU7Is4LjncaNEwd19AZLFc0TZ2tboetqmQVRSzjmMXcx1ElXtL2sMpP60yeTk2nU+6++26uueaaZ3SPPtvKsozt7e0jDdRyuWQ0Gj3uqbDT6RxtLv7gD/6A7/3e7+Ud73gHt91227N+/xdS03qu6sn6UZqmR0eXT4ZTuZK63BBVVRUPPfQQ29vbvPSlL6Xdbj+p/ukwg29tbY0kSviVH3ob5z+5XW+vZQiXGc2WiyzLLEY+zX6D5XRVk62bFsOLI1prHkVasJwHdLfa+NMFmqlSFSVpktHQZJb7c0zXIEtyBFGkvebWWkbqY33V0lFEicV0RaPXYLUIEeQcAQlJUBAqmAwWdNaaKIpIVVVsHm+TFyWGrqEbKoIo4rUsTFujEgRMU8ay9RqyKUCr3WQVxkznAaOxj+OqiJLCZBFj2jrttkXTNXAdnTjLmcx9VmGK45ioskySFhRliaGrlFVFlpeYqoJ2kBcqCQLtAxzB/mTF0F9yer2N55q4psbxboP96ZL7zg/wHIN+y0GRJSogilMcQ6NhaDT6bU53mpwfTjk/9jnWbmBqGvMo5r7dIZqqcLzToOccENYP3rcvwLEkZRFFTKaLepiyLcZJyt858fT7yaVLl3jwwQe5+eabH8dMfL4qiiJ2d3d50YteRK/Xe8p8P9M0abVa/NRP/RS/+Zu/yQc/+MGjjeuzrR/8wR/kn/yTf8LLXvYyXvnKV/Krv/qrbG9vHyFUfuRHfoSdnR3e+ta3ArWp5Rd/8Rf5wR/8Qd7whjdw++238+u//uu8/e1vf1bX8by686BuUodvWZYl9913H4PBAFVV+bIv+7Jn/H3/7M/+jJe//OW4TwJQfLLQziuNcPnF7/sNRvsjgllCd6vFchGQRglOyyYLc+yGhaKppGGCZmsUWZ2rIiBSVbWNOAkzNFMljTNkWSTPaltxVdUwN8PUyLICQRSRVRlEiThKMBsWYZAQ52ntiskk2v0m08mS9oZHHBcYlkqSlSi6TJ6XJGmB5eoEYUpelDhNkywvSdIc3VSQNZk0PbD9SyKqLpNmBePpkmUQY1oSoljhhyWaoeK4BpJYUJY5tt1gtAiZ+CFJnnF8q027YYIAWVEyXUaM/YAwTum0bbZ6DWRZpCwrxn7Io/szLEul33IwdYUgzUiLHFtT0TUFSayfeC9NffYXSxxLZ6PlUuQpI3/FMi841W/Tto36PfMCP07JqxLrIGH9wnRBVOSc7DRxdY1REHBh7tOydL7h1CY3W8pRPMJhXMvlPtAPbcPXXXfdU9raP5cVhiFnz559SozCY/P9/vN//s98+MMfZrVa8eY3v5l/9+/+3TMaBJ6sDhEH//2///ejpvVrv/Zr3HfffZw4ceIJTesQcfDGN77xqGm96U1vesEgDqqqehxZ/BCnIooiruty0003PaPvG8cxf/7nf85tt932hJ9Vnud84hOfYLlccsstt2BZ1uPAhU/Wj/zJit/4t7/LZGfKeH+KbIgoksxqHmG1DMJF/cDU6LhEixjXqx22aZxh2DpZnNW9ThTq41dRojiIkcriDEWTyYuSMitqJEKc1dEdkohq6ATLqMYaVFAIMJ/5SIqC3WggqxKSIpNmdb/w/YhSAMs12L04w+1Y6IbK7s4cu2nSbJlcujQHETZPtAnClDDKMB2NRsMgK0uyvCDNM4qy7jtpVjLxU7KqotWysYz6/0i3rHrIyXIWQUSzYWFoMkmWI0oioiwSpRmj+QpdV1hrO0iSCAKEaR0pM1qGWKZK37NxLY2yqiipKPKSnApVkcjLir3FktEqpOOaNFSJLM/IZRlNUeg45tHAtYhihssAU1domgaLOOb8dI6hK5xoNxEFgXPTGas0Y9MxWNNkvuP05uNAmJfLnbt48SIPP/wwN998M57nPaN79NnU4QPlk/XDQxr5oVnme77ne9jb2yOKIn7pl36J17/+9U8L6XK5estb3sLP/MzPsLe3x4te9CJ+4Rd+4WiO+M7v/E7Onz/Pn//5nx99/Yc+9CF+4Ad+4Ihb9+Y3v/lZc+s+b0NUkiTcddddVFXFiRMnePjhh5/VEPXBD37wSW+qJwvtPNRxfLYB6sL9l/iVH/odfH+BphqYlgHlwYJcEFguVkiKQLiKoAK37RLOItyWg6IpjC5N6G61SaKU0A/pbLSYDuZ4vSb+aIHTcfAnS0xbR9ZUKkqqSiAKElRdRdFVCmC+8EGQaPVaIIrIqsJqmWC6BsO9OY5ngwiT8Yq1E20CPyGIU3obTVarhIUf0eq5SLLIpZ0Zkipx7FiLuR8RxDmmo9Fu2zUnJS8pq4o4TRGEiqLIGUwD4rzCtjX6XRfHqQeYIMnYHy+ZBzWi4eSxFo6lIwBJVnBuMGWxinEcnW7LxjLqoOGSiiQrWCUZpq6gKCJ+lLAz8UEW2Gy7tByDCsiLglUUkSQJzaZLUpRcnCyI84Jj3XoD5ccJ5yczNE3m6n4HTRaJshxBAFWRUSSJtCgYLFf8xj9+LQ1Dx/d9RqMR4/GY1WpFo9E4Gqgsy3rcffFMbMPPZYVhyB133EGv13tSsONn1h/8wR/wXd/1XbzqVa/iwQcfZDqdMhgMLusou9J6ITSt56oeO0QNBgPuueceTp06hSiK+L7/jJ1DaZrygQ98gK/6qq963AfGoYBcURRuuukmFEW5bCLCzkP7vOX7f+sgE3NJFIQ02i6SICNKAmUJZVmQZSnhKkZSBfKkRFVVXM9hPlzi9V2yNGc1XdHZajMfLJBVGdM1mO3PaW+28KcrZFk60G7mtVO5qojDjDhKaW+2GO/NEE0R3bDQTRNBFonCjLyocDyLxTykvd4gCFI0Q0VSZaIkQzNUBFEgilNkVUbVFMI4I0lyNFNFViV29xYEcUq7Y+O6OpNZiKhI6IaMrssUZU4QRSyWKWFWUlQVJ4+1MXSNvCypBGrReZiwimLWui6GfuC+A8I0Y+yHzJYhzYbBiTUP9WDwWUYpj+xPsAyNnmfVxPQgYmfq025YHO826mGqKBlO5yzilIZr4Ro6izhme7JAUSWOd5poisy+v2K4XHJ1v0Pr4BgwyXMqoU6NEEUBP04I0pQf/qq/y1WOcdSPkiSh1Wod9aPPRAxcuHCBRx99lJe+9KU0m81ndH8+mzrU8H02DtVhVVXFT//0T/Nf/st/4Su+4iv46Ec/yunTp/mrv/qr5+lqn5/6vAxR8/mcO++8k3a7zY033ngEDHw2uo2/+Iu/4MYbbzw6Gz5krly6dImbbrqJVqt1xREud77/E/zOT/w+pVCShwXNThNZkRjvTOkf7xAsI9IwpbXeZLw3R9ElKkrmYx+raSAiIssytmuTxRmSIlGVFYJUv2dVHGyO0hJRrv9uMfahrLdDjV6DIIjJyVF1A1FSMB2TyXhJs+2Q5RWIQi34TAt0SyXJCiRZQpJFogO9lqJKJElBIYCuK1QCdb5dWaHoMrIssT9YsAgSNE1mc6tFkmYkeYmmy4RRgCgLmKbOdBExGAcgCbiuznq/gWlolMB0EbIzXpAVBa2WTcezMfT6wyPJcraHcyoBei0bVZUJkoy9qU/zYG2uKhJlVTEPEx7aHeNYGmsthyxNGAch0zijYeqc7nsosng07ImigKJIZEXBw8MpqzTjRKeBa+pMgogLszkt22Cr1aCpa/z8P/jaJ/ys4zg+amDT6RRN044aWJZl3HfffU/bNvxcVRRFnD179ooHqA984AP8o3/0j/iVX/kVvv3bvx2oHyI+1/qtL+SK45hHHnmEc+fO8eIXv5i1tTW2t7cZDoe87GUve0bfsygK3ve+9/GVX/mVR+aYw57X6/W4/vrrAS4L9L3z/Z/gj37pT0GA6WhKnhe0uy380ZJG161/Z/YX9I538Mc+iPUx3v75AUZTJ0lS8ijHW2uQRyWaoaHqB9gUTaE4cOWWRQVUyKpMtIooctBNDUVXQIAoSCkpCZOYhtdkuUjobHoslzFuyyHLChRdZbmMsRsG/jwiLQtaXZfhvk9ZQX/LY7EICZOcdtdB0WRWqwRBFrGcWqSe5SVpXpBkGbqhIUkiF3enBEmOZatYJujGgYM5TFiFKaskryno601URaWkIisLgjhjvAgJkoSrT/ZwTA1BhCQv2B7MmSzr3NCe56CqEkmWU1Fh6CqSWOu70jzn4njBOIzoNixstUbgLIuKIEk5vdamadbJEmmWExX18KkrMvMo5tHxDENTONFpIkki27M58zjhVKeJa2hsz3z+5F9+x1EI+mO3OKPRiMVicYQY6Ha7TCYTtre3ueWWW570xOVzXYf38JVIGqqq4ld/9Vf58R//cd7znvfwile8grIs2dvbu+zw9YVWz/sQdf78ee69917OnDnDyZMn663Ocslf//VfPyNq6WE9ljJ8KCAPgoBbbrkFwzCuiEAO8J7f+CB/+EvvQVDBa3uE84hG1yVLMsqqQtdVkiRDlmsHzqH+ochLdFNjNpojKSJpnhFMQ1rrTfKkpEgL+sfaDC9OaXQdqrJiNQ9orXskUVpzpmQRUZbJ85RVHGPZDnGY017zKKoKJOngWK8iilKcls3+zgynZSEpMns7c9prLpqhsnNxhm6p9Dab7O8uiNOM9WMtFE3GX8b1k6il1s20LAmijDjLSbKchmswnS1YRTmNloNpK1iGhigKxGnCxX2feZCgaxKuq9Ju2uimBhWMF2HNYWmatJomsioRJxkIoGsyICBK9bHddBmxO1uiKBLrXRdLq8WheVEiVDlVWeB5TbKq4uH9CWGWcbzbxDE0/CjhwmSGqsqc7DaRJYlpFCEJAh3HRFcV8qIkzDPSvOCf/d2X8hXXfnYcQVEUR8aCwWBAnuc0Gg22trauKP/uuazDAarb7XLttddedoD6i7/4C77lW76F//bf/hvf+Z3f+YJ2v71QKs9zzp49i+/73HLLLUc4ld3dXS5evMiXfMmXPKPvW1UV733ve/nyL/9yDMM4EpBfffXVT4CiPpk2r6oq/vQ3P8R7f/tDqJpMWqYshkvWjvUQRYlgvqLZaxKtIkSxBvWmcYas1AORJEvkWVHvYISK+WSJrInkSUZVCLTXWwTTCN1U0S2d0aUx7c0WRV4w25/j9ZuohkaW5uRpztIPyaqcVr+NZhog1CkKk9GyxrbsznHbNqIsE6xiWmtNoiilpMJqGERhRpLWnLyiKhmPQxAr2j2X+TxiPFuhGSrHjrfIi5IkK5BVGUmp0w7yMmdnd8oyzClFgfX1Bh3PruNakgR/FbMIYlZRRrOhs95rohtqfbwWJAymS/woodEw6LdtbFOrA4vzktkqIskLPNdEkASmq5C96RLdUDjea2DrGnmRs1iuatRCw0aWJaariO3JHE2VOdZpoikSAz9gd7Gk65psteshJ0hSDE3F0pS6f2Y5SVGgKzI3H1/nDX/vqSGTh4iB0WjEaDSiLEu63S4bGxtXlH/3XNZ8Pueuu+7i6quvvqIB6rd+67f4kR/5Ed797nd/1liovwn1vA5RVVXxsY99jI2NjcfZMcMw5C//8i/5mq/5mmfc/P/qr/6KEydO0Gw2ueOOO9A0jZtuuulIewRP3rAOq8gL3vpjv8/H//JeKqjJ0SXoloY/XWFYOqIkMhsuaG94BLOwdsGseQy3RzS7LqIkMtmd0T/ZPWJDKabMYuIjKiKqrCDLMpqhIZQCkiaTRimiKBwMYD7DixPsnkmr28ZwTLKsRFQkFrOARtdluLugd7x9AMWT0SyNOM7QTAUQSbIcVVcQJZEwPhheDJW8LJkvYvKixOtYRFHGzu4cQRY4frKDrqukBwPMMlwhiBKNhkMlwMXdepPU8AxsS0fTZARRIAhjzu9OycoK25SxbRVFVeo/cp2dF6YZpqkhyyJ+FLM/XZJXFWe2OrimBkJ9/DdZhiRFQds1iOKISRAzjTM8x2Cj7SIIsEpSZEmkaeooilS7KYOY8SqohZ+mziSMOD+pN1DH2g2ysuD8ZM57/9+vR1eurOns7e1x//33c+bMmSOH1HK5xHXdoy3VU/F7nouK45izZ8/Sbre57rrrLvs+H/nIR/imb/omfvZnf5Z/8S/+xRcHqCussiy59957OXXq1OMG5MFgwCOPPMLfeRb5iu973/t4xStewf7+PhcuXOCmm26i0+kcsbueahueJim/+W9/j71HB8RhQhiHiIi4DYeyrKNGFF0lmK0wXZMiL1jNAtqbHtP9BZquYDg6gwtjusc7ZFFK6Ee0Njymu9PaSiRVBIsYu2miSAqyoiArMmVeICkSwSJElEQs1yRMIpI0w3Vd8hxkXSEKUjRbQ9E0KqGOg6njqSSCVYrh6JRVyXKVYDdMJFlkuayBnJZjkBc1n0mUBBRNAVFg6ceEca2DanUcwihlOg/RTBnEgpZnY5gmcZozGC+Zr2o8wZnTPRxbo6zqkOTRbMV0WWf7eU2dtY6DoWtUosh0EXJub0qzYdJpWSiKxCKImK9iem2Hhm0giQJ5WTGYLbkwntP3bHS5Zs8s0oJxGLHetNns1O7HJCvqvFNZRJIk4izjkcGUvCo50fOQJIHtyYJ5FHOy69G0dHZmSwarFb/xT1/LS7Y+O7OuqioeeeQRLl26xNVXX32EPYmi6HHHfoZhPON79XJ1iHW5EldyVVW87W1v49/8m3/DH//xH/OqV73qc3ZdL5R63jdRWZY9gaFyqCH46q/+6suK6p6qPvaxj9FoNLh06dITQjsvd3wXLEJ+/Uf+v3zy7EMUecnmqXVGlyY02u6nj/FOdAj9iKIosVsWq2mIYam1/TcvkRSRIiuRVZEszpFVmaqCaBXjtmwWU588y5H1+vs1u26tbxqHbF29zmq2YrQ/RXc1OmsdolWKbumEQYrTdagqUA2NOM5RdIUkyQhXKa21BrsX62y7tWMtxgOfME7ZONEhz0v8ZYRuaTTbVg2Xy0sQRVRVQlREoihjMg1YhjFey6QiA1FBNTQ0TaESBUQRJFkiCBMu7s2wXYPmAbwOEQRRIEtzBrMVpVCiKyBKEmklsAxT+h0Xz61ZMGUFg9mS7eEC01RZ77oYmsIyStiZLGiYCg1TpuV5lMA8iBgvIxq2hm1ozMOYC+NaqHm820SWBHbnS4aLkKs327Qsg7wsycoCRZLQFImrei2+76uuLILjqWzDh+Lt8XjMZDJBVdWjBtZqtZ622++p6nCAarVaXH/99ZcdiD760Y/yute9jp/8yZ/kX/2rf/XFAepp1mONLoc1Ho+5//77n5VG8/3vfz+u6xJFEbfeeiuWZV2WQO5PVvz2v38He+eGRKuISi5IVwWWbeJ4NvvnhnS2WpRlxXy4oH+iy2LsIysSum2wnCyxvZpKXpUVsiJT5DWBvEhzZF0mT3KyNEe3NSb7U0RJAAlWw5D+qS55nBPMI9av6jOfzcnyAtOwWC1i1k/1yCtq595BsPp8FtLd8NjdrnuaaqiMh3XUjKQpDPd9NFPB6zjs784J4pS1TQ9FldndnSNrCt2+i27W+Z5FVWuYyrKkEgv8RcBkkdchyE2Dfq+BqtYPUItVzP54ySpOa2fwlodl1IPdKog5tzslynNsU8a1NTRdPZA81BvxigpJEimqktEiYLAIsC2d9Y6DpkiskpRwtcI2dTzPRRBFVlHCQ/sTJElkq9dAlSUGixW7ixW9hsW655CVBRfHc2xLZ7PloogiaVGQlyXaAQqmEuC//MMnGg8eW4cuzr29PV72spc9LhLqscd+8/kcy7KOjv0uB4x+OnU4QF111VVPmo/5mdf7jne8g+/7vu/jXe961xPSCv6m1gtiiHoyDcHTrUNH0nXXXXdEf74S/dPgwpiff8OvEGcRRVjQ7DaRJIksyZB1mSKrdQNFVtSOD1EkXEbYnkUwDwGwmhaj7dpOXFUV08GctZM95sMFoijitCwm+3Ma7XoYSsIESRMJlyF5kX+ar0IFiYAgivRO9mrLsSIjKhL+NKy3QR2X8XBJd9Mjy0qyosL1LKIoJS8rLLemkAdBjGYo6JbGYOCzWqU02iZu02I4WIAoYjV0vFYtpF4GEQt/RSXIiLJM0zOI04JVkGA7Oqou1zokSUQSBZZBzHQZ43kmuqFQlBXzIEZTJRxLI80zsiwjSlOCpGAeZiiqzHrXpeHoVEBRllRAWYEkC8wXPtMwY5FmdBsWay2bCrg08/HDmGu2ujQOVvFJVjclSRZRJJGRH/Do+EAD1WmQFQXnRjPyquJn/9HX8HfOfPYGAFduGy6KgtlsdqSlyrKMdrt9hMd4piLuOI6544478DzvigaoO++8k6//+q/nR3/0R/mBH/iBLw5Qz6CebIg65IE9U41mHMd86EMfwrZtXv7ylyPL8mX1mBc/tcMv/8BbMSyD4e6ILE9pdpqkqwy7WX94ZkmGaqjkWYEk1Ud3oixQFbUTz2oYLCYrdENF0RTGO1O6W23CVUQcxHQ2WowuTTFdA93UmO7Paa01iaOYNE5ApgZymsrRsWC720KUZOI4RVIVxrs+/VMd/GlIo++SpgWqrh4YQSp0SyOKc6oKDEere1RZ8/sUXSLN6ge5qqq/Nkly9vbmREnG2paHZaosg5S8zCmqHLfpYJh1v9gf+gzHSzRDpdU2abftI/fvaLri0mCBosm0WhYN16i1lkJFmhYMpj5FVaCrIqIkEBcwWcZYpsapzRaaKlNRESY540VAJYAiFCBJzMKMRRyz3nbpNEySomC2inBMjZZjHEg6ShZRTJRm2JaGAEcbqGPdJm3bYOAHXJr7bLZcvuqG03zv/+upj4sPodCj0Yhbb731szpssyw7OvYbj8dHqJ5ut/u0A84fW77vc8cdd1zRAAXwrne9ize96U383u/9Hq95zWue0Xt+IdbzPkTlef4EhspnagieTh1O6+fOnWNzc5MbbrjhigXkn/rrh3nrT/w+i5mPJqs02i7RKqYqK6yGxejimGavnuonezP6Jzr40xVVBY2Ow2R3ittyEAShhtl5FlmcIoifTq0WBIEiq/OqwmWMKIBh6Yx3Z7TWmoSriNlkhtU0uHTfALdnYzgGzX6rhnO2XOIkx2pYpGmOZmpEYYqs146X1TLBdOow0MUsQncNLFslCGvXkWqqqJpMllekWUFeFmi6giCJ7FyasVoliKqI11ZxGg6iKFOJkJcVqyBB1WQMQ2UVJORV7dITZZE4zciKEuvgSO5woCnKitkyYjBfYRoKp7baSCIkWcJyFTFcJIiKSM+zMUyNRZiwM14gyiLrnkG31aSkpCgrirJCkuvBdbQIuDiZY5saW90GoiiyM1swDiI22y5d12IZJczCkLZr0bHrplMJ8HPfdhvyFdqGn67r5bF5U+PxGN/3cRyHbrdLt9u94mO/JEk4e/YszWaTG2644bL/5p577uE1r3kNP/RDP8Sb3/zmLw5Qz7Ce7KHu2Wg0D7UjRVHw4he/mG63e9TvnkqPecef3sMf/uJ7qaqSKIqI4hjHdhEq0C2dwA+RJBHd0hlfmtLe8EjijGC+orvVYbQ7wbR0dEdjdGlGd7NFGmcUaY7VNIlWCbIqHb13VVV1hp6pEcwCNFNDkASW0xVOy2L/4gDN1ECE1TikvdVCVjUsxzpCGcwmK9y2gz8PWfoRG1f1GVyakRcVm6e6jAcLVquUzat6pEnOcLhAt3XWtzzCMCPLCxRdwWkYCIJAmhdEcUYYZ+RlhiRX5IVEmlU4TQPDUtF0BVESSJOC8xcnBEmG17JwGzq2pdU9t6qYzEOG0yXtlo3j1nmes1VIURS0PRtRqMiyjDCJGfspflrQtDXWui6KLDFcBAzmS7baNuu9FpIokOYl8zAiTDIcS6tNObMV+/6KvmfVRpi8fnDLqoqT3Qa2oeHHCUVZ0rJN9ANTTZRl/LvXfjnXrnWe9B6qqopPfvKTTCYTXvaylz2tz8THksVHo9FRwPnh1vxKcSeHA9SVJjP87//9v/mu7/ou3va2t/G6173uiq/3b0K9IIYo+LSG4Eqy8h77vQ5z9mzbxnEcTp48CVxeQH77H53lt/7976E3VYRCQhKlWnO0PaHZdRAlkeV0hdevab+iKCBrKnma1YGeeYGqKcRRiiCAZmrM9udHIvTlNKB3rMNkb4Kqa5gNk+GFEb3jHfI0Jw7qkOLh3gjD0DFtE1EQKcqixiYoAmlaoFsGoZ/S3+owHa6QNBm347BzfoJhG3Q2mgz3FzgtC91UGe76ZHlBb8sjywv2duYIssTx092ajxIehB4bCqoqE0UR44lPVkgEUUpvrUHr4OjvcPOU5AWLZYRpqViGRpoXVKJQu/+ynPE8ZLEKOX2ii2sbCCJkRcHOYMFgtsJxdPpdF1WTWYYRyyDG0CRksURRZPKiYBYWjMOE9bZDp2mTVyWXRj7LOGGj69JxDdKixi9Yhoal15E6SZazv1hRVBWdhkVaFJwbTimA0/0WN252+eGv/+zCxkPb8C233PKsogigHoYOnwonkwmyLF+WAZMkCXfccQeu63LjjTdediC6//77efWrX833fu/38u///b//4gD1LOrJhqhnqtHc29vj3nvv5eqrr2ZnZ4dTp04daT+fSkD+3t/4c/7sbX+J2TCZTeasZgHHzmywnARIioTdNBleGNM51qbICqJlTKPnEizCOlZKEg+AviJFWaKoMnGYIMt18PBissTrNQkWAXmW4/Ub7J8b4vWbiJLIeHfK2skuq3lAnhUUQg45eN0mRVFSViWBHzGbLGl0HYpcQNVVGr0mUZDheNbBMRwYtk6a1L1B01XyvCDNSxRNRtZk/HlEnGSouorlaOxcnBFGKbqtsXWigyAKzOb1xsiwLCpBRNNlsqxk+9IUw65ZUpqhIssiggRZVnJxZ4qgSLRaFrqukJcVWVGgKlJtYinrPpYfHNuN5vWxXb9jo6sSSZqQJClFWbuloaQUZMZBQpRmbHQbNF2DOM3ZHs3JKbl2s4Opq2RFfQQpigLqwcZnf7Hi0mzBeqvGtYyXIduTBf2mxYbnMgsjfvd7/+FTwqfvv/9+ZrMZL3vZy56AOHi6dRhwPhqNmM1mmKb5uGO/J7svD8PVT548efR5+tnqPe95D69//ev5zd/8Tb7lW77lWV3vF2K9YIaoD37wg09rC/CZzJVD7PyJEyfodrtPucKsqor/+fPv5i/edTt5XtBZa5NHGbJWf70gCJRFvW5WNIXlLMBumOR5zmoa0tn0mOzP0HQNwzXYPzeif7xNlhVEfoi31mQ5XaFoCqqmkIQJql7bicWDY0EEAYSKwaURXq+BIioEfkRrrYk/XqI7er2O352h2BqCIpAegPCoJKymjawopHGOYqgUeUmal5hu/cSSZgWlALJaZ10FQcIqSMnyvM61Sgv29hYouohqSqxvtJHkGrq5DFOWywg/SDh+vIVpamRlCQIUVcUySBlNfFptm27bQZRFKiqCMGU4XTFdhriuQefABVNRUVFbgLOyRFUlEEXGi5D9mY+mSrQcFUEoiYoSUZToNB0cy0AQBcIk49J4QUHFZselrODSZMEiTtjquniOyTJKODea1ZuvnocgCMzDGFNT+L++9pW89ORT853OnTvHhQsXPie24bIsj479RqPREcn3sQyYNE05e/bsFQ9QDzzwAK9+9av55//8n/OTP/mTXxygnmU92RCVJAkf/OAHr1ijWVUVDz/8MBcuXDjKMPvoRz+KJEkcO3bsSTVzcRDzth9/J4/cs02wCFEskciPcJoNDEsnDmIUXaEqauxJddCTZFUmmAc4B/mceVbgdhyG22MaHRdZERldnNI/1SNcBBR5idtxWIx8LPcAjJvmKFqtl5IVmSzOKChZLnwUSaW95rEYLSnLCqthIioSZV6zmSoJwrDeJqdBgeGaWK7FdLRCt3Us12D/0gzDNWl2bObjgEoScdomuq4SRSmCJCJKEoom1UHt04D5ImIVRrR6Jl7LI07yA5CnRFkBIiiyyCpIGU0DXM/APsjvS9IaIyOJAkGcgShgmipZUTKeB4znAf2ey0av1riWRcV8FXF+f0rDNem2bCoB9scLhssI25DxbAlNVRBEGUWRj8wyZQXb4wWDxYr1tkOvaRNlGedHMyoBjvc8TE1mb7FkfxZwaq1Jx7FYJQmTVYRr6XzlDaf5rlfd8oT76BA+7fs+t95667MeoD6z8jx/3LEfcAQdPoyOOhygrjRc/c/+7M/4tm/7Nn71V3+Vb/u2b/tb2Y+e9yGqKIojQu9j6zM5T5+tDnkVjw3tDMOQnZ0dRqPRkXPhMEj4UGeVxhm/+e9+l3s+cj+KJmNZFvEqodF1WYx8ZEXGbJjsP7pP73iXPM1ZjJf0TnRYjJcomoxuagTzAMMxKIsSQTxYkR8cPcVhimHrxGFCnua4bZfRpTFuy0FWRIbbE1qbTabDKUIlsn6iz3y4QDN1FK0+lxel+ikSQSBNchBFBjtTWutNJoM5YZhheyZOy2E2Ctg83WcxC5jPItyWSXutyWjgU4kidkPH9SzyvCTPSypRoChLsjwhzXJms4wkKzEslWMn22hGHfkSxznLIGG2CImyjKtO9zCtWvuQ5XV6+3C6JEpzWi2TzXUPVa2bzCpKubg7QzcV2i0bSRKZryL2pj6GoXBqs4Msw2w+RxQV4lJAEAUMXSKIYvZnAWlZ0fNMmo5BUlRcGM1xbZ2TfQ9VqTdgRVkhSQKKKpPlBRdGc5ZJyqm+hyJL7Mx8/vCHP81heWxVVcWjjz7KxYsXufXWW5/WBvSZ1CED5rCBLRYLLMsiSRJc1+Xmm2++rDj94Ycf5tWvfjXf9m3fxs/8zM88Z2L2v831ZA91T0ejWRQFn/jEJ1gsFtxyyy3Ytk1RFHVk1O4uo9HoKIOz1+vR6XRYzUJ+6ft+izhMSJOEMAwRKoFGq0GRFaRxhtOyme7NMF0TRVMYXhixdrJLuIpJowxvrcF0d4bVNJEVmWAZYbkGeVrUz2iiAAeB5mmcYboGq3mAKEkYjs5we0Rno02W5kz2p+hNlXxV4HgOhq0xunRofpFJ4gx/sgJRoH+ix3h/jqTK6I7GdLSkFCoaHZssAc3ScT0bfx6RZSVO26YqK3Yv1i7erdMdiqJktO+jOwZuy8S0NHx/QVZUyLLOMkiQFIlW2yJOcuKswLJqGUGaF3WczIEOM0oydEOt+XhpzmhWQ5A31zxURUYQIEwyLu7NmIcJLc+i17aRlLon5UVJq2khCSWrYIWqm+zPQvwwod+xUGVYhjHjVYYgi2x1HGzbYB5EpFlO13OwjfoeidKMMM2RZRFNlRn5AedHczoNk822yzxKOD+a8Xvf/62c6DYfdx8dOkVXqxW33nrrcwbHfaqqqupxx35BEOA4DqvVis3NzSuKZjnEqvziL/4ir3/96/9WDlDwAhqiHst5+mz1ZKGdn6l/CoKA4XDIcDhkuVzSbDYxJJM//Ln3s3tuj2iZcOKaLWZDH0WVsJoW070ZzW6DoijJ0xzd0uq4BEWiykskRSLPC/Ikq79+sMB2DCRFYnhxytrJDuEiJE2yOsjz0hSnZSErMqtFiN00yZKcLEuIohjTMtEMnSyqh67FZIluaBi2zujSlDjK2LxmnfnYx225CJJIsEoQFQmraTIdLBA0iUooD1bpJrqukSYVRQm6VTeW3e0pUZJhN0y6603CIGEVhsiaRLPVQNXVWvM1WTEY+qRFSdMz2TzmISkyVVnhBwmTacB8GaHqMltbLVxHOzhOK9i+OGUexnTaNl7LRpIE5suQvCxpNW10TUYUD+B1+3NGyxDblOm1bQzTYDhbsT9fsd512ezUOIM4zQijmDTPEIQKBJGBnxCXJSf6TVxLZxZEXBjPcS2dY90GRVVxfjQjKQquXm9x88l1/q+ve6JN/dA2vLOzw6233opt28/Nzf00KggC7rjjDqD+IJck6WhD1W63n7ABOX/+PF/7tV/La1/7Wv7rf/2vXxygnqN6NhrNOI658847kSSJl770pU8qIK+qCt/3j/rR4MKYj/6PT0ApMB/4qI6MUIqUWUX/WIfBxQmWa6BbGpO9KZ2NNkmUUJUVmqmRJQdygoOopzROqcoK3dGZ7cxxuw5lUTIbLlg70WW6N0fW5IMsvTHdzTZZlpOECY5nMxvNyMsMt1EDIauqhgGrhsp85KMZClbDBFGkyCskTSbPCrK0xHB0KoR6u6QIpEnGapVgOCqaoVOWErKqYNg1IDNNc7KsIC8rTLuOurrwyIikLLAdnRNn+giieCQlSLKcuR9iWBquY9QbdipUTSErK/xVxGwRsrnh4Tg1+LcoK4Ko3oovw4RWy6LbsdF1mbKgjolJM8qK+qiwKNgdLphHCe2myVqvQQWM5ksUWabbstEUiTRP8VcRk2WEIFa4lk5eiVyaLVFkqSagKxI7U5/RMmTjYEu1iGIeHc3wLIPj3QZhmvPWf/X4yKOyLLnnnnuOnJzPJ4/usCaTCXfffTeaphHHMYZhHB37NZvNJ/SbD3/4w3zzN38zP/dzP8cb3vCGv7UDFLyAhqi/+qu/4vjx40+ZTfbY0M5D+/mVCMjjOOae2+/jN//vd6AYMmmUY5kGhmUAAqIgUBQFqqay8gMUTUHRZKa7czobLcJlRBTEdLfaDC+MsVsWqqYw3ZvTOVaLv6uydprUocJyPXSptcOvqmrW1GxvjmxKRGFEmcD6qX79miZjNSz2zw3ZvGaNyc4MURKxWzaKJhOtEooSnFa9TYrjDMXQ0AyV+TTA8Sz2Lk4pqhKjUQ82ZSmiGzqma9TahKIkCBLiOGcVhDhNDQGV6SzAaphYjobt6jWkLy/Z3ZszmQWIsojXtumvNVBUibKsmM5CLlyaouhyfWTn6lRC/fORRLHOnaoqZFkiL0tGs1qD4No6/b6DKFbM/SW6puM26oFLFEX8MOaRS1MESeDYWhPDUJivIrZHc0xDpe9ZFEXGNIiQRImeZ+NYOogSSVaQFUUN8xTgwnDOZBXxljd9Ay85ufak99H+/v6R9fz5rjRNueOOOzBNkxe/+MVAvV09PPZLkgTP82i322RZhq7r3Hbbbdx222285S1v+eIA9RzWM9VoHlq/O53OkRHgcgLyRz5+gf/6xl/DbBksxnOypMBp25Rphd2wkOT62Kz+HS6RVYXQDzEsnbKqWE6WtDdazIcLJFnC8Wx2H92nd7xDWRSspiGtDY9gXuupVE0lTTJkVaTIKmRVIokyJFlEkkX2LgywPAMZmTwraa15DLZHtPqN+uFpsqS17tV6orRgtFsfWXU32yRJzmhvTnvDQ7c09randLZayIrM7vYEURGwWgbBIiVJSuyGycaJDkmS1xsnTUaUIIxCFE0lCkrmi4gwTjl2skOjZVGU9YCRlyVhXKNYLFul128gyTXmIE5zFquY8WxFXlZsrDfodp0jjdhkEbI3WNBu2zQaBiUwngcMZyvankWvpRPHEZbjUJQCQZyiavIBQyrm4nCBYShs9uvol+E8YHe2pGlrtG2FLM8pqzrVwbENVKUGBo+XIYIg0LR1VnHKo4MpLdfkW//eS/i2L33J0T1RFAX33HMPaZpyyy23fF6CuYMg4OzZs2xtbXHVVVeR5/kRdHg8Hh9ljZqmiW3bbG9v89rXvpb/9J/+0xexKnwehqiyLMmy7Amvnz17ln6//6Qwr8PQzkOy8CFzBS4vIL/z/Z/gd3/2D4jCCKEQsBomKz8kCiKctkU4jWl0GhimxnB7wtqpHuEqJksymh2H5XSFZumIYs2DEmWBMj+ISFiG6JZBWRQsZwHt9Saz4QJFVbCaJruPDFk70SFLc8Z7E6yWgVhJ6LqOrErkaX7El1I0mSwtkFUJURRJDp4wNVNnOvTxZwHtDQ+rYXHhwX3amy2shsl8GuC2bSRZYrAzJytKvL5FFCTMpjGyJtM/3sKydeZzH1GSMWybPC9RdAVBhEsXphRUNDwLy9UxLBVRFMnygu3tKf4qptmyaLYsNEM5Oi5I05L5MkRVFSxHoyhKxrMVo0WI1zQ5vtU6SnVfhRl7wzmVUNLtuAiSzN5kwTyI6XdcOi2rtgmvYgxDpenoKErt9puvYhZhbUc2NJnBzGdvEeEYEi1LBVFk149AEDi11kJTJXanS/7Xj3wHovjpe+Pp2IY/V5VlGXfccQeGYfDiF7/4CQNRVVWEYchoNOKOO+7gO7/zO5Ekieuvv563vOUtvPKVr/ziEPUc1jPRaO7v7/OJT3yCM2fOcOLEiccRyJ+qH5197z38wX/9Eyoq4iQmiWMs2yYOEiRNIJjXgMtmx2W2t6S71YYKJnsz1k/1mI98JFnCblrMRwuclk2R16sVQaoxB5IiEfoRVsMkiRKyOKfRcRleHOO2Py0n6J/sMtgZQVWxdqz+3jVGoXYSy5pEkdfRUPEqIpjHlGWJZukYjoGsKai6Ql5UZFleb7Ml6SgLT5Qk4riOlxJEqMSK2WhJktSA4O56g6WfsPBD7IZFq9vAcjQqQSBJsloj5cdEScbpM/36QY06cDwIUybTFf4qwXZ1jp1oYxgKFbAKEh49P6YSBLo9B7dhUFIxP3A3es0asMlBjt8j22PivKDfdWi1bLK8YGe0YJVkbPYbdD2LsqrIDiK1aqCmSBAnPLwzQZRFjvUaFGXBznTJMsnpOCot1yDMSi7OljQtneO9JkGS8tD+lHf98Lez3qoH86Io+PjHP06e57z0pS/9vA5Qm5ubXHXVVU+4dw83qePxmHe+8538xE/8BIIg8OpXv5qf+qmfuiIn8d/0esEMUXfddRee5z3BDfDYlfnNN9+MJEmXbViH9Wdv+0ve/lN/iNnWUEWNNErpbrUZ784xndrCOx8vkHSRqgBVU9A0HVmqQyKTOMNyDVYHPCi7abJ/fkxn06PIC+bDBWsHDU6WZQzHYDlbYrkmRVEerPNLlsslgiigCip20yIMEoosx+04DM6N8PoNqCqiIKHRcUjjjDTO0EwN1dDqHKc0oyhAkEQ0UydJ67/Ps5K8rNAMFVGWSJOMohJqh4wq4fsho32fJC0wGyqdtSYHhMxauCoACCiqSJKWbF8Yo5k1nFMzavK5IACCwHQWEMU5XttG02XiLGc0WVFVFVtbLQyjztqK05wLl2Ysgohux6HdtkmzlOFkiR9lnDrWoeWZNR34QOS5ilJcR0dWJEaz+mmv1TDZ6DqUwMXRnGWUcqzfwHNMwjQjzjJsXUESKuI0IUlzSkHEsnRuPr3Jv/qGTx/lHdqGp9Mpt9566+eU8PtUdThA6brOS17ykssOQ4PBgK/+6q+m1+tx8uRJ3vOe9/Af/sN/4Pu///ufpyv+m19PR6N5eAx87tw5brrppiN8weW24X/62x/i/b/zl5iOzmQ4JVhEHLt6i+VkhXDAfhtsDzGbJmmWEi5CLM9EKEQ0XUVRD8K7q4o8zTFdg/lgUQ80qsxwe8T6qR6rRUgaZbTXazmB3bJqIfosxPZM8rSgLHNWQYCiKFimRZZkGK7JfDjHdExkTWJwbkT/ZJeyKBlsj2h2GzUdPSsIg4Tp/gKn7eCtN5kPfYIwZf1Uj3CVMJ+scNoOrV6DpR9RCQK6pR0491KCMCFJU9K8RDMVZEll/9ICUZawPJO1jSaqoVCWEKxixpMVcz9GkiU2j3s0PAtREsjzgr19n8HQx3J02j0H3VQAAagQBJG8KKhEUOS6Vw3GPosgodOxsc3aladoJqoqYxgKsiIhIDD1Qx7ZGeO6BhvdBoiwM/aZLiPWOw7d1oGYfH+Grsmc2mijKBJJmh1xx8qyHiKjvEJRFLoth4ap8+P/+KuO7ru77rqLqqqOjoKf7zocoDY2Njhz5swVYVW+9mu/lle96lUURcH73/9+/s//+T/PKvP2b0K9YIaoe+65B9M0OXPmzNFrh8yVbrd7FNp5JQTyPMv5nR9/J3f++T1kSUZ/s0sa57VYGxAlkSLPKYsKw9KYDRbotkYcR8wGPo01h8RP0QyNVq/B6OKU1rpHWZQkYYLt2cRhiqwIUNWi6DIvybMCs6Ez3VtgN+stx6VHd+lseVS5SJmXeP0G40sT3HaNUYhWMVbDPNA6iJQliKKAJIksFxGreYiiq3g9lzhKWUwD2gccmNk4oHu8RZ6VjPYX6I7B+skO4SohzysUQ0E3ZZZBgKpqxHHBahUTRile10RVVbKstiarukpJSV6AqtbwuMkBld10NBAElmFMHGU0PQvDrGntJbBcxQwPyMHdbj00iZJAVhRIokSWp0RJRMN1iNKKS/sz0rJks9/EdfXagTeck1UlJ9ZbNBydrCwoCpBlEVWREASYBzEXhrUGqteyCZKU83tTZE3h5JoHVFwYzgiynH/2JRvceKx7xGva3t5msVh8TlwvV1JZlnHnnXeiqupRHNFnq/F4zNd93ddx44038j/+x/9AlmXyPCdN08/LBu1val2pRvNQQD6fz490dJcboIq84B0/88fc8af3kGc5ogGRn+A2XEzHIFxGqLoCZb1NyrM6wFZWZMZ7E3RXq+Oj4ozORgt/GNRuXk1hfGlC70SHOEgoi9qZW/ekOtBcUiTSuO6zuqkx2ZvhtEym4zl5VHD82k0GF0a4B6kMo0sT1k/3Wc0Cqqp25aUHPSkOEoq8xLANZE2mKqn1oUWF2ahlEWGQolsqiq4xHfrEcYbp1pvti48MyQrobDQxHIX5bIlhmUiKTFZkVNSa03BZMJnUsE/Xs+iuN1AOkh/m85Dt7QmCKNLqObhNA0kRERDqkOQ4Y+HHOE0DXVdIsqIemlYJm+sN+msukiiSlwXD8YLFMsZrOdi2ThBlXBrMKAWBrbUmlq2yDBN2xwv6bbcWoktincWZZBRlWaMUioJH92eEScbxtVqnOfFDtic+7YbJmmexCiMuTFYYqsjX3LjBP/zSF9FqtfjUpz6FIAi89KUvfcYpHc+mwjDk7NmzrK2tcfXVV18xVuX7vu/7+NEf/VEEQSAMQ1RV/bwMgC+ket6HqKqqSNP0Ca/ff//9SJJ0FNfyWObKYWjnlQA0Qz/iV37obTxy76O1bsB1CP2YZtfBH61ABLdls/vIgN7xDlVZMR3UIkx/tkKWRURVYjVbUQl1sLBmagiVgKZpyKrCfLigve4RLEKSKKW94bF/foTXc5FlicneHG+9wXgwRlVUvG4dMqyoEkVeomgKcRAjiiKaqR0A9JokUcZqvqJ7rIM/XrIYL2n2m6i6Uq+U1XrbtZpHIAq4HYdwWYvNDcdgMQtJ4gxREWl4NnsXJywWEYZjsnGyg2nrFGVVJ45HCb5f52I5TQ1ZUSkrAdsxD2CaBYtFiGnruA2DOue9oqjqSIXhqNYgtHs2/X4NqSvKkjDKmcwDdEPBcXWWQchgsiJMC3odh3bbQhJrWKciS2iaUoc5UzEYL7k4mNPvu3Q8iyQrOL8/o6hKjq17WIbK2A+4NK6b1FbPra8nTrB0FcfUDvAR8B//8VcynU4YDodHdt719XXW1tbwPO95PRLL8/xxOI7Lvfd0OuU1r3kNp0+f5h3veMfnZc3/t6WuRKMZxzF33XXX0YeeoiiX7UerRcgvf/9vEywjIj8kiAIURcVxbYqsJE1SXM9msj+vH2IMlcGjQ9av6hMtI+Iwob3hMdtf1HEtZUa0ipAUCVlWMAyd8iD0vChqlpPXazA/oHabrsneIwPWTnVrd910iWyKVAm4nnMQZJ7XCIG8QlYkkjBBt3WSMCGNM5pdl9nQZzVfsXHVWp3kkBe1QSapczZVU8Np2wR+TFFS6zANlTTNKQ6GQ1VXKSsY7k8JVgmKqtLfahNHKUGQYrg6oiJQlAVllQMCi1nGapXieBbNjoVh1npPhHojt5iFFIKA2zQQZZEwStkf+rgNk37PRVHraJXlKuHc9pgSgbU1F1EqSLKcZViyDBOuOtXBcw0qQSDLC+I4oxRA1xTiNOfiYE6YZWytNWm4Bssw4cL+DE1TOL5Ri/EvjWoZxYl1D1tXSYuSrCjq/qbWSQ9BnPDPv/J6qnjFbDZDkiS2trbo9XrPaUzLldThANXv97nmmmuuGKvy3d/93UfHeV+sT9cLZoh64IEHKIqC66+//oi58nQE5ADD7TG/8m9+h/3dIfE84cR1W8yHS0RRwG3bjC5N8XoNqqoiSzJ0SydPM0S51icpukIWZ+RJjtO2GW5PMD2DsioYXhjTWLMp0hKxkmhvtPDH9dEdokCZFTUzqagoqoLJcEqzUzOgwlVMq9+oIxcadeTC4Hy9Mk+jlDhM8boOKz9CUWVEUaCqoChK/LFfxzwoCoZj4HQcQCAIkvppMc1J4gzNMrBcnSQpakRBmpCkCc12gyyGne0JWVZiNQy2ruoiK1IdBJqXhEHCfBESJSleW8ewdGRFRVYUsrxkNg+ZzkIMS+HEqS66WbtHwijlwvkJeQW9NQfb0UnzktFkxWIZsrHhIksFzWYDEBlNAxariG7XQTMUFn7MpcEc3VDZXG/UtuB5wN7E5/iGR7ddu+bSrKiF67KEoogEUcoju1MkReL4WoOirDi/PyMtCk5ttHjRqTV+4B/8vcfZhk+dOnUk3s7z/Mh50ul0PqdDyuEAJcsyN91002WfOufzOV//9V/P+vo673rXuz4vTp2/TXU5jWaj0eDOO++k1Wpxww031ILly+gxdx/e560/9j8J/JD5yEdQS8RKpswqOlttRhfHWI6BbuuMdyZ0tzokUUJZVOimRpbWG6A8LdAMlXAVgwCWY7Dz6ACnbRKFEatpSO9Eh3AeYdkmVsNkNljQ6LrkWQ7VQeZlEJLEMZqi4bZcgnmIIILZMOs+dLzLyg/I0wKv32BwYXSU7bmcLg/4cwKiJCKrMkVeHmmh/OmKMKo3ZXlWsHNuRFnB8es26sD2cYBqqCiGSCkWWKZDWQnkeUkY1GHFqq4w3l+AJGI3TQRZIMsziiKnqiqSpCJNK1p9t3ZNZwWLRUSUpGxutVE1iUoQak3lImJ/tKQUBXoHG6uirMjSnCyPEUSBpldDJkeTFRf3Z5iWxsZ6E0WRmPoBO6Mlrq2zuVYf5S2DBEkW8RrmUW7fMkxYxRmWoSJJAnvTJYN5wFrbodeya3bd/gzL0ji15lEUJf/P9/597rjjDhRFYX19nclkwng8RhTFx8W0fC43U1EUcfbsWXq93hUNUIdYlW//9m/np3/6p7+ox3ySesEMUQ8//DCr1QrgiLnydATkD559lP/Pm34N2ZYQCxHd0NAtnSSqV9xlWT9txctabC1rCpOdKd3NFsEyIg4Sulst9s+PDqB1EvORT2fDIwqS+v0lgTiMyfOMJEowXJM8yjEtE9PW2Ts/otm3mc98hFxk/XSfyc4cy60bRbCIMBs1y0WUoCyqo4iYYBHS6DgspwGCWAvgL35qh/ZmC+eA87SahUyHPq0Nr2a97MzriJiuw/YjI9Ikp3u8jawJzEYr7IaN4Zjopnq0hh8PfWbjgDjJafRsNk906hDOsiIMU3w/ZDYLSLKSzrpZE4J1FVFSGQx8hsMlVkOn03cxTJU0LQjjFNNUMQy1HiSriv3BnOE0QBAl1jcaOI5OkuXsDBbEWc6ZU10cW6csq5r9ciDaVxSJmR9zYW+KaigcX28iyyK74yVjP6zp5Z7FKk45tz9F1xSOrzWRJIHZKkJVFb7/m/4ON121zj333EMcx9xyyy1Hw0hVVSyXyyMn3Gq1otlsHh37PZdHZXmec9dddyFJ0hUNUL7v87rXvY5Go8Ef/uEffl6OHf+21WfTaMqyzP7+PldddRUnT5480LrUYM6n6kd3f+A+3vof/ieNrsNsNGO5DNk43iNaJWi6iqxIZGktLSiLEkVVCA9CwsuixJ+u6Gy2mA3myIqC7ZnsPTygf7JLnuWEfoy31iBYBIiSSJZlpFlaYzIEGbthEfsJtle7TnfP72N3TKpEQFUV3LbNcHtMa6NFmZdkSc2QioMERauvSVJkkjhFQMCwNEbbE1obHgAP3XUOzdDpn+xgNa369zfJEWQJVVeQVJk0KYjClDwvcVoW8+mC4c4SQZLobHh0N+qM0ToMXSDLS6IwxXBUJElmPg9RVBnD1ikp6540CTBdpTa3aBqSqpAkBfN5yHgaoOgKa2sNmu06C7QoS4JVjH+Q/ZnlCVGSM/NTKmB9o4nj6IRxShgnOLaBa+s1ELkomcxD5qsIr2lh6ArjRcDO2MdrGGz0apzK9mBOmGb1BsrWGC8Cdsc+J9c9Os06PcEPEzRF5ituPsUJs0YHPFYPWZblE5y5h0Debrf7nPKiDgeobrfLtddee9kB6hCr8o3f+I38wi/8whcHqKeo532IgpoI/Jn10EMPceHCBRzH4eabbz5irsDlB6i/fOdf80e//B7COMLUTEyn1hhlUY7bsRleHOO0HBRVZv/ckI0za4R+SJ4WNHoui8kSw9YREKgO6NxUICsSy+kKu2WTxRmreUD3WJvR9gTd0RFkgeH2qG5SeUWRFSiWgiZpaKYOB9qELM4oywrTqRlQXr9BWVVMd2c1QG8ZkSW1k2ayV/99uIgpixLd0aGqDhwwIllaUJagOxpFXjciSZFQzZpcPh7OCcME07Lwei7T4ZLlMsbxbKyGgd0wDppvyXB3zmweUpQlXtdl7VirXoNXsFiE7FyckqQFdlNHsyQUTUZVFBRNQRAk0qxAVqSahRXE7A98cioaTQ1VF3FdmyIHSRFRFBlJFiip2B347I+WtFqf5rLsjBbMlhHr/QZtzyLOci4OpniuyXq3gSxLpHlOltdB0KoqkxclF4dzVnHKiXUPSRLZHs35n//xO7jvvnuvyDYcRdERcG46nWKa5lEDezZr9sMBShTFI0PEZ6vVasU3fdM3oaoq7373uz8vwve/jfVkQ1RVVXzkIx9htVpx88030+v1jvRPgiA8ZYTLH/4/7+Xsez9es+bKlChMaDQcqlJAM5RP53I2a6RJZ7NFUZTM9uasn+4xe8xR3Hy0wG05tQPv8B6sarhscPD7vJoFlGVFs+dw6cFdnK5NmqQsRkvaWx7hIkKUBNq9NnmSI2syZV4iazLxMkHRFERFZD6Y091sMx0s0AwV3dbYf3RI/0QtnA/mdRLDfLBAM7WamZfmZGmB0TCpqoq98xMqwO24dLdaZFlBmuZEaYIoC3htj7KE0d6c5SImTnKOnenjeiZZVtYGF0EkTjJm0xWmreF13IMjvPqozV+ETMYrkrzEcBQ6PRPLNlAUjTBMeeTREaat0+276IZCGKXsDRckecFa32JtrQ0CpGnBwo/IyhLXraUKe6MF00VEv+fSadtkZcHF/TlRkrOx1qDVNEmznCTLsU0d3ZBrXVCUsjyQahiawsQPuDBY0GqYbPYbrKKER3en/PA3XMextRYvetGLnnIYeSyQdzQa4fs+ruse9SPLsp5xP4qiiDvuuIN2u81111132e9z8eJFbrvtNl796lfzS7/0S18coD5LvSCGqMViwcc+9jEkSeLLvuzLjp74nqphHVZVVfzxW/6U//1r78No6iiCQhJl9LY6DLZHOC0bVZOZDRa0N1okYQKCgKzWT1yCIJLGKZZTp5+rek0k3z03ZP1kjyRKCQ4Gp+l+vfVRVJloFaPbKmVWISoScRCTZDF5lpOsUuyORbrMMCzjSH+1drJHnuUE85D2hsdqESBJci0ErepwlOzAebMYLnHbNqEfopsakioTr2IQRRRNYbQzJwpjNk+v1VqinTmqoWG26iBRQzcRJImqEsgOwo+rsmT74QGIMm7bxvZMDFuvBZN5waULE2azAKdh4vVcDFur8QRCvXofD3xKoUK3ZPKyIEkKFquMCoFTV/VwXR2omM4WzBcxRSnRXWugqhILP2Ln4ANic9NDNxTmixB/FdHrNWg4BqJcZwWugoS8LLEsjawo2N6bEyYZx7Y8XEtj6kdsD+d4DZOtfoO0KHh0ZwoinNpscXqjxVdd71IUxdO2DT9ZLMJhA2u1WlcsoDx03giCcEUDVBiG/IN/8A+oqop3v/vdn3P451/8xV/wsz/7s9xxxx3s7e3xv/7X/7psaOiHPvQhfvAHf5D77ruPjY0NfviHf5g3velNn9PrfD7qMzfjRVFw7733MhwO6ff7vPjFL768gLwoeeuPvoMH73gUQRKJ4oDlOGDzqg3iICEOEjqbLfYeGdDZaFGWJatFQKvvES5DZEVGkESECsqy1mEajsF0f47TrD84RzsT1k/1mY8WCIKA23UZX5zQ7DegrEjjDN3WKLKCkpL5ZIGsirW4vBRo9l3meyvaax6SJDDYHrN59Tr+pJY7WA2T5TTAbBoUWQlUUAm1tECAJKjhnKvFiiRICVYxXq+J2bTqcGNRpCwrZoMly2WEYWtIhkiwSKCSMJsWjmfXJhUgjjJm4xW+n5BmGSevXce0ax5WUVbEcY06mE1CdEdnbbNBw7MQpBo1c/HClOkiwHY1dEtCOUAuUEm4DfPA+ALzxZzFImO6SLFdnbW1BqomMVtG7OwvMEyVzc0mpq6QpDkI9TZcUevf9ekiZHt3htcy6bYcoiTj/O4UQRE5sVGnNOyOfMbLiM2eS9uzWKxizu3P8BoGm12X2dzn3/7DW4+Og6+0kiQ5esCbTCZomnZ07Pd0dJ1xHHP27FlarRbXX3/9ZQeovb09brvtNl71qlfxK7/yK59z4fsXej/6vAxRhzZQ+DRzpdfrEYYhL3/5y69I/wRw7r5t/vubf5v5rs/GyTX8yQrD1mv3XVYgSgJVCZIqsZqH2I2aGr5arOhstplcnKC7JqajsX9+RP9ElzTOyOIMp1WzliRFoirKOv4grJut4RgML4zobLZIk4z97QHeRoMirEXosiYx2Z+iWgplVqJqKqqqoig1MiD0Y9yWxWK6oipLWv0mFx/co7tVZ2zNxz7dzRaLWYDdMCizeiMnaYd6KYE0zcmzAkGW0S2N4d6E+TigLAU6mx6d9VrMXiIgqwrVAfVbUWWyNGf70RGaqdHoOOiWjigLdfhmVbGY1xEyXtfFdDTKsmI+D5nOV2wd6+A0DcoyJ4wTxsMVs3mKYas4TQVVkxEllb19n1IUuOp0t46LqSrSNCeMM4SDYNE4ybi4NycrS7Y2PWxbx19GXNifYZoqxzZaCKLApf0ZhQDHNzwso9Zp5UWJdODcq4CpH7KMEr7u1jWuO9Z41rbhwzT00WjEcDh83Jr9MPfuyepwgAKuyHkTxzHf+q3fShAEvOc973nO8/uerP7kT/6ED3/4w9xyyy188zd/82Wb1rlz53jRi17EG97wBt74xjfy4Q9/mH/5L/8lb3/72/nmb/7mp/x3Xwj12CEqSRLuvPNOgKOfw7XXXvtZ+1FZlvzOj7+T+z78AJPdGU7fJIsKFEmhveExHy2wnDqzrjgICi6rOiIqWkbYTZvAj8jTHK/nsvvIgM5mCwQY78xYP91jOQ+QBBHD1upwYV2mzGqDSrgIUQ0VSZFqg8qWx+DSCMqKzdMbDM4NMT2jzv6cr7A8C6EUUHUNRVYQpTorNEvyOglhf4br2ZRFxXQ4Z+1Uj9H2BNMxsBoG/oHcQJJruUMwD8nLis2rN2h0HSogSTL85QpBFLEsC83UiVYx2w8P0QwNt23T7LvopkYFhMuE6WTFfBKAJNLd9Ois19vnsiqZTwPOPzLCdk1aay6GpVFS1RINWSQvK+I4oRJKsjwnCHIWywxFE2l3LbxWgyhJyfIK21KPYmLSvGB/4DOeBmxs1sd7qzDh4u4MURE5ttlC02RG01qn2fYs1nsNKipWcYKhqzhmfUKQ5jlhlCJKIqauEiQpl4YLFKniy16yyfd+x9MLs/7MKoriCIA5Go2OAJiX03U+3QFqMBjw6le/mpe//OX81m/91vPiHPxC70eftyGqLMvHMVcO06tvuOGGJw3s/MwKgoC77roLx3E4sXGS//am36AqS4JFiChL6LbG4NER/ZMdkjDDny3pn+wy3a3dMJpRh/4ajl5DNCWRPMlQtDo7LlgEeP1GvWI/hGc+uM/6VT2yNK81TD2Xwc4Q3dSwbaemn5clVV6i2xqz/QW6qxFHCdO9Gd6GS7RIMUyNRrfJ+NKE9kaNTiizes1eFHVzjJYRhq0TLkOqosLtuDViIc6QZJkizwmDtGZDVRmmo+M2mxRZwWIWEi5jwiBh40wfRZUJlgmqqaJotVMmiVM0o458mU2CA3J67cyL4nql3vAsXM9EOPhZhGHCeLRiNo9wPZPOmoumK6yCkNUqQtUkJEVA01RESWE8rvUK7Z5Nr1eLNPdHy/q1tsXaWoO8KPFXMboh02yYKAcBocswIYozDLMWbu6OfMbzkLWeS6dtsYwSzu9OMU2VExst8rLk0d0JP/6PX8rLX3bLc/rL/1gA5mg0YrFY4DjO0ZbKtu0jYvXdd99NWZbccsvlryFJEr7jO76D0WjE+973visO334uSxCEyzatN7/5zfzRH/0Rn/zkJ49ee9Ob3sTHP/5xbr/99ufhKj93dThE+b7PnXfeied53HjjjZw7d47xeMy1116L4zhPeYT3P/7jO/nURx9m79wQvaliWgaypNYPcEWFZqkshst6i61IDC6MWb+qjz9ZkmcFrfUmw4tjmt366Co5EFtnaYEkCRRZiarX+XW14cVheGFIo9tAkkUGF0ZsnlljNQ/J0oxSKiizimbLpTrYJGVZjigIyIrCcGeM5eksZyuyJKez2WK+79Pd6CDJYq0D3fRYzcKDSCiOYKJVBZqpsfvwPoIA3pqHehCAHq4SwiBBNxVKpUIWZahkdEuvw92lGlQpShLzyYrdCxMMx6gHqp6Dpte5nMEy5sJDA0oEWn2XRttGlEWCMEUQBExbJU0KiqpCN1WKqmI2CxkNl+iWyolTHQSpYrlcHWy0CgRRwm2aSLLMcLRksojodBy6fYeqqtgdLJgvIk6c6tD2ak1kmhUgCjVgUxYJo4zzl6aIksjWRpMKuLBX4w1OHPOwTI3RbMXeZEm/7dBtWeyNZ4z9lN/+sW/l+Jr3nN6zvu8f9aMgCPA876gfHUoBkiTh7NmzNJvNK4JijkYjXvOa1/CiF72It73tbZ8XdMEXYj/6vAAeDlH38/mcL/mSL8G2bZIkod1uc++99yIIAt1ul36//6Rry8lkwj333MOxY8eOKKvf8kN/n9v/6A7Ovvfj9I51SMID66wkUQkpXq9BFmW4bbs+dosz7KbNeGeMt9akyErm4yUbp3qMd2dohkpZVpR5idHWSeOUzlaLIq+PGY2Gwf72gEbHoUjrVHa3ZbP/0JC1k716o5XltKwmeVqweXqjZlxWIVmRM9obYjQMZsNa+6DoypFjL09SlpMVhqWz/+iIa245RbAIybMCw9ERJAFJUhAVicXCZ767ZI7E3IvobrVo911afZckzoijHH8SEIYJ6yc7iJRkaY52sNVK4pwsy6gEkKSaUWWbKobuEQYxj35ynyBKafccOv0Gx0+1Oc6hcDNlGSYUQo5lqERxxe7uEsvWcD0NTa9otzTyLCPPchoNkzMnOpzc9JjMAsYDH8+zaLkGg/GSR89N6HZsej2HoijZH/lkZcmJYy3Wew1ESWR35CNI0O842FetEcYZElBkMa+4pvucD1BQ/2JbloVlWZw8eZI0TY/W7OfOnUNVVTqdDovFAlEUr2iAStOUf/pP/yl7e3u8//3v/7wMUFdat99+O1/zNV/zuNduu+02fv3Xf50sy76gEQyCIDAYDLjnnns4ffo0p06doqoq+v0+y+WSs2fPomka/X6fXq+H67pHH0ahH2G6BqqtYrQ0hFxC1w0EQeDSA7scu36LNExZTJY0+w2WsxWWV2uIRFms3axRSmutSRpmiLKI4epMdmZ0N9us/JAkTOg6LeYXJ7TWmuRphqwoaIZCHKZ0ttpkSY6gQBIlqJVCd63FZHeG1TCR9NpAs3n1ei0PMFRc16FMKtSOQpqkKKbMbDZDVRXMhs5s6ON1Xab7c+ymhSCIDC4MOXHDFtO9GYom0z/RrV3AYUq0jKgQsBs6SZ6goFGmFZopIisiq3lAFudYLQtVV7EcnWtv3kKSJMYDn0+dPUej7dLsuWiGwvFr1qjKOqaGqqKIM0xdAUEg8BOm4xVxlnHq6jUsV8N2dNbXGlzcnvLJT+zgNDRaHQvTNkiSFaPRimWQ4XkKLU+l07WQZRkRAUWTOXOiw3gScOHRMX7TZG291kLuDGbMlzGbm028pkmvbXN+d8a5nSnHNz1ObHpM5iFZVqBKEifWW2x0XJIkI1wu2fRsXnxV8zkdoA7v2UajQaPR4MyZM0RRdDRQPfjgg1iWhed5DIdDPM+7ogFqOp3y9V//9VxzzTX8zu/8zgua/fRC60fP+/9UVVV87GMfo6oqXvGKV6AoCkVRIMsyN9xwA1VVMZ/PGQ6H3HvvvVRVRbfbpdfr0W632d3d5YEHHuD6669/XM7e9a+4mutfcTWv/4/fwidvf5C7/+w+tj+5w3zo47QsFuMlkixhNQ32z09ZP9UniRIEarhduFzS6jfI0hzHq3UISZjRWvdYjH2shkUllIx3Z7S3mgwvjDBNA8uu3S7tDY80zvD6TQRRpMpL2utNVvMAy7UI/ZCqrPA6HnuPDGhteMRRwmqxQtAq8ihHc1QqoSL0E1rrTVazJcev2yAMInRTJU1ytj+1SxrnWJ6J6sjYDZverT0QBBbjJec+fp5SELGbFptXr9FsW7ieQRLnRGHGaGfOYh5x7Oo+XtdBVSUMSyGJc0Y7c2aTFZKmsnGiRavr0O67tVtluOLCA/u01ho0PLOGbC5jRmMfzVA5faZHt6uyuemR5wVRnINQYRkVQZhw4ZEheSXQ7Zs0Pbu2P8/reIdjxzzWei62pZEXBQLQcg081yCKM+IsRygrjvUaGLLEhZ05WVyw1nOhgPse2EfVJF73Vbc+L+tnVVXZ2NhgY2ODoigYj8c88MADpGmKKIrcf//9n3XNnuc53/3d3825c+f4wAc+8Dgq9gux9vf36ff7j3ut3++T5znj8Zj19fXP05U9+0rTlPvvv58Xv/jF9Pt9iqLGaRiGwU033URRFEwmNW/sEFXR6/WO+D43ft0ZWi+1uPH6G9l/cMK9f/FJ/n9/8DE6W21EUSAKEtZOdUnjFN3QyPOc0A+xmhaj7RGNbgMqgenejM1rNwgXAYomI0hQ5gXNjksaZ3TWvTqXMi9p9hwm+3O8XoNoFbOY+miuQhEUmBtN8rykyAt0SydcRbWAPa/zQRVdIfQjmr0Gs/05pmtguw57jw5wtmwm+zMEEQSlJFxFeGsNFqMlaydrqYPpGliYLCdLEAUs18JumIRhyHQ0h0JCMkrMxgFMM6kfoAxLRdNqPWmW5hiuiazVKRCmqyOrCkVRspwEqKaCZqqkccZ0tGI+D3HaFsdP9+j2Hdodi/ksZOeREWGS0Vlr4HUdWl2LrEiRZBHTNDBMFcfusLHW5OLFKeNBQrsno6oJs3DJbJGCKLC+2cRxDY4fa3FxZ4qsimxueJw52a1Dj6sSRRDptWxarsn+xGewu6DXc+g1TC7uL7hrZ8GxTQ/HUtgbzJgGGf22wEtveG4HqCcrwzA4fvw4x48fJ8sy9vf3eeihhyjLkul0yic/+ckjXeeT9cf5fM5rX/taTpw4we/+7u++4B+KXmj96HkfogRB4JprrsF13cdZhg+3TYIg0Gq1aLVaXHvttSwWCwaDAZ/61KeOBOmnTp16wn/iYcmyxIu/9Hpe/KXX10eGd13gQ79/O/vnR/SOtUmjHK/XBEFAEKC51iBchDhNi2ARkSX1hmr34X16JzpkcUq0ivF6DRZjH8NVWczmeK0GpmOQRimdzTbBIsS0tZp5crHOp5oNF4hivVJfzoL6/cMUx7NRVAUq2Lpqs7YT6xUrP2RwaVgzYmYpTtNmMfFpr9eckcXEp9lxUC2Fyf6MyfkVM9Gnsdak0XVx2xbN3hkqYLK34ME7z0EFVstm80yf9ppBq+cSBgmTwYK98yMQJFrrDda2PNyWxbFTHWbjgAuf3GNo63S3mhiWVpPLbY2lH9BoGmiahGNXNBotxoOIB+/Zpb/VpNEyyfOK8chntojorrl0uw5uw8ZfxghiSRIEiLLAmeNN4qRkNl5hOzquq+MvY+6/bw/L1tjabIIosDfwWYUJxzY9Gg2TrbLi4sinqCocU2CtbTJdpbzyplPPwx38+BIEgd3dXXRd55WvfOXRU+GFCxe47777noBPyPOcN77xjdx///184AMfoNvtPu/X/EzqyTK1nuz1L7RSVZUv//IvPzqO/Uz9kyRJR0PT4YfSYDDg4x//+FF6wrXXXku726bb7/LiL72Of/RvX8eF+y9x9r33cOHeSzxy93la600kRWT7UwNOvug4aZBQZCW6obJahLQ3W5R5gaIrKLpKuIxpdBzmQx/D0et4l0eHbFzVZ7WIEBAQJYHF1EfWRSzdxFqzDrI4c9qbLeZjH8ezicOEYLSks+Gxd25Is9cgT3OSKMPrNQiDmO5mC0VT6K13gYooijE9nd0Le9hNi+l4TsNz0U2VC/fv0Oo3aXQc8qxgPp2T5RndjQ5CJdUQT1mkLHIoK5yGWaczBAn+tA55l2WB4kDXqZk13iFaJUyG9XB2/Oo+Dc+k2bJI04JL58bc+7Fz2E0Dr+ti2Tqnr12jpKQqIQpjwiSi33WpKpHtR0ZEUUZvo4nXtuj2XYrhgsG+z6nTPY4da9Dvp4RhTJJE+JMEw9S46libi7tz7p9FHDtWR1lNpgF74yXtlsXamotlaIymAee2p5w81uLYehNhuODi7pReS6ffcei0RIIk4+/dcvJ5vZ+rquLixYt0u11uuOGGI13nAw88cHTac/iAp2kavu/zjd/4jXS7XX7/93//C4ZL90LqR5+XnV2r1SLLsssKyAVBoNlsYts2YVjn17Xbbfb39zl//jydToder0e3233S9aMoilx96ymOXbfBfOAzvjQ9aFIyk90Z3eMtZnvzeqARBBZjn7VTtSvPappIskSeFXQ2WzVhXBVYzUNMw8Jt1U9v3WMd8ixnNQtotG1mQx/bs6jKElVXUA2VJErriIZljKoraLbGeGdK71iH+diHCppdh+nFOVvXrTO6NEbWJObzOZIiEkYhkqDQ3Wwzn/rsnx/irXmcvO44ZVXhTwMufGIbWVPw1j2spkWz69Da9BAqGO7M+NRHH0HRVZq9Bm7bZvN0l2NSHQ1x4aF97t2Z0eo3aHYdDFvl+NU9iqxEUyUkQUBRFTa3PJZ+xLlP7ZGkJa2eRXfdYW1TRxr6zOcBjlMTzhsNnTQrmE5WjHYWtLo2nmsyGi+5NFziNg1abYksy4jimOk8pN9z6HQdThzzGM8Coiil3Xa4/qoecZJTVaAIAlv9Bu2GwfbehCiQWOt7rLVFHOu5Y6pcSZVlycc//vHHoRQURcF1Xa666qrH4RP++q//mh/7sR9D13WCIOAjH/kIa2trz+v1PtNaW1tjf3//ca8Nh0NkWX7Bb9GupJ5qgPrMOoQi2raN7/sIgoDjODz00EM8+OCDj9uYn7zxGCdvrMPUh9tjzv7pPdz+h2dZO9mrqdtlRXvDO3j40gmXEctZitdvsPfokGbXpcgrAr/WXkZ+RLNf40AUVUK3FMaDKbqrIBQSIKKaCnuPDtk43SNYhhRZUQvY/QinbZNlOU7Lrt3JeUlvq4U/W9WBxXGKP17SWm8yOnD9JUGKaEnIkkzkL5ANkcWswGoZaLZKtIooqpw0TVgOY/Y+OWbzmjWshkUapfjzEFmVcVsWiqygyBKGqZBnFf5kxWy8IkkyTt94DLuhY5gaXsdmvO/zyD0XEWWZ9noDt2XT32rR2/KQFZFgGbN7flzDN02V5SpksOeTZhXlukK773D6mh5FWuNqBMDQFE5ttRkOfc49MMDxTNY3Ghi6ie/XOs2Gl2PZMi1PZbZIOX9+zKnTHTbWG7Q8k6KoUEUJ29HwrjNYBrVuU1BktjoOeZwyGsVoik6zoRGsUk5vdZ63+zhNU+644w5s2+bGG29EFMWjhcQ111xzhE/Y2dnh7W9/O29/+9tZrVZsbGzwrne96wuGS/dC60fPu7B8PB7z+te/nte85jX8/b//9+l0Op91eozjmLvvvvuI+KwoyhFPYzAYMBwOCYKAdrt9NFA91TQ9uDDizvfdy4f/10fJkhzD0WvquGdSlfV/Q5mXdcaeAP50RXvdY7o/J8tTFEMmGEZsnFmr1/KLCK/fJApiJKnepEmyRBrVwnmraTE4P6S13qIqS8Y7Mzav7jMfLJAVGcM1Cf0A3dQpihJZEUmTDFVT6yOxZYTZ0BlemiApAqqlML24oHusg9t0SKJaHF677wSKvCCNc0Y7U6oKGv0muq0hyCKSKCHKIqtFyO65MW7HxW07tTC0LCmLCuVA2J4XFYpa266Xfsxgd44gSXQ3G5iOShAEqLqOoeuUB1RkQRCYL0L2dmaIisT6sRamrREEKTuXpiBLbBzzME2FJC3IixLH1lF1maIsWPoh03lQk5ltlRKJvcEKURI5fqKFqspc2p8z9yM21htIYk6YlAznMe2WxT/8upv5pttueu5v2KeosiyPYJ633nrrZVfg8/mcb/3Wb+Wuu+5CURRUVeWnfuqn+Gf/7J89T1f85HWlQs4//uM/5v777z967Xu+53u4++67v+CF5bfffjs///M/zzd8wzdw2223XRYv4fv+UZ7nddddhyjWcNnDjflwODwi4vd6PTqdzuOOUPzxkjvf/wkeuuMcd77/E7U71jHYfXiP/vEugiiwmgc02g5JktUIkrSmg2dpRhKmuB2bCw9cwmoYNFoNhufHbF6zTriIqMoSs2kSrxKUAy6UoiusFiGapqDoCvvnhqyf6hP6IXFY4xfGO1Nsz0aSJaIgwrQNsiSrCeVZgazKhMsQSZfwR0uiMKbRs4mWCbOdJadedAxZkYhWMUVeISoyuq0hShKBHzHZ94njlPXTfbpbrXpTVcFiEjDZX7BcxpiuSWfTw3L1OmaqAgGBKEwpygqrYdS6qFXCcOAjSALrx5oUpNhuAwGB4e6CVZjS32yiGSrLVczupRmiIrOx5WHaGqtVwoWLE7o9l43NGuablRVpklFWIEqQpCl7+z6rsKDTM/CaFmFccHFvjuPqbG16lGXF+UsT0rKi7Sk4tslkETP1I45verz8xcd507f/3c/xHVzX4QBlWdZnZVEd1qOPPsprX/taZrMZcRyzvr7Ob/zGb/DlX/7lz8v1PlV9Ifaj532Ims1m/PIv/zLvete7+PjHP86XfumX8trXvpZv+IZvoNfrPW6g8n2fu+++m3a7zfXXX/+UN0YQBAyHQ4bDIcvlEs/zjlbwT0V8nezN+Nif3M0jd53nwTvO1QLxomC6O2fjTJ/x7gxVUzBdg51ze1iegambiFItdhRFEUSBYBbQ7DWYD+dIsozTsrj04B7rp/tkWUY4j2ltNIj8GFGREahFpVmcURYlVsNicKEetIosZzGu9QeD7TGNTh1S7I+XqK7Kcr5EVRXiIEU1FRRVYXJhRrhK6Wx6NPvNA+deAUKFrGkkYUKSFlgNE1mTybMSfxagWxqmW2ulEAQ0UyPLcmbjFdNJgGHrnLi6j2FrB+nxBaPhgsUspLPRwHYtwiBhb2dOXsLaMQ+3aZKkOUGYYFkadsM4osXPZyGj0RK3YdJomQRhysVLEwRRYutEC91QGI9X7I2WND2dRkMlilMms5RKEjh1oo1pqiz8iCiKaDQMmk2XLC/J8oIf/BdfyUa/8Tm5Zz+zyrLkE5/4BFEUXdEAVZYlP/zDP8y73/1u/vzP/5xjx47xkY98hGazyUte8pLn5ZofW6vViocffhioMQw///M/z1d8xVfQarU4fvw4P/IjP8LOzg5vfetbgU9bit/4xjfyhje8gdtvv503velNfyMQB+fPn+eXf/mXeec738ne3h5f/dVfzete9zq+9mu/9gm4icFgwH333cfp06c5ceLEkz78HTqnDvtRHMdPuTHPkoz7PvwgZ9/7cfbPDYmWdbyLrMpM9+Z0NutNVRQk9I512H10n2bXJQhWpEHO+sk1kihBlMT6IUiVSJOcLMlw2w6D8yMa3Tp9Yf/ckK1r1lnNAyoErIZBtIxRNaUmp2sywbIm/iuawuhSLUkYbo9or7eI/IiyqnA8k0sP7uH2LeI4oUgqREWgLMFpWui6jijWeXFVWSFIIoomg1ijXfYvjFgtE6ymhbfWxG3bqJqCcKAfG+zMqCqBzkazzhiNMyajFYt5wPEza7T7bt0/s4JL50dMxwGGo7N2rI1uqoRhyt7ujCwv+f+3d95xcpbl/r7e6b3tzM723ZRNgUDaggQkAaRjskGkyE9AVBQ5SvEIoqhHEexYUBFQLMd2PGQTeocUEkBI73V7m957eX5/THZOQtpmSTaF9/p89o+8eWfmmXbP/d7PfX+/Tc1urFY9BUpCyLlcEUkBap2aRDJHT5efQkFQ0+jAZNYRi6Xp7g2hM2ioayiJ9/YNhAnH0lQ4dGi1EnkB6YzA6bTsFuDM4Q+GMRgMWCwlHatEMksqk+dLN36U0yfV7PMZOdLkcjlWrVqFXq/ntNNOO2QC9X5ZFZVKxRtvvMGMGTP26jMeLU70eHRMJA6gFGw6Ojpoa2tj4cKFrFy5klmzZjFv3jxaW1tZvHgxmUyGj33sYwcMWPsjlUqVA1gkEsFqteJ2u/ca/Xw/0UCMVS+vZ8XTK0kn0iiVpW08QYFoOIbGoKWYKmKtMJe85AZD1Ix14+sPotVpMFoNBAZCu6dnSgaakqJ0FYVCIhHenWgNhlFqVJjsRvq2DVA93k0+kycRSeGotpKMpcqu5Qqlgmw6j1qjJJ6IEwvGqRtbg6fLh7XCjFKrZNu77bjHOZFUEvl0gUQwjc6gxVFtR63XkEnnCHlihIJxGibVYK+0UhRFinlRspGJpgh4Y2SyecacUovNaUahkMjnCvR3B/EORLC7rVTW2igUCwSDMeKRHEIhMWaCG5PFgABy2TyxaIp8oYjRogcJfN44fn8cu8tIZbUNJBgciBAOp6istVLhNJHNFYhGUxhNOmwOQ+mqO1cglc5RBLQ6Nal0mu6eENm8wOnUolRJRGJ54qk8tXU2bFYDkViK3//0+iP10TwoQwlUMplk5syZh+whKBaLfOtb32LBggUsXryY5ubmUVnnwViyZAnnn3/+Psdvuukm/vznP/OZz3yGzs5OlixZUv6/pUuXctddd5XF7b7+9a+fFGKbQwxtzQ7Fo/b2di688EJaW1u57LLLeOyxx5g0aRLnnHMOlZWVw7pPIQTxeLwcj4Yq5kPx6P3Jd/8uD+sWb+LNBf8mnchgrbQS6AuW9JcE5LJZYrEYOp0Os9VMyBPBUW0jGSkZFrtqHfR3eHC4S4Ka0WAcu9tGJpkp2TEVSy4MuUy+ZIDstDDYPoit0lZKtNq91E2qIR5MIEmgM+tIRlOYrAbSyUzJWzSTJ5UuCW66qp3kUnnC/iiOupJwaDySQKlWYbQYUCpU+HrDpYp+rQNnXQUqtbKkvVcUeHtDRHeLDxttRhSqUtVqsDeIxWGmusmJRqsu6TJF0/R1BkkmM6WeKLuOAnkUCjWFQqnvSm/UodgtxjnYF2ZwIEJFlQVXlRUUEp7BKIFgHKfbUuqRKgoG+sJkCgWaxjgxmbQlg/Z8EUkCrVaNpIBYLIU3kECjVWEyqYnGUwz6S5IuFXY1ao0Wjz9JrlikqbECjUZFZ2+Q//3dzahUR3fQZSiB0ul0e9nJHIghWRW/388rr7xyXEwFn+jx6JglUXsy1Ay3cOFCFi5cyIoVKwD45Cc/yXe/+10aGhpG1DCWyWTKASwUCmE2m6msrMTtdh/QIy0ZTbH69Y2sXbyB915ai7O+Ao1aQzQQp6rJRcgbRmfQlqZJsnmk3XowGr2GkCeCxWmmkMsTHAxTM64Kb48fvVGHwaLH3xekotZOPlNyjZckBZICEIJ4JIXdbSU8GEGtV6M36fD3BdFa1STDSax2KzqDjng4jslmIJ3IoNFpyOfzSJJEUSFIJVNkkjnUWg16ox6DqVQ5S8XTBAajRIIJhEKiospGVZOrVO4vCoLeKH0dfhRKJRW1diwVJiSFgkgwQTSaxO4yIamLu21QlAz0BPEORrG5zFTW2lCqlYSDSQb7w+jNWqrrHWh0alLpHKJYxGjWo9WrkaSSUrHfF6MIOJxmCsUivb1Bkpk89Q0VmC06wpEk3f1hrFYDtbU28sUiHd0B8oUilZV6lEqJQCRDMlOgpsrMOWeM53PXnz3Sj9+wGTI0TiQSw0qghBDcf//9/Pd//zeLFy9m0qRJR32NMh+cIc26BQsWsGDBAjZt2oRKpeKOO+7gK1/5ChUVFSOKR/urmA8lVO+vmPfv8vD20yvp2NBD95Y+DFYt0WicdDhD06kNRHxRikWBvdJKyBPG7DAhikWKRVGyiREClVZNaDBMRbW9rAtVUeugb8cAlXUVCCAeiuOospFKZFEqJYrF0lZ+Np2lUChiMOsJ9IeorK9gsNuPUgcUikhCTUWNjdBAGIPVgFqrJpfNodKoiQaidG/pR2/WYa02I6EgFkiRSmRw1jgwOUxo9KXKdzKeRm8umbJLkoRSXaqm+QejBH0xtHoNFbV2TDbj7i2+ItlshmQqi15Xcl0oFgU+T5SAP4HNaaSy1o5SrSQUTDDYH6a63kFljQ3l7gpWLpunUBRodWqKQF9fmGAgTmWVlQq3mUw2T1d3ACSJhoYKdHo1g74ovkACt9uCs9JMJJqguz+CTqvEYS+poycyRfQ6LZUuC5VOC/956wVH4uN4QHK5HKtXr0ar1Q4rgcpms9x444309vby2muv4XA4jur6PiwcF0nUEIVCgS984Qs8//zz3HjjjaxatYply5Zx+umnM3/+fFpbW8u6UIdLNpstq08HAgGMRmM5oXq/J5Hf72f9+vXUVtcR3BFl5cvrCQ6EySQzaPQaEuEkCpUCg1lP744BasZVkU1liAUTuJuchD1RtCYdKpWCwu4ScrEo0OrVBAfD2FxWsukcEX+U6rFuvF1+DBY9epOWsC+KxWkuNasnEohCEZvNiqRQkI5nMDmMhAZD2FxWwp4IJocRpUrJYKcXUQRblY1MOoOvL0QqmsXsMlJR58BiM6HSaMjn8nRt8xDf7Ydlr7ai0WvIZUvSAiqNilyugAA0eg3RcBz/YIR0BhwuM84aG0qNilgkid8Xw11rw+40o1QpKRSLRMNJwoEkJqseo1VHIpGltzuAQqWitsmBXq8hGErS3x/GYjNQXWdDSKVAls0VaGpyYjRrS4rshSJqjQqVWiIUCiOEEhTqUs+UKNI/ECEYSXNtawNTp9QfFdPOIYrFIps2bSIejw87gfrRj37EY489xhtvvMGUKVOO+Jpkji6RSIQrr7wSj8fDxz/+cV5//fVDtiAMlwNVzCsrK/dp8H1v6SqWLHiLntVeTBbj3ibG+ZKtU3gwitFW8sUc6PBSP7GGiC+KEALbbs0nS4V5t92VRKFQqrao1CpCnjDOWgcRf6wkw+K20rdjAPeYSjKpDKIIGp0KvzeIwaxDp9aj1qnIpHJo9Rry2TzJWBpbpYVYIMZAh4/x08dQKBbJpjOgksjn82RzedRKFcUc5DIFDFYjWqOWTLpUzQp541icZlx1DjQGDQqFBEjksiVhYbVGRUFRIJPJkUlCKBDHWmHCVWtHZyj1kYKEQlnSp5KUCmKRND2dfopI1DY5MJp1RKNpentCaA1qahoq0GhV+P0xPJ4YdpeRmjo7oiiIxdK7dbX0SMqShVY6nSNfLJDLplBqtAx6S32cVVUW0pkMvf0xFCqJT1zezGUXnY7T6TwqmktDCZRGo2Hq1KmHTKByuRyf+9zn2LZtG4sXL8bpHL2G95Od4yqJEkLw0EMPcd1111FXV4cQAr/fz6JFi1i4cCFvvPEGkyZNKidUwzFS3B+5XA6/34/X68Xv96PT6coBLBKJsH37dk499dS9pqdy2Tyblm9l1asbeO+FtVSPd5OOp8ll8pgcRjKJLCqNkkKugEavIR6Mo9aq0Rl19G4foLa5ilQiTSqWxlnnIOyNYDAbkBSl510sFIGSUamny4/aWLIzSYcy1E+sIeSPlqZbzHpS8TR6k64krqdVk8/mUWlURPxxIt4oZqcJu9tGIV/E0+cnNBDFYNdjcpowmA2lnoW8QKNXIykUZNIlpXaVRkUqlcM3ECEeTWOvMqMzqzBZzChVKhQSgAJJIZVUhGMZBntDpLN53HUOrE4T+XyBgd4QiXgGd4MDe4WJTDZfahw1abHZSz8C+XyBZDJLLldAb9QiEPT2BAlH09TW2bE6TERjKbp7gugNKqqqLajUajp2XyE2NZUUlnv6Qvzh4esIBktaPnuadlZWVmI0Go/I53Ljxo3EYjFaWlqGlUD9/Oc/55e//CWvv/4606ZN+8BrkBl9stksP/zhD/nP//xPTCbTIVsQampqjljFfKhC1dvby8DAANOnT8dqteLp9LH6tQ1sX9nO2sWbqZ9QXdIq6wlSN6makDeCRqvendwUStvzhSJ6o5bAQBiLo9Q47+n2UzehmtBgGJVahcluKGvqFQtFJIWCfLaAWqsim8kQCoSxuWwkg+my6Gc8kqKi2l4S25QkdHpNyZZGo6SQL6Izlrz8goMRkok0NpcVpV5JJp0h7I2TSeapbHTirHGg1pT0AuORNCFvBJVWg9VlLpmbxzL4BsKk0zkq6izUNrrL9lX+wRjhQBxnjQ2jRU86nWegN0g6k6eqwYGtwkQuV6CvN0Q+X6BpfCUGc6l6lc8XEKKUSCrUCmKRJJ0dfgxmPTV1NgpFQVeXn1xeUN9UgcGoZXAwjD+YpMJloKraTiyeobM3gMWsp67OTjqTp73Lx4PfPJ9UMkIymSzbRblcriMyAZfP58uaZdOmTTtkAjUkq7Ju3ToWL158QHkgmZFxXCVRB0MIQSgU4plnnqGtrY1XX32VsWPH0trayvz588sjnYfLkFji0GTNkFpxQ0PD7u2rfYNiPl9gy9s7WLd4E7vWdhHxlxSJPR0eLE4LGq2a/nYP9ROqSURTiKLAYNGTS+eQlEry2Rx6s47QYAS9WYdWp6Z3+yANk2uIBmKEg1Ec1baS6q9Og6SUkCSJbDqHEKUpFU+nf7evlR9HtY10MoO/N0jt+GoUqtKUn1anQaFWkoplyOXzoIB0KlNS2NWpUShUJOM5Qr44Gr2G+glVWOxGUEhEQhEioQRKhRaDWY/OpCWdyuHpi5BMZqistWOvtCAAryeCSqWksqakKSWEIJXKEvDFAAmb00SxKOjtDZWsaBoqsFYYiccz9HQFSo/dWIFSraB/IEQ4nKam3o7ZosPjDRKJ5qipteN0migUBYlEFq1OjcGoobbGzi03f7T83mQymbJ6bzAYRKfTlZt6D/R+Hupzt2nTJqLRKDNnzjxklUsIwa9//Wt+8pOf8PLLL3PGGWcc1uONlEceeYSf/vSnDAwMcOqpp/LLX/6Sc88994Dn//3vf+cnP/kJO3bswGq1cumll/Kzn/3spJAsGA32bEFYtGgRb731FjNnzizHo5G2IAxVzD0eD4FAAEmSqK+vp7a2dp/JwUggyr+fW8t7L64lnUiTzxbQ6jVE/FG0Bi0Gi46uzf3UjneTzxcIeyJUjakkEoij06lRqJSI3ZYuxaJAZ9TuNjW2USwUCfQHcTY4GNjd0G40m0jF0xhtBnLpPEq1gmwqh2Z3NSqdyGBzmendMUjN2EoKBUHEF0Gt06A1aAn0h/D3h6isd2GrthLyhvH3h1EolZidRqyVVlRqNbFQkmgoSfUYF9YKMwq1gkg4QiyYIjCQQK3TUFnvwGQzkM0WGOwNkUhkqayx4aq1Iykhny2ZKAsk1Fo1hWKBvu4g4WCSyhobFVWWUnN6d4BMTlDX5MBk0REKJenrK1XJa+rtFIpFerqDZAtFGhvtZPNplEotSrUKk0mHRqMkny+SzuRRqpXodCoMRi1331FS1E4mk3i93r3soobi0ft3QIbDngnU1KlTDykuXCgU+PKXv8zbb7/NkiVLRq1x/MMUj06YJOr9RCIRnnvuOdra2nj55Zepqalh3rx5XHnllcPKzvekWCyyefNmgsEgTU1NZV+iPYX27Hb7AQ1Id6zu4J1nVrHprR0YLXoyqSwKVWk0Wasr6URlU1nsVTb6dgxQUeMoOan3BKgdX1Xy+1MokJQQjURRazRolGoMVmPJJ8tpQaNT072tn4ZJdSRjKYr5Aia7kWQshcliIBlLodKoyOfyqLUaFEoFgf4gnk4fDafWozNoSURT+PrDZNI53I1OjE49hUKOopBIRXP4ekolf5PTgKQCSajxD0TJ5QVVDQ6cNXYkpUSxUCCdypHLFtEaNEgKiZA/wWBfCJPdSFW9A5V2d09Cbxirw4i7vvT6DfSFSCZzNDZXYrLoKORLUzNKlQKNtiSrEI+lCQUTFEUOi8NEOi3o6Q1itRmorbOTzuTo6Aqg0an58pfO57w5E/f7vubzeQKBQDmpUigU5SvCA6n37slQb0w4HKalpWVYCdRjjz3G/fffz4svvsisWbOG/Rn8IPzrX//ihhtu4JFHHuGcc87hscce4w9/+AObN2+moaFhn/OXL1/OnDlz+MUvfsHcuXPp6+vj1ltvpbm5mUWLFo3Kmk8mhBBl9/mFCxd+4BaEbDbLunXrKBaL1NTUEAgECAQC6PX6cjwym8173WfYF2XVK+tZ+eI6tq3cxZjTGogGYhQLRcwOE9l0DqVSSTaTxWDWEwnE0GhU6M16erf1U9NcRTadIxFO4KyrIBaMg0KQSCUxm0xIQlFqtjbq8HX7cdVXkIymSCfSuOor8Hb5sVVayxUenVFDIVuSRgj0BYkG49Q212Cw6EgmslAUaIxaigVBNp0lX8xTLBYpSkUUShXFgkQsmCLsS2Cw6bBWmrA5bWTSeZKJDEazDqPVUBrEAWKhJB3bPRjMOqoaKko9UYFST5TRoqe6qdTUHvDG8AxGsblM1DVWgERpq1CrwmDUoFSryOcKxKJpiggMJh2FYpH2nR4ymQK1jXbMVgODniiBQILaOht2hxF/MEm/p6RifuEFk/l/131kv+/rUCwKBAJotdq91O8P9RnJ5/OsWbMGhULBtGnTDhm/isUid955J4sXL2bx4sX7jQVHgw9bPDphk6g9icfjvPDCC7S1tfHiiy9SUVHB3LlzufLKKznjjDMOmlDlcjnWrVtHPp9n+vTp5R/KYrFIKBTC4/Hg8/kQQpQ/8AcySBZC0LGhm/VLtrDypXUkoknsbhv97YNU1jsRu1V5TQ4juUwpqKVTGQxmAxF/mFgsTmWdE29nkJoxlSVpAG+UykYnyVgKhSTt0Xw5JJFgINAXxFlXQdgbRpKUmOwGggMhEFK5v0qrL5kPCwliwTidm/pQatW4G13oLFqyuTyxSJJoIIm10oSrxoHJYkJAyU5m6yBGqxF3QwVqnZpYJMVAdxCVVkXNGBd6o5Z4NM3gQAh3bcm/T6lWlMxJE1ny+dK2HZJEX3eQYCCBu9ZKhdtCKp2juyNQck4f40JSQm93gFSqQG2jA6vdULpC7A/jqDBSVW0jmc7S0R3gH3/5PBbL/qcu96RYLJbthHw+H7lcrqwttj97lj0TqJkzZx6yDC+E4E9/+hPf/OY3ef755w961XWk+chHPsKMGTP43e9+Vz42efJk5s+fzw9/+MN9zv/Zz37G7373O3bt2lU+NlQ96+npGZU1n6wMtSA89dRTtLW1HXYLQjKZZM2aNZhMJqZMmVL+oRy6IPB4PPj9fjQazQF/gCP+GO+9uJZt7+2ia3MfhWweW6WVgQ4P1gozGoOGgV0e6pqrSSXSFAXo9BqKhQJCksgkMyh1CrzdPhwuByaLgZ5t/TScUkcymqKQK2BymEhFU2gMago5gUarJB5OojfrKRYKRPwx3A0uIoEoEV+M+ok1JZ2rVKn5vHtTL9lsnprxVZjsRtKJDP2dPrLZAja3Fb1di6Sg1LuFhMliRqFQlqpnAkL+ON6+MEarnqomJxqdhmgkSX9XEK1BQ02jE6NFR6EoKBQFCklCo9utfRdJ0rHDg96kp6bBAZJEb3eIeCJNbWMFVoeBSCRFb28Ik1mPq8pEIpkkHMyRE4KGMRXodBr6+0OEIynqGhxYbAYGPKXpv4d+fDWTJhxcSHdPOyG/3w9QbkHY3wVeoVBg9erVh5VA3XPPPbzwwgssXryYMWNGz83hwxaPTookak+SySQvv/wybW1tPP/88xiNRubNm8f8+fOZNWvWXh++dDrN6tWry/oaB2oAHNpKHOpbKBQKe6kTH+gD3bOtn7efWUXnhh6Cg6GyMnpwIIS7yUVgIIRKpURrVNO7c4DacdUoJCWFfAG1Vg1CIEmQiKSwVpoJDURQakpaVN1b+qibUF3ypsoWMFgMpBMptHptWRwv6AmjN+owOYz07/Qw2OWnekwlNreVXLbAQKcfIQTjpjWiUiuJhCOkEjnioTTxSBpThQGb24LOoCOTKuDpDaHWqWmaVI3OqEMIUWoAz+ZRqtWoNEpi0RT9XUHyuSI1Y12YbHrisTS9nQE0Bg11TU7UGhWegQiBQKxUWndbSKWyBAMxDCYdam0Ro9kIqEoaVjoVSqWSXL5AIpFGoVRiMGpQa1R869tzD/szsufouc/nIx6P7+WCrtPp2LJlC8FgkJaWlmElUH/729/42te+xjPPPLPfcd2jRTabxWAw8OSTT3LllVeWj99xxx2sXbuWpUuX7nObt956i/PPP59FixZx2WWX4fV6ueaaa5g8eTKPPvroqK39ZOdALQhDFfP3tyBEIhHWrFlDdXU1EyZMOGCytecP8KEq5ulEhvXLtvDOM6vYta4Lu9tKNlXyl8sksxisepKxNJlEyWC9f+cgOouGXCFHPiGoGesmlUghSRIKSVGusGd3a1H17xzEVVeBEILgYJjqpkoigRhagwaVulQZB4lcJofRZmCwvdQyUT+5lmwmRzZZ6sfUGLWARLFQJOyLMtDpx+g0YLTqkRQKQr4E8XAavUWPq86B0Wogm86TzeYxWw1o9aXtyXyugG8gQsifoLLOXtLDSmbp6wxQlCRqxzgxWHTEIkl6u0IYTFpqmpwoVBL9vWGSiQxN40tV8kw2RzKZJp/PUuGyo1RrSKWy5PIFDAYtCqVEKJgiEk/hqDCi02sIhRL85refLosvD4ehC7yhKlUmk8HpdJbtWZRKJWvWrAFKOkrDSaDuu+8+2traWLJkCePHjx/2Wj4oH8Z4dNIlUXuSTqd57bXXWLhwIU8//TRqtbpcoVKpVDz11FN89rOfLSsPD4chdeKhhCqbze6lTnygRMzT5WPVqxt4c8G7iGIRnUFLMpqiqCyQjKewOaykY1nMNiPZbI6IL0r12Eo8nX5MNgM6o5bAYBhnjYNsKoukKAUclUZFIV8kEU3iqLYR6g9htJmA/6tiebp8aPVaVBolnk4/mWSGsVObUKgU+PvDRAJxctk81ioLlfWVSEqJZDxDsSDQGFWgEBSKBURRItAbI5XM4W5wYndbyOULDHQGSKbyVDVWYHOaS83l3SFSmdK2ndmuJ58vks0U0GhUaPTqspdW0B9HUipLApyJNN2dQVRqJY3NlShVSnq6AiSSWRrGODGZdHi9UbyBOFU1Vs7/2GQ+df1ZH/hzMuR35/V6CYfDqFQqhBCcdtpphxxnF0Lwv//7v3zlK19h4cKF+7iLH236+/upra1lxYoVnH32/8k8/OAHP+Avf/kL27Zt2+/tFixYwM0330w6nSafzzNv3jwWLFhw3JuPnsi8vwWhurqa1tZWrrzySrZs2UJ3dzfXX389jY2Nw77PIT+/oXgkSRIulwu3243dbt8rruWyedYv3cKm5Vt5+5lVmB0mjBYDvTv6qR7nplgQhINhUAhMJhNqjYZ4KIHNZSESjEJRwlZpoWdbP9VjKinki6TiKSxOM9lkFqVGSS6dR2fUEg8lkBQSZoeJ7k291E6oLg/WuOpKvn6SJKHRaenY2IMoCqrHuTHaS/Y0gz0+krEcjbv17RRqRWmiORQj7IujUCuwVJgBBYHBGMl4lqrGCuyVFjKZPP3dQdLpHFWNTmwVRgpFQTqVQWfQYjDpysMtsUiKbK6Aabe+XW9nkEg0XZokNqoIBGIE/RnMdj11jRXkckXa230olQqaxrmQlBKdnQEyuTzjxldSU2vna3dfOuLPyNAF3lA8isfjKJVK1Go106ZNO6SivhCC733ve/z1r39lyZIlTJy4/1aHo8WHMR6d1EnUnuRyORYvXkxbWxv/+te/iEQinHrqqXz/+9/n/PPPH5HxohCCWCxWDmCpVGov+5kDfQCCg2Hee3Et7722hh3vdVA/sZZsKkcymqKywUmgP4jZbkJSSBRyJZNTQUm/xdcforLWQTxS6keobKhgoMNbKtPrStMxGr0akReodWpS8TQGs46QN4IkKXBUWQkNRujY3MeYKfXozDoSqQRQMjFNp7NICgU6k55sOsdAp590Ok9FrQ2TXU82lyfsS5CIZrFWmnE3OFCpSpMySrUSlVqFUl2azunt8BMOJKhqrMBRaSGVzNLT4QOVkoZxLrQ6DT5PBK83jqPSiM6oQKnQ0NcbRq1X0zDGBRL0dAVJZ3I0jnVhNGsJBBLki0XuufdyJkw8cv5zQ1t4Pp8Pi8VCKBQqb5u4XC5sNts+yfbChQu59dZb+de//sUVV1xxxNYyXIaC1ltvvbVXD9aDDz7IX//6V7Zu3brPbTZv3syFF17IXXfdxSWXXMLAwAB33303Z5xxBk888cRoLv9Dy54tCE8//TTZbJYLLriA++6775AtCAfiQBVzt9u9zxZRLptn/bItvPfCWrxdfsK+CEVlkUI2TzaWp25iDZ5OH/rdvUe+3iDOGjv5XEmXLp8v7BYGLvngueoq8HT7MJoNGExa+nZ5SlY0sTQIgVpbsusq5gtICgmNXkPHhh6sFWbcTa5SRT1XJJVMkylk0et1FPMSvt4wyXip78pRY0MI8PWGCPpiWCrNmJ168vkC2WQBpUqFq9aOwawHIZFOZwn5ExQLAlulmWJR0N8VIBHPUN3kxFZhIh4vSSBo9Brqx7pQqBT094SIRlPYXXoqq+zE41l6e0PYK0xU1dlJp7J4PBGsdiOVVRYKQhAKJVCp1Vz1yZnMPkCP5uFSKBRYtWoV2WwWnU5HOBwuS/O4XK59+uKEEPzwhz/k8ccfZ/HixZx66qlHZB2Hw4cxHn1okqgh/va3v/HFL36RO++8k3A4zFNPPUUymeSKK65g3rx5XHjhhSMeQ91TnTgej+NwOMpl9j2TtCHNoUgkwvjGZjYu2c7qVzeQiCTJZUraKxFfFMNu9/OBdg/1E2vLZsVWp5mIP4bRpi95/amVpKJp1LrSaHP31j7qJ9aQSmRIRpK46iuIBuKYHUZigThitw1CIpIkmUhhqbTgcDnIpHP4+8NEw0mcdQ4qG5woFApy2dxu7RUVap26dPXrizDQGUSt12CvMqHWaoiH0gS8caxOE1WNTiSFAk9fiFAgSWWdjYoqK5lMnu5OHxaLkZomR2mEOZEknkhitZoxmQwUioJYPA0IjKZSkOzrDhKNZ2gc60KjU9HbE+IvT966W0vmgyOEYNu2bfh8PlpaWtDr9SUboGCwXGYXQpTL67W1tSxdupTPfvaz/P3vfz+o19PRZCTl8xtuuIF0Os2TTz5ZPrZ8+XLOPfdc+vv7qa6uHpW1y8A3v/lNHn/8cb761a+yZcsWnnvuuYO2IAyXA1XM3W73Pn5+mUyG5//5Mrv+3c22ZZ3UjHNTLAqyqSwanYZisYBapyHQF6SixkEmlSHqj1E91o2n04u5woxaqyIZTWGw6EvtBGoV8UgSs8NELBRDpVCit+jp3TFIw6Qa4uEkolDE5DCSiqdRqVVkMzl6dw6QiueprHdQNaayrFtXyBVRaZWoNWokVWkqMOCJlNTKHUaKFAkMRIiGMhjtelx19pItljdO0BvHVmnGXecACQZ6Q8RjaZomVGFxGHZXyfOotSq0ei3JdJJIKIpKqcdg1KLVa4hGU3gGIxiNWpxuS8l/rzuAyaynrqmCTDpHR7uPv/zvrVht+xdyPhwKhQLr1q2jUCgwffr00oXqbmken8+H3+9HrVbjcrkoFAqMGzeO3/zmNzz88MO8/vrrTJ06ej6ie/JhjEdHXgXsOKeuro7nnnuu3Lfy8MMP8/bbb7NgwQLuvvtuwuEwl1xyCfPnz+fiiy8+oLL5/jCZTJhMJsaOHVsebe3v72fr1q3YbLbyFeG2bdvIZrOcccYZaLVaqm5wc+EN55KIJFm3ZBPvvrCOwS4/9iobYX8MV10F+Vy+pG9SEKTiaWwuC/27BqlscFLI5okGYiXdF28EZ7UDURAolaWSdzyUwFxhJNgfxuG2EvJF0Zt1SDqBqWhEr9OjUinQVZiwVpiJR5J0bOwh5otSO6EavVFHJJigb5cXvVlH9dhKzFYz+RoY6AkheZLYqhRoTEpskgGEoFAoYDXrGDupikwqRyycIhVOYrDoaah10NPhY1sghrvRQaGYJRUvMrCrF3edvVS1iqbp7QliqzBSXefA4TITjafp6Q7QONbFtBkNRzSB2r59+14JFIBSqSz3Se35o/SLX/yCf/zjHwghuOWWW/YqW482Go2GmTNn8uqrr+4VtF599VVaW1v3e5tkMrnPtvPQj+qH7JrqmHPqqafy1ltvMWHCBGDvFoRPfepT5RaE+fPn89GPfnTY2xuSJGGz2bDZbDQ3N5cr5rt27WLjxo1l+xmz2cz69esZN72R1htKldTt77Wz9o1NbHlnB95uP7XN1YQ8kZJly+4ExlFVspNxVNtJxUtWWQaLHk+nj5rxVUT8sZLHqAS5VA5ztYlsKkdVYwXZVA6tXk02lSPsjeJwW9n8zg6QBA2n1KKQVHg6fWxasZ2KGjsVtXYKBUHfzgHikTTuMZXY3RbUGjWenR6ioSS14yqpG1dNwBvF0xNCEMJWZcDi1OCociOhpJjPodNraWh00LPLS/uGXqobK7C7zGTiGXas70OjV2Nz6zCZTQz0hOlJZqkfW4nRqkOnU+MdjKJUKbFXmqmrd9DTE2KwP0JNnY3xE9xHJIEaMjfP5/PMmDGj/F1Vq9VUV1dTXV291zbunXfeycqVKxFC8P3vf5+xY8d+4DWMlA9jPPrQVaIORrFY5L333mPBggUsWrSIwcHBvQxJzWbziO43nU7j9XoZHBwkEomgUqlobGykurr6gH5+qUSata9vZMs7u9jy9naUKiU6s5buzX00TK4lnUiTSWaxua0kIkk0OjXFfLE0pRKIoTVo0Rq0dG7opn5SDYXdDZsWh4ngQACdXUshVcRkLe2x+/qCxMJJqpqqsLnNFPKC/g4vhbzA1ViB0Woo9U5l8jiq7egNGpQaJfm8IBlJkUhkStN3SkHQEyPoS6DRqXE12NAb9YR8CQLeGM4aO64aK9lsga5dHgpCom5sBUaznv6eEJFQkpoxTmwOIz5flFAgQcMYF9aK0hVjJpNHrVZy0cenMvuCD26jIoRgx44dDA4O0tLSMqyk+dVXX+W6665j3rx5dHV1sXLlSjZu3HjMbF2GRoofffRRZs2axeOPP87vf/97Nm3aRGNj4z4Gnn/+85+55ZZbePjhh8vl8zvvvBOFQsG///3vY/IcZPZlzxaEp556ikKhwNy5c2ltbeW8884bUQsC/F/FfGBggGQyiVarZezYsftUzEvTxj28+8Iadq3pIhFNUsgXMO6uKFU1uchl8gT6QzRMqinZVBm16IxasqlcSVG9UFJU9/cGqai2kYikQAKD1UDn+m6aZ46hc3MPKoMSq92KQlKgN+lQqlUUC0Wy6TxIArVWg1JdahzPpLNodFq0Ri2F3RIJuWxJ5FilVRGPpOjY1IdGr8HV4AAlRIMJwoE0eqO25Mmn0zDQEyQSSpUSqUozAX+Uwb4oBrO2tLWnVODzREGhwF1jRaVWEI9nUChKbhUqtUQ2WyCfL5k/T21p5MprPpgu3JCHYzabZcaMGYdMmoUQPPLII3z3u9/lqquuYuXKlfT39+PxeI6Kc8Nw+LDFIzmJOgDFYpG1a9eWE6rOzs6yIenll19+2MKNqVSK1atXYzAYqKiowOfzEQqFMJlMZbX0A6lr57J5Ni7byvJF7+LrCSCKAiQo5ItkUhlsTgt9uzxUVNuQlAq8nT7qJtYQDydKzZtaNdlMDoUkkcvniMdimK0mtFodu9Z2oTPqcDc5EUj4eoJE/DHqJ1VjtBrx94Xw9gZxN7lw1tpJJ3N4uv0kEznqJlZhcZhIxTN07/KgVKmon1CN1qAhFk7S1xlApVPhrDOjVEkUiwrUWg1mixEhFYlGYygUWiiAyaZHkhQEfTHisTSuWhtanZrBvhB+b0mR2FVtIRZL09MR4ImFX8LhHFlSO4QQgp07dzIwMDDsBGrZsmVcffXV/PrXv+amm24qaV8NDFBVVTUiccUjxSOPPMJPfvITBgYGmDJlCr/4xS+YPXs2wH4NPH/961/z6KOP0tHRgc1m44ILLuDHP/4xtbW1x+gZyByMfD7P8uXLefLJJ8stCJdffjmtra0jakEIh8PlSUCtVruXn99QC8L7f4QD/SHee2ktb/xtBfl8AavTTNgXxWDRI4oCjU5NNBBHqy85NXRv6aN+Ug2peJp0Ik1FtZ2IP4bZYSSdzKLRqkkkkqTTSRRFJXZnyVIq4osR9EQwO0xYHCZC3iiDnX5sbivVYytJxtJ0benH5rZSM7ayJJq5y0smnaOuuQqzw0QimqK33YdKo6ZmrAudWUsyliaVzpS2BXWqkpAxSop5KIgCeZFDo9LR3xFAUiipb64kly/SucODpJRoanajUCnp7SwNu9SPdWKy6OnvDRIOpfjhb69n0pSRf3+GKlCZTGbYCdSf/vQn7rvvPp5//nk++tGS6HB/f/+oiWoeiA9TPJKTqGEwpFq9YMECFi5cyLZt2zj//POZP38+V1xxBQ6H46A/oLFYjNWrV+N2u5k4cWL53Fwut5c68VDTYGVlJSaTab/3WcgX2PLODta+sYk3297F3eikkC+QjKawuixkU1lUahWpRAajVU8sFEej0yAKgmwmQzwRQ4mKqoZKBju9GC1GjLt1WtS7xfey2RzxYAIhKdCb9Xi7A/j7Q9RNqMbqMlMoCPo7faRTORomVGN2lKxdQt4oRosBe6UZASRjaXZu6EOhVFAzzoWkFPgHo8RCGYwOPa4aKxIqunZ6UWvVNE5wgwSd273kEYyZUIVaq2KwL0wwmKS6wY7DZSIezfDLP9/8gd/TXbt20dfXR0tLy7DsYVasWMFVV13Fz372M2655ZZjmjTJfHgpFArlFoSnnnqKYDDIpZdeyvz587nooosO+Vn2+Xxs2LCB5uZm6uvry8eHKuYej6fs5zcUj95fMe/e0sc7z66ifX03O1d3UjexmnQyQ6A3SP3kOhLhOCgUJZPfogAhyKSzWBwmBtp9uBudDHZ7UWoltBoNxYzAXmMjGogjCqWhmJ4tfRgsepwNrpJ8SjCOSqPB7raSzxfo2jqA0W7CWWNHIMikcigUEjqjFpW2NLUci6QI+2IYLHpMNiOxSIqenV4MZh0VdRbyhTwhT4J0WuBusOFwWYmGU/R1BrC6zNQ0VpBK5ejc6UFn0NAwvhIBdHcGyGRyNDW70epUdHUE+O+nv4xSdfgDAfB/CVQ6nWbmzJnDSqD++te/cvfdd/Pss89y3nnnjehxZT44chJ1mAz1z7S1tdHW1sb69euZPXs2ra2tzJ07dx9D0lAoxNq1a2lsbGTMmDEH/OHN5/PlsdYhP7+hAGaxWA6slr6yg9WvbWDH6g78vUFc9RV4OrzoLXqMFiPebh9VTZWEAmFyIotercNsNZHN5FBrVKSTWWLBOO5GF+lkmt4dg9gqrWi0Gnas7qBuQjXV49ykUllEvohap6FYFAgE/bu8hLwx3GMqqai2EQsn6G33oTNocdVXYHaYSleNO7xoDRrqxldSlIr4BsLEwjnMDj0mh4ZiXiIcSGFxmKissZHN5unvC2FzmHBVWVEoFWQyOQqFIhqtmlOm1XP1Z875QO/jzp07DyuBevfdd2ltbeXBBx/kP/7jP+QESua44P0tCAMDA1x88cW0trZy2WWX7dOC0N/fz5YtW5gyZcpBPdT25+c3FI/e/33p2drPuy+sYeObW8nnCmQzJVureCCBQGB1Weja1ENtczWFfIF0IoNKryQSjOKotCMVJVQaNdlUBp1RRyQQJRFKUttchUAim86i0qhQqlR0bu4n6o8yfnoT8XCSgU4verOemnFu1Do13u4gAU8U9xgXFdV2cpk8fR3ektr4eDdmu4FoMElvZwCjVYej2kQuXyASSCMpFFgrdRgMOhAKUKgwmHRo9Cpy2SLZbA6VSoVGq6JQLBIMJCgWBXanieo6O7feMzJpg2KxyIYNG0ilUsNOoP71r39x++23HxNZFZm9kZOoD4AQgvb29rIh6apVq5g1a1bZ4X3x4sXlsntdXd2w73fIz28ooVKpVOUAZrPZ9vsDLoSgc2MPK55aybZ/7yxv96k1Sry9ftQmFUqhRKPRoDcbSETimO1mIv4IBosekCjkSz5aYU8Ud5OTXLbAphXbqWyowFnnIDgYJuiJolCpqBlfhd6so7/DR8Qfp7a5CqvLRCKaxtcfxmQ34W6oQKtXk88VyOeKJFMpcvksZouFkDfOYHcQV70dS4WBcDBOoD+B0a6jss5GLiPo7QxgMOuoG+tCUkh0tftIZ/Lc99A1zJg1bsTv265du+jt7WXmzJmH1F0BWL16NXPnzuXb3/42d911l5xAyRyXHKgFYd68eVx22WU89thjTJw4kfPOOw+HwzHs+x2yK/F6vXtVzN1u9z7+b/FQgo0rtrHy5XWsfmUDjVPqSMfTgIRit3F5PBonHk1Q01iFvyeEs76kfTfkwBDxRTFajaWmYkXJ+65/p4fAQJgJM8cgKSCTzKMxaEinskQDJbN3W6UVlVbFYHeASDBB/fgqbLv9PbPpHEIhodGoUGtUZDIF+joHyWULVDW4kCQFPbu8u7Wl7Cg1CkK+JIlYDletlYoqK5FAkoHeEHZXSdolnc7RucOL3qTlpi9fwEWt00b0nm3cuJFEIsHMmTOH1ec2JKvyv//7v1x++eWH/ZgyRxY5iTpCCCHo7u5m4cKFLFy4kBUrViBJEldffTX/9V//NWJD0mKxuJc6sSRJe6kTH0hPpntrH+ve2MRr/3iTdCqNs7qCVLS0xVfMF1FpVSQjSQxWA8loqqQarFPRuamX+ok1ZDN5Ar0Bqse5KeSKqPVqNFo1gpIKcjqZweK0otKoSERTFIpgtOlRKBVkk1m6tw8SCSaoa67C6jQT8IXx9ERKeizNVWh0agZ7goT88VIjudOCbzCCbyCC3W1Cb1GRThYIelMYrXpqxzopFgQdO7389yt3odOPrKm2vb2d7u5uWlpahpVArV+/nssvv5x77rmHr3/963ICJXNCsGcLQltbG5s3b0apVHLHHXdw++23H7IF4UAcTsU8k8qy9o2NbHlnJ+uWbEYUBVqLir4dHhom1KHYbaquN+tKrgcqJfFIArvLiq8vgMFswGDR079zEK1eg9VlIZ8volAo6NnaTy6bp3psZanloCeAry9E3YQqLE4z/r4Qvt4Q1kor7jEuJEmib5eXZCxD/eRqJLUgFkoRHExgrjBRO8ZFoSjo3ukhny/SMKEajU5FT6efZCyLo9qIwawlEcsR8iVx1lpxVduIRZJ4BqL8+n++gKvKeliv5UgSqGeffZbPfvaz/OMf/zjgtJvM6CInUUcYIQQPPPAADz30EJ/5zGdYv349b775JlOnTi37Z40dO3bECdWeYnpCiL3sZ/ZMqIQQdHR00NXVRV1FA1ve3MWutZ1sfmsHtROqShN10STuRheB/iD2Khu5TA5JkigWiyhVKtKJNFqdGo1eg6fLTy6bw1xhRm/U4e8P4+kKMPb0BjR6NV1b+8mkclSNqcRaaQWFRO8OD8lYBvfYChRaUAg1/sEorjoHFVVWJIWCVDILouQgLymVxCMp8oUiZruBoiiQSqaIR1OgUGC2GbA7LNzz02tHJEY49HrMnDlzWJOWmzdv5rLLLuMrX/kK3/72t0c1gTpcF/RMJsP999/P3/72NwYHB6mrq+O+++7js5/97KitWeb4I5vNcvPNN7N8+XKuuuoqli5dyvr16zn33HOZP3/+flsQhsueFXOfz4darS5XqN4/eJPL5njxX6+x6vkNFOKCVDxTsm5JZYgG4mXNKaO9ZJ8S9cexua1kUhlUahURfwxLhRlBkU3Lt3P67MkoNUoyySzK3fp1nu4AfTs8NJ5Si8luKg23tHvRGXXUNrtRqpR0bR0gky1Q2WTDXeMkkymQyxYwWHToDBpEEdKpLAIJvUkDkoJUMlNK3lSlPtZIKE4inMNkN2B3WohHM/x64W2H9doJIdi4cSOxWIyWlpZhJVAvvvgiN954I3/5y1/45Cc/edjv10iRY9HBkZOoo8CDDz7IvHnzOO200xBC4PV6eeqpp1i4cCGLFy8umzG2trbu1Wh+OAghyoa6Xq+XfD5fFtNzOBy0t7czMDDAjBkz9koY/H1B/v38atYt3kw6kSGfzaM1aPF2+6iotpPPF4kFYrganAQHQ9jdVtLJHAqppD3Tv8tDMppi4pnjKBQEgx1+HLV2JIWCwEAIi8OE2WFCpVWhUCkIB2KkMxmsNisqtYpoKEHvTi8qjZqGiVUoVUq6d3pJJbOMPbUWtUZF1/ZBMtkCDROqMZi1+D1RvP0R7FVmJra4aLmwfljehXvS2dlJZ2fnsBOobdu2cdlll/G5z32OBx54YFQTqMN1QQdobW3F4/HwwAMPMH78+PJn4lhqWMkce3K5HN/4xje4++67cbvdh2xBqKmpOaIV8yEtqo0bN5JOp5kxYwYKScmGZVt49/m1vPPcKhpPraeQyyMEiGIBSVES9vX1BKgaU0nQE0KhUGCuMNO3rZ+6iTXkswUkpYSkUNK+vpNsMsf4GWPIZnIolQo0eg1KlYpUKkPnpl4kSUHTlDpSmTT+vgiZZIH6CW5MdiMhb4yBrgA2l5nqMZVkMjk6tw2i0WtonFjq4+rYNohCpaJpYhUKlUTPLh/JZJ6KWiP14+1cfevZ5XaLQ13gDVUJo9EoM2fOHJYUweuvv86nPvUpfv/733PdddeNWjySY9GhkZOoUWTIluHpp5+mra2N1157jXHjxpUNSU855ZQR2z1Eo9HyZE06nUaSJMaPH09tbe0B/fyi/hhr3tjIikXv4esNYqu0EA8l0Bk05AsCnU5NNBhHZ9Sh0qrYsbKdhsm16E1aPF0BbJUWurf0olQpqW2uQVIqSERTDHb6EUhUjXeSzWYJ9ccpFNktm2AgGc/Qs8ODWqumYVI1Aon2TX0o1SqaJldTFIKu7R6KQqJxYhVag4b+Tj+RcJoH/3QzVU3mcvI4ZNY55F24v6bMw02gdu7cyWWXXcb111/Pj3/84xG9Jx+Ew3VBf+mll7juuutob28/rF4XmQ83Qgh6enrKCdXbb7/NGWecQWtrK62trR+oBWHPinkuV2rInjRpEpWVlXt9n/K5PJvf2s6Wd3ayfslmvN0BGk+pxdsTQG/WodVrSERS6E1ahABJglggTkWtvTT9u6aDSWeOR6FQ4OkJ4KxzEOgL4+8PoTPrqRnvRqlU0L6xFySJynEOdBo9vTs95AtF6ifVYLToCfniDHT6sbutVI9xkYhn6No2iLnCSN24SlKJDF07fOhNWurHVyIkiZA/jlavofUzZ1A11lB2NRi6wHu/1c7Qa364CdSQrMpvfvMbbrzxxlG9oJNj0aGRk6hjSDgc5tlnn2XhwoW8/PLL1NXV0drayvz585k6deph/3gPTXnEYjFcLheBQIBUKoXD4cDtdh/Uzy8eTrLqlfXsWNXOuy+spbKxAiEgPBihaoyLSCCGWqMqubkrFcRCCRRKBfYqK50begn7YtRPqsVRYwNJwu8JEA+nqKx3USwIOrf0U9nooqq+AqVGSSFfIOKPAxI2twUkiXQqh0qtRGvQUiwWScQyZNI5DBY9SqWEbyDCL5+5A7X6/9Rsh4QDfT4f8Xh8H52brq4u2tvbmTlzJhaL5ZCvYWdnZ3lc/Je//OWoJ1AjsU247bbb2L59Oy0tLfz1r38t24Z8//vfP6CYq4zMnggh6O/vZ9GiRSxcuLDcgjCUUI0bN+6wf7xzuRyrVq0CwGq14vf7yefzB6wiCyHYvrKdNxf8m97tA/h7A9irbKRjabKZHM46B9tXtTNmSgOiKAj7YlidJvL5AiqNkq6NvVSPc2OyGSkWBZ4uP9FgkvpJ1eTJk01nsdis6E0GCsUC2UweURCoNCpUmpJNjbc3hKXCjL3KSjqVJRZKYrQaMNsMJJMZ+tr9qNRKasa6yKTzdG738pcV92Iw6fZrtTPkpTpkTr9582bC4TAtLS3DSqCGZFUeeughPv/5z49qAiXHouHxobN9OZ6w2WzccMMN3HDDDcRisbIh6aWXXorT6SxXqFpaWg75Y14oFMpCbWeeeWZ5jz2RSOD1eunu7mbz5s0H9PMz2QzMueYs5lxzFjd895OsX7KZ1a9tRKfTEAslsFSY6d02gKuhglw6h4RApVKwcclmxs0Yg9VpondHP74eP/YaC6ggOhhDUZCoba5i/Km19O70MLB9AFejC1edHQR0bOnHPBimrtlNLJigd5cPR5WVqiYXmXiazh1eDCYtDZOqqG1ylhMoKG0vms1mzGYz48aNI5VKlZXht23bhlarJZvNMmXKlGElUD09PVx++eVcfvnlxySBAvD7/RQKhX3Gz91uN4ODg/u9TXt7O8uXL0en07Fo0SL8fj+33XYbwWCQP/7xj6OxbJkTHEmSqK2t5ctf/jL/8R//gc/nKydU3//+95k8eXL5Am84LQiZTKYsLnzaaaeVTNT3qJhv37697Oe3Z5Ix8YxxTDxjHIV8gfXLtvL6X9+kc2MvzTObiPhj1E2oIZvOodGpMVcYCfSHqBlfxc41HTRMqkVj0JJOZlBrVdQ2V6H3RNn67i7cYyswmoxsWr4dq9NMbXNVSe+u3UcinqG22Y3VWer37N3pIZ8v4Kiykc3kGNzQS+24SqxOEyaLHk9vqKSGXutg/JQaDCZd+TXc02pn6AKvs7OTTZs2odFoKBaLzJgxY1gJ1L///W8++clP8oMf/GDUEyiQY9FwkStRxyHJZJKXXnqJtrY2nn/+ecxmc9mQ9KyzztqnRJzP51m7di1CCKZNm3bAalMqlcLj8eD1eolGo9hstnJCdSDF45K4507ebPs37Wu7MNkMBAdDWJ0W0ok0aq2aQq6A3qJHUioJ+cNksxkqXBXksgW2/rsdS4WJ+sk15PNFQr4YCqUSR7UVg9lAIlZSFtYbtbjrK/D2h/D1hXE3OXFW2wgHEvR1+HFUWZj7mY8y7zMfHdZr2NHRQXt7O2azmWg0ekgh04GBAS655BLmzJnD448/PiLT1yPBSFzQL774Yt58800GBwexWksTQgsXLuSTn/wkiUTipL0ClDn67K8FYezYsbS2th6wBSGVSrFq1SpsNtsBWxSGqshD8ehgFXNfb4Dlbf+mfV03a9/YRM34Kow2A8GBEGa7iXw+T7EgdpukK1FrVPTs6Cc8GKVynJNsOoetwobFaSHsj9G+rht7tZ26ZjfK3cbHsFukU60iEU+TimfQW/Qo1Ep6d/lIRNM0TKxCb9QR8sUoFIu4ah1MPXs8n7hl9iFfww0bNhAIBDAYDMRisYMKmcL/yap85zvf4c477zwmU8FyLBoeciXqOMRgMPCJT3yCT3ziE6TTaV599VUWLlzItddei1arLRuSnnPOOfj9fpYuXcqECROYOnXqQX/89Xo9TU1NNDU1ldWJh64KLRZL+Uu9p/2JUqVkykcnMuWjE8mmc6x6eR2rX9tA58YezHYj0WAMg9VAPpsj4PEiqSS0ah3rF2+m8dQ6pp03iUQ0hUIhYTJpUasVhDxRtry1o9R/MLYSk06FtyeAyayjpt6O2aIllciSS2RwOI1IokDIG+W0M5qG9fr19PSUe6BsNtte7ufvvfceGo0Gl8uFw+HAbrcTCAS44ooryj5PxyqBAnA6nSiVyn2u9Lxe7wHFEaurq6mtrS0HLSj1LQgh6O3tpbm5+aiuWebkRZIkHA4HN998MzfffDORSIRnn32WtrY2zjvvPGpra5k/f365BWHdunX09PQwYcKEg1as9qwijx8/nkQigcfj2W/F3FVXwZV3lPSQAgMh1i/ZzNrFm8ln83i7/dSMq2Tn2k4aJtUBgg1vbqV+Ui1aixYJqGmqxtvlZ+eqTiaeOZbmaQ0E+kLsWNlO9Tg3BrMeT7efwGCEuonVWBwmvF1+kvE0Y0+vx+020e6P0LW+mzGn1mI2qene7sHb5eeTX5xz0NdPCMHWrVuJRqPMmjULnU5XFjL1+Xzs2LGjfIFns9mw2+1s2LCBefPmce+99x6zBArkWDRcjvh+xSOPPMKYMWPQ6XTMnDmTN99886DnL126lJkzZ6LT6Rg7diyPPvrokV7SCY1Op2Pu3Ln86U9/YnBwkD//+c9AyX9ozJgxTJs2jT/84Q+ccsoph/Xjr9PpaGhooKWlhdmzZ1NTU0MwGOStt97inXfeob29nXg8vtdtNDo1s1pb+I9f38y3/vdOzrhsGtVjq8gms8SicdRGFb72EIVckZkXn4ZSrSQ4ECLsCbP+jY3sXNNJLJjA5rZR11xFyBvF1xvEUWvH5jLTsbGXiD+OWqMm5ImwY20XiXASo0mHhETj5EP7QfX29rJjxw6mT5+OzWYD/s/9/PTTT2fOnDlMnDiRfD7P448/Tn19PdOnT8ftdvPoo48e0wQK9nZB35NXX331gNMt55xzDv39/Xu9X9u3b0ehUByWyOvJhhyLjjxWq5VPf/rTLFq0qDyB1dXVxaWXXkpzczMXXHABL730Es3NzYf14280Ghk7dixnnXUWZ599Ng6Hg/7+fpYtW8bKlSvp7u4mnS75753/qXO46/FbuPvPX+LyWy5gx8p26sZXA0X83QHGT2sgGY+hViuwmM2sfW0DFoeR02ZPJNAfRqlSUDXWVbbMQpKom1BF9TgXfTs9JKIp6idUoVQp6Nk+iKRQ0DChmmKhSF+7F0mhoGZcJWq1konT9z+hBqUEatu2bfj9/vLnCkCr1VJfX8+MGTOYM2cOTU1NxONx7rnnHsaOHcsFF1zAVVddxde+9rVjqksnx6LhcUS38w53HLKjo4MpU6Zwyy238MUvfpEVK1Zw22238c9//pOrrrrqSC3rpGT79u2cd9555e2qdDrNFVdcwfz587ngggsO25B0iCE/vyF1Yr1eXx5V3t82WLFY5K2l77Bl+Q48m8KkY2kUCgWFfIFisUAsEKey0YW3J4ClwlzSgcrmcdTYyWZyZNMlI1OdUUs0lCAWSWFxmsnnC7RvKDmxjzm1FpvLzN2P3HTQtff19bFt2zamT5+O3W4/5HMdHBzkggsuQKFQkM/niUQi/OlPf+ITn/jEiF67I8XhuqDH43EmT57MWWedxfe+9z38fj+f//znmTNnDr///e+P6XM5VsixaHR59dVXmT9/Ps3NzXR2dpZbEFpbW5k1a9aIL072rJiHw+Fyxdztdpe3hpKxFEv/5y3WvLGRns195EQOe7WVfEoQGYxRu1umQKVSEvJECPsi6C1GXHUOAgNhPJ0+asZXYa+y0bfLg0qtpG5iDUq1kmQsjUKlRGfQkYin8OxuPHdUWbE6zdzxs+v2u+4hezCv10tLS8uwtrFWr17N5ZdfTmNjI/39/Wg0Gl5++WVOP/30Eb12RwI5Fh2aI5pEHe445Ne//nWeeeYZtmzZUj526623sm7dOt5+++0jtayTku9973uEw2EeeughhBCsWLGCtrY2Fi1aRCQS2cuQdM/tucMhn8/vZT+j0WjKAcxisSCEKJtmzpgxA41GQy6TY+OKbax6ZT3vPrea6nGVbFi6heYzxqNUqYiFEvTuGMTqslA7oWp3EPNTP6kGvUnHjtUd6M16xkypJ5vNEQsm0Zv1XHzD2Vx644EF3vr7+9m6deuwE6hwOMzcuXOpqamhra0NtVrNqlWryuXoY83huqBv3bqVr3zlK6xYsYKKigquueYaHnjggZOyB2E4yLFodLn66qu55JJL+PznP79XC8LTTz+NVqvl4x//OFdeeSXnnHPOIb3hDkQ2my0nVMFgEJPJtJf9TDab5eVFr9G3wcPgpgC5VI5UIk0qlqGy0UkmmcHbHaDh1DpyqSwKlQKtQUfYF6V72wDOugrslRZ2reumKATjpzUSCyXo2+ktWV/VOhjo8BHyxahtruL8T57BJ7580T7r3DOBmjlz5rDi786dO7n00kv59Kc/zY9+9CMKhQJvvvkms2bNOubfYTkWHZwjlkSNZBxy9uzZTJ8+nV/96lflY4sWLeKaa64hmUyO+Mv2YWDobdtfZejdd98t+2d5PB4uvvhi5s+fzyWXXDIsnaT9USgU9hLTUyqVJbkDhYIzzjhjv4q73m4fL/9xCb3bBoiG4igVClAokBQQ9cXRWw2YHSbSiTSdWwaoHe8mFc/QvbWfqt2mxn3tXiKBBA8vvY+68fvfhx9KoKZNmzYsbZJoNEprayt2u52nnnpqxFU7meMTORaNPkKI/W49ZbNZFi9eTFtbG0899RRCCK644gquvPJK5syZMyyl7v3x/oq5Tqcjl8thNpuZNm1aufIVDcYJ9AV54+8rWPP6BnR6DVqjDoVawa7VXRTyBcZOayQaiBMLJmg4pQ6dWUv/bouYuglVeLoCBAbCNJ1ah9aopXv7IOlElh8/91XGT927qimEYMeOHQwODtLS0jKsBKqjo4PLLruMK6+8kl/84hfHZCpYZuQcscbykYxDDg4O7vf8oQpIdXX1kVreSceB9soVCgVnnXUWZ511Fj/5yU9Ys2YNCxYs4MEHH+SLX/wiF154IfPnz+fyyy/fx+vqYCiVynKjZy6XY+XKlWQyGQqFAm+//TYulwu3272Xn19lg4sbvns1hXyBbe/uYufqDrq39pNOpEFIbHprByabgfpJNWRiKYrZHO4GB4VCgf5dPsx2I1WNThQqJbXjKve7roGBAbZu3crUqVOHlUDF43E++clPYjKZWLRokZxAnYTIsWj0OVAc0Wg0XHLJJVxyySU88sgjvPnmmzz55JN86UtfIpVKccUVV9Da2srHPvaxw/ouqtVqampqqKmpIR6Ps2rVKpRKJZFIhLfffhu3213y87NbsDhMfO5HDQQGLuWFx15jedu7BAZCnHbuZHK5HNlUHkeVlWJRsPHNrYw5rR6VUiIdTVLM5RlzSjXuBgfxSAqlSkHTKTWo1CrGTNm7x0cIwc6dOxkcHBx2Baq7u5srrriCK664Qk6gTlCO+HTe+79MB7pCOdj5+zsuc/goFApmzpzJzJkz+cEPfsDGjRt58skn+eUvf8ltt93GBRdcQGtrK1dcccWwDUnz+Tzr1q1DpVJxxhlnoFAoyvYzGzdupFgslpOtIcVepUrJKWdP4JSzJ/zf/eTy7FzdyfJFK9n45lbqJ1ax/b1d1Ix3Y3aYcFWZkEQRvV7HzDkT9ru2gYEBtmzZwtSpU6moqDjk2pPJJFdffTVKpZKnn376pC0vy5SQY9HxhUql4vzzz+f888/n17/+dbkF4T//8z/LLQitra1cfPHFw25BSKVSrF27FqfTySmnnLKX/czq1avLF39utxtHlY0bvns1H7/tYhb/fTkrFr2L1qBlYOcgyViKU86egLPGRtgXw2w3kXFm2fL2DhpPqUVr0NK1vgtrpZWa8VVYXWaUyr29Snft2kV/fz8tLS0YjcZDrr2/v5+Pf/zjXHjhhfz2t7+VE6gTlCOWRI1kHLKqqmq/56tUqmH9KMoMH0mSOO200zjttNP43ve+x9atW2lra+Pxxx/n9ttv38uQ1OVy7feHI5/PlwPT9OnTyyVzh8OBw+Fg4sSJRCIRPB4PW7duJZfLlf38hj4fQ6jUKiZ9ZDyTPjKeaDDOy08sIR5K0L/Tw4QWIzqjjm3/3om9ysq5n2jZZy2Dg4Ns2bKF008/fViflXQ6zac+9SlyuRwvvfQSJpPpA7yaMsczciw6/lEqlcyePZvZs2fzi1/8otyC8O1vf5svfOELXHTRRcyfP59LL730gC0IyWSSVatW4XQ6mTRpEpIk7VUxLxaLBINBPB4P69atQ5KkcsV8/h2X8Ym7rqBv5yBb3trOey+uYf3SLYw5rYHBXQNIY900TKqmss5ByBdFIzTUT6qlZ9sACpWSi2/cW6+uvb2dvr6+YSdQg4ODXHHFFZx99tk89thjcgJ1AnPE3rmRjEPOmjVrn/NfeeUVWlpa5B6Eo4gkSUyePJlvfetbrFq1is2bN3PxxRfzt7/9jebmZi677DIeffRR+vv7y1fjQwJ6KpVqr56D99+vzWZj4sSJfPSjHy33BOzcuZMlS5awbt06BgYGyOVye93O4jBx9d0f52eLv81//Poz1IyvonpMJQ2n1KLWqpk655S9zvd4PGzatInTTz8dp9N5yOebyWT49Kc/TSQS4YUXXhiWevmR4nDH7IdYsWJF+bWWOTzkWHRiMdSC8LOf/YwdO3awdOlSJk2axA9+8AOampq49tpr+cc//kE4HC7Ho0gkwsqVK6msrCwnUPu7X6fTyamnnsrs2bM57bTTkCSJjRs3smzZspKKuFXJBZ/+KN/45x08sfUXXPSZOcy+ehYD7R62vLWdQr5AsC/EwM5BnLU2ps6ZgKvawoyPTSk/zq5du+jt7WXmzJnDSqB8Ph9z585lxowZ/PGPfxxVWRU5Hh0FxBHkf/7nf4RarRZPPPGE2Lx5s7jzzjuF0WgUnZ2dQggh7r33XnHDDTeUz29vbxcGg0HcddddYvPmzeKJJ54QarVaLFiw4ICP8dvf/lY0NTUJrVYrZsyYIZYtW3bAc9va2sSFF14onE6nMJvN4qyzzhIvvfTSkXvCJxnFYlF0dnaKhx56SJxzzjlCqVSKWbNmiW9961tizJgx4uc//7mIxWIikUgc1l88Hhcej0esX79evPbaa+Lpp58Wy5cvF9u3bxehUOiw7qujo0M888wzorOzc1jnh0IhMXfuXDFt2jQRCARG9fUc+j78/ve/F5s3bxZ33HGHMBqNoqur66C3C4fDYuzYseLiiy8WU6dOHZ3FnmSMRiwSQo5HR5NisSjWr18vvvOd74gpU6YIjUYjLrnkEnHvvfeKqqoq8dxzz4l4PD6ieNTX1ydWr14tXnrpJfHss8+Kd955R7S3t4toNCoSiYQY7B4Ur//PMvHoPX8R37vmIfFxyw1irvVGcce53xLfvvIn5fvasGGDeP7554XH4xnWY3d3d4vTTjtNfOITnxDZbHZUX085Hh0djmgSJUQpqDQ2NgqNRiNmzJghli5dWv6/m266ScyZM2ev85csWSKmT58uNBqNaGpqEr/73e8OeN+H+yG44447xI9//GPx7rvviu3bt4tvfOMbQq1Wi9WrVx+R53oyUywWRW9vr3jwwQeF0WgUkiSJGTNmiAceeEBs2LBhRMFr6M/r9YqNGzeKN954Qzz99NNi2bJlYuvWrSIYDA4rgero6BjW44TDYXHVVVeJKVOmCK/XO+qv4ZlnniluvfXWvY5NmjRJ3HvvvQe93bXXXiu+9a1vif/6r/+Sg9YH4GjGIiHkeDSaFItFsWXLFvHlL39ZqFQqIUmSOP/888XDDz8sOjo6RhyP4vG46O/vF2vXrhWvvPKKeOaZZ8Rbb70ldu7cKSKRSPk8T59PvPvyarFs0duit71fJBIJsXHjRvH888+LwcHBYT1WX1+fmD59uvj4xz8uMpnMqL+Gcjw6OpxQ3nmHq/2yP0499VSuvfZavvOd7xytZZ40FAoFWlpamDRpEj/96U957rnnaGtrY+nSpZxyyillQ9IJE/bf+D0chkyDvV4vkUjkgJ5SPp+P9evXc9ppp1FZuf9JvT3J5/N88YtfZN26dSxevPiAvTBHi5GM2QP86U9/4pFHHuHtt9/mgQce4KmnnmLt2rWjtGqZw0GOR6OLz+dj8uTJ3H777Vx//fW0tbWxcOFCVq9ezaxZs5g/fz7z5s2jurp6RPFICFG2n/F6vSQSCSoqKkrWMy7XXnIMnZ2dZWup4cjGRKNR5s2bh8PhOCayKnI8OnqcMN552WyWVatWce+99+51/OKLL+att94a1n0Ui0VisdiwRuFlSs2fjz32GDNmzEClUnHrrbfyxS9+kWAwyFNPPcXChQv50Y9+RHNzM/PmzePKK69k8uTJh9UkqdfraWxspLGxsewp5fV62bFjB2azmcrKStRqNdu2bWPKlCnDSqAKhQJf+cpXWLVqFUuWLBn1BApGNma/Y8cO7r33Xt58801UqhPmq/mhRI5Ho4/L5eLZZ58tm+F+/etf55577qG7u7ucUN1zzz2ceeaZZcP2+vr6YSdUkiRhMpkwmUyMGzeORCKB1+ult7eXLVu2YLfbqaysJJvN0t3dPewEKh6Pc9VVV2E2m4+ZrIocj44eJ8xIwEg+BO/noYceIpFIcM011xyNJZ6UnHnmmXt9gSRJoqKigs997nM899xzeDwe7rnnHjZv3sycOXOYMWMG//Vf/8XatWspFouH9VhDnlIzZ85k9uzZ1NXV4fV62bJlCxqNhng8Tjwe52DF02KxyF133cXy5ct57bXXqKk5tN/e0WS4Y/aFQoHrr7+e733ve0yYMGGf/5c5vpDj0bFhKIEaQpIkGhsb+epXv8qbb75JV1cXn/rUp3j55Zc57bTTmDNnDj//+c/ZtWvXQePG/jAajYwZM4aPfOQjnHPOOTidTjo7O2lvb0ev1xMOh0mlUge9jyFZFZVKdVzIqsjx6MhzwqWXh6v9MsQ///lPvvvd7/L0008Pq5ohc2iGpvFuvPFGbrzxRmKxGM8//zxtbW1cfPHFuFyu8pZfS0vLYVWoNBoNOp2ORCLBKaecgkKhwOv10tnZiU6nK2u/mM3m8vtfLBa55557eO2111i8ePF+PdJGi8Mds4/FYqxcuZI1a9bw5S9/GSg9HyEEKpWKV155hQsuuGBU1i4zfOR4dPwgSRK1tbV85Stf4ctf/jIej6dcMb///vvLW62tra1MnDjxsLb89Ho9kiSRz+eZNm1a2dNv+/bt5Yq52+3eS98qlUpx7bXXks/nefHFF4+prIocj44eJ0wSNRLtlyH+9a9/8bnPfY4nn3ySCy+88Ggu80ON2Wzmuuuu47rrriORSPDSSy/R1tZGa2srVqu1bEh61llnHXKsNxAIsG7dOiZPnlxWi66urqZQKOD3+/F4PKxcuRK1Ws3g4CBWq5U33niDZ555hiVLljBmzJjReMoHZM8x+z17EF599VVaW1v3Od9isbBhw4a9jj3yyCO88cYbLFiw4Jg/H5m9kePR8Y0kSVRVVR2wBWH8+PG0trYOuwWhp6eHXbt2MWPGDKxWKwD19fVks1l8Ph8ej4ddu3ZhNBrZvn07zc3N/PSnPyUWi/HKK6+MqqzK/pDj0VHkGDW0j4gzzzxTfOlLX9rr2OTJkw86XfCPf/xD6HQ6sWjRoqO8OpkDkUwmxdNPPy1uvPFGYbfbRVVVlfjCF74gXnjhhb0mYIb+enp6xLPPPit27tx50GmXaDQqOjs7xZ133ik0Go1QKBTi+uuvF2+88YbI5XLH+mkf9pj9+5GnYY5v5Hh04lEsFkUoFBJ/+ctfRGtrq9Dr9aK5uVl87WtfE8uXL9+vhMu2bdvEc889J/r6+g45Dbxz507R2toqJEkSWq1W3HXXXWLVqlWiWCwe66cux6OjxAlTiQL46le/yg033EBLSwuzZs3i8ccfp7u7m1tvvRWAb3zjG/T19fHf//3fQKlkfuONN/KrX/2Ks846q3zVqNfry1cTMkcfvV7PvHnzmDdvHtlstnw1c+ONNyJJUtmQdPbs2bzxxhuEw2Fmz559SL8ypVKJ0+nEaDRisVh48MEHWb16Ndddd11ZsO9Ycu211xIIBLj//vvLDugvvPACjY2NQMm2pru7+5iuUWbkyPHoxONgLQiXXHIJLperPCTT0tLCX//6V5xOJ+eccw42m+2g961Wq8sVylNOOYWvfvWrvPrqq8ybN4+dO3cec59OOR4dJY51Fne4HI72y5w5cwSwz99NN910yMcYroDenixfvlwolUo5Wx8muVxOvPbaa+LWW28VVVVVwmQyCaVSKT7/+c+LQCAwLI2X+++/XzgcDrF27dry/ebz+WP4rGQ+TBzteCTHotEjHo+LBQsWiE996lPCYrEIu90ulEql+PGPf1wW4TzYXyQSEddee62YPHmyGBwcLN+vHI9Obk64JOpoI6u6HhuWLl0qDAaDOP/880VdXZ2wWCzi2muvFf/85z+Fz+fbbwL1wx/+UNjtdvHee+8d6+XLyBxx5Fh07Hj88ceFTqcTF110UbkF4ZZbbjlgC0I0GhU33HCDaG5uFn19fcd6+TKjyAkltjkajFRA77rrrqO5uRmlUikLko2AW265hTPOOIMvfOELFItF3nnnHdra2li0aBFer5dLLrmE1tZWLr30UoxGI4899hj3338/L730EmedddaxXr6MzBFHjkXHhkKhwEUXXcS3v/1tzj///L1aEJ5++mkAPv7xjzN//nzmzJmDSqXijjvuYMmSJcd8KljmGHCss7jjiUwmI5RKpVi4cOFex2+//XYxe/bsA97uj3/8o2hpaRG5XE5uvhshB2q8LBQK4r333hNf//rXRXNzs9Dr9eL0008XBoNh2FsbMjInGnIsOrYcKB69vwXBarWKiRMnipqaGtHe3j7Kq5Q5HjhhxDZHgw+i6vr3v/9dVnX9ABxIs0WhUNDS0sKPfvQjtm7dyttvv01VVRUPPvgg55577qiu8XAc0BcuXMhFF12Ey+XCYrEwa9YsXn755VFcrcyJjByLji0HikcqlYqPfexj/O53v6O3t5ennnoKk8nE3//+91Ef+5fj0fGBnETtB1nV9fhEoVAwdepUXn75Ze68885Rfex//etf3Hnnndx3332sWbOGc889l8suu+yA0yzLli3joosu4oUXXmDVqlWcf/75zJ07lzVr1ozqumVObORYdPyiVCo577zzWLlyJeedd96oPrYcj44jjnUp7HjicEvooVBIAEKpVJb/JEkqH3v99ddHa+kyR5mROqDvySmnnCK+973vHemlyZyEyLFI5mDI8ej4Qa5E7cGeqq578uqrr3L22Wfvc/6QquvatWvLf7feeisTJ05k7dq1fOQjHxmtpcscRYbMZi+++OK9jstmszJHCzkWyRwIOR4dX8hJ1Pv46le/yh/+8Af++Mc/smXLFu666659BPRuvPFGoLS9NGXKlL3+Kisr0el0TJkyBaPReMDHOZz9bIBMJsN9991HY2MjWq2WcePG8cc//vHIPXGZAyKbzcocC0YrFoEcj04k5Hh0fCF3H76P0VB1HdrPfuSRRzjnnHN47LHHuOyyy9i8efMBx2OvueYaPB4PTzzxBOPHj8fr9ZLP5z/QOmQOD9lsVmY0GS2FaTkenZjI8eg44VjvJ34YOdz97BdffFFYrVYRCARGY3ky72Ok4+ZClAQT9Xq9eO65547mEmVkRowcj04s5Hh0fCFv540yI9nPfuaZZ2hpaeEnP/kJtbW1TJgwga997WukUqnRWPKHnsPtTxnin//8J5/5zGf4xz/+wRVXXHG0lykjc9jI8ejEQ45Hxxfydt4oM5L97Pb2dpYvX45Op2PRokX4/X5uu+02gsGg3IcwSshmszInI3I8OjGR49FxxLEuhX3Y6OvrE4B466239jr+wAMPiIkTJ+73NhdddJHQ6XQiHA6Xj7W1tQlJkkQymTyq65X5P0bD/FpGZjSR49GJixyPjg/kStQo43Q6USqV+1zleb3efa4Gh6iurqa2tnavK4bJkycjhKC3t5fm5uajumaZErfddhu33Xbbfv/vz3/+817/XrJkydFfkIzMB0SORycucjw6PpB7okaZkexnn3POOfT39xOPx8vHtm/fjkKhoK6u7qiuV0ZG5uRFjkcyMh8MOYk6BhyO/gvA9ddfT0VFBTfffDObN29m2bJl3H333Xz2s59Fr9cfq6chIyNzEiDHIxmZkSMnUceAa6+9ll/+8pfcf//9TJs2jWXLlh1U/8VkMvHqq68SDodpaWnh//2//8fcuXN5+OGHD/lYhyui9/e//52pU6diMBiorq7m5ptvJhAIfLAnLCMjc9wyWvFIjkUyJyXHuilL5ujxP//zP0KtVovf//73YvPmzeKOO+4QRqNRdHV17ff8N998UygUCvGrX/1KtLe3izfffFOceuqpYv78+aO8chkZmZMJORbJnKzISdRJzOGK6P30pz8VY8eO3evYww8/LOrq6o7aGo8Fv/3tb0VTU5PQarVixowZYtmyZQc9f8mSJWLGjBlCq9WKMWPGiN/97nejtFIZmZMDORYdGDkendjI23knKSMR0Tv77LPp7e3lhRdeQAiBx+NhwYIFJ5Uw25DFxX333ceaNWs499xzueyyyw5on9HR0cHll1/Oueeey5o1a/jmN7/J7bffTltb2yivXEbmxESORQdGjkcnAcc6i5M5Ogzpv6xYsWKv4w8++KCYMGHCAW/35JNPCpPJJFQqlQDEvHnzRDabPdrLHTUO94r4nnvuEZMmTdrr2Be/+EVx1llnHbU1ysicTMix6MDI8ejER65EneQcjknl5s2buf322/nOd77DqlWreOmll+jo6ChP6ZzojOSK+O23397n/EsuuYSVK1eSy+WO2lplZE425Fi0N3I8OjmQxTZPUkYiovfDH/6Qc845h7vvvhuA008/HaPRyLnnnssDDzxAdXX1UV/30WQkFheDg4P7PT+fz+P3+0/410RG5mgjx6L9I8ejkwO5EnWSMhIRvWQyiUKx90dCqVQCpavGk4XDuSI+0Pn7Oy4jI7Mvciw6OHI8OrGRk6iTmMMV0Zs7dy4LFy7kd7/7He3t7axYsYLbb7+dM888k5qammP1NI4YI7kirqqq2u/5KpWKioqKo7ZWGZmTCTkW7Yscj04O5CTqJOZwRfQ+85nP8POf/5zf/OY3TJkyhauvvpqJEyeycOHCAz7GsmXLmDt3LjU1NUiSxFNPPXXIdS1dupSZM2ei0+kYO3Ysjz766Ad+rsNhJFfEs2bN2uf8V155hZaWFtRq9VFbq4zMycRoxCKQ45HMMeDY9bTLnAy88MIL4r777hNtbW0CEIsWLTro+e3t7cJgMIg77rhDbN68Wfz+978XarVaLFiwYFTWOyT698QTT4jNmzeLO++8UxiNRtHZ2SmEEOLee+8VN9xwwz7rveuuu8TmzZvFE088MarrlZGRGT5yPJIZbeQkSuaIMZygdTyM6P72t78VjY2NQqPRiBkzZoilS5eW/++mm24Sc+bM2ev8JUuWiOnTpwuNRiOamppkcTsZmRMAOR7JjAaSECdZl57MMUOSJBYtWsT8+fMPeM7s2bOZPn06v/rVr8rHFi1axDXXXEMymZRL0jIyMkcEOR7JjAZyT5TMqHKoEV0ZGRmZ0UKORzIfFDmJkhl15BFdGRmZ4wU5Hsl8EOQkSmZUkUd0ZWRkjhfkeCTzQZGTKJlRRR7RlZGROV6Q45HMB0VOomQ+EPF4nLVr17J27Vqg5DK+du3asubL+0X0br31Vrq6uvjqV7/Kli1b+OMf/8gTTzzB1772tWOxfBkZmZMIOR7JjDrHdjhQ5kRn8eLFAtjn76abbhJCyCO6MjIyo4ccj2RGG1niQEZGRkZGRkZmBMjbeTIyMjIyMjIyI0BOomRkZGRkZGRkRoCcRMnIyMjIyMjIjAA5iZKRkZGRkZGRGQFyEiUjIyMjIyMjMwLkJEpGRkZGRkZGZgTISZSMjIyMjIyMzAiQkygZGRkZGRkZmREgJ1EyMjIyMjIyMiNATqJkZGRkZGRkZEaAnETJyMjIyMjIyIyA/w/WCxmE1zcJZwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.640523Z", - "iopub.status.busy": "2023-02-09T02:47:29.640523Z", - "iopub.status.idle": "2023-02-09T02:47:29.653519Z", - "shell.execute_reply": "2023-02-09T02:47:29.653519Z" - } - }, - "outputs": [], - "source": [ - "def function_6(x, y):\n", - " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.656520Z", - "iopub.status.busy": "2023-02-09T02:47:29.656520Z", - "iopub.status.idle": "2023-02-09T02:47:29.668519Z", - "shell.execute_reply": "2023-02-09T02:47:29.668519Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_6(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.671520Z", - "iopub.status.busy": "2023-02-09T02:47:29.671520Z", - "iopub.status.idle": "2023-02-09T02:47:29.684525Z", - "shell.execute_reply": "2023-02-09T02:47:29.684525Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.687525Z", - "iopub.status.busy": "2023-02-09T02:47:29.687525Z", - "iopub.status.idle": "2023-02-09T02:47:29.716032Z", - "shell.execute_reply": "2023-02-09T02:47:29.716032Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.720035Z", - "iopub.status.busy": "2023-02-09T02:47:29.719036Z", - "iopub.status.idle": "2023-02-09T02:47:29.886560Z", - "shell.execute_reply": "2023-02-09T02:47:29.886560Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.889562Z", - "iopub.status.busy": "2023-02-09T02:47:29.889562Z", - "iopub.status.idle": "2023-02-09T02:47:30.789197Z", - "shell.execute_reply": "2023-02-09T02:47:30.789197Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " function_6(grid_x, grid_y),\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "ax.view_init(30, 150)\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:30.792200Z", - "iopub.status.busy": "2023-02-09T02:47:30.791201Z", - "iopub.status.idle": "2023-02-09T02:47:33.253152Z", - "shell.execute_reply": "2023-02-09T02:47:33.253152Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - " ax.view_init(30, 150)\n", - "\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Unstructured Interpolation using `scipy`\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:21.339478Z", + "iopub.status.busy": "2023-02-09T02:47:21.339478Z", + "iopub.status.idle": "2023-02-09T02:47:23.343841Z", + "shell.execute_reply": "2023-02-09T02:47:23.343841Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.unstructured import UnstructuredInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.346842Z", + "iopub.status.busy": "2023-02-09T02:47:23.345840Z", + "iopub.status.idle": "2023-02-09T02:47:23.359841Z", + "shell.execute_reply": "2023-02-09T02:47:23.359841Z" + } + }, + "outputs": [], + "source": [ + "def function_1(x, y):\n", + " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The points are randomly scattered in the unit square and therefore have no regular structure.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.361841Z", + "iopub.status.busy": "2023-02-09T02:47:23.361841Z", + "iopub.status.idle": "2023-02-09T02:47:23.374841Z", + "shell.execute_reply": "2023-02-09T02:47:23.374841Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_1(rand_x, rand_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.376842Z", + "iopub.status.busy": "2023-02-09T02:47:23.376842Z", + "iopub.status.idle": "2023-02-09T02:47:23.390847Z", + "shell.execute_reply": "2023-02-09T02:47:23.390847Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", + "\n", + "- `values`: an ND-array of values for the function at the points\n", + "- `grids`: a list of ND-arrays of coordinates for the points\n", + "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.392848Z", + "iopub.status.busy": "2023-02-09T02:47:23.392848Z", + "iopub.status.idle": "2023-02-09T02:47:23.438359Z", + "shell.execute_reply": "2023-02-09T02:47:23.438359Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.441362Z", + "iopub.status.busy": "2023-02-09T02:47:23.441362Z", + "iopub.status.idle": "2023-02-09T02:47:23.628392Z", + "shell.execute_reply": "2023-02-09T02:47:23.628392Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.631392Z", + "iopub.status.busy": "2023-02-09T02:47:23.631392Z", + "iopub.status.idle": "2023-02-09T02:47:23.802448Z", + "shell.execute_reply": "2023-02-09T02:47:23.802448Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.805448Z", + "iopub.status.busy": "2023-02-09T02:47:23.804448Z", + "iopub.status.idle": "2023-02-09T02:47:24.214550Z", + "shell.execute_reply": "2023-02-09T02:47:24.214550Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "## Another Example\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.217550Z", + "iopub.status.busy": "2023-02-09T02:47:24.216550Z", + "iopub.status.idle": "2023-02-09T02:47:24.229550Z", + "shell.execute_reply": "2023-02-09T02:47:24.229550Z" + } + }, + "outputs": [], + "source": [ + "def function_2(x, y):\n", + " return np.hypot(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.232550Z", + "iopub.status.busy": "2023-02-09T02:47:24.231551Z", + "iopub.status.idle": "2023-02-09T02:47:24.245550Z", + "shell.execute_reply": "2023-02-09T02:47:24.245550Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x = rng.random(20) - 0.5\n", + "rand_y = rng.random(20) - 0.5\n", + "values = function_2(rand_x, rand_y)\n", + "grid_x = np.linspace(min(rand_x), max(rand_x))\n", + "grid_y = np.linspace(min(rand_y), max(rand_y))\n", + "grid_x, grid_y = np.meshgrid(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.247550Z", + "iopub.status.busy": "2023-02-09T02:47:24.247550Z", + "iopub.status.idle": "2023-02-09T02:47:24.261548Z", + "shell.execute_reply": "2023-02-09T02:47:24.261548Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.264549Z", + "iopub.status.busy": "2023-02-09T02:47:24.263551Z", + "iopub.status.idle": "2023-02-09T02:47:24.277549Z", + "shell.execute_reply": "2023-02-09T02:47:24.277549Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.279549Z", + "iopub.status.busy": "2023-02-09T02:47:24.279549Z", + "iopub.status.idle": "2023-02-09T02:47:24.404596Z", + "shell.execute_reply": "2023-02-09T02:47:24.404596Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_2(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.407598Z", + "iopub.status.busy": "2023-02-09T02:47:24.407598Z", + "iopub.status.idle": "2023-02-09T02:47:24.734144Z", + "shell.execute_reply": "2023-02-09T02:47:24.734144Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(7, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for _i, (ax, title, grid) in enumerate(zip(axs.flat, titles, grids)):\n", + " im = ax.pcolormesh(grid_x, grid_y, grid, shading=\"auto\")\n", + " pts = ax.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", + " ax.set_title(title)\n", + "\n", + "fig.legend(handles=pts, loc=\"lower center\")\n", + "cbar = fig.colorbar(im, ax=axs)\n", + "for ax in axs.flat:\n", + " ax.axis(\"equal\")\n", + "\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# Unstructured Interpolators with Curvilinear Grids\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.737146Z", + "iopub.status.busy": "2023-02-09T02:47:24.736146Z", + "iopub.status.idle": "2023-02-09T02:47:24.750146Z", + "shell.execute_reply": "2023-02-09T02:47:24.750146Z" + } + }, + "outputs": [], + "source": [ + "def function_3(u, v):\n", + " return u * np.cos(u * v) + v * np.sin(u * v)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.752145Z", + "iopub.status.busy": "2023-02-09T02:47:24.752145Z", + "iopub.status.idle": "2023-02-09T02:47:24.766143Z", + "shell.execute_reply": "2023-02-09T02:47:24.766143Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "warp_factor = 0.1\n", + "x_list = np.linspace(0, 3, 10)\n", + "y_list = np.linspace(0, 3, 10)\n", + "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", + "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "values = function_3(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.768145Z", + "iopub.status.busy": "2023-02-09T02:47:24.768145Z", + "iopub.status.idle": "2023-02-09T02:47:24.782147Z", + "shell.execute_reply": "2023-02-09T02:47:24.782147Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 3, 100),\n", + " np.linspace(0, 3, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.785148Z", + "iopub.status.busy": "2023-02-09T02:47:24.784149Z", + "iopub.status.idle": "2023-02-09T02:47:24.797666Z", + "shell.execute_reply": "2023-02-09T02:47:24.797666Z" + } + }, + "outputs": [], + "source": [ + "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", + "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", + " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.799662Z", + "iopub.status.busy": "2023-02-09T02:47:24.799662Z", + "iopub.status.idle": "2023-02-09T02:47:24.829663Z", + "shell.execute_reply": "2023-02-09T02:47:24.829663Z" + } + }, + "outputs": [], + "source": [ + "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", + "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", + " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.832663Z", + "iopub.status.busy": "2023-02-09T02:47:24.831663Z", + "iopub.status.idle": "2023-02-09T02:47:24.972190Z", + "shell.execute_reply": "2023-02-09T02:47:24.972190Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_3(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", + "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.975192Z", + "iopub.status.busy": "2023-02-09T02:47:24.974193Z", + "iopub.status.idle": "2023-02-09T02:47:25.384312Z", + "shell.execute_reply": "2023-02-09T02:47:25.384312Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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CUDMwBTBiYOry97siDvxUYuZW/L3ES1/6Unzwgx9sTfvt3/5tvPjFL57rL9okaBTx12/8FL5g59FD39aAAQMuDVwS9ySmpMQwEwii/FReCNLOqMaWbzB2DY5VNUYu4GS1B0cMjzhDkDxi+7MSJCNO8z53EQoiFYuHlH3eiyNEJjxZH0PDDuebMS40Y9TB43w9RhMddqcjhOhQ1x6h8YhBHviIBEQCg0FB1aSoylKEqkz6Z6qSgQAmAhGLKFX+OQJHgByDiYQQEQlxIFFrKJIyLv1jB/Id0ujyAzI9LAvvCYcA4VjFudN10va2qEtNACoPqjyorsDOwTUR7B1iw4gVgRphPnaqozeVjUXBIyFENp88wFG2RRFgke7kfAY5PhAQAoHZIfgIBAfvHFzwAIBprBA5YuKECE5ohMpFIAJbrsYIAXtxBDhgxA32WK71KYucV3OER0AAIzIjgBHk60MNQmAhe6YSBTgl1UKUon4OEGIdYH+6nB6sXZ+gCA9gyzWITKgoYBIrVDGi1mNiJoSRQwis6hyBIyFCiHSMcg4pkBDuqBcSGCHKNbMuViJGb3rTm/C1X/u1uP3223H27Fn88i//Mu6++2586EMfAiCS84MPPohf+IVfACDZHj/7sz+L17/+9fiO7/gO3HvvvXj3u9+NX/qlX1p/jwccKtgDF552Ejuj58F/9jSaBz4tOvym4DzceCS/wuholJYBVy4uuXuShZ2IZyfz4l+ukR0cBVQuJnI0InnQ9REdN0c67hu7iBD1wZE8dRxxCvuVr9HCgMQgh0RmWEkLK0+BRuSMh9h7LuaVY+SznD92soCs04gThCgRKTkSMiYExoGYweSEYDmX7l19RAg901rqQqEyMbOE7BrdBgByDqgkJAliCfExKenjFIosp6dbqRHDVuhRCBKBgAAJqUVV5RAR9XhCcICPqIODdxEIHiMXAAc0LLG5ygnRgAMmcYRIDttUw3PEHo8w5gAPRg1R+oQYyXUTRHdDBBAYCBqyjQU5itwmPVMlS0KgXFYji2vMU0yKZ2QhUJ5EPQ3RYcs1cBSxV410DKEJDo1jIeCOlIQ7UbSChikbCalRpecTBApCjtbFSsTokUcewd//+38fDz30EK655hq84AUvwIc+9CG88pWvBAA89NBDeOCBB9L4ZzzjGfit3/otfN/3fR9+7ud+Drfeeit+5md+Bq95zWvW3uEBh4tYAY9/UQU8+xRu/KNtjD/1GYDDxtbvxiPQyZPyK2zI6BlwQFzy9yQmsCoFEer7IdYHhz085Be5YUQB267GiAKOueyTC8hjygfOvOlAWw3qTrPpJcHyiIjwEvajCAdGRQHRkahZxHAuwjHBOSNJqt4AqtZAwkEO4ldyDGhoCdBf+TqvVIZYf/XLOCVHHuBAEnKKLOoJAPLygCTnVDmKSqhMMSLAa+CmRXZ6wisLwmxp2RCEcKEGGlICJiElqmQ5js4YcEGKkPxbLRJUfo4ERFUIG0rnC0Y4ATA7sGNEJyFNI9mOgMoHTEKFwBEVRVQuFASE4BExcgEjCghwcIgYK+HeYy9KIRsV0sOFRKVEDZIw2hQuqUVT9ohwyVckRIdQc6UEyqmvSNSfkWvklYyQeTiKiJEQyKnXapLI1J6rkrduGuR4m8ahZkBOs0NABDWiRlKA/F/zcu0FlsjbuliJGL373e9eOP/OO++cmfbyl78cH/3oR1faqQEXF9ED8ABXBHIHkyR7cYWQIo6EP588FX/gP4FbqwY3+eMXe5euOlzK96SDCK0OnB5ujiIiO3hwIkE2bR76FKLu9KX2o1C+TC2SaFVWjJAUnbwcm5mcCJjzX51VBYKGzwj6WYmaEA8uxtO8VUk4TVUj2VlVjcppKJWjHjN2a1rPljimsKgRGTEQGdErzlUieH07235PbKE0JKLEiVxxIlBimudkpGcmhEggcsl037CD44gmekQX0CiRccxJ6YkW7iJVfkgUogDxmHZREu9uCM3mB8i0coycUrmGvR60KaBOmbADw1NEZNJrTUhcZMLYB4x8AAPwLoI90HgGRfFLwWuo2gi3hiSjB5wnGbMmDseNPGDAVYB6r8K7/vTL8YtbfwN//47/jX9x3V9d7F0acIkhZ4ZlpYiSWqQhCmQTdGu6PrwC58dVn1LUmrZAIYpzacUsShXJwmmV04eci4gMOOfgnEgi0ekDXENg5KD+H6gaxElNYlWTRM0RUgMnD/ySUCTlyIniRsTyMIQSIQDsCcRODCemFDkPe8wvMl3Py1RrEaR0ElU1j3p8KdVPQmjMnEJoVITQkEJr5q/SadE8MQAaMTgzC0EBCYEjx0I2dP2s55EcwJFzeJIJe8TwTsKvTczHsuUbVBTQkMOIthCdw4gaISgROE81tlFjj8XA7gB4EsVlqtdkrWEzyyiTsFkOodWadTZVtcjGAUKIHEVVimIODSOihoT6YhT1McChiQ47vkZVeOb2gtAU8x7VziM4RiQPeCFhulqwz8rkkSlGAwYMKBAIu09uY9dt48HPuw7AX21+E4VcV2NzIc0BFx+LPEdBf00blgmdrUOK5vmU+sZ1x5IqReanKr1DAAoVqD2vJcZkgcj86mk5Q6kqJZ9RFxZGs5mmPC1Sg+aQoXnlHBJKtSgP0tdyfieUZuvPHFKIYhFSIyNeEWBoyM6WT2UWZH9jJA1FUSLcTRSy2rBHRJBsQvYS8lQyY0RmRI18RoWAqV5XsnMSWKMW+Q6lSqSqUXn9WQgtn9KsFplnzlOEQ0whPbCX64rE4xRJjNiBCFu+QaPkbKSkvPIRMTpwZEQvJ4+rHKplz0KOKoAbrI2BGA2YAWvWKvf9chpwZHioOYfPhHG6Ge3xDp4Mxy7yXg3YF/qw6/vfUypIAFoKUWCC02wew7IKEdBvql5FJTKU4bPuZ6fKhBhjjRyJusGA+H0Ymh0GORFOs9bEQ6zKh54PVY5EhUHLb5QOw6aZlOEgqfOI4jFKITvKWWnRteNCPQSJWiTKDrAgSzH2kJ+Y3guJMeVIwl7ZaF1Oo1zfqVCKzGdlp4m9KkVRlCNi40KqtClviY0DeU7hQgCoySM4gqesrjmMED1hSzPVLCttW9UdFyP2tCzLnnmBEDGmWJisLQuNtP6Q1S+qUgjN1CILoXkwPInPyQjRmJqWtylCWEskh+Bk3SMnKlYkQiSHSBFjF5IKFqL48byLmLhKlMMqInIFrkgusGn2aMWjykobcBXAbkpaY2PAxcPj0ePPprckY26Ew7lDLiQ64ICwp1d3Ms8qRF3SElUqKENsoW8MViNENn1eCv8iyK9+X3xmzaDPWWqlclRmp5m/iFEoRpZWXahD3aw0U4jK7DTSdHbWdVp2GqAqksuKEVkIr9jvlgo0jwj1SFFJLSpfiTJpsj8AKHhT10fUMl1H5Xohj2OSz3IeM9GkQIkxslfmGHI4MQbZ/8YxHBMaH8WTEz0qF+GiwyTKeWiiQw2PPRpJaMtF1KxhKvbiAzLy1clCM8O1hdAyUfJqvqYWYW+Hz5pEiLZdDQAIGu6LpCUAIKrkyAXU7FG5kPbBscOxaoomekxjTuWP0SGQQxxFOScjS+UnxBEjhvVNflcmMdoJOHHtLk7t7OGEP5qqxJc0il9oy44HgGbbwd98E7hZoEk2DcITp3OF2XmrrCr5G49X2JFDxtShOuf7nmMrgR3wyOQkAkd4sgdXxOfiLvbWdOAGBj4XT8xMP+H34MC4prqAG/y53mUfbq7BQ9Nr19puibFrcOHWiMdeuL9KFaYOuIp7sD79594qkv4+Ao0VzotdxYiM/PavYBEhKqd3l1+Ykr/Phd8lRV0YIUrhNDNap7+O+Vo/p3BZa+zsNG69N7KE1jkWUgRNb6dEoFpnoY8IzSNKQJvsADk0Fs0nxW2ipDWWLI2/m4EmYTMWUzWZzwhC5pTruICCACohYlXHohy71YayukYcRFkBgOilSqYRjhDFr+PIo4mSZVizh2NOClCZNVZzpSEvTmSlJEW1ZqGVIbSyZlG+XtCrEmXTdR4ToJmOzIiQ0hQS4guptlFNHiPE5G/b8o2edgkbEkn5AnYEDvKgixqWHEJpHZy4dhff+Iw/wkm/hy1lqFcz2AG8wjdtP2ynxwn102/KN4Ye+PMTuN09xAuL20a4Y8cArVp+qWSk+fMexz+t1VMPAPbAA2evb01rEPBn9XE83Fyz9nq7WUcOEdf7c7jen8MXbj2E54wkUt/FvZMzeHR6qhWSWQc7vsbTvuhhfPa2/bPtwoUJ8K4Dbe7Kgz4U+7hxTten1rSg08xj1CVEi9Luu9M2DSJONwdTipyLGi1ziE4IAptE5JCzhmL7wV+GzpJK5DiH0KwWlKk/XqphW52jlLbvIPEm52C1jOB9PulzlaKeMJots0hp0HshW9gsqs9Fjdg5nKbrM/O1htDMT866u+RUZGJIpe1itygSIrGG2kgicw7ZxA4JNzE7UOPhHGNKLN1MnINXdWXq5HWsXQZGFDDRsNoejxDgUsFHOTV1K4RmqlAZQrN0fSNNHv1hM0dGjOQma9lptbmlMUUkgtPwHSIQ7buJQHQNanYYc4NKSeDYhxTenWrpgtA4NKw+IyfSZFzw3NoPlxUxokDCmlsTkaVbm0Sc6oBItsfhor4YMadVuAVlsrMSHCR2u0AM4pGHO7az+BFMBIwqkbiZweFwvxGqGH7KoL3F34ufAtQA7gCSKyAPpUnwOBP3MNL/vBc4YC8ek7j+huGJMUbEDvWrb9e6Xdw0PrNvuwhAfCvnwnZrPyMTdsMYk1hh5AO2x/v/uAjN8ANkXXQJUpoOmkt0VvURrRNGWwlGmoztFKGwlH6GQhUCZpUjtF9LI3eCo/YPtdJwXU7r+zwvHZ8oh8i6nqJSLUrTs8+oNdZOg002xcgIUtTyAYkosRis1WsEJU+tek7c/stmbt1XVZM4StYjA4jRpWvK0vhT5iNnMjPioAQ8thSibggNQFKL+lBWai8zz4wUOcREiJJiZERIjeGBoWpVhNMTmKu8S/0sEeykrlZF2lrHE7wXck4+iroWqO1RWwOXFTHye27mFzI7RtziluIbgsNj9YlWcbTDhjnujwLmAVqaHB2iQBO3KuDznyoNHeeBGXTmArC7J2mv08N9iHIMOP5wwPT+xZc3NSprHxDEjNPnd/D/TK5PN4AAwvk421/rKPCsUcBTTv6fpcbuMeHuC1+Av9y7KU07H7bwl2duxG4zwjQMRrOlsMRlVDZ1BVA8uBwic07R18rBnvZXiLrTDwvdHm39Y1jMwpqaz8Tq/UGhBLHWHEKRyp9VItasLKBnntMfwA5F2M58RwRyEhyk6DLRMfQYrSX0VobMYv/7RIT0NXL+K8zXFDkpSUktCuL9AcQUrXJauiezk+/dimI6yPFGILW4YGa934uxmMgBnjVPUBUjp+Elx2AfMW18IhajWCGyw1iLLFYxYKSm6y1XI8DJvcoJOZmqoJD9R1UrLT8gz/OIkJJC7ZR8+dzAg9NrWfU6Qp8BToicZKSpOqoFH0UxqsVzRKKIRRYlcqeS5adeiz9q+5fGM6LzQhIP4L6+rIhRq/ZDngpz/huYCdNYpRLnhw1HjC1NfTxMctQqoubWVIE2DHaEsLNYFSEGaHcK2kUhOx/ieXIEvxcwOusPlRSWaBqHzzancPj65P44QVs4sSSfmXCDU243/coznK/H2K0vq9vDpYUN/OcM7NL3sq/ZurO9bmbZYcJEG+EiGv4C8sOf8vTu/8ckMtl4U5G688qNaSqX1UAkB6TfyzMp+2i9545qJOpMx0+0yBeYUvEL1ahnfJmFJu1CJEwkITI9VlWAKOZzY7WcknLEyIRK24UQs2yeoYoRUgp/mfUYmVImVyRCEz1GZu5nS92XMFjKOCM1R9s11kkAsLYf9l6IUVRVSFp+5M+cXkelXyF9hRHe0vZJyLcDScFH9R854qLYqWt9Hnn5vzGuGhB51MFL4cuKwA0B/ioJpfUiAm7a/g/X1L5VYv/Qd0HjsYbDIEeOGM5JF+aDmoWPHMygJoAnU1GMDpEUDVgNI/L469ufxu2jz6Vpfz59Kv78zFMGYrQuVBRoTdIU6nJICfMXuRTKcADHxbWJ5tzjjpIUzUXyB4lqZNEfU4q6fqNEAooxfaZsIULWKw1o90oT8sHetdqHzPUZ7ZMYISGwjloEdFQhUY7EW6WmssCgRtQkIpd+zEefO6ewA5wSMxFH5OBNMbIopDVMZWWJzKJ0w1O7ZYj2UwuBADg0zsEHUY3q6KW8gnfaqDWboe25tccjOO2jNuKQCjlaCC2pRbpBr6n4phKVYbPWK0WMkbcXQPDMqAuiNCaPgNwXsFSOLCmhIY9IrL3gxIcUOQIeGEdpzCxVwBm1Y9QMaQq8Ji77Ox8B0i+lQAiHLy13YdVGRz4sXTRtJVCEcxHBZwPkZYUQwNOjC20OWA4OhGdWO3hmcSfYpk9j5F588XbqckUPIVo4vEjL796x9g2lHfAeMO8eZX6PA6HlL+o0lHWFqkQdgtQhQNxaByfCkLxHDrmZbKpjBIBdLheQ9onsAOW1r0hjy0fU8z4WanfMpCgTJORq11EM2OzVR9RAA19a9ZqhREdM1UJ+tO8c5+Q3ImSPpwrg4rMtQpKAtgtxYC8+nRgdgnaqb7w0mJ2GSmsCedROMtTMhG11jcYaRpMeaW3Dddn2wyHCE7fCZSUhAoBtqrWWEWNk7JAdPAWMkInSiALAEpYDSU0mp9MlKy2gdgFN9FIR26kvT+sebfkGwYmSlb7eSKDqKiZGAy4DEIGP78DF68DTKfjC7qAarYExBVzvz+G4m+AaVwPYvLF7wOYgfbWWZxmRHSIVmWiQHlee4r4q0SbgwIdTW72Tyj8vXd/S8llrJfWm8QOFryhPSgRJ5/dmoJXoEp9W+v2Ce1NZ9DHGnP5vKlIQFzVpgUvXiD8oEoCgDXvJ/E0AUKTxw8J60p9SPiNl9bkgfiPyKDxNgBm3JeJGYKuIHR2841wzCJLiXjsn1bCZRQ2KFWrn4VGlNh9GisqaRUAmRPNUIvMWAblhrCPGyCwGpKQfERFOSI+SphE1AFct5WhEATUk3AcH1OykgbGF2ciM37JflQ8YRUKoHMJoIEYDLmEwAc11x4Brd1B97jxod++yiwZeCnAU8QWjJ3BrtQWHnYu9OwOWQapiuBit1goo6hypNGKfyxIMfR7KvjBaN7TfpxaV5EvWM78LqqhKSxK0DhkCCk+Qid82z+m8pAYhKU+mIJmBO5EpJ81CJZVf6xf5Yr/NW0TUDn8B+4bSWqqQqUWAkqNOgcfIQKP6HjtVsZAqWct3CFGTqCBADulEWFjNKjfbZwCZXDmSqtcs5yr1jFPyFzWUFoJYL5rAqL1cP5ZIUcWIiWYGT2KF6KiVvj/SAkCpbpGSJU/cSsHvhs2yehSSSiRNYhmjVMlSijpuI4fSajRwcBiT7F/KhCMp4AggKVwNeVGM7P+IA8Yc0LDDVtXAR5cKjzaL6u/tg6OPOV3BOOzMtO1xjfokI+xoKfpDADHgJ0B1AdhkUh/rr6TWTesKQn1hjI+e+3z85eTmlLGxacjNBqggUvOAyxPzEiHNZ9Q3/bLBol1NqfuCdFilGtQzPROkfbbhLPyW/9jUpRUx0x8tz5DXMhSnf4l4BQaFKOQlqO9IQ2sUrfaRLZvN1i3Dduc1vVd1yExbVLyXQkdtvhbMjA0UFapzC5qyRpFVso4aMiuJcqkSJVO1maypmJ5euUWKRgTNXss998rxaR26ndLIbX4mU4hsHaYaAShM2aI2esfwB3hGDorRBuCIseWaQyVFDowX3/wpfPaaJ3D/Ezfg3J9eh8Mo6k0BOP4Zxs7nAtw04hJIsrrkQRE48Wdj/LfPvBj17RN851//H7hl9MTF3q0BRwlNyc6fe4YwZkzYgBCfrtKTzNd0sB8S69yTukpUq1faQbVe9RWxY5DGwlrG7OI1eYn6PntVgtR8LT3TxIybOE0qmMT5PtYJoVHsMIk5WWYlOLEOUYiobgArFcDZYZ16npn/h2Ox33Iy2OU0ftmshNVcqvJNiYM5zcRzgRDBcA6pl5q1CzETdnSiGgFAHYQQ1daIlWLqXj+Jlb6KYjSKI5ynrXQNOCUsI/Sn4HdVIgubtQgRgBGRrpFRgxEh40VBqjFlj7GuI1BWR82IPXJBFSP9/+BFNXIcEb2ECKMn8WNVohSRX18xGojRBpC7Bh9ugOjWrdO4des0LjRjnPXXHc5GGBhdYIyfGIzSq2B8mjE+DZzeHh9KUccBlze6hGiRCnSUGbUHRWtPF2XDdczQZQitrICdhpTeo2JjqSp2ea8tvEet+kUtpWiNezPHVqXruYgq5UTp2UW6HxwAqiS1nkJWy8jJ/qc6Ra5I59c0tNJbRPq6qNAjaYFHaEgRZdp+VLKkalHDDg07uOg7/c5cTscnl9L4rS5RNwW/qxJZ6GxMYtEuSZHXHH2LoibFB6KseYpwaqzyxIiI8BxTCr9T6cyUIUn3l3Oa/UZajV3X7Q+QnTkQowEDBgzYFJL8sdxNeb8wWZ+atGnMU5X8Pg+XPk9zgpGazuKzRur2X5mNlsiT+ZFie5x5kRDFZ4SGOmQIEt7qoqxVNM9z1FfpOsZszI4RaBoprkgEsJfK/mnDBLJ9chYGdECFVq80q2Fk6frWdiWVayJOmYkUlBAFOXHktHkvpDAmgVpeIyIreuhQAajVhF1RxJQkQ20SK6ncH3O7kBEFjNEISSlCZmMKKdNsDEvFj0klmkeIHBFG8KgREJXhRSVqY0TUZB6jgICIkXmNKPdhG5E0lc3GbEJwUpvJgVG5iCYKIWJuh9nWwUCMBgwYMGADIKZWa6L9RArJzpk/D+TgEJYmR4dNoErT9YG3RUCZzm9EZ16mGiGPhVNVyGUSlYhIidBDeMpd6BZ2BIAYF6tDBmapycYR7L1m0akRmggUoxqqnZAzp/vZQMiPA8hxUoeITEUqX6FFIVmUKBFXYLVYyWfPEQUCm5s9QhrMOlGvYiQ0cAhqTDbFaBq8VIyOElJzxK3GsiM1WpfmagudbWvm2RYF9QVJ2MwBGBMpQXJCjOCE7DBQI2JMhJpFYQogSd3nnJVmJQNG1Mi+EDByjUzTFP1IlGobOVIFiaL07FPlqBuyXgVXJDGKFyp8/LHPw/HxFHec/BxOVbsXe5cGDBhwFcJ8RcvAWoL0ztsUITkE2EMoHWf3cM3qQzJW3UX7pu0D3DZid9aVx2dyNJcE9UxnR7mVkdOdUSLDDrl+EEkXdzaTT1/hwAXb5TUTJUhVMlISmcgSlExFU5w0BEeiHAEkKloUcmShtBAJjoQgNdHBkUcdvabBe1QcsRdHos6Qw5gaIcIOqX4RgFR3yGnoLGq5bmfZggUcHLyqeJ4IXsOgnoDIQqg8WBSzcjmKQKcHqZnBA1wrOxNo1/vaBK5IYlQ9UeGxszfikRMB13zR7kCMBgwYcMmgjyiVN3Zr9gnENN0IUakeWUuGVbCuD3IZQpbKBxHnAotWmDFVMURq52HRpZb5uqyCXXhtWD+LYpSJEJOElFI4LSIbqoF9jdStfibFZwLA3ud1cFESoFsnqQsLz62RDQfoobGqQ8XX6xqtnt0IZ6CmUJq0IiR5VY6ChNUiHIKTfmp1kL5i3kX4qBWvXSUhLVf2PhunkNWIGkQ41BQwJY9tquEp4jhNYe2PxrDGsAFlkVMPgqesGEkBxib5g8xrBBgRQlrnPJSZcqZeptIWrXITBwulXZG508SAqwnUSCGrAQMGDDhMLHsP3kTqfbmO8pfzMuve9C9rQzZNc/5cpueXSk/xuURr90tFCJ3p+poN3JS9SY4KhpZ3bCZlv1sVexHZIQlrzjVVHbQRNfdcP5wJUl8qf2nCLtP3ZQy1PnN0rR5qIYpqZP3UGiXiZsS2P6t6PdV2IKmfmtY1smlTKwYJyTybsmTjBTBCQUy7qtAq2E9J7WLwGA0YMGDApYaee/LSITWtMwN2CHZzL3p1OeJWaM3IkVdDq00H8i/sg5QSyb/qGZEY3kXE4EV5cARECTU5B8QAUYGi+mq4/Kw+LFV4UKTt23PPFCOgID5Ozh07ToUgRbnhIhSn6hTklUCAY7Cl8iNqCE/lqCBVq5m05lCZ2q+vFPVRHll8TdHlnPl1wIWcsnBc4X9SI3YEpLu8J1GMVEFDI219OGgLkoYkAqWGb2aH6BkMl1plueDgnQNQYeQDIkecpzEa7xJxNsVIqqETJhhh6ips0xSeRqipwogaBBLTdE0NavUfBddgwoxAASOK2EZs1V0Lej1FZKJuxKcsKmnhuzyPch2mzv+l8nPlxBNVV0O6/lUFR/If1STnTfROa/8iufR8DAMGXBawX/Nr/pdcSvUpwmnzQmsHzWZLhtaCFPW9UvFqJQlYJsiKLBe/x0dkYOqcrlJVSqqQESULo+k8p+0zHGdPkNMsLSrIUTdcpg1nAfUaxWJe6qtW+I1KXrlOiMyIoq2i56tJITQq5puHyFEmTEkZQk7pt+idZe4xpaa2cvzaP4xI+6g5eGLp8emQ0vcriphQlXxHDqxFHxmOIzwqSaVP4bOYfgRIDaKIETttCivVwUckHqJYnMRlaXrXS9Q+pbPzcqHHCKahJchVhc87dhqPfeHncG53C5NPncDozMGJkZsAxx5h+AljfHao6jhgwFHBSEx6hVbApjyvVIXKZew9sFg9KpWj5FtCVpVMUfJaSMcjotImnvawqSiigUPlYvKqSD8ueXUuIhCBLO3cZQXHyJGpRcZTxEeU1aXsI0Irbd8M2q0UflOarEiio2xYdoVHx4liIkboqJlepKn+EK+S13YilkFmt8Ai0wwOOSXfOelb1mXAq/6o7AxPxKZDDimgla4fIcdo9Q4pyLqsRhIHJCLGQUJcUfu6NY7hVD3yrkLg2FIhgUw67BrzmkEWycGRFB4dUYMAEnUG8t6zKIMeDM81AhiepUCkpOjPnh8Lw7X8Q3Dt+XMaKJcevLEWdExVt4cCj1cXbtt+Arfe9iQ+Oz2J//r484EzB7eK+Qlw4jMNqvPNoBgNGHDESCECElJk5uuKliM+to5SPeobV5KgkiC12z/E1i/vkQuIgVrF9ohYE8Kklo5z0tE9ZVCpapOyxmBmbCSCU5KdRen6eYypRbnHGKuawtFIC2vHeZolR6YcGVGKUV22Eh5LjV019NYra7jEymbRvW+m9iFAX10GU4fyeFlGeKQpbnZeWCteAxRYwmcecEaSgqpIlRJPC2kCYkwHEL2EGGJU1YiQDdlkla7lO5drKabraURBQlxOCj6aogQANVXYJpcIkShLESOpbIkpMybaGy1A/UecCVGJclronOfAORutTy2qqN02hNxAjC4KzOC1ambIRrZtPzUOLha1MZCiAQM2jnlJSkaIuupPni+/0G3efmGzRWn9SX3q+I6ikp0+WIHHVF2Ytbpw8WfG5pS2X6gd1t5DSuxwaq5a1jCiGQJUfm6Hztpp+nkaqcqEaHE5TuQoHZormEj5PpE2IVxSpVp32jkp5pjKTx8Q2lOtNINbSIygmyDZezmFlHbPwmeSHaevumvJQhaLdRpZ1DR/ViN2jIxGQ4deW5mM2GEakJRBOKltZL3LoipmnqXZsKOICIc9ZikGqdseUYOR1h6KTKjhUCNkr1wP5hmr95sH6P46CZmVfdgqFyR9b00MxOgAGFGQglNYPw12wIABVwhW8BZZRpAJCSVBkgyh3BsihzXiSuoRgBxr6RnXR5BKSDvR/KCcRo/KheRFCSRhtMgET4wAMQgDUI+PhcX0xKj/ip35bYQosUM7fGSVrpUscPG5NGmnUBrsoU95HerHYRDgkYoisocoKjHm92kFSo4AMWQXtY3gopivtaaRLMIpI03Car1f9P6eJPMOJXUtL8JKCokIrhFVi70+bxo5XgurgfNxIphixoCqSdw4RJ/777GXkKd3Yo0e+ezJqVxIBRUDE0YUU7aaVaEujdlbrkYgwpi8hN3YYewCAgIcWNQjSPFHQ9n6JiCbrW1eqQ6V12YZZnPE2HE1gEyMTOkaQmnzEIEzk208VF2Dk6M9nDiErqsDIbpKYL/W9vHzUbNpCQ9Sit/VUkNkg+ttEFrptCVOjfdwYWuMvaZCHa7Iqh6XBCyFGvMUo0LNWVU9WoTuuGXS+Fs+KMqVha1HFRX7TlSEzgCYz4ip48tJahJyKA0L8kmK6Uk9Qg61paYcaduc1i/qSzEfOr9M7S//P6xbhyiyhBG7lbj3AyPtP6snSz3wyZidCJySzJSyb++jLMRpmh5TpNRbLTJJcUiS1H0gSo2h6BCcVMVGBKILqJUE14A0bGVCDS++IQpamVpevdKJoIw2gOAgGZZK83V+cd11vuhu+KxE9xq1/wszhEjblMQDmK9XuuO95S1vwZd+6Zfi5MmTuOmmm/BN3/RN+MQnPrFwmbvvvhukRbHKvz/7sz9be6eXhd91+ORf3oR7//SZ+MSTNx/69gZc2dg6wzj5YL3wb+vJ3HdoUzjpd/HC8cN48dbjuN5vbWSduzzFX9QN/rTGzN/ZuI1XXv8n+Lpb/whPPX52I9s7DFxu96MSkXNfrZyG7LLXCDklub/4Y1aZgHY14HL6vDEl+rwcXUhBPulJZSG0yomXw7uoykOEcyyqkXqPzISdw2eAVvZrGa2l+FyhChXvW3+qMEUvr+xF+WCnn50WetT3Eh4jyVTzqv540hAdpffsXLsGUkmWrKijK/5K8JohNs0ao8hwjfxRIz++KDIosMwL+l4N2K6xP4bT8U7/ZAzpONL5Kis1Dlw7xEZS95vaowkO06bCtPHYayrs1iNMQoW9UOFCM8ZeqHC+GeN8syV/QV4vhDHOhm2c078LcYw9HmGP9TWOcT5u6TSPPSZMOJOi8owlTxHsmu0YrwvztV3LlQvY8TVO+AmO+wmOVxOc8BMcc1Ps+BrH/BTH/PqN0Fe6g99zzz143etehy/90i9F0zT4oR/6IbzqVa/Cn/zJn+D48eMLl/3EJz6BU6dOpc9PecpT1tvjFUARGJ32YOdx9ubxoW/vouEAabl5HRtQOpZZh91gWGP3h4SU+pomFDPXOF3EgJ9GVOfqhcv7vbGmt25OZfFgXOscjrkRAFF6HFyrNsiqqDnibNzCee7/f/H08WfxlHgGHx/drs+LfU6aO3rl9HK7H/XBbvSsZEh+v5NWCZbeZJ5yI9F11aO+Mcv3YIuI7LNihFw8z/bRkRhqSZWhXOCRckgNmPUFIQsbScOx99RWglr+IgDJowQjXJRDeMjLEHQc58/JjA1ojSLovQlAFFJVKmAtkIbWwgGueROuuH07IfNGBT1+yzqzit6gTlFH9RepN4mKV4vGIuo50OXZqmI7IAQn9ZFMOXLUSuGPkbIRX1P6HUVULKpRDWkpMuKgIa+ImitAK2ZHdghEqLWMeQD3qt5dL9F+909ThUqFyGuLEkDCw0xHFEr70Ic+1Pr8nve8BzfddBN+//d/Hy972csWLnvTTTfh2muvXXkHB8xHRQHV8RrTaw4eYKEmx+vXWwEhbDnE0eKVcHUc1bGngXZr0MOfBe/uHWCjHTgHqirAO4w/ex7XBsb0mgoXnuJz2x0GxucYowurk7LR2f2l2dE5xm8/8IX46InbV17/PGz5Bjdun5O6IIqvuf6P8P85/vhCcjThBo/FKeqe+/cee0z3CcyNKeCvn3oAN2+dwalqD9dX59PDuIvdcw3+YKmj2Rwux/uRREMoeYwIXQLjAOhDxoiMkiNgNrQGLO896o4pyVGZrbYIKWRRZKd5DaV5B+lw7hhRO51HouSTEfZkJmwgmZ31Ac6aKk8hq0kpc03HZW8RZ9+RB6Rhq46NSjC8pu8HzZLT3eDIuehjkamW2FsZUrPU/TJtf41fVsSYyWuhwKqWIbHEFtEzgqPbdEFqE8Ug54ACpH4TKGenGZGyBrOBQA2ygsZ63smBnYREY2Q45+HK6yO2/WcVhaRqliEsAPozTa6LAMI21whM2Cbx/jiOqW1IjYCoYbbYk5UWO8pnF1uuwYhDiwiVr7L/UbLjLpb5+vTp0wCA66+/ft+xX/IlX4K9vT085znPwZvf/GZ85Vd+5dyxk8kEk0n2A505c+Ygu3nFYkQBO8cmOHvq4MSo2R3Lf5x14YC45dBsLyZGzTEHXD/C6FzAsSfObJQYERFQVSDvQI8+ga1Hn4B/2k3YveFEIkbEwOh8xPZn1/Sb7XNPHJ1nPP7AKZzZPrHe+pcBAe4FjG88fjfcAnIz4QafaXbmqkL7YUQNXrjzSTxv+1O4vTqNO0YjuDm/5M64iB9Yayubw+VyPypVIhSEp6xnBEJK23cUk1F1E+rRPCxLjmzblp3G+ppK8FAmR+Y1Iqf90xySJMSmRKrykzxG+vyeyT7rmq+VKDET4FkIUTTSRMl8TV7JkSpH8ASEmMhRKzsNmA2nlSAnJGreb6QVsnqFuBThRTtm3Yd0Tqxitub3CwliOCcKVyTxEDkAXMkhUdAectBQGrP4Hz00KBoBDwTnQI7RNAwvyWSYEiQsSoyGpHVI4xzGLOSocnKNjJSQBARJz9c0fmtEu8eicI/YYw8VgEZ8PzxrvO7WKjJ0laQRBdm3ggilKt1GiEjKBVyUdH1mxutf/3p8+Zd/OZ73vOfNHXfLLbfgXe96F170ohdhMpngF3/xF/FVX/VVuPvuu+f+qnvLW96CH/mRH5ndJtaKgoAJOHtuBx99/HacHE9w8/bZub98V0HNHpNYoXIR264+MiP2ubCFB3evxblmC3W9GT9L3Gac+zyP6vqdNG10PmJ8ulkqUseElYgVV4R4wynQTvbM0N4UfP7C+jH7nn5GbhowPsdIth8G/ITXu5CWxVzn6KbWD/zfszfgvWdux1NHT+L548ew3XMTPx95X1VoGaRfYgvCdwcJ620CF+N+tPS+pX2kVB06spS2YXQUo+SzoHQpl8RnkXo0jxwBaKlDZdHIZUJq81KmLZRhRmyn02xNqaYRaQHGDtFZlLJPJuBYGK5oAdJeBxUKFIq6RkrIYO7lXOMIDBSxvxS6Y5op15jDa5a2n6b3pO/PqWMkhSV1MVWOSOsmQQ8DIddkAiD7mtQdDaMFIYCkBTKhIbWUwg+0UvntESfZadoEF5zLGkD8WWAgOmFnRECIIuHVVh2bJNRYOnachtAqdnAcESB91hCFbDlIdmWNCjUHBKoxhcOUXSL3XbWoRJckWSZcPwliHZMLPHpENAcwXxPzeoVrXve61+E3f/M38bu/+7u47bbbVlr2G77hG0BE+MAHPtA7v+8X2u23347P/7c/Bre9vc7ugisGe4a7YYrn3PYQtn291nr6cLKa4Jbt0+lLO2z85YUb8b8/9fmop5XEi+MGHkqRgNq1CMOxBypc9+cBy3LIVfgAMdRcmKdtfW6C0Sc/C27WZ/rUIQh86gSap5xskTaKnNJsN42zT9/BIy8BeOeQr4VRhBtFPOX6s/ieZ/7/cPvoc73Dat5MHtut/iyeNdqaS4DOnI248dl/hdOnT7e8O0eFi3E/Ko/1GT/z7+Ue4xioxHBMFYOqCHIM78WgXFURzkVULqLyEd5FbPmgrw0cMbZ9jbGTcMGWa1qkpfxB58vp6B9TLmvqUbeth3k0ZJ2Saj2J0nV9EkfFe3ndCxUiO0yjRx29zGsqBCZMG48meITo0DTiUYnBgyMQa3lwIpCEeCKBpvLAdo2GhpJhWMvQRMDV0DGcpvkaalqW+4gLgKvFrEwNp/sLlISklh/aUwxR6glRYCDGmVeEqJ+jMJkmAMxybwpB5gf9Pz4eAeRA4xFQecB78KgSz9O4EnIz8oiVZGuxd/al5XpG+sKU1TT9kmS6y6HCZtuBPSGMgDgiRA+ELSFwYSyhxViJesQeiCNpaxIrgD3LdVopQRpFwDHcSIzzvgrpGt2qAogYIx/g9bUiuWa3fY3KRRyvphi7RgzPboqRC7jG72JEASf19bib4KST96do0rom99jjQtxCAOF83ELNFc7HMWqusMcjTOKodU2XipCtZ2yECDHVXXIUceFswD/+63+w1j1pLbnhe77ne/CBD3wAH/nIR1a+CQHAS17yErz3ve+dO39rawtbW5vJvjFQQ6CGEGvJ/Gji5syxtXYlBpDinYfVxRoAmujRNB6x3mAatWNgq/0wj+NK49KbJxFMohq1pnmHlAGyKdjNbRPk8VJC7RBrh/PHx9iLo40RoMsRF+t+9MX/4WdBx7fBnnsrGwNYWpls1zGijhrU9iCtqx7tt/2yttHccd2U6eJeVxKumLLSisGqELXQCZ2Zebv1I6sgDaYOmYpkRSOZtKcZq9lbfToirFARkiq8S8VpMbWopRotug+pX2omQ62LvjpGqSJ2DneV+1gWNGAldKYtpf6YUcsjsJ7WKEUjsyKlm1Fjtgl08lmWY03jl+3IOZeq2JbKL+fS6zG66OC8bFeyIzmFeyNL3SHHUtsI7KUQJIRoB3baS0223VuAtCdM30eIZLoQIHnetgmRjR8fVa80Zsb3fM/34Nd+7ddw99134xnPeMZaG/3Yxz6GW265Za1lL0XshREe3L0WW67BjVvncMxNEQqytGlM49X7EBwwwHDZ3I9Ya8hAXi2kVpqwHZDeA8gp+0p42ibqbLqe5z3qGrPL0Jlh1ZDaIqQMOidPX+uXllP21WfElAs4yhMSQOEtIrQLO1KOrBN3PEYwj5Guz/qEmddIY5UUOBmPCUgZXJxCfaSZacWrGbDLtH1ASZgDOMwnRWyshFrTctFI5FCghb6snpKDZtPl88K2L1FN5DUjVqKssYYp2cv/B3YktSihp9nJStjJ90COEG0HrFxCBJikInbibFGuTZf64jGiF4+R+Y8iCFU0olIls/2FsCXFj2kLW87BM2PEkqU24kZ8QszwxXVqhDyn7jtdR0gECJhVhXxputZxHizlIo+KGL3uda/D+973Pvz6r/86Tp48iYcffhgAcM0112BnR7wpb3zjG/Hggw/iF37hFwAAb3vb2/D0pz8dz33uczGdTvHe974Xd911F+666661d3ot2H/4Nf/jL0ITnfx5h+uLG9smVakSy3TgHlBgnWJrBwAxtAovt+6NAzaLy+F+xGw+F0r3Ht7n/6/1SUufD6Ae9a9/P0/RehdtV+QhIx0AciNZ+z9BPQsUfzDCkKd1vUjt6cW6qXW6C8+SqjKWng9o1lnPubCq130o59GK9/jIyfNjkpXpQ4ys4JRK0oxPKqoFgQEy0m2qkJFIS+HvTBMfkpY1QPZiwaqER5K2IYiIkQA49ZlHEDm5bqJLWWtNdHDwaCii0TCbEfqgCQWBSVL4oZ43BvyCVHpTjrqKEJB9REaIXEGaRrDWIEKO6qMiRu94xzsAAK94xSta09/znvfgH/7DfwgAeOihh/DAAw+kedPpFN///d+PBx98EDs7O3juc5+L3/zN38SrX/3qtXd6ZThGuLbB+MQU1xzbkxL3hwQzZF/NoY1VQAyMn2xQnZvCn5/muP2m1j+p4U/vApVHPDaWOP8hYuvJgGv/pEJzvML52yLCyaPxnV2NuKTvRyyp1WWatqlFZOEyfbCVhRyJc3FHayhralBJjoCsHi0iRzZ/njo0T00C2q0X5qHPMiA1ELNaRNpOgzRbzJQaUS3kgZw9NUhFHzXqklqCpJRzcKEYiZrCSU1Ss7Ku11SiZGaGEaTCiN1Rhcp0/dxYlnKto1Q9e4V7SShahjAya3P52BPpQ7EJPRfyQf9RvxVrkUsHFq8py/ToKe0ufF6HI9IUfUmWYCcKkpxzybZjkuuO2KMB4ByLT6kkiT6k6thNlPpWNTtU7IA4wlZsEMhhy1m6PmPMch/ciyOMkxIkBymp+y6pRttUJ6XIrm0Li3VVodY8DbVZ2I3d+s/5lUNp++HOO+9sfX7DG96AN7zhDSvt1KbBBBy7dhfPfsqjh7qdyIRprC5KU9nLFgyMH9+Fe7jfPHxg1DXodA2MRsC4Ag6ZGI1PT3HD6SnqkyNMrh0PxOgQccnejyxUwvrkNUIEC6NJlhLrr/3yKExNKh9E84s85t5qQH9orSRHy2CTarRzEtApiz3mUBWKkBLnNH6GGNjNT2O1i8w3U9YxgpEoUT5SFpuHmLstQ87puY8FGQLQKhBZgM3n2Ocxck4LRaqqt0wmrvZRY7sVuEJJW0SSoMdTkCRiIUERJKZzpyTY+qg5ISJWLNQieslOpP3R7ORZjaPk82qc1kNigFwKY7I2D5ZlPUZOGsuOOABBwmijovls5aIYp52IBZa6X0u9AIzYa3+92fM3opBqIJUKUUmKZuZZWA1W9JHBBxBAruxeaQMGHDU2H6kdcBmBWMIdOUff9IocOeoLpXXN1yCblusY9Rut+0NrfVhHNdoELM3eFKBEktIrEqnJoTLOxGVBKM3MyOalKcNp+YTnsFzqp1aqQiThrGy85nLnlaARrIp0Qh8pipwVnqghO6snZLsTlZ1ZMUZTrYKyP0fgYudT2r6G2iioGhekRhORpPADLDWLAM28peQhaoXZivChhddSdWzS5Ww/CRpSA2KUoqOOIproUDl5dV6uoVpVpODVhM0OdaxQU0Bghym8VsUuahcVStGIGni4lVQhAKl4pBEiqXHErYK4q2IgRgMGDBhwEHDxN6MUyWcCJ4VInslmvOYWQYlU9k1rE575Ruv+0FqJ/UJqJQJcr3K0n5o07zdBEl+IUxd4TmE1VU8IsDYdRhiSCTs5iTFjvobL5zh6WZccvnwZFCXsRpZBZn4iXY5UcWq19zD1yrxE+UvLB9PnQYpR6h2Vxx5juh44mav1pJTTlSiR+n1MUTJFDEbmSMiPK5QmquycCBFi9R+VWWd2TqNHNvp7lvCaht3YQyg3M+C4pRyBGYGQ1CbvhJp7TQSyNjGRIrZiJWoSBURH8FGKPwY4jGNAICd+IJdrZDlEbFNBiFJ2WexVhABghFyBWwhRtpKOkM/POhiI0YABA+bCYv3jQ/TlXVGYdy/uMV9bNtqqWMZo3edNWoSSMB0GiEq7sU3s/PVM61WJqO0TSiZthahP1iuNJE2/KPCYDM2dZcgh909r73z7FUJgFp7V0limyxIXxK8IA5uSVapLeRnklH0r1Gjx1+Rh0/5pjFY/NdbPxJTIkvVSk3lqwk4lAJRUpcqjWTmy7D/LnIxMyR8X2ElfNfXH1cq+avZZOWIPj6jtQyJSH7XibJekaFlVyAgRAIx0VR6AJ4I/QNmXgRgNGDCgFx6Mp/rzuN4B21Rd9OrWlzxa8TJ9+uhr9nqoSqBEKSlHaD90kgG7dCXbuzmhtdJzVI7Zz2vUDaktg2XqtPWFDJNQ4jJhYGdhJcpmGCeqEqnXKJuv9RQrSUg907w+1E0xgSog1oxVeWmZodYK0ZkigzKER7OkiEhUoRCMSenGjFHAGIS8D7FYTklXzOsytYgsFBiRtp9UpHTiIDtfA3AED1VcbBf0HEZvF5ucA5CWKyD5nAQ4jxyOBLVrcTkCq4eKCYg+H190SqLtNZrHjVGRFCZt2KFUMz1FRM1qG5OXmkaOMEJIYTLzDFmhZI8cDhulkFpMypBDJkHynuCI5BUOcQilLcCQMj1gwNo4SYzr3LGLvRuXPrh4nQmp5deyNI4tEkuSs4T5uc93tAoO21O0EJYNVioufeoQTPlpK0bcN9ZUJAuVqZqU/ERpO0Z88qSkNtmypY9okeKQiFJBjsrZMWfOJWgLklKUS2rWjO+onI7Cp0Q5HBi55TcCJI1fwonqOyKk0GL52SpCJG+SKkaiGhXXbVSVS71WUYs+BqaUtk8u5vI0DojcSEV0T6jZo+KYsrTLV8+VXr8hhcoAzJiou+qQkaKxfgcj/UJHJE2LhCg5jAbFqB9xzKDrJ6jGAdcd373YuzNgwICrDSVhsge+ZaOpWmTTjCAl5QguKzNmjekYrWdVoeVUo0Veo8Oqk5Z6pqUJKAorQpQ1TR9HtNBRLs6YRB3KHiNRn3KIKJEnp/4iLxuyfmXWRy2lwZuihKLivmXPJV8S2mn7dgx9NZCYk0pEib0htySiYnnK6zF1aoYg2Wqt+CSQzNRotEederZI99MVTWeZKYcJXbHqQpyz4pvqjBcfEVMunUAAswTAAK/njxGdvAaXg7UhSueHygU4GmPLmfoTMXJCgCw8H+AQSMiUY1OU9JpV47WF0EaIqCGNayOzXiKsXyHDEyGwpviDMIJHvW7PTVzhxIhHEbc+5TRuOnb2Yu/KgAEDrkQsIdiwihRmEkYiCEJkLJQWmeC4XccoEZ0O8VmEeeRoGaxLilZajpCVfCM4EZotZfPyAz2Fe2ImRJkgKemxB7+F18zzrCTHoiqyTkphN7KQVQFL1+96l9KGLZwWNV3f0vBLX5FVuVbyQwUZapEkAMlZ3keQfD5lRo6suCMTw9URXBG4BtgTXM3gys6xGqxdu8ZROm6rccSAazQER/KetaYRGTlSv1FEBDmgaVyqUxWKtiXBaU9Adp1SEowRBzhwqmEUIKTIc0y+I8cRYwoIFOH1x0FJlgIoqUiJNBFQM2ME5djMiGBMB2J0dWHbNzh5fA+TcYXJ3mizPdMGXBbwJ2qcPL6HW06dwbbbXEPkAZce5pGjearQ3PV05h+kJYitx3qltdL+lQTMKERANmBTts30ma25mG8EpS98Rp3XGUN3GttJ07d5DiqbcErbz/IcspoVc12ldCxEs7W0ys9m5skLAFyQNIdif6i1DjnennnJHC1NcFkiUSAPAAzyLDWcdF+J8j7LZ5GJTGErTdeWEWfngbQathBSWa/Vb4pRiE8IDvARIeZODyEVf5Qxk+gx0ky1LSc+olrNTmKyVhVJJDlMWfxCES4RJFBAAGHMJpcBU3ZC+FVBAgGBGd7eL/OrZQ4GYnQZ4satc/gbt+zhbL2Njz98Ky7U2xd7lwYcMT7/psfx//28/43jboJr/YWLvTsDVkAWFuTJJNYW/UVeGrC5XdvoIOSoVSSyp4/aMnDEKmzoPhNrtIlz/SUgFQLM/dJyaEeEDFXNNIxjviCpxKwqkGWUkYaJWFiSpe63+qmxEpROKr9VyQYIUMJgdYKyFwk5FGdhNk9gOEm17zVfZzZW0ChwiEJYStO29+3lysy2QgEDMEOkSpXIPgP5+qHAchzeiXLkSUseFOswQ7oToiV91Fiut4i2KhdRJAfI90R6zVAqiwBtGYJUZNP6qjETaq02XelrwwGNszpFEdb8NYKwRU2qZTTW92MKUsfIstJYUvgtW1LeFan7nVfzIQUw9g7Q/HwgRpchRhQw8gGR3UJ/4KUMYvmP7RoWSfoothljauTIl+uJU2z5Bp83eiJlcgy4PLHMrXud5q5d4rQfStWoCyFQ+7c4ckaCOFdXzsTIFBYg903TBS20ZtJQoQIZrymN2KYipVX0/FfmjoKUxtk6XaEcpfUJASh9Qyndv0RJfLqwukk2rlR8yuKPfcszKzmaM8+WS2llkrUnWY8MCnJPZVWJKOr+F4pRMl+X74Hk4dJ4mZyq5K1S5cjIUTJoawg1EmIkBCcp/MmYzQ5NZFREaDSF314DO0QSc7YZsre5xhTAOH3vxoJl/z0YU4KG2FhUJDtYOwaSNzW3a3GuioEYDbgocFPGzkPn4S5MQRf2Dn+DTQN3+jycc4gndxCOjQ9/mwOuLlgu+CZWxfnBU5qiV1GN1jViGzyk7YMHpYrHgFOFSEyuZv4lkl/qjhisGWGmIpmPJ1XANkMwZGxiLqoOQdPHUy9dIwFchLP0eVkWfKQ0TdUlZ09KS1fnrNLYLCLx2gSIimUmbA/RVTjIqxd1hj2nH1fJZ+R9JlMcgegyOeoWfeyqQl3VqDMmqUZASzlqKUlBCiSyI7hGTkZahRFLJ8U0c2jTSkjoeSYUqfx6nvV8iWKky7Ltr5O+axBvE1QxCqoUed23xkvmWmSHygV4YjgtpjmJFY55j8gupeiPqUFNQapgc9EotqMgmd8IAIKavMaILQXpwgGY0UCMBlwUUGC40xdA544oDMQM7E3kV+HO1tFsc8DVjQNypFiQIwAt1Wge+Zm/rtVqG3XhKMJbfzD4dlitM7ZUi7rVoVM5nkJMYfP+UA5viWJUhLtsmq5n1m9kVbSLcWk+JdJjhCylzZsS0/UacbHDljmX9rP4M3LUA7awmpGjjo+o9Bwlv5HNUyXIDoPLeWRZdsU0VXk4sJIkJ2pP6T+y1HxXqEgW6SvKLdkXmhSmANkWqX8JyNW1tdR0JKfFJR2aKNWzvcvG66lWyJ6ECpULmMYKcNJU1khRzV6udSWFUXdEwmgNAjpqEldy7XKpJonxekRxqVpb8zAQowEDBgy4RNANZZXEpY8gdWHG58wgsO8ytu5yzKIK2DYutYFISpZs1kJqYqthRFWFMhmyApcoQmhtEpQy05w80EUp4pTRVXpnwMjp6EBSmpISw3kcewjJiZzDbJQf/ATSMBvU5GznkwAvsSTWkFHKODPVpUzdj5zDdUBbOUpp/3l8SzlSE7SeZJkEU4mQSVUEVK5LFbIpZsIKVxQW9aoaFaHM6AFqWLPh5HgtMVDe6/nXr4UthMWZvKIx5UjqK0gqv0+p/NF6dKRrLKJS03RQD12Zym+1jAI5jKhJKqZlo0W4pCCNEAD2GFOQVH40iGAE/QGwt2aGJTAQowEDBgy4pNBqIpue/rE3pAagUKb2V430nbwQZkJqYrLphwOnZYQ/SDjNzNcAUlaahOZK8zUSWWIlPlZ+sZVRBrQqXpMZhKkTLiMISXDKrcwnTZlgSGFCCc0xU0GsOLXXAJBaZ4C0UauRr4DUWDY1mG2pRcoivAfFCIaE0XTjKaQmi1EPOYLNbCtHLXSUo44Zu/2ZgCYmouMIiJ5ATnLunWMhQ2pq14iYGtelZIQRxbSBKMqiWcxaqfyUvwdr98qeAWI4JwSpzEqMXq6LimO6TqKm9Vsqv6eYruEAB6+hsxEy+fGa3B/gpKI2C1nKqfwRYwQ0AzFqI25F8HaE22kw8mH/BQYMGDDgEkLUm/zM9E6W2uz8xX6jvu0sTPGffVInlOE0S9sHslglvKG97pTcBeRUfTPCkKk4WTmal6IPyjahnK5vqk8eXy6HclnKBnFAP5chs3SQQj7IikFqRpqYkpVdpDBUj3KUNlCYsO1zqRx159nJipmoAcghtJapGymF35aRNPx2U91cFTsTwVQsMuqhlCUJAmZCjHJqqbU8E1qGbHZCXGIkNHCgwPAuAsGj0irZlcbwPDGmRdPZkQvJjD1CKC4UKPWqlBQRxqTXJzUIYgpL0tuUgOkQSmuDTwR8/m2PYbuqse2HrJ0BAwYcIrjzME3ZMcUk7jyIu8sAM5WvHSipR6VqtG4K/yI/0rJeI2CWEAnhYFSIUskYgNcHoIMpLe3sNPH8lGEsXXkiLqUJW8M3agg2w3DXhG0qEHsuQml6npWFscWWuv3Eopx3Qrv2EjEljxF75BCa+Yu0Ez2IgBCKr8qUITnmVczYNn7emNxrLbmMMpeyfQ/CWFzgghg6UNIJSJvTaoNYkmw664eYWrDZJepIKmxXEp5z9r2AgAApKskSVguk3zEA5/L5NEN2mcofNYst9USLAYEdtl2NLVdjO/VPayTVXxUkxxE1VRJm02suUNMyae/F9UWRK5IYkY84MZ5g7K5MUhTg0ESPhp3I036xf2AGqkUfoMzD2iCW7VNkuUFUPZcgs9xADmsHLW2/3KSf/8t4KXQehMSAnwC0u3+a8+rbYjyxt4MH6hswXjFd/5ib4Fp3QYupDbjU0HfF96k988jRKlhUEXvZStbdVP4+w3WZnZY8RmjXAEJ3uVIhss8olB99X84vbD8tlUjqDXFrHd1x5AgI8/qrAcXO5zpG+QCVvIgRW/WV/hNm9zbXc78plaIuIkuTMKhqZPtj44vsvaQ0qfeITHUqUvST4pPux8hRO0vX1/dZAtSQJZToRSVXyeNk+6pkK2blSBrNxplU/oYcGtJUfr2OtrhBzR4uMryzDEjbuCukQvnsVLLzxpKVMc/9DpbAZUWMrDbDfkjpjYeMhn2q9gkAYw7Z/HiION9s4cEL12C3GWFcNcDJ1dLdYyTs7Y7BF6FitpsyRucbUB0Rj2+DtkczY6iJoDPngeYQiC0z6MIeqkmuFs2VRzy1gzg6AIkhat8rpxHX/b8BJx84jOuB8OTnbsZPfu5r5pZT6V+M8YLbHsQ/ufUjR988dMBcmKm1bA1C3G4JAlhYK/aGxACoH8k+zfMTzapGZYZaX/UX84L0wRHDMSfztaXrtwzZmsof1WNkipEQmlyROhMZC61BDMRWqFFDWtY/jVgf0KwP9NJ8XXwGTBWCpvKrilGoRmLQlvdS4NFOn/qdSLw6HCNS2w41Y1MqLmkqUQR5ycxC5Fm/kY7p9Rspev1GpVkbS/iNgpZyrKMcE9mzUfLzWatcW0YcJ4mIVD3qKEcMOLZ5WWHi2E7lZ5IvJUAJp94YgzM1Ufax8U6LmEoqP2C90By2XI3a+XRtWnX/EalJW31KniNqEteRKUiOpK3I3oIw8H64rIiRfTnL4LAaIXa3EQpi1OyT+bEpTKLH6ck26uDhHWNnvFpLiBAJ08lo+UfjQU9lGbJvGG4vyK+eLalVOrO5SYD3DjgswW8ybf0qo6oCjm8DsxxtNZTrDIydR6YHXOEcOCCMt3FmvN1j1lyMvzpxPaa3+PQraxE8SYWQrk+kD8uMGbAarPI1AETKitCMWjTHPzSzvh5Vab8+amXKczf9OW87wpFrVb5Orz3p+vZaZKwXA4o4ZCe8tshjVPqH0rzWckLGRGEiDdWZVyaJ6CpcUV7WqmGXXiOmIn2rOKhUBsBJWM3M3OkEFn6hsq+anNz2PDKzeLGNjt+oiz7/EamXiYFW2xBSpzVFPWZL2w8QrxUoqUMtMcJCfTGfe7KwnKXyqzeJg167jhCCEEUhR6IcueiE1KjiWcWISFEa0LKHY0bNHiMS35Gk5nsJMcNpFprsuKX0m6I0BTA9wC3p8iJGS4LOV/h/H7oJW1s1brv2NI6PJmleZOlYvQni1LeOJnrU7hDCJ63tHkzpcQSMt2r4an4MlpkwvXaEc7e4pVS6PvgpY+s0w9WMai+CGoafxNlKsjMLEvj4DrC9fr0h2psIAeqd2fnemOHO78FNVvve2DnEE2Owd937/yWLJx47ibf+368RM+Q+qFzEl17/Sfy1nYf3Hbt7rgHwyQ3s4dUDZqRWCoASHnu1p3QH3aKMy/qN2uvoCc2tEYrr3v+62WlCNtpZadlrVRyfqUQa9kq2IMrZaaYAqb1ptqmshYIIuVpzka5POp21i3waryn5Fm5iqHFZ7UMgq4ZN2WuUVC/KhAWQdH4L0XuP1GS2J1MtZakBs8pRwRYXtQ3pqkTdkFoiLEqyXIhyrTUyXlL45c81msGmnI/VN8VmyrZbYyPrd2mefM+u6aTyMwASMmRXH0dG45yGVRns83M4RCnOWGnafmSXnnMjCthyjWSnUVBilBvK5pT+dhbbQX5XX5HEyJ9zwPkd7B7fwvnju21iBMI0tNMIN4XIhJodJvFwT2tzQGJExDi+Pd33HHzuuhF298ZLq3RdVOcJo/MMPwX8bkR1YTlliyuHcOIApIgBFyOoS4zmxZ1CAJ09v/p2xiPwzghxdJmwIgCjR0Z4+NGnLvWVsgcefMY1ePoNt+07tjk/AfC/D7x/lz32ObF9JmwjRNY7jZHDaWV4LYfDVidHQJwxYlt6f6ka5XXne0z5fp5VoKxtVDaVJeKUnSa8x8JpmRyJgoN22r6ZrCHjof3NpDK1zGerv4P8gCcYkSANc+k8LkiGhdT0QU66rlQB2rw4th1QMhMLc1AC4J3sk5OdphBTrSMECZURizeIQyG1lJWx84WgJxvtNH4gkzwjTAvI0exn0n1RQkSc0vXBgPNKzh3g1Jiea1mqQmWHzEB6tClBSkYxnw3ZrGTS8guYc281anwq4RCjQ9Qf58FFMfBr+n4TfaqBVFuYzYkxW6phM0au0RT+gBoeIwRESO+1wA57B7DUXJHECEAKu3Xj40cRYrtcUN6g+wfwgcJoXAHTE4ToCdUFB6xS5HqBZLzvdiMDowrY2QaaIF6lwzBy96XlXg7Y52tlB4RjETxiVFVohYvnYZkxVyXmXCKmFnX/D0rBu+7Y2W9rHjk6CNpeo+72qPd9H3JRR8zskxGiFEoDcluQ1sCe95TfC0/krDAVpKovvb87r/zcqpdkSpbwxlaqevIakVXQTgc1GxfsxgwdQU03dhKTmXo2U03nddfVTevvYl5V7BSGExJKkVN2GgU5vhxaswrZ0DAbI9q9mIqwmu1GYlH5/EmRSUoZgyAZxwBicCAXEYIDfITTHmtmyEYEpqECfINJlCrZiEBN0q9k5EL6wupYwVNEDal8XQOpACRocZHS/XDlEiMAYKAJHnuhfZiHoRYNmEUcMy7cQnA1MLrgMH7yiDbsCPH4FnBsLL3YTp/DUTWqvRIQthknbj+Dk9sTjIc6YJuDcQTNCJW/rBBJj1FRkAhidG0rPEgPpHlhr0VZan1+ov3S9EuFqHxvfqMuSbLeaRZWi0wSto2ulZ3WUo5MtSkIjTyFbaVopezDkpNUDUqZVS6H2ew8p5OeLD0mY8iKmS38owUWGanNBQAJ36n/x7xGohbphiit2LQypNSugpxQCGDrqabpW6x1kQiYJUedH3JLhdSAvD+lamTfkZqtqRH6IMoYg7WQ5UxvOdgpF8VKQrxIhmyK+tvQk6hPYA2vFeuyc8oO8IUhGxDFKDowUzJkOw23NuzQaFb5SBWjCUVscaMGbC0Gmfqp5eKQnhk1edSDYjQfkQcitAqYCUHTKzkcTAVgB/BY/lOFLULYruQ/ZXP4JEVubgR2DsO3vyIcY3vU4MTokMzjVzEYECKwZHzaQmh97rf9Qmq2/DJK0n4m7MX7uP99IlXALj1GrQFoEaG5p8dCbCrspOXKZYGOopP/hHzpPpSKkoXzUBI0Kj5nr5Fsu7ODlqlmRKqrHhHlMN+83xplT7Wu0brsn9YTUuuqSsTc00KkIHbB5Dr9Tsr0fpbpVsCSjXjGzAXL98YBUzZ9VHWNWTIJoxLbSEk54ugQKYpPvUzlh1hFKDIceTSsipFz8CAN9+UfBrksU8dwxi4VilwHVzwxGrAaQiQ8+fgJ4HwFN6H5N6hV4ICztzvs3riNnc9GnLp/VxsODhhwZcBMwb1gUkWB9GHOhWJE2VvEOW3fUt7t1j7fR9QmRyXm+YkSY2DLLOtJ3Z/zc2KeLaEvvGb7Y+n6pCoSw4iSKjVAep/T9i3eS5nUmDoEaYQq6pAqPoV6lFL4zWuE4svJAk/6bkQ1Qu6jlg5RDMKkxEDajogSwxAFBFEVH6sXEKNunzJZsZptVuPIlCOd1/IbLUjjt3smt75nubaMqO3nNxIzto5ngvVDAzlRsOxY1YPFWuuIPbK6Zl5y6qTyo0jlL5Qj1uuP7bw5UY6YCRwJPAqtVH6GpPYHvdYqjfs5ijhRaYYmMaKeX/tsChIAeIqDx2jA5sBM4F2P0ZnNeUbYAfUpRn0K8BO7YQzEaMDVia5e0vUaGSEq0/U9zZKjPhzEa1RWyu6uc1HafjmuhBGi7jRL4TRy1JuuX4olBYkyT5GQq6z4ZI8LWvNlelaIUEwD5d5taTlnyykBMPN16aMp71+mwMieZjLUMmvrGCVHyXPUqXGUDN4xSlZbqQp1fUwt0tWZ1oekJKFF0knbh1gNI6kVKMdHQUgVpTCdfGcMEo+Sg6T3625CiVU6h+pbQuBEFlMkM/Vmy6n8jZNXrySJiDENHtFJKn9FhEmoAA9Uarj2iKjhW8kGXouONrx+ZOKKJkauJjz+2Emc2TqGa09dwPU7q7h/BwwYMGBN6K/o/F5/gbP8ci99RjCVqHjAlu1B0CFNRo5A/Vlq5bgSy6bud5fpf08z04B+20Iu/pgjOPIMt1ATt0hPqoJtY2y6bYMs/JXJEYppM6n8xsXUn5R8Q0mFopRdVjaaTcpJ8QrvQByRzDbMeVeLdH3z6CR/j82zTDVAEt0LM3ZSjrrFnTrkaJUU/vwZmTylukwANREggnMRsSI4I456UJwUTioqAahaU3AyO7UyzTL8TKnTLDhXKHw9qfxEHtFJyNUXfqugxRwr9RZFSK+1LdeggUflAjzHVOvLQmiTAzg2rmhiRDWhenQMdsAZHwdiNGDAgKNFCpO1f9CzhdcSOWqn7Vs4DRASkh5Mc8NlRTislzxlArSOCXsRZhSmzmfS/TbDdc5ay36jrtKTfD7dFem0FvlhFjWiQ4hmiClz27StYTbS9H029cVbmr/2RwsaUguQ79KTnHUNjUloTedbuj6QiYjVLNL0fjlJMXuIuspRmt/JVLPvrFv80U4Od8nQ4pBaaoxLog65QqCyddt5MjN1hAxIhmxQImXGvSLJ9xBBWl08h9WIJJSWPfA5lR/EcI4BVNprT9YbooODKEoAMPYutftyJC1HHLR1SPF/ZnqAvJGV4iVvectb8KVf+qU4efIkbrrpJnzTN30TPvGJT+y73D333IMXvehF2N7exh133IF3vvOda+/wytDr6WL0BRtw5YMmNfxeM9N7bcDh41K9HyWVgE3CQOvzsvciC6VxN5R1gGSSlurTExLbr6XRPF9R3z71q0ftz93oTwoplsSNJJyWzNPF9JapGgWh6vtDe5z8UWsZTq+UPqf5qtqkZZyNI11nsXPJjE2zB0okylFrWv5emAvyxMUF030tsY9nk/qWLZahwJrGL+xI0vYttGZ/+bOZsa1yNkXocrPv82fS9yQMLBIQSAzZkcSQHRxilOs+RocQHQITptGjjj614bJeoU30CCz1A6UoJEkNpKJA5DpYacl77rkHr3vd6/A//+f/xIc//GE0TYNXvepVOH9+fnG8+++/H69+9avxFV/xFfjYxz6GN73pTfje7/1e3HXXXWvv9IABlwSaBu6Jc/CPPgl/fsjgOmpcavejlgjTek9F6IzybFOGbB5y2v48opFDWMX7fUhTX2p9KJbthsUCU/o7KCLn/LusGnHrfcpYSz4gLeqYDNgoCI5OM9WBNKLlVEFxSP2/Zv68Njf1c+ZrkUdTiuQz6XL5D077pDknxRudvnco3pMoRM7JWCVDsPdEgPcgG5tPmKVSq/xSkKNyOrPWC+Le+dYKpD0faVo63WyEKMLVUVo21dKlwNUMN2WZ1jBcDX0PuBqgRj/XNs+mAS7o+5rkryk/A1Q7UENAQ+CpA08dQu0QGoem9qhrj2njsTsdYXc6wl5TYbceYbcZ4UIzxoVmjN0wSn/TWGFS/J0PY5wP6/d4WimU9qEPfaj1+T3veQ9uuukm/P7v/z5e9rKX9S7zzne+E0972tPwtre9DQDwRV/0Rbjvvvvw1re+Fa95zWvW2+sBA/ZD5PQf/1BhjW7DIEkeNS7J+5GGbMrMrxlhZslLpUuE+rxA3Saz3XDapYhuUcvkU0bn1MxMEGSzdFEJuzO+TApLpIo7r8V8TuvVAa35Mk0qOivBKHfeSWo8dd8X6friX9JlrM+ahb7Mk1MoOMzcVpQMZfHHbuHHMqXf9i0i1Xogtiyzcr4ZhQCAlSjp8Xoxnafij+bNgoQujWhZWMyOj01NojwvpftrKj9ZTaVCsbNaTJFFRSJyiI4BVY7gIhoLqxGjiQ6VsyrtEU5lvYZFZZqXJLAMDuQxOn36NADg+uuvnzvm3nvvxate9arWtK/5mq/Bu9/9btR1jdFoltVNJhNMJrmNx5kzZw6ymwOuNkSGPz8F7U7kF9dQ3PGqwMW6H6VQfUGCiLWBqBEl9REl0mRKCls6M1pp+2Z6LRFR+EDmeI2Ajsco7WT2GpWp+ykLjWdT9/tQrlfez07vG99H0UwpsuMmFA/KZLo2kkk5O81ICvL5hsu+mNRTLaX3l6/6pC6m587wjJT2X/qPWNQmxFwbiADESozUpBtkqLG6fC9fiChHiLnGkRWRJJKWRECbHJVm7L7ij4URWw6r2FY6B5yGp3MOzPUbMUiUIuSeaqntircMw3xtMqnvjYXIRaYUEZS0/SxkOaac5Wep/EqUrBQCWFL6I1Tdi+LBc7qv1t8xOCE/kQmVi9j2NRxJXSQ5BVIgsj7Aj9W1g3DMjNe//vX48i//cjzvec+bO+7hhx/GzTff3Jp28803o2kaPPbYY73LvOUtb8E111yT/m6//fZ1d3PAJYgNKPT7o26A3b35jWQHXFG4VO5HVvOm5S2a2dfl/wPYKrqkowyltacvd0tf1PbjoE2qDfu2HCrGZXWH28uVyg2K9z1qTw7FIXuIHLIikV4pjyvmt5bTcaXXyPqGwbXXJe+p7TlqvacUPuPifZquRR1nFKLIWjuoCKnp9FaIDJh9Ld9bCE2ndcNsxFCFvQi52TT7C+jxHen7gDR/X59RKKYFNaxbiQD1HHFw4EDiNbI/JvEWBY86OtTBI0SHaTDPUSZL4j2Sv3Wx9pLf/d3fjT/8wz/EL/3SL+07tvuFm7msVyoE8MY3vhGnT59Of5/61KfW3c0BS2KvrvC5x0/gyc+dgNvbzI2xD9NThNPP3MHZzz+GuLV+ZdKrEVwRLtyyhSfv2MbkOjoagnmZ4KLdj8pn/yIe0CFK7QKDaKXrc8dn1PIVgVrEqs9rZCbULlYxW/eZV/uUJKftGAxSu2j2RJDNU9Kzb5ivb7c6pKhljE5EKHuN0lgjMp3Xlkep9TkTp0ykSNev5MZncsPeiaJknqPyfek5ch3PkZEjG0ME8h3PETBLjlbxG8UoqhazhPvneJCMHMl1KibschqZ6slKgBiFTwnFZ51XmrSLz2bATmQqEKjRPzVioyFwo+QoeITGo2k8QnCYNuI9mgaPSahQR4899RhNg8c0ekxDJZ6jsH5AbK0lv+d7vgcf+MAH8JGPfAS33ba48/ZTn/pUPPzww61pjz76KKqqwg033NC7zNbWFra21u+uPmB1TKcV8NktjKa0+AZ/0O1cI4UeR2cctk5XGE+GXlzLIo4czt3qsPcU7lS/vbpx0e9HSbLID480ndD+/8R5gs1urUrDSjOb4Ha6/rz6RiW65MhqwHTDZlYNu5vW37cOQMaB5qy/FWY7IHMviz2W78sTV9Y/0kx5q9GTiuvoPHAxTWsV2WrNdI2oRR+1QA97FKEeMWUXJ0J2AQXRVQJgVbQJUaOnFt/T709Dh2DO32MZVrOLxqpd94XVcmEhyXILLKQrhdqUfEEMPwS0w2islajBgOPkkYKWPCD1H9luG7lpl0pAIj+mSvW2CyFkj5H9H4h2GrVCNlHqdychTofInPfX+rcB6cdBCq/FiOjl2m2ikwy2uP6zZSVpgJnx3d/93fjVX/1V/M7v/A6e8Yxn7LvMS1/6Unz4wx9uTfvt3/5tvPjFL+6N5w+4eEhhgEPdiN2EDnk7VyjSubNftFcxrpT70bzQmpmvy/+SZRXqZVWhPuyXvTYvVLcOuoStaNa+HnoWTNzUXvv+MDstKUVoT7PPKQW/M56tonUKq2nYrRUqQw6hUTF9ibDaTF2DdKA9ypFN5xz6WipbDchqUlp3VoNySLhN+MuKCmRqU/ljAN3lC1WppRxREXLLqfwU9SRrGj+iZm5q09mUxl/8WfgssvT5PNJQ2ute9zq8973vxfve9z6cPHkSDz/8MB5++GHs7u6mMW984xvxD/7BP0ifv+u7vguf/OQn8frXvx5/+qd/iv/4H/8j3v3ud+P7v//7197pAQMGDLjU7kf5YUD6mfJnM/iWD5BW+Mz+cu2iEqmekf2h/dnGAJaC71rTuu/ztJyi34eIdnZPGU4rCU9faMxS8hehFb1MT9yFiwAoyIu9N+JiBl9LwbdTX/ygyPMop/inNH/K88v0/fJP0/6jdymsltL4HSFWOt05HeuAqnjvXU7lr3yR+m+vRRp/UQSSQwQHJUUhyF+MUlHbpitpoiKUJuN1TIygGKVeUeCUnEKBcy2jgkRZbSObnsJoXa+RqkNkobZOjaPsKwKoAaiWlP/+VH4C1QRYOn9DiA21UvnrxmPSeEzqCnuN/Y0wCRJCmwYJt62LlYjRO97xDpw+fRqveMUrcMstt6S///yf/3Ma89BDD+GBBx5In5/xjGfgt37rt3D33Xfji7/4i/Fv/s2/wc/8zM8MqfoDBlxiYJIQAHve3wNyCeCSvh8tOn2HYA7bz4jd9Skttc4lx61bMduwrEl7dkG0SVRLMeohWVSQqJ55pVrUVZJaKm2h6CSDdqEcSeiubcrWA22pSLlOQY9yBMz1vKUCkHmCvPb5jmx+z5ikHpXrSGPQLksAZMXHVKLuvFIlKqaX6fqtgpBGpjpFIGU6aUmAQjnSHw6shmz7YWCqkRm004+HAyhGK3mMZr6QHtx5550z017+8pfjox/96CqbGjBgwBGjuSZg64Zd7Iwb7Izqi707++Kyuh8xgMJwxCw1YixSAVWApEmnKUe5R5U9Is0iA11dN31/nteoL70/P8DaXqMSXSXJyJYmn894iawvWpf8OT0u2/eymax9lnMiu2XNSvMAmcHEubJ4mscSmmJIunjUdRR+FT3owmOk05jAnPuPWXsQ0rIK2UdDyE3XWHaogoay5FwSkNLP9aDkTLO2dwmsvp6o/iM7yTGVbiBmDdE5UXKAbDsoU/nFKKb7WZ4P8wwJwSIuwnZRiwsV3iRyDgh6WI6BkGswMWs2mvWOM4UtEZ3cYJaKc5VM24ESIWLzGlk6v5dpws00zZ80PR8E9mUZCzkuSeWPYnY3L5v6jxwJOZJWIoQQCc0BFKMrulfagAEDVsBWxOddfxrVARWAAQr7tVw+t1joEAGYeaah/cO9i74msREEj7bpGUCrrlHf8stgHimah5b5WolTd/oqKGsRzkPLg15wljSvqxD1/HU9SVRMI9LviyB1frQkQJpvJm01hksBSCOYQlAY0G70RfFHj1zryBXyVKkileSolYav/z+7vdXK5UvyByTil5AYKudTF6WAJauSRAw5dmZY3S1RmSj3hy0UIlOM2EiiKUOt67/4rCocBZlOSqyEnxuZhBJLXTwIs40QdYmZ4Jz13jNBLKtI62IgRgOuGFBg0KQGNRE0vfQVjwEDAHSe7sVkLhrLahaTfSbKGWSmNBlK0gTNPOsWfbT5uShkoRp1cKCeU8QHay1itYnKdZBMZxTNZyk/jOHsgcw5tEWmRGXCVBIndvkhLuqJsCxWtahUlcBaAbt4YJfKUXrwc/FKqs6UxR9LolQSovK1VzmytDsk9Yi8zgxhNmsNcmL0SmqbvkNMYcFEwFib8rKcYS4UIrYq2Zy+htY88xGBhBwn0mlk0c6PkqZoh8pGMrO66BpCNHLsEmPSTLqISB5EjBqiHLEnOM5tdgZiNGAAAMQId+bCUNRxwEWF/JqWu709YNoPSRTeC0ohhFYdIwC+j+wkRaY/pAbMGqH7qlm3yVM7fb9crrtMHxwxHGeFqJzetwxpjrwjRmhNL8jLssKWLWMkw0JpRcjHoksU9XRbRjsXRCd2Qme6cvvuUvq/hdJiuZOFQmSGeyCpKvLqLG6U1ZSUwk+wNiGpdYh3QlqAFjkCdB9LcgSA9USSd0KOTHEy9leE0mbUo8CyPbZQmoT7KJKm3edzYO1CLOQIVZOSb6jgeDBFlITYJ+O7peVTwds0GY+chXkZ8KLYkWPEstAmQ1L5tQwBMyESI2obkXRYzfqE/MomRgTEEYMrxoiA3Wb1dNyRDyuFFproMe3L0IAYWg9qVDQQcg0HIP+6XBWTusK0rjDdG8HFA/yym4N5u8QeaI45uHpzKdJu4uDd+r8SDgKqG/i95lDWzV4yXQZcIUg+leUQmVokaZnxQB9BWj6U1mfcTp9bWWqzHiNgNgw3TzlKLUFWhRERewqXkSYUD2fKY5JSZIuXShNRri1E+S/ZroqQWkthsvWKRCLtNZJ4RLq9IhTXIl6sy1vVa9nXtG5HuQejkqNExhzNkCNAFJ+WadvitZHnh9bS/J7vgZFqEaXwWTq1nDIvhWiqilfuUkeZs+8knZuYzyOZN8zCb2TTKJHapMwRwMEJISbtAQcH0meinM6BGPWCK0a8robfCiBiPH7+2MrrOLmzh1Pjyf4DITeQc80WLjTjmXmVCzg5mmC8AWJUUcTOqE51GpgJdXSIa5jNzp3bBj67BRcAt+laiyTfQZ8S3xwDzj3Vo7pmcw/80QXG6PExaHdvY+tcFnTuAvyFw9ku72yBbzxxKOsecESYGy5DNh2zPkDVrGshASMPZrLeTzUqfUgW0ohFSA3FekrVCGmtyMsX2C9LrfQVlebq0ljdB4vqyDPceqf1DeSCoBRkx14d6wOaUkhNBsl7MtUDmRSYapTVI7Sf/iw7ZsqSeH3kfMVKHtxkITdTjhyAkNcjp0IbpzKAqCEqT+rXUfezqTaAqj36fj/lCEDLd7SOMVtji0Sk58jJBUU63ul1qsTEwmUi0LAYplnet9uwUFbigDzPlee0Pd/8Q8LlWKepcgQHeOm3hqD/Tyrdho8SjtPDiWEIpfWCCXCjiKqSJ37TrHaiJATrlkpbLRs49o6P8itqE32IxGdQpFRrtc91wJHgGsrpkxsEAznNtQsHxHH+P78JuECIWyP48UjrdmyI6S1Socz0GAK4ORzFiCovvqmG4aeA3yPESqvybl7kG3BYsIeuPsmNCLSGrKgmWQXsPmO2YR0j9n6kaN3ijxY+W1kpstNCxWegpT6kQ+wZk6QiFAqGjSnWnUJ5plio0mNqUpqui6dQnPppUq5hUppU8bD5DDFkxyLnjkjndYlMnt8iTDPKUSmXzTFmG9HqUZMoFj9eLYWfuD0+KvEs1SM7pyzLUaRU4Tqpapy9R615+j5dB7qeVF3b1CIlslk5Ks6zSXNmbLcvznHyb62Ly4sYOaxWeWkDYsTudIS6WazEbI0aXLu9u/hGA8KFZoy9FWt2SG0G37oxNT1krXJxrdoz1157Hhe2awmlPbIFt+SznVUNWohSPj0ChDFw9lknUO0dx86nz8M//LmDr9Q58LFtoOq5BkIEXdgDmmap1PG1Ma3hHz8Hf9rjKXvHEXYqnH7GGGefcSC1eMDFAs9+7PsapR6LpC+3Ms27JupC+XFKtvrCW4u8RuXn1vxiz/oa2eZtxNneakoQ1q6gTUopCEhhMyMwOq8MqbXUI6ClVKTQUWHraSlK0AVZlTuk571MK9P2YTElI1us6ffZrN1er+5DyOuRkFrpMSpM2RFg70BBCQ1iu6aQKUeWVt+nHHFM6tG+viOoQgQGO5eUN5jhPFoWJeXMM61nZIfRqwqR1XLizjxRpVhFKZghHPk7sSLc0i5ErmmKsg9s59ELQ+MKqmJYnzyW1P4VhZASlxUxYsJKDwLztK29PYZU2cRiYmS/+vb7BbYX1vPTTEK1783Fu7jPXvbjumO7uO7YLj577jjOPzaWaqPLwKHdN+gSQKyA3RscKALjJ8drnY8ZEAHjEXjUs7YYQbuTwyVFgChRZ4WxVk+ewYgI01NPx9mnu42rfAOOBpbSnFSMVtgMrUyzyPIMKL1G9rXbtHR/0B/M3bCdqUZCXmKLUNl8oFC+91GIFlXU3i89X1QjmlHL5qJUi4xIEGZDaknxyTWQsvm3VHA604tXWxfK6UCrj5qF81qqkJM3qahizxhhtpRVrq7HyFL9k4GcpEI15Wn5JLpspkYmJS3fkb6aMtdSj4CZrLX0qin5Ml9rL7GqP6znIZUhUMJCBHhOzJSMvBJyJpt+j+U1HoEcjgtFLSr7PspUfos+mMJUeswIqa+dZC5A6iiticuKGA04PGyPGpy7cYp66kDnK/jJ4ouK3SX8RCZg78YxgFvg9xq4J8/n//grr0sr286bt7MFqjxQN+D6aEoEMDO2H5vi1F9ub7TnXP3ZMT794OehPsW48Vmfw3XbuzNjztdjPPL4KYS6k7F0EXxdlyVKr1GPVDRb1Dh7jPq8Rn3p+gB6FaXu/L7Q2yqEqPycCj8uzESbRRlSS4SmID/pJJWqUXni0sf2Q7J8aJqnBZHmkx+LNFm2FTj7jrQuIjvKP4JYPDxcsq0yHgeGZWtx1H0h5DpHRegtpaLLSZh9tZCW/ZdLZKlDjmzfqCBHgKpFc0JrqRNumxhZWxDpVcZJkSGS8xIhfh5ThkC5Gra1VJFz2w7VsS2jipTT75YdpBYRZ4N64oIMOLLikkq2PMCxKDhp63SmyhFwtShGAw4Px8dTHHvq45gEj4cfug4xXr6XBhNw4SaHC0/ZxvYTESfvZ1C9pt9oHinSeXxsC8xjuLO7wBERIwAYP/gEbjyzs9mVKgk8+6wTeOypO73E6OzeFuiTO9g+1z4vYbn8hAFAS+Wz8ATrr2gzX4sekn/tRzW4zg2pYdaITTSrCi3rNVqWEM1DmYVWkrN5mWnZdM1ZcdBjodIvYouXITVLdTd1J6k8SKRGHr7Z71KGfrJPRjfBeb6RoxRSszGJQOkK0s5yMibDvktC8tqYf0fM1w6pZlDadzWpewdErT5tqf4GnScn19QfCa2xXQUt5YgBNXgzuVljdlHPiELMPwQjSe0lJTGIABo5oa0QGAnJY6/LubYil9Qc/U6YjDxlM3sOx+lnnwUtq5CdtuEADuKxZBKCBEIKz8GJekVDuv6Ag8IRA8Tw0aErw1+OsP+QKeVlEcE5KCyz4yjBDGo26FxXEIDRuYjmM8fw55MK4+0a43E2nl04v42qBrrJlUOx7DVQqkfdWT0qUO84fS3DbKWSBGr7kWR+v9doHhaH0Rb/Ki8z1VZFy6BdZLn1ro6QQ1RUaEpU/CUyBeMwmcDYkKQiKckpFCYjLqnoJOVtZ+EoK0BUkBlubS9XP9cDlWUCNOWf2vP64uVGsoAWaSJSsjEnnT/tj/qoZkNrM5JlIkVk+5OM30ip/DP7aZ4vO1clo6X2e8t0S9tQ5c48WSnVv/VdUQrV5e9C9431exhCaQMGDNgUth++gKf/xjaanQpPPmsbezfmG14VJStuwAExhxSVWWkpbKbzFqlGRoTSNPPYdM3VHa+RoS/UtvhzJ5Taw1b6Ms/sU1mip70MUuVj8d6okgbK4XuLALGsiDUjqhtCS5lJJOMJwhNS6wkgyRLEomqQqhPyLRAiOGfsJlWpIEf2OYXP7Cg1ZFYUQGSb5tFqnyHeJVFJiI1Y2U6ZMVkJRKkcJWJibI5nTdnwoi6lbDUtDUAdY7Y3SYezIds5JTcquzmAgoYAHen3g/zDUI3VCJIhlvuimecIqqYxoqbYy6YoK0XqN4oecNZ6RBUnNp6nihM5GS/ZuaogaaiOPYB6IEYXBaSMeO3u0AMGXIJw0wZbD5/DaFxh94ZTaHYGInSYsAe/kaVuyr6pQVyQqdJ07WmfdP2CnCyTuboJUrQJJHHCCM9+mTfU8z7JNEgKRuprNqNClEpzIWyUY0r1qTOvpUJ1UJq/Z2DmZDtoIG+gJD3l/L50/dJ3hEI9AjDjO1KGaPOp8B1JSryQMCGTFqYTJibvAQJLOBCcCSUpEbIvjiAMOIXK5FjLOkhJvFSlKIU/jUja96HRvFa2eanCkapgFkI9gIo9EKM1QQTsbE1xbFxLdWx3gG9hwIABA5Cfd1YwMNXP0dCapTCXasy8PmqAjAXQIlQgtIo+pukF+kJriwjRflloAFL7D/shSfYg0x+XqUQPZe5B+kRMITIzKtsDMZrSkDu9pzH60E0p8rD36utJJx1JhQCjXeGZc3iGWoJNUXvIOACr8mFmbY8cUtP94ZirYCfVi/UcgJLHiL0WUbQGs4V/KD3wjTDNy1hDccyApvR3yFGAshPOfdYcq9co6PYknkUUxeOjWXRM4kky8sbepgEWSrPp4kOyV6hxWr1KnPfRsvtiNIVIvrio3iIL3SUFqVCRyFOe5hk4gOVzIEYHgNUvGjBgwIC1sITYbEN6jdiFWtQ1YpeNYmd8RigbyO5Ty2gfhWhZY/aiNH5TCIiKNhqsRfwoF0jMPqOOgkRGEIv5LZ8LZcUHiWskNcIezkZ+EjFjaKNXzlEyQiZd6ilKiXRGssgMzsiZdqThnyhqS6qQTchFHwuPUUrjLzPTgNwypFSRcrxVT/Y+GWut9MeYMwPNUwSAmtD2TnqXq2UTpVpMlvVHrITJ69lzxnD1OzTzO5IHXV69nFgLWRKxNINVzzk7IfIckaaDISHJiGTCthCrZBgSeDBfDxhw5YOIgNEI8A7cV3BywGWNbh0jgAulaH72WBlS604zcuQLEgT0G7E3SYj2y1qzliFGlsqSBGQxpyJtP4WqlDQls6+9lupZmWhRkh9kUmGeFpmInKlWLNOXyg9N0kr9w5CXS34blKoQF72/OvMKcmbbkTpGnF+Zeo3WKbuuRDfcVmasYYFyBKSUflj1fjF7qXdLCBYbOSPSTEDKJQB8QZhiXh6AZNGRHZPuGoSfOQBokLPXVDFibRnCmrFnFQNYvVOS0ZYJUUrhZ1WQLFy3JgZiNGDAZQTeHgOjKt/8BlxZ6PiLyqwsC5UBWTVq1ThCOyOtJFSlMRuYDamVD8rDJETtNH4hMslHnUQOJYUmOAA5pEZAroYN5F3j7NUxc7XLbSpgoTbKylBSlcq0feNjxWrVCQ6b2vqGdB4h1+qRrvRF+K0I6VEUkzW02Sx7UYOMLKWClU6qYJu/p2W01jBZ2cg2n2D7IsppDgt7rKX4bQAXn8k5WdbIUKD02fqrJUWrmKfx3Bxui4V6Z6ZtDaXJ9e0Ko3Y+V+wIUUNp9t1FDaHBiUEbhGTk5rScEqQDdGgaiNGAAZcLjAwNpOiqwExxx868ZNTuMWbPpOubEIHFBuxVfUSLiFCZkWY90rrvu7CElsR4qPADJeWHs1STYldz9oHyfxcu//tQVilsVW3GYzuUpzHlatUtrmikxrIJKc+2kFp+bS+aD1qOy4hf2qgrdrw0ZNsUh1a1bZnIWWVapsdaae4GZLrTad10flh4Ttgnp8a32ZgNVXkk+05ancBx27RNLhutNT2RIrLBWr1dZUsQUdgonQn7HlPdKJthhzUoRgMGDBhwZUDagyCF1eS5VShAQDJiAxDfh762FKFink1npnZVbJTp+4J1q1+X+98HC58RpIWRqQWRGYiuMGfLq3NoET4jQrlWUSeklvw9s33UyvcpYYqQVSNbPZDCQ8ljVCgzc4tCxvY81ge7LF/oXtGKIiIVjRTyoCEo8xp5vQY4F3+EkZCOSpRUpy7RmWPK7lWOuisFcq2jss9aKg+g5u5ASVFKSpJzeX/NtK1KkpQAyCpSjA4uQs3meqzBpWKcXCmp1H5o5ItQmnqLSFuRRE3Xh9P305lDWhpu/yEDLja61WoPGxKvLTouDxgw4MiRss64/bn7vpw2j6REpkR4IndeS1Vow6Sou75FatVSOmhSlDrCqZEcfc9WZ8j264Aia/LApGwr+5znp3lpfDG23M+ZdVNrHa0Gn0ooUjXqvvm2HkedkwI1QBfTLNw1D2TqkBHpdPGJemSqU3plqZptrURiMS9E+YsRxCzKUIxSGsDehwiKrD3XxI/Veg3y6oIoSy5A/2wesvKky+T38w9zPwyK0WUA72Jq4NccMlupXMQ1153H5ESF3bNboNOjuTL1gAEDFsAiQkVkaO5Qbj+vukrRIh/Rfr3SWmE2NWKXmWxlQcju8t33fZ9lfxcToqRgEacCjtE+g1peI8lMy/Wc2uEnU3eKUFMsVKPyZBfkpZWB1jdPp5Uhu2S+LuYRITWUTYUhC+Uof+Foq0rmUSqKPprXyHaKdKxEpkhDiFHDVrHN7kwNKi+crvm6OzZ9zspR25Bt8+27KsiYLVd+TtPb2xdCwpmomXsaUK8QSVzXCdlJ7T6C+peC+o8cIVaU1CHxEyH3YtNTUhaLTP6jCHCz/oNrIEaXAZzeTJrocNgkxbuI649fAAB8OlyL+szoSugQMmDAZYNZkjRLgLpFH8sq2eYjIqBFgACgz5jdLQ5Z4qAKUbe4ZHebTJyiMwA05bs81iJsVm6r4B8z5LN8n5SkrN4kotNDflrrN/KEvFw2UqtnCEhm72R3KuaRZqLBFTvKlDvVE2bS+qWxrIbUzLRsr90U/U7afvIcdclS13Ok4wmqCiWyR7OECNifFBnK9iRdggSkUBx5bme1tdbn5Ni8WawYzE7T9qHZZ1qVPIVS5fxatQEHgAeP0YABFxmjCnRsR362TKZZgh4wYA2YWtL98W9EiICC4Mw+n5Zaf08NJMMmCVEfyjR9efiRFEguTObtZ7ASQAAzRR9Lj1G5j6XXKBGlgmAl8qPrQnd5ZCJVpOyXWWaJECGrL+U8VrUokR+nPqOCBFmDVYoMeNJ0cyETJMV7JAeRg+xnQGbPPZn3cw3Z5ee+CtklKWp9WfuQou70lFnXQ7ASQRJ5jACgluOGnmdElppJUbLW2BEiIsiRpO2n80st0uuQ/UeRARqy0gYMuLjgrRF4XIGmDWhat3+ZDRgA5HDKzHRkZaITFitrG/U9s0py5ClPQ0EwzLCdnp9kafqrK0YHIUR9rUnKkFqpGoGyGtBK3+fZoo8pfd8km1b9o0J1sWPoPK+5vUj6Lsr3JbnKRmtS8sM9X2t7XmrzwtCK2CgqadPMokKmIKZkjdkxfE7hly9jH+Wos0tdn3WnQnbefkGeys99KlE5r0uI+pY16HZTEcqGQMlozWAv2XAxOpAjUKVp/l4rbCv5sxYjOZRmVdAhhGtNDPbaAVckXA2MLgB+2q3yeogY0ugHbAJzyEh5Gfdd0aX5uvs6D6t4iQ6qEu2H/VQvS+VPw7pKEPW8zqykPY87yzN1Tj+hs52sJBnKz93ls2m7fE+d177tUtvQnQzalM3Y3ftNZ1ovQemOn0t+5lCDUgWaR3oWbbOorN16NfO2NcItzNli8C4M2oGzyTqZtrvG7azkrYNBMRpwxYEYOPa5gK3HpnBN7G/jPWDAJQhTKrKSwDMmbADoFm/sa2S9qMFshPSpKvuq2fyZfVpAiJYxZs+r2G1HWHqNvJMtsCpD8myNiFHr5qiqQ0UopaUa2UqBfDKVDKVq0zomqXAmOpTLm1JkjnBbHxffj6k+tjKomgSklhdpQ7YBU3aYgIqBoMqX7nReDtmMrXE80leGl/YaMaa+ZEkGKlUi5lwhu5Qc55ixW0QJxQlZN3TWzSYoXlOozzxIzEnhIefkQnBOVaQIVE6UoujUjK3qEQEUpS0JmTHbawLdARSjgRgNuPLAgJsyqnMHKGQxQFJsI+AapEyQAYeI5JlYHl0TdjmtOy7XP8pEaR6pSrtUkqZeCebgIN0vB6Sq2NBpJRGcVx+pZcTumZfahCwYM+tPypONSMmMnpAbAVbg0QzdM/OI87KU12teGevnNtNoljrvQZLRVTRqpZzCaCeuOJA5XqNugccirNYavyopWoSy1pLtC1GalutAMRA0a04roUt/OQdrmAz7TkiPgyDnRP8fOPS0TFkBAzEaMGBAP2LEyU9PsP1Ehd0bPC48lQZytA+oz24yB62U/JRZY5+B1FerGFc8qhOhaZmwMZveT61tyoOjbAliGW3ojlOs2zR22fkl9vMamdm6t8Gs/ZlSM2O0lvFptp1vIytGhiwNPxar6ypHMU8rzdezhR6L1zRNvlR5tRUW3y3l5chrteiOcsSk4SVEuT5SWXEAZVYa0DKF54nczlQzcnQQQtQdU6hEiRCVoTT7rOMp2PeT/UcUnOxD8ICPcFGUpKQeEcBRUtui+Y+07Yo/So/RRz7yEXzDN3wDbr31VhAR3v/+9y8cf/fdd+sF3f77sz/7s3X3ecCAAUcACozxo+dx/P7T2H4yXJJlGy77+1FBGiyDqTU7+YtmycV+X0daFlrgscd31CU9UnW7f365jnLaJuCIYTWOJLubU8kBI0ukY0qvkakzJdGZ8Ri1prfnp3Oo00pPkHh5is/FH7v2e1bfTzm9XE5MweV4yipsOUYPqlwO3nqToe05cvpKlD1HRLPm6G5WWN+0vtdFobEu+tYLZFJU+Ihs+rw/CjH/1Q3QBFAIoLrnLzCoiaCG4QLDNfJH+rcuVlaMzp8/jxe+8IX49m//drzmNa9ZerlPfOITOHXqVPr8lKc8ZdVNHynmyrZpPnBhMgYAbPmAY6PpwqqulwsiE6bBow6SQ8o7YblfwAzQ1IGazdwoDwQCmmMO0+t3Fg5z0wB/vs61QQ4C+49NBGyNN7POLroegKNAlOq1W5+b4uQDbm4F4VAfQLc+AC6p+1FXnlll0SKktcpqkhBRLt8Jqy3y+JQhtdb8A6pEq8CIWwkTM8pSAlSoR2Woy0JRM14jADlTTbdFeVI37CXDsoKRQ2GF+NRtD2LKDqBhMJJQF2f1ycbI/99inh2DtgyhgFQWAJ6K5SCeIqZZ5QgRiNRO5dd9mVvjSD+ncUBbObIvoBy3n58IxbaKzy1SVI6x/TB/ka2r575JIer3Q4Wip9dEtBpH+uVoxp8D4OLsupbFysToa7/2a/G1X/u1K2/opptuwrXXXrvychcLHGlfcrS7O8bu3gg72zW2T9VXBDFiJlyYjLE3HYGIMb5mstxykVCf3rokiBETMD3hEMajhePGZz129hrgAL8s8kY5NUPkY9sHX988LPrVtmkwA3UDqhuMH3wCo4fnk7ImLHedbBqXyv2ojNoshVa4B/nB3QqvyYq7xutyga4JO4LVPtJjuDYyVOx0GVIDVidEfffIRZ6lZdAtZunIgiuzRR9J999OZ2YpmQyJt8dqGnFSZJKvx8YZKVEzUPpqOq9okR0UafdKdEpyVC4DyEViZux5oTQu1u/yNFk3svkbwNxUfttmb40jtElQGVZbVHuIaHFtom7orKsOldMModgPo/llJW0lS/ZDk2PM5uygFSCDl5BjxblqdnSSeLMmjsxj9CVf8iXY29vDc57zHLz5zW/GV37lV84dO5lMMJnkG+2ZM2fW3u46P9z3I0StcUwI0WGvGWHkA0YubJwgmYS97H6Vy627vUzilzwWB6CK4PFy24wRiGNa8WmyHIiB2DDcPgW+4ogQtqtEaFbfDic598jQhPUu6i6IUpPHpWA9juatLh6gmtpFwJHdj/rkn0LR4e5zYTYS0fIZrYI+E3Z3fnmv2gQpsumbIEfZVwUsNl8XrLSrFvWFIGn2K0kKUprPaUKfcmTcq2XGtmULFaod3uusqyR0hKQoUSzGqqKSMuqc1rQyZcwIH7QGkKpWwhGV8HTuT61MNdiOFGP6Qmf7XXx9fiKbbqSoO7a7bdtGWbG0c6+T4pi5MKWmpYHh2tdc4APdlw+dGN1yyy1417vehRe96EWYTCb4xV/8RXzVV30V7r77brzsZS/rXeYtb3kLfuRHfmRm+qqN4SjKRRLD6uGHVUjIdOrxyOmTqKqAG0+cx/HR5rKhIhN2mxHq4FG5CO+WPwF9TSWX2d46lxMRY3S8Rjy23AMyTDx24xiuXmNj++1LBHYeJVR7i4+k2SZcuGVr7e24Bth5ZA/+wiEcRB+YQed3wZODX180HoFPHAMqv4Edu3ywyfvRWuiIAzJNJ9h0MxYnpWiWHLWUJVONdHX6mGiRiW5YCkBK5QfyvqzTF633MDdAjgAkr5FVyW4/s02uUYUGyIwjZeohq0QoW0go6XGZPJFVt4Y+z4lBcbFylN6XKg903xiYKf7I9oNavid5nlGxYD4mYimrQAR9yPcoR4tS+VO57p7vcF4ByGVDZ+WFaN6grsG6DJslgtTz/DJ7QEmQQvHeTpwjIATttxaBJoC9A0UPIgIHBzJjtndwzfo/1g6dGD372c/Gs5/97PT5pS99KT71qU/hrW9969wb0Rvf+Ea8/vWvT5/PnDmD22+/ffWN64W6qtKy8maiQ5MaDG9+WyE6BCY4Jiz7GNukB2BZOB+Xd/MzIW7F1X8GLwGKucz+wl1wQNhaf/vsAR7Jf0Ti8uZ2iGgaoD44MZKbeY+0bbBMkQPE6S9FXNT7URcmF6xAILoKSl/mWWvsPqn4q5CXw76PdlFmlAOmIsn/sxmvUblvLQUpk6AuSr9RyUuSAsTFuB7lqE8BsnW0PE2d9bYUq1ItSoZw+141W9FORp9ypOPLVH6OklCQttNNzbewlKO2qrKKn2geuveUeR6jcptGlkqC1A3PEWUlqVgHhZiM59KXLqbw4kF8nhclXf8lL3kJ3vve986dv7W1ha2t9X/JXywwE/aaaiO/lMp1Wm2PqGG7ZXExyNHVBHbA3vVj+BMVxk/WqJ7cvdi7tDxiAJ0932/mdg4YVdpF/OKYqo8SR3o/Kh7A7emkz4MyVGIemvlFHLurBTDjNQLazWW7DWW73/AyIbOuebt3nwoS17euZdVpq3EUufQY2SsWeI3aaliLsLRS65VIRV3MqSLjZN228IxipCGv3nT9RLjyg9yUnuxRaj/kE0NjpLYhMK+UfUmxoxyl/SmUI9LeapbKb9JW6BqO+tWkpQhRn5+oJD/daVGUg5kekmwkF0AI7W313ZtKJUn3z+o4tfxH0YHC+l1kLwox+tjHPoZbbrnlYmz60FEHB6LDOa2MgexcSmAH1McJ9XEPN4monrzYe7QCQgDvziFy3oN2dkD+6ihadFHuR3N8Rr0EqIcclYZsm1YWcZTPua6RofQdzXiM9gmb9c2fl/XWe8gHuHdREVqUz0ivbeVMz1UZZmutyF47xKkwDyVSpK/GPnLT2mI6o515VpCjrCplNciWY8BaxyPF76wuEiB+IftARuBULTLlyGWyRSweI8RCOYIDxdivHOnJa9U4Ki7E3oKN3fAZ0J+K3xc6M1LUVaAdJbJEXa9T+aOsW5GbOZMkXSexB3tWgihq0rpY+Ql+7tw5/MVf/EX6fP/99+MP/uAPcP311+NpT3sa3vjGN+LBBx/EL/zCLwAA3va2t+HpT386nvvc52I6neK9730v7rrrLtx1111r7/SAAQMOEZElZBcI8N76NFySuFTvR0lVAKQYoT38gEJNsAGd6QW6TWRZVYT2tNnGswBmCFZf6G2mwWxnHSjGzcN+5GhTIThH3KqMbUj+K0C8WaA83UiPqjc5Ow3abJQysXFGvnR9Ro5gnKkgDkBWoKIRD1WECIlApfR+Izg6rZ2xpheDZYUxlFhQem01zPWQ/6NRiVKZyu8L5cjcZpbK36cc9Ziu5ypFfQbrkhR1p8XcpzKRIu5caUUEhFvcZ0WSpGOIWUghMxCPUDG67777WhkcFnt/7WtfizvvvBMPPfQQHnjggTR/Op3i+7//+/Hggw9iZ2cHz33uc/Gbv/mbePWrX732Tg8YMOAQwRG8tweQA21vXdLE6JK8H/UQnDQ9KRnFGDZjMLIKgUL9WBBGK8mRpd+XtYnMiG1hNAuduZ6xfVhWoV4mtLYfyn2QxJHZMQSgWw0b4KJuT07FZzvHyWOkIRcjRzGTo+QXUjXGUvC7hmxo2I1MIUqqELKCY/taKkpFmCwpSVwMLpcs123Xi/VUS9NsYBFW2y+VH9pbzTshRy2FCLlbfZ/BWl9XMliXKhHnae2ssyJ8FqCSGiSEWahWratwXsit0ekUQYFAvH5SDPFM0O/Sw5kzZ3DNNdfg6T/6Y3Dby9eI4YoRrmlA4wjneaPenz44H3Hi2B7G1fpMdeH6iRem324CkQln9rYwnR5ulLWpK8TPjeGmm/k1WYIi4dhDhJ3PHp0/5tjDNbYfOtf+lbNpMIOeOCOk5YhAOzvAPvWgAKCJE/z3B96O06dPtwonXomw+9Ez/vWPgXa2i3AH57CHfS7fAzlsQ8V7J6+kY0jXQ5RVH9JsVOdyZpZzlrYMpKrQuo9WSVqyuvJ6ygrT5dhFRSBXwTLEqKzAzcU0LqcXxKis/m3LWIXuGItXfc/q1+Ig02B/jPRK9lmnESPJZqQEq9Wh3d7rK0XqmQZdd/E+FPM05GXT0nJpDKflXADArK86L8jyeXuakm7vNbwk69YK0gytjQLx3ERI2Y2uD6hHOZrBOn6i9CUW22xfMP3bJdc7hmjOeCATJDVjN3GC//7pd6x1T7qie6VRILgzFeCAcLJBtXN51VoZMGDAZYB5CpHN647pyxbjJFnAeqe1xYGsHgELavwUhCen6uf0/TJ0VpKjeSSob/oi8rOK52gVzCsk2fIaUdZdrM4PGSkt1RdQmmbZpGZ4hy1vPh4jSz3KEYHa07rXgapDWcHR42DOKk9BvEpVSdZHOaXfsvBAcE1WjpiwXCq/KUeOZX7Qnevz4ZThqT6VCMjLraISQXeuVIwKlQilSrRISQJa2Wm95u1uU9wVcelq5JsAA64mUSXC5pWJAQMGDFgavMz72fvUfjRjJtEHy9cfmjcWC6bvh4uRIEIWATJSpspY/oxCqcuKHbfeI49FZxyKMfpq7/NOFK+0YPyc5WUatZbDzOfuGBKSoNOZqNPjrd1bzVLbU281C531peqXF1apLJVqUWfMjMG6JElGigD1SJVqUuyZXm6rGGPj0iaKbLeSqB1lS5ABAwYMGCAwhaIXhTKUusG35usaKKsEyWfUpy6x6UjtQclPU3wGsrEaQErfNy9S6TXqYj9is4yfaD/laFNkTJ7jpQ+L8nei5CCbsGWspObr+SPVYUrlqDRkm6dIydFMKr8qO3YRUCy+ViCtJ+1TYbAWVQpFuxC9FIyUpNNHSjr03HiW8B/a3/vGUvkLsjOTdZaITcyv+4XNCkLUde60ikyWxYtLJakl3xQSXtlvbcMYiNGAAQMGbBolfwGU/3Sy07pjy0lcpGvb55nMsxxSazWQBTA3pEaZfFjl625F7E3hsMJqfShLF1hqv6lDbKZoRmae9mop+mbktvfRzqOuo2vI1tq0RmxKo3VZyyhlnhlBs7HojOkuV6hUQrJy+E9UHiWBkVup/OmYdNGFqfxc9FazXmnzQmhA9hIBy4XOChWIy3BbAS4yzGYrccdZApSyDayWwuFgIEYDBgwYsCnoA3Jf8sMFayrUoZSdhs7Yjmo0m0mdiVK5ydlaRdK43ZbZr2jkIrq0DPFZhxytmyGXoj9KClkntlLdbRVOVJd0lB0S203lT5Wo7dnsyvFFXaGYvy7zONk6E8ktCjwSeJYUAZIdZoqVvdiuMnR7BTnS45OSAZxCcAtT+SNJ89VSOSrM1KyfU2sRXV4uIm0tEIISSlW0IgOIcpFZDpKLenyF76ckRMkXVHy/SS3qhPh65lE3DJjWvz7ZH4jRgAEDBhwUFlIpSEB6gBXKT/nwnVm+J3yWfiDrdCqmlyG12en9IbWZ/mn2Oq8cQM+ulthUWO2gtY4ywetUw0690MxgrecoFvOivFrmIGk4KilHFkYrU/nLCtaQlRJTVqeQlaBeP5kpRSVBLgQalz6bsqXvWZQ/MvWLWFt7QMkMSePZyECQ9TtE2Z8mCz4gJ8qX5SORhL+SKRtI4TWmrARRZD1vJp9Rek8xZoJUgglAQNHgpJ1dlsjPHDLUk6E2Q4bKjLT0ur6iNBCjDYA01dY53n/wgCNBHAHNjtwwXI0D9c0ZMGBlLKMapeltQmVjGXMUnZ7xc9tvFCG1ctoq2I8cLYNNhdXmraH7ME5GbC4fxj3KURlWSy5rW2BGrGspR+W4ND+Ny1yGynX1ju98T92xM+tSrxkhKWIyRq8X44Ll+gHdhmayqbKUE8JkDHsIyQIKBcclRjXTfLasDqqKUOb3VvEStsHlCJEeY9+8+epQucxBr9aBGG0EvorY2ZrCO4Z3s3HUAUcLJmByHaM+AYzOEXYe4fyffcCAwwSTejrQUYGK98XYWTWpj/T0qEaFiRpFCI2LDScVCVk1kpR9GespT0/PtgXKkaHvsVOGueatYx0fk9UlWnYskMlhIheyUxpmQyIhvcoRlkjlt0KI6aQhh71Sar0phkhEhQh5mUIdIiU42azcnkekdZaEDqmalK8dUYW4ff2YR6pQqFApwQlo7WfeWVGMUpJAsPNZeIdCFBVMQ2IzClJ0WUFSU1XLgxQ0u2w/dWgdIlQSqwM2vx6I0QZAxBhXYWG8fkCGFWA7NBAjjkQ1clPqv5MPGLBhGF/Zb9pckrTo/tGrEqEgREBJhmTaPh6invmbUHaOynQ97z6SfEAkVKKgiplMlgZti3t1UgKTIRud008yd0aZSEoPq6qTCS2ZIFX4iNI1YKqQmot75wGAy6S7VI6y6qSkTa8DtpBaqVqZ2mXHkOoG6UtLMSqkMoNXM7QTArSsgiQKl84kt553aBlC1C0zsCYGYjTgSFFPK8QLFRAIrhkYy4ArEy1ClB7EmJ+2X/xXyAoFz87T9XU9RYsy1myHul4jG2t2GZu+X1HHvsdOd4lF67B53BnXfl/s+5JoN9i1LVDyG7GSHyIW47EWO0z9yfrUvfRahOEYaiY2pckOEFmJQr4AknIUO9soX+29hv6yAtQdX6hYhFzBW8ezt/03U3Y+164pji1CVCUzXOv+pfPEDJC2EkmmbCFmrWVMQWLOTVuNKYXYJkdm4E5f2IbUoQ2EzroYiNGAI0Wcevizvv/uOmDAlYA+RWjZMb1qkk5rmbI1uNNK01ddpGPcLhGZ4FMdI54pATNPZdovVNadsulHVbn9VcJrVtsoMVUjM2WWGYox5VgCyqazQCEypUnGUNA2ZLMqR66ojo1COUIxNh0YWmn/80zbZTZbnqbr5YIogVLYj4w0xYKxd0maqS1KkERdQ4sQtT6XCFGy3tD57plhtJtilIw5oL/NxzxlqDWvM7aVhrm5h8pAjAYMGDBgQ2grRehVIVqqUcvdC8xjFK2wWTlsjhG7rZ7Mnx8ZrSazNj8dzz4kCdifKNnoVtPa/sNcOzutzLbLNY2KZ2XyFen56qbxlybseTWOjNmk6ZkkyXaLHTK/MucxyYtMyDwM+TOAmVR+C7+RLpcJlZCedpgNaLU/SQHETvPZwFkls0Oy15LEBTuoKAG7GYIEkCtS+S3NvywLYAOZAOdAXmoa9fY8W2SinkeI2rHkjWEgRgMGDBhwUHRJTXpqth+eSylFXWWoVIDmmLMFssEyhLZfH7WS+PSl3s/rUVZimdAbLRhrzWHz+maGpPUsIk5dMtgXUnO2DiM21jsMi2scpfT/IoSWahZZGGuOIVtILbVCacRA9IWCVH6t6VUzyJQAJcaSxuh8yxiDkNx0QVChgpmKZC7w1HqDkLPZWCtOyzqYjAg5XU0mWBRYaybpQUU5l9mEzZLmz0W2nX6x1K1ltAYR4lJxsrpNXXJ0ALJ09RCjSAiNG9LqB6wFJgJ7ZPm6O7+6stsODtgAliFFNmkOCSoXKb1GczfJ7ecNo7/oozWZRc/82XXOkqouuutYIIbts/+Ll1rFa5tN2RY8KzLVSkd0V+lrraSY1ve+u7v2mYovoiM+QbkKo/iuys/lLhWfTQDqpumn64ahvdM4KU4p5EeQekeJRNl6lATqmhmUU/uLg8sqmak96tsCZJ1O2V5OrSuKZpU+o31IUY+yxN347yHg6iBGDPjzDrw3RtyOoFPTjcfAB1z5mJ4k1Ccwe/NjYOuMw87F2KkBFw/zHsh9GWbdaeUDtRyTHtDF5CKs0l3XIq8RYIoRWp+B2aKPaV0dg3QXq6hJ8wgWF/OXCZ0tU/Fa9md2H0rVqKzhZOFMK4aYs7U0z0vNxuk7c9LOhaI+4FmIQEmgpMo00DVk2wEzFa1GbF9Zf2wRQFFFpa5ypGpTKuxo8wjaxgOIMHXHuIi2R1F2ZeG4FkEquVrI4lIiNFFf1ZslUTRRg1K2nh1nBIg05BYKDxIRmGJBmHr+06ygDs2Y5mw7817XxNVBjABQQ1L5s+rqlgOudDBt5ldGHAFhh2dTsiMhjElUo8ByU9hkzJukG7ZUll3xOA7aT8gNSth+KIWD1nTOv+xbWEU+6agXLVWhNW5+q5D9ij4CqhrR/mrQvibszvJdX9GmfpC2QoRp2uL/dmbENtUoFX8kJL9R6z+3qTwFiU1mbJufXdjti4A679M6CjaiFhwKs8oROr6iUjlKShHl96b4pO+WZKFcCNIW1Jputn/lvmhIyooAkIYUuwqStPvQOkalYqT915J6VHi22Enosbfh6zzfEIr79ipm6wPWMAKuImI04OpE2GLs3UCzDQpXBQHN9rx5jAs3O4TRtdg6E3Hi/rOgaTNn8OqIx8bYu2kbYOBY3QC7u8stOBoD15zIfY3WAFce7Ak0aUB7k7XXc1Vg3pO/G5pZZgwKotO3jCkefatS1SgrKXklZdHHPE+IgpGjcnqJRd6iZesWLRpVbrObedZLPHvN4u3n5VwChfLcZYIEsIaO7EGsf5bNlZZVRkI5hJSbwhbTbOdbWWYWQ8vTUq80dAi1qUKJ7djyBTlqFY3MJ0A4sLGoJFupb8mIV7Ex0v20OkYpy66tIAkfdHpcqiAVWWy57xrl/mpQUtlVdOaRoSMyWc/DQIwGXNGII2B6DW9MIOxT9Zmk0vbkOmDnEY/jn/YbJUZhy+P8TfJfdefT46V/dVPlEa49jjhanxgZPACaTI/sxnRFoieU050+T81Oyk9HNWJdpi9Ff36NIyNC1MpEK6ti9/2wnyUYeb1d43Y3LNclTvPCY/v92O8nQ+1pLS9RZ1p7ZbPFH82Dk8gRlQ/wzFDL4o8p9V9Xy7pPQkAoTwOKFHvdqvESFOTISI9tGkilACT0lg+mJFSlaTtdKHOn2bGZDKVEpu/82zK6CGv4zvzadnKtMGTiYp4kk61Qutm7bJa21fcWe+xMszGxODGHeC+6rIgRce89o1+u7o7xUveBHSM21P4SutshBvn+X2O962bCtPHwh2zqJmIEYhAxPDGc3tw2uVWrc1JVUZIUwmZCKVallnxE2Ilabn/DiADVpL+GSOtx6PYPYXMlbP1hGzh/+zH4vW24aYQLB/926uOVVKSNoh5V15xabp/Go4XX+cqw0v592IB8fVlingLUQTLadpdFsfwcZWiZDLWu12hmNzsqkqFsFdJN4zfMi0LvF3bbjxzNwzK+o34lqJ8IdTPUuqn8orywSUnIbKl4gPd9R63XNjmydZSRNqC7XOltEoLTCquheO8yfyHk7zPt08yr1jCy7ZnixNDaRrbyrBiJ0gWLqVrPGD2UHGKDz/uZwn0R8uspFoqZGr/Fo0SpDUlSxqy1yjKE6IhxeRGjRv7aEyGFq/ZBHDN4rDeRvcULsAPcTiMx1iUQI2HaVAuzNDaJykUc35oiMiEwIcTN+kBGVUDlIyaNR4xuI8ScIyFGqWNBJ+uDr7AHsXHAmREoSPPYmWvlCDA9BXzuuR7UeIzPAH6ygZNHktrrGmB6zRiI1y69KPsNXRsRqU5J/4auUmK0KrpkKE0vVSPkp2JiVNz/cO6G1NRr1B3crZQt+9BO3+/WAjL0cd7yedVn2l6kHHXVokUmbBtbHo1hnnq06PPMNDsHXDzElTgkNSd9N8X3Qcg91bTAYzJxoyA05bR08soPtl7M9lFDjmQhtlWkzHiy5JT3V3eRKKXZl6RJ/IpcrEPGMMt90wzXkqmvpnNViqhQj9IOlvtWbNM8R4yYw2vIB8Et4ll8R30KUrHcwvcbwmVFjFrSYIHWBdNdxAMmkeaJ+8lLwnj3G0aq3iBt/2jYralE+ZfD5mGqVEOzvzJXRdcDcFiniRwDnsEVwIGO6Ntogx0jjAHnCHGEzTavJSCOHcLxEahhUDM0LL5iMUeJ2q//2cJV9izL6Fdz9jdhzydHm0QfkepiZTKUps2qSvIBHQZmD/DitRybFCYgKUd907qkuFCm2j3M8rwUluqoSEkAoqIQpB0Tivl6oGlMUnkKY3Z3jKpDSIegWpEjTdtvK0iUMtZkVbJ/1DJhp3025aiVEtdRh/oUpCP+4XV5EaM+sCpJfTcRD4StCHhl9yuskyceYZ//6H4nYDRulCCtuN8HRB38UjeNg8C5iFF18Cc7A4hxlH8RHRLIM/hEgxgJeLKCqy+ODHtYYAdcuNHDXeex/UTA1ucmvT8UBlxi6IgNNi1XXJ4dmz4Wz4+uEGQPQpuVvEbczlArvUaLlKFF00p0w22lYbs3G61HUbLpyxR2LO9z3b1JXKOzz90MtPnThLagFYo09chWuKD4I0z5QE7FR9GGw2oGxdlpSTlStUlIFhXbLV6VGKXrIalCef8sXd8EhFLosmNNTWgJ2Zitx53GmMplt/5FCpL5jWw3GWAUla9NOULsGLOLL7vPgK3vZ1qPHBEuf2IE9CtJdo49wH7Fk8ukzvwFD1b9j3gxikUy9KZyyNtxBHh38K0c1q/JLogAGsl/QPYX59I+zMNkAsKWXJqjC1cW6buqMEcNmq8S6S/wJbxG3eWMEM2sryAzoFkjNjBfLVrn//NB7wHr/gjsM10vNGLr+UjFH3VeS4IpiapOnvnuWsTF5vWpSW2lx1ShUjkqFaDWNGq/t3R9C8uV6yxDr61WIsU60yE69Rupr3GRggRW3xEhkcxyX0w5MmbZ8lz1qEac1CMs9UOaSja9QRJ1ZRCjDngEhDFrpeLhJ/WAowM1hGoPoKDdrAdcnSg9Q+sum56URYyiqzAVy7CqRX290dIjrRP6X1SQcVEW2ky/tX1Uo5ndXYPkuGK9aZ/KdRb72aeMLRde43wuycJEhbKkBSHbqpI87VvVoW0e2bykL7Wn2XlLniZdjjvKUdmgtnWwyMypxbB4dl5arkdhUqYkRSjz9qUwZFaQxDMETd3Xddr5QL5sk3IUIsg5MKL2Wgto9V1DhwzNwzqkZ2gJ0kb0QDw2+C8GHD1cA1TnIb2EBlx96CgHpXc6G0S4Pa7vfWvaLMmaqYY9Mw9zVKS2GtQ1IS+qTdS37CrkqEtWuuvtos9cXe5XV0Eqn/99GWrt/c7PzV5VCSjaXMxpNltKPrpQJzetaJ3RvgTa+5VXQ1TwX7tMLCW/02vN+E+XLMk8XTnPjk8+I9tQuXw5LZ2T4uLUcGHZmFaWYDsBqjKpcuSVHKUMNa1rpOe2RYaWKd44DzbeFKSh8vWATcNuKJvKwCZieB/BHFJ22oDLA27agAKD6majUvUA6I/6op7RoqHFA3Q/r1EOVcx6jcoQWp8Ru6QafU1lF6FryO4/jtWVokUEaRE5smUXp/X3eI26pMpWnFhFOhq0FL2kCVnBQ2Rm3CI/BSND57tNnKvoU6araRMwaK2lHAJL4TETgmLHdG3bKuoltRZK83SaeYnK+knGsDgTRjilglxUzC7Xa+tD5/S58sDtZF8a95iBGA2YQSbdq9/E5mFcBYyrgEldYTq1n0UDLmUQM9y5iVS8vlrrFB0EXaax31gUD56W/KFDlEjZmNQ8tDNPnkf9YbPZ93kD1ly12CSAxSn487xDi1L4y/UuMnfvF8rrrrM0aBsBWVTgcZ7XCOV6zCeTfEaycmYUvdQKEmBhNSNHRV+1tHhRGBqq3hg54la4jDN57qhCLUJs3MsIkX1WeSqFzdIxIvVYK0+GqWqi+AAUNftZ6yGVITZTj0rlSL+E/L25zjbKtP6eUBqlk9D5UlZNzd8AuVr5p/tHPvIRfMM3fANuvfVWEBHe//7377vMPffcgxe96EXY3t7GHXfcgXe+853r7OuAI8SmywBYaYOjqvU0YENglr5Il8gvuS6u2PvRRfjh0G3Bsegb77bvMLS9sAc7hlXvFyVJKrdcrqNvfftOK0lRa9Cc9wrurMOIkMxDVppKtaf4bEoPF+/LVxvLPWMxswyl+d3xfcu1/5RldcZxhz2YetTyDOmyTCTKka0rLXNp/kBemRidP38eL3zhC/GzP/uzS42///778epXvxpf8RVfgY997GN405vehO/93u/FXXfdtfLODhgwYECJK+J+VD6X+8iEhi4sZRpdUpIU3r55lOYt7EWWxrW33/rBz7RUZtg8ctS3bElAHM3rMfr/Z+/P42S7ynJx/HnX2lXdJ9NJAhkhCWEwTBeEAHKU0UgwAQREUVQMCHyMDAqBLxIQAqg3XOSH6GUSmS4igvcCAh+BSxQSFAISCKDMXIFETIAEM52ku2uv9f7+eN93rbV37aququ4+3eec/ZxPn6rac+3a+93P+7zDGidIkxyttirVJEXj22tOswXHCRaRhK7IMeBYXkneI71H8z1Bin8c9LOFnpCJhWNZpk1knM2XbbDTYqL2ny5XTotdy3mAvQzm2j1Pc3M9FX9o/VHen5NtxarYpk4r59s+0f7s5X06N7OglT9EW6hizx1KO+uss3DWWWfNvPwb3/hGnHzyyXjNa14DALjLXe6Cyy67DK961avwuMc9bt7dr4+dSUB79OixBdjx9mgjSFm4M8wrw3Y83g17lqFCyuToRtgKEw5hhpBaG7MQqzQs1ljoazxfaNr09TBr00eJSFl8CoktpmXL36CxMSBVeqXkmiI9uwiBlbk3ViyWY4L2okngFh6LrUOyn5mQ+yehqTARI40Bl/aBYv9Kyqj8XuVr0RgynTlCCusykBpBwppGOvtOetztEBtzc/DaecNlW6Bmb3kW7KWXXoozzzyzMe3hD384LrvsMoxGmzg0BAFxCagPYcSlviKtR48e49gqe7SwP9bOHbH3Uz5za15T+Wmt1lEBxjyuII0dVltRKua1mzR2vZ8npDYpZNalIE1atpzuSMaRpNa8SY14O6M5XSRP1ydTjLqUI1OIaB3lyPFk5cgVIa6GcmTqEI+pRKzbir5YvlCPyvVlXlaFyu3HQoWKvlCAimORJOxCOfJohu+SMpSVI5TKkXeIlQNXTqe5HG6b+IPsW2x58vXVV1+N4447rjHtuOOOQ13XuOaaa3DCCSeMrbO6uorV1dX0+YYbbphpX3HIiMs9KerRo0c39oU9KvJ3uzFFwZmKhizQmsWTy/dtn2WFWnvdtmq0HiZ1tp6lhH8SJlef2T7Hl20vPzY8CDqEHFNuGgpZnjb9IHO7w3JIDDAJsbGu2KkSS6UXgqooopyAlSxxqxu2VcapqsIolKnGF2FNZqakMDEgg7sCqTljWaZPQE7MTvMKiYyby2dCrt8lHb+SI1N6OO09r2znsTxmB6Aufhc7Juv/ZO0RtlgNmgX7pG6aWncjW4xwAjO88MILsXv37vR30kknbfkxzg0mxJqwtlphNPI7NTf1oAUvRYRDGHG43UfSY6dhK+xRQ8TZLIeXJ2+snU80bd4kRWnSvEkq0CImbt40kI2U828WmhXkem00FlCCSTqfimkNxQhpHoCkEDX/mnlH0G00kpzRXMfUIU75RxhTdYAJalNjXZtHjW2gXE7/khLU2FapJhW5S46K7VJSp9gRuMp5RqzqkfypcuQJ7Fx+Xzn5TAR4fbWE7kmDzW4CtpwYHX/88bj66qsb0374wx+iqirc6la36lzn/PPPx/XXX5/+rrzyyq0+zIXAKx6jG4cYrVSbXsXVY3EQAe7QEeIxa6iPCPuI/vfYH7Cj7JHlqrS96yKheuxzmxCNLdtcr4syzGKrZiFH7ZDapATurmW6pq93XNN6JDUTquW9K0hNOa9cp2s7+UNznZLPgFhDauOhNUphsyK0ZiE3DauxL0JrllzdCHflaSm0VhKXRuI0618xrcrbmpyMXc5TwlImdLvWckp2UghO14uVJmpX+n4gf2yfK0IcuPynn1k/89AhDjziUP54SV8HHuz1deDBlQMqL38WfivJUhsbSM7e8lDanj178KEPfagx7WMf+xjuc5/7YDAYdK6ztLSEpaWlrT60jcOMUk+KdhzIidQd9sFPQ3oNULs3SI8dh/3aHmm0YuLs9cJVRQivDJ+V6zaaDW7kUCeE1Jr7mm9Hszznpm130STtrnVTiK4jKRs2vczKLvdLNqnoks3tebZ2M1m7jHxZl2yCqTqcSHYKwRWHWCZjU2uZPI8aA+g2EsOVnDVaN5WhtZgTullDY9Yw0nohgSDJ2RYyjDkcyXZAxfmV753PXzoWb7KYDs4bdV0H7dHE05n0OpibGN1000349re/nT5/5zvfwRe/+EUcffTROPnkk3H++efj+9//Pt7xjncAAM4991y89rWvxXnnnYenPe1puPTSS/GWt7wFf/M3f7PwQffosdPgV4DqZo3d980Q9xkOaHtUPizH5rVyhtrPYWSCw7p8dyNG2UFzfDHLa+nOHSoPa9bmj13kaBI2cvvM0h0bKPJ20E2YcsWZxRc7zp+t4zivY80aNT8nhTWJc/5RBIxRcNHEEWDJNbK8I90GcdGMU+fJd0VWwzUnKWqSEEVqsQtdB+I0pgaPxTLMNi8zKgZyA0qW9ci2z2rvOO+TdBpgthB5uSjrM6ANHuVLyPBJBPK6rSjngSLn8xOi7j/qvAg4p8tH2WaIQIxif2MEYsCimJsYXXbZZXjoQx+aPp933nkAgHPOOQdvf/vbcdVVV+GKK65I80899VR8+MMfxnOe8xy87nWvw4knnog///M/33mlsT16bACuBvzqPiZEqe3tvt3tTsJ+bY+mObRlgnZytTfhh54z8XuRkvxJ6683ZMhG85FmPbb1BpftXqnYdrFu+TkrKDriPCxRW5lHQ35pyEKt1+aIa01uY9suVBwu5qftqJLCieMUA9Uid6UuNt5IAqdyY5yWJaAgacX54GK58qBTab5dd3bs3JEnVyhrtm6wY5aaf4JTwuZAiHKeWoN151YVi+dQzE2MHvKQh6RkxS68/e1vH5v24Ac/GF/4whfm3VWPHj0mYHSIw83HL8GvMobXrR20g9bul/ZoargL0wlTa5nGMCFoE5msGjVWT7tvDhMyvpP1lSNba1KVWhuLqkGzhsA20tMIVuHVqFQrj8EWbpKkZl4SlCgISeCYlSS4PB1MxcnQijaWMJNVgLFuq1SP5KfOv68dQ4PkpFfOlWso5qly0yBEKNaj9rYoqV9E3IgSclKQZDlRmMYVJHYS5rNqu1JNSuSpXD+yrG+qVR1TyI0ii0oXjRXqayCQEwLFLoLDPlSMevTosf0YHSLkaLAXGNzkQBswAj12KKwMmiZ8HlseHfymmzSl2TOqQBshR9xWWGbARopZmmHBZs7KPNtoH0cnUSqTuRv7ycoQs5X06zrTxlhrlfQnhagUEAtVhvQYkvpi3Wo8EvlhJTON0v7ihBj3SaQJefuJEBnxcroNIz8mWhMy6SFqHBc5IUlNYkWqYOn5icifiSQPiRkU7Ds62X9gJVlyroiVJJWvMUqFKfmZf+829n9iRECsoJn6B6fXvD/BOYb3Ua9fK7PosZNAzKDVIHH82PcF25EwCaAM50whHusJUW11aZ5k7Enbnjf0tpmVvbMoR7MMLNtFJMtlZZpN4CIUxGmhsdBaEe5qhqs6Qms2T9duz+JycdIQnClVqeO0HWM+PssDKvdX8o+kIlkE0IiR/ZWkrtxHQdrSMkWfJJtmZK3MZ0IijbpOpGK9fJwU9fuV5778TNLEiWkfhtJ2GtgD4dAIrqZ4Uj12DAY+oFqOqKPDyi3Dgzk9ZseC6gh//V4gBElo7DE7aML7LhTPReI81ELncrNszxbnVrPHtmqUNtseCiTvZFIydnteG7MkY89LgGbJJZpGwMoE7FkJU/dxTNpPXkHOaa4Oi9YA0UJr5c+CPD0to2SALaG7JAddITQUxCV9QAp/dYbXCCn/yIbhsEsk/dbIKlFKUi/UIwuhIVIiRBSN7OhylnhdVOymZSyJ3NQnUGo6mZQwBihow0dvYTnWMBty0neQA0sqVohyXO4gJkY7AdZef1quw2agvGEjA25GS7nTRrQvW/RvWf8n+86eEaupzvR0MEABOKgYHBF4eQjUAbQ2Auo+TLej0BAaJne0nmlTMyhCk5abFFKbvp3ZD3RaP6RFbNp64bRJnbfz/PIYJm3DVAtRZyRs1eqW3VCFCsWoVAAbygpNOLmyj/ZsUX60izQKsmNiDCGrWCn8VZChgouNbddeKYtjljOURCRqfa2IZhI2axm/bc8VoTdThEhL+T2kgg0FcSfdcMxjsSWlCSy9jRBlTLgFsX8Ro/KE26QI+L0OcEDYFcGDbXiCMSHUDmGLx3jx3sJQhDrMHj/1LqLy63v+YQMX0k6DcxHeM9zhEWG5XpiAce1QXTOAW11/2QMFo8OHuPmOhwIE7P7WXvirfrzdh3RgYVquUFsdmqc6bSwnKT/EbGBZW45ShVRbzWmqQ0BJGPK8efONyu10Hvoc9+c8pGi9gWdtKJDyONbb/nhidnv5JAMKCeAy+blFz0yRMcXI1o1GlJAd7qTclCGmrETJNFvf9o/Megxlr5/MlNIP2Gg3YN/I1Cc7lLIkPylIlElSh4Jk8xoKkqk+bRWpsXyxTatS87YNKfdPapIpSI7AB3WOEUupNAiIQ9omYiT5MlutzLALRenr7IbEzbDsel1r9ysQp1wm7wEMF1c81tY8QlXBrU4+L2yEfSaXeeFD6Ybtd9FmZqXRNZs6dFg52iFWwKH/OYBfN8nkYJLTNhltIjTPei0FY3oIqD1tvHptUl7RtGXH5heHVZKj7uPaHFszr91drwlkiUmkqpzXzjVqtgNAyjBK5DQNlgrA8o7ailEjq7m5f22VCJrCrFOpPiOpLY3ka2fKDJJMlHiUTS8JktkZIyyu2JttsyBOsi1CaV9S3lIicUCuqONMvLiYl9hZQTYD5Q01SCLyBRhhZ30h7P/EqIBbIyA6cMXg4T401oEQ1hyIADeIOy50FZkwqqez5/Va5W82KhcxXKoRI6EeeUnEngLnIqpB2Ofn1nvG6Mgaa4d0Hx/VBEQgLDusHjl9W9UthKX/AqjevO8wOgT48WmLd2V2ATjsP2sMf7yG0eEDrB5ZISwR4kCM5023GWJ02IlTt7H041XQ9/5z4WPogTGi05w3QSWatI4+lDobEk6YNk6G2mRp9oq2SeRoM4jQZt7/65blT9lf+7tPUpFsekmOoIPHoqhUI61UY4tH2TJGGORoGi/W/FD4VJsgTOkTpCoOvK2rZIshP3oZBiv/immJzxt3cVnVSaqTKZUO2qyxubyRJVISkxtJcs5lckXTSGapeGuX/Nt62g6BgryP3OcYAQy4NcCNCGEJCPuSGEUCVr2OgRM3UiW4JYhM6ypMRIzK5XDbBrqpzwZi7BqOEBnYG5fWJ0Y+YtfS2szHtVZ7hHW2OQu8jzhk9y2d85gJqysDcKDUGmQa6uuGGNzg4Ot1FpwD9aGEm49nxAWvd79KGOz1GP4YGB3usfdEh1hcvzcf73Dz8dPP4xHfIxz6H/2AdA1MIDIpmqKfS2JDjXBXc17j84zhtTIJu/GgmhBSG0++7iZHkxQoW6/r8NdDl32apjbNglK5mdwBu0luZFr39iYRpukkidM2WZWRFFqzfJnImShoJVkq6S/JTanumpJUkqS8uxTWAud+SGkbNnxGeXpNDYr5Im0oPEZUCoJESnAYSXRqsWIjfcX+KHfTTiSryHMCkPofNUiSJrHn0JqskAgZIISoGIIk9opRgTGW3GNWLNJvZDMgeVPTw11VFeFotmPb7HDgeiGKWc8WDyJGRzjU9XzH52qg2itGIiyTtKdQhCHyAJULgD2wcpSDGy1j7XCHtpM1y6kc7XIYnXAU8L2FDuHAxCSVZ6Z1MUU9mjJv0n6nrDNvH6Npw4ZMQrtSrT19I+jatzlP1j+xe8iP7mmG7hBa83MZOivXaYfSbNnURBKcOIQtNLGkX9a2BYuDaZGmjnAbJeKFpEblcJl+pqYdS8SsqJYj3X4jVNYKtzFQJFh3HHp6X3gFhRqVtlEua9+vPJ5iO6nkPxlh+SIUpRfSwZN83WPLwEyo1cjRRoz6nHAELA9H4IHIKDstDLmZoEMCbjklYl7i7m70OOx7Di4QVo9i1IcWBpyE3CyKWAE33o5x00kO1Qqh2ovZmZ5i5daEW3YdAnxm8eM4INFQefL7lH9RPg3SvDlUI5Og9HOqTisSfFNIzR6INn+dkNp66tCsY6qVq24GEdoITDVKp3zGMNnkZcamTlkjXwhGRkygn1rSP0kxQrFOY9eZKOXwmE6yxS1cVu7I+gm1/8CJEFF5LMWQIqYYWQm/OVeNxOwiWVvCYOPjwaV9pPHUbJ9ZAWskWcdWmC2NvyYl/nEDxVAHLjFqjPnSY1ZsR/K1IzQM9QFLjohBCxQH8NAhLgFcA3EAxM0sMCBGXJLtueCwyA0TPRB2wODz24IZTpdFq3YC2iE1eT6Oh9S6yNFCXbKxeSZ4s+xCyVXX288sSdqNROspKlW5DFEx5AeQS/rLeUCRmF0eOTIbGTu7RpQ6lCR7Tx3jqJVcSZ+bqfIMxSaZC2KfiQsjq02NXCOb3jpcLohVozwfyC0EknqF/DxPQ6sg7zgfXENp4g3kgxyQxMjVAN3owZ4RDokbGUuuxz7GAUuKNgDeFbD3JOROsD12LqYxgfbzbSxXqJzX2k572fbTvRGyaS6fic/4sa1HXCaRo2ZTyHwAXcpR53ZbX7eNRfOL2s/CNkGx7UYLEU0BY317NP492xJfFzS06OQpHiPlvCOPpuLH+WdPnGeaYtSpLsk09noNWEWaqUeJHSH3BLLVyq/QUJNax2chLxTKkb0WJKdUjspmkTKN0ry2ijTWWLKhGHFaP3X0ZiD0OUZNUJA/1qRjnniB9tgp6AnRZFAVgSMkBMe3eNCoJ0g7GQ2FaAHJpBFOa2Mq8WoqPmW4bb3BZSepRp27aZGj9TBtifUI0lZhlnynCVpMc5kW8Ror1S8UJKBNpIrl0F3Sn3OP8hEYpePOi6HrjBYqErVmqzqV1Cod8BVQomLfQXdF5Wdk0lLmADXaArQVn/ahcreCJ9u18F6hBBlZs4aSDKSx2cDZHzCStyAOSGLUo4d3EY4YgWndircePRbGDESla53EW9bbXkMdmrC9crn1kq/1vfW1kc3OHlIDJitH0/KNpmEWUjTLMCCTIifTconyut3LlIRp4nG2wmqTFKScgN1cTgeE12o0jRhZ3lFiF2gqRon8FtOApmJUXhPlQpGSekSqGEk+EmXiYSqS7deq1ApyQo395j9Lik4drUtSZNsv9lNW5JUhuBRmQ0cpf2pSiTGCZOvGPvm6R48MIoZ3ACAJeWs9MeqxL1AQkLZqNJkIFU+ZKdvrnIf2DvKkqSG1WXY1gRw1FtkEctT19WYJoy3S1NGOZ71tzEKYgEyaGpxzAkkqk7VLglQcoWxBSVKRglP8jsW6LUJUhtsyeekIqzEBFlKzazQRpJxoXYbGpA9JodpA1CRO22ydBONksSQxlJdjIzn5Ne1HiVJD9Sm3r9uR7XIiT40wmx7HRsa/7olRjwMSbbm6R4+tRDsdY1MxjSB1LdMVDkuedUdvo3IzM1VkTQ6zzbOdrYajXLJvmKez9XrLlflKwHhIqBlW6yZIzX1mdttoCAmk0GoOo+l6lotUVr01Qm3lkQFZUrGDkLeW/F0uZxVxpuQkEsVI4bZyGA8jZI2mj0pYUsNKFNsw8mMExnXMK8hYQlqmkJbs9BVkaCPVuj0x6tGjR4+NoO0xA2MkBRh/Jo3lIjXmTcgzKhWmLsLUOW1yeC2F1ChnrHSF1MqDm5SMXX6RrnmLEqWNEKxphUmxU7lpYpZjb+vRjXylGcJs+XzKubKwmvw2NpwHit+DmteXbFxf5T82wpKmFUSsTNpOh1rk4ioZIb3WuEhohiaJ5yRnztduh9LEQE68Zi4SsjOhMjJTjr9mp248Qbt45da2ouzD0CbF86AnRj169Oixk7CgQrRuPtIs2x3bT8d22otMC9HtAOVoEkrSNOkhOk/pfleX7VJJXK8RZDNRW0kJ5yaMxqQTacUEJclIVkfSdtpOyc6BInaXSVcak80VZMcUKpeJVzManPeblCb7NmTEG7nBJDCWY5SUptZ6jXn2ykjNJo3UpyPty/V79OjRY2ehoQiVaKtK7XmlajQp/6i9fElgimmNpo/6tJk2jtqYatS1y1ZOUfcyi4XpNhOzqkHA+kMgzaIulShVpFJB4uK4uhSkPM9IUyZPXKhBxqJsjLSWqNdUhQrFyAhGmta6Nhqhq1iE5ApViHTbXG6rVIrKKjJbxrZlBEbVnbJ5ZKkijSlFpcrK+dVyjGxeGXbrc4x69OjRYzswSYWZR52ZQZXZyPITScqEXKMxctSVszRxXztXIWpjluRrQ5s4dSlM7bBhqSDJOtTQcNYfSqS9k7y2hSqTqpMOPitJ0/ORCqWJWIbPMDnHiE7KI2rsQVQqI0g2K5Gc8SFERBVqqlbW9BGxJDl534kAFecLunxZ0ZacjxYpMnVpUfTEqEePHj0WwMzP/ymVZxNVpZm2i/FtzkPI2svPFDYD2iX8kyrRNlLC39zn9itNbbLUpTCVqlLXwLITm0tO/G5jtKBjeqHqoEWQkgLYQZD0dzGliJwdJ/L1WqpB7c9UKEklSTKCBORGkaUSZaqlqUNlrDENLMu5Wi1JRcVXL7Znm0zHbosxsM7wm1PRE6MePXr02CiMBGzRtgE0CU8Z/rB5XeE0dKwzz65bqlH3MuMEaOJ2tgmzlN1Pw9Qu3kkZKrZZXAnt7z5rsnZWkCYTpDYBzcoeJ/WG8+KZ1KRlbPN23ehMTQJPuy0VmbH31B1uSyQxL5dJUCZVZaJ4Ijo2z0ryS4LEHX8tMMtQRYuiJ0b7AYiEPm9gTLwePXrsZLRVpXmVn8a2inVnTMKeFE6bupsZyM4s4bftRhdpmmfA264EbSNJbRWpXH69UNv49vPcZg+pTHS6krWbB6uEqRBzGrOhydPEaaiPlOeWiE376jDiXExph9t032ULgJwjlLtvJxXIvpN1uEazaWQjN6nriwB9uf6BDCKGryK830AmWY8ePbYFjWdT8XyxzwuHvWaZl0IV6yRh63JlN+z1yvcXGS6ka95G+N9WYpYmk13kybvYmO7QJAZlblJ7OBHf+hztfI3tpVSKJqlKOcTWUI+KEJscw/j3KolHIj2FMlMOCdKp3Jg61Aq3ybbFAUgtACKlijh2nNQiU5ES3ypL/sdIUUtx08+xD6Ud2CDi/SahcV4cqN9rfwSTeFlpdOz+p5kb8vDB9j3tFwiXbcpu9wNlaLMxiTw1yvXH1CFZxgjSNDXJtmPRo/Fx2bJSlEFT1aM0fcr3ssTtTLGsBJ/1czn+6CSWX3gEXUqStQBwOfGbYrkVLeenlgDaei/bb/0O9tktfh/0xKhHjx4AgLjEWD0ScDUwuIlA9XYf0QGMSeSp/byZuo0iz2iSWlRO6iAv64XD1lONugan7RoqBOieN+FQtxSzOmOT+hbNsu22+oOCLMn85vbjBC/E8pHSuuok53XHg2/j49tlqlEeY/O4dSsW/ir2YRWMM6lIXWoSis8olpcv3uhfBEZO2o6c1STLQ2JTNtdHn3zdo0ePDSMOGBgweNWh2rszQxwHGyZ2wO5CETqbmoQ9Zd2uMdbWXXXBpOvtSMieZ3+zDg0yaflpVWnlfJmX1+vqmeSATvVocp5Rnr4e2x7rxm3Et/ze0DBrCrlyei9vJ+QiJd7WzEGS5GvSEJmqSLEMv7XykKxSreiHNBU8wzJT0BOjHj169NhsTHkWtXNiu3Jk0zbaMYSxiMWMqlGp9GDKOpiBHM2RazTvvFmxXVVus+yzM5m7nD9lnsxvKkn2XbvUo9bR6Wv39GlNOUvVz15zVRo3VSS7NtKCpjQ1d98YgqR9TDYp/WUHoHNAWxs2xPKQOtA+LVwtfn0s1ALp9a9/PU499VQsLy/j9NNPxz/90z9NXPbiiy8GEY39ff3rX1/4oHv06NHDsF/Yo0nu62Y/27u21zktH09SQSY9cNrLdS2Twi5TDm3avMmzthSOuPNvI9syUPFXbptaf+19N+cB3nUvX26biOFc1GWgfx37crJc+ed91Oms72VaOd35CHIMcrF5jI5BDnCeQV4+Q//Ipvk49gfP43+6Hvv8Bw+g+MwVI1aQvwE3/rjS+TZtA8RobsXoPe95D5797Gfj9a9/PX7mZ34Gf/EXf4GzzjoLX/3qV3HyySdPXO8b3/gGjjjiiPT5mGOOWeyIZwA7iCRXstKtjguQSYs0cytyu3g3A4vEw9tw7sCsfHMuQgZn3GHBIQLcHBWHzEBNDK4dMHKgtR32fbYB+4M9mqgIzbz+HOG0eTGjbUyC1QwVapNyjTq32zEvFmGnzUa5v2n7aM+bp3wfGD+lpZYzLaSG1nw7f47G85Acuo+rGUazvdq8jmNdV3lqyZakEhFTvg6QQ21ZdmqtXnxHcllpQjRlsgjBWdgusr5tB/ZmwL7sfP3qV78aT3nKU/DUpz4VAPCa17wG//f//l+84Q1vwIUXXjhxvWOPPRZHHnnkwgc6D9gBcchyYgJJtnvFGzpRU2EsmQCu3cxGjBzDDXhTOBszEMLiX9A5xsBnT2AjIxM3trvNz27vGN4FhEgYBb/jyNGuXWs49vCbZn4Q1NGBmfCf1+5Gfc3y9rnaOwTbaY/aaRMbgUS21skNmhRO65rfFS6bkjeUCQ/mzjWa1uCxKxE7NSNEKyemONRFyFHk+ezNPPuYdbn27qf1SPJGiNLK7QRtOTfmNlmIrSRIZZJ3Wd7fHl5kLP+p49hTNV1xXKVDKeE10j9Zwt4T0K1CFpDfV7cd9UKNJM9OJm3maGEznWdi5gKPtn0WSltbW8PnP/95nHnmmY3pZ555Jj796U9PXfde97oXTjjhBJxxxhn4xCc+Mf+RzgtX/E5MzUZTW4GSVEea7U8ZdyPU2v4rKgPW+9vwV6B92xZgX+yLiOFdROVFAm7LyBv76zh+QiEhT/9znjHwAbuq0cx/hw9XcdhwFb7aJnXPAXEAxOH4377GfmWPgHHZaLMu/4lhutJVL95u9X63ADvNoenCLKTIprdDbpPmldvJShcan9sKmG2vDKHZdCrmd4UPGyG91jaa4bkyXKckmjj9UQrrNUOA6RicrqeCAvQzSAUMnZbjhdzYviw3w9+CmEsxuuaaaxBCwHHHHdeYftxxx+Hqq6/uXOeEE07Am970Jpx++ulYXV3FX/3VX+GMM87AxRdfjAc96EGd66yurmJ1dTV9vuGGG+RN+atOQ9cyASmjfZb1Z2KbGzz5HAlxtA43dQxyDt7vn9LAJOXJOyEF5jV1r0sITAhxcSVs4AMOGYwAAPVwcyXDteCxtuYR63wbVcMaRx5+C/yMYUk7tv0F9S5g9Q4rWD5krTGdb17Z58ey7fZoFrTVnUlqz1aiQzXqSsJeTzVKgtQMobHpidld4bdx1WhfY5b9dn3raYRoHtWr0RjS1lMVJylD6bOmbXSE18aOr60WdRxT1yC5VDjlsQjndqlIJfJnLqa1tq/CABdKEStxYhMNAK1Ym+GX6TrP9eLO40JVaUTtE8Fj0wynnXYaTjvttPR5z549uPLKK/GqV71qoiG68MIL8bKXvWxsOtNs56gTTN1XdRfaEvTE5WZYZuoxARzW2QADHB3YbaApww6FVzVn4nwAHDw28s09MZZ8vSU5C6t1hWvNq7H9ecZRy7dgqTowmwDFIeO4Y67HSYdf15g+2ruGb2/PIW2bPdoyTLM9k8JpM4S8urc343qTyNEMFWppE1NCbV3YylyjRbGeuZ92vJPK94Hx72okiZFDXDnfKH/uCq917S8f3/rLANZnKTu2Kaw3dr10/abj2+wMrUlIRHLoGgdX9L7SkN0ioH2lGN361reG937MG/vhD3845rVNw/3vf3+8853vnDj//PPPx3nnnZc+33DDDTjppJPmOdQNgwJ13gVMrBn0WMwQ9ZgLnhjw06lR7FCVBj5g4CIG66y7oWNzEUccuoKVYSZBy4N6ZrVoIzj8kBWEYzRXwW9uCLQeedx81ADoIO20K+Cw4VrHWvse+7M9Mk4xhvaDR5nIzAnYk4gTJkxrzZuoGk3dZ5MczZRPVGx3LA+pOMxp5Gi7B6ZtY5pStJ5qM0nLNoKUErJby7fzj7qeSWP7mmEZQM9vyicCopXtI/+mpco16ZeQZZuk0H5vK1YiaAdsAJGKQWWNIC0iQGwgyjIXMRoOhzj99NNx0UUX4bGPfWyaftFFF+HRj370zNu5/PLLccIJJ0ycv7S0hKWlpXkObXPBhEkyBTkNs22AjfaYHd5FrDcW4KhDVVquahw62NoHeOUijj30pi3dRxccMY499Cbc+pC9GLqAwwarcLR5ZCyyw0qoUHcMT+0o7hgvfr+1R7OG16aRnJn31QyXNaZN2N9mhNTSJucMqbUOpbX81hGhcl+Tru9JlWmzEqJp9814L6Pufa9LkGYKm7WW6ZhvoTOv+26TJIBTY+oS3crQ+LRQ5MY6p+E6uxhmTXlZDxtwiucOpZ133nl44hOfiPvc5z7Ys2cP3vSmN+GKK67AueeeC0C8q+9///t4xzveAUCqRG53u9vhbne7G9bW1vDOd74T733ve/He97534YPusf/CacKed5v3gHW6vdIz3VcP7+0iCRVJAnjlIgYuwG1ieVpUw1i1BsTcidjv7dEcpGezVaNFulzPiv2pGzYw28+w3r0+Dykqx1Mr57dL+K0kvz1uWhlOs+Xa++w8phm+U/tYHDGi7aOY54uNJfLTCAeOH5Mt5yFkjokRo4z7YQSps6hlAfC+HCvtV37lV3Dttdfi5S9/Oa666irc/e53x4c//GGccsopAICrrroKV1xxRVp+bW0Nz3ve8/D9738fu3btwt3udjf8/d//Pc4+++yFD7rH/gvvIoY+pCZhm7XN9g3uN1FB2YkY+hrLfgRPvKmkCAAcJC8LAFZDhXqRWtl9hIPSHk0iPhOVoI7ps+YGzaoazbC9eQmR7WMn5hqVmJcQle8dGBFNglQSpoic32Pz2uX+stPphGheJcmUIgAI0aV9tR2lrl9lkjNVKkchOhkVRMl+1Dyjzaw+dIPFnwHEXZlSOww33HADdu/ejVMv+GO45eV1l2cvA2JuibPrGLwUNxS/nHd/1VKAr7Y2+do5xtKg3vKS/WEVsLwPEpOXfI3hFuYXbTeW/QiHV6vrL7gBRNDMxGi0dw0fPPNtuP766xuNEw9EjNkjszOmxKD5OTWbBfIDrDGtYxka3waArBi156d9TphfTm9No679onh4mhjQXq+9XMc2aeLnvE57XmM5/ew65o3tG83k4kkEZeL0jmmzYNK22/PGyEqLVpQEqUGOJuT1dFaxTfi83rF1fS73wx3H07VsiWmkKVW6MSHETMA2E+HmVXztCa9cyCb1Y6X1ACDlk2u1B5EkLh+oXbB79NinmOKcmdACAFBO0qh07lg3hdOmhcvWw6R1yiTZjlyjxnIz5hp1JWI3mw+Oz2ush3HVaF+G2+YhSTMrRY1O1KVKk8+LhK+aP5JZZFOQuoo8poXGuvbfdRzpePQ3scNoHw8wB0lqTaujHEVkgndCkiofOxWjRX/rMFjcAe+JUY8E65ztXdyyJuE9evSYA/MSoPXCaeV2Zg2n2eIzLjfvss319q/yfWBxlajre5bE0BUktY3Yte11CNAsidjltHZpfleTZNdFljp++EkESpwB7tz2eljvWqANtLjpiVGPHj167CRsRjL0eoRqRqI1d4XaDMc+r+Iz7VDb25p3WJCNYhGVaL31gKwOTSJIlp807XgmbXtaR+5ZlgOmK0W+a1orUdv5nC+1VV3NaQNRj54Y9ejRo8cOQTu81iA386pGs6zXVo26lKX1doducjSpr1Fj3RnmlTDVqCvstpVYb/uTVKJ5CFEnESmSsX27y/UsYbMZwmiT0G4B0tWAso3YkY/YFYKroxvLnVoUk36bulp8VIGeGPXo0aPHfoSZy/YXxazkaAFla/qAs+vnGjWX3xkNHmcdAmTasU4iNNPCh7OqQbOQoWl90OZTnXL4KpX7F/ONOFkrkPFO2rNjvVDaPi3X79GjR48eis2IAsyhznSut1ElaZ1co0Y4DbnaaHqZf7dq1LXd/XWokM0KnU3NSZpEQDZIdsaXnY20LUq8smokxKlsO7AIZvn9R9XiDX57YtSjx36InfBg6LEDsCipmnc3k4jKHBVqGz4GzJ5rtNXYF6Soa1uTj2dzSNC05aZ9x3WbXyIrYAAA2nobtpHt98RoXjBAa05kOs9A1T+geuw7LPsRKoqoDsBBhQ8obJSsTFR35HUsnLaoarTu8jMuNwcWHSZkp2CfKEUo561PejbSe2nWZZrH1P4uzWP0cxxPWFA56spnKsEbaPLbE6N5wQQEgAKBXUR3G6sePTYfDoyhC1hyW98gs8ec2GkP83buxiSC0wqnTVy/RycWzSmaus0JpGgryM8sy85KiNpkaNp6JSrrk7QOQWoncXtqOodtgrWR8SN7YtSjR48eOxkbUW3mXHcjis1WhdP2l3HXpoW9ZlWLukjRPMnXU49vHqK0AXVo0rrrERWXCFK3EuTAU8lTuylm2IBo0ROjHj169NhBSCX7s6o+2431mkraxx1EYjYDm1WB1r3MOCmapzqsc5tzlerPToam5Ru1FaWuY5imBI2rQK11WySq3H7sFaMePXr06LEvsRUds3t0Y9aWAI11NkCEmvMWC5dNW2+94zSy1LVeSZamtxnoiVGPHj167N/YIYrQWLPHsQWwace5qIq0XSX7i5TPz1wKr9toq0VjrzOV6s8bZusmEdOIUHs/k1Sl8nvN2k27K5hm6tCs320jvb56YtSjR48e+xO2ikDtAyK0UeygQ9lRmC/RejYlZTPUoTbZAwCP/D4UFKhzaJQp6tBYGG2sU3evGPXo0aNHjxKbXFm2UB7QBocHmdYEcp9+jynYjBL9WdWiyduajwTMUk6/iDpUrtf+Lh7jipHDeNuRkgz51jXSJFLNdUvCBQCR+kFke/To0eOgwsy9jNaTWbZZhjnQEq+3dL9oE6bJhGieXkKTwnOLJmGXpMgIiyNe97ytGyLl8e87iTSGfhDZfYz97CaehvYAfjYuUY/FUFHAYYPVudero8fN9bBzwEUHRuWCGpbFb/ZJOHyw0tkbKTLhmrXDUNfDTd9nj03ErMSmvdwWEqL9kexsBhapRps3t6iLFC2iAE1ddk51qL1smxC1p02Cp6YqNO24OtdHd8huXvTEaFH0ge4eHVj2NY5buhGDOWXcG+pdWAkVIvuxeY4iDqnWJpa7bgSOGLce3IRbVzeOzRtxhVvCEHt7YrQ+9qfkl0VCbPr9GuOmdY2r1j25e5NTqtU2u5JtkWTtmcrqF7wfJykxs4TQ2mgnOc+6z+nLzlaJ1l52PUKUwmrFOmGs5H58INruYxz/PuV24wZGBzgwidFWGiji5vYjjU/bArSVnf0VzIQQHRzxlniUsxqzzVZeTCZe8vVMknEblQtY9jXqDqm4ooglF+AoYkBxU4/dEWPJjbrlaETs8ms4vFpdV61aW1t8wMYe+y/WrWA7iNC2Z5sZbpukFk0jRZuRkD09AXtyV+7SBpakyHfsp2tamLECrWvddK4OmgaPhH3nlc1AdqgmIJCMm1bx5hsGS0Dc3K1uK0J0WFHvbbmqNzcJkhgVRdA6xGToa1TrlI7Oi0OrVRzmV2eSi7twiFvDbXZd1+khmZHxiNhd3YIlN9qMQ05Ypu7tDSjg5KUf44Th9TjEreJIf/PEbdzsA96xqUd1kMGklp2mPO1jwjNPCG5flexPIjwb7XTdVbE1bT+TSNHk/cxuhyaF4qaN2Vbuq0ys7kq2NgLj0E2OgKZy1E6s7j7myaQIAEKffN0NYu0gu9DKMyzDaBq0zbRoB6j3FRnyozgxbPMkCM6DafF8R7zpg7AuuRq7/OKExRFjiaaPgeYpYsmNcIjbd+rMkhthCSMc4W7B0f6miUZtr+8Hte0xG/bX/KOtJmHzhM8a63WqRRtPyp6HFLWnt0mRbau0HzYtN3PsVo4m2ZxJxNQn4tjnGDURAbdGQooGPE6O9oebkpVtHSAhtDaYCWvBg6LDwEV4F5MyshEJ1AxuZEJkwtAFDDW8Zai2IIG5R4/NxLpOnTpkY5Vp6yE5cqoETcoVWiTHx0rzuze5adhpohqw+ICxhlkTrsfWWzAhe7YmkZNDZbPmEbUJUZdi1M6q7FKOOtWhSeE/3WfoiVETxAACJFmwQvMu2gf5QJsGJrFQByAiAzE4OJIb2GNyDHqx7ecfeaj5OT16bCa+eN4zccQRRwAA7vg/Xr3QNuZWtSexgo2yhTZhmmfVGUnUVg0NspUK1GZsd5Ew2uRtTQ6jlZhWOTZtu+PTu5Uhmzdr2KwkSPN85/XIz7Rl+waPE0CQPCByDPaQXKAeOw4S2oobUop69DggsY6yM/t2Nrj+IrtMFWzrk63tDq/ZqZkUzpoW3pqWdN1d1NAkRfOW589ahdZeZlaiMEkdas9rq0SdJKitGFHsJDWN/U3IDZqXJNV9jtEEMOACgEAIxOOaXY8dgc1Uinr0OKjRJkBbmTy9E2NaEDW6PQr7ZmEjeUYzVczOGELrXGcCcZoWEutClzLUfr9e2KxLIfKtauAU8uq4iCaRpy5y1FXs4oh7YjQVO/Tm7dFjf8BQE8Ln7ct00GN/tjutYTy2dFebuI/tVp2AKblA6xzX+vPXqVybIcQ2bR+TyEXX50kq0bSwWUl02qRnM0hQ13J9g8cePXpsOjwiDncrWHZr8FPKbHssgJ1InCbmLzXDefMQkHY4rT1m2lyHt9ljnOm22mG0mdZdtLFjoZrMur+NhNC6xivr3kdXOGo8pDZPHpEvjsG3jmc90jKJ7IxNm1ixFlGvU+U7DT0x6tFjP8O+6t8CiOGZ1OeoR4/9EftKVRpTXNYZj2zeMNrsxGp90jNt/rzVZs3Q3fj79vYmYVYi5DqX4w21gpk8KMkUvP71r8epp56K5eVlnH766finf/qnqctfcsklOP3007G8vIzb3/72eOMb37jQwfbocTAjsMNNYRk/rg/DzbEfpsOwo+1R2zZvR/uN9fa5BTxhp5RRLDJiwKJOx6Sk643kFq0XInOmzhREYFLFWxchSS1SWn8WijKVyMJmAwqJBBlBGlBIKtGAArxOa76v4aHrk66j2x9SPfa3TGsYUN3xF8b+hh1/A6pRYfHw/9zE6D3veQ+e/exn40UvehEuv/xyPPCBD8RZZ52FK664onP573znOzj77LPxwAc+EJdffjle+MIX4nd/93fx3ve+d+GD7tHjYMVKHODmOMRqHGz3oewI7C/2aEMihT3cZ93GTmElM2JfdCTZKoV1PfVpUnn+Rps5rt/XaP2wd1sVKv9svhEiI0Hle/vsJoTO8vQ4TrgoFttq/gnR4safEZ7yGI0sueIYSkK2XvXbNBDzfJflT/3UT+He97433vCGN6Rpd7nLXfCYxzwGF1544djyv//7v48PfvCD+NrXvpamnXvuufjSl76ESy+9dKZ93nDDDdi9ezdOfekfwy0vz3O4AgLCkMGDrbk52LMOCbIFGycGDSPIMZxjOL+1eR5EjOGwxmAfdTJ2BBw6XMNytTXhmmVf47DB6oZ6WsyCIwe34IhqZUv3UeJwv4Kjqr1bug+PiFtVN+Fwd8u6y+69MeCx9/w2rr/++tTbZ19gO+1R+V3v+D9ePT6EDzVfk3hhD6Sx6ROWb68ztlxh19rb6lq/8Tp9OrWXK5Yh4uL9+L7SqmkfzW2WpIIof6apy3XnBbXXda1128s1prU+T1u2TXS6lpm2vCuGIuoiRyXxmVxlNk5+JqlFk6rIpuUcdeUR2eeu8nvZDqOdaF2Gztr7a3bA7lbFmm0CxqvZGst22Pebbwx44r3+dSGbNJditLa2hs9//vM488wzG9PPPPNMfPrTn+5c59JLLx1b/uEPfzguu+wyjEZ97sK6YAKvOcQVjxjoQO332KPH3Ojt0T7EpJCU2qNF7FI7zDUp7LUVA2hvhoK0CCmaekwow1mzNXIsl5mXFDX2XYbROlShsRBaoRKtR4qmf+fuyjMhU83wXBkmm/VvUcyVfH3NNdcghIDjjjuuMf24447D1Vdf3bnO1Vdf3bl8Xde45pprcMIJJ4yts7q6itXV1fT5+uuvBwDElQU9cgJiZHC9HypG5X5CAA3qrS2hJUaoA9w+UoyYgHq0hnqLFKORDxgN1rZcMVqrRljdou/QhYEf4ZZq8Rt/FnhE3OwD3Azjyt18k5zfOQXoDWG77dENN9yQpsWVlc1XjMqDmKIYyTYmKD9d6zdeZ1SMOpYltD6317WPExSjrmlEXLwvFmsrQzqd29P1lam5HrcUnliqUPo6STFyxOnxXZKdScTIjnvWMFq5XFsNCmWDxnUbPqIxPW93MjHqSqw2q9JQucaUIiNdbSJk56470bqtGJXEaIzgobnNrnXK6Y1pYKzeJHZrEZu0UFUatZ7MzDw2bb3lu6YbLrzwQrzsZS8bm/69V/zhvIfao0ePfYhrr70Wu3fv3qf73C57dNJJJ817qD169NjHWMQmzUWMbn3rW8N7P+aN/fCHPxzzwgzHH3985/JVVeFWt7pV5zrnn38+zjvvvPT5uuuuwymnnIIrrrhinxvd/Rk33HADTjrpJFx55ZX7NO9jf0Z/zhbD9ddfj5NPPhlHH330Pttnb4/2L/T31mLoz9ti2IhNmosYDYdDnH766bjooovw2Mc+Nk2/6KKL8OhHP7pznT179uBDH/pQY9rHPvYx3Oc+98Fg0F1Zs7S0hKWlpbHpu3fv7i+MBXDEEUf0521O9OdsMTi3UAeQhdDbo/0T/b21GPrzthgWsUlzr3HeeefhzW9+M9761rfia1/7Gp7znOfgiiuuwLnnngtAvKvf/M3fTMufe+65+N73vofzzjsPX/va1/DWt74Vb3nLW/C85z1v7oPt0aNHjxK9PerRo8dmY+4co1/5lV/Btddei5e//OW46qqrcPe73x0f/vCHccoppwAArrrqqkYPkVNPPRUf/vCH8ZznPAeve93rcOKJJ+LP//zP8bjHPW7zvkWPHj0OSvT2qEePHpsO3g+wsrLCF1xwAa+srGz3oexX6M/b/OjP2WI4mM7bwfRdNxP9eVsM/XlbDBs5b3M3eOzRo0ePHj169DhQse8yJXv06NGjR48ePXY4emLUo0ePHj169Oih6IlRjx49evTo0aOHYscTo9e//vU49dRTsby8jNNPPx3/9E//tN2HtOPxyU9+Eo961KNw4okngojwd3/3d9t9SDseF154Ie573/vi8MMPx7HHHovHPOYx+MY3vrHdh7Xj8YY3vAH3uMc9Uo+VPXv24CMf+ch2H9aWordJ86G3R4uht0nzY7Ps0Y4mRu95z3vw7Gc/Gy960Ytw+eWX44EPfCDOOuusRvltj3Hs3bsX97znPfHa1752uw9lv8Ell1yCZzzjGfjMZz6Diy66CHVd48wzz8TevVs7gv3+jtve9rZ4xStegcsuuwyXXXYZfvZnfxaPfvSj8ZWvfGW7D21L0Nuk+dHbo8XQ26T5sWn2aNNr5DYR97vf/fjcc89tTLvzne/ML3jBC7bpiPY/AOD3v//9230Y+x1++MMfMgC+5JJLtvtQ9jscddRR/OY3v3m7D2NL0NukjaG3R4ujt0mLYRF7tGMVo7W1NXz+85/HmWee2Zh+5pln4tOf/vQ2HVWPgwU2gvq+HPtrf0cIAe9+97uxd+9e7NmzZ7sPZ9PR26Qe24neJs2HjdijuTtf7ytcc801CCGMDQZ53HHHjQ0C2aPHZoKZcd555+EBD3gA7n73u2/34ex4/Ou//iv27NmDlZUVHHbYYXj/+9+Pu971rtt9WJuO3ib12C70Nml2bIY92rHEyEBEjc/MPDatR4/NxDOf+Ux8+ctfxj//8z9v96HsFzjttNPwxS9+Eddddx3e+9734pxzzsEll1xyQJIjoLdJPfY9eps0OzbDHu1YYnTrW98a3vsxT+yHP/zhmMfWo8dm4VnPehY++MEP4pOf/CRue9vbbvfh7BcYDoe44x3vCAC4z33ug8997nP4sz/7M/zFX/zFNh/Z5qK3ST22A71Nmg+bYY92bI7RcDjE6aefjosuuqgx/aKLLsJP//RPb9NR9ThQwcx45jOfife97334+Mc/jlNPPXW7D2m/BTNjdXV1uw9j09HbpB77Er1N2hwsYo92rGIEAOeddx6e+MQn4j73uQ/27NmDN73pTbjiiitw7rnnbveh7WjcdNNN+Pa3v50+f+c738EXv/hFHH300Tj55JO38ch2Lp7xjGfgXe96Fz7wgQ/g8MMPT6rA7t27sWvXrm0+up2LF77whTjrrLNw0kkn4cYbb8S73/1uXHzxxfjoRz+63Ye2Jeht0vzo7dFi6G3S/Ng0e7TJlXGbjte97nV8yimn8HA45Hvf+959qeIM+MQnPsEAxv7OOeec7T60HYuu8wWA3/a2t233oe1o/NZv/Va6P4855hg+44wz+GMf+9h2H9aWordJ86G3R4uht0nzY7PsETEzb5Sl9ejRo0ePHj16HAjYsTlGPXr06NGjR48e+xo9MerRo0ePHj169FD0xKhHjx49evTo0UPRE6MePXr06NGjRw9FT4x69OjRo0ePHj0UPTHq0aNHjx49evRQ9MSoR48ePXr06NFD0ROjHj169OjRo0cPRU+MevTo0aNHjx49FD0x6tGjR48ePXr0UPTEqEePHj169OjRQ9ETox49evTo0aNHD0VPjHr06NGjR48ePRQ9MerRo0ePHj169FD0xKhHjx49evTo0UPRE6MePXr06NGjRw9FT4x69OjRo0ePHj0UPTHqMTO+/OUv48lPfjJOPfVULC8v47DDDsO9731vvPKVr8SPf/zjubb19re/HUSEyy67bN1ln/SkJ+F2t7vdgkfdo8eBBbt37K+qKpxwwgn41V/9VXzrW9/a9P0REV760peO7f+73/3u3Nuadd2XvvSlICJcc801c+9jI3jIQx6ChzzkIZuyre9+97t4xCMegaOPPhpEhGc/+9mbst1FcPPNN+OlL30pLr744rF5G/k9D1RU230APfYP/OVf/iWe/vSn47TTTsP/9//9f7jrXe+K0WiEyy67DG984xtx6aWX4v3vf/+W7PvFL34xfu/3fm9Ltt2jx/6Kt73tbbjzne+MlZUVfOpTn8If//Ef4xOf+AS+/vWv46ijjtqy/T7iEY/ApZdeihNOOGHL9rFdeP3rX79p23rOc56Dz372s3jrW9+K448/flvP180334yXvexlADBG/A7k33NR9MSox7q49NJL8Tu/8zt42MMehr/7u7/D0tJSmvewhz0Mz33uc/HRj350y/Z/hzvcYcu23aPH/oq73/3uuM997gNAHnYhBFxwwQX4u7/7Ozz5yU/esv0ec8wxOOaYY7Zs+9uJu971rpu2rX/7t3/D/e53PzzmMY/ZtG1uBQ7k33NR9KG0Huviv//3/w4iwpve9KYGKTIMh0P8wi/8AoBx2d1wu9vdDk960pPGpv/Xf/0XnvzkJ+Poo4/GoYceikc96lH493//98YyXaG0GCP+5//8n/jJn/xJ7Nq1C0ceeSTuf//744Mf/ODC37NHj/0ZRpJ+8IMfpGkrKyt47nOfi5/8yZ/E7t27cfTRR2PPnj34wAc+MLb+DTfcgKc97Wm41a1uhcMOOww///M/j29+85tjy3WFXi666CI8+tGPxm1ve1ssLy/jjne8I377t397w6GwK6+8Er/4i7+II444Art378Zv/MZv4Ec/+lFjmfe85z0488wzccIJJ2DXrl24y13ughe84AXYu3dvY7l///d/x6/+6q/ixBNPxNLSEo477jicccYZ+OIXv5iW6QqlveENb8A973lPHHbYYTj88MNx5zvfGS984QsnHvPFF18MIsK3v/1tfOQjH0khz+9+97sTw1a2ThnqeshDHoK73/3u+NznPocHPvCBOOSQQ3D7298er3jFKxBjbKx/3XXX4bnPfS5uf/vbY2lpCcceeyzOPvtsfP3rX8d3v/vdRHxe9rKXpeMxezzpmN761rfinve8J5aXl3H00UfjsY99LL72ta81lnnSk56Eww47DN/+9rdx9tln47DDDsNJJ52E5z73uVhdXZ14jnY6esWox1SEEPDxj38cp59+Ok466aRN3/5TnvIUPOxhD8O73vUuXHnllfiDP/gDPOQhD8GXv/xlHHnkkRPXe9KTnoR3vvOdeMpTnoKXv/zlGA6H+MIXvtDHyXsctPjOd74DAPiJn/iJNG11dRU//vGP8bznPQ+3uc1tsLa2hn/4h3/AL/7iL+Jtb3sbfvM3fxMAwMx4zGMeg09/+tN4yUtegvve97741Kc+hbPOOmumff+///f/sGfPHjz1qU/F7t278d3vfhevfvWr8YAHPAD/+q//isFgsNB3euxjH4vHP/7xOPfcc/GVr3wFL37xi/HVr34Vn/3sZ9M2v/Wtb+Hss8/Gs5/9bBx66KH4+te/jv/xP/4H/uVf/gUf//jH07bOPvtshBDwyle+EieffDKuueYafPrTn8Z11103cf/vfve78fSnPx3Petaz8KpXvQrOOXz729/GV7/61Ynr3Pve98all16Kxz72sbjDHe6AV73qVQCwUKjq6quvxq//+q/juc99Li644AK8//3vx/nnn48TTzwx/XY33ngjHvCAB+C73/0ufv/3fx8/9VM/hZtuugmf/OQncdVVV+Gnf/qn8dGPfhQ///M/j6c85Sl46lOfCgBTVaILL7wQL3zhC/GEJzwBF154Ia699lq89KUvxZ49e/C5z30Od7rTndKyo9EIv/ALv4CnPOUpeO5zn4tPfvKT+MM//EPs3r0bL3nJS+b+zjsC3KPHFFx99dUMgH/1V391puUB8AUXXDA2/ZRTTuFzzjknfX7b297GAPixj31sY7lPfepTDID/6I/+KE0755xz+JRTTkmfP/nJTzIAftGLXjTXd+nR40CA3Tuf+cxneDQa8Y033sgf/ehH+fjjj+cHPehBPBqNJq5b1zWPRiN+ylOewve6173S9I985CMMgP/sz/6ssfwf//Efj93Ttv/vfOc7nfuIMfJoNOLvfe97DIA/8IEPzLyu4YILLmAA/JznPKcx/a//+q8ZAL/zne+cuu9LLrmEAfCXvvQlZma+5pprGAC/5jWvmbrfBz/4wfzgBz84fX7mM5/JRx555NR1JuGUU07hRzziEY1pk77/Jz7xCQbAn/jEJxrHAoA/+9nPNpa9613vyg9/+MPT55e//OUMgC+66KKJx/KjH/1oom1uH9N//dd/8a5du/jss89uLHfFFVfw0tIS/9qv/Vqads455zAA/tu//dvGsmeffTafdtppE49np6MPpfXYVvz6r/964/NP//RP45RTTsEnPvGJiet85CMfAQA84xnP2NJj69FjJ+P+978/BoMBDj/8cPz8z/88jjrqKHzgAx9AVTUDAf/7f/9v/MzP/AwOO+wwVFWFwWCAt7zlLY2wiN1v7fvx137t12Y6lh/+8Ic499xzcdJJJ6V9nHLKKQAwFn6ZB+3jefzjH4+qqhr24d///d/xa7/2azj++OPhvcdgMMCDH/zgxr6PPvpo3OEOd8Cf/Mmf4NWvfjUuv/zysXBUF+53v/vhuuuuwxOe8AR84AMf2OdVcscffzzud7/7Nabd4x73wPe+9730+SMf+Qh+4id+Aj/3cz+3Kfu89NJLccstt4ylPpx00kn42Z/9WfzjP/5jYzoR4VGPetTUY9zf0BOjHlNx61vfGoccckiS6Tcbxx9/fOe0a6+9duI6P/rRj+C971y3R4+DBe94xzvwuc99Dh//+Mfx27/92/ja176GJzzhCY1l3ve+9+Hxj388bnOb2+Cd73wnLr30Unzuc5/Db/3Wb2FlZSUtd+2116KqKtzqVrdqrD/LPRZjxJlnnon3ve99eP7zn49//Md/xL/8y7/gM5/5DADglltuWfg7tvdvx2j24aabbsIDH/hAfPazn8Uf/dEf4eKLL8bnPvc5vO9972vsm4jwj//4j3j4wx+OV77ylbj3ve+NY445Br/7u7+LG2+8ceL+n/jEJ+Ktb30rvve97+Fxj3scjj32WPzUT/0ULrroooW/0zxo/x4AsLS01DinP/rRj3Db29520/Zp57Yr9HfiiSeO2eZDDjkEy8vLY8dYXl/7G/ocox5T4b3HGWecgY985CP4j//4j3VvwKWlpc6ku0lE5+qrr+6cdsc73nHiPo455hiEEHD11Vf3JaY9Dlrc5S53SQnXD33oQxFCwJvf/Gb8n//zf/BLv/RLAIB3vvOdOPXUU/Ge97wHRJTWbd+jt7rVrVDXNa699trGw7jr/mzj3/7t3/ClL30Jb3/723HOOeek6d/+9rc39P1s/7e5zW3S5/YxfvzjH8d//ud/4uKLL04qEYDOvKFTTjkFb3nLWwAA3/zmN/G3f/u3eOlLX4q1tTW88Y1vnHgMT37yk/HkJz8Ze/fuxSc/+UlccMEFeOQjH4lvfvObSRWbFUYg2ud/I0rUMcccg//4j/9YeP027NxeddVVY/P+8z//E7e+9a03bV87Fb1i1GNdnH/++WBmPO1pT8Pa2trY/NFohA996EMApPrsy1/+cmP+xz/+cdx0002d2/7rv/7rxudPf/rT+N73vje1yZolhL7hDW+Y52v06HFA45WvfCWOOuoovOQlL0lhIiLCcDhskKKrr756rCrtoQ99KIDx+/Fd73rXuvu1bbcrVv/iL/5i/i/RQvt4/vZv/xZ1XSf7sOi+f+InfgJ/8Ad/gP/23/4bvvCFL8x0LIceeijOOussvOhFL8La2hq+8pWvzPgtMqy6tm0jN1JNe9ZZZ+Gb3/xmI9G8DTs/s6h3e/bswa5du/DOd76zMf0//uM/8PGPfxxnnHHGwse6v6BXjHqsiz179uANb3gDnv70p+P000/H7/zO7+Bud7sbRqMRLr/8crzpTW/C3e9+dzzqUY/CE5/4RLz4xS/GS17yEjz4wQ/GV7/6Vbz2ta/F7t27O7d92WWX4alPfSp++Zd/GVdeeSVe9KIX4Ta3uQ2e/vSnTzyeBz7wgXjiE5+IP/qjP8IPfvADPPKRj8TS0hIuv/xyHHLIIXjWs561VaeiR48di6OOOgrnn38+nv/85+Nd73oXfuM3fgOPfOQj8b73vQ9Pf/rT8Uu/9Eu48sor8Yd/+Ic44YQTGl2yzzzzTDzoQQ/C85//fOzduxf3uc998KlPfQp/9Vd/te5+73znO+MOd7gDXvCCF4CZcfTRR+NDH/rQpoSb3ve+96GqKjzsYQ9LVWn3vOc98fjHPx6A5CQeddRROPfcc3HBBRdgMBjgr//6r/GlL32psZ0vf/nLeOYzn4lf/uVfxp3udCcMh0N8/OMfx5e//GW84AUvmLj/pz3tadi1axd+5md+BieccAKuvvpqXHjhhdi9ezfue9/7zv197nvf++K0007D8573PNR1jaOOOgrvf//78c///M9zb8vw7Gc/G+95z3vw6Ec/Gi94wQtwv/vdD7fccgsuueQSPPKRj8RDH/pQHH744TjllFPwgQ98AGeccQaOPvpo3PrWt+4cUeDII4/Ei1/8YrzwhS/Eb/7mb+IJT3gCrr32WrzsZS/D8vIyLrjggoWPdb/Bdmd/99h/8MUvfpHPOeccPvnkk3k4HPKhhx7K97rXvfglL3kJ//CHP2Rm5tXVVX7+85/PJ510Eu/atYsf/OAH8xe/+MWJVWkf+9jH+IlPfCIfeeSRqRLiW9/6VmO/7ao0ZuYQAv/pn/4p3/3ud+fhcMi7d+/mPXv28Ic+9KGtPg09emwr7N753Oc+Nzbvlltu4ZNPPpnvdKc7cV3XzMz8ile8gm93u9vx0tIS3+Uud+G//Mu/TFVfJa677jr+rd/6LT7yyCP5kEMO4Yc97GH89a9/faaqtK9+9av8sIc9jA8//HA+6qij+Jd/+Zf5iiuumLuizWDH9/nPf54f9ahH8WGHHcaHH344P+EJT+Af/OAHjWU//elP8549e/iQQw7hY445hp/61KfyF77wBQbAb3vb25iZ+Qc/+AE/6UlP4jvf+c586KGH8mGHHcb3uMc9+E//9E/TeWIer0r7X//rf/FDH/pQPu6443g4HPKJJ57Ij3/84/nLX/7y1ONn7q5KY2b+5je/yWeeeSYfccQRfMwxx/CznvUs/vu///vOqrS73e1uY+t32cP/+q//4t/7vd/jk08+mQeDAR977LH8iEc8gr/+9a+nZf7hH/6B73Wve/HS0hIDSPZ40m/y5je/me9xj3sk+/roRz+av/KVr4wdy6GHHjp2jF3X1/4EYmbeFkbWo0ePHj169Oixw9DnGPXo0aNHjx49eih6YtSjR48ePXr06KHoiVGPHj169OjRo4diLmL0hje8Afe4xz1wxBFH4IgjjsCePXtSF+JJuOSSS3D66adjeXkZt7/97af2i+jRo0ePedDbpB49emw25iJGt73tbfGKV7wCl112GS677DL87M/+LB796EdP7Ofwne98B2effTYe+MAH4vLLL8cLX/hC/O7v/i7e+973bsrB9+jR4+BGb5N69Oix2dhwVdrRRx+NP/mTP8FTnvKUsXm///u/jw9+8IONsXLOPfdcfOlLX8Kll166kd326NGjRyd6m9SjR4+NYOEcoxAC3v3ud2Pv3r3Ys2dP5zKXXnopzjzzzMa0hz/84bjsssswGo0W3XWPHj16jKG3ST169NgMzN35+l//9V+xZ88erKys4LDDDsP73/9+3PWud+1c9uqrr8Zxxx3XmHbcccehrmtcc801E8e5Wl1dbYwlE2PEj3/8Y9zqVrdqtLbv0aPHzgAz48Ybb8SJJ54I5/ZtTcdW26TeHvXosf9hIzZpbmJ02mmn4Ytf/CKuu+46vPe978U555yDSy65ZKIhahsOi9xNMygXXnghXvayl817aD169NhmXHnllZs60vcs2Gqb1NujHj32XyxikzacY/RzP/dzuMMd7tA5aN+DHvQg3Ote98Kf/dmfpWnvf//78fjHPx4333wzBoNB5zbbHtr111+Pk08+GVdeeSWOOOKIxrJ3e8drQIMIOEZVBZCPqCrG0mAE7xhLvoZ3EbuqEZZ8jcpFHOLXUFHELj9CRQFLrsbAhfTegzF0I3hEDCjAU4RDhCc5VQ75lEWIMQ0sryOu9NUjwKFmjxF7RCasxgEiCCtxgLVYoY4et4QqTaujw0oYYC14jILHal0hsMNq7RGCQ6gdQnDgQIgjD0QCRgQK8udGBIoArQEUCW4NcAFwI/mjwPCrNo1BgeFqwK9GUAT8WgBFBo0iqI6gmkGjAIoRGNXpFTECIYLrGmAGYgAig0MAmMEhApEBjuCo54pj80cmB3L6IPIeRPrqPeAIqIaAI9CgAioPOAceDgDnEIcV4IE48OCBQ6wcwtCBHSEsE6InxAEhVkAcAHFIiA4IywA7mcZDRvRAXGKwY/CQAc+gYYCvIpyPGC7V8MTYNVzDwEUcMljDrmqEoQs4rFrBgBiHV7dgydXY5ddwmFvBgAJ2u1vgKeIwdwsGFHEIrWGZAhwYh7gIB2CZCBU5eBAG5PW6cnpNRb2mOH2uOSKAMWJGADBiYJWdXDvsUbPHCldYY49VHuBmXsKIHW6Mu1Czx01hCatxgFvCAHvDEGuxwk31EtZihZtHA6zWFdZChZVRhbp2qNcqxEjgFQ/UBDdycCtyfflbCBSAakWuK7/GoBtuwZfe90e47rrrJo6Lt6+w2TZpkj26zR++CHToEkCQvyoCBNAggojhfQT5CO8ZwyrAuYilSq+paoTKRwxdjUMqsUOH+hEqF7DLrWHJ1agoYNnVcBThYeQtjh1fG8zZOw7IZC/qdJsWmRD0Gor6enMYIjLhxnoZNTvcHIZYCQOMgsPNoyECE1ZGYqtGI48w8ojR7BGANSf2qM72yK0SwGqHAkA14GrIvBHrK+ACgwLgann1axGIgB9FsVWjCDcSW0OrapfWRqAQgDqAV0dic9bWgBjBdQBCEBvUYX/khfJ7n+0RnBOi7D1ABFSVfK48UHmw98BwAHYOvOTBjhCHao8GDmHgwB4IS05tDiEMAK6AMCRwyx7FIYMb9iiKPRpEOM8gYlTDGs4Bw6pG5SOWfI2lSp5dhw7kmXZYtYIlF3CoX8WhfhXLrsYR/mYMqMZudwuWaIQj3Cp2uRGWKeAwYngi7CIPBwdPBAfXsEERYnuYGQEsPzPLa83AGjuM4DBK9mggzzseYI09VniAVa4w4gq3xCWM2OPmOMBqHGBvWMKNoyWscYUbRssYBYeb1pawFiqs1h5rq5U8+1YrIBBo1cm1tUZwqwAFQrUCuV5WxRa5EeBXGWFtBV/84GI2acODyDJzw2iU2LNnTxp13fCxj30M97nPfSaSIkBGAm6PlgwgleSWcLuWEzFygwDnI3wV4QcO3jGGA4eBDxh6wpInDF3AIVWUi8nXGBBhyRGWHWNAjENcDUeMZRrBE2NAQpQ8RQyoBoBkpEqERJAcIhwCOwQQRlwJSWKHFQ6I+jqKlV4gYoj2BsIoetwSHFYCYS063FIDdQRuGTmMgsNaXYkxqj3CyIGDy4ZoRKCKhPQ4uWAcIX12BFBkeIhB8k6NkGd4UpJEQpAcBZBnOBdAFIDAIAghItRAiICLYKqFACkxAgUhR6QkCRgnSAWSh84OIAJByR4cKDoABIoeCB4gD44egAPHCiACc4XIDqznm8khEIFBqJ0SJCersyc4j0yWBgyqABqYQYqScTeMwDAAjoGlkRqpCuwDQjVAqEYIrgaGDkxR7iBXg7wHeQJRgPOMimq5/miEioCKagxIiPYAjGUCBgR4AANiJUV2jvTBBTFEAGHEhAhKBmnEwEANUcUOAYCPHssgrDDBRcKIPSjKuhQcBtHBRQ/UFapYIdQVBtGBRxVcqEB1BV4bwEcHrFaI8xyDAgABAABJREFU0SEMKqAm0MiBBkrCK4BqfR0BWAMQWr/pNmKzbdIke+R2LYN2Lcl1QwxUDBDgBkFeqwDvhSBVlVwPg8qjchGVd1iqagwdYaliDMhhuYoYEHBY5bBEDgMXsUwER1TYnPVDAqFYJnaQpHGCJPfPiD1clNcYPFZDhRAG4HoAih71aIg6OtSjCggeXHtg5OVeXXNy71bZHrlKiZGzVyVDtTpqEXBOiRHZPLVHHvCsxIiFaDqOcDEAFEE+CEn0DsQBcAFcOSAEwBGYGIgjMEeA4jg5UjIE1muW1N6Q2B+wTCM4/SyvxF7YDTwYA4AcIg0AR4jOI3oPJoLzTm2O2KEwINBA7A8NCNFDPnuAhmqHKgBKkHhJnmkYRFAVQZ5BVQA5hhvUcD7CVbX8uQA/IHgXUVVA5WpUFTD0jIEjDP0QQ3JY9rXYHRdxCEUMiLDsAgZAskcAq+Nv9zEhAkKIWsQIAFYZ+pyTvwDCUKcNImEEwjIDe6NHYICiQ2QCQgXPHrH2CMGjih6jNQ8fK9RrA6CuwKMKcTAA1Q6oKnDQ62vk5Flndsjl55ycJ7mu7NJfxCbNRYxe+MIX4qyzzsJJJ52EG2+8Ee9+97tx8cUX46Mf/SgA4Pzzz8f3v/99vOMd7wAg1R6vfe1rcd555+FpT3saLr30UrzlLW/B3/zN38x9oBNBDJAw6kmIvD3GujRK88J1kC9D+q76ysRKLOTRyiRODkjeM+l9zQR2DHBrGZ0HR6IAEQm5cWooPICgBqOI1ZJzshwrqWAhNxyCKD8xyrajA7kpnq6b/Psws9yikUGRwcQgZrAMUSjTgtwMiAwKJN8tChGkKEaZ9eTIdOh0mQ/IqxhTiCIHiDrHjDrIdx64iFHwcMTy0HABq3Gg8/S9A1biAIEIQwqN7xIQ4JXseIp6ruW3lnnUWl4Vow5R1wHwxIicH5qOIsBOFE/dt8cAIGBAAYEcBhRQuSCEiuR3q1wEc0BwDrWX36n2DCAiVhHMDhwZsSIQMUhfY63HG8XIbwe23SZR+9WUnXVWM/W5sFuOuPHZQ5yVEm6KnQOg10NJAGy6y+SK4sy2qbRDpMfnSI6D1PaK/VVaT/mPy3NC1JjOtlzrOEswUcOu23pElOyNbFf+iAhM4gXKreBU0XYAQiZDU8DMokSZnYsMODMgcn+BufGX7ZGo8uxIbY0YWrEzSLbI7BCiHJLZJOVwco6inpRI4CjnjpnALNEJioTAhBAdHDHqKHYpqgMVmZToMkbOwyMisMMaPJbZYY0cHBgj5UAeQhwd6fcsEDqeRV7OqFJwsWmO5Nki11mE1+sswESFCgMKGAEShWFG5SJ8FDLmiFFRhHfy5/SPPUBe7JAYPiWPXp5X7MReUyXnmJkRIiHGxZ/7cxGjH/zgB3jiE5+Iq666Crt378Y97nEPfPSjH8XDHvYwAMBVV12FK664Ii1/6qmn4sMf/jCe85zn4HWvex1OPPFE/Pmf/zke97jHLXzA08B6J8r1KhfRvkZE0xsLKlcHOL1ITA2gFIYriZujmIyfXSykxojUAImhEXsgREeITDIWTm5wu0FZHR5iI0FyUdkyYiN1edgFR4B34IpFMUokSFSdrPYIcUkRWdLPIUhoLATdvhcjA2TPrTBUE1l9ZAndEaliBXCM4snVMp2cKF6AGCYHyI3jSGxmkHMZg+yDvMr5ILBn+T4jiN0jpySKEZxHdBEj78FMWCELbREqCqjYYUAREQSn+w/6ALLw2LIbIZBDIIchBXjHokCq9yUemFw1EaSGyb66blO9tHSNQIySbxmkIQLWCBigTtfZshshMGHkfDr2Ecv7JVfDscOwmBeYQOQRmOCcA0eHSIxoD76a5OcIhGDPCQKwuj3Ox7bapPLhru/N2TCyQHr/UrqP86uRDt8iRM6IM5BIjs33rYfW+DG1Hv7pXpOXRJCURJf2CGiqTUbUxCbJA5gb3yfznWR/UDhq+ppsjr7mc5QJUtuZK4lSmicHlYRVVjIEUqcuvTohM0QgL3cJwadz0aVeg6MSKABebA0AsPdKVjjZVQoh2SM5eWKPKEQlZQwXONmFCMoOWYDaKiVJytfIqdMRlFR5cUjZyB4ionNgjvBeFOIQHWr9LWp2QKgw8iMgVBi6GqPo4RxjxEKMVli8lzX2GKgNGGiYzMiNB2GgJ99NsMnZ/qjAz3INgyNG5DBAgAM1lUt93+WoDZ1EYoYaZRg4cdKCjxgVjppDRAwEhgMiEIOIATTU82qkUhXD9YPOkzEXMXrLW94ydf7b3/72sWkPfvCD8YUvfGGug1oUXaqReFCzI8DBIXTPYwdPUW8zLtahNL/xOkH2nsVba3uKbRBx4ZFhzKA0RLIxDy4vk9ZpvTfVSIwNixGCTS+MUNRppjQZOWMnhsM5UIxopLLN4LklQ+WQvTND5OSZyzyo16ZG07w3nQ42D06+25iH5m0d/R5RlDVmAqJDjIRA4oXV0cG7iJolpyJCQqAjJ+HSEbxcD1whYoQRV0nBCYhCSiggMIniA80lIrlOu9ShaRDVyJSnCM+EEbySpigPUnIpX25AIb2vXECMhMpF1Mz6QGZEJ49J5xjkIog9yMlD0QinkGsGRwKbldwG7AibtI6KsxEEuPXJUAFb1myPqQgeUWxbSy3ymO0Bsp5SlZDUIZUiqJhuH7rsDUr7pE9bm+dI7tXyQW3LQB2gALE15hBGVbdDECUJLHaHI8hRIkfUoVYzc2NfzAwqiZMdgirYUOJEbMty/spZVGu85+IVHcslW8SkqhWBmUDq8EcmhEhyP7LYpkiaK6a/eUDOHwvkxEknUhvl4JkRVeoTBwsAcxbw57isM/1kjNI0cflGxTKilMvzzdsfYlaMnAgDphp5kpwrR4zoKDkdIlvK+WHHcl5UADA1Kfrx33ZWbDjHaKdCLhaVFsu/QsmJTAiUyYyREbnI5CbycMm7chQT6UFBXCyvyN5bblFgknwjuIXCeUT5YcUuwpNDcCIpRlV0oaExuVCQpEUCGp5aVopk29EDTi8q+UpKgEBiWDzkovMk6kzFRViLJAqd7m4Pcur/mlIkX0CUIyNHZle6PLZJ4CgGIWroyV5D1CRwArkIDupxRVXTYvbSXFDbFZBUs8ThvBgeR2IsI8l3AztEAshH1LVHjA6lvagoonYOVR0xdCFdO0uuhg8xqQEDqhHU0gzIw7tsQCIIAREgVnIk259GG03C9um5YHlIKmEX4TsHCZWNuEJwhBWWfR/mnSZDenjiVDgAqGoVPMKgTnJ0cIyaJEcAgZQMMYidXj8EdKf0HDxohZXEt8jqShdKdbiEKHcFiSFAwhzNZX2H82T2qSRIbXIk88cJUUS3jTJF0hEjFqoXEUsuh5INMDUdrVIpQvFZlUZiUUQkbJ/vTSbktB4mVal0mi5P6rDBqyG0BCbvxTYggLzehZZmkMJqmB7ab5yUIqwGZKesDKXFqCpGlFBOYFDNQAVRgKD5nA6IJCTOMUsOEkNz1OT8k9dzXcszTAik2KToCMwOVHt4H1GTx8jJNTGKUuCz5sXAr0YLW4nThigqDaJlRwVEcnAcMdQrIUJy3MwJjdRtiyIAT4TAos5bDofX62RA4qBFOIBEvQ6QpO4BCV0bkOxfHLQIYIQlN1AFO8iz2TkMqgAKjLryQGDEgShoDLk3KMiBshfizZpH6p1mfyyIxZNg9iNwi5S0Scokg9CG1KYVBEj/DEaKJilC0+ZNgj1g2/K1TcveVqnItNWfPH3slbJyxEStdUmlXJtH6bXxZ5tLSYwt6DLJCyu9tCn5RWNIoTh9tSgB2ysXnpkZLvsMjfnbeyQVqfTShFCR3GwMIQGx6aVFJtTsEDSRsGaHOnr9k+TV/FcpOab0OuIqGQsJtSIrR/lrTYSkoHdNzwTJvDMrGvDEGFKdqixNOaoowGtsv9LKueStOXnwOfXYyLPG91lkfs/qoXEi3AcT0j03wyXs0qXPs6svinlshv3m6XMrFLco2jmPFtpvoLBH2fZwt91pLDNhp615Zp8kubphCMds0ZjNab2fSbWeAdR28iJnpTqKelTamIYNKtQimwa1S4gk7yMKAy3zUqoICrWIqfE+ctMOybOnsEHw6XkktsnskThe5l7NE47y6sR75BBsmp5sU9RlojgGsPeyjidG5YQsmR0SAh5VwZa/nBNvKjaSk59Vo4V+UgAHsGJkYKBxsUSOWV6Eg0sPI5svHlqwV+jDVVUjAGM3cg6dZeKT1CKeXS1yKa5jn8Wbt9d2vgJMWpQQdMo3sph88tAIhdcm9D7lELpimpcvJ/lHciiSlOzESYpRJEs4kFcFKUhlSMoFcoSUT+T0nJnXFaPI2szTCZHlFFnSY4eXZkmPiKYosdx6UcljIHH0COAgYTGRnS2pXNMVagBMcJ7VK1NvFgSuRREJXta3nBFAvKPgInw9FMVIb/yRnujKyQNqyY3golQ0RRphQDUGCFjhCgFSveQh4TBHQo7kZ1j/mjHVyIwRIA+wkb5PIV44ROc0KVzfcyXtKljDgpB7oOYaPgrpGxEjVISR5ksxE6IjifM7EhXN6bEON/bgPRCw3k/WqQ512IbALoVFglakBYiCbWHR9eALdbupFMXk3AHQh2GTJLSPqSvnEShVMZPIkIlQY5raH1N9YrZNpojAsdqjIjRCkOlO7l1Rg8kKxsQ2OLE97EjDYk6UIgtFlYkPZT5k5KnkKCVhaxGJKFMxK9hleD+oax2cfj9RromE3BCkuMMFVWGkq4nmQ0oo2rISXMr9BIilqhZOOZHaI9LCCOckxwgARi4iOsJalEd6FT0GzsOx5BiVipFDLIozuLATqmCn64sLhXryxV2qRpMUbNvHqFCMACA6l44v5zxW4nA6h4HzQAXUwWtaV0ikjSM0zJqfXc4zqCZ9hk885HVxwBGjtuNg4CJb32ChtcAu/VBB7+JAcjU6Kx1QcuTBY4bE1jOy1YVJ0wGkREy7eLoMqFWDlMSIAcn9YIwbomSkCvLEWZ6GY7nPy1wiyyEJYoighkpCcBpSIxYJO6qC5J1WcaCI8UPvdCfH6ZrkaPw3W+eJUhqjojqtSZQKJciZZ6YVIUnOVi/SClQI0Gd+ikCRkiYGixbLKKrUJCGZANQ+giESNgC4ILfSEgirFBEQsFxI2GtcwSFKnyvK/a6GkJw1mcZIYXHmTmNkEnaiz9RM0pZpqhKANEeFMUINOLkOgyYvrroRPEesukqVKzFGQAWvoYbgo5JKQvBKbAcEDi7laUTGtlWl7UjMqM6IExWLz2WoX6qGxFGLU6zHZJTkqEQ7z8j214W2sybTCnJUKNmwvEdCSsCGCh2UbBLGkq/Lee3XUjUy9ZqUeLG+kqNkj6BEnWC2zTUdNIi9kVM/w+9kuZOx5cxZSN/yK+3PnMeIFNpndFSmAalaloI6Y07tUOHopXnqsAJmjxxiZNRRzn/QfMg6yv07jAGroRJHKXoNqUvu4YgDVrSCdk1pxkB35IkxSqF+uToHyGp22yYZcUrXBpohNbBDNMWIailK4UpSDDS0NpDqGCy5ERAHqFzAEISaA0ZRtl75IAKBEtTAAFcEBIAHInNJeqgl/QOxO1V4Juy3xOiUN/6J9A2Zw2IYKQpMyBkj0GluTC4GJHzmETQpOzYapjW3vblRyUnStzljkuzXJDVmLEpjY68NQ9OK4+dcAEo5OqzJbewlJl4SqFQJUiZdA+PTHKTqwvJ27DuYatSFcnumFJVJdC3VyO5eK5kl5pSE42rJGSoNEQDpdaFSdZpm5MnrtGgJmkICgAh2YowCASMt4R8FeWhIAnNMFSGIaBgkMUrSgBEAAo3g4LAGve44JoPiSI3NOuQoXStpuhogfZhKnD8gUJQqFJI8pyHJcS1xBRcZS65OiuqaiwBqrDkp/x1Fh8qLTB98lPPpZfscKCWPHoyhtM1E22GznBNz1CJUiSlUIysGmX9f89sqRzHlPMrnHBI0e9R2zhrTkD+P2aPWX5MsyX1ZEqJkBC2kYqQoheqVBJFTJ65w0CwxetGcR1veiJU5aDHbIwoMVBZSA0w4yaX5YlcokadcoQavX09/Vo5mfwtHTcv3xVEj1CQKL1xMjlrN0nDRxQqrqiKNqILXKrUAJ9Vp5IXEaFGIKd7Qcnr5rWWSBxp2x1A6aabSWFFIBIv9QQ1wpddrDU8DDFFjRB4DV6cikICAJSf9/ioKGDglbt4jEOB9zKHEKkq+kT6zIpNcnySOLA8Wl4z2W2Ik2fmMZvnVZJSl8Tlz3yFoYqLdvOahRdNrTTUCAFQTZWxThCyRNTd5nM8I+Q5CZKE0Q7tsPxkcpzk2SRVSSVhL8i25EUD6nGTuNE/VIonR5GrfqCG0yJJoaOTCktPlwLJqpCWmohxxNlZFSG0MRaJjGqaBi3CaJnZDQ3jsNd4co8jYQEp6dIFT8qCEDQlcM6InuFrOWYSE29gjhdTIMUjdXNKEdtakx+gYgZzmempCNrF6aXJtDV2Nyg1QU0TlApageT1yIWEQa006rOXB5rSrMVmOkPQWKZUjuS46CFK6PjQhEozAgKeQcpgAlcidk4Z5+vsPOAhho5DKee07rJJ0Za81DGx7buQyBCdem5PGmjyc/wF9sMHOH7VsloXLzR5ZNZFUKcr9NdD3RoSsWm1RcjTtGNdD4jkp51GLMho2yeyP2pUifJYUI1fYowYZQg69mZPG0KpIcbzEPCtBdxraj1Yyr7ZAw+MiJ1g/s0yeUrXsPHmOViTRdtBYW4ZQFO4atE2iJWGrEybl+qTLS/I1uyKUFoT7Oq8955zwPoAaITUwIzpGLZXuWKs9Kk8YqdK7EgaJuK5GKaAfaBWKowgXGcsWpqUanjXcSiOANXKidqu0R9P8nxxS02pbsKpG+aIZaMHHMsnIEoGcFDolRSuitvYh+qx2xAiVwyg6hCjtRETVB9hrEUEgMEWpRLNE93kJb/u7HEiYVu1c3vQl0UhljY2HSc4Nasbk9+0pm1TRYs3VMkkq/lCoRBh/lQ20plFznXaeQJmQXRyEbMN6iNi0GfJjpqL9I5Zda03CtuUa6pG9t3UAS7BO4TZLbizfa3KkheLye737LBlbE69jlPwaa7DGAGpNxLY8NQvbWqM1C7ValWLZ0sESIwPTREVyEhI5ss9KBi0R0qmKNERIBM1rwqPJ2AMSmdpK+AdOXiutmioTIR1xLuN3rF47b1u5/v6KZFuSjWmTpVZhR2GX9hUsebZLvS5DaeMz19lwaWs6X9WulHZHDsR23nyfD6pph8rptn5rMNG5uiJ3DW8UW7ao3LYp2KUt4qataSRkFwp2SrqOhR1im45cGMJAjJJTZYUhzb9sixrDv1gOLMpc2GavvbY9MlGrC+3b30Jqlpcmy3AxvFZMJftOi0Fyyb5U+eZXHWKHWApCUjJ2zMnYnjUfTV/75OtxTCdHRniaD68ypj8CkhfvUvI10g0R4DuVncBz3GRAysiP8HKRWI5RyurnZDiFkzSn5Rl2p1HytkhjMha7tullErZ5JDkhW15jpaqKlpQCSHF5JkjzMZOcvChA7CAhlqB3tvUS0Ri/OQ6mKsmPMcXTtXlFEnbZBRuISOX6pCWyAChozxFrigan5bGUK6g0OY/1+1kVg3izGqNm20TTU4sA2BNGhJRvFLTDqv02lQuo2aHSXA4jHaIYDbSxmbp6EZLPo9ea9CSy/IXifLSUo1JBKu//wIyBOE0SfkHIuWtavu8gzd4CdPgH7xrVTKsUJd8oelEuNIwCIBFB7x3WIOcoOkY8CBWjtvKTosAW4i4QSxXQpiUV28FTaNijFErTGzbqk1MiOPbw3xrVCEAj5xHIoTNm7i4GcVFCVtb/i3IJvtw/1ugxFz80wmYuK0FWGJLyHtWMSNK2kiarxY6qwKmyJjmPJlWJRZU+W1IQMpbzCEiOJNAI7zcIE2uhieUaaYJ06lcUZL/SRkTbGNRR0hCiDCrCgXPbN8sj0pGHJC9KC0Q0+if2SV4jif2KBKkGtYRznQeWJrSOCWtBoh3l82PgBqjIS4k8m62K0jUbUcr23XhSvoSn5LqLWppvYf4uzlGG1ABbV44PBIzAWIY0vI3FvoNexyO/mobKMkR2WIsRdZWrgL2LWKtFNQqBIY8qkgaYgTRHlhCnPV/WwQFJjNaD9CnViq91PLAypGY/uENMJMgIUrMXzOJe3XhZ7HgflOyt2YR8bNLzgzqbOVrorDEteWVUkCs2O5M9Ns0XSqExiGdHZQJiOmjXTXomTS/R7hvSmGfGtvgxAFiFGgeAqqI9v3pjFOU7kXlgxj3KKGCUTVqCJFweLoR1XqM9f5Q4tihIctNOa88f2GEUKwSXCXikrCB5lg7YIEl2jJDvME3l7zxLdlHo7zFQ5ShqeDAiYEReFSQhZwOqseRE2bKeIgOS5Myh5h8Fy4FyxasmQrKX0OpBi0346ikEb0SIaYxI2fxJ/Yva0yclVG8GrBgE6BCIzY4ABfnJjhtQKtBoOgBpvg7RkwiUkal8ssums6kLth2Q2SNTlzS1IIXUzBa1yFC7uWMnTAUyW8WaZB1ZiaFuM7IyIeSmjrGwNZYKEgt7VKhCphZZ3idUxWZVv6WViJyHqKMRhCK8X0eHiijl1FrhhY2LJwnWDmsMLEOG7kgheHbJHjmm9JyLmB5mKgmTJkUIKeKybN9UI0qqkRWJRLIeR4SaPAba06jSEOHAS4mJd0LmAMm1QnR52BAgObSL4sAgRqwPsDkVm7JLqHUOTSEOMi8EsITHZAAp5x21VaKyz9GsaEvVVqVWqkPmAYiaQY0cZ9ZjKpMbE+FxkNyjYngQALl5WjHYXhnvl14hat9cNkxmgMQbQmZX9qduUar8SF1o47hBmkSUzOCYoYr23cQrFc8sSmNHM2J1FCUr5RrJLewgKhG41TyN1JNzrInamkuZvoLkG4EJVKM4dzJ+WnAMx4yg+3PBwSuhW9MY+aomDlZF5YV5Q2vsZVBMFInRCAADo5S3lZvwjRscoBxbzZE0NC3zjrTIXiXw3HTSCpiDI4xYunC74gGxQgOMeBU1+6R42TU6Ch480BAiWwUIIw42UAJyIEBtULJFEC+2+acJopanVfxJqwbK9zzlsn1rLgtVlspu2I33M9ic9UJxbUW6VMbLBo9tJTsVhBQtQ6A5RQ0CZGa1eA+M26OcD0mJWJliLUq4EgbnpI2Ig3b1i0iqtDY/bOQ8UoctKhTsyUMTaS6TdcA2JmO2TCvSEEmSpGMEOZf6HFHIKQ9pfEbNNXKO9Dmuqr1Dyn2UvHJZ3tWaR+o1D9TJd4iIOq4joVayMNIQOKCFIRqaskafnmJSsAeUq9SMvEjCtNijSIQ1dhi28oUAsTFj+Y+JlJqDx1imgBGcljHpOJIMLNNIFCtEjJzYxIZipCJGBKV0BWc5bQCCPj9ijKhHPimL0XGOXiyA/ZcYMbIxApQUze66NfKNkHsamSGypEeoJ2bKUUpSVQOTE7Png0jV49PGljMJu1COGsZI32dyhEL5QfLYSg+t7a01CVHhubSXdXla9tTy+4T2e1ObSrRVpi6w/back7AJYoA0CTslPqpilMYtciJrg8QogaEdsHWk71BWrDFgkrcOqZTG3gG0lJ+AOl9h5UCzAFIXWoKEm9YglSGOHWqtSks9RSDl+p5lqBAr3R/BI2jTM6ff1bGU8Lfla488rpoRJDNQQdLkk5QtXbWlv1EEYRl1o4X/mrYViCRjqjkwRt6jjkEkej0RdRS1q1avdBDzIJ/RH3yhtJT3Ye68hZC4eQu00ZXgnJSiwrO3oYnK/CPz5s1hc5qsPa230bx5SWOOWpEnAqCRX2QkqTlEEScDUirYZl/SGGoT7FGyScV7tmrRxkDXyD2NUrm+kSZbtnTYlCzFLoM0IyLrqADlSAAq77CEuMz2MDS8CGjbEGRCB8od+UsVybrzW/sQ+34EaS2iITgARQ86hxikA7kVgnjnUsVsrUMr1VFSQFZjlRKxl1U1Lh01h4ghmvYIsDw3taVTru9ElEy1JiS5LIBk2CLdb4RDdCMlRFLcNCqSr20ctRE7OHgs+zpdiwwkB81GFwiBEYM+u6vFnbX9lxgZ5pSxLbRhN/SkvCAzQF0eGri7Hf9GIMdjREhuMmPKJTq7zZpW25KvUypCixQlMczk23K+rsAWTiP7LIaIkpHRjafAsxmr/Negqu1co/VQ9j3SmLoYJD3oVAmiqpF6aGaQSMc7A1OzZJayISqTHScZKTBEiSINqZkN1O/P3sYokuTH4KQTNjErkfBpLDXHjFGsknLkOWrJrDQ2M5UyIqYxjMoS/i7kvLTy4WeMToiVIypyj3LLiYE+HJZpBDgxUiOWkt5VrjCCxy6/BmCIyA7LfoTa+dT1m1nIIiqgrg5CYlRCL+qUGqYKkalFQM7BBbIdsuRYC6/6YkgXC8HaKOVd/YzMlk0iR5P7qk15sikmVcjaqysIUsp7TuQov3I5z2yTqUJmj4rXLsKUO/BzctKY0ehhVA4qK6fLSFHRX60gTA3VCOhWsFuKkjhkEamJrTcHT3sPueysSf6TEuUoqn2jr5oq6zaNCUXfI2SzHiD2NIgNNEeNPWs1FhCjpIWYo1ZpKI2IteljreX7HhX5RisRAGiP67jGEmKfJaQWWNqKtC2QL5xfI0cDtW1mewIIa+zh4YrQvgwXsuRqOT4HLDkhdXURao6eUlW5U3tMxAjEQO03FN7f/4lRC2aIrCzWyo0nlaGmDH3OzR7RMETjHhqQY/qL5BOVY67JOETjBk28NNl/KWE7ynlHZOTDjAqQCVKKz1OrV5HuwLyyRCCyN9NlyJrvi15GQCJCyVMDspExCbukQx3GqN3XiJTspGW9ddNWBclGuAZAGhozQ0WsxlAD9qQ9mci5VB5LREm6tqRsZ3kIesRUk0izFoqzc+AhBokplYTaeGKOtAstE4ZeQ2nRY6C9RFZdhRgJy1TDMWvZvHTAHnGlHpqwxwHF7KWl6yKrRR5iDMebrmnTSTVYQdnciM2TD6oYjTCEhPg8x9Q9e02HLBmRHPNA+4k4iliL2pU2eaYRa3WFcDCG0kwxoo73xU9iBIlMXUG2R802IpTGcLQco6g3auoU3PBotJN1QY4MZbdrYLL9mwRpAumzWsQ5zCb7EpDm7jXIkVP1yBrB2hiMZi5MeXaFPVKigzQ4qKkh2R5Z81lAXsUkq6OmoX2GEwcpdc9XFhXlTLMzSbgjpAZgYmGIqlTt0D4HSIje2gRwfk+IKbTPQZQkVyO1VWGX++6ki4agRTGWPyT3fISRQM2BYm3DoueUnUP0MRGjNfIpkjB0PuXpRA3LOmIsocaSjuVoRSHeSWHGgOqGPRqyEBrJQbLzMSkJm7TxI6udEvIkzp3YtGW1QQAQyOkg2wTPRvLl+WeDdEdPqNkjMGm1rKqlRasU7xi1c6i9Q/ARtfUyWADzP9X3Y6xnHKxsv4zVb37jxnzDtVUnR+MECRgPsZX9Q+SzzdDlqPWXVsyvjfBaMY+Lhyy3Hrjpc1q/mN9VSmvTyU3XXmeAJBxGTWgs3PO8gLzG/NnGTmuPoZaarNnDjNEo3bfPxM33FIFUBaMltHJImkMCpJLZ9rhFadBitv5WRYl+Y5pcb/OW7QOiGtk/oKhgg5Ao8+o8pL/IEFoyizy22oBCGlNt4Got3Y+aJxVRUdReTXn0a+9iymc4qMAYq0yzJ5UUAFC+LAvlyNAu2W+jJDZWTj1tmVmmL4pSKbLXzgFykw3q8NbVWSvVbJk+rhQ1548XkwAt+1M6auVnm+Zcc37bHrXnlzCSVIT2hbXw+Py2TdJEbSptTcsWjU9H0w6Vf2k7dqKA9riOsWWDynEdxanx6f2IvRSFWGJ2kSNrNshK+G1sxxLT3CGzOw5ii2yMx9wyhJNC5RDVLtXwhV0yp2xAIdkgayFSthHJ72Wecwx/sCtG5gjPchpKT62UsHNXbPHI0jhDymS7co3WK5Odxzg1yvbJZYWIC0OEJimS+HMEW+xc83kalWnKS2z8IQuXlQmO5XtzRtP4Y45AsA7YpkZBPTtkuQpoGiNLgLTx08TlAVyUsJtz0rBxAhrVIWWVh4sAq6dGBKRhPoSYUIzNY4IoP/CSV8QsHbHNS7M4PXtRWKDjz4liBMmJ0LwGIknIZpBK6JCKLEQEJ8OFABLTZxRdsWPMilGsEImwqsmOjlm9JMKQA0JKxg4aV2c9HpWki3NkBCi/UjHPI0LCZ3kaa06cdaQNGCDqcUQ4HdpljX2qXAGQBpx1xFiKFRxF1FFi/WvOY+A9+KBUjOzBhJz7Ar13wI3Ea5vOLGHqMfJMVsHokj3q6h+Uc4w03K4VPaY6TxuPbZo98qoQeUtQxnhukYX2Z1awVfmBKj85xJXtkYW3yrzGFCpzANBUtKViNidfsyPAa1I0qYShBRopB0hOvqg4Ou5hahZLqj4DKY0gFYYA3aE1W07VV7DaMu9SaN/skLUR4chSEFK53LeoJsCz7krHSNNz5Cx0T5TCVlwjpQikUn44oOLOcR1XNT3DxnUchEGjmCeqEhkd4eY4xLKSEutxJoUZDimJHrpPZgn58ji/7Mp9tDYksqypjXl8STmeKDlNLGM5ioIt53rEHsE7VHqNVzFgEKuGgimKUYWRk4rxKkTUo8UVo/2XGM3AgkpDVKLL6JTJjs3pOXa6XpLjVsFa8Vtcv60mUPtNQzHSmHXhiXU5c11Oa6cja7puWoaK/bc8Ngh5Yc5EZB6kgRzLcJrMQLKmVjpbxvZtGZtnilEqe6XkmYkHZiX9GFeM9NXIN6mVkt3YkBik6kArjIv84AucG6sFyiWzNs/DPLRcvo8O0q3ZDTPB6fYk4Cs/nHRUlnNk+UvWADKSkzHVgKnx/gFJnpQlRjJTZz7KQQe7uewBX85acJMptK+EqK0qx9a08sFXft4IHEUJM6ObeDWdNXPK9CQUNontI7U+2zQ0laPGckpEJI/IxmSjYrp+lgNqKjc2bfIXVBvSkWNkKENtFlLTWY0eRw7Z9lCRY2Sl+awdsr2N/ahDg1jOlPEuyzFSpYjt1cwoC0kiVgIV5SRyJNuNhvqdVp1K+NuRBFktdcQGcI1Ochxz4n9M9giw5yAlx8xC/Ha22japmfsYYSFmKchjVZE4OWueNe+I5HobIGCNKn2PFEquU6fsOvVaG7pawmwxigOs6hhcn3ydP+oF0b5921K2PZAc8sCNqbkammWyZeKjEaiyJT+Qw2Ib6R3iiItuoTElYktDteyZ2WCySf3V6bnvR64GaZOkrPike1e8L0tOBApjhFxGm2RwStuRRGxGo5+IGx/yoPiCgI2dtl5FWgdSfL+sCrFcAkvEdlFHwma5H8kGcoQOGKuxfhLVMCVY6z3kVHmL0GlOXh0IwYZBCZos6VhyjQBE7xC0uVvdGketjh61jmG0GgcARlh1FRClNN4xI6LGIEpvISvfd1Ziz1HyhPS0WtVZF3x7xHBWJpcUBsZAcwAirFKtiPcjV6qJgjUe76+9R2U5ckGu14Mx+TqHPnJvGQtzyEduJGBHIJHmclDrkjybPbIq2fbP3MwxknBDtBxIoDG0y6wwtajpwXOKWOdpzbwjMTVNBbvRbDblNRaOh2MZ/8sUJae22myNm2yPmJBGUU8KneZJmoLNmnBNWq6fOKraA7NbDIjK44DOdiK2TpdylJyvKOvaNCsI0Z5G5ryJHVH7HCBVa3LiQdDQvtoYq2q0YVCMaDogdXJ2tVxv0UFUbUhTQzCkCS1HBBs2w4t6wqqoMJOSEVH/Ku0ZtBIHev2wDtVBKbTl4kDK63V+1PVBSNdo0CIPWSaTIgmheRmIVg5QHwNyroI6ayBgqMp0UBu2rNeQjRwwUtXdEaPSk1HrczeqAlWzJJ17F7FWHYyK0YLIfUPUoypIUdlQLbCDozBWKWLLtitBFiVEXiUIIz9tpJi+Gq0kW0Md0+QtIalCAJIxaUwvkh1TPN/l+WWMn4rPRrbgUJArY1WcDFLy1izPyAwRIH1E2Ia1n8LkzRq3R7Iumz7aSNflII6lUhSLcYvKXiI2eKOqR7kqrRho1onhciGPEwfz3lQ1h3qHhLLhIzS+7xpN1ryLcrOy03J9B8dSFeJ0QMdcwm+vITVfswq1CPnBLaExsjRDW69BqbfGHokcCekasRB9q1QDpEf2QEnSGnmMUGGZ1pJKOKIazjF2+TVU2uNIfirG6kFnSVAQofLPuiKjUBI5L94OoSUl0Zp+ZiNQOmrOZEy7gZOjRokcWVhtnuq0NspiEEc2bMN4aL9cvkvB7nLUkB72TRtT2ppU4OBaNsq+epom++RQOGpOL1SzR1p9JmE3tV821iIXvY3AyS5J/zWXk7fbDlwjlEYauisaz5Z/EZI2oI4c2bTCHrE6Z8nBteoqE6hC8ZM3SvlJeyPJ95dUAnXUSPKMQpBrpw4OkYFKB4au2WFNHbWhqxDJYTXW6TcfsJXIKxnSUmJH2mNIu7SDbeDqjutISVHDPlHEQK9lKziJRoxY7QtcImFwQIxyPUdy8E7InKeYiFwmRnLe6ui0CIbhq1HHkc2GA8OcWay/5SWZYSk9NN+Yr+X4TKgo9zOyFuZdy09KkJ6GLqNkXtossJi+JTqm3kZAI72HS9KCbDBaKTe6ApreaOu9ydycVKFiGfXSssStNK1tiBYNIExJ1G70DrHTGtVzs9LZtnGKWdaW5wunCjpSxmEEKT1/KBunRumsOoIyqC7nqptoVWqqIGmeUdCy2Vq7Ykdu9TWKFUbqKa3p9WAlrCYpS1WSGHDrZ2RXjhmWaQTJk0PkrHUClhjJ+p4RkMdUW1PvDQCG5BFRS4mtq4GYZe0llz2y4eJC6X6LTH40X0aYT7ZHen6NDKWeT4WdyqX8eZol6ntCskdZwS7L+TNJapMjYLwyrbGOwms4pN1XzXIeO793EdoHkBRsGU4H2f4gv3S+TvnLyjRgXbBT3mRpj8xpM0KZHDO9N9tJ2CUavY0KZwsYD6u1u/E7122nynBamSNpYX0yhxHivAFqT+TYGzbHNqPHZq1OzB5ZmF8aSqq9thJ+T+DoEEl6G1WQ62oUPCotorAu/abKmD1aISEdZo88VwBp5ao6Vx55HEan+UPWUFY690dIEX55jrJT7ElaiIhIqNvSFAnrij1EwEgTsweU8x1tUzY8iBRMmeLq03VJGygI2X+JkXlo7WtTPbTSEJUoPTQARe5Hy+ioq2JhLetpZC35Z+0fMpekraGTdMEVRMhezRsry2Sdg0i3lhxMaphTuEwJkknVKDw1U5GYkvSc4vguG6fk+anXJ11u7b15Ti0DZIM2Torbd3lk06rXUgt+C8pH/Z0zIZJ2A5kUEUUNbMdU4ktBjx0sHhkTOAjp4prSg4Jr8TK1/6GU7xPLaNk63hFHBmonvd104KO69mAvZezRB+RGeDJ+moyjpl1oKcJHHa+IckjNRrxeQSWVGew0hGYeLiDtI7RrNUU4eB26Y5ylSIhGyvets3IZUrP8o4BQeG8R0TlY9meAw0i9RVO3RFWoMKoWJMH7M4xEG2vWaTBeHvUBzzmkJs/N8aRraP7ZKHq9RnLLBZBLv7EtCyARIqCpHAFoEKRZ4W37yErgLKF9atklJrk9sxKkhtq6YmtorVSoS0W7LAaR76nTk2BWOH32RGbtxh+gKrEqPuaseVWOPWfFJoRs+6yLqoXULIy2yHhbiQhFUJTAkyjY6lWpjTMbxM6aNrIIV7prC6lJqyZRhQpBD64mURgraBsAOQdyjmUdTvaI0vht9rtJKC2iUserfFZFJYIjfSYGcskRHVgVGesQH3LC9D2pk5W3lewR51xHB2BIapM0XWCZaqzBYdmN4PVLLpPkPkU4DFTBMpVdlKc8/JInllC/2tlRtTb/b6fY//28OYjHekix/gmnZdII1/tixOs2SbKHbUn+0vtkjJA+26dS+Wmcug7FqL1M16lm8+5KTPLQpiVALgpNrk7vgfSZCtJVqj3gvEw7FJKWm/DePlu5fsqn4qwMmHIUi2nNcdO0JwccRtG3yvc1KRvSbDEgj3idwr7QbtbtU7GOQmfem7SdHP8tHIyQx1S+76A9Q7RaxWt+wYACbHDcAUVU21CUsO3g8sayv+Z5LX+RRoUaxtWiMqwvr7nE2mAjpKehizB7i4dJrUe6VPCuJOvG/AnXWuMWn7KNLnvU3FCxbKkOFfPLtAFRxsuyfmtKO8EW6TKieJfhHlGCUkVs17iNzuX5JcrhQcrdlGF+e+WynQgapfvJxkx4X5b4o2HTCnukoX3WUv6oYf6cz6ZKtooCo6IYxByfsoQ/ILcVMSEhPQ/Znou6a2btnSY2KXT06ct5SJrXpNeK5TiVLUS8OoTSTqRW22OfQ7JFlZb2VyTDn1QHdfJ1gfazwoxPGdO3PKJGojVbOCIbpbIapJl8Tfrq0Gj4uInkyKpAUoIbckVa/oPKy3bvc5aQkzeljcSI8r2fwm3InpgReqdCRKEmWTxfTgGrRwIZr8fyitTrYu0wmzaQZG1JboQNQstZFrb5XSNcdyJ5ghbvAsqRrqEGhm3MpMByTjQXgCDfQ6NC48qRK5IdNTnU+ayC58aQYoSCRzrHTJr46ByiI4y8KVrqSbMkO1bspIRWrzVHjIHK0wMKMqiitvF3piZxJiVD1c1NxgbJdTuwH2OCaiRzm+E0gItcI+lM2473R+iAt24k48OZ4WSHEcnAs/UBZUlmQ1m5yHIq9QYCrErRwm0xyqCXYouK8Rn1r4ZLrwOIcjRwIdkZe2gNLOnEikLsQFIYzYj6ZHvURaC8bQPjQxWVyJWx2TnjRmg/570kBTtVfWm+ldOQW5GzWNqg8n2apvdmnpbbiMgXgIa3RRliJQmpTIF1WCU2hqFI7URcygUqk7FlX81zmbr/T+nPRpp3hKDFIDEC2nQxOXCmXOm4jskOFY1yLf/IEaRc3wFaHJoJIavq5DQXPMpdLdcko3YezkU4bfSYvrqXpo8S5o8N4mwNXQdlSF1Vo5E1kIX1GjJjHsU5I1E6vSZEe8uJ1H9j15ScZelRZKp1gUBGvAgOESMOGHCtLQW82EttPTBiGWVgKXqs+YM9x6gDk0Jplmsk1w8lz0fikw6gyWbBYvhlrtGkfiM2bzNhx9pwnEw1UpLEtkCHGpQcWsqv1F4WNl8NT+mtjS1HjVwk0mnl/PyWcgI2oHf6uFRtntjMVWvWnj995sZ7S4hk9cryKyVPDYFAXolmtKECkDvcahUNmbdWlMmmpFDOxj+yhLdilAYQQROya2IJkUSkUtOoZfCe8uCJa1zBwYYL8QADywVRDyAlKPJQsTHRLNxi5AjoqFJTmKRtuUZyFhkjYCzeLzH+oK37NXxjA+Mqqi0QA/cLNKQPzjfZlOu3XR1b9mJxSpgdchdskEuKnBWF2PtUDWuh/wVyINuwbXaF9s2mtW2rhfbTe33lDhImCyGlYyU7pNNL+1R+ZiUC0ssIKKtlS4eukXjpCkcNxTwbR60cLiTYfEbquWadpucFG0vW9xFCEkuFschd5DI3raFUa/5aLOxWQcRTbhIXQxYVqjbrieHoEHWQ3BA1H0dzH+HyOGqW/yjFFsXwRVotJuM61mn4okAy9pkViJRZadZx34xpl8rtARh9seebVb7JQLY1wFUi7p6EYAW4NKyIDELLiE7sohUIxINeMVL1Ughyd4fZpBAlxUjuBJMOAcDKZMEWb9UcI/vBiio1K5EtW/K399n87Bqv7Sq2bBjN+ytb8ccUBilDaPlez6Wyjbh+QxnKDR5BjFw1ZvNbnhqbYtQyRA6Si8SU9gerBtH4NryOeB3RGvFa5+vDWvKYHBpVZ0qU5jZGKf9Iv3dKdlTZOgDstZpPy+qldFaMJ0UNNRXnzs5HGkctj0Iipf/FuEVwqhoBMn4ae9Q1i3dHOQ5eUUTtnLTnd0HK3e23ByOQNl3THclI1zWGnLvDBpDsmBmD0kMzmc8qHUENGbsdarPqNgCaBJmNU86ri9LjSNUjT6zhPQK8GM3VOMCuWZsrHUjg5ivZg7qYb7lFOcdIciHsvWsp2ikHkqzxrNxbdXRpjKlY/s6NnCLKN3FBkNI104H29PbYjNNQ5jymz2RJ2JxsRy4C0dw+V5IYNGyVESD5ivL0Lz+zE8IhX5Mlb1BtFfl8/8EIgzlvau+SGlOG2KionJUT1lCO8snhrBBNUovM7pjC7kpSpE6W5RulbaEYD02+V2ojYkUitgxLrpEDJAHZNlHLcVOt5MqeAyzKEDmgrl0SDBwB0Qd4VyFE6Wxvv70DY+RCQ8mOpIVJTvPZTMFmoSlArWqjsDJ92sEago5Kka4ItQHy2AA3+6pBG0iWl2PQxHVrQLkSB9p8VgfEjjGlInhEeNcrRhNh4/ylz8gEqVG2z82y/LHRrdUbK0clt+WMHHXBckTmgafxHiJAJkUSkcrNzswQmdfUMDTal8eMUCI/wvvSeDxCqJQEFUary3MjHceHCmNGziE3YKNELMYGciQnXpwexFjvkEkdZ9sw0uMpV4IY2pVplnNk/YwY2YuzEn4zSFpxRoFl8FgAFESQT90GALggiYM2IKQkasvyHBykz4gsXDuGszGMokcFwlqwnhzSFTsSpS60Ax2rzDFjqArbCg8wQJ1k7K6kxxFHHawxkyMgJ14D6JSyrUJE3pfGSariRKauEUgavy0TiawedTkHLG1eJHm/AQFyDWu1IwNNj12Vo8SfmFJ4P+p7c8zICBHnwa1TjzV2CMSw/mmmDErifL6pJ6lFXaSotEnRckdSzsjkH7MM59tnBlKoeMyfofE/sS+ljWoqR5Z8bco1nA3EOm6PoGG21B/JI4f4vYXSYt5oGVIzp63s0C8nTG0WkPsUxRw+a3y/CUSyK68osNyJTCBoW4eIHHKNuTrWxpMjtVEy2Kzu0n5mn98ne2QxNvV0GGKPwIzoRcFxTtRrQMd1dJQ68zswKlWmV9VBG9BAOvuzlMkHIh3bLI71XIsphAYAjKE5bcU1GMAdVki/EqkQwUAgafxoq8pA2zU8aQWv0/wmJ/eR1/YnVj3n+lBaN9rKUZnsWPYxSuX6Lenaqkaa8qDlGGWytNHeIZOQGqpRs39IY1Tr1joNSTpN1Eo1KiZ3GKxx6do8vlwma4qU5QgwG1FSAmZhpYacXaxk77XaprOxGoCZK0KyVIhUtp+8NV0mAtYZOzXjM+On3bBLg5Q8tMIQcTJSeo6UGJJ978iwka6t2VqsCNCxi2obHsR5MBPWnH6miNVQJfUlRIclqpOEvcLN0tk19aQs30hUS86DNCo58lpwLVSmg2W3YEWF5tn5Yp2hKqQy2nZVjL6dHYmVg5AYmUObzEzLw20sW4T2y+FALOm00fARWTUKDZU7h9xMzR5rLJsTYwB0k6WNjMdXoq2SU2GXkppM3HTW0sKFOmTnrTAT3Hqfljd+Q5CcJd022XAhKFSiIpTWCPWXqnIrpAaocmRDjDiojWhd4BsZ+7Es/EDub2RhL7Kx1awrdsseaYqhhvV1PbNHti2dB4LYJRbCyHCIUROig8PIy/dKwxe5iFXtcTRSG7XK0ox2FTIuIgANq7vc60jVbGv+6DX8usacbAugp1O/RuB2i4hCdCDAM2vVmijWUPU6FM9aD4eIOj1rJT9X/sKUtJj1sP8So/RwLacVb9O1b11oBeXAjc3qjyjyokrXRpAc2wMoJ6dFcEO6nlYaWxqhdjitDQudjU0r3pc9jZxOYxfhHGl5JkS2NTJg3oMSGxSdZktjA9irkSF0JEJSDrMVnlnpoYG1p2p0alDMI2MxPvYzRQYQMFPX2fVgDQxtPVAmSgDIOWnEGAEgpiZqCJrEztDwBKcyYwcC1zouU3scNT20VD7MSOoZ2LxcQnRFcqh+b+/kYedd1VAZR3qiK+1ptFT0uAok19hIc49iYaSlkqyGg8bmyc6HoBwrTb7yZOUIQDJK5rVZX6NlzQTwFOG5woADVpjhOWLAAasbHCR4v0VXfqGqRZY3Qg3xUu4vq1gsQ/xCinIxiLUSadsja1VRhtQsBJp7GTXL99toDBBaVLoFLsaNbNk065bcmJZSAMQu5k7YyGSoIEXsWMdu1Ie42qN0H+nDfKwohG2aKbVIdojsXHpToNUueQLZUbMpvgQLGBOAHHI39hlBXkJOsO7V1h9t7Le3p33r2i9U6vQaopoHaf4qP6eoUDaeGhHJeI5Wvm/2KFjBhzhcMuYjpFwf2cyzniN4DZObPVI2Ep2TPkeK6CNcLcUi0iokfw/r1D/QPJ3gsqJoBSJWKVYSbHOotIubOnCQkD/aOUgZJvxbTzU5v00bZde0vZotdCzP5jWt5l3jCiP2IN93vk5gdF/DgMptmJwwndrtz4BmAvbsSY+LemmyfV98zlVNCcmV6oBOZjS9sK7k6zSveI9yueTRkW5jUhJ2bqSYPLPxL5bukEbX2TnRGDCyI7RmRpATszFLQvmi0dCeJUOSku80nIHaSes1AkajhJbZpus+mLQjtnhpRECIYphDzMbIumJbAUCAlc5qKS28JD2ShtJYQ3Dacyjoubbmj8G8NlAj4dEvkETqCjnbKQEN6rJ6bYQKjBOwgwILfOd2UQhjXMFu5kJS02FD03ZZE1oLqfmiOKQM+ZcoSdEiaA8uC6hKVNzfze78SMpOwwbQ+GupFJXzGtNgG1UHTskX2fLO/CMpICkOXKQLJQpCQNQWdOUuTENSxKefw4Zy3Z6nfnB+VfvExXliJGLdsDXUnJdsU5RzYYUhIFXzC6WeAcQoylrUMrZau/V7ygnZeYxHqUIdcICNmRY0xzY1gYSF9GsVDPQ6E8M7MXTWBQvnA0K27XqVfEvxRgMihlR27ZcV1hgY6jiP9QYUo7nujAsvvBD3ve99cfjhh+PYY4/FYx7zGHzjG9+Yus7FF1+sOTDNv69//esLH/QY7GFUTuKipww3lSJ7bfy1ZezWPPOmrOeMKUDl+64/YDEyJH0alH0Xr+PjFDXHLHIkY4GRYyUzkgCYlCElOFKKng2ReWjJU0vvqfnq7X05ncTzcSTU3zkhON7Je32Fd4D3IOdA3gHOi4HxXv6sf4gNAtdKkJSTsM4lW3hqZD2O7C9GyR3Ska4pyNAhLkS4muH0MwUp56dQ/NWQZWp7D7gAafpYi4fnRgQ3ItCIQLUDj+Qv1A71yGM08lirK6yOKqzUFW4ZDXBLPcDN9RA31wPsrZewNwyxt17CLWGAG8Mybo5D3ByXsDcupdcVHmAlDrCXh1jhCivsscIeqwysMGPEjBFH+YOMRhQhZa72Pmg+QBfMyDmS1gADChgiYNmNsEz57xC3ml4PdatzX+MbxU6yR5P8EcAeXEUPoyKUFlvvS5tTR994FXujAxHDNW1SofoATaW6/VeiXK9UDCblTDYUbFWIxjtg261rdsj+kIlLYXuSPSrnmQ2i0gY1bVL0lBRdOIArJx2fkx0ixMple1S8psFgS9vkxD5Z0jZ5+1zYqoZNmmKLCttDjfcR1vjR7BEig+riL9mgbJNcQJpGQe1PzQ1b5NJ0KmxTtlEYEXjkEEcOITjUtcMoeIyCx2otNmk1VLi5HmIlDJItuimIPbo5DnFzWMLNYQk3xuVkk1biQGwSD9Q+VVjhCqtql9bYYYUJI0b6s0hfDqs1yYjlGg0oYkDS/NHs0IDqMVt0qFvFIW4VR/iVZI82YpPmIkaXXHIJnvGMZ+Azn/kMLrroItR1jTPPPBN79+5dd91vfOMbuOqqq9Lfne50p4UPehGY8bH3QNNjGlNfCpjRyA3YZj9tDcl6BoLU9sTWU6JylRoanqjM5PH3hKYP2VaEzFB1fG5Mk4PLxozsszZWcxgnNvZnxKcrmRHI5ChPmHoOxlA+8E0qL6VttsZqRphgrrt4YQHacI1zjN9k/tZr+Sd3OukftFW//DGTjqWmDdZ01GsbLqRm6dg6ij41W2v/rXElChJXGMGna0oelPrHIsBFZC8qoFkFMuk9kA2CNXsEUDR9tLGzsow+oBpDCqimdr/ZGuwX9qh1S05Tsxs9ZqbYo0aVLTAW3mqTo/H1XQqhdW278XlGpy7lPaLDDgGdynSyLfq+sesue9Nhn/IrZSePms0eOdkoKi7wFskpDzSNzl0sC0AHUszvu2BNHtswOwSovSkcuMJ5K5s+ZluEZIsm2R80bJB+Zmj7EbVHrLYo/QlBkvEdKbUVSc0ftQFkHb3Yp5jtUlQbFTSEZX+5MS1hTUn8CGLrpEmtwEZDCZzfQ36mMZWztEPW0HGI3GdpoF36zS4NddpGbNJcobSPfvSjjc9ve9vbcOyxx+Lzn/88HvSgB01d99hjj8WRRx459wHOg7KhGmuM38ZKK5cBWsqRkRdQSna0sn2pxGkOFSLhOA27tZMeMV4eu6hkXcIlApRVIwZy1X2R7NggORb2MVXIbIEDrNla9tr0HJENCWKGh1R5shwjtjQHqfywPkA2AKLdgNp0DXA5NOVV5y77h2gAqFEeGxjrjlfUQiOcljw05JLZYBV3rNkSLilrVp3mgubp1KTV/6zDhYinauEvacEPKdtnielDfxNoe/5UFUKSxM/egWoZPHaNmpWHgSWZttLGanbNeEQMnBiDEUlK9bIbSeqDa8bby0o1wAZ3jLqdXJmW9mnEqcOQm5xtTdcsnOY1fDGgAM+SWxfhcOgGxiVaFNtuj6ZxhqRi53Obn4WEpqLdLOFP1WlU2CN9LZvUmo2S6nS9gTXfyHocLWJ7uvIl252uky0iTi0K8tA3Vq5ftAixuI/e/lakkewRyX3K2vyRUdgjW5a5OU3NLzMB3u71bKuI7B506hfGbJfMFoWYhwuxH4kp2R77iWV/5lxOOKeW2Gqwytm0XZZcI9LmuKU9olyZJjmLmttESC1BXLJDKIaC48Y80pwrkA4X4iGl/GaPvBw/k+QYBXJ62FIUkkK6OnRIFeNYbtnI+dR12oOxVAwbFNGMkkRovyGCKNQUNeTPYxkPJSzX0S67QcrptZCa5hjpdR7IYcgBgQgjrjCgGrRdfYyuv/56AMDRRx+97rL3ute9sLKygrve9a74gz/4Azz0oQ/dyK7nRrs8Vp6VlH6Ydrl+mexo4wdZFUi7sVo5gKNNQ7Hd5nG4Mdm6DdciVmVjtRLJkbKQGlnpPtCoBrFYrxkmZDKUjRIaZCqVxxaGKH3mPO4aonW2hcaxkXKFJLlSjYPGtil1gmUxPEQSgWb15qIY+9TocdYE7DQIZJHsbUmfpXcGJYQai5ex1ZAHdCx7FVmlmuVApS60nCrPrMeRrCf7SgbZ6VdH7kIbHIMjo3YuEds1fSiuUIWKpceR/O4yTlqAS57SgEIyQkJM5PoboMYKmj2Oou7TU/MBnU5Z8b40IXLGm4YJBAw5IpQFAmTeXMDajDl2W4ltsUd2z0wDI+UWNavTctZg6bCVQ4Pk5Gt5dXD6G+iYZXDawyqff2tcW9qpEqVSVIbRppXpl7Bq2cZpIE62NNsiyD1GmjtTOmxKhCR/nJol+mpr8nJ6HzXskVycbN20udmdn0IufJA2IUgtRWT9Yjw1sv3bja+v5pjpPZ1OTxpodsoP3yJJaQxHnWd2KL0GqedCUHIT8/drj6Mm46lq+J6A1DZE7RE7tVV6jmxMSx3QPqtq7MTBZYLTFipUS3du67kWHaGK1uma9dkUpIRfi0LMHgnvlA7v9vwaWD8iIDlmZTVtUTYzhkSO5OsLQSNtcAuGZ1KCJP29RvCQ4Y7EDm5LVRoz47zzzsMDHvAA3P3ud5+43AknnIA3velNOP3007G6uoq/+qu/whlnnIGLL754ole3urqK1dUcH7zhhhtmOKCuY6TGaxesIs28MjNAZSdf62mU+xmFZES6KkDa7dVlG+tZz9lhipF5Zo0q2BTPp2xpgHEDXhooXbQpT1MyXG3pOhXD6HIND43UMEVVkMpk7EY4DU1FiPTOgrqT2nV28kmY8Xx2VYioZM3qoZEz4wStloEqTADAubusytNJtoYs46A8S8lluQyDhBwGrb4JhOgIQfsa1cTwSv4GLJ7XWrCRpCNWaQBglEpnrTu255hL+JXWiIoj0rVXg+SUHJUXiZ3p9dD22tJ7kiTMIUuvEdn3DBvcQuw4e7QOpKFnDouZEmlhg/U66ksVT14mFJ5LSYbMTo2V9aM7TFaqRW1nbJKDVqLdATuFwwpTJDPLV7NXhX1p25vSiWsTrGJeOd+UcUm4LlqKoNhnuyjEppU3SOHwmMo+M8zmpGRxmmCPKKlVHDQ3i60dCJL9gZFGSFGIdRUo7RGARmuRRtsRs0daUBKDDHlk9sgRS2sRH3LPNetxVOSTjXR4kYEaQBmySJYbcIWImDpTgwCnJ9QaFTevByNM40hVaGTFKcU9Udom/fKeJUHbQQbGXRQLE6NnPvOZ+PKXv4x//ud/nrrcaaedhtNOOy193rNnD6688kq86lWvmmiILrzwQrzsZS9b9xhST5r0ZLfnIOVrEGgkOBJMDWq+luOmyat6asi9Q0yyTgalRY4ANAiSYVIVyDQPLTW6MuelCKGVY2ylRo8wT82ISCYwqUGaeVXgFG+X8lk9URb6MQ+NWx4asQ5KmD00m4Y0jpoaRfPOdBBD4qRDqC00NcmOV0JWk8YrmgouPQtRokoD1Bi3SBMrrYRXv5wQSge4IN1/4Fi+AxchNTVQUq7PKRE02VgIGZQOv0jk0sRoRFICxajJI0a7LgiVl6vE1KKas7cz4twJ3YExcLkMdUQBzkWpVotApBFsrCExIhEjNMtl235Uu2y2mQiZvTvHEhIUDw2axC3fod5mxWgn2CPAbBKQQyiF9S5C/IA5bJxslE3LZfs8bpdUmUnOmingBYlKJAk5BNa2NWUzxzZBsuTuLqTO6MiNHqO9Aq2cx/wHp4qJhcBIFI3E52SjspwrulkDuUWIdr5O06CdsC3MpkqKHXqKEKvKLeSisIVB7ZQ6YCmkZjdzRA7fl8rRpESxdAJjEfY3wqOhPmJYDKkrtG/jX6IWOTE5MeovWkWa2WNA29FoKxYThyfaIy+qCwOwIUOiquuWCsGQ6llHjFGQUexj0Xak1mupKrpj23mW4Y2kjQccZEgPhfT6qxGTY9/sxWYWpLzyIoocI2o2V3b2/LZrWdVyy7nkDdikGeMUTTzrWc/CBz/4QXziE5/AbW9727nXv//9749vfetbE+eff/75uP7669PflVdeCQD4yVe/Fnd41atx+z/9/820n2lKURvTQltlFQjQYWTKJO7WdjZTKSoxKcGxHDttrMdK6VG1wC1PLC1TTm9/prxu3r4YoDytsI6W8Gjo+tzGrNOAcYWp+EzlPEu4BmCJkGUitiVASloEK1tEToJkdCdAJqVIPU59TzZN55fJjzEqfSmSse3hKMmOkvxog4iWZfxSjSQPUauWXIPPlZKg8eqPjj8U84Fmp3igaZgsKduq1nzxebuwXfZoXXDn24mYdWzF3A+NimnjlWVAt13rVIrmyEXqUrLaW2zYp5SDVCzctjXlPOTpjVNSfG7MS8uas4amDXLFztuqtXyhph1a5/1cwxW1bVKyMx32KNmh5vtkzm2YkGSL0CjhT7apsE+2vNkeaDK2KFRo2iOW4hDmnIjNgCZgWxK22Zxcxh9BGEXpHWStRtpVk+0qyTYmPSfbV2VpazxxskmT7NKimEsxYmY861nPwvvf/35cfPHFOPXUUxfa6eWXX44TTjhh4vylpSUsLS3Nt1HOr3JdNWP61lCNCzm4s4QfcsGUrfgtnp86zloorUzCUTRGuFY0q9/m56KW/OYowpF4jbKvnFuUGz8CZdIj2YjU6jnAcpCK3KGGZ2avDCl91RHpoxeDYEnK5qGxI8mXJgJzzEkTXlQXWD6PZ1hGFxcVGHCQklhmUAhg0oOxZGwgJ2SXYxWtB/PqgunIlJUkmGpFcgeYFp+MlRNvLbCOBMDgCmqAtdka2ffOnpacM13OciC8yMeSh6SempOxh9iz2UB4H0HE8E5+y5pzo72heWb6atUgADAg9dCU2izTSEfBXm00WwtmNDBOfLqQlmE7IzrQbKlMgNKDLG5D8vWOsUdd9rfx3Gv207GhQew9UNggtBs+lvZIwv0NBZsJgZqd98thQjzFiU7fuIM3nxNXqtjpM0FVj6LZI9BSjEjvJbVHLtscyoee3pcKNrTBo11u6SuwqkewXCBRwpO4Q/rZS24OE0njV1OOnWyMSfJ9YIq32Y9ZlaMybG3z1U4AyKqRbkvUaxu0Ry2FVeuyhKCSgk2u0QATFkvS6yWdq9g8HCTCqOqkXQ8eam+b9ki+riqCeqKDc+larS30n/r4EYJNczU8ItZ0ANryWZgTsnUvdqDcVIPaeUddT8wypFbapLQf2phNmosYPeMZz8C73vUufOADH8Dhhx+Oq6++GgCwe/du7Nq1C4B4V9///vfxjne8AwDwmte8Bre73e1wt7vdDWtra3jnO9+J9773vXjve9+78EEDSE2xACDFZ0rZGvm6bF++1n22RDum364CKatBLLmxC2WeUflZtunS+htFu8Fj6aF1Jj0C6klxw5sq4/aUlsnTSiNVenfmoZFKoYzML6BeG8MqQzjJtjaOWt6ovppBsWZrSc4uzvO8pKg1LYXUzGsr4/0xiqFM3hokIdtrh95AeWwiyvd0Ge9P88yz83qdpXwlyHkAcs6RI2225lQt4tSmv6KYOtAuaf7RaswjXlu+0UjHK4qQZpAeUT257EEhNWPk8RsCk8lSY/rYeoVx2gbFaCfZo1kwScG2qrR2o8dJLpTNK4cisgo1YDzHqCsBe6NwLaewtEfl0CA2jiMnAwOMFYSYPSazEcV7XTTlDdkOkx0itXV52pgSlcLnnB4TJCcwq0dpu4TU+LGY1mVTpobVGuE0NNdPNkeIouU7ptdoi4jdtPNBsZmMLUqR5plaRXC0JrZIShLs1jf7RHqpmDPoKJPVSIhBAniBCVDliAB4J+X7iNoZ2wE1+zSi/YglnD8i6dBvg7mOUMk1yNLFXyxVrnSVQgFqEJw2OerCeNhfkJy4faUYveENbwAAPOQhD2lMf9vb3oYnPelJAICrrroKV1xxRZq3traG5z3vefj+97+PXbt24W53uxv+/u//HmefffbCB91Ap7dW5BgVylFZut8eEsTyicqxiQxl6X4afsIMQ2K92UPL25yMSWE5wJK3fWsaj70vy2WbVWlF0qMl2hUJd23jI3F7apTAmgzL2iG6sxrE4vt2c/vCQ0t5AnrOiWHjFo0Ro9Z4RXIcejDpPZCGuugql+UIkLYFMHXIDFOZ5Ggem3qCEteH3l1RR7nWIQOcGh89By5ACYhUcTATuFbnTnkcmyFnSNl+1CEMjD0SsqfGOa7OUX6/6BiujmAtlyXiVKlWUUwt+j0iPA0xoNzPw0OvUf3aA5Jieiuxt1GtzQBlRSn3EukiSGXEoUSZE7C2ca4/N3aEPbJnPOffvjGbm5NKuyQ2idNmumDqUXbUJLE+ahGILTMtx2jeBOwSogjZmI1i+8okbGsfAhgHkXtc+UgK65PaYTGlBeNxEMJi0lJLPUrqiD3kHdTZy01rjVtxubxuG8i2yYorQGqb9H5P3fqtWrYkS3bRc0GOyvzFLnJkP3KMSQ0vn/QNB83UpEgQBuOBwgaUDrwDwF4X5TwMizPbzdCyfSU7JMunliK1trCh8r3+BmS2W5rTMBNqJ/aIKOcYOWLUFFG5gJolwdkIsUdMg2B75sZYip4rgKRoJMKlknvhfnaO5WdLBQj5lMk2Oi7VaUUfG7FJc4fS1sPb3/72xufnP//5eP7znz/XQc1+QMhWh3NSsAnV7aq0Ura2viF24eUBGpUkFeWxrviBLemxXQVSlsgarLS/RKO77HpGSS+cPB4RN963pe9kmFDc20qcoJ4VTMGhXCLblrHTZ3vIGwlCNjpsITqWm89a7bPehOSluiKNYN0Yt0hIQSOkZsupkRonR9xNiDowRo5S/xE9N9q7pNyfSOR6juoIVC4lQFr4kGo7fXb+JKTGHqmqKBl0l1+dZkRaVDERVDVETED0EXXtRMLWgWaN7AYWUjT0NW4Jg0byfSAp5Y/ksEI6mKJalMBOo4KTkx71jMn22tdf8d5jHB55mJHhPHkXm4QdZ4+moUOl7kKz+7Ve/1OWBeUkbGsuNqmabVoC9nqYZRxHe2WiRmjf7FCKq5kjEvM0Lpw4UmeNlZSU4aMy7G+vzOa8ZacNMBWJUkKzVMvqMqSkJp223PdInD1TgCkTHQCpknaCijSGkkwV0xohNdaO2Eyw7GpLxoZlqqcD1U0p9wFpEE5MamojQo5TLlTquaa2W8iqfE/1z5JzypDvFhnJHpU9jlbrCgMfsBIGqCjiFopYAqVwftlaZDUOEvFy6tQ2hw3xAAVYpZopRyU56sIku9Qe8mgjNumAGyutjdJDk4fTOEkq+4Z0cZXGgLItyRvIcnU7xDaNFG0EpREyMlR68+meVWZDZDehfr8k3Nho1MiGC0jGK3lkxbQ0z6n3peWkrETA1BeOxXZVqp0tlObQ2T22azyjWfuItMNm5fuUi8SpIk4aVMpQKqSt+AHkJGtQK5QGrRjR820DW9pdG5BL+c0wRzXMUXsiwSF6IYohiKmog8dIf+uaHRAqyTeCeG3tEv41ltvZI0rpPwFDbV4yUiPUdCaQfu9UFcLr5yCVBsi1Xg8qrPdcnDB/nqKQLtjDw8751NJ+TA77rwexdZPnlflnJVIBSGNizn9kezDDSEtBmIwDTPjMrVcaW14JaLmu07J2I0QgJQJoKeqNL4H0Bcv3U2BEnUp7lmdmCcTmt0JqzdA+QRQkMazESLY22SeW8JrkfuqhFq+dYX+zQWrvLOwPrzmokcAaSotRVW0fpXFicPAuAsGLcu3ELrnoUVFERRpKa9mlAQcZ6xHAgGqAK1WTckgtNc5tkaNSNQot25TSWTvsUfv9vDgwiFFp7KHXVuGhtQ1Ru29IM6ymD6miPNZiTInYtENqgEkp+TMs1jluBGcdl6hEWSZrF5CV6TKMHBXvHRADlKQY6UAKm4kkjewxQL+SOihQ5aeRkA1AQ8sokx2j5t6UPJD1JkzJTDbiNZwkYlt8H5AyWdk6ypCadNXW6fLlu5EIUBSVSZu+EZBVI3GLYAaO1JqyEjVCPlZR0nJfJmuelhxKJTnsMnmEqkXssxrnSMiRXCmkkcDsCYu6JuE/juJhy5hRPlWrATnhtiIZkqP2+UQsuVHqQusoYkRe4/hIPUY8s5bxWzPIICX8pN2y9f4xL80MkBmltgGyvXvz9IiwtA2K0U5BQ0zpen5OeKZaLyNm0qKkbLMayxRKtgM1/IEy97GcZr9SmXxdEpj1nDTz/hvT5OksBSBMKfFahBXWZ7t4XakoxAHOsbSmsFwZpwULpjgn+UMO285nOwlblBCbpw6GOWJcqNoEsQFOyRAb8SFRsiPSvU5wORVAXxvl+2Ycy95G6wx0nRRr5rxcSt7W/1LOEHQZh0RjCaBkiKM6WZROjiOkcn1pVqzHHk3JJw3tW687NBLcbU9geRaQyzxMnp2QilmgaY/0nA18hKOBkCQAtavTM6x2AS7kMNqSdukHZLBrGdajlhJ/gvYdMjJUDHzMSP2L9KkxFWKnsj3yIKxtwCYdeI5eYVfaokPp/UwbNw3YHHVno2Wx66FrhGvSVxSvyRtTsOUgIfOWvJFi2cLrSmMPFd5a17K649Z79dCKC5U7pqVl2zH+GUNoCWOlsDG/L1/tfem9lflILDco6XsK+bPlPKS/xmduTpPnCSwhEkbcuZgWkcpmLUcuRofIQIguKZs2wPFIybVVqJVjGAW4XDbLeaBjmZ7HVbN+H5ZbV45ltB5KI9RjNjDGnbQu9ajLkVsP5txN6j8EiD1q9GHbApRNAMu9ZNtkE9AkgclWjbPIlD/URtsGoakoJadOiRLUjs3wJcoDX3/5RaEFIfZeS6dRjp2mjFnmxaKNiC1bjOcI5mRfyuXy+2yLSruVE7U11MgkTIm171Z0qYw/ajJ2c9BjsUV5rEef7VKsku2Jan+svUg5CDuQr2Gg+exs26W2jWqoRA31aPFn7X6vGBFLtQEAtKvSAKRcjbLTrC3RyNWhIqzGeX5Kxi5K92XHhWoEjCtH6E52BJqx/XbLAEPp3eXkR1WNTKoujr8cu6iR9GjxdSrkWgApEZpzs8fotZuqCStFTN+SHlkTkrlUk6RsLzdYgyZiq6OWfxtVahrJTSI1MaBlsiZViFdGdkot30h+VKwL88b0iMaVozKfidI6ZC0QLYfMEVCLd+Z0Pa4c3EhL8Qk5SZKtuZ95WlQobEiVIKl0VptfRkClbFmvJsCpUSJiVC5ixVWpZ0ddXE9LVspPEmKLLg9WPKQaiFk5sjGEUjWTemxl7pGNZZTDjvLSlWNkRsiDUp5Aj9nQpQ4BzXD+JALTzH+Mjeo0IBeLSKXY/FVp7fxFU4raVWjlsqYcAUih/VLBBrQoBGY6VYK1UDvlWy6l06gibUNhcNsecWGPXLG+yxVcSTWKkDzHViNaAKkpZ/maxlErc43MBDGLLQmTh5xIYTXoumUxSCurOOU8ApL36KihHMlYb/kZZ7lTzhVNEQNSMYip1gCkpYoWiMgzLn+NpOw5ACNp/mgXH3uARw7SWoQbmk3Q9XxRym/XalK1ySe7ZBiRh0OUqjUXE1Gy69eWDUypmraZDym/tanZXTYJEHskbUzmu+5L7PfEKKFlY8oxibIIkIlTyUw9TMTMaFeBpOloDSo7Jb6/meqQoaxYm5Y70Gywhpz/U+QalXH6vKwZLDSW6Yr7W6lsXkaYUDZuZvigWq1sO1WByIGO/znAQmrJ+DjK3QineXElcS37HplyZOTIjFNHIqSNo5bmRe0OXr5arpGMKJzKZsUIGhnTQ+2K9wc7XB0+pUzuiQQOcp7S0CHapr9m6c67FipUFOGJU+nsiD08RziOOb6veUVSFVLDsUtDfXiriityj5zeF7lyrfDQmMcSHD2m/BY9FsY0uzLvNjZSst9ZIZvC+EKWyuNsXw3yDM9qEDElW5KUZ3sek3bxF38t5yhifJ3EH6fYoxyCs4FpbZSAbONku3rU5Y6LHKEGOUIxf1Z05TtGvd+78h+1EzXZ4syas6lKtbPQGScyl9UhtT9qkyRClUv4kz2ycxS1jQFD7E5ktV9FXyjriE2k3fodQnp1MqxRlHYjcEUpf5ScpGZrkQpAjRFLCX9pj8CWnG0OsNihJFa0yJENlGCm3By1jShFhv2PGHHxmglu9zJdswpPoW18ynHTSpQ9jRrelDZWK2P67RyjEg15sCBNJn83Otm2DmJSsmNWiZrN1QD1KDTenRIey5tbH+Qm3JgIVpbr55i+nr9iXlmh1nzV0xGzGpU8Qz1FHEk8uACkiggr7Ycdp7yKgdCDATL5mQYt35+oHMlJRrISRqCCqlSQYUKE4BUDPCbjJMZMkhdJcyysQoTUqbRKtGarfji5iSOzCmQkd7gzz5fA5hqT5EisESNE7XeTSmclf6SiiBFrdZoRGzBGMtpkUo4COQSqRWvgKAM+pv4iuazfg7HGTsgRq69ol2My8pzuv4OWHNmzboNfv+xj1G5WN7YsmsnUVraf+xiNh9iByf2Mpg5LhIhY+OXmudfFMl3FKGXj2URKCqIzZo/I8ntKsoJMeExgppY9iuvYI3WMLJfHcnAQNc/JOAkpESBt+qiNF5ND1yYvhq5p05rQlo5Zua45YOqo2TRZR5hM6rEGJBKEKOF9B0hrEOu/pPaJoj6VnNpPpyEpO7+AFo0Qoipv1oyWPWAJ6lw7wDOC/n5WORsjN56HjhhVlAGQKrUf9mzzJPZmQCENGxIiYUgBESM4jhiS5j5qBW1Q2wRIPmRk8yyz7ZHrVDMVmMWu6oUR5iGvLex/xAgYJz4TZGmLkZqEa2g0Uitipc1pJlfnZMfYZhBAgxy1vbP1Os5Oygko850ahIjsQkRDurbpqdNsyjGCkh+5EcWDEsMg4+eIF9ForqaSa0PWpjwtqULJEDVfieWmkmu6MERebzKCjE+EKMfhzSAWf/KlJoTUuHn+p8GW0T5IZnjSr+KUwTlIGI9ymJV0dSn7J5ASCWv4Q3WU86elsKDcu7Y8d/DIIpiRH5ZDkrHHOCfg6uGwthiwb8hROtBGJqzWRXdakqRc6290SxgiulH6+tLbKPcqsRwjQBOpWUkNQZutSQgxgmcyRJOk7IMK7Vt8wjOxLRr8/9v721jbkqs8GH1GzX36tN/E7sRgt9uibRpFcoyt8NEmoQkmIZYatSUUJL8S9w9Y+UBqxQbBkaVgiJSYCHV0rxU5vmAbCwMCi+AfHb6Eg9zvG7oNwZFixx2iYHyDXou2rG5ZRqIbO/I5Z88a90eNMWpUzar5sdbae599zhrS3mutmjVrfj9zjGd8FDBrv01EjS/PXlsSxsTAowkuAdun/bAXHnhSzd9iiRgTpUiTBeqK/Lm+msOjmqEOsAlUfUbsIh7F3GbLajwKSWFgaEZX6guZYNbS9pWxBgoDTQ4wu9OmFyl/aoKFD8RuutSygpQwUww1X/yxqnFE7Bgg3eaQmDAr9GhGXHZFUhDjTaGW3bk9JWBIyiqNYvioYkQaIkCINAAccXo6pJpr4k4LY3KdxTDiJKZpQq6PJUanyv2SKBIZd9GASDcFgqM4h8U9R9EKQKYTKfectWVMUgVI4vEBQuOtuk0up2J0RqLl+GuLy5SknssMU+UIwMRCKwqr7WtmitQVsMVdn1/wijkKSsgg5K0z+4RaUCUI2Q1arYfizxV9VAVNgUjcU3lb3myhkjXyp62mua1EQEc58pR0T+q3lCqH+tsHPgbOqa1CcQMZYBEVkGCKps6ITVKvKFl3pEkm6VS5WbDtMJTClrR/6BxGlGa/ZmaMA+HmqBZXwA0AN2KaR+1Ei/oRF1WxR6TMFZWUBpt2xJRwAxWdgFZeig6IVCEaxaU2FgrTYe7nSym0O2tUlw9ZIy0lqSU1Lp2l+LpY/kgKI61qZ8GMAltEPAatwSPU/WSjqnilNmWAyUom6wuflB3yVfrrlPvyAOZPSEs56vVTFzrbw1TikqxrSpIqcSyWpsASK5MEMleaUm0abK22jpExnH+D1BhMJzZBiGwjAjwGcBgRzaUmLn65noMYoKeGR0m9CMpex1QVW93++Rwk9huYGmzqXtNikDcpWCykKkdKXKQRtd+Im6tTSaZy+ylGLo7Imhz4RPeC8GmytZvM0vaNsSlT9ycv5g0WWq0UTcsFzIvOmZa+i0Wm31EGPRqDpABkrIuyRkjKiPnfE6ukkwxqfLlS1jk1vVUN2y0bkLbhHrhUNDGmwEZEc6WluAJBPVLGhXKUoLJG5vNHWzmqs83yGZaPzBwRkOKXtDJtOpmlUmmdlf7RsUkY8QSkzNm9oVaspeurEQlG0DnVQr5NA+Q8uzR/okRdMxJ9Pg4MIAUsXifGaYx2z14ZUvC1KkWnQzAF/ySkAqMa1HiTBlyhMaXNEuNuyuymMp36Mh0xmu9fK2YnBlXCvZilgFp6PmL1zN0J4g1aAJt0wx7LnzCJVrNxVgbQ/ExtA25JOcou2DJNXxnqgdhcaDWb5JlxXaau/ZFL5UhhiAuDajc8yiVCxCAzjHL4pPaOK0JrfWA6v9hK3lBLzx+JgjIJwtZS8Wqw9Qo+eWnRhpU7jpzrX/tRFFc+aQkSwffIBYONgZLSB0YYSaE4uyMDEDiXjvTsGhGsxprZiTflPBGsJlvEAIoRp8guU3/kV0JypQ0hzy+qmZAngkNX+ARRcOlquJnm+qPs2r+LRlyROKQrdJoUI+RSI1F+X0E0d7+cLNhlZsbpGq9CR24/xUjE6d7TZT3X2wqZm8Noq4U2IqxShAbqF1rzotQpAGOJ9GFXtxrrQuuEbG25dgWumkUqGaJs0WXrzFl1tp473/oylWBqJkdd+1ohtjMCJgtZILNiPv0y7mgydYhuOnIZjO0BTbNpYrJAIeyQWm7m/4fMsRbJWWQ5WLKw0DQwO+keWQ+LQJ7DKKklMQYQAWNMpfiDD3rkabG1GKgIfgSAASkAcky+VdzAgLucdQaCxBvFcj4jZOBM7wbGMV3/4kTnl0pxRvkl4GM+fMZaD5c8BtWu/XWGGhfY05o3bZXUmyptERiJUOGTLldoUesmM9OZzfLLVEuzmRIEq8xQM+xBYpECREFzmGR1iqhUjrbM66gPlGK1Zs4BxiiZ+0wPQ+11lsBpkERNsO2rakWkn4YznBlsxxixKEcJ/2DrWjFaSmNaSRHA8CgSY4x5AmzExBwFYoQ44K5wioDg5lOTBCKOpowHRNwFiBGWk0VA0TKCfZVsDcoeJBzBngC5PrurRbeDYsTu095lfloQVcpLZUhZGo16J2VtCEXafk7XL4HIs0Y+ANErR3PSii2aq0ESKCI4VqsOepv49qEWGovPPp2IXFyN80tXFSBjaCAPXI6XUdrZrBlOVhoBjjnK55+FFRliCnJkX4VOqFnSGaw5l62E7quCTENZsm3WrFErGNK22VGOgAxues1CSCm0YuKmCtViF58EiTcCEKXAZnSnTU68piNrICigu+kKPAobHAHJIJHUWUqFLVNpiRSLFQmgkCjpcSTR1wing1DQVbG1xBiNdn9EkFloKQhyMJ/+3YHsuwZmI8CUokGszCuIBXMEAcpIwOkegY6XWba60FreGcWmXuwjgBQnVuFRYmTKApDKXOsYLeVojSz10+KOdZsvI+LnTfOlQ8xgIzFANHs1aeA5WUJsjRRwnUuJGB4BLvjaFXgU1jYwCxyIomAaEYv7SmMlZUOSom+G2oB8gT2bZEGDSTnSVPrVIVx1ELaKGmH63bc3PjW+iAFL9LB5HWVfmTmXL5ATmu4UF68jfxazCsUvgEdJHFGITMCQ8E/Od5SyIwAkWy1ntZ5yQBxS3OOVMBpzNCLg7nAzGW1hkGmNCF8lxt10A3fRiBs04G66mRSnBqN9l97TSIz9IH8BycD76h0XfL1SmhWvF/uU1lctI7dikKipHHXHqLLQlgqz9SQQI6fOcmGp1ULyr8xOA3QeIYvGMwBwCpN+b7QXDBHl5YbfwVkg1tcpZM5CS94AmlLXqvHWFWeX4o1qaShHljKr4uKIiqwRIPn0beoQIAFrMt1yJW+2/c6l+F1QpChHOf4I5u8Po1TslnpQNLLFaEGVoVEKpI2MUwGmm1ID5ab4+wNxUooicJ2u4CSMuCkptCEyBlkvMOMuOrVy/XcRMIqKd5MHVX9Qxx155gi4g4OwjQXN35lmwLh6Nuu5Gv3nFmlN+zGZtmgBk7TP0j7U2+lNeJ3n88vtXiEqArAdy5M7w3JqWmy1MUSNvxqr8qebJ0yUmwQFYiSqtulijKy0CBUHkrFBFSWJI1ozfx+AKVOtMUm1u40o45TGPNpnWse8SSzrCHutypAFnqtyoyy1UzY15ttYbMMfgEbFIAhVTGneOYgRHFPhx9PIOEEqSIsQZRqjbLhbHGQATuOIr+KKYRICRKmJwmgDdwG4iZMiHtKn9oN0HT1fcg8geVjGlZeiJbe1YtQSjc1opcUWxdWMPdK7JitNUR2zlYWm66lyNCdzQFhPF1IrO/WEjml7Sfw8RaWFpm40lw1iVo9YZKacQG4yV1dEDtenzmoaQB1rZLFILgZATwcz3BwTyWpKcXSUWayautYJXwEUWWo+GFtljjXSHXDKkRVi80ClbVLgDSOJeU7Q3LNAafZrHiXwWgEMabJZm/aE0zJj5kP5qadHM9XABJLJazWDxJ/PKBaq6mExEEKIGEMwZkjlRFikE7lAV3i0Ymw+7uhuuomRCJGC+fsBVZKSaAyRfipzdIWAGxaDdJSJKEPhm7h8vmtJBlyuKgxloDt4VEuLtfaY1FKQWkqRtWGKQbX4+MZRWCLPYvtxPfmSMInNMFP80bo9ZiCp7aO6urqiCS5uSHcmnaJ+Bq0aVDKuehikzEaONQwgHiVTTQy2IUgh2uBY7WywbVZrW8kizFag0rk8cj2joJ/IzLe45CwenwCMZEHxqoTn7DIYDtm5VJ0LSJl8ilWqZaryGQA+TfgciXJxSiApTMQYQlJXxpDvtRMas6sNwAmn8iJjCLjCA2IIrhjtgJs04u5wE4Mw2IpHmtoPADcBi4dMSlL+vH5UjLIwq9KYrTFmmrjSVEECMhBBXywcLEg7sTF5fC342Ap6BKrAxAV/fmuZZgnVQFRPWdISXcMHPdpLWeJbJtkgtaUVZFJT9wJnQDO5yxpHwuxoHRI2Raua6Zqy8sOS3aUzXSf6180Apw/5nEsNaf9L5UiRL25TjmRutbQtB3jqToyQkgMAkSbkR7GqUq0jBCCMyQ2FwCAKORXWlO0UkJ6ZMKlHJAYnQv7UGkfpMClbQjIHEsesCIeBcCOwWWWnMcet+ZoiAHBKgy1TH78CUSrZn8JrRxBS2uxgv7VQ5EjR4o3SnEaMKwTcvENdabtKWWxWiEtkF1rp0pc3PdTwgn03LYBg/ZaCr9ew01sY7NYksvpZ1zOyKth69MTCGqtyBBgD5+J80qFmptUOXQy11CaKEGWsUqXIzyMGSJA3hG2xGB+dR1IuRjHBrGKiy5wVwy653YaMIcA8/rSkjjUy7HHLKDPXBIBjMu4ISAYaIdUvYinRoedasUwDzsd8aoNgN8kxGwunBp2cl2QGpfV5KJk1cMajBK0Dxpiuu3+PnYrxZooRpSmMIlOeeJYGw5sRAYiS3R2FnXQuf8MgQOZ+HDEw4yYSk3R9B/ZV5bZTjPaRntJS1jTiZtBjK/B6iRY/RMq+n7Rx0t5dCYVp42e4FoPC+hWUNbt13RjmNvN9TflKQYNsYAdo9dnsSkPBVpmFNnIuWlYEQ1YutX2ldqk5ILLf8kkatxABIKY4LAmS1uw/Bdtk1NSp/OncJJYpAW52uclmorBFWp8FLnVWXwwjIYb0dhjHAA6Mm1IlO4wpADsGspoiAzEQThF4QIipVL8PgFRJVHairAeKuIkBYE2ZTUh9U6yyUazI4IDxKA1psEaTLrUh5EAfQGFsLZUP6dUxWpIWi73GIFsjymp7ZSkpRlSemgKXYEHGHldqvPFuegbl51aVJcpY08QgWY9IXEayzqSkiH6Si3VyrrR0oIJN3h1mx7YS7x1LBFA5ho9DUsUOep5yjSNzo6lr35VBIcqufU0EKTBIFDRL6VfMIvmefFi5Jp4cWwwEjAFjSJNhnwoe3RQGCRG4EU8QOU1fhCEFVwcJyL6Ok1TrSA1T5CxJxSUgufxvyCkwFkl2Nk1vlCajzRXdtsvlVoz0Re1/u09GAhybGgSZPZK41xzkSAmIvLUGJKpQLSINyNagx9pK61HYtTTp6g6lPieT4EdycxMJnZ2BSEFBAUFZERjSFCmw8jDAV7PWZ1L+ihR+BkTBT8F7QUBHTnSeRw3gE6Qq0jrTtaTvE5DNvEjSLpfZT7aoFtqYy85NgrFbwORlF5eaCBlqyAFa8ahcuZsHpat9Kn/O3GMihJisP2XSjBxAOl9BQDEvk7FjOuDIBB4igBOQBl+PEeNJWnZlSOrKiRaHpBOcDjdxOgwWAHmFxpTSH04tADIQY6RUldZXy/YWmlalvSLa3s0jYTQvilU1k008Cb628iGgVXhUs0Y9Y62HS6Ui1P5ubR1nUWvutAQtpWufucFgB2SWBpCkDoIGWJPDI13m2SBw/k4tXILWV9Pni5Krm5NCxANAo7DYim16TgcSLBIjRvEHgAVQK3MkE7uWsUMrDDivCEU9F4LVPn2/mEsyVb02pl3CJiBueIxO4VPXvujnwjHlVHySd0YgJcoRpTBtMu4STjPLPSR4pNcnuSMTx6wB8CSfY4wYY5noNAhTdMoBN8OA0zDgJCQ8GmJMwdh8gqt0ihgkfEVw6S5KLrYrWsEfyXgbmHGFEuM9cFKOvnpM1z+M9Iqs1QXVpumxU+WoXPfw4uuHtOZMmwY9euuoMtRIAEwYAOOm/a57o9dbbmrUwOkibpl5ksita32Sv1zdRGBpq7M1fAC2/lYAitFZa1QqR2uFs9to3qWG3KdgkcQlyLBMMxo5p9myBEBSlVmjxmBttTFSPEP0ywTMIpk+B7EKmQmIAVFqPY1RYkLGAXdJZtopBYSBcVNS+hGAyKe4icFSaIfAGOXcRQq4wckSGyDfRQkaRYMbKTkWwxnd47ertHT1XjkOww+q2/oFHluMUrM69gFE6xzVbT0GcZY0EaOhOFjFC/lOvt3hkbHVijns2qr+mXFyRjNNYaZ7ADKoudTqC7rkyl8rrRRGIBd6VAOSXDVsFoWPRcmzWWMzY6QKZMI1MnYIwkgrPlnQtsMjVVI1QBtiH4Jhc6pFTkZfjImFizGAOYLF1Y+gpUWSay1oer8oQCeICMyi8CRPTQ7MjuLmT6pLYpFOZWdPDKN8OMwuckcoRvoeU6YoitasWmyzwKNYDGXBRnIPWLbSUln+HAdgc3qhHeiosjUTrWetAY6q1u/OatM4I7PUQCVjJO4Z2PxBmSHSVFnWgESLzoPFH2m6q1pl0Da1StRSO2HglMwa0Re/1+KICZoSmqYS4TTL9SC5B+rH0tPqgrHTdjFljpZYI8DeTEUKP1HpUlPrj1wWHTE4yt1ykgKjQ0igG26mAG29MwK7cwJhCjgBXTonlJVLy3wTy5k0RkDriIhVO8p1DwzgBOMQwVeSsnQiqfwnIaYq2XHEXWHA6XCaU/mRYp2uhlOrkp3cZDL3WgxmoQH5fjbmSN5W1w/kcrnsku7f9v1WekQkldopKBmfpHwI5UKPdRB2AM/iEZBdagAKJnsNi722flHCR2815GU6C3siOeqkEHmxewZbY4wEc+Big0jZ5oB0wIoZeijsdkHjiNR+8XaMFX/UEydYp3ikcUtIz1cy/DwdRTkZhHJ2VraMuNRyt7JHQFZmFmONREnS6T8o4R4DFofjxwmAFWrUkioZj9I2/LRGqnBGpHOic0GSsG52vtU25eTS98xRjIQ4yLs2RMQreV7A0xBwyiNOQ0isNlLWWuSAkzDiajhVPswxR6nUSCDG3QKWd8s75i5KkZLgFJf0v3l3B//toxhVfnzPTs5ZKR4iehVnaxfaJF1fL55mrfE00HEpVRZI4LcmA2SNGAjV7WgYRZ4hMksrnTgfNzRhnNwyG1yVLUIOzAba6bISf1TMo0YEV74UNrEPnIVGSVmwfMy6+OPWTLU5cexQXfgxgZP7FAUOMSkqxOTipACAjfnRcv2pRpKcNgVl9dIF5InvNcPNKZw0CtCN4h4eEiSOOofRGDCEBJRDCJY6eyMmtvH6GHESRpwIY4QA3IwniBQt7sjftzqVSFKcIgJF3MXATZTZcEfpi3ftz7WptBgjbZ/DI+9SA8p0/VpBmivwuFU8k72IPeL+8XhSr1SwPjJIE3douszGk7jFVqyRrQOHR70JZoGcvi9TGBVZZQVzjfIlBGQlqVFUtvmiqtt8DCSQ2SIoDmnxWM5sfJQSIMoEaeC1YH5RPgQJexKuCmYZmwTBD1GOPIsk7w69jYw5koQYIqRJamPAGJPb7yTm41dF/iYNGEkUbdnmIMznwBGBQy41gpTWP1C0ciOpv4SmIOLmHu/Ry6sY9d5zXkHSeA8m+YP59KNa7KK9Us0YUQKXNGOvAohP1wfMSgPMUvPKEYCJgtSS2Uy1DS+caVps0jZynJEuEEvNg4coMxBLoQCbkF/U+nCx9gXK2CTO6/g2M7jchI48JAWGlc5FaksZcIl9MQZHLbQAi+Mp0vgpg7HVElHmbo45qmKNgKzsZABSds2ZnurvH0WBG9WmTVa7vewCIYy5zD5L3RFhoRMoEIlnMBdps3Iluht67AJ2mpqfQn1CYvtCQBwiTjWbLERo6iyQyvVHJAtOM9ZCTBDgM9Y0lT9SsjivOMfIFZwmUCJKabRy75zuYZ3dliJsIDRY3ys/PK1348uIRE7uyfQ7LffZskt4NLjlik+7uPnnDLVezNKoy1zMEVGuNVNkqqmCor4vU3Yo4xDYss3UBzZrqAlGpZe+Pre5bRJrxJKhxiUemeJVTzA7pOKrpK52kuBjcannE4JSOZI+admM8mmYgxxrBIel6cIkvNR7C5C531iMpZCOXdz14VRw1ys64jekMZ3AHH8kdwwLqyeEgNpOINjk1whJUSqK2A4ASJmjZCgqK5omnD2xYrQnIabMXOSSInofnVLEVRnTWGpRmMZAqTJ/AAaOVmJEk6JSwDZZgPYucnkVozmp2KM58TWNFIjqAERPX/t0fQUjtcw8cwRgwh71tp8+Q9W+znKbTiKbK1/rb91GcqdlZUlZHIgFYdaRU3CMSJIXsuiLaTxVcOyBTQBmFDa8gqQvAyqVJbj1dYwhKT8JgACjrxVkajYIyGAzjtkVWAc/9AKyvXKk6fsAigq1SmErKyRtlsJvqfyyXZb+zNCC9syEcKrTkQghpvfMIO5Op4QCAkYaCKn09pDX40BiEQNMIU06q6UjZEydAXsMWWE/JQWnNOP1qb5ggWbqbCSSQGwSQErANHJSnvZlGi69rMGcyW1H4nnJGFQXffTuNVAfj7yMbrlKXV+tZrD99Wsngmy/vi1sSu61bKeoHmRKjmBRKvsBe7nPGmqqNKg3Ufsojrk+qitajaCgMTUuXMAfquxYdqmlBzcpSapRqVIgNY4AG9tOc80etaRmiFx2FoC2S23UXXS1jUbBolNkBdNsO8EbObbgCAI2PFIFJ50TDT8ypckpRDoDgL0wotzmTmFUY03LBdg7byC7Q2/GrEgDMDwamXCFsiI1Uqp5dMXd81fDTYA1XT9iEMb7zk7XX9J/7KJn4Kqpa7XQtB+pMqHPpl5IlOn6ef1sqa2pQnteQu549HsREa0g5BUkBQAXA5AGgyhPOQ7Gc+NNCptg6bKenTIwU8XLrDNZjhTDU8x0DRiwFEGPFnBNU/DZNRgbgM2IHWPKgANs/MKlhmy55VR+zsXXlJoXgNd6TiQxRL4qrabHkq4X1brzy9zUIWO6AEmBTIqkHnea/VpSZxk4lf29SYwwDimVPyQL7EY8AcKpzLOW5zKKoLIqLTHAJzKP2qmU6ecUm8QtJ/RtLuY7gBrMuw/FudZauoXaRWi9FKVBOoZa7VJT8QpSS6ndNU3fz5kGKOkijCmVrIphMFUn0OuYFaZYgLS6vfQSVPhDQA6udm2F+4zyZuv0fcMjTXow6PTYBJiWB5T4YwYbDufWV6ldahqLBJhLLTOV6eQQMgYhZte+MUfqSvPnx7vZCJbpBiQ4JRZ3nYQ+cJRtx2xIm5IUgJQgwmDHeuolOQkRN8cBQ4g4FaY6xCG9SwMspX8IUkIEiS0KFHGTBwxI9YsiyJjRfTJlL79iBGRgKtxo+dny91HWjjUlFoWFFol0Cpj0GwFBXQu1C80/wJgqRzVzdFaSGCKhr6vt1MXVyBSVrPgUikxwZeL1xY1shWk1VFYCByjTZJWelvOfgviELZLr44s+MlGJE0IDp6DGAD4BCFEUj2AXk8m5u4iblbGh22/NqabrtsSX59d+LKanmKTpuMmqYqsdZsAfKWfYGWPkLK6bKAKslY7O6fpuFmw1QoMw7BI3EBm5HknwuxrSZ0gv2UCJzj6NESdjwHgSUiAkkwU93qAUlJ3axjwn0ZCr0hYF1WhApCDVaQnjHepKKx45dp+KDfJi0oclWdHOtc9lqHbkHOeY2CJxq5pxlrNtlA2eM9Ty77S2rqey26SxcVZx0nnUuHK32T5TioFLE5AqPnF2zwvzzKyGgL6wNXYGxpxococWoAVgrjEK7hE33JILo+8CMOKJGDtitBQ6vrqeArnLGkAxmrs/p9ArF0O7M0d1u/rTRVJZAWXHo+BlNHc6ncKwM40ng1DGEj4RnS7mTyC/PvW8R8P0xEaZZ1KHDoDOqxY5udhyALxCZpoyZIwxGYhyDzAThiFijDFhk+CRx6XTcIo4EEI8QRwCrosSdIVG3AyDvWev0IiBIq7QaPWM9i3weNvz370U/KIPpoDQdKetkNEAbP1FUZA5VACrudNkuMmo3hItrDZty1/NKO60GQvklCtbv7DI9DdBmSTWoGrSP/+b8jaNtXLWGRTk/HGplRaKfvlEhHZ/Ly1maS6bJPlCnNbjhmfVDvVTdFF7YcrvKEUgWT+VQWJjjaZ/ypoBloor7ZA/lr/IiUGKksY/RsIogZCn+sdDqivCAadxwGkcMELnTKNUol+y1hJDFDAiKUsjh+RSO8qszGHRLnjj8WIUJaoIpJa2uW3tK1pxXb+3lpP08VlpJoY/cLiRl7M+MB5L4Pr6dT0WocSUEtNK3KnHqE+PjVPWQEkvf8Ukw5jOZw+r1oqPb9TfQMYeIOOPsukxufLJYRBpu7j7LamjwB1kfDK8qbCIcz/FImszfKLKOJjiUXR4lL4nLIlMhknpe0gxb4I7kQk342D4NHIwjEp90vq7yu3BGHnR+8S7yzinxqpPX/2tESgtNOFc1fKPlKf+0GUT1gjZ3x9cEJiKZ45qqS2vfTPSar9+a940OUBTUnL2ly5DDnZU37sxQErVAsYcORYJQDrfRZAj7BoArv8AWPRkWjIpspa2G5F8TyMshT8yEGMONATURBErLTNHxZxqPiAb6AOUK6xmLjVSyzBtKxVYy2OYNamBDumCQO8VGhIDma5BSNabRDSyWJKatpwZIBd/pIAvhx84WWvp9Mo9PQI4SfsBdWEExikT4hgRT5KF5l9mzKkYpCpJljobU3DkaQy4GpLr7AqNNqfRiIC7hDnCHcoYATAFt8MBVH3Tc9YiDLSMSP6dMcfS9p3yowH407pq6Z5bin08pPjJrFtzOwrpkpjemsEOEcSDYRJ7TAKysiJxRD5rM+OL/GmskbRZvKNCRI1VytZyZskNmwCJd0R+r2gcEss7QnESKJJB1D1u4pmjNa40zyzpOIpHmoii7xiJdQQRWGqZWbyjY4wK5ojTtYgI6XxGGIOd6q6xJYvouYbEI0kZtJI54jSNUZHKz2mT6mZjSy7hrCTFxJ5qHKSGsZwOAXeFNJfaicQbaSzmCYeULBJuupIRmTkKSFX7r2+Lnijk9lOMvKxCqgQkhLbFk5Y7kGGfvebcZzyNI6rjjdqFIXPfVvshRPfX6wAk/9g3iNKnU4QYhY3sz6+ZoSI8QJZbhghy/yLGiNz2ldxRC0wj/DQuaaAMQI15i5KwU3AcoCCNO1GOlsRlqKXf1Ziyf+U6CTmLTBHWcvxsQYmJTpaMGTmBJMpRjidKy0gKUyU/OxVgqzgHiJ/fxRxhdOdSU/lJNLqRQZI1cjomJW1wWTIad3R9PMEYRgQ6MRtAX8SDBnfrJyKIb28oackELvyzULcz2QraTV37rXkcucYSpwz5Np+hpoZarmM0H/t4VuJd+wFoGmr190lcoy4yrJkadKxjqIFnbXm9BNPyvFXYU7BEcMqMw6q0K/KcgkS7Q8YEuDF9bJHGQo5lmxz4FFNa0opZ8m1NBilhpNY3SvE/yIUZvcJm5yUDubosDY/ACCPlzQr0arZ9M5VfGSdVkoizi7TGIyS40jjINCE2AeOQ75EAnEoxyOuSRatxR3pP+2rwqqTfPFa+FnGWgW9KIJReGurVSNYYLB0W0qZMkdj9jiXKqbI9kPGWms2n1lCO1ooqS1sVJVXyfCBkUY4fea4iVUr8HEEZaHS+HRTKD2owckqQKUCihGhsEqvJiBwX4LNBIH7/1F8KKKrV4esXAdm3D+TijxZjpABC8HVDJspRzRw1LwC78RiopwshytbbEETpEnZLS/bLdAMmrmR/2s2yZL8eP1i4Jzk1mqZPBGBwYQsBZYYIp3UtFoMSc8QIiBzBPABMVrI/hJjGGkZ7+Q4yh5qm0EYOiCEVeDwJySLTedY0pT/sNTPRJRYDGPe7+O6UngW9RMuIeAdAvia+Lb3l1OBRpsaWy5veF6btxT7W0jPW9hWPRzmdX1n9jDFc4AtncKH8UrcMWfQNNZ+tRpzZjWaskSgINsFs1OXymFtaft4vCiGxMwAsS41Ua0BWZGpGOrkf+sqRuu0rnDHmqDddSEw3XoJ3SqpBCCkxAyjuSdPfWe1L0WJYJ0JJ2yCinCQjuxEoFwFGyJdJbDRL5SdK3pYiWCcAVlpE8UjipWKQDFq5368M+d4cBaNPHDlhqfzENl2IfmrtozuXMVLQqS011ptHfrJE5Xv3GvKyloWmUlplojQJyNQuNW+p1cpR6tlQpjrgswvV3aax5cbnnJ2mJyYDi6+GLUqL0dzIZYD0cAGo/9nTzxMKW2hqD0z2XdcFpSrXcj55QHJjzcxbRDxmIDJlSZQnTa+vAUkVPOj2F95SKlHT69146ssC23xupjghpe4bOGUngzsBCkQOR/UUyMOd0mSrKrRBAFoxUjcriihRorKTqzjPhZRAPYJjMNcbsdaTEastEkYBoyEkYDlhBaJcCVmtsCuUJoIcRUOL8eq683kbirM/FiXBUtIA1OjX2COfEUvCYpeB2FM8amHRUOBV31BbY3C1XPtbSokIAWPIZ+40c/EjL5UXqrnTZFlSbmhiqDFglfmJyV766jorlCJlUgTPWBnnoAxvVo5SGZF0UQ0TvUsNyWVGg04FRPayT3Mtwm4IVbDMODLlaQF/vII0UY5yN8NgdfWLkpUKw2a3GgInDDIlCPY9RQhEUJAAa8VhpLEDZayOes4JmV0LGceSkUTSlgxDFhLC4sGjfqZjGzHFo+SyS+dujAEBnLLVAMQwwqfyj4FMQbpCI06RwgH2YYw2URGPPfYYvu3bvg0vfvGL8fKXvxzf933fh89+9rOL6z311FN48MEHcffdd+MbvuEb8IEPfGDnHd4iawKvvVjdELHCdH397fs118c0aNIDy5IFtjW+yCta+r1XQXciBY3d65M/meo2duA17W+fZgXqdyraa4vP2Cbpa8sDZVApPqWdqAzG1nYAzYJqPiC7DsruiSk/KK08oIxz0j8LgtTP1E4sQGABkki69ajtKIIb1VdfBEGO8qftIxDGpKSkdUVRlDYwyXcCj+kvjiEFZI8ptmiMhJsx4OY44GYccGMccBoDbsQB1+MJrseTFBAZc6DjzXhi389bLhyPGKVGJC9ny0yU3+DJ7dIfssIAi3t0onFFQBuL6qBr7esTQ5awqLX+pmKzDSOwFarQDMgGUAdcT7DIneIan7i1rMKTEpNKLEp1ksiwqLW9SSC2Z4jq33WfLVLjDU9xpsCeOMUfKr5DkkLk+8gOU/Q7l9jiAqtzcLVbT9u4XAfuz36PKBNERpckIngUY8ajkdPfqSR4nEpySPL4pGSRyCHd8xKAPSInlewqmxijp556Cm9729vwbd/2bTg9PcVP/uRP4uGHH8Yf//Ef46/8lb/SXOdzn/sc3vzmN+OHfuiH8OEPfxj/+T//Z/yzf/bP8LKXvQxvectbdttr5faQP1puNOsr9F/t01fqmjhXvq6l5ce3GCOCo6bblhqAIhi7By4GWhvdZsU8bk4I2WKDUdXeUiP4tH3v/rIHn2Hp+yAXhC0skWXAq7mg7BFyn2lgtntJyHW0GlP+RaJpuK4IGEK6TskS5MzEmKtC3IMSmJ3NGKRaRDJtCAHTmKMF15rVNQJKl5pWwA7JnWfKmcY2QWcYcu4/DcgOYp1xmlMtEnLqbH0uQRmcYzpXEa6/6D8hpilG4hW26UNAYrENkoQg808x5+kPxjEgngTEGBBCROruArODS+UfCFckMFvnWAvx/IOvbx08whR7hAEs2wjKZGcWW5+Hcu7GmsWu0/ZBjjFSd5OwRmUdIx1hmhjisegQ8Ueapg+UeJRjHHMFfsUjABbXkpgXedaiHr8YSTLFDsvLl8nZM4JThhnehSZwNnGpufOugJTZ73QySd4XrkvBfhkeIYprT8qKpPLfqXcvGFuxaU2skWePyGGWZ44Ue6KcHEnjz8x12olUQkQMSp3WJBKCMV1a6kNOkzJHaqQpg23bT+y+nk8tKUIk53EE4onc03KY9vqWquK2vSv5moYQ7DnQaUD0vj2lmLLUBg2+Tvf2KaUpjgZKMW43zsuV9ru/+7vF71/8xV/Ey1/+cnzqU5/Cd33XdzXX+cAHPoBXvepVeM973gMAeO1rX4tPfvKTePe73707EM0JT2+yFkb1RDPWcjZIrsVRU9j19+lYbeXorKU5NUhPqDo77iubi02NHVdUTZ4pM4KqT8Nqklo+hUUnSlnaOVhNIh23Xt9ZaUV5fg0Qr693yLFiEv0p34OBDBFNlSMAi+xRy03XaldKm13xR6lMy8ZXI4NvLOtH6TILtjbKPJ0L0v5IbaTAS7pc7nutAxPT9cxWuFhsADimKSdjJHGNpVR+hARAFBmBBpxyTG6zMOImgBMeEOQ4Qzx/xujC8ahBcqwhfVsxtXlZ8eo1POqJV45qA67Gm17WLLDMBh0qiy1V387ZaxmbGuML5tgyjzEkWISMFaq1iN0LyDIoTulQDr/g15U4IotzNpwSA46SMpv2gTIeAdl9pvF9XtmZU3x6y/y6S+0+5sjmkOGsOGmyCjweSUarnhhO/SiwxT8SI0115IrRWmIIO2VJvHhqhFp0iyqwqqhCcFtisqyjFtF0n0yc8Eiixg2PohqUjNM44CSMRkREUZIiA1fCiD30ov1ijJ5//nkAwEtf+tJun0984hN4+OGHi7bv+Z7vwYc+9CHcvHkTV65c2Wnbek7T90aMUAUw1qyMEeA+1TJo99f2XEl2LJQln6FmDy+j0GaB0ooaGvFALXq8515bKrIGoAi+LjPTJPia9NzBwMaQQkFE/OF1ELYPnLZCanr69IWvbm+dDkSfaQlu1JR+6PkXVCPOVkhxCUUTS7spxzYAOTVV0bB641hgNErlCGgrR7VIELaxRnUgtrFmUSxIpO0Lm2RxRkRyTmR7cvgBUdjLFEclhls+HPXlS4RjZhk4M1Q+1Imzn5+ZxYpLWW7xRMBbYiJAjJGRmLmYrLRRUmeDFFu7EgaMfGqps/l+CjgNQyrJP158jNFF4JHG0pGwlXV8o2n5rGbFVKaV+GEsNllbei595egIxYucFKLPS6A8NYjuh8ejGotq6THYuX1ZUarnTxsNi0y/LxVEygkhFhcEGC5pxXebW9EmS4VgSC4lwnCXgVGUDckdpCnoM5GW+2K0yjrZPGpyTbQYpOERC54GeQ94q1GDt5us0QzuAKUiVCd/+Hij2sVGCt4uIFtYIYIEjocMoxhc/JEqQjKEFaNNO5JjHfVdMOTpRIQINwY7lQKQ+5LcsTCDR0qlRTjdFIx8nbTWUcKj1KjZs2MMFn90aokE6f12kzixRxxwY1w4tzOys2LEzLh27Rq+8zu/E69//eu7/Z577jnce++9Rdu9996L09NTfOlLX8J99903Wef69eu4fv26/X7hhReaY6+x0OweURp2hj2JDogsO41KxkjjiHwp/h4Nna25aVn+nlK0j3gg8m3jCr5M017ZrKrKUtN72wFZwl0BJ2/4kcMFs77yOt7CS2Pm+j1EmZUy680UNLEoCMJkyfXytUTqYGwg7XB6U4ilJ8qRurt2UY6AtnIEVRiRwYsYFvw56rQDbKm0aomS7KNmyWAkmx/NTw1i53NM2yCtyquWHiHdBPJCIPcMtBRiFjCPAMaRwBxwGhiByUIpwphSY2MgnMQhVablgMABiFcQ+Eb/3J2DXAQezT1VSUFuG1qWESqYBHWpoWSI6nnTgKTwooE93sXma6p58XgEoGmwtWRftqhmsGuxKYvkHs2GGVe/9U9uaL1/i2XpT7FGscNYC33eHHuqSpgy12rnps2LyzM4hYhgWaIej3x2WoYjypoCZB8UhzwueekxSF458kpXlakGiCJXuenS/hOgGWvC2qTbSUICiLONL0y2ppxR0PenlCHwGCt4pFCHAARfjZyQ+o8s14eKa8pw53NMO8BIU4gAKV0/Ye8ADCNCDBgpsUSnNKR7OQAn2UrdK6tyZ8Xo7W9/O/7oj/4If/AHf7DYt8jogbyIGu0qjz32GN71rndt2yG1zFpKSsUGeZ9+kJVbcxPpFCHqTiuBxVnOygk06ob0wKjcTii2CUyp7SVwqucoqi00n5kGuIKBJDWLbCAFDHfjIn96Q6hQlhR0kBUiDrldf5ufvwAqZMZDZoE2660qzw+GFVLzM13n1FkyJ3fedqk0pbE6brV0smfPddpRzuMZkJFZbOa6AtK+yskz8I1lphqzgC0RwuimTZF4BRpzPFgEIYxZ59Lj1NR+87i58xDkZRxOybJH7KVwCrBQVJGQ3AMEK7rmT0ean4hxEvNL9ZQihvGu5XN2hnLL4dGcLJIEaqCwKUu+wGNhtFWGmvbxeATAKUyly62FR7oMKPHokMVna7xKbU4HEgOpUIaK31nxMXIkAn5KozpdvygM6WIiFb8sdtLFVGJIBkpSGJLyA5AZQhRhk0pLEAasyCu7Y/T3lsejFo4oo+KNsFoKJomLeKPCPcecD3QIpXJEmrEG51rjFCA9AHSaxk1KYcKiAIlTDBoiIVmycn+lJvfukN0Ip5BMNclUtmX5ojNBFNR0cpOpNiCGmO4HMSyznFgGbSABMjnUQAE352YsWJCdFKMf/uEfxm/91m/h4x//OL7u675utu8rXvEKPPfcc0XbF7/4RZycnOBrvuZrmuu8853vxLVr1+z3Cy+8gPvvv7+9gVoZ4vSXaNSpotRSxrWekQY8Rk6TymrqbED+DnhKeiwDINNS9JSjtK0+MzSX0bZFfMxBKwhSJYOPWmY5pigrQi7OCEhWEUj48coSc5/qkzalR10MqtxAHlB1p8m14ihgpC41tVp8ymzU+YKkPtGInDrrg7FjFN+2+KV0Nmx9Xiq3GoBV7NHEpaZjSU0j5d8JCVRs2RCSdSipszmNX6y1UwYFTrWBJL81pd0DFotFhMA5xTjtLovyQxb8GPRlQIqTlKyvAe05jSKBOSb3jAQ7UshZmjkQMh2vutROQ6pQS+NuLvFDyEXhkbcbZkUwqXhTyPNmbnxg4s7XtH2tTh6B4ntWWpwChPo5d64zu8l9v2WmequRBrQVn1rKekaqI2RDTVljb6gVxWeFlZ3FIzWyVBGy7+laqKvMahdZbSD/ts79UkEp2WfZtn5aMotjsDNukl0iY4RV6Skv3zZpGmiw4owWkO1d+6oQgUWBI3P1F8VolU2SRA2dCQ56T0qJELDG5SJXyA45tT8lfiC/igPlVH7I/TXIKQ8AI1hQNpCqop8SEASXLBzm5NTec5k5VcIiTUq7q2xSjJgZP/zDP4xf//Vfx5NPPokHHnhgcZ2HHnoIv/3bv120fexjH8Mb3vCGrj//6tWruHq1E7Owwpif9JcXAzgH1ukiPz1IHWOkbZoRUlPYrcBHlWlRtX6QNlCCzSELqwEwlqhus2NmytSz30V1r4lLS8MQ07LOJzIYmPtMF1PVX8dUlgplm4GNucGgTyzELEi/vSsto37Z1gpy9G61WlrKkS/4OCcOrFIcRN6+BmEb50xsDJeaXuTcdhqfom3kFX8XmA0gxS/pb3LLCDm2yVHlqT+JOy9ZxhYkySnmKMYE9qcUMMj5GCUA8oYEXAdi0AWk698SeLS4kxWuuEexVVdN2yPzpPhs0E/nXivZn9HalSHKy1pM9VziSPs+39flX9dSq5ctGWqpI3Kfos31K/DE4RCVfdl9p9k2Cbw215jGN7GjaqnUe4HCvWYLlc1uxcBUTPaseFeZKXvIOFe87KSvsAAk+299bVaB1C/hjFwPzVRmcZ0Rm5uNrAItGROnSpkmh/iQCvvUrEN/jmvKW9L41WCOgARkE0jmV9OA7EBStiCowj+c31xpb3vb2/Crv/qr+M3f/E28+MUvNsvrnnvuwYte9CIAybr6whe+gF/+5V8GADz66KP4mZ/5GVy7dg0/9EM/hE984hP40Ic+hH//7//9zjs9EU4Az/6udIpMqVRr8HW+KU0BchZaO9sjDZLdZ85qsw0A3kqrlSOVnt99F6VozofvZ6+23+mbsQnpnmfnlydTisobmo1WBVNmG5T10WJmNYUtn6rZaLC2pfLbpcgl5XXenqQ3SFXU0wRQAbEIpDJbRtmmSClVVYKuGYBR3SyDapQyMGGO1LXSdK15pQX59EzijRwI0hhlH+T8iMVGLObsSQApW5NMtMTsILvEIvI19EGiel7ZLDVhhBxzpywdjwCfuDmN5BpGRnIXnLCMKQHZgXEKpPoibo61yHkW7DGkOkd0c3faele5ZfCoZ/C03//QVP30Q++lnBQC0pR9GDtkjyEn974aauruBzDFF9EKave/DlZjUksUj7ROjG/X8IJdpMYjb6iRaBUsmGN4pPe6KOs6x5nhEck9X+PRWOMQYAwes+lY7Nr0ROm1UVzJAU0yhnu+3MlxbBJlw00Za63SrwBclxbpGWs2vsOaol3PkTvPEs+0ljkSSh4+0CpQ0AiBpCNZnKMoLc6IK9P1ZZl6FYPHM+TSIpBrrgwXI5cW8ddMdcAYEAfBI8GhgdI8alolO4Bxerp7CZFN6v/73/9+PP/88/j7f//v47777rO/j3zkI9bn2WefxTPPPGO/H3jgAXz0ox/Fk08+iW/+5m/Gv/7X/xrvfe9790rVnyFeihvUEwT+xZSX59ia8t1Hk89WgUdfEXhShE2upi+qVi6fB5SxsY0tMsdOAV5BqhcAFmdUtztR3bNY1rIMGsvUIsufVF4a0oduuk13AOmBn6wrFp0FUVXfW1ItW7TU5qRmpepsESvyWN2o2iaWmn6nsV4GUxiL39H/cdkvyiW15WRtcOshynhafE0Lr3F7NuwxpoJr+nnecqvg0aFlUVkRPJriVBuP5grSdrcBKpSi85DisZvDL48zIoZHNQbRTJv81sNjh0lNvAq5v8cujzfsMQdVexVn5GueAciGmDLZPfHLiliiSgrX2gockuUarpDHlj8tRmvYkovRtn/ntgJnPBapoiW45PEpYxEssy2x2AmLRk7FIMeYCjyOMRd2POX9MGmzK21JfumXfmnS9vf+3t/Df/tv/23LplbsDLoWWdHNW2fQ+0JX4tzHrDQXW+TdTcjWW1ngMVPSvtBanRq7ZWqQLcUei6w58cdHymml2oeJzBulgYxWbE1MprT7YmEQyvgfMSCMpdXAO8CCF8uYIpSWlH2K2u+Xyza860gts+Ta8YnOek1kPwBhX9JxaSFFRkyBy37Gaw2SVIttoGy9uXnVIDFEE+YoXZTi/DfjjRTotPijBFpbpppQ6D7OiPU6EEPmOZDww3Q8UaxmLc/Pct5szieCnS+W85csOXfKNf5IaPcojBPrehEa2gSdRiAygYaYlCTOfn59Nm7GgCshgk7Pf660C8cj91JdFH//ExvxQFA8ynFjyhhFTpZ0Ivdy7GMPjyZThbjnRJnsJOk+9ZjUk2n27LRqdi9hxEtruiI5WkDcazaXo313rjVlEsiduBYeccajCaPjY40c7hQKAPL1AIA4SH0gwSWPRzZ9UQOPUmwMGZNNiJYoIicN5lKLQHMqo2FoKzw9KeInp4uLArSQc1EEYbvYR3W7sfQZJN4Q0ZUU0amH0uliFhYP6f2RY4zY4hqVqDZSnXPMY0QKm4hgYefk8F0qP3MUN3/an1N3758O0WIgiRjjHiz25Z4rDek5ad46tdLE+hL3SpI+0EgUNdIEjkUQtlc8DLCmmR11Cn9PObLl5ySTTBCRIuSm9tc3hJXitgFQWFSkn87aMqWJys9iGVybAlbM4JZcauLL5wRGKTaGDRhtbBDqlFlKJyEDhh48kFa2at9yQpTGrpUjL1WsUaEc+RPrfPrgKlNNJpw1INLMOlmHA1J2CLn0fYIcB8ECPaGVyVHUSEl6FOeJHIVV1mw2MFLslr1s0rhWk0rpf8pAHwW8xyAzp7sXdNgj0PF2kOLxWTLY3C1VG25+ce3yV+nhUa6zFos+fr1WLaNe4dliOqMDMIItQ61Yru58+MKNWeExpQiwpBAbuIFHRThAB3Naf4kN0mcMYihqMkXagJW9EFdRjUdoFX+sJ5uV81uk8Jv7HlM86UmtUAEZo6p4o2LiWd1OwDT2UeKN1OXOsn9k4CH35igYZDEZ8p4JKXOWWfRRyniCACstYvsAaWPkeKwxj8ly4ZgkqxYBkExdIkYI6uKX3wSMexSdvfSKEYAMRBMLIH2XEL7cXft1QKcGE6/Q1HVD6gw1bWuNtab6dY+2PpQy5RU9spdr/p5OjbyELcbIA4wAlYBIAiA1SDn/8MqSBuWZ8kP2gBLDaoNAbnJlL9L6VKTMEnJsge4WB5j/vvTpI1lpRAU7VNQ4Akr/vgeSlnK0FHytzJFagH5MOKtNrTsFIkSABmitI5ORRcEJ+ZoI3aChFwrmlgkkYJSy0thilMxC0+si10Zn08aQzlXKjKP8kmCAOSQjTmNCJOVWwWi4wxWjiXDne9FHL6D89EwF5+lB1HAzZgiQ2NQ+HgGxeNYTu80T5QhYU8coFNvYKhY/hPWGWrrVF/BIlCWf1l/gkbyECzyqmW3AFAGfUaubLRhwYVq1sG1mpBp4xBClIuFAet4cNulB+xPgP/UilwGyyye7NsrqgGwgH6eKBlRD8NLHGzEs/jRrspTZJDnhlrEWgDAmzCwKjgJgxRWns/GAvJ5gLemLQ+FTXZXpJZPGjq7ECdK9NAypQjaJ0Tae3umKEdAHH12sD4cDH1WQ2D24+X1FhUVslDWoWFYHVk/nUctPYF1xdk5aYDQHTD2qGlClx6prWBsbQAEpLdal5utLUYekdGNr4Tqb7VoQRwHJ096TedR0qIhSOahd5gwHPFnrJZafVVVsklRdpV2Vwk6uNJh7zZijICxNTznybjXd+gIoTWrhFMHYqo0wEILUe4rZigMEiBIg5dD+dD6Z9RoC0dybWfnRT4jSmLCYquDraSAk/PoxuW6S0kSmPAEQl4HS2aoYyaENKQA7nN4+UHIuYi+VqaHmXftAfk6BhuHWwSPtC6CJVXWq/lJ9temydYHXS8UdW4bahCRZwCNjfG2qiQU8AvL7QhQYcwMJrpBhkLY5DBoqzBlIynDIcfhlkTOTjTR/WcFkg4AxZje/P1e1weYVqbUsUiMgG2goRxqQHQJYcNNKi9jcb+kEEnNy8VNSziFzNwZo9ljOVtPQFfHametNq2SboSb2obJFycUv93dI24PM6wh5f6hipNOMxDGIwZYYpPF0d5Zzf370VhW78acPpRVQWyEtxUTp65ZvfS7tfi0dXffbhS1SrXlv6Y2hIKXL5Xdxuqnum34yVW3k16dyrOYyKsf1pysom+UCHgPcd123E/xYB0nqITTautIIaEQd/OiX1X/RrRM1oDEBNI3sAqk508/6O06/o2rzgZAUYTNph5HyrNqjsGqRQKMooiOllH7NJhlDmnw20l4zWd9JMrk1Fvrn26YMtva/W3hUF42tsaqVLJKNsTDFoAbWHVImySAkhlq9uTk88svX4BFcn0rx4ro97aS0S0ye37mQcSvhDQxv7Du0zeER3LLW9xqj/LK1ipLHHtefIpd4VARcS2C2JWmogqhtgkeKT4JFJCEDGjpQBFuz+14lfZTfKePSmLEofRI0IBuRwGOq4M1jCsSOY8i4NO6OSbenmce9T4kzcpaZWmRGbnBiVrRtqOhrIPv24aydaG/nbHlN5y9aXwE7/Z6C0FYrbYIrxBYwnp4tBR/163NBB6slptw0B3VMJitBipQKW4PMrii1HKEMaBL2f+n8T9wOznrL7gUqUmaV1cgHjTwOJesm7QuSFSaxSgYmLiC7W2xtLiC7I93ij0Bmx1hiD4iSpSiFIc23fiL7qoVslHWkdJIpptTUFLcAzWK282aMkfPrR7EQOeY2Pa3xSrKmY0QZCKl+fWGMcJJS+dW65pM08WwcA3Dj6EqbFcdUw3An33Zs97p897jDKGIfVepYI49HPZeaYRLy7pShA30MailVs2wQ2sHdnsHmtXhkBlKJR6aI7IJH/v3AyP4ddytb0PUgBos+OOQ/4WEf1ivCYY7DI3mWjclG3unkkKKcIKL76rfhMai8gdrKkrI6dty5nxWC1H6+Sr8GZp/C5lXzJUU8k6NYpYqQpvBrfGSCHTLMAUuBR3WZBV1PDmUgOX+uBIkx4OldwBJ3yaO8LwLL7AFI+3Zzd0y6c8y8iZG+zvJpvQY9QMxZUlOrzANKmPzNrXtomZszTg9lDUlillXVNmGH/NhunSZD5NZj9wdV2FwfteCgfugZvz3Xy3qWWkvmljcy1eSLb0TBHPk2/+fb4a21ijkSCyyxQP7PWWPFcm+l5Ta0GKTOn1pzZq1pOr8VYjvKWinwZ+ZZtwSRShnpKSyLLPYGY+vQGBSIGyi5Uqj9CNaTh2/CI3J/8jun2+vval24/o3tMrVwBlM22mOSb1tikVq/ix3hEnfqthb++O8N5prq7xVzVKTdGyPE9pnxinMf7e+wBW6MCS4x2likfUcyTDJs2uP+vdyMkWqfrd9iQSUNXbT7ukvDQtPsNE2TLawwoIg1Gpwv32eFqGpfp8zWsUg9WbLS0u+2Ttuy0lIWiNgi7vzkdP10fix4l9JxK1GBqMeQLA2LNZJARpALRnRWGglbVvj2dRixDixuCGZI2P6Zf1+uXytlVge0lFlmmVQ1MTEUcvFHQswWGyL0hPDQsNC8BVhNOgs45Sed4Ml1mDBHPhhbHe4kxR8HOTnq59f0fciUJgMBp1G2k06aps/6lHydBoQHWBvcedG+ZqGBsztRrDG7R4SNArNQ1YKpBIBDstBiSDNrDwzeI9DxtpUan5p9CDn9HvD3est48ckgdexjD4+UnfZZtp452lLocdflrbkc015RXg408Sjdwly5pIBD4pF+Ki4VyxgubV83LhdX9tGmBZGVfAq/MVI6D+SQjAvSiV6ZcvFHYZiMOfLuLWOOhPHpMUf+s8UgTY5fit+CSwYbQMEcSZQqEU2YI2ZK5ygQdGqQiKzosFxHAeDkDg4o2SR3ajX7WNeLLMyhrJeK1crxDSx4RO69xeAbd7IrTW+61nPZUJwV9Lle2JEaTHxbv47IVDnyk83qGLrcb6vYdgdseiDmA6qXxB5t310zE0w5cp2pXhEo0mEdrZxpb5SWnmtjICsgJACjywXgGG66EKpSZpEnMURATpkVCpY4P+TN+YuUZdK2XqaagVLAfDVa7ZdPaNOtprVJHDhZCq2223WQ4xjzKTbXAnJbPrf+4jBSyiyLjpMzRQo2nVmyQZy3M+Sh/FQG4VRddZQzdkSB5XHdfXdHCudzuKq7vveAwnhT1z4DO+FRt6K/w6WWtIvb+rbdX0Cm/M1gGpGLCSVVSPQ3Svw3rJrBI8Od/GfZaoA8w5wzPiHXw1W8TwvY3DoYFasou/Lk+bUXtihS3fnUAKf4zSg+dYmROemNYeEC1bZaLLdmywoWJQVPDDUjH2BYp+/YIIYX6fUIyKVF/MwFosiEMSlBRXWV07SPOg+k1eeRZ4oo3Z8U036ZMc+QUgK7yeVXjFT8/dEAopYFVltocIqFB6J6HEyApyyo5kGmZaXVy5ekBUZrRPdvLlstnxfXx1l3CaDlztc+HlAUbKTdXrhOcfL1ifSmtTm81PBgNyYcUHlQE0DTGKicduuAhmEWDMlksyRl4g2AWimz5CxOkwyuhQXWijdSsFpb4wj+fLgaR6aICXPkrLUyQ8QptqoUnUbL2FPLV6dTiUmrQhDlyMr6SzyRxQhknQocdfdSxlraZ7I6NGoFMwDcvHO88nsJO65TX7ysTOSy8lTP6djCI5Uaj1qlSIraawuyq2utzkxrZdAm/Mh1aeDYGG+AzePRNEvW4xGHlC1VGmWw/uzWU2xSwzuXD3HreKVpcLApWJD6UxuPiFLdMiCXFQEydpjB5jDJY8gW5UilwjAAE/aIXIac9iWfLStZa3r/FoaaGLGWlUfJeA1AjicSZSkgKVTRikUKDkkQexAojCewiiZWdiSwixlN9zdTLu6JINfuqBg5qd7xBRDZb+2SLn4ds2ZdOQdhFwHNXsnhdENMghsdawS3fhH8CEwstUPWK/Lgo0HXqUAW2/Ic7Ah5AWsqPqC0pE3k6ADJUmWFwlQd07NDXClBpfWVlxmYgPNL3ZQGaQeELm+41JIGayBm4wpVa9Q1YNVns3sNyH6nCoh8sTWgcKk1lSOVij1aDMhWtxpQljFQNZoAqy0i+50sVfVFSkHLE0nHDww+CUBkKy3lA7Ozu4By2n5kCxa1AMiQdy9EDaYEWO4HZuTU3tPD3LeXXdSgnYgzwux3dcp8Mkj93tKkEK8ENY0uTwZ4pacq/KjL17j2gZohoknbGvGGmuLRiLbLEHBKELuK2D08IpaCpRUeeQUI7vl2yo/aI1bc1F8rhyWeqQDkevFKPJKvGY/UHY5cVkQrY+sLiQiI0Z7RIpW/pxxtZZHSBUnrWbkBUdzUCk0XL2FRlCrYYqil+SuRsEj624TrMYUp6HlThZejJnDAzp+RjiSutaDB18glRVRh0rIjQzqxGrjPrpo4AoH2MNYur2K0kZ5O62ACRrbIMUpqIc/V8vPWlrfiWpabb2/VIZmTuQDutdJbo3UGVfsv3GT+vDVX0k+5MdXg88sJZvxxY1lartMAlNZYsb6CIBSsMoXNcJVzzecs66W3CwSNkd1OyCAElKBRAw6w7FLz4tgjU4681Bq5Z46AiVtNYwF4UOVN6Ww5dq9MaqVs+Uv9VQOWDwkaMkXQ+sHergWDRvoC0IJv+eagoyutLTOYA/SNsrXiY45ay4BlpUf79vqdZSKIvtsVG72hpiduFulrfIL7rjFK0kbaRg4XHB5NGCNlr/Q39sAjVNtVRUu3yxU2eaUHyDfKFgXIi8es3jxsk5pHso2ei19chKT9VOEU44kYuSikxyENnUBWeBWH2DAoHa8GXkcZtxTKWET6Oymn0GF3lMurGDWE2KWzdiw0Lu61tNwXVFN2CJD7kgmV0YHAeT41pfJaBR6zGjz17wPzgLVGIfITSW4R78PN1a8ZOQDSoQVxtpYUXZQl0qBHZVwYUBgAIKwPZ4sByADHyL5g9+yoxZbn37ElhQVWWm+6nPrzF3E68FXFH8WEVMvJzpZZVlk5SmOzO7HVNXXsUQoA1XYHVCyKmRZ50+YhW48k95JZvCEkqzSmbaapCRKgGntEZWA2iBFPcpuySMYSRVi8U4zZtagB3ZryT7KMT1hSZQG+eWcrRuYFtYu3ft302Eyr8ytO+bT9Go98bFHaERhr5F39NR55KfotyNokEBsbwmQ5BnvtneJdagkG9Jl2J8e9WBfxiCEnhjfhkT0/h8ajuvgjS7p+BOpq/YB79ssTnKTlblOpDbmWYRcksNCxR8WtrGMOIQe6iw8sucxEmQsEY7BZMCiijUNyPFHfJRFgCd620iKR8nWh5FpjxSRRsnhALlMibBETgBu7Y9IdGRiQjO/ypBX3ES+n+hXVaN2jvpT6uqYGyL4sUU/hKkvwTwtAZjfYDKr7ZUu75Swr/+mX+2XpjybrWrv1p0lAZbGtQHkcf4evLf5Yn5D6sz7MNSa/KEjNVH797f9abVylzo4sU4YgfWdYFoul5I/yF5EAd0SRSru2GCTEcmsVhkztd7ZiVIi+WFvPrb1Apxg06eqW9/rOYcNa3Dh0v62SSM9slJH7rSKPbW5XJkcX9kSWsfu9Fo+APfAIun41jrmMqMCjEqeQsaYq8Mia9n8W0sIkZEwBkHCsxiHDJl0u60akFH2ucMhwZIo/rdIimGATCrzS1H2qsWqDcVLLbcUYNcVp+HUAtmr/SckWXyeVtTZ88Udd1mJ+DLh8oKGp3OVEs3Xg9py0ffvr9FlfzNFT1R5kCdky80HY6tJKsS/JimBHB9dWmpoE8vrPiOCCpAsaWpfJM5eukPyGWn0oLG9jk+Tlwmaicx5U//y8bY62VgaIZLxu8UfxsTcz1QB0iz+2WCMVca3Z9CG6vo7lGSq1wohy3BGRsUNmqamfnlJgNYeUMssSPEFqtXGUuKDgQqoo9wmcwqdiDpY3K25IFbGtSKQa5INaawCftg/5KB1RP45vqvAIyPxD7pPX02V1AVpljXzso7Ujz5PWwqE17rS1CpJijceeAo9cH912GReZjlLZzdkgbJJny54PwSNhiEixSTFHH7UajxxWJbfMjnjE0xT+Eo/Y3OAQnOEBIC30SO66D6F0q3nGTEUpRX/yWq62nvttHJ0yFvJJCASEABoda6fMH7mkEMciqcPBbtBAKS7J49BJsLR7OknnOrIoioJjrIpPyCn9GvuojFFmjgSPdFlg0M32oa6R20Mxsquw0KcbGYkyxgjOQqvBSz69b7+VoTb9PlWOgG3utGLZakJ6KoUfv7ENBR0Nwk4PhHjKVSmyYCR4LCjAxpbJOkVtEb2ZXR995mzS2WL99GAQMmiYlSZAWIw5yE7FpPiQgZoAUqEoydg+6FG+c0Ce+XpX/76XlmutGZCdgZOYslst5IhokhNW1BlR5IAqdw5DA6XMNR84qfM+MaRKiYA6QbJAkLZbZI/A6pSAcQy+XiO922XDbVRkoAEwF9NCfy95vrSpcgSUmLM0z9mczK3bSgwxg6z+TblPntsxKRz5He3wSDFhBo+SEuQUFVVCRBkqTirvgEdEVqWf1FhJLxXU8Y81HplCpHOAAVmJEgNUq0nbCSpc+ehjk2uvk0aKzNlinkfYPWRlRQDBMc2uJNnvWOARNAZSTin586PMEpBiFZkNeiFGpi8tkrBHMmoDEKVsGsXkXiv0TzF49ykhcnsoRl48idDtM2WGADEyKlYpsoRycJ6ssVk3BL2ZrmmVpbYkW9kiLx6IWoDli6vpZzmRJfJDrCiiChLkXGpAnaOVa7ChmEHA2nRsDzhpRzEJBhTLzAL9NJNNrD8LfrRJJVXBk0e4Uu4IVBRbY0ZOh6+DjvXTgj2oXL6YCRJhM68CBXtkI3lAAlDUOtIpTGx7giJVQUgDJleATT+J9Z6NZQl/pOutFi9Hd50hFhiL1W+ugLQzWogtuLokd5L4ewvAFHfyO74vHaa6NtRq99LECEPFGqFdVqSWufY52ad+ESBMu2OTABSGWi4n0jbUskaCQvGxzw4eFcv9BLO+TwuPlDVS6eGR7p6LCdJCqjSKgUhIykCFR6YQUfW9itK3scugWT1xmw23gsVW5UhrrjnXvmXoaXZuPflsYIdHcjoi5wxaVxBSC85qQUg9T1r/CMzCEFWT0HKK81UbUPNNEvMPl5G86RQUcvspRnNSgxQn91B1zxXus7LWT2aKFDT89xaFPZ3ZukybXZsxsq8QagUJRdq+9TO3mjwP+sBStnY0GyGdNAEfpVNV69d+yJZCtqic0gQ0lJ/8wiHxs/maIiVDmL5rymyyajJaCv6kZVr8EUgUMHPpSpMPCvIQu/nUrK/ur4KSc6mlbfHUncax/AQSEmjckSo/wDylrX3kpKb9oql7zbkdJrT2EFLsqQ+IlOPmk9wvr1cFZhNyQKTQ/xzuXMXIRO9Ncr97/fz3GTyqDTXLlkU5j6M+27VoNexmYghgN95aPNoHh7w7bRL4XPWzJ9vZI2aoAVmZUMvKcAhyvzKMNQg5ayoFPFMbj9R9DPTxKArAV8vm8CjjFpcxjD08EkPGz6NWzKnmIKRQjvRE1YZbQ0Eq2KJ6OqPgbslxTBg05+JXIy0ySPCIYywDs+fcazoprLJmxIhXnDtfjAbDITmnHFhcaRLcTTDXGoRRoj3c+7dX8HXrSeNOe91NX4zVw98KgOTO8lZb5NbM1qG5vCW7ZIosySToGijca6YkqhXbAsvWJsXygVtflZ8MQmygZLvdACpt56q9XkeBUfuk6qjlurZMWST/27nSjGWy7+ROhpwYt07x3bqoUrNwTbyS1AvMjqq9iFnlZ8O29piXayDk6L7HmAIaxdrV7z4wGxr0qMHUVfCjBloXgdljbrflR0lyAEOmll1iEYE2Ph16+4eovbb0uNQhNVTgjPv0WNXBqH3wyC+f4JHb2RYeAeWt0cSj+mAnsUQl9phy4vuFan013qTPUrJIszabYox+B7I7r8IjC8yOERSj+54yfTUxBCM7fOkliGTMCWPd1uoHh1Ozhzkrl58x6ilD1bXPVhjBKEzp5oOvSzeaskOw4mpWIbsYO7V5t9k09b+sfB2dtabLl2QLdd3z8U+Cr02V199eSSJT9dOhsYsBIsD7ygl23plgAc++Ro7tvlhgMFpWNiUWQWlpyT5E/Y0827u/Clz1lytsDgrOf7arjLL4IwPqkDAK22a4T6m0djwa8+ODsVVJWSuFchRkNznHTBFlBknBTW/k4GKilCXT+dyGkE825/VIgZQDfDotcbTZrBMrRMa8+XR9K+evAapRU2QJ8U5UjJYutQEMZvGIwO6+rfvpy8yxRpCZ6Y3ldEkh0rdODKnfETUWHQKHeniTygdMi1LacuSij1YFXN3z0MQGaVMGAWW9oARculH3WeGRYVJwl28FHkWrHUZOQcAUjwgFVuXYVsWxnMKvWprdInPFHxWbmHMwtu5+y23kWW0Aq+uv1S7+2r2vU4G4ciVpHyjf1MpgR1XaWN0vaayA5HojgIeAMLAVxEyskFTXHnL8kHojNMbKgq8Jaa5GfSdRxivcWD7cntxejNGBhJmamFen3BdskLfYHAq2+uxrYR2uOrZ+srFGKlMLDaX1ZAvyV1Yrzo0zsbrqdWswm1vP/U4WHjlGiArLi435KddP65AdIHtmyC/TB7k6CYvpskRTi4xWPGZLDFKMUwbJWWrkf0fHJCl7ZCySWHpqsY2OPbLUWMcuFWwSlxaaMUyMsId1dsdIR5FqG+jTkiFzSsvEUNN1OlixtR5RT/ZKAmm1dVx5k3bDDW4PVihHnXVbO9TBo9ltoLAtm3hUs+AIVI7n8afGI1T9erLABK3u40Wxx4tP32/hT4VPRWp/jMJSZyabGFJ2pFVGxGNRK73f/yl+AZrGv6tcasaoIjtKKfy+rq3z4KXrLJqyv8lNmWELwq4rzdZxR74ito9Nak4L4gApdLi/NRZaDzR9iixV7ZMAa2kvfPrkjd50/rLS4qwk7ahgoLF2zKbJk1ppGsTIlC0rDepSq06fPbkudi0L6y0vYxnP0moLCiuvjsiZKdJetkzX8sXWXGaIxhwFmJ+98Pv7wo+inNU+/FlR5agXfwSgyGDT6zakTsQhgSmzWWsk2TG5MCRLnEVK6WeJEVB/P42Uy/hTstp4kHPurDYQUmG2MS0P44bjvF1kyzumhT1Vm7IlymD7dquuzFpcFpNkkDqWqIhvlHfTZD41+KSRPhYtKU67uPNjhTsBVBRKTu0eq5BBn/JjrsHZQjVZH7b4SMeqkJtPbV88YpQsN+f2Go94kPU4j+lF2W3Do7nijxoDqZhEKeECAIraWUU0PuCnNErb4Wwdu2zZpihzZKwQ0kE4Q1Gzd9nGzApewSD5ZaJEkQRYG5MdEqFgBSGvKLutjFEqL2I4FGDB3wl3aa8SIpdaMVotPP0+ca0VyhDMPVYMM6Po1MtaLrVWHSMva6y2Q7BFtfsMyEGPRUqs9qn76z1dWFfpTVpkqPn1ieycKz6QX79qUz0ru+DkOrk2YdTNCqNqPftz4EWSCUGS8Zbe8WQuQjAmmSH5OPw5oHwTeQCqXWpzdY180GTR3nCxtRSkNfWPZHySk2oOFHnhWOaafEACsC3TQ9aT2eXMxZqyQfK8Xvv48+8osZenPiOdbh1DLS1rJ4MMjTagVIZqBaY1sXXqtxsW7RKgXeNRq+aaPm7av2DTnLIEdavJJ0Ndcsh4oFiF3fAo4Q85hQo5WwtkSQoejzQhhMY8Ngh5TrUgypHi0ZCCnilUrv3AedoQH6Xv45M8BVmn8NfGm8epSiYTYHvlSMUUyLwPORPPtddGXFFcDmasJbebhJmcCqwSmYIckc97ENwOSHjNQ8b5wAw+3d1Yu+0Uo2JaEMABkFN05IWq71Ugg00vzqgorFb1gRujZZXpOL2JHwFMgKklrQrba4Forq7IBGis3T13gLjK9MR5C01WcIqKUcYeIApFqlJ+9DI5K00futYktLp+Unw8SEknfSCHdO3JAaWxXTK2n9PIYhucQmT7KWAFKNCRpdFLoEQBUARnlUWN9XEahB1IbT66a6H9WwqSjz9i1WxkeyHIscU8nqb2a92jU2QvH+sFS+m0EaEwDEmtYk2njXAgRcestI5M8KglnO/rXQw1n7E1a6gxJri1Lw51++izs1FRWsNgK1gU2bLu3ZtXhsMkxxTpMt8PWI1HQMYku27Bb0vxQwaNXLVLfCALHgnDMcEjVY5qPBqQmSPPWHOOCyzF4ZI3xjTucE1c5JJyBJQKEpFjkFz7WOHfyNkzESR+6VTOySBDaq01yr811o5ImSapcaQxkQF7xT3edorRTiJPARf3j2i/DmTqIGzPBAFloHVaOX1ohuccc+TBZmK9rWSJ1oBQqZRhSl+rYiD7oAxBYZV5MKopbM8a6TxcDAsU9u9vqMsnZAxTd1ZmivwBJiQqqtASxCLyypHtfmoXd5K+xGWBLIMZ7ukzgY3OqZZcaRE5ENKBgr9hgBwU2Urh3yItRUkVpBEABRRB2vV+KBgHgs2xpucgsLXhRNoikuVqKbNIMUMBAIeUGjss0Np3oivNy7b3P4Dp7VMbakCp4PgyImmbLhnEKU6tOmtw4xbelRkcWiOrgrVnxuzVVcsQkXEYDnNM4Vwy1AJSNeyCRUJ6DmLGo/RCXcYjI7eUUq3xKB+FPIPy3RbK9xYeuWK0s3gUY2a1fWkRUVwmwdjm2tLf2aWmyhHQxqli8mtdXk9Ia0qP3tCct0miqGnMVJUxR0BpoGmySyRRIMuU/ig4zAGpYjbBJYPIJQnJgBv2qHx9RwVfN4Mcm/1odnkPDCJPAyZ767YCuK0PqPhbu/1a1tRIUukFPbY7N3779Vu7J1bYdF2eLLPv1FiXpsvZ2sktp6JvkTZL5B5cXS8HS6Kew8iWVzuvD3qjvfzpt7fDI1ffuMYicdlHAcsAjAV8XXBkjAlENSB7zCn+mk6bXAMMS+OPKOc5as23dofrRWctLVyJdpkzljDKNrjfc1iyVDbkPGQTBs2tZ0qSb6v+0MAcXbe1rMYeVG31NlD3o2J5E48KHHMH0MEje3sX+OIUEO9eK08Y6hT+9HXl9W9nC5SfVWq/x6E6UFuDsw2HLBC7hUFJa0zzr3kcqv8E33aU24cxEgsrfQfMf1OrNspgeD8/9PppHEy20DT1Ve9BH4StoSW11TVJj5X7zRd/7M2ZtqXA2lZ3mkqrqKNZZtDjT+dOLS0li8RugwZh52JrQJ6vxxV8VKtIjl2nBVHDIsf+yJVilBQ2YFabBT8qO6Q7HPMy/dRAPoq52Fo8gdTbkX2k5MfW7RQhHxKzM2GOrNhaFqtazLLzFvOj+y/MkZ4fK/Ma3baAJuDYRuplmUFiHU9T+GWbhTXHLOn2VLJHRZptAkwaI3gIKR4rhsQKDalwGwekeY4IidLWAo9bgszvNKnxSO9fafN4xCTPjd6jem8qtiBjj7LYdVKIV448RgGwQGygxC5U34E+FrXwppUIssWNlvEQ8O8zWsFgszYRwB5c1EVVKTn6LGqFfCZM8Uhjhmo80n3TQ1M86oRWBAUjW0luhgLj9AZxYwLinoeCGSZ41ArInmWOZB8s0NoxR2mHC+VIGSSril37dwFMMta8m808J/oCzMpaugbyHAgOMfJ7gOSYtKqBMthpLkfK86IJDoEgafuUWaM7vcCj3ZM9bGbqL+utMvuOaj/wa6wuy3LrKDVrlZyzsO62MEzZ2qmttYX+8l3xpBjDLKapxVa0EYy9YbeOZ43ydqkYq7T8aDqm/eVt+7GKApBOfKBzYb0Vq7tlAHZij2yD7Ws1SfFXy6zFHrl2s9bUelOLS9NkJ+m02p6ttjtWtjw3e+iPveKz/nMOV9YqNL11zpNVIjU2NvQHTQPVMyPNhjWe4WkzQ1xiVYU9U5bJfVKFGSjxy481V4y2xrByH6lii/x3hz3eddXALGOOwjocYuapu01xRMUrSi0WybUVBSIjl8yRBIzXBSGVzbYyIx0sUoZpV7l9GKOeVMq4NYvVVhR6BBtz5FkjUM768D599fer5aWb8Zaais/+KJiouRiljqxJ029JzRRpnBG4zgDJx9717es6ar3Vn62ZrglpAkWzJOQ9EQBAfP6abcZ5mc194y069z3trP8j6QQUxdbcPmoGiGWFwI2l3y0NHrAYtEnJftgDnywdsVgHyoGGPhMEyLFTyh555qgGnh4TE1xfliBsCTZkCtP4Iz+9CGCp+74wGw0BuCn9JZU/SBwRhpCuDwGa5s9i9fJ45zJGe+kJBWOdCz0y/DMIADk7rYdHXiZZaW48DcQGpgy2LUdpJM1hzFrDbotS1WOwc0zWlMFmw3nrlHHfSBrHPslUErlIJCxcyfDIAEqGIRRUgjJJ6VP3BgW7rQHBeSDppzjl8ci0H92e4K8oBIpHs8xRjT1AYn/981m/nJgLjFJc6cUedSegVfHTGgGYS/NPeCi4FPNUMTqlSKJDs3JHHNNpk/IiikMAUkmRMV2YVHR2d0zabLJ+/OMfx/d+7/fila98JYgIv/EbvzHb/8knn0wujervT/7kT3bd591FaOs1VpumIddtQP9dxSiBoZ4aBMiBiJ452uLn7y3fJftDxZMYHhBbBoZacn4ZESZWln06i6hrfVXttVWlllXRRvpAyRgh99XijmaFBXIUK1lwHqplfizv90+0bXp4Z6cO8b79qt1bZZNpQzxztNbPr0UaW2X5OSZwisnCYy0OOY5FjJFaZFY88jQtpxiB0wgaR9BpBI0RQT5pZNApI4wxfd6MCCMj7JEau49cajxCqdwXeNPEn/p3xiNli1rTFml7CztaOOR/b1GKmuOu4H3WMtWtWCKSz5Jhkd+Tz/zHne8TBsdhymR5QIk7BeY43PLMkGCL9SGyT/hlM3hUxxxNitLW2FPj0oS5Vjyaxh2tEWWSCkbJ41FdnNYz2FLoEcwJl2JVBFLjIE8dBsWEQR6HFIvSNEcAjYxwc3dM2swYfeUrX8E3fdM34R/9o3+Et7zlLavX++xnP4uXvOQl9vtlL3vZ1k1nMevgMFIPly0Tp3BM4o5gkzlO/PjO6mrWMaqYI11nLWOk0qTGQd1lQLaymsucpebb0melfImlRWa96cPK2YyegFU+l2odkYBAIikSI6XrClFTggpXlhoRNDWW3Ho+G8SyPGyZngW1tpCZIwYmNUUIyzWONEsFzkJTsKqzQXTPWCynmjnaKoU1SPkG5og81Yik/ZpVqOdZSg5Qrp2ilhzEKk2TcSJdm1wuHSFGKwZJa6YbOAO5JfCoJ3M4NbOshUet1Pw1m69rphW4QGjiELCeMdrSZ0majLZjsScMtjsJapyV2bKUT6YnbADDo4Q9bTwqMQtGOsPhgbYZ9mi9ImN9kFkRsItd0qxOHZSBMWMKMcAOQ1p4xEAu2mrYg8wcVcxQM+aoxxy5E7w6pd+G8ca1u1D19CKW+ZpcY6wXAMCktAhCikVCSAbfEIyZC3IQSmYwMTBQyZJtlM2K0SOPPIJHHnlk84Ze/vKX46/9tb+2eb3N0gIcbrRLm70wuaw6W7uVgAwy/TnVyFxqLfdYTznS7awJwNaxisM7ACh5SQ95VgTT/gFwFHYd+GiaiVNUwCkIOykzEpBt7jI2q9g/5KwPuSpAgD1Aen28K410H5nzdS5OnwaAC63Nsq8gU+KSciQHcwJzSRGQZ79mbStdaZ7OBiAsTlIY0mmRne0EZANwrrVMlUPXbRWInFOgJJ3fToJG2jKZi22S3j+EpAxxAhwDRZJ0f5JzpRWzT9KyeBIkdZYw7KrU7Sm3LB6Zm6Rul8+sm+f2GTwCpspRnRSyaKhZ3zIYG8i3yZyC1JMeHi0ZaS3RYo96nL7wrH/HWoKI9NfU/aahpv0gwe2iyRQGj7rXVJ/Sk6UY4138PhDbYVHGrIw5JR45DY0dbhXL0nMYRcEDstJT45GtwY1UfoT0vXarNQOykRWkLcrRCsXDl1whYFp7zd0b6b0jmZVMEnck+KMJI07p4ZAqavMoL6WgBivAI4FPd8ekcwu+/pZv+Rbcd999eNOb3oTf+73fO6/Nli/JlQpkka7PqomWD3mipnPfXor/XAr/3DxGc776tbIt/ih9tlJmd0rlN1Aq2/0uGV1s/ZHBjFxfKtcrqG6q153+Fe3Ftqj6zPtlc6oFXZ+MKm9S2NB2KpWOidussWxJlqYer6WnpHBsu96qwGxyrjaIq418f6O5XWr/JatjdG54xNVns8/y9d3F+Flyg8251taM0Vq+NRNNpefaryVlqe2AR+53PadjgUN+HekzwSzfr4MvNS7lv+y2NyyZ4JXDCg0B6ODRbCq/xx4/pu1/40Tv6VabiHP3TxJDfB9t7/1FTOd9dEkhikOKRfZ9Rznz4Ov77rsPH/zgB/Hggw/i+vXr+JVf+RW86U1vwpNPPonv+q7vaq5z/fp1XL9+3X6/8MIL6cvKa2Rp4q3+wkYUL221OESD9260Ys4iqLZetfPUUmOUNPYkhR85IBvIFhswtdp6MgGxlRaaPb/Ets9+LGW2svWaLTSlqcnOB6FJYVdKiLqoEJ1lpkwNlVYZI/U1C42TlRMHd9nY9WXYdc1zpZVHnChXsSYpXT+KQDwRBuW0stQCgNNk/QXEbKnJPCJrmKO0b9K3Zo70xPaYIy4ttllpAsCYAFGrv2pANmKaUwjV48HkL7axSjyEbL3p/EaB0/UZGUzJKg37lJk9RzkoHiEzBHOZabPVr1vMkmvT4GtlUDhHGUODsHuskXe5FWn4aGCMvg8xZcvXGlgHZ66VHQPc+dB9A7CGwQZlV5OwntA+QbFMY0+lX0T2bKurR9ltoGCxC1ZINxNh7xIAUs0aebuQZbqejMok6f2c+6QAbPTxSEG6UQQyudUoM0fpBMozLYqDMjcr3GqLLrU51thc+ixuMlTskWKLY7R1e0QgihImkBI/fNFIm88yyFRHwiLRHozRmStGr3nNa/Ca17zGfj/00EP4/Oc/j3e/+91dIHrsscfwrne966x3LYnDmaKZ9X5o+/YzXcwTC2dtfaLa/5+3XSpezd3eCEJzU4KotMrx1xT27LoEA6gcHCT7SxI/RLlLBjCXcWIKlVOaHK4BuY+9y5ENGz+2t9r8rskOZ7ClnGGXs1REQWZZHnJldH0RkoCujznK32HmJYsSIRciKzIKCn5uNdu/lTFHc1aRKKHlb0AR0F4y3vevgK+7MUZXLC69CfRFxEhzOfEI5NKCt7acGR6V+soyCdRSiNw4LH18dtpW472VseaXeZdad31gEYt8X5VDzOnYk8kcat7dJNhjhprHDPfd8KgYGNALYJhS4Ypijl4jwxrtr42CE+ba07HYLdP3SYFRkp3o+szikTswNfrK2EfOSprOmwYkBSmQTdsxcdtbW46LnJUlrKomyE4eMjLjsIc/xhiFIPsusZJMSfETw5NVObQXAufpmnaQc3Olefn2b/92/K//9b+6y9/5znfi+eeft7/Pf/7z3b76zCq70BTHKADysDgXV/FO4pwNMv0UZWhCN8PafR8u+pC55OpMNACTKtfs+rf+atkKRLtkgiiNreCTQIHtwYYBgLaxu0BI8UMKXASXzQGx3qo2Si9yzf4wWjqUf2VGGnXa3bLB/dbvVqyQ3DICn5BlrkGz00JiUngQxWYgsNYDKb7LpzIvQf3lweJ6TDkaBmiGVJGtZn0a17ehFE2yQ5TK5ghzpZlLTDLXNGPNZ625bLWUjeay2k5H4FQy1m6O8ncxMUaHkEPi0Srh8rPGo0l39t/J3PvFUIYtMIwBssuMgQnmoGqL3K6238OeOTxaK701a9e+9iPXXnqFOOMN5d8UPBahwCNjjWRGdjWkfBZsbmPDrzpT1mONxxwEIA5UYFAcgBq/MjZRiUtr8YgUj4Lgk2CTsi6KSd7VHxy2+N919lo+wfLh2uZ8nl23WMYhHqMw/IJFqiQ5/KHTMWfOjmNq9/hTYNBY4BFdtklkP/3pT+O+++7rLr969SquXr26fsAO62PqeOE26/XVwDz56ZgiXdEzSJ7Crmei94yPApIPvG7VMZoEQ660wA9lmbWCHlvVsY3C1mNUFsisscpclv7ZnHZt5M6ZurBUgr4wUNHagM1fJMqUp7VJXxrCexfZI8riKCeu6wCwitwa1BddjR/H/hDSvpDQ3IjCHA0Q5gRT5gjJ6uKA7FbT/fFBj+S2oW5HL61AbCdz9UYs4DLkTLV0XCOAIVPcuh/DkOc+0pojYvoag6Q0d0j1RS6rHBSPeviiy1bgkTEBFVVas0Y1jtTiK2QXbQ6/WnWMliaVnVOEajzaEoNUu/Y9FsWCRVeGWZUjYVS8Mao4I+yB0S2O1vGB2LqMZT9sMlbnBVcMsQlkdVVy+AI0qmbnDDS/jM1YVyMGzj3nmKNZPFJnIKCsj84NV7jS6gxaze8Q5caYI1uuCiTt4FJbs0x2IAYLISDvWivOh3sv6zgOf8w1Jyc2MWoy3o6yWTH68pe/jD/90z+135/73Ofw9NNP46UvfSle9apX4Z3vfCe+8IUv4Jd/+ZcBAO95z3vw9V//9Xjd616HGzdu4MMf/jAef/xxPP744zvvtEkLhLRtDqBcX6Mri/YKvLRZH9ZqaE9Zt0DGf2+lzzaLPLottMBpLnB7X/G+ffa/awqb/TooFBzbDX9HE2ATzKIEFgMmudfzMqc0+ZeC/LZ2QjGmFVyrlSYAKJYJOMnDpzM5F4UPGTl1liA0trSrv37ExK2WOfRo3xmxnzLr0/mJRDlquNRUU1xQlLzYZJCRk3IEGTtQHl9AioBknbXobY2ZAjsFibDXVNZ7yC2FR7V4oNgBj4rV3fOXPvUZzMrRYFgDhArXfMZsscmGcrWPodaTQ1fM7pYWaRhqlqEGTPEIGY9Q9CnxKC+T9uDwxCtIBIuPTNgpm6uUIkKFfwQriZGMFOkALvAoue9beAQ7Tp+UWqTyUz4Mw51MwZWArm43M+IyNm2SlnEHZKXGlxRR7PHTGfm0OcqlRSb4o9vSzDSm8618/clPfhLf/d3fbb+vXbsGAHjrW9+KX/qlX8Kzzz6LZ555xpbfuHED73jHO/CFL3wBL3rRi/C6170Ov/M7v4M3v/nNO+80gAkxUcicwgQA7Hy21TIPPLWGVTNDpdWVmv08ah5wCFNrDVUfoB2TtIYV2rUwpFlpTM33bB1n5KvQqjvNa/HqU7cnXvrDgZYHGZYHXS0nDYRUV7FaDPkCwVli1cGwWy6jqcKamKRiZ7Py69azay7fieWaK1iKeUjAylR+pHmM0kWQAEHOD3iMsJpLYxSmZoTtiSpHqj2pNbekHDXmMLI5jzx7pOn9Ephtc6/Vaf2eejeF0YPqxShGtwoeASUm2Xd7QVedt+CRDDhVjkpDrY4J8kkhNYPtpcccAW1Dba3sowy1GOycEJKPPc+jptyJ/qKML/rA1nikx2TKS76AWjrEWCivbED6CQ55RtrwQDGqgSvWLn2DWxYBea54sl7W+BweERmDXuNRml7DBWQjpmXGIslOS7wRQDJxq8cad1G21mHzuMQS0V5gFWfcAZJhVjPX1pUcFtEUfyDK44iMU+Puk6URb6ncdEHywgsv4J577sED/+qnQS+622nYbJq2/11/B5A0Z3Kfzv9M5pcGLB1UaFoqPqvvSMDhU0iDLFdAKb4jA41frlLT4VvmLpsrzV/HHAAlQOpyH6NgbTpeDBbboHEOUTI8OCZ7kmMCi/RJ9hBCPzUjRB5Yna6DojzcDNCYgSktQ7mMy2U06eOWReR5vGQZdZaFEcki02XMIHmuUkoo8vxh+p1Z5hdDcqmNUb6LQqRB1f67BgT6iq/6V8xhlvoXsULsgrT1t34HSnq7NbmjSLfydpHWG7L1pW3DoANUfQmnfAP/1+f+v3j++eeLwom3oygeff27fhrh/7g7x8MRjDEAVuIRsWgmJR6RtkF/C24EXsQiABhCA3/ku+3CSizaNIeik1YsUx2nWeORx6ox5nU8HpUYlE52jJpZltf3eMSKPaP7NKZB8GhM6xf4EksFKOMLTXClwKSxXJYxinN/wyGHOYfEI2arIK3rwfro94xHaXsVJqWLVOJSuijywVnZ4XLZRDHy4jEHmOBOavLKkDPMdD2q13UKEoDT8Tr+7//nvTth0u01V1rtAhPluuzj2lQzp3IxzI2UOvco7DpdFgDUsktemuo72tYaALPYAEystq1SK0U9aWWqJQaVbd+8lYaCH6pYJKWwgUTtRkwp7MDQ2a6LLDWGiyPKY+lOmBXkLq3R2HHax5YBUNrVGvztQTk91iw1fVlFAk50vbSTmjpLDOAUdusspfIX3+G3zyUYQYIXlDliNj95mzlScIkJCL3v31iqWH72mCPoeNxkj9I5l5tfM0QKQLoc6frnIi3cmWu35RmPfJyRxsxlb4cBWP7eYbAtfd9hSs+972Mj12bWtmTOSNsiPTLUs9hU7HeONUod8+OrczRacUZlohWPwDavI4Mchgge6bMyQNLv5d0gmMOi/NTFH3UI2Q27lrYLqiwTxHA8IB5xwjhVxJrMEawjCle/stnA1N0PmCI1e6FUvFJkN6a0+YK0gQAeof5AY4+IyvnXmviDjFPCGtEe7v3aGXHnyErlIS0v+80GH3bujy01ieYKPC7JoX35S0JrNqcPN+TTK0vSVgCE9pE/dv10Pa6W17/LZZTHQ9nfL+PJX7leccCyvCy6pm3SL+gY1ff6bzJ2ow3I1lVLvJU1J45J4tqy8wyUWY1J6YLMu2ZWY2vuoztU0stxz+fugM9tP7tt2j5hbhosj/+9q8t+i7QUsJrtsmw1x56l33kZqr5NqbCmxKrGb3h84QpL6uXlOtxom+LOOjzK36nCHo9H7h3nMGkC2h6HiIxxaTI0FTYVeEMNdcJjiseIJbzgBk4ZXjXwRzFI/zSzbUe5fRgjT2hQ0raLomreWiu+k6rTwoy4xY6BqoMde7FGACz40ZRst0zHnjI184XVtk4TkvZ5PUilTJT2OnZaC+bMnQcqffvZqPVKEGXGSE6CVqBVn7o9kJxXNTYpH1TailpqVVBjYanpLrAeVwIyF9Jk5ykXVvNHDMDtG41ICgIJSxj1QNw5YkyZI8aURZKgbYzRBXBrYGGcWGjGHBn4xGzWaIC2WG4T5mgmaLIIygYq9giwzDWiIgYAQGbAiHBRwdcXLh5LgDL20TFATTwCCsyyRSyxerJcschFEwHIDLatXLE/2tZisCG/FYvmmCPtq3KWxlcdVK0MdhOXdsUjHUrdaw6PNEvNpi+S85/nZszviLTutPgjscMj3Vf9aYyP/HDrFe+kGo90/4tlZG0sXu4ukw1AM0d5mMEjP6WRKhatIpCOOdLzY7FGcGzSXD02rbPGDcxJDcYoGe4o212zSH6fbPU7XTGqgGWWysZU2Sn7kIGJB56WO20yfKXYFGn7DUDyUlfJ9uPo8vMUi5mSbfeCsAEHRuxTYMsU/Mz6ANkCU2sE8sC5EyvWmIGOBzTKQduqFJEwsJoR0laa5IVTu96AnK4vCGdZbW69wtoLDqwiZXdeKwAyInsHg5wX1SN04lagnHzWz3FUBEHLZ+wA0BrlyLnV0vAObFpgZYBUAlieT4rdAd/B4nGn932yToVHDp9awxbtDl+8TDLUKONPbWDVY9eK1ZyCtEbOArcIcBi9HY/sVtV1ilCAKmuW9BKV63s8KuZ3VD2A3NAh7/cUc7hczxSqjEes+Fjh2ASPVHnRa4cylZ8HWsYjt76l8nv9witHzjAqlKMZKbAGyDcogCJA22UFTxQnoMAeG8un53tjbwe5/IrRHOjMLa+AS6uUpis8BSdbrVKOilijQgmaVsRubd4DTp3K31KQ1khtXW0BJ4sX2iAF2FijPJh6Pq1dTxycqYT8gFNloalyo31kHRIlyh5wp3gxUChNRlwFmI8fbjsFQ2UPnChl8GDDeQPsUmdVOSL0U2cH3axkgVDeZaOotdaRni9fqVaUG1N4AmXlaC1ztFZaFbPl/ElD3p6drqNitCTzUxWho1Q5LFrJYKcXsGd9nD5dsdsqPRyqla8tCtKWGkZ+2/bdrVMbal7Se9HHHTlliTNjpHhUxD6aMeZOumGJN9SQlSuHR/a6EEZDZ/JxZI71MeKH8qVMBh5DpyHxZJDhoBp/C3gE6pUW2YhHgygnFsw8oxzVRpfPDGsoSqumFamVI73IVfVsW6WCNquovYexdukUI/8unVNgAJT0dQEwyC9id+/73yzrpO3lt3gNRpNaIUAJSChdagCKYGzy61IZDF0zSHZcjWPep/psLXUsnRZ79AXWvEaTLSgBIjI1E8qqkLCxqkCIVpjWD2I1yezJZpnJsfpia2Ag10jM6f22O7UizLJbfrmacp7dYbdM0Imr3/47aZOhXQYpAhoBkNVcRq0ASAUpIM9jpDvvUvn1wV8MyEYGtDXJp+ZWA5wy5JmmiupmR2Xfga604t0Kp//X92CrbQGP1J2mA9uzIPfhHINtt7pTKuraRpeNwfZS41G9fyTaR52+7/GosKaq66ZuNDN6mAx7DI/00nF+zg2P4MZzm+OqLeOIx5iqj1tmAdkNPAKq0iIBKXmCZW41AHS6Eo/83GpANtgWlKOsy1fu/hici95hjI3PpSHWSu33yg9XLjQ/HyTkmoUFBWxBNpiRt74U+kLrnNRtB3q4mWk69MLYPk21blu1vepvaTv7ytwoBpiUU4e7K6sC1duILif3W5YpFqj1xe6771eMhbJ/bqNm0Hb6o2p8aiwjNzZJcKKOS9MAyFAGZZtp678jf8/zk1XLa+YnEIqgxw5NuRiUvUWKNFze2zq7rcSdhkVSxSv0u25OcYTL373MVJ8OX+9Kvd5WxucsJAVdN9on/abr9fpCHyeHWzUucYFBFR6pQiZjlbgC1NjlcaaFOTX+9PAo95/iUcaefDLYtl9hFbAOj6ogbMMkv9y+h2LsTbKmf+0Wa+FNnf12x7nSWhaZLSNki6DRX78XbalB9f1knamGP2WN6sHq4mkt1ghwTBGX1Wb9iDWlrXII3/5ckcca9HzavllkesTkzwVKOt/89epqEvaFkM8uST9QusE1ZVatCWnOBp2jgxnGPtl1YUB9/GmHkH3y7lIR8vOU/OxyDH49BaY6dVZ/67ITuY5Sb6RInR3zOUlsj+yPBFYXlhpLIUhoxdZsinKtZGpwpPTT2kiJSh7SMnZWGjBrqa2yqOoYAADTQm24IxkjAPNYBCzjkW+rnp8iTV/GqrGoxWAX+IIKi2S7vsxIzWC3MKjFXm9x8R9CqZowREBWUhyDpPd5Om/Too+AwyNNCFFcchfH4o1IcUafg/SvxqN0Dd3FlTaLMyJkNxy7P91ZjbNcg0fKDBEXyxQ8FY88c7Qaj6SfBmgb7nis6iWKKHM0UKr5SoAFNUUGBqAbjO3FY43KpIp2a8XGejvI7cMY7aoc9h7YDQ/yLumxk74L/bak8G9RirZKCww9sVH08X3J/a53xbdT1YbS2pqu68cv/3rWWM8yK620yhoTS6pnqaXvLRaKnJWFiaVmy+G+O0tskjpbp81SI2VW+3k2SX8X123+t8nEWovTvzs4Xd9kzTO29jS5fruQcX6VJVYZWGaw98l63aoUbY2pXD+wU1BbOFLgT/Xb95PPCR7ZOiXD5A9/gmUrsarFHNlfqJftiUfQdV3fBu7Y51rmyBeUXau4zClRLVbIDMu4TgHryOVkjIBlS037NK0zggWJEIyNMMvODDLKL2hvxVWskVptACaWmg/Eri05AIWf34wHXVZZa75ti0wo8Y3r+2lDWsvK7BCxtLQv6dnysUNy/hRAYj6nlsKvlg80oFC2BconyDI45KgKiw7ZOgv5cvtLXDJNXC6zy0u2zJgj8ttzllpjH8o3lJ00wFiilDKbmmMOiHSBUc0pRCJyJWqNOyKpNdSLO9LAbJWWv3+LuIrbl6CA/vlKjxXybRVDVLTV67A8G441ygQjFZ0nDHYRV8SbGey5Qo+7MEG7YJiPe6zxyMc+atD1YtFHBpTVtqwyZbHtmmCKR5Esg6yFR5bwoVigjBGgj3zaDX28JzixHo+K/oKVuezIBjzSkxtTKARLAcUi7siyUjVYW1ilmjlyeELj2GazVeKMcuSVGo056onFQ+qxcrEfu8jlVYyckLv+s+Jp7RqAtIvR0fqST33n0/SB/JKTd32Hxp5LsQ0O0KhaBmx3p/l110irEnZL5oDIK4i5pghlq5ecw1JPsMd1VXYo97e0f0IJWhrgbOtUANjITLN0WQG3rDTZWyb1a6TOGpJ0l6lrjKyr1TrSXbdPnU9N9Sw9Lkdr64zWJDFsSm+zoK2vMwKgrClSBUACpYIEeL9K+0J7afTJBSL3s87uCGkpSr6dzULrG2r1qg5L6vIigMeetqFmyzrKkY7Uq8h/0Xjk509TyQZaGR5QYhMMV0x5IAV398lO6anxKOizXL58DHMoqWQpCNhdRrmWDBSGXVaokMuNyHZ7qfy2smIaw8qObMYj3Y7sSz0JdlII1eCiaYkRW4Z8PpTNbiWKaGat7VMlVGFVC19qZakO4t5DLr9i1FFwJi/c3vmaW9bqru/zBgA1Nz2xapK06oXMKUe6DrAekOaCLHeRNUBkVpoHJwEdyxPRc2i758DJWWpabE1XsP75uXM7l4cp3iluWB1O64JQqDbtWCwrKsl5LMgYCcCypabLeAAwZgU5jaPAQJAJog1vS8BUhQgJTBSYtPCaU5osO8QvAwoff1FTRC+Sn/ARmCpIc1KBV6EUAaZUHgXLhtpGzMnrOaxzDHarbpr+1vT9WnyWWk85qne1LidyEVOFtOIhe31IscPjEWAPYMFi+wP1uCQ/JnjE2o6MKw7XzKjWZVUb3KX0RlxWmpyCU2HVBI+q/knJko4Wx4gpHjGKmkZLeGTKkR6oMNh53ytgXjLYgPUKEjBVjlpMUp3mv6NcLsVo6Vjtwua7blJxVsch/+lKYRXsBxK74SjsGowAVX6cJi4PYIvGBqaApMu1DShda7CRkxwqXmhNMHYPiKaWaqt4mj5gGRSsthHgnm4APghSlSPI/EURKYVWUUADuos6P8hAoijgqGsT9/DbCfYWl947PpUfigUSYG1TaKTtaJp7AgeWCSpl2wo8o4JJtV3oyZnOscbEecJHfwgTGluknmNtkNiSqActabim1DTo6RXMT8kUcQLHParM3rayCx4BxT27hsGepOvLfdlKClGpn9+WcgSUQdnANvf+HOOztbYaM03cab0g7Ho5dLlguC8nYrWNSG99vVa6boVHGg9Y4dEkOUQ3KXhk2+O8LA5uUw2sMjwyTIN9FnhkIJX2n0kmo/XHoh8KQ6Mc1wnKsTWDxOORutaoKjGi0koUcct8DTZz96t7TXEJqNxsHSVpjXLkt72j3D7B10tiF3/hgaxfWr1unB6CltLg2yK3Ax+X0mr3jQtqSW+MngXWIxJazb6GSM2OTfp7w8L3NYWJzRqydkI7CNsPXm+o0YercWysop0m/dD4y33ItZFloMAvDzqm9PVpsW6bqIOy/fe5PzuhmH73QY9+WSMge3VgpJ9E8ijbZe7U6fOorMQMZnnFvQ6ynl+P7N1TY1ETr6rfaxSbs6p1NBecXaTpE5d4pBg1Wcl/V+zhKbY0nv/JJ7Jd1sKZuq8fv8a1Gpt6eNQqL9LDIyzgUY2BcDg0+Q70E0WqZb7MCPnlxTmoMKtZp+F8VJbLxRhV4inrJn3tFf9aatZobhmXrJEGPlp323BaoZ6zp+yDZjA2UAZCAlPrrAUHa6Cntd7mathyDLUV2HSdwd3jBSXvrDSzpauUWaWE1cLxxR9rywzut2eOdLtK7+q1lOZm6mzeyZzKL1Z5QKkD5NR8Ac+obSyHm8AonEKWS/psIOA0Cn1PacbviHTsYmoyI82GHQCOMVltaigJiwVJn50QDBRtmbFQyuSstdSAtrtNj10YotQvurajkrQoTawh+EQQa1YWyGGRPUMrGWyfFIIGKwRMYx+XmCO43dy1nMgWo2+OdeolhRTMtWtLX/p4pH3ycEqvCD4JHlHM57QoRqvTazCsAnbBHOky5EtuhFR0kFW/fzJVmAgqVMfHQAQZHmU2SfBIlCOKkJnnHR5Fln1NeGTYV+BRzEynMNg5bZ9RJIoEJHZIJ6LWZQ6TAFipEWO1gSku9dxs56Ac3RGMEdUPVv0kMpLy03hCl4zi9jrl9trp8+2+a9e3vugDy9yyXaQumlZaZ7lP10ojLvr55VOGqEa2/Nm0vqgaA9peju+N8Z5F562mieVXsEFUtVGxL9qu86oxIc1X1CgG6dkjn0LLg0ubLaw2su+zKf1zlppnkFoMk+9TiwKhgt4x+Hq1TPDIy44P7ByD7aXFUK9hjor1OuPuwiKtPdylFP7VeOT6T/DIY1KNJ17xLJbzpJ/hhWyIXd8uc7QGjxyOzOGRZ4YmrPhQ4hoL3qzFo5rB7rHZs8Ug64vUvagdTDoHudSM0ay0rLNJH5q+gKWtlz3GjjUC+paa/SY3gzVgrIqV6Se0rTNjXtSyywfTss7O0173VtxcPFJd9JGgoKJopP3y+dT4ocJcpvQCNp++WmqaNustNdLx0EyJLSw2lwWi1ptu1b7LNTULXmKGNCMXaqKpcIol88wRRbUWGxkiRGV8gZnlaWOk96NlseVCbF4s7kgtNZ89InFH5uc3S41hDFLaIXeR3T6mi35khdZIC1OAeTwyhoDczUiZma4ZBP+VXT8djssMtR6DTTM412aXaMJe14d0EVOFbMIjOwH+Be0/izK/WfGJ5QWweCPFLt1mTEsnL31VYlixwOEQUGDAznhkG2I7RJoUf4Qdh+IRQ9ZfwqNW3FE9tZGKxkgqJuk0IzPskc15VsQ+rgzSPrDcHorRKtCR31S3LyhHWQVCK8DMB15nlxPs9xIgtdL4185TdNbpsmulBiNptYd3zs1WpPT7C2m7qdoOUGSGkGZJINcUIblOjNwOJPqbUabOVqn+CXTypk3vmABKS+FyN1jdn21EAQ+XUu3vS912AZiSAeICwQ2Y9DtznvTRZ4iEahlQKEj+FE8AyfwAulNV0GODLeKj0lSIKukTaSg5s1IZauo6nmak+WcN1bJpIDaAwlDziSGQ9qXMWR0PKw9lSdZg0xr9fC0eaYiEYQZVLn6v4Hg8qjFKFCp1WRU+Mufit2zSiQvOPfP74JE2KR7ZeWrgEXHKoIV7zyzhkS6LciwDzGDzxltSYCin9AeHVXIuLMzBB2frpr1RlgFeFp6PgnR7KEYq/kba5Un1SlIHuKy5Y6kBpRLj16utsLXKkY7dSvkHdlOQDiGFvknpzHgiowBqgRwfr5V0gwqM9ASTvwBOOVJLDSgBJuSXkSkR7pkqdBFCnlZkhFHNdt8ouAlAFQCoY7kaJIXyw+6lqACn6f16TAVwcrKkYl5WKG4uVRdAKgkgNY78d5txm6qUft3X4ndOo/WHZyn+/sT5tP+j9GWtotNbZ5f10VeA9DdQMtiT0iIdxkilxiFtA7CXgrTvHdWsneb3YwmPvHKEsq3MZkPWDOzZla9y/JapRu74nbJkxyzKETt8I8Y0HqmBRz6tfhaPDCsIFB0LYwqVHEAkYHDHpOVB5vBIay0Zm42cxg/5DpoabEVMUrT1037I/oly5A9vgkf+IgJTBemA7rbbSzGqRcGmBh1PWRdPU35wJkO59jUAVG+0VnjmlCPtv3aeotrS6gFZS3pxBHWKbA1ESl+nB7Vmg6ZAXTBn3lJDqRzlh16uUbTHBIoWDCnkKA8OByqKqrVSZ3WMBIKUHsjKOlKArJeZviw++9qNZetT2o/ClcZIVLJc26CdT4XKLqhrRUX5HZDmNdLzxWzBjhxC/m6VszNoTFxrpvBzBhIPMn6OI+bEHh3jhubF3z+9R0xfLC0csj7krk8FSJRvwC6D7dbfwmDXjBCA1cwRMK8goXeondO0rfBjiUm6D5vwyD1mtk8C4KRJHqK0pJMlPbVGDiMnihDs+VUlgV1bzRzZZVVDCmQB2P78eDwSm6ePR/5AtA+R3BY5aNu0K8NzWb8qMWLHgypRZNR9T0jmE0VAw2xgNtwuZgWSMyYpHjkFqctmpwuab4gDyx0RfL1VPC3JTO6Gm16AIryk99QjjVMv1oe3DoL0bal924XXQMgt86utkaUAyLn+S3F2k372yQ548jKrBUOuT7E8feVirMaY/g/TNnaf+TtN+tiykD8NHF1QpAY48oAqmJKSq8+CrXU7/RTaIigbud3/cR30qIGQ9Ql3cxxlRk4G9nOuFRfpKLOy7XGZ7780Fk+TR+r0/S3D1TKHI3PzP9Z/t4oUMcCNtla/pqbnsQiAD7D2bTUGTXAFHi+qba7AI1s3lOMwOZwJ03Vt/U6JkUlgdh3gvUNgdvNktxJGSJQyj1lrcagO9N4ol54x6vvySVVbJA1dbS3AVPoOa1Ss3xh3mi6bVpwWQyxnv4ZspjfnkGeOtA3AJvZoiyxlsKjUfv2aNfL7oFYIwO47ui61Zgo/IRdbS2un7xqYXTNHZn25c6LWjrf69DprgGShPeVlPEwvPflNR5ce63ZPrUz1lgdlr/T+Y2TGiKoUWmGPiAGcwKhru1dHZX5cCi0JuzMmi46jBGYTmdWFMVoKLYBpGi1gdLens/NNSIVl5q1aUkCdm/PoNpcCOvSWUkzpSWt5B2+WGGyWdc+SwZ4wRP74Z9ijQ8tcsdm6vYVHskTaN+ARKM+nphjEAorCXBfJIeywx/bIxTIp+QHFFc7Pub+hajxyy7zLTYGJIfhCyCwT560HcMk2cTpP9ruBR+lcyjojUOCR7kgQxidy9nrVgdmenQbAUlokJ4sARlV12KOCzQZQsEc2cOeB2SiXF9EO+fz5h6qnLOy4vZJRmo7dKsg2F9KxzyzX5yF1gbXW9+I3CYCTtHmDomB2nFJrg4i15vu493lhvVV/PBnf/UEtrap/KNs5ODbHW2N+eaCCPdJ1CotN2aOQ1mWx1IpZs6sUWh5C21KrrLZZBsnW8d+dWw5IKF6zTHaB3M9zTqe9dFK/uGul3Po1VnUvyi0M9uzuOAa7Ts/vpfGvkUNMcr2rtJSyg+CRW1au5JdNsahgjtwzz8hGlmeAFvHIYY3Hm4wPedksHhX4M49HdR8bYyBkdkrT/Ev2yPCkwKcSb1bhkWOz5ULLOQ2YlBM5EJt96RkjkyUrbcs6xiYR1KawjBCPZ441AkpLrfbHF4GCDR9/3a/HHMGtV+zyRgZpX2WqxRp53369L/kYydgd7TlrqfmLVMyCDWtvpc5qoCB5602HCukjvUT0OiPfD1JsLWeYwKy3vJ4uK+OImkUjQVBmMeh+pxsAGpdUB2ZrEUkt7hiAHEQdJbBSghwnRSApunTaSuo0WqBMpdX0/nFMjBAibPJHCkDQCEzIGMJIcai3dJSWeMyZwx/Pbmtbh8HO8Uco+kyZbJ68N+yW53ayxyxz1Ig78stV5likfQ29Xuwju2WpH4whkTXt6NWToMpqC49IsMeYI+Yy/pEz/hSZs4o9WlaEYcwS634BjsBdxiOPQS088gBkrFUHj5TNBgGTqY1QHx8ZM6TbIcDFYckBKfOjOFNn0qpoYLbv5zPXlD1SNhtopPZzVo4OGBN5KRUjBxvz0gOTbn9kDd0pQUUXvbH9uFxmqNWB2l5Z8i61WjkCyge9DrbvgdN0H9tK0iGYpR6dXfcxpUUf4AKYnPpT7Gvu01WOUGmn+jWwPeAFILFsrQKkMqssDZQBTNaLjb7w68l+c9rT9JC7pDZRlNKFTtvOgdkQpch+5AEbgdmGVcjHXIAikAGoSqG1VVQzlMyQJiBpJokCkYJQDEKZh3wPi0VHx3nSDiMtRamrEOW+9WpeIUq/p4HYKulZc1jk2xvKkS4DSmVqLiP3LEqELKXt+3dEPhYA4AY+ksMmOON1wVhThqdV48gCs1WxcpgiypUWqi9Li6DEI6cIbcYj4mzM+b4OjzIgImOQvasg4QLSVxUiPY/QGCDOUSkMwxxIHTZfe42hrrGQtcE6c02VIbUk64xanZSWubwRJuzR7sbapVSMFmWCFO53b5mxRNVy7cbymNQWVwN0eoDklaUJIDUYoAxAbeUInXXrcc5TmkXVKqvNf/f1RMzHDrjr4MDIFB8dvFynmcqP3MUPn3cQUEsPojwZSOl6uklCwSJ5ayxZTrKnatlp/wgDMyMioSApW9AXFiOl0SorRKLQBb8tTlQ28r4oKhEo1RcZZZ8HCOiIssRc1jYCcu0jlQC3k+QAm8plLDFJIZxJZshRRA7AYOvvren6Kh6DyvblsiJnLXPG2lz8kSpEqQ2GMYUikbq594Tra3SPdqyUo1qJgH/WZH3CxBhL25RnP+bYH3N3eSVKN4s2HiFw7qPY5fBItCA3TlI0DO+Qxiiximx7ib0ht01nhAUCRwaFBII+lb/AYsNIWdbCI/3tYiHtVeHZowPJbaUY2Y3Rekb0pVcxPU1lSJVkWceuuluWg/VUaUITkOZcai3lqGaO9PuScgScbeBja2brVuo+V8c6PXYAarVJe2rKwY+pUdbxllodAOlTZwWELCBbLC+9hsYcAdla8mAHxYcK8BRIVAdz69mLSZfZfYEyhVb7MhBlbCLY3ETYEAgZIODjFfo6MJtZrg1bkGQxM7ZZYi5AW9kjHwwZ2YpC0jiCB1clOzJokFMfI2g4utKAQn9pYsac8VX0rb7vy2AD5DAlKwbevQ+0A6yBEoOWXPtz7NGSrGGjc4r+NCnE77t3qbleThnyD7ksQ10CQfZHMCe7sxwe6RxfNXOkeKYKRPRGBmy75PYpU3aujzMIC9eYbEqZJNN9NuARKOOy9aGSQQsjWViCT+vPrjgU863Z/I/EsPktLc1fWCHFJ5YSJIpHtXttkiwiGqS4+/VUQc9ruvDNe2eL3P5o1jpHe563tQGO5Tr55q+DHHW4Jcq5l86fl8+vPz/2buvaw9MAQaIypmEu+BGo3hX17mh/++ztEHIQpIhaWnaI9bap6kNc/c7rmtXm/rjxvRuYXfTdEAjpxu3NjG0WKFVBkH550OWKnH7d6ncVGEm+LejLj+DnYzvKRunhk91wndXOmQlWmSspMpkHjfvlAg4t+5QSmV3u+/lDabXbc5vxp8Aihyv2hwamYBsetfBngkdEzWVNPLLg7fSsW0A3lWn9HrNa860ZBsny/LtM5WePOxXmdOdcA9qB2cBB2OvNiPbxj38c3/u934tXvvKVICL8xm/8xuI6Tz31FB588EHcfffd+IZv+AZ84AMf2GVfN8nq58Q/uEwZiOoHmksgYAGvYjOV8tNSoGrlyA0PYJohUn+vgakeZ5f6RQetddRqoww0XlmydzGxtKe/OjOEQgIXCtIuvxFY/rRN2wWQVCkInKy7oIoGwAOnP32A9eHX5YHzb/dngNJYNvk7IcQTmrRH+Uu/U594Iu2yjn635VekxpG2n4Q0/kCIQ/rOJ5Sy1Ya0PJ4E8JUhtZ3I3zAAJyGlvtpv+QsBfJL6I4RklQ0h/Z2cAMOQaPFhSL9PToArJ6AhgE4uhny+lfHI2MWWMKaZaQvPoWJO4T61hSTERIlRihHl9ym29Iy0enlahmL9pZprre32+qyRLUqQ6SSFUZbbFI8UoxSPDJOAsk+o8ChkzJlk0arCEaZYVGSP+TbStg14VOCax5b6T/FiAY8MZ3RZxp6MVwmTDKOkne13MIxKmOQwKBBg30PxnT3miOKj65si5JerYSbYVNQ92kNB2qwYfeUrX8E3fdM34Wd+5mdW9f/c5z6HN7/5zXjjG9+IT3/60/iJn/gJ/MiP/Agef/zxzTvblV1e7Fx9n3vWNo7PXH5vgUteThNQ8sta32umsAcou8x2PSdlXcCVFlenzStLqcEtc31mmSMPQqj6ElCmz7rLWFhS8gmgtIR0G9UYZj2VFpe3tPxys6LMCkMGPcptkyJrrbR+sdry9gSwAso0WrW0gkujDQogJNtSUNExKYGNWmpDKK01Y4qCAZCl8tPFxRjdMni08K6223sXtnoWm0q8AQQPFpWs9Qz2knJUy1Kl/YlRuIdh1rrtahbbK0fZQJv2z330R+5vWCAD9to9W9RkjuplxTPu2mw8hxGhgUcV/rTYoAlT5NjsCYPk8WiyzLFHNYtNMNzJWKi4o/sg2ONLjVhB2/S9TPN3+NNij/RCtnzMe8pmM++RRx7BI488srr/Bz7wAbzqVa/Ce97zHgDAa1/7Wnzyk5/Eu9/9brzlLW/Zuvm9hbiKM2oJI11oLn31ANAKwmbAgIjSRnLfRmwRXPzRXBZHL5U/9SlBYWms85BerFGSRuaH9RGQJpepZqBWZ4Ygp876IIw6/giiQDCnGaYJANisbnVZ+4w1BpJ/fIC7B9J65ufX1FnAUmjTscJikdwh59iQKitNbq/CT49GrJEdA0nxR70nRsAKzOnujrAsOMtgkSlFcgYIoMXWLKWfGoXYRkmLld82x5HFGfhrFYDTYce7Zj+57Hg0K+45KL4D8Le+719MdF3hVytOqRe7pNIrAJmWlXGPANyyjGHNQzsgLvkpQnTsZjkRkVaWms+k1ZNbxCLpGJR76Hdlmdin72tWmgUCIU20TAlrUrwSF1jUizsiADYXpMcjWwjDpSjFIDVYexIHactqrIEp2V08kvUKHCLk2CMFxpOQD4iT4kO6825KEY9HGg9JLr4INIA0da8Ve6Ri86+JSGA27aEwnTn//YlPfAIPP/xw0fY93/M9+NCHPoSbN2/iypUrk3WuX7+O69ev2+8XXnihPXgLHJzY/exfcrS8XnNsHcjd+6lLBVi62AHOHCD1grHLvuuVI6BWSM5eyoDIKRDlfijBpgVECuz6wqcybTb1FuUSlXJE3K4tIsqS1jpCLLNEvPJTTDxry5B2XBUozrdRUWOkvseQscJpiwXYdOseaeYGQVwuLMGVlLUyP7+Rrh8AjApgcqZ8BW2tUgsq5l2bKEh60ZyCRPIdgL6JQOOYEfkSyJnikUqtxKwRu47uBdPDKunTzXqVPq1s2ToQ27cV4hUs3Wxh3KV7eK6kCHA+iSFrxI5louQBXjmaGGymqKgRkBUXM4DJb6TENPvOlDPBSP6kBge7581Phu0NHCL3HANyUZdT+g1/XB+WcdOyHKDeUqgmCpIZfw7MFZ+Cq4Ek4MUaXA1CKgwS+wYbBNtFQQKVpUfMYNPzpMqVr9IPWNbaPkzSmUdNPvfcc7j33nuLtnvvvRenp6f40pe+1Fznsccewz333GN/999///47sua53OPZLVZ1ikGmof333Fb+pmKs2Bin/t6itC8iMLNWxqhqXwy87lHY9tsNqhuwdqewFlQzu76iILllUzqZc7xRvcxcXy4+QMetPq2/xRC0llG5fPJHeb8JRiMXgZAuziCP2XGvDeTGUErb0dMBSUFSd5u62tSfrxS4xR/p8iH59y9JVtotg0dz0sMh5/6yJqadcGvOvV/vRg+Hlsb2ctbM9RqXWt3ewqQyBnKaPFJshsrPAota36UvE6NbJVtxpHKbme7awqsGBk0+PR6537m6teJMuY1J1f4Ko2q84kGwKTgMGshtV1xnQw7aNveaYlHlXtPwAMMjjT1y7n1bdiDX2rlETNaUFjM321Xe+c534tq1a/b7hRdeOFsw8mxQQV8DQOVOEy27eHGrBSffW1acda0ZIumzlMbv162/11abLgfaSsiqU7ICyHr1Q1ouNU9Xe5eajOTa5pmjbPYgM0eEkhWR5cV3VONwGscCWvUWiK6tnmONIO4yZw3qMtZlWS8uKGwxbtTiItnXtCztYxjldIzSVy0w2a9k0ZEViaNImSRj5NT+QKn+CXNqg6wX1A0n5z5yTqdVulooa70HUwotUtC1pNOae00pQGbR0C6HXBQetRjsSQmRluhiv3srGGxmx0RUDMZWBruFQ0vMkS5T8crRWgapzz7P1y6q93MJk2SvOzhVMkfZZUl6cqAECgkWcCyXFVgkJymPSQUWKTlizHCs2jzzFPXCU3FfeTwqFLiqj73u5IbQCt0QrCLXp1tahBO+eWybpPYHkjESxigeJczRk5fLjRizLWySVcPU/RNGiOV7cw7IW7nA4yte8Qo899xzRdsXv/hFnJyc4Gu+5mua61y9ehVXr1492x3zN8xkmVOOloZhTECmHqMX/7NWekUc14x71u61OYDqr5Pv3Vabfadpdey8gqms9jDamPrg++8OAIt6SanFlCPVkbL2Ul1j+3Q7q5sgtynpW2OWB6m8TJyCCnj6qfFCrr+yQxSdMk457s3GInnp6gSUzHnZkNxsLDtA6lp0rkMekOORgtD9wiwZTQ4k95o7D7e63DJ4VL6P+1h0RtJzqbWUI5WekTa/nX7s45JytMQy1dizVA17jZQKH1AoR27spOtk3JiwdnPLikFQXXt5Fr0CQ9n1X/b02CJ9vH5Ub56m7drfXG8OQ2r88kySKflAdt8VWJVwQwtDJoyRPlJ/LvVJ+w5VJAlW8NJ2PLiN1VikypoqZkAG7Fs5xuihhx7Cb//2bxdtH/vYx/CGN7yh6c8/iBSgM6PkzCpH5TIN0C2tMbl5Wssq1kiDrpMsA1LqxtK7DIIEgNoqAtrMUd7/srEHavu44VqxRvkBbPv2/XbLtmxV6fOohhDZMqccqRWsBoMv/qgnpJoNG4wUv8MKcqJM2IZcGzANzIYoWYwKbeQQvMUmY2YLTX6bpSXskQ9g0ngnFkWIU1+SWaxzWypqqWBCDJCyThqjIOeDhDFiJrMMzSqLnOOxxpiOVa25mL+TVKjFKC43ZlyWWrFnikeHVnDsTcLF7zkGW7HIWKiNDPZkFxx+ehyq1wXQZI5sDEwx57ymClnHGgGq/Myy2RA3PxNazBHL9TLDRbGhx2LTFIsg8YU+4QOQZ9D6OOWEXR9dzxh0XZZEFR0HpkkmWDWPR61CtZkVSsegjDbFhBUAEhsOh0ejflccY4s/Sqw4C+sm12RkY771u8aVssZAckj4tUfc42au6ctf/jKefvppPP300wBS+uvTTz+NZ555BkCinX/wB3/Q+j/66KP4sz/7M1y7dg2f+cxn8Au/8Av40Ic+hHe84x077/Re0tGRZpetfYCZyiFm1luKN2pJD0jqdWyev7ldZWr+7SvN+KGZZXPr5YV5GVW/QbKuak+QB9+3GbtTfwcmKf0uDoldm32Htrnlfnvej1+P45b3/P2F396tx8U++pRYXacdf2S+/+DW0xgkF2/kY5QQSGKJ9HcoYpBYY5B8/NEFFXm8FHjkb+01z5i+/PbZTmtMyHujwpyi24Fw6ICzM+wss3jT6ePji1pttWJZ4BG59ci9zGssauLSFItm4yAdFhX4pX08Bvm4IWRsaZYWcZjUxKPQWD9Qsb00FuXfgVw9JnL7KfFHFbZN4iF9/JHgln0fKMcYtf52lM1m3ic/+Ul893d/t/1W3/tb3/pW/NIv/RKeffZZAyUAeOCBB/DRj34UP/ZjP4af/dmfxStf+Uq8973vPfvU2BnrrZmyr5aRXy8bEmU/1cw722Hpp5YFu4Fm44p67W431jBHKr35jc5LehlqnjVSa6ydMgtAGRyq0pAVpLjKWFPWRKy7dNJIzZz0uxV3ZDEBaKbRkrqitA3IFDNkPdJUfMrDq8XG7s8vo9ye2SQZWACOGNnS0nRXiT9Siy6dR9k/F39kNPwo21GrL0gMko5tDJIMNiKtJzFXybJDsm5HiVeKyPFHuJgYo0uDR0syg1cTzAGWWerOsrz+fJbaIXBoTdzRWUvNVAfbt3k2u8ccpTFhPDWAjEfIGV6aut8sLdLDJUJO6XcxSsrEGLaJG5zcPimTrfAGY3powgYldqc+UbKKx6R8Eg2P+iVJ0nlr4hF3yo2wgl4VD0kaf4Rp/FGFQ2mFxBT5mEcOATyO2FWImXm528XKCy+8gHvuuQcP/KufRnjR3QBKbbmw2IFSA62WTbRzbUPVTyffo3K5sRGyjIrveZmt4iyH2hoh8t/zZZj2c8t094r+5SVsAc+hFKSeJVhbmPq7yGipls2xZe1sPl2Y2S2233kjRaaOLnMU9OS7DsRwdHZerr5rS1UVpcnWASxt39Pc6urS3wpKxW/O65qP3P+WfkHnPIvT5aog+bEznZ33nZSyH+W7LdM6Jez2U7Yn87CRBHkSs7VZWi0zTm98Ff/pj/8/eP755/GSl7wEt7PUeGSPxFY80uUdrAGQOf1qHcMit2yCRdpPv1ZYRF1cWmh356KHQzUGzWWN7SvtLLj28l1xqd2mKwrjLt+BZHzYWKx9dOc85mzEIsELQJ9xmuBOXiZtqqR57PF4pcuqPh5fyvW4uWwtHpHii/Z139M+sARor8QhDcqOuZwIjYzT8Tr+78+8eydMuhyBAWvEzO3Ossri2mu83iqMwlJbM9aSj9/38bI1EHIu/miL9AIclzLUWtJjjpb6TbZHOTSRAfigbF02sdg6tOA0zLFjsYlFp8kSmnVmFhlgQYMW5wP3knQxAGblye7YWMhg4S28un/6lMG40Qb3m2WlaLyWO1fSPfrzA4llyOwRgFx3hJGAfjiQ5n27yAb8mC06279Vp107OFBcTbdfiwwROwWrM96arNnUb4o9+yalrJUWrmzFpby/HoNKPFLmyGVwZCwSXOHy0cLkArt1m1iEHEuY4hMl0ULjbGQ0H4zMoSoYGzPGeHwhzusl/ILDEgg7rIojZ6WKN+IRpzNjLJR+9zc41ecG2aHjtwea1mNjRiqJcAtnpd2qQuxcLSoTN5l7sejN6pUfltu9oQhpBVp7+HmbS81vdInOht8OUIBAy72mcpZutqVAbL/POfAaKF7kaaSqvUyd1XOsLxYLhBR2RB/iIjBb3UX6HSjSai19O+Zlup49lMQu+JEMOPJO6Z+4w5Q98qm20kffVQZOEQVIFVbfiGk6bR2gzd4Ky9Yiyf7koEjYmEqj23GapQazXDU4ko29ysGRfAfMR71ZJi9BbZ/iymQdr1jpi8Q/yzwNwi7er4C5mrvutgJ7OkqQbtuJ4tAa5Uj7p36pfysw2/c7hMwZcLpdj0tpYRuXWm61Hh7Z+VYs0W1yfsZ0Va5d+x6XBMcmgdkQF7ZikYFqft4ZKBNFDGdkP9U1VlxE10/d93VAtgu+1puFHTtU41cPjwoGiV3SSEQex2WzARmHyJUXMRxSPGTFItmP8XT+JpmR2wvNDvdcrdhWbf40usyt3rFW5oIe25QxzS6fD6Kc2cEzktbeNAO2Z2h9i6tzfXpHaYHZ9hsZuNwYxQCqBPtl0nfqFpm2T5d3+kwCuKef1i/47wKajQDuHBiZA7LL/SmLsvk52nQeNpBug5BnxXbtruCaBms336pHuVDpBkmswJg1iRjd4Vese8j11khP6ZorGdBzKdZt/tYvtlMtS21wmMPT9hYuEaahHzWeQPs5DCnWRzG29WlgEFCN0wq+LtYrg68n+zHBFo8/ilewIG3DGcO6jEOGa5RxyBJGfFIC7z8AADk4SURBVNKIHv+OcnszRi2LLSv6/X69PrXVpouMFcLEUktKPuXhKqao3thcEKTfll+rtth0HL9/dZvKIRmkmrJusUb5SGHnsk6ZTW2t/dU129aank1/DRLDl0DFXF1yHZvskX7X9cHOp5+WJ4tM9sX5xQv2yFmG+f5ixwZpMKLrW9PaZlnJfQAUDJL16TBIvp9aVD4uwVttfn39nrevY0hw+ajbEwYpAvESFXi8MGnhkcitzmC3yol45qie+mMrc2S7ugOD1Hfjl/g22fcGo50W9nGpfN36towp6VEXHFPlyGGLpfTLs2Y4lC7QFIs8ewQ0mWzDkRaTzXkXbbc1gFvXVybbJ4rkITFljGS5/o6UQw0sZtFhbkz3eBFHVOPTQtkRgEqmyTHXrGPKPoEZMeyOSbe3YgTkm6QnM2DV7DNHYWuTAEl7rLZyNem2QjnyUhdMm8tE6cnaOKS5Qmo9kErrzWep+e96/nzsUWts8/O7C22vD8qZIqk9+/uhNHntg/AXs8LE5KtXDUVfUAKA6vaiRvyRWESm4JA+zFTEJuk2DeN0XM6LAffb1qPcoOtXYxrYqvZuyxQ8ufxtGyFYMUhvhmkckn5cZPrjnSoeS9x3ZjJjoOiOPtQtYUMLh9aMOyfnkTW7FqvmJpvtrdfDrUnGmq2n50qukzzpOQYSaGNRucxcYoGAFuaQKhJllJLHFFU8WNbX+RGLZShgwMUY5QEnv1XxMzyp8CqfxdyoIQgVjk1iknTADh2k80NqEdp93Pu3vWJUyNYnWC9IkyXqWGqVEqWsUb3Zno9/axC2H3utcgTMW2P7skg1YPjttpgjrvqV60+Voy5goCy+BgC+yrVth7PiYOxRy9+v2UJqoanVpuvJ+NZ/zmqr44+81ebGt76AWW8Mp2jb+UBWcGxMMgbJslJckGVaRu67HItYcxrMCWRLzuINGMWUIxqHZAUjT46K0RqZGGr1+7AlrT5rsMzfOxWDbc/JDIPdSwqZSxjxzFEPA+qg7NS/sfsrsGqNeOWotS895sjjUpa8dA6Pukx2ZajZ8ywYYqzhhMl24+uUIpGTcuS2bSqZKDKmeABF/FE2KPWezAxSmk7I7bjikR6DW2b77n/L/qfby91fQMGAJ3yhadkRX/BRvwcdi0o2G8jnQNlvAIiMuJO6nuTOUoy8yMutW8+o0R/ALBitcan1AGlNMPYSnQ20lSPt19zXBTlUNlsNQLqvQFtBKvcTrkcxatXeUZDsHDkFyYGSPngA+gqSV34IGfgc4zIJ0OYMDKCyXXc5WXh6w7hteGDyh61tG2ntIjDSljnlx/plF18CMrkP3RitmkhxUhjlzhGvTmySlnKzVlFyxpcx2KrYVOu2GGyusKi5mZU4VLv2gfms2a3ZaGsUpDmmeql/KyBbj4Wr/iWjPYdHGYtsiZ5rVRxsLeGYiDcrSOZeq7CwwBxnsNmLyfAJWVkSfCqq+RfKE2w9u21av03BQVZkQlZ+ij6GNZSVJo9FhnFsfbhWknRsUMbXgRCPjFEptVVm9N7cw1iBTbcvA/BjzfVtrb4SFOassq3M0b770pKleYnabq+yraave0CU91VBfgpSZbsCg4urAOAz1zy+QEGuuJYVyE2UJVkF7ZTaJq1NSRkBiUIBtGlt1MpViWt6onSXivPHthslrc3VOmzdoJND2oSUxako1y/iXEY5Lzqx7FGaMmGJdpUae/wir/zIdW/FGvWVoKnylNr7OFT3md31hT5r3Gr74pVuR6Ufm7ReOerhkQeXHhZNDDXI8wq/rHgxue/lb5vKJ1DedIVOpbpG+dhMiUHGDVFQkp2WFQ6PaTqe2XIOVwoj0H7LFhVSc9mh8pA85uh+m5LHNlbOYMtKU94e75VadvkVo/peWWqvpBn06NfvgVHLUoMDJL3+dufkW1wfjtQ/P0CeNSo2xfPLADSZI6AMhtR+rbGXpMUc7aoc+f1Zwx61giDz+dBtlBaTuQbsCZVrzWXVbHsyFQycYmEPbXRDewvOLD+neLjlXKCG7r4+udlqs2UaAKkpqVG3h+wS0/4xv2x7xdnMhaaWloEbZ/BjuGBtKsaygpCyD+UyFEGSMVY35p0qK/CoaagxzobBFmwrXRx6z08Z7NZzVIzncGhNUgiwLiAbWMdOz7FH9dgtWQrI1vXrCtlAiUluBDfOtB3yjiiwiKmABNMu0sYL7NHn3WL8HNbMBWh7LOKiv3534wBSYdr9ZmSWWQ3K6AzCurSIu7eLoOv6d11ssigq69ZhxxZJP90H8mN791mB34RxjzpGdx7/7S/+mr77bs5dqOW+VKwz94D3ltW7XAcUttbbQkHXsmTlEfEsiOVxyt/U6dsbK/9lMO/2tR+N/lQus52xP87f6x0mAZGqP5NfLrcCMYp52VD2AUFSYF2/UC8rv9v8RvK9TN/3/Wi6Tqj7oJrXqF6/mpvtzkOSruxIapTix5h7Prla3uo7sz9rnv02ZkyX7TrWeUuNWTVO+N9FZe9Gn966+bNuh90gxbrF9+myXGaErU+BRbqswJoFLKpKedjzjbId9txz2U8xScdBA2v8dkK5TcMSv06FcXkZOVzyfzQZo8CyHeXyM0YoNda1TFFT5tb1LgTkfvP+++l42jT1u6Py3de/+35+VOPVmz1ExtqctGjqWlrWXB134PexSJ8FOm8b36NtyaGy2JRlUitD9WQfwGcUrlkl+XdppbkB1lht6aCL3WMNlAaKEgAsh5wr0qZtmt9erDUAmR1i+XTsElcsT80imTXm1xcrzyw3b9EBE+uN4pEx6soSHlXLD8pgT3BpilV+fTRxp41D5bjLrn3g1mOO/LZ6MVAtXLLjW2CPSpebx+8+FmXYIqd9uudS+hRYBLhpRhgFFjXYbO/iynikJ123l9njAuMEh3IRSNl3x+4Y9viyIw5DGMhuL844wg5fuiwS59+KQ3ZsdhLT8mPwdU/cjdRcNgtYDnx6fT2YKFg1+q4BpDWyBEpzytHWsXaRtQpSC7Ba8UdpLAEb+Gd5Pv6oPB40QAqFNp3eJfKyRye935bJC8cUAXem9fq7M6+B1RakbcBC+fYqlB/KJf+BvL9OcVHwK2IUOPfzf34vsxboTqZtBEWMkXWJrfXcqHYMR8VoUbo40mnftZ/rX2fLeqyyS9pwqc1lyC659tdi0FnLLq61pTHqKv6+j8qW+KP0S557h0mtGCR2z51hkbZpgogoRNlVJr8JeYJa51JrYo7ulU6FZMfpsMhc+Xn9aYwSioDtie2qffNBTuMiVWI1DgNMWVFKGJjf1wyAd59D9jZXjGqplRD/5G4FrVa7G79mjXYBpFlfvgOlNcpRbbXVfefatsqSglQrL3PtS77+VvyRWWIdi21t/JFtR583zpaLTfw5YZD8b7LdKkr7y8nJykoGqgxodbs7eAMG2XeiiRVmrJPuQsUiFRZdVXRSAy8hY7bYp/SpjBHvBUJ3lGzRFub6bmCFms80l1g0uxv+mUH9su8vqw9hrhBtax8PVedoSUFaYo/qMWqjDciY1MKjqUZQt3v8l/dBcX2csgNI5mxmVaCLKpZpgk2a5u/aUszPijikGov0EEQ58nGKWelC3se6eG2VJZuZbMUcctjEE/apiGHSY9Fti+zDYt8xipFTxhvLOpM41qxRixVqMT6yfBMgHVA5auxKVw6hCPWkBrW5uYt0X+r2WkFK47iBZxQkGbXeYtWerTaltU1pctc4KbaclVynqOTASJRA5KnomtouLDdRkopZt91YLWDyh6I7Q66fBnLbW0n2FT0gqgDHpfInAPIuPxTAR5EQTy+SG7ikMsEXzCtCvm/rNi769HGpOfxKI6297rwyVtyG3M+YPUvlCNiuILXWWQrQbrH/0/O40WCzgZCuT8j3QTNIGyiVohqbKLcVgdXSZ5WSpFigBx5gdZPYGU4TJcljDhYMNsUophKbzMgssTgfu1xHV39pq1w+xWjuTd8Cg8V13LIlcKq34dadd5f1x9yimKztO9dvTSr/WSlLa5ikpSy2NM40nbbJmHUobdiaQFNB0g1VtHbuOaW19WVSXGihqdNKDqT0niF9wFWZYVFeUh+b5ZqQU2c13Z+Ray/5E+bA0IwBD/RuzIlLzYAn/8yxSblgWzGWbCMeZwQ5rMxh1kL/Aosa49jyykjrKUfdTW5gnHuHM4213IY9u2BVz52v0nKvtRSkNaz2lEnbD482p/mnC+uARDdRbUdjGB3LjRpzpMRIumcUzHN3DXbOR1Jhke4S561b4Vt2u1ZNSwLXplhkyprbhwLnGHdQuv7M/T/HCJVjuKswtx2a+V23eSCpWCXvUsu34jpAWuPLP0Qw9nnLHJPUAtq6vRcQmTpOj2t6bpasNtsQitRaf709ZQ02qyZdaK37IWv6h9wpIDoWV33M+lPWh8kecnaBifncyFgWOJkUmNLnT4UVlsaS7cVyu2rZ6TJy++znO4JL6Y9HV1oh6ZHvG2rOaG+sO8NgF2+Qxvgt1kj2ZeLap6p/R2qs0QehdqmlNt9/+uwCy8kg9e9DFZn10oudUulh1JwS5t/D0R274b7DnLS9/FkrXn6Zx6MJgwRUeCTbsJVpwqTM4VHRN8i9qPFLLvEDrk2xyN92QDLcWPfbJ4oAxibVzDUYwOCwqAi+nmKRtfnjk+/jKoWgLbdtku3B3vu7nNw9LogNYTdq/aCQ6zPdTs8Smjsdc9bTeYhO0N4SjRWaa6tTaqnRz/efptBysz39yH1sbHJp/vJHxHnjVKXXun7N337HCdM0W02TJRSp9Qhp/CI1tu5D+pnT/v1M2Xk5ijRZv2yaxp/7+NT9oxxADoVbB9psC3cOsY3WnIkXLbNKTwOjahyqMUlxiap16u/e6G1hUo1Hul0q2jIeUYEpftl2PGqm/FflQxSLNJ0fFZ4UGGPrcFEqxGMLMMWiSRp+o83jFBTDdpTLxRitFbGKFvsg9+taaXV/XcnUYxmjZXmZddaJNQLQK7bW3AUuLbLWsrKttNj8adlqtZ2HtJSjnqVW71/9DLRYpNKKLS1hb7HVVnDBIAErrDb5p5SvZ5F0+az15iaVVOvIsUHGIul6Ors0ax+XrRFgbHqyrjiP6YqtTWKMQt6vwnrD1IoD4xhjtCBdRnuOwa4wqik1iyRYVKTu1yyy4RImLjWfqWk73tu0Y4bmns+1wdhL+NOLNzokVvUYa5UWk3RYFqkXi4QmHhWp/oB7n01xq8YjW9TEoNxW41bNIlmiisYYcQeL4F6bGlRtY2Y8slgjt2yCRez3x+2f28adFWPkxT9lK6QPTtvGmazn1p9Q1H7sGpDq4RZcas1dWACli5KtcQI98UC0Nigyrceyznw2W01tl/vt18y/u3FI9lLS3myKMaoXVRGwrfdJHRPAlC0uCzgUcGPnvtD9csqPju8BcpL67+9PHdcHWAPtmCT5VADU0vxH6ciu+NJbvzVeo60Va1QrR6s2X+HQ2kDsnnLU387F41YtWxQlryStDtYGOspnjT2tNveesB10eGR4pb1LPEptDo90fY8/XI7Qw6JkhJEdTguLbGdUoQLac7RZ+ZCpgmRY5JSl+rt+3Sfu8XIrRgtSnMieOIDoF1drsUH9ttksjbWA1FGOWsrSUpbaLhkiu8ouwLbk71fZaq0BbYstbZRt23Ms0qo4JMi9o/eEZ5G0DxfdCytowiQ1fwso6ZOvwAQ41hEZzBxgpYOnYjyGu30jTNEisQDr0v9eEfLHoDEC8crsZTjKkrh3D4D5OKOarV4cu4FVukgxo9dnJQ6VQcZtHPKHugaDzlJRqre51rU3h1WFkoT+fm9ht8tznPF8FR7ZmLqMij6q9Pj4ILjne6epkHR41j6KH7lvGptsLFPsLNYoY1HBOPEUi/zhuNOX2u/EOkZZ5z0DqUCqaF/TZsvWA5Ldb6ssq6lyNBl3ZqweMO3rTjskiK1Rllps0tz+9wDJU9t5+30lKY3d+HSgBKAEppWglMdSWgYdZcm52yylnkzBKQAIyPOvufVNSRJiKgNOO3C7B04cAL60SHJx0mWw14h/iNcqSysUqbPAody2v0tt1/T9JQNwrYHYUqBarNLEiNtBUVJcyopnZozm8MgMtDk8sp1N+bYZMzhjg44dKyxKB6S7UmKR6+NxImNbDt42LIlaM86dkCUsAop23bYdIx8Zo1K6lg/aQLLLuJsVJKBFY/eUo+4uzIDVEpCtVXJuRTpbZY7WnlOStrjbJvEYqVG3uLBMAYiLJcX1NWtL12a7N2DrZStdmaLM/lS/VashYEJxu30p3GoF4Cy427jcVpPaPrrS1ssK5WQ1E1T3bWDcGvZ6q5F20RhxyNpGW6WlQNXKUo0zaT3tO2+8tVxuqhy5LWjvxhg+PrLCI9HE9doCgK/4n9kbwSR1p2tVa71HRLGRAZpYlJSUNE5ReLGBO2XJAWQ3vmPCzKVfxFOq5gY3fj5LfFSMFsQBRmGl9UClsd6kzV5S3GzrxRqt9bWj2DW9sfP6Sy61ur9fXh/aFpfaPqB0CLedB6HeeQz1RTOgKdfT8zw4V4BuozhPVX9P3Xp6G+Cqj6bOujgAe2GVVlxpBVWgo991exXQ2A0d3Rh2MHn8THHLcVVVb3OfSgFy+0VujGypEeIpjrIgqxiiAqt2dO37l5hiBTo4tEpRq1+wfRxqudTKtnWskfbX3/vEJ511aZLe+K3Y3xY21bGTXVyST67OU4k7bTxKbblvgUlpUGOgDJNsmg/OypTDo4KZnuBWXlbg0QRrPOaw/Z5gUcjrezySU5jHdp887n7dbw/FaM3DfZ6yhpHq7PMuh3KWFtyhxj4UOHXrFzlpWWxpXV0v91sTJGlA4YC9jEuaLpvO3TbDJgHozdXWYpPsZVlo+HKAAn62zOZA4tJ6Y+R5ktwoBKSXqRR1W2ST0kk7MkZnLWeMcS1mKbWvf/5vB1Ya6BtcPeklj7SmDqnZodQP0i/3qZVJHa/FIrUSSTJqwfWplzmlCZ2EkgqP2vO1lWPB45PikY4rjFIxb1tEG3MYE2a72HsljCqFyE7xHZ2uvytgNC0sefFseTBmlKBF1oj9Leoord6mJtbZFMza/v5trNG+sUZeztJaWxybuKk8Dc6KbbFJ3mIDSuCrrTa/PFtGPtW/ZdWl35N1Z9gkr4S0rLe0iJ21tmC9WRsXfQrrDch0OkNiDSr2CfLo3HXrvujOTVpY1MMH33fJkOqN22STGn3rfWngUHaj1Ir6zG6twKGlmMceBvW2dRay77hLIQxrGaUeLnnsnmW3V2JSXr6O4fZ4VDDbYIv7KV5mTTZJvtjxuXEG7aNTMuV1TEGsYidLTMy45I857qHdXH7FaF9pAElBYa8FsF0VtJmhMnAtM1BbArH3BZmWO22f8Q4BeEtWm4oPbPTrrskoqdkkE32JTJik2rVZZprIqK6/bUiG3ZDppi81yhaWHwvapus5xmkam+RAiJxbjXgCSPpePTJGG8RhRde91lSGGm2+vWns5XtibaXryfAVDvXYpaLv2jGrw1rr1l/r0p8bax/cWZvVNh8XOR1jKy5tybqdsDqYYtLEBeoe+DX123QdckpME4/IrcvSQEjvXTPG8vIW5niFq2jTrsPu1/e2UowKkNkCLFvEW2o1IOl1mAOklfvQU462ska7WmxbladdlK2zzmKrpWe91ZZbHQcQKxABOmySXhO3T57CLq9LCYDpE5PPbnxSE5i40eYZKeR7lKs/t7pvs6BHaWMmB3qOGTs53LW8Y2UXfJrDubnxZNlmRWYHHNrVQDskc13L2nHWMt5L/VoGmZcWNnVxibjLcNd45LfZYpTSd/0sMW0WjzyLZPaUy3ArVlzAIwUYzaCV96WVA5DFZCwXina/z/4U7pMpe1spRiY7WEWbFaldl2mXFo290qLrgdI+oKNyyNpGvXHWgNKhXXC1NealBpRMYyvgpGZ216YVyD3negOWgalQNFZQ3TJo7lPuPnyAYpn+75kiKsHJ/2ZX4VYWl4xR3mg8Kkb7SYvtgVjpa56FWTxagYcdHFqjq63BoTmWaW7353DsrLLTtmJPj8TbMmYrULuFS0uY5M8Vcbln63GJ3WervaNE2fcpHi0pS8zI9JfiljHYqY3rU1goR9U8coy9GKOdCPD3ve99eOCBB3D33XfjwQcfxO///u93+z755JMgosnfn/zJn+y801ukdT8e+J3blw69Wmu5E4t963i+S6PP0ri9xT331D6ypBT5OYYOKTqu/6v3S/96++L76NxJCsx+Wdkv/xGQ/3yfEN33VCE7feZl03aZAykwKERQiHkblDSYtAzyJ9sLbHOs6foInOcWKn6LJqQ7HSBzHKU/BKT4gD3nJdpXLhMenbnMPLPL+LKy39rxuuvN48pZz6M2l722Bnuo+lvTZ6l/D5tqXKr7lMv6mFT/XsKlPu4oVmGKR/Y3xaO8zOGRzrnmlhveFFikWMMOk0pcqrHJMGpH2cwYfeQjH8GP/uiP4n3vex/+7t/9u/i5n/s5PPLII/jjP/5jvOpVr+qu99nPfhYveclL7PfLXvay3fa4Jy2Tw7c1lzcsqaVxetutXWWuPWcirWSyKmttzmo6i0Dsue2oHNJa26IIHRIyB3fs5UbUAqOiH+BA3fUZJue9+JVnB6/H8L/9Nqv9KtklzyCl32WAd7uft+Z8bSNmzzBlC00DrSd1StyOFe7AmxfDGN2yeLRGVmLWYszj3DgVPvkAa8iYXXzp4dAMA9VijeplZdu2WKM1WDgnc0pRs//saOvHUZlMB9KRJjatwSXrOr0hyj7zuDTBJLcv7LAkffbap/tXM0slFknOG09JA2OVkNfPG/aH5Y7xdHdM2mzn/dt/+2/xT/7JP8E//af/FK997Wvxnve8B/fffz/e//73z6738pe/HK94xSvsbxj2qL60j1wMfrvtr3zUOjcjqptx9WbZf99NvdiXQdo1PmDJ2tpXeuPvYsG1++xnyYUmGwXozNshxImFV/dTK4vc2J5VgrFPnL/rep5BMsYJmSki5IJv5yyXBo/O4/TUL44t66ztXuHQpH1unU7bEq6cBXPtZR+Geo6FXtN/ad0WNs1hzpo+a3CphUlbWaWMRRUehSkWGaskGykYbs8qufVLdhsZhzyrtKNsYoxu3LiBT33qU/jxH//xov3hhx/GH/7hH86u+y3f8i346le/im/8xm/Ev/gX/wLf/d3f3e17/fp1XL9+3X6/8MILW3ZzlajhA6BhXSWrqpxkE31LrccazYn06cYaza7rrD83RpFNACAH/ypDtI5V2icIW2UtSPRkDRSedeE2T+kX1pl+KRg0KvpY3wrUB9e/Gs38+Gn5jCVX7dtaZqlun7XifIxBbcG5/TSF+3SPqax3lFsWj9Y8/7tIkxnawBrNDd3DoYo1mq6XPvedz3HuELv7irOLM+oNeahg7N46a9yIs7jU2O6UPcpigduTsT3DlM+1X8d/n8OjNVikv1sMNzKvNCUGegY/A7QHJm1SjL70pS9hHEfce++9Rfu9996L5557rrnOfffdhw9+8IN48MEHcf36dfzKr/wK3vSmN+HJJ5/Ed33XdzXXeeyxx/Cud71ry67NSqEEHUpm6OTcBx00KcGsBqXucCuUlFWK1QXIWuVqadfPEpiA8gHvlf9v7WN3ex2wawVqzwVX1lkoawO9p+CT28usEwFCobM5ilqm1iR7MHIvO931PQIdd5XLiker5CyUqwXMWotDa8crxtxBDmGgLUnrud30fK9cvs/+qCg2bMGlxTGr30XAtymfGZN2waM1WFS2T7Gmnu/NV+iWjYAqY43OM8Yo7VR5CZh50qbymte8Bq95zWvs90MPPYTPf/7zePe7390Fone+8524du2a/X7hhRdw//3377KryzLzcK/KCFll4pQMz+IurbTWynW2+d6XrLXzAKVadrXS1oLS3DHwDOjU21qy6urlTSbJdmqedfIWXc+aW4wVQDtOYC5eicM4seAm2SYemobzZ4xUblU8ahlka9tmZQ4QVrFDJb701unh0L4G2lrmehfZd5wtStGqQO0D4uZc3EuzvlpHeoyTSv3OowaerMGjyXqKnfpeqcZss9n6yeVY9n2y83m/98CkTYrR137t12IYhok19sUvfnFitc3Jt3/7t+PDH/5wd/nVq1dx9erVLbt2trJKM0HbnVa1LypHxiItgNKK8ZYCIDO9vVsQ9iHnTTsUIK0FoqWaIXMyF/TYGruWHngNLXCjTCNP6e72PsQGkPn5mDzoeIXJt7do77k4tX1AaFe5NHjUMr5aD9raflu2uYRDa5hvN94SDp2lgXZo2RWD9ilDMrf+oqxQfta489cV0CyVJ/vt3hMtPGKmbnseu2zrGW+tPul7/9iK3ye7Y9Km4Ou77roLDz74IJ544omi/YknnsB3fMd3rB7n05/+NO67774tmz6MzN0PZ0+IVNtT7UQ+NpmM1VA1ljaOZZfxzzptdk421xIhngWmpUDHuaDItWn+a/62bisQY6AypXaol4eIwaX8D5Iqq8tSW/oLBAyBJ311zBzMzdVfqy3/7UNb7yqXDo9ap2jlaZuLE6mx5JBB2Luk5PdiSpbG3TUIO57RrbdWKdoXe3bZr7PEqDoJJBDjxGFKEYiNEo9qHDJ8cRjlcWgwbInWZ3CYZ9usEkx6f8MQrW84T1fatWvX8AM/8AN4wxvegIceeggf/OAH8cwzz+DRRx8FkGjnL3zhC/jlX/5lAMB73vMefP3Xfz1e97rX4caNG/jwhz+Mxx9/HI8//vjOOz0nasScidTW24JVtjxeuf4SDdyz1my5HPiWAEi/7nm4y4BlS20LIK0Zf6l9qxzSgm3GHzX6tHKmWi+KerxWUGSsrDD/u2fNFf0a+xKujI3Ws5dbHY/WSoFbEzxBfkhabUuyoa9hiJYHWOi7xF5PE0SmySC7BGHvgldb+tfP+HnjT+hoqnHlhTwLjBoabSpzrHWzf6O9GcjdYLxb22u1jSe7Y9Jmxej7v//78ed//uf4qZ/6KTz77LN4/etfj49+9KN49atfDQB49tln8cwzz1j/Gzdu4B3veAe+8IUv4EUvehFe97rX4Xd+53fw5je/eeedPlPZlbreMNZad1r+vVLR2kHWAkxLwQLOLivEyyZAWalUzY4xY8avBabV21rYt1lXAk3jnepquXVMlMYxsVvfaGPiHOTI2j9f80klXrRrqpyn3PZ4tFbWYEQP22oDb6n/Gcp5GWhr3Ghz0trHuWd5dtkGd8WWvgeT6uS0MGk2iBttHLJ+1Rh1ALivFVcHhqexpKlWrsPurjRi3oUsPV954YUXcM899+CBf/nTCC+62y6U7TiVn0zIJ863VX1zG0+Wlet2ls+uO99OnX5Ur1f1ta/+JqjGpHobRdvyMr/5ug5G63tojNWic3P/PijtYqmtVYbWgMp5sWaHkK5roQHz0SyvvoXWYoRqdqkeQ2X839fx9P/5b/H8888XhRNvRzE8+leCR6hYNPUxoI8x7Po0+85hUQuH6m0s4ZAsW4tDdb8JDhXYUC6rf69e5nY1NDDK/25hkF9vth2lLGHQrvgD9DHovHFnq7HYC6uYc3/O4VD9u4cvPaZpzT6OX7mOT73lPTth0u05V9pKMfq65xJbI0uWWj3mQv+llFkbZoVldYjMkF2z09YGTc6d5iVAavVZqxCdVW2mQ421Kr6rMUZyu1WWk7sWkaagoyxRaACStdA0CLzYlXAxrrRbRfQRv2WkxpsOtu2bKdtz67fH2K9q9ZZ+h5JDKUVbMeisAs53Hb+b9VYwNxV73TjmyQTdM3gElJjU245tr75WezBGd7RitCibFCRsVIBKoNmFtj6vzJDzEv+wrnlwl/rXYHQIINrXrXce67aAw8cJWD0UowNK687HNPUyS2rZB4RuSznLB+gsxq5waHNNIzdGr/AsMMWaWePNbXrJ0DoPl/6SUrSPQrSrG26rLI21FNvUW39r9mALj3KdpHKb9Xpra9TTcI4xRpdGzjAu58KkstZmu1agtE8QduumP4TlthbHtgDSGiDaNThyV1CZjrNHGmmHJSqE6uWhaFPAmQuQXAqurGUYTmeXH2WjrHrIqz49dmgrFm5UvNYYYjXWzAVhL5UPOUvWqGdsbVWK1hhlaxSrNcuWZA6Xeljkt1fEIfZkw/3SwyPdVtm3PXCrvT5H+2DS7asYVZLdZtjsLlss9Lgj67O50NqWMTfKeVPUh5I5wFhrmZ1V0OQaBWhXSrvV1gORQGO5jEO5nrMG6+q6df2SnuwT6HjHynnTskv4UilQa7Nkd96d2wRztipFazBoV0VoV0w6L8YqjZeYnMxci7Ik2/KKUg/b1hixfN6Vry+VLDy9pjBtGWsJEXqW2koLbh8ae7bLRiA6T9xeY6ltYYrWrjfb1gGZswCXg2StzFyskpYugan+3vq9JDePjNHZSIU5ZqTtYOBNx1zJJEn/LUUhtxae3aXPoWWNK39XDFpad2msOVkywLYw5AcrabJy/zMujXtjUC0UjozRrS37aBg1KNWLzyAI+zLIWqZoCxgV7a3AwQYAbXXLrYqdam57T8Bqre6ue51Ou8RC1XJypzJG58367Cu1QnXokIOZ8fbFmrVxLIdWqrbWK2qtc0ilaB8m+hAZdGtlFWa5Li22aBflyJKFjsHXB5BbJSbJFKHOw71DnNFBd68Zg7Q+8HHfOJ66z1qmaCv9nfrE6vdKpmkT+7SelVqqFVRvo1dzaWwGZ4fmDTUHTH7fb97hWWk9WcVIH1K52jHOaNHw6rBGNvwBMs629t2lfy1Lp33t2P7Zm1OKZjEJftluLNDc8jW4tDzusrLRwqk1BSu7uLRB/P4dGaNzkJ0p7IV02Um/DdIDpTWW2aGA7JDr1jLH/Gzpv9U620UhWqdo7a4E7cIiTRSlKn7I2kEYaKrYjEyzCm8xZ1xj/aPsKVux5iDb3C1eEvBKlChNGxiitdlp5yFr2Ja1DM/aTNslpeg8FaE55WfOOFuDUTq2xRTJOu2ikW1cWhIdkzfNgFnKUTGqpX4Kd30ql9bbATzqdVe3+y63YMDjIQIN1yhFWy20rW64XUFnjYXVA5ilsbwVVis5NTiVy/pui+a+7GGdHSWJsUvd5xvbsOicNIo1m+llyd6KeLSPHBqHDpEsshVLesrPFtZ7aUyv8LQMsMhhZ1eeKV97sNhHxagnm0Fod0tr9SZ2sMDmUvOn6/RB6qxS9nuylv1Z27dn4W0FonlQ2w44S1aWH2MNi1Svd0IzdLQCyI43rG4/ULzjCzwuygFd9auzZO03thlpa7FszyDsJTkEq721vk5P1mDJWeLQPi77OVzalZneynLPsVBNjNqjpInK7DOyIEfF6BaQLdkey4OtZ422KE2XTdZS2GvHaP7uKEVLCtE+4DW1/tYEYvb77GKZ+fF0v0+OrrTdZB9DStddO8ZWhUm77eCq3yJzNdfuRNklYWQrpgDzuLJm/aUx1hidgCqvh0/e2GfM21sxulUCqnuyQJlvSdvfNzutN15r0/sGYPdkC1ujD+FSHNIaC22fjJE17M4cq1Sv11t3DmSGPXzp8JR2p4xbPb5uu9iHoyttncgDZW6zqv089+FM1zuwW183PcdcH7r69VIdtF3Zop4CsSVZpD3O7orQPobdHJb2sKOQzjVbm/jR73QMvp6X8wSdNXKr7Y+Tre60i5Bl99P8Pt4qStFa4Ort7yrQWSG5PP+6+kz6W/sHYsRb4L64HWSiMN1qsoBdh2Z7zos9Omtc25J4sbTuId1lu6+33lDbEifVKhnSkjXXa59remcoRmtlbQbZruvvoBCtnVR21Ri3kJwV9q+x0Ob6NpdtVIh2UaD8emsUod6+r2WPPDvUA5AewA1+//RYw81V2z3KYeTMs2Tr1XrutA3lQybrbtje1j7niXlb4iGXDJ5dcageb60ytItx5seYU4K24lIgPuiLIe7h3r8tFaNbzuraxaXXU4QqQDqUXMY4o63AN8cUlf2WGZ9VgdWbGaV58FkDOmutpID1oKGKkN/XWjkad8wgOUpHDpWZtna9Q2+vtYlb0EA7K9nGYK8w3A7C8mxTiNayQvvg0rCCMdtV9hn7tlSMtsrOitQBQeMs5FDKznkf5tbZp1uyWkFYaaH1H+z1StQhFaIe6BwSaFqKUE85unLMSjsbORR7vXa1PQwv29U9grXX9D1vl/6uwc5125byIHNMUbnOfi78Fsu9hh3aqgzVuLQ14WMXXBuPjNE6OZgCdJaawjkHjO9rxe27/iEAbpb9WQlgdfsaS2sJiLYoRC1waQY5V8uabq0dpAU8Op4pRf7Yq+O4Yws83sKG0bnJHnXV7hRpPfdLQdrT9XbDoXqdffHIf1+jCPWMqdbynhwVo/OUjQrOYv2Q2W3NW3D7FHqcDHkJAWltgN7aKrPTZftbaLtmnbX7bVOKWuDUYnF8+y7SZIkUUGeyUeplR2nIJXwuz0tuFTfbWRtqu667Nk5xS/8lPGopPVvYoTmFqIWxa3DrLNL6W3JnKkZnyfis3ZbxzjtQ1h0l6rJmhHhZ60aj6kGdC7peCnI8hIW21nXWshbnAKjHEM3F+7RkrbLUUoLm2lSYjun6q+W88GcrtvQKPfa6bzDmejWKdknZn5NDpexvxaG1sna6j0PiUK+v77OVIdqiCM0qSK3aSCtdh0ty9Ziuf5StcqtYaIeWfVM82+stA8zs+jP91ihFvfHmFKItrFGL+Zlzm83t+1FuQTm0InaA8S5jsofKLvFFB9nujji0NrYRaGPOHB7NKUVrFaKeIjQ7Z9vCMY973qC3l2J0nkzQkpzFvmwZc5+52A4sNbuz6+5siaHZZWLHJZfYWTFFayyzGmwWrbSNoLKsHM27/k73KTJ5lHkxdhn7YcoSe72w3k7G1CV3H84pN3OsUgtX1jLXc/GKwG44tLQf+7JELSOthUdz7vjW8laf3LePOQEBp3dKjNHT196Ol7zkJQCAv/H//rcXsg+T+iGXRC7b9B9bAak/zkoX0sq01rrvmn5zltkSEG1RiNaATG9/a2Vojg3yywYD4aNi1BPiXZM+trrCsFstoztMagPtvNnOOXZpF+OsHGcer9YYaGuSPeYYojXJGq321v6vLTo7WY7xzlGMLoXsVLNont3Z5Ie/TV1kZyGLD9diWus8cPW2t9U6y2PPWGkrQKgYa8E91ouBmmxX+x8Zo67cUjXVzkkOiVm3Aqbt6qLfPVlkLRPdeY6beHW2StEcQ7QWn9ZUzV5bxHafqZKOitFa2ZWG3mlbF2vRXZYy/FvWX9t3TtlZS3HPgdFaIFpiiuassiX/fQ+MWvvSUoLq4wWAK0fG6PzkNmF6akPwohWgs2SO5pjrzdm0O7rx/Tr7uPFbbb0M1qXEjbXMtN+GlzmD7HSPhJCjYnSRcpsA3GWStSUAtqaFtitfrx9jjimy8RZAqN7mWpq6xw71lKKh0/8oFyRHHLlwpeoQsk8dsjVjHSox5RBK0VZXvfWdwZsag+fY+yU5Kka3iWzBxl7q7K0oax7Ymn2ZC3ierLORBdrXSttqoW0FoX5bG4j2UYT8+Fc2TDFylNtXbncdbVfXWN1njZKyBocuMuFjrUI056pfqwS1lJwlo2wfRfOoGC09ybf7k76jXAalal+Zjxeao7j71PVSez3W7P4dSCla6y7rKUXH4o4b5RLjySGe+zsBO9ZKy0CrpTc5dXO8laVB6u2vZX63GGjl8v3Z6dZ+zroojzFGO8hFKjyH3PaGYO8eIF22jLVdZd8AyrXxR/WYi5bNCgttLVO0RFW3wGgtEPVSbgeKx6y0NXIrKQOXPI3+LGVfpa2n7OzKFu3WZwVb3ll2aKbIM+X7uurnDLIag/bJSgu7rPS+970PDzzwAO6++248+OCD+P3f//3Z/k899RQefPBB3H333fiGb/gGfOADH9hpZ+9IkWvPd2JqywXIviXn1wHassLUm+6jta0BvKgUDYgFQzRQREA0QBqIJ4CUAC3/6Xb8PraUq/OWIx7tIUfd6MylhwlrXG9r4mSmbrapu2puqqE18Y15W32lyONQ+h0Lpag5TgeDyv2aYtAgxqL/07H8366yWTH6yEc+gh/90R/FT/7kT+LTn/403vjGN+KRRx7BM8880+z/uc99Dm9+85vxxje+EZ/+9KfxEz/xE/iRH/kRPP744zvv9FnI5NrtAxjnoMTwEdB2ln0BqVdArbWNLXOfAesVoTUyZ6XNWWheIcrtfYXoIpWi2xWPAKxndI420y0xddGussVF1ostmquZZmMsMEVpvP1Y6+64gitLRllLIdJtDW6favzJY5XK0q5CzNtesX/n7/wdfOu3five//73W9trX/tafN/3fR8ee+yxSf9//s//OX7rt34Ln/nMZ6zt0UcfxX//7/8dn/jEJ1Zt84UXXsA999yD559/vijwWOw4lZ+mm+hNULdvWGfar7O82B9uL++Ondpppi9Nflfrou6XzxBVY0x/L7TLOKEYs+wTqnXDZHl/rF7fFi3d6lOM1bGc5sZcBpz28rntrZ0DbR8w6hVmrLfToq2H5n72laF6fd/+v/9yxP/rmz9TPKPnIReJRw/8q59GeNHd1m5nq4Ur9XMPjzeN/kDx/BZ9ejhUf/djLGFRD4c2YlCxqQqHPLbN4U0Pg/zYNV74Pi0cqjGjNVYPg4o+aG2vgUczAdD9ZJGpojEUY+2OQXNs9SGUohZj3cOgffCnhT2t/gERX/nLEf/nN///dsKkTTFGN27cwKc+9Sn8+I//eNH+8MMP4w//8A+b63ziE5/Aww8/XLR9z/d8Dz70oQ/h5s2buHLlymSd69ev4/r16/b7+eefB5AASSV+9auHV4zQXueWUYxQ/d5BMaq3MwWour0cm4sxyz5crcsViMQzUoyIqrEOoBiN4GqsOVBCsSyP3wfFOcUoNAFJ12srRrSHYhQqQPHjqiwqRl9O/vyNdtZectF4FL/61VLR0S/7KkY2zi2oGC1gULGpGcVoDofWKEZcLSsmpm3gUI1BfqxDKUa634dSjAIY48zyXTBoi2K0FocGMG5iHoPmmOoW/vhtlPu2TjEixL0waZNi9KUvfQnjOOLee+8t2u+9914899xzzXWee+65Zv/T01N86Utfwn333TdZ57HHHsO73vWuSfv999+/ZXePcpSjnLP8+Z//Oe65555z2dZF49Gf/Zt/vcfeH+UoRzkP2QWTdspKoyp1iZknbUv9W+0q73znO3Ht2jX7/Rd/8Rd49atfjWeeeebcQPd2kBdeeAH3338/Pv/5z5+re+Myy/Gc7SbPP/88XvWqV+GlL33puW/7iEeXQ47P1m5yPG+7yT6YtEkx+tqv/VoMwzCxxr74xS9OrDCVV7ziFc3+Jycn+Jqv+ZrmOlevXsXVq1cn7ffcc8/xxthBXvKSlxzP20Y5nrPdJISdEl13kiMeXU45Plu7yfG87Sa7YNKmNe666y48+OCDeOKJJ4r2J554At/xHd/RXOehhx6a9P/Yxz6GN7zhDU1//lGOcpSjrJEjHh3lKEc5C9msSl27dg0///M/j1/4hV/AZz7zGfzYj/0YnnnmGTz66KMAEu38gz/4g9b/0UcfxZ/92Z/h2rVr+MxnPoNf+IVfwIc+9CG84x3vONxRHOUoR7kj5YhHRznKUQ4tm2OMvv/7vx9//ud/jp/6qZ/Cs88+i9e//vX46Ec/ile/+tUAgGeffbaoIfLAAw/gox/9KH7sx34MP/uzP4tXvvKVeO9734u3vOUtq7d59epV/Mt/+S+bdPZR+nI8b9vleM52k4s6b0c8ujxyPG+7yfG87Sb7nLfNdYyOcpSjHOUoRznKUW5XOb9IyaMc5ShHOcpRjnKUW1yOitFRjnKUoxzlKEc5ishRMTrKUY5ylKMc5ShHETkqRkc5ylGOcpSjHOUoIre8YvS+970PDzzwAO6++248+OCD+P3f//2L3qVbXj7+8Y/je7/3e/HKV74SRITf+I3fuOhduuXlsccew7d927fhxS9+MV7+8pfj+77v+/DZz372onfrlpf3v//9+Ft/629Z8bmHHnoI//E//seL3q0zlSMmbZMjHu0mR0zaLofCo1taMfrIRz6CH/3RH8VP/uRP4tOf/jTe+MY34pFHHinSb48yla985Sv4pm/6JvzMz/zMRe/KpZGnnnoKb3vb2/Bf/st/wRNPPIHT01M8/PDD+MpXvnLRu3ZLy9d93dfh3/ybf4NPfvKT+OQnP4l/8A/+Af7hP/yH+J//839e9K6diRwxabsc8Wg3OWLSdjkYHvEtLH/7b/9tfvTRR4u2v/k3/yb/+I//+AXt0eUTAPzrv/7rF70bl06++MUvMgB+6qmnLnpXLp389b/+1/nnf/7nL3o3zkSOmLSfHPFodzli0m6yCx7dsozRjRs38KlPfQoPP/xw0f7www/jD//wDy9or45yp8jzzz8PABcyKepllXEc8Wu/9mv4yle+goceeuiid+fgcsSko1ykHDFpm+yDR5srX5+XfOlLX8I4jpPJIO+9997JJJBHOcohhZlx7do1fOd3fide//rXX/Tu3PLyP/7H/8BDDz2Er371q/irf/Wv4td//dfxjd/4jRe9WweXIyYd5aLkiEnr5RB4dMsqRipEVPxm5knbUY5ySHn729+OP/qjP8If/MEfXPSuXAp5zWteg6effhp/8Rd/gccffxxvfetb8dRTT92WyhFwxKSjnL8cMWm9HAKPblnF6Gu/9msxDMPEEvviF784sdiOcpRDyQ//8A/jt37rt/Dxj38cX/d1X3fRu3Mp5K677sLf+Bt/AwDwhje8Af/1v/5X/Lt/9+/wcz/3cxe8Z4eVIyYd5SLkiEnb5BB4dMvGGN1111148MEH8cQTTxTtTzzxBL7jO77jgvbqKLerMDPe/va34z/8h/+A//Sf/hMeeOCBi96lSyvMjOvXr1/0bhxcjph0lPOUIyYdRnbBo1uWMQKAa9eu4Qd+4Afwhje8AQ899BA++MEP4plnnsGjjz560bt2S8uXv/xl/Omf/qn9/tznPoenn34aL33pS/GqV73qAvfs1pW3ve1t+NVf/VX85m/+Jl784hcbK3DPPffgRS960QXv3a0rP/ETP4FHHnkE999/P/7yL/8Sv/Zrv4Ynn3wSv/u7v3vRu3YmcsSk7XLEo93kiEnb5WB4dODMuIPLz/7sz/KrX/1qvuuuu/hbv/Vbj6mKK+T3fu/3GMDk761vfetF79otK63zBYB/8Rd/8aJ37ZaWf/yP/7E9ny972cv4TW96E3/sYx+76N06Uzli0jY54tFucsSk7XIoPCJm5n21tKMc5ShHOcpRjnKU20Fu2RijoxzlKEc5ylGOcpTzlqNidJSjHOUoRznKUY4iclSMjnKUoxzlKEc5ylFEjorRUY5ylKMc5ShHOYrIUTE6ylGOcpSjHOUoRxE5KkZHOcpRjnKUoxzlKCJHxegoRznKUY5ylKMcReSoGB3lKEc5ylGOcpSjiBwVo6Mc5ShHOcpRjnIUkaNidJSjHOUoRznKUY4iclSMjnKUoxzlKEc5ylFEjorRUY5ylKMc5ShHOYrI/x/VjUPaKvRnEwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 3, 0, 3), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.387311Z", + "iopub.status.busy": "2023-02-09T02:47:25.387311Z", + "iopub.status.idle": "2023-02-09T02:47:25.399821Z", + "shell.execute_reply": "2023-02-09T02:47:25.399821Z" + } + }, + "outputs": [], + "source": [ + "def function_4(x, y):\n", + " return 3.0 * x**2.0 + x * y + 4.0 * y**2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.401821Z", + "iopub.status.busy": "2023-02-09T02:47:25.401821Z", + "iopub.status.idle": "2023-02-09T02:47:25.415820Z", + "shell.execute_reply": "2023-02-09T02:47:25.415820Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "warp_factor = 0.2\n", + "x_list = np.linspace(0, 5, 20)\n", + "y_list = np.linspace(0, 5, 20)\n", + "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", + "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "values = function_4(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.417821Z", + "iopub.status.busy": "2023-02-09T02:47:25.417821Z", + "iopub.status.idle": "2023-02-09T02:47:25.431821Z", + "shell.execute_reply": "2023-02-09T02:47:25.431821Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 5, 100),\n", + " np.linspace(0, 5, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.433822Z", + "iopub.status.busy": "2023-02-09T02:47:25.433822Z", + "iopub.status.idle": "2023-02-09T02:47:25.447820Z", + "shell.execute_reply": "2023-02-09T02:47:25.447820Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", + "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", + " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.450820Z", + "iopub.status.busy": "2023-02-09T02:47:25.450820Z", + "iopub.status.idle": "2023-02-09T02:47:25.543337Z", + "shell.execute_reply": "2023-02-09T02:47:25.543337Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", + "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", + " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.546337Z", + "iopub.status.busy": "2023-02-09T02:47:25.546337Z", + "iopub.status.idle": "2023-02-09T02:47:25.780365Z", + "shell.execute_reply": "2023-02-09T02:47:25.780365Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_4(grid_x, grid_y).T, extent=(0, 5, 0, 5), origin=\"lower\")\n", + "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.783370Z", + "iopub.status.busy": "2023-02-09T02:47:25.782369Z", + "iopub.status.idle": "2023-02-09T02:47:26.187441Z", + "shell.execute_reply": "2023-02-09T02:47:26.187441Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 5, 0, 5), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# More complex functions\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.189442Z", + "iopub.status.busy": "2023-02-09T02:47:26.189442Z", + "iopub.status.idle": "2023-02-09T02:47:26.202953Z", + "shell.execute_reply": "2023-02-09T02:47:26.202953Z" + } + }, + "outputs": [], + "source": [ + "def function_5(*args):\n", + " return np.maximum(\n", + " 0.0,\n", + " 1.0\n", + " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.204950Z", + "iopub.status.busy": "2023-02-09T02:47:26.204950Z", + "iopub.status.idle": "2023-02-09T02:47:26.218948Z", + "shell.execute_reply": "2023-02-09T02:47:26.218948Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_5(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.221948Z", + "iopub.status.busy": "2023-02-09T02:47:26.220950Z", + "iopub.status.idle": "2023-02-09T02:47:26.234951Z", + "shell.execute_reply": "2023-02-09T02:47:26.234951Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.236949Z", + "iopub.status.busy": "2023-02-09T02:47:26.236949Z", + "iopub.status.idle": "2023-02-09T02:47:26.266950Z", + "shell.execute_reply": "2023-02-09T02:47:26.266950Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.269951Z", + "iopub.status.busy": "2023-02-09T02:47:26.268950Z", + "iopub.status.idle": "2023-02-09T02:47:26.422985Z", + "shell.execute_reply": "2023-02-09T02:47:26.422985Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.425986Z", + "iopub.status.busy": "2023-02-09T02:47:26.425986Z", + "iopub.status.idle": "2023-02-09T02:47:27.230126Z", + "shell.execute_reply": "2023-02-09T02:47:27.229125Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " function_5(grid_x, grid_y),\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:27.232124Z", + "iopub.status.busy": "2023-02-09T02:47:27.232124Z", + "iopub.status.idle": "2023-02-09T02:47:29.638520Z", + "shell.execute_reply": "2023-02-09T02:47:29.637520Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.640523Z", + "iopub.status.busy": "2023-02-09T02:47:29.640523Z", + "iopub.status.idle": "2023-02-09T02:47:29.653519Z", + "shell.execute_reply": "2023-02-09T02:47:29.653519Z" + } + }, + "outputs": [], + "source": [ + "def function_6(x, y):\n", + " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.656520Z", + "iopub.status.busy": "2023-02-09T02:47:29.656520Z", + "iopub.status.idle": "2023-02-09T02:47:29.668519Z", + "shell.execute_reply": "2023-02-09T02:47:29.668519Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_6(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.671520Z", + "iopub.status.busy": "2023-02-09T02:47:29.671520Z", + "iopub.status.idle": "2023-02-09T02:47:29.684525Z", + "shell.execute_reply": "2023-02-09T02:47:29.684525Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.687525Z", + "iopub.status.busy": "2023-02-09T02:47:29.687525Z", + "iopub.status.idle": "2023-02-09T02:47:29.716032Z", + "shell.execute_reply": "2023-02-09T02:47:29.716032Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.720035Z", + "iopub.status.busy": "2023-02-09T02:47:29.719036Z", + "iopub.status.idle": "2023-02-09T02:47:29.886560Z", + "shell.execute_reply": "2023-02-09T02:47:29.886560Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.889562Z", + "iopub.status.busy": "2023-02-09T02:47:29.889562Z", + "iopub.status.idle": "2023-02-09T02:47:30.789197Z", + "shell.execute_reply": "2023-02-09T02:47:30.789197Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " function_6(grid_x, grid_y),\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "ax.view_init(30, 150)\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:30.792200Z", + "iopub.status.busy": "2023-02-09T02:47:30.791201Z", + "iopub.status.idle": "2023-02-09T02:47:33.253152Z", + "shell.execute_reply": "2023-02-09T02:47:33.253152Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + " ax.view_init(30, 150)\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/02_Unstructured/07._Regression_Interpolation.ipynb b/examples/02_Unstructured/07._Regression_Interpolation.ipynb index 5a21baa..092634e 100644 --- a/examples/02_Unstructured/07._Regression_Interpolation.ipynb +++ b/examples/02_Unstructured/07._Regression_Interpolation.ipynb @@ -1,1240 +1,1240 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Regression Interpolation using `scikit-learn`\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:04.102818Z", - "iopub.status.busy": "2023-02-08T23:22:04.102818Z", - "iopub.status.idle": "2023-02-08T23:22:06.216702Z", - "shell.execute_reply": "2023-02-08T23:22:06.216702Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.unstructured import RegressionUnstructuredInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.219702Z", - "iopub.status.busy": "2023-02-08T23:22:06.218701Z", - "iopub.status.idle": "2023-02-08T23:22:06.232705Z", - "shell.execute_reply": "2023-02-08T23:22:06.232705Z" - } - }, - "outputs": [], - "source": [ - "def func(x, y):\n", - " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The points are randomly scattered in the unit square and therefore have no regular structure.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.235702Z", - "iopub.status.busy": "2023-02-08T23:22:06.234701Z", - "iopub.status.idle": "2023-02-08T23:22:06.248702Z", - "shell.execute_reply": "2023-02-08T23:22:06.248702Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = func(rand_x, rand_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.251701Z", - "iopub.status.busy": "2023-02-08T23:22:06.250702Z", - "iopub.status.idle": "2023-02-08T23:22:06.264707Z", - "shell.execute_reply": "2023-02-08T23:22:06.264707Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", - "\n", - "- `values`: an ND-array of values for the function at the points\n", - "- `grids`: a list of ND-arrays of coordinates for the points\n", - "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.266707Z", - "iopub.status.busy": "2023-02-08T23:22:06.266707Z", - "iopub.status.idle": "2023-02-08T23:22:06.390737Z", - "shell.execute_reply": "2023-02-08T23:22:06.390737Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - " std=True,\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - " std=True,\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - " std=True,\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - " std=True,\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - " std=True,\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - " std=True,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.393740Z", - "iopub.status.busy": "2023-02-08T23:22:06.393740Z", - "iopub.status.idle": "2023-02-08T23:22:06.677298Z", - "shell.execute_reply": "2023-02-08T23:22:06.677298Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.680295Z", - "iopub.status.busy": "2023-02-08T23:22:06.680295Z", - "iopub.status.idle": "2023-02-08T23:22:06.867822Z", - "shell.execute_reply": "2023-02-08T23:22:06.867822Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(func(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.870825Z", - "iopub.status.busy": "2023-02-08T23:22:06.870825Z", - "iopub.status.idle": "2023-02-08T23:22:07.310469Z", - "shell.execute_reply": "2023-02-08T23:22:07.310469Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Another Example\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.313468Z", - "iopub.status.busy": "2023-02-08T23:22:07.312469Z", - "iopub.status.idle": "2023-02-08T23:22:07.326468Z", - "shell.execute_reply": "2023-02-08T23:22:07.326468Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x = rng.random(20) - 0.5\n", - "rand_y = rng.random(20) - 0.5\n", - "values = np.hypot(rand_x, rand_y)\n", - "grid_x = np.linspace(min(rand_x), max(rand_x))\n", - "grid_y = np.linspace(min(rand_y), max(rand_y))\n", - "grid_x, grid_y = np.meshgrid(grid_x, grid_y) # 2D grid for interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.329467Z", - "iopub.status.busy": "2023-02-08T23:22:07.329467Z", - "iopub.status.idle": "2023-02-08T23:22:07.374478Z", - "shell.execute_reply": "2023-02-08T23:22:07.374478Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.377994Z", - "iopub.status.busy": "2023-02-08T23:22:07.377994Z", - "iopub.status.idle": "2023-02-08T23:22:07.390991Z", - "shell.execute_reply": "2023-02-08T23:22:07.389991Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.392989Z", - "iopub.status.busy": "2023-02-08T23:22:07.392989Z", - "iopub.status.idle": "2023-02-08T23:22:07.549507Z", - "shell.execute_reply": "2023-02-08T23:22:07.548507Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(np.hypot(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.552507Z", - "iopub.status.busy": "2023-02-08T23:22:07.551507Z", - "iopub.status.idle": "2023-02-08T23:22:07.977082Z", - "shell.execute_reply": "2023-02-08T23:22:07.976574Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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fv1i9trY2tLS0dO2qGIbpcXDbwjCaqoX5+uuvx4wZM3D22Wdjzz33xA033IBdd90V8+bNS63f2tqKwYMHu9dLL72EDz74AGeddVasnhAiVm/w4MFduyKGYXok3LYwjKYqYe7s7MTLL7+MKVOmxMqnTJmC559/vqJ9zJ8/H0cddRSGDx8eK//oo48wfPhw7LLLLjjxxBOxZs2akvvp6OhAe3t77MUwTM+E2xaGiahKmDds2IAwDDFo0KBY+aBBg7B+/fqy27e1teGxxx7D2WefHSsfPXo0FixYgIceeggLFy5ES0sLDjroILz++utF9zV37ly0tra616677lrNpTAM00Bw28IwEV0K/hJCxD4TUUFZGgsWLMAOO+yAk08+OVY+ceJEnHbaadh3331xyCGH4N5778VnP/tZ3HzzzUX3NWfOHGzatMm93n777a5cCsMwDQS3LQwDZKqpPHDgQARBUPAE+9577xU86SYhItx5552YPn06mpqaStaVUuKAAw4o+VTb3NyM5ubmyk+eYZiGhdsWhomoymJuamrCuHHjsHz58lj58uXLMXny5JLbPvPMM3jjjTcwY8aMsschIqxduxZDhgyp5vQYhumhcNvCMBFVWcwAMHv2bEyfPh3jx4/HpEmTcPvtt2PdunWYOXMmAO0Geuedd3D33XfHtps/fz4mTJiAvffeu2CfV1xxBSZOnIg99tgD7e3tuOmmm7B27VrccsstXbwshmF6Gty2MIymamGeNm0aNm7ciCuvvBJtbW3Ye++9sWzZMhcJ2dbWVjDucNOmTViyZAluvPHG1H1++OGHOOecc7B+/Xq0trZi7NixWLlyJQ488MAuXBLDMD0RblsYRiOIiLb1SdSC9vZ2tLa24nBMRUZkt/XpMA1GnnJYgQexadMm9OvXb1ufDtOD4LaFKUU92hbOlc0wDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAdEmYb731VowYMQItLS0YN24cnn322aJ1V6xYASFEwetPf/pTrN6SJUswZswYNDc3Y8yYMVi6dGlXTo1hmB4Mty0M0wVhXrx4MWbNmoVLLrkEa9aswSGHHILjjjsO69atK7ndn//8Z7S1tbnXHnvs4datWrUK06ZNw/Tp0/HKK69g+vTpOOWUU/Diiy9Wf0UMw/RIuG1hGI0gIqpmgwkTJmD//ffHvHnzXNmee+6Jk08+GXPnzi2ov2LFChxxxBH44IMPsMMOO6Tuc9q0aWhvb8djjz3myo499lj0798fCxcurOi82tvb0draisMxFRmRreaSmE8BecphBR7Epk2b0K9fv219OkwK3LYwPZF6tC1VWcydnZ14+eWXMWXKlFj5lClT8Pzzz5fcduzYsRgyZAiOPPJIPP3007F1q1atKtjnMcccU3KfHR0daG9vj70YhumZcNvCMBFVCfOGDRsQhiEGDRoUKx80aBDWr1+fus2QIUNw++23Y8mSJbj//vsxatQoHHnkkVi5cqWrs379+qr2CQBz585Fa2ure+26667VXArDMA0Ety0ME5HpykZCiNhnIioos4waNQqjRo1ynydNmoS3334b1157LQ499NAu7RMA5syZg9mzZ7vP7e3t/ANimB4Oty0MU6XFPHDgQARBUPC0+d577xU8lZZi4sSJeP31193nwYMHV73P5uZm9OvXL/ZiGKZnwm0Lw0RUJcxNTU0YN24cli9fHitfvnw5Jk+eXPF+1qxZgyFDhrjPkyZNKtjnk08+WdU+GYbpuXDbwjARVbuyZ8+ejenTp2P8+PGYNGkSbr/9dqxbtw4zZ84EoN1A77zzDu6++24AwA033IDddtsNe+21Fzo7O/GrX/0KS5YswZIlS9w+zz//fBx66KG4+uqrMXXqVDz44IN46qmn8Nxzz9XoMhmGaXS4bWEYTdXCPG3aNGzcuBFXXnkl2trasPfee2PZsmUYPnw4AKCtrS027rCzsxPf+9738M4776BPnz7Ya6+98Oijj+L44493dSZPnoxFixbhhz/8IX70ox9h5MiRWLx4MSZMmFCDS2QYpifAbQvDaKoex9yo8FhDphQ8jpnpKty2MKXY5uOYGYZhGIapLyzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPRJWG+9dZbMWLECLS0tGDcuHF49tlni9a9//77cfTRR2OnnXZCv379MGnSJDzxxBOxOgsWLIAQouC1ZcuWrpwewzA9FG5bGKYLwrx48WLMmjULl1xyCdasWYNDDjkExx13HNatW5daf+XKlTj66KOxbNkyvPzyyzjiiCNw0kknYc2aNbF6/fr1Q1tbW+zV0tLStatiGKbHwW0Lw2gEEVE1G0yYMAH7778/5s2b58r23HNPnHzyyZg7d25F+9hrr70wbdo0XHrppQD0U+2sWbPw4YcfVnMqMdrb29Ha2orDMRUZke3yfpjeSZ5yWIEHsWnTJvTr129bnw6TArctTE+kHm1LVRZzZ2cnXn75ZUyZMiVWPmXKFDz//PMV7UMphc2bN2PHHXeMlX/00UcYPnw4dtllF5x44okFT71JOjo60N7eHnsxDNMz4baFYSKqEuYNGzYgDEMMGjQoVj5o0CCsX7++on1cd911+Pjjj3HKKae4stGjR2PBggV46KGHsHDhQrS0tOCggw7C66+/XnQ/c+fORWtrq3vtuuuu1VwKwzANBLctDBPRpeAvIUTsMxEVlKWxcOFCXH755Vi8eDF23nlnVz5x4kScdtpp2HfffXHIIYfg3nvvxWc/+1ncfPPNRfc1Z84cbNq0yb3efvvtrlwKwzANBLctDANkqqk8cOBABEFQ8AT73nvvFTzpJlm8eDFmzJiB++67D0cddVTJulJKHHDAASWfapubm9Hc3Fz5yTMM07Bw28IwEVVZzE1NTRg3bhyWL18eK1++fDkmT55cdLuFCxfizDPPxD333IMTTjih7HGICGvXrsWQIUOqOT2GYXoo3LYwTERVFjMAzJ49G9OnT8f48eMxadIk3H777Vi3bh1mzpwJQLuB3nnnHdx9990A9A/n9NNPx4033oiJEye6J+I+ffqgtbUVAHDFFVdg4sSJ2GOPPdDe3o6bbroJa9euxS233FKr62QYpsHhtoVhNFUL87Rp07Bx40ZceeWVaGtrw957741ly5Zh+PDhAIC2trbYuMNf/OIXyOfzOO+883Deeee58jPOOAMLFiwAAHz44Yc455xzsH79erS2tmLs2LFYuXIlDjzwwK28PIZhegrctjCMpupxzI0KjzVkSsHjmJmuwm0LU4ptPo6ZYRiGYZj6wsLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBBdEuZbb70VI0aMQEtLC8aNG4dnn322ZP1nnnkG48aNQ0tLC3bffXfcdtttBXWWLFmCMWPGoLm5GWPGjMHSpUu7cmoMw/RguG1hmC4I8+LFizFr1ixccsklWLNmDQ455BAcd9xxWLduXWr9t956C8cffzwOOeQQrFmzBj/4wQ/w3e9+F0uWLHF1Vq1ahWnTpmH69Ol45ZVXMH36dJxyyil48cUXu35lDMP0KLhtYRiNICKqZoMJEyZg//33x7x581zZnnvuiZNPPhlz584tqH/RRRfhoYcewmuvvebKZs6ciVdeeQWrVq0CAEybNg3t7e147LHHXJ1jjz0W/fv3x8KFCys6r/b2drS2tuJwTEVGZKu5JOZTQJ5yWIEHsWnTJvTr129bnw6TArctTE+kHm1LpprKnZ2dePnll3HxxRfHyqdMmYLnn38+dZtVq1ZhypQpsbJjjjkG8+fPRy6XQzabxapVq3DBBRcU1LnhhhuKnktHRwc6Ojrc502bNgEA8sgBVT1qMJ8G8sgBAKp8DmW6CW5bmJ5KPdqWqoR5w4YNCMMQgwYNipUPGjQI69evT91m/fr1qfXz+Tw2bNiAIUOGFK1TbJ8AMHfuXFxxxRUF5c9hWaWXw3wK2bhxI1pbW7f1aTAJuG1hejq1bFuqEmaLECL2mYgKysrVT5ZXu885c+Zg9uzZ7vOHH36I4cOHY926ddzwQrvfdt11V7z99tvsuoW2eoYNG4Ydd9xxW58KUwJuWxofblvi1KNtqUqYBw4ciCAICp4233vvvYKnUsvgwYNT62cyGQwYMKBknWL7BIDm5mY0NzcXlLe2tvKXxaNfv358Pzyk5BGCjQi3LT0Pblvi1LJtqWpPTU1NGDduHJYvXx4rX758OSZPnpy6zaRJkwrqP/nkkxg/fjyy2WzJOsX2yTBM74LbFobxoCpZtGgRZbNZmj9/Pr366qs0a9Ys2n777emvf/0rERFdfPHFNH36dFf/zTffpO22244uuOACevXVV2n+/PmUzWbpN7/5javzu9/9joIgoKuuuopee+01uuqqqyiTydALL7xQ8Xlt2rSJANCmTZuqvaReCd+POHw/Gh9uW3oGfD/i1ON+VC3MRES33HILDR8+nJqammj//fenZ555xq0744wz6LDDDovVX7FiBY0dO5aamppot912o3nz5hXs87777qNRo0ZRNpul0aNH05IlS6o6py1bttBll11GW7Zs6col9Tr4fsTh+9Ez4Lal8eH7Eace96PqccwMwzAMw9QPjoRhGIZhmAaChZlhGIZhGggWZoZhGIZpIFiYGYZhGKaB6FHCXI8p4Xoy1dyPFStWQAhR8PrTn/7UjWdcH1auXImTTjoJQ4cOhRACDzzwQNltevt3g6kOblvicNui2WZtS83iu+uMHeN4xx130Kuvvkrnn38+bb/99vS3v/0ttb4d43j++efTq6++SnfccUfBGMeeTLX34+mnnyYA9Oc//5na2trcK5/Pd/OZ155ly5bRJZdcQkuWLCEAtHTp0pL1e/t3g6kOblvicNsSsa3alh4jzAceeCDNnDkzVjZ69Gi6+OKLU+t///vfp9GjR8fKzj33XJo4cWLdzrE7qfZ+2B/PBx980A1nt+2o5MfT278bTHVw2xKH25Z0urNt6RGubDslXHKKt65MCffSSy8hl8vV7Vy7g67cD8vYsWMxZMgQHHnkkXj66afreZoNS2/+bjDVwW1LHG5bto5afTd6hDDXY0q4nkxX7seQIUNw++23Y8mSJbj//vsxatQoHHnkkVi5cmV3nHJD0Zu/G0x1cNsSh9uWraNW340uTfu4rajHlHA9mWrux6hRozBq1Cj3edKkSXj77bdx7bXX4tBDD63reTYivf27wVQHty1xuG3pOrX4bvQIi7leU8L1VLpyP9KYOHEiXn/99VqfXsPTm78bTHVw2xKH25ato1bfjR4hzPWaEq6n0pX7kcaaNWswZMiQWp9ew9ObvxtMdXDbEofblq2jZt+NqkLFtiH1mBKuJ1Pt/fjZz35GS5cupb/85S/0hz/8gS6++GICUPVMO43I5s2bac2aNbRmzRoCQNdffz2tWbPGDe/4tH03mOrgtiUOty0R26pt6THCTFSfKeF6MtXcj6uvvppGjhxJLS0t1L9/fzr44IPp0Ucf3QZnXXvscI3k64wzziCiT+d3g6kOblvicNui2VZtC0/7yDAMwzANRI/oY2YYhmGYTwsszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszAzDMAzTQLAwMwzDMEwDwcLMMAzDMA0ECzPDMAzDNBAszB4LFiyAEAIvvfRSrHzDhg0YP348+vbti+XLl2+jsyvP4YcfjsMPP7yiekII92ppacGYMWPwk5/8BJ2dnbG6f/3rXyGEwIIFC8ru9/LLL4cQootnzzBMd/Liiy/iC1/4AoYNG4bm5mYMGjQIkyZNwoUXXoh//vOfaGpqwle/+tWi27e3t2O77bbD5z//eQBR+2lfmUwGQ4YMwVe/+lW8/vrr3XVZvYLMtj6BRufvf/87jj76aLz77rt46qmnMHHixG19SjVh9913x69//WsAwD//+U/88pe/xI9+9COsW7cOt99+u6s3ZMgQrFq1CiNHjtxWp8owTI159NFH8fnPfx6HH344rrnmGgwZMgRtbW146aWXsGjRIlx33XX4/Oc/jwceeAAffPAB+vfvX7CPRYsW4ZNPPsGMGTNi5XfddRdGjx6NLVu24He/+x3+/d//HU8//TT+9Kc/pe6HSYEYx1133UUAaPXq1URE9Je//IWGDRtGQ4YMod///vc1OUZnZyflcrma7CvJYYcdRocddlhF9fbaa69YWS6Xoz322IOamprok08+6dLxL7vsMuKvFMM0PoceeiiNHDkytS0Kw5CIiJYtW0YA6Oabb07dx4QJE2jQoEFuH8n203LFFVcQALrzzjtrfBW9F3ZlF2Ht2rU4+OCDkclk8Nxzz2GfffaJrX/99ddx6qmnYuedd0ZzczP23HNP3HLLLbE6K1asgBAC//Vf/4ULL7wQ//Iv/4Lm5ma88cYbOPPMM9G3b1+88cYbOP7449G3b1/suuuuuPDCC9HR0RHbT2dnJ37yk59g9OjRaG5uxk477YSzzjoL//znP2t2vZlMBvvttx86Ozvx4YcfuvJiruxHH30U++23H5qbmzFixAhce+21qfv98MMPMWPGDOy4447o27cvTjjhBLz55psQQuDyyy+P1a3knjIMs/Vs3LgRAwcORCZT6DSVUsvCMcccg1122QV33XVXQZ3XXnsNL774Ik4//fTUffiMHz8eAPDuu+/W4Mw/HbAwp/Dcc8/h8MMPx84774znnnsOu+++e2z9q6++igMOOAB/+MMfcN111+GRRx7BCSecgO9+97u44oorCvY3Z84crFu3Drfddhsefvhh7LzzzgCAXC6Hz3/+8zjyyCPx4IMP4hvf+AZ+9rOf4eqrr3bbKqUwdepUXHXVVTj11FPx6KOP4qqrrsLy5ctx+OGH45NPPqnZdb/11lvYYYcdsNNOO5Ws99///d+YOnUqPvOZz2DRokX46U9/invvvbfgB6yUwkknnYR77rkHF110EZYuXYoJEybg2GOPLdhntfeUYZiuM2nSJLz44ov47ne/ixdffBG5XK6gjpQSZ555Jv73f/8Xr7zySmyd/a1/4xvfKHust956CwDw2c9+tgZn/ilhW5vsjYR1xQCg1tZWeu+991LrHXPMMbTLLrvQpk2bYuXf+c53qKWlhd5//30iInr66acJAB166KEF+zjjjDMIAN17772x8uOPP55GjRrlPi9cuJAA0JIlS2L1Vq9eTQDo1ltvdWXVurJzuRzlcjlqa2ujSy+9lADQbbfdFqv71ltvEQC66667XNmECRNo6NChMZd3e3s77bjjjjFX9qOPPkoAaN68ebF9zp07lwDQZZdd5soqvacMw2w9GzZsoIMPPti1d9lsliZPnkxz586lzZs3u3pvvvkmCSHou9/9rivL5XI0ePBgOuigg2L7tO3nCy+8QLlcjjZv3kyPP/44DR48mA499NC6deH1RthiTuHzn/88Nm3ahFmzZiEMw9i6LVu24L//+7/xhS98Adtttx3y+bx7HX/88diyZQteeOGF2DZf+tKXUo8jhMBJJ50UK/vc5z6Hv/3tb+7zI488gh122AEnnXRS7Fj77bcfBg8ejBUrVnTpGv/4xz8im80im81iyJAhuPLKKzFnzhyce+65Jbf7+OOPsXr1anzxi19ES0uLK//MZz5TcC3PPPMMAOCUU06JlX/ta1+Lfe7KPWUYpusMGDAAzz77LFavXo2rrroKU6dOxV/+8hfMmTMH++yzDzZs2AAAGDFiBI444gj8+te/diM2HnvsMaxfv76otTxx4kRks1l85jOfwbHHHov+/fvjwQcfLOvyZiJYmFP40Y9+hEsvvRT33HMPTjvttJg4b9y4Efl8HjfffLMTNvs6/vjjAcB9qS1DhgxJPc52220XEzcAaG5uxpYtW9znd999Fx9++CGampoKjrd+/fqCY1XKyJEjsXr1avzP//wP7rvvPuy7776YO3cuFi1aVHK7Dz74AEopDB48uGBdsmzjxo3IZDLYcccdY+WDBg0qqFftPWUYZusZP348LrroItx33334xz/+gQsuuAB//etfcc0117g6M2bMwMaNG/HQQw8B0G7svn37FjxwW+6++26sXr0av/3tb3HuuefitddeK3gYZ0rDjzBFuOKKKyCEwBVXXAGlFH79618jk8mgf//+CIIA06dPx3nnnZe67YgRI2Kft2Zs78CBAzFgwAA8/vjjqes/85nPdGm/LS0tLijjgAMOwBFHHIG99toLs2bNwoknnoi+ffumbte/f38IIbB+/fqCdcmyAQMGIJ/P4/3334+Jc7JeV+4pwzC1JZvN4rLLLsPPfvYz/OEPf3DlX/ziF9G/f3/ceeedOOyww/DII4/g9NNPL9pG7Lnnnq5tOeKIIxCGIX75y1/iN7/5Db785S93y7X0dFiYS3D55ZdDSonLLrsMRIR77rkH2223HY444gisWbMGn/vc59DU1FTXczjxxBOxaNEihGGICRMm1O04AwYMwFVXXYWzzjoLN998M+bMmZNab/vtt8eBBx6I+++/Hz/96U+dxb9582Y8/PDDsbqHHXYYrrnmGixevBjf+ta3XHnSKu/ue8own3ba2tpSPXmvvfYaAGDo0KGurKWlBaeeeipuu+02XH311cjlchUFfVmuueYaLFmyBJdeeim++MUvuqhvpjgszGW49NJLIaXEj370IxARFi5ciBtvvBEHH3wwDjnkEHzrW9/Cbrvths2bN+ONN97Aww8/jN/+9rc1O/5Xv/pV/PrXv8bxxx+P888/HwceeCCy2Sz+/ve/4+mnn8bUqVPxhS98oSbHOv3003H99dfj2muvxXnnnYd+/fql1vvxj3+MY489FkcffTQuvPBChGGIq6++Gttvvz3ef/99V+/YY4/FQQcdhAsvvBDt7e0YN24cVq1ahbvvvhsAYj/Q7rynDPNpxw6FOumkkzB69GgopbB27Vpcd9116Nu3L84///xY/RkzZuCWW27B9ddfj9GjR2Py5MkVH6t///6YM2cOvv/977vuQaYM2zr6rJEoNkCeiOjf//3fCQB98YtfpM7OTnrrrbfoG9/4Bv3Lv/wLZbNZ2mmnnWjy5Mn0k5/8xG1jo7Lvu+++gv2dccYZtP322xeUpyXpyOVydO2119K+++5LLS0t1LdvXxo9ejSde+659Prrr7t6W5NgxGIjqa+44goiSo/KJiJ66KGH6HOf+xw1NTXRsGHD6Kqrrko99/fff5/OOuss2mGHHWi77bajo48+ml544QUCQDfeeGOsbiX3lGGYrWfx4sV06qmn0h577EF9+/albDZLw4YNo+nTp9Orr76aus3YsWMJAF1zzTWp60u1n5988gkNGzaM9thjD8rn8zW9lt6IICLaVg8FzKeTe+65B1//+tfxu9/9rqonb4ZhmE8DLMxMXVm4cCHeeecd7LPPPpBS4oUXXsBPf/pTjB071g2nYhiGYSK4j5mpKzY72E9+8hN8/PHHGDJkCM4880z85Cc/2danxjAM05CwxcwwDMMwDUTVcesrV67ESSedhKFDh0IIgQceeKDsNs888wzGjRuHlpYW7L777rjtttsK6ixZsgRjxoxBc3MzxowZg6VLl1Z7agzD9GC4bWEYTdXC/PHHH2PffffFz3/+84rqv/XWWzj++ONxyCGHYM2aNfjBD36A7373u1iyZImrs2rVKkybNg3Tp0/HK6+8gunTp+OUU07Biy++WO3pMQzTQ+G2hWE0W+XKFkJg6dKlOPnkk4vWueiii/DQQw+5gesAMHPmTLzyyitYtWoVAGDatGlob2/HY4895urYHKsLFy7s6ukxDNND4baF+TRT9+CvVatWYcqUKbGyY445BvPnz0cul0M2m8WqVatwwQUXFNS54YYbiu63o6MjNm+xUgrvv/8+BgwYsFUpMJneCRFh8+bNGDp0KGce6iVw28I0AvVoW+ouzOvXry+YtGDQoEHI5/PYsGEDhgwZUrROWj5my9y5c3meXqZq3n77beyyyy7b+jSYGsBtC9NI1LJt6ZbhUsmnTOs998vT6pR6Op0zZw5mz57tPm/atAnDhg3DwTgeGdEEkckCUkAEEggCva9MBhACEBIiEwBSAFICgQSEAAWBXh9IQEqQEEAgQBn9FERSgAIJCL2MQICEAAUCJGDehVtPAQABqMArk7rM1gcAFSAql95yIPRkqRKAtNt42ye3AUABAcLUjx2LzHr9GYJMHVvfe5d6vZAEIXS5NMtCRuX61ikAQCYIEUiCBCGQClIQpCBkg9CV2fVNQR5SEDJCISP0+owMkRUEKRSapF6fFSGyIoQUClkRolnmAQDNIoesCBGY8gxCBCC0yE4EIGREHlmhEECvz0Lh448Ujp/U1uVJP5jGpDvblqXP74qWvgEAIDThOYoEQgiE5gdIkOgkXUd5y3kECEkfM0cZhJBQJJCnDEII5CjQ+yKJPAVQZp+2PE8B8iow2wvkla6TN+sVBPJKurqKBIiAUEkoCF2HBIi8ZQBkygC4a1Bk75OIvZdDCIotS+Etw7QfgnQzY9oHIQgZqdz6QJJpG0JdnmgnmoM8JICMDHWZILTInFvfIvOQpn5WhAig9PpEGyGg0CLzsTZCCkIWCk1CQQDICiAAEAiBLASEEAggkBX6/yAhISGw+SOFEePW1bRtqbswDx48uODp9L333kMmk8GAAQNK1kk+6fo0Nzejubm5oDyDLDIiCyGygBAQIgCEEWZphDkIIKQWX/eywiylE2wnzFa4KxFmWV6YrcCS1NuJmBhb0RWRGKcJs7QCa5b1dwUUUEywY8IcE/4KhDlIF+Yg0GIcBJEASyu89ocmtBjbH52/nA2k+8FlZSTMWngDNEthBFkiK6QRYIlmCQQgZAUhKwQCodBiGgD9owu89fpH1SIUAi/GkV2RvYfublu27yvR8hnpibJEiEjUFPTnjF0miQyEqadFFgAEZYygSwgKEJB+D0kigICgADkVgCARKP3jz5gff0gCUgUQJBEACFUGgoR+qQACAgEJkPIaD7veiLAAACUhYESXhBZjI8DCCHcaSZH2xZgACL/crjNtCIQnzoKielIBghAI5R70hVQQIjRiHRoBDyFEFkIo/bAuc6b9CZCVed1OSGHagBDNMmeEF2gSElIoNAtCkwghIdAiFQIAWUFoAowwA0266S0QZumEWf//MwgQmPZJX0vt2pa6d7ZNmjQJy5cvj5U9+eSTGD9+PLLZbMk6XU7XKKq8rGI3tNRuyv0TrGgmn9ZNeV1I7lfoH0vZ+qXOR6Rfqv+DrAWB2Z9M7DcQWsyl+fIX3z6+PkD02T48ML2L7m5bQu+HUkyUQ0+Uw4QohyTRSRnkKEDOvQdunfusAoSQyCtdllcB8hSgI8wgrwLkSCKvAnSqDPJK1+tUGXSqQG8T6n10qgCh+ZxXEjlTNxcGyIUSuVAi717RtnklEZpXPpQIzSufD9xy0TK7nbevfBi44+TMsXKhfsgISbhz7FTm2s321kvQqQLkSerrN9ee8+6Xvb/63kUeCPvS/xsJ5f2flPlsy/X/1Pv/Vv3tqC1VW8wfffQR3njjDff5rbfewtq1a7Hjjjti2LBhmDNnDt555x03g9DMmTPx85//HLNnz8Y3v/lNrFq1CvPnz49FRJ5//vk49NBDcfXVV2Pq1Kl48MEH8dRTT+G5556rwSVWSIGAVqieKWKYRoXeoPpQ7bGLidhWiFsxYZSlHx2YTxE9oW0JE0/r1v1baf1iKAjnvrZubgBONKwbXBmx993TSWGx62yZ/YVZN7bvvnZlQKI82gYoXC6OPZpXVxAUCXcnFAgSxq1uakpB7lwgPKvd7EaRSG1D3D2AQODqSgQidHVCksh6n9MIoS1tBeGWtyVVC/NLL72EI444wn22fTFnnHEGFixYgLa2Nqxbt86tHzFiBJYtW4YLLrgAt9xyC4YOHYqbbroJX/rSl1ydyZMnY9GiRfjhD3+IH/3oRxg5ciQWL15cm/mHhTBubNvhYb4exn3tyktsX3fKHULELW33+xD1s8CTl13OQvb7k4rW8SxfX5DrZc1u6x8XUx09pW2JxFJbYABi1rLrYyaJkISzoH3rzlrcOZWBshae6UPOq0icc2QsPRLoULq51lZj1J9sl0NTz1qc+hz1ZwAIVSTKoS/MKlpOE+byA2qFay8iF3X0Wb8A5fUxB1JBkYQUAEmlXdZmW2W62aCMtwuBbjckIJVZVtrLJkHIUaDbEKW73ABACr1/CN3WhKbPMCTdMwyhtMeDJEKhkE37P0O7stOQdXY295qUnO3t7WhtbcXhmIpM0AKR1V9ikclABCbQKwgAqZeFDQQL/D5m2+ds+5uh+5oDEfUx20CwwJabPmQZ9TP7fcy6DzrqN44HbImov1nABWyRt70+VpHgMBnfTpdRvL8adr3Xx2wCwRAU62PWPyS4QC9Amn4gKcn1N0vTpywFIROYH5dU+gdjlpukflLNBiEypm8oI5VZJjTbQC8vmKPZBGXYwA4JQlbmTTAHoVnm0CTykFBoskEeQqFF5LyyvOtrygqFjzYrHLL3P7Bp06ai80wzTBq2bXnk97ujT99MWRe27UvutG5UT5SVW9aW7halJcG5XUk497WCQEeYMZa0QKcR5s4wcFZzZxgYy1MgF3rCbgVYSSiCW7aWcVKMiRIinAj8KicSsb5lwPQn60UrlrbN0GXKWcq27bBthoBpLxLxKRkRoinwY1J0YGizaRukIGwXdOr2QoRokTnz+8+bdkQHguk+Zt1e2LbCti0tpr3QbYeWgKaCPubABX4FQqJ9s0L/z75Z07aFJ7HoCsWs6AYILCrrbaqkX7nGJK3orlrIbAEzjYQVZbvsY13YvqvbWsmu79m6oGNu6cg1G3o/Zms1u2V4UdaJ7Z34mqAuJ77whdjsSyWsZN9qtgevwIVNAGDc0daJR6TLlBKmDRAuap5IOBd3qIzFLbULO+nWDmBc1pBQpLQxRGbZ9hEbV3VIEtJ3Y0Mga/8PKZcRQkBCIosw+myOm92G7U3vE+YSwyTKB2yJ9Hru0a+2ahb7vvtu6pTy1HqV7jttPzXCDnmwy/a9koCragO6ugKLOVMrkkOjYsuJYK+QRGxYVM4Mi1IknfvaHw7lW8wdKgNFEnmSyCk7XMq6ryU6VeBEuVNpizlpJYfGIs4r6YRYqRTr2BNtxCxmr0+50p+Q0AJMbtkWG4tZKigV6DoUubhtNDeR0sJuXdpev3IgFJTZoRQKCABJEgEIkiSgssjIENJzAAektFUL0xaRHqoG6MhrBQkQTN+ydm/7Lu2QdJMfkhn6RTpCGwAUFGRRR/fW0/uEGYAoI6AlBdvfVhRZrgEuuKzYbqs9XDEx95aTYk1lhLNYf3FsqEMN8YW8aLBYQqzLiTvD1Ipi1rGL9PUCtaJIYD0sykYK6/rW9S1S3ddWlEMjyMoIrxuznOhPVhRFN5OxQG2/slLSCXFMmM16ShNjb+iUruNdbLIRiY1dBkhHbrkRIXo4lNlGSW1VO8G2Iiz1u5IQIgRIQAoJSAVlhVrqO6dMf5wi04cM/a6M9W29DUp4D03CWt/6nmaFeZASIvGfNJa5eVrICirZz1xPeqUwdwtl+v51/6+oOGq7HtRCNoXAVkVjby0SVJHlLEsMcAhAbDkzNSFpLds+ZLce8TI3TMe8QvNSEM4aTrqvnSjH1stYkJe1hEOKXNo2uMuKNYCYGCslIgvZuquVZxm7fmdEAhwT5ZQb4hksTrNFVKzLzIZSW+aChJZYU8+6uRX0g4QQhNC8x9zakMgrnSchr3QuBElCx7SQltAshQiFhCQyAmvuu5D6Yo0bHKZN0Q9QUSAYGuRB/9MhzGkWdHJ4VLKOzaRVxlIuWF/UAk75AldK0r2d2E/yvVi9ig9XQRd69VHbOiI7aQk797f58QZFBLZaYWUhZmpNqfHKOco4S7nTSyBiI7CT45WT7ms7TtkKtrWUO02ZHoccxKKuCUDOBH9ZK5mgxc0KslIC5EVja9EFyIqwEWsA0eBdazUDCWEu1jDYgC/7WUTeOCF0gCkAIcm5uwUFLmLbuq9tYBig3dp687hbW8JYxlJEXWYq0OWCkBGBvg5pXdmEgBSyFALCc2XDLIs8pBVuI9DSeUb09UthrWZ9fEnkXNr1ovcLczKpeNJV3RMCtpL1SvVB14u6uq3r85TKbm6mlpAnykC8XzkNZyV72+hy4dzc1hoOPYs5aUUXBIaZPmHfde2PUVbKc1urqA/ZiTJZyxmRCPvL8D5XdGM869r05cJ5C0lb4sIYrJK0u5tMMBhg+oUjq14IxILCAq/NVhCw+u2P1VbGd66tY4r1NQPwhkZJHQzmBedlU4LFtjW9VpgL+5FrNO4sZjamV0nN9lUB3RWwlSrsBe/F+pdL7zppEde6HxrQVrWEcuMeAzc22ryzIDN1wLeU7edkZq/kOGVbx/YnJy3mvEmz2akyziLuVJEVbYdD5Um64VA5k12LSCAfRgIfhrK0lRyafmUlIutY+WLsCawb9eQHqaTclFgMC3kBtN5672WjsUH6cMIEYQlYK1m6fmdAtyf50OTklwq5MNDLofHCkWc1C4UMSWcx55Qe3xyQ0q5uEer7jgyAvIvUziFAk7GoAyIoaJe3jimgVB9eaI5br/7nXivMAAqt5XKU8eGSe08ex4xHLiekpYS3Qjd01cdIbJdqdbttqxfRZOL6NArc12XczNadnaxXieDWIpKbYdJIS7dpk4n4GbtskJdNEeknEImEu7j7Om+Wk+7rnLOQpXNdKy+oSwuzDuxyQV6hZx1bEbbvCRe2UIXC7Dc4aT9vvz0SfpebFeKEMOtUX8a9La2QKy3SkNqSFoTA5FpQzpWtLWMBYykHgAiDWBeZJIG8SUQCBeREEHNl5wA93hmEwMtdLiHRiQABdP790FjfIXT/dUhACH2uighKKJdgJCSFkGrf5vQ+YS5lGVdqNW9j93bF6UBLsQ0vwR9CVYqgDtY0w9Qbl2AEdhxyPAIbiNzYLs2mJ9xJ97WuX+i+jrmnvXdF8PqT/aFQ0CIM7TYGEHdZx4Q3EmURc2dH27mfZ4mfqYnbMtVE5M626yFAsTSdFDsHMq5uIcmdu7aeyUSD62sW9kHDu1c2pacb0yy8lKU2Dag5l2jmLAkFpf9PorzrWvc5d3871fuEGSgvwKUCv4pEOHUpYCuFpMVa1H1d5fFiHqdilni1rvKEV8oVJ71VFVrK5fADv3zL17eUk8Fh5YK8ePIKplbYdJvJscoA4mk2iwR82VSbeWM9KxIx97UdLtUZBi7yOhcGrj85Z1zVeSXdMKgwlC7a2g2NUkJbygBgLOa4pexZxwqRCNt1vkADqVZzYbulU21qK1nELGZnSetuXmM5C2cxU0AgZbIMBlE3JJFwAWG6j5wgRBD7TWekQqdJZZqRIXIicBZzRugJMQIoSEnOcyGFAkhnZmsCkEMGTSLUVrIw3RJCIQtdLxCk04+Y8czmkUj3d9fJmd07hbkWVBuNnbqPIhHTdes7TohQpccpJV5lxjLXCpdDO7Ff139cZTISv7400ZQMszV0UqAjeFMSiCjPvZ3mvrYzRSkvaUjOjFf23de+WIde0hA7K5ONurZuaxV6CURCEUVcpwiz8IQZKhJj91MxVmxMmL2fTVoT5tvGVnwFEEViC0RT4YrIwtbrRWyHetiWMm2lhIRCSFao9bhmEUoENiWwGYstQcibXNl5qVwfc54CZBAiR4HO7OU9OEHYBy3dVnRSoJOOmNzZEr5nREC5USPmtkJPEalAbl0tYWG2dNV9XNAH3I0+5Eqt62pFtA5iXEwYOVCL6WnYYVFAFGEdBYJF7mnffR1NOygiUTbTNAJwQ6Ksu9olDvEyd2mrMXJbu/G9JLTrWvl9yV4/shNjROJrliNLOWE124uNWc6F90L4bRC5YGsIJdwYZqEQzTtv9y8ESFHU7yyFXkl6R2T6lCXg8noDEiQIoQKEkLorTEkok4hEifh48JB0uk079htmYgsrpjp9ZzTZhQ3WyyJyead1tykiSCGijGB1oNcLsxDmG2HuoIvWtjNLlQ0z7spBC06iuvoG39p2QRReealtt5rEfiuNxk5WS2bzitJ2+m7r2jxxWqvZurt5LDNTS/II0GnmUgbsxBOZmPvaTViRcF/7UdcdKuOCuzpVBjazl7Ok7VzFZj5kl3LTLIehcAFeBVYyCS10yrOSrbvairGKu7KNfiaEOrru2M/TNj5eod89F7mzrQtbuGUnzk6MTd0A7sFBC7sR6UAhdG5tP42nbUOM5Rza2bx0f7AyE+fkhYISWnyl0hNb5ETkerbBXwCQpYwWYpOMSLuyQx0vThKBiR7Q6T31+Sqh3dmqRHKjrtJ7hbnaiOwKiffl1lgVu8vYTjuOSwhQWszqMfypWgKhn2Sj6G22upn646faBBCzlJOibAOUci5qO7Lm8uQHgUUpNpPpNeNJQ/yxyVHUdcxK9qKtndvairB1WftijUiIC/uYRbTeEvvpC/cm4IszxfqVrRjbqC5ClE9bwBNtm8lDRdvZsdBKClgPtVICUsJFpwfWWibt7rYeibzxTtixzYoEQjfto47kDqGX9bhmLcB+2xhCICARMxxCoFvGOfdeYQa67p4uur/0/fpfolKUCiAruq7aSyi3n2SWnq05VoUUy/ZVrn6y37hYVrB4nW3/4MD0TuxQqdgsT14CkRwFBfmvrfs6r4LY3Mo297V1X+e9bF5WlJU3HMpm87IpNWOWsrWQfSs5hLOSY4JshVehoI85bbhU2cjsZHeambxCt4kUubitWFuLGKSXpe17Fq7IQpA6IUkooAJocVbSzVBlxzuHUkEqHYmdV1J3RxOZccx6bHMG0g2hCqxLmyRyAAJkzDhmPVTKBoUpmGQlxsUNM6ZZubPT46jDOsyc3OuEueQEFuU6BIxru6sJQqrFd09HZSJ6Ykwj+UMoVqcbhNe5kkT0GYDLcVsu4KrU+uJ90tX9CFiomVphxTfuytYWcgdlnGi76GsVmJmiIve1TbOZHKecCwOXCzuX167sZJCXi7oOhU4WQtDuayu4ofduhNeV+WLsubIL+5oRD/7ySP70/DbKd2EDxko2FrEVX5LkXNmCImtZuYAwfQw/MEwP+9JiHEvtCZic2pEXT0BHadsHJykIGSHQKQiBIGREiAwpBGYsWY4CM/uUDv7SY5tDBILQSUBW5J0rO2t8/pKoYExzPVzZ9fH3NjoVurljAl3PKR9rQR1czMXzrdRH7LoytIkTijDdReg1lzZQyE5IAfiBYDKeThNxt3XaOGUy28fKTDBVfFYoYfJbA24IFBD/7LmtfaEVxtwTpszvc476nhGzlkWy3BdwUy4Sx7DiHzu2b7Grwv3Ez9O7PuuyN6/4tJXxuaft/4AS9xqwXQlRIJhNElPwP/bKbcAeYGcEs+Woi5Xs0+ssZgDVi2hXXN5l3dYi1SJ24/zqQIHYl7K8zfrYe5EqaULcXeIsRRSQUYpS6wPzxMwwW0OOAkjKaCsZAjmVidzXypuQwoxH7ggzzn1tLWSbZjM5TjkXBsiH0rixpetTDvN6vbWSyVrJJtDLWsRQcYvZpn/2RVWGolAMS/Q1Wwr6mQu8fKae36/stz127LKMLGVQZD0D2uVuLWUSzgNujiVBgX5KUUKPHgYUhJCQkpAP9QmSVDoQLAAQAhmhXECYBAESyFDg8mjnVEZPdgFCjkIoKGRFlKqziUIzdEo4sY5c2XrIlISxoGtM7xTmJGkJRJLiXWyO5rLjmRMFteorTm5byjVdbt816qcudSvKzy6lYlHZFiuYtU4Ewi5sptZQStKQtJmirBjnKIq6tu5rf5yy777Oh9IlDrFJQ8iIMwhalK3b2gqw6Uu2wVwiFJEl7FzZnqUaIsWKRaFl7QtzEYGmlCbViTKMW9oKNZlyFZWTFDrZiJ2RQtidksmfLSL3uLv/5mBk+n9DuEhtQLvEdR5tLc55kpAQyJPS/xMlkBVKx6pIE5WtgECSediSyFKIADpfdieiyS2ajCu7k/T4aggj0iZavNb0fmG2ApymKg0yu1TFwplSr1793wWHrlA4KxVY34KtV/IPFmemloTmCTn03JuxGY6cu1R6y+nubBdtTd4cyrYP2bislQ2Iio1P1uci/ECvNJFNBnwVuIsTLm7E3diuLoC0n5FbJ6L1fjS2cz3LaF92umPrSRT2mqSJ0jYuaoCciDuU3a+w6bSje0VR2k4/n3b8fyMRiFC7pGHma4YZ82zLEOqIeCEK8nnZ/Nm2Dbb5s6UAW8xVUS/BTZtdyrqtDclZ4KKhBKV3XbH1vTU4d5P9hVOsPHIUpH/ZqnVh16PfWEI/9dqx0NH4ZXKub4apNTkKoIq4rztU1pV1KB2N3akCN59y0n1th0Tl8l6WL2MpK5dmE1B5GUVc+8FdoYm49i1m30p2VnXcbR0Ff1UizOSWi2LaCzLR2O6zjITapuEk6VnM5C/rSS1IB1TD5dz29x9AizIUIM3YYSH1VJK2DoAgDEBSX1BGKjM0Sr+sWxsAlBB6ukcJSEXIiVCLt1QIzHVnReDOIzAuhxxkNNYZ2mtejyiX3ivMQO1ml0quL7bbrXEZV+gCL2ch12zYVYXEegmK1insN65o30hux4LLbDu0NWYzSyWyeiGaIcr2MfuWshVlm2bTjVO2wUpKJw4BRdM2RmJshNj2EZs+ZBt17cTWL7Nua1+A7XrP1R0XZvIs8ui6S/3sov5lisfUkDdsylqa5C0jWnbDpUA6ssruJzSirgABnVNbB7vpIVQ21WcYCpe2M1Q6c4kwQ6ekIGSN9ZyHnVREGPtYD6HKBqHJ/qVculUdoZ0xebLtjFOBEWRhXNl6qBQPl6qEEhNYFMzRXIzkLuqVdy2NYv3JCcoKdE1OpmvYJ9Ty/c4stEzPITQmnz8sKpn/OvTE2Kbc9N3XyhNl5bmvtRjrR1Eryk6craAVRE+LuAWsoj7mtEjrotazmbapVB9zsaFSwv2BN37Z21D6FREtax3V2mzd1EKAhO5j1vFdRqyVKVeeZ1Ka+yRIW9AmOj1UEkKErnsAUumgOxHoSS6UmQoyiMY822A+2K4HoXNoZylEKITOjy509i+XcjXmyq49XRoudeutt2LEiBFoaWnBuHHj8Oyzzxate+aZZ0IIUfDaa6+9XJ0FCxak1tmyZUtXTq+8ABcL9AISQ6SQXl7RSaQXu/04F1B12xeDkl98t0zpdSqhSDYwN24w8b61+EKddE+78oTjyGb9Kpb9y1rd7N7uGTRy29JpIrI7VAYdxqWdp8BNRtGhMuhUGXSG2oXdqfQkFjkVoCOfQU5JdIYBcvkA+TDQwV95iXw+QJgPtBs7L0F5CcoLIG8s5byEyAv3kjkBmReQeUDkoD/nBGROfxZ5QNpXLnoFnf5ngswRghxFZZ3x+jIHBAXbRfsKzPrkOvfKR8eR/nGSdfL6nEUO5rqE/hzCXLN+R1677BHqZcpLUGi6AMx7aLoKOvMBcmY5pwLdrWDGkudImoj5wI0l71BZ5CjAFsqa/3PGjVnPQXdZdJr3HEnkIJGDiEVp15KqhXnx4sWYNWsWLrnkEqxZswaHHHIIjjvuOKxbty61/o033oi2tjb3evvtt7HjjjviK1/5Sqxev379YvXa2trQ0tLStavqBqqdXWpbUPGxS9Qr2tdc/elURLHsXlsz2QWLcs+g0dsWP9WmHeNqx8e6lJs26CsR7EVANAuUG6uM+Ljc5Phk5afWjGfx8q3eWECXrZPWj+yWqbCe3ZdKvgiCyGzjvWJladsl9u32Fa1LBqWljq0m4wnwvALu/hDcPfPHfbsxzhSND1ep/x/pxp3bsc1ANB7d/s/9uZwLvxP6VWuqdmVff/31mDFjBs4++2wAwA033IAnnngC8+bNw9y5cwvqt7a2orW11X1+4IEH8MEHH+Css86K1RNCYPDgwdWeTmVUJKLxOpFlW2bbhJs75X9n9ucfq/zpFJCyDSWt7qJWepWH6kLgVyVpNtOygUUWbW2fO1mMex6N3rb4w6IAuBmiFERsMgo7ZjkkbbFZ93XOZO+yaTatpafd19DDoUx/MmyqTZta0w/oChH1F+dFqiBK28ccRiInQyru0rbBXglXdsHP2u8jhukfBjkjRLuzhYu+tlHZUR+zrishXACYRKLdJADQObWjIVhR37Ig6ODVUOiI7lC68c1hqP3zoTCubAChIIRS9yfbfmcoIGfKAigoGf1vAxCyyKOT/AkvQoQm4FRCB4gFIASiHjHZVVrMnZ2dePnllzFlypRY+ZQpU/D8889XtI/58+fjqKOOwvDhw2PlH330EYYPH45ddtkFJ554ItasWVNyPx0dHWhvb4+9UrF9zvbdBoSZoVJUj/7j5C4rDdgqsl1JAa6X6VrE21/pLFPFPrty7+vcFWs4bZtoTmf7zuLcU+gJbYttuPPGnW1TbnaEGT1TVKhd2dZ9qt9tJLaeTzmvtOs6nw9c9DWF2oVtXbQ20EuExnWd1y5eK8jus3Vn23Lrxo65i1Nc1nnvPW/czHlyrmtbHrhy75WPL/t1Auf+NmVufdxtrV3X5Fzu/rt76MhHbm1pHi5EPnpAEfkoOI68l3Nph3pmrlwoEy5t09Vglm2XxBbjyrZJY3LGnd1p/uedFEDZqTttfnQIdJJEZzFrbCuoao8bNmxAGIYYNGhQrHzQoEFYv3592e3b2trw2GOPuSdiy+jRo7FgwQI89NBDWLhwIVpaWnDQQQfh9ddfL7qvuXPnuifm1tZW7LrrrvEKdZpdKt7vXJ9D1BvyBSsp9j1AzOwY6ADxd6bn0hPalmgmqIS7OuXd1k+m3Uy6XCN3bEqgl4rPkRxZsyLF3estJ+oXfDYBX84NHbOco/KkuzyZgrPQ6qbUnNv+MeLnRQXR4SLlnAuv338J906Jl/KW/f9f0iWtPBd2NK45cmdbQm+dHaNeL7oUlZ0MrtLZV8qf5IIFC7DDDjvg5JNPjpVPnDgREydOdJ8POugg7L///rj55ptx0003pe5rzpw5mD17tvvc3t5eIM4VR2FHG6QWW7d2ZLkm3d4wLpfSx0v+H2Njn2vkhi7rzi7l9u6CKPvu7UqsY6D8/MvOvZ2wiiubXaoeoRhMd9HIbUueAkgKYik33cQUKuNmirLu65yxlF2ZjcQO9TbOUiYb2KTd19o9HS1b0ZJ5ABRZySBjaVrBtG5r5bmtQyRc3eTGOgOIRBiRYOsbj2jIVLGfq20PpX0Xrg2x45h1hi/jkpawfmko0k5MkjrRh5CACsw+FYCMvjaSgDQTRiCAvk9WL+34aJtHgvQUkbaCtIlLQkIgJQSAJhkiLwgIM8gIhVCGkEKhQ2X0fM0UQCpy0dpAE4DOovM16yCw2lOVMA8cOBBBEBQ8wb733nsFT7pJiAh33nknpk+fjqamppJ1pZQ44IADSj7VNjc3o7m5OWXjkpFM8ffUg5dZX2tS3NdUSdBYifVUbH2NrWF/wnIf25dcvt+5uIgWywZW7aQVnCO7Z9AT2pY8SQhv+kbbl6y8PmU7fWNIAvkwKOxTNuJMyljKtl9ZiWhWKJc8RET9wyYyWfcre9alL7x5Ywn7fdB2vS13lq/X30yRiAPRZ31zbVninnsP+PYn6QwUI8BCAKQIFETCKU0fM0jopCFK/9aJAEk6ylnIaG4O2z8tIaBAZhgVzBhn3ces++V1XQrMPoQdQqWng9TDqAidKtDtltT/TyggLxTyQmkxVgGyQahd2iJEAIUcMsiRvjmhEG5oVQ421qDkV65LVOXvbWpqwrhx47B8+fJY+fLlyzF58uSS2z7zzDN44403MGPGjLLHISKsXbsWQ4YMqeb0ImqVWCQty1eNqLkXpNj+Sh2njGh1ZZdbQ1esXZ5dqnfQE9qWKPJaIhnh67tOXdIQitynzqVaEIWdcF+75ag8NmbZF8q0qOfUCOlkOcWXnZBrNzYK6jrfu3v5Edl2zJAT+zDaTj8IxN3mcZe6f43x60q6rp0Xgbz7YYPkYm5teC7twv9BcvYp9zLR2P6MYS5qG9G826HXx1wvqnZlz549G9OnT8f48eMxadIk3H777Vi3bh1mzpwJQLuB3nnnHdx9992x7ebPn48JEyZg7733LtjnFVdcgYkTJ2KPPfZAe3s7brrpJqxduxa33HJLFy+rCyQt7XLangzISuCs3sS45boOoSqwvim9vGC7hECL+Lq0NJ21DqySRa1v6z4qLcBJgfb3Yye3YRqbRm9bOlUGQunxyTaBiF3uVIHL6pUPAyiCDvYyrux8Xkdkg8z4W2st20hrE8ylrWMRuaRzIrJ883AWs/Rc2VYUtatbr3NC6yxqiiK1rRhbS1kh6h9WFHsAADz3dgLddUdRmyZ1IhAIoedRts8dGeNulmTKtWta52sx/ewSLn+1MFpro7XtYRBoa9ocEjZJiT6uLqe8BAI9CUUoBZQKIASQD7XFHEgJIQJkTCQ9kEcHjFvbpOnsQAZZGaJDZZ0O2Eh8HYmtdPpO49bO16FBr1qYp02bho0bN+LKK69EW1sb9t57byxbtsxFQra1tRWMO9y0aROWLFmCG2+8MXWfH374Ic455xysX78era2tGDt2LFauXIkDDzywC5eUQlo2sArd1bXq490qiol5AwVslbvsYu7trRmfzPQuGr1tUYgmSlAkkCczRSMSVhjBubBtuk37pO5c2NbKU9DpKFXkto4sUM9ydC5pRGOEnXVJUeSy6Wu2fcwy9N3WcYvWiXRCkH1XdoEoW8UEIEBanIXxThu3M0BAoEe8CEFAXr+rjH3C11m8NF4MgTDnJSLrGIhc5bacYKaMJAGhCKS8aSPJ3F+pM6lBKhDpjGCBVG7oms2dnVcBMqYc0JncMlCQRGbcujSpN/VFR9NCqlgwWK0RVI85q7YB7e3taG1txRHNpyCbaQGCQP/DsxlABoAUEFICQaBFOaPfKZDa9S0FICUoELo8ox/VSJo6JpABgdBPf6bfhIIoZytJ4T0dmr4Wb9nVN/0wLrl74PXPeOvhtvHqivh2+rgUTxTv9kVRmYT+JZuAC/206b2b9UISREBmNBlBSAUhgCBQ+rPQU6tJQZBSIZBabDOmLJDKJY8PpEKT1H0zTUEeGaHrZGVolhWaZV6XiRBZEcaWA6HQLHN6XKHIuzK9Po8AhBbZGV8Pvb5FhKZcIQvC5s0KY/d6D5s2bUK/fv26/wvK9Fhs2/Llp04H9emDzlDbM1vCjEs60pHPFExMkbdZqZSACgMoYx1TLpqYwgV32cxefh9yKDyLGJFFbIcVKT2syVnX1qIOI+tYhpF1bPugrZg7Qfb7mc16GFko9cwf9TML01aZdlDYKR2jNtK2jyqjl1UQtXUqY9rIAFAZ6PUZES1nozZQZU17liFvPYEypm3LKiDQbZjM6jYrkw2Ryei2pTmbR1MQIiMVWjI5NAUhmmQe22U6EQjC9kEn+gSdkILwmWALsiJEs8xhO9mJAAotMoftZQckFFpEDi0yh483K5z4uTdr2rb0vlzZhqojsivEfvkARO5v4b1St0FUr9y+07arJclz9axuUeIa3OZdsM6rtYrL9RsHNjrSjlc2j9aunIdPMXWgUwUQJoGInZjCRmC7CSqUMPMq62CvMK+/jcqMs/UnpojNEmXG60aR1iLuvg4TwpynmIhr9zXFl41I+25tELl6rk/ZpK4SyvxunEBHvyP/Z09es6fFVxcII8TCGC4Q2qK28zFDahvABX8RRSNdjAVs9y9N1BdJz+GpveQ6OMwmIJH63kDo/SEQtiqU1NHeYSggzXmGSiAvoqxenaE+VqfS7uwOkYE0D/9bRNYFm2XNlJEBKXRSgAASgVAISNUl+KvXCjOA0hHaXaGe0drFdl0rV3qd3N2xvtwKj1Hp/MtJQedAL2Zbouf89QO/ki8gOZaWAC8oKfnuuaq9ICdtRiLq57XlvvuaPNe1ivaVHE/srGEbnOUCvygxjphighz7KSecqoLg2kJS5ISTlBZnW58Cod3drlzviyAgiLQrGtG1kz1neMvmRSWW9f0k7x2Jlx3LTFGQnvl/SsTHnet3idDcgJCkFmXSXlPr3rb+dR0MVvu2tdcJc0ntLBOtTSYbWOEkF1t/Xqmk7Ne6octuU65OHZ8hLM5hkOw3hp5ZqpxQd2UoU7HJKooeg61npkbkVQDh9Ssnp3DM2/SboZ4xiswMUaQEKDSZvVz/sXDTN4KiuZVdH7BzVcNZyQXuaWsdK4ovh9rFDWsx2+joPMWsZOfKDvVvKrKYKerfLSE6JISxmgGYyUFsEJi+Jt3Np61kggqM2ayVHZIo6ocmM1eysFa3ftAn0qIuzWkh0NdNXj+7sEOoAJ0JDNCucxUJbhhKSKlnlNLtVYCs1EOkAjPETQpCniSkGUaVkybgi5Qe3wwdHGYt5hyFgADyW/3NKqTXCTOA8pZtQQR2kfqx4VJVupkF3JcsdbtyAlsjSzl2/GSdCtzWtq/Zp16pLiuZXSpJpdm/gm54UGF6N3ocs3RBXzbVI1EkynqcshZjpWQ8/7XLdW36lwvyX0cCnUwaIjxXdTwqOxr6ZMVY5rW7GgTInIrc1nltYrohUP5QKNfPTBUJc0yUjQCSlEYkhYnZMa57o7SSACJlHAJSW7w2DsdFZNsuNeFmffRjd6WZo1mE0O5pafrYQ20tU4DoAUEZr4XULnUFE5Rn3A55l0tbGld2iI4wox8QJNy0kL4w61zaOtmIzaXNFnNvobtEotLjdOF8ajXVY5Ji7uqteRhgUWZqgXWbRi7PaLyy9tJGY2ftO9y73QliLlo39Mf/bF+Jcb9ILPspLmOuaLeOotSXCRd3FIXtibIyvz3lCXIR0bE/KR0BresIpUDattXiaN3cZCKpzX2x7mvyrinmtk7cp0LXdJob2y7D+6xPNBpDTm5cs/Dc2ZErO3oCsDNP2ejskCSkGSZlL16ZJwTVtdmTS/LpEGbfIk5m/yqWDcx+LtdPXWxWqgRbFchlXNPFrG1KvKduX83hKnAgJKl4dqmU8cYBVM2tcHZhM7UmVHp4Qy7U3y7rwg6Vjb72M3tFEytoBUhk9vItZAU3B3HSlR1FaJNLv6mjsrXQxSzmHEVjl/PKrFfObS1CFVnJIUViXGAtW9VDUWG2jYEQImojpXFTW7+zENFTsdD3QUKBhICE0hHaZDzfAVzGLmGV2wSOSZO2E4Abxwzhuf5togJz78iMhXb3XpoHJiWhFCE0p5QLAyAIkQsDBEKPJulUgRs5kleBCVgjPY5ZAYHUyyEkJBQkKXTWoanp/cLsf4ES1GVmKaBql3HRqO0KTq9+yUri3zZrIZezlCsdp7y145fTLOukW7vSIDOGqQTryk6KsrWWld+nbF4ug5eyLyPKykscYtbHgrhiLm2KPpP32XtZ97XuS1ZuHDPCyHUt8go2KjsmyNZSDlVMkGN9zkChEWLbT2tpKoIITBIVKG012/AqIaAyEgjhRn/Y61HGqpYg59p2QW0w12iE2v3sY+uFfpgw/c+6f1nvE2acsw1AU0pAysjbESqJQOigsLySUFKYPOcBclJCknLlOQqQRR45ykBCoUlI5CijU4XWmN4rzN0gur6glpvAQtdvEJ9qrN/ZCq5erpeLuhrKCaqb1tEOk/JEmhOWMPXCukBDL3kIAc5S9meMirlWld4ucs1GdexnPzrbCW5ShP11vmDbZCHWXe0isAG/P9n1HVtxBrQohypaht1fisXsLwuh9yG0CAPQFnOodM4ISN3fqxTIBN2KUGnz1riXhQIIpO+PpKjM5r9OuK71NYgCN7j7bMXYd2XDurAjV3aUqhNRwhjoPnCbYhV22URo26Qi+rMAjHvbDqOqNb1PmP3I62TGr7JBYfqtQECdW7vIekPV03LGRF54y0hdTvtccA7F6jl3d22F1xdy36ouNYzKpd8sF7CVWF9tRDbD1JJQSZAZr6xIBweFJuVm3IVdmHITIcysUUgEdEVlMoRxdSdexn0dRVobC5k8S1npQC8dta1coJfMqcg6DkMj1iqyjpWKhDjNlQ0UCHJsWYooi5fUUdYw/c5Ciag99t3aUruaRWD6fo0oS9PhTiRgO6KJ4p5NGUZecte8h9Gyfi432wdG5EPhpf6UCEMAUMiHAYh0N1ouDBBYV3ao3dp6kgstkTmpg/u2IKv7mhG5t3Mc/NUNbGurtsLDlxTobr6EotM91sH6rnaIVe3DMphPK4p0oEfqeGVl0/TBTE4BNxZZmKFDzjq2ljFF7mvA1vUt5shadtahtYKdNW2tQyPaNmGIHaccC+4youy5r7U17bmygUiggWhdEinhxg7bfmaltKVs+5gV9AWFZLIMBjqVpjlvl6zJpOGMW8mR1VwqUAxuXWQpp9V3/xt3ecLddjsOXXjjmBURQhLICLgJLqz623HMISSyCF26zlrSO4W53OxSxSziBKUs13KUC8SqdcBWRfuptg/bd3P7xRX2N1dLMZd0qQksrBXNLmym3jhh9qZyVCpyabs82AQ3TEjE+pi9vlNl+0Y9MU5My1jQj+wmoYAbrxxNYEGQoYrc16EO/tJ9zCYALAxhEnlrt7IVYN+VrTxxBlAsY7OL2hbGKrYCDbiIZ/cZMOuV7us1QV22D1tIG7ll+5C1tR3vY9Y70tuYSTK8BxtrKQvjrrZjnYXJHgaiqN9fCOjnE9PHLHXebFhviMmdraf2JEgzXCoLPV9z1kwBqczUj2wx15MKxdph3CvFXMZuXUpgV/0CtuIfy4p/ke2Q4p4utVwJRedX9tJpptWzglvtlJD+fkzacYbZKkKSoFBG0zravmUzXjmeSETEkonEhNcGf/kTU8TmUKa4u1vZpCLGfR2avNeKovLQG6ecN8Jr3Ncu2Cuv/cB6nYpc1tq3C7Jl+oN5T/ndCiu8pu84MHWCwPmZhQ6njoRdare+EDoNpxQKKiO1x9qILezDBulUmrZcKDPRhUBcuO2YZnOfAbjgL/sQRNZMVkK7xpWAEjqiWikBSOggPvMwkSeJwIxfzpN2/UuQm6/ZRmgrM6YZAPK11+VPhzBvTd7sRgjYMg/qqeUAut11nUYlbmspVJeyfTFMI+ByOXvjleGVRU/C+k3YMuvC9tYVjEkuUS48F2203goOeZ+9ep772u83jhKKWAH23daeKCfLfNxTrg7msuIrlIq8lWSPB93Pq2ACvMik3KTIujXnbSOphRt/LWL3I+aehr3H8ftW+PKCwUS0beGYcy3cBWlW01J2wgR/QSBbeHdqQu8XZuEFHwCRpSuN66UOwlttwFaxLGCVuafrI3QFRrRIL09SLNAriS/QXemLTgsEc9HaZn/8EMDUklBpd6d1Xytl8i6bYVEu4Is8a9mzkt1Ujt74ZeHVk14dGNd1ZCVHLmwd8OVZzHZcso2+zqso0CsMXaCXc187i1lFVrIV46TFnCbMtmGyuTAD3cYSjMgmA8SM+9hN4GGirm1kOIVkEiWaiGt736TeqzDWrrCubhHdO2cx21Myy+Ssa5j/jb0snfgEAbTFDCCU2qUNACSVGzqVVxIyIDd0KoBAXoXIIUBWhsipjBnXzK7sykmbg7kGxGaXsoncbVm1LuN6UPFDABV+ruQaukC1czAXy/5lhdaNV/bSdro6PHaZqROhknp4jbK5sKXrUybPdR31H9thUKJgqFNsPuZYvzM5kS4cGhXvVxa+KIfR+GShlEnJGYmwC/Ky72GoLd0w9CzqyJVN/vjmJCbYSc/uJIDQWyX0FLrCDp0KpBkmpWd3EsKopiSQMA8YgRFnYa5HWA9E5Oq3/caxPnYjrFagfQs5NQDM9PvrfmbELGZFAIwYB1LqpJskkVdkcmwHgAzdfM1QQDYITbKRELWmd3e91Xgsc63d2jGLuBLruFS9ctTpoaArs0tVvm8O6GIaC78x1wWRiNgfdHLMctzdGq3zX9Yd7T4DsXrpY3rhgsfMyUWua+8Vc18bwaXY50iUiSguyol9AXDryN/W1rW46G+vzN9HctltR+YekpcW1LMj7H1w+4wWC++VKF4/dlnC/T/1rY1c2GkpOxUJhJAuGluVdYlWT++zmEuJZ7H0m956MpN+++ggrjopW5r7ukifcqntCveRIpJVXkL5+DdK3a1Lv1nGei1Iz1mB5ZsMAis7d3MD9L8zvQMduatd2KAo0xfID/aK3m3glh177ILAnEsbUVpJ3+3tgr68KRqVN47ZuLDtsgiVCf6yLmuKu6/tuOU0S9lEajsxThNfDxevY6O2TbINO0OUKXRdunpfxpUthRFe5VzZBBWNgw4JIhBASG7csb12PXsVRQ821ssg425tKHOOZnILgnDeCN3X7VnMSkKZIDDtytbR2NatnVd2RioyrmxCngJIIhehrSe4qL0B0fuEGag+2KtY/a2xuMsNwaq1YFRqccfWVWbhJiOwuzM7WKV5tMtFbQe1OiHmU4sL8LIWlrHK3BApW6ZEzHJzFrEVk6QFbMXXaJaznk25G59s61tRNuOVneWb9vKTiVhRVuQNkUqIclKQE33MdsiusBa1lNoCl9IIKJkZp8yFKwWYKGehyAWCuTHONp2mEHDBa4geUMik3yZbZu5B2rhmW8etR+QGjwWNGXe3ru8Nd7PR9iQg/eAvM3QKUAgT5W5+5hrTu13ZW0E5i7Ui74Vn+cbc4PWy4rrq9i4hfPE4jqherTOeRgFbxfqXq3sq9QO/WJSZWmC1K96QIyEQvihHkdhJoU5zZbt1Kr6NL+hR+k2tONb9HQmxt5x4xVzP5pUUZfLrxaK0vWCwNJe3c30n+qmBSCV997qN5E5a5P5nfxV57/69oaj5Esn6ic9+lLc/1CXqZ06bOUyYhCP2XbqZp0LIWNR2LemVFnMMG31t8d3Z3swoRfuPq3Qpd6W7oWzfdcLKjqxuio+VLrp9ceEtdbhYWZl9VDK5ReC5t927oJr3TVs4EIypJWSsYyfIdpIKP5mIDeKyAutc1ymR2CnLLvI6jH+Ogr/iUdgu4MsGf5mALxeB7Y9VtqIcRv3J1r0NABRG4kpp0dgmyElIoa1gGIs2DN2YZe1eVoAKoX+BKgoEs1axvpluOXqw8BKP2AeOUAAZeEPA4CxiPdzKeimgGy7zLqylbd3cVpBNulBSNl+2cFazghnTbDRBQbjI7DzpgLA8SWQhkFcBsiLUEdvFguS2gk+PxVwuG1gtafCArYoO3UWxLEwQ0n3imJxdimFqCRlLizxxiLmlgVTrOG18bXJMskjuxx0wsV9DuYCvAnc2ADckylrK3jGizyki41vMgBbtZD0/a5i/XTHsebtlil2vH7TlhBtAqZ923GJOaTwpsa7wGcF8juZqhv9uGuTQc2XXi94rzN09u5Qsb/nWxD2+tbgOHO+zeReCKg74qoZqt6lkOFUgVDS9Yyx9J4syUye8vmW/vzkajgNEwUnGje1ZzwVJRBL9zc61raL6boiUVgoTGGYsSmdZ+iKcLs7kr3dDp1QiQltbypRwd0fXn/LZWt62KOkGt8ei+Dl7G8RucdK1Hb//8fuX9qBTENXu6ouC7ZMxAy6bm+fWDo0bO2/KcyrQrmwbmW1etab3CXNsdqmEypQT62JR24nsGjUTUFHlctrnYvusldVe4eEAb9aoMu7pwKtXiqTIVpuWk2FqiXNjOxc2nBjbnNjWbW2FWpD32Rddr8+4oMxYiLHJLChatkFSUJ61rOBEOTY8yhdeK75F+p2d+5oiIS14mfUxAQeifdploEB0Y6ion9m5rX3hjPWl+/3I0ZAyQQlvg93WF2gjynboWlLQXcwARa5tf3KSSKTjgq08wc6rBhHmW2+9FSNGjEBLSwvGjRuHZ599tmjdFStW6Iwtidef/vSnWL0lS5ZgzJgxaG5uxpgxY7B06dKunNrWs60fVSoO2Cq1rnutxuKzS9Wh76XKfW7rfydTHY3ctlDaE7lfFltOlKX8RFJHNCaEKNpPacvSF7lUQax0SE8dhv5UxdYcnoosp31OKU/+f62r2pb7Lu0oUrs+VL3nxYsXY9asWbjkkkuwZs0aHHLIITjuuOOwbt26ktv9+c9/Rltbm3vtsccebt2qVaswbdo0TJ8+Ha+88gqmT5+OU045BS+++GL1VwRUbhkbis6v7Jcn71QFbuvUwKxigVwF51hy9xXXj7cbiW9n2dtE7uVjb293zC4lBZW0lCvpVw6EQNAAOc+Z0jR620Kw3lzParYrkgFf8NzXvju7wGL213mi7Cw/iranKAgMilxZgUULxF3aviXsB3X5fc8V34Qyv/lSgVCpAWWVU3Fzk2I9u+2d5ey5sOFZzrCjyTwL2SUbkcgbN7Yty1GAPNV+3EfVwnz99ddjxowZOPvss7HnnnvihhtuwK677op58+aV3G7nnXfG4MGD3SsIoou54YYbcPTRR2POnDkYPXo05syZgyOPPBI33HBD1RfUZZJ3otI+6kpdxkUerGtJwfe2mFs7Wa3Ac5/+CxAV1ClGMUs3OUyqWFKStNzYpeC+5p5Hw7ctro857hIVKl4W9WuioP+zaBCYwbmxPTcuAOfajZ+PFd7E56Sr2q6z+IFascxcqrDutqbcqVCROknr2YlzigfD/l8RubXdZr772rOUQxJmTHMDjGPu7OzEyy+/jClTpsTKp0yZgueff77ktmPHjsWQIUNw5JFH4umnn46tW7VqVcE+jznmmJL77OjoQHt7e+xVlLR+50otqAawtIoNiYrGSHfr6aRS0exSqN/QKKZn0xPallS9SlpjifKKng99sU4h9pNRKWVl91/hQ21ywp+uIGXxBE9dCcittJnuQrNCiXuedDjo97gb26dhXNkbNmxAGIYYNGhQrHzQoEFYv3596jZDhgzB7bffjiVLluD+++/HqFGjcOSRR2LlypWuzvr166vaJwDMnTsXra2t7rXrrrvGK9hJuksJcRdml4r9fypwH+vP5UzWIvsr2E9KeVd+Q7Ht9TewwAIuku2r2vHMlfQ/Vz/Xskq1iF2Utntnego9om0hmDHL9l0gOTWhCwIzy0lrORm4lCxLtazh1Qc80SfEorLrTaK9FFI4MRfJttTmj5BCG0Ypgbjktc2ubSvxo+2KAVI06UhCkCPHQlrgV/yVd4lGrEu79nQpwUjyiYiIij4ljRo1CqNGjXKfJ02ahLfffhvXXnstDj300C7tEwDmzJmD2bNnu8/t7e2F4txNkAQaZnapSkk7F4G6BI6Vy5mdpFI3tHVv+8LOFnnPpke0LQUu5SLvaevTXh6pX98qRFdsZT9uZQeRWpTtR5G+XLidiKbb9cqi5VqeJPS9tdpPKcLuhlDpe+YHefmZA/1ybSWHzoK2Lu1aU5VRMXDgQARBUPC0+d577xU8lZZi4sSJeP31193nwYMHV73P5uZm9OvXL/YqoMqpH4tatjKxvkZjpIsFdBarU6pecn3hdvX5wcZml6pYUHW9cpZywSQXPNtUr6UntC0Em1xEFBdY771gGE+lWCu5C193SmubRMJilTLq3vOs3qiujKzj2EsW1rXHK9inri/87WPnJCL18da5KXSlfrefSwbJFlvfhWY6mWgkbTkZELbN+5ibmpowbtw4LF++PFa+fPlyTJ48ueL9rFmzBkOGDHGfJ02aVLDPJ598sqp9Wso9sQFFvrx+ncS4ZaACd3SVpLqlzWcq9UVMbm8/J/aRSpWXUHwSLuMqLjIe2c4sVXViEe8qis8ulTxWmWQkVZ0Bs63oCW0LiokyrAiLVEH2o4ILXNYo3JeuW+S3k1Ke2jaZdizWHvpCKkTUH2zEWUjhXpFAR6+C9dLs37iq/X25Y/mpj1PF3jN2nAiLoiNa7LpK2siipHk0fBFGFPRFQDzwy8v45Sa0qIPFXLUre/bs2Zg+fTrGjx+PSZMm4fbbb8e6deswc+ZMANoN9M477+Duu+8GoKMid9ttN+y1117o7OzEr371KyxZsgRLlixx+zz//PNx6KGH4uqrr8bUqVPx4IMP4qmnnsJzzz3Xtauq0lKuS2dkhRZw3SkljhWey7aOf6tkAgu2pns+PaJtScP8qAt+ajGhTd+0Zo6sKn6kQojCx16b/7qSQDFf4JPH9tYVGEkp1nMktKKo1atFuv6NUDXd9PVMxwl0QZinTZuGjRs34sorr0RbWxv23ntvLFu2DMOHDwcAtLW1xcYddnZ24nvf+x7eeecd9OnTB3vttRceffRRHH/88a7O5MmTsWjRIvzwhz/Ej370I4wcORKLFy/GhAkTanCJFVLh2OZofXq9ZHBYqmu5Xv/TYm7vcscrEfgVn1EqfbkSgiL1rTvbubcTAmvXF9u+GDKxzIFgjU/Dty0xa9n+sBF/N8sFQUe1Qohoh07kvM/2XQozoYOIRFeSeVeA5361UzjqmQ1NMFeaqynZr2yDuqzlHQTO8hWBWRcEgFkmLyCMAgGS0vw4jfta6IAwktqraZdjXsTEK2Zd++1dot2ttP1NSzJi2x5KWMeKJJSguswuJSg5E3YPpb29Ha2trTiy32nIZPqYL4OEyAT6yyGELpNSf0Hsl0hKUCDMF0cCZlllpP7HSwEE9ktivihSQAXCracAblmZL7T+4pkvlIy+YMrVjYLGKIi+XBTYbQDIaNnV9csDivYl/PVk1kO3EBJ6HlT7hbXLgW5BhNQvPSsLQUplfm/RciD1vMhCEDKBXg6k0jNGCUI2CCGhyzJSQYKQkaFbbg7yyAgFKRSyQiEjQwRQaJZ5vb0IkRUhAqHcshQKLSLnleURgJAVeTQJPelai8whgF7fZOZuzkKhRSgEAsgCyAqBzZsV/nXPd7Fp06b0eASGKYJtW3aZdxlkcx8gr1VChAIIoaOv84AIdRS2yMPktBaQOQAEPVtU3vwccwAUIEOK1ucBmSezXqfjlHmCyOuEIjJPkHmlk42ECiKvdLKRvHKzSyGXB4j0zFJ2NikzexQR6TKbcMTNKBVGpqKXHCRNFpwF7EdZS6lFGDBtqm5XhZRRu5vR75QJvGUJyuj9qCZbpttdCgRUxoh3AIRZ4drTMGva1QygMqbNzeplSFtm1mdNO5gBVMa0gxkCZcyTU9a0fYFCkNFZXDIZhUwmhADQnM27Nq45o9uvbBCiybRZTTJEc5BH50edWHTkr2vatvT+aR+3BQUunMo2qzbQqydQbUT2Vh3LJSvpFc+aTCPShSCuLh9KmqZDCJAgkBD6ATo0FdJcxf6yhLOaBQAStoCMFU1aZK0ge8upsTo2uMtay7aeP/7ZDwYDnAVdENeTcGunubOTEwMl+50rmqo3WaWHtKm9V5ir7WeuaJ8w4++8z+a9aB+JR5eEttptyomSsJazrie8a7ABkSU374LoFQaHVRaNnYzaDjx3t4Rybm8/IIwzfjF1x3djp/lKi30FReE6Et5P1q5PCkvBeuMOVgQbdEUCZp5kgAKpg8eE0N4xQAuudWkH0YEFqUgcibSVWyytpi/GVmitVWyDwWx0tpSRC9u6tTOBs5K1BWyuw3oljYvbCjnZyGzP45jqQRTeusTL/WtKCXSRRq/ArR3Lka3vkU3PWWt6nzD7T2ZpT2klt9VvVScI6SrFvhylDlfpqXTTk6Ivui5aG1RRMBaPOWZ6FPVyYXnCEXvo98qEFEBIZviQEWRo9yzICLAS0WchtItaGoWSRqwDAQoB7UtH1OcMRMOzgiDmyo5Zzy6q24+6Toiy7Tb0Rdm++y9flK1VkOgzjvcxC/ginLZcqt3T+0hE5G1FG1QPQbb0PmGuhAqGVHUXRYPHypquxb9QJcf81RB3qkWze3X9S19M2CuJ0I7X7yG+K6bnUuJrHrOI/TLvPVk3Vu6JM1kxtuVSAMpYy7FhntZ1LIwYSy/HpIIIpBZnAa3GJPT6ALBR2SKtsRBx97Qtc4FezloWqaLsrGFrEYvkZ9N2SS/WpoQI++sKg8NM/A2i5XLo06muzarXOObeKczVJgAp2lfhlVdpgca+KGnb1Vov0vZX7gspvB952mpBqV/Welm6gQkOKyiDKpqMxEVtl2gdAwgEPaVziWlsKrGaBeIu6YTVJhBfR8ly06dsrUcB45YWBIKACPRGNhBVH07qYE5lJNVavJL0svuta0tamHeyoixhRLmEyHjCHEt1bN3ZXvpNCiKRpiAw0ddRwBdlZGQtm+BXythAXDi3duS6NoG1Mvpc4M5Goas7LuheN559tnDvhW1crWfPq4beKcxdoYsBW12qVy+NqJGlXPw5JX0YVSUUnTUqMbtUrQhYh5l6UmWbnbSOAaQ/tPv9ySJeFlnaWqSdVWv7kpV591zZJEXkorZDqAAX6CWAaOSUKmP5+eOTbSPhi7K1gP082TYITfgWMqK69rOMXNhulIl3H/z+4gJ3f9Jatve83P1uYD4dwuxH9rmoweiLUem21R6rUso+hCe+dP4XM9UqrwPlrORKoq+lUC5i2reAay3K0TkxTJ1IPmiLeNRWmhA7t7b/m439lrWwkoSzuLVoGivXBHwJAdNXbNzUoYKQUkdxE4GgIKza5k2/KpGxyI0FbSOy7SQYgDc/c+K37A+Tsp+F146acmclJ9zXvsXsD0OljBFmFwhmXdjaGlbeMFRylnKhtey7s3VZNDQ0Wk/xdtT0Lwv37nkIy/zru4PeK8xpYfs1IBZ8WUSEiw57qkSAS32uFckACES/s3KzSJW7jWnpOaulXGR1AEIgohmmZCI6myOzmW2CMF5ja+VacUDkNo1bd9plba1WoaDzcQsTtAUyhoS2gp0YkS4SgV2l+5AF6VzeAhKUgR7znAEQmgQi1o2tKHJxO1GmqK30hTk18CsSZkoGdSX7k6UEMtLkVfByRmRMLggXiQ2ojJcfwuaBMC5ssqJtBTz5Eojla4jc2cZN77m7iwWKxUebbds2pPcKczdCjfKYVQmlHhLqNtFF96XL7M5x0wxTLQWBXVa47bq0r6/wtzViLrSI6yFPJjDMGxMsrHubRCSoxkKwDwExAuEJsoiCxdJSbyZd1l6UdcxlbTJ7WVe1fRiBHZ8cc18L+A8uMU+giL+SFrKtUxAA5t07ffnkLGV/vT6twhsvTfKkbTF6pPcJszd+OTVXa8ltrZWd3E6/RZZvkf1UKc4Fg+fLLKeeS7Fz6CbrOy1lpxSq5Je52OQXxepZ6uXyZpiK8V3WQn8mCC2UwhNYEb0D8WVII8ZeBLazmK2lZw5AVlwDcl5oBHoOYKEAYYYaCUVQGT0kSgjScVy2EgltPdshVIr0foG41QxE00Z6KTnJt5Tte8KVTbYv2S5byzgwgWCAsZKls46t9WuXtfvaWszxZWcZ22jtAF7GRbiMiIhZ0Cbzl6R45kPzf/ODW6N3Khr41Z0P/b1PmCuhhEAXF8jaKltR93Ypi7YUosjyVlDMnVNudilL1bNLecJbLApbFkk6UnSfVZ0Bw1SAVdTUdd67zdZliooJt3V1R+Kshzk5wTFh29GyPZiJqvaeE6zGCkjz0GCTjZC2YBV09rCkGxt649SRP0mDxXdlWxEGYimNyY5Nlp4AB9JFkpPnwnbR1yYFJ4moH7lk37I9VyfIVDi0KhGdbV9R14IXsY5InO2ypbut5t4pzN0QsFV+n1WW14sSx6v0srdlf4vO8FX++OUEuuR0oAxTCYnvoXYpC9sFHHdRU2JZpJQLuLHJlBCNaPiUAIFiwu36pwOtrUKRFjki4+o252oeCvSYZaEnq5DGwjdlMElHtEhX0Fi4vuXoM9m+aRvEBeuajgTXXa8RbiuY/twAsXHJ3pAnX6jtujQXttsWKe5uVz9yZyf7lNPaOYG4KHeXQPdOYe4CBRaxe0ossoFZnXzCjD1Ii2i/Jd3TXcQNISi2X7u+zJcp+YUsNiyq1BNkOfGWgvSEFwkBte5pN7tU0WFV1bmx/X+LdNE4DLOVpP12jQhG75EgWEGFFVTrcjVDhoWEtnqJnCGuDVkBKIIKAKEElLZ9QdJ8t01lBUCQ0JNYCKmFOjTBY0T6s8nsBeV2DviubEvafEZx9dLVvCFQbviT9CxkgeIT/5j+ZcpErmoVRNaxytgygDLmfmS89WYss/Jd2QFAAcWsa0jyJvnx+pUl3IQ9sH3I0nNrA8adjVj/skQk3OW66mrBp0OYSwQwNISvs4xQx57+gPiTezcZgrW2mmNPoXUSzbSZ6xhmqxEAEImwXx5PFJL4jMh9nbbed3Vbq1gIMsOgvAhuk+vaJh4hWKsX2vq21qyzpqUZRqX3o1d5Ym1PP0WYYwaLFWOgUJBFZCXDuZ2jxCF2+8hFHW2T5qqOZtbzk4xE5f79ThsKlUww4q/Tp+8NH4OVAxvsVdwg6S56rTDHMtP471u/Y2+5WJ0yn4vuO/6xVpZ1uePosqQFXGTTKgO26hGRrTOBFQ/OaIRnLab34QQ1VgjnqibToNtgsILgMM8V7fqL7bsyIgzEvsB2aJR9h7WmM7p/WVo/ugKQAUjBi7gWQGj7k4W2IskIsAmSFbFjlbaYXXQ1EI1EEZ772vYZm3HIbmiUeUJ2AV/WIrai7C8bQdUWsYgs4sTQqIIyJ+RxUU5OdysEzDS38IK+7HL0kka4k27s7jAogF4szABqJ8YW96VMHsfr4yhByfU1OtWKkpWkvdvFqgO2yve/JPuIiwV2RftJn10qGfiVHL+cdiyGqRn2uxWz2HQ/c8wSloiyWypjxUo9VzPJuMhGkdZ6UgRB3jGELQMU9HGEcVXbZRd4LaH7jQMdoS3M1JDCBpJZQVZG281xBEXL6decEGavi89ZyvbdzSvv9wfbgK5IrGPCavvK/ahrU88mGLFzLceSjgRmjuWkSAeFrmxIcnPPw4iynYc+mnOePDc2pb5bYi7ulDTCtaD3CXOpiOty2TGKbNsts0tVUo7Krei6WdsVUOnYv3ICzTANhxsDm+I5s1azLbOWNOLWtp8BrMD1Deuijtze/vZ6WRhLHC4RibAPAqYyBZHo6vHO0CoeWIE2RoZ1yXuXV2h4RGKsz1941yJcnI11PQO+qzrhjrbX4VvWfrkVa+dx8OvHy1Ld1LH3xP8HkcdP+MvmcqwbO4k/nrm7hkz1PmGuhFJCa/tMCrap9Tmk79cFdFVq+Sa2S1sXlVf3pSp2m5LDpIoOl6ryS+xbvsWt73Srufg+t+ETCtO7sEIpAMA2/iZqWgKkrMuaIJTtgzViZ4O9fFe22Y3/EqStPhssZi1iZdzhgnTvsLWYdX+qzodtfwoiNFY0tMUcWcfCZQhzxwZifcvJX12sLfS9gjJhHaNQjFOF2bq1vYAvfzyyDf7S45gRWcQiXlcFFB/H7IK/yMsAFlnMQkbWshAEIZXuDjfWsrWKhSAEUucQD6QqEGMb+FXvxCO9U5j9jpMKKGoRlxzvXLrBt0+EqQLaXVpR7lhJ11xaFRskkbLrelA4uxQhKNKnHN+u+HqeXYqpKf5DdWw5CggjaQTQWLk6CtoTRCeKnmsbelnCuMZVFKntLEcyAm3WidC6yPXDgHWXx0Ta2zdIRM/nfqYvxJ/b4w/6Il7mXbcL2CpYToiz8N3a1t1s3dNePSe88WWXOCQZfS1MmdkvAivKMBHwBBEQRKDMg5UW5ciFbSxiqVwkdmQ9x93ZaW1MIAhhHazo3inMXaHUsKdS1Lre1lBMnKo8dnFLubr9xLctljBEn3PNZ5eq6d4YBsbF7AlstMK9u2FStryIcCdnjIqJnbXMpdABWU5I43VdoBgBQgltPQvEk5QEMMOk7Pl7DwIiLshpbV5BIqSEweEEGJ5QiqTF7Lmt7XWmubA9sbXrk/fVX++7uG10NsXc2QT/XxUFecF7xdvMgiluXT5+bTkn+5frRe8XZv+/YD+bd/LLi1B1/7JI/4KXPkaF+/R+uLa8rFXcRcp9YZP44/2K1gG5L7P/9FmvVJsBJxVhaon7vRlxlkY0STiL1eanJhtUZX+srh9Wj0eOCTFME+VZt1a8XUCYs5hh3NZGbBX0eiPOwrrElT5H99mcJ4DIdZ34qdqfYUH2L9fuiHgb5NqlwikbnTB7Ypp0ZbshUYngLbed78o20daUiR5IouAvz31trGQb8CUEIAKlrWYgFvAlPZd1IMnlWsgY93ZGRG5u23YVuLZRn37n3ivMdWqUY4lCKvSYN1zAVuwpkmJF5W5btf0q9YiSDkwkpA0ec7NKCfte80MyTGRh2bHDTqhMmde3bC1bkp5FCrjU1UIagfGNcD9iWyCaO5n0Pn0BiAWQkdff7PZnrFjbb20SmOiy6AcSc1+nuJmSFnNMiL1rBCLL2Bfogj7ihCUdCa9XZs7F708usLBtmb1vfgS2EWibSERI024Jirmwk6KcjMQGfJd2MraF6joCpPcKcz1JNPx+QoBqtqsLZa1vir/7q+r0RUs+UZYT92LR2pVY1jzlI1N3hIudjrl43bswkdASJrGHsVStiJmoaBdpbaxjF1VNMDmt9TLBCLn31RbK++z6qM1JKHLCKVS0jpI/fZN0pPS1Rg1KzGuXGokdXU98LLFXL2ElFwq3V2aGNfmibMtcoJeI3u1wKCvKTpiNKPuubCmVDvLygr5k4pXsW04L+qpXEFh1UVKGW2+9FSNGjEBLSwvGjRuHZ599tmjd+++/H0cffTR22mkn9OvXD5MmTcITTzwRq7NgwQIdZZh4bdmypfqTi2WqkcXXpVAsYKvAhVwrRMqyKFLuPlN6ecG+k36qOomu59op9QUutm0p0oS4WuGV7M7uUTRy26IDh5CwzMxLeCJhx9FaoZFUONY20ONsKWM+Z7z1Gf1S9pW170LPWZwRUbn3Ct1L6LpZgbDJvMyyygJhk6nXJCp4wXuVrqO8d5Wor5pEfL1/7uY6KQOQKyOoLCXWE8iUUYbcC0H0EhkyrmvtvpaSIAOFICAEgdIvqfPvB9K+FLKuTCEjFAKhkPGisv1lO3bZX641VQvz4sWLMWvWLFxyySVYs2YNDjnkEBx33HFYt25dav2VK1fi6KOPxrJly/Dyyy/jiCOOwEknnYQ1a9bE6vXr1w9tbW2xV0tLS9euqhxdiGKqtSin5dCOUe3xPJGr1T6Lzi5VZn1XqWR2qSRsIfceekTbIvzZhxA9SCcfrK0FZy1iF5QUvQrG9RZYhgnL068jbS5qz9L0+3KLvkSXXsrO/CRt1q7EcVOOU1iW8hLRPqwVHD3c+OvJu1/Renc/7TbefdZOTCp4SVFoJQOFhoIvxO6z6y5rsOFS119/PWbMmIGzzz4bAHDDDTfgiSeewLx58zB37tyC+jfccEPs83/8x3/gwQcfxMMPP4yxY8e6ciEEBg8eXO3ppFOt8BZ7PCn12FLWYkX0o6xmu1oigJITWFh3V4lzEqi+X3lrSAptANOfXHa8cvFzlJCcprMH0Ohtix066FJv2r5gGwgGaNezjZQ27mNh3NGw6TMJetiA0mVE+hxjkD1OtE/nljZiJQgu4lpn2dQHEoSY29p3eRf8lIv9bLzTSR0m5bdvnqfR72+O9SUDqZHYcVc2xYK/Ire3158c+MId9SsLk9lLBJHLWgYmeEtqaxkwgmqGRtlxytZSlibgKyiwjuMBYP5kPEGd+pqraq86Ozvx8ssvY8qUKbHyKVOm4Pnnn69oH0opbN68GTvuuGOs/KOPPsLw4cOxyy674MQTTyx46k3S0dGB9vb22KsoKcpTdDap5OcyQprcTzFrldK+6JWSdG/75WnvxepVerhilnKib8WnvFs6+pLHy+3TaI2HS7ELu0fRE9oWYWchiuVctskr4FltiKKErcs68F3YSbe2Kc9Q5NYOopcK4u5e/z3uzhYFL+3W9tzdSTdyU5FXFjEXtXNNZyPXdOw9G22X3I/vatduaH8duRdlvet2ZeaVIVBWFbiutfs64bqWyrivo5c00daZQAd7ZYLQiWogtdvairJzWxt3tl3nz5Bn1+uo7NpT1T43bNiAMAwxaNCgWPmgQYOwfv36ivZx3XXX4eOPP8Ypp5ziykaPHo0FCxbgoYcewsKFC9HS0oKDDjoIr7/+etH9zJ07F62tre616667VnYRsT5opIp2t1PpKaQIcHfZslszhjkN31VdrzR3bCX3HHpM2+IHT/oua8D7fXqfU93c8fmXY94111ftl0XbO7dvwhUeK/OCqPQ20RSMqa7uAje5b/FG7uyky9q3bEu5rZPXE7mw/X543ZY5d3bSIvcDvJw7m7wpHBEFd0nfdY1U9zUQj4UpCFBFoas6OdSz4aKyk24XIip0xaSwcOFCXH755XjwwQex8847u/KJEydi4sSJ7vNBBx2E/fffHzfffDNuuumm1H3NmTMHs2fPdp/b29vjPyAb+GUVpVYCLIosF6vjf67E/V3qc63wv1Du9lDqe8GmZQO6khNPVP/lLR+1Hc8G5n4o5umVBbnn0shti7WUpdAzO8WEghKubRN5Tda9DOi0nC4dpik0rmgnrgSd1csmCbGpNZXZHqYpCyI3tSAgmU0s5raOvYuoThFS0/umubDtpUpv2daLPRjYd4q7uq0YB9F9dBm8bGpN259s77MZFiWkyeYFaEtZ6AsOAi+1ZhAfp2zTbdr+4VT3tSBkROgsbCvQWalnBYn1Odcx+KsqYR44cCCCICh4gn3vvfcKnnSTLF68GDNmzMB9992Ho446qmRdKSUOOOCAkk+1zc3NaG5uLn3CtbaGi7m37ZNglYerxL2dLK8kGUnJ8lLPKV14AkwOtk+tU6XbO9pfIj0nB3r1WnpC22L7K3XXMAFKAtIMQ5IUy4ntvqrKWKkwDxhks3OJyEK2fcUmP3bUh0x6GkeKRNofVhWNUTbnZ7u5/X7tpGAbyv2SiokzlVr2RdsL1EoT49h6v185ML3xdlyyC/SKBNnODBUlDdEpNu0wKGlEOCNNv7KJvBYikUDECK91XwNARoRuOemyBoCMDJ2l7Pc/15qqjIumpiaMGzcOy5cvj5UvX74ckydPLrrdwoULceaZZ+Kee+7BCSecUPY4RIS1a9diyJAh1ZyeplSe7PLZM1LrdVvij1oer5vP2afSWVjqlfGL6Xn0hLYlNp+DcZH642OtOzUWKWzqOOsv4ZqNXMhe/3SBGxeRwCWioZNu5VSXtK2bNodx2itI2SZlW+cWj+WytssUc1W7chGt94eURZ8pclsn3qOJKMxkFEAixSY5UQ6s1WxE2VnHMp7NK+baRpqbW3lCXN4IqRVVu7Jnz56N6dOnY/z48Zg0aRJuv/12rFu3DjNnzgSg3UDvvPMO7r77bgD6h3P66afjxhtvxMSJE90TcZ8+fdDa2goAuOKKKzBx4kTsscceaG9vx0033YS1a9filltu6dJFlXV9lQr8ilmx3ocqO1mLpfJMyz0bP5dEvaL7T99OLxe6qtOOVc4tXcytnRxeUGw/1bp44vMqq9Tyaq1onryi59DobYuUegIEa88oANLOb2xncRKk2xMSICXgbFMFADZjGCBMGk9Y97YEyE5aQdqiBrQFbjzlEIpiVrB2WYvIOraubt9a9t9R3ilWiRvblkX5qe0NQnzZ1vNc0b5bO/mQUiDGJtJdGPc0BJzw2tSaALTLWkRWshZblLSS3bKw45S1qzrpvvYtZQDIeq5rKXSXWrJNqgVVC/O0adOwceNGXHnllWhra8Pee++NZcuWYfjw4QCAtra22LjDX/ziF8jn8zjvvPNw3nnnufIzzjgDCxYsAAB8+OGHOOecc7B+/Xq0trZi7NixWLlyJQ488MCtvLz64fpVStXxv8jbgJJDpXxK1OvOoVL6eOnTOpb78pd6gg2E4CjtHkCjty1+MJH+DDd0CkorTtSNa6aC1H7sSGwIxv2tl4XpjyazHKXkjNa74U4BYqKsxZhcdWdgeO5r9zltOUGqKHvLzvUOFLqugZgYx4Q71t9MUV1fkP0+ZCAW2OWi3wFvukZvdiiT81oaC9lawXb6xmJWcvEhUXH3dVr6TSfKdXJlCyKq/V63Ae3t7WhtbcWRA2cgm20BgkB/UQOpA8GEAGWiMpLSuGskKGPWBzZyUYAydpILm3DdRidCl9l5Q2U0a4qd1gyI5hv1oyD1vhDbLrk+Ni2a/XLHtqf4NrBuIoq7iYTfT4OCJ1Gb3N1+8f1csm7MX6AKXEJCELJ2/J8ZRmCfPjPmabIpCN1TaNZ86Ztl3v0AmmUeARSyMkSzyAMAWmQOWRFCCoWsCNEk8pBQaJE5BCBkRR5NIoSEQpMIkRV5BCC0iLx+uoVCk1CQALICaDGNVIsIkBUB2jcrDB71NjZt2oR+/frV/fvI9B5s27Lnwu9D9GkBkRZLpaSep8JYx0RamMmNLRY6AIwQBXmRiKxkILJy3frEshVZEt6yp5vJen45Es/clfaReRslreRYmfCE2Lxb4S0mxrpNo6gT1S6bd+HqesPSRNxKdtHVntvaH5vshNkTaCu6aUFeSVG2gV4ZzzrOesM6fVEGgNzHnbj54Adr2rb0/lzZpgPC5nN1Lmmp15WfV7l6S6tWAVuU+CEUuMFLbLu1FHr7Sz+/lcqe4y/bYVL1mF3K/tYD985WMlM7AqlgpxbUE0EoJ9IkCEoJ46L2XMuCjFmNyBqWgJt5SkC7vd1MVfAmrzAiD+hAMN9adm5qkeq6FtGiJ9gV2GCe0Z0si7dB5FnFZhsrsEBchH1xj+W11u9+TmthyxC3jouJsf6/aMEF4IyGWPCX8MVYxS3khCvbGhJ6X/FI7KQg28+qEVzZPYZ6uS693XZFtEvRXUFmySAWvVCZ46S7Xdvp56A4QpvZJkhBCEkYoRCwEkakJ6VwU1ZYMYZ2cOvMXUILu/JkU+gyG70NaAtT2MbACLaeNgMxgRdGdUlExxPk1amWIg/8STF2ZUmDQVLsGmKCbLf1xx1b69gTZddNYKKrAcQEOT7BBNwQKGnEPDb5hOeKdpHWKaKcdFX73Wm+KHcnvVeYgZqLc2TBisLytMkvimyfSrF1VV5C2TzZJYS4gumpU7ZJ/0L7JMvL5cF20zkmrW+k9z/Hg8bKnDDDdJHABn8pmyMhspiBSAyV0h8ECSjfZW0sbWGs6GjcM7RgWcFWJkgMiPcpexYxnJUsnEBHZdE5V6MnpQK/3HrfIjbrKVlmr8fWdyJOTowjKzlyVduuNMD2IdvlqEstGdjlu6zTgrsAlLWSA2NJA3BR2ElBTrOU7XI9RLv3CXOp6OlK3Nb+XKOV7HNrSNlt2YCxNHd2Wp1uEKii7uuUp9DU7UtYvcWCvap1e3OWbKZWWFGwgmzTXZOxniORNlHbCpBGTa395gTWurKlJ9J2/LMpMxvCjll2eP3Jzo2NqMz/WVVsORfrHvOFN7UrLS68MRH2ytxwMum1GcKOPY4E2BdqX4wL5kxGPKjLCmuyD9keKynSgN9vnJ5AJOttnybQti2qx7DP3ifMlVCDfuOtP4fa7rei/VT5ZFdsl/Vy63Qlg04juNaZTwcuohcCyrpJASgT9CWMHzk2+5T9FVkrWURzOQvr+BakE47YzmEyvmgy2wt4n70yAC5211jfgqJ1Lhq8EmKWMcXLk/vwXNppggwA8bmQ4URawLqt/Vm6ovSZrt840YdsRdk+7CdFuWA+ZSTGJDu3duG45MJMXr4X0PPG1aEvuRi9U5ir98cWFKXOyxzbptw+Ee9/8d5r3Tdd9JwqtL5LVhHRDyhZXksit3ThOOWgktmlEufjB37x7FJMLdBZpbS1LGxktnFZS+O29q1nIWyQGKBMGRAFdOkobnLBX/YrTCRgI7Ej4RWeReybxJ5lDZj9dfECU13ZCRE2ZSKxPibAQFx0E33FQDygy+8bDuzYZE947fpkhLUvxtZitu7pZJkTY284VLUua8CbdAfR59BY1rWkdwpzAkpzRVea3avKfuO6BHCJIvst0V8cr1elpVzkGkqJcblMODpgq/jsUgzT6FiBUNAPgno4lAQEOYEmEs697fc/a0yZ3dZsY/uebdUCdzcQibEV9xS3depPsNjPslR7Yk8CkaXrr7ci7K8Xrjzazh/3XbAMuEhqf+xxmhj7Ahw4sS0yNaNnLcfFN24xJ+dZTuszTnNb++1cPduu3i/MQqS/2+UGMKUqFnPzJSmaCKCGFMv2VY5K6/lf6nokgdf77YaOduZTgy8YgO5fDqSCIlHg3rbrrQhLO0GFICglYedzjgQ2EnayFilpp3dchE0Amd+xnGhAqonIFilirJft+qQowwmxW1+BGNv75wTSjDsuJciB1y9sj5XWV2xF2q+r8yH4YhufR9kf/mTr2He/rJQgu33VYYRI7xXmOjXKMTd09O0sLZZJV1Axim1XS+wPKWFtx6IjS21e5eG6Irpl3dZQ8IdMRW4l3Shyli+mHticyzbSWmsnIQAQKqmDwShyWSsy7mrr5jb7kTJycUcR3SJWllwfWcoCiGK2I7rqqvN+77EmzAlyvH0oXCb47uukaxqAc09XahUXZOcqYRkDpV3VUVnpgC5bBqS7qy1pAs3BX9VS62jqMgK7NW7srrrSC+sXEdYq3dm1JC2dXUXbJfub2e3NbEOcgHhlTqSdCET5QawVLYTn5jau66j/2f7A42V2f8mhWHZBAPFGQ0RiXwkFD+C+QBf0E0efi5UlxdgfZyy9Mj/wqlpBBhCb+ckf7uQLcrwskde6iGWstykvyMk2qF5jnHudMJecwKKcUHsWsE+9En8U6zeuaLxztdZ3nYi5p2I/OlXWxcNCy/Qk7LAbZQRWmjLl/WBJRMlBbJCYXtaBYhKedextS/CsYX9/fkAYkstUldvap1RmvzTxte92M19sfRG263xBDlLKfYs3kJFA+q7oYtax3Wc567geYlyvbrckvU6YAQCydMdxaoKQ1OVEf3QVFBNXu8/U9Jo+VVvKFWxb8GMsvcvoC53crj59K76FHHg/HH9MczLjl/1cLBMYu7WZWmFHB0gIKGHd1SLFhR1ZxvZbmVwPIOby9j/7IhwTfe9cqrGOkySt5aTY+nVEog1IE19/e1+wk6KaZg3r7eIiDKRHTwOFwuxvD1QWVd0VES7WvkiOym4sKhnyVDZZSL2p8Nil+pVrPSyqHMXcQluTglNCB+cwzNYQG98KgoKIWczWFe3Xs+tsNLfe1qxzn41AewJmhTdpYiRd50D50VFp3/zk76yYEMfLKL7s7asaQdbXFe8zdvspagWXt4yT51IqqrqkpVyQqTDZFVd/q/nTIcxpIposKzAL9VvZB9MKA7a2KpJaIL2POGl118j6LibGsYZJVPdlTf4wk9vVOvc1R2QztUYIOFc2AOemlibhh7IC61nRAVBgKfvua0vMMi5iMSfXVX/+xWM9ROK3LVLqJYXZvicFGIj3BfsCWhg9vXUinFbWVRGuRIDT2ql65O3v/cJcYriUTcFZawqs6UrFvYzIp7m/69X/XeDuqtByTgpvsbScsejGGn2xZeKdZ5diaklG6KlNfTe2/x4TasDVs3V8sQaKC3CBGNfo/NPENrmcJrwAYuJry9PEuZgVHG2TDM4qLPP3A9TOPV3MCChnIZeqq+8JR2VXTjfkt66XKNYdUbiYdGUVox4RiNUSgNwLKC7+DFNL/NSNvhvbfwc8F7X/tRR2H5Hr22/OY/M/CCoQZ59S6/x9lCtLWsmx9xQhTr77IurKirilgaTwVi7I/mf/HHxLuBKr2BfcSsS4uwK90ui9wgxUbw0XT3ll3vUbJTp+XF9ymcMV/J4qcG9XnVnMueAptTwZaRmr0oUHjVLubVeeDNgq5/ZG/AnXbVeB7RCUrcEwXSMjFQITfOTEUQCKpPt9KZS3gou5rd36Gnl6kr+7NCH2l5N96LosfRalpCVs6yZd0unlxa1hW2Y/l3JLVyO+pUTZP2ZXqEcO7d4nzKXUpRLl2cbZwCq1whvJRkzrNw5EYX9ywXZduIpqn2I5SzZTK5IWYRTYFUbLMEJt6yAK/gIQs6zt5yRBkfJKzq9cWcHnFAFOfU8RYaC0FWy3qyRIy62vsH84KcSVinCaiG6tF7AeXsTeJ8xABeOAkp+LWcrRYs3d1mUCtqo+XjHr2//SFFjspb9Q5YLAaj+Rhd/v7A+dKi7G9UiHxzBp+FZgyXoJoQbiYm2x7vA0uuqu9s81Xte3LstYzhWKsF0XFGynUkXXf09GTNdDiP02pNS96orFG9b5gb93CnMXKBzbXOaHUS5q27i2CwK26jiEqsvZw0r2PXn9z16dWj8lFptdyrm1y/x4kj8TP/ArEBJBT40HYBoGKaIEGEDC5Zziynb1SABFvr9dsYztuVRSLlFMhOOWrV83TZDj6+PZroq5o6sdquSn2Y0dP1WM00U3TWTrkcgogEJoHrbYlb0tqDKIrG5TOqYeK/6+LSkn1PaHmjatI8P0BLQgqXTr11nI8e9zKavY30cpga7ISi+wkEu4c8tYxsk6adZ2d4lxvKy8GBcT4XIP9uVQKRZyICJxrjW9XphJmiFRLuOW9y5Rl+FSRYc5FTvHMu5sEognKynmqq4hyVOq1EIuaCCKZuSqfZq7ZOAX9y8ztUQHHBECL9NT6PqZ07dRlTbc5XrfivxG0kYklLOS/e1kigAmH6DLDVXy95P2Oc3tXMwaTjtuKeFNCm7dRmhQ4f1XkBXNFd8Veq8w12t2Kf935gmlE8+S51Rm391h+QqTJCARne1P2VaKrriwqxXecj8u+5Qd/XC9p2chePwyUxfsOGYgntGrJFvZaBd3WZcWpGRQV3JfSYH1l5PzppcalhRb71m/xcS4GuGNpeJNXF96ENfWC2TRBymRUk6VdbN1hS6ZFLfeeitGjBiBlpYWjBs3Ds8++2zJ+s888wzGjRuHlpYW7L777rjtttsK6ixZsgRjxoxBc3MzxowZg6VLl3bl1OLUWJwpMWyqpnS1f7he+6kjlQZsbYtUeMy2pae0LTaquNxra7a1Uc7JV9ZMc+i/JKJXRoRe/WhfAbQwZkUYK8+KEFkRxtZZSzArQkjoOjZIywp0IBSyMq/PSYTmYTmakjUw2+n1+di4ZHu8AMrty+bFt6/YNdq65pV2Xyx+noNSr/T/TeH+9D5V6sNAvajaYl68eDFmzZqFW2+9FQcddBB+8Ytf4LjjjsOrr76KYcOGFdR/6623cPzxx+Ob3/wmfvWrX+F3v/sdvv3tb2OnnXbCl770JQDAqlWrMG3aNPz4xz/GF77wBSxduhSnnHIKnnvuOUyYMKG6EyzVJ5yS/cuHBABZepKLmlLMyi4VIFYmmhswY5hT91v7KOq08YzJKdeKUTLaupjrrsofB+fI7jk0etuSlSGysvYTFgDFH1aTv4Ok2Bfrd02zRpPuZ/+41UZDFwvIKmUFF7OA4+eYHm2dPO80ylmuyX5iv+srta84cTxFMt7+GCu6Hu5zQVTdxGETJkzA/vvvj3nz5rmyPffcEyeffDLmzp1bUP+iiy7CQw89hNdee82VzZw5E6+88gpWrVoFAJg2bRra29vx2GOPuTrHHnss+vfvj4ULF1Z0Xu3t7WhtbcVRQ89FJtMHCCQgBCiQgJQm0W2gRTcQICm1v0BKqIy+wRSYdUKApNBuaymgAqFFVApQgGhZGhd2IPS7tH3agLL1BLxtzDFg1tvtZWLZ7ctf1mJL/n4lAEFmv+ZGBOTq6klSzXJA2o0t9QsCkNK6tQlBYGaLkQQpdWxpJgghBdwE8QI6yUI20I1TVobISP0UnfGWm4O8K8vap3yh1wdQaJZ59zQePVGHaBE5AECLzJknbEKL7NRP4lBokTn3VN9kGoEW86SeFUAW2pWdhUBWSEhINIsMAiHRvlmh/2ffxKZNm9CvX7+KvlNM99LobcuMFaegqW+2S9dWSS75JAUjFIoMcyoaFFVEbNPKygmwLUtzgduypACniW81wpsmtLXoz00T4bTgLr9eGEsc45dLfPJRHufu/3JN25aqLObOzk68/PLLuPjii2PlU6ZMwfPPP5+6zapVqzBlypRY2THHHIP58+cjl8shm81i1apVuOCCCwrq3HDDDUXPpaOjAx0dHe7zpk2bAAB51QkoqZ9mhADBKJwQgDDCDAEiaSZBFe6fQqajuECYlSfMCoXCbNeLKoQ5KcbFhBl2fRlhdgmiKxBma1F7wgwjzHpfWoRFEJqgM+XKIBWEEWYhQ5DU1jHJEGSEWUgtzEqGIOOOUyJEaIQZxv0VihChEe68CEEib643jxy04Cqp3wWU2z4rFDqNMOeN2yyTEOaMie1rFgqBANo/UuZ/zFHgjUhPaFs6P85Vc0kxqhVmCYV8iTrlhDkQ0fap/c0FwhyP10gTZrEVwuzOodQUrkX6l4vV6SphShugUjwWfr2YMHt1FRQ++Ui3h7VsW6oS5g0bNiAMQwwaNChWPmjQIKxfvz51m/Xr16fWz+fz2LBhA4YMGVK0TrF9AsDcuXNxxRVXFJSvWH9XpZfDfArZuHEjWltbt/VpMAl6QtvyXyfUIO6F6bXUsm3pUlS2SPbBEhWUlaufLK92n3PmzMHs2bPd5w8//BDDhw/HunXruOGFdr/tuuuuePvtt9l1C231DBs2DDvuuOO2PhWmBNy2ND7ctsSpR9tSlTAPHDgQQRAUPG2+9957BU+llsGDB6fWz2QyGDBgQMk6xfYJAM3NzWhubi4ob21t5S+LR79+/fh+eEjJY5sbEW5beh7ctsSpZdtS1Z6ampowbtw4LF++PFa+fPlyTJ48OXWbSZMmFdR/8sknMX78eGSz2ZJ1iu2TYZjeBbctDONBVbJo0SLKZrM0f/58evXVV2nWrFm0/fbb01//+lciIrr44otp+vTprv6bb75J2223HV1wwQX06quv0vz58ymbzdJvfvMbV+d3v/sdBUFAV111Fb322mt01VVXUSaToRdeeKHi89q0aRMBoE2bNlV7Sb0Svh9x+H40Pty29Az4fsSpx/2oWpiJiG655RYaPnw4NTU10f7770/PPPOMW3fGGWfQYYcdFqu/YsUKGjt2LDU1NdFuu+1G8+bNK9jnfffdR6NGjaJsNkujR4+mJUuWVHVOW7Zsocsuu4y2bNnSlUvqdfD9iMP3o2fAbUvjw/cjTj3uR9XjmBmGYRiGqR8cCcMwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPRo4S5HlPC9WSquR8rVqyAEKLg9ac//akbz7g+rFy5EieddBKGDh0KIQQeeOCBstv09u8GUx3ctsThtkWzzdqWmsV31xk7xvGOO+6gV199lc4//3zafvvt6W9/+1tqfTvG8fzzz6dXX32V7rjjjoIxjj2Zau/H008/TQDoz3/+M7W1tblXPp/v5jOvPcuWLaNLLrmElixZQgBo6dKlJev39u8GUx3ctsThtiViW7UtPUaYDzzwQJo5c2asbPTo0XTxxRen1v/+979Po0ePjpWde+65NHHixLqdY3dS7f2wP54PPvigG85u21HJj6e3fzeY6uC2JQ63Lel0Z9vSI1zZdkq45BRvXZkS7qWXXkIu1/Xp2xqBrtwPy9ixYzFkyBAceeSRePrpp+t5mg1Lb/5uMNXBbUscblu2jlp9N3qEMNdjSrieTFfux5AhQ3D77bdjyZIluP/++zFq1CgceeSRWLlyZXecckPRm78bTHVw2xKH25ato1bfjS5N+7itqMeUcD2Zau7HqFGjMGrUKPd50qRJePvtt3Httdfi0EMPret5NiK9/bvBVAe3LXG4bek6tfhu9AiLuV5TwvVUunI/0pg4cSJef/31Wp9ew9ObvxtMdXDbEofblq2jVt+NHiHM9ZoSrqfSlfuRxpo1azBkyJBan17D05u/G0x1cNsSh9uWraNm342qQsW2IfWYEq4nU+39+NnPfkZLly6lv/zlL/SHP/yBLr74YgJQ9Uw7jcjmzZtpzZo1tGbNGgJA119/Pa1Zs8YN7/i0fTeY6uC2JQ63LRHbqm3pMcJMVJ8p4Xoy1dyPq6++mkaOHEktLS3Uv39/Ovjgg+nRRx/dBmdde+xwjeTrjDPOIKJP53eDqQ5uW+Jw26LZVm0LT/vIMAzDMA1Ej+hjZhiGYZhPCyzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDMMwDNNAsDAzDMMwTAPBwswwDMMwDQQLM8MwDMM0ECzMDcyLL76IL3zhCxg2bBiam5sxaNAgTJo0CRdeeGGsnlIKv/rVr3DMMcdg5513RjabxQ477ICJEyfi2muvxYYNG2L1d9ttNwghIISAlBKtra3Yc889cfrpp+PJJ5/szktkmIbm97//PWbMmIGRI0eiT58+6NOnD/bYYw+ce+65eOmll7b16VXEihUrIITAihUruv3Yl19+uWtrhBBoamrCiBEjcP755+PDDz/s9vPpKWS29Qkw6Tz66KP4/Oc/j8MPPxzXXHMNhgwZgra2Nrz00ktYtGgRrrvuOgDAJ598gqlTp+Kpp57CtGnTcNNNN2Ho0KFob2/H888/j5/+9Kd48MEH8eyzz8b2f9BBB+Haa68FAHz00Uf485//jEWLFuGYY47Bl770JSxcuBDZbLbbr5thGoVf/OIX+M53voNRo0bh/PPPx1577QUhBF577TUsXLgQBxxwAN544w2MHDlyW59qSfbff3+sWrUKY8aM2Wbn8Pjjj6O1tRWbN2/GsmXLcOONN+J//ud/8Pzzz0MIsc3Oq2EhpiE59NBDaeTIkZTL5QrWhWHols855xwCQPfcc0/qfj7++GO6/fbbY2XDhw+nE044IbX+ZZddRgDo+9///lacPcP0bJ577jmSUtJJJ51EHR0dqXXuvfdeeuedd7r5zHoWtj355z//GSufPn06AaDnnnuu6LYff/xxvU+vYWFXdoOyceNGDBw4EJlMoVNDSv1va2trw5133okTTjgBX/va11L3s9122+Gb3/xmxce9/PLLsddee+HnP/85tmzZ0rWTZ5gezn/8x38gCAL84he/QFNTU2qdr3zlKxg6dKj7/NJLL+GrX/0qdtttN/Tp0we77bYbvva1r+Fvf/tbbDvr3k2yYMECCCHw17/+1ZX99re/xeGHH44BAwagT58+GDZsGL70pS/h//7v/1ydefPmYd9990Xfvn3xmc98BqNHj8YPfvADtz7NlV3pudpzevrpp/Gtb30LAwcOxIABA/DFL34R//jHPyq6l2lMnDgRANzxDj/8cOy9995YuXIlJk+ejO222w7f+MY3AADr1q3Daaedhp133hnNzc3Yc889cd1110EpFdtnR0cHrrzySuy5555oaWnBgAEDcMQRR+D55593dYgIt956K/bbbz/06dMH/fv3x5e//GW8+eabsX2tWbMGJ554ojvm0KFDccIJJ+Dvf/+7q3PfffdhwoQJaG1txXbbbYfdd9/dnfPWwsLcoEyaNAkvvvgivvvd7+LFF19ELpcrqPP0008jn8/j85//fE2PfdJJJ+H//u//ekwfGsPUkjAM8fTTT2P8+PEYMmRIxdv99a9/xahRo3DDDTfgiSeewNVXX422tjYccMABBXEele7vhBNOQFNTE+688048/vjjuOqqq7D99tujs7MTALBo0SJ8+9vfxmGHHYalS5figQcewAUXXICPP/64pud69tlnI5vN4p577sE111yDFStW4LTTTqv6mixvvPEGAGCnnXZyZW1tbTjttNNw6qmnYtmyZfj2t7+Nf/7zn5g8eTKefPJJ/PjHP8ZDDz2Eo446Ct/73vfwne98x22bz+dx3HHH4cc//jFOPPFELF26FAsWLMDkyZOxbt06V+/cc8/FrFmzcNRRR+GBBx7Arbfeij/+8Y+YPHky3n33XQDAxx9/jKOPPhrvvvsubrnlFixfvhw33HADhg0bhs2bNwMAVq1ahWnTpmH33XfHokWL8Oijj+LSSy9FPp/v8j2Jsa1NdiadDRs20MEHH0wACABls1maPHkyzZ07lzZv3kxERFdddRUBoMcff7xg+1wuF3v5lHJlExHNmzePANDixYtre1EM0wNYv349AaCvfvWrBevy+Xzsd6WUKrqffD5PH330EW2//fZ04403unLr3k1y1113EQB66623iIjoN7/5DQGgtWvXFj3Gd77zHdphhx1KXs/TTz9NAOjpp5+u+lztOX3729+O1b/mmmsIALW1tZU8tr3W9evXUy6Xow8++IB+9atfUZ8+fWjXXXelTz75hIiIDjvsMAJA//3f/x3b/uKLLyYA9OKLL8bKv/Wtb5EQgv785z8TEdHdd99NAOiOO+4oei6rVq0iAHTdddfFyt9++23q06eP67576aWXCAA98MADRfd17bXXEgD68MMPS15/V2GLuUEZMGAAnn32WaxevRpXXXUVpk6dir/85S+YM2cO9tlnn5JP4GvXrkU2m429qnliJ6JaXALD9DrGjRsX+13ZIExAB1FedNFF+Nd//VdkMhlkMhn07dsXH3/8MV577bWqj7XffvuhqakJ55xzDv7zP/+zwN0KAAceeCA+/PBDfO1rX8ODDz5Y8e+82nNNeuU+97nPAUCB67sYgwcPRjabRf/+/XHaaadh//33x+OPP46WlhZXp3///vi3f/u32Ha//e1vMWbMGBx44IGx8jPPPBNEhN/+9rcAgMceewwtLS0lXcmPPPIIhBA47bTTkM/n3Wvw4MHYd999nav/X//1X9G/f39cdNFFuO222/Dqq68W7OuAAw4AAJxyyim499578c4771R0HyqFhbnBGT9+PC666CLcd999+Mc//oELLrgAf/3rX3HNNddg2LBhAAp/HKNGjcLq1auxevXqqvqXLXZ/fv8Zw3xaGDhwIPr06ZMqOvfccw9Wr16Nhx56qGDdqaeeip///Oc4++yz8cQTT+B//ud/sHr1auy000745JNPqj6PkSNH4qmnnsLOO++M8847DyNHjsTIkSNx4403ujrTp0/HnXfeib/97W/40pe+hJ133hkTJkzA8uXLS+672nMdMGBA7HNzczMAVHxdTz31FFavXo21a9diw4YNeO655wqixNO6DTZu3JhabtumjRs3AgD++c9/YujQoS7+Jo13330XRIRBgwYVGC4vvPCCe6hpbW3FM888g/322w8/+MEPsNdee2Ho0KG47LLLXJfioYceigceeAD5fB6nn346dtllF+y9995YuHBhRfejHDxcqgeRzWZx2WWX4Wc/+xn+8Ic/4IILLkAmk8FDDz2Ec845x9Xr06cPxo8fD0A/JVYDEeHhhx/G9ttv7/bBMJ8mgiDAv/3bv+HJJ59EW1tbTBismPgBWgCwadMmPPLII7jssstw8cUXu/KOjg68//77sbrWSuzo6HACByDV2j3kkENwyCGHIAxDvPTSS7j55psxa9YsDBo0CF/96lcBAGeddRbOOussfPzxx1i5ciUuu+wynHjiifjLX/6C4cOHF+yzmnOtFfvuuy8GDhxYsk5aQNyAAQPQ1tZWUG4Dz+w+d9ppJzz33HNQShUV54EDB0IIgWeffTZ23y1+2T777INFixaBiPD73/8eCxYswJVXXok+ffq4ezZ16lRMnToVHR0deOGFFzB37lyceuqp2G233TBp0qSS11oOtpgblLQvIwDnZho6dCiGDBmCb3zjG3j00UexaNGimhz3iiuuwKuvvorzzz8/5mZimE8Tc+bMQRiGmDlzZmrgZRIhBIiooMH/5S9/iTAMY2W77bYbAJ28xOfhhx8uuv8gCDBhwgTccsstAID//d//Laiz/fbb47jjjsMll1yCzs5O/PGPf9zqc93WHHnkkXj11VcLrvfuu++GEAJHHHEEAOC4447D/9/evwfZdlXn4eg35tq7+8jCOryMEEYIQYjEw9cWwuhloBwZYSAUuPyLFDslMCVM5LgSQJUbo+BHwFWRKdtYYCMwjhyFn29A5QgZxUCBfAMIjEwCVyLXF+PgMrEwdVQUxOjw8Dm995rj/jEec8y51u7HOd1Sn2aNqt177fXaa69ec3xjfOMxjx07hltuuWXluf7xP/7HYGZ85StfwbOe9azB6wd+4AcGxxARfvAHfxC/9Vu/hYc//OGj9319fR3Pe97z8OY3vxmAZHSfrEwe8z6VF7zgBXj84x+Pl7zkJTj//PORc8a9996L3/zN38TDHvYwvOY1rwEA3HjjjfjSl76Ef/bP/hnuuOMOvPSlL8XjHvc4fOc738EXvvAFvPe978WhQ4cGzUK+8Y1v4M/+7M8ASBaiNRj5xCc+gSuvvBJvfOMbH/TfPMkk+0Uuu+wyvP3tb8e//Jf/Es985jPx6le/Gk9/+tORUsKRI0dw2223AQDOOOMMf3/uc5+LX//1X8ejH/1oPPGJT8THP/5x3HzzzXj4wx9enftFL3oRHvnIR+Kaa67Bm970JsxmM9xyyy348pe/XO33zne+E//tv/03vPjFL8YTnvAEHDt2DL//+78PAPixH/sxAMDP/uzP4rTTTsNll12Gs846C/fffz9uuOEGHD582OOgrezkWh9qed3rXod3v/vdePGLX4w3velNOOecc/CBD3wAN910E37u534O//Af/kMAwE/91E/hP/7H/4hrr70Wf/mXf4kf/dEfRc4Zn/70p/HUpz4V//Sf/lNcdtllePWrX41XvvKV+MxnPoPnPve5OP3003HkyBF88pOfxA/8wA/g537u5/DHf/zHuOmmm/Cyl70MT3rSk8DMeN/73odvfOMbeP7znw8A+OVf/mX87d/+LS6//HI8/vGPxze+8Q289a1vxXw+x/Oe97yT/+F7klI2yUnLrbfeyj/90z/NT3nKU/hhD3sYz+dzfsITnsBXX301f/7zn6/27fue3/3ud/Pzn/98fvSjH82z2YwPHz7Mz372s/mXfumX+G//9m+r/c855xzP9iYiftjDHsbnnXceX3311fzhD3/4wfyZk0yyr+Xee+/lV77ylXzuuefy+vo6Hzp0iP/BP/gH/PKXv3yQQfy3f/u3/JM/+ZP8iEc8gr/3e7+Xf/zHf5z//M//nM855xx+xSteUe373//7f+dLL72UTz/9dP7+7/9+/pVf+RX+D//hP1RZ2XfffTf/xE/8BJ9zzjm8vr7Oj3rUo/h5z3se33HHHX6e//Sf/hP/6I/+KJ955pm8trbGj3vc4/jKK6/k//k//6fvM5aVvd1rtazs//E//kd1/dvJ9GZe3WCklec973n89Kc/fXTb3/zN3/BP//RP86Me9Siez+d83nnn8a//+q9XjZaYmf/+7/+ef/mXf5mf8pSn8NraGj/qUY/if/SP/hF/6lOfqvb7/d//fb7ooov49NNP59NOO42f/OQn88tf/nL+zGc+w8zMX/jCF/infuqn+MlPfjKfdtpprktvueUWP8cf//Ef8wtf+EL+/u//fl5bW+PHPOYx/KIXvYg/8YlPbPo7tyvEPKXgTjLJJJNMMsl+kSnGPMkkk0wyyST7SCZgnmSSSSaZZJJ9JBMwTzLJJJNMMsk+kh0D81133YWXvOQleNzjHgciwh/90R9teczHP/5xXHjhhTh06BCe9KQn4Z3vfOdgn9tuuw1Pe9rTsL6+jqc97Wm4/fbbd3ppk0wyySksk26ZZBKRHQPzt7/9bfzgD/4gfud3fmdb+3/pS1/Ci170IjznOc/BPffcg3/7b/8t/tW/+ldebgCUhuBXX301Pve5z+Hqq6/GlVdeiU9/+tM7vbxJJpnkFJVJt0wyichJZWUTEW6//Xa87GUvW7nPL/zCL+COO+6o+q9ee+21+NznPoe7774bAHDVVVfh6NGj+NCHPuT7/PiP/zge8YhH7FqLs0kmmeTUkUm3TPLdLHveYOTuu+/GFVdcUa17wQtegJtvvhmLxQLz+Rx33303Xve61w32ufHGG1ee9/jx4zh+/Lh/zjnj//yf/4NHPepRo63dJvnuFmbGN7/5zS376U5y6sikWybZD7IXumXPgfn+++/HmWeeWa0788wzsVwu8bWvfc271Yztc//996887w033DB1p5pkx/LlL38Zj3/84x/qy5hkF2TSLZPsJ9lN3fKgtORsrUxjz+P6sX02s06vv/56XHfddf75gQcewBOe8ATc/qmzcehhHQCg1xB6ZkIPQq+zXDISNlj2yWF5iQ49y3cueIYeCZkJS56hB2HBnZyLE5bcIes5bf2SOyxzp8cTlln2Wer2DMIyJ983M4EZ6HNCBsk+TGAOywBY1wHw35DZ7hNV71sJEVfLicIyGET6ApCIkfTzLGXf3iVZP6Ne1hNjRhkz6pHAWO+WSABmqZd1xDiUFr79UFoi6f5z6tEhy3b06MA4lDbQgUHIOJSW6JAxpx5zyHfNkbFGGQRgTkAHoCPCHAQiQgfCnOT/kJCQQPjmtzLOvfA+fO/3fu+27tMkp4Y8mLrlb/4/T8T66T2+lTeQAXwrM45xhwUnfIfnOMYzLHmGb+d1LNDhuC4zJxzjGY7nGZbc4VieY5lFhxzPHTKLDjJ9sdF3rh+WfXK90avucB0BQp/J9YPprpwTmKEv0TEAwFl/c9Anrg1cjzQ3Y6tAZ3Mb/baqnvGPpneIZR97B5AS+7EpZT+u0+UuseunlLLrpi7oHlJd1SV2nWM6a5Z6zEx3pB4zkuU10y2mpyDbRScx1tJCdc8Sc8pIyFijHodIeqev0wJz6vHtb2X8X5furm7Zc2B+7GMfO7BOv/rVr2I2m/lUYqv2aS3dKOvr66MzhJz+sIRD35sCKCf0KKCWIZ9ntswJM5DuJyALAMQzBfQE4g4dy3vPCR0IxB0WuQMjocsJQMKMCWAB95Q7ECd0APo8AzHJK3cgEDomcE4yIFjebR9mkivOCQQFXSYBYx1ApAN0TFqQjmDMaAZLGDDwAVNevl/KADE6yj5gKGUQ9QrWvQJ4D6I5iDISZczTQgG+wzwt0VHGPBE6MObUY90ffmCNEhJlrBNjjXokEA6ljA7AnBhrgAIzsEaSudgCc3Jglv//DB06SuhIr3miIg+MPNi65bTTGesPYywzYQFgLXdY8gwEwvG8jjWeIfMcKa9jxoSNvI4Zz5E5gfIakOdITEBeQ2IC5xmQZwKeeQbOqVoGE3LudF1yPcA5IRvo5uTGOxSkRafA302nuNh2yLCP2ygC8TaN/eqgYOjHz65bELbbPins67qFwba/6h6Q6BzZnouOsmWwrE9Zl3vdJ4NSr8C9FH0ERue6qcc8LQEAa0nAVvSQ6Js1Su5AzClhXa/3EDHmROix+7plz4H5kksuGcya8pGPfATPetazfGKFSy65BHfeeWcVC/rIRz6CSy+9dMff1wcTbhUo9wGU+waU+7Bsx/uyeccgLHKHHgnLXPbNIBzv5ZYuOBWPOXjJyyyA0eeEJSe3fn198Jj7XLxhW+eDsHovv3+V51x7ynp/AvCaFWoPeyIo4GYZwzmhB5ATYQZCspGdgKQXMEsZuSegW4oCSkDiTixdYr93KTOQlgB3SJyRQegoowcDDGRK+rAnZE4AAR0zQFmMEbv+nTwYkxw4ebB1y3FeoGfGd1j0zHHucIxnWPAMx3iOY3kNC+7w7byOzIRjPMd3+nVkEL7Tr+F4Fhbu73sB6+O5w0YWB2Cjn7k+WGTRE8yEheqOPif3js1zBoCcKXjI6h0Ho51zAWEOgO06owLs5h0j+5hUCE7VG+wrXb8ATOoSkIEyuR7izA7UOXcgYuRcvOfM5DqqS7KcmZDNo84JMwXnmTKPKV5ftwRy0XczdRpMNwFFh3Us50wQ5yHBPmf06JAoY8EzJGQsYLp+eHtOVnYMzN/61rfwV3/1V/75S1/6Eu6991488pGPxBOe8ARcf/31+MpXvoJ3v/vdACRL8nd+53dw3XXX4Wd/9mdx99134+abb64yIl/zmtfguc99Lt785jfjpS99Kd7//vfjT/7kT/DJT37yhH6Uecv+mTcPyLf7r5IMcvraaG5ADAD5Hir7cU1P2z652od8nY+JQFVFAB6jtTkOOAyXV4t9W9hXH3a7ExmMBKPM4MBt1wIKXrsBZTsgUNYbld/5vgkdlSnmehardDPpdbBkkC9PcnBkv+uWJWeQgnLPhA2IHhDjXcJdGxbuQjHiTV+YzshsRnmqxoaBcTTWoy7I2UJxBYQrUDZaGyjgyzUgA3DwLifTHzgG0qsk7muLDHXBdZ3qBgYLI0iyEzOJRxyOZ2ULkTKYCSkxck4g4mJEqP6x3+DLje4ynZXVgchMyCT3oGeC8JBq9CO7Lk7E6Dk5WPck55TjExKyOgo9MhKAvZsic8fA/JnPfMbnwATgsZhXvOIVuOWWW3DkyBHcd999vv3cc8/FBz/4Qbzuda/D29/+djzucY/D2972NvzkT/6k73PppZfive99L37xF38Rv/RLv4QnP/nJuPXWW3HRRRed8A8rYJn0JqLylj3GzAk9k3vQC+6GHnOeiZes9DUAifnoQFuEQXY8yy1dchp4yhafNgs4esm9e9LDmJEMytp7lmWEdVvdkWKhUrBk7TNpzCeHGHOX5EFMBLBapJ0em4mFS84ai1ZrEglIWZcz0ClttOBOQDuXmFIie9CBBJbfS0kHRwIoC+PBCT1lzDGUDKGyxyRNje1OKdnvuuUYZ/ScPK58jOf4Tl5HD8KxPMcGdzjGazjGcyy4w/E8x3f6NfeSl6o/xGMmLDnhmC4v+q54zH3nzNmiT5WXbLogm54IYGze8cAz9s/YGpBNdmLz0siHSGVTAVCQgnUuMWbWGDITQNwJAGejq0lzAnQf25fZ82wA0UfJ9ZrElzd60U0SlV6WnRPEG9awJCAec2p+tIU1QcAGz9AhoyPGBnfowOiJAJ5huV3KfwdyYGaXOnr0KA4fPow//p9PwmkPm21JYdtN3+BuAMrZl8W6PZYFEhbceaLXIiRrHO9nahkTNhSYN/pCb2/0nSdrLPoA7BypKfiyWcQtGLfJHMUC1vct7lEV3wFWJGBwAc6QaDHrYoKFJl51vSdYdCljliSha63rPeliPWm8Ji01dsP4nm5DEi2oxyGN6cxpiUNpgaSJYBJjzjhEsiwJGJocRj3mlDVOLfbB2iDG3HniV0cJR7+Z8Yh/+Nd44IEHfA7dSSbZjphuuef/9xjMHzbDNzVufDQfwnd4HT0nfDMfwgbPBIyV0j6W5/j7fu7AvJFn6JkcjDfyzHXDRu6w6IUDWvSdG+juRQfKOucQW45gbPoiN0DcgjJQATNFsI7btyvUvMNAeLi+iifbPiH5C8lobYkzEwygi26yd0tOTSl7QmqXBDwTMeaqh0w3JTDWuqUnf61rvHmeek8EW09LzJMlqS4kT0YTviTevNTl7HrpO9/s8U9/6C92Vbc8KFnZD6UYKNtyFKOwI9VtXrLHno2CrmjpQj/14WE3r9mXUWdQxmMdfJlKIkdDVxvgmnUMFBpqVVblZmJxH0suIzsfMXImBWzyzFYWE9bj3TJwZCC3tHYHpXyQkDkDZPcjxop7v98p0tggzO3/MPIzehASEuZKHfUgiWETMJ/o7EkeJGGUMNUGikFvRr8Z85arYpS20de9vmfWig2jrDn52I/UdftyQ11B2UC3JH7puoyiD+JyiCFXYDwWW96uF2jUNVABMWmgmdvEMMsMT8p3h2MZ7MlolIT+tvwWKENnTknOAHXCspE6Kxnhd+m9bENukdbOKPR2NrYOSeLNlFVPCavXUwJUr/VIStfvIyp7v0tbGlUtN8lePVtsyCjpmW83+jqWQ0WP+Xieeaxoka1cyujrhI0w8DY0s7L1ki25y6xiG3wD7ziAdp24EWLK28UnEgBmX7bVarWm7AkYhUIKYSOWGJDtH+PKHWV56CE0NTooXSS0EfIcs9R7ogUgyRaeaKGDfMHyWK6RGlMMjS0LvR0p7Z6BREDPWvrFkqENSPQorSS6J5lkZ3KMOxDP8G1eQ88J387rTlt/J6+7l3wsG5U980Qv8ZhFJxzr56oLEo4vZwrUyZmzZa/llZnQ95apreDBBM7mFVPtHftyATwKyV+eLclUcrciMKPNyt7kZlC94Hg4eKea1lYfiC1xhfS6lPJm9Z45sYAzAEoAJQKYwZkB9ZhND4k+Ff3BnSaHaWJYIkZOfrFyG1iZvjbkxowOEo7LLHFuSRrLmqSaXHeJcyDfsdgDKvvAAfMq79g855iolUNCRknisPpmo75plL42UO4VkG1wec0y1/Fk+axUtXqgFleOCRwVMFuyxxgYN9RUFZBoH5QmI5tBTiMxFJTt4VXr1E5BZCAsiRjICUQ9wIRECUjZsybllme1RMVb9gQLTsiWTWkMAgWjiYLVyoQ5qSFF1Pwna6t3TrxpnHmSSXZLFloyuQh9DY7lueekGCAvNKdkmbvQyyC5fjBQtliy55z0QV/k4CUby9YrCPap1CT3I1R1Vs/R16OAsb4qYEY5dpC7uQqcK9o64nQBYV9vcWWn6BRoqY47+/eZr8EF1JkFoLMydrkqURIwZYghInZ5ElBmcxS4JIIhYWm5MUzoOsZCQTpxpx5z0f2A5ixpVUiP5IxgD0a/B9HgAwfMAAbeslFOvh31Oosr26vXl5VFjdHXDsrV9lQleZknbIPPAHms5KFkWVLxkNmoq+AZe9wZQ4qqXTYJ9XXRsvXkCwoHJtLkSnn4SfczmjsDni3Z63tFayNhmSX5YplTefiJ1cLsMOcePYn1KQCbBnSRDQTAjKqSCGbrJ5nkwZQFEohnJS8FpbTSyygVeBeaIGaJoRGUnWELTUP6TKVUskruKrHkyks2irqhrR2QdYhQ8KhrL5lGwLn81i19QC5vlfPsiV4Gyk2sWR0ABhfKOxlAQ/QbCY2NJKDNgLN2fp6cgn4qjkufk5R4Mop+0nudiEFZHIgZ4CG3Re40r6bkF83Ra2gtexUIVEclCLPXa6Z2v/Xd2rEcOGDerF55wTP3lDdCAxHLwLYBtoq+XnLniV6LXLIoN3RdHHSWdc2QZI7oJTME3KJV7NmVTl/DrWIbkAAqOmpHsaFIJwHywPu6QiGRDgYiBnFXsiHVK7bEMEBobTm8prXdMk1UEjSy1AxmYsyog5YpK5XN6Dhjzr0MFKOyocu0RDLg1oGQnBmR35/IvGbtEMTslPYkk+yGfCevoeO50tfS1Ssmeh3P0t3r7/MaFlm6elmi17F+7pnXx5cz1wtLpaqXOTlt3feloUhWj1jAWMd8X/QBRY85F6/YbdccANjAGqh0xwCg2+VNpBpiQU2R0dTQEJwa+EyAJJ2SLqutbfsnPSZxAekUPlvjkQTXAszQpDCg66TvQp+BWReIQC66SOhp86THQm6y3T3uBKTMTmnLrSSveQ753rsmBw6YOYAyUMeVx8S95HCMrI+JGyF5A8UDrmjZdh2TPiCp8pS3LHkwUGbznFFAuIkfDTItN70xwbv2WkMqozQrtZShNYakFyPXlWxZvXoiVElhXYjjZJAnX8ZabUu2EO+Yq1gzgMoqnaNOzpuPJItNMsmDKb0GRUsiF7n+sIoOy10p2wKrhjG9YIZ64yUHA1084wDMA5oaAsDuJZfjfBk1AI/FmOv48hZ6xXbmsCsHoI4gnXQ/266gLAletj8V5o5QXHFWPaQgzepls7ECBE/+AhhW2520HjpDnAqrdV7mJDXSsDpn+P8qhtxgibwjzN5eJn2ZHDhgjp6yfd6qs5ftY1RU6zEvtc3mRp65R7yRixdtJQ9LjRsBwEJpKmby2FHmksyx0kvuNa5sdBVQBiRQA6wPqDCIRqnssJnC6IkUU3h5bEcHHZHQyWKdiqtrcWdAYjXLXnvbpoxF38lyb3Gc4DVTxkytUiSlkUg85sQZoF7uO2YAlp6pvUCHNfWoO2aJMZEpS8YYud3r907x50l2Q5Y8wyJLnfKGd/sqceXjeSYlUKonNrSzlzFpi16pbC2Hyq4jgL5PyI1uQNa4sgKvhbGoNwq7oaqV1jYwds/YgLha1nMFPQLUy4N4c9yt6kVuC7ZNDjZcLcldqHWOOgOC2HAgNvUT6fLB+attCcSlhbDR0j1E/yz8OhkpJ2wAGmrjuhdDDLkRnNK2fCNQln4MTSLYYooxby1j7TatmUjs2GVBfWkaUjcQKcC9mr5e6nJLXy+CJWzUtWVYsgMzKquY++Ad5zAQo0ccY0ZABczRuh0bTBG3qR0cTi+FV0aht5MBeVZrVWsWiNF1SmE7lS3WJ0E95Q6gvlMKKfvDv9RGJMjAgrqKyl4AUu8MRodSb54gJSodrH2n3J8eMph6hrT0JEJmpZ3c487oeYpLT3JycoznYAdjqVk+zjNvGmK64u8DfX18Kbrj+HLmxvpiWfRF30tIK+u7Geeebb0k95BJk7/QB/A1MK7oa9SUtoGwh8EaQB7xqLcSahY46BRhsMmNet8nceVFu95RgBanVKtAEoGTXBSx6qLoUBirqMmflOC9qpnZSz4zMWYAFhBaO2kCK3PpCoZOqGpzHgBt2wn2LPLEjNJJrE4E26qz5InIgQNmE28wAqtDrjOwgUJje9u8ANwtfS37D+nrip4O75lR0VQl4xqw+jzHikhZV8BbQHmQZanHbWcwkdFCgFLUQERwAqE0yGvMUdZtua4tFEPX2uXJbzZKicO98vZ4VtNMpRbUsrSt3KrMnCWJHZb9uBV13SP07p5kkj2SXuuNrYKj1hlFV6wKc3GlH0pYyMaMgY1T2DG3ZODxFs+3UNdhfVsaNeI5A5uD8eYec32c6Zh4iHnsBsCkMWKgOMkMBeTKyeDq9zExKCs4mx40T9tCbnoPWalvm13LdJO3GlbHwTqCJS66yrbbu//vUBJbMw0Twbbb0nkncuCA2dpttrXKAEYnpmgTvqzVprXPy0wVfR2nZrPMa+vY0+fkLfSWOXkZVO/WcOnew0ZTASWZo/KUg3ccrOLBADMZ8Zqjp2wbxJpVKip4zG7ZyjNXLFnLjOykhpASg7ponZInhMnAYBB1Vc/sWcrYMEs09VhQ5x7zjDrJpETW2A9p+84MsHRmWwOwwAxr1IuXTBqWoIw5ZL+OWNqPaD2zmkRq5U5k9iQnL9/hOYjXcNzqlHUqR6Oxj6t+sAkpFr3Q1xbb3FhaEmjyGmWnr3ty5gxOVVNJ7srwZcqFwnbP2fZhDDOxY+xZZWW8Ob5vIq3H3HrO0YksSV/wpC8N2WqbTcVZ7SPCIPGok6E3lWKMDuBoBRDAgcUT1rx0IonJaaaTWCfmsYqSVSG3lLvKY56jF93UJIJNVPY2ZIM7yeAdaSBioBwbiET6Os4U5aDMaUBfR7DuQ9OQRZ+wVJDOnmUJH3yDLMsRYI6DajTL0qzkynMuvz9iMQ02FzCWgVAeXva6wmD9WneecDhzobWFYM7o2YBa6pqpT2UOVa3FTmAsNSNymbLHmJfcYaYP/By9WKL6fxHvOmGDJXtygztpOsLSO1vayBszIokeQKlp7iFTRGawb5tkkhOVBc/A2kAkgzwTe8kW1rK4cjHkbXaoRR9Ko9RQ50xOX8P0gQGz6YIe7hVTXDa90MPB1ahuksymsozWy0bt6bbeM4Ath0tQC5HGtvWUy7IDbzD+CzFHhdY26oDCiav1wt6R1k5Vl8sQENXz5iSKzMqpyMqusuopAD1JhnfquJR2hhLPOWWd9EL/h+gGiWCSXDZ5zNsWK4sCSoZ1SQQr9HSkr72eWakLm7rRJptoZ4ApNYgFeI1OcYrKaBKWjj3eOs9oKgXaAsYo4But4RaQOYyNLQZUlZxhFI9SS6x8E2UdB2ZsKthKpx29rmS0kZyIlQZKgLcLBBKYGH0GiJJMepETsjYiyVTXg8cH3+sG9YHP4KotntHaRm0b5d3R8EdnZiSi0hFskklOUiTzwZ7dutVmzD+xZ7nSE80kFDZ2vNd1pQ+iRzziJVfeMSq9ELe1zFqVoR0BG2V9ZeRvAs6Rjav0S1guFHbAWDtv3M90WTbg1f1MFxGBsnjWkeoulDaKcRMqSjgnn60qZ0JKpo8ZcT77msoeD7lJG85c6Skr25zqmLchS3TY0O48gE08Mavoa+9r29DXMetaLGHxom3O1JjoZV17rGPPtmsRzSpWkPbB12ZU2kAEoAnINT0VPWa01i4NVkarlvS9UNiBXjJwdjDWfTu44WCDBcxAl2WWFcCTLnwCc5Q5nlNvHXQ0gSJJycGSskypRhkpy8QWCyrUs8/wAmDOMwFisM7ukiF9l8SC7TTaI+095XqzNgiwTkGTTHKispHnyE3LTdMTG0phi5cs4Znjfef0tekGS/Ry+nqpLat6KvpgSc6W0RLFS650g67vAxgHsI1x5zHWrQJuXVe9w841RGcmGlLZuhypbNMzEaTNuTRqeqB3jLlL7PXNcqnqWTNLGE5LsCrdRBBaW8uwMgDiDuAM7uAJYYkJzNl1k8mMMpbBa15Q57pNejCQ0N2WCJYZXdJksF2WAwfMsdUmgMpTbkHZLCVT/l5/CKqs32gFt+0166YhK2oRo5ccsq2dth6LGYVyqTEaalDyYFKNI/I3KrvD6wHDoKH4oKP00yYE0AaL15wRBpucPCeCMdTROrVOPMUqLYzEUtkJsFmqhN6nfZRM7h6yLHXNFEa8/r9B6Jgqr7kHpjrnSXZdxLCvGw5Zr3zp7FVP6WosmsWUa/2AugJDxzsxlZrk6DFXugFVvNnXjXjNY17yEKTZl00285YJXHnMJb4ceu8bsVY5AIMTOVgTBweYRO/AvsdAW6tFbIpIq232ZiUMAeWstLXO+VzmIQBSkmQyYzNKHTNhiYSuaiOs+opjm+FhItjkMW9DrFSqpibqGWDa/tdGXy9zV82tHNvomdVr3bwMlI2ismnZYkvNumsPKmAexI9GBuKg7AHBi44U1Qpr14Xad6q68DjFbQPIPGKjjNSDtszw2g5IMgB6Qu4g4JyTW6dW79ynjJSFFlrmJOFoLj1qZ5wwQ/ISqs4obU5YAOgw0zpmoZAsKSxDm5X4ALHmAXZ1YuHuRT/bSb67ZMEJUBath9YmW9lk6IFtk9VEgPZOfzn5JBSFQUNljLs+sM+AeMba14JiuZStizqk9Zjb5C+GtKZEMPaBTQz8ocSkKifoKAB2MNpj8lf0zCsbWxm6yE6T58QUPWSlnOWitYOhnb+nMFEGuWHAGrbLFmNOGSmTGhOMGUv1SJ+TeM0gLDljhowFJ8yUi7cmMtC5uRd5hsy733DkwAGzgW9NZYuHfJxnDtqefZ07nSmq0NeZyTMrW/raemEvltqAvkny8qzrnqRZSEtT9eHdrFpbF8E4UNnDWHM9oKK0lm4VC9I/PpCs/Z0+q6wUEgUgNrDO5k2bdRsSwyQ5UcC4au0JaE9tOGVEkCxtM5wSMWZE2CBGR4wZ9Zhx9nZ3C+4gs09lnaA8YcG9TlgOzGnpVPZctVhiHtQ0T1T2JCcrx/McyFK/nEE4roley5yw0RcK23pgbyy7EtpaFt2Qlyl4yeQZ164HliXBy5O7+nHaOtn2huqu9QlXOqNNHG0N+4G3bJ9HHEOLHbtnbPsRYC1/nZI2j1r1iHvUwSmwyBVzOI5NR7FkdppbDQ5fDp/IwnQkkygruVXa378HgAxmaZjUpQyihIVWrFg/7USMJSU3BiTkxtpfITut3WnTkd2WgwfMSP6jjGawCSmAmAiWRmvVNqtTZj2+WscI9YhUSqGa7GoA9ecBnYTBoKqAOFq9Y5TTCguXmkHFto6MGtLn3J7xrHWDRkXZ4TmAslr3bJYsSGLLNiBYRptPxBGoo460djnebzW/20QwqREczi4VZ53qkdAxo6PeafE5ldKp+dQve5JdkgwCw/oelJabOSR6lRcqGjXqhlIaCR3rQVc04z7S1BFYB7ph5BigBuXVVHZZNhmlssM6N+5rF9eXTVdUyVnEEkO277XVFhoLcefICDr+mn7x5cDqsSF8852WCMa+CJ8uMvx/om6qey9IbNlDbiD3mAFtaDXFmLcWaZk2K5OWa52hde7y+JDWIx/vZ2UGGC6zwIzVKVvT+d5mhdGYUb+U7eYlM0O8ZE30Gq1FVAsYqK3dVFFb4R0jFu+qgWQPZ1zldBOKdRu8Zy81SMVTBhfvGSAFZzm5Wcf27AMJ3AlqZ/IutCCS3rTL3qznLIlgHYBeEi4sIcw67cxs6jUAizyTyS7AWHCPjIw5lVada9xr6VSJ9YRqEfR63n4rbm6SSbYQ8Yhngb4uiaEb6i0vNBnUMrG90x9vUqeciz4giy+rTkjLYsTTiHc87jE3YNzojdGM7SbOvFmMGaiN9hhj9uUU9tNliRNz8JipeMmkoGzL6gCU2DFQe8n23Q0420fVLzLpRVgPmamOOcmhKcs9J6O3hcqeIWPJElpLJCG3eeo9DwnaS6HT5NLdlgMHzDzSNGRspigD40UcXP1sUKcc6etln7xxyFgtIvdJBl+IHVksmSJlZQMm0FUeWw51idsZXPKjy++PA6ryeG05UE5GFVV0Ui7rvS2ezUgRKCTpn00VkyT3X7+MNf7bwzO1AaHEpY+2gPOSk8dzFiz3dE7ZJyxfsMxE1SX2iQLm3KOD9MveQInvrCmVvcFSXw3Vfzm06JtkkhOV43kG6KxRmYW+Ntq6gHLJSem1tWbWfBOfIarSDaVG2XWDxZOZApVdPOcYh64AWY3fQQb3QHcwKgDeideMoj9kp7iOi37JAXjNI86oQdpadDJ5wxEwCljrcrbrUi9A1gWdVFBXM7YZ0s0w/B4jKhJgU0ZavLkHPBfGapmRZOa7TBL2nFGWfBiw9tPWCpLcYZF3P0x24IDZZoDx9o4Y1quVuZcjHTWksz3bmmN2pVnA8EEHXa56XSOA7UhmZe0RU/05bB8mf6EC5M2o7IrGNoOYChg7NWQDQpedTiJTBKT1gWbJKjjnYhnrzXbwZjufv0rbTmuL17bCy5ycku6RvCzB5kOVDG2xWnuiQT8v659tysL6ZyfC5DFPsivita1Rd1RhL9TUNRsioNINrQ6oehSYNx0pajR6IbfHN7rC9E1l4BevuGXhfNlkE0OWzPjWc7HpCRt+pkcsPpaoeL0G0nZd+l2M8vsdUMN1MVDpGwo6yb1lsOuccp9VP7OCtV4T+f+oNCOO4QgKyxmheiR4x7myUHZXDhwwL7hDXkFfW9LGIlq9Wn841mbTMiu3ajpfJXPE5K5oDceMS7eKA03VWrhh382BuQy2lRKoprqpfAFqtnrlhJB0gToBQ2sLBceDkrHzdRBQFv5HEq5IslDDOEbXd+AkP2iWspZGsc9/an2vM5FM95ikyfyCegHvlNHp755T59fRqWuxQCq1zhDWfEr9muRkZSPP0fexv0Gd8GWd/3wGucCqcZ9q3RDoazAhuZes4Swb/30x6KP3XChsrjK0o/HvYBydApTjgBXAHHRJW8dcZpWyg1BlYpdlCrXLsq/R11HPKCssJUwJQKJK94CEZSPdPy31Ozr5QiJGnpk/oBaCOQaEkrHd2/WoI5BEJ1vXLrEfuLTpzAl9St7LoXQG62SCC8pIGnJb7MEEOQcOmMUbK915qq5eKB16LMYcLV4vdQjlDn0mb7kp/W3l6YtTs8VWeh5PDlmURlEhDrSe6piRAXAcXKPAzGVMhOdhs5hQiS+XukDb4HFm8zQ5LKMss1qZAEvsxs7T6wDKEIu0Y012kxIqaxjQ9+RtO/ssTztRaYU351JLaMk1yUoTMjDvBJShtc09k2Zoz7RPts041Skgy/dK97CpXGqSk5dF0BE2x3LMws7KsPl86xx0REZJArXlDMReBmiN8oEhDwVu25cHmdoO4gbIAyqbm8/jxj2twBoKO7n32hr+EDBW8gxVQoqFxdST9QksNFksuxtNvpt3ArPP9kGBlrKyeQng7CS2OgTk+kno9OLlWqOSscReAGXu5gGzJ3ossq27LQcOmHs1xWJZVNv/Os4CYy03I33t3rHXJqeSeW2DTwecDzwDtOj5GiVVDTYKg6fddxPveYuSB2AIzg7I/gcFiCkcmOKOKMvy/DmNZAOBiWGtsQ2EPZvb23zqsdoEAIm8bWefE4h6Dw8gZVF21MkkFxbL6UrNsyXzeZE/SQ/tOfeSoc0y20uHvrRc5UhlTzLJyUkVAkNpyylKXZV2Ll6yFM6GEBdQ64cwlkUnjOuGIe2tnjIP9YZ5ycMY8wpAbjxpYOglrxRu9IZNOhFXmp4JiWH6JbDpHj0mnYqesXWuh/TyfPKLitbWY7KBuHnO9o8L18jmjmO0esRCERn2brS2Nh0JusVCbtb6eTflhM5400034dxzz8WhQ4dw4YUX4hOf+MTKfX/mZ37Gm4jH19Of/nTf55Zbbhnd59ixYzu+tg2Os73I8pI7n4zCJzPv6xZ6i9z5nKkbfYfFssNSZ4dZLhOWyw79shNLeJnAywReksyX2hNomaT+UF9pQUhLQloCtIB8XhDSQj7TUmiZtATSory6jfiZkRaMbsFl3Ua9f1oA3eC4cq5Ot7fb/LUs35Pi97T7LOWaaQH9XSSfe+hvlncs1TvoZZmXCdwnn0mn14zVhbYrXOhyNbG8JuVJxnznteQ2q49NVL/Q//WCZ1hAQhYb+r7ghAUSFqAqS3uS/S37W7eUZ9QSv+z5XfZdCXX1qSR8WXVGJq9VpiWVZK8+jCFb1lcK72kZ1i9ZtkUdstT1Sx75zGWcL1WnbGQf87SUl2zL/pmW3OiGZv9F9vMN9t3g8n3xu/17xq636JkUrqn87vCeg06K9zEm0tmrqRmXJN3S+KXvbWKRVP6P2ZgRbRoTmsgstBFV747d7tcx7xiYb731Vrz2ta/FG97wBtxzzz14znOegxe+8IW47777Rvd/61vfiiNHjvjry1/+Mh75yEfin/yTf1Ltd8YZZ1T7HTlyBIcOHdrxD4qtNqt5Uv09JIA1yV5GQ7VzpsZEjkF9co6tNesuXtFibRM3YklEm7QRY0fVfhVVFV8stFZuXtW6seOac/u5yraxZJLWmndrP7ACfn8YpVG/38dynyONlEf/P8nrzm3+W6DUo9v/PM7lPHwm5DXJ/pb9rlsidcntCyjPNlDrCY7LNt6pDlXZegtZOVOGMA7LWB4eW7xku5g6+YtDvgs7u+dj3nWGnq9nyfLOw5dtKzHs+roqhq/ST7U+LHovHB90zGiyG2PkXqIwk+q0V/tV98V0kVLoLO65t08G3GsGUGFBeQ5CAvEeZX/tmMp+y1vegmuuuQavetWrAAA33ngjPvzhD+Md73gHbrjhhsH+hw8fxuHDh/3zH/3RH+Hv/u7v8MpXvrLaj4jw2Mc+dqeXM5BYFgXAZ4jKoGoyCkvg6Dn5nKk2n3Jss+lzpkKokroW0bxDwEobSp0ySrx4GUGrgJ4ncPTlwUs9Dx/GahDygMoexJcZiM+LhHjkifWYDWldslJDdYxZ9k0gT8JIQJ2BzQA0+cLPixJblhwM1hZ5DO6T1zf3vYyWnpTKhkzBZskWFndGBha6rkNGTuV/24ExxxIbHCe86NFDEzMgCWIdpPnIhMv7X/a7bllqI5E+Wwtf652PEPJqZoyKlRlmtJoR24DvIIYc1kUdEY3pVl8Mqex6eRBrHkkCk89bjxjLeSoxZgalAmhQ3SB6Rpt6dLJsFgxR0TFgaYUZQ7ZEQPagMqT0VNWuZ4FbnCqFeDNQKO4UejDYgdD/T2IH5ZwTcmJkDa/1TECWXBjDjYQOs5SFytaw6OKhjjFvbGzgs5/9LF7/+tdX66+44gp86lOf2tY5br75ZvzYj/0YzjnnnGr9t771LZxzzjno+x4/9EM/hF/91V/FBRdcsPI8x48fx/Hjx/3z0aNHAViDEaGvjWo4HgFZk78Wvbxb/WGcTzkzYam0daxTzstUANkpEgVeRpXQlZYFpNMSPnh8OWZW9lwGVTW/qvw2H1wIIA2UwQVgJfL4oLHPlp3IVVu83OnD2iFkQ7I87KlkRmaGZETqQE6aZAWy0gUFa7M4FexZ49MSji4Iv9S4js1AlZMYUACQE2GeZzIpOWUcy3OtHZyh0ySSRehTG+drzrBEMcIGSzx6kv0rp4JuESCeud6QBNFmkgqtXfak0JDcZT2uKYBuCoa8A6yBcAXWXAG3GP0l+UuOK15s1B0IgA1AvF73zA2sbZv+6K2AmUqSlfem1qxoB2ECkCQBlFCmbSQweAbPP8mdGCzSz6P0SDCElR4ics1Z9Y2lt0SQNqCHlkBRT3o8Vy2G/cQa/2eS/CHS954EkPvMSF0v/+skLYez5sMkYixYSzr3oPPXjs74ta99DX3f48wzz6zWn3nmmbj//vu3PP7IkSP40Ic+5Baxyfnnn49bbrkFd9xxB97znvfg0KFDuOyyy/DFL35x5bluuOEGt5gPHz6Ms88+G0ChRL1lXpN5Hd9t/7btZku5Fjo2DDSjSHI9R3JFVXFNwbSUcNx/8FnpIKehK8+5oX4iPdTSRQOvmwffVZ0jt9dVBvbgu5rfPaSX7EX+3lKAkRaM/7/2Yc+Bwi51zYXONunDNqMeJ9n/ciroFhN7puJz6zoDgFGlbg2PjROTRgeMjk3nx4fryv48Ph7DuHcqWo+vQDlD4j2q+Ki5psErl30H9HW8trjf2PdyuL7q961eHr2Xq+4jan0s+9r/DOU9hCvj/3iMxm6fhX2TlU1N/2Hp7LT1xd1yyy14+MMfjpe97GXV+osvvhgXX3yxf77sssvwzGc+E7/927+Nt73tbaPnuv7663Hdddf556NHj+Lss8/G0jzm0HLTJ6bIM+/KY/T1QulrX2eZ2JrAwb0ke4FJE5uClxyWa4+YPFHBvedgJRcqm91aHo3zrvSY7YmCr9/SYzarNinFpOtYqR7WjEqzauv6QWn0QQnI1kQ+A5hpXWECkk4YgQ5ynwwvrT46TM2WE8F2SNa4pGd0SRrLr6UeS2Kgn2FGGX3qkSjjeJ6Jx8wdUubSGQxrADZWztcsSWCTnAqyr3VLLolBXrnBMRM7lT75XiIl3mDxloPXbLNEmfE84jVHHZEa79ljwX4Mu/6ovOTMAUwDEDuYF30CBP2SVykVCJMGaF0zq04ouoWMgSMqnb+IwZ24uYmlbzaR6haS/3W13KkXayG2BDEetAQz9aKqbCZaz8yGVohomRRrSRWIpLyzYw2xqc9PopOETZf/Z0oZvXYGS13vXnLHGUudEW9JHbqO9yTOvCNgfvSjH42u6wYW7Fe/+tWBpdsKM+P3f//3cfXVV2NtbW3TfVNK+OEf/uFNrdr19XWsr68P1i85gcL0jRZLziGmXLLtSKjrNqas4GzTs3mdcm5628bBZQBstLaBcQu8SxQKqm+2t9RUVYtYBigQrGigtgzjPXf6ugC4UddOKxHAWQaMAWeyjj1M0jQkAwnSCD6xZDmT9lTx7yehtbPw2x575yRxHInLy77c6TnISqhkOshe4zkbuRM6PMH71S4pY0lZwDh3mHdCaS+oR4eMBWZOa/dEXlq1gOUabPrITfIQy6miW3zecKWxq4lrOIKy6AyfV52BdlrHseRLH+9moDfrKkO+3bcvoJusPWfPRY94y052MDbgBoL+iDT2GKXt083JGHY9k4x3luu0fBZi7VedDGEZ6CjojaKPEmzqyJK/4r0hdH+5pjLznZdJWRmVXhdymHc+o/RrsPOYAlNdlyH/o5Qk3swpg1nKOznJ/HR9TsgpAxwmM9kDYN4Rlb22toYLL7wQd955Z7X+zjvvxKWXXrrpsR//+MfxV3/1V7jmmmu2/B5mxr333ouzzjprJ5cHACHzOrTa1JsYqVNvGsKFjnBqKtAa1WwwjDrDL9DaMmhoSKE0A291hnS7noeDzuJKZhFX+3KgjOTVZnEign1fjisJI4U2ryn1+Bvr39XSS658ONyPoJzivYytC8eyXatWqfZi8gxtGxCetY0y77Y0l9mbScwn2X05FXSLPafiZNbPqm2XhXgQKr1AYZ2PHdRjbrPwUMyctrhryXhm38ezp6OXzFFPhP3C+ZCzvFspQ9Ad/gqUN3L2a5LvzGocFP2DXPTWqlBY5XyM6JsxOrulureivsu6SGuX/22l9/W9hOXrcJu9W3b2bsuOqezrrrsOV199NZ71rGfhkksuwbve9S7cd999uPbaawEIDfSVr3wF7373u6vjbr75Zlx00UV4xjOeMTjnG9/4Rlx88cV4ylOegqNHj+Jtb3sb7r33Xrz97W/f8Q/ayDNQlvpkayBiyzYDjHvKDGk6r1T2UudMBWv9rXnLcZ5Upa3TstBQaRGazy/hHnMKVLaBoiV/DRI4bHtstdeHhzVSTzYQggJYlUUZqSYmCH1DDFQUEyQZg7TtprizyKwJYtrrlhO8f7UlXZi1a1+DDkIhmRIy1joVj5yXCehkEoo+EXLuQAQse/GYu5RA1GEGSwRb4jiU1tY2nccxwzz1MkeujgvLxJdM7IzMpTXncoo173vZ77rFaGx/KctWGDYqk9g4uxaYNTdo6yQwN5QDg5aMlm7WmedrAJeWHPSFhcAaL7nSGwU0AcBixAbcvs4kYygJpWMPBS9ZO2mhBygl1zfOliVyijuLMgElCslb5jHruxnt5n4zvKVwgkzH6FQ3ULabsRNafkIbH0mGOAvd3ctv4Qyn4ZkScmakJE4eWchCWwgvOQmdjYRZcB52W3YMzFdddRW+/vWv401vehOOHDmCZzzjGfjgBz/omZBHjhwZ1B0+8MADuO222/DWt7519Jzf+MY38OpXvxr3338/Dh8+jAsuuAB33XUXnv3sZ+/4B5VOLdrZSzMoo8eczVNWCtta6HlNm1HY5uVltbJyaCzf0FBjFFNVCqGgW2dkcgHpaO36ucKgawC5niGG25vgYEUo054FFkhO0pHHebC0vrM2yKSLl0iI85FeFxXvGIBT5baeITEeZi1hyKFkgfX+JonLIVBGXcoev7Pe2cssJQrWCm/BHWbISMw+H6q03pQfXaaFzFUy2CT7W04F3RL1RzvXcsUIAZXXF7221iseeoBc7x+84nZdpTNUR/g62DbTKTkkWq0AZBvPY3S26QAFZTf6tUKCtK0gK3dMFO5FuSWAZm2LV8AKtnouLa/0DoOZ1NAXcBYdEu4fMLiX7PeetBwK7igwo4qFx2PZyj0rz1lzZxATU4PHbJ3AdlmID8h8eEePHsXhw4fxf/3Jy8GnnYaNXmyOY/3Mm44cX84GE1MsrStVJuS+Q1bvmBepWL6W3GWdvRglhtxT8IhLOZR36snaxca8a/Ooex5J5mCPQRuYOyBXVA978gZQnrExKXFmsWa9ibz1kFVPVpIyxDvOM1nOHTz2nGeyP3dAnkG2z6gsz+GlVnku7zzjsJ3BM5ZrmGegY1DHSPMMIsZs3mM265GIsT5fYq3rMUsZh2YLrHU91tIS3zPbQEeM07sNnNZtIBHje7tjmFOP9bTA96QNdMg4lBY4PR1HQsYhWuBQWuDb38z4x/+Pv8YDDzyAM844Y0+ewUkOpphu+ZE7fh79+umiRzJhYzlTlo3QL7oy7esiFX1hbNqCvD45hS5fZd24vugWaHSEbbfwVgHi1nuO4Sz3kltAbsF4zGteJdFTBrz3tHnR/jl4z6xxaE7kOid35Nuszplnuj7qnqTLNNRDre4xnSTbtTyLRCfJvgyeK1rPMmgmqJ7mGSllpMSYzbJMmJMy1udLJGLVRT2IGIe6Jda6JRbf3sAdV/zHXdUtB65X9kbuQNpAxCamsAzsMncq6bzKkuzVLztxgntq5lNWOsoSvZZU0dOSbYlCX/cNMC+5AvGkA6laVpCOtDaYA12lAyombgABoMsAigBtgEyAgq+soGRJEzYwxKNWgxRIagArtcTMfi5WD9jOL21XZNB4aTLruEzKXmgSF/WQAcniqeuuyFon3feEpNfZZ8KSSlevjV6+ayMLnX2cZkiUMacex2juyWZznTKy44wN7tAhoaOMjvOU/DXJScuq2uVBNrZ5a86wNTR2YNaqXBHPISkgHRNAUwBhTyL1HBSjskVXFOYtOyBTFRtuwTmAMrB6GSiAbMtBtxivzCkVCjmpHlIAdnpbM7MSoHM1M2CzWaDQ2t4XQXWLVXpQrt8BuPEitdEo9HWGT3IBDeU5g5ep2s6Q+ZotpyBx6elvyV/Sq2QfUdn7XWQuzVTRDvWrpaA0Zd6Tktp3jCY5iRuJIZ0SBxyHQZfLuTxxg+O64iW7h+wxoXJMBOTKU24GjzzbOkgyO3DKA0i+P3da8O/r5VwMkmxKJusfIkxCSwvpfSHdtmpZ7ieHdzQvS67gkqSn/88U6KJCIyX0egN6TgLKqgGM3jZ+XZLBJmSeZHeEoyI2/VHtgKIvEPTGin2q7YNxUeudId1toIpGVyhw+z7YGpRHwJiC4e+bVuU6xRAas3fWMlpcdAKBtXRJaGfRCaTvNm8yVPeA2t9v+6GirVsq2/WOOhiiy8ql+rF2vF9fvAWij2LdOqA6SXecgHmbsswdKMSV2ykcrbOXzJkKt3SrOVM9fkw+faPFN6oWeU49yboUE77MCzbvOHO93IfEjT5kRy+58pJjtiMQPWYejwc1wkTqNUMGg5U3qNUqHXdIvWTWDmDBauVSb2jJGdY9TCog5IEnrwOEJICpleoGipVQATI3KgCpOywPe9/LNGtLLZsCOsxTBhLQaYlbIsaSE5KWUS2SJnxxlvpmSHKYecwL7gEClif9ZE3y3S7LHNr1al6KV3HEuuXKqKcCwLGXPorhXraHmmRGvRzCWWQtO113YFRfEANY5gLC5lFLQodchGVhw7zzoF9WCGlyaFlhXrJ6zFqqZB60hMzMBy4RWUaSQ3sugG4JWWTMgiR5KdzqvZOcFyuT8hplu+zoSUPPZ/dStzH0HmrZFTILs8iSH4Osnb4ygTqWmuYU4sxEYVrIfZCVvd9F6phT1W5z0XeSda2gXCgozaaM/a+ryczH+l8XgK4oKHu3gVJlZZfSJwNjmTVFlxe5DLqlDI4dx4ZGpALlEYrJaSVLfCMBaOashEASy1JBvTQAKAkbVvwfumxK4b/S10mbl1CG3luJ8biBYPWfSWirDE3KU9ph6b20k1LZPY73MzEQEnxayAjM0ktbmo1YL+3JY57kZEWcz5FyKaWrywsYMG3Bk/VtuV4erU1uP/t73NaURvU5GPK56A4vhcquQwZgbMvRARgTA2afMlaSbh0gu+Q6hSC/jxPCPmI4eJjMmDltqWnZ1wVgRdFYQioNqOwI3LLe65r1/nEyTzp40P4iZx5KD+3m/8ySqT3TsGhHYRrIXZYDB8xGm8bMOatHqwcUULIpQ1YlUNEiTguhrIvb2rrfAeWUEf75HOgY22Z1hH6B5TyehR1AOZulGwB5xeBxy1QfNEAGJ4tvq1an0txqKfqDC3uI4/WX383NfVpFwdU0ti0jfJYLLTXk7LEdCnR2obKLBWAzT1l2ds8JScuk7MdntRD2Ys7USb67ZNB+Mw67gf6gshz2GSRq8nCfan3UCe0+GuoqxjoKfQ0U+joa9AFwq94HwGB7+OH1NdskFPYdITQ2egyzAnekk8nXA6orMkDJwmjhFKO6hV0/tPezOrbZ5t8V9ZJtU9rbdoyhNaBK59lzOXDA3GdJ31v0ktBlFLbPlZrToO6QrbNM29kresgZPgdxS2WXDG2u5wpVaqnymBfsdBQts27PTkNRn4uXbNRTzpsna2xh1ZJ33QGQ1Gw03pnIk7FskomErLWEWTK0WcdepyyR1g9aEgUzhNJRNLQ6Zunao/dLEzbs3rHWQvu9NxopSx1hr5e06Dug67HoO3SUMUsZG7lDIsY89TIXqtZXL/QCuyTLPZJMY855msRikpMW5tjti9ygZzc2y6sy6C0sFo3bkHtSUdVj3rEdFxoMDSjsSF/nDFqqxxwTvpa9rise82iM2Yz/zVimSGWnVNapriHTLZbwSQR0SehsgvQITKnEn7vk9woEn0UKSmmbQpFQHgVPubxDPWpL+HIvOUMZQvYZsaKhIOE8VvZOnROl4NkSYINRJnkvZXmKMW9DjMpuQVkMz0Jhx1ecAQb6TxTQDY1DdHuVxFVR2k1DgMFAK/S1xJKzZ1n6wMosA4qV5o6AbIPFBhVQrF5dBlAPGEDiPrIg75lBSjOx1hqypVcRIc9SGBTl9+TYMs/i1TFelqEt9AKdVG1XqqgrA8kpQK1ztgS0bG3xVAH2OaEjGRzLnJCTDIZF7rBICYmzr19whzmWWPAMCRlrlLDgmTQpmGSSkxDrhRApzooKXZFASuHVUtxjbFt7zFgiqCeM9tycI2Rfm8c8Rl3nPATkvszU5lW0q9zEVPSMg7ABdM9AFxiqhl6IOoehobVembxG97DrCwJIvGRk9qZHhBqATU/HpDFj/USfm75svGbzlPX/GpPRIhhXdcywboXbe352IgcOmI0CtUbzFhPyRvMDCzd4y2EgVbEi/Two8B+zdltrOFi+1eCxdSFm5APFKO4+WLAxWQPAIDZkEpeJ5BwkIAxABk+fxapF0gdfrFdArWkSKpj1N0syBAnNZOus/3WjTOQ3BCoqbGMbNBW1DSBmYXKM7cjpvGEMJAbuE5TbsmZoW1MR+SxBJs/YnhqMTLJLErOyzXOOMgBb3xnjlDTX2yJ4jNLcBtJ+fKSziw5p19UzQsXlrKcZAWN3MRvJBXhtLmUCCjhnLgldej4m9vXFW80KhAUgPVO7AdYY+rLwH6Po7MBCD+4r63Gj2zBcb/s6nT3yb9hLOXDA3OcEDhOYL5XCNm+5UNjDlpvoobNGBU+4SfjyScz75qX0dcm0Vg+Zg6ecJdELDKQ+e6JXWuTiHfd9SdQwSzfnelC1VDYwAORqOZEnTSBxyZ5MmkwRqSijtZNQzdSpZ6CgnNRMtVIGaFY2Bws69XCW3JPC+rLsyRwEQIv90VNo/ZnUeM9Y9h2Ys8x/2nfojMruhdaWSS7kMV4kSe47hrnEmlHo7cVemLWTfFdJpLFLRnZjgIYs7GKslu1lP11WAB1402bksxruNiudGvWiYwLTpr2tSx2z6o4+F/3hiWC6rJ/Z9UmgsLcMqJqhXwwTzgwk7fiVs4bNCOhEGThu6v5Oa1PWss0k3b4I4nWHCJssU9EnTmFrrDmj5AHlAtJV0pcxogQvPOH4/4nGAUNrmLn8zwH3ngkhQ3uisreWrBbsaL2y9sEGQyenQMmMZHLq2qy1SCVF67b2mIu3HAddOzmEcum6nbVBfLB0nbJGGVTRO45UNuxcZuGusGpT8gfNABo5ywCwGLM+3FKywAB1Wmgv122dwsR1BWovmRHputayjVRdTRuN7+//G/95JbnDBgB5IkZCZpYsSSq0ko1cq2PukTBH7+06J5nkZGQlXI1taNws95b1vfocthdam8M2GTCjXrU1EIk6IRjvo57yGCi3HvMqb9mEUuUZAxnIqTQUMXC2fSqdJT+YAL0Go6rNCy66pdw/dv3MrtfKvWM2T7zob8dMRuUxE4L+aYTj/wrhlsZbgxJq4wmYtxYH5jCVo1m3DJQ+2AxUU7MZSMdaw6wWcKSom2kZB3HkOKdqDjWHWVrmpT4X+tqSNczC7Vk9Zhk4VZJGpLKb5IxVXVV98Fr8xwAaKBmN9hmAZU1IfaAW8euTSDZlm8eQxduuY8xQS1ZGAQfr39+9cYlasxlSS6gD1+P+RKo7NMactNDf2BDtnS1TezKSlkvNIfM1z3UKyKxTP04e8yQnK3VFRzQ2Y3w5vIDaQEUw9gPAjlVzlH2LhwygGPPmPfvx5aK8I+CA3jZd0o+DcvSag8fc6pcyP3Yvxn4PAekEAFnnPO4KOBOpg63eNNTgD0aEh9NClYgb8d41sL5Pnvfj/4vxVwHtoaNgQF6upcSa/QUFeyrecx2T2H05cMDccwL3qUzrGCcx79tGIuQJX178X82RXLfPq2eA4ZruztZUROnrnjVbm8v6PtQpLxV4lb72ZK+lDBrqjd4OgwkA2zr5oO8jDwkZ8GrsuNN9ug7GMxOz9LG145PQ+kTShjNRRp4lTbBQk9OMDRZaydZTlvKrUnfIfv9KZqRemtFJNrGFuck2w0smZJKM6qyF/X3WqTqhM7xo/fKShfpPYJ+v2TK0s9Y0A8BywuVJTlJiZq7TtxWQRhqbnFqtQNvX1a82EaywbGEfSxyNnnCTl6KNAApIRz0S6es+DwHZYsGBrSs/MnyMoTJOCra9GvYh9kxJc1mg4bLSja/MhaxNjzpoPgwrLrLoB7A2KjE9ozdQK0hMN1nXQq9pthh1LqC8irVzL9zpOtVD3Bpj5Xd7Ge4e1TEfOH6vrjUsdcq+zW5uNZjI/yEUtrVW7Cj15IOKq3UI66qWeXG/QF+PUk8x45rbdble1778mKyn4DLgGks6fl+hzIbvxRKHf94ss9SkvW/D14jiqv6HNWU02mq1bdkJ8jmZJ5lkt6Rux3kiJyiLY05X2yyI8nCfeKwnk6oeqXobrGCJOOgFWZHrbfXOYycoyzkH3RLOa9/RUOd2bJW8ChQd2H5PZAuA1fdvRH+MhQwGCXkrZBXBZjHmvZaD5zFnoTuNvs5ZU9q1LMoTvjh4y8FL9g48oX6Zwn4p7INcT0ZRpnVkTfgKHnOoN9SstJLo1fee6OX0tVu6uXjJ0cIFMEY7udjDY70wtXyBoYO3TRDzVnpUpl5j8sxw7tk781giBXlClyaRkXjNsb6wqiW0S9Jldu8asEby8rO0n24H8ZgB9EkbyQPgJJmcS2vT2bGXTnUgLHOPBTrMU49Fnmld84lo0UkmGUr1KMU4qK8bMeaDDOlqDIBljO72/QzEFJQjrb3SwFfWjeNnQJg485StXKr1mFEDNkXdkZLvyynpeO4BdE5tszs8PIw35yyecZIWyZbrYg6TND3i4pAz4G0+mceT7ezncU1ze1wZKzxoWOwasNg1h2PabPwp+WsH0ucEUgpbjLbkMeXYz7bEj+sZYFowtoFQx53ZQXpYGlXHlSmCcl/qkynnUm/YZk7auw0kjQltSTlF0WQnmd2JysTmQKGYrHSqS1omRdLGkxQ1E0uWZA9Qp+BM+ntIH1S7Z/pT6jpvHTgoAI0wGEZjQxr3lzizec02EAAoGHcpSdNNTlhm1h7bHZB6n68ZGZh3vTYb6THJJCcjsWZ1kPTjz/BQSdfMGobHoF43zjApeFSsWwDYVSxYyFPhER2C3DBpgHvB4Yc3l8hex0ymfxSgveySM6DhJmSGpnTpCcQJoKw9ETQRzEsyredBYgXLcl9Ex5ihYsBdx5/93sX35v9RG1cIYGxAHf+3WttM7BS2/ZP2CpgPHJUN1MpcVhQQ8VT9Nh5UDYayrUrW4MZ6Bar92piR0b7eJ1cuLli8IwMpUD+VdRsGVEVLY3guAMWKHaOYTGL5BFCfa2zZj2O9hxyos5Zei/+Qsji8V7R6/+pnFUUot7bEd8ZadmYm9Eiejf1g0E+TTFLJCqAGhp60h8PisduUQa/8UUp4xIB3xi1sa/dbVTalzB9HfRO/JxoAY9ndLdUedQlWUM6mT4GV+sU+V61JK93e7rfJeYDq/1erwL2ltA+cxyyZu0Jhg0unL3BM9irvpT4QJeEresGa8OVeYMzKDrNG+exRYbLyav7UPmvyl1HWXNPXVrc85ikr3TRm2QIYxIWcatL1rM02fF5TWelGopxLqWxPtMgwKpuR3fNFz6COgD5039HfjnbuVGMZUllmZdalTShr8hc5G1HmR1WPOcvcqDkblS3Z2EZr2wwvy8xKZTOW3CExe4a2THCxglmYZJJtCsMM/NCjeQx8W3p7KwBoDNcoMXdlsJzVyAeKsT+ajR0McM9NKUb+wFPebrkUACuPAtR7Tkn0V9fp2M96f5TSjiVUJLpPsrHhrqxQzlo6laFJYXAjvmLmqvtUHKroQQ9Lp6hCWd+/2e4dwAD3mAG59K75l++2HDhg9gQv87B04HiJlK3LVHlu7hHn8k+vPGADX8Ust8p0vQGU72+g3NsAGhkwceB4bDnEgbxEqgHlzTr1APVAASqaybMWKwqp0E5CL3Gh/JVikn1jPKYYKF7AjzIIYpwn3mPbx7djOJDkR+jggFJWXM/qYxOYu+fMpN5yRt+s9/mZJ5lkN6UF2xaAx/bfDLB9vazcbDrXsf0H6waecwBop7KL1zwGyrzKYwY0E1p1B1QPOPBuoW9SGI+N5zz6m0Yuw8DW9ErUMcP7AYDq7THmvEoq5nXkMvaihhk4gFR2Sf6LihwNQERQLpnYLVCPUdm+LdfHREAv7TdlcAxqDUeo7NE4kL5aUK6yIKss7UAjjVHeTn03cWqgHhDhuoGhglhJuXF4j/cmKKBNY2z6v4k0dyxLaZvG5wDS0nDE3rVNJ+S1VyUNk0yyV7IpwK/ap810BjZFnoqGrjaMgHLQR2VVDeLlOlblvawIva0C41AlItvt2HjO5r2Rlcl3o9e3Yr1tbpK/eGT9bsmB9JjZW+dBvT1C1UzEkrgMYJ26HsnEHln2zOu+/hzb49Wzvgg4evIXM9CHBiIha9JBuQ9Uk9LbAKT+EBDAHrVmdQaZRLUl2/des+wUU5bsSUYuiWBN4X+x3u1zaDxiBkdPwAzOJkSPuBTwA94OT98ptMojY+jtf6ZJIHJ7yL3mDK1p1uSTDPLM7CVLQtiSE+YgLHOHOfWSsb1KWUwyyX6Q1kiN64OMGsltfLbVCxxiwUAx9nWbvAWHAJuAbrOOc6o8Z2frzIlIqSSCdTp7k+kYy9C26zBqXhk7SsG7dUBu+vDTyH0LzgCH7THpq/KszQmIiN38P5jRzg+0p3LgPGbWm2z/uNZblp2GHnBLXQ/3qTv01F/YnFdlq4SvAZ0NIMaARgeP7TP44SPW7Jglu8I6HhW7bl/m6ve2ZR+VZbtCao955EnnZtvQRtDPZa5mxHf1jPtAZU8yyW5I1WDkpE+2w/2rxCdenZSFTfZp163IURmA8ioPt91/0+spTsggJyZHndKcK/NqDxc1E1dN7LEdWWUI7fR/swdy4IA5xpZjvNlveAZKchKV+VIZXvYj5wGMom7BuiqrYpQSKUEKTQyTB7h4lhGEx8GZ43Yvncp1/Ec9ZQfeBpBHPzeDYUCD23dxfc3hgOoWbxr7au7fmKEzyGr3/WlwfJsz4N3cAq3dK4291PWL3AmVbZnZ+ppkkn0jLbZvhfWJtt7nZGVF05HxfWvwdn0UY9fmcGwLuKPBsHq3AsQ7Q88Tpa/bXfaqN3YrB05bOY3tFDYcjL0YXWlrA2ri8DmCbogZD9aph1hNZsFl2WMhRs+Y92lAHcugIvAa+LaAHUBZf+i4JRsGTAXgAGIG5iC2PCY5UGSRMQDKbwuWahw0dXx+5NgI0ArKVrrWAjpzGRBGbcduYAWka8DOAbCX+cA96pOcajICxpWOH9P3o+uomg95UxkL4ZghHrdbzsmYl71KVjF4WwFxdATaUk2VKrYMYNABDAWcB6DLK5Y3W3eCsleM3Alpq5tuugnnnnsuDh06hAsvvBCf+MQnVu77sY99TLpBNa8vfOEL1X633XYbnva0p2F9fR1Pe9rTcPvtt5/IpY1bM3FdtdysG/mHjScP1EBUUUztfmOfR+ggWb/NOOhDXfpzMl+/2aDZhlXb/n9tYMR2nXKJMVN7klNF9rNuMaHNuNXRA4La2aYe3zV9n/bR878dz3m35EH8qn3RYOTWW2/Fa1/7WrzhDW/APffcg+c85zl44QtfiPvuu2/T4/7yL/8SR44c8ddTnvIU33b33XfjqquuwtVXX43Pfe5zuPrqq3HllVfi05/+9I5/EMPY3OA124Y24QuBvo509sBjjtsCKLvnx+V4LklgFh8ZTGJuEint6AmPxIF2BMZb0TybJUKd5ODZts4a8Z79ePecA4WN4DnrZfaR0vZmIwlLpbFt3YI7LHUyi0n2r+x33bKpEMYBeNSyX/2ZCZ5lxCPZRu06mZaVhvtu5lUnGgL2dj3wE5XN9MoOaeltySmeWrJjYH7LW96Ca665Bq961avw1Kc+FTfeeCPOPvtsvOMd79j0uMc85jF47GMf66+uK4ryxhtvxPOf/3xcf/31OP/883H99dfj8ssvx4033rjjH1RizDUlSrleV+KaqIB2LBGs7ULjNHagcQHUCRp+PQa8zeeWqrZtJjFRqy1baPd9CxVjZAAASy1JREFUqGWrS+EV+7Tes4PzCIMRYjttF7CKzg6ecs+kNc1THfOpIPtdtww85VXK363MevUq4s4+jwHxZt+zFywq7TVA7wbbt5903x7JjrTVxsYGPvvZz+KKK66o1l9xxRX41Kc+temxF1xwAc466yxcfvnl+OhHP1ptu/vuuwfnfMELXrDpOY8fP46jR49WL2DF/6z1xpr126I9IliPSDVm88i6Lc+/zQfWplU7mdz9lECrjj+RgbnNQ3bKAAL6/+Tms0rJXatp7CgTIJ8acirolpWyxYPN6k37sh+H0bFT70++bmy5Eh27vGoMj3nRDxbVbd9LI9+3U1221f5bnW6ruP4OT5dORLFtdc6d7Py1r30Nfd/jzDPPrNafeeaZuP/++0ePOeuss/Cud70Lt912G973vvfhvPPOw+WXX4677rrL97n//vt3dE4AuOGGG3D48GF/nX322bKBoTXL9k5V04qY6GXLrbfcJi6160Y9a4T9gQD6jCore69FqS3/mMgHAzXbJNOTCrXVPvApUGRERals8tSciBW/sulIA8iFWBhL/KpfS280YpT2JPtZTgndEoTaBQNT4kJpt8ldKnEbh30HQF2tp7LOJJGMRaIyJsN4ja/KEDdwTEEvhPVRZ2wKgs1x1XWNia2P2+PyGB3v+2GEgSiGyuprRL3PGCjb/82XNzkdccWc7AUoAyfYYKT1trxofETOO+88nHfeef75kksuwZe//GX8xm/8Bp773Oee0DkB4Prrr8d1113nn48ePVoPoAGlvOJ9bPvYK8hmbfS2I4MGAHshlCpaKt7Lze4riMTibqeF9OXdvEjIvbXxzSODzEuo5J7FJK8u/CPquZoTgN49aKO0J9n/st91C1WdK7b7o7gG1m14dDy2HwEMBdmx3pNEEK9h62sjoqqEkkhmaqp3SsLkxaZD1Xftnayk9bfavslhm4USRs+zic2w17Ijj/nRj340uq4bWJtf/epXB1bpZnLxxRfji1/8on9+7GMfu+Nzrq+v44wzzqhegDy4Qn/SaoAN74Mynu2KGVgn4IqNUk3UeKwpFZopWrC+bxpYxfJKw33dUm3PKftTPL66phFLHDooyM5RPq982DfxHk4E6NtGI2PLbULYRGnvbzkVdEsrDtLulUVvWWFuzEOz5fAq3nPweAFwknU8Mn6qxC87LoXj7WVsWKNjKG63Y1vvN3rOY3qi9bKjrrFzj+m7lqGLCW/xEhINAHUMYFt6v9pvuzpmTC0/RPb8jrTV2toaLrzwQtx5553V+jvvvBOXXnrpts9zzz334KyzzvLPl1xyyeCcH/nIR3Z0TpdVoAwDYRoF5LqDDGrKGsNzyb4rkHxk/aiFt4pmioPL4sH64FMifxWALq/B9qTn14EQz+Xf5QN0DOibQe8gTKut+qBITthRHWM0IggDTmUzUCd+hY5fPqHF5DHvazkVdIvreTJQbjZUO5UXb/oK48j2TyP0djSEuzIO3XhuxquzXv6eyrhPFF4FQMf0jPyWoZ5p9U11n0Z1XfLroUbfuKNSUdwtADeZ51H3hOVWJ7XgHEMHZjgN9FhDiRp1HSnsHZfM7VB2TGVfd911uPrqq/GsZz0Ll1xyCd71rnfhvvvuw7XXXgtAaKCvfOUrePe73w1AsiKf+MQn4ulPfzo2NjbwB3/wB7jttttw2223+Tlf85rX4LnPfS7e/OY346UvfSne//7340/+5E/wyU9+cpd+Jvw/tFkx+qp7vWv/gx2YX0ItNWL9r7eTKEaNpboC/AeDaMQqLkBL40DrD/feg99OwvQTGJ9acirolrHhwgwM6Or4nA4Uf3vSsrgV3cqKx0xDvcSknQy3GofmPa/SI0HPUKLttdyMToB9h4H9WMLX2DWNLW+5bcVykBNSA2Z8DVdv9XW7IjsG5quuugpf//rX8aY3vQlHjhzBM57xDHzwgx/EOeecAwA4cuRIVXe4sbGBf/2v/zW+8pWv4LTTTsPTn/50fOADH8CLXvQi3+fSSy/Fe9/7XvziL/4ifumXfglPfvKTceutt+Kiiy7a+S+qvGUzk1C/6/Ig6Wi3hMLIdJALn+09kU7oQGUwJNb3DAT61aZwlJkNlT4aK81t48qtRdx1bqlSp9u6DtDlaGlzRzJXakJpCaiWKyeh5G05egZDmq7xClAvc/Pu21fIWJMRizebF122JWTiaXapU0D2u25JxCWJsG2K7x4sfCwQFSAdeL9xXxA4cQ26PtYAdDpvOUGZMNaxKt4zIUHmTAc4qwebSadhLEY2JZk1hnu4nqGusSHG9EzarEdmocFd3wC1Bx487ypsNvaKobMq+bTc14pVwJB5GEumq9eVRK/KW7ZtlR4q3nIbLSjrd997Jm47ip+icvToURw+fBiPf8evIK2fBizlrlNPQC8PKC0B6iULm5bQntaEtADAkNmilvK/SAsAGUg9l+1LIC1Zt8tgSUsGLaWhSFoy0jJLs5E+g5ZZmo0spSaZegYWS4BlgnCfTUpnj2JmWWcNR3xGqb64iqE5yNi/zi3WGMNJSUAYUGAWcKaU5DMRMJN3nnVhOYFncp68ZusIeZbAHSHPFLw7oJ8bkOtyAngG5JkAeJ7LMpKt0+1zUUiyLwuFNWPwTC2nOYMSg7qMbiZdXGazjNmsBwFYny/RpYyOGOuzJWaUMe96rKUlEjHWUo/1bomNb23gvZf/v/DAAw+sjBlOMsmYmG55+nv/n+BDp2Gx6MBM6Jcd8lIbGS2StwCmhcxDTEtCWkJ0x0KXs+gR0veiW9h1UreQ3vuuX1o9s2CkXvXMUmapo8yghegJWmZg2Rc9Y/O9W999m61uCz2zar73SiLzFnQOWS15cATQdaJzUhIdo/vzrOgg0zc875BnScBznpA7mbkqz8VRyHPVP6TLqnvyHOAOyJ3oHNM3eQaAoHqIix7qGNwBPNd56DsGZgwkRppnUGKklDGf9yAC5l2PWZfRpYxZEl2z/PZxfOqlv7OruuVgZsScQBLXCX9VsPA8ASHe1VVUsS2HeLLTPq1p5skbwSKFDIb25QleYbmcN9Xf2SSCDZLSGlp7jM625BT/HC1QrIito95nM2pvkkn2rah3Rc0zX+9TFsfinwOa1XTIqnOGHA+XsYSvJhw1YNJs/7itSciiuD16vnFd3M+3Bb3i15VAjf6qjyn71rHkkdhylMajHr9n8hbv/8BTXnH+8X8B6yXvnU974OZjdok09hhXuuqe0nBbFc+x7e0/c7BdHlzO7KDrVFQGuEuSPEYktBIgFq1R2l35YrKSBaiX3HWr22rG2kR72M0rtjiQgXdKhcI2WjtarZ2CddJ3/WzJJ2zrSWntSGknlM/6vioRxv81mwH0CsU3oLVBoWRK7pG155xkkpMRy8KWocga2WHPwvZkLGJwIlBicE8Szk2stHIx5ilEq1jtZtZ1XrNv2zv4nOXcUYmMZZJQsY5P6pXe1pMwy3WCxQsEkXjIoTsaZFp2mbO960THmOdrM0SZdCtAOIbLgHL+mHA2YjhwF3UQuWPDhJKRbbqjC7rG9M8qnZLg56nOMbI8Fn5r/Sd5DWnrRLwnAH3wgHmvEn5aa2tkHSUCelaLVwEZQpuAFYAzlc9EOmD06UgK1h1JHAhZ9rWYM1DKs2wA2aWMWtBxQDSgTDQEZXuvYj4BlN2SbwZMFWMmbDYIRq3a8FnO0cbvTvzBnwB5kt0S0hIoIq4NwhHFPjTU4eOAEJZ9PYEN9H0cWeyanakicHOcLltcmVDiuHLRYiQYeGcUPQOAKRXHwBJkMyS3JGcH3E1uirxHUI5Z1qpD6nwX8usaePeWYd540MWALw7Aynsfh/xAZ9cx5HLemGVfdE4E4+gp0x4BssnBA+ZVssk9HM9wREnEGNm3Wh/++WxgbOu3GDAAKRinai5T6pKAMwGe+ZFZPWkF6THQCckY5btSSfRyb5lGQdm9YbdI28/FIuWusVJXADKPLMdECylbaJIuVohZrjuRqY55kt0S1932HBKhAmF7VzA125taIMYIuI58tvFSjtNzmuHv1LbqF2XaqgxtColg0SkAilMABN0hiWRu/G826c0YQ9c4BFXC1xgYU9Ezfr0GxgbCoVQTaD3kCNzl82gyKuI609M1KFNYRgPKg58/ecw7kO14zYSakm6sKEK9jdv1auGa90jWcYdYBo/STawZzfJ1SZILMhV6CRCLlYNnqKOZ9J0NlBMUlDezYJssSTuf0dmhdpG7AtLcdUr/lIQvnqXiLXf6sGvil1NKtl6ztHMnl+dZ2y2drfcxUt01oBslWMfvKA4k2E/cm4zISSYZk6SAmBILVpkST5o45J4xVVSqVyYl2YEThHLWMUAI4wF6nFircl5Ily7uIDolQyllBs9Ik8CU6tVtxKQqxbhwDnqmKDsDb6GvjUunAkghjLbypgAFjPV8VfmU6R7TN63uIdUxvo2cmneQTeT3qITPMPpuy5HJG6yzHx91kK0z3WM/hQSY5XPxlvdS9xxMYDbZ4X1rvWMAwxUG6LZM9briacvD7V4tUaCyzeVW4DWqCSh0EyAPbs4+cAF4CcNKiQkZNqAiKLsFTfU6pZCKh4wR65Xqh7x6mCMtNNw2oLPtnm91vyeZZB8KRW/LPU7oc85lhjQz1Mf0SBgv4gWbzmidgIaNi+Dfs5/DQ2eNN2o6xfVMBOeUgL5H1ZLTzp0VrDcrlwKKM2DHRlBuveO4X9Q9QIktw+6L3gQH/Pp++O9G0S1+TLzPo9fc6CigMvxXNROJlyKXzEi7WmsrcrCBuf0HUZ21NQbEbiy2VpS+swIsJ7iFLKApIGsF+UTQWLHS1H0GJUn5J2apOzS0XSo1ZYkauixespjP3mXM52duHoY40OxzpKt0PQertUq6CB6zlykkKY9i2ydRoLC1PKFD2dct2qG33CZacGK/x2V7WVcsV7VM1TuxesIJvyd5sIXC88hM5Tl0YEV4poXhEtbKkjwBBpfqB2XUvEZZxxHU+668aFbvWeuTtauJn4vsfIKo4lFnkhpoJNcprMAv52RE9o2AEjvPDPcWtmIgQ8jMHYM2lwUQNq7JY2Hdzx2CruieoleotCZNtQddecxRx4x4y2MOQkVrV7rHdA37vWljy1OMeTeFgsEYkzKAQZzHLFN7mH0QQWnsJCdhfZfBU74DDGkCwpAki8yFYkICzyA01AxSZwgFfpZ6RaeeYj2hAW8E5miNtqUTwGAwDOLJKQGzJA98l8r6mdQHWrMREJBtHcHrlo3CZgNtA/D2pQPGQLlQS+zUX00phc8jP3WisSd5MCWBkU05JyAlBmf1M43KVuZJD3AD3p59svWAgy8AzdxW/AwOaNEtaHSL6h4NJSUgjJ+kzoUcxMgSPuvE2GeSng7yxVYJUgBIkr64BulNb4yC8SqWboVTwCl5mMxZPAPeLoCwAbHltDggU23cN7omfjZjqa0cQWJwAGVKXIz/JO8pcQXKBtK2bi/00HcfMG9DBoldBty2bez/QPHYkmHJkAOE8SpxX0/WMFo7hROgGAGVdDYq9QttwNStaMp7pKztZUlflcVqisMedAVWKgNlMBCi8RLuU2vYtPsMEjLCvZOfr7H2KiHDLmt4422A7KX1Oskkm4k/pqon6pUoykNlVL9QOT4mnjpF7YlmllTG5TiobkkspU8U9RAVPWPJX33x2mVKXC5JYMxVCA2oDYXR31/R5oGxq3ca6KBBv4dKjzU6KdwrD7XFe1R9V3jFc1Xbuf6MsK49n19ipLT3Vt8cTGCOlLX+E0o2YwDYMCCAetms2piB7R5zpJigFBOT0Ebm4HYyBzBlgDSJgTIjz6RUgYglicN2YhLvWQcfsiaUALXXDJRpI0MpIkdP2d4bKtubn9iyWaqdUkiAesli2udZoa9tWehruSHWYceW3UI1y7aTV+Ud66t40Nr5yxJoKoAP1mv1vjr5Yi/iPZNMAsiz1yVGziz4R9KVDlm8K2eGAxUtXnKhoW27zRHvuZzRu06EDDXsQ+TK6NykiWCcSPPJSPSFKbBlFo9UT80ZoJ4LQ0cE9AryCDon6J6iFAP1PZad3QJxBN5IT9u+xtbFXgmdUOBV6Kztl6AdBIchMwzCaxVDZ/aGsXT+Wf9PxjKY7kmNnkk56BxUuidh75yCgwnMQEHU0W3h3coadNUq4Lbnv4CzlDlxGFBOZSuNrWfUAVO+0jDWYj8MazbC4sHqQB/Q2JCDRy3YCML22b1z8sYARh/5oDCv2ABYW9/5QIm0tb07pTQcJIPYsl2rKx/2AdPGg4YxnvI/ahMzxmZ8mbzmSfZSrI4ZMMdNDWx7VpOFsxSE7RlPWmGRUKY3dqYMOt7hVLY4BUW/AADbeQ2gDdgTYC45J1lHHRWnIvbSjvpGTqrep3Quoaz6hkb0jtyAsZtSlltAds9Yf4TR10r3O/CGuLJPIWs5LWbgU6j+oBE9404HEHUIh3XFMSgOQGHooKDMjUNQ/s8GyinonmSZ+bssBw+YG+UslLI+xAUf4RRTXKaR9QRYNmQElOh9gySjMQK3Uy6dPuuZtWMPK8Wk16pGgdQskzSRT+rh6zpo0xFL+Fj926l65658Zh8cJWHEBo4Brv9em1bOHugQ24lUdFuSsKo8qrJU7VjUFm1NPRU6u40pr5rxJU0APckeSwRjCyW7/Wssnb+jeqbtGafwzFPYZ0BlN/vY2HF9Y0lcI9st+5pDCSelBDZ6OlaFoGSe2UQYrnMqvaNfNhY+Q7gZdn0RpKtl1KAcw2cGyiF81oJsu77SKSOvMf0yODfCuy0OEr/iT9370NnBA2ZgHLuoPKT+AITBwmq5yn8BbskiQaxZjb+YI251hsiM3AGUhX5KEHBK9p2slDaTTGJBSYC6t7iOUGA+g0sOAyFS2SZjc47U6CW7hUHgMRmzSO3BtzpBA9RkyV5qoc4KVW1N4llpbVkHoZgIQkHZdq1lzpHK7iAN4ysKisGdUkwpWq4QxkAVXiKpHY0Z2UYtRQs2oQymRHkC6El2VRJpVrM9YykjZ5LCiczIngwKGafZvGAx0KUag3xMZDCSedaMuk5ZUVfqi+X7WRNHwapnWPSLTMYDZCSZzKJX/cMKvKpz5LIMlFXf9KHfQa/XZqCsuoai12xtPYOsDKOZ4V85BamE04L+MYfBk02dsYu6p33H6Gc075b05ZS2r2v1DeuUAlkdfaGyjbq2yXJiXsuMsjAOuywHE5gBfZgLCMf1xfIc+YwV1mxzbLG6JBHDB6BasqwdeEivgWHWJ8T7Nm/WvemkAxdeA+mTzOXyA2gEmOuG9qgt1wjIVLxk+AOtHvMs+fFxALgFO0JVey9aL2EIAyJYooUdQHiVDMnhq1BFZr3qzwl0EirvecrQnuTBEHv2MoahlMr4D16zs2mmK0C1fgEqBs7DYTaO9HOV48LiDFgDEoBDiE3AnVTnMFAYu2zn0PBZCqG0LrlBoT9OHIfWa47SOgX22eLK0Uu2MBoQqGoKjUSoYuvMgCkeddBJqm+iN90uj3ndw/UcXvLZ9Az8q3nAyFl8ea/kwAGzP/DVSsBrjvWm14MjJIcFKjoOEDCk5MDiTCHOa6VR9u5tZWYSX07Go2cAMx00OVxcbxYqyUBhBWAt3Kfquzb3mD2TEXAwdsoIKDFjS5TwOI8c7wlfpB6vgXJc1gdfPGI9X0z+MsBu1wWrtR5IAbQt+SKp9boi1tOWLpi0yRhTMtgkuyVVbBHkeAHo1KS9jAVKXJK6zKg2QxYIncDMow66xhxS3ZeVVfPYMgGJqegBf7xJz6U5LapnbJix0db6TlB9RR2IslSP9NovIaEkekVveSu2zoAWqGLJUNBtw2geSktU9FFTv9w6Bk5pb7LsNLbrmwLGsm9hISJg1929UHnLMb5szJx8zkiTx7wNMaUcbrzFmStPOAwOqHXp1maqQdZzITp5pN1r1XPJOmgmpc733JdlT7xOkLhxR045AQBZIpkBctbxZlQSY3xQ+G9ugNk+pwLOVVKFgzXKgx+zGj3Ryx5qGmZd637WYMTmWnYqW4/PMx4Cty5HKhs2FyqJFU86gGQ+1JAdiWLBjr2bVBT3Hg2eSb67JCroDKBL4jfnnGRbykBObkizGtqRpgaRNCCCGcqs3TLJ9Y3ldBCpjmLxLKIDkCHlUck9c0nvIsVe6kWvZGTRQ8lccAZSJ9fALNnaFpszCt6chAyZdWoz3QMDfRRnJYKx0tbyWxswDmGyNtlU5nrXy3DdUfdLqCpCWiegCw5ADJ35Z9asbNM35hDkEjaDgHOX2CnsTvVQ9JqnrOztiltEwZqrgDpsNk8atbfNBGekBtQ3Smu8Nmu7nIvUEwesEQmZIWADtCugyzbA4mBQa9uTOMLPGyScN4MjtqbzGVlgFmSxWoulSUPrkgJYN1ant+kMr5hwsfrFzXvz/wEGNJL9PEKhEluJcZ/JS55kLyRRmV0qkFgVqxMcWDi1HVngoFPk2LLOdMcglKY7epjMv0vWFY8PQHMcWR6LAjlySFSF6CivSUkMzlSGosabOY8MuOrG+I3w95jjYr+1avfrdDN5zkvt1QYnYyudgqB3MFwn98+cKR4c76qVOP6EhzRH5eABsz20BAD2T9CHMUEePBKLiXJ5SCwug5bK1tPEF5kFrPuZR5yhbfpYLGrzmCWeqtasOm7UQzMny+ABIPFl7RDm3w1UVmv7uLQTiTtop8Y7xhCMR4HZaO2Q8BXrkS35S6xW+HJ1PAG547qO2ZO/uFitNlDUakWksD0Jo1ip5rV0Sei4TummCMaW+DU1HplkN8WSv4rHLPMd95BnlDnJM2ulGIwSAzb9QQZ+Yl1boQVrBnScoxlA8bRRnNlkLJwxeTrGM1jYN7LkL90vaQ8FEn6cMpfwmSWjav2yJLraibEtr7nymMfyW6IjsCrhlDBk7gKF7brIvejiUXOcOCd41G0SmDOloWY5esyWZFoSTaVuvUsZM9VBM5LlQmMzZlv1Ej8BOXjAbBKtp2qZ3QpjK/Q3q8oTKVAGEsIACAMkQanxXDK13VJlBWjdRr1R5GIMGF1egXQ4N5hK1VeTdBFxpvKaLbYz8rt9EAyWG3CuBkf9UJfBE4G3Xi6Do8m+Jl2n50UXB4fcd+oY1GU1rNgppWTgTJYhiUFbvEhnjwFxR4x+8qInOUnxlpxAbSRCe4doFQVnZdNswhqCgDTgQOeuso71QnWjWN4UWlYzNAkLHl92XaFjRjK14VXLZE1DrA0nqf6w6WSNwu7Vo85ceixoi2Cn5f0LRyTqni3yW0ptckg8HWlYFIG3chBGwLYKnwWqmjtV46OZ2IHCVlC2EqnkRv9Qv0Qae5ayZGXvgW45cMBM5tJGbhTho3mU+txsBtwOxCP7Op2UrGxBz8H1vgL4uj7LyLBqBW9SYiOb7fqDIUA1IA8o7Liu+o1UrtUAGOFhpgaUjZ4OlHXVoSvul+rt7X2N2/27fHvsTRs8ZjuNATMhvOoHv/1s3vJY3GeKLU+ym2LPVmaq8hrKM6sJolzaaFZ4FvSHs3tsy3VSqg1/TxDLBU8L/VpeVcVIQgFeVhqbtTpEAROEkg8Wz8V1lYgngBGhGXq1PrLqD1327SHXZagPEBwDqvVI0FHtfvU+9f2tKeywzj+z33v9WWizsaPhReH//mDJgQPm8k/Up92ayzO5x+odehj+4AII8dmYVKHrgJJUEZ1YDglh9hColUsGthmyXcGZFHSlPjB81usEUKij5lnwCV8Smg127QGQ40MZH+ZUP/Sx9KClsj2zsUne8uMilW31grNikJTkr2K1evcdTfgiAqjL4jUDVcJXCpS1WbCd0kdGLdXJGCPUNqa48yQnLzH5yz5b6VQifa6RkZO0zcxIYNbuYDZgM4nHnLWm2bxawGuImZWN6+GetE3nbGxdpuIMmK6xMBoRIfXQ7yYJDZm/weoQ2KQVmiQm59F1loAak09VBlUh20k8bTxmB2uv+IhhtJJ46t7zLOqeuB3FeXAKmxsqWx2fNsnUmLpkXrJlYmuiV8pet2zUdac09oz6OqdlDwD7wAGzWz1k1qEBla4LsWUCHIzcIwXKNGxJn/3ohCcEbxal5k8HUwSAKoGMQ7zZz6cPrH5mbWAi68oDXw2M0B87fg/0t/jnkHThXiwayzR6wzFG3HjSBXjDOr2WGE8eeNi2zu5bHBwK0NZIRGaMkxsRKewWlFtKCYiUdu0dG4hPMsluiIRQSucvy9JFTiExTD1lkBuZTmn72LatmnsS480sYKJrfZ3R3do9UwcrCjULuAMCy3HRbG7ZRl6+SU5l2w9D6Y8ddZs6HOI1210oeqncGPsK8l0q77fNdVGwruLJtq5Zrpm6sD2CckNrl3OEnBYK98o85JFM7DZkNtYXOyaZTuVSOxUqD3dFVdu70kaS+KXLgFNH0Kxop5XsQVZaGgzvcWvxIzLQtq/J4bMdYxeR2YHTYkhAob0cT3gbEYyB1arLqawbp7LhD2rlRTde8hC4w7qkF1sNCL2/o4OiBmUHZo/xmGcCt1rHetWuii2PWbFTEtgkuymW/OXqxJ5Ppa9JHQFZVlDOhbGy8eD5LQmeSFr0DzyJlRD2CfpHvN/heldW7bLzu8bUSexZjicB52zxZv1xEbxXDSF3CCIwowZk/90UdAcVEK5Adaxumeq4cuNY+H1UJ6D6HPWP6xtUusZ1DpXmRYQanOU21Lpmr/JXWkJ0W3LTTTfh3HPPxaFDh3DhhRfiE5/4xMp93/e+9+H5z38+vu/7vg9nnHEGLrnkEnz4wx+u9rnlllvU0qxfx44d2/G1SeIQGs9MXxRAQqmMkkzAA7pWEpZkVha29pO2fSavbK+5vZPMWTyjsj68en+R7Dsn9Gv60uU8B/o13W+NtvFCeG2+Tw7vudk/r1G9PV67/k6eAezrGHnOzXYG6zqesb/QlRfNWKlroa9TYqQuo+sYXZflpTSSZEWKZzL3dZJ00cUMSXC1bJbsXlq1k+y+7GfdYs+ht2M0utNqXY3y7LI/0zYDlT3rQqMyrIa/6JigfzoZO3nGRcd0tb5hfzc9ErbP0eigRifNTO+kZhshryXkedJ32yesm63Yf67nip9nJNdn72tF59XnQbmu8Nl/Y0faHhjaGwHVZ9lP7qPXOdv91PtbsXSqe1LKIcm0hM7sf2r/X8vElpfQ2LOoX/YDMN9666147Wtfize84Q2455578JznPAcvfOELcd99943uf9ddd+H5z38+PvjBD+Kzn/0sfvRHfxQveclLcM8991T7nXHGGThy5Ej1OnTo0In9qmDhtLV9sjK+uFh4xM222iqrrbraosPYPlVHGzMAwnlXvuiEXp7JmGJRfvjeke8Zrht5UTmHecHFuInbS09a86K99ZAbSvV9FoOaB6+xjjsABp5vBGL/rPt0NHnKp5KcEroFtddkXtXYcwsUz6voGnMS7GBU42MsMarVLRh7j3pmoINa3RKPp9Cgg/yaSg5K0DGkIBlfdo64j+sK1X92/koXttfbJJ6Ge+DrG495bD+/T1EHhX0p3vvKWzYPGYNwWcxhif//jobs3G7Jjqnst7zlLbjmmmvwqle9CgBw44034sMf/jDe8Y534IYbbhjsf+ONN1af//2///d4//vfj//6X/8rLrjgAl9PRHjsYx+708sZiN1g1hvsdX4glEkhUOgipY/JQ0AMi9/AapWhceFYLxx29cqHhEJL64NCDM+4lrJB+SLSz0C97PHs5nvGf2zYpTU6EB5Yf6fyAKMe3LZuLBO7prJDbXIcxDGe3EXgLhQSaWcv6sqAMK8iJfE0AHjyRaJSp2yeslmr3cA7ruM+XRhIHU2x5lNB9rtusVaMmVjncqgztCVb2JKJAGb2mmBCKnohxH5dPxntrJS4Mc/Z805kUFNGNf6SHUbDroTezMt6KBCX3BZVcZRLx0MP7zFKkikj1DDTUBdVOoiK7gkGQw2etaHg6wJTCWzS7nekX4KVYvpy5YjU3nJVItUkfI1OVIFar1Q1zPslxryxsYHPfvazeP3rX1+tv+KKK/CpT31qW+fIOeOb3/wmHvnIR1brv/Wtb+Gcc85B3/f4oR/6Ifzqr/5qNbhaOX78OI4fP+6fjx49CgCeZUf2xEYwthFgwEuARZc5PLCl6l9PbgPHPD0L/EQQtvGQUUobDIw99gPYBOm+Dra+XCcwAs4rZJj4ReVzBcq63xjotmBty1Z3TKEGOR5vg8CAmVAAmbgCZuqyW6tewK9gbMDsFKGui4PEqKWEsgygGiwzCsDuyRpGN02yn+VU0C0pVABkoDyDBqTyCazJV6wNSKz6I5uhn0p+iQNyJ7pIksDYkFY0dAasUoQTJJOaAEpi81OGx6jbHgpZdZdnbrNusx4KudZH1Tua5S1kq4qQWt8Mk7tAsWER1c2LWgbPaOox4Db2zpNNUao/DJADhd0phW2OQKz46BoKO4ExT70+D7xnRv+O9NXXvvY19H2PM888s1p/5pln4v7779/WOX7zN38T3/72t3HllVf6uvPPPx+33HIL7rjjDrznPe/BoUOHcNlll+GLX/ziyvPccMMNOHz4sL/OPvvsspECupkH6evafcKr+swr6aQSq47ryvFO5VB5kGqKqH4YiyUZCvDH6OSR9cXiJKem0W63h3MTunoMqOvMRj0edgw3g09BOdwfo+0ifeTUUeiu495zQwkCdTJXG8sZm+ElUtoAJk/5FJFTRrdsIqtCMVYnK/vIch1iq2v7uQn3jOmh1uiu6O/W4F4BisPtbRKWLRtNveLl+geD42MmdryO+BtqgA4lVRTXh988QmcP9E61jqv7Xid8mZ5BCTughCfa3giul0L4bC/khLKyW0rX6uW2kve85z34d//u3+H9738/HvOYx/j6iy++GBdffLF/vuyyy/DMZz4Tv/3bv423ve1to+e6/vrrcd111/nno0eP4uyzz/YU+ETanD3+o7ihtjXzmo1eBkLTeNlfPGOClxAkXa1Wp9FEQgvp8dABqL2wW68ZGLdMyzuVfVYIx9tN9fvAS7aHH/X6sQHjjd9tu4FxV+5j8Z6Nvg5eMsFrBi3pBYAkeekg6brQNamr65THPOUBfU3stYTmRScKlmyMOU/JX6eU7GfdYuVSrqA1GzozIdugShnMhMwsE1N08lnqmKUOk216RTM1jSwjSCmnpmRzZqQl+RjNml2diKR7F1vLTQSPGUpbh+kfzXtOcoz3WIAtsy/DqOxVHvOWdcz18mZhtIGXrPFuAKvb/c7sGPZl8ZTZ37000ybFCV0FU8pImpxnumfW9VXC17zrPZnUk7winR2YuRn1yA81lf3oRz8aXdcNLNivfvWrA0u3lVtvvRXXXHMN/vAP/xA/9mM/tum+KSX88A//8KZW7fr6OtbX1wfrjRaV0LA+jUnLkBL7w1ql/+tk5dLcXZ5uHyQG7Kz7WZ2EPhDEXGhrBelYVlVqlPX6bBByOe0AsFW28vVWgTNvthwHjFu142BcbY9x5U6uzKmilrbWDHjSuDIBoVZQB4eCsNGBltVK1DQQGaGvZ9QXGrGhrAFglnr3lGP8eZL9K6eCbgH0edLBJsa/hmfC89WlLHFizuCc9Ht1zDC02RABkP7aHlpjGVNS5qng7F0FDfG0oYkCKADDe1gDEWu5yQypWU4kOorYS6xMTwm9W0C66CEe6qR4HVEiGNuuNtNMC8atI0AosWSjosPygD2M9LXpMGv3a/S1h9JUH3Uc+u9zobDNOTDdo/87yyUwUI4APQ9G/l7OLrUjKnttbQ0XXngh7rzzzmr9nXfeiUsvvXTlce95z3vwMz/zM/jP//k/48UvfvGW38PMuPfee3HWWWft5PIAVAac0xWRwjA61akOL6MK3p8/PFweHqVv2yy/+kGrpxkbLNu52odN90OIkWz56kaOGTk2PvBI7TJXVLWvp7I9lpSVz03P2fBeJqLQwQAE6qgYTgbAcWC4d9xMrVZR200doYFyF9aZTN2+Th05FXRLfAZbcfq6WVee/0CfAs4uOc1tL6BioKoxrOMyMluDkFjYt6KUnSYu+1ahLWp0xmZhtRUv93oHrX7b64ivpg92e23xupp7UIcGi96Wmw/XRwUDiu4ZhB1Q9Ml2mhd1I+t2U3ZMZV933XW4+uqr8axnPQuXXHIJ3vWud+G+++7DtddeC0BooK985St497vfDUAGzstf/nK89a1vxcUXX+wW8WmnnYbDhw8DAN74xjfi4osvxlOe8hQcPXoUb3vb23Dvvffi7W9/+45/kAX2zebIAJLNb2yzOJGaikw6pZkONKVyrJ8ssdLcRm8n6DymehqbltF62DIkyxF6ShtrTMU7Nqo7esvxHbXXPCbbobFtnXu8ti6hXrb9zMqM1mx42KsHP4KxegLUsRs+MbnLPAVL8jIv2NoZbuYl+zJZnbJQ1S19HT1lALVVS4wOGQl7N4gm2R3Z77oFMHCWKaASMaDeMRKwzAkznaNZGNkOQO9d/JSMU2obYCTkWRZdQEnGJTPQK4B6+11toUlyLAGlzS9BwnHmHbNuS6i8Y7tsYirJYoDT3FVCKgcdFJTNKr00po8G7JwbDbrDwGiAe8LFk9blkXa/lvwFgvRJMHD2mmWAZqpzupJk2mn9ckeSZGqOwLzrNZkrY02p7LVuWcJoQQfNA729V7plx8B81VVX4etf/zre9KY34ciRI3jGM56BD37wgzjnnHMAAEeOHKnqDn/3d38Xy+USP//zP4+f//mf9/WveMUrcMsttwAAvvGNb+DVr3417r//fhw+fBgXXHAB7rrrLjz72c/e8Q+Klql8htI8rEGW2A2Mte0mocSQFTHD5BSkvJC10istOct2D73YLDEcwFfBmhjFpbdzmKxabmQUlMOyU+++jDI4gAqMK+COVrdlsreWqLEJnW0viV1WgkBAmK6Ry+xQShUl9ZDNKjUKaZWXvLokqqavLUMyig+cico+JWS/6xZ7jqQ8qlDaAMBcsrU7qkuoMornDBBSEl2SNX4u41G9ZKZS7WFMmnUmZAQaHKWFJ3GVXR1t/YTiABjuR9pbOn9FxwS1bgrLrsOCbCucprzsWG9+UD0zlO8buw5GdiA6By27F5wG10cUErkapi7msLRJpm1cua5d1vDbHuoW4kFX8lNTjh49isOHD+Op7/k3oNMOuVWacypWaiZ5B8RT1vVmcXqSlw8Ofbqa0gJws+yWJtVWp11cu19cj+Zhr570TSQc1HrJ1ToKQKzvBryrwFgGD5dAR6DWkOShl33Lw+/UUOKKLoqDIZYk+MBoBwh4NMmrBWVL9JoF73juXnKwZvU+Lb69gd/+kffjgQcewBlnnLG9ezzJJCi65WV3/gy671n3ZK/MCUtFkmVO6DkhM6HP+s6ERS++87JP6LOYkX2fkHNCzoTcJ9dH3CuL11PJZzHA7QnU23LRPz7Hu+1jnnMu+qb2mMs600nOyDqbx7Vu2i5CjLB2TOR6ZGWWePSS2/AbhY5o1KyrPGZVuDP2cFqaqTOg3QStNGrW9UgErM2WIADzrsda6kHEWOt61zlrqfd8lbW0BCA6pjBzst/xby12XbccuF7ZXZKnj0mzspELdUSMnEkpavNmYaajUkUIpmZZD6O1bXuwLtkyHL1mEVXCV0VlB0uUymJ4+LcxCoLT3a6rrVWuqCTAHvwREI7gHsuedP/Y05psHWrveBUYy/9FG/4DmCvwVslfFME4ZEIGQK6patZz1ZnYLSDb5zxR2ZOcpAzL87KWGZNT3AkCRMQkDF3XIzNpfXEvjkJiEGXPNnda2z4glVhqD+2zbS4vYBnbxHDam9SdlSZGAtyWoc0RkG1d81l/DgC99l0DZlTsnFeHNB5wSeTSSwkNi0quTgHpqk55BX1tbN1s1lcZ2HOltechdGZU9ox6p7ILbc0VlR095Q4Z3X6gsk8FScTo2RrK29MML773KSsMjAGJLOsDDWIHW3l6lffR7G1AHhIyBFTAlnxKVABPirpM5fuU0RpUHmxLxqgjDMHY18UH3641/IYKkO3YWHds3nEAZQ8TaHY1gAqQ6yQKeAlUTLIYtLkLID0Gyi1VHRMvIihPMsmDIUZpx88A0Ou6pM5Bz2HeZtdJNmZsLIlSqGhtUyQ2HrWsU7K9NXNbm5UYCFeVJnpaKFBbDNoAkKy8KlSo+IQ8dlxYNhkbYjuJMReGrhzXJsa2uS6Rqo65MIXRQ3EgTEfp/bVKENM7Yy03qyliww+sKjsQSjB1/V5S2QcOmDtL/tIyBasr9MZa+p6zfCAONYjqPfsk53ZcBDUDbKs3BNyLrr1kKFjDPWZbUXvI4w/7Ktks8cu3R49Yt3O7zn5PGAi2bGBcvGQUhUIlocvKDmQ5e+ymTeyKlPVYcheALb3kjkpnr9hyMwLymKdsyxNoT7JbUuLMSp1xCjoiA1m86ByMyawJqaIfMvqcpEUtxGHI7j2T5aBCYsupgKy4DwLKxmb1CthZlmHHEvtxZcpZ2SylU7prKjorzihFQU/FobPZKKriylE3teAM1GG0VR0GPd4cmhwZfW1esnrMVqds/RLqroJlopFZ13uiqekhobKX7hx4mZS+y/41fR11zV7IgQNmAwUDZOuCx2aROkhr1nYGkj6ZZjs5wBqVnQJIm1WaODxl8qo84EAB+UOOsi4+4dv2nFd4yxXwjoB1C7wVCId1Xk5mYKtAbJYngDJPMtWJFFb2FC1RQp3U5YX5TQzZvqsFaSDGjccbiMzD8WMA3XkzgInKnuTkJYEDdW1Sg3MmRgeujODMhKS0NtA5rW0NSGTnsszJWDttShIIPFdfwSuGMn1OdRvwava2UdweVstRz8EzuIHGwUAA5lV6apS5a8DZtnkiWPF+ByVh5hmnUrPsyV6WeBoaiEidsuW3hFabmnUtceWsOqSUZc7DTFGxra9Veth7ojygry2DGyg6aDflwAGzZ/RCsiFlnQwMeWblaY50kj855iWTFfkXGxXEoSsPlHexUUJu4ZaHl8oDGftgE2DzsMZ125JqAHC9vj2H02G2vQFnoIobm2fssWOyxC67T6UW0+PGVMeQDZTNS2hBucq0do+3GAGF1h7WJQ87eZXfX9FPUyx5kgdZxIOWZxMUPGrELG52mtv0E5OGw3xsCcoaW1fAjQtd6wZ/8I4RQE/dXLIYXUIp56Tgc+u5fbKKuBxPb/7HdvRUvJawbpTWNlCm4T5G3xcqW0HZnQ/2V9XiF0DVL4EaR6HRP/a/W5WBLdtrurr1lPeqV8LBA2ZtSC70DZWyBCYkpa2j90xkSWJA1nUAPMYsWdwK2IndemRLkNCYj6yk4BFHlzh41oCe7wR/4JjX3IKwrqNmewXAQA26TawYqBO6CCU23FltcgBe295mWMfBYB7zLDSBj+scjFHKoXZKWQPFOy6zS2X0e2DVTvLdKa6Mw1j0nAetb07EUteM7DS16R9A6eWm1ajVORMB2eLGJG4kZwb34m5qTitiPNjqn817Zmuz2VOJMQcmsExiAddPLZUNBDW2HX21ylt24OUGmOM2eFlU9JidtjaHQpPCvN2vsnmW7+JzYRN79vWs6z3hdN71nmi6lnokrVuOnb1MF1l2dktfd6FMs9ujdr8HDpgNIKyekC07ktgB2uI4lrldU8m6zo7lYtVaqRVQP+QFeANAY8VDPfaAb4MiGl0XvX6qlYWBcNxOvr4cV3UkapcBz6SOtcebdcuJFE9sDrIqoasG39pjbhMuxmLGY7R1tGInCnuSvZQ63gx4Zjbk+V/m5LT2MickqF6ioovsuGU4LxEhBypbwD17g5EqKcscBOg5iYP1zaUuOpR4mnctCa9yIs/uBkpcGthaf404CzHXxTOxqSzXiWDs2zy5q61NtvU2S1SXvd2v9b42p8KcA2Px4pSxXaStmxmj2gYi81CquRKUPQC6u3LggDkCBiDPZJeyUks1vW3bDYSTWZbEyDmpNx0BtgwmNo+UtbNt9RBz/WC7aVtkJxnZlWEdaJQKhKvPcCD27dsAY7t/DpBad7wZIHchLmzfNRYrtsEQ9zULtXxvPY9yLH+yfew9rtsMkOPk5pNMshfiusYysmG6h4a0NmowN91EFBqTJJbcl1QYO+suJglh8MiZgbJlqVrvbp8j3pESsBi0Z3EDTml7nDnoOjtEPm/FY5edHXSB2ntumxtZP4Vqfncu20JpVd2HX4iE5DqtlEZFUI4tfiunIHjDM/WQ2wYicd8WlMf0zW7LgQNm67lsg0Swk6U5Xk6SDBYs1cz68BvNreeR7jy158vhOGtaErcXT1me9MG/bTsP95gEMK4w2gG5Bt3hcqG1x6hpAE5Pb9crHnTn2sQzBjanqsu6zRO6bB0wTlebjAH05DlPstvSAjBgoCsAO4OEx6whiSRhEZYKwO79AkiU0JPoo5yTH2ehtpylBwOYkJM0SyKG9JrW9aLMyHPR5OLYPeXYb8GajbABOxoq2xYr52LFjRjzmOPnQGUP4sxAmRSnAmMuYGxJXomrSXFslroUQbjLHmKL9HWd6NUPJqZY74SvmFHvnrK9A0UntR5zfN9NOXDA7AAS1jlIOwiU/iDmRVOglnJIyODK/KvX2fnaUixbIKAGYypgvx1x4A3Hl231Pi3wjq1rwTjWGUfrMyZe7RSQgTCBPOpypwjI9bqart5p/NhkbJ0cO9U4T7J3EjO13WsmBpCRuas8agrGavSeS5UDwFz0F6vra94ziKUDWKgUodBHwes7rc1mCh63eszeWlgvgqwqxRjA6DlHypzGo2vVyKL6fQyQR71juZG+b0Vfe+99OCjXDY3UGUgFlCN9HWeBivR1mS0qsnR1chgg+iTqnQfDyD+QwDxTj1koJFQDBkDJhoTFUornm3VQuHccjmUEbzieL3jUZV0B8xNtetpOQxuBegx87d2Zo8pjLiBs2yIgdyPr4wNrlLVZnbK82ju2c27lHe8FGE9zL0+yF5K3TEuuKwQAYIYeWUupTC9ZX+0lEpCyzNucZdmkz0EvQbzoUk6Vg6ebSq6LTcwTfQlrJMLw+LJPzsMQetnCbizfZoli/uUmgVEciB0QAdk+27rQ3MizrB2sdXmkD39SjzmRlUTxYOrYsbncY53y6ikcrWwqV15yh1xNkLOZntkLo//AAbNZNwmlaD8zjVDYxTO229puB4BIecfPEYQr0A/XshPvuJXWW27BNu5TwBbN55qStnVVbKYB1TFvWI6rQRgYz54GhsAcjwe2l1V9IiDcrVAbacrKnmSXJINGY4tjtLZvox7LLJ5zDtY2MXt/bSJGsrmbiZEoVVQ2E6NPyuhl0jkAFEEt7yWJtx17/rMlflmSKus+nrBab7Of1obn7HpXSQHiGqArYCYuVHUE5dDoaNWkONbBy5uGUJm/fW70NRBaa9ZtNi3OvJaWrpfWu6U7CeveC7vMMmXecRVXfpCM/gMHzHFQjFFM9qDH/SL9VChu3eafFaADgBnwRto8ni+C61Y21RiEtwN8FRDX67heDufaCSDL76pjxn6elV7w1p5xey2bZVVv6ik3A6QF5clrnuShENM5g/WUkTlVtc22fwSuqDukH0hJWC01z+QloYA0STLGmSA0N2vDEUKII2fZQ78NVitt323edMkug9PfwDZSZKhZjueOXvyYp0zW7MgYPngVSaxNLuxfzQJamG4QfkOt6yoWrwnB2X4xdly369T1ja5Z5RCcjBw4YKZAGQFwOihpgMQGTfSiO2DgKUf62qTyjFd4zO22nV9/CzBDD9nW08h+LTDbewvAQB0LjgDq20cypsv+2wfhsXUnCsLbAeCxgbIXg2eS7y4pLJt8XpWVG+uc67hzvyIpTCpGkGTW2KSzU1XJX2FZp132WuiknrRnW2uCGICSJMak7YQ1tGbz0Btos33kIQLzimX9jZt/DvS1eceAxo3Ldo8hm/MQvOSWtrZeCqUEiofdvFIubTar2uRclUaZYxA9ZU8+NY+Z8oOuPw4cMM9IYgiRxo7vFVADFbXUgjWwGoAHYLxL1z8Gtu3yGPACqMDX1o+B8yovuBzTJmcN18XzALtHT6+ySrfykDfbV+7J5EFPcnLSjvkoowzcCoCWWmf5O5a1DZ2dKnFoigQM6W0m9N5muDQs8Rn0GLDRSmCf6tbbDMMytQOVDRRq22S7yq3ymAOlbSG2xL4+9uEf6zZobTUrJi/WJodYcqdxYyKuZoayGHOcJWqe+tHGIQbWFYUddNFmDNzUYGQbEls3VnWEVDcCcIo6PnRmCYdBFG95Nf8D8aYDdbNt8RxbrWu95Op9BIjb9wiivq7Zvhp4tw/I8XO8hrFsxs284gi42wHjibKe5MES95hhYa8V8WbTMQGgjamL24Te3iJrO3y3V5skoM867nPyXgzQRLCUlN4mICOXRibW319bBzOTZnQL7e2Ut/PfKLS2SavXWh1G7fsWHQhNd5B5xwWYI21tPRWMESSg6qEQM7BnoTQKgAN4bLfptcnItZ5EnXX9UDFtBw6YJUNPqAgHR4JnRgJ1duUqL3gVbe3bt5GhuR1pB/YYEMflNoYu64ag65/BzfFDSnp8/Wpv2NbZ581o6Z2A72agHL/zRGTqoT3JyUrWRC2T1ktujerqMwcwV6NeaG3VVUhInToPXOqcM4pHbclhPRO6ZB6zfb9MnmHedc42SU9IaPU2wwBnaf3FgIOtZ26j0Xk7wSZTucFjjsBsnnHsc11AGIM+/O0sdXPvRJh9Uhvzkq29pum1daWySwa20NQWwptT7x5yrFMufRTG2TuTfpcwYEwOHDC3HmEb3wHECs1cMiDHrdkhNRWlW7F+O9e31brB5xEAHn0fAWFgcy/YjttOkpZv32Z8uH2wtwvCYyA6dt92Iid7/CSTCEimSpdIaHjrZ8sZu8DkxfXWFSSRlFH5+qzLsXYySyCOqfRVID1HgoAyJUkZizPqxWXWMWdecpmrXn+WA3TzQ8Z+ari0yjtGSeCydVu1AbbZ6mILYMu4nqXWMzaPubTOjFM1RlC2ePIs5SquDDR1yuF9lY4y7OjAewbOBw+YwdtSwi1QAzVYm4yVP/i2E6Sr47XW+0bvcgvPeZsgbNu6wXG1R1zvP/SUx2LEuwHEEYQ3u1cn4vH2g3z5SSY5ccnBgx3oiG2CM4CAfoNvACBK2Rk5ayfMIalVa58zUwFoJgRN5rk0fU4+K1M2L5lLnwZrOWxthQkI1DZVvRRW/cJBvlcAYvlcgzFQKGu7L0ZRxwlyuuA9e2cvjSVbPTJQ9+Sfh/aadf9rBeHQXnOzePKYDjOxdZn3Tr8cPGAOsQWgoZxHqGzfz6zWETkRz9iuZTvr65T8IYB1cd0mgFxvr7tdraKjx2LBm35eYUmOg/E46I6B7F500+mQ0bt1O1HZk5yc9FlpZSRkLvX6ALy8aGz8DkUdAIT8l5Csai09LQQX6exIcQMyMYZlbZsOsHpnuWYuPRi0xCq2Hm7bDNu6+B63jcmqRkhte+C2+RE1YBy94zQCxolK0xBrFmLbq0xr96jHveQ4j7Lps7FEr1U648Ew+A8gMIv1M+r9ttmStn4TrzieY7tZmSv3GXjIm9C5W3jG7T5j3vaDBcb1uq3BeBUIp5MEzzwyYDoq4DzJJCcjBmqZqALVKGPrWokeV/Six/WQUNwxMXWZU6k6IhaKWGlvEzMZulSSv7ZqPSzTTlrWdwHW1nNeJXVnwhGARg3IYxPkmE5zyjpsM684dvCy++lJXWGfNsFrMLHNSHLpfkkmPXjADK1rC52ebILytOLh2jYlscXDueqf2o0M1K285HjcWJF7jAXHc7QxYjnP1gA8Rjuv8obHvncz4G0Bd+x+7Irw8P5npCqGNMkkJypLTpiF7lwzAMscxu8m8eb2me81K7tIcrBfVf9shqclicUSq0yh4oQJs+hh23daQljwkm0SH2DYywE4obwvvz9A8ZRlXQFpA954b6KXnBBmrtvESwbQLJdSKKOvV5VCRdp6K8fC5ETZ053KgQNmq2MG6o5em8pJKu3VlPXmgDRmuY15mWMx5uj5yrlXlyVV21fET+K6nQBvwtCQaK+/+s27AJArDSkaWc92LyZgnuTkpM8JS04go5qTKdBcgDRQ2uIRb89Y76hXsC7Pdw5NkSzU5pQ2UrUtlnK1VLet6wJw27ePtSG2/eH7bH1vVnUhbD/bbtYoxJYBbAnGY1Q1AE/ukuWta5M3A+Qx/dtS1x3yntPZJ3T2m266Ceeeey4OHTqECy+8EJ/4xCc23f/jH/84LrzwQhw6dAhPetKT8M53vnOwz2233YanPe1pWF9fx9Oe9jTcfvvtJ3JplTj9scXrZI61zL/2NdcHKL4SymtGfdi/nKuDAGOcpDtagHGbeYJz6j3lP07e7dvTElYqYA+jPZgd2GMtc1pWdcn2fR2yn0vOX17Vb7R9YTTS8GVi373Va/x/MzyfnDOPGgOTnDqyn3VLjPHW69OOPakxz7p4jk0yZkhoHegcDPURBV1joNa23CWgiuXaBBDxHDEGLI09MHjZtrJvrs4ZKeqONGkrDWPGHZWM69gYpKaw65aarlcp6pzVtcktGEdQjljQ6pFWp+zLGPOtt96K1772tbjppptw2WWX4Xd/93fxwhe+EJ///OfxhCc8YbD/l770JbzoRS/Cz/7sz+IP/uAP8Kd/+qf4F//iX+D7vu/78JM/+ZMAgLvvvhtXXXUVfvVXfxU/8RM/gdtvvx1XXnklPvnJT+Kiiy7a0fXNU++0xm7LyhZ8LXW7iee4yvsdrKu80q1jwHKezSlo+67NvOBVHnB9jePZ1u11j8lWnmsbJ+7C8misuPm+zKkeSOpF7xl9PsmuyX7XLcssVPaSuHC8qaadAYwmgkWJgDHYRlJOZaG43r1Z9ZB5Ey86eNqx4+FgQp5me7VtYHRs3+AY022xBXAEy7HJclonpc2uNoOkTe6KTs1OveTNdOFWuSm9ls/tRXY2Me9sUsKLLroIz3zmM/GOd7zD1z31qU/Fy172Mtxwww2D/X/hF34Bd9xxB/7iL/7C11177bX43Oc+h7vvvhsAcNVVV+Ho0aP40Ic+5Pv8+I//OB7xiEfgPe95z7au6+jRozh8+DCu+diVWHvYfCc/yWUrmnVsoLXW1NjD2e63ioKOn8fWbQXAtm4zWqYF4DHw3QnwjgHtbsRzxwbFWHJX3C/WFOZqfcLff2uJf/7Mz+KBBx7AGWeccdLXN8nuy37XLT/0X67Doe+dYZ5KyY43uQhTB9Y96AuY2DqTVcA9AEd9riuQDvvF/v81IKdNtwM1WI9+9zaBuf0t0dvfrEVwBGMAoQSqr7xju4czqinrCMi+fgUgy/fmUUDeTGeZjukhzIh5zAvukDnh29/q8e8u+n/vqm7Zkce8sbGBz372s3j9619frb/iiivwqU99avSYu+++G1dccUW17gUveAFuvvlmLBYLzOdz3H333Xjd61432OfGG29ceS3Hjx/H8ePH/fMDDzwg1/jtxU5+UiU7BeaEjOUm+2wFzB2V40fjzQNgtodpNTDTSQBzseS3B8yrvN/dAeaRxIsRDyPuVwFz2Dcj4++/JQN3h3boJA+SnAq6pf/OcSxTD7L4aMpgBRZKJSzFI8Dcj3jJOwXmAp4nDsz2+O8lMIvXL781o4kxh+zyMS/ZJuHl1KPHEJiz5Q81wJwVmPsKmHkAzLSLwLxkySM4tge6ZUfA/LWvfQ193+PMM8+s1p955pm4//77R4+5//77R/dfLpf42te+hrPOOmvlPqvOCQA33HAD3vjGNw7W/98vPvnY9CQHV77+9a/j8OHDD/VlTNLIqaBb/r8vf/t2f84k34Wym7rlhLKyqSlqY+bBuq32b9fv9JzXX389rrvuOv/8jW98A+eccw7uu+++SfFC6Lezzz4bX/7ylyfqFuL1POEJT8AjH/nIh/pSJtlEJt2y/2XSLbXshW7ZETA/+tGPRtd1A2vzq1/96sAqNXnsYx87uv9sNsOjHvWoTfdZdU4AWF9fx/r6+mD94cOHp4clyBlnnDHdjyApTc1G9qNMuuXUk0m31LKbumVHZ1pbW8OFF16IO++8s1p/55134tJLLx095pJLLhns/5GPfATPetazMJ/PN91n1TknmWSSgyWTbplkkiC8Q3nve9/L8/mcb775Zv785z/Pr33ta/n000/n//2//zczM7/+9a/nq6++2vf/67/+a/6e7/keft3rXsef//zn+eabb+b5fM7/5b/8F9/nT//0T7nrOv61X/s1/ou/+Av+tV/7NZ7NZvxnf/Zn276uBx54gAHwAw88sNOfdCBluh+1TPdj/8ukW04Nme5HLXtxP3YMzMzMb3/72/mcc87htbU1fuYzn8kf//jHfdsrXvEKft7znlft/7GPfYwvuOACXltb4yc+8Yn8jne8Y3DOP/zDP+TzzjuP5/M5n3/++Xzbbbft6JqOHTvGv/Irv8LHjh07kZ904GS6H7VM9+PUkEm37H+Z7kcte3E/dlzHPMkkk0wyySST7J1MmTCTTDLJJJNMso9kAuZJJplkkkkm2UcyAfMkk0wyySST7COZgHmSSSaZZJJJ9pGcUsC8F1PCncqyk/vxsY99DEQ0eH3hC194EK94b+Suu+7CS17yEjzucY8DEeGP/uiPtjzmoD8bk+xMJt1Sy6RbRB4y3bJr+d17LFbj+Hu/93v8+c9/nl/zmtfw6aefzn/zN38zur/VOL7mNa/hz3/+8/x7v/d7gxrHU1l2ej8++tGPMgD+y7/8Sz5y5Ii/lsvlg3zluy8f/OAH+Q1veAPfdtttDIBvv/32Tfc/6M/GJDuTSbfUMumWIg+VbjllgPnZz342X3vttdW6888/n1//+teP7v9v/s2/4fPPP79a98//+T/niy++eM+u8cGUnd4PGzx/93d/9yBc3UMn2xk8B/3ZmGRnMumWWibdMi4Ppm45JahsmxKuneLtRKaE+8xnPoPF4sSnhtwPciL3w+SCCy7AWWedhcsvvxwf/ehH9/Iy960c5Gdjkp3JpFtqmXTLycluPRunBDDvxZRwp7KcyP0466yz8K53vQu33XYb3ve+9+G8887D5ZdfjrvuuuvBuOR9JQf52ZhkZzLpllom3XJyslvPxglN+/hQyV5MCXcqy07ux3nnnYfzzjvPP19yySX48pe/jN/4jd/Ac5/73D29zv0oB/3ZmGRnMumWWibdcuKyG8/GKeEx79WUcKeqnMj9GJOLL74YX/ziF3f78va9HORnY5KdyaRbapl0y8nJbj0bpwQw79WUcKeqnMj9GJN77rkHZ5111m5f3r6Xg/xsTLIzmXRLLZNuOTnZtWdjR6liD6HsxZRwp7Ls9H781m/9Ft9+++38v/7X/+I///M/59e//vUMYMcz7exH+eY3v8n33HMP33PPPQyA3/KWt/A999zj5R3fbc/GJDuTSbfUMumWIg+VbjllgJl5b6aEO5VlJ/fjzW9+Mz/5yU/mQ4cO8SMe8Qj+kR/5Ef7ABz7wEFz17ouVa7SvV7ziFcz83flsTLIzmXRLLZNuEXmodMs07eMkk0wyySST7CM5JWLMk0wyySSTTPLdIhMwTzLJJJNMMsk+kgmYJ5lkkkkmmWQfyQTMk0wyySSTTLKPZALmSSaZZJJJJtlHMgHzJJNMMskkk+wjmYB5kkkmmWSSSfaRTMA8ySSTTDLJJPtIJmCeZJJJJplkkn0kEzBPMskkk0wyyT6SCZgnmWSSSSaZZB/JBMyTTDLJJJNMso/k/w/K+j50Zk5HUwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# Unstructured Interpolators with Rectilinear Grids\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.979090Z", - "iopub.status.busy": "2023-02-08T23:22:07.979090Z", - "iopub.status.idle": "2023-02-08T23:22:07.992088Z", - "shell.execute_reply": "2023-02-08T23:22:07.992088Z" - } - }, - "outputs": [], - "source": [ - "def F(u, v):\n", - " return u * np.cos(u * v) + v * np.sin(u * v)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.994089Z", - "iopub.status.busy": "2023-02-08T23:22:07.994089Z", - "iopub.status.idle": "2023-02-08T23:22:08.007092Z", - "shell.execute_reply": "2023-02-08T23:22:08.007092Z" - } - }, - "outputs": [], - "source": [ - "rand_x, rand_y = np.meshgrid(\n", - " np.linspace(0, 3, 10),\n", - " np.linspace(0, 3, 10),\n", - " indexing=\"ij\",\n", - ")\n", - "values = F(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.010088Z", - "iopub.status.busy": "2023-02-08T23:22:08.009091Z", - "iopub.status.idle": "2023-02-08T23:22:08.023089Z", - "shell.execute_reply": "2023-02-08T23:22:08.023089Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 3, 100),\n", - " np.linspace(0, 3, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.025092Z", - "iopub.status.busy": "2023-02-08T23:22:08.025092Z", - "iopub.status.idle": "2023-02-08T23:22:08.071093Z", - "shell.execute_reply": "2023-02-08T23:22:08.071093Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.074093Z", - "iopub.status.busy": "2023-02-08T23:22:08.074093Z", - "iopub.status.idle": "2023-02-08T23:22:08.150602Z", - "shell.execute_reply": "2023-02-08T23:22:08.150602Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.153602Z", - "iopub.status.busy": "2023-02-08T23:22:08.153602Z", - "iopub.status.idle": "2023-02-08T23:22:08.389151Z", - "shell.execute_reply": "2023-02-08T23:22:08.389151Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Original')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(F(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2)\n", - "plt.title(\"Original\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.391152Z", - "iopub.status.busy": "2023-02-08T23:22:08.391152Z", - "iopub.status.idle": "2023-02-08T23:22:08.862233Z", - "shell.execute_reply": "2023-02-08T23:22:08.862233Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# More complex functions\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.864233Z", - "iopub.status.busy": "2023-02-08T23:22:08.864233Z", - "iopub.status.idle": "2023-02-08T23:22:08.877744Z", - "shell.execute_reply": "2023-02-08T23:22:08.877744Z" - } - }, - "outputs": [], - "source": [ - "def f_d(*args):\n", - " return np.maximum(\n", - " 0.0,\n", - " 1.0\n", - " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.880744Z", - "iopub.status.busy": "2023-02-08T23:22:08.879744Z", - "iopub.status.idle": "2023-02-08T23:22:08.893744Z", - "shell.execute_reply": "2023-02-08T23:22:08.893744Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 500))\n", - "values = f_d(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.896745Z", - "iopub.status.busy": "2023-02-08T23:22:08.896745Z", - "iopub.status.idle": "2023-02-08T23:22:08.908745Z", - "shell.execute_reply": "2023-02-08T23:22:08.908745Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 50),\n", - " np.linspace(0, 1, 50),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.911745Z", - "iopub.status.busy": "2023-02-08T23:22:08.911745Z", - "iopub.status.idle": "2023-02-08T23:22:08.987261Z", - "shell.execute_reply": "2023-02-08T23:22:08.987261Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.990260Z", - "iopub.status.busy": "2023-02-08T23:22:08.990260Z", - "iopub.status.idle": "2023-02-08T23:22:09.035260Z", - "shell.execute_reply": "2023-02-08T23:22:09.034259Z" - } - }, - "outputs": [], - "source": [ - "original_grid = f_d(grid_x, grid_y)\n", - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:09.038261Z", - "iopub.status.busy": "2023-02-08T23:22:09.037262Z", - "iopub.status.idle": "2023-02-08T23:22:09.350812Z", - "shell.execute_reply": "2023-02-08T23:22:09.350812Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " original_grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:09.353812Z", - "iopub.status.busy": "2023-02-08T23:22:09.353812Z", - "iopub.status.idle": "2023-02-08T23:22:10.428480Z", - "shell.execute_reply": "2023-02-08T23:22:10.428480Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.431482Z", - "iopub.status.busy": "2023-02-08T23:22:10.431482Z", - "iopub.status.idle": "2023-02-08T23:22:10.444482Z", - "shell.execute_reply": "2023-02-08T23:22:10.444482Z" - } - }, - "outputs": [], - "source": [ - "def f_d(x, y):\n", - " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.446480Z", - "iopub.status.busy": "2023-02-08T23:22:10.446480Z", - "iopub.status.idle": "2023-02-08T23:22:10.460481Z", - "shell.execute_reply": "2023-02-08T23:22:10.460481Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = f_d(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.462487Z", - "iopub.status.busy": "2023-02-08T23:22:10.462487Z", - "iopub.status.idle": "2023-02-08T23:22:10.476992Z", - "shell.execute_reply": "2023-02-08T23:22:10.476992Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.478998Z", - "iopub.status.busy": "2023-02-08T23:22:10.478998Z", - "iopub.status.idle": "2023-02-08T23:22:10.603513Z", - "shell.execute_reply": "2023-02-08T23:22:10.603513Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - " pp_options={\"feature\": \"spline\"},\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.606513Z", - "iopub.status.busy": "2023-02-08T23:22:10.606513Z", - "iopub.status.idle": "2023-02-08T23:22:11.235606Z", - "shell.execute_reply": "2023-02-08T23:22:11.235606Z" - } - }, - "outputs": [], - "source": [ - "original_grid = f_d(grid_x, grid_y)\n", - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:11.239607Z", - "iopub.status.busy": "2023-02-08T23:22:11.238607Z", - "iopub.status.idle": "2023-02-08T23:22:12.125261Z", - "shell.execute_reply": "2023-02-08T23:22:12.125261Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " original_grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "ax.view_init(30, 150)\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:12.128259Z", - "iopub.status.busy": "2023-02-08T23:22:12.128259Z", - "iopub.status.idle": "2023-02-08T23:22:15.323869Z", - "shell.execute_reply": "2023-02-08T23:22:15.323869Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - " ax.view_init(30, 150)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regression Interpolation using `scikit-learn`\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:04.102818Z", + "iopub.status.busy": "2023-02-08T23:22:04.102818Z", + "iopub.status.idle": "2023-02-08T23:22:06.216702Z", + "shell.execute_reply": "2023-02-08T23:22:06.216702Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.unstructured import RegressionUnstructuredInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.219702Z", + "iopub.status.busy": "2023-02-08T23:22:06.218701Z", + "iopub.status.idle": "2023-02-08T23:22:06.232705Z", + "shell.execute_reply": "2023-02-08T23:22:06.232705Z" + } + }, + "outputs": [], + "source": [ + "def func(x, y):\n", + " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The points are randomly scattered in the unit square and therefore have no regular structure.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.235702Z", + "iopub.status.busy": "2023-02-08T23:22:06.234701Z", + "iopub.status.idle": "2023-02-08T23:22:06.248702Z", + "shell.execute_reply": "2023-02-08T23:22:06.248702Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = func(rand_x, rand_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.251701Z", + "iopub.status.busy": "2023-02-08T23:22:06.250702Z", + "iopub.status.idle": "2023-02-08T23:22:06.264707Z", + "shell.execute_reply": "2023-02-08T23:22:06.264707Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", + "\n", + "- `values`: an ND-array of values for the function at the points\n", + "- `grids`: a list of ND-arrays of coordinates for the points\n", + "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.266707Z", + "iopub.status.busy": "2023-02-08T23:22:06.266707Z", + "iopub.status.idle": "2023-02-08T23:22:06.390737Z", + "shell.execute_reply": "2023-02-08T23:22:06.390737Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + " std=True,\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + " std=True,\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + " std=True,\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + " std=True,\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + " std=True,\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + " std=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.393740Z", + "iopub.status.busy": "2023-02-08T23:22:06.393740Z", + "iopub.status.idle": "2023-02-08T23:22:06.677298Z", + "shell.execute_reply": "2023-02-08T23:22:06.677298Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.680295Z", + "iopub.status.busy": "2023-02-08T23:22:06.680295Z", + "iopub.status.idle": "2023-02-08T23:22:06.867822Z", + "shell.execute_reply": "2023-02-08T23:22:06.867822Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(func(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.870825Z", + "iopub.status.busy": "2023-02-08T23:22:06.870825Z", + "iopub.status.idle": "2023-02-08T23:22:07.310469Z", + "shell.execute_reply": "2023-02-08T23:22:07.310469Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Another Example\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.313468Z", + "iopub.status.busy": "2023-02-08T23:22:07.312469Z", + "iopub.status.idle": "2023-02-08T23:22:07.326468Z", + "shell.execute_reply": "2023-02-08T23:22:07.326468Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x = rng.random(20) - 0.5\n", + "rand_y = rng.random(20) - 0.5\n", + "values = np.hypot(rand_x, rand_y)\n", + "grid_x = np.linspace(min(rand_x), max(rand_x))\n", + "grid_y = np.linspace(min(rand_y), max(rand_y))\n", + "grid_x, grid_y = np.meshgrid(grid_x, grid_y) # 2D grid for interpolation" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.329467Z", + "iopub.status.busy": "2023-02-08T23:22:07.329467Z", + "iopub.status.idle": "2023-02-08T23:22:07.374478Z", + "shell.execute_reply": "2023-02-08T23:22:07.374478Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.377994Z", + "iopub.status.busy": "2023-02-08T23:22:07.377994Z", + "iopub.status.idle": "2023-02-08T23:22:07.390991Z", + "shell.execute_reply": "2023-02-08T23:22:07.389991Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.392989Z", + "iopub.status.busy": "2023-02-08T23:22:07.392989Z", + "iopub.status.idle": "2023-02-08T23:22:07.549507Z", + "shell.execute_reply": "2023-02-08T23:22:07.548507Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(np.hypot(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.552507Z", + "iopub.status.busy": "2023-02-08T23:22:07.551507Z", + "iopub.status.idle": "2023-02-08T23:22:07.977082Z", + "shell.execute_reply": "2023-02-08T23:22:07.976574Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# Unstructured Interpolators with Rectilinear Grids\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.979090Z", + "iopub.status.busy": "2023-02-08T23:22:07.979090Z", + "iopub.status.idle": "2023-02-08T23:22:07.992088Z", + "shell.execute_reply": "2023-02-08T23:22:07.992088Z" + } + }, + "outputs": [], + "source": [ + "def F(u, v):\n", + " return u * np.cos(u * v) + v * np.sin(u * v)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.994089Z", + "iopub.status.busy": "2023-02-08T23:22:07.994089Z", + "iopub.status.idle": "2023-02-08T23:22:08.007092Z", + "shell.execute_reply": "2023-02-08T23:22:08.007092Z" + } + }, + "outputs": [], + "source": [ + "rand_x, rand_y = np.meshgrid(\n", + " np.linspace(0, 3, 10),\n", + " np.linspace(0, 3, 10),\n", + " indexing=\"ij\",\n", + ")\n", + "values = F(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.010088Z", + "iopub.status.busy": "2023-02-08T23:22:08.009091Z", + "iopub.status.idle": "2023-02-08T23:22:08.023089Z", + "shell.execute_reply": "2023-02-08T23:22:08.023089Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 3, 100),\n", + " np.linspace(0, 3, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.025092Z", + "iopub.status.busy": "2023-02-08T23:22:08.025092Z", + "iopub.status.idle": "2023-02-08T23:22:08.071093Z", + "shell.execute_reply": "2023-02-08T23:22:08.071093Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.074093Z", + "iopub.status.busy": "2023-02-08T23:22:08.074093Z", + "iopub.status.idle": "2023-02-08T23:22:08.150602Z", + "shell.execute_reply": "2023-02-08T23:22:08.150602Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.153602Z", + "iopub.status.busy": "2023-02-08T23:22:08.153602Z", + "iopub.status.idle": "2023-02-08T23:22:08.389151Z", + "shell.execute_reply": "2023-02-08T23:22:08.389151Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Original')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(F(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2)\n", + "plt.title(\"Original\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.391152Z", + "iopub.status.busy": "2023-02-08T23:22:08.391152Z", + "iopub.status.idle": "2023-02-08T23:22:08.862233Z", + "shell.execute_reply": "2023-02-08T23:22:08.862233Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# More complex functions\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.864233Z", + "iopub.status.busy": "2023-02-08T23:22:08.864233Z", + "iopub.status.idle": "2023-02-08T23:22:08.877744Z", + "shell.execute_reply": "2023-02-08T23:22:08.877744Z" + } + }, + "outputs": [], + "source": [ + "def f_d(*args):\n", + " return np.maximum(\n", + " 0.0,\n", + " 1.0\n", + " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.880744Z", + "iopub.status.busy": "2023-02-08T23:22:08.879744Z", + "iopub.status.idle": "2023-02-08T23:22:08.893744Z", + "shell.execute_reply": "2023-02-08T23:22:08.893744Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 500))\n", + "values = f_d(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.896745Z", + "iopub.status.busy": "2023-02-08T23:22:08.896745Z", + "iopub.status.idle": "2023-02-08T23:22:08.908745Z", + "shell.execute_reply": "2023-02-08T23:22:08.908745Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 50),\n", + " np.linspace(0, 1, 50),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.911745Z", + "iopub.status.busy": "2023-02-08T23:22:08.911745Z", + "iopub.status.idle": "2023-02-08T23:22:08.987261Z", + "shell.execute_reply": "2023-02-08T23:22:08.987261Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.990260Z", + "iopub.status.busy": "2023-02-08T23:22:08.990260Z", + "iopub.status.idle": "2023-02-08T23:22:09.035260Z", + "shell.execute_reply": "2023-02-08T23:22:09.034259Z" + } + }, + "outputs": [], + "source": [ + "original_grid = f_d(grid_x, grid_y)\n", + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:09.038261Z", + "iopub.status.busy": "2023-02-08T23:22:09.037262Z", + "iopub.status.idle": "2023-02-08T23:22:09.350812Z", + "shell.execute_reply": "2023-02-08T23:22:09.350812Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " original_grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:09.353812Z", + "iopub.status.busy": "2023-02-08T23:22:09.353812Z", + "iopub.status.idle": "2023-02-08T23:22:10.428480Z", + "shell.execute_reply": "2023-02-08T23:22:10.428480Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.431482Z", + "iopub.status.busy": "2023-02-08T23:22:10.431482Z", + "iopub.status.idle": "2023-02-08T23:22:10.444482Z", + "shell.execute_reply": "2023-02-08T23:22:10.444482Z" + } + }, + "outputs": [], + "source": [ + "def f_d(x, y):\n", + " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.446480Z", + "iopub.status.busy": "2023-02-08T23:22:10.446480Z", + "iopub.status.idle": "2023-02-08T23:22:10.460481Z", + "shell.execute_reply": "2023-02-08T23:22:10.460481Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = f_d(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.462487Z", + "iopub.status.busy": "2023-02-08T23:22:10.462487Z", + "iopub.status.idle": "2023-02-08T23:22:10.476992Z", + "shell.execute_reply": "2023-02-08T23:22:10.476992Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.478998Z", + "iopub.status.busy": "2023-02-08T23:22:10.478998Z", + "iopub.status.idle": "2023-02-08T23:22:10.603513Z", + "shell.execute_reply": "2023-02-08T23:22:10.603513Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + " pp_options={\"feature\": \"spline\"},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.606513Z", + "iopub.status.busy": "2023-02-08T23:22:10.606513Z", + "iopub.status.idle": "2023-02-08T23:22:11.235606Z", + "shell.execute_reply": "2023-02-08T23:22:11.235606Z" + } + }, + "outputs": [], + "source": [ + "original_grid = f_d(grid_x, grid_y)\n", + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:11.239607Z", + "iopub.status.busy": "2023-02-08T23:22:11.238607Z", + "iopub.status.idle": "2023-02-08T23:22:12.125261Z", + "shell.execute_reply": "2023-02-08T23:22:12.125261Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " original_grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "ax.view_init(30, 150)\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:12.128259Z", + "iopub.status.busy": "2023-02-08T23:22:12.128259Z", + "iopub.status.idle": "2023-02-08T23:22:15.323869Z", + "shell.execute_reply": "2023-02-08T23:22:15.323869Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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U6/UJmW2j0aC1tZX29nauvPJKWlpaZuwHf6YFeOJjFyxYQEtLC7t376avr48VK1ZkZeh8J5wjx6lxMYPtdHG6jblSCiklcRwzNDREuVzONMM5zi/y4DtNnCrYpmg0GhOCbb1ep6Wlhfb2dtauXUtbW9t52V1OJ/Mdj1qtxqZNm3jooYfYvn07K1asoK2tLXPGynfCOXJcusF2fM94stvHH9+pMD4LHh4eplgs5kqIC4A8+J4BJwbbnp4eBgYGWLhwIQBRFGVl5O7ubkZGRmhubqajo4PVq1dfUFOL6ZaeUgRBwOrVqzl69Ch79+5l3rx5LFq0KAvA+U44x+WGE/kaWmsOHz6c6egvpcz2TDhT8IWxAGyMoV6v50qIC4D8zJ6A8R6p43e46Y+3v7+fQ4cOZUSpoaEharUa7e3trFy5kra2NsIwvCjHfbbBN8XcuXNpbm5m9+7dPPDAA6xatQpjTL4TzvGMx5n4GkIIuru7qVQqzJo162Ie6gRMlvlaaxkZGaFQKBAEwZTWfoqUjJVrgs8/Lvvge6IhudZ6wo81jmP6+vqyMnJq1QZw9dVXZwYXFxtnW3Y+EZVKhY0bN/Loo4+yfft2li1bxqxZsyYMaMiR45mAM/E1TsxspZRnXGcXGuOJnMeOHaO7u5uenh6iKKJcLrNu3bppBV+YmAWPjo5maz/ffM8sLrsr6WTBNr093fH19fVlZeSBgQEqlQodHR0sWbKEKIo4evQoq1evvsif5GSca+abQkrJsmXLaGtrY+/evfT19bFkyZLMFSvfCef4ZcSZ+BpnKiOnVo6XAhqNBt3d3XR1dQHw85//PFNNLFq0iDAMeeKJJ9i2bdtZtb5STXA6ISktQ1+Mqt4zFc/44Hsm2zatNf39/Vlm29/fT6lUyqQ/7e3tlEql7PWOHDlySc7InYmy84no7Ozk+uuvZ/fu3ezYsYNVq1Zl5fh8J5zjUsdkwfZEu8bx/z0TLmbwjeOYnp6eLLMdGhqiubmZtrY2AG666aYJ16nR0dHs+vXggw9SLBZJkmTaQTjXBJ8/POOC71SCbTqMIPVHLhaLtLe3s2DBAq655hrK5fIpX/9S2v1OF2ezYIrFItdddx2PPfbYBGvK8WSsHDkuBZyJr3GuphZCiAu28dZaZ9W3NCloamqio6NjQrsrSRIef/zxUwbV9vZ25s2bx/Hjx9m6dStr166lWq1O61hO1ATnSoiZwS998D1TsDXGnBRswzDMJv+sXbuWSqUyrZLspRh8p+pwdTYQQnDVVVfR1taWaYKXLVuWlaHznXCOi4EzBVtg0mk/ZwspZdammmkYY7IKXHd3N319fRmzeuHChXR0dEzIbFOc6lo0/jwopZg1axZhGLJt2zaWLVvG/Pnzp32MqSY4tabMlRDnhl+64DuVYJtO/unt7aW3txcpJe3t7cydO5fVq1fT1NR0ToHoUgy+Z8K5BN8Ura2tmTXl9u3bWbly5YQydL4TznE+cSa+BsxssD0RM7n2rbUMDQ3R3d2dZbfjr1Nr1qyZUlJwKp3viY+RUrJkyRJaWloyb/cVK1ZMe83mmuCZwyUffM9kSA4TJ//09vZmHsadnZ2sWLEim/wzE7hUg+9Uer4zgVNZU/b29tLZ2ZlnwTlmDGfaaMPYwJALgXNd+yMjIxOCrdaatrY2Ojo6zmloyqmONcX489XR0ZHxOLZs2XJOZWhjDMPDw/T19TF79uxcCTFNXHJnayrB9sTJP8YY2tvbaW9v5+qrr6a5ufmXYvc7k5gpqdFUMJk1ZX9/Pxs3bqStrY1yuZwH4BzTxqUWbE/EdNd+ykhOg229Xp/ASD5bH/fxOJ3DVXpbmvmmKBaLXHvttRw8eJBt27axfPly5s2bN+33TkvQDzzwADfeeCPFYjFXQkwDFz34TrbgDh48SHt7O7VaDRib/JMSEIwx2Y94OpN/ZgIXknQxXZyvnu+pUKvV2Lx5Mw899BB9fX0MDAxQLpdzTXCOKeHEtZ8kCfv27ePqq6/OiHwXavLPVHCm4HsqRvLFcLsbj8nWvpSSpUuX0trayp49e+jt7T2rMrQxJuPB5Jrg6eGiXh3jOM5MLWAsWBw9epTh4eHMznH85J+Z2jGeLfLMdyKUUqxYsYIjR47w6KOPMjIywqJFizJnrHwnnONEWGuJ43jSzPbJJ5/kqquuolgsXuSjPBknrv2pMpLPJ6ba8z3V/WkZeteuXRkbuqmpacrvnwbf8ZrgXAkxNVzU4JvueicbRpAkCfPmzWPBggW0trZeMmSeS5XtDGQmIb29vXR1ddHV1UVTU1NGjDpfQTA9H9dddx379++fYE2Z74RzTIaULHViZptexC9V1Ot1Hn300YyRHIYhHR0dp2UkX2ycae2ncsKDBw+ydevWaZWhx5e0x2uCx5Ox8s335LiowTeKIu655x7q9XpWnlm7di1PPPEE7e3tLF68+GIe3qS41DLfVKIQxzF79+7NxoKlF4QjR46wdetWZs+efd4WQXqxbGpqOq01Zb4TzpEiXUcn/iaVUudNzjNdnMhI7u7uxlpLoVCYFiP5fB8jnFnDf6b7TyxD9/X1sXz58jMmPWnmO/590g1Urgk+PS5q8A3DkFWrVtHe3j6hF3L48OFLZgGeiIsdfK21DA8PTyBypH3ozs5OrrvuOiqVCuB26Z2dnTzxxBM8/vjj0yonTQdp8E13vsuWLaO9vT3rJS1ZsmTCgIZ8J3x543Tf//jgK5KdiOguLAaDxtoAKwIsAmMNRggQIdZKDBawWAogAozF3xIgRIC1AiMk1ir3byQWgRABWIlBAoIoMvQPDNHfP8jAwBDGCKrVZprbW+iowchwgytX1RBoItFFFCtAIFEgJAIBSJRwtwskQkgkEqxASuVvlTNSDTqVvv9EwtVU11xHRwebN29m9+7dUypDnxh8YSwA55rg0+OiBl8pJR0dHSftipRSJElykY7q9LgYwXc8a7K7u5soijKJwtKlS2lububOO+9kzpw5WeAdf7xLly4ljmOOHDnC/v37WbZs2YyWgY0xJ5Fi0l7Snj17uP/++08qQ+c74RyTYXzwtfJq0P+AMTFWBGhrMDbBYrAoDAptE7TQgMIIl3FpLAaBJcAA2mgsCisDtAVtcMFXKGKtGY0jGpElimISbZBBAVUtUWwrIZULqr0EDI+OMmIbjPRuwSLQFgwKC8QWQGKtQAtBYgTCKhJhMQa/QRAk1gIKkMRGAwGIgMRYH6gDEmOwSCQBCWAtSP8YrEQKRYxBmACjNUcKx9mypx+JoKiK/Mmyl0w4p9NtOZVKpQll6BUrVjB37txJH5uu/ckwmSY4V0KM4ZKko17KfZ8LwXYe37ft7u6ewJpct27dKXvgp/tRNzU10dbWxsDAANu3b2ft2rUz1p+abPcLY5KGxx9//JTWlPlCvDxxqk3shLKzLKODXyNp/ABjh7FWYyn4IJugGUZbiRUFnx030MZiCDEiwJg6RmiMLSBUQKwjjNXEiaAeGepRg1gbpCoRhkVK1QoqKGIJsEKRGI0RAotCW0sCaKuwQpIY6wI6AYk1IIQPsBJtQKCwQoC1COGeYwwoKTAGjM+6rRVoK8GCET6jtxJjJZCgrXtdTYy1AjBoG6OtQGCoJwl1NIPxKIkFbJ2fHt/PpurC7JyeDd8jLUO3tLSwd+9eent7Jy1DG2NOu5Eerwmu1+u5EmIcLuoZOJWEQClFo9G4CEd0ZpyPzDe1wEynlPT19WXDHabKmpwK21kpxbp163j44YfZsmULq1evpqOjY0aO/3S738WLF9Pa2sru3buzRZyWofOd8OWJU33nJ/Z8RemV2PgujAGERGMwxGghsKIJYXH/tqBtEaECjEmwNkELhaVII4moj/YSxZY4AaRABAFBpUJZNYEQaDTGBhgCYmuwJsESYq0gNhFGKGILGkM9iTBWgVTEOsIKi6CAxqJtgiUALMYaNO5zamPQgLAuO46tK0prhCuP++CtrcvKEaCNBJQL7MaCL5UbaxFWgpBIa8AqIEABVgr+/dhu1lfmU5LumnEu16vOzs7TlqFPt/bHY/yc4OHhYUqlEoVC4bJe+xd9+3Gq3e+lWnZOM7xzYQ+fqm+b+k2vW7fupPLxVF5zKnIDpRQrV66kpaWFXbt2ceWVV3LVVVed0yI4VeY7Hqk15b59+9i2bRurV6+mVquhtaZSqeRl6BzAJMFXFJDFl6DrXyexCca6zNYKhcFi0Ghb8GVlgTaGRgKN2LVrGskQCIkKyxRLJcphAEiMCAFJYg3aWqwoAYLEulKwEK5kHVuLEQUgwFpDbASWIlZKErcjwFIgMhqNQBBiLT6YKxCK2CQYK1DCBfbYCoQJsMKSoMEohFBENkEYBUITG1zTWghXhrYAigSXVYNF6wRjwVhBbAyu7A0DOuLrRx7gdVduBs5dZpiWoQ8cOHBSGXoqa3/suxTZ9zsyMkKSJJe1EuKiB9/JcKmXnWH6P+ip9G3P5y7wxOOdN28etVqNnTt3MjAwwOrVq89akzjVBRiGIWvXruXQoUM8+OCDLFy4kCuvvDIbVXa574RzTM52Dgq/Qb3xXbQdwRC4Eq5NfOCVJBrq0SiNqE4jSTBWocISslikuVZDShecXbcYjEkJVxYrFNYqDI60ZUUBayUWl4XiiVHaABSw1oAMMRYQLpBbIZAiQKBcr1kARuAKw46MJaX0JWQIhMJIMIA0AQhJbA3ShiDT/rFASElkDK4vLHyp272mMQasJNGWxBqMcesmtgYSwz1HH+HXOpYzr9Y+IzJDKSVXX331BDb0smXLphV8YWIZOtUEVyqVy7IMfcmWnS9ltjOcuZST9m3TYDs4ODhBTtXW1jaj2d7ZTDWqVqts3ryZvXv3Zj6vLS0t037v6e5+U+32rl276O3tZeXKlRkZKzdpv3xwxp6vhxCKoPBSGqOfJzEJiR4i0glRBPVYo60hCCWiUKap3AbSlZGtUAipfHYbY6zyWbNFmwYG5YM5xDoBIQDlMl6TeKa09H1kSARoK4iNZ1JbiRGCWOP7ugJt8D1bgfXPRUiw7u/W/92CK0gLhbZpNgvWCoSBlLylrCN0gUQKsudKXB9ZiwRQJLFmtNEgbiQk2mXk/7jtR7zn+ltnVOOfzvhOTTnO1vBofBk63XxfboY8l8R248Qfx6Vcdj5V8D1d33bJkiV0dHScV7ebs3W4CoKAtWvX8uSTT7Jjxw6WLl3KggULprUIprv7hbHA/9BDD7Ft2zZWrlxJW1sbSZJctjvhywlT7fkC3oRnLaOJJop7SbREhgVkICnXikhZBumZzVajjcCKClYIIhOjjcDYECtDjE1IbAymiJWOWaxpgA0RIiAyiZcphYAgNg2XzdqARAsiEiKTAI59nVgLVmGFQRuLBjAKIwSJiXE9W9BYF3CtJDHaB1SFsZbEWKRwwTaxBlCudG0twgoskgTf57WC2Bp0rKlHMaP1BlZD/+AwYVig0lRDhSEmsRyv1/naz+9iabltRoNaqVRiw4YNHDhwgCeffJK2trazep3xWfD4MvTl0oK66Fe4S11ofyLSY9Van1RKTvu28+bNY926dRecTHS2FnNCCBYuXEhzczO7du2iv7+flStXTjkAnmjcPlUopTKd9969e5k7dy6LFy/GGHNZ7oQvJ5yu6hXHMceOHcvWVcb2n/2blGs/QAUBRrhep2McC7QwaCMxooRQCmv96EFbceVhCcZaLEUEAVam5C2FFGWXwVrrdcCh7yZbsO7xRoARdaxRCFki0QbH3XJEKxc0XaacSIuxoGSJBBdcHVM5DbwSgSI2FisMwggawrn9CQIXkDFI40raidWY2BDFmtEoIo5jrJWooIAKCkRJg5aWZqR1hKxYW4zRyGKR7eEocwZDjh07xpw5c2asqpSWoYeHh+nt7WXfvn0sW7bsrEYUKqUQQmSa4HTz/Uxf+5ds2flS7Pk2Gg26uroAuOeeeyb0bdMBDxfrBzMT3s4pKSplNq5bt25Kxhxnk/mOx5w5c6jVauzevTuzprTWZllwXoZ+ZkNrTV9fH93d3Rw+fDizmz2R7W/tDRwZ2Ek9OYq1gct2jcsQjZUYAoxVjshkwVLwxCz3GKcN9nIgC1aEIMTYv5FY6cw2tBG+Lywds9qAoOB6zdZphKV1j3W8KIH1BhvCQiBcjxdrUcJdZjUQCJx0CYESFiEkRoIwlkAqrBVYLMpAI06oN+pEUYLWBqkCCmGBpkozUimElcSxZnQ0JhAhFqfECAQkQmCwRFLyWFFTHhrigQceYM2aNTNagSsWi8yfP5+BgQG2bdvG2rVrp00WhYnWlGkZ+pluyHPRM9/JcKlkvlrrbEpJ2rdNJy2tWLGCOXPmXFIlknO1mAMoFApce+21kzIbT4VzDb4AlUqFjRs3cuDAgcyasrOz87LaCV9uePzxxzl+/PgEj+S2tja01mzcuPGkxwshaC6/ltHBf8AI0LrhDTWUJ0oZtIm9XjZ0WaPRWOFkRAJJYiEhwVon43ESpQSTSnqsy2Ktla6nipMJgSIR7vmx8b1ZIYiN9c9TaNLsOi0hu0CLFZ6lnQZokfWCrRUkXverGwmjjYgojoniBKlCwqBAtalGEBa8HMn/AbACazXCSl+SBiWc97ywBiWcm9bP6128cPUaBnv72LJlC+vWraO5uXlGvsO0SrVhwwYeffRRtmzZwsqVK5kzZ860X2u8Kcfo6Gi2+b6UrrEziUs2+F6Mnq+1lv7+/izY9vb2UiwW6ezszPq2YRjygx/8YMYJU+eKM9nJTYd0kbpitbS0sGfPHvr7+0/rijUTwRfGSlltbW2ZNeXSpUuzBf5M3wlfTkjNaubOncvq1atpampCCMETTzzB8ePHT/m8auE6jskOouQI2gYgis45ytSxSIwtACGx0WhGnQZWFEksaBthAUMBgSTSDW85GYBQJLqBU/gUAEGkY2eGYSVWQMMkNGxC7KjPxNYFcSFDYhNjsAgTgLBExpWGpRAkNkFbAzbwPVvtgrDRDNXrRFFMnFiMsChZIAyKVCvNIBVSCLCChtGOZIXbUEgc8SoyFm2tk0QZV9C2FmJj/SNgSCd8t+sgb1//qzz55JPZ5nb+/PnnvJ7StS+lZNmyZbS2trJ37176+vq4+uqrz+oamVpTxnGcedU/Ew15Ltngm44aPN/ym5GRkQl9W3DWiKczTr/Y/s6TYeDpQX78hZ/x9KPHefqJLjb/+jU8+1Wbs/vPpi+bCux37drF9u3bWbNmDeVy+aTHTVVoP1WMt6bcsWNHVobOrSmfWUj15SeSLc9U9Zrd9Hs8Pvi/XSZrNC4UVpwphsTpYkWIpIKVgthojJBAASEUWEvitb3Cl6UNFoTvB3vikyBECeVYzgasKSBMwVtdWiQFjFQumFqFEgotXc9VCCebS7AYK5CiSGQ09TgibiREcUKUGMKgQBiWKVZCpAqQuNfWBqR17OnYWhTKbyAM0goScG5YWmCMINEuIGuLs6E0kOBp2Rq29TxNd2OUhQsXUqvVMm7H2czwHY8T1/6sWbOoVqvs3r37nMrQk1lTPtOUEBe95zsZ0h/D+Qi+URRlgbarq4tGo5H1ba+66ipaWlqmVL692D3p0aE6u+7exyM7DvDUI0d5bP9jdM7q9D9Yw8++sYUn9j3Fq955K0EQnPVmoVwus2HDBh555BG2bNnCmjVrTnLFmqnMdzwms6Z84oknWL9+PbNmzXpG7oQvN5wt2bJaWEUhWMxg9Ljr23q3J+fjnNo2+iwx7eXitb3Wev2uQooAzZiBhRAKbQ0aiRChI09ZizXpIATttboBSkifNVvX+5XKEcCs79360nIcxUSNhHo8TBwnqCAkCIrUmppQqoCQzizEWuEHPPg+cTa6VFAUrqSssSjh1pkLzhJUjBSCgjcN0dZSkrjSuREuK0UCki8eeJD/a/Wv0NbWxvXXX8/OnTvZtm1bRg49G0y29tNrxkyVoQcHB7nvvvu48cYbn1FKiEvyU6TBN0mScyYHjB943d3dzcDAALVajY6ODtasWUNbW9u0v8yLkfkaYzjw4OPsvWc/T+w/Qs+RXqyxCAHGgJDpiDaQSoCxPL73MP/8zs/x2+99xTltZJRSrFixImNDn+iKdT6CL4xZU7a1tbF7926iKMrs6Z6JO+EcU+d7zKu8hoH47zyJCpfd+mEKAtd/TWzqMhX4oQbam1QoQJHYBOuHI4DT4SbW9WStcH1ap9sVTjvsA7cbqpD6O7uZRsa4oQmxNiRRxGgU02jEWCEpBEUKpTLVWhEpA5/BAkgvNXKvAd7NSrh/JdYNVRCQOVm5nYLEWGc2aQ2+9+vWv0VgjBvmALi/e1Hx/r5u9vd1saK1k2KxeMZN9VRwqrU/k2Xo9Fr7TNMEXxLBdzKdL3BWpCtrLQMDA9lQgr6+PgqFQpbZtre3UywWz+l4ZbYrPb/oPtzDgz/dy+O7nuLogaedxMAIhHCLzgiLQoLvVAmEW2gI7zcL/T1DfOb9/8qqm5ew8oZl53Q8412x+vv7M+bk+Qq+KVpaWti4cSM/+9nP2LNnD6tWrQLg93//9/nGN75xSQ4wz3F6nE7pMBW+RzVcTEkuoaexDw1YGyJlwWtvIz9koAhSkHhilrUKKQskxhDbun+lgreRbLi1YwOEgMh6va8NvBlETENrYix1bUlsA6xAoBitNxhJGsSxBi0QoULIIpVaDRUU/fQiiUYymjiLTOWtImNrEEYhhCEyxvGlRUBDJ2gL0gdoYw3CujGFmhhhHDt4NNHE2hIbQ6wNgSd1NZKEEAlSoo1GJ5pRkfDp/ffz/7v+ZoRwWfHy5cuzTfXChQtZvHjxjGr8Z6IMrbVGKZVpgn/84x/z3e9+l3/4h3+Y1utcarjowXeyLDL9YUwl+FprGR0dzYJtT08P1toz9m1n+phnAvWRBnt+to+Hth3g8KNHGewd8fe4LbCQEqzJdrIYi1XWmeZZi8Xr+4R091kDBurDDX7y+V/Qc6ifq/7s3HycJ3PFOt/BF8Y8tRcuXMiuXbsYHBzkhz/84Xk1Lslx4TEdmeFVza+jt/t/IIUrt0Ym9tOAikgZkliNJgYRkk4QaliNQSIouMEIxngzixAlnfeyM84IkCIk9mpgCNzGwChGowgdaxpxQiNOkEFIIShRqhZAKRfAcX1ZbVwwBUVkDQLlZEhYjBEoG7opSVYjhUJYz4S2itB/LgGEouD7x6AIXCZuLIEvl1sDBeEy+MQYCrhNgzWOMCZRSCPpH23wsyNP8KvzF2Xnce7cuVSr1QlWs2EYTuk7mMraP7EMvWrVKmbPnj2l14ex4Jtqgg8dOsT9998/5edfqrgke75w+vLT+L5td3c39Xp9Qt+2ubn5vAaDmQq+1loO7HyCvT/bzxMPHaH7ULebXuImhyFEOstTuguAf08pBAiwUiJ8v8gCQrrB3QjnC4uxWGGRwj1n708f5fMj/8ar/+xWSk1nny2mrlhPPfUUO3bsoFarnZUt5XSQ/hauvPJK2tvbecUrXoGUkqeeeoqFCxee4dk5flkwHZlhJZhLc2E13Y2HvNa2iJIKbby9pA1RouJkSbiyraKIFAIjvWSIACXckANtLdaG3ns5nR4UuA1sI2ak3sAayehQgyAsUiqVqdYKSBn6frPbFTvWtXB6X+kCoAYCq5yu1ztXBUJklpSBdR7PRoC0bi1b600ovJZYWacTRghM4qYiWSzCCELpmNTWWEICrNTuciEkEoEUkoJ0FcVvHniYZ81ZQDiuBFytVtm0aRN79uzJ5EiprPJ0mCqR88QydG9v75TL0EmSTHjc8PAw1Wr1jM+71HFJZr4wcRGerm+7evXqs+rbno9jngp6n+7jwZ/s5bGdT3D0wDEa9RhrDFK5xZ72dMBmQdcVlB1xMa0IqEBijEVgUdL1qaRwvV4RuL5PHMcEKnDie+GW6pP7D/PJd32O177rZcxZNOuczsGVV15JrVbj/vvvJ0kSFi9efN6+B611JsSvVqu8733v47WvfS3Pf/7z2b9//zOGhHG54Ez2klPlKCyrvZzu6CNoa51PskkNNQKEDNDW9WqND4oIzwjWuAxYKIxlTJOLJElgtNGgkTSo1xM32D4ICcICjVjT1jHL9YIRfggDaG0nvr61gPLMZOsHH7ggGhvv64wndFlntmGtJfEDGSwumLsNuP8MFhQSrZ2eWPos2WLR2mXIbpawcb1eBMq6/q8x7ppgLQwkDb788F5ev3LthHMZhiHr16/nscceY/v27Sxfvpx58+ad9vxPt+qVlqHHKyjOVIY+cWbw0NDQlDYGlzouyStWGtgOHTrEo48+Sm9vb9a3Xbx4MR0dHefctz0XTIftHDVi9m95hH33Pczhh5+mv3sAACkFRvv0VowjViBQKa/CgrC4/q3Phq2CdOmKrM9rHRvSaKJGTJLE1OsNrDWEYUituTm7mFkEg90jfOb9/8pv/N7zWX/T6nM6F62trXR0dDA0NJTN+zwfu9K09JTCWssVV1zBXXfdlQfeZxDS7/hMQ9pTlINOOkrrODy6i1gnfopQ4IfaGzfxB4kULjtNdEIMCNxEIm00iTFEkSFOjBtOoDUyKFAISlRqTRC4XqvVAj3SYDSJsUiUCNBGu/m/uAwz1okvFSuwmkhrv0rda8TaIpBIqbyOGAJcZpxog8SVVxPjsmMpFLFxXI9ASvcZbUrIskSJRmsnL9JGE+CMQeJEE6JIhCXRFrQhFhosSCO4+4kn+I1FS2k/geUshMiqh7t372ZgYGDGNf7lcpmNGzfyyCOPsHXrVlauXHnaMvSJa39oaCjPfGcC6e72RL1tKrCeP38+q1atykT4lwJOl/la67LLPT/bz5P7DnHsyS60tlmvVnpWsisVC6QPtMYalHQFJis8YUq4ZWt9v9dK4xiOPg22WBr1hiNiYenp7kYpRaFYpKXFWV2OjIzQ291DWAhAKYxx472jEc13/s+/89T+w7z4bTef87m94oorSJKEbdu2TckVa7o4cQEODw/T1NTE/PnzZ/R9clxYnI5sOVVm7PKmWzg4vAOtJUoqGiYhsRaDxPktK0Z15IwuKCBFSD2KGImHiBJN0rAgFaIQEBRLlMMiQha8UYdAGtfOaeiEutFUjUSKwJGnhOvBWgR17brDymfTsTVIESBRJNaVtaV0TluxMUghCRDE1mWmgXDDHBLj3Kmkd9BSNnCVMeOuA0UrHOvaQigDpFRIBKEvf1ttKApXxsZYQgRKKiTKSZgAaw1f3LubP9ywadJz2tHRMUHjv3bt2kmJjWfL90jJXq2trezbty9jQ0/2WnnZ+TwhiiLuuece6vU6ra2tdHZ2snjxYvbt28eVV17JFVdccbEP8SScyHbu7xpg10/38cj9Bzly4GmieoTWNiOPZL0ZfKA1FuGJUm6cmNPxuYjqSBkuILv3ENaVk7GCyCY0RutEcUKcNJBWUSgWkAg6OjoQIu37go5jarUao8EowyMjnmFaASGQnoy14z92cfzJbl7zrpdSqZ291k8plQ1nmIor1nQx2e73mVB6upwx2SY2/b1MR2ZYCmpcWd7MYyM7cLxmiZRFnCTHZaZaB8SxoRE3GI0HMEYQhiXKhSZEOQDpSs7Cj/hLjEWIkIIfqpAYi5QFAhsiZIgxlkAVEFaiceszkMLJjry2uOgZ3YkFBYRCYHwJORSBlyi5JlMgla9eGQqygDVuLGCI6/8aC8JaQiFdE8qRQTAkSAuBn54ktCVEeRKmcNcD/z+FRFqBES5P39/dzcM9PSxrb5/0vKZEqYceeigjV544wehcyZazZ8/OTD9SNvSJmuMTqyDDw8Mzvrm/GLjowTcMw2yyzfjyYRiGl4S/82QwiWHfvY9w58P3cuSRp+k7PpDdZ3H9Gyldl8kL8pwdnHD2b65qLDIrOLwsyDKW6Tq4RVaPGs7vtTGKMVAoBBQKIbXmqmM2C8HI6GhGuLJejK9xF7hysUTUaBBFEUNDg1SrzW6HLsEmlkMPH+Wf3/kvvPpdL2X+0un/qMe73Ix3xTrVYjobPFNLT5crTjdh62y83de23MKT9Yew2mClJNaWehQRJQn1hiZJDCIICcKQlloVpdzQhcQvUZEOUfBVKSmcMYX29yNclcoYiTUCUmay9fI+IcfJgvAsDacFNp7HYb2W2FofpIE4faxI+8RuzTvDDnefwaKNC5jWCO89DQqB1k4z7BjS/rNY49/HooS7L9EGgXG9beOuD7FJ+MwDD/CB5z3vtD34VatWcfjwYR544AGuuuoqFi5cOEHjf65Vs/Fl6NSUY3wZ+pm68b7oDgVSSjo6Ok7q201VanQhYK3lqYcP873b/oNP/Nm/8PW//iHf/+cfs+fe/fQ+3edlttY/1teEjcUag1AuC00ZzFa4Zq41jnXhYqfPfK1wHrKNmJHREfp6ezje1cXgYD8CqDXV6OzsoKW1laZKE4EK/J42fQvHsEwzbSf5FZ79LCiXm4ijmP7+Pp9Je+Y0guG+Uf7lL/+NHf++c9rn58Tdb7qYmpub2bJlS2bbeS6YrOw8k8H34x//OOvXr6e5uZnm5mZuuOEGvve9753y8UeOHOH1r389K1asQErJH//xH8/YsVwuON0Ff7oOcqEoMZs1DI406Orp5+mubgaHR7FGUa5Uae3opLm1lUqlmSAsoYUkNt7tyrpJR7FxHsnam1bExngpknuMG8rg7B6NLxdHxnjSlCDSmobWblCChYbW1I32pC8YSWIiq9EWIm0ZThLfq7UMNerU45gk0TRizWgSk2hNYiwjcUKSGBJtGU1i10c2lij2PWXtgutoFDEyPERvbx89Pb3E9QZGezKWcevUGE/U0u7vPSMj3PPkU2c8v/Pnz2fDhg089dRT7Nq1iyRJfPvs7MaJnoi0DL1y5Ur27t3LQw89lP0G8rLzBcbFnmw01DfMgz/dy4Htj3H4wFEaww23y1MSnZhxZhbeXUobhAISR7awvjQtBFiNqzvhnjNGsJK+vGSo1+skSUS9EWGMpVQsUCgUaWkpIaRCSPxjyUhWUjpWpBQ2C7dC+hJ1uq+y1s8yBaUkrS2tDI8M093XQ1tbixt3Zg1WgI5ivv+p/+TJvYd4yR+9aMqLarLSk5TytK5Y08X53v0uWLCAD37wg1x99dUAfOYzn+FlL3sZO3bsYM2aNSc9vtFoMGvWLN773vfy93//9zN2HDmmbrSR8kS6urro6ekhsSGNeQZVDGip1lCq4FynjEF7r2aNJU4SN/QehRSu/xqTYK1AidDZQtqIxLpBCVIIGrqBwRJj0D4IGkCiCKRgOI49u9itg1Hrjl/ZkBhLbLQr+6JoJDp7rBvYoJEiRDLWyy2K0EmkEldGVkKRWEMoXH9Xu+Yuwttg9fX0grYUCkWKYZFyKBgdHgXtCF2hcp9V+o2+Ne76gYVv73+Y66+4glCdfr03NzezefPmbOTo6tWOrDmTss7Zs2efZMoxGds5D74zgFM53aSm2hcKOtE8vP0Ae+55iEMPH6H3WL/LXH252EkBvAYP13/x1WPHSEYgjET6kpBnVyGs8bNFfKC2LjtO4ogojmiMNkiMJlABpXKR5lKZMAxQ0veDlEAn7jgQvnfsPSUd89mVmFzy7TNqK7DCDRPHu2H5eUcIIanWakip6OsboKlSoVwqkebO1sLOu/dx/Egvr/vzl9HUcmY3mtP1fVJXrNTI/WzniZ7vsvOtt9464d9//dd/zcc//nHuu+++SYPv4sWL+ehHPwrApz71qRk7jssJZ5IbnYg4jrMRn11dXYyOjmY8kdSX/f7+Jh7s/xmR0YwmbqqR8L7HkY7QCIS/TVvLqI1cmRn3mFHjGdNGEYiAWBgaVqOEIhQBGEXDWJQMCH1/uKHdzN7Al5ITawlE6AcduLVbTrXA1hJIN7DBYDHaEbQyQwzwQdFpdgtKIPxIwtBK51QVRTTqETqOETJAGkFzcyvFMHRr3rpkoKBChgYGUfhgq7z2f9y5twaG6hHf2LufV69ddcbvbPzI0R07dgAzG3xhbLxoWoYulUoTes3PlLLzRQ++wEmkC7gwme/Tjx3jgZ/s4fFdhzj2xHFMotF+l2WNC6LCSW4B/4MVYFP3Cy8HsspllwjrRPK4f1urQSosGqM19XqDOG4QN2KsNZTKZSpNTRRLTjYlPQHF+ABujfbDvV2gN8Z48b0FJTJmdHosznzDLQThdcL4zYLLil0JXAool0sUwoD+gQESnVCrVrPStTFw7OBxPvnOz/Hqd76EBStOzyg+E+kiFfCPd8WarinHZGXnM2kQzxZaa7785S8zPDzMDTfccF7eI8epkZadjTH09/dn7nX9/f1UKhU6OjpYuXLlSTwRgPUtN3L/wC/QFgLpuAaOteyYzoEI3Jxf6yYdBTZESsdGTqxFiQIhzmQjNgZBQEn6/q+xGCsJRYFABc6T2UJBuP6uxoIRhNINSdB+06u8zMhm8iGRtZmkICNpGes4H0Kkma1jODcadRqNmLgRuecHAYViiVKtmUY9ZnS0TiFwGbu2FmUs2hiMkFSbm+np6aO3f5C2WrMbFqEN0lpfeXM8lJ88+jg3L11M2xT4GenI0Uqlwt69ezlw4MApmcpni/Fs6F27dnH8+HHmzZuHlDIvO59vSCmJomhGX3N4YITdP9vPw9sOcviRI4wO192CwOl2pXLMQGs04PqkwJjoFvefjKUphcsqbZqJCqfftc5VqtFwgwAa9VG3KGRIsRhQaS0TBiFCSYw23pXHvafFOps5kZI+XLS01t2e9YrHZeCeD5ISIP37S4yNkSJ021tv4GGFMwMQCAqFAq2tLQwODtE/0E+t2oxUwpW4sQz3j/CFv/4az/vtG9n84mtPeV6nwng80RVr6dKlLFiwYMpl6MmC70zvfnfu3MkNN9xAvV6nWq3yta99LSut5Tg/GL/xTkd8xnHMo48+yq5duxDCsfgXLFjANddcc0bynhKKDS03saXvZy4YAY4LLEGlBCiQFBFW+EDslkdA6Icm4AKrCNxjfM9WGxdKQTiTDgt+142xuKwa72hlHLkpJVhqbdy6xJt6+PWuUO6xxnilsGWoERFFMTpOiKIYISWlsEi5WkNIhRTuE0WJIdHG938Tr2JwbOpYa0KkO3ZtKUhBb3cvlVqNUhBgvaJC+Y1AojVfvH8Pf3DDxil/d62trQD09vZy//33s3bt2hm3e509ezZNTU2MjIxkZei87DxDOJ9lZ2MMBx54nF0/289T+w/Rc6TX3a5dbzR7W8+JysiGAvd/xkczBOn8AuMXlFtIPggr70KTJDTqdRr1iDiJEEhKlRKVSpVypeR3ttIHSpfNOuML48vRBqUkxmjniCNccHW+ze54Lc732mq3eMcKyq73nJ1JAamI2PoFZn2zWQjvziMESga0trYyODhAT08PbW1t/rwo58YTxfzoM3fy1P4jvPT/ftGk2supki5SV6y0D9zf38/KlSunZJKhtZ5grHI+FuCKFSu4//776evr4ytf+QpvfvObueuuu/IAfJ4ghCCOY44fP55lt/V6nSAIaGpqYu3atTQ3N0+bJ7CueSMPDtzPoB52rGThMstEW4xIKYp+8pGfIiRQbvJRSrDyG1QDRNoNRpDCjQocTRKkcmMGsX4Ig3GbY1feTpynM47VHGuNxcmJEpsQa3efEpJRHbsA6n2iR+sRygpKxSJhWKRUrlJSbiqT0ZZAOrlQrC2hVCAksQAlJYH/nEYbyiJ0fgHaUBSSllozjXpEfWiYsFKlWAhwLV6B1S5ZePhYFwe7e7mqo+1Up3YC0nW/adMm9u3bxy9+8QvWrVs341az1lqWL19Od3c3X/rSl+ju7s7LzjOFlDU33aHak6HrqW4e/MleDj74BMeeOE4cxWhtCZTAbzbTyqwPsKmJsvBj+XDZrQR8kLZ+IWnhAmTqSqW1YbQxSjLstLcWUEFAqVSkpdiCkBKpyMZ+uQKydb1bJ7NNT4AL+PhhCOkO2vpNgrYIJbIRgsJarw8e2zBIxl2gfJAWvjIuMCDdVE+MdZaV1iCsdNNSpKJarTE6MkpvXy/VpiqlsnKfE4G1ht337KPrUDeve8/LqbVNDHrT1fq1tLRMIG5MxRXrQkiNCoVCRrjatGkTW7Zs4aMf/Sj/5//8nxl9nxwO1lruvvtuSqXSBKvYXbt20dzcfNYXcSkkG1tv4M6uOz15SvsMWyJQaCtomDiTGEkUkTZENnGbW7ebpp40cGE3QElBQyc0MJS0C3aRMUQmQXm3q1gbEpMghaIg3YCD2FgCoZBSueMwwvWK44SBxjC6EWMSgwoCwrBAtaWJYqGI8WoEJRz3Q1hLUflesHCZrESihUQZSUEGbmNt3ee3wv0dId1tVlIplylIxcDAEDqMaWpq8l+Eu04YY7lj2y7e+6LnTOk8p+teKcXq1auzqtbVV1/NFVdcMWOmSEmSEIYhK1asYPv27YyOjvLRj36Uj3/847/Ug1UuieA7GaYqNaqPNNhzz372/+IRDj9ylKGBUadj81M/lJQI4YT3QhivtZWOxq5c9ifTYOWjlStBBxgh3MBqof3AazccO04S4jhicGiIQCpKxRK1lhYK6YB34eN5Vu21rp/rVUjC14ml9fq9wNORRartI4usqXes36Ti+RSOlIFASEeochONnA+0tWnP2RWy0zmgxuL7vhLpX9CVsQRGQLlSJiyE9PUPYIymWCoTeN2wlJKuJ7v55J99nlf9yW+yaM2C7Ds4G6F9Stw4ePDglFyxLkTZ+URYa2k0Guf1PS5nSCl5znOec5JV7EzwPVZV1/CT7nvoTwawVhCqAtoKojgiERZlFUoWSKwmShq+FaOQBEQmJragREBRhSTa0jAaYSWBDZzlow/mFeVK1bFxYwLDwJllJMYFwbKSzhwnSUjqEXGUEMUxIAmDkKZKlSAs+qqV3zD7a4TLrN3aDWx6UcEbc7jek0lc2d4ai9HpfGFnVemsJN3jI60JrULKkKZqjeHBQeqNmEq1iVBKhHEtr8O9A9xz4EmeveTKM57j8et+vNf7+KrW2czvnex90td55Stfye///u/zxBNP0NfXN63pSJcaLnrwnW7Z2RjDY7ueZOfdezn00GG6nurNROlgXJDDZ5jWjmWXGBdcfbk1rTkL4QIcGTtYZb1eN4jalZLjJKZer2e62EIQUvMWjkI4yZBbBtKvDjEWdLMjcpHTCBfIrXSBzYn03X2OyOyYiRZf9catQeEde1xQxgXvdKUKUNKVioUfpi3GonjGcHSXDFfGtgKsNi7Nty5LLxDS1trC4NAgUSOmpbWFNGcwxjA6WOdLH/o6v/rKX+HZL9/kCGJnKbQXQrBkyRJaWlrYvXv3aV2xznfm+573vIcXv/jFXHnllQwODvLFL36RO++8k+9///sAvPvd7+bQoUN89rOfzZ6TjjUbGhri+PHj3H///RQKhbxMPQ1M1nKYieArhOC57c/lO0//u9tEaeOsImVAicCVk43zZA78yEFt3XhBJQqEKTHLO02VRBGEdJthK1EELsMEjMYTqVz/1+mCDTrSjEZ1Rut113cNQicFqjQRyNB3hVwiYI27Vuh07frP4SRXztc5SZw2N51yFGtNpBOsgdEoQViXbGht0Imh4M1GEm2R1mK8tjcQkuZaM0NDw4z0DdDc0uLMTYRCAN968CGuX3QFwRmkR5Ot+9bW1pNMdqY7v3c8rLUT1v7Q0BAA3/zmN2fEvOdi4qIH31PhxAV499d+zsNbH+XIwWMkscYkjiBl/LQb18VkHPnIB9f0Nv+INPgY4Xuk2hOMtB9QIAyNRgOtNfWRUTf4WilKpRKtra0UwwJ9/f0EQeje19pxhhYWIYwvZ1mX+nryFFK43aX3axa+XixT5xyLD/oChPaZs8F4L1ZhwRgNvmdl0/6vEFmJClyGrNMWdWYC7cvVnjVt03q1P0dOwuR29lYIgsD1gQf6B+jt7aNWqyGClPZtieuG/7zjpxx59Cgv/b9/Pfu+zhbjfWRP5Yp1voPv008/zX/5L/+FI0eO0NLSwvr16/n+97/PC1/4QsCZajzxxBMTnnPddddlf9+2bRt33HEHixYt4rHHHpux47ocMVWd75mwunkld/dsobsx4KRAfqavtgYNKFHIfvNuhq90zGQhsxGBwioX7KzwUiE3HUn5CUppcBZCEieakXqdRpQ4GRAKFYYUm5ooBkXHNPYqCrBEGhITg4FQSF8KtwRWIpBENnajB6WgHiXOyxmJEW7Dq5CEUjFiYwIhkFK5qp8VhFK5tSwsReF8nzEWqTxHxEBHcwujI6MM9Q/QXK05/3driaKE7+58mJdeu+K05/dUwy+KxSLXXXcdjz76aKYH7uzsPKvv0BiXFI0PvlLKSX2mf9nwSxN8WzprHDlwnLgeg5RjEpu0zGvT7DAthyif6RqkdPo6ieu12iDto4LGOrJDvUEjahBHEUIKCsUSTU01iqWCt3DEy4DINL8g3PB6pXyWmno5u4WcBjeLO1Tjg5/wfd+0vmSFe6zF+qDsAq/7DGPDGJxi0EdWn7FanwVb60tS/jjdOfJjzrC+x5xORxpjmJLF37H+rvQZc61Wo16v09/XR3NzjSAsoITws4Vh/5ZH+eQ7P8/C58+eMYu5hx9+mC1btrBmzRo6Ojqy+8932fm222477f2f/vSnT7ptJmY6X844VdVLKTVj5f6bO5/LV478cBxj2RE6nG5euVF9xhGxUgJjyohOj9EYQeyHJoD73utJ4rLKOCGJEkYbEZE1FFWBQhhSLJVd2wpJQYREWpNYTWAlSkpG4wQrBKFz6SEyBmUlBZmSpiwFofw1RVMQbiiCe39XsZNCoq2ggJvVa72RgFCuZSeR7t9+sy/9+XYKD8BCpVRGCcXgwCBxMaFSLiOw3P3w49y0YhEt5VMHudNVvNL5vel0pLM12UldrtK1n8qMLpUhO+eCi24veSqcGHzXPWc1r3rHbxIUA6+N8/3NcYxf4QOiYxH7UQaZeN39yIV0pKZ63GBwYJDu455l2ahTKIa0dbTT2TGLluYWSmU/nNs1VT1SppNB2NRxKr3bZoxkhJ+haz1jWYz1erNn+BJzSnhwBuqWcdeBNHF1C8hnr56TRfpp3SbDZ85+Wkpqd5mOHQSQ3mg9Ffs7xrU7HzZtNos0v3WHWqk20VStMjg0xMjwsDvnZmxD0H2kh5/ctoWDD07MCs8GqSvW8uXL2bVrFwcOHMgC3Pjga61lcHDwGSE3yHHyJmYmNf5Lq4voDDuJjSY2xle/HOmqniR+ApIr/ybGMpok1LVjLxsDI3HCUNygYbTr3WpD99Awx7r76OnuZXBwhLoxFCsVOls6aK42IwslUIqSLBDKkFg7EVJFhhSUC5IFFVBRIQUVoISgLEJKKkAiCaykpAIC6crAzuDDOVthnaez8oMYwG9iGNMRY3GuesZivebXlbMtSeJGJzrbSUMj0UipaGqqMTwyQl9vH3GsGR6NuOOeB097bqfC9ZgzZw4bN27k2LFjPPDAA8RxPK3vL62ApO8zODg4o5vu6drK3nnnndmmcfyfffv2Tfu9L3rwnY7LzYrNV/Nb/88rCEuFTHojhPuBWV9SdoFrLCDjSzxJkjAyMkxvTy/Hjh1naHAQi6VWq9E5axZt7W00lasoFbjgI4zvGXsZkI+QaYyyIk1shS85p2/mJUzCIoWX+ZCSEtxDtE2HZKdBzPiM1GRl5fS90uN3gdz6JnAa6v1/05t9oHUl9rQcLjwRy2S9ZzwRzR236/dm7GpP7BC+lCY0FAtFWlpaaUQN+vv7XRnbH6NAEI/G/NuHv8XdX/35OfwSxjB37txswd5///1EUTQh+KZtgTz4/vLjQhjsvHD2DZl8SFvBUBwxmDRoJAkYJ9sZihsMJU4ZoYSiYTQDOiJODDoyjA6PcLS7y007ii21ShMtre20tLbTVm2muVTzI0ElJRFQouA82w2EIqQkQydVso7tHKJcydsKT/7y04pMqvpwEiDvPgs4dUVK4tTaa3y1u/7VI535NY9GCVGckCSaKNJuyIL3eI4T7dQSxnizDRwxSyraW1qRUjI4MIiy8OiRXp7o6jvleZ0q0TI12ZFSsmXLFgYGBs74nBTpuk/jxEwbbKS2slu3bmXr1q382q/9Gi972cvYvXv3aZ+3f/9+jhw5kv1ZtmzZtN/7ogffUyFdgCcuzquvXcwb/99XUa4U8S1awFef0/ouzmiiXq8zMDBAV1c3vT29xFFMsVRiVmcH7W3tNNeaKRRK3srRjNPe+iCE0+m510+Du8iIUdaKLM4LXwL3sdKVk/H9ZaOzY5LSEaLcaziimE9c046s+7t1JXP3j7HydVrDln7nm7V1/UbApJm5SUcfOles9LOkWTRp31ekx5pm4GP6ZSHd60kFgVK0trQAlt6+PnchEMK5cXnLup986T6++DdfI47PvV+XLtgwDNmyZcsEc/Xh4WGAZ4TW73LHqcrOMxl8r6zMpbMwi8EkYihuYI2gKIoIoRgxmgaGgJCyLCNkyEgjYnS4QdxfZ6hvkJGRBgJFW7WVkihRrTZTKJYpqJCiChw5y1rHhpYBgQy8BaxrRQVS+k2w53n4DXuidTYBKfFZqLFkQxMaicZ6X+rhKPb/tjSi2JWttSUxljhx7SppIYrdiMGCVFlVLBAy0wcXZYASCiUkRakoSEUoJUUpKQQhrbVmKoUiQwMDRFGDf/v5qYPQdFQOQRCwbt06rrjiCrZv387hw4en9LzJxglmEqkZwK233sott9zC8uXLWb58OX/9139NtVrlvvvuO+3zZs+ezdy5c7M/Z8N5uWSC72SlJxir+Y/HghXz+Z3/9joqtZILNtaVYqMkZnB4hJ6eXo4fP87o6DBSSVpampk1ZxYtrc2USiU3fFqmblJ+vq73TnbHksY4g0vvxkrDMmNCu6TRjKvVuhCXeqj6DNQHsZT1ZbXPYoUjeaVC3XQIA+CDuA+W4HXJqW5vYt4rfQAE3H9F9gBS3Z/I0mxIDTt8ARs821KM89FMA3Fm2SG8qYhS1Go1CsUCPb09xPUGILLgbqzlwP1P8Ml3fs5NezpHBEHAmjVruPJKJ3t4+umns5LzM4V0cTljut7O54JXzH8uRVmioiquFGwNoChSomSLxI2EvoEBerq7GRkcQVhJqVShrb2T9tZ2mqutlIsV3Fp1IdSVfgWxcRSMdMXEPis1xvkyR9rQ0Ana+67XE81I7Iw4TGJcsI+c3tdoy0iUEGuNwrGto8QQIChI5SYUWUGTCt2gBCMIhdf5IihJRUm54B9K1wsOcM5XgRQo4Y4xQKLGVa+ymeFG0FSuUKk0MTAwyKNPPc2WhyefejTdiUZCCBYtWsT69et59NFH2bdv3xm/5xMnGs102Xk8tNZ88YtfnJKt7HXXXce8efO4+eab+fGPf3xW73fRg+/pSBfAKb+cuUtm87r3vhwRCvqHBujqOUZ/fz9GayrlMrNnzaKtrZ1atUpQKCD8DE0hsvk/ABhhvb435UKDa8biSFCezJQRvICsK2oZ9xyXuaaGIdbvclN5Xva0jGk81rG241/XjEXYNNtOz5MjlLneTvoa6fGKNOham2mSAT8cwvqNhieqCT/u0EiX5TNWrhcyJYq513HHZNzGwi/cpqYq1WqV/sEB6vWRLMhbP8Gh53Afn/p/vshDWx+dyk/gtBBCZB7Ohw4dYvfu3QwMDDxjSBc5Tsb5CL7zy50sqVzhXK2sxMZQH2rQ1zfAsa5uhkdGCWRIa3M7He2zaao2ExRKCBzpCeuCaoxXElpBrDWjfiyg8JntUBxTjxO0dpntYNRgJI6xiUVrGI4jF1itQBiItCNwFJXzmDYWikJRVm6aUigkTUFIUYUoHCGrHLgJSBJB0TtbCVwvOPNzt4z1f80Yb8T4PrD1owyTxGR/j2ONMYY41iAk1UqV4eFRPv3D+6g3Trb6PRt9P0B7ezubN29maGiI7du3U6/XT/nY8z1KFJytbLVapVgs8va3v/20trLz5s3jE5/4BF/5ylf46le/yooVK7j55pv5yU9+Mu33vWTZzumXOn4Raq3p6emhq6uLrq4uRkZGeM7vbuLuz2wlHomdX7JIMzmyPjA4MpIeN5IvyyTHRUcXu8aE6mlSmwZKme56pchYzWkYd1p4927CM4KFlFjtb8N7ykpfHxdjJiC+Su3fMx2YYN1UpHSYQla6dhKrTCaEe7Lw2am1Y7M7hRR+qoojSYEPxgLH2JYpY9qfEc9eNDjyF9rLt4STWsjs+ATFYon2duV6wAKM1eMyZYjqdb7yP7/NDS/dxPN++8Zz+i2kv4HNmzezZ8+eX3pnmxynx/kIviMjI2wwV7Kj/xFGGw0kChUWKZRKVJoLbrQm0k8pcnaQ0o0No641sTV+A++y0YE4wmgcEUpaRuKYxLrxf6FUNLz+NpSKUCkS7UYRlqQbD2i9B0FZBn6gitu4F6Qb++faYF6KiPDlacb4INpmBCxrbNa/Nda4vq7vPcWxmx9sjaGRGDRuOpIB5/wnnBe00d6TQDupZCgUIgxoqbUyMjTIp77xn/zurTdNkACebfAFKJVKbNiwgYceeihTN7S3t5/0uAsRfKdjK7tixQpWrBiTYN1www08+eST/O3f/i3Pfe5zp/W+l0TwzQYVnHCblJKBgQGOHj1KV1cXvb29FItFOjs7Wb58OR0dHQRBwPXP2sRt7/kCfcf6XbgVgPCBCzEhSJJlvmQ/XCvT0um43jGM64v6xqocc5aSUrp+rQ/IMg3oYmyh2FSvYF0AU54chgGrxgK8M+MYZzfpPD8QAjdlSQofuGWWWadPMEZjEtcbj6OYIAzAB37nXGXc1td4q0zhzNTTXpP1o1dckPXZsQ/cJitZAxgniUrL7cYQBCGVcpXh4WH6+/qpVquooJAtSqsN935zK4cePspr3nUrhdLZBUzttdzFYpFrr72WwcFBuru7+fznP88b3vCGs3rNHBcf57PsPNlGvbW1leWVK3is1IcRwjvYCedYZSyRdjpbJVLLyYS6dsY9gTfVaGi33ioypBgEaG1cJivc9COL0/IWZEDo2zGJcQMVCoHI3PWMFRR81c/4DbMQfrSCttk1RVgnc8L/2wqBjl07LEDQiBPqUUyxEXtXQOMlRRDFmiQ2SB+cAYrIrEJXDJSrWBlLoNx7GyAkDcQQBIpiSysPHR/hp/f+nM3XXZON9ztbc50UUkpWrlxJS0sLO3fuZNGiRSxatGjCa54YfM9H2flcbWV/5Vd+hc997nPTft9LIviORxzH2bxOYwwPPPAAHR0dzJo1i9WrV1OpVE76wmvtNd72P97Ibe++g96j/VkJ2Wajf9IUNs1GfY8UvGxJZEFOpzIa40uuqTYuC9Q++KUaYjflPnsfJ373RhtyfOy2bmFLiZWpJCntrzptXjbg2uBKw9rPEXbDet1uWRsX/BInhxBSolRAoVikb6CP9tY2lFLeAMSdn3qj4fyc07K2UqQbhZRYZQUILdx4xLSqngZfn32nhKyUUS2E88OWSqCCkP7BQWq2SqFQ9H1zt9k4uOtJPvlnn+e1f/5SZi3oYLoYvwCFEPz2b/82+/bt46677uL1r399Xn5+huFsgq+1luHh4SzY9vT0UCgUmDVr1oSN+vLGEO/f/W/eIQ4iY4ls5JyfrCJQIYnWjJgIKRRl5VjLiXZSpdAGVGRISRXcJCKhKIuCJ2C633soFNKbDmhtUXhfddwUM+PfG+H0vNq4zXdaytbWuViBIEpiZ5wBxAiSWKOEJMQNZVAqJLDO6rZaqVHw5WqtDQowOkH6xyslxwib/h0M3oLXc0+y5MOk1TiXVISFMnu7LIUHHsi8m09lsjFdzJs3j2q1ys6dOxkYGGD16tWZ89mFyHxPxHRtZXfs2HFW400vieCbJAkHDx7MZnY2NTXR2dlJoVBg/fr1U3JHaWqu8F8//EY+/b4vcfSx42NJq8U1aZSfg2vTkXu+50s6v8dmO0LPTEJIldKSIM1sIdPVGitQqS0zZIPskW6YvRTOgUv40rKULsBmdWoMQihcASqlKCuM1owZaFgQBm2MY05bt0id64svWStJS3MNOSjp6+ujUq6AcEFXJzFBELoeKe593Wi0cRaY3htaSj9s25PKhPBZrk1duNLHuLTcJNqfJ0G1WiVqNBjsH6BSa6JYKPmSlNMRDxwf4NPv/RK3/sELWfkr06PlT+ZutWDBAj7xiU9M63VyXJqYbKhKpj44zcYqSZJso97V1UWj0aCtrY1Zs2axcuVKmpqaTnp+W7HKhrYlbOk6QN06GWEgQjef11pioxEomoICwmepLhg6ZnDDk6xchqwyLok2TgYkhAtrBkgS17aRvtKUJM6lKvAZbL3hKlaBlBhtiXWCsLgytTEkSYxCEAhJbAxoSzH1YjeWggoJQ0k5LDDYP0h9aBBZqRBHCXEjAmMohAWqlQpSelWFBazMrjlW+02yNxvxnEy0n3QkrMuglRAc6hnlhRvXcfDgwcxpaqY2vrVaLRu2smXLFtatW0e1Wp00+I433zlXTNdW9iMf+QiLFy9mzZo1RFHE5z73Ob7yla/wla98ZdrvfUkE33RA8oIFC7j22mszFmtXV9e0XIRKlRJv+eAb+NR7vsDTjx8DfC+WNDiCVGT+zCmsGVvkUrjgqoFAjA09kgISwZikJyU9Zb1R4ZnPBmtTOoQLXkIItNYEgfJBblzAzcS8ad/F+MTXenakI3w5+J2plFnv2frxRqOjTvsqEAwODVEohpSLZcptbdkJMFr749eZyggjQAk3VzhwzGnpJUluswBZCp1xwdyu3kp/QjwpvFxyAXdoaIhGPaa1tdkl2oG7mMb1mK//r++xcf9hXvCm50554V6IiUY5Lg4mazmNJ1uO93621mY+2mkbqlwuZ1Wx9vb2KWVir7nyeu7vPURgLQLHIDbWghUUpQu61rqMFAuBCLI1Z6z3XveUJ4ubnWt9uRrfM9beg1kKSSPRRJ5kVVCB85k2BoVjMMeJxlhHrgqky7LRlqJQKCQGS0EEFEKZVdcC6f3WtSFq1JG40vLQwCCFsEhzU5VCIfQTkQDjPJKtcTPHsX5d+bJ4YiyhACMkSWzcnF8hSBJDKGTmO/2DbY/xBy/dzM6dO2k0GsyaNWvGfgthGHLNNddMGLYy2dqfybLzdG1loyjine98J4cOHaJcLrNmzRq+853vcMstt0z7vS+J4KuUYt26dSctnLMpP4WFgLd88PV87q++zGO7niCV8gDZyMDUE1lbk/0Q7TjjCBeYMgsLR+Kyxtm7eUmBRbuyq9fsIsH6fgvGvZ7xGa4rM48b+ICbJ6iU9E5TrrdrcTtOa3QmTxLSLx7fnzGe5ZwkMfXRhCjyQVdKisUSlUoZBPT39ROLiBJlnGWkm2AkrFv4blSiK2Hjy8dkOmdv0pGWqNKM3V+gXG3AP9+PYZHKfeZCsUBz0Mpgfz99ff1Uq01IWXAbi8ASJ4Yt37ufI488zW+95+UUy2fuA1+M0lOO849Tbb7GlxyNMROy2yRJ6OjoYO7cuWdt2l8NSjy7cxn3HHuUxKaSvSBV9GOMW2ep3M/JibSTBvn1byzESYK2rvcqpaKhNY1Ye1aywlhLQ8dYoIBrBUWJRlpBJQizfq5CUlASaTzHA0kQCEBmXs2uNOzNNeKYuBERRzFRnFAIQ8qFAk3lJhqNmJHhIcIghES5XjKQeI2wBLR2bbWCVBjcxqPgTT6ssRQD6XvTlkCpLE1REo73DLHvyR42bNjAz3/+c44ePcq8efNobm6e9vcwGdJhK83NzezZs4disTiBiDXTa3+6trLvete7eNe73jUj733RpUYw88SLIFC86a9ey7KNSzO7Rut3sW44vU/VUilRWnJNyVrgU1xvrMGYi5XLCNNAlfoq26w/6uwbNSqQXifsXjadTuQ+qiv7aGPQSQLCohMNdpykx/tJCz/SD+NMQ4aGh+nu6qK/v9/NuSwU6OjopKWlhaZqE6EKCIOQtrZ2tNb09/WQ+VH63rIQwhOrXBhN9XrCl5a1z8bTz+mP3AVsrJ/G4mhrxnoXL+svTMJlzK1trSgp6e/vJ2rUXYXACFfWtpYn9x/mE+/8F4490XXG7/N8736nazEHcNddd7Fx40ZKpRJLlizhn/7pn2bseC4nnLj2rbWOQY8bVvHjH/+YAwcOZC2om2++mQ0bNrBw4cJzmpbz0iuucQxn61jNwgfdSBtioz27X6KNYzLXM8MfwUicMFBvEGlNICTawHAUEWlNSQYUVeAyZCsoyZCaKjirSEumw5XWZa2BdUMVpKdaBJ4tLYQaK4ppS320Tk9vH93d3Qz2D5BoS1Ao0drWTkutBWRInBgKQUi1qUr/wBAjg8MI8CQsSSksoGTgJEpBgJSSAElJOUZ2IAShEKhx0iUlhU8orO9cC77z070gRDZzeceOHRw9evSsv4vJ0NnZyaZNm2g0Ghw7dizrwT6Tql6XROZ7Oq3v2bIepZT89ntewZf/9pvs//mj3uwCrywSGftZCkmiXVZrrXHByeJdrnzgEda1SBEkRo+VfYXw2a1PCg2OsGTAekaF9GMDEU7uY3y2aBKLVFkdFyFVNoNY+P5MojVRo0G90SBJYgSSUrlItblGsVDMqsGAt6dLu9JuCHdLWyv9vf309/VTa2klCNxxK6Gyp1rhx5lJd6FxMiafzacbFrzESQhHIFGu7yulcu105Q1KhJNHoA0i8IMZIucy1tTURKlcznpPGstg9xC3v/sL3PL2F7LuOStP+V2e77JzajGXMh4/85nP8LKXvYwdO3awZs2akx5/8OBBbrnlFt72trfxuc99jp/97Gf84R/+IbNmzeJVr3rVjB3X5YJGozGBmZz2emfPns2GDRvOi5lKWYXcNGc5Pzq8jwRDHLuNpESihCTSlkbSwIyTD0XaUNeaAEElKCAYYyJXZEggVeahHAqnvwU/HcmPDJTWZZfGDzdQboeN0W7NpeqJeqNOFMXoKCaJE5CKIAioVZsBN4WpIITvybpecdFb44ogZFZLK4ODQwwPDtJcbfbXN3ddVEJhMK7V5McIuk2x8H1eQZLoTBVhvFwSY9GJoW804Qf3PMTCVqfZvfLKK9m9ezdDQ0MsXbp0xvrAlUqF1tZWGo0GW7ZsYe3atTO+8b6YuCQy31PhXCUHUkpe+2cv45rnr82ySWeFaL2uDhdwAbBY43qYRjuyVWpqMcb5g9SaPR1gb7VGKpEFbIsvb+N6QwbjiBbGYnTi2cOpLaV0z/UOVhZL1GgwMjxCV083/X191OsNCqHLZNva26hWqxSCgusjp5pfb31lrMkY3lY4HWBLawthsUBvTw9JnGR9aCmFm8bkiS1ZydnizoPvLQnlLiipblp4b2lLyuZ2hvMm0RNkSo6UYigXytSamxkeHaW/f8Afp0X5sneSGL79sR/yvX/+j0ndzOD8TzSarsXcP/3TP7Fw4UI+8pGPsGrVKt761rfye7/3e/zt3/7tjB3T5YLR0VHuuusunnjiCSqVChs2bODXfu3XKBQKdHZ2nlcXsxfPW0VkDENx7NjB1hGdBqKY0SQmQNIUlJBCUjeOC1ERIRVV8LwIF5jLKiQQgZ/r6zSyAQqjvYmF9uvLl5UTX0YLpMIgnCRIG6KoQU//AIePHaOvpw+TaCfnq9Zoaa7RXGkCn5VWg5BQKqSFYhBQCkPcTF5nIVkKC7S3tCKMZbC/322wDa5XLZ2Eyfp1axLjzTYMJnH2lUli0NoQNRJMbEBD3EjAWpQQ3L39AMOjEVJKOjo62LRpE11dXWc1POF0MMYwb948Fi9ezLe//e3sd/JMwCUTfM+XwboQgpf9X7/O5t+4JtuRCSE9Y9kXlTM+k3enSu/z0h9jXN83Ld8AGXPYHTzeU9nvaq3bVdpUX4sPsAI/ftAQBAq8uL1ebzDQN0DXcTfwwWhDpVSmo7OTlpZWKk1NKF8mwpOd3C49Hb7tc16fjVvjSFmpbKBWrdHUVKGvv4/66Kgz30g0UgqUCLwxiWMlG38eXDrvPpzrGUs/5tDrmpUaK+X7vrFNM2Z8piwdwaxQKNLW0ooxhr6+PrRxbO50R50kCTt+tIvP/L//yujQyW435zv4nvheZ7KYu/fee3nRi1404bZf//VfZ+vWrTN64bkcUC6Xed7znscNN9zAsmXLaGtrc9nZeTDaOBEFFXDrFWspiRBjLSNJgjGCighoDsoEMnCVLiRNskDZb3qNsT7IBhRU4AKZMVmAtdqQxM4i0viMVyCJtCZOTNZ66R8apqdvgIHefnq7eugfGMJYS2tTlVkdnZTLTZSKJarFIkURIBAUhaKSOlxZ6TNs4d8DpPV6Xe+U19LSilIh3V09NBox1lqiOHFGHH5U4mgjQScak7j7rHGMbJ24iqDy1cBCqLwJiEs27nngSGayUalU2LRpE0IItm7dmvmvnytS0t2CBQtYuHAhfX19fPjDH2ZoaGhGXv9i4pIoO58KM7kAb3nbCyhWivzsqz/3fV58idXbxSnr7RNt1uZ0JCwJ6GzHKXBV2TTYoi1WuQyYdI6mJyipwGtTpcudXUnJZcL1qE6jUSdJdOZTXG2qoMLA917x8zq16/8YtxASbVAq3RCkWagBoRxRy5Mm3LQnEMoNR6hUmwgLAb29/STG0FSqZPFVKSepwLqgrJTybGr/mYVw44m9aYhNXbP8RgBjEcpl9NZqVzUwrifuZF2uGtDW1srQ4BD9/f00N9coBAU3uEFKau1VWmc3M9A1SLk6Mdu5EGznnTt3csMNN1Cv16lWq6e1mDt69Chz5syZcNucOXNIkoSurq6z0vxdrhBCEIbhSbc7w4jzG3wBblmwiu8+tR+tBeXATSUy1rlRSSSBVJmzXTpmMPB9UWsh1gk68SVkKV3fOHFqgtD3S0ejmFhbQkAYy1C9QaMRIYyhHBYJSiUCFWTGHOl7FZVEgV+njg2dVtes39RLzwnRicbPRSI2LuinWuGwUHLl4v4+yuUKYVAg9CRSjHDmH1ZgtKagXNndGEsgnKzJEUp94mHc9VEBjx8e5HjvCPPnu3MZBAHr16/nwIEDbN26ldWrV58zG3r82n/uc59LuVxGSklvb+8vfe/3kgi+56PnOxlufsNzCIshP/nSPSSJt2v05hppDzczkRDeZlF4CVAoMXHsiEM+I9RJ4gKRJivdSqEcuUr68q9xgbdeb1CPGkSNhmMUloqUSmWKpZJnCzsBfrqzTm0nU7ca65nOLriOnSujzdj0Iq8NFqkcCuMWkrZIaVEyoKOznb6ePnSS0Fxr9lKPtAwukF5aZKwlCJQvwbvgLMUYiSxjP+MqCWmZOe0ZK5myoiVSimwuZ7VaJWyE9PcPcuWyK1h3wyquef4aZi88tZZba02xWMz+fT6C73Qs5txnPpkoNNntOU6PCzlcYdL3EZJXLVrHVw/uQnt5kbUukLoghA/GbpubTk6LIk1ijNPt+rLWaBSTGEOApKBc1tyIE0wUQ5JQjxKEkBTCkM5aszOj8Y53qcNUau4T+AzTGnz1LJ0m6vqxLvDibCuN1xMjGI4aCCsIlEBbV1UKhKS5qcqoDBgZGiJsEqhiCYugWHBZrdEGpZyHAFhUuvm23kbSc1NM4jbpRkASJXzvzke4Zs3V2fkUQrB06VJqtRp79uxh4cKFLF68+KzXxYlzvEdGRvjEJz6RDVv5ZcYlEXwhZQyfLLaPopMNvc8Fz331r1CqFPj+bT8emwIkhctcRZrxpcHYDdizuFKS0/xqhHAyg0YUUSy4UpQMAtJeKEIQJRrdaFCv1zFGYw2UK2U/xrDgHuvJDcb3oIXwmWTKwzIuiLkA6J22vHbA9VZVSp92O2Ef+KRKyRVptui3FMLZaLa1tjEwNEBfbx/NrS1uISun6ZWhy7LxmbC1qeWIOyZjhNt/+ElIlrEMPDUUM9Ydm9UGlJM5SCUJCyFzr5rFiuuv5sp18zjwxKN0dHTQcUXbab+zC1F2no7F3Ny5c09idx47dowgCGbUAOByRhAEFyT4Atw872p++NTD9IyOIjzhKpXnxJkjlctirZD0j4xSQVGUbg5vI0lIDIQIyjIgSTQDo0MkUYJINIVCgTAo0FSuUlDKm3OMtY6k8pmntZnnQKrh1dr9W3lZUuK1ucJaGtpZxwa4ebd1naCQhKHMOCnlwGuUjaFaKlEpFBjo68fEmuZazbfP3HUG4/XNiSHwzno6ThwTXLi/W+02Bo3EoBNDV88wu/YdYe3KidWe2bNnUy6X2blzJ0NDQ6xatWqCZnuqGL/2R0dHsdb+0me8KS6Z4DsZztfu9/pbNhAUQ773yX8nqkdYqzzT0AexwDu8SLdzlIC2GmPdrjYoFGmuCQb6+xHNzYTFAtJCPWqg44R6FIHRBGGBYqFIuVLGSXcUWrvBBjr1brbaDdnG+6QafKD1AS4IsDrJes4qy0KF78X6kO9r4ta7Z1htkUpkP15r0tGGFgJJc0szA30D9PX10VxrRqnQZ8rOLESFgVvongWtUp1yKlvCEb10bAjCwBuYjOsHW/d+Tc1NLFg+l9XPXsHyzUu897RD++w2du7cyY4dO1i3bt2E7HY8LobJxuks5m644Qa+9a1vTbjthz/8YTZ/OMfUcaGqXmc6hlcsWsun929zpeTEEBln36qsRElJpF2fFBVQUCGNwWFEUwUhlMt0tSZJInoaDYQRlMKQWqVK6IlQ+DaSsiLLplP7RmFFNts3LR03YjeCMPDVrEi7DXzoN+hR7IYiFFToy9RQUmmZ2J/DlCNifQ1KQiAVLc2tDPYPMNDXT7WpCr65hnGuXNYy9vmBQAXEkQvCgee1BNKPKETyvf/Yzarlc/z7jaFWq7Fp0yZ27drFtm3bWL9+/YTBDFPB+LWf9nlztvMM4mIswA03r+Pl/59bCIsFyDSr7oentXFuUL73kgbFIAiwVhAIKBaK1Go1BoeG6Ovppbu7m5HBIQyWalOFzllufnBTtQm3xHxZGbKytVt4MqP6Cx9IUwfHIAgcKUmkemPv8WGtz9bHLDGl390qpZzUibFdNGZsxGEqccA6MkapWKS/v49GFHlXG79gPaHD+dU6Z2hX4lZY7RNu6/rm6UYgHU7RNqeF616wjjd/4Lf4//6ft/Lqd97K6mcvnxB4YWyySaVSYcuWLZm+80Sc7+D7nve8h5/+9Kc89thj7Ny5k/e+973ceeed2dCGd7/73bzpTW/KHv/2t7+dxx9/nHe84x3s3buXT33qU9x22228853vnLFjupwwGdnyQvV8wZVVN7bNpaIKDDTqDMeRy/6sG5IwFMUkBsqqQNW7R6kwZKR/CD00wmjfAI3RUYQVtFdbmNvRSXtLK8ViKQuuEumDrCsTY1zI09owGiXE2q3LONEM1RvEiZM0GWOI4gSJpBwEBFKBEZRDRSkIvGZfUAwkBeVcpKU35ZB48ohnW1sLUaRxRKwWEm3o6up1hh2JoRFphO/nGr/hVr7PGwpFSSmUUgRKUQwUEkfMGhmO+Mndj0x6bguFAtdeey1tbW1s3bqVnp6eKX8v1tqTgm8YhjM20exi6/sv+cw37RXONIwxrHzW1bzyT27h3/72W2jjJvykzlJKOUq+9L0PazRSQBxFRFHshhVo7VyqjKFYKFFtakKGboygG+CgvZNUggwDdztjWl7rs1xgrHzs6t5YbbBSYYz2PVX/GGOwnm2IyIYjjllNStCxcb7PZmzUoFCM9WjT4C8F5UqFMAjo7+2l1tJMsVD0QxQMVkkwzskrlUsgbGZKYjypSirJguXzWXrdYq65aRUts1um/D0opVi1ahVPPfUUO3bsYNmyZVxxxRUTHnO+y87TtZi76qqr+O53v8uf/Mmf8I//+I/Mnz+f//W//leu8Z1BnM+yc+obbYzJ/gC8dtEqPrZnK0JIIqOpG00gFLXAka4a9YjhxihJHKOMpRIWiJOEpqYqpVIpm7HrnKhsRnqSXscb6STrEVtgtNFwmmApUErRaCQY6/ybg0BhEme6UwlDxwHxazAMgqxKhx/1mV5XTGIyNnKsTRZEhYFG5Ix8QuUsLculJiI7Qn/fILVqlVKh4Cpf2lAOwvRk+euhH6fiK4J4k5CUgXrPfY/yrM2LqUziWCelZPny5VSrVR588EGWLl3KggULztgHTr+XdO3PtLvVxdb3Czsd8+TzBGMMjUbjpAz46NGjHDx48JSSj7N5n3Q3lf4d4LFdT/LVv/suo8MNwkA6I4kg1QRDHDWoNyKiRh0LFEtFQhlSrJSc8Nxa+nt7KJVKNKUDDLzWVQiXSbvg6P/riVnaJF7w7t2kIHuOMSZrtqZDsF1GPJbluiBpIXXnynrF7j5H4Brry7opJHKsBI0PxFJQr9cZHBqkEBSoNTc72YTwmf84aZLFecOWmkrMvWo2xTmK656/jqXLlpzz99Pb28uuXbuySTSpjOG+++5j2bJldHR0YK2ltbWVgwcPsmjRonN+zxwXF1proig6aS7s3r17EUKwcuWpzVemgzTIau9UNZ4gl44vlVLyznt+yNHhIcdoNpDECY16gyhyI/tKYZFysUQQhFgsjdEGQ4ND1Ko1ysUSxlgS40rKynujR7FGW0NgBYGSxLH2XsqCYhC6SptXMxT8Rlt7K0glpJcyOU298mMHnQ2tzQiZWht04gKtRNKIY6y2bqyhtSSJD/LSzRZWuFnDACPDI4wOD9NSq1EIi5nRhrUWm+jsmmSNdVm8cBv8np5eWmo1F5SNYc2qK3j965512u+hv7+fnTt30tHRwYoVK047DziKIu6++25uuukmlFLce++9vO1tb+Pxxx+fkd/EZGhvb+fDH/4wb3nLW06678///M/55je/yd69e7Pb3v72t/PAAw9w7733Tvu9LonM93wxHtOd0/hgmy66dLEJIVi+YSn/5S9ezb/81b8RNSInBWokNEbraJMgpaJUKVMutRKGBW+04XebOFZwa2sbAwMDJH39tLa1YjQEAejEaWMF+EEE6edNB9V7Cw/hgrMMXJaZ6osR6X/9h7J2TF7sy71KusUXyACtE8ecNnjildfiwrh+kM+uvVuX0ZpSuUSgQvr7++jv66O5uTljfTtClqLWVmHe0jmsf/5qlm9cipSS+++/n1Jl8l7tdNHW1samTZuyPvDatWspFosTMt+RkZFnFOkix+RkSynlOVW9xme3acAd/9rp72n8xd8YwyvnLeHju7dSb0Su9BsEFIIitUqN0BOGrDfLACgVSgQtAb19fdSjmHKx7No3CEbqEdoHwJJyRKxGZAikoBqGfqiBRgJFFXp2szsXoVBezOfGA7o17HLceNxgBoMzv9CeCKWxNJIEJQRhKhkESqFESYXRxkmYfJC31lCrVCgHIQP9A0SFhFpTk5MJJsbn8pY4Sr2hnabZapxBhzYI6+wpH3roaY4eHWDu3FP7PLe0tGRrfPv27Wfkeoz/js4n10NrzZe//OWz0vffdtttxHE8bb7HJRF8T4WzKTtPZdGduNvSWlNoDbjxzRv55kd+SGOoTqFQolgqUK60uD5voJw8SVpsQpaFKplmlAFtba309Q24wfK1KhBiRbqAPAHKW9i5crLyvV7fQE3JziLVEbvAbIUjY2kDKgh85jo29tB6WzrtzZWdPMFgpfdt9ibp6fAD4f6SSYQyezsJrW2t9Pf10TfQR0utlTmLOli8ZiEbXrSeWVd2EMdxlkXIlPx1mt3rdFEul9m4cSP79u1j69atrFu3bkLwTcX7zxTSRY7JEQTBtGaqwlh2m/4Zn92mm+0Tf6tRFGW2lt3d3UgpmR2U6JYBVeXKvdJnn8YYEt+vlcJpbBNjiIylUG5idHAQtKVQLJFoR5ZqCoMsgDp/ZZd9OotJN0RBncB2Rrgwa4yzmCWtdlnLaJyAL2cnuMxcSUFRSaxxwbsUBC4Qa6fVkNLJH432mbEnlxrrpVM4UlW12szgwAADsaZcrvgs15LE2g1okGA8+7kQBijpesLFgmdva8t3v/MAv/eW55z2e0q5Hvv372fLli1Z3/VEpOs+3ZQNDw/T1NQ0rd/EmXAx9f2XVPA91VzPMyENtCdmt0KI7Ms7cdGNjo5OGE1WLBaZdWUn//VD/4Vv/t0PGeof8WVWUGnJRVjPWnQJpMUNFbAap+u1gtbWVvr6+xgcGKSlpSXr16a9ZNeh9bo9CTpxs+2ttp6VnA5j8OXnzOgDhE0/n5uNaLVGBq4/LJXAaDwRy794OrNTpImzwBhNEEpM4jya04lIroQlKRQUa561mur8Mm1Lqzzr2dfT0jLWww3DkCRJ0FpngXgmgy+473316tU8+eSTbN++fcLQ7pkmXeS4uDgXsuWJG+30trSiNVl2a61lYGAgC7iDg4PUajU6OztZtGgRzc3NLBzo439s/RnCl5gS7YKuMZYA540ca00jrmMtFKSiqVAkqAr6B4dIYkN7rYYSLgAC2eACYdNM1s0DTocWJD6bzGbo6sQHT9fmiaKEWBsK3ps59iqMkidAaW0cmzlQmeOWgoyBnLrRudzZEsfuGAIhSRJDErvn15qaGejvJ2r00VprQVvHsFYF5VzwlHD9X+sueaHvh+NbZ4ef6mXPrkOsXjuRtzHZ97tq1apsja9YseKk4HUhppldTH3/JRV8T8SpFuCpCBNw+pJSX19ftuhGRkZoa2ujs7OTFStWUKlUshP41g+9gdve/QWG+4ddMFQB1mifievMYtLzkrxU2Ol1kdDc3MzIyDC9vT20trdl2WUa4FKzDJP6IHttgEkZyioV2wuE799qrTNHLid+d48TPrg6jw/Xk7G4Ha6TM4nMHctaO5Y5eyIWQlKplVmwYh5rblzFymctddIha3nyySfZtm0ba9asyXZ8UkoCz7LUWp83UowQIptc8+CDD/L444+zYsWKZ9RUkxynxpnW/om8DXC/zTAMT9oMJkkyYSyhMSYbCNDR0XFS2fOqljaubulgz/HjmZGGEs5hKooNwzpGAAVvmJF6IxfCkHltbQz2DzI0MEStWvWTgfzsX+v8kp2SwGWfbg25wBj4wSpxnGC0dm5XQlKvJyjh2M5p1aygFAWpPPEqdd0SXpvvEhAlvDNX2h/Gbcfj2CCs+3ddJ6CddEgYd01qb2lldGSEgYF+3wcujF3nggCsRevYXYuMQfuer8vWLd/5xgOsXD1/jMdyCqRrvFqtsmvXrmwwQ/r9nRh8043STOJi6vsvieCb7n4nG6o9niAxnjQx/rmnKik1Gg26u7s5fvw4PT09SCnp7Oxk6dKldHR0nFL03TKrmbd9+A3c/t4v0XukDxukE08grQ0b4ywWsTYTsUsvTFdSUqvWGBp2MqRarZkgDDC4YYLpFCGjTZa5CuUo/VKN6XhdfzcdZ5guLIOS7ryo9LnjZv+643E6Yolw4/6EC9DaLzJjLR1z21i87krW37SaBSvmnbRzSxdGKpQfHh7mqquuAlzf9fjx4xw7dozh4eGsQjHTGTCQZd0DAwPcf//9z6ipJjlOjXTtT5W3cWJ2OzIykgXb3t5eKpUKnZ2drFu3jtbW1jP+Vl+3Yi3vfvo/ENbZLCaJpq5NFgQLMnDXo8S5PxXCAIXbNDc3NzPQP8DgwCAdrW1OvuivXQKB8hWtOE58Nu0C8UjDZdcFISmGBee2ZSzlMCSQKenKEkpF2hHG2ox/YlMGspcTWiCOE6x1/eBEuww39PrcxFtSFgpBNoM89NPVglqVYFgw1D+ArDUTBKHzO0giRkcaRKMNF4QTi9Gx+0x+6pGOE376433cdPOqKX3X7e3tWR94aGiItWvXEobhRZnjfSH1/ZdE8J0M47PZkZGRCYtlfKA9XUlpYGCA5uZmOjs7Wbx4sSMRTbE8UGur8rb/8QZuf/cX6D7S41jCdsw20ZWTre+pWkzqjKWNs6JMDM3NzfT39zM4OEC11kwhCLxlpEuGxxyo8JlkQqAKPp3Gv6b1szS9qMgHY6m8wECO9Yqk9GVq594BAVidIL0+b96SOVx93VVc8/zVtM1pndJ5mDVrFhs3bsxmdqbs1I6ODhYsWEB7eztCOPtI5d9nJpFutNI+8N///d/nFo7PcLixm+43FUXRlHgbxhh6e3uzVlKj0aCtrY1Zs2axatWqaU/CuaJWY03HLHY+/TSxSQilpBYWPIPZuTu5ubjKWTJat0F3/VhJW3Mrg4MDdHX3UK3WXBncB9nRKHZkLiEpKkWiNXFiXTYbyqxHrIQgDP2z/DS2wNvXWmOdHBHnvmVx/d804zXG9bOlEBRUQBxpBJZioLycyFIIApeVW4vBOh9rr5bAWKqVJgKh6OvpI/DVP6MtgQoplYoEMiBuaJR0ToDGWAr+eO+98yGuv2Ep5crU2kOVSoWNGzeyZ8+erA98voPve97zHl784hdz5ZVXMjg4yBe/+EXuvPNOvv/97wNO33/o0CE++9nPAo7Z/L//9//mHe94B29729u49957ue222/jCF75wVu9/yQTfVAqTJMkEwkSpVOLAgQMsW7Zs0kU33ZLSdFCulnjLh9/A7e/5At2Het3QgUBhvC+0JTVTd9aOZpwXo/CSnmq1Rn10hL7ePlpbmgm8443Ldp15h/AOVEEY+B6sn5IinTlHYgxS4eYLS+X0xaFCJzbrSwvlCBr4CoKQgkK5wNyrZrPmxhWse+5qipNo8E6F9LymFzNrLVEUUSgUePaznz3BqcYYQxzHWaCcyQCcDqoIgoDVq1dTKpV48skn+fznP5+ZYOT45UW6kTqRKFUoFBgeHubpp59m3rx5k/I26vV6tu57enoIgiBrI7W3t5/z7/At66/j3T/+D2daIdLZti57LShnZmF9wHW9Xd+j9QNRSuUmBoeG6O/rp7WlhbrWblKQEJRVgEASa5d9NoUBgZLoxHFJQu/1LHAZpfVkKSHAJNaXr50UKUkMceJm+oZSEcdusILrM8tMSxxmE5gsSrgytzt+Z6whsRgNOnZzxOMopj5SRwhJHMUEKqDWVCHw/vZWQ7EA0rr55GHgkyJj0LHmh9+8n5e97vopn+8gCFi3bh0HDx5k27ZtzJkz57yWnS+2vv+SCb5/8Rd/wapVq3jpS1+alZLCMGTDhg1s374dpRTLly+fkZLSdFAsFXjrh97AZ//yyxx+6MiYLEK63aiRCmvcDx/fw9VGu6zWujJyqVRCCElffz/Nzc0Ui4XMIMP4spE2BqECvPUNBlDWLUSlXHM51fUKKRHezhEMwnrTDQTN7U0sWHEF1zxvFUs3XDWtc9FoNDh+/HhWpi+VSsyaNYtrr72WlpYWjDGZVdx1112XMQ/TXltKxEodt2biexi/+5VS8pu/+Zs89dRT7Nu375xfO8fFRxRFvPGNb+Rd73oXK1asANz33NzczPr169m5cydhGDJnzhystfT392drf2hoiJaWlqyVVK1WZ7Qq0lmpsGnufO4/cgSdZrVCeTMNp8XVXtPrgq4iMZq6JyIq3ECDgYEhjnX10Fyt0VQoePcu4wasSEWQZp8apHAbamVdhm38oIf0U8WRJ2J5RvRoHIG2hMrNK0+0dsG9GLgAaVzJ2fV0XTVNgTfscZOMsIA2DNcbjI420HFMqAIkilq1mUIYEkcxw4NDNEZHCatVpHDGG86D2iIC7Y7RD1wRAvY+eIhnP6+fWXOnbrojhGDJkiVUq1V2795NuVzOiLjDw8MzOjHstttuO+39n/70p0+67aabbmL79u0z8v6XTPB91rOexRvf+EaKxSIvfelLs9ubmpq47rrr2Lp1K729vcRxTBRFWUlp9erV0/YLnS6CMODN/+23+PwH/o3Hdz1FEKQD5oUPuJkbhtfn4nyPtUEFEgMUy0WaTTMDQ0M06QqVStnd732QnS2kLyunejrGZLlpedti/WhBTaACjBHMvrKDpdcuZv3z1jBn0amnA50Iay3Dw8NZwE3L9LNnz2b58uUn0fqVUqxfv55HHnmEX/ziF1xzzTW0t7cDY0QsGOvPBdkM4rPHZNaSixYt4gMf+MA5vW6OSwPFYpGrr76al7/85Xz3u9/NAjCQre+dO3fyxBNPZDKzjo4OFi1aREdHx3lnvb9u7Vp2P30Mbby1qvH9Ws9YlgjPajaMaqcNDoUglG4iWF0byqUKBamIR0bQUoHCsaYDkc3etYaMUyKN83rWxiK9WUdiDPXIyYxCqbzsSBN6hYKbPmQpKhfMU4tZ6XX6eOIVeKM6LMPDDZKoQRLHRLEz/CkXCpSaqiSJJpQBgXK+A6UwoKmjzfWy+/ppa21xYxWN85cHiUm0MxTCET/jJOIrn7mXt//5b0z7vM+ePZve3l6OHj3Kzp07Wb169QXp+V5IXDLB9xWveAWf/vSn+Z3f+R0++9nPsnHjxkyD193dTRAEDA8P09nZyZo1a85qQsa5QCnJG9//ar7w11/jsV1POoMKJbCJQQjlR3I5EoNSCpv4eb5+GELqjNWiYGBgELBUyhVIGc6BKydL5acBScdqTMf4pTo/ISVBGHDF8tms2Hw1629aRbV16to3Ywz9/f0cO3aM48eP02g06Ojo4IorruCaa645Y5leCMGyZctoampix44drFixggULFgAuABcKhawEnSTJOQfgizFUIceFxd/8zd8QRRG33nor3/3udymXy9na7+/vp1gs0t/fz9KlS89pPN3ZoKVY5FlXLODeJ550ciM/3UylOt/EMBI3SIyhqBRNYYjRlsTbPFbCwDlJFUKGGWGwr5/W1lbCQuh6x75cLfCtN22pJ7EvDUssgpHRxhijWTnJDxaawsBphr0JRyFwIwDdxCSyKWPCuoEJGItOYkZHGzRGG1hrKBeLhEGRcqlKqBwRy2hDuRBmMijr9bzCQnOtxsjQML3dPX4gS+DmvhnnemWN+2MSd907fqSP/TsPsWLd6aVHk0EpxaxZs2g0Gmzbto3jx48/o8iWl0zwBUf1fsELXsBrXvMaSqUS3/72t5kzZ05WUhoZGWHr1q0cPHiQq6+++oITb6SU/PZ7X8FXP/Jd9t33sJtM4okI0jMY5TjpkKtEu7Kx8b3LQligpbWF/t5+jLE0NVUceUobhGcNZ6MBM1kSlGtl5l89h3XPWTXpkILT4cT+LZBZOHZ0dJxVb2z+/PmUSiUefPBBRkZGWLZsWfZ9pHKPOI7PmYh1IcYJ5ri4kFLyqle9ih/96Eds2LCBtWvX8rGPfYx58+axbt06SqUSx44dY+fOnTQ1NTF79uwLenwvX7WCnz32JLHv1wZSECfaTS/D6XwrRTebN0kM0gpKgSKQgWtNeX/kaqVKQQYM9vVjqzUCFfrBCK6t5LS82hlvSBfYdWIIpMtusRaTQKCc7EmQyhcd2VMis4AucONDkyhmdKRBHEWYJMFoS6hCatUmimEh84IOA6fUcEFc+WEp1ntHW4QndVrjqpHSCnq73UD7ggowOp0xLElMQqCcPhlj+dFXtrFszZmlRydCazeOceXKlXz1q1/l3nvv5cYbbzwP3/DFwSUx1SjF8ePHqVarvPWtb0UIQRRFXHXVVdRqji3Y1NTEpk2bOHz4MI8++uik01DON6SUvPodL+G6m9f6EUPGeyrLbAauThyDIc2Gs6lD3pRDqZC2tjYajbobk2WtH1SUGnG4QN46p4UNL1jP7/z163jn7X/AG973KtbftHpKgbfRaGTDCu666y4eeeQRisUi1157LTfddBNr1qxh9uzZ50RKaW9vZ/PmzRw/fpwHHnhgggRMKUUh62+dvR74fGa+f/M3f8PmzZup1WrMnj2bl7/85ezfv/+Mz/vHf/xHVq1aRblcZsWKFRkbMsfZY+/evTz/+c/n5ptvpre3l1mzZrFgwQJKpRLgypDr1q1j586dHD9+/IIeW1OhwPOvWoySgkaUMDBapx4lFFVAc7FMwVtHWmMpKUU5CAhl4GeAW5QVBNYRqIrFIuVKlb7+Qer1UQQQxzFDIxGNOCH0pjxRpMFaKoWAchh4UwtBqARFkep77Vi/2Qp0rEkSTRInjI6McPxYN08f7aY+MkKoAsrlCq21FlpaqpSLJSQQhgGFgmNsuxK3cLN9LdjE81twJCwduznfcSNBIKlUKgwNDDI4MIyS0htuWIqFkELBSZOkgKH+Ee779z3TPu/p2pdS8upXv5p58+bxkY98hLvvvntmv+CLhEsq873++uv5/Oc/j7WWTZs28drXvpavfOUrE3Y7TU1NbNy4kW3btiGEYOnSpRflWH/z919IUAj5xXe2gfLsZJ/5Cel3pdZmWjy8PMARrQwqUDS3ODlCb/8ALc3NSCmYc/Vclm1Ywvrnr6ZtGtOBxvdvjx07xuDg4Gn7tzOFpqYmrr/+eh544AG2bNnCtddem10wUyJWWoY+GyLWZMF3/vz5M3Lsd911F3/0R3/E5s2bSZKE9773vbzoRS9iz549pzxfH//4x3n3u9/NJz/5STZv3swvfvEL3va2t9HW1satt946I8d1OeJtb3sb4L7vt7zlLdxyyy384Ac/YO7cudljZs+ezdq1a9m5cyfr1q1j1qxZF+z4bl21nO/seQhjDE1BgUC5KUOJNkgLpSAkEGO9VW29phdvwGONd4SzFMICrc3N9PX1MzIaUyqWKEjpnKoSZ8JRUq7fikk5IHizDqdEtNrxQxzhyVCvj9KoxyRx5DyZhaIYhDS3NnmFhkEp4Qct4Pkl0mWjesy5L7WJNL53ixU04sQ9XwAajNGEgaIYhoRCMjw0yOiIpdZURUqRJRHO+95Jl372g11seM4yStNQXJy49guFAh/72MdmbNDOxcYlMdVoMlhr+cd//Efe+9738vWvf51nPWvitIyhoSG2bt3KwoULWbLk3CfqnC1+fMfd/OwbW9CRzqYASV8+VoEbcKCUYxWmk4ZcIHY9nkIxhIpm8XULuPVNt1Btnl7/tq+vLyNMpf3bWbNmMWvWrAtqwWiMYe/evXR3d3PttddO8GpNJWRp9judPvBjjz3G8PBwNuLrTW96E895znN4xzveMeOf4fjx48yePZu77rqL5z73uZM+5tnPfjY33ngjH/7wh7Pb/viP/5itW7c+Y3bkFxtJkvDmN7+Z7du3873vfe+kMvPTTz/N7t27Wb9+PZ2dUycYniu+tnMvP9p/wDGVrZtl6xi/EmlB+9Js2mt1blSGODE+WLpxgnGiSWJDohPqw0NUK02UimWsGZs8JAVo7eSF7rXw/tI+MFqXMddH69RHG2As5VIJKQKkdPN2C0pm7lnOh9mpIryNgJMpaotJ3BxfKQU6tug48e59FhM7SZPbCDgms5KpVtgNhcCz0K2xtLa0oHBT0IRXayRRjIk1qzYu5Lf+8OYpn+/777+fWbNmZSNGr776ar797W+zefPmGf5mLw4uqcx3PIQQ/NEf/RFRFPHKV76Sb33rW2zYsCG7v1qtsmnTJrZu3Qpw0QLw81//q5SqJf7j8z91ZRkJYJwhFdYzAYWbIuSHGdTam7hy5Xyued5all63CGMMDzzwALv37uK66647bdA8H/3bmYCUktWrV/P444+zdetW1q5dm100z4WIdSFdbvr7+wEyBvdkaDQaWWafolwu84tf/OKsJpvkOBlBEPz/2XvzOLmqMv//fc5dqqr3Tnc6CxDCEggkAbIJqCwBBWVVEpfBcUQdd8VtRmRmXGbUUXHXL+rgKI4i4AIk7OLC8gNRQjYIYSeBELJ3Or1V1b33nOf3x7lVppPukKWT7jT3/Xr1C1J1u+rW7Xruc86zfB5+/vOfc/HFF3P++edz22239XGylbajRx55hOOPP36PpP32hPOOPYr7nnmeshF8T1d3eGKExKaqW+D6fI2lHCck1qZD6Z3j7E0ixELe96jL15CEOTo6OrCJoam+wRVZCdVZvqra1gRJOaZcjrBJTBzFJMald+pr6qqKWEqE0HcqVZK4zgivop+dtjdVxgLa2KRiIYBSRKXEjQ5VgNFpxbOH76UpNaXw/dRmjU3bqwAUDXUN9HR10bG5ndpCrRvmAM7xprrTTyx6gbUvbGTMwS3DzvaHgmHrfME54E9+8pNEUcQFF1zAbbfdxvHHH199vq6urk8IuiJ/uL85+YJZBLmA23/yR7AubOOKqHBTGYC2Ca0cftwEjj99CmMm9g2Xaa2ZPn06y5cvZ+HChcyYMaNP+1R//bdtbW3V/tvhoviklGLixInU1NSwfPlyDj/8cA499NABC7F2xQH3F3beFwVXIsKnPvUpXvva1zJ16tQBjzv77LP53//9X970pjcxY8YMFi1axM9+9jPiON6jySYZ/RMEAb/61a94y1vewoUXXsitt95Kc3Nz9fmxY8ciIixbtmy/OeDA8zj3mEncsvwpV/yUhmeBNMTsHGwxidPZuq5CWQSKkZvOlvd9gtB9n20qVzm6aRSdW7fS3dlFfW29S8+kIeU4TigVi5SKMSZJyAUBKEWYq6HOd6Flm6pdhZ7G95wGQGWn7VXuDYnLP7t/CUlsiWODny4K4sjtVH3fFU3Z2JAPfTd60DphXO2rauFVRdZSrGASUy0o27plK+0bt9DYVIdWHlqEXM5pxYsx3HXtQ/zDp16/27ZvrR1xxZbD2vmCu6Ffdtll1VaEO+64oxqCBDdablsHPHHixCE5z1lnH48f+tzyw7uwOCWstgmtTD7pSE44Yyr1zTtfsWmtmTZtGo8//jgLFy7kmGOOobu7u5q/bWxsrO5w91X+drBoa2tj5syZLF26lN7eXiZPnlw1tMqUqSiKdqkS2hjTp/1pX7UaffSjH+WRRx552dDx5z73OdatW8dJJ52EiDBmzBguueQSrrjiiiGLOoxUwjDkN7/5DW9+85u58MILueWWW/pM2KosdJYtW8YJJ5yw04jFYHHG0Ydz91Or2NpTdHlNpfFS3fRiHFcnEQXaOd1SlFRlKEPv74VSTgYyFb9A0djUxNb2Djq2bKW2puCqlEsl4tgQ+AH5XEhQW0eSCFoJuXRsoNshC4HvuzByWpGslCvEUgImMRiTTmcDonLsppppENGpHWpC3yntKSv4oRsZKJXFhXa9wdbYtL3SfY4kSpC0nTKKYwr5AmHg0dXVRU2+QF2t20QoAR34rFu1iWcffZEjph38sg64v1Gig1lseeONN/LEE09QKBR49atfzde//vU+febbc8899zBnzpwdHn/88ceZPHnybp/DsHe+4Bzw5z73OcrlMueddx533HFHnw9bX19f3YUopTj00EOH5DxPmDOF2oYC5d6IyScduVvtQJX8baU6eOnSpTQ1NXHwwQfv9/ztYNDY2MiJJ57I0qVLWbJkCccdd1w1JLt9GHpnhVj7I/T0sY99jJtvvpn77ruv2rM8EIVCgZ/97Gf8z//8T1X68KqrrqqOpcsYXHK5HDfeeCPnn38+b37zm1mwYEGf3c+4ceMQEZYuXbpfHLBWinOnTOLXC5ejlOuf7UnFJTyBwPMR60LOCkUhCAi9dB6wWOcYxRU+VSYdJYkhKkdp33BMR0cHnhfiBXnqa9JoUZRgjSUf+oTpCFCMc+CeJs3lOufoXtk54jhKquMLkzghiYzTe05biwQhnwuco013xp7vKrPFuFy1654UksSkrUlCYoSknOCn1dE2Nnha4wcaSfIEWtPd1UkvlpqaGrRyIXFrhT9e9xBHTDv4ZRff+9L57kmxZYUnn3yyT03Lnhb+HRDOF5wD/tKXvkQURVUHPGnSpOrzDQ0N1R0wMGQOeNLMXc89D5S/nTJlCj09PaxcuZJ8Pn/AOd4K+Xy+Oq3koYceYvr06VWB++0lKQdSxNqXYWcR4WMf+xg33XQT99xzz26lLYIgqDrq66+/nvPOO2+fTHXKcN+j+fPnc+655zJv3jxuvPHGPjfI8ePHVx3w9OnT+4Sn9wUnH34Ity19ivVd3c45och7HkliiaIYrRQ53yf0vFTByoV8tSg87QaqmCShVOqlVIpIotjpMPshYc6nt6dEHEU01NRiU/GKMH09pdKQsqRDJlJFPJOkA1i0StuXDKZs0v5fKEcR1lhygYevnDCHKCEIAqcZn/Yiq1RMwxqbVjy7Zo24nFY8e26+sYksga/x082CH2inhiWC0q7dyG9qpqNjC0k5pr6+DiVCEid0box56M7lnHTOcdXFd3+iSdvafldXF/l8ftDElSrDEypcffXVtLW1sWjRogGLLSu0tbXR1NS01+dwQN0ttNZ8/etfZ968eZx33nmsXLmyz/MNDQ3MmDGD5557ro8g9nBiV/tvDzvsMCZPnszSpUtZv379UJ/2HuP7PieccAKtra089NBDbNmypfpcZQdcmQ9cGaqxLfuyz/cjH/kI11xzDddeey319fWsW7eOdevWUSwWq8dcfvnl/NM//VP130899RTXXHMNTz/9NA899BBvf/vbWb58Of/93/89KOeU0T+1tbXccsstiAhvfetb+/yNAA466CCOOuoolixZQkdHxz49F6UUc2cdi4dzsmKFYjlxhVSBT10+R85zY/qMsSjrdroaodhbon1TOxs2tlPsLZMLQpobm8gX6hDReNqjpamRQi7Pli1bUcZSyAXkg8A5QgPaurysxr1+Ehs3T1c7p1kqxpR7I+c1rRCXXVVyTT50spdi0Z4bg+jqQ6W661UISWxIogRSRa9ST5kkTvA02NiiLORzAUHguTnEvnaFWIIbGFNV1rI01NZjTcKWjZvp7exFEotJEu797UOYWKrjSONUD7tCZWbztjvffVlstSvFlhWmT5/OuHHjOPPMM7n77rv3+D0PmJ1vBa013/3ud4miiHPPPZc777yTCRMmVJ9vbGysDmNQSnHIIYcM4dn233+7q/nb8ePH4/s+y5cvJ47jlw2JDleUUhx99NHU1tayePFijjnmmD69ujsrxNrWAI0x9Pb2DpoR/uhHPwLg9NNP7/P41VdfzSWXXALsONnEGMO3vvUtnnzySYIgYM6cOfzlL38ZslqDVxL19fXcdtttnH322fzDP/wD119/fZ/K84p9LFmyhOnTpw/K7mQgZhw6nvowx+auIoGnqQmd43Qzbi3autadJEkoxzGlYhmTGHwvIAxD6uvq0UpTjmJ6SzG+Vk7SEYWxQm2+hgBNsaeL0GtEeUE62EGj0x1mEhusddOIFJpy2YWVPQW50McaQQzkQ6f37BSr3PxgJ6SRFoyZ1PGKC1PbWNBaSKzb8XpaEwYKDPi+l7ZXOUeLsmjcLHJrDBhBlBAnFhsnKKA2X0NnqYuuni4aG+qdEpeCP17zAOe9f046TrVvF0TFEe8P57urxZaVFNPMmTMpl8v88pe/5Mwzz+See+552d1yfwzbPt+XwxjD+9//fu69917uvPPOHYQXOjo6WLJkCZMmTdrvTmuw+2/b29tZtmwZhx122AF/k9+8eTOPPPIIhxxyCEcccUSfSm1rbXV+ayUX9Ne//pVJkybR0tJCZ2cnBx98MB0dHX0KbzJeWWzZsoXXv/71jBkzhmuuuWYHPfLVq1fzzDPPMGPGjH36PVm+ej1X/flhJ8Vo0zm4CDZyc4hNFGEFfD/A90ICPyDQrpUoimKiKHG758BPh6WkxU6edjlhpejt6aW3q5v6+kbyYVCd9Wtit8P0tPt3uRQ7xSrPiXXYxCIocr5riaroP2tFVZbSpqMHdTogJionTovec2MIJTEEgU+QyuMqcXPEFeksYWOrIh1JklQHTSRx7Jy2lzr42BCEHqVyiZ6ubhrq6sjnQzxP8/6v/QMt45sxxhDHcTUEnSQJ999/P6eddhqe53HnnXfyX//1Xzz66KOD/nf8yEc+wm233cb999+/277i/PPPRynFzTffvNvve0CFnbfF8zyuuuoqTj75ZM4991zWrVvX5/mmpiamT5/OU089xYsvvrjPzydJEtavX8/y5cu57777ePTRR0mShKOOOorTTz+dE044gYMOOmiP8rejRo1i5syZPP/88zz11FNDIqs5WLS0tDB79uzqtJJtZScrYehK0VklH1zJ81SKLoZ7tXfGvqW5uZnf//73vPjii1xyySXEcdzn+crCbvHixdVw4r5g6iFjGNtYRxzFlItFerq62Lp5C8XeXrTS1NTWUdfQRG2hlkIuh6cVpSimq7tIEhvygU9NIYTUoQZKUQh8cpWq6EQo5PLU19bT09lJqVgmKieuLQhAhGIxolSKCT1NIRfip9OUfE+TD7x0h7ptWFlhE0tSNtXRhEkUU+yOUGJTjWenqJXLBYSBrs4wdoVYf3e8Kn3tcinCRgabGKJimTgyBL7G067wK5cPCHxNbS5PY10d3T1dFHuLxKWIBVfeBbj7eZDOOk+ShDiO+8xw3lc730qx5d13371Hm7STTjqJp59+eo/e+4B1vuD+YFdffTXTp0/n/PPP30HzdVsHvGbNmkF//1KpxIsvvsjixYu55557ePbZZ6v521NPPXVQ9JMrNDQ0MGvWLNavX8+KFSt2yI0eSNTV1fGqV72KcrnMww8/TLlcrj5XKcSq5IKMMdXdcXd396AWXWQcuLS0tPCHP/yBZ555hn/+5392O69tmDBhQtUBd3Z2Dup7iwjd3d2sXLmSY2qE7q1bMVFEPszR1NRMfX0jYZhHa59QeWg05XJMd3eZJLYUQo/afFidiuQpRT7wyfnO6Rpjq6P5PDSFXJ5CoYYtWzopFUv4yuk4l0oxWmnq8kG1TQiEnO/he166Q3XFVJWxgnE5ISrHiLUoEcrFMnEpIQw1oe+76UlakQ99gjSHrBVoDSpVvDKxQYwbmVrqKWGTBBSu7QjIhRrPc4Vbnq9cLjo9t3w+pKm+ge7OLjq3drH6iTU8veg5oK8efBRF1bnuMPjOV0T46Ec/yo033sif//znPdaIWLJkyR739h/wdzHf9/nlL3/J2972tqoazrYN983NzZxwwgksXboUpdRe6QJX8reVcXzb5m8rOc19SW1tLbNnz2bx4sU8+uijTJ069YDtLQ3DkJkzZ7JixQoeeughTjjhBOrrncBAb28v69evZ/369dUQtLV2nwlsZByYtLW18ac//YnTTz+dD33oQ/z4xz/uYw8TJkxARFi0aBEzZ87s0x6yuwyUSnrVlEk8X/Z5YeNWjJF07rYT5LDGUixFRFGC1m7Ava+0GzkYu2lFge8agxAwNlWgQuErN5M3ThKS2KKVT0NdHd2dXUTFmJp8nkIuIPQ8TGIQ3E7K97xqPtYkdhsZSUtUNm7HmvboRkmCpzQ1NWGqSW3xfVdBjXIiIpXiKYwlTgw2ca1HSWKI0/Yo33ezfH3fI/BV9bW8VGCINIStAJsuCOpr6unq6mRzb5Gbr/w9n/7ZhxAROjo6WL9+PRs2bKBQKBDHMZ7n+oYH0/Y/8pGPcO2111Zb1yqR08bGxqrA0eWXX86aNWuqg1O++93vMnHiRKZMmUIURVxzzTXccMMN3HDDDXt0Dgdsznd7oihi7ty5rFmzhltvvXWHYov29naWLl3K5MmTd8sBDyf95ApxHLNkyRK01pxwwgkH9E5QRHjuuedYtWoVra2tdHd3UyqVaG1tpa2tjVGjRjl1HBH++te/8rGPfYznnntuqE87YxixZs0aTj/9dF7zmtfwgx/8YIcF6apVq1i1ahUzZ87crRv4QK2Ao0eP7iPlunrTVr6z4IF0WIEbdFAsx8SxxVeqqhRl0slHQTpEweVLXa5Y5O+yj5XJaEmUVKcKecojSjWSy8UeamoK1NbUVFudPKVQ6Qg/ayxiQOHGBcaRISkbFELga+KyQRAC3yPw0nMQQWsnzIE4ZylpjlisEKf5YOUeQKxQU5sjzPloBfl8QKEuh+9rgtCnUJcjlw8J8z6F2hyF2pAwH5IrhNQ0FsjX5MjXhqx4fAWdnZ00NTXR3t4OuEXV6NGjaWhoqNr+d77zHVavXs3//d//Dcp3ZiBVwG2LLS+55BJWrVrFPffcA8AVV1zBVVddxZo1aygUCkyZMoXLL7+cc845Z8/OYaQ4X3Bh4De96U20t7dz880377DS3bx5M8uWLeOYY47Zaahge6NTSvVxBsNht2mMYdmyZURRxIwZMw64XmBJxdgrq9xK6HncuHFMnjy5zzWuFGJVii6eeOKJoTrtjGHK888/z+mnn87rXvc6vvOd7+zQc71y5Uqef/75l3XAA0m5jh49eqdSrj++4288/sIGosiQJBZfK0LPq+4CBQi1JvDSoQTidoAq3emCG8TgRgKmoh1pVXIcGcRaAs8nDNzM3o72DgI/oLG+Hq1UNf9qjRPy8LRbBETlGEmEfM53oWAgDD3qavOEgVsA5HI+tbUhuVyAH2jyhYCamjy5QkCuEFBTCCnUhuRr3M/e3v+MMWzevJkNGzawYcMGwN0PjjzySCZMmNDnGidJQpIkfP7zn6e3t5ef/exne/Xew4kR5XwBisUi5513HqVSiZtuummHPEHFAR977LF9xpWVSiU2bdrEhg0baG9vp6amprrKHU76ydtirWX58uV0dXXtoAc9HKlEESpGZ4xh9OjRjBkzhlGjRtHV1cWyZcsYM2YMRx11VLXl4K9//Svz58/n2muvJUmSQc/hZYwMnn32WebMmcP555/P17/+9R0ccKX/f9asWdX7ws5aAUePHr3LqaQNHd184Zd/RIkQaN9N8jIWD6d6FXgunGsqusjG7b4Ugkan1b6uitlTrmrZplKR+ZxPfU3OVUUrReB7+D50tG+ippDj0EMPobYmdE4yH5ALffL5kJrakJqakFxu16eI7SsqG5r169ezadMmgiBgzJgxtLW10djYyJo1a3jyySeZPHlydYpRsVjkj3/8IzfddBM33ngjM2fO5MEHHxzSzzGYjDjnC64w59xzzwXghhtuqKoqVdi0aROPPPIIRxxxBMaYHfK3u2N0Q42I8MQTT7Bx40ZmzJgx7KZ+WGtpb2+vOlylVNXhNjc373BTKBaL3HTTTVx55ZUcf/zx3HXXXURRxIUXXsi8efM45ZRTht1nzBg+PPXUU8yZM4e3vvWtfOlLX9rh+/Xss8+yevVqJk2aRHd396Cmkv7n1r+xfNV6lEDO96krBNTlQ0LfT1WvPGpyAbWF0BVYBT750KeQD6jJhxTyITU534lq5IOXXfBvm346/vjjh91ErcqwkfXr17N582by+XzV4dbX1+/w+drb2/nWt77FI488QlNTU3We89y5c5k7dy4nnHDCARfh2xm77Xzvu+8+vvGNb7Bo0SLWrl3LTTfdxJve9Kad/s69997Lpz71KR577DHGjx/PZz7zGT74wQ/uzXm/LJ2dnbzhDW+gUCjwm9/8hkKh0Cd/u27dOqIooqGh4YDVT64gIjz77LO8+OKLTJ8+fch7YLcNK23cuBHP82hra6OtrY3m5uZ+bypxHHPvvfcyf/58FixYQFdXF3V1dfzgBz/gbW972wGd1x4JHCh2D7BixQrOOOMMLrnkEj73uc9V21cqqaT169djrWX06NGMHz9+SEdx7i3DLf0URVH1Gre3t1NbW1t1uAMtmjs7O7njjjuYP38+d955JyLC4Ycfzs9//nNOPPHEYRl1HAx2+47W09PD8ccfz7vf/W7mzp37ssevXLmSc845h/e9731cc801PPDAA3z4wx9m9OjRu/T7e0pDQwO33347Z555JqeffjozZszgrW99K1prWltbOfbYY6th2yAIhvxLuzcopTjyyCMJgoBFixbt1xmnFZIkqYbtN23aRBiGtLW1MWPGDBoaGvo1oHK5zN13381NN93EbbfdRk1NDRdddBE33XQTJ554Iv/1X//FqaeemjneYcCBYvcAxx57LH/4wx847bTTWLRoEdOnT+e1r31tNZU0Y8YMNm3axEsvvcSkSZMOWMcLrj3nhBNO4LHHHut3HOn+oFwuVyNbW7Zsob6+njFjxjB58uQdoo4V2tvbue2221iwYAF/+tOfmDx5MnPnzuWrX/0qY8aM4atf/SozZswYsY4X9jLsrJR62RXwZZddxs0338zjjz9efeyDH/wgy5Yt2+fx+9/85je8853vRCnFmDFjuPvuuxkzZkyfP+iGDRt49NFHmTZtWnX4+4HMSy+9xOOPP87UqVMZM2bMPn2vOI6rubLNmzdTKBRoa2tjzJgx1NXV9Ws4xWKRP/zhDyxYsIDbb7+d5uZm5s6dy7x58zjxxBOHPDeV8fIMd7sH+NSnPsX3v/99AF73utfxi1/8os/OS0R45plneOmll5g1a9YBk2YaiP2dfioWi1WHu3XrVhobG6s73G0lP7dl48aN3HrrrcyfP597772X4447jnnz5jF37tw+Q3JeKezzLcWDDz7IWWed1eexs88+m5/+9KfEcbxP8xSnn346y5cvp7m5mTlz5vCv//qv/OxnP+vznm1tbUybNo1HH32U4447bo/HQw0Xxo8fTxAEPProo/tEDzqKoqrRtbe3U1dXR1tbG0ceeeSABt/d3c3vf/97FixYwJ133sm4ceOYO3cuf/7zn0f86vaVylDaPThHf/nll7Ny5UrOPvtsfv7zn/ORj3yk+l2rRIsqfcCzZs0acJd2IKCUYvLkyYRhyMMPP7xP0k8VjYP169fT3d1Nc3MzY8eO5bjjjttB4rPC2rVrueWWW1iwYAH3338/s2bNYt68eVx11VV7LGwxUtjnznfdunU77MDGjBlTDVPuqTrIrlDJMwL88Y9/ZM6cOXzgAx/gqquu6hPKbGtrY+rUqTzyyCMjwgGPHj2a6dOns3TpUuI4ZuLEiXvl4EqlUtXhdnR00NDQQFtb207DSlu3buWOO+5gwYIF3HXXXRx22GHMnTuXz3/+80ybNi1zuCOcobR7gKOOOgpwtnDbbbfxxje+kTAMed/73tfHAU+aNAkR4eGHHx4RDviII44YtPRTRcmrYvs9PT20tLRwyCGH7LRG5sUXX2TBggXMnz+fhx56iFe/+tXMnTuXX/7ylwfscJh9wX5Jpm1/o61EuvfnDXjMmDH88Y9/5PTTT+ejH/0oV155ZZ9cz5gxYxCR6g74QB+M3tzczKxZs1i8eDFxHDNp0qTdut7FYrHag9vZ2VkNK02dOnXAsFIljzN//nz+/Oc/c8wxx3DRRRfx1a9+lWOPPXawPlrGAcJwsHuAV7/61dx8882cf/75hGHIu971rj4OuOKoKzvg4d6y93JMmDCBIAhYunTpbqefRITOzs6qw60I3kycOJHRo0cPWH+xatUq5s+fz/z581myZAmnnXYa//iP/8gNN9zQp6Uz4+/sc+c7duzYHYYebNiwAd/393tR0Pjx46s74E984hN873vf65NjrHxJHnnkkSEpWhps6uvrmT17NosWLSKOY4455pid5lT7CyuNHz+e448/fsCw0vZ5nOOPP565c+fy/e9//xWZx8lwDCe7BzjttNOYP38+F1xwAb7v8453vGMHB7ztDvhAd8Djxo3D9/1dSj9tL3gTxzGjR4/myCOPpLW1dcCCtKeffrranbB8+XLOOOMM3v/+93PhhRce8NHD/cE+d74nn3wyt9xyS5/H7rrrLmbNmjUkfWkTJkyoOuB//dd/5Rvf+MYODlhEWLZs2YhwwDU1NVU96EceeYRp06ZVjWnbsNL69evp7e2lpaWFCRMmMHr06AH/PpU8zvz583nggQeYPXs28+bN4yc/+ckBP/IwY3AYbnYPcMYZZ/C73/2OefPmEYYhb3nLW/o44KOPPrqPFvSB7oB3ln6qtF1WHK6IMHr0aCZPnkxLS0u/i3QR4fHHH6863KeeeoqzzjqLT3ziE5x//vk0Nzfv7494QLPb1c7d3d0888wzAEyfPp1vf/vbzJkzh1GjRjFhwoQdxKhXrlzJ1KlT+cAHPsD73vc+HnzwQT74wQ9y3XXX7fOWg53xzDPPcPrpp3PRRRfx3//93zt82V566SWeeOIJTjjhBEaNGjVEZzl4bNuQf/jhh1fVZsrlMq2trYwZM4bW1tYBw0ovvvhi1egqeZx58+bx5je/OcvjvAIYKXYPcMstt/D2t7+dq666ije/+c19nqs4mPb2dmbNmjVgiuVAoquri8WLFzN27Fiam5ur8plKqT799wM53EceeaRq+y+88AJvfOMbmTdvHueee+5eDat4pbPbzveee+5hzpw5Ozz+rne9i5///Oc7iFGDa7b/5Cc/WW22v+yyy/ZLs/3L8cQTTzBnzhze8Y538MUvfnHEOuDKtJB169bx0ksv7bLAwMqVK6t5nKVLl3Laaacxb9483vSmN2V5nFcYI8nuAW688Ube+c53cvXVV3Peeef1eW4kOeCK4M2aNWvYtGkTWmsOOuggxowZQ1NTU7/5dxFh8eLF3HTTTSxYsIANGzZw7rnnMm/ePN74xjce8G1Zw4URKS+5Ozz22GPMmTOH973vffzbv/3bDl/Giubo9OnTD6iwirWWLVu2VAsnKmGl1tZW1q1bR3d3d78N+ZU8zvz583nsscc444wzeMtb3sKFF154wBehZWRsy69//Wve85738Mtf/pI3vOENfZ4TEVasWEFHRwezZs0asOZhOFKpKK/oKOdyuaqzfeaZZygUCn3ST+DuFw899FDV4XZ2dnLBBRcwd+5czjrrrAM+BD8cecU7X4Bly5ZxxhlncOmll/Iv//IvOzjgF198kaeeeooZM2bsMKpwOGGt7SPrOFBYqdKQ/9xzzzFu3Djy+XzV4T7zzDOcddZZzJs3L8vjZIxoRIRrrrmGD33oQ1x//fWcccYZOzx/oDjgiuBNRdZxIMGbSvrphRde4NRTT+WJJ55gwYIF3HzzzZRKpaqG+plnnjmsP+9IIHO+KQ8//DBnnXUW//qv/8qll166gwNevXo1zzzzDNOnTx9WDtgY00fW0ff9qsPdWVhp2bJlXH755dx///0EQcB5553H3LlzszxOxisKEeHqq6/m4x//OL/97W859dRTd3j+scceo7Ozk5kzZw4rhzSQ4M2YMWMGDA3Hccw999zDRz/6UdauXUtTUxNz587lLW95C6eddtqwG84wksmc7zb89a9/5Q1veAOf+9zn+OAHPzigA54xY8aQDi9IkqQq67htWKmtrW1AHeVKFWclrLRx40bOO+888vk8t956K88999xuDRrPyBgpiAg//vGPueyyy7jxxht59atfvcPzldGds2bNGlId+IEEb9ra2gYUCImiiD//+c/Mnz+f2267jVwux4UXXsjTTz8NOAGijP1P5ny34/777+ecc87hy1/+Mu9973t3cGQvvPACzz777H53wNuGlTZv3kxNTU2faSH9OVxrLX/729+46aabuPnmm6t5nHnz5nHWWWdVC0nWrFlTnaGZkfFKRET4wQ9+wOc+9zluvvlmZs+e3ef5yhCWnp4eZs6cuV8d8PaCN01NTVWHO1AxWLFY5E9/+hPz58/n9ttvp7GxkYsuuoi3vOUtnHTSSdVZ2evXr9/namMZ/ZM533645557OP/88/nGN75RHcywLc8//zzPPfccM2fO3Kch2nK5XHW4W7Zsoa6urupwBworGWN44IEHmD9/PjfffDPlcpkLL7yQt7zlLZx55pkH9PSmjIx9iYjwrW99i6985SvceuutTJ8+vc/z+9MBbyvr2N3dzahRo6oOd6D37enp4a677qqO5hszZkzV4c6aNSuTdB1mZM53AO666y4uuugivve97/H2t799hy/uqlWrWLly5aA74EpYaf369WzdupWGhoaqwx2o4rAyC3fBggXccsstKKV405velOVxMjJ2ExHhq1/9Kt/61re4/fbbmTZtWp/nrbU8+uijFItFZs6cOWi2VRG8qexwi8UiLS0ttLW17VTwpjILt6Khfuihh1anhB1//PGZwx3GZM53J9x222289a1v5cc//nG/wgCrVq1i1apVzJw5c6/ypb29vVWH29XVRVNTE2PGjGH06NEDhpUqs3Dnz5/PrbfeSqFQ4KKLLmLevHm89rWvPaBnlGZkDCUiwhe/+EV++MMfcscdd+ygSz5YDriio1xxuFEU0draSltb204Fb7Zs2dJnFu5RRx1VLZrKNNQPHDLn+zLMnz+fd7zjHfz0pz/lggsu2OH5lStX8vzzz++2A95W1rGnp2eXwkrFYpE//vGPLFiwgNtuu61aqThv3rxqHicjI2PvERH+7d/+jauvvpo77riDo48+us/z1loeeeQRyuUyM2bM2GUHXBG8qThcYwyjR4+mra1tp4I3mzZt4tZbb+Wmm26qzsKtLLYrgyEyDiwy57sL/Pa3v+WSSy7h//7v/zjnnHN2eP65557jhRdeYNasWQPOtBURurq6qnmcXQ0r9fT08Pvf/76axxk7dmx1lTtz5swsrJSRsY+w1vIv//Iv/PrXv+bOO+/kiCOO2OH5ZcuWEUXRTh1wRfBm/fr1bNy4sSp4M2bMGEaNGjXgonndunVVDfXKLNy5c+cyd+7cV/ws3JFA5nx3kWuvvZb3v//9XHvttbzuda/b4flnn32WF198kZkzZ1YdcGVaSMXh7mpYqZLHmT9/Pn/4wx+qeZy3vOUtHHfccZnDzcjYT1hrufTSS7nlllu44447dhgcUnHAcRwzY8aMqk33J3hTqd1oamoa0OGuWbOmOgv3b3/7GyeffDJz587loosu4pBDDtnXHzdjPzLkzveHP/wh3/jGN1i7di1Tpkzhu9/9Lqecckq/xw6kL/v4448zefLkfXqeIsIvfvELPvKRj/Db3/6W0047bYdjnnnmGdasWcOkSZOqMzF3NaxUyePMnz+fP/3pT0yePLlaqZjlcTJGIgeK7Vtr+dCHPsRdd93F73//+x0GiRhjWLZsGUmScPDBB7N582Y2btxIEARV0YvGxsYBF83PP/98VWFu8eLFnHrqqcydO5c3v/nNWRvQCGafjxTcGb/+9a/5xCc+wQ9/+ENe85rX8D//8z+88Y1vZMWKFUyYMGHA33vyySf7VBjvj9mRSin+6Z/+iSiKeOtb38oNN9zAa1/7WuDvYaVyuUySJDz22GO0tbVx7LHH7jSstP0s3Eoe57vf/W6Wx8kY0RxItq+15oc//CH//M//zLnnnsudd95ZdYoVwRutNVu3bqWrq4uDDz6YWbNmUV9fP6DDfeaZZ6r9948++mhVXz6bhfsKQoaQV73qVfLBD36wz2OTJ0+Wz372s/0ef/fddwsgW7Zs2Q9n1z/WWvnBD34g9fX1cvnll8tVV10lt956q9xxxx2yaNEieeGFF2TJkiVyxx13yIYNG6Snp6fPzzPPPCPf+c535PTTTxff9+Wkk06Sb37zm/Lcc88N2Wca7lx55ZUyceJEyeVyMmPGDLnvvvt2evw999wjM2bMkFwuJ4cddpj86Ec/2k9nmrGrHIi2nySJXHzxxXLEEUfIv//7v8uNN94oCxYskD/+8Y/yyCOPyEsvvST33Xef3HPPPdLZ2bmD7T/88MPyH//xHzJt2jQJw1DOPfdc+fnPfy7t7e1D9pmGOyPZ9ofM+ZbLZfE8T2688cY+j1966aVy6qmn9vs7FQOcOHGijB07Vs444wz585//vD9Otw/ve9/7JJfLiVJK3v/+98uaNWuku7u7amTd3d2yZMkSueGGG2TRokXy5JNPyhVXXCGvfvWrxfM8OeWUU+R73/uerF69er+f+4HG9ddfL0EQyE9+8hNZsWKFfPzjH5fa2lp5/vnn+z3+ueeek5qaGvn4xz8uK1askJ/85CcSBIH87ne/289nnjEQB6rtb9y4Uc4880xRSkkul5OrrrpqhwV2Z2en3HvvvXLdddfJ2rVr5cEHH5TLLrtMJk+eLPl8Xi666CL51a9+JVu3bt2v534gMtJtf8ic75o1awSQBx54oM/jX/nKV+Soo47q93eeeOIJueqqq2TRokXyl7/8RT70oQ+JUkruvffe/XHKVa677jp5+OGH5atf/ao0NTXJX/7ylx1WucuXL5c5c+ZIEATieZ6ceeaZ8sMf/lDWrl27X8/1QGd3d0if+cxnZPLkyX0e+8AHPiAnnXTSPjvHjN3jQLV9Y4xceeWV8tRTT8mFF14oxx9/vKxevbqP3Xd3d8s999wjEyZMkHw+LzU1NfK2t71NfvOb30hXV9d+O9eRwEi3/SHN+QI75EREZMA8ydFHH92n3+7kk09m9erVfPOb39xhGsm+5O1vfzsAM2bMII5jzj//fO644w7CMGT+/PksWLCA5cuXM2fOHE455RSee+45br/99kzacTeJoohFixbx2c9+ts/jZ511Fn/5y1/6/Z0HH3yQs846q89jZ599Nj/96U+J4zhT+xpGHGi2r7Xmwx/+MOBy1hdddBEXXnghCxYs4KmnnqrafkdHB2effTbLly/n+OOP57rrrtsv5zeSeCXY/pA539bWVjzPY926dX0e37BhA2PGjNnl1znppJO45pprBvv0dgmlFP/xH/9BZ2cnJ598Mp7ncdZZZ/Hxj3+cCy64gObmZkSEpUuXZo53D9i0aRPGmB2+D2PGjNnhe1Nh3bp1/R5fGTCeVY8OPSPB9nO5HDfccAOnnnoqRxxxBLW1tVx44YX86Ec/qs7C7erqGvB7mrFzXgm2P2TONwxDZs6cyR/+8Afe/OY3Vx//wx/+wIUXXrjLr7NkyZIhvahKKb7+9a9TKBT49Kc/vcOkI6XUDgLtGbvH7uyQBjq+v8czhoaRYvv5fJ6bbrqJa665hk996lM77Kzq6+uzMZ17yUi2/SENO3/qU5/ine98J7NmzeLkk0/mqquu4oUXXuCDH/wgAJdffjlr1qzhF7/4BQDf/e53mThxIlOmTCGKIq655hpuuOEGbrjhhqH8GGit+a//+q8hPYeRyJ7skMaOHdvv8b7v09LSss/ONWP3GCm2f9BBB3HZZZcN6TmMRF4Jtj+kzvdtb3sbmzdv5r/+679Yu3YtU6dO5fbbb+fQQw8FYO3atbzwwgvV46Mo4l/+5V9Ys2YNhUKBKVOmcNttt/Ur+Zhx4LMnO6STTz6ZW265pc9jd911F7NmzRp2OZ9XMpntZ+yMV4TtD2GxV0bGy1JpN/jpT38qK1askE984hNSW1srq1atEhGRz372s/LOd76zenyl3eCTn/ykrFixQn76058O63aDjIyM/hnptp8534xhz5VXXimHHnqohGEoM2bM6NNe8q53vUtOO+20Psffc889Mn36dAnDUCZOnDisG+0zMjIGZiTb/pBrO2dkZGRkZLzSyAbAZmRkZGRk7Gcy55uRkZGRkbGfyZxvRpUf/vCHHHbYYeTzeWbOnMn/9//9fwMee88996CU2uHniSee2I9nnJGRMRhktr//yZxvBvD3EW///u//zpIlSzjllFN44xvf2Kfdoz+efPJJ1q5dW/2ZNGnSfjrjjIyMwSCz/aEhK7jKAODEE09kxowZ/OhHP6o+dswxx/CmN72Jr371qzscXxluvmXLFpqamvbjmWZkZAwmme0PDdnON6MqYr69KPnORMwrTJ8+nXHjxnHmmWdy991378vTzMjIGGQy2x86MuebsUci5uPGjeOqq67ihhtu4MYbb+Too4/mzDPP5L777tsfp5yRkTEIZLY/dAz5SMGM4cOBNuItIyNjcMhsf/+T7XwzBnXE29NPPz3Yp5eRkbGPyGx/6Micb0YfEfNt+cMf/sCrX/3qXX6doR7xlpGRsXtktj+EDKW25b7iyiuvlIkTJ0oul5MZM2bIfffdt9Pj77nnHpkxY4bkcjk57LDDhrUe6L5id0XMv/Od78hNN90kTz31lCxfvlw++9nPCiA33HDDUH2EjIzM9veAzPaHhhHnfCtfpJ/85CeyYsUK+fjHPy61tbXy/PPP93t8ZRLGxz/+cVmxYoX85Cc/GdaTMPYluyNi/vWvf12OOOIIyefz0tzcLK997WvltttuG4KzzshwZLa/52S2v/8ZcX2+u9uzdtlll3HzzTfz+OOPVx/74Ac/yLJly3jwwQf3yzlnZGTsPZntZxxIjKic7570rD344IM7HH/22Wfz8MMPE8fxPjvXjIyMwSOz/YwDjRHlfPekZ23dunX9Hp8kCZs2bdpn55qRkTF4ZLafcaAxopxvhd3pWRvo+P4ez8jIGN5ktp9xoDCinO+e9KyNHTu23+N936elpWVQzuu+++7j/PPPZ/z48SilmD9//sv+zr333svMmTPJ5/Mcfvjh/PjHPx6Uc8nIGIlktp9xoDGinO+e9KydfPLJOxx/1113MWvWLIIgGJTz6unp4fjjj+f//b//t0vHr1y5knPOOYdTTjmFJUuW8G//9m9ceuml3HDDDYNyPhkZI43M9jMOOIay1HpfsLs9a5V2g09+8pOyYsUK+elPf7pP2w0Auemmm3Z6zGc+8xmZPHlyn8c+8IEPyEknnbRPzikjYySQ2X7GgcSIcL5XX321ALJw4UIR+XvPWhAEUlNTI4VCQe666y4R2bFnTcQ12k+fPl3CMJSJEyfu00b7/gzwtNNO63NOp5xyilx66aV9jrnxxhsF6POTy+XkmGOOkS996UtSLpf7HL9y5UoB5Oqrr37Zc/rCF74gI3AdlvEKZHf6VUUG3/b/+te/ypve9CY55JBDJAxDaWtrk5NOOkk+9alPCSC+78vb3va2AX//5JNPFt/35fzzzxeRv9/bKj+e58nYsWPlbW97mzz11FN7da4ZQ8uIHKzw4Q9/mAsuuIDXv/71rF+/nttvv52TTjoJgJ///Oc7HH/aaaexePHi/XyWAzNQFSbAoYceyvXXXw/Axo0b+d///V8+97nP8cILL3DVVVdVjx83bhwPPvggRxxxxP478YyMIebDH/4wH/7wh/t9bl/b/m233cYFF1zA6aefzhVXXMG4ceNYu3YtDz/8cNVmZ8+ezfz589myZQvNzc07vMazzz5LkiS8973v3eG5W265hbq6Oh544AG+8pWvcPfdd/PEE0/0+zoZw58R6XyffvppXve61xHHMffeey/Tpk3b69eM4xilFL6/fy7ZQFWY+Xy+upAAeOMb38ixxx7L//3f//H973+ffD4PQC6X63NcRkbGvuWKK67gsMMO4/e//32f+8Tb3/52rrjiCjzP48wzz+TBBx/kV7/6FR/96Ed3eI3Ozk7q6uo499xzd3hu1qxZjB07ltNPPx1jDF/4wheYP38+7373u/fp58rYN4yogiuApUuX8trXvhbf97n//vt3cLxPP/00F198MW1tbeRyOY455hiuvPLKPsfcc889KKX45S9/yac//WkOOuggcrkczzzzDJdccgl1dXU888wznHPOOdTV1XHIIYfw6U9/mnK53Od1oijiy1/+MpMnTyaXyzF69GgAtm7dutPPMFAVJoDneX0e932fE044gSiK6OjoqD6+atUqlFI7rPZvu+02TjjhBHK5HIcddhjf/OY3+z2Hjo4O3vve9zJq1KjqzeC5555DKcUXv/jF3b6mGRkjnc2bN9Pa2trvAl1rd6udPn06Bx98MFdfffUOxzz++OOUSiWOOuqoHV7D87w+FdizZs0CYP369YP5ETL2IyPK+d5///2cfvrptLW1cf/993P44Yf3eX7FihXMnj2b5cuX861vfYtbb72Vc889l0svvZT//M//3OH1Lr/8cl544QV+/OMfc8stt9DW1ga4XfAFF1zAmWeeyYIFC3jPe97Dd77zHb7+9a9Xf9day4UXXsjXvvY1Lr74Ym677Ta+9rWvAfC5z32OYrE44OcYqAqzvr6+3/7DlStX0tTUVHXuA/GnP/2JCy+8kPr6eq6//nq+8Y1v8Jvf/GaHG4G1lvPPP59rr72Wyy67jJtuuokTTzyRN7zhDTu85u5e04yMkcrJJ5/M3/72Ny699FL+9re/9auSpbXmkksuYfHixSxbtqzPcxU73HYRXeGYY47pU4G9cuVKAI466qhB/AQZ+5WhTjoPBtsWJTQ2NsqGDRv6Pe7ss8+Wgw8+WLZu3drn8Y9+9KOSz+elvb1dRETuvvtuAeTUU0/d4TXe9a53CSC/+c1v+jx+zjnnyNFHH13993XXXVed9NHV1SVLliyRJUuWVM/z8ssvrwq+H3LIITJmzJjq7w5UhXnsscfKlClTJI5jieNY1q5dK5///OcFkB//+Md9zqe/gqsTTzxRxo8fL8VisfpYZ2enjBo1qk/B1W233SbADsUnX/3qVwWQL3zhC7t9TTMyRjqbNm2S1772tVUbD4JATjzxRPnYxz4mDzzwgADy7W9/W2699VZRSsmll15arcCO41jGjh0rM2fO7GP77373uwWQ//7v/5Y4jqWrq0vuvPNOGTt2rJx66qkSx/FQf+yMPWREOd8LLrhAALn44oslSZI+xxSLRfF9Xz72sY9VnVfl5/bbbxdAbr/9dhH5u/P93ve+t8N7vetd7xKlVB8HJuLaGPL5fPXf73jHO6SpqUmiKJI//vGPO1QqA/Kud71LRETGjBkjjY2NfV6vvyrM0047rd/Xufzyy3c4z+2db3d3t2it5aMf/Wi/n2lb5/uZz3xGANm8eXOf41atWtXH+e7ONc3IeKWwcOFC+drXvibz5s2TxsbGfm127Nix0tLSIv/4j/8op512mtx8880CyE9/+tM+tt/S0tLv7x9zzDGyZcuWof6oGXvBiHK+CxcurO4E3/72t/dxwC+++GK/X+Jtf37xi1+IyN+d7/a7WxHnqGpra3d4fPt2nde97nU7fa8zzjijeuz2rUYDcdppp8kRRxwhCxculIceekh++9vfyvHHHy+AXHfddX2O3d75rl69WgD58pe/vMPrXnbZZX3O/b3vfa/4vr/DccVisY/z3Z1rmpHxSiSKIvnkJz8pgPzrv/5r9fFf/epXAshvf/tbERF585vfLHV1ddLV1dXn9yv3tl/84heycOFC+fOf/ywf+MAHBJA3vOEN+/WzZAwuI67a+T//8z9RSvGf//mfWGv51a9+he/7NDc343ke73znO/nIRz7S7+8edthhff69N/qura2ttLS0cOedd/b7fH19/R69bj6frxZbzJ49mzlz5jBlyhQ+8YlPcN5551FXV9fv7zU3N6OU6ldkfvvHWlpaSJKE9vZ2Ro0aNeBxe3JNMzJeSQRBwBe+8AW+853vsHz58urjF110Ec3NzfzsZz/jtNNO49Zbb+Wf/umfBrTfY445pmr3c+bMwRjD//7v//K73/2OefPm7ZfPkjG4jDjnC/DFL34RrTVf+MIXEBGuvfZaampqmDNnDkuWLOG4444jDMN9eg7nnXce119/PcYYTjzxxH32Pi0tLXzta1/j3e9+Nz/4wQ+4/PLL+z2utraWV73qVdx444184xvfqLYkdXV1ccstt/Q59rTTTuOKK67g17/+NR/60Ieqj1d6FSvs72uakTGcWbt2LePGjdvh8cq84PHjx1cfy+fzXHzxxfz4xz/m61//OnEc8573vGeX3+uKK67ghhtu4POf/zwXXXRRtZo648BhRDpfgM9//vNorfnc5z6HiHDdddfxve99j9e+9rWccsopfOhDH2LixIl0dXXxzDPPcMstt/DnP/950N7/7W9/O7/61a8455xz+PjHP86rXvUqgiDgxRdf5O677+bCCy/kzW9+86C81z/90z/x7W9/m29+85t85CMfoaGhod/jvvSlL/GGN7yB17/+9Xz605/GGMPXv/51amtraW9vrx73hje8gde85jV8+tOfprOzk5kzZ/Lggw/yi1/8AqCPoe/Pa5qRMZw5++yzOfjggzn//POZPHky1lqWLl3Kt771Lerq6vj4xz/e5/j3vve9XHnllXz7299m8uTJA2pQ90dzczOXX345n/nMZ7j22mv5x3/8x8H+OBn7mqGOew8G28tLbstXvvIVAeSiiy6SKIpk5cqV8p73vEcOOuggCYJARo8eLa9+9av75EIrOd9KPmZbdjXnKyISx7F885vflOOPP17y+bzU1dXJ5MmT5QMf+IA8/fTT1eN2J+c7ZcqUfp+rVCj/53/+p4gMLC958803y3HHHSdhGMqECRPka1/7Wr/n3t7eLu9+97ulqalJampq5PWvf7389a9/7bcQbVeuaUbGSOfXv/61XHzxxTJp0iSpq6uTIAhkwoQJ8s53vlNWrFjR7+9Mnz5dALniiiv6fX5n97ZisSgTJkyQSZMm7VBgmjH8USKpdFJGxstw7bXX8o53vIMHHnhgt1bpGRkZGRl9yZxvRr9cd911rFmzhmnTpqG15q9//Svf+MY3mD59Ovfee+9Qn15GRkbGAc2Izflm7B0VFawvf/nL9PT0MG7cOC655BK+/OUvD/WpZWRkZBzwZDvfjIyMjIyM/UxWn56RkZGRkbGfyZxvRkZGRkbGfiZzvhkZGRkZGfuZzPlmZGRkZGTsZzLnm5GRkZGRsZ/JnG9GRkZGRsZ+JnO+GRkZGRkZ+5nM+WZkZGRkZOxnMuebkZGRkZGxn8mcb0ZGRkZGxn4mc74ZGRkZGRn7mcz5ZmRkZGRk7Gcy55uRkZGRkbGfyZxvRkZGRkbGfiZzvhkZGRkZGfuZzPmOYEQEa+1Qn0ZGRsZ+RkTIRrUPb/yhPoGMwaNicNZarLXEcYwxhkKhgO/7KKWG+hQzMjL2ARW7r/y3XC4DVG0/Y/iR/VUOYLZ1tsViEaUUnudVV7zbOuBcLkehUMgccEbGCGBb2+/p6SEIApRSiAhKKYwxGGOw1pLP5wnDMLP9YUYWdj6AqBhbkiREUUS5XKZcLhNFEY888ggvvfQSSim01nieh1Kq+u9iscimTZtIkmSoP0ZGRsZusjPbv//+++np6akuvrXWVdsXEbq6uujo6MhSUMOMzPkOYwYyuDiOSZKkusrV2v0ZKwa3/QpXa40xhr/85S90d3dTLpezfFBGxjBmZ87WGNPH9kWk6nC3peKM29vbWbp0Kd3d3dniexiRhZ2HEZVQkohUQ0YVJ1kxtoqBVRzutuxKWElE6O3txRhDPp/v93UyMjL2L9vXa1Rsv2L3MPDi+uWoOOkkSeju7iafz5PL5bIw9BCTOd8hZG+d7favtTNjqjzv+z7WWkqlEkmSUFNTkxVkZGTsZ3bmbKGvo305J7m7tt/b20uSJBQKBTzPG9TPlbHrZHfd/chgOts9YdvXVkplK+GMjP3EYDrb/l57V5xvJQytlKqGryuL78z29z+Z892HbOtstzW6ynOD6Wz7M8Bt87rbP7/tSrhYLFZ3wVkYOiNj7xnI2Vae2xtnuyfnsu17VBbfxpjq4jufz2cOeD+TOd9BZNsWn33tbAd67509P1BBhrU2WwlnZOwFQxnV2tWd77ZUFt/GmD6L7ywMvf/InO9esv3qdn852/54OQMciGwlnJGxewx1Cml32JntV1qT4jimu7ubQqFQ7RnO2Ldkznc3GcjZVhgqg9uTne+2bL8SrihjZSvhjIzh62y3zRn39/i25zcQ29p+T08PuVwu64TYD2TO92XY3tm2t7fT2dnJhAkTgL9/6YfDSnF3Q0/9UVkJV8LQ2Uo445XI9vUaxhheeuklwjBk1KhRw2pn+3Lsiu1nnRD7n+zKbse2GqnbrnArX96enh42btzIxIkTh/ZEt2NP8j4Dka2EM15p7Eq9xubNm6mpqWH06NFDeap9GGjnu/0xu2r7WSfE/uMV73y3FyTfVj2mwrbqMRVFmeHG3oadt2f7lfC2AxoyMkYCu1uvMRxtf7Cdb+W1tu2EqNh+tvgeXF5xd9L+nG3l8e37YPujopc6HBlMA6xQuRaVAQ3ZSjjjQGVv6zWGs+2/HHuiilXphCiXy9UwdBAE++gMX3mMeOe7q7Jtu7qqU0oNS4HywQw7b0+2Es44EOnP2W5v99v+9+UYjs53X+x8tyXrhNh3jDjnO9jOdnuGowEOxPbnuTcGs/1KeNtirIyM4cDL1WvsrajFcF14w75zvpXXzjohBp8D3vnuS0Hy/hiOeR/4u4EVi0U2b95c/cnlckydOnWvDbBCthLOGC68nLOFnaeQdpfKdLDhxED3om2vw2DZftYJMbgccM53fzvb7RluO98oimhvb6dUKrF8+XKiKKKxsZGWlhbGjBnDunXrWLhwIQcddNCgXY9td8HZSjhjf7G39Rp7y/6wfRHBJM+TlJ9E1FqM2Yi1nRgpI0RYwEqIUnnQrRgzHs/v3ac7323JOiEGj2HvfPelIPmeMNTO1xjDli1bqjvbzs5O6urqADjkkEOYOHFitSK5XC5TX1/PqFGjeOKJJ6p528EwlIoDrqyEt2zZQmtra7YLzhg09nUKaXcZbNs35aexxd8j9imEtQidCL2IlDEIAiQIVhQWwaJIxP3XiGDRGLGMPirh8U0/RWjFU0fSXJiDX5pZlYscTOcLfWtAenp66OjooK2tLeuE2E2G3dUabs52e/a387XW0tnZWXW2W7ZsIZfL0dLSwsSJExk1ahT5fJ777ruPpqamfg1g7NixRFHEc889x5IlS5g6dSq5XG5Qzq9iiEuXLmXGjBk0NzdTKBQyB5yx2ww3Z7s9e2v7NnoWKd0A5hFgPSJFJHWzVir/Z5yDVc5pGhQGhRWNQZwTFu0eFyHBJ8FgbYnYriUy61jffT+RCTEbDuPolksQad4n16yy8F62bBmvec1ryOVyWSfEbjDkzrc/g1u5ciWjRo2ivr5+yJ3t9uzrogsRoaenh02bNtHe3k57eztKKUaNGsXYsWOZMmUKNTU1/V6LnUnMhWFIXV0dhUKBhx56iClTpjBq1KhBOefKNfE8L+sJzthltrf9JEl44oknOPLII6uFfMPN9nfX+UrSie39MZi/oNgCGCwWKxYBjMQIChBiAQMkYrEIIp5zvCiMgEEhBCQIxoKxHrExJHhIkmBEYVUOGwYoARs8z9KuL2HDNtrkLI7kyEG/JpVImohknRC7yZDeHSu9o9trpG7cuJFcLkdTU9NQnl6/7Iudb6VIqr29nc2bNxPHMc3NzbS0tHDEEUfQ0NDwsjefXRHZ0Fpz7LHH8tJLL/Hoo48yYcIEJk6cuNc3tspixPd9fN8njmOstdlKOKNfRKT6Hdl+Z7t69WoOO+ywQYvMDCa7Y/smeh7p+TaKR4EyAlgEI2AlRpTGCIhYLAbBx6CxEjkHbD0sifsdFEZCrDVEFmLrgRhEC1b7GKMRz6MsISIBVuVIsBhPEELKUQer9A1sfukxTh71AVryhwzaNak436wTYvcZUudbWfVuqyADVP+Qw5HBqHaO47hPRXKxWKShoYGWlhaOO+44mpv3LEy0s93wtje48ePH09DQwKOPPkpHRwdTpkwhDMM9/jyV61Epdsl6gjNejkqx1PY72+Fs+7sS9TJxJ6b7i2hZAqrsHCxuNysqzd+KwkjixGtQxNZHqQRBSMhhBYSYWDRlowCLkRKx+IjyUZ4hwccQYMVSRBBTQFSAlQAjaW5YNEb5JNoD41PuLfI3rmH6qIsYlz96UK5JZVEPfTshti3Gyhbf/TPkccH+Qkqe5w27kv4Ke7LzHahIqqWlhcmTJ9Pc3LzXq8TdFdmoq6tj9uzZPPHEEzz00ENMnTp1jyMNlRtSxQiznuCMl6NiRweS7b/cwrvcPR+iH6KkB6MEKxYLGAQjCmMFq/Xfi6UsCD4JyuVoEayNSQQSk8MCojSiQywaq53jTqxOw9Ga2GrKkSXM5bFWYZXFiCURjRGNkYCiNbT6ozH4tHduZKG9mTeOv5RA7310YfsCzqwTYtcZcufb35e5jwHaTlT5ekQ1IqoeUfWgm0G5H61r9uv57orz3b5IqqOjgzAMdyiS2t9sf6PzfZ8pU6awZs0ali5dymGHHcaECRN2e6W6vfOtsK1Ie7YSzqiws7//cHa+A9l+kiSUOj+DlgdBKcBgpVKdrFw4GeVCwSZBVIARS2wT5yBNlIakPYQApQ34FiGHC1aXMeQwogH3+yIBIgaURbQikRIGj8SExGJJJIeQIxFNTmqJgNraRhKvyIauTdz3/C2cMXHuoKSctrf77Tshsp7g/hlS5zvQH8LzPJIkcf/QDYjZiE0eBOVhlYcRi7WGRKUrQzRWchjq8PxmoACqCa1H4elmlGrE1834ehSe3jun158BVoqkKs52d4qkBos9lZdUSnHwwQfT0NDA8uXL6ejo4Nhjj92tXaq1dsCimIHC0NlKOKM/DjTnG8cd9G59L5o1GHD1yGKdIxRBlCK2CVZpEI/ElrGUSSxYqxAdYXRIgkapGAPEkgcsFkUktWmFc0wkGkMBJMYgJFLAiCESAVPAiELEQ1QdRlyoO5aEAnWIFIjFwwsL1Og8z3WuoHnZ4Uw9dupepZwqtj/Q9dq+JzjrhPg7Q77z7Y/t8z5SeBe250up0y1jxWCVB8rDiMFisBJj6KAcvYgVjZBWCirPfSmBxCpQOawKgACkjjAYhaYGresIdTOBbiDQjeS8RvK6EX+70Ewl71MqlfrkbfekSGqw2ZtG+4aGBmbPns3jjz/OQw89xLRp02hoaNil93253uHKSlgpla2EM4CBd5EHkvPt7X2Bcu8HUGzBKBBxz8fiIQrXCmQjEquBIhZLbEOs8jEKyjrE4iEoDAFiAyJJiEUBvssTA1aFJDZEod3v2gIoRSKaRDRxHOPlQgwaMCQSUbYeViDv15MkBdAFElH0JjG+10CuAbZsXcfChUWmTp1KY2PjHl2TSpfDzq5ZNh2tf4Z859vfzdfzPMrl8t+P8w4GfzoSL8TiYZVOwzRljAGLAi/EWh9RHqAwxBjrVRvUDSDKxyrB2Cjtp+ulu7weY33nyNEutyJpmEgACUEHiPVJSh5RSehujPjN4sepC0cxqq6NsceMp61xHA25JgI9NHnNXal2fjmCIGDatGmsXr2axYsXc8QRR3DwwQe/rIPc2ep3W/oryMhWwq9Mdhb1OhCcb7m8hu6e96PpQJQGASuWRBKsFRKxJNYDFSPKFVJFBMRKEOVhxUMpVxQVSwIUSSQhlgClklRUI+96fSUhTkPIYhNEQWx8LDFWPIp4eMZtViIbuh03PkiOZka5KmmJiQxoXYMRj5iIrtZOJtVPZcmSJbts69uzu7ZfSUHl83nCMHxF2/6QLz8GWv1Ww84pOn8xNn4IaxPwAkTAEiBaIcQYW8aInzamW1ABotJVpQhWvNTxJhirQLvKQcSFrRNxvXcKjwQhNpbEKMpRF6U4oRQZlKfRfo6esEzLqDa6dYlu1vNCtIJ4PRgBlIdPjkAXAJ+8V0OdX0eoC9R4NdR5ddR6BRqDeur8GnLenod8tr+OgyExp5RiwoQJNDQ08Nhjj9HR0cExxxyz05Xq7qhm9bcSrijxZGQMd+frigi3sLnzn9FqK8a6e4q1BiuGRBRWabT2wYtJVEjR5ojFbRI8pdBEFAXXxyuGGB9DPca6HXAp0bhSLZ84jdqhFLHVCLWoVHTD4hNbS5QkBF4NYtNNhvjEEpNIhO/5bKGIkgI5KaDJEUlCyQjtdHLQIQfR2NjI8uXL2bp1K5MnT96tXenu2n7l79vb20uSJK/oToghd7790V+7gdYNeLmziUu3Y2wJY121H9rHiu9Wn0phxGCsQsTtjmMxoMJ0tYnb2YILV4tyFYIarGgSI5SiEr1RTDkyoD207+Pn8jTXFUB7GKvp6d2M1S6cDZpEEsT6KM8jMZAQ02Pj9Dy2YsU5ZufY3e+4dgNQ+HjKI1A5Cl6OUOeo92uo8/LU+AUag1oa/AKNQYHmsJbQ27M/2e5KzDU1NTF79mxWrFjBwoULmTp1KvX19f0euyeSlduuhCsDGl7pK+GM4e183WCFmNWb34WWDShxrUNKK/DAqBCUD5RJsES2nqKFRDSe1ihboiQ+ZcmnG4ACiXhYSVxKDQ2q7HbY5NAkaKVJJI+xBiEhFp/YglYRBkPZ+oiG2EYuggckEhOZkJzn05N4iKnH1yG+ztOd9GLEAwqUDTxXXMmkxiP72Pq0adOqkrUvx+7a/raL70onRE1NzSsyDD1sw879GWCYm0ux/BcsnYgm/dJG7sskXtqS7v99xwsgFUeXOCeIDzpERDlnG0f0lGPKUYxIgA41fq5AoaaA8gPXKyeQWCcGYCwYZXEbdhfiViqHVUKUWEBjlcIYAaVBeaRLVyJJtWxEiK1FaR8rEFtDr/SyOe4BqxHRJCJgFUq7f4uAseDh4yufvPYpBDkKXki9n+fF8kY61z/HuFIzo3O1HNHY2ieqsCf6rmEYcvzxx7Nq1SoWL17MkUceyfjx43d4nT3Vi95+JWyMyUTaX0EcCDnfJEmqbYLr16/Hb/o+iXkBzwtRnkIpt7BO8F1+1pZRWtNrAuJUkUqpMmVJKNuCi9bhuzoVWyIiJJEAK4aYAtaGGCskKMrGw9VOaxJyaBSRFSw+Gt9JUoprNfIDF+kzojHWYgVqvUZQPiXVQyyanriIRwElAVppum2JxR0rmFRzZB9bX7RoEUcddRTjxo172euzp7bf3+L7lSbIMyyWG9s7hv7CzgBK+eRyc4mKV2OVcuX2aNBux2utpCFkMCRp6NnHotIQDZTiMqVSD6XYkIjGD0LCIE++0Ijn+ySiEKtJlHK7ZqtAe2kLQRq6FpezcRqsglgFSqOVjxWFCIhSiE2b60WBUuhKThkNCoyxLkQuuM8hriJSFCir0zA5iLVVB4wWYhPRYyJMuRclChHFhqiD1WuexF8foETxoWNPZlJN44DXeFdRSnHYYYfR2NjIihUr2Lp1K0cffXSfMPHeDGvYPgydJMkrdiX8SmK45ny3bRPctGkTHR0d5HI5WltbaRj7MCq/Ei9X6+wOcT25uO9+JAZFjsQYIvFJJEAoYfCJJJ/25Rq0KlOWgLKtR6sAIz5WEkRFxFYheAgxWvsYcmhJ8PCJbQ5xDUuUrUoLSxNiJSQSIhIRi8baECsGg6ZsA7qNR0HlqKcu1Yq2dCUlFHk2Rd3Vz76trVdSTkcdddROU0LbimzsLtva/rZh6FdKCmrI73C722ifz51CV2k+id2AER9QqSKMBhVgUYiyiAkwoinGvZSimFJkMIlG+SF+UKCukEN5zhGKBGmI2roQtfbAKrRyYuaxtWA9jIIkdYQW53AVHkZZ10AvBvBIAC0+orUTa1WK2Fo0CgtExqTOOkCJWzBY61oLxFqn4SrgaZ3qvpL+VxEZi0KhRKEEtHI7e125DiJYK/ziqcV84bhT8ZQe8DrvDqNGjWL27Nk89thjPPzww0ydOpXa2trqa+/tbjVbCb+y2N2o175ioDbBlpYWxo8fz7Rp0ygUCnT3vsDTW25FWZdnRWmUaLe7FZXmdH0UvcQUKJoA0WVceDckBjzlnKOR5nRmkaVsLYmUSSRPLAFGPBT56iCFUqKqtp8gWOowNo28qYDIgIkTglwOYwvpvcOl0+q9RkAR2jyRJPTYmMgKiVUEqgYPj86kxKbyFlpzzdVrsq2tL1q0iKlTp1JT07+ewt5OSeuvE6Ky+B7ptj9sw84DybgppWisfT8bu78NKq0ENIAKMdbSa8rEsRCVDaXYonwf389TU+Ojg8CtKsXDpjtiEQ/RKlWb0VirXMWieCAKQaPQGK3THa2PkYoDdb16aA+0ApNOILG4vLI1GKvRqZMWpbECSmmshQiDCCjc+4AHWlDWFVlERtw5pA5VKQ9PaWdcgmvkt4IVSIypvo9S0FUuc8vzT/GmiZOBwZnpmcvlOOGEE1i5ciUPP/wwRx99NGPHjh3UMYXb9gRXdsFZGPqVg+d5RFG0T99jT9oEn+78AqiExCo8NFidViS76FVkcyQIWuXpsQFGgU/A1iSHVm4xUTKNaeqrTCQupVW0OZTS+AoUGrBEUiIRp3BlldNnjkWh3fwjLCGiEmKbENsAqzSJiVNpSQ8hItA5uo2l10YULfgmh008arwCoXajCruMa4Na0vkcrx89s8/nzefzTJ8+nWeffZaFCxdyzDHH0NbWtsO1tNYOSpRq206IyuJ7pAvyDPnOtz9ebvWbCyYT+EcTRY8RJ0IxEkpRF+U4QpRGhXn8mjwN2kfpEKVDV4WIxlqNUQaDwdoAFMQmDVHjufQsfnW3ahDEinP0uP47wQPxXc5Wu7YCZbzqzE3wUmfqiKzgiqzczlkpP92xOsebCFgBxKZi64JWARr3eyZ1nNa6UBdWcNlltzrUYgEPYwXntgURxf+3/gVePeYQxte78PNgfJG11hxxxBE0NTVVQ1N1dXWD5iC3lad7pa2EX2nsr5xvHMds2bKFTZs2sXnzZnp6emhsbKxqqTc1Ne001Pnkxl8Q2VV4OH0BYz3c1kARi8vBGmWIbQFs2f3bxhTJp/tbn66kAJIgyqNsc1jyBMoQKEuvCenFkKBJTIHEVqJe7pzcYl+h0MTW1UELeReFQ1GKPPzAx90rNJCj2S8Q6gK+qiGyWwi1Wxx0JL34hPQYgxafglfgheKmfj+31ppJkybR2NjIE088QUdHB0ceeWQfWx+shTf0FeXYdvE9UsPQw9b59pfzrYSI2tvb2bxlOuX8AxgUXhDi53xytS14QR6DIjYqbURP24tEIWlVtBUPVJBWRzvjcYVV1u0mRaE91/ur8TDaNcwbUVhxzjaylsBz/X0enquYts7pCaT5YldwpcSFjRBQ4mEtJEoQm+aGxeWDRVHNJUXWoMWtdY11YV0vPdZqhRhXAJaIpK8raOWhlQtTaYFSYvi/J5dx+axTB32gdktLC6961atYvnw5mzdvHjAstae8ElfCryT2ZdjZWktHR0c1b9vZ2UlNTQ0tLS0cddRRjBo1apcV3IrlLtZGvyNEocUnEYOPRrDE1on4xFZh8YgsoEK6E43WmlhyWGKKSQGLRZRHbPMoXI1Klwkx1t17UD6ejvG1QVSO2MREQioRmSCiXG4Ym0bKPEQFJDbBaAvWnZtg07oRj7WlHnK6QJeF7jimRtVirUIrn0YvoCwJJWt4omv9Tu8PbW1t1NXVsXz5chYvXszUqVOr8riD6XwrVKQp4zimu7t7xAryDFvnWxk1WC6X+w0RjRp1KLrxbEpqCYnFrfi0R2QMRsTtZMWv9si5XKxxhQ3iA0JsBas9KlXLrjDKc0o0JkGsK35yK00PhXPogg94xNZgrTNEK5XQscvTKlEkUimocm1QsTF4OnChY+tuPrHYNBQNsdv24mkPbVXaz+fyvSZ1tird22qlQQStnGO3aLDiJqdYECt4onixu4u/rXuR5kHIy25PPp9nxowZLFmyhI6ODjZs2NBvaGpP2X4lnElTjjz6K7bcXecrInR1dVXvEVu2bMHzPFpaWjjkkENoaWmhUCjs0fkt2vwtLL2uS0LcIt5VHHtORc+6RXmMxhAQWzdfV0tAjwEqIWOlKSY1WErEElI2NYiy+DrtfpCAzlIBI+ApD2MDlOeC2lgfTwtgUCYgFoORCJE8sfEwRiEeGBuCaAyW5qApnWwEOZvD0y4tp1RApymjkgQRj7IVGrwCLxQ3c2hN64DXoaamhpkzZ/L000+zcOFCjj32WFpaWnZZZGN36U+acqR1Qgx5znd74jimvb0dgPvvv78aIho1atQOISJjx/NUx+OgElBuVSjoak9vIkk60stDad+FipXnWoHS3luqpfkWS0V4w3d5WSXp4GrnKBMh7ber5ILdcUYURiwa1yKUiMVajfZ8lIALBwHKdw4fi7UKT3kocTta47K1WFHEBpcLFiGxgqddGNxa135kJZ0OapULdFuFEkEpjUYDgqBIbIIWj9889Rjvaj2Emr3QcB0IrTUtLS0AA4am9pbKSvj+++9n2rRpjB49ekSuhF9p7M1Uo97e3j6Lcmsto0aNorW1laOPPpq6urq9/n5s6l5JR7yEgvYwyqWAXOGkE+eJrCUWhVE67b91zs2IT9GmNRmqgMXQHdeAiinbGgQPXwsxAVvLGmN9Ai9x9R7idANilUPbkFgSEuOTWI2oxLUh2jxKufAz4qdO1d2TjNGIEp7fuoW6fD0lsXSbhPqkhliDNZa6oA5QeNojpyxFk7CkY/VOnW/lbzN58uSqKMchhxyCMWafOcSKA+7q6uKvf/0rr3nNa0ZUJ8SQfwpjDFu3bq0Oku/s7KyuUg8//HDa2toGDBF5ukBL/o281HMrsY1cCJccld2nkIYusRgbuyZ0DcYKorXL2eIKJ0SHLhxsnUqNGEF7Hlgv/WKram9vIh6Rtfgukozg2qBsunvWSmO1dUVZpLtsQzUsjHW71diIy+GKh8FiLQQ6SHPMzmHrNJxtXIwaJU4lxzletztO0t+1xhBbBSL42ol3KBSlxPL79Wu4aMLh++RvaK2lpqaGY445phqamjJlyh7vNvqjUg2plBqxK+GMgZ1vFEXVe0RlBnZTUxMtLS0ceuihNDY2Dvp34W/t/4MlIbYaPJN2ObhFQ2QEUb6LetlKXYZPV+JhlEcirkahmCgiG4IWyjaPh09iLV2Jh1IhSpVAe/TYEGM8PJVLNQlMqu2sUcqglAYJUcoSaosxAVZiBKfYJxanb5/41HohfuDR3dlFQ90oIltGCdR5BbqlTHdcwtMBJRMRqpBSAku3rOVN46fv0nUZN24c9fX1LF++nCiKaG3dudPeWyq1ASOtE2LIne+GDRt46qmnaGlpYcKECbS0tJDL5fj973+/S7mZ0YXXs650P1Y6ne6zOPUqIwI653IjVqOUh9JORtIIrnUIITbGeThJHbYCjUesLLEVlLWI9ogTg9KeU71CofGRdCVMWhqVWJvmZz0UPlqRVj4r19ebVic7g9LVvJdYhbKu+KpsnJFrKuHo1GGnLUlGLGIAFMZatCi0VnhKux2yQDmK6C53k5QTwiCkUCiwoqebk4u9HLEP/oaVvE8lNPXMM89UQ1ODZZjWWkSEMAzRWrNhwwY+8IEPsGDBgiEZz5ixd+ws55skyU5nYB9zzDE0Nzfv0x3QS51PsDV5jhrPd7teKwSiicXiWeXuESKIaNebqwK6E1d0CZpSrF1xFhYjORAhSgKUthTjEF9bIgxRUoePn0oCCSUbEZsAlMshKxu6dBeKJNEk1jmi2II1oUulofBVqvLnC7lCAyrI0SM9bO3Yiic+PbElJwm+ylOMY2q8gDrPR4kiHyi2lIu7lb+tq6tj1qxZ/OUvf2HlypXU19fv8Tzwl8MYg+d51U6Iu+++m9tvv50f/OAH++T99hdD7nzHjRvH2LFjd8jjOSm3lw8/KaU5uPYtPNP5i7TYSdKeX0VihYQIsX6l3gmLh1LpxCO3Z8VaD0PiBilYH+WBK6NyhVSJ4ELZ1nNjulKnHXghWum0fQnA5VWttU7cXDxIZ3l6eJWWX7CuklrEKeRYY0H5af7W/Y5J8zXKuoIrRKHTdgSlFYjCU67quVyOsMbS3t5BHMXkwpDQD8kVcvT09mKNIAbmv7iK10yZOugrxm2N1vM8jj766Gqj/kEHHcThhx++17uSynehEoLu6enhrrvu2qtxaBnDBxFh69atrFu3jnK5zJ/+9Kc+M7Ari/L9xf2brwHlii8TSVz9BQprNU5z2SDikwBKAiKbiutIni7rUl+u5zaHReiNUseb5FE6pkwNJlagEkpiKRmNkjxGErRn8QgIlCXBpEMUElc8alwditMWCgisl44sFCfMgwXtei6ac/WUdEyxu4QfgfZdgWjeD+hOyuQFysZiRAhVyAu9W5lY17zzC7MNvu+Ty+VobGxk6dKlHH744RxyyCGDfn+pON9KJ0Rl/viBzpDnfAdD6WZU7jgCPZZivBrwQTt5SUlXqFZDZBPXJSc+kgpqKOWD9kEUiI+nNLGyJKZSlOXyKjZ1iK6xXqEkwCiNGOPyycoNYlDalfuDK4gyyvXfgttlJ8aFjj0doEXcLOJUDQvrds5WKZQYFBpPq7Ri2n3OxFqUaIxJKEUxUamMTWxaiKXJ5/M0NzRB2hEosaGurp5STy8mSWgvlvnz86s4c+Jhe/V32x4R2WHxNHbs2GpoauvWrUydOnWvbp7bOl9wOb/a2tos7HwAUywW2bRpUzWcDFRH21Xye0MRWlzTuZJ28zy1nkcskVOuIyFJF8XOptO0kEBJDJoAa7UbhCAKUTlKsbhqaBGM1VjyeMpQSmpIjKT3h5zTAvBjRAyYkFJiiCIPZQISU6lkCRANvnbvYxK3KUgMJMZDeW5Rrk0eZQtsig21fkCCosOUyFuF7SiicjlqgzzaeiRWqPNqXLcEmuUd63bL+VYYPXo048eP59FHH60OYtmdeeAvR5Ikfe4vPT09u6w9PZwZ8jvXYMnMHVn/dpRy2qlla4iSmMS44QkG7fIr5JxIBiDieuJiaymbOG05cjtPrXNpAZcitoBoEgtl6xrbQaHEx9OBU7hKBzYYA+XEUhLrwtk2dbS4wiqND0pTNsb16xnrKpxxO3id5mnB7drFQGwMiTGUy2V6u3vp2LKF9vYtRKUygRdQW19Pc1MLIhAGQbUlKcBDa49AedTX1YPS9Pb2cuPyR+keZBGDgYouamtrmTVrFoVCgYceeqhaSLc371H5vnR1dQ046CFj+KOUquolV2ZJn3nmmUydOhURGTLHC/CHjb9DlHLzv3GTh0QMifVILGnkTNICS4WvFFHsugysgLZhKl+riK2HsTlQAeWyorvsiqfKKCITukiYVpTLNfR0+5RKliQyWBKMFiTQqFyA8QISCekWoUcMEZqSEhLftUpo7RGLISGh4OfQStGTRATKI0ThhQGFIMT0liiWS/haU7ZCe9RLrzFsLBX5y4YXdvtaVaJeDQ0NvOpVr0JEWLhwIV1dXYP299h+ZnB3d/eIsP0hDzsPxO463/rwYEblprK+vCItknJ52NgmJADWB+3aAoS06hnSvGrgqp9t4oYxGLcjNqLQyksrqF0losVJyUU2xhoPhUaUc3hWdNoWrzCIE9dIhyokYl3BFV61UCsBEMEat8e2Li6eKuhYiqUSxVJEEsVYBWGQo1BTwPNDPDSe9hDn+dPSK532GgvaQpIYfOXhaU3O8xHt097RyQ/uvY/Pvu7MQbu57Uxe0vM8jj32WF566SUeffRRJkyYwMSJE3f7vSuhpwojZfX7Subggw/eIUxZ+Ru/3JD2fcWW4hY2xM9R52kMPmViUH5VztVTMWWjyWtFyUKgPEqJoEkIdI6eMkRK0mlFAaApx64VMFbiBidgUTaPkNDZ64EB65Uxad42MTUEqfSsTUA8waS7a5VolAYfjYo1SSJExqCMj7KaQiGP2IBaPLYmEVsTi01CEt8j1ppcGLK1q4feEjQX6lw0TmtG+TVElSjabtjmtimnIAg47rjjeP7551m0aBGTJk3qdxDL7rK97Xd3d48I2x9y5zuYAuuT6i9gbelxrFLV3lrEx0NjtHPEVlwvrpFUvUoFqaxbuusVTaLE7XDTisXYxK4FCc/116LQEiBKp0VZsk3xlcLXrp3JVypVtRLSmg3XCJ/qRou4CmhSbeekHFMslykXI8QKfhji+wF1NfVpcYnz2saCsrhQt6TCHKnYh64IdWiFl+7lE2MxxhL6ITUNNazYsJFb/vIgb3zV7EEJD+1Kocb48eNpaGiohqamTJmyW/na/pxvRVs648Clvz5f2PHvvb+4/aVbqm2ICaCtnwrXePg2SpXb85RNhK80iUnQKPI6pLMco1zBCJ6ElI2mZF3lcyJu4AsIpaKH0WWSOAeeBT8ktiG+BCgvceI5RiiLdfPKYx+jNGiNZ3yS2NIj1tWRiMJ4ghcqRuUbyIUeG4s9FLyAvB/SlZQpYWj1AiKx4Gla65to7+qkI+6ksb6BrjiiGCd0a481vV0cXNuwy9dre9tXSjFx4sQ+wxkmT568V3/LLOy8n9kT55vzGhhfczKJhZKNKZsIq0hVrTRa59EqwCqV7npdbrhsEsomcUIZyk0W8lUOrYJUws1zYWorlGyCUVQdvKcCtArS0i1XNV1KDJE1RLFxowVRKOV6gj00Go/IWErlmM7ObjZs2sS6DRvo6enBx6OpsYnRo9toamiirrYOtHaV1Ma6nj5AK4WPez1wohouNOYKtCTt/VPi+odVumjwPI+G+kbuWLOOvz30ED09PXv9t9rVKsm6ujpmz3YO/6GHHqKjo2OX36O/1e9ICD29kulv4V35HvWncLevsdbydO9yLApjnYa7FZd6sjbB04bI5JxYjlKYxKC1IlAeyhgCbchjSCIoJ07XPTaWJLHEkSUqKoqlANEKbC34HrHkUJLDV5qytXQXQ6JSjiT2UIlz/J4HgfWxiSWWxO3ClUL5QnNNjkPytRw5qpW2mjpaw3rawiZCG+LbgEZVi4003SVLIHlKZeiJhcaaZiKj2Li5k9D4kCg847Fk47rdvmb92X5zczOzZ8+mXC7z8MMP79V9ZvsoSE9Pz4iw/WHhfPvTeK2om+wuk+vfQOA1oFUOpXNuZq+JnPKMcavZJJ0IonWQVhz7aBWSiFA2MZFYIuOkG52ylQtTCxqfAMQjMkn6mkJkKm1BTiHLU75rH1CaSCzGuN1vbzmiq6dIZ2cnHe3t9HR2Ya1QU6ilbdRoGhqbCGtq0Nqrqlm5qmZNoHwX4ja4UYXWuv5f46Y4eEq59xWNRjlnbASbtj/ZxDj9LaXwPY8wX+DJRHj44YfZsGHDXv39dkflxvd9pkyZwsSJE1m6dCnPP/98v3//7RmpoadXKgN9X7ad8by/uXP1PRSJQSCyuqr1rgCUR9EERImHry3FKHCjuo1GrMXXQp0HQRShkh5MkhCVY0g8jPExeHihn44iDUFrrA3wrE9PYiiWfCTxEZVgtSLSgiWg2BvQW1KUyj62mMNGAb7OM6G+jXF1oxEVUDaa3gjW9PSypruHniShI4rZUOqlbCyB0sRYyiahIcwRaI0CxjWOoiaXo7ezE18UZWv527oXd+ua7cz2K4NYWltbefjhh1m3bvcce4WRuvAetmHnXW012h5P+RxddybLtt5ReQMUXjooIXG7wnRmbmKMqzSmUqWsq2HlSAzGOvFxURAnLvRcUaxS4uOpkASnQqXSquRYErCgdeiqq2OhWC5SKpeJjXXykkFIXV0zuTAgsa5ww006UnipnGVirPt/4yqutRWU9tCeRqcVlUq5iYXWGsS49iedhr0VLg+dni06VfUSI1hcGPzxriKnHDeZxx9/nK6uLg4//PA9ys/srr6rUoqDDz6YhoYGli9fTkdHB8cee+xOQ+BZznfkoZQacLjCQFPN9iUPdCwCBZH1CLSlnDgNeKucPkBBRYRBiSgJ0UrSQswYLQobO9sPUBSUJUIoqwAkwIqHVRpjPZSv0canGFncPGCNTTxsYLBJgE3yBImHiCH2Y1RlyIs2NOYLNNUWiHDh6Jz26dURRYlpUIqWsBYRl4cuhCGJdflgL/EoSJ7uYgyBR6B9usoRgRZq/Fo6fEX7li5q8wVWRZ27nPcVkZcdJ1oZxLLtPPBJkybt1v2iMue3wkix/WGx8+2PvVn9HlozA1/XU0wiImOq8y0RH0/nnLJVKlqBeBhx4eTIJOloQSc+7qsQtKtmBi81Nkss4naeohCrXUWzdqFpm0BPT8TG9nbWpaLuxhgKNXWMHjWaluZR1NfUkwvDdNgDiCiixFVIx7FJ25HcSEOlNIFyiwdjLDZxLUsmsYjFBbHTHmFfuaB2YmyqeGNJjPtRaIJUftJLi0fKUcLtK9cwa9YsNmzYwCOPPEIcx7t9vfdUXL1S5aqUYuHChXR2dg547Ehd/WbsyECDVfYlq7auY3O01U0sEp/YglI2lXm1BNpglVCKfWKjUFKms6jwJMYkCqU1NaGisRDQFmjytguxBlFCgssBm9ijVIZyLE4zwHpI4upRiAsQa8QK3SQk1qcchSSxR2vYyHGjD2LiqBZG5xsYl2ukThfIE9JELUES0NmTUI6gNxLWdPawvqeXYmLojCI6bQIKanMhIkKgNKPzNdR6AQXP56D6RsY2NaOjGFUu8XzHll26ZpUF0q7YfmtrK7Nnz6azs5NFixZRLBZ3+W/TX7Vz5nwHgYF6ffc07Fx5zVlN5+PpGtC+m94hMbF1wxRcpNZHqVTLWbnWIaVCYjGUTewcnIXEUg1No3Q66cjJUrqWpoTe3l7aOzrY0L6Zjo4OTGIohAVGN42meVQrhboGAj/EoigZQ2JNuiMHXwXoVIQjSN8jMQZJXO7WmL872cDTTskKjaddDtpYi03S0LKxbuerPHzt6p/9tA7amL/njJPEoHAylavat/JUeyezZs0C4OGHH6a7u3u3rvfeTDYJgoBp06Zx8MEHs3jxYlavXt3vbigLO488BrPYcm/59ao/u6Ek4vpfE+MT2Ryx+JSsprOk6Ol12utKEnqiPLWhYCSP5wPa2bBKYvI6ZoxXIi9daAkg8YhiiBOF2IDIekRpS5IoD0o+SWIpCSRRgI59lBZG19YwprWeoBBSEsv63iJrurvpLBs2l8qs7u6m28ROzlYJ3XGZvPYZU6ijMchTowLG5OqpNT5JBF7s4xmP9u4yPaWEOBY2dBXp6CkTG0US5OmJDL958MFdytHujvMFKBQKzJw5k4aGBhYuXMimTf2PMtyekbrwHvKwM+ybuZ5j8ofTmjuUtcXV6QAuNxowMk6cnHSEX2wS0C6nq8SJcijl1GxKNnG7T3wkHSOI8t3uuBSR9EZEcYLyArQfUF9Xh+f5JKkGs9IeYsFXGtFuIIKPa3EqJ65SWWMxpjIUwbUQiHY7Ym1BdOpYrZulZKXSVJQ6VqUw2qCUq6A21qaVzwqbWDyl8bVrgXL74nQyU0VhS4TfLlnB1HNP57jjjmPlypUsWrRowOHZ/bG3Y8WUUkyYMIGGhgYee+wxtm7dyuTJk/vIB/YXdh43btwev2fG8GV/h51FhKeKL7pUl9ZOEEMSynFCYmPyWqgNLF6oMbGmaPM05CJiq1DiEfoJNtFERvCU4KNoDhUTTSdLevIIrSTbKOp5EiAGytZiYo0NIIoVARrjC835OsLQpyEokPdd0adGEYYhZeNGGo4OazGBUOwtoa2lIainvbfElrhEbZBzm4KkREE79b3IGGILzbk8NZ5L7+SUT2OQwxiLEkVDTYjJFdgiiocffvhl7wGV+/bu2L7Wuo8C3sEHH8xhhx2209fIqp33M3ua892WVzW9wbUTpb24Ih6ezuPpnKsgFjf9B1HEYiiZxIlfiFvh+irAI8QYoatYorOrh02b2iklEUVrCcIcLS2jaWxsprG2gVyQQysPD41K5+nGNt1tGleJjHI5WR+Nr1z7kMKFgRMjlI0hMYm7+YjgiXu9UOu0mhrXG2xdzjpODNYKWlwRhY8mTAcqkH4212okiKQOX2k85eFpD6UVPaWYG5esQCnF4YcfzrHHHsvjjz/Os88+u0vFUIM107OpqYnZs2eTJMkOjfr9Od+RsPp9pTPQwnt/hp1vfu5vdMU9lGNLqVSip9fQHftYHeDnatC5AiWpxUgtiQnIBYZi7FFOQnzf0lP08byyW/R6AZ4YrElo9i2HB2udy7UenuQxkSaKDMZClCgSD0zkkw8CRjU2cnTrWA5qaKIQhGyNynSWYzqKES919tJdNkQxrOspsqGnSG/Z0F6O2BRH9MQJ+SBw9SJJQqOf4+BCPQ1eDi9RNOkCKob27hJRZCkWE9Zu7WZrsUxvlLC+u4ctPUVKsWV1KeLoyZNf9h5QuT/vSZ3I2LFjmTVrFps2bWLp0qWUy+UBj83CzvuIfRF2rlAfNHNozRRi4xxrRcnKoDDWDUfwdM45Z6vRyjXFl5KEzmIP7Vs72dDezob2dqIoJvTyNDWMIvDz1Ia1hLmCq2a2gqmsLt2II7QO8CuhZDQG7cYBGqEYJ2nOWFxIWbuCK19pQp1qT6cO1lhxVdWJywX7lbBzOhJMKyes4Zy1q4JOTALpXFA3dEGlIQ63+7ZWSKzBJjFiBE8pFj2/ljUdLuc6evRoZs2axcaNG1m2bNnL5oFfruhidwjDkOOPP56xY8eyePFiXnrpJUQkCzuPQIYq7CwidHR08Oyzz/K3v/2N65+8lziybtqYKriJWX6IwscYhU0g8JwIj9WKrmIeAcLA0lUMyYVlilENeT8hKbvZ4oEPvjYcWms4LL+cuBwTxZbIQmI1iXG75rqghoNGNzKxdTRj6+qJRdhULCOxR4tfR14FNAYFCn5AbxyhUTSEOZdS0prWoECLylEgoEBAo85TLFnWd/XSXYrpjQydxtIVRzTm84wK8+SUpjlXYFxtHTUqoIBHW1iDNhobWUKraUe/7D2gYvd7KqJRUcDL5XIsXLiQLVv6zzVnYed9SKVqbm+HavfHq0e9nud7VyEmTiueTaowkw7DFjcVxCRCOSpRjGLKUYynfXQQEtaG1KVFWmlXD3+vjPYIRGGUU7SyaZuPsaQiHYrAc+IantIoz4lpBE7AijhxU4mUwk0rsuBrDy8t+BIFCPi46uzYmrRYSmHFppOMXHjbq2pcAShXJW2sq+Y2Lm+t0fjKcy8q4gZNpPOFYwP/98BSLj/nFJRSVcNYsWIFCxcu5LjjjhvQ2Q3WzreCUorDDjusWiHZ0dGBMYaamprqMZnzHbnsC+dbKpXYtGkTmzZtYvPmzYgILS0tNLY0092tyId5lGcQykRJANpilEcl2JSUPPKej5+U0TlDIiG9JSEXFCmaOkIp0xsFhF5MlITUeAIKlPE4qnYzW3qfYlXpeIyAp33qCzXU1RaoCfL0xpZAeWwplwkkoMEP6SgXQTTdkaumLnghJEJnlNAY5EhMwobeIiFgDUS9JWJraAhzNOXyYIWc9vA8TUSAiqHbRNQGIT1RxGZToi4MwQrlJKHGC2nIubGqnsCytes59oSpfe4B06ZN6+P0BsPut1XAW7ZsGRMnTuTQQw/t4wu2DTuLyIix/WHhfPtjMMLOAKHOMa1hNgs7/ubCP+JCrolYesq9lKKEKEpANCrw8PwczbUNeF5QrXw21g38skoQ6yqnyzZBjHEj/bwADGmFMqDAVy4/W0rcMAStDCKWxAiBTquTtaDwELF4okArjBFiLJ7odH6vK7bSyqlhpf6YyjowTiySGDdK0TiHrJVGaSFJD1Y6HextLdYYrBEXotYard17KGBzd5EHnlnNaydNAFz0Ydq0aaxatYpFixYxefJkxowZs8M1HmznW2HUqFHMnj2bxx57jK6urj7ONws7H/jsbKzg3tq+MYb29vaqs+3p6aGxsZHW1taqApNSiv/3yJ/cXGzxSExC4AVoXUZh0GJRYvAQPM9isEQ2QEUe2i+hfUuU1JDXvcTi4ab7BtQGCeWyj1YGrSGMmnnV+JV0rxsNuWnUFAoY8TBW6C4n5HRIVzmmwa9hS7lIYhR5cuRVSD4XsKVcopg4x9lZLtMVlakPQ7xQEZdjQqVpramnnBh6SpEbe6gUm+KSK8gUoTkIUUoRKk19oY7EGEpxgk43DD3FmHI5oRAEdJZj7nl6Ff9wwtQ+94DFixdz9NFHM3bsWGDw7F4pxUEHHVRVwNu6dWuf1sNtw85RFJEkSeZ8B4N9GXaucHzDLBZ1LKKjdyuJgajsqpQ9P0fg56hpaACvMgnJDcwumSQd6eehPB+xrmgL7WqTlSh87VoSosSkxVpulKBCo0SjtCaw7vNVZCY95WGMpLtvhVY23Rmn+1bt5oZaXHjYbVKFWASdFlKBK64ifU+jKo7aFWoZY1HYtAE+DVGjCDzP7cCVVHPMSgQtCmOFQGvuXPY0Mw4dR00YVP8+hx12GPX19axYsYKuri6OOOKI6t9MUqe+r0TwK436Dz74IKtXr6a2tpaxY8eOmNXvK53BKras7Igqu9stW7YQhiGtra0ceeSRtLS09NtH/pcNz7tRgUahAzeprGgCYg1WJ1h8ysZQqxMCVSLQCquE3qSGWhujdYmeOEdBxyhfEZUtylcoPyIxIZ4Smupy6NoxvG7iEpZ0HkYiDa79EfCV0Jsk1Hh5OkolanSeQCl6xbCp2EsgHoEKKMcJyipag1p6yxGloiHvB5TiiC2lCOv1UBMExNYSRzH1vs/4Qi1RbFnbWcRGgudp2suuxac+zCHWDZOpDQKacnmMMSTGks/lKUUJm3t6aamtGfAeMNh2X19fz+zZs3n88cd56KGHqjvtbcPOlU6MkbDwHnLnOxB7u/oVEXp6eqrGWOhqpLduI8r38QohDX4digBV2eGKc36inTqUTp1crCwmSVwzUDVsXXGwHlosvvax4rSWbao2lWCJExcm9r3AVStr57SNEgJxKabYukpDhcJa4yqilRPG8JSu7nQDqezCBS3WNe2nohqIGyLoaVfohQaxOp0aYTHotEfYkCjrlKyVIkCBcqpZnnKtSL1JmesfeIT3zJnZ53q2trYyc+ZMHn30Ubq6upg6dSpBEFRvnvtSh1drTRiGjB07lqeeeopNmzbR1dWVOd8Ryq4WXEVR1CeUnCQJo0aNoq2tjWOPPfZlJyM9v6WdteVuCoFGPEs58sCDgmcJtUsViY3xPYhxA1hKvdBYSMh5hpK1JEkNtfkiifGwRSEXxpRNgO9BS6PH6PoWwkBjxaOrq5Nja+5gSffFGFODiJOm1EroiWJqdR4jli3lGM9qxuTqKCYJRoRAe3RGZWr8AE979MZlEmMpeD6+H5I3Qrm3B1uOiY1lLcIWr0hzXb2LlGlFre/T6IdEcUJPFLkIGcLG3iKBVhR83yncK2gIQx5a+RJvnHpk9Xq1trYya9YsHn30Ubq7uznooIMG3e4rrYerV69m8eLFHH744X1GlnZ3d6O1G596oDOinG8cx2zevLlqkFEU0dzcTGtrKxcefQELOm5jQ7ndiWUIJCLESYwStzd02WCNiBOuEARPXE+tCJQtGAOkO8WSjbEWAq3TXmCPULsVrbLi/t8KxTiVdsTlWCXtxdVKESonpCFWkLQwyhVEuZYFcPlhX7keX63dDtjiwsZYiJIEsW7HW2lR8rw0VK11xu9aLAABAABJREFUmg0GV/3s4uLGCsqCG4boQk/ac+fx+JqNPLuunSPGjupzfbfPA0+bNq2qPLOvx78ZY2hqauKggw7iK1/5CuvWrRuwQCPjwGBnYef+ql+ttXR0dFTtu7Ozk4aGBlpaWjjuuONobm7erTDoT1c8BGmEKU4UgafQIsSxj40hVAkFLw/E1IYGa0EFUDIBJvaoyQk6FLp6QupzZYxvKccFWkdZxjYcROgZkAhLHqVhbDiGkl3D0bU380jHPIzxiZOEUAeE6Xzg3rJhVFhDe6mXjlLZtSTFCU35PLVhgEnbBzUBm7u66YkTcloTRZayQD7MMb62FmUt3V09FDu7CBKFxLCup5tQaepyITVBUNWHr/cCesoxxWJMIQiIxdIRdXH/06v6OF+AmpoaZs6cyeOPP86TTz65Txbd27YeLl++HPh7hKTSZjRU4yYHkwPa+Vpr2bp1ax9jrK2tpbW1lalTp9Lc3Nzny3FmMIdfrb5pm7IkCLSbVhRZS2xdIZJGUbIxicXN2EVVQ8Oe51FUChGNFtcTHKU5VyWpTGQqQalFuTYh5b5QxroiJ41GLETWhZI8rdL31emOF9AqrfIVtDhJyMQ6UXUflb6OSoXddeqc01mFgIldO4MibQmQtMVJe5WqMbR2Vdo23UEnNt1FK7j+geVc/uZT0Lrvl7ySA3r++edZvHgxRx55ZPpa+7ZwvhJ6yufz/Nu//Rvf//73ufjii1m+fDkTJkzYp++dsW/ZWbFlJXq1efNmNm/ejOd51bxtS0sLuVxuj9/3kc1rAe08qioTi4/VllAbPA2ilZss5Gk6ywE12sc3MeQEG2hKUQGhhB8IxTjHqDqPMaMC6sM6jHRgqU+LOktoCWjKNxCW22ny2zmi9k6e6rwQxC3OA3xKUUytH9JeLFJQIXnPR/mKdlNkS2+RnCi6i2VKcUzB8yj4AUZpfIFxLa1YI7T3FNm8tUht6BPkauiOu9Ai1Hqaprp6ukpltnaVqCvkUAJboiJ1QUB9mKMhCIkSNwzGD/K8tLmbjt4STTV9d5m+7zN16lRWrFjB+vXrWbt27T7puW9qauK4447j4YcfZsmSJUydOnVEzfEecue7u+0GxWKxT6hJKUVLSwuHHHIIra2tOw1HjMuP4ZD8wTzT87wL32ofRYABRDR+mtONU/1nL23jKVnj9JCtq0I2olBK3KxfcSX/iOcKMhKTOlEXUnY7WDd7V6VhJpU23IfKx2onValE4YkQWYtYIfC8VKdZo0RAVLpxlXRmLyiE2DodaCtuO6yVQmknwqHFuFYmpRBjSBKLVibNDTv37aGcyIjgZhYrt4Pe0tXNH5Y9w9nTJ/X7N5s4cSJ1dXU89thje/iX3z22zftUNIF/97vfZY73AGd7xxvHMT09PWzdupV7772XUqlUjV4deeSR1NfXD8quZ8lLq9lcLuKHLt2TiI/2Y0JcsaRYN5E08BTKWLQHsUDR5CDyqPV6EU8oWo96yXHwOI+aXEje0xRtJ3ndTNl2EuhaFD6J6UZpxbhCK890r6Ot8AJd5Qd4KTkFxFA2CfV+jq5yRJOXx4iwubuHcinGSwxxnKD9gNGFGih4bmOgFHE5YmtvkRfbO6kL3Y62PgjcmFNRtOTr2FjqYOW6zdQX8oxpbKTed9oFRix+kKNYjuns6aI2DKjPhfjaRcDyeY8/P/YcF80+dofrV7nvdnV18fTTT9PV1cWRRx456ItwrTVaa9ra2li0aBErV64cMemmIXe+A1FxvkmSsGXLlqrD7e3trVYtVtpRdscYzxk3hx89dz3gRC9icfMzEY3WPtbaVNvZOUnB5UA80SRaKBo3ycgXRWSdbrKnfTxc4VJOB06vGVdMldNe2lBvcOo2IEh1WpGH5wqgFGAVoiza87DGFW+l0hqu4k/9vWBKp7lppRUom1ZhW0Aj1u3E/XQXrJVz/oF2O3H3eQFJh0JAquTlqqj9NFR9/2PPc+Kkg2mqK/RzJalGGJYtW8Yjjzyy2zN6d4dtnW9F+u6UU07ZJ++VsX/p6OioViZ3dHRUv0NTpkyhubm5j9LZYHHd8mVYcRKuHhr8GGsUJetRjiHveySSUC4ravyAvIkQr4yvnSBPV5KjRgxjWnKMbqwh5+UROug2CTW6mR7TTo3XSGR7CHSI9uoxppeGoJ6caqcoMRPqltNRGk0kU9DWUCxHeLFhc/dWensjajyf+jDA+iH19QHFckKPhVpfY5KEYmLJA625HA119XSXIorliHzgU46dYFC979Po+9Q21LFm0xZWlwwtDXVOqjYV76kp/P/snXecXGW9/9/PKVN2yvbdNJKQQArpmwQICCGgIAQESWgqKiqIDZB7FcHr1Ys/xXoVlYAggsilqEBC7wQEKekJCSGEENLL9tndmTnleX5/PGeGLJvEBDbZTTjv1ysvZWZ2zpnyzPc83/L52DieT3NbFifrk4pFiFo6Q7Z07dadBl/Qv0nRaJRx48axbNmy4u70w2QjdnYMy7IYMmQI6XSaSy65hFwuRzab7WS2cCDS4yIbBQo5faUUmUyGjRs3AvDss8+yfPlyfN/n8MMP58QTT+Too4/msMMOo6ysbK+vglNWgvFlIwEThIUlLCwjihA2WV9qyTdf4StF1nNxfX0FqQL/3qgRwTYsJPrq2MQCCXnfI+v6OL4fuBIVJCN1rdY2TGyh53UD8Sptd+i6uJ7eoUqptH9nYJIQNXXKG4Xerfq6S7ugWCWlChSrBFagnKWDtYlyPTLtWTzPR/l6Vk4bLGhNLUuYGIZRFO0IYjjS13rSvuvTkctz19ylu30/o9Gofh7LYv78+Z1UqboLKWWnpotMJnPQNF18lBFCsHLlShYsWEBrayv9+vXj+OOPZ+TIkUSjUaqrq/dJ4AVY0livV4rU9p2eZ+JLC5QR9FIohK8QpoGjFO0YOH4cP6dbIO2ISVXfCqpK+2IIk6zM4akUhrDo8B0so5IOvwVBAlf6ONIDowRfQb+SPnhSr7/Dyl+ktXktLQ3NNDY009aRQ0mDARWVWCUJ7EgJUhr4eUllJEZS2OAqkkaEGAbN7XmaOrRKFUAyGiVmmKSsCElh0dru0NDuoJRgaG0NpYYg05yhrS2P50ryeY+84xExTPqkk5TGorS252hqy4GCjqzDqk0712AuiGwUNJtjsRjz5s2jpaWl2z6nHWd8q6qq+PrXv47v+5x33nnddoyeosd3vkIIPM9j+/btxatfz/MoLy8HYPLkyR8oyO6OEyons6BpFVJ6CGXqjl8UESMCwQhA3vd14xUCXylc5SClwDZsPZoQdC8rZeAr3RwlTAPX10PrhjIRUpBXnm7KElqNylQS0zCC4+iAogLBDQALgat053HE1ApVSD23S5AuFojA1UghkLiuxPV1g4XvebiuiwisCrOOi5VMBpKSRqCUBaBT6nre1wy0qJU+FqAM7Qf87uZGXl+7ldGDu873AsWgOHr06GIdeMdZwO6gUH7Yced7sDRdfNQ57LDDGDlyZKd0ZVtb2z5VuHpm1Soy2RwiqufflbIwLQ+BtgOVHghLS9IaSITQ2SDXkzhGhKgR4dD+SUzh0K5cYipBxMjhkkPKGDHDJ+tliVmVtMsm4mYaiYsvO0Da2NJG+DY5PGzDY/TA53ljwwzKUxXkXI+kFSGTyxPFJG5YJOM2LTmHTM4halp05F0M4VEejxFTkM/lMX0QUv8utOTzWAjKYjHiJRYym6Ol3aFZ5alKprE7OnAdB0dp+9SYLXB8D8sURE2TmlSC9pxLcyZLOhrl2SVrGNavqsv7uOOcb0EsY8OGDSxatIjDDz+c/v37f+jP6v3qViUlJRx77LH85je/+dDP3dP0ip1ve3s7a9euJRKJMHbsWE466SQmTtSjLrFYrNt/ZCOmzQlVk1AY5JVPh+vgKVlMF+vWfhvbsEGYKCEwhY1t2ji+JC/9wFFIBTaEOm1dmL+NGREsQxsooPSuVypF3nVxfD3X60u1gyWgScQwiRqB9YGCiGkifYXjaGlJ35e4nqcDrtS7Y0MqstksHW0ZTCCXyyMQpOIJ0qkySpJJCKT0hBIYwWxyxLCCVLRu8HI9H9/3UYGUpR9IVZpBN+qDL72B5+9c6L6wAAt14NGjR7Nq1SreeuutbhPHf3/w7Sl5ueuuuw4hBFdcccV+P/bBim3bXdb3vpaXvH/5G5iioJOuxwWlB9msQc6z8ESENs8gq2xaHAvXieJ0aIvBdNKiuqaEjG+ASAGCPC7tvokgiY9Lh1QII0abn8UUZbTmm2lry9LY7FGf2UJbvpkBsSRC2GBYlMZzDO4zF1MIEpZNzvGIGzZJy6alI0dTew5bCVzHx815pEwbXNjW1E5HVmfnco6LqRQxYVARiWFhsLWljeb2LDEE/dIpSu0IjS1ZPGUTtaOIXI6YIcjmXDpyjp59lIAviAqTuKXFgN7Z3MjWpq5OZ+8X2RBCcMghhzBu3DjWrFnDypUrP/RvwM403dPpNEOHDv1Qz9sb6BXBt7y8nClTpjB8+HAqKyuLP+b7chEeXTGKlJXUjVaGjVAmOd+j3XVwA4s+D/CU9sK1hDaotwyLiLAxhIEXuA3hgy+hw3PJe4VgrE0N7EB/2QjchWzDDNLGEgLLwLynU8/6bygGRcswiZgGltC1Z6Qi15GnqamJrdt0Ddx1XCIRXWMpS6VJJ5JEI1Es0yRqWSRKUkTtKNLzyOXzQdra1ykjBIZhYBsF2Um988ZXeMF74EtFc2s7c/6588aq9w/aV1ZWMmnSJBobG1m8eDGO43zoz8r3/U4asj0hsDFv3jxuvvlmxo4du1+PezDTE9rOUkreamjQAjW+gZISz9Xa7pZhYQC+52MbBvgKyzTJoegwIpRV1FIWTyEQmIZFxvfI+yVYRFFC0er5INJ40qMpl6OjzWdT02baMoqc8rDjJuWlg0mlqihLVpEwLVTQSFmR2EwsvhCkwJC6H6S1PU/SsKmIRknaNrXJJDHLwhQGNckS+iaTRIUBjsSWAsfxqc904PuKdCRCdUkJhoRM3sfJeSSjEWpSCSxDkPcFViRKLtNGwtQTEy2ZHJ7rEzEMYpaF8hQdWQflK+b8a8VO38udfYbl5eVMnjyZTCbDwoULd2ua8O94f/A9mLqde0Xw3RX7chEKIfhU32OxDRtTaHUrU9jEjCimYZP3fXKeh+8ppA9ZzyPvaRENEbgFmcIgYkSKX44IFrZh4UpJ1vO0vrJUOK4XpHh1I1MkqOfqgCewMDEEuJ6P5/tIX+L6vv7n+GSzWTJNLbQ0NpHPZjFNg4pUmvLySkriJcSiUSJWhMamJvKOA4UjCQPL0LtdIQzy2TxeRx4F+NJH+j6+GxxTykAxS2CZOuibQndgG8Jg/psb2b6Lq9/3z/oVZgEjkQjz5s2jtbX1Q31WO7v6TSQSH+o594a2tjY++9nPcssttxTLISH7jn257h9Y9DodjoPhaT155RpFoRrpSmRO6zF7WW3jJ10fWxgM7ldBIhWjRRpkvTgorZHuImlyBV4+Si7Xwcam7dQ3OOTyWRzDJpWoJVYaJx4vxYyk6fAb8DDAKGFgsg+uH8FT2tK0b9VSpNpAzLJozzqko1Fs0yDr+mxvbae5NYvyFC2tWbY0ZujIOoC2X3TbO0iYWqnK9Xxa2/NIz8f0JXHDxPW84AIfoobe1cYiUVLJFO2tbXi5PCWW1oj3PInn+gggYdtYhsmaTY2s3tTQ6b3c2dovEIvFqKurI5FIMG/ePJqbmz/Q57WztX+wdDv3iuDbU+4mw1P96RurIucHM7HKCOq/urYbMyKBP69CBoFJAVnfI+d5uJ7UWRqp67BG0GBlEYiwG2bgXqSlH31fkfO890QxlG6Y0g1ZFnawM3byDm1t7TTWN9DU2EhHNo9p2pSWlpNMpUnESojYEWzTJGJFsE2b0nQpiXic1uYMmUw7rZkMDfWNbAs6xEviJaRSKfJOnlymXY88CQND6PEn5YMK6sie6+F7gYuEEBhCYCj4xzPLuryHu7r6tSyLUaNGMWDAABYtWsTmzZs/8OfU064m3/jGN5g+fTof//jH99sxP0q8X2Ky4Oe7J3aWe8uTy99CqzALhBusaFfh5QSub5FXFllX4BKhtcMk70cZ0LeGRDyqx/mExFGS5rwglzVpa22jqbmJTZkWHDdOPFpCvCJNInkI0biNZ9oIEcPFwFM5TLMPeemT93MYhiRlx/Glha9MDAP6DvgXys+SMC2EhEyHQ7Y9T2UkRqltE7cs+qRT1CQSGL6esChLlJLzFNsaGpE5B5XNk29vp6mxBXxFMhYjl/fI5zzd3WzZ4Cna2hwsw6K6ohJDSlpaWnEdD4HCEoKYYSEQeJ5PPu9x91NLdMYu4N/JS5qmyYgRIxg8eDCLFy9mw4YNe/2Z9pSV6I033sjYsWNJp9Ok02mmTJnCY4891q3H6PGGq92xr4MvwNn9p/CrN+eglAjmdD0I0swGepzHFCYWAonQc7tB85QQBlnPxZC6mUkpiaRgdG9oWciim5FACElE6S9S3vcQUgtlONInl8uhHB/fdTEMk6gdIZEq1V+8wPS+oPWM0FenUo/wIzBw8g7K8zENgZvNYhomyXgcO1WmG6h8HehTqSQtrW049Y2Ul5XpuWAFlikQSo8hGUE9zPd9hBQg9LHXbm7k1dfXcdTo92ZrdyeuLoRg0KBBxXngDzoL2JN2gvfccw8LFy5k3rx5++V4HzUKM9s7Uvisfd/v1m7nto4s7zQ2Y9gC5Qqk7SMdgTINDFtpEwWpMC2B9H0iEYNBAyvwbIOmrE+JAbgGOb+DbLuPHTGI2XFq0qUIy0UoiTKSmEaOnHKJUYZHM4oYJnlsymj3Gomb5SAsfOUyKFVBpmkDnjJQmETtPLHq58lt+gSZjjwxQxCJx/Bd3SvS1t6BkpCORYnaEfB98jmHCALXVzRnMiSiMZKxEnKeIh6PUhKxcV2P5rYsHcIhZphETZOopb3CURCNJfDdNnJtbcTNUnyltQRsIfB9iWUKOnIOdz65kC+cOgnY/c53x893wIABJJNJXn/9dVpbWxk+fPgeK2P11IX3gAED+NnPflYUEfrLX/7CmWeeyaJFixg1alS3HKNX7Hyh+wTW95Y+sTLGlw7VClJB4DGF7mBu91w6PE8rWCHwpR7VMQJPIUOYxI0IEdMMUrl6JEgoQd7xyXoejhcIYChtH6glIgV4Pm42R0tzM02NTci8S8S2SaRSlCRT2HYEEchamsLAMi0ipkXEsjCFiVQ+Xj5PS3Mr27Y30NHWDoZBPJGgJJlCKoXrelimgWWY2KaBbZlYhkVFqhTLNGlsaMLJu/hS4rtS6+kq/aUwg9El2wrq1YGC1mP/fINs7j1vzz1xNqmsrGTy5Mk0Nzd/oDpwT6We1q9fz+WXX86dd94ZjjXtA3a1ayoE3O5e+3f+c6HeuXkKiQcu2qIThfIk+ArhG6icJGqaDOhfhuvnaWlppqG5gU3NzTR5BogkleVVlJWWUVKSICNN8OMYwsSRHlnPwiBCVuWAUhyVQ1GCg0fEqMVVkJNZfKJYZpKEWUFLvoScF0Mqk2SqHpJLiRoGcTOC40g68h4dWZeEEUF4km31zWzZWs/2+kZyuTwldoSyZCm2GSOfdYiZJuUlcdrbHfI53cVtC4NoMGIoFEhPoaTC9yS2EFRXlFMSi9PQ0KjdkiwzGKc0dKZMwqq123ns5ZXA3rkalZWVMXnyZDo6Oli4cCG5XG6P/q6n1v4ZZ5zBaaedxrBhwxg2bBg/+clPSCaTvPLKK912jF6x8+2ptHOBswdMZnnrJnK+jwgaqQgMDoRl4vg+HZ6DUCaW0EHYCZqRLAicgxSmqVWUtfCGruVKKcm5PvgK6bjkcg6Oq9M9cTtKoiRBxIoUhS4KXcaer9Wx7GC8KO+7eI6H9HzdwCCV3h3HSqhIRzAMA+kHus9SYiRStGdaaXKaSJRoVaCIpdNIpmlQmk6Tbe+grbWVZDJFzI5qYQ9Pams0FRhMKC3SYSidfvY9yUNzl3PuJ8cDe74AC7OAb7zxRlEXOp1O79Hn01NXvwsWLGDbtm3FzvvCubzwwgv84Q9/IJ/P71NDiY8CO9v5Fn4Punvtv7jiHa1nLkE4BkR08BE5gTQNXGHg4mJZJomSKA0NWUrjJomSGFayhKhtkMm04hkmGS9KuQmKdoRQtClFTMaJGzk8HNp8i6Sp53/jZgXtsp6EWU6bnyFmRlFK4MoWDo0dz9i+JzDjsX/gmA6pWJYhletI1b5Dpq0/+Ww5uZxDRIHyPLLt7diGQSIeR2GQ8yS2aRCNRohaepJhS2MrDY0tJEtKiJkWUUvryMuIThlLT+J5PhHbQiqFIcC29LxzPB5HIGhvawOpiMdjGAYYQjeHCtPkhQVrcByfoZVqr7JY0WiUuro63nrrLebNm1eUAN4dvu93Eu7piWZL3/f5+9//Tnt7O1OmTOm25+01wXdf+XruCSVWlOOrR/LE5teDGi2B8bzWabYxsU0LlA6KvtIdwQaCvC/xpY+QELFslNJGBShwPQ8nlyeXyyN9iWXamLZFWSyGbUWCcSMVqFcVdrmiKIJhKh1o83kH13H0OVk2JbESYpGInpTwAfSIgK47g2GYmLZBrKyc1tYMbZlW0skUnusG+tMK3wfLjpBKWrRl2lAxn5J4AlNKbcSgQAVd1koqpNLNY0hYsnITR48bzMC+ZXt19WuaJqNGjSo6lgwfPnyPNGF7Ku180kknsWxZ5zr3RRddxIgRI7jqqqvCwLuP2BeTDm9v2kZ9exYRMTA9BbZAOlKL3pgKKT0QPoYFNX2SJJNRLNvCsBRZIUkoMJREoZDKRwlFi6uIGnHStsRVWfLSxZUWpbaJT46Mr0iaMdq8LCVGBU3ONpJGKR1uB1J1cGz5VZRGBmIYBhcNm8gNK14hI0pYufUwquLbKOuzgPr544li4ZkWlmWRTKTwFTptbNuUKmjPumytz1CZKqEkGqFfRSnKl3S0t+H6DhHLxhQgfW0C4/l+oGCllfJEQRM++JeIx7BNi0xrC9L3SSUTIAwMS+sBGJbBvJXrWSZczj5+5F59DoZhMHz4cFKpFEuWLGHIkCEccsghu9yA9WS/x7Jly5gyZQq5XI5kMskDDzzAEUfsXO3rg9Argu+u2F/BF+ATtUfw9OY36PBzGMpCCYUvPZQAQ5nFgCowiBgWSkikLMzO6pnerOOSdxxk3sF1gs7CaJRkPEHEjgSiGDrtLKW2ADQM7fPr+BILgeN6dGTzOI6LIRUR2yZiR0iXJLFMU7sWBbVo39em2UopHN/HEiZS6k5mI1DVKk2l6ejoINPaSjqZxrZNXcc2wFQWUkkSJQk6Mm04OZdUIrHDcUAEi1P5CoSWs1RS8o/HFvHti07Ya0PtgmPJjjWgww8/fLfPsbPUU1VV16H/7iaVSjF69OhOtyUSCSorK7vcHvLB2F3quTvX/l1PL9bKcp6Hbwq8rIc0FNIMZtptsGyLQUMriZRomz/TUMVZd08pMi44boykJYLbFY5S1OcVZZEEhpFDKpemvKTMLsFVbTT5HikzQsZ1iJvltMksUUPwscprqIgOKp7fOaPGcP8by9mYaca1ffK5FPm4IDlkHWXNk1AKMu15fFcSs2zasy4dHS7JeIRkxCZaVqobOX2F70ryjkcqkWJ7YwvtLS0kEiliwe42aul+FOn7CL2sEYYW8pFKe/xatkV5RQXNzU00tzSTTqexLBtEUKtUBltbOvjrM8s5y49w1Ki901jv168fyWSyaFE6YsSInV7M9mS38/Dhw1m8eDHNzc3cd999fOELX+D555/vtgD8ka/5FrAMk/MGTSZmRPVYji/x0B3QEkGH59Dm5PGD89Sz47pWlG3voKW5ibbGZsi7RKwoiWSKdLqUZEkCw7LIeb52TRLaIYkgjasUeDkHt72D5oYmWlvbgg7GJGVlFcQTSSIRLeHouH5gG6iC9LSBGeg1Rw3tNywVWi9aguNoh5J4LE4kEqOxqZlsNqtVrQRYpoltWcRjMdKlZSB9Mq2649EPTCFc18dxPVAFMwd93JaWLC++tmavg2+BiooKJk+eTEtLC4sWLdptHbinOh5Deo7uXPu5XI7X3lyDl3fxsj5+u6ubHYUggknUNzEdi/59azFUDOFY2DJGVOjskqf84J/EVdDgQNaNYKoIBlr9KuP6tDsmpm+DUDQ5DobS43DtPhiGjYONacQZlT6X8shA2tvbeffdd1mwYAFz587lU8lyjLzA9EsQJGmX1XREDbKRrbS3O0SESYll47s+NnoWV7p6LMj3fLIdLkiJgSIVi2AaBn0qy7AMg/a2FnzfwyQoIwmBbduYlhlcZQf9LkYQXQ3deFZeUY4djdDa2oLr614PFZiwSKVwPMWcF5dz85xXaGnL7tXnkk6nmTx5Mvl8ngULFpDNdv37nmy2jEQiHHbYYUyaNInrrruOcePGcf3113fb84c73x04svJQnt68ig3tzcRMW3f8orv9TCwipoHjuWTyeRzHIbd1O4YwsW0bOxonnYhgGGawwwVDaY9OJRTRwJrP9SSe6+K7Lp7r6U7FSIS4HaGsrEwP+gvdEKGknjXUOtASw9AjP64TKD4VArnU2s4Gumys5SvBFCrYtUri8TgRw6SlJYMb80jG40W5SsswsE2T0nQZHe3ttGcy+kpXmCg9b4TvKZ26UkrXloG5L6/i058YgmV+sGu4Qh145cqVxRpQaWlpl8f15AJ8P3Pnzu2R4x7M7OzC2zCMD7z2VaDqVl9fz/bt23l23lt0dEjMuJ5hxxJ4hgRXgmXgm5IBh1YRj9soQ+L4ChcP0weESTJqEzF8fBw9+y7AU4IWVxAXUSKmg4+HMqDJFZTbSXyjnRbfpcxO46g2PGXjqQwVqj/u+jJeqn+JfD5PeXk51dXVjBw5kpKSEt595hmeWL8aZVjkhUB5aURiO+mWNBFhYWIQj1l4nqStQ4tXlCVMIhEbA0XEsMD3MAPjFcs0KS8toyPbQUtrM6WpNLFYFGEYwYWz1gMA0G2luocFJVBCoYRBqlRnzxpbmilNpohGI4HMLYHlqGD9thau//tLzDxhDEccunMp2p0RiUQYP348q1evZt68eYwaNYrKysri/T09ZrgjSqkPJRjyfnpF8O3pmu+OnD9oIr9Y8UwxnaukQvkSN+eQybu4rodAdw2WpFN4AkxEsT6c93yEUkQNS3uSSYVQAs91cPIuTj6vla/sCNFIjFRJSqteKRWoXvmYEARw3YkphBEEV62GI0ylPYaltiM0dCkWx5M6laELtnqHq58B2xBEYnFswyLT2kqbL0mUJLWQgK90oFcQi8bo8BXNjc2kk1otywSkqZ8PX2EY+vzyOY+nX1jDaSd9cKm3gibs+vXrWbRoEcOGDaNfv36dHuP7fienlJ4MviHdS3c1W+bz+WKwbWjQYhAF398Nz6wlFrFQAnwfJBJLCqRl4CMZMKSKeImNr6d/dYAWCqXNRsm4HngQERZCGkjp40ofE58MClMalNtJEB1gSlqlT8pKIkQ7Dfl24sok47Vi5gX9MkORFZLhw4dTUVHRJdV69QknsOjOTWx3ciBt8rakTRhQtpFky2Faqtb3MQSk41Et4OMrbbqS87F5z0AFUbBs1Be6pmWSybTiS0kimdDvsfIxTP2alFBoo9JCeQltc4YilizBtAxamlsp8UtIJBJIoS/NdR0cOvIO9zyzmGPHHsopRw7b48/OMAyGDRtGOp3m9ddfZ9CgQQwaNEh7oO8QfJVS+23tX3PNNZx66qkccsghZDIZ7rnnHubOncvjjz/ebcfoFcEX9Bu7M1Pt7pAn3BuGpKoYUlLF0voNdOQcZN7FEhamZWNFIpQkkuApWlszKKlIRKMIpXegnpJEAGGY5F0t5+jnXXzXwzIs7EiEZDKtm6UCpyIDncaxfIVhmqAUricD8Q0txOFJD1Pp3anehQvdAIFPxDCDLmlJJEj/6sYovTt1fC9QrgqCuaF3uK2trbRnWilNpgLpRj1WIJRBMp7AMUxaWjOUxFxidlxf5Qp01zMGlqGQKDZuzrB+QyvD9nytdWHHOnBhHnjHOnCYdv7o8e9qvkopWlpa2L59O9u3b6e1tZV0Ok11dTWDBw8uWo2ueXcLm7ZnEDaBYAwIH3yhGyUHDa0lHY+jWxpUsaHKFfrYRpCxEkGAyfk2fiDVaEU8wEcIRavvE5ER0hHIem1s6+jAdD2U0UHGElREEgytGcFJY0/5t8IUPzjxRL776BPkfYVSNlkFMuKRiDRSma/Us7kocq6H6/hEg9+FkoiNVBR/BwxEcXdrCIjGogijlJZMK670SJemMaxgusPS2TItnKHrS8rUjZdeMCppxyKUVlTQ2tKM57koYegasNC7X1No84kXFq2hJZPlnBPH7pUuf58+fUgkEsU68MiRIzut/Ww2i1JqvwTfrVu3cuGFF7J582ZKS0sZO3Ysjz/+OJ/4xCe67Ri9JvjujP218y1cURWunIc05ljoO8RNGzMVxxe6QcFUeuZVmhBNlNDalkEoiMXiKCnB8/UoUd7B8yVRO0I8VoJI6KtuS2kzg7zrBeIdgemCVBjKQIhCQ1cQlNHG9hFhghDkHU+rTQlwfRfp6ZRxIc0sgtSzIQTCLFgR6u5rKSXS0w4tKEiUJOloy9DQ1ERpqpSoZQW1YAMsgSViRC2bTEsG5UrSiSRS6joP0sdHYSiF9CX/fHk9J0ytw/yA6ecCFRUVTJo0qYs3aG9KO4d0L3uT9XIcp7hG6+u1zV1lZSWDBg2iqqpqpz6yf/nHKxi6cItvBHOtNghHMXhoLTErSj4vUabC04VghAFSGBiWwrIVruHiCYkhFJF4FEf4rGtspiyZoCYZxVdZXM8l6zrUN+dIGQorpjBiUcpiZSgjC8LghNoz9igYjT+kPzNHHsHdy5ahJ6MsHARbE40k80liKoLnSpSvSMWi+qJcSQxTG8MoKUHotLFliGBqQaf2o7EYFVGblpYmmjMtpErTGGZgMiFAGXq3KSXYEW0qI31dD5ZKYVkG5RUVZJpb8F0XPxINClP64hwFEsXCtzbhS8kFn5iwV9+HVCrFpEmTWL58OQsWLOhkKdjW1lZ8zL7m1ltv3efH6BXBtyfSzp7n0djYWLxydhyHiooKqqqqGDZsGO1bV/HStrUEm0g9s6sEru/hAxE7glli0NiSQWTawfOJmLozOZ5IErMjmIapu4QDG0BdO9VdyYapd6g519PCG0h8H1wpi2YMBCNIhZBmWCaGMpBKp4gty0D64LoeRnDlmXd1Isg2TUSxlKbl4rDNYDQJDEuQTqVpb+uguamJ0mQa04xgCr3rlr5W9kqn07S1ZmhpaaE0ncIydCc4PiD0D0B7W56nnlnBJ0/+8B3A768DjxkzJgy+Bzm7qvl6nkdzc3Mx2La0tBR3t3V1df/WarSlpZ2Vq7ZiWArfAMNV+LbCcqDfsFqiyWgwWi+1gI4JUvp6p2focTxfCYSwKImamLbEwyGSSGBm9fcwnxVI6VEWAyuqA4NtWSQMA2Hk6FAeCRIcnjiUiLHnJvOXHH80KzdsZ0HTVp1ZQ5E3bTalt3DI9gGYQhGP6P4Q6fq6tyPwAw+SzhjBpkEjdLMnWhKyrKyCpkwzjY3NlJamMU0Dw9CPN2wL5el0duFvdUA3EMFvWWlZKdu319PR3oZlmnp9Cv0rp1U4FctWb8W2ljFz2pg9ft2g68Djxo3j7bffZv369bS2tpJMJmlra8O27U5zvwcyvSL47grTNLXqUjfR0dHBtm3bqK+vp7GxkWg0SmVlJcOGDSumqQruOWcPHM2r9RvJ+74OXIH4upCg8g7teRfH9bS6la+IxOJEYyW6gUkYKCnIuQ4IXQ+20DVkU+jnF0GK3TS12YLytVykLQRCKvLKA6l0vZX3lK4AfSUfOB8ZhkJXnbX4h2kKDGkE9WOBhb4Sdf0gqOtrAW28YJikk0nilk1rJkMqniASi+kxqMA8AgnJRIKOtg7qtzdRUVaqjRooKGHprumFi9YzeeKhVFZ+eMOD93uD2rYdpp0/IhR2t62trWzbto21a9dSWVnJwIEDd7m73RU33/IsvuvruX0l8G2F6UC/EbXYiQgSpe0zhdKyrNJHmvqittABLIOWw1bHw+twUX4ekxzS9DAtgStdkokERixGzIKY5eJKhzbpkySOYeRo812mlE3d6/fiZ+d8ki/9+R9szLWBsnEj0Gx7pFLN1GYrMRDaQQ099oTSu3YBCCNwOVW8tyUVemcshEIJKCstI9PWTmNzE2XpUmzbCiYaFIZhBpkyHYAVApNAxz7ojBbCJBqzaWlpIZFIEI/GtWaBoQM9Chau3EgyHuGTRw/fq9duGAZDhgxh/fr1vPXWW+Tz+YPuorvXB98P4wcppey0u81ms5SXl1NZWcmQIUM6eQUbhlH8B2BhcfqAEdy35nUyuSxZx0W6PqaCqB0lFouRTke1OIYraWxpQcgc6aQOCo6vr0aNIIDllHYrsgNrwYI7klVoqxIGZiCSIaXCQGGYOqBq1SkBQuL6QW1cCSzDQPn6hwP0yJFhaC1m0zcRFiipFW0sQ/sD+1IWazS+pxBKEYlESScFmUwr0vdJxBI6FRUYKyhfkognsMjS3NhMoiRBLBJFKopWiG7e5YH7F/CVi4//kJ+6puANmkwmWbRoEZs2baKqqgohxEG3CD/KCCHIZDLFdHJhd2tZFjU1NYwdO/YDjbI1NbaxdOk6hKElJB0pMXxB35G1mDETm0BkAwUm+AJM0yAWNREm+Ciyfp68l8fzXDzfwTQNolEbM5ombluk4wae105LezOGAQibrCeojJaQV+20K5e4jDIoUUXCKtnr1xCxbX53welc+tc51OezCGXiS9gcbaMsnybm2yDBNChaE0qCTEIwxlhovpRGIKOpdDezFs2RlJSUYFkmzS0tJBMJ4rEYIFBKIkwDQ4Hn6fEliY8wzGDWSB8nYkWIpG3aWtuQrkcykdRNqgSaBgqen7+G8mS8kyb8nlDIeo4fP57ly5fz5JNPUlKy9+9jb6VXBN/ulJfMZrOduh4tyyoG27KysuIOqrDDLex2C+xY/y3f3kxbUws5tHpVLJVAGIZWpiqMIJkmUkAqVUp7SwuZ1gypZJKI0JJuCqGDLgLDMpG+JO/6GEpotRmp9BgRgohp4AdffDMwaAAD29KGB8oHy9BNEL6vcFztO6qkVtMSSs8cFtLchtKPNQ39TMI0kEHTlE4r6/fd83xMw6QsWUpzcwtOh0tZaVoP3wdqQ0KBnUgQsWzaMhkMqYhHY8Hu10B6ko0bGlmyeB3jxu/dItsd5eXlRCIRcrkcCxcuZMiQIfut6SJk/7Bu3TqklBxyyCHU1dURjUZ588038TzvAwVegJuuf5x83kfaBr5QRG2DPsP7YMdtpC/x8xJliWD9KixT4Amf9mwet83B9Vw8XGLxCMmSGDIRR1hCX9waPlIoWvIeCpuSWCX5tgYEPvF4jEbPI2XEQeXoUD4fKz/2A783FekUv7tgOt/660M0ZB2UssgLn3cTDYzM9AEzsDgNdrYCUKahg2+QYlZomVidDAvKSkFdGKWIRqOYhklra2tRYtIUJipQ9DKKvzl+cU5YSp0TMALt+NKyMlqbW2jKN+nfWUMLekippzUenLuc0mSMEYNr9vi1F377C/PAV111Fdu2bWPFihXdqjTVU/SK4Lsr9iTtLKUs1oW2b99Oe3s7paWlxVRVSUnJLne3BXzfL+6QGxoacByHyspK+vXrx7cH1HLbmqXaas/X0pO2qefgHN+jI+/qgXXDIJFO09zcitPSQnmqVC9UqYJ6rL46FcLAsi2E1F9MhdLG3QIc1y9qOytAeg6GYepUdKGOEyw0yxBBp7NuyrILncGuzhToWUSFCmZyC56lBcUeLUMZpJbRmtZKSCrKymnPtNLY0Ew6lcS2LFzPey+gC4NUMk1Hpg3f8bTIQGDaoKTk6SeWM/KIfkQi3ffVklIycuRINm7cyA033ADsn6aLkP3DqFGjihfDBSzL2uuZSin1bm754ndYunAdKqLTx6l0jJqRtZgRE9dVYBpBU5XCV5J83iHnObi+i7DAikWIxmOURJJa+UkoIr4gZhso08cFhKHTrzq4mRixcrKZVoTMEiuJ0u77xIlRGrHpH9/zgLMz+lSUc8Pnz+Syvz7I9lwehElzxGFztJXaXCkYxQ0uqtBaJRUYBr7SA1SmIZA79J4IBF5gCSg8hWVYlJaW0tragud4+uJWEdSBZTG9XSgii+D/F+r1hjBIp0vpaG+npbmZVDJd/Ex1SQ3ufGQBX505hUNqy/bodRd6PUQgCHLFFVdwzTXXcNlll/H0009/qPe0N9Crgu/ORo12lnbecaavvr4eIUSx67GsrKzoirJjDff9ATebzRb/vqmpiWg0SlVVFSNHjqS8vLy4Qx4APLt1HWtaG/WXIDAZ8JUiKkyErZ/X87Rvb2kqTUcmQ1NTM/FEQnc0Y4Chd/E6EKuifrJl6B2qUgrDEpiBdKQW1QjSPr5uCDGF1nz2PR9DmCihA7sReO4KBaYlghED3ZksDD3S5LrablBK3UiiK8lGcSmaSgbnY1JWWkZbJkN7JkNpKo1laO9f3y2MOQlKShK0t2ZQUqe0PcPCEoJsJs+jcxZz1jmTuu174fs+tm0zcuTI4g/ybbfdxle/+tVuO0ZIz/Bhmi0Lnr9SyuJjHcfh5use0eUYBX36l1PSvzRYAwplg+t7OG4ez3fxfB8joo0UrFQC1wSsQFbVCFK5Qpdr2nJaktIyDOJRA2W6uHh6/VgmRjJNc1srFdLFTph0+D7Hp8d3y/tUU17KzRd9mm/99WHWt7fgK5MNkTYqI0kivh4k1Nfn79Vo9bV/YV9sQKGxTClM09C/EVLvmB1fv65kslRffDc1U15aiuv5CHjv4t6TuEq/Znzt1FYcZTQMkokE2Y4sLS0tpJJJLMsKNh0Kz5P86YFX+eZ5x1Jd/u8zV+9vtMzlcowYMYJHHnmkW97TnqZXBd/3U1iAO870FZoxUqkUlZWVjBs3jkQi0WV3W/j/BQo75Pr6euoDg/ny8nKqqqoYPnx4px3y+/ncsHH816vPYKLHgVzfhyAtLAqNVBjYph7xiZRqQ4Ncpo2y0jI9Axx0NSuh07x6EQgipokMpBuNQEhDAhFTS0QWWvftYJzIcyVKCt2Z6UvcYO7X3EFZSwQKWWawIAWiOEqEIkhD6aYsbfhg4HlKC2jokjGxWAITU+u6lqSJRiI65W3YxTGpaFkZjQ2N5DqyRAwLT+gJxOVLNnLUMUPp27/8Q38HCj+whSvgc889lz//+c88+OCDXHTRRQdN52NIZ3YVfAvfBz0OIzt1ShuGwe+/dz9NTTnStSlqhvWBhI3vSDpwyUoXX+VxfIUdjxKJRylJRDAielRHOhAxdYMkpiKnfFwlg85CgnlZvRPOuQp8k5hlYtsKXzhIAYlUiob2VsqVoiQV4ZiK7kuPplNJbr1kJt+961EWNmwkrwxWRZoY6VVhBBf0qjBLKJRW15MKJQSWVPqXRSo84WMZJhHDxENqF7bASc02TeKJFPlsB42NzaSSSeLRKMEPB0KApXRKWgi9mzalQspAB0AYpJJJTGGSac1QEo8TjcX0b5khcHIeN/3tZb5x/jFUlO6+OfP9wTeTyZBKpfaq6a430yuCb+Hqd8eF5LouDQ0N+L7Pc889h5SymAo+4ogjij+6O9Zt37+7zefzNDQ0sH37dhobGzEMg6qqKoYOHUplZeUeG3X3T6SZUNmXBds2kZceQhlEDO3560jdcGQHXcwqMLwvT6XpaGuntbmZdKqMqGXrVI/vo9A7TEMJXM9HSt0hjRBaYAPdTGUKvVMtJoqETnmbltAi8cLQNobKwPM9hNQ1KdfzUPK9HbbuKTECxS1Z3C0Lw9CNVX5Q1wmUq2SglBWLRBE+tLQ0URJNEItGsUwT6Xk4OQc3n0OgiEaitGd0E5Rl2yhf8uDfFnDJFSft1ZD9zij8ABcWYXt7OxUVFQfN1W/IzikE30Lma8dgW0x1BmteCC0m8fsr7+Ldt7cw5Ij+mOkY7fk8Tq6NLB5GVIvcxONpRDyCMkFaoAy9GzSCVLSvJDlHe/0qIB6zsWyBa/jkpAeG1I1M6B1kuwdIhWWYpKIWhgVlqVJa21opbbWxVPfK51uWxf9+/lP8bPbTPLbmLVpElq1WO338EjACsSKhR4P0ofUOGJTOsKE7lh3HI2KbWOjXbRgGntJ/ZwmDaCpNW6aNjrYMBnq0UqGQnk8ulyefyxc3HehMPjpNoN+fWCyCZZq0trTi+x6JkiRIvQPO5Vxm3fMyF888mtrKXe+Ae9JUYX/QK4Iv6C9NJpMpBsvm5uZiZ9uIESM6zfTtanerlKK1tbW4uy2o3hRk5tLp9AcOBheNnMBbTY04vk7POr6P7/sIDOygszCbd5Ho7krDsoiWlOBLRUtzM+XpMizL1kNBht4hymCm1zRF0DSlryYLqeecr60KLUMPuKvACUkHVPVe0ljo+q8RPA9CYAWScb4ndfpJKD0PiMBE4sv3qj8EhuIi6IQ0bUEgSk1JPKYXUXMLTjYHSuF5PjHbJmLHKImZCMBFS88lS+LEozEat7fy6j/f4ujjP4T0FV2Db9jpfPAjg1qk53k4joOUksXPrqCyXzmVfcuIp2IYhklrfRvb1tXz7qpNvP7qW7R2eJQPKKU9207ebScSj2GlYlTF0yjTwI8KpCWQQqEM3ZCkEJimwA/qmsIUwTggeELiuD55T8vNRWwTO2aiTImDF7h86V0mKNocsIVFLGKiUimOcGuZP38+dXV13Z6h+d5ZH6f0iSh/f+MNNsRbKLNixGQwKiRABTO3CN0TgmHoi22ha8C+hHzex7KCKnFQApPK1Jkw5ZNOpXDyEVpaWrEsLWspfe0jnk6niJg6fPi+tmY0hRlMNgmUEtiWRVlZKZnWNlpbW0il0zpfqCCbc/jj317is6dPYughlTt9jWHw3U9kMhlee+01KioqqKmpYfjw4UQiEV577TUaGhqKOqjv3916nkdDQ0Mx4Eopqaio4JBDDqGysrLbUhSpSJSTBgzhiXdXI5XCFkYxletLXROyDTOYvZNk8w5CCeKxOIYw2dbQQCqVpiQS1dKMkk7+vQqlla2E7l5WUunUs6G/3J4XeP5KheN7KJQO8oW0tzACq0GdQhJKX8EahRqwr2f39Kye1FrO4r0asCn0lbHn+diWbuRyc3ncvIPrOhQuWUzDoLyyFCsQEBHBRQFWhGRC0JbJ4OZdEvE4cx9fztiJgyhJfPDPwPf9Ts04bW1tJBIffpY4pHdQ+FwLzVKF3W0kEqG9vZ2tW7fSt29fNry5hSf/8qLujQhmT6VSeL5H3vfwhIBIhGgqSTKVJF0ShaiFNEEqA9/QwSiCQCkD3/XxhQGGLvnYEQtpQR5fP2+QYzW1ZJzeKStFR4eu+2IoIlED2zBwlBOYEuj52XxOUZtIM3PsibyxfAXz5s2jrq6OeDzere/d1045jlg0zp1LFvF2tJlRZmXQ4xEIXSiKTVa+Upi+jzAMTBSGofAkeK6vVfd8l2jE1iU1Q9DekUP6HrlcDsPQfSamaVGWThEJpD8NQ+D7YKACkxb53i47OEfLsCgtS9PW2kZrUzPpdCmmaSGUwsl5/PXB+Zxw5FCmThraZWO0q7Tzvua6667j/vvvZ+XKlcTjcY455hh+/vOfM3z43s0q/zt6jaXgr3/9a+rr6xk5ciR9+/YlHo9j2zZ1dXU0NDSwZs2aYmr6/VZcb7/9NrZtM2bMGKZOncq4cePo169ft9cGTh8yTNc2fQXyPV1moQS2aRGxrKD5ySBm28QDlauIHSGZSNLRmsHJ5ck6HlnX0wIAUpF3PTzPL5RqdGexEEFw1a38CTtC1DIxEdimIGpYCGHoGTypxT9yeQ/H8/E8H9eTOMFzEgzOm0FjliW0HZllahvCiKXT3L4vcV2H5uYW6rfV05ZpAwTxWJKydBmVFeUIBK0tLUhfS1UaQv9txDaIRyNUlJXiey5tmTbcnMMj987/UO95T+k6X3fddUyePJlUKkVNTQ1nnXUWb7755j4/7kcNx3H43Oc+x7Jly/A8r7jrTafTjB07llWrVlFfX89pX5lGJGLi5vO0t7fT1NREQ0MDOcchEo1RXl5BRWUlpaVaYcoSAuFKrVduoEf9OiR+zsfL+UhPj+t5PkhX4eV83IwHbZK4NEmZkWI/hidlMOmgTUUswwjm5gU5RyLzBiVEKbGiBN4ElFopbNNizJgxVFRUMG/evKI8Yndy0QmTuPSoo+hwOljvZZDo4wsV6Gug176QgQ2q1PpXpjCJ2TaWYSBQoCStrRkyzS1s3VavGxuFQbq0jMryClLJNML3aW9rw/O8IFAamAYYpgiMKFQx6AsRCG0Ina1LJ5PEY3GamxtxXQeCBi0pfZ6f/zYL39jY5bX11Np//vnn+cY3vsErr7zCU089hed5nHzyybS3t3frcXrNzvfoo4/mc5/7HLFYjE996lPF2xOJBBMmTGD+/Pk0NTXhui6O4xStuI444ohuv6LcFZZhMPPwI/jr60vwlCTnaCENGxNb6BpwwfjAEEaxGStqWsRKLGKmTUtLK8lEgpJYXM/8Oloa0jIMfCnJebqD0BQETVQ6zW0U9JvRTQ264UsP4iulf2QsU2Bi4nsykLE0kEg8TwXBV+H5uoas9+gK35N4Th4n7+DmHSK2TTwSJZpIYpuWTikFjVieK0mWJMlmO2iobyCVSBKN2CgfDKMwUmVSmk7Tnmkj09rCqtcV77y5lUOH77nN2I70lLRkYQFOnjwZz/P4/ve/z8knn8yKFSvCnXc3Eo1GOeywwzjrrLN49NFHO+0uCut72bJllJaWUj02zebHt2BbJrFYnEgsih2LYNgRlKmzNdKTmBETz5OoqIUtwMtJfFuCrdcNBkHCWfc5eEHQMIygZ8KRSMfHNySRqIkdNfEtcIWPg6/Xm1KBCI2ONpm8D64iYdsYlmRa7eGADkIjRozAtm3mz5/PhAkTdmqb+WE45+ixpGM2//vCv0hgU27GkME0gyEEnkKrWgG+LxCGQimJdDxc1yWXy+sLfsMkWVKCMAxsO4LnecEuVxK1bSJlZWRaM7S2tFCaLgVTBIpYejddiPiu5+meFkM7vQkhEKZJSUkc0zTItGVIJBIMGVjLqMNqOXLMIGLRrqGop9LO73cuuu2226ipqWHBggUcf3z3iAhBLwq+n/70p7n99tv54he/yB133MHEiROLUnMFsYz29naqqqoYNWrUHjdLdTcf638Ij7y9ii2ZNp3WxQCp6PA9LS2JwDBNPCmRng5IdpBOidg25ek0ra2tGBJisRglEa1So5TCl4KoodPQvpS4jk7tWMIg77q6iUrppgv8YJ4XAj1XrcUsgqF4O2LrWT8JphF0Qnq6u9n3fTryDk42j5Q+MTuKaVmUlSX11b7v6wCvtMyksARCgmnpGnHESpE1LNozGWQ8TiwSBT+oLQVX2bFIjJyfpaG+kX/c9gL/8dOZRYeYvaGngu/+WoAhOsvgOA5nnHEGjz76KPF4vLj2W1paiEajtLS0MG3GsViZKOtXbgrsAWVQQ5R6Tt3Qu1k8qR3CHA9fmSjbCGZgdRAqNDR6QuJKFYhnGHhK6u5gQ08t2KZ2+splXfwgnRqJGNhRPT/sWwpHeTp1HaSp877ExmJ8Wf/i6xNCcNhhhxGJRFiwYAHjxo3r5FnbHZwyfiTpeISfPfEScWESs2yUrwOuGXj3KilxHYdcTqt2+QrisQgl8RJi0QjCNIpTF1JKorZuerOCkU/TMCkrLaW9rZ2W5hbdeRyxC8k1hDARQiID/flgKjEQ2hCkEjEOP7SGftUliFw9tTWljBgxuIutYoHe4uXb0tICaOOX7qTXBF+ASZMm8fGPf5xzzjmHWCzGww8/TG1tLUOHDiWZTNLR0cH8+fN55513OOywwz50J+0HQQjBRWMm8Lt5rxVnDCUQNQSm0DWQnKM9fe2gY9nxvOJoUcyySae0kpTr+pQmksUGKjsIvATKVEZE16l8T2IpE8MS+L7Cdd5Ts/KlIiclpoSIpQ0RUEFjlu6oAsB18uSzDl7BT9iySaeSROyIrgeDvmp1PN2IZShc30P5ulvSDLqmjaAxKx6LYVsGmeZWDKVIxBPF8QMtxWWRKCnBVIJN67cy+69zOfsL0/b6/e4tdoL7agGG6KzOjBkzeOqpp6irq2P06NHMmjWLvn37MmbMGGKxGNu2bWPZsmWc8MWjuffah3E7HHypU6quLxFIDENh2kH92PVREa2yZBsGllI4Od0YJCyBNHSHrmnrfZsUIEyha8daQwdfSnx0WtUyCztmvb59TwU5XUEkYmBGIIuLrySHJiqwjK4BZeDAgViWxeLFixk9ejS1tR8sG7Qrpgwfys+TCf7fnGfpg85cSU+Sy+fI5/M4ORdhCmJ2lFg0RjQawfcVpgGeDzYFbQADUfADN2xAK/npPhGDZDJFzsqSaW1BJZPE4nGEidarN7R0Z0ncpjwdp7YixaC+FQw9pJJ0MlY8V8dxWLZsGQsXLmTs2LE7LRH2hoYrpRRXXnklH/vYxxg9+sMbx+xIrwq+27dvJ5lM8pWvfIX/+7//w3EcDj300OL9iUSCSZMmMX/+fIQQDB3atUi/PxheUcnwigre2L5dmx8YBha6I9kUihLbwgSUFMGQuq4JG0rguLqhI5VM0t7WTpPnE4vFsYWlF7jUAb2QMtINJgaGLTAUGEKigtqv8hW+UkSEgTDBcXydXjYEruORzebxnTzS0wpWMTtCKlWKbZlFL2EUmMGogPT19lbHT4mB7qCWQWe3EaTW9X3aYrEklqCjPYOXd0glUoG2tFa9QoCZLCFqW7z27EoGjiinbvLeafX2BkejfbkAQzRvvPEG06ZNo3///qxcuZLq6mr6939v91hTU8OYMWNYtmwZ0781jdm/eBLLNnHzLsrQ60MaQYXTNoJ5dQV5qcUkLANMoSVWg12qMHXXr5f3EJ7WRbdMiRE1UabCEQbGDoFYglaTMgSWNrdGGuBKhZNXIAxSMZuP1Qza5evs168ftm2zbNkyXNdlwIAB3fo+Du9Xy/87axo/f+BZsg15DCWImBGikSipRDKQfaSoH2CaWibXEAJP6r4Q6SstMCJB4OtMgFRFWUnDNIhEIpjpFJlMhnjUYughfehXU8rgvhUc2r8CyxS4rquzgZbVZc1HIhEmTJjAm2++ybx58xg7dizpdLrTY3zf79Ql3hNr/5vf/CZLly7lxRdf7Pbn7lXB98gjj+T//u//UEoxadIkzj33XO677z6OPfY9bdREIsHEiRNZsGBBMQD3BBccMZqrn31WW/sJdMpKaRlHM9jJEkhRGkpfIPi+tvozMcEUmCmLlpYWlNdBJJXGcdz3Zn4N8PKBNJzQo1VeMY0siv69VmB4Xeh0cB2Xjmwez/WwDZNoJIoRtbFMgR3UkL28r39UlB4JMAVIX9sT6p1toDpkGKD0QL4WVJcoD4Rlgq/wpY9ta9vB1uZWmhobKU2loSj2oRetZVmUxEt45u+LMSOK0aNHY9v2Hr3POwu+/fr12wef6K7ZlwswRHPxxRcD+vP+8pe/zGmnncYTTzxBnz59io+pqalh9OjRLF++nDO/czKP3TCXtuYOook4wjYRlk71eI7egQploywTGci1CkN3/RZMB6QvEZaBaQh8JXUlRwiUI8EDgcSKGhAxELalPX8NSV75gdWoLDY2qaADu93xOapq99rm1dXVTJgwgcWLF+O6LoMHD/5QmwgpJS0tLWzbto3t27eTz+e5eMpInly1he1NDhFhB81XAukDqMD0JZC3NfXGQQS/UxSkJIUK/kfXxlESYQhSJVEG1pYzfFA1h1SV8NabKygrK+GIIw7vtFaFEDiOU/TkfX962TAMRowYwfr161m0aBHDhw/v9Hn3dNr5W9/6Fg8++CAvvPBCt18kQS8LvgWEEFx88cU4jsPMmTOZPXs2Rx11VPH+ZDLJxIkTizvgIUOG7PdzrE4kOHbAAF56dz0d0tUNT0IQESau0lfKBiKQZdMjQLpZ6j35x4hpUl1eTmtLK22BIYNp60vtTipaSunBfx8sA5AGfiDGge/hOi5OLo/yJdFIlJJYjFg6Gmg3g/CDvkcp8TEwbYWQ2i81+FnC8VwKDmRS6d2uZZoYKJ2aCtYiQkvJYWhxDwNQhkllWRmZTIaW5mbS6RSmYSJdX/+YSamdnVok697YTi43n3Hjxu2RQ0lPp5729QIM6YxpmvzpT3/iC1/4AtOnT+exxx6jpuY9beRCqnb58uWc94PpvHz/Et5auBaZlQjfRlgKZdsYhgmGQXlFgtKaFKUVJUTiNpiC9pxDYybLttZ2mjtyuiZpasEaDBHUftHjRT6Ql/iOj2+AMvVu0TQEZsTSjUwWuHg4QtI/kSa2B/0o5eXlTJo0iYULF+K6LocffvheBeDCiGVB9Q90UB82bBiVlZWYpkldHcxd9hZPz1uF56J7SwgMFQTaG1zqermQur9EKm0yUUg/Fy7qK9MlHHZINZNHHkL/ms4NY+WlR7J48WIWLFjA+PHji7tVw9A7ZNd1i0qF7+/VEUIwcOBAEokEy5cvp729nSFDhiCE6LGsl1KKb33rWzzwwAPMnTu3U/a1OxFqZ07WvQSlFL/5zW/48Y9/zEMPPURdXV2n+9va2pg/fz4DBw7skQCc8zy++8RT5F0/kGdTuK4HCiKGgWkYWkrS15fHUcvCDAIvge+vgYHv+WRaW0FCWWmpTokFaR4lVbGOa6BrvtlsDj/v4nkOSoJt2sQiNrFoDOlJCIK+IXSTlSGCIKl0M5QI5vIIajjK17O6+uJW4bu+nteTendQ0I6Wjq/HixAIqUeNRPEYelq5PdNOtqOD0sBUnOC16l2zJBK3+OSXx9PQWM/o0aP/bQ317bffxnVdRowYAcCMGTOYOXMml1xyyT79bN+/AA8//PB9eryQzriuy2c+8xlWrlzJI488QlVVVaf7t2zZwooVKxg3bhy2EeHNBWtpqW9HmQbpiiR9BlbQb1A1dmTnzTwFtjVlWLp6CyvXb+fd+mby0kcEMrEY2lpQCoUyBYYtwBR4SHyh+yKURWGeB9MSTD/sMM4YMmKPX2dHRwcLFiygoqKCkSNH7rYkk8/niwYyjY2NxGIxqqurqampKfqR74z6lgz3vbCcNZu26/q2VEEJS+s7E3R+65lgjQDKS0sYekglU0YfSt+q3e84fd9n+fLltLa2Mn78+E5BUkqJ53lFwZydpaFBX1gvXbqURCLBEUccwZIlS+jfv39xN9y3b1/mzZvHyJEjd3suH5avf/3r3HXXXcyZM6dT931paWm3Ttb06uAL+kfw5z//Ob/4xS945JFHGDduXKf7M5kMCxYsYNCgQfvsCmV3PP7Wah5ZuVqrv+jZ++L8r+NL8IMgKwSO5xeDmR3Isvm+vsqOmAYdbe24rks6qMuaFAKjLI4C5fMOpmEQi0SJ2HbQ4ayDo+vqYT7b0OklGYwVWUbgDuUrIpb5nugGuhNS+TJoptInXkxjB2IfRnCeepheIR39lTGETkOjZLCb90GC5zlkmltJJBIkSuIoz9dpKwlIn1FHHcr4jx/K22+/zeGHH96ptvd+Vq1ahRCiGPxOOeUUvvWtb3HBBRfsy491vy3AkF3jOA7nnHMO69at4+GHH6a8vLNW+ObNm3njjTe6rXs453gsWbOZNzZu5936Jho7svhCYVgGyhD4hm7YUqZuwlImeGgZRym0uPHPpp5ETcnejaLlcjkWLVpEPB5nzJgxxd1eQdOgEHALin01NTVUV1fv9cjb6k0NvLjkbdZtbSGf19MTSuoMmzAMopZJdXmSwX3LmXzEIXtkfrAjSinefvtt1q9fz9ixY7t8Ju/fAe8sALuuy+uvv47jOCilGDp0KNXV1UgpKSsrY/369fs8A7Wri5jbbruNL37xi913nN4efEF/qD/+8Y/53e9+x2OPPcaoUaM63V8IwIMHD2bw4MH79dykUvzgyedo6sgG0o169EjXgwJdVRWMQChFMJyE52nVqkInsVS6q7mjvR3puKSTKXJ5B8/1UL5P1LaxTFsH3R2aogSFDmkdKM1gthhPTzIawfNq1Zlg3KhocyjwAslJQykMIYo1ZaFfXDCQrz2JgxJQccxJefo1CUD6vnY5Efq1+Y5DJtOKbVgkEwkEKrgYUNiWwee+dyqRpMHKlSupra3lsMMO2+lifOONN4hGo8XMxrHHHstPfvITzjjjjH36ue6vBRiye/L5PJ/+9KfZtm0bDz30UJcZ2UIAHj9+fLd3orfnHTY0tLA1005LLk/O83CR+Ejy0ievfNodhyY3R2M+SyIa4X+nnfyBjuW6LosWLUIIwaGHHlpMKefzeSorK6murqaqqqpbhIOUUmxtaqOhpR3Pk8QiFtVlSSpKu8eoftOmTbzxxhsMGzaMQw45pNN9vu/vthEL9E559erVbNiwgcMOO4yBAweSyWTo378/TU3aL/hg4IAIvqC/MP/1X//Fn/70Jx577LFiGrJAa2srCxYsYMiQIQwatOtuw33B4o1buOmV+UUjhEJws8R70o4imJ8TgX2gDpRaC056aB1m18PNO2RzeTxfEbVM4nYMy7KDYXbdZSkUuK6PZRjYpvneDhXdPKV3mKoQlvWIgApkLIP6K0pLXApfq/b4nhZNNwNNWOlJDKHP0fP8oHHKDNLIBUk5ik0boqDOJVUgpaPwXY/mpmZMU5CIJ3W6WyqU51M9oIwv/8+n6ejoYMWKFUSjUcaMGdOlJvT666+TSqWKn+n48eP505/+xLRpez+2FHJgksvlOOOMM8hkMsyZM6dL082mTZtYuXLlPgnAe0omn2dLRzuHl+/98Qv1261bt7Jt2zaUUtTW1tKnT59i/fZAo6mpiSVLltC3b1+GDRvW6WJWSlnc2e6sEavA888/j1KKww/XjVzDhg3Ddd0e03jobnqNvOS/QwjBj3/8Yz7/+c9z+umn89Zbb3W6P51OM3HiRNasWcO77767X89tfP8+1JQk6Mg75F0vcA4Cx/VpyzrkA+ciqbQdoRfsHKVU5LJ5MplWmpua6WjT8mXpZJLyZBJ8qaXyTIuoZRK1dIpZ+gUdaXDyPk7e1S4mSpHLu2SzTpDOVniuTnXr48mi8LoQBqYAy9KzyJYpiEdt3Z0tBLZlYBlGYOYgsCxT6+F6Pkrq/3UdT9dyHB8n5yE9qdPvUhb/rrysDBRkWloAhWUZWJZJ09ZWlr6wikQiwdixYwGYP38+HR0dnd7bnu54DOl5YrEYs2fPJhaLMXPmzC4yf/369WP48OEsXryYpqamHjnHVDS6V4E3n8+zYcMGFi1axPPPP8/q1auJxWLU1dVRW1tb1DE+EAMv6IayI488koaGBhYvXqzLXgGFRizDMPB9v9N972fYsGGsWbOGF198kWg0etAEXjiAdr4FpJRcccUVPPDAAzz++ONd6rwtLS0sXLiQoUOHMnDg7lv+u5N3G5v59dyXA9cf7bMrgjqqJQw838dztRGB77j4nks+52CYJiWRKPFoDMu03ts1Gwa5bI5MSyupVCnxoINQFSwBVbDLDmrKSik81wMMLKF3rn7QbGUZOt3s+1LvxoV2PxJKz+MqPTehO5oRKN/XjkmKQAs2sEoM7N2Q6DpukPpWniw2cUnPQxgCQ2rpSsPQqelMSyuu61CaSmEF3ryxmM03/vezWBHdeb1mzRq2bdvGmDFjivW9hQsX0rdvX/r27QtAnz59WLBgQZfMR8jBTyaT4dRTT8W2bf7xj390qb1v2LCBVatWUVdX1+tSk3tTv1VKsXLlSrZv305dXd0B7eTjui5Lly7FcRwmTJhALPae0MaOjVhCiE7GOUopnnvuOaZMmQLA9OnTWbx4Mdu2betS+z9QOWB2vgUMw+C3v/0t06dPZ/r06axbt67T/aWlpdTV1RUL//uLQRVljO5Tg5I6vRw3LeKWRdQw8TwfJ+uQb2+jI9OK67gIYZFKl1FVXk48XoKvoCOvv4hKKvJ5F4RJSSJFW6aVjvasrt0GVoAyqPFagZKVQBExDWKWgSn0rjUasYLdstatjQRfbt9V2pFIgOe4eI6L9LT9YC7rBLtlhedKpK+QwS5aSXQXttLjFkLo+rBtGZiWiWkJLNvUwT7o/gRQviKZ1HrWjQ2N5NqzSMejramN2bOexLZtIpEIQ4cOZfDgwSxZsoRNmzYBnXe+vu/T0dFxQP8YhXxwUqkUjzzyCNlslgsuuIBcLtfp/gEDBjBs2DAWLVpEc3Nzz5zkDkgpaWxs5M033+Sll17i1VdfpaWlhf79+3Pcccdx5JFHMnjw4C6NUwU96P79+zN//vyiutqBiG3bRT3rwusvYBgGlmUVd7MFYw2g+L+maRKPx/nud7+Lbdt88pOf5ADbL+6SA3IPbxgGN9xwA5dccgmnn346jz/+eCfhhdLSUiZMmFBsYNhf85nnTRjF8k3btE2fp+24nGxe2wPaEZIlCSKWjQo8e4UiSEfLTn68nqM7Ag1DEIvYSK+E5tYMybhLMpEgn/eRPnoOV+h0s/R145YyeG+mGB0ghaFFM4RAzyMHspXKV0jDxDQBqfBdGahsaYEPgplApRTKk1gG+FLP31mGVhGSsuADrN5rABN6Fw0CwzS0/rwQWCKOZQoyza34vrYdfHvhu6xbuYmBI/ohhKBv377EYjFWrlxJe3t7cUAfKKYbw7TzR5fS0lIee+wxPvGJT3DhhRdy5513dmpCGjBgAEopFi1aRF1dXbebGPw79mT+dk8oCAjZtr3P9KD3F4ZhMHLkSEpKSliwYAGjRo0qzmsXvNkNw8B1XTzPwwosC4FO79eQIUP4y1/+0iOqhvuCA27nW8A0TW6++WamTJnC9OnT2bJlS6f7y8rKmDBhAqtWrWLDhg37/Hw8zyPX2sLhcZuGhkYam5pxXEmsJEFFRQXpdJpoJKIVq4JO40JDlG1pA+uCAEfENimJ2kRNSxvaR6PUVJTj5h1aW9uQUus6G0qRd3zyjq/Tv74in3PJ5zykr8UxXNfHd98bGyoEZtC1XzM4pgjqvLZpYpkmVsQgGrGLQda2DEQwF2gIHeBd10O6PtL3cHMubt7D9xzyWQff8ZG+X+zWRhKItUcoryjDyefJZNoAxYOzntSydUEtqKKignHjxlFfr63NCoutEHxDV6GPNuXl5TzxxBNs2LCBL37xi7iu2+n+Qw45hKFDh7Jw4cL9smvcWf02Go0yfvx4pk6dyqhRo6ipqflA9duBAwcycuRIFi9ezNatW/fB2e8fhBAMHjy4qFD2zjvvdNrBmqaJbdsIIfA87bYkhCimoQua7gdTuemAq/m+H8/zin6gjz76KNXV1Z3ub2pqKkqX7W6e9IOQy+Wor69n27ZtNDY2UlJSQlVVFenyCuLJBJ6va7+eLwNPUIXn+ziur12PpP5v15M4rofvy+LIUd7VvrxK6aDluj7tHTm2bNpELFZCaboM1/V1KliA6/g4OVd3IBsCJ+/hOT6G0IHezXt4nizWdT3XR0iBZQZOYEF3tJaa1DVfPW6kR6aUVIjASk1osdvimJFfHDMS+J6H8tHuJp6vJemCJjGkwhBBKttzaW9rR/k+6XSKE849hmkXHIM+pK4F5fN5Xn31VaLRKBMmTGDDhg0ce+yxZLPZbv0cQw5Mtm3bxrRp0zjiiCO49dZbuzTjrFu3jrfffpuJEyd20Q3+MOxYv922bRuZTEZbHlZXf6D52z1h+/btLFu2jGHDhh3wSmutra0sXryYysrKLsIi+rfOJZPJsHTpUqZOnQrAHXfcwezZs3nqqad66rS7nQM++IIu6p933nmsXr2aRx55pEt6prGxkcWLFzNixIgPpQtcWHQFDdX9sejeTy6XY+HChSQSCUaPHv2BuyF9X+patOPh+0p3L7s+nieRniTvuLppy5d4rsTN63qM7+q/kY6PQuHkPHzXQ0mFk3eRroeS4OZdPFdfDLg5PUKFVHiOh+/oOT8nm6e5qQXXyVNeUc63b7qEaEmE9vZ2tm7dytatW8lms1RXV9PY2IhSiosuuoht27Z187sacqCyZcsWTjjhBCZOnMhNN93UZT28++67rFmz5kMHYCklzc3NxYapHedvq6urOxkA7CuamppYvHhxUc/gQE6/5nI5Fi9ejGVZjB07lkgkglKKpqam4shVwXzBNE1uvPFGXnvtNe6///6ePvVu46AIvqDVcGbMmMHGjRt5+OGHu3Q7ftAA3BsW3fspDOQbhsH48eMP6PZ7pRRr1qxh7dq1VFVV0dbWRi6Xo6qqipqaGioqKlBKsWnTJr74xS/yzjvv0NDQ0NOnHdKL2LhxIyeccALHHnssv//977sE4LVr17J27VomTpy4V/0Cu6rfVldX99j8bSaTKU4A7K0edG/D932WLVtGa2srZWVlNDY2AhQ7wNPptO43CWSG169fz1/+8pd9ek4vvPACv/zlL1mwYAGbN2/mgQce4Kyzztonxzpwf7XfRyQS4e9//ztnnXUWZ511Fg8++GCnK91CHXHJkiXFxp5d8f5FJ4SgqqqK4cOHU1FR0eOzd7ZtM3HiRJYsWcL8+fOpq6vrkYuAD4NSipaWlk7CAtu3b6dv376MGDGi03sspaRfv34cf/zxLFq0iKuvvprrrruuB88+pDfRv39/nn76aU444QSuvPJKfvOb33RKZQ4ePBilFAsWLPi3AXhn+sk1NTWMHz9+t/rJ+4tUKsXkyZNZsGABruv+Wz3o3ojv+zQ0NBTLdaDT6gU1qx3fY8/TWgLNzc375Xe3vb2dcePGcdFFFzFjxox9eqyDZudbIJvNcvrpp5PL5XjggQe6jKU0NDSwZMkSjjjiiE72VTur3xaucnvDotsZUkpef/11MpkMdXV1vV5zuJBF2LZtG9u2bcP3faqrq6mtraWiooJMJsOSJUuora1l2LBhGIZ2XXnllVeYPXs2d911F47jcP311/PlL3+5p19OSC/j7bffZtq0aZxxxhn8/Oc/7xKU1qxZw7p165g0aVLxd6En6rfdwa70oHsrO6p41dfXY9s2tbW1RVOIjRs38uabbxZHrED/lj/99NM88MAD3H///UycOJGXX355v52zEGKf7nwPuuALWgVp+vTpANx3331drOvq6+tZunQpQ4cOxff9Hqvfdge9fSC/MOtYCLhCiGLALS8v7/IDmc1meeCBB7jhhhsYN24cTz75JI7jcOaZZzJz5kyOO+64XvcaQ3oPq1atYtq0aZx77rn8+Mc/7vL9Ksz/H3744bS1tfWaUtIHYcfy07hx4/bYI3t/4bou9fX1bN26lYaGBmKxWDHgplKpLhuaxsZGfv3rX7N06VLKysqKfs4zZsxgxowZnewK9we9Lvh+kJz4888/z5VXXsny5cvp168f3/3ud7n00ks/zHn/W1pbW/nkJz9JPB7nb3/7G/F4vFP9dsuWLTiOQzqdZsCAAQfUons/BTeRDRs2FAfae5Id00rbt2/HNE1qamqoqamhvLx8p1kE13V5/vnnmT17NnPmzCGTyZBMJvn973/Peeedd0DXtQ8GDpR1D7BixQpOPPFEvvjFL/KDH/ygOL5SKCVt3boVKSXV1dX069fvgNVPBr3WlixZguM4vaL85DhO8T1ubGwkkUgUA+6uLppbW1t57LHHmD17No8//jhKKYYMGcLtt9/OUUcd1WNZx30dfPf6F21vc+LvvPMOp512GhdffDF33nknL730El//+teprq7epzn1dDrNo48+ykknncQJJ5xAXV0d5557LoZhUFVVxRFHHFFM2xYUlg5UhBAcdthhPTqQ73leMW1fX19PJBKhpqaGuro60un0ThdQPp/nueee44EHHuCRRx6hpKSEs88+mwceeICjjjqKa6+9luOPPz4MvL2AA2XdAxxxxBE89dRTTJ06lQULFjBhwgQ+9rGPFUtJdXV11NfXs2nTpqJo/4GKaZqMHz+e5cuXM2/evB4pP+Xz+WJmq6mpiVQqRW1tLSNGjOiSdSzQ2NjII488wpw5c3jmmWcYMWIEM2bM4LrrrqO2tpbrrruOurq6Xlnu6y4+VNp5T64MrrrqKh588EHeeOON4m2XXnopS5Ys2ef5+7/97W9ceOGFCCGora3lueeeo7a2ttMHum3bNpYtW8aYMWOoqanZp+ezPyjYeY0ePbqoIrOvcF23WCtraGggHo9TU1NDbW0tyWRypwsnm83y1FNPMWfOHB599FHKy8uZMWMGM2fO5Kijjuo1zSOzZs3il7/8JZs3b2bUqFH89re/5bjjjuvp0+oV9PZ1D3DllVfyu9/9DoCPf/zj3HHHHZ12XkopVq9ezaZNm5g0adIBU2baFfu7/JTNZosBt6WlhdLS0uIOd0f95h3Zvn07Dz/8MLNnz+b5559n7NixzJw5kxkzZhT9unsTvW7nu7e8/PLLnHxyZ4/LU045hVtvvRXXdfdpneKEE07g9ddfp7y8nGnTpvGd73yHP//5z52OWVNTw5gxY1i2bBljx47tItJxoNGvXz9s22bZsmW4rtvtA/mO4xQXXWNjI8lkkpqaGg477LBdLvi2tjaeeOIJ5syZw+OPP07fvn2ZMWMGzz77bK+8ur333nu54oormDVrFsceeyx//OMfOfXUU1mxYsV+Nes4kOnJdQ860F999dW88847nHLKKdx+++184xvfKH7XCtmiQhf0pEmTdrlLOxAo6EFHIhHmz5+/T8pPBY2DrVu30tbWRnl5OX369GHs2LG79BnevHkzDz30EHPmzOHFF19k0qRJzJw5k5tvvrmLKc5HjX0efLds2dJlB1ZbW1tMU+5u5OfDUqgzAjz99NNMmzaNr371q9x8882dUpk1NTWMHj2apUuXHhQBuLq6mgkTJrB48WJc1/3QA/m5XK4YcJubm4tuLLtLK7W0tPDYY48xZ84cnnzySQ499FBmzJjBf//3fzNmzJheF3B35H//93/58pe/zFe+8hUAfvvb3/LEE09w4403hiNOe0hPrnvQVnSg18IjjzzCqaeeSiQS4eKLL+4UgA8//HCUUsyfP/+gCMDdqQetlKKtra249tvb26msrOSQQw7ZbY/Mhg0bmDNnDrNnz+a1117jmGOOYcaMGfz1r3/t9epcbW1trF69uvjf77zzDosXL6aioqLbL7z3SzHt/T+0hUz3/vwBrq2tLc4CfvOb3+SGG27oVOupra1FKVXcAVdVVe23c9sXlJeXM2nSJBYuXIjruns9kJ/NZoszuK2trcW00ujRo3eZVirUcWbPns2zzz7LyJEjOfvss7nuuus44ogjuuul7VMcx2HBggV873vf63T7ySefzL/+9a8eOqsDk96w7gGOOeYYHnzwQc444wwikQhf+MIXOgXgQqAu7IB7+8jev2PgwIHYts3ixYv3uvyklKK1tbUYcAuCN4MHD6a6unqX/Rdr165l9uzZzJ49m0WLFjF16lQ+97nPcd9993Ua6eztzJ8/n2nTphX/+8orrwTgC1/4Arfffnu3HmufB98+ffp0MT3Ytm0blmXt96agfv36FXfAV1xxBddff32nGmPhS7J06dID2kWkwN4O5O8srdSvXz/GjRu3y7TS++s448aNY8aMGfzud7/rlXWcf0d9fT2+7+901/b+73HIrulN6x5g6tSpzJ49m0996lNYlsVnP/vZLgF4xx3wgR6A+/bti2VZe1R+er/gjeu6VFdXc9hhh1FVVbXLhrS33nqrOJ3w+uuvc+KJJ3LJJZdw5plnHrDZwxNOOGG/WRbu8+A7ZcoUHnrooU63Pfnkk0yaNKlH5tIGDhxYDMDf+c53+OUvf9klACulWLJkyUERgEtKSpg8eTILFy5k6dKlnQbyd0wrbd26lY6ODiorKxk4cCDV1dW7/HwKdZzZs2fz0ksvMXnyZGbOnMktt9zC4MGD9+Or23fsbNfWm1PlvY3etu4BTjzxRP7xj38wc+ZMIpEI55xzTqcAPHz48E5KWAd6AN5d+akwdrmjwlx1dTUjRoygsrJypxfpSineeOONYsBdtWoVJ598MldccQVnnHHGQWNyv7/Y6+D773LiV199NRs3buSOO+4AdOPDH/7wB6688kouvvhiXn75ZW699Vbuvvvu7nsVe8mhhx5aTEHbts1Pf/rTTl+2vn37FgPw+PHjqaio6LFz7Q5isRiTJ09m0aJFLFq0iCFDhhTVZvL5PFVVVQwZMoSqqqpdppU2bNhQXHSFOs7MmTO58847e30dZ28oXOnvbNe2r7vHezMHw7oH+OQnP8ndd9/N+eefj23bfPrTny7eV2haeuONN4op6F2VWA4Udiw/OY5DeXl5UT5TCFHsd9mZ4A3ogLt06dLi2l+3bh2nnnoq11xzDdOnT+9Wt6iPGns9ajR37txOOfEChZz4F7/4RdauXcvcuXOL9z3//PN8+9vfLg7bX3XVVftl2P7fsXLlSqZNm8ZnP/tZfvSjH3X58m3atImVK1ce8AFYKUVzczNbtmxh06ZNeyww8M477xTrOIsXL2bq1KnMnDmTs84664Cq4+wtRx11FBMnTmTWrFnF24444gjOPPPMj2zD1cG07gHuv/9+LrzwQm677TZOP/30TvcVdniNjY0HfAAuCN5s3LiR+vp6DMOgf//+1NbWUlZWttNsjlKKhQsX8sADDzBnzhy2bdvG9OnTmTlzJqeeeuoBP5bVWzgo5SX3huXLlzNt2jQuvvhirrnmmi5fxoLm6IQJEw6otIqUkqampmLjRCGtVFVVxZYtW2hra9vpQH6hjjN79myWL1/OiSeeyDnnnMOZZ555wDeh7Sn33nsvF154ITfddBNTpkzh5ptv5pZbbmH58uUMGjSop08vpJu49957+dKXvsRf//pXPvnJT3a6TynFihUraG5uZtKkSbvseeiNFDrKCzrK0Wi0GGxXr169Uz1oKSWvvfZaMeC2trbyqU99ihkzZnDyyScf8Cn43shHPvgCLFmyhBNPPJHLLruM//zP/+wSgDds2MCqVauoq6vrYlXYm5BSdpJ1LKSVCrKOhZ19YSB/zZo19O3bl1gsVgy4q1ev5uSTT2bmzJkf6TrOrFmz+MUvfsHmzZsZPXo0v/nNbzj++ON7+rRCuhGlFHfeeSdf+9rXuOeeezjxxBO73H+gBOCC4E1B1nFXgjcFPeh169Zx/PHHs3LlSubMmcODDz5ILpcraqifdNJJvfr1HgyEwTdg/vz5nHzyyXznO9/hsssu6xKA169fz+rVq5kwYUKvCsC+73eSdbQsqxhwd5dWWrJkCVdffTUvvvgitm1z+umnM2PGjLCOE/KRQinFbbfdxuWXX87f//73LhdYSimWL19Oa2srEydO7FUBaVeCN7W1tbtMDbuuy9y5c/nmN7/J5s2bKSsrY8aMGZxzzjlMnTq115kzHMyEwXcHXnnlFT75yU/ygx/8gEsvvXSXAbiurq5HzQs8zyvKOu6YVqqpqdmljnKhi7OQVtq+fTunn346sViMhx9+mDVr1uyV0XhIyMGCUoqbbrqJq666ivvvv59jjjmmy/0F685Jkyb1qA78rgRvampqdikQ4jgOzz77LLNnz+aRRx4hGo1y5pln8tZbbwFagChk/xMG3/fx4osvctppp/H//t//48tf/nKXQLZu3Trefvvt/R6Ad0wrNTQ0UFJS0sktZGcBV0rJq6++ygMPPMCDDz5YrOPMnDmTk08+udhIsnHjxqKHZkjIRxGlFL///e/5wQ9+wIMPPsjkyZM73V8wYWlvb2fixIn7NQC/X/CmrKysGHB31QyWzWZ55plnmD17No8++iilpaWcffbZnHPOORx99NFFr+ytW7fuc7WxkJ0TBt+dMHfuXM444wx++ctfFo0ZduTdd99lzZo1TJw4cZ+maPP5fDHgNjU1kUwmiwF3V2kl3/d56aWXmD17Ng8++CD5fJ4zzzyTc845h5NOOumAdm8KCdmXKKX49a9/zU9+8hMefvhhJkyY0On+/RmAd5R1bGtro6Kiohhwd3Xc9vZ2nnzyyaI1X21tbTHgTpo0KZxT72WEwXcXPPnkk5x99tlcf/31nH/++V2+uGvXruWdd97p9gBcSCtt3bqVlpYW0ul0MeDuquOw4IU7Z84cHnroIYQQnHXWWWEdJyRkL1FKcd111/HrX/+aRx99lDFjxnS6X0rJsmXLyGazTJw4sdvWVkHwprDDzWazVFZWUlNTs1vBm4IXbkFDfdCgQUWXsHHjxoUBtxcTBt/d8Mgjj3Duuedy00037dSDdO3ataxdu5aJEyd+qHppR0dHMeBmMhnKysqora2lurp6l2mlghfu7Nmzefjhh4nH45x99tnMnDmTj33sYwe0R2lISE+ilOJHP/oRs2bN4rHHHuuiS95dAbigo1wIuI7jUFVVRU1NzW4Fb5qamjp54Q4bNqzYNHWgaKiHhMH33zJ79mw++9nPcuutt/KpT32qy/3vvPMO77777l4H4B1lHdvb2/corZTNZnn66aeZM2cOjzzySLFTcebMmcU6TkhIyIdHKcU111zDbbfdxmOPPcbw4cM73S+lZOnSpeTzeerq6vY4ABcEbwoB1/d9qqurqamp2a3gTX19PQ8//DAPPPBA0Qu3cLFdMIYIObAIg+8e8Pe//50vfvGL/OUvf+G0007rcv+aNWtYt24dkyZN2qWnrVKKTCZTrOPsaVqpvb2dJ554oljH6dOnT/Eqd+LEiWFaKSRkHyGl5D//8z+59957efzxxxk6dGiX+5csWYLjOLsNwAXBm61bt7J9+/ai4E1tbS0VFRW7vGjesmVLUUO94IU7Y8YMZsyY8ZH3wj0YCIPvHnLXXXdxySWXcNddd/Hxj3+8y/1vv/02GzZsYOLEicUAXHALKQTcPU0rFeo4s2fP5qmnnirWcc455xzGjh0bBtyQkP2ElJLLLruMhx56iMcee6yLcUghALuuS11dXXFN70zwptC7UVZWtsuAu3HjxqIX7quvvsqUKVOYMWMGZ599Nocccsi+frkh+5EeD76zZs3il7/8JZs3b2bUqFH89re/5bjjjtvpY3elL/vGG28wYsSIfXqeSinuuOMOvvGNb/D3v/+dqVOndnnM6tWr2bhxI4cffnjRE3NP00qFOs7s2bN55plnGDFiRLFTMazjhByMHChrX0rJ1772NZ588kmeeOKJLkYivu+zZMkSPM9jwIABNDQ0sH37dmzbLopelJaW7vKi+d133y0qzC1cuJDjjz+eGTNm8OlPfzocAzqI2eeWgrvj3nvv5YorrmDWrFkce+yx/PGPf+TUU09lxYoVDBw4cJd/9+abb3bqMN4f3pFCCD7/+c/jOA7nnnsu9913Hx/72MeA99JK+Xwez/NYvnw5NTU1HHHEEbtNK73fC7dQx/ntb38b1nFCDmoOpLVvGAazZs3iK1/5CtOnT+fxxx8vBsWC4I1hGLS0tJDJZBgwYACTJk0ilUrtMuCuXr26OH+/bNmyor78geyFG7KXqB7kyCOPVJdeemmn20aMGKG+973v7fTxzz33nAJUU1PTfji7nSOlVL///e9VKpVSV199tbr55pvVww8/rB577DG1YMECtW7dOrVo0SL12GOPqW3btqn29vZO/1avXq1+85vfqBNOOEFZlqWOPvpo9atf/UqtWbOmx15Tb+eGG25QgwcPVtFoVNXV1akXXnhht4+fO3euqqurU9FoVB166KHqxhtv3E9nGrKnHIhr3/M89ZnPfEYNHTpUff/731f333+/mjNnjnr66afV0qVL1aZNm9QLL7yg5s6dq1pbW7us/fnz56v/+q//UmPGjFGRSERNnz5d3X777aqxsbHHXlNv52Be+z0WfPP5vDJNU91///2dbr/sssvU8ccfv9O/KSzAwYMHqz59+qgTTzxRPfvss/vjdDtx8cUXq2g0qoQQ6pJLLlEbN25UbW1txUXW1tamFi1apO677z61YMEC9eabb6pf/OIX6phjjlGmaarjjjtOXX/99Wr9+vX7/dwPNO655x5l27a65ZZb1IoVK9Tll1+uEomEevfdd3f6+DVr1qiSkhJ1+eWXqxUrVqhbbrlF2bat/vGPf+znMw/ZFQfq2t++fbs66aSTlBBCRaNRdfPNN3e5wG5tbVXPP/+8uvvuu9XmzZvVyy+/rK666io1YsQIFYvF1Nlnn63+7//+T7W0tOzXcz8QOdjXfo8F340bNypAvfTSS51u/8lPfqKGDRu2079ZuXKluvnmm9WCBQvUv/71L/W1r31NCSHU888/vz9Oucjdd9+t5s+fr6677jpVVlam/vWvf3W5yn399dfVtGnTlG3byjRNddJJJ6lZs2apzZs379dzPdDZ2x3Sd7/7XTVixIhOt331q19VRx999D47x5C940Bd+77vqxtuuEGtWrVKnXnmmWrcuHFq/fr1ndZ9W1ubmjt3rho4cKCKxWKqpKREnXfeeepvf/ubymQy++1cDwYO9rXfozVfoEtNRCm1yzrJ8OHDO83bTZkyhfXr1/OrX/1qv9q9nX/++QDU1dXhui5nnHEGjz32GJFIhNmzZzNnzhxef/11pk2bxnHHHceaNWt49NFHQ2nHvcRxHBYsWMD3vve9TreffPLJ/Otf/9rp37z88sucfPLJnW475ZRTuPXWW3FdN1T76kUcaGvfMAy+/vWvA7pmffbZZ3PmmWcyZ84cVq1aVVz7zc3NnHLKKbz++uuMGzeOu+++e7+c38HER2Ht91jwraqqwjRNtmzZ0un2bdu2UVtbu8fPc/TRR3PnnXd29+ntEUII/uu//ovW1lamTJmCaZqcfPLJXH755XzqU5+ivLwcpRSLFy8OA+8HoL6+Ht/3u3wfamtru3xvCmzZsmWnjy8YjIfdoz3PwbD2o9Eo9913H8cffzxDhw4lkUhw5plncuONNxa9cDOZzC6/pyG756Ow9nss+EYiESZOnMhTTz3Fpz/96eLtTz31FGeeeeYeP8+iRYt69E0VQvDzn/+ceDzOf/zHf3RxOhJCdBFoD9k79maHtKvH7+z2kJ7hYFn7sViMBx54gDvvvJMrr7yyy84qlUqFNp0fkoN57fdo2vnKK6/kwgsvZNKkSUyZMoWbb76ZdevWcemllwJw9dVXs3HjRu644w4Afvvb3zJ48GBGjRqF4zjceeed3Hfffdx33309+TIwDINrr722R8/hYOSD7JD69Omz08dblkVlZeU+O9eQveNgWfv9+/fnqquu6tFzOBj5KKz9Hg2+5513Hg0NDVx77bVs3ryZ0aNH8+ijjzJo0CAANm/ezLp164qPdxyH//zP/2Tjxo3E43FGjRrFI488slPJx5ADnw+yQ5oyZQoPPfRQp9uefPJJJk2a1OtqPh9lwrUfsjs+Emu/B5u9QkL+LYVxg1tvvVWtWLFCXXHFFSqRSKi1a9cqpZT63ve+py688MLi4wvjBt/+9rfVihUr1K233tqrxw1CQkJ2zsG+9sPgG9LrueGGG9SgQYNUJBJRdXV1ncZLvvCFL6ipU6d2evzcuXPVhAkTVCQSUYMHD+7Vg/YhISG75mBe+z2u7RwSEhISEvJRIzSADQkJCQkJ2c+EwTckJCQkJGQ/EwbfkCKzZs3i0EMPJRaLMXHiRP75z3/u8rFz585FCNHl38qVK/fjGYeEhHQH4drf/4TBNwR4z+Lt+9//PosWLeK4447j1FNP7TTusTPefPNNNm/eXPx3+OGH76czDgkJ6Q7Ctd8zhA1XIQAcddRR1NXVceONNxZvGzlyJGeddRbXXXddl8cXzM2bmpooKyvbj2caEhLSnYRrv2cId74hRRHz94uS707EvMCECRPo27cvJ510Es8999y+PM2QkJBuJlz7PUcYfEM+kIh53759ufnmm7nvvvu4//77GT58OCeddBIvvPDC/jjlkJCQbiBc+z1Hj1sKhvQeDjSLt5CQkO4hXPv7n3DnG9KtFm9vvfVWd59eSEjIPiJc+z1HGHxDOomY78hTTz3FMcccs8fP09MWbyEhIXtHuPZ7kJ7UttxX3HDDDWrw4MEqGo2quro69cILL+z28XPnzlV1dXUqGo2qQw89tFfrge4r9lbE/De/+Y164IEH1KpVq9Trr7+uvve97ylA3XfffT31EkJCwrX/AQjXfs9w0AXfwhfplltuUStWrFCXX365SiQS6t13393p4wtOGJdffrlasWKFuuWWW3q1E8a+ZG9EzH/+85+roUOHqlgspsrLy9XHPvYx9cgjj/TAWYeEaMK1/8EJ1/7+56Cb893bmbWrrrqKBx98kDfeeKN426WXXsqSJUt4+eWX98s5h4SEfHjCtR9yIHFQ1Xw/yMzayy+/3OXxp5xyCvPnz8d13X12riEhId1HuPZDDjQOquD7QWbWtmzZstPHe55HfX39PjvXkJCQ7iNc+yEHGgdV8C2wNzNru3r8zm4PCQnp3YRrP+RA4aAKvh9kZq1Pnz47fbxlWVRWVnbLeb3wwgucccYZ9OvXDyEEs2fP/rd/8/zzzzNx4kRisRhDhgzhpptu6pZzCQk5GAnXfsiBxkEVfD/IzNqUKVO6PP7JJ59k0qRJ2LbdLefV3t7OuHHj+MMf/rBHj3/nnXc47bTTOO6441i0aBHXXHMNl112Gffdd1+3nE9IyMFGuPZDDjh6stV6X7C3M2uFcYNvf/vbasWKFerWW2/dp+MGgHrggQd2+5jvfve7asSIEZ1u++pXv6qOPvrofXJOISEHA+HaDzmQOOiCr1J7N7OmlB60nzBhgopEImrw4MEfatD+lVdeUWeddZY65JBDVCQSUTU1Neroo49WV155pVLqvQXo+77661//qk4++WRVXV2tLMtSpaWl6qijjlKHHnqouvjiizs9b3V1tQIUoIQQKp1OqxEjRqgLL7xQPfHEEx/4fENC9jdLlixRX/rSl9SQIUNULBZTsVhMHXbYYeqSSy5R8+bN+1DPvb/W/nPPPacA9dxzz+3xue1J8D3uuOPUZZdd1um2+++/X1mWpRzHUUop9cMf/rD4WwAo27bV4MGD1WWXXaaampr2+HxCepaDMvj2FA8//LAyDEOdeOKJ6u6771Zz585Vd999t/qP//gP1b9/f6WUXoD33HOP+sQnPqGEEOr8889Xd999t3r++efVQw89pK6++mplmqYaNGhQp+fu06ePAtRDDz2kXn75ZfXUU0+pP/zhD+pjH/uYAtSMGTOKizMkpLdy0003Kcuy1KhRo9T111+vnn76afXMM8+oP/zhD+rYY49VgFq9enVPn+a/paWlRb388suqpaVlj/9mT4Lv4Ycfrn7yk590uu2ll15SgNq0aZNS6r3g+/jjj6uXX35ZPfnkk+qKK65QQgh19NFHKynlXr+ekP1PGHy7keOPP14NHTpUua7b5T7f95VSegGefPLJClB33XXXTp9n6NCh6tOf/nSn2wrBd/PmzV0eX1iM3/3ud7vhVYSE7BtefPFFZRiGOuOMM1Q+n9/pY/72t7+pjRs37ucz2z/safD96U9/2um2F198sdPaL6z37du3d3rchRdeqAD14osv7vL529vbP9jJh3Q7B1XDVU/T0NBAVVUVltXVqdEw3nurn3nmGaZPn84FF1yw0+fp168fhxxySKfbfN9HCLHTLswf/ehHjBo1ij/84Q/kcrkP+SpCQvYNP/3pTzFNkz/+8Y9EIpGdPuacc86hX79+xf+eP38+559/PoMHDyYejzN48GAuuOAC3n333U5/96Mf/Win40G33347QgjWrl1bvO3ZZ5/lhBNOoLKykng8zsCBA5kxYwYdHR3Fx9x4442MGzeOZDJJKpVixIgRXHPNNcX7586dixCCuXPn7vW5Fs7pueee42tf+xpVVVVUVlZy9tlnU15e/oE7sI8++miA4vFOOOEERo8ezQsvvMAxxxxDSUkJX/rSlwBYt24dn/vc56ipqSEajTJy5Eh+/etfI6Xs9Jz5fJ5rr72WkSNHEovFqKysZNq0aZ2ES5RSzJo1i/HjxxOPxykvL2fmzJmsWbOm03MtWrSI008/vXjMfv36MX36dDZs2FB8zN///neOOuooSktLKSkpYciQIcVzPtgI/Xy7kSlTpvCnP/2Jyy67jM9+9rPU1dXttGvS930+9alP7fZ5HnrooU63ZbNZSktLd9mFecYZZ/Czn/2M+fPn87GPfezDvZCQkG7G932ee+45Jk2atFfuN2vXrmX48OGcf/75VFRUsHnzZm688UYmT57MihUrqKqq2qvzWLt2LdOnT+e4447jz3/+M2VlZWzcuJHHH38cx3EoKSnhnnvu4etf/zrf+ta3+NWvfoVhGKxevZoVK1Z8qHN9P1/5yleYPn06d911F+vXr+c73/kOqVTqA3dgr169GoDq6uribZs3b+Zzn/sc3/3ud/npT3+KYRhs376dY445Bsdx+PGPf8zgwYN5+OGH+c///E/efvttZs2aBYDneZx66qn885//5IorruDEE0/E8zxeeeUV1q1bV+wi/+pXv8rtt9/OZZddxs9//nMaGxu59tprOeaYY1iyZAm1tbW0t7fziU98gkMPPZQbbrihKH7y3HPPkclkAK04dt5553Heeefxox/9iFgsxrvvvsuzzz77bz7VA5Se3nofTNTX1xdrsASNEMccc4z60Y9+pF566SW1aNGi4n033HBDUfC90IXpuq5yXVetWrVKxePxTl2YgKqrq9vlsW+88UYFqHvvvXd/vdyQkD1my5YtClDnn39+l/s8zyt+913X3W3N0vM81dbWphKJhLr++uuLtxdSse/ntttuU4B65513lFJK/eMf/1CAWrx48S6P8c1vflOVlZXt9vXsScOV53lqy5YtKh6Pq+985zsKUP/7v/+r/ud//kcB6utf/3qnDuxf/OIXCuiy9t/fgV14rVu2bFGu66qmpiZ15513qng8rg455BCVzWaVUkpNnTpVAeqZZ57pdF4FF6JXX3210+1f+9rXlBBCvfnmm0oppe644w4FqFtuuWWXr/Hll19WgPr1r3/d6fb169ereDxeLIXNnz9fAWr27Nm7fK5f/epXClDNzc27fMzBRBh89wHz5s1TP/vZz9TMmTNVVVVVp87EHf994QtfUErpLsyJEyd2uX/MmDHFLsyKigo1ffr0XR5z1qxZYfAN6bXsLviOGzeu0/f+l7/8ZfG+TCajvvvd76qhQ4cq0zQ7Pe7SSy8tPm5Pg+/q1atVJBJRRx55pLr99tvV22+/3eVvCkHn/PPPV7Nnz+5SW1Vq58F3d+e6s3+PP/54pw7sxx9/XAFq1qxZu+3Afn+3c+Hfscceq5YvX1583NSpU1V5eXmXcz/yyCPVEUcc0eX2V199VQHF411wwQUqFosV+1V2xve//30lhFBbt27tdAHluq46+uij1ZFHHqmUUqq5uVmVl5er4cOHqxtvvLHTeRZ4/vnniz0x9957r9qwYcMuj3swENZ89wGTJk3iqquu4u9//zubNm3i29/+NgDf+c53uOuuuwD44x//yO233w7oGtA///lP5s2bx7x587j44osBXZvK5/O88847pFKp3R6zUOfZsV4WEtJbqKqqIh6Pd6l/Atx1113MmzePBx98sMt9n/nMZ/jDH/7AV77yFZ544glee+015s2bR3V1Ndlsdq/PY+jQoTz99NPU1NTwjW98g6FDhzJ06FCuv/764mMuvPBC/vznP/Puu+8yY8YMampqOOqoo7qkg/fmXL/whS+g9GaH2267DYDKykpuv/32Yt04Go0C2olp4cKFxbV/6aWX7vR4Tz/9NPPmzWPx4sXU19fz4osvcsQRR3R6zM5S/A0NDTu9vfDb0dDQAMD27dvp169fp36V97N161aUUtTW1mLbdqd/r7zySlEju7S0lOeff57x48dzzTXXMGrUKPr168cPf/jDoonF8ccfz+zZs/E8j89//vMMGDCA0aNHc/fdd+/y+AcyYc13H2PbNj/84Q/5zW9+w+uvv863v/1tLMviwQcf5JJLLik+Lh6PM2nSJAAefvjhvTqGUoqHHnqIRCJRfI6QkN6EaZqceOKJPPnkk2zevLnTj38hYOzYFAXQ0tLCww8/zA9/+EO+973vFW/P5/M0NjZ2emwsFiveVwhiwE4NEo477jiOO+44fN9n/vz5/P73v+eKK66gtraW888/H4CLLrqIiy66iPb2dl544QV++MMfcvrpp7Nq1SoGDRrU5Tn35ly7i3Hjxv3bmvfOmtAqKyvZvHlzl9s3bdoEUHzO6upqXnzxRaSUuwzAVVVVCCH45z//2el9L7DjbWPGjOGee+5BKcXSpUu5/fbbufbaa4nH48X37Mwzz+TMM88kn8/zyiuvcN111/GZz3yGwYMHM2XKlN2+1gONcOfbjezsCw0U/UL79etH3759+dKXvsQjjzzCPffc0y3H/Z//+R9WrFjB5ZdfXvwRCgnpbVx99dX4vs+ll166R5Z9QgiUUl1+1P/0pz/h+36n2wYPHgzA0qVLO93+/sbFHTFNk6OOOoobbrgBgIULF3Z5TCKR4NRTT+X73/8+juOwfPnyD32uPc1JJ53EihUrurzeO+64AyEE06ZNA+DUU08ll8sVM3Q74/TTT0cpxcaNG5k0aVKXf2PGjOnyN0IIxo0bx29+8xvKysp2+r5Ho1GmTp3Kz3/+c0B3Sh9shDvfbuSUU05hwIABnHHGGYwYMQIpJYsXL+bXv/41yWSSyy+/HIDf/va3vPPOO3z2s5/lwQcf5Mwzz6Rfv350dHSwcuVK7rnnHmKxWJfuxubmZl555RVAa8a++eab3HPPPfzzn//k3HPP5X/+53/2+2sOCdlTjj32WG644Qa+9a1vUVdXxyWXXMKoUaMwDIPNmzcX9YvT6XTxf48//nh++ctfUlVVxeDBg3n++ee59dZbKSsr6/Tcp512GhUVFXz5y1/m2muvxbIsbr/9dtavX9/pcTfddBPPPvss06dPZ+DAgeRyOf785z8D8PGPfxyAiy++mHg8zrHHHkvfvn3ZsmUL1113HaWlpUyePHmnr21vzrWn+fa3v80dd9zB9OnTufbaaxk0aBCPPPIIs2bN4mtf+xrDhg0D4IILLuC2227j0ksv5c0332TatGlIKXn11VcZOXIk559/PsceeyyXXHIJF110EfPnz+f4448nkUiwefNmXnzxRcaMGcPXvvY1Hn74YWbNmsVZZ53FkCFDUEpx//3309zczCc+8QkA/vu//5sNGzZw0kknMWDAAJqbm7n++uuxbZupU6f25Fu2b+ixavNByL333qs+85nPqMMPP1wlk0ll27YaOHCguvDCC9WKFSs6Pdb3fXXHHXeoT3ziE6qqqqooL3nkkUeqH/zgB12aDQYNGtRJXjKZTKrhw4eH8pIhBxyLFy9WF110kTr00ENVNBotykt+/vOf79KZu2HDBjVjxgxVXl6uUqmU+uQnP6lef/11NWjQoGLDYoHXXntNHXPMMSqRSKj+/furH/7wh+pPf/pTp4arl19+WX36059WgwYNUtFoVFVWVqqpU6eqBx98sPg8f/nLX9S0adNUbW2tikQiql+/furcc89VS5cuLT5mZw1Xe3quhSaw90tp7qlk5a5ENt7P1KlT1ahRo3Z637vvvqs+85nPqMrKSmXbtho+fLj65S9/2aW5KpvNqv/+7/9Whx9+uIpEIqqyslKdeOKJ6l//+lenx/35z39WRx11lEokEioej6uhQ4eqz3/+82r+/PlKKaVWrlypLrjgAjV06FAVj8eLv3W333578Tkefvhhdeqpp6r+/fsXpXlPO+009c9//nO3r/NARSgVGFiGhISEhISE7BfCmm9ISEhISMh+Jgy+ISEhISEh+5kw+IaEhISEhOxnwuAbEhISEhKynwmDb0hISEhIyH4mDL4hISEhISH7mTD4hoSEhISE7GfC4BsSEhISErKfCYNvSEhISEjIfiYMviEhISEhIfuZMPiGhISEhITsZ8LgGxISEhISsp8Jg29ISEhISMh+Jgy+ISEhISEh+5kw+IaEhISEhOxnwuAbEhISEhKynwmDb0hISEhIyH4mDL4hISEhISH7mTD4HsQopZBS9vRphISE7GeUUiilevo0QnaD1dMnENJ9FBaclBIpJa7r4vs+8Xgcy7IQQvT0KYaEhOwDCuu+8L/5fB6guPZDeh/hp3IAs2OwzWazCCEwTbN4xbtjAI5Go8Tj8TAAh4QcBOy49tvb27FtGyEESimEEPi+j+/7SCmJxWJEIpFw7fcywrTzAURhsXmeh+M45PN58vk8juOwdOlSNm3ahBACwzAwTRMhRPG/s9ks9fX1eJ7X0y8jJCRkL9nd2n/xxRdpb28vXnwbhlFc+0opMpkMzc3NYQmqlxEG317Mrhac67p43v9n77+DLbuy807wt80x1z+TDpnw3pYFqlgsNtlkiU2REQyN1CGJUotDjUYzDCmkmBhJ3QqpFRp1hDhSz0iKkIlh90gceS/RSSoVTRVZLJaDr0LCFwpAAZlI89z155xt1vyx732VSCSATCBdJd4XkQFkvvfuuW+fu8637Lf8rperdbqNS4M728PVWhNC4Ctf+QqTyYS6rvfqQXvYw1WMdyLbEMKbbF9Edgn3TCzJeGtriyeffJLJZLLnfF9F2Es7X0VYppJEZDdltCTJpbEtDWxJuGfifNJKIsJsNiOEQFmW53ydPexhD5cXZ/drLG1/affw9s71u2FJ0t57JpMJZVlSFMVeGvoKY498ryDeL9me/VrvZEzLr1triTFSVRXee9rt9l5Dxh72cJnxTmQLbybadyPJC7X92WyG955Wq4Ux5qL+Xns4f+w9dS8jLibZvhec+dpKqT1PeA97uEy4mGR7rtc+H/JdpqGVUrvp66XzvWf7lx975HsJcSbZnml0y69dTLI9lwGeWdc9++tnesLz+Xw3Ct5LQ+9hD+8fb0e2y6+9H7J9L+/lzGssne8Qwq7zXZblHgFfZuyR70XEmSM+l5ps3+7a7/T1t2vIiDHuecJ72MP7wJXMap1v5Hsmls53COFNzvdeGvryYY983yfO9m4vF9meC+9mgG+HPU94D3u4MFzpEtKF4J1sfzma5JxjMpnQarV2Z4b3cGmxR74XiLcj2yWulMG9l8j3TJztCS+VsfY84T3s4eol2zNrxuf69zPf39vhTNufTqcURbE3CXEZsEe+74KzyXZra4vRaMSNN94IfPdDfzV4iheaejoXlp7wMg295wnv4YOIs/s1QggcP36cPM9ZW1u7qiLbd8P52P7eJMTlx97JnoUzNVLP9HCXH97pdMrp06e5+eabr+wbPQvvpe7zdtjzhPfwQcP59Gtsbm7SbrfZv3//lXyrb8LbRb5nf8/52v7eJMTlwweefM8WJD9TPWaJM9VjlooyVxveb9r5bJztCZ+5oGEPe7gWcKH9Glej7b8b+YZwnH2D/yP7+oHp5JO02n8erY+842uePQmxtP095/vi4gP3JD0X2S7//ew52HNhqZd6NeJieb9nYnkWywUNe57wHr5X8X77Na5W2x90niP4I5A/8KZ/FxHm8/8LUVVMmaDDl4nN7fTKP/2ur3nmJERd17tp6CzLLtWv8YHDNU++5yvbdr5enVLqqhQov5hp57Ox5wnv4XsR5yLbs+3+zP++G6428vV+Sj3+Yzxw1wvE+T9i7H+MXv9v7359WP2vxHCacfAYWuS6TR2ep3cB19ibhLh0uObI92KT7dm42gzwQvB+DOZsT/jMZqw97OFqwLv1a7xfUYuryfGOcc54+JMYeYORy9CqwNSfZ7L1P7Cv//fYnP8HZv4/Iwq8AkShyfHh5AVfa28S4tLge558L6Ug+blwNdZ94MIVrt4r9jzhPVwteDeyhXcuIV0oltvBrjR8OMXm8I8hcYtJzPGqxkigkRa5PMf25o/SSCDDM44lHTy1WKbxBozqcOg9XndvEuLi4nuOfC832Z6NyxX5er9BqJ8hhlcJbAI7+DgnRoeoQBALqo1SKxhzBJ1VxHjH277exSJfeHMUvOcJ7+Fy4f32a7xfXO6sVwgeY777iPZxyMb4b1E1vw5UVNHgiWgMWoQgjtOxTaEUiGMYu2hVE5TmDT9gxRTMwpgoHq3e26N/bxLi4uGqJ99LKUj+XnCxDTD6DcLsc0j4JiLHgC0iU0RqIpEIBBRBIhEhoogCAQiiFl+H3mHHqfiPOHVyFcWN9PNP0fI/TJZ1yLLsoj80lgS89IS3t7fZt2/fXhS8h4uGS11CulBcTNv31edBHcAWD7zla417ha2dP4IwRuc/Qrv8o+zM/gWVexihBhoq6dJIpFQaQSFEtAIlsBkyvLQJEunqhtfcfhywAhiV4+IOhdn3nt/7mT0g0+mUnZ0dDhw4sDcJcYG46k7raiPbs/F+DTC6bWL1b1H+UeAYkSmIQ4AoIZErgSCeqAxBFAIENEEgkv4EEQKGgBAFHAakJoQNmrDFqdmThPi/09TXcbj3k6zLD12yTIC1lieffJKPfexjrK6u0mq19gh4DxeMq41sz8bFIt/Z6M8h7nMILUz4H2m1f2r3azE6To5+BpEdnLRQze+yVf0O6clg8ZIxiR0inoJAMDm1Nzi6lKpCAQpDJQWGBk+HjZgx0A0Rh1IZjQwpeO/ku8TS8f7GN77Bpz/9aYqi2JuEuABccfI9l8G9/PLLrK2t0ev1rjjZno331HQRI2H6z8F/DngdJYKoSBRSdCseIRIxRAJOhIjGx4goRRBNJHm4XiIBTcQQJOCDIkSFi4ooQsATVQlZkd6v3ebl6p/yLX4F3XqAGD920R9eyzMxxuzNBO/hvHG27Xvvee6557j99tt3G/muNtt/v+Rb1V/Bu/+KRSE0jGZ/CzH30i4+BMB3dv40zo8ZxzYe8NGSL647jZagNAaNRuMINCHj266HJcPHAet2hhCIMaC1ZsMNEAmAJ0qNVW3qMKR3kUwzxrjbB7M3CXFhuKJPx+Xs6NkaqadPn6YoClZWVq7k2zsnLsQAg5sRJ/9vDF9FMSGwUNFBEaNH1CKCFUEWCeSAwYsiiiMoCKLxIsmgBJxkhOhxsSFEjShQWvBagc7xyhBiQVAZIULQAfIS5+b4ziP80ht/lo/2/wS39j5+0c5k6YxYa7HW4pwjxrjnCe/hnBCR3c/I2ZHta6+9xi233EJRFFf4Xb4VF4N8x5O/hqVgGDOCNBSq5jvDn6Vb/A9M/ePU/ikqKVAEFCnrNYo5EU0korHUYoCGnDavuT5RCZAc4FerLvvNGJSj9jmnY5uOmgA5rzW3MIsFrcyz7yId75J89yYhLhxXlHyXXu+ZCjLA7o28GnE+3c4xRsLo70H8L2hm+AW17qaWFcRFBCsoIoIXwYtBKU8EvMoJAiIOF4U6aiAi1DRkoDOUjjgMQXIa8fiYIZSIyohiacQRJIIYGpUREcxU8wz/iYod7u195qKcyfI8ls0uezPBe3g3LJulzo5sr2bbf7+jRsPZr9CEk5yWgkD6/YfRkDPi2OxfIOTUMUerSKYKtAoocYChkYwoDVoCggYyXqu7oDwZkeAXrr2yfMcfoq0bdpoWuWqImWKjup7KNpTGMo/Ti3EcQLL9M5/fy0mIM5ux9pzvc+OK5wXPlVIyxlwVLf3nwrt5v65+Gj/9K2g5hVJCI4kyoyJFohIRZfGiCFKnVLPkBMBJxEWDRIWLfhEBl6mhQhtQGR6NIHjR+KiJShNFU7mIsRZMltLP0eGJRCnxFNQx0o19ilaX7dGQp8OXOFjcyXp+w/s+k+UDaWmEezPBe3g3LO3oe8n238+YoYhwavr/wUtJLQGrIIowiRmZ6hMRplEDAuKBwDwUKHK8Ai8CUQOeWdCcdD1Qipb1iAjWGmIEIwYlhjfcAACPgGsxbkrWLPjoqC4i+Z4ZPMHeJMSF4IqT77k+zFezAb4T+c52fh4J/wqFIyhNlNSf7Jf1WzK8aAJhUcPt0PgKjyNEhUggikopJp2hNCgikSLVhKUikBOxCAGlIYpB8KADHkMIcyIZXgpcjERKfDQoNKIydNGiZ9qcHg35/Mu/xB+47U+/79rs2eS7xJki7Xue8B6WeKf7/71q+++Gl3f+CmO/RSMNhU4OtKDQSrEVMzLlUQoaybFETvoBG6EkRM2AikJXzGObrdCmRlMYu/gZAxIWcxAaMFTRECU9O0AxDh0kZtSVw5TmkpIvvHUSYm8m+Ny4ouT7djfCGIP3/jK/m/PDuQxQRBhv/XkUX0l/R4F4IgonIKJxAoEalKGJAlIh0uBCjigFKuJ1RsAAnoDCS06UFDU3sZ06ncXjUERpIzi8CIE2TWyIohAGixS3JUZDJNIAA9WmQVNSEFWk21thONniS499gYfu+3663e57PpMY49s2xbxdGnrPE97DuXAtke+w/ipvjH+BOsA0fItAhiWmUpJYKikxeBSR075DV0V8FE74dWaiUSqgRHNKeriwglEZQXk0ATB4McyDEH3GqWodjWYtG7F8i2k4ETZdjyNZC8Oc6WzGUG9ftDNZ2v65cK6Z4L1JiO/iike+58L3Ut0nxsDO1v8JzQugFh2cu+SpiaT0cojgoyDUCOAocBii0XixRAwiNjVcRUMjkdSGleElGZGQEaRAlEnp6gUhBzSNtxhriUrhRSEEvPLUIUMrg6gOEiw+aippiOR0ej12zAkee+wx7rjjDg4fPvyezuRc3u/ZZ2aMQSm15wnvAXh7IrtWyHfUHOWFrf+ZBg/iF2OBGQbhhFtnI1pynZOJo6VGBA8v+S6iDEYpjKpRSjDaooMCDBELGJw4XNAYIpnKeWneAW3RKmfkc/YXExSKiKKKJVWwmNzSa62xNdF863jD6/I6R44ced/2t5xyeKcz29uOdm5c8cj3XDffGENd11fgHb07zjTAEAKb238czYsEERCd0sxiCDEm0pVIEI3oCBoa6VBjUu2XDCV6QdbQSGqw8FgCFq0WXc4UiES8eBoKQjCAS1Gt5Agep0Biat4SpXGxlbqoJaNvB6iYE/BMw4xIhlUlTqBpjfjB++/nmWeeYTgccuedd15wVPpO3u+ZOFdDxp4n/MHEO2W9vtfJN8bIUxv/Cw1TFBlz6UJUoBSn/IBRBItj4iNOWnR0gWjB2uUIYY5Ck9EAGic5dVSIpKZNqxQajyjNd+ZruBjJNChgFjKOVwPW8jlKMl6fr2AlifWcrPucjo68Y3jllVfY2dnh7rvvfl9EeKG2vyxBlWVJnucfaNu/4u7H23m/V2vaeRnhiQintn4WxQsEWUS50RNjGp0STWqG0hpUpJE2s2iIKIxKhhykoRFDkIxAwElOpIUXhY+KBk2IoJXGoRBRiEqNVoouQiSIIZIxa2pslrqgQ0jd02FRXzZKqCQyk0iXNlYVBIFpqFC0qDoVDz30EE8//TSPPfYY999/P+12+7zP5N0i3zNxLk+43W7vpaH3AFz95PtOGTmRyIvDf8Qb08/h1Q6KjBA1PgamIaOKhipajA4orbEWXLQc94YDOrVSNqJpguAVRK2RGAkCGoVf1HBTFCy8MV+llhyhWgwlCUrB2LU5MevgRTAK+sbRhJxJsGRaQCk+8YlP8PTTT/Poo49y//33v+ey04Xa/vL+zmYzvPcf6EmIq/K3vtrTzgDfPvHnmbsnmDcNs8ZRe4cnIMYQsgxnCkQJThmGocs4pFQxCpromEbFKLSZxy6VdJiH/mKmd46TCKpGqQal9aKZQgiS0QQhiKeSyDRAI44q1tRKJYKNNZMAtcA8ClVoE1SHOuaY0EWTU8fIKNREKVEUPDt5nrIs+ehHP8rq6iqPPPIIp06dOu8zuRADXEJrjbUW7z2TyYS6rq/KhRV7uLy4msn3nbqdG7/N7574w7w2+bdMwg7DxnBs3uO1usssFKAMymTYTKMWkwvsykIqjrvuQsEKUsezZbPZx2vzdVy0iwatAKKY+jYvjPcz9MUiGk66VpGIEksTFE20hJjjF9HyzHWJCFalrFue53zkIx/hwIEDPPbYY5w4ceI9ncmF2v7S+dZaU9c1k8nkqg20LjWu2rTz1WSAMUZGoxGbm5tJAKT/Rerm82S2QBmLVqTxHzKiaLwErKqZSsE8ZKDsogmqoQngpI9giAu95kCd0smxJCAEaROipZE0Vu+iBlTSc445KIMTQWMRDEGg8R5DGkuKShGCwQdPbgpK3WVTtgjKEIKjiUKhOmlgPwaemb7M79mXHi533HEHg8GA5557jp2dHW6//fZ3Na73Qr7wVk84hLAn0v4Bwvdmzbfi+Nb/hOgbObLyZ6jrmq2tLZ6Y/080egOPQmIOBpSxWGUZSUZOWnyACqSYJ40NqQX5NiHjO1WLFTvEieFYtUotmkBkx3XoZzVV0Ix9K5WxxGN1ClBUNCgULggugqgztpkBiObVueeA0VijCRJ2x7xuvfVWBoMBTz/9NMPhkDvuuOOC7O+92v6ZaejldrQPmiDPFU87w1s37lzptLOIMJ1O2dzcZHNzk62tLZRSrK2tsXJwThZ/E1t2SJ6r4EQIyiKicDGC1tShtTCeEh+rlPoNbaJkeDxe0lB8JRlRCgS7ULpyCBWOApQGqVE6QyRHExEj1EHjJaJxqRaEJuhIExuEItWAJRAlp1CGrabBxTZNENrSpaUVLkSmUtNEKHTBjhuzkqU12wcOHKDb7XL06FEef/xx7r//fsqyfNvzeq8GCG9NQ3vvabfbew0Z1zi+F2u+jpdZv+EvMnYVU6958fRvMHvpTyCHvkG9skFQLayKVLpgFnJKPUNhCBE2Y4eMQGmmBOmw7VpsOaGtHZ0sEqJiFHJO1vvxUZEbiyamIFhpTtcD6hCxWqMXDraPnlkMaNFMZl0mTrFaLgk9LV5RaEwzYIiniZqeGdCmwzQ0dG2SuVpfX+ehhx7i6NGju2WnVqt1XmdypsjGheJM2z8zDf1BKUFd8Sfc1TJoX1XVLtlubm7inGN1dZX19XVuu+02+v0+MUaOnvqDUAtOwJCaKDyGGIVGBFEZPjRoFFVsAQ1RKarYp/IBYwJehCaWoFqIzHGi8OIXCxLaNBEUFsjxEbyQtJsxgOBFATbpPEeNUpaqtmRZRlSWGNVi+5GwLz+AUuDjHE1kGKZYVVKFQIyWtm0TovD0+CU+vfaR3fNot9t8/OMf58UXX+SRRx7h3nvvZX19/Zxn934McIk9T/iDhe+1rNepnX9CsP+EoCJVkxO0Qsod1P2/wDxI6s8gYyeWFHhqMQzdGiKGtqnwAsPQYTQf4LAoDIrAOGh6IYBu0pSuyvAoEIWoiFaWuVfMPakXRAQRlZquNCgV2Zl3mEuJEJlNMva3HEoUGoMReG0OpgjktHh1pDBKsdXMdskXoNVqvcXe9+179+UL78fxhnNPQiyd72vd9q/atPOlrvl679na2tol28lkwmAwYH19nQ996EOsrKy8xQN7buN/JcjGQiZSJ3lIkYVUZEDIqaJglGIUMoIorDZMQpsgqRmiijk+lqDm1KGhkYIgGU4suRYUHki1mkCFl4IAiAqLTkgDKiYVKymIyuOjpxGdVg3Ghig5IhCVZ+wdWmfsxICKOa3QxmtLW+c4FZh5RyWRR3e+/SbyXd6Hu+++m8FgwNGjR7nhhhu45ZZb3nLP3q8BLnH2TPAyCt5LQ39wYIyhaZordn0RYTabsbm5ycbGBltbW7TXP8fqgd8gKsUsFIhVNNIm6pwmCHPJk4qdBARhK3QotaeKljpqpnGFXNVA2lKmVEREJRsXOOFL1rP0vKt8ksaogqAwqaS1yCJrpRdCtQAaRDGpOwxdTm7BKIWPmpOjnFY+J0hExw4ZGqOEV4eRzDi6tmSznnJje/VNv7vWmrvuums3DX399ddzyy23vKP9xRgvSpbqzEmIpfN9rQvyXPHI91y4FN5vjJGdnZ1dsh0Oh7RaLdbX17n99ttZW1sjz/O3/fmNyXOM/BfIlOCxGElNDgKLudo0mxsomAedxoXEMPeKBoNVDbPYoYkRTU0dO9TRkmuNVp4ogZEvF1F0hosZgmC1JopFRGhi3FWr8hIXCxrKpAsdAp4c1KIbUjQt06VQLbTOKQk0ImhtmMeaUXAYnTN3ka7tMI/hnFkIgOuuu45er8fRo0cZDofcd999bzqri0W+8GZ5ug+aJ/xBw9VS863r+k1Zr6ZpdrNeN910kBP+fyGSU4Uch8NJGy+aKioqyfBkVGKZR01bByJwuulgtQcFVbBUZAgBrXRaA0oE0YuOV+FU3adtqmS+ogjiMUonZbrdlipNlLB46igmdZutSmN1RKMhpo5rj+bkqI3VUOictSxy0O7j5VlFWy0chObtVa4OHTpEr9fjqaeeYjgccv/997/ts/Fi2/5SlONM5/taTUNfteT7fmu+IsJkMmFjY4PNzU22t7cxxrC+vs7111/Phz/84fOuawA8O/xbKDxaDF5CIt9FXQVR1BgQRSUKjaaJOUJDLS0UwnZog2iigiq2YZF2mgZhHlqwiGhRFqvTysEmZMy8J+BTlLvc9yuaKMkrjkoRJcOpOq1oCDleIkpFOrbNdgg0bkL0SW1r3nhaqkuGwmKwVjHzDVMfOF5tc6S1ds7fv9vt8uCDD/Lcc8/x8MMPc//99+9unbqYBrjEB9ET/iDhSqadvfdsb2/vku14PKbf77O+vs7999/P6urq7gP/1Z2/g3M1KKEWwzholM5wUTOLbZpYMIupATJgOFYX9A3Mo8GKQasGL5F5yNG7s/uCSECpZeOV4GPGpsvo5jVhMVY4aTpMXU5uHK3MLzZAKWLMGdYFVVAYFRFp8CFl3LRSC5EOzayJHOi3MDJney70s4K1vCRTGWPn3vGMOp0ODz74IM8///xb7P1MXArbX0pTOueYTCbXrCDPVUu+y1WDF3Lg8/n8TemiEAJra2vs27ePu+66i263+55u4HMbv0IVX6E0Nq36k0RkiAUlNBECilosogyTYAlotCqZh+TxeskxOlCHDj4mWQ0nBTEqjHGJQEVTeYPzKerVShPEoLUg4tGkjSdBAjHmyeAl9VG7xmKzNKogsQAU3Vabji4pFIzilFIZlMqYhZpM5wybBiUZPiqMMjw1ev1tyRfSysD77ruPY8eO8eSTT3LLLbdw4403nveg/YXibE94T5ry2sO5mi0vRdZrOBzuku3Ozg5lWe72c7xT1uvE/DeB1GE8E40jQtSMYgsRqEVTS87Ma6xOEemJJqPUgU3XoqSN1hVg2aoNa4WkTBeeKGk6wiD4CFNvqUOO1ZHNOQiGwhgmtWU4g0Ir5j4tGzTp8BAtib+jofE5RI9TDh8sEoWVvMTPHU4Ma60W25MGUQ0vZjtw/Tufm7WWe++9d9feb731Vm644YY33a/LYftn6sJfSyWoK17zPReWD9d3I9+mad5Ut53P57t125tuuonBYPC+b1aMkZdm/4FMZ/gQQJkkXCHpPTZBLRSlQJSh8pK2FkWLQxa12wKFYqcpMFpoROFih8w4os6ZupwmmJRy0h50RNCpgYucGDRN9Ihk+KC+W/8Naa0ggEMjocArjwh4r9isZuw4TzfvsOMDEWGQtZl6oUDTznogGrRiFhoe3nyZ33vwQ+94Hkoprr/+evr9/m5aqtPpXFKjWHrCv/u7v8sDDzzA/v37r0lP+IOGS9Vs+XbTCuvr6xw+fJgHHnjgvERkXht/joYKpCFIiyZaZkERdFp44CiYimUeIKLZajJKG3DR7gpsbPgSoaBtPVobXp0UuABNBKsMRlkMjiJzGKUZ1QYXMjIDSiKNF5RoXBQqpzFKEQh4hEKbJLxT5+xERabASIGhIMaK0mYEBNdoTKnxjSY3GU0MvD4dnddZnm3vOzs73HPPPbsbyi5F5Hvmta21jMdjvva1r/HpT3/6mpqEuCp/iyX5eu/f5JGGEN6ULhqNRnS7XdbX17n77rtZW1u76Dfma2/8Y5xsocMiFRoNIWpC0ASVOgrnMaLIqIMgWObB4hZqVGBpFrWiSFKnClJiVMNOXRLFYLQgKuAo8C6lpyQanDQo7dJsLxoIoCxGpbEjpSMxmCROqSK1d0hUeHFoMtpSMpvV1KGhTYlTgkTo2RZjV+FdWvrQhEiuc0766ryzDf1+n0984hM888wzHDt27JwpqYuJZTekUuqa9YT38N7Jd1m3XZaZzjWtcKHO2ncmv04dDD2tseo0m3ID02hQIfVzTGJJHQ0+5kyCwYmici0Mjo2qhVUNSoELhq1KU5q0XtTF9IzygA8RkYwoOZFAlKRUFaMmKkGpiFnWfRVopQhRoZSkym+wzOaCyhRRR5RoRjOPxnBwXxsdNZMaupliw8052OqSIbT0ha33PNPel6pYvV7vkpLvEsvegGttEuKqIN9zpZ4gHfYylbys2+Z5zvr6OjfffDNra2vvOH/6fuG95zvNl8lURtQBF1MdOn20U82qCZG0xkvQOlukhdIShLk3eIEI1LGNNTBrclAhbSkSUCYy9QYtHVCeGBReBZxEfCiQCCGAUXki1pgM00s6Nx8jIWYEdJKso0AUmMzQZG2MLjkxHaMxlLbFTKXmDKvaeB9pZSUtqwgRRMF3Ztvc1Hn71POZyLKMD33oQzz++ONsbm5y7NgxDh8+fEmMIsaIiJDnOVprTp06xc/+7M/yK7/yK5f0M7CHS4N3qvmeT7/HuaYVlnXbt5tWuFBs+DcolKaKJaUOlDJmI+7HhxbNQo3KRYMTSx0tmsDUa3LdIhKZ+Ra5FWJMG8pmTlASUAoUhigeSLXaca3JjULr1AmdJnQ1BogBrGiiUmgUVqXfy/qMrYkHgY6xZEEzrT2I0M3arMQep7crqhBZFwsIr4yGXN/u8/pwjAuB7ALOaGnvr776Ko8//jh33HHHZSHfEALGmN1JiN/6rd/is5/9LH//7//9S3rdS40rTr5nipWf2eYP8OUvf3k3XXTw4EHuvfde2u32ZfN4vvjGv6KRCZlKs7Y5qWEqRI1HkKDQWFyMaGWYOiEojSKn8Sp1JKsUtUYxTBqdPF8piMS0mch1ibHCI9RRE0KGVpaoGowJEHOiSksVnNeIingRYrTLxmZybahq0EbjxaOCpVXm1KGhk7U40FtjY2dEiA2dYkAdIwqIKLbqGaUuqEJaX/bY1vHzJl9I96/X65HnOS+//PKuWPvFrssuo6FlCno6nfLrv/7r79ihvofvPbzdmOG56rYXMq1woTg2O0odawRLaYVKOlimVNEQtKYWiDFnHgtGziJimMUWioatJscqxzxoQrCgAzEIE5fTyhqMUsRFo6aw8HqBUZVRGI82oEUjTc6wDmgM7UzRxBofwcSMqjFsR49FkYkizBXRwGweKa3h5v0DYlDEIEQRvrmxwT1rB7iu6DN3gb4teWm4zd1r7z7LeyaUUtx88830+32efvrpyyIJuyTf5STEsgb9vY4rXvN1znH69OldL7aua1ZXV9Fac88991yUtVfvBTFGvlV9hUJbnDi0KBwRpTWeiI1glKEOkUwZJj4JlsegmUVwCFGVuGCp43Inb9reaZWmDpYYLE41+FAiYpLOqxFiBOdLmiBEr5Fo0jpCBVYVqasRjXNJdrIWwTUKE3KCSgpbpe7TBM/MeTq2JKicqY9MtyYUrRaeSMtkFJKhomHFlESBVyYXvutTRGi329x5551vEmvvdDoX7X6cSb4As9nsktea93D5cWaz5XQ63U0jb21tobW+4Lrte8W3Jl9lEnNWtceJYAig8iROo3OC5MxDRhU1EU0VMlwETQdFYO5KLJqN2lDoHGMcCtielrSzNHKkpcW8Tru+tRYMiqoukJCiZasNuWgiEVcZYkgLUVxM6epcG4yG6IQ808ymDq0U6502O9OK1aLFoCjRlePmwTq5zlPHdFQo4KnTpy6YfJdYW1vjE5/4BF/96ld56aWX6PV6l+x+eO/f5MxPp9P3tX/8asEVj3zruuaVV15h3759b2rz/+3f/u3LGuWejd858VkaKrKY5N2iCmk4KGpELBAIMZDrnCqAVSk97GJq91exxHlNjcFHjWiDUpbgDDUB5w0YReVKMq0QDc5n+ErjY0TrtGYw6ggqQ1tLQKidBtEEFYk6osUSlRCyNLykROMkElSgrTMm0jD1NZkymDxLu4RnFSYvqIDS5Mx8wyg6Sp3xzc0LF1gPIZDnOUVR8JGPfISXX36ZRx99lLvuuotDhw5dlPsRQtgdPwIYj8f0er2L8tp7uPw4l11XVcXGxgYhBH77t397t267b98+7rjjDnq93mV7Hnxn/gYuamplccGSCWRYbs5PcNTvpwmWhiURZlSBNLEQwUjJ3AsGjVIw8Rrj2mjVIGLYmhpiUChlQEtKJXsDEgkhNVhFQIKgtULFlEUzkvTglYKezTFRUzcemkBVLZqwMBxo92l84I3xjINlh5YYJEAtnmOTMevtNkpnvDY8v6art0NRFOR5Tq/X45FHHuGee+7hwIEDF+X8z8TZO4Mnk8k1YftXnHx7vR6f+tSn3hLBXGmZuSdHX8JaRUDjxGCUoCTpy8RY4YMiMxm1FzItxGAQCWRYnFfUMRDJCIBSlnmjCAJBKWqfo7QQQo5RkWkD3mmUcQQsXmmi5BjJsWicdwgGUWk434hGR5283qDQLiM24CwoMqxSFLRwTaRUHYaupmpqulmGGIO3lmbmCCrickMvK4kiZGLIjOHYZMiR7uC8z+pMeUmtNbfddhuDwWB3R/CFirWfC8vU0xLXivf7QcZy3naZ9VrWbQHuv/9+1tbWrthY2ZbbwZAxj9DWFaIUjc+4sb3DiekOr/ojhKhpQs7MW5qoEEkKdGOXdu5OvSZPirD4oNCxRWaERkFQkVwpDGnRgY8RHSwlJKdbQkq/1waHIhOdliQ4CC4yN4KNChMUlRJyk4FAt1WitUJrxb5WG4lgg1AoyzxG7lxZZ3s2BwvPnd4kiqDfh0MjItx4440cPHiQZ599luFwyG233XZRM1Jn2/5kMrkmbP+K5+yuRoH1x089zjTuECK4qGmiofKGKmTUXqNUJIjFB7/oPhQ0npY2mBgIMe3x0koRvKV2Gi8qNWeEhczk3FLVDeM5hKAQo/DSIcaCQpcYpWiiZx4ic6WYiaJyWTL2qKkby6yyTHza5unQxMyQdTIO71thHgI7vmYeA52sICLMg6NlM8oso2i3KTDU8xmTukKA7aZip655dPONCzqvczVd7Nu3j4ceeojRaMRjjz3GfD5/X/fkXOR7MdPae7j8OH36NM8//zwxRm6//XY+85nP8MlPfhKAwWBwxYi38nOmoaKJWRr5i5ap75Ibz6YbcEP+OjrOacmUuTe4qEAy5l4zbxQSYeYMGkNTZ2mHkYLaK6ZziB4smhgisRGyJkc1huhg3giq0RR1RuOgagLNxDMeNoyGjqYOFDEnd0npTiJkzkBQFCbjun6fMlraktE3OR2bMRZ4YzKhazI2J3MGeUnbWCQIT508/9Wh58LS9g8cOMBDDz3E9vY2TzzxBHVdX5ybwbWbdr7i5Pt2uJLk+/nTXyBi8NEuFGWSZqpEyHRaYO+CRumISNo8kitN8I5cRQrlyVBUjRCCSnN9TuOdYj5XzOaLrSRSYkyGp0CFFgaNjzByQjUrwZVEr1Ah1XaUEkzQxBiJJoBApgyt0nCgXXDf/kPc3F+jY0oGtss+2yOLFhUsZSioG8VkHjAxp3EKsQWlbjEazxhNarqU6GB4ZuP0BZ3X23U8LsXa+/0+jzzyCBsbG+/5npzL+70WUk8fZFx33XX8wA/8APfddx+HDh0iy7Ldz9GV3Gr2zOQ5piGnkYwq5uyEJCe549q0dMPAjPkT+7/Azxz8HYIoohhqpwkxzfmPZprJzLM1CcydItQlyhmsUhAz2pTYaFCNJrgM5xXRg3iwXuGayHTmkbEgNWSZ4YbVAbesrnBdq4s1GoOBqKg1SA4HBh0+evgwsY4cH43ZmVdULjCtPO2o6KqMF05v0jE5L57eZF45Cgyfe/6l93VWZ9r+chlLu93m4YcfZmtr62LcjreknafT6TVh+1c87Qzn1nhdqptcbrwxPsUpf4JepvCicaQNIkalDUZVsIgXOoUnuBxUxGIJ0ZNpjUVR13MmDXgxuGCIaKIoAgalbdqjK4BKus3KQ6OEuhFMKMA6gglESUpZ0VtCHYkCOhpELDYz9Nsl650uw6piux4xrNNu0FEzQ6NpaUsdAnVwKBHaJk/a0uIZ5AW1D9gipzQZO+MpswitVpvndzYv6MzeSeVmKda+srLC008/zZEjR7j11lsvOC11raaePqhYjhqdbftn7ni+Unh+/BJVMJQotmNJ386ooiYzkTeq/dzReYXceqZec0f+Go/s3IFgcR6mcxAdiSHDS8Q5R1tnhKjIUGgFcyeokFNHj9cNuTPUPkBMExQSobSaXt7iupUelUqb0FaKEhUU47pGa0XX5uQibI8mBNFsDicQPLnzmOhQUTNodzgRR/SygpWyQ+09d66sM3ceJ5HvbG7zuee+xe+9+/b3dFZn274xhnvuuYfjx4/z1FNPceONN3LzzTe/r1r9tep4X3HyfaeH9pUwwF9+/TcQJUllRgcaydCaxa4hRak8Vs+JQRPJ6JiaykU0Ae2Fygcs0NIVLSkJ0mEqFkVBkCQNJ0qjg8WJp3EQNIg3iA40WlC+RAdN9JFgPXEpKKdBZZpD3R5lljF2DRNf085zRijGrmKt6HCg7BGDQBS6WYtGRzamOxgMVllmzhN9INOGUdOQa0O31WNrNKGuAt12l+OTMYe75/cBP59Zv4MHD+7uCB6NRtx3330URfGOP3Mm9mq+1x7ORb5webaavRNenmwRomKmMrqmofaaXAtaBca+wEdLFZLIzUcHL/D1nbuYNJ55LUnXvcowRlA+IzQw1Q1WW1CWAoMLYTEipJGxMDMe7dP4kUXRzXNaZU6vVWBzy6rOKZaqfwpcCPRMzms7Q0oFEiKzeoq3hn2tNj4rcDFwYjilPW0IHk6NZ6y12jTek+WKuvF0WyUR+NWnX2B/p83Hbzh8QeeUtKbPvU708OHDu8tYRqMR9957764q1oViued3iWvF9q84+b4droT3KyI8M/02mVUEo/Aoch1RIhgFVnuEtPDAB+hnFTszRalrfMywOpLnmlJZrNL4qmIUa6IUeCUgGVoMsyZpO8eQ4VVA+QKvA9q30F5wKhIRGhS6KYhR6Jcl16+skGcGEcGojK5u04RAjNDyGdrnbLiaXpZ2+Y6qikwbullOHSONd6zmOf28wIdIoTSdskOIgkXRW28xHA7xkylff+07/P577juvczvfQfszxdofeeQR7rvvPlZXV9/15+Da9X738FZcjMUq7webzZQqZmRKEbVnFFp4ncZzgp/wRrOOUzsUKrKSTWhcoKpBgiZ4izEKV6tFJAtSaxoVceJoTCD3BmUiuTeAoq9LWv2cLNeUxrLSaqFRSQRDNPMmUOnAvHG4xqOd5w03JtNQaEuIiptW97Ezrzg9c3SLnP2tDgNbsrkzxERYyXIyNGVekBmNZAolaauw1fCPv/4N7r/uAMUFKAQuHaS3s/1er8dDDz3EM888w8MPP8wDDzyw21B3IThXt/O1QL5XvOb7dko3VyLt/GuvP84s1ESxxBBxwTL3GbVYqmgY15ZplRosMhWYNJbMaoyxWGMQbSm1huCxBNbzmm4ckikDztI0AecUMRhiNHiAUBC1IFXSjq5EqL1BNRlaFO225ZaD67T7JZPomLjAG7M5xyYTRrVnWDecmE2ZC7SzHK0UM+/omJzryh7rWYuCjAE5XcmYzwPiFHjF5rRmUjmqJnBqMmc0r8nKNjOB//TNb3L69PnVfi9E5WaZlrrlllv4xje+wSuvvHJeg/p7aedrD1djsyXA0M+ofWqS3KrbKFFAwY7vMPFtopRMpMDoSBTNIXsc5w2htviokCo901QwFORobTBYWqqg7TKIisZBLZHcGG5cX+Ngv8sN3RUyLBujOcNpTXRwYjTh+M6Qre1tZDxFO09UiuvX1tnfWyPPCqwy5MpwuNfntpVVYh15fWuERnFwZZVMYDaeIsETQ6TxgWlVE2Ka4CDCrHb8p6deuKBzejfyhfQcf+CBB7jhhht4/PHHef311y9YmONadbyvOPnC1bPX8/Mnn0SUwgcIYpEQcE1gXgVcFTESsUYwWjPzLaxNKenKlVjrkZDho6ARMiP0c81NxQxbnyAEh0hOE8GJRpFBsAQPzdzgRWiiQZzBGEXeybhxfR8HO6v0szaH8j49U1LqjP1Fl0FekCnNet7lcNGjCJpCMlZ0B18JJ8czJrVn0gROTqYMnUuD/Shc8HRtwcGyTUdnDLKCw+0eg6yga3JuGqxTtro8/fTTfPvb335XY7lQiTmlFEeOHOHjH/84x48f55vf/CbuXVacnSvtfC0Y4B7eisuZdm6c5//1G1/i733hy8yahpOzHUY1NMFQ+5wgmohB4RAgR9CLfdvHmz4Tybm1ezI5tKJRUaVmzJllLW/x8Zuu5/aVNVpisVETg6A85FFjg6LIMjZmUwiKU5MpGYqBNsi8YrK9TbvxHDAFjdfErEW/MyBTBa9tjzFoZnOHjmlkyTVJSetIv89aWZJpDQKCotNqMdoZ0dQ1iKI0lkxplEAMER2EL73wKtO6Oe+zWz4X3s32lVLceOONfOQjH+GVV17h6aefvqDMxrXa7XzVpp211jTN+X8Q3i+2JiNemR6nNNAYh9SeYCydDIzRoC2NWCRC00wZtBwxwtSV9Io506qgZee4WFAYh4lQNZ6u1tzeOsnmeAC6jSFDi1A3Ee800aRaj5O0Pqzo5RzsDihtRh0dcxc4OZvRMjmND1Q+0rFJRm9cz8lUQ8tYZkF4Yzqll+f0y5LGBzSpKWPFlJyaBfCKdpYxbzynq2lKP0dh1sxp2wyjFLPGkWtDpjVrt9/OyddeYzwev2PN5r3quy7TUs8+++y7pqX2yPfaxNs53pcr7fxn//1nOXr8JD5Gfvkbz/N7Pn2AedDkOmfqHKt5Te01HQ1aFN4ptqcZbZvWfpbas7+cYp3FR4hBozPFWq/NwUGPEISD/QHjqWc2bZAIOioiwnqvQ7dd4BvHq6c32Wctr1U1/aKkzHKiMQRj6OQFt/cGsBhh7He7eB8ZVhUrRUlTzbFoMqsJPhC8R4kiOKHyDiUg2tDr9phPp4iPRGOpVdhtJi2NxaD4119/ij/5gx8/r7NbBkfn20y1srLCJz7xCY4ePcqjjz7KAw88cF7jgntp50uEK5V2XsrXvfrqqzz22GP8tS/+cyrnCDESYoHNC4rMIGLwXiNeoRGUeLRVTKsCHzPyPDKrSoz2OMnJTaSuTNq/awKZhf1FwUfXnkeaSF17ojeI10k5KyiMsRxZ7XPdvjVuXlmjiYFx0zCcenqqxb68S64MXVuQa82kqTBoVosWLZuRK0Mfy5F2nyJYtNfk0TKZNxwfTRjXDifC2Dmq4FktSvaXbUptWc1LDre7tJWhiIY1W4ITfBX45ultHnzwQQAeffRRJpPJ257lex2qz7LsvNJSe2nnaw9XOu385Ktv8Myxk2mJgVKMq4ZffuE5nBN8TMsNZr7EhYKdqs/JbcUb84JXpl1qn+ExZEYoMoeKBh0tDx54jT9559PcvL7KIGslB72uuGnfCp0iJ2pFXlgOd9r0EOqdMWHecH3RIcta3H3wOg6trLHS7nJ9b4X1okNdOU4PJ0gkRbg+qe21dHKkm5AWrDQhoJRGK02hNRowkrqsLZpWXrAyWGE2b5iOpxgRMqWRIBCE4IVHXj7GN187P5W7pd1fSCdznud89KMfZf/+/Tz66KOcOPHu17pW085XReS77Jq71Eu1nXNsbW2xsbHBxsYGVVWxtrbGvn37ODkSclNibcDoBh9gLmmBtVFQCRAUXjxF9GgbCNownil65ZwmZhQRmtigjKLyGZkJGCD4wHU6cv/q13hk4wfTnl80vXablU6HTl4ybhxtUzBxHomGni2p9YzNqqI0OZO6SeNDtsAFxWja0MsKQhROVnOaJtCuPXPnmXtHL8/ZV7RRKJSksSdjcibzwHZT0c4yauepfaCb5yjAB6Gt09LtGIVXt4a7m0xefvllHnvsMe6++24OHjz4pnN9v5tNlmmpfr/P0aNHd5cznLkeco98Pzi4XOT7d3/jqzgXMVlKAYuDynh2Zh4rhrxtSEuCPNvOUzSGXmYQFKO6oNSejSYjLzQfu6WDDx3+zO3/mLapeOXZg3xrdC9/8Z5/xx3d43z51If5j5Mfpq0jmVJoCx1T0Cm7TF0gz1KT5rwJ9PICQZAg5EpzoN1hNKupG4/OLBaNEoXVio5N0wveBSrvKK1Fo9CiAEWMQggwq9zuNqR+p4ev5oy2R/S6XQSNNUlLoGMz/vVXn+Km9RUG7XfeFvZe7V4pdUEqeGemnUXkmrH9q4J8z4WLMWokIgyHw12yHQ6HtNtt9u3bx7333svq6irWWp49/QY7rqKrLD4EnFis8Wl8KEZQkdyCSEBrxTxYxBVYmWOzSO3b2FgjxtH4nE7usWiCU6AcSmsy2tzW3WAUnuJk+G/pdTukXb/QeKGtEwEXyiJETs/ntHVBkWkUGltotuZzKg+dLGfSNIybmn5esl622JnXtLWlVxTMlGNjOsPrSCvLmDnHTtOwZiwHOh2UJB3ofplS2bO6QURRaMNw1pBpT8tanj+1waxxtPOMW2+9lV6vx7PPPst4PH7TrO7FWiu2TEuduZxhaWR7aedrD++0VvBSk2/tPK+e3CYSUXMholABxKYlJUNxOKcZ5A0uNFhRRK8xGSiEYTVAl2MqMZQqMMhf5a7uCSoUOYo/cOtnOTF6nDt73yHT8N8ceIRff+UBxtkarbJkFjy2bFEGTaYjc+fJcs20bnAqPWe0KBChdh6jFIWxECGIoCQSPUyqBiOggNJmzBtHrjRaoPFukeYWCm3I0ESJmMygbZ/ZfMZwZ0i300XpghDTc6HxgX/ypSf4v/3Yp97xDN+v3S9V8I4ePcpjjz3G/fff/6aRojOvs7T9pmnw3u+R78XAxU47L8XZl9tQANbX1zly5Agf/vCHz3lz/9mLD6NR+BgotCbGkKTltEJMIGhLM3e0TQ6qotANUQKzkNMWjdJjPJroCrplzXyW0crnRJUTosUaocg0650bse3XeG72Mtv+o8x82l7iAkTx5Moy9R4VNGtZi2FTE4Jh1lSUOqOnSmoXMFazZtpMXM1k0tDOLN4Lx4YTCmPoZHmSj/OeMi/olV1kXFFVER0bCmuZNQ0xSpopXNSQc6XpZznOB5yPdHXG1155nR+58xYA9u/fT7vd5qmnnmI8HnP//ffv7ti8WIL3eZ7vLmd47LHHuPPOO7nuuuv2It9rFFeq2fLffeUpprWjsAYfIp4AKuK9QRHwSjOXiDSKAxkolRqXLMJqp81gZYVZeJYoilnMua77HIfax6miRkJJaRtuX3mNLa9ZzwNee37/HV/jl1/5o4ybmoNllxAjXkGmFMpaVFQU6IUSlkolMAFNinCVVtQuECWmNLKxSFZQVRXTWU23KCBAWWQ45yiUwWSLkUlj0UCMLNbzCd1WG6s1k9EEiZGyLPBRgYbXN0Y8+tIxHrztyNue4cWw+6UK3osvvsgjjzzCvffey7593920JCJvsv1l6etacLyvOPm+Hc7XAEMIu6nkzc1NptMpg8GAffv2cfPNNzMYDN71A/LNnTfAahQG7wVrLUp7jCJ9WiVirMKJQ2lDPSvoZI5uGXExUNdt+mUDKjCbtcntlGndptuekukOB1b79ApLRDMd97m99RUeH66T6dtSE4WCuXN4JWnFn1FJCMMp2nlGmWcMm5pCWYzS7FRzOragyCxNaJg3jlIZVrOS+bxiNNwmRkBpXh7N6LU6iMBKkVNkqUbcKy2TxjOeVXTyHKM0w6oChJWyhVUKLZqjr5/cJV/47qzus88+uzuru7xfFwtKKW699dbdtNTOzs5bOh73yPfaxeVouPri0W/TziwH+126Zc7zr59i1GuIAaJY6hjJ8wqCoomKVqFYaRXcum5o90sanXN8PqAwc6IIbTVHq0jAMCKjHyM1GjGBrigEz6395xlXNaWxbM8q1lstvI+IsKsFb1RKKc+dx3lPJ8vIjEUBjQvUjaPMMjJtUALBR6a1Y1C0yLWlUUkpyyqNyQwSEnlpUXgfQSskpjIfijT3u5qxs72DbzytThu7EAL57BMv8OGbDpHZc9v22Y1Q7xVLFbzBYMDTTz/N9ddfz6233opSihhj0jU4g3y11pTlO6fEvxfwPUe+y5z/Mrrd3t4mz3P27dvH7bffzvr6+gUpqfzmt59j6Co6auEhWo1ET+MVoixRK0QHxDk6eUC8Q2XQYBnPDK18RllEZvOMQgtlUTObt1lfcRxauZEiG5MpQ5KxEK4vDzIJM+7t/yZf3xoQ4xpKDB1TMnceow2zxtGxOdoEtqqaUllUAw2BQV7QzXMaFyBGSidsz2aEEIlhjM0sIStoZRmreUE1qxhPZ9QhEjKhkchWXWFQrLVbdLpdCIIIlK0W41nNcDKnk+eIeI4eO03jA/kZBmit5f777+fVV1/liSeeAM6/4/FCsL6+vpuWmk6nb3og76Wdv/fxTmnniynMfzZCiLx2esjBboe1VovgI7fuX+dxdRzQhBDJFMisoMwDtWqho3DT4Q4vDXe41UwY+RnD0GKtbLDK48k45VY5mI8IaE6HgjU9JUTPVtSs5Z5G1cRmk8qsM6ka6tozKAo6NklRzpqGSVWTK4OOUBhLbiwShSYEnAu0tCFXaYQoxkgMkVJpSm1oGkfwghjB+0iWaQIRjcEuIncVQViMCKURX7QxrK2tMR6PmY7H9Hp9cmsZVw2/+PBR/vD3f/ic53gxM14Ahw4dotfr8dRTT+2q4C1ff0m+yzGjK7Vq9mLie4J8m6Z5UyrZe8/a2hoHDhzg3nvvfV97f3/x5WexGCQKaEXwmpmytGwkM4KX1FmojGXiIYuGlsyRzEMWcbGAWSTL5zgxlPS56QZDvxgAmyi9Th12sEowFBR5Sa9excmQD/V/mUc2/ighlijRFDpjVKdGqmFVowKs5y2iRLLcMKoqTo5GZBFmdUMdIv08Z73dZj6bc3B1lUwZGh/YHM94YzqhVxYUZRuZTlE+0C1L2soynFWcHk7p5jlmsZmpZQ3r7RZEkpqOF4xRPPztY/zAnTe+6dyUUtx88820Wq3deeCLsTrwbJRlycc+9jG+9KUv8cILL2CtZf/+/YzH473I9xrB5Wi2PBO/+pWnwQnRRbZ3ZnRaOSZA04mIg1wZVnSG1hFFABzdHI5tTMDCWDp0epHW3HGyFjqmYdXOmAqMQ43SaZmoF4MXwwwLLpHep298ioeP/Qi3DAZMqobGRbyk6FcJ9Isy7QHWilnT4FVa6BJ8pLSWzBiCDwigUImItSE3FqM1hYmEGLFKI6QoN/2fBomIVgQfMUYTomBUasgElUaRZnN2drbpd3tkec6Tr5wkhif5vR+9k9Vu+03neLF6Pc7EMrP23HPP8fDDD3PHHXcA350lvpb2eF9x8j0XacYYmUwmOOf4yle+wmg0ot/vs76+zoc+9CFWV1cvyk0PIfDi9gbJzQ0EZwnWUxiFFiH4QGZSg4UKEaVBGc3UGbJak4kn6IBYENfipoOGlU5Jy+Q4xljWqMMmVq3iZUxgiokdDpcH2KyntG3NfYNf49nt34+LUMVAW2dMqoaOylBWMZpVzKqapnbkIQl85HnBSm8VUIyqBu8ieM32pKZ2nnaecbDXRXykCZEaUKKZTCt2pjX7e132tZMhVbWjcYFcG+Zzz46vGBQF7TxDjNC4wBefefkt5LvEYJD2/u7s7PDkk09y//33k+f5+743Z2I5znDzzTfz7LPP8vLLLxNC2CPfawBnEy9cevL9tYdfoJ8XrLfbaJ1mbjfCDgK0JaetIvM6UmQep4Vcw5H9q3RaluHoNCNKBqZhf1FyuppitdCIoY1i03dZzyZYIloJHosTSyMOh+XW/c/z5Zd/kGOzmgPtNkorrNZIFKJEpvMalac0q5VU+gkxUNoMoxUxRITUiKWVQpu0rEGWoiSS5keVSjO/EiFEQRYErBbjQSKgtdr9fh8j1hi6nTZZZhiPxrTbbXSrzeOvnOAbr57gj/3gR7n/xu9OOlwK8oWUWbvvvvs4duwYzz777Js+H9eKwAZcBeQLyQBnsxmbm5tsbGywtbWFMUnD+KabbmLfvn0XJMJ/vvjV555mFhxap9EfYwIxCk0weJ1Gj1wI5DQUytDWjpg1GJ10Ucc+pxTL/rXIdesd2roANWMaZrTNgDrukOt91HGDQq8hMsfLFG1brNgOp8KY1fINriu/yBvTH6YOMS23doFxNWdee1QQBmWJa7eIomhnBZOqwTWObp5TZJbgAii4rtulbgIb4wkb9ZRWZlEoCmNwwHqvz3A8ZWt7wihv6JZJ57k0luAj1ioKZZjOHeNZzVqrRWktw0nFaF7Tb731HixTT2fWgd+rhus7IYTA/v372b9/P3/yT/5JAIbDIQcOHLio19nD5cXl7nb+0uMv8dJ3Nlhf75IpxRujHY77GXpFaBvLAWsY1Q6dCxJz8sJzaLVLVvTQOu2kdmJopCQznlxbYqgRrYnATApKXyEKhmHA4XwEShjFgkE+JstmDPICLY4gQq4MwQmZVmiBXp5TZjkikWLhxGptkq50iERShIyCKGk2VwSMSgSuUIik5QtaKcKCrDUK0YKOmqjS9jOJicBFIDMp+6cU5FnG6uoqw50hznl63S5eaf7dl49yeLXHWi857peKfCF9Lq6//nq01jz33HMcPXqUe+6555ra433FRTYATp48yZe//GVOnTrF2toan/zkJ/n0pz8NpDrApSBegP/8woto0ZhoUg3FG+pg0gdcKSRGrAKURpRhGi1z36KaZIsmAFg71OPAvsNkOqeWhnnMMbrDLE4Q+tRxhNL7qOI2kZxIBx88h7vrKMlBWY4MniePTzAfjTl9eot6VuGD4kB/QH8wwNmMUpcor6ER9hctejon1IEsKnSEYeU5vj2i9p4D3S77O20yAVyEAPMmMqkd+/p91sucwjmmk5qN4Yx5naQnrdKUxrDaKulkOVuTOdNZgwThi0dfPucZLg3QGMN99923K5Zx/Pjxi3afzmy6aLfb/JW/8lcA+KEf+iGm0+lFu84eLi8ul8jGznjGr3/1ef7nv/9f+Jv/5PMURrNWGJ5+/TivzmYc7ufMc80N3QG3Xn+YbrsF0YBW1K7N/v46LmqEQFQphtysOkSBg2WPWgyNGFzUBMk47vfxml9lFFvshA4RmMSMiesQlefI6jMURuNrT6ZSd7MSaGU5pbGLJk+1q7usSEQLgBdiCKio8CEsHuBpO1Rk0T0uYFhGwGAQEEFFhdYpXZ1WOqS6rxKIUdIfAZHU+DVYWUGisDMcEbynajy/8BuPMZpVwPsT1zlflGVJWZaEEHjkkUc4ceLEXtr5YkEpxYEDB/jhH/7hN6Url8Z39ojJxULdNHxrtAlWEbWgvMFrT2mAKCjRGJMRmposV0j0ZFYIIRIyg5UWt1+3Sqt01BJwMadncqIaM/WKrunRMKNQ61Rhg9Lso4pbZBQoWnjvaUvGRpijlOaOA48xnR6gUx4mCLS1ZVQ3ZGh6WZHm/LRhZ1bR+EBpLT6kek4vzyHL6ZUthpOKYAKZ0XgXKW2G1ZoWmhzN1qQiNxntXGOrmjzLGU8a5toxaJVYk6L6HI0tSmJMqlwPP/86P/HxOzFnGduZBrgUy+h2ky70eDy+KHXg5WfhzEH7fr/PF77whWvGC97Dd/F+yfer33iZz33teTZ3puyM5mzuzKidw1jwCvotzenpmLV9He7c38FlBj06xeH+CgbF7dfv58XXT6F1w76DAzZrzf52YN50ENkiRmEaFJ24wv6iw3fGQzaURiNok4jTmoxaFG/4HreaikpKCJpMeW4/8iU2hrdTkSEhJsUqrcm0xhhN9ILSkmZ0tSKIfLdDWdLYUIiRTFlEuV3iVCjCIjS2Ri8iWp2iWwVKIiJJzznNCkNUCokBtbz24nUigtGGXqdD3TSMRyN63R6nR5G//5+/yh/8gQdoXcLId4kQAtZaPvzhD/Piiy/ycz/3c1x33XWX9JqXC1dF5GuMeZOaEXy3wH6p0k//6omnUkomCvjUfKBF42pDFXKqaJk0ioaC0dxS+wI/MxCFTmE5uL9LozNC6KJEIUoYeY+KfURFJiGgVYd5rNFqP+P6FHVVsjkZcXrnNcaTKYfyFbQqEWXJM7j75t+lsIKVNM/X1hndhabzxnjObNrQ1pbQBJrK09YWX0fe2Bozqj3ORVbaZZoJ9IIShfORybwBgbaxrJYtcmVoosHkLZrplJXM0DEZmztTptMGA5SZxQB15ZAoOBf46rPfecs5niv1tLa2xoMPPshwOOSJJ554352rZ5PvUl7u7rvvfl+vu4erE++VfEWEX/ilr/MvP/cE0+kc8Q4rNYcGikFPo42mXWTccvNhbrztOm44sg9blry0s8V6p4VBpRG9oLjz5v3ce+sR2kWOVZraWbZdRl2niDeKsNFYhq4g0228t0x8QRSFF0MUTUQxCSWnmxWqaNhwHeYhZ9De5r/7yN9jUGykfg1J0WhqQhZERZSkpqsoMa0mXKSWM2MSOS72dTsfU3S86H5G4qITOvU0p1RyIlyJiZxDXHyPAJJIVklKUevFjuWUvo6YzNJutei02+wMd9Io46zmH3/+Mb707GuXhXzTXLLizjvv5Md+7Mf41re+xV/6S3/pkl73cuCKR75w7qXaSqlLWvv5wre/jRZDjAI6YLzGS8QYsEEWs71JGjK3Guc80Wbs73U52FMI00SyMZBJycAKUU2ZiKOtVkEN2ZyPsV6z40+gfU7R3qbIBhStdbT2aKXYT48T1ZCooZXN2b/6ebY2foKZcxSZYTxvCC6wv91KGqxAu5PReI9Bsa/dYmANpzYaJuM57SJHkaTn2jbD+QAxGWsIQm4VojTKpqaNrNVlNpmSZRn7um1qH5hVSaYu14ZBq8W8bmiU5/OPf4tP3XPjm6Lftxs3WA7PL3f3PvDAA7vNWReKEMKbNGT3ZnyvDVzMtPPW9oi/8Ld+FVSkqhsKKxStkt5KF5NnrCpDRFAGTKkJSuGJHN8e4UPklsEaIhEVNdEqtLd4XRNUxChNEw1BNWw2GdezyMrFiLaBQdHlVDVjy7foZBULYUc0gqDZCSV9O8ORsx0UPjb0sznf96F/yauvfx9GKZ5//ZOgVVLaUkndT+kkD6lRWKVBhKiE4NLihOgTMRNDykBByiWr5ETEkMo1MaTIWCudnGWTGq9Ukt1AFpuNjDWJjJVGJNWXNYCk9K82mvFojPOOfq/HV791ks3RjHvvvfeSjf6cnfm8/vrr+QN/4A/wh/7QH7ok17ucuCoi37fDpSLfjdGI17d3EvFKRPzC45UkMK68gmCIlUJHQ3QeNBzY32HfWpcdD1NfkqlO+qAibDURF9rMq4oTw1OcOD2nmjumNHTah2ivdum1b0Rlhqg9SvVBdTjUaqOwxJAhaAad49jiUQptmMxT2nml1WI8T2IaG6MZo/Gc6ISdccWxjRHTOtDKS6xryAXwaYl38JFMaXAO3wSq2qNF0Vp0Us4rByjWVlYhREY7Q+rKYQTswltuGg9ByLShagKf/fqbd36+06D9cnfvTTfdxBNPPMGxY8cueJcnnFtaci/dfO3ifOw+xsjW1hbPPPscf/t/+0X++F/8FwxHU9q54boDqxw4fIj+6irtdofMZGkzmYroQhOtJuhIcJ5GCR++/jqsSZ3FMUaUUwSJeGcpVU4IhiiRIKl5SXwbrRZpYqU5UPZQgBPL2BUkscoUyEZgy7cX0TAEDDMyvChMVnHPLV/k0L7nsTrZLEv7UBpiapQKMWXoYhTwMS1M0AplhE6nBQom49FuypiYmrOCD0ynqUnMaI1R6b96EWlrDVql1zImNWwhikVAnJq0AFHpv3mWszJYIYbIzvYQHzzPnRzy//vNx/Dh0qyAPJftHzx4kI9+9KOX5HqXE1dN5HsuXCry/edffYIYFToq8IBZfOCDxltDUB4rAWss3kW0CHfcuMqBQYZQp7lYUWw2gSxoTJji/JyhCJ0sY1Bm2I5Q2JyMmipU9E2PWZxRqg4RRRUrrLaIanOwdYBvj7dQKtVPDxx4jjdmR7Cyj5a1TOc1rglk1nKg1VrsOlV0Ox28j4xmFZG0B3i4M6LXbtPUgdGswiD0ioL9/R51gJM7Y/Z32kk5R2sm0xongV63x2Q8oa4qYpa6n0HQAq1WkcYRmsAXn3iJ77v7evavpsjz3QbtlVLccMMNdLtdjh49ymg04s4777ygOv6V3Gry8z//8/z8z/88r7zyCgD33Xcff/Wv/lV+/Md//LJc/4OAc835Lpvszvz33/n6c/zdf/4lBu2Mqkkzso0XxIPNLXfdfh1RgQsRH2JqNlp0CmMNWgmSa5oQ8BJptQtu7eQEhLior3pRRBXJRNPEQDNXtAuNyTxGUh31xExzQws0QhUyullSp4qiODbvc51MGVFypDVElMZhmcaCXC0WrYhh0/VZycZMXYHXkdWVV9nYvoUQQC8I2AWBEDFagUqL77VJm9Cs0YSo0FqxMlhhPBmzszOk027RNI7GNUgUbJbR7XaQGFHWoheKeiHEBbELuVEoUsMWy5ljpUApJCxmgiWiRKG1ZmVlwGQypa4qsjzj+WMb/J1f+TJ/7Ic+zOH1iz/lcDb5rq+vX9RrXCl8ICPfr730GkY0JigkAh4kGKIoYvCLTkGFCkn37fCRNXQ7Z6MSJrXBN5GmqdjZ3mZ7OmUcC3rt/ayurtDqdfC2h9Vd6thQxxxjCoZ+jtYtakxSndEDmihUYZt97S4tk/zMKGBUZPXIVyhUoKobxAtrrRKDYjJvqJvI9njOxmgKAuudNn1rcI1jXgd2RhN0CBzq9SnyDo6MMi9ZbbdZKQokCt4HfBNQosiMITOGbqeLNRmT4RjfNBAiudUYgeiT922U5h/950dSOpvzHzdYXV3loYceYjqd8sQTT1BV1Xnfryup63z99dfzN//m3+TRRx/l0Ucf5Ud+5Ef4fb/v9/H0009flutf63i7USNI4jqnT5/m2Wef5Utf+hL/+7/8HaaTmhMbc8ajwHQUCI0gSnHddatEpfABlFZJGEeDshAsoAVlFXOXdth2yxy9uLZSpLJMTFuErE+RXhUdQdK8bqgzDBaFxgfFvG4TY0kTDDuNIfgVQkj9IseqNTbcgOPz1UV9WHOyHuCjSV3LSjGVgqlv8ez2PUxcl5WVV/A+LmJNhXMBQsBqjdFm1xFRJFWwRM8K5z1VVSNBiDEwnkxAIoNen/3r+1hbGVDm5SINHQgxjVMCiVDVIrJOVV60SuUdrRRqQdTLcrQy6S8aTbvTxtiMum5o6oqN0ZR/8F++xn9+9Pn3lN16O1yr6wThKiLfyyWw/q3jp9iczImLD6HyQExjRVECVhQ0EKuABDhy3YCy0FTTGaOdIRvbQ3acIcQO+1YOMFgZ0G6XzLQhShdNRiAw8hFLD4ejiS2Utky8x4sQpGQWhgQsRh9EyDnY7jOqO4ybDkEsxs4pD34Jt1gxNp07YgDvhGrmKDFI7XntjQ1efv0E48mMQVFyeG0VrUu2xzWucRwcdOnmOcQ0zuDqmFLJUci0plNmqdHEC85FBt0Oq4M+450h9bzenR9EwOpUJRqNK/7RrzxMiPGCZv2WalWdTodHHnmE7e3t8/q5c3m/l4t8f/Inf5Kf+Imf4M477+TOO+/k537u5+h2u3zta1+7LNe/lnE28S6lY48dOwbAF7/4RZ5++mlCCNx5553UjUZHjQqSnEHSnGqnm9Pv54CQWUmEmynEahqJ+IWjGIDcpPV5ya1eRNYxNVDFKNQ+4kJEBUVXl2RKE7xh1ESmc72ogypGNWxXFolQRU+Z95FFZCwEBOFE02XuMlywzGPGK9U+XqwO4sQgSjjlVqgwbNVtKtMs9NRTk1RuDLlNWu4xxEU6ONWAnfOMx2O2trfY2tymqSvyLGd1ZYV+t09TN6lZyugFpQpaK9yyBhxDavJaZIqjxO8OD+vEtyhJmgNap2UM6IXjkM7NKI3RmnbZYjqdMRmP8THypaOv8Au/+dhFI+ArZft/7a/9tV350+WfQ4cOXdRrfODSzv/ii08gotCLbkCUxkePjiDB0hDQViFi2LdSsD2qcZWm207eXlEY6mqOiw3bTrOqOlhTIzjm0VMHw0rexsuMUQj0zYBGxhTSQ2QHJwVV2KFtVpj7IeA4XH6SD63/3/nVJ36Ll9wWZdFw88rr7O9v0F77NmF4N1rA1w1FFBpXUc+EVpEzWOnjAoxmDbWHtW7JDeslO5OC2WxCcAHRGeQZ7SKnlVsKmzac1N6jtAENPgRKqxdjEoqVlTUm4yExBLrdXqoPSeq+1ErxnVM7/H9/6Wv83o9ff0Edj1pr7rnnHo4dO8Y3vvENbrvtNq6//vp3TF1fLd5vCIF//+//PdPplE996p3Xre3h/BBj5PTp07sCO3Vds7q6CsDHPvYx1tfXv9uQ2UTsgiOcTqlenRuuO9hHFGijkha7SJphVWlsTmlBGcH5QKvMUqcvwILonES0AcSkaESntXp17em1LTGkTuNJ7bHRggarDUYLotLEbGn6rBYTwswRxSGSSlNbTYfSurSmlIA1ipNVn34+o6o7CIpxbNFuj1LUG1OYmaLcRIwShaapcU2D8z7Vaa2l126TZ3nafLSrgRxZXV1lezgk+ECr3cbo1FhqFLtnIxKTwlVcpJcXXLnLmZIyByJJPUstVLiM1vgQyPSiOSuzrHRWGA6HC1nKAS++vsE//60n+ekf/sj7bsQKIbxpBPVyZr3uu+8+fvM3f3P37xd75PWqId/LpXTzzVfeQGtSk5WF6AOLDV4E5UEFYojsu65Fb9CiKDKKXCMqjQAUGoJuCFGTacMkRHQwDDKD6Bko2HaRge0QGDH0DX3bpYoTclaYh01Ktc62O0VLt7m381Nc3/4+tNb81e//Yf7Pn/9lanJe2ryBzfEKh/e9xNaxkjDtUWYG0Zay6JB1MoKP5NbQKQy9smA4qdgZz+iWJZk2tMsO2juapiZvpVlhjU4bUtJAIFoCiCLTOq1NU4AoisxgV1YYjceMhzt0u11sniOLJhAEjp0e848/9xQ/cM++dzn1t+LIkSN0u93d9YR33XXX2364r/Q6waeeeopPfepTVFVFt9vll37pl7j33nsv2/WvZVRVxQsvvMD+/fu59957WVtbwxjDb/zGb1AUxe5zYWdnyo2rfbbrmuFohgdECYcPDWi1cpQxNBKYzRy5NRhrUsSoFCbTjOaObrtcOI+AJOfbhYAySeIRoI4euxjnEcAHhWiPl4hG451B2UReiRxTRBqAm/uHubHveWH7OA2p63nbFxwwPqVtFYAwjhmdqNiY7qedOZQWYigoutu4yT60CM65RLZ1g3Npo1dRFHS7HYyxyVYljREZWXReq4XznGWs9AdMJhO89wx6g8Wsr0rROZJqv1FQWqFUkqDU6UUXZCyLdHzEKEXc7YJO6dIosiDy9B5WByuMx2OGw226vR7PvnqKv/NLv8tP/dCHOLL+3qYc4Mo63tbaix7tnomrJu18Llxs8v21rz/NuKoRD+IFXzvc3OMrh/dNUoTRcMPN+zl83T467fZus0GQgEPYqiLj2iDeICQ9VlGKcYAQumgsKMXIeyT2EGC7dhDbzMKcTO1jGivaZj939X4fN/d/AGstWmtuXFvnk73D1FPPfAIbOwXfOnmY7NZXOLC+Qr+3SqtoUzthMmsARVN7qip1JHeynFylrSedPMMqTbfbQynL9uYOs+k86cCGiFWKzGq0NgtPOxmdWfzBpA7IwWCAzSzD0Q5106Qk1sJgUcJ4VvNfHn6FX/7iUcIFdjwOBgMeeugh5vM5jz32GPP5/Jzfd67U0+WMfO+66y6efPJJvva1r/Gn/tSf4md+5md45plnLtv1r2V0u11+4Ad+gHvuuYf9+/fv3uez93lvb83IUBzZ3+Pmm/ezvt7lztsOsbrSQmnNrHaoqGjZpfqcQlsDRuNF08otENF6d4snzaLOmy1sYO48EhTOC8NpTa50qh03hgyLIEwbwUa9aEay1M7iQ87ENZyepVppPyuRoAhRM/UtnNikoSxCROMk53TV52Szyumqz8wVeJ9BforReMTG5iY7O6PdyHV9fY319XVa7TZZbr9LjFF2Gx61SmNDRqtUUsozVgcriAg7O9uIBBSLLmlZ6igkxybGlJZeKl0pSbVdtZgtZiFFiUiKgo3ZHWkS9CJjrej2erTbbcbDMVVTcWpnyt/7T1/j68+/VR/gfHElS04vvvgihw8f5pZbbuGnfuqn+Pa3v31RX/+qId9LXfP13vOLv/0Nog+EeUNTNSiXvDmrDaUU6Epx3foB2nkHN9fQGApyCp1hlMEqneqe2jIJhpkvKXRn0SgVmXrHsNFYKYkxMA0OCR2Ugqn3aNVi6CfkZkAvv43buj9EXdccP36cb3zjG3zxi1/kM0VJ21lUzFC2Q1RrbLt1Zisv431gNnd0s4xeltPMHVXtQQSrDIUx1JWnqhpc49McYBA6rZJuu814OCQ0TZoDNhqtBKs12qRGEImLs9aL2WutMEbR7fdodzuMRjtUTY3Si+/RKTWFUjz2wnH+9r/9Eq+eOL867hJFUfDRj36UwWDAo48+ytbW1lu+50qTb57n3H777Tz44IP8jb/xN/jwhz/M3/27f/eyXf+DiLNtf2NjkjqghzX9Vs4N+was9IvU/Qvk1jCfO6xWlGUi4Mm8IfiAkojBoBar+ARhVntYbApalmCMKEprsWgypdEhqU3VPjCfhYXko8FXlpYUeA9NjMycxkWYuIymabM/X0NEEYMiRsWpWZcgiqm3xCQ1xdB3iTGy01iOz0s2R5qtOENEGPT7rK6t0un2yIp8l+zUIiuldGoUNUYvnpuy+NqiUZTFsgUFayurmMyyvb2Ddx6lUle3UouGNLX4+Zi6nbXWBPHpmRYjSqVnmzWaBSenGnk6SCBlIJL8paIsSrq9NDkxnU5AhP/45af5rW++N+K6UlmvT37yk/yzf/bP+LVf+zX+4T/8h5w4cYLv//7vZ3Nz86Jd46pIO78d3g/5igjT6ZSNjQ1Onz7NK6+8zrff2EEVYEuT6h8GdIRAEqA4eMMa/bU2olM6xolQ1wFxUFpNlimirgkSiURcDGxUQq4yVgqFZ44IbDWenu0BE2YS6OgeoqdUojA6Z9o47pl+H19/8eu7G5v27dvHzTffTL/fR164ib/+1d8h1IFGIIY2O/mUjtpmpbWOWuixrnZaVI1nNK6gJRS5pZUZyiztAO23ChSKMreQWTJtGI2HSDfSMZ1FF2UyYqKCGAkEjLIIpAdbTM0Y7U4XY3NGw21CjLTbXRSCj0kMIETPzjjyD3/16/zgR27lRx+647zrPctl2v1+n6eeeopbbrmFG264Yffnr3Ta+WyIyCXdN/tBw7kcb631m2x/c3OS5s9zCx6KtuWP//efwsfAv/qvTzCZVnRbOUrDrApYq+gUaUFBYpnU0eujULtAkZnU2wHMGw9KUZSWGIUTkwkH+x2iilhlAI8KmrY2TJjhgzCZQ1kopr7m+HzMzb2UkTo20VjToXZdlJkRo2YUSmYho2M9oqbkumHeGKraYy0YqxipVfJVobPTR4sgMaV6CYncMCm9LeoMrWdJDvCyEzoiiSC1oMSgVVq40ml3aEzNznBIr9unaJUgMWW9AAjJ+YZE8rKIdhep9/Siyz3AapFyT9fVqTsrjUmKIiooyoIst+xs7xCGQ3r9Pv/1seexRvHf3HfLBX02rlTa+cxRwgceeIBPfepT3HbbbfzTf/pP+XN/7s9dlGtcFeR7sWq+3nu2trZ2Cbeu6929v59/7CRZZsAoCIqQC+KFqFP9Zv/1A/rrHVj0QYaYFM2NSR5iFMPUCYqcPApIzbKX0KPYqgNtW1DaBgGmMdDSHayumPgaGyxNGCINXD+5m6rTcMMNN7C+vv6WxRG/567b+eyzz/PY5htEMbgiY+J7xLXTdE4OaJs8zSR6j4pCN7eUmSVD4ZVGxZQ+MouuTrNQtinKjPVsjeFoBx9cUpwyOplUmrZHguB1qm9BWNwXBVrIy4yVbI3h9pDGO/r9PtqY3TqRImnGfvGJlzh2esRP/9hHsfb8mxSuu+46Op3O7jLte+65Z/czcOYZXU7y/ct/+S/z4z/+49xwww2Mx2P+zb/5N/z2b/82n/vc5y7L9a91nG+z5XhjtIjaAIQf/aF7uOnIGgB/4v/wSf63f/9lXIw4FymMJpKIISQewQXBapjXjk47B5XW6FU+YjSoLOWjt+cVB1ttJrOabrtgVjuKzLLlK+JkoXssQpRAjJHSFKzaiBaL0ZBrg9aCUWu40CTCD4JSQh2FU1XOwVagatqI6mBtgzZp5E+Mw2iIIb1nuxDwkYU9L8eQFAqjIQRZbC6SRQSbGrSSHaY5XomCMZqiLNHaMBoNiRIo8gJrTSoVLba0iaSyUfodU2Nluq7ejXSXKxhTdjugFtMQxmoIKTWtVHqNtdVVRuMRw51t2p0un334BQpr+cRdN5z35+NM8l12w18Jx7vT6fDAAw/w4osvXrTXvKrSzmd7wO9Gvsub8corr/DII4/whS98geeeew6Ae++9l8985jM8+OCD3HDDDTz14imsKJSL6YNUL8g3BvYdGHBo/4A2liIaWpLR0TmFsUSEEAMueprgaWJg6CNbM6imiaSE1A3YiGLSZBhVEoJnZzZlc6dmuDNhcz5BSYdub5Xf98mf5kMf+hCHDx9+241N/8+f+FFWJEcqhVQ5VWWZSsbp3olkXN5jSVGuEkVwgcaFRJ4+IDEtgVCLcSClU6OUyQyr6/uIUdja2Uqj9RqiFkSDyeyiAS0t3sYqsCm1F5WgtWFlbRWsZjgcEmJYaMWmJ6NaNGd869hp/sEvfpWqcRf0Oej3+zz00EM0TcOjjz7KbDa7omnnkydP8tM//dPcddddfOYzn+HrX/86n/vc5/jRH/3Ry3L9DyrOrvmOXjoBUTBorju0wvc/eOvu144cGPDAHYdxjU8KbYvu3RCSYMTSMawqT6fICSGNEzVOaGmLiynz1YRIP8uZN57VVgsVBas0b+xM6Nuc4CMdlRMbl8adxDKuhNxkEO3uKE7tHV2VYXyOjdBSFrOYpK3FMgua06MBVbSImEVkLiAan1WYzKRO5EVHt9FnyO8urpFSy2o3c6UU2IWNaLWQj1RLbej0o3meMVgZMJtOmE6n6TUXM71JySo1XkXCYrCX9K41i3GlRcPVbne02nWI0pKG764o1AuRjm63T1YWDEcjqqriV7/2LE9++43z/hycafvz+RwRuSLkW9c1zz777EVd6nBVRL5vh3ORbwhhdyzhzOh22S15LtnBX/2vjzOe16hMQaZQdUAsgHBg/4DVlT6uikST0jvRRYISoo5YoyiLnGg9gbQjMy8LMg0bkzFzaXGw10FJTe1mONewPXK0JFC0IjbLaGVd8twTJPLfHfxD5zWaU+Y5/4/P/BD/43/9DbwCJMOJMMpmbKgN9rGOiFBVDZrUrex9pMzTaITSsjDUZJgqRpQ1JPdVMVhdZTIbsbm9RX+wgl00coiSXVk8QiSqpKIT04+BTjJ8g16f6XRGNZuT5RmRiI6wLE7FCKc2x/yD//gV/sx//+mU+j5P5HnORz7yEV566SUeffRRWq0WKysru1+/nN7vL/zCL1yW63xQcb5Zr2bmKIxGS+BjH7vxLd//3z54G//hc09w0/Xr1HVAm1Q2mVaOdkslPfJFXTRKRNCUuWE4r2mXSe3NI4ydo7sgaEGomoaVvEC5ZXNWTs/A9sYW/UN9Rs6jomOzinQyxyQ6RAnG5qyWh9g38BhlcGHK67NNxl7Yqluc8ppDKDamJS3jyTIYqCl1NkM15aIjm0SOLLgZ8CFirdmdUVZagcTdZQ9JVRrQaX/vbqQsScMqz3JW19bY2RmxM9yh1+2n3o2FeEaUNLefupyXz6lFAXmR8kZSTXlJ2kmzQ5aPGySmTBmkSLldtrHaMplOEYn84peOEmPkY7cfedfPx5nkO5lMAC6L4/0X/sJf4Cd/8ie58cYbOXXqFH/9r/91RqMRP/MzP3PRrnFVkO+7GeB0OuX06dNsbGywtbVFURTs37+fe+65h/X19Xedv/rs55/GRrVYwQchE/Cw77o+qwf7i0Rz+pj6GAgqpVUMiXSmdURqKIqMPIdGGmxuadFmMptQ1zOiBFYstFqast3CWkNhDYWu8URUKBnkGUdaN533uXzslpv4w3ffz79+9uhiNjHDZYqT/SH9zT660VhjU5pNIrm1IHHhqS6Ufkwag2DRtb3ICS26E/tMZzO2trcZDPpkRY6IQnTynAUWouuASnUotaj8iIJup4NzjqZuqGxNWaQa8/JAI7C1M+Pn/+NX+bN/8PsvKAWtteaOO+6g1+vxzDPPUJYlR44cQSl1xWu+e7i4OJ+ar28cceZhpcN99771oX1grceD997IqY0RtjTUPiA+0GlngKImIEoorUZ7DUazM5rR77VpvEe0MG887dxC9Igotpua3GqsMmxN5qwP2rgYybI2bRPZ2BhyTNVcbzOqqFnLSopeC2MNToTGKTQerTyr+RorZYsXh0NOTKcYNJvOs5rlTCTD+kg96dI2NYdIesoLxY7UCGVUWqxyRhSs9OKZKWopRJWWR0jKAJuYviYqRcsxqsXyBcPq6grD0ZDhcIdev0dhsyRXuZD2TM9USZMPy4auRTnOaINfLHNAWETmqdkrSeRHlJjUYb0oW5VlgbaayXBE4xv+w+9+k1nV8AP3v30NWETeQr5Zlr1p7vdS4fXXX+eP/JE/wsbGBvv37+f7vu/7+NrXvsZNN53/8/vdcFWQ79kIIbC1tcXJkyfZ3t7md3/3d3ej27vvvptOp3PezTxf/O2jnNoYoVsWFSCaiGlg/cYVBgf7eIl4EYhpZEiZJD4eVUwfWhbdgdoSQmQ49fjFqrJITZFbJHraZUnWaSMq0M4ET0MdIlEsLROpJfB9Kxeeqvy//sj38ermDl859ioSNYJlbgLHehvcOjyEXszeGWV201FRvuvQLOcLRaW5XtGkuoxWBIFWu402ip2dHbr9HkVepjSdYrFVZbmvjMW/f1foHaUxSmHLgtl0im88/W431YkWzm8UxantMf/wVx7mZ3//Jy94BdmhQ4d45ZVX2NnZ4ejRo9xzzz2Xvdt5D5cfZ6edvfP446fo7LuVVuvcD98f/sTt/MtffgTjhVYvx0kkePn/t3fm4VXV577/rLX2nGRnTkiAEOYwQxJUVEC0B0cECWgHrZ57qrX21IHrqbW2t716Wq9H+6htoVZrta2tbS0SZFJwAGeRQJgHkRlCyJzs7GkNv/vH2ntJTIIEM7s+z8Pj41472b+9s9/1/n7v8H1RFAMXCgHdHDyi6wY1Dc34E90EGkP4k9w0R1QSPA5zAy4EDZEofo+bsKZyqiFAktdNMBBBFRGEriIcGoZDIUNy4HUl4fe4ECiIKLicGhE9gkCiLuAm2eOmUmh4HAoDfEkkyomoDW5OhhuIyAZu2ay7UJEJO0PmCdYwddVj3UCmnZuhpdgJ13RyZtuUFMvJmk5Qiwlp6JZjNMcGCozY6d88NfuTkgmFmqmvqyc1NRWH4rRaDk1nbUa7dN0w+6BjLUpmWFrGMHRzXcTalRSzCltWzPyxLMnmeETMdTlkB/6UFJoCAarr61m1aQ9up4upo9s+AZsa9p+JW3Rnm9Hf//73Ln+NXpPzDYVCHD58mE2bNvHGG2+wa9cuJEnC4/Fw2WWXMXXqVPLz80lMTOyQaspL/yrDKUmgmrlPopA9OI2kDB+SEDg1CSVkIEdkHFEZOSQjh8EnnCTIbhySTDQSpaGpkeraGuoaGohqGqrDg+JLI9GXQao/jWg0QqC5CYFEgyaj4EWWJDQBIc1BopLI6ISR5/TZ/PeCyxmfkoUcEhhhCSPqolaJUO9uju14zWIMoRuxisV41aNkhaIEICmf5WrM6kYzz+71+khJTaU50EyguRnD0K0iD1k2A1IidgyO68Iqsd5IA5BkB0n+ZDRNpaG+wQw/ifgmwByJdrSynn++vu2c3j/AqFGj0DSN5cuX09TUZJ98+wlnHXaOaCDAn+xp93cVT8gjO9OPIQRaoynXqMgSqBKapuNGJhLVkIGMBC+KDi6HbIlVaDpohiAaNUhxu6ltChJsDpFsgNbYTCDQjFNXSErwkZSSjsPtI+A0CDYFaQ6F0QydkGZQ12T20MqSjCogqJkD7ZtVFxFDY5Q/h5dnf4Px/myC2meVxhKgy7o5ZUiOTSBCxOzZAEVGccjIshQLDYvYBlvE2qDMfbKCGbWThLDaiiCWWgZrJKgkSSQmJJKQmEh9fT3BcLO5btlcb3ymL7F6HCNWTCWEjKKAIFYVLUyHa/7S2IE9lpvGwFIoM3+vjC8hCVl2cLKqlqXvlVPT2Nzm37O9Od79hV7hfCVJoqqqiqqqKjIyMrjwwguZMWMGQ4YMQZZlHI5zO6C/8q+PqDpZj6Ga/a4OHQYNzyQp1YdDkyAaqxh0OKyTILI5yaO+PkDlyRpOHa8h2hAmQXKSlpxCVno6ycl+Ej1eXA4HqoCw4STJl4WkSjQ1NaEbBo26jq67USQHEWEwKmHcOUutSZLEk9+eyyh/OgQNZFXCiDo56q1Hi01KMYTpXJHiRRpmIZhZ+BBzwIZpRAJT41UYsRyRIXApDlJTUlGjUes9SJLZp4ghrBOrEOYmxhzcbc4KlYTA5XCQmpKCJMvU19WZMniYFaRCMuvCt31yglff39vh9x+vdp48eTLbtpkO/J133jmnz9Km99FWseXnw86GZiArEv6U9jddkiRx5cyxyLFiJCmgIwXNTaZhGITCGkKLTfPRDDRd4FWcqJrAJWScQgJVJxIOUXGqBoJBHLqBkGQSfIkMTsskNdmPx+vjZHMQDR2QaERCD0XRoyqKJKPqAo/wWO9JlsxwcKOqIgsPg7yZ+D0envvaAjJcyTRHdUTUga4pZtGTQze7MhwgHDJCkdEBAwPNMDfYwoifYgFhDkSQZdMRK4psFmspstUuZGDarIiFkc0Nh0AIiQSfD39SMk2BZpoCTbGTrPl5m9VUihXuNmIHY4GEJEzREkRsNrDxmcylFDspI8c3N2YULV4MluBLwOnyIEWDvPxW21rQ8b9//N7T39JNvcL5AuTl5VFcXNzidKsoCpqmdej3GIaBrusEAs2Uvvie6ZV0gVOBIQU5+JO8KKqEJClmCFYyd3fRaJRQMEBdXS219fVouo7X4yUzLQ2/Pw2HIwEj6sChO3AJczKRLgx0BJowCAPC40eNOogEzGb5sKHTrCp4FDcXp03+Up+PLMssvnke41OyEM0aRCSCKhxMqDOLomI9i/EZnIZkKtUIyWw7EPHdtYRZWhHT1NQ0c8CEwFS0Mmf7ClOQQ9OQhbnzVGIC64ZuIBmxHJP8mbqNiLUkJCYm4na7aWxoJBIJA7Kpm20YCAPeLjvAB1sPd+i9x/M+kiTx/e9/H4Cf/OQnNDY2fqnP1Kb38vmws66ZWsRJyd52f8YwDMaPGkBmWiKGbt4HDHTcLoWMlARTC1qXiEQ0DlbVUtsUQDd0hKrSFGjiVHU1VXUNGFFBks9HUlIySUl+0pL8eJ0uswjKMNA0gwGeRBQkorqOLkGqN5lQKEQwGEQg0RwyC5hcsmK2AxmmLkBVyGCC36zU9jqcfH3kJAzdTV0YQqqD5oCbWkcwFj420IVA0wxLc9mIRa5iSVgMQzcPELJp385YrlaSZHMDbW1s4oMZ9M9GBvKZI3a6nKSnpBKORmlorEdgFlVJQsIRK7gEQDLiL23VyZiFV8ZngxdiYXNdGBi6bkXCVM3AMAS6DlOG5/Lk967l/m9ejscIUrZlW5vFtXG7h/43x7vXOF9oXXgRn+v5RRiGgaqqRCIRotEo0WiUx3/6T5qbDWQB6elJDB03GI/LgVDNogVN1wiHQjQ3NNBYXYfa1IzTkElN9JOZkUFysh+X22WOKYsN0lZkGVUThCMSRJx4cOOVXThlGYck43I48CT5aVAlmutMwQ3dECQrWXiUtluKOoKiKPz23+cxI2cYImggRyVqCFLnbI5JxknokoiN/jKLouLN+LJsOkhDjynXEBOcF7FxarqBoZvC6SnJyXhcbhrqG80bmG4QjWhIsbwNmD3GmqrFfpe5OTAj3WZ1Y0KCj0CgiWg4bIWxJWGenFe/s4tt+86t3SBedLF37178/s6dHWrT/Zxt2FnXzZ7S5PTPTj7xjbaqqoTDYcv2L502wvxZScLhdHDT7CLuXTCD5AQPuqbjkMHvc6FIBjV1tTQ3BwGJJF8iOekZeLw+PA6X6cgMUzc5Lm4hKwo14QgYENV0nJJMktuFrimkedKIhiMEm5sJRnTcmEpb0YiCrHtwSg5CqsTwxGzrPdxcMIV0tw8Ncw6xIcnUykEkxTw5ShDTZDdnDpseT1gFViChWP8jzNyvHBO9kGVzYy1JGHps+thpn7UwuwwR8fSSYhZi6bpBfUN97Gcw1ezMniYQ5hhDw9AtRxufDKUokpWqMiTzXiJLslUZneRxMy4vi/sWTufGWZPxupz4/X4WXnkJ1fUBNm/e3GLUaE9KS3YHvbLgKk57fb7xQdvx8OfpDlqWZZb/6R32bKkgIdVH1qgclBQPGBAKqQSJEtVVNE1Fcbtw+lx4vT6IK94YoAcNFJepeKPJAhXdFCWXhHWKBAhEBFLEFLNIcEvoqIBBcpLZS6fVhUhL9TErc2Knfi7/9xuX89TqDfxz925A5lNXA37DgyJMCb2YCRJr1IuFqeITO4nFqIXZoyzpaEY8l2MauAS4PV50A+rr6vD4EvC5PbGB4cKcdyw7YuGmWMGHrqNIilWk4fX4UJBpDgSIRlUSE3zWJkDVdV5aW47DITN2WHZ7b7PF3/p05xs/Xdv0X063fSFEzBFIJCZ70XXd3BQaRosNuyzLOJ1OiiYN4YOyQ1RUNzFySCb5OSnU1NRwYb6fZR+e4sLcFHZIbhrDOgk+Dy630+znRxAKqST6nASiKopDQnFIhMIqiT43YcPAqSuku7w0RMIcCTbgSRRokh67kyokuVNojDYSVEO4pSR8bjdhJUogrJKS6ELTW242JEniB+Mu4Jdb3iYQiaLoEHKrpoCFIqMYAkMiNg7FtC0JkBxmmNeswRCWnRuxSuNYm20sGgZG7JQbd+YAumxuxhWHjKabU48MAcn+ZALBIFW1taSmpiIjm45cmPcQh8NhynbGOx+E+GxzIklkpSQyfEAaw3PSGJjuJ9nnPmOhpcfjYdp5hVQcO8zHH3/MhAkTSElJaeV8m5qa+lXOt1c4X6sytx2RjXhOKO5oT3fIkhQrEIj9e2nJa6xfsY1BI7LxZvtp1jVC9fWEhIZwKbjcLhI9XmR/MsIpYSjmLo2YUJMuhLnrNEALGWgIZKeMwyWhKwZRjFjPYCz5IZu5k5AGqDKJHi+6rOJL8BEMB2mojZI3NK3TP7Pbr5pJVloyT324EVUYfOKoZ7SWHhNQjxVUCPPkK1lFF2Y4yBCgoqPIMk7FgSyZMpGypKBqGi6HQiSikeD1gSQTDASQDIHH7bGqJyORMMFgGEPTwOu1+gCVWJWkZOg4nU5SUlJorG+goaERf6IfGVNxS9MEf1+9mYWzJzNhVPuN658vurArnb8axG3fMAxTp1w3ELqO1+8iGo0CWDYfvwfEEUIw/8pxvPrWdkZmGaxfvx6fz8eoQRn88tYRZKanc7iqgYdefBPJkGkORfF5nKiqjtflIBiMkuh10qyZRV5uh4PmiIrH5UDVzYIoFwqJbheKohGKanjcDqJCxxAy6UkpnKqvpzkQwOfxgwRu2UVEjeKSnK3e61XDR7Gx4jjl1ZXUNwWoVpv5mONMdQ1Cl4Vpc4aEEttMm+Fks54j3qMLZvRKlmQ0w4gVWsX7lMx6EAnzfhDvUJLBFNIRElKsKhnMn0vyJRKUob62lqSkZDxus8Jc0zQi0QihcARDSDEtaEFKopexgzOZMS6fdH/HQ8P+BA/+0aNJTEykvLyckSNH4nK57JNvT3D6aTYYDCLLMrs+3I/L7SBzUDpJqQlIskQkGKHqeC1H955gT/kRjh2uJn1IOkERpelUFS6vByXRTXpiEsgyhktGc0gYSlzLNN4DZ4ZrFVkytZ5jjktWzC+8FhUIzTR4l1sGhyCCbirIxJyaJAsaIhqyLJHi8YIPhuiJbNq0yRoe0JnMv2AyqV4v/2/Du9QRolZpJoMkMy8L6JIR29SY7QKyIqMg0DEb4aO6gSILXA7FzIEjYn1+ArfD1If2Od34UhzU1dajR6IIzHFnLqcbr8eL1+029+SGQNMNFGJ5ZVlG6GYrgt/vpynQTENjPYlJflxOp6m8pcFLr5XTEAhzcWHb/X5tVTz2JwO0aU18Uo+maUSjUdSISuagVGqOVZGRk2pNAfv8z9TV1Vl6AJFIhMkFqWRkZJCRMQGfz9fi+UOzUykcnsv2T0+SmOgmHFJxuGQiERWvx0kwrOF1KoSFjqSCx23WSQRVleP1TTRrUUiLyTJioEcMEj0uatQg0SaD5KQkmpuD1NbW409NIqBGcCEYkpTS5nv++cWzAFA1jdteXsbGyEkOResZ5k0ze+0NHV3EXw/TtmQ5vs2O9frGBvBippJM5atYL27sHhdvDbJ6dBUZ06ObIwclzEOF0AUJvkQUh4OGhjqCTpcZ+hcCt8dLaoqfsYMHMGZQBvnZKWSn+jvcRng68WjAoEGDSEhIYMeOHSQmJrb4nbbz7SLi1XCaplknXCEEHo+HAwcOMHLkSPSozstL3gAEsoxVkRuNRk2dVqEjHC48Lge+BC/JiT4MjxPJIaMZYDhMx+qUZYSQEbphyqnJIDkVUEDDlFY0R+uZsovmc0wFF1lIqFEQuhnE8ThdKG4JoWiomNNAhCSoC2skOj0sLLgYqTpIWVkZkydPJi2tc0/BsyaNJtnn4adr3uSAaCJRceOSHWY0QY/168VaDoQw2wyE1adr9k8SE5+XBCgOBWEYOGWJYCiMrpn5NEmKhYANSPGn4XIqsfFjMUeLbs35lCXzNczRZAJJUfAnJhEMBgnUN5KYlGDOasW8Iax7fy9HTtSx8IpJOD8nxKHHbjJx4wwEAt1SdPHwww/z8ssvs2fPHrxeLxdeeCGPPPIIo0eP7vLX/ioR/7uenkISQuByuWhubqayspKcnBxGFw1lU1UDCUmfOdFwOEx1dbUlvuNwOMjIyGD06NHWXOAzMXfaGHYdrEQLaeYJUwWXy4Gq6iS4HDRGo3hcTsK6hiMsgUdGMSQGJCbidilsi5xEVQ28shOEoLK+iTS/j7CmkyA58PmdVI9OUUMAADxrSURBVAXq2FtZjeRVMIIG1w4ad8Y1OR0Onrt+If/vzXdYfngXg11+U2nKIZmNu1ps5J8kW4WSZj2H2X0gK+ZMX10XVi7XDAubvcDx9JJ56sXUMjBkQEWSYsVhukEkGiESCaGqKoriwO2AjLQUhucNZERuOlOGD8Trclo5d00zZw53xsD51NRUpk6dSllZGbquE41Gcblc/S7s3GsKrn72s5/x0ksvEY1GrZ2v0+mksLCQmpoaDhw4QOFl40nPTUGNRgk0Bamvb6C6uoZgKIzkdJKcmkpGRibJ/mTcTo+Z7NcMhGa2GzgBR9hABHWMiI4WNSvvhAFq1CAa1BEhAzlg4IgKnCI2oks2m9WdshwTFjfQDVMjOqwZBMIqgWbdmvtpOiAJWXKQn5DJkCFDKCgoYMuWLVRWVnb6Z1c4cgiPzLsCtwb79HpLmSpueEpsJ4sR+xxkBUUxh3A7FQVNMw03HFUJNAVoqKunsvIUzYEAQkCiL4mMtAySksxBCk2BRqJRU0PXrEY8XW3HdMhmfpdYr585XzUxIYFkfxLNgQChUDAWEjfVufYcquKV9Ttbvbee0nXesGED3//+9/nwww9Zt24dmqYxe/Zsmpvb7km0OTei0Sg33ngj27dvtzbekiTh9/uZOHEi+/bto7q6mvwxuST4vdTX17N//34+/PBD3n33XSoqKqy50NOnT2fs2LEt5gKficEZKeRnpaKqGkkOJ6puIFQdn8NJVDVIcrloCkZIdDlRnGZkSIvqpnNSVTTd1HUWwsBQBS5JAU0QUlWCIQ0MmbTEFLwOF2mamWr5Ws6Is/pcfnTpdP4+dyGqUwc5doqNhY9lmVgRU6zIMZYqk2PysZIsUBSB1OLuHiuMigt0xPK7Zs7YQNN1gs1Bqmtqqa6tIRwJk5nip2RmMY/fsZDHbpvP5aMzGJ8qMXWE6XjBjEi5XC5TfCeWi+8M4op2iqLw8ccf09jY2O9STr3m5Hv++edz44034na7ufbaa63HExISmDJlCps2baKuro68izPYU74Xh6zg8njwJntRnE5ktwvZoaDHwysOgaEZCFnBYW7s0OPxl5hQuFWuH8+LKhJ6rCVH10wnIqsSLkVGdpsbRDWmEqPIsR442fQyIiaooUUETocLp1NQ4P+smCg3NxeHw8GOHTvQNI2BA79Y17QjjM/LYcnXr+Wuf6ziqGhkkMsPmkDoZgO86YgNs2KSmDKNJCMMHS0aIdgUNackyQ58Pje4PXjcLjRdxyE5ELo5RCLZ76c5EKCpoREpyY/b5Yp9jGYeXJYVq5paiHjlIzHdVwmXy0VKSoo5lEHXyR88gFFDs5g2KZ9Uf+s2kp4aJ/j5qUXPPfccWVlZlJWVMWPGjC5//a8KbrebESNGMG/ePFavXt0ishDXa9++fTtJiUmozjDl5eWkp6czZMgQ0tPTv7TU4NwLx7L45feJBjWSE11EhEFE1QCDSFSQnuAlEIzg87rQheBUUzNDMlI4UF+H7JOs9FhU01F1gzojQnqSl8ZoCIeQiEYEWQl+gqEQQg3jiurQfrdUC4akpXF+3mC2Hq1Ei6WNYiWTyEJCik0rQwbJME+9hm5GiSRHbLMtzFyww+FAkoyY7rt5utUNjXAojK6qaJqO1+thYFYqY4fkcvG4oQzKaJkmO++889i2bRsff/wxU6ZMwes134gsy7hcLlRVtWp04vn4L4MQgpSUFBITzdTd3r17mTx58pf6nb2JXuN8r7vuOp5//nluueUW/vznP1NUVEQ0GqW6upqamhocDgfNzc0MGp7LvO9exbv/2mjd5ONiwsL0q2iahkBB8Sk4dIEeNRDO2OBpyazaU2TZGgSPbBZaGQYQk5cUstkfG089SxEZSTN3my5FILliBQyyIIpmKUYhCTRdENYFl2a1DFFmZWUxefJktm7diqqq5Ofnd+pnmJeVwVM3zuPuF1dSGwmQ5kyITRmJVTrHtrsRXSUajhBRVYSh4/G48fm8uF1uq6IR+Ey20gxYxQY0gD8pibDDSWNTA0mJSXg9HiusjQEOxewxNGUmY3kncwYZHq+T7Iw0BmcPx2U04nPLTJw4FI+nbeWi3jLLt6GhAaDT0wY2Zog/Go0yZ84cVq9ejdfrtWy/oaEBt9tNU6CJ+XdfRX5+/jmL1bTF6LxM0v0+quuaiTSroIDDJaM7FFyKRCAQxut1oeoGwajKsJRUDNXcxFujOx0SjaEIgVCUETnpnKxpxJXk5FRjkENN9YxMT8MQDtLcPsrKypg0aRLp6elntb65YwrYdvQkqm7glBVUQJFPn1wU00CWQOjmPUjTTE1lRTLXKMsSuq4hSzJRNYKCAWoUlyIzMNNP/oAsJgwfxMjczFZpn9NxOBxMnjyZffv2sXHjRiZNmmQNPIlXmmuaZhXKtZWb7wi6ruNwOBgyZAgVFRVs3ryZ5ORk7r777k4Jb/c0vcb5AhQXF/O1r32NhQsX4vF4WLlyJdnZ2QwfPpzExESCwSCbNm1i4JQc8nbkcmTvCbSoZuorx/tX3TIOxexnM1QDwxlztpIp2aZFY1KMUXMIvMNp5oEdXhnZ6UCXBUFDQ2CGRB1ma1tMrEJYjeSSijmAXgcJBZcLnC4JVdbQ0PE6XAxLbH2jTktLo6ioiM2bN6OqKiNGjOjUm0l2ajLP/Pt8fvi31QTDURKcbjAE0UiYcDhKJBJBCHA7XSR4fbhcLlPEJpbzdTjkmBKNuTuOa8uKWC+frMhgGHi9XhRFIdDYgK6qJCQmxVoaDCRJRpEVXG6ZVL+XzOQEBuekMWJwOlnpn4WNDMNg3759fPzxx0ycOLHNgrSeHCcYRwjBokWLuPjiixk/fny3vvZXAVmWKSkpYd26dRQWFjJ+/HiWLFlCTk4OEyZMwOPxcOrUKbZv305CQgJZWVmd+vpXTSvgr69uQZElJEVGFyBpgkBEJdHjMosvNYNIVCPR7aI2EEJygCxkZGGgaQJVGCQ6XQhVx+FRSHV58Boaia4sHA6JnZVVzByeR8GIAsrLyxk/fjzZ2WduswNI8/kYl53FliMV6JoR0wwSOCWoCoZoCodpjmqgC5LdHtI9XjNFpsgYSBi6Zo4fFTrZXpkJI9IYkTeQzMxMUlJSOnzvkWWZgoICfD4fmzdvZuzYsQwYMMC6dvoJWNO0L+WAT7f9Cy64gAkTJrBr1y5Wr17NnDlzzul39iZ6lfOtqqoiMTGR73znO/z1r38lGo0ydOhnVbAJCQkUFxezadMmzvv6BAK/D1J7sg5d003ZOKcTVAkdCclthkMdkkCosfm2DhnhkGLNcrFeN0OAQ0KoEFWj6BK4FAlnohPhgDA6qjBL9iVFwqHIGIow876miKk5D1eDqGFgSAKv28H45Ox2v9jxmbWbN28mGo0yZsyYLx2iOZ1Er5fHvnElD730KsePncSFA1mScLtcpCSn4lCUmB4sIKSYRqwZPZCFeUoVxmfCGdYg71izvYH5X6fDQUpKKg0NjbgiQUYOHUhOejL5uakMHZhGotc0xPiUlM/vVmVZZnSsvWDLli2MHj261bzM3nDy/c///E+2bdvGu+++262v+1Vi9+7dzJo1i4EDB7Jnzx4yMzNbpGaysrKYMGEC27dvZ+LEiWRmZnbaaxcXDOLtLQeoqGkyFet0M2qT5HGhGQYSpohORoKPQHOEjAQvlYEgKCA1OlBcBggIRqMkuFNwKk42HT9BqtfLkJRk1NhJdGZuPrm5uTidTrZv346qqgwaNOgL13fNuNFsO1qJgjk8RdV1JucNYM6k0aQnmsWHoajKpgPHOVxdR4LDQX19AzV19cgOjZEDMhg3dBDZ2dmdVqyYl5eH1+tlx44dNDc3M2zYMOt+53Q6kWXZKsQ6Vwes63qLtIJhGDz55JP9wvFCL3O+5513Hn/9618RQlBcXMz111/P0qVLueiii6znJCQkUFRURFlZGbNuO593/7SZY59U4E7wojhlcMhm7jZWvCE0AS7FLKOPTflBjo2+ksx8qCEEWmwqhxLLCUdCGnrIdDget4LDLWNIAg2BgYQeC1dLsnkANiRz/qckSUQ0wdT01jNHTychIcFywNu3b2f8+PFfKpQihLBGL546dYqmpiauGzOI7Sl+th9rwOdOMKslBbEoAWZLAQZyvBmQWG7WMKcgyZymWBMbW2b28sq4XU5yM5IYnZ/FqEFpHD+8H03TmDx5eIsQstPpPGMuSJIkBg0ahM/nY8eOHQQCgRbRgLacb25u7jl/Th3lBz/4Aa+88gpvv/32Wd0obc6NW2+9FTD/3v/xH//BVVddxWuvvWadqsB0wOPHj2f79u1MmDCh0xywJEl859rzeeWdnaiGweGaBmobg0RibYOSy+yDr28M4/E40TRBOKqhuCWMgIEjUSYYiaAYChHDIBzVGOJPMX/WAEMFl6xwRb5ZbJWZmcmUKVMoLy+30k9nOoEO8CcxfdgQ1u85hCzBlRNGcvXEz1JahmEQbg6QJUWQaCbSHGHogHQyJwwlIyOjywRpMjMzKS4upry8nGAwyNixYy1bjctCRqPRc66Ebsv2zzZc3xeQRFuK1r0AIQSLFy/mgQceoLS0lPPPP7/F9UAgwKZNmxg0aDCHPjxB2es7iEQFsktBcjgRDgVcTnA5SUxLIDkrCX+qD1+SC2SZkKrRGApzsi5AbSAEimTleXU5NqVDkRGyqRdlSALhkMxxWQroUkx5xiUhO8z/6pJBSNJwKjK/m36NNT3kTESjUcrLy1EUhUmTJnVoiIRhGNTX11tDKSKRCOnp6WRmZpKZmWntGncfrWTZu9tpaAwhCbNFQUZqMXHE+tzjI39jhWsOh2wWe8gyCV4X+bmpTC0YzMi8TGRZarGW3bt3U1NTw+TJk1tIP8ZbyOKVkO3thIPBINu2bcPr9TJu3DgcDgeHDh2iubmZcePMFo1vf/vbTJ8+nUWLFp3153QuCCH4wQ9+wLJly1i/fj0jR57bRCqbjqNpGjfffDObN29mzZo1rcLMlZWV7Ny5k4kTJ5KRkdHpr98cjvLE0veoamhGVswZ3zXBMFkpPhRFpioS5GCokahi4DEUdMXA4ZYgJDN2UBaNkQgelwOHItMUjlDZ2IySJPPqN77V4nWamprYvHkzOTk5jBw58owOWAjBhweOkZmUwIisNDRNo6amxuprBiy7P5sZ551JJBKhvLwcSZKYPHlyq9NqPPrV0SE55eXlLSIgI0aMYOXKlUydOrXT30NP0GudL5hfuMcff5yHHnqIFStWUFhY2OJ63AHn5eUxaOBg9pYd5NSxOnQDfMleMgalkTcsE1/CmXd+gWCE7Z+eZOfhkxyorCOsmxWEmjDM4QuKhOQw++IMzL5gFHP2r1BAx8CQzWEGsiIYNyCbe6ZccNbvU9M0tm7diqZpTJky5YwVnOdqdOFIhJUf7aZs7zGzGT/WYhU/zeq6qaQT/68Rm8eZ4HUxbGA6xWMHM2JQ+hfeIA4fPsyBAwcYP358q5vm6Sfg9hywpmns2LGDcDjMxIkTqaioQFVVCgoKACgpKWHBggXcdtttX/CpfjnuuOMO/va3v7F8+fIWFbjJyclWladN16GqKt/85jfZs2cPq1atauVkT548ya5duzpUvNQRGgJhnl9bxv6KGjTNINHnMmd9uxS2nqykSajEB/fgkFA8EkYIhqWn8ml9HUPTUvA6HRwPBDha18D5Iwfx+2uvafU6waCpAZCWlvaF6adIJGJttGtra/F4PGRmZpKVlUVycnKn1o50FF3X2blzJ42NjUyePLlFauhsN9+fp6ysjIEDB1rRj5ycHD7++GPGjBnTNW+im+nVzhfMG/ojjzzC//zP/7Bq1SomTZrU4npTUxNlZWUMGTKkRX74XDEMwe6jlWw/XMnBqnqqm5vRAI2YCrnD1FA0MDAUs9o5Lt+GbJ6GS0aP4cqhZ9fP99nrGuzYsYOmpiYKCwtb3ODbMrqsrCwyMzM7bHRVDQHeLP+UT49W0xxUrWlD5nROsyUpMyWRgVkpFI7OJT83rcNGferUKXbs2MGwYcMYMmRIi5+PN+WfyQELIdi/fz8VFRWkpKTg9Xqtk+fll1/OD37wA77xjW90aE0dpb33/Nxzz3HLLbd06WvbmESjURYuXMiRI0dYuXIlqampLa5XVFSwe/fuLnPAAO/tOsSLb2xFUWR8iU6mjMxl14lqPjx0DE3TURWB4pGRHRAJGWT6fERlgwG+BNwOB01qhAN1ddw+Yyo3Tmpb4z0cDrNlyxa8Xi8TJkywNtCnp5KqqqpobGzE7/dbtt/bJvwIIfj00085evQoEydObPU3OZvN9+ls3LiRoUOHkpmZiWEYpKSkcPTo0W5J/yxZsoRHH32UiooKxo0bxxNPPMH06dM79TV6vfMF84/60EMP8etf/5o1a9ZYIcg4cQecn5/f6e07qqZztKaekw0BGiIRgqpG2NDQzSFaRIVBsxalJhKiKhxExeCJWZfjP4c8ixCC3bt3U11dzZgxYwgEAlb+Njk52TrhdpbR1TeFqKhpIqKquBwO0pN9ZCQnxCTnvhwNDQ1W2KigoKCFoRmGOcIxPjChvdP6iRMn2Lt3L6mpqVZ/30UXXcQvfvGLflN0YXNmIpEI1113HadOnWLFihWtKuLjDrgr1OPirPhgN0er61kwYwJZyeaJ7p3dh/jpS6+D11Sfkt2ghgSjM9Lwelw0R6JU1TWTlZ7IwaZ6lt1yA8nettvpwHRMW7ZsQZIkhg4dakW3Tk8ldWX+tjM5ceIEu3fvZtSoUQwePLjFtbPZfMf54IMPLLWypqYmBg4cSF1dndXe1FX84x//4KabbmLJkiVcdNFF/P73v+cPf/gDu3btIi/vzLU8HaFPOF8wHdNPfvIT/vCHP7BmzRorDBmnsbGRsrIy67TVE0Q1jU/qaxmX0fFWiHj+9tSpU1RUVKBpGikpKeTm5rbI3/YlwmFTFMHpdDJx4kSczs9E5T+fC2qvKX/z5s00NTUxYMAARo4cSWFhIX/4wx+YNWtWd74Vmx4kHA4zZ84cmpqaWL58eatWsxMnTrBnz54udcBt8dd3yik/WoHP5eK9yqOEmjWGpaaS5HbTGAqz52QN2SkJONwKy29vP1ITTyVVVlZy6tQphBBkZ2czYMCAbs/fdhZ1dXVs3bqVnJwcRo0a1SKSdLab73fffZcJEyaQnJzMyZMnGTVqFKqqdihvfC6cf/75FBYW8rvf/c56bMyYMcybN4+HH364016n18hLfhGSJPHQQw/x7W9/m2uuuYZPPvmkxXW/309RUREHDhzg8OHDPbJGl8PRIceraRqVlZXs2LGDt99+m23bzIHS48aNY8SIETQ1NeHxePqk4wVTIq64uBhZltm4cSPBYNC6Fm/Kj89sjksLfh5FUcjLy6OhoYGNGzfS0NDQryTmbL4Yj8dDaWkpHo+HBQsWtJL4zM3NZfTo0ZSXl1NXV9dt6/rW9Mk8+s0r+b8LLiPd4yWi6oRCKi5JJsnlJtnjxlANsj831AHME/2xY8fYsmULGzZsYP/+/Xg8HgoLC8nOzrZ0jPui4wVTn/m8886jpqaG8vJyNE2zrsX7gWVZtvqB2+L0auf4vbCrHW80GqWsrIzZs2e3eHz27Nm8//77nfpafcb5gvlHe+SRR1iwYAHXXHMNBw8ebHHd7/dTWFjIgQMHOHLkSA+t8sy0ZXRut5vJkyczc+ZMxo0bR1ZWFkOHDqWgwGzI7wo96O4iroqTkZHBxo0bW9wc40ZoSt9JbTpgXdetm9Jrr71GbW0tFRUV3f02bHqYhIQEVqxYgRCC66+/nlAo1OL6wIEDGTVqFFu2bKG+vr7b1zcyPZ0ktznUJdQcxYjqDErxk+R0MyYnEyEEgUCAgwcPsnHjRt555x1OnDhBamoqF1xwARdddBGjRo0iLS2NCRMmkJaWxscff0wgEOj299JZ+Hw+pk6dimEYfPzxx4TDYeva5zff8ShYHFMW8zPn210Tjaqrq9F1vZUASnZ2NidPnuzU1+pTzhfMP9oTTzzB1VdfzdVXX93KySYnJ1NYWGgl/nua043uo48+4p133qGioqKF0Y0cObJNtZnc3FwmTJjAzp07OXbsWA+9gy+PJEmMHj2aESNGsHnzZk6cONHiutPpxOl0tumA4wbocDi4//77EUJw44039ukNic25kZSUxKpVqwiFQnzjG99ocTMHcxxdTzngQf4kJAMUIVFXH6KhIYzf6SIaiTLULfPee+/x0Ucf0dDQwMCBA5k+fTrnnXce+fn5rWo4JEmioKCAgQMHsmnTJkvatC/idDqtcarx9x8n3noUP82ebvvx/3a3843z+XuxEKLTq8l7lcjG2SLLMosXL+a2227jmmuu4dVXX20hvJCcnMyUKVOsAobuFkdor/920KBBHc7fnq4HrWlapxeUdSeDBg3C6/Wybds2gsEgw4cPt77Q7TXln777jd9sX3vttbOS5rPpfyQnJ7NmzRr+7d/+jZtuuokXXnihRRHSoEGDEEKwZcsWCgsLO32GdnsMzzYre6NRnbr6ZiKajlAjRKMaI9ISycrK6lD+VpIkhg8fjtPp7LAedG9DlmXGjBmDz2dqW48bN86y39PrPU5XxPr8HO+mpqZucb4ZGRkoitLqlHvq1KlOv+f0uZNvHEVRePrpp5k2bRpXX311qw8rJSWFKVOmsG/fvm45NX4+fxsfkTZq1CguueQSJk+ezMCBA88pfxvXgz58+DD79u2jj9TItUl6ejpTp07l5MmTbN++vcUIsrZyQXFxdcDK9RUXF/fI2m16B6mpqbz22mscO3aMW265BVVVW1wfPHgww4cPZ/Pmzd1yaoxEIqSgomkqoUCABKeCU1ZI9iWSnpRk9byfS/42Ly+PMWPG9Pn0kyRJ5OfnM378eHbu3MnBgwdb3McURWkR/VJVFUmSrCLM7jr5ulwuioqKWLduXYvH161bx4UXXtipr9VnnS+Yf7DnnnuOKVOmMGfOHKqqqlpcP90BHz9+vNNfPxwOc+zYMTZv3sz69ev59NNPrfztjBkzrPxtZxRN+P1+iouLqaysZNeuXW0WJ/UVEhMTOe+884hEImzatIlIJGJd+3wuSNd163QcCAS6pejCpveTnp7OunXr2L9/P9/5zndaFe3k5eVZDrixsbFTX7utVJJobsIlyYTCgpy0FLJSEnHLDnynVfifKzk5OUycOLHPp5/AjOQVFxdz9OjRVvex+GxgWZaJRqOmtnzM9rsz7Lxo0SL+8Ic/8Mc//pHdu3dzzz33cOTIEW6//fZOfZ0+fxdzOBz85S9/4YYbbmDOnDmsWrWqRXgm3iMalz/7MrrA8ab3U6dOUVVV1aL/dvTo0V3e9N7ZetA9SXyHuWvXLjZu3MjkyZNJSkpCCEEwGKSyspLKykqrHcEwDAKBgF3pbGORlZXFG2+8wSWXXML3vvc9nnrqqRb2kJeXhxCCsrIyioqKWkiedpSzSSU51u6kKRzGJWSykxIIN0fJyuwch9FRPejejN/v57zzzqO8vJzNmzczceJEXC4XQgjq6+utliuv14uqqiiKYlV/dwc33HADNTU1PPjgg1RUVDB+/HhWr17d6S2sfabP94uIRqOUlJRw/PhxVq5c2aoRu7a2lvLycgoKCjrkgM9WP7k7iTfky7LM5MmT+/RJUAjBgQMHOHToEBkZGQQCAcLhMBkZGWRlZZGWloYQ5lDwDz/8kB/84AccOHCgS9f09ttv8+ijj1JWVkZFRQXLli1j3rx5XfqaNufO8ePHueSSS7jooov4zW9+02pDeujQIQ4dOkRRUVGHbuAdlXKd88s/U1fXzAR/JskpXioqGpg9s4BvXV7Y1q8/JzqiB93b0XWd7du309jYSEpKCrW1tQCWgpff77ds//HHH+fo0aP86U9/6uFVdx599679OVwuFy+99BLz5s1j3rx5vPLKKy12umlpaUyaNImtW7ciSVKr0XWn83mjkySJjIwMS22lp0+bTqeToqIitm7dyqZNmygsLOxzvcBCCBoaGloIC1RVVZGTk0NBQUGLzzjelN/Q0NAt77O5uZlJkybx7//+75SUlHT569l8OQYOHMjrr7/OJZdcwqJFi3j88cdbCLbk5+e3OAGfyQG3J+U6efLkL5RyTXQ7iUgOooEomsuJjMS4wZ1bpJOUlMTUqVMpKytDVdVOH0faHei6Tk1NDadOnbIcblVVFSNGjCAvL6/FZ6xpGpqmUV9f3+P33c6m35x844RCIa655hrC4TDLli1rlSeoqalh69atLYZAg5m/ra6utr4QPp/P2uX2tGh5e5xJD7o3crqK16lTp9B1nczMTLKzsy0Jua1bt5Kdnc2oUaOQZRnDMPjwww8pLS3lb3/7G5qmdXoO70xIkmSffPsIn376KbNmzWLOnDk88sgjrZxSvP+/uLjYui+0NYrzXKVcb//ty1QfayTHlYA/ycux6kaefnAhbveXz/t+nvb0oHsrp6t4VVdX43Q6yc7OtoZCHD9+nL1791otVmDey19//XWWLVvGyy+/TFFRER988EEPv5POo985XzALc66++moAli5diu9zCjPV1dVs27aN4cOHo+t6q/xtbxQtbw8hBHv27KGqqorCwsJuHzT/RRiGQW1treVwJUmyHG5qamqrG2QoFGLZsmUsXryYSZMmsXbtWqLRKHPnzmXBggVMnz692/v9bOfbd9i3bx+zZs3i+uuv56GHHmr1/Yr3/48cOZJAINCpqaQH/rCGfVtPMDgjFbcsUxOK8PQvb+iMt9Ump6efJk2a1EK+tTegqirV1dVUVlZSU1ODx+OxHG5SUlKrA01tbS2/+tWv2LZtGykpKdY855KSEkpKSlqNK+zrdDjsfC75sA0bNrBo0SJ27txJbm4uP/zhDzu9cux0EhMTWbFiBVdccQU33HAD//znP/F6vdbJq6amBkVR2LdvH36//5z6b3sL8YZ8p9PJpk2brIb2nuT0sFJVVRWKopCVlcXEiRNJTU1tM4qgqiobNmygtLSU5cuX09TUxOHDh/nNb37DDTfc0Kfz2v2BvmD3AKNGjWLdunVceumluN1ufvrTn1rtKzU1NYRCIXRdZ9euXWRmZjJq1KhO00/OcnvZXR9FyYC6iibcGe0PUugMTk8/lZWV9Yr0UzQapaqqisrKSmpra0lISCA7O5sRI0a0u2lubGxkzZo1lJaW8uqrryKEYNiwYbz++uucf/75vTLq2Bl0+I7W0XzYwYMHueqqq7j11lt54YUXeO+997jjjjvIzMzs0nya3+9n9erVXHbZZVxyySUUFhZy/fXXI8syGRkZjB071grbOp3OHv/SfhkkSWLEiBE92pCvaZoVtq+ursblcpGVlUVhYSF+v79NA4pEIrz11lssW7aMVatW4fP5mD9/PsuWLeP888/nwQcfZMaMGbbj7QX0FbsHGDt2LOvWrWPmzJmUlZUxZcoULr74YiuVVFhYSHV1NSdOnGDkyJGdFrId5PaiBzRkzaCmspEhnVTpfCYURWHy5Mns3LmTjz/+uEfST5FIxIps1dXVkZSURHZ2NgUFBa2ijnFqa2tZtWoVy5cv54033qCgoICSkhIefvhhsrOzefjhhyksLOy3jhfOwfleeeWVXHnllWf9/Keeeoq8vDyeeOIJwJwOsWnTJh577LEuN8K1a9eyY8cOJEmisbGRn/3sZ2RnZ7f4g0qSxPbt25kwYUKr4e99jSFDhuB0OikvL2f8+PFdrgKlqqqVK6upqcHr9ZKVlcXUqVNJTExs03BCoRDr1q1j+fLlrF69mtTUVEpKSli1ahXnn39+izDhL37xiy5dv83Z05fsHsy5y42Njbz11lsoisK9997b4uQV74bYtGkTxcXFnZJmys1Nw6FDpFElweMiowtyvW0hyzLjx49nz549lgPu6tRMKBSyHG5DQwPJyclkZ2czbtw4PJ62T/xVVVWsXLmS0tJSNmzYwMSJE1mwYAFPPvmkNa87zmOPPdal6+8NdPmR4oMPPmg1IeLyyy/n2WefRVXVLs1TXHLJJezYsYPU1FRmzZrFf/3Xf/HHP/6xxWtmZWUxYcIEtm/fzsSJE8nMzOyy9XQHubm5OJ1Otm/fjqqqnS6tGY1GLaOrra0lMdGUzjtTWCkQCPDaa6+xfPlyXn31VXJycigpKeHNN9/s97vbryo9afcAt99+O/fffz8HDx7k8ssv5/nnn+f73/++9V2LR4viVdDFxcXtntLOlrz8dGQJnBIkeJ1kpnVvbUJBQQEul6vL0k9xjYPKykoCgQCpqakMGDCAiRMntjtnuKKighUrVrB8+XLeffddiouLWbBgAU8//TRDhw7t1PX1Nbrc+Z48ebLNCRHxMOWZWn6+LFlZWdZp9vXXX2fWrFl897vf5emnn24RyszKymL8+PFs27atXzjgzm7ID4fDlsOtr6/H7/eTlZV1xrBSQ0MDa9asYfny5axdu5ahQ4dSUlLC//k//4cJEyb0aocbCATYv3+/9f8HDx6kvLyctLS0Th2m3Z/pSbsHM/cLpi2sWrWKK6+8EpfLxa233trCAY8cORIhhHUC/jIOOCc3BSSJUH0QFJlhI7r3PtLZetBxJa+47Tc3N5Oens7gwYPPWCNz7Ngxli9fTmlpKRs3buTCCy+kpKSEv/zlL92us9+b6ZZkWlsTItp6vCvJzs62egH/8z//k8WLF7fI9WRnZyOEsE7AGRkZ3ba2riA1NZXi4mI2b96MqqodbsgPhUJWD25jY6MVVho/fny7YaV4Hqe0tJQ333yTMWPGMH/+fB5++GHGjh3bWW+ty9m0aROzZs2y/n/RokUA3HzzzTz//PM9tKq+R2+we4ALL7yQV155hTlz5uByubj55ptbOOC4o46fgM81ZyrLMj6nwslDtaQNTGb0mHNX0/sy5OXlnXP6SQhBY2Oj5XDjgjf5+flkZma2W39x6NAhSktLKS0tZcuWLcycOZMbb7yRpUuXtmjptPmMLne+AwYMaHNChMPh6PaioNzcXOsEfPfdd/Pkk0+2yDHGvyTbtm3r01NE4nS0Ib+tsFJubi6TJk1qN6z0+TzOpEmTKCkp4de//nWrPE5f4ZJLLunTwyt6A73J7gFmzpxJaWkp1157LQ6Hg29961utHPDpJ+BzLlqKqGgRFTUYNU/CPUROTg4Oh+Os0k+fF7xRVZXMzExGjBhhTflpi08++cTqTtixYweXXnopt912G3Pnzu3z0cPuoMud77Rp01ixYkWLx9auXUtxcXGP9KXl5eVZDvi//uu/ePTRR1s5YCEEW7du7RcOOD7QevPmzWzbtq1FQ/7pYaXKykqCwSDp6enk5eWRmZnZ7t8nnscpLS3lvffeY+rUqSxYsIBnnnmmT488tOk8epvdA1x66aX861//YsGCBbhcLhYuXNjCAY8ePbqFEta5OGCP20mTMHBoeo+nVs6Ufoq3XZ6uMJeZmUlBQQHp6eltbtKFEOzevdtyuPv27WP27NncfffdzJkzh9TU1O5+i32aDjvfL8qH3X///Rw/fpw///nPgFn48Nvf/pZFixZx66238sEHH/Dss8/y4osvdt676CBDhw61QtBOp5Nf/vKXLb5sOTk5lgOePHkyaWlpPbbWzsDj8TB16lS2bNnCli1bGDZsmKU2E4lEyMjIYNiwYWRkZLQbVjp27JhldPE8zoIFC3jhhRfsPM5XgP5g9wBXXHEFL774Il//+tdxOp1cd9111rV40dLu3butEHR7KZb2SEzyUCdLuHpJ4OT09FM0GiU1NdWSz5Qkyap3aUvwBkyHu23bNsv2jxw5wpVXXsmPf/xjrr766i81rOKrTocVrtavX98iHxYnng+75ZZbOHToEOvXr7eubdiwgXvuucdqtr/vvvu6vNn+bNizZw+zZs3iW9/6Fj//+c9bfflOnDjBnj17+rwDjk8LOXnyJCdOnMAwDDIzM8nNzT2jwMDBgwetPE55eTkzZ85kwYIFzJs3z87jfMXoT3YP8PLLL3PTTTfx3HPPcc0117S4Fj/h1dbWdtgBP3TPP9j10X4Kxubysz/8e2cvu8PEBW+OHz9OdXU1siwzcOBAsrOzSUlJafN0LoRg8+bNLFu2jOXLl3Pq1CmuvvpqFixYwJVXXtln1P96O/1SXrIj7Ny5k1mzZnHrrbfy4x//uNWXMa45OmXKlD4VVjEMg7q6OqtwIh5WysjI4OTJkwQCgTYb8uN5nNLSUnbu3Mmll17KwoULmTt3bp8vQrOxOZ1//OMf/K//9b/4y1/+whVXXNHimhCCXbt2UV9fT3Fxcbs1D5/nb797i+V/fIe5N03jm3f+W1cs+wuJV5THdZTdbrflbPfv39+mHrRhGGzcuNFyuI2NjVx77bWUlJQwe/bsXq8b3xf5yjtfgK1bt3LppZdy5513cu+997ZywMeOHWPfvn0UFha2GlXYmzAMo4WsYzyslJWV1SKsFNeDPnDgADk5OXg8Hsvh7t+/n9mzZ7NgwQI7j2PTrxFC8MILL/C9732Pv//971x66aWtrnfUAVceq+P71zzOL57/DqMnd19bWlzwJi7rGBe8yc7ObiF4E9eDPnLkCDNmzGDPnj0sX76cV155hXA4bGmoX3bZZWe94bA5N2zdPmDSpEm89tprzJ49G5fLxZ133tnCAQ8aNAghBFu2bGHKlCm9ygHrut5C1tHhcJCVlcWkSZPaDSuBKQn329/+lnfffRen08k111zDAw88YOdxbL4ySJLEjTfeiKqqfOMb3+Cll15ixowZLa6PHTuWnTt3WkVYX+SQsgelsuDfL2bUpMFdvfx2BW9GjRp1xtBwQ0MDDzzwABUVFaSkpFBSUsKf/vQnZs6c2euGM/Rn7JPvaXz44YdcccUV/PSnP+X2229v5biOHj3K/v37KSws7NHhBZqmWbKOp4eVsrKy2tVRjldxxsNKVVVVXHPNNXg8HlauXMmBAwc6NGjcxqa/IITgqaee4r777uPll1/mwgsvbHU9PrqzuLi4R3Xg2xO8ycrKalcgJBqN8uabb1JaWsqqVatwu93MnTuXTz75BDAFiGy6H9v5fo53332Xq666iv/+7//mP/7jP1o5siNHjvDpp592uwM+PaxUU1ODz+ezHG57OsqGYfDRRx+xbNkyXnnlFSuPs2DBAmbPnm0Vkhw/ftyaoWlj81VECMFvfvMbfvrTn/LKK68wderUFtfjQ1iam5spKirqVgf8ecGblJQUy+G2VwwWCoV44403KC0tZfXq1SQnJzN//nwWLlzIBRdcYM3Krqys7HK1MZu2sZ1vG6xfv545c+bw6KOPctNNN7VybIcPH+bAgQMUFRV1aYg2EolYDreuro7ExETL4bYXVtJ1nffee4/S0lJeeeUVIpEIc+fOZeHChVx22WV9enqTjU1XIoTgV7/6Fb/4xS9YuXIlU6ZMaXG9Ox3w6bKOgUCAtLQ0y+G297rNzc2sXbvWGs2XnZ1tOdzi4uIe7zu2aYntfNth7dq1zJ8/nyeffJKvf/3rrb64hw4d4uDBg53ugONhpcrKShoaGvD7/ZbDba/iMD4Ld/ny5axYsQJJkpg3bx4LFy608zg2Nh1ACMHDDz/Mr371K1avXs2ECRNaXDcMg+3btxMKhSgqKuo024oL3sRPuKFQiPT0dLKyss4oeBOfhRvXUB8yZAglJSUsWLCASZMm2Q63F2M73zOwatUqrr/+ep566qk2x6AdOnSIQ4cOUVRU9KXypcFg0HK4TU1NpKSkkJ2dTWZmZrthpfgs3NLSUlauXInX62X+/PksWLCAiy++uNNmlNrYfNUQQvDzn/+cJUuWsGbNmla65J3lgOM6ynGHG41GycjIICsr64yCN3V1dS1m4Y4aNYqSkhIWLlzYpzTUv+rYzvcLKC0t5Vvf+hbPPvss1157bavrBw8e5PDhwx12wKfLOjY3N59VWCkUCvH666+zfPlyVq1aZVUqLliwwMrj2NjYfHmEEPz4xz/mueeeY82aNYwePbrFdcMw2LZtG5FIhMLCwrN2wHHBm7jD1XWdzMxMsrKyzih4U11dzcqVK1m2bJk1Cze+2Y4PhrDpW9jO9yx46aWXuOWWW/jTn/7EVVdd1er6gQMHOHLkCMXFxe3OtBVC0NTUZOVxzjas1NzczGuvvWblcQYMGGDtcouKiuywko1NF2EYBvfeey//+Mc/ePXVVxk+fHir61u3biUajZ7RAccFbyorK6mqqrIEb7Kzs0lLS2t303zy5ElLQz0+C7ekpISSkpKv/Czc/oDtfM+Sv/3tb9x222387W9/42tf+1qr659++inHjh2jqKjIcsDxaSFxh3u2YaV4Hqe0tJR169ZZeZyFCxcyceJE2+Ha2HQThmFw5513smLFCtasWdNqcEjcAauqSmFhoWXTbQnexGs3UlJS2nW4x48ft2bhfvTRR0ybNo2SkhLmz5/P4MFd3zts0330uPNdsmQJjz76KBUVFYwbN44nnniC6dOnt/nc9vRld+/eTUFBQZeuUwjBn//8Z77//e/z0ksvMXPmzFbP2b9/P8ePH2fkyJHWTMyzDSvF8zilpaW88cYbFBQUWJWKdh7Hpj/SV2zfMAy+973vsXbtWl577bVWg0R0XWfr1q1omsagQYOoqamhqqoKp9NpqUwlJye3u2k+fPiwpTC3efNmZsyYQUlJCdddd53dBtSP6VGFq3/84x/cfffdLFmyhIsuuojf//73XHnllezatYu8vPal2fbu3duiwrg7ZkdKksS3v/1totEo119/PUuXLuXiiy8GPgsrRSIRNE1j586dZGVlMXbs2DOGlT4/Czeex3niiSfsPI5Nv6Yv2b4syyxZsoTvfOc7XH311bz66quWU4wL3siyTENDA01NTQwaNIji4mKSkpLadbj79++3+u+3b99u6cvbs3C/Qoge5LzzzhO33357i8cKCgrEj370ozaf/9ZbbwlA1NXVdcPq2sYwDPGb3/xGJCUlifvvv188/fTTYuXKlWLNmjWirKxMHDlyRGzZskWsWbNGnDp1SjQ3N7f4t3//fvH444+LSy65RDgcDnHBBReIxx57TBw4cKDH3lNvZ/HixSI/P1+43W5RWFgo3n777TM+f/369aKwsFC43W4xdOhQ8bvf/a6bVmpztvRF29c0TXzzm98Uw4cPFw888IB4+eWXxfLly8Xrr78utm3bJk6cOCHefvttsX79etHY2NjK9jdt2iR+8pOfiAkTJgiXyyWuvvpq8fzzz4va2toee0+9nf5s+z3mfCORiFAURbz88sstHr/zzjvFjBkz2vyZuAHm5+eLAQMGiEsvvVS8+eab3bHcFtx6663C7XYLSZLEbbfdJo4fPy4CgYBlZIFAQGzZskUsXbpUlJWVib1794r/+Z//ERdeeKFQFEVMnz5dPPnkk+Lo0aPdvva+xt///nfhdDrFM888I3bt2iXuuusukZCQIA4fPtzm8w8cOCB8Pp+46667xK5du8QzzzwjnE6n+Ne//tXNK7dpj75q+1VVVeKyyy4TkiQJt9stnn766VYb7MbGRrFhwwbx4osvioqKCvHBBx+I++67TxQUFAiPxyPmz58v/vrXv4qGhoZuXXtfpL/bfo853+PHjwtAvPfeey0e/8UvfiFGjRrV5s/s2bNHPP3006KsrEy8//774nvf+56QJEls2LChO5Zs8eKLL4pNmzaJhx9+WKSkpIj333+/1S53x44dYtasWcLpdApFUcRll10mlixZIioqKrp1rX2djp6QfvjDH4qCgoIWj333u98VF1xwQZet0aZj9FXb13VdLF68WOzbt0/MnTtXTJo0SRw9erSF3QcCAbF+/XqRl5cnPB6P8Pl84oYbbhD//Oc/RVNTU7ettT/Q322/x6cafT4nIoRoN08yevToFv1206ZN4+jRozz22GMtppF0NV//+tcBKCwsRFVV5syZw5o1a3C5XJSWlrJ8+XJ27NjBrFmzmD59OgcOHGD16tW2tGMHiUajlJWV8aMf/ajF47Nnz+b9999v82c++OADZs+e3eKxyy+/nGeffRZVVW21r15EX7N9WZa54447ADNnPX/+fObOncvy5cvZt2+fZfv19fVcfvnl7Nixg0mTJvHiiy92y/r6E18F2+8x55uRkYGiKJw8ebLF46dOnSI7O/usf88FF1zACy+80NnLOyskSeInP/kJjY2NTJs2DUVRmD17NnfddRfXXnstqampCCEoLy+3He85UF1dja7rrb4P2dnZrb43cU6ePNnm8+MDxu3q0Z6nP9i+2+1m6dKlzJgxg+HDh5OQkMDcuXP53e9+Z83CbWpqavd7anNmvgq232PO1+VyUVRUxLp167juuuusx9etW8fcuXPP+vds2bKlRz9USZJ45JFH8Hq9/O///b9bTTqSJKmVQLtNx+jICam957f1uE3P0F9s3+PxsGzZMl544QUWLVrU6mSVlJRkj+n8kvRn2+/RsPOiRYu46aabKC4uZtq0aTz99NMcOXKE22+/HYD777+f48eP8+c//xmAJ554gvz8fMaNG0c0GuWFF15g6dKlLF26tCffBrIs8+CDD/boGvoj53JCGjBgQJvPdzgcpKend9labTpGf7H9gQMHct999/XoGvojXwXb71Hne8MNN1BTU8ODDz5IRUUF48ePZ/Xq1QwZMgSAiooKjhw5Yj0/Go1y7733cvz4cbxeL+PGjWPVqlVtSj7a9H3O5YQ0bdo0VqxY0eKxtWvXUlxc3OtyPl9lbNu3ORNfCdvvwWIvG5svJN5u8Oyzz4pdu3aJu+++WyQkJIhDhw4JIYT40Y9+JG666Sbr+fF2g3vuuUfs2rVLPPvss7263cDGxqZt+rvt287XptezePFiMWTIEOFyuURhYWGL9pKbb75ZzJw5s8Xz169fL6ZMmSJcLpfIz8/v1Y32NjY27dOfbb/HtZ1tbGxsbGy+atgDYG1sbGxsbLoZ2/na2NjY2Nh0M7bztbFYsmQJQ4cOxePxUFRUxDvvvNPuc9evX48kSa3+7dmzpxtXbGNj0xnYtt/92M7XBvhsxNsDDzzAli1bmD59OldeeWWLdo+22Lt3LxUVFda/kSNHdtOKbWxsOgPb9nsGu+DKBoDzzz+fwsJCfve731mPjRkzhnnz5vHwww+3en58uHldXR0pKSnduFIbG5vOxLb9nsE++dpYIuafFyU/k4h5nClTppCTk8Nll13GW2+91ZXLtLGx6WRs2+85bOdrc04i5jk5OTz99NMsXbqUl19+mdGjR3PZZZfx9ttvd8eSbWxsOgHb9nuOHh8paNN76Gsj3mxsbDoH2/a7H/vka9OpI94++eSTzl6ejY1NF2Hbfs9hO1+bFiLmp7Nu3TouvPDCs/49PT3izcbGpmPYtt+D9KS2ZVexePFikZ+fL9xutygsLBRvv/32GZ+/fv16UVhYKNxutxg6dGiv1gPtKjoqYv7444+LZcuWiX379okdO3aIH/3oRwIQS5cu7am3YGNj2/45YNt+z9DvnG/8i/TMM8+IXbt2ibvuukskJCSIw4cPt/n8+CSMu+66S+zatUs888wzvXoSRlfSERHzRx55RAwfPlx4PB6RmpoqLr74YrFq1aoeWLWNjYlt++eObfvdT7/r8+1oz9p9993HK6+8wu7du63Hbr/9drZu3coHH3zQLWu2sbH58ti2b9OX6Fc533PpWfvggw9aPf/yyy9n06ZNqKraZWu1sbHpPGzbt+lr9Cvney49aydPnmzz+ZqmUV1d3WVrtbGx6Txs27fpa/Qr5xunIz1r7T2/rcdtbGx6N7bt2/QV+pXzPZeetQEDBrT5fIfDQXp6eqes6+2332bOnDnk5uYiSRKlpaVf+DMbNmygqKgIj8fDsGHDeOqppzplLTY2/RHb9m36Gv3K+Z5Lz9q0adNaPX/t2rUUFxfjdDo7ZV3Nzc1MmjSJ3/72t2f1/IMHD3LVVVcxffp0tmzZwo9//GPuvPNOli5d2inrsbHpb9i2b9Pn6MlS666goz1r8XaDe+65R+zatUs8++yzXdpuAIhly5ad8Tk//OEPRUFBQYvHvvvd74oLLrigS9ZkY9MfsG3fpi/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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + " ax.view_init(30, 150)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/02_Unstructured/gpytorch.ipynb b/examples/02_Unstructured/gpytorch.ipynb index 20c6c24..31e3dac 100644 --- a/examples/02_Unstructured/gpytorch.ipynb +++ b/examples/02_Unstructured/gpytorch.ipynb @@ -1,200 +1,200 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "from multinterp.unstructured._gpytorch import GaussianProcessRegression\n", - "\n", - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def function_1(x, y):\n", - " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_1(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/grids.py:99: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/torch/csrc/utils/tensor_new.cpp:274.)\n", - " self.grids = BACKEND_MODULES[backend].asarray(grids)\n", - "/home/alujan/micromamba/envs/multinterp-dev/lib/python3.12/site-packages/torch/nn/parallel/data_parallel.py:33: UserWarning: \n", - " There is an imbalance between your GPUs. You may want to exclude GPU 1 which\n", - " has less than 75% of the memory or cores of GPU 0. You can do so by setting\n", - " the device_ids argument to DataParallel, or by setting the CUDA_VISIBLE_DEVICES\n", - " environment variable.\n", - " warnings.warn(imbalance_warn.format(device_ids[min_pos], device_ids[max_pos]))\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iter 1/50 - Loss: -1.130 lengthscale: 0.754 noise: 0.009\n", - "Iter 11/50 - Loss: -1.722 lengthscale: 0.103 noise: 0.000\n", - "Convergence reached!\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/unstructured/_gpytorch.py:179: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/aten/src/ATen/native/TensorShape.cpp:3675.)\n", - " ).T\n" - ] - } - ], - "source": [ - "interp = GaussianProcessRegression(\n", - " values.astype(\"float32\"),\n", - " (rand_x.astype(\"float32\"), rand_y.astype(\"float32\")),\n", - ")\n", - "new_grid = interp(grid_x.astype(\"float32\"), grid_y.astype(\"float32\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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mP+Qnjqos/okTEEWWG6CtFfdzccAC52jidt9CncHSMDlmSwNWUpdkMkNp4so0U1qmRIdZRQVQ7IwscnFf6MRKtxW5TQYodsfHfBR7WlKScbk6LVju54xe4rXwdfRbMPqij2Gdb4e6zkRulsasac/AFq0WjP6Sn6OFV98K79oqlFVGzoo4SqgazCi/v413nWk0b2jrRBjubBOkLQMTil1ZKSX7FekhBNfohoRy4g4LLv/oafidRsEwsJ9sR/HRVsjqySO4vN4g0qsI9QWMoIPObt5Mdv4MZ14rNBGXrFHdDVOmzc2Xrf0oKuAXVsk6G/JeCaXPEOklfPeqcpohu+oo7LMD0BbUoSCnGcz4OsKBFfh3+HVRs5MdGDr9LMBIMHOpHY3XPoL8MhO8WVzd+fEODB97OrD7Nt7YKmLGnhzB37mkrN1DueQ4rRZM/IzXGehuvCXwncB6kdtogDeXe0evjKKZXP5jSHI9kO+phuOdYwF9lGp/JbKLlgAAOTn8t8jJ4v+2n+nFzHdeACQMHG8cR/1f/x5KriNFgFIJr6ySRLB39wpoyOMliXrFQx5dV9elgr9JwlxdJcvrq+S9nhW+zKyQ1yTLXB9clg7YnuONXkoeboWmbgdRl6Yn6bLg7xXuXZcoFwDJOogxytPWQTbnJemWpmmajoV6uQihXYV0SuvA/HQZqEtJB7xS/rqX8gAS3rvcL3xHBjOn3+CY2fvtqL6zTWRkJWyLbpdbsFjuf1bcZ6GeVyTNoPV0wkIULhyhqrIRdOlCHWskl46NInFBqbYBlqy+Hbt/9FjWxyS4nXvJ0VZoD12HkqOtxE4+EtyDYqu7eKEsNxITXl2SHFl2QYkJdaa7UFASpaI3COzTVoBhAv1dnCbfe/Ey+V0cl+P/LoD4O7Nrayh5uBXaa6+Dvq0VADD70stwWToitqXY1wz9nzwEzW3XovRPH4Ryf1PEe5yXhgO6K0gYLF4aiXhPumC533ciFZxm44GqzEDQb0HDAdTd2oriputgvLEVeZXx01uqQF0qfEcf1/EbT4xH/90cvRaM//wpzJ89jvGfPwVnjyV5nU5TpO0JLBkIKPYFJzC/gh+AyJw5WihqKR+1Dfo4aapaAIZBYeMB6MpTTyQwO9kB+7QVEml2YBMA1gtNEfnemmIjpnqP8cy4OL7v4ujjdCoSeQ6xOPpNzJUtZjj6LLA9xem0FtuPoSjnkYgiQcW+Zij2NSMrxxO2nh+qndWYfvm9ABPT7KyK631SETKjEYvtx4hvGw+0tWbU3NEK96gVqlIDdNUc/RaUbj3jmpvogH3GCm2hAfllofszP94B+3Q/1CXGoAxXV2VG3W2tcExyc+DyhTcD301ZHv13C+Zu4hd5Z8Ahw8AEECr2kZUNrK9BVmeIi2kJoWoyo/w+3k9L1ciZycYK+6AFw688FSDqwsYDG+pXMjA71YHu9571MX8W5Q03wcuuQ1MkXhTyyk0w3tgKx2Ur1MUG5FWaYv4sjj4Lxn7Bf5P8w7dyussaA+Qt/PMCJwifTmu51xqVTisWaA82oP6vfw+Ll0ag2VmFvGvqEddApyD8FporPQLfs+XI9wWDttaM/E3YeM1OdWJh1gpdgQEFJeF1irNTHeg+y4m7J/uPoenqR4Iyp/nxDvT6xN6Xu4+FPDVqa8wBwydZWTVc41YofXpgr6h2cCiqjZh/LzEbX1enBW6rFXLDxtezVELaMjBC9kvLesP5XVB+ObTvh3yPCfI9AoJkwYfZEfljhRYk03JiVYOZd85lSX8a6SpZ168vCJR9C8VSkHBZpcpmqi5174pAt7NCLqaSVbLMrAs6vU6+AK1bYOmYZj79wMh4NziRCSc6kdqX0GTwBUCd4F7Em8sPUK68CajxiedmPFhXkIO5puCfs0a7A0kZsdhwdQ3Ftx/h6gvGOrfFALQf483hd9QASn4QchX8IKgVfCofAMiXu4lynowv5+eQ19R3S4C7a3wlK9RScpVXSPjnZNNKIwprAkJ2e3OIaw5KAehY58tzqwri2vwyWZ5bIssONx93dNVNPscrWCLk+1sCBkgsSP2Gs8eCpT7O6k7j0+9mCWgx20UOXrabLGe5SXqTLoejW1Ify6x7YbP3YM45jHxFNfSaBtgWe9E5/HMwYDAxeBx7qj4BvaaBpNssntZGxvx06wXAwD3YjXIpyTC8uVKMD/Xy9RgGS0N9KJM3wSMj58O6jG+7UG9Cod63prhYke7WwwbXy2nrzIBw49tgpl38iLVO7CfJfWOXpQO2Z33Sh+Pt0H+mFYodFNMN4+vF0v5+EfVnAlsAusMJRkYHlkZQl5D6A40+9Xw58lXV4LXNLCSSWONdxgZlJakTDBlqbKcJRY8+AvWNh1D06CNQ7E0NKz/LW9N48e97YXlrequ7EjecPRaMP/8U5j44jtGXn8JivwWL/RaMn3gZ9qHk621s9h5cGPw5RqfP4sLwz2Fb7MWccwgMGLBgwYDBnGs4bBv56hoI6TZPXRO0Xp6uDrx6gYUuP7lzUNVghv4jRzYUmWbZSkkf+jema04lpO0J7EqErsoMw82tcI1bodEbkFdhApajFUhsDvTaRtSUHsbQ5DEAwNDkMWi0lSjKb45wZ3zQGM2oPNIG9xjnrBzORUGx0yQQG4a3qtwMWN6axg/+8BIkUuDdH47is9/ZCfPNRVvdrZhBO9wuWM7AYe3gHeHvaEVhUfJ0XHNOjjn5XSHmncPIV9VgZPZsgInlK6vDtqHXNmKX8ZOYdwwhT10DfV5TUFFfYVEzdux4GHOOQejyDSgoTo2NUDjIDD79pV/6YNy8ja8/yr6sPDn64AwDSzBcnRYsDVihqI4uYKajj/Nb8vtBLQ5wA64qDx7CSVdlRmHx1iu8w8HrWUXAEAYM5u1DSWNgAMfENEYz1pVJe0RS0Hd2HhIp4PUAEinQ9978pjCwhdO9cF4ahmpnNXRXN2y4PTqWHyc9Jh3hk8nApAy5jEkkXLlQXQ8GQEXebug1kd9Tn9cEfV5ka9PCombkVYSf2/NjHVi09UOjN0KdYD9NGv41R2Y0BDXyUJpN0Lf6nPaNhuhDSG20X10WTP7saZ4WkoD0ZWBCPzCRDozS10hDX4vFH4KOIUcLjt2WDkw9Jwj8+iAfMJP2h2C8nLf+6Et8FIKifbdi+v03AjtXwy2t0FWZCV0CAGS7eGLIcpP6gSw36UQmcfM6F8ZN6naYZVL5xq4J7l2nTigeSl/GUB9dKpD5ewox4hPdsGBR5C1C9tQC/xwFrwTwqMm8b8w6LXLkSZT201mPkKKKGPdscgJly8jvpFMtBf4uUTqIaxWKBaJcKZsL/F2aPU9c02eR9+oklI5MoANTXO/Guz8EpFLu89532ImbVZ2B62sCwnZQOrAFL6nHsq3ziQIn1/KIa6M5+YG/B98dw8A33gUjYWB7+T1c9f/uhG7PzsD1OUpnsbZKjjMrFWsdVI2cw+1yrxXKCm537xzoIKxPaZ1X9iJJX9lOcjykDp5WGTdlLbJM0rHXsQjhhsm5MIbB6RMB+qvwVgMOLichIxUQRRbF+Kj0ThIZ+c1ZBU+rUgV5bV3B3zsz3YneS88BDIOpnmNoQCvyygVMg1IiCeN9MhT5R/KjcnVZiDVH39oKpY9BCelfscsEuU9szoKNuO4JVd4iVS1dpmMh+qYaERw7MD6JRfoysBREwI9MkNMq3CnMNUr5QQ13keUpK3RV6WcxpJfVYm/+xzC7MoaC3Arolcat7lJK4ubbZPjuD/Jw9vQqDlydg5tvS37SyIlzl8FIGLBeFoyEweyFcRQIGFi8UDWakVfK02rVXW1YHuiHusTA0fBiYnfgtuXBAH3lZ5dheOnDAMMCy5L6r/VJ6HPCixDjwfRcN+YWB5GvqUWegnfqXpgfCOjIwDBYtFlJBpZAEGuOxOezukknrEhQ1JHBH5KBjBFHAiE3kEYW8ggBM2kDBHV186Y4KW8G9LJaNGsPQy+r3equpDRuvk2Gr/6VZlOYFwCU7S8OMC/Wy6Jgd3lSnqMxmKEuMcAxacXCSGINOWzLgzg/92uMuC7h/NyvAQB7NLejSm7GHtVtqJA1BZgXCxb5WaUJfT7AMa+LPT/B6ORpXOz5CWam+ZOzLq8uwLzAskk1tiLWHC/vs5oqUDaYoGxoRsk9DyWl/e1xAouUqZcwo49wLw2hOWkQMaAQShMXrWPJaoWiitKBBblXW2cGc6QNS4P9gbQlqqJKuIet3M61nPMXk1L249JV/sHSZVIUIxQZAoDEKRC/uJeIayxV9q7wohl2jRIheul8F5TYIIuXfTA5pByEWafEj8L+Scl2pNlUmKNVgUku3QV6U0dLKIQuE5ToODubbEyZw3+3vFxS7FeSayfKQrFhTc4MWVfqIsr5dOoMCS96ykL4SMbrAlmNw0uK0ea8tHk+KVYTQmiOX3KbGiv/eAumzk8hK1cK56UhSD3ZKLyWW/gc2aRId40WuQu/aQjREcDFuBx+kxNt2TrbkXPVUSKqi3SFHDyaboViQ9ZJjseMY4A4Yc06h9CYtQ+FKAC7wokidzGHMM/akIciFLh18Lh9YygRhM3KpkSIubQ4W069H/fuNlc/BhZO+XsHBgzsM1YUqzk9W7G6AeyeT2NhbgC6/Dpo9S2ED4gnh0pnIwiN5RXZySMshGtOboOBOH2FC6mXyHUvWFuuLksgjx5YL9TmPREeGB+2BwNLIfgjP0hWovN/0BjMyBdEIdDWmFGgTz+xYQbAiddd6D2ziIPXbI44MF5UXs9ZhL39lTd9J7FOmL9xJMDEEgHnGCket88ObCgsmRD50hKMrHUFmFiepFhUp4gpQxFTJl59Nwibqx/np16CcNVmwSJPU0PUK9S3oFDP6Zyo0KYJh3/N8WYnOfBgDKCDny8NDyblORkRYgZJg219BN0rZ2FbSRzxLoxaMPLey1gYTa24cCded+H/+/1J/PgZF/7PZ+fx1mtxhqnYJEy9PxkQI0LCYOHCaELbV1WQ4nFtQeLymumzqrBbdhOqspuxW3YT9JKKhLUdCbNLo2AEBiNqWQl219yHooLkWdnScHZbMP2bl+DsTq05IISijlKnVCdHlZA5gSUALksHlvu5FB7bKUzLRmBbH8GF5bfBgMGIvQt7tHdAn7sxIl4YtaD/bZ9Yqqsd1crUyR114bQbEp81oVQKnD29mtKnsJJ9pej6WWeAiel2Vya0fU2dGcabWuGY4sThBarQC/z0bBfsl3uRr6qBXhudWb8+qwr6LO4kya4m/oxjWxvB3OI0CnLKCT1ugbwSw/b3A6c/Q8n10GsbNi1gmLPbgsmf+DIunGpHSXZsgcU3C/78Y0v9A1xYt5rkGHJtDwa2hSdnl6WDCBIba6R6QBzOamHUgsUpKzQlBugqzeJU58IyHdeFKgvTojOi8E+kDoYwMabM5tkI+hoI069LJJjzXiYtwdYmoZfXifsYKS6N4PLiFJVoM1LuqDB0wVIflUhdQl1bo2L0eAWCC/+1HVer8MJT9oBJ/N6rc7HGSrDGevDaa8s4eXIV116bg3vu4NuS0K4IFNZYj+BvlromDVn2UoIVuq6HZVB2uBo3fPNWXD4/CWmLEfnXGOFlxd9FhBjmmq7SDF2lb3wWgi/x07Nd+LDjR9xGZ+YsdtfeB722kaQLCdUnCfXdhNfpb0pPD+F8oOjfPx9sq8P4wP0GGDAYdl3E3vyPQS+rBSthUKSuxx7mbsytTyBPVc31FRDPOyb438EQ6boQS1TotCWrdesZWAiaUDaboTZy1pme5eRIJLYHA9tCEEFiE0BQ9kELhgSnDONNrSgqSH1vfxr50lKMoJO3BMsp23CbmhIDbF2CRJsVpM7G2cNFpVdUbyxpaDy45lYVvv79cvSfWcD+a3Jx00c4A4DXXltG22cWIJUCP3jSDfnTUtx5mzxCa5uDiuurUHF9FUadeZErJwkLCwOAYKMz7xzmmcIWYW5tgjQSWRkjTmF6lRFFyq1hGvJaIxZOCfISppjVIcAnBVbUGQIMLFnIMLANIpBmwsfENkpQzgnylOGYsqYlA9NnV2E3bsG8Zwr5iiqROb3N1Y/ZpVHkeQ1RL1i6SlIsJRecvhYHLBj/XzJpaM7Bzf1u19yqwt23k7+dPLkaOJVJpcDxkyspw8A2E7NTfKoSoTGHTleH0fGTvEGGKvH+WrEiP7sMwyuWQJ8KcjdPxxYJqiYzSh9sw9Iglxlb0ZIaPl9+uDp9SYEZCewn28F8si2mzPWxIsPANgh/mollK5f2e8OpV8oMmLnE77D8vmBzEx1YtHExEIs1kcPdpAL02VXQZ1eBkZELtt+SiwGDYfv7vNgoCgjFUkLDcdrqzT1s3XQGFgzXXpuDHzzpDjCx667NjXxTlHj79SW8d2oFV12Ti+abVQlrN9FYGLWg/yyXYmdi4DiaDxxFqYzTdRUVNGOH6SEs2vpIkdwWQp9TjT2q2zDHXuYc8VPMl1HVZA4wBe9W6k+CgA7m4B4KH8xho9gWDEyc8pr2TxGkXhEJxSMQgEBALfJ/8D0nYDq/jtA6gjC+aayEgX3QAtd4P5TlRtTd2grnJJfwT1NlxmyfBb0nn4E/VxFz8GggASBDpZYHS4a4kQpl87TOK5esy6zxjIalQ0nRacPp1xOGGKJC8rBUSJ6Z+Uk+aoJPRFOg5EQN6wpKX5MrSONOUavwGyorjZi9IMidVGMglQvrVBiqNfI5zhWescxlk0EVcyWhVfRn37Cj98wCGg7qsPPmQixQoaQqbnLh699X4uJpN3ZdrUDNTVno9Nkc5IQJKPzu60s4c2oF+66R4fBHFHB4yT698doavvnoOCRS4EdPuvD575Zi582FAIDJNR1Rd2KZLM+tkG0J353+LvR3Q4jUH4DY78g/Xos2clFbmB9AkYE36shTmKHXcYwr2JdmqPBVkhySniAIgcZ6IkR8EOrAqFBSEPiFFcMMfe5erk1/23L+uR4FSePrcopuBelUvNmUvlVExwKT/A34qdK5VhhqzhJrXwLWvWBdVAiTArNeUXiuRGNbMLB0hzBR5czFdtTd2oqKg0cC1xdt5OlicWYgJTLYxot8VTVGps/wYiPKhyYeaAxcPD73EHcSVjWasZrk3Wnv25P4+R91QCIF3v7hOD7/XRNuuU18wrrmVu50dOGUG3ImC4c/ohDVEeLd15fwpc/NQCIFnn/KgW/+VxF230JaNFpOO8lAwGcXAgwsFbBotWB5oB+qUgNUpQbYOvjNhTAyxayNSzpZIOdEh/P2QeRpa1Ei23rdjs3Rhzm3L8eYun6ru5MWULaYkXfDLZh/902AYTB37A3IyqsyVojbGa5xkkE5J8kYiBq9EVM9fDp3TWHifGq2AnptI3bX3od55zC0BYaE+dCoGs2barwx9N6MiInccpvYqfbUG0789e9zp6UXnwa++V9FYZnYuVPLAZGjRAqcP72M3beQdcxXq/DKM7bA8+sP6BL8dvFj0WrByK+4DZmtg9uQNR56JCACzy8zAQ4PZm2d6Dj/Q4BhMM6e8N3NYHTyFCQxiJWTAZvLig9sL3Ni7vlz2FN+D4rk3KbRZu/B7NQI8rS1m+r/lS7wrq2JxIgZBkZBeKyl40SKT92C47AoI3P4MzoT7ogeKbQR8RyqLIwUXWUELgrEX5UGeAQbeVW9GXW5ArFisSng3c9SoZi8uZS4RcEPsXSFDpVDhfNZE7yQh/xOdEZmGl4pA9tCD+YXB5GnrkORIC2FN4cyQ8+VQle4BzrsgUcmgTCI0LqczsjMlz3U4YaNQL3C8WHWqHaXSNGGXTDQHmqcXWukyGp6mTtRsS1r8HoGwEgYeD0segckeOZXStTewCv9VdIV/OLHJwGGYzSMlMEv2tVwHjSHzsi8+zI8T50DI+XaZXc2481F0pDAdVUu7vzncoy/b0P5Pj2W9htxZpG7Nr9CMkf7Knl6sy+RZacgIzP9XejvFqzLzh5fCqBSLhuzc4LckM30nYVMUQBNhRHqKnOAduesg0ECvXIxBGc849AV7sHMdCfsTit0Op5ZiDKJC8SGjCc8nRLznZ47gjBm04M2ICDmBkaWO6Ap3I8ZWyc6Bp4HGI7Rtuw/ioKSFnhyJZib6IB92gptkQEaQTSd9VzyOTQdewWfXJRVOZKXieDTiceGWq+EWewTuO7RidMUNWQQ31BJZhOBtGVg2wkagxlVd7XBNcalo9BWiMWDuiozfypbSS3FLQDYFnpwsf9nABiM2M5gV8MDBBNLN9jP8DmztDcGT8ZXcl0tbvrHW9D3y16MHRvF+IkxjB0bxZ3/fDjAxPremUD/u1OBe1gPi5r94UV9zTcV48F/2w/re3Oo2V+IxptKsBJkc1R7Q0XgOY4tys/pz8YMRoJ5th2Vv9sGZaURc+/zC9jicAcWBW4hfjrW6A2Y7DtGMjF/puO8OsxMd8Jy8TkADEYnTmJHy6c27cSTp63F6OSpQHl2thsztk4u0jz4SPP2WSsKSlowN9GB7lPPBPTU9TmtXMLZKxCqZjNKH2zF0hAfEzbjB7YFcFs6sNzXD5nRmPQUBRqDGRpDZAa1MGKBa6wfmmJjSk2Q+cVBQJjEcnEobRmY/Uwvhv7uvwEJg5lfnoUy5wgKrg0uAqm8vooIy8RIGYy/bwswlpH3ZsBIGbAeLgdTww3FaLypJGIfmm8qhvHGjfvOJRt0Nmb3qBUlNx1B5e+2YWmgHyv2WThGuni3kMu8eDy/zBQQLeZpObG4fdYKbYEBhbom9Pf8L4Q0tWAf3DQGVpTfjML8JszMdft+YbAwPwBdXh3GR04EGK22gDtd2KdJQ5XFy9aw89M+aIFzwgpVmQGqpuT6Sm0FVM1mqJrNYEQ5FBOLTCzEEHBbOmB78mksHj8B21NPw2Xp2OouYWHEgoE3nsblnhPoe/dpzI9tfZ/8yNPUwr/QIEGGGVsF56VhzlrNHyfw4ljY+iX7SvkUJR4W5fv0gWtVVxWC9XCMDSyw5+6t93OKBe5LHZh74ZdwXwpOa4oaMuahopJb0DVGM8oPHUFB8wEyRVAxKU7KLzOhZvfHUVDSgoKSFtSZ7kJBCef+oMuvg5CmdNrNNWcvLd3v+8v3/Lw6FOpbYNr1MMprDgXEhwCgLSJj/2mKQ4vN7IMWDL36NGY+PI6hV5/GojV1YxqmOtL3BEaYeUYw8SYyQIQ2ARViuce3o/JF2FjptULdQBkI0I8VyqPpa9SDhFlYQVkFi8LS+OouUru8hTkr1EayTxJKZyFZ5ztCW4PT+gJhWodg6V/CQSXZi6aCXCzODIDJyobNM4YVSS7yy0zku4LMrExnWfZQ30KYiNhD6RJE5sh0xCHB+7LL1L1UaKy1dV4xwdQ1At6zASbmqW3E+IwucN2Ww8vrcrI8QGM5qv+iAC7LMLS7KnG5qR6XL3PXs5sr0fA3pVi8NArNzkqMNRsx5pMoSiKYMocNb+Wh+8+XV9epa6vkh1pfJa+zK4IUI4IMzO5LHZj+z2cAiQSOt49B39oKTT1PbywDKJvMKPskZ/2pKjdAVW8OTAOPjIGqeQeqctrgHuZSBilrOR2YJ5ukU6lcTLcK/S7Ua7PgmOqHpsgAZbkJboSn40h0SpipU/Qyc7mTMDRRVu5GQ1524DdllQlLAJRFuyDP2g0A8CckUhTvQJ2S11MrDeaAbpc2o3dcpkKiTVqhavb5ddER2yJ4/QjVh6KocnRdQYVYzkUiMo20NsQSG2uDSF8GlkS4Oi1Yn50hdlSpkChOWWHEjMDYQ1W29X0Swm/a333m2YAuoOmaR6CrTA1Rp8vSgWVrP2QGI+T7Qzs5K/Y2o+iPH8Zy1wBkzXVQ7o8cYFZ7sAHagw3IzhJbOeRfU4/8a/xm2KmnvwyF5V4rHybNl+1XyMD88Ft/SkOkJNMYzHGLu/MqTIFTTjIxO9mBntM83TZe+wjyKs3I92VSXrT1g5Ug7Hvoqs3QVfsdjENDWWnE7Af8PFZWptY8TidkGBgFV6cFl5/1JWIDoGhqhvrAAS7CxhavPdpaM6o/1gb3CJ8AM4wv7JbAPkPuLu3T1pRgYC5LB2xPPw0AWGw/hqKcR6DYGbpfir3NUOz161s2K9Z4akHWYIDjbT5MWips4sJhdrIDi9PicFXRQKTDmrYir9KMufEO9B7n1oOp3mOov37jxhkagxlVH+eNtlRBNgXpCFeXBfZzZ8GwgGbfwaRG4PBj2zIwV6cFSwNWyOsMUJqi/5B0KJTsgoKtj/YsgLY2/t3sZkBbaMCk9XjgG2qLUmPRc5w5Q5SdJ8+GZWAZAIqdJuhbuTBpMoMv22/oxM9bitnJDt/Jnw9XFQsT0xaRdKvx0a0oiEAE44xoITTaiiD1TAsEMjD7yz0dKH2wTax2STDSjoE5uzmfE0WtkefwlKWLq+NDTP3EF1DyRDtKP9UKpU/GHCl7h7LGFwpF4MMg8Z9yaNmvSDYszKFAXQsTdidciCSA9BMBQFj20PJnUdkTuk+07pB4nzhPm7LinajNaw1YWMlqzFii3ocInUP7vdD6Mmnoa3SZBuEHJvJlYSB18R1jBRm0vUtkw+tSKpWJoOym/AohAdwXOrHSbUVuk0FwivM/OHyfQ0Kkb6WVqqGviSzBqLJUcIpnqNBR6gYzvwitBvcDC3SRGg+hvxOt65RQqdLWRXqt0Dpusc4FmBX6lDESzCwNIrd0Z+jOAsRYyIp3okYnoNtaM9wSBrnGeqCXN/WXGY1YzpeIaVFE44K/Y6kbKZSUaA4LvhPlq0mroiKtfSERZt1zdlmwNGjF2tys6LalwSB2AwlGWjEwV18npn7xI86A4XQ7yh4IHul4aZAKKDloDTCwSPAnYnMPWqGoNUR9XwY8tDVmTryZQsgpKYG7m7ekU191ICnPcV/oxMx3ngUkDBxvHEfhFz4NxZ6tDyq83aEqM2D6w43ph7W1ZmhrzaLfqu9sg2vc56NZm1p0vZVwdlkw6TsoiKJJAEl1YPYjrRjY0vAAyZhCRDqW1xqInDmK2tg+pLLZnGFc2wjOLgsW3nmTd5K98ZaYxMqxYKXbSpjgr/QMZBjYJkBbY0bt7fwJKpEbqABj2zzjurQAfVBQNvDSBu1enw4syXYDacXA5NV1sJ87yTOmagMXeYb6SOrGHWAeEAR2bTBvjh4+XAZgxhdyZ5ATfwqP1iKRQiSz1ThFfWKrbVquGX1b4R8U/nJYK9swwc9F7UYMs8PA2W3B3NuvBZgXGAmwsi6ymGPX+Makoj7QspjQfVCU18PhPR5wwVCU1iNrOkRE7lgijUcA0VQs9ENdj2QSHc7yP6yojFppRJ4vYdploswSLcvbAdkezik4LlVdAjMnC9sS3RcDHccSSoqWESab3ypqyOSa2j2U4cYmGL2lFQNT1rcEfE4UNYawVi7CnDmpAGePBRM/40LuLJxpR/n9bZueNfhKg7PbgomfPoVANAeGS/Egj/FEHguULWYUHxUYPqSQARCNQObcjKg8gzigajKj7IE2Tt0SYT1OFtKKgQEkYwoYdNQYU4pZBYN7kAq5M2RNCgNz9FrgHu6HotqYdAVqqoP45mCQW1KG/Jtu99FK8raH/vxwqQxXlwWTzwkMnR5qzTCxDMLC2c1LkPzrrappczNA0EjbUFLObu5Es3DmOCZ+9hSc3ckNx+LstsD2m5fifo6ilgq5kwQFp6PXgvEXnsL8ueMYf+EpOHqv7BA1xDcHK2BeGbgHKH+9c2cx/euX4ey6smkmHjh6Lbj8+kvber75pRkLZ45j4qf8euvstsD2avzr4kaRdicwP0RBRIUGHQneXPuZZcD68ZPBrR/DQSUIuaOoMUDZZOa7GcHknkao13ONkt/ENWZNmrFCSiDCd1I1kt9c1WAWmJtHSBGxydhsaYKy0gg7y+sv3N0dHCM7GQN9h9NXAuF1wjH3ODKEOubNOhU4eyyYeMEXjf8937fbyLM3orhKos5JJEEatAIsNrwubhRpewITBRFNoslmMGYZD1RNZujvOJK0Qd6MU160cPb4dmY9W7srTfY3TwQ2W5oA8Bsq3cHDUDaYEkLfWwm/jnnhrO8bJojuItFxMNXAdkSw9TZR6+JGkFYnMFdfJ5bHRwK7VOHuGgBsr76UlB2sosaIhdObk6BtIxCdOLZINk0brGx4V7rNEVaakET49cnObgtcvR0pTd/06Youx6tjDndqi4aOFbVGLJwJvzZsxckwWkR78qfXW3/drV4XGZaNkGo3BbC4uAitVssVfB9LeFwVivjoa4kCN9BJsrZJ+RGIDbZXX8LC2eOBxUR38DD0tx9J/IOY9DLkCYXNoN9o+pBw+k4QXQsZCVgv8g/firljbxDfC4D4G0ZgFnS79D00HSsbmpGtKxAxIi4jdfBNY6RniLCJvmaJoLto6cazvAzr3/857HY7NBrNRrseQFqdwAAm6C51M3awGzbL38BkjpB1I2nPjRfKanJXqqwyhE5zEcOEpXUsG9JNbsD3hmxn4x9YaTIFMtjKawxQNpsCqezjQozpLBiWT0AobiuW54Z/RkwQ1F+iTleuvi6ivDRohf62Iyi/rw3uYSsU1b4AuRGCDNLtLg1aoRYE1qXp2NXTEdQNhgi3xUZ+RlgGFuk7xcHgQm3yErFubrW7UprpwNigx9XN1IdlEBmqRjPK72tD3oHDKL8veeLD7aR/UDWbUfTRI8GZyBUIZ48Fttc43ZOimpzfSkMzOd+rufmuajRDf9uRqOmNbtffjh9COo5XT7jVa1M4/Wqgb0DarptpdQIruechLI+Pio6roeSzGSQHzh7e1yzUYuHPEZVMRKN/yCD94OyxYPznPsu+M+0ov6+NPF01miEvr8LChTORGwsDP4MSthusjl/nFo+eUNVoRvn9pF56M4UixCkLgP2DM9tqfUwrBqasb4Fmx96g17b6KHulINjislWKaZHRyhaPvz8yt7zWkDlJbQAi0dawNejJys9QXL0dUDaYoNt9MGZajHajFQ2z2+gzgMQbfAQM0Hxw9XTA2W2Bqsm8ZcZDiURaMbCQiOSPQtRNnm4hlhiF/roBgq0xcn5KwboYJpZdsNQSocqxtCuC79pyH0n0y/1W5FWQRB8xdF2YtO7hUk3QIQlZCaCuNwf0FrQ5kjA2Hxsk7UmwurOvvgJ3TzfkjU0o+OidQfsEQVv+d3VbOmD7ydOARIKFU+3Qf7YVCrMpNtoMg0hjR44zdZFOr0Kn3BHeS/vDidL1MCHrhk3tEyENvbCsKjNiXuCjpioxIMtN1l/qJ08Wrt4OuHo7UHWkLZBnK9hzY9J9UmVttRlaX8ZlLIevS6RIiZDWxH/d2WvBxM+fAoCAnk0ZiaGEi7kIX1SYRhOnvwM4RjXSD6XJBHmdgbAilNfVgZUGWQRiWfeATdW7bw8GlqZw9lgw/rzvNHPWd5pJ8fBP2zkd+uyrr2Dh7TcBAKsT4wAAWVUVlgaskBnDJ0Zd7usPZC6GRILlPivHwDYZbksHlvv6ITMauQSUW4xAaLMqLrSZv6ysMhIGE0Ko682ovLsNrhErlFUGaOrE9ZSVRsydbyd/ZCRwjVpJBpZGWPjgjKgckYFFgZziUh8D88UC9Yk/Vc1mwngoHaUGGQa2hQgmKkl1BkakQ680pO1iEQzunm6i7Lp4Afa33wQkEiwea4e+tTUkE5PVG7HYfizAxGT1m8/Y3ZYO2J7kToGL7cegb2vdUibm6LVg/L/5DVr+tbdi7uQbgagVFfe0hWZiRjPURt+1qFIWc4szk5WNyXdegrLSGKDNRasFrtF+7jdjaHpd7I+uXjrB2W3BfPsb8GdjyLv+FoJRhbQ+TROkLwMTHp0p8VC4rKbxinCAYKIZqgIhigmfhsLZZcHq3CxpXVVpgMQjFs0EMkIH2g7+N1cmHyQJVzdc/8MsGjKdCdD5FsYZ301hvnG4NBuibNRULhNhNmo6M3WkTNZCuqDvZbPJ7+TNZiEzNwZOXgAgUcuBBcZ3qmKwNNYH2aEmIIv/OIxP5CK/sR5Fmoex0j0AWUstlPuMAFbAUAPPSAT3RhK1Cm5lvRLqGvWdPAyWxnp9uch8/R3vhez6BmCd+jBU1mVmjYH7ww4s91ohryNPbswaWVeyxndKROMUfS0NUBu0ftL8fbnfivxSn9icplsBzYuzjAPTQlE2GCjyy6Atb8LkWY5Bzp5vh/GmVgDAyNtc0OLZD7jfdJU+kbPgsyyMWDD6Fldv7nw7DLe0inKKCenYS9M0RbeE+JrOMi6iee7/vF0H4erjk67qdh0UrRuiuRVEnB2ABHAPk2Pg9ayJnh8JonVPlB2cqi8UWSdZnJhmZvTbA84ebmfq6u8CAKgMzai4l9+NOvosmHrzJTj6og+HYx+0YOLYS7APxh9CZ2HEgtGzL2NhZPsGJQ2HvLs+Cs1tNyO7shzqO26C5s5bAokp4WWR2xj+VKXY24yCh++Ecl9z2HrJgqyljuxvU11U97k/7MD095+Bo/0EbE89DZelI/JNUUBZRZqQq2pI83dlRfynVHWJgW8LLMp23QbP+hqxWDumrFicsop+CwZHlPUSBXqOO/o40Wr+oVuRd+AGlH+iLSHZJBR1BuKby+u2j8gfSOcTWALh6rRgacAKed3m5G+iRYc5eYUE8xp7kRO7zL3fjsq72yKmMbcPWjD8a+6emYvtqLmjNebU5wsjFlh9O1BbJ7lTvZKQd9dHofu9OwLlwj84ipV+K3IbDVDsTu3Myoq9zSj6k4ex3DmA3Ka6qDNBL/daSf2d1RpS9OjqsnD5n2oNUBt3hG03oMsa5bIkawxmKEqq4BqzQlVqiJlGhdBVmWG4uRWOKSs0xQboqri2bF28flZdYgj5m6ivJQbYOiPXSwQcfRaMCuZ4wbW3YvYkH1kkUcwL4LLLlz7cCvcmrm+biSuegbk6LZgS5EUqebg16YOsqDFiXui/JHCgpI/8rlFrxInuGiPvcU5EvoeGY1K8Aw3FwBZGLVicskJTYthWTM4vRsttroNiF7eAK3aZoNiX2oxLCMXeZrBeYKVrgCtHwcRkDQY43hHo7wzBF29XpwWXf+ybKyfbwUQRrslvJSpZ48oagxkaA1/eCHRVZuiqzAExm67KDONNHFNTC2gz2G/B2jLcIqhXlTx/LdcINV+tpGjVPWxNaC4/ZbMZymbzhtQnqYq0ZWCE7DeESXSgHCQFvKvDgiWrFetzM8Tuc2nICsXO4Ga4tCiYoQWwQn1TGP2SqsGMint5nxJtjRnwTWhluRFz75E7QekS+WDpKv+3ZA3Q5RswIzA7ztcaIFtgfdf5eyXrlJ5BcK1QUQsb2w5/1uJCWQ2UlwWrjC8H/IytE/0XnwPAwNbVDtOuh1GobyF0AKyE0gdk0XotvuzJIa95ckCWc/m/12XUDJSTRTaEbgEAvLmUzktGDpC760PMfP85QMLA8c4xFH/5U1Du50SBuTJytZXn8OXcLFJBKc8m6+ZKyetZAsLIkoTP4bIuULSsU0S+4iFfdmmNU/LNnerD8L++yL3HaydQ95f3IncveZpaWSYVgvJrG1Eo5/R3uXVGyHY1w+NTbEiW+ecuUZKDpUFyoaVfRyowNc9apmh4haq7StO4gG7XyGsMRceMly8rsxqAigauMLkq/k1A0zSdKmRNQE0TV7CtE3QKAF4BHdPXPLR+VlCmaVpdasScYL6qa5qxcnmcF60KQq+F0+fT18Oue/S9gr/9a6HcILC0DbfuReTsofWkiUbaMrCNwNVhweVnnyb8SCLtPhMNof8SBGuexmhG9e+0wTlmharCZ0K8Fp5idJX8zlNbaEBeReyWZwXFLTDtPYqFOSt0+QYUFgXX4yzMD4CjfhYAg4X5ARTqU/eE4hcP5zYbwpq1r3QNBHRHkDBY7hoMMLCtwOTxIVx+fxKFe8pRcl1t1PctXhwh3sP54YiIgQWDYk8Ld1pbloasI6s3YvHdY7zkIBP5JC5o6sg5rmoyQ15aBfco5wQfyjIzGXB1WHD5macDlrbFj4S2tE1FXJEMbMkqEJdJJFA0NSO7oAAyQ3hfn82Cps4c1PclHHSVZugqzZBGYHbhUFDcgoJiHzPyBm9Hl1eH8ZET8DMxXV50hgLJgqPPAtcI51ekMFORGgTiYZwQOBcHQW5zHRyvnQgs/rLm6JlGojF5fAinv/oqGAmDwf++iKv+350oPBQds9DsqsLki+8H3kO1oyph/VKYTSh5uDWgL1ZtQIe1XeEXr6vKDdBVh/4+wjnuBbdx1RjNImvZZGPJGkT/mQJrYLS4IhmY3GDA4nHfEd7rhfrAgbQatK1Eob4Fpl0PY2F+ALq8OuL0NWvrxMKsFdpCI88IkwhHnwWj/+NThp9rR3l2G58raqgfK/YZYqMSzrlYsacFhX/EidEU5potPX1Nnx8HI2HAelkwEgazF8ajZmD519Sj7i/vhfPDEah2VEF3dQOWViPfFy2ULWZeR7yUuHa3AxZGLej3mezbutpRd2trWCaWCpAbDFg81p4wCZSryyeO3KRwamnLwITy3XB+Rtx1Ul8m322CPqsVy/1WyOoNkJtN8IZS2YbzjaLlu0K5MR0+hpYjC/QFtEJbuhJeXyDUJ2Qtk52SUuWsZf5BzCp5TbJK6meYNUFdyi9HKAivQCUq1JXAOoAJBwDgsrMfHcM/BwMG48MnsLvufui1jQAAbw45QF45T3brMvLauoIsrwm+Mf1NXSEywvqjmwTEw76NSm5zHdgc7j0YOamwyVWuQnbYCBw2QqtcAuAMXNPJ+JXadmIArg8Hod9XiorD1cjPcRHtaLLIGENaKgaSjOG/eTZDfn8/9Dd48Z8/ZyGRAl4Pi5uvZ2Es7CXq2NcVRHlxXRb4e+5OHXCnzt9jzCwrYTsxgPkLo8jbXQnVPpKJ2128MnH+g34sdw1A1lwHxd4WsFQYKnY1tE6Dfh0hHWe5SXrKpspZbnI8hHQrWSIblqxSyrZ1gW+dN4LXs8D5TuS7lU3RaQ65PLI5/MJC061HJoFrpC+gQwYjgXvUiqJCk0gP5KGlG8I+0TqvCHotQgcWZt0TXfe1I99tgv6zrVjuo9bCWNY9H1ydFkz9iGPgC6faUfqpVqjrw1uqbhRpy8A2CoXZFDRWXQbxYc45BAYMWLBgwGDeMRRgYHG3OdGB+QUr1MVG5FWKT06BcEICnQztoqBo5sTDOaY6KHZuLCqF7cQALv5/vwIjYdDzvAWHv/kR5N9SuKE2g2HnzYX4/HdN6D67iPqr8mC+uQjL8UuGA/2GhMHICxdg/Osc5F1dL6rnfK8b0//604ABSNEfPQxF484NvEnyYbP3YM4+iHxVDfSahujvW+zFrHuYu08b/X3hoC00YNJ6PMDENHoD5sc7sDDLWzamIgJr4QZBqGYYCdyD1gwDyyA9kK+qwcjs2QATy1PXbKi9uYkOdJ9+BmAkuNx9DMYbWkWRsjVGMyqPtME9ZoWiwgCFz6Rb6KKgvooTD3tUUcUjCov5C6OAQLRnOz8JJIGBARwTa76pJCFt+fvtN+xwXBoJysDclkHSkKV7IKUZmM3egwsDz4MBg5HZs9hdfR+KVcbI9y324oOR/+bumzmL3TX3JYSJFZSa0HTwKBZnBqAq4/rRe4z3rTTc3JqyTCwRkBsMsJ8QbChrk2/kk74MLIRJKBDk6ExEJafaoaOU0xBeDiMyBMKHXxKJEAV1adELLVKkTZCz3QJTbBcpTpFS4hapm1eAMG5SFsmsUg9aWYVteRCzq+PIl5ZAn1vDX6NtaSkUSwqwR3sH5lYnUKCshn6tBJixw7Y0gNn1CeTLq6D3LS4SGW8bz6hziXb838kxSYpjXBP90FKGLeseQFtrDvi8rYHMv5TdUgeFifPnYbPIwcmmTOPVCl70p1c6iWsVigWu39doMfICC0bKgPWw2HutDLuUo0TdkuwFoqyTkCJEJcM/NzscwQBYExCriyW1+wteUoQ4taYL/D2ZoyOuzVH9rrxKT7yj1yeX8uyrwMKvTweYmHJntei7sZLQwXvoUFJCdw8RDVN0m+Ugx0Pq4GmVWabodplreH6+hzz127pR7NKF7B93M4M5Zzd533QPSlaKgFzS3l2SQ35zViGgWwVVd41bSktUTShRNWFdKcWA5ZckDY9bUag3icz3haGdGMqII6LJOhFSj7wkUq0I18VIkieh6FhUl3Jj8NGP0mRGydFWLPVzju7KZjNhYZ0MxBVK6oknnkBtbS1kMhn27duHY8eOha3/4x//GLt27YJCoUBpaSlaW1sxOzsbV4c3A+5LHZj7xS/hvpSYkDrpAtvyIM7Pv4IR1yV8sPhb2FaGYrpfn1uLJvUh6OWcZaJtaQDnZ36FkYXz+GDyRdic/VG3pcs3cEzTt5vTFEW/m1M1mqG//UjCDXNqbqjE7d+6AVc/WIMH/m0/mhJ0Qko2/P0239+I2791A4pDmOXrrq5HyVcehPajV6PkKw9Cub9pk3saGwpklQEmxIJFfk5ZVPflZ5cR9xXklCelf9pCiob1iTuROLstmP7NS3B1plbYN2WLGUV3HuGY1yYg5hPY888/jz/+4z/GE088gUOHDuE///M/8dGPfhSdnZ2oqhKb7B4/fhyf/vSn8S//8i+46667MD4+jkcffRSf/exn8eKLLybkJRIJ9yUuLhwkEjjePoai338Eih1bn5ZiMzC7Ok7sTOfWJohTmG1lCHNrE8jPLiNPZ6HaWx4l21saCZzChJie68K8fRB52lrkqTmRVaG+BaY9n8accxCaIgPyy0xIoDFd3Ki5oRJlt6m3uhsxo+aGStTcUAkAGHOHrqfc3yRiXO4LnVjp4cJpqetSR6Sol9dhb+FdmHUNIz+nDPrcWsAb3jkcAPS5NdijuR1znikU5JRDL4vNZcJm78Hs5VHkaWtRlB/aWrWgxITmA0cxbx+ERm9AXnli1hFntwWTP/EZKp1qR8mnkx89KFUR8wnsn//5n/GZz3wGn/3sZ9Hc3Ixvf/vbqKysxPe+972g9U+fPo2amhp88YtfRG1tLa677jp8/vOfx7lz5zbc+WRguY/yi+hLblDPRGJmuhO9g69geq4rrvsLcsrJHW02v6O1rQzhA8drGFnuwAeO16I6nYl2yHLxBmd6rguXun+C0cnTuNT9E8zYOgPXCvUtqNn1ceSXXRkbiK3Cwuk+jH7/DSyc7hNdc1/oxMwTz8Lx9gnMPPEsXB2ptePXy+u4U39ubExIn1uDZs11cTGvC4M/D9BrpLlWUGJC9Z6PJ4x5AcDSIBURZSB91qhEI6YT2OrqKt5//3189atfJX6/7bbbcPLkyaD3XHvttfiLv/gLvPLKK/joRz8Km82GF154AR/72MdCPmdlZQUrK7zce3FxMWy/RGLicFl+6YyjVF1ZowGOtwVx4RoMATYvDiUV2hw2UicJHRhlVkunTxGFgBKYw0tXuB3n9GwXLF0/BgMGo5OnsLv2Pui1jWBcvG6HcZGOOyylWyhcLcTu3Jsw75mCji1E4VIevEt2AMDM+hDgY0QAg1nnEArceXzb2TwpSXI5XUERirBHcSvmMM3tkNlSwOGCRPC+C4tW4pS2aLOiWM1bL0pz+cGLJR0MV0HwQxZltk3pdpQ5/PlOl0MeUYpyHES5Imcu8HdlNikKL5GS+rN8Kr6SWsJ/p2wm/PRbY/l7HV6yT3NecuxkAt2alPowa5QyxLnO62/G2kdg/ds3AAkD20vvofyrWVBdxZ/AVvr6ScMOYaBfyqY7WNqTQJ/oUFFLlO7WTZ6vJW6eblkX+e7sEumq4BWsFexacNeEQJ8E+icmh9RjMbmUPlZGlsGymJ8n6dU+a0WJzMB9I2GfBKGmJFS4NAmdzkYwHxhveD07AMhrjVg4JcikbDBw61iktFJhMqG7L3FxQGUNBs5aVzB3WIQf5xiSXiccMZ3AZmZm4PF4UFxcTPxeXFyMqampoPdce+21+PGPf4z7778fOTk5KCkpgU6nw7//+7+HfM7jjz8OrVYb+FdZWRlLNzcExU4Tih59BOobD6Ho0Uc2bHq9WZi3DwKCiTXvHI6rHX1WJRpzr4JeQuoF8hk9/OGjABZ5jD669rKr0KQ5FHKnm6+qJk5pOt3WRcC4EnH5/CTBoNyWIeJ6bpOBSNGyWaHWUhX58iqCXvNU1ZveB1WTGaUPtkF39WGUHN24+NB9qQPT//EMHO+cwPR/PJNQ3b+z2wLbqy/B1dcZuXIciMsKkaFOGizLin7zo7OzE1/84hfxV3/1V7j99tsxOTmJr3zlK3j00Ufx5JNPBr3na1/7Gr70pS8FyouLi5vOxAKMK8kJ2RKFPG0tRidOJnxi2bzjmGcvIw967JJch3nWhjxGjyKmHNPsOOZYG/IZPfSI73l6bSN2196Heecw8lTVyC/YuggY8eDUG05cOOXG7msUuOZW1VZ3J2YU7y1F9886AgxKYa4hriv2tKDwC5/GSs8AchvroKxJjw1dsqBXGbGn9G7MrU8gT1W9YV/HeKFqMkPVZBYFqY4HonQ6vdaE6P1dXRZM/uxp+LNBJwMxMbDCwkJIpVLRactms4lOZX48/vjjOHToEL7yla8AAHbu3AmlUonDhw/j7/7u71BaWiq6Jzc3F7nUcT4DDnMTHXCO90FXYECBIIxTUUEzdjZ/CvaZ/oRNLJt3HBc9xwAwGEEvdkmuQ4NkDwBgmh3HRe9xAAxG2V7s8kihl1bE9Ry9tjHQ3/ACoNTChTfn8O+PjUMiBV58eh5f/3457r59q3sVGyqur4Lpb49g4eIYdLsqsG4SWx4GAv0CwPwmdzAFoVcZUaTcPkYTsgYDHG9RapMEwD1gTSrzAmJkYDk5Odi3bx9ef/113H333YHfX3/9dRw5ciToPW63G1lZ5GOkUk4mzybqxRIodGXpFPAxJNEh7hQ5cIQJwRPhM/ivz010oOfUMwDDhWsy7fk0ShS8Q2pRfhNKcnwiON+3JfRr9Pf2kHoIVlBmPR7MeacgjDw/772MIoYzHZ9jqWueKehRKmoHABiqDGG4H1G68tDpy0WpzSMNfJjLDPXRJYIy7Z+VTSnf/OXeswu+cE+ARAp8eMaJB+4gc7zIqJw7uQJHn2wmdOR3AJAIJPxrVJ9kIfoUrr98mWyr6JABRb5Yi1P2SMQY/jJRVThedLORxl1II2HoVHQ9ghUiK5zPkeiU6pNwLonWLrouG/zvYIicniR05XhXUOE6J9/VgqJHHyF1YGEadlk6sNzfD5nRyOlDQ9CEos4A+8n2OHsYHWK2QvzSl76EH/zgB3jqqafQ1dWFP/mTP8HIyAgeffRRAJz479Of/nSg/l133YX/+Z//wfe+9z0MDAzgxIkT+OIXv4gDBw6grCw6v43tBEevBZdffwmL1tituezT/lAtLMAwWJgbiLkN2/IguhaPw7Y8GLGuSO+FIv4a4tOJbSc0H9QEmJfXA+w+qIh80ybj/Jvz+M0/dKD7bbGOeqR9BGf/5SxmTl65VmybjbmJDoy89zIWRjduzenssmDmVy8nxBdMsdOE/Hs/HlHn7/6wA7annsbi8ROwPfU0XJbQ+jJlsxn5h2/dcN/CIWYd2P3334/Z2Vn87d/+LSYnJ2E2m/HKK6+guprTgUxOTmJkZCRQ/5FHHoHD4cB3vvMdfPnLX4ZOp8PNN9+Mf/iHf0jcW6QJHL0WjL/A+W/Ms+2oOtIGjSF6UYS2yIDJ/mOBY/mSexbTs10oCqE3stl7MT9vRYG8EnqlMeCozIDBsOsi9ihuhT47dLqNIqYMu3CI03uhCEVMGXmNvRbzmEYeikRGH1cC9t6Sh7/7fikunHFj90EFDn1ECWEQ4K3G+Tfn8e0/6AUjZXD6R4OE8/VI+wje+spbvqj3nTB/4wgKr72yDTSSjbmJDnSfegb+aPXGm1rjzmju7LJg8idcmKrF4+0oPtoayCIOcKekpYF+yOqNCfVjXe7rF6VfoUO8CVF4y52QlVfB1d8D+7kTCeuHH3EZcTz22GN47LHHgl575plnRL994QtfwBe+8IV4HhUdROIJsig8dUeSWopEhuFEAWEs8p1dHVga7Ie81sgNMAO4qVTirjEr1EazOAQMVfYn5tVVmtAgeQQzfWcwZ+vC3Ew35qa7sMP8EIoKOSbmj6htW+jBxSEuOvyw/X3sqbwXc55J0rEY09DL+RhwEoEpMOsT+xbDiGIYReIWSCT8NQCQ8uIwhgrJw8hkRJkVhOihI4Cz2eTLC7Ms0yF4RKILQdnZY4Fjsg8yg0/MQZknezxUhuN1/kEuKoWufZ0UCy5k8Set5puL0Xwz9/ecB8gB+Z08IE2+XSzvypATzu0CwKqAWN0UXc555FSZNyBZ8HD9u3BqPBDRnpEy6DljR+nhWrg8ORg9ZwukbIGEwewH41AfaBR9F/q7ETQfLuMvyPESZcumx5mmAwGN0PQjgkToahFGXA2QdJpNdYrWu1N0zOZGT7dE9mZf1YUZMtjt4mUrtNXk/A+bRVlQYWmQbGvZag2cnlyWDtie5pJUOt45xuXB22Ei1j6RuT6NEOue3GiE4x2BvqzOEFGOqWoyQ15jTAoDiyuUVAbh4erkPOUXTh/H5E+egrObO+Irqo0BggPrhaIi9h1vfrkJMmWBQDnKYGGBEwdOz3ShZ+RV2BZ6ML9ImtXPuYbjDr2TbnD2WDD+/FOcmOPp8GKO7Yz6g3nwesDHQNzPi3n1e8sCQYnhZaHZuXlWvlcqNHoDMf/VJfGfeOW15FoiF7g3LFupU1J/ZBGx+1IH5l6IHD5PscMEfWsrNNddB31rK+8TuEVI32C+KQw6rcDSoBXaWjPUDWaUf6IN7mErVKUGaIzxiQ90BQZMDB4PMDGdrhbTM1340PIjAAxGbGdQU3oYEDIrZTX00krs1X8cs8tjKJBVoEgSn9VgqiOQUkUg5pAdSu24fsnAjpsL8bnv7sD7J5dRuV8Pw438hqXscA0O/cNtsJ2fhKTZiPxrxNHpM0gM5sY7sGizQqM3oOHQI1iYH9hwehW/L5h7pB9MdjaWrFZ4JYDSbILMYMRiu+CUZAzPKN2XOjD9n8/w4fM+Hz58ntJs2nLG5ccVx8DclzoCyduS5aQsNxhg92d8Zr2QC9IKqBs4RiZdDtNABBQUt6Bl/1HYZ63IV9agqLAZff2/htAq0Otdwy7jJ7EwZ+WYl7oecC9DrzBAr+D6Q0fi2C5Q1Bi5lCohssy6L3RicbAHclMtEXViO2LHzYVQXxs85UvZ4RqUHa7BmEO3uZ26gjB7uRO9554FGAmm+o6h4dAjqDwQ3GI7GBy9FriH+6GoNkLdQDI8VZMZbDaLqWc5XRiOtwdORfrWViwPWiEzGiLqwER+YH2J8QPbDKQvAwuXGYDOIuszf3VbOjD95DOBnYb+s62QR2BihN6LDpUTQj+gbOZ2R0uDvtTaTWaA4hWE3JvKDOvNYmEftsAxaYW61IBCPdlHj0wCXbUZumozstxerAPQ6OuBsZPwMzFtkREFhc3Q+4KNegEwlNyeDpUjTK8iymzroV+eencp/0IspVtgqbQUXjlf9ijJa+tyKtOtIAuuh0o1IQqV44M/pYpzoh8ygwHKFjPWfboR98UOzDzxLCBhsPDr09B/+SEo9zXDtcLrO6azSIdkCSXk9woUFU4PqZ+Zpe5VS8nwXUoJTwjZCG/yvSZIx+vykmPloHRgM+t8gGHbKhlseHJZS5Snl8g+Ct99fY1aEqgUQuF0J/R4CMdLOI6AeJwZL6lvEtKXhNZVyclvIRGGj6LplFZ6C+gUEglsrn7MLo2iQF6JIh1pDOXNpehYoAPzKMhr63Ky7JFxz5lfGCCkMfbZASibySSPwvkv/IaOfgvGX/QZfZ1tR/kn2qDYQTKxpX6BtEciwUq/FaoWM1QtZn6D7k9MLlgphbo2mdFIhs8zGMks0hHWvQjZVpKKtGJgrr5OLI+PQFFjjCuDqMiCpt8akYHFC7+nfDywD1sw8Dq3q5q2tEN6QyvyKsL3s6C4Baa9R7Fo64dOVxsw6rhSoWo0I3e/+Jut9FjJ2H6dg1DuC/6tZk5asXBhFOsHClF+OL5II+feXEDnaQdarlZj/y26uNrIIDmwufpx/vLLnKHT4nnsycriJBUxYnqmC3POIejyDSgobiGu8ZbDvpQqxdHrvVyU0Zd72CpiYEQSySDShmig2GFC0edaecnUjvB+YKmEtGJgU7/4EcBIsHC6HXk33ALv2hoUtQYodkbHKGT1scmGtwqOSbG1UiQGBnBMrDjKtOo2ey/m7QPIV1THNWnTFbmNBjjePM7H9msJHntx5qQVlr98GZAwGPsFi+v+4baYmdiFt2bxxGNWSKTAb56x4cv/YcANH5FHvjGDTcHsEpXuxz0S81wI6J4ZBuNDx2Hae5RgYvllJtTf0IrFy9YA8xo7/TLUpQZoq8OvW8oqI+beF2Q4rhavV8oWM0o+3YqlAWtgPZv55cuQGwyQ74p+c67YYUobsaEQacXAAF92UzCYf/dN7kh+sh0lWdEFtFSYTdB/thXL/bxsOBU3GupSA6Yt7XHt2qKBzd6LC34T+/lz2FN+zxXDxBS7TCh87ChWB/sha6kNefpauDAaYHKMhIHt/ETMDKznjJ2I1NF1xpFhYCmEAnklhhfP84ZOitA+kaGwsDAAbl3yBxewik5heRUm5FWYMD/Wgb53eclK3UdawzIxtZE3+lJUG6BuMAcVOitbzFC2mOHstuDyM5z5/OKxdug/0xqXpCpeuDotWLJyfU3ZhJZbC1ZwMuFTdS/1W6EMI64Tpi9QNpugbPYN6rpYlRPskX6I5P8i2bDgbzrSDP0cgazbS42Cut6MmqxWOCesUJUZoC4zEzEChW15paRuwZtNKookMl7XIF3lrs3MjcNvYg8wmMEk8or2QLLOvwDjiRDqhw7oLExtnkX1KUdKlQV6rVxaN0KW1+QCfxpKTUKnTKdBjMeagAZazFDs5xiXx2dM42R4XZaHZcA0GgHvecDnK8U012PEwaWPWVjlmdB4jo54pjqL13ExO7Lh9UyAkTKcL9bORrQ7+JihdIgnGsI0KCsUkbjWKZ2YoLy4Surlht4ZxeLFEWh2VSH/mnosLpP3Lrn5smeZ0k2t0Tqw0P2lx0M4XsJx5ED5UVF6YGkuf12ySg68ZJUKASWk20ghqwR0my/dh106JeYXB5GnqUWevgVrwlsp3y6hHs9Pw6oyn+7Zty4py41YVUvgEaRQ8eRyf9tpPzCbFep6Mzn/KT2iqtEMVSO3trFB3k84HgF9mJdrf6WXczJ2dXCMRWY0BKwHE7HuBRiWz0ht6jmOOduPt6P0wVaoNoGJpRUDK7nnISyPj0KSnY25Y2/wVn51qSkK3Ai0tWZoa30EkGBjwTxdHcZGT8Bv8KHTJi6FyfR8N+YcQ8jztTlvH4Su0IjCNNPJaQ42ovLP74PbMozCvWVxmZlXXV+Fj/3LYYyfs6F8vx51N5Rjs8MV204MoOdv/heQMJh88X00/s3dyNqT2IXF2WOBe6gfqlJj3K4hW4Wi/CYU5XOWqGF4c0gEsi4vDHCZw8MkrlSVGmDr4CUrqrLErltygwGLAutnmcEAVwd1KkuQ75ar04LLz/KRQBRNLaTr0JA1w8BoKOtboNmxFwCQW1mJpSEr5DUGKK7QdNrxorCoGTt2PIyFOSt02tqQoahixfR8Ny72/hTwJdXkwP29Y8fDacnENAcboZHxO4i5U32YsAwif08F9IfqIrZRd0O5j3FtDeY+GCOMVhYvjSI/gQzM7zTuD49W+bttacfENoLZqQ7YZ6zQlBrDMi8A0FWbUXdrKxanOclKYIOaIChbzCg+2sr5PRoMUJrMmPnly6LQT4lgYLSva0C94z9U1GzOoSKtGJgQqmZzgMPHs3O60lFY1IwiXWJzGc35on+QJky+aPXzA2nHwGjMnepDz9+8CEbCYPiFC9jz//sdaG5K7Wgm+XsqMPzChQATS3TEjYDTuN9SbtR6xTCw2akOdJ19lpPHDRxHw6FHomJitD9XKDj6LHCO9UNRY4Qqynv8+jA/5AYDFo+F9omMF/RpT3PVAWiuOoClAU4HthmnLyCNGRhYBs5uCxdv0BBBaUj4csWfe0XsbxahHOZmr1AFQPk30ZVFsREFo+ah0pWvU2HjJOsSwd9UChFKBUOkNqfVMxEymbASQIlGYOo0v6ABvG6guh7Lhdm+/gv0A9lkQ17qW3hyhX/T/nJUH+hQiYJ3kKxQ91KpTNYFdOFcJz/48hKng5k5MxXQiUHCYOj0DDw7dhN1c7NJEWGWxBuyTKd0oSFM/bHupXSFVHlF4L+1ui54t+Z9KPm/Gix1DkHeUoP1pmYsL1L6pxVBfMAVsl36u/m/qavLgqVeKyQ5OfxY+3be/nEhx4tKA0LpvNZzyT5J1ySYH+vAoq0f2kID8st4xsBQDoEE3dJzMAzd0jo7Otaml9bpCeMbZjGY7RskmPfCwgBUjZyPl5COvRFonKjre6aj14Lx/xH4gN3XFtCFkTcLXi3I0qZqNoM52srpwAwGzlYgRil2sBiwqiYzmIc560dFrSFgg6BqMnM+ZJtkHZe2DMzZzcUbBCPBwql2lD7UummWLzRcnRZuIGuSY31jH7TANdYPZYUx4WKHRKKg1ISmg0dhnx2AtpDb6dlnOPNh4QKUrpCbamH/zSk+e7GpZqu7FBWU+5uh3J+406+ry4JJn8I+wLwSjPmxDvQe454x1XMMjYceSTka0pQYYOsS6LRKEyc2cw+LfcCCMrAo4D+VJZqn+NsNZ9iTbKQtA1sapAZ40LolDMzVaeGtb060o/RTiWWki1YLRn7NMeqZi+2o/lhbVD5hW4WCUhPyy/n3zy8zRbQWTBco9zej5P8+iJWeAShMNVAfaAQiRNPYjuAy7QZhXowE7hHOsm6jWLSR83vRZk05BqarNMN4UyscU1YoyzcW25CGotqI+ffC+4BlkMYMTFFjxMIpcoADO4EwYoOI5qPhEOQoLQrcO+ATI0QhcvODFoURaUEmyInsnLISMnRa1EfvhoTXRSFgwohbIqWOEUEomgnjMgCQohlalCQyxRamU6FFhpFyKQjeT7JGDwD1XIGrBesTo7kvdWC514rc5rpArqWc+t3IadrFXZ8D3FIqE6+E+lBUmRAbxmDKzNIfVRQuTZhpmKpLh4NaJ8tCNxPabF5Ci5u8gKJGEP2BEhXLqw2BcRGa0YvEc5QYjaZjWa0R6OEjWMhrjVjO8zdM3UurXMMhHJ2GmaN02U+3CtMOKEw7wEpAmuBLg/8drEzMB98zVE1mlN/n8wGrMfCnL5EZfWgxreg7xbv2xZCuKlg5mUhbBqZqMqPsgTa4h6yQ19ZtmtKQhqLWlzY7SOBeZzdnXqyoEQfijBbKKiPmzgkYdWVmJ7YZoCN0Fz52lEgYeCVD2WxG6adasWQdgMJnbeYeskJZYYibzmloa82ouYPzhdSUGKCtSV3RebKgaggfjs7ZzQX6DeQcvAKRtgwM4OMNsvSuN0a4uixwD1ihqItdh+WfzO5BK2ct5CMkZ7cFEz/z6ehOt6P8/hBK2AhQ15tR+bttcI9aoaj0pWC58qRWmw4yQjfDiQ3TnIG5L3ZgpccKmdG44UwMymYz1EY+KK2q0QzJWuj6i/0WuEb7oayM3lfM7wtJGxtlQK0vp9pR+mAblC3pTZ/xIK0ZWCIgVEjbT7Sj9OHYdVjKZjOUzWbiOC8yLx6KXwmrMZqvGNPkVIGswUBE6M5tjOzzlcoQRuF3vHmcy/mUpEDWNBx9Foy+zC22c+fbUXmkDbptcqIKGFhVGqGp27x3oteXpUFrhoGlFYKEOnF2W+Ae7Ie8TnykDpjcU8dtIh0BI8GS1Ur6XIgE5aEhlP0qaoxYOE2KFoVNMUJ5OtWOyNKfkpmHk/mLdVdCoX+kukgMImUrF+oWwqumwtcNowNz9lDiFcqFQEpn3RDqwBgG6rodkPidQo0GKGvNwGKQPlKn/4gp4ePUQ0QaK6IbtK6TBVY/HORPlIwEqx0DUNftELUt0otGSiEk7BKt2/FVdY5RetxJcZSGcHQb0cotSXQbdiwZH2MWGFhV3NPGG7DEomsj6ClCH3yg1xdFjSHs2IgQSVEV57rH3Rt9NzaK9GVgFJzdFkz8lBfZlT7YRojzCJN7wTV5rYEwBkmUB7mqyYyyT3I6OkIJGyMcvT49WpCEdhkEh7MnMeKVgFNoJGORNECyHFqjgaLaiPmzgsW2anvocUXpThJkgRkNAuuL38ijKfFm8umAbcPA3IPiI7WfSdEm98JrqmYzSh9sDYSlSqQxCJETLA7qcvRaMP7fPmfG99pRfm9bholFgWC0sN3FKy5LB5b7+yEzGoNmZlCazCh+xHeirDNElb0hUVA3mFF+bxsWLp7Z1N15siEysNpkxqxq4qIRObstsP3mpaCSp+2ObcPAFLVikZ0f8lrS5F54DSDDUvnh7LL4MipvHVGInBlHrBkGFgUUtUYsnAk93tsNbksHbE/5Ara2H+MCtpqCMzGlybxlsddcfR0AI4GrvwOMUNyWplDXm1H5e21wjfjSnWzB+4STPG203WAql1TD9mBgLGcFRYjsGviJqm4wgwlxLZhSwtltweTPng6IoMo+mRiiILosfCzt6OvbpSpqKdFLrQFsFuDo4c3zo42RFrwT8d+6IYQTr8cgxg+lWxCJbxuCWG5S5bAi/7D6Ap/+1b/hicOSdaNY6SLTaKz2WKENZ1AQ5mUj+vAIr0fSSQquu0fJzZhrzEoy2XDPTUU69UFhMkNhChKTdSN0HANE0oaBaDe5oR/KrX9PJXX9SxS2BwPzgRDZxXCNRlALwi0YQFWjGeX3k3o0Ivr3mTAx0q5wxDLe0YI/lZOiZmeXBZM/4Tc8iY7GEgkiX8RNigQeCxQ1RsyfIY0O/PCnY1FUGzO0HCOCGXNsFKmy/kWDbcXAEoVkEEW8ECa0A4IQ1wZipGUQPURMSpCwb2mQtGTd7LBmyiTqcROFYJsxAFu6IXP2JkiSsYUQSRsSwGhSaf2LhAwDCwKaKADA9upLhKNyzEiQSEFeS+5k5bWGmGINCqODpOquyo+E9jWCGCq86IzB0oA4ZJi6gTNDV1STOlZllZEIz7QZUDfsCPRnyxzdI5ih+/0lAX44XJSe1zVi3RQDE2e3BRM/56O9p7KYDAg/F/xl91A/UY4XyWCKyUKGgYWAXwRFR9TYakLfCHFt9bvEwpC2uq80wu1K02nCpxo2utuPd5OTTmKySHMhGXMlGSL4ZCDDwCKAIHQA9g/ObPnAxktcWzlpY51kqbbARGJSqTrhU/3EHQ3zD/UOG1m400lMFmkupNpc2UxsAxfN5EJRYyTSRrh6OuDstmxhj+JH4F22YNIGm2ThEE1fnd0W2F59adPGQ9Vkhv6OI2mzOPgX+IUzxzHxs6dSlm7Dfddw7xArTdHPLPtkG3QHD2/56T4SIs2FrZzXW43MCSwCVE1mKBtMcPV2cD/Eu8OJwRQ4pnQEMdRV1wtSNFQboDKaY87OGhcYzulTuONVVhnEWZ99dQGf8+v9oVwffNE2no9h9x0pvFXcZvQxtJNEBOui2I+wH0qTKXFm9BT8odwUtZw1YbSfLZwVYrAgBGpfXNCgNBWBnoWGG+oGc6CtoPNgI2OZQDN6kYtQkNP/lSrCzjCwKKDde5BjYNtgh0NYNW6if42qkWKeUVia0RaYQlzJYpNokawwaUL4xXuS7BzMHXuD21Cc4TYU0fgjRbJCVFRT5veCxI6qBoqmIjzP2WvBuMBwo/y+trSxPgzMhRDMLlVF2MlGhoFFgc3e4TiFjsrbyEQ+HEOKFeH8ijLgfdbyrr8F7PpaUszrhTooTszOEBuKaBgYvRFZuHAG7mH+NBZ04yPYeKkazFEzoaAuKJvMwLbr3N4qXFEMbCMK7aQ4xvaQIhf/bxPCHWmcecQ21C/KPyYV/WVEYpXMYhCA0GcNrBelD7YCAKZfeZlzwm7aEaGF6EAyBAZg2Zg3FPRGxNXbARd1GkvUxkdRQ0W2qd7cTY/otLkFc3u7YXswsCj0G0R4lATFDAsr448gnnN1C3Q4gslKy/zdg1aoDaH7SaeaCJvaIEw6FX/CQUlWDmbOvBEQsxQeuBUzZ/ly5ZG24LnJwoxBpLQURN1w6SSouup6Mx9/zhsklJGg7Oj9kEs6WusL9RQmXXxsKV64j+iydGDZ6gumazaFvDduvUoMqXBco8JknBLYL5yFu7Mj4IRdcrSV9LWKIZ2KxMO/AG3Jl3/oVrDra9xJqd5M6jhD9F9TZwZzL7cRWV2YgdPaRYRF0taYI797iO9AQ1dphuRIG9xjVigqDNBUmYHlME3FQrdRpPpxDwSZ20aKFiOldKER5bxLZGzDjehJE43twcCiQLiI9FuBUBE1wsn8k4XFfgtGXxKIghheFOQY6iL7OWZNu+Sazm4LJn/qS1p60hfqKUiw23jhsnTA9rQgmG5bK8HEooXb0oHlvn7I6o1QxHG/HzIjmTpFeDICw+W8S4SzMH0KjjeYrbreDI3BDEefBc5+XtesrEw87W9lclhFtRHz723+CTBcOql0xxXDwCJFpN9siHQ4PmJWNZpR/gle5q9uEO9AEw2XMNAqSFGQuqYZK7Zxvp8VqaVr8ieuVFQbQ4ZvogOeugetCWVgy9Z+4sSzbLUGGFi0TMlt6YDtBz4m+O4x6D/bGjcTU5rM0Lf6UqcYDGC8gLurk6f9BOYCI8R7G4xyL4zurqyMjiEKJQfe9VUoK4wpu8Hyp5Vxjwjm9iYg1TbviUT6MrAwGU9ZCS1zAJQmE0ofahWIkUxgwUYW6YRhHiz9GEFGVPqYTZdVQpP2SgMnSvCJXDQGbkcKAPBAZG4uEZZFIh6qk4LrjJfshF9cpC00YI7lmWnx7lvgXV+DuswAbbUZGl0lHBNWqEsN0BaZAHuE7xZJLCgos1KyspcKi8UKKNRLUSuRL81n+SbUKfjpQF5nIFPtGA1w9FqwZLVCbjBAaTLDm8V/GzaL/E50mRD5SFnk7KwD2o8BEgbwepGzqwaevHW4P+jEzJM/BCQMFtuPofCPHoZyXzOCYWm0N3A/JAyWRnshv76e7wOdbZcmeoFoDx4GsqubIbva9ywvUCg/ipW+AeTW1yHX1IJ1AWEwgrBXdAgsmvZYAdHTGYBF4mwPl7XYPdwvYiy0ubufbvPKzcgrN4PxsICTDd6ur2wfsmD0tafBERwLMAzm3m9H3W2t0FaHsLTdgBiQlQgqUNdouhVeF17T1gpOgP5vK+gj/UwmnEidKgdb9wAumSmxeTfUiWkagKvLAveAFYo6A5RhGFy4dU/wWF/lkM0kBOnLwOKAMBZbKsBvQRUxZXqMsA9Y4Brvh7LcyOkQIkBbY0bt7a1w+pkUpXfQVpuhrUqd7+aHyM9pKHhgY1WzGSWfbsXSAJfuBAAuP+M77RxrR/EjrZDvil9kp9jdgsI/PIqVHitym+ug2NMCAFjptvqYEgtIGKx0D4RkYLLmOjh+eyJQX9ZcF3d/gvZxlwkK/ztuhu8fOOY19gtugzF3rh2VvxtCfxpv+xOC+JRAQHLgmLDyDCwDLtgzsXkXfxtXlwWTz/nE7CfaUfrQ5mZUiBeZSBwbhKvLgulXXoarKzWiHNgHLBj+9VOYuXgcw79+CvbB6PqlrTGj4pojUTG8VIGiOvoIBMoWMwp/5wiULWYsWa0ikd+G+7K7BXn33xVgXgCQ22QIMC94WeQ2hWZKir3N0Nx1I7IrS6G560Yo9gZndOkE0QZjdOPfWQh1mYEXewMB3a26LLXE3JsBZ3f4dUjZbEbRnUdCMiX7e2e5PwRi9nTAFXUCSzRcXRZM/lhgHJACylHXOLlouMat0NamD1OKBeoGUl+ojNIkWW4wwH6CN3KQJVAnJIRiTwsK/+hhrHQPILfJfzILLlNxn+/C4q/eASQM1oYnkGuoTHsmpqg2Yu6cQM+bYKMMbY0Zdbe1wjFhhSQrmxB7X0kQGmkEjJRiOD25uixwd3fwP/iS56YD0paBhZX9xmAiLWqXKoeT57qHqDxQQ/1QtnBiGkYkrKbaFYgNJbQ+gCqL9AVrbMi62gIDZgT6LF1eHXIXuYeF1aWB1JHFKtYkx4O6FkbP5c0m69JlT45Ar5hDXcslrcpo9Z8wzYxQfybfaUbR7z+C5T4rZPUGyHa0wJvDv7C780OsdA0ExIHSHPJjSLP4J2Vnk0+VSsi6+R+pBD5S6Ss5IBXQqkSgGB0Z6iLEjZLhbhTeVsG/K6VnWPeQShePl//oa2vUtXWqvEoOELvCX2dXyedIVsi6Qrqg6ZKmGV01Z7buGrVCVWqAtoI3W5eukhNCsgaqLPhONJ16+Gt6XQuKNfypl2GBOcuHsE9boS0yIL8stGg4rI4LQfSxUv653iyqLrWSCstMNlmXDVOXbieSGwYrYYNGpVGazGEzZAu/vmuQFMUqWkxQ7DDzdcKsXdxlqkIYW4BEIyNC3AAUdQZShCXYtTi7LbD9ZvMCzfqhqzLDcEsr9C3XwXBLK/Iq49ftbGcodpiQ/3sfh2IH+X3cFzsw86/PwfHGScz863Nwf9AZuOZ6vwuzz/0arnPdCe+Pelc1IW5U76xK+DO2AhqDGaU3Htk0KcDcRAe6Tz2DSesJdJ96BnMTHZFvSnMoaql1qC6205PcILgfgOaqAwnvo6uvM3KlOJC2J7BUgLLZjNKHW3nLHZ8Iy9XF+x0tnG5H2QNtfNDQTYCuygyd3+hiXbwFmh/rwOLlfmiLjMgvj57BzU10RLWzTWes9IgNL9QHm+B6vwu2b/2Isyj8zUmU/umDUO5vSthz866uh/Gv74Hj0gjUO6uQd3U9vCF2r/YzvVi8MArljmpoDjYmrA/Rwm+tpqxMvXBI9mlSKmKftm5bWvVD2WxG6adaOX+8uuBGGmHvbzGj5Ggrb5Wb4ISizm4Lpn7xo4S26ccVz8BcnZw5NZOdDXZtDbIYB9Bv2eg35lDUGjgFKHWk30wGFg7zYx3oa+eY6+WeY2i4rjUqJubf2YKRYLL/GJqueWRbLgy5jQY43jwuMrxY7hwgGJu7YzChDAzgmFje1fVh69jP9GLwGy8AEgazvzqDqj+/b1OZGGGtxopdFzaKhRELHJNWaIoMcUkPtEUGTPYfC8w/bVHydTkLIxYsXrZuqf5N2WzekG+jssWctEzYXKZon6tDgpG+DEwoXBXpXKhyCP2Mq8MC27NPg4/jxsB+vB36Vj6SAiu4WaQX8l1ydVow5Z/UJ9uRd8MtQa3jhE63mjqeWEQ6sFWyLNIXrIa+Fq4sWWPhHunjI22AgXukF2WyBu51BLoF4d8A4Bru5V7Yd59rpBdlWUbBg/jv5JWSA+KldADebP66J5e8RpeFert1hNdRMJT+TDjW3hzKt0tGDqZEzg2C6toG5KgfgLtjCApTDVRXGaGQuYD9ZVj8DS/iKz1QggKdA6qcFaIdRRY5eDIpObi5gsHOEjntkVj3veBI+wjGz9mg31eKpd5JMBIGrJcFI2GQbe1G/Z35cK/zCkLnai7RjmuV/DDuZfL6aha/DHgl5JLgpZQw7gFyc7Y0yAftFelqBZ8ia4n8/lnLFJ2usJib6ID15DMAI4Gtsx3NVx1FQYkJkjVqrNao+eDhr8uzjMhu+RQW7IPQaWtRlGUEbIIxYvj3oXWzIl1tdmg69utmhX2etrSj/vpW5FWYCN2tl5pLwms0xPpjskykrGkio9OHW/dEbVPKKTZcip0Q616IIuUoxvAhx5KA9GVgCcByv8CcGuA+PBVJIRosWclJ7V1fQ9kDZPR6Z4cglcOZdjD3tMUdemcj0OUbMD50PMC0dXnR+RvpdLUYnTgJ/05Kp61Naj83A+4LnZzvVqMBqmsaAr+rrmqC6irydKU92IDav7wXzksjKNhbjoJrjHRzScFI+wje+spbYCQMep63oOXorgDzYr0sivaUxdSe/Uwv5s+PQWGuFb1jNAhYcCYhC8CiTTiPGNhnB1BQEvsprKigGUUFm2PBSfZZgsXLVuRVJEcy4eyxYOLnghx4D7RtKOTYZkHVZEbJPQ8lRYyY1gzMnzJCboxd7gsIYsYJTmDxmFXLDQbYjwsmdS0XzJRI+y1KLmjdEgZWUNwC096jWJizIk9bi8Kilsg3gVsUdgh3tpu0QCQL7gudmPnus4CEgeON45DkPARFCCdjP7QHG6A92ABlzlrYeonE1PtTxInLs+LB4W9+BBPvX0bRnjKUXlcTVTv2M72Yfe0CFs/0AxIGC78+jbI/eyAsE3Nf6MRKxwAXBstn7KJs4Z3CVeVkFoWl/n4oq4xxi8s1ekr8V5BYZ+5kgO6zpjh5IstgjvvpwMAAQFkf3ToTK9KWgQlTRiycakfpw7F7jgtjxhE6sBiJIqAE7Rd4ulPiFFGQ3qqt87MoKG5BQXGLSDQTCZu5s002aGON5a7BiAxsszHSPgLHuIM4cen3lqLicDUKr42efgJ6M7+sJ6DHGwrJwHgGL4HjnWMo+lwrwcSULWZkubkGhWlC5t5vR+Xd8Rkt5ZeZ0HjtI1ictkKnq4vr9BUNpme7sLAwAF2+AYWFGxtzf58XZgegKTYk7fQFBFlD4jz9ujosXOYEgzGuoNOphLRlYCIfrEErFD4lpkj2K/DfoGXMRIgdfx2iIMw1QXVCmFrCZA7ED2OD9IHOHqupMQfiFIr8s9Zo/QB5Xag/yFqifJRWqPIS37hkheSqklXywcyaoOylmFsok7jAg/gPy2aTwng2hyQzTy5/3aMgr617QudEoX1kJJQuQeQHJoy5mE2+j8xcC8cbvLGGenclZApOaaNRkDk2CuRuopyf6wr8XZTjJK7lZZN1VVKyLRnDn96y6YEX4MJbs3jrK12Q+D5Vyw0FOHBPOcw3swCG4PTIiPrza4rA39OrKuLaeHd/gAEG4GVRtK8UOpUbixK+rSWfD89Kfz8Rm3F5oB/yvc1gJZSiBcEzK2hrzQQd0zqvbDc5Hlm+com6CSXqJkjd68ACNx7SFYpOV0k6JujWE35TZnP148PRF8CAwej4Seyp+gT0Gk58TNOtN4cq5/IE6JHz10rUTSgq9J0wnNzz1+U88a1TiwFL658EujeRvolK3ln6YBsndarl4hV6BX6F4dY9gJsPbjpzQiBoNDW/STUWCQ/1Az1lhb6CSC7S1g+M9n2Qx+j7EApuSwfmXnwZbkvi/UdUDWboP3IkZZJCXslQ7G1G0R8/DPVHruX+P7D55ujh0HPGDokU8HoAiRQoqFLAfHNRXG3l7ykPnOIAQHu1EfV//XvIuya0xaOsuY4Mg1UfJgxWDRnSKxlpUBKFOdcwGDBgwYIBgznX8FZ3KSaomswo+uiRuCP+LPdRmRP60iNkVCik7Qks4Pvg14ElwAQ0aEoLU3ofsTMIDcXeZkG4ppWwdTcbjQe1ePPZiQATM1yVF3dbxYfqsPf/fQxzH4wjf085svZGnit+Br/84RBy6+tEUgohVI1mlN/fhuU+Lg2KJkwC1q1GvrIaw3PvAeAiSEhp09VtDlm9EYvtx/gwavWpu9mIBmnLwMDwsng6NEs4U1RxeBX+rLzUT+5Olqz9kO8UTFz6PBwhxEqIx4jqikNFkWWRabxATDg//CEW5gegy6tDob4FWW6yMambb4xZIk28mRXKXn+Nv5ddpzoVQYTICESITDa5KLAyMgYUo+DNuOkULyy1oAhD9kjWqAEI872dPRY4JvohM3LpUkCJU7JySLGUIpf/TrTIsFS+SJQrZPOBv4uz7cS1oiwHUS6QkiJGhYRnlDlhXmDfnUDNfxXh/Oll7L1ahn23LAEYCVyf9ZBiwuksdeBvTRYptsyVeFB6ayFwayEAYHKJfD9hWKq1VX4yaa5ugDywMeS+X7BMwwDHxPJKybxgQjoW0TAl+s5ykkQvdfG0ybjJzQWzTNMtfy8bQYSol+hRp9yLAdd5AAwGZk5Ax+ZBL68Dk00uJEwuSbcSOV9mPHQMNPJeQnwtoczxaXN9IuwU2WzEUExhQ7hRZQkg32VC0edasdzfD1m9AfIdLeJQUAApj4y07oWNv5dcpC8DSwJkDQY43ol/d+J3ipYbDFAbdySplzxmJzvQffE5AAzGR07AtOthlKgaIt633REwKvClS9G3tkJ2TWKdjjcDhz+iwOGPcLotd2z2NhkEgW1lEHNrE3Cv2wkx4uzKGPTyrbF4XBixYHHayqU+2qRwW4odJih2JscqcLORYWACKHaYiCCvih2mqJ3HXR0W2H7I59NhNiEyvX3GCt7DncHC/ECGgUFgVCBIl5KODCyDxMG2MogP7K8GGBeAwN8FuRUR7k4OFkYsGHiDWzNmLraj+s42qJIUDWO7Im2NOJKFUEFeI2G5n4zovPj+mWR0j4C20AA/8wKid0re7ggYFYRIl+K+0ImZZ1+B61zXFvUwg83G3OoEceoqyq1BlWoX9hb8zpadvpyTpCW1azy9DSq2AtviBCY6JIVIrR3xWrCyQEfDUhcZQVtMbnaAeQGAq6cDzm5L6FOY0Dqf0gPREYYkVEBeiU+fUFTQgmzTQ1hYGIROV4sibRMkTkrPJdAfMEukLoFdWiLLQp3YGqmTYOk84hQYQTgiJofSedEm+QJIKP2AlDJd9sj46+L0L/zfiwMWLE73Q1FjDBgVOCb7A359Hl9IJ/eFTsw88UNAwsD+m1MBZ155Nv++mmxSh1SUQ+q1hHqvypxZ4lqJlNSX5VNxwZSClB25dL54AX7z2hLeObGCQ9fm4PbbZHB5ybFTSyjzfDr+mAArlH7GtU6Oz2I2b0bvzCLDTK1Jwyk8qPlADbNwvMSuIVR4qCXKNF5It27yXVk3Rber/LuLdLc+6Dx5GPYxLxYsytlq6CV1wBrgXePGl9Z5MbQ+TTAHJAz57lJR+DQB3WbT85u7V6M3wNbB+3WpSutiDxcYZm0T6SuF1+lr9HOF8522z6efQ5nVb6IKbHswsK2Gy9IB+xtvkj/64sQlW4yYrs7FNmcf5twj0K3XQ6/bmAn74oAFw//Lh+kqv58LMJtzQCznX+kmHZjDOfNuFX7z2hI+1ToHqRT4rx+48MxTebju1tzIN2YQEnppBXbhBix4LyNPWgy9tDLyTUmGrsoM402tWJi1QlVmgLbWTMc/yCACMiLEBGDZb70oBOuFPE2ymm42bM4+fDDxIkYWzuPiwM9gW+jZUHvOMXGInVDIbTIQ/k0KU82Gnp0MHDuxAqkU8HgAqRQ4eSr06SqD6KGXVqAxZ39KMC8/dFVmlB/avHxp2w0ZBpYAyIxGzmDAJxJSNJtQuglGHOmKOfeIQJnOYN45tKH2VBWkI224EDuK3S0o/MKnobvz6oixALcKhw/lBpiXxwNce01O5JtC4NJbM3jzHy+h752JqOo73+uG7enfwPle4pN2XomYvdyJoQu/vCISa24FtocIMYLQlRDhRkrRTTk1MExkia7SbIK+rRUrvdZAPjHpKkAIlik5svAxIj+KCP5lEiLtCXmR8VBhd9YFZUqvhVVKzyXUJaxSu/4IOjB4QodFAqUfKMipwDDeDzCxfEVVoN/MOv0+gr9Fvmg+XUKdGdW/04bFaS5Ml6rBzNu2kFUBAIo9LVDc5I+mzz0vW8o/SC4lv4tCSn4LtSA8FK2L0lG6KB11MldJeFFgNiMOywQAn7xDDsUzuXj7pAvXXyPD79yuhJPSgXlBPsfFCvrk69/5N+fxn/+nF4yUwbkf9+OBf9uPpptKRO/nf/eZk1ZM/MPLgWC/5V/9JKQNu8nOCb9pBJIQjhcdNUs8znRYM4FP4gqlu6VoU3g9lA4scF0wnxk2wlzPovzCBH5iov5S81DiYTFj60TnBz8EGAkm+wQ59MKoFSOtBaI0KIgBQp8xep0Ls4jSKjBRzc1UelHYHgwsBaA0m1IuO22qQq80YK/+CGaXR5GXb4Reu3HTf02dGbI9wb+/y9KBpdFeTnwITg/m2VeZcuGjhPj47Up89DZZ5Iph0HVm0RfJgwUjZTD03iyabioJWX/hwqhIP6imGVgGUWNhzopA7r0rJDv0ZiPDwDLYEuiVBuiVBng1isiVNwCXpQO2p57m0qa8foL7UcLA8TqL8q9+MqWZ2EbRfFCD3z4zBUbKgPWwqLmqIGx93e5KjP3ifErrB9MJunwDxodP8Olh4sgO7ejlk+CqMzFURcgwMApMmMykEe8VFjbQTiQksWkeIhNvUkQyzU5gjrUhn9GjiCkLUj9MW+HEsmGusVGIc2ksC8ODAdwgCU8YQRiYN4JMxBNmADzUvR5KyOMVfMdw7YjqUu3QzwnWv1035+OLTzTgvVNrqLmqIHD6CvV+hdcaUP7VTwayUasPNMK9ELaLYRF2vCKNpfB6ONqirzOMmDZD1U0iWMafe+/TmFschLbIEPXpa9FqgWu0H6sOOxx9FwEwmH+vHeX3tkGxk2RijIAuYhEnbmSdSyXENZpPPPEEamtrIZPJsG/fPhw7dixs/ZWVFfzFX/wFqqurkZubC4PBgKeeeiquDmcQO2yufnTNvA3b8mBC2ptmJ3CRPYFR9OMiewLTbHQGAluBgIGN3/+KRUJPGCded+G735jGidddkStvAfbcko87/tQUVnQohPpAI4pbb0/bk2kq0easrRMLs9aYmdfIy09h9oNjPuYF+BW67pGMozONmE9gzz//PP74j/8YTzzxBA4dOoT//M//xEc/+lF0dnaiqqoq6D333XcfLl++jCeffBJGoxE2mw3rEZStGSQGNlc/zk+9BAYMhsFib96d0MtqI98YBnOsDcIQVvOsDXpUJ6K7CYffwGZprA+5jVzEhZWeAWj2Vmx4kf7gzTn822OTkEiBF56y4+++X4p77oi9nV/91oV3Ty7hhmvluOt25Yb6dKUjGG2KTmEUbJ4xzHsvo0BSAX128DUsFkzPdmGs9zzmpru5k+TwCd6AIwJcowKXEAJs0pLgui91YLnXClmDAYqd4fvo/rADKz39kBlTIxlmzAzsn//5n/GZz3wGn/3sZwEA3/72t/Hb3/4W3/ve9/D444+L6r/66qt49913MTAwgPz8fABATU1NXJ119XVieXwEihpjzKGerlTMLo2SgUtXxzfMwPIZPUbZPvgXijxGn5C+JgtKswmy63hmpdjTAoVuKcwd0aE7YCTB5ey6cMaNe+6ITaf3q9+6cE/rZUilwL/91yJ+8XRxwpjYB2/OofvMIgr2rUd9Aksn2NZHMOeZQh5bBL2Ei2cYK23aPGO4uPYuAAYj7m7sUdy6ISY2PduFS90/4X9g2ZgMOJSVRsyeb/cZf/BCwfxrb4W6wSxK2rpRuC91YPo/nuEyb791DEWPPhKSibk/7MD0fwmSYba1bjkTi4mBra6u4v3338dXv/pV4vfbbrsNJ0+eDHrPL3/5S+zfvx/f/OY38dxzz0GpVOLjH/84vvGNb0Aulwe9Z2VlBSsC09jFRS48z9QvfgQwEiycbkdpViuUzT55cCQzdKE1e6yhWmIxcQ0Hkbm+4G/aB5oqe0VpEfib2WyyMp1VNl9Ti2E7b7JeoKwG/CFzqI8hEbabRZ2QBWbDxajFbm8O5j1TyJOWQJ9VyTkt+SAKyUOVWYE5sih7cxZDlYUNkV2KWBa+npfSTVGZn1fW+QctUakyHFT2Y4eXo9vqA0XwPjsVYGLGq/IxJ1phSDP7ZZanaxnD4LcnnITT8msnnbjuIxJfXf4F3JTOYo7q05wgvYrDK8eHb83gv/5PL9e3Z6fwu9++FsYby4K+n/Dd6e9Cf7ewmXrDlEUpj+hxpulAaLJO0Q9YL2wrQ7iw/DYYMBhBF3bLb4E+uwrF2QbsXhfQpqScvFdIp9lZWHDPkAkuMQ293GcVS9NtLv/dxP3lvhvn0+g/AfL9VRcbAvM43HxXG82oPNIG95gVjDQbHqxBUW2IzoAjQpqTYGvfco+VTHDZaxUFMfe3s9JLJcPst0Jpij7geTIQEwObmZmBx+NBcXEx8XtxcTGmpqaC3jMwMIDjx49DJpPhxRdfxMzMDB577DHMzc2F1IM9/vjj+PrXvx7kCm+S6h608gwsAtwfdmC5rx+yeiPku7dHGoFooVfXY0/lvZhzDaMgqxR6RWLEEPqsSo5xbVNMHBuC7fwE9HvLUH27JmidHTcX4qv/UQvLGSfMB1W46lYtAD5O4rHXXeg848LBa3JwcwiT+EPX5uD7P3AlxGlZiL4z8wHGykgZjJ6bDjCw7YC5NTI477xnKnByImgzTBxOAMjPKsXwCudkzIJFfs7GvpFOV4fRsZOBE1S+vgWF9QeQXx79SUVjNENj5NY2z8Y8KSJC1mCA4+3oUkjJ6o1YfFdQ1yCu6+q0YLnPCkWdIer1eSOIywqRdvhjWTakw6/X6wXDMPjxj38MrVYLgBND3nvvvfjud78b9BT2ta99DV/60pcC5cXFRVRWVgJg+WgLUYZpclk6YHuaz7Jc9Puhj8jbFXp1PfTqelFQ1GTAtjaC+TUb8rPLoM+tSfrzEoW5U31YvDgCza4qSOQunPiz18BIGPQ9b0FR7rUhF/+rbtX6GBeJY6+78NXft0EqBX74pAvf/UFeUCZ2x20yPPtUHk6eWsW11+Tgjg36fvlRfzAP7/xwLOAHVrm/KCHtpgrys8swvPRhgInlSVNDRFpU2Iwd5ocw5xyCtsCAguIWXLZ3YeiDX0KjN8TEyGKBq9MC92A/ZIbYdFOKnSYUfV6QQirM2qjYYYL+s62cvswXJJvuw+VnfSmlTraj9KHWpOdFjImBFRYWQiqVik5bNptNdCrzo7S0FOXl5QHmBQDNzc1gWRZjY2Oor68X3ZObm4vcXHHw0pJ7HsLy+CgUNQYomqMbpGUrdezts15xDGyzYFsbwYWlNzmDkaUPsUdze9RMzLbQg/nFQWiLG1BYtLnBiZ3vdWPymy8CEgaTL76PxeuqwEgYsF4WjCS+08v508uQCESDZ0+vhjyF3XGbLGrG9dZryzhzahUtBz04/JHQurIdNxfic9/dgb6z89DtqdpWpy8A0OfWYI/mdsytTSAP+rj1VnPrk6QIcXViwzriosJm6Kq4hXv2cid6338WYCSY6juGhkOPQF2f2EXd1WnB1LMC3VRrbLopxU5T1GuiYocJyhBr75KVTA/jHrSmFgPLycnBvn378Prrr+Puu+8O/P7666/jyJEjQe85dOgQ/vu//xtOpxMqFSen7+3thUQiQUVFbInklPUt0OzYCwDwCgS6ItWHQF8gMxix2C449hqNpFw/Us5uQlkV5lqw6+FA6MCoEy2VwsJL6Qu8uXzZ4yFl8cw6neqc/5P2mWCklHItm7+XDpXDUqIY0YlbKsX8wqxIn1CsMoGldQmC1OxeWTan+O7/GQAGsJ2Bae9RFBRzol5PNv8cL61HieTKIqxApXzwrPPv7vpwmIhAsebNAuv7m/Wy0O6qxMwKr2PKFsRF8lIKjeUs7htWXCWF96nFABOruiofA2saqCVLQdsJhjVBTniHV47TbyziG5/3iQafdOFL3zNi3y15AIDpdV7MeXmN+7vwOh0KrwMml7WYEURjWlghpR5LawId2DpFEx6axqMPOSQcL+E4AoAnl3yOREbSLeMRKmGoMGxZ3L3FKhOKYQIEYafokGZ0GiBGGNpLKkWBtA7DKx28jlhTC0bJGeIIdV4A4JWRdBvuffxzdH6BXNTtMwNQNZGLOjH/Y3XPYoElfy5CQQJXpcksVnrFu+6JDCKDp09RGAxYPM6nhwkXkzRRiFmE+KUvfQkPP/ww9u/fj2uuuQbf//73MTIygkcffRQAJ/4bHx/HD3/4QwDAgw8+iG984xtobW3F17/+dczMzOArX/kK2traQhpxJBpyUwsABuqrD0Ce5taL82MdcI73QVtkQEFpar1LQW4Fhp0X+MVAxukhbI4+zLmHka+ohl4tPnHP2wcRUHwzDBbmrAEGthmQt9Ri8TcnA0ys/E4Tyu80Yf7CGPJ2V6Dq+vARLIJh3y15+NL3jBh4bx47Dipw9a3B9Wix4NJpF2H12HXGEWBgVwpsjj7MOQZRIKuEXrnxBVIvr8PewrswuzyGAlU19EpjAnrJQ1tkwKT1eGBR1xQnflGXGwywn2gPq5vaDChbzCg52oqlPisUtT4dWJK9pWJmYPfffz9mZ2fxt3/7t5icnITZbMYrr7yC6mrOD2hychIjIyOB+iqVCq+//jq+8IUvYP/+/SgoKMB9992Hv/u7v0vcW4SAq8MS0H/B64X66gNJf2YyMT/Wgb72pwGGwaT1OJquPopiberkAtPL67C34HcwuzYRWGBsLis+sL3MiRXnz2FP+T0okpOMN09bi9GJk+CMdFjo8jd3Air3N6P2L++F89IIVDuroD/EWa7pD/kz9dpD3xwG+27Jwy23JS6P186rlXj56bkAE2s+qE5Y2+kAm6MPH4z/gqOlxfPYqz+SMCaml9cBOdmRK8eIglIT6q9vxeJlKzTFBuRVmKJa0xf7uWgc8rrIIaSULWaUfLoV7iGfbsq0dSGnlC1mqOo37/lxGXE89thjeOyxx4Jee+aZZ0S/NTU14fXXX4/nUdEhRPT25T7qaN1nhYKWDUcKaUNkTg7+nFD98MPZbcFyvy9bsI8YhZInlpLa0KIyr0/8Yp8mxRELc4MoKKFPYeTNUoH4kaXEHMwKZe6+xotfRFmUKXGEOAs290JFul0ozNrD9RvAjHMKEKROmV2fQJ56b+A2j1yKPOUOmGSfxsLcANSlBuhKTQF/F09OGBFi8GDugncQ/E2LENdI0Z9stxn5u7mxsa+QPmISStyyJhg8p4dkUHNZpF5q5N0RWM/OwXAgH6ab9VBIeFke3S4Nr0BU4/bmQnNdOR759wJY35tH2b5iqA6VoMdnlzO/zvufza2SvmgzyyqibF8h9W1LAjqgvwv93UQ0L0A4OhaOIwB4ZHS75OAKxWpSn8n67Pw4IBBRz7JTKNTuJCPbR7A6FIa3YqlMASLTeJFYkC/TIsN1OdmWJ4cva2vNgXxfXoSnY1YCOPosGH2JS9CK99tRfl9bYN0QvxD3n7LZDIXZV8f/CWgJNeECkfx1bzOwrWMhyv0y2RiP1m4Lb3avMMUnpnN2W7A02A8mOwfz7W8AjATzZyMQYwRoSgywdfEyZo0+9RNm5quqMTJ9BgHHUk1N0HqF+hYU6luwrtg+Kep63p7C8390ARIpg2PPjeDm368Fu7yKhoM67Ly5MK42TTdzjrldZ2YAAI3b0EE5FPI0tRi5fJq3PFSlZvQXP+bGO7Bo64eq3AhdVfRz3jVCJWgdtsa9Zmx3bGsGpjSZUXy0FUuDvNlnpM2C29IB2w94s3vtrbeAXV2FrN4IZUt0zMzVacHUT54WECGTEGL0pyB3jlt5k9yV8DvOrYLN3oM55zDyVdXYVf8A5heHkKepgT6vKeHRBFIVQ+/NQCJluHQmEuCt7w9CIgXe/uE4Pv9dExgG6D2zgIaDOuy6OTo9W8dbNjzzhQtgpAzO/GgA9//rgbiY2PypPixeGoFmZxUkO3fGfP9WQJ/XhF31D2BhYQB5qmrotakbr3FuvAO9x31rQO8xGG9qjZqJKauMmHtfYAxRnfob1XBwdlvg6k9OgtRtzcAAjonFYja/3Ccwu2cY2N94M2bz1KUBgajPp9dJFDHqqswo1KeW8QYNm70HFwZ/zkVJmD6DXfUPoLE6jiCBaY6aqwpx5kcDBBPzG2CcfGESH77N6bPeenYcjz5hioqJWc/O8e1JGQydm4mZgc2f6kPf1/8HkDC4/OI5lH+VEyG6LUPIMtZDsTexelX7EJcSRF1sRF7lxmhXn9eE4gQZWtgWezHnHEK+qgZ6zcZz0gmxaCNPUY7LXCDexSkrlFUGaGtCMzN1vRmVd7fBNWqFvM6Q1qcvZ7cFEz97CsnKepm2DIxQH9CHEPpbCeX4ETKcyupIb3MwTECHttJvhUrgXU6rMPyyYUWtzyrIR8D5h28Fu7rGZwtGBB0YbXIcIhMx1w4lx5dSJveCthgZ+aC5iQ4szA9Al1eHwqIWSIRZZT2U+XEkq1ufzmJ6tguD01x2Ar/ea2ZlBDotv8v35vJ99uSS/V/Ppd5dUKa/Cx2Sh4awz+4POnmx8A4T2BXyW6xIeQU+bbKxTrkqLAlcFeaySZ2XKltgr35VCW76RzWmzk8hK1eKD5+5BMbHfOzrCjDS+QAjOnncA+YAGdlEqGtb9SlOsnZ64H1uhPNT87DIMhvR5SyBc43XxbnWSN2mc4XU0828P0G4Dcy9dgFL57t9v51G4f85CoUvYg2zTumqwtCBKARaNgP7oAXDv+VOIpe7j6Hu1lboqs1Y81J0KwlNtzSNSNZDm9yLs3ZTffQ1Oz3bhQ+Hfw6AwcjsWewwP4SCPJK5iugtK3SfaB2fqtwI9B7jmVhONvrf9p3IutpR/bG2gF6M1oEBgKrRDFWjWaQvC7XmABD7yYhcIMI0REOgfxXpwCJkjCfm3VCo4MSJQdoysGRBaTZB39qKZasVTHY27G++yevQ6qI7PSmbzSh7oA3282cAFpBVVEFtSK1d1KytEx2XngPAYGz0BMw7H4Y+v2lDbU7PduHDjh+B3EGw0OXVhbplU+DqtGDa5+jpeOcYij7XCvmBjb1rtKi8vgqV13NOtoWmIkx/MIHSvZzT/8ixsUCyybJ9wQMBBGvvpn+8BWPnbNDvLUXZ4ZqY+6Qw12D+f0/zTAwgGNpKjzXAwDYK1xh5EnFOWqGr3vq5sLAgcN0Ag4WFQRQUR3c6nJ3qxPzCQNg0KX5xv+OyFcoKAxwTpAGWa8waYGDbGYoaIxZOt0MUHzJByDCwIFCaTQFRYW5VFZatPh1ajLG9XD0dHLH2dmzIeCMZWJi1gpjA8wMxMbDp2S7M2weRp61FUQEnclpYGCDaVKlKUVt7C/L1WxN/0tVpwZLVirXZWVE0ls1iYEJUXl8FgyAixh3fugET719G2b5i1N4QvVN/5fVVKDwUvyhadVUTl7jSMgSFuQZrq1mCExiL3MbE6VyUFUbMXOSlEarS1NDn6HQC1w2w0Omii74xO9WJznNcZI3J/mNh06ToqszQVZnh8R2Ipy38d1BWhP4Ojj4+C3O0a46rywL3kBVygwHKltRZZ1RNZpR9sg2u/h7Yz51IePvbioG5uixwD1ghNyZuEJUmM+9XEcMp2D2Y2pZEugJfunP/BI7hlDQ924VLXT8GwGB04iR2Nn8KhUUtXCDTcX5RqK29BYWFzbF8toTB2WPB1PNPk+ILnziYSYK/TzyovaEiJsaVSKiuaoLqKo6JryxnQ/+lh7DcNYicOmNUpy9XpwUr3VbONaQxNF1ra82o/lgblob6oSo1pMTpCwCKCriYhQsLg9DpalEUJZ0uzFoJo6xo06Roq82ou60VjgkrFNXGkKcvR58FY7/gTOjnzkVntezqsmDyR74YhMfbUXK0NeWYmLzGmGFgBIgQTyw5iCfaUfIwP4gMKdGiEL1yUVQzjD+EotZ3dBYab4RIoULLuSP1kZXwFbyUzosO2SMR6JAk6/x9as0ONOU+Avs0lzFWU2bCikB/IIpyJOjTzPgwAvmKGE7Hpc7fBU3+TjSpjsI+OwBtoQHqMhNWEMw/SKBLoPrrpXiL0M2Kvka3KyQJ1xC5gcipKMfq6CjAMFh87U3k1lYSxj1ehh+EZUHIHff5Lkx190NuqoVyP3fSdK/wHcnJIj9Ubjbpppol8YYsMxH0EMKQaOuUzogurwjCQa1S4aDWVkkCW1+j/J1WpJC17ICsZQeYFQmwyl+TrJF9Yjzcgjn1HDfX5s+0o+yTbVA1moPocrn/1Q1m6Kq5by3wNCTrUuHSpAKdkoTysaJpU6j3iuijJHiMpnAnNOB0sysIoocLQrfKynpgkI+soaw0YlUpCeK7Kfyba1fVsAOqhh3wZpNLh/DeoCb0YTYIYAH3ACmeXOq3QtlkBiPSiYX4EBEQMY1UpBB7ScS2cbpZPHeG+8M/iANbm35b1cTpwXRXH0bZA23hiXCLkF9mQu2uj0ed7twPbaEhwLzAstAW8qe3glITanfG3maioag1BmgBrBdSjZoTI7JsQIwYCe7zXZj+l+dg/+1pTP3TT+A617UJPd8cuM93Ye5Hv4b7fOzvRCyYAOwfnEl091IWeRVcZI3ipus40/jKxM5rRbWfbrlTHpMVWVqgqDUQtC6PUle/HZC+JzABXF0WuLo7+R9SZBBVTWaomnwEnuSYYJuJghITmg8chX1mANrCOhSURPav2yw4e7i0EopaI0ofboV7gMtN5MkCljo6o8p75Mdy5wBh3LDUORQ4haUz/IwZEgaO355A4R8ejcloQ1Hns7L1wdXTAWePJaxpuB/2QUvAjzFVxImxIq/CFNW7xgN1gxn5196KuZNvAGAwd+INyMurwm6Alc1mlH6KCyUlr4tOfeLXD6eazixWbAsGRu8IFU2mDQ9Kqg2wfdAC11g/lBVG5FVsvR9YQYkpSBirrYWzx+dzwkiwcKYdpQ+3ouhjXJYETy4bsC6VGQyQ74y8YMta6uD47YkAE5O31ETdl/nTfXBcHIZudyXyrxEHMN5K0Iw5VqtDZbMZiiYT3N1cIkgwEriHrBEXdfugBUO/4USPM2x7wKQ+AxLs2mpsYkRQoaQiQJi3a/F4O4pTTGcWC9KWgQnlsooaA+wneX2Tdv8BUhbOhPg7BFydFlx+jh9gvz7N3WkJ7OiVzWZxDMZwxxD6uUJ9GC1rp6ouDlgw8mtuYZ652A7c1QZNnS+2GjWCEtp/S+ALwlDp4cPGOBO9GxULMUwstXAp0wHK7yWMfgygdAl0DDmqXZHhjNUKpW/iM+sMcSJmV6iUNYLGWN83kzftQOFjR7HSZ0VuowE5TS1YcwJrWQJ9WRaVZkbKwnWuC7Zv/YJzFH7pHEr+74OBkxsjie+synoZuM51YaljEHJTLeT7eIbjOteF5Y5ByJrroNjXDO869WGocq7BSDBmWa0RzDJXR7JK0QjlB+YnTu2+AxwDE6TOEPmBEePFwDFF6moWp/nUIpJs8rt4hHQbIR5juPiMYemWdpOKRLfhfDcpXTSbFaZuuJieDGd6Pv8elZYkxHQL6w8bQv+33E+Ow3K/lZcURXpGkHYj+YklE2nLwIRQNZtR+mArloaskNdsPJX1Eq0U9enT/Ipr+wlud69sMgcsHxV1hqTpuVyjlC/NmDXAwLYz7IMWOCf6oaw0QhOFH52i1oiFM4KJH2XW7rBt7jJBsTc2N4DlzsGEix5d57ow9U8/ASQM7L85Bf2XPwXl/mYfs/wxIGGw+OpJ6P/kIch2hT8ZK3aZOMbcM4DcxjooogyRJoSymTOPdg9Zoajx0f5ahHsqjZj9IDpT8lTAwrAFzknrpltPqhvMKP9EG9zDXFqSRK8r8joy0EIqqFvixbZgYADHxPxRMja6AQg2wDRTcw9YARa85ePJdpQ+2EpE6gC4UCruwX4oq8ObG4eDstKI2fMCX5oUn/iJgH3QgmHfqXP2g3ZUfTyyIYyqkVxUo83anWjIqPxisYgeQ2Gpg2SKy12DUO5vFjHL5a7BiAwM8DFmf70IjCcU/NEiooXGYEbVx9vgGuOYQiIceRdGLHBMWqEpMSTUoGJhxIKBN7m5bevgxJ3x9nfRyqVGiXYjBnBMTN0gtuxMBJQtZpQ83Iqlgeh1ZqmK7cHA6Ayh4cLJRCFCVDX6lKKDvsRsjWYwXhBMTVFjEKXQXhoUZFtlBXHAGAkWTvPmxgDC2n/SVqjKZjMqstrgHrFCUWWAss4csIhlaPNdLy0XEbx6pKM+G+JvrnboDkeoKgr5FMKdAODFKY4p6tQ5YRXJ+IOFkhIuqsJsvBLK9JqlOyn4buwaJXaiFxFB+C6R2EzCQla/C4V/kIWVXu6Ek1Nvwpo/PlWc8pXs2gbAeyrArHKq6+Gx5yCnph7wngwYp+TW1INx0kRBzQ/aDF0goqO/k6huTKGkBAV/iCTfRpPxkFbdXl8f/Iu9qsLISxlCiKzsgxYMv+VjMl3tqL6zLQiTCUO3YcT69llxJmWFeUfIe0OJGx39Foy+7NuInW9HxT1BNmLh5gPdxzAm6/S6R98rLBKbjwjRtSORrLOrA0uD/ZDXGsOKIpOB7cHAkgBls5kQRQYsfQYF2UZZYOGU4KRGiazclC+Seyi8MtbR6/PArxInsVPXm6Guj47gtgOUlWREbmVVep06AyecBLnEiMR+Ph82xS4TCv+A+13WYOB+T80EBRGxaLVg5Jf8qbtaoOsNBjpMlWs8ceGZlOVGzFzYuNRD5Nc1EtkgI53g7LJg0pd5Y+FUO0ofbIN6E98vw8BiAM3UaN0bvfsIxAETKmNDwNFrwfh/c5N3/mw7yu9ti5iJdSthH7TANd4PZXnoqAIbgcZoRuXvcuImZZUB6npzuq7LAbgvdmClhzMIiSfWICH2Y8nflTtSl1aixbyF9OWMpOulw1QpyxO3ydHWmVH9O21wjlmhqjBAU2eOSzUhSo2yRRsxV5eF3HwnCEuDtBTKmmFgoeDq64Rmx96t7gYBoe6NpnB/HDC/TgYAbK++BEWtkT9N+eAeFu/UUpWB2QctGH6Ft4oMLrrZODRG86ZOhmTCfbEDM088y/levXkchY/F5nuV8P4IkrYmckGLF4tWCxwDHfwPUZx6/GGqXGNWKMsTo1MTQlNn3rCxlNpoRsU9vPhfXR8fI9wIXF0WTP5YoKv/VGvCxlxeawgrhUo20oqBTf3iR5Bk53AnHaFuh65ICX+FxUSaeEbTlt90m9CHnWlH+f28LJyV+Exnz5KntYA8PJJOKVyf2OiuiRDmmuOyONeRMpwPCt3/MG4N4aLQiN47UjoVQvdDvRBVlArEsnRIIXEfw5hii/Qq3INWLQNEQOFVyyDUhh2IG7TeN4z+kh53V4cFth/63ETaj3EWtSE2YWKT9TADROtvBH+LTs+UXtE5SabdUBlNUJjMWA/Sf2HDwlil60H6HxaRxLsJolvCfSNY3RjdfIhbiXEPTrdiq+oBqBrjpz3hM9WNO8A8QFmjbiKHTrNQUgzcQ1sbIipecD5K/iCg4vdQNZpRfl8b8g4cTrnI9TSUVWSYpnTTT20FZAZjgHnB64XMsHXfjDY+cm9x2DVAGEKJW5Jyi0px+Y2X4OizxNyWo9+CqbdegqM/9nu3I+RUWLVEn5JUTWbo7ziy6QYcQJqdwAA2rB4plSHJyQH8VnEsCyZbHOMsYBmUKnGZQkBt9GWMHbEGmNfUmy9BWSUWjaYriEgspo2/kzDPnMxgiCqzd7IgN5BuIooU8ANS15tRcS/n+8RkZ2P25BvwR2Sv/L22qOnK0W/B6Iu+aO7vt6Py7jaojduDJuOFqsmM0gfbsDRohbxWrKtPBPzuQora+N2F4kFaMbCSex5KOpd3dluSYhLqXV0FBLmy2LU4nW9SBGqjGWqjOfiCkQQm5ui1wD3Sz6XvSPLp1NVpwdQPBZkNEhRqR5hnbiuhbDGj5NMCP6At2DkHg9/S9vIbLxHixPlLZ6KmKdrqzzViveIZGEDFZU0wnN0WTPyUchfaJJpKKwamrA+h9I5wYolW7+XstmDSr6c6ldiBoKNEyGsNvMiaFl2HV9eEfd9Y6sYCUZ98fXaOB/HXiuXEEoUewtljwfgLAgtNn/4wrC4BoHzgwocjEra13EeF2ukjF8GYskWECbm1IUQxrgHLsxqDyMGecMsQhIuKOFeItPThuyRM5yHSX4ahcXmtEXiPDxbs7O+AfdAS1cZFbjACAqs/eZ0B3hzBcxI1HDHRQPjLG+pTOJfXTZLkiEK4DYUPTZVIpJkOLLkI5reVKPijROgOHiYdmtMcihpSvq6oTrw4KpnjEgxyOj1FGoqt/ZZn9lPHMfmTp+HsSh99kKrRDGW94KTqC2gb1b0NpC450Za8zl4LbK+9BGdPan5PZ7cFtldfgrN78/onWgM2cb6k1QnM1deJ5fERToyUBA4fi99WPIg19E46wL9guIetUFQbkiLeU9QYMX8meeNCQ+TfF8TkOFl+NYmCm/bPGbIGfY9UhW7PQbj6OuLaGKkazDwdJvAU4uy1YPznAknAfam1EQ0a+WcTTkK0u9BmGnMwLMumuMkAsLi4CK1WyxV8BJ2swXF2WzZ/IFJ+BLYezh4LaaoLJCzKRcx9ESwUyaTFjSAl+rhBug465lsI26svYeHs8cCmQHfwMPS3H0nsQzZA07ZXX8LCGap/dyS4f3HCs7wM69//Oex2OzQaTcLaTasTGMAkXc6aTGVnBvEjlU6vQUOEpRjNbOWuOFGIZ8yFCU0TTS+ibAcpJlpOtgSJ29z3J00CFg/SjIGxKUs8GaQGNmOSJXuhSBSutM0YndA00bpmOttBqmyo/EjmpmWrxJORkFYMrOSeh7A8Ppq2O8oMkotIkyxRzG0zTzepuOtNVQS1hkswk0klSYAfNI0kg05SVeqQVgxMWd8ScyzEaBaAK32RSKbYZTMRbpIlege5GaebVN31pipSVcQXbn5tdO5tFo2kqtRhW5vR+wd34cxxTPzsqaCmpdHU2c7wi10WzvreP0XNg6NBOHPezTbFTwTSsc9COHt8Jt2bRFOb7aoSzfuFm1+JmHubRSN+qUPg26bIRmpbMzBicMFg9p3fihhUMglgK3wyYkUwsUu6Itwk20pflXiR6n0OR9+BjeEmb4xUjWbobz+yKcwrmvcLNb+cPRbMvvNbQXzU+ObeZtEIL6VKLfXNtmZggcH1hXBauTwhOmUliwDS5WSnqE3tRTJWhAosmqo7yHBI5T5Hou90Pz1GgnuwHwGr6DBBxoPNLz/zW5ma4OKj+phYPHNvM2gkldeytNKBxQr/4M6+81usXPYTC6kbSZZCPtZszELEFAJmg3XVRsoR2WhOfsbnBIXhEb1OuHYZKncb3RYTJg5mmAGJOQxQjPUVO0xQ7DABLOCNcrAjh4MK3YloQ0lFom9aZ6KsNoRN+RLNM7ccgs8mycoB3zEWEmk2GZ7MV1fdYEb5/YL1pcEM229fIiRDucVlKLjx9ugCeQcZumTrY1PVgAPY5icwgBvcghtvDzCvYDudZKQDSHXxjxCqBjP0HzmS0ilckg1ntwWTP3kKC6ePY/InqbXLTEVEom9VI7dw5x04TOS+2y5g11f5OJcMA3Y9UnBunjMR3w4sz7xSFKm8lm3rE5gfW+HUKXpmEgnU2WPBwgdnAAbQ7T6Y0pMhVbFE6SqWBlNnl5mKCDqn6IzkKWhynigoqqnwZiFCXTl7LBh/3hd+SpDIVngqU6b4N4pm/dwqS+7twcCiEMv4xUcsE79EIlbRHnG0D5clN0Km5FAZaR29FixcOANXP5+K3dXbgYp7Q6Q0idRumLoREU7UF0G0F7YuE/oaQ8kPRF0moqGTV+m25EYyNbrMWAdvNitqR/ScSBHxKcQbeTymKPH0ONN1vWQFYdusl4zzSC9Gwqj+BINig/RRIFKLlA08lmzhCaPbWMdKUNYYzGDujSx6dw9Q4rdBK1T15sA/AGS66hgyPUfzDjG1FeoRbHjx+1a6e2wPBpZiCCR3S+JuxNHrSzESBO5h67ZJLLlZUDabUfpwK9z+HFlU/i9hgktFAnKDpSr8UezBSGA/2Y7SB1vTKgjwZkKYkiYU31RUGzH/XuSTWjpjK9OpZBhYgrFZyd3cw0IXARJbOUkcfRa4RvqTnp3Z2WuBe9i3SUiQCEbZbIayWZxnzNVpwdSzvkX9eDuKE5TgMhWR7lHsUw3qBjPKP8Gf1NQN5pSxSUkUFLVb5+ScYWAJxmbtRuidXW5pFbJUauTtOrhlpy9HnwWj/+PLzhxjKnj//a7hfiiqjYE8Tg4/o6rmGRWR1kKgV9gIXF0W/P/be+84N846f/w90ha1XW3V9iptldxbbMekOU5CSJwcOVIgcdYJRw64A/LjuAB3cKFcODg4CF8SSLETSCUBEkpI4hRn17071jbvanvzdu1K2q75/THSaOYZadS10lrv18sv72jaM88883yeT3t/bB0mKMqFGtaMiShwaTKFXIBZG42YbTdBptNC6U9B0BBDUaaF+QinIGQUOex9hS+LqOk2I6y94V9oAYwQC3VdsmiCqtqA/LuXhyMydgWYiG9EeGyIwqAFdnqiyi/tx2qEVy1Y/D5k8yk7oNYaIPmHvbB2m6As1rIVgyk7gHkP5xL3CZnfAUxXuLP3pxWJV052Vuqdajei702HUDpZj6Lb9wIA+v/Eqb90B1Og0O0iocIASIVtIu/DbnOOtTYZMfQ7h4Z1uB6aujooDa6CislVWuBQPSCRAHY7kmq0WJI7/WNeHE4CnwYt2Gc734jR/c8DEgpTDfXI+uc9UKzR88cI2Yli746sPk34ZsjxRi25jlesMiD3vjrMOE2pVYTGIGw+576e7+P8e7qNWZAoi3S8KteCNnG3/fCXTZmM6P2bYxF1uh4lN++Futx1H5oCpjqM6P2ra6FV8qm9SC03ePc/STzvE1ScFqtG7cP34PFYEQi/M6ZjLM1GzHQ63qcXbdpdFW/Bdd1Mmk7rBbOfe6zv7Q8EsSvAohTsaqQz/BGPKRUGpGijZ2WnKtRh7JxLeKsKfV+9W3v5QsnaYwI41QdASWDrMSGl0hByv4JbDYsjwBQGPTQP1LEaknyVXuRq/mOu1QRIKCa4QkJh7mIHI8CWCcpag0vDDGFO4HSbEX1/4Gjot+/lCbFQwNpPjKN+E0+AAYClj3+Mpc/ECLAVCEuzEYMvMYuzyaP1yPtsnUchFov+zxWfBxZqWJqNGHnrTdES7eHIK4sFpJYbUPKpvchcuwMlt+z1a1JQFvFzTZTFWiiLifyTYkZQpVQaUHCHq2x8sPlrcq2Wdx+ZVigQFQY9Mm67FQpD6AVLcpWWFV6w00iuLA/5PYKFtdmIkb+9GVR+HM9vyy5SQgtlATGOCoTvUlXIP8afhVasYYbwado6Pfe5O/9ntCOugfkBwWrmHsbM5WRvSAmT7ddpdlGUhN9eHyxSyw1IDUArTNUZULR7L6x9fJNo4af3wtZjgqJYyxNUKZWhYx9Q1hqQs6cOsx0myMq1YRFSYlCs0SPrn/dg7mIHkivLfdK+Jv78d8w0tkCur0b6rTeFtX3WZiMGX+CuzF2BSVw2dW/alKJEh/FT9bxFSigw1WGEpa8dqkId1OUGlNy8F9Z+E5QFWoH2BbgWWpY+E1SF2hWrfQGAvIyfHqIo89znsej/pGiajvqgmKmpKajVamgf+W9IZTLmR57dWDzHh2dHDqJk98hf34T5qKtkt7KqBtaWRvaFp39iJ+iFeUaYEVqBwM/lxj/ghIRjtuEGRoC2o+i2vVCXifgOSH/HEu35WBHfm185byD63It/gLtNS/kH04Qfy85ZYtHEcstOHptIbrseQnAusU0ncI5NpD3uA8D3e0mJnCqpyLEAKDc+MI/g5mdxOnjitXcx9eeD7HbqLVcj7fYbXQcvERcmfWKLxPYCBZuxEbNt7ZCV63hBJJJFYPQvb8J8xDXu1VuvRPYnd2P8nb9jvOE9MFx+NOujZM/ljEVqkfl/qt0IW58Jqny+4Ah03Jq7jeh4dz/7fZTvrENaiW8CSXSeQHDjln8sRI/ljmMxX5rXNnnwx7J+LV99YB3EsX7m8HFzBZ3HLs3OwvSjb8FsNiM1NVW0Df4gbkL0A4pyvqmJBjih7BQm6t8LORWRtYcIWOiNfrU+lJhqN2Lwwzcw1R6ndnJi5nwrf/vji0Fdz2ZsxPAz+zHVcBjD+/fD2sjva9LEqijTwtpsZIQXACchrc0Hk2CqzoDcq3eHTOuZHuCbvSyDl9f34QuUNQZkf3K3V+HFHnuzb8dGA+ImRD+grDEg73N1LEsBaMDG0cDI0gihMHEpi/lmF0VR9Kv1ocJUhxG9f3E4/c/Uo0jKmGydIdLKy8zH6IR8TRUWugdd26srg7rebFs7G2EJiSOIhaOFKWtdkYmKEmZlPvLWm4CjygMAgKZZHyWJ6TYjrF1M5GFqiIM2UvK1GDFyAofyLp/vI464APMbZLho3mcZgSZJTMTER++HPJkvpcKAotv2wtZrgqJIy0wAHiLDpjoc+S+FOp6ZMRph7jTCMmCCsshzWy1EZOLEx8dhaW9ko9hIk9XlgvR/3AXQjOYlX12J9DtuAB1EtKCsQoepjxpYIeYuiMUZmeg0BbL+EocQy9ix0+274OUGnqlH0e69AQkxcxczXlT5WqQVu85XlxhQfn0dpgdNSMnj74tVWC5e3hXi/UHMCjBejo9IvoZgv5/cdaIcc3Z+yLGsoBgzXSbIfUjm49rxJaT9f5G/nVZicNn1F/j7JYtMo8xdRnS/w/gCRs/Xo/z6OqhLDJBwj10i/DE+5O34CjLnaqKvEVOX2pGao0NaMT8oYXygEV0fONr6sautAN9XlZqr5YXlww5+lFS3CaliQS3cNpF+CMLPZU/mPDDh86KS+C9Ikug6Virld1RCAnEs4ZeQcBwGEi+ORjunU51/T59ohfVCF1L0Zcivu8qxdxaLi64HXFrifwD2Bf42Pc/vDNnGGmQlMkEk8jIdFKv0oB2DnSZzHR2Pp6wVklVT8+AfuwhYyVIc3SaklRggnacFx3LhHLeTPUaMth6Hub8JoCQYuVCPik/UIb3QNaayM/XIzmS2KYvvzlsxf5K7bTvH72UnxojQd+s6VuB/Jd2knL/NToo4Z+4jmaTvIdfL3T7RnLJg5j1iW0AGxLm2v750fxGzAiwawSO89FMABAsL4QuYHjSxQsGJid5GTA+1IyVXh/Si8EXaTfQ1oq2eEVCXWhugu6qOd7/pIe9tBQB1KT9azC4FLB2NrKmWSkwUnOMO1mYjrN0Mj+FyslwEi+kTrej971eZcPu/HEfBI3chZXNVSK6tWKOHYo0ekjnf3eK+sM0ri3QYPxNYbuBkjxGmD/a7fnCMl6lLJp4AW0kgUw38qSN4OSIexLFCoMrnO9pTCF/AZI8R7Qf341LrYbQf3I+J3kYPVwoeU5f4H+H0Jb5jPSVXvK1cpJYbkP8JxumfqjMga/NOJmgAFMaOvIfpNvHgDmcI+NThQ7j0nDBAYblhPn4RA8+8C/Nx74EY1gtdvIRnW2NX2NsXLJzpEZlrdrgYL3wEu9DhgrYjNWfl+rkUJdFbeysaEdMaGFtB12GzZ7nsyFU2N9SUvIgf5QoEqjN5rFiEtJgq7SUUXrJAmKEWhH9n5BkgubYOlgETUnO0SNfogRmaNcVYCfYBa187ctJq+Ndd5NzHXw2S88AZqeW4RDewmlJ6WjkSba5rZ2fVQrr9fkyNmJCSp2PbCgBLSQLeGs49KNDz84IVqqe8M1rCSc50BCjMdJqgWK2HPYl4QM62VMZ/AYlJfPtWUqJrOzmRv0+WwN9OlBLX4tiLR4+Y0P3Dv4KSUBj98wms++GnoNnuSmLmmhAX7FJINudi/C+uhOecjXnIVNkAALOLrk95boH/Wc8T2wuE+Wtp1mX/Is1bFGGOpCUi1ZzJdBBHV6SVGpCZ59CYHKZD6Rz/WNKkKFmgkZZejmHapb2l59Uip2QzstQ1wLTrZhS30f6YrEgTYQL/2chQeW7qBZmGsZRImFo5bSL7lKaI+3Da4UzS5+U+ijyTGF2aqCvFD1CkaZKcr4JITQoWMSXARt/7K5S6aqiqDWwFXWdSMQA4Ey1z7125bOFiSCvmTBQEUjU6DF1sYCcDdbZvK7uxS02YHDMhLVOLzJxan87JzNWjZtMemMc6oM4sR3q+sE0ZBXpkFOhhTxSO/skeI+uUJxO3VUV8uipvybDyci3Mh+tFAxQ8wXq6GbNNHVCtLoFqU7XP5/mK8bN9oCQUaDsNSkJh/FwfT4CRyNqmheH7uzF5rheq1SXI3KoLeZuiCRkFelRuvx/Tl0xQZ2mR4RxHC2F2rCwzuOS//jyptcno4rC8TOa/mEpkdkY85d+1F7budkweO+RmOSCBetuVyPrUbtdvwWhg3ENFCvYBfM1JQiSTkk5q3rFENXJyW7g6FTmW1NY4953sMcI8YoI6m5kMqCXyWL4GNnapCU2nn2cTVWs37PEsxHgrQWLlmiiykiX2jQ01wvS+KzG17MY6qEuZj3EpmTmWYV5gUhm4Am5Rxm/SVMcFzHSYQCUmwk4vQKbVshyHS3Li5SXzNTDr6WYM//QFVtvJ//e7WSEWSg3s7Lf/ygoxbxoYFwtL/G2/NLB5/jZXAwPhA5PO8Lclc642SWf57y5hlrcJKWdbOscfa2Ia2ERfI6YH2pGq0SKjQM8bw4DQIhE5DYwbxME/l9TAuEn1ZII9aWUQO1YQfCRI5mcemMtjCNrOLOINfCEWKHG5P6TNAHjk0M594UpkjikNDA5yV1uXCfJyHY8iBQD7t7w8bjd2h4x8vWsV6wMmx0ys8AJFwTxm8lkLCxTTg0Ri6oCJFWBOpJYbkFpuwJLMw0XAUBwNveL6oDV7+Qzz3jDb1CHwN4VaC9NsL8e6H34K4+f6kLG2UFT7ulww0deIto+Y9zbU1oC0vFrklmz2a9xGA8zdRkwPmJCSrw05YbE7CHgMO0wCAbYSEWMCjGIdm8oaPfLuqWPC1kkfmMjKQxha6kOdECeEyh4fYn4jNyH4TpBh9MIVJ39bOs/9m1jZkttzHF/BIqnJEdtL/GOz5CUYoA+B6XcamfISJE0RjXGA18cJRBg3sbK1J7v2LyXzj1VnaXl+jxSNln1+ctUrVh5mhii5MtNhgnwtZxIk/ECSZNdLSEpeQMqaYkz9/QgrxDLWFUAlZ9QGVbJLfUhJ4qsSigR+LLlcyu+vJM7LTaTsKL9BDdygdvwyxjt2gTNY54mHn1niL9Vti0ns39Pzybx9ljn+tpUY81zlyL7kWVsG+GPRL4sEOYYJjSzBsW3hsskDmBxswuRgE/Rr7kWWhlk8SYhxTC1yxq0fGhhNjkspMW4JrYp7PDluud/zRF8jOhoYITxirEc56nhRtqKlV0QoqdzC0SRFOcFjqNOKl3wJYt6ztbiqkytr3fjoeNcOr4MspgSYeuM2KHVM2PDIW29CXqZF9k272ZfuTDCOeptojCA7swaraz6LCXMn0tVlyM6s8X5SkEgv1KPiE3WYusQEo6T4yGtHQlGqw8Rx1wctq/BPK1dtqkbBI3fBZuxC+rpCpF0RHNvFcmLy2EVYPu6GanVJ1D+HOluLwfYG4lcKkxMdrACLdkwNE1G4A+7TREIJZY0BuXvqeIIlHPOgtdGIS5zq5Ll76pY1zD+mBFjWzpsx09WOgVdcwRt59whtvXH4h9GRJkxOdDBCKosvpLIzayIiuLhIL9SzeT6LXo71BFUV/4NODqCGl2pTNVSbqqGUzXs/OEoxdqQdHd9/E5BQGH7zJMr/8w4kro3e7yUjX4/qrfdjuOMExi81sSbstPTYMa+manQYanUFTKXkR8alwavjFiaQtfNmTMubpxZTAgwAbERm/0zX5WHrDRdGR5pg/Ph3ACj09R7GKsPnBEIsnBgfaOQFloQS3A968TLVyyfP9fJ8eZYLPUgPQoBZm1zmI3XJqhC21IWMfD2yM2swNtQE85gJaallUaV9jQ01YWKyw+OYTS/UI2/VdZjsb0FaQXXYta9IQq7VYuoQx1TpR1RvOBBzAkxRqsPkMU4Hlrmx9YrZfr2VXiFAcYI0adKeS/LPcW3ZxKFiDDCkjZm08ZM+Ma6fSxDdNcu/GNcHJp0jaI7mlzB1qQ1gSVkpmIfbkZukBbVEPBzp3xPY8V0/CHxgSXzDvt0RQTc60oyWC78DKAqD7Q2o3bBHwIvI9QmQEVqUXfzl8XqGLHOSyH8gbq4XqXGlyWd42+nJNtffSTbevlQiFE9FhNspONtSL0J1iTNqbEuEX4vYnuKEYMqkCvbvhc3Z6P8jJ3dsQy4Sieezc/pxjqCdwrxr2/ZxI0aef441H0kJmiNhHhhnnHrz1c4QlFyzS8hJrUJOahUkc0uAzfV+JPP8scn1gcFONEJk3NJSZnANT7ZiwtKJdHU5NOmuQB1y3C4lSzE60oSmj/ljNjOnljfJjA80YvACw4s6M94PhaaYx9FIE2OR6yP2xzUF8Oc2QdUTzj5roxGzpnbIdDooDfqA5z3FKqJ2nt4g5OGk3P4ZFsScAFNVMxxs1p52KMoYZuzLc20dGqSnlqHn0jE4hVi6qjRi956Y7BBEOUY7CXGsIX9HKVZ9/1ZMnu9D2ppCZG/XYnLG+3nuMHuRqO67AmiOhidbcb7jFQAUeoaPY03F3TwhRmJyogPOoCZPkbnmUYIqbci0rCTD1kYjhvfvByQSTNU3QLO3DooATOpOKPWGqKFki0kqKVW17/Vt4hCHJr0aayruRnHOFVhTfhc0aaHh1vMF6Wnl7EQAmoY6M/bTH0wHB3Dwf8/BdHCA/a31wyG882MjWj8cWpY2ZW/XouKLVyF7e3D9K6sk6oKtAJqjCUsnuBaIiaku0eMZX5z4mFVnEVRpucvbT7PtJkG5nJWCmNPA3MIbwzzHbCjK0Aw3JkUuQztoWI2NmG1nVHEVKUA9hNFbWoyYbW+HooRTqVmMjV4QVu85/J1rIgQY0wvvWM62dIYfy0zNM2aZ3KQy5GaVAQuLgIVZnlOLRCPIfHeSDocTgkxJ+aYXSsa3/VEOW2COqgJYdS8mJjuQnlaOLHUVFgiTKDeUWVC114vqbW12+WuSryBoswgTYhLXhJjEN7FxTYYAoEm2sH9nJ02zf7d+OIQ3v3YClAQ482Ibrv+nEtSsTcarX7kIiRQ4/kIHSn5djo3XpQEAEsnsdgILnKxVqz2Jt8+8pORtj0td24leSgkMNXRi8nwv0tYUIXObDnMcJnsyydnOMXfJ19Ui5/46zJpMkGm1UBFahaAyLzeMnjSDk2H0xLiVznBMhuS4nSVi8jnmbmqJeHaRcUsnSJGZkI8e0KBAgQaNzKQCSKyMmZdaILOGE5GjqoSk+h6MW7vZMYvZJd48kp1ZA3obQ5WWmq1Far4e4HzDZFoJ9/snLaB+sbkLzPrMybIKLaYa6plnt9tBJSUKwvUFNHm8RGYBFxZxsh9tDDEC0sCeeOIJlJWVQSaTYcOGDWhoIMNe3ePw4cNISEjA2rVrA7ntssNqbMTwvv2YOnQYw/t8I4Z1Ul5NnDyE/tf2YfpidJHJLjeysmtQUXEzsrJDGzhiaTXi0nMuEl/b+fCRFzvRdXKUl1d/4Klu1L8+DIkUsC8BEinQeNwifpEwY6ChC03ffQMDb5xB03ffwNiRdr/OV+oNyLx1d9SYkIKFRlWBdfm3ozhtA9YV3QFNqvc0g+wM72M2I1+P0jW3ug3yMHcb0Xf0TZi7IzMXKA16qHde5zJ7Hngftgvh/x4iAb8F2KuvvoqvfvWr+Pa3v42zZ89ix44duOmmm9DT0yN6ntlsxn333Yfrrrsu4MYuJ2zGRky+8w67ivFVFScTam3dK0d9j2bYuvhVhucudoT9nqWbsnjMZs5Ed6fwsi8B+i2qsLdDDCNnBnhRieaPe5e1PdEAjaoC1ZprfRJewWKitxEd7+7HSOMhdLy7P2JCjJ6fZ74HmmbmrraVMQ/5LcB+9rOf4YEHHsCDDz6Impoa/PznP0dRURGefPJJ0fO+8IUv4J577sHWrVu93mNubg5TU1O8f77A2mTE6F/eDHnJDJuxEcPP7Mf8wKDLZ+MjMay8jCiPULK89vBhcyta+t7BsLl1WdsRbihKdazwgt2O5Mrw5xFVXZOL6/+pBIBrzfKJOzT41ycqsfPeXPzrE5Ws+XC5kL0+nxVesNNQry5a1vZcbpgeEiY5RwIyHf978DexP1rhlw9sfn4ep0+fxiOPPML7fdeuXThy5IjH8/bv3w+TyYQXXngBP/jBD7ze57HHHsOjjz4qfhBRXdTaZMTQbx0Z4ofroamrY80cvFBTP6mkaAmFmXbOap6ikJSfj7SbdkFRzY+AdFdWQFVtQN49ezHbboKiRMv6wHi3FfEdAG6opTj2dMk832gumSN9CS5/wchwI871/wEUKPSMHMd6zW5olJyBvOC6Eb1I3JRDmDo814nx+QFkJOVDk1zGtJlLw5OcRJxLtJHzN0n8K0kiyGMXuT4wooNFXD2qKgM0dS5/jWxdNbgdTVZSTuZUUlYR9FDqRH5ofGaSywyYk2jm7fv8v2Vi3XopGo9boN+iws5dTJs/dSNDF5UicdFFJXmpWTMPCRoO2HD66Cxqr0jF1p0u7U0p4fvpuP40u+PjuPjhILpOjiJ1bQmKP1HMPMu1uZj775sxfrYfGesKkLO9CJcsrmefJfrF7k/aiRiVlMCPKz5uuX4vysZ/H9Q84QObc/UFTfrASHDGG5VATH+JJEMvfxzz3EZEP0gI4l8Jx3fLHcNSSZLDxky5Ajy4/iZ/Q6q5FG4iIfaK1Xpkf74Os20myCq0UKyuBffG3HNtFxoxe9EEWYXOfbSit3IqEfSJ+SXARkdHsbS0hJycHN7vOTk5GBpyH2HV1taGRx55BA0NDUggB4wHfPOb38TDDz/Mbk9NTaGoyPNK0dpkxPiBd+EcFE7zXqjs9LIKHaYPNrBCLO2mXVAY9D7TRKiqDVERHj5u62ad1RQojM328gWYDxie68RZ89ugQKF75mOsU9/ICrGoxDLkWGy8Lo2jaVkDvk7DARu+8fkRxvy4bxqPPlXAE2JiuPjhIH7/lROgpBToFzqw83+vYYVYzvZy5MSJgyOOib5GDDS9D2fUY86a65BWbAiYbcZfKFbpOQLJ/Ydhu9CIkaeeAyQSTB9sQPbn66DURy+RckBBHBQZgUbTgt8AYGlpCffccw8effRRVFb6bl9OTk5Gamoq758nWJuNGHp+P+YHB+AMhfW37pM3KFYxq5fUHVdC82AdI7xiEBmKElZ40aCRKfPffDQ+P8ATguPzA95PWgZYWpncl6nDhzC8fz9s55qWu0l+4/TRWV4AyPljNu8nOdB1cpQRXks0KCmFwdOXwtjSOHwBy5HoqKpBL7onxl5OzF4kQu6j3FfmlwDLysqCVCoVaFvDw8MCrQwApqencerUKXz5y19GQkICEhIS8L3vfQ/nz59HQkICPvjgg+BaD4aBnrEp06x5j2s+DBUUq/TIuP3WiAivyR4j+o6/icme0PryNCkVWFfwaRSnb8S6gk/7rX0BQEZSPk8IZiTlh7SNoYIwiCM6PsSGAzb8/HvjaDjgXRht2CrjBYCsuULh9RwnSjdlscKLXqKRt0H4fUYa4wON6Dr3Z4wPhD4Cbni2E81ThzA81xnya4cKqRq+P1yVp8VkjxEDDW/A3Bkd0cmySq1PvjJroxFjb4Y+3sBf+GVCTEpKwoYNG3DgwAHcfvvt7O8HDhzA7t27BcenpqbiwoULvN+eeOIJfPDBB3j99ddRVhaY6cnSYmSYOMq1gjIC6dc7zHueKrKRRmZvIpybECHIfxDPjRK/Luc0jn/J3GlE13uML2+4sR7aa+uQncXP9OfmgQl8CyTNzrzLQEHNzSMnqQQ5SUygAWb5vgV6wbUipEk/g8OPlY0crJVdgwn7MNKlucim80DPzgJcHxjhhxD0SoLLmyBJ4g9BQbFCzuMICueJmAdZNnpnEEe1lveuJYSvJ4lTiJIsiZKaQFBJJbjMghkJ/LD47AR+wFGmxHXuhwdm8I3Pj0MqBV7dN41nnk3D9bs8FzX7hxukSH0mDcePzWPtFTJccz0AMPdLJBylXNqpWToRW65PhfL/rYHp5ATUa4ugvSobANMWcwL/ntxnJ/tF8H2IlMoQfA7cEiO9jWg99hxASTDY1oDE1fciK9s1rkmfGG/cEmORtvF9ksPWNpy1vseYtXEea+XXQZPImEsFiVUcyjMkEfmJRIkawbjljHEJQZcmIWinuOOYSmL+zsirReX2+zE50cH4vuyA6QPmWx89X4/Sm+qgrPWTX1JsbhPJh/Xkp1Ks0SP7C/c7fGBaKFbVCnxePGaPhnpQe+p4JMKRTAvzO5H54Ycfxr333ouNGzdi69ateOqpp9DT04OHHnoIAOO/6u/vx29/+1tIJBIYCKJdjUYDmUwm+N1XWFqMLBu9+Ug98j5Xx3BzOZz1TBmB2CWXsvQLaWhIAeYOo6PNmJjoQKasSJQKJxTQJBRDIykN6z2ChSCIY62wTywnWzDT2Am5vgyZ14U/Gu/k0TlIpUzerVQKHD06LyrAAGDnLhl27pLBRmae+gDDtdkwXJuN3tmMQJscMpD0SpMTHTwBFgzGFwd5Zu2JpSGXAIsyZBTokVLBCKneE2/y+sQyYPJfgIUBitV6UUvTrIlv3Zg1mcLOgu8JfguwO++8E2NjY/je976HwcFBGAwGvPXWWygpYVb1g4ODXnPCggHJRm/rNDGJlcvUgaGGqkCL0Y85BR290NCMjjZjYOAkxsZaAFDoA401ursCFmLDc10YXxhAOpUTtZOAr1Aa9GwV5iWCedlysgWDP34ZkFCY/NsxpChuR8bWirC2Z9PWZLzwrJUVYlu3Jnk/iYMPD8zg5NE5bNqajNXXycPUyvBAneWo8+UY16Esj5KRkIfuuUZWiKVLc/063znmM+XF0MgiF5CUkqvFcJPrW1f5WXbF0mKErafdVVgyArBdaMTC6BjfzLiMjPQUTZNcK9GHqakpqNVqaB/5b149MNB25H2uDvJVBIN5Isn2zNmQ+GtC5PxNhHELKydzQmfn+McSpOSQcqwgCTZ+m6wtRkxfMiElR4u0YgMSrQRzumN77FITGs88z9tHgUJx9mZUFd7AbFtdN6II0ws9y9++ZGnDudkP2YlgTeJV0EgLmZ0kOz1RjpobRk/J+EzplIyvZdAqBedv/kS8qOafO5fmMuvMpUqJffw+nleDv53m6relNP7Lmv7TG5h46zibE1Vw+3qUP3QNAKBQNck7tlTBr5RcljzC/l2UyN+XmzDN284gBkn9gXkcPjqH7VuTcdsN4hGFc7Tr3DfeseHBByZZ4fd/z2Ti6utdfTe0mML+3buQybtO51w2b7vLxt/fZ0lj/x6e4rdpZpL/7qSTro8paZI/BpL4GQVInnSN6+SpJYwNNmJqtAOpWeXIl/ODuhLMRKi8ZYbzN99fSI5benYOw0u9mFi6hDRKA42kkLOTsH9xaM6ohAQML/bwxvy6lF3QJJcy+8lxq3Bt00r+vkVVErHtGrcLSn4/cbcne4yYHDNBla+FusyARQV/TC8RCrqzCIGT4cc5D+buqYN8DbNYc9LdJVcRYfBS7yZEFtxuc1QrsF1oxMjT+1nBJdfrkbJls4DQmTvknXPi0uwsTD/6Fsxms2hQnr+IOS5Elo2+18VG7yXzI+aQVmxg2asne4yw9rYjVcOvPTR2qQld7QcE59KgkZ5S6va6wzMdGJvrQ2ZyITRy4Qp4fGmI/ZABChP2Sy4BFmYMm1sxPt0F9UJFROqRKQylmPjrsYgn9N60S4abvJgN3eHokXme+fHU0TmeAIsFZObpkZnnGMOToY3A00iLoJEW8fLAhu19mLAPMdYESYHb87hjngKF8YVBVoBFAmnFBiir/deeSIafGZMJ8jV6lu4OEglQz4TBB8M8z8VsG990mJiVyVg4ljGYMs5GH8WY7DGi/cP9GDQdRuuR59joLafmZZ3ih7CnqAqwtvxOaNRCRvlhSxvOjP0VPZbzODP2VwzPCKmVMqS57IcM0EiXRCZybdjcinMdr6J35AQuGF/AyGhz2O+p2lSNgkfuQvont6DgkbuQuU0X9nsGg63bkljhtbQEbNya7P2kyxjD9j6cX6xHj70N55caMGzvd3scd8zToJGRmBfhlgYGkuHHWVhytp3wT4UwDF5WoYsa06ETMaeBXU6YGuI7vqdGmMHY50bzAiikqUvcCi8AGLf18JOY5/qQLWNC4Fm/F7KZCMOlS0hDtk/aF7PKvYQM5EIjDUyLGZ/u4ml+k5OdolrYZK8RU0MmyLU6pJYHvohRbaqGapPTV7i8JLvecP0uGZ55Ng1Hj85j69YkbNgZW9rX2GAjzKMmqLO0Li3MgZHRZpgvtSEjpdTj+PUXE/ZLcCYMAxQm6GFoINTCNAnF7JjPkBVGVPsKBk6GH64PzA4aMp0OU/Uu0oVQUkY582HnLjoC5qIgH3ZlCDB/4jYjFeMpqE/gOeRYEA7u2E7N1WK42eXklUgS0XrkOQgfwqExpZQKwoad5SUyZUXoxmlXEnNiPrCwiOGFHpy1OUOQGb9XpXQd6IVF0HaOMdtO+sAojNADOE8fBkChZ74VaxI+wfgfFgjnYKL7NgEAbbcjQ1mCnpHjbNvS1GWsDZ4XRk/TmOhtRPtBJvQYzfUo+dRez0KM8vA3AIrodKnE1aZEor6NTLLgcVuwjwhvlxGpFQqJyzeSAGFk4V/eseKjIzO4apscN93gMjUu2edxyw1yJFIUDh+ZxxxtxbUcU6Rom4ht8vm4z072i9dSRSJwVvWd6G1E+/HnAYrCoOkQajbtQZ7DBzYy1owLjS+w9GZrSz8DjbqSP0aItAyaGF/c/c7k4HQ6Cz1oBftt2DNB04s8SjQnspGPbGk+JJJk/thNJFJSiHHL20dcl7vt6ft2t9/bsdwDVDV6KNbwhYjSoIdmLxN9m1ypDdx86CnMfpUeqhq9T8dGAitDgK0AmLuMsPSboCrQIlPDTMhpRQborqmDtbcd6mwtzCMcjQwUlCl5yErVwU4vIj21FNmZNYBlzu31NUod1qd/EmPz/chMKoBGVgbaNsMLQfbX7zVOD4O3yrVf4jvQfYRGXYm1pZ/BhKUbqTkVzHN4AEmGaukzBayFTZ9ohc3YCYWhDLnXL39C9l/eseLTdZcglQKPPz2F3+/PxqducAW8vP3uLPbsnWDMiM9Y8atn0nlCLFrBvDNuFeMO5BUyAmxykqlwzIbAW7qhUQfPCp9N5WMNtmOCHkY6spFNLf/7jRSc0bf2y2B2vwweMfph7jKi821Gqxi5UA/pNXVIK3IJMU2GK1+GCUVmJoNS3U7kKnwP/dbIygRhwhkJeeied4UgSyBF68JppNNZyKbcO77ZcykNeuk2sKvcIHxmGnUlNOpKLKrFTWMpuTpcanGFY6sKAzORTJ9oRf+PXgEkFCb+ehzpyt3I2ra8Nv2PjszwAjUajs7yBNhhIpDjxLF5UQF25v0JNB+fQsb6JVRf419oeSjhemfOKsauAKK0tHL09h9xhcCrSkJ232wqH9mIDZ9WHIEhLsCiAO6Sl50CjIuMfD2qt96P6YF2pGWUI0tTC1iCCwHSJBZjnWIno4ktAV1LjQAo9KAFayRXigox3io3IS8g7ctfpBfpobu6DtOXTJAF4QOzGTt5dbEmz/UuuwC7apscjz89xQqpHVv5wmn7tiQ89Ywrj2zzFZ7zyM68P4Gf/zNTCdr+3BDufnzjsgmx9CI9ajbtgXmsA+rMcmTm6gEzM26zM2uwSv85TF1qQ7qqJCTaVyxhstcI8yhjeVGXRl9Qmu3jRsy2ijDTLzMuewFGe6lfQHF9V4JjCVLjANugKtBi5IJvycsZ+XrkpHKSlMmbkjkFnDQ/Tyl/msRiaBKL0TzN+LO4JsFsiYcVrONa2chDNpUHikpw5dyQ9yFzccRSD31IS0wv0iO9SI+5NEnAna5cVYaJvx5nhVjaWlcAisSPi0qJDpcS50qJQF8JZ1tK5NLddmMK/vScBB8dseGqbQpeuL0UFG7eJcfv9lE4fHQOa7Yk4rpdyXB2ANmO5uNTLIciJaXQdXKMFWBiz+cPG5rgXJFuy8zVM4LLCR5FGy1kz+Ht9zJ+uPu9jR/usW78YfzbEH4t7rbgOxO/rTtM9jJRxk7LS9mN/lNJid5W5IX4Mu/ZPm7EyG+e4zHTR5sQu+wFWDRAXWpA2Y11sAwwCY1pGs8rsfGBRkwPtCEtQ8toYCFEuiQHPXaO45vShPT60YSUzVUo/OZdsBm7oDCUImtbdPhIbr1BiVtvUAIAFuglwX5nHtk4yfFHoGZLKt55bsghxGiUbsoUPd4TbGebMNdiQnK1Fop1oR1vgCOIo+lFJohj9AQbxLFSMDrchHFTJ9TZ/DxOQBhlHC1UUk64Y6aPC7A43EJdanCZEDwQlY8PNKLl6HMARaG/+zD06+5Drtw3H9iwtR1j053IcARwuINGUog1CZ/AhP2SwwcWHZN6uJCyuQopm51h29Oix8Ya1l+Xjq8+WenwgRW6NR/21Pdg6PQQJPoKt+bT6ROtGP0l4yecPnAYWf9yH1LKVoe0nZOTnQhHEEc0YHS4CY1nfwuAwmB7AwqqrkWJ4SZ2Pxll7C+VVLghq9Ri+sPwhOSHCnEBFkPgRSFSFCbHO5Bb4F2ADVvbcebSm0yovO1jrEtjPqLxmR5kJOTxOA81kkJoJIVRWaso1vD+u7M4d2wBV25L9pl948/vWHHwsA1Xb1cExNjBxfrr0rH+unQBlRTACK8P/u0Dh7LdhOJ7NqP8gSt5x5B+wrnWjpALsLS0MvQOhCeIY7kxOe5MImbMdf2tHyAloxgqB5mvM8rY7KSSKo1ccUtfoFjtYKZv7XAw00eX9gXEBRjfx+UNXo4NdzqEOlvLi0JMyyjn3XRkrBmTo+3IUJW6VrEUhbHZPl4Sc/9MM4bnmOTh7vlGrFPsZISYhOvvI0haSHOWmLOE3Edey59zReDPqxOcK+ICsPvxJpcIH5ezrMkH787iSw8y3IW/ecaK5/el48ZdMtg5zpMl4gG4YfS/eNrMC6NfIrwdS0QbyXaIwQ4Kg6eHXO5OAD0vnQAAKO5waQhyfRnwF5efMLlKnIDXr/fheM/ZWbXugzgokbHoz/ghXzT3WhIv37NgHHO2BWVmhOenZWjR332Yd5B5xMQKMIARYiSXoD/g3lYwpAUvhJub5tvLUqzWQxHi2oqhRExSSV1uGB9oROf5PwMAqrfej4Li7dCvu4/nAxsZa8bHLS+hd/QkznX9HsPmi+y+THkRjy6HCdHg8L8tDkb6kVY8jh/lh7wfOTrv9Rx3YfThQu6GPMGM1/PSCUyfaGW3UzZXMWbDnduR9S/3hcUHBjCRiFUF1wdkOhxe7EHr0hmPVFHLiSxNLYrKr3FsMasFdXbozHCWZiNG//ImrE3RUQxzOXDZa2DRjsleI9qPPgdQEgy2N6B66/3QVX9KcNyE2bMvQaPUYX3ubRib7kRmEhMWPzLnom/KSIjnyoQaW7Ym4bec0inbHKVT/vqODfVHZvGJbTLcdkMK7xxvYfShRmZtFsaaRl0/UICtsYvjFwQU62rDJriChZNJnkn7uIg12IFsLF++mzuUV9wAZU4JzCMmNpDD+1LGOyzNRgy+xEQwmg/V89joLyesDAHmTwireCR86OBFRefuFhzK2SYjlcyjJmjSOEwVDrNGelo5egePunwJqaWARALaUeYkO7USmgSXr2u95FMYs3YjIzHPVT6CWzKFDDH2Zm5JcA0lilOygtmWYHi2k2UByZZyPjQJYQQgLZecS9H+xnjTHv4GQBOdvmR33XjBzm//rD3R47Zgn4Q5d9v1SvzfMxIYj81g69YkXH19Mv7yzgxbEuX/PT2NV/bTuHmXK1F5165kvLI/Cw1H5rBjWzJ27krCrKOkyixhCpul+Z+usx3H3pvGoSO9qNqixtprmcjDCx+MovvkCEo2ZaPi6jx0ftSHhm+8D4p8pzSg0Jfy+8YbtZEIJvoaMTVkQmquFjlqgl2FtP0Q44DmlueREgc7xtfE/DDPkjCJEWik/LzFYXs/JuhLLkZ6jgmRO2YBAInENjGOuW0SjFtibNKcvk0v0CO9gBnzNCCYc0TnAhKOA2Y6+fOCk40+ZAhmTo0gVoYAW8EgI5VSPZggsjNrsLrmszCPtiPdB1JUjbw8YlGGw7OdODPxFuNzs57HOlkyNCpx9veR0WZMTnZAWVAhIH8NFLZzrpBw+dWhK6joCVdfL8c/3OAScGRJlIYjczwBBgA371Kwvy1AGEYvhmPvTePRL/RBIgXef34AX3yCERqvf6UZlJTCyRdMuOMXV2D4tAWUhAJNLFKK7t4CxaZqd5f2G1MdRnQ7cpyGm+uRsGVPyN6jEySLTLo0hzeZDtv7cX6pAVwNjUs4PbzYg/GlIWQ4CmBOWEaQkZgfE4S+8jIdJo+65gW5CDO87UIjZtvaIavSQrF6ZWlpcQEW5UgrNqBq2/2YGjEh1ZlLYnWfA5SdWYNcWfSFuo7N9/N9bjM9AgHGrQcGABeMLwCggL4jqA7B5Gc714TRX/6WDQlPVt7FYaKPDLZuS8Kzz9pcJsJtoS2Jcv6YjU1elkiBi8fNjL9TSoFeokFJKXSfHIFUphIIL0go2OdDFwNn6eNzVk6NdoRcgLEsMnN9SJfmMPXAFl3PMEG7Y6RnBNiwvQ/n5+uZ/LMFpnwPBQrds0aUL67FEr2ITLrUbd285YSlxYiZznbIy3Ru2ehJcItQTh9sQPYX7g+LELM2GRktUKtFSmXkgj5WpABzViSV6XRRQfkfLDLy9YIkyGjH8EIPxhcHkZGQh8zkAnRbz7t8bvJi/rGOemBORvKszGqwEw9FhWTym2sx8ULCbcauiAuw63fJ8OL+DBw6MocrtyXj5l0K/O1dGxoOz2HH9mSBNuYv1lyhwBv7x1khVrmFKVH9/vMDrBBLlEnR9Mx5XgQit6infzqfZ6gKdRg7x7EcZIVHEGgSi5FNu/d7pVM56MFFuEvMn7Bf4pBYM3D+3TFzjhVm6zM/taxCbPqiEbbudihKmAXf4OtMFebJo/XIu2cvsm7ZzTueO/fJ1+oFRShn20whF2DWJiMuPc9o21OH6iH5XF3EajWuOAFmbTJi+HlmxTFV3wBNXR0Ua10vTBhq6uWC/pQ6EIOYbVvEJg4ANOkX4mzTCYTtXUqUbUng2PET+DZ9ED4AKtH99DW82IPxRcbUoklwX/OL608YpvtdJVrmG7FecQvWZ92Csdk+ZMoKkc0xb9IJEoxbuwG4GPFpzqoZNI3UbCZdYKLPiOkhE1JytUzFaj9KfSRX6TB94DA7Wctqy2C3u05Y5PjAFokOnyNovW12l+Zko5OJffzIwUSCc+jKnUm4cicT0PGHd6Zxv4Nd/lfPTOO5fem4gZP7Nc/xe03b+W2yEb43G52M1dcl45FfJ+Lo0UVUbEpH5dVM/tfu/8tA76lhFG3UoPfUMGs+pCQUcrcVA5pspK4ugvqKCoxOeRmMXFCApdUIW1c7FKU6ZOS6Jq1UrQHaa+vY95VJ+MBowv9GJ/Cfj+dHJX1VSfxn512J45vKQRnWLiZgYmkI6c6x6/BVZUjy0TPbyhNi3L/ZunkLA9CkOHItOd8P+Z0JvkOJ+78BcZ83F1PtRvS/yQisiZP1UFbo+X6vThOvnIr1QiOG93PmvgfrINfpMH2Qk4ys0/rts/I2782Y+P44W6cpLsACxYyJoD8xmXgCLA7PGJ7vZrUmJ4mvM9KLAoWexWasxTUCITa82IuJhWE2KXp8YYBnMhyb7UNN+ifYlSz5PaSnlKLn0jE4V8r5+RuRn78RE5MdUBXokJmnx9hgI0zHnmd8Kk310F5bB8Uq97Q7zkk1sdZVdE+xthZZX96DuVYTkqu0UG1aftMQyS5/5Og8T4AFgk071cj9BJ82Snt1PrRXu/ydZ15sY4VY+S1VsK9dG9C9LK1G9L/qmGCP1yPhFn5ttrRiA7PQAACzuG43PNGCiekuxn+bHjrNWJNQ5HbRpUkoxjrlTna8A0DfQjtG5rvYY2jQyJT5T1A9MtqMse4upGVqkZkTeASntZdvhmUaxanCXOZyF1ibjJh87x1GQDvnvnYTMm6/FZoH6zDbbkJyZXlYzIdyrRZTh1zatqIscm6MFSfA2M4MYdlr28eNmG1jKgBHYzZ6KDA824mzVofWNNeItbJroEkoxvjSEE8YTSwN8SaE4cVenJv7kJcUnZGYj+6ZC+x53iYBTXo11ujuwsR0F9SaCmRlM6v1rOwazKuZIcpnIWEY+50CbKrDCEtvO2RVjJnFOanieD00dXU8IaZY65xQ+JrS+NE2TJ3vQeqaYhTuEjJXhAPbtyXh6WeEofbvvDuLw0fmsWVrIq4Pcb0v7dX52P4/uzB8ZhCa9XnI31GKvgBZtGxdwtpsAGDpbYeqSIesTN++ldGRZlxofwUAhZ5Lx7BGdxdyE0oDa5Qf0CSVQJPkYv4Yp4dBzbu0sGx5OTQK/+aPkdFmxn9LURjoPITajXsCrpigLNJh/IxLMKSt3YLUTVsw02mCvEwLVTXj97I2GTH0/H6W4AAAYLeDSmQ0VcUqPRSr9KCl4QkXVNYakLOHKaIp02qhjPvAAoey1gBNHaczDfqgojxtHzdi5KnnGCfoh4xaHm1CzBmxl5ZWHnAQxzgRaDGxdAmahGJkSHPRs9DMifTi+xtIATe+OIhq5ZVYl3oDxhcGmKguH3wImvRqaNKrsZjivkSIOluLQdMh9mN2MvZPdRjR/ReHwDpXD2Ulx8zi0MC9+UEtJ1sw+OM/ARIKg386jSz5LuTvKPWt44LADbtkeG5fOo4cnce2rUm4YZcM77w7y5oVn34GeObZtJALsfwdpSF5PkWpDhPHORXDExLZdzF2rh4J19YBAKaHTMhILfPox5xwFLVkKZdGziA3L/j2+YuMpAJ02z5mx3NRiv8TsbNAp6t4Z+AFV1N1BhT8417Yuk1QlDDBEUvJgKqafz2eCc8JioL5wPtILimOyHylrDVAWetoVwT5sFaEACNNyM6KpCxE8oG8wS0js6cJMUCfmCC/iTA6C/wFnO3h8RYYHRF7vX1HIKm6B9kZLhMMncjxJZC+A04kWqaihPfxZsgKQSUnIwcVWJeYiPF5hzDirFgBIJMqQo/FJeAy5EXMeclVyEGV2/vSnHwb0vdhJ3wLzu30QgO019XxfGBzlDDajbmo42+nBk5TgnfD9X/ZjF28AI/B05eQsdXFMTmzxBeq00sugTK5xA+8kFHiHJILcO2XUUvYslOGLTuZ603agQ8O882KHx5ZxIadCQKf16Sdf19uO7jtc9f+2UX+tbj+P26/AHCTB+bar6oyoODOvbB1maAo1WL2Iv9djLadgLm3kTH70vWo2nY/G4zEfc/qjHL09bool0bNF3EprQOaVCYRnyLHLZETR3Nzu4jcLQG43xLhW8tJqsL6hASMzfUhM7kQ2WnV/KmD8y3xvisAdkeOmDpDi96+I6w2lJqlFXy/Qp835XFfSqVBPKqPBuTlWpg5VidWEyPnq0Bzu7ycF24KPTGsCAEWTsgqtXwnaJQxMk9OcFevFCamOnkCzFdoFFqsS7uJEVRJ+TwzoSa5FJpE9ySrmqQSrFPtYvJpkvKhSXbPdB8K8HwqDigLdRg7yzGzrNuCtHVbYOsyIbG2HEofeNzk+jKY3zrKCrHMteKVqMMJksFj49bQhtqHGqoqF5ef1Abeu2CiSDmh9CMmt9G0WZpaZKVXYXTCSWPlYJJJjTwrvUahZc2GgVhusrJrYVh9L8YtXWzxzlDQYjujEWU6nUADU9YakHtfHWxdJlCJiTC//77P85XTPSKriM0csbgA8wLFKj2y/+l+lw8sysLy09Kdq1dHqHBq4AJEIytzlVpZ9N0OoEkqgSZheQR7qtaA4lv2wtpngqxSy06mqioD5lN9m4KUG6uh++6nMf1xD1JWFyP3yuWjI7p2lwy/eiYdJ47NY+0VMlx9vXzZ2uIvuO9CWahFoo2GubfJaxI+ABRoNjgEmGMcxwAr/ch4C8anOpGRWoZ0BRFQ5ENhVl8xfdGI/tccZvITTPi8OyHmZOJILi5mXCiVWtH5inSPZP9TeHLEwonYFWBi40MQh85hYbaT5jhvFVwpKAwGKAwGUEvEfYOgQ+ed6kfYPABwWYQy8/TQS+/D5HgH0jLKkamq5AVuUxxTB7VEmPLIirNcU8ciMTS8FFDk0e4QlDx0MmlCZI4dnmzF+FgP0tLKkJ3JBG7YEwlKIZFwZGe/peoMSNUZsJBC7OY+HvHe7URYeurGaig3MprrzKKVt89KmODMS4xQaT84gANneqHdnAHDtUzgRyLFj7YjWeM/ODCOc0dtWLtVgas8CKdV18mx6jpggU7AuONyVprfhsklJbHtMiE62+ep/TOECXF+0fXuyH4h+020kC/lehcAkDRFo3xnHSyDJqSllSO9wOWPJt9zpqYWq6SfxaS5E2nqMmTLdOyx5PghTYg81ngyVYQElwKKOJYmqaQEpm/X8ZfMrbjQ+hIACr2DR6FXMOTao8NNaPz4d2wQR/UVe5CawhdunsYx4H5KsXXzTbMznSaBAOOerNQboNQbmKANj/MVLVqwkjdPipiR3SKC1FKxK8BiBM7MeWWhLmwZ6lmaWhczvY3RnEbGmjE52YkMRTE0aeK0UsuB4clWnO9gIs96B45gVe1nWSEWbeit78HQ6UHkbshD0SeYJOz2gwN446tHIJEC9b/tRd3/W8MKMU84/t4UfviFAUikwB/2T+K/n8rBlde7BNGhA1acPTaDdVfIeb/HMtJKDEgrMSBp2ssCCAyTDDsGrNFdj85ZiNNpup8c70CWppapAeb0QVEUpkY6kFoeXJVlRYkOEyc4tFEhClOPdveIL4iXU+HAdqER43/4M2wXGkNyPUuLEYMv7cPksUPof20fpi9GpuyBs0x778BRnG9/BcOTrd5PijAmLMQEYO5c5ha5x8hhEz78t/fR8vtmfPhv76O3vgcA0HtyGJSUYmmbTCcnvF7rwjErj+rp3HFXKP+hA1Z8658u4Q/PT+Fb/3QJhw5YRa4Ux3IjLa0MbLI9HLX5wNQAcwovNgk/SKRUMtGI6Zt2uDUfBgqneyTlqu2M+TDKoqt9QVyAOWC7wNiDp+sPY+Sp50IixGY628GE1NoBULB1m7ydEhKQq8OJ6a6I3NcfpKuICUAdvuCPYDB+ro/HXDF0ZggAULRJA3qJZgWSdlO612utukLJCi/7ErB2iyta8OyxGY/CLY7oQ3ZmDVbVfhZFBVuxqvazrAUkS1ML/br7kF9+JaqvCB2BcUqlATnX7w6Z8HJCsUqPjH+4NSaFF7BSTIhk0VUR6hNBgVaHrXeulW8PnrvYwUSwiVBJeaNYoRKTOD/SoBIT3ZqPSZv4ZK8R0wMmpORroS4x8EqKAICdQ1tjJyhsqCQp1Fla9A4cASsc0sthT04AwWokWL3QHP/AyGwrxmZ6kSkvgkapc9NxJIWViG+B8GHYZQmgkyTISq8CLaWQl78Jmdm1sMMNRQ9nW8x34BZi5VSW+CcvLLnazPURKVeXgv7DWVaIqdcUYXpRhpwry3HDTxMxea4PJRszUfCJPEy4iXvhlluZWFrC+msZfsKr/zEbumtSMeQ4p2wzYN83xQqx0k2ZGFpUs+da7fxoxGk7P1R+YtFlcpxe5O+bXuCfS/rAuM9O9gu332znGzF/oZMhj3UX3SniyxV7rwBgTyJK8Cxxqwd7caokcP28xCAXGbc06S8jfGD2JGI7OYGzT4rMPAMy85h+WOJ8hxn5eqTqGLMhM6b5tyG/b3OXEZa+dqgKdQIKJu/lVTiP5o3qjucc992P5e+8BwDWZiNDKVUsjJoMJVaGAAsBZBU6TH3UwFKxOLPYgwG9MM+zh9OL3u36Ux1GdL/LEGOOGOtRvqsOmTn+rY6cobyTEx3IUJb47VsatrTh7NAbDLuG+TTW597mNyOBGEbGmerRTgGbl78pZNcONTK36nDFj27EyNkBZK/LR96VpQAsAIDSq4qQfX2aT9c598EYnvhiMyugrv5Hl7/s1PuTMB6z4PZ/zsH8LA39FhU2XpeGhWWss0TCdr4Ro08yVF5Th+qRs6cOaSXB+XYuR0z0NqLjoOv7zll7HS6de59N/i5K3IsUXeSYLMIBa7MRgy8yz2g+Uo/8u/ZCXipePilQxE2IDihW6aG+/jpXBv2B94M2I8rLHJoLJQFoGooS70KATMydHgjM7JiVXQtd5ad8Fl7DUxfRMvw+hi1tGLf18LkMZ3oDaoMnOKtHs/6viY6QXj/UyLuyFKv/ZZtDeAWG1uNmnomw+TjD33Tq/Un8+KEOvP27YfzpyUus8Iom2M43wvzXA47FGDMuZzsiYw5faZgeIsrM9Lbwtq09sd+vNqLYpq0rfM8UF2Ac0PPzjBnRmcXeHlzHq6oNyLtnL9Ku2IGCz+yFyocoRFWhDlzCzpT84DWfkbFmXOx4y2Mwx/DURZzteQ09E6dxtv+PkFIJrPCiQSNT7p6BPlCkqwn/V/ryE+uGG1Vb1Dz/V5JMgud+2If3fz/KE2yNxy3L3VQenJrXQt8AJzjBDll57EWsRQNScvnfd2pRNW9bWRz7/aoo0/KeSVEavmeKWROi08aqKNNCsYoQDGI2WhGzDGtG9FR6IIByKqpqA1TVBkjmiR0e8sBStQaU3VgHy4AJqnwtUksNICp0gFvx3p5E+MCIPJ6x4Yu44DDX9eIoVlffg+wMh1bm8EOMjfQCHI1rSUpjXfE/YtzazZggUysFOWNCHxjHt0CWYk/mb2ep9ViV8DlMTnYiVaNDRk4ta54nn4dbycRrWQoStKvQXrKBz8RNL/EvtsjJhZolcuAshA8pSeLK9ZIQg2CJLMUiZUzRhZ9Iwb2/lKP71CgSkyV489ddrOACXIItf2MO6/ta4DhP5ggqKZIuanLBlQc2Oc/PAyPbTz4f99nJfplr7eBRFCXl5SP9+l0M7x0RKClWBshOphWS73mRf18Jpx12mn8yRYw9aomTe7dEjFNRHxiRc0jSQ5HbHD+dPYmgQCOfh/M98GizSvnft7rUAFlRCSx9JqgKtVBWBGE+9DY/hYpKyst1lDUG5H22jucDW5oNT1BSTAowS4sRg6+4bKy599W5iCSDgMKgZ0oPOKlVDPqIJuU5oS41QF0aGjv4BEk1Ze5yCTAHnOVMWMJeVQk0yoqwUvlkZ9UgO6sGi/LwDUFuoT0cqkf2Q8vLNFBzTQ7WXpeBN3/UytO6aj+RiaxiOSo2p2PVtVnL1j53kFVqMf2Ba1HHCq84Agb5faeWG1jC31AVFF1uKGsMUNYYIFkML1NiTAowsozDTIcpZB+VwqCPOrqoYJCeXo6+Pg7VlLpUcIyznMmkuZMRXuoqYNFz4unw1EX0TZ4HABSmr10WzjpfwGPplkgwezH01WgDgXZzBup/28sKsa135Eed4HJCsVqP7Ifux+xFhppIWRb7wmt46iLGrd1ITy1lxvplCpuxEbNt7ZBVMBR5vG29f9+J09Ih12p9cpWECjEpwBSlOkweIzLTRVRePn0UuVP8XtYLjZg1tUOm1UFFCkmR8FJRyh3ivl6powRh9Jy/ibBnigieTC/QQ594HybHOpiSFtk1rmhaDnVUVq4B2dlMLosd/DBmphHM9vBEC873vs7+PDLdhjW6u3jBIkLTDH97iWNStCeSJkPPphiyH7y9OwW30J7TJOx4eDJcfIljwppbIEyIUr4JLkHiWbgvEC9vRsp/IcmSRWiuTMU//FyO3lMjKNmUjawr8zBImpgB2Dk2ObIqtGWJCKtfcJkUpxb45kXLPP9Y8vm4z072C2XnL+oosfxq0oTINXWTYfOkSZEYB0t28mVzbkOwu1Oc9nMrLLjD8GQrzve8BoBC99gJrOFUb+ClgkBoJlzibHsdt1zTN/Eoot+7lzEtFtLuKUWIcwT7l7WxEcP79jPVmz9qgHrndTC/9z67za2jJ7gOcR9roxFDv3NYxA7XI++eOqjiFZk9gwmOqMNMlwnyUi0UHMFibWJ8Y3KtNmitzGrkl+im7q/zid082pCpqUWmphbSee90Pt7gLil6YrorKmmglLUG5O6pw4zJhKRaz9VobWebsNDeBrm+DMqNkXmOiqvzUXVNXkTuFYcLE1NEkn+A1RtiHbPt7by815nmFkEle2919JyY6eBHHc50mSImwGI2ClFVY0D2Tbt5HWVtYlYCU4cP4dLz+2FtCo66iXzJs6bYD3ENFukppT79Fi1Q1hqQdctuUeE1+svfwvzOMQz970uwnmqOSLvaDg7gvZ98jLaDgxG5nydMHW/F6PNvRey5lxtMtQZXBGww1RtiGTKdjp3XYLdDXlPN2/ankr28nB91KA9j1CGJmNTAPIFcCcya/PONWY2NmG1nau4oDXrIdDpM1TcwO/18qWKwXDRipqMdymIdUoKJOloGOP1l/SNnAFAoyF4HTXr1csS6hARzLSZeMcuZpi5gR3g/wLaDA/jjV4+BklI4+YIJd/ziClRcHR5t7NLhDgyeHELqmmJekU6AEV49//17QELB/PejyP36PUiqXR2WdkQawxMtmJjuQnpKKTTpLg1Lk16NNRV3Y2KqC+lpZZel9gUwRX81e/mV69kyLFotlH74wJS1BuTeW4eZDhPk5UIfmKXFCGt7S6gfAcAKEWBOO7CiXAvzYY5vTKtl1lliJVAc+6yNRp65UFNXJ7wRDZ79V2Cu9lJqAgAsrUb0/56p7TN+qh6Fn96LtBKCPoaswCzlX5hrbyeZc4Qhrxwlmwx9J30JnNBlTz4wADwKHcAROcULGyZ8CaS/gOMTWxIJmwf4/gNBv/hDJUXa8R2+nuRKHaYPHGaFWHJVOeYJH9GMlB8bJqEYH9PY0XbMXOhExrpCaLYzuWzzhO9mJoHvA0uk7Gg51sJQUy3RoKQUWo6bkbaNL1wAYJFzLdK3ZltM8rjt9HmNHW1Hy3f/xlSZ/tNplP3nHVBvqWSfb+p8D09424zdSKpaw2+EtwrN3F2CMHqu/5Icw/xjyXHAHbfkdSXE+JJwP4IlmiGzbmcqHfRcOsavdEBR7PilpRQv6k9Ab0X4bnnfHdHeJRGfmNAHRjyQWDkVf6ikyF2iZVBoKPV6VlBZLzRitt0Emc7hehGLKSCbSDMWMdYa5uhUS7MRU6dOwHqx0YcHCQwrQoA5oawxIO/euoB8YLPtJjfmQpr/W4cpaB8YWdvH1mMSCLA4IgfF2lpkfWkP5k3tkNWUQbGhBoD3Yp6McPgTKAmF7tfPYd0PP8UKMQAYPNSFkTP9KNyYAwC4dGYQOevzUHZVIXI35KLplSZQUkaI5a3P8bm9ffU9uHRmEGlri7wyg5jPcQQUBQy9yFgTEtcwFFAKQxkm/3aMPUZWI25Os11oxHxTaPzL4YSg1Im5Myp9tNECnq+/oZ4J4AhynrM0GzH40n7OL+Gx0awoAQYwQkxh8L/zZTotphrqBTbgqXpOYnMI2AcUJTpMHHdpiVRCIgYPvgFlkQ6p2uidFMKF8YFGTA2bkKrRui03Hwko1tZCtdW/VACncHCy1I+f62MF2OChLhx75G1QEgqm318AwETOtbzSCOlPrkXxJ4px7U+uxfDZQeStz0HJVb4xnfTV9+Cjb7zHaG+vNOKKH90oKsTUa4sx+KfT7Fw+0zmMzu+/jvx/T4RqUzVUm6qR/+93w3K+hxXe9hn317JdaMTI065Is9z76qAujU4uxLS0Mj6ZdZRWOuBiymSEtbcd8rLIuRWsRibCemFsTBjAEaQAm+HSSYURK06ABQql3gBNHd8mDID/Wwgia1RVBhR8Zi9mOk2gEhIxdvQ9hsjzTD2Kd+9d8UJsbLgJExMdUGcxi4HWkwxB7GB7A6q23Q91jOQZOYWDk6U+Y20hu2/kTD/7u1N4cMuxFH+iGMWfKEb51QV+3fPSmUFeaZeRswOiAixzqw7Vj96O7uePYKZz2EGRRsHW2AXVJsb3o9pUjSSSycYNZts4AU2O3MtoFWDOUidsdeco176mTEb0vMm4FXCGcSuEW4hxtS622rrjbyoxEWNvvsmYEwMUZPIyLSaPuhbqCm01bKbQ+8FWhgDzg+qEIhcEHNOsqtbgyvVyHMez7QZDzcKBqsqAVK0Bl957g0/k2WdCSoWb8inENsXNryHLqYj5KAS2eL6Nn9s3gnwaclvEHyXwVTnaODbUiOYzvwUoCQY6DyE9r5b3/OaxDqRUrMJkjxFTQyak5mp5H7KgnIq3GFquf4CgOCDznbhURosL/I6akworE8g21KDsP6WYbexC6uoiyDZWYGoOWLBLoVhVBvr3F1zmO4AVPMpVpRibY0qfSASDkQ8754EXaQkUq0tBv9LIXkthKIXZQRs1s+Bq4wzHhyfbUIPM2WT0PfYKz8/HfUYejROZB+boN7lWx1TvFasKLJLfJFYSCBB+l7xxTBF5hRLCn8bx0znPy1CsQkbRKsBO89ktuH45cpwS7RfL9fKWB8bPgYPHfYCQwNvWYwqseruX+Yjbx6TLRFFdg8TMTCAxEeb3GXb8qQam6oDAXOzDPKiqcaQ6dXRAUaqFvFQH04++5f8zecHKEGAxCkWJDuMnOauUotgn8hSDedRZbt3umpS4xKYaLSZ7jGj/kDFVDTfXozyxjqXdmepw1U1yUu8sJ9RbKpF7pZCIOHu7Fqu+fysmz/chez0TXTh+th8Z6wqQGwSjfc72cqz/75sxfrYfKauLkb3dt/GSsrkKhd+8CzZjFxSGUiSt9l8jURj00DxQh7kWJtJMWWsAPJgb4/APyiIdxk9z5gEfqlYEC7mW7zJJ2bwZSr0Bo39+k6dpzwbBcqSqMSClktHS41yIKxApFQYU3sGYExVFWqRGsA7Q2CDje0rL1CIzpzYi91RnaTHQcYj9UHNKNyNbt4X1gaUX6tF57s+81ej0oAnqUqbon7NO2ti5epR8am9UJ5Vnb9cie7sWyVImICSHDfAIzieQs70cOdvLMbfk36ebsrkKKZsZ2qS5AOcShUEfslpVXC07rTh632MkkKozoOi2vbD1miAv00bEB6bUG5BzP8c94viWWMEGIBaqDsQF2DIjpcIAahGw9rYDQESE2NhgI1qOPw9QFAY6D6F2456ICLHMXD1qNu/B5HgH1NlM0MZSEoX0QlfwRmquFsPNrtVoSh7zAU0P8HP8LH3BO5ovR0yfaMXUuR7IayPHOkLC3GVEB0fL1l1Th8zc8ATwjA43YXKiA2np5cjSRGahFghSdQak6gywB19H12co9YaY/4ZiV4AROQ38ffxNbvqTMDfC91t6zfvy41rO5k9fNKL/DUde2Ol6FN2+V8BEL8hPSeASoHltJQun1jVrGeMJg4nJDqSVGPhl3P3I/2HayPlbkMfm+jutxIBUrcOsAGH+TGq5AeXSOlgGTVDlaZGiM8AOQFmkxYjRJdiUxVph3hGZXsP1gZE+FsLXQ3P8QEtEztL8HP8z4Y4hO1G+ZpHYnpHwZyQujyLlhTCT5jwQeV3n9sSxNkyf74ZMXw71FiaScn6R72RZmGfabz3VjKH/ZXxhU38/guyv3QvF+hqAyyXohguRt80del76n+cH4nTh1BB/MTI1bEJakeeJlPRNUQL/GWfcchxeY0ONaD7/O4Ci0N9zGDWb9iAzj1NSR8A5SvJwet4vzPuCx23yumJciFNtRti626Eo0Xn0g1lajLB1tkNRRpDuilc8IvJh3V4aM+386MHpkye8csAK4DVBM3SIWSqplQIyL8zaGx66qom+Rlw8/ByG2g9jcrCJ53tSZ0eXmSCtxIDCK3bz8uPUZQYU37oXmet2oPjWlR+t6QsmjrWh/dE/4NKfT6P7h7+H+fhF0eNnGjt5icuzzctTCVtVwKceUuWFZ/y5fK6OKutj0V35e7rNiP7X92Hi1CH0v74P0xeFVHiWFiMGXt6HyeOHMPDyPlibg6PLIyHXanmh77amxqAp+cKJuABbZihK+BValR4COcydRgw0vAFzp2swmbuM6Dv+JiZ7vA+wqWG+oEzLr0Wedjuqt96/bPlX/iJVa0DeVbtjTniNH21D16/fx/jRtpBed/p8N08gWY3dosfL9WXssUzisjAAJRJQlxlQvrMOmtorUb6zLiSJ/F1Nf8e5D3+Orua/u+6TpYWrijQNdebyPK+vsPYIoxFJ2DqJYzpDu+BV1hogr+HMB5SEKUsUpYhdEyIXIiUGAH4uHalW+8VwIhbq6w0e7pNSaUDRP+yFtccEZTHjwKUJIghztxHdf2PMjKPn60HdxNBcdb3j8CM01iNn7XWwLy4ghXSKOx5Yla8DWl1h0NkVW1jB5bS6cM2G3spSkBANoxekBbj2jw8YWXNhWrHBDZUUN+yZuKkf705gEiUrB3JMZ/QCUUZD8KJdjfRmQrSebEH3D//E0jnNO+icAEEmggB2L6bKpFot8MYpViAlVZdjdj6RVx4FcJVLka3VQ/O1z2GmsQvJVeWQr6oFvcB/dkEYvaAkhwg8s0EJzGipWgO7ELEDoqZwgQmReHe95/6OgYsfAgCs5gHQCRSKV92EtFIDqpLuZ4OE0vL1GOEkzqcXkhRuntsPEGH0pHlRjALNSzkV56MqS4hoxGKtoE8VZfxSUgpOOoPYvAcIshE8Qr15M2aaG/kpE9w5NETpRKFATAowSwtjJ5aXMeWqYx0pFQbRyCNLL3/VZRkwOVhynL9RuHSOyd0YMdYzq1oisiut2ICKq+owdcmE1Bwm4i/IgLigMdnLceY3Mu2ONe3KG6wXunhakuXjHlaABYuUzVUo+tadsBq7IKspZ5OTxaDYUAOZD4nL0Y6J/kZMXWpHao4Ok0P8BNnJoVYUr7oJAJCRr2cXauMDjWg9/ByTON/WgMor65BRED3Wh5QKAwru2AtbjwmKYi1SKg0C2aCqNiD/7r2wdZmgKNVCURP69itrDci9z0XOGwoCh3Ah5gSYpcWIgVcYbWTyaD3y7tkLZW30DMJwQFWkw9g516pLlc+sukY/dv0GuPKrLIMmt6HJ6YV6XsTfcoN05lsGTStOgClXlWL0zydYIaZaXRzS6zvD4xeJwI1Yw2QPXxMXw0R/Iy42MAufoYsNyChYBdvkALs/Ldd9leWpYWHwSDQJMICxyHhLYlZVG9iFuz1M6o+y1uDK/4riUhMxJ8BsXXxtZKbTtOIFWGq5ASW37IWlzwRVoRbqIuZ5S2+qg7XPBIk0kdXAwukUDzXIkPnlaLftAlNGPbm2HIo1oR9H6i2VKPn2Z2A1dkNpKIF6iy7k94h1mLuM6HyPr4ln5PMn8Yk+l8Y1fYk/ByQp05BffS0mh1qRnlvFal8kUjVaDLa5zOipGi3G+xsxNdyOVI0O6Y7vaqKP+S0lVxdVC744hIg5AaYo5duA5WVaoe1XhP7f78UENxTbi+03UJ+YIOrUjS0+RWdgk0idPrJU3SqWO1CeVwzLAGMeVJe6TA92Ed8U6UuguB1HNMrbs4n6wAThyo72lxtQllQHy4AJqnwtUksNQkoeifu/3TTRTaM8/A3m2W3GRow8y/DBTR9sQPYX7oditR408QIEFWs4N7YTjVgifEgLEhpJa/VIWstMhDNznJBvP8Lo7YQvSrjtarOd8IGRPj0Q29Qix/dJ+gb98HcIy6m4/xvg+5OmCU18+hK/QsNEXyNMHzEC7lJLA/JWXUdEMTLCpwCfBEUL3ZtOqEsN0CXUYfqSCSk5WtgpoP2gS5PTXcP4ltud2l1rA7TXuczx4tRYxLOL+G5Fx7GfEei8tAYvZU94PjF/yrSEct4LMWJOgKmqDci/ay9s3UzWuqraAEvzBcx0Oraj2F7rDtMXjZjpdOR9BJGBry4zQF1mgMR7JZCogrrUIMh7ixR4BLUSCWbbTLzKzbbzjZhrNTHa2brQJMFaTrawlE5OZgxfz5tp7IRcX+aTrysUsBkbMdvqKJ8SxoRXZYEOo+eFJnInSAFnX1yA7po6TA+ZkJKrRbofZsD0Ij2rafWcepMvOIdMzNxM/Ha5M4VEM2JOgAGMEHPaZy0tjrozrE8s+Fo2kcL0RSP6X+MXt4y1Cs3RgumLTDkKRZkOqirf+lBWoeOXy6lwTZy2840YfeJ5QEJh+v1DyPqX+4IWYpaTLRj8MZNIPPHXYyh45C6fhBj3vMm/HUPeN+521C0LH2zGRgw/y3xXU4ccpK5h+q7UZQaU3eDSxNWlBl5JtpRcLYabOOwsuVqkFRlcyc9+Rsy6rqvDpRaXSVGSkAjbxBBPu0vJ9c2sbe40wtJvgqpAGzMVFVYCYlKAcTFD5EXMdMUOxZC74pZxASaO6XYjrD3tUBbr2Oio6YtMAigoCSaP1yP/rr0+CTEnQe1suwnJ1eU87Wuu1cSLHpxr7QhagM00djKmG0eZFVtjl08CzGbs4rVlprEr7AKMLJ8SimKuYhDTxNOKDdBe69K40gpD0470Ij10VzMmRYk0EYMX3mdjzdUFNciq2uyT9mXuMqLLwdM5+nE9Sm+qQ6ouOkvNrDTErABz2l0VpTpe3Rl5qVbUTu+VDkoM3vwBPEeQ98spSnSYOMFpe4kWtMRNPgfpP+DY3yXEE5FRSdzcD4F/gyzT4qYsha8Qs+OL+QAEOTIi29PtRvT+yUW7VSDdi5RKg3Ah0MUkXlp72qEoY8KAyedxUiQpa/VQ1uoZDjpH/1AUo51Nv3+IncSTdVrWd8T1NZA+LztR7p7ilP6gE5Jd44IG7JJkzM2JkN85OjWxSgf81VU5OalKi8V5gt5KJJcLhE+MpIviHu/sF5nWoZ06x2a5w9ccqJ+XDJL04rfmuWskRN6YwCkZ2LilKcYPm1puQN9xvjkxKS0TqeUGXjv4dGmuv4XRtB1QVa1yeywA0bIz3hvt5iHYv8UfnvfWfewna7MRNpMJCm44vbeyLRH0icWsAHNCVe2oO9NlgryU8YGFuv+szUbYOkzsZBgqpFQaUPCPjD/PmfcRh2e4YypIqTQwCwFOWRpJYiKbamE+Uo+8z9ZBsdq/vlWs1iP7ofsxe9GhnYUgQpGeWwCX2oheWPDpPOWGGmge/hxmmzvZyslhLnQLpUEPTV0d5tocPrAAS2rEClR51+IbSwAAN+NJREFUWgw3CkmkfTq3QOtIaWFSWaiECDLyhhHWZiMGf7ff9R19ri7qcsJiXoABRNHJEIP3Eg/7/hItLUbYutqhKBVPtk6pFE9ijsMFZbEbpgI4FgJ37IW1j0nudEe3468AAxghplitBy0NzZJIVluOqbePcKicynxvy4aasJsNSSgNeqSsAKIAX5BWbED59XWYHjQhJU8LtSMK0txtxPSACSn5Wo816NRlBmRv3ImRU+8BoDBy6j3I84p9zmmcvsgh8PXRfxsJ2DpMgu8oLsDCATLkm9DBgpl+bCbiJXaYoHR81J5UZUuLEYPOZOtjjE+G1K64TRaYDEk7p0iOqqDANMGVxauyTFSyJZnGuRYIMTOAucv1UTv9FqImRIFJkRNi7M2EyDGvqKoMKPy0i6mA6+dKqeKXhpg8zhF0pVpBR5EUSVwmfhrkeCLaxLUBEQEE9BKxzTlUtsqArK/ci7mWDiRXl0O2qhZLc/ANZCeSL577PIJnI02K7tMpbMZGzF4kog79oU/zI4yeHNN2ss+53wfRx2Jh3f6aELngmilpAJPdLt/WiLEeJTfvZQM0BGb9pXnePGEdcFVVFoxpzn2n24zo/wMzV0ycrEfBZ/ZCFaAlRjCPEPtZS5KP7BqKMi3Mh4nviHbX/5FjnycREJnvE088gbKyMshkMmzYsAENDQ0ej/3jH/+I66+/HtnZ2UhNTcXWrVvxzjvvBNzgSENRzmfOVrgrpU6ADCxx+mRWAsxdRnS8ux8jjYfQ8e5+mLsiy1SdUmFAznW7RbVWVRWTapG29Urk3VMXVakVinW1SL/7UyELyw8VnFGHU4cP4dJz+2FtjF4G8kjB0s9fvFr7PH/HykI+Kbei0DVPTLcZMfT+G5huE/apwH/bHZ65wtpsxOAL+2E+egiDL+z3icVeWWNA3ufqoN56JfI+G33mQyAAAfbqq6/iq1/9Kr797W/j7Nmz2LFjB2666Sb09PS4Pb6+vh7XX3893nrrLZw+fRrXXHMNbrnlFpw9ezboxkcC7Evc5vtLlJcRg7k0NpgxfAFZWHJ6MDqFs6rKgOybdkeV8Ao3bOeaMPHqX2A738j//eNGjL/+Z9g+bvRwppucuChmIA81zF1G9B95U7AYI8u+KAs9f8epWgOKb9mLzLU7UHzLXrYw7ZQj8Gj8zCH0/mmfQIiR1SgUJeGZK2ydQnOgL1DWGJD9yd1RKbwAgKJpL6ErBLZs2YL169fjySefZH+rqanBbbfdhscee8yna+j1etx55534zne+43b/3Nwc5uZctpWpqSkUFRVB+8h/QyqTOVruOl6gwRI6bjCZ7vwLid6GdyNrk5El3FRVGwTmOh67s8C85X57us0RQl6oYz8QAZuGyLUEphhBNBdnn5tRYe4yYrTlOKZ6mtiPoXxXHcP8ES4TooeiiO6OFeznFP4U7iPP5ZgQSZNtAjGeuD4xwiwr3CauFWiIlhcTou1MM0Z/9TzrX8v64h4o1ug5+WyMcMp+6H4oiIAMJyvJsIOVBHY7cu5n8r4oIjGemyhPEaZIMomeOzbF9nnbDqcJ0dxlRKejqgNoO8purHOZxSWO/C4nU4zWc2ShJ7aZwQ/fwPjZQ6zgyNiwAzk7d/OOnWo3uszipM/R23242yLznrXZiMEXXc/pV0CGH/OeYL/j76XZWZh+9C2YzWakpqb6dl8f4JcPbH5+HqdPn8YjjzzC+33Xrl04cuSIT9ew2+2Ynp5GRkaGx2Mee+wxPProo/40zXdEKMSTS7gJCOcfSmzCJwYpRTPCixtCXnT7XpZain+w520BlZSIACMx1XGB9QcAQEpJDTJqt0BVZhBS94i0gWmH+78BcR+Y31RS3CaQ/gHRCs2kD9VzvwmEnbcaKaESYATmmrl5axLMNXdAWWvAXHMHX7Nq6YCyihRgFJQ1BjbqUKZ1+EjswfmUIPLuvIJ7LcKn509VdYomJ3X+tQQ0VoMdSHHkcNESIKViFVIqHNu8b4logmN7qp1JqFeW6JCiMzAlUs64/EjKYq3g3JQqAxu84a3KNQlLC8PkIy/TQSXCTK+sMSDvs3VMQFOZlvHjRzFJr6/wS4CNjo5iaWkJOTk5vN9zcnIwNDTk0zV++tOfwmq14jOf+YzHY775zW/i4YcfZredGhgX3LLa0arehhJkCLm1x+RegIUJpD8gWZ0VZxyIIiRXajH9wSGHEHOxisgqtJj+0D3bCAml3rAiyhP5A5LGSsxM6A1T7Ub0vulYZJ5xLTLJen/BZkA4I5wliUkYb3gPXBYiMZO5ssYQ8rnS0mx00PgtT2mrgKIQyUg3mqYFv7nDyy+/jP/6r//Cm2++CY1G4/G45ORkJCcnC363tjUhddV6fkmVY0xJlZX+4SmLdRg/xV/JRRKuXBfH/QtWjl9vJUCxRo+sh/Zgrq0DMq2WZRVRrNYj+/N1mG0zQVahhWKV3jPb7WUIdZkBJZ/cC2u/CcrC4GigrL3uF5ne6v35A+7c56wFyGUhiqTP19JM0vhFfh72S4BlZWVBKpUKtK3h4WGBVkbi1VdfxQMPPIDXXnsNO3fu9L+lAIb+8AIkiUluS6qsdAGWUsFZyRVpedoXa7Yo0kHtIVclWKjLDCi9icMcHyLta8rkavtKqwUWaSjW6KFYo8fM2SaM/+HPjMBarYdiFfMvDvdwEmFzzZYMt2E7VIU6j/lfJJRFQnNhqMGb++BMiuewEEUQM0RgyHLMw34JsKSkJGzYsAEHDhzA7bffzv5+4MAB7N692+N5L7/8Mvbu3YuXX34ZN998c+CtBeUIjCDKapfyS6pMtzS67MLVBkFemBhoypEv4bAVi74QP0uO+HgZj1RSqioDVFVMQIgzoEOSkITRY++xZgvc5oqA4p4LuMn7cuNr89hGmvLoD/D2PJ58YlMmI3r+zKwmx87Wo+g2N/lyASV6uGkI4QsRPCtPKyHfK5nb5TnnShDEIXj2AKOIvPl9HO2wXWjEyNPPMSViPmyA5sE6Yb08QZ4Y529/6NL8QDA+MMG5fpTzoAUfl8ix3HH5N8e4PFeP4lv3IlVrIAImiHMljC+r6Pa9sPa6zIVu2+/hvr6AnPsyduyEfXEBilLGr8WY9Lz7xLzNOb40WF7Gp/Ej5+FIwG8T4sMPP4x7770XGzduxNatW/HUU0+hp6cHDz30EADGf9Xf34/f/va3ABjhdd999+EXv/gFrrjiClZ7k8vlUKvVft6dZqP6uGW1uULG0mLE4Mv8is1iL5IEN1rHfMS7XXk5MN1mRO8f9xErMUd4bK+JJ8CiGaTJxdZritNpBQl3JWJWesHXUMPaR5gC+3yvFM6aC8OU28uWk3LOfZy5abrFiMGXuHNfeOYubuBI3j17MdPpmoe5sQmR0Mb8FmB33nknxsbG8L3vfQ+Dg4MwGAx46623UFJSAgAYHBzk5YT95je/weLiIr70pS/hS1/6Evv7nj178Nxzz/l179xPf47tFDLKzwmSRmim0+SXACPzJSJtV/YF/IAOvhlBURQ7villkQ5jHJNLLLU9UrB9zLBjOM2B3iCr0GH6oG9BG5c7pjqMsPS2Q1XENxMqC3UYOxuawI5wwNPc564yB/M7v1aipdmR4hMAt6s7v5fmRsb6ZmkxYuBlV2xC/t2+VYUIBgEFcXzxi1/EF7/4Rbf7SKF08ODBQG7hFsoKDnsBV1XlrHYUZcKKzaK8TQQUpVqYj3DO59qVQ0mZ4jlqW2ieELSRH9CRuXUn6MUFhhBYS5AZe+gndxfmHRqEKcCbCdG5X1XJMbkUMSYX8TwX8euKN4o4lQwF495HUJWYfADXxYRmWf9NVp4w83EjRp55jjEHfsCYA1lflofnUdXoQdXVYdbkDIfXC6mkROih/EmtEEA0hcOP68DLJ+tHGL0nTJmM6PmLy0xYtNtlek+pNCBr806YW89CKleAljDpEv5UXBDPUxVpWBBTDGnSoxKSBLUSAbC/+Wxh4jyAO7+XMwXAHQdpVAqwaAbDTr/XterwU41V1QjZ7aMNKRUGFN7BYbHnRjiFmaU81AhlhFa4YW00YsZkgkynhdIQfrMcaQ6cPnYCs23tkFXooBC5v9Kgj0j7wglu3Tcx891UuxG2AIKABObrPhOPPWP0xHsAgAXzGHrf2Mf4Z6N8nJJzn1uNjEZQFiZSSMo51Hqk8hAJBqKYFWA8tnfiBXhSsX1FONntQwV24l8ByYixAGujEZeeY5gqphrqoamrg9Kgh9XYiNn2dsh0upALDVmFDlMfucyBM8ZGzEgkmPrIoY3FuJDyBEHSPhGY5AQ372rsTD2Kd+/1WYgJzNccM6G1t11wvK03NorNknOfoFYi8RuVkIiRt97kmRi9XV+gINCuffl372UC4Er9Vx4CQUwKMDIPLP/ulZ8HFsfyYsZkcssVOLzfIdTqG6DZW+eTn8pXKFbpoXmQqRi9MDKKmeYWXnBGrAuw6TZXGRGu4BHUffMQmCTIu+r1PdgiVWtA0e69sPWZoCjU8q7PhsNzEIv+WYGwccQCOC1MVEIiJurf9zvoQ0xBUFUbwm425CImBRiZB2br4ucfiJYnCaEfy1c/ES8yx93L9eLzEnVdebOvu+El87jN3RWMZueHzd8feii/fAmAW042dlPMJ0a2yQ7Iy7WYanCsXO2M6WSmjS/U5tpMwsKPIoPEa0Q9DShr9FDWMJreTGOTKzijXMvjIhR7Vm9h57xn93asP+VURPxYU+2uMiLjp+pReIfLRKcoI+q+lWj5lF2Oa5E0TYoSLa9auTfwKJyI37Ou2Mmkpzjh8IOxQrdUx9PIRKcVb/RQIZqS3M17PGHDakqroKpehZG/v0H4szqgqmbSZHgUVYSwinSovBhiUoC5ywOLVvC0xeNMbTCnELO0OsygJR4EWxxRA2WtATl7OMERjnpZU4fqXUJFG75x6KyQTN4/VuGujIhTIPCS9kkfLwcpFY4gIOdxIUgfceZXzk+O8bW7HhNoCujzIHRjEZ78WRZBOH70WrhiUoAJciGitHMBD9pilQGWViP6X3UUsjvuKGQXF2JRDWWtgdGwHCtmpd6AnPv5QiWci1NecEYUrYIDgaJEh4mTfO2JC1+De1IqDCHjBOX63li2Zw6rhlVE6MYiPAW8CYI/opjpKCYFGBB8oEak4ElbFAi27vCHnDrBlmUp0sX0BxgNUOoNEdGGrMZGzJraIdOGJljE2sREVMq1y7MATKk0oOAOV3Vt7jicbmMsE8riyI5P0vem0tYgKS2L1QJpCrz0lXDV7ook3M2jYpGG0Qa/64EtB6ampqBWq/n1wMTgh03Zm0vMP4oV9z8zEZMObdEhpKwtLg0MtB0Fd3I0MH98GH60j6KB4Y/ewtiR98B0Eo3CT0fADBJELpRoLpE334LE8z5ajPLJH5+FF/9lKPwb1kYjLj3vquWUs6dO4Gvj3cbL+LE1GTH4Ow+1oQT+MRG6NJF8MvJavuaXTV80ov9113fh1kwXphlrus3Imgjd3ZummPaxQleMNcaPPDDLRU5ENbGIDVcOmbfvztps9N3C5cP7iIp6YHEEBneROaoqAwru3CsQbOHEdJvRIbwAR0IIbD2xbQa5HDBj4iePzna4CRbxA7YOYXXeaClJJOYbCzdSKgwo/LRnrdDqiJgkC1IGA0urEf2/57gS7nTvSrC0RpaiyZ1mFmmaKF8QF2A+IFwvzknOGykwkwPFCcGjoXAwZnNDmr1NGP4cG0fwkGu1TLCIY2KXlQdn0lGUa2E+zDGFRZGJyJtvLNxw53ubbjOiz6EVTpysR8EdQtLpQCEQ2F18V4Kl1QjzmeOwXmzkB4JFWIC4pYmKAiG24gVYsMJn9L23mKJxoJbtxfFMDEF8OIoSHcZP1rNCLHPrTqRUGHimk/FT9aJmRX+OjcM3OBk+5B6iC5V6RwRkhwmycscxQZjRlDUG5N1bB1uHCYpyR3XeKIHTNzbTbYKixHMEoj8IdsElEDI9oSOdVpToMHHcfUS1pdWIgVf3uQ72kDYUCQhoopahDe6wogWYL6sGMR+XpcXoEF4Aa3IL0YvzlZ6RZ2I44YhW5Hw8Xs3enGurSMd5JRM1J6j23Os5oMSfY32CnyXUQwVBzozYseQPnIMFZSm88E2SF7Y2ufxbU4fqkcv1b3HfHZcdxh1dGNff5E240YCy2uASXP6cGyC8+XK4902pMrACwm1z/Bgj0xf5+WaBaE/yEh3A1QqLtV7bIMabyAXpSlBWuyJZrbzaX84LhyZtyN/3vBw0Ub5gRQuwYFcNzPmEyS1CL87Syqwa5yf4+Si2blNQWlhKpUHwAQvMNpxCfNMXOavXSoPosZGAs18UJdFjhw8GpH9rxhScfytQsDXwopT/M1CEQnsSREyGuOQP15XAlSuKMh0mOdqZskoP9botIRn3YpYpd/vESlgtJ1a0AAtk1cB9ea7zGSGWsWNnRF4cV+si81HC4RPw9IFyI8K4tv9wfsxi8NXhHUuQa7Uwc/xb8jAmQ1ubjYzZkCijEQs18AJFqBZc7hZ+4Yaqish3rTL4pX16gphlSmxfNKYurUwB5qRMcTcARODu5YmuOsJkbiFXjcqKGiSlZ0FRInwGr03w0VTJpdVh20Fy0jlWr24/5iBCeMXCiHntIfrF2m0S999wTWOCXUR4OM8uKN5e0T71c4JRVRH+qCqDsJyLLxAbCDQhpA7zhdRMB1kiw0Up5LWUCXeX75VkvDff9wpIohcSLLiCWPD4Zd4OUbi7X4FePo5FMcuU231VBj55up9CzNJihLW9xa9zfIWfVXpiD6pqAzQ37vap0z29WF/PDxUUpTq2DaDtSFu7BZpduyOubShK+O0Ih7nQcpHRqiZOHkL/7/fB0mr03B6iX6LFDh8slDUGZN+8O6yh7O4KtTrB1Mxz9evC+CgsLZ7fQ6whpdKAnJ27Y67at6XViOG33xD9JgKBoszzd+Run5MOb/L4IQy8ss+vseE813zqaEifwYmVqYEFiGhxVApyxJbpw0upNKDgHzl1x8LQDn8YSQQO7xg3H0YSijLPhVqdNfDGP3oPc/29sLY2wdraiLx79galscThHSwfKmF9sLR65lANFmL+LHf7hrmkvwDMZ477vKC3uQtECSHiAoyDaHJU8kwHy8iVwpoLw9QGRakOEyd8z/vx5PCOQxzKGgPyPlsnGqgx19/r+IuJuOVW240j9BDwod65lzWJezLlhQpeS6Jw9rF0eA5YLzbC0mL0aX50ncsw/4Qal58A89KHyyE4BL6DIP0qHu8TzMlu2hBIfpqFE9Xo7OuCzzi0PDc+Pr+e3Y9jhWH0nk+mBE4xzp9uwubZiD4iWCJS8OQzYicmmhIMBqZUvJ8Rt45n5/lHPE2y3tILxOjG4MdYC2caRojHIml94Pp0yQjEgKxBIZq/VNUGKCv1TDI14FdEt5N43dreCvOpw6FpEAcr3gcWR3gg8F1d9G4XZ885wfd3qaoMy+LjCwecwRLmo4cw+OJ+WJtjw5ckL9MxwsuRyOZrxK3APxICf42l1Yjhd12+n0DGWlD3v+i4f5jvI+bTdQagpW3ZEVLzYaBQr9/C/BGAQFVVG5C18+awtOvy08AiCJ9WplEGX1e6bn1XXrSwcDLw83wJy2j6JYMlooln0NJsdJTOEPYRt7SGP+ZzT+WCAm4jmSrxmb0BjbWA739RnDgglHD6dK3d7qOkI001J4ZoLWEV18DChHCsTMMNf1a6gtWjD/lpgZzjU7tbA4+SCjUURERftPAMWpqNGHxpPyaPHcLgS+77KJCI21BHhroj8w3XuHF7fzfCMpxQVRmgucE/64OlxRGdGOFxvhwR2d6w4jWwYPIXgkEwK1OvPjHezsDbSMLd5CEaESjmu/L1nBCUgOA7vCmMHXyHuR/3fXvxuVCifi0R/xhxXUaTqcNMlwly50o1Er5UL0lKM2QYPadIoej48uYzJlfmnHEgSpfmobmKUoIb0DFO/B1rgcJtUJGzraHyRQdxHV6F92PLQ+zrbAc5ry7HXLuiBdhyvmxe5E4U5izxKJkcE4KAWNSPiEBfEQ6ziMvhzQQhzA0NYOCVfcv2cfN4C6ME/hYpZBlpfJiMXMEh/reLDCPnpUpwhFWkzGnhEJaeQuUDgduFcZBj3F/B425eBbAsc+2KFmCheNnLpcGFE+78DD5FBEYpnA7vsYPvYG5oAAAdso97pcBT+XhAyH0nYKQJ02TkLozcOQ5D4Xdyt0jzBe6EJXstP4WQWKh8IPBU4T1QBLLIdzevOr+5SLPVr2gfWLD2+WAy0NmXDHBecmCgKc///ALF/HNnKnTuU1U7bPLVBva3sP4L8lmdbAUAkHn1DeB+SKLvmyb+cbuJ9v2frw9gaW7EyFtvwtLcKP6Qgf7zof0pVYwPI6XKwP5mbWaE1eTxQxh4eR8szUa3OUjBwl2TrW4nQk4U4kVjwONKEPEaqmu96ps/29MzWt341Pxh3HCabNnoxCCFhHthJA538+pyseSsaAEW7MsO5OU6Ec20R+Fum6XViOF3Qk+B4+4+A6/sw+QJZoEBIKQfd6hgaTFi8KV9ogEUywV3wipSY9ctbZFDY/FHWLhDMN9uKK8lRtsECMewr0IsVMEUgbxrd/NqqAWrr1jRJkQgOAblYNR1Mef2ckNAVRXCtnkyC4UD7ibfaIuSAoAZop3cAIrlhjv6tEiFTHPJtpUOk/XwO28ITVEBjB9BMEgQQjjYaykr9QCYXCryWcLNuOEN5LsGgOG33/DqMnE3ry4HW/2KF2DBIJgPWeA7izLeo3A5xUOdFyQGX9gKosGH6W8ARSQhoE9zBk34OBkFm+voHIdOc6y/wsJTgEQoF2mBXovLZwjaziYDW1qJkk0hErSBwvmuoyXC0R9QNE1H2dQqxNTUFNRqNbSP/DekMtlyN8cruAMBtN39QIiCXg9H9V1WA3MgWKe1L/fztMDw6T34ghCETzMTfXg0Gm4QBgCPhQpZhOi9u+3fkEXteRYWznHL1fZB20Ou7fvqY+YKJO79h99+A5MnDrGLubQtO6Ao1Qr6DIDn5w0nNRaB4bffwORxfns1N+4OybWXZmdh+tG3YDabkZqaGpJrAnENLCzwJfrR06CPwz+IaZLhCDkOFMGaVzxV0CUjBgG4VtB3h3cF7ck3FOy49tU6EElt3xPEWOPdaVduzd5+JjKHC6GOcIwEVnQQx3LBm2OUjW70w3EbKwhl9GWwiOZAGn/gFFJspCAnCIQ3IToRZOCCr0wPZP9KEhMjOq6j4f2KRWy64zP0FtSxnFiuQIxgENfAwgBvvrNoWDmGC6F0ngeLaOVv8xdiFXTJIAwAQfW9P34Qsn8jHZAQzmAkX+HNh0Vqk4FUiQ+VD9eXay1HIEYwiAswNwjFoBEbCNGiqgdDaeMJSmJSW+6ik+R7COjdBuMzCrCPuSZDt4VWHW0iJ0SA8Kf42XZ/za7O/pVJpUhKV2NkqJs9X7N+A5QqeWAd4Cs2bmL+icDa2YbZvh7ICouhLKsI7f03bEJBRhpm+3shKyjy7fobNjH/PMDZXkliIuZOHYGakgCD3VBnpPl0fWtnG2b7eyArcD2vtbMNc0ff9/tavsIOYHJ2HrNLSyG7pi+4rIM4PPF5hcTx79O9Pa/C4j6yAOAQFp6ElK/vNqSRiwEIMK5fC7Qd+XcTjv4wRrX6O/4pALt1Rbi6JB+JUinohQXQSwugpImgEhPD00g/QC8sYMlmYbelCtWytIteWAC9uAAqQbxfyPZyIUlOhkSm8Hofd89rn7XBPjfn17X8xcLSEg52D+DN9l7B8IwHcYQYnkwlkXL8izmqw1lOfKVDzATmU3CNyPmRCslfzvw2f82uu3VFuKmiBOkZmaASkyIaNecLFqenYFe4Fr0SuRKSpCTY5+cgSUqGJDk57G2wz81h0TwBgGlHgjrd433J9nIhdp6n8yVyJRJSUjht8P1afoEG6IV53JTECOc32nu9nBAaXLYCjDeZwcVgHjHzHvdDJ5Yry53cGGkErG26mSzFhJQv75Y/LgDzmePB5cgEoCkJ2lmiDZvG5Q6++kHkCVJcXZKP9IxMSBXKCLTMf0jlCthnbOy2RCplJ3L7jA2JGVmQysJr5lyy8jUqenEREqXK7bFkexNUqaBpGpLkZJ/aSZ4vlcshSUiEJCERlFQK+9ycz9fyG4mJSAdwdckC3u4ciIg58bKNQmQjmEABoDF3aSBq6IiiOVIp1AiESkcMolVufYiyco0LBtaLjazmFWp+QE+IlWgwdXISEqVSRvPyE0uzM1gwT2BpdiYMLXPdwz43iwRVKqTKFCRmZIHmRmsCPLNauCBJlhHbnjUfqUzOCFVHexNS1UhUp/kscMjzuedJZXK/rhUIqERmTKTJ/B8TgeCy1cCck8TYwXcwd2kATDn16KAj8jdSKZYRam3TmwnMm3ahqjZAWamH9WIj8wOHH9Cb9hZKE2MsRIOxq18/zYZLszNYGB9l/rZaQKtSQdN2SJJlIZtcufcAwJvMuRpRJEyIUpkcyMjyWfuRyuRB9UOw5/sD5yKBfXeOsRApzeiyFWCAq+Ah12kdLdpONJUTDyfCQaUT7OSvXr+FEWB+8APGIg3PcsE+N8vbXrRMAXAIlhCZ9Mh72OfmXBO7H8IkVIikUIkUyIUIMrJAJURWpFzWAgyIklwhbyvYqI8TDRx+aZsRChDwNCbEBGM0sX5EOyTJMoFfyAmnoAn1Pbia1oOfuwfVtQb8+/e+H/R9PEGgmUQYJ48cxt5//DQON7UiVa0Oyz3cLhLiAizyiAVzDRD9ofWBti8atU0uwakv7NzRktsXC+BqQRRFsRoYEDqTnpim9fOn9yEhjKH07jQTqUyOJ376E3zw9tt4/cD7Pl0jGAG4duMmfHj2Y6T4EbL+7a/+K6anpvD4vud8Ol5skRApxAVYjEAstD4aBNtKDP33VDrdnZ8rKjR5L4gGZn4nuCY1KikpLCY9T2Y7dXp6yO7hDp7Ml77CkwD0B4lJScjSaPw6x1+4WyTYFxfCek8SMRuF6Ctf20qBJ861UEfxhbp9sQzSLGg+e1y0QncwhQbDPZ6DqS4ebkQiOo6Lujtux/985z/Z7Ru2bMTTj/8C//nwV7GlUovrN23Aay/8jt3f39uDVQW5+Pubb+Bzt34KG8pLcNs1n8DJI4fZY9549RVsq6kE4Io6PHjwIDZt2gRJcjLeePUVPPmzn6K1qRGrCnKxqiAXb7z6itv2/ef/9zV8/etfx9NPP41du3Zh+2oDHv3Gv2Fhfp49Zn5uDo/957dx1Wo9NpSX4L7bboXx3Fl2/8kjh7GqIBdTZjOvfYcPfohbr9qBzRXleOizd2Pk0iUAwBM//Qn+/Nrv8eE7b7PtO3nkMBbm5/HDb38T16xbjQ3lJbhhy0Y888vH2ftE+t2RiEkBFs0fY1hAeQitpzwwgnNLokcIAYf+eyvnTlR3juTChQzJB42wCOlIjOdIpgEEgg/ffQf/893v4MN331mW+z//m19Dv3oNXnvnPdy553784Jv/jo72Nt4xP/3+97DnCw/htXcOYO3GTfiXuj2YHB8XXMsZyi5JlrPbN966G3u+8BB0VVX48OzH+PDsx7jxVg+lSiRSnDx5Ep2dnXjyySfx2C8exwdvv4Unf/ZT9pCf/fD7eO+tv+EHP38cv3/7XRSVluILn70b5okJ99cEMDMzg+d+/SQee/yXeO6Pb2Cwvw//+/1HAQD3P/RF3HDLrdh+zTVs+9Zu3IQX9z2Dg+++i//99VP4S/0hPPbLXyG/qMinPo3EtxqTJsTL0WHuyUQVKd+LNzNlOEL/SRNexo6dGG94TxDpFy7TmLtqtWR0YigQ7vFsaTFiYXwsanMLP3z3Hfxr3R5IpVK88MxTeHz/87hm1w1BX9cfP9KOa6/DXffXAQAe+NKX8bunf4NTR46gXOfiC7zz7rtw7XXXQSqT4z8e+x8c+vBD/PGVl7D3i18WXE8qk0OqdCV3y+RyKJRKSKUJXk17lFSKxKQk/NePfgxlWhr0MjlGRkbx0x98D1/+xr9jdnYGr/72efzg/36BHddeBwD4r5/8FDdesQl/fOUl1P3zl9xed3FhAd/50Y9RVFoKALj7/r349c9/BgBQKJVIlskwPz/Pa99gfz9KysqwfvMWUBSF/ELfhJe1s4337eZ++nM+necvYlKAXa4Oc09lvEPpe3EnqHz1b4U6GIOc2K1tzW61iHCGr5N9Hg4/VyjGs0/8jwCUlTVQr9sSVQu+E4cPQyqVYmlpCVKpFCePHAlagLnLNUtI9RyNV1lbw/5NURSysjUYG3Oc70h21ldVMdfMyEKCTA79mjXoaGtzez1f2+hJwFbV6pGam8dur9mwETarFUMD/ZiemsbiwgLWbXIRAicmJsKwdp1oe+RyOSu8ACA7Jwfjo6MejweA3Z+5E/901524Zcd2bL/mGly183psu+pqr88229/D+1Znuju9nhMIYtKEGCmmgljxswXje+HCkz9tufxbpAlPWVEj0CIibRoLVV+T1wxmPIuZIMn+SUzP8nr9SI/7zdu3s8JraWkJm7ZtC/qa7nLNxFg/EhL4UYkURYG2M6wd9DyfrYPL3kFRjJ1eIpGA5EVfXPAc0OAUsEtWC/O/j4wkFEUxpAuceztB07TgNy4EkZcUJWgzidpVq/H2sRP48r99A3Ozs/j6Q/+Ehz//gNd2ygqKed+qvKTM6zmBICY1MCD8oe8rJjGVGM9i5jZPpiy3ycYR8K+50y5lBcW87dn+HhclWAxr48GM52D5H7lYjnF/za4b8Pj+53HyyBFs2rYtJOZDd7lmgeaYUUlMeLjRaMT69eshSU7G4uIimj7+GHfXMWbH9MxMWC0W2GxWKBy8kK2NjbzrJCYmYcm+5GiLeKRia1MTZmdmIJMzv50/cxoKpRI5eflQp6cjMSkJZ06cwM23FwIAFhYW0Hj+PO79/Of9fj4nEiQSLM7NYml2htcWVUoKbtx9G27cfRuuv/lTeMjhaxOL5lSWVfC+XXmpLuB2ibY5LFcNE0bf+yuUuuqICJJY9LN58wV5m5w8TXbLGSJOTuzcbUuL0eETY1alGTt2Rv07CgfEhJQ7P55YXls4x72YyeyaXTeERHA5IZXJQatSQ5JjJnWc99rrf0BZjR5avR6/e+opTJkncftddwMAVq9bD5lcjsd/9BjuqXsAF86dxZuvvcq7Tn5REfp7etBiNCIrIx1J8/NISkpy27aFhXl85+sP4wtf+SoG+vrwxE9/grvr9kIikUChUOLOe/fgZz/4HtRpacgrKMC+J36F2dkZ3H7XPQE949LsDHIzM3Dko4NoO3MKWaXlUGdr8PL+fcjOyUGVXg8JJcG7f/0LsjQapHhJjrZ2tvHmoqXZWdHjA0VMCTDzqaMwnzoSkVVhrPnZfFk5e5ucxARVNCZ7k89jFzHZBIJoypsSg6/8j76MkXCN+1DkNvmLhFS1XzlmXAHrDl/7j//Ec08/heZGI4pKSvD4vueRnpEJgMkte+yXv8LPvv89vP7iC7jiyh3454e/jke/8XX2/Os/eTPef+tv2PuZT2PabMaj//MT3HLLLW7btuXKHSgpK8P9/3A75ufncNPu2/DFh13X+uq3vg07bce3/vXLsFqt0K9eg9+8+DLUaWkB9ZV9bha33XYbTp8+jT179sBms2Hfa3+AQqnEvl/9P3R3dkAqlUK/Zi2e+N2LkEg8e5/ohQUM/+0PmOzpZcdZuDSwmCpoCQCgJEjbsgOaGz2EoIYQvKKTUTyBAcyqevL4IXYyd9dHZLHCjB07YV+Yj/oJ2hPCWXw0UoVNIwlfxgjg+7jPV8rx7e3roCkogCRBnNliwTzBM+lJlSlIVKcF/Cyhhhj5b39vD268YjNee+c9VBvCPwb8ZcQIBcSe35dznYKfSkjAkKkN/7T3AXR3dbLjLPPqG+IFLSPt54hGrcMTfFk5c1fqksREtyHpsQZlpR6gEPLIOk91wWIBnjRHX7WrcIz7cNAOhZJvMFj2jFCDXlrCgnkiYlyKgZIck5p1gjodlDQxYikbMSXA1Bu3QamrivhEEgumJHdmJHftdk5Ow2+/EXM+Pi5IDUm9bktIr89O9g4464IFyrIRqfHjzUyorNQDYBj3g30WbNjk/QQHQs0CH2qTZDTw+gFOoTwHemEeS1ZLxMytQGCM+QLBPz8PKjERmps/DfOZ0+xcFPeBAcjaeTOkMvf26VCBnGwiEZUVqgmODHAIJGAj2uHsq4XxsbAKYE91wQINcY+UpuvJzykQ+Ov9F/jksxRkpAHb1/l8fihLioRaYxITsAVFxbjQPxTwtX2FUyh/9z//g/f7cmuDYhAIfkdQirKsAhpNYfjvH/Y7xBDc5dOEO88oXDRC3todqVy6UILbV9aLjWE3U7CTfBD3iHSemqeK1KFoB3mN2f7eoNoaTFVmf6oc+4pI8fp5em5SKDuxXNqgLyArQEe6rTGlgTnhFCySxKSQBiG4+8jDral4iwwMVDvz1ScWrYLL3XOTfaWsrEFielbYgmxCkT4QaU03nJRj5DVkBb7RCrlDsCbA5SpMGSzEnlugzcjkkCqUUf9sXM060mz0MSfAWDMGKAA0QFEhM824+8jDnQMlNrH4an7y5OuK9vIenuDpucm+CiZww9eFQbBCfjneQ7gox8hryMt0oEGzzBD+IBQmwFisciz23LEqlHmgadCgsRSh4PaYE2BkdBhoOmQ+EE8feTg1FbGJxZekUjEhF80alidYWowYO/iOIzmZ/9yhEgaR9ktFy3sIRTu41xixzWFyZg4pE+NQqNMAidRnhhaKpG5KSPB59W6fm4N9fg6SpOSoNq+5g7fnphIS2KrGkdZmggINLM3aMGOexPjEJEZn5ryfEwLEnABzRYe5NLBQmmaWY7LxdE9fzD6xyBjiCe60a3fMEsE+n6DO15njgsCdaI86XQ6Q/bJE0/jpSSM+U1WK2mwbEiQS0AsLoJcWQEkTQXmpesw7dmFU9FjuOUs2Tj6ZQuX1PtGGQJ47oGtHsF/sC/OYM0/i5KlT+PWTTyLxulsi8u3EnAAjc5nsCwsxZyLzFb5oHLxw7xiKJnQHvnZNITknH5lX3xB2s62zRIpYyZbLHZ601onZeTx1/iJUSYmgejsw8tYf2X7V3PxpKMsqvF/cD4wdeh9T50+zi4/UNRuReeW1Ib1HrMLa2Ybhv/0h6P63drZhtr8HsoJin88faXgP/Q0fwjw5ARoU0iK0kI45AQZEj0kmEuAFMHC2lwPh1kxIweJJeAXbDu7CYGF8lCnT4jBJT104s2I0WjH424dimj4NYHp+AcNnT2Oyp5ej2Z4OeSi1RZ6KAQfDA2g78q+4BnNW/6MYVyKGz5zyu//F0ob8YaCxKNSYnBiPeFpOQGH0TzzxBMrKyiCTybBhwwY0NDSIHv/RRx9hw4YNkMlkKC8vx69//euAGns5wluYPTuxAGEN045E1WBfQvtD1Q5VNVMWRb1+i8ufCmBxcjxqCz+GCoH0oSQxySvrv6cQfm9t8ad0i6ragIwdO5GckxcW8uZYKaHkDv72fyjThpYrLcdvDezVV1/FV7/6VTzxxBPYvn07fvOb3+Cmm25CU1MTiouLBcd3dnbik5/8JD7/+c/jhRdewOHDh/HFL34R2dnZ+PSnPx2Sh1jJ8ObjilSYdqR8bd6061C3w13CsrKiBokZ4QvPX04fGxskA2GQjNg5XNb/5Hz34fP+BtmQZkllpd4rQ4irLRLMDfVDVlAcsj6MhhJKwYwNf/s/1GlDnr5dS4sR1vYWv57FV/itgf3sZz/DAw88gAcffBA1NTX4+c9/jqKiIjz55JNuj//1r3+N4uJi/PznP0dNTQ0efPBB7N27F//7v/8bdONXOnwpBR+plU8gq+tYaQeZsKxevyXkRSudiIQm6+3ec5cGwBj+fAuAck10TGj03ECvx7Y7NVu/zZJg6Lq89Uk4E8MjnXROIhRjw5/+d/cthXo+cT6T+dTRoK7jCX5pYPPz8zh9+jQeeeQR3u+7du3CkSNH3J5z9OhR7Nq1i/fbDTfcgGeffRYLCwtIdBMpMzc3hzlO1VOz2QzAc6b6SoS1rQlDf3gBzrhkhbYSqWs2Ql6qE/CKyUt1bLmCcHGOyUt1yP305zDT3Ql5SZnbdkQC4WhHJJ+NWYlSrDnO2t4atlITnu/NCKIkTS4ydlzn9XnZ6ro8BN/2QK7rOodik6lD9a7CeW1fEOmx4Wnch3I+YZ8JzJgLefET2g/09/fTAOjDhw/zfv/hD39IV1ZWuj2noqKC/uEPf8j77fDhwzQAemBgwO053/3ud2nHE8f/xf/F/8X/xf+tkH8mk8kfkeMVAUUhUhQ/W5GmacFv3o5397sT3/zmN/Hwww+z25OTkygpKUFPT4+rLlgcAkxNTaGoqAi9vb0hrbmz0hDvJ98Q7yffEO8n7zCbzSguLkZGRkZIr+uXAMvKyoJUKsXQEJ+ZeXh4GDk5OW7Pyc3NdXt8QkICMjMz3Z6TnJyMZDcZ9mq1Oj5AfEBqamq8n3xAvJ98Q7yffEO8n7xDrJJzQNfz5+CkpCRs2LABBw4c4P1+4MABbNu2ze05W7duFRz/7rvvYuPGjW79X3HEEUccccThC/wWhw8//DCeeeYZ7Nu3D83Nzfja176Gnp4ePPTQQwAY8999993HHv/QQw+hu7sbDz/8MJqbm7Fv3z48++yz+PrXvx66p4gjjjjiiOOyg98+sDvvvBNjY2P43ve+h8HBQRgMBrz11lsoKSkBAAwODqKnp4c9vqysDG+99Ra+9rWv4Ve/+hXy8/Px+OOP+5UDlpycjO9+97tuzYpxuBDvJ98Q7yffEO8n3xDvJ+8IVx9RNB0h3vs44ogjjjjiCCHiFZnjiCOOOOKIScQFWBxxxBFHHDGJuACLI4444ogjJhEXYHHEEUccccQk4gIsjjjiiCOOmETUCLB4jTHf4E8//fGPf8T111+P7OxspKamYuvWrXjnnXci2Nrlgb9jyYnDhw8jISEBa9euDW8DowT+9tPc3By+/e1vo6SkBMnJydBqtdi3b1+EWrt88LefXnzxRaxZswYKhQJ5eXmoq6vD2NhYhFq7PKivr8ctt9yC/Px8UBSFN954w+s5IZnDQ8qsGCBeeeUVOjExkX766afppqYm+itf+QqtVCrp7u5ut8d3dHTQCoWC/spXvkI3NTXRTz/9NJ2YmEi//vrrEW55ZOFvP33lK1+h/+d//oc+ceIEffHiRfqb3/wmnZiYSJ85cybCLY8c/O0jJyYnJ+ny8nJ6165d9Jo1ayLT2GVEIP1066230lu2bKEPHDhAd3Z20sePHxcQe680+NtPDQ0NtEQioX/xi1/QHR0ddENDA63X6+nbbrstwi2PLN566y3629/+Nv2HP/yBBkD/6U9/Ej0+VHN4VAiwzZs30w899BDvt+rqavqRRx5xe/w3vvENurq6mvfbF77wBfqKK64IWxujAf72kzvU1tbSjz76aKibFjUItI/uvPNO+j/+4z/o7373u5eFAPO3n/7+97/TarWaHhsbi0Tzogb+9tNPfvITury8nPfb448/ThcWFoatjdEGXwRYqObwZTchOmuMkTXDAqkxdurUKSwsLIStrcuJQPqJhN1ux/T0dMgZoaMFgfbR/v37YTKZ8N3vfjfcTYwKBNJPf/7zn7Fx40b8+Mc/RkFBASorK/H1r38dMzMzkWjysiCQftq2bRv6+vrw1ltvgaZpXLp0Ca+//jpuvvnmSDQ5ZhCqOTygciqhxOjoKJaWlgRs9jk5OQIWeyeGhobcHr+4uIjR0VHk5eWFrb3LhUD6icRPf/pTWK1WfOYznwlHE5cdgfRRW1sbHnnkETQ0NCAhYdk/h4ggkH7q6OjAoUOHIJPJ8Kc//Qmjo6P44he/iPHx8RXrBwukn7Zt24YXX3wRd955J2ZnZ7G4uIhbb70Vv/zlLyPR5JhBqObwZdfAnAh3jbGVAn/7yYmXX34Z//Vf/4VXX30VGo0mXM2LCvjaR0tLS7jnnnvw6KOPorKyMlLNixr4M5bsdjsoisKLL76IzZs345Of/CR+9rOf4bnnnlvRWhjgXz81NTXhX//1X/Gd73wHp0+fxttvv43Ozk6W7DwOF0Ixhy/7kjNSNcZiHYH0kxOvvvoqHnjgAbz22mvYuXNnOJu5rPC3j6anp3Hq1CmcPXsWX/7ylwEwEzVN00hISMC7776La6+9NiJtjyQCGUt5eXkoKCjgFZStqakBTdPo6+tDRUVFWNu8HAiknx577DFs374d//Zv/wYAWL16NZRKJXbs2IEf/OAHK9I6FAhCNYcvuwYWrzHmGwLpJ4DRvO6//3689NJLK94O728fpaam4sKFCzh37hz776GHHkJVVRXOnTuHLVu2RKrpEUUgY2n79u0YGBiAxWJhf7t48SIkEgkKCwvD2t7lQiD9ZLPZBEUbpVIpAJeGEUcI53C/Qj7CBGeo6rPPPks3NTXRX/3qV2mlUkl3dXXRNE3TjzzyCH3vvfeyxztDML/2ta/RTU1N9LPPPntZhdH72k8vvfQSnZCQQP/qV7+iBwcH2X+Tk5PL9Qhhh799ROJyiUL0t5+mp6fpwsJC+o477qAbGxvpjz76iK6oqKAffPDB5XqEiMDfftq/fz+dkJBAP/HEE7TJZKIPHTpEb9y4kd68efNyPUJEMD09TZ89e5Y+e/YsDYD+2c9+Rp89e5ZNNwjXHB4VAoymafpXv/oVXVJSQiclJdHr16+nP/roI3bfnj176Kuuuop3/MGDB+l169bRSUlJdGlpKf3kk09GuMXLA3/66aqrrqIBCP7t2bMn8g2PIPwdS1xcLgKMpv3vp+bmZnrnzp20XC6nCwsL6Ycffpi22WwRbnXk4W8/Pf7443RtbS0tl8vpvLw8+rOf/Szd19cX4VZHFh9++KHoXBOuOTxeDyyOOOKII46YxLL7wOKII4444ogjEMQFWBxxxBFHHDGJuACLI4444ogjJhEXYHHEEUccccQk4gIsjjjiiCOOmERcgMURRxxxxBGTiAuwOOKII444YhJxARZHHHHEEUdMIi7A4ogjjjjiiEnEBVgcccQRRxwxibgAiyOOOOKIIybx/wN0HvH0wjCSkgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(new_grid.mean.cpu(), extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "multinterp-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "\n", + "from multinterp.unstructured._gpytorch import GaussianProcessRegression\n", + "\n", + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def function_1(x, y):\n", + " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_1(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/grids.py:99: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/torch/csrc/utils/tensor_new.cpp:274.)\n", + " self.grids = BACKEND_MODULES[backend].asarray(grids)\n", + "/home/alujan/micromamba/envs/multinterp-dev/lib/python3.12/site-packages/torch/nn/parallel/data_parallel.py:33: UserWarning: \n", + " There is an imbalance between your GPUs. You may want to exclude GPU 1 which\n", + " has less than 75% of the memory or cores of GPU 0. You can do so by setting\n", + " the device_ids argument to DataParallel, or by setting the CUDA_VISIBLE_DEVICES\n", + " environment variable.\n", + " warnings.warn(imbalance_warn.format(device_ids[min_pos], device_ids[max_pos]))\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/50 - Loss: -1.130 lengthscale: 0.754 noise: 0.009\n", + "Iter 11/50 - Loss: -1.722 lengthscale: 0.103 noise: 0.000\n", + "Convergence reached!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/unstructured/_gpytorch.py:179: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/aten/src/ATen/native/TensorShape.cpp:3675.)\n", + " ).T\n" + ] + } + ], + "source": [ + "interp = GaussianProcessRegression(\n", + " values.astype(\"float32\"),\n", + " (rand_x.astype(\"float32\"), rand_y.astype(\"float32\")),\n", + ")\n", + "new_grid = interp(grid_x.astype(\"float32\"), grid_y.astype(\"float32\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(new_grid.mean.cpu(), extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multinterp-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/05._Triangulation.ipynb b/examples/05._Triangulation.ipynb index 5ad8449..386fa24 100644 --- a/examples/05._Triangulation.ipynb +++ b/examples/05._Triangulation.ipynb @@ -1,194 +1,194 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from matplotlib import tri" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Triangulation Visualization')" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "xlen = 10\n", - "ylen = 16\n", - "xPoints = np.arange(0, xlen + 1, 1)\n", - "yPoints = np.arange(0, ylen + 1, 1)\n", - "\n", - "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", - "a = [\n", - " [i + j * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", - " for i in range(ylen)\n", - " for j in range(xlen)\n", - "]\n", - "\n", - "triang_a = tri.Triangulation(\n", - " gridPoints[:, :, 0].flatten(),\n", - " gridPoints[:, :, 1].flatten(),\n", - " a,\n", - ")\n", - "\n", - "\n", - "plt.triplot(triang_a, \"go-\")\n", - "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", - "plt.title(\"Triangulation Visualization\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Triangulation Visualization')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "xlen = 10\n", - "ylen = 16\n", - "xPoints = np.arange(0, xlen + 1, 1)\n", - "yPoints = np.arange(0, ylen + 1, 1)\n", - "\n", - "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", - "\n", - "b = [\n", - " [(i + 1) + (j + 1) * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", - " for i in range(ylen)\n", - " for j in range(xlen)\n", - "]\n", - "\n", - "\n", - "triang_b = tri.Triangulation(\n", - " gridPoints[:, :, 0].flatten(),\n", - " gridPoints[:, :, 1].flatten(),\n", - " b,\n", - ")\n", - "\n", - "plt.triplot(triang_b, \"ro-\")\n", - "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", - "plt.title(\"Triangulation Visualization\")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.triplot(triang_a, \"go-\")\n", - "plt.triplot(triang_b, \"ro-\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3.9.13 ('hark-gpu')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib import tri" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Triangulation Visualization')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlen = 10\n", + "ylen = 16\n", + "xPoints = np.arange(0, xlen + 1, 1)\n", + "yPoints = np.arange(0, ylen + 1, 1)\n", + "\n", + "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", + "a = [\n", + " [i + j * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", + " for i in range(ylen)\n", + " for j in range(xlen)\n", + "]\n", + "\n", + "triang_a = tri.Triangulation(\n", + " gridPoints[:, :, 0].flatten(),\n", + " gridPoints[:, :, 1].flatten(),\n", + " a,\n", + ")\n", + "\n", + "\n", + "plt.triplot(triang_a, \"go-\")\n", + "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", + "plt.title(\"Triangulation Visualization\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Triangulation Visualization')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlen = 10\n", + "ylen = 16\n", + "xPoints = np.arange(0, xlen + 1, 1)\n", + "yPoints = np.arange(0, ylen + 1, 1)\n", + "\n", + "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", + "\n", + "b = [\n", + " [(i + 1) + (j + 1) * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", + " for i in range(ylen)\n", + " for j in range(xlen)\n", + "]\n", + "\n", + "\n", + "triang_b = tri.Triangulation(\n", + " gridPoints[:, :, 0].flatten(),\n", + " gridPoints[:, :, 1].flatten(),\n", + " b,\n", + ")\n", + "\n", + "plt.triplot(triang_b, \"ro-\")\n", + "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", + "plt.title(\"Triangulation Visualization\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.triplot(triang_a, \"go-\")\n", + "plt.triplot(triang_b, \"ro-\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3.9.13 ('hark-gpu')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/myst.yml b/myst.yml index 1d1f0d1..154d6bb 100644 --- a/myst.yml +++ b/myst.yml @@ -1,6 +1,7 @@ # See docs at: https://mystmd.org/guide/frontmatter version: 1 project: + id: 571049e8-271e-4ff9-b9a3-d17459e8dfab title: Multivariate Interpolation # description: keywords: [interpolation, multivariate, unstructured] @@ -17,14 +18,9 @@ project: url: https://econ-ark.org/ github: alanlujan91 github: https://github.com/alanlujan91/multinterp - # bibliography: [] + # To autogenerate a Table of Contents, run "myst init --write-toc" site: template: book-theme - title: Multivariate Interpolation - # logo: - nav: [] - actions: - - title: Learn More - url: https://mystmd.org/guide - domains: - - alanlujan91.curve.space + # options: + # favicon: favicon.ico + # logo: site_logo.png diff --git a/noxfile.py b/noxfile.py index f9cbbec..f9a51e4 100644 --- a/noxfile.py +++ b/noxfile.py @@ -7,9 +7,9 @@ import nox DIR = Path(__file__).parent.resolve() +PROJECT = nox.project.load_toml() -nox.needs_version = ">=2024.3.2" -nox.options.sessions = ["lint", "pylint", "tests"] +nox.needs_version = ">=2025.2.9" nox.options.default_venv_backend = "uv|virtualenv" @@ -28,84 +28,69 @@ def lint(session: nox.Session) -> None: @nox.session def pylint(session: nox.Session) -> None: - """Run PyLint.""" + """Run Pylint.""" # This needs to be installed into the package environment, and is slower # than a pre-commit check - session.install(".", "pylint") + session.install("-e.", "pylint>=3.2") session.run("pylint", "multinterp", *session.posargs) @nox.session def tests(session: nox.Session) -> None: """Run the unit and regular tests.""" - session.install(".[test]") + test_deps = nox.project.dependency_groups(PROJECT, "test") + session.install("-e.", *test_deps) session.run("pytest", *session.posargs) -@nox.session(reuse_venv=True) +@nox.session(reuse_venv=True, default=False) def docs(session: nox.Session) -> None: - """Build the docs. Pass "--serve" to serve. Pass "-b linkcheck" to check links.""" + """Build the docs. Pass --non-interactive to avoid serving. First positional argument is the target directory.""" + doc_deps = nox.project.dependency_groups(PROJECT, "docs") parser = argparse.ArgumentParser() - parser.add_argument("--serve", action="store_true", help="Serve after building") parser.add_argument( "-b", dest="builder", default="html", help="Build target (default: html)", ) + parser.add_argument("output", nargs="?", help="Output directory") args, posargs = parser.parse_known_args(session.posargs) + serve = args.builder == "html" and session.interactive - if args.builder != "html" and args.serve: - session.error("Must not specify non-HTML builder with --serve") - - extra_installs = ["sphinx-autobuild"] if args.serve else [] - - session.install("-e.[docs]", *extra_installs) - session.chdir("docs") - - if args.builder == "linkcheck": - session.run( - "sphinx-build", - "-b", - "linkcheck", - ".", - "_build/linkcheck", - *posargs, - ) - return + session.install("-e.", *doc_deps, "sphinx-autobuild") shared_args = ( "-n", # nitpicky mode "-T", # full tracebacks f"-b={args.builder}", - ".", - f"_build/{args.builder}", + "docs", + args.output or f"docs/_build/{args.builder}", *posargs, ) - if args.serve: - session.run("sphinx-autobuild", *shared_args) + if serve: + session.run("sphinx-autobuild", "--open-browser", *shared_args) else: session.run("sphinx-build", "--keep-going", *shared_args) -@nox.session +@nox.session(default=False) def build_api_docs(session: nox.Session) -> None: """Build (regenerate) API docs.""" session.install("sphinx") - session.chdir("docs") session.run( "sphinx-apidoc", "-o", - "api/", + "docs/api/", "--module-first", "--no-toc", "--force", - "../src/multinterp", + "src/multinterp", ) -@nox.session +@nox.session(default=False) def build(session: nox.Session) -> None: """Build an SDist and wheel.""" build_path = DIR.joinpath("build") diff --git a/pyproject.toml b/pyproject.toml index b30a0cf..f017df4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,43 +1,51 @@ [build-system] -requires = ["hatchling", "hatch-vcs"] +requires = ["hatchling>=1.26", "hatch-vcs"] build-backend = "hatchling.build" [project] name = "multinterp" -authors = [{ name = "Alan Lujan", email = "alanlujan91@gmail.com" }] -maintainers = [{ name = "All the contributors." }] +authors = [ + { name = "Alan Lujan", email = "alanlujan91@gmail.com" }, +] description = "Multivariate Interpolation." readme = "README.md" -license.file = "LICENSE" -keywords = ["multivariate", "interpolation", "multidimensional"] -requires-python = ">=3.8" +license = "MIT" +requires-python = ">=3.9" classifiers = [ "Development Status :: 1 - Planning", - "Environment :: GPU", "Intended Audience :: Science/Research", "Intended Audience :: Developers", - "License :: OSI Approved :: MIT License", - "Natural Language :: English", "Operating System :: OS Independent", "Programming Language :: Python", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3 :: Only", - "Programming Language :: Python :: 3.8", "Programming Language :: Python :: 3.9", "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", "Topic :: Scientific/Engineering", - "Topic :: Scientific/Engineering :: Mathematics", "Typing :: Typed", ] dynamic = ["version"] dependencies = ["numpy", "scipy", "scikit-learn", "scikit-image"] -[project.optional-dependencies] -test = ["pytest >=6", "pytest-cov >=3"] -dev = ["pytest >=6", "pytest-cov >=3"] +[project.urls] +Homepage = "https://github.com/alanlujan91/multinterp" +"Bug Tracker" = "https://github.com/alanlujan91/multinterp/issues" +Discussions = "https://github.com/alanlujan91/multinterp/discussions" +Changelog = "https://github.com/alanlujan91/multinterp/releases" + + +[dependency-groups] +test = [ + "pytest >=6", + "pytest-cov >=3", +] +dev = [ + { include-group = "test" }, +] docs = [ "sphinx>=7.0", "myst_parser>=0.13", @@ -45,16 +53,6 @@ docs = [ "sphinx_autodoc_typehints", "furo>=2023.08.17", ] -numba = ["numba"] -cupy = ["cupy"] -jax = ["jax", "jaxlib"] -torch = ["pytorch", "gpytorch"] - -[project.urls] -Homepage = "https://github.com/alanlujan91/multinterp" -"Bug Tracker" = "https://github.com/alanlujan91/multinterp/issues" -Discussions = "https://github.com/alanlujan91/multinterp/discussions" -Changelog = "https://github.com/alanlujan91/multinterp/releases" [tool.hatch] @@ -62,7 +60,8 @@ version.source = "vcs" build.hooks.vcs.version-file = "src/multinterp/_version.py" [tool.hatch.envs.default] -features = ["test"] +# duplicate for now since hatch doesn't support groups yet +dependencies = [] scripts.test = "pytest {args}" @@ -70,18 +69,25 @@ scripts.test = "pytest {args}" minversion = "6.0" addopts = ["-ra", "--showlocals", "--strict-markers", "--strict-config"] xfail_strict = true -filterwarnings = ["error"] +filterwarnings = [ + "error", +] log_cli_level = "INFO" -testpaths = ["tests"] +testpaths = [ + "tests", +] [tool.coverage] run.source = ["multinterp"] -report.exclude_also = ['\.\.\.', 'if typing.TYPE_CHECKING:'] +report.exclude_also = [ + '\.\.\.', + 'if typing.TYPE_CHECKING:', +] [tool.mypy] files = ["src", "tests"] -python_version = "3.8" +python_version = "3.9" warn_unused_configs = true strict = true enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"] @@ -96,36 +102,34 @@ disallow_incomplete_defs = true [tool.ruff] -src = ["src"] [tool.ruff.lint] extend-select = [ - "B", # flake8-bugbear - "I", # isort - "ARG", # flake8-unused-arguments - "C4", # flake8-comprehensions - "EM", # flake8-errmsg - "ICN", # flake8-import-conventions - "G", # flake8-logging-format - "PGH", # pygrep-hooks - "PIE", # flake8-pie - "PL", # pylint - "PT", # flake8-pytest-style - "PTH", # flake8-use-pathlib - "RET", # flake8-return - "RUF", # Ruff-specific - "SIM", # flake8-simplify - "T20", # flake8-print - "UP", # pyupgrade - "YTT", # flake8-2020 - "EXE", # flake8-executable - "NPY", # NumPy specific rules - "PD", # pandas-vet + "ARG", # flake8-unused-arguments + "B", # flake8-bugbear + "C4", # flake8-comprehensions + "EM", # flake8-errmsg + "EXE", # flake8-executable + "G", # flake8-logging-format + "I", # isort + "ICN", # flake8-import-conventions + "NPY", # NumPy specific rules + "PD", # pandas-vet + "PGH", # pygrep-hooks + "PIE", # flake8-pie + "PL", # pylint + "PT", # flake8-pytest-style + "PTH", # flake8-use-pathlib + "RET", # flake8-return + "RUF", # Ruff-specific + "SIM", # flake8-simplify + "T20", # flake8-print + "UP", # pyupgrade + "YTT", # flake8-2020 ] ignore = [ - "PLR09", # Too many <...> - "PLR2004", # Magic value used in comparison - "ISC001", # Conflicts with formatter + "PLR09", # Too many <...> + "PLR2004", # Magic value used in comparison ] isort.required-imports = ["from __future__ import annotations"] # Uncomment if using a _compat.typing backport @@ -137,7 +141,7 @@ isort.required-imports = ["from __future__ import annotations"] [tool.pylint] -py-version = "3.8" +py-version = "3.9" ignore-paths = [".*/_version.py"] reports.output-format = "colorized" similarities.ignore-imports = "yes" diff --git a/requirements.txt b/requirements.txt index a38e1b3..6907b48 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ -matplotlib -numba -numpy -scikit-image -scikit-learn -scipy +matplotlib +numba +numpy +scikit-image +scikit-learn +scipy diff --git a/src/multinterp/__init__.py b/src/multinterp/__init__.py index 009bfdf..4af7587 100644 --- a/src/multinterp/__init__.py +++ b/src/multinterp/__init__.py @@ -1,34 +1,34 @@ -"""Copyright (c) 2024 Alan Lujan. All rights reserved. - -multinterp: Multivariate Interpolation. -""" - -from __future__ import annotations - -from ._version import version as __version__ - -__all__ = ( - "__version__", - "MultivariateInterp", - "Warped2DInterp", - "PiecewiseAffineInterp", - "UnstructuredInterp", - "PipelineCurvilinearInterp", - "PipelineUnstructuredInterp", - "RegressionCurvilinearInterp", - "RegressionUnstructuredInterp", -) - - -from .curvilinear import ( - PiecewiseAffineInterp, - PipelineCurvilinearInterp, - RegressionCurvilinearInterp, - Warped2DInterp, -) -from .rectilinear._multi import MultivariateInterp -from .unstructured import ( - PipelineUnstructuredInterp, - RegressionUnstructuredInterp, - UnstructuredInterp, -) +"""Copyright (c) 2024 Alan Lujan. All rights reserved. + +multinterp: Multivariate Interpolation. +""" + +from __future__ import annotations + +from ._version import version as __version__ + +__all__ = ( + "MultivariateInterp", + "PiecewiseAffineInterp", + "PipelineCurvilinearInterp", + "PipelineUnstructuredInterp", + "RegressionCurvilinearInterp", + "RegressionUnstructuredInterp", + "UnstructuredInterp", + "Warped2DInterp", + "__version__", +) + + +from .curvilinear import ( + PiecewiseAffineInterp, + PipelineCurvilinearInterp, + RegressionCurvilinearInterp, + Warped2DInterp, +) +from .rectilinear._multi import MultivariateInterp +from .unstructured import ( + PipelineUnstructuredInterp, + RegressionUnstructuredInterp, + UnstructuredInterp, +) diff --git a/src/multinterp/_version.pyi b/src/multinterp/_version.pyi index 91744f9..5bb2b22 100644 --- a/src/multinterp/_version.pyi +++ b/src/multinterp/_version.pyi @@ -1,4 +1,2 @@ -from __future__ import annotations - version: str version_tuple: tuple[int, int, int] | tuple[int, int, int, str, str] diff --git a/src/multinterp/backend/LBFGS.py b/src/multinterp/backend/LBFGS.py index a2c3bca..3e1cda4 100644 --- a/src/multinterp/backend/LBFGS.py +++ b/src/multinterp/backend/LBFGS.py @@ -1,1152 +1,1126 @@ -from __future__ import annotations - -from copy import deepcopy -from functools import reduce - -import matplotlib.pyplot as plt -import numpy as np -import torch -from torch.optim import Optimizer - - -def is_legal(v): - """Checks that tensor is not NaN or Inf. - - Inputs: - v (tensor): tensor to be checked - - """ - return not torch.isnan(v).any() and not torch.isinf(v) - - -def polyinterp(points, x_min_bound=None, x_max_bound=None, plot=False): - """Gives the minimizer and minimum of the interpolating polynomial over given points - based on function and derivative information. Defaults to bisection if no critical - points are valid. - - Based on polyinterp.m Matlab function in minFunc by Mark Schmidt with some slight - modifications. - - Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere - Last edited 12/6/18. - - Inputs: - points (nparray): two-dimensional array with each point of form [x f g] - x_min_bound (float): minimum value that brackets minimum (default: minimum of points) - x_max_bound (float): maximum value that brackets minimum (default: maximum of points) - plot (bool): plot interpolating polynomial - - Outputs: - x_sol (float): minimizer of interpolating polynomial - F_min (float): minimum of interpolating polynomial - - Note: - ---- - . Set f or g to np.nan if they are unknown - - """ - no_points = points.shape[0] - order = np.sum(1 - np.isnan(points[:, 1:3]).astype("int")) - 1 - - x_min = np.min(points[:, 0]) - x_max = np.max(points[:, 0]) - - # compute bounds of interpolation area - if x_min_bound is None: - x_min_bound = x_min - if x_max_bound is None: - x_max_bound = x_max - - # explicit formula for quadratic interpolation - if no_points == 2 and order == 2 and plot is False: - # Solution to quadratic interpolation is given by: - # a = -(f1 - f2 - g1(x1 - x2))/(x1 - x2)^2 - # x_min = x1 - g1/(2a) - # if x1 = 0, then is given by: - # x_min = - (g1*x2^2)/(2(f2 - f1 - g1*x2)) - - if points[0, 0] == 0: - x_sol = ( - -points[0, 2] - * points[1, 0] ** 2 - / (2 * (points[1, 1] - points[0, 1] - points[0, 2] * points[1, 0])) - ) - else: - a = ( - -( - points[0, 1] - - points[1, 1] - - points[0, 2] * (points[0, 0] - points[1, 0]) - ) - / (points[0, 0] - points[1, 0]) ** 2 - ) - x_sol = points[0, 0] - points[0, 2] / (2 * a) - - x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) - - # explicit formula for cubic interpolation - elif no_points == 2 and order == 3 and plot is False: - # Solution to cubic interpolation is given by: - # d1 = g1 + g2 - 3((f1 - f2)/(x1 - x2)) - # d2 = sqrt(d1^2 - g1*g2) - # x_min = x2 - (x2 - x1)*((g2 + d2 - d1)/(g2 - g1 + 2*d2)) - d1 = ( - points[0, 2] - + points[1, 2] - - 3 * ((points[0, 1] - points[1, 1]) / (points[0, 0] - points[1, 0])) - ) - d2 = np.sqrt(d1**2 - points[0, 2] * points[1, 2]) - if np.isreal(d2): - x_sol = points[1, 0] - (points[1, 0] - points[0, 0]) * ( - (points[1, 2] + d2 - d1) / (points[1, 2] - points[0, 2] + 2 * d2) - ) - x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) - else: - x_sol = (x_max_bound + x_min_bound) / 2 - - # solve linear system - else: - # define linear constraints - A = np.zeros((0, order + 1)) - b = np.zeros((0, 1)) - - # add linear constraints on function values - for i in range(no_points): - if not np.isnan(points[i, 1]): - constraint = np.zeros((1, order + 1)) - for j in range(order, -1, -1): - constraint[0, order - j] = points[i, 0] ** j - A = np.append(A, constraint, 0) - b = np.append(b, points[i, 1]) - - # add linear constraints on gradient values - for i in range(no_points): - if not np.isnan(points[i, 2]): - constraint = np.zeros((1, order + 1)) - for j in range(order): - constraint[0, j] = (order - j) * points[i, 0] ** (order - j - 1) - A = np.append(A, constraint, 0) - b = np.append(b, points[i, 2]) - - # check if system is solvable - if A.shape[0] != A.shape[1] or np.linalg.matrix_rank(A) != A.shape[0]: - x_sol = (x_min_bound + x_max_bound) / 2 - f_min = np.inf - else: - # solve linear system for interpolating polynomial - coeff = np.linalg.solve(A, b) - - # compute critical points - dcoeff = np.zeros(order) - for i in range(len(coeff) - 1): - dcoeff[i] = coeff[i] * (order - i) - - crit_pts = np.array([x_min_bound, x_max_bound]) - crit_pts = np.append(crit_pts, points[:, 0]) - - if not np.isinf(dcoeff).any(): - roots = np.roots(dcoeff) - crit_pts = np.append(crit_pts, roots) - - # test critical points - f_min = np.inf - x_sol = (x_min_bound + x_max_bound) / 2 # defaults to bisection - for crit_pt in crit_pts: - if ( - np.isreal(crit_pt) - and crit_pt >= x_min_bound - and crit_pt <= x_max_bound - ): - F_cp = np.polyval(coeff, crit_pt) - if np.isreal(F_cp) and F_cp < f_min: - x_sol = np.real(crit_pt) - f_min = np.real(F_cp) - - if plot: - plt.figure() - x = np.arange( - x_min_bound, - x_max_bound, - (x_max_bound - x_min_bound) / 10000, - ) - f = np.polyval(coeff, x) - plt.plot(x, f) - plt.plot(x_sol, f_min, "x") - - return x_sol - - -class LBFGS(Optimizer): - """Implements the L-BFGS algorithm. Compatible with multi-batch and full-overlap - L-BFGS implementations and (stochastic) Powell damping. Partly based on the - original L-BFGS implementation in PyTorch, Mark Schmidt's minFunc MATLAB code, - and Michael Overton's weak Wolfe line search MATLAB code. - - Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere - Last edited 12/6/18. - - Warnings: - -------- - . Does not support per-parameter options and parameter groups. - . All parameters have to be on a single device. - - Inputs: - lr (float): steplength or learning rate (default: 1) - history_size (int): update history size (default: 10) - line_search (str): designates line search to use (default: 'Wolfe') - Options: - 'None': uses steplength designated in algorithm - 'Armijo': uses Armijo backtracking line search - 'Wolfe': uses Armijo-Wolfe bracketing line search - dtype: data type (default: torch.float) - debug (bool): debugging mode - - References: - ---------- - [1] Berahas, Albert S., Jorge Nocedal, and Martin Takác. "A Multi-Batch L-BFGS - Method for Machine Learning." Advances in Neural Information Processing - Systems. 2016. - [2] Bollapragada, Raghu, et al. "A Progressive Batching L-BFGS Method for Machine - Learning." International Conference on Machine Learning. 2018. - [3] Lewis, Adrian S., and Michael L. Overton. "Nonsmooth Optimization via Quasi-Newton - Methods." Mathematical Programming 141.1-2 (2013): 135-163. - [4] Liu, Dong C., and Jorge Nocedal. "On the Limited Memory BFGS Method for - Large Scale Optimization." Mathematical Programming 45.1-3 (1989): 503-528. - [5] Nocedal, Jorge. "Updating Quasi-Newton Matrices With Limited Storage." - Mathematics of Computation 35.151 (1980): 773-782. - [6] Nocedal, Jorge, and Stephen J. Wright. "Numerical Optimization." Springer New York, - 2006. - [7] Schmidt, Mark. "minFunc: Unconstrained Differentiable Multivariate Optimization - in Matlab." Software available at http://www.cs.ubc.ca/~schmidtm/Software/minFunc.html - (2005). - [8] Schraudolph, Nicol N., Jin Yu, and Simon Günter. "A Stochastic Quasi-Newton - Method for Online Convex Optimization." Artificial Intelligence and Statistics. - 2007. - [9] Wang, Xiao, et al. "Stochastic Quasi-Newton Methods for Nonconvex Stochastic - Optimization." SIAM Journal on Optimization 27.2 (2017): 927-956. - - """ - - def __init__( - self, - params, - lr=1, - history_size=10, - line_search="Wolfe", - dtype=torch.float, - debug=False, - ): - # ensure inputs are valid - if lr < 0.0: - msg = f"Invalid learning rate: {lr}" - raise ValueError(msg) - if history_size < 0: - msg = f"Invalid history size: {history_size}" - raise ValueError(msg) - if line_search not in ["Armijo", "Wolfe", "None"]: - msg = f"Invalid line search: {line_search}" - raise ValueError(msg) - - defaults = { - "lr": lr, - "history_size": history_size, - "line_search": line_search, - "dtype": dtype, - "debug": debug, - } - super().__init__(params, defaults) - - if len(self.param_groups) != 1: - msg = "L-BFGS doesn't support per-parameter options (parameter groups)" - raise ValueError(msg) - - self._params = self.param_groups[0]["params"] - self._numel_cache = None - - state = self.state["global_state"] - state.setdefault("n_iter", 0) - state.setdefault("curv_skips", 0) - state.setdefault("fail_skips", 0) - state.setdefault("H_diag", 1) - state.setdefault("fail", True) - - state["old_dirs"] = [] - state["old_stps"] = [] - - def _numel(self): - if self._numel_cache is None: - self._numel_cache = reduce( - lambda total, p: total + p.numel(), - self._params, - 0, - ) - return self._numel_cache - - def _gather_flat_grad(self): - views = [] - for p in self._params: - if p.grad is None: - view = p.data.new(p.data.numel()).zero_() - elif p.grad.data.is_sparse: - view = p.grad.data.to_dense().view(-1) - else: - view = p.grad.data.view(-1) - views.append(view) - return torch.cat(views, 0) - - def _add_update(self, step_size, update): - offset = 0 - for p in self._params: - numel = p.numel() - # view as to avoid deprecated pointwise semantics - p.data.add_( - update[offset : offset + numel].view_as(p.data), - alpha=step_size, - ) - offset += numel - assert offset == self._numel() - - def _copy_params(self): - return [deepcopy(param.data) for param in self._params] - - def _load_params(self, current_params): - for i, param in enumerate(self._params): - param.data[:] = current_params[i] - - def line_search(self, line_search): - """Switches line search option. - - Inputs: - line_search (str): designates line search to use - Options: - 'None': uses steplength designated in algorithm - 'Armijo': uses Armijo backtracking line search - 'Wolfe': uses Armijo-Wolfe bracketing line search - - """ - group = self.param_groups[0] - group["line_search"] = line_search - - def two_loop_recursion(self, vec): - """Performs two-loop recursion on given vector to obtain Hv. - - Inputs: - vec (tensor): 1-D tensor to apply two-loop recursion to - - Output: - r (tensor): matrix-vector product Hv - - """ - group = self.param_groups[0] - history_size = group["history_size"] - - state = self.state["global_state"] - old_dirs = state.get("old_dirs") # change in gradients - old_stps = state.get("old_stps") # change in iterates - H_diag = state.get("H_diag") - - # compute the product of the inverse Hessian approximation and the gradient - num_old = len(old_dirs) - - if "rho" not in state: - state["rho"] = [None] * history_size - state["alpha"] = [None] * history_size - rho = state["rho"] - alpha = state["alpha"] - - for i in range(num_old): - rho[i] = 1.0 / old_stps[i].dot(old_dirs[i]) - - q = vec - for i in range(num_old - 1, -1, -1): - alpha[i] = old_dirs[i].dot(q) * rho[i] - q.add_(old_stps[i], alpha=-alpha[i]) - - # multiply by initial Hessian - # r/d is the final direction - r = torch.mul(q, H_diag) - for i in range(num_old): - beta = old_stps[i].dot(r) * rho[i] - r.add_(old_dirs[i], alpha=(alpha[i] - beta)) - - return r - - def curvature_update(self, flat_grad, eps=1e-2, damping=False): - """Performs curvature update. - - Inputs: - flat_grad (tensor): 1-D tensor of flattened gradient for computing - gradient difference with previously stored gradient - eps (float): constant for curvature pair rejection or damping (default: 1e-2) - damping (bool): flag for using Powell damping (default: False) - """ - assert len(self.param_groups) == 1 - - # load parameters - if eps <= 0: - msg = "Invalid eps; must be positive." - raise (ValueError(msg)) - - group = self.param_groups[0] - history_size = group["history_size"] - debug = group["debug"] - - # variables cached in state (for tracing) - state = self.state["global_state"] - fail = state.get("fail") - - # check if line search failed - if not fail: - d = state.get("d") - t = state.get("t") - old_dirs = state.get("old_dirs") - old_stps = state.get("old_stps") - H_diag = state.get("H_diag") - prev_flat_grad = state.get("prev_flat_grad") - Bs = state.get("Bs") - - # compute y's - y = flat_grad.sub(prev_flat_grad) - s = d.mul(t) - sBs = s.dot(Bs) - ys = y.dot(s) # y*s - - # update L-BFGS matrix - if ys > eps * sBs or damping is True: - # perform Powell damping - if damping is True and ys < eps * sBs: - if debug: - print("Applying Powell damping...") - theta = ((1 - eps) * sBs) / (sBs - ys) - y = theta * y + (1 - theta) * Bs - - # updating memory - if len(old_dirs) == history_size: - # shift history by one (limited-memory) - old_dirs.pop(0) - old_stps.pop(0) - - # store new direction/step - old_dirs.append(s) - old_stps.append(y) - - # update scale of initial Hessian approximation - H_diag = ys / y.dot(y) # (y*y) - - state["old_dirs"] = old_dirs - state["old_stps"] = old_stps - state["H_diag"] = H_diag - - else: - # save skip - state["curv_skips"] += 1 - if debug: - print("Curvature pair skipped due to failed criterion") - - else: - # save skip - state["fail_skips"] += 1 - if debug: - print("Line search failed; curvature pair update skipped") - - def _step(self, p_k, g_Ok, g_Sk=None, options=None): - """Performs a single optimization step. - - Inputs: - p_k (tensor): 1-D tensor specifying search direction - g_Ok (tensor): 1-D tensor of flattened gradient over overlap O_k used - for gradient differencing in curvature pair update - g_Sk (tensor): 1-D tensor of flattened gradient over full sample S_k - used for curvature pair damping or rejection criterion, - if None, will use g_Ok (default: None) - options (dict): contains options for performing line search - - Options for Armijo backtracking line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) - 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Options for Wolfe line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (float): factor for extrapolation (default: 2) - 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) - 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Outputs (depends on line search): - . No line search: - t (float): steplength - . Armijo backtracking line search: - F_new (tensor): loss function at new iterate - t (tensor): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - . Wolfe line search: - F_new (tensor): loss function at new iterate - g_new (tensor): gradient at new iterate - t (float): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - grad_eval (int): number of gradient evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - - Notes - ----- - . If encountering line search failure in the deterministic setting, one - should try increasing the maximum number of line search steps max_ls. - - """ - if options is None: - options = {} - assert len(self.param_groups) == 1 - - # load parameter options - group = self.param_groups[0] - lr = group["lr"] - line_search = group["line_search"] - dtype = group["dtype"] - debug = group["debug"] - - # variables cached in state (for tracing) - state = self.state["global_state"] - d = state.get("d") - t = state.get("t") - prev_flat_grad = state.get("prev_flat_grad") - Bs = state.get("Bs") - - # keep track of nb of iterations - state["n_iter"] += 1 - - # set search direction - d = p_k - - # modify previous gradient - if prev_flat_grad is None: - prev_flat_grad = g_Ok.clone() - else: - prev_flat_grad.copy_(g_Ok) - - # set initial step size - t = lr - - # closure evaluation counter - closure_eval = 0 - - if g_Sk is None: - g_Sk = g_Ok.clone() - - # perform Armijo backtracking line search - if line_search == "Armijo": - # load options - if options: - if "closure" not in options: - msg = "closure option not specified." - raise (ValueError(msg)) - closure = options["closure"] - - gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] - - if "current_loss" not in options: - F_k = closure() - closure_eval += 1 - else: - F_k = options["current_loss"] - - if "eta" not in options: - eta = 2 - elif options["eta"] <= 0: - msg = "Invalid eta; must be positive." - raise (ValueError(msg)) - else: - eta = options["eta"] - - if "c1" not in options: - c1 = 1e-4 - elif options["c1"] >= 1 or options["c1"] <= 0: - msg = "Invalid c1; must be strictly between 0 and 1." - raise (ValueError(msg)) - else: - c1 = options["c1"] - - if "max_ls" not in options: - max_ls = 10 - elif options["max_ls"] <= 0: - msg = "Invalid max_ls; must be positive." - raise (ValueError(msg)) - else: - max_ls = options["max_ls"] - - interpolate = options.get("interpolate", True) - - inplace = options.get("inplace", True) - - ls_debug = options.get("ls_debug", False) - - else: - msg = "Options are not specified; need closure evaluating function." - raise (ValueError(msg)) - - # initialize values - if interpolate: - if torch.cuda.is_available(): - F_prev = torch.tensor(np.nan, dtype=dtype).cuda() - else: - F_prev = torch.tensor(np.nan, dtype=dtype) - - ls_step = 0 - t_prev = 0 # old steplength - fail = False # failure flag - - # begin print for debug mode - if ls_debug: - print( - "==================================== Begin Armijo line search ===================================", - ) - print(f"F(x): {F_k:.8e} g*d: {gtd:.8e}") - - # check if search direction is descent direction - if gtd >= 0: - desc_dir = False - if debug: - print("Not a descent direction!") - else: - desc_dir = True - - # store values if not in-place - if not inplace: - current_params = self._copy_params() - - # update and evaluate at new point - self._add_update(t, d) - F_new = closure() - closure_eval += 1 - - # print info if debugging - if ls_debug: - print( - "LS Step: %d t: %.8e F(x+td): %.8e F-c1*t*g*d: %.8e F(x): %.8e" - % (ls_step, t, F_new, F_k + c1 * t * gtd, F_k), - ) - - # check Armijo condition - while F_new > F_k + c1 * t * gtd or not is_legal(F_new): - # check if maximum number of iterations reached - if ls_step >= max_ls: - if inplace: - self._add_update(-t, d) - else: - self._load_params(current_params) - - t = 0 - F_new = closure() - closure_eval += 1 - fail = True - break - - # store current steplength - t_new = t - - # compute new steplength - - # if first step or not interpolating, then multiply by factor - if ls_step == 0 or not interpolate or not is_legal(F_new): - t = t / eta - - # if second step, use function value at new point along with - # gradient and function at current iterate - elif ls_step == 1 or not is_legal(F_prev): - t = polyinterp( - np.array( - [ - [0, F_k.item(), gtd.item()], - [t_new, F_new.item(), np.nan], - ], - ), - ) - - # otherwise, use function values at new point, previous point, - # and gradient and function at current iterate - else: - t = polyinterp( - np.array( - [ - [0, F_k.item(), gtd.item()], - [t_new, F_new.item(), np.nan], - [t_prev, F_prev.item(), np.nan], - ], - ), - ) - - # if values are too extreme, adjust t - if interpolate: - if t < 1e-3 * t_new: - t = 1e-3 * t_new - elif t > 0.6 * t_new: - t = 0.6 * t_new - - # store old point - F_prev = F_new - t_prev = t_new - - # update iterate and reevaluate - if inplace: - self._add_update(t - t_new, d) - else: - self._load_params(current_params) - self._add_update(t, d) - - F_new = closure() - closure_eval += 1 - ls_step += 1 # iterate - - # print info if debugging - if ls_debug: - print( - "LS Step: %d t: %.8e F(x+td): %.8e F-c1*t*g*d: %.8e F(x): %.8e" - % (ls_step, t, F_new, F_k + c1 * t * gtd, F_k), - ) - - # store Bs - if Bs is None: - Bs = (g_Sk.mul(-t)).clone() - else: - Bs.copy_(g_Sk.mul(-t)) - - # print final steplength - if ls_debug: - print("Final Steplength:", t) - print( - "===================================== End Armijo line search ====================================", - ) - - state["d"] = d - state["prev_flat_grad"] = prev_flat_grad - state["t"] = t - state["Bs"] = Bs - state["fail"] = fail - - return F_new, t, ls_step, closure_eval, desc_dir, fail - - # perform weak Wolfe line search - if line_search == "Wolfe": - # load options - if options: - if "closure" not in options: - msg = "closure option not specified." - raise (ValueError(msg)) - closure = options["closure"] - - if "current_loss" not in options: - F_k = closure() - closure_eval += 1 - else: - F_k = options["current_loss"] - - gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] - - if "eta" not in options: - eta = 2 - elif options["eta"] <= 1: - msg = "Invalid eta; must be greater than 1." - raise (ValueError(msg)) - else: - eta = options["eta"] - - if "c1" not in options: - c1 = 1e-4 - elif options["c1"] >= 1 or options["c1"] <= 0: - msg = "Invalid c1; must be strictly between 0 and 1." - raise (ValueError(msg)) - else: - c1 = options["c1"] - - if "c2" not in options: - c2 = 0.9 - elif options["c2"] >= 1 or options["c2"] <= 0: - msg = "Invalid c2; must be strictly between 0 and 1." - raise (ValueError(msg)) - elif options["c2"] <= c1: - msg = "Invalid c2; must be strictly larger than c1." - raise (ValueError(msg)) - else: - c2 = options["c2"] - - if "max_ls" not in options: - max_ls = 10 - elif options["max_ls"] <= 0: - msg = "Invalid max_ls; must be positive." - raise (ValueError(msg)) - else: - max_ls = options["max_ls"] - - interpolate = options.get("interpolate", True) - - inplace = options.get("inplace", True) - - ls_debug = options.get("ls_debug", False) - - else: - msg = "Options are not specified; need closure evaluating function." - raise (ValueError(msg)) - - # initialize counters - ls_step = 0 - grad_eval = 0 # tracks gradient evaluations - t_prev = 0 # old steplength - - # initialize bracketing variables and flag - alpha = 0 - beta = float("Inf") - fail = False - - # initialize values for line search - if interpolate: - F_a = F_k - g_a = gtd - - if torch.cuda.is_available(): - F_b = torch.tensor(np.nan, dtype=dtype).cuda() - g_b = torch.tensor(np.nan, dtype=dtype).cuda() - else: - F_b = torch.tensor(np.nan, dtype=dtype) - g_b = torch.tensor(np.nan, dtype=dtype) - - # begin print for debug mode - if ls_debug: - print( - "==================================== Begin Wolfe line search ====================================", - ) - print(f"F(x): {F_k:.8e} g*d: {gtd:.8e}") - - # check if search direction is descent direction - if gtd >= 0: - desc_dir = False - if debug: - print("Not a descent direction!") - else: - desc_dir = True - - # store values if not in-place - if not inplace: - current_params = self._copy_params() - - # update and evaluate at new point - self._add_update(t, d) - F_new = closure() - closure_eval += 1 - - # main loop - while True: - # check if maximum number of line search steps have been reached - if ls_step >= max_ls: - if inplace: - self._add_update(-t, d) - else: - self._load_params(current_params) - - t = 0 - F_new = closure() - F_new.backward() - g_new = self._gather_flat_grad() - closure_eval += 1 - grad_eval += 1 - fail = True - break - - # print info if debugging - if ls_debug: - print( - "LS Step: %d t: %.8e alpha: %.8e beta: %.8e" - % (ls_step, t, alpha, beta), - ) - print( - f"Armijo: F(x+td): {F_new:.8e} F-c1*t*g*d: {F_k + c1 * t * gtd:.8e} F(x): {F_k:.8e}", - ) - - # check Armijo condition - if F_new > F_k + c1 * t * gtd: - # set upper bound - beta = t - t_prev = t - - # update interpolation quantities - if interpolate: - F_b = F_new - if torch.cuda.is_available(): - g_b = torch.tensor(np.nan, dtype=dtype).cuda() - else: - g_b = torch.tensor(np.nan, dtype=dtype) - - else: - # compute gradient - F_new.backward() - g_new = self._gather_flat_grad() - grad_eval += 1 - gtd_new = g_new.dot(d) - - # print info if debugging - if ls_debug: - print( - f"Wolfe: g(x+td)*d: {gtd_new:.8e} c2*g*d: {c2 * gtd:.8e} gtd: {gtd:.8e}", - ) - - # check curvature condition - if gtd_new < c2 * gtd: - # set lower bound - alpha = t - t_prev = t - - # update interpolation quantities - if interpolate: - F_a = F_new - g_a = gtd_new - - else: - break - - # compute new steplength - - # if first step or not interpolating, then bisect or multiply by factor - if not interpolate or not is_legal(F_b): - t = eta * t if beta == float("Inf") else (alpha + beta) / 2.0 - - # otherwise interpolate between a and b - else: - t = polyinterp( - np.array( - [ - [alpha, F_a.item(), g_a.item()], - [beta, F_b.item(), g_b.item()], - ], - ), - ) - - # if values are too extreme, adjust t - if beta == float("Inf"): - if t > 2 * eta * t_prev: - t = 2 * eta * t_prev - elif t < eta * t_prev: - t = eta * t_prev - elif t < alpha + 0.2 * (beta - alpha): - t = alpha + 0.2 * (beta - alpha) - elif t > (beta - alpha) / 2.0: - t = (beta - alpha) / 2.0 - - # if we obtain nonsensical value from interpolation - if t <= 0: - t = (beta - alpha) / 2.0 - - # update parameters - if inplace: - self._add_update(t - t_prev, d) - else: - self._load_params(current_params) - self._add_update(t, d) - - # evaluate closure - F_new = closure() - closure_eval += 1 - ls_step += 1 - - # store Bs - if Bs is None: - Bs = (g_Sk.mul(-t)).clone() - else: - Bs.copy_(g_Sk.mul(-t)) - - # print final steplength - if ls_debug: - print("Final Steplength:", t) - print( - "===================================== End Wolfe line search =====================================", - ) - - state["d"] = d - state["prev_flat_grad"] = prev_flat_grad - state["t"] = t - state["Bs"] = Bs - state["fail"] = fail - - return F_new, g_new, t, ls_step, closure_eval, grad_eval, desc_dir, fail - - # perform update - self._add_update(t, d) - - # store Bs - if Bs is None: - Bs = (g_Sk.mul(-t)).clone() - else: - Bs.copy_(g_Sk.mul(-t)) - - state["d"] = d - state["prev_flat_grad"] = prev_flat_grad - state["t"] = t - state["Bs"] = Bs - state["fail"] = False - - return t - - def step(self, p_k, g_Ok, g_Sk=None, options=None): - if options is None: - options = {} - return self._step(p_k, g_Ok, g_Sk, options) - - -# %% Full-Batch (Deterministic) L-BFGS Optimizer (Wrapper) - - -class FullBatchLBFGS(LBFGS): - """Implements full-batch or deterministic L-BFGS algorithm. Compatible with - Powell damping. Can be used when evaluating a deterministic function and - gradient. Wraps the LBFGS optimizer. Performs the two-loop recursion, - updating, and curvature updating in a single step. - - Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere - Last edited 11/15/18. - - Warnings: - -------- - . Does not support per-parameter options and parameter groups. - . All parameters have to be on a single device. - - Inputs: - lr (float): steplength or learning rate (default: 1) - history_size (int): update history size (default: 10) - line_search (str): designates line search to use (default: 'Wolfe') - Options: - 'None': uses steplength designated in algorithm - 'Armijo': uses Armijo backtracking line search - 'Wolfe': uses Armijo-Wolfe bracketing line search - dtype: data type (default: torch.float) - debug (bool): debugging mode - - """ - - def __init__( - self, - params, - lr=1, - history_size=10, - line_search="Wolfe", - dtype=torch.float, - debug=False, - ): - super().__init__(params, lr, history_size, line_search, dtype, debug) - - def step(self, options=None): - """Performs a single optimization step. - - Inputs: - options (dict): contains options for performing line search - - General Options: - 'eps' (float): constant for curvature pair rejection or damping (default: 1e-2) - 'damping' (bool): flag for using Powell damping (default: False) - - Options for Armijo backtracking line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) - 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Options for Wolfe line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (float): factor for extrapolation (default: 2) - 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) - 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Outputs (depends on line search): - . No line search: - t (float): steplength - . Armijo backtracking line search: - F_new (tensor): loss function at new iterate - t (tensor): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - . Wolfe line search: - F_new (tensor): loss function at new iterate - g_new (tensor): gradient at new iterate - t (float): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - grad_eval (int): number of gradient evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - - Notes - ----- - . If encountering line search failure in the deterministic setting, one - should try increasing the maximum number of line search steps max_ls. - - """ - # load options for damping and eps - if options is None: - options = {} - damping = False if "damping" not in options else options["damping"] - - eps = 0.01 if "eps" not in options else options["eps"] - - # gather gradient - grad = self._gather_flat_grad() - - # update curvature if after 1st iteration - state = self.state["global_state"] - if state["n_iter"] > 0: - self.curvature_update(grad, eps, damping) - - # compute search direction - p = self.two_loop_recursion(-grad) - - # take step - return self._step(p, grad, options=options) +from __future__ import annotations + +from copy import deepcopy +from functools import reduce + +import matplotlib.pyplot as plt +import numpy as np +import torch +from torch.optim import Optimizer + + +def is_legal(v) -> bool: + """Checks that tensor is not NaN or Inf. + + Inputs: + v (tensor): tensor to be checked + + """ + return not torch.isnan(v).any() and not torch.isinf(v) + + +def polyinterp(points, x_min_bound=None, x_max_bound=None, plot=False): + """Gives the minimizer and minimum of the interpolating polynomial over given points + based on function and derivative information. Defaults to bisection if no critical + points are valid. + + Based on polyinterp.m Matlab function in minFunc by Mark Schmidt with some slight + modifications. + + Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere + Last edited 12/6/18. + + Inputs: + points (nparray): two-dimensional array with each point of form [x f g] + x_min_bound (float): minimum value that brackets minimum (default: minimum of points) + x_max_bound (float): maximum value that brackets minimum (default: maximum of points) + plot (bool): plot interpolating polynomial + + Outputs: + x_sol (float): minimizer of interpolating polynomial + F_min (float): minimum of interpolating polynomial + + Note: + ---- + . Set f or g to np.nan if they are unknown + + """ + no_points = points.shape[0] + order = np.sum(1 - np.isnan(points[:, 1:3]).astype("int")) - 1 + + x_min = np.min(points[:, 0]) + x_max = np.max(points[:, 0]) + + # compute bounds of interpolation area + if x_min_bound is None: + x_min_bound = x_min + if x_max_bound is None: + x_max_bound = x_max + + # explicit formula for quadratic interpolation + if no_points == 2 and order == 2 and plot is False: + # Solution to quadratic interpolation is given by: + # a = -(f1 - f2 - g1(x1 - x2))/(x1 - x2)^2 + # x_min = x1 - g1/(2a) + # if x1 = 0, then is given by: + # x_min = - (g1*x2^2)/(2(f2 - f1 - g1*x2)) + + if points[0, 0] == 0: + x_sol = ( + -points[0, 2] + * points[1, 0] ** 2 + / (2 * (points[1, 1] - points[0, 1] - points[0, 2] * points[1, 0])) + ) + else: + a = ( + -( + points[0, 1] + - points[1, 1] + - points[0, 2] * (points[0, 0] - points[1, 0]) + ) + / (points[0, 0] - points[1, 0]) ** 2 + ) + x_sol = points[0, 0] - points[0, 2] / (2 * a) + + x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) + + # explicit formula for cubic interpolation + elif no_points == 2 and order == 3 and plot is False: + # Solution to cubic interpolation is given by: + # d1 = g1 + g2 - 3((f1 - f2)/(x1 - x2)) + # d2 = sqrt(d1^2 - g1*g2) + # x_min = x2 - (x2 - x1)*((g2 + d2 - d1)/(g2 - g1 + 2*d2)) + d1 = ( + points[0, 2] + + points[1, 2] + - 3 * ((points[0, 1] - points[1, 1]) / (points[0, 0] - points[1, 0])) + ) + d2 = np.sqrt(d1**2 - points[0, 2] * points[1, 2]) + if np.isreal(d2): + x_sol = points[1, 0] - (points[1, 0] - points[0, 0]) * ( + (points[1, 2] + d2 - d1) / (points[1, 2] - points[0, 2] + 2 * d2) + ) + x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) + else: + x_sol = (x_max_bound + x_min_bound) / 2 + + # solve linear system + else: + # define linear constraints + A = np.zeros((0, order + 1)) + b = np.zeros((0, 1)) + + # add linear constraints on function values + for i in range(no_points): + if not np.isnan(points[i, 1]): + constraint = np.zeros((1, order + 1)) + for j in range(order, -1, -1): + constraint[0, order - j] = points[i, 0] ** j + A = np.append(A, constraint, 0) + b = np.append(b, points[i, 1]) + + # add linear constraints on gradient values + for i in range(no_points): + if not np.isnan(points[i, 2]): + constraint = np.zeros((1, order + 1)) + for j in range(order): + constraint[0, j] = (order - j) * points[i, 0] ** (order - j - 1) + A = np.append(A, constraint, 0) + b = np.append(b, points[i, 2]) + + # check if system is solvable + if A.shape[0] != A.shape[1] or np.linalg.matrix_rank(A) != A.shape[0]: + x_sol = (x_min_bound + x_max_bound) / 2 + f_min = np.inf + else: + # solve linear system for interpolating polynomial + coeff = np.linalg.solve(A, b) + + # compute critical points + dcoeff = np.zeros(order) + for i in range(len(coeff) - 1): + dcoeff[i] = coeff[i] * (order - i) + + crit_pts = np.array([x_min_bound, x_max_bound]) + crit_pts = np.append(crit_pts, points[:, 0]) + + if not np.isinf(dcoeff).any(): + roots = np.roots(dcoeff) + crit_pts = np.append(crit_pts, roots) + + # test critical points + f_min = np.inf + x_sol = (x_min_bound + x_max_bound) / 2 # defaults to bisection + for crit_pt in crit_pts: + if ( + np.isreal(crit_pt) + and crit_pt >= x_min_bound + and crit_pt <= x_max_bound + ): + F_cp = np.polyval(coeff, crit_pt) + if np.isreal(F_cp) and F_cp < f_min: + x_sol = np.real(crit_pt) + f_min = np.real(F_cp) + + if plot: + plt.figure() + x = np.arange( + x_min_bound, + x_max_bound, + (x_max_bound - x_min_bound) / 10000, + ) + f = np.polyval(coeff, x) + plt.plot(x, f) + plt.plot(x_sol, f_min, "x") + + return x_sol + + +class LBFGS(Optimizer): + """Implements the L-BFGS algorithm. Compatible with multi-batch and full-overlap + L-BFGS implementations and (stochastic) Powell damping. Partly based on the + original L-BFGS implementation in PyTorch, Mark Schmidt's minFunc MATLAB code, + and Michael Overton's weak Wolfe line search MATLAB code. + + Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere + Last edited 12/6/18. + + Warnings: + -------- + . Does not support per-parameter options and parameter groups. + . All parameters have to be on a single device. + + Inputs: + lr (float): steplength or learning rate (default: 1) + history_size (int): update history size (default: 10) + line_search (str): designates line search to use (default: 'Wolfe') + Options: + 'None': uses steplength designated in algorithm + 'Armijo': uses Armijo backtracking line search + 'Wolfe': uses Armijo-Wolfe bracketing line search + dtype: data type (default: torch.float) + debug (bool): debugging mode + + References: + ---------- + [1] Berahas, Albert S., Jorge Nocedal, and Martin Takác. "A Multi-Batch L-BFGS + Method for Machine Learning." Advances in Neural Information Processing + Systems. 2016. + [2] Bollapragada, Raghu, et al. "A Progressive Batching L-BFGS Method for Machine + Learning." International Conference on Machine Learning. 2018. + [3] Lewis, Adrian S., and Michael L. Overton. "Nonsmooth Optimization via Quasi-Newton + Methods." Mathematical Programming 141.1-2 (2013): 135-163. + [4] Liu, Dong C., and Jorge Nocedal. "On the Limited Memory BFGS Method for + Large Scale Optimization." Mathematical Programming 45.1-3 (1989): 503-528. + [5] Nocedal, Jorge. "Updating Quasi-Newton Matrices With Limited Storage." + Mathematics of Computation 35.151 (1980): 773-782. + [6] Nocedal, Jorge, and Stephen J. Wright. "Numerical Optimization." Springer New York, + 2006. + [7] Schmidt, Mark. "minFunc: Unconstrained Differentiable Multivariate Optimization + in Matlab." Software available at http://www.cs.ubc.ca/~schmidtm/Software/minFunc.html + (2005). + [8] Schraudolph, Nicol N., Jin Yu, and Simon Günter. "A Stochastic Quasi-Newton + Method for Online Convex Optimization." Artificial Intelligence and Statistics. + 2007. + [9] Wang, Xiao, et al. "Stochastic Quasi-Newton Methods for Nonconvex Stochastic + Optimization." SIAM Journal on Optimization 27.2 (2017): 927-956. + + """ + + def __init__( + self, + params, + lr=1, + history_size=10, + line_search="Wolfe", + dtype=torch.float, + debug=False, + ) -> None: + # ensure inputs are valid + if lr < 0.0: + msg = f"Invalid learning rate: {lr}" + raise ValueError(msg) + if history_size < 0: + msg = f"Invalid history size: {history_size}" + raise ValueError(msg) + if line_search not in ["Armijo", "Wolfe", "None"]: + msg = f"Invalid line search: {line_search}" + raise ValueError(msg) + + defaults = { + "lr": lr, + "history_size": history_size, + "line_search": line_search, + "dtype": dtype, + "debug": debug, + } + super().__init__(params, defaults) + + if len(self.param_groups) != 1: + msg = "L-BFGS doesn't support per-parameter options (parameter groups)" + raise ValueError(msg) + + self._params = self.param_groups[0]["params"] + self._numel_cache = None + + state = self.state["global_state"] + state.setdefault("n_iter", 0) + state.setdefault("curv_skips", 0) + state.setdefault("fail_skips", 0) + state.setdefault("H_diag", 1) + state.setdefault("fail", True) + + state["old_dirs"] = [] + state["old_stps"] = [] + + def _numel(self): + if self._numel_cache is None: + self._numel_cache = reduce( + lambda total, p: total + p.numel(), + self._params, + 0, + ) + return self._numel_cache + + def _gather_flat_grad(self): + views = [] + for p in self._params: + if p.grad is None: + view = p.data.new(p.data.numel()).zero_() + elif p.grad.data.is_sparse: + view = p.grad.data.to_dense().view(-1) + else: + view = p.grad.data.view(-1) + views.append(view) + return torch.cat(views, 0) + + def _add_update(self, step_size, update) -> None: + offset = 0 + for p in self._params: + numel = p.numel() + # view as to avoid deprecated pointwise semantics + p.data.add_( + update[offset : offset + numel].view_as(p.data), + alpha=step_size, + ) + offset += numel + assert offset == self._numel() + + def _copy_params(self): + return [deepcopy(param.data) for param in self._params] + + def _load_params(self, current_params) -> None: + for i, param in enumerate(self._params): + param.data[:] = current_params[i] + + def line_search(self, line_search) -> None: + """Switches line search option. + + Inputs: + line_search (str): designates line search to use + Options: + 'None': uses steplength designated in algorithm + 'Armijo': uses Armijo backtracking line search + 'Wolfe': uses Armijo-Wolfe bracketing line search + + """ + group = self.param_groups[0] + group["line_search"] = line_search + + def two_loop_recursion(self, vec): + """Performs two-loop recursion on given vector to obtain Hv. + + Inputs: + vec (tensor): 1-D tensor to apply two-loop recursion to + + Output: + r (tensor): matrix-vector product Hv + + """ + group = self.param_groups[0] + history_size = group["history_size"] + + state = self.state["global_state"] + old_dirs = state.get("old_dirs") # change in gradients + old_stps = state.get("old_stps") # change in iterates + H_diag = state.get("H_diag") + + # compute the product of the inverse Hessian approximation and the gradient + num_old = len(old_dirs) + + if "rho" not in state: + state["rho"] = [None] * history_size + state["alpha"] = [None] * history_size + rho = state["rho"] + alpha = state["alpha"] + + for i in range(num_old): + rho[i] = 1.0 / old_stps[i].dot(old_dirs[i]) + + q = vec + for i in range(num_old - 1, -1, -1): + alpha[i] = old_dirs[i].dot(q) * rho[i] + q.add_(old_stps[i], alpha=-alpha[i]) + + # multiply by initial Hessian + # r/d is the final direction + r = torch.mul(q, H_diag) + for i in range(num_old): + beta = old_stps[i].dot(r) * rho[i] + r.add_(old_dirs[i], alpha=(alpha[i] - beta)) + + return r + + def curvature_update(self, flat_grad, eps=1e-2, damping=False) -> None: + """Performs curvature update. + + Inputs: + flat_grad (tensor): 1-D tensor of flattened gradient for computing + gradient difference with previously stored gradient + eps (float): constant for curvature pair rejection or damping (default: 1e-2) + damping (bool): flag for using Powell damping (default: False) + """ + assert len(self.param_groups) == 1 + + # load parameters + if eps <= 0: + msg = "Invalid eps; must be positive." + raise (ValueError(msg)) + + group = self.param_groups[0] + history_size = group["history_size"] + debug = group["debug"] + + # variables cached in state (for tracing) + state = self.state["global_state"] + fail = state.get("fail") + + # check if line search failed + if not fail: + d = state.get("d") + t = state.get("t") + old_dirs = state.get("old_dirs") + old_stps = state.get("old_stps") + H_diag = state.get("H_diag") + prev_flat_grad = state.get("prev_flat_grad") + Bs = state.get("Bs") + + # compute y's + y = flat_grad.sub(prev_flat_grad) + s = d.mul(t) + sBs = s.dot(Bs) + ys = y.dot(s) # y*s + + # update L-BFGS matrix + if ys > eps * sBs or damping is True: + # perform Powell damping + if damping is True and ys < eps * sBs: + if debug: + pass + theta = ((1 - eps) * sBs) / (sBs - ys) + y = theta * y + (1 - theta) * Bs + + # updating memory + if len(old_dirs) == history_size: + # shift history by one (limited-memory) + old_dirs.pop(0) + old_stps.pop(0) + + # store new direction/step + old_dirs.append(s) + old_stps.append(y) + + # update scale of initial Hessian approximation + H_diag = ys / y.dot(y) # (y*y) + + state["old_dirs"] = old_dirs + state["old_stps"] = old_stps + state["H_diag"] = H_diag + + else: + # save skip + state["curv_skips"] += 1 + if debug: + pass + + else: + # save skip + state["fail_skips"] += 1 + if debug: + pass + + def _step(self, p_k, g_Ok, g_Sk=None, options=None): + """Performs a single optimization step. + + Inputs: + p_k (tensor): 1-D tensor specifying search direction + g_Ok (tensor): 1-D tensor of flattened gradient over overlap O_k used + for gradient differencing in curvature pair update + g_Sk (tensor): 1-D tensor of flattened gradient over full sample S_k + used for curvature pair damping or rejection criterion, + if None, will use g_Ok (default: None) + options (dict): contains options for performing line search + + Options for Armijo backtracking line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) + 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Options for Wolfe line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (float): factor for extrapolation (default: 2) + 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) + 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Outputs (depends on line search): + . No line search: + t (float): steplength + . Armijo backtracking line search: + F_new (tensor): loss function at new iterate + t (tensor): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + . Wolfe line search: + F_new (tensor): loss function at new iterate + g_new (tensor): gradient at new iterate + t (float): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + grad_eval (int): number of gradient evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + + Notes + ----- + . If encountering line search failure in the deterministic setting, one + should try increasing the maximum number of line search steps max_ls. + + """ + if options is None: + options = {} + assert len(self.param_groups) == 1 + + # load parameter options + group = self.param_groups[0] + lr = group["lr"] + line_search = group["line_search"] + dtype = group["dtype"] + debug = group["debug"] + + # variables cached in state (for tracing) + state = self.state["global_state"] + d = state.get("d") + t = state.get("t") + prev_flat_grad = state.get("prev_flat_grad") + Bs = state.get("Bs") + + # keep track of nb of iterations + state["n_iter"] += 1 + + # set search direction + d = p_k + + # modify previous gradient + if prev_flat_grad is None: + prev_flat_grad = g_Ok.clone() + else: + prev_flat_grad.copy_(g_Ok) + + # set initial step size + t = lr + + # closure evaluation counter + closure_eval = 0 + + if g_Sk is None: + g_Sk = g_Ok.clone() + + # perform Armijo backtracking line search + if line_search == "Armijo": + # load options + if options: + if "closure" not in options: + msg = "closure option not specified." + raise (ValueError(msg)) + closure = options["closure"] + + gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] + + if "current_loss" not in options: + F_k = closure() + closure_eval += 1 + else: + F_k = options["current_loss"] + + if "eta" not in options: + eta = 2 + elif options["eta"] <= 0: + msg = "Invalid eta; must be positive." + raise (ValueError(msg)) + else: + eta = options["eta"] + + if "c1" not in options: + c1 = 1e-4 + elif options["c1"] >= 1 or options["c1"] <= 0: + msg = "Invalid c1; must be strictly between 0 and 1." + raise (ValueError(msg)) + else: + c1 = options["c1"] + + if "max_ls" not in options: + max_ls = 10 + elif options["max_ls"] <= 0: + msg = "Invalid max_ls; must be positive." + raise (ValueError(msg)) + else: + max_ls = options["max_ls"] + + interpolate = options.get("interpolate", True) + + inplace = options.get("inplace", True) + + ls_debug = options.get("ls_debug", False) + + else: + msg = "Options are not specified; need closure evaluating function." + raise (ValueError(msg)) + + # initialize values + if interpolate: + if torch.cuda.is_available(): + F_prev = torch.tensor(np.nan, dtype=dtype).cuda() + else: + F_prev = torch.tensor(np.nan, dtype=dtype) + + ls_step = 0 + t_prev = 0 # old steplength + fail = False # failure flag + + # begin print for debug mode + if ls_debug: + pass + + # check if search direction is descent direction + if gtd >= 0: + desc_dir = False + if debug: + pass + else: + desc_dir = True + + # store values if not in-place + if not inplace: + current_params = self._copy_params() + + # update and evaluate at new point + self._add_update(t, d) + F_new = closure() + closure_eval += 1 + + # print info if debugging + if ls_debug: + pass + + # check Armijo condition + while F_new > F_k + c1 * t * gtd or not is_legal(F_new): + # check if maximum number of iterations reached + if ls_step >= max_ls: + if inplace: + self._add_update(-t, d) + else: + self._load_params(current_params) + + t = 0 + F_new = closure() + closure_eval += 1 + fail = True + break + + # store current steplength + t_new = t + + # compute new steplength + + # if first step or not interpolating, then multiply by factor + if ls_step == 0 or not interpolate or not is_legal(F_new): + t = t / eta + + # if second step, use function value at new point along with + # gradient and function at current iterate + elif ls_step == 1 or not is_legal(F_prev): + t = polyinterp( + np.array( + [ + [0, F_k.item(), gtd.item()], + [t_new, F_new.item(), np.nan], + ], + ), + ) + + # otherwise, use function values at new point, previous point, + # and gradient and function at current iterate + else: + t = polyinterp( + np.array( + [ + [0, F_k.item(), gtd.item()], + [t_new, F_new.item(), np.nan], + [t_prev, F_prev.item(), np.nan], + ], + ), + ) + + # if values are too extreme, adjust t + if interpolate: + if t < 1e-3 * t_new: + t = 1e-3 * t_new + elif t > 0.6 * t_new: + t = 0.6 * t_new + + # store old point + F_prev = F_new + t_prev = t_new + + # update iterate and reevaluate + if inplace: + self._add_update(t - t_new, d) + else: + self._load_params(current_params) + self._add_update(t, d) + + F_new = closure() + closure_eval += 1 + ls_step += 1 # iterate + + # print info if debugging + if ls_debug: + pass + + # store Bs + if Bs is None: + Bs = (g_Sk.mul(-t)).clone() + else: + Bs.copy_(g_Sk.mul(-t)) + + # print final steplength + if ls_debug: + pass + + state["d"] = d + state["prev_flat_grad"] = prev_flat_grad + state["t"] = t + state["Bs"] = Bs + state["fail"] = fail + + return F_new, t, ls_step, closure_eval, desc_dir, fail + + # perform weak Wolfe line search + if line_search == "Wolfe": + # load options + if options: + if "closure" not in options: + msg = "closure option not specified." + raise (ValueError(msg)) + closure = options["closure"] + + if "current_loss" not in options: + F_k = closure() + closure_eval += 1 + else: + F_k = options["current_loss"] + + gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] + + if "eta" not in options: + eta = 2 + elif options["eta"] <= 1: + msg = "Invalid eta; must be greater than 1." + raise (ValueError(msg)) + else: + eta = options["eta"] + + if "c1" not in options: + c1 = 1e-4 + elif options["c1"] >= 1 or options["c1"] <= 0: + msg = "Invalid c1; must be strictly between 0 and 1." + raise (ValueError(msg)) + else: + c1 = options["c1"] + + if "c2" not in options: + c2 = 0.9 + elif options["c2"] >= 1 or options["c2"] <= 0: + msg = "Invalid c2; must be strictly between 0 and 1." + raise (ValueError(msg)) + elif options["c2"] <= c1: + msg = "Invalid c2; must be strictly larger than c1." + raise (ValueError(msg)) + else: + c2 = options["c2"] + + if "max_ls" not in options: + max_ls = 10 + elif options["max_ls"] <= 0: + msg = "Invalid max_ls; must be positive." + raise (ValueError(msg)) + else: + max_ls = options["max_ls"] + + interpolate = options.get("interpolate", True) + + inplace = options.get("inplace", True) + + ls_debug = options.get("ls_debug", False) + + else: + msg = "Options are not specified; need closure evaluating function." + raise (ValueError(msg)) + + # initialize counters + ls_step = 0 + grad_eval = 0 # tracks gradient evaluations + t_prev = 0 # old steplength + + # initialize bracketing variables and flag + alpha = 0 + beta = float("Inf") + fail = False + + # initialize values for line search + if interpolate: + F_a = F_k + g_a = gtd + + if torch.cuda.is_available(): + F_b = torch.tensor(np.nan, dtype=dtype).cuda() + g_b = torch.tensor(np.nan, dtype=dtype).cuda() + else: + F_b = torch.tensor(np.nan, dtype=dtype) + g_b = torch.tensor(np.nan, dtype=dtype) + + # begin print for debug mode + if ls_debug: + pass + + # check if search direction is descent direction + if gtd >= 0: + desc_dir = False + if debug: + pass + else: + desc_dir = True + + # store values if not in-place + if not inplace: + current_params = self._copy_params() + + # update and evaluate at new point + self._add_update(t, d) + F_new = closure() + closure_eval += 1 + + # main loop + while True: + # check if maximum number of line search steps have been reached + if ls_step >= max_ls: + if inplace: + self._add_update(-t, d) + else: + self._load_params(current_params) + + t = 0 + F_new = closure() + F_new.backward() + g_new = self._gather_flat_grad() + closure_eval += 1 + grad_eval += 1 + fail = True + break + + # print info if debugging + if ls_debug: + pass + + # check Armijo condition + if F_new > F_k + c1 * t * gtd: + # set upper bound + beta = t + t_prev = t + + # update interpolation quantities + if interpolate: + F_b = F_new + if torch.cuda.is_available(): + g_b = torch.tensor(np.nan, dtype=dtype).cuda() + else: + g_b = torch.tensor(np.nan, dtype=dtype) + + else: + # compute gradient + F_new.backward() + g_new = self._gather_flat_grad() + grad_eval += 1 + gtd_new = g_new.dot(d) + + # print info if debugging + if ls_debug: + pass + + # check curvature condition + if gtd_new < c2 * gtd: + # set lower bound + alpha = t + t_prev = t + + # update interpolation quantities + if interpolate: + F_a = F_new + g_a = gtd_new + + else: + break + + # compute new steplength + + # if first step or not interpolating, then bisect or multiply by factor + if not interpolate or not is_legal(F_b): + t = eta * t if beta == float("Inf") else (alpha + beta) / 2.0 + + # otherwise interpolate between a and b + else: + t = polyinterp( + np.array( + [ + [alpha, F_a.item(), g_a.item()], + [beta, F_b.item(), g_b.item()], + ], + ), + ) + + # if values are too extreme, adjust t + if beta == float("Inf"): + if t > 2 * eta * t_prev: + t = 2 * eta * t_prev + elif t < eta * t_prev: + t = eta * t_prev + elif t < alpha + 0.2 * (beta - alpha): + t = alpha + 0.2 * (beta - alpha) + elif t > (beta - alpha) / 2.0: + t = (beta - alpha) / 2.0 + + # if we obtain nonsensical value from interpolation + if t <= 0: + t = (beta - alpha) / 2.0 + + # update parameters + if inplace: + self._add_update(t - t_prev, d) + else: + self._load_params(current_params) + self._add_update(t, d) + + # evaluate closure + F_new = closure() + closure_eval += 1 + ls_step += 1 + + # store Bs + if Bs is None: + Bs = (g_Sk.mul(-t)).clone() + else: + Bs.copy_(g_Sk.mul(-t)) + + # print final steplength + if ls_debug: + pass + + state["d"] = d + state["prev_flat_grad"] = prev_flat_grad + state["t"] = t + state["Bs"] = Bs + state["fail"] = fail + + return F_new, g_new, t, ls_step, closure_eval, grad_eval, desc_dir, fail + + # perform update + self._add_update(t, d) + + # store Bs + if Bs is None: + Bs = (g_Sk.mul(-t)).clone() + else: + Bs.copy_(g_Sk.mul(-t)) + + state["d"] = d + state["prev_flat_grad"] = prev_flat_grad + state["t"] = t + state["Bs"] = Bs + state["fail"] = False + + return t + + def step(self, p_k, g_Ok, g_Sk=None, options=None): + if options is None: + options = {} + return self._step(p_k, g_Ok, g_Sk, options) + + +# %% Full-Batch (Deterministic) L-BFGS Optimizer (Wrapper) + + +class FullBatchLBFGS(LBFGS): + """Implements full-batch or deterministic L-BFGS algorithm. Compatible with + Powell damping. Can be used when evaluating a deterministic function and + gradient. Wraps the LBFGS optimizer. Performs the two-loop recursion, + updating, and curvature updating in a single step. + + Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere + Last edited 11/15/18. + + Warnings: + -------- + . Does not support per-parameter options and parameter groups. + . All parameters have to be on a single device. + + Inputs: + lr (float): steplength or learning rate (default: 1) + history_size (int): update history size (default: 10) + line_search (str): designates line search to use (default: 'Wolfe') + Options: + 'None': uses steplength designated in algorithm + 'Armijo': uses Armijo backtracking line search + 'Wolfe': uses Armijo-Wolfe bracketing line search + dtype: data type (default: torch.float) + debug (bool): debugging mode + + """ + + def __init__( + self, + params, + lr=1, + history_size=10, + line_search="Wolfe", + dtype=torch.float, + debug=False, + ) -> None: + super().__init__(params, lr, history_size, line_search, dtype, debug) + + def step(self, options=None): + """Performs a single optimization step. + + Inputs: + options (dict): contains options for performing line search + + General Options: + 'eps' (float): constant for curvature pair rejection or damping (default: 1e-2) + 'damping' (bool): flag for using Powell damping (default: False) + + Options for Armijo backtracking line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) + 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Options for Wolfe line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (float): factor for extrapolation (default: 2) + 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) + 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Outputs (depends on line search): + . No line search: + t (float): steplength + . Armijo backtracking line search: + F_new (tensor): loss function at new iterate + t (tensor): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + . Wolfe line search: + F_new (tensor): loss function at new iterate + g_new (tensor): gradient at new iterate + t (float): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + grad_eval (int): number of gradient evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + + Notes + ----- + . If encountering line search failure in the deterministic setting, one + should try increasing the maximum number of line search steps max_ls. + + """ + # load options for damping and eps + if options is None: + options = {} + damping = options.get("damping", False) + + eps = options.get("eps", 0.01) + + # gather gradient + grad = self._gather_flat_grad() + + # update curvature if after 1st iteration + state = self.state["global_state"] + if state["n_iter"] > 0: + self.curvature_update(grad, eps, damping) + + # compute search direction + p = self.two_loop_recursion(-grad) + + # take step + return self._step(p, grad, options=options) diff --git a/src/multinterp/backend/__init__.py b/src/multinterp/backend/__init__.py index 4f68d7b..5d11ac7 100644 --- a/src/multinterp/backend/__init__.py +++ b/src/multinterp/backend/__init__.py @@ -1,21 +1,21 @@ -from __future__ import annotations - -import contextlib - -backend_functions = {} -backends = ["cupy", "jax", "numba", "scipy"] - -for backend in backends: - with contextlib.suppress(ImportError): - backend_functions[backend] = getattr( - __import__(f"multinterp.backend._{backend}", fromlist=[backend]), - f"{backend}_multinterp", - ) - - -def multinterp(grids, values, args, backend="numba"): - if backend not in backends: - msg = f"Invalid backend: {backend}" - raise ValueError(msg) - - return backend_functions[backend](grids, values, args) +from __future__ import annotations + +import contextlib + +backend_functions = {} +backends = ["cupy", "jax", "numba", "scipy"] + +for backend in backends: + with contextlib.suppress(ImportError): + backend_functions[backend] = getattr( + __import__(f"multinterp.backend._{backend}", fromlist=[backend]), + f"{backend}_multinterp", + ) + + +def multinterp(grids, values, args, backend="numba"): + if backend not in backends: + msg = f"Invalid backend: {backend}" + raise ValueError(msg) + + return backend_functions[backend](grids, values, args) diff --git a/src/multinterp/backend/_cupy.py b/src/multinterp/backend/_cupy.py index e6b4603..c55a260 100644 --- a/src/multinterp/backend/_cupy.py +++ b/src/multinterp/backend/_cupy.py @@ -1,125 +1,125 @@ -from __future__ import annotations - -import cupy as cp -from cupyx.scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -def cupy_multinterp(grids, values, args, options=None): - """Perform multivariate interpolation using CuPy. - - Parameters - ---------- - grids : array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the function. - - """ - mc_kwargs = update_mc_kwargs(options) - - args = cp.asarray(args) - values = cp.asarray(values) - grids = [cp.asarray(grid) for grid in grids] - - coords = cupy_get_coordinates(grids, args) - return cupy_map_coordinates(values, coords, **mc_kwargs) - - -def cupy_gradinterp(grids, values, args, axis=None, options=None): - """Computes the interpolated value of the gradient evaluated at specified points using CuPy. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - axis : int, optional - Axis along which to compute the gradient. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the gradient. - - """ - mc_kwargs = update_mc_kwargs(options) - eo = options.get("edge_order", 1) if options else 1 - - args = cp.asarray(args) - values = cp.asarray(values) - grids = [cp.asarray(grid) for grid in grids] - - coords = cupy_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = cp.gradient(values, grids[axis], axis=axis, edge_order=eo) - return cupy_map_coordinates(gradient, coords, **mc_kwargs) - gradient = cp.gradient(values, *grids, edge_order=eo) - return cp.asarray( - [cupy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -def cupy_get_coordinates(grids, args): - """Takes input values and converts them to coordinates with respect to the specified grid. - - Parameters - ---------- - grids : cp.array - Grid points for each dimension. - args : cp.array - Points at which to interpolate data. - - Returns - ------- - cp.array - Coordinates with respect to the grid. - - """ - coords = cp.empty_like(args) - for dim, grid in enumerate(grids): - grid_size = cp.arange(grid.size) - coords[dim] = cp.interp(args[dim], grid, grid_size) - - return coords - - -def cupy_map_coordinates(values, coords, **kwargs): - """Run the map_coordinates function from the cupyx.scipy.ndimage module on the specified values. - - Parameters - ---------- - values : cp.array - Functional values from which to interpolate. - coords : cp.array - Coordinates at which to interpolate values. - - Returns - ------- - cp.array - Interpolated values. - - """ - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) +from __future__ import annotations + +import cupy as cp +from cupyx.scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +def cupy_multinterp(grids, values, args, options=None): + """Perform multivariate interpolation using CuPy. + + Parameters + ---------- + grids : array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the function. + + """ + mc_kwargs = update_mc_kwargs(options) + + args = cp.asarray(args) + values = cp.asarray(values) + grids = [cp.asarray(grid) for grid in grids] + + coords = cupy_get_coordinates(grids, args) + return cupy_map_coordinates(values, coords, **mc_kwargs) + + +def cupy_gradinterp(grids, values, args, axis=None, options=None): + """Computes the interpolated value of the gradient evaluated at specified points using CuPy. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + axis : int, optional + Axis along which to compute the gradient. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the gradient. + + """ + mc_kwargs = update_mc_kwargs(options) + eo = options.get("edge_order", 1) if options else 1 + + args = cp.asarray(args) + values = cp.asarray(values) + grids = [cp.asarray(grid) for grid in grids] + + coords = cupy_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = cp.gradient(values, grids[axis], axis=axis, edge_order=eo) + return cupy_map_coordinates(gradient, coords, **mc_kwargs) + gradient = cp.gradient(values, *grids, edge_order=eo) + return cp.asarray( + [cupy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +def cupy_get_coordinates(grids, args): + """Takes input values and converts them to coordinates with respect to the specified grid. + + Parameters + ---------- + grids : cp.array + Grid points for each dimension. + args : cp.array + Points at which to interpolate data. + + Returns + ------- + cp.array + Coordinates with respect to the grid. + + """ + coords = cp.empty_like(args) + for dim, grid in enumerate(grids): + grid_size = cp.arange(grid.size) + coords[dim] = cp.interp(args[dim], grid, grid_size) + + return coords + + +def cupy_map_coordinates(values, coords, **kwargs): + """Run the map_coordinates function from the cupyx.scipy.ndimage module on the specified values. + + Parameters + ---------- + values : cp.array + Functional values from which to interpolate. + coords : cp.array + Coordinates at which to interpolate values. + + Returns + ------- + cp.array + Interpolated values. + + """ + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) diff --git a/src/multinterp/backend/_jax.py b/src/multinterp/backend/_jax.py index a5b8254..15d68eb 100644 --- a/src/multinterp/backend/_jax.py +++ b/src/multinterp/backend/_jax.py @@ -1,138 +1,138 @@ -from __future__ import annotations - -import functools - -import jax.numpy as jnp -from jax import jit -from jax.scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -@jit -def jax_multinterp(grids, values, args, options=None): - """Perform multidimensional interpolation using JAX. - - Parameters - ---------- - grids : list of array-like - List of grid points for each dimension. - values : array-like - Values at each point in the grid. - args : array-like - Points at which to interpolate data. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values. - - """ - mc_kwargs = update_mc_kwargs(options, jax=True) - - args = jnp.asarray(args) - values = jnp.asarray(values) - grids = [jnp.asarray(grid) for grid in grids] - - coords = jax_get_coordinates(grids, args) - return jax_map_coordinates(values, coords, **mc_kwargs) - - -def jax_gradinterp(grids, values, args, axis=None, options=None): - """Computes the interpolated value of the gradient evaluated at specified points using JAX. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - axis : int, optional - Axis along which to compute the gradient. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the gradient. - - """ - mc_kwargs = update_mc_kwargs(options, jax=True) - eo = options.get("edge_order", 1) if options else 1 - - args = jnp.asarray(args) - values = jnp.asarray(values) - grids = [jnp.asarray(grid) for grid in grids] - - coords = jax_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = jnp.gradient(values, grids[axis], axis=axis, edge_order=eo) - return jax_map_coordinates(gradient, coords, **mc_kwargs) - gradient = jnp.gradient(values, *grids, edge_order=eo) - return jnp.asarray( - [jax_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -@jit -def jax_get_coordinates(grids, args): - """Takes input values and converts them to coordinates with respect to the specified grid. - - Parameters - ---------- - grids : jnp.array - Grid points for each dimension. - args : jnp.array - Points at which to interpolate data. - - Returns - ------- - jnp.array - Coordinates of the specified input points with respect to the grid. - - """ - grid_sizes = [jnp.arange(grid.size) for grid in grids] - return jnp.array( - [ - jnp.interp(arg, grid, grid_size) - for arg, grid, grid_size in zip(args, grids, grid_sizes) - ], - ) - - -@functools.partial(jit, static_argnums=(2, 3, 4)) -def jax_map_coordinates(values, coords, order=None, mode=None, cval=None): - """Run the map_coordinates function from the jax.scipy.ndimage module on the specified values. - - Parameters - ---------- - values : jnp.array - The functional values from which to interpolate. - coords : jnp.array - The coordinates at which to interpolate the values. - order : int, optional - The order of interpolation, 0 for Nearest-Neighbour, 1 for Linear. - mode : str, optional - Method to handle extrapolation. See JAX documentation for options. - cval : float, optional - Value to use for extrapolation under 'constant' method. - - Returns - ------- - jnp.array - Interpolated values at specified coordinates. - - """ - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, order, mode, cval) - return output.reshape(original_shape) +from __future__ import annotations + +import functools + +import jax.numpy as jnp +from jax import jit +from jax.scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +@jit +def jax_multinterp(grids, values, args, options=None): + """Perform multidimensional interpolation using JAX. + + Parameters + ---------- + grids : list of array-like + List of grid points for each dimension. + values : array-like + Values at each point in the grid. + args : array-like + Points at which to interpolate data. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values. + + """ + mc_kwargs = update_mc_kwargs(options, jax=True) + + args = jnp.asarray(args) + values = jnp.asarray(values) + grids = [jnp.asarray(grid) for grid in grids] + + coords = jax_get_coordinates(grids, args) + return jax_map_coordinates(values, coords, **mc_kwargs) + + +def jax_gradinterp(grids, values, args, axis=None, options=None): + """Computes the interpolated value of the gradient evaluated at specified points using JAX. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + axis : int, optional + Axis along which to compute the gradient. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the gradient. + + """ + mc_kwargs = update_mc_kwargs(options, jax=True) + eo = options.get("edge_order", 1) if options else 1 + + args = jnp.asarray(args) + values = jnp.asarray(values) + grids = [jnp.asarray(grid) for grid in grids] + + coords = jax_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = jnp.gradient(values, grids[axis], axis=axis, edge_order=eo) + return jax_map_coordinates(gradient, coords, **mc_kwargs) + gradient = jnp.gradient(values, *grids, edge_order=eo) + return jnp.asarray( + [jax_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +@jit +def jax_get_coordinates(grids, args): + """Takes input values and converts them to coordinates with respect to the specified grid. + + Parameters + ---------- + grids : jnp.array + Grid points for each dimension. + args : jnp.array + Points at which to interpolate data. + + Returns + ------- + jnp.array + Coordinates of the specified input points with respect to the grid. + + """ + grid_sizes = [jnp.arange(grid.size) for grid in grids] + return jnp.array( + [ + jnp.interp(arg, grid, grid_size) + for arg, grid, grid_size in zip(args, grids, grid_sizes) + ], + ) + + +@functools.partial(jit, static_argnums=(2, 3, 4)) +def jax_map_coordinates(values, coords, order=None, mode=None, cval=None): + """Run the map_coordinates function from the jax.scipy.ndimage module on the specified values. + + Parameters + ---------- + values : jnp.array + The functional values from which to interpolate. + coords : jnp.array + The coordinates at which to interpolate the values. + order : int, optional + The order of interpolation, 0 for Nearest-Neighbour, 1 for Linear. + mode : str, optional + Method to handle extrapolation. See JAX documentation for options. + cval : float, optional + Value to use for extrapolation under 'constant' method. + + Returns + ------- + jnp.array + Interpolated values at specified coordinates. + + """ + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, order, mode, cval) + return output.reshape(original_shape) diff --git a/src/multinterp/backend/_numba.py b/src/multinterp/backend/_numba.py index 7bfca76..cdd54e3 100644 --- a/src/multinterp/backend/_numba.py +++ b/src/multinterp/backend/_numba.py @@ -1,126 +1,126 @@ -from __future__ import annotations - -import numpy as np -from numba import njit, prange, typed -from scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -def numba_multinterp(grids, values, args, options=None): - """Perform multivariate interpolation using JIT-compiled functions with Numba. - - Parameters - ---------- - grids : array-like - Grid points in the domain. - values: array-like - Functional values at the grid points. - args: array-like - Points at which to interpolate data. - options: dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the function. - - """ - mc_kwargs = update_mc_kwargs(options) - - args = np.asarray(args) - values = np.asarray(values) - grids = typed.List([np.asarray(grid) for grid in grids]) - - coords = numba_get_coordinates(grids, args) - return numba_map_coordinates(values, coords, **mc_kwargs) - - -@njit(parallel=True, cache=True, fastmath=True) -def numba_get_coordinates(grids, args): - """Converts input arguments to coordinates with respect to the specified grid. JIT-compiled using Numba. - - Parameters - ---------- - grids : typed.List - Curvilinear grids for each dimension. - args : np.ndarray - Values in the domain at which the function is to be interpolated. - - Returns - ------- - np.ndarray - Coordinates of the input arguments. - - """ - coords = np.empty_like(args) - for dim in prange(len(grids)): - grid_size = np.arange(grids[dim].size) - coords[dim] = np.interp(args[dim], grids[dim], grid_size) - - return coords - - -# same as scipy map_coordinates until replacement is found -def numba_map_coordinates(values, coords, **kwargs): - """Identical to scipy_map_coordinates until a replacement is found. See documentation for scipy_map_coordinates.""" - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) - - -@njit(parallel=True, cache=True, fastmath=True) -def nb_interp_piecewise(args, grids, values, axis): - """Just-in-time compiled function to interpolate on a warped grid. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - grids : np.ndarray - Curvilinear grids for each dimension. - values : np.ndarray - Functional values on a curvilinear grid. - axis : int, 0 or 1 - See `WarpedInterpOnInterp2D.__call__`. - - Returns - ------- - np.ndarray - Interpolated values on arguments. - - """ - shape = args[0].shape # original shape of arguments - size = args[0].size # number of points in arguments - shape_axis = values.shape[axis] # number of points in axis - - # flatten arguments by dimension - args = args.reshape((values.ndim, -1)) - - y_intermed = np.empty((shape_axis, size)) - z_intermed = np.empty((shape_axis, size)) - - for i in prange(shape_axis): - # for each dimension, interpolate the first argument - grids0 = grids[0][i] if axis == 0 else grids[0][:, i] - grids1 = grids[1][i] if axis == 0 else grids[1][:, i] - vals = values[i] if axis == 0 else values[:, i] - y_intermed[i] = np.interp(args[0], grids0, grids1) - z_intermed[i] = np.interp(args[0], grids0, vals) - - output = np.empty_like(args[0]) - - for j in prange(size): - y_temp = y_intermed[:, j] - z_temp = z_intermed[:, j] - - if y_temp[0] > y_temp[-1]: - # reverse - y_temp = y_temp[::-1].copy() - z_temp = z_temp[::-1].copy() - - output[j] = np.interp(args[1][j], y_temp, z_temp) - - return output.reshape(shape) +from __future__ import annotations + +import numpy as np +from numba import njit, prange, typed +from scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +def numba_multinterp(grids, values, args, options=None): + """Perform multivariate interpolation using JIT-compiled functions with Numba. + + Parameters + ---------- + grids : array-like + Grid points in the domain. + values: array-like + Functional values at the grid points. + args: array-like + Points at which to interpolate data. + options: dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the function. + + """ + mc_kwargs = update_mc_kwargs(options) + + args = np.asarray(args) + values = np.asarray(values) + grids = typed.List([np.asarray(grid) for grid in grids]) + + coords = numba_get_coordinates(grids, args) + return numba_map_coordinates(values, coords, **mc_kwargs) + + +@njit(parallel=True, cache=True, fastmath=True) +def numba_get_coordinates(grids, args): + """Converts input arguments to coordinates with respect to the specified grid. JIT-compiled using Numba. + + Parameters + ---------- + grids : typed.List + Curvilinear grids for each dimension. + args : np.ndarray + Values in the domain at which the function is to be interpolated. + + Returns + ------- + np.ndarray + Coordinates of the input arguments. + + """ + coords = np.empty_like(args) + for dim in prange(len(grids)): + grid_size = np.arange(grids[dim].size) + coords[dim] = np.interp(args[dim], grids[dim], grid_size) + + return coords + + +# same as scipy map_coordinates until replacement is found +def numba_map_coordinates(values, coords, **kwargs): + """Identical to scipy_map_coordinates until a replacement is found. See documentation for scipy_map_coordinates.""" + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) + + +@njit(parallel=True, cache=True, fastmath=True) +def nb_interp_piecewise(args, grids, values, axis): + """Just-in-time compiled function to interpolate on a warped grid. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + grids : np.ndarray + Curvilinear grids for each dimension. + values : np.ndarray + Functional values on a curvilinear grid. + axis : int, 0 or 1 + See `WarpedInterpOnInterp2D.__call__`. + + Returns + ------- + np.ndarray + Interpolated values on arguments. + + """ + shape = args[0].shape # original shape of arguments + size = args[0].size # number of points in arguments + shape_axis = values.shape[axis] # number of points in axis + + # flatten arguments by dimension + args = args.reshape((values.ndim, -1)) + + y_intermed = np.empty((shape_axis, size)) + z_intermed = np.empty((shape_axis, size)) + + for i in prange(shape_axis): + # for each dimension, interpolate the first argument + grids0 = grids[0][i] if axis == 0 else grids[0][:, i] + grids1 = grids[1][i] if axis == 0 else grids[1][:, i] + vals = values[i] if axis == 0 else values[:, i] + y_intermed[i] = np.interp(args[0], grids0, grids1) + z_intermed[i] = np.interp(args[0], grids0, vals) + + output = np.empty_like(args[0]) + + for j in prange(size): + y_temp = y_intermed[:, j] + z_temp = z_intermed[:, j] + + if y_temp[0] > y_temp[-1]: + # reverse + y_temp = y_temp[::-1].copy() + z_temp = z_temp[::-1].copy() + + output[j] = np.interp(args[1][j], y_temp, z_temp) + + return output.reshape(shape) diff --git a/src/multinterp/backend/_scipy.py b/src/multinterp/backend/_scipy.py index 3e46948..bd7ee28 100644 --- a/src/multinterp/backend/_scipy.py +++ b/src/multinterp/backend/_scipy.py @@ -1,125 +1,125 @@ -from __future__ import annotations - -import numpy as np -from scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -def scipy_multinterp(grids, values, args, options=None): - """Perform multivariate interpolation using SciPy. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the function. - - """ - mc_kwargs = update_mc_kwargs(options) - - args = np.asarray(args) - values = np.asarray(values) - grids = [np.asarray(grid) for grid in grids] - - coords = scipy_get_coordinates(grids, args) - return scipy_map_coordinates(values, coords, **mc_kwargs) - - -def scipy_gradinterp(grids, values, args, axis=None, options=None): - """Computes the interpolated value of the gradient evaluated at specified points using SciPy. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - axis : int, optional - Axis along which to compute the gradient. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the gradient. - - """ - mc_kwargs = update_mc_kwargs(options) - eo = options.get("edge_order", 1) if options else 1 - - args = np.asarray(args) - values = np.asarray(values) - grids = [np.asarray(grid) for grid in grids] - - coords = scipy_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = np.gradient(values, grids[axis], axis=axis, edge_order=eo) - return scipy_map_coordinates(gradient, coords, **mc_kwargs) - gradient = np.gradient(values, *grids, edge_order=eo) - return np.asarray( - [scipy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -def scipy_get_coordinates(grids, args): - """Takes input values and converts them to coordinates with respect to the specified grid. - - Parameters - ---------- - grids : np.array - Grid points for each dimension. - args : np.array - Points at which to interpolate data. - - Returns - ------- - np.array - Coordinates with respect to the grid. - - """ - coords = np.empty_like(args) - for dim, grid in enumerate(grids): - grid_size = np.arange(grid.size) - coords[dim] = np.interp(args[dim], grid, grid_size) - - return coords - - -def scipy_map_coordinates(values, coords, **kwargs): - """Run the map_coordinates function from the scipy.ndimage module on the specified values. - - Parameters - ---------- - values : np.array - Functional values from which to interpolate. - coords : np.array - Coordinates at which to interpolate values. - - Returns - ------- - np.array - Interpolated values of the function. - - """ - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) +from __future__ import annotations + +import numpy as np +from scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +def scipy_multinterp(grids, values, args, options=None): + """Perform multivariate interpolation using SciPy. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the function. + + """ + mc_kwargs = update_mc_kwargs(options) + + args = np.asarray(args) + values = np.asarray(values) + grids = [np.asarray(grid) for grid in grids] + + coords = scipy_get_coordinates(grids, args) + return scipy_map_coordinates(values, coords, **mc_kwargs) + + +def scipy_gradinterp(grids, values, args, axis=None, options=None): + """Computes the interpolated value of the gradient evaluated at specified points using SciPy. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + axis : int, optional + Axis along which to compute the gradient. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the gradient. + + """ + mc_kwargs = update_mc_kwargs(options) + eo = options.get("edge_order", 1) if options else 1 + + args = np.asarray(args) + values = np.asarray(values) + grids = [np.asarray(grid) for grid in grids] + + coords = scipy_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = np.gradient(values, grids[axis], axis=axis, edge_order=eo) + return scipy_map_coordinates(gradient, coords, **mc_kwargs) + gradient = np.gradient(values, *grids, edge_order=eo) + return np.asarray( + [scipy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +def scipy_get_coordinates(grids, args): + """Takes input values and converts them to coordinates with respect to the specified grid. + + Parameters + ---------- + grids : np.array + Grid points for each dimension. + args : np.array + Points at which to interpolate data. + + Returns + ------- + np.array + Coordinates with respect to the grid. + + """ + coords = np.empty_like(args) + for dim, grid in enumerate(grids): + grid_size = np.arange(grid.size) + coords[dim] = np.interp(args[dim], grid, grid_size) + + return coords + + +def scipy_map_coordinates(values, coords, **kwargs): + """Run the map_coordinates function from the scipy.ndimage module on the specified values. + + Parameters + ---------- + values : np.array + Functional values from which to interpolate. + coords : np.array + Coordinates at which to interpolate values. + + Returns + ------- + np.array + Interpolated values of the function. + + """ + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) diff --git a/src/multinterp/backend/_torch.py b/src/multinterp/backend/_torch.py index 7d2acc2..6e9c043 100644 --- a/src/multinterp/backend/_torch.py +++ b/src/multinterp/backend/_torch.py @@ -1,210 +1,213 @@ -from __future__ import annotations - -import itertools -from typing import Sequence - -import numpy as np -import torch - -from multinterp.utilities import update_mc_kwargs - - -def as_tensor(arrs, device="cpu"): - target_device = torch.device(device) - - if isinstance(arrs, (torch.Tensor, np.ndarray)): - return torch.as_tensor(arrs, device=target_device) - if isinstance(arrs, (list, tuple)) and isinstance(arrs[0], np.ndarray): - arrs = np.asarray(arrs) - return torch.as_tensor(arrs, device=target_device) - msg = "arrs must be a numpy array, a torch tensor, or a list of these." - raise TypeError(msg) - - -def torch_multinterp(grids, values, args, options=None): - mc_kwargs = update_mc_kwargs(options) - target_device = options.get("device", "cpu") if options else "cpu" - - args = as_tensor(args, device=target_device) - values = as_tensor(values, device=target_device) - grids = [as_tensor(grid, device=target_device) for grid in grids] - - coords = torch_get_coordinates(grids, args) - return torch_map_coordinates(values, coords, **mc_kwargs) - - -def torch_gradinterp(grids, values, args, axis=None, options=None): - mc_kwargs = update_mc_kwargs(options) - eo = options.get("edge_order", 1) if options else 1 - - args = as_tensor(args) - values = as_tensor(values) - grids = [as_tensor(grid) for grid in grids] - - coords = torch_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = torch.gradient(values, grids[axis], axis=axis, edge_order=eo) - return torch_map_coordinates(gradient, coords, **mc_kwargs) - gradient = torch.gradient(values, *grids, edge_order=eo) - return torch.asarray( - [torch_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -def torch_get_coordinates(grids, args): - coords = torch.empty_like(args) - for dim, grid in enumerate(grids): - grid_size = torch.arange(grid.numel(), device=grid.device) - coords[dim] = torch_interp(args[dim], grid, grid_size) - - return coords - - -def torch_map_coordinates(values, coords, **kwargs): - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) - - -def _mirror_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: - s = size - 1 - return torch.abs((index + s) % (2 * s) - s) - - -def _reflect_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: - return torch.floor((_mirror_index_fixer(2 * index + 1, 2 * size + 1) - 1) / 2) - - -_INDEX_FIXERS = { - "constant": lambda index, size: index, - "nearest": lambda index, size: torch.clip(index, 0, size - 1), - "wrap": lambda index, size: index % size, - "mirror": _mirror_index_fixer, - "reflect": _reflect_index_fixer, -} - - -def _round_half_away_from_zero(a: torch.Tensor) -> torch.Tensor: - return torch.round(a) if torch.is_floating_point(a) else a - - -def _nearest_indices_and_weights(coordinate: torch.Tensor) -> list: - index = torch.round(coordinate).to(torch.int32) - weight = coordinate.new_ones(()) - return [(index, weight)] - - -def _linear_indices_and_weights(coordinate: torch.Tensor) -> list: - lower = torch.floor(coordinate) - upper_weight = coordinate - lower - lower_weight = 1 - upper_weight - index = lower.to(torch.int32) - return [(index, lower_weight), (index + 1, upper_weight)] - - -def _map_coordinates( - input: torch.Tensor, - coordinates: Sequence[torch.Tensor], - order: int, - mode: str, - cval: float, -) -> torch.Tensor: - if len(coordinates) != input.ndim: - msg = f"coordinates must be a sequence of length {input.ndim}" - raise ValueError(msg) - - index_fixer = _INDEX_FIXERS.get(mode) - if index_fixer is None: - msg = f"Mode {mode} is not yet supported. Supported modes are {set(_INDEX_FIXERS.keys())}." - raise NotImplementedError(msg) - - if mode == "constant": - - def is_valid(index, size): - return (index >= 0) & (index < size) - - else: - - def is_valid(index, size): - return True - - if order == 0: - interp_fun = _nearest_indices_and_weights - elif order == 1: - interp_fun = _linear_indices_and_weights - else: - msg = "Currently requires order<=1" - raise NotImplementedError(msg) - - valid_1d_interpolations = [] - for coordinate, size in zip(coordinates, input.shape): - interp_nodes = interp_fun(coordinate) - valid_interp = [] - for index, weight in interp_nodes: - fixed_index = index_fixer(index, size) - valid = is_valid(index, size) - valid_interp.append((fixed_index, valid, weight)) - valid_1d_interpolations.append(valid_interp) - - outputs = [] - for items in itertools.product(*valid_1d_interpolations): - indices, validities, weights = zip(*items) - if all(valid is True for valid in validities): - contribution = input[indices] - else: - all_valid = torch.all(torch.stack(validities), dim=0) - contribution = torch.where(all_valid, input[indices], cval) - outputs.append(torch.prod(torch.stack(weights), dim=0) * contribution) - result = torch.sum(torch.stack(outputs), dim=0) - if input.dtype == torch.int: - result = _round_half_away_from_zero(result) - return result.to(input.dtype) - - -def map_coordinates( - input: torch.Tensor, - coordinates: Sequence[torch.Tensor], - order: int, - mode: str = "constant", - cval: float = 0.0, - output=None, - prefilter=None, -) -> torch.Tensor: - return _map_coordinates(input, coordinates, order, mode, cval) - - -def torch_interp(x, xp, fp): - """One-dimensional linear interpolation in PyTorch. - - Parameters - ---------- - x: array_like - The x-coordinates of the interpolated values. - xp: 1-D sequence of floats - The x-coordinates of the data points. - fp: 1-D sequence of floats - The y-coordinates of the data points, same length as xp. - - Returns - ------- - array_like - The interpolated values, same shape as x. - - """ - # Sort and get sorted indices - sort_idx = torch.argsort(xp) - xp = xp[sort_idx] - fp = fp[sort_idx] - - # Find bin indices and clip within range - bin_indices = torch.clamp(torch.searchsorted(xp, x, right=False), 0, len(xp) - 2) - - # Compute weights and interpolate - bin_diff = xp[bin_indices + 1] - xp[bin_indices] - w2 = (x - xp[bin_indices]) / bin_diff - return (1 - w2) * fp[bin_indices] + w2 * fp[bin_indices + 1] +from __future__ import annotations + +import itertools +from typing import TYPE_CHECKING + +import numpy as np +import torch + +from multinterp.utilities import update_mc_kwargs + +if TYPE_CHECKING: + from collections.abc import Sequence + + +def as_tensor(arrs, device="cpu"): + target_device = torch.device(device) + + if isinstance(arrs, (torch.Tensor, np.ndarray)): + return torch.as_tensor(arrs, device=target_device) + if isinstance(arrs, (list, tuple)) and isinstance(arrs[0], np.ndarray): + arrs = np.asarray(arrs) + return torch.as_tensor(arrs, device=target_device) + msg = "arrs must be a numpy array, a torch tensor, or a list of these." + raise TypeError(msg) + + +def torch_multinterp(grids, values, args, options=None): + mc_kwargs = update_mc_kwargs(options) + target_device = options.get("device", "cpu") if options else "cpu" + + args = as_tensor(args, device=target_device) + values = as_tensor(values, device=target_device) + grids = [as_tensor(grid, device=target_device) for grid in grids] + + coords = torch_get_coordinates(grids, args) + return torch_map_coordinates(values, coords, **mc_kwargs) + + +def torch_gradinterp(grids, values, args, axis=None, options=None): + mc_kwargs = update_mc_kwargs(options) + eo = options.get("edge_order", 1) if options else 1 + + args = as_tensor(args) + values = as_tensor(values) + grids = [as_tensor(grid) for grid in grids] + + coords = torch_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = torch.gradient(values, grids[axis], axis=axis, edge_order=eo) + return torch_map_coordinates(gradient, coords, **mc_kwargs) + gradient = torch.gradient(values, *grids, edge_order=eo) + return torch.asarray( + [torch_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +def torch_get_coordinates(grids, args): + coords = torch.empty_like(args) + for dim, grid in enumerate(grids): + grid_size = torch.arange(grid.numel(), device=grid.device) + coords[dim] = torch_interp(args[dim], grid, grid_size) + + return coords + + +def torch_map_coordinates(values, coords, **kwargs): + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) + + +def _mirror_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: + s = size - 1 + return torch.abs((index + s) % (2 * s) - s) + + +def _reflect_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: + return torch.floor((_mirror_index_fixer(2 * index + 1, 2 * size + 1) - 1) / 2) + + +_INDEX_FIXERS = { + "constant": lambda index, size: index, + "nearest": lambda index, size: torch.clip(index, 0, size - 1), + "wrap": lambda index, size: index % size, + "mirror": _mirror_index_fixer, + "reflect": _reflect_index_fixer, +} + + +def _round_half_away_from_zero(a: torch.Tensor) -> torch.Tensor: + return torch.round(a) if torch.is_floating_point(a) else a + + +def _nearest_indices_and_weights(coordinate: torch.Tensor) -> list: + index = torch.round(coordinate).to(torch.int32) + weight = coordinate.new_ones(()) + return [(index, weight)] + + +def _linear_indices_and_weights(coordinate: torch.Tensor) -> list: + lower = torch.floor(coordinate) + upper_weight = coordinate - lower + lower_weight = 1 - upper_weight + index = lower.to(torch.int32) + return [(index, lower_weight), (index + 1, upper_weight)] + + +def _map_coordinates( + input: torch.Tensor, + coordinates: Sequence[torch.Tensor], + order: int, + mode: str, + cval: float, +) -> torch.Tensor: + if len(coordinates) != input.ndim: + msg = f"coordinates must be a sequence of length {input.ndim}" + raise ValueError(msg) + + index_fixer = _INDEX_FIXERS.get(mode) + if index_fixer is None: + msg = f"Mode {mode} is not yet supported. Supported modes are {set(_INDEX_FIXERS.keys())}." + raise NotImplementedError(msg) + + if mode == "constant": + + def is_valid(index, size): + return (index >= 0) & (index < size) + + else: + + def is_valid(index, size) -> bool: + return True + + if order == 0: + interp_fun = _nearest_indices_and_weights + elif order == 1: + interp_fun = _linear_indices_and_weights + else: + msg = "Currently requires order<=1" + raise NotImplementedError(msg) + + valid_1d_interpolations = [] + for coordinate, size in zip(coordinates, input.shape): + interp_nodes = interp_fun(coordinate) + valid_interp = [] + for index, weight in interp_nodes: + fixed_index = index_fixer(index, size) + valid = is_valid(index, size) + valid_interp.append((fixed_index, valid, weight)) + valid_1d_interpolations.append(valid_interp) + + outputs = [] + for items in itertools.product(*valid_1d_interpolations): + indices, validities, weights = zip(*items) + if all(valid is True for valid in validities): + contribution = input[indices] + else: + all_valid = torch.all(torch.stack(validities), dim=0) + contribution = torch.where(all_valid, input[indices], cval) + outputs.append(torch.prod(torch.stack(weights), dim=0) * contribution) + result = torch.sum(torch.stack(outputs), dim=0) + if input.dtype == torch.int: + result = _round_half_away_from_zero(result) + return result.to(input.dtype) + + +def map_coordinates( + input: torch.Tensor, + coordinates: Sequence[torch.Tensor], + order: int, + mode: str = "constant", + cval: float = 0.0, + output=None, + prefilter=None, +) -> torch.Tensor: + return _map_coordinates(input, coordinates, order, mode, cval) + + +def torch_interp(x, xp, fp): + """One-dimensional linear interpolation in PyTorch. + + Parameters + ---------- + x: array_like + The x-coordinates of the interpolated values. + xp: 1-D sequence of floats + The x-coordinates of the data points. + fp: 1-D sequence of floats + The y-coordinates of the data points, same length as xp. + + Returns + ------- + array_like + The interpolated values, same shape as x. + + """ + # Sort and get sorted indices + sort_idx = torch.argsort(xp) + xp = xp[sort_idx] + fp = fp[sort_idx] + + # Find bin indices and clip within range + bin_indices = torch.clamp(torch.searchsorted(xp, x, right=False), 0, len(xp) - 2) + + # Compute weights and interpolate + bin_diff = xp[bin_indices + 1] - xp[bin_indices] + w2 = (x - xp[bin_indices]) / bin_diff + return (1 - w2) * fp[bin_indices] + w2 * fp[bin_indices + 1] diff --git a/src/multinterp/curvilinear/__init__.py b/src/multinterp/curvilinear/__init__.py index eff883e..bddaa6b 100644 --- a/src/multinterp/curvilinear/__init__.py +++ b/src/multinterp/curvilinear/__init__.py @@ -1,16 +1,16 @@ -from __future__ import annotations - -from ._scikit_image import PiecewiseAffineInterp -from ._scikit_learn import ( - PipelineCurvilinearInterp, - RegressionCurvilinearInterp, -) -from ._warped import Curvilinear2DInterp, Warped2DInterp - -__all__ = [ - "PiecewiseAffineInterp", - "Warped2DInterp", - "PipelineCurvilinearInterp", - "RegressionCurvilinearInterp", - "Curvilinear2DInterp", -] +from __future__ import annotations + +from ._scikit_image import PiecewiseAffineInterp +from ._scikit_learn import ( + PipelineCurvilinearInterp, + RegressionCurvilinearInterp, +) +from ._warped import Curvilinear2DInterp, Warped2DInterp + +__all__ = [ + "Curvilinear2DInterp", + "PiecewiseAffineInterp", + "PipelineCurvilinearInterp", + "RegressionCurvilinearInterp", + "Warped2DInterp", +] diff --git a/src/multinterp/curvilinear/_scikit_image.py b/src/multinterp/curvilinear/_scikit_image.py index 86e5599..d8ab76e 100644 --- a/src/multinterp/curvilinear/_scikit_image.py +++ b/src/multinterp/curvilinear/_scikit_image.py @@ -10,7 +10,7 @@ class PiecewiseAffineInterp(_CurvilinearGrid, MultivariateInterp): """Curvilinear interpolator that uses the PiecewiseAffineTransform from scikit-image.""" - def __init__(self, values, grids, options=None): + def __init__(self, values, grids, options=None) -> None: """Initialize a PiecewiseAffineInterp object. Parameters diff --git a/src/multinterp/curvilinear/_scikit_learn.py b/src/multinterp/curvilinear/_scikit_learn.py index 20601d0..3c300e2 100644 --- a/src/multinterp/curvilinear/_scikit_learn.py +++ b/src/multinterp/curvilinear/_scikit_learn.py @@ -1,195 +1,195 @@ -from __future__ import annotations - -import numpy as np -from sklearn.gaussian_process import GaussianProcessRegressor -from sklearn.kernel_ridge import KernelRidge -from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor -from sklearn.pipeline import make_pipeline -from sklearn.preprocessing import PolynomialFeatures, SplineTransformer, StandardScaler -from sklearn.svm import SVR - -from multinterp.grids import _CurvilinearGrid -from multinterp.rectilinear._multi import MultivariateInterp -from multinterp.utilities import update_mc_kwargs - - -class PipelineCurvilinearInterp(_CurvilinearGrid, MultivariateInterp): - """Curvilinear Interpolator using a pipeline of sklearn models.""" - - def __init__(self, values, grids, pipeline, options=None): - """Initialize a PipelineCurvilinearInterp object. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Functional coordinates on a curvilinear grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - - """ - # for now, only support scipy - super().__init__(values, grids, backend="scipy") - self.mc_kwargs = update_mc_kwargs(options) - self.pipeline = pipeline - - x_train = np.reshape(self.grids, (self.ndim, -1)) - y_train = np.mgrid[[slice(0, dim) for dim in self.shape]] - y_train = np.reshape(y_train, (self.ndim, -1)) - - self.models = [make_pipeline(*pipeline) for _ in range(self.ndim)] - for dim in range(self.ndim): - self.models[dim].fit(x_train, y_train[dim]) - - def _get_coordinates(self, args): - """Apply the sklearn pipeline to each dimension of arguments. - - Parameters - ---------- - args : np.ndarray - Values to interpolate for each dimension. - - Returns - ------- - np.ndarray - Interpolated values. - - """ - x_test = np.reshape(args, (self.ndim, -1)) - return np.array([m.predict(x_test).reshape(args[0].shape) for m in self.models]) - - -class _PreprocessingCurvilinearInterp(PipelineCurvilinearInterp): - """Abstract class for PipelineCurvilinearInterp with preprocessing.""" - - def __init__( - self, - values, - grids, - pipeline, - std=False, - mc_options=None, - pp_options=None, - ): - """Initialize a _PreprocessingCurvilinearInterp object. Preprocessing options - includes standardization, polynomial features, and spline features. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Functional coordinates on a curvilinear grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - std : bool, optional - Standardize data by removing the mean and scaling to unit variance, - by default False - preprocessing_options : dict, optional - Can be None, or a dictionary with key "feature". - If "feature" is "pol", then "degree" must be specified. - If "feature" is "spl", then "degree" and "n_knots" must be specified. - - Raises - ------ - AttributeError - Feature not recognized. - - """ - self.std = std - - if pp_options is None: - pp_options = {} - - self.pp_options = pp_options - - feature = pp_options.get("feature", None) - - if feature and isinstance(feature, str): - degree = pp_options.get("degree", 3) - assert isinstance(degree, int), "Degree must be an integer." - if feature.startswith("pol"): - pipeline.insert(0, PolynomialFeatures(degree)) - elif feature.startswith("spl"): - n_knots = pp_options.get("n_knots", 5) - assert isinstance(n_knots, int), "n_knots must be an integer." - pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) - else: - msg = f"Feature {feature} not recognized." - raise AttributeError(msg) - else: - msg = f"Feature {feature} not recognized." - raise AttributeError(msg) - - if std: - pipeline.insert(0, StandardScaler()) - - super().__init__(values, grids, pipeline, mc_options) - - -class RegressionCurvilinearInterp(_PreprocessingCurvilinearInterp): - """Generalized Regression for each dimension of the curvilinear grid. - Use regression to map from the curvilinear grid to an index grid. - Then use map_coordinates to interpolate on the index grid. - """ - - def __init__( - self, - values, - grids, - model="elastic-net-cv", - mc_options=None, - pp_options=None, - mod_options=None, - ): - """Initialize a GeneralizedRegressionCurvilinearInterp object. - The model determines the regression used for each dimension. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Functional coordinates on a curvilinear grid. - model : str, optional - One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", - "gaussian-process", by default "elastic-net". - options : dict, optional - Options for the model, by default None. - - Raises - ------ - AttributeError - Model is not implemented. - - """ - if mod_options is None: - mod_options = {} - - self.model = model - self.mod_options = mod_options - - if model == "elastic-net": - pipeline = [ElasticNet(**mod_options)] - elif model == "elastic-net-cv": - pipeline = [ElasticNetCV(**mod_options)] - elif model == "kernel-ridge": - pipeline = [KernelRidge(**mod_options)] - elif model == "svr": - pipeline = [SVR(**mod_options)] - elif model == "sgd": - pipeline = [SGDRegressor(**mod_options)] - elif model == "gaussian-process": - pipeline = [GaussianProcessRegressor(**mod_options)] - else: - msg = f"Model {model} not implemented. Consider using `PipelineCurvilinearInterp`." - raise AttributeError(msg) - - super().__init__( - values, - grids, - pipeline, - mc_options=mc_options, - pp_options=pp_options, - ) +from __future__ import annotations + +import numpy as np +from sklearn.gaussian_process import GaussianProcessRegressor +from sklearn.kernel_ridge import KernelRidge +from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor +from sklearn.pipeline import make_pipeline +from sklearn.preprocessing import PolynomialFeatures, SplineTransformer, StandardScaler +from sklearn.svm import SVR + +from multinterp.grids import _CurvilinearGrid +from multinterp.rectilinear._multi import MultivariateInterp +from multinterp.utilities import update_mc_kwargs + + +class PipelineCurvilinearInterp(_CurvilinearGrid, MultivariateInterp): + """Curvilinear Interpolator using a pipeline of sklearn models.""" + + def __init__(self, values, grids, pipeline, options=None) -> None: + """Initialize a PipelineCurvilinearInterp object. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Functional coordinates on a curvilinear grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + + """ + # for now, only support scipy + super().__init__(values, grids, backend="scipy") + self.mc_kwargs = update_mc_kwargs(options) + self.pipeline = pipeline + + x_train = np.reshape(self.grids, (self.ndim, -1)) + y_train = np.mgrid[[slice(0, dim) for dim in self.shape]] + y_train = np.reshape(y_train, (self.ndim, -1)) + + self.models = [make_pipeline(*pipeline) for _ in range(self.ndim)] + for dim in range(self.ndim): + self.models[dim].fit(x_train, y_train[dim]) + + def _get_coordinates(self, args): + """Apply the sklearn pipeline to each dimension of arguments. + + Parameters + ---------- + args : np.ndarray + Values to interpolate for each dimension. + + Returns + ------- + np.ndarray + Interpolated values. + + """ + x_test = np.reshape(args, (self.ndim, -1)) + return np.array([m.predict(x_test).reshape(args[0].shape) for m in self.models]) + + +class _PreprocessingCurvilinearInterp(PipelineCurvilinearInterp): + """Abstract class for PipelineCurvilinearInterp with preprocessing.""" + + def __init__( + self, + values, + grids, + pipeline, + std=False, + mc_options=None, + pp_options=None, + ) -> None: + """Initialize a _PreprocessingCurvilinearInterp object. Preprocessing options + includes standardization, polynomial features, and spline features. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Functional coordinates on a curvilinear grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + std : bool, optional + Standardize data by removing the mean and scaling to unit variance, + by default False + preprocessing_options : dict, optional + Can be None, or a dictionary with key "feature". + If "feature" is "pol", then "degree" must be specified. + If "feature" is "spl", then "degree" and "n_knots" must be specified. + + Raises + ------ + AttributeError + Feature not recognized. + + """ + self.std = std + + if pp_options is None: + pp_options = {} + + self.pp_options = pp_options + + feature = pp_options.get("feature", None) + + if feature and isinstance(feature, str): + degree = pp_options.get("degree", 3) + assert isinstance(degree, int), "Degree must be an integer." + if feature.startswith("pol"): + pipeline.insert(0, PolynomialFeatures(degree)) + elif feature.startswith("spl"): + n_knots = pp_options.get("n_knots", 5) + assert isinstance(n_knots, int), "n_knots must be an integer." + pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) + else: + msg = f"Feature {feature} not recognized." + raise AttributeError(msg) + else: + msg = f"Feature {feature} not recognized." + raise AttributeError(msg) + + if std: + pipeline.insert(0, StandardScaler()) + + super().__init__(values, grids, pipeline, mc_options) + + +class RegressionCurvilinearInterp(_PreprocessingCurvilinearInterp): + """Generalized Regression for each dimension of the curvilinear grid. + Use regression to map from the curvilinear grid to an index grid. + Then use map_coordinates to interpolate on the index grid. + """ + + def __init__( + self, + values, + grids, + model="elastic-net-cv", + mc_options=None, + pp_options=None, + mod_options=None, + ) -> None: + """Initialize a GeneralizedRegressionCurvilinearInterp object. + The model determines the regression used for each dimension. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Functional coordinates on a curvilinear grid. + model : str, optional + One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", + "gaussian-process", by default "elastic-net". + options : dict, optional + Options for the model, by default None. + + Raises + ------ + AttributeError + Model is not implemented. + + """ + if mod_options is None: + mod_options = {} + + self.model = model + self.mod_options = mod_options + + if model == "elastic-net": + pipeline = [ElasticNet(**mod_options)] + elif model == "elastic-net-cv": + pipeline = [ElasticNetCV(**mod_options)] + elif model == "kernel-ridge": + pipeline = [KernelRidge(**mod_options)] + elif model == "svr": + pipeline = [SVR(**mod_options)] + elif model == "sgd": + pipeline = [SGDRegressor(**mod_options)] + elif model == "gaussian-process": + pipeline = [GaussianProcessRegressor(**mod_options)] + else: + msg = f"Model {model} not implemented. Consider using `PipelineCurvilinearInterp`." + raise AttributeError(msg) + + super().__init__( + values, + grids, + pipeline, + mc_options=mc_options, + pp_options=pp_options, + ) diff --git a/src/multinterp/curvilinear/_warped.py b/src/multinterp/curvilinear/_warped.py index aa65527..15df0d0 100644 --- a/src/multinterp/curvilinear/_warped.py +++ b/src/multinterp/curvilinear/_warped.py @@ -1,379 +1,379 @@ -from __future__ import annotations - -import numpy as np - -from multinterp.backend._numba import nb_interp_piecewise -from multinterp.grids import _CurvilinearGrid -from multinterp.utilities import asarray, empty, empty_like, interp, take - - -class Warped2DInterp(_CurvilinearGrid): - """Warped Grid Interpolation on a 2D grid.""" - - def __call__(self, *args, axis=1): - """Interpolate on a warped grid using the Warped Grid Interpolation - method described in `EGM$^n$`. - - Parameters - ---------- - axis : int, 0 or 1 - Determines which axis to use for linear interpolators. - Setting to 0 may fix some issues where interpolation fails. - - Returns - ------- - np.ndarray - Interpolated values on a warped grid. - - Raises - ------ - ValueError - Number of arguments doesn't match number of dimensions. - - """ - args = asarray(args, backend=self.backend) - - if args.shape[0] != self.ndim: - msg = "Number of arguments must match number of dimensions." - raise ValueError(msg) - - if self.backend in ["scipy", "cupy"]: - output = self._interp_piecewise(args, axis) - elif self.backend == "numba": - output = self._backend_numba(args, axis) - - return output - - def _interp_piecewise(self, args, axis): - """Uses numpy to interpolate on a warped grid. - - Parameters - ---------- - args : np.ndarray - Coordinates to be interpolated. - axis : int, 0 or 1 - See `WarpedInterpOnInterp2D.__call__`. - - Returns - ------- - np.ndarray - Interpolated values on arguments. - - """ - shape = args[0].shape # original shape of arguments - size = args[0].size # number of points in arguments - shape_axis = self.shape[axis] # number of points in axis - - # flatten arguments by dimension - args = args.reshape((self.ndim, -1)) - - y_intermed = empty((shape_axis, size), self.backend) - z_intermed = empty((shape_axis, size), self.backend) - - for i in range(shape_axis): - # for each dimension, interpolate the first argument - grids0 = take(self.grids[0], i, axis=axis, backend=self.backend) - grids1 = take(self.grids[1], i, axis=axis, backend=self.backend) - values = take(self.values, i, axis=axis, backend=self.backend) - y_intermed[i] = interp(args[0], grids0, grids1, backend=self.backend) - z_intermed[i] = interp(args[0], grids0, values, backend=self.backend) - - output = empty_like(args[0], self.backend) - - for j in range(size): - y_temp = y_intermed[:, j] - z_temp = z_intermed[:, j] - - if y_temp[0] > y_temp[-1]: - # reverse - y_temp = y_temp[::-1] - z_temp = z_temp[::-1] - - output[j] = interp(args[1][j], y_temp, z_temp, backend=self.backend) - - return output.reshape(shape) - - def _backend_numba(self, args, axis): - """Uses numba to interpolate on a warped grid. - - Parameters - ---------- - args : np.ndarray - Coordinates to be interpolated. - axis : int, 0 or 1 - See `WarpedInterpOnInterp2D.__call__`. - - Returns - ------- - np.ndarray - Interpolated values on arguments. - - """ - return nb_interp_piecewise(args, self.grids, self.values, axis) - - def warmup(self): - """Warms up the JIT compiler.""" - self(*self.grids) - - -class Curvilinear2DInterp(_CurvilinearGrid): - """A 2D interpolation method for curvilinear or "warped grid" interpolation, as - in White (2015). Used for models with two endogenous states that are solved - with the endogenous grid method. - - Parameters - ---------- - values: numpy.array - A 2D array of function values such that values[i,j] = - f(x_values[i,j],y_values[i,j]). - x_values: numpy.array - A 2D array of x values of the same size as values. - y_values: numpy.array - A 2D array of y values of the same size as values. - - """ - - def __init__(self, values, grids, backend="scipy"): - super().__init__(values, grids, backend=backend) - self.update_polarity() - - def update_polarity(self): - """Fills in the polarity attribute of the interpolation, determining whether - the "plus" (True) or "minus" (False) solution of the system of equations - should be used for each sector. Needs to be called in __init__. - - Parameters - ---------- - none - - Returns - ------- - none - - """ - # Grab a point known to be inside each sector: the midway point between - # the lower left and upper right vertex of each sector - g0 = self.grids[0] - g1 = self.grids[1] - s0m1 = self.shape[0] - 1 - s1m1 = self.shape[1] - 1 - size = s0m1 * s1m1 - - x_temp = np.reshape(0.5 * (g0[:-1, :-1] + g0[1:, 1:]), size) - y_temp = np.reshape(0.5 * (g1[:-1, :-1] + g1[1:, 1:]), size) - y_pos = np.tile(np.arange(s1m1), s0m1) - x_pos = np.reshape(np.tile(np.arange(s0m1), (s1m1, 1)).T, size) - - # Set the polarity of all sectors to "plus", then test each sector - self.polarity = np.ones((s0m1, s1m1), dtype=bool) - alpha, beta = self.find_coords(x_temp, y_temp, x_pos, y_pos) - polarity = (alpha > 0) & (alpha < 1) & (beta > 0) & (beta < 1) - - # Update polarity: if (alpha,beta) not in the unit square, then that - # sector must use the "minus" solution instead - self.polarity = polarity.reshape(s0m1, s1m1) - - def find_sector(self, x, y): - """Finds the quadrilateral "sector" for each (x,y) point in the input. - Only called as a subroutine of _evaluate(). - - Parameters - ---------- - x : np.array - Values whose sector should be found. - y : np.array - Values whose sector should be found. Should be same size as x. - - Returns - ------- - x_pos : np.array - Sector x-coordinates for each point of the input, of the same size. - y_pos : np.array - Sector y-coordinates for each point of the input, of the same size. - - """ - # Initialize the sector guess - m = x.size - x_pos_guess = np.full(m, self.shape[0] // 2, dtype=int) - y_pos_guess = np.full(m, self.shape[1] // 2, dtype=int) - - # Define a function that checks whether a set of points violates a linear - # boundary defined by (x_bound_1,y_bound_1) and (x_bound_2,y_bound_2), - # where the latter is *COUNTER CLOCKWISE* from the former. Returns - # 1 if the point is outside the boundary and 0 otherwise. - - # Identify the correct sector for each point to be evaluated - these = np.full(m, True) - max_loops = sum(self.shape) - loops = 0 - while np.any(these) and loops < max_loops: - # Get coordinates for the four vertices: (x_coords[0],y_coords[0]),...,(x_coords[3],y_coords[3]) - x_temp = x[these] - y_temp = y[these] - - offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D - x_coords = [ - self.grids[0][x_pos_guess[these] + dx, y_pos_guess[these] + dy] - for dx, dy in offsets - ] - y_coords = [ - self.grids[1][x_pos_guess[these] + dx, y_pos_guess[these] + dy] - for dx, dy in offsets - ] - - # Define checks list - comps = [ - (y_temp, np.less, np.minimum, [y_coords[0], y_coords[1]]), # down - (y_temp, np.greater, np.maximum, [y_coords[2], y_coords[3]]), # up - (x_temp, np.less, np.minimum, [x_coords[0], x_coords[2]]), # left - (x_temp, np.greater, np.maximum, [x_coords[1], x_coords[3]]), # right - ] - - # Generate moves list using list comprehension - moves = [op(vec, func(*coords)) for vec, op, func, coords in comps] - - # Check which boundaries are violated (and thus where to look next) - c = np.sum(moves) == 0 - - comps = [(0, 0, 1, 1), (3, 3, 2, 2), (2, 2, 0, 0), (1, 1, 3, 3)] - - for i in range(4): - moves[i][c] = violation_check( - x_temp[c], - y_temp[c], - x_coords[comps[i][0]][c], - y_coords[comps[i][1]][c], - x_coords[comps[i][2]][c], - y_coords[comps[i][3]][c], - ) - - # Update the sector guess based on the violations - x_pos_next = x_pos_guess[these] - moves[2] + moves[3] - x_pos_next[x_pos_next < 0] = 0 - x_pos_next[x_pos_next > (self.shape[0] - 2)] = self.shape[0] - 2 - y_pos_next = y_pos_guess[these] - moves[0] + moves[1] - y_pos_next[y_pos_next < 0] = 0 - y_pos_next[y_pos_next > (self.shape[1] - 2)] = self.shape[1] - 2 - - # Check which sectors have not changed, and mark them as complete - no_move = np.array( - np.logical_and( - x_pos_guess[these] == x_pos_next, - y_pos_guess[these] == y_pos_next, - ), - ) - x_pos_guess[these] = x_pos_next - y_pos_guess[these] = y_pos_next - temp = these.nonzero() - these[temp[0][no_move]] = False - - # Move to the next iteration of the search - loops += 1 - - # Return the output - x_pos = x_pos_guess - y_pos = y_pos_guess - return x_pos, y_pos - - def find_coords(self, x, y, x_pos, y_pos): - """Calculates the relative coordinates (alpha,beta) for each point (x,y), - given the sectors (x_pos,y_pos) in which they reside. Only called as - a subroutine of __call__(). - - Parameters - ---------- - x : np.array - Values whose sector should be found. - y : np.array - Values whose sector should be found. Should be same size as x. - x_pos : np.array - Sector x-coordinates for each point in (x,y), of the same size. - y_pos : np.array - Sector y-coordinates for each point in (x,y), of the same size. - - Returns - ------- - alpha : np.array - Relative "horizontal" position of the input in their respective sectors. - beta : np.array - Relative "vertical" position of the input in their respective sectors. - - """ - # Calculate relative coordinates in the sector for each point - - offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D - x_coords = [self.grids[0][x_pos + dx, y_pos + dy] for dx, dy in offsets] - y_coords = [self.grids[1][x_pos + dx, y_pos + dy] for dx, dy in offsets] - - polarity = 2.0 * self.polarity[x_pos, y_pos] - 1.0 - a = x_coords[0] - b = x_coords[1] - x_coords[0] - c = x_coords[2] - x_coords[0] - d = x_coords[0] - x_coords[1] - x_coords[2] + x_coords[3] - e = y_coords[0] - f = y_coords[1] - y_coords[0] - g = y_coords[2] - y_coords[0] - h = y_coords[0] - y_coords[1] - y_coords[2] + y_coords[3] - - denom = d * g - h * c - mu = (h * b - d * f) / denom - tau = (h * (a - x) - d * (e - y)) / denom - zeta = a - x + c * tau - eta = b + c * mu + d * tau - theta = d * mu - alpha = (-eta + polarity * np.sqrt(eta**2.0 - 4.0 * zeta * theta)) / ( - 2.0 * theta - ) - beta = mu * alpha + tau - - # Alternate method if there are sectors that are "too regular" - z = np.logical_or(np.isnan(alpha), np.isnan(beta)) - # These points weren't able to identify coordinates - if np.any(z): - these = np.isclose( - f / b, - (y_coords[3] - y_coords[2]) / (x_coords[3] - x_coords[2]), - ) - # iso-beta lines have equal slope - if np.any(these): - kappa = f[these] / b[these] - int_bot = y_coords[0][these] - kappa * x_coords[0][these] - int_top = y_coords[2][these] - kappa * x_coords[2][these] - int_these = y[these] - kappa * x[these] - beta_temp = (int_these - int_bot) / (int_top - int_bot) - x_left = ( - beta_temp * x_coords[2][these] - + (1.0 - beta_temp) * x_coords[0][these] - ) - x_right = ( - beta_temp * x_coords[3][these] - + (1.0 - beta_temp) * x_coords[1][these] - ) - alpha_temp = (x[these] - x_left) / (x_right - x_left) - beta[these] = beta_temp - alpha[these] = alpha_temp - - return alpha, beta - - def __call__(self, x, y): - """Returns the level of the interpolated function at each value in x,y. - Only called internally by HARKinterpolator2D.__call__ (etc). - """ - xa = np.asarray(x).flatten() - ya = np.asarray(y).flatten() - - x_pos, y_pos = self.find_sector(xa, ya) - alpha, beta = self.find_coords(xa, ya, x_pos, y_pos) - - # Calculate the function at each point using bilinear interpolation - f = ( - (1 - alpha) * (1 - beta) * self.values[x_pos, y_pos] - + (1 - alpha) * beta * self.values[x_pos, y_pos + 1] - + alpha * (1 - beta) * self.values[x_pos + 1, y_pos] - + alpha * beta * self.values[x_pos + 1, y_pos + 1] - ) - return f.reshape(np.asarray(x).shape) - - -def violation_check(x, y, x1, y1, x2, y2): - return ((y2 - y1) * x - (x2 - x1) * y > x1 * y2 - y1 * x2) + 0 +from __future__ import annotations + +import numpy as np + +from multinterp.backend._numba import nb_interp_piecewise +from multinterp.grids import _CurvilinearGrid +from multinterp.utilities import asarray, empty, empty_like, interp, take + + +class Warped2DInterp(_CurvilinearGrid): + """Warped Grid Interpolation on a 2D grid.""" + + def __call__(self, *args, axis=1): + """Interpolate on a warped grid using the Warped Grid Interpolation + method described in `EGM$^n$`. + + Parameters + ---------- + axis : int, 0 or 1 + Determines which axis to use for linear interpolators. + Setting to 0 may fix some issues where interpolation fails. + + Returns + ------- + np.ndarray + Interpolated values on a warped grid. + + Raises + ------ + ValueError + Number of arguments doesn't match number of dimensions. + + """ + args = asarray(args, backend=self.backend) + + if args.shape[0] != self.ndim: + msg = "Number of arguments must match number of dimensions." + raise ValueError(msg) + + if self.backend in ["scipy", "cupy"]: + output = self._interp_piecewise(args, axis) + elif self.backend == "numba": + output = self._backend_numba(args, axis) + + return output + + def _interp_piecewise(self, args, axis): + """Uses numpy to interpolate on a warped grid. + + Parameters + ---------- + args : np.ndarray + Coordinates to be interpolated. + axis : int, 0 or 1 + See `WarpedInterpOnInterp2D.__call__`. + + Returns + ------- + np.ndarray + Interpolated values on arguments. + + """ + shape = args[0].shape # original shape of arguments + size = args[0].size # number of points in arguments + shape_axis = self.shape[axis] # number of points in axis + + # flatten arguments by dimension + args = args.reshape((self.ndim, -1)) + + y_intermed = empty((shape_axis, size), self.backend) + z_intermed = empty((shape_axis, size), self.backend) + + for i in range(shape_axis): + # for each dimension, interpolate the first argument + grids0 = take(self.grids[0], i, axis=axis, backend=self.backend) + grids1 = take(self.grids[1], i, axis=axis, backend=self.backend) + values = take(self.values, i, axis=axis, backend=self.backend) + y_intermed[i] = interp(args[0], grids0, grids1, backend=self.backend) + z_intermed[i] = interp(args[0], grids0, values, backend=self.backend) + + output = empty_like(args[0], self.backend) + + for j in range(size): + y_temp = y_intermed[:, j] + z_temp = z_intermed[:, j] + + if y_temp[0] > y_temp[-1]: + # reverse + y_temp = y_temp[::-1] + z_temp = z_temp[::-1] + + output[j] = interp(args[1][j], y_temp, z_temp, backend=self.backend) + + return output.reshape(shape) + + def _backend_numba(self, args, axis): + """Uses numba to interpolate on a warped grid. + + Parameters + ---------- + args : np.ndarray + Coordinates to be interpolated. + axis : int, 0 or 1 + See `WarpedInterpOnInterp2D.__call__`. + + Returns + ------- + np.ndarray + Interpolated values on arguments. + + """ + return nb_interp_piecewise(args, self.grids, self.values, axis) + + def warmup(self) -> None: + """Warms up the JIT compiler.""" + self(*self.grids) + + +class Curvilinear2DInterp(_CurvilinearGrid): + """A 2D interpolation method for curvilinear or "warped grid" interpolation, as + in White (2015). Used for models with two endogenous states that are solved + with the endogenous grid method. + + Parameters + ---------- + values: numpy.array + A 2D array of function values such that values[i,j] = + f(x_values[i,j],y_values[i,j]). + x_values: numpy.array + A 2D array of x values of the same size as values. + y_values: numpy.array + A 2D array of y values of the same size as values. + + """ + + def __init__(self, values, grids, backend="scipy") -> None: + super().__init__(values, grids, backend=backend) + self.update_polarity() + + def update_polarity(self) -> None: + """Fills in the polarity attribute of the interpolation, determining whether + the "plus" (True) or "minus" (False) solution of the system of equations + should be used for each sector. Needs to be called in __init__. + + Parameters + ---------- + none + + Returns + ------- + none + + """ + # Grab a point known to be inside each sector: the midway point between + # the lower left and upper right vertex of each sector + g0 = self.grids[0] + g1 = self.grids[1] + s0m1 = self.shape[0] - 1 + s1m1 = self.shape[1] - 1 + size = s0m1 * s1m1 + + x_temp = np.reshape(0.5 * (g0[:-1, :-1] + g0[1:, 1:]), size) + y_temp = np.reshape(0.5 * (g1[:-1, :-1] + g1[1:, 1:]), size) + y_pos = np.tile(np.arange(s1m1), s0m1) + x_pos = np.reshape(np.tile(np.arange(s0m1), (s1m1, 1)).T, size) + + # Set the polarity of all sectors to "plus", then test each sector + self.polarity = np.ones((s0m1, s1m1), dtype=bool) + alpha, beta = self.find_coords(x_temp, y_temp, x_pos, y_pos) + polarity = (alpha > 0) & (alpha < 1) & (beta > 0) & (beta < 1) + + # Update polarity: if (alpha,beta) not in the unit square, then that + # sector must use the "minus" solution instead + self.polarity = polarity.reshape(s0m1, s1m1) + + def find_sector(self, x, y): + """Finds the quadrilateral "sector" for each (x,y) point in the input. + Only called as a subroutine of _evaluate(). + + Parameters + ---------- + x : np.array + Values whose sector should be found. + y : np.array + Values whose sector should be found. Should be same size as x. + + Returns + ------- + x_pos : np.array + Sector x-coordinates for each point of the input, of the same size. + y_pos : np.array + Sector y-coordinates for each point of the input, of the same size. + + """ + # Initialize the sector guess + m = x.size + x_pos_guess = np.full(m, self.shape[0] // 2, dtype=int) + y_pos_guess = np.full(m, self.shape[1] // 2, dtype=int) + + # Define a function that checks whether a set of points violates a linear + # boundary defined by (x_bound_1,y_bound_1) and (x_bound_2,y_bound_2), + # where the latter is *COUNTER CLOCKWISE* from the former. Returns + # 1 if the point is outside the boundary and 0 otherwise. + + # Identify the correct sector for each point to be evaluated + these = np.full(m, True) + max_loops = sum(self.shape) + loops = 0 + while np.any(these) and loops < max_loops: + # Get coordinates for the four vertices: (x_coords[0],y_coords[0]),...,(x_coords[3],y_coords[3]) + x_temp = x[these] + y_temp = y[these] + + offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D + x_coords = [ + self.grids[0][x_pos_guess[these] + dx, y_pos_guess[these] + dy] + for dx, dy in offsets + ] + y_coords = [ + self.grids[1][x_pos_guess[these] + dx, y_pos_guess[these] + dy] + for dx, dy in offsets + ] + + # Define checks list + comps = [ + (y_temp, np.less, np.minimum, [y_coords[0], y_coords[1]]), # down + (y_temp, np.greater, np.maximum, [y_coords[2], y_coords[3]]), # up + (x_temp, np.less, np.minimum, [x_coords[0], x_coords[2]]), # left + (x_temp, np.greater, np.maximum, [x_coords[1], x_coords[3]]), # right + ] + + # Generate moves list using list comprehension + moves = [op(vec, func(*coords)) for vec, op, func, coords in comps] + + # Check which boundaries are violated (and thus where to look next) + c = np.sum(moves) == 0 + + comps = [(0, 0, 1, 1), (3, 3, 2, 2), (2, 2, 0, 0), (1, 1, 3, 3)] + + for i in range(4): + moves[i][c] = violation_check( + x_temp[c], + y_temp[c], + x_coords[comps[i][0]][c], + y_coords[comps[i][1]][c], + x_coords[comps[i][2]][c], + y_coords[comps[i][3]][c], + ) + + # Update the sector guess based on the violations + x_pos_next = x_pos_guess[these] - moves[2] + moves[3] + x_pos_next[x_pos_next < 0] = 0 + x_pos_next[x_pos_next > (self.shape[0] - 2)] = self.shape[0] - 2 + y_pos_next = y_pos_guess[these] - moves[0] + moves[1] + y_pos_next[y_pos_next < 0] = 0 + y_pos_next[y_pos_next > (self.shape[1] - 2)] = self.shape[1] - 2 + + # Check which sectors have not changed, and mark them as complete + no_move = np.array( + np.logical_and( + x_pos_guess[these] == x_pos_next, + y_pos_guess[these] == y_pos_next, + ), + ) + x_pos_guess[these] = x_pos_next + y_pos_guess[these] = y_pos_next + temp = these.nonzero() + these[temp[0][no_move]] = False + + # Move to the next iteration of the search + loops += 1 + + # Return the output + x_pos = x_pos_guess + y_pos = y_pos_guess + return x_pos, y_pos + + def find_coords(self, x, y, x_pos, y_pos): + """Calculates the relative coordinates (alpha,beta) for each point (x,y), + given the sectors (x_pos,y_pos) in which they reside. Only called as + a subroutine of __call__(). + + Parameters + ---------- + x : np.array + Values whose sector should be found. + y : np.array + Values whose sector should be found. Should be same size as x. + x_pos : np.array + Sector x-coordinates for each point in (x,y), of the same size. + y_pos : np.array + Sector y-coordinates for each point in (x,y), of the same size. + + Returns + ------- + alpha : np.array + Relative "horizontal" position of the input in their respective sectors. + beta : np.array + Relative "vertical" position of the input in their respective sectors. + + """ + # Calculate relative coordinates in the sector for each point + + offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D + x_coords = [self.grids[0][x_pos + dx, y_pos + dy] for dx, dy in offsets] + y_coords = [self.grids[1][x_pos + dx, y_pos + dy] for dx, dy in offsets] + + polarity = 2.0 * self.polarity[x_pos, y_pos] - 1.0 + a = x_coords[0] + b = x_coords[1] - x_coords[0] + c = x_coords[2] - x_coords[0] + d = x_coords[0] - x_coords[1] - x_coords[2] + x_coords[3] + e = y_coords[0] + f = y_coords[1] - y_coords[0] + g = y_coords[2] - y_coords[0] + h = y_coords[0] - y_coords[1] - y_coords[2] + y_coords[3] + + denom = d * g - h * c + mu = (h * b - d * f) / denom + tau = (h * (a - x) - d * (e - y)) / denom + zeta = a - x + c * tau + eta = b + c * mu + d * tau + theta = d * mu + alpha = (-eta + polarity * np.sqrt(eta**2.0 - 4.0 * zeta * theta)) / ( + 2.0 * theta + ) + beta = mu * alpha + tau + + # Alternate method if there are sectors that are "too regular" + z = np.logical_or(np.isnan(alpha), np.isnan(beta)) + # These points weren't able to identify coordinates + if np.any(z): + these = np.isclose( + f / b, + (y_coords[3] - y_coords[2]) / (x_coords[3] - x_coords[2]), + ) + # iso-beta lines have equal slope + if np.any(these): + kappa = f[these] / b[these] + int_bot = y_coords[0][these] - kappa * x_coords[0][these] + int_top = y_coords[2][these] - kappa * x_coords[2][these] + int_these = y[these] - kappa * x[these] + beta_temp = (int_these - int_bot) / (int_top - int_bot) + x_left = ( + beta_temp * x_coords[2][these] + + (1.0 - beta_temp) * x_coords[0][these] + ) + x_right = ( + beta_temp * x_coords[3][these] + + (1.0 - beta_temp) * x_coords[1][these] + ) + alpha_temp = (x[these] - x_left) / (x_right - x_left) + beta[these] = beta_temp + alpha[these] = alpha_temp + + return alpha, beta + + def __call__(self, x, y): + """Returns the level of the interpolated function at each value in x,y. + Only called internally by HARKinterpolator2D.__call__ (etc). + """ + xa = np.asarray(x).flatten() + ya = np.asarray(y).flatten() + + x_pos, y_pos = self.find_sector(xa, ya) + alpha, beta = self.find_coords(xa, ya, x_pos, y_pos) + + # Calculate the function at each point using bilinear interpolation + f = ( + (1 - alpha) * (1 - beta) * self.values[x_pos, y_pos] + + (1 - alpha) * beta * self.values[x_pos, y_pos + 1] + + alpha * (1 - beta) * self.values[x_pos + 1, y_pos] + + alpha * beta * self.values[x_pos + 1, y_pos + 1] + ) + return f.reshape(np.asarray(x).shape) + + +def violation_check(x, y, x1, y1, x2, y2): + return ((y2 - y1) * x - (x2 - x1) * y > x1 * y2 - y1 * x2) + 0 diff --git a/src/multinterp/grids.py b/src/multinterp/grids.py index 232b04e..8cf39ad 100644 --- a/src/multinterp/grids.py +++ b/src/multinterp/grids.py @@ -1,186 +1,186 @@ -from __future__ import annotations - -from multinterp.utilities import asarray, aslist - - -class _AbstractGrid: - def __init__(self, values, backend="scipy"): - """Initialize a regular grid interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - backend : str, optional - Determines which backend to use for interpolation. - Options are "scipy", "numba", and "cupy". - If "scipy", uses numpy and scipy. - If "numba", uses numba and scipy. - If "cupy", uses cupy. - If "jax", uses jax. - - Raises - ------ - ValueError - Backend is invalid. - - """ - self.values = asarray(values, backend=backend) - self.backend = backend - - self.ndim = self.values.ndim # should match number of grids - self.shape = self.values.shape # should match points in each grid - - -class _StructuredGrid(_AbstractGrid): - """Abstract class for interpolating on a structured grid. Serves as a base class for regular and abstract unstructured grid interpolators.""" - - def __init__(self, values, grids, backend="scipy"): - super().__init__(values, backend=backend) - - self.grids = aslist(grids, backend=backend) - - -class _RegularGrid(_StructuredGrid): - """Abstract class for interpolating on a regular grid. Sets up - structure for using different backends (scipy, parallel, gpu). - Takes in arguments to be used by `map_coordinates`. - """ - - def __init__(self, values, grids, backend="scipy"): - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", or "cupy". Determines - hardware to use for interpolation. - - """ - super().__init__(values, grids, backend=backend) - - if self.ndim != len(self.grids): - msg = "Number of grids must match number of dimensions." - raise ValueError(msg) - - if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): - msg = "Values shape must match points in each grid." - raise ValueError(msg) - - -class _CurvilinearGrid(_AbstractGrid): - """Abstract class for interpolating on a curvilinear grid.""" - - def __init__(self, values, grids, backend="scipy"): - """Initialize a curvilinear grid interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - ND curvilinear grids for each dimension - backend : str, optional - One of "scipy", "numba", or "cupy". - - """ - _AbstractGrid.__init__(self, values, backend=backend) - self.grids = asarray(grids, backend=self.backend) - - if self.ndim != self.grids[0].ndim: - msg = "Number of grids must match number of dimensions." - raise ValueError(msg) - if self.shape != self.grids[0].shape: - msg = "Values shape must match points in each grid." - raise ValueError(msg) - - -class _UnstructuredGrid(_StructuredGrid): - """Abstract class for interpolation on unstructured grids.""" - - def __init__(self, values, grids, backend="scipy"): - """Initialize interpolation on unstructured grids. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - ND unstructured grids for each dimension. - backend : str, optional - One of "scipy", "numba", or "cupy". - - """ - values = values.flatten() - grids = [grid.flatten() for grid in grids] - - super().__init__(values, grids, backend=backend) - - self.ndim = len(grids) - self.shape = values.shape - - -class _MultivaluedGrid(_AbstractGrid): - def __init__(self, values, backend="scipy"): - """Initialize a regular grid interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - backend : str, optional - Determines which backend to use for interpolation. - Options are "scipy", "numba", and "cupy". - If "scipy", uses numpy and scipy. - If "numba", uses numba and scipy. - If "cupy", uses cupy. - If "jax", uses jax. - - Raises - ------ - ValueError - Backend is invalid. - - """ - super().__init__(values, backend=backend) - - self.ndim = self.values.ndim - 1 - self.nval = self.values.shape[0] - self.shape = self.values.shape[1:] - - -class _MultivaluedRegularGrid(_MultivaluedGrid): - """Abstract class for interpolating on a regular grid. Sets up - structure for using different backends (scipy, parallel, gpu). - Takes in arguments to be used by `map_coordinates`. - """ - - def __init__(self, values, grids, backend="scipy"): - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", or "cupy". Determines - hardware to use for interpolation. - - """ - super().__init__(values, backend=backend) - - self.grids = aslist(grids, backend=backend) - - if self.ndim != len(self.grids): - msg = "Number of grids must match number of dimensions." - raise ValueError(msg) - - if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): - msg = "Values shape must match points in each grid." - raise ValueError(msg) +from __future__ import annotations + +from multinterp.utilities import asarray, aslist + + +class _AbstractGrid: + def __init__(self, values, backend="scipy") -> None: + """Initialize a regular grid interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + backend : str, optional + Determines which backend to use for interpolation. + Options are "scipy", "numba", and "cupy". + If "scipy", uses numpy and scipy. + If "numba", uses numba and scipy. + If "cupy", uses cupy. + If "jax", uses jax. + + Raises + ------ + ValueError + Backend is invalid. + + """ + self.values = asarray(values, backend=backend) + self.backend = backend + + self.ndim = self.values.ndim # should match number of grids + self.shape = self.values.shape # should match points in each grid + + +class _StructuredGrid(_AbstractGrid): + """Abstract class for interpolating on a structured grid. Serves as a base class for regular and abstract unstructured grid interpolators.""" + + def __init__(self, values, grids, backend="scipy") -> None: + super().__init__(values, backend=backend) + + self.grids = aslist(grids, backend=backend) + + +class _RegularGrid(_StructuredGrid): + """Abstract class for interpolating on a regular grid. Sets up + structure for using different backends (scipy, parallel, gpu). + Takes in arguments to be used by `map_coordinates`. + """ + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", or "cupy". Determines + hardware to use for interpolation. + + """ + super().__init__(values, grids, backend=backend) + + if self.ndim != len(self.grids): + msg = "Number of grids must match number of dimensions." + raise ValueError(msg) + + if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): + msg = "Values shape must match points in each grid." + raise ValueError(msg) + + +class _CurvilinearGrid(_AbstractGrid): + """Abstract class for interpolating on a curvilinear grid.""" + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize a curvilinear grid interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + ND curvilinear grids for each dimension + backend : str, optional + One of "scipy", "numba", or "cupy". + + """ + _AbstractGrid.__init__(self, values, backend=backend) + self.grids = asarray(grids, backend=self.backend) + + if self.ndim != self.grids[0].ndim: + msg = "Number of grids must match number of dimensions." + raise ValueError(msg) + if self.shape != self.grids[0].shape: + msg = "Values shape must match points in each grid." + raise ValueError(msg) + + +class _UnstructuredGrid(_StructuredGrid): + """Abstract class for interpolation on unstructured grids.""" + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize interpolation on unstructured grids. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + ND unstructured grids for each dimension. + backend : str, optional + One of "scipy", "numba", or "cupy". + + """ + values = values.flatten() + grids = [grid.flatten() for grid in grids] + + super().__init__(values, grids, backend=backend) + + self.ndim = len(grids) + self.shape = values.shape + + +class _MultivaluedGrid(_AbstractGrid): + def __init__(self, values, backend="scipy") -> None: + """Initialize a regular grid interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + backend : str, optional + Determines which backend to use for interpolation. + Options are "scipy", "numba", and "cupy". + If "scipy", uses numpy and scipy. + If "numba", uses numba and scipy. + If "cupy", uses cupy. + If "jax", uses jax. + + Raises + ------ + ValueError + Backend is invalid. + + """ + super().__init__(values, backend=backend) + + self.ndim = self.values.ndim - 1 + self.nval = self.values.shape[0] + self.shape = self.values.shape[1:] + + +class _MultivaluedRegularGrid(_MultivaluedGrid): + """Abstract class for interpolating on a regular grid. Sets up + structure for using different backends (scipy, parallel, gpu). + Takes in arguments to be used by `map_coordinates`. + """ + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", or "cupy". Determines + hardware to use for interpolation. + + """ + super().__init__(values, backend=backend) + + self.grids = aslist(grids, backend=backend) + + if self.ndim != len(self.grids): + msg = "Number of grids must match number of dimensions." + raise ValueError(msg) + + if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): + msg = "Values shape must match points in each grid." + raise ValueError(msg) diff --git a/src/multinterp/rectilinear/_multi.py b/src/multinterp/rectilinear/_multi.py index daa4f98..5c35ffe 100644 --- a/src/multinterp/rectilinear/_multi.py +++ b/src/multinterp/rectilinear/_multi.py @@ -1,298 +1,298 @@ -from __future__ import annotations - -import numpy as np - -from multinterp.grids import _MultivaluedRegularGrid, _RegularGrid -from multinterp.utilities import asarray, update_mc_kwargs - -from ._utils import get_coords, get_grad, map_coords - - -class MultivariateInterp(_RegularGrid): - """Multivariate Interpolator on a regular grid. Maps functional coordinates - to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. - """ - - def __init__(self, values, grids, backend="scipy", options=None): - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", "cupy", or "jax". Determines - hardware to use for interpolation. - - """ - super().__init__(values, grids, backend=backend) - self.mc_kwargs = update_mc_kwargs(options, jax=self.backend == "jax") - self._gradient = {} - - def compile(self): - self(*self.grids) - - def __call__(self, *args): - """Interpolates arguments on the regular grid. - - Returns - ------- - np.ndarray - Interpolated functional values for each argument. - - Raises - ------ - ValueError - Number of arguments does not match number of dimensions. - - """ - args = asarray(args, backend=self.backend) - - if args.shape[0] != self.ndim: - msg = "Number of arguments must match number of dimensions." - raise ValueError(msg) - - coords = self._get_coordinates(args) - return self._map_coordinates(coords) - - def _get_coordinates(self, args): - """For each argument, finds the index coordinates for interpolation. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - - Returns - ------- - np.ndarray - Index coordinates for interpolation. - - """ - return get_coords(self.grids, args, backend=self.backend) - - def _map_coordinates(self, coords): - """Uses coordinates to interpolate on the regular grid with - `map_coordinates` from scipy or cupy, depending on backend. - - Parameters - ---------- - coordinates : np.ndarray - Index coordinates for interpolation. - - Returns - ------- - np.ndarray - Interpolated functional values for each coordinate. - - """ - return map_coords(self.values, coords, **self.mc_kwargs, backend=self.backend) - - def diff(self, axis=None, edge_order=1): - """Differentiates the interpolator along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivative of the function across all axes. Otherwise, returns a MultivariateInterp object that approximates the partial derivative of the function along the specified axis. - - Parameters - ---------- - axis : int, optional - Axis along which to differentiate the function. - edge_order : int, optional - TODO: Add description - - Returns - ------- - MultivaluedInterp or MultivariateInterp - Interpolator object that approximates the partial derivative(s) of the function. - - """ - # if axis is not an integer less than or equal to the number - # of dimensions of the input array, then a ValueError is raised. - if axis is None: - # return MultivaluedInterp - for ax in range(self.ndim): - if ax not in self._gradient: - self._gradient[ax] = get_grad( - self.values, - self.grids[ax], - axis=ax, - edge_order=edge_order, - backend=self.backend, - ) - return MultivaluedInterp( - np.asarray(list(self._gradient.items())), - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) - - if axis >= self.ndim: - msg = "Axis must be less than number of dimensions." - raise ValueError(msg) - - grad = self._gradient.get(axis) - if grad is None: - self._gradient[axis] = get_grad( - self.values, - self.grids[axis], - axis=axis, - edge_order=edge_order, - backend=self.backend, - ) - grad = self._gradient[axis] - - return MultivariateInterp( - grad, - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) - - -class MultivaluedInterp(_MultivaluedRegularGrid): - """Multivariate Interpolator on a regular grid. Maps functional coordinates - to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. - """ - - def __init__(self, values, grids, backend="scipy", options=None): - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", "cupy", or "jax". Determines - hardware to use for interpolation. - - """ - super().__init__(values, grids, backend=backend) - self.mc_kwargs = update_mc_kwargs(options) - self._gradient = {} - - def compile(self): - self(*self.grids) - - def __call__(self, *args): - """Interpolates arguments on the regular grid. - - Returns - ------- - np.ndarray - Interpolated functional values for each argument. - - Raises - ------ - ValueError - Number of arguments does not match number of dimensions. - - """ - args = asarray(args, backend=self.backend) - - if args.shape[0] != self.ndim: - msg = "Number of arguments must match number of dimensions." - raise ValueError(msg) - - coords = self._get_coordinates(args) - return self._map_coordinates(coords) - - def _get_coordinates(self, args): - """For each argument, finds the index coordinates for interpolation. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - - Returns - ------- - np.ndarray - Index coordinates for interpolation. - - """ - return get_coords(self.grids, args, self.backend) - - def _map_coordinates(self, coords): - """Uses coordinates to interpolate on the regular grid with - `map_coordinates` from scipy or cupy, depending on backend. - - Parameters - ---------- - coordinates : np.ndarray - Index coordinates for interpolation. - - Returns - ------- - np.ndarray - Interpolated functional values for each coordinate. - - """ - fvals = [ - map_coords(self.values[i], coords, **self.mc_kwargs, backend=self.backend) - for i in range(self.nval) - ] - - return asarray(fvals, backend=self.backend) - - def diff(self, axis=None, argnum=None, edge_order=1): - """Differentiates the interpolator along the specified axis. If both axis and argnum are specified, then returns the partial derivative of the specified function argument along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivatives of the specified function argument along each axis. If argnum is None, then returns a MultivaluedInterp object that approximates the partial derivatives of all arguments of the function along the specified axes. - - Parameters - ---------- - axis : int, optional - Axis along which to differentiate the function. - edge_order : int, optional - TODO: Add description - - Returns - ------- - MultivaluedInterp or MultivariateInterp - Interpolator object that approximates the partial derivative(s) of the function. - - """ - # if axis is not an integer less than or equal to the number - # of dimensions of the input array, then a ValueError is raised. - if axis is None: - msg = "Must specify axis (function) to differentiate." - raise ValueError(msg) - - if axis >= self.nval: - msg = "Axis must be less than number of functions." - raise ValueError(msg) - - if argnum is None: - # return MultivaluedInterp - for arg in range(self.ndim): - if (axis, arg) not in self._gradient: - self._gradient[(axis, arg)] = get_grad( - self.values, - self.grids[arg], - axis=arg, - edge_order=edge_order, - backend=self.backend, - ) - return MultivaluedInterp( - np.asarray(list(self._gradient.items())), - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) - - grad = self._gradient.get((axis, arg)) - if grad is None: - self._gradient[(axis, arg)] = get_grad( - self.values, - self.grids[axis], - axis=axis, - edge_order=edge_order, - backend=self.backend, - ) - - return MultivariateInterp( - grad, - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) +from __future__ import annotations + +import numpy as np + +from multinterp.grids import _MultivaluedRegularGrid, _RegularGrid +from multinterp.utilities import asarray, update_mc_kwargs + +from ._utils import get_coords, get_grad, map_coords + + +class MultivariateInterp(_RegularGrid): + """Multivariate Interpolator on a regular grid. Maps functional coordinates + to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. + """ + + def __init__(self, values, grids, backend="scipy", options=None) -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", "cupy", or "jax". Determines + hardware to use for interpolation. + + """ + super().__init__(values, grids, backend=backend) + self.mc_kwargs = update_mc_kwargs(options, jax=self.backend == "jax") + self._gradient = {} + + def compile(self) -> None: + self(*self.grids) + + def __call__(self, *args): + """Interpolates arguments on the regular grid. + + Returns + ------- + np.ndarray + Interpolated functional values for each argument. + + Raises + ------ + ValueError + Number of arguments does not match number of dimensions. + + """ + args = asarray(args, backend=self.backend) + + if args.shape[0] != self.ndim: + msg = "Number of arguments must match number of dimensions." + raise ValueError(msg) + + coords = self._get_coordinates(args) + return self._map_coordinates(coords) + + def _get_coordinates(self, args): + """For each argument, finds the index coordinates for interpolation. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + + Returns + ------- + np.ndarray + Index coordinates for interpolation. + + """ + return get_coords(self.grids, args, backend=self.backend) + + def _map_coordinates(self, coords): + """Uses coordinates to interpolate on the regular grid with + `map_coordinates` from scipy or cupy, depending on backend. + + Parameters + ---------- + coordinates : np.ndarray + Index coordinates for interpolation. + + Returns + ------- + np.ndarray + Interpolated functional values for each coordinate. + + """ + return map_coords(self.values, coords, **self.mc_kwargs, backend=self.backend) + + def diff(self, axis=None, edge_order=1): + """Differentiates the interpolator along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivative of the function across all axes. Otherwise, returns a MultivariateInterp object that approximates the partial derivative of the function along the specified axis. + + Parameters + ---------- + axis : int, optional + Axis along which to differentiate the function. + edge_order : int, optional + TODO: Add description + + Returns + ------- + MultivaluedInterp or MultivariateInterp + Interpolator object that approximates the partial derivative(s) of the function. + + """ + # if axis is not an integer less than or equal to the number + # of dimensions of the input array, then a ValueError is raised. + if axis is None: + # return MultivaluedInterp + for ax in range(self.ndim): + if ax not in self._gradient: + self._gradient[ax] = get_grad( + self.values, + self.grids[ax], + axis=ax, + edge_order=edge_order, + backend=self.backend, + ) + return MultivaluedInterp( + np.asarray(list(self._gradient.items())), + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) + + if axis >= self.ndim: + msg = "Axis must be less than number of dimensions." + raise ValueError(msg) + + grad = self._gradient.get(axis) + if grad is None: + self._gradient[axis] = get_grad( + self.values, + self.grids[axis], + axis=axis, + edge_order=edge_order, + backend=self.backend, + ) + grad = self._gradient[axis] + + return MultivariateInterp( + grad, + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) + + +class MultivaluedInterp(_MultivaluedRegularGrid): + """Multivariate Interpolator on a regular grid. Maps functional coordinates + to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. + """ + + def __init__(self, values, grids, backend="scipy", options=None) -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", "cupy", or "jax". Determines + hardware to use for interpolation. + + """ + super().__init__(values, grids, backend=backend) + self.mc_kwargs = update_mc_kwargs(options) + self._gradient = {} + + def compile(self) -> None: + self(*self.grids) + + def __call__(self, *args): + """Interpolates arguments on the regular grid. + + Returns + ------- + np.ndarray + Interpolated functional values for each argument. + + Raises + ------ + ValueError + Number of arguments does not match number of dimensions. + + """ + args = asarray(args, backend=self.backend) + + if args.shape[0] != self.ndim: + msg = "Number of arguments must match number of dimensions." + raise ValueError(msg) + + coords = self._get_coordinates(args) + return self._map_coordinates(coords) + + def _get_coordinates(self, args): + """For each argument, finds the index coordinates for interpolation. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + + Returns + ------- + np.ndarray + Index coordinates for interpolation. + + """ + return get_coords(self.grids, args, self.backend) + + def _map_coordinates(self, coords): + """Uses coordinates to interpolate on the regular grid with + `map_coordinates` from scipy or cupy, depending on backend. + + Parameters + ---------- + coordinates : np.ndarray + Index coordinates for interpolation. + + Returns + ------- + np.ndarray + Interpolated functional values for each coordinate. + + """ + fvals = [ + map_coords(self.values[i], coords, **self.mc_kwargs, backend=self.backend) + for i in range(self.nval) + ] + + return asarray(fvals, backend=self.backend) + + def diff(self, axis=None, argnum=None, edge_order=1): + """Differentiates the interpolator along the specified axis. If both axis and argnum are specified, then returns the partial derivative of the specified function argument along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivatives of the specified function argument along each axis. If argnum is None, then returns a MultivaluedInterp object that approximates the partial derivatives of all arguments of the function along the specified axes. + + Parameters + ---------- + axis : int, optional + Axis along which to differentiate the function. + edge_order : int, optional + TODO: Add description + + Returns + ------- + MultivaluedInterp or MultivariateInterp + Interpolator object that approximates the partial derivative(s) of the function. + + """ + # if axis is not an integer less than or equal to the number + # of dimensions of the input array, then a ValueError is raised. + if axis is None: + msg = "Must specify axis (function) to differentiate." + raise ValueError(msg) + + if axis >= self.nval: + msg = "Axis must be less than number of functions." + raise ValueError(msg) + + if argnum is None: + # return MultivaluedInterp + for arg in range(self.ndim): + if (axis, arg) not in self._gradient: + self._gradient[(axis, arg)] = get_grad( + self.values, + self.grids[arg], + axis=arg, + edge_order=edge_order, + backend=self.backend, + ) + return MultivaluedInterp( + np.asarray(list(self._gradient.items())), + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) + + grad = self._gradient.get((axis, arg)) + if grad is None: + self._gradient[(axis, arg)] = get_grad( + self.values, + self.grids[axis], + axis=axis, + edge_order=edge_order, + backend=self.backend, + ) + + return MultivariateInterp( + grad, + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) diff --git a/src/multinterp/rectilinear/_utils.py b/src/multinterp/rectilinear/_utils.py index 20f96b5..54c395a 100644 --- a/src/multinterp/rectilinear/_utils.py +++ b/src/multinterp/rectilinear/_utils.py @@ -1,56 +1,56 @@ -from __future__ import annotations - -import contextlib - -import numpy as np - -from multinterp.backend._numba import numba_get_coordinates, numba_map_coordinates -from multinterp.backend._scipy import scipy_get_coordinates, scipy_map_coordinates - -GET_COORDS = { - "scipy": scipy_get_coordinates, - "numba": numba_get_coordinates, -} -MAP_COORDS = { - "scipy": scipy_map_coordinates, - "numba": numba_map_coordinates, -} -GET_GRAD = { - "scipy": np.gradient, - "numba": np.gradient, -} - -with contextlib.suppress(ImportError): - import cupy as cp - - from multinterp.backend._cupy import cupy_get_coordinates, cupy_map_coordinates - - GET_COORDS["cupy"] = cupy_get_coordinates - MAP_COORDS["cupy"] = cupy_map_coordinates - GET_GRAD["cupy"] = cp.gradient -with contextlib.suppress(ImportError): - import jax.numpy as jnp - - from multinterp.backend._jax import jax_get_coordinates, jax_map_coordinates - - GET_COORDS["jax"] = jax_get_coordinates - MAP_COORDS["jax"] = jax_map_coordinates - GET_GRAD["jax"] = jnp.gradient - - -def get_coords(grids, args, backend="scipy"): - """Wrapper function for the get_coordinates function from the chosen backend.""" - return GET_COORDS[backend](grids, args) - - -def map_coords(values, coords, backend="scipy", **kwargs): - """Wrapper function for the map_coordinates function from the chosen backend.""" - return MAP_COORDS[backend](values, coords, **kwargs) - - -def get_grad(values, grids, axis=None, edge_order=None, backend="scipy"): - """Wrapper function for the gradient function from the chosen backend. - - TODO: use appropriate gradient functions from each backend. - """ - return GET_GRAD[backend](values, grids, axis=axis, edge_order=edge_order) +from __future__ import annotations + +import contextlib + +import numpy as np + +from multinterp.backend._numba import numba_get_coordinates, numba_map_coordinates +from multinterp.backend._scipy import scipy_get_coordinates, scipy_map_coordinates + +GET_COORDS = { + "scipy": scipy_get_coordinates, + "numba": numba_get_coordinates, +} +MAP_COORDS = { + "scipy": scipy_map_coordinates, + "numba": numba_map_coordinates, +} +GET_GRAD = { + "scipy": np.gradient, + "numba": np.gradient, +} + +with contextlib.suppress(ImportError): + import cupy as cp + + from multinterp.backend._cupy import cupy_get_coordinates, cupy_map_coordinates + + GET_COORDS["cupy"] = cupy_get_coordinates + MAP_COORDS["cupy"] = cupy_map_coordinates + GET_GRAD["cupy"] = cp.gradient +with contextlib.suppress(ImportError): + import jax.numpy as jnp + + from multinterp.backend._jax import jax_get_coordinates, jax_map_coordinates + + GET_COORDS["jax"] = jax_get_coordinates + MAP_COORDS["jax"] = jax_map_coordinates + GET_GRAD["jax"] = jnp.gradient + + +def get_coords(grids, args, backend="scipy"): + """Wrapper function for the get_coordinates function from the chosen backend.""" + return GET_COORDS[backend](grids, args) + + +def map_coords(values, coords, backend="scipy", **kwargs): + """Wrapper function for the map_coordinates function from the chosen backend.""" + return MAP_COORDS[backend](values, coords, **kwargs) + + +def get_grad(values, grids, axis=None, edge_order=None, backend="scipy"): + """Wrapper function for the gradient function from the chosen backend. + + TODO: use appropriate gradient functions from each backend. + """ + return GET_GRAD[backend](values, grids, axis=axis, edge_order=edge_order) diff --git a/src/multinterp/unstructured/__init__.py b/src/multinterp/unstructured/__init__.py index d14853e..087c179 100644 --- a/src/multinterp/unstructured/__init__.py +++ b/src/multinterp/unstructured/__init__.py @@ -1,15 +1,15 @@ -from __future__ import annotations - -from ._scikit_learn import ( - GPRUnstructuredInterp, - PipelineUnstructuredInterp, - RegressionUnstructuredInterp, -) -from ._scipy import UnstructuredInterp - -__all__ = [ - "UnstructuredInterp", - "PipelineUnstructuredInterp", - "RegressionUnstructuredInterp", - "GPRUnstructuredInterp", -] +from __future__ import annotations + +from ._scikit_learn import ( + GPRUnstructuredInterp, + PipelineUnstructuredInterp, + RegressionUnstructuredInterp, +) +from ._scipy import UnstructuredInterp + +__all__ = [ + "GPRUnstructuredInterp", + "PipelineUnstructuredInterp", + "RegressionUnstructuredInterp", + "UnstructuredInterp", +] diff --git a/src/multinterp/unstructured/_gpytorch.py b/src/multinterp/unstructured/_gpytorch.py index 6feed9b..67fe89c 100644 --- a/src/multinterp/unstructured/_gpytorch.py +++ b/src/multinterp/unstructured/_gpytorch.py @@ -1,318 +1,308 @@ -from __future__ import annotations - -import gpytorch -import torch -from gpytorch import ExactMarginalLogLikelihood -from gpytorch.distributions import MultivariateNormal -from gpytorch.kernels import MultiDeviceKernel, RBFKernel, ScaleKernel -from gpytorch.likelihoods import GaussianLikelihood -from gpytorch.means import ConstantMean -from gpytorch.models import ExactGP -from torch.optim import Adam - -from multinterp.backend.LBFGS import FullBatchLBFGS -from multinterp.grids import _UnstructuredGrid - -DEVICE_COUNT = torch.cuda.device_count() - - -class _SimpleExactGPModel(ExactGP): - """A simple Gaussian Process model.""" - - def __init__( - self, - train_x: torch.Tensor, - train_y: torch.Tensor, - likelihood, - ): - """Initialize the GP model. - - Args: - ---- - train_x: Training input data - train_y: Training output data - likelihood: Likelihood function - - """ - super().__init__(train_x, train_y, likelihood) - self.mean_module = ConstantMean() - self.covar_module = ScaleKernel(RBFKernel()) - - def forward(self, x: torch.Tensor) -> MultivariateNormal: - """Forward pass through the GP model. - - Args: - ---- - x: Input data - - Returns: - ------- - Distribution over the input data - - """ - mean_x = self.mean_module(x) - covar_x = self.covar_module(x) - return MultivariateNormal(mean_x, covar_x) - - -class _PipelineExactGPModel(ExactGP): - """A Gaussian Process model for data extraction.""" - - def __init__( - self, - train_x, - train_y, - likelihood, - mean_module=None, - covar_module=None, - distribution=None, - ): - """Initialize the GP model. - - Args: - ---- - train_x: Training input data - train_y: Training output data - likelihood: Likelihood function (default: GaussianLikelihood) - mean_module: Mean function (default: ConstantMean) - covar_module: Covariance function (default: ScaleKernel(RBFKernel)) - distribution: Distribution function (default: MultivariateNormal) - - """ - super().__init__(train_x, train_y, likelihood) - self.mean_module = mean_module or ConstantMean() - self.covar_module = covar_module or ScaleKernel(RBFKernel()) - self.distribution = distribution or MultivariateNormal - - def forward(self, x): - """Forward pass through the GP model. - - Args: - ---- - x: Input data - - Returns: - ------- - Distribution over the input data - - """ - mean_x = self.mean_module(x) - covar_x = self.covar_module(x) - return self.distribution(mean_x, covar_x) - - -class _PipelineGPUExactGPModel(ExactGP): - def __init__( - self, - train_x, - train_y, - likelihood, - mean_module=None, - covar_module=None, - distribution=None, - n_devices=DEVICE_COUNT, - output_device=None, - ): - super().__init__(train_x, train_y, likelihood) - self.mean_module = mean_module or ConstantMean() - base_covar_module = covar_module or ScaleKernel(RBFKernel()) - self.distribution = distribution or MultivariateNormal - - assert ( - 0 < n_devices <= DEVICE_COUNT - ), f"n_devices must be between 1 and {DEVICE_COUNT}" - - if n_devices == 1: - self.covar_module = base_covar_module - else: - self.covar_module = MultiDeviceKernel( - base_covar_module, - device_ids=range(n_devices), - output_device=output_device or torch.device("cuda:0"), - ) - - def forward(self, x): - mean_x = self.mean_module(x) - covar_x = self.covar_module(x) - return self.distribution(mean_x, covar_x) - - -class GaussianProcessRegression(_UnstructuredGrid): - def __init__(self, values, grids): - super().__init__(values, grids, backend="torch") - - self.grids = self.grids.T - - self._likelihood = GaussianLikelihood() - self._model = _PipelineGPUExactGPModel( - self.grids, - self.values, - likelihood=self._likelihood, - n_devices=2, - ) - - self._to_cuda() - self._train() - - def _to_cuda(self): - self.grids = self.grids.cuda() - self.values = self.values.cuda() - self._model = self._model.cuda() - self._likelihood = self._likelihood.cuda() - - def _train(self, training_iter=50, preconditioner_size=100): - _train_lbfgs( - self._model, - self._likelihood, - self.grids, - self.values, - training_iter, - verbose=True, - ) - - def __call__(self, *args): - args = torch.as_tensor( - args, - device=self.grids.device, - ).T - - # Get into evaluation (predictive posterior) mode - self._model.eval() - self._likelihood.eval() - - # Test points are regularly spaced along [0,1] - # Make predictions by feeding model through likelihood - with torch.no_grad(), gpytorch.settings.fast_pred_var(): - return self._model(args) - - -def _train_simple( - model, - likelihood, - train_x, - train_y, - training_iter=50, - verbose=False, - n_skip=10, -): - # Find optimal model hyperparameters - model.train() - likelihood.train() - - # Use the adam optimizer - optimizer = Adam(model.parameters(), lr=0.1) - # Includes GaussianLikelihood parameters - - # "Loss" for GPs - the marginal log likelihood - mll = ExactMarginalLogLikelihood(likelihood, model) - - for i in range(training_iter): - # Zero gradients from previous iteration - optimizer.zero_grad() - # Output from model - output = model(train_x) - # Calc loss and backprop gradients - loss = -mll(output, train_y) - loss.backward() - - if verbose and i % n_skip == 0: - _loss = loss.item() - _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() - _noise = model.likelihood.noise.item() - print( - f"""Iter {i+1}/{training_iter} - Loss: {_loss:.3f} - lengthscale: {_lengthscale:.3f} noise: {_noise:.3f}""", - ) - - optimizer.step() - - -def _eval_simple(model, likelihood, test_x): - # Get into evaluation (predictive posterior) mode - model.eval() - likelihood.eval() - - # Make predictions by feeding model through likelihood - with torch.no_grad(), gpytorch.settings.fast_pred_var(): - return likelihood(model(test_x)) - - -def _train_lbfgs( - model, - likelihood, - train_x, - train_y, - preconditioner_size=100, - training_iter=50, - verbose=False, - n_skip=10, -): - model.train() - likelihood.train() - - optimizer = FullBatchLBFGS(model.parameters(), lr=0.1) - # "Loss" for GPs - the marginal log likelihood - mll = ExactMarginalLogLikelihood(likelihood, model) - - with gpytorch.settings.max_preconditioner_size(preconditioner_size): - - def closure(): - optimizer.zero_grad() - output = model(train_x) - return -mll(output, train_y) - - loss = closure() - loss.backward() - - for i in range(training_iter): - options = {"closure": closure, "current_loss": loss, "max_ls": 10} - loss, _, _, _, _, _, _, fail = optimizer.step(options) - - # Print progress every n_skip steps if verbose is True - if verbose and i % n_skip == 0: - _loss = loss.item() - _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() - _noise = model.likelihood.noise.item() - print( - f"Iter {i+1}/{training_iter} - Loss: {loss:.3f} lengthscale: {_lengthscale:.3f} noise: {_noise:.3f}", - ) - - if fail: - if verbose: - print("Convergence reached!") - break - - -def _train_pipeline( - train_x, - train_y, - model, - likelihood, - optimizer, - mll, - training_iter=50, - verbose=False, - n_skip=10, -): - # Find optimal model hyperparameters - model.train() - likelihood.train() - - for i in range(training_iter): - # Zero gradients from previous iteration - optimizer.zero_grad() - # Output from model - output = model(train_x) - # Calc loss and backprop gradients - loss = -mll(output, train_y) - loss.backward() - - if verbose and i % n_skip == 0: - _loss = loss.item() - _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() - _noise = model.likelihood.noise.item() - print( - f"Iter {i+1}/{training_iter} - Loss: {_loss:.3f} lengthscale: {_lengthscale:.3f} noise: {_noise:.3f}", - ) - - optimizer.step() +from __future__ import annotations + +import gpytorch +import torch +from gpytorch import ExactMarginalLogLikelihood +from gpytorch.distributions import MultivariateNormal +from gpytorch.kernels import MultiDeviceKernel, RBFKernel, ScaleKernel +from gpytorch.likelihoods import GaussianLikelihood +from gpytorch.means import ConstantMean +from gpytorch.models import ExactGP +from torch.optim import Adam + +from multinterp.backend.LBFGS import FullBatchLBFGS +from multinterp.grids import _UnstructuredGrid + +DEVICE_COUNT = torch.cuda.device_count() + + +class _SimpleExactGPModel(ExactGP): + """A simple Gaussian Process model.""" + + def __init__( + self, + train_x: torch.Tensor, + train_y: torch.Tensor, + likelihood, + ) -> None: + """Initialize the GP model. + + Args: + ---- + train_x: Training input data + train_y: Training output data + likelihood: Likelihood function + + """ + super().__init__(train_x, train_y, likelihood) + self.mean_module = ConstantMean() + self.covar_module = ScaleKernel(RBFKernel()) + + def forward(self, x: torch.Tensor) -> MultivariateNormal: + """Forward pass through the GP model. + + Args: + ---- + x: Input data + + Returns: + ------- + Distribution over the input data + + """ + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return MultivariateNormal(mean_x, covar_x) + + +class _PipelineExactGPModel(ExactGP): + """A Gaussian Process model for data extraction.""" + + def __init__( + self, + train_x, + train_y, + likelihood, + mean_module=None, + covar_module=None, + distribution=None, + ) -> None: + """Initialize the GP model. + + Args: + ---- + train_x: Training input data + train_y: Training output data + likelihood: Likelihood function (default: GaussianLikelihood) + mean_module: Mean function (default: ConstantMean) + covar_module: Covariance function (default: ScaleKernel(RBFKernel)) + distribution: Distribution function (default: MultivariateNormal) + + """ + super().__init__(train_x, train_y, likelihood) + self.mean_module = mean_module or ConstantMean() + self.covar_module = covar_module or ScaleKernel(RBFKernel()) + self.distribution = distribution or MultivariateNormal + + def forward(self, x): + """Forward pass through the GP model. + + Args: + ---- + x: Input data + + Returns: + ------- + Distribution over the input data + + """ + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return self.distribution(mean_x, covar_x) + + +class _PipelineGPUExactGPModel(ExactGP): + def __init__( + self, + train_x, + train_y, + likelihood, + mean_module=None, + covar_module=None, + distribution=None, + n_devices=DEVICE_COUNT, + output_device=None, + ) -> None: + super().__init__(train_x, train_y, likelihood) + self.mean_module = mean_module or ConstantMean() + base_covar_module = covar_module or ScaleKernel(RBFKernel()) + self.distribution = distribution or MultivariateNormal + + assert 0 < n_devices <= DEVICE_COUNT, ( + f"n_devices must be between 1 and {DEVICE_COUNT}" + ) + + if n_devices == 1: + self.covar_module = base_covar_module + else: + self.covar_module = MultiDeviceKernel( + base_covar_module, + device_ids=range(n_devices), + output_device=output_device or torch.device("cuda:0"), + ) + + def forward(self, x): + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return self.distribution(mean_x, covar_x) + + +class GaussianProcessRegression(_UnstructuredGrid): + def __init__(self, values, grids) -> None: + super().__init__(values, grids, backend="torch") + + self.grids = self.grids.T + + self._likelihood = GaussianLikelihood() + self._model = _PipelineGPUExactGPModel( + self.grids, + self.values, + likelihood=self._likelihood, + n_devices=2, + ) + + self._to_cuda() + self._train() + + def _to_cuda(self) -> None: + self.grids = self.grids.cuda() + self.values = self.values.cuda() + self._model = self._model.cuda() + self._likelihood = self._likelihood.cuda() + + def _train(self, training_iter=50, preconditioner_size=100) -> None: + _train_lbfgs( + self._model, + self._likelihood, + self.grids, + self.values, + training_iter, + verbose=True, + ) + + def __call__(self, *args): + args = torch.as_tensor( + args, + device=self.grids.device, + ).T + + # Get into evaluation (predictive posterior) mode + self._model.eval() + self._likelihood.eval() + + # Test points are regularly spaced along [0,1] + # Make predictions by feeding model through likelihood + with torch.no_grad(), gpytorch.settings.fast_pred_var(): + return self._model(args) + + +def _train_simple( + model, + likelihood, + train_x, + train_y, + training_iter=50, + verbose=False, + n_skip=10, +) -> None: + # Find optimal model hyperparameters + model.train() + likelihood.train() + + # Use the adam optimizer + optimizer = Adam(model.parameters(), lr=0.1) + # Includes GaussianLikelihood parameters + + # "Loss" for GPs - the marginal log likelihood + mll = ExactMarginalLogLikelihood(likelihood, model) + + for i in range(training_iter): + # Zero gradients from previous iteration + optimizer.zero_grad() + # Output from model + output = model(train_x) + # Calc loss and backprop gradients + loss = -mll(output, train_y) + loss.backward() + + if verbose and i % n_skip == 0: + _loss = loss.item() + _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() + _noise = model.likelihood.noise.item() + + optimizer.step() + + +def _eval_simple(model, likelihood, test_x): + # Get into evaluation (predictive posterior) mode + model.eval() + likelihood.eval() + + # Make predictions by feeding model through likelihood + with torch.no_grad(), gpytorch.settings.fast_pred_var(): + return likelihood(model(test_x)) + + +def _train_lbfgs( + model, + likelihood, + train_x, + train_y, + preconditioner_size=100, + training_iter=50, + verbose=False, + n_skip=10, +) -> None: + model.train() + likelihood.train() + + optimizer = FullBatchLBFGS(model.parameters(), lr=0.1) + # "Loss" for GPs - the marginal log likelihood + mll = ExactMarginalLogLikelihood(likelihood, model) + + with gpytorch.settings.max_preconditioner_size(preconditioner_size): + + def closure(): + optimizer.zero_grad() + output = model(train_x) + return -mll(output, train_y) + + loss = closure() + loss.backward() + + for i in range(training_iter): + options = {"closure": closure, "current_loss": loss, "max_ls": 10} + loss, _, _, _, _, _, _, fail = optimizer.step(options) + + # Print progress every n_skip steps if verbose is True + if verbose and i % n_skip == 0: + _loss = loss.item() + _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() + _noise = model.likelihood.noise.item() + + if fail: + if verbose: + pass + break + + +def _train_pipeline( + train_x, + train_y, + model, + likelihood, + optimizer, + mll, + training_iter=50, + verbose=False, + n_skip=10, +) -> None: + # Find optimal model hyperparameters + model.train() + likelihood.train() + + for i in range(training_iter): + # Zero gradients from previous iteration + optimizer.zero_grad() + # Output from model + output = model(train_x) + # Calc loss and backprop gradients + loss = -mll(output, train_y) + loss.backward() + + if verbose and i % n_skip == 0: + _loss = loss.item() + _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() + _noise = model.likelihood.noise.item() + + optimizer.step() diff --git a/src/multinterp/unstructured/_scikit_learn.py b/src/multinterp/unstructured/_scikit_learn.py index 3dbf93a..ab02fc9 100644 --- a/src/multinterp/unstructured/_scikit_learn.py +++ b/src/multinterp/unstructured/_scikit_learn.py @@ -1,184 +1,184 @@ -from __future__ import annotations - -import numpy as np -from sklearn.gaussian_process import GaussianProcessRegressor -from sklearn.kernel_ridge import KernelRidge -from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor -from sklearn.pipeline import make_pipeline -from sklearn.preprocessing import ( - PolynomialFeatures, - SplineTransformer, - StandardScaler, -) -from sklearn.svm import SVR - -from multinterp.grids import _UnstructuredGrid - - -class PipelineUnstructuredInterp(_UnstructuredGrid): - """Unstructured Interpolator using a pipeline of sklearn models.""" - - def __init__(self, values, grids, pipeline): - """Initialize a PipelineUnstructuredInterp object. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Functional coordinates on an unstructured grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - - """ - # for now, only support scipy - super().__init__(values, grids, backend="scipy") - x_train = np.moveaxis(self.grids, -1, 0) - y_train = self.values - self.pipeline = pipeline - self.model = make_pipeline(*self.pipeline) - self.model.fit(x_train, y_train) - - def __call__(self, *args: np.ndarray): - """Interpolate on the unstructured grid. - - Returns - ------- - np.ndarray - Interpolated values. - - """ - x_test = np.c_[tuple(arg.ravel() for arg in args)] - return self.model.predict(x_test).reshape(args[0].shape) - - -class _PreprocessingUnstructuredInterp(PipelineUnstructuredInterp): - """Abstract class for PipelineUnstructuredInterp with preprocessing.""" - - def __init__( - self, - values, - grids, - pipeline, - std=False, - options=None, - ): - """Initialize a _PreprocessingUnstructuredInterp object. Preprocessing options - includes standardization, polynomial features, and spline features. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Functional coordinates on an unstructured grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - std : bool, optional - Standardize data by removing the mean and scaling to unit variance, - by default False - preprocessing_options : dict, optional - Can be None, or a dictionary with key "feature". - If "feature" is "pol", then "degree" must be specified. - If "feature" is "spl", then "degree" and "n_knots" must be specified. - - Raises - ------ - AttributeError - Feature not recognized. - - """ - self.std = std - - if options is None: - options = {} - - self.options = options - - feature = options.get("feature", None) - - if feature and isinstance(feature, str): - degree = options.get("degree", 3) - assert isinstance(degree, int), "Degree must be an integer." - if feature.startswith("pol"): - pipeline.insert(0, PolynomialFeatures(degree)) - elif feature.startswith("spl"): - n_knots = options.get("n_knots", 5) - assert isinstance(n_knots, int), "n_knots must be an integer." - pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) - else: - msg = f"Feature {feature} not recognized." - raise AttributeError(msg) - - if std: - pipeline.insert(0, StandardScaler()) - - super().__init__(values, grids, pipeline) - - -class RegressionUnstructuredInterp(_PreprocessingUnstructuredInterp): - """Generalized Regression for an unstructured grid.""" - - def __init__( - self, - values, - grids, - model="elastic-net-cv", - std=False, - pp_options=None, - mod_options=None, - ): - """Initialize a GeneralizedRegressionUnstructuredInterp object. - The model determines the regression used. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Functional coordinates on an unstructured grid. - model : str, optional - One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", - "gaussian-process", by default "elastic-net". - options : dict, optional - Options for the model, by default None. - - Raises - ------ - AttributeError - Model is not implemented. - - """ - if mod_options is None: - mod_options = {} - - self.model = model - self.mod_options = mod_options - - if model == "elastic-net": - pipeline = [ElasticNet(**mod_options)] - elif model == "elastic-net-cv": - pipeline = [ElasticNetCV(**mod_options)] - elif model == "kernel-ridge": - pipeline = [KernelRidge(**mod_options)] - elif model == "svr": - pipeline = [SVR(**mod_options)] - elif model == "sgd": - pipeline = [SGDRegressor(**mod_options)] - elif model == "gaussian-process": - pipeline = [GaussianProcessRegressor(**mod_options)] - else: - msg = f"Model {model} not implemented. Consider using `PipelineUnstructuredInterp`." - raise AttributeError(msg) - - super().__init__(values, grids, pipeline, std=std, options=pp_options) - - -class GPRUnstructuredInterp(_PreprocessingUnstructuredInterp): - def __init__(self, values, grids, pp_options, mod_options): - self.model = "gaussian-process" - self.mod_options = mod_options - - pipeline = [GaussianProcessRegressor(**mod_options)] - - super().__init__(values, grids, pipeline, **pp_options) +from __future__ import annotations + +import numpy as np +from sklearn.gaussian_process import GaussianProcessRegressor +from sklearn.kernel_ridge import KernelRidge +from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor +from sklearn.pipeline import make_pipeline +from sklearn.preprocessing import ( + PolynomialFeatures, + SplineTransformer, + StandardScaler, +) +from sklearn.svm import SVR + +from multinterp.grids import _UnstructuredGrid + + +class PipelineUnstructuredInterp(_UnstructuredGrid): + """Unstructured Interpolator using a pipeline of sklearn models.""" + + def __init__(self, values, grids, pipeline) -> None: + """Initialize a PipelineUnstructuredInterp object. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Functional coordinates on an unstructured grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + + """ + # for now, only support scipy + super().__init__(values, grids, backend="scipy") + x_train = np.moveaxis(self.grids, -1, 0) + y_train = self.values + self.pipeline = pipeline + self.model = make_pipeline(*self.pipeline) + self.model.fit(x_train, y_train) + + def __call__(self, *args: np.ndarray): + """Interpolate on the unstructured grid. + + Returns + ------- + np.ndarray + Interpolated values. + + """ + x_test = np.c_[tuple(arg.ravel() for arg in args)] + return self.model.predict(x_test).reshape(args[0].shape) + + +class _PreprocessingUnstructuredInterp(PipelineUnstructuredInterp): + """Abstract class for PipelineUnstructuredInterp with preprocessing.""" + + def __init__( + self, + values, + grids, + pipeline, + std=False, + options=None, + ) -> None: + """Initialize a _PreprocessingUnstructuredInterp object. Preprocessing options + includes standardization, polynomial features, and spline features. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Functional coordinates on an unstructured grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + std : bool, optional + Standardize data by removing the mean and scaling to unit variance, + by default False + preprocessing_options : dict, optional + Can be None, or a dictionary with key "feature". + If "feature" is "pol", then "degree" must be specified. + If "feature" is "spl", then "degree" and "n_knots" must be specified. + + Raises + ------ + AttributeError + Feature not recognized. + + """ + self.std = std + + if options is None: + options = {} + + self.options = options + + feature = options.get("feature", None) + + if feature and isinstance(feature, str): + degree = options.get("degree", 3) + assert isinstance(degree, int), "Degree must be an integer." + if feature.startswith("pol"): + pipeline.insert(0, PolynomialFeatures(degree)) + elif feature.startswith("spl"): + n_knots = options.get("n_knots", 5) + assert isinstance(n_knots, int), "n_knots must be an integer." + pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) + else: + msg = f"Feature {feature} not recognized." + raise AttributeError(msg) + + if std: + pipeline.insert(0, StandardScaler()) + + super().__init__(values, grids, pipeline) + + +class RegressionUnstructuredInterp(_PreprocessingUnstructuredInterp): + """Generalized Regression for an unstructured grid.""" + + def __init__( + self, + values, + grids, + model="elastic-net-cv", + std=False, + pp_options=None, + mod_options=None, + ) -> None: + """Initialize a GeneralizedRegressionUnstructuredInterp object. + The model determines the regression used. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Functional coordinates on an unstructured grid. + model : str, optional + One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", + "gaussian-process", by default "elastic-net". + options : dict, optional + Options for the model, by default None. + + Raises + ------ + AttributeError + Model is not implemented. + + """ + if mod_options is None: + mod_options = {} + + self.model = model + self.mod_options = mod_options + + if model == "elastic-net": + pipeline = [ElasticNet(**mod_options)] + elif model == "elastic-net-cv": + pipeline = [ElasticNetCV(**mod_options)] + elif model == "kernel-ridge": + pipeline = [KernelRidge(**mod_options)] + elif model == "svr": + pipeline = [SVR(**mod_options)] + elif model == "sgd": + pipeline = [SGDRegressor(**mod_options)] + elif model == "gaussian-process": + pipeline = [GaussianProcessRegressor(**mod_options)] + else: + msg = f"Model {model} not implemented. Consider using `PipelineUnstructuredInterp`." + raise AttributeError(msg) + + super().__init__(values, grids, pipeline, std=std, options=pp_options) + + +class GPRUnstructuredInterp(_PreprocessingUnstructuredInterp): + def __init__(self, values, grids, pp_options, mod_options) -> None: + self.model = "gaussian-process" + self.mod_options = mod_options + + pipeline = [GaussianProcessRegressor(**mod_options)] + + super().__init__(values, grids, pipeline, **pp_options) diff --git a/src/multinterp/unstructured/_scipy.py b/src/multinterp/unstructured/_scipy.py index 78c9010..f99d6eb 100644 --- a/src/multinterp/unstructured/_scipy.py +++ b/src/multinterp/unstructured/_scipy.py @@ -1,124 +1,124 @@ -from __future__ import annotations - -import numpy as np -from scipy.interpolate import ( - CloughTocher2DInterpolator, - LinearNDInterpolator, - NearestNDInterpolator, - RBFInterpolator, -) - -from multinterp.grids import _UnstructuredGrid - -LNDI_KWARGS = {"fill_value": np.nan, "rescale": False} # linear -NNDI_KWARGS = {"rescale": False, "tree_options": None} # nearest -CT2DI_KWARGS = { # cubic - "fill_value": np.nan, - "tol": 1e-06, - "maxiter": 400, - "rescale": False, -} -RBFI_KWARGS = { # rbf (radial basis function) - "neighbors": None, - "smoothing": 0.0, - "kernel": "linear", - "epsilon": None, - "degree": None, -} - -AVAILABLE_METHODS = ["nearest", "linear", "cubic", "rbf"] - - -class UnstructuredInterp(_UnstructuredGrid): - """Multivariate interpolation on an unstructured grid. - This class wraps various scipy unstructured interpolation - methods to provide a common interface. Additionally, it - can be used with mesh-grids and returns mesh-grids, which - are not supported by scipy but are the default used in - HARK. - """ - - def __init__( - self, - values, - grids, - method="linear", - options=None, - ): - """Initialize an Unstructured Grid Interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Points on an unstructured grid. - method : str, optional - One of "nearest", "linear", "cubic", "rbf". Determines - which scipy interpolation method to use. The interpolators - are "nearest" for NearestNDInterpolator, "linear" for - LinearNDInterpolator, "cubic" for CloughTocher2DInterpolator - and "rbf" for RBFInterpolator. The default is "linear". - - Raises - ------ - ValueError - The interpolation method is not valid. - - """ - super().__init__(values, grids, backend="scipy") - self.ndim = len(grids) - - # Check for valid interpolation method - if method not in AVAILABLE_METHODS: - msg = "Invalid interpolation method." - raise ValueError(msg) - - self.method = method - - interpolator_mapping = { - "nearest": (NNDI_KWARGS, NearestNDInterpolator), - "linear": (LNDI_KWARGS, LinearNDInterpolator), - "cubic": ( - (CT2DI_KWARGS, CloughTocher2DInterpolator) - if self.ndim == 2 - else (None, None) - ), - "rbf": (RBFI_KWARGS, RBFInterpolator), - } - - interp_kwargs, interpolator_class = interpolator_mapping.get( - method, - (None, None), - ) - - if not interp_kwargs: - msg = f"Unknown interpolation method {method} for {self.ndim} dimensional data." - raise ValueError(msg) - - self.interp_kwargs = interp_kwargs - if options: - self.interp_kwargs.copy() - intersection = interp_kwargs.keys() & options.keys() - self.interp_kwargs.update({key: options[key] for key in intersection}) - - self.interpolator = interpolator_class( - np.moveaxis(self.grids, -1, 0), - self.values, - **self.interp_kwargs, - ) - - def __call__(self, *args): - """Interpolates function on arguments. - - Returns - ------- - np.ndarray - Interpolated values. - - """ - if self.method == "rbf": - coords = np.asarray(args).reshape(self.ndim, -1).T - return self.interpolator(coords).reshape(args[0].shape) - - return self.interpolator(*args) +from __future__ import annotations + +import numpy as np +from scipy.interpolate import ( + CloughTocher2DInterpolator, + LinearNDInterpolator, + NearestNDInterpolator, + RBFInterpolator, +) + +from multinterp.grids import _UnstructuredGrid + +LNDI_KWARGS = {"fill_value": np.nan, "rescale": False} # linear +NNDI_KWARGS = {"rescale": False, "tree_options": None} # nearest +CT2DI_KWARGS = { # cubic + "fill_value": np.nan, + "tol": 1e-06, + "maxiter": 400, + "rescale": False, +} +RBFI_KWARGS = { # rbf (radial basis function) + "neighbors": None, + "smoothing": 0.0, + "kernel": "linear", + "epsilon": None, + "degree": None, +} + +AVAILABLE_METHODS = ["nearest", "linear", "cubic", "rbf"] + + +class UnstructuredInterp(_UnstructuredGrid): + """Multivariate interpolation on an unstructured grid. + This class wraps various scipy unstructured interpolation + methods to provide a common interface. Additionally, it + can be used with mesh-grids and returns mesh-grids, which + are not supported by scipy but are the default used in + HARK. + """ + + def __init__( + self, + values, + grids, + method="linear", + options=None, + ) -> None: + """Initialize an Unstructured Grid Interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Points on an unstructured grid. + method : str, optional + One of "nearest", "linear", "cubic", "rbf". Determines + which scipy interpolation method to use. The interpolators + are "nearest" for NearestNDInterpolator, "linear" for + LinearNDInterpolator, "cubic" for CloughTocher2DInterpolator + and "rbf" for RBFInterpolator. The default is "linear". + + Raises + ------ + ValueError + The interpolation method is not valid. + + """ + super().__init__(values, grids, backend="scipy") + self.ndim = len(grids) + + # Check for valid interpolation method + if method not in AVAILABLE_METHODS: + msg = "Invalid interpolation method." + raise ValueError(msg) + + self.method = method + + interpolator_mapping = { + "nearest": (NNDI_KWARGS, NearestNDInterpolator), + "linear": (LNDI_KWARGS, LinearNDInterpolator), + "cubic": ( + (CT2DI_KWARGS, CloughTocher2DInterpolator) + if self.ndim == 2 + else (None, None) + ), + "rbf": (RBFI_KWARGS, RBFInterpolator), + } + + interp_kwargs, interpolator_class = interpolator_mapping.get( + method, + (None, None), + ) + + if not interp_kwargs: + msg = f"Unknown interpolation method {method} for {self.ndim} dimensional data." + raise ValueError(msg) + + self.interp_kwargs = interp_kwargs + if options: + self.interp_kwargs.copy() + intersection = interp_kwargs.keys() & options.keys() + self.interp_kwargs.update({key: options[key] for key in intersection}) + + self.interpolator = interpolator_class( + np.moveaxis(self.grids, -1, 0), + self.values, + **self.interp_kwargs, + ) + + def __call__(self, *args): + """Interpolates function on arguments. + + Returns + ------- + np.ndarray + Interpolated values. + + """ + if self.method == "rbf": + coords = np.asarray(args).reshape(self.ndim, -1).T + return self.interpolator(coords).reshape(args[0].shape) + + return self.interpolator(*args) diff --git a/src/multinterp/utilities.py b/src/multinterp/utilities.py index f64539d..cb60988 100644 --- a/src/multinterp/utilities.py +++ b/src/multinterp/utilities.py @@ -1,89 +1,89 @@ -from __future__ import annotations - -import numpy as np -from numba import typed - -BACKENDS = ["scipy", "numba"] -MODULES = {"scipy": np, "numba": np} - -try: - import cupy as cp - - BACKENDS.append("cupy") - MODULES["cupy"] = cp -except ImportError: - pass - -try: - import jax.numpy as jnp - - BACKENDS.append("jax") - MODULES["jax"] = jnp -except ImportError: - pass - -try: - import torch - - BACKENDS.append("torch") - MODULES["torch"] = torch -except ImportError: - pass - -SHORT_MC_KWARGS = { - "order": 1, # order of interpolation, default to linear - "mode": "nearest", # how to handle extrapolation - "cval": 0.0, # value to use for extrapolation -} - -LONG_MC_KWARGS = { - **SHORT_MC_KWARGS, - "output": None, # output array or dtype - "prefilter": False, # whether to prefilter input -} - - -def update_mc_kwargs(options=None, jax=False): - mc_kwargs = SHORT_MC_KWARGS if jax else LONG_MC_KWARGS - if options: - mc_kwargs = SHORT_MC_KWARGS.copy() if jax else LONG_MC_KWARGS.copy() - intersection = mc_kwargs.keys() & options.keys() - mc_kwargs.update({key: options[key] for key in intersection}) - return mc_kwargs - - -def asarray(values, backend): - if backend not in BACKENDS: - msg = f"Invalid backend. Must be one of: {BACKENDS}" - raise ValueError(msg) - - return MODULES[backend].asarray(values) - - -def aslist(grids, backend): - if backend == "numba": - grids = typed.List([np.asarray(grid) for grid in grids]) - else: - grids = [MODULES[backend].asarray(grid) for grid in grids] - - return grids - - -def empty(shape, backend): - return MODULES[backend].empty(shape) - - -def empty_like(values, backend): - return MODULES[backend].empty_like(values) - - -def interp(x, y, z, backend): - return MODULES[backend].interp(x, y, z) - - -def take(arr, indices, axis, backend): - return MODULES[backend].take(arr, indices, axis=axis) - - -def mgrid(args, backend): - return MODULES[backend].mgrid[args] +from __future__ import annotations + +import numpy as np +from numba import typed + +BACKENDS = ["scipy", "numba"] +MODULES = {"scipy": np, "numba": np} + +try: + import cupy as cp + + BACKENDS.append("cupy") + MODULES["cupy"] = cp +except ImportError: + pass + +try: + import jax.numpy as jnp + + BACKENDS.append("jax") + MODULES["jax"] = jnp +except ImportError: + pass + +try: + import torch + + BACKENDS.append("torch") + MODULES["torch"] = torch +except ImportError: + pass + +SHORT_MC_KWARGS = { + "order": 1, # order of interpolation, default to linear + "mode": "nearest", # how to handle extrapolation + "cval": 0.0, # value to use for extrapolation +} + +LONG_MC_KWARGS = { + **SHORT_MC_KWARGS, + "output": None, # output array or dtype + "prefilter": False, # whether to prefilter input +} + + +def update_mc_kwargs(options=None, jax=False): + mc_kwargs = SHORT_MC_KWARGS if jax else LONG_MC_KWARGS + if options: + mc_kwargs = SHORT_MC_KWARGS.copy() if jax else LONG_MC_KWARGS.copy() + intersection = mc_kwargs.keys() & options.keys() + mc_kwargs.update({key: options[key] for key in intersection}) + return mc_kwargs + + +def asarray(values, backend): + if backend not in BACKENDS: + msg = f"Invalid backend. Must be one of: {BACKENDS}" + raise ValueError(msg) + + return MODULES[backend].asarray(values) + + +def aslist(grids, backend): + if backend == "numba": + grids = typed.List([np.asarray(grid) for grid in grids]) + else: + grids = [MODULES[backend].asarray(grid) for grid in grids] + + return grids + + +def empty(shape, backend): + return MODULES[backend].empty(shape) + + +def empty_like(values, backend): + return MODULES[backend].empty_like(values) + + +def interp(x, y, z, backend): + return MODULES[backend].interp(x, y, z) + + +def take(arr, indices, axis, backend): + return MODULES[backend].take(arr, indices, axis=axis) + + +def mgrid(args, backend): + return MODULES[backend].mgrid[args] diff --git a/tests/test_backend.py b/tests/test_backend.py index 16a7035..223c962 100644 --- a/tests/test_backend.py +++ b/tests/test_backend.py @@ -1,139 +1,139 @@ -from __future__ import annotations - -import numpy as np -import pytest -from scipy.interpolate import interpn - -from multinterp.backend._cupy import cupy_multinterp -from multinterp.backend._jax import jax_multinterp -from multinterp.backend._numba import numba_multinterp -from multinterp.backend._scipy import scipy_multinterp -from multinterp.backend._torch import torch_multinterp - - -def f_2d(u, v): - """2D test function: u * cos(u * v) + v * sin(u * v).""" - return u * np.cos(u * v) + v * np.sin(u * v) - - -def f_3d(x, y, z): - """3D test function: 2 * x^3 + 3 * y^2 - z.""" - return 2 * x**3 + 3 * y**2 - z - - -@pytest.fixture() -def setup_data_2d(): - """ - Fixture to set up 2D test data for interpolation. - - Returns: - tuple: grids, values, args, true_values - """ - grids = [np.linspace(0, 3, 8), np.linspace(0, 3, 11)] - values = f_2d(*np.meshgrid(*grids, indexing="ij")) - args = np.meshgrid(np.linspace(0, 3, 50), np.linspace(0, 3, 50), indexing="ij") - rgi_args = np.array([args[0].ravel(), args[1].ravel()]).T - - result_interpn = interpn(grids, values, rgi_args) - true_values = result_interpn.reshape(50, 50) - - return grids, values, args, true_values - - -def test_scipy_2d(setup_data_2d): - """Test scipy backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = scipy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_numba_2d(setup_data_2d): - """Test numba backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = numba_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_cupy_2d(setup_data_2d): - """Test cupy backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = cupy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_jax_2d(setup_data_2d): - """Test jax backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = jax_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_torch_2d(setup_data_2d): - """Test torch backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = torch_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) - - -@pytest.fixture() -def setup_data_3d(): - """ - Fixture to set up 3D test data for interpolation. - - Returns: - tuple: grids, values, args, true_values - """ - x = np.linspace(1, 4, 11) - y = np.linspace(4, 7, 22) - z = np.linspace(7, 9, 33) - xg, yg, zg = np.meshgrid(x, y, z, indexing="ij", sparse=True) - - grids = [x, y, z] - values = f_3d(xg, yg, zg) - args = np.meshgrid( - np.linspace(1, 4, 50), - np.linspace(4, 7, 50), - np.linspace(7, 9, 50), - indexing="ij", - ) - - rgi_args = np.array([args[0].ravel(), args[1].ravel(), args[2].ravel()]).T - result_interp = interpn(grids, values, rgi_args) - true_values = result_interp.reshape(50, 50, 50) - - return grids, values, args, true_values - - -def test_scipy_3d(setup_data_3d): - """Test scipy backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = scipy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_numba_3d(setup_data_3d): - """Test numba backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = numba_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_cupy_3d(setup_data_3d): - """Test cupy backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = cupy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_jax_3d(setup_data_3d): - """Test jax backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = jax_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_torch_3d(setup_data_3d): - """Test torch backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = torch_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) +from __future__ import annotations + +import numpy as np +import pytest +from scipy.interpolate import interpn + +from multinterp.backend._cupy import cupy_multinterp +from multinterp.backend._jax import jax_multinterp +from multinterp.backend._numba import numba_multinterp +from multinterp.backend._scipy import scipy_multinterp +from multinterp.backend._torch import torch_multinterp + + +def f_2d(u, v): + """2D test function: u * cos(u * v) + v * sin(u * v).""" + return u * np.cos(u * v) + v * np.sin(u * v) + + +def f_3d(x, y, z): + """3D test function: 2 * x^3 + 3 * y^2 - z.""" + return 2 * x**3 + 3 * y**2 - z + + +@pytest.fixture +def setup_data_2d(): + """Fixture to set up 2D test data for interpolation. + + Returns: + tuple: grids, values, args, true_values + + """ + grids = [np.linspace(0, 3, 8), np.linspace(0, 3, 11)] + values = f_2d(*np.meshgrid(*grids, indexing="ij")) + args = np.meshgrid(np.linspace(0, 3, 50), np.linspace(0, 3, 50), indexing="ij") + rgi_args = np.array([args[0].ravel(), args[1].ravel()]).T + + result_interpn = interpn(grids, values, rgi_args) + true_values = result_interpn.reshape(50, 50) + + return grids, values, args, true_values + + +def test_scipy_2d(setup_data_2d) -> None: + """Test scipy backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = scipy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_numba_2d(setup_data_2d) -> None: + """Test numba backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = numba_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_cupy_2d(setup_data_2d) -> None: + """Test cupy backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = cupy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_jax_2d(setup_data_2d) -> None: + """Test jax backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = jax_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_torch_2d(setup_data_2d) -> None: + """Test torch backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = torch_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) + + +@pytest.fixture +def setup_data_3d(): + """Fixture to set up 3D test data for interpolation. + + Returns: + tuple: grids, values, args, true_values + + """ + x = np.linspace(1, 4, 11) + y = np.linspace(4, 7, 22) + z = np.linspace(7, 9, 33) + xg, yg, zg = np.meshgrid(x, y, z, indexing="ij", sparse=True) + + grids = [x, y, z] + values = f_3d(xg, yg, zg) + args = np.meshgrid( + np.linspace(1, 4, 50), + np.linspace(4, 7, 50), + np.linspace(7, 9, 50), + indexing="ij", + ) + + rgi_args = np.array([args[0].ravel(), args[1].ravel(), args[2].ravel()]).T + result_interp = interpn(grids, values, rgi_args) + true_values = result_interp.reshape(50, 50, 50) + + return grids, values, args, true_values + + +def test_scipy_3d(setup_data_3d) -> None: + """Test scipy backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = scipy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_numba_3d(setup_data_3d) -> None: + """Test numba backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = numba_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_cupy_3d(setup_data_3d) -> None: + """Test cupy backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = cupy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_jax_3d(setup_data_3d) -> None: + """Test jax backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = jax_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_torch_3d(setup_data_3d) -> None: + """Test torch backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = torch_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) diff --git a/tests/test_package.py b/tests/test_package.py index c9e5232..649ec2d 100644 --- a/tests/test_package.py +++ b/tests/test_package.py @@ -5,6 +5,5 @@ import multinterp as m -def test_version(): - """Verify that the package version matches the metadata version.""" +def test_version() -> None: assert importlib.metadata.version("multinterp") == m.__version__ diff --git a/tests/test_regression.py b/tests/test_regression.py index 6deada4..3c07f36 100644 --- a/tests/test_regression.py +++ b/tests/test_regression.py @@ -1,77 +1,76 @@ -from __future__ import annotations - -import numpy as np -import pytest - -from multinterp import RegressionUnstructuredInterp - - -def sum_first_axis(*args): - """ - Sum the first axis of meshgrid arrays. - - Args: - *args: Input arrays for meshgrid. - - Returns: - numpy.ndarray: Sum of meshgrid arrays along the first axis. - """ - mats = np.meshgrid(*args, indexing="ij") - - return np.sum(mats, axis=0) - - -@pytest.fixture() -def setup_data(): - """ - Fixture to set up test data for regression interpolation. - - Returns: - tuple: grids, args - """ - # create test data - - grids = [ - np.linspace(0, 1, 10), - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - ] - - args = [ - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - np.linspace(0, 1, 13), - ] - - return grids, args - - -def test_interpolation_values(setup_data): - """ - Test regression interpolation values for 2D and 3D cases. - - Compares interpolated values with expected values using - RegressionUnstructuredInterp. - """ - # check that interpolation values match expected values - - grids, args = setup_data - - interpolator2D = RegressionUnstructuredInterp( - sum_first_axis(*grids[:2]), - [*np.meshgrid(*grids[:2], indexing="ij")], - mod_options={"fit_intercept": False}, - ) - - interpolator3D = RegressionUnstructuredInterp( - sum_first_axis(*grids), - [*np.meshgrid(*grids, indexing="ij")], - mod_options={"fit_intercept": False}, - ) - - val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) - - val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) - - assert np.allclose(val2D, sum_first_axis(*args[:2]), rtol=0.01) - assert np.allclose(val3D, sum_first_axis(*args), rtol=0.01) +from __future__ import annotations + +import numpy as np +import pytest + +from multinterp import RegressionUnstructuredInterp + + +def sum_first_axis(*args): + """Sum the first axis of meshgrid arrays. + + Args: + *args: Input arrays for meshgrid. + + Returns: + numpy.ndarray: Sum of meshgrid arrays along the first axis. + + """ + mats = np.meshgrid(*args, indexing="ij") + + return np.sum(mats, axis=0) + + +@pytest.fixture +def setup_data(): + """Fixture to set up test data for regression interpolation. + + Returns: + tuple: grids, args + + """ + # create test data + + grids = [ + np.linspace(0, 1, 10), + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + ] + + args = [ + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + np.linspace(0, 1, 13), + ] + + return grids, args + + +def test_interpolation_values(setup_data) -> None: + """Test regression interpolation values for 2D and 3D cases. + + Compares interpolated values with expected values using + RegressionUnstructuredInterp. + """ + # check that interpolation values match expected values + + grids, args = setup_data + + interpolator2D = RegressionUnstructuredInterp( + sum_first_axis(*grids[:2]), + [*np.meshgrid(*grids[:2], indexing="ij")], + mod_options={"fit_intercept": False}, + ) + + interpolator3D = RegressionUnstructuredInterp( + sum_first_axis(*grids), + [*np.meshgrid(*grids, indexing="ij")], + mod_options={"fit_intercept": False}, + ) + + val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) + + val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) + + assert np.allclose(val2D, sum_first_axis(*args[:2]), rtol=0.01) + assert np.allclose(val3D, sum_first_axis(*args), rtol=0.01) diff --git a/tests/test_regular.py b/tests/test_regular.py index 2fa031e..302b920 100644 --- a/tests/test_regular.py +++ b/tests/test_regular.py @@ -1,87 +1,86 @@ -from __future__ import annotations - -import numpy as np -import pytest - -from multinterp import MultivariateInterp - - -def sum_first_axis(*args): - """ - Sum the first axis of meshgrid arrays. - - Args: - *args: Input arrays for meshgrid. - - Returns: - numpy.ndarray: Sum of meshgrid arrays along the first axis. - """ - mats = np.meshgrid(*args, indexing="ij") - - return np.sum(mats, axis=0) - - -@pytest.fixture() -def setup_data(): - """ - Fixture to set up test data for regular interpolation. - - Returns: - tuple: grids, args - """ - # create test data - grids = [ - np.linspace(0, 1, 10), - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - ] - - args = [ - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - np.linspace(0, 1, 13), - ] - - return grids, args - - -def test_interpolation_values(setup_data): - """ - Test regular interpolation values for 2D and 3D cases. - - Compares interpolated values with expected values using - MultivariateInterp with scipy and numba backends. - """ - # check that interpolation values match expected values - grids, args = setup_data - - interpolator2D_scipy = MultivariateInterp( - sum_first_axis(*grids[:2]), - grids[:2], - backend="scipy", - ) - interpolator2D_numba = MultivariateInterp( - sum_first_axis(*grids[:2]), - grids[:2], - backend="numba", - ) - interpolator3D_scipy = MultivariateInterp( - sum_first_axis(*grids), - grids, - backend="scipy", - ) - interpolator3D_numba = MultivariateInterp( - sum_first_axis(*grids), - grids, - backend="numba", - ) - - val2D_scipy = interpolator2D_scipy(*np.meshgrid(*args[:2], indexing="ij")) - val2D_numba = interpolator2D_numba(*np.meshgrid(*args[:2], indexing="ij")) - val3D_scipy = interpolator3D_scipy(*np.meshgrid(*args, indexing="ij")) - val3D_numba = interpolator3D_numba(*np.meshgrid(*args, indexing="ij")) - - assert np.allclose(val2D_scipy, sum_first_axis(*args[:2])) - assert np.allclose(val2D_numba, sum_first_axis(*args[:2])) - assert np.allclose(val3D_scipy, sum_first_axis(*args)) - assert np.allclose(val3D_numba, sum_first_axis(*args)) +from __future__ import annotations + +import numpy as np +import pytest + +from multinterp import MultivariateInterp + + +def sum_first_axis(*args): + """Sum the first axis of meshgrid arrays. + + Args: + *args: Input arrays for meshgrid. + + Returns: + numpy.ndarray: Sum of meshgrid arrays along the first axis. + + """ + mats = np.meshgrid(*args, indexing="ij") + + return np.sum(mats, axis=0) + + +@pytest.fixture +def setup_data(): + """Fixture to set up test data for regular interpolation. + + Returns: + tuple: grids, args + + """ + # create test data + grids = [ + np.linspace(0, 1, 10), + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + ] + + args = [ + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + np.linspace(0, 1, 13), + ] + + return grids, args + + +def test_interpolation_values(setup_data) -> None: + """Test regular interpolation values for 2D and 3D cases. + + Compares interpolated values with expected values using + MultivariateInterp with scipy and numba backends. + """ + # check that interpolation values match expected values + grids, args = setup_data + + interpolator2D_scipy = MultivariateInterp( + sum_first_axis(*grids[:2]), + grids[:2], + backend="scipy", + ) + interpolator2D_numba = MultivariateInterp( + sum_first_axis(*grids[:2]), + grids[:2], + backend="numba", + ) + interpolator3D_scipy = MultivariateInterp( + sum_first_axis(*grids), + grids, + backend="scipy", + ) + interpolator3D_numba = MultivariateInterp( + sum_first_axis(*grids), + grids, + backend="numba", + ) + + val2D_scipy = interpolator2D_scipy(*np.meshgrid(*args[:2], indexing="ij")) + val2D_numba = interpolator2D_numba(*np.meshgrid(*args[:2], indexing="ij")) + val3D_scipy = interpolator3D_scipy(*np.meshgrid(*args, indexing="ij")) + val3D_numba = interpolator3D_numba(*np.meshgrid(*args, indexing="ij")) + + assert np.allclose(val2D_scipy, sum_first_axis(*args[:2])) + assert np.allclose(val2D_numba, sum_first_axis(*args[:2])) + assert np.allclose(val3D_scipy, sum_first_axis(*args)) + assert np.allclose(val3D_numba, sum_first_axis(*args)) diff --git a/tests/test_unstructured.py b/tests/test_unstructured.py index 82e66f9..d9cbada 100644 --- a/tests/test_unstructured.py +++ b/tests/test_unstructured.py @@ -1,73 +1,72 @@ -from __future__ import annotations - -import numpy as np -import pytest - -from multinterp import UnstructuredInterp - - -def sum_first_axis(*args): - """ - Sum the first axis of meshgrid arrays. - - Args: - *args: Input arrays for meshgrid. - - Returns: - numpy.ndarray: Sum of meshgrid arrays along the first axis. - """ - mats = np.meshgrid(*args, indexing="ij") - - return np.sum(mats, axis=0) - - -@pytest.fixture() -def setup_data(): - """ - Fixture to set up test data for unstructured interpolation. - - Returns: - tuple: grids, args - """ - # create test data - grids = [ - np.linspace(0, 1, 10), - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - ] - - args = [ - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - np.linspace(0, 1, 13), - ] - - return grids, args - - -def test_interpolation_values(setup_data): - """ - Test unstructured interpolation values for 2D and 3D cases. - - Compares interpolated values with expected values using - UnstructuredInterp. - """ - # check that interpolation values match expected values - grids, args = setup_data - - interpolator2D = UnstructuredInterp( - sum_first_axis(*grids[:2]), - [*np.meshgrid(*grids[:2], indexing="ij")], - ) - - interpolator3D = UnstructuredInterp( - sum_first_axis(*grids), - [*np.meshgrid(*grids, indexing="ij")], - ) - - val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) - - val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) - - assert np.allclose(val2D, sum_first_axis(*args[:2])) - assert np.allclose(val3D, sum_first_axis(*args)) +from __future__ import annotations + +import numpy as np +import pytest + +from multinterp import UnstructuredInterp + + +def sum_first_axis(*args): + """Sum the first axis of meshgrid arrays. + + Args: + *args: Input arrays for meshgrid. + + Returns: + numpy.ndarray: Sum of meshgrid arrays along the first axis. + + """ + mats = np.meshgrid(*args, indexing="ij") + + return np.sum(mats, axis=0) + + +@pytest.fixture +def setup_data(): + """Fixture to set up test data for unstructured interpolation. + + Returns: + tuple: grids, args + + """ + # create test data + grids = [ + np.linspace(0, 1, 10), + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + ] + + args = [ + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + np.linspace(0, 1, 13), + ] + + return grids, args + + +def test_interpolation_values(setup_data) -> None: + """Test unstructured interpolation values for 2D and 3D cases. + + Compares interpolated values with expected values using + UnstructuredInterp. + """ + # check that interpolation values match expected values + grids, args = setup_data + + interpolator2D = UnstructuredInterp( + sum_first_axis(*grids[:2]), + [*np.meshgrid(*grids[:2], indexing="ij")], + ) + + interpolator3D = UnstructuredInterp( + sum_first_axis(*grids), + [*np.meshgrid(*grids, indexing="ij")], + ) + + val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) + + val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) + + assert np.allclose(val2D, sum_first_axis(*args[:2])) + assert np.allclose(val3D, sum_first_axis(*args)) From a3fb43c8bca358f520fda106127fe9b362421ada Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Tue, 24 Jun 2025 08:38:15 -0400 Subject: [PATCH 2/3] dos2unix --- environment.yml | 40 +- .../01._Multivariate_Interpolation.ipynb | 1312 ++++----- .../01._Multivariate_Interpolation_copy.ipynb | 1312 ++++----- .../Multivalued_Interpolation.ipynb | 298 +- ...riate_Interpolation_with_Derivatives.ipynb | 402 +-- .../02._Warped_Interpolation.ipynb | 1474 +++++----- .../04._Piecewise_Affine_Interpolation.ipynb | 2260 +++++++-------- .../06._Unstructured_Interpolation.ipynb | 2432 ++++++++-------- .../07._Regression_Interpolation.ipynb | 2480 ++++++++--------- examples/02_Unstructured/gpytorch.ipynb | 400 +-- examples/05._Triangulation.ipynb | 388 +-- requirements.txt | 12 +- src/multinterp/__init__.py | 68 +- src/multinterp/backend/LBFGS.py | 2252 +++++++-------- src/multinterp/backend/__init__.py | 42 +- src/multinterp/backend/_cupy.py | 250 +- src/multinterp/backend/_jax.py | 276 +- src/multinterp/backend/_numba.py | 252 +- src/multinterp/backend/_scipy.py | 250 +- src/multinterp/backend/_torch.py | 426 +-- src/multinterp/curvilinear/__init__.py | 32 +- src/multinterp/curvilinear/_scikit_image.py | 114 +- src/multinterp/curvilinear/_scikit_learn.py | 390 +-- src/multinterp/curvilinear/_warped.py | 758 ++--- src/multinterp/grids.py | 372 +-- src/multinterp/rectilinear/_multi.py | 596 ++-- src/multinterp/rectilinear/_utils.py | 112 +- src/multinterp/unstructured/__init__.py | 30 +- src/multinterp/unstructured/_gpytorch.py | 616 ++-- src/multinterp/unstructured/_scikit_learn.py | 368 +-- src/multinterp/unstructured/_scipy.py | 248 +- src/multinterp/utilities.py | 178 +- tests/test_backend.py | 278 +- tests/test_regression.py | 152 +- tests/test_regular.py | 172 +- tests/test_unstructured.py | 144 +- 36 files changed, 10593 insertions(+), 10593 deletions(-) diff --git a/environment.yml b/environment.yml index 2144f58..151d74c 100644 --- a/environment.yml +++ b/environment.yml @@ -1,20 +1,20 @@ -name: multinterp-dev -channels: - - pytorch - - nvidia - - conda-forge - - defaults -dependencies: - - python=3.12 - - numpy - - scipy - - numba - - cupy - - matplotlib - - jupyter - - jupyterlab - - scikit-learn - - scikit-image - - pytorch - - pytorch-cuda - - gpytorch +name: multinterp-dev +channels: + - pytorch + - nvidia + - conda-forge + - defaults +dependencies: + - python=3.12 + - numpy + - scipy + - numba + - cupy + - matplotlib + - jupyter + - jupyterlab + - scikit-learn + - scikit-image + - pytorch + - pytorch-cuda + - gpytorch diff --git a/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb b/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb index db267c5..3f23e57 100644 --- a/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb +++ b/examples/00_Rectilinear/01._Multivariate_Interpolation.ipynb @@ -1,656 +1,656 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multivariate Interpolation on a Regular Grid\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:37.689978Z", - "iopub.status.busy": "2023-08-09T15:43:37.689565Z", - "iopub.status.idle": "2023-08-09T15:43:40.009268Z", - "shell.execute_reply": "2023-08-09T15:43:40.008661Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "from itertools import product\n", - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from HARK.econforgeinterp import LinearFast\n", - "from matplotlib import colors\n", - "from scipy.interpolate import RegularGridInterpolator\n", - "\n", - "from multinterp.rectilinear._multi import MultivariateInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we are trying to approximate the following function at a set of points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.032035Z", - "iopub.status.busy": "2023-08-09T15:43:40.031523Z", - "iopub.status.idle": "2023-08-09T15:43:40.034404Z", - "shell.execute_reply": "2023-08-09T15:43:40.033897Z" - } - }, - "outputs": [], - "source": [ - "def squared_coords(x, y):\n", - " return x**2 + y**2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.036113Z", - "iopub.status.busy": "2023-08-09T15:43:40.035885Z", - "iopub.status.idle": "2023-08-09T15:43:40.039119Z", - "shell.execute_reply": "2023-08-09T15:43:40.038609Z" - } - }, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 11) - 1\n", - "y_grid = np.geomspace(1, 11, 11) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = squared_coords(x_mat, y_mat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.040670Z", - "iopub.status.busy": "2023-08-09T15:43:40.040516Z", - "iopub.status.idle": "2023-08-09T15:43:40.043310Z", - "shell.execute_reply": "2023-08-09T15:43:40.042828Z" - } - }, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 11),\n", - " np.linspace(0, 10, 11),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.045082Z", - "iopub.status.busy": "2023-08-09T15:43:40.044606Z", - "iopub.status.idle": "2023-08-09T15:43:40.137749Z", - "shell.execute_reply": "2023-08-09T15:43:40.137125Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.139644Z", - "iopub.status.busy": "2023-08-09T15:43:40.139360Z", - "iopub.status.idle": "2023-08-09T15:43:41.228830Z", - "shell.execute_reply": "2023-08-09T15:43:41.228298Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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kIBLIBqoGlI6VlRUMDg6ioqICjY2NBX2Zr+UIJx8yba5Ud9fs7Cz8fj90Ol0KAXGJTA9ahJNMJllfT6FWDNScVDY3VEAkoKsBIuEcYCSTScTj8ZQUWiQSwblz51BZWYmGhgZBvlDpKbVEIoGRkRG4XK6MygRs18xGOARB0JsE2zv9vYiYuKLQTV4mk6XYDESj0awim9QMEJsW7INGOLkinHzIZ8UwODhIkzQ1C5ROQEw3VAB0xxzV0i66oV55iIRzAJFptiaRSGBubg6RSARHjx6l50eEADPC8fv96Ovrg0wmQ3d3N2f9sWwEQZIk5ubmMDY2BgAwGAy02+cbxW5AoVCktGAzNc5GRkYQi8XoGSCLxUJP+KeDzwa/FygkwsmHdCsGiqS3trbyWjEAO6/N6uoq1tfX0dHRAQCiG+oBgEg4BwxMeRpg50vi9XrhdDohk8mgVCoFJRvqHMlkEktLSxgeHhYkespEOLFYDIODg9ja2kJXVxdkMhm2t7fh8XiwuLiIZDJJp1AsFktKq/FBiXD24hrSRTbTNc6Yrws14c98XQ4K9jLiSidpphXD+Pg4IpHILgICQEc2ohvqwYBIOAcIzNkaqitndnYWk5OTqKurg9lspmdghAQl9T86OoojR44IQmjpBOH1etHX1weNRoMzZ87QUZtWq02xG/B4PPQkO9VqbLFYEI/HBSu0H2Rk0jjz+/305sqc8I9Go9BqtQcmtbafERcbKwaq621zc3OXUoTohnplIBLOAUCm2ZpoNIqBgQEEAgEcP34cJpMJXq9XEFVnJnw+HyYmJpBMJnHdddcJ1r5LEQ5JklhcXMTo6Chqa2tRW1sLgiDoCI55PGU3QLUae71eeDwerKysYHt7G1KpFPF4PKWL6VpHthZsKvrxer3Y2NigiXmvWrDZQMiUWqHIZMUwMTEBv9+PoaGhrFYMgGhGt58QCecKI9NsjcfjQX9/P8xmM7q7u2kVY6FsBKjzLi0tYWRkBMXFxfD5fIJuVFSabmBgABsbG+jq6qI7ktiAqfYMgNY3k0qldBcTVUS2WCwpbpbXMpgt2MFgEEqlEhaLJaUFW6VSpcy37BcxH5SaEmXFoNVqoVAo0NTUhGAwSHcK5rJiAEQC2kuIhHMFQX2gqaiGJElMTExgbm4Ozc3NKC8vT/lAC0U48Xgcw8PD2NjYQGdnJwBgZGSE97pMhMNhhMNhhEIhdHd37yKzQmshlJ1yQ0MDgMtF5HSxzTdaAwJzwLK2tjalBZvZXsxswd4LGwYqmj1IGzD1vWIqRVBpykAgQL9O2awYRDdU4SESzhUAc7aGuisMh8NwOp2Ix+M4deoU9Hr9rsdRpMTni0354yiVSpoI3G63oKm65eVlDA0NQSKR4Pjx44Jt/EySSi8ih0Ihuv7DLLRTBHQt2k1nIu1MLdjUxsrs7qJeF7Yt2Gyv5SCRfDKZzPjcmOnbQqwYsrmhMglIdEPNDZFw9hmZUmiUzL/dbt8l888E9WXO9kXKd16qlpLuj5Nt8LNQMOd3GhoaMDs7K9gGlO+Lq1arUVZWtqvQfi3bTbO58VAoFCntxVR3l8fjwcjICKLRaEpqiWtkSH1+DtIGm0wmWUVz2awYMjVqUFGiVqvNaUYnuqFmhkg4+4h06+dkMomRkRGsrKyw0iijPqyFkkM8Hsfg4CA2Nzcz1lKEaDkOBALo6+uj1Q+i0ajgrp9srzFToZ3ZgDA2NkbXOaj6z9XYgMAl0mV2d2VqwU4kEikt2Hq9ntU5mMZ/BwVcLSSYVgyUXTlFQOvr65icnExJZTKtGEQCyg2RcPYB6bM1EokEfr+fnq1hK0/DjHDYgmpHVqvV6O7upt0YmeDj+AlcVpEuKytDU1MTJBIJnS4UCny+mOkNCMw6x8zMDAKBAHQ6HZ1mupoaEPi8LplasAOBAE1As7OzIAgiJTWp0WgynvOgptSEuJ5MVgyUEnYuK4ZMBDQ/Pw+fz4f6+vo3pBuqSDh7jHTrZwB0aquqqgr19fWsvxSFEA5JklhYWMDY2FhKO3K2dbmQA9OIraOjg66nAAdbvDNTnYOq/1ANCFSaKdOk/0HZFIR+fZm1jYqKCiSTSTo1Sd3ZZ0tNHtSU2l7cODBvYCixVjZWDADo8Qcqw/FGc0MVCWePwBwso+604vE4hoaGsqa28oEaBs1HOMyJ/qNHj9IikrnWLTTCCYVC6OvrA0mSGSO0fIRT6BdpL794CoUiZ5opmUzSm0c0Gj0QigfA3mupSSSSXaklSmCT2lgpiwGtVgvg4BHOfkRchVgxUGZzzOvK5YZ6rRGQSDh7gEyNAdvb23A6ndBqtVlTW2yQrzV6e3sbfX190Gq1OHPmDKvaRKERztraGgYGBlBaWpqzyeGgRji5kGvS3+12Y3NzEwRBYGhoiI6ArtSgJXW9+wWmyRyQajGwsrICADh//nxKanIvWrDZ4krZgOeyYnC73YhGozh//nxeKwYmAX34wx/GRz/6UXz4wx/e9+cjJETCERjJZBKrq6sAQH/gZmZmMDU1hfr6elRXV/OuR2QiHEoUc2JiAnV1daipqWF9HqYqQK7HJJNJTExMYH5+Hm1tbXA4HDmv86DUcPiel9mAMD09Da/XC7VajeXlZboBgdpkKRn9/cCVnnthWgyUlpbi4sWLqKurw+bmJqanpxEIBHapYHOxYeCKK0U46WC+TpRsldlsxtbWFmsrhtXV1X197fYKV/8zOCBgytMsLy9DqVRCp9Ohv78fwWAQJ06cgNFo5H2eTIQTi8UwMDAAr9eLY8eO0XegbMHsfsu2gVFzQrFYDKdPn4ZOp8u7rpAptXzr7RcIgoBCoaDrYlQDgsfjoWX0mZvsXjYgHITXgwJJkpBKpSguLqa1+JgCm8zhXCYB7SUhHBTCYSKRSECtVqe8TrmsGAKBAMrLyxEMBjn7Xn3lK1/BT3/6U9oIsLu7G1/72tfQ1NREH0OSJL70pS/hn/7pn7C5uYmTJ0/iO9/5Dtra2uhjIpEI7r33Xjz55JMIhUJ429vehu9+97soLy9nfS0i4QiA9BSaVCqF3+/HH/7wBxQVFaGzs1Owu5P02sjW1hb6+vqg1+vR3d3Nqb2XeSeVCRsbG+jv74fVamVtY82GxArBQc1dpzcgMDdZSkTSaDTSEVA2qwEuuNIRDhOZriVdYJNZG1teXkY8Hk9pztDpdIISRCKROHCEk6mRIZcVw9e//nX86le/gkQiweOPPw6CIHDddddlHAzPhhdffBF33nknjh8/jng8js9//vO48cYbMTw8TNfeHnjgAXzjG9/AI488gsbGRnz5y1/GO97xDoyNjdHnuvvuu/GrX/0KTz31FIqKinDPPffgPe95Dy5dusT6pkokHJ5In60hSRLb29vwer1oa2tDWVmZoJsCFeGQJEkrSTc0NKCqqorzeajHpX8ZSJLE1NQUZmZm0NLSUtBz2QvCOUh39NmQbc7F4/HQEirUHb7FYsnaZswGB4lw2Ah3qtVqqNVqWh08GAzSBDQ/Pw8AKWklvuoQBzXCyXdNTBWNxx57DLOzszh58iRCoRDuuusuzM3N4VOf+hS+9a1vsTrnf/7nf6b8/PDDD6OkpASXLl3Cm9/8ZpAkiW9961v4/Oc/jw984AMAgEcffRQ2mw0/+tGPcPvtt2N7exsPPfQQHnvsMbz97W8HADz++OOoqKjAc889h3e+852srkUkHI5gztZQ8jShUAhOpxOhUAjFxcUFhZpsQSlJ9/T0wO/300rSfNcEUiOcSCSC/v5+hEIhnDx5EgaDoaA18w2pUqKIfO2xDzIyNSBQA4TpCghclZ4PCuEUKtzJ1Dej5GXSXxtm9xfVgl3I8z2ohFNoirWqqgrxeBwPPPAAGhsbMT8/D6/Xy/katre3AaTWmFdXV3HjjTfSxyiVSlx//fU4e/Ysbr/9dly6dAmxWCzlGIfDgfb2dpw9e1YknL1EJuvn1dVVDA0NweFwoLi4GIFAYM/OPTw8DIvFkqIkzQfMCAcANjc30dfXB7PZzDkdmItw1tbW0N/fj3g8Do1Gk1Jwz3auqyXCyYVME+yUAR3VPqtWq1M22Vzv70F6PfhaE2R6bZjDlePj4ymzLRaLJW+n55UgHJIk8ftzF9HV3gyTYXfaiwvhRKNRxGIxum5aWVnJ6/o+85nP4E1vehPa29sBgG5yYs7RUT9TunKrq6v0659+DPV4NhAJpwAwZ2uodAalH7a2tkYPP87OzgruW0OSJGZmZhAMBuFwONDR0SHY3S2TcGZmZjA5OYnGxkZUVlbyTtMxN0WmGnZLSwuMRiMtOTM1NYVQKJRirZyu63WQNlghkKnNmKnfxWxAsFgsu4Q2D1JKTWhrgkzDlVRr8eLiIkZGRqDRaLKSM/Vd3S/CiUSj+NlvX8D3H/83GPVa/OKfv5HxOC7DqH6/HwBYNerkw6c+9Sn09/fjlVde2fW39M8Sm89XoZ9BkXBYIr0xgCAI+P1+9PX1QaFQoLu7m54mlkgk9HFCIBKJ0GZser0eRUVFgm401FqDg4OCddSlEw6VoguHwzh9+jRUKhVisVhKt044HIbH46Hv+JmKzwdp4HKvNnmZTJaxy4sS2ozFYilF9oNEOHttvsacbamrq0MsFkuRJ2J2dlEipMDeS+1seX147Ke/wT8/9XO4NjwAgEf+zxezHs+lkcHv99PpWT6466678Mtf/hIvvfRSSrqfaupYXV2F3W6nf7+2tkZHPaWlpXQzAzPKWVtbQ3d3N+trEAmHBZjWz9SHhZKNqa6uRl1dXcqHSCqVChbheDweOJ1O2oytr69P8OiJyukCwJkzZwRN05EkmTFFl+74Cey4NjocDrqonGngkkonms1mzsOzVwsyNSBQEjzz8/OIx+OYm5tDJBLJqXO2H9hv8pPL5SnkTG2Gm5ubmJiYQCgUAgDMz8+jqKhIMBsGCvPLq/jBkz/DEz//TwRDYfr3tZVluPHNp7I+jktKjWqJ5kqeJEnirrvuws9+9jO88MILqKmpSfl7TU0NSktL8eyzz9L+WNFoFC+++CK+9rWvAQCOHj0KuVyOZ599Fh/60IcAACsrKxgcHMQDDzzA+lpEwskB5mwNFZ7HYjEMDQ3llI0RIsJhdog1NTWhoqKClrsQ6k6fEhMcHx+HRCJBc3OzYEOL1OazsLCAmZmZgjvp0gcuFxYW4HK5oFQqsbCwQLd0Une9V5PgJhcwGxCoIvu5c+eg0WhSdM4oMmZT4xASQqfUCkW6P5LX68XFixcRjUYxPDyc0oLNpz29d2gM33v8J/j3372S8cbv9ls/kHNdLoTj9/t5dezdeeed+NGPfoRf/OIX0Ov1dM3FaDTSjRh333037r//fjQ0NKChoQH3338/NBoNbr31VvrYj3/847jnnntQVFQEi8WCe++9Fx0dHXTXGhuIhJMFmeRptra24HQ6odfrc8rG8I1wcnWICen6SVkWHDt2DD09PYKmrKjXbX5+ntMwajooXam6ujo6pZLu+MlMNxkMhj254z5IaT2JRAKbzUZPsDP1u5g1DoqQ91IBYa9TaoWC+m62trYCwK4WbJIkU1qwdTpd1utPJpN47pXX8N3Hf4LzPQNZz2kxGfHB92TffKm6UqGEEwgE6HkZLvje974HALjhhhtSfv/www/jtttuAwB89rOfRSgUwh133EEPfj7zzDMp8z7f/OY3IZPJ8KEPfYge/HzkkUcKej4i4WRAuvUzADraYHOnzocU3G43nE5n1oFRIQiHaVlAEaeQkZPf70dvby8AoKuri3fbNrC7bpI+LEelmzweDxYWFgAgpaOp0JbaqwXUc0rX72LWOCinz/QpfyEjwisd4aSDaS8NYFcLNpWupWpAVJMC8/MSicbwk988h+8//m+YnFvMe87bPvgeaHK0tVPf2/2OcNh8rwmCwH333Yf77rsv6zEqlQoPPvggHnzwQU7XAYiEkwIqhca0fmYWu9nOo3AhBZIkMTk5idnZ2ZxDlnwIhyRJ+u433fVTqLZjKq9bVVWF6enprHfVQkvbpDt++nw+eDwerK2tYWJiglbrpVJOV6PhWjpy1U3SaxyRSISu/2RqQGBrtJYNBy3CydWhlsmgj/l56XH24/lXnfjtKxex6fWzOp9SIceff/C9OY9hZksKQTAY5BXhHCSIhPM6Ms3WrK+vY2BgAMXFxejq6mI9j1JoDYfSKYtGozh16lRO2QquZmnxeBzDw8PY2NjI6vrJJ3JKJpMYHR3F8vIyDh8+jJKSEszOzgoWNRWymTFnOqqrq5FIJGi9M0oskTJcy9RufLWgkNdWqVTCbrfDbrdnnfJnthgX2oBwkDrmgMJmcCiDNY/Xj3999iye+uUzCEciBZ3vQ+9+B4otppzHcCUcKsK5FvCGJ5xMszUkSWJ0dBSLi4t5VZEzoZAaDkVqbHXKuEQ4VPu2XC5Hd3d3xml2Pim1cDiM3t7eXd44Qg9rcl1LKpXSar1AquEa826fIqBc+fyDBK6bfLYpf4/HQzcgyOXyAz9kmQuFtB9f7B/Goz/5d/zyuZcRiUY5ne/2j3yA1TVJpdKC3zPKkfZawBuacNKtnwmCQDAYhNPpBAB0d3dzurNgQwpMqf/W1laUlZWxXruQjXd5eRlDQ0N53UW5ksPGxgacTidsNhtaWlpSIoVcX6wracCWbrhG3e17PB7Mzs7SA5lU+o2arzqIEEqnLj0izDRkmUsR4mqLcBKJBH770nl877Gf4EL/ME53dXAmm66WemxtuDCViOasj3F1IA0GgyLhXO1gztZQHT9LS0sYHh5GeXk5mpqaON+xMQU2M30JKc21eDzOWuqfuXYsFst7XCKRwOjoKFZXV+kUF5trZguSJDE9PY3p6Wm0tLRk1I0T2vVzLzrE0u/2mfl8ytWS6Xcj5EAvX+zVJp9tyJKpCMFUQDAYDAe2aSAdwXAY//rvz+L/PfFTzCwsAwAUchlGp2Y5n+uv7vwYysocdMRMKYQzh1CpNDuX14hvl9pBwhuOcKjGAOpO1uFwIJFIYHBwEOvr6zhy5AhdaOUK6i4m0x0N5ZaZKSJgAzbEEAwG0dfXB4IgUhQQcqGQCCcajWJgYAB+vz9nI4WQKbX9unum8vlGoxE1NTW7/G4CgQDkcjmmpqbo+s+V2mj3q0U7vQEhHA7T9Z+hoSHE43EoFAooFAp4vV7eDQhCIJ1w1j1bePjHv8Qj//oreLZThS8725rwat8Qp/McaW3Em092gSAIuj6WyaLcaDTSjSqF3ij4/f6C7AgOMt5QhMOcrfH5fJBIJPB6vXA6nVCpVDhz5owgdsHUB51JOMlkEuPj41hYWOBUF2KunYtwVldXMTg4iLKysoKiNLZNA5SFNeW/k2u2Q2jCuRIzMOl+N+Pj4/D7/QiHw/Rmy6x18JXULwRXKo2lUql2NSCMjY0hHA6jr68PwJVvSacIZ3J2Af/viZ/iX3/9LCLRzJmBJdcG5/P8jz+7OeW5ZVIIDwQC2NzcxOrqKsLhMF5++eWCGjQCgUCK5MzVjDcM4aTP1lCDnAsLC7R7o1BfCmqTTyQSkMvlCIVCtCQN17oQc+1MxJBMJjE2NoalpSW0t7fT+kiFrJtrQydJEouLixgdHWVtYX0tKDynQyaTQaPRoLm5md5MqAaE6enpFLuB/Zj2v9KRBJWS1Ol0MBgMqK2tpW0GqJZ0SmV4vySJSJLEpYFR/PO//hLn+4ZzHtvZ1ojeoXFO5ym32/Cet16X8xiCIKDT6aDT6SCTybCyskLbcDMVItJtGJjg4/Z50HDNE06m2ZpYLIa1tTVEIhFBpuDTwVRfdrlcGBwcRGlpKZqbm3m332aKRJiEdvr0aU6EloscEokEhoaGsrZUc1lTyOvbTzCvgbmZUPMcTLsBZrGdmvYX0pf+IBXqqWiemZJkNiBQA7mUJBFTAUGo1yQeT+A3L/wB33vsJ+gdGmP1mFCYW6MAANx+6/shk7H/PicSCchksl2vD2XDQNUMqZmxWCwGk8nEq0vtpZdewj/8wz/g0qVLWFlZwc9+9jO8733vo/+e7fPzwAMP4H/9r/8FYEeh4MUXX0z5+y233IKnnnqq4Ou5pgknkzyNx+NBf38/5HI5ioqKBCcb4LLsyOTkJNbW1tDW1iZYSJwe4ayvr6O/v583oWWLnAKBAPr6+iCVSrO2VGfDQWmL3i+k2w0wi+0TExMIh8MwGAw0AfG1mz5Ir0e2poFMCghUfWNycpJuQKCiHy41sUAwhCd/+Qz+6cmfYn6JvTdLU20V52YBg06LD7+XnekYhUxNA0yTOWBnXo7qEHz00Ufx/e9/n05bl5eX4/rrry9ozwoEAjh8+DD+/M//HDfffPOuv6+srKT8/B//8R/4+Mc/vuvYT3ziE/jbv/1b+meunZvXLOFksn6mJvmbmppAkiQ2NrjnbnMhGAzSVtNcI45soJ5LMpnE5OQk5ubmeNWEKGQiB5fLhYGBgYLrQbnWpEClotimnQ7KnXwhSC+2M+2mqWIyH7vpgxbhsLmWdEkiqgHB4/FgeXkZ8Xg8RWIm10zU2PQcfvP8K/h/P/optlgqAjChUXOv1/63m98NnbawNBcb4U6ZTEbPjH31q1/FZz7zGbzlLW+BVCrF5z73OYyNjeGDH/wg6+jipptuwk033ZT17+mp91/84hd4y1vegtra2pTfazSagtP0mXDNEU76bI1EIkE4HEZ/f3/KJP/i4uKetLhSRXuJRILW1lbB2xklEgni8TguXLiAWCxWcFt1NjBTdcwZoY6ODs4ftGyEs7q6ioGBAahUKoyOju5KO2X7Uh6kO3ouUKvVUKvVKfYLHo8HGxsbmJqaooctqdeCjfzOQSEcrm3RmRoQqJrY7OwsCIJIqf+sbmzil8++iF88+xJW1jYQCkc4zc+U2YrRN8ytdiOXyfDxW/5LwY/jModTXFwMpVKJT3/607jpppuwsrKCxcX8um5c4HK58Otf/xqPPvrorr898cQTePzxx2Gz2XDTTTfhi1/8IqfOuWuKcKjZGmrjJAgCa2trGBwchM1mS5nkl0qlghJOIpHA2NgYlpeX0d7ejvFxbh/mfAgEAvD5fLDb7ayUCdiCipwikQgts8OXzNIJh+rUW1xcREdHB0wmExKJxC7VZ+oOt6ioiL7DPSgbq1Bg6nlVVVVlrHVQhmLZiPggEbAQ0RZzJqqiooKeiRqdmMLTj/8Ez5/rwfTi5ZTZySPteLVvkNO5yu02LLnWOT32fe+8AfYSa8GPo2o4hYLZFk2R817g0UcfhV6vxwc+kKqa8JGPfIT2zBkcHMRf//Vfw+l04tlnny34HNcE4TDlaagUGlPbK1MNRUiTtEAgAKfTSc+9aDQaTE5OCmqURvnjTE9PQ6FQCGoxDVxWWTh79iwsFktB2nG51mQ6fjKJTK1WIxqNpqRYmCZjlO6ZRCKh7/YPytDlXg9bApcNxdLtF5jyO3t1LVwgtHjnumcL//67l/GLZ17A+d7dpCKXSTE4NslpbZNexzm6AYBP/tnuWggbJBIJTqKx+yVt8y//8i/4yEc+sqtO+4lPfIL+//b2djQ0NNCWJl1dXQWd46onnEyNARQBSCSSFG0vJoSKcFZWVjA0NLSrziGkzXQ0GoXT6UQoFEJLSwtmZmYE/XJT7b1erxctLS202RtfUISztbWFvr4+mEwmmsgykXG6yVgymYTX66VVfMPhMF599dUUiZWrUXSTDZiGYpncPim4XC4UFxdf8bZZIZQGtrw+/Ob3Z/GLZ17AyxdyO9t2tbdwjm5aGmpwLoevTS7ccOooWhtq8x+YAVzM16g0414rDbz88ssYGxvD008/nffYrq4uyOVyTExMvLEIJ5P1M9WOWllZiYaGhqxfAr6Ek0gkMDIyApfLhUOHDu2SjhEqgqLsmU0mE7q7u+H1egWNnOLxOK0aYLfbUVlZKdjawI7W2srKSsGOnwBojxLq3+joKGpqarC5uYnx8fFdd/0HYcJ9L5DJ7XN7exs9PT1YX1/H9PQ0lEol/TqYzeY9NVvLBK4Rjj8QxG9fOo+fP/MCXjh3CbEM1uOZsLjiKvhcwI6NAJfONIIg0NXehE999EOczgtwq+GEw2EkEok9Vxp46KGHcPToURw+fDjvsUNDQ4jFYpxSe1cl4WSyfo7H4xgaGoLH40FnZyc9GZ4NfAjB7/fD6XTSrcKZWgT5GqWRJInZ2VlMTk6isbERlZWVgltM+3w+9Pb2Qq1Wo7S0VNBNKpFIIBQKIRAIZLXiLgRUHYfZ4cQsMFPpN2bRXQjViIMIqv4DAIcPH6aHmCn5ncHBwV2txnsdCRZSwwkEQ/j9uYv4+TMv4rlXXkU4UljRv6u9GT2Do1wuE41V5RiYmGF9vFajRkdzPWYXlhEKR3DmWP4NORu4RDiBQAAAOKfU/H4/Jicvpx5nZmbQ19cHi8VC31x6vV78+Mc/xte//vVdj5+amsITTzyBP/qjP4LVasXw8DDuuecedHZ24syZMwVfz1VHOJlSaNvb23A6ndBoNDhz5gyrNluuKS9KfTlfBMUnpRaLxTAwMACv14vjx4+nOGYKZTFNPY/q6mrU19djbGxMMCKjtNwSiQQaGhp4kw2F9OtLT7/5fD643W56gE6tVqfc9V9L6Tfma5FuvxCJROj6z/DwMOLx+J7bL+RKqZEkiam5RTx/9gKeP3sRwXAYr3HULgMA3+ubMBesb26zOq602IrqcjsGRidoW+nP3fnnvF43LuKdgUAAEomE89zLxYsX8Za3vIX++TOf+QwA4KMf/SgeeeQRAMBTTz0FkiTx4Q9/eNfjFQoFfve73+Hb3/42/H4/Kioq8O53vxtf/OIXOX2frirCSZ+tAYDZ2VlMTEygvr6eldwKBSrCYXtnlkgkMDw8jLW1NVYCn1yJgdIq0+l06O7u3lVk5Es4yWQSIyMjWF1dTXkefA3YKFB2BXa7HTKZTLAuunzvEXPCHcg8dHktpd8owsn0HJRK5S77BWar8V5EgukptUAojD9c7MPzZy/i+bMXUgYyG2u5p21bGmowUkCEwkRnW1NeBYLqslIY9DoMjk9jdf3ynF5pcRHe984bOJ2XAtcIh48+3w033JD3RvIv/uIv8Bd/8RcZ/1ZRUbFLZYAPrgrCYc7WUHdSlGJxIBDAiRMnUqIANqDeeDatij6fD06nE3K5nLXAZ6EpO5IkMT8/j/Hx8ZxaZXwIh5LAIUkSp0+fTik0s7U9yHX9lF0B5e9z8eLFKyZtkz50yfS8mZ+fT5nvKGTTPUityEB+Is7Uakw1YjAjQWb7NZfUajKZxNzSKn76zMt4/uwFnO8dyCiW2dpQg2GOhAEACh43MKFwZhdPgiBwpLURPr8fk3NLGY/52IfeCwXPlDMXwqHcPq/mmyMmDjzhZLJ+drvd6O/vh8ViyatYnA1sCIckSboJIZ+BWToKIYZ4PI7BwUFsbm7mrXdQNZxC5x6YEjgtLS27ngcfGRoqBejz+VLsCgpdc3J+GV/+3uM43t6EE4eacaipFkqFMHUlpoJvJs8bZvpNaM2zvQDX94rZiAHsfPYoqRmm1w0bqRlmFPMfz78Ml3sr7/n51Akry0rhHJng9NhMMjYatQqHmhswt7SSM/JRKRWot5vhdDrp7kguaUkuTQPXkhcOcIAJJ5v18/j4OObn59HS0oKysjLOzE89LludJR6PY3h4GBsbG6yaENLBtobDLNx3d3fnrT9lsj7IBWp+Z2ZmJqezKNeUGnX9Go0Gp0+fTkkBFko4//fxn+OZVy7imVcuAtjpKDrUVIvjHU1or6uEgizMZz4bMnneUNHP1ZJ+y5VSKwQymSyj1w0lQJpMJmEymWgiXtnYxO9fT5Nli2KyobKsFE4e8y82a1FBWmlMaDWXI1ib1YKayjIMjE7ifG/+9ug/e/8f4c1vOkOnJWdmZlJ08ygLhnzgWsMRI5w9BkmS8Hq98Pl8KCoqAkEQtEtmIpEQRM6FIIisaS+fz4e+vj4olcqCBSspsGm7pux7a2pqUFdXx+pDRR3DZiOPRqPo7+9HMBikJX2ygUv328rKCgYHB+nGg/TrL4RwFlbW8G/PvJTyu0g0hgsDY7gwcPnus/6x3+B4exOOd+z8q62wC77pModP09Nv8Xj8QH35hb4WSmrGZLYgRsyhb2gUzhcuYHRqFmQyib7RKc5rl/IgDKvZhD6WCtDpKLMVo3doHA3VFTDodegbHoNrw8PqsRKJBH9x6/t3qYJTCs+rq6sYHx+n29IpEkqvvVI30GKEc8BARTWUv8iZM2dofTK73S6IxD+FdFJger5k20TZIldNhGpAWF9fLzh6YkY4uUANWxqNRpw+fTpvKqMQcmB67+Syry5kze888QskEvkjrMm5JUzOLeHJXz8PACgyGXCsvREnDjXjeEczOhpreKfh1Go1ysrKMqbftre3IZPJQBDEFU2/CRXhULWXkckZDE/OYGRyFqOTM5hZXEn9jJEkqsu5S6oUW0ysLQMyoaGmgvOwZnN9NfQ6Laf5mz9+23WodKRqCTLTklSETMkSzc3NYWhoKEWWiGpkAcC5hnOt4MAQTvpsjVwup2sbq6urnEzF8oFJOMw6SiGeL9mQLaXm9/vR19cHuVzOKXrKRzgkSWJhYQFjY2Oor69HdXU1q02Jbc0pEomgr6+PFg7N9WVgSzirGx489Zvf5z0uE9xbXvz2lYv47etpuBMdjfD7A6guL0VNuR01FQ7UlttRU2FHSZG54A06Pf02Pj6OUCgEkiSvaPqNi3bZxuYWRidnMTI5i5GpGQxPzGBsei5rMZ2Jw60NcA5zq58AQH01d8LQqFUYGCssslLIZTjc0oBtXwCvXHByEvgEdhw984Gp8AxcliXa3NykZYmo7ILP54PJZGKdWtsvWZv9woEgnEyzNdFoFOFwGH6/H2fOnOHch54LFOF4vV709fWxrqOwXTt9A2c7w5ML1ABkJnKg6k5ut7vgYUs25LC1tYXe3l5YLBZWwqH51qQ2zO8/+StEY+wmzHOCJLHh3sT0wjKGJ2d3/VmjVqG6vPR1AnK8/v8O1FTYUWwxsSZmtVqNxsZGALvTbwBo8tnL4dP015UkSbi3trHs2sCyax1LrnUsu9ax7NpALBbDa84hrLk3OZ8vGuX+/mhUSvRzLPYDwKHm+ox6aplQYjWjrrIcfcNjuNA/glNdHRifmc//wAw41dWBzramgh/HlCUCdj4jLpcLXq8XQ0NDdF2MjS35fsja7CeuOOGkWz8DwMLCAkZHdyaJT5w4wVujKRsIgoDL5cLKysqe2ExTpJBIJDA6OorV1dWcKSgua1MIBALo7e2FXC7H6dOnC97ocjUNMKOmQiRq2JDYxuY2HvvlcwVdazYcbqrJ2cUUDIUxPDGL4YnZXX/TalSoLrOjtsKOtoYaaNUqGPRaGHXalP8GQ+GUlF2u9JtQ3W8kSWLb58eya4MmktnFZQwOj+HBp/8TK2sbWFnbyDqxf+JwKy+yaaqtxMgk91bmukoHBsa5PV4qkWB6PnOrMhP11RUw6XXoHR7D2sbOc1XI5RjjaLAGAJ/8CDeRznSo1WpYrVbMzc3hTW96E/x+Px0BMRsQqBoQ8+ba7/eLEY4QyGT9TKW1tra20NbWhoGBgT1LT8RiMYTDYYRCIUGkV9JBkQI1dU8pSQsRqaUTDlXjqqio4Bw5ZWsaYNpLCx01kSSJH/z4N6xSOnlBkgjzWCcQDGNoYgZDEzNwrbvxqnM467ESgoBRr4NBr4VBp4Ux7b8GvRYmvR5AEl7vCra3e+H1+REKhyGVySGTyyGRSAGCQDQWRywWRyQWQywWQzQWo38XjcVgMuhwaWAUwVCY0/Oymo28aicAoOERpcmkUqxscCe7rvZmXOjP/l50tjUhHIlmJMTDrQ24kON9zIW6ynK847qTnB6bCdQMDtOWgtmAwLxJUalUiEQimJmZwfr6etbO0nzIZy9922237fK+OXnyJM6fP0//HIlEcO+99+LJJ59EKBTC2972Nnz3u99FeXk5p2u6IoSTKYW2tbUFp9MJvV6fotHDpbMjH6hpfgCoq6sTnGyAnecUCoVw9uxZzo6Zudamul6Y/jJUCM8FmSIciiwp1W0uUVM2wlldXcXgyCj+5Se/4XzNTLTVV2FonHsHFQWr2YCeodytu0mSxKbXh02vL+sxJw414zUnd/kWAGisrsDLr/XxWqO+uoJV6282VNhLeBFWVzu/12Fjc2vX71RKBQ63NmJxZS3ntS27uDv6/o8/u1nQzEq2oc9Mc1FbW1u0nMz09DRdu37729+O6667jnWKLZ+9NAC8613vwsMPP0z/nN5dd/fdd+NXv/oVnnrqKRQVFeGee+7Be97zHly6dOnqkbahohbqv9SEOjNdQ5ERl+ncbCBJEnNzc5iYmEBdXR22trb2JIJKJpNYWVlBMBjEkSNHBG92IAgC4XAYo6OjrIr3bJAe4VCDolRnINd6UzrhUG6iCwsLeKF3AoGQMLM1BIRRAKircOC8mx9RAMDyGjdzLyb4WCADgF6rwcAo99oJANiLrVhY5qbMDACrG27Oj62vKkuZ/C+2mFBfXYGh8Wm8mqemU1dhx9TCCqfzFpmN+JM/ehunx2YD2xtnmUwGq9WKW265BbfccgtuvvlmWK1WbG9v45Of/CSSySTthJoP+eylgcsySJmwvb2Nhx56CI899hje/va3AwAef/xxVFRU4LnnnsM73/nOvNeQjr0pjrA5sUSCSCSCixcvYmlpCSdOnEjpqKI2uDhLufJ8iMVi6O3txezsLI4dO4ba2lrBXT+BnQLha6+9Br/fL5gPeDpIksTAwADUarUgZANcJgeSJDE5OYm+vj60tLSgtbWV851eOuFEo1FcunQJ6+vraD90GD9+9izv6waAhioHBsenea9j0GrgHOVm6sVEV1sDFlfWeK1RbDbwToW1NdYiwDEVB/BPxx1pbeQ8dwNcviEttZrRVFMBz7YX53oG4PXnF++M8pBp+vMPvhdqFf/GISa4DH1Sj3vTm96EH/zgB5iZmUFPT4+gN8kvvPACSkpK0NjYiE984hNYW7v8ub106RJisRhuvPFG+ncOhwPt7e04e5bbd/eKEc7a2hrOnj0LhUKB7u7ulF51YOfDJpPJBCGEra0t/OEPfwBJkuju7obZbAYgrOsnsBMVnD17FjqdDq2trYLrblF6ZZFIBA6HAx0dHYJFf1RU2dPTg6WlJZw8eRIOh4P3utRr4PV6ce7cOchkMpw6dQo/eeYVbG5nT0kVAq2qcBfFTGhtqOZfT3q9wM8XFQ5+NyoKuQzjM3O81miormDtT5MJXFuRAaC2ogxajQZtDbVY3djE2MwCqzktYOe6F1a5pdNUSgVu++B7OD02F7hmatLbovmOazBx00034YknnsDzzz+Pr3/967hw4QLe+ta3IhLZ+Q6srq5CoVDQ+yUFm82G1VVuNxJXrGkgEomgqakJDocjK2PzjUCYnjKZZlKEinCSySQmJycxNzdHy8dsbW0JSmZMywKtVksrMAgFqoFCq9Vy1qdLBzWLRLWDU52AkWgM3/3RLwW4aqDKXow+HvMhFNQqpSA1oPamWs7WxxRKisy8Zl6AnWI6V0dMANBp1OjnEe011VZhJENrej7UVpbBZrUgmUziVY4WBmoeTQ4fevfbYTWbOD8+G7gSzl62Rd9yyy30/7e3t+PYsWOoqqrCr3/9a3zgAx/I+jguM2AUrhjhVFZW5k2X8SEESk3a5/Pt8pRhrs9HIRnY2aj7+/sRiURSJHeE8q0BQM8JaTQadHd349KlS4KS2fLyMkZGRiCRSNDV1SUYkZEkCY/Hg+Xl5RQrhB/96jlebbpMKCTCRJGHmmpZz3rkQjLJ/wamptwO1zr32gdBEJwdMSl0NNVxHtQECqs/1VSUobTYgoWVNUzPLyEYimDNzU56Jh1WswEDY9zImiAI/MWt2TdaPuDS/ERZv++12ycFu92OqqoqTEzsvH6lpaX0ECszyllbW0N3dzenc1yxlBobyGQyTjWczc1NnD17FgRB4MyZM1mtC/hGOG63G2fPnoVKpdql78bHgI2JxcVFvPrqq3A4HDh69CgUCoVgZEZ54wwPD6OhoYGWbBEC0WgUq6urCIfDOH36NE02sXgc//jYzwQ5h6O4CFOL3GsEFOQyKSZnF3iv01hTzkt6HwCMOi36eAhcAjsF8yUX96YFuUyGiRnur0eF3Zb3OVSVl+J0VwcqHaWYWVjCuZ4BmiSry0s5f77rqirANZP9zjefQn11BbcH5wHXGs5+Kg243W4sLCzQ1tFHjx6FXC7Hs88+Sx9D6SdyJZwrPviZC4USAkmSmJmZwdTUVIotczZw3biZ3i/Nzc0oLy/fdZ5CDd7SkUgkMDIyApfLtUtvTQibaUqiJh6Po7u7G7FYDDMz/DZLCtvb2+jt7YVUKoXZbE5JCfz4P17E4ir/Di4AKC8xY5ljLpmJztYGzukbJjQC1JJa6mtwrqefxwokEjw/G51tjbwcOR02KxYyRFiVDhvKSkuwsraB2cUVzGW4WTDotJwtCEx6Ha/0KhsZG64QqoZTCHLZS1ssFtx33324+eabYbfbMTs7i8997nOwWq14//vfDwAwGo34+Mc/jnvuuQdFRUWwWCy499570dHRQXetFYorRjhsNuFCCCcSiaQYsqU3IfBdnwJTgZnp/ZIO6m6GC+HkGxblG+Fsbm6ir68PRUVFaGtrg1Qqhc/nE9S6uq6uDolEAqFQiP5bIpHAtx79N97nAIASixG9PCMBYOdzOL/Mn7Sqymy8a0kqpQJDE/zqSB1N9RjgWUNaWeM+v2JJ62wrt5egwm7D6robMwvLmM/TYt3WUItzHOeGmhtqaDvoQtHWUIP2hhpe9YlcSCQSBddFqZQa1xpOLnvp733vexgYGMAPf/hDbG1twW634y1veQuefvrplBTeN7/5TchkMnzoQx+iBz8feeQRzs1KBz7CYZNS83g8tDlSIQXvQglnc3MTTqeTlQIzU2SzkFB6bW0NAwMDOedf+ERmlKtoegTIx4ANuKwgzazXTE1Npaz5i9+dxfTCMudzMFFTZsPaOveNkUJztQPDU9y0tpgoNhsxt8jvuR1uaeC8YVLgG/l2tjWhd3CU8+Obqisxv7yKyrJSuDY8mJ5fYt0iLpfJMMaxs06p4C5j01BdjptvvA4XL16EXC5PkZkRQlcR4FbDCQaDIEmScw0nn730b3/727xrqFQqPPjgg3jwwQc5XUM6DjTh5GuLZpqLNTU1oaKioqC7E7aEw+x2Y6slVoiFNXWOyclJzM7Ooq2tLWdLMhfCoSRq3G43jh07tqvVkasBG7AT9fX19SEajaZYVzNJLJlM4puP/JjT+ukw6bmnXZggSRJef5D3OqVWC3qH+c3MSCUSTM8t8lqjvqocg3w67UgSGxwGNQkCKLcVo6LcgbUND5ZeFw8tFJ3tTZxTeUdaGwtKi8plMnS2NWHdswmpVIb/8dEP72jWbW9jc3MTCwsLGB4ehlarTdHC43pnzyWlFgjszBuJWmoCgG9KLRKJoL+/H6FQKGdqKxfYFPaZ7cjZut0ygXp+bDbxaDQKp9OJcDic1yiNuu5CyCEYDKK3txcymSyrsCfXuhBVrzGZTOjq6kohVybh/OfLFzAiQCQBAC015TgnQEdZZ0u9IGm5qrISrK7zq0t1tTXxlsIx6Pm1z7bU17AW6SyxmlFd5kA8kcD49BwWVtdRbi/l1XzBJ5W3xLIuaDEb0VRTibGpOfr1/n9f+RydSaDIpa6ujvbl8ng8tM2A0WikIyCDwcD6Bper26dUKhUsyjoIONARTjbCcbvdcDqdKCoqQmdnJ2cDrHyDn5Tmmk6nQ3d39y6doVwgCIIVoVFpOpPJxPq5FBKNUBI1Docjp54b00mU7ZdoaWkJw8PDWX13mOoFP3j631mtmQ86TeHeKJlAkiQCjPoSV1iMekFIa5VnerC8tJi3MoFCkf2zJ5NKUVFaDJ1WA8+2F0uuDVqVGdgRNJ1eyK/qnA1HWhs5d+d1tjXlfe51leWwmAzoGx5PafduqKnEe976poyPkcvlKCkpodXdg8EgTUALCzvEmm4zne27wzXC0Wq1e6aWfyVwoAlHJpPRU69AatopW3dYIchGaEw5/rq6OtTU1HA6Ty5CY9ZTCpH8B9hFOMx0Y74UHbUmwC7XnEwmMTo6ipWVlZyOpRThvPBqH16+NIDqMtvOUB9JYmF5DassbX6ZaKurFKSjrL2xBoMCEFdtRSkuDnCveQBAZ2sjenjUTQDAUVqMxVXucjrVZfZdw6ZV5aWwFxcjEAphbHoOMzlkahpryjE6zT26yWatwAa51CE625oQicYwPDGNTAH2Zz5+K2si0Gg00Gg0KCsrA0mStBXF2toaJiYmoFQqU+o/zBtULjWca82aALiKUmrhcBhOpxPRaJRV2okNMhEO0/mTr21BNmJgniNTPYXNurnSX7FYDP39/QgEAqxfK2aEkwvMdmpmvSbXml9/eKd2M7vkwuzS5S6lkiITKkqLIZNK4XJvpvwtE+QyKcam+Mm10BBAdkijUvDWcCNJEv4AvzqSxWREH8/oprjIBPfWNhqqKyCTSjG7uIy5xdWMrcuZwEemqKm2ipP9MwA01+1+rFqlRENVOdY3t3NGPg3VFXjvO97M6bwEQcBgMMBgMKC6uhqJRAJbW1u7bKapFF08Hucc4VxLONARDkUI6+vrGBgYgNVqZeU0Wej6FHw+H3p7ewVz/sxEOH6/H729vVAqlZzPIZFIsiok+Hw+9PT0QKfT5e2kY4JNzYmq15jNZrS3t+f9AhEEAef4LM73ZfYkWXNvYc29Rf9s0GlQU26HWqnApteHybllJBjXU2svwtgs97QNhYaqMkHEPg811/FWJ2hvrOUdaTXVVBTcSqxWKVFeWgKz0QClQo61DQ8CwRCnSKulvpqTjA0FPqrYzMc6bMWodNjgHJ5AP4vX9O4Copt8kEqlu2ymKSfYkZERRCIRTE1NwefzwWKxQKfT5b3pDgaD0Gg0+2JZvl+4ooSTrxVXIpHA5/PRysVcTX9yrU/5ylDyLtXV1aivrxfkTU6v4VBTulVVVaivr+ecm80WOVEzMDU1NairqyvoOTDnhjJhcXERIyMjWes1mUAQBJ76zz+wvgavPwjn6OWNQqmQo6myAkadBt5ACJ4NYQZGtTxl/4HX23Cn+TdB8P2caTUqDOToTFMq5Kiw22A2GiCVShEKh7Hm9mBlzY2J1wv8p460YWyae+SYZCmqmQnlpSWcazflpSXoGRxDW2MtFHI5+obHscyyO66ushzvu/F6TudlA4VCgdLSUpSWloIkSbz00kswm83Y3t7G7OxsTpdPCmJKbR8RDocxPT2NWCyG7u7uPXnhqbubgYEBuN3unPUIrusnk0l6RmVpaWlPLKaZNRWmZlkhyJZSY67d1dVVkFrt0OQ8eka5RxKRaAzDkzsb4Yn2BgxtbEGnVcNeXASjXge5TIpINIYtnw9LqxuIRPPr4lU5bIIU+Y+01PMSxwSA2goHBnjaIXQ01eN878BOUd9hg8VkgEIuRygcwbpnC8uudUzmaLfmM9kPAA01FRib4U68NquFU+1JLpOhqa4aCoUcQxyi1bs//mHBjR2zgbqxdjgc0Gg0Ga3IVSoVTT5msxlyuVxMqe0XqOFHo9GIZDK5ZywfDu94hQSDQU6OlvkgkUgQDofx2muvIZFIoLu7O2fNo5B1KcIJh8Po6+tDIpHIW1PJhUwptULqNZnw0E/zD5axuzbQm5I/EMJEIPMGWlJkQkmRGRq1ChKCQDAcwYZnCyvrHppIrWYDZnkOaEoIAnNL3My9UtYh2UcGUokEVosJJoMOWo0aJEkiHo0inkig0mHDkmsdMwvLmClwsLatoYaXSKdex31DNGg16C/QIM5iMqCpthrrHg9efq0H0VjhWos1FQ68/51vyX+gQKCyKBTBSSQSGI1GGI1G1NTU0C6fHo8H09PTmJmZwTe/+U0YDAbI5XJEIpGCU++57KVjsRj+5m/+Br/5zW8wPT0No9GIt7/97fjqV7+a0lx0ww034MUXX0xZ95ZbbsFTTz3F+bU4UCk1yjJ5YWEBbW1t0Gg06O3t3ZNzU+ktAOjo6BCcbICdVsjx8XHY7Xa0tLQI6l2TTCYzStTwAbMZYWtrC729vbBYLKzqNekYnpzF8686eV0PhaOt9bjYP5L3uPSaEAW5TAp7iRXlNiviiThOd7aBJHfen3gigXAkimA4An8wBK/Pj1g8dyt7a10lBif41YDKbMWYfN2RUqtWQadRQ6NSQK1SQaVUQCKVIhZPIBAMwbPthWfLC9eGBy5GZ19bfSUu9meuj7GBQi7jXKwHdmomvYPcmxXaClCkrq0sQ5HZiL6hcZzr6cfJznZMznIblP30xz4MmWx/ohsAdFo9Wwqdcvmksit1dXXY3NzED37wAywtLcFiseD666/H29/+dtxxxx2s9qpc9tLBYBA9PT34whe+gMOHD2NzcxN333033vve9+LixYspx37iE5/A3/7t39I/Z0r9FYIDE+GEQiH09fUhmUzSyss+n08wx08KzBTR4cOH4XQ698wozefzwW63o729XdD1CYJAIBDAxYsXOSks5Fo3mUzS9ZpC27WZEEozDSSJJZ5S+7F4AvPLLpRazXg1SwMDEyqlAgadFlq1CmqVEkqFAnK5FBJCgmAoCJVchlOdl99TAtgxuCZJ2uiamj8iSYAkk0iSJJJJkr7bLTIZQZJJuDe3EQiFOTlzrnu2C34ME0famvAaj6aHCoeNdc0kHTu6cflJu67CjkSSxPT8EqbndxpGii0mzvI7VWV2/MlNwtpH5wNFOGxv2oqLi3HHHXdgcXER8Xgcd9xxB5577jmcPXsWn/70p1mtkcte2mg0pihAA8CDDz6IEydOYH5+HpWVlfTvhXYtPhCE43K5MDg4iNLSUjQ3N9NvDCVtI5SgHlMUk0oRCe36SbUk+/1+WCwWViKihSAej2NpaQmhUAgnTpwouKU6FwiCwOTkJDweT8H1Giam5pfx8+fYNwvkQkdDlSCDnhYTe8vmcCSadS6kuaaclzEZsGPdPDo5y8tNs72hhleURRAElvIIaeaC2ajnNWh6uKUxaw1Mo1bhUHM95pddmFrYnbq0FZmx7tnidN79jm6AHcKhBsELgd/vh9VqRUdHBzo6OvCXf/mXe3SFOx2oBEHsUlJ54okn8Pjjj8Nms+Gmm27CF7/4RV4jKVd0hJUkSYyMjGBgYACtra270kLU/wtBCC6XC2fPnoXJZMLJkyfpeoRQrp/AzptGeX1TLc9CrQ3shMnnz59HPB6HXq8XlGzC4TASiQT8fj+6u7t5Wdn+4w//TRgSJ0mEIzwtn19HY1UZp3z/XlxPfVU5L7IBSHi2+UU3nW2NvDxzmuuqEWXRpJEJ2RS67TYrTnW2gyAInO8dzBg9FZmMGOPo1VNZVooPvnt/oxuA29AnsHODvB9dauFwGP/7f/9v3HrrrSkSYR/5yEfw5JNP4oUXXsAXvvAF/Nu//VtOJ1A2uKIRDqVRdvr06YzdGEwBTK71CaoutLi4iPb29l3hoVCEQ6WhKBtlgiAEjZ7W1tbQ39+PsrIymM1mTE/znyOhQNWCCIJAa2srrzztwsoanv7NC4JcV3tDNW+7ZgDQazWCiH22NtRgmKd9gF6rQT/Pa2lvrOMt0un1+jk/nG06LBu62ptwiaHO0NpQC6Vip615xZVb4qehphLnOdoXfPrP/xRygWb4CgFX87W9tJemEIvF8Kd/+qdIJpP47ne/m/K3T3ziE/T/t7e3o6GhAceOHUNPTw+6uro4ne+KEk5TUxOkUmnWN0MikYAgCMTj8YJ0zCiEQiE4nU66gysbqfEhnEQigeHhYayvr+9KQwnhzMmU82lvb4fdbsf6+rpgRLawsIDR0VE0NDRgdnaWd+ry/z7+c8QFiuqSSWHqdy21FXjVyb24TkEqQD6Ab1cYsNO1xwftTXW8hk2PtDbyGnjd9gUgl8lwpK0J7s0tDLMkL6vZhJ7B/M0jmeCwFeNP/mj/oxuA+w3zXs/hxGIxfOhDH8LMzAyef/75vALIXV1dkMvlmJiYuDoJR6VS5dzsqSiBCyFQopU2my1nhxgfUqBUmKVSaca2ar6EwzR7Y0rU8LESoJBMJjE8PIy1tTVawmd+fp7XuqsbHjz+y2fzH8gCTQLYNQM7nVi8ooHXUVfp4F1L2vFs4SfNU19Vxvs6CHBnLImEwOwi95bw9sZa6HRaeLa2caFAdez66grO0c1NZ7pw6eJFWmqGmnXZD3AlnL1MqVFkMzExgd///vesUuhDQ0OIxWK0BTUXXPG26HzgYjNNRQStra0oKysTdH0KLpcLAwMDKCsry6rCLJFIEI1yEyX0er3o7e2FXq/fJVHDl8jC4TB6e3tBkiROnz5Np9D4Wld/94mfsxq+ZAOVQIXdrtYGQawMjDr+81NHWhp4S+EYDfw0BEutZl6OoF1tzbg4UFiUYTEZ0FBdiUAwBBLgZDJnNZvQM8StM63MVoy/+cwdCAYC8Hg8mJmZweDgIAwGA01ABoNhz1SZ+dhLc02p5bKXdjgc+JM/+RP09PTg3//935FIJLD6ulW7xWKBQqHA1NQUnnjiCfzRH/0RrFYrhoeHcc8996CzsxNnzpzhdE3AAelSywW2rp/AzqCi0+lEJBJhLVpZKOEkk0lMTExgfn6eTnHlWpsLMVCy/8x6EBN8iIGq11itVrS2tqZ8Efi4fq641vEvP/kPTo9NR015KZw8O8GAHUn9XFP2bFFhL+GtTiCR8B8WddisvC0IHCXFWF0vXKWbgmfby+o4q9mE+qpyeP1BjEzO4NXewZ0aGEu/nXTUV5dzJuu7/vwWqFUqqFUq+k4+EonQWmcDAwNIJpO01Ew+q4FCUajrL3DZXpprR1gue+n77rsPv/zlLwEAR44cSXnc73//e9xwww1QKBT43e9+h29/+9vw+/2oqKjAu9/9bnzxi1/kNe934Aknn+snBbfbjf7+flgsll1GYLlQCOFQhEY5W+YLdwuNRNhK1HCJcJiWC9lmd7im6jY3N3Hft36AsEDRjVmvAf9kGtDVWi9I7abUasbCMj+y6Gxt4jWkCewQH9e5FwCwlxShj0fDQkdTfc7oqMRqRm1FGba9foxMzmIjrXWZ6wZeZDahhyPROmxWfPi979z1e6VSCbvdDrvdvqPY7ffD4/FgfX0dk5OTUCgUgqXf+EQ4XFNq+eyl891YVlRU7FIZEAJXfUqNGrKcnp7m5JHDxiQNuBwZFEJobNcGLkvUUIOvuWRkCiWcRCKBkZGRlHpNtnULjXAWFxdxqbcPz7zKrxBOodxmRe8Qf60zgiCwyNIFMheMeg3nVA4FkiSx4dnMf2AOWEwG3lFWpaM0bxdYLlwea72M0mIrSswG+IMhTC+sYG098/Nsaajh3NnWwDG6KbaYcM8n/iuUeRqOCIKAXq+HXq9HVVVVitWAEOk3PjUcUUttn5ErpcYsqnO1mWZDaHNzc5iYmEBjYyMqKytZExrblJrH40FfXx+Ki4t3pbkyoRDCoeo1APLqxRUS4TCjsaEFD3wB/u6ZAGC3mrDIM5oAdmo3hdYaMqG+sgyXeJqjHWlp4KyITKGpprJgCwImTHod+ngQud1qoTvbSq0WVJU74NnaxsTMAlZZWEPvZ3RTYbPCai3C5raP09xNutUA3/QbF8JJJpO8IpyDiquCcDIRAmXNbDQaC/J9ybR+Nm+ZeDyOgYEBbG9v4/jx47umcPMhHzEwyawQiRoqEsmnwMCFyNhEONFoFH19fYjFYjh8pBN3PPBo3sewga2Ie+qECZIk4d7c4r2OUaflXHNgIsKxcYRCPgsCNmiur+ZUrKdQX1uFcrsNq+tuLKysFVQHam2sZd36nA620Y1MKkVnW9OOj9LsAhZcG/jWF++BQoBOtHzpN7lcDovFgqKioozpNy6Dn4FAAAAEMZo8SDjwKbX0Gg5zk+aj9UVBKpXSqtFMpJuxcZkDypVSY7p+FkpmTCuBTM+daV9dCJGxiXC8Xi96enpgNBrR1dWFf/7xb+DeYldIzodqezFca/zTYEea63jVKii01FdxbsOl0FxbhRGepEVZEHCFSqkoeMPXazWor66AQi5DJBLDHy44eXRGcmtEKTKb8qZXi8wmNNZUYGx6DhcYNbK6qvI90Uxjk37T6/V09GM0GpFIJAq+IaYIR0yp7TOYEU4sFsPg4CDniCPf+hQoIzO+ZmzZUmqBQAC9vb1QKBScXD+p/HGm7hdqEHVjY6Ng++p8XWqrq6sYGBigu+ci0RieO9sDjUqJYA5feTawGPXoHeZPEiRJIiSA/IxapeR8V84EwXGzpbDTacdNyoXCkZbGvIQllUjQWFsJk14Pz5YXE7MLtBL0sUMtnMmmqbaS8zxVruimoboCRoMefUNjGQdpP3v7f9sXzbRc6behoSE6nabX6xEIBFg7eAaDQcjlct6uwwcNVwXhxONxbG9vo6+vDzqdjnPEkQnMtJcQRmbZ1qZASdSUl5ejsbGRU+8/k3CYCIVC6O3tpcVJC7VcyJZSI0mSbgVnGsg99JPf4IXXeiGVStBYvSMfH45EMTm/DJ8/WNC5G6vsON/LvV2XQltDNSdDrnQcbq7lPTNTbrNimIf1MgB0dTThtb7CBiSZ2BnUzOCRQwKVDhvstmJEIlFMzMxjZGJ212GVDluKDE2h4Ko9ZzEbd0U3UokEnW1N8AYCGM/htlpdZsMfv/06Tufli/T0WyAQwODgIEKhEC5cuECn36h/2SIfv98PrVZ7TdlLA1dBSk0qlcLj8eC1117LOpfCB1SEQ9kjUMOQQhulZZKo4bMukEo4VL2mpKQEra2tnIgsU0qNUr8OBAI4deoUXcT0+gP41iM/AQAkEkmMzy4Cr/uTEASBugo7rGYDNjyb2PSF4Nn2ZT2vVqWEc4T/3A2wY47GF0LN75QWF2FhpXA3SyaWeXSVAcDRtmY61WTS61BXVQGpVIK5xRXML7swn0cxurjIkveYbGhrrOXcmdZYfVkzzWzUo7muGhMzC6waQf70puv3bIizEBAEAZ1OB5VKhZKSEthsNmxvb8Pj8WBubg5DQ0O70m/UdVOEc63hyr8rORCPx7G2tgafz4ejR4+irq5OcManajhnz56FwWBIUZLmC6qGE41Gaee9U6dO8SIbYOeDTJEDVdO6dOkSGhoa0N7ezvnLlh7hUOrUFAkzO2b+7+M/w6Y3M4mQJImphWW82j+KqUUXPNteVDpKcPJwC453NMFiTC2ENlSWIsQzJQcII/sCAF1tDbtmSApFabGFdwNEZ1sjFnl4AVFePqc7O1BXWY4trx+XBkbwWt9QipFbNlSVl6KHR4dekuMQ8U50M4b6qnIcP9yKQDCEcz0D2GDRCHK0vRldrQ2czrtXoMQ7pVIpLBYL6uvrceLECZw5cwbl5eWIRCIYGhrCyy+/DKfTiX/8x3/E4OAg5wjnpZdewh//8R/D4XCAIAj8/Oc/T/k7SZK477774HA4oFarccMNN2BoKDWKjkQiuOuuu2C1WqHVavHe974Xi4v8b8KueEotW93A5/Ohr68PwI5hULbZET4gSRIulwvBYBAdHR15ZXAKBRU9nTt3LqNEDR9IJBLEYjFMTk7C7XYXXK/JBGaEs76+DqfTiYqKCjQ2NqZ88F3uTXz/yV8WtHb63XSp1YIKewlAkgiGglDK5Yhk6RZkC52Gv2srQRBYWuUXlQD8Z14AEl5/gNWRRr0WDlsx9FotJASBQCiEtQ0PHLZivHKhj/MVFJlMmFvcbSPABu1N3BStCQKoLS/Fpte/E2UWKD1398f+FFKpcP5WQiBbW3Sm9Nvy8jJ+8Ytf0Knxj3/847jxxhvxtre9jXYEzYdcbp8A8MADD+Ab3/gGHnnkETQ2NuLLX/4y3vGOd2BsbIzuirv77rvxq1/9Ck899RSKiopwzz334D3veQ8uXbp07SkNUNIu1dXV0Gg0WFjgVzTNBGqGx+fzQalUCk42wE69JplMory8XPBUIEEQ6O/vh1wu51SvybZmMpnE9PQ0pqam0NbWluJxTuHrDz3Nu0lgdcOD1Q0PTh5qwuDrNRd7cRGKLSZo1CqQSRLbPj9cGx5s+vx5BScr7CWCDIx2tTbgEkdFYgpmo57XzAsA1JbbMcVM65Ekiswm2EuKoNWoEQoGEQxH4NnywbPtxXa63QAJaHh8JqrLHbyim0IVw416LVrqa+De3Eb/6BQn76IbTh3FsY5mjI7ym5sSGmzmcKj0W2NjI373u9/hoYcewkMPPYSioiJ85Stfwa233orh4WE0NTXlPV8ut0+SJPGtb30Ln//852lvm0cffRQ2mw0/+tGPcPvtt2N7exsPPfQQHnvsMbz97W8HADz++OOoqKjAc889h3e+c7dyA1scKMKhOqzW1tbQ2dkJq9WKtbU1QU3MgB2jtN7eXhgMBnR0dGBgQJgpeQrJZBIjIyNYWdkZYKypqRGUbNxuN+LxOIqKinD48GFB89XU633ixImMbqXTCyv44c+fEeRcRp0mRSplZd2NlXX3ruP0Wg3sxUWQIAG5TI5QOAJvIAT3lo9O29iKTJjnqVUGksSml3+Ld1NNJTcLApKEQa+DxWhAdYUdxVYLYtEYNre9WN3wwL25xXq+qKujGT08iv1mk54qyRWMjuY61qnNmgoHii1m9I2M43zvIE4eacfELLcbzL/65Ec56ZbtNbjM4cTjcZSXl+OBBx7AAw88gNXVVbpZhw9mZmawurqKG2+8kf6dUqnE9ddfj7Nnz+L222/HpUuXEIvFUo5xOBxob2/H2bNnr27CoVJqVKuwTCbDmTNn6Dt2IR05mXpi9fX1qK6uht/vF5TQmErMJ06cwNmzZwX7EjBnkGQyGaqrqwX7coVCIaytrYEgiJyt2l/9px8J5nfTUlvBSsnZFwjCF9jd9SaVSFBsNqDIoEPA78eR5lrIZDKQJIFILIpQOApfMAivL4BwOJLXSKajuQ4Do/xaszVqVUavGYvJAJNeD51WDaVCDplUimSSRDQWQzAUxrbPD8/WNrw+P+zFFjx/9iKv63B7uDuC1laW0S3RXBCL5/58EASBzrYmRCJRDE1MY2Zhp4uuvLQEFwe46c29882n0NnWhPX19QNHOFyUBtKVotONI7mCUoW22Wwpv7fZbJibm6OPUSgUu1L0NpuNfjxXXHHCAYCVlRUMDg6isrISDQ0NKR8YoQgnkUhgaGgIGxsbKXpiQhKa2+2G0+mkJ/spCGGWRl2/2+3G8ePH0d/fL5gJG9XhplQqYTKZspJN/9g0fvrMS4Kcs8RiwiUemxoAJJJJrHm2UWErySs/o1DIYdLroNOooVGroFDIIZfJICEIJAHEY3HodSocaW2EhAAISADJjncMgde5iiAQDAYhkUigVqkBAjuJPgL0bKNeq8aW149oNIZAMISt14nEs7nzjw34ulLuSOlwJ06DnrucSkdzdoFPvU6LtsZazC4sZ0zX2YqLsMihfkYQBN52vA3nz5+nPbb4uAQLDS6On3sta5OeccmnWsL2mHy44oQzMjKChYWFlPkOJmQyGWt7gmygoie5XL5LT0wqlYIkSV5RCEmSmJ2dxeTkZIqAKNUMwZcYgsEg+vr6aKM3pVIpiJsoAMzPz9MK0uFwOKd/z5e/+0Pe56NQU1YC1zp/VYEqh41VN1g0GsOaexNr7sziku2NNbh4jvu8C7AT3cglEmz7uNs3tzTU8DKMIwBeTQ/1VeXo49FdF83Q+FFVXopSqxXOkfGs8jq1lQ5c4qh9d/O73opbP/gBbG5uYmFhAeFwGC+99BJMJhMtOXOlZlqoTlK+EY5QoCKl1dXVlG7ZtbU1OuopLS1FNBrF5uZmSpSztraG7u5uXue/4rFnUVERuru7s+YnqQiEq0/L6uoqzp07B6vViuPHj2d05QS4k0I8HofT6cTc3ByOHz+eIiNDEERBitGZ4Ha7ce7cOZhMJhw/fpyOPvgSTjKZxODgICYnJ3Hs2DFalDTb6/zyxX48f76X8/mYqCgtxmv9/IU1AcBs0PEyjQN2bhj46p0BwOHmel5kA5AAz+dy7FAr1nmk07Ra7iMBh5rrMTZ9ua3sSGsj2hvrMLe4ilf7BhGOZH+N9Rw3V5lUintv/zPIZDIUFxejpKQEJpMJJ0+eRHFxMba2tnDp0iX84Q9/wPDwMFZXVzmbInIB9R0tlHD2yu2zpqYGpaWlePbZy8680WgUL774Ik0mR48ehVwuTzmGykLxJZwrHuHYbLacGzL1RhVaeEsmkxgfH8fi4iLa29uz5kCpNROJBGsPHQp+vx99fX1QKBQ4ffp0xlQUV2JgRk0tLS0oLy9P+Tsfm+lIJILe3l7aCiGf4ydJkvg7AaObEosB80sZpt8LRENVOe9uMABoqavEyNQsrzX0Wi0GeJrG5fObyQeJhMAyD0uGhpoKOHmoWkdiMeg0arQ31WF+2cVaIbu5rhpOjtp3t/6Xd6K6/HInJbVPaDQaaDQalJeXI5lMYnt7G263G/Pz8xgeHs46cCk0qL2t0PX9fj9qa2s5nTOX22dlZSXuvvtu3H///WhoaEBDQwPuv/9+aDQa3HrrrQB2xlA+/vGP45577kFRUREsFgvuvfdedHR00F1rXHHFCScfKBKIx+OsCSccDsPpdCIWi+H06dM5Q1OJRAKCIAqOQiiL6YqKil11p/T1CyWGRCKBwcFBeDyerJpxXImM6tAzm81ob2/f5fiZac3fvHgePUP8dc4AoL7SgYs8uqeYUMqFydF7eUUlO2hvqObWmUaDf5R1rKOVlwyOnEfN40hrA5QqJRZWXAVLAnFVh1Aq5PjL//6RlN9lSo1LJBKYzWY6PRSNRuHxeOB2uzE4OJhiN1BUVETfgAmBRCJBZzoKAR8vnFxun4888gg++9nPIhQK4Y477sDm5iZOnjyJZ555JkWZ+pvf/CZkMhk+9KEPIRQK4W1vexseeeQR3nWxK044+fKq1FQ9W0KgCuBWqxVHjx5lFbUU0jhA6YrNzc2ho6Mjb/dIoSm1YDBId+vl6hbjYpZGiZJSHXpsrKvj8QS+/L3HCzpPLqiVwgy+ttVXZ+wGKxTH2ptwgWNnFAWzUc/b7+ZwayOv6EIqkWB+iXsHUXVZacG6b3VV5SguMmF6dgG+QJCTQveh5nr0c4wM//xD74W9JHUYkk0tVqFQoLS0FKWlpbTdgNvtxtraGiYmJqBSqVLcPgvNfDDBtXnB7/fvmdsnQRC47777cN9992U9RqVS4cEHH8SDDz7I6Rqy4YoTTj4QBMGKEJgpqEIk+QH2hBONRuF0OhEOh1lZTFNrs41ENjY24HQ6Ybfb0dzcnPOLU0iEQ5IkxsbGsLi4mFOUNFOE89RvnscE14GMNLTVV3HeXFJAkogJkIeXSAgsC9C40FRTyctrBiDhY6kqkA3HOlrwKo/oRs+yM625rgomgx5zS6uYmlvE1Nwi6qscmJxf4nTeYGi3NQgbaDVq3HXbLbt+X2jqnWk3UF1djXg8TtsNTE5OIhwO00onRUVF0Ol0BTUfcJnBAfauhnOlceAJB8jt+gnsCEwODAzA6/VmHVjMBTZRCJWKogzf2N71sCEGJlm2trayUj1gSzixWAx9fX00SeYK09ObBkLhCB74wZN5z8EGJEkiFhOmWHukpYFXJxWFY+1NeNXJrzOtyGTgNZEPAF3tzbzWkMtk9CwLFzTVVWWtPxHETueaXCbF4uo6Rqfm0v5OYNvHjSz5PO87/+sHUWTa/T3nO/Mmk8lgtVppGZlQKESn3+bm5iCRSFLUnvPZB3CNcPaqS+1K44oTDlvF6GyEQBmlaTQazrYF+aKQxcVFjIyMoK6urmDVgHxkRhmxbW1tFUSWbAjH7/ejp6cHWq2WFUmmp9Qe+slvsLy2e/KfC4621fOSuWdia5u/GoBcJsUsX2UCAMUmPdw8hT7dLOdzsqGrvRmv8rBSUKR9LuQyGVoba6BUKDA2NZczwm2tr8IQBwsGgiCw7sncop4NWo0aHc31CEeiuP0jH8h4TDKZ5JUCS4darUZZWRnKysqQTCbh9XrhdrvpPUGn09HkYzKZMvpTFUqA1CD8teb2CRwAwmGDdNdPCpTmWk1NDS8l6WyElkwmMTw8DJfLha6uLtpkqdC1sxFDMBhET08PrYdWiNlSvi41qqmhqqqKtYkcc81tnx/fevQnrK8nH/huyhQON9YIYmXQ1daI8338/G7sxUWYnOPXbXeso5mV5H42KBVyTPFIebbUV2NgbAoqpQKtDbWQSAiMTM7CyWJwVC6TYYWF6nQmHDvUggtOdrWzSkcp7DYrBkancL53EA9+6V5oNZkL+3spbSORSGAymWAymVBXV0fPqrjdbgwPDyORSKTM/qjVas4RjphSu4JIJ4REIoGRkRG4XC5BjNIyEQ7TH6e7u5tz50q2SGR9fR39/f1wOBxoamoq+EuSbV2SJDE1NYWZmRlWTQ3pa1IRzv99/GfYSheE5Iiulrq8SgBsICEIrGbQWisUKqUC4zPZDbzYory0GCsu7jUgQoDn09nWzLl+ZNTrYC+xQqVUYnhipuD01tFDzZxM6uQyWf4GB4JAZ2sjYvE4BsenMf+6TcPRjmbc/K63Zn3YfmqpKRQK2Gw22Gw2OirxeDzY2NjA1NQUFAoFlEolEokE4vF4QZGXmFK7gmDWcKipe0rzS4gWxvS0FyVRU1JSgpaWFl6tgOlrkySJmZkZTE1Nsa7XZFs3nXDi8Thdyzp16lTBITkV4aysu/HiBSdkUilv3TSJhODl6cJES00ZhiYK1KvPgCOt9TxbmIFKOz8nTGBn87zYz71DTqmQY3yK/euhUirQWFsFjUqJNfcmtBo1Z802rUaNEY5upl3tTVkbHAx6LVobajG7uILeDF17f3fPJ3MSypUS76TUnnU6HSorK5FIJLC1tYW5uTmEQiG8/PLLMBgMdPSj1+uzZh0oQ0gxwtkDsEn1UCk1Kipg08VVCKi0V7pETUVFBe+1mcRAEcL29jan5ob0dZn1Fio9Rw2hcqllUWt+5ftPoGdoAkqFHA3VZSCSCYRjcSysbuQVZkxHU6UNw1P87SWUcjmWVvm5XwI7ytNCtFMXW/ipU0sIAtNz/F6X9obckaNEQqCppgpGox7bPj8mpufRz2hdrq8qz/rYfDjUXI9zvYWTtlIuw1AG6Z7ayjJYzSY4RyezRk23vOcd6GrLLc/PpWayF5BKpSgqKqLtT+rq6ujmA8puhar9FBUVpaTT/f6dzIJYw7lCkEgkWFtbw+TkZFaPFj6QSqV0N5cQZJC+djKZpPXcFAoF5+YGJigDNmAnIuvr6+OcnqNAEASmFlbx5K+fBwBEojGMTF1OPSkVcrQ3VMKg02DLF8DE7EJOAtKolJhf4d92DABHWup5FcYptDVUc9oomaiwFXPW/aJw7HArXuNRQ1Ip5Bll/GsqymCzmhGKRDAxs5BVQeFoRzPnCM1s1MPJUVW7q6OFji4JgkBdpQPRWBzTC8uYztFpp9Wo8bk7b8u7/kGzJ6BqOCqVCg6HAw6HA8lkEj6fD263G8vLyxgbG4NGo4HFYoHb7aZrxUJEONXV1bQKNBN33HEHvvOd7+C2227Do48+mvK3kydP4vz587zPnQkHnnCoqeBEIsEpTcQGyWQS8/PzMBgMgpABExKJBD6fD7OzsygvL0djY6MgXwgqVTc7O4uJiYmM8jdc8C+//H3WobFINIbBiRn6Z6VCjraGChh1Wmz7A5iYXUwxzjrcXIuzl/p5X5NKIccAR+kTJsxGPWcJFSZ0Wn5md3KZDLML3OZWKNRXlmFwYhY2axGqykt3jPPmljCzsPMvFyQSgpXFdDY01VZxargw6LQYGJuCxWRAY20VJucWMTnPruni7o99GDZr/qadg0o4TEgkEhiNRhiNRtTW1iIWi9HNB5/+9KcxOTkJgiDw4IMP4l3vehdaW1s5N0RduHAhJaU/ODiId7zjHfjgBz9I/+5d73oXHn74YfpnIfe/dFxxwsn1Qm5tbaGvrw8SiYTOewqN1dVVuFwu6PV6HD16VNAPK0mS8Pl82N7eRkdHh+CRGfUhzSZ/Uyh+/5oTgwWkvyLRGIYmZumfFXIZ2hqqYdTrEAiGMD0vzMBoZ0s9zvXwj24aa8o5FbmZqLSXYGSSXx3paEczznOIsnSvG9GZDHoEA0GUFhdhdd0N10ZhjQfHD7fi1V5u80e24iLODSBHO1rgCwThHJko6H1wlBThfW/rRiwWy2vRfhAJJ1/3qVwuR0lJCUpKSnDu3Dn8+Mc/xqc//Wn87ne/wxe+8AUUFRXhiSeewJvf/OaCz5/eUPXVr34VdXV1uP766+nfKZVKwfx28uGKE04mkCSJ+fl5jI+Po6GhAfF4HMHgbgMuPkgmk5iYmMDCwgJKSkogl8sF/aBS9Rq/34+SkhJBySYcDmNxcRGJRCLFrI4PorEYvvqDp3iuEacJ6NShJqyuuWHUaWA27PjQaLVa+ENhrKxtwLPlzWuIBgAmvZaXtwuFEouJ94AmAChk/LSkVAoFxmeyExZBECizFcNqMUGlUiKZSMLrD2DZtQ6vP4CJQBAttRUY4VgXUykUmJrlHl1VOmwFEZxcJsORtkaQJPCHS05O1tH/87/ejJXlZUyMj6cU3g0Gw64b1oNGOIVej0QigcPhQFFREX79618jEonglVdeQXNzM+9riUajePzxx/GZz3wm5XV74YUXaJXt66+/Hn//938viLtoJhwIwmFOuMfjcQwNDcHj8eDYsWMwm82YnZ0V1JWTKVFz6tQpuFwuBAL8pEWYoOo1SqUSFRUVgsqhb25uoq+vDyqVCnK5XBCyAYAHH/2JYPWWclsxPWOx7Q9i27/7ZsGo18JRUgyDTgOJRAJ/KIQ19yZc654UImqqruAl2UKhuqIUrj5+Lcgt9dUYGZ/mtcaR9kac7xmATqOGw1YMg14HuUyKSDQK96YXy651LK6uZTUis5pNmF7grpnW2d7EuUOvqryU9cxQidWMuspyjEzN4UL/CDrbGjmRzQ2nuvDRW94PgiAQiUTowvvi4k70TJEPNfV/0AiHyxwOJdxJEARUKhVvhWYKP//5z7G1tYXbbruN/t1NN92ED37wg6iqqsLMzAy+8IUv4K1vfSsuXbpU0FwgWxwIwqHAlPtnClfmk7YpBJkkajY2NgQjtLW1NfT399Mq0lRbpBCgppsbGxtBEARcLv7txiRJon9oBP/42M8EuMIdFJt0WFjKIxXkC2SURNGolCi3l8Co10GlkCMajaK9qRaezW0EQ2H4gyHEE4WpZJdYDLjI13+HJIEkG7FUEiaDASaDDjqtGiqlEjKZFCB33EP9gSCsZhM2Nrc4zQLVVZZxJmC9TsurQ89iMmIuz/xMa0MtVEoF+kYmsObeSZu1N9Whl4ONhFQqwZf+8nb6blypVMJut8Nut4MkSXrqf2lpiZ76j8Vi8Pv9MBgMB4J4hLCXFgoPPfQQbrrpppRsyy23XNaja29vx7Fjx1BVVYVf//rX+MAHMqs58MGBIZxcNtPZlAYKxcLCAkZHR3epJQthM02SJKanpzE9PY329nbaTU8IZ85kMonR0VGsrKzQigdLS0u8jceSySRGRkbwD//8NALhCK+1KLTWVbJy4MyGYDiC8ZmddNHxjqaM0+hajRpGvRY6jRpqlRJymQxSiRQkSCQSSURjMQTDEfgCQWxu+VBSZIaLcvokSYAgQBCvK5GDgERC0Krkqf8ACSEBCAL1FQ64t7ZRV2mHWqWCTqsFQQDxRBKRaBSBYAhenx+ebS+2vDv/0nG6q4OX302l3YYLPIizrbGW85BoY00lerO8r3KZDF3tzXC5PRienEn5m0RCwJchwmWDP/+TP0ZTbVXGvxEEsavw7vF4MDw8TM+5mc1mOvoR0nKgEHAhHD5K0dkwNzeH5557Dj/96U9zHme321FVVYWJCWHsSNJxxQmHJEmMjIxgcXExq800X0KglAnW1tYyStTwdeWMx+Po7++Hz+fDyZMnYTAYUtbmQzjRaBR9fX20t49GoxFs3d7eXswuufDsq/zahJnwbm8Jsk59ZVlW6ZNAMIRAkF3UWFNu39kEmeRMkiBJgMTO7/K+9SQJr9/Pa+7GajZl3bBZr2ExYX6ZW1Rr1GtxiQdZyeS7twqHrRj2kiKMTM5mFUE9cbiNU6OGxWjAvX/xZ6yPl8vlsNlsGB4extGjR5FIJOB2u+FyuTA+Pg61Wk2n30wmE29fF7bgohbNxwsnGx5++GGUlJTg3e9+d87jqDkhpv20kLjihEMQBLRaLbq7u+nNNB18CCcUCqG3txcEQaS4W6avz3Xz9vv96O3thUqlyjhwyYfMvF4vent7YTAY0NXVlSKNwYdwfD4fenp6YDAY8PNX+pDgGYFRaK60Y2SavxIASBIS8IvedpYhoVEpkCgwBZeO44dacIGHIgAA1FaV8TJHa6ypQs8gd8Jqqq3GaxyVsTua6jEwfjkyO9RcD0IiQf/oJJbXsg/jmgx6DHKsef3VJz8Kk6GwrlSSJEGSJO34ybQcoDo6x8bGEI1GYTKZ6OhHo9FwbjvOBy6DqEKn1JLJJB5++GF89KMfTdlD/H4/7rvvPtx8882w2+2YnZ3F5z73OVitVrz//e8X7PxMXHHCAYCqqqqcm6dMJuNUw6EGIktLS9HS0pL1jedKaMx6DVVXybQ2F2JYXV3FwMAAamtrUVtbm9Esjcu6LpcL/f39qKmpwaLbj2f/cKngNTJBLpNitcD23GxorqvAKM/WYwA41FSP/lF+xmgyqRQLPKV5Kh02fjUkEpBJudcjKhw2XgKhoWiEVmpeXF1DP8s6UGNNJSeSa22owZ+9710FP476PqR/z2UyGYqLi1FcXAySJBEMBunmA0rzjIp++BqupeMgpNSee+45zM/P42Mf+1jK76VSKQYGBvDDH/4QW1tbsNvteMtb3oKnn356z1QODgTh5Lu7KJQQmHplbAYiuaxPCWQy6zWZUCgxUI6i8/PzWVOMQH616EzrUjWmjo4OFBcX42Nf/EvWj8+H9roK9HAoDKeDIIRTlvYF+IuPNlWXcZLfZ6LIzD0VBvB3Ay22mLHA8fxd7U2QK+RYdm0UlBqrryrnHBX+3T3/g1PKKxvhMEFlVLRaLSoqKmjNM4p8QqEQL8O1dByEpoEbb7wxY71XrVbjt7/9rWDnYYMDQTj5QBECSZJ533wuemWFEA5l9ubz+VgpHxSSUovFYujv70cgEMCpU6dy3uUUQmSJRAKDg4O0f7nBYMAPf/4MhgWIIgDAbNBhpAARyVxoqS7D8FTh3VvpOH6ohZd0DADodRosrPJrFW+uq+Zdu/H6uBNnQ01FwfNH9TUVMGo1WHV7MLe0Ave2r+DzymRSTk0t73nbm3Dm6OGCHwewI5x0UJpnVF033XBNKpWmtF7nGzzNdE1cajh7VUO50rhqCAfY2ThzhbvMekohEjVsSYFaX61WsxbIZJtSCwQC6OnpodfO98FOF+/MhnA4jJ6eHkgkEtpzx+cP4ivffzzvY9miodIuyKyMWqnAykZhplyZoFIo8sq7sEFrXTVe5UlafHH8UCtr35hMULDYIKUSCVoba6BRqzG9sITJ1zXaTncd4qQ7t1PzKiyFZzbq0d5Yj//vf/73gs9HIZlM0h2GXJFuuLa9vU2Tz9DQUN7B0/TroWpKhSAQCFyTStHAASGcfB8QimRyEQ5V86iqqkJDQ0NBHzqmWnS2x1GGZlTbNtv12UQi6+vrcDqdOWtBXNbd2tpCb28vrFYr2tra6Du/b//w37DO02WSQk1ZKV7jsSEycaSFv20AAHS2NuBsDz8NN5vVgt4hfsoER1ob0ccjFSaXyTinwoDXi/1Z2rBVCgVaGmsglUowNjWHgbS6jM1q4dTerlYpMbPIvpuvqbYKeq0WzpEJ3HD6KCod3CVWhB76lEgkMJvNMJvNAMBq8JQJ6iaWS9OASDhXENRdSzZXTkqi5tChQ7DZbAWvL5VK6Q6X9M2eJElMTk5idna2YEMzIDcxMGtNhapg5yOc5eVlDA0NoaGhAVVVVfTzml924XtP/qKg55ANJElCo5TxngcCgJIiM68uLApmgw7OEf61pEqHDa517nYIBIDlLGoBbHG0o4Xz3AwAhMLhlJ+Nei0aa6sQi8cxMjmbM9VXZrfB5S6ccGvLSzGUJ1WrVMhxuKUB7i0vxqZ30qct9dX4iw+/r+DzMbHXKgNsBk8pAjIajfT3U4xwLuOqIZxMdZZIJAKn04loNJq35pELzJQd8wObXlPh0rmRrT7ErKtwsUPI5fg5Pj6OhYWFjG6of/fdxxCJxgp7EllwpKmG1x08E1WOElzgscFTKDHrMTrDL3qrrSzDBY4txBSOH27lFflpNWqMTMzkPzALKPsBm9WC6goHfIEgRqdmWRXy2xprOenOOWzFGM+h0+awFaPSUYrhiRm85kxNuf3DX/9PyHl2h+2nrE22wVO3242hoSEkEgk65RYOhwsaPBUJZ4/BJoWULm9DKUmbTKZdMyqFgvqQJhIJunbi9/vR09MDrVbLqqaSa+306ImaDZJKpXRdpVBQ+nPMdePxOJxOJwKBAE6fPr2r0+Xi4Bh++8prnJ5HOiQSAp4tYdJydZUOXnUKChWlJZhgKXefC1o1Pw0ppUKOaZ7XcaiJY3qRAOqrKqDTqlFfU4HJ2QW43OytCCQSAv5gOP+BGVBiMWN5l+U2gfpKOxKJJGaWXFh27b6p+K/vvwnHDrVwOicTV9J8jRo8peym/X4/VlZWsLm5ifPnz0OtVtOpt3yDp9eqvTRwQAiHDSh5G5Iksbi4mFGihiskEklKmzFVD6qurkZ9fT2v9akvANWt4vF40NfXB5vNlnM2iO26FOHkazqIxeO45/7/i0gkguaaclhMBnj9IUzMLXKKeI61NQhiiAaShErBjczTYbUYMb/MXQ0AAA4116W4YnJBZ1sTLxsEi8lYUGdbdYUdpdYiRGIxTM4uwFpkwouv9nI694nD7Zy8bg411aOPkco06nVoqa/B3NIqJuezvydmox7/6xMf4XSt6Tgowp0EQUCv19MuxSdPnqQHT0dHRxGLxbIOnpIkiUAgcE26fQJXEeFQrpyDg4NYX1/PKFHDd/14PI7x8XHMzc1xrgelgxk9LS0tYWxsDE1NTaisrBRk3WQySStI53L8/O4TP6PnSUanL7cdK+QytNZVwmjQYdsXwOj0PJJ5RCq1ahXGhVAUAHCktQF9PNuGAaC5rkoQ+wG2kjnZYNRrOU/XUygxGzCao6mjvLQEWrUCGq0Wc4srmH39H7AjocPVrM5k0GNwovBrl0gIbHp3WqfrqytgNhjgHGXnefOxD7wTQ4P9mNFo6PZko9HIiTgOCuFQoGZw2AyeFhUVIRgMoqqqCsFgMKvqSiG477778KUvfSnldzabDaurOwKsJEniS1/6Ev7pn/6JHpn4zne+g7a2Nt7nzoYDQThsI4jx8XFaSVooWX4KEokEw8PDiEajOH36tGA5VCp0HhkZgdvtxtGjR2GxWHivS32x5ufn8w64Ti8s4x/+ObPXTTQWxzBjsFEuk6KxugwSkAhGYlhwuXdJ33Q0VAnSTSaREPBsbvFehyRJJAUQd22tq0x5LTit0VDL67UpLy3BRFodxGzUo8JeAplMhkXXOhZd2ZsRqiscuMhx4LKxtpJT3elQYx1kCgXUKlVBCtjXHT+Cez/5McTj8V31D2b3F9vv+kEjnEwzOLkGT7/2ta/ht7/9LZLJJJ5++mkolUocOnSIV4alra0Nzz33HP0z83oeeOABfOMb38AjjzyCxsZGfPnLX8Y73vEOjI2NXdtKA/mwsbEBn88Hk8mE48ePC/6h8vl8iMViIEmSV70mEygvHJ/Pl1XLjQ9mZmZo36BMIEkS9371uwhH2HnyxOIJjM5cNvdSq5RoqKqERq2Ge8sLfzCESzxkUpg43tEsSFruaHsT72tSyGVY56lwYC+28rZBKCkyIxgKo7rCsdMWveLCsmudjiByoaW+mjPZNNQUTjY2axHKSoowtbCc0WoiFxRyGb76V3eCIIhd9Q+fzwe3242VlRWMjY1BwzL6OWiEw6amxBw8feqppzAwMIAzZ85gcHAQb3rTm6DX6/F//s//wa233srpGmQyWcbOWpIk8a1vfQuf//znaRuCRx99FDabDT/60Y9w++23czpf3uvZk1UFAlOOxWAwoKSkRPAPFFWvkclkqK2tFZRsKO8dgiDQ3t4uGNlQSs8A0NnZmZVsAOBff/N7vHTByflcoXAE/WOX0yzH2+qhV8lg1OsglUjgD0WwsraBDc8WKwdPChq1ChPT7O+Gs0EmlWJVgO62o+3NOMdzdqfcXoKVAq5FLpOhrLQYZqMBSoUcaqUC0wvL8Gx74dnebW+QCwRBsL6pyPZ4tuhoqodUKoVzZAIWo75gsgGAu267BXVVuyNygiBgMBhgMBhQU1OTsfsrW/TDZap/L8FF1qasrAwA8PTTT0Oj0eDs2bO87J8nJibgcDigVCpx8uRJ3H///aitrcXMzAxWV1dx44030scqlUpcf/31OHv27BuPcNIl/+fm5gR1/WS2Dx86dAjT09OCzJNQoOZg6uvrMT09LZgaLVPpWSKR5FQ72Njcxhe+9c+CnBcAjjTXZb0L1ms1KCsthlGvA0mSWHd74N7ywesPZiSiI011vIczAeBYB3+iMOi0GBjj1yhQW5ldO8xRYoXVYoJGvbM5BkNhbHi2sLK2gdmFZcwuLO947lRX5DU4y4am6jKMzixyeuzxI215uwT1Wg3aGuuwuLJGD4kebmmAk0O9qLayDHd99EOsjs3U/bWxsZEx+rmSXWqZwNXtEwC0Wi3kcjluuOEGzuc/efIkfvjDH6KxsREulwtf/vKX0d3djaGhIbqOk16nttlsmJsTpj6bCQeCcNI3Y6olWaPR0BIyQrp+RqNR9Pf3IxQK0fM7QhEaSZIYGxvD4uIiPQczNzfH24QNSFV6rqurw+9+97uc6/5/33oIHg46WJmgVimxvJp96n1nzmP3B9Wo16LMVgy9bscy1xcIIhSO4NIg/7ScTqPG8CS/Aj0ANFSX4dIAj4YDkoRRq0ZzXRUMeh1kEgnCkSg8W14su9aw7FrP0C6cilOd7Zw720wGPZbW2Lc+M6HVqDE1l52oaiocKCmywDmS2gSgUirg2uB2zq/91Z1QKdnJTjFBdX/p9fqM0U8sFoNCocDS0hKKiooEr/MWCq7CnWq1WpBI7aabbqL/v6OjA6dPn0ZdXR0effRRnDp1CsDuvZeNXiUfHAjCAS7PlVDOn+ktyUIRDhUh6PV62mKaWp8v4cRiMfT19SEcDqfMwfA1S0tXeqZC7Fx6ai+82ot//Y/fcz5nOg41VOM8B12tTFbSXa0NmIvFYTUZYNTroNWooVDIIZNKAQKIxxM7LpqhCLa9fmx6vRk759oba3g3LxRbTHAO775LV8hlMJsMMGh10KhVUCrkkEqpjsPLLp/bPj9KLEb08hiANRl0GOYx5NlQXcFZmbmjqX5XG7RUIsGR1iYEQ2GMTM1iZmF3W/OR1kZOBHnzu96C6050crrWdKRHP6Ojo/D7/VhdXcX4+Djr2s9egUuKz+/3Q6vV7smmr9Vq0dHRgYmJCbzvfe8DsFNSYAqFrq2tCdKdmw0HhnCSySQdGWSS5ZfJZIhE+NkgU2RGRQjMN5Wv62f6oGi6WRrXtTMpPTPXzURkwXAY9371u5zOlwn2IiNv5WUKh5rq6Ghi3bPFulBvMuhh1Oug16qhUimhVasQj8fQ3dUOgHKOvjzLwPy+ktiRmmGCBBAKhiBBElWOEiSSJEKhMHyBILa2fQiEQnCtueFCbo8fpUIOuYzf3WhTXQ1nkVA+ZFNWWowLA5cfW2wxo76qHOOzC7iUo8W8ttLB6ZxGvQ733f0JTteaD1TzgdFoRGNjY9baD1X/2Y/o5yCYrzERiUQwMjKC6667DjU1NSgtLcWzzz6Lzs6dG4BoNIoXX3wRX/va1/bk/MABIZxkMokLFy7QLcmZXnA+EQizXpPLxpprFEIJe1ZVVWUcFOW6dialZyayEc7/+eenMMuxFpAOgiCgViqQFKC+pVTIsc4xDbPl9WGL6tQiSRxprectq1NdZsPsIr/X6WhHC85e4l5Daqqt4qdIzeNGWCmXI5FIorqsFFqNGqNT8zjnyX8tMqmMk4vq33zqz1FclL3BhS+YXWqZaj9ut3tfo59EIlGwighFOEJEOPfeey/++I//GJWVlVhbW8OXv/xleL1efPSjHwVBELj77rtx//33o6GhAQ0NDbj//vuh0Wg4d8SxwYEgHIlEgqqqKhQVFWWVqOGaUotGo3A6nQiHwzn11rgQGtOILZewJ5eUWjal53zrDo7P4DtP/Kygc+XCiY5GXgKSTHS1NOCsAGt1tTehh2cNSCIh8g645kNZaQnnNmQAAEEgxiNNfPJIO2ey6mxrgkKhQIJEQTcnXM95rKMFH+Hg4lkIsqnJM2s/1dXV+xb9XGnztcXFRXz4wx/GxsYGiouLcerUKZw/fx5VVVUAgM9+9rMIhUK444476AzKM888s6cqBweCcADAbrfntZkulBC8Xi96e3t31WsyoVDCoYzevF5vXmHPQlNq2ZSeM63LfM0SiQT+8v4HOd19ZkKJxYT+DPUNLqh2CGNjoFYpsZSjeYEtTh5pxzkekQkAFJmNWOKhCN3RWIOBcW61G71Oi7EC1R70Og0aa6ogIQjMr6wVXPQvMhsxOM7OXpoJu82KB/76U3teQ2E7h7Nf0Q/XGo5QQ+dPPZV52JsCQRC47777cN999wlyPjY4MISTD4USArVp19bWora2lpWNNdsaUTAYRE9PDxQKBSsjNrYptXxKz+lIt5l+6Ce/Rq9ABEGSJOxWE1xr/CT2qbVUSjniAnQB7njm8COKUmsRenlaIXS1N/OS0jHqdZhf4e4m2tZYyyrytBdbUVVuhz8QxMjULC4NjOJUVwenDrMigw7jc+yM7QiCwKGWBgDAu958Cq0NtQWfr1BwGfzcy+iHSw1HKFmbg4qrinDYpNSSySTGx8ezNh9kA9soxO1259Uty7R2PsJhKj2ztVpgrru4uoa//+5jeR/DFl2tDegZEMZYrbm6DCM8JWMAoKbCjtec/JsXHDYrr2FRlVKRt805H1rqaziJZAI7Mz+v5XBYra+uQHGRGa51D6bnl7Cy7k75G5dI83BzPZyjmc3cmDAZdGipr8Xs0gr6RydxpLWR9cwNXwihNCBk9MM1pXatWhMAB4hw2Lh+5iMEql4TiUSyNh9kQ74ohCRJzM3NYWJiIqduWSbkIxxK6VmlUhUkrcO0PvjsA99HIMRNVj4dGrUSCzxVlymYDTqsrHNrFEgBSUIp51asZuJIayNvkc+u9mZejQINNZV4lYffDgEy5fMklUrQWl8LrVaDmfklTM4uYnJ292wNQRAggYLriUqFPG9EVGkvhkGvx9jsAk2kKqUC//jFz0DGs4uPLYSWtuEb/YiEsxsHhnDyIV9Kzev1oqenB0ajEZ2dnQX74+RaP5FIYGhoCG63G8ePH4fJZBJsbS4REwWKyH71/Fk888qFgq4pFzrquc3cZEJdZZkgXjcnj7Th1T5+16RUyLG2kbvNOR8qHDZ+z+d191quqhZUpKFSyFHpsEEul2N2ybXLIjoTTnV24ByH97WztSljNKZWKVFTVopAJIr5ZRfgSn1t77j1fSi3WQs+H1fstZZaodGPSDi7cdURTqZJ2ELrNbnWT0c4HKZ1y06fPs2pgyVThEOSJObn5zE+Pl5wxMRc17Ptw/ef/AW6O9ux6fVhfGZhl7pzIWioKuPXpstAW0ONIGRjMugwOsV9MJLCUZ6RCQAY9XosLHNvWtghTm7Rjb3YCqPBgEMtjRiZmMnprpmO0uKiFL8atqitLEuZ1QGASkcp7CVWDE1MY4Qh9MpEV1sD3nKsDefPn9+3Acz91FJjE/0kk0l4PB6o1WrW+0YgEBBETf6g4sAQDpuiPpDa+kgNiy4tLbEqsudCphoOszW5tbWV84c5fe1kMomRkRG4XK6cSs/5QBAEvvaDp1PsepVyGWrLbCiymLGxuY3JefabkkRCIBGLCqIpJ5NK4WWhcMwGVfZiVvWDXCi3l/Amv2OHWnm1QRv0OowW0FlmK7agyrEzBb6w4kJVmR0vvcbNWM1WXIRVDo0CctlOGlMqlaCzrRmhSATDEzNYyNGdp9Oo8d2/+ytUldlzWg8UFRVxcrvNhiupFp0p+rl48SLcbjfm5+dZk64Y4RwQUCRDEU40GkVfX1/OYdFCkF7DWVxcxMjISN7WZDaQSCS0TQGl9ByPx3nbFbx4cRDPnkvdgCKxOCbmVzDxusuiQadFfZUDCrkcy2sbmF9eyzoseKK9iXcHGIVjHc28244BoL6qjDfZgCRhNuixyCMyUauUmFviV9dqqc+tKFBSZEZ1uR0gCCwuu7C8tgHX6/Wv5toqzpFRQ1UZJ5HNU53tmFlYQvexQxifya0+wMQX7voY7MVFiEajkEgksFqtKCkpSbEeWF5extjYGHQ6Hb0RGwwGXt+zg2JPQBAEdLodEduOjg7IZDLWtZ9r2e0TuIoIh7KBTiQStOy/yWRCV1dXwfWaTKBSaslkEqOjo1hZWRHMVZQiM6bS89GjR3ldt2tjE99+/Jd5j/P6A+gZurzZFFuMqC4rBSEhMLfsgmtjEwBQajWjb5i/8yawI5lyic9A5OuQSiWC6OfxjUwA4EhbEy8C3ekOSyWMYosJRSY9pFIptrwBLLnWsebe3PVYqVSCSCzOKfLUazVwb/sLftyh5jrE4glsbPmw1sM+xfqON53Af33/TUgmkyn/gJ3vsFarhU6nQ01NDaLRKL0RO51OEASREv0UahVyUAgHuNyYIZVKWdV+vF4votEofD6fIG3RX/nKV/DTn/4Uo6OjUKvV6O7uxte+9jU0NTXRx9x222149NFHUx538uRJnD9/nvf5s+HAEA6bOxupVIqVlRVMT0+jrq4ONTU1goncUW3XFy9epKMmofrhJRIJgsEgzp8/n1HHrVCQJIm//PsH4Q0Uboe87tnGuueyfXG5rRgOWxH0GiWm56WYX15FnEcnGEmSMOm0WBRAWufEoRbeEZdWo8bs4jKvNarL7by15KRSKYpMRtRUOCCRSGhjNTZacieOtOPcJW4NE22Ndazbrw16Ldob6zC/4gIkEvQUaP1tMRrwjb+5O+VGKplM0jdyJHm5u44gCEilUpSUlKC0tJS+IdvY2MD8/DxGRkZgMBho8tHpdHm/MweVcJjIVvt58skn8c1vfhPb29uIx+NIJpO46aabONV2AeDFF1/EnXfeiePHjyMej+Pzn/88brzxRgwPD6dkg971rnfh4Ycfpn/ON1PIFweGcPKB+sBOT0+js7MTVquw3S+hUAixWAxyuVywqAnY2YDdbje8Xi8OHz7My0yJwlP//jvButIWXeuwF5vw3CuvAQAkBIGK0mKUWC1QyOWIRGNYc3uwuMpu7uR4R7MgjQKlVgt6C9zwMqGjqY63NI9Woy6oHVujVsFhs8JkMEAuk0Gn1WBkahYbm1vYKNBSu9xuwyWOLqIt9dWsyKa6rBRqpQJTiys41zuIIy0N6OOQgnvgrz8FmzW14C2RSGgSoL7DFAEx65oSiYTeiOvq6hCJROB2u+F2uzE3N0c7Y1qtVpjN5ozfz4NEONRzy3c9VPRz991346677kJHRweam5vx6KOP4pOf/CTuvPNOfPvb3y74/P/5n/+Z8vPDDz+MkpISXLp0CW9+85vp3yuVSkH2JLa4KggnEomgr68PyWQS7e3tgpMN5foJAIcPHxbsQ0spPW9tbUGv1wvyxi6uruFzX/8nAa5uB8UWI4YZciVJksTCyhoWVlKLwkqFApWOEpiNBkilUviDIayuu7Hu3qQN1vRaTU5vFdYgSZSWWLC6zm+40m618LawPn64NSOBppNKIpmAzx/E2oYH7q1teg6myGJCNBaDzx/kdH6jXofFlcLVHmRSKYLh7A6gSoUch1ubsOX1YWL2cqdZabEFw5OFdwR+4J034L1vf3POY6jvFXXXnx79UOlTgiBoa2SHw4FkMomtrS243W5MTU0hFArBZDLR0Y9Go6FVNw4S4VBlALaguln/+3//73jzm9+Mzc1NbG7uTrFywfb2TlYjvQPuhRdeQElJCUwmE66//nr8/d//PetheS44MIST7Y1h1mt0Op1gkQewE31MTExgfn4era2tNOkIAabSc0NDA5aX+aV1gJ0v6P/4wtfh45BKywSSJFFi0mGQhXxNJBrFRIZhQqNei7LSEhh0Whi0aqx7tmCzWuD1B+DZ3EaIg+1xZ1sjeof4DWeCJGEw6FOm7AtFkcWEWCyBY4dac5JKLlSV2TkPmu4IZXJrFDh+pC2jV1C53YZKhw1DEzO7LAYIgoBBr8NqgYO6NqsFX/nsnQVfY3r0w/yXHv2YTCZYLBY0NDQgFArR0c/09DQUCgUsFgs9BH0QwLVFmyltYzabOXewMkGSJD7zmc/gTW96E9rb2+nf33TTTfjgBz+IqqoqzMzM4Atf+ALe+ta34tKlS4J2DzJxYAgnE6hOsfr6elRXV+O1114TzPUzXUpGpVJhYGBAEJvadKXnjY0NQRw/v/HPP8L5PmHkZgCgq6WW99T9jsHazI4Z2qW+XX/XqFWwGA3Q67TQqFWQy2T03WgkGoM/GMK21w/31jaSSRJqpQIra/wiGwA42dmBVxlDjkqFHEaDHhqVAjKpDARBQi6VQv66myxAIBKNwh8MwecPYMvrR0NVBa8B2K6OFs6vb5HJwFkOqNxuw6WBy2k4QiJBV2sjYokEBsamsJRFludUZxvOFdAgQOGbf3M3zEZ+nVWZUm8U+aRHPwqFAg6HA+Xl5UgkEtjc3MTGxo5U0WuvvQaz2UxHP3y6QPmAy9AnsDddap/61KfQ39+PV155JeX3t9xyC/3/7e3tOHbsGKqqqvDrX/8aH/jABwS9BgoHknCYnWLMeg0XxehMoKRk1Go1LSVD3RklEomCu2OYyKT0zNfcjSRJPPfiK/jmI//GeY10WE16DE8UrvybCWqVEuvuzHfFwVAYQZaSO2ajHoebGrC4uoaGai0I7GwwBGM6PxQKQSqVQqNR01Exfczr/69SKhAKh9FQXQFfIIQtrw/hSARrBcyhtDbW8iIbnVaD+WXujRPVFdxtr00GHRZX11BkMaGpphJT80voyeMdVF9VjgvOwmtFbzt5GPJECENDQ7BarTktRtgiU+otV/RjsVhgMBiwvLyMo0ePYnNzE+vr65iYmIBarabJx2Qy7VvKjcuNazQaRSwWE5Rw7rrrLvzyl7/ESy+9lLcBwW63o6qqChMTwggAZ8KBIRxq86DqNdScCrNTTAgb6PX1dTidTlRUVKCxsXHXpiWEyVv6ECofi+l4PI6e3l586TtPIBITJrojSRJapRTrGzFB1utoquFdKwEAW5EFL77awzstcuxQCy9zNplUwtkojkJ7Ad1h6TjS2siZbI4fbkUoEsWxQ63oGxnHORbvi0IuQyweL1jN+3BLI/7fV7+AeCyK9fV1TE5OYmBgAGazGVarFVarVRBvl2yNB1QKLR6P00rvarUaWq0WlZWViMfjdPQzPDy8p0On6eAqawNAkMFPkiRx11134Wc/+xleeOEF1NTU5H2M2+3GwsJCiuW00DgwhANcTkVZLBa0t7fvesO4mrABO2/AzMwMpqam0NbWBofDsesYroSWT+mZK+FQNgi/eukSRguQMcmH1hoHhgVQbwaA9kZhyEYukyEYCvMmm862Jt4zN8cOt/HqbGttrOVMNmqVEitrhded6qrKUVZajIXVdcwuFjag2tXejPMs30O1UoFDLY3wBUL4+uf/Jwz6nc+6xWJBU1MTgsEgNjY2sLGxgYmJCahUKhQXF9PdZXwjjEzRTywWw+zsLHQ63a65n6KiIhQXF6fMv6ysrGBsbAxarTZl6FTI6IcL4fj9O/NSQoxj3HnnnfjRj36EX/ziF9Dr9Vhd3Ym2jUYj1Go1/H4/7rvvPtx8882w2+2YnZ3F5z73OVitVrz//e/nff5sODCEE4vF0NPTg5qaGlRXV2dsIuBKCFS32ObmJk6cOAGj0ZjxOC5W0GyUnrlc9+bmJnp6ehBOEHjs318o6LG5YDFoMVWA3E0uqFVKbHiE6aI51tHCW5lAr9VgYYXf/E9dVTku8FByVshl8PoDnB9/uLWJFdnJpFK0NNZCq1FjZmEZUwvL0Om0BZNNW0MNK7KpLrejtNiKgfEZvOocwT/89adwqLl+13EajQaVlZV0hOHxeLCxsYGhoSHE43FYLBY6+hHKWXNkZAShUAidnZ2Qy+V051s6+Wg0Gmi1Wnr+hWo8GBgYAEmSNPlYLBbe8yhcmgYot08hiO973/seAOCGG25I+f3DDz+M2267DVKpFAMDA/jhD3+Ira0t2O12vOUtb8HTTz/9xnD8lMvluO6663LWT2QyGWKxwtJAoVAIvb29kEqlOH36dM4wulBiYKv0XGiEs7S0hOHhYdTW1eMTX/w2ogKm0kqLTBjyCGAXAOBQE786B4WG6gpBoqSWhuqcPjH5IJHs3OTwsUDoam/hHN001lTmfB2Meh2a6qqQSJIYnZpNUYg+1Vl4R5tWo8bG5nbWv8ukUhxpa0IgGMHI1Cxml3a6GW9+1w34b+/Pbxctk8lQUlJCy9r4/X5sbGxgeXkZo6Oj0Ol0NPkYjcaCh6ETiQT6+/sRjUZx7Ngxeu/I1nbNHDqVSCT00ClJkvB6vXRKaXh4OGXoVK/Xc7q2QonD7/dDq9UKMsyeL1OgVqvx29/+lvd5CsWBIRxgZ8o11wsllUoRDrP3fPF4POjr64PNZkNLS0veDwBbwilU6ZkinExK1+nrUnWgzs5O/MtPn0H/qDCFfQA4dbgZ5wXSStu5M+ZPNjKpFPFYnHcX36Hmel5kA+x0tvGJskqtFrzWz+0aJBIC8URy1+e/3G5DhcOGbV8Ao9NzeC3DEGh5aQknrbS2hpqMZmx2WzGqy+wYnZ7HxYHU4dvGmgr8w19/quBNkTlhT8nauN1ubGxsoLe3FwRB0OTDRtYmkUigr68PiUQCXV1dGY8vdOjUaDSitrYWkUiEjszm5+chlUrpyMxisbBqiuCSUrvW3T6BA0Y4+XxCCqnhzM/PY2xsDE1NTaisrGT1GDbdZFyUnpl3XNk+hPF4HP39/fD7/Th16hQm51fw+C+eZXXdbFBmK0If39mW16FWKeEWaCDt+KFW3qk0tUqJtSxdcmxRbi9BzwC3iX6AkmqRIJnkVoPaIbsBEBIJWuqqYTTosORax/yyC4s53EUlEgJajTprq3M2dLY1ppANQRA40tqERDKJ/tEprKztfj01KiUe+urnoNPwbzVWKBSw2+2w2+1IJpPY3t7GxsYGZmZmMDg4CKPRCKvViuLi4l13/fF4HH19fSBJkrUqSKFDpzabLeXa3G43ZmZmMDQ0BKPRSEc/2SISrjUcoSKcg4oDRTj5wKYtmkkIR48eLchbIl+Ew1XpmXmXlelDGAqF0NPTA4VCgZMnTyIYjuDjf/0VLLvWUGEvQZnNimgsgYm5Rc5Dn3q1AoschjAzoa2hShD5mtrKMt4aZQBwuLWBt3yNQaflNNFPobm2AiPTmb1h8sFhK0YiQeLEkXaMzcxjeGqW9WNPdXZkHPDMBYvJQNd6jDotmuqqMbvkQu9w7ijp65//n2iqZXfzVggkEgk95EgNdlKNB9RgJxX9GAwG9Pf3gyAIdHV18bIMYTt0ajQaYTabUV9fj1AoRAuOzszMQC6X01GZ2WxmdXOZDde6NQFwlRFOPkKgWqoTiQQn6f9cTQN8lJ6ZH+x0bG5uore3FzabDc3NzUgmk/j0330bc0s7UvpMmRmCINBQVQ6r2QhfMIix6QXE4vlTgKcOCWc7UFPO0/HydUgkBAiSX70EeF0vjCfZnOrq4LWGxajH9CJ76wOVUoFKRyn0Oi18gZ25otc4dNY11lTuUqBmg0qHDYFACFaTEdOLLrzWnz/y/ejNf4Sb33VDwefiArVajYqKClRUVKQMdo6OjiIcDkMul9NpOSEGOwsdOrXb7SgrK0MikaAldyYmJhCJRGjJnUgkUnBLONU0cC3jQBEOGxO2bCk1SgLHbDZnbKlmg2yE5nK50N/fz1npmTo+fW1qSLSxsREVFRUgSRI/ePpX+M0LmeXBSZLExOwCrX2lUMjR0VANnVaDjc1tTMzt7j6rKLWiZ5B7qogJtUqJUDgiyFonD7fzTqUp5DL4g9w0yiiUFJkxMMLPb6fUVozhiez6Ywa9DnVV5VApFVh3b2Fqfgnjr8vitNRWYKSAiIaCSqFAOBL5/9s77/i2yrP9XxqWbVnDli3Jlvfe2xlOWiAhJECGHfZoGKWMQlNCXvgxCn0pBGighbw0DSRlFkpLS5yEBgIJ2SQhifeK7XhvSbZl2ZJlzfP7wzkHy/HQsiWH8/180gY5OueRLJ3rPM9z39dll2AL+TzkpCai5mIrFDa4VJNkJMXi5ScetHuMroDFYlFFBSqVCv7+/ggKCqIaO7lcLsRiscsaO6daeiNFaOLsh3Q1AMb2YMh9KZVKhcHBQZhMJgQFBdk0NlpwPIypBIG8cJMWOI6ugU7cwyHdqZubm5Genu6w+SZpxU7OcMZ7uGVlZSEoKAhmsxkl1XV4efvHMxztRwwGI6oamqn/5vp4IzosGDw/P3TJ+9EpV8KHw4Le4JoGT1dVpUWFyVDsgllSbobzpdQyqdipJtHc9CSUVFtvrIuEAkRFhILj5QV53wBaOrpRVnP5OeKjwqmgPHvJTku0uXcmKTYKfD8/qDVafF9SZdOsmETA88N7rz0LH+/Zta2fDoPBgJKSEnC5XKSnp4PJZCI6Opqy9lcqlaiqqoLFYqEcpYOCglxitT9d0+n4smsGgwFvb2+EhoYiPDwc5eXl8PHxoZb4TSaTleXOZCXh9JKahzFxD4cgCNTX16Ozs9PpiGnAWtDG9+4sWrQIAoHAqWOTlWomkwlVVVUYGhrC4sWLweVyYTab0T+oxsPP/xlGJ7ziRkb1qGn8McL457lpGNZokZ+dhlGDAcp+lc0xAxNxVVUag8EAh8Vy6nUCY4FmzpZSOxvM5i/gobG9C4Eif0SHysBis9Cr7EdbVy8GqqePVvDx5kBvNNrd3Q+MVeTNJDZcXx9kJMVD0T+IuuYO8Li+8PX2sktsAGD7i5vHUkjdhF6vR0lJCXg8HtLS0qxmCRODzYaGhqjKMnJznxQfR0qbJ2Lr7Id0LOHz+QgNDQVBENBqtejv74dcLqdC1yZGTms0GlpwPInxgmA0GlFRUQGdTueSiGny+BaLxcrpeabeHVshQ9iqq6vBYrGwePFiqkmNIAhsfmU7OqfJibeXlNgInDxXdtm+ka+PNyJkwfAX8MBkMjGsGUFHrxxD09jn+/p4Y8BFVWkZCdGouOBcqfdYNZjZqVJqfwHP7igFXx9viIR8+HF94S8UgMvlorG1E529CvSrhuw6Vlaq7TOU8fD9fNEt75vy5zERYRAHBqCqrsnK6DVEHICLbfY5lj+24WZcf/Viu8foKkZHR1FSUgKhUIiUlJRpl6QYDAaEQiGEQiGVp0MWHrS2tlJLc2Kx2ObS5pmYavaj1Wqh1WrBZrOpmG1yXyoyMpKamfX396O6uhptbW344osvMDIyYuXmPBvs2LEDb7zxBnp6epCamopt27bh5z//+ayeczweJTi27OGYzWYMDw+jrKwMfn5+yM/Pd1lkAYvFwtDQEM6cOUM5PbvS7qKmpobqCSI/nACw859f4tuT51x2ngABD3KFctILsm5Uj/rmtsselwQGIEQSBK6vD0yXZlztXXKYLRZkJMU4vTEPADJpEGovXn5ue1mYler0Ulp8dMSkxQ8ioQCSoADweX7wYnvBaDJhWDsCed8AVOohdF2ynVmQmYpjP5Q6dO7M5HiHxAYYS2ita7GuhuN4sZGZkoghzQjqm9vR3GG9TJcSG47aJvsq6BZlpeK5R+9xaIyuQKfToaSkBAEBAUhJSbF7dkIub4WGhlJ5OuS+j06nmxW/N2BsRlZVVQWZTIagoCDK721i06lYLKZmZhKJBFVVVfjss89w9uxZlJeX48Ybb8SaNWuwYMECp8dG8vnnn2PTpk3YsWMHli5dip07d+KGG25AbW2tza0jzsIgPCVAAmPLWNP12RiNRhw+fBgsFgtRUVGIi4tzac16eXk55HI5EhMTKadnV9DT04OKigqEhYUhJSWFEhsmk4niqjoUPPKs09VaJARBID0+EpUONAJOhM1iIT87DRqtBhwOByzW2B6X3mDEsHYEg8Ma9E/TqT6RhKhwNDS3OzWmqLAQdPUqHF6S8/XxRmpCDEYNRvj5+oLJZEBvMEI9rEGvog9aG5ytQ8RBGB7RQTNif4l6gIAPBouJgUH7ZkQAsDAzBefHNX5KA0UQCflo61FiZIpijkiZGB09fbDY8TUPChDi8KdvI0Ti2qBDW9HpdCguLkZQUBCSkpJc3pcy3u9tYGDAZX5vIyMjKCkpgUQisTIGnth0Ov6SS86SmEwmNmzYgLS0NCQmJuLrr7/GyMgI9u3b55LXDACLFi1CTk4OZXsDAMnJySgsLMRrr73msvNMh0fNcKaDIAi0trYCAJKSkhAeHu7SYzc0NEChUEAgECAqKsplx21sbERbWxt8fX0RFBREbTQymUwMqIfx0O/ecJnYAMDizGScKalwybGEfD/UNDRiYHBqUWGxmAj0F0Io4IPn5wuOl9el/SriUr7MKFRDQ4gNl41zAnDsAjJWljo262AyGfDn88Hj+cHP1wc+3t7w8mKDxWQBIGCxEDCaTNAbDBjRjWJYO4KhYQ28ORy0dvWiz44qLesxMOHvL0CPg27SURGySQsIZiJYHIjaxlawmCxkpSZAbzCiuqEF8oGpfzd8ri/UwyM2iw2bxUJuehKe/fUGt4mNVqulLtqJiYmz0gQ5G35v5IxsotgA1ns/5ExnsqbT7u5uLF26FBs2bMCGDRtc+prJwotnnnnG6vGVK1fi9OnTLj3XdHiU4Ez14Rq/0Q6AKkN0BeOdnmNiYlwW6Wo2m1FVVQW1Wo1FixahpqYGBoOBEhuCILDxxbfQrZh6Pd5ekqLDrULHnEUmEaGqbvqSYbPZAkW/Cor+qd+3cJkUZeOCyJhMBlhMJlgsFlhMJpissWUGFpMJJoO8uySAS1ZAbDYbbC82YiPC0NDSAZ6fHzTaEQyohzGgHrbrNaUmhqKsZvoN/elYnJPmUEgZACxywO8MGPteRIfJwGAy0dDaiZLqmQWLwQACBH5o75358xUWLEG4TIq65nbctW4lluSk2z1GV6DRaFBSUoKQkBDEx8fPScf9ZH5vSqXSLr83ckYmFosvE5uJkOIzsen05MmTKCsrw/Lly2fldfb19cFsNkMqlVo9LpVKKSfpucCjBGcySIt+DoeD/Px8nDx50mWpnxOdnpVKJfr7HY8kJiGLDsYXB/D5fFy4cAFdXV2QSCT4z6FTOHymxAWvYgwhzw99/f0uSRYFgPzsVJfMlDhebOj1eqvqKPJLZs+yWHiwGCfOlTlsHQOQF3zHK9sSoiMn9R6zhdBgCSpnEO+JyCRBiAyVgevrg6Nny+yKbshKikPZNP1FYzOleBiMJlQ3tKBL0Y+N99yMO9eusGuMroIUm9DQUId63VzBeL+3mJgYm/zeyMKGoKAgh2ZkTCYTZ8+exZ133om3334bjzzyyCy9ujEmjm8mf0dX49GCM5kbsytC2Gbz2Gq1GqWlpQgMDERqaiq1dpuQkICoqCj09fXhyOnz+PP7/3b6NZAQBIGIkCBUONFPMp6k2EiXzZRiwkNQ56DlCwnX1wdmguGU2ESEhjjVb+Pr442RUfsaLUmYTAZ4fjP7nTEYTCTFRiJAIECPsh+tnT0IFAXgXFWdXWKTGhc1pdiIRf4IDvRHW48SpTU/7vOtWb4Ez/3atcs4tjI8PIySkhJEREQgJibGLWOYjJn83vh8PkZGRqgsIEcu3OfPn8fNN9+MLVu24JFHHpm1i39QUBBYLNZlsxmFQnHZrGc28SjBId9sgiDQ1taGixcvXubG7KwoTOf07GwUdG9vL6qqqhAbG4uoqCjqTp6sTPHx8YE3l4c/fbzP6aCx8eRnJuO0i/Zt+H5cqFQql8yUEqLCnBYbAEhNiHXKTseLzYaXFwt6g+NeculJCQ7ZyADAoqx0nJlCwP24vkiKjQKLyUJDSwfqmn4sqpAE+qNL3mfX7yI4SIS2HmubHQaTiazkeFgsBKoamtE3aL0MGRsmxR0rFqC+vp5yRHbUo8xeyBu0qKgom1Ip3cVEv7fBwUGUl5eDzWajr68Pp06domY/tr5/ZWVlKCwsxPPPP4+NGzfO6kyDw+EgNzcXhw4dsgpYO3ToEAoKCmbtvBPxKMEBxvY+amtr0dfXhwULFsDf39/q586kfs7k9OyomI13JMjMzIRYLKY2BZlMppW1zaYtb0PuZHzxeBKiwnC23EX7NgSBuEiZ1X6Lo4iEfPQonX+dCzJTnPZuy8tMttvgcjw5ackOi01iTMRlkQWhUjEiQoOhGRlFXWMbSifZk2GzWPAXCtHQYntVnxebBT+uL3ovfb4kgQGIiwpHY1sXyqeY8YQFi1H07h/hxRyLX6+rq4PBYLDq2HdVUNpEyITfmJgYREZGzso5ZgO9Xo+amhqIxWKkpKTAYrFY+b0ZDAarwoPJ/N6qqqqwbt06PPnkk/if//mfOVnW2rx5MzZs2IC8vDzk5+dj165daG9vn/VlvPF4lODo9XqcOzfWj5Kfnz/pB91RUbDF6dmRY493JCDjpScTGwB48e0PcOyHEqTERUDA46F/UI2LTkRHC3hcDA4OuqzKbXF2qkvychgMBiRBgahzwCNsPKHBYtQ2TO1RZgvRoVKnxCYoIABN7fY1iJL4enOg1elhsQAp8dHwFwjQ1TsWOdA9if3/ePIykvGDnQUG2amJOF95AZnJ8WAyWaisb4KybOpj8Li++OTPLyBYPFaEExgYiMTERGi1WiiVSvT09FAb52KxGGKx2CUd+8CPprXx8fEurTidbUjnA7IZlbStIsWFfP/6+vogl8tRX19P+b0NDQ0hLS0NTU1NWLt2LX7zm9/gueeem7M9lNtvvx39/f146aWX0NPTg7S0NHz99ddzKvYe14dTV1eH6OjoKaekJSUlEIvFdjUqjXd6Tk9Pn7JRVKPR4MyZM7juuutsOq5er0dpaelYlkhWFjgcjpW9xfgP0sdFB/DUH7dfdgwh3w9xkWFgs9jo6FHYPCsgCAJZidFOVVyNJzYiFB1dXS5JF83PyXDanZrFYiI20rm+nQAhH0wmE/3TlHXPRHpSvFWypq0E+guQnZ4M9ZAWDS0ddsVO52Uko7jKvlnm4qyxJuWWrl702vAZYrGY+PTPL2B5fu60/85gMFA9K/39/VTTIrlx7sjSGxmMmJCQMGN4oSdhMBhQXFwMgUCA1NRUm4RivN/bXXfdhe7ublgsFqxYsQIffPABJBLJHIzcc/AowQHGLuLTUV5eDqFQaPN6rz1OzzqdDsePH8eqVatm/DANDQ2htLQUAQEB1IdvfDfx+OcfP1eGOx7/vU0zkUB/PqLCZCAIoLGtG8PayS1nEiOkuNDkXBMlia+PNwKFPHT22G6xPxWpCTGovdji9B7VmGg5t1SYlZrgVKFAfk4GztjoCCCTBCEsRAoGk4keRR+CxYE4b4Pt/0SiwkLQ2zeAURuzi1LjoyEVB+JUSTUMdsSvb/1/j+C+m2+0a2zjl46USiX0ej21dCQWi21aeuvr60NlZSWSkpIgk8nsOr87IcWGz+cjLS3NoVlJQ0MDVqxYgZiYGFgsFpSVlWHBggV4//33kZqaOguj9jw8akkNcF3qpyNOz7aGJ5EiFhMTg+joaMq4jywOGE9DSzseeOY1m5e9+geH0T84NmthMpmIjwpDkL8Ag8NaNLR0wmyxID4yFBdbnLeIAQAQBNLio3DewT2K8fgLeFD0qZwWm7TEWIetX0gWZ6fhBydKoGMiQlEyzV5WZGgIQqRBMJsJtHf3oqdPhZ4+FfXcyrrmKZ87FX5cH5jMlhnFhu/HRURwEAa1oxjUjKBbOWCX2Dx0xzq7xQYY+zyShpMJCQkYGRmBUqmklo78/PyopTeBQHDZRVmpVKKyshIpKSkICXGfIai9kE2TPB7P5pnNRFpbW1FQUIA77rgDb7/9NphMJnp7e3HgwIF5JbzO4nEzHIPBMO0F68KFC2AwGEhKSpry34zfV8nJybHZ6dlkMuG7777D8uXLJ7U2JwgCLS0taGpqQnp6OqRS6ZT7NQDQP6jG9fdvRluXaxqruD7eSE+MhQ97zKWgW9431jHvxBrwwoxknHNR0UFWinMzCmBMtLzYXlA66AQAAJFhwehVDjhclcZmMREkCkDvJQFhMJmIiwyDWOSPUYMRLR3dGBzSTPpcPs8PfD/utAabU5GdljitC0FKfDRgsaChvRtmswUCnh+EfD8qoM8WrvvZAnz8+nMur0IzGo3U0ltfXx+YTKZVz8rAwACqqqqQlpY2p2W4zjJZNIK9dHV1YeXKlVi5ciXeeecdl/ozzjc8boYzEywWC8Zp7uaccXoeP8OZiMViQXV1Nfr7+7Fw4UIIBIJpxUZvMOK+p15xmdiQxxxSD+KHcRk4/gI+wkKk4PO4MJst6FMNob1bbpPtfYRMgqo61/TuLM5Od0l8QXR4mFP7Ul5sNlgs50qgF2SmoX9QDUmQCBrtCHqUKjS2daFxkoC7icSEyVBhZ4MnAOTnpE+6fCfg+yE1PgZd8j6rJVQ2i4WwYDFqG1ttPkdaQjR2vvzkrJQ8e3l5WfWsDA4Ooq+vD01NTaiqqgJBEJDJZE7HfMwlRqMRpaWlTolNT08PbrzxRlxzzTXYsWPHT1psAA8UHFuW1EZHJzdYJMssHXV6JpfEJlaq6fV6lJWNdXrn5+dTxQFTiQ1BEHjilf/DWRcsU40/Zk5yLM5NuKgPDg1jcMi6r4LNYiEmLBiBAWMpg4NDw+iW92N4nNmkF5sNFgMuSfCMjQxDSZXzqaJjouVsxk3ylD0v42GzWAiWBEHkLwTX1wcMxpiJJ9+Pix/KaxwqnsjPSXfI9iY1PhpnJ5R+J8VGQcD3Q8WEmAGS7NR4u/aIMpJi8fHrv4Mf1/lI5plgMpkQiUQQiUTg8/mora2FTCaDTqfDqVOnqKotsVg8pV2MuzEajSgpKYGPj4/DYiOXy7FmzRosXLgQf/vb3+ast8mT8TjBmYmp9nDI1M/4+HinnJ4nlkaTXdD+/v7UZiH588nEBgDe+uBzfHHgqEPnn4r8zGScKS636d+azGY0t3ehud36jjwowB/iQH94sVlgMxlQDWkQIg7E4LDGYeHx9fGGwWh0OlAtKkzmdMVdRnK8ldgE+gsgDhSBz/O7lFMyAjBZGBzSQNGvQmdvHzrHeY2Fy6RoaOlwSGzSE2MdEpugAH/09A3AYrGAx/VFWmIs5P2DqG+ZumE2PzvNpmIGvh8XKQmxMFss+MsLGyGTzq0hZ1dXF+rr65GVlUX5H46v2iovLweAy+xi3A05s/H29kZGRoZDYtPX14e1a9ciLS0NH330kcsiVOY78+5dmCz1s6GhAR0dHS5J/Rw/w1EoFKioqEB0dDRVWUIut031Idx36CT+uPMTp8YwkczEGPzgAieBPtUg+lSDY55iE2YBPhwv+Av48BeMOTB7ebFBEGMx1toRHVTqIfQNDF7mPJyeGOdwUyQJx4tNzTBmwtfH+9I+ie+YcwPHC15ebHixvUAAyE5LxuCQBr3KfvSrtehX21aOzPX1AZPJtCmeYCJBAQI02bDcNhEWk4lAkRAEAcRHRaCyvglnK6afKealJ80oNomxkRDy+aiob0ZTRw/2/vUlxITP7cZ0R0cHLl68iKysLIhEIurxiSmdarUaSqUSzc3NqK6upnJqxGIxuFzunI4ZGBObsrIycDgcZGZmOiQ2KpUKBQUFiIuLwz/+8Q+PEFFPweOKBkwm07TNlz09PWhra8PixYutnJ5zcnJcEs964sQJJCcnQ6PRoLGxEWlpaQgODp52CY2kpLoO63/9rM0lrbYQJQuGQi6HVmd/9spkpCbEoK6pxeFmUZG/ECJ/AXhcLsSBAdBoRwAwwGAABMaCBwiQ/wNqedRCWAACsFwKpCII4tLfLRCLAqAe1oLFZoHJYMJCjAm7wWjCqN4A3egohrU6DGu0k86kWCwmEqKjcMGO/YyJ5KQnORQb4M3xQmiwBM3t9qVpivwFyElLQmuXHE3ttolVcmwkGtu6Jn0PxmYzMZD3q9F6ad8w0F+A3X/5A5Jj5yZci6S9vR1NTU3Izs6+zClkOnQ6HZRKJZVT4+vrS/X8+Pv7z/r+h8lkQmlpKdhsNjIzMx1aAlOr1Vi7di2kUimKiopckhZ8JTHvBEehUKChoQHZ2dmU03NWVpbL7iK+//57eHt7Q6PRUBVu5BLexP6a8XT0KLDq/icczlmZjAABD95MoMdFEQYyqRha3QjUU1RY2UNCdATaunptmpVMx4KsNJyvdM66ZnF2hlN7P/m5jj9/QYZ1KNp0RIUFQyoOgmpIA5FQcNm+zXSEBUswrNVCPWw9Y0uKjQKfz0NlfbPV78Kfz0PR9j8gNT7K5nO4gtbWVrS0tCAnJwdCodDh45hMJsqpua9vzE+OXHoLCgpy+azBFWIzPDyMgoICCAQCfPnll7NmCTSfmXeC09/fj4qKCqrqhXR6dgUGgwHHjx8Hh8PBwoUL4e3tbRWYNpXYDGtGsObBJ3GhyUW9MRjzxYqVSXCh0TlrFxKurw/Egf5o6+yZ+R/PwFgHP8uutM/JSIiJRGtXj1PuBguz0nBukk11W8lIikO1g42qY0uTUy8ncn19kBgbBSaTgeaObqguCX1ceAhaOuU2B6P58/3gx/VF16VSa74fF6mX9npaOi+vghTwuPji7ReRmRRr92tyhubmZrS3t9vVimALBEFgaGgISqUSSqUSWq0WQqGQKjzgcrlOFR6YTCaUlZWByWQiKyvLIbHRarW46aabwGazsX//fpfEVl+JeJzgzBQzXV9fj5aWFqSlpbnUFoPM4zCbzYiLi6Oy0IHpZzZGowlP/nE7PvvyoMuqbQiCwILUeJx3onFxIlkp8U73yAAAm81CqFTidLm3KEAIFpsN5TTBbTORGBOJlg7HBUsmCcKIXn/ZrMGmc8dGoqm167Ly89Dgccacze2XLX/FhsvQrei3ednVi81CbGQY6prappzNjIfH9cW//+/3yE1NsPs1OQrZZN3R0YHc3Fzw+fxZPd/o6KjV0pu3t7fDEdFms5lqo3BUbHQ6HW655RaYTCZ8/fXXs/765zPzpmiAdHru7e0Fk8l0qdgolUpUVFQgMjISarWa2q8Bpi4OAMY+rBtf/BN2f3MUAUI+4iLDwWAy0dLZgz4n7v6XZCXj9Plyh58/kbFyXedNOQEgOzXZaVcCNovltLmnKECIgcFhh8XGm+MFLtfXoahokb8AA6ohmMxmsFgsJMdFgs/joVOuREePAl1TeJlJgwIwpBmxa48vLy0JBIOB6Mhw1M1g9Mr19cE/33x+zsWmsbER3d3dyMvLc8k+6kz4+PggPDwc4eHhMJvN1NJbdXU1LBaLldP1ZA3cJGazmQpWc1RsRkdHceedd0Kn0+Hbb7+lxWYG5sUMZ7zTc0pKCs6ePWuT39lMjM/dSU1NRUhICBVlHRoaColEMuU6LEEQ+J9X/g+f7Dkw6c+DgwIQGSqDzmBEQ2uHzXsdWUmxKKt0Xf/OwswUp6vISFzhbwYAi3LSHYpaJnFFkcDCzFScd6B3iMlkICc1GQwWExaLBXUtHdCOzFzQweP6QiwKQKuNS5oyiQjSQBFqW7ttq97z5uCzN5/Hkuy58+QiK0Tlcjlyc3PdvoxEEASGh4eppTeNRgOBQEAtvfn5+VlFhZSXl8NisSAnJ8chsdHr9fjFL34BuVyOQ4cOXRZ3QnM5Hic4FovFyklgotMzQRA4fPgwVqxY4VRtu8ViQW1tLRQKBbXBaTabodfrIZfLoVQqMTg4CD6fT2Wek18ogiDwwps7sfOzPTady5vjhYSYSPD8uFD0DaKpo2tSsYwJC0F3d7dLmjGBseTO5vYuu3y2piIjKR7VDc1OB7Mtyk53uiHW6SKBnHS7rP9F/gJEhcng5cUGh8PByWL7ZossJhMpcVGoniFqgezD6e0fhDQwAGdtbOz04XDwyZ+exVV5GXaNyxkIgkB9fT2USiVyc3PdUsI8E6Ojo1ZO1xwOB2KxGCKRCO3t7SAIAtnZ2Q5dR4xGI+655x60trbiyJEjVJ8RzfR4tOBM5vRssVhw8OBBLFu2zOGSQ4PBgPLychiNRuTk5ExZHGAwGKBUKqFQKKgyTYlEgn/sP4Ltn+x2+DUGBggRExEGBgNo6ujBwOAQREI+2ITZZeFskiARTCYTBpyw5icJC5ZCrdFgWDO5c7WtRIRI0KUcgNkJ0VqYmYZzTgSyJcdF42Jbx7Rl4WEh0ktNkgx0K/rR2TvmVZafnYYzDszMFmWk4Nw0lWxxkWEQBfijsqEFo3oD8rNTcKbMttfI8WLj463PYPnibLvH5SgEQeDChQsYGBhAbm7upNlSnobZbKYaTnt6eqiqN4lEgqCgILuuJSaTCb/85S9RV1eHI0eO/OQiBpzBI/dwpnN6JgXBZDI5JDgajQalpaXg8XjIzs62chaYWInG4XAQGhqK0NBQqkzz7Y8+x65/f+XU6+tXqa0qvJJioyAVCTGi08GP64u2rh6nQtV8vDng+3HR1OZ8vLMf1xdMFtNpsZEEiaAZNTglNokxkU4VPgSJ/KEYUFm9t6QxZ2CAEAajCa1dveiU96FzgvlmXnqSQ2KzJDsNZyapZOP6eCNCJsGokUBjpxzoHIuGyM+yXWyiZGLcfu1C+HMIdHR02BwR4AwEQaCmpgZqtRp5eXnzpvSXxWIhMDAQnZ2d4PF4SExMxMDAALq6ulBbW2u19Mbj8aZcrjebzXjkkUdQU1ODo0eP0mJjJx4nOGazGZWVlVCpVFi0aNGk5ZUT3QZspa+vD+Xl5QgPD0d8fDwVKwBMXxxAnvOr4+ecFpuJeLHZYDMIHDtz3uqx2MhQBPoLwWQyMaQdQXtX76Umy5kgkJoQ4xJvM4CB+KgIp6vbvDleEPD5aHRCAAP9BRhQaxwuEmCzWAgS+aOtsxdpibHg8/ygGdGhqa0LFy/9mYqUuChUOhDCNuYKYC02iTER8GKz0dDeg7o260q//KwUnJmhxJvr64P1K36GDQXXISs5looI6O3tRX19/aykc5JYLBbU1NRgeHgYeXl586qp0WKxoKKiAgaDATk5OfDy8oK/vz9iYmKg1+uppbfW1law2Wyq6k0kElH7O2azGRs3bsT58+dx7NgxmyJPaKzxuCW1wcFBVFdXIyMjY8oP9LFjx5CZmWnXJl1bWxsaGhqQkpICmUxGic10/TXj+dd/D2Hji3+y+Xy2wGQykJkQg9Jq28RBJhUjWBIEHw4Ho3o9uhX96FX0WY1/SW4GTrvABmfsWJk4XeJ8dduCrFSbmyMnw5EiAY4XG8GSQAQIBfD19gb3UmRAU3u3TU7aJBEyKQaHNRiyc4aXEheFxtYxV4CxvZk4yAcm75sBZhabzKRY/GLdCqy/7mfg+02+X0KmcyqVSvT398PLy4uyiRGJRE71q1ksFlRVVWFkZIRahp4vWCwWVFZWQq/XU2Iz3b9VqVRU4YHBYMBHH32EzMxM1NbW4ty5czh69OicxjJfSXic4BAEAb1eP60InDx5EklJSTb5plksFtTV1aG3t5ey2rDFpmY8X353Eg8++6rTG+bjIQgCC9ITne61EfJ5CJcFQ8Dzg6+PD+R9A1APDUM5MOCUC0BeRgqKnRAJkvxc21MzpyIlNgq1E9JNmSwmgoMCEegvBJfrMxZbYTJhWDuCfpXaqix9SU4GTjswBpG/AN4cDnqU/XY9L0ImwaBagxCpGP4CAbU3MxWLs1ImdYTmcX1x08qf4xfrVtjdxDnxwmk0GhEYGEjduU9XLjzZsSorKzE6OoqcnBy7nutuSKHU6XTIzc21y6GArHr74x//iE8//RT9/f1IS0vDzTffjDVr1iAnJ+cnHzdgLx63pAZgRhGY6Og8FUajEeXl5dDr9Vi8eDF8fHzsFpuDJ8/i4edec7nYLM5MwQ+lzs9E1MMaqOsbkZ4Uj+LKC1aNhkI+H4EBQvB5fvD15oAAMDw0BIPJBKPZgn6VetJluriocFTV2b+ENJGMpHi77FtIfLw54Plx4efriwhZMIa1I8hIioVer8eowYiRUQMGhobR0zcwYx/NgowUh8TG15sDkb8QjW2ddj1PJOQjJjwcHZw+NLT1AJi+DHpxZvJlYpOdEo8NBStQeO1Sh+MExqdzJiYmQqPRQKFQoL29HbW1tVad+tOVM5vNZlRUVMBoNNp9wXY3zogNMHYdIvdzvL29cebMGVy8eBH79+/HW2+9hWPHjiE7e/aKNU6cOIE33ngDJSUl6OnpwZ49e1BYWEj9nCAI/OEPf8CuXbuoLYi//vWvHh1X7XEzHGCsvn06zp07R23mT4VWq0VJSQn8/PyQkZFhJVLTOQeM5/vz5bjjt8877Rc2kaTIEJfa4CRER6JLrsSIA07Hfr6+CBQJIeTz4OvjDW8OB0wWC3qDcczuhTLZJGCxELBYzLBYCJjJ/zebYTaPLU+azGaYzWYYTWYIeFywLn3BfTgccLw58GKNmXOCwYCFsMBsHjPo1BsMGNHpodXpoNGOUPs0aYmxqGtqs2sJbDxjz2+3+/kMBgMZSXE2B6lFhgZDJpXAZDajf1CDFht7bRZnJuOHS+7QfD8ubr3+Kvxi3XWz7n9GduorlUoMDAyAy+VSS2/+/v6X9aqYzWZkZ2fPO7Gprq6GVqtFbm6uQ7MygiDw8ssv46OPPsLRo0eRnJxM/cxgMMDLy2tWs3wOHDiAU6dOIScnBzfffPNlgrN161a88sor+Oijj5CQkIAtW7bgxIkTqK+v99gG1HkpOCUlJRCLxYiImNwFt7+/H+Xl5QgNDUVCQgIsFgvllWWr2JyvrMUtjz7r0EV8OvKzUnDaxlwbW4gMk0E9pIF62HlDTj7PD0Eikc0XzKnwF/AhsDP6eCKxEaHo7RtwKC4AAGIiQiHvUzn0/EVZqdPOzLw5XkiOjYaPrzfauxXoUQ5AyPNDYIAQzR22vXeLMpNwtqIOC9IT8Yt1K7B2+RL4+c59xRdZfUlaxQCgsmk6O8dmd472qrgLV4nN1q1b8c477+DIkSNIT0+fhZHaDoPBsBIc0kty06ZNePrppwGMXTelUim2bt2Khx9+2I2jnRqP/BTZkvo51ZJae3s76uvrkZycjNDQULuX0ACguLIWb7z7d0SFBqO+ud2pUt7xLMxIcqnYhEiCoBvVu0RsvDleCA0JRp2TMy9fbw6k4kA0tLTP/I+nQCYJgmpY47DY+PP90K9SO/T8qaKeZZJARITKoNMbUNfcgYpxTZwCnh+CAoRoslFsfp6bjsSYcGx98uE5jw6YCJvNtsqnGRwchFwuR21tLWUT09PTMycl166ALNvWaDTIy8tzWGzeeustbN++HYcPH3a72ExGS0sLent7sXLlSuoxb29vXH311Th9+jQtOK6EzWZfZn9jsVhQX1+P7u5u5ObmIiAgwCGx+e77s3jgyZcwcinG2tebg1CZFAH+/uhS9KPbwaiA3LSEy+KhnSHQXwg2i41epeOzCBImk4nkhDiU11506jgsFhMJsZGodGL/x5/PA5PFwoCdG/UkfJ4fhAIB2rrldj93fLgZi8VCSlwUeH5+6Fb0o71HgZ7+ocueI+D5QSzyR5MNeTiLM5Nx99prsXb5Evj6eF6VF7ln0dDQgICAAMTFxWFgYOCykmuJRDJtr4q7IMVmeHjYqZnN9u3b8ec//xnffvvtrO7ROENv71i1o1QqtXpcKpWirc11y/WuZl4KzsQZjtFoREVFBUZHR5Gfn+9QcQAAfPHVd9j4v6/DZPrx2Dq9AY1tXcClPo2wYAnCZFKMGkyob26DzgYjxsykOJRXXXDIAn8yeFxfBPgL0WTnhvZU5GY4V7ZMHSct2SF/MhIfDgcSsQgN08QrT4cXm4XwEClqHfBYS4mLRreiH4uyUmEyE6hv6UB14/SzND6PC4nIH43TiE2AgIfbbrgGvyi4DglRrjOcnQ0MBgMVrUymXQoEAkRFRVmVXLe1tcHLy4sqOrDXoXk2IAgCtbW1VEOqI2XbBEFg165dePXVV3HgwAEsXLhwFkbqWiZe2wiC8LgbgfF4pODYsqRG2t+MjIygpKQEvr6+WLhwoVVTqD1i8+6nu/HCn3bM+O86exWU1YkXm4202Ejw+TzIB1RobusCJpwvJS4KFy42OrzxPREvNgsiocBlYpOfm+V02fLYcZzzN2MyGUiMi0TFBds26icjIzkBJdX1Nv97HtcHoVIxAgP8IVcNoadfjZ5+26yA+H6+kAaKxm5GJmFJTio2rLsON169CD7enl9GbDAYUFJSAi6Xi/T09MsEhMPhQCaTUT1spE1MTU0NTCYTVXQwG+FoM0GKzeDgIHJzcx0Wm48++gj/+7//i/3792PJkiWzMFLXQTad9vb2IiQkhHpcoVBcNuvxJDxScGaCxWJBp9NhYGAAZWVlkMlkSEgYs2S3txKNIAhs+cv7ePuDf9o9DqPJhOqGH5ePRP5CxEaGAWCgsb0LQQFCtLZ1QO+iyGkWi4nUxHhUuCDXBgDy87JwptQVYpPulNgAY30/znikje29TG89EyELRogkCGAw0K0cQGevEqMmCyovtkKrs90wle/ni+CgwMvcCfhcH6xfsRSP3FWI2AiZQ6/DHej1epSUlIDH4yEtLW3G2QqTyaTs/5OSkiiH5ra2NtTU1MDf358Sn9l2kCZ93VQqlcNWOwRB4B//+AeeeeYZ7Nu3D1ddddUsjNS1REdHIzg4GIcOHaKW/cgAya1bt7p5dFMzbwWHDExLTEykcjEsFgsYDIbN03uTyYz/2fImPtv7jUvGNTCopswyE2OjACYTqckJYDEZUA8Po72zx0Z7msnJSUtBsZNxzCQLs9NdIjYLMlPwwwwX+pnIz5ncb8xWFk/iV8Zms8dMMf0F0BmMaO2So0MxgA7Fj307cREyKAfUdokNj+uLYHEQLrb+OMNclJGIRUmR2HDzjYgID3f4dbiD0dFRlJSUQCgUIjU11e7lGAaDAYFAAIFAgNjYWKuS64sXL4LL5VJLb0Kh0KXLPQRBoK6uDgMDA06JzX/+8x9s3rwZX3zxBZYvX+6y8TmLRqNBY+OPM/6WlhaUl5dDJBIhIiICmzZtwquvvor4+HjEx8fj1VdfBZfLxV133eXGUU+PR5ZFTxczTRAEiouLqQ+ZSCRyaL9GN6rHw89swYFjp105dABAelI8mjp7Ji2pDpWKESwWgePFhnZEh87uHpuimvNzMvGDi4oOstOSUFHnfNRARlI8LjS1OrVcuDBzeiflmchJS0JZ7UXweVzEhIeCy/XF4JAWTR0908YyxEXIoBgYtMuyhuvjjbBgMRpax2avd65ZjmsXpEE3NICMjAwEBQU5/DrcgU6nQ0lJCQICApCSkuLytf/JSq5J8RGJRE6VWpNi09/f75Rj9Z49e/DQQw/h888/x5o1axwez2xw7NgxLFu27LLH7733Xnz00UdU4+fOnTutGj/T0tLcMFrbmFeCYzKZUFFRgaGhIXh5eWHp0qUOiY16SINfbHoeP7ggTGwiOekpqGpovixaeDoCA4QIk4rB9fWBXq9Hj1yJbvmP1WdL8rJwxgWeZgCQEBOJ1m4FDE42syZER6BTrnQquycrOR6V9U2w2PERZLPZCBYHIkDIh79AAKPZgt4+lV1VaXGRoVD0q+wSG19vDoL8BQgQ+KFw2SKsXb4URqMB7e3tyMrKmnfhW+TeJ7ksNtsbzWTJNTn7GR0dhUgkopbe7JmdjM/iycvLc1hs9u/fj/vvvx+ffvop1q9f79AxaOxj3gjOyMgIVUETGhqK5uZmLF68mKrKsPUL06vsxx2PPYOahmaXj3tRTjrOV9W7xAaH58dFhEyKUKkEGu0I9AYDNFotBgbV6B8YdKjiLTxECuXgsF0Rx5MRFizBiF4PlXrY4WMkREegpbPnMmHmeHkhWBwIfyEfvj4+YLGYMJrM0IyMon9QDeXA2GwwNS4KzV1yuwXPEbEJD5Hg/ptuwOprFkHE50KhUKCrqwsGgwECgQAymWze9KkAP7pwSKVSJCQkuKWqSavVUuKjVqvB5/NtigcgU0YVCoVTYvPNN99gw4YN+OCDD3D77bc781Jo7MAjBWdizLRKpUJpaSlCQkKQmJiIoaEhnD9/HsHBwZBIJAgMDLRp36a5vQu3/fpptHU510k/Gfl5mU7tQ0zGkrzJK8jYLBb8+X7g+nAQGOAPH28OLBYLDHoDhjRaDKgGLwteCw2WQGcwYWDw8l4SewgU+cOb44Uehf19MlxfH/D9uAgQCABY4O3tDa6fH4wmM4ZHdOhTqW0aX1p8NBo7euwWzrjIMfeB4Rn20ThebORnpWJ5fg5W5OcgNkJGXQDJu2uFQoGUlBTqwkmmw5J9KuPjjD0Jcu9TJpMhLi7OI8Y4mcv1ZCXXBEHg4sWL6O3tRV5ensMpo0eOHMEdd9yBd999F3fffbdHvAc/FTxecMiApISEBERERMBsNltNzxUKBUwmE/VFDwwMnDSfXDOiw/pf/Q/Ka20vm7WV/CmEwalj5mZM6iBsKxwvNsQif/gLeBAJBCAYDFjMFhAAQBAAAyAsBEymMS8zo8EAo8l0qeiCBSaTCQthgclkHvtjNgMgIAuWYmhYA443B95eXmCz2WAyWWAwAAKA2Tz2HL3RCL3BiBHdKLS6UWhGRmGxWBAeHAS1Roshrc6h15WWEIOLbV12+9vFR4aidxqxCZMG4doluVi+OBs/z02f1DSTjCUny2/H312TF02FQoH+/n54e3tTn8nx/mTuZHh4GCUlJQgLC6MSdD0Ns9ls5XJNllwHBQVhaGiImtk4KjYnTpzArbfeiv/7v//D/fff75HvwZWMxwqO0WhEQ0MDOjo6kJWVhcDAQEpsxi+hEQRBfRDlcjkMBoNVdOz4jUmLxYIjJ0/j68Mn0dQpR3FV3bQbyzPCYGBRdrpDjshTHpLJxMLMVKc20scTGiyG2Qyno6v5PC5CxEFoaHW8/yciRIIB9RA0DlrWZCTGoq6l0+7f2WRi48VmY1FmMq7Nz8a1+blIiAqb9uJDOg+T/lzT9XqYzWZqs1ypVAL4cbN8qhui2WZoaAilpaWIiIhATEzMnJ/fEch4gIlLmMHBwRCLxXaLzunTp3HTTTfh9ddfx8MPP0yLjRvwSMEhm9A0Gg1ycnLg5+c3qdhMhCAIyoZdLpdDp9NBJBJBKpUiMDAQFy9exMDAALKzs8Hn86HV6XC6uBJHTp/HkVPn0Nw+derjRNgsNjLTEu1qNLTpmKkJKK1xTZ9NVGgItDq9VTaMI/j5ekPI56FbqXL4GBEhEvSr7StBHk9mchwuNLXbnfgZHxmKHuUANCM6yCSBWL44B9fm5+CqvAzw/Gxb/yddk00mE7Kzs+2yTJk4G9fr9QgMDKRuiOYiW0atVqO0tBTR0dGIioqa9fO5EoIg0NTUhK6uLqSnp1NLmKTLta0l1+fPn0dBQQFefvll/OY3v6HFxk14pOB0dXWhubkZmZmZ8PLygsVisbsSDRjbmFQoFOjt7YVGowGLxUJMTAxkMtmkX/SWjm4cPX0eR06fx8lzZVM6Rft6eyMuNgpVDsQOT4UPh4PEuGiHoownIy4yDH2qYaeNPUX+AvD9/BzyJiOJDJVAOTCIkVHHihUyk+NQ29gGo8m+8uuEqDCEh0iwJHtsPyY5JsLuC43RaERZWRmYTCaysrKcLuUlP5NKpRLDw8MQCoWQSCQO3bHbwuDgIMrKyhAbGzulu7on09TUhM7OTuTm5oLH41GPT1dyPXEWWVZWhjVr1uD555/H5s2babFxIx4pOBaLBXq9/lIGy1jFlz2VaOPRarUoKysDl8tFQEAAlEolhoaG4O/vD4lEAolEMml1kd5gwLnyGhw5dQ5HTp9H7cUxd2ABn4eQYAnqmx13Q54Ij+uLiDCZyzJykmIi0SXvh2bEsX0SEklgADgcDjp7lQ4fIzpUip6+AYw6WIadnRKPqgbben24vj7ISYnHwowkLEhPRE5qAvz5vBmfNxV6vR6lpaXw8fGhMpVcycRcGj8/P2rfh8/nO31hVKlUKCsrQ3x8PMLnWUMqADQ3N6O9vR15eXlWYjMRi8UCtVptVXJdU1MDo9GItLQ0/OpXv8KTTz6JZ555hhYbN+ORgmMymTA6+uPswlFjwIGBAVRUVCAsLMyqImd0dBQKhQIKhQKDg4MQCASQSCSQSqVTlll2y5U4eqYY9c3tOH62DPUtbTCbnS9/DhAIEBgYgCY7lvOmIz0hFk0dPU71xwBj0QcA0KN0fO8nOlSC7j6VwwF22SkJqGpomVJsQqVBWJA+Ji4LM5KQEhsFNts1oqDT6VBaWgqBQIDU1NRZN6c0Go3o7++HQqFAX18f2Gw2NfNxxByzv78fFRUVSExMnDao0FNpaWlBW1vbjGIzGVqtFp988gneffddXLx4ETKZDI888ggKCgqQnp5Oi44b8UjBuffee9HU1ITCwkKsW7cOoaGhdn9IOjs7UV9fj6SkpGm/cAaDgRKfgYEB8Hg8Snym84HSjepxobEFlXWN1J8Lja12bWhLAkXw5fqi3YnlqvFkJcc7tM8xkfAQKUYNRigHBh0+RkRwIHr71TDY0QA7ntzURJTXN1GizmIxkRYfjby0xEszmCSESmens1+r1aK0tHTOmiInMt4cU6lUwmw2W5ljzrSs19fXh8rKSiQlJUEmmz+ebiSk2OTm5jqcXFlfX48bbrgBt912G3JycvDf//4X3377Le677z5s377dxSOeHpPJhBdffBH/+Mc/KLPN++67D88//7zbXbbnGo8UnM7OTnzxxRcoKirC6dOnkZeXh4KCAhQUFCAyMnLaCwBZq9/d3Y2MjAyIRCKbz2s0GqnN3f7+fvj6+lLiY0v+h8FoRH1zOyrrGlFx4SKq6hpR09AM3SQJpqHBYljAQK8TM4jx5KYlobKu2WlX6qiwEAxpdU7168SESdApH3BcbNIS0dzZi+zkOCxIT8LCjCRkJ8dNWqrsaoaHh1FaWuoxfSpkFSb5uRwZGYFIJKJmPxOr5ZRKJSorK5Gamko5Cs8nWltb0dra6pTYNDU14frrr8cdd9yBN954g7qoj46OYnBwcM7fl1deeQVvvfUWPv74Y6SmpqK4uBj3338/tmzZgscff3xOx+JuPFJwSAiCQE9PD/bs2YOioiKcOHECGRkZlPhMvCCYzWaqdDUrK8spp1qTyUT1VfT19YHD4UAqlUIikUAgENh8ITKZzGhs67CaCamHtVAMqNE/6Fz1GMnCzFQUV9U7nbcTGyFD3+Aw1MNax48RJkWbvM8qU2gqvDleCA+WIDQ4aCxnKFiMsGAx0uNjkBgTPud3f+QGe1RUFKKjo+f03LYysUNfIBBQm+UajQY1NTVIS0vzaIv6qWhra0NzczNyc3MhEAgcOkZraytuuOEGrF27Fm+//bZHzCDWrFkDqVSK999/n3rs5ptvBpfLxSeffOLGkc09Hi044yEIAn19fZT4HDlyBElJSZT4+Pj44JFHHsFTTz2Fa665xqWZHGRfBVldxGKxqJmPI019BEFgSKNFZ68SXb1KdMoVaOvsQXVdA1TDI1ANa9Gr7Ldpj2hxdhrOljvfs5MQHY4e5cxd+NMRGyZFW28fNcsKEPARKg1CWIgYYcEShAeLERwkgp83GxwmAZNe5zENkuSex3zaYDcYDFYzcoIgIJFIEBkZ6XJn5tmmvb0dTU1NTolNZ2cnVq1ahZUrV+Kdd97xCLEBgD/+8Y949913cfDgQSQkJKCiogIrV67Etm3bcOedd7p7eHPKvBGc8RAEAZVKhS+//BK7d+/Gt99+C4vFgtjYWOzatQu5ubmz9mEj19fJfR8GgwGxWAypVOpw8uHg4CDKy8sRGhpKzdpMJjPk/QOXREmBzl4luhV91N+75Eokx0Y75UZAkhIXhbZuBbTTNGR6c7zA9+Ne+uMLPs8PfD9fCHh+YDMZGB3RICEmCukpCWOzFal4xj4Xs9lMvZdKpZJ6LyUSCUQi0ZxdMBQKBaqqqpCSkmIVZjVf6O7uxoULFxAZGYnR0VH09fVR7yXpzOyOZlNbIcUmJycHQqHQoWP09PTg+uuvx89//nP87W9/86jXSxAEnnvuOWzdupVKK37llVfw7LPPuntoc868FJzx7N27Fxs2bMDq1auh1+tx8OBBhISEoKCgAIWFhcjOzp5V8RkcHKQaTQmCsLLYseW8crkcNTU1Dt1ZWywW6A1jFjIGoxGjegMMRiP0eiNGDT/+fcxmxjDp341GE3x9feDn6wO+ny94flwILgmLgMcF79LfvTmTzxh7e3tRU1Pj9MV6/Hs53tKEfC+d6X+Zju7ubtTV1SEtLQ0SiWRWzjGbdHV1ob6+HpmZmQgMDATw43tJzn6MRiMCAwMpAZrrRM7p6OjoQGNjo1NiI5fLccMNNyAvLw8ff/yxR4kNAPzrX//CU089hTfeeAOpqakoLy/Hpk2b8Oabb+Lee+919/DmlHktOBUVFfjZz36Gv//975S9uEajwddff43du3fjwIEDEIlEWLduHQoLC7FgwYJZ+zASBAG1Wg25XE59yUnxCQoKmvS8bW1taGpqQnp6OsRi8ayMazZpb29HY2Ojy7NgJm6Uk44R5Ea5q7rzyfGPv1jPJzo6OnDx4kVkZ2dPGY8w3n1DqVRCo9FQPWhisdhht2VX0NnZiYaGBuTk5MDf39+hY/T19eHGG29ESkoKPvvss1m7MXGG8PBwPPPMM3jssceox7Zs2YJPP/0UdXV1bhzZ3DOvBQcY+9JNNTMYGRnBt99+i927d+Orr76Cn58f1q5di8LCQuTn58/ah5P0gCLFZ3R0lLpbF4vFYLFYaGhoQG9vL7Kyshy+s3MXBEGgsbERXV1dyM7OnvXxk935CoUCw8PDMzbtzgRBEFTpbXZ2tsMXO3dCLkPZO36dTkcVHahUKvB4POrGyJZKTFdBis10YjkTAwMDWL16NWJiYvD555/PiU2QIwQGBmLLli349a9/TT322muv4cMPP0RDg2tsrOYL815wbGV0dBTfffcdioqKsG/fPrDZbKxduxbr16/Hz372s1lbZiDtTEjx0Wq11Lmys7Md3iB1FxaLBRcuXMDAwADlczeXTGza5fP5lJDb0iBIls339PQgJyfH4dJbd9La2oqWlhanlqGAsTaA8Q7XZCwAWcAxW0vR5DKgM2IzODiItWvXIjg4GEVFRdOaqbqb++67D9999x127tyJ1NRUlJWV4aGHHsIvf/lLbN261d3Dm1N+MoIzHqPRiKNHj2L37t3Yu3cvzGYzVq9ejcLCQlxzzTWz9uElTUlNJhO8vLyg0WgQEBBA3a178pcGGNvkr6ysxOjoKLKzs90eODYxEsDX15e6YE5Wuk4QBC5cuID+/n63iKUrIO1ecnJyXHqzQhZwkLMfi8Vi5U3mqtUAcs8sKyvLrh658QwNDaGwsBACgQBffvml2z+HMzE8PIwXXngBe/bsgUKhgEwmw5133onf//73Hjsrmy1+koIzHpPJhO+//x7/+c9/sHfvXmi1WqxevRoFBQW49tprXbbGTSaWklYpLBYLOp2OultXq9UQCoWQSqVuX1ufDKPRiPLycgBAVlaWR208Az+aOZJ9U2TpOnm3DgDV1dUYHh5Gbm6ux1+kJjLeNXm2Z2bkfiQpPuQeGilAjt4Y9fT04MKFC06JjUajwU033QQOh4P9+/fPiuEpzezxkxec8ZjNZpw5cwZffPEF9uzZA5VKheuvvx4FBQVYuXKlw3fEZNmzTCZDfHz8pOvker2eEh+VSkUtFUmlUrd/qUZHR1FaWgoul4v09HSPqwKayPjSdaVSCYIgwGQywWQyLwtOmw+Qe2bd3d2XuSbPBWSzqUKhwNDQEOU9KBaLbf5OkGLjTIHGyMgIbrnlFlgsFnz99ddz/j7QOA8tOFNgsVhw/vx5Snx6enqwcuVKFBQU4IYbbrD5DlOhUKC6utqusueJDX1+fn5W/m5z2dCn0WhQVlaGwMBAJCUleUwzna0YjUaUlJTAYDCAwWBQJcJk9aCnzdQmQhAEGhoaIJfLkZub6/ZlQL1eb+VwTS5jTpdJ09vbi9raWqfEZnR0FLfffjs0Gg2+/fbbebf3STMGLTg2YLFYUF5eTolPa2srrr32WhQUFGD16tVTftHIsltnejzGb+z29fXBx8eHsthxhYX9dJAzM0+OJJ4Og8GAsrIyeHl5ITMzE0wmkyoRJgs4pvMlczcEQaCurg59fX3Izc11+0x3IuMzaZRKJZhM5mWNu3K5HNXV1cjMzHS4dF6v1+Puu++GUqnEwYMHHS40oHE/tODYCUEQqKmpocxF6+rqsGzZMhQWFmL16tUIDAyExWLBhx9+iLi4OJeWDZvNZvT19UEul1P+buQ+hautTJRKJaqqqhAXFzcvg7vIZUA/Pz+kp6dPOjMbGRmhxGdoaAhCoZC6YLr74k4QBGpra6FSqebFMqDFYoFKpaLEx2g0gsfjYWhoCKmpqQ43BRuNRtxzzz1oa2vD4cOH52W/FM2P0ILjBORyx+7du7F7925UVlZiyZIl6O3txfDwME6dOjVrJopkVZFcLrfyd5NIJAgICHBKfEirlPnqOEwWaAQEBCA5OdmmZUByqYiMqSCXMee6PwX48aZGrVbP2wKHtrY2XLx4ET4+PtDr9QgICKDE3NbXYzKZ8Mtf/hJ1dXU4evTovGyOprGGFhwXQRAEiouLceutt6Kvrw86nQ5Lly7FunXrUFBQAJlMNmsXLfLukhQf0sTREU+y1tZWKt57Pt5NajQalJSUIDg4GAkJCQ695xOXMb29vWdtJjkRi8WC6upqaDQa5Obmetwyny2QEQnp6emQSCRUsynZO0VmTpG9U5O9n2azGQ8//DDKyspw9OjReXnjQ3M5tOC4iJaWFqxatQoZGRn4+9//jr6+PuzevRtFRUU4c+YMFixYQFnsREREzNpFizQ2JZeKzGazlb/bVBVm4xsi52NDKgCo1WqUlZUhPDwcMTExLnmPxzuFjzfFnA2DUYvFgqqqKoyMjCA3N3de9miQYjNVRALZO6VUKikxJ4sOyGZTs9mMjRs34tSpUzh27Ni8TCylmRxacFxEd3c33n//ffzud7+zuggRBIHu7m4qVuHkyZPIyMhAYWEhCgoKZnUznvQkI10ODAYDZbEzPjnSYrGgtrYWg4ODyMnJcfv+hSOQceIxMTGIjIyclXOMNxglxXz8++lMubjFYkFFRQX0ej1ycnLmpdj09fWhoqLC5jyeiW7hL7/8MkQiEbRaLVpbW3H8+PFZ+13SuAdacOYQgiCgUCiwd+9eFBUV4ejRo0hKSqLEZzbjjEkTR1J8dDodAgMDERQUhN7eXphMJmRnZ8/bJZyqqiokJibO2d0wKeak+IyOjlLl1vY6MpvNZlRUVMBoNCInJ8fjS7Ung4y1TklJcWj5iyAIHDp0CM8++ywuXrwINpuNVatWoaCgAOvWrXOpOaytdHV14emnn8aBAweg0+mQkJCA999/H7m5uXM+lisFWnDcBLn0tW/fPuzevRvfffcdYmJiqFiF1NTUWe150Wg06OnpQXt7OywWC0QiEVVuPZ/ursl4BHenXI4vtx5vWSQWi6fdJDebzSgvL4fFYkF2drZHuh3PBBle56jYAGMzvOeffx7/+c9/cPToUZhMJuzbtw979+7FQw89hAceeMDFo54elUqF7OxsLFu2DL/+9a8hkUjQ1NSEqKgoxMbGzulYriRowfEQ1Go1/vvf/1KBcqGhoZT4ZGVluVx8dDodSktLwePxEBsbS22SDw0Nwd/fn7LY8eQKKdJx2NXxCM4ycZOcdI2QSCRWjZsmkwllZWVgMBjIysqal2IzMDCA8vJyJCcnO1z6TBAEXnrpJXz88cc4duwYkpKSLvv5XPeAPfPMMzh16hROnjw5p+e90qEFxwMZHh62yvQJCgqinK0XLFjgtPgMDw+jrKwMYrH4smU80o1ZLpdDrVZDIBBQMx9P6gUhHZOzsrI8uhFwomsEl8ulCg7IpaOsrCyPtwuaDFJskpKSIJPJHDoGQRBUBPPRo0eRlpbm4lE6RkpKClatWoXOzk4cP34coaGhePTRR/Hggw+6e2jzGlpwPJyRkRF88803VKYPj8ejqt3y8/PtvlCpVCqUl5cjMjIS0dHR0945kr0pcrmcyk4hxcddFiukiWVnZ6fLHZNnG5PJRDXuKhQKMJlMyGQyKp58Pjk5qFQqlJWVOS02b731Ft566y0cPnwYWVlZrh2kE5Az+82bN+PWW2/FuXPnsGnTJuzcuRP33HOPm0c3f6EFZx4xOjqKQ4cOUZk+HA6HmvksXbp0xs1m0tctISEBYWFhdp3baDRS4jPe320uGyMJgkB9fT0UCgVycnLmpXmjwWBAaWkpvL29ERoaSi1lArAqt/bkGQ8pNs4UaRAEge3bt2Pr1q349ttvsWDBAheP0jk4HA7y8vJw+vRp6rHf/va3OH/+PM6cOePGkc1vaMGZpxgMBqtMH4vFgjVr1lCZPhM3/sn9Dmd83UjG36mT/m6k+EyWQ+MKxpduzwerl8kg85BI121yaZQgCKtya6PROGn5uicwODiI0tJSh25aSAiCwK5du/CHP/wBBw4cQH5+votH6TyRkZG47rrr8N5771GPvfPOO9iyZQu6urrcOLL5DS04VwAmkwknT56kMn10Oh2V6bNs2TK89NJLMJlM+N3vfufy/Q6yMZIUHzabbZVD4wrxsVgsqKyshE6nQ05Ozrws3dbr9SgpKQGfz5+2ApGMJyd7U8YbjLq7gnBwcBBlZWWIi4uz2fl8IgRB4KOPPsKzzz6L/fv346qrrnLxKF3DXXfdhY6ODquigSeeeAJnz561mvXQ2ActOFcYZrMZp0+fppyte3t7wWAw8Nxzz+Gxxx6b1aZOi8VCdeUrlUowGAwrfzdHih3IsmGTyTRve1RGR0dRUlICoVCI1NRUu0R4YhaNUCik3tO5nOWp1WqUlpY6LTaffvopnnzySXz55ZdYtmyZi0fpOs6fP48lS5bgD3/4A2677TacO3cODz74IHbt2oW7777b3cObt3is4OzYsQNvvPEGenp6kJqaim3btuHnP/+5u4c1b9Dr9diwYQPOnj2L6667DkePHoVcLsd1112HwsJCXH/99bOaGkn6u5HLRARBWFns2CI+RqMRZWVlYDKZ87ZsWKfToaSkBCKRCMnJyU7N+EZHRynxIYs4xpdbz9Y+Gik2sbGxDjuHEwSBf//739i4cSN2796NVatWuXiUrmf//v1UI2p0dDQ2b95MV6k5iUcKzueff44NGzZgx44dWLp0KXbu3In33nsPtbW189Iq3x3cf//9qK2txf79+yEWi2GxWFBWVkbFKrS3t2PFihUoKCjAjTfeOKumlBP3KEwmE4KCgiCVSqf0d9Pr9SgtLYWPjw8yMjI8ehN9KkZGRlBSUgKxWIzExESXvr9kEcd4TzKyd8qVv8uhoSGUlJQ4bRlUVFSEhx9+GJ9//jnWrFnjkrHRzD88UnAWLVqEnJwcvPPOO9RjycnJKCwsxGuvvebGkc0fWlpaKDfeiRAEgerqakp8GhoarDJ9RCLRrPu7kb0+er2eEh9yg5xsShUIBLPuuDBbaLValJSUQCqVOuxabSvjDUbJqApyNunoUibwo9hER0cjKirK4fHt378f999/Pz799FOsX7/e4ePQzH88TnAMBgO4XC7+85//WH04H3/8cZSXl+P48eNuHN2VB1lqTGb6VFVV4aqrrkJBQQHWrl0LiUQy6/5upPjodDoIhUJoNBqIxWKkpKTMq94UEjIiQSaTIS4ubk5fw8SlTIvFYpNb+ESGh4dRUlKCqKgop8Tmm2++wYYNG/Dhhx/itttuc/g4NFcGHic43d3dCA0NxalTp7BkyRLq8VdffRUff/wx6uvr3Ti6KxuyqZKMVSgpKcGSJUsoA8XZzPQBxvqEqqqqwGazYTQaPaY6yx7IC7UrIxIchSAIqNVqat9ndHQUQUFBVBzAVAUY5Gsgm4Md5fDhw7jzzjuxc+dO3HXXXfPy5oHGtXis4Jw+fdqqPv+VV17BJ598grq6OjeO7qcDQRBob2+nxOeHH37AggULUFBQgIKCApdn+pAlt1FRUYiOjoZOp6M68kl/N1J8PNXfbWhoCKWlpU5fqGcDgiCg1WpnNBjVaDQoLi5GREQEYmJiHD7fiRMncOutt+Ltt9/GfffdR4sNDQAPFBx6Sc3zIDN9ioqKUFRUhO+//x6ZmZlUrIKzd/Kk23B8fPykJbekvxtphikQCCjx8ZTsHrKSy9n9jrlCp9NR7ynpmScUCtHT04Pw8HCnHJFPnz6Nm266CX/605/w4IMP0mJDQ+FxggOMFQ3k5uZix44d1GMpKSkoKCigiwbcDEEQkMvlVKbPsWPHqIKOgoICu6uxyGW0lJQUm9yGDQYDdaEcGBiwKg12l9UNOTtzpmzYnRgMBnR2dqK5uRkEQVjZFvH5fLt+n+fOnUNhYSG2bNmCxx57jBYbGis8UnDIsuh3330X+fn52LVrF/72t7+hpqaGTgD0IAiCwMDAgFWmT1xcHBWrkJKSMm2FVHd3N+rq6hy22yFLg0knZl9fX0gkEkil0jnzdyMdk52xenE3Wq0WxcXFCA0NRWRkpFWktpeXl83OEaWlpVi7di1eeOEFPPHEE7TY0FyGRwoOMNb4+frrr6OnpwdpaWl46623PNYGg+bHDWoy0+fgwYMICwujxCczM9NKfJqamtDW1oasrCyIRCKnz0/6u5EXSg6HQ4nPbPm7kUuBc5k06mrI8u2QkJDLKuomRkADoPZ8JjbvVlZWYvXq1Xjqqafw9NNP02JDMykeKzg085vh4WF89dVX2L17N7755hsEBQVh3bp1KCgoQFFREYqLi7Fnzx4IhUKXn3uyvpTxFjuuuBiSkcrOBI+5m5GRERQXFyM4OBjx8fHTvi8WiwWDg4PUjNJoNKKqqgo8Hg8pKSm444478Jvf/Aa///3vabGhmRJacGhmHa1WS2X6fPHFFzCbzSgsLMQjjzyCxYsXz6qLgMVioe7SFQoFGAwGxGIxlUHjSFMkGfPgTKSyuyFdECQSid2NqaTB6Pbt2/Hhhx+iu7sbcXFxePrpp1FQUACxWDyLI7ed1157Dc899xwef/xxbNu2zd3DoQEw/1q455jXXnsNCxYsoGKCCwsL6V4gO/Hz80NhYSF4PB5CQkKwY8cO8Pl83H777UhISMCmTZtw7NgxGI1Gl5+byWQiKCgIKSkpuOqqq6hYgOrqahw/fhzV1dVQKpUwm802HU8ul6OqqgppaWnzVmxIfzdHxAYAGAwGBAIB1ch5//3344EHHsDf/vY3hISE4KmnnpqNYdvF+fPnsWvXLmRkZLh7KDTjoGc4M3D99dfjjjvuwIIFCyiL/6qqKtTW1rot9XI+8t577+HPf/4zDh06RG2uGwwGHDlyhMr0AUBl+lx99dWz2uxJ7jmRvT5kBg1psTPZrKunpwcXLlxAenq6x9zF24tOp0NxcbHT/m6tra24/vrrUVhYiG3btlEzxa6uLqhUKrdGRWs0GuTk5GDHjh3YsmULsrKy6BmOh0ALjp0olUpIJBIcP36cLmKwA7PZjKGhoSnzeEwmE06cOEFl+oyOjmLNmjUoKCjA8uXLZ7XZc3wGjVwupzryyQA0Ly8vqqIuMzMTgYGBszaW2WR0dBTFxcUIDAxEUlKSw2LT0dGBVatW4frrr8eOHTs8zuvu3nvvhUgkwltvvYVrrrmGFhwPYv75vbsZtVoNAC6prPopwWKxpg1/Y7PZWL58OZYvX47t27fj1KlT+OKLL7B582ao1Wrqbvq6665zebMnuUQkEAgQGxsLrVYLuVyO1tZW1NTUgMvlYmRkBBkZGfNebEQikVNi09PTg9WrV2P58uX461//6nFi869//QulpaU4f/68u4dCMwn0DMcOCIJAQUEBVCqVVRIgzexhsVhw9uxZKlBOoVBg5cqVKCwsxKpVq2Y10wcYK99ubW2Fj48PdDodZQcjkUjmTfIoGQAXEBDgVCaPXC7HDTfcgAULFuCjjz7yuMiIjo4O5OXl4eDBg8jMzAQAeobjYdCCYwePPfYYvvrqK3z//ffztslvPmOxWFBaWkrFKnR0dGDFihUoLCzEjTfe6PJ+m7a2NjQ3NyM7Oxv+/v6X2cG4K33THvR6PYqLi+Hv7++U+7ZSqcTq1auRmpqKf/zjHx4Zhrd3716sX7/eSgjNZjMYDAaYTCb0er3HieRPDVpwbGTjxo3Yu3cvTpw44XHGjD9FLBaLVabPxYsXsXz5chQUFLgk06elpQWtra3IycmZtFdIr9dT4qNSqagqRjJ90xPQ6/UoKSmhcoUcfT8GBgZw4403IjY2Fv/+9789NuZ7eHgYbW1tVo/df//9SEpKwtNPP+3WQgaaMWjBmQGCILBx40bs2bMHx44dQ3x8vLuHRDMBgiBQV1dHiU91dTWuvvpqKtNHLBbbdbFtampCR0cHcnNzbVqyMxgMVhY7pBeZVCqd1ejnmcZUXFzstNgMDg5i7dq1CAkJQVFR0byJiSChl9Q8C1pwZuDRRx/FZ599hn379iExMZF6XCgUeuwyyk8ZMtOHFJ+ysjKrTJ+QkJApL77kc7u6upCbm+uQGajRaLSy2PHx8aHEx14jTEchxYbP5yMtLc3hcw4NDaGwsBBCoRD79u3z2FiI6aAFx7OgBWcGpvqyfvjhh7jvvvvmdjA0dkEQBNra2rB7927s2bMHP/zwAxYuXEhl+oSHh1O/X4vFgvr6eigUCuTl5blkWcxsNqOvrw9yudzKCFMqlUIoFM6K+BgMBpSUlMDPzw9paWkOV5FpNBrcdNNN4HA4+Oqrr+ibKxqXQAsOzU8CgiDQ1dVFZfqcOnUKWVlZKCwsxNq1a/Haa69Br9dj165ds5KxM94IU6FQWPm7+fv7u6S8mBQbLpdLOSo4wsjICG655RYQBIGvvvrKbbEPNFcetODQ/OQgM3327NmD3bt348iRI2CxWHjwwQfx4IMPOmT3Yg8WiwUqlQpyuRxKpRIEQVDiIxKJHBIKo9GIkpIS+Pr6OiU2o6OjuP322yn/O4FA4NBxaGgmw7O6tmjs4rXXXgODwcCmTZvcPZR5BYPBQHBwMB566CGEh4cjMjISr7zyClpbW7F48WIsWrQIW7ZsQU1NDSwWi8vPz2QyERgYSPm7kdENtbW1lL+bQqGw2d+NFBsfHx+nxEav1+MXv/gF1Go1vv76a1psaFwOPcOZp5w/fx633XYbBAIBli1bRm+KOsDrr7+ODz74AIcPH0ZoaCjlr/bll19SmT4RERFYt24d1q9fj4yMjFntrCcIAkNDQ5S/m8FgsLLYmaz3xWg0orS0FBwO57LMIXswGAy455570NHRgcOHD9NOGjSzAi048xDanNA1aDQaaLVaSKXSSX8+NDRklekjkUgo8cnNzZ118dFoNJT46HQ6BAYGUgFoXl5eMJlMKC0thZeXl1NiYzQa8cADD6C+vh5HjhyZt8akNJ4PLTjzENqccO7RarU4cOAAioqK8NVXX0EoFGLdunUoLCzEokWLZr2DXaPRUAUHGo0GAQEB0Ol08PHxQXZ2tsPnN5lMePjhh1FRUYGjR49OKb40NK7A8/wpaKaFNid0D35+frjllltwyy23QKfT4eDBgygqKsJtt90GHx8frF27FoWFhVi6dOms2L7weDzweDzExMRgeHgY5eXlMJlMGB0dRVlZGVV0YE+vjNlsxsaNG1FSUoJjx47RYkMz69CCM4/o6OjA448/joMHD87LJrwrBV9fX6qXx2Aw4LvvvkNRURHuueceMBgMrF69GuvXr8dVV13l8s58k8mEuro6cLlcZGVlwWg0UrEKDQ0NEAgEVK/PdL0zFosFTzzxBL7//nscPXoUMpnMpeOkoZkMekltHkGbE3o2RqORyvTZt28f9Ho9Vq9ejcLCQixbtszpmwSz2YyysjIwGAxkZWVd9rvW6/VQKpWQy+VQqVTg8XiQSqWX+btZLBb8v//3//DVV1/h2LFjtDcgzZxBC848gjYnnD+YzWZ8//33+OKLL7B3714MDQ3hhhtuQGFhIVasWGF3cykpNgBs2rMxGo2U+PT394PBYODAgQO4+eabsW/fPhQVFeHo0aO0NyDNnEILzjyHLhrwfCwWC3744QdKfJRKpVWmz0yd/GazGeXl5bBYLMjJybF7FmsymVBVVYUXXngBJ06cADB2o/LQQw8hLy/PLeaiJK+99hqKiopQV1cHX19fLFmyBFu3brXyLaS5cqAbP2loZhkmk4klS5bgzTffRGNjI44cOYL4+Hi8/PLLiIqKwh133IF//vOfUKvVmHj/ZzabUVFRAYvF4nA1GpvNRlZWFpYsWYKAgAD86U9/gk6nw4oVKxAVFYWamhpXvVS7OX78OB577DH88MMPOHToEEwmE1auXAmtVuu2MdHMHvQMh4bGTVgsFlRWVmL37t0oKipCY2Mjrr32Wqxbtw5r1qwBh8PBQw89hLvvvhurVq1yuPqNIAi8+eab2LZtG44cOUKlYer1ehw+fBjLli3zGHNOpVIJiUSC48eP46qrrnL3cGhcDC04NDQeAEEQuHDhAhWrUFNTAx6PB19fXxw4cABxcXEOLX0RBIG//OUveP3113Hw4EHk5eXNwuhdR2NjI+Lj41FVVUXvSV6B0IJD4xRdXV14+umnceDAAeh0OiQkJOD9999Hbm6uu4c2b9Hr9bjxxhtRX18PsViM6upqLFmyBIWFhVi3bh2Cg4NtEh+CILBz50689NJL+Oabb7B48eI5GL3jEASBgoICqFQqnDx50t3DoZkF6D0cGodRqVRYunQpvLy8cODAAdTW1uLPf/4z/P393T20eYvZbMbtt98OtVqN6upqlJaWoqGhAWvXrsUXX3yBxMRErFy5Etu3b0dHR8dlez4kBEHgww8/xIsvvoj//ve/Hi82APCb3/wGlZWV+Oc//+nuodDMEvQMh8ZhnnnmGZw6dYq+G3Ux77//PtavX3+ZgSZBEOjs7LTK9MnJyUFhYSEKCgoQFRUFBoMBgiDwySef4KmnnsJ///tfXHPNNe55IXawceNG7N27FydOnKD7gq5gaMGhcZiUlBSsWrUKnZ2dOH78OEJDQ/Hoo4/iwQcfdPfQrngIgkBvby/27NmDoqIiHD9+HGlpaSgoKIC3tzdeeeUVFBUVYeXKle4e6rQQBIGNGzdiz549OHbsGN0XdIVDCw6Nw5Cd85s3b8att96Kc+fOYdOmTdi5cyfuueceN4/upwNBEOjv78e+ffvw2Wef4ciRI/j0009x9913u3toM/Loo4/is88+w759+6x6b4RCocdUztG4DlpwaByGw+EgLy8Pp0+fph777W9/i/Pnz+PMmTNuHNlPFzJKOywszN1DsYmpih8+/PBD3HfffXM7GJpZhzbvpHGYkJAQpKSkWD2WnJyM3bt3u2lENAwGY96IDYApix5orkzoKjUah1m6dCnq6+utHmtoaEBkZKSbRkRDQ+PJ0IJD4zBPPPEEfvjhB7z66qtobGzEZ599hl27duGxxx5z99BoaGg8EHoPh8Yp9u/fj2effRYXL15EdHQ0Nm/eTFep0dDQTAotODQ0NDQ0cwK9pEZDQ0NDMyfQgkNzRWEymfD8888jOjoavr6+iImJwUsvvQSLxeLuodHQ/OShy6Jprii2bt2Kd999Fx9//DFSU1NRXFyM+++/H0KhEI8//ri7h0dD85OGFhyaK4ozZ86goKAAq1evBgBERUXhn//8J4qLi908MhoaGnpJjeaK4mc/+xkOHz6MhoYGAEBFRQW+//573HjjjW4eGQ0NDT3DobmiePrpp6FWq5GUlAQWiwWz2YxXXnkFd955p7uHRkPzk4ee4dBcUXz++ef49NNP8dlnn6G0tBQff/wx/vSnP+Hjjz9299CuGHbs2IHo6Gj4+PggNzeXjqegsRm6D4fmiiI8PBzPPPOMldvBli1b8Omnn6Kurs6NI7sy+Pzzz7Fhwwbs2LEDS5cuxc6dO/Hee++htrYWERER7h4ejYdDz3BorihGRkbAZFp/rFksFl0W7SLefPNNPPDAA/jVr36F5ORkbNu2DeHh4XjnnXfcPTSaeQAtODRXFGvXrsUrr7yCr776Cq2trdizZw/efPNNrF+/3t1Dm/cYDAaUlJRcFuq2cuVKq4gKGpqpoIsGaK4o/vKXv+CFF17Ao48+CoVCAZlMhocffhi///3v3T20eU9fXx/MZjOkUqnV41KpFL29vW4aFc18ghYcmisKPp+Pbdu2Ydu2be4eyhXLxNA0giCmDFKjoRkPvaRGQ0NjE0FBQWCxWJfNZhQKxWWzHhqayaAFh4aGxiY4HA5yc3Nx6NAhq8cPHTqEJUuWuGlUNPMJWnBoaGaBEydOYO3atZDJZGAwGNi7d6/VzwmCwIsvvgiZTAZfX19cc801qKmpcc9g7WDz5s1477338MEHH+DChQt44okn0N7ejkceecTdQ6OZB9CCQ0MzC2i1WmRmZmL79u2T/vz111/Hm2++ie3bt+P8+fMIDg7Gddddh+Hh4TkeqX3cfvvt2LZtG1566SVkZWXhxIkT+Prrr+lYcRqboBs/aWhmGQaDgT179qCwsBDA2OxGJpNh06ZNePrppwEAer0eUqkUW7duxcMPP+zG0dLQzB70DIeGZo5paWlBb2+vVT+Lt7c3rr76arqfheaKhhYcGpo5hqzyovtZaH5q0IJDQ+Mm6H4Wmp8atODQ0MwxwcHBAED3s9D85KAFh4ZmjomOjkZwcLBVP4vBYMDx48fpfhaaKxra2oaGZhbQaDRobGyk/rulpQXl5eUQiUSIiIjApk2b8OqrryI+Ph7x8fF49dVXweVycdddd7lx1DQ0swtdFk1DMwscO3YMy5Ytu+zxe++9Fx999BEIgsAf/vAH7Ny5EyqVCosWLcJf//pXpKWluWG0NDRzAy04NDQ0NDRzAr2HQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ/x/1AmyWXHeGFYAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", - "z_fast_interp = fast_interp(x_new, y_new)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_fast_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:41.230752Z", - "iopub.status.busy": "2023-08-09T15:43:41.230473Z", - "iopub.status.idle": "2023-08-09T15:43:45.548090Z", - "shell.execute_reply": "2023-08-09T15:43:45.547534Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "46.8 µs ± 1.02 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:45.549889Z", - "iopub.status.busy": "2023-08-09T15:43:45.549640Z", - "iopub.status.idle": "2023-08-09T15:43:51.718474Z", - "shell.execute_reply": "2023-08-09T15:43:51.717940Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.86 µs ± 152 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_fast_interp = fast_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.720509Z", - "iopub.status.busy": "2023-08-09T15:43:51.720076Z", - "iopub.status.idle": "2023-08-09T15:43:51.799362Z", - "shell.execute_reply": "2023-08-09T15:43:51.798784Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", - "z_mult_interp = mult_interp(x_new, y_new)\n", - "\n", - "# Plot\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_mult_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.801148Z", - "iopub.status.busy": "2023-08-09T15:43:51.800887Z", - "iopub.status.idle": "2023-08-09T15:44:06.958097Z", - "shell.execute_reply": "2023-08-09T15:44:06.957421Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "17.2 µs ± 238 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_mult_interp = mult_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:06.960397Z", - "iopub.status.busy": "2023-08-09T15:44:06.959957Z", - "iopub.status.idle": "2023-08-09T15:44:07.589361Z", - "shell.execute_reply": "2023-08-09T15:44:07.588771Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.591118Z", - "iopub.status.busy": "2023-08-09T15:44:07.590954Z", - "iopub.status.idle": "2023-08-09T15:44:07.595200Z", - "shell.execute_reply": "2023-08-09T15:44:07.594626Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.597018Z", - "iopub.status.busy": "2023-08-09T15:44:07.596756Z", - "iopub.status.idle": "2023-08-09T15:44:07.600136Z", - "shell.execute_reply": "2023-08-09T15:44:07.599591Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "n = 35\n", - "grid_max = 1000\n", - "grid = np.linspace(10, grid_max, n, dtype=int)\n", - "fast = np.empty((n, n))\n", - "scipy = np.empty_like(fast)\n", - "parallel = np.empty_like(fast)\n", - "gpu = np.empty_like(fast)\n", - "jax = np.empty_like(fast)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "We will use the following function to time the execution of the interpolation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.602053Z", - "iopub.status.busy": "2023-08-09T15:44:07.601688Z", - "iopub.status.idle": "2023-08-09T15:44:07.604892Z", - "shell.execute_reply": "2023-08-09T15:44:07.604230Z" - } - }, - "outputs": [], - "source": [ - "def timeit(interp, x, y, min=1e-6):\n", - " if not isinstance(interp, LinearFast):\n", - " interp.compile()\n", - " start = time()\n", - " interp(x, y)\n", - " return np.maximum(time() - start, min)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.607206Z", - "iopub.status.busy": "2023-08-09T15:44:07.606782Z", - "iopub.status.idle": "2023-08-09T15:52:10.346645Z", - "shell.execute_reply": "2023-08-09T15:52:10.345963Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "OMP: Info #277: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", - "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" - ] - } - ], - "source": [ - "for i, j in product(range(n), repeat=2):\n", - " data_grid = np.linspace(0, 10, grid[i])\n", - " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", - " z_cross = squared_coords(x_cross, y_cross)\n", - "\n", - " approx_grid = np.linspace(0, 10, grid[j])\n", - " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", - "\n", - " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", - " time_norm = timeit(fast_interp, x_approx, y_approx)\n", - " fast[i, j] = time_norm\n", - "\n", - " scipy_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"scipy\")\n", - " scipy[i, j] = timeit(scipy_interp, x_approx, y_approx) / time_norm\n", - "\n", - " par_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"numba\")\n", - " parallel[i, j] = timeit(par_interp, x_approx, y_approx) / time_norm\n", - "\n", - " gpu_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"cupy\")\n", - " gpu[i, j] = timeit(gpu_interp, x_approx, y_approx) / time_norm\n", - "\n", - " jax_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"jax\")\n", - " jax[i, j] = timeit(jax_interp, x_approx, y_approx) / time_norm" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:10.349570Z", - "iopub.status.busy": "2023-08-09T15:52:10.349181Z", - "iopub.status.idle": "2023-08-09T15:52:10.698491Z", - "shell.execute_reply": "2023-08-09T15:52:10.697671Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Approximation grid size (squared)')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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24ROf+AQAYGpqakntHnXUUfjTP/1TvO1tb8Pu3bvx9Kc/He12G9/61rfwN3/zNzj55JMdGXpsB58xxnDttdciiiL8xV/8RaPcxnnnnYdXvepV+NznPoff+73fw1ve8hZ8+9vfxg033OD4WADwpje9CZ/5zGfGIcFRtlThq09/+tN6enpa/83f/I3udDr6bW97m/6jP/ojnSSJvummm5ZRYmts+2K33367Pvfcc/Vhhx2mkyTRExMT+oQTTtAXX3yx3rFjh9Z6tPBn1fbu3atf//rX62OOOUYnSaI7nY4++eST9VVXXaWVUit5KP9rbZion28f/OAH9UMe8hDdarX0gx70IP2Wt7xFX3vttRqAvuOOO9x6hx9+uP7d3/3dxjY+85nP6Ec+8pE6TVO9ZcsW/brXvU7fcMMNGoD+8pe/7NZbrEDo7Oys/qu/+iv9kIc8RCdJoqenp/Xxxx+vL7jgAr19+/aR245tee3222/XL3rRi/SRRx6pW62WTtNUH3300fqcc87R/9//9/+59RYS/vRNKaXf//7365NPPll3Oh2dJIk+5phj9J/92Z/pmZmZlTycse2jve9979MA9Ne+9jWdJIk+++yzh667a9cu3W639Zlnnqlvv/12HcexfulLX9q47q233qo55/qCCy5Yqa4/oI1pvfSaBV/4whecYJhSCieeeCIuvvhiPO1pT1tm2De2sY1tbGMb29j2xV796lfjve99L3bv3o3JyckD3Z3/NbakUGBRFHjzm9+MF7/4xfjKV76yUn0a29jGNraxjW1s+2jf+c538K1vfQsf/OAHcdZZZ41B1X62JXusut0u/vM//3NMRh3b2MY2trGN7SC0I488Env27MEZZ5yBd7/73TX5jLGtrC0ZWJ199tk4++yz8cIXvnCFujS2sY1tbGMb29jG9sC0JcstnHHGGbjoootw4YUX4p/+6Z/w6U9/Ongtxb761a/izDPPxObNm8EYq+nwaK1x6aWXYvPmzWi32zj11FPxwx/+MFhnMBjgla98JdatW4eJiQmcddZZuOuuu4J1du3ahRe84AWYnp7G9PQ0XvCCFwTiaGMb29jGNraxjW1sy2FL9lhxPhyLMcaGKvM22Q033IB///d/x4knnohnPetZ+OQnP4mzzz7bLX/rW9+KN7/5zbjuuuvw4Ac/GJdddhm++tWv4r/+679czPiP//iP8ZnPfAbXXXcd1q5di9e+9rXYuXMnvvOd7zidnzPOOAN33XUXPvCBDwAAXvayl+GII45Ysq7T2MY2trGNbWxjG9so26eswJUwxlgArLTW2Lx5M84//3z82Z/9GQDjndq4cSPe+ta34rzzzsOePXuwfv16fPjDH8bv//7vAwB+9atfYevWrfj85z+P008/HT/+8Y9x7LHH4rbbbnM6Orfddhse85jH4Cc/+Qke8pCHHJDjHdvYxja2sY1tbL95tmSB0P1ld9xxB7Zv3x5IOLRaLTzpSU/CLbfcgvPOOw/f+c53kOd5sM7mzZvx8Ic/HLfccgtOP/103HrrrZieng7ECR/96Edjenoat9xyy1BgNRgMMBgM3GelFHbu3Im1a9c2lggZ28FlWmvMzMxg8+bNI72so2w8Bh7YthxjABiPgweyjcfA2IDlGweLtX0CVnNzc/jKV76CX/7yl7XyKa961auWpWPbt28HUK9Ft3HjRldkdPv27UiSBKtXr66tQ9tv374dGzZsqLW/YcMGt06TveUtb8Eb3/jG+3UMYzvwdueddy6qdmKTjcfAb4bdnzEAjMfBb4KNx8DYgPs/DhZrSwZW3/3ud/H0pz8d8/PzmJubw5o1a3Dvvfei0+lgw4YNywasyKpPA7qhIHDVqus0rb9QOxdddBFe85rXuM979uzBYYcdhv++7s2Y3rARYtV6YHItVHsKOp6AjlsA44AqwIhnxhk0j6B5BGkDrhEDWNYDy+fMXyUBxqEZA6IYmpufhKkCKHIwraG5gI5iQCQw+QbK7icDpDRtANBcmD4IAc0MKmdaAVoBSgNagWnz170YB3gEHZl+gnGznipMv3gE8ASaMbOtyswyahMI2/XPMRfmmBgHUwVYUYAVfUAVgI1AM/tXKwnGhTkP9LtobY7fLqP1oKT9a/fHuVtOtnd2Hkc8+dn3S79l2Bh43F9/At3JKUx3IqyeSLB6ooWIM9wz08eP7t6LXdtnMT+XIYo4ptd18Kij1+K3jliDB61qo5MICA4IxuAPP6mAQmn0ConCDp9IAGkkEHGAwaysYc+b/cy909Vk/iJ/vNN23LU02ogvwGhbANweA680wOz6SgNSaUgNSGhwMAhmjl1ws71gQMQZhC7MuFINzAQ7Vs1YofFclGMbMOMWMGPNfjczM4sjT3z8/dbwGTYOxLHPRdSeRHvVBnQ3HolVG1dj9aYujt0yhWM2TmLzZAtr2wmmUoFOzNGJOKbVHMT2nyD72Q8w/z93ordrL4q5AVReuFfeL5DP5chmBpCZglIKnHMopVD0JfK5HEW/QL9Q5txqDbrypNYQ9neW2px7BSBTGrn9LZZi1L5g9NuZFwBkqlze1K4awTJpWl8uwEqRutw3GR0rfc/tZ2X7NK8k/k7euaJjgIl45LbJxCokE1OIu6uRTq7FxKoJTK5pY8vGLo7aOIlDplNMtSJ0YoGJRKATCXRbAmnE0Ik42jFHJ58F7+8FKwb2OjHzg9q7E3L3PZB7d0LOzaHoZ9B5UZ6zvIDs58hm5pDP9iD7GWQuoSo/gMwU8vkcsp8j75vttbdO5dYOAFBSufWU1NBKQ0vlbaOhpUaRy5HjJOiHHcuZvQ807DZY1/y1/RkxfjJoXDx7x37T81oysLrgggtw5pln4v3vfz9WrVqF2267DXEc4w//8A/x6le/etk6tmnTJgDG4+RXad+xY4fzYm3atAlZlmHXrl2B12rHjh147GMf69b59a9/XWv/nnvuqXnDfGu1Wo2116amJjE9PQ2xahV0dxVUexoqnbSgB+aGX2QeaOElYKHlCcAKDpbHISgSHrhRdqIBDMARCWBBF7QCZAamWmBFHkwumguAcwvWKuBKFhYclReeaTuGjpLwGFQByKLef7Tc/mgCgyxCcOWAYuK2ZTIDywdgRWSBVXnJMK2hpQQTogSH9jiZkm4Zmc4z6CIHFCGQ2AArC66YEGCROZb746YfNga2bFyD6elprOm2sLabYCqNEHOOdWsLROkE/ntiFvPzGaJYYMvaDh56xGpsWNNB2kkgBINgDLHgiHg5MSh740mlRq4UlAJiwZAIDkFDh3CshgM0DMwBm4UOlX5BxlgArJpswbaGgCvaTMOAxVxpZFJDag0OQHCGiDPEnDmAmQiGCAos74dAiVz2SoXgyo4f5o1jzbg3Ru139JByP0M1w8YBj1uIJ9YgmdqIuLsG8cQERNJBxlPM6gQ9nqJIWojbCTotgelUYHqQg6cJsm4HrbXT6AiBrDUH2cuQz/fN+dIKkeYQTEBH5TEpqaASjlwy5JIh1hKZ0uEE44N1aEgAudYQDEi4dhMcmQ/C/M+ChaBJag0BBgFAOFBv2gcLJ03Xvnfehfdeam23Cc+nxAKz7gKgKmyLgUEjsqN+pcYAEzEY3TeHGY/AkwlE7Skk3VVodVO0um3E7QlE6QSidoq0HaOTRJhIBCbt33bE0I452hHHhIrBe/ahvOiDKQnVU1CtCCpNIIsUUhXIlYYCg1IKWipoLlDwAq1WgrxQkGCQooCWGsw7cTJWGEggLzRyYcCSZt7vET63GlAlhAFV0NDQUFoBXEDbG5XW5jtl78vVseearjwISK2RoXwoGGY0Xly6XMNPTIfY02at/RW2XXKw8fbbb8drX/taCCEghMBgMMDWrVtxxRVX4C/+4i+WrWNHHnkkNm3ahJtvvtl9l2UZvvKVrzjQdNJJJyGO42Cdbdu24T//8z/dOo95zGOwZ88efPOb33TrfOMb38CePXvcOksxsWo9+PRaIDVeKi2MJ6nQQKERgAJYcMKsd4nJDKzIDJjSyoAW552pDCHrLaKXAyv+uqph2DU8WrhJR0SubX8/EJHxWvE6sIE0QJFJz1Nl29M8Mm07IMecd03HqQGDIvHWZWVfKhOhD5yqyxY07zxQO3oFL6B1ky1sWtXGIatSrJ9IsLaTYG0nxiHdFo4/dBpPfOh6PO7YjXjCwzbg0UetxaFTKWLBsWdQYNvMANtmBrh3LsNsJs2N0L9/cYaYc8TCgC86DKUNoFLagJbyvQ4A17AX0HyTUtC1l2+cla9gO01eKe36Umtba3uz1BZkkQdLQ2nT7+Apk5fjVAtv7HNeH7Mw41o7r2rDayljaB8sak0gbncRtSeQtCIIwcE4Q1Yo9DKJ+dy8+oVy557AIE9SxBPmFaUtMIuetdRQuYTMzESgZPPUwoTvQSoBBk0kvreqasb7xAKwU34HJJx5HqoQEEmNAMxVQc2oiXMlrL7/4RP4gTLGBXiUIE67iFsCUSwgBIfgDFIpSHvxcHu+qxQgpXV4DWhlHy6z2hxQjiMDrFSeQ1uQRcu54A5UcVHujDch1AVMSV3xbFlQ5X3HuT8+WfAyYw3euINd1/ZvxL5HAevq9ys5BptsyR6rOI4d6tu4cSN++ctf4mEPeximp6fxy1/+ckltzc7O4mc/+5n7fMcdd+D222/HmjVrcNhhh+H888/H5ZdfjmOOOQbHHHMMLr/8cnQ6HVdFfXp6Gi95yUvw2te+FmvXrsWaNWtw4YUX4vjjj8dpp50GAHjYwx6G3/md38FLX/pSXH311QCM3MIznvGMfcsIPORo6Kkpc+OPUug4RaGBTGowBntz5eUdzYITes+ULD1CSrlQmFvXAy7uQrLva+E2zqG1AgNNNKx5MrETEFMFNBdgXhM+AKn1BbChSg2tFSAiE+ap7oNxewXYSU4k1nNmhxeFbUQEaBPM8sM42r/9+21rBS1t6A8GNGnGjGeKe7Ie+4GM6FsSCXQSgTTi6MQCqeDg3AChVsSxtmOeYAVjaFmPw3wusauXY2ZQQHCG6VaEDd0WNk6Yp1LyPGltwJUYEqLb19sDeblcOyMaUtDgmtXW4awEUFWg1WScmZHJoaGdV40FXjIK3TgPa2RAEd2XBY0NVYTjnzfcuipjZ8WBVbuLKO0iStqIEo4o5ogFRxKZSZM3nGTNOFgUg7XaYK0UPO6b+wXMZCgzacMqyk1OStbf0+eFQEQ1/NIERPzvCVAZo6Cuv64JCzaF5Ub1YdTEti8gKOyn37/FhZz2p/EoQdSegEhSxK0IcUuA2/uCVNq9AANCqjQBoHyIcB5hnwphPfQ8jsClgsoKMMVNaNkCLN30EI5yPMlMQmYVkMaZA0r+dwDAwQPQr6SqrQsY4Nb0cOBCt96NRFW2J6+pfxWP8mCNsv0NtJcMrE444QR8+9vfxoMf/GD89m//Ni6++GLce++9+PCHP4zjjz9+SW19+9vfxm//9m+7zxTDPvfcc3Hdddfh9a9/PXq9Hl7xildg165dOOWUU3DTTTcFcdIrr7wSURThuc99Lnq9Hp7ylKfguuuucxpWAPAP//APeNWrXuWyB8866yy8973vXeqhAwCyVVshp7qG3wQAIkEuzRM4NCA5A2OVAIsfJiPPjyyC0BkZ08qAmKrXhiaUKq9EROVFwz0g5hos29E8crdKH1w57xqZfe+AlgVvWilA8EoYzw9DWlAVt4y3yrbFKDzII4ArMCTQfqjTNz8MqDWUfSpjEQBRhvqAxHGtfH4VhQ3ZCl5IvazAfCbRbUXILXeFWBax4OjEzD55MgwKiT39AjvmMty1q4edswMkEcchq9qIBcdkImy4z3KnvLnMv7lyVr+pUCiQrMlr5K+rNaCY8eq7cCKY81I1RHAa2yHzV9PWO0IhQgYzVCINANzd2Bgz3wv7dBrsSyTGIyLNRCM4Qyo4mCzAikHACQw8uGh+KFhpi+IUPE7AowSMM4iIo50ITKYRVnVidGJuQp5euBdRCpZ2zCtJnYfBcawsaFJSlyCK+CZSQWbKcmSUByTCfo3yVgGwwKjucap7qZoBSsjjKvuwEMBbLmsCaQcvqIoRt7uI0y5a7QhJK0KUCMTOY1WCKh8s0nXmrunKfTEASlxYsJ5CSAWVRMZbxY13SuVw4J3M8aKkgpIaRd+AMCW12Qbk4WKB94k8XfRXCw3p+FXaLfPDjBSrq/4unDMHvBRxMSvrlB5Yuw0W5l1Vx2bTvlfalgysLr/8cszMzAAA3vSmN+Hcc8/FH//xH+Poo4/Ghz70oSW1deqpp2KUjBZjDJdeeikuvfTSoeukaYr3vOc9eM973jN0nTVr1uAjH/nIkvo2zOZyhbgA0ihFZBG1xVRgsBdCUyhLS3tR2PAahQOBcl2lAA7rWYrKdnyyuTdpuCcYsYgncwrfwYI3GG+U4TcVph0fvMmiPkFR333uCxmFE0UMLRLXN0ZeOl2CP60VGD2B+ftgHmhThfVWKQuguCHqW68VE8IcAxcl10pJE+Nfgkjtvtie+Ryt+QydRKATC8ScAeDmZqgMeFFao58p7Orl2D4zwF0757Fj7wC9TKKdCLQTgcFUilxq5xOgm+gwYFPymFjtO9+052VYDDWdHgMUC6/FYV4p5pZ7wIaVy7g3QTDbDt3YaLkJLxqPFmFJRWEmpS1Hy7hFmJLmQUYZr6d2XMKSc6ihHF8xGMcraVy4a4G8+EnE0U4iTCSGjNyJBWLB3FO34VImYK02eJJCxOYYzKRmPAuqQgCm5TIzHi0ttZ2IfH7V6Jmj6jUaxq1aitU4VUOWm/aH92tfLJi3D7LQn29xZxrxxDSidMJ5q+JWhHYSkpaIY9kEADQw3PtqE3c0F2BcgNmICRP2pUT5XnAwxYHcbCozacPOyoF4buNyAtwR3GnMuV16YWtW+WGVVODg4LFdR1mgpmTlNzLXBI11P8Tc9Hv6AKsKrhYahwfClgysTj75ZPd+/fr1+PznP7+sHTrYjSYE3xgDgjmJeEvK8KigFDRTNS9WzbSyj/0NOyaybkMWVNWYVuH3PkCzniOGwgAcm3mHIi8z/6pZgxXPGStkCPJ4BM09AKgK47VTBVBkxktHE6PnvQtA1bBJ0AdxXkgQ9u9Kg6gmu3cmQ9LJ0U4iTKUxWhEH59qNC6lN6G/7zAD/755Z3LWzh51zGWShnFdDcAPEyBU+ytukdOidWkwYbpTpalzQGgGskhjvbWP/EjBqygYkY8xm+tm/A2k9KF4Ykbl1WZlB6D2k1IwI7LIAeGQeCAB7faEE74sZU8tlSpqQnZKGqOt5H0zXTHg4sd4JwQAmZRAO5EkMJjhEHAV8FzI/HMMFgxYcKi8nI/O3Gq4zt5GmiboKSEKw1UQkrh/2MBDme8KGLS/3ff8mwdAbcfBMqL4xzpFMTCPpTKHVjtBqx4hbEdJYIInKkDHxDnNVAuba/aCBlwobDvQzpSns52fniThyYEv2Mxdy1ko5UAVY3l4SOy+Vkgoql9CC1yqqOK+UBWm0vm9ccEhVelfDsaQBWU2SaAZVvtH6Vbs/DwgrYQetQOjBat0I6LAczA4iIRLEdvLnsJMNhb1svI1xALrM1GMVoEOhNoD4RjycJHyg48J+sLyrRU4ePiDzX7r0JjECPj6A45H1QHmgi8J4BNQAQAmzrcxLzwFJQviEfT+jkDK9nKfBZkgycjcLQAnbvjKZgFyafXEREt49c1ysFbJ+VmC2XyArJHL7e8R2EhUMyKXG7KDA/9w3hx/etRd7d/cgpUIUC0xOpVjbTbBhqoXpNEbMR/uUfOK5IMDDwmVACMwW46VS9OTHjAxCU2afn7ruf8cY9aXkgsjKTMAZAJlBMI52FKEv4TxRvpkbYpjZSA8pgrNyfHMOVkjjmZKZub7oQcQH9MTb872fK2RS5lB5Bq0kZGE4Joa4XqBfSBQUGrEAsx1xsPlZ0386piRFlCbgiZ38bPiGCwaJMuQiuIAW5L3iQC5rk0wVVJXfV5/+66E+n/RObZWTnV4Sp6rcD2rbDZsYl2ILAalq+OhAGbNeJB4lzluVpBG69mWkV0xnc6kxKBT6UqElOTQ5Y3X50MH9ELjNltZFBuQZdNaHHvRR9DOorHBZgYxz8Dgy4X+pkAsOmRUABg4MkecpbkfgsXAk9qJfIAec50qr0EPFLRGeYn0lR0qBCebCiVXvahN4XwyoIhPWxZ2P2OZAj4ElA6sjjzxyZMri//t//+9+dehgt3jHTxENVjkukUomECUdMB65cCCAEjARGKqRzgWYvp83/+q2vq4TPG9WlchLAI/zMoymPVClCqAoLECphjTLdZjWxhPHOKAiQGbWC1Z6FxxZvyGU6R8DkdTBhSEwwwAsFifmxgEAhXk8ohBgk7fKgaoVBFY+STPmhrBuQj6WkKolBlLhvtkMc7MD9GYNHy+KBaY7MQ5fN4FDp1KsbsfoxCE49AnivvfG3EuCEebMxzS+F2mUF6zJyBsFVPhd3j4JgHHGnFcKADKU4Mq/z5EeWsy5nSTMURgvlQF1usLlockm5syBbZpQHL9EFWaseKHy2kPGCpPXuQ3DMC6c5zErFGb6BWb6BfptCaW0zfYConwebDAH3Zs1DwnUThIZ4nESBZlZIjHp7JTqTuFCbpMl6Ace5ilazETVBHRcynsD72Uhj0C1L02kePN3tHdrOYwm4ANp2t5fOXHwYkMD6Fg6QBKZHzdXCoPCvPK4+beMRAwtYjAegaRl6IFTF7nj6cm8CDxWTHCjNh4DWikUSb8WwuOCg8cCcTuCSITzPimbpVpd37dAtsG6nzmBMdns+STAPYwn2GTV8PWw5VUgbzqycPvLaUsGVueff37wOc9zfPe738WNN96I173udcvVr4PWBj+8De31G8C7qyBWbwC6a01oJZ2E9GN4WoFJC0DIW+M9UTtvkbd+zZvkG4XwWAM48YAb02UGXyP5nfrme7/874gc2XDsmrHS28a48a5RNpftB1NZ6YXyJ7wqqPL65rICrRdKu/NTfu9AF+DI6k5aodLHJcs1LNG6nQTTnRhruy1MpxGmrbhfLBiUAgZFxW3OGRhnSFoRDlmVYst0ig3dFqZbESJeD6vRnKlRghXmxc+GeaqqYqG8YZ1R5sBOQ6i7ei9TuhnkURtSM0Q8gvYSFAJivt8WbavL9WgiZjajljy9GmpoFqgbh0Rw54PG9ZbL4u5qtCZXI51oI2nHiKwHQiqNXmbANXk0BWdgeQ8870HOz0D15qB7c2ZSrGRtMcHAYwHGtZsMldSAN6y44BBS28mp/HEW85jWFDqskr+bPAh+VuCBtGHcreUMNS6HqSJHkfUgsx6k7AIw46Bl6QBJZEKCgAHkeaSQWyI3GV17hdJIkg50MYCWuUl86M9BObFk6cAQ5xzSk1dw/VEmy9rPMh1mXHBE7RAeUNYgASlfIDRYTwNcKkCW3qqqCe8al1oj4QyZ0g6YV0PU1faHmQ/kmwD+/rIlA6thIqDve9/78O1vf/t+d+hgt523/xBi43Z0DlkLPT+DaAugogRoTQTeHaM0PjD8IhIMBcoJv4kLYjWhdBVcUdgDMKCpCliAgBvFiKROYTpq24X8ijC86IX0DKlceZ6fKldLm4w/G4YMhBn9vnjWJN5o1rNgUhWll8o/R/66vCSrs9jIOZTHZj0ZPqhaQWB1xPoOtm7oYst0inWdGNNphNQ+efYLCc4YWoJjVSfGRNeICnLBsWF1G4eu6WBtJ8F0K0IrWvzVbh8EFwzyBanJ9qa8WE4WcbnIkzRMnoHWy6SyxP0yzEfLcqXBOIcQCTQdALVFffVCieTNMsdgtHwC8E+8Rdjx5OtUVT4TsV3HpVdoJay79hCk01PodFvoTLXQbscBKVmqyiSgjf6Q6s1BzeyGmt+LfGbWqGXLkhfDBQP8djIJJQsnszBM28qtP5RMXgfDVfXqeiiwuZ1h4GoxOlY+YFssL2thzxurfT4YwFU+twfZ3F7k/TUorDaZ4VcZUBV5F6dU9vqxD1sk5AuYayPTHK3WBLTMTAULEkYGAC7ABYeOyyldCatllRVQAFSeI5/ru+xT35RUKPrlQ5BIRACuuGDIe3YMWqBfHYv0uwrGkDvQX+4j1FtjJqnDZgXmRJT3xqgPvqrtl2Ow+QHvQP/2y8axOuOMM3DRRRctOTPwgWYz//NrJL0MMi8wyYURC+2uBXQpAggGEwYr+kYp10ozOIDha/D4JHG3ff29Ji8NhQ9V4Q2pChcLACDCdqtgjOQefHNeMe48DdVQoOYC0KwEbZW+B202HZPXHwKJzAOOrq9V4wI8TkqR0co59AGkEZbM6m0skx21oYv10ynWdRJ0EwOq/KiDYAxpJLC228KWNW3sSSMkEcfh6yawadJ4qmLBhnKhmv2Fo5cxDwhRqJ5r7cBV4zbe7n0u1zBw1bReTuE/hJ4xqTQKANoDXkCY+EE3TIUyRDgUAzreovWWithlCFKWKzRzAMwJh66gTUynaK9KkXYSdCcSdO3v3IrqoN7MF9wQjLM+1PxeyNlZSMuJCQ7VZhESiVjChlRsBpdWo8FVOfEA1ZBbs7eqGVw12b5wrar7W6xVsxh9iQjqxzCRyAPNryIr+nMo+rPIBgWKvBQDpQoE9J6MwsacmWRvBuu1gvVaRanRT+SRAVUuK9BwqQC4DED0MkgrEirzArKXoehnjsDugyuVSwfctVJIkNTAFQADrhScDIgjuQcAi9oNr3X/N4sFg0iE8eYLBljQacokaZSep5ATSONZWK9+Ca6G27AkjJW0Zbvz/Mu//AvWrFmzXM0dtFYqy9ZDEu76oFBYYZ8ssj4AgFnxQ10BPAR2NDMZhIwV4aTgeWBMwYKKl8iTMHDrh502X1NWlZeZFwAj69XSqjBgp37w5Vvi4sA/joYT5rUd6A55vhU3odbClTYMZr1nvicv8A4iBK2aMeioXn5iuYwzBqWBvlSYzQoorRFzTgmgAIBIMHStnlHEGZLIeLDasREWFd7TaNWUZuBMO7FQOkazLNS48dvQ2nipuD1vo/watF21pI3Ww8GVP9/6640yoxhvgr1+qI8jBIASaAZVlo9YokYCVpED10YkF2Foez+YlAqq0IFkjLC/dRJZ9fxA+MuraenJKkRpApXnEGkCkQwgc5vEYbWGSImdNKwWCuMAzZMR0MR1qZeiWaxMQt0TNdpbNYy43uRdWpjLFb4vw0r07cGjZyWLDKrIIaVCL5fICoWsUAG4cuNFcOPJhRHSJWkSAlgA3JyhgqxAE2UwOU2WuC44dN+MMwJVxXwfea9wY8w0R6Fm6YWkM0Qyhkh4bbwpD0xRjcDFWHUsMdKxguENwnJmq+rrw4joHJTUM9w7+YAhr59wwgkBeV1rje3bt+Oee+7B3/3d3y1r5w5G62xYjYlNa9Hdsg5i9QbwziSUiMBkAUGimARelASTeSlyqWKw2AIav+4fmZUp0CjDZFSugymgKdPNaVkxDs0Bx3T1OFZlIWZVB1VkRA6GBSdenULThj+rNhDQRxGHvTZcdqG3XVBMt8FbZdTWvTqKlfVcyR+v3qKOV06GYduePvqshZkswmQSoZsIdFsRUmFujlLrgCdRKA3RkDUnWDP44TDgSnDtStn4Nuo+pnVAxXFGQ8cHNACMyvqIACOBq9p3jNXAlZ9VKDgbmeQShDlg6gbScTpSvLbj2w8BAi7s556L6ZqBqWYAq8vG8pXlWM3cuweFSiCd6nTqUuhJmd9kipoD1TaMzaygI0ksqNRMgjIvUMzZiS8rnCJ23itQ9ItSw8oJKtYHAl11TmjSFr4mTwDZqBAgKm0M4y6Nmsyqk2hIXAfs49BQoLUY8wVNS8+Gn+lYV2c/EMZdAXkNaZMbkohDKoV2YrIDY24SYFoRNw9eHKAcHAaTyJEIBpbNm0hIMYAe9BvL2lRN5YUBT54SO4BAwd8p+UsNIHe6aSLhbrnMlPNsqTysAACUSQnDrDoutNJQaFZsr25Xvq/cRzH8AdLfblSB5pWwJQOrs88+O/jMOcf69etx6qmn4qEPfehy9eugtanDN2LqsEMg1m5CtPEw6M60S/2mkB+R1t3kbwe+VtKgcsYaAQQjbxHgvFrO0cmjwDtUMxH+lLVsviqocju1Fw7d/AlcDfF6NYEo1gDSnAfO357x0qvVRGyvtOtzplw9OJ/U7nHTHKiy/K/GkifLZPfu7aOPBN00Rq8TI+/EBuykEWhq414ILCtMPwdFfUIMOFHee+MxMp4rsGYwVRUMHbXOYqwW9gOs6O2Q8GP1CdT+NfUOy0CnxIh4pOujmUEIcDoPph/SswDKr5sIWI+F9QQzqPKhRq0sx2puxy9RFDlUYQrGU9ZnEnF0W5HxTtp6j+ZcmXHKkhSIYvBOx/RfmSf2fK4PnphjJfHGElQtHAIkE8zUXQPM5GJIwfv29F4HJ9XQIv2tAjXyUGnP88CCdYftr8kW0jYK93HweKtEkkIkbfDI1GYgSY6ZfuHCgp3EJL6UgrI8uC8IC6p40QfL5sCynkl+yPrOy0PREwZ4wKlMiqgSzZu8ni4TsKfAM8O5El7WMuleGe+pdJ6rocfOwvFQ/tUQCkAmA+X1qhHfyhfBXawkQ72d/WtLnn0uueSSlejHA8bSTRsg1m6CWLsJrLsKKm4bwKAkkNuQHylFu6w2O+ijxNVC0x5ICLR3APMdbAaU8zYVdbDgwoPh58CqBPeG7auhwOC9TwT39aua9uO/t9yXAGQ1bef10e+f750jUKVFbM6lLMqSPD5ZfQUJ601GBVSl9QYopcFj48KPOUNqVbg7iaxxb1Tl6Y0Op/YTWTkCX4ahuty3quo6hQu1rgOhqjWtU91ltYkgFGmX0zHQMo36pG7Cg2WYI6YhCIRj0P6lNvzQYrVXwte28ttZIevt3gHFOHiUIGlvQJFLW4rHeC5TWzvShX21PaYoNvcCTz6kaqWHIBRxpImIcwZBkxRbmPvU9NTf7C1aHAAb5UUYvk2Td4M0spYOqB4IFqWmSHeUmMLLAFyRbgAui5TqinZi3vgwxFQBlg/A8j5Y0TdREACIE3AAWqVGyyrrAzCFlykL0AdaAGrEdcDw+SB9z5Xpn7TgxxcNrRZa9utWjrJquRkpNYSVoxgGmKogvjp2R13h5XXBRnrlV8KWDKz27t276HWnpqaW2vxBb7zTBU8nzFOnH5ZSZVkYkxGY26w5BhYlhifEhfGoUJFi2tb3IvlcJC+Up32gQ8uqwKdqDR4gpnVt/SD7j3H42kEjwdqo/XqgyoEssqonC2gGVT6nijxSzKbdy4oKPYFXVZhzJVeOvL5xuo2p6TbaiUAaCUy2hHvaNAWZASA2mjSr25hMIwjOsHYicbpVRrupmhXnnRbokUKfi/FEURs+uHIcrCETGS0q1d7rE/8w5fWy/wZsCl9MEGWIkvpBz8KcNXg9gfK3t21T2Y8gg5AxSIJ0zGQhgnGgyKB5jJW0YjCHaNCDKjLjTfKIyYZz1zRDclPLkpvj0lkfsj9Atnce+Xyv5mWoegSYYBDC6FvFUCD16qrsgu9JUt53w0BVE0+FvAs+nK5mCjbt0/9c9os8SvX9Vj1MS/dIUD+bj+tAGtUJjGKOKOGu+DJ5sQVnGNj3sR03LnSsy5e5EEsZG2Y9n8x6wqAUVN9km6Lfd1mm/vhhFiBxwUDOXCZY+fxvFdZroTlRrlvlGbiSS6r0KgXgqeJlKscC7aPZizlqPCzFG7kcgrT7YksGVqtWrRrJnQDMEyVjrCaD/5tgVMICRQ5TqiUxBFu7nAosu6LGPAISm6UkElNLL0pCjhVtAwzV6DGN89Gfw46aVZrCawsdI4UDK9uw6v6ashmbsvuaQFgDuAskE2gdelnulE/+D4o4076V8QCuJL/m6PUTmJ6aALdFgmPB0IqELbprUqjNDRLoxALzE4Z717IhImHJ7waIe+cAYSkL3pAN4GOiJuBF35Hniv6asGLz8agKdOIW8DWt3uTBIuBD9z8JgOsQnAGo6WFRaR3npQqAclTbl66AKnNchgMmYZZpzhGJxPDskpUD11WjIsxOSVsZTaJcKUjNTU3IVgc6Ss1DWWzGBIGqbGYespdB5aYWJ7Op6FxwaKFNKRvv+ZxRRpkK77HV0JxCWYOtuk7V/GzChcDTYic7f32fg0Ng0B4N9jV8VwV/B5OHi0cxeGSKdIuIG15hhSLgF2GumrL3A6VhM50FdBSDFQlYkpZ3aK9equ7Nmb8el8qswqHseCKARcZ4SRyvGpWuoZAgFww5ipEhwGFepnCd5oeBUTxAwH+IGLr7mgnvIW5/2ZKB1Yc+9CH8+Z//OV74whfiMY95DADg1ltvxd///d/jLW95C4444ojl7uNBZWp+BmqmDcD8WGzSDu8YNZARZPa5C8N6rIR50mBKjtZ5Aup8qdqKQ/hQC33XtP0wnpPXlxrA8tsY1tYwD1fQNgu9VNUwXwVwaR7V1ba9pIGVsgev7WBqaqKWsQfAeXIEZ4hFjG4SYVAo9yTHORzxW9oQHxACE5omfGJ4ky3k1RpmCz0YNZlf52/4OtZjw5gTCTX9NFYLc7KG3ltQJXX4TLvQfZS8YFAaijEIxiHZysotiCR1HgmqA2dIyRpzmcTeQWEI7NYLMSMYptvTEJOz4HN77SS4x5DW+wNopcDjCHFbliRh63UwEgxeKLkysVUnG4XQW7BYbkoo1VB+B6ARdC3FHL+mMv6qYcHFt0eaRqbdcD8H3kggNO/PIu+3UXQUikxCUu1IT24hDKmbMLnWZRi9V2h00ikDrZUCt5mw2pUPs8BKSSOtkBdQuQkJMsHBEbnJ3hDTOZhQzgPFBYOU9aLKXHCIWCBqm6oAJBIKICiJ02SjEhOaMv2qGmrV5VUVf2lPkMLCmaXxwR4KvP766/GOd7wDf/AHf+C+O+uss3D88cfjAx/4AP7t3/5tOft30Fm+dwZSwGZjSAOupmyoKkpK70qVrwSUmXo+d4RKwlS1nODdKmibEZ6fRimDCnneeYT8Pi0U1muy+wP0qqBJqxCoESCthgGHtEc6Rkvu4/2wqZbAVEu4m6FU9YmL2WwsETG0IuaePKvWVL4GgBPVHAauXHhvEbUaGHGZGFw9yyYNKzc0GsJ8i7GqYrvW2hDXEXIh/H5wG+IwC8x1UGijj6XtUy0BQYXQW+ULjFb3W2iTjbmSFrenEHem0epOIm4JpPapvpcV2D3PA30iwVPEnKHdXo3WYBZi9Qbo/jzE/AzE3nmIOIJOE7e+shwr3i+9VtIjCxORvWny8kHVQtak/zS8MHM56VUzBZfGzdJ2cvR37oeIFi/u6YOraubhwQCw+ru2Q0QJoqSNKOGIYhMOnLAgvJMIx71UWiNXCpESTqeJHrhypTGbayTJFFp2ruCqAOZnoYsMujcHNb/XaKTZkjaOlxdH4Knl5sURtFQoeqF2ms+7InDFBUeURojaEaLUACsel+CrlAOp33+HgaomHuBwKZDm7UsQZceLHs614jDjoRiyfKVsycDq1ltvxVVXXVX7/uSTT8Yf/dEfLUunDmYrZuaRJzGSeB46SaEn+uC28LDTp2LcqLsN8xxpBWiGKmG7Zgt5gYaBrKrWVZNVuE0+Hdjvk8kilME2jfsPOGIeaKqG66qevKq3ruKhMlILFRBo3w8DVJqjDsZWwEogYijmTLNGoGOAjT3Pi5l8lA4m5aZ9AnUdK/97oL6MY2Fv1WJJngsBLw0zGVTXI1AlrKRCwK3yQFUZHmEQQ8AjtVWVf6FRsbLUdSBqpRCtFMLW7qPwzoxVsDbHaFT4u0mBNGLoFQxJOgUMZsAnV4HP7UUyNW91h4QTeVR5gXyO1zwIvihjLvXQSYksJIwvXObDB0iUXUgAyDgrhoOopXizqmT7UEV7aeDqYDZV5Ojt2m7CgUlqizFHQCtymmfVQsxEJ3Bt2KcuCUBqBR53kCQdoL/HAKmZXRZYzUDOzhql9dxXUY8h0gScc+TzplCzSAbAXO4EQatGhHXiZHES9PQI6wb4F2YdaTxeTeHkquI62WJChu4YWKhXRmCaxmSNFsaYA1WCMYiD3WO1detWXHXVVXj7298efH/11Vdj69aty9axg9VEJ0U8kYKlHbBWG7DFgElqoYl8XppypFWmPemAEcTdkVb1iHnvNWxpGwqXKQ88OdAjS4Dl768qZ2DfB9IIQ8J6mnGA9Ly0Ye8wTxPLT51vlljwvXkUJ1MlUKW+N50zwIIwDoiVA1Z7BxIYSKO3xOHCcSQb0ARslDY3BM10DRApDVdHTwM1JWb/ffUG4u/L934BixPwBFDz+vi8KHNEZTvC8xJVmyYOlfaeIE24ktq1oVMbAmTELwTgk9SbQobBgVWW0QStYTSxQFysFfZYZXN7IdJdmLfeCG6zvtZPGXFaAofG8+D1pWQLg7VSiG4XsRV0zGbmUQzhWZaFcUvZjqYJqQqm7E7t3zCwWp3oRgEjP8vKD9tVVdHDvgxvb1RpHL9vCwGsem05L5x5EGCzoj+H/p57EE9MIZ04BBNTrYBXNSgUBlJhPpdoRRytSKFlrhC3Dq1N3quEcROB6M1Bzc04Jf98rm9LJBmxT2YV2aM0caA9ShMHmBZrSmqnjq5VPamiyarA2f+8WG9qGCocnfnq74u2p/0e9KHAK6+8Es961rPwhS98AY9+9KMBALfddht+/vOf4xOf+MSyd/Bgs9bGjYjWb4CYXgvWmXQZfygGpjYgrLekGvICzF/FAa4AUeo8MVWEIm+8Eg6rWgNBnIFD09ghcMXhNLGC4s3Kesp8+YSKBEQNSAHGKyelVUJXpa6Ub5ZLRjLkNckFD7wFNQurx6qtkjvzZCeq5Hh7LG4ZL8/5SpYzuWvvAF3dQyw4UmGE/TqJQEuYizjiLFDjBsxFrgBoXXeHm/u/xjC9Kt+awFVVfd1/b8CV8QAomIxA68/0REPLBvx5rlrLj0KEDCVIKrPzyn7REzZgQtR+aQ7u2kY5PgBoHjkpBX/fMffOl2LQrBoOrIPUKsF9pSyb240i6yPvz0IWR0CpDeCcYboTo51EWNtNMJ1GmEojU/pIcEzGHHzPLuj5vdCDHliUgKcTiK2Ao5YSRT+zIqHK41mVngKldOBV8r07fgYgmf+EX3qF/O0XIp/7XKbRmYGmzRIQVduvT65VnSvfa1UCuWFk+eYsw+ZtDqRlszuRz62HKjZBWtJ65omF7k0EWvZeQlOBP7bdrd1eE0xmUIOek1hQ8/NGWb2fOSFQMiYMuBJJBJVH4EnkHgLImnhSRghUIpMaIlGB5ELR9/TV7Jj0gbdfC1IwBBmyLnvW+72H/VbUJo2VTIVjdtjDQGzHfGLvH1qz+koraEuefZ7+9Kfjpz/9Ka666ir8+Mc/htYav/d7v4eXv/zl/ys8VtG6QxAdshXorjFlU7QGslno3ix0fx4ATAqs1aphUYUvxDgYkqAEje85AgCtbe05n2PkAxJdgh/6LgAlnLs7rAFXCbSnP2UUqqWRhZA5tJRAZMmQJHaqbGZjYT0KSpYlFDg3OjxxA+izAEfzyOynQjgPPFVVTaxqaNHzpmn663vVlPW6wXrjFIxnq9rWMtt98xnmeQbSnpluRViHBHEaIREUOmEu285xmDSaQ4V2ctTaA1lDbDFOGN834W/HUZdbIFBVzdij75z3ikCYBTwcdoiNnJDNCkwbXS8K2wVeNKVcqFfbNqn9iDMIKJMxyzgEiyCHeCEIwFd1tVbatFLo3fcrMC4QJW10bNHtVZ0YGydaWN2OsLodYzLh6MQMYs/dwO7tkLt2GM0hJcGi2KXNU9mRwd4BsrnMqa37Ex93KLZePw9oBlX0Pqv8aFUAEk5w4cTXNIk1e8d8QnoIsPztfLA3rIhy02R9MHCnlmpaKagig9IajJtjIS2rVsTRTgpMpZEJgwdZr+Zc0nUnGBBpo2mFIodW0nCslHKZgNorTVMFUGSUeUpyCwSaSCeNzJDVywLNRFaXuUTRk5C5DNYPvZq2v7EIQJlvw+paDgPT1bEkPe84bcfdez8UuH9tnx7rt27dije/+c3L3ZcHhLEoAWt3oVoT0EkXWmaGRIhZLzODgymTAsu0CDwuDiTwyM609VCgA1XcAqYoCb1JqjB1CBVCcEVFaIEyJCYL57lqCuNpKct+el4kJnPoPIO2IoZQ0mWgmOKfotaW6wcozGP7qooSWFIRZ4/jRdmA1exI580AecsKV97EgSrXjgGRQz1by2gDqcCt9ozUGjFn6EuFriNUGuMWXBFo4cyGqirmavs5j44JJ/oAqzlEtrhQnwk9aiO5YPfDLNACK71Uw0KCwgNFZFWPHK1P87bvwSI19YizOtjh1sPIePmkDo+DVWQGWIkIIjJSFfTwyYEyYOJ5bgVbHABdTit6s8ZzJddAcIapNMbqdmQLdRspjkmWgc/dh2LXDqg995lri0BlkUP2MuRzffT3DJBbUGUmrvJgyuxA5cCVH5YbZgSEfcADlBNPpnQAYAjwDAu/VMM0w4ohj7JhWX1LsTBt35yLA61d1WSMGyFZIYzkgvPqWT5hIDSszXtX4JwxRNwcVyI4WDYLyCy8HwOBvIJvWipX1qawBZiZ4KZPwtQC5ChdQQI88JDKTLpkCSdcK414ra+a7rxS3sXXpOVWJ6UPJ7tXPbGmU0NOcmXbA2lLBlY33ngjut0uHv/4xwMA3ve+9+Gaa67Bsccei/e9731YvXr1snfyYDK5czv0mjVgSRc6tiE0EYO3u2BcQCtpvTlGq0pR1pr3YloZojsQht2A0CMDc1FpkSDTHIXUEEwgiSKjtlsFV002BGRQ/T0WRQZUuZiPAUMOVHmAqta01mFBabs9K3KjSyXzUoHekfpt9qPWpVZRhbDuhw6ZV+LHJQh4+3J/iXMgCzBVIc0vs3UigSTiUHZiUBrIpYLSQCY1oirWHOLmbiKSByDMkuEJVGmUvB1hUgLRgNNGqqMHfWIG+DURO6nQNE2U5GmicJ30wm0s2M78V2b0mZsc1f/TsE+ZGqYMjf296WlUawTioc4sSBcscsCKwJfv+RScQ3Mb9txPN9conUAyMW2FIIVXgJlqBdrfq8hMCL7IPZVs83CTzcyjv3sGxVwfRb8Ymm3FODMvwcClBnIqX+17jqreK/Nb+5yssL5e+XTfrHelK8DJ90RVvVThtovlRy2G29W0n2FtHmwWd6YRT0whSgSiWKCdmHHSTsx7KmtD57NQGkzCCO1yjQQMqb0GyUtvIiI2OsKNPlXVlFRgeYF8zow1yhgEAJEIKFeM2VxxfsafzCQkpPVqaQeqZB7WrAQMgBKJ1brylpnlysk6+EKiZItJvCALvVEWeFW8VuW2JWjP9vOT1pKB1ete9zq89a1vBQD84Ac/wGte8xq89rWvxZe+9CW85jWvwYc+9KFl7+TBZHM/+xkmkwhxFIMxBh2ngIigky4QpR7HR5RPo9KE3IaWgwEC0nZgjEOCI7Op1dLeVFoiMTUJPRFJB3QUwky6hn0xERnQFKUlgdiuz7S2Yb8QVDlPFefmr7eNnwWotdFZgSqA3JL6k8iARJ/75IMyKqxLBGd4IIvWtUWqg+0r7w2dSIMVKwesNk62INLEgSlKl+4XEgwCUjfrSzm+BHlcfJf/iP1pbW60yoZjBDOuoYiXqurUvrLr+96sWtkbXXqtBKuvD8CBRgfmOBxni8BdNWhE4Qqf48QZM9wzXZgN7O8vNeFCbjS9VCn+yWEy7BhnEDwKwuKkEcaAGqiihxTBOMBZkFm1Eja15SEQrQnwOEHSmUJnuot0IkbHTjC5LXmk7PHoVhcqbhuBUACyP0DRz4ynar6Pwe7ZIPzHOIOvdB2EdQQgIV02llsHqBXhDnWBwgmmHjYBhnnBfDKw1BoJL8HaqDT6YRZ6m0Zb1dM2rH2/LwdDyJBxjrgzjXR6PZLONOJWBB5xU08yjTCZRpjuJJhux6ZOoCcwa0R9GWJhPc3cJoLYCACLYqu+nljRT3oJMKvgb+r75ZCZLXOTFSj65p5s5BPK+7gvBKpkqGmlK5+bQBXjRtRWQrpBKDWC8Wm+024ZfV4oK7AKqHzeoMkOLB8ezE0IgOVkAUC2n8H2koHVHXfcgWOPPRYA8IlPfAJnnnkmLr/8cvzHf/wHnv70py97Bw822/XTO9ERAlNcID4CYJProKMWdBRD83ZJ6LYggSkJiMLUEZSe96iJmO5I5yJYphFOYm6csobbKLUvy8nGFV6u8Jm0iEveUiBfII33jXuBKwuoCFwxyrprCL05AFkYLpcDYT7XTCtAhBpWvuq6hgLjnh5YNWS6ghyqhezQqRbidoqZTCK35zm14KpQlAcXXsgMJXhhVgV9qXUJTD1CAFyP9MaMAlVVMyAr9FrRO6lMmJYxQKvwqEKFePPXeWa8VgJJBUtQN2DDjGMKUflgTNmnTQOSTQgQdt+kWO/0r4Zw9BzwWkHbctyxgEihtYYQHOlEjMluC93U9JfS51uRCbXNFgxT7WnwyVVgu3ZAyV3I5/rI9s4ZT9VcH9LybvxJjMQbh1kzeVyj6jUKm7DeVtjQq5ushk9wYWZXuY/7c54X8lSN/sxqx0htOpB4gMGVU163hZjpuhWcOVC1tmvCxS3r6QTM2FEM4FxDcOEevAS8pB+6F/OyTJKwOlWA8YQaodDChQMVhQUDcrvtUywM0V0wWyDZekaVAU5aaYjEeKMMyA95XPSXAJZSssbLa+LaNelV+X/pR/QBlWDlulRk3BJxAeqZB9b6BzuwSpIE8/OGpP3FL34R55xzDgBgzZo1S6oj+EC13b/YhW4SQ8QRupwj2pyDT6+HSifhagB65WpcZl5UShAA8DwxrCSjk8eGMtzs+oKVkwmD8VRAy/Jp3XtiZ6PAFpnjeRmAw2x/tZf+7oa04i6G7wOqoDROo+fIMoS4AKKonqVnw4KatmkAmSbkY13UxKdqAlhViQbyGK6QrW4JtDoROrFArrQDV4ABBU1FTjkzSstaG9e+1HXQ00BRqGcAcntjsSvXtKq8z02gyvdwUTjQvC/lGXzwpKENf83zRvlWxXcO9HifTcciSHAUKgwjDgOXSmsUynhoqxCauRtv+NsHkg1Y+Tl186HTyHgLhQVDSRphTTdBEgkr9qjRlwodJVBIjYxrqIm1EFNrwSemIOJ73IRX9DNIqz3E7eRmJjXuSoNVib9aaqtlNTqc0hyWK8MkEk3Lw0nQn8js3muk8vq2ozPzhnFryr6jcSINgWK9iHNTvw+UyawPHiUo+rMo+nPIBqlRX7cXdicRSCOONLJ1RhtI/JzZOoKCgWXzphizzJxItVYGZInE3GOZ4FBZgXy+D1RAlSO4e1norogyjOB1nmnr6QpV1SkETSG/qlXFaxvPRwMQrxLe6Tv/HIR/y/d+WBsVsVC/ByvHuG22JQOrxz/+8XjNa16Dxz3ucfjmN7+Jj33sYwCAn/70pzj00EOXvYMHm/Xum8fMXbuNLkgSoSME4iQF4na9rI3vLWLchA0rxlRhCgr7rBJeThhMazCZoR0lKKxwZAQFlmfNnqgmblE1zFj1XLlBbEN9ynrduKgVT15wsvK4YaCMSB4BwtRUDLIfmSFQAjyUm/DOAWUpQitAFiHAomMiQCUonMih49ZCPd1nWxPlSFoCqTAT56BgyKRGoYxy8lBTsNXsyatkziYBoCqI8snrBkiFHhnGQqDkm6+tNYpeUGYLanDNghuQ1kBuQ3OM6Zq+FUAE/fLm2FDeEEDJoZJqYa142ocvjBi0xmD0dTkDY5HH/So5YACG1mBbLls3mUBGqcvuSiLuCm5LZXl3REzWBsj0tIBoTYJ1JsHTFCIub8E+oCJisc+zooK3Pr+lzNbTtQwp33wwUobK6oT1pqysYcT04aDK9zQsTfZgmLZVyAkr++tnOfrHRm0sVvB2JS2f3wseJYgnppH1ppEPCleEGYARBBVeHUELGGNhyOqJYEgEQzvi4DMzYPm8y0KnzFJwDpG2INIWVJaXQL0/cCrs9QLfBkApL+s0kPiwiRN+Np9fuxKA415VM1eHWR30NpWiWRhkNbdr3Va2OeMVp7FxkHus3vve9+IVr3gF/uVf/gXvf//7sWXLFgDADTfcgN/5nd9Z9g4ebJbNFZi/t4d4YjeiiRStVZMQqzeATayuE9J9EOCHwfxQn8xNqFAVzUriqgArMojIkH2hpcmUqvC1nHtYqRpwciV2qsa4Ta0yBaJdSE9m0IUoeWFAsD2reqiGZAY6YMQjGypt0L1yHCvUwBVtC6AkyVvNL+Zxv4jP5tZnHOArVyuQ9fei3W6hlU5ipjAucak1MqnLzLZFRCoXKkvj4wIG1NTYyeHkZ9+FYqXeughBXNlGqWtF4AoAFLRXVJlEPsu2q7c34ykyk53pV7mGD6iasE69r3Xzj9FkTpGye/ON1ni8VvZmGvGw8DLVf5MWYFdT5x2XLE7BJ6bA0g5E2wg3EvGYeeDKHYssM7JKQOVzU8o+lQGauvnrlVl0wyef6iRWzd5rIiDXJ8HR4Cok2pf9GAWufDDoT87DshcPBlNFBpVnkFJBa6Nh5Yowa+2I3ooZQE6yMcx6qyLOEOfzYIM5oD9nQFVvziRBKEPdQGIejEUKMLEXhSWskxQDWRkqVA4QSU/8E0ANUAWeK8EgEg4mWbldRUrB16payGvph5Wry0Zl9w0H9U2yIEObWRFbMrA67LDD8NnPfrb2/ZVXXrksHTrYTQ6MMNpgr6lKL/sD6DwrwQaFwghUVUq6aBFDxymk9T6IWIHJDCwfQNsMOuKkMMBlw6HIABHuI+A22Wy8AHBZb5EGwCjsVjEtEgt8Wi5cyfI+GDNV0l0Nwwrnq4nbohkrvWi0rq2hWBM8pcw/knggkFdp0503LgznirIWvfPkpBoIxDG2oqFA1V5lPGJaeeRrYD6XyKUG5wwpuAvbjWzL+1G8yFxgFapB8JbuLXR/4gyBzlT13mOyDEvZBQCBaKjySu/4ffNJ7mS12oDweFnw2ylBVdM91gcCVbHPoP0KiGCsvLlWhRT3hwkLrArrlRKcISsUelmB2b7AZBJ5hanNXCm4CVWzJAVvTyBKE4gkNiVEFoHG66DK9yrZk+N5+RYiBcOtV3p9Rq9Xrr9Q2/vqJRh2zTSBwVH7XijbcH8Z4xwiabvyR8wL5VNSSq7KF2dAbHlD7chm2jFYj31hwBSJg+a5eSDlwpDZWykgjbYVt6FBmRUBr8oPA/oAnrL9ANQAla5cjMwS6rXgUMS1Ag9I7WTDpDmApY+RUfy/ZnA2HHSvpC0KWM3NzWFiYmLRjS51/QeSOV0PqYNCl745cOF5odzvzTkKcOPd0OZmnEap0+RB0Q/AUhn28oCCT/B22lZ2f7Q9gSrG4eoSVo+F1olaUEkHFHVI4tQBwyBMSTd+pcLvyDMFlIBHFuGyataf/yRPoqR+v9zC0tunHe8sNtILjXUIrTdwJUvayAgRWmBeeKtXSMznElIDsVVXb9n+LpT2r8v50ImEAiWIoVAXcZzozPmhLrpRk7wBYAGTN9/6RiFAAE40lMDVQuYfTfXQyHNFIZgmUFVVRfdFSoc5marb+s4TBjgOGOBxyBZxLPfH4ogjijjgKWlLziAyiflMmqxAbT1b1uvQ5ia0z4QAS1KItOUAVRPvZTEW8o8AQCNvAD2jJpemGm9Vq3qomsBY3asV7mNYe03L6+vWxUyH9YNI+PtDgX+UiSR1WYHp1HqkEzEiK7Xg1wjMpcKArlt7HcScOdDurgutYERBcyMManlWjsgeJUAEMCtW7XP4qsYEt3IdoY0qV1MT+Ew4kCEAV/So1ASw/LDyUkHvMJX1hUy4LMH9Z4tKrTr66KNx+eWX41e/+tXQdbTWuPnmm3HGGWfg3e9+97J18GCzWqkAYbhIi81SI9DgJgj7FK594jpggdKImniuExUQQryuWsct2KGX3ybnJltLa0to5sEy43rxPE4ici/NI+P1EonxesVt6CiFTjrmr/WIBcR8D2C5Y7AALAjnVY4LnEPTfkUMLeLSS8WFA1VaNJDll9EGUjtOlbQehNwSiY0EQ3n+/SygaiivqhJOQoG6YZ1quKysQ1f/rakUhh+OYy6Y54WYtMdNAobqbfn7LvtTBzL+saghk9piv6saq5wr6jsR1V24UQ8HZ8tt/uRI5gs+AmYCYcyAq0QwsMGs9U57k6EnozBM5JGsSXCRrFqPbTmNQo6jiPJN6/p9W6pVdbEypa2QaV0Fvin0s5i+rqTxKHagqr16I9qTLSRtU4TZHzvSeqz6hQxCyMOuITM3SEB6oMinRvjvHWHdalBlaiQfaiFQxQWHiIV5JcIr1MxLfTU7L3IeZvG5un2C1ZYBzcDfDw+XntowxF5fXg+H72/B0EXNPv/2b/+Gv/qrv8Ib3/hGPOpRj8LJJ5+MzZs3I01T7Nq1Cz/60Y9w6623Io5jXHTRRXjZy1620v0+oBYOJpPq2iifEGxkljOb5RdzIv0yRMzwlqphtGDbqjWtz7gBOBQe8wGKl60HWM8SLNArMggeIRVGM4hlvTKkSE/RogJ0hnG2PO+VD/QCAVKvHzVifZNpU8YnUF632wSFpUUJzFYSWNGFLWB0ZuhmEQvWmOZWnXx94w1PbhRWGnUrIC5PkzeMgIXWOgi9jdLWAkogxrwbnR/+a7o3DTs0/5B8b5XfX1/ryvS3eR8LWclVK71l+zMLqAqaBWdIIpPhxW1WF2dAwhlY3gMrrDioFeAl80Ueq3IL2rv+hDKioGW4qzr5VPo3JPQyjMvk2zAR0CrPaSmyCYvZvp6FGG7bdDzVfo9avj+MRwnidhfxxBRa3QmkEwmSVoQ0Dj1WUhGIMqVXYm5KQLUigUSY9YxMS8P8oIwHC0oBWb8sfp71HUivAndl/SnDldrDc0ZhQC44eGxAE5WooeiNAgAJMO868CsECMYCvSsAJjHDevmbQnaUjFAFTV7PFvoJDtg4WNTs85CHPAT//M//jLvuugv//M//jK9+9au45ZZb0Ov1sG7dOpxwwgm45ppr8PSnPx18MazdB7BFaeRePI7Ak3ikx6om/CkLcPTRoqw/pYDCcrH80BaFB6rtUsivKj/ADX+rSXogADMEdhi3roqSaK+5sMrQfbAiK+vwMWa8XGFHAM4dD8y0y0pwQ9pYRQatiroXbQhHy/XT16+y6zOFutK71waFNgsNNIhWL5sZTxUgrTfChHMFWpECZ8qmSLORkxYRzbVX8qZq5Enys9588ydz5m0joWskZt8PxsAqgKp0XZv3/sKwPwuRmJq8RcPuafuqjM5gQV9lv7zhu5W0nbMZkk4SqOG3rJo2pdELxsBQCpoyVYAVA8i5vVC9OcPRHDLBMcHA/XqcmZnkSBS0Ckho8vFbq09U9XBavU5fHbw0KbX74blh4Go4AVkvAlyxAMhVsxTpffV4DhZjXIBqSEYxh7CeHALiFB72pVOoEHO3FWG6ZWqPRpyhJTjQ92giPoe0yF1pMl2YkJ/q98vSNRYI0Qmm8aZGeK4ITPnZgMwCI2Fr/ylbJ5DapjqDBJyCCgEw4zlKI3DBnCQNlwpCLw7kV63upQy9VQdyLCzpsf7QQw/FBRdcgAsuuGCl+nPQ28T6DjrrOmivbqO1yqRNs7RTE/VsNAsOIPPmEB/xk8i8TEK/bZ/DFazrZ//5AFehLlPgvEkEqjJXc40pWbbNI0PQRsXThBLkMMBVV9HKZLRoZuoighc2zlQ53ioA9L53+yL1dR9caaCa068Zc140F1JbwYtqZiDRzhWkLtW9OQM6MceAIQBVjvvkbR8cLhg401bfijVKBFS/arr9UJvEnZKgMFlYEocBYOYkOqI7WRVskfmnUulwsiZAs1hAVeNkLfFnavbQadcHyhpkDUB0ue0Xv55F0mVIbYmSthV5TGzJI1PSxj+RJsFE9eag52eg5vei6GdQeZjBWoZTjKdKS+20g5w4owxdo1VC+zCQM8qbtRgLvU/lld8EjobpSRGgInC1+H2HRaeprWHrHAzGFkiiMWWZTPmjNBLoxALTaYTpNEYaMaSCI40YEp2B5f1SdDkI90movACTCsyOC9JEY4KDx5EVDs1h8Jf3kGUz/ABz76ZWG7nDgoFbHSvyWJn9l+1Viz4rlEBLJAIisR4vGWpkJV5YdOi5GprxN/r3PhAh4ZWLl/yG2uqjVmH1htXobFiNycM2GKmFdtfwevxwlyqCenUaKL04qgg9QKIesquZLVZrmiiDOtVsxBBQeWRYxkpqclUugfpkPwfZdlqVoNH3kDFuABdD+D0dO2UTqgbl92Ggyh2rJ7FgOh+6wSvnKCjAjJBbtBJ2194BsqiPNe0Y7Zgbz5OdLGIirPtJjagDGPIaVQHJMEmFpcwVLhQI41krlFEAp6fCVsRt7oHxCHCMPme0f8aaQ3/DiOn74pFa7HEG5xMsAFdk+Qq7rO65ey/aU0DSjpB2EnQnEgjO0E2HXMOqAGQG3Z+D6s1Bzc8jn+tD5gVkVtTS4k02mXkvM+kAl8pVo1epiVvi20IeoXCZD4AWtoXCghTWWcy2w9Yb5l0jgHcwZAAOM600SDiTZBYE587L2Yo4uokBVavbMdqRBVSCoRNx8N4cWDGwmYBZeW+v1HFlsdELjADIfgYRRzWwQ8YFA0ti69kiEVqNomcldjxPk29KKkDCjtc6uAr3UYa2CVTR+o6zpaTjDsZgQeZr1UPqZ6VWrSlEfKDGxBhYLdFWHX0oVm9ag3T9GkTrt0Cs3QQdd6B5VE7+MquBJ+anuJL3CDDgQpLcAA/AEPGaNGNlBp9WYFxZF4Qyz4tW28msXHqWmjxBQd7XAh4z3eAtW8icNASzxz6sPmIlVOm4X9RlEg4FDI/AhhqDkKIH1pjm5nzzCILxFSUr/mqmjzzqYzaTWN2O0YnL/RGgonAgUAISgsPa/svpZ0TJs/DJ7s4LWI2iVvrTHGgpQdV8LjEoFHKlwBmD1AIdCItfmSuw7LxeKPWs3D4adhJ6skKdKgNywp7W5BmG3PSWCs4ofOknhChoFCvsudjz6+0Y9IH2ZBuqMPtKIo5OIszkaScCbr2YLO+DFX3I3hx0f854q7ICyoKqMDGGtKw4mLB12hYhzTbMW1WdkKqhPd/zRNYEkkreC2rrVQFSuQ69qf+Wo7xcfr+r24TK2839OthMaaNVlTtwpSAsn4pA1ao0xkTM0Y44Ig7zN58HK/pgMoMqMserCmQTOAdPU7C0A2YTefhcvyw9htBTRZ4n8oQartQAvD/6epOZcu0UPSM9JLP6/d0PIYqEO3CmPCI9hRsjG1p0lkkb6rYPfpzZDMOyTiWwEK/vwHoux8BqidbeuBrtQzZCWFCF7hrDbdLKcJOs1ACrPElAe58D8MJK4NKk2l0NBzIOLSiMFwEyc21WyY0m4uMXhLbK6bIIeUzUJxtKYz6PyQ8tKmrU6zuvgC+twKRCowfOtWW9e+TV8vYPrVAVNDVvuQewvFBhcI6Nt0yIBPHiseCSbedcDpGWs5xSprxNLEqPFQBHQK+CKqmAXmHATr9QDlAJZgjwpqhzPeOsakRyrxqF/whUEbAquTJmP7EWQ3lTyk6GPt8q1JgqQaAvDKpQkscbhUR1HaQ1ZT7phmVNIIv6pLyNlD3HK628ns3sBhMJGF+PKBGIWwK9zJzrQRFmhzIGozOXWa9DkZsyI3keZG75vBcuynI2i7WmcMmwp3xfcHMxRlIKTWDLb7OesUXvlvZ7LGZiLMHcwRUCBAx5XbTaEEkKEVG4zXiunDyHvYZjy61qWS8VgSqhMjCZA8R5JbK6ZyxOwIQ02mhJCggBraQrcWP2W/Kq3HaCgfvK/7EYqaWmpXbjUStDXDdAqwRRZh8laEIlEmoyEyVIsZ364eoLel4sqQ2oorqEfr3MUWPWHQGjUDWWOvTut42B1RJN5QUQxeDtCRsCTACtwL1MOqZV6WGqcq+0AphXlBhoDt/Z0F8AqGAnqkVwuah9KvXiZ+qZ6J0FZ6iAK2rCl0Ug8MRhswkr7VaAVbUP5nhseI+AZJUz5p8by9OqmQN33HrrzPq+d45pBU0ewxWyViVVmm7oseCNtfuqoGrvoMC98xn2DgqjfWUPtxMLdBMTCphMWFAYGfBCcijvEw5c2cFBoCqXIagi4UE/Xd+d9ia002DEYSo/Ww8RSlBF5Hn7awTgisDYQvOfbnjPUAFZYDXdK85MMoDWDJrpFQ8Ji6SNKGlDRCLYV2RJyZwZb4TxsMDxFhkVNBfceRSIYMwFg1YG7ShbgkRLDZWXyuuL7t8iwEZTOLG+TunlWlhqoQqq/M/lORoWglzISpHQpZOd97fF7S6SzhSSVoQoFobAbgGWEZKVmOkXmEojTEnz4KO1LyECiIpHH5yDRXHJs1JUJi02c4aV6UGRQ2bhPTAoaQMOmSlwYdaRmYTKSy9YU2iPwJLMTKkbAkhkCioIO2qpobgCsjKcaPZT8cw68ARU6wwaT9XwMa8QakYFvD7APeQlCzykLreNgdUSbW7bvZBrpxGtPcR8oRWYLMBkBuSlWBtLjIaTjlMHKqpla2plYmx2n/nCA1WLybT0Q33k+alIEIDxMjRn08Y0lHNC1UrqNAE4UnD3svBqwLGpbwQwq8fSNFHYcxoKknpWDRP6y5QCg1pRYLV+IsFUO0Y7NmTT1HIkYs5CVQpd5zv1ColdvRw75jL8ak8fs/0cWaGQRByrOgk2TLYQc0NaTUQd7/h8q6q3qpRZAHKlnOfEqTkLjlRQX7kDJowZR6RgpYdqFK/Ld3L54T86XifQqVHzXDWFBzljAUirHg9QtukfMTUVJgOYzwKsEZsvp01u2ILW5CTiVoR0IkarHaObRgGRPY0oXd6e1zgBS1KwyJSyMZnFEVif0tg5kJMAsXZP+EoqFz5pAlf12n4lSKqH6sqHArJRgGrY52E2DCyF+x7e/8XaKBXuA+29ImHQpNNFOhEjnYgRtyKjvG6TVGb6BdrzGSbTCNOt2FyrsdHIM+NdIfY8SpoxIwAa12PCujAK7Lo/B60k1Pw8ZD+DzPLG4t1aGhAlMwkuGGQukfdMWE/mJd+KN/CrfFBV5WGRtyooh6M0kKP2YEAZhv52MpOOYwXYkLL94GuYBX2CmQ2qmln0oJApvTjBzmW0fQJWX/va13D11Vfj5z//Of7lX/4FW7ZswYc//GEceeSRePzjH7/cfTyobM//+zVmpicRrVkPPr0WrGOeJpSt2wTAxLmT1JZzSU2oELCSCtaNWyGQVyMyuuLVAS1vyiZ0K/i6Tp62FnnOADALiBrrElb3Xe2Dk0Uo26174zwPmNO1KoU7g5ChXc94sUTouQKaQRdgryQL7CLPE2fJ8obntrQQylJs42QLkxMJYm5ACrnwYw5E9gajdRmKMmJ/JYl8PpfY3cuxc3aA3fM5pNJI7JNsN43Q9467+qBFQKjq4dbeh0IZsdK+VI7ALZgBa6av3GUzVs0nqFMvtC5BDH3n1vFCgP731RBj6Wew+2nce2g+Gb3qLfOtOocKBmgGxCvs0Vh36BSSThdccCRphG4rwtpugulOgolEIBUcseAlSZwbYVvWSsGS1JSzseBKJBFknwcTmbTp7DIvQy6jFNmFPcHK/4wqMdxrv+Kt8m0h0LUSQqRLUWYfdhqqIPJAWZR2kUxMIWlH5pUaxXVuswApFNizKv19W7mhm0SIueFfCsZMFq7L4LaiKb7KujL3Oq2kLXXTR9HPUMz1kc/1g1I2ABxY98N3NK4MX0oGIWnnERLl9lrqAFRVjfEyY9AUc6b7YLlObD1Vrl+NoKrcbrFk9FB0lDybOPhDgZ/4xCfwghe8AM9//vPx3e9+F4PBAAAwMzODyy+/HJ///OeXvZMHk+395V7MrP010rVTYK0UYvUGIIqDEJ4hD0bQUWIUwakGn7JEdW0EL6v8I+0uIBtOJK9LwUog42ftedu6IsYsbDf0iukaAAnkE3wOFBcuWzHQ4mp632R+KLEKqhrWA1ArYl3tt+snFwCiMlxI2wOlNOQI4Hh/bXUrwqpO4kJ/FO6JBLOuZ3tTAQKFcKUN4AFKEcmWrTVnwos0CZdeI1/UU6PMfGvyKFXBubAgiTIBO7HRV3LK7BU9K14J3TXtS7ubXv28+NmDTVYN8VXDe00WSECgzrOqioz6y1c6VHTUocYjAZjfs5MIdNMYk2nkACz1X2rACddGMVgcm7I2VtvIFwcFSvIvhQAphOIXYfaLHAd/NQDmCy76/sXS/AnL9dFaVdpgGK+qKuQ5WtOqGTg1CZA2rd+0/6b2fY2t/T2hkvE4AeMGSNErtr+v72mulqxx49mGugVsLdnCZAO6EjbKgilb3gZFDj0wYEr2M+RzfRT9QWNiBGABklJWi6osxCy9z75Vt/dBEYXyyGvlb1tYAdAwKcKQ0bXSrhSOljrIBiQjj5N5H4Krpjt8NYnhAZMVeNlll+Gqq67COeecg49+9KPu+8c+9rH467/+62Xt3MFo8zv72PM/u5FM3g3GOdJBH3x6ralWbwurmoLGLQOEPEBBfCQmC2hVlPwmH6xYQMVUYcJhVHiZceimX6sCpIKsQJQAzXm7bLZikJlI7fhgyOdPVZYHNiT0F7x3Nf7q62oRHhRzwNO7Iqjf7thsYWleAX0USl0CD2VfLBIMieCuTIngcICKiNOkek7eKtLW4ja9elUaA6uAbho7ntSqTozpNDITMocDQGRKs0Dok8wXqNT2ryHBC0eKp5RuAlqUBcgBlxXoG4XnAq+R3Xc1BGeEN8zxU4YeLV8KtcE/sqbN/DI6fj+AkExP66w0BeewtRNo2ZqorhZgIjCRCLREmSmqYDI+qQRTk7aRbkhcKZ/6y1T9av01oBn4cKACrgD/rDYBqroXanFen7AsSVmvsArU/H00eZWqAqRNVqbhh8CwXs6HvBUrPAhGmCwyFJlCkSnIlkIuVQCufKmFWFhOnuDmPHDYEkgzYPkATOaQ/Tno3pwN+9l6gQOj4q8z652ykh0GNBWQFY+Vb0RkpxBdU2hvlPmAypdSkJk09QMrKs1hEgMD+sXIEk30+/rcv2F39jJ5RSNTCMaH1MO3WylbMrD6r//6LzzxiU+sfT81NYXdu3cvR58OahvMDDC3Yw7xHfe4J8x2FAMTU2CdLlTShY5btk6eDQFqVfKsmszTc2KauEMWSBRWuNPPoFOqsm0Z2vPDaQy2DAxKb5BTVKf2K8CpkZTeoDs1SpuKzIUAm8jtqIQc3XnigOaoZVHqkjdlHsgtUZNVLpmmzMplNncz5/ZFN29NYbPyyYtCgvQkGnOGySSCYAxTaeSyx4jo3G1FmExEkF3oe4xGJbr5pXBiztGJAWXHaGwVnAUjIAhHuK4KhZr91Hfkc8YAaqPMBPQBFbU7yhb7MFmVrTD9a15nf9p0J8JEN3FCoARYY1FOlmQaGOq1dVwUWaayA/XJzQ+TkIW8qeHLzXt/SR3U1NusrzfKFgq/VQVDq6FJf9lwQKRH9snPdKQJdiWNR3HNc8yjGIwLqCJDkUvzyqS53hIA4K6kDb0IVHEGTzSUuQdgnWfGK0XeqSKDzqkQcw7VyKVSrggzhfeCfnoK6GRMlLnWw8CVWadMtmCCOTV2ErNVUlvVdRZk85E5sKR0DUyX/KhwPCtvW9/KBxgE4Iq+a+JlrbQtGVgdcsgh+NnPfoYjjjgi+P7rX/86HvSgBy1Xvw5ay5RGf48FV+37kExNoLVuBgKAjlKo1kTJq/I9Kj6I8cGDFy6jzD8zWxVG+8r38iiP3O6bAyf1UBpTcN4dqFJV3RcEbQz1kVWBU9Myrx9B1l81sxFollhoaF8zT7NqWAgRMB45+9cvz9NYiHqZTCvjwo8Ug2Q2adJ6aqQHFyi7h0wwBhEZb1InFtabFZKMzQ02rD1HgIaA2jAjUMUYASkRcJoE90jgFS+V1oBiGlAGeFVvqX6KgNajM+4oHDiKF+Xa1eU2QAmeKLDVBKoAG6ZEKAdB6/nrrKSZUkYmxNqOhQNWgrFaKNDI8JjrgzxWWkqvvEjzAwG7nwexkJAi0Bx+a/ImLVdYJdTOWorcQ5O3bhTIWnnAHbUmoMGMvhQAxgWitAsRmVCgUhpSKhS5AuP2YTEBRMEcrxIgmoAyhdyFhpAavUIhSieNhlWrDZb1wXIDpHxjUQyehIWXWd9GSWwYUHmeKF8jjVMwztb54+CAMO99tX8Xhm7waNXU1mVZ6Nn3sPrjrMrvC0PWtH7521ZB1TDgTfQLv23zkNu4+orZkoHVeeedh1e/+tX44Ac/CMYYfvWrX+HWW2/FhRdeiIsvvngl+nhQmdTGxZnP5cjmMuRzPUNaVwYkQSRQSTvIBKwCEM1sGRgXs+CBJAJTHLBERaaKsKBwlRvlEcoNeKrrZVGNvcDLRC/r7dLE3yIghqL0NnnGRgxQ0qaqPZlbYCW1idJxZtzdwaXRwBsLStvwqJzanQ6W562jGoruGFcuK5BxeyNU2qX3R9ZjIWDia8pm4mltORX20ARniBEeu0az5pKyT1/MPqFrbQCdX6CZoeRsEKiim45mutHDVYWpTtQTJbjygQyR15UeDqoquZlOYFTq0SG5khRPCAvQuszo8yUaFvJF1r1uC2ywDMYZc/XdUsEtOdlIcrQj4byEo/BRUxjQn6y4JfpGsQD3woHDeE9A+aTetB4QTmaLrdO2kHinX/C2zpUxd5VmDlV9vSY+WFN/QqIzbVeCw5VOs08mpqB5DK2k5VQJI8PRnkCcdiEibojZUkFIBsUZVMGQcYasMEKh85lELsvEFsGZjTBwAByTE2thaszaa5QLoD9nCOycGw5vFINHfbCBCQmOMi4YkAgTsgMHpHSaaQSoojQKxEOzuawG/inRQkkFDu7C1USOX4o0CIWPh9WtJLeBv5yukGF7eUAJhL7+9a/Hnj178Nu//dvo9/t44hOfiFarhQsvvBB/+qd/uhJ9PKhMMLhBIzNllZNNEUwGG/4SiSPRAaVXJbAK8PA9OwRmGGAI7F4ILgBFflteKC8AP76YpkeOd2bbZ1qV4UILxEBgjTV4nirHYkRIDWHfB0Eu8w+WqEneDMaQcA40ySJUvFjaam+VXDW7r0pGYlBDcQXJ63Rx51JBKuauIi6YJZybdTSzQEXDZeFVw2RKW0Bkvwh+OgcmSlCl7Je+d4o2IlBVtm0mMuJlsZofqgRLAIEgBnCjvE5nUEEH61H/fY5VlX8lLd8KQE3FvdYHVDxxnreLIST0+sa8PhwIy2wYV9lrnQRiY4+DF3MvIaD6gCUV1IjQNaljO/0goQIuDLcejiqI8W2hZcDCJP9hXqGSL1WCmcXoZjldL2dlarwxn5y/FJmHEly5tPtFbbnvFrWnwePU6ZHxKIaIEqtxljh5Ba10Iz+usN/lymTwDgoFwSSQCAAKjHGwKEJ3aiMgIjCRQCR7oOLE8K2iGChyMM7N9VrxZmkvzFy1qgAteaFEwpF0Y0SpubFlc7khtecKWuiaDAMJh5I3q6pvBSzOA+qDKz+0TdsOS5XyYjVD97lQksxy24i0ruH25je/Gffeey+++c1v4rbbbsM999yDN73pTcvdN1x66aVgjAWvTZs2ueVaa1x66aXYvHkz2u02Tj31VPzwhz8M2hgMBnjlK1+JdevWYWJiAmeddRbuuuuu+9UvbjN5Ao0PGwunyT14UFJW66owwpWMuEQeUAky/Rg3WYWxIcH7tfqYkvWCyrSND36qIbYhmYLll6Mz8YZmAFZAleYRCut6pfAHGA+yXhrHOAFDHplz47/sPugVeMW8426sO7gCZrgQ5b6kAnJlatMVSgdhLWEJ14yVobjFEmo1yozConKjIlDFWcn1ahInHWXDPDqOpqcxMvQIhGDH54Epb1si9Ttyv+U80Odavzyg5S9121U6VSX57y+Tygix5soo6PddGRvt+gWUIU1GSSNKLigHYoQTTTmQeCJGujpFZ10bnXVttFeniCdiowPEQoBDRN0mr5FZp3yNPDaPlyWYEVhMiKPHWG0M+8c9rO2qR2v4vuttLtT3ctnoQtTLbaLVst6pCSMG2plGlHYRJQl4ZGq7MmZFMC3Zm0ccbVu4u2P1znxOpdRlpmChjK7VrIogpw6BmtwIPbkevLsKrJUa6QVYr6flWhF5vQRViz8RXHDwWIDHAlE7Mq80MhwqzhyvikxZ7pbMyuzVoC0eJjYE564GsOuZqU3JDLRdfdvhx7m/OZhLBlbXX389fvzjH6PT6eDkk0/G//k//wfdbhf9fh/XX3/9snfwuOOOw7Zt29zrBz/4gVt2xRVX4B3veAfe+9734lvf+hY2bdqEpz71qZiZmXHrnH/++fjkJz+Jj370o/j617+O2dlZPOMZz1hyqQgywVipFhsLI+4nPHCkjFho+b6wf3NXmsCXZgBgvSyWnO2RyjVlFbownSWd0zpNnivhqb03Eear4MsHYFZmQTMWyi0Qkb2qsu64VCWoIkDVNGkzZrhDAV+GtieAZFPS6bOmrEI6DwS8Ksekafkwr9oyGrfeCSIoM2Yu6oFU6BfmRuhf5NWJn9TRq/wiMmlTsP0XWWw9IXQOmf0HlB4pVfkN/HUAM/H63id6aBGcBZ4o198lTlDDgI4h8ofAyweh9OLecQAGXPkg07wPwUv1/b70e6k2KBR6Vt1+NjOvPYMC87lCr5DI7eToumGvXV3kZuJbINHChGRitKZa6KxrY2JjB92NE2ivNeAqmYgRp6ODDk0gviQGNwsuNpe+YS60NmyiNNs2t9FkVTBU3a7cX/N+hgPH/QeuKPzH7IuM5ATIhOCIYoEkjbB6IsH6qRYOWZXikFVtrO4kjpMXC8PbM1mC9FAFZFJjT6Ywl0xBdtdBt00WOpQ0mYG2sHc+33dSC9Wi3k7F35NXKL8bnpVKntOobQCWSMLafr5mlVmfQ8QCPOYQVrsLqP+25fvR59jXpmpaNwx771/P1DBbcijwhS98ISYmJnDdddfhWc96lvt+z549eNGLXoRzzjlneTsYRYGXikxrjXe+8534y7/8Szzzmc8EAPz93/89Nm7ciH/8x3/Eeeedhz179uDaa6/Fhz/8YZx22mkAgI985CPYunUrvvjFL+L0009fcn8EgxtcIhHgcWQrigsDfmQG5FEJnoj3Q+UsiKAOCxBcxpuEVgyMq9AbwyMwFGBSuxtzKazJnScrMM5LTtUQkKF5VBLYyUPmgSnXvgUzvjco1L5i1rNUgiqg2XtiFhHBF67fGuUN2YTRQi+b41ENI+7TMdBXQDOoXCYTzMgsUG9yS2YfSB14pfxzQAWRfd0lnxtVtSaFcgI+BKh8awrz+dIMpFlVnaNKMntDHyrepIVKxDAWAqWgLw5MlW0q2yciu/veL9q+CaBT6K08NruPyv5W2pQVeZyzT+m5VEgjYUnIwmV2KW2kK5jWVv7EeK1G1WXjwoRiRcIRpTHithES1VIhm8vQF31HRxCsQJWTBPjnqDmk5idNLJRlF4Zy6mGapu1GhyB15XMToKtm+VVrIA73kFFYUDacl+U0rSSkR1wHAM4FeJRAqwRCWA1DDsStCNPtGBumWljTbWFtN8FkK8JkEmEqNdnABLASL8tU2Sw3riwXM57ARHsaYm4XSG1dzs4gm5m3OlZGv8ovaVOCqVJo1iivl599HSqVS0jBwAQvM/wswJKZBBr8Er6WFRcMTDKr7M4DD+2wBAmyYZy/UCB2+O9K2z+gOFYA8MY3vhEveMEL8IMf/ACXXnrpMncptP/+7//G5s2b0Wq1cMopp+Dyyy/Hgx70INxxxx3Yvn07nva0p7l1W60WnvSkJ+GWW27Beeedh+985zvI8zxYZ/PmzXj4wx+OW265ZSSwGgwGTvwUAPbu3evek26Huem1TImK2FxAkAXA+mEh44rwpbktAdBleA9aOdDFgJAATtmBfjZfQ4ivUY6hktVXqpxbIEL9tN6xqswChd4cqJEFXOkc2672QA1N1P7ER94GBsrU8cCEJbUr7ybvg8VhCvEBb83vr9XF0jxu3G4pNmwMCE6ioHQUyh6DeRpMKml1hQLmM+PZIFX1xaig+zeYpoLOvsZU1aqgapgNy9zzOVOlZ60CimA4ZFUdK6DOhyKumdnWrqO1A1eurwcgpLeQDRsHmTQlgyhlnrxxdENPI45EcCRCQ4OFoWo3CZfgqurB4jaNPW5HiCc7EHFkdImUQtEX4HvNtk1P8eHEtLjQm68x1dRuSDZvBlfLmT0Y9oE8ZX4W7WjZheW0YWNAFTm0YqgWRhat1NaRnEacGq8Nszpn3dQo9K9KY3QtmEqFCQcmgrt7C+UvGE+vtsfOwJlGuz0N0Wqbh+gid54q2R+g6GelppVSVgdN2bBdCaqqUgtkBLiYkGAWZI0KJwZgys8WhMFfVW/YMIA/ap2lWk0f7X61tnTbp5jJH/7hH+JLX/oSrr76ajz72c9Gr9db7n4BAE455RRcf/31+MIXvoBrrrkG27dvx2Mf+1jcd9992L59OwBg48aNwTYbN250y7Zv344kSbB69eqh6wyzt7zlLZiennavrVu3AoCNk5swYDyRIp5IwdMOWNrxMusKQGYlMbsadtPKhAYLI/zmh/YCdfTKqxFkeBpPzIp/BmHDISFDyuBzHikKH1ZBVWTqHeooLUOTdnsnrYASNAkGRAylejzK8E3tUvEAmT9pjzxeKjKqGs6RB650dP+B1bAx0C80+oXJCgxDfmVNOAr3Sa3RLyT2DEx9wLv39rF9ZoB75zPMZIXzTPnzgHKTFHPtMtRBhw+qbH6i+8y8f8OMznk1LGeWlWG7YF2UoUTazpWzsQDLqUZb7pdP2GeMBdk8xCfx901euerLXx4cB0rwTn1fThs2DqRSkJZw3PPKksznEr3cZHhlUtlwLsy1xLjL5uJJOUZHkYwZL+sIumK1dpJUUtUmJg4gZubFUQ+7DBPhrPKXmsJpYVimKsoZ2mLBzbA2fM9Gyavx34/uw2g9rKXZ0DEw6KPozyKb34P+nnvQ33MPBrM7kc3sQt6fQ97vQRYKshg+KEt1dvOZPLsBZxEljzOTGgPE0FHJsVJZAZUXBlRZb5X5K62e1fASNAACQES1AIueRD6X2xqCsgRmTSK1CXe1/8r6f7q2rs+TC0PBIUevGuodNc5ojDdx/w6ULRlYUTjg0Y9+NL7xjW/gZz/7GR772MfiF7/4xXL3DWeccQae9axn4fjjj8dpp52Gz33ucwBMyK/aH7KFNHYWu85FF12EPXv2uNedd94JwLg7ozRCa6qF1qou0rVTpmZgu2vU1hkvJ33A8ZUccAFKHlbRNy9pSO0BSLCcK+arpDcADeaDMFUntzvAVc2Us1wsLWIXAqyR3ylEaL1KLhPPf3k8MYaSZ+Zn+1UvQ2UvmkKbm4Upm+LF0B03TdVfdl+moQZwBSwbz2rYGPj23Xvwve0z+NnOedwzn2MmU65UTXiM2qVRz2QSO3s57pvLcN98htlMujp+ji/lAIj31OeFDJ38QcO/Ucar7XvLzA28JMsSwPIBlSGaE6AiMFUHVz4ZnbySdCQEtghcAR54w3DPG/w2PG8nnSOfT7YYsv2+2LBx0M8kZvs59sxn2D2fY/d8jtlBYQtfW00im7WntPa4ihywWWRNZWzMe+1eTovITpx5r0A2m6PoFyaVX/tenBJQEOGcow6oFlI4901q7cqKVLcvvwvBW9P31eVLnQhDQNe8bdk2nYNFNz/Sho2BbHaXAVN77sFgr3llMzuRze1BPrcHRdZDkdvi2VZegeoE9osyEzC33s9MKlPr04b9gocdGIAutZV6ETFY5INz4zUjT1XppRoNqMpkrNB7KjNpSylJFP0CRa+oqakDxlNlSO884F81aVmREZBqCu82cf+GHYLw7mncfeePxQMDuJYcCvQ9C4cddhhuueUWPP/5z8dTn/rUZe1Yk01MTOD444/Hf//3f+Pss88GYLxShxxyiFtnx44dzou1adMmZFmGXbt2BV6rHTt24LGPfezIfbVaLbRardr3Io2Qrk4xeehqTB+1BfGhR0FsOhxqYi20SByY0bbgqo5TALBAwYb8SP2cSOqMGU+Q89RwI7NA9QQdOApJ786jE2T8WbkF8pxRSM3JOIgyI9G/kJrAiP0uDNXZiUE1bFcFNw2mYcnZ2vPM2LR0wQBW9J3XbZS8gzOlzEddETpdBhs2Bv75m3diw/o5HL6ug8PXTeCQbgvTXn045ckL0OSqVD2bjYzCe5yVN1ICDoGsQsX8+9WojEAfUDU9iFRDc03LfLBlvjANum38ZVyDaeaBIDNcuGY2dFhmjUqtQZI9AqZwsg+cwuMNz1/1dK5USvWwcTDTLzCjTHiIagVOd2IIztBNRD2cQddHkQNSOoFQyuJyq3nehaJfILOzB+Pc8Kt29ZHNZSh6ZuKrTjqjvTh1VfVqCNC3qgRCGZIbbX5IsBqyM+HD4X2j96PaDtth8AegDxpHpwcs3oaNgf6eHWCWR0Umsz5UkYFxgXhiGqpQkFTj0YIqqrgwKBRizjCfw9USJQHhVsSRAlbXyhwXs4CRVNmVLW9DNqx8DYmClpKg5h1gH5I8AjotoeUyU05CYTHaVA5QDVm3Kalg2Jho4tRVzR8P3B7PgfZcLRlYXXLJJeh2u+5zp9PBJz/5SVxyySX46le/uqydq9pgMMCPf/xjPOEJT8CRRx6JTZs24eabb8YJJ5wAAMiyDF/5ylfw1re+FQBw0kknIY5j3HzzzXjuc58LANi2bRv+8z//E1dcccU+9SGZiDG5uYtVR21B++iHITriOMjJjVDpJACAFRkgc+OpSjqBuCfLewZUFYOyPAuPwHgErRQYs4WXtQLjERxD0K/vBziNqRqZm1vc7pPWbXhRM8vhErHzRNFyZ1WPWFMozgctFckI5+XyViduFZnUsCE0lAV7lUbCmfHe5QO3X81RP84m9XkSTfX6xjyP2XLb//xwG+5dm+HudR38zyFTeOjmKRy1bgIbJkx2D+emyKhfB6sVcUynkasJRtyKRHBHLJf2fPiq602gainCl4yVgKoKvgJg5n1P3C1m2eiOeG7Dm6VwKINiBK5KoKO1+e0i3lCD0BKKtQVV5Glymm8Ij59Ma99LFYLU6umgrVdau+bemQwy4igyaWpAtiJsWpWim8ZQnfDmzhkDy/vgeQ95bw6qP4+in0EOEXP0CcUZAJmbaz+bzTHYO8Bgb4aiX9Q8pWTViapJF6gEJWT1sE39swYBsqZ1fKuCq3ofG0JKQ9arhiVHAceSbA9kKzsEhprx+PQgBz3IwoASPWQ85jb1L1caghmpnn6hzP2CR4iYqU8awVw/rYgh1QOwbNbUCLQSC4D1gHpSVlwwaMGgwBGlHCq3dfwsdNJKuUQJkkpQUkGIkJXUBKqo/I2SGqBtKwrtgAl1Wu2dkeCoScIj/FuuO6wN09nw++UC10uxfQJWTfbGN77xfnemahdeeCHOPPNMHHbYYdixYwcuu+wy7N27F+eeey4YYzj//PNx+eWX45hjjsExxxyDyy+/HJ1OB8973vMAANPT03jJS16C1772tVi7di3WrFmDCy+80IUW98Xaa1JMbFqDzmGHItp6DIrpzRgkU8ikIbGmScdkBlrwkivLO3LyC7lZTuCoAmyI9O6PjSDcBYDBqpI7VwN3JHIAQASwvCTPaynBRFnexGX7eR4vtw9P9sA3rbUj3xqVdwQeIo2SS+VnBjLvr4a5ODTgJlamrSuZwUhRyMy1Sd41X3cr2C+dG+/8OdtHOY3F2O47f4zB3KEo8sPAmClNMWmLJ7vdW+J5K+JII47pNEYsOKakApU8mUxEo/6U/9HnJw0DVAtpOBGoKmtqVThN3nrkxBTMhOmIgEqgisKA1B9DYIcLUQCAspO4wWVl4WSL05xpbTLpOGOOwM+ZJ6iJ8h7pA7fgew/M+edqf9iePT1AaBS5OYZiIsaeRCArzDjknDk5DsYAlvWg5vZCz+01mVxEMpbK8ah800pB5hpF3z6ESfM+7xXI53IUuaylsC9FT8ps4y9hteXlNgCBKgJoi0lxH+YNWwiQNffbz/hq2o55+1u4byttqsiglYRWMiztwpl96CgfFAZSu+doUwDdJD/IRIODI+JECwAmYw6+89dQu++F7s1B5kUgNMs4L19CGe6TXSYFA1DUwBUZgXk9zIUEuHHqAy2TXeg97Nj35CUDDOfD9zA2/4b+pxDAW8f2UO9WUxvLmUixFFsUsPr0pz+NM844A3Ec49Of/vTQ9RhjOPPMM5etc3fddRf+4A/+APfeey/Wr1+PRz/60bjttttw+OGHAzAq8L1eD694xSuwa9cunHLKKbjpppswOTnp2rjyyisRRRGe+9znotfr4SlPeQquu+66GiJfrE1s6CBdOw0+uQo67kAnHWRSOWXxDEDLhgSBkvOAIjPeKgJVZBQK9I3CiSQzIIu6xEEl3BUotwOA8AjgUQXE+x4mWqfIyn1wAR0PCaf5UgzeZwJVUmnvCcGG9+iYvD773gQG4orp8tzwioaWbcNt5feDqbKsjV1vJa3ozUJmPRRZgSIveRPKm9SUnYgIXMWcY7oVueM2elRmMvC9Qf48EBLay/e0zihvdzXbbyHPOIEqVw5HA5p5VeW9vhG4ohuYtv2n5RJGuV3YeXgx/Q36MmKZf3594rzpiPWIWZC10jfVmZ09sNgAqCgWkEV5T+EMVnW95DixvA9lvVX5XA8qKxwvhgmaCH3OldUakhoyly4ko3JlQVXZl2o2XvXpngMACyeqetbf4s7ZvpxXv+1h4b6QexXuLwu4ZE2lT5o8XXA8xgNhBKr8jEHKIE2sVpVfqJu8j5xp5Jy5z4wBiTBq/gkK8Nn7wPt7IHtzppyaZ8wmOdCLKxtj98zxrmy3GDfBP22V2LXUBnRltL6qbB9yASnsp/PwXDObCQnAgSuh/d+/XNf/zZtCx7THYeCqOt4fEHILZ599NrZv344NGzY4blOTMcb2WXizyT760Y+OXM4Yw6WXXjpS8iFNU7znPe/Be97znmXpU2fDasQTKZBn4NkceH8GSboaAzvY3E1HFWCwnqoiM2FAmQccJE1ZedXaeg1ZcSST4EJj5O2iDDnmcYx4BE2/LOMOzDUqrgMGuJEnDQBEYsjsdvuajiHtm8ANHXLDOOasPB7zmbtwD3kZOGOApsc1kksQQXkcAme1ftC5BMwNhMKIcdZ8rMtg6dQ6tKbXoT3ZQrubYMNUC9PtGO1YIKanOaWdiGgaCVfapKrzRaBKqhD8MoReGKDOKfKXU/afT2R3JW20tmE7fxlqJWro5sbtTclJsVmQ5k+oBLwIBjEwMMsR84nyCtpJL/gAi16x4M6r6dqm47efTXaiLr2iuu51o3b9moMrrWE0u3Mv4m6EVjtC0o4RtyJ00widpBwHpl/2HGltxEEL46kiLwNPIvC8AE8iiLyAzAR4ZsfxIkHVsPDcKN7UsMmpabsq4X0x4KoOdsJSNcO28fcVZo0N31eTJ2t/qa+PMh9UkQhvEgkkEYfRqWIOBMTCPJjGgtuXyeoVFqQnTNlCzH2gKEzbXFhBzggqjuvhOl6CLGNZoI5eZgMSO8mE/bTSAVGdQtO14yNQpUqA5Xteq+BKKBmEoH1JGRqPw7StAPsgioWz7g70b78oYOW7GUfVtvrfYOmaKTDBIWd3o9j+S/C4jVbSRsFaRgSQJrpAcT2ziutF6VViHBAJdBQb0jt5j4gbVD3PFlBVPTgMltQuDZDzVdJ17IEwb98101bY1D79sBZ3dQN9UxrQXpjG9QshKKhxerx90k3CJ18lggEaNnPSeuNEBIgElKVMnq9AHNX+DdSt7fcFWzmB0FWHPQTddauxav0EHrp1GsdtmcamyRbWpDFiYW7uBKw6sTCeKU7nxbThvD8WVDWJhzZNP9V7xUJOIK1NqI7p8mZEoMpFkukvK/lNTcW2q6E837i9WWpmbpT+KPPlGMgMAdeGg+3kwUFCmiUINfyukpPnA6oqeb8JeK6k9ffuBItaaLWnkbQEpieN6GM3jRZNnmVCgEllhIazwpXK8kuHEBm4iefi19NbCPCEXgB6z4auU7WQB2Pg70JijPVQ4+gJr8q18TPHhglHVvt+oL0VTUaSCuSxEozZ2pLm+wiGlwlhHjY6sdG5i7lNYGH+o4YdN1yARbEZOyL0dpp1uPtLYrS+V9QHQArKEdzlArpVFPLz13HyH0qDABoH7dMDV9J6suH/VmXbJbgqAXV1JmoCVeU2lb4OPYqVtWWZfXbv3o1Vq1YtR1MHvTHBIXsZ5Ows+K4d4KvXg7Wn0epuxMA+CBjvSVTypayXxnlWCPhEcSjIab1KNf0mn0NF6/sZeP5fP5vO52pJVrbVeGDcFRJ1fQTxoczgFpX1G5uxN74qT4bCgAyG1Cw4c56QiO4ZJO5pj9PPRmQwGYnB+bGgii5C/16areDjyuaj1mDd+jU4ZlMXR2/oYstkiukKxwqAK8gb8RBoVMngJr26MmFWvDzDrOQ8hd4o2O+UZpYnVZ/QHEBh5rclIMNYyG3yvVUErvz5jd77T6JNcia+98p4yDxvDoUgbb/KEGQdVC0U3VE6/LuSxrhAlAjnrWonZgzLCsEesF7nKDYTIufgnENxb/LzJsBgHy4rkNnJUAUH509Gw0y5dcOVFgIrQN1bZXsFE5Kj/VeL7A4P7VRDkKO4YD6oWmy/R+3rQJj5vQ24SCLuwoCcWbBFHEhbWy/mZVZgJMpqC+UDZ+RVvBAGZIkh9/UGq2YOEg+KCwYJuOLMAQHdnkg/9Ofaq1xo1cSdqg1LmvA9qb7HicLY1TaqAJzG4sHg+ln8r2HtrW99Kz72sY+5z895znOwZs0abNmyBd/73veWtXMHo/V37kE+3y/LBRQ5WJFB6MIRcDOpkbEERdKF6qyGbk1Ct6zOFXGHyDPjSxUApayC4xrxMGy4GCmBCocruCCrbTBuhAujFCpuQ8XtUgzUAsLaJFkNW/q79jkwgANHjrSOclJNOIEq5Y6RjpPU3ElnyYE9j3dF7YViemZCG5aBsxz2yCNX47cetAYP3jiJTd0Wuq3IEE6VL69gw1e6BD/SgSgb2gjnx1JNY7FkJGsENujl2rPgTWpTHFoqBC+f+C1tn0iAkNYho8xFoB5+BOB0ZAyfaHj/fU4UY6XGjB8apd+Qwn+03WhvWTVsurJjAADSqTVodScQxcLQIJRGLysw2y8wn0szDrS2E6O53lkrBUtSRGkSTIZV2YWqx0AkJBLKXHFbIJyMmkyBxt4wsnB1wlooTMccaArfh8ur7S3Wg7fY0B8WOCZ6xfsrk6HBVFGm5zHOICLeWGmBM+OlakXcJrVEmGxFSKxHy39AdfdIugcr6Xh6ZG4seS+VGwFRykIlryh5RqnoNxccVGyZqouIhMjqdZHRJrHQqlFo0d+2HDOmwDfZqN++vL+gMu4WP772ly3ZY3X11VfjIx/5CADg5ptvxhe/+EXceOON+PjHP47Xve51uOmmm5a9kweTzW3biW4UobWqC3ABVyOwyEzJCW0Ikz7XJRFttEQE7nuZSJCTrEEd3YX+qmCIMgwbNKMYcak8LxZ5zGrinnZbumCh22V7Ihnu3aoYQ+X5w+N6+B4sqVHj0zSCQFgw5hPhlTZP7JaDRd6VkCy/f2zNRAvdNELMGQaFwp6+uYH6Yn+CM7SEkVhY3Y6RRsKpdNPTtlNabjiAYbeJMCDgvfe+HEZ691cqgUy5spKlphEQguTqdvSesTCrsGpNZHz6rkquV9AQYDW5Dp+bRRwu3w7UPXVq/Sq0JlO00gicM8z2C+yez5FEHN00Ql8qkKQEAOPFjhKwVgqexI3hm2qqOhMMXPEyVCNZbXIblgU4zEsFDCeO272i6kWgCcz1ltUlG4gfU+U5hd6uepguDONUtx9Odvf3UT0ummz98X0grBj0HM9KsJK4bjL/rHgmL8FnzCnZhQVls6TSUIwhGfKA7ZT7G24mjWr+VirBlaOx7+kVicjbXkNCusGwkJbVKG9VdT0uuJF30PVxHFS1QEhM94uB07hpGlv+9vvTlgystm3b5uT8P/vZz+K5z30unva0p+GII47AKaecsuwdPNhs5u4ZTE+kaG9YDVAxVSXBZA7SidMIJ4QMGkmclER15YXrfFkDp08FA3iIe2U9XK6YM4GqilcLKLlHtcxD+7eeTcgAq21F67plljjuPmttCdEhcKu26afGM5SCkICZfM0lQBNzpT8oPVzUjtJG6kFKPZLns9K6RWS/2jWPPksw20kw3TbKx5lUuG82w87ZAe6bzSCVxnQnxlEbujhiTQfrOjGkBuZziUJqRJZ/5d88OWeINYNgprac8RaafS4YErR/WWXd6mbUJt3PtT+BapcoFHiQTDu60k5482wM/VUAlN+vatai6+8SXfmjQNVKj4a1mychko7phz2YXiYdwJpuRZjPFVal5ilc8wg8isGiBLDcGBFH0GnL6Nj1ecCxIg+C9jK4uODGS+A5KZpCZcOM9KxoO/OdvwyAu0LN+8WECksz7RNQqsofhPsplw3jyPjrDwvrNYUayaORHGBHRja7E9n8HhTZqsbfqOplJvDlJ4BoUHajSUJJoxa0SMBabVBJG6AZQAFhmJknEbgw6v3aA/G+16v0jDKXmcoVh6xcmU3eqoVAVZMKuznu5sxRWmb+smBdf7wGY7lyD9nfoArYB2C1evVq3Hnnndi6dStuvPFGXHbZZQDMpLucGYEHq83f18f8vfPo7J6Bmt0NNbcXYnq9AzyCRUE2EmMoSdeUxUeeKJGUIUErR+BI4379PsB6tKxyu5VgMOt5/Kth5PSqVUu/MF4Wfa6ECQ2/pTweO/+C+TpYoEkaJR+GiNhgYSF0S/AXFmA5OQaU21eV2c339mmpSj9zYamyDf/vStiPfrkbU7MM66cMWRkA7pvN8KtdPczs7KE3O0CRKaQTMX5xyCT+z1FrceQ6MwHv7RfICoV2Ilxle87guBVpxKG0QAcwxZztMRLIbDouqbQjnevK9wBsOMrelDgLvIZ+OBAAGGv2fpAZ7hwLvFXNnqqyATXE/+YDL+JtKSvVEKw34tes8r1o3z64XynbsroNkXZsLUDtzvegUJjt55jPW5gdFMg6sUmd51GQfh+lZuyQ14pCNiKTELmEzEoPAok+NnkLqvyq+udQYb0kDJe/dVPq+yjNqMWavx/qW3W53z9/Yq0CqlGAzF/uQBWv+tL3v6kiR2/Xr9FbdwgGvdxpnFX5QURcd9tp4hpqQ4L01hVxByydhOhMgrcnoOZT8LjfyNFjgkOkCaI0gUgTo43WyyCoaHOmUPTzWpiPE7C3MgxNpWzI/O1G8ato7NJ4I6K7UsPDvk2genQCQ/n+QAAqsiUDq2c+85l43vOeh2OOOQb33XcfzjjjDADA7bffjqOPPnrZO3iwmcyVqdW1dx6D3TOINs4DFW0qTk+F9vdPIw6WzXrCoJZHJGIDaGBDeH4pF+JDAS7U6MKF/npASGofkvUH38tEX1tQp0XpXiaPERCG2tz1bV0NosHb1GQ0qQfeJA1o+9QBz6VLT28EqjTK73XlO8A+GzPW6LVYSeLyzu2zyPMYg0GBnk1d3jkzwJ775rF7xxzmd26DHPSQTK6GUofgvycSJJbYvnN2gKxQtsJ9C3lHI42441nkypwvQ3wn4GnK3bhJxx4cgakmpfKqrhYAV8y5aj5g07oOUv1tiChPUg5l23a5B8Rd1uEIhMMYq3mvhgGpJuK6D8oc12zIusttVMaGzj+FegEgKxTmMsO1MuFfWy9UKSA3UiA8iREBEEnkwJWyxXNpotOy1LKizEAttSOxSzsoSk9Uczgkbgj9ZaoaftENpHOgCYA16WH56u60DrUxDBz5o2x0RmJTKZ16CZwm78aBtmxmJ7L5eRTZJAr7EOR4d545fpHSiLjhOOYswFUQzKiyx8kE0J4E60yCzeyCSIz3UyWxAef2CZQJjngiRTI5YWSCAORzfQ/M98y+Mwmt6pIKBqjZLD/B3HhbqtXD1/ZvlUvojWM63vL70Z7ZauiwbBNVKa8VtyUDqyuvvBJHHHEE7rzzTlxxxRWuvM22bdvwile8Ytk7eLBZuipB0o3NzZAbHpSRTWhBsshNety7sCOoUsPKhvh0YknisKBKFWAUJgRQUxf3awZSmRpYkOZI3WIIsGK2HQJirNFTRQRzPx0/wEMWXFECWpPnQ6EekvM9T2QB98R6USikMQxUkTfMnRdmQlRM129SK+mt6O2dh2h1ELcEZlsRBGfIBwWyXo58fq8rvsq4QNZbj9l+gV5WQHCO+UwiKwwHi4r1CkX9N6rsuc0SlKokuvo6UQuZD6pUiW4aSfEEqnywVvV6DZV+KO9/ACrEeTS/rxqBLgW24BNmVXvLbcfK3ztMnlhZZHXXzh7WooXpThwALMCcRypsnUvtzpUuMsOD8SY+8irwfgbRTiD6idOzYqIsedOkJTQqG5B765i/3uSkR287TLLAB1RVL1iThZ6nuvBnPfwYal0tBhg1Hcdish33lzmhUF1eY7HgTmqB/lb7S/df6WXTOmeu5egyIcCixISV29YDyjlywcG4BfBxhChNEFlgBQBFfwA2Z+R1ytp+pn/MO+nE2SJCu6s3KBUYZ9DKU2pHGQrkDrg1D7CFQtdNADkcL35bo9s4ELZkYBXHMS688MLa9+eff/5y9OegtzVHrcaqLeswdcQhSDdvQbTxMMiJtShaU+gVTc/azGS4cWFCfVEEHbVQiBSF1KYkCi8V1suyNZ6pwtQXlBmqKuxm5Qop3SsD4yuSayAM+XmSCpTF1wSqfH0lgJaHoSfabtj1UrZtu8wMKMutR4yei6Rqng41iH9T3mRG2f7iWwnO0E4E+u0Y7W4Lg94qyCJDNOijNbka6USM6U6MVZ3ETrYKvUyim8aYtIWbY068CoZoxN2AAERUAT9VDxOZUvUJhqYvHwRJ74MfVqTjc/vxQDR5rRhDULy5CnwW+hmkbZfaCDxXlW39cemT5snj5XtaVxpUAcB922bQH3Ds7LawZtIArMiSk9tJhG4rQiS8sjZKmh/FcjNVltuaciZjCzCTInkfeACqtOO0UEhldAjFf18HNAtZVfnaWLPAZ9PnhfSt6v1t9riFXrLwfbivehhRaiDfT/eBUZZMrkHS6SJuWfFYzkuSugVYseBIRZk1yLwHDQ7m7pcRNwrsrDcHVvSh8szwfOMEySSgOylkXiDam6C/ewayn9nSSAV43wAtmRcByZ0AFdUMpDAgmQNUikMLul9bD6v32ESAq1qayeyjHvJbrPNrIYAUhoOryyww288h4ZVTUfwNtdUP3oo1R2xCetiRiLc+GHLtYZDd9ZjPlVOIJgBi/mjkiqHFI0dG10kHA5uKHXOYmaDIAq+WX7HcCI1mYEVehgOdbIPnhQJKUEUK5gDAiI8VQYK71HvGtOPIVCdEDuOdCgnHBtRQ4V0A8KsY+NyqhYxIypwZCYJh4KBqBKroRmO8ZuVFsz8AVdxJ0bJK2wY0GfB0TytC3BKYmGpBSoVWGmPDIZN46OYpHLbaZFxOpTFypZBGHN3EACsfTNANtqwjZrOxGEz4jWunrVqJro40pWCU1+mkW8spc83Lg6BMKl+o1J87y99OQyqDcPxwX9VDNSyrkJbRWPMBmm8+oHK8LG+bJo5Xdb8rYbu23Yf+QGBiKjcey1VtrJ9qYToRZkykEaZbRt9MMJS8SABaSlOE2RZiVlnheQfq2YLumBYFqljFU1QPpZD8By0PScPl+Qxr7tWv0iZ9Kx/oDPdkNWcMAiFIonXDcOQwYFcFgxoHmvWbdFdj6pCjMLmmjVVTKaY7iS1lY2qItiIRACrBjXdacHNfZgyWk2oechLB0Mpnwed3Qe3dCTU/A13kAOfg7QmAC6NuHkdQSqFvx9Zg9wxkfwDAACvZs+r/UrtkCYCb/QboxPCskJhgGuOhgChlqRLAEkK4eoMAAuFQf4w1k9RZ8Ne8H35u/TFHhPaDxcbAaok2ddShSLcegXjLUVBrDoWa3IhZC6rKOmb2CQBm5tdal5l79qU8vpMBTdYjpVTJryKCOHmzVBF2hp4qfOkEK5VAHiLOAGZrF0pwDKTHu9FhOM8nI3Nm4tLGm1FypAhc+TesmhDiAucwILZ7Hix3WAtcIASqaq7z/fR0mrZjU8YkjdBOBNZ0W5hMIxy1oYvd85OY7RcYFAqrOjEOXzeBw6bbWNcx2YP9QjnwTU+r1PcwtZ08QHClY7idfMz0U67vH3UTt8q9lwDnGsRDVQrIlTLaW94TLAmbxryuu0OhQ229j4KbTCXyPPnrmeMafh59IU8fKAElIb4Kqsp8Sbj1ho2XlZYwmr/3LkglIYuNZn+CO5HQVe0Yq9MYa9oxUuu1Qq7AohgsMmNB9jNkM/Mo+gNTiFnwILPL51m5YxI8KGlTlTeoAho/Q64KxHz5gzqpvAQyIbgy24QesXq7TYR4ai9sf3EhuxBoNYcgCVA6UKUd5/+AWHvtZkxveTDWbF6HVesncMiqFJNWpoUzc52lgqOTCFc31D0fw4xfjpKPJRjQZhK8vwdsbhfknvtMUe+sb+aCKAZPTLhPKwkRzxpB634G1VeQ1mOlPF0rwACpuB05kEVWioEyABJIhBuLWhCwMuFpB7C8EOFCNkr0tSl87Y8rI1djlzme4XDP1X5wYAc2BlZLNDG1GmJ6LdCehI47ruSK0qXXhTMWTP4twYB+ZkjuPAJkhkQkkFqbci79zHCnvCdaiARaxADnYPnAgColS54W8amqmX0iAaUta/s0bzwe3HnUatpA0FbZ3JROiDmcRpYQ3KqYM8d9ogvCH7tLGbdOw8XjUpUgj1WdKo2AiRbTjai6ykpeR1HCAy+J4AxTaYzJlsAx6yYQC0NGTyOO6VaMiUQ4cFJViNcwYChXqpbxaM4Pcx6qpjAZbe9vA5RhQP/cKXI1wYyPXCpHrh5I5dpJI6P63E0EpBa2LA9z+8vt5G+8agzg2oUuluIl8sN3NpvclEzyAFb1eBey/alpNpjdBRan4FGCQTsyXivLn5tMIkzbUG8r4k4EkaUTYK02mBDQUkFmOWTPhGso/CLtpOeHa0x4JtSwGi6Q6b/3yejlxMNhwrClp6jaxsJhvGZCeblsmNX7be4vTcczTKYhJMQj+D74u79nVGtROoGJ9VsxtX41Jte0sWbSaN9RxQml68CiakqbqALzE0W0AityqP4c1NwMdH8eOs/A4gRQynivAMD+ZdxmCkplOXrKktTt/T3h4CLxZBfCK0hJDZVL5AAYN3pWIhHOc8o4gxa6DrAqIULYagGjwn++8Kz5bLfnDEKFnssqsG8C874d9DpW/9vNDEppgI7MEBmnVFBU2LltOYPQBVh/3hRhVoW5heR9JDEAHoFltjiz5U5pLqB5BJW0UfAESgNJmoBb4MW0VW0Xvko5A2liSW1Ca84TBMrKq/NfmkwwgKmizEKMEkQ8gZRlEVyyprBOk9F6vmwA0My7guVQ0WW5GM+Hb7TaSoaBhFUnBkz2V2a9UC3Bsa6TYHU7RisypWyqquKEbbR/c+VWyJDrAFxJrcGVEUb1Cx77x5pXboQU1iNQJTWcdozPe1FaYz5XmM0KzAwk+kVJqk8ijklbmsUpaUck3Bp6wwj4+VmLTdZMf6c2fLBg+BA2wrigbILP91vs/pbLtJKQRQZVZJBSQ3q/BemUJcKGb4S9RuMELElB+kM+eNJKld4EO1E1CT4Os8V4fkowZM5bk/fH90w18Z58o8msObRTX5fAU9je4rhYTd6tapiznpm4YLMrYiJpI04NryqKBdo2uYEeogaFQifmkFojlyZ1QzHt5Ew0A4TVrTL3SXv90/0eCHhQ2nKtTOapRD7Xg7Z8J26vZa1KuKNtfUoel332lf+dNIItBi6kRtErHA+LQn4QKL1UQgOZdBws+h4IwVXT702in+Z9SIJngoFLDS6VA1gkLmrMCIyacXiAfvCKjYHVEk3t3Qm1awIsTsBFAogEaTqNXqGcp8WkyzMIGJkEpmRAFmcyLwnolj8FoKz/JBJokaBPMRvB0YrbYDIzOlcV8VAirMN6paQuPReC1dPZRxlnKAtIaw3IAkIkEKwOVvx2Fwr5VMEVzaUGaJgPXDMsJJRMOkealWFJsw8dALWVvLxExBHForyhK+UuaCq0GtlsH9+jZo6dGS4RzVkoPU4EiIBysqh6rQADRJQu+VFkNAdXQZXvuaK/pvSOQr9Q6BcSM/3S20IE20GhkMcKuWLgqvRi+JmGdF9eCFTDW69pLPrbM5ShQaAMUZtzwNz65HUhEdr96a0CzOQZ2ZcQDEJw99sDxFGzAMOJ/0ZAFLswvj85OlCVFZCZEW8M67UZcVAul5b23hQClPb8+fFbR5a2XuOFJimfJD5M/b26fh1UNX32+7q4G5cf1jwYjMcJqEYgGWmd5ZaOYULwGkJqAAqx4PYhQsNgBgbmeWE0ACpBxjtTUBNTYJnJ7FP9vilZY7l6speV5WtiC6ykAlBAUtFvwSHiUuqj6Gdu/NFY0GI4T61UbefOQ0WK7lJqp6peBVdS1nl0dIwxtWkBFdXHVJyubhXcLChLUSiJhNNYrI+p/Z0huihgtXr16qEE0art3LnzfnXoYLeZ//k10kKilfURA+AiQdSacDkcSlO4TSPmDEnSAYtTOLV0WdjsoIqCOucAbL08Vt6Yqe6dFhF0ZNqhG7T2fhMisXMKpYx4Yuc2gkNGITg3efEIjCsD4rjRvxKcNJY8AjEL21wMnwYY7YEwk2f5ZOqShYCyCC/TgGIujOm3T0BtlKjk/bWp6TYmp1NMd2Ks7SZY222Z7D5hSMr+mfePtXoONMqw4GImBKeSruBq+/lgyuyj7jnyQVrVYptl5HOpyiKxZp1htQt9HljVKBTe2H/yUFY9cLoMTVd1snxwVRavDve1P7xUvrXXHoLW5DqkU6uQTiRotWPnmVBOMkPUR6JNTKEJjQnuwjNamgwu0q4aZj7ZG2jOmDPv621Um63KMiyE2apE9sVlGQ7/PEr2oXnfVc5W2R//vBwobxUAREkbzFNFp4enQvnXqXm4iTkD1wCkcgkjftKK4CgBuyqMXE97CtH6LWBcQO7aAZ1npoatBVQU0mNCgIp+ahsONN9zRGmCeCKFSFuOb5XZeoIkv0BeLNK5MoCfdK3CAFuZtUp/w0cdJhggQx5gk4eT2iVQReDJrzhA4qJCCPDYFruXGkUuXeHuA2mLAlbvfOc73fv77rsPl112GU4//XQ85jGPAQDceuut+MIXvoA3vOENK9LJg8n23vErJP0BJvMCLErQml4Llq8DeMcphgPmgsikRl/SBBWBAUiTFJHKwPszYVkaxgOhT6YVEmE8UCbl3cg0QAm3vjNf8wr2plMBPYAh+gpeZu+F2YvGDJ3q/2/vzMOkKO7//67qY2bv5d4FETkiqCgoeIAKHnglXtFE4wkJSb5qRPFKTEwEjfG+o0ZRA5J44C94JTEgRsEDb0AREBVBjC6i3Ozu7Ex3fX5/VFdf07Ps6uwuar2eZ5/Z6aO6uqdm+t2fq0xwW/ZXPWkzkjdhJa6SSIwBUqIo9gOv3sl4mvwG1U1Wtsv8YO0gFoe8zLhg3/BEvduYzuprsVvvSlRXV6MibaIybaLcNlFuy8lTUyb3i1W6onDGWiHiwbg8JF6UW8wJxWTFBZWyUIWnyZEbBMcQJKsjpzz3nsGl20q1ZXnvy1MmUqYRuAO9PhneEPT7hqQoHYkSO0oMqXPx3b4x8ST7J39k1Xa+wd/TEao2lLo5GV4iAGeFx2ZbUNGtJ1IVFUiX2SirTKGizEaplz2l5o1UGbgy01eGD5CT882L3OBwIW9Cgbgi3y2YJK64wSFC888lBZ8DyVYkZTWKfz3iLrXgr5A4a95CFa/YHm9rW+Ufks8n6b0affEbtLesA26wVmklzHQ5DDMQVqpsiemVVWnJROvM+0xMzlBmcVhuBiwrM/tEugKcmzC4AXKyEA1bADT48XlxyBW+RQoADMMGt02YZSWwytJwG7NwMk0QWQfZrTmInBxfakobkXN9UaWy/sLCSQWuBzWxRF4Ae6EHhYhIVoJJZSEazHc/IodIdqFvYTU4jBIO4RJYhsFtdDrcLdgiYTV27Fj//xNPPBFXXnklzj33XH/ZeeedhzvuuAPPPvssLrjgguL3cjuiYX0DMrYFqyyNdI/NEE1e5VrvCTpc+JIzwBDhJ2oZ2VBq2nIyYScDf4qbsFuPBJibhclNmJyrx3iQaQNkBpMve1BoP854tKaPt004TR0MMDnPE0IuyVo56mupLF/RjD1WUCTFUQLO/76ECLsGEbN2ye2bzxYKXEGUt5w8K19bsdcO1aiqqkKpJdOlZR0amUVn8lBMFfKDsMOoop9GKMaqEIRArIlYHBWARLdfJLjY88HGg4FLLRmcHiY8vY7FeWQu7kI3BF8oI99apURV2EVLJLeNJypE90kOjlbjSrlUpMswcKW0l9U/VWohXWYjXSpLb4TjaJocmRggi70SHAJSJIBskwwsFq5vQaCQRUEKKsq7CfkT5LqeYHaZHwycVJU6LnzCgqpQQHiY1j7x51ugvv73L7lKe3RZWFxtL+n2Zkk5jFQa3JtsWbnCVPyiZTD/YSX8Fy5vYnjhJCYHyiwOO7MJLLPZj3slMw2R4uBuFrysEixdCu5lATKX+7FS5LoQOSdw8+UcMC6zTxn3XIFeeQ9lLc3V5+B4E8sHQe3ylRscLDQBoz8zgAiKjCpR1bzFVYnhQFSFPz9yKeJGjSdtAPLeaiD4bhgGg5uNT87cMbFXrY6xmj17Nq677rq85UcccQQuvfTSonRqe8Yus2CWpWGWlYCny8DSpSArDcpJi0nYasWYfMpW7jmDyVgVlwCTefWBhAsiGX5L3izOjAjkOmDheQWVNYtEMJ+gIlRuQQ3XeMaVSluPlFMIWQgU8Uw99U+h36yk4apuonJ6hqglSYm1+A01320kRUSQQZi8XfiYQMsC9L8ufTuVoFN1qZ/12Zwb1A9Hii1Xvyvcs8xYBgcXlCdaw5l84Wrq4TgqIDmWKj6dCCAtKTlXyNgO78c7ZXJvWp2YtYwH/8dJmkZHobrMWcxShWgGo7qJqLirpGsoXb/5144zBs4JanpSFehvyIN616BgF4tCw+YmCGqScU+cYatloDxtoiHr+mUs/IQFgvzuOjlZfT00ryqJIP3dzbrSQuCJq3hxRjJkPIua0kadZFhgKTdYUkC5IrhPSSVqhLYToW3irrdoG81brZKOl5RtmBRvE88QC9yPhY+ZlBXWEWJL5LL+fJCMy7IAtslhmwZs77tWYkn3e8oTWiqTWP2myEKg3sNNVtatYtmtcgxZpYGnAwCz0+B2Gmbahpu2kfOtn25QI80T8MIV4JBjzs1kkavP+NasXH0GTqMagyJikeIGh5k2YZaYMGyZaShyrrRuuQKuZ+FKElNxlyDnyTGC6jP247s8ceaGrGGKcLmFcOV4EvlW1iQLbVvTamHVpUsXPP7447jkkksiy5944gl06dKlaB3bXqnsW4Pqnt1Q0rM7zJodIdJVyMKES65/Qwlbh1yEBkvY7UEEVZuKeXP0qVcpoFjgHgSg5vED45E5+iIWqdhYVZaicIq/XyvIC2pX26mq6WqflsbN+McOH9ezKLhC3sj9wG54N+T4jTLpXDzUvmFhJtuS/yjRtq0Yr2Ki5twzPNcqh/wBj2cyhq0nStRG2wEiRT85A4Hl1aKKB6gnZfyFCTK1AoWjYn6aHPmXcVxYBpflALxzUk/SQTvR4xueyA0LsPhn59/+KHo9Cn006hrFxZXKNBTEfAEavm4yHozDYNGWw5Xj23o8bPpkGTKdeqKpsQdcL+DLNjmqvUmX5YOFjPeLiAnXs1YJEXL5eRmBsUxAbjBQvFhoVt50VDCwEORnUgkRWG9a85TuC3QErkAgP/U9LnTC9YWKTVhcBUHJYStV8nlE+tq+hgoAQHbrejiN3SCcwB2mKvKnTY6UVxy01DKQNrmspM6UlUpmlFpcZpKWche8YQtYrgHUuFVaO80GGKkSmQGYy0IIF6ykDLysEpYXX5XzSnlECs8aHFx4scBZxxdV3DYhsg6c+gycjJPnhmYGg2FzmCUmSruWwK4oBTM4clsaIN2PLkROIJfNd0EWIh4LFy+dIQUgh4tAsCmBpsaFisUSroBbL2MSZY23sKjK/w1tD1otrK644gqMHz8ec+fO9WOsXn31VcyaNQv33Xdf0Tu4vdFpUF+U1/SE0bUWrHsfuOXdkHWFF7SeLEiAQJQYHLA54GfdeXFWDAA5WTBTufa8zKHQ5MgKX/yoV88apQj/DAep/UrcsMh8f4DcP5xJ6O8btl5B7hOf9DjpfNVNX/1Ah0XdtibDzIvNCvUgXHXdX0YMgoUtYvlV5IvN/zZnkDHSqLBNv0ZV+N6nYqyAqLgK4xfEhBRXnJGfLWlwFgSAivwfhaQyCnHCNx/1dBhkArpoClmtUib307nzjhUZWPnu2aQr7YussJZogcpJzjoNLBQMzA+AV5WpVTp6+BgtOVYxqP/yf3ByDsh1YZi9YadMbC2T2ZWRkhTh7ohojpWyJITrB6mJb/1q2DZ8F6BsIqgXBADR+dlE3oWMVCaXT3CIf3KBlSpaqDYuVAILUODKaclNK1q8sSU1suRfkIKfL64KibmODlyWQd6NcJ3kfDruxVkpS1X43mB4bnjbkHFVvHELoErfODlQNgOq3yw/L2549dBcgBvg6VIYpRnwTBYsExXjzODg3u1e1UhzGjJ+0VASAtmt2dD0NkGmHzekhcpMm7ArSpHuUinLOBgc2a1Zv6ioPyUOONzQOFfZgeo1Tly0C88CLFwRCVYPj0vTMvysRJETkaD1pCzT9h4TrRZW48aNwy677ILbb78djz32GIgIu+66K15++WXsu+++bdHH7Qprx51h1vQEKrpClHdDk1kKJyeiFpXQh6gq6PrmXc7Asg1gTgb+pMoIPem7DuC5BMmw4YJHfpjDtzWZGRUU2gy7yxii8TBJM6kDUdEVbiNMuN1wiQO5LrpD0k01fC3i7YY8N0EbFBVU/vaQxy4oVjyLR2sDxlvLO3Vb0Mu10LXURvcyWbcqbu2J9Mt7VUIqvLyQuOKM+cI0fo3D8VSKcKxVmPByFf8XtwgKIeOVAOGPk6RzETJozHsjX8IuwbigKVQJP2nC7EIfmRojAECxMaHi81whx5CKb4r3q63wb6DeTTR8vhbn0czWAqhJmH1rgh1d72ZdIDStCLnkW7GU1arQ/GxJwkiNg3CtOP9YvpUKiNsi4665uKjaVoHGbRHev9Dcg+Ftw1a5uBtRnstX60excB3pDnRdAdezEmcdOUOH4yVe5FyCxWUsUbi2XRhiDMyQ9QqZnfZcyTkpsnx3Y6gmGpfZfsr9B3iiyivlofBrpXluZxWgLmObAjEfd+2RsrIWOG9uSDefio8KW5oirkXfPN38gBExsaRcgKoUgzpGILbzP3gj/zmizflKdaz23XdfPPjgg8XuyzcCs3ONFFWlnSBKqpDNibwbSJCF52XiseApJE1NYE1bwHJNvqgCAKZip9Sf5wZ0vEGjsqNUXAoh6hIKT17MoG4syZl/QMsElYpvit+jwvslEW4rLB7U3Ffq+MoFlNcvUGSbiOUDlJhJGN+uLVnyv03YmDPQr3u5jIvgDBW2EYmTCKOsLeFrsS0MzvypZ5ojSVCpJ77AJSiXKZEiSylw/+nYJa80ADH/h0swgsXzexoRVwiCW+P48Tqhc+A8353oP1DEmomP10hyQzOfc3sIqsjx7BKvnpUJ0+Io8YpBSmuEfJjiKhQgdDGYwcG9qtjc4CBVVwiAYTlwjJzvwlHiCq7rx1yFiYuqQvFKal08/krFoMTnaIuWVcgnKVYq+p5Ftt2Wy7C5/Qtvm+9OCvpf+FjtAQkZ1O06cuL1xqyDjOMi43A05Dg4k8Io7U3GnBPyty0n5FnVQ6A8VQ4SLoQra0vJceRCbNkI5GSGqSoKqrJNGecw0rZfUsHJyIy/cHkPZnAgk4Xrur6oUt9lOcYMME4gI3BP5+pzyG6WyVqMczgN0nUoPCHFDBbME+hGRVUSnHu/iSFrVJI4L2TdVOO+0PQ54dpm7R1r1yJhtXnzZlRWVvr/N4fa7tuKLOIpSx9kvUB09bGqQOSwkDC4LFptcqAEObDGTeBN9d68gJ6wCsdSKTiHSzJGSR5YHkC50sLPjSpgXokSw1Ms3JA3sfjNRokq1e8kF6YSKklZgOq48f3iv4OMyRudUWB93FKh+l+oL/73h+BVIkdEqLUX6zdnYJU0odwrt6Am2U0R+ZmBfixYgS902GUp3bqUdz0NxpBLqFMUJynWKiyuwtYtzhlS4L5P1vJ+nHIuyQmYmSzACoODE/kF+yIuScGk9bCAQowXC1clEZQoa4k7EaGxEXYPq/EeJjy+wy239W+pVVIBq6QcZkkZrJThV9gusU0/o1KdgwyqF4GVwTCkuDK4X8BRIbz3Kog4TNiCEJ7iJjw5c5ikaULCT/fKipUVCeEELBAtLQkeLzZB//JdPPFMyOQYsI5HCCku1AwNjVkXTbaBJkfWrwp/FyyDwxHkCSiZFNMkGFKpMnDG4VppcDMNzg1QLgtqapSuQeHKL51wQa4LZnBYZXLOQJFzYGSyYJs5slvqvbHmADCDYHaDQYQmVVS1owAl6qXoytZLt2HOq8Du5lzkGp1IxqCAKDg4wmOTh76zhYLZw4STLVQ2YBjlOs7/1ssxlI1nwLQxLS4QWldXh+7du6O6ujrR1aLmpXPdQnVavx246+rAKivAnApwuzxvPWOysrYSVSoVv9zi4PVbwLONvhtQ7sAT/4jxqOWHSXXPUDhQO2zpIW8bVQ/I3yZmpfLvlaGNwlau8L7hQ/rZTuEYqJgVScZzUeR9nEjfPFEVzwBUy8KxZFKUsUhgc7sFr3v1n1xByDgCjTmBBtOV6dLMm3kxJAyY9yOprI5JxMsRqArNSQU/g30oTzgB0ViFcPt+nSojKCarUIHuAkCs+kLivIMAsK2ver7FIvr5F3Id+u5Inr99fEod+RCRvy2h7a3/VlkVzHQ5TLtEPn1zmS5veDE0nAefu8G8DOCY1YoZ24o6lMgsL++7q15FvqiKu02UqLIMFrEMqPVhYRJOulGv4Y84bMGKu+DaiuaO0RLx1FFWK5UZqB6eVNX1MG5sLDN/eeC2zwnANG1QiQ2GKpCTkWMrUw+xaR0om4GbaYpYhgzLBE+nwUwLvATgVr0XrN4YjeWLF/gMWaz8yZg99zNlpeswiyzcrOtbp4LA+MITLycl2KgHv/j1AJq3VIb7qqqxq37HpzMKt2W1cXhInBYJq+eeew6dO3cGADz//PNt2qHtndyqZXAsDmOnNMySKnCWLxfCospWoqpxE1i2AXBlIKKa0oYY/DpUxA3A86eDm5GBqqw/4aS6QGjJoF5VLDNsxSGW/AMUpIEHQitYR3kiKElU5QU6s2A/3+IF1mwV9PC6eDcFqfijQFSFjCYAyae7pB/Ptoyz2rFLKbp0LkF52vJvTkoEhVGxdQYr3B/yrFVha4xflVmIqDWK59fqiYuqJJLWJ1nSXCJfdAXtR13OXq9j+0XbMVg0jmpbP5SBOzP6KkJCPexajPwAh2K+DB4NZG/rIHbDSvtTlwjP5SPjaCj2oCJd/czNejfcIPZF1RBCDnC9rCrhVb92vZiXeH0g9X+YsKhK+jyAwDJQKMDXbyu2XLWZlGnY3Nj7ulaj5rP/ml9eKN6mvRBOUHIBgF/Dyla14Ri8mRq8UBGDy4SMWN1AQFoTVagHg42Ksi4wt67zSiY0+dl9QCCWeBr+nJRMuGDGVgAqLtCJTMSc5M6XMUwczBAg15DlFFz4MwL4hTtDrj/GGQrOf4Nw8kLsWuUJzkDcJ/22uwTw0Pj35zWMPHAh9D+D086zMrRIWI0ePRoA4DgO5s6di5/97Gfo3bt3m3Zse+XLdz5EuWkgXVYJnq5AqqwHBAkZWCtkwUcOKaxsg6HU5OCZzWC5BjnAw9XWgcBCxQ1Z+M2wQYYFMB7Moed9+RiS3RuGF7zDeDTOCki24oStVBTaRrnmVJC6v32sHWWpirctuxEEmANR4aSCz+PLo32C/5THGMsTVfGn6vD32He/IWijLdinb2ekyqS1UgUpy6KaMlaCeX1hXoCtabDIebsiOCc/mxTB3H9CwK+DVOgprqUWA/Xk27LMLXkMJYrCNbHUsUQ4mhzRH0XfKsUDl1Fz9Y8ifRT563KxMZIYDC+i4ire77bEKquAYaf94GE35PLJE3Xqey9c+ceNvHkCSQg5T2DOgdPo+DEqYWtVUrXr5JIb+RZCJcKbGzvNC6XC16JYLrj8ch+BCzOpL9uLyy8OCReMGzA8d69yEZdYBlKq1II3lVSpbXjhIiwvFhUIQj1UXT9KlQOmCQgXblbWqRLqC+S59Mx01u+DQs0lKLySDOFxFUfG/jHAMOBmhZ8wkVeTyhNX3OARb5Wa17I5odUcyqIVLssAxK3xUUttEoHV9qv146vSquB10zRx4403Riqxf9fY8r912Ny5Dkb1h0iVVyNt2OAlndDoCHjFkKEmX7U5g+lmwNwc4DqBoGIcIBfEmJwb0LD8arpkWCDDzBsoRATy4iHCQkfFQBkcYMTyrD75VqCohSoe1+N5hPLca0kuO9UvINkikxQvlVQpPezaDAsiPwYJgagK5gZk3nmEO++l5BdwlRaLvXtVQdil2Jp1kHFkxe8K2/BLL4STFwwveDmSTOWdkysC4aNEVdj9J61WgZIsNP9jknhRNY1UsDgQtnzlZ+YFbUXf54mqcDseeXVj/AGUcMNX6dMFLGbNiaH8H0/vwUOJ1pjFy2ljP1BJVXeY6TI5IbfJ81wbKmFAEKQFmptSUJlWXlt+2QXvZhefgFluQ/5r3O0StixFLX/e1DK+RSsaXxUP8o5fsm0J+K86ue22Si6ELWTxQreFs78Ccfd1sxS/LiqpwUqZsNOmJ6wMvyio+iu1pKiyOYv8hioLdiAtJYwBqlQPea5lEZpnEpARVLw+A9tqAMwcqCkTFAkVwTgL5vxjIBEkRXDPGmXYBoRLMGwON2tE4v3I9QpOK8sV4E9DA0BumwtKgKhaa4pwuQQDAM+6vghTNdnUdtwVsMASHyAi15wVDlSPfzfbmlZnBR566KGYO3cuxo0b1wbd2f7J1efQsHYj0p/8D7ykDBaAVHUGVmknOHZamin9mAoHcLxJkw1TZv0JWeCTOBDMdh8SVaYNGLZn1ZDH9GsMJZlsmeduI1KzlgBIjqsC8gVVkpuOE8v7MY1vF4954kQQXvZTWDzlZ/0lPV3HjxXfJxBVQXvkrwvvzhn5GZNtRf8KwClJYUvWQpPXeeX2VZ40dfh4cH74/7CokjPdK5O2XBb+3OQ0NhSxFskyR4V/MIKCkdsmybqh2m6uXlahNoQXDB1Ubw8+5+jTaFIpkMLHiJyPJ95ELJg+HjzfVnSuKQe3SuWDjcHlTdTkickiDgGGmQIvKYPYaiMe+a/cgcr9om5YSQ/8amob8iwF8GpXJQskQlYE1z+b4DpWT/Qisj9F1reFRm1Z1l9UXIX7luRaUjFlvqhqW21dELusCqkSG6kSE1UlFqpLLZTa3vRXXLr+0iZHypQleEzvJNRvnSDvwYtJjwRnUsTYnIE3bICo35w30KWbLweey/niiVsm3EwWTiYbia8CgmBzwzY8t7QUaso9HUwTw4OAdjewmnpFQKQIswyQIXyxpKakCddaU997mbDBYdhG4E7kDDwXneBZlVTgVpD9J4Ppg/7LV+kaVMVxtwcrZquF1VFHHYXf/va3ePfddzFs2DCUlZVF1h977LFF69z2iHAJTkMG9WvWwUivBLgB08nCqGwEt0uC7D4VJ8WY5+ZLe5Mae75y4UhrFTd8q5UvqhLGRXywqNgqIEFcNSOqwoIqafzJWODYk3ILxyl54iq+DIiKpXh7SdmCYZSoSsrcVXW8FGq+rbachJm9/Qy677YPOncbgE3ZwO0TdqGFrzUQveZEQQagClIPWwa2JYbC65t7Ilft8diNMTyhcvI+3jUVav+Y6Ipd76S2lPVJJTQI72nS31fAK5LIkXT3U+eoBFhSkL5vGRNe/S0RdUe1deDy9/p2QgOlUN/kQDgCqZSJ8nQgrlRxXAFC1iXYlpx6RFmsKHZj9ONjRHBj4wb3J8QNo1wthSe2Df4PLFnJge1q+1xETOXXjioUu9Uat1y0X82vD9NcTJgSUdEaWBR7334wzmVig80jmaK2l/QS9jYY3u+V6qcTfpjyHiQNyLIdJQYDb9wEo34d3PrNgHDBLROGZcJx5TRJJAQcL0bPnxfQE1yqb+GgdYNzwJJjkRvMC0znMGw5jyAJKbycjJPnDlTV0dWHxi2vRINLcHOuP0b9WmveA4ca1/IY0srlGAyuEUyNwzwBFg6kVxazcJA94ywyC0GS8YGHLQ7tRKuF1dlnnw0AuPnmm/PWfReyAuX8SFmYG7YiU7EZVtVa8HQZDNOW2X6esCLDBlkpwCr13HsyjopxEyzLADeYqgbc9IPWw8PCS3LIi3EK3HSUN0lypK8xURWet09ZnJT5OcnwEVjMktbFLFjxnZppJ17okRGLHD/PyqVKEXjvw/Er8Swx1RmnDX2B7pd1cFe9Cztbj06VNRAVPbA1JwPNiUKCFwQXUVEV7pYfEyZLFPk3L/VDkF8YVIqd5GD0qDvMX+4FLBvNpSSGUJYmZU1TAfhhgROFEixOUXemERqv4WB8abQREKH2k2iJQIpb94BQqZI2YsiO1diQM1G3MYPGrAuDMy9eJpiWiBBKEuEmmGV78VVBUce4JSGOvBnKIGHDSzR3swIGDLhw5Y1LuH5WVDwSs1BAe9wVqKZmCixBLNJGdF20ra8iYuMBxuo4zdGa43SEqAKkG5BcF9kmF9kmJ/J7lRPkTSvlQtiGP5WNuhbkf4bee+/V5lJU8YYNoPqNoGwG4IYnPoKpXciVcXrM4Mh6r2qCZSmYvOrrkIkSYZHFuBNx58llMtbKTCupkAWy8C1H6n5v2KqECPOFUzjAKl5rTW0TbAsww4Vh81D196At4XrWsFyw/zY/By8b1rANGNu7sBLtZWffTsnV5+BUOP6kqXl+BzVFTTieinEIu8R3+wEAa6qPBrF7KO+O+kEOy1SifOsOEAgNdWNPzvSTN3dVcDQ4Hnlan/l1uBDbTx47waoQ6lfeugRxFG3POz4Lry3cjto+nHGV9CMcZJS13U2VpUsB4UI01oOVZKSLxSVkRWANsLyUe4Dg+J9L4D5Vn7Ga807GIchSHfImzDxrT8iS1cw5FSrLoOKskm64hQhP1AzAd11YPHrzU4Hq0iIW1BwKCyj1lBqO8wrqYXm/k543K+56jP8fJxzPJV1ZUatfWwevV6UskGUh6whsbMj5mV8APBcveS7dYJ5PSvgCU+iGKK0Lrrcs6L9vLYCIiKt4dex4sK6yVKnpPuJFQONEp60Jf8fy41fya0klTbDcMndfePukOK/wPoUD7wH1q9eRWYHCySKz+QuYJWVIl1pYX5lGbbWDxmxwuzUNhnJboNQyAEM+GKnfQgPBPK7qEnEGQDiAm5X3HC9Wj3uFZQHPtZdDREjlZQsm3PL9dZZX28qr0K7cidJVyEKiKyuTJnLhArYB8cKgYfdgeBs363pV54NjqHWFSjeE9w+/qiSO+FgxbANm2oTVorLMxeMrVV7/LpNtyHlF0aT/mtlpsJIyIFUKMtNe5o8jhZVw5DxPZhrgJpoEg2GkYdkCpNYZpl+3CoAUZbESDnGXUnhl3O0Uz/RTuEResHTUGsFIWjJUjBQQDVzPrx0VbXdb1qik4PfwFuHzKtR22FIVtlApTRsvVBmvD1NszJo+MKqrwcqrIUqqsTUn0JATvrBKeRXYVdVtxkhaHikuauUEzNJqyGXNLzc4h3DguXJ3hMVC3HWYVMuqOZIyDpWoasi5EWFVCkCZvPzrzwALvgcuzyKVf7zgf6FugnFxFetbEuF6V9Fg+UC4CQpi1tqKjCtLZNteZhcAX1gF2XcUuH7NFGDYMg1e3RS9wavmb5NFQV3fJRLGsDmYK901Brz6QgaHyInQFCHw41gA+QPveG3FXYGFiEy7xJjvIsyfakb9FzwABAHEzQs41V5ytl90XrhAwKmtkh8iOqLOVhLCySG7ZT0ydgkaKjujoSGLrRkHJbaDJkfATRPSJkdDzkVlyvR/j/16Y6Hfe3UZXQK4YQGGDV5SBsqUgTL1YKk0eCYr3XaugAnAzTmI16tiXpV/MkSe6ALgzwdInmlHjUdACi4jzWGmhe+WEy75AkjFPikxpUqEAPBddbIfzF/n+iYDR1rDjGjwu58R67kVw20mFcONJm14iWOWJ6pKTOSofT1prRZWt99+e+JyxhjS6TQGDBiAUaNGwWhh4btvGrn6nD8DODM4mJ0GL6+GKKnyhRVzMkCuSe4QKvjpEkm3jF0qtzOapPvPSkFNtgwE2SAuxa1O5GUBxsVPvqCKhqJEY3vU3GqCPHeV96U2eH5dqHiZg3CHIn1IKL8QF0aKeJ0f2RYrOB2JsshF3D2xe2b86TnBGFg0WKcasHIppIVdAidHyAmgySEvXoIgYsVSBclif64vCqSwChO3tjUXVwLIH5acEhKRmKSoO0EdP9xm1HpB/jYqE1G5LAAAJvdEloi0JYu/Brfh1lgrgnYCcRUuJhumkJtTRAe53wcl8No6K7Ah60BYNmzTQLksdA3bNOQk2qQSE+TYyLqEjF2CkrIuMDo1gDL1sBq2oMneGnHlhLMBw1OMADy40Xmp7eoJnxnMjzEJ3Cqh+BOXwVDXOjTmkrLm1KcZtnjFx1N+SYQocVGVNA5U+wZjMVuC7GPc1aj6Eoin5LGWZ7HIO3LbIIWLEWTqOVnkGrci27AVTY3l2JJxUJ6WFc8bsy4yKfnw0ui4/kwNNuD/qMYvWdYlmOlKCOECJMDLs6CmDCiXg6XGhW3CyWTBsw5ELgc3NDegGhcCQaIEEMT5Cch4KxWDRZlQILkFmGnP02JwX1QB8KbDEb54knXWooItPrOgv6+KpzLkq1li5m2n4gjjtdvixXAV4TEddhe2xHVYTFotrG655RZ88cUXaGhoQKdOnUBE2LhxI0pLS1FeXo61a9eiX79+eP7557+Vta5ETsBpdJBrlPVDmGUBqVKIVAXILgWEA541QYYt7+6ecAqLjqxLMO1yGKnywNoEQJYLkIPD8Z+882OKEBg28tx9gZeFItYkZS0hz6YUrpnEOZA2Df9HtJBgij9FFTq2gpAvolR5CHVs9XTLeb4YiVOwSCSiX7C29laTsk4CYE4WBittLjnPzwB0BCHrXXeLq4KA8rNuckSkIKgSOGHzdvyGJgj+fjmX/KKDynUXRomvSGIDC8SYwvHdV9Exl3MF1G03WiE9WK6OocTdtgKVZVveAwMRROxuEvQr+mSacIUj/Q2SAdpWWGUdQjrFkEqbUD+lyh1oce6LPPm5E+pzAqy0G0qEAyObgdiyEVbZFjTZpj+9DRkE2AbcLMANz20MeXOSVdrdSICuirsSPMjIYrHByA0OQ7j+tYu67loadM4SRVcw63zUbR3eLvx/tCQC8+O6AjdiIJrioiuc2RgWiNF7ZtKEzW0H4xxWaSXMknIYpg2nqRFOZqusIeUZF4RDaMy6yDoCBndhmxw5l9CYE9iUkeLHJQO2ITOL41PduCS/q1tzhJKSTrAAcOGAO15AumXJCZoz9cjVN8KpzyBX7+3rBbCH8V3PnmWLGRxMBO5DZa2KTp/EwW1pYQ3ciwy5+ixycBLdd375htCnGBdZwhVwGqP7qLaUxSos5ABPrIWKr0atm7GYNc/l6LRz9HqrhdXVV1+NKVOm4L777kP//v0BAB9++CH+7//+D7/85S+x//774yc/+QkuuOAC/OMf/yh6hzsaJyfN9E4mByfTBMrlQIyDTBtZ4jC4DaQ4mOPVquEcZNi+a0iZqHNO/gcdfjJ3PUEVtkIBQSC0+j98LwpXOVdWpnhxTVfAz0Tzb8icIedK87RtBPObEQW3tLC4U5alQu49hSvkMcIuu7CgUq4mNT9dvLZR3MUXma9OHYPIC/xuvycSMmzv4Fnwpi0wS0phGwwuMc+kH91eFQXNKhebS7AM4U9yrD4HJayAZGtUWCy5JOPlMo6LBm8icM4Y0gQ5MSWEn+KsLFGCgmrk6jOU2XTR+KhC4Q1qf7XeMgBBzBNiwTG4YEiZXNbt9Nx0Se7KuKUth1hRS+FluXrB7YVcngKBCAtcgfnu8LbANuXEy1boQ+cqaNYTLkpYcQbwnIBd3g1mZgt4RTWs0i9gplMw07Y3ea686TmZrFc7KLiBkBBwGjmAnMyyElKICcD3EITdJcHTvvCvVV7NsYT/5fvg/7Cgiga854+V5oRMRChFrFpBhqISTUquR12BYWsW5e0fxFgFbbf17TRV0RWpqu6wKzrBMG3kMvXIblkP18nCSpeDezG1qnCsbXJvKiwXDTkONMiHo1LLQKlloDxlIG2wSFFh/zw5QBAoL+0EuFkYbhZcuIAphZWoT8MyN/vWqVw9YrFOBlS6NAkprIQb1Jvilgnk4M8hqGpYheG26c9DSCHhEymD4D0I+HuG3IeGYYQK33oCClJcqUKkYURcUEEeMzy/YDzuz2Dy90C5HN2ci9z2Lqx+//vfY+bMmb6oAoABAwbgxhtvxIknnoiPPvoI119/PU488cSidnR7wSU5ALJbc3DqM9LP7WTAXAcwZakEzs3gynruPSYc2IyDOEfGzc8QA6IB3q4gOKEsPn855c+npzJLXF9URcWUsjpJ14S8iWdcmZniEgAXSIdu2uEsr3hME+fSpSUtW9Ht8q9VdKoXP/VeiUvlK2fMnwA4THzuwXC8URzf+pIXj9FGeFOUoKke5eUCTQaDK7xCeTxIBBCkpquR10IJK+4yWFy51oKSC75A8YSVEjMGZ8iJqPDIOC6aXIGM4/rb+NfDYOCC+furthRcBC5DznzPgH/8eKJaLiSofHemAADhWyFzrvoMQv3kgOtGb8DBeAqWqx9QB1ELnbLChRuIWCfVKYv8UiPtge0VekybPPJ9UPWKZNfI+w56nwczYXqxVjydhlWaBrnB5MzkusjVZ5Crz8iUee+mR66A05BB44ZGABnkVGZX7MNys8K/ucXLMSQFf+e5mGPnGAirwpmban0hd3C+y6/5NsKiKilzMQimD5eNiFq8ACDXxuPBKq2EVVaJVHlnmLYJM10Ow07DzWZg2GlY6RSYlyXakJXWKjUZMwA05FxsamJIGbJYaKcSC51LLG9id+bfEwwmrVkA0MgIZXYZyG4EKxfg3AjZjSVmuEK/V5sKgJ9FqGKuoOKYXNebkDkop2DY3N8+nL3KuByPZokJN+dCuMGk4QoemuhdYUAKPTU+YYTipbzSDa4bTJcj+xtMmxMuswA3fxzI6xSNMXSzLoQgZMV2HmNVV1cHx3HyljuOgzVr1gAAevbsiS1btnz93m2HuOSZFjMOslsakN2wAdbGL8HLusAuly5A+XnzaCC76xUKNW1Y3PQtBxS54QSxUjmhgs0DYaVueMqdpOaYUgVJ4y48FUul3HHKKpJxhB+kDMgvbY4JeL/TedafpPpDwntq5DxwvcV/VPODmcm3PESsM77FKu4Kil77QoUqlbXG8ARam7vTyfsZ8z5jlm1AyiiHIO7dFIInbCVoXRG2TBFcV+S5XcOCSmXlKWGqqvmr81Tt51xC1hFocoSXYSjJhe6OvmssZK1SwthIuNu5IiqoeXjaGERj/SAILtSEsQKugLTeOC7SMJInYKXYmIocOzoFj8UZLE9Qhq+VwoESc/K9sly1hwXTCB3L4twv8qiyQlMm97NDDe9aG1zOxgA3CwBgpgWzLO1bAox0CgDQtHELmjZshcjlYKRTsMrSYAZHZt1mGJ9+4fVAiqsk15+bdYEsIjV+IKKZgfkiyAuSLnC+UYtRgWtSIJ7K9czr4RwFl/JLdUSPB4Tdiy5FRd+2Yr3aBe+GLaePsWClLTDeSWbTmQbSZRZMr8Bl1hFoUGUKhMCWTFBM1jY5KtImGnIumhyBqrTpP7BwxpD2qrQr4UmWjO80nAyYackyHk4OvKTMj/cyrC3StedNeUOuAIcFIx0T4nBkjSiXQKqsh5dtqESYFEDeXJZetiCgyjF40994EzZLt3UgboJLJfyx6k+cDB6zSrG8fZkv/qLWKzWmw2MyLKqAIBYr285PXK0WVgcffDD+7//+D/fddx/23HNPAMDChQtx9tln45BDDgEALF68GH379i1uT7cTXArirJo2Z9C4diNSa1bDLq+WZRXSVSArHdx0SUjlwTjIq1UVL2IWz+xTN8GcV49JiSN1Y25yAmGlnpaVC0+578IxVEDU3ZRxAteNb7UgJvvpIK+mUFQceVYrrwAfRPA0mTTVSTgFPrx9UgVtdS2CC5NvPVP98ZeFRJtlMFjgMNohUFFOmG3L2kREsDiDw6X+UEJKnoKXGYYg+Fa5zhzPWhR2YylRJS1RwbxzyiKlYnjUTSXrBuuTJh1OWue3wVleXJsae+HtXU6wPQEv9w9/TnKhGl8A4Ce0Oa5nvUv4DEW+G0kdP2zlzDEprCyenNwQttRxJoO0VQWL9rrZqnguEwxpg8txyANLlmXIAo9pg6PS5uCbN4DnGmXpGtOCXVkmaxKVV4NXVMtzKV8Hq/QLOJks7OpK8PJqMM6Rqpaiys1k/YKJ8RiU+HxuqtYVIGAjGIfheKTmpgMJBwSHs+3i8VSR73kBwqJKvY9n84W3E4Q8MVaI4PjtV33byWVgNNbDtEsgbBumZSBVYoJ5WWnpMgtWyvSKFsuHIABevBWLPOxs9WpFWQb3f5vVa3nKhG2ouD2GLEykUhUQThbczYJlM0BKZpuydClYqgQwLaQM7ls+lcXJTNtwcw6MtI3clgZkNzeA3JwvcAzLhJG2YaiYKm/6G1W9PT7PoKw9JeP/lFtaWZzC8V0quw+AjCX0CBu2GI8KKyXGXLi+pSoM51FLqF8hHsiz1rYnrRZW999/P8444wwMGzYMliXjiBzHwaGHHor7778fAFBeXo6bbrqpuD3dziBBcDI5NG3cAufLNTCqusBIlcrCoKYtyyd484MJkgJJWSp8F5HXlhJUQBB7JAOao0HNyooRjktRhL+I4Ul8w+sFkW+tCtcYAhBMYSJEnvUoz7rgW61YZH2ii04Elo9ceLky7XtiS4mruEgLW62ShVtYIEI1lmgNKRrclOLZtOXna5f41kZVhFXd28hblvPqrPguWVUtHNJ/Fa731OQK1HvBrk2OmtjXK8THue9+UvEaTaFJfx1BfrFK1xtHccGV8twRRoJYUT/+aj+DS1HgmhQIOuV/44EYVtZVtY8g5rsjkyygaj8gXzwLIl8wyrZ4wbaAwI3IGUEoC1FcvLcB6sFY9Vmly5d6E+3KSbmZH5ScMhmMhg1gTfUQTY0A5+B2GkIIWZOowhNWQgBODkY2A57OgZdXw6jqIuM1nRzsig0wS9Owy7J+cK6fJu9KCxV57hM1/Q0AX1xxAIYIB4EHIjnuflNCqrkYrCRRllTjKnLtYsHZqg/KKhWJ/0q69r7QSxZ0/oNH0qSURYRcF8LJwsk2wsiWwLRKYNoGUmkLVspAqsRCKjTVkfp+ZePn4z3sqO98yuTIeXUHpTucIesacAWT33FHwDVKUFrRDYAMP+FuDsQYGJGc8sZzJ1gAnIw8ooqlIlcg15BBxrZ8Ie7mHF9UmWkbRontnaMAMlkIL/5KlnMgb/JlBsCA4Q8I18ssDAqAhgWOC9ebgzDIcAUQcf8pMUZC+OVFVDwhGRyuZyWMW8SSUGVI2rtYbKuFVU1NDebMmYPly5dj+fLlICIMGjQIAwcO9Lc5+OCDi9rJ7RFl0hQ5B7mGDKyGzTCaGoBS6fLLuBSZldwJ3Xj8Njz3RjhYXN0MmxwZj6NMw7mQQAGki4QjCDjOudKKpFx+GVdEXH3xSShV5hZnwY9QeH63eLxTIauVIl6cLRyPkyQEQ1cSAHnnEg0+BgDejEAKu89k0L4XR8BCkxe3AWtZFbYaFV4GHZDbTMg4GV/IKouFSqMWJGMptmQd/zNV+Bl8QtWPEqjPOmjIumjMunCF8GMyVDX5lMm9qVMM/8faLxIbEljqfXi9wZn/wx1HbdeQdZH14rYAWUKgxKsxo8SYElgugtpi6mk8sCJJK5cIuRETi4zzwi4hVxCyEHBJXlMR2zavbIeQbjjBGbJtOa8RELEcKizOQ8JKChTb4LANOSUJhHSn8FQJqKQMLJsBU2ZlJwdqlOlc5AS3XnKyEBlveTYDcgUM25QVpW31ZO/NHejlXTGDRW5GKhtLBQ9HrVeBVcrmUhyGLQYZR8DzFIWEUsxtGLoOaplA8NsSxEZJ4m49/4EKUatYmHhmoXd1QutZ3nGSCrIWE27ZfhV9hWkZsEtMpEoslMSmOQp/X4Pvl6yDVmKb/kTNFpeudsEo9gAts8pdz5vhGDbKO/UGz2wGc71HV+GAWyXgwgU11oOyGZgAmGWDpUvBS6SF1KjfDMa5P90Nzzn+FDlGie25Aw24WTn3IPesVVx4hWpVGZCED0tNWQMACMVJhWcLALysVsuIjWXvYUEEbakHBSA/6xVANP7KI1yGxGphceRi8ZULhA4cODAipr5L+E+CKgAQAFxX+tsZhwOOrCt8K5XjyqrcjkDkBseZdHGo2Bgi5f6DfwNuyLlozAm/2CH33H9A8AMiM/vU//KJJ+MKv46PaTCkwYMaR6F7avjJMixm4vFO4fUA/GBh719/GyAQYOFYGQAwEn4spR04mvEVFkXhmBB5/tHdwwHQOVeAM+7VYWq7m+p/PlyHTe5m/G99A77Y3ITGnAyQTFsGOpfb2KFzKfp2LUVNeQoVtiwAuKExh7qtTd70J3KaC9vkvjgyOEPWEdiayaEh60YEuCuCdG1XEEpsAw1ZFxXp/El/3dgTevAjrq6H/PCVuFIiSAl6KeIcP4sJAErsoC+p0A0i+TiBay4L4QXdb+uKcl9ccSX2Q26S4FoICFLrw8cOW7/gZyZmEjJvi0nKc/OFhR7nQZV628sMNFXcn3CktdNMyQeYUleKKScHasrISv5NjdLNks14IsqLyclmACGQ3bgZuYaMP8WHnGrE8Z/svWyByM1IFRZV2Vi+u8UlcFdABQIbDH5RRbPEm8Ot0QXqs4Aj8socRERN0gWKuQrzsvc8cRUVWMnT78jXQKT5hNxlHFIY2qGxua0K3l8Xu6wTzNIKmHYJGDe8soUMhslhWwbK01IsldqG/71QVmZlNS61DVSV2uhemUJVykS5bSBtcilcWRDDB8jrk3UBxgjcBXJCZnTbRjm46dXD4gwWN2HmGiE2fCEL0nJZc9Go6gJe0QnMtCDSZYDjJWEJWfmf26YvqNS9zbCtvPNmXJVcUGUapMXJiQmbeIV0wAtIR1QMmSUGzLQ8Tq4+C8eNlllQDwrMCBIzwuI/fIy48DIMA7ytsxhi6MrrrcRg3hfHNmCVSGVvpm1ZfT1dBrJKkPFcKVk3+Gt03EjsiIrBUDAG/ykk47jefFIiUqcI8FLcBcGIBwaKoPZRxhNXOVd4Ao7D5cEjYjgGIZ6JBsibQ/j+nJTFBSSIHIruE0/vV4GYEVxECk2qMgKRY0R/SfP6FYg35mWviaC4ZRvwwKz3sWWTwNbPV6Fxwxo4ma1g3IBVWoXSrr3QqVdv1PbrjBHf64qdusia5Su+qMeS/23CuvUNyDY60nVkcJgWDwI6hazS7ToExgE7ZcJKyXgN4Qg4noDbahloLLPhCkJF2gysSJwh67iwTW/KE09QhQWKwVWsFo+IICWKso60lIV/+MOE3YNxkuZnjGcrqmWR914MlxXPIopZ4wCEzCFRq1XcDckZ8iYTLzZllom012kesvq6gnw1wJh6iGJysnUz5Z0HBxMOmF0PZlqy2GM2A6EsVSo42DBAuay0jHuZgrn6Rmk5MLjnViEwzxWoqrKrmBQDhgxI9gKAfYEVsmDx8A3Oq1QdnhvOzUlXT1KZg0JhLHHXoM0DN67B4FnA1HRaUeLxWklWL/83jOAHxStRZfNAwDltbKkoqe4GbpfKYHHTyL+pe0kMYYuVekCC59JXoqpziYWqtOUHqUtrffDjJ8u0AC4IjHkPEVBxuYDB5O+rwwkVJVUQDRtkvFWjHGMslQZLl4GXVshgdwB8ywZYlaX+pM3hKXIA+HFZhm3JgHwVY2WIyITOhitgWFmYJTIQXlqcAvd0GKYmR/XgBvesVlHLVLIlzJv7NFSlnSOwyKrJm4MPQAovbrUkJ7V4aGHVSmxPVJlpE2bagl1RBrO6M4xO3SFKqpCzy+Xkmy4h43hCxxNKfjo6Z3IqEC9oU1AQi9Po1SWScVUtuzH4MUyeOyk8T5orCMLLVg8HoEbcaBQIISBIxQ9bpOJCCQiyouJiKV7vCJBfLjldQ9QKkfPaCVupwrE3nLFIPFgu5N6J91veYKUrqC2F1ftz/5MXIAzk4GYzyGz8HOs/XID6DQfBybrY1LcTAGDJJ5uwZtUGbKz7FNktG0DCBTdtGHYJuJX/RGjaJUhXVqOsMgUrZcJ1BXJNDkgQrJQJ4QaiRz0Nh10NQHLgOqDiOWLixhdWwrdchd2K0nrlwBXeD2ko+C0snLYVYB4+lhJiKobLJe7fMJP67b+P/UaqeCwfZURu49I1nUpkYHI47jEnZK0ydb7qgYkzIOsCKcub9so1ZRymaYGZsoYVedlcAAA7HTrBDJDbGinqCHjVvg0Bq8T05l2T2VkqqB2Ab6XiFo9MDxKZY9AbfoYthZpVZsGwDHkjzRryppdxfJETvd8V+o0KjYlI7FNUNOVlIfq/JZQnqPLLPcgwAoTaU3+Ktg5ir+5RBeIpOF62H+ey2r2TdZFLSRe+ElV26EHaNjkMz/pckTZRZhtIm4bnAgxCOsL955yBO/CKC6sHIoCrMjvMmz4LDI5pwjBT4GWV0vLp5ILsQcjYMBIuYBgw0zassrRfIFQhso5nWRKhciByImdVmoGHsgfJFXAzWU/8NyFbLxMsVKFPRSC4vBIL3hRO6iFBFggNtomjrGNhARYez+F4LVU7i2mLVdtx11134YYbbkBdXR1222033HrrrTjwwANb1QbnzP8BMtI27MpSGFVdwCq7wC3rgkZHwBHwA9AznqVKjSvOvQl6eVDwUZVUUKKqybduedsTl4G5nsWHc6/WC4XFD0WCo4Gw8IF/nLCgUrWN4l9gFaPiV0kPbRu5Fr4Ay79xhkWPSjcP32AjosiNijNf1HEE1oeQezE4F4ocT+3T5LZtjJWbzYCpIqEF+OK9V1FaVYX3vCf/L/63CV98uAybP31/m+0zzmGmy1HapRdy3XojXVYiP6dMDiRc2KVpMM5gpaSbQQkqMySuAESC0BV+MHrM1ai2y3e/Ba4LJbxk+67fnnpVlrI4RoHjhcWbCsiPi8Pw+YSta4F4Ss56bA96lNlAysIWz8LnEqEhJ+CStEhWea4N9SvLIAWpxWLKkHPAsuUp2WnAssFMC+AG4MXJAICRdcAzWf9Gxm3ZMBnCd7u4BgMzXD9cIXyTcrNyOyHn2PEtReomZVgGzBIThiUnxA1PC8U5C7nylaU4ubxCoUB2tU9SmQf/f28bHrJuKUEVdvHF20mKv3KJ2jzNvltNBZpcEw1bs/6DDwmCk5MPQltjgio8Nku8uCpVqZ8zzxXqBL+fynqvHowNBsAEDG7IjOJIOIacwBmQ3wuy0jCUsGrKeBu6QbxeYz3gygrxRtqOCCsl3kUm62cFqoxAIAiC57YJM52CkbbBOZdT6lhbQK5Atl5N1hxNP/DFk2c5dXMunEYXjDv++jjhQrfhkgyMM5lhmPULW0XirNSVVwkc7cV3RljNmDEDEydOxF133YX9998f99xzD4466igsXboUO+64Y4vb4UZQt8P0sid4RTVESRWaeBq5rOuLKkeo2lEhSxWXwaFp0/C/FETyqVu578JCx2AMMOAVYwy7PzzXHIuKEr/2kP/DxELLWURU+VmGKpst5KqTQiX4gis3ZrhfnCEvmFjtG7ckhfvkKrelGxZroWNzb8qX2LWPtxu2iqnzE14WjdPW5opt4GYz2LLuC2zdKF2BW9ZtxtbPV7ZoXxICuYbNqPesWkAPkHCR86bKIFEFO2XAybm+0An/eMeFUrxcgxsSK/FtFPE4qngAvCIu5lTMWORahPZT/6tMxyDgncMVhn8eZkhgFYrpivcrTKEaXcWkKm2ApawgY9clOKHvCGcMPG3CFAyuZ51xhRzbzCvFQkIA3JBCyhNTzE5Lt42ae860QULAdnLSImCZspBjDqFaQ8LPDAwjn+KDLCxkEcReeTcgeZP0Hha9QGI/biU8JlhcTOVfd7W+UDZgOMtQBcznbxc+ZiCqlLBS+4etX/E2XJJZj5k2Fla79a7E6s3AWl9QuXC9QG8n68IwOBotN/JwEHYN2t7/gPx9U5Z2QaouXMhi5f3Wq3grBpY3p2AEwwaZKbB0GQDPSpXLArksoOL4nBzApdUqPCmzCwdMhKxXOTmFW7h+FTO4n0VolaXl/dDbJrulQYqhnOtbUMOCxy8M6gVgupZb0AUYnjPQvxbemA1O1fCtaLJ/zK/qTn72YvvxlYVVQ0MDVq9ejWw2mji6xx57fO1OtQU333wzxo8fj5///OcAgFtvvRWzZ8/GX/7yF1xzzTV52zc1NaGpqcl/v2nTJgBAIxNoIBeGcGE7DtKe2Vc05rDF2YhGR6bLN7nyKb8xJ/xUfM4Y0gaDMLl3c5NtKxdgY07FYom8Gj/5T3lSpJlGYFlS2YOOmy+AwrWSBAGOqmtFIlod3UsZV0/VLsmMO19YhW6SylVncYZskuvQKztgcICDwQndLHNCXqdwZXF1fNVm2uTIcR5p1wn92KjjxDEYQ2P9VgDSxfpVKTQGyM0V2iW6/8a1aNwsXYGZTWvgNtW36vi5+ixyW76EaVkQ5MJpbJDme3KRTXM0bSVkLBemawRlBkKCSZCyCsn2VIHKJMEU16G2GVgtXSRk37HgRqFEENkGyDTg8GCuwkKxWDlXBsnnPKuV5d1gbNPws1hVu7bJIqU68l2EwTLblN8vh3PkGr/+GAAKj4Nc/VbAJbiNDpoac7KqvpAurJzFQSkLLGsia8rK2jZnyJgMpdQE3rgFvGEzqL4eoqEBUEWXTQbGBBhzwUwD5Lggl8F1ZKZUUzaHTM5BNufCdYI4Fr++EARyQt7chXB9Sy8RgRjBIRcuXAiEprrhBIMAk3FwToAj3Y1Ok4Oc66Ipl4MTagtItjyF1/lQ1P0nfxdCwgreb1Ron8hQJMACAxGDgHroI2Q9a1RO/c7Bc8F5JSOUqGrwzG5tNQZ6pAmbGxx8SU0QuUa4TZ51xuFgrgEIC4awwXImcqb8XgiTg2wD3DZBzEIWBhqzBtxQlqn6fVbXOGtyZC0DrrefsA2vtlvwuK2ydW3O0GQyZHNbYdRnwLIuRCYHymakBdTJyc842wiRbQJlszKJIlSdXORcOJksRDaHbH2jTJjIuRBCgHMObhngHDBzBqxsDnZpCoYgEAcaQKh3XGzNOcg05eDmXHDOAScIaBdCQHjuOUYuTE4wyfVdisJx5b3BdT0XdtSdaLgA57IvAkKOb0Ba4LgUnWqZgECD58r8uuOgxVArWbt2Lf3gBz8gznni3/ZIU1MTGYZBjz32WGT5eeedR6NGjUrcZ9KkSQT56KT/vsF/K1as+MrjRo+Bb8ff1xkDehx8O/70GNB/xRgHLYURtU7CnXbaaVi1ahVuvfVWHHzwwXj88cfx+eef46qrrsJNN92EH/zgB61prl347LPP0KtXL7z88ssYOXKkv/zqq6/GAw88gOXLl+ftE39C2bhxI/r06YPVq1ejqqqqXfrdHmzevBm9e/fGJ598gsrKyo7uTtHYtGkTdtxxR2zYsAHV1dVfqQ09Br7ZFGMMAN+NcaDHQPN8F8YAoMdBsWi1K/C5557Dk08+ib333hucc/Tp0weHHXYYKisrcc0112yXwkrBYg5pIspbpkilUkilUnnLq6qqvlUDTlFZWfmtPC8en3CwFegx8O3g64wB4Ls1DvQYSOa7NAYAPQ6+9nFau0N9fT26d+8OAOjcuTO++ELOXbX77rtjwYIFxe1dkejatSsMw/AniVasXbsWPXr06KBeaTQajUaj+bbRamE1cOBA33U2dOhQ3HPPPfj0009x9913o7a2tugdLAa2bWPYsGGYM2dOZPmcOXMirkGNRqPRaDSar0OrXYETJ05EXV0dAGDSpEk44ogj8OCDD8K2bUybNq3Y/SsaF154Ic444wwMHz4cI0aMwJQpU7B69WqcddZZLdo/lUph0qRJiebgbzL6vDq2ze0BfV7bR7sdybfxnAA9BlqLPq/i0Org9TgNDQ147733sOOOO6Jr167F6lebcNddd+H6669HXV0dBg8ejFtuuQWjRo3q6G5pNBqNRqP5ltBqYXXllVfi4osvRmlpaWR5Y2MjbrjhBlx++eVF7aBGo9FoNBrNN4VWCyvDMFBXV+cHsCvWrVuH7t27w3XdAntqNBqNRqPRfLtpdfB6oRIFb7/9Njp37lyUTmk0Go1Go9F8E2lx8HqnTp3AGANjDDvvvHNEXLmui61bt7Y4EFyj0Wg0Go3m20iLXYEPPPAAiAg/+9nPcOutt0aqzdq2jZ122gkjRoxos45qNBqNRqPRbPe0dg6cuXPnUjabLdKMOt8M7rzzTtppp50olUrRXnvtRS+88EJHd6kgSXNa9ejRw18vhKBJkyZRbW0tpdNpGj16NL377ruRNjKZDJ177rnUpUsXKi0tpWOOOYY++eSTdj2PefPm0dFHH021tbUEgB5//PHI+mKdx/r16+n000+nyspKqqyspNNPP502bNiQ2Cc9DvQ40GNAj4Fv0hgg0uMgTLHvCYVotbAK09DQQJs2bYr8fdt45JFHyLIsuvfee2np0qV0/vnnU1lZGX388ccd3bVEJk2aRLvtthvV1dX5f2vXrvXXX3vttVRRUUEzZ86kxYsX08knn0y1tbW0efNmf5uzzjqLevXqRXPmzKEFCxbQwQcfTEOGDCHHcdrtPJ5++mm67LLLaObMmYlfomKdx5FHHkmDBw+m+fPn0/z582nw4MF09NFH5/VHjwM9DvQY0GPgmzYGiPQ4aKt7QnO0WljV19fTr371K+rWrRtxzvP+vm3ss88+dNZZZ0WWDRo0iC699NIO6lHzTJo0iYYMGZK4TghBNTU1dO211/rLMpkMVVVV0d13301ERBs3biTLsuiRRx7xt/n000+Jc06zZs1q074XIv4lKtZ5LF26lADQq6++6m/zyiuvEAB67733In3Q40CPAz0G9Bj4po0BIj0O2uqe0Bytzgq85JJL8Nxzz+Guu+5CKpXCfffdhyuuuAI9e/bE9OnTW9vcdk02m8Vbb72Fww8/PLL88MMPx/z58zuoV9vmgw8+QM+ePdG3b1/85Cc/wUcffQQAWLlyJdasWRM5n1QqhdGjR/vn89ZbbyGXy0W26dmzJwYPHrzdnHOxzuOVV15BVVUV9t13X3+b/fbbD1VVVZFz1eNA8l0eB3oMSPQY+OaNAUCPA6C494Rt0Wph9c9//hN33XUXfvSjH8E0TRx44IH4/e9/j6uvvhoPPvhga5vbrvnyyy/hum7eRM09evTIm9B5e2HffffF9OnTMXv2bNx7771Ys2YNRo4ciXXr1vl9bu581qxZA9u20alTp4LbdDTFOo81a9bk1WMDgO7du0fOVY+D5G06mvYcB3oMJG/T0egxsG30OCj+PWFbtHquwPXr16Nv374AgMrKSqxfvx4AcMABB+Dss89ubXPfCOJ1u6hALa/tgaOOOsr/f/fdd8eIESPQv39/PPDAA9hvv/0AfLXz2R7PuRjnkbR9oXb0ONg+z7k9x4EeA9vnOesxUBg9DtrunlCIVlus+vXrh1WrVgEAdt11Vzz66KMApCWrurq6tc1t13Tt2hWGYeQp1bVr1+Yp4+2VsrIy7L777vjggw9QU1MDAM2eT01NDbLZLDZs2FBwm46mWOdRU1ODzz//PK/9L774InKuehwkb9PRtOc40GMgeZuORo+B1qPHwde/J2yLVgurn/70p3j77bcBAL/97W/9WKsLLrgAl1xySWub266xbRvDhg3DnDlzIsvnzJmDkSNHdlCvWkdTUxOWLVuG2tpa9O3bFzU1NZHzyWazmDdvnn8+w4YNg2VZkW3q6urw7rvvbjfnXKzzGDFiBDZt2oTXX3/d3+a1117Dpk2bIueqx4HkuzwO9BiQ6DHwzR4DgB4HxbgnbJMWh7kX4OOPP6aZM2fSokWLvm5T2yUqvfb++++npUuX0sSJE6msrIxWrVrV0V1L5KKLLqK5c+fSRx99RK+++iodffTRVFFR4ff32muvpaqqKnrsscdo8eLFdMoppySmpO6www707LPP0oIFC+iQQw5p99TaLVu20MKFC2nhwoUEgG6++WZauHChn9ZcrPM48sgjaY899qBXXnmFXnnlFdp9992bLbegx8F3dxzoMaDHwDdtDBDpcdBW94Tm+NrC6rvAnXfeSX369CHbtmmvvfaiefPmdXSXCqJqd1iWRT179qQTTjiBlixZ4q9XRdRqamoolUrRqFGjaPHixZE2Ghsb6dxzz6XOnTtTSUkJHX300bR69ep2PY/nn38+r6gdABo7dmxRz2PdunV02mmnUUVFBVVUVNBpp53WbIFQPQ6+2+NAjwE9Br5JY4BIj4PWnkdr7gmFaPGUNgAghMC0adPw2GOPYdWqVWCMoW/fvvjRj36EM844Y7sLZNNoNBqNRqNpT1osrIgIxxxzDJ5++mkMGTIEgwYNAhFh2bJlWLx4MY499lg88cQTbdxdjUaj0Wg0mu2XFpdbmDZtGl544QX897//xcEHHxxZ99xzz+H444/H9OnTceaZZxa9kxqNRqPRaDTfBFpssTr88MNxyCGH4NJLL01cf/XVV2PevHmYPXt2UTuo0Wg0Go1G802hxeUW3nnnHRx55JEF1x911FF+GQaNRqPRaDSa7yItFlbr169vtkBWjx498gpvaTQajUaj0XyXaLGwcl0Xplk4JMswDDiOU5ROaTQajUaj0XwTaXHwOhFh3LhxSKVSieubmpqK1imNRqPRaDSabyIttliNHTsW3bt3R1VVVeJf9+7ddUag5hvDuHHjcPzxx3fIsVUNuEWLFnXI8VsCY6zZ8ilf9xwOOuggTJw48Svt21Ky2SwGDBiAl19+uU2P05HEr+Pee++Nxx57rOM6pNFoWm6xmjp1alv2Q/MNZP78+TjwwANx2GGHYdasWR3dnVZx2223oRW1cb8y48aNw8aNGyMipXfv3qirq0PXrl3b/Phflbq6OnTq1KnN2n/sscdgWVabtQ8AU6ZMQZ8+fbD//vu36XG2J/7whz/g4osvxvHHHw/OWz0VrEajKQL6m6f5yvz1r3/FhAkT8NJLL2H16tXtcsxcLleUdqqqqlBdXV2UtlqLYRioqalpNmaxo8hmswDkLO+F3P7FoHPnzqioqGiz9gHgz3/+M37+85+36TGKgbrmxeAHP/gBNm3apMveaDQdiBZWmq9EfX09Hn30UZx99tk4+uijMW3atMj6uXPngjGGf//73xgyZAjS6TT23XdfLF682N9m2rRpqK6uxhNPPIGdd94Z6XQahx12GD755BN/m8mTJ2Po0KH461//in79+iGVSoGIsHr1ahx33HEoLy9HZWUlTjrpJHz++ecAgPfeew+lpaV46KGH/HYee+wxpNNp//hxV+BBBx2ECRMmYOLEiejUqRN69OiBKVOmoL6+Hj/96U9RUVGB/v374z//+Y+/j+u6GD9+PPr27YuSkhIMHDgQt912W6TvDzzwAJ588kkwxsAYw9y5cxPdaPPmzcM+++yDVCqF2tpaXHrppZFkkIMOOgjnnXcefv3rX6Nz586oqanB5MmTm/2MHMfBeeedh+rqanTp0gW/+c1vMHbs2LzzPvfcc3HhhReia9euOOywwwDkuwJff/117Lnnnkin0xg+fDgWLlzY7LEB4K677sL3vvc9pNNp9OjRAz/60Y8ix1UuLDVW4n/jxo3zt//nP/+JYcOGIZ1Oo1+/frjiiiuaTZZZsGABPvzwQ/zgBz/wl2WzWZx77rmora1FOp3GTjvthGuuucZf/8EHH2DUqFFIp9PYddddMWfOnMh1UP3cuHGjv8+iRYvAGMOqVasAAOvWrcMpp5yCHXbYAaWlpdh9993x8MMPR/pW6JovXboU3//+91FeXo4ePXrgjDPOwJdffunvV19fjzPPPBPl5eWora3FTTfdlHfehmHg+9//ft4xNRpN+6GFleYrMWPGDAwcOBADBw7E6aefjqlTpya61i655BLceOONeOONN9C9e3cce+yxEatTQ0MD/vSnP+GBBx7Ayy+/jM2bN+MnP/lJpI0PP/wQjz76KGbOnOmLkeOPPx7r16/HvHnzMGfOHKxYsQInn3wyAGDQoEG48cYbcc455+Djjz/GZ599hl/84he49tprsfvuuxc8pwceeABdu3bF66+/jgkTJuDss8/Gj3/8Y4wcORILFizAEUccgTPOOAMNDQ0A5NyZO+ywAx599FEsXboUl19+OX73u9/h0UcfBQBcfPHFOOmkk3DkkUeirq4OdXV1GDlyZN5xP/30U3z/+9/H3nvvjbfffht/+ctfcP/99+Oqq67K619ZWRlee+01XH/99bjyyisxZ86cgudz3XXX4cEHH8TUqVP9a5sUN/XAAw/ANE28/PLLuOeee/LW19fX4+ijj8bAgQPx1ltvYfLkybj44osLHhcA3nzzTZx33nm48sorsXz5csyaNQujRo1K3HbkyJH+9amrq8Nzzz2HdDrtbz979mycfvrpOO+887B06VLcc889mDZtGv70pz8VPP4LL7yAnXfeGZWVlf6y22+/HU899RQeffRRLF++HH//+9+x0047AZCf5QknnADDMPDqq6/i7rvvxm9+85tmzzGJTCaDYcOG4V//+hfeffdd/PKXv8QZZ5yB1157LbJd/JrX1dVh9OjRGDp0KN58803MmjULn3/+OU466SR/n0suuQTPP/88Hn/8cTzzzDOYO3cu3nrrrbw+7LPPPnjxxRdb3XeNRlMkWjvDtEZDRDRy5Ei69dZbiYgol8tR165dac6cOf56NRP5I4884i9bt24dlZSU0IwZM4iIaOrUqQSAXn31VX+bZcuWEQB67bXXiIho0qRJZFkWrV271t/mmWeeIcMwIrOSL1myhADQ66+/7i/7wQ9+QAceeCAdeuihdNhhh5EQwl83duxYOu644/z3o0ePpgMOOMB/7zgOlZWV0RlnnOEvq6urIwD0yiuvFLwu55xzDp144okFj0NEtHLlSgJACxcuJCKi3/3udzRw4MBI/+68804qLy8n13UT+0dEtPfee9NvfvObgn3p0aMH3XDDDZFz2nHHHfPOe+jQoXn7AqDHH3+ciIjuuece6ty5M9XX1/vr//KXv0TOIc7MmTOpsrKSNm/enLh+9OjRdP755+ct//LLL6l///50zjnn+MsOPPBAuvrqqyPb/e1vf6Pa2trEtomIzj//fDrkkEMiyyZMmECHHHJI5DorZs+eTYZh0CeffOIv+89//hO5DmpMh2e6X7hwIQGglStXFuzL97//fbrooov890nX/A9/+AMdfvjhkWWffPIJAaDly5fTli1byLbtxO9T/Do++eSTxDn3x45Go2lftr8gD812z/Lly/H666/72UemaeLkk0/GX//6V4wZMyay7YgRI/z/O3fujIEDB2LZsmX+MtM0MXz4cP/9oEGDUF1djWXLlmGfffYBAPTp0wfdunXzt1m2bBl69+6N3r17+8t23XVXf7+9994bgIwB23nnncE5x7vvvgvGWLPntccee/j/G4aBLl26RCxcqkDu2rVr/WV333037rvvPnz88cdobGxENpvF0KFDmz1OnGXLlmHEiBGR/u2///7YunUr/ve//2HHHXfM6x8A1NbWRvoSZtOmTfj888/9a6jOadiwYRBCRLYNX/9C/RsyZAhKS0v9ZeHPNYnDDjsMffr0Qb9+/XDkkUfiyCOPxA9/+MNIG3FyuRxOPPFE7LjjjhGX6ltvvYU33ngjYqFyXReZTAYNDQ2JbTY2NiKdTkeWjRs3DocddhgGDhyII488EkcffTQOP/xw/xx33HFH7LDDDi0+xyRc18W1116LGTNm4NNPP0VTUxOamppQVlYW2S5+zd966y08//zzKC8vz2tzxYoV/thK+j7FKSkpgRACTU1NKCkpafU5aDSar4cWVppWc//998NxHPTq1ctfRkSwLAsbNmzYZjZZXOAkCZ7wsvhNiYgS94kvf/vtt1FfXw/OOdasWYOePXs22694lhpjLLJMta2EyaOPPooLLrgAN910E0aMGIGKigrccMMNeW6fbZF0PuS5VcPLk/oXF0lxCrUbJn59k/rXWioqKrBgwQLMnTsXzzzzDC6//HJMnjwZb7zxRsGkgbPPPhurV6/GG2+8EQnsF0LgiiuuwAknnJC3T1w8Kbp27RqJ5wOAvfbaCytXrsR//vMfPPvsszjppJMwZswY/OMf/0g8x/i1U1l24W3jyRQ33XQTbrnlFtx6663YfffdUVZWhokTJ+YFqMevuRACxxxzDK677rq8ftTW1uKDDz5IPM8k1q9fj9LSUi2qNJoOQsdYaVqF4ziYPn06brrpJixatMj/e/vtt9GnTx88+OCDke1fffVV//8NGzbg/fffx6BBgyLtvfnmm/775cuXY+PGjZFt4uy6665YvXp1JMh96dKl2LRpE3bZZRcA8uYybtw4XHbZZfjpT3+K0047DY2NjV/7/MO8+OKLGDlyJM455xzsueeeGDBgAFasWBHZxrZtuK7bbDu77ror5s+fH7lhz58/HxUVFRHx2hqqqqrQo0cPvP766/4y13VbFHSe1L+33347cv3Cn2shTNPEmDFjcP311+Odd97BqlWr8NxzzyVue/PNN2PGjBl46qmn0KVLl8i6vfbaC8uXL8eAAQPy/gqVFNhzzz3x3nvv5QmmyspKnHzyybj33nsxY8YMzJw5E+vXr/fH1GeffeZv+8orr0T2VVbTuro6f1m8jteLL76I4447DqeffjqGDBmCfv36tUgU7bXXXliyZAl22mmnvHMsKyvDgAEDYFlW4vcpzrvvvou99tprm8fUaDRtgxZWmlbxr3/9Cxs2bMD48eMxePDgyN+PfvQj3H///ZHtr7zySvz3v//Fu+++i3HjxqFr166RrDTLsjBhwgS89tprWLBgAX76059iv/32i7iw4owZMwZ77LEHTjvtNCxYsACvv/46zjzzTIwePdp3sZx11lno3bs3fv/73+Pmm28GEW0z4Lq1DBgwAG+++SZmz56N999/H3/4wx/wxhtvRLbZaaed8M4772D58uX48ssvE8tFnHPOOfjkk08wYcIEvPfee3jyyScxadIkXHjhhV+rFtGECRNwzTXX4Mknn8Ty5ctx/vnnY8OGDdt0icY59dRTwTnH+PHjsXTpUjz99NO48cYbm93nX//6F26//XYsWrQIH3/8MaZPnw4hRKLr6tlnn8Wvf/1r3HjjjejatSvWrFmDNWvWYNOmTQCAyy+/HNOnT8fkyZOxZMkSLFu2DDNmzMDvf//7gsc/+OCDUV9fjyVLlvjLbrnlFjzyyCN477338P777+P//b//h5qaGlRXV2PMmDEYOHAgzjzzTLz99tt48cUXcdlll0XaHDBgAHr37o3Jkyfj/fffx7///e+8zLwBAwZgzpw5mD9/PpYtW4b/+7//w5o1a7Z5jX/1q19h/fr1OOWUU/D666/jo48+wjPPPIOf/exncF0X5eXlGD9+PC655JLI9ylpfLz44ou+i1Oj0bQ/WlhpWsX999+PMWPGoKqqKm/diSeeiEWLFmHBggX+smuvvRbnn38+hg0bhrq6Ojz11FOwbdtfX1pait/85jc49dRTMWLECJSUlOCRRx5ptg8qBb5Tp04YNWoUxowZg379+mHGjBkAgOnTp+Ppp5/G3/72N5imidLSUjz44IO477778PTTTxfpSkjxdsIJJ+Dkk0/Gvvvui3Xr1uGcc86JbPOLX/wCAwcOxPDhw9GtW7fEKuC9evXC008/jddffx1DhgzBWWedhfHjxzcrHFrCb37zG5xyyik488wzMWLECJSXl+OII44o6D4rRHl5Of75z39i6dKl2HPPPXHZZZcluqzCVFdX47HHHsMhhxyCXXbZBXfffTcefvhh7LbbbnnbvvTSS3BdF2eddRZqa2v9v/PPPx8AcMQRR+Bf//oX5syZg7333hv77bcfbr75ZvTp06fg8bt06YITTjghYkEtLy/Hddddh+HDh2PvvffGqlWr8PTTT4NzDs45Hn/8cTQ1NWGfffbBz3/+87ysQ8uy8PDDD+O9997DkCFDcN111+Vlbv7hD3/AXnvthSOOOAIHHXQQampqWlThv2fPnnj55Zfhui6OOOIIDB48GOeffz6qqqp88XTDDTdg1KhROPbYYzFmYH7NxwAAHKBJREFUzBgccMABGDZsWKSdTz/9FPPnz8dPf/rTbR5To9G0DYy+SgCFRrMN5s6di4MPPhgbNmwoGFMzbdo0TJw4MVIXSNN2CCGwyy674KSTTsIf//jHju5Om7N48WKMGTMGH3744VcuRsoYw+OPP95h0x+1lksuuQSbNm3ClClTOrorGs13Fh28rtF8S/n444/xzDPPYPTo0WhqasIdd9yBlStX4tRTT+3orrULu+++O66//nqsWrWq2fpl3ya6d+9edJe3RqNpHVpYaTTfUjjnmDZtGi6++GIQEQYPHoxnn33WD/D/LjB27NiO7kK7cskll3R0FzSa7zzaFajRaDQajUZTJHTwukaj0Wg0Gk2R0MJKo9FoNBqNpkhoYaXRaDQajUZTJLSw0mg0Go1GoykSWlhpNBqNRqPRFAktrDQajUaj0WiKhBZWGo1Go9FoNEVCCyuNRqPRaDSaIqGFlUaj0Wg0Gk2R0MJKo9FoNBqNpkjouQJbQSaTQTab7ehuaDQajUajaQW2bSOdTrfLsbSwaiGZTAZdSsrRALeju6LRaDQajaYV1NTUYOXKle0irrSwaiHZbBYNcHEaeqHE86AajAEAuHyBwRiM0P/yNfree5uwPv6a33Zz2xkAeIFj5rfp9cVbwf0N5HkxHl3OOI++N/L3Z6pt1UbeNjzS8aAPhdpWyxHtE4+3z0P9U8dQ5xF7NaKvvMByxgpsH7s+zOAJ+xjJbcaPxaPXlqkT9V+j7eUt5xxg0XWqrcJt8Nj2/sWN9YEX2D949Y+l+uB9nqotYjzy3l/PC63nsf1Z8v6Mb3PflrSR1Ae1vZqWXnj/qFnqBQFqznoRm7pevffXQ73fxnp///xjhRcIUEJbwbqkfrsi+l7E+h5f78b65grVLsHNa5ti+8aOJaLHyjuGt0I9phZcL8g/luqvK2J9ENF94+udVm7vv5KI9EO2ldyHvLZD1y68XL2n2PbktRvenoKLF7lG+W0gthyxtmPbx/aPt0dECf1zY6/yIOR67ym+Pnl7UWA9Qu34bcePFdvHb8sbGM32wc1hzdJHkc1mtbDaHrHBYbOosAoLl22KGjS/vuXv85e3tA1f1PhiJXaTjwmuwsIqWB6IseaFlf+e57dRqO1IX/PazxdWhUVNVPQUFFaFhFjC+vg+vKXCKk/8tVRYhURU0rKkbbclrL5CH/KOlSdSvq6wKrB/WFjxr95G0vqvIqziQqjVwqqZY0XWF0FY+aJlm+vhrQ+2/6rCKm+/Fq4PC5aCwqeFr0ZB4bSt/YX/P/deWex9/NWNbZcnUL6CsFKvLC6A4seKCat4H7bVTriPcVFXUDC52xJUMQFVaD0PrY9t6yvH2HKm3rPY9iz/VX2v2gsdvK7RaDQajUZTJLSw0mg0Go1GoykSWlhpNBqNRqPRFAktrDQajUaj0WiKhBZWGo1Go9FoNEVCCyuNRqPRaDSaIqGFlUaj0Wg0Gk2R0MJKo9FoNBqNpkhoYaXRaDQajUZTJLSw0mg0Go1GoykSWlhpNBqNRqPRFAktrDQajUaj0WiKhBZWGo1Go9FoNEVCCyuNRqPRaDSaIqGFlUaj0Wg0Gk2R0MJKo9FoNBqNpkhoYaXRaDQajUZTJLSw0mg0Go1GoykSWlhpNBqNRqPRFAktrDQajUaj0WiKhBZWGo1Go9FoNEXC7OgOfNPIQsAg+b8BBiBQpwYYDETXxd+zguvjr/ltN7edQQBn3v/eQYwC79V2LPYejLw+qmN72xFF3/uvwl/OhLcPcW8fFnlVy0GxPgi5nAv1Pr7c6xr39nO99r2TYgYH4962hncM71Ut918N198HALi/PPbKkpdzv93QsfP2MZLbjB9LteH30ftE/ddoe3nLOQdYdJ1qq3AbPLa9t5zF+8AL7B+8+sdSffDHkFxOjEfe++t5ofU8tj9L3p/xbe7bkjaS+qC294Y7hPeP9xaCAPKWCbUwtE7u662Her+N9f7++ccKLxCghLaCdUn9dkX0vYj1Pb7ejfXNFapdgpvXNsX2jR1LRI+VdwxvhYttrBfkH0v11xWxPojovvH1Tiu3919JRPoh20ruQ17boWsXXq7eU2x78toNb0/BxYtco/w2EFuOWNux7WP7x9sjooT+ubFXeRByvfcUX5+8vSiwHqF2/LbjxyrUtjcwmu2Dm0N7ooVVCyEilJeX48Gtn4YWxl41Go1Go9Fsd5SXl/sisq3RwqqFMMawdetWfPLJJ6isrGyz42zevBm9e/du8+Novhr689Eo9FgojL427Y++5oVR10Z5adoaLaxaSWVlZbsM2vY6juaroT8fjUKPhcLoa9P+6Gve8ejgdY1Go9FoNJoioYWVRqPRaDQaTZHQwqqFpFIpTJo0CalU6ltxHM1XQ38+GoUeC4XR16b90de8MO19bRi1V5i8RqPRaDQazbccbbHSaDQajUajKRJaWGk0Go1Go9EUCS2sNBqNRqPRaIqEFlYajUaj0Wg0RUILqxZw1113oW/fvkin0xg2bBhefPHFdmuvrq4Op556KgYOHAjOOSZOnPi1jq3ZNq35fObOnQvGWN7fe++914491rQnL7zwAo455hj07NkTjDE88cQTHd2l7YJrrrkGe++9NyoqKtC9e3ccf/zxWL58eUd361vP5MmT835/ampqOrpb7c62vpdEhMmTJ6Nnz54oKSnBQQcdhCVLlrRJX7Sw2gYzZszAxIkTcdlll2HhwoU48MADcdRRR2H16tXt0l5TUxO6deuGyy67DEOGDPk6p6JpAV/1816+fDnq6ur8v+9973vt1GNNe1NfX48hQ4bgjjvu6OiubFfMmzcPv/rVr/Dqq69izpw5cBwHhx9+OOrr6zu6a996dtttt8jvz+LFizu6S+3Otr6X119/PW6++WbccccdeOONN1BTU4PDDjsMW7ZsKX5nSNMs++yzD5111lmRZYMGDaJLL7203dsbPXo0nX/++V/puJqW0drP5/nnnycAtGHDhnbonWZ7AwA9/vjjHd2N7ZK1a9cSAJo3b15Hd+VbzaRJk2jIkCEd3Y3tivj3UghBNTU1dO211/rLMpkMVVVV0d13313042uLVTNks1m89dZbOPzwwyPLDz/8cMyfP7/D29MUl6/z+ey5556ora3FoYceiueff74tu6nRfCPYtGkTAKBz584d3JNvPx988AF69uyJvn374ic/+Qk++uijju7SdsXKlSuxZs2ayG97KpXC6NGj2+Teq4VVM3z55ZdwXRc9evSILO/RowfWrFnT4e1pistX+Xxqa2sxZcoUzJw5E4899hgGDhyIQw89FC+88EJ7dFmj2S4hIlx44YU44IADMHjw4I7uzreafffdF9OnT8fs2bNx7733Ys2aNRg5ciTWrVvX0V3bblC/3+117zWL3uK3EMZY5D0R5S3ryPY0xaU1n8/AgQMxcOBA//2IESPwySef4MYbb8SoUaPatJ8azfbKueeei3feeQcvvfRSR3flW89RRx3l/7/77rtjxIgR6N+/Px544AFceOGFHdiz7Y/2uvdqi1UzdO3aFYZh5CnatWvX5infjmhPU1yK9fnst99++OCDD4rdPY3mG8GECRPw1FNP4fnnn8cOO+zQ0d35zlFWVobdd99d/waFUFmS7XXv1cKqGWzbxrBhwzBnzpzI8jlz5mDkyJEd3p6muBTr81m4cCFqa2uL3T2NZruGiHDuuefisccew3PPPYe+fft2dJe+kzQ1NWHZsmX6NyhE3759UVNTE/ltz2azmDdvXpvce7UrcBtceOGFOOOMMzB8+HCMGDECU6ZMwerVq3HWWWe1SXu//e1v8emnn2L69On+PosWLQIAbN26FV988QUWLVoE27ax6667fu3z00Rp7edz6623YqeddsJuu+2GbDaLv//975g5cyZmzpzZkaehaUO2bt2KDz/80H+/cuVKLFq0CJ07d8aOO+7YgT3rWH71q1/hoYcewpNPPomKigrfOlBVVYWSkpIO7t23l4svvhjHHHMMdtxxR6xduxZXXXUVNm/ejLFjx3Z019qVbX0vJ06ciKuvvhrf+9738L3vfQ9XX301SktLceqppxa/M0XPM/wWcuedd1KfPn3Itm3aa6+9vnb6cHPtjR07lkaPHh3ZHkDeX58+fb5WHzSFac3nc91111H//v0pnU5Tp06d6IADDqB///vfHdBrTXuhSmzE/8aOHdvRXetQkq4JAJo6dWpHd+1bzcknn0y1tbVkWRb17NmTTjjhBFqyZElHd6vd2db3UghBkyZNopqaGkqlUjRq1ChavHhxm/SFEREVX65pNBqNRqPRfPfQMVYajUaj0Wg0RUILK41Go9FoNJoioYWVRqPRaDQaTZHQwkqj0Wg0Go2mSGhhpdFoNBqNRlMktLDSaDQajUajKRJaWGk0Go1Go9EUCS2sNBqNRqPRaIqEFlYazXbKqlWrwBjzpzTq6Ha+yUyePBlDhw7d5nZ/+MMf8Mtf/tJ/T0T45S9/ic6dO39nrmFLr1V7c8cdd+DYY4/t6G5oNNtECyuNpg0YN24cGGNgjME0Tey44444++yzsWHDhjY/7vHHHx9Z1rt3b9TV1WHw4MFteuznn38eBx98MDp37ozS0lJ873vfw9ixY+E4Tpset1h8/vnnuO222/C73/3OXzZr1ixMmzYN//rXv4p2DRljeOKJJ752O981fvGLX+CNN97ASy+91NFd0WiaRQsrjaaNOPLII1FXV4dVq1bhvvvuwz//+U+cc8457d4PwzBQU1MD02y7OdeXLFmCo446CnvvvTdeeOEFLF68GH/+859hWRaEEG123GJy//33Y8SIEdhpp538ZStWrEBtbS1GjhzZ5tewteRyuY7uQrtARHAcB6lUCqeeeir+/Oc/d3SXNJpm0cJKo2kjUqkUampqsMMOO+Dwww/HySefjGeeeSayzdSpU7HLLrsgnU5j0KBBuOuuuwq257ouxo8fj759+6KkpAQDBw7Ebbfd5q+fPHkyHnjgATz55JO+tWzu3LkRV6AQAjvssAPuvvvuSNsLFiwAYwwfffQRAGDTpk345S9/ie7du6OyshKHHHII3n777YJ9mzNnDmpra3H99ddj8ODB6N+/P4488kjcd999sG0bADBt2jRUV1fjiSeewM4774x0Oo3DDjsMn3zySaStf/7znxg2bBjS6TT69euHK664ImL1aknfrr32WvTo0QMVFRUYP348MplMwb4rHnnkkYirady4cZgwYQJWr14NxpgvuGbNmoUDDjgA1dXV6NKlC44++misWLHC3y+bzeLcc89FbW0t0uk0dtppJ1xzzTUA4Lfxwx/+MNJmS86bMYa7774bxx13HMrKynDVVVdt85wKMXfuXOyzzz4oKytDdXU19t9/f3z88ceJ2wohcOWVV2KHHXZAKpXC0KFDMWvWLH/9iSeeiAkTJvjvJ06cCMYYlixZAgBwHAcVFRWYPXs2ACmUrr/+evTr1w8lJSUYMmQI/vGPf0T6xhjD7NmzMXz4cKRSKbz44osAgGOPPRZPPPEEGhsbv/K5azRtTptM7azRfMcZO3YsHXfccf77FStW0K677ko9evTwl02ZMoVqa2tp5syZ9NFHH9HMmTOpc+fONG3aNCIiWrlyJQGghQsXEhFRNpulyy+/nF5//XX66KOP6O9//zuVlpbSjBkziIhoy5YtdNJJJ9GRRx5JdXV1VFdXR01NTXntXHTRRXTAAQdE+nvRRRfRiBEjiEjOAr///vvTMcccQ2+88Qa9//77dNFFF1GXLl1o3bp1ief78MMPUyqVonnz5hW8JlOnTiXLsmj48OE0f/58evPNN2mfffahkSNH+tvMmjWLKisradq0abRixQp65plnaKeddqLJkye3uG8zZswg27bp3nvvpffee48uu+wyqqiooCFDhhTs2/r164kxRq+++qq/bOPGjXTllVfSDjvsQHV1dbR27VoiIvrHP/5BM2fOpPfff58WLlxIxxxzDO2+++7kui4REd1www3Uu3dveuGFF2jVqlX04osv0kMPPURERGvXriUANHXq1Eib2zpvIiIA1L17d7r//vtpxYoVtGrVqoLn0xy5XI6qqqro4osvpg8//JCWLl1K06ZNo48//piIiCZNmhS5VjfffDNVVlbSww8/TO+99x79+te/Jsuy6P333yciottvv50GDx7sbz906FDq2rUr3XnnnURENH/+fDJNk7Zs2UJERL/73e9o0KBBNGvWLFqxYgVNnTqVUqkUzZ07l4iInn/+eQJAe+yxBz3zzDP04Ycf0pdffklERFu3biXGmL+tRrM9ooWVRtMGjB07lgzDoLKyMkqn0wSAANDNN9/sb9O7d2//hqv44x//6AucuCBK4pxzzqETTzwxctywoEtqZ8GCBcQY82/MrutSr169/Bvhf//7X6qsrKRMJhNpp3///nTPPfck9sNxHBo3bhwBoJqaGjr++OPpz3/+M23atMnfZurUqQQgIl6WLVtGAOi1114jIqIDDzyQrr766kjbf/vb36i2trbFfRsxYgSdddZZkfX77rtvs8Jq4cKFBIBWr14dWX7LLbdQnz59Cu5HFIilxYsXExHRhAkT6JBDDiEhROL2AOjxxx+PLNvWeav9Jk6c2GxfWsK6desIQEFxEhdWPXv2pD/96U+Rbfbee28655xziIjonXfeIcYYffHFF7R+/XqyLIuuuuoq+vGPf0xERFdffTXtu+++RCSFUTqdpvnz50faGz9+PJ1yyilEFAirJ554IrF/nTp18h8+NJrtEe0K1GjaiIMPPhiLFi3Ca6+9hgkTJuCII47wXSZffPEFPvnkE4wfPx7l5eX+31VXXRVxK8W5++67MXz4cHTr1g3l5eW49957sXr16lb1a88998SgQYPw8MMPAwDmzZuHtWvX4qSTTgIAvPXWW9i6dSu6dOkS6dvKlSsL9s0wDEydOhX/+9//cP3116Nnz57405/+hN122w11dXX+dqZpYvjw4f77QYMGobq6GsuWLfOPfeWVV0aO+4tf/AJ1dXVoaGhoUd+WLVuGESNGRPoXfx9HuZbS6fQ2r9+KFStw6qmnol+/fqisrETfvn0BwP8cxo0bh0WLFmHgwIE477zz8ty/SWzrvBXha5fE1VdfHWkjaWx07twZ48aNwxFHHIFjjjkGt912W+QzCrN582Z89tln2H///SPL999/f/8zGzx4MLp06YJ58+bhxRdfxJAhQ3Dsscdi3rx5AKRrb/To0QCApUuXIpPJ4LDDDov0c/r06Xljq9C5lpSURK6JRrO9sf1EYmo03zLKysowYMAAAMDtt9+Ogw8+GFdccQX++Mc/+gHd9957L/bdd9/IfoZhJLb36KOP4oILLsBNN92EESNGoKKiAjfccANee+21VvfttNNOw0MPPYRLL70UDz30EI444gh07doVgIypqa2txdy5c/P2q66ubrbdXr164YwzzsAZZ5yBq666CjvvvDPuvvtuXHHFFf42jLG8/dQyIQSuuOIKnHDCCXnbpNPpr9W35lDnvmHDBnTr1q3ZbY855hj07t0b9957L3r27AkhBAYPHoxsNgsA2GuvvbBy5Ur85z//wbPPPouTTjoJY8aMicQRxdnWeSvKysqa7dtZZ53lC2QA6NmzZ+J2U6dOxXnnnYdZs2ZhxowZ+P3vf485c+Zgv/32S9w+/pkRkb+MMYZRo0Zh7ty5sG0bBx10EAYPHgzXdbF48WLMnz8fEydO9M8TAP7973+jV69ekTZTqVTkfaFzXb9+/TY/I42mI9HCSqNpJyZNmoSjjjoKZ599Nnr27IlevXrho48+wmmnndai/V988UWMHDkyklkYf8q3bRuu626zrVNPPRW///3v8dZbb+Ef//gH/vKXv/jr9tprL6xZswamaUaCq1tLp06dUFtbi/r6en+Z4zh48803sc8++wAAli9fjo0bN2LQoEH+sZcvX+4L0jgt6dsuu+yCV199FWeeeaa/7NVXX222r/3790dlZSWWLl2KnXfeueB269atw7Jly3DPPffgwAMPBIDE9P/KykqcfPLJOPnkk/GjH/0IRx55JNavX4/OnTvDsqy8z2hb591SOnfujM6dO7do2z333BN77rknfvvb32LEiBF46KGH8oRVZWUlevbsiZdeegmjRo3yl8+fP9//DAHgoIMOwpQpU2DbNq688kowxnDggQfixhtvRGNjo2/x2nXXXZFKpbB69WrfitUaVqxYgUwmgz333LPV+2o07YUWVhpNO3HQQQdht912w9VXX4077rgDkydPxnnnnYfKykocddRRaGpqwptvvokNGzbgwgsvzNt/wIABmD59OmbPno2+ffvib3/7G9544w3fFQXIrLPZs2dj+fLl6NKlC6qqqhL70rdvX4wcORLjx4+H4zg47rjj/HVjxozBiBEjcPzxx+O6667DwIED8dlnn+Hpp5/G8ccfn+iiueeee7Bo0SL88Ic/RP/+/ZHJZDB9+nQsWbIkkh5vWRYmTJiA22+/HZZl4dxzz8V+++3n36Qvv/xyHH300ejduzd+/OMfg3OOd955B4sXL8ZVV13Vor6df/75GDt2LIYPH44DDjgADz74IJYsWYJ+/foV/Gw45xgzZgxeeumlvDpgYTp16oQuXbpgypQpqK2txerVq3HppZdGtrnllltQW1uLoUOHgnOO//f//h9qamp8i9pOO+2E//73v9h///2RSqXQqVOnbZ53MVm5ciWmTJmCY489Fj179sTy5cvx/vvvR4RomEsuuQSTJk1C//79MXToUEydOhWLFi3Cgw8+6G9z0EEH4fzzz4dpmr7gPOigg3DRRRdhr732QmVlJQCgoqICF198MS644AIIIXDAAQdg8+bNmD9/PsrLyzF27Nhm+/7iiy+iX79+6N+/f5GuhkbTBnR0kJdG820kKYiciOjBBx8k27b9IOkHH3yQhg4dSrZtU6dOnWjUqFH02GOPEVF+0Hkmk6Fx48ZRVVUVVVdX09lnn02XXnppJNB47dq1dNhhh1F5eTkBoOeff75gEPydd95JAOjMM8/M6+fmzZtpwoQJ1LNnT7Isi3r37k2nnXZaXnC3YsGCBXT66adT3759KZVKUZcuXWjUqFH01FNP+dtMnTqVqqqqaObMmdSvXz+ybZsOOeSQvOy2WbNm0ciRI6mkpIQqKytpn332oSlTprSqb3/605+oa9euVF5eTmPHjqVf//rXzQavq+P26tXLz+4jSg5enzNnDu2yyy6USqVojz32oLlz50YC0qdMmUJDhw6lsrIyqqyspEMPPZQWLFjg7//UU0/RgAEDyDTNSNvbOm8kBL1/FdasWUPHH3881dbWkm3b1KdPH7r88sv9844Hr7uuS1dccQX16tWLLMuiIUOG0H/+859Im0II6tatGw0fPtxfphICLr744rxtb7vtNho4cCBZlkXdunWjI444ws8oVcHrGzZsyOv74YcfTtdcc83XvgYaTVvCiIg6TtZpNJrvCtOmTcPEiROxcePGju5KIkSE/fbbDxMnTsQpp5zS0d3RxHj33Xdx6KGH4v333y9oidVotgd0VqBGo9FABmFPmTLlGzMFz3eNzz77DNOnT9eiSrPdo2OsNBqNxmPIkCEYMmRIR3dDk8Dhhx/e0V3QaFqEdgVqNBqNRqPRFAntCtRoNBqNRqMpElpYaTQajUaj0RQJLaw0Go1Go9FoioQWVhqNRqPRaDRFQgsrjUaj0Wg0miKhhZVGo9FoNBpNkdDCSqPRaDQajaZIaGGl0Wg0Go1GUyT+PxVY9tt46fxQAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 4, sharey=True)\n", - "\n", - "\n", - "ax[0].imshow(\n", - " scipy,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[0].set_title(\"CPU\")\n", - "\n", - "\n", - "ax[1].imshow(\n", - " parallel,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[1].set_title(\"Parallel\")\n", - "\n", - "ax[2].imshow(\n", - " gpu,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[2].set_title(\"GPU\")\n", - "\n", - "cbar = ax[3].imshow(\n", - " jax,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[3].set_title(\"JAX\")\n", - "\n", - "\n", - "cbar = fig.colorbar(\n", - " cbar,\n", - " ax=ax,\n", - " label=\"Relative Speed (faster - slower)\",\n", - " location=\"bottom\",\n", - ")\n", - "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", - "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", - "ax[0].set_ylabel(\"Data grid size (squared)\")\n", - "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", - "\n", - "# uncomment to save figure\n", - "# fig.savefig(platform.system() + \".pdf\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", - "\n", - "[Windows]\n", - "\n", - "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", - "\n", - "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", - "\n", - "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", - "\n", - "[Linux]\n", - "\n", - "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", - "\n", - "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multivariate Interpolation on a Regular Grid\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:37.689978Z", + "iopub.status.busy": "2023-08-09T15:43:37.689565Z", + "iopub.status.idle": "2023-08-09T15:43:40.009268Z", + "shell.execute_reply": "2023-08-09T15:43:40.008661Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "from itertools import product\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from HARK.econforgeinterp import LinearFast\n", + "from matplotlib import colors\n", + "from scipy.interpolate import RegularGridInterpolator\n", + "\n", + "from multinterp.rectilinear._multi import MultivariateInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we are trying to approximate the following function at a set of points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.032035Z", + "iopub.status.busy": "2023-08-09T15:43:40.031523Z", + "iopub.status.idle": "2023-08-09T15:43:40.034404Z", + "shell.execute_reply": "2023-08-09T15:43:40.033897Z" + } + }, + "outputs": [], + "source": [ + "def squared_coords(x, y):\n", + " return x**2 + y**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.036113Z", + "iopub.status.busy": "2023-08-09T15:43:40.035885Z", + "iopub.status.idle": "2023-08-09T15:43:40.039119Z", + "shell.execute_reply": "2023-08-09T15:43:40.038609Z" + } + }, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 11) - 1\n", + "y_grid = np.geomspace(1, 11, 11) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = squared_coords(x_mat, y_mat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.040670Z", + "iopub.status.busy": "2023-08-09T15:43:40.040516Z", + "iopub.status.idle": "2023-08-09T15:43:40.043310Z", + "shell.execute_reply": "2023-08-09T15:43:40.042828Z" + } + }, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 11),\n", + " np.linspace(0, 10, 11),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.045082Z", + "iopub.status.busy": "2023-08-09T15:43:40.044606Z", + "iopub.status.idle": "2023-08-09T15:43:40.137749Z", + "shell.execute_reply": "2023-08-09T15:43:40.137125Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.139644Z", + "iopub.status.busy": "2023-08-09T15:43:40.139360Z", + "iopub.status.idle": "2023-08-09T15:43:41.228830Z", + "shell.execute_reply": "2023-08-09T15:43:41.228298Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", + "z_fast_interp = fast_interp(x_new, y_new)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_fast_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:41.230752Z", + "iopub.status.busy": "2023-08-09T15:43:41.230473Z", + "iopub.status.idle": "2023-08-09T15:43:45.548090Z", + "shell.execute_reply": "2023-08-09T15:43:45.547534Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "46.8 µs ± 1.02 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:45.549889Z", + "iopub.status.busy": "2023-08-09T15:43:45.549640Z", + "iopub.status.idle": "2023-08-09T15:43:51.718474Z", + "shell.execute_reply": "2023-08-09T15:43:51.717940Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.86 µs ± 152 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_fast_interp = fast_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.720509Z", + "iopub.status.busy": "2023-08-09T15:43:51.720076Z", + "iopub.status.idle": "2023-08-09T15:43:51.799362Z", + "shell.execute_reply": "2023-08-09T15:43:51.798784Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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kIBLIBqoGlI6VlRUMDg6ioqICjY2NBX2Zr+UIJx8yba5Ud9fs7Cz8fj90Ol0KAXGJTA9ahJNMJllfT6FWDNScVDY3VEAkoKsBIuEcYCSTScTj8ZQUWiQSwblz51BZWYmGhgZBvlDpKbVEIoGRkRG4XK6MygRs18xGOARB0JsE2zv9vYiYuKLQTV4mk6XYDESj0awim9QMEJsW7INGOLkinHzIZ8UwODhIkzQ1C5ROQEw3VAB0xxzV0i66oV55iIRzAJFptiaRSGBubg6RSARHjx6l50eEADPC8fv96Ovrg0wmQ3d3N2f9sWwEQZIk5ubmMDY2BgAwGAy02+cbxW5AoVCktGAzNc5GRkYQi8XoGSCLxUJP+KeDzwa/FygkwsmHdCsGiqS3trbyWjEAO6/N6uoq1tfX0dHRAQCiG+oBgEg4BwxMeRpg50vi9XrhdDohk8mgVCoFJRvqHMlkEktLSxgeHhYkespEOLFYDIODg9ja2kJXVxdkMhm2t7fh8XiwuLiIZDJJp1AsFktKq/FBiXD24hrSRTbTNc6Yrws14c98XQ4K9jLiSidpphXD+Pg4IpHILgICQEc2ohvqwYBIOAcIzNkaqitndnYWk5OTqKurg9lspmdghAQl9T86OoojR44IQmjpBOH1etHX1weNRoMzZ87QUZtWq02xG/B4PPQkO9VqbLFYEI/HBSu0H2Rk0jjz+/305sqc8I9Go9BqtQcmtbafERcbKwaq621zc3OXUoTohnplIBLOAUCm2ZpoNIqBgQEEAgEcP34cJpMJXq9XEFVnJnw+HyYmJpBMJnHdddcJ1r5LEQ5JklhcXMTo6Chqa2tRW1sLgiDoCI55PGU3QLUae71eeDwerKysYHt7G1KpFPF4PKWL6VpHthZsKvrxer3Y2NigiXmvWrDZQMiUWqHIZMUwMTEBv9+PoaGhrFYMgGhGt58QCecKI9NsjcfjQX9/P8xmM7q7u2kVY6FsBKjzLi0tYWRkBMXFxfD5fIJuVFSabmBgABsbG+jq6qI7ktiAqfYMgNY3k0qldBcTVUS2WCwpbpbXMpgt2MFgEEqlEhaLJaUFW6VSpcy37BcxH5SaEmXFoNVqoVAo0NTUhGAwSHcK5rJiAEQC2kuIhHMFQX2gqaiGJElMTExgbm4Ozc3NKC8vT/lAC0U48Xgcw8PD2NjYQGdnJwBgZGSE97pMhMNhhMNhhEIhdHd37yKzQmshlJ1yQ0MDgMtF5HSxzTdaAwJzwLK2tjalBZvZXsxswd4LGwYqmj1IGzD1vWIqRVBpykAgQL9O2awYRDdU4SESzhUAc7aGuisMh8NwOp2Ix+M4deoU9Hr9rsdRpMTni0354yiVSpoI3G63oKm65eVlDA0NQSKR4Pjx44Jt/EySSi8ih0Ihuv7DLLRTBHQt2k1nIu1MLdjUxsrs7qJeF7Yt2Gyv5SCRfDKZzPjcmOnbQqwYsrmhMglIdEPNDZFw9hmZUmiUzL/dbt8l888E9WXO9kXKd16qlpLuj5Nt8LNQMOd3GhoaMDs7K9gGlO+Lq1arUVZWtqvQfi3bTbO58VAoFCntxVR3l8fjwcjICKLRaEpqiWtkSH1+DtIGm0wmWUVz2awYMjVqUFGiVqvNaUYnuqFmhkg4+4h06+dkMomRkRGsrKyw0iijPqyFkkM8Hsfg4CA2Nzcz1lKEaDkOBALo6+uj1Q+i0ajgrp9srzFToZ3ZgDA2NkbXOaj6z9XYgMAl0mV2d2VqwU4kEikt2Hq9ntU5mMZ/BwVcLSSYVgyUXTlFQOvr65icnExJZTKtGEQCyg2RcPYB6bM1EokEfr+fnq1hK0/DjHDYgmpHVqvV6O7upt0YmeDj+AlcVpEuKytDU1MTJBIJnS4UCny+mOkNCMw6x8zMDAKBAHQ6HZ1mupoaEPi8LplasAOBAE1As7OzIAgiJTWp0WgynvOgptSEuJ5MVgyUEnYuK4ZMBDQ/Pw+fz4f6+vo3pBuqSDh7jHTrZwB0aquqqgr19fWsvxSFEA5JklhYWMDY2FhKO3K2dbmQA9OIraOjg66nAAdbvDNTnYOq/1ANCFSaKdOk/0HZFIR+fZm1jYqKCiSTSTo1Sd3ZZ0tNHtSU2l7cODBvYCixVjZWDADo8Qcqw/FGc0MVCWePwBwso+604vE4hoaGsqa28oEaBs1HOMyJ/qNHj9IikrnWLTTCCYVC6OvrA0mSGSO0fIRT6BdpL794CoUiZ5opmUzSm0c0Gj0QigfA3mupSSSSXaklSmCT2lgpiwGtVgvg4BHOfkRchVgxUGZzzOvK5YZ6rRGQSDh7gEyNAdvb23A6ndBqtVlTW2yQrzV6e3sbfX190Gq1OHPmDKvaRKERztraGgYGBlBaWpqzyeGgRji5kGvS3+12Y3NzEwRBYGhoiI6ArtSgJXW9+wWmyRyQajGwsrICADh//nxKanIvWrDZ4krZgOeyYnC73YhGozh//nxeKwYmAX34wx/GRz/6UXz4wx/e9+cjJETCERjJZBKrq6sAQH/gZmZmMDU1hfr6elRXV/OuR2QiHEoUc2JiAnV1daipqWF9HqYqQK7HJJNJTExMYH5+Hm1tbXA4HDmv86DUcPiel9mAMD09Da/XC7VajeXlZboBgdpkKRn9/cCVnnthWgyUlpbi4sWLqKurw+bmJqanpxEIBHapYHOxYeCKK0U46WC+TpRsldlsxtbWFmsrhtXV1X197fYKV/8zOCBgytMsLy9DqVRCp9Ohv78fwWAQJ06cgNFo5H2eTIQTi8UwMDAAr9eLY8eO0XegbMHsfsu2gVFzQrFYDKdPn4ZOp8u7rpAptXzr7RcIgoBCoaDrYlQDgsfjoWX0mZvsXjYgHITXgwJJkpBKpSguLqa1+JgCm8zhXCYB7SUhHBTCYSKRSECtVqe8TrmsGAKBAMrLyxEMBjn7Xn3lK1/BT3/6U9oIsLu7G1/72tfQ1NREH0OSJL70pS/hn/7pn7C5uYmTJ0/iO9/5Dtra2uhjIpEI7r33Xjz55JMIhUJ429vehu9+97soLy9nfS0i4QiA9BSaVCqF3+/HH/7wBxQVFaGzs1Owu5P02sjW1hb6+vqg1+vR3d3Nqb2XeSeVCRsbG+jv74fVamVtY82GxArBQc1dpzcgMDdZSkTSaDTSEVA2qwEuuNIRDhOZriVdYJNZG1teXkY8Hk9pztDpdIISRCKROHCEk6mRIZcVw9e//nX86le/gkQiweOPPw6CIHDddddlHAzPhhdffBF33nknjh8/jng8js9//vO48cYbMTw8TNfeHnjgAXzjG9/AI488gsbGRnz5y1/GO97xDoyNjdHnuvvuu/GrX/0KTz31FIqKinDPPffgPe95Dy5dusT6pkokHJ5In60hSRLb29vwer1oa2tDWVmZoJsCFeGQJEkrSTc0NKCqqorzeajHpX8ZSJLE1NQUZmZm0NLSUtBz2QvCOUh39NmQbc7F4/HQEirUHb7FYsnaZswGB4lw2Ah3qtVqqNVqWh08GAzSBDQ/Pw8AKWklvuoQBzXCyXdNTBWNxx57DLOzszh58iRCoRDuuusuzM3N4VOf+hS+9a1vsTrnf/7nf6b8/PDDD6OkpASXLl3Cm9/8ZpAkiW9961v4/Oc/jw984AMAgEcffRQ2mw0/+tGPcPvtt2N7exsPPfQQHnvsMbz97W8HADz++OOoqKjAc889h3e+852srkUkHI5gztZQ8jShUAhOpxOhUAjFxcUFhZpsQSlJ9/T0wO/300rSfNcEUiOcSCSC/v5+hEIhnDx5EgaDoaA18w2pUqKIfO2xDzIyNSBQA4TpCghclZ4PCuEUKtzJ1Dej5GXSXxtm9xfVgl3I8z2ohFNoirWqqgrxeBwPPPAAGhsbMT8/D6/Xy/katre3AaTWmFdXV3HjjTfSxyiVSlx//fU4e/Ysbr/9dly6dAmxWCzlGIfDgfb2dpw9e1YknL1EJuvn1dVVDA0NweFwoLi4GIFAYM/OPTw8DIvFkqIkzQfMCAcANjc30dfXB7PZzDkdmItw1tbW0N/fj3g8Do1Gk1Jwz3auqyXCyYVME+yUAR3VPqtWq1M22Vzv70F6PfhaE2R6bZjDlePj4ymzLRaLJW+n55UgHJIk8ftzF9HV3gyTYXfaiwvhRKNRxGIxum5aWVnJ6/o+85nP4E1vehPa29sBgG5yYs7RUT9TunKrq6v0659+DPV4NhAJpwAwZ2uodAalH7a2tkYPP87OzgruW0OSJGZmZhAMBuFwONDR0SHY3S2TcGZmZjA5OYnGxkZUVlbyTtMxN0WmGnZLSwuMRiMtOTM1NYVQKJRirZyu63WQNlghkKnNmKnfxWxAsFgsu4Q2D1JKTWhrgkzDlVRr8eLiIkZGRqDRaLKSM/Vd3S/CiUSj+NlvX8D3H/83GPVa/OKfv5HxOC7DqH6/HwBYNerkw6c+9Sn09/fjlVde2fW39M8Sm89XoZ9BkXBYIr0xgCAI+P1+9PX1QaFQoLu7m54mlkgk9HFCIBKJ0GZser0eRUVFgm401FqDg4OCddSlEw6VoguHwzh9+jRUKhVisVhKt044HIbH46Hv+JmKzwdp4HKvNnmZTJaxy4sS2ozFYilF9oNEOHttvsacbamrq0MsFkuRJ2J2dlEipMDeS+1seX147Ke/wT8/9XO4NjwAgEf+zxezHs+lkcHv99PpWT6466678Mtf/hIvvfRSSrqfaupYXV2F3W6nf7+2tkZHPaWlpXQzAzPKWVtbQ3d3N+trEAmHBZjWz9SHhZKNqa6uRl1dXcqHSCqVChbheDweOJ1O2oytr69P8OiJyukCwJkzZwRN05EkmTFFl+74Cey4NjocDrqonGngkkonms1mzsOzVwsyNSBQEjzz8/OIx+OYm5tDJBLJqXO2H9hv8pPL5SnkTG2Gm5ubmJiYQCgUAgDMz8+jqKhIMBsGCvPLq/jBkz/DEz//TwRDYfr3tZVluPHNp7I+jktKjWqJ5kqeJEnirrvuws9+9jO88MILqKmpSfl7TU0NSktL8eyzz9L+WNFoFC+++CK+9rWvAQCOHj0KuVyOZ599Fh/60IcAACsrKxgcHMQDDzzA+lpEwskB5mwNFZ7HYjEMDQ3llI0RIsJhdog1NTWhoqKClrsQ6k6fEhMcHx+HRCJBc3OzYEOL1OazsLCAmZmZgjvp0gcuFxYW4HK5oFQqsbCwQLd0Une9V5PgJhcwGxCoIvu5c+eg0WhSdM4oMmZT4xASQqfUCkW6P5LX68XFixcRjUYxPDyc0oLNpz29d2gM33v8J/j3372S8cbv9ls/kHNdLoTj9/t5dezdeeed+NGPfoRf/OIX0Ov1dM3FaDTSjRh333037r//fjQ0NKChoQH3338/NBoNbr31VvrYj3/847jnnntQVFQEi8WCe++9Fx0dHXTXGhuIhJMFmeRptra24HQ6odfrc8rG8I1wcnWICen6SVkWHDt2DD09PYKmrKjXbX5+ntMwajooXam6ujo6pZLu+MlMNxkMhj254z5IaT2JRAKbzUZPsDP1u5g1DoqQ91IBYa9TaoWC+m62trYCwK4WbJIkU1qwdTpd1utPJpN47pXX8N3Hf4LzPQNZz2kxGfHB92TffKm6UqGEEwgE6HkZLvje974HALjhhhtSfv/www/jtttuAwB89rOfRSgUwh133EEPfj7zzDMp8z7f/OY3IZPJ8KEPfYge/HzkkUcKej4i4WRAuvUzADraYHOnzocU3G43nE5n1oFRIQiHaVlAEaeQkZPf70dvby8AoKuri3fbNrC7bpI+LEelmzweDxYWFgAgpaOp0JbaqwXUc0rX72LWOCinz/QpfyEjwisd4aSDaS8NYFcLNpWupWpAVJMC8/MSicbwk988h+8//m+YnFvMe87bPvgeaHK0tVPf2/2OcNh8rwmCwH333Yf77rsv6zEqlQoPPvggHnzwQU7XAYiEkwIqhca0fmYWu9nOo3AhBZIkMTk5idnZ2ZxDlnwIhyRJ+u433fVTqLZjKq9bVVWF6enprHfVQkvbpDt++nw+eDwerK2tYWJiglbrpVJOV6PhWjpy1U3SaxyRSISu/2RqQGBrtJYNBy3CydWhlsmgj/l56XH24/lXnfjtKxex6fWzOp9SIceff/C9OY9hZksKQTAY5BXhHCSIhPM6Ms3WrK+vY2BgAMXFxejq6mI9j1JoDYfSKYtGozh16lRO2QquZmnxeBzDw8PY2NjI6vrJJ3JKJpMYHR3F8vIyDh8+jJKSEszOzgoWNRWymTFnOqqrq5FIJGi9M0oskTJcy9RufLWgkNdWqVTCbrfDbrdnnfJnthgX2oBwkDrmgMJmcCiDNY/Xj3999iye+uUzCEciBZ3vQ+9+B4otppzHcCUcKsK5FvCGJ5xMszUkSWJ0dBSLi4t5VZEzoZAaDkVqbHXKuEQ4VPu2XC5Hd3d3xml2Pim1cDiM3t7eXd44Qg9rcl1LKpXSar1AquEa826fIqBc+fyDBK6bfLYpf4/HQzcgyOXyAz9kmQuFtB9f7B/Goz/5d/zyuZcRiUY5ne/2j3yA1TVJpdKC3zPKkfZawBuacNKtnwmCQDAYhNPpBAB0d3dzurNgQwpMqf/W1laUlZWxXruQjXd5eRlDQ0N53UW5ksPGxgacTidsNhtaWlpSIoVcX6wracCWbrhG3e17PB7Mzs7SA5lU+o2arzqIEEqnLj0izDRkmUsR4mqLcBKJBH770nl877Gf4EL/ME53dXAmm66WemxtuDCViOasj3F1IA0GgyLhXO1gztZQHT9LS0sYHh5GeXk5mpqaON+xMQU2M30JKc21eDzOWuqfuXYsFst7XCKRwOjoKFZXV+kUF5trZguSJDE9PY3p6Wm0tLRk1I0T2vVzLzrE0u/2mfl8ytWS6Xcj5EAvX+zVJp9tyJKpCMFUQDAYDAe2aSAdwXAY//rvz+L/PfFTzCwsAwAUchlGp2Y5n+uv7vwYysocdMRMKYQzh1CpNDuX14hvl9pBwhuOcKjGAOpO1uFwIJFIYHBwEOvr6zhy5AhdaOUK6i4m0x0N5ZaZKSJgAzbEEAwG0dfXB4IgUhQQcqGQCCcajWJgYAB+vz9nI4WQKbX9unum8vlGoxE1NTW7/G4CgQDkcjmmpqbo+s+V2mj3q0U7vQEhHA7T9Z+hoSHE43EoFAooFAp4vV7eDQhCIJ1w1j1bePjHv8Qj//oreLZThS8725rwat8Qp/McaW3Em092gSAIuj6WyaLcaDTSjSqF3ij4/f6C7AgOMt5QhMOcrfH5fJBIJPB6vXA6nVCpVDhz5owgdsHUB51JOMlkEuPj41hYWOBUF2KunYtwVldXMTg4iLKysoKiNLZNA5SFNeW/k2u2Q2jCuRIzMOl+N+Pj4/D7/QiHw/Rmy6x18JXULwRXKo2lUql2NSCMjY0hHA6jr68PwJVvSacIZ3J2Af/viZ/iX3/9LCLRzJmBJdcG5/P8jz+7OeW5ZVIIDwQC2NzcxOrqKsLhMF5++eWCGjQCgUCK5MzVjDcM4aTP1lCDnAsLC7R7o1BfCmqTTyQSkMvlCIVCtCQN17oQc+1MxJBMJjE2NoalpSW0t7fT+kiFrJtrQydJEouLixgdHWVtYX0tKDynQyaTQaPRoLm5md5MqAaE6enpFLuB/Zj2v9KRBJWS1Ol0MBgMqK2tpW0GqJZ0SmV4vySJSJLEpYFR/PO//hLn+4ZzHtvZ1ojeoXFO5ym32/Cet16X8xiCIKDT6aDT6SCTybCyskLbcDMVItJtGJjg4/Z50HDNE06m2ZpYLIa1tTVEIhFBpuDTwVRfdrlcGBwcRGlpKZqbm3m332aKRJiEdvr0aU6EloscEokEhoaGsrZUc1lTyOvbTzCvgbmZUPMcTLsBZrGdmvYX0pf+IBXqqWiemZJkNiBQA7mUJBFTAUGo1yQeT+A3L/wB33vsJ+gdGmP1mFCYW6MAANx+6/shk7H/PicSCchksl2vD2XDQNUMqZmxWCwGk8nEq0vtpZdewj/8wz/g0qVLWFlZwc9+9jO8733vo/+e7fPzwAMP4H/9r/8FYEeh4MUXX0z5+y233IKnnnqq4Ou5pgknkzyNx+NBf38/5HI5ioqKBCcb4LLsyOTkJNbW1tDW1iZYSJwe4ayvr6O/v583oWWLnAKBAPr6+iCVSrO2VGfDQWmL3i+k2w0wi+0TExMIh8MwGAw0AfG1mz5Ir0e2poFMCghUfWNycpJuQKCiHy41sUAwhCd/+Qz+6cmfYn6JvTdLU20V52YBg06LD7+XnekYhUxNA0yTOWBnXo7qEHz00Ufx/e9/n05bl5eX4/rrry9ozwoEAjh8+DD+/M//HDfffPOuv6+srKT8/B//8R/4+Mc/vuvYT3ziE/jbv/1b+meunZvXLOFksn6mJvmbmppAkiQ2NrjnbnMhGAzSVtNcI45soJ5LMpnE5OQk5ubmeNWEKGQiB5fLhYGBgYLrQbnWpEClotimnQ7KnXwhSC+2M+2mqWIyH7vpgxbhsLmWdEkiqgHB4/FgeXkZ8Xg8RWIm10zU2PQcfvP8K/h/P/optlgqAjChUXOv1/63m98NnbawNBcb4U6ZTEbPjH31q1/FZz7zGbzlLW+BVCrF5z73OYyNjeGDH/wg6+jipptuwk033ZT17+mp91/84hd4y1vegtra2pTfazSagtP0mXDNEU76bI1EIkE4HEZ/f3/KJP/i4uKetLhSRXuJRILW1lbB2xklEgni8TguXLiAWCxWcFt1NjBTdcwZoY6ODs4ftGyEs7q6ioGBAahUKoyOju5KO2X7Uh6kO3ouUKvVUKvVKfYLHo8HGxsbmJqaooctqdeCjfzOQSEcrm3RmRoQqJrY7OwsCIJIqf+sbmzil8++iF88+xJW1jYQCkc4zc+U2YrRN8ytdiOXyfDxW/5LwY/jModTXFwMpVKJT3/607jpppuwsrKCxcX8um5c4HK58Otf/xqPPvrorr898cQTePzxx2Gz2XDTTTfhi1/8IqfOuWuKcKjZGmrjJAgCa2trGBwchM1mS5nkl0qlghJOIpHA2NgYlpeX0d7ejvFxbh/mfAgEAvD5fLDb7ayUCdiCipwikQgts8OXzNIJh+rUW1xcREdHB0wmExKJxC7VZ+oOt6ioiL7DPSgbq1Bg6nlVVVVlrHVQhmLZiPggEbAQ0RZzJqqiooKeiRqdmMLTj/8Ez5/rwfTi5ZTZySPteLVvkNO5yu02LLnWOT32fe+8AfYSa8GPo2o4hYLZFk2R817g0UcfhV6vxwc+kKqa8JGPfIT2zBkcHMRf//Vfw+l04tlnny34HNcE4TDlaagUGlPbK1MNRUiTtEAgAKfTSc+9aDQaTE5OCmqURvnjTE9PQ6FQCGoxDVxWWTh79iwsFktB2nG51mQ6fjKJTK1WIxqNpqRYmCZjlO6ZRCKh7/YPytDlXg9bApcNxdLtF5jyO3t1LVwgtHjnumcL//67l/GLZ17A+d7dpCKXSTE4NslpbZNexzm6AYBP/tnuWggbJBIJTqKx+yVt8y//8i/4yEc+sqtO+4lPfIL+//b2djQ0NNCWJl1dXQWd46onnEyNARQBSCSSFG0vJoSKcFZWVjA0NLSrziGkzXQ0GoXT6UQoFEJLSwtmZmYE/XJT7b1erxctLS202RtfUISztbWFvr4+mEwmmsgykXG6yVgymYTX66VVfMPhMF599dUUiZWrUXSTDZiGYpncPim4XC4UFxdf8bZZIZQGtrw+/Ob3Z/GLZ17AyxdyO9t2tbdwjm5aGmpwLoevTS7ccOooWhtq8x+YAVzM16g0414rDbz88ssYGxvD008/nffYrq4uyOVyTExMvLEIJ5P1M9WOWllZiYaGhqxfAr6Ek0gkMDIyApfLhUOHDu2SjhEqgqLsmU0mE7q7u+H1egWNnOLxOK0aYLfbUVlZKdjawI7W2srKSsGOnwBojxLq3+joKGpqarC5uYnx8fFdd/0HYcJ9L5DJ7XN7exs9PT1YX1/H9PQ0lEol/TqYzeY9NVvLBK4Rjj8QxG9fOo+fP/MCXjh3CbEM1uOZsLjiKvhcwI6NAJfONIIg0NXehE999EOczgtwq+GEw2EkEok9Vxp46KGHcPToURw+fDjvsUNDQ4jFYpxSe1cl4WSyfo7H4xgaGoLH40FnZyc9GZ4NfAjB7/fD6XTSrcKZWgT5GqWRJInZ2VlMTk6isbERlZWVgltM+3w+9Pb2Qq1Wo7S0VNBNKpFIIBQKIRAIZLXiLgRUHYfZ4cQsMFPpN2bRXQjViIMIqv4DAIcPH6aHmCn5ncHBwV2txnsdCRZSwwkEQ/j9uYv4+TMv4rlXXkU4UljRv6u9GT2Do1wuE41V5RiYmGF9vFajRkdzPWYXlhEKR3DmWP4NORu4RDiBQAAAOKfU/H4/Jicvpx5nZmbQ19cHi8VC31x6vV78+Mc/xte//vVdj5+amsITTzyBP/qjP4LVasXw8DDuuecedHZ24syZMwVfz1VHOJlSaNvb23A6ndBoNDhz5gyrNluuKS9KfTlfBMUnpRaLxTAwMACv14vjx4+nOGYKZTFNPY/q6mrU19djbGxMMCKjtNwSiQQaGhp4kw2F9OtLT7/5fD643W56gE6tVqfc9V9L6Tfma5FuvxCJROj6z/DwMOLx+J7bL+RKqZEkiam5RTx/9gKeP3sRwXAYr3HULgMA3+ubMBesb26zOq602IrqcjsGRidoW+nP3fnnvF43LuKdgUAAEomE89zLxYsX8Za3vIX++TOf+QwA4KMf/SgeeeQRAMBTTz0FkiTx4Q9/eNfjFQoFfve73+Hb3/42/H4/Kioq8O53vxtf/OIXOX2frirCSZ+tAYDZ2VlMTEygvr6eldwKBSrCYXtnlkgkMDw8jLW1NVYCn1yJgdIq0+l06O7u3lVk5Es4yWQSIyMjWF1dTXkefA3YKFB2BXa7HTKZTLAuunzvEXPCHcg8dHktpd8owsn0HJRK5S77BWar8V5EgukptUAojD9c7MPzZy/i+bMXUgYyG2u5p21bGmowUkCEwkRnW1NeBYLqslIY9DoMjk9jdf3ynF5pcRHe984bOJ2XAtcIh48+3w033JD3RvIv/uIv8Bd/8RcZ/1ZRUbFLZYAPrgrCYc7WUHdSlGJxIBDAiRMnUqIANqDeeDatij6fD06nE3K5nLXAZ6EpO5IkMT8/j/Hx8ZxaZXwIh5LAIUkSp0+fTik0s7U9yHX9lF0B5e9z8eLFKyZtkz50yfS8mZ+fT5nvKGTTPUityEB+Is7Uakw1YjAjQWb7NZfUajKZxNzSKn76zMt4/uwFnO8dyCiW2dpQg2GOhAEACh43MKFwZhdPgiBwpLURPr8fk3NLGY/52IfeCwXPlDMXwqHcPq/mmyMmDjzhZLJ+drvd6O/vh8ViyatYnA1sCIckSboJIZ+BWToKIYZ4PI7BwUFsbm7mrXdQNZxC5x6YEjgtLS27ngcfGRoqBejz+VLsCgpdc3J+GV/+3uM43t6EE4eacaipFkqFMHUlpoJvJs8bZvpNaM2zvQDX94rZiAHsfPYoqRmm1w0bqRlmFPMfz78Ml3sr7/n51Akry0rhHJng9NhMMjYatQqHmhswt7SSM/JRKRWot5vhdDrp7kguaUkuTQPXkhcOcIAJJ5v18/j4OObn59HS0oKysjLOzE89LludJR6PY3h4GBsbG6yaENLBtobDLNx3d3fnrT9lsj7IBWp+Z2ZmJqezKNeUGnX9Go0Gp0+fTkkBFko4//fxn+OZVy7imVcuAtjpKDrUVIvjHU1or6uEgizMZz4bMnneUNHP1ZJ+y5VSKwQymSyj1w0lQJpMJmEymWgiXtnYxO9fT5Nli2KyobKsFE4e8y82a1FBWmlMaDWXI1ib1YKayjIMjE7ifG/+9ug/e/8f4c1vOkOnJWdmZlJ08ygLhnzgWsMRI5w9BkmS8Hq98Pl8KCoqAkEQtEtmIpEQRM6FIIisaS+fz4e+vj4olcqCBSspsGm7pux7a2pqUFdXx+pDRR3DZiOPRqPo7+9HMBikJX2ygUv328rKCgYHB+nGg/TrL4RwFlbW8G/PvJTyu0g0hgsDY7gwcPnus/6x3+B4exOOd+z8q62wC77pModP09Nv8Xj8QH35hb4WSmrGZLYgRsyhb2gUzhcuYHRqFmQyib7RKc5rl/IgDKvZhD6WCtDpKLMVo3doHA3VFTDodegbHoNrw8PqsRKJBH9x6/t3qYJTCs+rq6sYHx+n29IpEkqvvVI30GKEc8BARTWUv8iZM2dofTK73S6IxD+FdFJger5k20TZIldNhGpAWF9fLzh6YkY4uUANWxqNRpw+fTpvKqMQcmB67+Syry5kze888QskEvkjrMm5JUzOLeHJXz8PACgyGXCsvREnDjXjeEczOhpreKfh1Go1ysrKMqbftre3IZPJQBDEFU2/CRXhULWXkckZDE/OYGRyFqOTM5hZXEn9jJEkqsu5S6oUW0ysLQMyoaGmgvOwZnN9NfQ6Laf5mz9+23WodKRqCTLTklSETMkSzc3NYWhoKEWWiGpkAcC5hnOt4MAQTvpsjVwup2sbq6urnEzF8oFJOMw6SiGeL9mQLaXm9/vR19cHuVzOKXrKRzgkSWJhYQFjY2Oor69HdXU1q02Jbc0pEomgr6+PFg7N9WVgSzirGx489Zvf5z0uE9xbXvz2lYv47etpuBMdjfD7A6guL0VNuR01FQ7UlttRU2FHSZG54A06Pf02Pj6OUCgEkiSvaPqNi3bZxuYWRidnMTI5i5GpGQxPzGBsei5rMZ2Jw60NcA5zq58AQH01d8LQqFUYGCssslLIZTjc0oBtXwCvXHByEvgEdhw984Gp8AxcliXa3NykZYmo7ILP54PJZGKdWtsvWZv9woEgnEyzNdFoFOFwGH6/H2fOnOHch54LFOF4vV709fWxrqOwXTt9A2c7w5ML1ABkJnKg6k5ut7vgYUs25LC1tYXe3l5YLBZWwqH51qQ2zO8/+StEY+wmzHOCJLHh3sT0wjKGJ2d3/VmjVqG6vPR1AnK8/v8O1FTYUWwxsSZmtVqNxsZGALvTbwBo8tnL4dP015UkSbi3trHs2sCyax1LrnUsu9ax7NpALBbDa84hrLk3OZ8vGuX+/mhUSvRzLPYDwKHm+ox6aplQYjWjrrIcfcNjuNA/glNdHRifmc//wAw41dWBzramgh/HlCUCdj4jLpcLXq8XQ0NDdF2MjS35fsja7CeuOOGkWz8DwMLCAkZHdyaJT5w4wVujKRsIgoDL5cLKysqe2ExTpJBIJDA6OorV1dWcKSgua1MIBALo7e2FXC7H6dOnC97ocjUNMKOmQiRq2JDYxuY2HvvlcwVdazYcbqrJ2cUUDIUxPDGL4YnZXX/TalSoLrOjtsKOtoYaaNUqGPRaGHXalP8GQ+GUlF2u9JtQ3W8kSWLb58eya4MmktnFZQwOj+HBp/8TK2sbWFnbyDqxf+JwKy+yaaqtxMgk91bmukoHBsa5PV4qkWB6PnOrMhP11RUw6XXoHR7D2sbOc1XI5RjjaLAGAJ/8CDeRznSo1WpYrVbMzc3hTW96E/x+Px0BMRsQqBoQ8+ba7/eLEY4QyGT9TKW1tra20NbWhoGBgT1LT8RiMYTDYYRCIUGkV9JBkQI1dU8pSQsRqaUTDlXjqqio4Bw5ZWsaYNpLCx01kSSJH/z4N6xSOnlBkgjzWCcQDGNoYgZDEzNwrbvxqnM467ESgoBRr4NBr4VBp4Ux7b8GvRYmvR5AEl7vCra3e+H1+REKhyGVySGTyyGRSAGCQDQWRywWRyQWQywWQzQWo38XjcVgMuhwaWAUwVCY0/Oymo28aicAoOERpcmkUqxscCe7rvZmXOjP/l50tjUhHIlmJMTDrQ24kON9zIW6ynK847qTnB6bCdQMDtOWgtmAwLxJUalUiEQimJmZwfr6etbO0nzIZy9922237fK+OXnyJM6fP0//HIlEcO+99+LJJ59EKBTC2972Nnz3u99FeXk5p2u6IoSTKYW2tbUFp9MJvV6fotHDpbMjH6hpfgCoq6sTnGyAnecUCoVw9uxZzo6Zudamul6Y/jJUCM8FmSIciiwp1W0uUVM2wlldXcXgyCj+5Se/4XzNTLTVV2FonHsHFQWr2YCeodytu0mSxKbXh02vL+sxJw414zUnd/kWAGisrsDLr/XxWqO+uoJV6282VNhLeBFWVzu/12Fjc2vX71RKBQ63NmJxZS3ntS27uDv6/o8/u1nQzEq2oc9Mc1FbW1u0nMz09DRdu37729+O6667jnWKLZ+9NAC8613vwsMPP0z/nN5dd/fdd+NXv/oVnnrqKRQVFeGee+7Be97zHly6dOnqkbahohbqv9SEOjNdQ5ERl+ncbCBJEnNzc5iYmEBdXR22trb2JIJKJpNYWVlBMBjEkSNHBG92IAgC4XAYo6OjrIr3bJAe4VCDolRnINd6UzrhUG6iCwsLeKF3AoGQMLM1BIRRAKircOC8mx9RAMDyGjdzLyb4WCADgF6rwcAo99oJANiLrVhY5qbMDACrG27Oj62vKkuZ/C+2mFBfXYGh8Wm8mqemU1dhx9TCCqfzFpmN+JM/ehunx2YD2xtnmUwGq9WKW265BbfccgtuvvlmWK1WbG9v45Of/CSSySTthJoP+eylgcsySJmwvb2Nhx56CI899hje/va3AwAef/xxVFRU4LnnnsM73/nOvNeQjr0pjrA5sUSCSCSCixcvYmlpCSdOnEjpqKI2uDhLufJ8iMVi6O3txezsLI4dO4ba2lrBXT+BnQLha6+9Br/fL5gPeDpIksTAwADUarUgZANcJgeSJDE5OYm+vj60tLSgtbWV851eOuFEo1FcunQJ6+vraD90GD9+9izv6waAhioHBsenea9j0GrgHOVm6sVEV1sDFlfWeK1RbDbwToW1NdYiwDEVB/BPxx1pbeQ8dwNcviEttZrRVFMBz7YX53oG4PXnF++M8pBp+vMPvhdqFf/GISa4DH1Sj3vTm96EH/zgB5iZmUFPT4+gN8kvvPACSkpK0NjYiE984hNYW7v8ub106RJisRhuvPFG+ncOhwPt7e04e5bbd/eKEc7a2hrOnj0LhUKB7u7ulF51YOfDJpPJBCGEra0t/OEPfwBJkuju7obZbAYgrOsnsBMVnD17FjqdDq2trYLrblF6ZZFIBA6HAx0dHYJFf1RU2dPTg6WlJZw8eRIOh4P3utRr4PV6ce7cOchkMpw6dQo/eeYVbG5nT0kVAq2qcBfFTGhtqOZfT3q9wM8XFQ5+NyoKuQzjM3O81miormDtT5MJXFuRAaC2ogxajQZtDbVY3djE2MwCqzktYOe6F1a5pdNUSgVu++B7OD02F7hmatLbovmOazBx00034YknnsDzzz+Pr3/967hw4QLe+ta3IhLZ+Q6srq5CoVDQ+yUFm82G1VVuNxJXrGkgEomgqakJDocjK2PzjUCYnjKZZlKEinCSySQmJycxNzdHy8dsbW0JSmZMywKtVksrMAgFqoFCq9Vy1qdLBzWLRLWDU52AkWgM3/3RLwW4aqDKXow+HvMhFNQqpSA1oPamWs7WxxRKisy8Zl6AnWI6V0dMANBp1OjnEe011VZhJENrej7UVpbBZrUgmUziVY4WBmoeTQ4fevfbYTWbOD8+G7gSzl62Rd9yyy30/7e3t+PYsWOoqqrCr3/9a3zgAx/I+jguM2AUrhjhVFZW5k2X8SEESk3a5/Pt8pRhrs9HIRnY2aj7+/sRiURSJHeE8q0BQM8JaTQadHd349KlS4KS2fLyMkZGRiCRSNDV1SUYkZEkCY/Hg+Xl5RQrhB/96jlebbpMKCTCRJGHmmpZz3rkQjLJ/wamptwO1zr32gdBEJwdMSl0NNVxHtQECqs/1VSUobTYgoWVNUzPLyEYimDNzU56Jh1WswEDY9zImiAI/MWt2TdaPuDS/ERZv++12ycFu92OqqoqTEzsvH6lpaX0ECszyllbW0N3dzenc1yxlBobyGQyTjWczc1NnD17FgRB4MyZM1mtC/hGOG63G2fPnoVKpdql78bHgI2JxcVFvPrqq3A4HDh69CgUCoVgZEZ54wwPD6OhoYGWbBEC0WgUq6urCIfDOH36NE02sXgc//jYzwQ5h6O4CFOL3GsEFOQyKSZnF3iv01hTzkt6HwCMOi36eAhcAjsF8yUX96YFuUyGiRnur0eF3Zb3OVSVl+J0VwcqHaWYWVjCuZ4BmiSry0s5f77rqirANZP9zjefQn11BbcH5wHXGs5+Kg243W4sLCzQ1tFHjx6FXC7Hs88+Sx9D6SdyJZwrPviZC4USAkmSmJmZwdTUVIotczZw3biZ3i/Nzc0oLy/fdZ5CDd7SkUgkMDIyApfLtUtvTQibaUqiJh6Po7u7G7FYDDMz/DZLCtvb2+jt7YVUKoXZbE5JCfz4P17E4ir/Di4AKC8xY5ljLpmJztYGzukbJjQC1JJa6mtwrqefxwokEjw/G51tjbwcOR02KxYyRFiVDhvKSkuwsraB2cUVzGW4WTDotJwtCEx6Ha/0KhsZG64QqoZTCHLZS1ssFtx33324+eabYbfbMTs7i8997nOwWq14//vfDwAwGo34+Mc/jnvuuQdFRUWwWCy499570dHRQXetFYorRjhsNuFCCCcSiaQYsqU3IfBdnwJTgZnp/ZIO6m6GC+HkGxblG+Fsbm6ir68PRUVFaGtrg1Qqhc/nE9S6uq6uDolEAqFQiP5bIpHAtx79N97nAIASixG9PCMBYOdzOL/Mn7Sqymy8a0kqpQJDE/zqSB1N9RjgWUNaWeM+v2JJ62wrt5egwm7D6robMwvLmM/TYt3WUItzHOeGmhtqaDvoQtHWUIP2hhpe9YlcSCQSBddFqZQa1xpOLnvp733vexgYGMAPf/hDbG1twW634y1veQuefvrplBTeN7/5TchkMnzoQx+iBz8feeQRzs1KBz7CYZNS83g8tDlSIQXvQglnc3MTTqeTlQIzU2SzkFB6bW0NAwMDOedf+ERmlKtoegTIx4ANuKwgzazXTE1Npaz5i9+dxfTCMudzMFFTZsPaOveNkUJztQPDU9y0tpgoNhsxt8jvuR1uaeC8YVLgG/l2tjWhd3CU8+Obqisxv7yKyrJSuDY8mJ5fYt0iLpfJMMaxs06p4C5j01BdjptvvA4XL16EXC5PkZkRQlcR4FbDCQaDIEmScw0nn730b3/727xrqFQqPPjgg3jwwQc5XUM6DjTh5GuLZpqLNTU1oaKioqC7E7aEw+x2Y6slVoiFNXWOyclJzM7Ooq2tLWdLMhfCoSRq3G43jh07tqvVkasBG7AT9fX19SEajaZYVzNJLJlM4puP/JjT+ukw6bmnXZggSRJef5D3OqVWC3qH+c3MSCUSTM8t8lqjvqocg3w67UgSGxwGNQkCKLcVo6LcgbUND5ZeFw8tFJ3tTZxTeUdaGwtKi8plMnS2NWHdswmpVIb/8dEP72jWbW9jc3MTCwsLGB4ehlarTdHC43pnzyWlFgjszBuJWmoCgG9KLRKJoL+/H6FQKGdqKxfYFPaZ7cjZut0ygXp+bDbxaDQKp9OJcDic1yiNuu5CyCEYDKK3txcymSyrsCfXuhBVrzGZTOjq6kohVybh/OfLFzAiQCQBAC015TgnQEdZZ0u9IGm5qrISrK7zq0t1tTXxlsIx6Pm1z7bU17AW6SyxmlFd5kA8kcD49BwWVtdRbi/l1XzBJ5W3xLIuaDEb0VRTibGpOfr1/n9f+RydSaDIpa6ujvbl8ng8tM2A0WikIyCDwcD6Bper26dUKhUsyjoIONARTjbCcbvdcDqdKCoqQmdnJ2cDrHyDn5Tmmk6nQ3d39y6doVwgCIIVoVFpOpPJxPq5FBKNUBI1Docjp54b00mU7ZdoaWkJw8PDWX13mOoFP3j631mtmQ86TeHeKJlAkiQCjPoSV1iMekFIa5VnerC8tJi3MoFCkf2zJ5NKUVFaDJ1WA8+2F0uuDVqVGdgRNJ1eyK/qnA1HWhs5d+d1tjXlfe51leWwmAzoGx5PafduqKnEe976poyPkcvlKCkpodXdg8EgTUALCzvEmm4zne27wzXC0Wq1e6aWfyVwoAlHJpPRU69AatopW3dYIchGaEw5/rq6OtTU1HA6Ty5CY9ZTCpH8B9hFOMx0Y74UHbUmwC7XnEwmMTo6ipWVlZyOpRThvPBqH16+NIDqMtvOUB9JYmF5DassbX6ZaKurFKSjrL2xBoMCEFdtRSkuDnCveQBAZ2sjenjUTQDAUVqMxVXucjrVZfZdw6ZV5aWwFxcjEAphbHoOMzlkahpryjE6zT26yWatwAa51CE625oQicYwPDGNTAH2Zz5+K2si0Gg00Gg0KCsrA0mStBXF2toaJiYmoFQqU+o/zBtULjWca82aALiKUmrhcBhOpxPRaJRV2okNMhEO0/mTr21BNmJgniNTPYXNurnSX7FYDP39/QgEAqxfK2aEkwvMdmpmvSbXml9/eKd2M7vkwuzS5S6lkiITKkqLIZNK4XJvpvwtE+QyKcam+Mm10BBAdkijUvDWcCNJEv4AvzqSxWREH8/oprjIBPfWNhqqKyCTSjG7uIy5xdWMrcuZwEemqKm2ipP9MwA01+1+rFqlRENVOdY3t3NGPg3VFXjvO97M6bwEQcBgMMBgMKC6uhqJRAJbW1u7bKapFF08Hucc4VxLONARDkUI6+vrGBgYgNVqZeU0Wej6FHw+H3p7ewVz/sxEOH6/H729vVAqlZzPIZFIsiok+Hw+9PT0QKfT5e2kY4JNzYmq15jNZrS3t+f9AhEEAef4LM73ZfYkWXNvYc29Rf9s0GlQU26HWqnApteHybllJBjXU2svwtgs97QNhYaqMkHEPg811/FWJ2hvrOUdaTXVVBTcSqxWKVFeWgKz0QClQo61DQ8CwRCnSKulvpqTjA0FPqrYzMc6bMWodNjgHJ5AP4vX9O4Copt8kEqlu2ymKSfYkZERRCIRTE1NwefzwWKxQKfT5b3pDgaD0Gg0+2JZvl+4ooSTrxVXIpHA5/PRysVcTX9yrU/5ylDyLtXV1aivrxfkTU6v4VBTulVVVaivr+ecm80WOVEzMDU1NairqyvoOTDnhjJhcXERIyMjWes1mUAQBJ76zz+wvgavPwjn6OWNQqmQo6myAkadBt5ACJ4NYQZGtTxl/4HX23Cn+TdB8P2caTUqDOToTFMq5Kiw22A2GiCVShEKh7Hm9mBlzY2J1wv8p460YWyae+SYZCmqmQnlpSWcazflpSXoGRxDW2MtFHI5+obHscyyO66ushzvu/F6TudlA4VCgdLSUpSWloIkSbz00kswm83Y3t7G7OxsTpdPCmJKbR8RDocxPT2NWCyG7u7uPXnhqbubgYEBuN3unPUIrusnk0l6RmVpaWlPLKaZNRWmZlkhyJZSY67d1dVVkFrt0OQ8eka5RxKRaAzDkzsb4Yn2BgxtbEGnVcNeXASjXge5TIpINIYtnw9LqxuIRPPr4lU5bIIU+Y+01PMSxwSA2goHBnjaIXQ01eN878BOUd9hg8VkgEIuRygcwbpnC8uudUzmaLfmM9kPAA01FRib4U68NquFU+1JLpOhqa4aCoUcQxyi1bs//mHBjR2zgbqxdjgc0Gg0Ga3IVSoVTT5msxlyuVxMqe0XqOFHo9GIZDK5ZywfDu94hQSDQU6OlvkgkUgQDofx2muvIZFIoLu7O2fNo5B1KcIJh8Po6+tDIpHIW1PJhUwptULqNZnw0E/zD5axuzbQm5I/EMJEIPMGWlJkQkmRGRq1ChKCQDAcwYZnCyvrHppIrWYDZnkOaEoIAnNL3My9UtYh2UcGUokEVosJJoMOWo0aJEkiHo0inkig0mHDkmsdMwvLmClwsLatoYaXSKdex31DNGg16C/QIM5iMqCpthrrHg9efq0H0VjhWos1FQ68/51vyX+gQKCyKBTBSSQSGI1GGI1G1NTU0C6fHo8H09PTmJmZwTe/+U0YDAbI5XJEIpGCU++57KVjsRj+5m/+Br/5zW8wPT0No9GIt7/97fjqV7+a0lx0ww034MUXX0xZ95ZbbsFTTz3F+bU4UCk1yjJ5YWEBbW1t0Gg06O3t3ZNzU+ktAOjo6BCcbICdVsjx8XHY7Xa0tLQI6l2TTCYzStTwAbMZYWtrC729vbBYLKzqNekYnpzF8686eV0PhaOt9bjYP5L3uPSaEAW5TAp7iRXlNiviiThOd7aBJHfen3gigXAkimA4An8wBK/Pj1g8dyt7a10lBif41YDKbMWYfN2RUqtWQadRQ6NSQK1SQaVUQCKVIhZPIBAMwbPthWfLC9eGBy5GZ19bfSUu9meuj7GBQi7jXKwHdmomvYPcmxXaClCkrq0sQ5HZiL6hcZzr6cfJznZMznIblP30xz4MmWx/ohsAdFo9Wwqdcvmksit1dXXY3NzED37wAywtLcFiseD666/H29/+dtxxxx2s9qpc9tLBYBA9PT34whe+gMOHD2NzcxN333033vve9+LixYspx37iE5/A3/7t39I/Z0r9FYIDE+GEQiH09fUhmUzSyss+n08wx08KzBTR4cOH4XQ698wozefzwW63o729XdD1CYJAIBDAxYsXOSks5Fo3mUzS9ZpC27WZEEozDSSJJZ5S+7F4AvPLLpRazXg1SwMDEyqlAgadFlq1CmqVEkqFAnK5FBJCgmAoCJVchlOdl99TAtgxuCZJ2uiamj8iSYAkk0iSJJJJkr7bLTIZQZJJuDe3EQiFOTlzrnu2C34ME0famvAaj6aHCoeNdc0kHTu6cflJu67CjkSSxPT8EqbndxpGii0mzvI7VWV2/MlNwtpH5wNFOGxv2oqLi3HHHXdgcXER8Xgcd9xxB5577jmcPXsWn/70p1mtkcte2mg0pihAA8CDDz6IEydOYH5+HpWVlfTvhXYtPhCE43K5MDg4iNLSUjQ3N9NvDCVtI5SgHlMUk0oRCe36SbUk+/1+WCwWViKihSAej2NpaQmhUAgnTpwouKU6FwiCwOTkJDweT8H1Giam5pfx8+fYNwvkQkdDlSCDnhYTe8vmcCSadS6kuaaclzEZsGPdPDo5y8tNs72hhleURRAElvIIaeaC2ajnNWh6uKUxaw1Mo1bhUHM95pddmFrYnbq0FZmx7tnidN79jm6AHcKhBsELgd/vh9VqRUdHBzo6OvCXf/mXe3SFOx2oBEHsUlJ54okn8Pjjj8Nms+Gmm27CF7/4RV4jKVd0hJUkSYyMjGBgYACtra270kLU/wtBCC6XC2fPnoXJZMLJkyfpeoRQrp/AzptGeX1TLc9CrQ3shMnnz59HPB6HXq8XlGzC4TASiQT8fj+6u7t5Wdn+4w//TRgSJ0mEIzwtn19HY1UZp3z/XlxPfVU5L7IBSHi2+UU3nW2NvDxzmuuqEWXRpJEJ2RS67TYrTnW2gyAInO8dzBg9FZmMGOPo1VNZVooPvnt/oxuA29AnsHODvB9dauFwGP/7f/9v3HrrrSkSYR/5yEfw5JNP4oUXXsAXvvAF/Nu//VtOJ1A2uKIRDqVRdvr06YzdGEwBTK71CaoutLi4iPb29l3hoVCEQ6WhKBtlgiAEjZ7W1tbQ39+PsrIymM1mTE/znyOhQNWCCIJAa2srrzztwsoanv7NC4JcV3tDNW+7ZgDQazWCiH22NtRgmKd9gF6rQT/Pa2lvrOMt0un1+jk/nG06LBu62ptwiaHO0NpQC6Vip615xZVb4qehphLnOdoXfPrP/xRygWb4CgFX87W9tJemEIvF8Kd/+qdIJpP47ne/m/K3T3ziE/T/t7e3o6GhAceOHUNPTw+6uro4ne+KEk5TUxOkUmnWN0MikYAgCMTj8YJ0zCiEQiE4nU66gysbqfEhnEQigeHhYayvr+9KQwnhzMmU82lvb4fdbsf6+rpgRLawsIDR0VE0NDRgdnaWd+ry/z7+c8QFiuqSSWHqdy21FXjVyb24TkEqQD6Ab1cYsNO1xwftTXW8hk2PtDbyGnjd9gUgl8lwpK0J7s0tDLMkL6vZhJ7B/M0jmeCwFeNP/mj/oxuA+w3zXs/hxGIxfOhDH8LMzAyef/75vALIXV1dkMvlmJiYuDoJR6VS5dzsqSiBCyFQopU2my1nhxgfUqBUmKVSaca2ar6EwzR7Y0rU8LESoJBMJjE8PIy1tTVawmd+fp7XuqsbHjz+y2fzH8gCTQLYNQM7nVi8ooHXUVfp4F1L2vFs4SfNU19Vxvs6CHBnLImEwOwi95bw9sZa6HRaeLa2caFAdez66grO0c1NZ7pw6eJFWmqGmnXZD3AlnL1MqVFkMzExgd///vesUuhDQ0OIxWK0BTUXXPG26HzgYjNNRQStra0oKysTdH0KLpcLAwMDKCsry6rCLJFIEI1yEyX0er3o7e2FXq/fJVHDl8jC4TB6e3tBkiROnz5Np9D4Wld/94mfsxq+ZAOVQIXdrtYGQawMjDr+81NHWhp4S+EYDfw0BEutZl6OoF1tzbg4UFiUYTEZ0FBdiUAwBBLgZDJnNZvQM8StM63MVoy/+cwdCAYC8Hg8mJmZweDgIAwGA01ABoNhz1SZ+dhLc02p5bKXdjgc+JM/+RP09PTg3//935FIJLD6ulW7xWKBQqHA1NQUnnjiCfzRH/0RrFYrhoeHcc8996CzsxNnzpzhdE3AAelSywW2rp/AzqCi0+lEJBJhLVpZKOEkk0lMTExgfn6eTnHlWpsLMVCy/8x6EBN8iIGq11itVrS2tqZ8Efi4fq641vEvP/kPTo9NR015KZw8O8GAHUn9XFP2bFFhL+GtTiCR8B8WddisvC0IHCXFWF0vXKWbgmfby+o4q9mE+qpyeP1BjEzO4NXewZ0aGEu/nXTUV5dzJuu7/vwWqFUqqFUq+k4+EonQWmcDAwNIJpO01Ew+q4FCUajrL3DZXpprR1gue+n77rsPv/zlLwEAR44cSXnc73//e9xwww1QKBT43e9+h29/+9vw+/2oqKjAu9/9bnzxi1/kNe934Aknn+snBbfbjf7+flgsll1GYLlQCOFQhEY5W+YLdwuNRNhK1HCJcJiWC9lmd7im6jY3N3Hft36AsEDRjVmvAf9kGtDVWi9I7abUasbCMj+y6Gxt4jWkCewQH9e5FwCwlxShj0fDQkdTfc7oqMRqRm1FGba9foxMzmIjrXWZ6wZeZDahhyPROmxWfPi979z1e6VSCbvdDrvdvqPY7ffD4/FgfX0dk5OTUCgUgqXf+EQ4XFNq+eyl891YVlRU7FIZEAJXfUqNGrKcnp7m5JHDxiQNuBwZFEJobNcGLkvUUIOvuWRkCiWcRCKBkZGRlHpNtnULjXAWFxdxqbcPz7zKrxBOodxmRe8Qf60zgiCwyNIFMheMeg3nVA4FkiSx4dnMf2AOWEwG3lFWpaM0bxdYLlwea72M0mIrSswG+IMhTC+sYG098/Nsaajh3NnWwDG6KbaYcM8n/iuUeRqOCIKAXq+HXq9HVVVVitWAEOk3PjUcUUttn5ErpcYsqnO1mWZDaHNzc5iYmEBjYyMqKytZExrblJrH40FfXx+Ki4t3pbkyoRDCoeo1APLqxRUS4TCjsaEFD3wB/u6ZAGC3mrDIM5oAdmo3hdYaMqG+sgyXeJqjHWlp4KyITKGpprJgCwImTHod+ngQud1qoTvbSq0WVJU74NnaxsTMAlZZWEPvZ3RTYbPCai3C5raP09xNutUA3/QbF8JJJpO8IpyDiquCcDIRAmXNbDQaC/J9ybR+Nm+ZeDyOgYEBbG9v4/jx47umcPMhHzEwyawQiRoqEsmnwMCFyNhEONFoFH19fYjFYjh8pBN3PPBo3sewga2Ie+qECZIk4d7c4r2OUaflXHNgIsKxcYRCPgsCNmiur+ZUrKdQX1uFcrsNq+tuLKysFVQHam2sZd36nA620Y1MKkVnW9OOj9LsAhZcG/jWF++BQoBOtHzpN7lcDovFgqKioozpNy6Dn4FAAAAEMZo8SDjwKbX0Gg5zk+aj9UVBKpXSqtFMpJuxcZkDypVSY7p+FkpmTCuBTM+daV9dCJGxiXC8Xi96enpgNBrR1dWFf/7xb+DeYldIzodqezFca/zTYEea63jVKii01FdxbsOl0FxbhRGepEVZEHCFSqkoeMPXazWor66AQi5DJBLDHy44eXRGcmtEKTKb8qZXi8wmNNZUYGx6DhcYNbK6qvI90Uxjk37T6/V09GM0GpFIJAq+IaYIR0yp7TOYEU4sFsPg4CDniCPf+hQoIzO+ZmzZUmqBQAC9vb1QKBScXD+p/HGm7hdqEHVjY6Ng++p8XWqrq6sYGBigu+ci0RieO9sDjUqJYA5feTawGPXoHeZPEiRJIiSA/IxapeR8V84EwXGzpbDTacdNyoXCkZbGvIQllUjQWFsJk14Pz5YXE7MLtBL0sUMtnMmmqbaS8zxVruimoboCRoMefUNjGQdpP3v7f9sXzbRc6behoSE6nabX6xEIBFg7eAaDQcjlct6uwwcNVwXhxONxbG9vo6+vDzqdjnPEkQnMtJcQRmbZ1qZASdSUl5ejsbGRU+8/k3CYCIVC6O3tpcVJC7VcyJZSI0mSbgVnGsg99JPf4IXXeiGVStBYvSMfH45EMTm/DJ8/WNC5G6vsON/LvV2XQltDNSdDrnQcbq7lPTNTbrNimIf1MgB0dTThtb7CBiSZ2BnUzOCRQwKVDhvstmJEIlFMzMxjZGJ212GVDluKDE2h4Ko9ZzEbd0U3UokEnW1N8AYCGM/htlpdZsMfv/06Tufli/T0WyAQwODgIEKhEC5cuECn36h/2SIfv98PrVZ7TdlLA1dBSk0qlcLj8eC1117LOpfCB1SEQ9kjUMOQQhulZZKo4bMukEo4VL2mpKQEra2tnIgsU0qNUr8OBAI4deoUXcT0+gP41iM/AQAkEkmMzy4Cr/uTEASBugo7rGYDNjyb2PSF4Nn2ZT2vVqWEc4T/3A2wY47GF0LN75QWF2FhpXA3SyaWeXSVAcDRtmY61WTS61BXVQGpVIK5xRXML7swn0cxurjIkveYbGhrrOXcmdZYfVkzzWzUo7muGhMzC6waQf70puv3bIizEBAEAZ1OB5VKhZKSEthsNmxvb8Pj8WBubg5DQ0O70m/UdVOEc63hyr8rORCPx7G2tgafz4ejR4+irq5OcManajhnz56FwWBIUZLmC6qGE41Gaee9U6dO8SIbYOeDTJEDVdO6dOkSGhoa0N7ezvnLlh7hUOrUFAkzO2b+7+M/w6Y3M4mQJImphWW82j+KqUUXPNteVDpKcPJwC453NMFiTC2ENlSWIsQzJQcII/sCAF1tDbtmSApFabGFdwNEZ1sjFnl4AVFePqc7O1BXWY4trx+XBkbwWt9QipFbNlSVl6KHR4dekuMQ8U50M4b6qnIcP9yKQDCEcz0D2GDRCHK0vRldrQ2czrtXoMQ7pVIpLBYL6uvrceLECZw5cwbl5eWIRCIYGhrCyy+/DKfTiX/8x3/E4OAg5wjnpZdewh//8R/D4XCAIAj8/Oc/T/k7SZK477774HA4oFarccMNN2BoKDWKjkQiuOuuu2C1WqHVavHe974Xi4v8b8KueEotW93A5/Ohr68PwI5hULbZET4gSRIulwvBYBAdHR15ZXAKBRU9nTt3LqNEDR9IJBLEYjFMTk7C7XYXXK/JBGaEs76+DqfTiYqKCjQ2NqZ88F3uTXz/yV8WtHb63XSp1YIKewlAkgiGglDK5Yhk6RZkC52Gv2srQRBYWuUXlQD8Z14AEl5/gNWRRr0WDlsx9FotJASBQCiEtQ0PHLZivHKhj/MVFJlMmFvcbSPABu1N3BStCQKoLS/Fpte/E2UWKD1398f+FFKpcP5WQiBbW3Sm9Nvy8jJ+8Ytf0Knxj3/847jxxhvxtre9jXYEzYdcbp8A8MADD+Ab3/gGHnnkETQ2NuLLX/4y3vGOd2BsbIzuirv77rvxq1/9Ck899RSKiopwzz334D3veQ8uXbp07SkNUNIu1dXV0Gg0WFjgVzTNBGqGx+fzQalUCk42wE69JplMory8XPBUIEEQ6O/vh1wu51SvybZmMpnE9PQ0pqam0NbWluJxTuHrDz3Nu0lgdcOD1Q0PTh5qwuDrNRd7cRGKLSZo1CqQSRLbPj9cGx5s+vx5BScr7CWCDIx2tTbgEkdFYgpmo57XzAsA1JbbMcVM65Ekiswm2EuKoNWoEQoGEQxH4NnywbPtxXa63QAJaHh8JqrLHbyim0IVw416LVrqa+De3Eb/6BQn76IbTh3FsY5mjI7ym5sSGmzmcKj0W2NjI373u9/hoYcewkMPPYSioiJ85Stfwa233orh4WE0NTXlPV8ut0+SJPGtb30Ln//852lvm0cffRQ2mw0/+tGPcPvtt2N7exsPPfQQHnvsMbz97W8HADz++OOoqKjAc889h3e+c7dyA1scKMKhOqzW1tbQ2dkJq9WKtbU1QU3MgB2jtN7eXhgMBnR0dGBgQJgpeQrJZBIjIyNYWdkZYKypqRGUbNxuN+LxOIqKinD48GFB89XU633ixImMbqXTCyv44c+fEeRcRp0mRSplZd2NlXX3ruP0Wg3sxUWQIAG5TI5QOAJvIAT3lo9O29iKTJjnqVUGksSml3+Ld1NNJTcLApKEQa+DxWhAdYUdxVYLYtEYNre9WN3wwL25xXq+qKujGT08iv1mk54qyRWMjuY61qnNmgoHii1m9I2M43zvIE4eacfELLcbzL/65Ec56ZbtNbjM4cTjcZSXl+OBBx7AAw88gNXVVbpZhw9mZmawurqKG2+8kf6dUqnE9ddfj7Nnz+L222/HpUuXEIvFUo5xOBxob2/H2bNnr27CoVJqVKuwTCbDmTNn6Dt2IR05mXpi9fX1qK6uht/vF5TQmErMJ06cwNmzZwX7EjBnkGQyGaqrqwX7coVCIaytrYEgiJyt2l/9px8J5nfTUlvBSsnZFwjCF9jd9SaVSFBsNqDIoEPA78eR5lrIZDKQJIFILIpQOApfMAivL4BwOJLXSKajuQ4Do/xaszVqVUavGYvJAJNeD51WDaVCDplUimSSRDQWQzAUxrbPD8/WNrw+P+zFFjx/9iKv63B7uDuC1laW0S3RXBCL5/58EASBzrYmRCJRDE1MY2Zhp4uuvLQEFwe46c29882n0NnWhPX19QNHOFyUBtKVotONI7mCUoW22Wwpv7fZbJibm6OPUSgUu1L0NpuNfjxXXHHCAYCVlRUMDg6isrISDQ0NKR8YoQgnkUhgaGgIGxsbKXpiQhKa2+2G0+mkJ/spCGGWRl2/2+3G8ePH0d/fL5gJG9XhplQqYTKZspJN/9g0fvrMS4Kcs8RiwiUemxoAJJJJrHm2UWErySs/o1DIYdLroNOooVGroFDIIZfJICEIJAHEY3HodSocaW2EhAAISADJjncMgde5iiAQDAYhkUigVqkBAjuJPgL0bKNeq8aW149oNIZAMISt14nEs7nzjw34ulLuSOlwJ06DnrucSkdzdoFPvU6LtsZazC4sZ0zX2YqLsMihfkYQBN52vA3nz5+nPbb4uAQLDS6On3sta5OeccmnWsL2mHy44oQzMjKChYWFlPkOJmQyGWt7gmygoie5XL5LT0wqlYIkSV5RCEmSmJ2dxeTkZIqAKNUMwZcYgsEg+vr6aKM3pVIpiJsoAMzPz9MK0uFwOKd/z5e/+0Pe56NQU1YC1zp/VYEqh41VN1g0GsOaexNr7sziku2NNbh4jvu8C7AT3cglEmz7uNs3tzTU8DKMIwBeTQ/1VeXo49FdF83Q+FFVXopSqxXOkfGs8jq1lQ5c4qh9d/O73opbP/gBbG5uYmFhAeFwGC+99BJMJhMtOXOlZlqoTlK+EY5QoCKl1dXVlG7ZtbU1OuopLS1FNBrF5uZmSpSztraG7u5uXue/4rFnUVERuru7s+YnqQiEq0/L6uoqzp07B6vViuPHj2d05QS4k0I8HofT6cTc3ByOHz+eIiNDEERBitGZ4Ha7ce7cOZhMJhw/fpyOPvgSTjKZxODgICYnJ3Hs2DFalDTb6/zyxX48f76X8/mYqCgtxmv9/IU1AcBs0PEyjQN2bhj46p0BwOHmel5kA5AAz+dy7FAr1nmk07Ra7iMBh5rrMTZ9ua3sSGsj2hvrMLe4ilf7BhGOZH+N9Rw3V5lUintv/zPIZDIUFxejpKQEJpMJJ0+eRHFxMba2tnDp0iX84Q9/wPDwMFZXVzmbInIB9R0tlHD2yu2zpqYGpaWlePbZy8680WgUL774Ik0mR48ehVwuTzmGykLxJZwrHuHYbLacGzL1RhVaeEsmkxgfH8fi4iLa29uz5kCpNROJBGsPHQp+vx99fX1QKBQ4ffp0xlQUV2JgRk0tLS0oLy9P+Tsfm+lIJILe3l7aCiGf4ydJkvg7AaObEosB80sZpt8LRENVOe9uMABoqavEyNQsrzX0Wi0GeJrG5fObyQeJhMAyD0uGhpoKOHmoWkdiMeg0arQ31WF+2cVaIbu5rhpOjtp3t/6Xd6K6/HInJbVPaDQaaDQalJeXI5lMYnt7G263G/Pz8xgeHs46cCk0qL2t0PX9fj9qa2s5nTOX22dlZSXuvvtu3H///WhoaEBDQwPuv/9+aDQa3HrrrQB2xlA+/vGP45577kFRUREsFgvuvfdedHR00F1rXHHFCScfKBKIx+OsCSccDsPpdCIWi+H06dM5Q1OJRAKCIAqOQiiL6YqKil11p/T1CyWGRCKBwcFBeDyerJpxXImM6tAzm81ob2/f5fiZac3fvHgePUP8dc4AoL7SgYs8uqeYUMqFydF7eUUlO2hvqObWmUaDf5R1rKOVlwyOnEfN40hrA5QqJRZWXAVLAnFVh1Aq5PjL//6RlN9lSo1LJBKYzWY6PRSNRuHxeOB2uzE4OJhiN1BUVETfgAmBRCJBZzoKAR8vnFxun4888gg++9nPIhQK4Y477sDm5iZOnjyJZ555JkWZ+pvf/CZkMhk+9KEPIRQK4W1vexseeeQR3nWxK044+fKq1FQ9W0KgCuBWqxVHjx5lFbUU0jhA6YrNzc2ho6Mjb/dIoSm1YDBId+vl6hbjYpZGiZJSHXpsrKvj8QS+/L3HCzpPLqiVwgy+ttVXZ+wGKxTH2ptwgWNnFAWzUc/b7+ZwayOv6EIqkWB+iXsHUXVZacG6b3VV5SguMmF6dgG+QJCTQveh5nr0c4wM//xD74W9JHUYkk0tVqFQoLS0FKWlpbTdgNvtxtraGiYmJqBSqVLcPgvNfDDBtXnB7/fvmdsnQRC47777cN9992U9RqVS4cEHH8SDDz7I6Rqy4YoTTj4QBMGKEJgpqEIk+QH2hBONRuF0OhEOh1lZTFNrs41ENjY24HQ6Ybfb0dzcnPOLU0iEQ5IkxsbGsLi4mFOUNFOE89RvnscE14GMNLTVV3HeXFJAkogJkIeXSAgsC9C40FRTyctrBiDhY6kqkA3HOlrwKo/oRs+yM625rgomgx5zS6uYmlvE1Nwi6qscmJxf4nTeYGi3NQgbaDVq3HXbLbt+X2jqnWk3UF1djXg8TtsNTE5OIhwO00onRUVF0Ol0BTUfcJnBAfauhnOlceAJB8jt+gnsCEwODAzA6/VmHVjMBTZRCJWKogzf2N71sCEGJlm2trayUj1gSzixWAx9fX00SeYK09ObBkLhCB74wZN5z8EGJEkiFhOmWHukpYFXJxWFY+1NeNXJrzOtyGTgNZEPAF3tzbzWkMtk9CwLFzTVVWWtPxHETueaXCbF4uo6Rqfm0v5OYNvHjSz5PO87/+sHUWTa/T3nO/Mmk8lgtVppGZlQKESn3+bm5iCRSFLUnvPZB3CNcPaqS+1K44oTDlvF6GyEQBmlaTQazrYF+aKQxcVFjIyMoK6urmDVgHxkRhmxbW1tFUSWbAjH7/ejp6cHWq2WFUmmp9Qe+slvsLy2e/KfC4621fOSuWdia5u/GoBcJsUsX2UCAMUmPdw8hT7dLOdzsqGrvRmv8rBSUKR9LuQyGVoba6BUKDA2NZczwm2tr8IQBwsGgiCw7sncop4NWo0aHc31CEeiuP0jH8h4TDKZ5JUCS4darUZZWRnKysqQTCbh9XrhdrvpPUGn09HkYzKZMvpTFUqA1CD8teb2CRwAwmGDdNdPCpTmWk1NDS8l6WyElkwmMTw8DJfLha6uLtpkqdC1sxFDMBhET08PrYdWiNlSvi41qqmhqqqKtYkcc81tnx/fevQnrK8nH/huyhQON9YIYmXQ1daI8338/G7sxUWYnOPXbXeso5mV5H42KBVyTPFIebbUV2NgbAoqpQKtDbWQSAiMTM7CyWJwVC6TYYWF6nQmHDvUggtOdrWzSkcp7DYrBkancL53EA9+6V5oNZkL+3spbSORSGAymWAymVBXV0fPqrjdbgwPDyORSKTM/qjVas4RjphSu4JIJ4REIoGRkRG4XC5BjNIyEQ7TH6e7u5tz50q2SGR9fR39/f1wOBxoamoq+EuSbV2SJDE1NYWZmRlWTQ3pa1IRzv99/GfYSheE5Iiulrq8SgBsICEIrGbQWisUKqUC4zPZDbzYory0GCsu7jUgQoDn09nWzLl+ZNTrYC+xQqVUYnhipuD01tFDzZxM6uQyWf4GB4JAZ2sjYvE4BsenMf+6TcPRjmbc/K63Zn3YfmqpKRQK2Gw22Gw2OirxeDzY2NjA1NQUFAoFlEolEokE4vF4QZGXmFK7gmDWcKipe0rzS4gWxvS0FyVRU1JSgpaWFl6tgOlrkySJmZkZTE1Nsa7XZFs3nXDi8Thdyzp16lTBITkV4aysu/HiBSdkUilv3TSJhODl6cJES00ZhiYK1KvPgCOt9TxbmIFKOz8nTGBn87zYz71DTqmQY3yK/euhUirQWFsFjUqJNfcmtBo1Z802rUaNEY5upl3tTVkbHAx6LVobajG7uILeDF17f3fPJ3MSypUS76TUnnU6HSorK5FIJLC1tYW5uTmEQiG8/PLLMBgMdPSj1+uzZh0oQ0gxwtkDsEn1UCk1Kipg08VVCKi0V7pETUVFBe+1mcRAEcL29jan5ob0dZn1Fio9Rw2hcqllUWt+5ftPoGdoAkqFHA3VZSCSCYRjcSysbuQVZkxHU6UNw1P87SWUcjmWVvm5XwI7ytNCtFMXW/ipU0sIAtNz/F6X9obckaNEQqCppgpGox7bPj8mpufRz2hdrq8qz/rYfDjUXI9zvYWTtlIuw1AG6Z7ayjJYzSY4RyezRk23vOcd6GrLLc/PpWayF5BKpSgqKqLtT+rq6ujmA8puhar9FBUVpaTT/f6dzIJYw7lCkEgkWFtbw+TkZFaPFj6QSqV0N5cQZJC+djKZpPXcFAoF5+YGJigDNmAnIuvr6+OcnqNAEASmFlbx5K+fBwBEojGMTF1OPSkVcrQ3VMKg02DLF8DE7EJOAtKolJhf4d92DABHWup5FcYptDVUc9oomaiwFXPW/aJw7HArXuNRQ1Ip5Bll/GsqymCzmhGKRDAxs5BVQeFoRzPnCM1s1MPJUVW7q6OFji4JgkBdpQPRWBzTC8uYztFpp9Wo8bk7b8u7/kGzJ6BqOCqVCg6HAw6HA8lkEj6fD263G8vLyxgbG4NGo4HFYoHb7aZrxUJEONXV1bQKNBN33HEHvvOd7+C2227Do48+mvK3kydP4vz587zPnQkHnnCoqeBEIsEpTcQGyWQS8/PzMBgMgpABExKJBD6fD7OzsygvL0djY6MgXwgqVTc7O4uJiYmM8jdc8C+//H3WobFINIbBiRn6Z6VCjraGChh1Wmz7A5iYXUwxzjrcXIuzl/p5X5NKIccAR+kTJsxGPWcJFSZ0Wn5md3KZDLML3OZWKNRXlmFwYhY2axGqykt3jPPmljCzsPMvFyQSgpXFdDY01VZxargw6LQYGJuCxWRAY20VJucWMTnPruni7o99GDZr/qadg0o4TEgkEhiNRhiNRtTW1iIWi9HNB5/+9KcxOTkJgiDw4IMP4l3vehdaW1s5N0RduHAhJaU/ODiId7zjHfjgBz9I/+5d73oXHn74YfpnIfe/dFxxwsn1Qm5tbaGvrw8SiYTOewqN1dVVuFwu6PV6HD16VNAPK0mS8Pl82N7eRkdHh+CRGfUhzSZ/Uyh+/5oTgwWkvyLRGIYmZumfFXIZ2hqqYdTrEAiGMD0vzMBoZ0s9zvXwj24aa8o5FbmZqLSXYGSSXx3paEczznOIsnSvG9GZDHoEA0GUFhdhdd0N10ZhjQfHD7fi1V5u80e24iLODSBHO1rgCwThHJko6H1wlBThfW/rRiwWy2vRfhAJJ1/3qVwuR0lJCUpKSnDu3Dn8+Mc/xqc//Wn87ne/wxe+8AUUFRXhiSeewJvf/OaCz5/eUPXVr34VdXV1uP766+nfKZVKwfx28uGKE04mkCSJ+fl5jI+Po6GhAfF4HMHgbgMuPkgmk5iYmMDCwgJKSkogl8sF/aBS9Rq/34+SkhJBySYcDmNxcRGJRCLFrI4PorEYvvqDp3iuEacJ6NShJqyuuWHUaWA27PjQaLVa+ENhrKxtwLPlzWuIBgAmvZaXtwuFEouJ94AmAChk/LSkVAoFxmeyExZBECizFcNqMUGlUiKZSMLrD2DZtQ6vP4CJQBAttRUY4VgXUykUmJrlHl1VOmwFEZxcJsORtkaQJPCHS05O1tH/87/ejJXlZUyMj6cU3g0Gw64b1oNGOIVej0QigcPhQFFREX79618jEonglVdeQXNzM+9riUajePzxx/GZz3wm5XV74YUXaJXt66+/Hn//938viLtoJhwIwmFOuMfjcQwNDcHj8eDYsWMwm82YnZ0V1JWTKVFz6tQpuFwuBAL8pEWYoOo1SqUSFRUVgsqhb25uoq+vDyqVCnK5XBCyAYAHH/2JYPWWclsxPWOx7Q9i27/7ZsGo18JRUgyDTgOJRAJ/KIQ19yZc654UImqqruAl2UKhuqIUrj5+Lcgt9dUYGZ/mtcaR9kac7xmATqOGw1YMg14HuUyKSDQK96YXy651LK6uZTUis5pNmF7grpnW2d7EuUOvqryU9cxQidWMuspyjEzN4UL/CDrbGjmRzQ2nuvDRW94PgiAQiUTowvvi4k70TJEPNfV/0AiHyxwOJdxJEARUKhVvhWYKP//5z7G1tYXbbruN/t1NN92ED37wg6iqqsLMzAy+8IUv4K1vfSsuXbpU0FwgWxwIwqHAlPtnClfmk7YpBJkkajY2NgQjtLW1NfT399Mq0lRbpBCgppsbGxtBEARcLv7txiRJon9oBP/42M8EuMIdFJt0WFjKIxXkC2SURNGolCi3l8Co10GlkCMajaK9qRaezW0EQ2H4gyHEE4WpZJdYDLjI13+HJIEkG7FUEiaDASaDDjqtGiqlEjKZFCB33EP9gSCsZhM2Nrc4zQLVVZZxJmC9TsurQ89iMmIuz/xMa0MtVEoF+kYmsObeSZu1N9Whl4ONhFQqwZf+8nb6blypVMJut8Nut4MkSXrqf2lpiZ76j8Vi8Pv9MBgMB4J4hLCXFgoPPfQQbrrpppRsyy23XNaja29vx7Fjx1BVVYVf//rX+MAHMqs58MGBIZxcNtPZlAYKxcLCAkZHR3epJQthM02SJKanpzE9PY329nbaTU8IZ85kMonR0VGsrKzQigdLS0u8jceSySRGRkbwD//8NALhCK+1KLTWVbJy4MyGYDiC8ZmddNHxjqaM0+hajRpGvRY6jRpqlRJymQxSiRQkSCQSSURjMQTDEfgCQWxu+VBSZIaLcvokSYAgQBCvK5GDgERC0Krkqf8ACSEBCAL1FQ64t7ZRV2mHWqWCTqsFQQDxRBKRaBSBYAhenx+ebS+2vDv/0nG6q4OX302l3YYLPIizrbGW85BoY00lerO8r3KZDF3tzXC5PRienEn5m0RCwJchwmWDP/+TP0ZTbVXGvxEEsavw7vF4MDw8TM+5mc1mOvoR0nKgEHAhHD5K0dkwNzeH5557Dj/96U9zHme321FVVYWJCWHsSNJxxQmHJEmMjIxgcXExq800X0KglAnW1tYyStTwdeWMx+Po7++Hz+fDyZMnYTAYUtbmQzjRaBR9fX20t49GoxFs3d7eXswuufDsq/zahJnwbm8Jsk59ZVlW6ZNAMIRAkF3UWFNu39kEmeRMkiBJgMTO7/K+9SQJr9/Pa+7GajZl3bBZr2ExYX6ZW1Rr1GtxiQdZyeS7twqHrRj2kiKMTM5mFUE9cbiNU6OGxWjAvX/xZ6yPl8vlsNlsGB4extGjR5FIJOB2u+FyuTA+Pg61Wk2n30wmE29fF7bgohbNxwsnGx5++GGUlJTg3e9+d87jqDkhpv20kLjihEMQBLRaLbq7u+nNNB18CCcUCqG3txcEQaS4W6avz3Xz9vv96O3thUqlyjhwyYfMvF4vent7YTAY0NXVlSKNwYdwfD4fenp6YDAY8PNX+pDgGYFRaK60Y2SavxIASBIS8IvedpYhoVEpkCgwBZeO44dacIGHIgAA1FaV8TJHa6ypQs8gd8Jqqq3GaxyVsTua6jEwfjkyO9RcD0IiQf/oJJbXsg/jmgx6DHKsef3VJz8Kk6GwrlSSJEGSJO34ybQcoDo6x8bGEI1GYTKZ6OhHo9FwbjvOBy6DqEKn1JLJJB5++GF89KMfTdlD/H4/7rvvPtx8882w2+2YnZ3F5z73OVitVrz//e8X7PxMXHHCAYCqqqqcm6dMJuNUw6EGIktLS9HS0pL1jedKaMx6DVVXybQ2F2JYXV3FwMAAamtrUVtbm9Esjcu6LpcL/f39qKmpwaLbj2f/cKngNTJBLpNitcD23GxorqvAKM/WYwA41FSP/lF+xmgyqRQLPKV5Kh02fjUkEpBJudcjKhw2XgKhoWiEVmpeXF1DP8s6UGNNJSeSa22owZ+9710FP476PqR/z2UyGYqLi1FcXAySJBEMBunmA0rzjIp++BqupeMgpNSee+45zM/P42Mf+1jK76VSKQYGBvDDH/4QW1tbsNvteMtb3oKnn356z1QODgTh5Lu7KJQQmHplbAYiuaxPCWQy6zWZUCgxUI6i8/PzWVOMQH616EzrUjWmjo4OFBcX42Nf/EvWj8+H9roK9HAoDKeDIIRTlvYF+IuPNlWXcZLfZ6LIzD0VBvB3Ay22mLHA8fxd7U2QK+RYdm0UlBqrryrnHBX+3T3/g1PKKxvhMEFlVLRaLSoqKmjNM4p8QqEQL8O1dByEpoEbb7wxY71XrVbjt7/9rWDnYYMDQTj5QBECSZJ533wuemWFEA5l9ubz+VgpHxSSUovFYujv70cgEMCpU6dy3uUUQmSJRAKDg4O0f7nBYMAPf/4MhgWIIgDAbNBhpAARyVxoqS7D8FTh3VvpOH6ohZd0DADodRosrPJrFW+uq+Zdu/H6uBNnQ01FwfNH9TUVMGo1WHV7MLe0Ave2r+DzymRSTk0t73nbm3Dm6OGCHwewI5x0UJpnVF033XBNKpWmtF7nGzzNdE1cajh7VUO50rhqCAfY2ThzhbvMekohEjVsSYFaX61WsxbIZJtSCwQC6OnpodfO98FOF+/MhnA4jJ6eHkgkEtpzx+cP4ivffzzvY9miodIuyKyMWqnAykZhplyZoFIo8sq7sEFrXTVe5UlafHH8UCtr35hMULDYIKUSCVoba6BRqzG9sITJ1zXaTncd4qQ7t1PzKiyFZzbq0d5Yj//vf/73gs9HIZlM0h2GXJFuuLa9vU2Tz9DQUN7B0/TroWpKhSAQCFyTStHAASGcfB8QimRyEQ5V86iqqkJDQ0NBHzqmWnS2x1GGZlTbNtv12UQi6+vrcDqdOWtBXNbd2tpCb28vrFYr2tra6Du/b//w37DO02WSQk1ZKV7jsSEycaSFv20AAHS2NuBsDz8NN5vVgt4hfsoER1ob0ccjFSaXyTinwoDXi/1Z2rBVCgVaGmsglUowNjWHgbS6jM1q4dTerlYpMbPIvpuvqbYKeq0WzpEJ3HD6KCod3CVWhB76lEgkMJvNMJvNAMBq8JQJ6iaWS9OASDhXENRdSzZXTkqi5tChQ7DZbAWvL5VK6Q6X9M2eJElMTk5idna2YEMzIDcxMGtNhapg5yOc5eVlDA0NoaGhAVVVVfTzml924XtP/qKg55ANJElCo5TxngcCgJIiM68uLApmgw7OEf61pEqHDa517nYIBIDlLGoBbHG0o4Xz3AwAhMLhlJ+Nei0aa6sQi8cxMjmbM9VXZrfB5S6ccGvLSzGUJ1WrVMhxuKUB7i0vxqZ30qct9dX4iw+/r+DzMbHXKgNsBk8pAjIajfT3U4xwLuOqIZxMdZZIJAKn04loNJq35pELzJQd8wObXlPh0rmRrT7ErKtwsUPI5fg5Pj6OhYWFjG6of/fdxxCJxgp7EllwpKmG1x08E1WOElzgscFTKDHrMTrDL3qrrSzDBY4txBSOH27lFflpNWqMTMzkPzALKPsBm9WC6goHfIEgRqdmWRXy2xprOenOOWzFGM+h0+awFaPSUYrhiRm85kxNuf3DX/9PyHl2h+2nrE22wVO3242hoSEkEgk65RYOhwsaPBUJZ4/BJoWULm9DKUmbTKZdMyqFgvqQJhIJunbi9/vR09MDrVbLqqaSa+306ImaDZJKpXRdpVBQ+nPMdePxOJxOJwKBAE6fPr2r0+Xi4Bh++8prnJ5HOiQSAp4tYdJydZUOXnUKChWlJZhgKXefC1o1Pw0ppUKOaZ7XcaiJY3qRAOqrKqDTqlFfU4HJ2QW43OytCCQSAv5gOP+BGVBiMWN5l+U2gfpKOxKJJGaWXFh27b6p+K/vvwnHDrVwOicTV9J8jRo8peym/X4/VlZWsLm5ifPnz0OtVtOpt3yDp9eqvTRwQAiHDSh5G5Iksbi4mFGihiskEklKmzFVD6qurkZ9fT2v9akvANWt4vF40NfXB5vNlnM2iO26FOHkazqIxeO45/7/i0gkguaaclhMBnj9IUzMLXKKeI61NQhiiAaShErBjczTYbUYMb/MXQ0AAA4116W4YnJBZ1sTLxsEi8lYUGdbdYUdpdYiRGIxTM4uwFpkwouv9nI694nD7Zy8bg411aOPkco06nVoqa/B3NIqJuezvydmox7/6xMf4XSt6Tgowp0EQUCv19MuxSdPnqQHT0dHRxGLxbIOnpIkiUAgcE26fQJXEeFQrpyDg4NYX1/PKFHDd/14PI7x8XHMzc1xrgelgxk9LS0tYWxsDE1NTaisrBRk3WQySStI53L8/O4TP6PnSUanL7cdK+QytNZVwmjQYdsXwOj0PJJ5RCq1ahXGhVAUAHCktQF9PNuGAaC5rkoQ+wG2kjnZYNRrOU/XUygxGzCao6mjvLQEWrUCGq0Wc4srmH39H7AjocPVrM5k0GNwovBrl0gIbHp3WqfrqytgNhjgHGXnefOxD7wTQ4P9mNFo6PZko9HIiTgOCuFQoGZw2AyeFhUVIRgMoqqqCsFgMKvqSiG477778KUvfSnldzabDaurOwKsJEniS1/6Ev7pn/6JHpn4zne+g7a2Nt7nzoYDQThsI4jx8XFaSVooWX4KEokEw8PDiEajOH36tGA5VCp0HhkZgdvtxtGjR2GxWHivS32x5ufn8w64Ti8s4x/+ObPXTTQWxzBjsFEuk6KxugwSkAhGYlhwuXdJ33Q0VAnSTSaREPBsbvFehyRJJAUQd22tq0x5LTit0VDL67UpLy3BRFodxGzUo8JeAplMhkXXOhZd2ZsRqiscuMhx4LKxtpJT3elQYx1kCgXUKlVBCtjXHT+Cez/5McTj8V31D2b3F9vv+kEjnEwzOLkGT7/2ta/ht7/9LZLJJJ5++mkolUocOnSIV4alra0Nzz33HP0z83oeeOABfOMb38AjjzyCxsZGfPnLX8Y73vEOjI2NXdtKA/mwsbEBn88Hk8mE48ePC/6h8vl8iMViIEmSV70mEygvHJ/Pl1XLjQ9mZmZo36BMIEkS9371uwhH2HnyxOIJjM5cNvdSq5RoqKqERq2Ge8sLfzCESzxkUpg43tEsSFruaHsT72tSyGVY56lwYC+28rZBKCkyIxgKo7rCsdMWveLCsmudjiByoaW+mjPZNNQUTjY2axHKSoowtbCc0WoiFxRyGb76V3eCIIhd9Q+fzwe3242VlRWMjY1BwzL6OWiEw6amxBw8feqppzAwMIAzZ85gcHAQb3rTm6DX6/F//s//wa233srpGmQyWcbOWpIk8a1vfQuf//znaRuCRx99FDabDT/60Y9w++23czpf3uvZk1UFAlOOxWAwoKSkRPAPFFWvkclkqK2tFZRsKO8dgiDQ3t4uGNlQSs8A0NnZmZVsAOBff/N7vHTByflcoXAE/WOX0yzH2+qhV8lg1OsglUjgD0WwsraBDc8WKwdPChq1ChPT7O+Gs0EmlWJVgO62o+3NOMdzdqfcXoKVAq5FLpOhrLQYZqMBSoUcaqUC0wvL8Gx74dnebW+QCwRBsL6pyPZ4tuhoqodUKoVzZAIWo75gsgGAu267BXVVuyNygiBgMBhgMBhQU1OTsfsrW/TDZap/L8FF1qasrAwA8PTTT0Oj0eDs2bO87J8nJibgcDigVCpx8uRJ3H///aitrcXMzAxWV1dx44030scqlUpcf/31OHv27BuPcNIl/+fm5gR1/WS2Dx86dAjT09OCzJNQoOZg6uvrMT09LZgaLVPpWSKR5FQ72Njcxhe+9c+CnBcAjjTXZb0L1ms1KCsthlGvA0mSWHd74N7ywesPZiSiI011vIczAeBYB3+iMOi0GBjj1yhQW5ldO8xRYoXVYoJGvbM5BkNhbHi2sLK2gdmFZcwuLO947lRX5DU4y4am6jKMzixyeuzxI215uwT1Wg3aGuuwuLJGD4kebmmAk0O9qLayDHd99EOsjs3U/bWxsZEx+rmSXWqZwNXtEwC0Wi3kcjluuOEGzuc/efIkfvjDH6KxsREulwtf/vKX0d3djaGhIbqOk16nttlsmJsTpj6bCQeCcNI3Y6olWaPR0BIyQrp+RqNR9Pf3IxQK0fM7QhEaSZIYGxvD4uIiPQczNzfH24QNSFV6rqurw+9+97uc6/5/33oIHg46WJmgVimxvJp96n1nzmP3B9Wo16LMVgy9bscy1xcIIhSO4NIg/7ScTqPG8CS/Aj0ANFSX4dIAj4YDkoRRq0ZzXRUMeh1kEgnCkSg8W14su9aw7FrP0C6cilOd7Zw720wGPZbW2Lc+M6HVqDE1l52oaiocKCmywDmS2gSgUirg2uB2zq/91Z1QKdnJTjFBdX/p9fqM0U8sFoNCocDS0hKKiooEr/MWCq7CnWq1WpBI7aabbqL/v6OjA6dPn0ZdXR0effRRnDp1CsDuvZeNXiUfHAjCAS7PlVDOn+ktyUIRDhUh6PV62mKaWp8v4cRiMfT19SEcDqfMwfA1S0tXeqZC7Fx6ai+82ot//Y/fcz5nOg41VOM8B12tTFbSXa0NmIvFYTUZYNTroNWooVDIIZNKAQKIxxM7LpqhCLa9fmx6vRk759oba3g3LxRbTHAO775LV8hlMJsMMGh10KhVUCrkkEqpjsPLLp/bPj9KLEb08hiANRl0GOYx5NlQXcFZmbmjqX5XG7RUIsGR1iYEQ2GMTM1iZmF3W/OR1kZOBHnzu96C6050crrWdKRHP6Ojo/D7/VhdXcX4+Djr2s9egUuKz+/3Q6vV7smmr9Vq0dHRgYmJCbzvfe8DsFNSYAqFrq2tCdKdmw0HhnCSySQdGWSS5ZfJZIhE+NkgU2RGRQjMN5Wv62f6oGi6WRrXtTMpPTPXzURkwXAY9371u5zOlwn2IiNv5WUKh5rq6Ghi3bPFulBvMuhh1Oug16qhUimhVasQj8fQ3dUOgHKOvjzLwPy+ktiRmmGCBBAKhiBBElWOEiSSJEKhMHyBILa2fQiEQnCtueFCbo8fpUIOuYzf3WhTXQ1nkVA+ZFNWWowLA5cfW2wxo76qHOOzC7iUo8W8ttLB6ZxGvQ733f0JTteaD1TzgdFoRGNjY9baD1X/2Y/o5yCYrzERiUQwMjKC6667DjU1NSgtLcWzzz6Lzs6dG4BoNIoXX3wRX/va1/bk/MABIZxkMokLFy7QLcmZXnA+EQizXpPLxpprFEIJe1ZVVWUcFOW6dialZyayEc7/+eenMMuxFpAOgiCgViqQFKC+pVTIsc4xDbPl9WGL6tQiSRxprectq1NdZsPsIr/X6WhHC85e4l5Daqqt4qdIzeNGWCmXI5FIorqsFFqNGqNT8zjnyX8tMqmMk4vq33zqz1FclL3BhS+YXWqZaj9ut3tfo59EIlGwighFOEJEOPfeey/++I//GJWVlVhbW8OXv/xleL1efPSjHwVBELj77rtx//33o6GhAQ0NDbj//vuh0Wg4d8SxwYEgHIlEgqqqKhQVFWWVqOGaUotGo3A6nQiHwzn11rgQGtOILZewJ5eUWjal53zrDo7P4DtP/Kygc+XCiY5GXgKSTHS1NOCsAGt1tTehh2cNSCIh8g645kNZaQnnNmQAAEEgxiNNfPJIO2ey6mxrgkKhQIJEQTcnXM95rKMFH+Hg4lkIsqnJM2s/1dXV+xb9XGnztcXFRXz4wx/GxsYGiouLcerUKZw/fx5VVVUAgM9+9rMIhUK444476AzKM888s6cqBweCcADAbrfntZkulBC8Xi96e3t31WsyoVDCoYzevF5vXmHPQlNq2ZSeM63LfM0SiQT+8v4HOd19ZkKJxYT+DPUNLqh2CGNjoFYpsZSjeYEtTh5pxzkekQkAFJmNWOKhCN3RWIOBcW61G71Oi7EC1R70Og0aa6ogIQjMr6wVXPQvMhsxOM7OXpoJu82KB/76U3teQ2E7h7Nf0Q/XGo5QQ+dPPZV52JsCQRC47777cN999wlyPjY4MISTD4USArVp19bWora2lpWNNdsaUTAYRE9PDxQKBSsjNrYptXxKz+lIt5l+6Ce/Rq9ABEGSJOxWE1xr/CT2qbVUSjniAnQB7njm8COKUmsRenlaIXS1N/OS0jHqdZhf4e4m2tZYyyrytBdbUVVuhz8QxMjULC4NjOJUVwenDrMigw7jc+yM7QiCwKGWBgDAu958Cq0NtQWfr1BwGfzcy+iHSw1HKFmbg4qrinDYpNSSySTGx8ezNh9kA9soxO1259Uty7R2PsJhKj2ztVpgrru4uoa//+5jeR/DFl2tDegZEMZYrbm6DCM8JWMAoKbCjtec/JsXHDYrr2FRlVKRt805H1rqaziJZAI7Mz+v5XBYra+uQHGRGa51D6bnl7Cy7k75G5dI83BzPZyjmc3cmDAZdGipr8Xs0gr6RydxpLWR9cwNXwihNCBk9MM1pXatWhMAB4hw2Lh+5iMEql4TiUSyNh9kQ74ohCRJzM3NYWJiIqduWSbkIxxK6VmlUhUkrcO0PvjsA99HIMRNVj4dGrUSCzxVlymYDTqsrHNrFEgBSUIp51asZuJIayNvkc+u9mZejQINNZV4lYffDgEy5fMklUrQWl8LrVaDmfklTM4uYnJ292wNQRAggYLriUqFPG9EVGkvhkGvx9jsAk2kKqUC//jFz0DGs4uPLYSWtuEb/YiEsxsHhnDyIV9Kzev1oqenB0ajEZ2dnQX74+RaP5FIYGhoCG63G8ePH4fJZBJsbS4REwWKyH71/Fk888qFgq4pFzrquc3cZEJdZZkgXjcnj7Th1T5+16RUyLG2kbvNOR8qHDZ+z+d191quqhZUpKFSyFHpsEEul2N2ybXLIjoTTnV24ByH97WztSljNKZWKVFTVopAJIr5ZRfgSn1t77j1fSi3WQs+H1fstZZaodGPSDi7cdURTqZJ2ELrNbnWT0c4HKZ1y06fPs2pgyVThEOSJObn5zE+Pl5wxMRc17Ptw/ef/AW6O9ux6fVhfGZhl7pzIWioKuPXpstAW0ONIGRjMugwOsV9MJLCUZ6RCQAY9XosLHNvWtghTm7Rjb3YCqPBgEMtjRiZmMnprpmO0uKiFL8atqitLEuZ1QGASkcp7CVWDE1MY4Qh9MpEV1sD3nKsDefPn9+3Acz91FJjE/0kk0l4PB6o1WrW+0YgEBBETf6g4sAQDpuiPpDa+kgNiy4tLbEqsudCphoOszW5tbWV84c5fe1kMomRkRG4XK6cSs/5QBAEvvaDp1PsepVyGWrLbCiymLGxuY3JefabkkRCIBGLCqIpJ5NK4WWhcMwGVfZiVvWDXCi3l/Amv2OHWnm1QRv0OowW0FlmK7agyrEzBb6w4kJVmR0vvcbNWM1WXIRVDo0CctlOGlMqlaCzrRmhSATDEzNYyNGdp9Oo8d2/+ytUldlzWg8UFRVxcrvNhiupFp0p+rl48SLcbjfm5+dZk64Y4RwQUCRDEU40GkVfX1/OYdFCkF7DWVxcxMjISN7WZDaQSCS0TQGl9ByPx3nbFbx4cRDPnkvdgCKxOCbmVzDxusuiQadFfZUDCrkcy2sbmF9eyzoseKK9iXcHGIVjHc28244BoL6qjDfZgCRhNuixyCMyUauUmFviV9dqqc+tKFBSZEZ1uR0gCCwuu7C8tgHX6/Wv5toqzpFRQ1UZJ5HNU53tmFlYQvexQxifya0+wMQX7voY7MVFiEajkEgksFqtKCkpSbEeWF5extjYGHQ6Hb0RGwwGXt+zg2JPQBAEdLodEduOjg7IZDLWtZ9r2e0TuIoIh7KBTiQStOy/yWRCV1dXwfWaTKBSaslkEqOjo1hZWRHMVZQiM6bS89GjR3ldt2tjE99+/Jd5j/P6A+gZurzZFFuMqC4rBSEhMLfsgmtjEwBQajWjb5i/8yawI5lyic9A5OuQSiWC6OfxjUwA4EhbEy8C3ekOSyWMYosJRSY9pFIptrwBLLnWsebe3PVYqVSCSCzOKfLUazVwb/sLftyh5jrE4glsbPmw1sM+xfqON53Af33/TUgmkyn/gJ3vsFarhU6nQ01NDaLRKL0RO51OEASREv0UahVyUAgHuNyYIZVKWdV+vF4votEofD6fIG3RX/nKV/DTn/4Uo6OjUKvV6O7uxte+9jU0NTXRx9x222149NFHUx538uRJnD9/nvf5s+HAEA6bOxupVIqVlRVMT0+jrq4ONTU1goncUW3XFy9epKMmofrhJRIJgsEgzp8/n1HHrVCQJIm//PsH4Q0Uboe87tnGuueyfXG5rRgOWxH0GiWm56WYX15FnEcnGEmSMOm0WBRAWufEoRbeEZdWo8bs4jKvNarL7by15KRSKYpMRtRUOCCRSGhjNTZacieOtOPcJW4NE22Ndazbrw16Ldob6zC/4gIkEvQUaP1tMRrwjb+5O+VGKplM0jdyJHm5u44gCEilUpSUlKC0tJS+IdvY2MD8/DxGRkZgMBho8tHpdHm/MweVcJjIVvt58skn8c1vfhPb29uIx+NIJpO46aabONV2AeDFF1/EnXfeiePHjyMej+Pzn/88brzxRgwPD6dkg971rnfh4Ycfpn/ON1PIFweGcPKB+sBOT0+js7MTVquw3S+hUAixWAxyuVywqAnY2YDdbje8Xi8OHz7My0yJwlP//jvButIWXeuwF5vw3CuvAQAkBIGK0mKUWC1QyOWIRGNYc3uwuMpu7uR4R7MgjQKlVgt6C9zwMqGjqY63NI9Woy6oHVujVsFhs8JkMEAuk0Gn1WBkahYbm1vYKNBSu9xuwyWOLqIt9dWsyKa6rBRqpQJTiys41zuIIy0N6OOQgnvgrz8FmzW14C2RSGgSoL7DFAEx65oSiYTeiOvq6hCJROB2u+F2uzE3N0c7Y1qtVpjN5ozfz4NEONRzy3c9VPRz991346677kJHRweam5vx6KOP4pOf/CTuvPNOfPvb3y74/P/5n/+Z8vPDDz+MkpISXLp0CW9+85vp3yuVSkH2JLa4KggnEomgr68PyWQS7e3tgpMN5foJAIcPHxbsQ0spPW9tbUGv1wvyxi6uruFzX/8nAa5uB8UWI4YZciVJksTCyhoWVlKLwkqFApWOEpiNBkilUviDIayuu7Hu3qQN1vRaTU5vFdYgSZSWWLC6zm+40m618LawPn64NSOBppNKIpmAzx/E2oYH7q1teg6myGJCNBaDzx/kdH6jXofFlcLVHmRSKYLh7A6gSoUch1ubsOX1YWL2cqdZabEFw5OFdwR+4J034L1vf3POY6jvFXXXnx79UOlTgiBoa2SHw4FkMomtrS243W5MTU0hFArBZDLR0Y9Go6FVNw4S4VBlALaguln/+3//73jzm9+Mzc1NbG7uTrFywfb2TlYjvQPuhRdeQElJCUwmE66//nr8/d//PetheS44MIST7Y1h1mt0Op1gkQewE31MTExgfn4era2tNOkIAabSc0NDA5aX+aV1gJ0v6P/4wtfh45BKywSSJFFi0mGQhXxNJBrFRIZhQqNei7LSEhh0Whi0aqx7tmCzWuD1B+DZ3EaIg+1xZ1sjeof4DWeCJGEw6FOm7AtFkcWEWCyBY4dac5JKLlSV2TkPmu4IZXJrFDh+pC2jV1C53YZKhw1DEzO7LAYIgoBBr8NqgYO6NqsFX/nsnQVfY3r0w/yXHv2YTCZYLBY0NDQgFArR0c/09DQUCgUsFgs9BH0QwLVFmyltYzabOXewMkGSJD7zmc/gTW96E9rb2+nf33TTTfjgBz+IqqoqzMzM4Atf+ALe+ta34tKlS4J2DzJxYAgnE6hOsfr6elRXV+O1114TzPUzXUpGpVJhYGBAEJvadKXnjY0NQRw/v/HPP8L5PmHkZgCgq6WW99T9jsHazI4Z2qW+XX/XqFWwGA3Q67TQqFWQy2T03WgkGoM/GMK21w/31jaSSRJqpQIra/wiGwA42dmBVxlDjkqFHEaDHhqVAjKpDARBQi6VQv66myxAIBKNwh8MwecPYMvrR0NVBa8B2K6OFs6vb5HJwFkOqNxuw6WBy2k4QiJBV2sjYokEBsamsJRFludUZxvOFdAgQOGbf3M3zEZ+nVWZUm8U+aRHPwqFAg6HA+Xl5UgkEtjc3MTGxo5U0WuvvQaz2UxHP3y6QPmAy9AnsDddap/61KfQ39+PV155JeX3t9xyC/3/7e3tOHbsGKqqqvDrX/8aH/jABwS9BgoHknCYnWLMeg0XxehMoKRk1Go1LSVD3RklEomCu2OYyKT0zNfcjSRJPPfiK/jmI//GeY10WE16DE8UrvybCWqVEuvuzHfFwVAYQZaSO2ajHoebGrC4uoaGai0I7GwwBGM6PxQKQSqVQqNR01Exfczr/69SKhAKh9FQXQFfIIQtrw/hSARrBcyhtDbW8iIbnVaD+WXujRPVFdxtr00GHRZX11BkMaGpphJT80voyeMdVF9VjgvOwmtFbzt5GPJECENDQ7BarTktRtgiU+otV/RjsVhgMBiwvLyMo0ePYnNzE+vr65iYmIBarabJx2Qy7VvKjcuNazQaRSwWE5Rw7rrrLvzyl7/ESy+9lLcBwW63o6qqChMTwggAZ8KBIRxq86DqNdScCrNTTAgb6PX1dTidTlRUVKCxsXHXpiWEyVv6ECofi+l4PI6e3l586TtPIBITJrojSRJapRTrGzFB1utoquFdKwEAW5EFL77awzstcuxQCy9zNplUwtkojkJ7Ad1h6TjS2siZbI4fbkUoEsWxQ63oGxnHORbvi0IuQyweL1jN+3BLI/7fV7+AeCyK9fV1TE5OYmBgAGazGVarFVarVRBvl2yNB1QKLR6P00rvarUaWq0WlZWViMfjdPQzPDy8p0On6eAqawNAkMFPkiRx11134Wc/+xleeOEF1NTU5H2M2+3GwsJCiuW00DgwhANcTkVZLBa0t7fvesO4mrABO2/AzMwMpqam0NbWBofDsesYroSWT+mZK+FQNgi/eukSRguQMcmH1hoHhgVQbwaA9kZhyEYukyEYCvMmm862Jt4zN8cOt/HqbGttrOVMNmqVEitrhded6qrKUVZajIXVdcwuFjag2tXejPMs30O1UoFDLY3wBUL4+uf/Jwz6nc+6xWJBU1MTgsEgNjY2sLGxgYmJCahUKhQXF9PdZXwjjEzRTywWw+zsLHQ63a65n6KiIhQXF6fMv6ysrGBsbAxarTZl6FTI6IcL4fj9O/NSQoxj3HnnnfjRj36EX/ziF9Dr9Vhd3Ym2jUYj1Go1/H4/7rvvPtx8882w2+2YnZ3F5z73OVitVrz//e/nff5sODCEE4vF0NPTg5qaGlRXV2dsIuBKCFS32ObmJk6cOAGj0ZjxOC5W0GyUnrlc9+bmJnp6ehBOEHjs318o6LG5YDFoMVWA3E0uqFVKbHiE6aI51tHCW5lAr9VgYYXf/E9dVTku8FByVshl8PoDnB9/uLWJFdnJpFK0NNZCq1FjZmEZUwvL0Om0BZNNW0MNK7KpLrejtNiKgfEZvOocwT/89adwqLl+13EajQaVlZV0hOHxeLCxsYGhoSHE43FYLBY6+hHKWXNkZAShUAidnZ2Qy+V051s6+Wg0Gmi1Wnr+hWo8GBgYAEmSNPlYLBbe8yhcmgYot08hiO973/seAOCGG25I+f3DDz+M2267DVKpFAMDA/jhD3+Ira0t2O12vOUtb8HTTz/9xnD8lMvluO6663LWT2QyGWKxwtJAoVAIvb29kEqlOH36dM4wulBiYKv0XGiEs7S0hOHhYdTW1eMTX/w2ogKm0kqLTBjyCGAXAOBQE786B4WG6gpBoqSWhuqcPjH5IJHs3OTwsUDoam/hHN001lTmfB2Meh2a6qqQSJIYnZpNUYg+1Vl4R5tWo8bG5nbWv8ukUhxpa0IgGMHI1Cxml3a6GW9+1w34b+/Pbxctk8lQUlJCy9r4/X5sbGxgeXkZo6Oj0Ol0NPkYjcaCh6ETiQT6+/sRjUZx7Ngxeu/I1nbNHDqVSCT00ClJkvB6vXRKaXh4OGXoVK/Xc7q2QonD7/dDq9UKMsyeL1OgVqvx29/+lvd5CsWBIRxgZ8o11wsllUoRDrP3fPF4POjr64PNZkNLS0veDwBbwilU6ZkinExK1+nrUnWgzs5O/MtPn0H/qDCFfQA4dbgZ5wXSStu5M+ZPNjKpFPFYnHcX36Hmel5kA+x0tvGJskqtFrzWz+0aJBIC8URy1+e/3G5DhcOGbV8Ao9NzeC3DEGh5aQknrbS2hpqMZmx2WzGqy+wYnZ7HxYHU4dvGmgr8w19/quBNkTlhT8nauN1ubGxsoLe3FwRB0OTDRtYmkUigr68PiUQCXV1dGY8vdOjUaDSitrYWkUiEjszm5+chlUrpyMxisbBqiuCSUrvW3T6BA0Y4+XxCCqnhzM/PY2xsDE1NTaisrGT1GDbdZFyUnpl3XNk+hPF4HP39/fD7/Th16hQm51fw+C+eZXXdbFBmK0If39mW16FWKeEWaCDt+KFW3qk0tUqJtSxdcmxRbi9BzwC3iX6AkmqRIJnkVoPaIbsBEBIJWuqqYTTosORax/yyC4s53EUlEgJajTprq3M2dLY1ppANQRA40tqERDKJ/tEprKztfj01KiUe+urnoNPwbzVWKBSw2+2w2+1IJpPY3t7GxsYGZmZmMDg4CKPRCKvViuLi4l13/fF4HH19fSBJkrUqSKFDpzabLeXa3G43ZmZmMDQ0BKPRSEc/2SISrjUcoSKcg4oDRTj5wKYtmkkIR48eLchbIl+Ew1XpmXmXlelDGAqF0NPTA4VCgZMnTyIYjuDjf/0VLLvWUGEvQZnNimgsgYm5Rc5Dn3q1AoschjAzoa2hShD5mtrKMt4aZQBwuLWBt3yNQaflNNFPobm2AiPTmb1h8sFhK0YiQeLEkXaMzcxjeGqW9WNPdXZkHPDMBYvJQNd6jDotmuqqMbvkQu9w7ijp65//n2iqZXfzVggkEgk95EgNdlKNB9RgJxX9GAwG9Pf3gyAIdHV18bIMYTt0ajQaYTabUV9fj1AoRAuOzszMQC6X01GZ2WxmdXOZDde6NQFwlRFOPkKgWqoTiQQn6f9cTQN8lJ6ZH+x0bG5uore3FzabDc3NzUgmk/j0330bc0s7UvpMmRmCINBQVQ6r2QhfMIix6QXE4vlTgKcOCWc7UFPO0/HydUgkBAiSX70EeF0vjCfZnOrq4LWGxajH9CJ76wOVUoFKRyn0Oi18gZ25otc4dNY11lTuUqBmg0qHDYFACFaTEdOLLrzWnz/y/ejNf4Sb33VDwefiArVajYqKClRUVKQMdo6OjiIcDkMul9NpOSEGOwsdOrXb7SgrK0MikaAldyYmJhCJRGjJnUgkUnBLONU0cC3jQBEOGxO2bCk1SgLHbDZnbKlmg2yE5nK50N/fz1npmTo+fW1qSLSxsREVFRUgSRI/ePpX+M0LmeXBSZLExOwCrX2lUMjR0VANnVaDjc1tTMzt7j6rKLWiZ5B7qogJtUqJUDgiyFonD7fzTqUp5DL4g9w0yiiUFJkxMMLPb6fUVozhiez6Ywa9DnVV5VApFVh3b2Fqfgnjr8vitNRWYKSAiIaCSqFAOBL5/9s77/i2yrP9XxqWbVnDli3Jlvfe2xlOWiAhJECGHfZoGKWMQlNCXvgxCn0pBGighbw0DSRlFkpLS5yEBgIJ2SQhifeK7XhvSbZl2ZJlzfP7wzkHy/HQsiWH8/180gY5OueRLJ3rPM9z39dll2AL+TzkpCai5mIrFDa4VJNkJMXi5ScetHuMroDFYlFFBSqVCv7+/ggKCqIaO7lcLsRiscsaO6daeiNFaOLsh3Q1AMb2YMh9KZVKhcHBQZhMJgQFBdk0NlpwPIypBIG8cJMWOI6ugU7cwyHdqZubm5Genu6w+SZpxU7OcMZ7uGVlZSEoKAhmsxkl1XV4efvHMxztRwwGI6oamqn/5vp4IzosGDw/P3TJ+9EpV8KHw4Le4JoGT1dVpUWFyVDsgllSbobzpdQyqdipJtHc9CSUVFtvrIuEAkRFhILj5QV53wBaOrpRVnP5OeKjwqmgPHvJTku0uXcmKTYKfD8/qDVafF9SZdOsmETA88N7rz0LH+/Zta2fDoPBgJKSEnC5XKSnp4PJZCI6Opqy9lcqlaiqqoLFYqEcpYOCglxitT9d0+n4smsGgwFvb2+EhoYiPDwc5eXl8PHxoZb4TSaTleXOZCXh9JKahzFxD4cgCNTX16Ozs9PpiGnAWtDG9+4sWrQIAoHAqWOTlWomkwlVVVUYGhrC4sWLweVyYTab0T+oxsPP/xlGJ7ziRkb1qGn8McL457lpGNZokZ+dhlGDAcp+lc0xAxNxVVUag8EAh8Vy6nUCY4FmzpZSOxvM5i/gobG9C4Eif0SHysBis9Cr7EdbVy8GqqePVvDx5kBvNNrd3Q+MVeTNJDZcXx9kJMVD0T+IuuYO8Li+8PX2sktsAGD7i5vHUkjdhF6vR0lJCXg8HtLS0qxmCRODzYaGhqjKMnJznxQfR0qbJ2Lr7Id0LOHz+QgNDQVBENBqtejv74dcLqdC1yZGTms0GlpwPInxgmA0GlFRUQGdTueSiGny+BaLxcrpeabeHVshQ9iqq6vBYrGwePFiqkmNIAhsfmU7OqfJibeXlNgInDxXdtm+ka+PNyJkwfAX8MBkMjGsGUFHrxxD09jn+/p4Y8BFVWkZCdGouOBcqfdYNZjZqVJqfwHP7igFXx9viIR8+HF94S8UgMvlorG1E529CvSrhuw6Vlaq7TOU8fD9fNEt75vy5zERYRAHBqCqrsnK6DVEHICLbfY5lj+24WZcf/Viu8foKkZHR1FSUgKhUIiUlJRpl6QYDAaEQiGEQiGVp0MWHrS2tlJLc2Kx2ObS5pmYavaj1Wqh1WrBZrOpmG1yXyoyMpKamfX396O6uhptbW344osvMDIyYuXmPBvs2LEDb7zxBnp6epCamopt27bh5z//+ayeczweJTi27OGYzWYMDw+jrKwMfn5+yM/Pd1lkAYvFwtDQEM6cOUM5PbvS7qKmpobqCSI/nACw859f4tuT51x2ngABD3KFctILsm5Uj/rmtsselwQGIEQSBK6vD0yXZlztXXKYLRZkJMU4vTEPADJpEGovXn5ue1mYler0Ulp8dMSkxQ8ioQCSoADweX7wYnvBaDJhWDsCed8AVOohdF2ynVmQmYpjP5Q6dO7M5HiHxAYYS2ita7GuhuN4sZGZkoghzQjqm9vR3GG9TJcSG47aJvsq6BZlpeK5R+9xaIyuQKfToaSkBAEBAUhJSbF7dkIub4WGhlJ5OuS+j06nmxW/N2BsRlZVVQWZTIagoCDK721i06lYLKZmZhKJBFVVVfjss89w9uxZlJeX48Ybb8SaNWuwYMECp8dG8vnnn2PTpk3YsWMHli5dip07d+KGG25AbW2tza0jzsIgPCVAAmPLWNP12RiNRhw+fBgsFgtRUVGIi4tzac16eXk55HI5EhMTKadnV9DT04OKigqEhYUhJSWFEhsmk4niqjoUPPKs09VaJARBID0+EpUONAJOhM1iIT87DRqtBhwOByzW2B6X3mDEsHYEg8Ma9E/TqT6RhKhwNDS3OzWmqLAQdPUqHF6S8/XxRmpCDEYNRvj5+oLJZEBvMEI9rEGvog9aG5ytQ8RBGB7RQTNif4l6gIAPBouJgUH7ZkQAsDAzBefHNX5KA0UQCflo61FiZIpijkiZGB09fbDY8TUPChDi8KdvI0Ti2qBDW9HpdCguLkZQUBCSkpJc3pcy3u9tYGDAZX5vIyMjKCkpgUQisTIGnth0Ov6SS86SmEwmNmzYgLS0NCQmJuLrr7/GyMgI9u3b55LXDACLFi1CTk4OZXsDAMnJySgsLMRrr73msvNMh0fNcKaDIAi0trYCAJKSkhAeHu7SYzc0NEChUEAgECAqKsplx21sbERbWxt8fX0RFBREbTQymUwMqIfx0O/ecJnYAMDizGScKalwybGEfD/UNDRiYHBqUWGxmAj0F0Io4IPn5wuOl9el/SriUr7MKFRDQ4gNl41zAnDsAjJWljo262AyGfDn88Hj+cHP1wc+3t7w8mKDxWQBIGCxEDCaTNAbDBjRjWJYO4KhYQ28ORy0dvWiz44qLesxMOHvL0CPg27SURGySQsIZiJYHIjaxlawmCxkpSZAbzCiuqEF8oGpfzd8ri/UwyM2iw2bxUJuehKe/fUGt4mNVqulLtqJiYmz0gQ5G35v5IxsotgA1ns/5ExnsqbT7u5uLF26FBs2bMCGDRtc+prJwotnnnnG6vGVK1fi9OnTLj3XdHiU4Ez14Rq/0Q6AKkN0BeOdnmNiYlwW6Wo2m1FVVQW1Wo1FixahpqYGBoOBEhuCILDxxbfQrZh6Pd5ekqLDrULHnEUmEaGqbvqSYbPZAkW/Cor+qd+3cJkUZeOCyJhMBlhMJlgsFlhMJpissWUGFpMJJoO8uySAS1ZAbDYbbC82YiPC0NDSAZ6fHzTaEQyohzGgHrbrNaUmhqKsZvoN/elYnJPmUEgZACxywO8MGPteRIfJwGAy0dDaiZLqmQWLwQACBH5o75358xUWLEG4TIq65nbctW4lluSk2z1GV6DRaFBSUoKQkBDEx8fPScf9ZH5vSqXSLr83ckYmFosvE5uJkOIzsen05MmTKCsrw/Lly2fldfb19cFsNkMqlVo9LpVKKSfpucCjBGcySIt+DoeD/Px8nDx50mWpnxOdnpVKJfr7HY8kJiGLDsYXB/D5fFy4cAFdXV2QSCT4z6FTOHymxAWvYgwhzw99/f0uSRYFgPzsVJfMlDhebOj1eqvqKPJLZs+yWHiwGCfOlTlsHQOQF3zHK9sSoiMn9R6zhdBgCSpnEO+JyCRBiAyVgevrg6Nny+yKbshKikPZNP1FYzOleBiMJlQ3tKBL0Y+N99yMO9eusGuMroIUm9DQUId63VzBeL+3mJgYm/zeyMKGoKAgh2ZkTCYTZ8+exZ133om3334bjzzyyCy9ujEmjm8mf0dX49GCM5kbsytC2Gbz2Gq1GqWlpQgMDERqaiq1dpuQkICoqCj09fXhyOnz+PP7/3b6NZAQBIGIkCBUONFPMp6k2EiXzZRiwkNQ56DlCwnX1wdmguGU2ESEhjjVb+Pr442RUfsaLUmYTAZ4fjP7nTEYTCTFRiJAIECPsh+tnT0IFAXgXFWdXWKTGhc1pdiIRf4IDvRHW48SpTU/7vOtWb4Ez/3atcs4tjI8PIySkhJEREQgJibGLWOYjJn83vh8PkZGRqgsIEcu3OfPn8fNN9+MLVu24JFHHpm1i39QUBBYLNZlsxmFQnHZrGc28SjBId9sgiDQ1taGixcvXubG7KwoTOf07GwUdG9vL6qqqhAbG4uoqCjqTp6sTPHx8YE3l4c/fbzP6aCx8eRnJuO0i/Zt+H5cqFQql8yUEqLCnBYbAEhNiHXKTseLzYaXFwt6g+NeculJCQ7ZyADAoqx0nJlCwP24vkiKjQKLyUJDSwfqmn4sqpAE+qNL3mfX7yI4SIS2HmubHQaTiazkeFgsBKoamtE3aL0MGRsmxR0rFqC+vp5yRHbUo8xeyBu0qKgom1Ip3cVEv7fBwUGUl5eDzWajr68Pp06domY/tr5/ZWVlKCwsxPPPP4+NGzfO6kyDw+EgNzcXhw4dsgpYO3ToEAoKCmbtvBPxKMEBxvY+amtr0dfXhwULFsDf39/q586kfs7k9OyomI13JMjMzIRYLKY2BZlMppW1zaYtb0PuZHzxeBKiwnC23EX7NgSBuEiZ1X6Lo4iEfPQonX+dCzJTnPZuy8tMttvgcjw5ackOi01iTMRlkQWhUjEiQoOhGRlFXWMbSifZk2GzWPAXCtHQYntVnxebBT+uL3ovfb4kgQGIiwpHY1sXyqeY8YQFi1H07h/hxRyLX6+rq4PBYLDq2HdVUNpEyITfmJgYREZGzso5ZgO9Xo+amhqIxWKkpKTAYrFY+b0ZDAarwoPJ/N6qqqqwbt06PPnkk/if//mfOVnW2rx5MzZs2IC8vDzk5+dj165daG9vn/VlvPF4lODo9XqcOzfWj5Kfnz/pB91RUbDF6dmRY493JCDjpScTGwB48e0PcOyHEqTERUDA46F/UI2LTkRHC3hcDA4OuqzKbXF2qkvychgMBiRBgahzwCNsPKHBYtQ2TO1RZgvRoVKnxCYoIABN7fY1iJL4enOg1elhsQAp8dHwFwjQ1TsWOdA9if3/ePIykvGDnQUG2amJOF95AZnJ8WAyWaisb4KybOpj8Li++OTPLyBYPFaEExgYiMTERGi1WiiVSvT09FAb52KxGGKx2CUd+8CPprXx8fEurTidbUjnA7IZlbStIsWFfP/6+vogl8tRX19P+b0NDQ0hLS0NTU1NWLt2LX7zm9/gueeem7M9lNtvvx39/f146aWX0NPTg7S0NHz99ddzKvYe14dTV1eH6OjoKaekJSUlEIvFdjUqjXd6Tk9Pn7JRVKPR4MyZM7juuutsOq5er0dpaelYlkhWFjgcjpW9xfgP0sdFB/DUH7dfdgwh3w9xkWFgs9jo6FHYPCsgCAJZidFOVVyNJzYiFB1dXS5JF83PyXDanZrFYiI20rm+nQAhH0wmE/3TlHXPRHpSvFWypq0E+guQnZ4M9ZAWDS0ddsVO52Uko7jKvlnm4qyxJuWWrl702vAZYrGY+PTPL2B5fu60/85gMFA9K/39/VTTIrlx7sjSGxmMmJCQMGN4oSdhMBhQXFwMgUCA1NRUm4RivN/bXXfdhe7ublgsFqxYsQIffPABJBLJHIzcc/AowQHGLuLTUV5eDqFQaPN6rz1OzzqdDsePH8eqVatm/DANDQ2htLQUAQEB1IdvfDfx+OcfP1eGOx7/vU0zkUB/PqLCZCAIoLGtG8PayS1nEiOkuNDkXBMlia+PNwKFPHT22G6xPxWpCTGovdji9B7VmGg5t1SYlZrgVKFAfk4GztjoCCCTBCEsRAoGk4keRR+CxYE4b4Pt/0SiwkLQ2zeAURuzi1LjoyEVB+JUSTUMdsSvb/1/j+C+m2+0a2zjl46USiX0ej21dCQWi21aeuvr60NlZSWSkpIgk8nsOr87IcWGz+cjLS3NoVlJQ0MDVqxYgZiYGFgsFpSVlWHBggV4//33kZqaOguj9jw8akkNcF3qpyNOz7aGJ5EiFhMTg+joaMq4jywOGE9DSzseeOY1m5e9+geH0T84NmthMpmIjwpDkL8Ag8NaNLR0wmyxID4yFBdbnLeIAQAQBNLio3DewT2K8fgLeFD0qZwWm7TEWIetX0gWZ6fhBydKoGMiQlEyzV5WZGgIQqRBMJsJtHf3oqdPhZ4+FfXcyrrmKZ87FX5cH5jMlhnFhu/HRURwEAa1oxjUjKBbOWCX2Dx0xzq7xQYY+zyShpMJCQkYGRmBUqmklo78/PyopTeBQHDZRVmpVKKyshIpKSkICXGfIai9kE2TPB7P5pnNRFpbW1FQUIA77rgDb7/9NphMJnp7e3HgwIF5JbzO4nEzHIPBMO0F68KFC2AwGEhKSpry34zfV8nJybHZ6dlkMuG7777D8uXLJ7U2JwgCLS0taGpqQnp6OqRS6ZT7NQDQP6jG9fdvRluXaxqruD7eSE+MhQ97zKWgW9431jHvxBrwwoxknHNR0UFWinMzCmBMtLzYXlA66AQAAJFhwehVDjhclcZmMREkCkDvJQFhMJmIiwyDWOSPUYMRLR3dGBzSTPpcPs8PfD/utAabU5GdljitC0FKfDRgsaChvRtmswUCnh+EfD8qoM8WrvvZAnz8+nMur0IzGo3U0ltfXx+YTKZVz8rAwACqqqqQlpY2p2W4zjJZNIK9dHV1YeXKlVi5ciXeeecdl/ozzjc8boYzEywWC8Zp7uaccXoeP8OZiMViQXV1Nfr7+7Fw4UIIBIJpxUZvMOK+p15xmdiQxxxSD+KHcRk4/gI+wkKk4PO4MJst6FMNob1bbpPtfYRMgqo61/TuLM5Od0l8QXR4mFP7Ul5sNlgs50qgF2SmoX9QDUmQCBrtCHqUKjS2daFxkoC7icSEyVBhZ4MnAOTnpE+6fCfg+yE1PgZd8j6rJVQ2i4WwYDFqG1ttPkdaQjR2vvzkrJQ8e3l5WfWsDA4Ooq+vD01NTaiqqgJBEJDJZE7HfMwlRqMRpaWlTolNT08PbrzxRlxzzTXYsWPHT1psAA8UHFuW1EZHJzdYJMssHXV6JpfEJlaq6fV6lJWNdXrn5+dTxQFTiQ1BEHjilf/DWRcsU40/Zk5yLM5NuKgPDg1jcMi6r4LNYiEmLBiBAWMpg4NDw+iW92N4nNmkF5sNFgMuSfCMjQxDSZXzqaJjouVsxk3ylD0v42GzWAiWBEHkLwTX1wcMxpiJJ9+Pix/KaxwqnsjPSXfI9iY1PhpnJ5R+J8VGQcD3Q8WEmAGS7NR4u/aIMpJi8fHrv4Mf1/lI5plgMpkQiUQQiUTg8/mora2FTCaDTqfDqVOnqKotsVg8pV2MuzEajSgpKYGPj4/DYiOXy7FmzRosXLgQf/vb3+ast8mT8TjBmYmp9nDI1M/4+HinnJ4nlkaTXdD+/v7UZiH588nEBgDe+uBzfHHgqEPnn4r8zGScKS636d+azGY0t3ehud36jjwowB/iQH94sVlgMxlQDWkQIg7E4LDGYeHx9fGGwWh0OlAtKkzmdMVdRnK8ldgE+gsgDhSBz/O7lFMyAjBZGBzSQNGvQmdvHzrHeY2Fy6RoaOlwSGzSE2MdEpugAH/09A3AYrGAx/VFWmIs5P2DqG+ZumE2PzvNpmIGvh8XKQmxMFss+MsLGyGTzq0hZ1dXF+rr65GVlUX5H46v2iovLweAy+xi3A05s/H29kZGRoZDYtPX14e1a9ciLS0NH330kcsiVOY78+5dmCz1s6GhAR0dHS5J/Rw/w1EoFKioqEB0dDRVWUIut031Idx36CT+uPMTp8YwkczEGPzgAieBPtUg+lSDY55iE2YBPhwv+Av48BeMOTB7ebFBEGMx1toRHVTqIfQNDF7mPJyeGOdwUyQJx4tNzTBmwtfH+9I+ie+YcwPHC15ebHixvUAAyE5LxuCQBr3KfvSrtehX21aOzPX1AZPJtCmeYCJBAQI02bDcNhEWk4lAkRAEAcRHRaCyvglnK6afKealJ80oNomxkRDy+aiob0ZTRw/2/vUlxITP7cZ0R0cHLl68iKysLIhEIurxiSmdarUaSqUSzc3NqK6upnJqxGIxuFzunI4ZGBObsrIycDgcZGZmOiQ2KpUKBQUFiIuLwz/+8Q+PEFFPweOKBkwm07TNlz09PWhra8PixYutnJ5zcnJcEs964sQJJCcnQ6PRoLGxEWlpaQgODp52CY2kpLoO63/9rM0lrbYQJQuGQi6HVmd/9spkpCbEoK6pxeFmUZG/ECJ/AXhcLsSBAdBoRwAwwGAABMaCBwiQ/wNqedRCWAACsFwKpCII4tLfLRCLAqAe1oLFZoHJYMJCjAm7wWjCqN4A3egohrU6DGu0k86kWCwmEqKjcMGO/YyJ5KQnORQb4M3xQmiwBM3t9qVpivwFyElLQmuXHE3ttolVcmwkGtu6Jn0PxmYzMZD3q9F6ad8w0F+A3X/5A5Jj5yZci6S9vR1NTU3Izs6+zClkOnQ6HZRKJZVT4+vrS/X8+Pv7z/r+h8lkQmlpKdhsNjIzMx1aAlOr1Vi7di2kUimKiopckhZ8JTHvBEehUKChoQHZ2dmU03NWVpbL7iK+//57eHt7Q6PRUBVu5BLexP6a8XT0KLDq/icczlmZjAABD95MoMdFEQYyqRha3QjUU1RY2UNCdATaunptmpVMx4KsNJyvdM66ZnF2hlN7P/m5jj9/QYZ1KNp0RIUFQyoOgmpIA5FQcNm+zXSEBUswrNVCPWw9Y0uKjQKfz0NlfbPV78Kfz0PR9j8gNT7K5nO4gtbWVrS0tCAnJwdCodDh45hMJsqpua9vzE+OXHoLCgpy+azBFWIzPDyMgoICCAQCfPnll7NmCTSfmXeC09/fj4qKCqrqhXR6dgUGgwHHjx8Hh8PBwoUL4e3tbRWYNpXYDGtGsObBJ3GhyUW9MRjzxYqVSXCh0TlrFxKurw/Egf5o6+yZ+R/PwFgHP8uutM/JSIiJRGtXj1PuBguz0nBukk11W8lIikO1g42qY0uTUy8ncn19kBgbBSaTgeaObqguCX1ceAhaOuU2B6P58/3gx/VF16VSa74fF6mX9npaOi+vghTwuPji7ReRmRRr92tyhubmZrS3t9vVimALBEFgaGgISqUSSqUSWq0WQqGQKjzgcrlOFR6YTCaUlZWByWQiKyvLIbHRarW46aabwGazsX//fpfEVl+JeJzgzBQzXV9fj5aWFqSlpbnUFoPM4zCbzYiLi6Oy0IHpZzZGowlP/nE7PvvyoMuqbQiCwILUeJx3onFxIlkp8U73yAAAm81CqFTidLm3KEAIFpsN5TTBbTORGBOJlg7HBUsmCcKIXn/ZrMGmc8dGoqm167Ly89Dgccacze2XLX/FhsvQrei3ednVi81CbGQY6prappzNjIfH9cW//+/3yE1NsPs1OQrZZN3R0YHc3Fzw+fxZPd/o6KjV0pu3t7fDEdFms5lqo3BUbHQ6HW655RaYTCZ8/fXXs/765zPzpmiAdHru7e0Fk8l0qdgolUpUVFQgMjISarWa2q8Bpi4OAMY+rBtf/BN2f3MUAUI+4iLDwWAy0dLZgz4n7v6XZCXj9Plyh58/kbFyXedNOQEgOzXZaVcCNovltLmnKECIgcFhh8XGm+MFLtfXoahokb8AA6ohmMxmsFgsJMdFgs/joVOuREePAl1TeJlJgwIwpBmxa48vLy0JBIOB6Mhw1M1g9Mr19cE/33x+zsWmsbER3d3dyMvLc8k+6kz4+PggPDwc4eHhMJvN1NJbdXU1LBaLldP1ZA3cJGazmQpWc1RsRkdHceedd0Kn0+Hbb7+lxWYG5sUMZ7zTc0pKCs6ePWuT39lMjM/dSU1NRUhICBVlHRoaColEMuU6LEEQ+J9X/g+f7Dkw6c+DgwIQGSqDzmBEQ2uHzXsdWUmxKKt0Xf/OwswUp6vISFzhbwYAi3LSHYpaJnFFkcDCzFScd6B3iMlkICc1GQwWExaLBXUtHdCOzFzQweP6QiwKQKuNS5oyiQjSQBFqW7ttq97z5uCzN5/Hkuy58+QiK0Tlcjlyc3PdvoxEEASGh4eppTeNRgOBQEAtvfn5+VlFhZSXl8NisSAnJ8chsdHr9fjFL34BuVyOQ4cOXRZ3QnM5Hic4FovFyklgotMzQRA4fPgwVqxY4VRtu8ViQW1tLRQKBbXBaTabodfrIZfLoVQqMTg4CD6fT2Wek18ogiDwwps7sfOzPTady5vjhYSYSPD8uFD0DaKpo2tSsYwJC0F3d7dLmjGBseTO5vYuu3y2piIjKR7VDc1OB7Mtyk53uiHW6SKBnHS7rP9F/gJEhcng5cUGh8PByWL7ZossJhMpcVGoniFqgezD6e0fhDQwAGdtbOz04XDwyZ+exVV5GXaNyxkIgkB9fT2USiVyc3PdUsI8E6Ojo1ZO1xwOB2KxGCKRCO3t7SAIAtnZ2Q5dR4xGI+655x60trbiyJEjVJ8RzfR4tOBM5vRssVhw8OBBLFu2zOGSQ4PBgPLychiNRuTk5ExZHGAwGKBUKqFQKKgyTYlEgn/sP4Ltn+x2+DUGBggRExEGBgNo6ujBwOAQREI+2ITZZeFskiARTCYTBpyw5icJC5ZCrdFgWDO5c7WtRIRI0KUcgNkJ0VqYmYZzTgSyJcdF42Jbx7Rl4WEh0ktNkgx0K/rR2TvmVZafnYYzDszMFmWk4Nw0lWxxkWEQBfijsqEFo3oD8rNTcKbMttfI8WLj463PYPnibLvH5SgEQeDChQsYGBhAbm7upNlSnobZbKYaTnt6eqiqN4lEgqCgILuuJSaTCb/85S9RV1eHI0eO/OQiBpzBI/dwpnN6JgXBZDI5JDgajQalpaXg8XjIzs62chaYWInG4XAQGhqK0NBQqkzz7Y8+x65/f+XU6+tXqa0qvJJioyAVCTGi08GP64u2rh6nQtV8vDng+3HR1OZ8vLMf1xdMFtNpsZEEiaAZNTglNokxkU4VPgSJ/KEYUFm9t6QxZ2CAEAajCa1dveiU96FzgvlmXnqSQ2KzJDsNZyapZOP6eCNCJsGokUBjpxzoHIuGyM+yXWyiZGLcfu1C+HMIdHR02BwR4AwEQaCmpgZqtRp5eXnzpvSXxWIhMDAQnZ2d4PF4SExMxMDAALq6ulBbW2u19Mbj8aZcrjebzXjkkUdQU1ODo0eP0mJjJx4nOGazGZWVlVCpVFi0aNGk5ZUT3QZspa+vD+Xl5QgPD0d8fDwVKwBMXxxAnvOr4+ecFpuJeLHZYDMIHDtz3uqx2MhQBPoLwWQyMaQdQXtX76Umy5kgkJoQ4xJvM4CB+KgIp6vbvDleEPD5aHRCAAP9BRhQaxwuEmCzWAgS+aOtsxdpibHg8/ygGdGhqa0LFy/9mYqUuChUOhDCNuYKYC02iTER8GKz0dDeg7o260q//KwUnJmhxJvr64P1K36GDQXXISs5looI6O3tRX19/aykc5JYLBbU1NRgeHgYeXl586qp0WKxoKKiAgaDATk5OfDy8oK/vz9iYmKg1+uppbfW1law2Wyq6k0kElH7O2azGRs3bsT58+dx7NgxmyJPaKzxuCW1wcFBVFdXIyMjY8oP9LFjx5CZmWnXJl1bWxsaGhqQkpICmUxGic10/TXj+dd/D2Hji3+y+Xy2wGQykJkQg9Jq28RBJhUjWBIEHw4Ho3o9uhX96FX0WY1/SW4GTrvABmfsWJk4XeJ8dduCrFSbmyMnw5EiAY4XG8GSQAQIBfD19gb3UmRAU3u3TU7aJBEyKQaHNRiyc4aXEheFxtYxV4CxvZk4yAcm75sBZhabzKRY/GLdCqy/7mfg+02+X0KmcyqVSvT398PLy4uyiRGJRE71q1ksFlRVVWFkZIRahp4vWCwWVFZWQq/XU2Iz3b9VqVRU4YHBYMBHH32EzMxM1NbW4ty5czh69OicxjJfSXic4BAEAb1eP60InDx5EklJSTb5plksFtTV1aG3t5ey2rDFpmY8X353Eg8++6rTG+bjIQgCC9ITne61EfJ5CJcFQ8Dzg6+PD+R9A1APDUM5MOCUC0BeRgqKnRAJkvxc21MzpyIlNgq1E9JNmSwmgoMCEegvBJfrMxZbYTJhWDuCfpXaqix9SU4GTjswBpG/AN4cDnqU/XY9L0ImwaBagxCpGP4CAbU3MxWLs1ImdYTmcX1x08qf4xfrVtjdxDnxwmk0GhEYGEjduU9XLjzZsSorKzE6OoqcnBy7nutuSKHU6XTIzc21y6GArHr74x//iE8//RT9/f1IS0vDzTffjDVr1iAnJ+cnHzdgLx63pAZgRhGY6Og8FUajEeXl5dDr9Vi8eDF8fHzsFpuDJ8/i4edec7nYLM5MwQ+lzs9E1MMaqOsbkZ4Uj+LKC1aNhkI+H4EBQvB5fvD15oAAMDw0BIPJBKPZgn6VetJluriocFTV2b+ENJGMpHi77FtIfLw54Plx4efriwhZMIa1I8hIioVer8eowYiRUQMGhobR0zcwYx/NgowUh8TG15sDkb8QjW2ddj1PJOQjJjwcHZw+NLT1AJi+DHpxZvJlYpOdEo8NBStQeO1Sh+MExqdzJiYmQqPRQKFQoL29HbW1tVad+tOVM5vNZlRUVMBoNNp9wXY3zogNMHYdIvdzvL29cebMGVy8eBH79+/HW2+9hWPHjiE7e/aKNU6cOIE33ngDJSUl6OnpwZ49e1BYWEj9nCAI/OEPf8CuXbuoLYi//vWvHh1X7XEzHGCsvn06zp07R23mT4VWq0VJSQn8/PyQkZFhJVLTOQeM5/vz5bjjt8877Rc2kaTIEJfa4CRER6JLrsSIA07Hfr6+CBQJIeTz4OvjDW8OB0wWC3qDcczuhTLZJGCxELBYzLBYCJjJ/zebYTaPLU+azGaYzWYYTWYIeFywLn3BfTgccLw58GKNmXOCwYCFsMBsHjPo1BsMGNHpodXpoNGOUPs0aYmxqGtqs2sJbDxjz2+3+/kMBgMZSXE2B6lFhgZDJpXAZDajf1CDFht7bRZnJuOHS+7QfD8ubr3+Kvxi3XWz7n9GduorlUoMDAyAy+VSS2/+/v6X9aqYzWZkZ2fPO7Gprq6GVqtFbm6uQ7MygiDw8ssv46OPPsLRo0eRnJxM/cxgMMDLy2tWs3wOHDiAU6dOIScnBzfffPNlgrN161a88sor+Oijj5CQkIAtW7bgxIkTqK+v99gG1HkpOCUlJRCLxYiImNwFt7+/H+Xl5QgNDUVCQgIsFgvllWWr2JyvrMUtjz7r0EV8OvKzUnDaxlwbW4gMk0E9pIF62HlDTj7PD0Eikc0XzKnwF/AhsDP6eCKxEaHo7RtwKC4AAGIiQiHvUzn0/EVZqdPOzLw5XkiOjYaPrzfauxXoUQ5AyPNDYIAQzR22vXeLMpNwtqIOC9IT8Yt1K7B2+RL4+c59xRdZfUlaxQCgsmk6O8dmd472qrgLV4nN1q1b8c477+DIkSNIT0+fhZHaDoPBsBIc0kty06ZNePrppwGMXTelUim2bt2Khx9+2I2jnRqP/BTZkvo51ZJae3s76uvrkZycjNDQULuX0ACguLIWb7z7d0SFBqO+ud2pUt7xLMxIcqnYhEiCoBvVu0RsvDleCA0JRp2TMy9fbw6k4kA0tLTP/I+nQCYJgmpY47DY+PP90K9SO/T8qaKeZZJARITKoNMbUNfcgYpxTZwCnh+CAoRoslFsfp6bjsSYcGx98uE5jw6YCJvNtsqnGRwchFwuR21tLWUT09PTMycl166ALNvWaDTIy8tzWGzeeustbN++HYcPH3a72ExGS0sLent7sXLlSuoxb29vXH311Th9+jQtOK6EzWZfZn9jsVhQX1+P7u5u5ObmIiAgwCGx+e77s3jgyZcwcinG2tebg1CZFAH+/uhS9KPbwaiA3LSEy+KhnSHQXwg2i41epeOzCBImk4nkhDiU11506jgsFhMJsZGodGL/x5/PA5PFwoCdG/UkfJ4fhAIB2rrldj93fLgZi8VCSlwUeH5+6Fb0o71HgZ7+ocueI+D5QSzyR5MNeTiLM5Nx99prsXb5Evj6eF6VF7ln0dDQgICAAMTFxWFgYOCykmuJRDJtr4q7IMVmeHjYqZnN9u3b8ec//xnffvvtrO7ROENv71i1o1QqtXpcKpWirc11y/WuZl4KzsQZjtFoREVFBUZHR5Gfn+9QcQAAfPHVd9j4v6/DZPrx2Dq9AY1tXcClPo2wYAnCZFKMGkyob26DzgYjxsykOJRXXXDIAn8yeFxfBPgL0WTnhvZU5GY4V7ZMHSct2SF/MhIfDgcSsQgN08QrT4cXm4XwEClqHfBYS4mLRreiH4uyUmEyE6hv6UB14/SzND6PC4nIH43TiE2AgIfbbrgGvyi4DglRrjOcnQ0MBgMVrUymXQoEAkRFRVmVXLe1tcHLy4sqOrDXoXk2IAgCtbW1VEOqI2XbBEFg165dePXVV3HgwAEsXLhwFkbqWiZe2wiC8LgbgfF4pODYsqRG2t+MjIygpKQEvr6+WLhwoVVTqD1i8+6nu/HCn3bM+O86exWU1YkXm4202Ejw+TzIB1RobusCJpwvJS4KFy42OrzxPREvNgsiocBlYpOfm+V02fLYcZzzN2MyGUiMi0TFBds26icjIzkBJdX1Nv97HtcHoVIxAgP8IVcNoadfjZ5+26yA+H6+kAaKxm5GJmFJTio2rLsON169CD7enl9GbDAYUFJSAi6Xi/T09MsEhMPhQCaTUT1spE1MTU0NTCYTVXQwG+FoM0GKzeDgIHJzcx0Wm48++gj/+7//i/3792PJkiWzMFLXQTad9vb2IiQkhHpcoVBcNuvxJDxScGaCxWJBp9NhYGAAZWVlkMlkSEgYs2S3txKNIAhs+cv7ePuDf9o9DqPJhOqGH5ePRP5CxEaGAWCgsb0LQQFCtLZ1QO+iyGkWi4nUxHhUuCDXBgDy87JwptQVYpPulNgAY30/znikje29TG89EyELRogkCGAw0K0cQGevEqMmCyovtkKrs90wle/ni+CgwMvcCfhcH6xfsRSP3FWI2AiZQ6/DHej1epSUlIDH4yEtLW3G2QqTyaTs/5OSkiiH5ra2NtTU1MDf358Sn9l2kCZ93VQqlcNWOwRB4B//+AeeeeYZ7Nu3D1ddddUsjNS1REdHIzg4GIcOHaKW/cgAya1bt7p5dFMzbwWHDExLTEykcjEsFgsYDIbN03uTyYz/2fImPtv7jUvGNTCopswyE2OjACYTqckJYDEZUA8Po72zx0Z7msnJSUtBsZNxzCQLs9NdIjYLMlPwwwwX+pnIz5ncb8xWFk/iV8Zms8dMMf0F0BmMaO2So0MxgA7Fj307cREyKAfUdokNj+uLYHEQLrb+OMNclJGIRUmR2HDzjYgID3f4dbiD0dFRlJSUQCgUIjU11e7lGAaDAYFAAIFAgNjYWKuS64sXL4LL5VJLb0Kh0KXLPQRBoK6uDgMDA06JzX/+8x9s3rwZX3zxBZYvX+6y8TmLRqNBY+OPM/6WlhaUl5dDJBIhIiICmzZtwquvvor4+HjEx8fj1VdfBZfLxV133eXGUU+PR5ZFTxczTRAEiouLqQ+ZSCRyaL9GN6rHw89swYFjp105dABAelI8mjp7Ji2pDpWKESwWgePFhnZEh87uHpuimvNzMvGDi4oOstOSUFHnfNRARlI8LjS1OrVcuDBzeiflmchJS0JZ7UXweVzEhIeCy/XF4JAWTR0908YyxEXIoBgYtMuyhuvjjbBgMRpax2avd65ZjmsXpEE3NICMjAwEBQU5/DrcgU6nQ0lJCQICApCSkuLytf/JSq5J8RGJRE6VWpNi09/f75Rj9Z49e/DQQw/h888/x5o1axwez2xw7NgxLFu27LLH7733Xnz00UdU4+fOnTutGj/T0tLcMFrbmFeCYzKZUFFRgaGhIXh5eWHp0qUOiY16SINfbHoeP7ggTGwiOekpqGpovixaeDoCA4QIk4rB9fWBXq9Hj1yJbvmP1WdL8rJwxgWeZgCQEBOJ1m4FDE42syZER6BTrnQquycrOR6V9U2w2PERZLPZCBYHIkDIh79AAKPZgt4+lV1VaXGRoVD0q+wSG19vDoL8BQgQ+KFw2SKsXb4URqMB7e3tyMrKmnfhW+TeJ7ksNtsbzWTJNTn7GR0dhUgkopbe7JmdjM/iycvLc1hs9u/fj/vvvx+ffvop1q9f79AxaOxj3gjOyMgIVUETGhqK5uZmLF68mKrKsPUL06vsxx2PPYOahmaXj3tRTjrOV9W7xAaH58dFhEyKUKkEGu0I9AYDNFotBgbV6B8YdKjiLTxECuXgsF0Rx5MRFizBiF4PlXrY4WMkREegpbPnMmHmeHkhWBwIfyEfvj4+YLGYMJrM0IyMon9QDeXA2GwwNS4KzV1yuwXPEbEJD5Hg/ptuwOprFkHE50KhUKCrqwsGgwECgQAymWze9KkAP7pwSKVSJCQkuKWqSavVUuKjVqvB5/NtigcgU0YVCoVTYvPNN99gw4YN+OCDD3D77bc781Jo7MAjBWdizLRKpUJpaSlCQkKQmJiIoaEhnD9/HsHBwZBIJAgMDLRp36a5vQu3/fpptHU510k/Gfl5mU7tQ0zGkrzJK8jYLBb8+X7g+nAQGOAPH28OLBYLDHoDhjRaDKgGLwteCw2WQGcwYWDw8l4SewgU+cOb44Uehf19MlxfH/D9uAgQCABY4O3tDa6fH4wmM4ZHdOhTqW0aX1p8NBo7euwWzrjIMfeB4Rn20ThebORnpWJ5fg5W5OcgNkJGXQDJu2uFQoGUlBTqwkmmw5J9KuPjjD0Jcu9TJpMhLi7OI8Y4mcv1ZCXXBEHg4sWL6O3tRV5ensMpo0eOHMEdd9yBd999F3fffbdHvAc/FTxecMiApISEBERERMBsNltNzxUKBUwmE/VFDwwMnDSfXDOiw/pf/Q/Ka20vm7WV/CmEwalj5mZM6iBsKxwvNsQif/gLeBAJBCAYDFjMFhAAQBAAAyAsBEymMS8zo8EAo8l0qeiCBSaTCQthgclkHvtjNgMgIAuWYmhYA443B95eXmCz2WAyWWAwAAKA2Tz2HL3RCL3BiBHdKLS6UWhGRmGxWBAeHAS1Roshrc6h15WWEIOLbV12+9vFR4aidxqxCZMG4doluVi+OBs/z02f1DSTjCUny2/H312TF02FQoH+/n54e3tTn8nx/mTuZHh4GCUlJQgLC6MSdD0Ns9ls5XJNllwHBQVhaGiImtk4KjYnTpzArbfeiv/7v//D/fff75HvwZWMxwqO0WhEQ0MDOjo6kJWVhcDAQEpsxi+hEQRBfRDlcjkMBoNVdOz4jUmLxYIjJ0/j68Mn0dQpR3FV3bQbyzPCYGBRdrpDjshTHpLJxMLMVKc20scTGiyG2Qyno6v5PC5CxEFoaHW8/yciRIIB9RA0DlrWZCTGoq6l0+7f2WRi48VmY1FmMq7Nz8a1+blIiAqb9uJDOg+T/lzT9XqYzWZqs1ypVAL4cbN8qhui2WZoaAilpaWIiIhATEzMnJ/fEch4gIlLmMHBwRCLxXaLzunTp3HTTTfh9ddfx8MPP0yLjRvwSMEhm9A0Gg1ycnLg5+c3qdhMhCAIyoZdLpdDp9NBJBJBKpUiMDAQFy9exMDAALKzs8Hn86HV6XC6uBJHTp/HkVPn0Nw+derjRNgsNjLTEu1qNLTpmKkJKK1xTZ9NVGgItDq9VTaMI/j5ekPI56FbqXL4GBEhEvSr7StBHk9mchwuNLXbnfgZHxmKHuUANCM6yCSBWL44B9fm5+CqvAzw/Gxb/yddk00mE7Kzs+2yTJk4G9fr9QgMDKRuiOYiW0atVqO0tBTR0dGIioqa9fO5EoIg0NTUhK6uLqSnp1NLmKTLta0l1+fPn0dBQQFefvll/OY3v6HFxk14pOB0dXWhubkZmZmZ8PLygsVisbsSDRjbmFQoFOjt7YVGowGLxUJMTAxkMtmkX/SWjm4cPX0eR06fx8lzZVM6Rft6eyMuNgpVDsQOT4UPh4PEuGiHoownIy4yDH2qYaeNPUX+AvD9/BzyJiOJDJVAOTCIkVHHihUyk+NQ29gGo8m+8uuEqDCEh0iwJHtsPyY5JsLuC43RaERZWRmYTCaysrKcLuUlP5NKpRLDw8MQCoWQSCQO3bHbwuDgIMrKyhAbGzulu7on09TUhM7OTuTm5oLH41GPT1dyPXEWWVZWhjVr1uD555/H5s2babFxIx4pOBaLBXq9/lIGy1jFlz2VaOPRarUoKysDl8tFQEAAlEolhoaG4O/vD4lEAolEMml1kd5gwLnyGhw5dQ5HTp9H7cUxd2ABn4eQYAnqmx13Q54Ij+uLiDCZyzJykmIi0SXvh2bEsX0SEklgADgcDjp7lQ4fIzpUip6+AYw6WIadnRKPqgbben24vj7ISYnHwowkLEhPRE5qAvz5vBmfNxV6vR6lpaXw8fGhMpVcycRcGj8/P2rfh8/nO31hVKlUKCsrQ3x8PMLnWUMqADQ3N6O9vR15eXlWYjMRi8UCtVptVXJdU1MDo9GItLQ0/OpXv8KTTz6JZ555hhYbN+ORgmMymTA6+uPswlFjwIGBAVRUVCAsLMyqImd0dBQKhQIKhQKDg4MQCASQSCSQSqVTlll2y5U4eqYY9c3tOH62DPUtbTCbnS9/DhAIEBgYgCY7lvOmIz0hFk0dPU71xwBj0QcA0KN0fO8nOlSC7j6VwwF22SkJqGpomVJsQqVBWJA+Ji4LM5KQEhsFNts1oqDT6VBaWgqBQIDU1NRZN6c0Go3o7++HQqFAX18f2Gw2NfNxxByzv78fFRUVSExMnDao0FNpaWlBW1vbjGIzGVqtFp988gneffddXLx4ETKZDI888ggKCgqQnp5Oi44b8UjBuffee9HU1ITCwkKsW7cOoaGhdn9IOjs7UV9fj6SkpGm/cAaDgRKfgYEB8Hg8Snym84HSjepxobEFlXWN1J8Lja12bWhLAkXw5fqi3YnlqvFkJcc7tM8xkfAQKUYNRigHBh0+RkRwIHr71TDY0QA7ntzURJTXN1GizmIxkRYfjby0xEszmCSESmens1+r1aK0tHTOmiInMt4cU6lUwmw2W5ljzrSs19fXh8rKSiQlJUEmmz+ebiSk2OTm5jqcXFlfX48bbrgBt912G3JycvDf//4X3377Le677z5s377dxSOeHpPJhBdffBH/+Mc/KLPN++67D88//7zbXbbnGo8UnM7OTnzxxRcoKirC6dOnkZeXh4KCAhQUFCAyMnLaCwBZq9/d3Y2MjAyIRCKbz2s0GqnN3f7+fvj6+lLiY0v+h8FoRH1zOyrrGlFx4SKq6hpR09AM3SQJpqHBYljAQK8TM4jx5KYlobKu2WlX6qiwEAxpdU7168SESdApH3BcbNIS0dzZi+zkOCxIT8LCjCRkJ8dNWqrsaoaHh1FaWuoxfSpkFSb5uRwZGYFIJKJmPxOr5ZRKJSorK5Gamko5Cs8nWltb0dra6pTYNDU14frrr8cdd9yBN954g7qoj46OYnBwcM7fl1deeQVvvfUWPv74Y6SmpqK4uBj3338/tmzZgscff3xOx+JuPFJwSAiCQE9PD/bs2YOioiKcOHECGRkZlPhMvCCYzWaqdDUrK8spp1qTyUT1VfT19YHD4UAqlUIikUAgENh8ITKZzGhs67CaCamHtVAMqNE/6Fz1GMnCzFQUV9U7nbcTGyFD3+Aw1MNax48RJkWbvM8qU2gqvDleCA+WIDQ4aCxnKFiMsGAx0uNjkBgTPud3f+QGe1RUFKKjo+f03LYysUNfIBBQm+UajQY1NTVIS0vzaIv6qWhra0NzczNyc3MhEAgcOkZraytuuOEGrF27Fm+//bZHzCDWrFkDqVSK999/n3rs5ptvBpfLxSeffOLGkc09Hi044yEIAn19fZT4HDlyBElJSZT4+Pj44JFHHsFTTz2Fa665xqWZHGRfBVldxGKxqJmPI019BEFgSKNFZ68SXb1KdMoVaOvsQXVdA1TDI1ANa9Gr7Ldpj2hxdhrOljvfs5MQHY4e5cxd+NMRGyZFW28fNcsKEPARKg1CWIgYYcEShAeLERwkgp83GxwmAZNe5zENkuSex3zaYDcYDFYzcoIgIJFIEBkZ6XJn5tmmvb0dTU1NTolNZ2cnVq1ahZUrV+Kdd97xCLEBgD/+8Y949913cfDgQSQkJKCiogIrV67Etm3bcOedd7p7eHPKvBGc8RAEAZVKhS+//BK7d+/Gt99+C4vFgtjYWOzatQu5ubmz9mEj19fJfR8GgwGxWAypVOpw8uHg4CDKy8sRGhpKzdpMJjPk/QOXREmBzl4luhV91N+75Eokx0Y75UZAkhIXhbZuBbTTNGR6c7zA9+Ne+uMLPs8PfD9fCHh+YDMZGB3RICEmCukpCWOzFal4xj4Xs9lMvZdKpZJ6LyUSCUQi0ZxdMBQKBaqqqpCSkmIVZjVf6O7uxoULFxAZGYnR0VH09fVR7yXpzOyOZlNbIcUmJycHQqHQoWP09PTg+uuvx89//nP87W9/86jXSxAEnnvuOWzdupVKK37llVfw7LPPuntoc868FJzx7N27Fxs2bMDq1auh1+tx8OBBhISEoKCgAIWFhcjOzp5V8RkcHKQaTQmCsLLYseW8crkcNTU1Dt1ZWywW6A1jFjIGoxGjegMMRiP0eiNGDT/+fcxmxjDp341GE3x9feDn6wO+ny94flwILgmLgMcF79LfvTmTzxh7e3tRU1Pj9MV6/Hs53tKEfC+d6X+Zju7ubtTV1SEtLQ0SiWRWzjGbdHV1ob6+HpmZmQgMDATw43tJzn6MRiMCAwMpAZrrRM7p6OjoQGNjo1NiI5fLccMNNyAvLw8ff/yxR4kNAPzrX//CU089hTfeeAOpqakoLy/Hpk2b8Oabb+Lee+919/DmlHktOBUVFfjZz36Gv//975S9uEajwddff43du3fjwIEDEIlEWLduHQoLC7FgwYJZ+zASBAG1Wg25XE59yUnxCQoKmvS8bW1taGpqQnp6OsRi8ayMazZpb29HY2Ojy7NgJm6Uk44R5Ea5q7rzyfGPv1jPJzo6OnDx4kVkZ2dPGY8w3n1DqVRCo9FQPWhisdhht2VX0NnZiYaGBuTk5MDf39+hY/T19eHGG29ESkoKPvvss1m7MXGG8PBwPPPMM3jssceox7Zs2YJPP/0UdXV1bhzZ3DOvBQcY+9JNNTMYGRnBt99+i927d+Orr76Cn58f1q5di8LCQuTn58/ah5P0gCLFZ3R0lLpbF4vFYLFYaGhoQG9vL7Kyshy+s3MXBEGgsbERXV1dyM7OnvXxk935CoUCw8PDMzbtzgRBEFTpbXZ2tsMXO3dCLkPZO36dTkcVHahUKvB4POrGyJZKTFdBis10YjkTAwMDWL16NWJiYvD555/PiU2QIwQGBmLLli349a9/TT322muv4cMPP0RDg2tsrOYL815wbGV0dBTfffcdioqKsG/fPrDZbKxduxbr16/Hz372s1lbZiDtTEjx0Wq11Lmys7Md3iB1FxaLBRcuXMDAwADlczeXTGza5fP5lJDb0iBIls339PQgJyfH4dJbd9La2oqWlhanlqGAsTaA8Q7XZCwAWcAxW0vR5DKgM2IzODiItWvXIjg4GEVFRdOaqbqb++67D9999x127tyJ1NRUlJWV4aGHHsIvf/lLbN261d3Dm1N+MoIzHqPRiKNHj2L37t3Yu3cvzGYzVq9ejcLCQlxzzTWz9uElTUlNJhO8vLyg0WgQEBBA3a178pcGGNvkr6ysxOjoKLKzs90eODYxEsDX15e6YE5Wuk4QBC5cuID+/n63iKUrIO1ecnJyXHqzQhZwkLMfi8Vi5U3mqtUAcs8sKyvLrh658QwNDaGwsBACgQBffvml2z+HMzE8PIwXXngBe/bsgUKhgEwmw5133onf//73Hjsrmy1+koIzHpPJhO+//x7/+c9/sHfvXmi1WqxevRoFBQW49tprXbbGTSaWklYpLBYLOp2OultXq9UQCoWQSqVuX1ufDKPRiPLycgBAVlaWR208Az+aOZJ9U2TpOnm3DgDV1dUYHh5Gbm6ux1+kJjLeNXm2Z2bkfiQpPuQeGilAjt4Y9fT04MKFC06JjUajwU033QQOh4P9+/fPiuEpzezxkxec8ZjNZpw5cwZffPEF9uzZA5VKheuvvx4FBQVYuXKlw3fEZNmzTCZDfHz8pOvker2eEh+VSkUtFUmlUrd/qUZHR1FaWgoul4v09HSPqwKayPjSdaVSCYIgwGQywWQyLwtOmw+Qe2bd3d2XuSbPBWSzqUKhwNDQEOU9KBaLbf5OkGLjTIHGyMgIbrnlFlgsFnz99ddz/j7QOA8tOFNgsVhw/vx5Snx6enqwcuVKFBQU4IYbbrD5DlOhUKC6utqusueJDX1+fn5W/m5z2dCn0WhQVlaGwMBAJCUleUwzna0YjUaUlJTAYDCAwWBQJcJk9aCnzdQmQhAEGhoaIJfLkZub6/ZlQL1eb+VwTS5jTpdJ09vbi9raWqfEZnR0FLfffjs0Gg2+/fbbebf3STMGLTg2YLFYUF5eTolPa2srrr32WhQUFGD16tVTftHIsltnejzGb+z29fXBx8eHsthxhYX9dJAzM0+OJJ4Og8GAsrIyeHl5ITMzE0wmkyoRJgs4pvMlczcEQaCurg59fX3Izc11+0x3IuMzaZRKJZhM5mWNu3K5HNXV1cjMzHS4dF6v1+Puu++GUqnEwYMHHS40oHE/tODYCUEQqKmpocxF6+rqsGzZMhQWFmL16tUIDAyExWLBhx9+iLi4OJeWDZvNZvT19UEul1P+buQ+hautTJRKJaqqqhAXFzcvg7vIZUA/Pz+kp6dPOjMbGRmhxGdoaAhCoZC6YLr74k4QBGpra6FSqebFMqDFYoFKpaLEx2g0gsfjYWhoCKmpqQ43BRuNRtxzzz1oa2vD4cOH52W/FM2P0ILjBORyx+7du7F7925UVlZiyZIl6O3txfDwME6dOjVrJopkVZFcLrfyd5NIJAgICHBKfEirlPnqOEwWaAQEBCA5OdmmZUByqYiMqSCXMee6PwX48aZGrVbP2wKHtrY2XLx4ET4+PtDr9QgICKDE3NbXYzKZ8Mtf/hJ1dXU4evTovGyOprGGFhwXQRAEiouLceutt6Kvrw86nQ5Lly7FunXrUFBQAJlMNmsXLfLukhQf0sTREU+y1tZWKt57Pt5NajQalJSUIDg4GAkJCQ695xOXMb29vWdtJjkRi8WC6upqaDQa5Obmetwyny2QEQnp6emQSCRUsynZO0VmTpG9U5O9n2azGQ8//DDKyspw9OjReXnjQ3M5tOC4iJaWFqxatQoZGRn4+9//jr6+PuzevRtFRUU4c+YMFixYQFnsREREzNpFizQ2JZeKzGazlb/bVBVm4xsi52NDKgCo1WqUlZUhPDwcMTExLnmPxzuFjzfFnA2DUYvFgqqqKoyMjCA3N3de9miQYjNVRALZO6VUKikxJ4sOyGZTs9mMjRs34tSpUzh27Ni8TCylmRxacFxEd3c33n//ffzud7+zuggRBIHu7m4qVuHkyZPIyMhAYWEhCgoKZnUznvQkI10ODAYDZbEzPjnSYrGgtrYWg4ODyMnJcfv+hSOQceIxMTGIjIyclXOMNxglxXz8++lMubjFYkFFRQX0ej1ycnLmpdj09fWhoqLC5jyeiW7hL7/8MkQiEbRaLVpbW3H8+PFZ+13SuAdacOYQgiCgUCiwd+9eFBUV4ejRo0hKSqLEZzbjjEkTR1J8dDodAgMDERQUhN7eXphMJmRnZ8/bJZyqqiokJibO2d0wKeak+IyOjlLl1vY6MpvNZlRUVMBoNCInJ8fjS7Ung4y1TklJcWj5iyAIHDp0CM8++ywuXrwINpuNVatWoaCgAOvWrXOpOaytdHV14emnn8aBAweg0+mQkJCA999/H7m5uXM+lisFWnDcBLn0tW/fPuzevRvfffcdYmJiqFiF1NTUWe150Wg06OnpQXt7OywWC0QiEVVuPZ/ursl4BHenXI4vtx5vWSQWi6fdJDebzSgvL4fFYkF2drZHuh3PBBle56jYAGMzvOeffx7/+c9/cPToUZhMJuzbtw979+7FQw89hAceeMDFo54elUqF7OxsLFu2DL/+9a8hkUjQ1NSEqKgoxMbGzulYriRowfEQ1Go1/vvf/1KBcqGhoZT4ZGVluVx8dDodSktLwePxEBsbS22SDw0Nwd/fn7LY8eQKKdJx2NXxCM4ycZOcdI2QSCRWjZsmkwllZWVgMBjIysqal2IzMDCA8vJyJCcnO1z6TBAEXnrpJXz88cc4duwYkpKSLvv5XPeAPfPMMzh16hROnjw5p+e90qEFxwMZHh62yvQJCgqinK0XLFjgtPgMDw+jrKwMYrH4smU80o1ZLpdDrVZDIBBQMx9P6gUhHZOzsrI8uhFwomsEl8ulCg7IpaOsrCyPtwuaDFJskpKSIJPJHDoGQRBUBPPRo0eRlpbm4lE6RkpKClatWoXOzk4cP34coaGhePTRR/Hggw+6e2jzGlpwPJyRkRF88803VKYPj8ejqt3y8/PtvlCpVCqUl5cjMjIS0dHR0945kr0pcrmcyk4hxcddFiukiWVnZ6fLHZNnG5PJRDXuKhQKMJlMyGQyKp58Pjk5qFQqlJWVOS02b731Ft566y0cPnwYWVlZrh2kE5Az+82bN+PWW2/FuXPnsGnTJuzcuRP33HOPm0c3f6EFZx4xOjqKQ4cOUZk+HA6HmvksXbp0xs1m0tctISEBYWFhdp3baDRS4jPe320uGyMJgkB9fT0UCgVycnLmpXmjwWBAaWkpvL29ERoaSi1lArAqt/bkGQ8pNs4UaRAEge3bt2Pr1q349ttvsWDBAheP0jk4HA7y8vJw+vRp6rHf/va3OH/+PM6cOePGkc1vaMGZpxgMBqtMH4vFgjVr1lCZPhM3/sn9Dmd83UjG36mT/m6k+EyWQ+MKxpduzwerl8kg85BI121yaZQgCKtya6PROGn5uicwODiI0tJSh25aSAiCwK5du/CHP/wBBw4cQH5+votH6TyRkZG47rrr8N5771GPvfPOO9iyZQu6urrcOLL5DS04VwAmkwknT56kMn10Oh2V6bNs2TK89NJLMJlM+N3vfufy/Q6yMZIUHzabbZVD4wrxsVgsqKyshE6nQ05Ozrws3dbr9SgpKQGfz5+2ApGMJyd7U8YbjLq7gnBwcBBlZWWIi4uz2fl8IgRB4KOPPsKzzz6L/fv346qrrnLxKF3DXXfdhY6ODquigSeeeAJnz561mvXQ2ActOFcYZrMZp0+fppyte3t7wWAw8Nxzz+Gxxx6b1aZOi8VCdeUrlUowGAwrfzdHih3IsmGTyTRve1RGR0dRUlICoVCI1NRUu0R4YhaNUCik3tO5nOWp1WqUlpY6LTaffvopnnzySXz55ZdYtmyZi0fpOs6fP48lS5bgD3/4A2677TacO3cODz74IHbt2oW7777b3cObt3is4OzYsQNvvPEGenp6kJqaim3btuHnP/+5u4c1b9Dr9diwYQPOnj2L6667DkePHoVcLsd1112HwsJCXH/99bOaGkn6u5HLRARBWFns2CI+RqMRZWVlYDKZ87ZsWKfToaSkBCKRCMnJyU7N+EZHRynxIYs4xpdbz9Y+Gik2sbGxDjuHEwSBf//739i4cSN2796NVatWuXiUrmf//v1UI2p0dDQ2b95MV6k5iUcKzueff44NGzZgx44dWLp0KXbu3In33nsPtbW189Iq3x3cf//9qK2txf79+yEWi2GxWFBWVkbFKrS3t2PFihUoKCjAjTfeOKumlBP3KEwmE4KCgiCVSqf0d9Pr9SgtLYWPjw8yMjI8ehN9KkZGRlBSUgKxWIzExESXvr9kEcd4TzKyd8qVv8uhoSGUlJQ4bRlUVFSEhx9+GJ9//jnWrFnjkrHRzD88UnAWLVqEnJwcvPPOO9RjycnJKCwsxGuvvebGkc0fWlpaKDfeiRAEgerqakp8GhoarDJ9RCLRrPu7kb0+er2eEh9yg5xsShUIBLPuuDBbaLValJSUQCqVOuxabSvjDUbJqApyNunoUibwo9hER0cjKirK4fHt378f999/Pz799FOsX7/e4ePQzH88TnAMBgO4XC7+85//WH04H3/8cZSXl+P48eNuHN2VB1lqTGb6VFVV4aqrrkJBQQHWrl0LiUQy6/5upPjodDoIhUJoNBqIxWKkpKTMq94UEjIiQSaTIS4ubk5fw8SlTIvFYpNb+ESGh4dRUlKCqKgop8Tmm2++wYYNG/Dhhx/itttuc/g4NFcGHic43d3dCA0NxalTp7BkyRLq8VdffRUff/wx6uvr3Ti6KxuyqZKMVSgpKcGSJUsoA8XZzPQBxvqEqqqqwGazYTQaPaY6yx7IC7UrIxIchSAIqNVqat9ndHQUQUFBVBzAVAUY5Gsgm4Md5fDhw7jzzjuxc+dO3HXXXfPy5oHGtXis4Jw+fdqqPv+VV17BJ598grq6OjeO7qcDQRBob2+nxOeHH37AggULUFBQgIKCApdn+pAlt1FRUYiOjoZOp6M68kl/N1J8PNXfbWhoCKWlpU5fqGcDgiCg1WpnNBjVaDQoLi5GREQEYmJiHD7fiRMncOutt+Ltt9/GfffdR4sNDQAPFBx6Sc3zIDN9ioqKUFRUhO+//x6ZmZlUrIKzd/Kk23B8fPykJbekvxtphikQCCjx8ZTsHrKSy9n9jrlCp9NR7ynpmScUCtHT04Pw8HCnHJFPnz6Nm266CX/605/w4IMP0mJDQ+FxggOMFQ3k5uZix44d1GMpKSkoKCigiwbcDEEQkMvlVKbPsWPHqIKOgoICu6uxyGW0lJQUm9yGDQYDdaEcGBiwKg12l9UNOTtzpmzYnRgMBnR2dqK5uRkEQVjZFvH5fLt+n+fOnUNhYSG2bNmCxx57jBYbGis8UnDIsuh3330X+fn52LVrF/72t7+hpqaGTgD0IAiCwMDAgFWmT1xcHBWrkJKSMm2FVHd3N+rq6hy22yFLg0knZl9fX0gkEkil0jnzdyMdk52xenE3Wq0WxcXFCA0NRWRkpFWktpeXl83OEaWlpVi7di1eeOEFPPHEE7TY0FyGRwoOMNb4+frrr6OnpwdpaWl46623PNYGg+bHDWoy0+fgwYMICwujxCczM9NKfJqamtDW1oasrCyIRCKnz0/6u5EXSg6HQ4nPbPm7kUuBc5k06mrI8u2QkJDLKuomRkADoPZ8JjbvVlZWYvXq1Xjqqafw9NNP02JDMykeKzg085vh4WF89dVX2L17N7755hsEBQVh3bp1KCgoQFFREYqLi7Fnzx4IhUKXn3uyvpTxFjuuuBiSkcrOBI+5m5GRERQXFyM4OBjx8fHTvi8WiwWDg4PUjNJoNKKqqgo8Hg8pKSm444478Jvf/Aa///3vabGhmRJacGhmHa1WS2X6fPHFFzCbzSgsLMQjjzyCxYsXz6qLgMVioe7SFQoFGAwGxGIxlUHjSFMkGfPgTKSyuyFdECQSid2NqaTB6Pbt2/Hhhx+iu7sbcXFxePrpp1FQUACxWDyLI7ed1157Dc899xwef/xxbNu2zd3DoQEw/1q455jXXnsNCxYsoGKCCwsL6V4gO/Hz80NhYSF4PB5CQkKwY8cO8Pl83H777UhISMCmTZtw7NgxGI1Gl5+byWQiKCgIKSkpuOqqq6hYgOrqahw/fhzV1dVQKpUwm802HU8ul6OqqgppaWnzVmxIfzdHxAYAGAwGBAIB1ch5//3344EHHsDf/vY3hISE4KmnnpqNYdvF+fPnsWvXLmRkZLh7KDTjoGc4M3D99dfjjjvuwIIFCyiL/6qqKtTW1rot9XI+8t577+HPf/4zDh06RG2uGwwGHDlyhMr0AUBl+lx99dWz2uxJ7jmRvT5kBg1psTPZrKunpwcXLlxAenq6x9zF24tOp0NxcbHT/m6tra24/vrrUVhYiG3btlEzxa6uLqhUKrdGRWs0GuTk5GDHjh3YsmULsrKy6BmOh0ALjp0olUpIJBIcP36cLmKwA7PZjKGhoSnzeEwmE06cOEFl+oyOjmLNmjUoKCjA8uXLZ7XZc3wGjVwupzryyQA0Ly8vqqIuMzMTgYGBszaW2WR0dBTFxcUIDAxEUlKSw2LT0dGBVatW4frrr8eOHTs8zuvu3nvvhUgkwltvvYVrrrmGFhwPYv75vbsZtVoNAC6prPopwWKxpg1/Y7PZWL58OZYvX47t27fj1KlT+OKLL7B582ao1Wrqbvq6665zebMnuUQkEAgQGxsLrVYLuVyO1tZW1NTUgMvlYmRkBBkZGfNebEQikVNi09PTg9WrV2P58uX461//6nFi869//QulpaU4f/68u4dCMwn0DMcOCIJAQUEBVCqVVRIgzexhsVhw9uxZKlBOoVBg5cqVKCwsxKpVq2Y10wcYK99ubW2Fj48PdDodZQcjkUjmTfIoGQAXEBDgVCaPXC7HDTfcgAULFuCjjz7yuMiIjo4O5OXl4eDBg8jMzAQAeobjYdCCYwePPfYYvvrqK3z//ffztslvPmOxWFBaWkrFKnR0dGDFihUoLCzEjTfe6PJ+m7a2NjQ3NyM7Oxv+/v6X2cG4K33THvR6PYqLi+Hv7++U+7ZSqcTq1auRmpqKf/zjHx4Zhrd3716sX7/eSgjNZjMYDAaYTCb0er3HieRPDVpwbGTjxo3Yu3cvTpw44XHGjD9FLBaLVabPxYsXsXz5chQUFLgk06elpQWtra3IycmZtFdIr9dT4qNSqagqRjJ90xPQ6/UoKSmhcoUcfT8GBgZw4403IjY2Fv/+9789NuZ7eHgYbW1tVo/df//9SEpKwtNPP+3WQgaaMWjBmQGCILBx40bs2bMHx44dQ3x8vLuHRDMBgiBQV1dHiU91dTWuvvpqKtNHLBbbdbFtampCR0cHcnNzbVqyMxgMVhY7pBeZVCqd1ejnmcZUXFzstNgMDg5i7dq1CAkJQVFR0byJiSChl9Q8C1pwZuDRRx/FZ599hn379iExMZF6XCgUeuwyyk8ZMtOHFJ+ysjKrTJ+QkJApL77kc7u6upCbm+uQGajRaLSy2PHx8aHEx14jTEchxYbP5yMtLc3hcw4NDaGwsBBCoRD79u3z2FiI6aAFx7OgBWcGpvqyfvjhh7jvvvvmdjA0dkEQBNra2rB7927s2bMHP/zwAxYuXEhl+oSHh1O/X4vFgvr6eigUCuTl5blkWcxsNqOvrw9yudzKCFMqlUIoFM6K+BgMBpSUlMDPzw9paWkOV5FpNBrcdNNN4HA4+Oqrr+ibKxqXQAsOzU8CgiDQ1dVFZfqcOnUKWVlZKCwsxNq1a/Haa69Br9dj165ds5KxM94IU6FQWPm7+fv7u6S8mBQbLpdLOSo4wsjICG655RYQBIGvvvrKbbEPNFcetODQ/OQgM3327NmD3bt348iRI2CxWHjwwQfx4IMPOmT3Yg8WiwUqlQpyuRxKpRIEQVDiIxKJHBIKo9GIkpIS+Pr6OiU2o6OjuP322yn/O4FA4NBxaGgmw7O6tmjs4rXXXgODwcCmTZvcPZR5BYPBQHBwMB566CGEh4cjMjISr7zyClpbW7F48WIsWrQIW7ZsQU1NDSwWi8vPz2QyERgYSPm7kdENtbW1lL+bQqGw2d+NFBsfHx+nxEav1+MXv/gF1Go1vv76a1psaFwOPcOZp5w/fx633XYbBAIBli1bRm+KOsDrr7+ODz74AIcPH0ZoaCjlr/bll19SmT4RERFYt24d1q9fj4yMjFntrCcIAkNDQ5S/m8FgsLLYmaz3xWg0orS0FBwO57LMIXswGAy455570NHRgcOHD9NOGjSzAi048xDanNA1aDQaaLVaSKXSSX8+NDRklekjkUgo8cnNzZ118dFoNJT46HQ6BAYGUgFoXl5eMJlMKC0thZeXl1NiYzQa8cADD6C+vh5HjhyZt8akNJ4PLTjzENqccO7RarU4cOAAioqK8NVXX0EoFGLdunUoLCzEokWLZr2DXaPRUAUHGo0GAQEB0Ol08PHxQXZ2tsPnN5lMePjhh1FRUYGjR49OKb40NK7A8/wpaKaFNid0D35+frjllltwyy23QKfT4eDBgygqKsJtt90GHx8frF27FoWFhVi6dOms2L7weDzweDzExMRgeHgY5eXlMJlMGB0dRVlZGVV0YE+vjNlsxsaNG1FSUoJjx47RYkMz69CCM4/o6OjA448/joMHD87LJrwrBV9fX6qXx2Aw4LvvvkNRURHuueceMBgMrF69GuvXr8dVV13l8s58k8mEuro6cLlcZGVlwWg0UrEKDQ0NEAgEVK/PdL0zFosFTzzxBL7//nscPXoUMpnMpeOkoZkMekltHkGbE3o2RqORyvTZt28f9Ho9Vq9ejcLCQixbtszpmwSz2YyysjIwGAxkZWVd9rvW6/VQKpWQy+VQqVTg8XiQSqWX+btZLBb8v//3//DVV1/h2LFjtDcgzZxBC848gjYnnD+YzWZ8//33+OKLL7B3714MDQ3hhhtuQGFhIVasWGF3cykpNgBs2rMxGo2U+PT394PBYODAgQO4+eabsW/fPhQVFeHo0aO0NyDNnEILzjyHLhrwfCwWC3744QdKfJRKpVWmz0yd/GazGeXl5bBYLMjJybF7FmsymVBVVYUXXngBJ06cADB2o/LQQw8hLy/PLeaiJK+99hqKiopQV1cHX19fLFmyBFu3brXyLaS5cqAbP2loZhkmk4klS5bgzTffRGNjI44cOYL4+Hi8/PLLiIqKwh133IF//vOfUKvVmHj/ZzabUVFRAYvF4nA1GpvNRlZWFpYsWYKAgAD86U9/gk6nw4oVKxAVFYWamhpXvVS7OX78OB577DH88MMPOHToEEwmE1auXAmtVuu2MdHMHvQMh4bGTVgsFlRWVmL37t0oKipCY2Mjrr32Wqxbtw5r1qwBh8PBQw89hLvvvhurVq1yuPqNIAi8+eab2LZtG44cOUKlYer1ehw+fBjLli3zGHNOpVIJiUSC48eP46qrrnL3cGhcDC04NDQeAEEQuHDhAhWrUFNTAx6PB19fXxw4cABxcXEOLX0RBIG//OUveP3113Hw4EHk5eXNwuhdR2NjI+Lj41FVVUXvSV6B0IJD4xRdXV14+umnceDAAeh0OiQkJOD9999Hbm6uu4c2b9Hr9bjxxhtRX18PsViM6upqLFmyBIWFhVi3bh2Cg4NtEh+CILBz50689NJL+Oabb7B48eI5GL3jEASBgoICqFQqnDx50t3DoZkF6D0cGodRqVRYunQpvLy8cODAAdTW1uLPf/4z/P393T20eYvZbMbtt98OtVqN6upqlJaWoqGhAWvXrsUXX3yBxMRErFy5Etu3b0dHR8dlez4kBEHgww8/xIsvvoj//ve/Hi82APCb3/wGlZWV+Oc//+nuodDMEvQMh8ZhnnnmGZw6dYq+G3Ux77//PtavX3+ZgSZBEOjs7LTK9MnJyUFhYSEKCgoQFRUFBoMBgiDwySef4KmnnsJ///tfXHPNNe55IXawceNG7N27FydOnKD7gq5gaMGhcZiUlBSsWrUKnZ2dOH78OEJDQ/Hoo4/iwQcfdPfQrngIgkBvby/27NmDoqIiHD9+HGlpaSgoKIC3tzdeeeUVFBUVYeXKle4e6rQQBIGNGzdiz549OHbsGN0XdIVDCw6Nw5Cd85s3b8att96Kc+fOYdOmTdi5cyfuueceN4/upwNBEOjv78e+ffvw2Wef4ciRI/j0009x9913u3toM/Loo4/is88+w759+6x6b4RCocdUztG4DlpwaByGw+EgLy8Pp0+fph777W9/i/Pnz+PMmTNuHNlPFzJKOywszN1DsYmpih8+/PBD3HfffXM7GJpZhzbvpHGYkJAQpKSkWD2WnJyM3bt3u2lENAwGY96IDYApix5orkzoKjUah1m6dCnq6+utHmtoaEBkZKSbRkRDQ+PJ0IJD4zBPPPEEfvjhB7z66qtobGzEZ599hl27duGxxx5z99BoaGg8EHoPh8Yp9u/fj2effRYXL15EdHQ0Nm/eTFep0dDQTAotODQ0NDQ0cwK9pEZDQ0NDMyfQgkNzRWEymfD8888jOjoavr6+iImJwUsvvQSLxeLuodHQ/OShy6Jprii2bt2Kd999Fx9//DFSU1NRXFyM+++/H0KhEI8//ri7h0dD85OGFhyaK4ozZ86goKAAq1evBgBERUXhn//8J4qLi908MhoaGnpJjeaK4mc/+xkOHz6MhoYGAEBFRQW+//573HjjjW4eGQ0NDT3DobmiePrpp6FWq5GUlAQWiwWz2YxXXnkFd955p7uHRkPzk4ee4dBcUXz++ef49NNP8dlnn6G0tBQff/wx/vSnP+Hjjz9299CuGHbs2IHo6Gj4+PggNzeXjqegsRm6D4fmiiI8PBzPPPOMldvBli1b8Omnn6Kurs6NI7sy+Pzzz7Fhwwbs2LEDS5cuxc6dO/Hee++htrYWERER7h4ejYdDz3BorihGRkbAZFp/rFksFl0W7SLefPNNPPDAA/jVr36F5ORkbNu2DeHh4XjnnXfcPTSaeQAtODRXFGvXrsUrr7yCr776Cq2trdizZw/efPNNrF+/3t1Dm/cYDAaUlJRcFuq2cuVKq4gKGpqpoIsGaK4o/vKXv+CFF17Ao48+CoVCAZlMhocffhi///3v3T20eU9fXx/MZjOkUqnV41KpFL29vW4aFc18ghYcmisKPp+Pbdu2Ydu2be4eyhXLxNA0giCmDFKjoRkPvaRGQ0NjE0FBQWCxWJfNZhQKxWWzHhqayaAFh4aGxiY4HA5yc3Nx6NAhq8cPHTqEJUuWuGlUNPMJWnBoaGaBEydOYO3atZDJZGAwGNi7d6/VzwmCwIsvvgiZTAZfX19cc801qKmpcc9g7WDz5s1477338MEHH+DChQt44okn0N7ejkceecTdQ6OZB9CCQ0MzC2i1WmRmZmL79u2T/vz111/Hm2++ie3bt+P8+fMIDg7Gddddh+Hh4TkeqX3cfvvt2LZtG1566SVkZWXhxIkT+Prrr+lYcRqboBs/aWhmGQaDgT179qCwsBDA2OxGJpNh06ZNePrppwEAer0eUqkUW7duxcMPP+zG0dLQzB70DIeGZo5paWlBb2+vVT+Lt7c3rr76arqfheaKhhYcGpo5hqzyovtZaH5q0IJDQ+Mm6H4Wmp8atODQ0MwxwcHBAED3s9D85KAFh4ZmjomOjkZwcLBVP4vBYMDx48fpfhaaKxra2oaGZhbQaDRobGyk/rulpQXl5eUQiUSIiIjApk2b8OqrryI+Ph7x8fF49dVXweVycdddd7lx1DQ0swtdFk1DMwscO3YMy5Ytu+zxe++9Fx999BEIgsAf/vAH7Ny5EyqVCosWLcJf//pXpKWluWG0NDRzAy04NDQ0NDRzAr2HQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ9CCQ0NDQ0MzJ/x/1AmyWXHeGFYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", + "z_mult_interp = mult_interp(x_new, y_new)\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_mult_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.801148Z", + "iopub.status.busy": "2023-08-09T15:43:51.800887Z", + "iopub.status.idle": "2023-08-09T15:44:06.958097Z", + "shell.execute_reply": "2023-08-09T15:44:06.957421Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "17.2 µs ± 238 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_mult_interp = mult_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:06.960397Z", + "iopub.status.busy": "2023-08-09T15:44:06.959957Z", + "iopub.status.idle": "2023-08-09T15:44:07.589361Z", + "shell.execute_reply": "2023-08-09T15:44:07.588771Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.591118Z", + "iopub.status.busy": "2023-08-09T15:44:07.590954Z", + "iopub.status.idle": "2023-08-09T15:44:07.595200Z", + "shell.execute_reply": "2023-08-09T15:44:07.594626Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.597018Z", + "iopub.status.busy": "2023-08-09T15:44:07.596756Z", + "iopub.status.idle": "2023-08-09T15:44:07.600136Z", + "shell.execute_reply": "2023-08-09T15:44:07.599591Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "n = 35\n", + "grid_max = 1000\n", + "grid = np.linspace(10, grid_max, n, dtype=int)\n", + "fast = np.empty((n, n))\n", + "scipy = np.empty_like(fast)\n", + "parallel = np.empty_like(fast)\n", + "gpu = np.empty_like(fast)\n", + "jax = np.empty_like(fast)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "We will use the following function to time the execution of the interpolation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.602053Z", + "iopub.status.busy": "2023-08-09T15:44:07.601688Z", + "iopub.status.idle": "2023-08-09T15:44:07.604892Z", + "shell.execute_reply": "2023-08-09T15:44:07.604230Z" + } + }, + "outputs": [], + "source": [ + "def timeit(interp, x, y, min=1e-6):\n", + " if not isinstance(interp, LinearFast):\n", + " interp.compile()\n", + " start = time()\n", + " interp(x, y)\n", + " return np.maximum(time() - start, min)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.607206Z", + "iopub.status.busy": "2023-08-09T15:44:07.606782Z", + "iopub.status.idle": "2023-08-09T15:52:10.346645Z", + "shell.execute_reply": "2023-08-09T15:52:10.345963Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "OMP: Info #277: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", + "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" + ] + } + ], + "source": [ + "for i, j in product(range(n), repeat=2):\n", + " data_grid = np.linspace(0, 10, grid[i])\n", + " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", + " z_cross = squared_coords(x_cross, y_cross)\n", + "\n", + " approx_grid = np.linspace(0, 10, grid[j])\n", + " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", + "\n", + " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", + " time_norm = timeit(fast_interp, x_approx, y_approx)\n", + " fast[i, j] = time_norm\n", + "\n", + " scipy_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"scipy\")\n", + " scipy[i, j] = timeit(scipy_interp, x_approx, y_approx) / time_norm\n", + "\n", + " par_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"numba\")\n", + " parallel[i, j] = timeit(par_interp, x_approx, y_approx) / time_norm\n", + "\n", + " gpu_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"cupy\")\n", + " gpu[i, j] = timeit(gpu_interp, x_approx, y_approx) / time_norm\n", + "\n", + " jax_interp = MultivariateInterp(z_cross, [data_grid, data_grid], backend=\"jax\")\n", + " jax[i, j] = timeit(jax_interp, x_approx, y_approx) / time_norm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:10.349570Z", + "iopub.status.busy": "2023-08-09T15:52:10.349181Z", + "iopub.status.idle": "2023-08-09T15:52:10.698491Z", + "shell.execute_reply": "2023-08-09T15:52:10.697671Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Approximation grid size (squared)')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 4, sharey=True)\n", + "\n", + "\n", + "ax[0].imshow(\n", + " scipy,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[0].set_title(\"CPU\")\n", + "\n", + "\n", + "ax[1].imshow(\n", + " parallel,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[1].set_title(\"Parallel\")\n", + "\n", + "ax[2].imshow(\n", + " gpu,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[2].set_title(\"GPU\")\n", + "\n", + "cbar = ax[3].imshow(\n", + " jax,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[3].set_title(\"JAX\")\n", + "\n", + "\n", + "cbar = fig.colorbar(\n", + " cbar,\n", + " ax=ax,\n", + " label=\"Relative Speed (faster - slower)\",\n", + " location=\"bottom\",\n", + ")\n", + "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", + "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", + "ax[0].set_ylabel(\"Data grid size (squared)\")\n", + "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", + "\n", + "# uncomment to save figure\n", + "# fig.savefig(platform.system() + \".pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", + "\n", + "[Windows]\n", + "\n", + "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", + "\n", + "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", + "\n", + "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", + "\n", + "[Linux]\n", + "\n", + "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", + "\n", + "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb b/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb index 74a789a..6606077 100644 --- a/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb +++ b/examples/00_Rectilinear/01._Multivariate_Interpolation_copy.ipynb @@ -1,656 +1,656 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multivariate Interpolation on a Regular Grid\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:37.689978Z", - "iopub.status.busy": "2023-08-09T15:43:37.689565Z", - "iopub.status.idle": "2023-08-09T15:43:40.009268Z", - "shell.execute_reply": "2023-08-09T15:43:40.008661Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "from itertools import product\n", - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from HARK.interpolation import LinearFast\n", - "from matplotlib import colors\n", - "from scipy.interpolate import RegularGridInterpolator\n", - "\n", - "from multinterp.backend import multinterp\n", - "from multinterp.regular import MultivariateInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we are trying to approximate the following function at a set of points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.032035Z", - "iopub.status.busy": "2023-08-09T15:43:40.031523Z", - "iopub.status.idle": "2023-08-09T15:43:40.034404Z", - "shell.execute_reply": "2023-08-09T15:43:40.033897Z" - } - }, - "outputs": [], - "source": [ - "def squared_coords(x, y):\n", - " return x**2 + y**2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.036113Z", - "iopub.status.busy": "2023-08-09T15:43:40.035885Z", - "iopub.status.idle": "2023-08-09T15:43:40.039119Z", - "shell.execute_reply": "2023-08-09T15:43:40.038609Z" - } - }, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 11) - 1\n", - "y_grid = np.geomspace(1, 11, 11) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = squared_coords(x_mat, y_mat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.040670Z", - "iopub.status.busy": "2023-08-09T15:43:40.040516Z", - "iopub.status.idle": "2023-08-09T15:43:40.043310Z", - "shell.execute_reply": "2023-08-09T15:43:40.042828Z" - } - }, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 11),\n", - " np.linspace(0, 10, 11),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.045082Z", - "iopub.status.busy": "2023-08-09T15:43:40.044606Z", - "iopub.status.idle": "2023-08-09T15:43:40.137749Z", - "shell.execute_reply": "2023-08-09T15:43:40.137125Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:40.139644Z", - "iopub.status.busy": "2023-08-09T15:43:40.139360Z", - "iopub.status.idle": "2023-08-09T15:43:41.228830Z", - "shell.execute_reply": "2023-08-09T15:43:41.228298Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", - "z_fast_interp = fast_interp(x_new, y_new)\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_fast_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:41.230752Z", - "iopub.status.busy": "2023-08-09T15:43:41.230473Z", - "iopub.status.idle": "2023-08-09T15:43:45.548090Z", - "shell.execute_reply": "2023-08-09T15:43:45.547534Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "52.5 µs ± 1.27 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:45.549889Z", - "iopub.status.busy": "2023-08-09T15:43:45.549640Z", - "iopub.status.idle": "2023-08-09T15:43:51.718474Z", - "shell.execute_reply": "2023-08-09T15:43:51.717940Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7.55 µs ± 271 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_fast_interp = fast_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.720509Z", - "iopub.status.busy": "2023-08-09T15:43:51.720076Z", - "iopub.status.idle": "2023-08-09T15:43:51.799362Z", - "shell.execute_reply": "2023-08-09T15:43:51.798784Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", - "z_mult_interp = mult_interp(x_new, y_new)\n", - "\n", - "# Plot\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_mult_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:43:51.801148Z", - "iopub.status.busy": "2023-08-09T15:43:51.800887Z", - "iopub.status.idle": "2023-08-09T15:44:06.958097Z", - "shell.execute_reply": "2023-08-09T15:44:06.957421Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "18.5 µs ± 181 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" - ] - } - ], - "source": [ - "%%timeit\n", - "z_mult_interp = mult_interp(x_new, y_new)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:06.960397Z", - "iopub.status.busy": "2023-08-09T15:44:06.959957Z", - "iopub.status.idle": "2023-08-09T15:44:07.589361Z", - "shell.execute_reply": "2023-08-09T15:44:07.588771Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.591118Z", - "iopub.status.busy": "2023-08-09T15:44:07.590954Z", - "iopub.status.idle": "2023-08-09T15:44:07.595200Z", - "shell.execute_reply": "2023-08-09T15:44:07.594626Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.597018Z", - "iopub.status.busy": "2023-08-09T15:44:07.596756Z", - "iopub.status.idle": "2023-08-09T15:44:07.600136Z", - "shell.execute_reply": "2023-08-09T15:44:07.599591Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "n = 35\n", - "grid_max = 1000\n", - "grid = np.linspace(10, grid_max, n, dtype=int)\n", - "fast = np.empty((n, n))\n", - "scipy = np.empty_like(fast)\n", - "numba = np.empty_like(fast)\n", - "cupy = np.empty_like(fast)\n", - "jax = np.empty_like(fast)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "We will use the following function to time the execution of the interpolation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.602053Z", - "iopub.status.busy": "2023-08-09T15:44:07.601688Z", - "iopub.status.idle": "2023-08-09T15:44:07.604892Z", - "shell.execute_reply": "2023-08-09T15:44:07.604230Z" - } - }, - "outputs": [], - "source": [ - "def timeit(grids, values, args, backend, min=1e-6):\n", - " start = time()\n", - " multinterp(grids, values, args, backend=backend)\n", - " return np.maximum(time() - start, min)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:44:07.607206Z", - "iopub.status.busy": "2023-08-09T15:44:07.606782Z", - "iopub.status.idle": "2023-08-09T15:52:10.346645Z", - "shell.execute_reply": "2023-08-09T15:52:10.345963Z" - } - }, - "outputs": [], - "source": [ - "for i, j in product(range(n), repeat=2):\n", - " data_grid = np.linspace(0, 10, grid[i])\n", - " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", - " z_cross = squared_coords(x_cross, y_cross)\n", - "\n", - " approx_grid = np.linspace(0, 10, grid[j])\n", - " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", - "\n", - " start = time()\n", - " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", - " fast_interp(x_approx, y_approx)\n", - " time_norm = np.maximum(time() - start, 1e-6)\n", - " fast[i, j] = time_norm\n", - "\n", - " scipy[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"scipy\")\n", - " / time_norm\n", - " )\n", - "\n", - " numba[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"numba\")\n", - " / time_norm\n", - " )\n", - "\n", - " cupy[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"cupy\")\n", - " / time_norm\n", - " )\n", - "\n", - " jax[i, j] = (\n", - " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"jax\")\n", - " / time_norm\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:10.349570Z", - "iopub.status.busy": "2023-08-09T15:52:10.349181Z", - "iopub.status.idle": "2023-08-09T15:52:10.698491Z", - "shell.execute_reply": "2023-08-09T15:52:10.697671Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Approximation grid size (squared)')" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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GXHPNNeass84yMzMz5uSTTzYXXXSRede73tWYFTh9Bvz0GT0zrrvuOmOMHS+PeMQjzOzsrNm6dat58pOfbK6//vrKM+NrX/ua6fV6te/raDQy973vfc2+ffvMoUOHNvdEfkKMGbP2eNGnPvUpXHrppfjiF78IrTXuc5/74BWveAUe+chHriPkm9pm2759+3C3u90NH/vYx1a1fZZl2LdvHx74wAfib//2bze4d1Ob2tQ22qbPgJ9O+7M/+zOcf/75WFhYwGAwuK2781NvawoFFkWBV7/61Xj2s5+Nz33ucxvVp6md4HbzzTfju9/9Lt7znvfgxz/+cYWgPLWpTe2n36bPgJ8MO3LkCK666ipcfvnluNvd7jYFVZtkayKvSynxute9bkpA/Rm3f/qnf8Iv//Iv4xOf+ATe+ta3TtOrpza1nzGbPgN+MuzLX/4yfv3Xfx1pmuIv//Ivb+vu/MzYmkOBT3jCE/CEJzwBz3rWszaoS1Ob2tSmNrWpTW1qP5m2ZrmFRz/60bjwwgtxwQUX4K//+q9xxRVXVD5rsc9//vN43OMeh5NOOgmMMfz93/99Zb0xBhdffDFOOukk9Ho9POQhD8E3v/nNyjbj8Ri/93u/hx07dmBmZgaPf/zja5ouhw4dwjOe8QzMz89jfn4ez3jGM3D48OG1nvrUpja1qU1talOb2kRbs8eK83YsxhhbU5jwE5/4BP7f//t/uM997oMnPelJ+OhHP4onPOEJfv1rX/tavPrVr8bll1+OO93pTrjkkkvw+c9/Ht/97ncxOzsLAPjd3/1d/OM//iMuv/xybN++HS996Utx66234otf/KIvEPnoRz8aN954I97xjncAAH7nd34H+/bta9VxmdrUpja1qU1talM7FjumrMCNMMZYBVgZY3DSSSfh/PPPxx/8wR8AsN6p3bt347WvfS3OO+88HDlyBDt37sT73vc+/MZv/AYA4H/+539wyimn4OMf/zjOPvtsfPvb38Zd73pXXH311bj//e8PALj66qtx5pln4jvf+Q7ufOc73ybnO7WpTW1qU5va1H76bM0CoZtl1157Lfbv31+RcOh0Onjwgx+MK6+8Eueddx6++MUvIs/zyjYnnXQS7na3u+HKK6/E2Wefjauuugrz8/MeVAHAAx7wAMzPz+PKK69sBVbj8bhSJkRrjVtvvRXbt28/puLGU9tcM8ZgYWEBJ5100kQv6ySbjoGfbFuPMQBMx8FPsk3HwNSA9RsHq7VjAlZLS0v43Oc+h+uvvx5ZllXWrVeBRqpNtXv37sry3bt344c//KHfJk1TbN26tbYN7b9//37s2rWr1v6uXbsaa2KRveY1r8ErX/nK4zqHqd32dsMNNxxzgdrpGPjpsOMZA8B0HPw02HQMTA04/nGwWlszsPryl7+MxzzmMVheXsbS0hK2bduGW265Bf1+H7t27Vr3ytfx24AxZsU3hHibpu1XaufCCy/0BY0Bqwdy6qmn4t+f82uY7XbAU4F0MIPOtll0du6E3LEXfG4bWH8WRnZhRAIwi4yZVoAuAKNtY1za9dwdXxvAaDBjym0Yh2HMthFuB5TbhNeJIrq6ANOFO54BRGL7k6QwIrXtGe23Y4Xb1l8YDWa03SbsC5d2X/rE27jt7LbCn3u1XVM5NrQCMwZGK0AH3DwuwLgIdq3y9midcfcvbMP+1Di6sIDbn/10z8U7FmsbA6/66P/D/NwceolAR3IknEEbQBkDrcvIOucMCWdIBAdnAGcMgrllnEEKZpfxYKw29COO1SttoN39pv0ZAMbsUGFgENyuo6aVNig0YFxrDHYdY3D72r8Fs23534MOGQNoY3x/mD9+2YZx64PLAMHsOvpp20Y5zgA33t33xWgwlQFK2e+OcePT6HLsub+ZLux27nr474wQWFhYxO3v88DjGgNA+zjY8isvR2frbvTnd6A320FvkEAmAowzGG3HAucMaS/B3i1d3GHXLE7d0sWWXoKO5ODBxe1LgbmuwGwqsKMnkNx6PdjiLdCjZXd5OEw2RnHL/2C8/3+w/D+3IFsYQhUFhJSQMx1IV/stHw4xvnUBSwcWMbp1GdlSDpXbayYSDpEIaK2hc2PXjQqMMwXlrmHKGWRiv2NFrpBpg0wb5AFrRDBWyXzSsONfmfKek9GyeJtJpoNjKVN+QqNj0E9lgEzb9mn/sdF4Y379ho2BmQc8H+ncTqSzW9CZ2QrZTSAlh0wE0o6ATAW6Mym2DjrYOZtix2wXu+Y62NpNsKUnMUgkeglHIhhSwSA5Q4czdCTHjFqGWPgxcPRm6KO3Qi8ehl5ehB4tIVsYolgeoVgaIV8eoRjn0KMMOi+QjwoUowLFSEGNcqhMQ2t7/znnYO6CqVyhGCm3XYEiV/4aqwaGUNu6lDM/ZphgUJlCrgyGSiM3Brlpv+/xfQ5N+GdmuV67dlT0fKGfZR+rP8dG43+PrjvucbBaWzOwevGLX4zHPe5x+PM//3Ns2bIFV199NZIkwdOf/nS86EUvWreO7dmzB4D1OO3du9cvP3DggPdi7dmzB1mW4dChQxWv1YEDB3DWWWf5bX784x/X2r/55ptr3rDQOp1OrUglAMx2O+hzBjMuIMwS0m6KWa4gOxJiMAM2mLNAJgQXIagg4CEkDON2clGFmyRKAEHb0ITDgskEAKCjv+HAlS7AihEwHsIUOVjKYbopTGemAqzshFRUjunbo/XxpNcIluw2JgRddI6cV64BVAGm8gD4aaAoqqAqtABc1YCXCICXKoEZASt/TY7DTd82BkS3j8HsHLb3E8x3EwgGjAqNcaGRawNljJ14GJAIDsGAhHNwzvzDIhHMbVMCo7LP7rwIR7vlStefTE2gijNAcgt4BGMwBsi1QeH65o9DAAwl4GEM4LCAivoa9kdHD1XB3X5Rv0LwRdsJ11ANWHGJwpTnJzmDMAVYPqq/cIRgLBh/lWO7MeeB2nGGatrGAZMdiM4AndlZzO7oozfoQEgOrQ2MO5c0EZjvJzh5Ww97dsxgrp9itiPRkdyCbGEn0X4i0JMcg5Rji1mG6KdAkULnSzBFDjMcwQyXoMYLwDiHcddJMwZmDERWgLuLzscFkCsYMDAmwHWBwgUWmDLguf2uaGUgDENhGAQXyFyfBQDh37W4Bd/MoMPKSVUE15SWKaA2EDQAyYLtmNuuwSoTdgjMACiYxv0EK/uiYJDw6iTOjXv52qAxAC4hOjPozO7EzNZZpB3pgTWTHKIjINIUvNNB2u+iP9vDYLaDfidBtyvRSwX6wQtaKhg6DmTNsg64yCA6DEoCuiOhux3o5QRKSmRCIOcCRSJRLI1QCGGBFcbIDUde5MiYtt/7HDDKAFBggoELDq0AqRiUYdBcoOAEYE3l+sf32m8TrBcAUgVAGSTg4MyAcYZMG0h3b8Dq4Em5J4UyQBLdIsEsaPP311iAr4L94j76NqK2Rm7zzQrbrjnY+JWvfAUvfelLIYSAEALj8RinnHIKLrvsMvzhH/7hunXs9re/Pfbs2VMpDJllGT73uc950HTf+94XSZJUtrnpppvwjW98w29z5pln4siRI7jmmmv8Nv/xH/+BI0eO+G3WYjwVMEpDjTLkSyPky0Oo0dhO5rwKLkIzjMGIBEYmFlQ5D5Dh0gIoIUswFuwfThIV8MJ57XjGz4DaPoyzEUw2ckBGV0GTA3OGsfLDhQNEtn++jyE4Ctrw4KvJyxUALhNei7CNhrciQ14nwIKlwBPl12kFo8pP/Sa5a7NBprQBZ0BXcsymAvPdBP1EIBGl14c8VdY7VQVVouXLzQjYsPLv8JihCW7fbkNQFRsPvFKldyr2AJe/a+PAk3toWc+TgTHV7Xz7DefBCSyyKnBsvBuMA1zaB7U2DpQ6UBaB9KbvBuDGF5f2ZcZ9IFKAS/vZYBMyhUwF0m6C+ZkUg45ENxHodSTmZ1LsnOtg75Yutg86dowENyoRDINUYpAKzCQcMwnHIOFg2RKYyvz3Vy8chjp0APktP8bwwGFkR5egswJGaf8syo4uY3TwKEYHj2J8eBHFsIDKNIwyMMo470SBfClHtpQjH1qvhs41dAC4aeIkL1U8iZLZ7cL97HIdfcLtQk+DYLFXq9pO7ToHnotyWbUvTes22uhZxWWKtCORdCSEcM9s57XUDS9EANx1t/1v+n4ZxgGZwogErDsDlnbBkgSMCzDOwVNpP4JD9FLIbgqeSMhuApEK75ky2kBlGvmwQD4skC3myBZzFEMFlSn/EtBkdN3pk3JWAbNAOWaGylTGDRkHWp957cddeZ9wPDWNgWpbazr8cduanzxJknjUt3v3blx//fW4y13ugvn5eVx//fVramtxcRHf//73/d/XXnstvvKVr2Dbtm049dRTcf755+PSSy/FHe94R9zxjnfEpZdein6/j6c97WkAgPn5eTznOc/BS1/6Umzfvh3btm3DBRdcgLvf/e54+MMfDgC4y13ugkc96lF47nOfi7e//e0ArNzCYx/72GPOCBSp9D+Tfg+i2wGkHfAmAlSh1we8IaTGuPUkGQ3wzHpyVIEma3o7r29kJysmEwtKeAmKPPhRgTeK9gHcthxGFWBcWuAVbud+bwoVVkwXYIzDAGAEOLX1yLEAVDWBojAEWB6WgJYDa2gOmfn9uQCTefs1WmcLQQ89iMIwIAEqWh9jviZwxJkFOowBMPDhQqVNxcMV72dgoI0NyWkAzLDaQ5v2JrDVZBZgUT/qD6wQVGmDiteKVsVgyoSTZ3AOyh2r1gchK2PeqAJMoz72uPQvBOXGGoaPmk9unSweq1mh/X0SnKGXCsx2Jeb7KeZ7CbqS27CwGxcdaUNAHcHREQw9ySDHR8GzoaMPKPuCNFqCWlzE+NAi8uURdF7AaG0/SkPlBYwy0MrAKA2tDIpRAZUpaPe3Xe+umQK4m/z9shWMwiyCsdYJjFpqWx9aOPHGYSJ7HDqu+wIAsCNs5bapj2J1mx+X0cueLjIUebcaBkYja2OiMVa+nACwLw0itc/zaLwRsAZsqFj0UvBUQrn5SWUK+VKVA00gSgffOObGLFcMStWfZYB9ngEWDJb3hCEE5PZn9Xzi8RKG61Yyu195E9v2C8E6RQtua1szsLr3ve+NL3zhC7jTne6Ehz70oXjFK16BW265Be973/tw97vffU1tfeELX8BDH/pQ/zfFsM855xxcfvnl+P3f/30Mh0M8//nPx6FDh3D/+98fn/70pytx0je84Q2QUuIpT3kKhsMhHvawh+Hyyy/3GlYA8Fd/9Vd44Qtf6LMHH//4x+PNb37zWk8dAMAEh+ykSGY5kpkeutvnwAdbwNKuH/ih56i6czyjcpikY8GW0WBFAuRDO+HoAMTEbemWbyvjADMwXIJ1euBJ6jxRsmxDV71Fvq9h2E5IGK3tJBZyWoBqiLDpnOIwDeOl7z/wcJXnMln3LAZV9Lt/1IYPmyBE2ATQ1tO0seG/hUwh4QzjQpfhB171WAGrf2MLPUqcmQq4AlADVU394sxAGfsEM+72EPgLQVi8fxPQCl9mvSctWO+pfVHbFF4kgBduC8BPPLQNnRsP2w+9tEbbR6z7WbPwxQWwwCppCN1sgKlCIxvlWAQgJAfjDF3HUUolRz8lb6YLD9P44Nz/LlwYiI1V7blhtILKCmit/csI4xwsQOhaGQukcgWVaahMeY8UAOu9CL5qBKi0rk56dPVDXkt9cqzegUlAKgzjtG0bc3dE8BJCngu7TflKNck7YS0AVxtsRTbEePEQuEyRdBMbPudA0jlOjymXgLAeK56kdpmyYLsYZdBZAZ0X0MqCbMY5RCLBE3vcYpQj7ybIhwWEsmNFZeUgIHANWKDFBYfQCvFrK+eTL2IT4AkBlAe4rHpPwrE1CXBN4n2txpr4eRtta77zl156KRYWFgAAf/Inf4JzzjkHv/u7v4vTTz8d73nPe9bU1kMe8hBMktFijOHiiy/GxRdf3LpNt9vFm970JrzpTW9q3Wbbtm14//vfv6a+tfaJc6SzM0jn+uhsmQUfbAGf3w7W6YIJYcePMTCIeFXhO7kPk1nQo5gEmCWW+jAZawBPWjeDmuABax89qQ2RELChySbev/0kAe7mcqMBJvy5GMbt147adtuHnrqYlFw577bjNwGhGFTR31xUvVfkpRLCk5fNBoYCBWfItcaie0glgvtwCk0GBKqaPFSxTfLAhZ6riPpQM5ojtXEkTwYwXQ8ThvNiyK8ql7m35eirGYKn2IvFYV1W2l2DkMvQxM3iYNAM4LXJFFVPQwzcw/MwuuKQqITKARsS3EAzWqHIhsiGAywvZFCFgUw4ZCr8ZCQcaArDo8Stsjy70uuoDcBFYl+2VGbDP8MlsLQLkUpHPBZgglc+yJ33QmsPqlSuvMcKsF6J2EtFoCqe4IAQPJnIIzD5mrQDntC7sfr94jaoPyFgayLMb5YZrVEMFzHUCsVwEcnMHJLuAJ3BLGRqHN5nfhzICSBFG0BpIGcGjAHLYOh3ZsCLEczYvbQXOUxuSeoqL6CyHDq3EQ7GOXiSgAkNlUgfDhSp3VckBirl3rtJxgUDMuvNCr1WdD1D8L0SiAr3awNX1f1Kz1fT+IrHRXycSeMx3PeEB1b3u9/9/O87d+7Exz/+8XXt0IlustOxoGrHNoj57eD9OQuqpH2IMxc+Y+CVTEDGpQuxlWAEWjrw4x5uxAsRKUycqQegFjAJwQ0ZtyE4cNEeqptgFaJ8ZTmrhgfbvHFN2YJhf+MwYACoQkK63dwR0WOvlq7vS30sOWgbx6/JCoNRoQEU0MZYDpUL/4EDiX/rt6AqfmtvsjL0NulFo7o9GYXiaHKm9YV7y2eAJ7K3hemofd4A3Qi+cMM8uCqnXeqDATMuDFrZt55JWB6rBHUsbDcOP5P3UxUVXl7M/aPvHlwYeqOfpcV4CfnSUYxlCi63uq5Y8jJNRjShUjKDDQNab5Ug/pm7KGNlgHQAKWz4hzPrQTDZCGK0DL40AhtVPVUs8DpQuI9AldHGEZZpWwajjCMu17+f6x1CCTMHNdonwtV6IuqTbH3S3WxwpfIhVJEDi4cwlgmS/jy68zvBZYruTALOGbjkSN1HtAArO15t5q4yBoW2HkwtOGY7szCjBf98pBCgzp3HKrOhYQCgWYM8WVwwyK6E7Eq3r0G2lKEYFbWxAceeiO/TWjxG5GEMvVKlx8jYxIjgeZgw5rIGLa+Pjr2ae9kE5tr6ecIDq591S2Y6SGf74P05C6p6My7+3cAzCoCVjxYbBwYYB1gGViT+bRSABUaijKd7T5Eu7KQT86PCEB7guFr0d8P0SZG6mgfNZVARKGrwblngIsBM6VnzFoYMo/Bhk8UgqnIMOu9weQCumsJ81lvl+DYsCAltgH33pqPYMmQYdCV6qUQ/FfbBKWx21yAVmO+6kA+rptUDJQ8glFqgSAc9AFYzxxlT347AlQGQK+2PlYJbFQLWDKp0y4PME9kNoJmpgCvaD8HftX64vhD4AyzYSDirgimgGVApm0Hqvb9N4w7OS6wKz8hgm0Bcz5eOgskOuEwh0h6EYDYrMAAtgtvJ1HqoSr6dz6Z056/dAFguDATroD/oAoxDGA2R2YzAZGYZxSgDz3NowS1AyqshHSKrE8gifpW9VMxvQ9Yefql7l44HFK20Xz28CMShv5iX1dSnzZ5AjdZg7nGkixzjo7eAcYHu/A4AA3BheXUEqsh7aftK5HYK1TOMHUAS3GYH6oQjSXvopz3rwZSJB9M2eYc4dhoqKyBSCa20zRIcWpiV9CR4IiBSAZUpT2rPl3LvuTIqvh91QDXp2oaeTiK4c/eCMVQAUHKfSuBlswaFAUY69GBNPs6x3OMTnrx++9vffmLK4n//938fV4dOdEvnB+Azc+AzsxZUpV2Ac0dcd9cl5EU5z5N/4JOXiRm7rhjbv0VwK8KsQKMBwywZ3C33WX5NFgOc2MJXSPIeMeayGmldlYcFBN4gAIbZ/yYCLDexhdpEYQi0lZvl2jDQFlxyVfdYAW4dL3/3/eQbnhH2la/tR3duGd1+gu5MijQR/o10+yDFaTtmcOrWnpdVoAcpZ8yHympgK/Bw2BOpHnOtzgSlDXJlw5OaWU+YfR7XGyJNNw+eJgYcSyPgBNesKefB1u0J2DFQeKCBQ0hNuu8PUzkqWmthuC/8nV4IHGt4o5+lKh9CjYdQmf0UeQdFrpB0BIxLMii9VayiZcZQ9RCaAFRrZrCYGwx682DZMljfPmtEtwORSKiWl5IwvDMp0yvmW7Wen5k80a1mwl2NtXnKSnC1stfkWAHeRlgxWoRy+hZN/CRtDHKtwQug9DFZGymNXGkIxjDoCDAmkQqGbmcWsj8Am5kDX16A6I7AkwTAyHuvjNIolkcWWFHWpzKQXYl0kNixkxbQuUK+lLtxUE1ssCBd1zIZJ13/ONNTMCBxHjKuDFKjkDlPHMknhEAnc3zLNtC0Go//JCM5iM20Nc8+559/fuXvPM/x5S9/GZ/85Cfxspe9bL36dcKamN9qQZVMQWn9TKbWY+K8JSG48SRx53GqeFJUAcYyFxYsqhMEEHGYALASYDHWnDlYMQqLhPynsH1a5jhhJcu4qqlVAUEuw69yjKjNmreo6XxC8KMLKwgZHo9xQAaAVEdfDQeqKmKhTdITG2DXXvUZpLM70du6B935HUi6PTDOIBOO3mwHP9wzi/vdYRs6gqMrOUQSeKeCSyc484DKc5A0KuGCptMIny/ktQo9QpPMgqf6cm4MXAAbCqZ23Emk9nibSS9eBvbhSRFPzni7x0rrUpstkO+wB4nutc+w3XwnvNEKqshQZAVUR0AXxhLaC12XyXDhYQqFthlnzHufmXRZYTKx6fWJDLwW2numbF9KTpXN/rOcGQr/UdYaFxw6emGph2/qXgyytgzBGCRpv33V47TasGNTllnVTGNfvHdkw+F1uxntxkGusDgq0E8FBl2FVHIoDSxzhY7gyLUDWoxhOVcYFxqc2/PpSoGeNNC9OejuPMTWXTDZCGlmxUGLbupDgpZjpzzHTjeglJBfRZ7NNluZw9S8nHPmOX0qQvBrDdeG93tSRmrbMXwCxOoPuS625qdQmwjoW97yFnzhC1847g6d6CYGW8C6M4BM/DImhNWoIgHOAFgZxiqen5Bwy4wjmKsMTEchPb8DL1PJCSRxAWhZ5XCtREqPQZtp0JGitrQqPVF+InOcLRUARnf8mkgol+V5xx4tlz5shNXzstmQkeeLwCMAJBxciIoIaNmW+7rIQMJiE0xlI4wO/xijwz+GSLuQ3QF4kkLIFL3tJ6HI9uJ7/QSnbutha6SyHYKmUEG9KU2YSM1AlTsVWxO4ovATnOJGK7fDe0nsH7Ytl50X7ELwx3O0WCAHgXZHFWMWRIWH18YgU8arKluvDm8E/fZgsuQcRmOsAqgi8vpG+zBkZwZcptZb7dPuDZQDO0obKG3DsTqa9JsSCigsmgqOFAX4aAksH8M47wfjwoOqkGdllIGVXqieMRccSqkVuVVNRqGa1WTfEbjxxw2202gGaHXA1E6MJmuelOvHD/fd7AkVAGR3ACFTaG2QjxUYz3GIM6SSY9CVnsBeaIN+KpCTt5rZ7OLlXHk9vPlCodAcS7nGXG8L2NwYYrRkQ8NzQxSjDGqUgScSRmkwoV1CgwIXzIaCtfa6ZsUod783Sd04zzpKrxWNg5hoTla9tzZ7kwRyQ0mHElgbZMEQpOV2nMBdh2P3gsbgnThfyQa+aDfZur3ePfrRj8aFF1645szAnzRjaafk+FBmGhcWVIWAAmgOd1W8UDYEx1BUtw0BBpdeE4rexpkqSvZBLH9Axw29VRHYCz1ONU5TzGNx7VRAWLBNGOKzEcLSg2AzI6v9MiK1WU+ya8Gi0QCWS04aSo+XESmYLkow2QAGvWcqun5N4qMbYSobQWUj1wXrBegMtuKWhTGWMgVtLIeCZhv6elPvmiYuHyZiAAODgRUknTQnhuCK2rChSPuz6bESe74A+Ew98l5RuCoEVGQ+ky1q3Lj9QacdeOZMdO7aeUekkx+ogCvOYZBYTy2NFR+OdqCKxHa5LEvprNJ7d7yWzMzbSTTtgct6BqLSptFrBdj7Gnv2JGfoMQU+XgDLFsGyIXi2BDVahikss5gLl1LvwJXl1qhKOIcJ5nk0TDA3TdZ5NKuxlT1LK5eoaQoj1TLGVtWXap8mZSB6EvXqml43E2kX6cw8RNoDYEsCAdaLs9iRGGYKwsYAobT1aqbSerat90pXAIzWJWdSpz2wpGcz0WcOQ3YPQnZT5KkEG1nBUGsFjBLWW+S8UoXTRlSZTW4w2jR6tMjCkGAMouvgin6zoCnlDLKBuxWCqzhL9FgEXqs8sLZtyGP1EwqsPvzhD2Pbtm3r1dwJayYbw3SkvU0iIKKTSGEITAJeiA+3Ef8o9LBojUaJRMcViUNpXjgxyiCriJOGIZPKRg1cp4gTVhFlpPUxeAu8VCzctuF4oUfLqmjL4HoxgEubNRn23R3XePCFMusrDj8G3jgPxFRVGG8zjEvrtRJOCDL0Emlj/JfboPRWhVHVFuqM2x9+X6DZQ0TgiiKOkjNb1gRoVF1nrAqumsJ9HJbzI1D3sgCllyXkjCkDMJQ6VQLWa6ZMmSEYkt6p/pcw1nNlO0PZrRow0ocGa+ccjLcJtKINsaQ3B9mfA5cJZNqDTFPIlEM4YjlxrICSQ0ckdsriDAFryhn4aAl8+RBYtgiMh1DLC9ALh2CGtrSNDkQhY+PCptJzaBjBrTaRdj/hsk7BvSeBUuvJWxqHUCb5/OKJjDxTgrnkhmAZUJ84V5O2337s1d/ozSQtc5mgt3UPOvM7kHRteSMyrY3zYDrvFGcAeJWDxxk67g0s4TYRpp8KL9vCosSlMAGIEhmY4OCaQ6QCWhlw0XytVvJctq0PJS9iKz1SBsgUEsG8DE0MgJQxrWHiapuTBT9jj2a87LayYxIIrWrUGOzfvx8333wz3vrWt65r505EU0dvheYarNO1ujJAndNjglp7RVFOhk7nCnCgJswkDCeNUJKhwZM1qT7aagCVN8YdZwqAUSWoCgBLrBVU25/xUp09yNDy7dF1CD1nIeeLOGiOP9Z4DmFoJ/aUxSDLkZbZJgGr7pbdSGfmbZhGpuhvPwlbds7g5G09zHckOlJYKh6rg6q85WlC3kgS+wyz6+JtQquE7hy4YsHfTVYN96GVHxUS0+MtYlBlYCzm5w5UEbJzmU/aGO/tIo8XnZ8BAMb9WzpjvPyaRPe88j0wugRldG7Np7xuJjodiLSLpDtA0u2g05NIewnSnkTq6sCFSuwhiZ30q0LjDJYWUIxghoswywvQS0ehFw5DLy8gX1iEGmW+oK7R4STLvGaRypyEVwYHtEpwBcHAFKuFgkqwUnaqaUKrTpLVsjch2ZzEIENvRPvkWdU+Crdd2RvWXnZnM02kXXTmd6K7dTd6c9vQ6UlfkJtLmy1KCS691NYGFBQedPUC+0k5fhPOMd+V6EuGjmTosxx8dAQ8W4JeXoAZD6Gz3GcETgJKTDAIJ1jLhILKhOM/2X1oX5Ln0Kokr7dxokL19RhoZX7f9ntTBd3w25M1HbeJQxd7QWPz3r8NJwZUbc3A6glPeELlb845du7ciYc85CH4+Z//+fXq1wlr2a0HobkCH2yBSbslICKQEg1wRvwgwP7kodxCxHsKAFVc1Bgkt0AWc6Bi8BJvCzcRxf1l3L1eqnq7TRMYgZzA62ZCLaqAV+WLLYfnG5bYUQFICtqO+11ZR56s8Ho0etQ27ovUnd+F3vbbobd1ty+8yqX1VMzMdXDa7gHuc9pW7Bp00E84kgBAq+ChQz+bREQDLnvlVKikTZvFobrW7VC2T38zxkCZ+6u5fHFmYxiOFB4subAis+CCudAf1VsMvUw6Ok/yfDAPRrgF3+5+lxGIyKsbf682yLhMvaeq05Po9q12UXcmxbaZFLNdiVQKn2JfioKW2YIkv8CAQOqksDUCl45CLy14UFUsjazithOHLEN/AacGdiJdy6lXwYvzqFRIw3WAkwWeiLzFI9F2jCbCezyRNqX711XcUfs75AJtlueCQFVv6250BtuQ9mzNQJkICMkgE4GkY4F2L5WY7UrMdiQSziw5PeGYTaWvN0riwr2EYSbhmGMZ+OJB8OERmMXDdlyMlv1YIAX2sMQNcau0MhCCgQkOkXLXX+H5VE2giiy8p5OuZejFKkF2s6fp+DSy6kKibYT2uJZhvsnAe83A6qKLLtqIfvzE2PjWBYylQIcLsE4XpsjKUBjxoUJOky4AXoC5wsGVt+4GzlMNVAHOC8MBlVc9YzEQaSNvx8cLQVXTtuHPJot5YkE7nlfVBHbcuTJWeC8XCT+uaJ4zxuy1cITm2ld3gydTALjDmb+Ema1bMDvXxZ4tXWzpJ+5NVGJLP8HOmRS7ZlJs7SXoSlGpcBZmAgItXoEQPEXPgzZQVcvi82FH43+vEMhhQQvdOQJVxKcyCIRBA45V6QFjtWMaU4IrG+6zMg7cTbzkDeOwHkryXPnvj9tZmxJQhpwvOn5rJmHlArSM73U2xoWfOJOOQNpLMOhIp3FGoRwelLDhXqyViPsedKoxWJHZZ8V4VNYJXF5GsTRCvjSCzq2XQg2zsmZgi7fCK6yrkthOulamAeC7M3I/SzATeqTin6v9tq02zFf9PjRrV9nf63/Tz9LrZVajKnFclvRmkcxus4CqP4+km1hAJXgFVM10LKDqpQIzqcBsKtFLbLivK23dyK4U6AjroeoKjn7C0cmOgg+tpwrZyCYyFDlM4e5/Q71VCheHRbgt6KqCKbJYSBawnDD/8lVRXo+zO5vDwjDwIOhYbKX9Qs9mCLib9dCOnQx/rLZmYHX06NFVbzs3N7fW5k94yxaXkLkq4qzbBx+PHHjigEihuS3/YoivpDKwIgfyZUfMNXZ7LevOSQ14l0FlecDVcnwuACXIAOpcqci8Vyh0jbQAu4pmEC1byUIZhibCvPdiqWoYi4jmK3mtwjCjP2YAruL9xMaFAu96xx3YtWMr9m7pYdegg7muRFdwr6hN3IgQyJTgoeRXaFZWZG/StgKqIb/qlLc6awJVZLFHiACUDd1ZwmeTAGhTP4E6uAMsSKRHP3GKOMqsM8qWo3398VCXhaCwof1Z9V6VnXBeVGzOw5Rx4Q7JPLcudRMleasSYfkznNuSJsKBWMFLj1VXMLDhGKwYQw+X7OQ5HtlMQycCqfPcZ4GpzHoqbNmaCDQp4ydVlROxvfRI0ERqdc7iybIKsMj7AFTBTAyqJk+Ek+vBxRNivURKPFk2eSjqbdoQ0Maa7A2QdAcQnS64TP13g8Y1FxxpIjDoWrDdkRZcS8EqoCrhHJJbXmTKGQYpRzo6AjY6ClaM7XNSCJs4VVHetyWOeCKhQV6r8r4Xoxwq41CZhki5ywws/Bho8lRRvykBgrv1YYHmlTxM9GxpyvSLxw2BozbPUwyi2pMgNslFuQpbM7DasmXLRJ0aAF5wUDWg6Z9084Uv8wIocvuB9VYZ2YGRaUm41oV9A82WwANg4deFDbssujgMF4fjTGN2lECjtIHbv1WKgTRvqE+uH5XjEzGf8RqnxfZDlN4vQWG6oGBuGzm+DQgGfDXPzW9Y7wEllyXHK+i/kavwgh2j7ZzreFC1vZ9gvpt4YMWZmzzbsKgDBswRy3kL43pSyC8EWG3fxCZPFX1tfdJqCPxqHi94OYS4zl+4fVVGob6M+mnXm7JGIIhnVHqx4udK6E0Lj8EZEeQDgAXykrl3F7M5wMroZq4SSS3YPhN4RkVWoRQMJc9tBqYy6CKznglX0olCPConMFVYcJWXafOlR0p77hVNmirTFUBFHJo2scdQATsGXk1PktVkDobgKgRtk2wSUbpp26aSNxsOrJKul9wA7L2215p7T08qufNWSaSSeykFX33BhYZZEDKXDJWMb8qUZmnX6ZqlXnaDuUzR0HNp77styA1YMEWyG6R1FZvWxr4ACA6e8LK2JHftuvm8OYOvvFe8spzGECpk9dVYLCS6FhmGtpDjZtmagdV73vMevPzlL8eznvUsnHnmmQCAq666Cn/5l3+J17zmNdi3b9969/GEslCYD0CVFyVTFEw6ZM8geQohAaZyGD6ymW9hhhuJgsakW6N9Nh6LwVLMrars2ALIQs9U5LFqBGSBx8lrTnFuAVOsgk3nToKfFP7UQXkRUp8PzismIdcyChkPkFXZJy/lwFCGSKlN4ntxDpNsXAFeyu4JHxB0WSfxn/y2rHSXx9vHCuzh2jCLz2NOVH8JJz7OSnC1Un/qy8K6guVbeOitivdrA1Th3zrwTviMwcBbZYJsIXvsYH+3jh7ezIWpYnBXbrexT1MCVXYom5Lwqw3GhcYwU1gYFY6grH2yAmMlr0p7zwoHJx08rS2g0la7LSSpG62DEGB5fiSrgFS45c3hnhJUtZ9XyHuhCbGJF9X27hAT0BEQnUPP1WTF9WZicpMnqyoHEIcIN2dGJR0zoyVUocGFhnSE8TQgrqcuW9TrzTlwRUB7RYwaeKwIVJUaVtzPTyxAJCQYCoQAvO6lmmS0bXz9w/uSuYdak7L6JC7V6rNBV9fXSaT3zbI1A6v3vve9eP3rX4+nPvWpftnjH/943P3ud8c73vEO/Ou//ut69u+EMxrIopvat4fE6lfRRynik0Q7Cgmj01Knx2WvGaAEFBVOFfzv5cEDUi6Bini7AGR48BLW/QubI1AVSSwQUDKyA5P2YRKrycKUC2lmw+BtyinOJz34sjxFZkv1qMJ6E7x3LQZ1Abhy6w1jvh0TnKPhwi53HDTa12jnBSRQ5XSNjMhb7+HxmtIGha4/9HmDZ4V+bzLmPBdhxl/MwQotBFUVnhZnJdAibxQQFHWu86FWMvIuhcY9IFpbW2TkBSvbqwJH8kRZj5M9EeudND6s4AVVUU5E4XOTuFkANjJ/odW0064aOo8AeR5nUoFcJ9VEBH+uGrlmmO/Ngw0P2zJZzqgenC+82zAZcsGsVkeCijaRXiFbDKh7G8q+tV88AlVtqe4lYKoDuJCAHO5X/r7yTYulIEKA1SRiuZGmVG4LZfuPsY9dU/LYyCQvC3An5OGmkDC3/eeRrAkzxicBMa2gs5HXNCMgxQUva0e6EJ4FXbahElRPVloHiE9VejwBC8ZiDyfVBEzcMeilgQAz1Qu0izUybY5JDiUmzrdJM5wIEguhrRlYXXXVVXjb295WW36/+90P55577rp06kQ2ISVkN0Uy07O1Arsz1qvDBWhI0lu5YAArMu/hsdlzqZUCiDxPtRIscfiOSO3h+iZeUlNGFHmmAF98uZK9F7XlQVVnAN2dRcHsMJGysCHNIqtm8nFpQ6DCAkcG2DCGkPaNOwSOq83YYtyCJFXYcCOFWHkJuqxXrKiGAuPjbLDRG2fiiu0yoMYXanrG18JwpnlKsdNEuY6kGsKHnDbN/CzpkAvpUXkCOmsHHcYQILMPMWq1qf3VltFpa8PXDoyuF2ld0e/ccWXC5bQOxoGv2+DB2lQM3DhvJgmDkgDk9kGKUVGOU22syn2uDQplwZcxwNaZ7UiGh6EcZ9GDqoq0AgdTvFTZdsYFA1PlZMhH3HFlNBC9Z0xSVm/jUcX7V0nDdY8CASC6r7Gnqmm/tnm/eTItPSNlKLDqHdto07kL3eqe5cO572cMqsICzFLYIuT03PChQQew7PPTZVSrzPLuxkOrYzZcgslGoCxuzrnnWZEaPxcc3ElvFKMCYfHt1XipbGFo5cdMnLQA2HuZuGMwzsBzDWTKC4TSOp4pKMO8BMNaLNRXo7+bbBKouq1kONY8+5xyyimNwOrtb387TjnllHXp1IlsPEm8t4p3bRFmGyqT/g0UcBfWvWWwSHLAxJN+LEUA+HBAzSKvlf89bKcBWIQK65XwXxPAIVDjSunYWlYGNWHTSdYSWgyXNQqKtvZFAi4sabion2sk5bCR2YFhlgznJUcidOVThlzoZTKwZSwMVvamhB6pEFTlWmNUaFf6wv7MlRMbjT4Gk71lTbwm6rvSJU/JtmMq6/21MO3HCC0EVYbaXaGP5TFM9LdrJ2w/+NhJ/9g9a6s1zoQnr8fmw8WRMCRgz7/QwDDXWMw0jowVFjKNxUxhgfeh0xkvy2I8uLKeKx7wamgCpQ8A/zO0tSiur6Q51RQCnMSxWi3PhUjy4WeSxTXk6GeVk7PxaNt7qlbBJxacebFP/wlkN6g4t2sYzCU/6eGS1TRbOAyzvOCTGgBUgLVpmi8m9r1ZtyrTpvaJszDJWPRm5b33LSTT8F61GXGySkBnWsdlG6iKx90Jz7F6wxvegCc96Un41Kc+hQc84AEAgKuvvho/+MEP8JGPfGTdO3iiGU/d20HatfUCk9R5a2Sl9ps3CpkF5W/AOoCxHCAvVxALGYW2WhASWkMI0UohtM20FHKTPoxoJSIydEVqJzPytNH2BGBUBpYLqwwMlDysScCQEdG9qkfFjNVf8U9vXgInD6iAKv8q5o3FRZ03yOiBaEnrZcZaaOGfXm1dGV+UmUXbhRNwHBIkpfZcG4wL5d3kHQkANrQQZhkqbSxJnhnr1cLawAYNFfJghRyrMFwH2HHs37aD84kPV/1+2AsmeJl9SBmK4XatWYgIyN+sDKHQ1ulq3GnHaczzXZj/KYJPKqsK7IV7SclhMCoMbh3mWBwXSATDjn6KjuSY78xYb5jLCNS6HtILvVbKFV8zrhhzMaJsQV0hKcf8qlg6gayNqL6a7LwwnBfys9rCjCuBrabjlv1p3m8tpPfjtSavJWe2CHEIOsIxQIvDx5ZP4iDOFc0ZeQa9dBRmZD1VJs+dx8qB7FrdSO05VT6xIXqOhPIKTWPC/qz+TVYud+G/UVGrQamMQZErcMWQK1PhWAF1cDVpPKwl7Fff97bxVgHHAKwe85jH4L/+67/wtre9Dd/+9rdhjMGv/dqv4XnPe97PhMcKcGicixq/SutyQqk8lIjjJFOYpA/dmUHBJLQBUg6w8SJYMS5DhC7DrpHQHVukKRUXfLYd5r5THlwFXp3GUJ3WYMXIag6JzE7KKgcrRhXQxrTyoUFqhzlQxShjqsV7Bias7ldQJ9D2i8Ejq5AYTwA0zH5xfS7FFTVgCp+tuRFGgIeyuhLB/UOClNKBZlBlU9yrADzhVl2cwophYeYYm+ZaY1wojAqNXBubjcgNqCjaShXgjSm9VbG1aexzw2oIqe4RM2Cm9Bg0Pfs8b6rydwmuLFAKeT+urQitlVl1VVDFgnUwGsJsXGYoUE6qjJclSchCUAUAWWE9UrcsZxgX9rG7kBU4NMyxnCt0pdW72tKVMEnfJYuU/KrKcQWvEtodoNK5zQJTmUK2lKEYFdBB6r2OPA9NE1ETqIrFbCnxos3iDLCVwnttE2uoRxWDq5h307T/ZhhJILCWelQ8AFRANVlFa/tckNyFSBF4gJl9tpois4BquASdjawMh64XpLeAymarUzagDsAVce+akhjanheTrmuori6Uqd3noXMTkTr/esUPYo/kSh7W28qOqVbgKaecgle/+tXr3ZefGGPcvSVwXlUgbxqgAZdKpzM4KgZYGmkMczvxp4JhJuljy8wAfPmQ9QpRLT2XjWfDgkVVFsF2pMbRsuCqsdNOWKRliMfEcqXtl7fIwIiUrgO5iCAMyYoxoPL6ZNrmZQs8dKE0Q7jeX1dehiR9jUS6ruFlZj53zRE+N0fqo+K+X8GUsaG8hUxhOVcYO85NPxEYONFAzu3Ny5XzbLj7JRhzHinblm6YlMI+AStnKFZLU7Vt074/SRsAFgt7igu1SW2gDqrodwJXWptKaDI8Lkc5UTNMnNPL5JCm4uTrbIzzCpgCUPk7K3SlCHNWaBwZFegnFnDlymBUaBe6hS/Aa5Ky0LsPBeqSvE5Ay2jtpBQCL1WukA8L6Fx7kLVabk2TNUkYeHC1wj4xcGorkRNauzeiCq5WDitujsdCyMTJLXAwLsA5s489xmqPPqWNC9uXIa5ca6DgUNx9f6RLRuEuIuAkfXQ2ghktW86qCwvrgH9HMkD5sAg8llWNqvBnCKqawGyl3y3exqEy3jtYL0VU91qG948uTRXAR9e2gbdXrmsfSyeCntWagdUnP/lJDAYDPPCBDwQAvOUtb8E73/lO3PWud8Vb3vIWbN26dd07eUIaibUBFgg0bePlBAyM4Mg7czi6VGD/YoZbljNoA2ztJdg9k4IxYL4zA565QsWdAcYuw1BKhhQFkC2DaZRerUDzqUYKDz049CXVzaDELwvCexVyejGutw+gTR/LOEBkf2d1cEWAFABjtrAyo+1FAiNTQHbtdZBpFUCG9QxdP2POWuMx19HGbsLMHeep0MaFwVilrh+BIvI85VpjOVc4NMxxy3KGw8sWXG/pJ9g904FgDB1XuNVyqBRG7iFolZm5rT3ottPaBOKT9ZAZQx0YNXGr2jhOsf7VaixsisjtEd6qba+MrS1ImX6xtUFkAmUMxguv2vBoM89wM22YKYxyBe3A8/4jI9x46xCDrlXgHnQTLyTaSy2wTjgvtbucXEhMXAfgJ1LSIyLPBHmsLKhSFYX1JomFqkxBdT2B2TZ9qDZrCyFVpRHYmsBW0/KVPLNxfzbKmEitMKjTsoo5RwB8EoN9ZmjkSiPX3PJWAeSOn9WVHICwHmjJq89prWFyV8ImAFRWyyx3ArJVQLUWbl2lv60exrp3KCSzx21oNN/Lpm9lk7RGU7tN28cg+rYMAZKtGVi97GUvw2tf+1oAwNe//nW85CUvwUtf+lL88z//M17ykpfgPe95z7p38oQ2Cn9Fi41B6ZVhDEakWMo1lnKNHx0d4cBSBmWMDQMIjpmEw6QpDM9gki6GyiBTxhF9DbiUSLjNsmsFVbFRCFKVoMmHCmMNKbcsLm5cPntXOUkF21X4Y02EfbhJV0gvO+FBVdKBESkUStAqwohU0FeGIJzpikqbBu7DetkPb16Ckj2kkmO+IzHfSSC5AGP2jTQGRfS2xjnDcq5wZFTgpsMjHDg6AgAM57roumKs5JUaKdvGonPl59o44GUfwIkpr0lZKiUCVoxCY5OREXla6TEeAi/yAza14PW4AgtBmjElP4vAVZPHKcwupIfiJCAW/gxBGXHODGdgTHrwvhlGHjntiOqjXCEb5sjGBXRhwCXDciKQdiT6vQSDrsT2QYptgw7mqQxORyAVHCiG5fmSdyr0WmWFU9QuwRSl06/GM1UHM/bu2EmsBFihp3A1c/TKhPNQKqEK5qoTaJ1703aslUDARhuXqU1okim4TDy3ijyXNB5I20w5jqR2nxz2BUwbg1wLJIKjp+Gf116AVivovLD1ATMb4la5E4ql+pGZQqhvRoW5ueYwwr7cK60csdwqqcd8tJgLNek6Vkaaqa9bLaiiY1EjsT7Z5HBldSzUs0TduGs9i42xNT95rr32Wtz1rncFAHzkIx/B4x73OFx66aX40pe+hMc85jHr3sETzexboAap0E7MQCPPDYW0DDAqFMZKY3FcQGmD2VQi1xrapSXTwFPaeIIwM5aInBBAmRDiIP4U88CJQjB1bhVrAlf+RAOJBsZKj1Z4bvG5NhknEDiZnE8aVRT6M07tXWl4Jf/Kw7fhupMqPWPa6vpskP3oewextMSwOCrQTwXmXamKXNtQz8HlHEfGOY6OCmTOYzHoShvqY9ZzlRUqSMlXtQitdiRn4mMlpnxQkFcLKHlZNVC1ynMJBTmJf+XbiMJ6YUgvtFiPitqinwSumqyUWKi2F3u5msBY3AcKqdEDNrsNiBe8wqEx0IWBUhraML9+5MQilTboO2/Vtm6C2VSiIxn4cAFmPLR8GqWhstyHfqgAc0lQ1rUJFSgnVaas2jZ3mRXNYZ8wnFNOcKu9fKvJ4CNQxQEgmMzDibA0WnficmjIeJJ4j5WQHELY0kYEruJQsS91E61TppptzFQGpgtbL9JlHqrM1ohUruAylTgKwRbjHCKtXqwmzxUXHAkoG7D6ulMnmtOC9tJEK8H5uGSR/921G37jw7HiXiv8seP+TRofTeT4zbI1A6s0TbG8vAwA+OxnP4tnPvOZAIBt27atqY7gT6r52HaRwxQ5OHE5jEY4FWhjrOClSABp3fqCAz0pMEgltvYTKA0MUoF+IpByBqlGlq8EoJsOMCy0JwRLzsqYSAMIAlADTgA8oX2SxEJIkjdoD/E1Wpyx6IVIS+V1Ov+mPleOz0rgyJwqfcK5n5To6jJjquHBUAbC2NDiRnorbvrav2Hp0F1RZKfjG4MUp8z3MEglxoX1Rv73wWX88JYl3LqYISs0BGfYNkhx2o4Z7J3vQjCG+X7q32Tn+6ktuOpqhnFjQ3wdyf2DuCO4r3ovHGGeLAYgdX+E8WFKDvjCxpVtGoBKaE1Apmm7uJ3Sa1b2r6nNENTFIcSVQFW4LAZYm2WUCZYKG9oTnMFoC2ioVIhMBDodifl+gu2DFDvnutg128He2Q52DVLMdTi28Axi8RZki4ehRmM7iYZ6Vqr0TlGpmtgYZ+DgQPS107XyO9X1oTeJJtBYg6rctnLE1tBf5RqFP+MXpcjiGnJrKWdCx9+MCdXy7Eh2gzlwZT9ccPAgK5TqRia8/PjMYgOXiMIgOawIczay0gpjS1onj1UxGvtwMNWONFqDCYakJ6FTAZ5QRqAuQbYD2ozGJkEXXQUu9XvNKsvJSxR6NNdqFQ0yY1XbvVQDSnAVapO1Zf01jePQ2yUYm0zM3ABb8+zzwAc+EC95yUvwS7/0S7jmmmvwwQ9+EADwX//1X7jd7W637h080UznuXW9jpZghkuWbO7AFWOicgOVga3ppCyXpic5BinHyXMd73XY1k2wpSsxSAXY0i1guS3qnDAOkfZtG4DNcNK6kvlXkU4IQVMNOFWzBe2+0VcizC50670vo1Ubi9fX0bUIpBSMKmy4j8KmDcCtGo7kMEUG5vbz6u26WvfQH5+AFfU19q6tsxXjJRy54VvozG7FDSfPYSErkGsb1r15KcN/H1jEjTcvYXlxXIaBhh0IzrCln2DnTIp+0sP2mRTKGMx3JHb0U/QTGwrkxhLaASBxyCURvFw/gTAfLy8BhwtVGfIauPUowVDIv7K/242s16kcPxyOy8TL49X4XQHwautT0/a0T3guTeCKLJ47Q+9YYzLJOhpxn4TkkCmHTARS4ky5ortEXKd6cYOuxJZ+iq39FNt6Cbb3E+wZdDBIOWZTAXHoBhS33AS9cBjFKKsIhNKHMry4YDCCQ0PbIS8coBKWoBwKQxptwBVzlSHaQnB1cEUgKFRLL7fzV8JvT+ua261O2iuBpbWCqfB8aELdaEVuGgOMW28VF3YcyJT7oty9VHg+XcLdT2E5k5wxJO7FMRUcqWBIBQMbLpYSC9kIajR2BHULsHRWeF4VhYtFIoHE9qsQuUtuqIJpX//PPds5uAfcTWA09iiWZWvaSe20fegxisnrgsGps5dja+gaJNV2wRgy7faPrvsk0BxztELP6GbZmoHVm9/8Zjz/+c/Hhz/8Yfz5n/85Tj75ZADAJz7xCTzqUY9a9w6eaKaKAvnSCOLIUfDuAbCZWfDOHEyvsIKBKCeBygSiMqSjI5hNZyFYinkrPoSOZJhLBbrLN4OPFirHEsUYXCQ1b1AFKMVk9ZAn5fhGMdCqZNY1hfcIrLj1JvImVRurA64K94n0sGAfPr6NkJAromEYltgpbJHdUMPKMGbJ7tS/iE/l6wduoOkiRz5ahHZZXVROg8qZZOMC+VhBFRpCcWRJ4b1X890Eg1R48mrCy0r3BFA67vd+Ug6iJNSrwcrhPlN58JH3yO6pUXoQPAgCKnpQ/lxBYWnXLnOZYe6B1aYzFYKqUEaiabvY4v2aPF5tFnq8NtoYZxCCI+lIDHoJ5vsJZrvS1YazE2o/FZZD5X7OptZrPduRkNwpVXOGhAOsGPkJVWeF8zhwn4lsQz3cTaYukKLo6ij7dVfGagtBg2sbGmrjXoUgZ7VAxkuL+ItQD+Uci7Ura6/d+9QcYlx/03kOrZX1SKaWQ5d0hAXbDmiHmmYeVDkPNBBIIQTtWqmFHGY8hCkyK6XQIgBa1ge0ula2bmB53nGIGHCAisCVqoeJQ6sq3Fc9ieE2k+6fv14o+U6U6Sy0bTPl8CBrtfct9qI2aWSJSW9mG2RrBlannnoqPvaxj9WWv+ENb1iXDp3oZpRGtrDk3xJYbwbJ/A6wfAzW6YLuoC1XALBxZrWfigwoMsx1NGb6W7GU2xs/SDj40kHw0YKNqTPutaF82rgrmVMBN0ZNBlVABbzUZBhicBWBrNAb5I9N0g8xCb5V+gD+HPzY5qi0UeNvNZ1HzFVjzIZYKwetcso22mR3Bt25ndgy28HWboJBKjEqNAZdG+o5NJPCaMuvEYKjP9vBln6C2Y7EfEdia8/2X0dvczp865fNHAHtiEuhwGhoTVeg7TEVwk+vBxV4q9pMw0AQsT3YtOnyU0FnTl4QViWst/WV9ktcej9xDpuEWMN+bIIuKAB4YrFMBDq9BNsGKbb0E/RSiV4qMNu14Gk2lZjr2vs+25HoSuY9kbmb0Ia5xhHGsG1mu68V6OuSBqreTHCwUQYuuCWvpwIqU+CCuQokCsqR2GNuDRccQqtVe4kmEZkpXGMvRHvmJpmiWG/LsVdDVI//bhcOLZenG/t+BZ0NYbQC4wxJR6I7k0AmQVjQhwG5V1lPXBYvVVJYHCvkWiPhHGwmRU8ymKQDX4A70ORjQkB2UyjBwVNZ8VwB8B5Oy73TVsNMG5/gULZjvZtEZm/zWq3k7QnDgU0Css1Zn2U4UTRgRTom9UOjeUw2GYGrkD8Ye1s3w1YFrJaWljAzM7PqRte6/U+SGaVRLI2ghjaunczuh9x5MjC72988BvsMYbqwnKkis+FAxoHRUQiVYY6I1ssZWD4GHKiqhLUqob2yqjmUrgOlSRYCJ0dUD0NqNuwHC+JCDxQRyUnyAAC4C/MpCvmhFVyVf9B5MO9B8yR7OLHD0HEWSkW4fjPiTTEO8ARwoUVmNKCKkkO2CdaZ3Y75fXfHjpPnccbt5rF3toN+wrGtl2DvoIPspDn0U4GDAcdq+yDFHXYNsKOfYtAR6BBo0sypcWuvjEGE9NAqYqFO62oSuFrJwsw/v2wFULUWwNJGWieAHYf7gPqcyxhdC/uWqxwXJPZ8xYAqDCFupGljJ1SZcmybSbF9kGLQtYDZymNY/iSBqrmORE8y9BJ7hTNti3mPCyeQyjTmBzuRzG61JbOSJYhEOg+E804F3gmeuEk0LVAMmRcJBcrwn1Zl6BBwgpUGWOkVPpzU2iwstqwjcnGsa0TbKTRN3s19qYaa6tvGHpN6/zY+GywfLSEtcjsOEo60l3hPVKi2rhq8TQSqjowLLGYFOsLqovUTDpP0y5qrdD5uLCCR4IkdZ8VoDDbKUAA+OzAfFsiXMuRLGYphKctBxgVvJLQ3hffoXsXAJgbZoelgfRO4ovVZcEkoXKjc2KR1mV65vBH1Pc4mLH9nK74orretClidfvrp+L3f+z0861nPwkknndS4jTEGn/3sZ/H6178eD3rQg3DhhReua0dPJNNKw2QF+NIQankZJhuB6aIyiXCgCjicpwWALcxsRhYMhEKGoYwCLz1GtXBbBJSaO9myvGnfULKA1lE/gmw92tbowob1VLC/D1NGYcPwGIaXvK22frdxvxAAQMZhhAV7Rhe2lI4pQZi74M3tr4PtvfsDsP12O3DXn9uOe540h10zKXqSQxvg1PkeOpJj50yKxUxhmCsobTBwPKqtvQQ9KbwEAiPuk+MSOGZ5a3htNdtMshiGxVpVbQ+g+FAcVMYnCDkQ3jPVvung4TrpERl67Js1uaxmFW0UPm+bgNpmGWMsmkSNV9qv1IFjVTBrjP0KjQsNzoGOYBgWBqlMQLUCWeCZoIlVJE7zjWsY98qvgllKK+1BVZOeUaxsX9cEcu0E+6w1FNfMv6l7YGMCcl0PqV5uZTVWZpZt7IhQ2RBqPIQutM/0o4zPSUaPZ1tJwdb/VL5UlfPkK4W4JiDdeySA1hoSlufF8wKF0h5UZYt5IBZqx4NRBkwwHwIMjZIsaudnygzN8O/YmoF0w/UKx0JDeSVqg7bLzWSx1zZB0832UMW2KmD1r//6r/ijP/ojvPKVr8S97nUv3O9+98NJJ52EbreLQ4cO4Vvf+hauuuoqJEmCCy+8EL/zO7+z0f2+zYyn0rovEyCZ6UF0O4BManICysCVsOmBCOE+4005L5VLqSUznjckHHdIlgCHTOtWUFIhhfsyNg3bxuAqlEOIf/rOUXix8HWsSIWdxaCmgXfV2AfAg0gPmkIL9K9CwGYc2CtZHahcE8NF9Zqts+29w1acfsp23Oe0rTh5rmszNgEkHJjrCnRkD/PdBEdGOY6OC4wKDcFsVXuf+eJ+GsBnC3E/uVQn6TbTxobjwuvQFgak7Dy/L2xmoEbJqWr1VDUsjy8vheno+NoYcMflEszJhwAVtfY4Y5D6Wm3X9pFkIaid8BrQcWJe1UYHhW0avEGRaxxZztFLBfqp8veulwo/IVgB1zCbssz27acCnFm+ZZ/l0MsLtpSJE4AkrhWl2YekZfo7LnsDwGcP2r62eYViUFUvT9IYimMMmS5JzKsR9VytZ6qpzWPJ8NuMrECVj6CyIfLREONhD2m3fJ6nQeaucM9jkk8B7JjoSIFeogFISMEwSCVSwcCzJZgirz2/Q55VTZFfaxSjElDpXNe0zbzGVSwDESmx1zPumkHQJAAThvTqni8DxRxHk/pQ2bc8/mokN+phyPZtN8NWBazufOc740Mf+hBuvPFGfOhDH8LnP/95XHnllRgOh9ixYwfufe97453vfCce85jHgE8qJvxTYEJKpN0UottBd/scxPY9ELNbUVChYsCX6hgrQKYDiM6gnPxUBp4NbfhKwQITrVxoz4ELImMH5VwAAKqsp9fKJYpBF/Gi4s0ojBaT04EqKFKF3863H4beAm/bxNqGBBA9UGruPmtqjwAVXQsuq5NmeM5hpuAG2clbe9i7pYf5roRgNpQHwCtVdyQwawSWnbdqXGirlu7eTP07G4PlKXFjQ6LhdXA/hVPhXIlXApRAgsBYW0mbmuzCGkBoU7ZfCKpC2YO4XwSqaFtm7IbhtpXQoHHcnWAyMlE7tt0SXMXnudGmCo3xMMfRoyPrmexafhUAzHZlhTMXegsZs+WsGONQxiDhDLOpQHLzd5AfvAlqcRFqmPlMMNIqKly4p6qyrX09wFX1uQZa6CdNquUk17SdNTtu1nKNV6+LtfZ92trINxhc6SJHMR4iHy1itDSATAS00pCJgOjY+y2JZxV9z6g+ZFdwz7Ha2pOWd3v0EIpsVDteJUtUKQ+8vUCoCwdr1VS4O/CWRjeOc5sxGlp8H1YWZW0XBm0GydZHTeHhcP1qARVq+wLxK9VtUeJmTbPP7W53O7z4xS/Gi1/84o3qzwlvcqaL7pZZpLN9yG07Ibbvhe7MwshOZQAY2PhwHg3ghCfodDi4crwrlcEocvcKgGs7kbhagcZpQDHPaVqHBwWBm+jvyu/En2KmWscPqIQwK+KiBGZCbxQLWA5+uzqAi3lfnm9GIVQuEdZm9OTnCFRR+NJsoEBoR5a13pZzhX7gmSC9KMuJsvd/mJclK7SxYSII5sENgSugru1EJpjdpo2HFYMqsthbRf4eZQBm7OsiM+1vnhqmVF9vAFW2z7ZVpcvtNQCGMnuQzse+sZftKG3DHrFHjdoNzy1sp7GgsylDiP46b6AJkVovQa4wWrIEY1vGKK3UCOTuXhGHjcGeq+AMg5RDmgJ8+VaIW29CccP3oA7dbAGULkUglROCVKOsLGWjDEgYlIRCdcssxDhrBF51UNU8KcVaUvEEtt4egtVkmNXX3TaeC5UNkS8dxXBh3mlEdZD2DLiT1EmdIGz4fSUPZjflmEmtolQqOPoJw/zyTdCHD8AUmdu4fJaRMKgXCXXkdV+Iu5awwIBU+Hsfgy2jbXgQanJW6HoItTbrUJW+9qog7LEfr75Ptej9Ztjm1Xz4KTHZSZHO9iG2bIPYvgd8yw6o7ixM0kWhqm/tZGHoA9pASgkmOzBiBKYkmFAeXFlyObOZgEkXismSP6JLj1VTqM1n400icYfcqhZAFf9ksScq2N7Q78E2tVI7TV5MtoIau9+mDqrC951a/zdYZoGMMnqWc4XlzIIrC2JKDwV3afQ9p0lFEgrkSQrvkqt4VwvXxfGs+FIqbSphw8oDRMOHKUMLta2Mscc1poqWwsAsgSVybhGotcO5HPNeloGVGYO0TwiGwn6QoGeN4Bp5qKit0JoelZv5ALUlTLjP/lSF5bK0eQzDxAAGoC8Z+OLNEEsHoQ/tR3HoZqiFQzB5Bis8ycGEcFleRaU+IHmowkK7cU1BJkr1ag7bz3gCbZtMy/2CzgOohoTar01bWv6xWptyN/WjmWuzOWPBhgIXMV68FVwmrhAzg0wUVM/2wXqt4vOwzwfSrupLjmTxxxCLt6AYLgEAmEwArSASCQoyTipbxAWzY0dwiETACAPmyyIZCHA/Zmwngp0z5RMbwpBsm4VANgZEtH7Fa9fw3Z9ElF+pjaYXg9siLDgFVms03k3B+33wmTnw2a0w6QBGdlCAQ8eZceEc58IVhgGFNpAyhZEpjMq9HAEACwyE9VYVTCJTBpIzpERi1y71Ng5/xcvayOtNoKspg69hXchbYoiATMgFCwFVC9CphQ3jbMUQKPE6CGvNUIs1sjbQlLY1/UZKgxfWte8iJEiEFXzMe4ldDquyT2VtfHeNC21RSaMJD6NSTC96EFEoMni4tb3Zhxwn61UqH4Clt8n4vvn9HGDkpgSF8XnQuXBY0EPhXmqHNKma5BKMKdssp/A6qGoCTpvv6Lfmy5i4Eib0IQ+F4KVXMQRZ3nNhNFg+glk6DL1wGHq4ZLmLSQrZteVr2MhpE/mCuyoAUwGoCv4OLQRXAtZzobWqAJ5qKRsXnjFVSQUBN9Gxcn2bhZpHrhc1j1fbPiXgaxerpPV2exMc77YZCUYrqPEQxXAJRXcJWSqQdFQFANFYiBM+KPO1Izjk+Cj4aAF6bGtFMpmCCOykUQXYrD7KMmSCg2tuC5i7C0Eq68KFpHUArIy2QKtpnAAAMhWAb1MByO5sy3NqzMScpGc1GagdDxBeGXwdc9PHZFNgtUYTibRq6mkXLO1Cu5I1ITkXqIOq8nenOMADRXHGYViQVQcAnHsPhDL270mgZ6LFYKqtjVBDihZV+E0ByNLaz5yV8KQDQjVC/CqERRGGFZvOj7SqmoBktB1TKynrHLt5j5MxKJTN5LHlKbQnrHIGDFKJhHOMlIZg1mPVk6KcFHQJqEKw08RP8sdexeTRtE0NyNB/zAEs94Yagyovtkl/k8aHAYxh9WzBhnBeU/ZiG4BsApdN3i6gDqjCMOBmmEwlZOK8A6JU2g6BFRlJRUwyliQ+vZ5rBZ5IP5kCJRk99Ez5zD+tKyAr3KdyDMG8AnuTyGMIrqrLYZetAK7icFwJfFanJ1Qvp1L1SMVje7NK10wy5kJ1RiuoIrMZeO4LF4ajqRRVqEpeaSc8D3retlAamHsWmwYuFQCIRHgVdts3XSmBFGcGcrePUQZCq0rmaAl6acwEx4nAc6UPNU9UdSw0bVO2WY6xphfKtmzS+t/tL5kbaVNgtUaL3e3kTZnkI6nE1t2Dh1VqDDaY1hCJ5aoknAEqK7lNZCE4aSKtu3YmyjKswkL5B+9VotdgCl2Gx12JyN7U9/j3gOxe08Qiva0IBAKwmYosuk7rbD70Zmw4MFdVcjUDfJZXIgQGzt9OmkwUGotBFVlb6AuoyxBMWtdGXgdK7lVo1ZeB6u+eoxV5sXiQhRC219TNatYg9Zk8U9ZbRqHGsE/hftT30NrOe9L5r4dxB6bsxyqwU/mSVAp//NyFjY3hDriWHivAeiaYTMpz1Ao6yz1JXWclhwYoARaRlcuwoEaoX1XJCgw9WzTpHydvZpIHIgwhhmrak7INJx1nNRZO1uvBCVqNMc5tEeaECjGnNe8lSXFQVigPvVcI+IWhfp9W9qdSvhg3kdZVkBHqx4jTr6L7TR4rLpgfKwCghxGgEnxiaLEKlO11zXS1gHa4rTZVsBRm/IXla+JvcXN7VXAVr2tPrKi21yYRsZE2BVZrNJUVllSolX+7BOqTIE2e8TIGm5aPLLN6VqGOFeDFN1kxhhQSUqQ2VFhkDlw1ZOIF+9b4UxxlaKwiOIoScEX8JEP9qGXlyXK9bxu1Y9ayDOnYMdBq8miFRPhAWsGDKMfernm2mImu48Z9k6gqPekV5dogVwZKmvAlEQxOfZ+VDxjGrHQAjZy2bjoudoU31Qaq2gDEpPmoDqqsrEH4d7ltdWMPfAxgmPHcoTa5hja+VMjXKo9b9o1AVfhQrGjFRf2KyfUbrWVjcT+rFdyVwfjIlYbWptQpc9eIhy9XgZkihx4uIV8eIV8aoXCFmL2ytqsVqDLlsr9KgGXXWwBFStukaUW/a11OjMDxv9HHfC2rHRVce+/hCrenG9o+Oa4GdK0k8bAZk6nszEB2B0i6A8jeDGR3BmlHIOkIX9ImBFekayY56ZrZ8SqhwQqrh6iLzJazKTJoVyuwGGUuFJz7LECttE9qKJzEQjG040SkAiK1PCsCW8WoqHk1lfPsx7IMQHk/E8F8jcHCJeJkLYkh4etzJXSLMpQcZwiWYd1qGJkAVXXMwG8bbtdkcVbjZtoxAat/+7d/w9vf/nb84Ac/wIc//GGcfPLJeN/73ofb3/72eOADH7jefTyhzOSFfYOgMgOMAyKFyrXXy/RUowZwBThvQaQB5cu70LpiBM44DLelbWj7KodIe5dwY1+JzM4BNL2VNIAqAjEmBDoNHKfqCTV4plrI7rE3KugsmIn4XHEbpOGlYfPOguxCu6vwE9VG6lhVumTojchNntpYjZhgDHDAl4uJn0c0RsLu0pipkdFXYeFZt12CEICEFoIpGi3xXbcetqBPEV+ELNTpYigDS+Gu8XlT2LACrqL9Yh5Wk1mPIfMAeDMsPlYYAqLxEVoqGNhobL/Xzjth8hwms4BKDTNfeNd4jkwp+Bl7rQhQAfCgKvRkNekUlZPN5DHWBGDaOE4VUEXXJt65IXwXT3xtIb7mZWvr+3paMjOPpD8P2bPgytYKlBZU+VqBJd+OvFXErfIRjNxK8EAXpcfKe6tU6bnUVLLGgqsQVFFSAwDHmRKWg4Vg3GhT82QCqIjKAuX9FcyBtKQMSVrvV/N1DcdCU5JB+XJR90TFYeQQUDVLKtz2YeA2W3MK1Uc+8hGcffbZ6PV6+PKXv4zxeAwAWFhYwKWXXrruHTzRjPRDAABcwMguFnMbDqIHaMu8400ZWM6SkNYLFNbjI/CkCqAYgancel8cgDMiBYSshvropw5Bl+tv5HVqOCG3HbPCmu5TAUCTLAR2q9Qw85l+QloCv0z9NfDinsTVcn2shPwiDpiRKUzat5/OwH02t6SSprCgLvPpeASqaBlA3ssyNBhb+Ligh4c2k4FW3AwRyulDRiEJOj4Rx8PPiufrz7tlvSk/cfhPw1SzDivbGN/3pnOaZLTPbfGo1Y5XkxVWSTsrFLJC+9AI6Vhx2OwwaQqwfNkWXc5G3gtu8kAYNAj/xEacqjj01ySpMAlUhdpVobXX4QMSN645ynPbCB7LZGmFlY+3GZOuEAlE2oNIuxBp1z02o7AVr16jsO8M7vsfRhI4t8T1JAVkAiZEhW9H44EAN8ksmIaPypQHXaRtpYN1KrcfnTu5jsCbKRh8hiOR2+lnG3FdMIaUM/QEQ09wDKT99ARHyu26hFWBl2CuEDmz68LxZZfZz6QxGf5On9A2G4CtGVhdcskleNvb3oZ3vvOdSJIy8HHWWWfhS1/60rp27kQ2xgWQpNDdWRTaukYzZayWT8tNpPBOoY0FAUkfRnYsWApL1zgPFdOF5wpZTasOTNKDkV0HyBz4IE9O6NGKwQgPvESOJ1VZ77IR6ePBVeUEonapv5zXQdVKnC7uytK4czfSAUbGy2uhddlPHR3Tt2PBaWY4xpphqBmWlf1stBFvgrgjuTIVXGtd/azmGaLQWghuyNq+/6UidgngCGitVq8pBFirPS6ZB0nGtAKvGMjRh/Zdqf22TazmUwlAm9qia0HHIx2xjTRjXOjNWHCjCo2s0BhmCsNMYVxod6/Ke6cdr87qsznvMHmsKsV2bXiRCd7olQ6XtXFkaELkvO49AJpT5IFmong4adJHBBMgfWx75ScG62FPw5BdOCGGE2PbBB726TYtX+KI6zzUmnIgO1fa0wXI4r4auO+ekIC0z0OWdsE6NjmK92bAujOQ3dQmTnHuQRZPpQ1BC1bLCDSaytvkyBZzr8TeFCLORwWKXDnnQHx6RJJvP4fQCCR1JUe3J5H2E6T9BJ1UoCdo3LAAlFvw1A3AGI2t+EP7hMeqeNZYvS/l75s7SNYcCvzud7+LBz3oQbXlc3NzOHz48Hr06SfDHDAomESuFQrlJhwOr+HTZNpYMmuaSBjZKUnWisOXiwFKgCScN4kKIRPh1am0hyVxPK/IKKfgDl8DkAH2y2tnA38Mz6UKOFXMkcMNylBhTBKHa9eu5I3raV25Qz3bUBmAu/4ZxgHBq0CKfgbhyLguYa4tWA01lYoNnFTDCZvAFZlyQCfhVvSvniUXhdKcNYUJm48d7lTlx6zmjFfzeFnz2xZQERKNixMRwd2HICf0wt6/MpMwzvSjMGHTufp9nUDpZvEqdKGhlIZQGlmuMMw4FkYF0sUxZCC5YIFfAuVCxnOD3ejoAnw8hOYHrafCeSdEIqGTBDx1kgvcgSxR9R4wwcC1u2PCgiwhrBgoUwwqU25y1EHxZeZ/xhynelZeW6gmbKfch4ZnU4ZYuK70mLVf19XoKJXhpM0nKIemtbJeRA0oNx60A9pK6+DFCD6qYYyBNvYemKQL4yISvNODLnJPYWV5Dp4mHmxrwct6kUpDpJZrJ3sGIhUV72WR54F4bPD81bReBSE6a3SPKbxttPFZhKYBfMUcO8GY19EK1d4lbBhRsOqxCIyFGYal3EMYAmwLP554IcE1A6u9e/fi+9//Pvbt21dZ/u///u+4wx3usF79OmEtrslFWV0xrIj5I2QVHRPuwnsElgAYB66MLqysgC5g0LHbV7SdqK4gff1QeqwYB9PukUdvHB68sFJE1IEyRm3qwhPUm08++GJGHjaDBvBFMg30p+GVNmA0BIFFOm/KPAxJ9yQOSuT5oO9kcebYRlqsqh2/NYdk8mqGmwXf5FWJe8wZ/HpG7QSXK354aA2ExZjLaa5u1F8iVjeFIEOCfZM1AUKgPtZDLazYVvvi2CbTQMfTABjq24TgajOetZaYbtx7UBkOPLKcIys0Di/nOHB0hF1zXeya7fhC3Nt6CYaFwVx/L7ZoDb54GHppAYYL76maZBZQMZhgO/IuaKWhcw1kqrJeaIWQ3xJaUyp902TbZE1txSn5MYCLt6kSl1nt+LE1kZzj8xJtCHwTjMaDcuMhK7RPZADcOAW9iDGMlUFXdmxkQiSATICgpE2lOkdgTHCvV0U/AaAY5SiGCtmS8t4pAOCiLF2jla6FiIHAS6QBQFtxWSLA52pCwkF5X7Qrs8RUAM6Urt33Jgs5iXUuXt27elsC6jZbM7A677zz8KIXvQh/8Rd/AcYY/ud//gdXXXUVLrjgArziFa/YiD6esMaMRmKdLBDaZns1PX/CZQwuI0QX8LX/ROp0hbTPFCKQBSVs6Zsig7GlzCttWxDCq+R0AmoaMDzwBgElODMaKApLkuRFqanFdaWN9pMPQnYO0JnQ40agipd8MKMKMFqtilJBXZXZUUzYEIkFbqVHzXBpQwsGEIyXgMyBM8FZAHbqnqL1tEIb+xZKx+MMCedIhM2goUNb3GP872GYisLCAIEoCs9ZVKUNAOP4GSjPjcratNkkcBUb8b9qyxuu3UretFrZG8Nay+E0teu5Z5V1JXhdjcX7brSeFYUAASCsvaaMwdK4wMJSBq0NZCqwdWaI222zNSa3z6TY0U+xayaFMQl6W05Bf/lWqCMHgWX6rlhuFZHXiVdjVbUNjLCTnUgB4SAxdwRjowyKUfDikdn+SQhwpQEFpByV7EDqd2jVCavq4QonyDi8F3tA6M5MCkc2aR5Nsqb0fDpGyB/bcNNWwDM0y0uyPwlYLWcKec9mEFP4XmkGw+HC+0AnpENobfl2oyWY0VIlKzA2xjlECqTdFDyx4cF8aYTlW5bK5AZlILiAgrKezoAq0ZzMYItsp7DeuOq2zfeZPEeZtsvTyncCKKUaTDRm4At6A+W4jB9zzWOreuwTxdYMrH7/938fR44cwUMf+lCMRiM86EEPQqfTwQUXXIAXvOAFG9HHE9O09ZrwYgTJUyTcTaSVlHX7M5xUOHMp+EWQah2CFAI+pMaupQUsKq+E8FYEPrReFeWXtXYOyvI6uAKTdhuG1BWELrMUa7IIXn5BeM8ZU7kLH6JClg9DmH7SDzxUlBFJ7VI4kI5nAMCBqly7xADOqsCKcyfQybxXJdlAZEW8iZA74cEV51W5AFb1UCnnScwDIByKisLVGuTMVEraVLxXDeCKRb/Hj5im8iqMMazgGCltFc8sFgBaCyqrx4zBk0EVaIVbh6CzzRsZLttscVAAMIUN/Wil/XGZG4dKa2Rjy13hIwZdlDcsfAGY7Ugs5RrdpAcSmiTSusryEmA1FNS1H8fxERwitTdTZc5bEFxc0lUCgAQWXJFnoi11Hggmt4YJjTwuwEoerbo3jJZXf29OrV9teyeCEXldBPIb9KxoGpuNl15bSR8zWoZeWoBaXECxNIIaZSXYdtmBFEHhiUTS70LOdC3vKpEua7CAypUPEZL6fiyfvDrJgnoSRHXbKvgeqhIshfuF48ZeNOaBVbi+qU9t4P9EAlXAsdEp8OpXvxq33HILrrnmGlx99dW4+eab8Sd/8ifr3TdcfPHFYIxVPnv27PHrjTG4+OKLcdJJJ6HX6+EhD3kIvvnNb1baGI/H+L3f+z3s2LEDMzMzePzjH48bb7xxXfrHtALLhr7eU8KZ8zxUH/BVEq8dML7uXfxAikETebFc0WZLai+lFxo9RAFAY8YAinSwigowYokVJmRBuK4i/RBILRheepIMFYhOuvYj00omIfWnzCzknmQec648qArPv3KRbRs1Ic3Q82assnnCbRp7x3020uIyMoIBiWC1MGAMqgoitTp3dxnGW7/+tj1iGFBmI6IENaRB1fYBqoCp1m6LNyoe2l7DqqGPbWc/6XFJ+zBWfsqCx2zVnq5jtWx5Cdm4gHKgiXNWpti7D+fMewVj4VLByrvOjLaZgUXu0+h1bgvs6qxZ7JaTfpYDVSH/Cii9aMzpENkJ14aOmsi+IcE8JJzHyzSAPAjXANXwzUo2KRwUh5Ymt1H9hPtsppYVPT8Z5x5UyVRYlXVefSbQy7UMBEMp7M/yEVg2BMZDmKUF6KWj0EtHkS0sWwkOp2FFQJvAFQBf8sbe48QnPYTE9klG4yFMTgh5TyuBKjK6F5nTS1tSBkNlMNIGeQSawntlx1S8vvkel8cq9z/RbM3A6r3vfS++/e1vo9/v4373ux9+8Rd/EYPBAKPRCO9973vXvYNnnHEGbrrpJv/5+te/7tdddtlleP3rX483v/nN+M///E/s2bMHj3jEI7CwsOC3Of/88/HRj34Uf/M3f4N///d/x+LiIh772Md6YbRjNeNSo1kxQl8ySF59UAJlOCLMWFIGGBUaBZMwad/zhmKhUHcQeOkFn/FX+E9FEJRzQKYwiYvTE1jyGYbu4wYhgSN0evYj0gAIBaCKuE2hV42WiRQK3Gf2tWpYxRasr8g8uOOyGFzCZYa5j1cpDtpi9Amv0QZZ+LBUupp9VnpjCHiV+xkQsLZv3AmnB28byb0EIStl/hlUt1VRnwhUkXbOak03nUdDV1bCMNWXi9UR9f2+0XFCzxj97iep4LPRlg2Pohgtec4Kd8rr8/0E22ZSbJnrYrClh63b+ti7vY/TdvRx2o4Z7JntYO+gg12DFIOUY15qmCM3Qy8tIF8aemFQEoIkaYVJZjWtNIqhQjHKfbHmUImb1LhtgeAqV0dHP5u+wW28l9hCEvOxSCbEk26bhdmHTftsikcryArknFkwHajw06efCnSELXlkX8AsJURySx/oMQU+XgDLFqEXD0MvH4VeXnBjIYPOLeCmEjb0OxmpsBejDPmyHUNWsqN6EUzDF4/uF8kk9DsS3Z5E0rV6XE3gqt5G/X4TSKomLdS5dXUQVefktdlKfbmtMkbXHAp81rOehZmZGVx++eV40pOe5JcfOXIEv/3bv41nPvOZ69tBKSteKjJjDN74xjfi//v//j888YlPBAD85V/+JXbv3o0PfOADOO+883DkyBG8+93vxvve9z48/OEPBwC8//3vxymnnILPfvazOPvss9fcH6v5UQB5BpONwPIx2HgRaTKAgQYzrFLbLLztyhgrEM4YRoVGV3JIIcGKMZguHPDR1ZCbMxaKdpIXCwApkYN4SYAFJ0UGIBAVdct9m+RB8gcgknsDqKLtQu+YkJWHmRDShwOrN0qXtf0A21elq30JLUwtD66FYNyHMjjFukKvGCKvx0qh0uOwTlwHrsXFz5mpeKIYypAVvbWSB6n05pgKqFqtlILvS8hr0Ma+Cfs346puljZ2AtVs8jGa5jbn9a+UutET9iGAFoYH/STOUL9/K1h4LUPjwbltNLhS4xFUkQGA91IMuhJb+glSyf3176US2wcpds6k2N5Psa2bYK4rMEgEtvcEkh9/C/nNP4I6etiHfMhbFU+epLweAy0vBJor5F4wstyXBZ4LIzh0rt3EU7+5PPgZ3tMmHSZ/LaKQYKywHluVdN5yfVu9IitvQ8fYcPK64x8xbgErY9UwYD8V6KUSg45EVwokjjIgXBg+4Qw9ycGXD9kCzEdvtQW5lxagR24sZFVNsziBivh31qtlgbgaZcgWCWDbrECjjf+bAJYdEqz0uDsxUPJ8qkz5bL6mixne79LshdfR/Q1L2rRlFsbb1ttutlKyI/Syhes316t1TMrrr3zlK/GMZzwDX//613HxxRevc5eq9r3vfQ8nnXQSOp0O7n//++PSSy/FHe5wB1x77bXYv38/HvnIR/ptO50OHvzgB+PKK6/Eeeedhy9+8YvI87yyzUknnYS73e1uuPLKKycCq/F47MVPAeDo0aMAADUaoxhlkK7UAHcinknHFgYPjW5lfW40MI6QLAGE2lPeVtKQmiQEqgsHYFDZx3eDwoYeZEXHisN5te7bNmlC9G0yVgVRoZctPM/guE2K7qRdVSnXgwaCcwCqLJCxyxhzXrTjtLYxkES14IDyS2z8f2VHrZQCA2PGk9HJg8RZncwegqOYl9EM4kpUE27PWXOAMbziRJKnfpJVeGIGlYzGcH0IzqqgqflBpmHKLEIDL40QH3+SrbTdeitttI0DxgWETCETjqQjMNdL0E8FBt0Es12JQVeinwjMd6TPBBykAv2EoycZZtUi5P7rUdz4fahDB5Avu9IlFPLxApC6JgIZc65Iab0UhCx5WaR1ZNtq9lggAsaTLP7GagQp+ignwsTxoAhklWn57RMs2WomwpU9Z9YLsx7WNgaMKYEVgetYIDSV3L5ICebDg+Q9FhyQOgPLlsGKMcx4BDMewhSWrE5G4KlNs0zlBZADGGVWm8ppWNmyR6Wqenj/SYaDu9+ZYB5UUY1B7kB4u2eoCmYAIqMDaJLAWAPJfC2gu65hxSrH32wdq2PiWD396U/HP//zP+Ptb387/tf/+l8YDofr3S8AwP3vf3+8973vxac+9Sm8853vxP79+3HWWWfh4MGD2L9/PwBg9+7dlX12797t1+3fvx9pmmLr1q2t27TZa17zGszPz/vPKaecAgC+hpcZLcOMR2VYDqvPXiJjjJVhr0ibyXOT4HhSWte2LYFLsI5CigHwMqwOYLzmlVN/r3xo+xZwB10ARQamMkgGCGjvXSLA5svzqMJ544pK9p8HVfGnqb8EKtEOqoDSrVy4z/Fa2xjopRL9VCAlDkWUHt4EqElIlEJWFP7TxgqLDguFhXFhs4cC8U8ycpNrjYrKP9Wga8qCa6shWPUsGf8pSbbV0J0hXmAEqnx7bl3ozjfGOiZNsJ89njsfXd0nDBPW+tuyPF6vTdCXKBx6PNY2DjqDLegMZtGdSdGdSTHfTzDoSvSc52q+I7FrJsXe2Q72znawrSexpSuws8swv3wT5IHvQ/3PtVCHDkAvL9cyAGMjb1WTyjqFC0kEUgVveRXelQNglDa/lnAZRwmcQo5W6OEKw0r0scurnJ1Y2DHmfE0OIU7uZ3is9JhmuLq1jQFV5DBagXEBmXLrreLMeocaklxi0VoG+Ge3UdX6s14gNhCJJUmN2IwPBReBx1JVBUEjUE6hYdmV4EkZEaC2SJmd6gOGFoOq8J6XulTNgrJ2/7Vd/7pgaHncuE9xP28LW/OwIyLmAx7wAPzHf/wHvv/97+Oss87Cddddt959w6Mf/Wg86UlPwt3vfnc8/OEPxz/90z8BsCG/uD9kVvJg8sVczTYXXnghjhw54j833HADAKBYHtvsjDyzZNPAy9SWkRTOb6GOVdvLVAXYxAADqHu33DoPYHTAySJr8z7RujDsNwFU+WMUY0u2LEYl3yvMFgzJ5TrgiQXnWDtm2M8GwNVm4XXUblLN12FSbRsDqbCFVRNh3fqhNU3mxPkh13/CmQ8RagOMC43l3JZCGamyPJJvMwBUI2W3o0+u69vba7LyA4W8UCFHRdPyyFMVgxsetEGgLAQ3ShvfTmy0LARC5MkKl4fHJIDmwR7geYvl+dB600iQP1ZrGwfduXn0Bin6g9R7q1JZcpcEtx6KfiKQCpvg0pMcfOkg+PCI59KYbOTDfiGoCrWsynqBVMZGIyxrQ4Ar9miEEzFtozLlycVN1kRe9+fUAIyAcMIMJ9xSQTteH7bR1P5qrL2sSjnRr1d2cNsY0Hlm+bZaucxLC56UU+Bfzqi0kXHlYmzyih/PKF+mmRBgSQoI4UKLvEJKJ4AV/gRKL5Yhz6bzXKq8qmEVeqsoS1QkwhVstvppKrceT/rko6Imy9EkGiuYTd7gvLzvdQV1Vtl/tfe6bbt4rIVWlYFY3XHW09YcCgxFAk899VRceeWV+K3f+i084hGPWNeONdnMzAzufve743vf+x6e8IQnALBeqb179/ptDhw44L1Ye/bsQZZlOHToUMVrdeDAAZx11lkTj9XpdNDpdFrXMyFsPafAcwJUH+yhtWkDGQpdrcbooUuaT95Dot1TMORgubeMllCe/Rl1KpZViLcPj60LQDluU1heB7wWpoxBoBGO+O4eLtbb565DxC1byegMyPuzntY2BuKCu6sp9uvPiMHJckwmZQqX1UZgPdcay77shPHbJJqhI4V9sERK7KF5CQdj47fhraesRQCWI8hgxTfd+vh9gaN8oamUuDGm9U0tbqNa8JlVwonxKdT3hS/GTGKg5bmU6vvrNR7axoGQZeinTGbQAERtW8COVcHgvLc5TJ4BDUk0YdFlgKQUBLQyYKKZXxN7sGLPBoURta9rWu9fzKmK14XWJL3AUUoh/LRZ2xjQReY/RaZQ5BqcM2jOgpI2NpTmNaziFw7G4cuIcTevcFFm9nGb6ccdz4prbl+AtLbgKocPFVtQVS3WTcYFc/eJN4aSyasVq7FPygKsXIuAtxWH4Nr2P1aBz+oxmtuogsG1H+N4bM0eq4suugiDwcD/3e/38dGPfhQvfvGLG0vdrKeNx2N8+9vfxt69e3H7298ee/bswWc+8xm/PssyfO5zn/Og6b73vS+SJKlsc9NNN+Eb3/jGisCqzWS/g6TfBevOgHWoDEFiQcIq29Dui5UpjYLbeoOmOweT9kqieGBekiHwjrBgoHrJglAXyu+8AnOiidw+yVPUFlJE6WkzQlrwRGBLBF4wYT1UhSnrK9IbEb29kbch9KTUrm2UJcl0AQESbN2YorBk9MAMzb+F8yp/CiiBAGABCXfryW+VOKmORDB0BUdXcs/F4IwhVwbLucJCpnBolOPQ0H4WM4XlXHv5htiUNr4WWenpsf8qYTuU3ia/XJceLLIy664MacY2ydtRbWf198fzuWD8Jz5d/xVxvLJ1clRMNFVo5OMCRaZwZJhjYVRg6DwUVmnbeidyVV5Pklox3HknkhRMujpwoYeKBEGdJpFIBZKehEh5RWHbT6hB7Te7H6vIL9RDgOtTAiYcI+T9JG8YfWib+LjHQygOvV5NpHqvmbTBpGWjNVSRociGGA8LZMMc2VhBFboWDtTGuDHhvnPue+dpHy5piD5MiDIUKDhEmtj6gE4ENAwPhpIKOvZ8VjxTvBwTuvRgUiHmIleV+1YnlVfDtgS6wu3rxPTJEg0rgZ4montTv8J1sYdts4HVmj1WF110UePyV77ylcfdmdguuOACPO5xj8Opp56KAwcO4JJLLsHRo0dxzjnngDGG888/H5deeinueMc74o53vCMuvfRS9Pt9PO1pTwMAzM/P4znPeQ5e+tKXYvv27di2bRsuuOACH1o8FktnZ5DM9cG7fbDujK33x2UtrZ6MNSwzsJNeAWCsFAABIebR6WxBv1gCXzoIVoxRsUlFjhn32lOsafA2keJbvEKeGxVj7lDA0z8E6C2rmpFY4Yv545bgzTDuJhvjSuHYVTr6ApDnwV8ChrIcD/0MyfnO6yW5RLJO3IomywrlHpb2b+HCu/RgZy2gIzbiWqXgPnQXAjPA5h9oYzAqNIa58l4r682ybeSuVlzo5aKSMD4z0B0zDK01GQExxgzCUVBqXlWNMQbeQGxf6fJzZj1VazUfLmQGzFTHC2PV89pocJUtL0N0ZyBEBiE5jjgNq1QW6KcCo0JjMVNIRO5T7AUDxMxOgHFwkUKmXai0CyZtQXtS19ZZ4YEWFd7liSvIrsbQSkA77kucIVidZE3FG0G2mvp6TfdwJbK5gr2veY0f2LDtcXoUmjwj1XYNso3FVQBsOLAYLiFPj2Ist4ALDhk8gAhYkbeZXqw93xB2LBgqwCxT8LQLXeSQvpQNt2OCcxS8OjdYz5YdG5nWjnCuPIcqtGJUQAV1/0LOlQ4AVWxtnqdqUkJ9v1j/arUJEvV26u2uxU5IYHXFFVfg0Y9+NJIkwRVXXNG6HWMMj3vc49atczfeeCOe+tSn4pZbbsHOnTvxgAc8AFdffTVOO+00AFYFfjgc4vnPfz4OHTqE+9///vj0pz+N2dlZ38Yb3vAGSCnxlKc8BcPhEA972MNw+eWXQ4hmd/1KlvQ7SGZ6YJ0eWNp1XCFeCW2E97BSgDVYXmhgpDRGhcGyI5rOdQW2dHrYPtgJsXDAemMaPEdlseU6YKqAqzCLEPDFlhGCIPrJAv0quPBieEx6zAYcLCMSq6w+qb5gg4VyAvZYjpvE3ZFYuR2CbWz6LirgLSzYzKCtpywsrbMBprTxRZ6lYB5UcRaK/oXhKcqcgy9xE56f4KUXyJ5Hy0NMk+ej2Vtm2zSV35u4Vn54oDpWw/thp10bOlwNQCGPGFCea5NmVtgdjmML19E4MKYMaW6wY6LRsuFR8MU+ZMKRjQssjQsMMpvYsDAqUGiDpazAYlZgOVfYPZOi6CcYK4OO2IJ061YMdtwBYvFmJAsHwG/8Pnh6HZY5xwgAj+QWtMsSC0nJFEqMwRUTLCK3lxNoW/mP4/3GtHmiVqNJpMzawkJtmYVhmLzJs7HeZozyHCtVZNZTFZ6vLusFUjiQKBDERcy0gejMgBUjcJWBF65sTZKC92fBM5sspZaXwZfK+oE8lZAzFngbrZEdXQYTiwAs8KoUXXYeS09Q11VABazuWoVjpw3sxBmCylhx0LideJ/1AE/NoBC142+0rWpGfMITnoD9+/dj165dntvUZIyx4xbeDO1v/uZvJq5njOHiiy+eKPnQ7Xbxpje9CW9605vWpU+V4qjEY9K6RqvgjFU8F8yU9d4M7KBZGCtcf2SEW5atFs6OforTt/WRDLqYT3vg46WqMjuR1sNP7Hli3OlpBcvC7UK9Kvq7KfwX8awMo/9EyQmQXRSmpFSRiCcL920g39N2REL2qw2g3LROACWeeJWhUBKdBy958msgvB+P0X2kEF5XcnQk92rKBIzaQmW2jZLXRNs2iSNQOFAwhq4U0AZIjP27445Luji+f8HkQt6qyrBFHVzFzx0ToK74Hgg7wmrnVIqiNrverSfLvWgER7Q8LUa4urWAedgX6p82lg/m2wq22ehJtRguo+gNUeQz0IXxoR9bhDnDrYu2A4OuxK65LoYunDvfsTIMHclwRHB0012YP2kvut15MJmij/8Cc/XewpCOynJopSF7mc/6ii3MAGRupql7qyyxOGsA6aERb6rJKvfXAHEafZtKdry+jcjcHjZild/bdZFM5edGWVgn0MpvcK9l5fuijU00UaYs2g077g0YCm0w5gm6/a0AXHZl2rUAy5Ud0wuHwI4cBOO32m1SO3XLbopkpgutNMaHFyESCeAwRFJKNWhla0e2ZZuuxmLv4OTrWw/JhlYZU4xNBFfH00/6G1h7xv7x2qqAlQ5uiD6Om/PTYLY+k7K1nIrcl5dhrJyeCFQJZrPANGwpEwIzVITzyKjATQtjXH/rMgBgvFVjvmNTsudlF8gCGQsd8KcalMkNY5a/BLiZbgLAjXWkKJPPFUAGnCcofqwSUdaRzzNtz4s8I8KRW2TTGI69bs6bEXrytCO+GjezMpRfDAME2wXgistSONWFGfUmvKlKx+NKRAmqqJAyUAdV9L0uAU2VwBpvH4IuwRj6TilbCuaXdSRH1x0/IUE/Y7xmLPGNwn4ZGBeGQwVNheAqDEWGCvKkxwVYcBVaSBbnzMAYhgacWDMTPZjDws0rmYaBqMCqapbhZkyq1YnV9rvQ1gtNfKteKpC5sjc0yfYTjo4UmE0F+okFzDu270OaLUIvH0Uny334Byifu4L4NY4/xTXzyu8rmeXiOE+GNp4rc6zflRLkGO9FXA1peZLHdVJ/YhBmvVwnRvFdLlPItIekI5B2pAVYPqHBgm0rowK/TINBaSCnxBHRRaczC6gCLNDh4yoDS7uA1jDZCMJ5LnkikW6ZAx9sAQDI7gHozKqvczHymYM6LzACUAxLsMU48wkO4Zho8hyWfDbXdxP+3X79m8J/HGgE5bT9sVo43holF05Ej9VKdvjwYWzZsmU9mjrhTWtXTiDPYYrMSxs0eSdIXdvAfpE8wTYI9eRae87OMLcaRt5bYNx7vAlAUhtfKvTScAA6yFaMPDkehNWWl21UxqE/DrmmSHW91E7SxkpYeMddHIIEnBQdkamN92BQG75uHquDk9C7FXoleNBn61q3bRd6479J5HkTrJrJFqqbh3DSk3zX2LVEMHSM1cfpBOEckntIgifJSu89DAym5SnTBmdCeQSfWYgqWGxrs804GBSqsiehR6vNa1UDoNGDeyVNrPU0mxIvbAhYulTzUDTWTagAkHl5DEtoHzE73kcFQyo4Cm0wUgaJSB3HJinT6V3hXZXlrkxJvcQNE6xWriTcJgwNkjCkMCER2X7B4uHT5LUKU+zpENbb2OT7LMFXEx8qll5YnTBo3cNFfbktgBbjAjxJIdIuZGL1rLgrXwOg8VlE40Q7sWhKHIGQ9kP1YBm3L44Bx7ZSH1AmYEliswg7XfBU+oSHUJYhdar8VqYj8PC63zk4tFYVL2Cb0f239zNwbQfWdA8IVFUTi6rjro03t5r2aZ+q1MLmeqrI1gysXvva12Lfvn34jd/4DQDAk5/8ZHzkIx/B3r178fGPfxz3vOc9172TJ5pZdK+AIrep0/Fbt2lOOfbEWwdCSJV511wXShts76eY7yRIBQMbL4OprFmoE6gDJR6ExgCbdQRUwoBhuZoQSNXCgvR70zF9mZnqKk7ZbnTMKBSYB96tcB/GrEKzPwSjcJr7229bB1cM5ZdQO7BGf28ksIoLq7aZzf5jvu/cGOhg7qkonUfcMvu3BQn0gBbKeF0ewZhNuAwI6+EDRWu4UjXMAyK/zjRzkkKPVZOVIIaSDqq8MDoGQ10ywR/beaQ0CFi3WwyuONjE8jsmGgsbnREme30k3YGvDScYQxqEhQH4WnHbBh3sHHQw35GY71Io0GpcdZ2+Vb9YAhZvhVo4hOzoErKjy1CjsS/EXIwy5AvLrlSJrmQAQjkvREMqfZtVM7zcwIwuGWV4rpbITt/lEujQJGjbb/aEVEFam4VSDm1cmtsCXDFhNadkKiCdHpSQZQFmKoGVcG45mS48z2HHNJ1/VzCw5SFYNgTLFm1Ckiudpg4dgDpyEPmRoyiWRtCutI1Iyrq4+ZGjyI4uQY0y57XiEN0UjHMkM11XoNnpY/ExMsCXuqlex2ag1KSwTlmga/V6lu0E464F1DXRHEJP2Yko77FmYPX2t78d73//+wEAn/nMZ/DZz34Wn/zkJ/G3f/u3eNnLXoZPf/rT697JE8l0ZmsFmmxUU14HSvKwfWsu30ZMtD7hDFt7Evu29jHftRlBO/oJdvQltnQ42NElQGU23BV6kkLyeAiIUHqGDONgQsKEmYQBUIoz+zzYatqWFjVcCxHNjJ6AHT+cjQU6oX4LhQFTzl1W3eo8DGHz9GUOAVVTjcb1Nipn47WLyEsCAjDMgyrB7cOTUXhMG9gf5RX14CTyclEZHDhwZb1F9TObBCDopdLzoOpzZ+3ehvvEXDcPXlB6r2LSPW8BTASUQn5V7MVt2oe2M6aNo1XdPi6/s1GW9uaQ9rvo9BLIVHhQ1XNCodtgQfiWfoKdMyl2DTrYPZOil1jglQpX+DbhmBndCnHzfyO77jsY79+P4c2HkR1dQr40gs5tMWarqJ0jW6RSJcFLiuAVfuukos0x8KIMQYB5IBTvTuCqDAcZ97McW6FHgkAOgaq2um9VwVCg/IY3g6Mmb0RcV24zwRUXKYRMwWUKIRzAdmFAwZnLEuXop6KUUxHcZog6+oDgwEzCIZYPgS8dBBZugVo4DDNagslGtm7g0lGMDy8iO7qMYjS2Glbc8vBk9ygAYHR4AaODR5EvjZEPC3DBIJVGMtOF7KaQ3RQ8sVO+yq3EglEGyoWzecNDOPYe8TCEqDSgAo9nsM9qr394z8NDhyWSKsaqgIokPNbi8dwMWzOwuummm7yc/8c+9jE85SlPwSMf+Ujs27cP97///de9gyea5UNbOTwdLkGPliDGQzCVQTg6L3kPaMKgt2f7exkwERzoJxwnzabYPZOCM6AnOeY7HOLIj8DyZaCwMXEmhPNKldl8JHPgrUZOD7xLEzxeFW4VLaN+06YIpA5cWz79nrEKWGoy486dsmBo45JYaDldwh27zC6qTvolOC0nT6AEseE2G2mDjsRMKm21ekccD8EIg5tgvEcJEI5PoRnAYN/KQo9MldAZegkYDLPXjnEGqjHZqvLP4TlWyhhAact/i24O3QdaboLl8bZNgDcktwOR923CC2Tc7TD8548X3UUO1gqSfHFn5wXT7h40ZU+ut/XmBugPUnT7CZKOdICKo5faQswzqcRsR2BrN8GuQYotXYlBYnXK+pKBjY6CD4+A33oI6sc3YPzjGzDavx9LNx3E+PAiiqURilGOfFh44cdilNeKK9NPT1ynnBpV6lrRT610LQuMJrdJ3iWykIPjEzGCiS0sJ2O9GSHvZW1hmkkZaNTXJnAV7i+OQdJjLZbMzEF2B0j780g6EjLhkIlAIkpA1Utt3cjZ1Hoq+6mA5Mx/epJDDI9YUHXkgC1xdOQg9KIF18XSyJVSG0KNMqgs4Eo5VXatbOFlAlU6VyhGxtf744m0/DyniSYS4QBSmSnIYTl4QAC+G7xRNM44OIRWrZys0Bu1WmZ2OCZ4ZblLXAJ8yDkEcE2Zp/EY2UxbM7DaunUrbrjhBpxyyin45Cc/iUsuuQSA8xqsY0bgiWrjWxcwkhKcc8z0ZqAGW8BntoJ1R0hED8YRahkoo6s51ZPBZuZ0HfqX9NaydBCsQlp3BFkuQOJMIRgK6wd6b47nWjV4t0LjTsgzAlXKELnSvYXyUjMpdkgR6KLfyxUB0At2aM3OqPCkqmIPMU8pBFJttpH8mi39BPNdG9IZdESFSyHcpMKYI7cTlyLqryexey9O9Tw5LAjjgPMKGU84F559Xm2XHjIh3vYPnAlPtvhSeXBlHLhlzYCoyWJpCbt/+4PNblu/WeHxNIvU1VHyqADnUXNhU1tex96LYoPzbGa3dtGb7yLtJdg6k2JLP0EvtRPnTCqxrZdgez/BnkEHsx2OuVRgkB0GP3wILF+GGS5CLxxGvngY6tABjG+51XocFpZRLI2QLWUeSKlMeXBFHCsmGIQQlYK5Sin/0+tX6SqoapJFCD09baCKxmiTvEFoJY9mbV/C0sMVtjW5YPNtrfTemd2B3tbd6M120J+1NSN7DmTTZ0s/wWwqMUgFBh2BjvNcJZyhKxiSbBF8+RDY0iGoIwdt2O/wrRgfXkS+NEK+PESxNILKCu+9bOLZAah4MY3LBswEA+McOpUupJz7cjdM2PAxBICE2rDLKeu0Mk40gEyVYM5UX4SBmOxegqtym+pbWZPOmWCs8kz0EYkV7ke1nTAUvbm2ZmD1xCc+EU972tNwxzveEQcPHsSjH/1oAMBXvvIVnH766evewRPNhgeXMHSDQs50wee3Q+TLYPkQnbQPoLyhlH4fwk0dDD7uQkWSM/QEAxsv2tAi1c9D4bOOGL1KkG4Wea/a9JpCjxSVnPGd0GUbXNayqpQuVYutLlY1O6/NyNPly9ME23NmSdM+bMBKkOXDTKgemyyG63Ef4sfqRpOWd86k2NFPsLWXYOAE+Art+qwtSKYsSXrmK22V9kfKCgWGhP1QEkGwAJjBspkYA5RuAFdA65OGsgPtJgbclbsJgW0TTyxcZmq/WGOMQHZVp8p6OR2YotI4DmCFFoaOVgJefjuUXmACVd4T7EKvlA1aaGOvdbGxL3qzW/uYneth0JUeVPVS6etIdiTHfFeiJxlmEo5BfhR88WZg8Vbo0TKM83rrhcPQy8tQw8xLKhjHoQlLk9CkaaLJUwO+XElMYic19hBUtXmBVmM02WlMnrDCyVKjGTSV204+5mrAVfu+k9s+XpvZcRIG2+cw2NLFYEsP870EqeNUzXYlBt0Eg47EHL2IpQI9ydGRFlR1zRh8vACWLUIvL9jakaNl5MsjFKMMxWgMnVkgpXPLsyOgXVVXLxX5RSr8umJY+LEjUgGVKYyPZCiGhfd8WiHRkBzPPYcvVwSu7LpMGwgDQJVFvDPvAa16EF1rtXtWgqvwb/rdVH5OdH9HNsnDutF8y9jWDKze8IY3YN++fbjhhhtw2WWX+fI2N910E57//OevewdPNBsdHmHIBXgqMT68iM7SUSAbW0BkNBjjEGgv8sxXAijOu9RYPzDWaQqLMgOOLc1r2xtBQI064bJNGPeDkTxPBo6wukqPULxVCa7KcKKOjkG/a2O9CibACCU3rXocoJnrU07ymxMGBIDtvRS7ZjroJxypYFb0j7wCcYwMQKYMlnONQ8MCtyxnWM6Vv0bceS070oaIBqlERzKk3AIOUjY3waQSOgPCrNMmKz1WDOAlmFuLhWcUgyryZhGoCiUXtGEOFKECinzfqM2WO+e5Zqh/aYjXBsDralHRZ+PWbzCuwt4tXczOdTHoSqSy5FgROOXOc+OV713pJaN16YnOM/f7yu41Lqy0Qiz+CVTDfvQ3eTViUNXssaqOiUkcmdV6DcoSNs3SF6sFRKUnDVjpWx6HpDZaGHJ2aw+DrT3MzHexc7aD2W75nKVQYD+xn4GjD1BB7g5TYGNLVsd4CDNcghmPoEcjB6qbrzQV6w5DwiIFjGIVnUUC6MXIejm54LYA95LVQSOvJxfMlcix11hFr7JVUFzVsKoDdXpa1D2JlbOJ7kuZFThZD201FpPaQ6/aZtmagVWSJLjgggtqy88///z16M8Jb1T1W2dOFdmDGgkFjkxpN7QoLMQCL005aPxEBUtkZ8UIrBiD5SMwlTtSfOmtsjyrIKTXJhTaJKvg+kZDXnBeATyhHesLXhiWsRNbnQtF7RtUyfxxP8K+hQAqzGYj7aySNH6MHT8Gm+sIdKV9QFL2V8ENuA7CVe7LbLTBsNA4sJThusND/OjICAcXxz7c1kslZruWszXflS6BIQVLBBIeyRG4zDttmoEKGXmrQjkMAFDK4qtEoFLuJrS2y+i5YBGoonVxiAggoDX5TcJEmWghAd4DMmNq4WBEf/NonAEb762Y7yeY7SfopbICqEJTAdgzInFeYg6jVAVQMc6tkna3Az1jwz1SaV8L0Hqiqm1bb5W2oRygAqTq/UDjhBWGS+rgChV+TBtJuK4vZddl2iput01qdfXt5usX61bFx4/7HIemNtJ6Lvw330sw27XeSnrJIc8VZ/YZT78z9zdThX8hp8iE0aosZUT8qbCGZOS1pJ/e+xQsD72cgPLq6zXvp2AWeJEcTsuFa/I01cN4tE0VIDV9Z8k4wpeo1RHfm71g8bLbLky8LjpWP0tWG3ScgyW2EPNYGR8SotCXgvFCjYyhoojOmA29SJ2BjRbAx0tgxQhQGZCNS/FBLmC4KMN/AHy5mvBNtxFccShwLz/AHNE6HG7kSaKfgjGXuUbV2EuSelP2XgmCqorclK3XnMkWXELWvC7crel7FpZs2QTZqpqR90YwC7C0cJwp5z2xYSlgVBj8eCnDfx9cxn8fWMStixmyQjuis+VgzPcT7N3SAwAknCOlIswNgCGUZQiNirzSQym87rkO0phVFVwBzWHB8JlUlVVouR6B5AL9HQqMtvW/em9tyM9Qe3Ru0THj8RCD94RzNDl919NsxpfwoIquoX+hMvbrWWjL+zJJFxCpD+sbp6wNAGIwi97cFvROBsxoCcMDh7D4o5vBbz6MoXaAKW92wRGgojIlPny4wpciBCB1MjgQT45228nexXCizf3EWwVxtv0gJF35PQZP9YzCkLQc7t+k4L3R4CrtSPQ6FlAB7Z7jUu/Pjt1cG0gufdY3c8lITKZgSQrRTf3LO8sL621CNVkhPDmjjANX9ptAhZXJK1UWbGbeS0XCstq5dIww3vNJHKzYVuLXlduU91y3bL8SkG86Zv1Y9ZVNyvAnvMdqanUzEWnfemwMoC2HKtZuignHLBuBZcs2EzAbwRRZ4Anj3ltVHkCXelFAybtq8VaRBwmgsEuZkReCKgplxhMn1buiCSPUmfJdcgAg5NN4nla0bayjpEwJUmpp/QEXqdzfVH4nYvNmvZwcHSsMCg3hMgLpDZT6HXqTlBOEHOYKi6McR5ZzLA5zqEIjk9wLSArOsDAqMNuRGCmNTGlILsowaQuYLf8uQy4xkFUGtpQGHNWO+6hgLSxIoDv0UAGlJ6nJwlAgWVwrMfY8hvvWnnmGvJClx6sJIxHQp2seHoN0gzbSBC8BVeXDSvBJHqtcGxQ8hUg64IlT1XbhQNadgdx1Mtien4Oa3QUYja2Hrkf/61fi4Be/Dq32w6gRVMbBhKmTDgMLvRHMd6IZKMUApInoKxpepKrrm7xMJQdrLROaYFVNuzLm3ezBaApfAqWXazMmUx4AqnGh0XF/E9AqJVmAXGko6bLYNGAS6ROMWGIBFet0wYo+kkDRn/h2KisgItI63W8LrMq6kWFouQRTHFox8Ez7LNJwP+WPZ1q9Vqu1MAR7POTx1Xajnpk42bO50TYFVms0rbUfuDrPrZ7VaAk8W0KnM+cBVSi5ALQzAyolPYwTHnUcDJ/7SutcSRujtWU6MyeCArhi0A5IMWZ/cps52FbyogKQojgDPdNUMCnaB5bxbu3wsUb8qJBPs5LFoKkJLIS/t3GDwrCg7/sG2v8sjCB7Y+zlXaTCIOX2DTB2YTMGp+3F0BEcg671TGWFhkooFCgw6EqfTdaVPAqpOMAWeH7oEAbw0gshWZ3Mk4cDcimc5IPWDGEd8jgsGALEGFSFgMb3KdKh4cxYodCI/bba51wZ4rXt0DFj8yHoaDkDfJh2oywVJacqldwnByTCljryYNtlMY4KjVR2bUIJAChl68tt3wN9xzNxk+ri6LK9ibNzP4+Tf/kUbNfapdjfYidQrWEEh3bv9aQpRH/bLC9AKZslqKEhUgGuDLjSENqOi6Y6gTRemkKokyYoXtmuCqraPAZ171iZuOG/R5MxpLd6fwOhyQ2eV6k+JH0KbQIPZsB30s6brMlbxXwkwDBmBZ3TLnh/1rbLBRKZuPJFFKLT7pjlF11B+WSCJnFY8lZRGSQoeJCloKuFmoMvcCjLQdbEe2saF2EPVgNsmrJN0fB3k9VU3NEMsKJSvhtuU2C1RiMOg8oUilFms3mOHISc245EdjHob8WwKN/UJj3ajQMukKn3LjH3Nmu0i7NzYT1ijIEZbcsbuLf4WtFhr8IuPWHdE8ejh1fN6xRk8dFymrjpXLhzb3GDaqagofR3B5Sisw7bW42FbdE+DPWQYtM6Algb+aLyoyMjJL0xOlKgL1OrQ8MAxeGKK5fGAXQlx65BB8u5Qkdy7JobIyu0m5BtSvZsV2JLN8Egld7TYoFqHZSEgAqocqrabDUPuDAsWH1cOQ9I5IUK1xPg8+MnCiOGD9u4K7Rp6HWi7UJwFVqZPFECL/qbjrfRAJvEH1NXCDsRVD+yKrNRuIzQVAjo3rzVr5rdAhQ5AICfdDpu0j3ccGSEHx0dQxmDvYMOxLYBTrrTvdD7wXUYHTxqM8GUgVaZ58OI1JYtCcnMCqqiNUSp9DazTAO5qnmwquOjfNufNLnFHqPJ29aXxVlkPGizbdIOifEhEKta6eXaaJ6d0c5THCSwACjBNi+vZa6125aVciGBUDPrzti7ygWMTPyLdQqUNWodIR3I/LE0N2DCebIyAtkcHNqVtAk0zlDOYZ6nNcElGYZb27ydsbeIgB7tR+20ceiAOoBuG0ttCRei8tBZuxL8etsUWB2DkftUZwWyhWXIhcMwi4fBZRcA0O/MQIkUhTbIWwYtLdXGwAjnXeIS4AVA5WjcF4sJS94xurBuY6ofFXwpfbmaIAvQuOMIblP347BfxaiuIOoAyHsmUIIeYwBDPBKszrtES2jiW6nY7qqBWND+JM/WetkNB5fQnRlgvptUxF0LbZAzePK9MQDjBr2EYddMgoTPYEc/xfK2PnJdDdlxZtPzw4LKJjy54NfQSwVgRVAFlA8hztmK1yfUsQoTAybVAyRQRftaD1PptRKsBGAxgALKUDBYPVSMoA+VY8JUfm62pZJVQFXCraeKrnWuDRZcmIV1E0ihsVBwzM7vBU+64HO7AMYx2rYPC0cz3LKc49ZhDm2s12NYdIC5XUhmuhDdFEnPKq5LJaFz5VPsyyxBC9SMtnwZABVEw5QbA8rWCWznyEyaaCcnBYRPlXCyWw2wr3pETO33mIDftG9JcHcQf4OHhlLahvWFLbYN1PmK2pTJLJTQ47lnjFtNQvdSzbQC0zaxgRU5WDYCTyR4KsGTxP7MZSVjkCkDoxi0i+8zxRx4cvdbxP7cAFwF8xPj9XqToTVx2UIAG4MroA6wwuXrxX+q6mbZPt3W4GpVwGrr1q0ras2Q3XrrrcfVoRPdbETOZuuo3JILTWHrOfFiBDZetKoHqQZE16lA1+9wCTIYPBE9rLHHBSDt7am8S+rCeqqUlWTw6zzIKr1X2j0EGeCzTxBu3/B7GFphrn+Smxr3RsN6rchbFfYz9iDFNrEES7BqorevZRkdeyN1S25dynBwcYzlLT2fFCDVCIJLCCm9/IJhADMMKQCeCKTcljGyhHaFcaGxnCss5xq5c72HAo5N59lGjiVrOm9OpGoGp6/FKrJmgrNILgKAhgdXYFVv1WqADHmb6GHH3UOYuf0JpLdZnIVIy1a6rbdFEgNQyirQBDJWGosOVB1NBHJlIHhqi08LCaQ7wTo7YQyQDRXGhfW0dR03ZzYVSAUDHy9AO6VtkQpIl86vUysMyhP7k8jGWhkwXvJnQk8FSV9U+70KT5MBwlIiMdk9zvACyu99ydsq+xGn51fr/5Xr8sBj1gSqynbr7W/WpFpkCsqF9uk7FP5U2nqqcmU/VvyY+fVGSBiRAiID0/alGlrDFDnM2PJtdV5VWheJ9HIMIgWY0lZqIcgAJJ9VbN4p0JDc0ASqJgnGhtu08driHoQK6gpVD2T9uJPDjytl/VVeADb5ubAqYPXGN77R/37w4EFccsklOPvss3HmmWcCAK666ip86lOfwh//8R9vSCdPJLOYhUfLIi6ULgBVQAhbpkU13FUqQCw5A8szoHBfrMLKLLAkLXlT1C4dT9svWmV9KBzKZRmKNLqUcDDaC4Z6xfXAKC2cvFAlqHITW9B3wA7sMGznLwH1E6UHibHARWxKr1Uc+gmvTxNICJc0ZZpVH7EbY0eXCyyOCiznqiz2rDUYCkgpoYOsSts3ex0Z40iN9WR0BMNYWt5Frgo/CWsDdCSHMpyEkFvBVJwZ1fQGWAKbOqAii9tXAbiSzvu0UkiFnAQxT8sEYTzGbDvG2I3D+1+G/areqVgvCyjve5h1GC7fLMsKY0O6ib32Hfd9UsZgOVc4OiqQFRqDrgRnwKBjS5lkqvReABZoCs6wrZfYosySY9dMir1djfF3v4zhwSO+NpzsSc+5IVIyGRerF+5qmsiaJqpJmV/xmLChvGqIJvPaIJXXw8gjVfU4xRytNq5WuE/YfttkvRFWZApFrpCnosK1slm/9qfSE8amsBnlTEiYggNFZoVjFw5DLx5GvkCljbJSmsPxrnhqARbjGkZoIFMwgsHoOsLxFJZcVcjpMfgms14u6ngJrto9hu3gKm6etllJVqEe5m0SGy2f+OFxmkKXm2mrAlbnnHOO//1JT3oSXvWqV+EFL3iBX/bCF74Qb37zm/HZz34WL37xi9e/lyeQya6siqoJDiYTsLRrQU0EWLjzEoQ3mYAJdxNN6f4tbEYgACgFiKTkUYVerdAYt/o4MvWeqgonShPQy1wbspphGJSyMahyqgCb7UYK8uTOjgFV21ejCeRwUAjR7kUTZtP3KwZX9FvTQyokNxu092k9LNfah+O8DpfLypx0XAKTCbdyDMy3ZzAqNLQxSJzgaGyTPHBUH7DNEs7BefUh1Ug6DcKL9LNw4IoAUpN8Qmg0hYb3igpT+22cJ4+2CteG9zHWy6L1t1XoL7bFcQGZKZuBKOxYFW7M5spgwQErABj3Ek9eVrD3PHd1HCW3YcTdgxSpsCrtWxZ/hOJz/xeHvvw1jA8vAgB4Kp3HQnugBaBCZiaZBcoWqxDLMxv6CZMZmoi+ofmwmoEHSJPCgTEBPeUsAFcrhB9XERWJJ24Cg6uRAdgIW17MwNIcQv7/7Z13nBXV+f8/c6bcu50m7KKIlAgqCgoWUMGCLbFFE40VElLUiBJLYqIRNMbeE42iBiSx4C/YkhiQRMGCHVAUREUQv7qI0tnde6ec5/fHmTPtzt2id3dRz/v12tfdO+XMmZlz53zmeZ7zHIYmUw/cgQDgcQ434fKXVs3omWpE4sXMs8FzjeBbNoBvXof8xi2wNzeCOy4824kdVwgfAxz+S3aRB0AsON0Ls/AHx5bpG5gWcxlyJkYOwvaKDn5KkiaumhM7cn1SZBWbLzA5SjRpOe3suKoobY6xmjNnDq677rqC5UcccQQuueSSklRqW8aqysCqMMWbI/NHbJgWNMME6ZYQV8UmPk6BAD9HlR5mW3cdYRKOiihmiLgqIBRTVjkoUwFuZMM34Iio4uSPhogGuEfrFxFiUVElUyQI119orWL+j4Ai2wDNWwqYtNwQguSm0X1DK0TxQqJrovE3HPFUC9F6tKf1oiBFAQHk3wPbo6Luqug1FKOGKJj6RMRViRQBpp8qQD5GkqP+pNUp+iyVaRaSb/RprthY4r6UmLToVDgAgesaGNdgpDTpqCVJlhq1gGlMCyamZoi7+AihBRNAOG8iyfVh9nZR1zBOS5YRJS3HWnvy+eYcuB9XaekMnk5gWugSkkPvyywdGV1k1jeDayiydOlMzBlaZjJ0yejIfP4e3PcXYvO7S7F5ZT3sLY0AAD1rQTfF49rz54uLjhKTmdblwJpgCH6kQch1HrU+riX2QggAmhbrLMMRaSF6sE18dF4z2j8IXgfSt0umUihWR/Fd7tPMAUtEw/pNIJYVo0EzRoH11/BFt+GPFJUWWaZpsHQWpNlhdgOoYTP4pnXwtm5EfuMW5DdshdPYFLiCY4lDYUBj4kpxuDK8Lrjv0QB1Kbp4UlT5PyA5YlC3WCCuPNuD0yTyZ+ncK9pe4lbDuLiKb5d+M/SYWNciy1Pcgb64T+Yri4qrbYU2C6vu3bvjsccew8UXXxxb/vjjj6N79+4lq9i2SqbaguU/5ERAoQHNMAEr44/kMHx3W/PCSrYBhxMMMytEkpsXowDhgFxH5LthPLQwybJ1A2RkwTMVsDULthPJWeI/1LjMVaWx0JoFFLgLiaQlyo8LQiTwWvMDYSn+A5LCqFgnFn3OyZoxv/EnnQJA85av5DGEyygUL8kJepOdfHsgZ643GQusanlPDFSQx5U1kkJKbqfBz5DBhaWi0jKQc3nwUCg3GaosI0gV4PmjjqLzCxafHzD8P/lg41wKJb9eLBIjE7FSpWVsdziCNAIypYB0+cnNCmK04I/QBACC7w7XQjcwSYtUPAFqUB7JgHYhruSVjY4mj7atzmBDgwM968AyGKqyBjjpwflnDIau5RZ0BlRaBnpWZlCV0VFuipFiwpIh7lPWYKjMrwd7fynyS1/F+mWr0PDJF7AbbDBdg1VdBrMiCyNriY6xQUx5wm0xPY7T5II7nv/nx3/acZcPgMjUNs3/OtJzRoWxMfJ7QAtCRrr30spM7qdr4mWQ+c8vO6q8ITvu4vWMW66+emB0SzSur4dmWMiUGXDt0BUr0y1YBhOi2v/TfZe8zgALLrT8FrCmTaAt68Xky5vWwdm0GfbmRri5PLymiAvQYwVuQJH2RxxTpuMIRLYTCmwpqLjfV+gWCwcz6FoQv6dbLIjT4x6BO+FEyy257ZLiKkravlKUJ+O4pKiSruW0Y8VEezPH6CzaLKyuuOIKTJgwAfPmzQtirF5++WXMnj0b9957b8kruK1hlVswLDMwyzNdZMsVvnLhL4efPwoaa9ZFA/jWDt0AGRmQIZIHkj8MmzwP0H33XyTpJxlZkFUGl1nChx+zUlEwgS/gx2H5dQPCOCpEBFXUAiVFVdTKxDWCl3DHyLo3hyxD1EOL5/WKWKqSFqnkNull++cMX1z5KSikeGjPH1lNuZhctdzUfTepcN9Fs+5HB+JIq06Yr4ugM8AkDeUmQ6/KDGpcD5wjsGBFrS+cS6tV2+oZjYVL4nn+A40VrpPHiuex8a1HmnR7xUcXFrOqRYPgZaxh8ogFmdjDQ/oCy9+PEvsmLFyxVdRy+/yqNORdVNgebJfDdjkc7ocM+2KpymIoMxm6lYlpiqotHV1MDpbbDDlvoJZvADathfvZauQ+/hCbVtaj4ZMvkN+cE6483zLOTDEqTJomuOPCc8REum7OgWeHHap0B8rEj9H7WOj6S05JQgXbiW2jQijZ26V1otJdEwrndMHmd+4IO9SgTAo70eTxkhaOzupUncbNcHINcO1uYrRfIoBd90eKitxmoWtbJIZuBMs3gBo2gm9aJ/4aNsPL2YFoCnJYNdORkG+pTJu0mxJtImqxYtINqGvQmG+xMnUwU7gNWc4tdsgWaSldRlAHNG/JTLqdpdU0Ld5qW6LNwmr8+PHYZZddcPvtt+PRRx8FEWHXXXfFiy++iH333bc96rhNQZzHGjkzDcB3A0K3ACN0B7b2vouOwR92q5vCAgaIjOvJ48uYqEiOqjSinVUomApHY0WtRVFR5dsXIDObJxt/2nOsWBA74FurUvZpTlTxxNmLehR3tcl1cnhze9GjKoOe1RlU+iO3gPCNLogB4oXiKnYeJJIEyoDujG4EAkEKsWLu0WTiviiMxcVOVMxJ5MOKkxCkMqg9LW1DPDgeAKgguajcLrp/1IqYnDZHWKukRaroqRQdiBArLyKugv2o/ePs0uokYqi4sOz57r1uZSa6l5uotBjKTQbW8Dn0rZ+Db/pCuH02rYO3cT1y6zajaf0m5NZthptzInO8+a4+x4ULIaicxhychjycJjfIXyVzXAm3Dg9dQ7ywA0qzELTUSck2kzZaKxrzEo2BkfuJz/gBik1pk0Zr6pe2rbR+tSfMtMAMM5zAmIsM7ABgu0J0Ox6PPx/837ZGJOKq7Bx4rkGMBPSEmDKy/ouw6QjXrz+9TXJyZs9fLoW1RNM16NDFhMoeYtMdSeT2DADpYkqcMCeaFwj15u4dEI/VS+aZSg5SaI7kfU5LHBpP59HynIKdxZfKY7XvvvvigQceKHVdvhbYDQ4cL5x7SdN1aJksyMyIPyMbxpr4YgYI42ui7gsNkTdBOe+fxgArAwBhbqtIvJZMEqpxF6ZhwKN4rxId8i1Js0wl8XhcZIWurLjLJ4o8THKd/Jrs/5OdaHOuxKSoAtKXRddJUUUJV1ap2b5rGbarsNC1zETG0AIh5PHQvaYx8gO0iyNTEDBdCx66gKi/56/XmRA9JpiYN5BSzDM+Ml1DpHBE5UXUCuX49TRlz5OcjM8nmv+qWMxWel1QYA2LPvilO1G6nGXsifT8tPbuyb48GeuVTNjYHph6fOJl2+N+Dq9wrsBgNKZ/fhpxwLHBt2yEt24N7A0bkFu3GfaWBhGobMetBJ7twcvZyG/cCo0xeDkbdoMdWKmibh5peWC6Bt3UxToeHykYtTrZPBRBySDitogZICqgAHn3WrN/WryU3C/NktHWfFjtTbbLdshW90CmzITh/5ikBRMALMNBZcZAed4V7kBDF+lYSBP9hRYmggZjYNksTIiR53qZmC/QzdlwGprg5WwxOtC3ZpHH/cB2z3f9hu1A1/XYiD/yCGSHViwAQbvxEMZfSSunmxPlFmZfj8fYFY+90oLPYvesOfdwsE8LMaKtpb1zGyZplbDavHkzqqurg/+bQ273TUU0zGhQuQ7NsMB9d5uf/DgQVDImKdjcv79CaIk4G81uhObmxchAIByp58dCBcsABOkcXBuaxlCmW3CZFhMp0azq5Ncl6e4rOK8UwVUsB1Wx5Wllx6xjSF/3Vdt86FZMt8qVmh7lFrqXW6jJGkGGbYcTbE/kPOaaH/TPqSAWKUpUbGvwzeJUuI3JGBw5F43cp4U3QflA5AitWDK+JnD1aQSAheIKcZdj1PpVLAdWa4gFyweuQuFaNHUWBDYnxVWUZCxX9H8p0KLL2zuXGYAgL5G0UkTnCzR1TeQmI5mZ25/SxiwHrKywSvtTluimEZl2RAYS64HVwN5qA1vFaGHP8eA2hR1pNPWLjJUR1gnRqTJPtMOoSyXIa5awMLVGXCWDhJOxN8l7F00EmaRQVKVvn7SGpLX3osHRqUtLR0XXXqioySBbbsKKCCsA2JJzYRkMm5oMf4AK892BJixdg2tmoctJuf0JmGFxMMZgWSbIE7N7aDoTVilfVHk528+hGM1JFVqjWKieg2Sh0XkEpaCKpV3gBM/WwHQvyIFGnMQLFYX3XVotw7YhX8Pj7tk0i2aUaF9Q7H4L0ttOc/FcUYJ20cGGrVYnCK2vr0fPnj3RpUuX1GShRCK2x/Nan0vl64hVYcCwROC6bhoimMRPyumBFQyvBYrfU10DdHKFqLIbAc9GkMhTCikZW+X/LwrkQoS5NgiAwQwQY2H8FOLuv2TAeVLQSNdJsdFWQLwjj4orKdg8Ki5moqP3gmvSgrWqtX1i3AUkz7V9XYEZQw8CUTWIjtz2CDlP1NvSRYB6dP7Cljp5Bi2IQUoKUGkFASOAiwdJXNymx8kE3+Ubqrw+kRvNSManFdYvFtsQjadKsUalHTe5LC1MxONUMKdfMsdZ1BIlzyMK9+LXo70FlWTrpiZoZlkw52PGiFuwYm5ZCCsFz1SAGVloZRVgZRUwqoXPTtMZdMsMRxpDBKh7jgc7F1qmogHJYu43T+SzYszfl8BMBt1jfkfJwLlXIKqA9IDj5nIMRcVZc9aolmJmmtuvWHLPlrJ0t9XCViqylRay5RYyZSbKLB2WwWLWUtvl2JJzUWbpgeXSZAyWrqHJ1WDJWTYkvsCSckXM6YeYhUpYKwsFlSSZFDYtT1VBclD5jAAPp0uSb1xykuaIuGLMDy7n8rqnp0vwiALLaFpcVJrrMHovo27dKMWC5YvlYeuoZ4KkVcLqmWeeQbdu3QAAzz77bLtWaFunrEcXlJm6H1BqxtYJcZJuuYknPfQ/xbA7wLOheQ40NycShAKAgXDqGmaK+KuI2BIH5KFrMJE9XVpukiP9YvWNdPrRkYBR0ixZGiKxVxQmjksKNhkTlbwOQVC2v46Rlmq1ak4cUbJzhRR5IsapPX3vMijXIz9gHYS8J7KoC/TgzU4rErBdDAoeBOJ71MXVVqLWp2juIlm2CfgTMhPAtGY7J554AMqyRNmtq0+apUsKEWFl9cV64mrJb81NOM1Y+oO1Pdm8rglgTdANhu6VFrqUI5iMOZ42I3wJIWaAzAxYtgJULqz7ppWFXr4FenZzYIHitghMp1xomfAcL9aJpiV3ZLoGChKIMnCHgzGtaFxeS5m1i+UkSitDVEp8tCYWJirUkk2oWEeZVr+COqBjRZZwMIjpjWQeKztiwbRdD1tyrnDra8KFXGHpcIU5WcRW2SLLuhip4gFczA3o+a5AN5cXc9M6ru+2o0BkS2TC2Gh+s6jrL9yOAbpwBWrRFwHfWhpNPKtbDA7TwBwO13++MaaFKRoAGCnCTpbr5lzA5Wjy5P0U9yY+IjCkuVxYScGWFFfbEq0SVmPGjAEAuK6LefPm4Sc/+Qn69OnTrhXbVsl2q0ZG10SjlCM27Bw0z4YhHxIpIka6OmJ2hkCJ+H52InD/x6VxE8iEmdVjWdajZfjLvYjVKWmlisZPSaLJN6W1iUNYL2RdmxOJUlwRwviiIJ7MfzPjWiItAqUHwSdH9QUCqRlFkebui+Y5as8XFNvlyLs8iF3jJBJpyqBVXdNg6Trk6KhkfqWoyOaRay+J1j3mSk0JLk9aoaJvaHK5rGNyX0ZC1DJRgfjUJAkrUvjsDG5o6ttggWUrgRRXMm1D9DowLRSV0ooKIJbKoVhKCBmEDxa6qto7riK3tQlWhQ07l/EzbctcVSzIoC6sWGEwv0eArluAlRFWK8ZAVg6aYcICfIuE6ER1x4Wb04JJdHXoIJ0XdqZBvKdwKGt6GMTOgsRZ8ZuRJrSKuQDj6RCKuNwiLiDPv3lp4qo1Fq/miOYuSh4XwTXuOIFFnHwHgxZMpi7ElP8s8MWVxwlNtoeswdDoeLBlULjGhJDyfDHl2oDrgNuOEFQNObgNTfCapKiKB68zXQvagxRV0WXkUUyQR4W4aRlhALvfxpjOgimRmM4CF6IDNyYWZLtiOgMi9oWoMJPHtBqdgng+UbmwjSQTgablwopt9yVjATuKNgWvG4aBG2+8MZaJ/duGEFOy0XIxn1NTA1i+AVp+KyyzUvxoEHe5JeOeAD8+QbegmWUgJwfybGjM9kceemDcExar5Bx/wXyCIgbLpUjng9A9FxVVQdxMQhRFA9sBwENyApt45550WXOSYigcVs1IzIdFnGI/HPGiFAoo+Xxg8rgaYqIqKp6SqRrSXsA7QlQBEYtVpBIaQrEarvdH2/nbJAUVEHd9cv9BExOIQJDLKipkwmOJTtJJqJhwuRQjCVEVibviWqE48jwC17RCa4f/1h2L1fLXizKpYKaBWFyef02C9dF0DFFBidBCJa+5qG/82PE9RPlSXHWE+V9j4hpZRpizyNRFmoWMIdJx6JqwyAZt2H8Z0qxsWBDn0KwsmGlAt0zofqiBVUFwmAvdYr7liheM7pKdIOC7crgWuAOj20SDlpuzYkniSTmLi1SLaTHB5JE/lU3BC1n0xSrRHlEoxJJ1iSaGjG4TCSnq8E5WYxo0JqxQGYOhMmvG3IFSWBl+G5EEIwSZnwdRDrONiCoZrO45bmwkukgQygHoIM4Dd5+clJvpmsiYnnixEUHtcQuVDr89yOSjvqjSfcubFhFc0f3kusJ2GG7PIcpl/m+gsB0VthFJ4ZQ0Wkx8ybQLxQSYuMbRdB4da9Fq86jAQw89FPPmzcP48ePboTrbPvlNW2AaIocVWaZ4i2jcAr1pM5hVhozGoJvlyHsUc6Ol3VaPCE0uIWtVwvTn+mMANDsn3mIAMS8gNwDuirKi7kAm4rps/1gFGbSpMP4pmYwxHALsv9H4DdhLiYtKIxQ+vuUjcm5ylJx0MZoEGCx0BxaKJy22LPbcp1CYBCkNEsTirVqs+ZcnTPLnP9gZYOkasgaD4z9oPA7Yfi1MJlIvJIV1UlRFJ7SWcWJyEtcgG3rCIiUDpJ2UHiUqqqLxc/JBB/iCJREWKaa/8QVRZGSj3Cdq6ZTHB4TVCDpLxFUFZys6cy1M8cBBYIzg8DQLFhWIqei65pAxYO09FLusuhxllRaqKixUZk1hrfI7WFMmhGRhUH7s5Yr58Znc8yfcbRLuIP9GM9OAnrX8ofdmMAReugTliMCkK1D3O2hpRGC6H6jskRh6D4CBhSPCWnGNrKLWy3BUs8VCES4H8NhpVjFZr0gKlyCHFWQHGLavqGBLn3Knxeq3K4apwzD1QFhbBkN5ZFqbYDADE4Hr5abuWzN18TzzBbZmZYGmBgAILFUiw344lY2cgBlwg0mXydOCm61belxkeySsllGLJ6eY+w9AEFMVXR7NfyWOrYGBFVikvEgwvJR7DIDnhekaOKegncSJu2+B4sI4GldaTECnuQqDdenFthttFlZHHXUUfvvb3+Ltt9/G8OHDUVFREVt/7LHHlqxy2yL59VuQqSgTeUYqhNqHY4M3bgbLlAMag0EculUeBrMjPZ5J0uRyeHoZsmUA5BuI5/+g/FGAmssAxhFkTodwA8YD08NC09qndPVJpNUlJm78jl73O0EgVPuF8Vf+sRIHk+V5fofvcA4zEmCja4mYKC08NqLLERcE3N8waplK1inqQmovTF0LLD6aJn7QBgPKTPHe7XiEBtvzpzQRnauBUDhIsZkUtbKjIf8eBKPbovmhEpYqKapkWVHxmRRVxZBzEwbPVd8tyFj8jbAgjQdPWo7E/HfRt82ku477owqDtiVdwJrYPxqHlebyE9cv/TzkdrqmgScMve1BTY9yVHcrR7dKy7dSFBd9mv+ng4exkQDIsUG5BvDGLfAaG+E05IJ54XQrnHAZAAx/RJjdYANwYsIqOTrQ8/dz4PqB7Bw69AJrV5K0KUmai22R6w3T79SF2oZHgMXSXYrBaDIKlyetY4V1iO6bTme4hMT7rV93Hk7CbBkMlj8KMOOnWTB8YVWTEaOJdU0DNAYtWw4tWwHW1ACvcUuQ/JU7YeoNZhpg0Xn/dA7N40JY+eiWHrQD3UIQh8VMHbofp5cWyJ5GMIpQPht0DZo/5U2QswueP6AiHGWoeVrwnpbM/J8ufIrF34XiWuyLgqmTkmVGnd7RxLMA4G7rFquzzz4bAHDzzTcXrPs2jAp0czaoLCNGBWYtmBVl0DJlYqgscT8NQoOYWNnMQNetQGDJOKioqw4QxilOgG6Ww8rkQVJUcX+OKOIgLpqGDFRPe4ZElyXjVGQMjxyhl4zpCQQMRCenEWJzu0liViMKy02Kg2C9LwwccOhMDwPXI1YnKZii6QaSbj0R90WxsmXdOzpu0eNCsDgeh+v5E3L7dXA8whbbhcMJJtPQrcyEznSYTIsFonOEoqo1/X8yYFz+LwcORK9rkugLajyBaFiOILSpCXFCvrgKY2eiVkwW5EaQ5Yh90zK3Szch4I+AjBw7sI5pWpgRHoUuv2Kuq2gdo+fT3h1tVVUWNWUmdKahyXaxodEGJ1O4gDQNOY+jgodtXmcaNKcJmj8hOvygZd7UAG+rmHDX8wOUZRyN6Mj8WE5djAoL46p4EFOjW3rgvvFsD3aDLVw8tnDHkE4Fk+kWi6NKt6/Hr2tLweXNxWkllyXniGvuRaAlgdXRCSOdvId8k4stpo21vquvptwK4q0yhoGsoaPMFHF3VZaByoyOMtOfe9PjwmqVyQKmBTBxD0XSzzRrFYL1gAue8vTQdBbLacV0FhvUECWaA00GpJNH4Iimb2DQzLiLMIjd4hQGtXuJiZyDKZTE96T1MdmGwmdBuF0aacul1VMGxkuCNpZeVLvRZmHFWzsE6BuKkbVglmeR6VKF8u26QO9eC9Z1O2iVXUCmsFhp3BXxUhBWJRZMJ0Op7jlNA8DFkH3TKgM5jeKtNhpPJWOtNL+J+C7BtEDoNKJiKjlSLzqghvsNkyDipIIpY2RsVETQyDip5nJHMU0D82NeNFmuP/dbaI0iaNAKRFXSFVgQ+A7fmEyFo+faMzlknnNstT1syrmw/FgCIhHAvsV2saHJQaPjIWuIe5UxGLJ66F4LRG+R66ZBg6aJ+AzuhVYc7rvMeGCJCmOnkgHygP/AKpJzKumuk9ap4E0ahQHsaSTjqZIB87Jusv2kdcRRURStW7HA/AJ4JGasDS7DUtBke/A4YWvOxbqsjS7lJmrKLdRWi9aa1Zmfnd+PtXLz0Jw8YOf8kWBCXLl+PI2by4s8RbYbcwsyPXTfJdEtHWZFBmaFiNlycza4R3CbwpfcYLobHrpnCspJBKBHxa8kKqrkd5sTdMcTObOCbRApK7zH0f2T9z1afmtEWVs63vYit9UG9Jy4rn6AerdKF13KTXg8A52JEIFKTQxmqLB0lBkMFtNQYTIgJ/KTaUwP81lFxIlMswD44srvsjlcMAi3YLRdyJlBkm1FpuJIs1ZKwaSbcXEeDXrXLZnOQ9wMNzHdjUfwH0DhcdOy/ofbp7c/8fJWEJ2Q2C5+j+PTIcVfqtLaWEfwpTKvf5sxK8uR6VqFbPdqGD1qoXevA+taC15WE8zHJy1N5Jt6uf9gIchA5HjAuIawgyIzKwQaALhOKKw0BmK6mFA5Mich/H0dHk6iLIm2p2JZy2VsFGnRDs1/wEbElQxqDwRWRFR5lB73pGl+YDLi+X2adeVFRFVUHMkA53C78FOKK/k9GvTcHmzJuaiwXRj+L7Yma4BpGhodD1tt8dfoeHA4ocxkgatOXicpOoqNbExDvs84nCPnj0qUMVThKLh0cVVMkEQ7VymuJOmjAoWVDok3X/mgS45AlGWyoH7NP+GSU/BEy0zbNr4A8bcMhC7O9qIp58CB6BgZ0/A5E8PMq8tM9KzO4Du1VQCACksPH/CeDc2zQa4NcmzAEaPA5LQ1Is2CcANxxxVTjHgcZBphLqNIryKtVWZFFkZFNshn5TTkxGXx4sHuxdyAyYzaMjN7tINKItuEjKnSAwGcbjVME02yjNZMT5K02rbUYXaE9appywYQywQuMzlfoHx2ZQxhqRIvLQwG02AyDZaugdmN0FxhvSTuCVHF9EguM8REFfPbALOMQHwLxGdMYMnYKCZGh2q6BsYLR2VHc1ZZlSbMCtGHebYHp8EJypRB8ZquBfF9uqkHGf5ZxMKa9gJQ7P6mxV0lt5OiiSW2Z4n1xVyLneEibrOwuv3221OXa5qGbDaLgQMHYvTo0UEQ5TcNq6oMmS6VMGuqodd0B+vSA7ysBjxbA9INaJ4rhJXGQGYWrmYg50+UHBVVUpTIYHEhJIC8R8hkKsA0BjIibwXMADEdYj7BqHsxHKEWfaAxhLmhom4zICVWCmGHzP0HnXgB0YQ1yd8+6hoM82QVuu2ix9Xgu0AQLT90U8p9pJtPlOdntY6ainlYTtrvJCqoHI/gtuOvaWvOw8YmB5zEcRodEU8lji0m4w3jy0SMmcNZcF2iQf3Jvj96LeVoQMcLzyvncWzNu4FwA8SEvxl/9E0aQRb2li4JFyMBk+ZBeR8chBaztDkI5TE8ilx/v8zo6EOWmOpH94fNSote0krVWpGc3CdfxMJTKuycA+5Pyue5BCfvwnU8fM40fFppYe3mPPTBGrqWmajKiHhIU1qhufiTVilKWB3k0Hp4HIb/wsZMA+Rx6FbQpcAsM2CUZ6FnLRhZMRWW51tBgvJkLJYXBiGLQDr5WiI6J5mfCBCdtAXExJUkNlGyvBa8+Ois5ojGV6V1vsXi+1pXttbuLiDPzsHNbYVrdYGdd2FYDHmdYauf00qkZYkIYU0OdmHQ8o7IX+jnrQLnANP97Psinom4EMpGVoSfMMbgOS6chiZoDTl4/rbkcX/yZN9iBQ54JMIUIm5AjSWmufEHNxhlBswKC5lqMTLVy9nQLR1uLuKOlG5nUw+zu0NYszw7bL9h3JVoY4XtB0gKoGibEvFUGqTgjlukEGwX3Tet7UVjsjpaXLVZWN1yyy34/PPP0djYiK5du4KIsHHjRpSXl6OyshJr165F//798eyzz34jc13p2Qz0rAWWrRBzBBryT0y+LK1WHgG2R/CIBx2px0NLjxdRO6G4AGwOaLoFq0zEbMkAdSmcOBHIBbhvyaKIUIumAPD7KgCFHWoQ5EcoGIkmBY/jUWCY0CLlxZs2xfYJlsu33MSBo1OPONFcLJoYjizFkRwFF1hjZPLHILy90Jol95NiptFtv061yXGxsdGB7QrrUc41UJkxkPXFTca/cBmdBVPeeBxwA1dsKEglScHpeDwI/JeCKu9ybLVdbMq52NTkoNH2YBkMXcpNVFmGHyxfSDCKj5OfpLBYR6Yh7/Jg5GCwfyJWyuEipiwZjBoVVdG4LXGvWUqnKfY3dQ0mxPC55LQ74bZFbwei09eI2GmRYyxM2No+eA4Hs0Qeo3yTg60bc8ht/gJePodMVVc4eQ9vV1rYsUsZeldZsD2OjCHmE9UM07dQyKHrkf/95cz/n5kGzIps0NmKeBsXms5gVkhRZYmEko7rB8DzYBi9bukie7blzx/IhAUDthc0vGjSRwCB+NKpMAhdXGdpZWr+GqVZJKSrUawPp0mJBjQnLRMt/ZqLB8m3L1pgZRIDWtJmJQkstiz+YuoXULi9H0/l6boYKWmayHSthFVVDs20wHM55DduRV5n4dyBXugC5I4LzXYBuPBsgPkZ1HX/yS+/E+eBu1i3GMwyA1ZVOZhlgGctMCsHpyEHt8mN5Mpi0C0Go8yAkTUC8RVNAxJMu+R4QRuTcVWSpItYLNOCZXIUYNQaFbdYFn8geJH3wrSA946gzcLq6quvxtSpU3HvvfdiwIABAIAPPvgAv/jFL/Dzn/8c+++/P370ox/hV7/6Ff7xj3+UvMKdTTCclelBoCEAgBm+kAoD06OCKjoCTLqEJKQB4ARHkzmmOGz5AwQP3GJyl9i+FAqqaLlRS5PcTobcBMaEyP5SIMkpeaLD98Xwe82fODd+PdJyDRVDuhiFmyj+cOX+r0uKiaCOGsEEg66HwiAp2KR1y/HId5HxdrVW2C5Hk+3Cdr0wKahv4s/qDHrWhONxmLpwA+iaiClz/Ln+wqD9dBdm1NqVd71AWDU5Iq5r7ZY81m/NB0kpPU5AJeCRXiSGKbxHjItYH1OPW5w8TpDvpjrTCoIcovPyxSYWTgiw0NWZLtiit07u75EGTwd06e704qMcoxatYkgrl8Ol1ZCCe9NecKIwBJIITuNmNK77FE7DJuS3roeRrcDqdY3YnHPDwSuZSpDdAM3KQDMtQNcBI5zKhlkGtFzoCmKWASNrQc9aYsobX4BRlgeDZ/SsBfI4nIYmkVCyMQfP9sJM2qYYySXjqwAdni2ybssRXYDMhRRxB4PBBI9MWxIVLVrg1mvud1+Yj0ruH64PhZVYJnNgxe43FYqrdAtXPN9Ve1usDLMMRrYChslgmDp0g4H5UxtFp2qS10FaqR1OyFhl0OytIN0MhDZ8IS0HR5HHYVaImF5W3R2aaUJraoDFOTzHhabrIH/AGPfFlddkwzNdaDkbTBdeD2lhiqZk8GwPGnPBHU9YofzjGlkL3A+UF0H0HBSkfdBhZC0w04CRdaFbOpwmE25khgAxahWBsJcTgUetotzjMJGWS02DroXWT8uP+ZQpP0JRVdjmOsPlV4w2C6vLLrsMs2bNCkQVAAwcOBA33ngjTjzxRHz44Ye4/vrrceKJJ5a0otsKovG4MOwcKN8EJuf2QySGIEVQRV0/aa4zTwsfHHrkoUIIO+DkHHpSqEkLSCxuK2KxktsKi5MWs2QlY5o4UYG4gef/KDSt4EGZNqw+DaZpcHzTrixbDs2XnSsgHjixuBqd+QFG/mTBXNY9HnsTc7t5FLOIlZqc7UHzrUWWEVoJdU1DxmAQDhk9+M40DR4HNN/dGbXwJadpkaJEiinHt1TJKXOaHA9bc8Ja1WR7Yn6ynBNYq4oJq6gwEqkvWGyUZew++qIqdf49DzFhFbWA8chxgmODwCMNMWlpZFwDZ1rQPoGwDUhMnYlUPSniKhDggduUB+LKbm9h5frX1NCg68JyQdwDd21wxwZ3HXi+0Pe4eGlp4gwVZrmwWvn5izTDChKCyj/yOEjnQWcXJnAMBZhVVYFM10oYWctPKJmHZ7vhBM26BiNrBJm4YwlC9fDayPggLeIKhI7AssX8GJpYkkhPCC7hAmzZTVc41D4cyRmNj5H5jkIrhtxHHIsjvY0XO1Z7J4bUrSwMS4eVMWBYQlzJl428K9pg8GzyP11OcLmGPDORzdYAnINVumD+gAa4DoxIqgWzPAutvAqsrEJYOR1H5Dnz2wl8EaQDQVyeFnEHmwjjr5jOoGeFV0Vj4hiersViusKRguEy6erTzUggvYwphhBuMqBdd3RwhwcTgsuJwBkLg+SjyEEVUphFXXtSVIW/eymq4u1JbBuxgHWyyGqzsKqvr4frugXLXdfFmjVrAAC9e/fGli1bvnrttkHkRJiUawDlGgE7BxAPRJXjFcZRRYO7o66zZCfDfWFkMMSmwUib5kVam2S58sEdWCa0MIFl3NoQt3xF6yJdcFL4RAWOjK9JcxElLRRpQcpyXwcUZAqXVjFT18B9N0jUDaRrCIKlmd/hyznhooNTQzES3ocW44m+Ak2OB4tTkAywwtKDGCdTZzERKkf0EcK4qaiFL5lJPBAIvjgIgtQjJ2QZOjKGF5vA2OViRFJ0kEBwfSLWG4NpwXxmZkSlyDiu9LgHBPWNrmMRyxdQKK7lNeCJV8lQxIkr42iAGemgo+3JZL4LkUNk9G+mDTo8HHUbFYvthed3CEzXYZUZyFZXw26shWGVwchWoqyqDDUVFjI6CyzYLidwqwyaWSbCCXxxpWczYFYOzDSFtSIysovbLuQTl/ujBXVduP8yXapEDqSGzXAactD0zWKUl5zPVNfApQsw4qoBAN1jwdB6ALG54gBA87TAdRhOjSOQrkQLzZPuzg3dfrITZb45My6qwg41iOFKWK7Scl5F6YhIX6ZpMVHKI7/FrTkHm3MOqjI6Ki2RHNTRCbrnexSMCmQrwuTQ5InpbXTugZliAIKWyQrR7tqA54FyDYELUCJFkOb5sVmWAQPinro523cNhi5nub0eeZAKq2cuiO8T0yvZCVFOojw/ris6d6FYX/gyI64LD0SVUSY+o7Febs6F3eAUCOpiJFM3iP+3HZNVm4XVwQcfjF/84he49957seeeewIAFi1ahLPPPhuHHHIIAGDJkiXo169faWu6jcAdMd2A09AE1tQAcA9gBvKeHzSdiKOKBndHrUKyU41i+kGGHhEM8h84UesSUYGgkuXKmJyoey06TB9IuvRC0RV1PxXOMRfJI6TFn2pJa4Ek7Y2SMS1w9UhrlcPD0UCeHr5xBMHWAExdxmOx+JyCkePJfcI0BK2/n18GOcFqmWWga7mFmoyJclMP4qmSooqTePBE73mamIpPURNaX6JiWU706nEjyOos3aN5lxeOpPTrK0YqceiRRJKcWCCChVWFYlaeMLN86H6NinTdj7eKul+CaTx8i5YDKnAfh8ePWBxTLB/i8H6UhA7An/QbnFKnB5LXUQb9FxsJWyryOReZSjE9THllRkxtk+mLfJMLM6OjW69K9O1RjnL/DV3UTYNnWGBmFrCy0MoqoDVu8cVVE1jO9uOlOORQes9PGCk7MiCSENQwwbJiFLGR3Qoja8HzLRLkEbilBxYs8sIgY/Ii8wkmMmpLdD+nkQ4Wm3suNlIsopySySflaLGWUjuEQfM8Zq2PxtXIeP3kVDktWbD0drZYpcFdDpsTtgLY2OigMuugOmui0vJQbnrIGBocjaD5lmGul6G8Qljm9a6uGA0OgFu54OFNrhOk5nC2bIWzuVGIK85jyWEBQPNjs6ICymNMWLOiVkff0qUxN0jTYG9pDNZ7tsj27+bClA7c8eA2aSCvyd8mPhMAT0wULl3Lhp8yxCjTYWQNmGUGmKn7wk+cr9NUaLCJp2EpvNbxJhe1ZsU33ubzWN13330444wzMHz4cJimyKXvui4OPfRQ3HfffQCAyspK3HTTTaWt6TYC94c8k+c36EwZeHlX5HIebC4Cd5OxS2mCKilahKgQHZTIf0QAiwSCN2P1ktafaHkOKIiNSAYfR3MVibILO3kAsWVAYYxDcmi9LJ9r8W0AQI8EPEvrgusRXJCftoD7I9ISbx5eKK6CrN0RK0VwXxLxHh3x9lJu6Sg3xRQmzLc4ShEYZFqFL7SLXNPA0hKIq3gAuHRpyltoMoaqrG/6Zwye/+AV4sl3SfviRhLNCK0zsY3LCeWWHhNmcnLpJNFYETdiPcv4sSRJ4RUVfEJ8hWUl2110eRBU7z/7Q8unuKZu5GGZNMzJ6yYD17n/UtOe2FsbkCurQKbMQEVlBuVlJsqrs+AuRyZjoG+PcvTvWSmG2/ti2eCEJpfDsCpAZgNYtgJUXgXK52BW5ILkoOGbf2g94LYQWIDoFD3HRXRkoZwGR7p6uONC88SUJp7tgbPw+olAZwYTRhALI+eJA/wRY5yES9DjsazWYuoSYa2LxmWxhIL24IlteTxgLxaY7ruH5LF5zoXFwnnlolau0JolfzuFgcnJGK72DlzmrpMaBkH+79l2OWzX85/R3HcFAgYTzwGXi7bsGlmYmUrAbhBi284JC5brgLgncp7lRTC5vaURbkNTzL3HojMhwxdXuh4MdtCYDc+3Mslko5rOAF/Ee44LtyEHsj04TSLuSlqqolYo7luXZI6rqDULCPNlCQueBvjW8WBaHV9MRec15J4OTXdj7afQWl547YtlcpfiqjMtWG0WVrW1tZg7dy6WL1+O5cuXg4gwePBgDBo0KNjm4IMPLmkltyWY/xZgVmTBqrrCq9wOm2yOJlck+IwmvpSCKjrKrVh+nnAou2gsUlxpYpKZAlcfELoeo9OaRHFQ2JED/pQsReKloqOr4iIr/XpIURWs5+TPAafFgpmTwc6uF504mBXkUQLkD4d8F2BoMYtayuJ1j9SnHc1WUTEhg6SlABJzxVEwQlBa4WR9i11jaXUMzsG3vBQ7DSOoA3xR5CYEVNwq6XER22EkBJcURwACi1c0D4883+g+oYATwixjiNQfcr0M3E1zRSddlcl1wiUuLX/RLXls+2Td5HJp4ZO/i/akaePn0LNVyJSZKKv0UNu1DNsZIilkVdZAz+osajKGP5KSw+PCGu1yDa5VDi1TAd3NBbE1ZOdgljvC3RdThS7I860PwUxXIljd3rhZuOO4sErplhnG3gDQGIcHEWSsRXon7olpTmRnJhNABmX71gPh6mSxTNxRpAss6kJMdrZJ5O+c6UxMFh10sP7Lme0F1u3gmRBzE8qGUdxKLkcetrelgrjIPh6NU4vWKdrm5W9c/IY0EEPw4k1iZ5DGwkB2iesArhPOIehPzMxtaYEyRK4qJkf9RTK0R8rRIsJKBKlngm29XB55nYH4VtgNdjDKLwrTpesYoMgowCDBqCUsUtHEtMQJzGRBGwnyqcm5LyGsYNwJj9eyG7B4iEK4DRCNw+poy+WXThA6aNCgmJj6tmBVlYshqRXVYDXd4VZ0Rz4ncua4PP7gTwaCFxtKHmyvEaKDi7OGSDDg8nC0WxCc5xOOoCosMxqvE7NaeZHg42bjpiLxMCnCJy0/Eif/DUyed0QcmLoGk/w5zHjUbcWF0EvWX6PQAhZx/0TrlVYXec7thakz2C7Huq35IOVBxnfRyWkrHJMhazCkJbwE4nFGUQtVMZEsy+D+W7AIXnf9N2IeWJKSgihpTfKYFmxrGQy2ISaQDdb7wilNwCTLF2Xose/R40SXJy1ZSQymhfWAP/qTxO+BE4Hx8DrGKBi9GLat9hzAAABO02bYjZtg58vhOl4gVMssHZVZE5VZ4a4V0x/5Qcse4DHfapWtAndyYJV2GLjMPVjBdCSiQ/IcF8wU8S5AmPPKy9nIb9wauINELiMDhszADoDDhQ5D5CvyUy4AgB55WDB/CL3s+JwmF7pHcFNcM1GkiChwIyYeRPIlS/4vO1mR6ZsFFish4jQ4LD5aURB1E/piPJI2RBJ9kREB7+3boXLygqzrjAnrnamzwGXfpdxEmWXAZCzy/IpbXpkGGBoA7kIjHlj4iPPABchtR1gtOQd5XuA1AQDSxTKNsSDXVVA/nft5sXR4jAVtRbdM6FlLpHDQWZD7zM3Z0E0hrORk3dE0HFGi4tnIGrAqhai3G+y4S9nP6C4sr8Jt6DS5gBTvftA6ICa1lnNNRinmEiwcFQqkCW/Wft1BKirzehsp69UNVnUVWEWVmJGcGZBP92TG72geovSYmrBcpsF3hcnMG7wg23Y01gZAQXlRZNnSCuIk3ETJIfNFR/tFrE6y0JZG5UStBrLeIrO8Bo+FKRNC64xw96VZGGSH2pbRiB4nuO3YqepMw8ZGB/+3vgk5xwNjGiozBrpVWuhZncUOXcvQo9yCSGuAAkGVFKzy/sSvSVTAIDjXJsdDoy1GBm7JhcKqmJUpTcTI658xGCyDB4JGHKtwZF+UYpasYttJkSbbnWXoqZYsGCzI3B3bn4UxW/L6NVePqMXNdtv3acr8HEaA7/qJnI+VyCkWTJQOcT89Frp/yM2DVXYRmdg9D7rrwPBkh8jAbBfcdETGbdMIgocB4e7zmmzoZWIIvFVdDt004FgmtM0iyDk696AW+V3IRKNRt4xne8HkvZquBZYYQCYXDd2BwXXwRVWxrNtirjrEytGYJiwcfi4k3RJxXBorHOxAnMDAoHMvlpohLcgdiAsrk9pXWHl2Dq5tg0i4X7OmjsqsEcwVWFNuoSprIGswMbpVFy9bTAsncNc1DTIjP7hw74o/L8jQ7zlJKyaC9iFynZkiDUJi4m7NdkEsGqAevolI74vhu471bAZmeRZepWhfMjYvShDEjjCmTrdEotpMl0ropgFm5WLbS9Hu2f5gCM8N0jNEEW1QbGv4Lsj0+LxC12Ba8tDosm1+EuZvO0bvfjAywlRLuQawhnXImF3hcPHI8bgWJHiMIkVQzN0TtSL5lhkxOobDIw0533IVjcGR7jH5FiinNUkiy5YiJ9ppy0BhpoVD3iVyuSS5PxB30chOLTnkXrrIbN/0LVw8DDBYLCA7wEMsz1FafhpZ32hdivnR29NiZTAN/7ehCZvWNaJpi3jTs8oMfNGtDJt6VAAQ1jkZeyUpcFdGRFQxK5XHZdsJLVVbcw42NjrYmnODueqigxaAuNhIsxLZLkeTLwAsQ0y14SbEgZHYT66Tbr+MwYJg97Ttkm7FpNiT66QISbopo/UvvC7F1ycD7duL8u47oLxLd5RXZmCVmSizdP/PQLkl5oYzWVy0EmnB4BabEwyrDOSUQfNssIpqkOuAuY4fMbMVAECmAc8xwGw3sEoAYUyVUZGFVS1GGAIAb2qAvqVRbNvYJEYV+mJMs10wncddbxFrk0wA6dk6mB+QnBRXeiQOK8jrF4HpYuoUHTpgIhBbaWkdhBuJgZk6NEZ+/q3EhMG6H6/labAgOlUZzB7NFi8xII6pc8Bqb2GVz8Gzm+C5YgCBZTB0r7QCQVWZNVBu6sHgFlP+rnxRpWmApWvQ8jnAC1P3RCkUVHqY58wULr1ooljp8iPOhdXSdgMXssx1pfkxwtHRfdJNKDL5h7HEnuNGkoTK/cI2ZGQNmBWZIN+aprPAne0lkvSKQRS+OPM/dUtYZg3faunZLBLInuhHk5b0yCCI5LKYh6UVKUFKybdKWN1555244YYbUF9fj9122w233norDjzwwDaVYWw/EDrl4W1aB2/TOhjWh+jaa2ewTBWaHDGjveh4GDzyYu0i2plGXT8AhItM9xsO04Kkl3L75DQSnhePywEK81YlY3Wix0smjJQwDX7KgFAoBe5M/1yizzG5P9NCS5QUVU2OF7ipDKZBjs1mmhYTVqYu48vicWOxEY7+0H4pmGRwcuoQf4Z2HxHWsDmP9Z+uR+O6TwEAVlVXOPntAACVWQM9qzNwsrwgG3pzoio6VUz0GsmRbiIxqYeNjQ42NTrYmnfh2l7MzeL57ojo84wxDZbOCixFAAJhlVxeZunCihTZJym85P9ylGRSMMl7D4SiqbjoEnFastyka7M561ix9S5v3zbQc6dalHWpRnlVBrU12ViHWmGJDtXQtSCmEUAw8ATwhZY/Nyg5eZE2wXcJatyDyT0/kaOIpeF+RyhzFRlZS+Sxqq4Bq+riW9B1sFwDtMy6QIS5DU1BZ+cyO9gfQMwiEbU2SfegzDEklyUD3JPIwHYGBL2dzPhdLPZKWsyiSU2B+ChDzQtHDjJZl5TA+bjFjENvP8M1AMDNN8C1m4KcZmWWjm6VGfSszqDcDMV1xg8XMHXxfNIDcSXcgBr3xNQ2QJAoVJr5orF1EpmdX7dMmBVZYaksLxfxWRCxX3AdPw7K91bYDjyZqZ1zeP6k37plBln7yeOB5YuZBrjjwt7cCKAR9lYnSOGhWWYwb6UY4WfEplUyKrLBQAsZ6C6toZJoQLtRZoh5BzmHvdUpsFoCyXsbEh9Z6l8f2Yb85U5iAEV7860RVjNnzsSkSZNw5513Yv/998fdd9+No446CkuXLsWOO+7Y6nK86lpofDOwaR28DWtBDZth2DnU1O0MvawnNAdo8l0zUhCwxJwM0VirMMM5B9MYPEYAR2y4va5pIgO5zmKWmpibDoD0LcdGoKV0LtH26YHgSNMpk5YnHqin6KjDIKcVj7wVaAiGwkO6tTyC7SdobPR9514kviY5NJ9xLZKsUhxPurdEvYRlhZPopKJWnLRYIE5au48IyzXaaFz3KRo+Xw3iHjK5rTCsMpRVZbCp0UGT7QX3StfEhfISDwt5f5KCN2blQHit8n7G9yY/OaidE3PTBeduMGhcg27ITlPsS0yDDcDyOzjbN7GzRNxUMhbKSgirZHxVMZobYRg9lrR2iQzywsaRLMOLdPwyVUSaKzE5EhIofLstNXsP6YWyyqog9Ua5b7Gq8GPtMjpDVhcdqwxklpD/5xGg6abIvm1FkobmcyDDBDPF/Q3cPjoD+SO6rOpyGNU10Lv2FMIqK6yllGsAgCBWS+yvw0ETDIjYK4omCA0sFhSMdtYtCgLcyaPA9ScDlcN9pfUhHtwetWTJ+CnNTzSZFFcyRotSYnmCOelksslgWhaGtNgfXdfDCYh1DYbWvm3AyzcJq5X/m5JxVd3KTJRFUrCYOgtElrRUMTkSlqdYquRkzEwv+oook33qWUuIqmw5NMNP/sk98FwDdDMUU3Jib5kDS9MZtIYcdCsuA4yKLKyqCpG6Q4qjSBZ3mb0dYL6rT4fuJ7EVFk8zSPvh2VzETEnrZ2Al9QW4Hk6PY5YZQU4sKcaCZ1iRwRBRUZUU2tHYP6vdx4fG+dLCqrGxEatXr4Ztxyf83GOPPb5ypdqDm2++GRMmTMBPf/pTAMCtt96KOXPm4C9/+Quuueaagu3z+Tzy+XzwfdOmTeIz74G5LryGRrjr14NcG0ZjEyyuw+upIedZaHC8IK+V7XLkPELe8/yAbtFBuonA7rwGOIYOz5TB3f52HvfdMgyGHo81kVYvmTQ0Ok8VJURHYCFBfLqaJKauIcMYHP+h6HocjZH6RjswWS+b+ZPL+vXKexw5x0OjLT49zmEZOsjUwS0WC4QWo8p0uH6ZYjgyR5PNA8uFCGzWfJeV/2ZKFIywiWL5AeO5hq3BdfiyFGsDTQ1bkd+yBfbWdXAaNgAQ8Qq5TWuQqzaxZRPD5k0GtlgeLM8Mrn+Ql8q/767MEk9xa6AbuZZyWhvbJeRtD00NeeQa8mhqsGE3OYGw0jQN3BCdjcx0HrNkGSwYIeTw0Aqh6wzcv9fC+imEneEZsLgBwxWdqIzlSsb5RV2Gpi/oHF9UJeeDzBjCFQyEQs3lItYrzw0YngnXd0mKzOleapuTAkuKrqTgkr+RfONXbwNA8XYwZDsLsBjyHofj5QEHINLBPQbH0cEMhpzDQDoDGQzcEh1tXteQ1TVYugbHYDCdJrB8E1hTIyhng+fFyEBuc1BeBC2LUVQuKMjITchwAuMMugcwV1h1AIBcwHMIngu4ngfH8+DYrvgNu64YBOGGglx2uJ7jwXN4EGPlEYfjunA9F8TFtHY6iT/ND4QGgxhBxqXbMLxuGnmhdcuPMfPE+EIQF0kyTU+D6+owHNFebdcVz0ruQYPIaA9ACBdwkBa2Pw08NbM6B4E0AoGjSePt2ga8/FZ4+QZ4uQa4OR08ZwG2Acp7YKSLUW8kXm6abB1GRgcZGlydwdU1ZHQNLhyw3Gaw3FZodgP41kbwhkZQYxN4Yw48l4Obc8BzNty8DS/niGB1rsO0HTieh7ztQWMeNO4HhLuOGLln27Cb8rBzNuy8DacpD+7H3QFhrqsgYWjGgmkZyHoedL9vaeQcTZ6HnL+PoRN0ZoRpPojBcTw4jgddd8BtD7brwvY82NyF7bhw8k447Y3nBe1EIw8WMRiaDgcE0jhsjZADweZeJJCfAA1w/e+yC9M1gEGDbohZRcD9lxC/bWgQz4smP7bsq7aDVkNtZO3atfS9732PGGOpf9si+XyedF2nRx99NLb8vPPOo9GjR6fuM3nyZPlSqf6+xn8rVqz40u1GtYFvxt9XaQOqHXwz/lQbUH+laAetRSNqm4Q77bTTsGrVKtx66604+OCD8dhjj+Gzzz7DVVddhZtuugnf+9732lJch/Dpp59i++23x4svvohRo0YFy6+++mrcf//9WL58ecE+yTeUjRs3om/fvli9ejVqamo6pN4dwebNm9GnTx98/PHHqK6u7uzqlIxNmzZhxx13xIYNG9ClS5cvVYZqA19vStEGgG9HO1BtoHm+DW0AUO2gVLTZFfjMM8/giSeewN577w3GGPr27YvDDjsM1dXVuOaaa7ZJYSXREiMDiKhgmSSTySCTyRQsr6mp+UY1OEl1dfU38ryiOV3aimoD3wy+ShsAvl3tQLWBdL5NbQBQ7eArH6etOzQ0NKBnz54AgG7duuHzzz8HAOy+++5YuHBhaWtXInr06AFd14NJoiVr165Fr169OqlWCoVCoVAovmm0WVgNGjQocJ0NGzYMd999Nz755BPcddddqKurK3kFS4FlWRg+fDjmzp0bWz537tyYa1ChUCgUCoXiq9BmV+CkSZNQX18PAJg8eTKOOOIIPPDAA7AsC9OnTy91/UrGBRdcgDPOOAMjRozAyJEjMXXqVKxevRpnnXVWq/bPZDKYPHlyqjn464w6r84tc1tAnde2UW5n8k08J0C1gbaizqs0tDl4PUljYyPeffdd7LjjjujRo0ep6tUu3Hnnnbj++utRX1+PIUOG4JZbbsHo0aM7u1oKhUKhUCi+IbRZWF155ZW46KKLUF5eHlve1NSEG264AZdffnlJK6hQKBQKhULxdaHNwkrXddTX1wcB7JJ169ahZ8+e8LyOTR2vUCgUCoVCsa3Q5uD1YikK3nzzTXTr1q0klVIoFAqFQqH4OtLq4PWuXbtC0zRomoadd945Jq48z8PWrVtbHQiuUCgUCoVC8U2k1a7A+++/H0SEn/zkJ7j11ltj2WYty8JOO+2EkSNHtltFFQqFQqFQKLZ52joHzrx588i27RLNqPP14I477qCddtqJMpkM7bXXXvTcc891dpWKkjanVa9evYL1nHOaPHky1dXVUTabpTFjxtDbb78dKyOXy9G5555L3bt3p/LycjrmmGPo448/7tDzmD9/Ph199NFUV1dHAOixxx6LrS/Veaxfv55OP/10qq6upurqajr99NNpw4YNqXVS7UC1A9UGVBv4OrUBItUOopS6TyhGm4VVlMbGRtq0aVPs75vGww8/TKZp0j333ENLly6l888/nyoqKuijjz7q7KqlMnnyZNptt92ovr4++Fu7dm2w/tprr6WqqiqaNWsWLVmyhE4++WSqq6ujzZs3B9ucddZZtP3229PcuXNp4cKFdPDBB9PQoUPJdd0OO4+nnnqKLr30Upo1a1bqj6hU53HkkUfSkCFDaMGCBbRgwQIaMmQIHX300QX1Ue1AtQPVBlQb+Lq1ASLVDtqrT2iONgurhoYG+uUvf0nbbbcdMcYK/r5p7LPPPnTWWWfFlg0ePJguueSSTqpR80yePJmGDh2auo5zTrW1tXTttdcGy3K5HNXU1NBdd91FREQbN24k0zTp4YcfDrb55JNPiDFGs2fPbte6FyP5IyrVeSxdupQA0Msvvxxs89JLLxEAevfdd2N1UO1AtQPVBlQb+Lq1ASLVDtqrT2iONo8KvPjii/HMM8/gzjvvRCaTwb333osrrrgCvXv3xowZM9pa3DaNbdt44403cPjhh8eWH3744ViwYEEn1apl3n//ffTu3Rv9+vXDj370I3z44YcAgJUrV2LNmjWx88lkMhgzZkxwPm+88QYcx4lt07t3bwwZMmSbOedSncdLL72Empoa7LvvvsE2++23H2pqamLnqtqB4NvcDlQbEKg28PVrA4BqB0Bp+4SWaLOw+uc//4k777wTP/jBD2AYBg488EBcdtlluPrqq/HAAw+0tbhtmi+++AKe5xVM1NyrV6+CCZ23Ffbdd1/MmDEDc+bMwT333IM1a9Zg1KhRWLduXVDn5s5nzZo1sCwLXbt2LbpNZ1Oq81izZk1BPjYA6NmzZ+xcVTtI36az6ch2oNpA+jadjWoDLaPaQen7hJZo81yB69evR79+/QAA1dXVWL9+PQDggAMOwNlnn93W4r4WJPN2UZFcXtsCRx11VPD/7rvvjpEjR2LAgAG4//77sd9++wH4cuezLZ5zKc4jbfti5ah2sG2ec0e2A9UGts1zVm2gOKodtF+fUIw2W6z69++PVatWAQB23XVXPPLIIwCEJatLly5tLW6bpkePHtB1vUCprl27tkAZb6tUVFRg9913x/vvv4/a2loAaPZ8amtrYds2NmzYUHSbzqZU51FbW4vPPvusoPzPP/88dq6qHaRv09l0ZDtQbSB9m85GtYG2o9rBV+8TWqLNwurHP/4x3nzzTQDAb3/72yDW6le/+hUuvvjitha3TWNZFoYPH465c+fGls+dOxejRo3qpFq1jXw+j2XLlqGurg79+vVDbW1t7Hxs28b8+fOD8xk+fDhM04xtU19fj7fffnubOedSncfIkSOxadMmvPrqq8E2r7zyCjZt2hQ7V9UOBN/mdqDagEC1ga93GwBUOyhFn9AirQ5zL8JHH31Es2bNosWLF3/VorZJ5PDa++67j5YuXUqTJk2iiooKWrVqVWdXLZULL7yQ5s2bRx9++CG9/PLLdPTRR1NVVVVQ32uvvZZqamro0UcfpSVLltApp5ySOiR1hx12oP/+97+0cOFCOuSQQzp8aO2WLVto0aJFtGjRIgJAN998My1atCgY1lyq8zjyyCNpjz32oJdeeoleeukl2n333ZtNt6Dawbe3Hag2oNrA160NEKl20F59QnN8ZWH1beCOO+6gvn37kmVZtNdee9H8+fM7u0pFkbk7TNOk3r170wknnEDvvPNOsF4mUautraVMJkOjR4+mJUuWxMpoamqic889l7p160ZlZWV09NFH0+rVqzv0PJ599tmCpHYAaNy4cSU9j3Xr1tFpp51GVVVVVFVVRaeddlqzCUJVO/h2twPVBlQb+Dq1ASLVDtp6Hm3pE4rR6iltAIBzjunTp+PRRx/FqlWroGka+vXrhx/84Ac444wztrlANoVCoVAoFIqOpNXCiohwzDHH4KmnnsLQoUMxePBgEBGWLVuGJUuW4Nhjj8Xjjz/eztVVKBQKhUKh2HZpdbqF6dOn47nnnsP//vc/HHzwwbF1zzzzDI4//njMmDEDZ555ZskrqVAoFAqFQvF1oNUWq8MPPxyHHHIILrnkktT1V199NebPn485c+aUtIIKhUKhUCgUXxdanW7hrbfewpFHHll0/VFHHRWkYVAoFAqFQqH4NtJqYbV+/fpmE2T16tWrIPGWQqFQKBQKxbeJVgsrz/NgGMVDsnRdh+u6JamUQqFQKBQKxdeRVgevExHGjx+PTCaTuj6fz5esUgqFQqFQKBRfR1ptsRo3bhx69uyJmpqa1L+ePXuqEYGKrw3jx4/H8ccf3ynHljngFi9e3CnHbw2apjWbPuWrnsNBBx2ESZMmfal9W4tt2xg4cCBefPHFdj1OZ5K8jnvvvTceffTRzquQQqFovcVq2rRp7VkPxdeQBQsW4MADD8Rhhx2G2bNnd3Z12sRtt92GNuTG/dKMHz8eGzdujImUPn36oL6+Hj169Gj3439Z6uvr0bVr13Yr/9FHH4Vpmu1WPgBMnToVffv2xf7779+ux9mW+P3vf4+LLroIxx9/PBhr81SwCoWiBKhfnuJL89e//hUTJ07ECy+8gNWrV3fIMR3HKUk5NTU16NKlS0nKaiu6rqO2trbZmMXOwrZtAGKW92Ju/1LQrVs3VFVVtVv5APCnP/0JP/3pT9v1GKVAXvNS8L3vfQ+bNm1SaW8Uik5ECSvFl6KhoQGPPPIIzj77bBx99NGYPn16bP28efOgaRr+/e9/Y+jQochms9h3332xZMmSYJvp06ejS5cuePzxx7Hzzjsjm83isMMOw8cffxxsM2XKFAwbNgx//etf0b9/f2QyGRARVq9ejeOOOw6VlZWorq7GSSedhM8++wwA8O6776K8vBwPPvhgUM6jjz6KbDYbHD/pCjzooIMwceJETJo0CV27dkWvXr0wdepUNDQ04Mc//jGqqqowYMAA/Oc//wn28TwPEyZMQL9+/VBWVoZBgwbhtttui9X9/vvvxxNPPAFN06BpGubNm5fqRps/fz722WcfZDIZ1NXV4ZJLLokNBjnooINw3nnn4de//jW6deuG2tpaTJkypdl75LouzjvvPHTp0gXdu3fHb37zG4wbN67gvM8991xccMEF6NGjBw477DAAha7AV199FXvuuSey2SxGjBiBRYsWNXtsALjzzjvxne98B9lsFr169cIPfvCD2HGlC0u2leTf+PHjg+3/+c9/Yvjw4chms+jfvz+uuOKKZgfLLFy4EB988AG+973vBcts28a5556Luro6ZLNZ7LTTTrjmmmuC9e+//z5Gjx6NbDaLXXfdFXPnzo1dB1nPjRs3BvssXrwYmqZh1apVAIB169bhlFNOwQ477IDy8nLsvvvueOihh2J1K3bNly5diu9+97uorKxEr169cMYZZ+CLL74I9mtoaMCZZ56JyspK1NXV4aabbio4b13X8d3vfrfgmAqFouNQwkrxpZg5cyYGDRqEQYMG4fTTT8e0adNSXWsXX3wxbrzxRrz22mvo2bMnjj322JjVqbGxEX/84x9x//3348UXX8TmzZvxox/9KFbGBx98gEceeQSzZs0KxMjxxx+P9evXY/78+Zg7dy5WrFiBk08+GQAwePBg3HjjjTjnnHPw0Ucf4dNPP8XPfvYzXHvttdh9992LntP999+PHj164NVXX8XEiRNx9tln44c//CFGjRqFhQsX4ogjjsAZZ5yBxsZGAGLuzB122AGPPPIIli5dissvvxy/+93v8MgjjwAALrroIpx00kk48sgjUV9fj/r6eowaNarguJ988gm++93vYu+998abb76Jv/zlL7jvvvtw1VVXFdSvoqICr7zyCq6//npceeWVmDt3btHzue666/DAAw9g2rRpwbVNi5u6//77YRgGXnzxRdx9990F6xsaGnD00Udj0KBBeOONNzBlyhRcdNFFRY8LAK+//jrOO+88XHnllVi+fDlmz56N0aNHp247atSo4PrU19fjmWeeQTabDbafM2cOTj/9dJx33nlYunQp7r77bkyfPh1//OMfix7/ueeew84774zq6upg2e23344nn3wSjzzyCJYvX46///3v2GmnnQCIe3nCCSdA13W8/PLLuOuuu/Cb3/ym2XNMI5fLYfjw4fjXv/6Ft99+Gz//+c9xxhln4JVXXoltl7zm9fX1GDNmDIYNG4bXX38ds2fPxmeffYaTTjop2Ofiiy/Gs88+i8ceewxPP/005s2bhzfeeKOgDvvssw+ef/75NtddoVCUiLbOMK1QEBGNGjWKbr31ViIichyHevToQXPnzg3Wy5nIH3744WDZunXrqKysjGbOnElERNOmTSMA9PLLLwfbLFu2jADQK6+8QkREkydPJtM0ae3atcE2Tz/9NOm6HpuV/J133iEA9OqrrwbLvve979GBBx5Ihx56KB122GHEOQ/WjRs3jo477rjg+5gxY+iAAw4IvruuSxUVFXTGGWcEy+rr6wkAvfTSS0WvyznnnEMnnnhi0eMQEa1cuZIA0KJFi4iI6He/+x0NGjQoVr877riDKisryfO81PoREe299970m9/8pmhdevXqRTfccEPsnHbccceC8x42bFjBvgDoscceIyKiu+++m7p160YNDQ3B+r/85S+xc0gya9Ysqq6ups2bN6euHzNmDJ1//vkFy7/44gsaMGAAnXPOOcGyAw88kK6++urYdn/729+orq4utWwiovPPP58OOeSQ2LKJEyfSIYccErvOkjlz5pCu6/Txxx8Hy/7zn//EroNs09GZ7hctWkQAaOXKlUXr8t3vfpcuvPDC4HvaNf/9739Phx9+eGzZxx9/TABo+fLltGXLFrIsK/X3lLyOTzzxBDHGgrajUCg6lm0vyEOxzbN8+XK8+uqrwegjwzBw8skn469//SvGjh0b23bkyJHB/926dcOgQYOwbNmyYJlhGBgxYkTwffDgwejSpQuWLVuGffbZBwDQt29fbLfddsE2y5YtQ58+fdCnT59g2a677hrst/feewMQMWA777wzGGN4++23oWlas+e1xx57BP/ruo7u3bvHLFwyQe7atWuDZXfddRfuvfdefPTRR2hqaoJt2xg2bFizx0mybNkyjBw5Mla//fffH1u3bsX//d//YccddyyoHwDU1dXF6hJl06ZN+Oyzz4JrKM9p+PDh4JzHto1e/2L1Gzp0KMrLy4Nl0fuaxmGHHYa+ffuif//+OPLII3HkkUfi+9//fqyMJI7j4MQTT8SOO+4Yc6m+8cYbeO2112IWKs/zkMvl0NjYmFpmU1MTstlsbNn48eNx2GGHYdCgQTjyyCNx9NFH4/DDDw/Occcdd8QOO+zQ6nNMw/M8XHvttZg5cyY++eQT5PN55PN5VFRUxLZLXvM33ngDzz77LCorKwvKXLFiRdC20n5PScrKysA5Rz6fR1lZWZvPQaFQfDWUsFK0mfvuuw+u62L77bcPlhERTNPEhg0bWhxNlhQ4aYInuizZKRFR6j7J5W+++SYaGhrAGMOaNWvQu3fvZuuVHKWmaVpsmSxbCpNHHnkEv/rVr3DTTTdh5MiRqKqqwg033FDg9mmJtPMh360aXZ5Wv6RISlKs3CjJ65tWv7ZSVVWFhQsXYt68eXj66adx+eWXY8qUKXjttdeKDho4++yzsXr1arz22muxwH7OOa644gqccMIJBfskxZOkR48esXg+ANhrr72wcuVK/Oc//8F///tfnHTSSRg7diz+8Y9/pJ5j8trJUXbRbZODKW666SbccsstuPXWW7H77rujoqICkyZNKghQT15zzjmOOeYYXHfddQX1qKurw/vvv596nmmsX78e5eXlSlQpFJ2EirFStAnXdTFjxgzcdNNNWLx4cfD35ptvom/fvnjggQdi27/88svB/xs2bMB7772HwYMHx8p7/fXXg+/Lly/Hxo0bY9sk2XXXXbF69epYkPvSpUuxadMm7LLLLgBE5zJ+/Hhceuml+PGPf4zTTjsNTU1NX/n8ozz//PMYNWoUzjnnHOy5554YOHAgVqxYEdvGsix4ntdsObvuuisWLFgQ67AXLFiAqqqqmHhtCzU1NejVqxdeffXVYJnnea0KOk+r35tvvhm7ftH7WgzDMDB27Fhcf/31eOutt7Bq1So888wzqdvefPPNmDlzJp588kl07949tm6vvfbC8uXLMXDgwIK/YikF9txzT7z77rsFgqm6uhonn3wy7rnnHsycOROzZs3C+vXrgzb16aefBtu+9NJLsX2l1bS+vj5Ylszj9fzzz+O4447D6aefjqFDh6J///6tEkV77bUX3nnnHey0004F51hRUYGBAwfCNM3U31OSt99+G3vttVeLx1QoFO2DElaKNvGvf/0LGzZswIQJEzBkyJDY3w9+8APcd999se2vvPJK/O9//8Pbb7+N8ePHo0ePHrFRaaZpYuLEiXjllVewcOFC/PjHP8Z+++0Xc2ElGTt2LPbYYw+cdtppWLhwIV599VWceeaZGDNmTOBiOeuss9CnTx9cdtlluPnmm0FELQZct5WBAwfi9ddfx5w5c/Dee+/h97//PV577bXYNjvttBPeeustLF++HF988UVquohzzjkHH3/8MSZOnIh3330XTzzxBCZPnowLLrjgK+UimjhxIq655ho88cQTWL58Oc4//3xs2LChRZdoklNPPRWMMUyYMAFLly7FU089hRtvvLHZff71r3/h9ttvx+LFi/HRRx9hxowZ4Jynuq7++9//4te//jVuvPFG9OjRA2vWrMGaNWuwadMmAMDll1+OGTNmYMqUKXjnnXewbNkyzJw5E5dddlnR4x988MFoaGjAO++8Eyy75ZZb8PDDD+Pdd9/Fe++9h//3//4famtr0aVLF4wdOxaDBg3CmWeeiTfffBPPP/88Lr300liZAwcORJ8+fTBlyhS89957+Pe//10wMm/gwIGYO3cuFixYgGXLluEXv/gF1qxZ0+I1/uUvf4n169fjlFNOwauvvooPP/wQTz/9NH7yk5/A8zxUVlZiwoQJuPjii2O/p7T28fzzzwcuToVC0fEoYaVoE/fddx/Gjh2LmpqagnUnnngiFi9ejIULFwbLrr32Wpx//vkYPnw46uvr8eSTT8KyrGB9eXk5fvOb3+DUU0/FyJEjUVZWhocffrjZOsgh8F27dsXo0aMxduxY9O/fHzNnzgQAzJgxA0899RT+9re/wTAMlJeX44EHHsC9996Lp556qkRXQoi3E044ASeffDL23XdfrFu3Duecc05sm5/97GcYNGgQRowYge222y41C/j222+Pp556Cq+++iqGDh2Ks846CxMmTGhWOLSG3/zmNzjllFNw5plnYuTIkaisrMQRRxxR1H1WjMrKSvzzn//E0qVLseeee+LSSy9NdVlF6dKlCx599FEccsgh2GWXXXDXXXfhoYcewm677Vaw7QsvvADP83DWWWehrq4u+Dv//PMBAEcccQT+9a9/Ye7cudh7772x33774eabb0bfvn2LHr979+444YQTYhbUyspKXHfddRgxYgT23ntvrFq1Ck899RQYY2CM4bHHHkM+n8c+++yDn/70pwWjDk3TxEMPPYR3330XQ4cOxXXXXVcwcvP3v/899tprLxxxxBE46KCDUFtb26oM/71798aLL74Iz/NwxBFHYMiQITj//PNRU1MTiKcbbrgBo0ePxrHHHouxY8figAMOwPDhw2PlfPLJJ1iwYAF+/OMft3hMhULRPmj0ZQIoFIoWmDdvHg4++GBs2LChaEzN9OnTMWnSpFheIEX7wTnHLrvsgpNOOgl/+MMfOrs67c6SJUswduxYfPDBB186GammaXjsscc6bfqjtnLxxRdj06ZNmDp1amdXRaH41qKC1xWKbygfffQRnn76aYwZMwb5fB5//vOfsXLlSpx66qmdXbUOYffdd8f111+PVatWNZu/7JtEz549S+7yVigUbUMJK4XiGwpjDNOnT8dFF10EIsKQIUPw3//+Nwjw/zYwbty4zq5Ch3LxxRd3dhUUim89yhWoUCgUCoVCUSJU8LpCoVAoFApFiVDCSqFQKBQKhaJEKGGlUCgUCoVCUSKUsFIoFAqFQqEoEUpYKRQKhUKhUJQIJawUCoVCoVAoSoQSVgqFQqFQKBQlQgkrhUKhUCgUihKhhJVCoVAoFApFiVDCSqFQKBQKhaJEqLkC20Aul4Nt251dDYVCoVAoFG3Asixks9kOOZYSVq0kl8uhe1klGuF1dlUUCoVCoVC0gdraWqxcubJDxJUSVq3Etm00wsNp2B5lvgdV1zQAABMf0DUNeuR/8Rn/7n9NWZ/8LCy7ue10AKzIMQvL9Ovir2DBBuK8NBZfrjEW/64X7q/JsmUZBduwWMXDOhQrWy5HvE4sWT6L1E8eQ55H4lOPf7IiyzWtyPaJ66PpLGUfPb3M5LFY/Npq8kSDz3h5LHuCVwAAGn1JREFUBcsZA7T4OllW8TJYYvvg4ibqwIrsH34Gx5J18O+nLIs0FvserGfF1rPE/lr6/hprcd/WlJFWB7m9nJae+//IWeo5AXLOep6Yul5+D9ZDfm9hfbB/4bGiCzgopaxwXVq9PR7/zhN1T673EnXzuCyX4BWUTYl9E8fi8WMVHMNfIV9Ti67nFBxL1tfjiTrw+L7J9W4btw8+icfqIcpKr0NB2ZFrF10uv1Nie/LLjW5P4cWLXaPCMpBYjkTZie0T+yfLI6KU+nmJT3EQ8vzvlFyfvj0vsh6RcoKyk8dK7BOU5TeMZuvgOViz9BHYtq2E1baIBQZLiwurqHBpUdSg+fWt/164vLVlBKImECuJTj4huIoLq3B5KMaaF1bBd1ZYRrGyY3UtKL9QWBUXNXHRU1RYFRNiKeuT+7DWCqsC8ddaYRURUWnL0rZtSVh9iToUHKtApHxVYVVk/6iwYl++jLT1X0ZYJYVQm4VVM8eKrS+BsApES4vr4a8Pt/+ywqpgv1aujwqWosKnlZ96UeHU0v48+J/5n1rie/LTS2xXIFC+hLCSn1pSACWPlRBWyTq0VE60jklRV1QweS0JqoSAKraeRdYntg2UY2K5Jr9rie21wk/5u+ooVPC6QqFQKBQKRYlQwkqhUCgUCoWiRChhpVAoFAqFQlEilLBSKBQKhUKhKBFKWCkUCoVCoVCUCCWsFAqFQqFQKEqEElYKhUKhUCgUJUIJK4VCoVAoFIoSoYSVQqFQKBQKRYlQwkqhUCgUCoWiRChhpVAoFAqFQlEilLBSKBQKhUKhKBFKWCkUCoVCoVCUCCWsFAqFQqFQKEqEElYKhUKhUCgUJUIJK4VCoVAoFIoSoYSVQqFQKBQKRYlQwkqhUCgUCoWiRChhpVAoFAqFQlEilLBSKBQKhUKhKBFKWCkUCoVCoVCUCKOzK/B1wwaHTuJ/HRqAUJ3q0KAjvi75XSu6PvlZWHZz2+kEMM3/3z+IXuS73E5LfIdGfh3lsf3tiOLfg08eLNe4vw8xfx8t9imXgxJ14GI54/J7crlfNebv5/nl+yel6Qwa87fV/WP4n3J58Kl7wT4AwILliU8tfTkLyo0cu2AfPb3M5LFkGUEd/TsafMbLK1jOGKDF18myipfBEtv7y7VkHViR/cPP4FiyDkEbEstJY7HvwXpWbD1L7K+l76+xFvdtTRlpdZDb+80d3P/H/wpOAPnLuFwYWSf29ddDfm9hfbB/4bGiCzgopaxwXVq9PR7/zhN1T673EnXzuCyX4BWUTYl9E8fi8WMVHMNf4aGF9ZyCY8n6ejxRBx7fN7nebeP2wSfxWD1EWel1KCg7cu2iy+V3SmxPfrnR7Sm8eLFrVFgGEsuRKDuxfWL/ZHlElFI/L/EpDkKe/52S69O350XWI1JOUHbyWMXK9htGs3XwHHQkSli1EiJCZWUlHtj6SWRh4lOhUCgUCsU2R2VlZSAi2xslrFqJpmnYunUrPv74Y1RXV7fbcTZv3ow+ffq0+3EUXw51fxQS1RaKo65Nx6OueXHktZFemvZGCas2Ul1d3SGNtqOOo/hyqPujkKi2UBx1bToedc07HxW8rlAoFAqFQlEilLBSKBQKhUKhKBFKWLWSTCaDyZMnI5PJfCOOo/hyqPujkKi2UBx1bToedc2L09HXRqOOCpNXKBQKhUKh+IajLFYKhUKhUCgUJUIJK4VCoVAoFIoSoYSVQqFQKBQKRYlQwkqhUCgUCoWiRChh1QruvPNO9OvXD9lsFsOHD8fzzz/fYeXV19fj1FNPxaBBg8AYw6RJk77SsRUt05b7M2/ePGiaVvD37rvvdmCNFR3Jc889h2OOOQa9e/eGpml4/PHHO7tK2wTXXHMN9t57b1RVVaFnz544/vjjsXz58s6u1jeeKVOmFDx/amtrO7taHU5Lv0siwpQpU9C7d2+UlZXhoIMOwjvvvNMudVHCqgVmzpyJSZMm4dJLL8WiRYtw4IEH4qijjsLq1as7pLx8Po/tttsOl156KYYOHfpVTkXRCr7s/V6+fDnq6+uDv+985zsdVGNFR9PQ0IChQ4fiz3/+c2dXZZti/vz5+OUvf4mXX34Zc+fOheu6OPzww9HQ0NDZVfvGs9tuu8WeP0uWLOnsKnU4Lf0ur7/+etx8883485//jNdeew21tbU47LDDsGXLltJXhhTNss8++9BZZ50VWzZ48GC65JJLOry8MWPG0Pnnn/+ljqtoHW29P88++ywBoA0bNnRA7RTbGgDoscce6+xqbJOsXbuWAND8+fM7uyrfaCZPnkxDhw7t7GpsUyR/l5xzqq2tpWuvvTZYlsvlqKamhu66666SH19ZrJrBtm288cYbOPzww2PLDz/8cCxYsKDTy1OUlq9yf/bcc0/U1dXh0EMPxbPPPtue1VQovhZs2rQJANCtW7dOrsk3n/fffx+9e/dGv3798KMf/QgffvhhZ1dpm2LlypVYs2ZN7NmeyWQwZsyYdul7lbBqhi+++AKe56FXr16x5b169cKaNWs6vTxFafky96eurg5Tp07FrFmz8Oijj2LQoEE49NBD8dxzz3VElRWKbRIiwgUXXIADDjgAQ4YM6ezqfKPZd999MWPGDMyZMwf33HMP1qxZg1GjRmHdunWdXbVtBvn87qi+1yh5id9ANE2LfSeigmWdWZ6itLTl/gwaNAiDBg0Kvo8cORIff/wxbrzxRowePbpd66lQbKuce+65eOutt/DCCy90dlW+8Rx11FHB/7vvvjtGjhyJAQMG4P7778cFF1zQiTXb9uiovldZrJqhR48e0HW9QNGuXbu2QPl2RnmK0lKq+7Pffvvh/fffL3X1FIqvBRMnTsSTTz6JZ599FjvssENnV+dbR0VFBXbffXf1DIogR0l2VN+rhFUzWJaF4cOHY+7cubHlc+fOxahRozq9PEVpKdX9WbRoEerq6kpdPYVim4aIcO655+LRRx/FM888g379+nV2lb6V5PN5LFu2TD2DIvTr1w+1tbWxZ7tt25g/f3679L3KFdgCF1xwAc444wyMGDECI0eOxNSpU7F69WqcddZZ7VLeb3/7W3zyySeYMWNGsM/ixYsBAFu3bsXnn3+OxYsXw7Is7Lrrrl/5/BRx2np/br31Vuy0007YbbfdYNs2/v73v2PWrFmYNWtWZ56Goh3ZunUrPvjgg+D7ypUrsXjxYnTr1g077rhjJ9asc/nlL3+JBx98EE888QSqqqoC60BNTQ3Kyso6uXbfXC666CIcc8wx2HHHHbF27VpcddVV2Lx5M8aNG9fZVetQWvpdTpo0CVdffTW+853v4Dvf+Q6uvvpqlJeX49RTTy19ZUo+zvAbyB133EF9+/Yly7Jor732+srDh5srb9y4cTRmzJjY9gAK/vr27fuV6qAoTlvuz3XXXUcDBgygbDZLXbt2pQMOOID+/e9/d0KtFR2FTLGR/Bs3blxnV61TSbsmAGjatGmdXbVvNCeffDLV1dWRaZrUu3dvOuGEE+idd97p7Gp1OC39LjnnNHnyZKqtraVMJkOjR4+mJUuWtEtdNCKi0ss1hUKhUCgUim8fKsZKoVAoFAqFokQoYaVQKBQKhUJRIpSwUigUCoVCoSgRSlgpFAqFQqFQlAglrBQKhUKhUChKhBJWCoVCoVAoFCVCCSuFQqFQKBSKEqGElUKhUCgUCkWJUMJKodhGWbVqFTRNC6Y06uxyvs5MmTIFw4YNa3G73//+9/j5z38efCci/PznP0e3bt2+Ndewtdeqo/nzn/+MY489trOroVC0iBJWCkU7MH78eGiaBk3TYBgGdtxxR5x99tnYsGFDux/3+OOPjy3r06cP6uvrMWTIkHY99rPPPouDDz4Y3bp1Q3l5Ob7zne9g3LhxcF23XY9bKj777DPcdttt+N3vfhcsmz17NqZPn45//etfJbuGmqbh8ccf/8rlfNv42c9+htdeew0vvPBCZ1dFoWgWJawUinbiyCOPRH19PVatWoV7770X//znP3HOOed0eD10XUdtbS0Mo/3mXH/nnXdw1FFHYe+998Zzzz2HJUuW4E9/+hNM0wTnvN2OW0ruu+8+jBw5EjvttFOwbMWKFairq8OoUaPa/Rq2FcdxOrsKHQIRwXVdZDIZnHrqqfjTn/7U2VVSKJpFCSuFop3IZDKora3FDjvsgMMPPxwnn3wynn766dg206ZNwy677IJsNovBgwfjzjvvLFqe53mYMGEC+vXrh7KyMgwaNAi33XZbsH7KlCm4//778cQTTwTWsnnz5sVcgZxz7LDDDrjrrrtiZS9cuBCapuHDDz8EAGzatAk///nP0bNnT1RXV+OQQw7Bm2++WbRuc+fORV1dHa6//noMGTIEAwYMwJFHHol7770XlmUBAKZPn44uXbrg8ccfx84774xsNovDDjsMH3/8caysf/7znxg+fDiy2Sz69++PK664Imb1ak3drr32WvTq1QtVVVWYMGECcrlc0bpLHn744Zirafz48Zg4cSJWr14NTdMCwTV79mwccMAB6NKlC7p3746jjz4aK1asCPazbRvnnnsu6urqkM1msdNOO+Gaa64BgKCM73//+7EyW3PemqbhrrvuwnHHHYeKigpcddVVLZ5TMebNm4d99tkHFRUV6NKlC/bff3989NFHqdtyznHllVdihx12QCaTwbBhwzB79uxg/YknnoiJEycG3ydNmgRN0/DOO+8AAFzXRVVVFebMmQNACKXrr78e/fv3R1lZGYYOHYp//OMfsbppmoY5c+ZgxIgRyGQyeP755wEAxx57LB5//HE0NTV96XNXKNqddpnaWaH4ljNu3Dg67rjjgu8rVqygXXfdlXr16hUsmzp1KtXV1dGsWbPoww8/pFmzZlG3bt1o+vTpRES0cuVKAkCLFi0iIiLbtunyyy+nV199lT788EP6+9//TuXl5TRz5kwiItqyZQuddNJJdOSRR1J9fT3V19dTPp8vKOfCCy+kAw44IFbfCy+8kEaOHElEYhb4/fffn4455hh67bXX6L333qMLL7yQunfvTuvWrUs934ceeogymQzNnz+/6DWZNm0amaZJI0aMoAULFtDrr79O++yzD40aNSrYZvbs2VRdXU3Tp0+nFStW0NNPP0077bQTTZkypdV1mzlzJlmWRffccw+9++67dOmll1JVVRUNHTq0aN3Wr19PmqbRyy+/HCzbuHEjXXnllbTDDjtQfX09rV27loiI/vGPf9CsWbPovffeo0WLFtExxxxDu+++O3meR0REN9xwA/Xp04eee+45WrVqFT3//PP04IMPEhHR2rVrCQBNmzYtVmZL501EBIB69uxJ9913H61YsYJWrVpV9Hyaw3EcqqmpoYsuuog++OADWrp0KU2fPp0++ugjIiKaPHly7FrdfPPNVF1dTQ899BC9++679Otf/5pM06T33nuPiIhuv/12GjJkSLD9sGHDqEePHnTHHXcQEdGCBQvIMAzasmULERH97ne/o8GDB9Ps2bNpxYoVNG3aNMpkMjRv3jwiInr22WcJAO2xxx709NNP0wcffEBffPEFERFt3bqVNE0LtlUotkWUsFIo2oFx48aRrutUUVFB2WyWABAAuvnmm4Nt+vTpE3S4kj/84Q+BwEkKojTOOeccOvHEE2PHjQq6tHIWLlxImqYFHbPnebT99tsHHeH//vc/qq6uplwuFytnwIABdPfdd6fWw3VdGj9+PAGg2tpaOv744+lPf/oTbdq0Kdhm2rRpBCAmXpYtW0YA6JVXXiEiogMPPJCuvvrqWNl/+9vfqK6urtV1GzlyJJ111lmx9fvuu2+zwmrRokUEgFavXh1bfsstt1Dfvn2L7kcUiqUlS5YQEdHEiRPpkEMOIc556vYA6LHHHosta+m85X6TJk1qti6tYd26dQSgqDhJCqvevXvTH//4x9g2e++9N51zzjlERPTWW2+Rpmn0+eef0/r168k0Tbrqqqvohz/8IRERXX311bTvvvsSkRBG2WyWFixYECtvwoQJdMoppxBRKKwef/zx1Pp17do1ePlQKLZFlCtQoWgnDj74YCxevBivvPIKJk6ciCOOOCJwmXz++ef4+OOPMWHCBFRWVgZ/V111VcytlOSuu+7CiBEjsN1226GyshL33HMPVq9e3aZ67bnnnhg8eDAeeughAMD8+fOxdu1anHTSSQCAN954A1u3bkX37t1jdVu5cmXRuum6jmnTpuH//u//cP3116N379744x//iN122w319fXBdoZhYMSIEcH3wYMHo0uXLli2bFlw7CuvvDJ23J/97Geor69HY2Njq+q2bNkyjBw5Mla/5Pck0rWUzWZbvH4rVqzAqaeeiv79+6O6uhr9+vUDgOA+jB8/HosXL8agQYNw3nnnFbh/02jpvCXRa5fG1VdfHSsjrW1069YN48ePxxFHHIFjjjkGt912W+weRdm8eTM+/fRT7L///rHl+++/f3DPhgwZgu7du2P+/Pl4/vnnMXToUBx77LGYP38+AOHaGzNmDABg6dKlyOVyOOyww2L1nDFjRkHbKnauZWVlsWuiUGxrbDuRmArFN4yKigoMHDgQAHD77bfj4IMPxhVXXIE//OEPQUD3Pffcg3333Te2n67rqeU98sgj+NWvfoWbbroJI0eORFVVFW644Qa88sorba7baaedhgcffBCXXHIJHnzwQRxxxBHo0aMHABFTU1dXh3nz5hXs16VLl2bL3X777XHGGWfgjDPOwFVXXYWdd94Zd911F6644opgG03TCvaTyzjnuOKKK3DCCScUbJPNZr9S3ZpDnvuGDRuw3XbbNbvtMcccgz59+uCee+5B7969wTnHkCFDYNs2AGCvvfbCypUr8Z///Af//e9/cdJJJ2Hs2LGxOKIkLZ23pKKiotm6nXXWWYFABoDevXunbjdt2jScd955mD17NmbOnInLLrsMc+fOxX777Ze6ffKeEVGwTNM0jB49GvPmzYNlWTjooIMwZMgQeJ6HJUuWYMGCBZg0aVJwngDw73//G9tvv32szEwmE/te7FzXr1/f4j1SKDoTJawUig5i8uTJOOqoo3D22Wejd+/e2H777fHhhx/itNNOa9X+zz//PEaNGhUbWZh8y7csC57ntVjWqaeeissuuwxvvPEG/vGPf+Avf/lLsG6vvfbCmjVrYBhGLLi6rXTt2hV1dXVoaGgIlrmui9dffx377LMPAGD58uXYuHEjBg8eHBx7+fLlgSBN0pq67bLLLnj55Zdx5plnBstefvnlZus6YMAAVFdXY+nSpdh5552Lbrdu3TosW7YMd999Nw488EAASB3+X11djZNPPhknn3wyfvCDH+DII4/E+vXr0a1bN5imWXCPWjrv1tKtWzd069atVdvuueee2HPPPfHb3/4WI0eOxIMPPlggrKqrq9G7d2+88MILGD16dLB8wYIFwT0EgIMOOghTp06FZVm48soroWkaDjzwQNx4441oamoKLF677rorMpkMVq9eHVix2sKKFSuQy+Ww5557tnlfhaKjUMJKoeggDjroIOy22264+uqr8ec//xlTpkzBeeedh+rqahx11FHI5/N4/fXXsWHDBlxwwQUF+w8cOBAzZszAnDlz0K9fP/ztb3/Da6+9FriiADHqbM6cOVi+fDm6d++Ompqa1Lr069cPo0aNwoQJE+C6Lo477rhg3dixYzFy5Egcf/zxuO666zBo0CB8+umneOqpp3D88cenumjuvvtuLF68GN///vcxYMAA5HI5zJgxA++8805seLxpmpg4cSJuv/12mKaJc889F/vtt1/QSV9++eU4+uij0adPH/zwhz8EYwxvvfUWlixZgquuuqpVdTv//PMxbtw4jBgxAgcccAAeeOABvPPOO+jfv3/Re8MYw9ixY/HCCy8U5AGL0rVrV3Tv3h1Tp05FXV0dVq9ejUsuuSS2zS233IK6ujoMGzYMjDH8v//3/1BbWxtY1HbaaSf873//w/77749MJoOuXbu2eN6lZOXKlZg6dSqOPfZY9O7dG8uXL8d7770XE6JRLr74YkyePBkDBgzAsGHDMG3aNCxevBgPPPBAsM1BBx2E888/H4ZhBILzoIMOwoUXXoi99toL1dXVAICqqipcdNFF+NWvfgXOOQ444ABs3rwZCxYsQGVlJcaNG9ds3Z9//nn0798fAwYMKNHVUCjagc4O8lIovomkBZETET3wwANkWVYQJP3AAw/QsGHDyLIs6tq1K40ePZoeffRRIioMOs/lcjR+/HiqqamhLl260Nlnn02XXHJJLNB47dq1dNhhh1FlZSUBoGeffbZoEPwdd9xBAOjMM88sqOfmzZtp4sSJ1Lt3bzJNk/r06UOnnXZaQXC3ZOHChXT66adTv379KJPJUPfu3Wn06NH05JNPBttMmzaNampqaNasWdS/f3+yLIsOOeSQgtFts2fPplGjRlFZWRlVV1fTPvvsQ1OnTm1T3f74xz9Sjx49qLKyksaNG0e//vWvmw1el8fdfvvtg9F9ROnB63PnzqVddtmFMpkM7bHHHjRv3rxYQPrUqVNp2LBhVFFRQdXV1XTooYfSwoULg/2ffPJJGjhwIBmGESu7pfNGStD7l2HNmjV0/PHHU11dHVmWRX379qXLL788OO9k8LrneXTFFVfQ9ttvT6Zp0tChQ+k///lPrEzOOW233XY0YsSIYJkcEHDRRRcVbHvbbbfRoEGDyDRN2m677eiII44IRpTK4PUNGzYU1P3www+na6655itfA4WiPdGIiDpP1ikUim8L06dPx6RJk7Bx48bOrkoqRIT99tsPkyZNwimnnNLZ1VEkePvtt3HooYfivffeK2qJVSi2BdSoQIVCoYAIwp46derXZgqebxuffvopZsyYoUSVYptHxVgpFAqFz9ChQzF06NDOroYihcMPP7yzq6BQtArlClQoFAqFQqEoEcoVqFAoFAqFQlEilLBSKBQKhUKhKBFKWCkUCoVCoVCUCCWsFAqFQqFQKEqEElYKhUKhUCgUJUIJK4VCoVAoFIoSoYSVQqFQKBQKRYlQwkqhUCgUCoWiRPx/t+3Ubu4iBBMAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 4, sharey=True)\n", - "\n", - "\n", - "ax[0].imshow(\n", - " scipy,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[0].set_title(\"scipy\")\n", - "\n", - "\n", - "ax[1].imshow(\n", - " numba,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[1].set_title(\"numba\")\n", - "\n", - "ax[2].imshow(\n", - " cupy,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[2].set_title(\"cupy\")\n", - "\n", - "cbar = ax[3].imshow(\n", - " jax,\n", - " cmap=\"RdBu\",\n", - " origin=\"lower\",\n", - " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", - " interpolation=\"bicubic\",\n", - " extent=[0, grid_max, 0, grid_max],\n", - ")\n", - "ax[3].set_title(\"jax\")\n", - "\n", - "\n", - "cbar = fig.colorbar(\n", - " cbar,\n", - " ax=ax,\n", - " label=\"Relative Speed (faster - slower)\",\n", - " location=\"bottom\",\n", - ")\n", - "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", - "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", - "ax[0].set_ylabel(\"Data grid size (squared)\")\n", - "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", - "\n", - "# uncomment to save figure\n", - "# fig.savefig(platform.system() + \".pdf\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", - "\n", - "[Windows]\n", - "\n", - "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", - "\n", - "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", - "\n", - "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", - "\n", - "[Linux]\n", - "\n", - "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", - "\n", - "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multivariate Interpolation on a Regular Grid\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:37.689978Z", + "iopub.status.busy": "2023-08-09T15:43:37.689565Z", + "iopub.status.idle": "2023-08-09T15:43:40.009268Z", + "shell.execute_reply": "2023-08-09T15:43:40.008661Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "from itertools import product\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from HARK.interpolation import LinearFast\n", + "from matplotlib import colors\n", + "from scipy.interpolate import RegularGridInterpolator\n", + "\n", + "from multinterp.backend import multinterp\n", + "from multinterp.regular import MultivariateInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we are trying to approximate the following function at a set of points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.032035Z", + "iopub.status.busy": "2023-08-09T15:43:40.031523Z", + "iopub.status.idle": "2023-08-09T15:43:40.034404Z", + "shell.execute_reply": "2023-08-09T15:43:40.033897Z" + } + }, + "outputs": [], + "source": [ + "def squared_coords(x, y):\n", + " return x**2 + y**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our points will lie on a regular or rectilinear grid. A rectilinear grid may not be evenly spaced, but it can be reproduced by the cross product of n 1-dimensional vectors. For example, let's assume we know the value of the function at the following points:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.036113Z", + "iopub.status.busy": "2023-08-09T15:43:40.035885Z", + "iopub.status.idle": "2023-08-09T15:43:40.039119Z", + "shell.execute_reply": "2023-08-09T15:43:40.038609Z" + } + }, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 11) - 1\n", + "y_grid = np.geomspace(1, 11, 11) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = squared_coords(x_mat, y_mat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the points are not evenly spaced, which is achieved with the use of `np.geomspace`. So now, we know the value of the function `squared_coords` and have labeled them as `z_mat`. Now suppose that we would like to know the value of the function at the points `x_new` and `y_new` which create an evenly spaced regular grid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.040670Z", + "iopub.status.busy": "2023-08-09T15:43:40.040516Z", + "iopub.status.idle": "2023-08-09T15:43:40.043310Z", + "shell.execute_reply": "2023-08-09T15:43:40.042828Z" + } + }, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 11),\n", + " np.linspace(0, 10, 11),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use scipy's `RegularGridInterpolator` to interpolate the function at these new points and then we can plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.045082Z", + "iopub.status.busy": "2023-08-09T15:43:40.044606Z", + "iopub.status.idle": "2023-08-09T15:43:40.137749Z", + "shell.execute_reply": "2023-08-09T15:43:40.137125Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interp = RegularGridInterpolator([x_grid, y_grid], z_mat)\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`HARK` already has a class called `LinearFast` which implements multivariate interpolation on a regular grid. We can also use this class to interpolate the function `squared_coords` at the points `x_new` and `y_new` and then plot the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:40.139644Z", + "iopub.status.busy": "2023-08-09T15:43:40.139360Z", + "iopub.status.idle": "2023-08-09T15:43:41.228830Z", + "shell.execute_reply": "2023-08-09T15:43:41.228298Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fast_interp = LinearFast(z_mat, [x_grid, y_grid])\n", + "z_fast_interp = fast_interp(x_new, y_new)\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_fast_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The benefit of `LinearFast` is that it is much faster than `RegularGridInterpolator`, even when the number of points is small. This is because `LinearFast` uses `interpolation.py` as a backend, which is just-in-time compiled with `numba`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:41.230752Z", + "iopub.status.busy": "2023-08-09T15:43:41.230473Z", + "iopub.status.idle": "2023-08-09T15:43:45.548090Z", + "shell.execute_reply": "2023-08-09T15:43:45.547534Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "52.5 µs ± 1.27 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_interp = interp(np.stack([x_new.flat, y_new.flat]).T).reshape(x_new.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:45.549889Z", + "iopub.status.busy": "2023-08-09T15:43:45.549640Z", + "iopub.status.idle": "2023-08-09T15:43:51.718474Z", + "shell.execute_reply": "2023-08-09T15:43:51.717940Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7.55 µs ± 271 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_fast_interp = fast_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook introduces a new class called `MultivariateInterp` which brings additional features and speed improvements. The key feature of `MultivariateInterp`, which we'll see later in this notebook, is its `backend` parameter, which can be set to `scipy`, `parallel`, or `gpu`. This allows the user to specify the backend device for the interpolation. Using `MultivariateInterp` mirrors the use of `LinearFast` and `RegularGridInterpolator` very closely.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.720509Z", + "iopub.status.busy": "2023-08-09T15:43:51.720076Z", + "iopub.status.idle": "2023-08-09T15:43:51.799362Z", + "shell.execute_reply": "2023-08-09T15:43:51.798784Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid])\n", + "z_mult_interp = mult_interp(x_new, y_new)\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_mult_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:43:51.801148Z", + "iopub.status.busy": "2023-08-09T15:43:51.800887Z", + "iopub.status.idle": "2023-08-09T15:44:06.958097Z", + "shell.execute_reply": "2023-08-09T15:44:06.957421Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "18.5 µs ± 181 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "z_mult_interp = mult_interp(x_new, y_new)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we see above, `MultivariateInterp` is not at first glance faster than `LinearInterp`, and in some cases it can be significantly slower. However, the speed of `MultivariateInterp` is highly dependent on the number of points in the grid and the backend device. For example, for a large number of points, `MultivariateInterp` with `backend='numba'` can be shown to be significantly faster than `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:06.960397Z", + "iopub.status.busy": "2023-08-09T15:44:06.959957Z", + "iopub.status.idle": "2023-08-09T15:44:07.589361Z", + "shell.execute_reply": "2023-08-09T15:44:07.588771Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gpu_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_gpu_interp = gpu_interp(x_new, y_new).get() # Get the result from GPU\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(x_new, y_new, z_gpu_interp)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can test the results of `MultivariateInterp` and `LinearFast`, and we see that the results are almost identical.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.591118Z", + "iopub.status.busy": "2023-08-09T15:44:07.590954Z", + "iopub.status.idle": "2023-08-09T15:44:07.595200Z", + "shell.execute_reply": "2023-08-09T15:44:07.594626Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.allclose(z_fast_interp - z_gpu_interp, z_mult_interp - z_gpu_interp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To experiment with `MultivariateInterp` and evaluate the conditions which make it faster than `LinearFast`, we can create a grid of data points and interpolation points and then time the interpolation on different backends.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.597018Z", + "iopub.status.busy": "2023-08-09T15:44:07.596756Z", + "iopub.status.idle": "2023-08-09T15:44:07.600136Z", + "shell.execute_reply": "2023-08-09T15:44:07.599591Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "n = 35\n", + "grid_max = 1000\n", + "grid = np.linspace(10, grid_max, n, dtype=int)\n", + "fast = np.empty((n, n))\n", + "scipy = np.empty_like(fast)\n", + "numba = np.empty_like(fast)\n", + "cupy = np.empty_like(fast)\n", + "jax = np.empty_like(fast)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "We will use the following function to time the execution of the interpolation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.602053Z", + "iopub.status.busy": "2023-08-09T15:44:07.601688Z", + "iopub.status.idle": "2023-08-09T15:44:07.604892Z", + "shell.execute_reply": "2023-08-09T15:44:07.604230Z" + } + }, + "outputs": [], + "source": [ + "def timeit(grids, values, args, backend, min=1e-6):\n", + " start = time()\n", + " multinterp(grids, values, args, backend=backend)\n", + " return np.maximum(time() - start, min)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For different number of data points and approximation points, we can time the interpolation on different backends and use the results of `LinearFast` to normalize the results. This will give us a direct comparison of the speed of `MultivariateInterp` and `LinearFast`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:44:07.607206Z", + "iopub.status.busy": "2023-08-09T15:44:07.606782Z", + "iopub.status.idle": "2023-08-09T15:52:10.346645Z", + "shell.execute_reply": "2023-08-09T15:52:10.345963Z" + } + }, + "outputs": [], + "source": [ + "for i, j in product(range(n), repeat=2):\n", + " data_grid = np.linspace(0, 10, grid[i])\n", + " x_cross, y_cross = np.meshgrid(data_grid, data_grid, indexing=\"ij\")\n", + " z_cross = squared_coords(x_cross, y_cross)\n", + "\n", + " approx_grid = np.linspace(0, 10, grid[j])\n", + " x_approx, y_approx = np.meshgrid(approx_grid, approx_grid, indexing=\"ij\")\n", + "\n", + " start = time()\n", + " fast_interp = LinearFast(z_cross, [data_grid, data_grid])\n", + " fast_interp(x_approx, y_approx)\n", + " time_norm = np.maximum(time() - start, 1e-6)\n", + " fast[i, j] = time_norm\n", + "\n", + " scipy[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"scipy\")\n", + " / time_norm\n", + " )\n", + "\n", + " numba[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"numba\")\n", + " / time_norm\n", + " )\n", + "\n", + " cupy[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"cupy\")\n", + " / time_norm\n", + " )\n", + "\n", + " jax[i, j] = (\n", + " timeit([data_grid, data_grid], z_cross, [x_approx, y_approx], backend=\"jax\")\n", + " / time_norm\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:10.349570Z", + "iopub.status.busy": "2023-08-09T15:52:10.349181Z", + "iopub.status.idle": "2023-08-09T15:52:10.698491Z", + "shell.execute_reply": "2023-08-09T15:52:10.697671Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Approximation grid size (squared)')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 4, sharey=True)\n", + "\n", + "\n", + "ax[0].imshow(\n", + " scipy,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[0].set_title(\"scipy\")\n", + "\n", + "\n", + "ax[1].imshow(\n", + " numba,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[1].set_title(\"numba\")\n", + "\n", + "ax[2].imshow(\n", + " cupy,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[2].set_title(\"cupy\")\n", + "\n", + "cbar = ax[3].imshow(\n", + " jax,\n", + " cmap=\"RdBu\",\n", + " origin=\"lower\",\n", + " norm=colors.SymLogNorm(1, vmin=0, vmax=10),\n", + " interpolation=\"bicubic\",\n", + " extent=[0, grid_max, 0, grid_max],\n", + ")\n", + "ax[3].set_title(\"jax\")\n", + "\n", + "\n", + "cbar = fig.colorbar(\n", + " cbar,\n", + " ax=ax,\n", + " label=\"Relative Speed (faster - slower)\",\n", + " location=\"bottom\",\n", + ")\n", + "cbar.set_ticks([0, 0.1, 0.5, 1, 2, 5, 10])\n", + "cbar.set_ticklabels([\"0\", \"0.1\", \"0.5\", \"1\", \"2\", \"5\", \"10\"])\n", + "ax[0].set_ylabel(\"Data grid size (squared)\")\n", + "ax[1].set_xlabel(\"Approximation grid size (squared)\")\n", + "\n", + "# uncomment to save figure\n", + "# fig.savefig(platform.system() + \".pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see from the results, `MultivariateInterp` is faster than `LinearFast` depending on the number of points and the backend device. A value of 1 represents the same speed as `LinearFast`, while a value less than 1 is faster (in red) and a value greater than 1 is slower (in blue).\n", + "\n", + "[Windows]\n", + "\n", + "For CPU, `MultivariateInterp` is (much) slower when the number of approximation points that need to be interpolated is very small, as seen by the deep blue areas. When the number of approximation points is moderate to large, however, `MultivariateInterp` is about as fast as `LinearFast`.\n", + "\n", + "For Parallel, `MultivariateInterp` is slightly faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. However, `backend='parallel'` still suffers from the high overhead when the number of approximation points is small.\n", + "\n", + "For GPU, `MultivariateInterp` is much slower when the number of data points with known function value are small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n", + "\n", + "[Linux]\n", + "\n", + "For CPU and Parallel, `MultivariateInterp` is faster when the number of data points with known function value are greater than the number of approximation points that need to be interpolated. Surprisingly, `backend='parallel'` is not faster than `backend='scipy'` which was the expected result. This is probably because the `backend='scipy'` code uses highly specialized `numpy` and `scipy` code, so there may be few benefits to `just-in-time` compilation and parallelization.\n", + "\n", + "For GPU, `MultivariateInterp` is slower when the number of approximation points that need to be interpolated is very small. This is because of the overhead of copying the data to the GPU. However, `backend='numba'` is significantly faster for any other case when the number of approximation points is large regardless of the number of data points.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/00_Rectilinear/Multivalued_Interpolation.ipynb b/examples/00_Rectilinear/Multivalued_Interpolation.ipynb index f7cd57d..031ff9d 100644 --- a/examples/00_Rectilinear/Multivalued_Interpolation.ipynb +++ b/examples/00_Rectilinear/Multivalued_Interpolation.ipynb @@ -1,149 +1,149 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.rectilinear._multi import MultivaluedInterp" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def squared_coords(x, y):\n", - " return x**2 + y**2\n", - "\n", - "\n", - "def trig_func(x, y):\n", - " return y * np.sin(x) + x * np.cos(y)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 1000) - 1\n", - "y_grid = np.geomspace(1, 11, 1000) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = np.asarray([squared_coords(x_mat, y_mat), trig_func(x_mat, y_mat)])" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 1000),\n", - " np.linspace(0, 10, 1000),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivaluedInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_mult_interp = mult_interp(x_new, y_new).get()\n", - "z_true = np.asarray([squared_coords(x_new, y_new), trig_func(x_new, y_new)])\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_mult_interp[0])\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, z_true[0])\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_mult_interp[1])\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, z_true[1])\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "multinterp-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.rectilinear._multi import MultivaluedInterp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def squared_coords(x, y):\n", + " return x**2 + y**2\n", + "\n", + "\n", + "def trig_func(x, y):\n", + " return y * np.sin(x) + x * np.cos(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 1000) - 1\n", + "y_grid = np.geomspace(1, 11, 1000) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = np.asarray([squared_coords(x_mat, y_mat), trig_func(x_mat, y_mat)])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 1000),\n", + " np.linspace(0, 10, 1000),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivaluedInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_mult_interp = mult_interp(x_new, y_new).get()\n", + "z_true = np.asarray([squared_coords(x_new, y_new), trig_func(x_new, y_new)])\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_mult_interp[0])\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, z_true[0])\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_mult_interp[1])\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, z_true[1])\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multinterp-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb b/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb index 2a84e02..c77335c 100644 --- a/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb +++ b/examples/00_Rectilinear/Multivariate_Interpolation_with_Derivatives.ipynb @@ -1,201 +1,201 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.rectilinear._multi import MultivariateInterp" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def trig_func(x, y):\n", - " return y * np.sin(x) + x * np.cos(y)\n", - "\n", - "\n", - "def trig_func_dx(x, y):\n", - " return y * np.cos(x) + np.cos(y)\n", - "\n", - "\n", - "def trig_func_dy(x, y):\n", - " return np.sin(x) - x * np.sin(y)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "x_grid = np.geomspace(1, 11, 1000) - 1\n", - "y_grid = np.geomspace(1, 11, 1000) - 1\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "\n", - "z_mat = trig_func(x_mat, y_mat)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "x_new, y_new = np.meshgrid(\n", - " np.linspace(0, 10, 1000),\n", - " np.linspace(0, 10, 1000),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Lcs7XvvY1HA4Hr3jFKzh16lSmR+CBAwe4dOkShw4d4q/+6q948YtfzBve8Ab+67/+a8WRya997Wskk0l+93d/lz/7sz/j5MmTPP7443g8nsxn3vve9/LVr36VlpYWfvM3f5M//dM/5eDBg5w9e5bdu3cvuu2SkhL+93//F4fDwatf/Wpe//rXU1BQwHe/+92bPvuqV72KN77xjXzxi1/k9OnTnDp1ipGRESA9o/wP//APPPHEE/zu7/4uL33pS/ngBz9IJBKZU0zjIx/5CJ/4xCf42c9+xite8Qq+8IUv8KUvfYm9e/eu6JwsRmFhIY888ggul4tXv/rVvOUtb+HQoUO8//3vX/U2a2pqeO6553jZy17GJz/5SX7913+dt73tbQQCgcx34HA4+PrXv8709DQvfvGLOXXqFF/5ylcW3eY//dM/8clPfpKHHnqIl73sZbz//e/nxS9+MWfPnl1R9oBAIBAItgfvec97eM973sM3v/lNXv7yl/Pf//3ffO9738Ptds/5XFVVFRcuXODFL34xf/M3f8Ov//qv8wd/8Ad8/etf59ixYxQXF69pHEajkR//+Mfs27ePt7zlLbzmNa/BarXyD//wD6vepsvl4qmnnuINb3gDX/nKV3jpS1+aacmYHVhe7JlrIVb7XCQQ3O5ImqZpGz0IgWC5fPOb3+R1r3sd58+fz1lxC4FAIBAIBAKBQLA9ETPEAoFAIBAIBAKBQCDYlghDLBAIBAKBQCAQCASCbYlImRYIBAKBQCAQCAQCwbZEzBALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlwhALBAKBQCAQCAQCgWBbIgyxQCAQCAQCgUAgEAi2JcIQCwQCgUAgEAgEAoFgWyIMsUAgEAgEAoFAIBAItiXCEAsEAoFAIBAIBAKBYFsiDLFAIBAIBAKBQCAQCLYlpo0egECQC1RVJR6Po2kaZrMZo9GIwWBAkqSNHppAIBAIBIIcoGkayWSSVCqV0Xqj0Si0XiAQrAlJ0zRtowchEKwWTdNQFIVUKkUymURRFAAMBgMGgwGTyYTJZBIGWSAQCASCLYyu9breGwzpJMf5Wi8MskAgWCnCEAu2LJqmkUqlMiZYlmX0n7OmaaiqmvmsJEnCIAsEAoFAsMXQNA1ZlpFlGUhnhMmyjCRJaJo2R+91rddnj00mk9B6gUCwJMIQC7YkeqRY07SM0M3/b51swdTflyQpI5a6QdZfFwgEAoFAsPGoqkoqlcoYXoPBkDHH+gyxjq71ixlkEQwXCASLIQyxYEsxP1Ksm1h9tlhV1ZtEcqFtZBvkwcFBiouLKS4uFgZZIBAIBIINRtfobF3X9VgPiC9X6/VtTU9PI8syNTU1IltMIBDMQRTVEmwZFooUrwbd6Op/7/V6cTgcyLJMKpWaM4OcXbRjtfsTCAQCgUCwPOYvh1qtYc0OahuNRqLRKPF4nKqqKuLxeOYz87PFhEEWCLYfwhALNj23ihTnAn1bJpMpsz99JjqVSgELF+0QBlkgEAgEgtyha72iKHnTel3Ds2ePE4kE8XhcFOQUCLYpwhALNjV6pPjatWvIssz+/fvzLkzzZ5B10dQrW4IwyAKBQCAQ5Aq9Y8T4+DidnZ3cc889i2q9rslrZf6yKH27iqKgKAqJREIU5BQItgnCEAs2LdmRYl2o8iFC+hrkW70/3yDrY0smk5n3hUEWCAQCgWBlzE+RVhRl02i9bpD1qtaiIKdAcHsiDLFg05EtQHqKtMFgyElEOBfogqiTbZD1FOv5BtlkMgnBFAgEAoEgC71A1mbV+oUM8kL1RoRBFgi2NsIQCzYVixXTWCqyuxbWuu1bGWR9BtlgMNxUpEsIpkAgEAi2I/M7RmwVrV+uQRYFOQWCrYUwxIJNw/xIcbZhXE6q02ZBGGSBQCAQCBZmfseI7BnVfOpgrre9lEEGUW9EINgqCEMs2HAWixRns5zI7mrFLp8RaX37ukHW97OQQZ4vmsIgCwQCgeB2ITs4rNcEWUjrdaOcrzHkC1GQUyDYughDLNhQbhUpzibfaVTrRXbbB5hrkJPJ5KJVLYVBFggEAsFWZf5yqFtpfb5Ybw0VBTkFgq2DMMSCDWGlvYXzPYu7UUU8bmWQE4kEk5OTBINBduzYIQyyQCAQCLYcK+ktvJwZ4rVo30YW7LrVcqpYLEZ3dzd79+7FbDaLgpwCwTojDLFg3VmscNatuF1miJci2yAbjUYSiQQ+n4/6+noSicSctCt9/bHJZBJ9EQUCgUCwqVioY8RytD5fbDaNzDbIeg/mvXv3inojAsEGIAyxYF1ZSaQ4m3yuIYaNjRovhS6aRqMxsyZJ0zTi8Xjmfd0g61FlYZAFAoFAsFGsJvANW3sNcS7INryLFeQU2WICQe4RhliwLqwmUpzNdpkhXorsdVfCIAsEAoFgs6HXxFit1ufiM7n8u41isYKcot6IQJB7hCEW5J3VRoqzWY4hXoth3uxR48VYrkHWU6uFQRYIBAJBPsjuGKFp2pq0Xq9CnY8xbkVEQU6BIL8IQyzIK7fqLbwSxAzx8ljMIKuqmjHIBoPhJtEUBlkgEAgEq0VVVWRZXlPgG5avx6vd9mY1xCsd11IFOW/V5klovUBwM8IQC/JCLiLF2dyuVabzzWIGWVEUFEUhHo8LgywQCASCVbGc3sIrIXv97HbUoLWmgy9Ub0QU5BQIlkYYYkHOyVWkeD75nCG+XQ3xfBbqi5htkPW0K10ss9s+CNEUCAQCgU524BsW7y28ErINca7ZjloPot6IQLAchCEW5IxcR4qzMRgM20bI1pPFDLIsy6RSqcz789cgC4MsEAgE25fsjhHZGrJW8mmItzPCIAsEt0YYYkFOyEekeKF95IPNHjVeTzFaiUHO7ouYq4chgUAgEGxe1toxYinEDPH6IApyCgRzEYZYsGZUVWV8fJxkMklFRUVebpbLmSEWN+ncs5RBjsfjBAIB6urq5hTtEAZZIBAIbi80TSMYDDI2NkZ9fX1ezJGYId4YlirIqWkaw8PD1NbWYrPZhEEW3HYIQyxYNdmR4qmpKRKJBJWVlXndXz4QUePlM98gBwIBhoaGqKysvGVVS2GQBQKBYOuit/eJRCL09vbS0NCQl/2IGeLNwXyDrCgKvb29lJeXI0nSom2ehEEWbFWEIRasivm9hfWIYr4QQrZ50QURZmeQU6kUyWQyI6rCIAsEAsHWQw9867VB1kPr9f3ma9uClaOfO319sSjIKbjdEIZYsGL0SHH2+iGDwYCqqnnb53IM8WbscbxWNuu4dOaPb6EUa734SiqVynwm2yDroikQCASCzcP8wLfeom+rGuJ8bnetbNZx6SxH60VBTsFWRhhiwbKZHynOTo3Jt6lc6gaaTCZpa2sjmUzi8XgoLi7G5XItayZS3JxXz1K9InVBzP68bpD1GWSDwbCgaAoEAoFgY9C1fn7hrHwHv+HWzxOqqnLjxg0mJydxu90UFxfjdrszWUpLbVewOvTvY7FzKApyCrY6whALlsVCkeLsG6MkSXmfIV5s+16vl5aWFtxuN2VlZfj9fgYHB1FVNSOYxcXFFBQULHoz3+zR2c3MSh4yVmKQs0VTPMgIBAJB/pnfMWIhrc+3Xi62j3g8TktLC8lkktraWkKhEF1dXcTjcVwuF8XFxXg8HgoLC+foTDZC69fGcrV4uQZZLKcSbBaEIRYsSfas8GLpLuuVRpWNpmn09PTQ09PD3r17qa6uJpVKUVdXh6ZphMNhfD4fPp+P3t5eDAZDxhwXFxdjt9tF+s4aWet3nm2Q9W0tZJDni6b4zgQCgSC36PdePfi8kDnJd/Bb38d8bZmcnKS1tZXy8nKOHz+OqqrU1NQAEIvFMlrf3t6OLMsUFRVltF7PFhO6sXpyofULGWRd60EU5BRsLMIQCxZlJb2F1yNlOnv7iUSC1tZWYrEYd911F4WFhZlx6p93uVy4XC7q6+tRVZVQKITX62V8fJzr169jsVgoLi4mkUhgs9nyNva1splFfKmU6ZWQXdFS3zbMrllfrKqlMMgCgUCwerIzdZbqLZxtaPJ1383We1VV6erqYmBggAMHDlBTU5PRBB273Y7dbqe6uhpN04hGoxmDPDAwgKZpFBcXYzabURQlr2NfC5txTDpLpUyvlKUMsphBFqw3whALFmQ5keJs1rOolp4iXVxczPHjx5e1dshgMFBUVERRURGNjY0oikIgEMDn8+H1evH5fAQCgTkzyGazOW/Hc7uQ74ciEAZZIBAI8sVSy6Hmk130Kt+GOBaL0dLSgizLnD59moKCgmX9rdPpxOl0UltbOydbbHx8nFgsxlNPPbVgtphgcXJtiOcjCnIKNhphiAVzWEmkOJv1mCHWi2n09vayd+9e6urqVn0zNBqNeDwePB4PqqqiKAqlpaV4vV56e3tpa2ujoKAgI5jLLdqx3VjPSPtCBln/l0gk5qRdZa8/FgZZIBAIbkbXekVRlq31umHRnw/ygSRJeL1euru7KS8v58CBA4uuCV7OtvRsMafTyfXr19m/f3/GIGdni+kFOa1Wa46P6PZhPfVeFOQUrCfiCV+QYaWR4mzyva5IH9fIyEgmRTpX6DfW0tJSSktLgXTVaj3lSi/aUVhYmDHItyraIVgfslP49d6Y+r94PJ75jKqqGI1GHA5HJuVKiKZAINiu6B0jZFleUeAb8t8WSQ9QX79+nUOHDlFdXZ2zbeua4Xa7cbvdmWwxv9+Pz+djcHCQq1ev4nA4RLbYPDa6GNlyDDKka964XC4RDBesGGGIBcDqIsXZ5LOo1vT0NM3NzQCcOXMmLzO188dusVioqKigoqICmFu0Y2RkZE7RDo/HQ0FBwbZc27KZ1mItZpAHBgaIRqPs3bs3E/wwm82ZiLIwyAKBYLuwlsC3/nkgLwFwPUVaVVUOHz6cUzOsM1/rjUYjJSUllJSUAOngu26Q9WwxvYJ1cXExRUVF2zJbLN8p0ytloYKcfr+ftrY27r77brGcSrBitt9VLZjDWiLF2eQjZVrTNLq7u+nt7aWxsZHu7u68CNFyjne5RTv0f06nc1vceDeTIZ7PfINsMpkWnEGen3IlDLJAILgdWay38ErI1wzxxMQEV65coaKigng8npdCl8t5TjGbzZSVlVFWVgakC3jqWn/t2jUSicScbLGioqJtEQzf7Fqv/69ugkHUGxGsDGGItzFrjRRnk+uiWolEgpaWFhKJBHfffTdGo5Hu7u5b/s1abmwrEfdbFe2Ynp6mu7sbo9GYEUyPx4PNZlvV+DY6TWk5bHZByW4XttAMsqqqGYNsMBhuEk1hkAUCwVZmqd7CK0H/u1zpvaqqXL9+ncHBQQ4ePEh1dTVPPPHEptE+q9VKZWUllZWVwOLZYvr6Y5fLJbR+g5jfGlQU5BSsBGGItym5iBRnk8sZ4unpaVpaWigtLeXEiROYTCZisVjGwOT6hrXWsS/U4ikYDM4p2mG1WufMIN8uRTu2gohrmrZoP82FDLKiKCiKQjweFwZZIBBsaeZ3jLhV+8TlkqslUrFYjObmZlRV5cyZMzidzswY86Etudju/GyxSCSSMcj9/f0AuN3u2y5bbKtrPaysIKfJZBJav80QhnibkctIcTa5KKqlaRo3btygr6+P/fv3U1NTMycVZqtgMBiWXbTD4/Hgdru3bNGOzZxGpaOq6rIrpS/UF1E3yNlR5WzRzMUDpkAgEOSS7KJD82fO1koujOX4+DhtbW1UVlayb9++OQWT8mmIc729goICCgoKqKurQ9M0QqHQnGwxk8l0U4unrcjtqPVw64Kcot7I9kIY4m1EPiLFOmuNGMfjcVpbWzMp0i6Xa877y+l9uJYUsHxGP29VtKOnp4dIJDKnaIfb7d4yFay3gkhqmraq83krgyzLcub9hdo+bPZzIhAIbl/mL4fK9T1pLUukVFXl2rVrDA8Pc/DgQaqqqm76zHI0Wf/MSo8r3+0hCwsLKSwsZMeOHaiqSiAQwOfzMTo6yrVr17ZstthW0frVrOcWBlkAwhBvC1bbW3glrMVUTk1N0draOidFeqHtw9ZI21mKlRTt0GfyNytbQSSXGzVeisUMsizLpFKpOQY5uw/ydii4IhAINgdr7RixHFar99FoNFNF+vTp05kU6dVsfzXas95aZTAYMsYXQJbljEHWs8WcTifFxcU4HI51Hdtq2G5aD7c2yKIg5+2FMMS3OXrBp7GxMWpra/N2wa4mYqyqKjdu3KC/v5/9+/dTW1u76GeXa4g3S4XslXCroh1TU1MoikJzc3NGWFdbtGO7ki/TLgyyQCDYLOjZKz09PZSXl6+6kONyWM0SqfHxca5cuUJ1dTV79+69ZdZOPjV5I7XeZDLdlC02v1vF+fPnN2W22FaYjFjtDPFSiIKc2wNhiG9j9EhxOBzmxo0b1NfX521fKxWweDxOS0sLqVRqwRTphbYPW+OmvFayi3YMDg4yOTlJSUnJTUU79KqWDodjw266W2WGeD1M6FIGGViwqqUwyAKBYC1kp0h3dXXhdrvzulZ1JUuklpMivRBbYQ3xWjGbzZSXl1NeXk40GuXZZ5+lrq4On89HZ2cnyWSSoqKijEEuLCzcML3YKlq/HmMUBTlvT4Qhvg2Z31vYZDLltCXSQqwkYjw5OUlrayvl5eXs379/Wb2F82mIN3qG+FZIkoTJZKKuru6moh1TU1PcuHFjQ4t2bAWR3KgxLmaQU6kUyWQy874wyAKBYLXorWT0wJ/+gJ5PlquZ0WiU5uZmgFumSM8nV1WsF2Kzaj2kz6ueLaZp2pxssaGhIVRVzRhkj8dDQUHBumqb0PqFEQU5bw+EIb7NWKi3cK57BC9E9o1gsQtcVVW6uroYGBjgwIED1NTULHv7+TbEW4WVFu3weDxYLJaNHvaGkq80qpWykGjqWRypVIru7m7q6upwOp0Zg6yLpkAgEGST3TFCv8fp95j1MMRLPVOMjY3R1tZGdXU1+/btW/E9WGi9hMPhwOFwUFNTc1OLp76+PiRJmhMMz2e22GYOJOhsZq3PnqgaGxvDbrdTWloqCnJuIoQhvo1YrLewbojzGT1bqgp0dor06dOnKSgoWPX288FWuNkvxEqKduhrknLZ4mkrzBCvVxrVStHXF+uMjo5SXV296AxytmgKBILti6qqyLI8J/A9X+/zya1mcFVVpbOzk5GREQ4dOpSpjZGr7cPajO1W1XpJmtviSVXVTLbY5ORk3rPFhNavnvkG2efziXojmxBhiG8DFosU6yxn9nat6PtYaL2mniJdUVHB/v37V90CB0TUeCluVbSju7ubaDSKy+XKrD8uKipaU9GOrSCSW2WMqqpmWjpkv5ZtkPWUyGzR3OzHJhAIcsNyeguvhyFebIY4O0X6zJkza6qcnK8CmrcLBoOBoqIiioqKaGhoQFEUgsEgPp+PkZERrl27hs1mm2OQ15IttlV0dCuYSH0pY7bWC4O88QhDvMW5VaRY51ZmNVcsZFizU6QPHjxIdXX1mvex3WaI1zqu7KIdMLfFU0dHx5qLdmwFkVyvolprQf+es8c5fwZ5MYM8fw3yZv8+BALByskOfMPivYXXyxDP1yY9Rbqmpoa9e/eu6Z67HdcQr3VcRqMxo+M7d+5ElmX8fn+mGGd7e3smW8zj8eB2u5dVvyV7fJtdWzbrDPF89JZoOqIg5+ZAGOItynIixTrZF1m+yDbdkG4d1NLSgizLq0qRXoh8GeKtcAPNFdktnhYr2uF2uzPCupyiHZv9/G0FIc8OaC1GtkHWrwO9oE520Q5hkAWC24vs3sLZD84Lsd4p04qi0NnZyejoKIcPH6aioiIn+xBavzZMJhOlpaWUlpYCkEwmMwa5q6uLeDyOy+XKaP1yssU2+/nbCloPSwfpRUHOjUEY4i3IciPFOvPNaj7IniGemJjgypUra0qRXmwf2y1qnE+WKtrR29u7ZNGOrSBAWyGNSr82lzvO7JYPIAyyQHA7Mr9jxHLatqyk48Nq0fcRiURobm7GYDCsOUU6m+04Q5xvLBbLnGyxeDy+aLaYx+PB5XLN0aOtcN62gtbDyrPWlirIqX8mW+tFQc6VIwzxFmMlkWId/aJYD0N848YNRkdHc5IivdA+RNQ4fyy3aIe+/ri4uHhLCNBWSKPSr83VjnMhg6z/SyQSJJNJYOG0q81+bgSC7chCHSOWc62u1wyx3++no6OD2traNadIL4TQ+vxis9moqqqiqqpqTraY1+tdMFtsq+joZh8jrH0Z13KWU4mCnCtHGOItwmoixTr6xZFPkYzFYkC6et6ZM2eW3W9wJWzXGeKNuondqmjH8PAwnZ2dGAwG7HY74+Pjay7akS+2wiz2Sq/ppcjOGtH7kmYb5MX6IuZyDAKBYHXM7y28kmsyn7OrkE6RDofDeL1ejh49mrMU6WyE1q//fudni4XD4TnZYvrnhoeHMxWsN5tWbIUAPeS+rsly642Igpy3RhjiLcBqI8XZ5DNqrKdIS5LE0aNH82KGIb8zxGvdbt/QCE88c4nxaS+K0cruHTW84M6jeIpcORrlxrNQ0Y62tjZSqVSmaEdBQcGcFk8rKdqRL7ZCUa18j/FWBjkej2c+oxtkPaIsDLJAsH7ogW+9Nshm03o9RVpRFBobG/NihiH/2WBrCZIGQmEeO3uejhu9mOwuyoqLuPeOQ+yqz21G3EYiSRIulwuXy0V9fT2qqjIwMMDQ0BDj4+Ncv34di8UyZzmVzWbb6GFvieA3rI/ei4KcK2fjn1YFt2QtkeJs8iGSqqpy/fp1hoaGOHjwIFevXs3p9ueTz6jxaum40ctH//6f+cXTzwFw9+kzXLjaDYDZZORVL38h73ztb1NatPaiYpsNk8mE1WqlsLCQnTt3zinacePGDWKx2IqLduSDrSCS623al2uQ9ZljYZAFgvySi8C3/nf5MMQjIyO0t7dTV1dHLBbLa7BzMy6P8vqDfOGb/8HXv/sD4okkJ08co7l7NPP+PccP8qG3vZaDjTW5GOqmQs8Es9lsnDhxAkVRCAQCc7LFbDZbZjmV2+3ekGyx7ZIyvVJEQc7lIQzxJiUXkeJsci2S0WiUlpYWNE3j9OnTOJ1OOjo68mpYN9MMsaZp/OO//BePPv0sT19oBuDgvr0ZMwyQkhVuTET59fd8kb/701dy35FduRz2piDbbC5VtCOVSlFYWJgRzflFO/I5xu0+Q7wUixlkVVWFQRYI8oyu9blYOpFrrVcUhY6ODsbHxzl69Cjl5eW0tLTkvSZJPp8lVhokffK5y3z+G//BE89eBKCgwMHgdGTOZwJxmd/8q6/yjv/3K7z1N+697e6L2efMaDTi8XjweDwAmRZPXq+X3t5eIpHIhmSLbQWth43Ve1GQc3GEId6E5CpSnE0u1xWNj49z5coVqqur2bt3b+bCyvc65aVEcnR0lLGxMdxuNx6P56aKyLlClhXe8dG/o+XqNbp6+zEaDbgKCohLcyOidTVVtPRNklJUXv+pb/PxN72C/3f/8ZyPZyO51YPFrYp2DA4OrqrF02rYClFjVVU3ZPZ8MW5lkNva2igoKKC6uvom0RQGWSBYPvM7RuRK63Olw+FwmObmZkwmE2fOnMFut2f2sZHB71AoRFdXF06nE4/HQ2Fh4YoKjK6E7/zwpzz4d1/BZk0/LrsKnBw+cpTn2meD3yajkYS5EEX187ff/QW9Y9N88o9egXELmLPlciutX6jFkx4Mn9/iSf++8qF3W0HrdS3dLHp/q4Kcg4OD+P3+TNG8290gC0O8ycieFV6qndJKyIVIqqrKtWvXGB4e5tChQ1RWVs55P99R3cW2r6oqnZ2djIyMUFNTw/T0NN3d3XMqIns8HqxW64q2uxCyLPO2D/0tj/zyHKeO7EdRZHoGhjl46DAXO/vZ21iP2+XgcscNSmoamRiYBEBRNf7yKz/EbDTwm/cdXf1J2KIsp2iHwWCYsyYpV0U7RMr02sm+F2VXsVQUBUVRFi3Slct7mEBwO6Gv6Vtpy7WlyFVgWk+Rrq+vZ/fu3XPGt5HB7+HhYa5evUplZSXRaJTh4eFMcFXXe6fTecv7znL1/t9+8DDv+evP84K7jzPp9REMhdlRv4PzHX3UVpVTW17CjYFh9u47yIXeqczf/fcvm5GAT735N7bl/c9isVBRUZFZY64Hw30+H+3t7ciynGnxlMtssa0wQ5zr6z3XZGu2qqooipIJgC1UkPN2CoYLQ7xJWGlv4ZWyVkMcjUZpbm4GWLTf4EZEjbPHdfr06cyFqaoqgUAAr9ebWeNit9vntAxaTQrPZ7/67wyMjHP8wG5++cwFAPbs3sWFzj5UVeN6/zAA952+k7BqnvO3mgbf+tl5qspLuGtv7bL2t9nWTM9ntWZzoaIdoVAIr9e7YNGOWwU0ljPGzSo+OpvdEGejKErmOsvui5hdCV+/f81PsRYGWbDdyS5wk+vq8rB2HV4oRTrX+1iKhbQ+e1zHjh2jqKgo85lIJILX68Xr9WaC4bpuZBd8Wsl5/sXT5/nnf/8B9915LFMjxOGwE0iltzE8Ps3w+DSNdTWYHC5gas7f//xCJzvrqnjLS+9a1v5uV60HsNvt2O12qqur0TSNaDSaMcgDAwNomjYnGL5UQCMfY1wvNrshziZb6+H2L8gpDPEmIF+R4mzWEtEdGxujra2N6upq9u3bt+j41jtqrFe3rqqqYt++fQBz+q3qN1eAVCqVWePS3d2dKfikr4FZzrj/83//j7MXW0gk4lxo6QLAZrOSMtpR1Wjmc8XuIq5NJghEA9x5oJHnrqZbFpiMBnxJ+LMvP8SPPvgqKtxbv9BWrgQou8VTY2PjgkU77Hb7HNE0m81Lb5itkUa1FQ1xNrrRnW+QZVkmlUrNMcKf//zneec730lBwdb//QsEKyEfy6HmYzAYSKVSq/rbxVKk57PeWh+NRrl8+TIGg4EzZ85gs9kyxyhJEgUFBRQUFGSCq4tpR2FhIbC0+ezs7ueb//UTvIEgk1OzRvfosRNc6Oid81l3dQPPXhvi6O56OvtGSKTSkxp7G2v5zA+eYW9dOS840piT87KR5ErrJUnC6XTidDqpra3NZIt5vd5Mdl92R4uVZIttFa2HrdET+1ZaD0sX5PzP//xPTp06xZEjR9Z97KtBGOINJN+R4mxWM0OcnYq8UIr0QvtYj6ixqqrcuHGD/v5+Dh48SHV1dWa8i2E2mykrK6OsrAyYLfik34RlWaalpSUTVZ4fobzSeYNv/NdP6O4bZN/Oeu4+cYR4IkFZVT0xWaWwoICr3f0A7DpwhNa+CQDOXx/izoONPNfey4l9DVzs9wHwnq/9lG++45UYDJv/prgU+fjNLlW0Q1/HulTRDv33uNnN5lYyxMtZ77yYQfb7/XzoQx/ibW9723oMVSDYNOhar6cgbiath9lU5IVSpOezHoZY375es6SmpiazlvFWzxnZwXC9PaA+G9nX1wfA5cuXM/pSVFQ051gj0Rh/97Xv8LMnn+H5dx4jmUyRqElRUlZORDFy4sBu2m/0kUimuPuuU1weTBvm1t5R9taW0zcySVVJIZf6pgH4i2/8nJ986Pcpd+enHeV6ko/fbHa22I4dO1BVlWAwiM/nuylbTJ/xXyxbbKtkg2Vr42ZmJVoPN9cb+eIXv8h73vMeYYgFt0aPFLe1tVFUVERNTU1eI0YrFcnlpEjPZz1EMplMcuHCBRKJBKdPn171LFN2wafx8XF6e3vxeDwZw2UwGGbTrexOPveNf0cCGmoqeeZyGwB3nDjO45evZbbZUFtNU2MDT3VPzNnX+WtD3Ht0F82D/sxr5zqH+LfHWnjNC4+tavybhfVKUVpO0Y7CwsLMg5BetGOrRGO3kiHWH+hXgi6a0Wg6k0LMDgu2C/pSgoGBAXw+HwcPHtxUWi/LMh0dHUxMTHDs2LFM0Hipfeiz3PlAD353dnYyNDS0rID8YphMpkwwXJZlnnjiCaqqqggEApn1rNnrj7/07z+k/Xo3v3L6Dh59+jwAlRVl9AVVQpEYAEUFDu48epD2idicfV0bmuRQQyUpzYAWCgLgC8f4wL/9gi/9ycs3vQ7divXSeoPBgNvtxu12Z7LF9HaOg4ODXL16FYfDsWC22FaZId5KWr/cTDydbIMciURwOrdOIEgY4g0gO1KcTCYzKYX5ZCUiqadIZ0dkl0O+i2opikJnZydlZWWcOHEiZ2X8DQYDRqORuro66urqMhFKr9fL6Ogo3/rvh+nq7sdmtdDSkU6Vrq2upmcyPGc7CUWjeTzOqf0NXLzWj6rOnouIbGB3dRmtfWOZ1z7z/bO86NhOqksKc3IcG8FGrXu6VdGOkZGRTNGOoqKiDRnfSlmNydwoFkqjWi6RSAS73b5pKmwKBPkkO0VaURRisdim0vpQKERLSwtms5l77rkns9Z2KfId/FYUhfHxcSwWS6atYy7Qz31FRUUmXTcSiWSyxf7rf3/Oz548jyLL/PKZSwCYTEY81Q10DcxqdzgaxycVUldpZHzajy88u2TKZrPhsNhgPJh57dGWXh660MVLT+3JyXFsBBul9UajkZKSEkpKSoDZ5W96Mc62trZMBWu9IO1mZqsZ4uXeE+ajX1sulyvHo8ofwhCvI9lFZ/SLInsWK58sJ51ZURSuXbvGyMgIhw8fzpiNXO5jNWiaRl9fH5FIhJqaGg4dOrToQ8VqHzayx50dofzyd37Acx092K1mVFXh4K4GFFXDWVqFhoG+0UlC0ThGg4GSul10jfo4f32Yw401dPaPkpIVju6qpXXQh9NmptJdwJg/baSjiRSf+M8n+cJbXnrLsW3miOdmKWKxWNGO6el02tq5c+dyUrQjX2w1kVyLId5s514gyAfzewuvl9Yv16wODQ3R0dHBjh072LVr14ruP/lcHjU9Pc3w8DBWqzVTKDPX6GPPXn88MhXgl5c6GByboqG6nP1N9SSTKdzlVSiSmcoSN2PTfgDuPn2aCzMp0ZXFBVRZTIx6g5QVOekcCxFN+jm2s4rmntHMPj/+3Sd43qEduOyLF4fczPfFzaL185e/JRKJTDA8FovR0dHByMhIRuvnp8RvNNtF6yGdaSpmiAU3sVgxjVz2DLwVS+0nEonQ0tKCJEnLTpGeTz6ixqlUiitXrhAMBnG5XJSUlCx5U17pjXuxzz76zEW+++OfsqOmisttVwmGIgCcvPseWm4MAWA2GthXX4m9pJKro77M317pG+dwQxVDE9MM+tOFviLxFDUeF2OBMMw8S3jDCc5dG+b03pplj3czsVlEMpvsoh1lZWU8/fTTHDt2DL/fv2DRDo/Hg81m29Dj2Coiqa8NWq1IhsPhVd1bBIKtwmK9hdcz+H2r/ciyzNWrV5mamuL48eOZZSgrIR9ar2kaPT099PT04PF4MtVqc8li9/hgKMynv/JvAFSVldDccQOAu+66i0vdszPDjVWlFBS5M2YYYMwXptxdQGlRAZXlpbQP+wG4MRagtNDJVDD93FDktPLln17m3b95d06PaT3ZbFoPYLVaqayspLKykmAwSF1dHcBN2WJ6SrzL5drQ49gu2WCQ9hVbaXmUMMTrwPxIcfbFaDQa87oWR+dWIjk6Okp7ezu1tbXs2bNn1RdrrqPGwWCQy5cvU1BQwJkzZ2hubl5y+6s1aPO3OzoxxWe/+h0i8QTh/sGMGb7n3vt4rnMg87mUouIsq2Y0ZqC+xMXAdCjz3pW+cZ5/bBdPdsxGia+PeDm1u5bz14coK3RwZdDLJ//7HN//y9++LQpsbTb077WwsJCioqJFi3ZYrdY5M8irbfG0WraKIdbvIWuZIS4oKNiUD1YCwVqZ3zEiez3dega/F9PJUChEc3MzFoslU615NeR6eVQymaS1tZVIJMJdd93F5OQkkUgkZ9ufT/bYNU3jTx78DFO+AIUOGx030lWkDx86REvv3HogScnCJG4O1tloH5ytPj3hD3P3vnquDAcyr4XjSXbUl2UMsWY0881H23jV8w5S7dk6aaQ6mz0VGdJjtNlseDyeTLaYnhLv8/no708XPnW73RuWLbZVtB7WNtZUKkUikRAp04I0i0WKs8l3cQqdhSK6+prcsbExjhw5smC/wbXuYzVomsbQ0BCdnZ3s3LmTnTt3Zh4s8nFTnv+dKIrCa979UfoGhzl5eC9efwBF09i9dz/TUZm7j+xlaHyKofFp9u7aSZdPJSmnCJkMHG2qpqV7BIB9NR6euj7JngoX18ezjPLAFGVuJzWlxbT0T9ExNM1DF7t52aldOT+2fLMZZ4iz0YtsZI9xJUU7PB4Pbrd7xYUlVjPOfO8jF2RnuKyGrVZkQyBYDtkdI/R74kZp/ULGW9M0hoeH6ejooKGhgaampjU9lOcy+O33+2lubqawsJAzZ85gNpuZmprKS/BgIa16+8f+nuea2zl+YDfhSISGuho8JSUkTAXccbCKSDRGe/cgrgIn9ooGhqZD+KMJTu2t5/y1dHC8vMhO81CAOreN7qzaIu0DkxxrqsYowaV+LwCf/8kFPvmaF+T82PLNZtd6uLmoVnZKfF1dHZqmEQqF8Pl8TE1NzelZnd3iKd9j3CqGeC0zxOFw+joQM8SCW0aKs1lLz8CVMF8kI5EIzc3Nmb5+ubgJ5EIkFUWhvb2dqakpTpw4kSmkoJOvKGX2dt/yV39DMBRmT0Mtj529AMCpkyc51zk4Z+3RfXceZzRlIzmZjgqnZJW2/imONtXgD0XoD6U/2+9PUFlkZyyQrkgZT8rsryrict/kbG/W/73Ar5/Yicm4NW6UOptdJJczvlsV7ejp6ckUhshu8ZTrVL6tIpLCEAsEc5m/HGoxrd+olGlZlmlvb2d6enrVKdLzyUXwW9M0BgYGuH79Ort27aKhoSFz3parKWvNCPv2j37KY2cvcPzAbh4/l9b6utoaRiIa3uBsqvSBXQ2U1u3k2a7Z1y7cGOXUvh203hjGWehhejpMjzfOwToP7YPezOfGvSFkafZ++YNnu/ijXzvOzgr3ise9kWx2rYel2y5JkkRhYSGFhYWZbDG9Z/Xo6CjXrl3Le7bYVtF6WJsh1jtKbCW9F4Y4x6y0t/BGRI1HRkZob2+nrq5uTSnS81nrDG4kEuHy5cuYzeYF07nyVcgj+/v5yOe/zqNnz3Nk706i8QR3HT+Mo9CNPylhNvpJyunvqtRTzGDCTkpR2VNbyvWhdPqUqmkMToVoqq1gaCbdKimrOJ2FGEJxVFXDbDQwHExQX2xn0J9uZN43EeB7T1zh9+4/sulFJ5vNLpKrEZ9bFe24du0aiUQi0+LJ4/FQWFi45mtoq4ikLpCr/c6FIRbcTqykt/BG1AvRU6StVuuaUqQX2sdatFiWZdra2vD5fNxxxx2ZfvM6+c4G0zSNR89e4ONf/BcqPEVMTPm489ghzFYbhgIPHb3Dmb8xGgw4Kxu51Ofj1N46zl8bzLx3oWuEFx7fw2NXZz/fMxWlsriAMV96hqzYZUfTNKZCCSD9jPC5H5zj79744i1VbX+zaz2svO1Sds9qSP8udYOsZ4s5nc45wfC1ZnJtFa2H7ddRQhjiHLJY4axbsZ5RY73v8fj4OEePHl1zivR81hI11ls91dXVsXv37kVvGPmcIf7XH/yUf/3BI9RUlvFsaweqqnLnqVM80zWOoqo47VaO7atlOhhBc9cx7E0LXjCW4HBjFVd6RzFIEjUVpfRNRShx2ZkOpWeFe8b9nNpVzXPXhzneVM2F3kl2VhTBjCEG+NIjl6iW/JSUeDIFINbjt7FWNrNI5kLEs4t2wNwWT21tbZk+lrporqZox1YRybUU1IKtV2RDIFiIhTpGLHXNr2fwW1EUBgcH6ezspKGhgV27duX0Pr0WwxoOh7l8+XLGpC80A5fPFo6SJNE7NMKfffRzWMxm+kfGiURjNOyoJ2ExMd3fg8EgcXTvTsKxGCW1u2kZSM/4Xrgxxp1763luJlX6zn31PN45zqH6MtoGJoF0BlhjeRFjvjAH6krpGA1iM5vmPA/8tHWA/37o/9hVU4bH47kpICBYHWvVe5PJdFO2mK713d3dRKPRNWeLbRWth7XpfTgc3nIdJYQhzhEriRRns15RY1mWGR8fx+l05ixFej6riRqrqsq1a9cYHh5estXTUttf7YUnSRJPNbfzjR88htlkJBZPsKdxB1W1dVzuTZthgEgswdB0CHfdHgrtlowhTskqnUNeDjVUYLfZuNSfrja9t7oYbziGPuTWgSmON1VysTctnD3jAY42VtDSOw7AWCiJz1xKg8uZKfZkNBoxmUyMj49TXFyMxWJZ1THmi81eaGOpFKrVML/F02JFO/SghsPhWPK3uVVEcq0VMoUhFmx1VhP4hvULfquqSiKRoKura8FlR7lgtcFvPTttx44d7N69+5btE/OlLd5giPf95aeQUzKoKnVVFbiK3HiTJqYn0tWjVVWjs2+EI6dOY7FYMRn9yEr6eM/fGOXOvfUkUiku9vsAicHpuQHwjqFp7txTw8B0BEmSSMgKh+pLM+9rGlz2mbnnRAVer5eBgYFMduHQ0BAejwe73b6pzMRWmCHOtd6bzWbKy8szk0fZ2WKdnZ0kk0mKiooyBnk52WJbRethbXq/FbPBhCFeI6uJFGezHoZ4ZGSEoaEhnE4nd955Z94uxpWKWCwWy1SOXm6rp6W2v5ob9oXWDr7yXz/DaDCSSKYIRmLcdfcBznYOYjQYONRUj9FgIKJA1FpGz3h6zfCpPelq0QCyquIqLGQiMDvje23Ex8ld1ZzvShfZMkgSDrsdjdn2TL5wAkkiY5p/eLGX3zzzUhoaGlAUhevXrxMIBOjv76e9vZ2CgoI5xZ42Oh1ls4vkSlOoVsqtinZMTk5y48aNZRXt2CoimYs2DFtNJAUCHVVVSSaTq9Z6TdPyes8MBoO0t7ejaRr33HNP3qrlrzT4nV3A89ixY5nlKIuRL0McikT46Je+RySZfl4LhKM07d5L+7CflKzQUF1BeXEhvaNTVO06yJXBtFbvqS5lZMpPKDbTQjGlUuB0AekK0sFYkgO1nozhBTCZzQRnPg/Q0jdBpdvJmD/9Nw9d6uVdv3k3h2tq0DSN8fFxOjs7mZycpKurC4vFkgmqejyeDQ+Gb3ath/zrfXa2mKZpc7LFhoaGUFU1Y5A9Hs+CHRW2itarqoqmaWtKmRYzxNuI1UaKs8ln2yVFUejo6GB8fJyqqqq8X4grMfeTk5O0trZSUVHB/v37l3XR5UMknzjfzLv/5ivIskoKjYO7myiurKW1O70mSFFV2nuGOXXHcUy2IuTAbCuIC91j3LG7hotdw9x5oIHneqYoL3LgspsJxdKF0lr7p6jxuBj2hthXV8a5rnH2VHu4PpJOwRqcDnG0oYLmmVniSELhYs84J5sqMRqNOBwOFEXh0KFDJJPJm9ayzu+vtxE32s18w8vHDPGtWGnRDv1BZ62pyOtFLgyxSA8UbDWyO0bo95SV3vf0+5CiKJhMuX300jSNwcFBrl27RnV1NaOjo3ltHbcSLY5GozQ3NyNJ0rKz0/Kh9V5/kN952wcIxRIoqsbO+hpq6hvoGvWRmqkN0j86hdFip3bfsTnf7/URLzvKCjFIEarL3PT54qSmouyp8XB9OK3lV4e83NFUxcXuUY7vrORc1zh37qrgfFe67aKsatSUFmYM8YG6Ur7zZCd/9tITSJKE0+nEYDBw/PhxFEUhEAjg9XrnrGXVtd7tduf8N7QcNrvWr6feS5KEw+HA4XBQMxPUyM4W6+vrQ5KkOcFwh8OxpbQe1tZicasFv4UhXiW36i28EvI1QxwOh2lubsZkMnHPPfcwNjaG1+td+g/XwHJETNM0bty4QV9fHwcOHKCmpian218Jvzh7nnd+/ItEonESKYXaujpG4kbaWm8AsGdHNQV2G7bSGi4NBgAvTpuZg/VltM+sF7rUM86L7tjHo1fTM8UTgSiH60u4klVQq9Bpp7LYyaX+mXQs5v5W/NF0FHlvTQkt/VP8y+NXOdlUOee4ASwWCxUVFZm08lgshtfrxefzMTCQXtO00lTdtbLZU6bzHTFeiuUW7Ugmk4RCIYqLizd1+yWxhliw3VBVFVmW1xT41v9O314uyS5QdeLECaxWKyMjIzndx3yW+9wyMTHBlStXqKqqYt++fcs2K7nW+olpL7/ztg8yOj5NPKVgtdkxFJXzRFsfANVlxdSWl2AqcNM+pTAy4gfg1J4azl9PB8f7J4Pcc6CetmEf8VT6t+CNJOYEwLvGAuyvLaFzNIAkSVwZmMbjtOGNpDPHWvsmKSt0EE2m6J4I0TfVyZtffASr2ZQ5bkibkOy1xclkEr/fj9fr5fr165nCjvpn1iMYvtm1PrsDyEYwP1tMVdUFs8VMJhNWq5VYLJb3Fk9rQb++17KGeKtpvTDEKyQXkeJs8mGIh4eHuXr1Kjt27GDXrl0YDIa8VWjOZql1RclkkpaWFmKxGHffffeKG3bnUiT//Sf/x6f/+d+JJRJokgGbu5T6xp0oqoasqAQjMQw2B35HBU7VRI2ngGFvmEg8xbVRP8d2VtIxOMWBxmoe6xzljqZKLnanWzJcGZjmRFMll2b+W9U0NMPspXZjzM+hHWW09adNdf9kkCMN5QRiKSRJ4uct/Yx4w1R7bn0zsdvt1NTUZKKT82++ZrM5MwuZj/YBsPnTqDbb+BYr2qGnE/b39+NyuTLfWVFR0aaKJq91hlgvSiIQbHaW01t4JejXTS71PhgM0tzcjN1uzxSoikajeV+GtZQWq6pKV1cXAwMDHDx4kOrq6pxufyVc7x3iDe/9JJO+AJLRiM1VxJ49e3E67NSUpRie9JHUJNTiWvqDCXZXF2UKZF3oHufk7moudI1wam8dz/Z6OVTnoaUvHfCeCsU5uqOUlp50hpcEeIpcdI6FAIinFA7VleC9MTtL3DDTbulCT3of/3uxl1fevfuWx2CxWOasZc0OhuuputlZR/kIhm82LZ2P/nvZLOnIBoOBoqIiioqKMkvggsEgN27cIBKJ8Mwzz2Cz2ebMIG90Wnw2K62HNJ9oNCpmiG9nchUpziaXKdOyLNPR0cHExMRN63TWY63yrapo+nw+mpubKS4u5vjx46tK98mVSH76n7/Dt77/M/yhCM4CF5KlAFmTOH+1F4DS4iJedPcZrk9GmfBFgSgOi4nDO8q40j+Jomp4oylO7tvBuZm+hK39UzRVuOke9wNwbdRHicuOxWRgPJTEFlcwG42kZs5POC7PGVOR055Zr6RqGv/xVCfvfMXJZR/T/FRdPeVq/kxkrlOutoJIbhaBXAi9aEdXVxcHDx7EbrdnUq46OjpWVbQjn+SiqNZyagUIBBtJduAbFu8tvBL0beRCh7NTpHfu3MnOnTsz41uPtcq3Oo5EIkFLSwuJRILTp0+vapZoKa1f7vfx6DMX+fNPfZmxKT9mixmLy4OsGrjalzaoRoOBF91/Hz7FQttgOoNrOhTn1O6qTKrz1WEfLzwx21qpdWCaU7sqOX8jrf0t/VMcaSijY3CaqpJCnrkxTmN5Eb0T6Vojzf1TlBU6mAym+7IGo0lGA9HMGL/9ZMeShng+84Ph4XAYr9fL9PQ03d3dmEymOeuPcxEM3+xautEzxEthNBopLi6moKCAkpIS6uvr8fv9mWKc7e3tmRZPeo2YjUiL18mF1gtDfBuS60hxNrkyqqFQiJaWFsxmM/fcc8+CPXw3ImqsaRr9/f10dXWxe/duduzYsaZq0GvtffjWD32Wpy93EE8quEoricqAqlJeVMDO+hrMhWVc96s81ePDbjFxYmcFl3rGiSZl2od8HG8sx2i20D4SYLLfy87yQnomgsiqRjSlYLcYiSUVIgmZ/U3lDE1HCMZiBGNwcmdZRkT7JoOZWeJKt5PzPRNzRPQ/z13nTx84vupjzU65ampqmtM+oKuri3g8nkm5WovR2uyGeKNTppeLvvRiOUU7sls8LVS0I5+sdYY4HA6LGWLBpia7Y4QkSTk1AblovaS3T/T7/Qv28M1Ozc5XdsliGWder5eWlhY8Hg8nTpxY9QN9LoLfn/+X/+Ib//1TQrE47tIyQrKBmAJOm5HdddU4ikqYklw81R8BIpxsqqSlb4KUonK+e4ITTVVEEkmCSYnHOsc42VTBhe70TPDlvil2VhRlCmyOBeMc3FGWac9ks8wue5EVlR3lRUwGoxgkiZQG+2pKMs8CbQNTtPZP0uhZXY9oSZJwuVy4XK5MMDwYDOL1ehkaGqKjoyNnRmsza6n+fLuZxwizWm8ymSgtLaW0tBSYTYvPfkbLbvG03tliuagXIlKmbzPyESnOJhdGVb/pZadI52M/SzF/H7Isc+XKFQKBAKdOncLtdq9p+2sRya7eQd7y4N8xOulDMtuwWU1oSBRYAKOVkqo6Ro1leMfjHGsoo31wmlhS5lLvJHc0VXKpZ5ydlW4iqhknhswaomBCodBhIRhNMuaPcqKxjIvdY5QV2hnxx/G47IwH0pUnO0f8FNjMhOPp9UaxZHob7gI7Y6EE7gIbzBhibzjO/7X2c6AkNw9j89sH6EZLF03daOkGeatVB1yMzW7YdRYqeLdU0Y7e3t4Fi3bk83hzsYZ4q0WNBduDtXaMWA5rbb0UCARobm7G6XRyzz33LJhiqY85n0uk5muxpmn09vbS3d3N3r17qaurW9O5W4vWx+Jx3vbRz3OuuQNFMmJxupE1DbsJJIOR0rJyFE8DlycjHKi1UunWGPNHudAzQVNFEd5QNP3dmyy4zFauz9QDudQ3zb6aYjqHfSiqRkrRMBvTgYHK4gLM5tnH6c4RHwdqS7g6lJ51bh2YwuO00VRVzPneSUJxGYNBQlXTx/gfT3Xy3lccW/X5ykafiSwuLr5lMFw3yMsNhm+VNcSbeRYbFq8yPT8tPh6PL5otth7rxteq9WIN8W1GPiPFOmuJGMuyzNWrV5mamuL48eOZSNNi+1nPGeJQKMTly5cza5tysTZitQL7pe/+iH/41x+QVDQkkxWDZCCaSKEh4S6vwVW9E8UELpuFiWCMCz0TVBU7KTca6J8KMRVKcN+hRs51jaOoCUxGiT2Vbq6P+ZkKxTlYW0z7wBQAl3onuWtXJb1TEUb9MUxGY+a8hOMpTjaVZ1KxuscDPO9gHU90pv/7yuA0xU4rvkgCgO+evcaHX75/zedtIeb30g2Hw/h8vhWnXG12w7mVWhwsNc7lFu3Qv7fi4uKbMkXWyloq5GqaRjQa3XIiKbj9yUXHiOWwWh3WNI2BgQGuX79+U4r0QvuA3Bfvmr8PffupVIorV64QDAa58847KSoqWvP2V2uIL7Vf4y0f+nt8oQhmmwODwUgsmUJWobC4hLKGfSRVCYfNAlqYq0NebGYjxxrKaO6bZCoU53BDFb1TYS73p2d7T+2s4HzPOKqmMRFMUOSwEIgmGfJGuGtXJcFYkiuDPkxGA1XFTkZ96SrSSWV2/ElZZf+uSp6dWWI1FYpxtL6Ulr70OuKHLvXythcfXOtpW5DFguE+n48rV64sOxi+FbQets4M8VLYbDaqqqqoqqqaky02fxIjX9liuagXko8e6PlEGOIFWI9IsY4eMV7pzSYUCtHc3IzVauXMmTNLPvjmau3Scvahz1g3NjbS1NSUs3O30mOYnPbxpg9+ls7eISSzlVhKhqQMKBSWV2MsLMdhsxCMy0zJKpDkZFMFzX2TjPoiHGusoL7Sw9NdkwwGJzi2o4Tm3ilkRWMylKCkwMZ0OE77kI87dlZwsWecw/UlTMcUfJF05ejB6TAnGsu5NFN04+qgF5fNTCieoqG8EH90NhgiKyq7qks5PyOaz1wfZcS/g6I8Fx3OTrmqr6/PtAryer0MDw/T2dmJ3W6fY7R0U7TZRXKzjw9W3y5isaIdPp8v873lumiHoihr2oaYIRZsNtbSW3ilrCYAnp0iffLkyUzF+lvtA/JriHXDqs9YFxQU5Czwnb395aIoCn/+N1/h4Seew2CxEcdMPJ4CUjiLSnB6qtE0kCUz09E40wNe9lYX443EmQzGmQ4n+JXDjZztnuBs9xS1HmdGpy/0TnGoroS2wWm8kQSH6zxc6Z+kutjJRCiZadkkKyplRbOGuHs8wMG6UtoHp7CZjYwH45iNBmQ1/fm4PPv9xJIyP20ZoCl/nbIyzA+GRyIRvF4vXq83EwzPLsapP1tudi3d7GucdVYTpF8oW0yfxNCzxQwGw5zAht1uX9P3lYs1xFst+C0M8Tz0SPHly5fZu3cvNpst7wKp73c5+9E0jeHhYTo6OmhoaGDXrl3L+rv1mCEGMkZqqRnr1bASkfzyf/yYr3zvJ8RTKrGUipKIYjIasHsqwVYEziLikoV4AjwFEtUFZvr8KXrGA5zZX894OEnrSBCzMcr+ajcdI36a+72cbCrnQvcE/miSPVVFeCMJNE2jeyLI6b3VnOuaQJIkTjaWcX5mvVHfVAiLyUhSVogmZU7tLKd9cIqknJ4VrispYHA6nP7sZGjOcf60bZT/3/HKRY8zH8xvFZRKpTItH7q7u4nFYplKyHowZ7OyFURSvy7XOs7sVLmdO3ciy/JNRTsKCgoyn1nNWrJcrCsSa4gFmwE98H39+nVcLhdlZWV5f+Bfacr0clKk55PL4l23QlEUnnvuOZqammhsbMzpuVuO1uv7e+ZyO+/97FeZ9IeJKZAKRZAkCYvDhbGoHLOrmLiUfo7zhaPsKbFxw5ukdzLI8Z1V7Kk1ca57iuHQBCd3lnKhZ5Ihb4Q9lUVEx/woqsbAdIRSl42pUJwrg17uP1jHcz2TxIJh9le7wZvW79aBaZoqiuieWVucVNLfwf7aUpr7p9N1RGa6T1wb8VFX6mJwKl2R+ocXennnPbl9ZlqK7Kyj7GB4dlDVbrdTXFxMPB7fVFWQ57PZDbtOLrLWFprECIVCeL1exsfHuX79OhaLZU4wfKXZYttR64UhziI7Ujw5Oblss7kWslsxLHWRyLJMe3s709PTKzac+W67FIlE6OvrQ1EU7r333pynasLyZojHJr289cG/o7N3EJPJQiolYzaAw+VBKyxHthamPyirOAxhCj1lTAbjFNoc3He4gQu9Xp66MUWV206Zy8ZkKE7PZJimchfdEyEu9E5xuK6EK4PTXB8NcLKxnHhKZjKUJBSfLeB0ddiP22nBH0niDSc4ubOMCzNFNK6P+dlVWUzrYDolq7xo1hBPBmMcqi+hrT+dgt09EUZRN9Zwms1mysrKMlXL9bUtXq8XWZYz1cP1qPJmWn+8FYpq5coQzycfRTvWsq4omUySSqW2nEgKbj+yU6QDgQDGmaUt+Wa5gensYpSrMZz5DIDLskxXVxeapnHixIm8pEUuxxDLssy7P/UlHn7iWSRDuiaI1SjhdBZiLKogYi5CkwzEFSDlZ0/jDq6PBwkkVU7tqWY8pHC+34/FZOBgjZv2YT8Xeqa4o7GMi72TXB8LcEdDGRd7JgjFUuyrLsJhMeG0WWkZ9GMypL+PjhF/ZgYZwJpVUOvGWIDnH5hdFjXsjSBJoB9ahduZMcS+aIJBfyLHZ3JlZAfD9aCqPgsZCoXw+/34/f6M1hcVFW2agPNW0HrIzzKu7GyxxsbGOV1GsrPFsruMLBXc2I71QoQhZjZSrFeR1vv25qod0q3QL4yl1uatNEV6of3kSyDHx8e5cuUKRUVFaJqWFzMMS4vkv/zPT/n01/6dSCxJNJFEVRNY7Q4KqncR1dIXvzUVIpGUkRxuDBY7jVVlNFQbuNDnZbBrkn1VRfTPrP+tLLLjcVjwRpP4IqlMhLh3KkRFkZ2yQjuhpEI0ITMejDEejGXMcjQpc0djaaYq5Y2xAFaTkYSssKuqGInZG/fVodk06pkjBcBpNdM5HubKSJAjh/NySldF9tqWqakp9u3bRzKZxOv1ZlJ3stcf5+v3sBy2QtQ4X4Z4PksV7UilUnNaPC1UtGMtUeNIJJ1KuNVEUnB7oWu9/mC61kJXK2E5Opy9Jnc5KdKr3c9qCIfDNDc3Z+4B8ytc54qltL7lWjdv/qu/YXw6QCyRQlESSEYjntpGIoYC0CSMyQgGVUGxuTBY7LgKnNxbXsZzPZNM9gcoKbBS53Ey6I1wfSzI/uoiOkYCXOqbStcFGfJxsW+KoztK8EUS2KxmHFYzl/rSxveOhlIuzhTcCsRSmTFfHfaxq8rNjVE/R+pL8UZTmXGP+qMcrC2lbTAd8O4Y9mExGUjKKm6njWcGwrwqL2d0dZhMpkwwPJlMYrfbcTgceL1e2tvbkWV5Tpruenc9yGYrZIPB+tQ1ye4yAmSyxfRnND2d+VbZYqLK9DZksWIa6yWS+s1jsX1pmsbQ0BCdnZ1rWpObD4FUVZXr168zNDTEoUOHUBSF4eHhnO4jm8VEMhSJ8Mb3/Q0Xr3QSS6bSDzuahqO4HMnhJhoKIZksqFYnCdWA2WrDKCmUV9Vyvt8PwC6PmW5fis7RALsqChn2RhgLxGgoLSCalPFGEjSVu7AYJWo8BSgqXB6YQtNgV/nsjNdEKI7JYEBWVVr6p6lyOxj1R/FHk5xsLEUCzvdOU15ozxxPPKXMSaW6OuSlxGWnsbyIC72TPHZ9mt//tbyd1jXjdDqpqKjIFHrSWz6Mjo5y7dq1TMqV3vLBbM7zougstkJRLT2yvd7jvFXRjsHBwQWLdqxFJMPhdBaEMMSCjWB+x4hsrV+P4Le+z1vty+/309zcjMvlWtOa3Hzo/ejoKG1tbdTX11NfX88vf/nLvAUcb2WIP/yFb/LvP/k/YvEEiWQKWVGwOgqxeipJplRs5hgJgw1FMqAYJEjGOXLkMM0jYSBCtctEWJGYDidI2VXqS5wMTEfonwpn/n/fZJjG0gKKC2wkZJVwUmFgwIfDYswExi/3T7GjtID+qTBD3gjHG0q51JsukmUxmdhf4+HqSABZ1agrLWBwKn3/07KC4ZFEiuMNpaRSKm1DXkbsJmRFxWTcfJqlaRpms3mOZuhdD7KD4dnrj+12+7qOb7MHv2FjnkkWyhabX3lcXwant+Fci9brv42tpvXb2hBnzwrPb6e0XiKpPwgvtC89Rdrr9a45NSnXa4ri8TjNzc0oisLp06dxOp2MjIysSyGPbM63dvKm938KfzCMoiqosozBYMBVVkNMsiFpEhhMoKoYYkE0awF4dqBIBsb9YY7WeWgZ9HHDm+JIvYe2IR83xoPsq3bTNRpg2Bfl9K4yokmFyVCCao+LC5kIcRkXeie5MRHiRGMZl3onGQ/EONlYyoWeCWQ13Y5h1B8FwGwycb47LZgTwRhHd8xWmRzxRTPHpGoa+2s9PH0tbZCf7fMTjqcosK2fkVwJ2deNXthBb7GVHZns6ekhEonMafmQ75SrrSCSm8G0L7doh6qq+Hw+nE7niot26AK50ccq2H7oHSMWysZYr2wwWHwNsaZp9PX1cePGDXbt2kVDQ8OGtS2aj6qqdHZ2MjIywtGjRykvLyeZTGbGnQ8WGr8/GOR33/4ROrv7AAlFljEaJBzuChKWIhLqzPlKpECN43C50dzVqAYz7cN+Tu4s51Kfl5GQTGWhDXOBkelwApPBQHmhjYlgHLfTSmWRnVBCQVZUWgf9KJrGwRo33oiXaFJhV0UhU6E4qgYO62zAYtgXywTDJUkiqYI8s9yprMiZMcRXh7xUuZ2M+tMZM7Gkgj+aAEkiEFc4e32U5+2vyct5XSvZv8mFuh7oRR31YHh2mm5xcXFeg+FbKWV6PfsJL4TFYqGiooKKigpgbuXxkZERZFnGbDZjs9kIBAKravEk1hBvEZbTW3g9o8YLiWQwGKS5uTnTtmixtjfLJZcR4+npaVpaWigrK+PAgQOZizvf65Tni+TH/+lf+Zf/eZhEMkkolBYbm7MAyVFMJJZAIg6A2eHC6ChCKqpClYyoYS8FJRVEkwrN/ZOcaCjl8oCf1gEvR+s9+KNJXHYLp/dW8lz3JE/emOJkQwkD3igD3ih7K4u4NhagfdhPWaGNyWCcGxNBXDYTobhM56g/8/9bB7zUl7ooddl5pnuSEw0lXOxJm+Bocvb3NeKLsL+mhI7haQySRCypoh9pUlb5v9YBfvPOpryd29Wy1Pc9PzKZSCTwer34fL45KVe6Qc51ytVWSKPaDIZ4PosV7Whubsbv9zM8PDynaMetWnPp6IZ4Kzy0CG4PNE2bY4YXqiK93jPE83U4mUzS1ta2phTp5exnNcRiMZqbm9E0jTNnzuBwODLbh/w93M/X+p89dZ6//PQX8YfChMOR9H3daMLqLiMqAyk/RgmsDieatQCTuwrZaIN4lNLSEqajMhd6JjhU56FzJMBYME51sYOGUicelwOT0YDRZOTKcICDNW46R4MAnGws4ULvFO3Dfo7Vl9A8ME3roC9TaLNjxM/+mmI6hn1MBGOcaChF0zRaBrwcrpudwGgb9OKymwnF0unTtSWFGUPsslsJxGbTqn90vmdTGuKltD47GN7Y2DinqGNvby9tbW1zZiGXU7NipePbbDq6EJtR7+dXHo9Go5llVC0tLWiaNqdA13J0PBqNihnizc6tIsXZrGfUOFu8NE1jcHCQa9eu5bRtUbaArfZi1DSNnp4eenp62L9/P7W1tXPez2VUeiH07adSKf7g3R/jieeaMZuMKLKM1WJCMtkxOotIyOlIoYaE0WTCXFhGSgVJlpHMRiR7EQUmcDvsjPhj6TVD5TbshSX0TUVoLCuYnQXeUcLF/mmaB700lBXQNxnGH0tiMxmIp9LR4slgnGAsxcmGEi70TBKOy5lZ4ooiOzvKCnlqZrZ3IhjPHE/XWIDG8iJ6J9IVKa3m9OV4x85yLvRMsaeqmOujPgB+dKF70xrilfw+rVbrnJSraDSaMch9fX1zinp4PJ41p1xthajxZhTI+ehFOwwGA/v378fhcCxajXSx2YBIJJJ5oBYI8s1yewsbjcbMjGe+mf9ckasU6YX2s1ZDPDk5SWtrK5WVlezbt2+OedHP43rMEP/tV/+dz3/rP9PBDUXBIElgMlPgKSeS0pAkQJJQAMXsBEsBqqKAEbA4CEYTHKrx0DYcoG3Qy74yGw5nId64itEgcXUkQEJWOVxbzFggnp5NbizhQu80l/qmaSwroHcyzIA3gtNiJJJUiKbUdKkPDeKp9Hm2mo1YzCaeuzGOqsGVQS+VRXbGAjGSssrRutllUTfGAxgliR3lhVzsmeSOpvJMu6b/uzJANJHCYd1cGWEr1fqFguF6enV2zQrdILtcrjVp9VbQetj8ei9JUiYDTK8+Hg6H8Xq9TE9P093dPaejxWItnrbiGuLN+63kGL1wVjKZRFGUJdfsbUShDVmWaWlpobu7mxMnTuS0yvVaexMmk0kuXrzI8PAwd911101mWN9HvlOmx6d9vPA17+DcpVY0VSYUChKNRcFoIYWBeDiEMRXFpiUpcBZgLN+FbHEh2VxIShJjMh35HQ/GiYQjHKp0UFZUwFWvBmh4Iwku9k1zYke6GEHLkJeG0gJkRUNWVUwGifFAnIN16ffbhnwcrHED0DwjgACdI37u2lWOL5Lk3I1JygrThaWGvBEO1c0WIikumC041T7k5UCNh+YZM+6yzz4cnbs+xmQwlp8Tu0ZW+xvVb7x1dXUcOXKE++67jyNHjuB0OhkfH+eZZ57h7NmzdHZ2MjExQSqVWnqj8xAp07lF702oF+1oamri5MmT3HfffZn7VW9vL08++STPPfccXV1dDA0N4fP5CIfDOZ0hfuKJJ3j5y19OdXU1kiTxgx/8YM77mqbx4IMPUl1djd1u5/7776e9vT0n+xZsbvSOEbIsZ7R+sd/dRmSDaZpGb28v58+fp6GhgRMnTuS0pc1atFjTNLq6umhubmbfvn0cPHjwppm8pWqfrBV9idcb3/sJPv/N76EpCpFwiFgsislsxmRzEg6FIB6GeDhd/bmqCamoCslagKyBXQ6iaRpJWaV9YIrDFTYaygq55tOIyQqD02F6JsPsrSwCDa4M+TjZkJ7VbRn0UetxoGqgaekSmL5Ikv01ae3unw5zfEfa6PVOhrhvbxXFThvP3Jjk6MzrqqZRWzqbMto/HdbrZeKPJDjWUE5S1tCAgZlK05DuSfyLK4N5Oa9rZS33bqvVSmVlJQcOHODMmTOcOnWKsrIyAoEAly9f5sknn+TKlSsMDw8TjUaX3uA8xAxxbtG1Xs8W27FjB8eOHeN5z3sehw8fzjynPfvss5w9e5aOjg7GxsYYHh7OeUeJ9dL6bTFDvNxIcTbrLZKhUIi2tracpUjPJ7vf8UrRo9hFRUWcPn160XUg+Z4hvtLZy59/5iv4giGMUjriiKZRXFpBKDH7XcmKir2oiFRBORYlSkLTMJitaAYTMhqnGjxgsnFjIkyvX6HInj43F/um2VVio9ubpHXAl4kMpxQVq8nAkDeajhz3THO5b5odJU76pyMEYjIGSUJWNKo8Tqo9ToZ9MRQMxOX0A0N9aXomGSC7i1L7kI8Cq4lwQsZkkHA77chqesb42ogPs8FASlVRNY2HL/fxmufvz9v5XQ25/L7ntw6QZTnT17qvry+TcpW9/jgcS9DaNYg/lsDlsHO0qYZi1+wspKqq61rEazVsFYHU008XSnO7VdGO7373u3zsYx+jqqoKRVF4/PHHufvuu9dcfTwSiXD06FFe97rX8du//ds3vf/pT3+az372s3zzm99kz549fOxjH+NXf/VXuXbt2pZb2yRYHnrgW5blRVOk57PeKdPJZJJLly4RCoU4depUpt5CLlltzZBEIkFrayvxeJy777570esk3zPE4UiM9//jdxgcncRqMROMRkDTsDkL0Ex2lJn+vhrpZVKauwY5EUdSQbI6kSQDUdXAgWonJoeTYFyjbTLCgcr0PadzLMzeUivXp1O0Dvq4o2E2E0zXdavZCBL0TYXT7/dN0zLgpabYwbAvypAvysEaN7ImMeiPMxZIB6wnQ7OtkzqG/TgsRqJJhYlgjIO1JbTPtGdyOSxc6ktXm54IxNhVWciNsXTA/icXe3n5yZ15OberJZfftR4Mdzqd1NbWLthH12q1zll/LEkGWroHGZ0OYjGb2VtfQUPlbFr6Vgl+bxXjvlhRrfmp8YqiZFLjOzo6eOUrX0lVVRUAjz76KC95yUvWXI1+vbT+tjfEeop0drRjOayXSOrrma9du0ZTUxM7d+7My0W9mhliTdMYGBjg+vXryyr0kevCXdk89sxF3vbXnycly5iNEqlkEoOmYncVEYxEkSQJm9WCZDBh81QSs82k6WDGqKaQkklUi4vKIgfjEYXKYolALIkkSZiMBoptEr64xmAgSbnTyEREwR+MYjNJDPuinNjh4VK/l8v92YKZvnyCsRT37a0kFEvSNR7C7bQwHowTiKUotJsJxlK0D/kyrZU6RvzUlTgZnI6QkBUOz7Rn2lfjYdg/GxmNJGT2VhTQOSOSD13q3VSGWBfIfImQyWSipKQkU0xOb+305KWrfPVH/0bfuI9YSgWDBKTrALgr6nC4SygtcvKyU7u5r9ay6UVSvzdtdvT74XLWfWUX7di3bx8ve9nL+PjHP87TTz/Nq171Knw+H/feey+vfvWree1rX7uq8TzwwAM88MADC76naRqf+9zneP/7388rX/lKAL71rW9RUVHBd77zHd785jevap+CzctqAt/659YrGyyZTDIxMUFJSQn33HNP3oJ1qzkmn8+X6Sl//PjxW7aB1Ouu5MMQT/v9/MZb30ff0BgFdivRWBQJDYPJhKIZMCgpnDYLigoGmwvVXYcimcBsQtM0rMkgCVMBVpMBk91JUtaYDqeD0VfHwjSVWOn2yVybSrCv3M61yQSX+6epcZkZDqU7VBgl6J4IpY1w7zQdI0HcDguRhExjWSHV7nS7JrvNyoXetKk9VOehbdCbzgKr9dA25M1qvzgxc97S9/njjWX8snOUUpedqVDaSBdkFeh6+toI/kgCtzO3EyNrIZ+Gc6E+un6/n67eAT72rf+luWuQUCJtJpm5rp1FHlzlNRQ6Hdyxq4o3Py83ywvzyXq1WMwFy60ybTQaM89pu3bt4vr16/zHf/wH73//+/nkJz/Ja1/7Wo4dO8aLXvQiPvGJT6zq2NdL629bQ7yaSHE262GIU6kUbW1tJBIJdu7cSVNT/taIrjTFSZZl2tra8Pl8yy70ka+iWt/4z5/wqS//K7Isoyky0UQ6AlvoLiY8MzOsaRrRWBy7p5K4ZsamJYhLaTFRkEADYzzApL0AzRthyBvhZFMFF3qnCcZSeGwGCmxmwnEZo9mGzazhi6vsK7fTORmjddBLU7EZ1WCkvNBKqctGStW4u6mcZ7onuTIUIJZIEpdVdpa7GJyOEE8pHGos4UL3xMz/T68rBqhwpw0xpNO379hZzsWZaPHOikJ6xtMmOHs2+XLfJMPeMDWezbEuI9+GeD7/8J2f8C8/eITxiQlsFiuxcGD2TaMZS0UTiXiMaCDCdDjBteFn+XqBjTP7avloVe2mrdK9VWaI9XvHagqh7N27l1OnTiHLMj/84Q/p7Ozk0UcfzfUQM/T29jI2NsaLX/zizGtWq5XnP//5nD17Vhji24z5vYU3m9brKdJjY2MUFhZy/PjxvN43V6LF2RWu9+zZQ319/YYFEtqud/MH7/ooE5PTWE0G/IGZ+hp2G5rRjqwoKKpKKixjdxVhcJVi0uLEVUf6HipJxDUjSmiK0p37aBtK1+DYXelmyBcjLqv0+xI0lrjonY7SPZ2gsdRJ71SEpAoWAwx5o+wrtRCRJVKpFHc2lpBSwWEx8mzPFE/fmGJXeQHjwThJRcVilEgqWjo4O0MqS7hHszpItA97OdZQxpVBLyDRUFGYMcRd40GMEigapBSVn7f28/9O78np+V0L6zkD+9hzrXzki/9KT98AqAqSppJKzsy8SwbM5Q3EE0nUUBRfVKZ/Msj/XrjBwbpS/rp2N00VhesyzpWylQzxagvmlZWV8aIXvYiPf/zjtLa2MjExwWOPPUZHR0dejjuXWn9bGuLVRoqzyXdRrUAgQHNzM06nE7fbnfd+bXpEdzkCpleTtdlsK0rfzkfE+G+/9u984RvfIxQKYTKlvxOLxYLD7kSRTBikdDoxgLu8hri1GAWIJlK4rApRrKiahMVqRbW6OFbv4fJAWowudI9zqqmCC31evHGV/dV2OsaCxJMKd+4sJZpUiCQVTjU6Od87TVQ1MR5I0OtNsrPISE9Aocxpxmgw4IsmOdng4ULvFK2DvswM8LXRIDaTkbis0DsZwihJKJrG1WEfdouRWFKhxGXDF51NsyousMOMIe6ZiuC0GIgk09/bw5f7eOMLD+X0HK+W9TLEDz/xLJ/+ynfo6LwGgM3uIBYJzvmMuaQWLRklMjGAZBjC5i4HVzm+uJnHu6a576M/4f9/Zhd/8ZJDmy6KvFUMsV57YbXnTy+yIUkS+/fvZ//+/GU7jI2li9fobSV0Kioq6O/vz9t+BevLYr2FV0K+DXEymaS1tZVIJEJdXR2pVCrv96DlmlU9KB8IBFacvp1rvT936Qqv/4uPMzE5hdFoQFNlHA47RqMJ1WAhlkyBpoEk4XAVohbVkFQlUMFqjKKoJlSTjQKbmVhBHYU2Ixrgj6boGvNzoNbD9bEQsgq+cByP00IkqVDqslFaZCeWVGiqMnO+d4oun4LHbqJ1JExjkYHegIoEVBdZGfbHMc7cr32RJHc0pCtRd0+E2FPl5vqon2ujARrKXPRNhhjxRzlQW8zVIR81xU6sFnOmHVN2u8VoQqah2EavNz2b/dClvm1niHuHRnnfZ/6Zx59+Bk1VQZKwWG0kE7PPR8bCMlBkUoEJUoEJbK5iJHcVCamAqxMxfuOzP+P0nio+/bunKHbmbl1+LthKhngtmWvZ9UIqKyv5vd/7vRyPbpZcav3m/1ZWiKIoJBKJZRXTuBX5KqqlaRr9/f0899xz1NXVcccdd2AymdYlZWs5IjkyMsIzzzxDZWUlJ0+eXNFa5lxHjD/z1e/wua/9O5qqYDIZkJMJNEXGAITiSSKRCKqcwmYy4nAVEjXOnTkNJVQMqRgOuwXVml5HcKlnnGN1xTDT1Oh89zhHaouwmyQcVhP37a3EG03xxPVJUqpGx2iQ7skwBTYTo8EEJ3ak03f9sgGLUWIykqLBnb6Mrg77cZjT/79kplhWKJ7iUH16/cR0OMGh+vTfx5IKB2pLOLqjhNZBL+6C2YBI11gAoyH9m1VUjXrPbOl6ff3RZiJfIjnl8/OKN/8l7/jY32fMMJJEQpPAaIaZm7W7sg7U2QdaTVWJeceQY2EkRSEmQzwl8y9PXOOFn3iYq73D67ZmcDlsJUO82vspbEzVyflj3QrrzATLI7twFizcPnE55NMQ+3w+nn76aYxGY6Zt0WbR+mAwyLlz51AUhTNnzqx4LXMul0idb+3gjX/5CUKhMDarBVVOosgysWiUWEolFouBImOUNCxmC7jKQZq9ZyYUUOUUUipGzJTW+r6JIAVmA0X2dGbQ1SEvR+rcSGhUu+3srSpCQuJ8nxdF0WgbDvBM9xRN5YXIqoanMK3JvQGVHcU2NMCkpX9r18aCNJWma1X0TYUxzei12TQ7o1bsnK2RYDIaqS52EpUVemf6EUO63WJTRdHsOc06J2OBKN5wnO2Apmn8+af/iV977Tt4/Oln02YYkOwukrIChvR5NdscmG1zOxXEQz6SgSm0VJyklp5wePraCC/85CN8/2zHulWQXw56JeytoEHLTZleCL3F4nqSC63f/E9hy0SfFU4mk5lF62v50eVDJFOpFM3NzfT09HDy5MnMeuH1WsN0q/0oikJ7ezsdHR0cO3aM3bt3r/j85TJi/PEvfosvffv7pJJJVEVG1tNlkFCMljn7SWFAtZciKSm0WCAdRSa9tFSxukhqJpzarLBc7p3gxA4PmqZRaLdgMRlwO4xcHPDzVNcE+6rSAtUzEabYbsEbSbKnMv1a27Cf0gIr3kiKIzPVoqcSRmwmiWhKpa4oLb6tA15Knen/P+iNZs5lJCFnxmGzmGgd9KFq0DHiw2ZO33yCsST7a2eLEOipWEUOC091jjA0PVuRciPJZwG1H/3iae565Zs433oVfzCMw+nEYjEjWZ1oyRio6fNocRQQVQzY7A6yR2Px1CBJEnLYi+wfg5liFlPBKH/4rUv80/cf5dKlS/T29hIIBNZtDeFCbCVDvJa+kespkpWVlcBs9FhnYmLipkiyYGuR3TFCf8Bci97nIxtMb1F44cIFdu7cybFjxzCbzevWznGpZ4qhoSGeffZZqqurueOOO1ZV4TpXS6SeOt/Ka9/9UYKhEMlUkngskhm7y12CmpV+rGlgKalBllXUqB+zNNuu0mi1IxWUoIUnM+ManA5RbDfhsBgxGtJG5EC5nasTUc51T3G4Lr0U7FK/l4M1aY2PJGSMBugcDXJk5n19rXd/UKGpLH0PS8rp73E6nGB3Wdo8tw/7qSl2zvx/H4UzZjyWVDCbDHjDSSaCMfbXzC5Bc2d1mhgMJHFY0ombFpOBn7cOrPn85op8BRP7R8Y4+Ztv5Fv/+WOC0RhGsxm73YZktqDFwzNar2EwmzEUluFw2NCygiGSzYXJUYiaiJCaGkZLJdCAeCLBRx++znu++SjPPvssXV1dTE1NZQJoG8FW0XpYuyF2OBzrYvxzqfVb45tZglxFirPJtSEOBAKcPXsWVVW555575qzJXU+RXEjAotEozz77LMFgkDNnzlBWVraq7ecqYvzJL/0rX/2PHzDt9SIBsXgMh8OBxWrD5faAZMiYH6PJjNlTg0p6zlczmNESYdREFKurGIPFjiYZiChwbMesybzYPc4LDtagGYxc6PMRS6oUWI1oGkyFYxRYjYTiKepK0tHIS/1emsoKiKcUaj3p19qG/RTbLQRiKQ7VpWd+RyIadnN6fGUFaTEcD8bZWZIWvRvjQXZVFnJHYxlnr4/TWJ5e6xJLKnNMsDHrpjngjeEpsLGr0k0onuKnLZsj5TNfKdMf/9K/8ccf+DSJZHr9v5aMEgkFSCQSGLW5rZdUqwslHibqn0RLJcBkAasTzLMPGVoyRtI7hElTSKka8WSKf72aotlrIhKJ0NLSwpNPPklraytDQ0NEIpG8mv35bBWRzIUhXq8Z4sbGRiorK/n5z3+eeS2ZTPLLX/6SM2fOrMsYBLlnfuA7V1qfy4CY3qJwcHCQO++8kx07dmTGuF7tHBczxIqicOXKFa5fv87x48fX1NoxFwHwpy+28vq/+BjjExNEolEUOZXpf2q1FxCOzp0hNRRVptOkAYwW4rEoJiVOgcuFZptZN2p1zbRNTI+tdyLAsfoS6kqLuNTvo3MyToMnbWAv9E2xuyI9ozzuj+GwGBn2RTk+k8k16o9hMUrcmAhxuNYNkCk2NhhIpVs2AdNROTO76zSlz3tSVtld6eZEQyn902HKi2aDgVbLbD2LG+OzGWGyCntrPBxrKOPaiJ+fNm8OrYf8GOJfnLvE/b/3p0z5/EhGM1oiQioWJhoJY7XNW0ZodiDHwgSmJtASYTCYwGDCXFQ++ztUZVLeESxKPG2KkymeG1f59jUVRVG4fv06Tz75JBcvXtyQYPhW0fpbdZRYDltV6zf/N3MLFustnIuLNlcmVS9Y8dxzz1FfX79gv8GNFMmJiQnOnj2L2+3mrrvuWtNa5lxEjD/3je/yz9/5PoFgCJPJhKYqqIpKJBJFxUA4lk6HN0gSBqMRQ4EHRZv3fUtGTI5C4lnrTDUNmrtHOFrvocBm4XBjJY93jNJYmr5o/XGVxhIHaBpToQS7ZooytA76ODTTZ1g/suYBHztnzPHOivTfXxsL4LAYCcVlDs4Y215vIhMhVqX0jaW20IRFTXKxbxokCbdj9reQXZSjY8SXiRRrwKG6Ei7OFOT6afPmiRpDbg3xWz74Wb76Hz9ETqXSRTRSsw9EBpsLObsXscGIpmRFe1UZNeLDbrdjN877HSoyCd8YkqYhqxLhWIIvnxulM1bIfffdx/HjxykqKmJycpLz589z9uxZrl69ytjYWLq9Vx7ZKiK5FoGE3M8Qh8NhmpubaW5uBtLFNZqbmxkYGECSJN7+9rfz8Y9/nO9///u0tbXxh3/4hzgcDl71qlflbAyC9WMlvYVXQi6D316vd06KdFFR0Zz31yv4vVBwOhKJ8MwzzxCJRDhz5kymRdpqWWtm28X2Tt70l59g2uvFbDbhcjjQVIVIJEo4EielzQS50wdEYUk5Rtvc+4ckGUhqBhRZzqTZAlzqHs2Y4lN7animZ4pS10yRTQ1C0QQuqwlNg1Asic1kYCqcYP9MdtiVIR9lLiuToXgmE8wbSSKRTpfWs8j0+/ZkOMWhmdnk/oCMw2zAbTMQDAW51O8lpWgMTM+mSncM+3BY0vfSQDTJvprZYLisaAzOZIE9e2MMX2TzpE3nUuu//eP/403v+ySKLBMPBzGoszormW3EI3Mz4QzZ372mocYCWOxOHFJq3nOnRnhqFIdBRZMMBCIJnhsI8KXLUc6cOcPdd99NZWUlkUiE1tbWTDB8cHAw78HwraL1mqalsy5Wqff6GuJcsV5av/m/mUXIdYr0fHJhUlOpFJcvX6avr4+TJ0/S2Ni44Bg3ImVaVVWuXbtGS0sLBw8e5MCBA2u+UPWI8WpvKN/67//lc1/9DtFYDE1VsFvMmfUfBpMZTZq9OFVNw1VSDmYbRjWJRZIz+zXaHGBxIFmc7Cl3Zl7XNJgOhjlQX5qpPnljzE+1Ox0EuDLomxFRuNw/nUmhGg/EsJoM9EyGOT7zvtmYPlctgz7KXVZCcZkDM2lQPZNhTAYDCVlNr1OSwG6zcueucoZCCj0BFZtpZt3xkBfzTHS4c8RP2cy6paSssrdW35dELKVkfjutA1OM+iKrOse5JNfC8er3/DX/99QzRIJ+NCWF057dp1ZCUufODhsLSkCbe93YispIRCOEpkZR41niJhkxWB1I8QCSpqBpEI/H+cRDV/l5e7ry644dOzh+/Dj33Xcf+/fvx2q1Mjg4yNNPP53XlKu1Gs31Yq3toaLRaE6jxhcuXOD48eMcP34cgHe+850cP36cD37wgwD8+Z//OW9/+9v54z/+Y06ePMnw8DA/+9nPRA/iLYZeOEsPfOdL69dyP9M0je7ubi5evEhTU1MmRXqxfeWb+c8UY2NjnDt3jpKSEu6888419wCHtc0Q3+gf4nf/9K8IR8IYDRImo5FgKDhTM0vC5ioke9MWu4OoZEOTk7gsoM3c9x0OOyZXKUnJQrnDMKeTQFv/JC84VM+F3ilUTeNCzwTHdqQ1ejqSZGepEzSN0UAso/WX+qfZWeYkIatUu9OZYFdHAhTazQz7ohybqQeiD61jNMDO8vT9JDET0C4vtHPXnmrCskSXT2HXTIr1RDCeWVKVkFX2VM9mCWavPbZajKTk9LYUVePRK4OrOse5Jpd6/43/eYQPfvYrxMNBErEINmcBSpauGsxza9dI1oJ0BlgWJrMVWZYJeidRIz6krGcBk7OIUMCHdSajLBiO8eT1Md73Py3Y7XZqamo4dOgQ9957LydOnKCoqIjp6WnOnz/P008/zdWrVxkdHc15MHwraT2svvjXVtX6LVllerW9hVfCWqPGfr+f5uZmXC4XZ86cueUanfUyxHrUOB6P09LSQiqV4vTp0zn74eoXz2pSa37ws8f4wGe/QiIWJSXLuFwFBAOzM7xmm5NU1g3TaLERVc0w06ZASSmYDTK2gmLi5tmS+51D09yxu4ZLfVM0VnoIJDTa+iepL3ExMB0hmpQpkTRMkoasSXQMe6kotDMejDMeiGEzG5gMxbmrqZRBb5RESmFHiYNwQuZYfTG9k2HqSwrwRpP0ToZx200YDQbu2lVGLCEDEmUuKx0jgbTZliTissqJHSVc6p0kocDBqkLaRtLtJdwWlcmZsUfj6Zv57vICLvROUVZoZzKYbtHw89aBDe9JnMuU6Td/4DM8c76ZUNAPgNPpJBJOf/+SwYTN5UbVNFKyAoqMpqaAmwXabLUhx9LnSI0FkJQkRqcbo8OFqqqoKkhhL9bCElIKyPE47/t+KzXFdg7OZAIYjUY8Hg8ej4empiZSqRQ+nw+fz0dXVxfxeJzCwkI8Hg/FxcUUFhauyShulajxZltDfP/999/yIU2SJB588EEefPDBnO1TsL7komPEUui/aUVRbtl7dzESiQStra3EYjHuvPPOm2aFs1nP4Lee9njt2jWGh4c5dOhQZr1dLljtEqmxiSle+odvJxwOk0gksFgsRCKzAV7J6iCRyC6EJGEsKEWbmTEORhNYTQZUCRJmVyZVeTwYp7HSjkT6maC2spTH2oe4o6mSS/1eAK4OeikvMDERVmgZmOZYQxnNgz4u9k/TVFZI92QYi8lIucuCN5LgSG0x05EE9R4nnaMBfNEEFqNE90SIfVWFTATjVBY5cNnMmIyGdN/ivmlkVctUkrbbbUD6+NwFTgYDfgAmfbPPN50jXqwmA5UuExd7JjneWMrlmYywn7UO8Nt3717xec41uUqZ/vaPfs7H/+HrxMKhzHWt6GbXYEQyWbHbrEQlA6gKmpzAVlBEMh6dsx2np5xINK31WipOKjiJo7gC2eLK6EI06MNZVEICE/F4godbR2gocfJHz98FpH/DLpcLl8vFjh07UBSFYDCI1+tlaGiIjo4OnE4nxcXFeDwe3G73qu4ROltJ62F1LRZh62r9ljLEa+0tvBJWa4ize/rt2rWLhoaGJcdoNBrznpYJaZEMBAK0tbVRWlqaqXCdK/TjXGkk8ZHHn+JdH/sCyUScVCpFQUEBiqJit9uJJxJYHQVIRgm72Uo8kURCwuGpJKHM3U9KlUA1UmiGYNZk4sWuYe491EjbWITQjMlMJBK4bGZC8RSD02Gaii30BFRiSYXGMjOlLhs2swm7xcj53mku9fsoKbBydTTIyYYSLvR5MZuMBOIKlwf9lDptjAfj6dZLfdNYpo0Me9MieKy+mMnQNFdHAjgtRiJJBW9k9vuWsxI1opoFSL93fSxAU4mVq2NhkCTqSl0ZQ/yz28gQv/G9n+J/f/HLOTffhGbE7ChEk1MocgoVSCVimfeNDjeFTidJRSMeDoIEBnthuhpp9hiTMZyFhcQUGWmmUqWmqsSDXkwFHjQMRKNx3vit8zz09udT7Lg5cGU2mykvL6e8vByAWCyGz+fLiKaqqrjd7oxB1tsNLBdVVXN6HeaLrbSGWLD10VOk10Pr9f2tlOnpaVpbWykuLub48eNLXsfraYhjsRjPPfcciqJw+vTpnBe0W80SqckpLw+87u2EIlES8ThOpwOTyYyqpgMfdocDyWRGVlRUVcViNmMqKCE5bzcJWcHuLsGkJYhLs8u8esd87K0tw+wsoGPYD0BL7zi7qzx0jYdIyAqaasBkSK/X7R7zs7+6iAKrGVWDIoeZztEgx3d4uDzgw2YxMeyPMRFK4naY6ZuOcbzew+V+LwajEW80xTM9U5QXWBkLxjlWX4wkSYwFYhyscdM+7OfqiJ9ipxVfJEHXRBiHxUg0qTAcUihxWpiOJImnVPZ4zAyHZJCkmWB6mrPXRgnHkxTYNraFUC4M8bf+5xHe/7f/hN1qQZlZ7mR3FZFIKdgcVhLxGK4iN+GZwDiAZLJiNhqwFRUTDAbSWWGSgUhsXiq5qpAM+8Btx2iYPVeRwHRa641mEvE4X3ysi93lBbxg/83BIaPRSHFxMcXFxbcMhusGeaXB8K1kiNdyzw2Hw1tS6zf/NzODHilOpVJ5SZGez2oMcTKZ5PLly/T393Pq1KlFU6Tnsx4iqWkayWSSnp4edu/ezeHDh3P+EK5f6Ms9Fk3TeOLss/zphz5LIpnEarFgMhlJpVJEwmFisRhWqw1Z1UgmU8TjCdA0TM4iDKjYjLPnVkLCVlSGZjARS6Y4umO2MFi5u4DO0SB7q2Yj92P+KHXFNvRZxm5fkmP1bk7uLGPIH8NmMnKp38sz3VNUFtlJKSrlM2uQ2of9aXGcinCk1o2iatR49BYMEYySxLAvmplxDMbSJjyeUjLVJfumwjTMpFpdGw1QXphOYRv2RTOFtkpdNqwWC8z8hkan/JnxX+oZZ8K/sWnTuTDEn/jSv/G/v3gcm81GKhHHbHNgsjlQ4hHkeLrIisXuIDUvOuxwOAkG/MTDATAakeYV0ppFIpKQUSNetKzWTKgKSiQAaDgsRgKROG/61vllPeDZ7Xaqq6vnpFwVFxczPT3NhQsXePrpp2lvb192ytVWEsnVGmJN04QhFiwLPUU6kUjk3QzD7P1rJXqvaRo3btzg0qVLNDU1cfTo0WXp6XqtIY7H44yPj+N0Orn77rvzUt19pSnTU1NTvPyN72Js0ovZZMBut5FIpvD7/aSSCSQ0MJpJJNMZAZqmkVAlJJMJh1mas0bYbHeR0gzEFImTTbNFlYxGAyarDVVWMq2QZFVjKhDJ9KSdCKfYX+nkREMpbqcNs8HAhT4vl/q97JrR3v6pMDazga7xEIdr3KQUlboZjR8LxJEkuDocYEeJE1WDmpL0+W0b9meCqvo9XVE1mmaKbyVklf1Z64V3VqafBwyShLvQRSSVPo7rYwHsM8uqUorK/22SQppruQ6fbbnKBz77JTQlRTAQAKMZR4GLeCKJloyRiKeD2eHI3Ocau8tNJBwi6PeCpiJZnRgcxbDAb0+1OFEjXlRl7vIqOeJHUxUKbOlleB/6URtj/thNfz8fPRi+d+9eTp8+zd13301VVRWxWIwrV67w5JNP0tLSwuDgIOFweMnrYatofS7qhWxFrd/83wxpoQoEAjzxxBNAftKm5rNS4fL7/Zw9exZgxT398m2IU6kUly5dIplMsnPnTurq6vJy/lYyQyzLMs899xxv/dDfEU8mSSZihEJBFE0iHp+N/KWYG4U2WaxgthNNysSSSexGDQMaZoczM9OalBVauge5Y2cFDqsFh7MAbzjO+esjHJ/pIwzpnr4nG9KFRZqKLUwGE1wbDxGMpegcTQubomrYzUbQNFqH/OyucBFLKTSVzRTjiqZTu1qH/JQUWJkKJzhc5wZAmRl3z2SYphnzOxGcNUglWe0WdpTOpnmXuOzYzEYK7FZiWT/B0bCSKcKlavCVHzzG5cuXGRgYWNbNOB+s5Xf0+HPNfP7r30FTVaKJFJLJQioeRdXm3pYs8wqpmCwWopHZAiUocnp9kZKa05sSwOn2oKkKmiJjjAcwZQ1X01SUZIxoSgFNpX8yxId+2LaiY9BTrurr6zl27BjPe97zOHjwIHa7neHhYc6ePcszzzzD9evXmZycXHD98VYSybWMc6uKpGD90JdDPfPMM/j9/nXRekmSVhQATyQSXLhwgZGREe666y7q6+uXPcZ8ryHWjfro6Cgul4vDhw/nbc3icp9b9BZUr3nXR+gZGkWVU4RCIVKyTCqrR6zdVUgyq2iiBDiLy4inFCLxJDYTaEoKk9mMZpnVhPOdA5xoLEMCju+up2PIS+fQNIdq3BlN9IbjlBdYAI06t5XpiEw0pTDoi9I66OXQzBriztEAbrsZbySZKabpiyYBjdZBP+UuK6OBWKYdU7EzHSS/OpzO/pIVjaaZgpxXh/2Uzmj8iG82oBuOzx7jRDD9rHOisYzLQ4FMkF/VYFeVO/O57/2ymfPnz9Pd3Y3P59uQNoFreb4IhiP8wTseJBmPIWNCMltASRGLJ0Ge/Q0Ybc60jmchZ2cCahpaPIyEhmYwzhmTxeZIt2jSNNTwNDbj3L9Tk1HCybT+BiIJ3vxvF1YcnNKD4QcPHuTee+/ljjvuoLi4GK/Xe1MwPPs5VmeraH0u6oWsdx/iXLCpv5nswlnAurZDWa5waZpGb28v58+fp6GhgePHj6+4p18+eh7r6O2eANxud06KaSyG/lCw1HkLh8OcPXuWd//NP+MPhZGT6crRZrMZTZGRDAZsViuF7uKb/tbocM9ZORpNyhQXOdnTWD/nc5oGF6/3c+e+egamZqsVtvaOZ6LAADdGvZzZVUFPQGXYH6OpNH0RRxIy9TOtGa6NzfYjVFUNNI2WmSqUA94oR2rdyIpGw4xJ9kbSN/TO0WCmbVOhPf2bGPRGMhWsr48FM8W5hrMEc3A6QlNFIb2TIfqmYxTZZ2cemqpmz0lv1ExpaSk+n4+LFy+ueGZyrazlWuy80cfr3/NRVEVGM1ogFUebEUZNnWsaI9G5EWPNfLOpMtpdICfT7bas1szY4vLsGJPJBInQNJqqYbWYkYxGkJPYpPS1l0gm+cHlYf7rwuqLmBgMBoqLi9m5cycnT57k3nvvpampKVN058knn+TChQv09PRkHmy2kkhux6ixIP/M7xiRXU16PViuBk9PT3P27FksFgtnzpyhsLBwyb/JJp/Bb73d08jICDt27Mir1sPyZohlWaa5uZm//sdv0XajH5vZRCqVvs+rqgaShN1uw+EoyBSl0rEWekjIs6/FUwpmk4mDe3bdtN9LXUPcf6Qh04kB4HLPOKd2zmaKXRvx8iv7qxkKyIwEEvjCcezm9H13LBDFZjIQScjsnNHxK4M+ih0WhnxRjtUXI6satZ7084Evkj6GK0N+ylxWYimF/dVuIJ0lJklpU9tYlg6Ej/ij7JmZJb4+FqSyKP1s0T8d5t69VVzonSKlaNS4Z58dNcPsvbZzKkV5VTWJRIL29naeeOKJFc1M5oLVpkynUile+sb3EAwGMJgsoCQzBbIk09zCc5phbpaFwWKfXV88g2R1oMkJtHgYu9UyOxNvdswZa8g7jjqTFWa120FVkJLp56yULDPkjfKO77Ws+Hgy45AkCgoKqK+v5+jRozcFw8+dO8czzzzDtWvXmJycJJVKbSut34qGeNMuXFNVFVmWMyKlV2xc6xe1XJYjkMlkkitXrhAKhTh16tSKZoWzyYdIaprG4OAg165do6mpicbGRi5fvpzXyOJyZojHxsa4cuUK//SfP6NncBSrxUQkqeFwOIknkoAEmkZKlkkmFSTJgNVqwWI2EZdBkeZ+9yajEZOjmI7eEe4+uJNnrg1lxnHqwE6ebO/ncGMVVwamAZAVFW8wQrHDgtNmQUaiZyKIxQBJFZr7pzlY56F9OEDzgJf91W46x0KMB2KYDOliGofr3FwZClDncTAZShCYSYluHw5QYDMxMB1hf3URHSMBylx2BqejtI8EcNnNhGKpjDkOxVMcrSumpX+aUX+UXRVF9E0GqXA7SKTSplADaopsBGLpGdFw1tqi57onKS6rpK6uDlVVCQQCNxWD0ItDud3unF83qxXIyWkfr37XR4hFI9jsTswmI6GZ9kqS2TonQixZ7Omo7xKYDRIzdppYyI+ryE1Ust1UhVqTk6jxICnb7INSJBTA5HQjqwZcFo2PP3SV5+0uo7xo7Q+UZrOZsrKyTG/veDyeWX88MjKSbiFmMGAwGHC73Stef7yeKIqyYOXc5SBSpgWLoadI69kT+oxtrqu534qlMsL0mde+vj727dtHbW3tqq5TXetz3dNVL+JZVFTE6dOnGRkZmVOoKh8sVVQrHA5z+fJlfnq2hceeawVNIRIJYzSllwFpqoIExOMJLAU2UNJmwWqxYDSZiBtunlg4sH8vbb2jHN1VS9eoj9jMjF9TTRlPdY5wcmcVF3omM+f2QtcI++vL6Z0MsavKwy87R6kutDESkhkPxLijsYyL/V4mg3FO7izjYp+XywNedpQU0D8d4WCNE99Akv+Pvf+OkizP6nvRzzknvI/03lZWZZa3Xaa7eTxJ796lx7vrCom7rsx7Ai09HkhchLhCEpIQGmAQF7gYgZDBSIMEGgFCGDHCDQwz3V3d1eWyqtJnpfcZmeHd8e+PE3HCZXW5zJrqS+21Zk11ZEScExHn/PZvf/d3f7/bqSKiAA+rgPDyjHBfc4BYRmY9WQABiyXWHeXReoKVfas4Nk0IeCufp7c5yHaqwOXBVopVRb9e9XXObibxuiQKik5e0VhKmXztqZP2WhqPx4nH4ywsLOBwOOxc39TU9NxNmWeJF7lmTdPkG77tn7C4vEIgEMQwTHJKpXNqarXiaaZWV/y6fA3q0h5fALlgFbb5bBrJ5UZwehuAdEwTPbsP4Q4Uzbq3NUUm4PFQMCQ0VeGPpnf4zfvr/IULPc/1uQ6KMhheBsQ1TbPnjxcWFigUCrhcLiRJIpFIEA6HX9vi+E8r+P3a/RpP8hauVoJ8FfE0K4ZEIsHNmzcRBIG33377hYthOPyCWNM0Hj16xOPHj7l06RJDQ0P293jUBfGTUGPDMJiZmWFiYoLf/3iSD+9PIAiQzxdRFBVdNzB0jfJMrz/cZKtHyrJCvqBgOv0IuorbUbls37pwlr2Ulfg/mlzkyrFOwGS4u5Xxkt3CzOoOxzoq88P7mQLH2kPkFIOdVJHtVJ6eYGWh303mbeQ4W1QRBUvB8nyf1Z2NZxUETB6sJWgPuVnZz3G6O0xR1W1/wnLimNxIEnBLKJphI8TTmymLhg2oRuW7avK7Od4Z4dFavEZAI6dUfrP5rRThEm1a1Q3em94AKovx8PAwV65c4d1332VwcBBd15mZmeG9996z59szmcyhIcrPmyB1Xef/9c3/gPXtHVwuN8V8lkymorYpSLUFl+BwNfx3bRIFfzCMotQmzUwqiUM4SIcaEAT0Yu38kFMrWKhy0RLx+c5fHX+uz/Ws4fF46Ozs5NSpU7z99ttcvnwZh8NBPp/n7t27vP/++0xOTrK5uXkg5eqrGS8zVyTLMrquv7E8ehM1URbOUktU2TJF2uFwvLJcD58MgMuyzO3bt9na2uLatWsvNXL0MgJeB4VpmqysrNgMtbLd06vQJfkkUa2yzdPKbpJf/p0vkkynS8rRAqIAhqZilL7vQDiCppftIE0KRZm84cQBeByCPSt6fmyEyWWrA/zg8TqdES8hnxuv20nRkNB0gzvzG1wZbrPPwzQhkc5xoruZyY0kumGB7eUtxL3lmD3+NL6yR2fYg2mCrzQm9WAtQUfYw3aqwLneKJpu0lfqEqulc57ZSuNxipaQVqlLXGb5xjJFxkqsrpmtpL132UrmuTzUyp2lWC07LKXidzvs9z/eVZk3/qNHq8DBncmTJ0/aNoHvv/8+H3/8MY8fPyYejx/qffS81/23f99P8PGDafxeH5l0inxVThNdPqjS9RDcvkYAu/4aFoQamj2ArsgEvB6g8dwEQcSUa4GhfDaNaeiouoHfAf/8C9Mo6uGDbw6Hg9bWVo4fP861a9e4fv06waDldlHu8pe9dA9zT3YY8bIzxIdtu/Sq4rXqEB+EFJdvwFeNGts0jDorhjJFemFhgZGREfr7+18a6T1MoY2ygbXT6eTGjRs1tKkXtUl4njgoEcuyzIMHD1AUhb2Cwa/8zhfxej2kU2l0XSttRiq/q8vjIVuUa5Y3hy+ILgiYSMiKxpljfWiI3J7bqDnW7ZkVLh3vY18R0Qyr6FE0nb1Emrawl91Ugd7mILNbKU50N3Nn2eocL8QVRrubmN3OEMtYaPGd5Thr8RyXB1u4u5JgZtPqAG8k8rYKZXfUx05apliiez3ezeAQBaY2UnRFvGwmC5wZaOLO0j5bJRGHoqpzob+Je8t7zJQUKJv8bhIFlcUdy37p8U4KURQwDJPVRJGmgId4tohhmgx3RLhXoobdWdjhz18YaPgdqpWRTdOkUCjYiPLy8jKiKNYgym63u+E9nhYvsoD/pW/7x6xsbOGWJIqFPILDXYMKO0wdw+XBKFOnRBF/KEpR1TANE5fXh1KoFdgqGCJQe/8IDhdqIYvgcIPTVbmWBAETMOQcfp+Xgm79pSDLeCQHquBG11TG1xL8twcb/E/nup/7Mz5rlDc2TqeT/v5+WlpabMuHra0tZmdn8Xg8tnp1NBp94Q7tYcTLoMblbtWnkUb1Jg4/nuYYcZRjRAfFk0ak9vb2ePjwIc3NzVy8ePGlhSirhSdflrGjaRoTExMkEgkuX75MNFoZp3kRBejnjYP2E4ZhMDc3x/r6Op3dffy9H/8BDF0n6PeRTlvAp8PhsAEQwM6d5QiEwhRxoZmgKTo9bU2IDom9fO3zFjb26G2L0tPdw8ePd+zHb8+tc3aoi0er+3icEkGfF1kp2/QJ7GZVzvZEeLSVwzRB1w0ETDQdmvwutlJFprdSnOyOMLWZoiPkYTtVZCtVQBQs4ayw18ncTobhtgALu1kuDTRxd3nfBmCnNlO0hyznCWepCM4rOud7o6zsZYj4PSRyiq1IPdQeYnEnjW7C8c4I95f3yt+y/bkm1+MYhoko1u43q3P58PAwiqLYLKTp6WlUVbVdEJqaml6YhfS819NP/Ltf4de+8Id43R5SqSQIUg2YHfB7KeRNdNEJgojgcOGQPEiShKJq+Dwu8oXa4ld0+0uNk9ooKgqGqiF6gkDlOhGcHtBVBCWP4fSWrlkTj15EEXxkiwpuF/y9X3vIT//Vi8/1+Z43PB4Pfr8fl8vFiRMnyOVy9u+0tLRkNzXK+d7r9T79TY8o3lCmv8pR7S1c7mbWx6tEjQ9CchVF4eHDh+Ryuaf6DT7vsQ6jUN3a2mJiYoK+vj5GRkYavsNXgRrXd4iTyST3798nGo3iCUX5/u/7pwiCgK5pdhHs9/vJZrMIoohpmEhuH5pSSZhujxe97lJ99HiV61cu0ifkWdlN1PxNcrlpdYus7qXthT+RKzIY8NAR8SGbAumCyr3FHYY7oizsWjPG++k8XqdEQdW5v7xHX3OArWQRzTC4MtSMopmEvE5iWWuRvjTQhIjAuZ4Im6kCI+0B5neyXOiLcn8lTmfEx2aywGapEN5MFjjeEWZuO2XbP0X9bs72NPEn05uYCJzqijC5kSBdUBnrjDC1kcAEBttCxLMWuiqX5mLDPhdfmtzku7/esGeRn/Sb+Hw+fD4fPT09GIZhF14bGxvMzMzg8/mem179vBSqz/7Lz3FrfBKXwyqGAbxuJ3lNtvwHXV4QQVcUQLWSmVokr1ZQZYffj+pw4XC6UAs5wGxAlQFLdVpXMTXZ2kBIlqBKMBQhW7R+v0xiH0ewyRbiKuZzuANOnA4XDkngh/77NH9urB2v62iXyXJBUKZNl9kmmqaRTCbthDkxMUEwGLQTZjgcfiXjI+V4GaGNbDZrX4dv4k93PIu38FejIK4+XjVFemxsjO7u7kOhOFcD7S8DbmUyGe7fv4/X6+XGjRsNgOZXo0MsyzLj4+Ooqsrly5f5uv/vPyCVTqOqGoXSeh8Oh0inMyAICAgEIlFyxdqip2A4arQR13fjvHPlPLIhsh1P1zw35PexvZ+2LRTLMb++S29LhEjAx8S6tT+4cqzDBsAnNpIMdzSxsJtheS/D5cFW7qzEyckq7x5vI6foiILAWGcYVYcbwy0ousmxtiArezk6wh5uL8cJeKzfsAx22wV0ukhvc5CddJGpzSRBrxNZ1Qn73GhGhsmNJJcGm2HX+jxNAQ+LO9a/qxjUzG2ncIgimmFgmlYX++JgZdznoHC5XLS3t9Pe3o5pmuTzeRsMX1xcrKFXR6PRZwbDnyff3344zY/9/C8jSg4KeWvcy+PzUsxZFpKC04tuGGi6DqX7TsBAUw3K5a7u8SFIBoLDhWRo1uy5ZM0gV4fg9ttdY0PO4PKF0HQdn89LQbPqCbWYI+j12iKlRVkm6HZTMJ0IpsF7c7t8+HiP68danunzvWhUg3+BQIBAIGCPvKXTaRKJxGsBhr9Mrv80j0d91Qvi5/EWfpVJsjpxgUWRHh8fJxKJcOPGjUO9OF82eZXpyJubm5w7d872Sz3s4zxLlFHj6hnmkZERwtFm3v1fv5VEMoWma2iKQiAQwOV0ksxkLGTVNPEGQiiagdvtxulwkM3lreLGrL0mrpw9ycfTy/jcLs4OdfFwcROAYz3t3FvYxjBNrpzo5U6VyMb6fprrJwd4fy4GWHYI+YKM2yEia0apM9zG3ZUETQE3/c0B4jmVB2tJLg0082AticshEvI62csqXOxv4s5qgov9UfayCl1hL6e7I/hcEqe7w8RzCn6XyGaywGhniJmtND63g9agB7/bybXhNu4s77G4l8UsIcFOZ+WW9Lor/84WK6jo3JY1WzTcHuHe8h53Fna4frzzmX+j6sJraGjI9tqLx+PMzs4iyzLhcNhOmsFg8MB78nkS5If3HvHzv/JbmIaJXBK2EB1OCoUCotuHqRYJ+X2kU8nKeTrdmGoVtVmUyJc6jaqmgCghuvyga7Y1lf1UTBsn1pUigktAEB0Ua6hRJpKaQ3MGrGLN60ZWiqiICIJOwCfyD3/9IT/1V44WOX6S0IbD4aClpYWWFitJy7JMPB4nkUgwNTWFpmk1v1MgEDjS+eOX7RAf9fm9idc/ntVb2OFwvNIZ4uq9RbFYtBlN165dO1Saf/kzv0we3tjYYGpqioGBAY4dO3bgd/iqwe9q4PvSpUt8/d/6R2xs7ZDJZBEFC/R2Oh2kMjl7rTYFgYJq4PF40DTdGqkIR8kbtWtMR3MT9x5vIqsa104N89H0CoIg4HE7iRd0dpJZRrqbkTUdpVRNFhSNvmY/91dT9vvcX9xhoC3C8l4Ww7TEniQBHA4JSRIYaQ/xOJbFQGA1XgAEzvc1Mb6W4GxJN6Q74mUjWSAjq5zqCuOURC4NNLGflTnZFWFqM0lPs5/tdJGlvSwhj4PuJj8dIS93VvZ5b36XsMcJaCztZq0GsAmrexXXhJnNpA3MFxSNU91RHKLIg9V9vjSx/tSCuP438vv9+P3+Bq2RtbU1pqamCAQCduH1SWD4s+b7XKHA3/zuf46q6XidDsoZXFdVK9drCm6X087lUNIKMWv39rKiWg4SuoaBgFBHsS6H5HJjlITaMAyUfBbB7UXHiSBUnp9N7iMGmhAEawQzky/i9Tsoajo+t8j3f2GK3/nf3j5SkPlJzJDqPdng4KANhicSia8KGP6yHeJsNvupHI96LWaINU17Jm/hV1kQV1O0FxcXuXPnDkNDQ/aMzmHGyySvQqHArVu3SCaT3Lhx44nF8Mse51mjTP+unmHu7+/nG/72P2J/fx9FlvF7PUiSSDabIZ3N1c6JSE7Lf1BRyeYL+AJBNMOkt70yS+N2OVmPW4tpXlZ4tLDKlROluS6HC6OUpG/PrnF5qN1+3bnBTt6bWufCQMV6aTORs+0VAB6u7vHOiQ4SeZX35nZsu6QHq3E6wh4UzbBniNbjeSQBJtZTRL1OHm6kSBUVbi7so5uwtJdjtCtK2OfC73HSGnKzGMtSUHUerCXQTQsNXtnP0VdSt57bSuEqLUTz22mbHjW/XTs7fHm4g3tLVmH/xxPrL/WblenVo6OjXL9+natXr9LW1kY6neb+/fu8//77TExMHDjX+qwJ8n/7zI9TlGVC/kqH0B8MWRTmUgc4k62d9XE7at9bcNV1Fw0dRBEkB1QpcvqC4QZalakUQJRQtbqkWyziFTUQRAqKjqHruEoYdTZf5E9md/mj6R2OMp6VPul2u+ns7OTkyZO8/fbbXLlyhZaWFlKpFPfu3bN/p42NDQqFp3ssHtV5HhRlCtWbgvhPd+i6/kzewl+tDvHe3h43b97E6/XaM3+HHS+ah3VdZ2JigpmZGc6fP8/IyMgTv8NXVRDrus7q6iq3b99mcHCQc+fO8T0//rNMzMyTTqcJBgOYmORyWWtOuIrNE21uxTAMirJidQoFkZxm0t0aqcE3e/t6bJHJjyYXuHS8B1EQOH9ikJ2kVUjOb+wz2lmxWTo32M77M5uc6AzZj2mGiaFrlBnHK3sZ3j3Rjt/j5NbiHsGSm8Pqfo4LfdZ+Y7tEk364lqQ36mMjWeBsT4RUQcPrcnB3JYEgiizv562un8fBTqZIV9SLohn0tgSZ3kqzvJ8jXVAxTGxbpnhOZrQ0XxzLFG11a1U3ONFVob97XU7W9q3P+UcTL+6AAAdrjfT396Oq6jNpjTzL+v2N3/VZkqk0bkm0mQH+QBDNxMr1poEo1fbigvXdRNFRZ79UOg9DhyplakEQMOuBM0MDTUPWau2bTNPEqZZo8ogIpolcyFtddFklli7wT37z+WwXnzeeVWW6DIaPjIxw9epV3n77bXp7e5Flmenp6ZrfKZ1OH/p4xJsZ4q9SlOnRz/KDfjWUJycnJ5Fl+VAp0vXxosk/Fovx8OFDOjo6GB0dfeoFfJizyk8K0zSZmJiwbSk8Hg/f8k9+mKXVdWv+SrCsoACCoRDZqiIo3NRCpm5mRHL7QdVZ24lzbqSPxfUdzpwc5dZsJTEYhsnHU4v8D9fO8kePahPG3bk1TvZ34HK7uLO4iyAITK3u0hUN2t6AdxZ26I56UHES9LnZiGfQDAMQ2EzmcEkCim7SHnSznSpWCW0UuViaJT7THuHucpzWgIf1eAGptOhtp4ukClaXOeh2kC5qXOpv4u7yHkt7WVuBsi3kY3UvR17ROdsb4eHqPpmiylCzj4VYzpodbg9zbymGxylZtKpScvrjyXX+8ddfPpRi4yB6dSaTYX9/36byeL1empqa8Hg8z3Tf/rXv/AzpdAZTUykWC9bGofzblzZILo/PtlcDcLrcNq26HKIoNc4PmbrVIUYgGI6QyaQpGhL1M8XWczUwnVCnVJ5NpQi1dVISC0cuFPAEHCiGgFMw+Z7fnODtYy14nEeDyL6IFcNByH8mkyEej7Ozs8Pc3Bxut7uGGveyQN7Ldojf0KXfRDnfP22tkiSpZj046hAEgd3dXebn5xkbG6On5+VVZ58UL1Ks5vN5xsfHEQSBGzduPHW+8FUVxDs7OyiKwqVLl2hqauJXv/BF/uvv/TG5XB7J6bAZP5LDUaN67fF6SeVqQbtIcwsZ2WAjlmSgqw1NkXH7fNybrwV8784s8/a5Ee4v1QKVDxa3eGu0l9X9HAu71ojG/cVtLh7r4n6JKr0Sy3CyM8jjuMyZvlZuzu8QDljr0v2VfQZaQyzv5Vjdz+CSrPnei/1N3FtNEPW7WEvkbWr2WjyHAMxupfE4RKa2UrQGXKzFC9YYVdIqlgGW9rL0NvlYi+fZy1Y0M3zuyppcBrwBmzEGIEkC8bz1msXdNMuxNAOtz2f39aRwOp0N9OoyW6xea+RZrqef+sX/wuTcIkqxQDgcQZaLePwBZN2sKXALdbm9bMVVDsHlLeX1qsccLtBkUHTcviBy0WIPmgeNTEkSgqZgOtw1a02xWCTgDVL+BUxdx2lq6IKTgqzwhUfbfP2Fbq4OHQ11+kVtl9xuNx0dHXR0dBz4OwmCUDN//LK59mVyfZky/WmcIX4tOsTPeoG8yhnieDyOqqqIosiNGzeOrBiG509epmkyPz/P+Pg4Y2NjnDp16pku3qNOkrFYDKVEhX7rrbfweDz87Od/ky++9xH5fIFCvoBS1WHM5asSoiCQV2oXwObmFgpq5fd+ML+K2+VAP0BNMBTw8fHcJpeP1VKHDdMkmy+QLKj2wlhUNDySSbU2hUewPBGXYlmWdjNc6re6yLF0kbM9Flr7YC3OUKsf3TDpCFliZZvJPAKmRYd2SUxsJIl6nUxupugIe9hIFBjtCKEZJsPtVrchnrcW//2sbKtSr+xXd0crJ1atqF32ZDzZ3cTD1X2k0ufZiOeY20o2fCeHEaIoEg6HGRoa4tKlS7z77ru2r+7a2hqqqnLv3j2Wl5cPRCr/7ed/i9mFFTKZNB6fH1nVkBwOFFmumQVS65YiwdVoeSTU2ypIzqqkaZJJJfD4/I32C6XnmpqKWcw0zASHQkEyyQRClSZ1MW8hxwVFRVZ1vv93Jp/h23qxOAxvwvLvNDg4yMWLF3n33Xc5ceIEkiSxvLzMe++9x+3bt19KefRlkmQ2m33TIX4TNUKZnxSvEvwuFovE43EymQzXrl070mIYnh+Y3t3d5ebNm0SjUa5evfpMYjtHLaCZz+fZ3d1FVVVu3LhBU1MT80trfM+P/VsUWUFTFVxVucvjqT1np7e2eyQ5JBSj8vzlzV029tP0dB48CpQpGoz1NFPvI3B7do3hrmZycqX4mlnbtX1/AdYSBUbbg9xf2UfRDDqC1gytaVr2faZpsp+VOdsbsZ4fzyGJluVSd8TL0l6Osc4QuxmZM70RsrLGqe4Ipgl9zdbnKufq6c0UEZ9V9LaHrSJleS9r+xk/3kkjlu6H9URlPzS7lcQpiZzrb+HW412Od0Tsv70sI+xJUQZZe3p6OHv2LO+++y5nzpyxfXUNw+DRo0fMz8+zv7/fcA0vrG7wc5//DRLxfQRBIJlKITjdyPksZlVxKzjdNdRnp9uDXOf64PceYHlY9Ro5n8Hv82GKB4O8pmliqkUcQu314fF4yKaTCFVFtFos4BSt1/idAt/721NP/7JeMA5DTO+g3+ncuXMEAgF2dna4desWN2/eZGZmxgasnjdeZoa4WCx+ah0lXouC+FnjVdCoTNNkYWGBu3fv4nK5GBgYOPJh9ucpVMsWENvb21y7do2urq4jOc7zRFmAZHx8HLfbTV9fH6Io8mBqnh/6V58jn8+jKDJ+vxfDMHC63DQ1NeNwuPD7A/j8AQLhJnTdwO2yvmtBEAhHmxuO1dLUxO3pZa6eHKwpvk4O9ZHOF7kzt8q5gVraeCjgQzB0HFJlI7awneTSgIUCHuuIsJHV6IlWkubcZoJQSTDj0XqcqN/6t6v0Hg/WrOS4nSpytjdKTtY42RVG1SuFb0/USoCuUmdxo5TwlmJZeputhOgtzQzHMkWOd1io7+xWxZZpLVm06WOzWykuD7VybzlGTtY4XkWr+tLk0STJ+ihbCZw4cYKTJ0/aAh6ZTIbx8XHee+89m179eHmVn/7cr5KIxwGQVUvNU9dUVLNu6TFqE5eu1/63LxBuuPdF1wEbQ9NAoNH6S3R57I14Lh2vzBwLgiXqYuhoclVSNnQCpbpZMDX++8NtW9TssOMwCuL6cDgcNDc3MzIywltvvcU777xDb28vqqrWUK6eBGQcFC+TJD+tIhtv4nDjWQGRVwV+x2IxPvjgA5xOJ52dna9kE/esIpqGYTA7O8uDBw84deoUY2Njz3z/HaXKdCwW48MPP8Tj8dDR0YHH40GWZb7h276bYqFAOp3G7/eTzxfw+XwEAkHyRQso9wcCiC5r9MhfVdhfPn/epkWXY7CrjfceLXJ6sJOgtyL8dO74ABMrO9x/vMGl4Y6az3n5eC/3H2/S3VRZa/KyRtAtAiYhr4uA10GqoFAuph+t7XOyywKm57ZTdiE8s5kk4HEQy8ic74limtASrBWgysnWOcdKXd/HuxkkUWBmO01H2INumBxrs957ucQIA+iIWHuDdEFlrGTVtJeV6Qxa+4yiqnNpsI3H2ylAIOSrHPePX1GuL8+1Dg0NcfmyxUDr6elB13VmZ2f5yle+UkPb/aa//1kSydLMtsOFIElWR1dyYlRbJUq1Vor6AUVtLlfHDnO5LSp09XOyGQRDxaxbUwSXB6E0j6zm03iqAHDVtNgpar425wml88vki2wlC/z6naP5jo8i19eD4V/zNV9jg+ErKys1NlwHARkHxWE4Snwa8/2bgrgqZFnmzp07bGxscPXq1WemhL5slJPX05Jk2fvY5XK90HzTUaDG5Q5h+TtzOp0YhkEyneVv/MPPoigKsiwTCPhRVQ1BENA0lWQ6g6oq5PJ58vkismYgCCKKqtMcCfM//t9usJ/O1hyrNRphMWY99tHEApeO9yGJAj3tTdx9bNkvmSZMLG8xXEJULxzrYmJtn6WdJOf6amkwdxc2uTjYwk66gKzDw9V9ekvIbaaocqzNuqGLqs5AqYCd2Uox2hHENKG1lBz3M7JlxxXLIokwv5PBKQnMbGcsKtWGNWO8lSpwolT0toW89vt5Skh6sJT0ZM2wi92srDPYbD23t8mPqlvWEVBLt/rSZK391KsKSZLo7u7mzJkzvPPOO5w7dw6/38/W1hZ/+e98rz0XLDhcoMs2RbqG5iRINdZLAKZe+99yfQENeN2uhsc0U8JU8giiVHPvitWdBMPAi2qJhDg99j1hKvkaSnY2mwVMCoqGUzT5B//18OeLygJ0h50k68PlctHR0cHY2Bg3btzgrbfeorW1tQbIePToEevr6+RL3fGDzvUNZfpNvIo46lxfLjbHx8cZHR217eleRTwLMF0sFrl9+zaxWIzr16/T+YRO6csc43mjGvgeGxujubkCWP/Vv/vPSKYyZLNZXC4nkmSp5ufzeXTTcgLI5vLkcnl8/hCappMvyrhdbr726gViqVzD8ZTSRN+jhQ2iQR+tkSCiKJIsVNboO3PrXBi0APD2aICJtX0KioZo6jUd6rnNOG8NtdIW8bOdVlmN57nUX9kPJLNFynh5LG39OytrjHZYe6yV/RwOUeDRepL2oJvprTQDLX4WdrMMtwZYi+cZ7QiRzKu2Jkm5C7ybsYDUakZYtfewq0pIM+i21lefy4EkCXbBvRGvfD/3l2Ikc7X58VVFS0tLjdZIa2srqVSKb//Mj7G5tYOmKkiSw8rvJYq0INUVvHXCWPUYmcsXbHCOCAYbKeKC04OpyqDrNUWxvy7PKNmkBcRJTvTyXLGhWa8tRbFYRDJ1TMAjmfzkH80fyXpwFAVxfUiS1ACGV8+Jf+UrX/lEVl/5PF8m1wuC8FW1jXrR+FQVxEepPLm/v8/Nmzdt/95QKPTKhD0OsniqjrL3cVnY69y5cy/kh3jYqHEmk+HDDz8EsL+zciL+K9/xvcT24+iqSiDgR5ZlCiUBg3A4UnMevmAIo6pDmMrmmFrdRZIkrp4ZsRfMwf4etKrn3Z1d4eRAJ20tzehVj2u6wdZego6Qm4XtpP34nfkNzvZVknjQ60bVLCVHsFSnPY6K39795ZhdCI+v7NsdX1XXwTR5sJagK+JlLZHnbE+E/ZzCme4oqYKVFHMlKpVFl7YW9LJy9OJuFlEQKKg6oyWE+PFORUSr+lLwOCXaQl7SRbUme6zsZex/P1jZYy9z+EJKnxQNXdgqpPKLt6fYT6SsGSKvF7PaHkkQoQox9gVKwI4gIDndiJ4AguSyKNFlRdID7o16mhWAXkq2plJAlByYponb42mYPc7lrO9fqkvGRjGDUKJZmaaJ09TxuZxgGjxYTfJwrdbi62Wj/B0edZKsjvKceE9PD2fOnOHdd9/l/PnzBINBdnd3bcrV9PQ029vbKIpiA3YvqzL9Jt7Es8RR5t76YrO7u/uVO1h80rHKexGv18u1a9de6L457IK4DHxvbm7azLQywP69P/Gz3H44hVwsEgmH0A2TVCqFYRh4fX6KxUrhIThcFOTK2q+oKgoONnbjXD09QihgbaIvnjrOZqJSBK5s7yNi8va546zFkjXndn9hk4FmLwG3g2JpxGo1luJMb1PN8xTdqBnBmt7YI+q3QNXNREVIayuZ51zp34/W40R9LvayMud6IuiGSXdpHxDxWoVewGPl9DITrOyrvBSzOsKr8TwDJcGsMiNsK1VgqCTYOb+dxlFa//fyOpIoMtAW5NF6wt4PbCXz9Jbo2Lph8t7M5lN+scOPmo5qVQ4RPQFujk+TL8rWfWSYNfm9GvyWHA7bi9jl9lj0aSwx1LLXlkZjjjlw2+ooAeK6ClXsJVmuZXJpmoapFvG4XTUMFUPO4qxKu05TwylZe+SiqvKjvzf7TN/L88SrKIjro8ziK4PhV69ebWD11YPhf1odJV6LgvhZv7ijSFpl1PPevXsMDw/XFJuvQoSqfBw4uCBWVdWmpVy5coX+/v4XvtAOM0lubm7y0Ucf0dXVxcWLF21auSAIfOZffo47DyYQMVE1lVyhaM8xuFwuUulKIYcgotTRYy+fP8NmLEE6m+fWo3mO9XZydmSA8YXGJFBUNBRFpc6rnpysMdDZbM/ylOPxRoyo34UkCrRHgzxa3efCQAUpnttKcnHASoamCW7JUr1yOyUGW/1c6G9GN+HyYBMtQTe9TT7O9UYJeV0MNPts8Yt4rjQnXPr/9RIiPL2Zwu+SSOQVxko0rXKRnyqoNoI8u53C67IWpHRRt4Q1sjLzJV9CgL1MkcEqcY0vT73aJPkkG4b17V1+/lf/G7Ki4nI6KeQtC4tyCI4q2pnDhSFIiE4PIGDoGoLkwNTVEpIs4AuGLRXpKmVKfzDUeC2LjhohDkPOI0rOmtm06hBMrfH+NnScJWqW3+dBLhbJFRVysoamafzQ7x5ukix/hledJKtDEARCoRADAwM25Wp0dBSn08nq6qpNuQLLXuVF1sQ3BfGbgOejTB8F+F2mSPv9fq5fv25fk89KYz6MeNKxyuNa9+7dY2RkhDNnzrwQ8A2Hm+vT6TQ3b94EqGGmiaLIe3ce8gu/8ttoqmZ1gfN5tCqBpLpJGHz+WlZbV3srd2dW0A2DWxPzOESJ88f7SRYa15hENs9OMkeTv9E3N+j3Uax7yZ35TUY7rfx4ZaSL8eU9/M7KOE1O1uhrqnQTpzfihL1OS+jSMLgy2Ex/c5ATnUGaAx5SRZUzPWEkUeBUV4jZ7QytATcTGyma/S6mNlM0+V3MbqfpinjZzymcLIHdzQFrJnZ2O2WPXTWVHsvKGidKz0vLOpeHWpjeSJIpqBzvqGjXdEQqIkWvakSqHOXv7KD795v/0f9BLpu1tDsEscbxoQb8FiUMpx+3L4AoOVBVFUEsFci6BqaJw+UBQarZIwiCUCO+akf19a2rGLoODg+63njdi6ZWA8yUo5hNYZomDoeDgqKhyFauzxUV/vvEVolaf3jx1SiIq6MMZJRZfdVgeCwWs8HwbDZLOp1+ofnjT7NeyGtRED9rHHZBXKZIb25ucvXqVfr6+mp+xFeFGj+pIE6n03z44YcYhsGNGzeIRCIvfZyXTZKGYTA1NcX09DTnz59v8EF8/94Uv/n7X8btcpLJZKzPVuraiaKIPxBEcjgQRMsLzuMP1SCPkiSysV9LlZ5f3SIYDnNmqLvhfCSni8nlbU50RqgW2Ohvj3JrfptTvS0175+TNQKSzlCz1xaiur+4TYuvsogvbicJlDq5a/tZvnasE1GQeG/Wmt1d3suxl5WJpWVuL+2zmy7yweMYbqeDvKzzzkgbggAjbQFW9nOMtAfZThUZ7QwhawYnSkWvo4TAzWylCJeEN9yleRdFMzjRGaUr7CYnm4RKM1QFRWe0yiaqJVShpXw1kuRBi97f/O4fIpNOY2CiaSpgIhhVFgiCYFkuOT2gqcjFAqZeET2rp0spmmnZJukagtOD1+ejcMBe+SAhLkPOwQEibAAuh4Qh5xrQ53w2hcMhkisoli2UZlHiZVVleivF7zw4PHr661AQ10eZcnXs2DGbclUWGlpYWLApV0tLS3Yn6GnxpiB+E88Th517qynSY2NjnD59uqYD8qo7xPX3jKIo3Lt3j/X1dd566y16e3tfakNZZoO9LCNsc3OTW7du0d3dXQN8A+wnUvzIz/8KLodEsZBDVhTb8hAEgqEwiqrhcrlwOBwIDjdFpdYKp6+/D73qu4ins0hON+1NoYZV+9xIP/PrMQQMIv7KWu90SMRyCiYmPnctgLC2m2Soyc2dhV3A0gYZa68UwePLMXuMKSdrXOhroiPs5/5qEtMUmNvJcHc5jiiaPN7N4pQkbi/H8bocmMBoZ4jRzhCDrQF0w7S7vl2lGWGphNQ/3skgCQJ5RWes2xqHWq7yHnY5JAJuB10hF0bVtjzgrYwFJfKV4uS96U3UAwq/o4onFcQ/+K9+kbWNTXQsiqymKjXpVnC6cbrcJQ9hS0NEKRYq12W1/ZIgWN1cJW+NUElOvP6gpThdJ56G6GiYKTY1pcYbuzq8vgBmMdPwuKmrBF0Wq9CEUq43wDTJFBW+55BtmL7aBXF9VIPhFy5c4Gu+5msYGxsDLGHh999/n1u3bjE/P8/e3t4zgZT5fP5TqTANn8KC+LBQ4/39fT744APbHigUapxReFWocdmKopyQTdNkfX3dTkSXLl3C5Wqcl3zeeNmCuFgs8vHHH5NIJLh+/TqtrbUG8cvrm/zsr30Bl9NBPpfFNEEzwe3xWiqTooNUJls5B1EiGApx+ewYF08dRxIlLp87w9ZeLS21vSXK7ZkV7s+tcLwzbPNnhrtbmV3fA2BqbY+3jvfai2HA58UE7i1scvlYR837eX3+mhtW002c6PZrk3mFEx0hRrsi+LwuZrdSyCWqlWmYYJos7+U40xvBMKEzYhWlkgB7WYV4TmZ5P0/I6+JSfxNNJVqW22FtwFIl24bpLatbXC28MbdVoU+FfG5iGZVkUSNYlRjdVTNHsUyFHnRzdss+z1cV9Qny3/3a7zA5M48girgl65oWJGeF8iw6cDod5DIZ0BRrtrh6pkgQbUpVOfSqZcpUixTyeQt5rju26wDxO8HhwlRyDVZLiA7y+UIJma79zhwOBw6tWEnBhm6fo67r/MgfzB3a6IGu68+svPvVCpfLRTQatS1frl27Rnt7O7lcjgcPHvDee+/x8OFD1tfXyeVyB343n1Ybhjfx1YnDLFALhQIff/yxTZE+SIjyq0mZTqVS3Lx5076/DsPR4pNYZ88STwO+TdPkf//hf0NRVmx7PJfLjd/rw+fzAwKyqiEIoGoaumHQ0dHJ2dFjXDt/ilDQT2dbC/dmVhqOnSio3JpcYKAtZOtkeN0uplZjAOylCzQFPbZY0oVjPWwncmzuZxjpqB3HEkWJpki4ppxa3M0QclVySq4o0x72crwryldmt+38O7GeIOp1oeoGvSWa9EYijyjA9FYaAbi3mmQhlmU1kefKQBM5WUMUBEtcSxCY2koR8jpJFVTGSkB2eTxsLyvbQpqqbhJ0O1lLaewkK6NAa1XuEws7KSKlvUSmqHJ3cffZfsxDjOprYG1rh5//z7+FpqqE/F7yJTEl0Qa/BQTRgaqolv+wINSoTVvPqPM5dlaB2rpKIZexil+xFuiQ3AfPp5q60pjrgVzB6g4bcqM+hqpYYIodpTnjQlHlvfk9prZSBx7rReJlhClfRUiSRFNTE5IkMTo6yjvvvMPg4CC6rjM3N8d7773H3bt3PxEMz2az+Hy+13pP86R4LX6ZV6k8WbYsKtOSzp49+0Ra0lcDNdZ1nYmJCebm5rh48SLDw8OHdmG9TEEcj8e5efMmPp+Pa9euNQjkyLLCX/72f0oilaZYyONwuqyOkK5TyOcpFosNG+LzZ04RT2W4MzHHvekFmpsi+INBXI7aBW2wtwethIbObSa4dKIPTBOtbt99a3qZt070cHqgg6n1ffvxh4tb9LVYyK3X5SCVV5jZiNNeZcWwmVYZbav8dzabIZ0vspeR2UrmOd9vobrzO2lO90QASOUVME0eriVoDbiY2krT3+RjajNNT8TL+FqSlf0846tJLg80IQoCTT4nC7tZeqK+UhfYeq+yt2FO0bg20sZwW4hbCzHE0lzNalViXNxN27XgcixDa6lLnFc0Pl6o9WY8yqhPLOlsjp/63K+iqSqi5KBYstgKhazfXXB5QXKgFPKVYtZRC/RYM0X1B6q7BwURUy2hzFWCHarSSIkqv5+h5Gvuc6HKn9As1jISdNFlWYJVF+qagoCV0LIFlX/xxfnG83yBeN0Q4ydF9fyw1+ulu7ub06dP8+6773Lx4kXC4TCxWIzbt29z8+ZNpqam2N7ethUn8/n8kXaIP/OZz9jAQvl/HR0dT3/hm3gtowx+vyzwVLYsCgQCNRTpg473qnJ9GWg3TZPV1VU+/vhj+vv7uXDhwqE5Wthr2wt8f08DvgH+xj/8QZbXNhFLdoV+fwBN00mn01aHKBisaV6MDA+xm0jxcG6Jjx7OIKs6506PEQ3X7gkunhxhecvK3Us7SVrDfkI+N/3tkRpbxoWNPY53NRP2u5naqOT68cWtGgB8uKuZOws7NWNRsmbS6q/sMUxNodUnMbedxjAh5CnPAusMtVrn93AtQWvQzU66yNkeSx/kZHfY0gnpirCbllENy37x+nALw21BzvRE0HSTkZJ+SHkeeGY7RbDUyW4JeTnf38zEesJWkl6L5+iOlgS50gUG26zXmyYMtlXAkj+ZenVCmgddR9/2vT9ugdMOJ+mUVTS6vD5rj+lwgSghGprdMRYkZx34LTSA3/WFr3Vswyp0q/YGZTeS6ijbOZlKHqGqKBYcbszycXWLsVZ5jYd8oYhYJepp6iqSYAImLhH+2W8dng3Tpy3fu1wu2traGB0dtcHwjo4OcrkcDx8+tMHwtbU1u0A+ajbYUeb6FxtQ+SrFyyatYrHIw4cPkWWZa9euPVWl+VUXxOWOS1nYy+M5wIvtJY/xvAWxaZqsrKwwPz/PiRMnnkjl+ivf8b0srq7jcbsxdJ1CoWD76wGIThe5fEVZsb21hYnHazXvMdDXw5fvTdPZEqE1Gubh3DIt0RDjj2upwHdnV7gw3MXDjXTDedybW+PS6GDNY4qmg2nglERO97dzp4SsRr1OtpN5+/OsJwqEvS6GOyLcW4kz0OSxacHT6/v4nA7yqkGmVAiv7uc429vEw/UkvU1+YlmFqN/FSjxPW8jDerLAQIufO8syIDC+luDyQBPNOYXuqI/2kAevS+JcbxMOSeD6cCuPd9LkZI2FmEXvOdHqZXYnRyxtzQsvxdIk8wrHOsLMl5DLvpYgsbSFKt9fjvHu6LNbcb1M1FOmv+P7fpK9/ThIDlwOkXKOKRaKODwBNDlPIBwlm64grm6nE7kqKbrdbuRqPrQo1cwFQ4kabVi/qanJRKJNZPLFA4W37NxnmqiyjOhwYpoGLodA9XiMIecQ3H5LiKtEvRKUHKYnVKJhGYimhi44wNT5lbvrfMvX9POVj+4xs7TGw7llBAH6utr52qsXePvCaSTp6Ynv05Ign4RsC4JAMBgkGAzS39+PruukUikSiQRra2t89rOfZWlpCV3XcbvdZDKZI7O2OXXqFF/84hft/35Zv8c3cfjxPOA3vLjaqWEYzM3Nsba2xqlTp55qT3hUloRPOpamaTx8+JB4PM6lS5doamp6+guf8xjw/B3ieDzO+Pg4LS0tnDp16sDv/sd/4fN88b2PME0TzTCQizJur4hRVewoai01ut4vNhwM8Cf3Z3FIEtfOHufjR/MYpklGqT3flZ043c1B8nrjeTxY2ODPXDrBn9SNCj1c3KK3JULY7+H+0i6CILCwuU/E5yJZoh0/juU53d+GieUKES9mS/ndZHIjwXBrgMX9Ig/W4rQFPexmZHqjXmIZuaQabbKyl0MSKorRmaIGCCTzKlNbKU52huiN+nFJIpcGmjFNk3O9USRRJOR1shTLML2ZIpmXQRBwOyufsTPqZ6MkKtYS9LC0a+11tCq9lYXtw+tcPi3qKdP/6bf/kKn5BRAd+DwuciXFZo/bhWaYmKqM5HSXRqasEJzuGmVnfzBEPl9rr1Q/LoUg2GrVplLA6wsgy0UKhUYLRMHhtt0qdDmHPxSmUJQJ+n1kqmyczEIGwWcBCyYmAqDJBSTJZc8/a4oMDje5osL8ToZ7y/uQjXHz3gSPHq8gKyrtzVHeOjvK//DOFYL+Z3NQ+LTn+zIY3t3djWmaZLNZ4vE4+/v7/MIv/AKf+9zn6OzsxDAMNjY26O5uHHM8jDiqXP/6/zJV8TIF6t7eHjdv3sTj8TyzZdGrEtUqx6NHj2hpaeHKlSuHXgzD89suaZrGgwcPWFpa4sqVKw0z1uX4/p/6BT689wCf10Mum6NQKBAKBpHlyuJXL8E+NDiIVvfd7pV8Xrf2kjycX+Gt0yOMDPRbBW1dqJKHSyd6GuQHzw53M7Meoy1cu0Ct7Ca5OtLJncVKB3V6fY9LgxX0O1vUuDDQwr0Vyzd3OV7kbI/VGc4pBr0h63ZZ2c9xotX6PIlcEUyTiY0kEa+TRxtJWgMuJjdSBDwOFmIZJBG2U9Zn20kXebybZWI9yb3VBO8/3mMzVeTuSgLNtCjXc9tpnAcUU81V88IRX+X6KCtrDreH+e07S6/MPgQqCfL3v/IxX/roDgYCIoZNn3J7vCiaiSZbCan+ftLqurr1qs+C44D7oA5FTibilip1/dMkyUKWS2HqKn6PC1NyotTNsqFruETw+7z2Z9J1Hb9UOV9NkRGxhNzyhSKX//ZP8o1/7/v4vfdu87tfucV///It/s3nf5uf/I+/zdd+8z/ld9+/99Tf4tOUIJ8l6ZQpV8PDw1y5coWf+7mf47u+67tQVZUvfOELNDU18e677/J93/d9rKw00iVfJhwOBx0dHfb/DupsvYmvfjxLUVy+1l4k/xYKBW7dusX+/j43btx4ajFcPt6ryvW6rrO6uoosy9y4cePQi2F4/oLYNE2Wl5e5e/cux44d48yZMwfe7x/ef8S/+g+/hmmYqKqKXCzicDhQq3K9LxCs+S4vnTvN4vp2zfscGxq0HB5khY8ezXOsr5Pr58dY2Ig1HLOnqxOHJBD01eaC1kiA9ydXOTfQVvO4oum4JYhnZftaSxcU+ptru9Fuh8DKfg7VMMmrhi1oCZAvWroRmm7SVGpMPlhL0BZ0s5EocKYnwl5W5kxvhO1UkdNdYRZiWYZa/ExtpWkLupneTlNUDT5ajBPLyNxbTSBKEvdWE2yni6zs5UjmK8JZS1UssLIoJ8BepvLdzm+ncEoiHqfEzFaC5VhjU+AoQxAEEok0/+wnf46irGBqCnKVaniuqNpFbyhUu8cOeGt/P72+/BBEu/i1H3LWvqaQz1rCWwdFXTEtFwqYCKTzjcWzQ5cJ+P0IVfeHpFVmm01dswXYJDT+xr/+Q/6f3/R3+eLNO/y3P77JH7x/m//4W3/AD//8r3D1//Pd/Iv/9DvI9XuKA+LTkO+fVWW6DIb39/dz/vx5/v7f//v8zM/8jG272dfXx8mTJ/k7f+fv8MEHHxzqOR5Vrn8tfpmjVJ4sU6Tv37/P8ePHn0u58VUkScMwmJ6eRlEUBgYGGB0dPbIb5nlsl3K5HB999BGKonyioNfvfeVDfuk3fhcBAVWpmN1nsjlcLpdlX+XyAiKnT4zw1vnTnB07zv3pxZr3uXR2jJWtvZrHZle2SOaLdDbXzlQd7+tkamWbOzOrXD3Zbz8uiQI7qTzpvEzA7cRRJz29lcwx2t1c89js+h7Rkmrl2d4mvjSxzrG2yjz5bjpH2c5wMaHQErAKr3hOQcBkLZ7nWLMLWTMYbPGhGyZ9LX5kzWC0PUSi5Eu4kSxwvD3IWjzPUKuf/ZzCWCkB97dYiTpWSnx5pWLFtJwo4ix9jurZoq1kBfGc20oRcDvQDIP1eI75V4QclzvE2Xye7/j+H8fhcGCocmmGDATJUZoRLvkRCiLFfCXpe3x+9OruryCQz9epSYoHLMr1KDLgkqihTwMHJs50Kol4AC0LQM5nG2acMum0bc1gmiZuQUPARC4WMNpO4HG7mVmqZToUNYPlzV3+f5/913zHj/wChQPULcvxaUiQ8OwFcX20tbXx1//6X2dgYIAf/dEfZX5+nm/6pm9iZmaGWKxx8/syMT8/T1dXF4ODg/zlv/yXWVxcfPqL3sRrGeV74nnzb5kiHQqFuHbt2jPPrb+qgnhzc5Pd3V18Ph+XL1/G7T5gROQQokwlfJaC+FmB73gyxd/+nh9BN3QcDqni6SqIuN1u3B4vguTE4XIz0NvDtYtnODUyRF6tPYemcIjxOnbY3OoWsiFwdrin5nGX08HjzX2Wt+N0RAM1+hkDnS2ousHceoyu5lqKZjToo7vusfGlHU6XrJg6Qh5mNpOMlfIswP3lPXpLqtNbGZVzfdbf5mIFWrwiumEScVrXSCpnFcxW4Wranduwz9of9DUHME0YKFGu20JWLioo1utnt9O25VPAY+WtTFGjL2z9e3E3Q0vQes3yXoa2EhheVHWOd0U43dtMLF3kS5OvhjZd3SH+pu/+51ASzPR4PSVQWyDc1IyhVPYomVytLWI2WzuaJH7S/HA56j2MAbfbZTVC6tSszbpiWlMVPG53g+8xgCIXEczaXK8oCoGqwynFAoZpks8XUB1+xHAHebn2GL09XWTyBf7P//Bb/E/f8c9Z2nzyXHfZuvB1z/flNeN5873f7+frvu7r+LN/9s/ydV/3dezt7fGDP/iD6LrOo0ePDvUcjyrXv96/TF08b9Iqz8Jsb29z7do1enp6nmse96hFtcrnF4/H8fv9hyKm8UnxrLSwnZ0dPvzwQ1paWj4xaa9t7fD3fuBfkM8XEATI53P4fF78gYAlpqGqZDIZ/D4vhWKRiblFPn4wTSAcxe/3ce38GMf6LPQ+pzQW6iePDzK7uk02n6e7qYI2eqq6zbemlnlrtA+AC8f72Ixbi+7C1j7nhypzBRePdbGwnWQ/la1RoswWFfqafHSFXExupkpKh5U5k+1knvMlT0JFM+iJWseO5TT78YIGmCZTG0k8EkyuJ/A6BZb3sghAvtTB9ZVEQCKlWaHyrPRu2kIwV/ZztsdhWZ1S1kz6m61jrsVzdJVmizYSObqarH+rusGFwTZWSqqVX35Fs0XlJPkd3/8vyOXzZDMWzTuTy1viWZJYI9svuty1gExdV9fja5w7Eam9XkXJ0YAiAxSLsiXcUTWTbDzhXneiYwoH0H+dHnLZRqN6rSzEIUrkCkUrFzuspNxx5X+sQYZ9Xg8zKxX7q9/40i2++Qf+DalsHTWsfI6fggQJL14Ql6M8VzQwMMDf/Jt/k89//vNcvnz50M7v6tWr/If/8B/4/d//fX7u536O7e1tbty4wf7+/tNf/CZeuxAE4blENMvA8sOHDzl58uQT6b5PiqMuiKtFqtra2giHw0d+3z9Lvn9W4Ns0Tb7+W/4hqXSWVNqyZPF6PQQCfgxdp1gsoshFvD4f2WyO5fUtPro/hdvnZ3kzxoWTI1wYs4S5xk4ca+imjQ71Mj6/xsTiOse7ovbjp4a6SWStwmp+fZfRPqsT1Nkc4v6i1XXOyypOQbBZVZ3RIPeXdrg7v8mxjto91XY8TdTnxEAgJ2s8XI7ZxaphmgRclabBdiKPJFrWUd3NFki+mFCJeERW4gV6gyKr+zmOtfiY2U7TF/UxtVVmhlk+9+txa91fjOUQgNmdNM0BN6YJQyXgfXE3a0tquKuMcftbKsB8WQMFIOR1c2fJKry+PP1qc/1/+d0/4dbdcQvkNXR0UwAEPD5fbQEsiGhVfsBur68yxwsgCBQKdTnxGcHvgqxiGpo1IlV6jbuOgVgOlyQgSI0AuOBwkYrHcTpq78F0KllqpAgomoFoaIhON2ASPvO1zCzWAjmZqvGu6aV1/ue/+0M8Wqh9jv1RSt/h657vX7QgLkc2myUQCBCNRvn6r/96fuZnfoZv/dZvPbTzO8pc/3r/MnXxPEmrTJH2er3PTJF+meM9b+zt7fHBBx8QCAS4du3aoQiGPS2eliBN02Rubo6HDx9y+vTpT+xWa5rGN/ztf8x+Imkry7rdbgqFIvlcRcmvtbWVbL6yULY0Rbk/s0gyk+XWw1kW1rf5v9+4bJm5V4XH42J6xUp4mYJCPFfg1GAX7RE/E8u19Ks7MyucG+6yi+Fy3J5d48xAGx6Xg5XSTO5uKsdoVcIFeLwVx+cSKY/nLO2mudRf6SRPre8TKqG446v7jHaEuDTQjCQIHGsPITgcvD3Sxlh3lAu9YRyiQG9QZC+rMBR1Mr+ToTviYXLTSpazO2lcksDMVhqvU2Q1nrfpXJ2lgni+ijbtqOIRlwtiwBbeGGoLkatSl35VYhumabK8vs1//+P3cDgkMA1ESQLTRCypi5pVYhVG3XKjqLWbXclRhwYLIoZWu3FyuhtRZMHhtqwSsOaMgkGrsNYPoNojOixVVF1tKHxNQ8dQFQLu2vPQ5CJu0bBsIwQRUymW3spJzl87IzN2/Bhq3XGLOvz1H/gFW+myOj4tBfHLnKdpmuRyuSObHQb483/+z/OX/tJf4syZM/y5P/fn+MIXvgDAL/7iLx7ZMd/Ei8Vhi2jm83lu3bpFPB7n+vXrdHZ2Pvc5HeV4VD6f56OPPiKZTNrCXq9iXvlp+b4MfLe2tj61W/2t3/PDrGxskUylCAcDBPw+CoUChaJir70Op7NhTc0pBoqqMT6zwPjsIiMDvZgHFD5er5X3DNNkbjPOtVNDCAKsx2sZQw8eb3B1rI+etuaaPcPyToKzJep0e1MQTTet7l5Rrhk/iqXyDLf42M1aQK2s6bQHK597aiNhi2bupAtc6ItytjeKJAhcGWymI+rjZE8z53qj9LRGaA86UUu+yy4UZM1gqNlLIqdwqivMdrrI8Y4giZzCWFfEEsZqsfJTuiSkablaWMfczlauwVyViFhZUMzrkkjkFMpKVXcWdskcslfuQVHubn7/T/0CgWDALnY1RUVwOJEL+dri1eGkWrxKNWt/c38g2DDu5nHWF67CgeC3Xp5PNzQcooAgiijGwWtKJlfAKGYbAXDJCQJIRt0+wDQxFEsRWxAEDFUp/V1ACjRjBCvibJFwiNnVzZq39Xo8/LXv+3lmVrYazuV1tFg8KMrr4Iue51GLah1lrn8tfplnTZDlAvWTaL9lMY0yRfqTVKSfFkeRJE3T5PHjx9y/f58TJ07YfoivwuLpkxKkoijcuXOHnZ0drl+//lTVtm/6+58lthdHEAQikRCFfA5Zlkvd2wq9JlBHWTsxMtxQCO1nZZa2Ylw7cxxPqRg5NdxPOldBGAuyyvz6Dq2RxhvNME3cTseBIkYrW3EuDHcRz1be6+7jTca6K3Nbw13N7GcVnFWF59xmgmCpCM7JGsfaA4S8Ti4OtOB0iNxdiXNneZ+wx8l6vMBGMs/91SQzu0VUU8DjC3K83Y+BlQg8KKi6SW/QQU7WbE/i0ZLKdGsJpd4qzRrnFd2mVK8mZLtjnMxXEkS6oOJ3O8irOku7FY+9+8t7JHJPpukeVpimyQ//+1/H7/NZapOAIUgIWMUljroNVh11yTR0BKcHweUjFG2ioBoITi+Cw4UgiHj9jb+1csDlK9TRqtKplKVIeQC6LDiclkiWKtcg0k63x/Y1zKbj9a6HFItK1bpj2slcNwW8x6498VwAiprJg8drfPtP/DJ6nXfkp6UgPowO8au0XfL7/Zw5c4b5+cNRA38Trz6eBZDe2dnh5s2bhMPh56JIH3Ss8qb/MGN3d5cPP/yQSCRiuzO8Km2SJ1Gm64HvEydOfOIa9PO/8tt8+cO7ZLM5vB4PyWSCbDaL1+vDqBoxuXzudE3n9/zpMR7XFQytrS3cmnjMqeE+OlssYLqvo5UHC7Ug7keTC1w53sN+upFZs7J9cCfoztw675zsY3ypQlvd2M9wrkph+uJwB3dX4nSHK7np4coeY6U8DJDMFnFKApcGW9hKFXi8m+HeapyCorMeL/Dx0h4biQIfLSXxedwITg+XBiJsZQ38ToH1EjCfLQk5eRxW7naV9id7pdw8v5OhtUSL9pdp04rBSKmrPb+dJuhxlP6dwu92cLwzysxWkoFWq3usGSYfzNU2CI4qfukLXyGZTlsODAAIIJaK1jrFaKFuLEkQBMvZweXFEwhR1EUr1zvdSA4HCIJt32W/5gDHCcFhdWvLoSqyJYt1QK5Hclj7ENMEvVqxXsAsAe25bAah7trXDMOegxZKn0sQBEwE/Mfftp934tiQbaFVjr7uDtK5At/02X/HbqJ2vvvTVBCLovjC7jaFQuFTm+tf71+mLhwOxycmrWKxyO3bt9nd3bUp0i8Th90hLhedm5ubDef3KlQun5Qgyz6IDofjE60pyvHjP/953r89TlGW0VSVVEly3+FwUCxUusFXzp9heaOyWDdFQtyfXap5r+NDfUwurmOaJh9NzNMSDdPX3sTSdrzhuE0hP4uxLMe7W2oeFwSBrUQOEROvq34htvzk6kGUeCaHxylxbrCNB8sx4nmVk50VilK6oHC8vdLRklWN9rCPu8txHq7FGSn9bSmWwSkJLO/lON0dJpG3kOGHGym8bhei5OBMd4StgoDHIZAoWt//fspaLJMZ6/taKQlqbCQq3eJyAZJXK/ZMC7tpmkozz4uxNMfaw2wn8yRyMsPtViI1TJP3Z2o3IkcR/+l3/oiN7dLmwzQRRckSzijZJNUsqGV/YVEiHG1CcPvB0DB1BVMrkk6lMNUipiZj6homJWukurmiekuuT4yD5o+qXm8Ws1YyBjxVNg6GYSAYlY2e4HCCrlh+xuXnyHlMw7D8lrtGQZTweNxML9cjxm5m1ywhtz++O8NP/Zcv1vz9T1NBfJSocX3Issz09PQLdQvfxOsRn5R/yxTpR48ecfr0aU6ePPlS12f5tYeVg8vA/IMHDxgbG+PkyZP2ff4qwG84WDPkeYHv8el5fvTf/EdSmSyYJmaVBV61knR7SzP3p2o3pIpZ5xPvcjK3bukGTC6ukcrlOTfSh9fTKIgIsJYocH6wveHxvo4WHi5tMtgRbfhbtqgQDdTmjLvzmwy1hWgN+5jZTGCYIJi1jZV0vkBZckQzDN4aauXucpz1eN7eF0ysJxhq8aPpJv0tVkc74HayvJ/HMEW8bicX+1tIyXC83c9yUiXsFpnZSuMSYWozhcchsryXoztivb6/1C1eimXK7kT2HLJumAyXOseaYXJ5uI0HqxYY0FolsPkqGGFL65v80a1xvG53yfXBJByJVjq4B4LfAoFQBMHpQRJMTEPF1GSK+axlpaTJmJqKrumEo82WLWNVJ1c6wILsIPqzeVAxDLiqNERMtYjLZX2vPp8HqkaxBDlrN6tFUcRU5YqtI2BqKqZhXS+SN4SjZQCAgtp43Kxs3R/b8RTf9mO/VCMc+2kqiF9mLc1ms6+0ID7MXP/a/DIvqzwZi8X44IMPbJ/cw6DnHWbiSiQSdtF548aNhvN7FaIeBxXd6+vrfPzxx/T19XH+/PmndtM/uj/Bj/3cL6MqCsVCAa/XbVNKPF4foVCQgZ5Ohvp7kHWTU8eHuXrhNNcunObc6ZMNs0PBUKT2fHb28brdDHTWKkcCDHR3UFR1NvdTDLRXkuGFkR7W91Ks7iYZ7W2poeKM9LQyvrTNlWO1N8t2IsvZ/hZWYhWa9cTqHl3Rijr1vcVd+pr8XB5qY3I9gbtqjSj7SMZzMudKFKuCYqGQm8kCAiaZgsrCXg6HJDDQ7OdMb5TtjMpwa4DNrEmzz8lKQibsFollZHpLghpNASu5zG2nkUr3hac092yaMFCaPTrb14xYNQPTVLUR+PL00RbEyXSG//Abv49TkmxKvCEI9hwxUDsz5HAjuH0IWB1cQZQqXsSU0eDazZth6BblWpSswlgQUA7wGq4XwoISsqvkaxSpBUGwvZHLocnWTHCmjs6sF7MW8iwImOX7Utcw9Kpiv/T5BAx63vrzvHvlIlrd/TU2PFBDof6pX/sjbk1WBCBe1FbmVcfLJMkyZfooC+Lv+q7v4stf/jJLS0vcunWLb/iGbyCdTvON3/iNR3bMN3G08SQRzTIFueyTexgelC+jal0fsizXFJ31KtevyuKp/jjPC3zn8wX++nd+xlaTDgb8FAoFBEEgHInicDrp7mhleKCXsdHjDPX3cvnsSW5cOsu71y4yu1Rrh3Tx9BjxdCXf5osKS5sxgsFgw/7v/PEBdpI5xhe3uHKi1368KejjweIWiqpTLCp2ZxXg9EA744s79DYHa4pdwzTRDZ32sJ+8bF1Pa/E8lwYrwPr6fpYL/c2MdITJyzqTa/v4XNY18Wg9QbRUpHpK+fbRWpKoz8Wj9STdES+P1pPohsnsToaOkIeOsA8TGOmMohhwoiOIqpv0BK33DDis84hlrHyUyCm25/FaotIpNUpU4HN9zaQLlb1TvIoB9t70ZkOn8rDju37oZ3A6JLKFovXdOj2kqkSy6sFvJAdIDnLZDGDatPJyVLs/IAgWYK5ajh2CywOCWANS26+jsU4QHE7rtXUAeP3okpxLYwoihToWtqUZY90nhln6LKZpF/tCyfpJEAQETCIn3+GdS2fZ2qsVLw0F/MyuVlxMbk8v81O/9kf2f5fB7xftvL6qeN3B76PM9a9NQfwscZDypGEYzM7OMj4+zujo6HOpSD8tDqNILdsZ3Llzh4GBgScWna8iSVZbMei6zsTEBLOzs1y8eJGhoaGn3qixRIJv/kf/HKdTolAo4HQ5yRWKuN1uXG4XuVyOdCbL8sY2ra0tPJpdZOrxMh8/mGZ6cY27s8scH+zjypkTSKJEb1c74/OrDcfRHR7GH69z7dSw/VjI7+XholXkZQsyeVmhOWQVr+kqGvH9+Q0ujVgbkOaQjwcl+tSjpW06o7U3qaYbdvEJFgob9kh2MjVMk4GWAHcWdgGBibU4ox1WMfp4J82ZUiH8eCeNxyGyEMtysjPEdsqya1rcyzHSHmByI81aosBuRuZCX5TmgAcTGGwP2kkTIOS1ku5KzFpo84rGQNR6bCmWsQ3uZdXk0lAr95b3qb5kyl7EYCVJTT+66+lvfe+PkUxnKRYLoKtILjfWCZahVsmmUglun4XsVnkQUnet1VOswFKCBGy/4WAo3GC5VE+hKoddJOsyzjLSLLkarnFTUxAcjgMpV6acbXxN1UyTocoWMCIIZN0tbOdVWpqaOXdiyH6O6Kjtfpimyff/+/9GrmhtCD4tHeKXKdwLBQttP8oZ4vX1df7KX/krnDhxgr/4F/8iLpeLjz76iP7+/qe/+E280njeEanq2N7e5ubNmzYF+bA6EWVV5pfN9/F4nJs3b+J2u59YdL4qynT1nmJtbY2PP/7Ytkh5lj3S//rt/5RkOkOyxACTVRW/349pgiwXUWSZjZ09CkWFm/cmmV1c5e7ELB/enyRV0GhvbeH6hVOEg35EUWB9v9EiaHR4gHvzG5wZ7qlRkK5uvt2bW+P0gAVoH+9tR9GsP27F0wx3RG0AvFCap3m4tM2l4VqQJOxz46ljj81vVrRBwNK0SOUVMkWVZF6xO8NFVWewVKxObSYZaQug6AZDrdb+oy3oRjNMhlsD7GZkmgJuPni8z8X+KHKpKJNLn8fpsd4nKVv3wEo8T8Rjrf+e0sjWTqrAQKlzPLed4kJ/MxPrcRZ2M4ilNvbCToUptp8t8mjt6MQDP/dfvsDD6cfkc3nAtEaZVLkmF7pLQIE1AuUFVUYo5VShLgcKJUHK6iiUrZsEMFUZQRLJyY1gmGg23jdCqYwxlTwB2w9YaFCdxjTB0DH0xplro5C2ivjqx5S8ff+YuqUvgiCiCQ6SziYKmsm1c2N2/j4x3I9R97l+5tf/mEeLVgf/T0OuBwuwPMqC+Chz/ev/61RFvfJkoVDg448/JhaLcf369UM3gX7ZgljTNMbHx1leXuby5csMDAw8cTPwKgvisghJJpPhxo0bNDc3P+WVFgjxv/ytf0I8kSKdSuPyuBEwMTQVWZbpbq90dEVJZL2O8nz65AlyBZm5lQ1uTz6mrbWJsWPDDZSu0yMDLG5a9ksfTS5ytVQUnxruo1glMrGbyBANeDk/3M1C3bEeLW7R1xpmqGTLAFBUNYIeh3284Y4odxe2rTnWqtdOre1zrs/6Pi4PtfPlqQ3O9lXmjWVFsRfzZE4GTJJ5hdPdFl1ZK3WOUwXreR6HhKIbHG8PsbKfJ13UmN5K8dZgs40O76atQnE9rSIKAvGiSW9TiRJVOlYipzAQ9eJxirgcAlPrCQDmd1I4Sr/r8l7WplKlCgrjK7U2VocVf3zzLjfvPECVLVQ2FA6jK8UaupPgcOLxeBGdbkuEqu7abkhWdSE43JaKZFXkZM1CaqvoWT5fo7qkpQBdSmSGgapa6O6BKpaAqVtFbePjKoZa21E21YI9NycIAihFBEFEMHQWiyF24ikeLmxw9ewYXo+bmbVGGwaf181P/pcvA5+eJFmeK3qRyJU8qY+SRvWf//N/ZnNzE0VR2NjY4Nd//dc5efLkkR3vTRx9VOffskrzxMSETZE+zPtGEISXysGmabK0tMTdu3cZHh7+RO2SV0mZ1jSNiYkJ5ubmuHjxIoODg88ESHznD/wED2bmkItFAgE/gYCfQj5HLpejp7uzxnu2r7enhhp68vgwkwtr7Own+PDBDKpu8v945yr7yUzNMXweNzNrFoX64eN1Bjpb8XtcjPR2MF3VadMNg+XtPUZ6WplYrV1PHy5ucfl4N2cGO1jcSdqPz67HaA5aucHjdLCZyPFoeZuOSCVfpPMKx0qjT4NtIR5vp+itYog9XN2jtQSYP1jZpyNsMbDKUiMTGylCXgeP1pM0+13M72ZxSQKqbqCbJqIo8mgjxTvHW0nkFTrCHma30zT73exkFYZaraKhzPhaT1ZyTcmRiVM9EWTNQDchU6x4Fle/Do6ONp0rFPg//u0v2Wwor9tFIZexRLPKezdBRJaL+EMRa/a2XsCq7r8FqZEir9Yxv0TRAZpcEr+yXi863E+Yia9ce5lMGkGUkFzuJ17nwhP2AUKVZVTpje3xL7AKddM0MXWNbVcPRUXl1uQixwf6aAoFUPTG47VGgvzDn/0dNN34U5Hr4ej1Qo4y1782v87zKk/GYjFu3rxJIBB4JvrPi8TLFMSZTIabN2+iaRo3btwgGm2cd6mOV4Ealy/yW7duEQ6HuXr1Kt4nyNXXxzf+vR9gemERt8tZ8oGzqGEAxwb7WF6vUHRPHz/GVqyCWPp9XiYXa+lTqqbz5QdzjPR2EPFXzkGqE1K4NbnItVPDzG80FnePN2JEw4EGtFHRdAJuJ9Nrdb7G63s2dVqURBAEFneSXBqqpWdv7qc529fMvaUYgiAQS+ZsT+OlWIbz/dZvuRbPcb7X+vfsVgqvU2RuJ8NoZ5DlvRxjnWEmNlN0hDysxS3bhaDHSUbW0QyTdEHnxrFWEjmF/mY/qYLKaAmVbo9YC8p23rBnmyJeEa9D4P5qgp6I9T0VFJ0TXZUkWW3PcBT2S7qu8x3f/xNQmqlxu1ykU0kA3FWiZILooKgoJVRVgGpUVnI0CmzVFcgHzgqV/7+UKCVJsrsF1REI+Gpfp6uYgogkHkwrMw0VoUZ0o3yaLpBzjSJ+WkVgyzBUa+ZYEHA299lP+XhqkavnT6MecE8rOnzu928xs7rzqUqSL2PDIEkSHs8BPpNv4k08Icrgd7VK840bNw6FIv2k471IDlZVlfv377OyssJbb731RB/fcrwqynRZPOt5gG+Af/Off4P/8rt/jIiAw+kgm8+TyVjdXY/bTTZb0VJobYpwZ2Ku5vUub+36my/KLO0kiYQC9LVG7MfPnThGtmpUZXZ1m+7WJsKhRiZJtiDTEQ0hHvC9PlrcxFFX5GQLCp0RH6ZpcmawnVi6QFHVafbXWv/dW9zmdG8TmaJKQdG5vxSjr2RnqGgG3VFrzdIM01ajntlKcaIjSFHVGWkLohkmAy1W/j7dE2FmO0NP1MvKXg4BgXRBJ5HXGOkI0RHyMlgqhKOlDm+qpCuSlg26g1beK6oG/REnd5fj6FV044C3UkyqeuVzHJXV4jf/4x8mncla9okOp73nc1bP9zrcOF0ecpm0levr2FamUdfprfsJD+oYG0Ip/5f2BV6vF5+v9rqyz6N6L2GaGIaO3/sExXRBxJTzjQC4IKDJhYYOtCnnKjPKgjWvLAoCmuBA8EYAmF3dorm5hXimUQCur6OFmbVdfukP77x0ofmq4jDGo46SDXaU8fr/OnUhiiLLy8uMj48zNjZmqzQf1bFeJEFubGzw0Ucf0dnZyeXLl+1h/k+Ko0aNTdNkZWUFgOHhYU6dOvXMN+dn/+W/5w/e+5CA10symURRVFSlgma6HE4621ro7+6gtSnCbqIWCT53+mSDSfvIkDVbOb++i2rChdFB+rvaeLTQuLDriIz0NoprDHW18KXxx1wd7Wv4m9/n5mRvS8Pjj5a3uXa8m/mtpP3YxMoOYU/lGhIE8DkluwDbSuY5V9Ul3tjL2IrUGwmrWM4UVU5VFaYAhmlgmtAd9bKbkTndHWZ6K0XQLZEqaiQKKgXNQDUMBpqDnO2JEPRaiWY9YX1fkiBwoTvAaGeYrbxpi3JVX/PVfn9F5Wjtl777R/818WTaToxa+ToQJOTSeQguLw7BsJOcz1+7ONYjxG6Pp5GyfNCGsjrx6WppxvCA+/OAutfUFNwHdGy8Xi+CoWOqMp462xGzNEtUrZ5pvZflwYgo2t1oU3JiYuDsOG4/bzuZ50Rfd81HcTsdzG7E0Q2Tz/7SH/6pSJJlxPjT8DnfxNHH84Df6XSamzdvEo1GbZXmo4oXKYjL52eaJjdu3CAcDj/1Na+iIN7b2yspQXufC/h+/+5DfuinP4cgCGQyafK5XM0s56WzJ3E5nfR1ddDZ1kJrS3PNZxkZ6ufh/ErNe545Mczj9R124mlW99JcP3sch0NiZTfRcPxUvkhR1XE5a9cahyQyvR5jsKOpoXga6W4llSvYoHU5Hi3vcO14Fw+XY/ZjE6sxRjsq+UhAIOCW2EtbucswTXzOihjZ+PIeAy1WgTy+Gqe/uWQPZVj5bWozScAtMbWRIuCW2Cm5RLSFPMSyMie7w0xtpvC5JeZ2MmylC2g6XOxvsmyVBFjay9IR9uKSRJp9Di72N7OSlJEF63vfzlWuyaXtynf2uIodNrWRYCd1sNf9i8b7tx/wwe1xRNOAkmBpmR0llunQTjdut8sebyrP29ohSiURrkqY9ffYQT7B1WuEaVAsFmtsqOy3dx6wt9ZVivITGGi6CqaBq74ednoRBAFNkRtsmExdxTQNBFGyusSSExDw9IzZT3O7nOg4iNSB8fkS9/8nf/3LxDP5T0UOfN1niI8yXv9fpyoKhQKyLNt+fvViFYcdz2vFUJ7LnZmZ4cKFC4yMjDxz8j/KJFmmbq+tWYbh7e2NxeWT4gt/cpOf+/xvEvT7SCSsxdjtcdHe1sKVsyf52uuXmV5cZSsWZ2Vzl96eHnaTWXq6Onjr/CkunxljaTNW854Br5cH8xXz8lxB5v7sCmODB88A7GXyfDS1xFtjAzWPR0MBBEHg7vwaJ3pa7cdDPg8Ty7vcnltjrKe2KNY0A7PKNgcsMawWn7Uoi4JAJODl7uI2HeHKJmJqdY+oz0pQsUyRc70RwJoveud4G+f7LJT5dHcYt0Pk7WPNZIoag61+pjbTBNwSqmEiawbHO0Is7GbpiXqZ3U5jmjC5leLRRoqJ9RQRrxPdMBjtDJORdQoazG6n2U3L9DdbC81GSrXR8r1i5bqZ3UrgLG0M5rdTtgXEYcTK5g6/+ftfxudxASb+QAC9lOyCJVRfcHowdRVFrvYfrrsH6pKCTuPiaxr1SdPZUDQrmm5ZJdV1BzL5OuoTVsc5n8vWItuAXIWyF7PpSi0tiBglFVVTKTScj2FoFeRYVzEMHUFy4mqxlOMjQT/LsQzT63sc76ncb8PdrdZ5Azcnl7g1u/GpSJIvM1f0aU6Qb+KrE7quk0gkiMVinDlzhrGxsSO/T56nIDZNk7W1NW7dukVPTw8XL158JuAbjpYNZpomi4uL3L9/H5/PR1dX1zN/b3vxFN/2PT+CQ5JQipZ4kiA5cLmcXDl3iktnxrg3OUcskWJ1axeny83s2i7NTVHOnzrBtQunaWlpbXjfejXeDx895t2Lp8kVGwUSB7s7mFzeYrSvoyZrnB/pZT+d5+HiJlfHavcJqm6ytJPgwnAjc0AQwFNXXO+kcvbM66XhDj6a2+JilcDW9Eacs70VRp9HAkwThyTQ2+Tj4kAzkiBwfbiVodYgl/qb6G3yMdoRYiNZ4FRXiOnNtCXKZZpohslIW5CdtMyJjhAP1pPsZxVmtzKc7IzQEnDT3xpE0Q3WMzr3V+PoBvSWOtWpgsZwu8Ucixd0OkLWdVZQdHrClXx2mAC4aZp81w/9NCbW/lFyeSiUbJEkhxO5WERweS2KdI14Zm23t35+GFGy7Q3t59RTrKmlQZfPx4ne+H4HhSAiF7KEgnW0XamiFaIUciBUXRflIr5UMNccW1MB0/YmxtQRRBHRG0DwlubMcRJLWzPMUul+83tczK5bTMl0vsjP/+7t/8vnevh05/vX5td5WuG4u7trKyQeO3bslXzhz2PFUKZ1lelJLS2N3clPiqMqiOup20+yXjooHs0u8g9+6KdRFIV8Po8kSTicLjRVYWt7lwfT8zVKkh63m+Uti6a8vh3j44czuHwBCqrO9fMnaQpbRVNvZyvFOi/i5kiQLz2Y59LogO25C3D6WC/LpRnhW9PLDJWshdoiQcYXLPNzTTdIZHIEfVaHb7SvzX7//XQWn7uSNM4Pd3Jrdp0LdTTpx7EsxzuCXBruYH4rgaobtAQqr8srmi10AbC8m+bqcCtF1eD+8j6z22lmtzN4nBIP11Mk8iqbyQItfjcDLX5OdISY2UrTE/WyU0Kj20Mey2+4K8J+VmG0I0xe0eltDhDLKBY9ShBYTyk2zaitVKRniirHS1ZM8ZzKYKv13WoGNiUL4Jd/7wNmZ2eJxWIHKrY+T3z7Z36cbC5HPp/H5w/UIKlFWQWnpyR+Fap5XT1yL9QlHMOsL5ilBkr1Qf6+iKUEZ+h2USyI0oECWV6PG9M0arymoe7eNg2E8liUy1uzJplanXWXUsSUqwpv3ZpFF0QHrq4TjB0bRC8pf87vZDhzzFJK1evUQP/dFx8cuULoYcTLzhAfZWfvTfxfK3K5HLdu3UJRFFpbW58LwH2ZeNZCVdd1Hj16xPz8PBcvXmR4ePi5lGOPig1Wpm6vrq7y1ltv4fP5nvk4iqLwF77lHxBPpcgVCsiKgsfrw+9xkkqluf1gEsnholg1O9zc0oJpwn4yzfj0Y3aTGe7NrnD51AmG+6zRpO62Zha3GgWfNuJZmsJB2iKVbq3f42Zi2crpDxY2ONnfagOU+5kKC+r2zAqjvVb+Pt7Twtym9f5359Y51lkpZHtaQtya3bCLyXIkcgrDLV6GOyLcXbRmlRe34/jdlU7lXipv562ZzSRfM9pG2Ovm/bkY2aLGzHaG3UyBiY0kd1firCcLbKaKXCqNUxVUnbHOEFNbaVqDLnYzVvHvKwl7tYYsKrbXJbGXVaw9gWDZMg6U8neqUMnXUX9l3KS3inYerBo3+4NbE0xMTLC5uWkzuF40/s9f+E9sbO/idjjw+Hx43ZWZYa/PbxXDSgHR4UQuVvKg11PHRKgDqw8qaOu1Qg7K/wgiqqpiqsWa91DUxj2NszQ/nE6na3VN6s7FVCyxR8HhqtE4MYrZ2nPSNYwqRqSpKqUxKQlv/3mGejpZ2bWE5zYTec6fGASgtzWMXrVn+K8fTLKXbgTrX7d4mVxfpky/Stulw4zXpiB+UhiGwczMjO3nFwqFGmf6jiie1YphZ2eHmzdv0tTU9Fz0pPpjHTZqvLW11UDdftbCOxZP8Nf+7veyu7uHbhjohomua7Q1hVBLi9Dl86fZrpoVvnTuNMlMZb7I5XLyeGOXTK7ARw/nKMgao/2dxAuNi9iJwT5UTefu7Aqnhnpsv1nJUVsIre1n6G+PMtTdWqPot5vMMtTRhMflYGZ9v+bxsR5rdsrlkFjeTQKwuLVvqzrbYRhMrVfmjh+t7nGyO2L/9/2lXQZa/Ay3hxAEEU3TUXWTVKFCl55cTxLyOpjaTDHUGuDOSpxUQaWg6nSFPbSFPKwnChxvD/B4N4skYAt/lT2Uy0qS6yX7hYysc6IEBMSylURXbTnRUuVLGCglydGuCFNxE0EQePz4Me+99x737t1jeXmZTCbzXPfRr//enzC3sEzA70NHJJ/LkC97TguCZXGgWedWqKMrlUWVys816uaF630EhXpPQ8BxkP9weRNqGgimgShJB9KvAPIlu6VcLourPMtaZZ1kn4uSL808152jWqxQp0uWUVaRXDp3QwVDtzoqrQOsJmrpayuxDF2tUTZTtfTr5Via33p/3N7IZrPZV7a+PU8cBmX6dbebeBOvJj7pOtja2uLDDz8kGo1+ogjlUcSzFKq5XI4PP/yQQqHwXHO51XEU4Hcmk+HDDz/EMAybuv2sxzFNk7/wt/4RS2vrqIqKyyEhCgK9HS1kc9Y6NjLYx+2HU/Zrjg3082BmseZ9mlta0XSdu9MLLK7HGOntoPWAxsDJoV4er++ysr2PIIl0t1pF5Jnj/bb6PsDESoyzA+2cGuxieadCFTZMk/10lqDPjbuqK2+YJkVZwSlZ29rWsB8TuLewxcme2t9pfieN3+OwC+5kTma0auRpM5HjXF8TEZ+L0a4oizsZEiWrI8PQwTRZ2M1yujtMVtY42RlkM1nARGA/p3C2J8xWsoBpQn9zgLV4nqFWPzPbGdwOgdV963td2M0iCgLLezl7Rrkl6LHPsamkrrWdqhRkqSrfoJ2M9e+g18l8wsDp9rK5ucnNmze5desW8/PzxOPx59pb7iVS/PJv/gGGrpHJ5pCLBfJVv0tW1jCVAggCHl9t4VN/u7rruvMNwpaC2NAx9vsaiymhah9oqkW8Pp/12oPcIcr/b+g1e6SGvGpoCKLUOJdePSblcFnNCF2tGp0yEYxSl9jlxdvWU/Py+wtbnD8+gLtuVEzVDX715iy3b99mYWGBRCLxSrQEnjdeJtfn8/kjd5Q4ynitC+JCocCtW7fY39/nxo0bdHV1vRK/3nKUk/GTjlcu1h89esTp06dfitZ1mEnSMAymp6eZnJzk3LlzNdTtZzmOqqr8xb/1j9na2cXj8aCrCqoic+XcaTa2LZXHcCjIxGwlIfp9PqbrhLMunz1VoyxZVFSC4Wa8Hh8jfRVfYI/bydRKRVXy4cI6J/o7Gexus62WyqFoBqqms77XaOHwYGGDG6cGGjxl786vc7K3hXNDHexnrCIulZM5VqXYCFb37mRPU81jyWwFKTZN6Ax7WdnLEssUGV/ZoytiJa+J9QRRr5NCSWgDwOsSMU2rEzy1laEj4sUhinidIj6Xg1RB5WR3mJltK/HNbqdxSiKzW5aN03aqSHfYSoiB0mzxyl6W9pLa5fp+pdCs9iVciWVwO0SSOcUS4Oof4vr161y7do329nbS6TT37t3j/fffZ3Jyku3tbUs04wmh6zo/9gufJ5lOWTQ3Q0V0OO1E5g2Ea0SztCoREK/PX5O0HG5v3QxYY/FZT6kG7E1OTVS9j2noGLpx8OyxINYgwEohC6KEx+M9eMOtqSWaVN3hNAVTlKreq3a+2Cj9WxJF9oVIzWuzBYXBni5yB8w2fXluj+bmZhKJBHfv3uWDDz5gcnKSra2tl0b6DyteVlTr00qhehOvJnRdZ3JykqmpKZsiXRbQfFXxtL3F9vY2H374Ia2trVy5cuWFReIOmzJdDXxfunTJpm4/657i2z7zY0xMz1ve7YZOJpOhu6ONx8sVS0RPXecvWDcr3dfdyf2ZpZrHcrLBSizDW6eO1TzurhLd2omnUTSdntYoq7Fkw7lNrOwSqae+ArFkllP97Txa2q55fH0vxfmhdvrbwtxfrPwtkcnV5JCR9iCyXMv6ub+4TU+VynQ8k6cp4GFmK8V6PMeFUvf38U7GtlzMFq33mN1O43WKbCTy7KSLSKJIa9jLyc4Qi7EsogARn8vqHHeFiWVkjncEa4Q0yyrWW1Vq04NlBep4js7SuT3eSREq7Qd20wX6mgMcaw+zmymyq3m5fPky77zzDoODg2iaxvT0NO+99549NpfLHSAUWRXf/n0/zt7+Pg6nC0ShlFutvOULhHEYqp1nC3Vzvflq8BtqusfQWHAc1DEWDwK162jVhVy2pkiuDq1qZjmbzSA5XRYtu77rDJjFLNoBex9TLfktV+uHqEWbzWXqCqZhIIgCq2qo4fX7WZntRONM9835XZz+KLIsMzk5yVe+8hUePHjA2traawOGvyz4DXxq8/3hGPYeQtRvTHd2dpiYmKCjo4PR0VH7B6q2XXoV5/Qk1LhYLPLgwQNUVeX69esvTRE4rIJYlmXGx8efeF6iKD71pvtfvu172NjaxuV0UCwWMAyD1qYIj5dXODkyTCjoJxwOk8laN7wgCITDYeZWN0lmrJlVh8PBUp0dkiAI7KTybMQSSKLItTPH+ejRHOdHj/HxTK0f8aPFDf7sW6dZ3cs0eLu1N4UoaiDGa/8mCgLzG/t0N4fYqPM8TOcKxLO1xcW9x5uc6G1ndjPO8fYA87sZ1uJ52sN+dlLWQr4Rz3LlWCd3lvY509fMR/PbnO5v49F6Et0wafI52UxaQiCnuiPcXU3yaC1B1OdiciPFYGuAR+tJmvwuEnmVpb0cbx9rZmEnS8jrQDdMDBOrm7wc52xPmIdrCc71RhhfTRDxOtlIKSzvVRJNb3OAnVSRnXSRvuYAq/tZFnczNAU8xLNF9rMy14+18uG8BTJ8NL/Nnzndg9frpbu7m+7ubgzDIJVKEY/HWVtbY2pqimAwSFNTE01NTXaHAeA7f/CnWFnbAMPA0C103BQkQMUXCFU8BMGay6lKSIpRe18HggFS2QI2B1wU8bndFIpFBEOzxUpqQ6BQqKcaNXZ3OcCj0DqlWp9h0zDweyXyqlY/3Vw6J6lEva5HlHVEXcWs8kI25QKG6LS606ZhqWo7XTjDbWh7tdd0UYdLJ/q5O1srOuNwOHgcV/kz58/V/C7r6+tMT0/j9/vt3yUSiRyZiOAnxcvMFeXz+U8thepNHH3kcjnGx8cRRZEbN27YDKtXCX5/0vEMw2B2dpaNjQ3OnDnz0hTu8p7CNM2X6oBXn9e5c+doa6sdA3qWPcWP/Owv8cWv3ELVNFRVLSkamwR8HgZ6OmlpihIOBckVFa5fPIsgCLi9HnbjGVxOh01Z7ezsZCOxUPPe/X09fDy1xO2pJS6NDTO1uEZLJMSDx7XAeSyZ4eqpYZaqbJPK0Rr2M7m8TVskyG6dbZOmG1wa6eZeaXSqHHfn1nlrrJ/Vvcrzt+IZrhzv4fbCDs0BN/M7WVTd5OJwJ/dL9oS6YRLwWLoxnRE/qYLCQGsFCFjYTuF1ShRUnXi2iIDJ8l6Oc71RHm6kuDzQxJ2VJOd6IzzaSBH0OOmKeGgJuOmOepnZSuN2CMialVf8bqsYLM84x/NW0bmRyNPT5Gc9nqOoVq7H7miArUQe04ThjjD3l6zzHmgL8ZVpq3HwpakN3h3rwul00tbWRltbG6Zpks/n2d/fZ39/n4WFBZxOJ83NzTQ1NRGNRm1tjS99dJc7D6fQVBXNEKxcLjrA0PD6A+TzBTAr+d2syvVOtwdNrQC+gXCEnKwhlOa1MU2Cfh/pHKBrluWl5GgQrTxotrxxT1B6rL5LLAgWYF097qQWwOlFOOBesApy88B7UdQVDIfb3iMYuoagqyC6Su9bRHD7wOG2KeTl6GyJYEouYqlaFkU04OE37y3zmf/3n7PpxfF43P5dHA6HneubmpqeWZfgMMMwjBc+bi6XQ5Ik3O4nqHy/5vHaFMTlqF7kT506RWdnZ83fXwfUeH9/nwcPHtDS0sLly5cPZYN6GMk/kUgwPj5OU1MTly5dOtAH8WlJ8lu+54d5NDtPKp3G7XIhAlfPn8btdvHRvUdMJRfp7erg7uRj23swHApgOjzkCkUi4SDdrVE6Ozr50r2Zmve+dOoE9x5bwg+6YXBrYoErJ4+xnWgUfgoHvHwwscTF433cqSsgthI5thNZro31c6uqkD5/rJt7C9sMdzYhClA9mtnZFARRYidVi2DmCgUCHie7aWtRVjSd1oDbLogBJtdinOtvY3I9jmHCbiKLQxTQDJNHa3FGu5qY3ckwvhqnM+xjK1XkdIuPxKqC3+VAM0wGm33cXU1yvD3IUixPQTM41RXmo8V9WgJudkozRuV1vzxrWqZE7WdlhtuCLOxmyBQrSagt7GN13/r+BtuCxLNFzvQ2Ua1j8qWpDf7M6VpajyiKRKNRotEow8PDKIpCPB4nHo8zOTmJrutEo1HSeYUvvv8xuqZa9KFS8jJNA7cvQD6bQXBWOiWC02UJbZTCNE3r74KAqSnougFVfw9GmmxLD9M0cbi9uD0e8rlKYj0ICRaqfRArj1rnJ7nqiuPGTWcul8XlC3IQtmZqCqYqI7p9ta+VnGj5NGKgGaFaylpTQLI2ToKpYZpORFHE2dSDGrc2f0Gfm8n1fYJeF36PuybpKwb82/9+iz9zfrjhd1FVlUQiwf7+PjMzM6iqSjgcthNmIBB4JbTSl+0QvymI30Q5qq/Xzc1NJicn6e3t5fjx4zUMq9ch1xcKBcbHx20V6cOYhS9/xpcpiJ8GfANP1Qv59d/9Ev/2P/0GuVzO6lqrCmdGR+hoa+bj+xOkMlmWN3bo7e5mdbPSbT175hQzy+u4nE6GOprpbO/g7txyzXs3R0KMVwln3ptZZqCzlZ7OFjaStZ1ksDQxfB4XQdVNJl9ZG9sifibW4hyLBImnc2ilz9Mc8jG+sIXT6aAj6mc7Ucnr3S0htuIZJFGo0Wy4v7BJT3OYoMdJPGfNfC7tJPC7HZbHPTC9vs/lY11sJQvsJ2Xi2V3626Ks7OdI5hUuD7VxdyXBRiLPxYEW7q0m2MvKCJjM72TwOEQSeQVNNxhuDXBnJUFn2E1rMEBe0TnfG+HBepLWgJvHu9Y5zu1kcIgCa4kiTV6ReMGgI+xjPZ5jbscS58orOukqqnT5Z20JekjmK4//ydQG//QvXq65rgRBwO/34/f76evrQ9d1kskk8XicpaUlJicnCYVCRKNRvvuH/zWZdAZRcmKURqAE0QGSZHVlXX7M8tyuINawu3QkcAgIogNTVywWWa7SJZVcHlIli0ZME4/Xhy460A29RrTS1A9Iygd0dymJo1bvaR0OF3rdc3VdJ+iXyBUPKIgxMdQiksffsJ3QVBXRWcsCMZUChuQo3cOmVdQLIt7u4+SXHtjPyyoGc1tbjPZ3MLNSuXfaIn5+7b1H/J3/+QZNQR+BQIBAIGD/LvVNikAgUNOkeBVg+J9mR4nX6qzz+Ty3bt0ikUhw/fr1hmIYvrqosWmaLCwscO/ePUZGRjhz5syhXaAv0yEuWyrduXOHwcFBzp49e2Ax/LTj/NC//kW++N7HJJJJvB43Y8MDuN0ucoUiX7l1D6WE/rW1ttjFMMDpsVFyBYvmk8rmmVnZ4tHyFt1tTZwYqCiBp4qNdFEdAZ/XYwtilWNssAdZ1bgzu8K1kwP248PtEbuA/mh6hbNDlfdPF6xibWErzqWRbvtxhySyvJviznyt6AbA+l6aK8MdpKqKzEcrMU5XUad9LicuyfIiBNhO5TnfV3kfWbVUCHXDpDVgIWsP1hK0Bd1MbCQZaPZZStMeBy6HyGaqSHfEx/J+gYt9UQZafKzF8wy2+JneShN0O5jZTuN3SezlNZs2XRbWmN9JEy4pXsdzFXRV1gy6oj6WYhn2qyjUX57aeCorwOVy0dHRwcmTJ3n7KrjZpQABAABJREFU7be5ePEi4XCY7/6xnyWeTONwOqnxMxJE5Lz1O5hVdOmgv7JhFN0+TNPA1GRMtQimQS5bC0go1bZJgoBTsuaTEUSEsie1eMC1XD+LRFXhrCs1f3c5DlrmBNRi/uD7t3x/1CVWSbJmh1Fru9WmWsTQKjQyU7e8id3NlWtztL/TEn/LFjl9rAJOuBwii7sp7sxvML5QOx4A2Ej/2NgYN27c4K233qK1tZVUKlVDez9qevXLimp9WilUb+JoouzIMD09zblz5xgdHW24vl4lGwwac2MsFuPmzZsEg0GuXr16aMJw5c/5ovk+kUhw8+ZNPB4P165deyLY9Em5/sP7k/yTH/s3ZDMZZFnmWF8XvZ3tLG9scufBFKkS0+vqhTO1xfDJE0w+tgBqRVVZ2tyjqIPf5+XMsT6k0rp7YnigQfAomcuzsJ1gqKtWifpYTzvTqzus7MTpaY3ikMoqvU7mSvaIjzdiXDzeU/WaNjTDpCCrhLweqnNTSzjAym6Si0O1qtOabtAV8TG9XplHTmSLjHZFKt9ZyUd3L2vtZ0zTUpku58+Hq3u0BKy8tByzCuCNRJ5zvVFLS6Q7zOp+nlNdYeZ2rI5wV8THBwv7XBlsxigZXPS3+MkUNU52hcnJGmOdFgW97HYRK4mIabrJSOlvj3fSNlV6fieFzyUR8bt5tB4n5LP2CJuJHPPbqYbfuzokSaK5uZmRkRGuXr1q77V/9Bf+M5u7McCscYYwBQELORZqQGhv1Yysy+Ozxok0xerIGjrZfJHq8PmqaPeCQLFYQDBUq6h0uq2cL9XtM8BymDgoDB0MvebZlgNGY+RyOTyexq6lUdrHGiWBrcohLVDdyKdrz8bU7aaAKIqYuoYpgCm5cfqs76OnNcLspsWOVE2xZoqroJkUFY1f/tJ4w7lIkkRTUxPHjh3jypUrvPPOO/T19aGqag3t/ai1Rl4m13/ax6Nem4J4b2+PmzdvEg6HuXr16hMX+VedJMsFsaIo3Lt3j/X1da5evUpvb++hdmZetCAuK14uLi5y+fLlpwqRPAk1/rnP/yb/7ld/h2w2Q3M0SntTlHuPpigUiqSzlQ7u6RMj3Jucs/+7rbmJ+9O1VKmRgV72klk29lLMru5wbnSY6xdOsbC+23DcgmYws7JFazREuOThJkkii1V064+mlrl0wvIarrfwWd7epyXsZ7Svncebldfcm99goD0CwLmhTmJpi2qkqFqNinU04OH+4hZNvtpFN5bK4pREREEgGvDw8fwWx9orCWBidY+mUvG7FMtwoWTT8HAtwXBbAN0w6YpYCSDgdlBQdUbbg0xspOiKeBAE2EoVySkGWVmj2e+kKeC2LBo6Qmi6yfFSIozY3sQW2mqaMFwS2VrczdAcsArl3VQBpySSlTWWShRqsOaMpjYaPR+fFIIgEAwG+dLdKTZ39xBMHU3VEMsFouQCtQgIDTYLmWwOp8eLx+u3Zmqr54MlZ4N9kSzXJk2nu4TImobVaRYdeA9IZAdd4Y7qTrKmlOaOBOQDZoSEsoK8Unt8h4Bd2BqqzGgVMFL2YDSUQoPVcVmF2rSeiInFIOg5fhLAVhkFGF/aob3Jmjvqawmhlqyf/v0f3j3gU1WdsyDg8/no6enh7NmzvPvuu5w5cwav18vGxgYffPCBLaSyv79/aMBhmd75MpTpT3OSfBOHG8VikQ8//JBsNsuNGzcaqL7l+GqB36ZpMj8/z/j4OKOjo5w+ffpQOzPPKtZZH9XA99DQ0CcC3/Dk8ajJ+UW+5R//EMlUGqfTxZWzJ3k0Pc/a1g6nRoZIpCzGTsDvY2Zxrea1St3WoTkc4uHjdZLZAo8WN+jqaOHC2DCPFhvBvbGhPrb3U+wmM5zoqxSrkXAlr06vbHO+pMg/3NmColUOeKsEgLudDqZXK1aOs+sxLo9YxXJ7JMCD0lzx/cVNuptrxX2SOZlTPbWg+L3H2/S3WM+7NNzOnYUdzlY9Z2YzYdswKZpBd8TKR/GczOluKw9vJ/NIolW0ehwismZ1dE91hS33CYeIYcJGssBoZ5CtskhWKddIJfeDtGL9Xiv7uSrbx1I+qsr7BUXn/EArj3fSNfsBeH77JY/HA5Kb9+9OlmjMTkQ7w1kaH2XxyGrwu6hqOF0uguEISjFv5fpqqnLd9Z2ta4iIDidq2dpQlcE0EJ0H5PoDAHFPlXCtqam2hVKmrggvfwbDMCjm0lQX20KV/aZpGLw1Urkm7fuqJNhZHaZSANO0xvVMHdMwMIFQ7wkAulqb7D340k6CiycGAAvgKY++/fIfjyMfoJBdHeUmRRkMv3Lliq01cufOHT744AOmpqbY3t4+VDD8ZUW1Ps1ssNemIPb7/Zw+fZqTJ09+4o/xqmlUoiiSTqe5efMmgiBw48YNQnW2Mod1nOf9XGWrp0KhwPXr14lGo099zUGF92/8wZf5gX/5OXL5An6vl+MDPSyuWlTPt86fZnVjm+ZohP6uDoKhAF1trbic1oIxPDxY6pBW3n8vU3tzPphbpmgIvHVquObxEwPdzK6WbA8294gGfYQDPs4fHyCWrKVRP1rc5OrYAEux2jmiVK5IaziA21W7aGq6gWmYOESBnWSlK7mym+RilV/hcGczyZxM2FO7edhO5DjX18yl4XbmSyi1pmqUF9SCotEXqSzKy3tpxjpDXOhvwu+SME14uJ7kdHcEhyRyrifM3HYaj1OkI+RhcjNNR9iD0yEys52lpymAIIAkCGRl6zoobwZ2stb3u50q2D7EatVGob81SMjrxO92EvJVKD6DrZXr9EuTtXNbT4t8oci//MVfRZZVHCX01jAMEB0IolVoQl2yEkQQHajFAsVivkEtut46SZAcDV3YYp1IB4aGqigN4hvSARWxp+4awNARHY4DAaKyD6VhGghV5zA21F3zvFw2hyjA6YH2WlqXnK/bbBqItlqmJcYhiCL7upcLJwZY269ct6qm09thqa8KVUIvv3dnjp0DxgeeFKIoEolEGBoa4vLly7z77rsMDg6i6zqzs7N85StfsVXF0+n0CyPK5fXiDWX6TRxGuN1uent7eeuttz7RkeGrURArisKdO3fY2tri2rVrdHd3P/2Fzxnl9eh5APB64Lu/v/+pgPxBuX5jO8Zf/Y5/RjyVJhTw0dvRyp0Hk4DV1b11/xGhoJ/ernauXjxL0O+zXQsunz/N/EptsdXS3FSj47G2vYfXH+T0cC9uZ2U9djkdzJYA8WxBZi2W4ERfBy2RIA8Wat+zzArbjDeuhcvb+1w63ks6X7vHeLi4SVdTkN62qD0qpWoGAbfTXvfO9LcztxlnbS+Nz1VZdw3TxCXCSEeEO4+t/cjD5V3aQpVcup3I2JZ94yv7nOuNcHmwhf2sTEvQzVZa5nJ/Mz1Nfq4MRlndz3O8PchWqkBWVjnZFebxbpZkQSXgdtIZ8TLUGmB2K4PPJTG7ncElCWxndTpKx+0p+RA/3knbwp5aaTz24kALim5WfYbKd/EifsTf9pkfZS+RxOl0WjO95VzmdFdytOSsm9cVUTWdTDplMbKqwW+h0W+4Hgz3ehsZFwGvG0RnjYiW193YIW7IRboCgtTgWAEQ8HkswTiTGn2TUwNdNQX8vdkVOqMB63hVhb+ez9Q8T3C6QKsqvEsd46wKoyeOMV3VmAGra++QRPrbInY5Hkvl+L07czxrlGnvvb29nDt3jq/5mq/h1KlTuN1u1tbW+OCDD/j4448PBQx/Gb2QssXip9VR4rUpiH0+Hx0djcbq9fEqk6RpmqiqyuPHj+nv7+fChQu2+MBhx/N6E5Z9mZuamp5L8bI+SX5w5xHf+f0/iSQKFAt5mqNh7j2a4tzYCF97/RJ7iQQet5N4MklXVwe3HkyztbePqhtcPHsSE5ErZ0bxlbp4J48NksjWUkrHhvp4ML/Gx9NLXDo5ZBevvrpN8vL2Ps1hf4NyIVidXZfLSbDeKglLDdJzgAjA8k6CG6f6Wd+vLaLHF7bojAZoC/sZLylRLsayjHbWKmcmsgU2ql67tJvi0kDFRuL+coxjbUFagh46I368Lon7qwkeriU42xuxk9T4WhLNgKaAhwu9USY3U4S9DrojXqY20kR9LgQB7iwnuDHSwl5WpjXoZnY7TcAlspereCC3luyV5nYsVUsAAYGAx8XyXraGHizrld/5eZPk//6DP83WboxQ0I8qF4iGg5ZwlFApJq0oHUNyIrh8Fl2qtBgKdcqQDTTnA6hQap26s+RwoGkly4PS7I4kOQ9kieTrhbdMA/dB6tTUFt6GruB2SkiiyOJmrWfmyk6ci0MdNgBkv7VW2ZCJThfoKlqxSr3T1C26OCJJRy1FEGB8cZvBzmbWEpXEqukGn/+T8QPP91miTK8eHR3l+vXrXL16lba2NtLpNPfv3+f999+3fSqLxYOQ9IOjvN6+oUy/icMIURTp7+9/6vVUZoO9KuVVRVHY3t7G6XRy48aNI7MOEQThuQDwFwG+oTHXpzNZ/sK3/ANS6QyqXCSbzZHJZhnu7+bty+cIB3yEgwEy2Rwg8P7dCdZ3YuQKMq3NTbi9fq5fOE17s3X81qYwC9vJmmN63C5m13a4NbVIV3szXSVLpQtjwyQylXnSfFFhYy/JqaFeNL1x3yOrOpFgI1iSyhVL+cVseH5T0MtElVsFwMx6jEvHrNG7TMk6KF1Q6IvU7pdWYimafG77XWVNt22QwGJfneuN4pRELg+1kpdVbi/tsbSXpa/JKgBmd9IsxLI8WEvTFHTRHvKwnSpypttSgE4VVE53hVmI5bi3mqAl6KanyceJzjBFVWekzdoP9ZRA7/JscF7ROVGyhFrbz3G2t5l7y/u2dgiUi2brfhpf3iORffb1/bf+8D0ezTwmHAygyjL+QADDMHB6fHiq8p5QVn8WBHCWRKRKBahQ19ltUI8+wMowf8A+L5MvWBaGpmmPSqlq46jdQQWXx3Hw49lClYewaeAvgSFSnZWjquk0+R2M9bYhq9X3pmmJZQKIEqYqoyvFKjDfxNRVBFEkRhOCUPu+O8ksF0701+i6APzHP7rXcK7PGmWtkeHhYZte3d/fj6ZpzMzM8N5773H//n1WVlae22LzT7OjxGtTED9rvKqCWNM0Hjx4gCzL9Pf3Mzg4eKSox/N4Bs7Pz/PgwQNOnjz53FZP1cd5NLfAt3zPD+F2OUmn0/R0ttHV2oTb5eTB9BzJdIb5pVVkRcXv8zK/UkuDklxebk/Oc3vyMaoBF04ehwM8ZN1Vs1d3Z5bpaW/h5HA3DxYau5Yup+WVXG+zE/J7+HhmzS4Iq6O/o4l78+v0NDduYFa29uiM1hbeiqYT8bvoaQnZc8EAu6mcrfgoCBZyXE+lntvYt+d4AKI+B6puMrmR5NFanPYSuhtLF5BEmNhIcqzNz+RmClGAme00p7vDnOgIMr2VxuUQGG4NMLWZJuhxkCxoFDWDsa4wbodIX6TWm3CnZOyuaAbHu6JcGmjm8W7FI3EplrHBzMc7aVylhW1iLc7uM5rC352Y4f3b9xERSCSteaR0JoshSIhAsVDZ2Ai6ZolmHXRP1qs+11/fQv2iK9QguNZTqhKrrmGYEAw1Lrgul+vA+6dGAbv6favvZUHkzGAnx7pba3wwyzG/tsVmrHEuyyhman2VyzTvUpiqjCCKbBVNzg7VipoZpkl3ewuyVnvOv/KVhwduEJ83DqJXnz17Fp/Px+bmJh9++CEfffQRc3Nz7O3tfeIYiq7r9ib+RaIstPEm3kQ5niWXlmmLR+3VaZomy8vLbGxs4Pf7OXfu3CdSkQ8jnhUAf1HgG2pzvaKo/IVv/W529xOImHjcLt65dBZJEni8vIaJye2HldnhtrZW1Ko1YWR4kI8ezvLhgxl2EhlG+ns4e+pkgwPEhZPH7cJ3aTNGtqhwariHzXijTaKq6azGEnQ1hxv+VlR19lJ5InXaIqcHO7k5tcLF4f8/e/8ZJEmenneCP3cPrSMyUmstKitLV3VVd2MAEAsszI53Zns8oxm5t8czADQS5O4SsCN4B4rlzfHIAwUIkksQIEEQB/JAgFwaAIIYisHI7imdpbJS60gRGSJD6/Bwvw8eyiOie7q7xMyA/X6q8owIj/Dw+L//93mf93kG2p4jFwtM9baz97ZPotycGeQg3FjDN4JJJppoxkujPWycRHE0+da+OIyw0DRffHyeYm7AzeP9c7bOUlyt6og8OzxnyGslkSuzOOAiVSgz5LHxwU6Um+M+TAaR43iOuT4n+XKFeK7EQr+b9bM0gVgOs1Giz21BVbXfxHlVF2QnnKarOq9sMRqY7XdjMxupilQTSRUY69b2PNmizHS/9l4VVeUb6+2U9U5RqVT4uV/+l2TSafKFIrIsI4oSgtFCuZBDFBrfr0EStaK4npOb/tb6e2kBv1vFqQCElntHEIQmQS0VFBm3290xN2U7UKML5Yq+Vd54Zd3/3A4rVpORnZNo2yNXdk9otU4GUItZREHULKFqdqzFJgC8ugfIVWBkeKTt+dF0gUBMr5/ydDfIeqB9jPCzhMlkore3V0ev9vv9JBKJT6018qp6Id/Luf67piD+pMXm26BMZzIZ7t27R6lUwufzfWa/wU8Tn6Qgrs0x1+hcAwPtSeGTnEdVVZ6ubfEn/ue/TjKVocfn4urFOYb7e/jmwyck0xluXLrA87UGpePS4gKxZCOpzU1N8KRpdrgsV7DYHWwchZkd6aPHpyWbyZEBXrTYLOyehOn2dTHU3Y50221W1g7PWJrSFxALowOU5Ar74RRXmsQyrCYj64Ew5YpCuVzSzQdP9ns5iKSR1EqbInE02Up5hVimwOJIFwBXJ/vYO0toAlvDjTnSVL7EVI9WkF0c6eLJfoTJbm0BKMkKPU4tWQQTeS5XvQoFAFXFbBCJ58qowGmigNdmZGHAzeF5jnJFYabXxXowhSQKHJznUREwG0Wm/BZSVdGvYDLP4pCHa+N+7CYDy4cxkvkyM9VkGM+WmOzRrn2hXGG6KaF/ffWTdYn/0s/9ItFYDJNZo0uZLRYUQRPMsDehf4LRhGS2aoJZqOhR+w7+wi3/Nxr0v/lOnoSV1mlhVaFcrrQl3HLlIxBQVYVKRdfhtRjbN7uP1nbp8XVGNoe6PQz4OlA7lYo2X9Tsh1zKNWhbqqLRxASRg7yprcucL6t47foNXziR5avP9TP5ryNEUcTtdtfp1e+99x6Tk5N1gO2DDz74SHr1qyDG8L0/V/R5fGfis87afpqQZZlnz55xcHDA6OgoFovlrdD9vl2+f1Xgu/kchWKRH/5TP83m7gETg30sTI8zPTbMlz+8T+DkjN7uLp6tbtaft3Rhjqdr2/X/Wy1mdk4iutcuVuCbz7cZ7PEyM6rtQwwGib2gnmGTyuaxWKz0+jxt7+/yzBiHoTiiJOKyN/ZYkwN+1gNhkrkiHrtZlwHE6j2xchCkz9NYU4xVscqdYBy3Rb/OpnLFtlyjUptxVRn2O3mye0YiW2C2jSWWwyAK9LltmmJ103d2EE1jNUoaSGvS7JpWT5J4rEaN3WWWyJYqrAVTXBnxVhWlM1WvY5V0QWZ+wMWD/RhyReNaTXolCqUKvW5NZ2Smz83lER8VVWXzLMlpIoe5qbPZ3dRFtzUV85+UEfbTf/N/5eD4BIfDQbEKdGfyBdRyAUky6HyFJVHQGsJySbMlbApzh5zaHA57Oz1abaFUd2KMpbI5jKaW7rOgKTy3hyaIZvg2ueokHOP67HBH8NtmMXESjrQ1ZACUckHrDNeiIusUsQVFRgV20jDR79c9t9vtYLLPR2v8668/bzv2qtFKr37//fdZXFz8xFojr0Nl+ns1vmsK4k8ab1pUq9Y96e3t5caNGxiNxrfSkf52ne9UKsW9e/cAuH379memc4miyMutff7kT32ReDzBlflJ1nf2yeVy3FvWfpwup539o8aCOjo4wKMXegslWooXs8nIXjCGqqpsnUTJFsu8szTbcd7a67LzYCNAtlBmYqCxcPR3eerzRE+2jnjnwrj2ngWB/VBDFOrZ/hnzo5oX5IXxPtJVdelQqsD1JiVKp12jMh3Hslyf1oMHbjNsH4exmfQ//Kc7QWYGvGydNOZAwvG0joq8vBvi9nQP6ydxZEVlKxjDWU3CLwIx5vq0z7xxmsBlMbAdSrM45GY9mGK6x8HReY5gKs+g14YkCkQyRS4MuIlmi8iKykyvi0AsR7fLwvNggUhWZiuUZtTvQK6oWExGlg/OeXGSqAMAzfTk5iKrOVF9kiT5937lX7NzeITVaq2brJcUqkUvZPNNitJOF+V8hvo8sdJklWQ06YoqbZ5Yn8Tksj4htSbZj4pcsYiAoi+KO21iBbG+uS0VS/X3U/6I9aNU1AMqtTAbDTzeOGCyz6M7LgoClWK27fFKsaFYWaNW5wUTlyYbyLHTaublUZQeV3vy+N27ax3f3+sMo9FId3c3s7Oz3L59m3feeYfe3l7S6TTPnj3jgw8+qNOr8/n8KxXEn1OmP4/PErUC8E3l+3Q6zd27d5FluU6RflvjWB9HmS6VSiwvL78S8A3axrhQLPKjP/YX2dzZ5dbSPHtHx7zY2OY42FCOHujpJl+1gZMMUtUnvhFXlhY5T+g7vL29vSiKyul5mu3jMLeWZrm1NE+kxSsYIFuq8HT7mBvz47rjZ1WdkJNIgqFub33t9bkaVnIHkRS35kcBGPS7ebGneQ6XKypOu6VeLC+ND5DKlyiUK4z0eHQg5ViXjQ9fBhj369egvVCcaxO9OK0mKtXHL++c1ruuAKexDNcn/CAIhFMFXgSizPdrf49liiwMaLl+7TTBhQEX+XKFiW5NQXquz8XLkyTdTgvlioLVZKDXZabHZWEtmMJnNzVUp7sdbIZzCKJEMFVgyOdAVTVv4mdHcZ4fJZjp04r1/Wim3vQ8zzS6fSdNHcgPNk71Dg4dYn3ngK9+6xGqopIrarnbYDRpIlWA0dIoth1OF4Vcvs76MrXQjbOZlnnvFvC70CJsKUgdbBM7uUkIIuVSQVcsqx8FDFVfTy41cr3V1FlDpFQqdWQmzA73EAjFuTzWPuZkMRmQWs6tFrN1AFyRq+eVjCgm/f48VZCJ59rXsf/wcINch8L8dUaNXv1xWiPN9OpXLYi/l3P992RB/CaSlqIorK6u1m0gZmZmEAThU8/2ftaodW47cf1PTk548OABQ0NDXL169ZXmmHcCQX7m7/5Tulx2ri3O8OGjZ1hM2uJ049IF3rm6xNXFBUTRgMloBkR8/m66unwszk5x+9oS7928yv6JnupxbekC0aZkmCuUCCUyKEj4Wiiuc+MjlMoy8XSOWKrAWBVNGx3o0VGwHqwdcGV6mMtTQ4SbRLZUFaKJLC6bmcMzPSL9aPOIyX4fPR5HPXkCrB6G6HZpKKXPaeXgvEC6IDPs1Xf+ZEWhx2nRiXaEElmWmrrEAz478XS+7nGYzpeZ6m4UNul8EUmATFGud4/jmSK1WiuSLnBp0MNhTJslujHmQ1Hh8DzHhN9OLKctkN1OCyow5NYK3G6XFQShTqnKFuU6or0TSiFWTxBqokYfRhvfyd2tYMf57FqEz+P8y9/+jxTyea0Lq1SQDEYdKq5UBSRMNmd1tkc7p2g01y0MAASx5R5tRX8lg+7x2pM6FLWd/AcVBVVRQKl8vIF88+upal2Iq1Mz2WYx8XBtn2szwy0vIbB7qlGrVLmk+30ujvVpm4dyUf+7lYuINbq4CqosIwoSL2IK7qpAzdxwD3JF5SBewGnVI+CJbJFgrH1j+SbDarUyODjIxYsXee+997h06RJ2u51gMMjLly8plUpsbW0RiUQ+dYHyvZ4kP4/XH5+kCysIwhtjhB0fH3P//n0GBga4fv06JpPpreqTfNS+ogZ8C4LwSsA3QLFY5qf/9q8Qj8W5dXmBbzxYJp3JcnFmnP5uP3euXeKH3n+HSCyB1WIFRN65dpVMvsTM5Bi3rlzk1pVFtgNnutedHB3kyeaB7tjyxgHposLsiN4qc2FimK2jMKqq8ngjUC+KL02PcBRugNzrh2dcmx3F67TxvClvAzzYOGRuuAe3VV/cbJ9EuTGrAeDRVGOMZ+UgxOWJxvuQqnTdbKGRg+vXqFQiGNfvLSSU+npulETimTxKk1hTIpOvi1w9O4gyWN1DJLJa3n9+FGfAbWH1RNMKcVsNvDxNcZYsMOG3sx3SAPYJv52NYBqPzVjP6bUJmnhOU2xutlh0Venj8WyJqSrdez/ScJk4S+YZqRb92aLMo92Pp+P++b/+94icn2O1mKszsqrmJVz9rDUVZMFo0SyVmgDtStNokCCZ9GJbreJbaAWoLjpZKX3cmlAp4azmkDZtkuox3ZpS/W3l8p1nqROZHD5H+3hfLV7sBHTjeW6bhVIug5xLojZzFlQF6tdCqAuJnRQMLE1q9+aQ383WaZxwusjcsL7Q7vc5+U/LOx/5Pt5EdNIaabZyVBSF3d3dT601At/7uf67piD+pDSlN5G0aqIVqVSqzQbibSXJTt6EiqKwtrbGxsYGly9fZnJy8pXoXMsvN/niL/8GNpMBs1Hi2eoG71y5yNWLc6xt7/Hw2UuyuTzfuP+EyHmcUrnM9cuLPNvYIRSN8XJ7n4cvNtg6jmAwGrm5NM/s+BB2m5WNQKjtfH5fFy/3TpAMBmaqidJmMbPWZFSezOZJ50pMDfXw8iDY9hqbgVBHtCqSzDDksRLN6BdaRVUpyxXGer26fmS+WKbPawdVZaq/i3J1TnPjNMFUU+evy27iw7UAsz16is/TvTMGvXbMBgmDJLF+EuPqWFf970/2w3Uq9XEsy5XqfNHTw3NGu2ycJPJcGfGwHUpzYcDNcTxHNK11htNFGZtZos9lxmMzsR/NMuyzETjXkny6qL3X04RW6O5HMnUFTGtVoCxTlJntawhv1CwbzjNFJno0FLtcUXi02/491eInfvbniMSTOB0OZEUBVCqqVggCGoKryAgmG6V8hnyusQlxOvWLoNQiA91637YqToNmfdAcosHQlljRJWZVS7SC2P44NP/o5lAqijaj3CGhTg5qYMzK9iF+dwPcmB7sJp7RPufOSZhrk72N16u+30ox14Ycy4Usiqp9bkHVhIEUycLUsNbtOauCFuWKytxIr+65oWSW37633vYe31bU6NXj4+Ncu3aNhYUFzGYzqqqys7PDBx98wPLyMvv7+ySTyY8V7FBVlWw2+8YEij6PP9zxuvNvzf94c3OTK1euMDU1VV+b3mZB3FEB+jUC37lcjj/1s38HVZEpl8usbe5wZWGG/+a9myyvrPNsbZPVrT2evtzk5CxCvlCkx+/j2eYesWSKrf0jHjxfI5UrE8/mWZyZ4NriDIIo4PK0Uz+vXZhhdf+UveA5Nxen6sdNJv242fLmEddmx1A6bD0fbRxybWaknptroaoQS6YIJts1MJ7unnJ7foRAJKE7HgjHcFhMzA93s3umFd6hZJ5rTeNWAhCMJvC11EU7wTjXJ7TCZWmsm42TON2OBuPpNJ7l8rAHAFlRcVTp0ifxHJeHPVQUFZ/dSL5cYarbwcpxkhGvlW6niWfHKaZ6HNU9QJ6KqjLZ4+QgmqXfbeIoVcFpMbAXydDrsmhWS1W3iJN4I996mlhgzR3tnqbc9WT/owvin//V3+TgOIjdZiOX1yyPDGabTvdDrZS1YrhS0nUxjWYzcrP4ZZt7RKugltgObHfYx4qdaNBNeT2dSbcLc1bD0qJELaDZMYkd9o4Wk5Gdkwgru0dcmmyoyEuiwHZ1NCBfKtdtMwFmhvyUKxoQb1D1gLBSyqNU37ugVEBREAxGQkUDggD9Xe6Gsrzaoo1js/C/fWu142d6G9GqNXLnzh1AA8g7aY18u/Xxe91R4rumIP6k8bqVJ8PhMPfu3cPj8XDr1q02G4i3lSRb56UKhQIPHjwgkUhw+/ZturvbKRyfJj549Iz/6Yt/n2w6QzaXw2oxIVcqlMplPnigqd1ZLWZiTV1em8XCUUjfgZ2bHOM8laVQKvNodZutwBl3blyht8uje9zoQC9PtgIARBMZDkNxrs6Nc2l2nHSLZUIslWWgu0vrVLfEgN/DWSKLrYP0PiaLjiJdi3Ayg9jBl2dl/4wb0wO8PNQnirIsa550wHC1kA4mCzprBrmiYJEULgz7CFS7rmuBSF30AjQUtIZAr53EuTbq4/KIjy67kYluB5WKyvVRL7KiEE4XuDTsIZ4rsXGWIpQqMtHjZONM8zHscVmIZIqMeU0cJUv0uiycJvKM+rXFZqQ671rztQO9Kf1wV6NA7arOGV0Z8/PlF3pfyVr8m9//Ci/WNjEZJNKpFIKqYLY59XYDBiOCyaopSUtGXZLL5PXAhETLpqYtIbYsPUIDXa0/R2inULV7EqofiSy3bqxA8x40dJgPspq1a5crlhjyN6hUHqceGNk5CuKwGOly2VhtUjSt5FpEYwRJZ92gVrS5q5fnCtdnhjmONroSh9FMvbvf43GwH0rw23fX35q67icJs9mso1f39fWRyWR4/vw5H3zwASsrK5ycnJBvVfrm8xniz+Ozx+vMv9lslvv375PJZHj33Xfx+/Vzfp9U2PJ1RPO5XjfwnUhl+D/8mZ9FLhXZPwqyMDmKJEkchyLcf/qCYkkrZmYnx4g1UaFHRoZ1HbWBni62T6OoKqzuBniyvsetyxfbWDmSJHIS1V5Hrig8WjvgnYszTA738WJPP6ajqiqpfKnj5zNIImuBMFOD/ra/9fncTAy074HKcgVJap8pjaXzzA12tZ3n2V6Q7qpA5ZXJfqLZMjvhDGNd+nV+PRDm6ng3y1UA+WUgyqWRBhDw/DBMv1t7nY3TBO9OdXNtvItMUWZx0I2iwruTfsLpIj1OM26bkZWTJA6zhCgK5MoKiVyJuT4nkapNZY/DjKLCTFUYrJbDC9W2sWa7qK2jwURjnS00KSLHq+yy8R4Xv/t4v2MOCUXj/Nr/9vvkiyVyuSyIIlabHbmYb4DfgqTZGMlFUDUV5VoYTfo9sr2F4UQrpbmDNkgbXRoBpUVQUwO6Wx5XndNtDaFVawSt2DN2KIgnB3vqwpWn4SjW6r5zeqiHTL6xN326HWBuSPvOI8nGPquUTSE231cGE2quiTJeKYMKMdnEjdkx1o4b43c7oRRjvQ3tnNNYlodbJxx1EO38TkTtfmnWGpmYmEBRFLa2tr6tlWMul/u8Q/y64m0qT9a+4OfPnzM/P8/CwkJH0YrvRIc4Fotx9+5dHA4Ht27dwmazfZtnf3z8h699i7/xj/+/iKrC+HA/kijwrcfPcdpt7Owf1h93dXGeVCaLtWqhdPnSBcKxRP3vTruNo3P9rEiX1829l/tsHYW5sTiDq0oJ7e7q0j2uVJZZOzjD0AH1liSRzZMoXqe9zUvW67JzEk0yN6q35Or3OVk/irB2GKbPq+8+LY718XjrhNEeT9u5OhVDB6EE8/1uBrx2nu1pCTCVLzE3qP8M5VKJWKyxuOVKMgPuBgJ+GE1zddTDwqAHl81EoSzzJBBn+TCOy2rg2XECFTg8z/PeVDfhVIGTRI4LAy78DjMrxykW+t3M97vYi2QQBaGuej1c9SSsiWgkqyb3sWyxrqzZrGKYLjSSSyRdYMhn5/lhlK+vnaC0KDFm83n+9j/9VwiiSLlUxGgy4bDZKObSOnqSiqhZLdDe4a3IjeJPECWKhQKIEoLJitPjw26zaonRYAKjGUEQcbk9dXS5DVXWXqjDsU6zwgJmc/smrdxhhsooClybHW07Hks1rt3TzX0WqvfbeUp/vycyeWYHPEz0+3SJWanIdZqWIGk+hmohUxVuQUO6VQXVaMFo1SeMaCrP0rjWOR7t9SJUZ+ZrlmDf6WidKWqmV7///vtcvnwZh8NBKBTi/v373Lt3j83NTb70pS8Ri8XeCo3qF3/xFxkfH8disXDt2jU++OCDN3q+z+PV4tOIaL6OGeJQKMS9e/fw+XzcvHmzo1Dm2+4QVyqV1w58B07P+FM/8zcwCOBxO5gbH+Qrdx8Sisbwe12k0to6d/nCHGvb+9itFhAELi3Osbyq90X1dPW0bXhTRYXH6wfMjA0xMagxWy7PThI812/oH6zuMT7U38acAfA4HeyfxRjt0+fXS1NDnMUzZAultjGSWK7Mk+0Trk7rAfDBLhcfvjzoCIyfp7NtehEluYLHZkQU4OS8AQaUKkqdBg1ahzGdiOvyzXE0WdccKckKbotIv9vK/ICHtZM4G8EUG2cpJBHWgimO4llO4nkm/A7CqQIDHisjPhuBWJ6NYJrLoz4cZgOBWI4xv53jpFaMZUvaPRir0qi3zlI4zNq+qMet7QVP4jkGq+4Z22cprNV9wm4oRY/LSqWicBzLsnmaaLsuP/nX/i6R6DkOqwlVUbCZjMhySS9qaTA15oBFg879odiSV8vlEiAgGC0YbU5MRiOiyaI5jhjNCJIRs82BaDQ3fvetbhKG9n1hO/iNpguiKm179XypgzWTotDr8+iLV8DepFwejqe4WKXXNwu71SKTyTDe5+WgScMGoFKzWBQEkMuglOuz1zWFbEEyEldt5Ir6z9rt1QD3Ib+bk+po1O/c/84xwpqj1WKxmV59586dupVjOp3WWTl+7WtfY2dn562A328y139XFcSfJF6H8mSxWOTx48eEQiFu3779saIVn8Yv8FWitlAEAgGWl5eZnp5mcXHxlcRsAH77y9/kb/yjX8Nps7B3dIpcLnF0GmZsaICLs1PMTIwyMTLE1cUF7j55SSaXJ18sMTs9wVHonIuzk8xPDDM60MP83CzZlpmM6YnxurXNo7U9JKOJhdG+ene4OS7PjvGtl/vcujChO35lZpRIIsPuaZS50cbsj89p4/muRqN+un3MbJNi8khfFyCQK5bwtXTxzmIZ5IqCJIk63NAgiWyfxrgw0o5A74SSeFoslpZ3TutWBhaTgUJFIJZXcDQV7S8OI0z5tYVUEDQrgVimQDCR5+VxnKWq0vReOI3DLPEsEMfvNLEZ0sSoro14KcoKKycJDJJABe2eS+U1BcrDRBGDoAlvAZzEtYJ0O5TGV6VN1ehTkVSBsR4NHNg+S+Ksqk6exHO4rGbKFZVIusCLgL7r/5P/y9/jJBhCEkXkchmD0UQ6qxWC5po6p8GsdTw7bWRFqUlEQ8Dt6QKjVZv1LRfJ5opkM2ntMZUyyCXUSpF0KomgyJqatcGE8IlUVNvxYUkUKBaKuvemqp033d1+Hw/XdpkcbGw8bRYTu6d6FdVUJoPf7WC3gzXD8sYBpQ4JuJJLatYRzQrNJU3NXACQNXr3k5CM26ZPvmVFe6/ppk77d0uSVBTlI9chQRBwuVyMj49z9epV3n//faanp1FVlZ/92Z9lcnKSbDbLP//n/5x79+69EYGk3/qt3+Iv/IW/wF/+y3+Zp0+f8v777/OjP/qjBALta9Dn8b0Vr1qkKorCxsYGKysrLC4ufqxa89ueIa6Jer0u4HtjN8Cf/at/F6MocHQWQqlUWNnap9vn4Y+8ewOn3c7c5DgjA/2chKJk8wWyhSJWi4WiIrAwPcGFqVGmhvu5cWmRzRabxauL82weavl4K3BGIBxnfrSPk/N2vYOhXh9fe7bD4uSgDoTu9jp5vndCtlCiUJLxOhqfOVntbp7F0gx4G8cvTgzUi9edkyhdrsbf+rvcIAis7J/R49GDbh6HjWJJbhNK3DqNszToIpRogKAn52mujDdG5aYGutiK5HTaIOfpAsOuxjpolET6PRbWg0niuRIz1ZGpZ4E4s71OArEcl0e83N+P4bKaGPXZeHmapCRXWBpyky9VCKdLdNmNdDnMnGfLDDkNbIXS+Owm9iIZ+lwWZEVlqirUGUk39l/9VZC8XFHqLhMAs4PeukfxV17qHT5+/Xf+E09X17FYrKSSKRAlKqpKuVTCVmNHSrVZ7SoNuKXD26xDarU7q7lLQJVLlPNZ5GIOpVzU9gtyCVAo5bNa91kQEEw2aM0nnajQHfK30ajp3TQ3xAQB1A52S10eB0fhc67PjemOJ9N6FtPj9V2Guz1Eki3CYEAgFKs3I5pDKRcRBaEK5GvnVoqZxtiXIoOqEsioLI3r5+pXj86xm00MdDUEZ3/3/sZ3BSOslus/CrCs0atrYPjS0hJ2u51f//Vf5/r16/zBH/wBv//7v89/+A//gUyr0NpriDed67/nCuJXVZ6sdV/NZjO3b9/+tp2LtyWqJcuypoh8fMyNGzcYHh5+ZfuHf/8HH/LL/7/fxmGz8NW7j7lxcRaDJOH3uunv8fMHHz7g0fM1QpFzzqKNzqcoiqiikZNQlJfbB2wcnGK1uwjG0ty+fIEuj/ZDHh3s4/HGge6c8VSWAgbeuTiF0JSIJEkkUKWFPFg/0BXFsSZVy2c7J7yzoAlvzIz0VWdZtdgPp+n32jEbJdaaaM9rgRA3ZzUF38WxPo6ryXP39JxrM40ZkYvjfURTOR5vnzDZr7d88tnNHe+pQlGjQV8c7SaUzJHMFZnu03ekI8k8NoPAmMfIw70IVrFSX9yOo1ohnMyXme5xUFFVHGaJSKpAn9vCTiSHy2JkstvBZLeDeLbEciDBzQkfRkkkX1aZ6DITOM8x5LURTOYZqwpnjFdnh5pni7odWlJTVOrCG0vDPh3l/KurjST5pW/c4+7jFxhNZtKpGsovaHRoQaKQz2O1O7T/N1GadXYDBg35FUx2JKORVL4AcqNAdTr0G71WhclyqVQXvBIM5kYibPUxho4iW3XFS0WpP7e1C179VEQSGVRFRanI9e7FxEB3GzPrKHTOhdGeVgtDAHq8TjLpdroQaHNLzfQy5GKDhoaqzRNLJkYH9XPD68fnzA/3sHnSACu+9GirY5f7bcen8SU0GAz4/X7m5uZ49uwZ3/jGNwA4PDzkj/7RP4rf7+eP/bE/9loL45//+Z/nx37sx/jxH/9x5ufn+YVf+AWGh4f5J//kn7y2c3we35l4lSK1UCjw8OFDzs/PuX37Nn19fR/7+LdVEKuqSj6fJxAIvDbge2v/iL/0t/8xdquZr9x9jMNqwShJDPX48fu8fPVbj7j/ZIWN3QN6e/xEm5hfVy8tsrV/xPruIWt7x5yeJ4nlZG4tzTNZ1f6QJIloWg+GyxUFJCM+j7NttKS/pwtVVXm+e8Li5FB9rZ0c6q3TVUPxND0+FwZJZHakl93Txtq3FUywNK6tkc37oFSuwJDfA4DNbGStql1SKMl0u2z1NdnvsvFi/4xAJMnVKX1BIokCkVQem1nfgXy6d8qA1878UBfP9rXXzeRLOoeJjbMMQ24jk14TLwLnbBxH8Vi17+7JQZSZXi03p/JFDKLAdiiJy2pAFAQ+2I5yY8zHTI+TdEHm5UmSTKnCTJ+bZL6MJAhYjQKqChPV3D5UpU3X0sDheZa+KistkW2Ap7WRm6URH/Fsg/b7laZcn0xn+Ee/9m/I5QpUquuv2+2mmNeAAVkuIUoSkiiiNjlG6ApTQSSfy2Iw2xCNWrGulgv1PGkwW9r2y1IziK2qGsW6Imtd6HoXuBPzq/1QfaxOVesPUFU6gum9fo2B8HRzn4HqPWMyGtrA70pFwesws3963voSAATOIvWxs+ZQChmt8K9/NgWl1NiLiWoZFZGzkv4+K5RkFsb6iTSJnx6EEjzf/84zwj5Nrm/WGvkX/+JfsLe3x+DgIJIk8dM//dP4fD6+8IUvsLb2+lwz3nSu/64qiN+k8qSqquzt7bG8vMzk5CRLS0vtZuId4m0kyZrvMcDS0hIej+eVXk9VVX75N/89v/yvfwdJEBBFgR945yofPnzGs7UdXA4795+8qD/+4vwMwXCjE3br2mV2Ao3ZH0EQwGAhGIlz/8UmmXyJdy4t0Nfb11Z4TI8OcBBJc39tn8XJYRxV6tO1+UnOYg2K0oP1A27Mj3Nxaoj9s5juNe6vH3JtdoStY/3CVa4oiILA3KCfTItU/cp+kH6fs+3H3IwcJ6pdVlXVkLDmu81pNbJ5mmBxRE9ZC0SS3J7p5+luY7F6snvGfFO3OpEvc2Oqh/2ElmT2olmmPNr7iGWLjLo1hPXJYYyZHgcbwRSXht2snaZQFRUBgS6Hmc1QmmAyz1SPg6KskirIuM1CfRq3vyqU5a/OQGWqVJzm2aJQ06ZFUeH6eDfLB1GyTerSX3mpzRHnCwW++A9/lXQ6XZ+1cXk85LPa9+RwOkEyks/l9KJIgqi3VZAMqJIRynkUWW6b+ym0dFOlFl9BAKOo3bdqpUq/Mpg/kS2DIAjkm+4FQVU7zCdpMdzrq1tR7J1E6tRpW+sMVDXyhQJ+dztgNtLjZftYL7BVCxNy26KqFBrIsVq9PlsJtc26QvPubtyV8UyBb61957ucr2LD0NurXaPf+I3fIBwO85WvfIUf+ZEf+URr7yeJmkXND//wD+uO//AP/zB37959Lef4PL5z8VltFs/Pz7l79y52u5133nnnE9H4ak4PbxIAl2WZ58+fk8vlGBoaei3A99cfPOWL/+hXKZfLnARDvHd9iUQiyYNnq8RSGc7jifpnunFpkccvGsyT6YlRHrRYKl5dushhMMLDl9vsHUdYmp3kC7euchzW52mL2UgwWWDjKIzFYmasX8udA34vT7cb+4dnO8dcnhnBZTOzcqDf9G8ehbk6M4K9A4V98/icqT4PL1oKhed7p1ybHmJxvF9HR315GOLKlMb2G+/z1V0gXuwFNUHNaiwMdXEcz7MwpGeKlWUFj82oY+kE4xmWhvTg+aDPxVFaBkEgW6rgMTQA8Hgyi0kSOE3kuTTkJl2QmfTb2DxLszjo5jxTIluUCafyTPY4mPDbOYzlCKcLLPTbOUpXMIiCpjJNw1Zps4kWPVzVD9kJp+tKybuhNJM9TrZPE2yfpeqjVmvHMYJxreD9iZ/9OY6DIVxOO6ViHoPJTCqtdfcFyUAxX0ARDNpnaaY0N//baEEwWqmUCqhyiUpL1Wq1trAcRImKrM//giBoRXalrFGLjea6hktzdJCBqbMRgY5Cms1xWNW/KZVlPFU69MRAdx2Q0b1NAS5PD7YdH+31sXcaZcjbfn/2+Vyo5YIOGFfLBZTq3kipVECtEC8bmBrQ32v5ssJ+KKE79h8ebvKdjlfJ9T6fD4vFwp/7c3+Ora0tNjc3+ZN/8k/qRIpfJd5Grv+uKog/aXzaIrVcLvP06VMCgQA3b95kZGTkO6pq3Ry1ubuenp669cOrRDZf4K/+/V/hH/7ab2ExGzk8PeUsHGX5+SqKouCyWxEEhYuzk9y8fIEffO8WiCLXL13gwswEs5PjLK/pZeBvX7vMzlFDAbpUlsmXFdYOQ7yzNKMrQo3mBpK2sneCv8tDr8/FccuMEcDyVgCPq3OHXhKljubop/Esxg4m8PlSmYEud1vyLJRkut02Zgb9Oi/j/bN43Zt4sMvFVlB7f+F4I5nUIpsv4nfpF/pYMlN/3PXJXr6+EmC+vyHGdJIu0+3QCuGXpymGqx8znslhlASOYllAZcxvYyuUZuUoyaVBDxcG3NhMEhtnaU1Ey2elVFFxWQ0cV+nSx9WO8FYoVad512aLAk0K00aDyErgHAGNQl2bQ9oNpdgPp/iJv/y3OT6L4LDbyebzGIwmMk2CZ8WaB4Sq6Dr1glFLwoIoIpjtoFQQmpKmKuvBilbLBbulpQCt+mU2QpvNaaUQmsztc8ZGo1H3W64lp07qklaj/n56trlPX5ebVKaztcB+8JyhrnZ15GS2SlsPnOK0Nt7T5EAX+VwWOZtAD2+rqKUcZpMJweIAFGQFxlq6xKmCXEf6a/F73+NJMpvNYjQaMZvNiKLItWvX+Imf+InX9t5qype1wrsWvb29nJ195xH3z6NzfJoZ4k+Tf1VVZXd3lydPnjAzM8PFixc/8b1be9ybKohrwHepVKK3t/fjLeM+Qaiqyq/9uy/xV/7eLxOKxkhnMuwcHhONxgifx1FVhdGBbvw+DzeWFnj3+iUsVgs3L19gaWGakYFeirKqszocGx7g8fq+7jyBs3Oe7ga5uTit6wRfnZ8mla/RnFNE0lkuTAwy1N9NpeUaLm8FuHVxuqPnaiCc6Ah6lOQKDouxo+7HzmmURId1++Asjt9lZ6OJaVMsV/A7baCqiIJAOKnlz8fbx0z0enTPt5oMddGtWjzZDdY7tlN9Hh7vBuujUAD78SJLgxprLpwpMWzXrufTw3MG3SaeBuJMdds5zxTZCqVRgaVhLzaTxG4kQyhVoN9jo1SBYZfE/ICmIdLvtrAf1TrCGi1a21/U9EMAxqoK1B67CavRSEFWKMkKMwONIv6rq8f82r/7Es/Xt7GaLaSz2nWTJKmeq212B4LJojG7dPogQv0xgtmu5VW5uSuqv/7Zlu/XZmsHonS/Z0FAlcuYTUa9ZojQeVRRbmVM1eZ4W6LbY9cJZK3uHXN1dhR3C1utFpIochxsCGzVoreqT/N0K8D8UGPm3SCJ5DIZ1GK2bU5eyacRRAlM9qquiELOoN9HOKxmJvv1RfLvP9pq+9287XiVXN/qKDE+Ps6f/tN/uk288LPG28j1f+gL4mQyyd27d1FVlTt37uB2t5txf1y8qRliRVHY3NyszzbNzs6+Mj374PiMv/Rzv8iztU3mxof52t1HJFMZxgb7uDA3ydzUGH09XewGTnmxsc3hcZCna1s8eLbK45V11nYPKVRUHHY71xbnuHXpAuNDA7zc19shSZJEqlghVyzxYHWPyeF+Rnq7uDQ7zkaLZ+FBMMr02CCd+C9TQ7083jpherBdSOQwFEMQhLYu2mSfh+W9EAuj7aiTJEnc6CCu8fIgRLe7fWF+eRDC77LR520U5aFEVtclnh3s4uneGV6bQYcEniWyXBj0MDvgrStRRuKpuuhGvlSpUqm052TKAr0OIw6TwKxHwCbKjLslngUSdNmNzPY7iWVLmAwS66fa6ywMuAlnZY5TJS4NeQmnC0x2OzQ/w26HRq2qWiqFmzrDg11Ork9oneHpamKsKCpTTTTxv/frv8u95RcYJIlMOgOVcrVD0rj/yqVyvRMsNxe1gojV7kAVDailnE5N2WCy6JBbQZTa1KPTOf0MTzOIUguHzUoul9OSZDVRmjsAIaVy599m630DYHPok1KxLGMVFXZaPLVBUzcPx1M83TyoC2yBZpOwdaQ9PpnJM93beM26FYaqIJTzekq1ZKIiGjVbBlVBNBoJlhrJd9jv4vlBhItjelrnHzzdpfAx3tFvI14lSdZsGF61C/btovX1VVV94+f8PN58fJpcX+sgnJyccOvWLYaG2nPBtzsXvJo+yUfF2dlZHfi+fv06RqPxlXJ9Npfnb/zir/Nv/+PX6Onysr69y+rGDu9fX8LndbG0MM2715Y0GvTWLo9frpPKFfjw8XMevljnxcYubo+XSDLLhelJ7ly9yFBfN3aXF7nl88/PTJLK5nm0vo8oGbgyO4bbYefloT7XZ/NF0oUy5Q7jKiaDgeWdU25VfYibo9tlZePkvE6FroXVZGQjmOT67HDbc0Z6vDpXhVrEM3kWRnranCxeHoa4NNHH0ngfoWpBrKqa+0FtlbCZjWyfnrNzGsVta7x2RVGR5TJeu5lktoBcUXm8E6zbLALsh5N0VQHwnViZmW4rwx4zbklmxCkgl/KEknmWBp0U5AovjpJUFLCbJS4OujEbJLajOcI5BZvZiNNiYKg6uzpU7QjX0kmzfkihrBXKiVwJSxMF3NBUpP3e/Q3+/q/+Julsjnwui6pWcLk9lOTG/ZctynXBTIetkY8FoxlRMmjuEqVcG/tKbXWGaL2nOwhjtnrbGkxm7Ziq1FlgLmcHRker13A17BZz2/jSSH87e2tjL0As0VnN+TgSI5JIcbFl3rdZbDORSNSbNItjvSSqwLiciesui2gwohqt2AyqNo9tMBPJVXBVmWiCAAeRNF0tM++RZI6HW3pV9rcdH6cX8knibQhovslc/11VEL9O5UlVVTk6OuLhw4cMDw9z9erVz4TIvokZ4lriDofDdQuT2rk+azL++oNn/KW//Ys8XllHlmVi8SQ3Ly8yMdzPh4+ecm/5BT63k639KgVTEOjp6SbRpKI7PzXBcThOMpPjydoOD1c26e4fZG5ytFrUanHz8gUCoSYp+eMQ55kCXq+n7X0ZDBJ7Z0kqqlCf46iFzWalUJKJZQp0Ny0OY91OwqkCoWSeS5P6TY1YXZDOUzndXKzVZGQ9EGItEG7r5vZ6HWwcR7Bb9OhfvlRmtNvF8z19wf9k54SxHg04qVTpNWuBCFcn9EX41nEUi9QQUYqk8nVhDdDmoK6PehnvdtLvtdHrsrAXK7MarWAyW9mIFlnsNiLJeZ4FYgQTWSLJHFdHPYx12YnnypxlZAZcJk5SBUa6HHWxEa/DUv0M2vsLnGfp91jpdlqwGCUe70cBAXNTt7u2ZleKeX7v938fBIFyIY/L7cLr81Fqsl0QzA6QtcRlNJkolxpJzGwykc9loVJuozZbWmzLOlkuqC0UKrO5nbJcqv2+q+rMZovlE6OnTpuVQqmMpaUjfNaBpYBoYGqgq+1wb5NyeTKVrncppga7dcn38cYBMwM+LEYD6002THIhW99oSUYzos1FRRWwm6S6emahDN1V9LTP59TWvxZxkWyxzDdWDj7R535ToSjtqp6fNLLZ7CuLBX1c+P1+JElqQ4jD4XAbkvx5fO/FJ82JiUSCu3fvIkkSt2/fxuVyfdvntIYoahvu11kQdwK+RVF8JYunw9Mz/uxf//vcW37BWThK5Pycy/MzfOGdq3z17iPuLr9AVVXuPV2pP+fO9cu83Nqr/3+or5uNQEhzf9g95N6zdYaHRxEkI9cuTNf1PyZHBnm00XCiiKdzPNs55vaVhY5AXZ/fx+pBiCvT+iL2yuwo8XSeh5sBlppyutVkYDuYoFxRESVR5zIxN9xNUVZ4tHHETJsVk8Cz3dM2wSKA/bNzZofa1/TjaJJcQV8o753FuTap7b8ujHSTzBZJ5Yp1fY5aHIaTXBz21uc+VRUy2Xw9x6QLZbrtBrw2E9fGu8gVK5znFdbOK/g9Lg4SMos9JuLJNOepHINOCVGt0OO0kC7IrJ4kcZol+hwGHh/E8dhMmCRJm3dON2jTluo883iPE7NBxGE2cJbIkS7IOpeJnXCqvp/+8D//DuexODaTEaPRiNNmI5VMUNsRSGYblBv5PZ1pvI7BaEKUJG1OGHT6GIIotahFCzpwHCDfwg6zWK1txavN2tSRV2Qko2Y/9UlCFAWy+WK9EVE/3qGWyBXLWDvYd3Z7HJxVdWdqAlsAXqeNnZPG2N5JNMHlMe0+bNb2UJUKolKzqxIQbD4EpYIgiAiSEbWs6akYPVqjZWG4m0gqx9ZpHEMLcP+lR3ql97cdn2aGuFO8SZXpt5Hrv6sK4k8a3y5JyrLMysoK29vbXL16lYmJic+MILxuynStY20wGNpEvT5LklRVlV/6zX/PL/3Gb/N0dZOBni6OTs54vr6NoCqsbGj052sX57i7/BwQEASR29f0CbK/x89uUC8qcO3SBZY3Dlhe32P7KMzS3CSX5iZYaekYAyxOj/HByh63LkzqGCzX5yY0OlUig6IK9FQLjbF+P893NRXL81QOl91W7+oZTY0F8tHWEVeqVguDfjfbVRuBUDzDhabO3eJ4P+l8iWyhpFPvAxjt8XCeyjE/3N6JFkWB+Za54YqiIqJycbSHnWCj8N8+juBt8h2e7PdwFkvqKNZP90I6OhUoSILK2kmSF0dxro54UNEQWbNR4rwscZoTuDzooMcuUSwW2TtLkMtmOI5lGXQacJoN7EWyyBWF1dMUkz1OTJLIZLeDWLbImN/BxSEvc/0eErkS93Yj+OxaIboXTteb89tnSYySSG7rLsVUHKVSoVKpoKgQj8UwW+2gKhitDl2nWBEbRa1gslPMNVRFBUnftW21GBBaCjyL1UYrzyqb129SoJ1mXSwWKRbblZ07MQ8yVS/cfLFcn0PyOG0Eo/G2x/q9LkLxNPaWbkM63fiMx+EYVyZrgFB7ps5l01wY7SHX8v4qWc1mS3B0IVaFyvIVBURJ21iIAjmTC7NRYuNEu8/Wj85xt9g/3N/UK4W+7XhVyrTD4Xhj3VqTycS1a9f48pe/rDv+5S9/mTt37ryRc34erx6vC/xWVZXDw0MePXrE6Ogoly9f1pRoP2O8znxfKpV4/Pgx4XC4TdTrs57n6w+e8Vd+/ld4srIGqFiMBla39imVS3zj/jIAAz1+jk6C9c7J/PQE9581hG2MRgOC0abba/T6fawehljfP2F544Chvl6uLkxhtNrbCpih3i6+9nyHqZE+HE0jI0M9XTzZPkGuKLw8CNULX0kSOQxrYKSqws7pOcNVcHyiz1MfzQmEE1wc19ZZQdDmdwEUVSVfkuviVgNdrvoe5CSa1AHdF0Z7OYqmyBVKOhslgF6PHbe9HXxdOThjvM/D6kED0Hy6G2RxpFFUXx7v5cOXh7pCORjPstDX2GtIosBMr50nBzGO4zkmurTi7/lxkskeO2vRMhWDhXG/g0xZYTecZSuYxEKJYbeJEY/WSayoKj0uK3f3zlkY8NDttHB52IvXbmZp2MdcvxuHxYjdbOTRwXmd9h1JFRivUqjT+TJzAx6yB8+QU1GMJjOZTAZFFMnmtHEtQSljtlipyJW6WKUoGTTvYUAwWbGaDMjlai4WDXpRS4P+WgrGDg2nFnuldoUNTbhM95RykWy+nVrfUXVakkAQyJVkjELjPo2m2pXPR/v8PN85YXZEXzx5rI37p1JRsFVBjon+dlDlycY+c0NdrDWB3wBydU8k2jzYrCYQIFuSMQoVVFQEo4mMYkQyW+vjXOl8icUWO9GXh+GOM85vK14l1yuK8kY7xG8j1/+hK4gzmQz3798nn89z584durrab+rXda5PG7WOdS1xtwrLfNqCOJXJ8jN/+5/wn795n3Qmy+hAH9969JyzaIzvf+cKoiBw68pF3r9+mWDoHLPJDAhMDA/yZHULv9fDSH8Pi9PjzM/O0t/duFZet4vDcEp3vhfbAUw2Nxenx+piWQB2i4XdqjDWw41DRns8WEwGzEYju8FGERKKpzGbzLgdVnxufdG6e3rOSJeTkR4P20F94bJ9EqXX62TQ79Etio+2jlgc1xaUcKLR6X6xf8alCe24xWhgPaChfI+3jpka8NUfZzVpKpWheEqnJAmwG4zhsuo3Vul8iSGvpmQ5P9TFk90zgvEMCwN6Gv5eMEaf28KlkS4e7UZIZ/P1+d3Vo3NGfFZCqQLT3Q5O4zkWBtxsRorY7TbMFitehw1ZEJn0GjALFfZiBUySgN9hJJ4rYzZI3N+LIUoSoXQJn8PCynGCo3heU31UYbza4U7kSsz0eQCNxm0Kb1BJRcBsJ5/VkOBc1WKpVFGx2Z2U81macktd1Esw2TEbRT0tqpW+0qoC3VI/ltX2pKa2iGMIkqFdGEsQUZRKwxrio04ADXRZEOrMg5Fef8eEWizLxJIZFsb0nYZEXp/In27u43NY2D5up1cHQjFspg4bfFVBqAqEOa1GEEVkuYLdKAAigmSgXKowPDxMpjoXJisqM0N6JsLybvA7Spt+1YL4TfsS/vRP/zS/8iu/wq/+6q+yvr7OT/3UTxEIBPgzf+bPvNHzfh5vPj4u/9YEqvb29rh+/Trj4+OvDLy8LkZYrWNtMpk6ull82lyvKAr/7N/8Hv+ff/ovSWeyuBw2Do+DrO8ecHFmAoMkcfvaEtcW5/G63ZRlBRCxW23EUjlcDjtDfT3MjA7xhds3cbkcOmXevsEhnaXiUegck9WB0WRmuFffne32dyFXFDYDISwmE/1VALrX763PI8sVha3jKHMjfVydHSMUbxQouUKJXLGEy2oinNava4+2jrgyNcTF8QHOmmyRjiIJrkxpBfZQt7e+lp+nc8wPN9bLmsXSUSTJ1Sm9naYoCDzePq7P3daiUJIZ9jnItgCap9EEDosRl9XEXiiGrCiUSkWdtsny7hkXhzxcG+/m5VGMx7shJqtWTc8DMa6NeKgoKtlCGZNBQBIEXgYzDPgcXBzxMdPnQpRMOEwqgVieWEFlzGsinNJo3WajxPJhHIPRwFmqSKECG8EUH26FqVSvdXMG7HI18mMpGaEc2gNVqeZ6FbPRqIk9GcxVKFnQgdpqdX5YMNtRSwUdMFzTDmlcUP2eSRBbgCjR0CZ81emn3LZn0A5i6iC+2RqFJuBcQbPaMpsMHLY0dwC6vdr3ni8UdXO/7pa96MZhkKleN9mW0S7QhF19NkPH365ayCJaHEiiVKd+G0QJQRBR5TKVikxX7yAvA42us9IqSmYyfkdp06+a6wG9AOtrjjed67+rCuJPI3TVCTUOBoPcu3eP7u5ubty4gaWDcuGnjddREFcqFV6+fFnvWH9U4v4088rbB0f8X37mb7J/dMqHj56TzmQxGUQuzU/x7tVFvn5vmXtPVtjaO2Tn8JjTUIRiqYzf5yGSTFMqy5wnUhydRXF6/XxjeZWj0DlDA728c+UCiwvzxJro1ACX56d5sn3Ew7V9bDY7i5MaLWppbpx4uiE3fxjNMNzn5/rCBOdNMxgAx5EEU0P9bAT0CBtoqolTQ31t1yaTL9Hrc7F62P6ccDzD5ckBDsOJlvOksFuMLI736RSpZblCDTheHOshWygTTmSZ6dMvihfHenm8fVwXq6rFi/0QVyd6SGYbm4fHO6csNilRZgolpvx2Vo60RfksmWPUp825FGWFcrmMzSTx/CjOlREPy4cxBj0WKoqKJGpz0xUMpCsGykhIgsC4V/MlBA1BBXBWi+x8WVucd8PpuiBIvmm21lk1oi/Fg4QP1qkZx4OK2+tDqaK4douRXHVTJChNCK0iI5hsqKUcqqBfLKWWgrRVUEtn30CH8lUQ2qyURKl9VlioziLl8vkGxarDTJGqqrqNXjCW4vrCBNYO82YAR1Xl1Efre0wMaEyB/i430RZPwrJcYbjL1TabBmC3mHi4ss2wvz0RWLw9oFbIl6vdclWlWNE8HlW5DILKeVm/kUjkGtfQ77KxdhTlm6uHfKfiVWeI3/RM0R//43+cX/iFX+CLX/wily9f5pvf/CZf+tKXGB0dfaPn/TzefHxU/k2n09y7d49yucydO3fwer0dnv3p41U1Q2qjWrWO9aVLlzoqqn+agjidzfHnv/gL/JcPHrK5c8ja9h7dHjdjg31cWZgmcBLk/pMV7j1+gYrK6tYu2VweQRTp6vISPo+TTGc5CUVxuj187fEaG/snuBwObl1a4AffvcXKzpHunF0eFxvHUdYOgoQTGd65OAPAxelRnu82NuznmQK5UoXbi1M6ZWnQwMZQIkOp3P45zzNFrs6NE23ZHwDsBM8RO/jSPtwMsDjW19ade7x9wsyQn36fU6di/Wz3lH6ftiYPd7t5eRiqOkxUaM5ELpuZh5tHXJnQd+vOU3mm+1xMD3hJVq2MjqIplob195pFgkBUax7Iikoik8Nt1b7zF4Fzxv02zpIFprrtHEQzXBn2cHCeYyuUJl9WieYrBHMi434HYy4Js0HkKFHEbxXYPtM668GqkObmWQqzQUJRYbLXVT9mqhbpoaRWxClymeff/C9QymkiWaqCy+Mjm9bep8ViRjVYKBby2Ju6/IiSVgwXs1isNl2xKrbOA7eB1i3/ldqZGm3gtyi2q0VXPZBLpSIeV1NO7UCjbs71sqIyNuBnrL9bJxRXi9qxw2CUa1WbToCTSKLtsefJLNFEpu04QCSW5Ppku4Wb5PRhNEjkyiqioIIKhUoVpBE0ZmZZFaEJONg41jPCzpI5/tOT3Y7nfRvxOgriNwmAv+lc/11VEH/SaE2SiqKwtrbG6uoqly5dqs/pvI54VSuGfD7PgwcPSKfT37Zj/UnR6S9/6zE/9Tf/MRVZJpXO8P23LrN3eMT9py8pl2XuP9Fmh4wGA33+rrqlksloxOVykc42kK8bly/y8OV2/f/HZ1EUycS99QOuXZhmYkijl9htFs6SjedFEmlWD874/muLPNk5bXuP4XiWZF7G7WgXTBIkidnR/raGXb/Pxd31AFNt80JgNZtYnBhoOx5OZPB1EGCoIceRpD7hHoTiXJseRBA01LkWa8fnDPkaxW++WKJQkvG7LG2UMaOozR83RyAcw1ulY12f6OWDtSOuDnvqf18JnHN9VEukp/Ec4z4LoPLyOM54l41IusB+NIvZKOG2mXCYDbhtJlwWA1N+CxXRRKqkMttr5zBZxihqFGgBLSE6LdoiNlr1KN4+S+G0aEn56DxDpZQnu3WfciGvJTK5jGhxkKrNCwkiuYJmg4DBpKHIoKlAItYFN0rlJiBKFJGbZos1CpVOXaKt2G0T3ZDaC1V7WxcYXXc3ly9UF+1OAJradnx1N0Cx3A6g9frcxKr3h1qlyQMMVGeIWsNkNHCxwz3Y57aQL5ahmKP58w/2dCGa7NhNRsqqilHUQL8KAlaTAcFgxGoyUKooOvR99yxR38iN9XoRBIH//B1Mkq8itJHL5d7oDHEtfvInf5KDgwOKxSLLy8t83/d93xs/5+fx2eNVXB5OT0+5f/8+fX19XL9+vaMGwWeNVwHAPynwDZ+88N4NnPA/ffEfsH90SuQ8zuW5KZxWMx8+esbu4THBUIRkWtu437l2iScrDQuld64uEQg2ulGDfT3sNHmtJjNZjiMJHm6fMDM+zJX5ifrfxkdHSOe0tb0kV3iwts/luYmOlNdUrkhJlZgZaZ/jmx7uI5zK4+ug7rt3FufWfPtGtstlp9ypA6eC227tuJbni+WqKFfjepfkipaTVZUeT2OPEIimmOtrFFpzQ37yJZn9s3PcNv29FE/nWxwQ4NH2CQuDHkCzcHq0HcRpUOsU7UgqT6/DiChoHcVUNo/XauDFUYJro16WD2P47EbGumxYjCJT3Q7G/TYUwGkW2YuXcFoMDHe7SRUVRj1GTpNFemwiRVlhslu7lsUq0FAsV5it2kAexbIM+OxkVr+OXEgjmixaDpZMOjFLUTKgFLUiO5tuLvxE1GIWECiq+u/aZGgBnystYHdrp7fTHrzlMaYOv93mMatEKo3dZq0WlO2/pVaw6enmAf3+zuBYbU4Y4MX2Id0eJ363g2AHbRGP08b4QPs+1GExshkIsbJ9QFfT+JzJIOHx92GStBaB1aAxwFSlgs1kQpAMGCSBbLGM29eoAWRFZaYqKtvvcxKIJPnys73vmNr0q+b6mqPEm4w3meu/JwviZiuGWsGZSCS4c+fOa/O8qsWrWDFEo1Hu3r2L2+3m1q1b37Zj/e1Q40qlwt/6pX/F/+Pv/hImSeDl1i65fIH7yy+w26zcunwBp8PK1YvzLM5OcvPKBWKpFH6/l75eP7euX0KURGbHh7i+NM/Vi/NtndrBvh42jqKoqsqTzQP2z2JcvzjDlcU5Ion2uYzzvMzc2ADOFi/XmdF+1gNhutxOXE1JZrS3i6c7JzzfPWW236N7znCvl2K5QrZQxtHU0RMFgYNwnCfbJwz69N2mXq+Tr7/Y1dGmapEtaPTi1ljZC3JrdoizeCMRaDRbFQFYGOmuzw6vHoa52oQGuu2al2K/Wy8OkcgW6XUaWRr182hHm296tH3K0lCDTv1o94yLgy7sJgmzQeK9yS7cVhOKojLut3N5yM1JPEsgltOoz4pKpqgQzshE0gWGfTYsJhNFWWVh0EumDJN+G4oKvbYqQlylpsmKylSVKh1K5pE3P4RyHsFg1DqwkkHzx63OC1kcLpRq0SvWaFOiiGB26gQ3mjvAdrv+u2idJxY6CGq1zhS1zhhDi9fgR4Sqqrjs7YWzvYOncK5QQupgajjQrU+c20dnXJ8b7Vhmg2ZpForE2tSuHVX16sNwgpnuxsbvv39vGp9VQhUAVcUoCiAZtY2DaEAQRIpyhbIq4vfr59hHejRqf65Klf7qi4O6h/LbjlcR2ngbHeLP4w9vNM8QVyoVVldXWV9f5/Lly0xPT7/22fTPWhDncjkePHhAJpP5RKNanwT8/k8fPOSP/Y9/jWQ6w1k4ynEwxNFpkPB5nAtT4yzOTDA2PMClhRl+8N3r7J+c4vd76enp4vvfu0k0kWR6bJCrF2a4MDeJ2+cn01QUSZKE09dFvlhi++iMZ9tHzIwP8wPvXObp9lHb+7HZ7KTyMuMtdjHzI7082z3l9DzNdNO4hySJnJynqxoNBh1N9fLUIEeRJI+3jpkZ0q99freD1cMwVybbwcejaJKr0+3q4ZFklg6pnrVAmFtzw7xoEc7cC6fp9dixW4ysVvdAiWyB8V79+JPZKHEcSeK26nPZcSTOVJ+bo2hSs/o6S7A04KrvCTZO41wacoGqMuCxM91jZ8hn4zCa5c5kF16rkf3zLIVyhXShTCJXIpgqcpisMN5lZ6bPxf55DlEQ8FWtKQeqIGmhmh83g8n6vKvURONObjygkgojSAaUYr7qFKHUO7p2h4tcsqqNYjDWlaJFixO1mKET0CwIAoVcgwXYCnYLglh3pPjIkIy0tnlLcse2r+6/2Vwet6O96SEAstz+G8oXizp7MACX3cpJk492vlhmoMvFcK+v9emAdg8+WttloqUonh3RRqsKJRmHKNe/7/fnB5npc1GUFQQU8uVKvfudraA1IEQRBAGTRf/e0kXtOg753QiCQDSV4+ned8Yy8FVz/dtwlHiT8V1VEH9a1DgSiXD37l2cTie3bt16I52Iz2LFUPNCfPr0KXNzc1y4cOET3WQfhxrHkin+73/3n/KVe09w2a08W99mYWoMl92Ky+nA5bCztr3Hh4+e8/D5Ki6nnW89fk4oGiMaSzA2PMSHyyvsHgXZPDxlbS9AvKBgNJu5eWmBpdkJTEYjTq+fbIsSo6yKvDgIc2txSnf8xoUp1g7PeLkfxOdx01ud0fC7rDyv/qD3z2L0+b11dT+fx1ln2myepblWtVTwOW11tedgLM30cANtvjQ1SCiepVxREERRpyA41utDUSGVL7bNAZuMEsVypT5XVItCWdbmgFo6v8fnGa5PD7R1hLdOInQ5teJresBHtlDm5WGI65N6RDySzGER9c/dPIow1tVYzA2CypjfzvLBOR9shhjxWTk8zxLLFHmwH2W2z8lolxWzJOJ3mpFEAbNBZHHQTb/bwnowhdMs1RH0WlFosGhJ8yhZxm3WrkOySnnPrH2TQiqCYDChFrMIooSAimDSvBntLjfFpiK0LjBltOiVuUWDzkJJaVk+JElCqFo0CGYbbqcT0WzDZHNqx0z2NhXlTslXljsk1hZalaIolGW5fSy4Q37t93tYXt/neovlh7EDErpxcEIslWs7bjRIbB+HCMWSXGraqBklke0mq7G94DmDPgd2s5HLQ26GbTKlcgWjqClGC4KGpBcVAaOgoIhGUBQqor7IPkvmcFrNbFb9NDOFEvc3vjPiWq9DVOvz+Dw+S9Ryfa3gTKVS3Llzh+7udoHE1xGfhTIdjUa5d+8eHo/nEwHftfN8VEFcqVT4J7/xO/yDX/u3jPR1c+/JC7wuJxdnxhElCVEUKVdkvnrvMfefvgTgGw+eEAxHicYS+Dxu7j55yU7glO1AkCfrO7jcXewHo1yan+bmpXmsFjPvXL/C9pEeEI+lc6wEzrm5OKXTCRnwe3m2F+QsniaczHGxKpglCgLJgna9soUSoWSWsaoY0bXZUYIxDaA9jmV1ytO1ed2KopLKl+oAePM+YO0ogq+pC3dhrI9AOMHy9jFjvXowc3Gsl8fbwXrRqLvWAjr1aoBSRaHbZWV+uJtsk6/v091TLo5q99biSDfrRxHimTwjfoduX5DMFfHbJJ0g1PJukOujjQIrmsrx7pSfF0dxHuxG8ZhFzjMFngfiHMez+O0m3DYjmYKMw2xk1GNhwGnAbTOjKCqJXJmFAReboTQmSSCY0s51klGwGCQqKgy5teu2cZJAEgXyJ5sE9zdAMmk2SQazlucrMmq5iMlsJleuUMu7jiqoLVgcdQXrejTlYa2Ia3x+wWjSAHOjBcFsw9PVjWC04nR7tFxvaP8NCGL76EAnXY9OoahKGxBttRg7Pv/w7LwNtBntb9cQebZ1qKeLN0W2UERVVKjIurqk1DSquR9K1J1H/sjiMDe9eQwCWCQRRRUwS7UrJuCympAFDQxPlVRds2DrNEa3204829h3/5fvECPsdVgsfi/Hd1VB/ElDFEVisRjPnj1jbm6OxcXFV/LO+rgQqlSNT5oky+UyT58+5fj4mFu3bjE4OPjtn1SNj0KN13YO+JH/6/+NL33jHj6njXJZZrivh+dVD2GjwUAimarTX29fXawnSoDLC7M8eLHe9JlgfnaOQDBCMp3l0cstVnYC3Ll9ky6fB6u58WP1uBycJvLkCiUebhxyYWqEbo8Tj9POzllD/CoQjqMIIiO9Plx2O5Um3fztkyhTQ73MDmtIcnOsHoSZ6O9ierhH54v3dOeE69U5j3RT0jk+z7BQtVSwmAysBTSRo5Nosi66AdDttvNi74zDcIKrU/rvYKzXywcvD7g00W7ZkMzmiaX1NOtMvkSf10a3y8bT3QbSvLIfZKirkYB7XFYebAZYGGwk60JJJp3J0GU3cX28m+W9MIehOINerZBd3otwecjFXiTDlN/Bw71zUvkyRoNAMlfGYxExSQLn2TLJnIyAynSfi81gGq/NyHYojSQKbIVSeKvK0jXhsOO0TG7nMXLsCKWiauhvlf6vyiUQQDCYyaaSqE12Cel0qjpHlNepPbeKatSpa6IBwWzHajKiVmTUcgG1lKcsl1GKeUq5DGqNWq0omEwWBKMVyWBCVVt+V0I7UNHJy1AUBfLFUttDix26qP1dHgA2D07ocjeKs0SmfX5NEkW8HWj+U4M9dc/jR6u7jPZp13h6uFenLl0qVzAh87+7vcDN61f5W3/yXWwmg2bbJAiYBAUBFVAxiiqCKKEqMpmyiMnaAPSOomkuT/br7Cf+y7OGKvzbjFdJkm/ShuHz+N6NTwN+l0olXcFp7TRS8Zri03SIW4HvhYWFT9xd+ajCO5nO8D/8xf83f/OX/hVOm4V8oUB3l5dkKsU3Hz7jOBhiZKCHzT1NU2B6fJi9o+O6PeBAbzen4ZjOFuada5d5uLpDqSzzYmufRy+3uXRhHgwmeqtrYy2GhwZJZPI82jjE4XAwP66Bf11+X329zxXLrAciXJ8b48JYP2fxxjqazhXJFGSGe73sNtGzAZa3j7k5P8bieD87p41u3VkszUwVAJ8e6qZcaVCBbSZjHTM1VMFUuaJgbGkHhxM5ynIFl92qywmSKLB9Eu1g2wQbx5H2+VXgOJrAZTOTaWoMvNg/0wHg1yf7uLt+xNUxPRPg6e4pC/0ulkZ8nMVzfLB+rHWKgZWjOJcGXaQLZYqlCvFskVK5gsMiaewhAeIFmZ1wmnCqqNG6BYFcqcL8gJtwush0r5OirDBbFfI0VruNxYqKtxihcPiUSj4DlSKoKoLBiFrMIBi1AlXbYjUuULEsI1ocqIUMhUrThRNE3Z6gXKNPCwKCyYbD4UBVVFS5iFrKk87lUcsF0skkaqmgdZ3lMoJoQDBasNkdqB3yeGd/pfZj6WyBYrlctz8EdCB+LVx2K8FonKebB1yabswJ28wfUfhmC233kkES2T3WgKLd4xDXZzQgx2SU2Grx3l7bPeLSeB//px95nz/33/0APS5znY1WrmjWSwZBoVTR1gsEUAWJ3h49oDc73KtzNPnys722xszbiFfN9W/SUeJtxPdcQVwsFgkGg+Tzed55551PVXB+lhAE4ROjxjWhD0VRPpMXYifU+Pe+epe/+gu/Qk+XB4Mg8JV7y0iSiCjA0vw03//OVbxuJ3a7DafTwc0rF7n3dA1FFZAMRi7OTRNNplmam+LOtSXmJ0e5MDPNs8193XluXrnIhy92ebC6h8Vi5Z2lWQwGA+Mjwzpz8rWDIGVV4OrClE5YCiCazNLn76LQgQbz8uAMm7n9h1Ysy0gGA3uhdkuctcMQt+ZHdXNPAOunccb7urg4PkC6ybLn8dZRHTke6/XWl9Xne0H6vI1CqNbtPY4mdV7GADazkS6Hta0oe3kQYn7Ip5PEL5YriKpmB3FlopfVQBhVhcOzKP2eRnETSeaY67Gyfqx9jlS+RDabYcCtJalnh1EuD7lYPU1yod/FTihFMlfCZzdSlBWtu1iqUJAVbk74yRY1a4aJHieZoszCgBtFhYkeV/X1tY1LcvcZ5dA2yCWQNEEnTHYNOQZQFFRUjCZzncosGM0IRitqMQdoPsW16LTQmR0uULQiOJ1O6lDYQl6v0lgTwCiVSqjlYnUTJ+nUJFtp19rz2u8bVW0IbTU2NWrH/GqsIsvpXIGhHu3+MEgi+6fRtseO9nbxeH2vvkGrhbNJ+EJRFIxoliaODmJduycR/ujNWQAGPDYmuh2UKipOiwFJkjAZjaiVCsWKoNGnBW0L0EqzbP3cX32+j/JJDRpfY7zKXNHbUJn+PP5whqIoHB0dIcsyCwsLn6rg/KzxSXU8XgX4/qjzbOwd8j9+8R8QS6WZHx/iK3cfEzg9Y8DvpafLy53rS1xbnCNfLOPzepgYHSYSS5LOFhFEAwN9vVgsVgb7erhzdYmri3NMjw2zvKkX5Bvu72XjNM6D1T1i6Ty3Ls7idTq4feUCK3sNwDoUT7F1EuWHb19m9UBfCFQUhYNQomPX7zyVpcft0HQVWuLpzgkOWzug8WTnhJtzo6wdRXTHj+M5bs2OMtDl4vl+471tn0S5WWWXzQ13E6iKaq4HwlydbjB4Lo73EU3lWN4+aSuKL433sX0SbZsbjqXzLI362Q8ldMdX9oMMdznp9WhgO8CjrWMujTS6whVFxSxUyOaKdXD2+X6IpWpR/PTwnCtDLiLpAkZR4OA8i0EUMBtFSrKKzywy0e2g32PFajKSypfx2oyUq+u+q9rRrNWum2dJ7CaJUjLE3vJXoVQAo0WjL4tG1ILWoRckCcFsQykXdNTmigJKQaNJN08V1QroxgEB0aIpk6vlPMViQUfuas1LQlUbRFUU1HKJXFbbc0itStVtgLjQDog3/giqWi8UTab23DvS56/vU07C5/URqmyhvXi2mk083Tpo88yeGOjWuTq83A7Q7XEwM9TbNr+eL5a5MzeIKGqNsx9Z7KMkg8tqwGKQkAwGSmWZggKiUtZ8iStlsmrLe2+ZkT4+T7Nx3K6U/abjVXP929ALeZPxPVUQx+Pxuoev2+1+o/LezfFJkmQwGOT+/fv09/dz7dq1jj/WbxfNBbEsV/hf/sGv8mM/+3OchqKgqgwP9PIDt6+yuXvAi81djk5DrG7v8Xx9m8BpiJnxER43dYL7/D72TsKcRuKsbO1z7+kqTreP3XCaKwsz3FicxWw0Mj0+ysphIxElMjkerO7xfTcuU+lgkzM10scHqwFuLegpqGajkaNYhlSxwkiPR/e3sW4Xz4/i3FroIKLhdjDUQQghVyxjMZnaCrGKoiJKIuF4uu240aDN526dNBaTYrlCl9OOqmqKki/2tWR2nsqxMNKYefI5zLzYC7IWCHN1St897vXYebpzTK9H/4M/DCe5NOLnoAndS+dLCEoZR5VufHOyhw9WA/TbRSzVmZ9Ypkg2l2XUpxXfpXKZ9ya9CFS4POTCJAlEMwUkQVMoHPFa6XKYOEkUqKgw2mXjPKMt8jX1x3RBW6y3QynE6C6FwIomYiUaoVJGMJgQqiZKgtGkiV7IReQm1UNVMldFNUAyW3WqkDXRDNFgQLA4UEt5itk0CAKW1oVQNNTVqxvP1/+GJIMRQSlTKhWrCVTo2A22dCg6m3OmioDNbEQSxeoUuD5STSJyz7cOuTQ9wlh/oxOhO5dJuxbFYklHzW9+DajOG88ME4wm2l6jy23nZhM9+79/ZxiTQaSiQq5UnS1CRVZFTKKiJUm5RLLU+Ox+p0XzkG6KSCrH8wM9xfFNh6IoqKr6SjSqt7VOfx7fW/FxnYRiscijR4+IxzWgtNnD903GJ+kQvyrwDe3g9+/+wYf86I/9DB8+foHVZMRsMvHutSUMksijlQ2erW+TyeT41vIL9gIn2CwWUpksiepYjNlkRJIkDoIRNg+OufdslWS2wFmmwuTIELcvX6DL48Jus2Kwe8hUgWS5ovBwbY/hwT5Eo6XtO+n2uri/dcrV2TFMLQJG44O9vDyJszim1++wm41sBOOMDXTrZlsBZoa62Q8l2rzWa9ekFaAGeL4fZLy/i9bxmpWDM7rddkwtHb6901jdWaHZzzZf1HsTR5JZktlC3ce3OQKhGJfH9Z+rWK6gVmR6PVYdE2nt8IyJquLzdL+H5/tnhKPnDFVZYIqq8mI/xOVh7TGxTIH3Jrz0u0xM+S2UZZlcSdZmoAWwmiROE3nWTpOogsBsv4uNYAqvzcRuOIMoCGycpbCbJOSKSr+lTPbl1zSQWDJWGUiCRsutWTMJosYQk0yauwGA0VovhgEqzQKZVTBWEAQt11fKKMVsPYeXCvpmiKk1PXQAriS1glIuafZMotRRhbojrZoG+C0rah2E7qSp0awhEk2kWRjTwJHDs/bicmKgG1WFpxsHDPgbs+PelvnjXLFIn8eO1dT5vf23ty7U//1nvzCB3SySKSpkSxXMkoCAAAiYJBFBlFCUCkVFrAP1AAfRNL1e/WjRHzx/+4yw/9r1Qr6rCuKPSpCqqrK/v8/jx4+ZmJhgdHT0rdIJPi5JKorC+vp6XeH6VYQ+aueJxhP8+S/+Ak/Wtvj+m5cInJ5x/9kqFVnmG/efIAgCM+PDDPb6Gerr4calBb7wzlUMBgOXF6aZnRhhZKCHXEnWCRRdubjAs90TynKFZ5v7PF7fY2iwn4GhETwtKpALkyN8a/2ItaMINy9M1WnU3V4XO2dJFFXl4eYxtxYm6p/3yuwooXiGXKlCMl9muFoUCwKU0VbMh5vHXGkSxfDYLazsn/F8L9imODnW6+UbK/vcmhuhNawmI/1+T9vx7ZMotxdG2rrXLw9DXJnsZ3ZIXwgtbx8zPaB15vo99ro0/9ZxBJ+zgWQP+12kckU8VhOtlB5VqTDeo9/0H0dTDLrNXBzu4uG2hmxvnZ4z7JSwVrNHPFvEZVK5PuLi5XGMb26cIqgKD/ci5ApF5LIMVHCYBFQVopkS8VxJE9Fy25AVhVGfjY1gCptJYiuUxu8wkz18QXJnufpOqj6DqoKqgloVyFIlY73wrSVNi8ON0ITYWqxNmxZBQC0XcXm7Gmhw031ebPl5WDsghYKiL5CVapITEDTUWhA7zxR1+qk3o9mCQK5QxGJsL9oEQSAQ0ifDk/A53d7ORVqiWvgeBCNcn9PuR6NBYreD//BJOEqx1N4F+eEbC7qN4I8u9uOxGsiXNSsG7fMI1X8Yqp9b+424qnTtLpuB03iWPre+m/KVt5wka+veZ02Sn1OmP49PG7FYjLt372K1Wrlx4wbw2UQtP0t8u4K4pnD9KsA3NApiWa7wd37lN/inv/V7XJmfwmW38o2HzwhGomzs7nMWidPr93Hn6kUEQeD60jy3r15kcnSI0cE+LsxM0Of3Mtjfw0mkwbLq6/GTq0jki2V2js64v7JFplDm1o3rmFvoo26nnVhe4cFGgNmxQQarYoOCIOD3+sgWSjzdOWFsoLvuGrE4Mchy1V1i9SjGtZlGjh7r85AvVdg4jnBtRt99UxCIJLOM9unZMJIocBCK0+Vq31BLokiu0FlZeqTHw8q+HiRMZAtMD/iZ6POx3cQua/YmHu2y17vK2txwo/i9NN7LYTjB7kkUv6tFnMlmQpDLuv1nsVzhPJ5kqt9NJJFGrigkc0XSqSQjvkZRfBpN8t6km/1Ikm9uBommsuyF0xxE0hoAq1QwCppQ1JDPxly/i16nhUCswOKgm8keB8l8mfl+N3JFZWbAQzEW5PlXfhdVLqHIJdRyCbVcQDLbG3ofBgtqXlNYFozad2+22nRsLIvVrgew1QoWmwNVMml7hqausmQy66nmgkixpUAWW/O41OTdq8iaIFeH4tfVQY28FQjJFrVmQwc8u62D+2htl5sLE3XF9OZw1OwoZRlfUxGcyRfbHvtiOwC0n3C4x8uF8QYjwWI0MF8VVzNJAvmSjMEggiIjqwKqXEYQBNRKmf5ejYU25LVwGsviteivx1ee61mcbyNeVS/kez3Xf1cVxJ2iXC7z7NkzDg8PuXHjBqOjoxiNxo4+xG8qPipJ1lDsWCzG7du3X1nhWhRFNvaP+G9/7Gf4t//xa6iKwu7hMUuzk/zg7avkC0X8Pi8DvT2cJ1I8fLHO07VtKorC3eWXPHy+ztO1HaLxFHlZoCCrTI+P8c6Vi3zfrescx7I6aovDbkWwufnWy10S+TLvLM3gddnp7fIQzsp16fdHmwG6vG4mB3vo8XfpvFgfbh5xZWaUmeFeHjUZiidzRbJFGbfNyOWpQU6bFJ03j6OM9Ws0o9mRXvJVesrTnVOmBhqJssutzSMsb58w3qdXAxQEgac7pww1IXu1CCWybYkMtCI1FNN33VQViiUZu9nA3lmifjyTL2mK1qpKl8vGs+rs8OZxhJtN3eN+r4OnO8es7J0y0aN/L2fxNEa1pFvON0/O6bOC22rg+lgXz/bOeLh5zPVhF6Dy5CBKn9NIuaIQTuXJFWVQFARBpc9lYarbgdtqZC2YJlWQGfE7KFUUZvvdVCplok//C6XjVcq5lLbwljQrIMFoqRbGKhgtCE0bTLVcRDDbKWSSUG4AKLlC8/ywFbvLTSoRA1XR+f+BlgiaQ2pVnJaMbSBWK3AkqIo2S9WSKMudRLZaly5BxChJba851OPTfQ7QkGOTsR2dNkgi+yeNwndlO4Df42BioFs3k1eLPp+bbnf7ffYjNy+0Hbs10YUkgM0sUawoWIwSqqIgKwpCdbOhyiW6u7uRRIFIXrtWNaG6Wnzp4QahUIhy+dsoer6mqK17/zUnyc/j7YSqquzt7bG8vMzU1BQXL16sF5yv4g38aeKjxqNqwPfa2torA9+188RTGf7ET3+Rn/un/5pkOsNRMITf5+EHbl3B53ZhtVpxOe34vR6+/uApzzd2CEbOOTg545uPnvNkdZvNg2Ncbg+HoTgjgwPcuHSBO9cv0TcwTCSe0p3z6uUlvvlih53TKEuz40wM9SCJIiPDQ5xV2VabR2ESuRLX58Z55+IM60eN9XD7JIrLbmekx0cs21hTVeDZfpCxbif9PgebwYaNzaOtY25Wge7F8X42j7UxlZX9Mx0AfnlqkFAiy3og3AaAL4718WwvyI1ZfXENWrG8NNHOHljePmnruAE83Q3S73VUu6iNOI0mcVbpyLXiKZ0v4nc0AHBBgHQ2z7PdU25M6UdqYuk8bknRhJiqEc8UiMXiTHY7mB9wk8rk+MbKIRd7rTjMEvuRNLl8gVGfjfXTOEVZRlVkzAaBklxBVlQOohmCyQKFsoogCliNEsaq+NXmk3tk175GMZfSQNWKjGC2IpjtVIpZ1HIRBBHRaGz6DCJIRoqlsg5ALrXkU5fDTiGXgUqpTTuk1V2i9f8AUkvx2Nr5FRAwGaW2EamOwFeHn1m5XMHTwW7zNNo+eieg6maPa9FMo17ZOeLy9DCiILB30g5+d3ucbOwft9mI/vCNhbZ14MfvjOM0S0iSiCqI2EwGQEBWVCzVZoiqKGRVbQ/S7fUAUFT1OXY1EOHJ6ha5ZnXvNxyfF8TfxZFKpbh37x6VSoU7d+7g8XiAV/MK/CzR6Xw1+rbFYuGdd955LTfCl775iL//L3+Hge4uvnBjidWtfQ6Oz5Akia/eXWZlaw+Py0EskeA8riWd6xfnWNnYQ66+vy6PE4PZynkyTbFUZvvwmGSuyNP9M1K5Eosz40wNdeOwWRmbmOIgqCGoZbnCg7UDjGYri3PTJDJ6iuhJNElfb09Hj9iV/SC9/i6drQJo1KBev49wUo/O5UtlSrLCaK+mXFmLckWhICtYTQb6fc66AJdcURAEof76vW4rK/tnlOQKTpueejU71M3GUYRBfzuNbaDLSXeHJBmIJFgc6iJf1n/HK/tnXJ3qZ6LXU7++UOsqawV6n8eOXFEoyRVSmQxeh/Z+VFVl0GPl4UaAS8MemtucO8EY8z4DofMEoKHHD7dOmPIYGfJYiabyeCSZabeAqVKgkM9iESqIVDAZRPYiGSQRJrqdrJymmOyxEz/eIbv8e8SDR6iFDEhmbQ5YEBEEsaoubdCKTVWp+wpjslaFN3JgNNctGEArlAEEkxXJZCKbbvLra0lcrfToXAvKauvw+zC3qloKglboKXKdsiVJhrpgzLcLk8XMzQuTumM9vs50xr3jM6aG9ADWWL9fR8PKFUsM+T14Otg7AShKhZXdI67NNjZwdouJdxYn2h77P//gFC6zAe0WEzAZJARJ0mj+VdRekAzEC3BxtIdYRvvNxAv6e/IoluPBiw0++OADHj9+zN7eHslk8o110BRFQRTFz7z5z2azn1OmP4+O0XxPlctlnjx5wtHRETdv3mR4eLiu3yEIwlsDwDuNRzUD36/L2nFt95C/969+j1y+wA/dvkoikWL/KAiqyt0nL1l+uUk6k6W3y8vqtsYKGR7oRZYVziKx+nudGhth5ziEoqgEgmG2D08JZWRW9k6YHB1ifmwAj9POuzev8mgzUD//yu4xB6EEP/TudY4ieh/WXLFMvgJIxjbK83E0ydhQX5UG2oiKonKaKjE+2KcT1AStAzs73EOhJb8+3TllsgqAR5KNTf/zvbM60C0I1Du5m0dRupqAbpNBYvM4wsl5CnsL1dpttxCMpXUUadD2Od0uK/uRjO74eTrHVL+XhZFu9prGnzaOGgD4lYl+AmGt4FrePGJ+qAHSX5/s5cFGAIdUwW1rdOBT+RI2tYBJLdaVtV8cRjBWClzsd5IplCgXc1zrM2OqFCgX81Au4DQJ+GwmuuxmFgdd2CwGHh0kmOp1UMokyb34Lxyv3NfA1HIRUVU0HRBBQC1kECwOQEE023R+wUq1SKZSplxsslOs/UMyIFhdJOPndbZWq5ZFq3BlsaL/vkXJ2AbYWjqIWomCgFqRdcywTIdOrtHQ3kl2O20MdHt0a4jHaSMcS7U9VlU1xfPWODzTa4gch6LMjvZ1nH0f6fWRzOQZb1E3/6Eb822PvTXZRbfTTFHWivF8WdE8iVWVoqJ9VtFoJlWQGe1xsxLQ3sdBNNPWyPny0x0ePHjA3bt32dzcJBKJvNG18FVniD+nTL/G0A2VHx/z4MEDBgYG2qhJb7sgbkaNVVXl8PCwTt9eWlp6ZYXrUrnMX/o7v8Tf/Ge/SSAYJZvL8fDZOj1+Lz/07nUE4NblC/yRO9cBcDmd9HX7+cKtqwQjcYYH+5kcGeTS7ARzM9OMDvUz2Kup2C3MTHAS11Si5UqFl7tH7IeSLF68iMflxN1EUZEkkYH+fr6xcsjUUB+jvY1u7aXpEe5vnrC8G+SdC/oN//W5cb61fsT8WD+GlmvhdjnxuB1tiTUYSzM1pFeWBjiJplicGGSox6sTSNo/i9cRYp+9Meu0cRThZktBApoq5NK4HjkuyQqPt050XehaBM5T9Lra55pOIsk24/aKopJMZ5kb6uLpTsMKJ5LM4rVqM8yXx3rq3ofLW8dcGvJQy83Xx/18sLLD6ekJV4ac9c7p5mkMv5hl2prjNBThw9VDXh6GyWYyRM/PKWYSnEUTzPU7me5xkiqUCB8fsv713+H5B19GyaeRDBrqKhmNGq3JZEWpCmsoxYxml9DkByjUZ4pURKkJCTaYQJE1b8JSoY2OXPMvBkCUKBb0AIra4knY/hsRKLTQrHSCDEoFm9VKS67VntkiQFGLTL7E47UdpoYa6H3r/Qhgs5g4CsVQKgpi04bJ24Gu93TzAITO4xmHQS2Rre0G6KlSsN9bmmqzhwDocVkY67YhKyqioJIulatzUSplzagYQZRIFWSKTQDAUTTdBu7kLX7effddBgcHyeVyvHjxgg8//JCVlRVOT0/bruurxKsgxvCHAzX+PN5sJJNJ7t69C8CdO3dwuxtMG0EQ3mq+bz1XDfi2Wq288847r0U05rd+/6v8n3/mb7Gxf4IgwFfvLWMyGfm+m0tYLWauXJjhvetLjA31UyrL9PV0c3VxDoNkxGq1MjU6xOzYELeuLOH1eJgaHUIURbxuF/6+QQ5ONT2Q3eMz1o/CzExPI4smRvv0olLvXJrnK88PMJrMXG5S5O32OAmlijzcOmFudABXk+jU4sQAH64dURFE+lrGThbHB9g4jbcdlysKHped87S+01WuKJQrKtdnhnRFebEs47BaEAQY77JzVmWXpfPFuj87wKWJAVK5oqYFMqrv2M4O+dk/i3OlxWECtEJspq8dpHu6c1odidLH461jFoa6OG7ysVVUlUAwylCXA7/Twst9LdcfhhM4JAWfXbtmk70uXu4d8Xh1hysDNswGLd+cpwtk03EWHXlK6TjfWj3k/sYx8WSaZDJJLhkncBaly2akJCu8PEliKiZ5+eF/4t6X/g2F82MMJotGj3Z4UUp5EAwNwUxVQbC6UQpNDg8Gs9aRlYtgMCGXGjlcLRcRTFZAwGltFb5q8Q5uUXduFdRyONvzaCc4tZ6nVAVREKqFd3uu7SQk6XY6WNs/4eZCAwAf7PZ23BckMjmebR7Q52usK0M9PtItY3WReJpud+eCTq2+ryeb+1yujvw5bZaOhTbA98/4MYhgN0mUFepz3aha0aUqFVQEurt8yE2fr5UJmVAsvP/++8zMzCAIAjs7O3zwwQc8efKEg4MD0un0ax0f/a+9Q9x5Svw7GIqisLq6Sjgc5sqVK/j97XL5kiR9RyjTsiyzurpKLBbj+vXreL3tQlCfNs6iMf78//MXiMaSXJ6fJJPKcp5IY7KYsJhN/MHdxwDcuDjHNx48rXcq71y9yDcfvai/zlCfn+OYTLxJdOeda5cRjBYcHoXVnUMKpTJGg4GR4WEeb2mFnM1s4vbFaV7sBFiYnuRJdS5o5/Qck1Hi5vwEoXiS3VADeXuweczV2TFe7ASYHe7j4bZGlV45CDHe5WA/kkRVYW64h8fV+dnr08M83mioXY72ePnayiG35kd5sK5XwQyEEwx0tXf2lrdPmB3sYvtMT4vZOIrQ5bIhCgLPm1QyT88TWIwShXKF4W4361WLplLVm7iGZC+O9rJyEGTE74TawlWNkR43mVwBVVV1i204kWF+yM96y/Hd03MuT/ZzEmkkT4An2ycsjvdhMBh5tKHNhhTKMo/Wdrkw1k9ONeKRyjx4sVF/zuxwLyajiKEQJ5UKEzxPkpdhraKgFrIUc2nEShmlnEdVNfEjuZBDkAxUsilNKVKoLsVmuybokE8i2tzVMVZRE8qqdoUlSawTnQSDCYwWrZgWBDKZBqIuGBuq1NpjzS0FsqHNzqL192q12SgU9V3kVpGMXD7fcc7IYbOQyesLbrfdSrLalS6USpiNBoplmWSLGBbAWH83a/un7J2EuLk4xcM17fv4qE50JJasv14tRnp9dYQ5Wygy2t9NOJ7m+6/OdnwNgP/9xX42gmmMokCyWEESVM2KQlURJQOqqmAwWTBbjEDj/hnscnMS1X5/LpuZLy3v8Mffv0B/fz/9/f2oqko6neb8/JxgMMjm5iZWq5Wuri58Ph8ej+czJ7lXEdlQVfXzDvHn8ZGhqiqBQIDNzU0mJycZHx/vuKH9ThTENeB7e3ubmZkZRkZGXtlOpCzL/PV/+C/46r0nzIwNk02niMQSGAwGBvv8fOPhcwDGBvvJ5fOEz7U8d2F6nO3DEzLVtcxmMTM0OMj9la36aw/19zM8MqLRevMFolW69OLMBE/2GxTQa/OTBCPnDPX38nBLK+Li6TzxdJ4b8xPsHJ3h8XjYrXZJ1wJhRrrdWEwFSrLMWZXtFU5k8dlNuK1GkvkyDouJwHmaeCbPaI8Hm7lQt6MzSiJH5xkGu30ksqe6mucokqwKZulj8zjCtekhTlr0H57tnnJpYoDne6eEE43xp+XtY8Z73eyHkoiCwH51j/B0V/MmPq2OSjmsJtaOwgio+F02ok2e8xN9Plb2T/E6LMQzjWJJUTWHgOC5PodlCiVshQKj3W4eVdleoO1f+rxOZvrchM/P63nt0cYB/T4X3f1+TILC8sutumbJgN9Nj8dFKZ9CjuXZOo1QVgS2SxXUcpFyLolQKVPKpQEBQVWR82lEsx2lWAAEDE43ckrLSQJoud7irAPigtGKmteAB9FoQamOIgmSEYymqrMEZFsKXlX+Nv9v0QZpZQIA5FsAc5PZrMv3iqLU2WzNN4jRICF3SMupvPb9LG/sMjbQzcFpBJvF3PY4SRQ5CEYplWV6PA7OYtrn7/W5dABHLdKZHOMD/jYHikCTKNdO4BSfy847F8bbLJtq8ePvjfO7z4N11qFJFChIBlSlgmgwoZSLiAYz4WzLPdUixvIyEKEoq/j9/notlM/nicVinJ+fc3h4iCiK+Hy+er7/rLoG8Gr5PpvN0tvb++0f+F0c31Ud4kqlwr1798hms7z77rsdi2EAg8FQT1pvIyRJolAocP/+fQqFAnfu3HktxfDDF+v8dz/5V/j6g2dUlAqbe0es7R+hqhXmJ0YwGgzcurTAD965hslo5OalC9y5usQPvXcTQZS4fnGO6dEBluYmUQ1m4qlG0XL90gVe7Id5tLbHk40DRMnI7UsLvHvzOofnDRulXLHE/bUDrl5cQGjZNJfKFfZCcYYH+tuU8J/unnJlZoxYvqz72/55jpkBH0ZJIlturGSPt0/rs0QATocNFXi8o9GpmmO018tBJNnmBytXFLwOK0qL8nUNOe73WHVd5fN0oS5q4WqyfGr1Jq4pKQeiaa43CX4ZJJHd03PWAmFuzLR7GX/92TY3Z9oRaAMaXboV7TwOxSimovS59Sja2kEQeypAJRlivLvRMc5lM5xsv+TBgwc8e/qEQizIgCFL4XSbSj6NmotRSpyhChJKJoZksiJIEpLJolGOJbFuu4BkQKkmwzoV2uyAUiNRycXqvwUBu82qqVIKAkhGvahGq3VCC6Wq2XS+FvmcPiEWOxSfnepRQWhXnu4kZDXR1BU+Dse4MDGIAARaaFEAzibbj9WdAP4qKnzWtKmpxWhfF7vHYS41eVyDllCbY23/mBtzo3zh8kz7h6jGH7s+hNNiqH92o6hWqVSaErigyCgInGX0STGWaWxApvq9PNwK6uzGBEHA5XIxPj7OtWvXeO+995iYmKBSqbC5uckHH3zAs2fPCAQCZDKZT7VuvmqH+HNRrc/jo2J9fZ2dnR2uXbvGxMTERxacbxMAr53rxYsX7O/vc/36dUZHR1+5GA5F4/yJn/p/8S/+3X8klkyTSKZZ3TvmKBjm9pULZLJ5bl5a4Au3rjA80MPU6DB3rl7kh969idfj5sL0BPMTw0yNDDAzPcl2oAH8Dg/2oZrsPFzd5cHLXWKpPBenx/jh92+zGdJ7rT/ZOmJkaBCjxd6mGv1k+4TF2QmKZf1CHIgkEQ0G5scHOW8qIGPZEnabDYfZyML4QP1vh+EEU8O9dVz56vQQwVia1UC4TTjz8uQA33x5yOJY+xxwvihT7FANBWNpFkb8BJq6yiqQLxQRBK0rG0lqn7ssV3DZLPU9yvxwN8VyhUJZodfr0K2FbruJVK7IgM+pO26QRHZPIvQ4rbQwsPHazZxFzvHY9TkxGEthltP0t4giBmMpDJkwsYN1Fgbd9ddLpDLkwgGePV3mW/fuEzzcZdKpkDveoJSOohRzFGOnCEaLVtSa7Rgsdq3TWMoiWh1UCtXvxmRDqXaKazO6os2jE8xszqnuri7UQuM+UZp0RIxmiyaA1TiAbl9TnV1ujla9DYPR2NZl7mSlWOsQm00N+nsnurTdaiZUZe1pNpgqkihQLLWvESN9XZSqQPaLnQCXqhZLbaJf1Tg8iyKhZ6sO+D1EmsCXVDZPv9fxsbneZTMx5reRK1WQBI1mLgiCNq5Gw1rqNF3W7XO3TuN1RkaX08rGUZS7G0e617ZarQwODrK0tMT777/P4uIiFouFo6MjPvzwQx4+fMju7i7xePxTjVKpqvpfPWX6u6pDLEkSMzMzdHV1fSxKUfvCXuXL+zRRLpc5ODhgeHiY2dnZV/ZCVFWVf/Hv/iN/55//Jn1dPr5w8zKFQpGyt0yP10U0meHB83VEUeDGxXm+du8pABaTifnpce5V/w9weWGal3snVBSFri4vQ71+enu62T+LU2raRJjNJpIVI9vrRwz6XfhcTlb2ThBFgesX57i3oXWML04NEYomCCcyOK1mPB4P9zZPGO32UCwWCFaRVkkSycoqHqeDeCqnmyvZOkvz3vwIH240RLYAlneCLIz2IYkCK4caal1RVBK5Ek6rmXS+SK/XwdPdILKicmmij/hO4zVsZiMvj6LMDXhYP9F3iVcPzhjpaqez7UayTA942WkSzAKNHtXndSCJIi8PG131lX3Ns/gsnuHiWB9PtrXF6NnuKWO9Hg6q3oTuKrXq4fohl6YGeXGgfR6/y8az7QAlucK1mZEqOq8triNeM0+3DrFbTFyZHOXJfhhBELjca+bB05X6exjq9TM50k8hk0AwiUz1e3HabdhNBhLJJE5JJp2NI6gqkquHSvwELA4qpRxqMYesgmgygWTUUpfJCuUabUpTjRRtHo0qXevkGkwa8itKCEYzpWKjgBWNZpRi415y2iwkCs0brdZkJ+qONFO068/oUJOZDCIt4LT2vFbKVrnSllBNJv0M2ZPNAy6M9rX5WmrPb3yWbKHEzNggJbnCaQcLpR6vi8NglMfre4z2ddftGzqJbCXTKfq72kXeaiEIAgv9Th7sxzFLGpIuSFqXXhAlnGYDaRmiuQr9XifBqtDNbihR72bIioqsKHy4dsSPXpvqeB6j0UhPTw89PT2oqkoulyMWixGLxdjb28NoNNYRZa/Xi7GDwFgtXnWN/cOQJD+PNxMDAwOMjY1hsbSPqjRHDQB/G1Eul0kkErhcLu7cuYPZ3N51+rTxeGWDP/PXfh6zycj1xVlEUSCRytDv9+J0Ouqd4ZtL89xdfllngd2+ushX7jdy/XB/D0VFYHf7EJvdxthgL/09ftJFlWctXsNOXzdfe3mI12ljtMfLy/0g5UqFm4vTLO9HUFUY6HLjtBjYqOa/6xcmubtxgt1i5OJ4Pyv7DX2P8YEetoMJXbcVIJjIsTTiq+e/WrzYD3FrfozNQIi1Jj/VR1saAL5ZFeuKV2mroWQOp9VEuskmSRRFHBYj8ZweAI0ks/Q529ekUKrAlYk+ki36J+tHES6P9/LiMMRRJFE//vLgjKvTgzzdCdLtttc1S14enHFjdrjObrs03sfjjUMiiQzXZ4dZ3tVsG1VVpVjIEwjHGevzoapmklXB0Wvj3Txa1Tr4ty5M8vwoTrmisNjv5MHjJ9WC+wiP0878xAgGtUg0lmWs24XLYcfrtJFOpXAbFYoo5DIxDO4+yufafkRERc7EEB1dCAaTRpkuF0CQEE0WlJKWn5VSDtHqRMkldcB1jUYt2lyaqnKtABREHdvLYrWTKTeumSCZtLnf2v8NZh1Yrp1U/1utIAH6YtVoNFAstXsDgx7wzuWLbcJbYwM9rO439oUHpxFmB/317m9zdLmdum5vMBzDajYSS2XbHtvX5eYsmuA8meHm4hSP1g8ArSBuZfyt7AZ4/9Kf6vj+a/F/vDLEVkgDoNMFBYOgUq529+0WMzlZRZCMTPb4eFxlWSqqytSAnyc7J4z1ejjPhPjayiH/zeV2XRLQfiNerxev18vk5CSlUqme61dXV6lUKni9Xnw+Hz6f72NHPmrF82fN938YwO/vqoIYqG/iPi5qX9irdi++Xaiqys7ODvF4nO7ububn2wfoP20UiiX+8s//M770jQdE40mmhgf4xgMt6V2em+Dg+AyPx0l/Txf93V0k01luLM0jCgI2u43zeJKR/m6SqSyz0+M8Wtutv3YynWV2aoqvPtkGoL+7i7F+P7mSTLwksn2iLQyn8Tyn8TwXp0bwd3n55stGMn15EMJpNXF9boR0SWX7VFsIDiNJPHYL00N+to+jXJ0Z5fGOljCHvQ7CiSyFaqEx6ndydzvMzdlhHm420K2KohJJF/A79RugUCLD5Yk+nm0fM9ztIZTUXvf53hnXZoZYrtK7L47382DrmJ1wisEuFyfnDRr3ZK+LWF7GYjLoTNUVVaXX52InqC+gyxUFg1rBZtAjhYWyjMtm5iyeJpFpoOFluUJZlrEYDXS5bDzfbcwObwZCjPV6OQglGPbZCUe1DcDyVoAr08OsBM6ZH/TydGMH0Iqwx6vbLE4M4rEa+cbdh7r3oFbKPLr/LZJpbdG2mk3093Tz+KhKP780z/F5jnA4QiV5hmi2IRrNyKkIgtWNIIoo2RiixaXNDRmMqLkqVcpk1RDkXALR5q3PHAkGi6aQaTCilouUyi0ocFPkWrq9aqsKdOvMT0uHWXtSK3IpdEiQ+u/GaJCqhWg7utvJVkFRFaxmY5tIxlnLTPjTjX2+/9oCX3+62f4a1SRRqSiYJG12WVXV+vxwc9y5ON12rDV+/P1xHh8mEAUoygJmEQoIiAJkZRW1IiMYjAx3m+sFMcBYn49MvsTmsfZ7/NrK4UcWxM0hCAJ2ux273c7w8DCVSoVkMkksFmN/f5/V1VWcTme9QHa5XDp0/FXW2EqlQj6f/7wg/jw6htfr/USF7tuiTIfDYXZ2djAYDNy4ceO1AN+//tv/mX/46/+OQDDMtQszLL/colgqMT7Uh6IoZHMF5iZGGOj1k0xnuXJB6zq5nQ6iiRSTI/0kkhkGervZCUYpVBHDXKGI0+Xm7toRZbmCw2ZhbmyAYrmM0eauOz7Es0Xi+2d0e1xcmhnlaysHdXzx9DyFIMCthTEQDTyq5vNsoczacYybcyM83AhwZXqIB9va3xxmSZd77WYjR4ki86N9PN891mGXDzZP+IGlMb724qB+TFFrALiJ6aFunlSLy0gyy7WpAZa3tP3CeJ9PA6oFgeszQ/URLwCf3cTaaYapQT87J/p1OJUvke5g0bR1EmW6x8nmmX7t3zqO0OWyMtbrIdykyl0DwAPhJCdNRfTjzSNuzI3yeOeUKxO9PKkCEQdnMYZ7PJgMVuSKwvpeY0/1YHWXAb+HkT4/z54s6/a3uXye0PEem7uNa3Tr0gW++sE9AG5evsB5Ksdeosr2EkQMnj7k2HFVjEpEyUQR7T6Uch7RatdENUHTAREklHwWwWRrzBeLBlS5iGhzoeRTqOZGESOYrI3HQVvubw2D0YjcnNtFqa0g7mSl2MnaqDVEQehgdKSNTLXGyXmSHn+XrpPb6dTheIpbi1M83jhoe40Bv4ezKij+cjtAt8dJJJFGadurwNRQ78eC3wB/9FI/P/8H29q+WBAwCCqyKGKWoKQKqJUSosFEqqS/FjXdlHy1CfGNl4dtI3sfFSaTib6+Pvr6+lBVlUwmQywWIxwOs729jcViqed6j8eDoakD/6qOEn8YfIi/6wri2obz46JZefJV+PIfF6VSiRcvXpDL5ejr63st5zkJRfgf/uLf5CR0Tn+3j6WZcbKFApfmJ3E7Hdx7ukpZlnG5HaQyedZ2tEJ5dmKE82SGaFVZ2mY2MzU5xvPtI8YG++n2ujCbTRjMdj58sV0/39l5gr7eHg5TFYb8Tnp8bp7tHIOq4nXakI02PtgIcn12lJ2TEInq3IwgiKRlCa/TglFKUq7+UBLZAoWSzB+5OsdXVw7q5zmK51kY6WUrcIbFZCBd0iQIlndDXBzvY2X/rP7YiX4f8WwRSRJ1M5vP9s74vqVJPnjZeF2ArZMYPpeNTK7Idk0Ru6Liclh1BXFW1uaabs4O8XAjoHuN/WCM69ODOlsogGi2zIy7HdHaPI7w/oXRtvdyHElydUqj4h43zTYVSjKpdI6FET9Pt/X0lqfbR1wc7yedTLSdJxyNsRMKcGlqiHJFZW3/BKvJiJJL1IthgInhAdZ2Dunr7mJ+coQnKxskUmnsPUMU80ZURUZORVFVFcloppIKafO/xSyCyYogSo3+rKjRqzWBh8b1F0QR1WCAch7J6qJSaNDvm2eEBFGiVGhKmKIEagXRaK7Ow4LFbKYgCBhFKBULIIrQup9tTZqdFuGWDWlZrqAqCmIHGtVRqH0eiP8/e38eJNu+3fWBn713zvM81TyPp858zr3nvad3JYGJJmwwHSJMt6ItwCgIu2kTWLQBm0YK0dhgGwSEsaGZTActBWraakMYgZH07nt3OEOdc2qe5ykrKyvnedy7/9hZOdbTu+Ob+q6IE/dW1s7Mnbty/9bvu9Z3fb8I3Bkb4NVmy7vXZjZyGU/SDaqr1Vob4G5FO3jePY3wZH6ccCzNebRztg3g63e/O4XqJu4NOLEbtVymyxg0AloJ0GkpVWrodBpqtTKCpCWW6wT4xYrMdL+b5WO14/3tjVNkWekQBfskIUlSs1o8Pj5OuVwmHo+TSCQ4P1c3nTe/d7lcn3umCPhqhviruDU+KQ35y6ZM3xS+j4+PGRoa4vr6+nOD4XKlyp/7b/8e/99/+wF9fg8/+fQuxVKFuYlhbFYTS5v7pLM5jHodPo+L33mxDIDLbsXv87C4sdx8rad3Z3mzfYTP5cDvdmAy6jFbbHy8ftBcr3KFEpfxLAa7m3KmzNPZUdYOziiUq0iiwNjQAN/aDDMxEKBWrXLYyKWKAoLWQKpQwWs3N6nGsqKwuB/hJ+9P8nEb0ytXrqPX6Qi6bVzGMwz5nWyFU6SOrngyNcTLNp2QqX4Prw+iBF3WJrMM1AL4g/Egl7FOReA3+2EWxkKsHoRxWI3QUJfevojhshhJNDq/o31eXu+FqctKz37RaTFi0uuIpjs7gIVKHY/D1gOIc8UKwz4HmyeRjsertTqVSpX7Y8EO7ROANzunLIyFmi4RN3EWTeG1W5gOOvgwetnxu8tYCn05id9hxjkUZOPwglKlytyAm1dLLS2Y2bFBXq1sYjEZmZsYJnJ1zfF5GE/fIPHYNZLRonZ7AdHqRs40OvO1CpLFhVwtNzu8ot6MXMqj2i7qW8VvnVEF0sWGXVO1Ldd0Ma/yxS4NDrmGRqenrqijTFaziVTDRrBYLCBIupb/cTNu2c935/9bjqvLMpKk6Xn2bewst81MvS6jkcQGjVqNRLq3E5xIZ+n3uZpsr5tod0kplCuMDwa4TmU5j/ZaOX397vcufguCwJ0+G9/evcasFVVBTVGkXK2qTQIaVnOxInazgXSDLbEbTuK1mdi+UM8vmi6weRZjbtD7Pd+z+/2tVitWq5WhoSFqtRqpVIp4PM7e3h6lUgm73d4EyDdA+LOOhxQKhR/5XP9DNUP8SePLVp68sXsSRZF3330Xo9H4uW1NPni9yv/pz/5XHJ5dYjUbiafT/PaLt6ztHiIIAh+/XcdmMTExEMRhU2kz85Oj/MTje2i1WkwGHTazkT6fG5fHw/reCdVanZNwlGKlzn4kw4ere9jMRh7NjnF3coivPb7P2kWaXLHC9lmU5YMwAz4XswMedBZHs/v75uASRC0PJvrxOSy4XE72L5Ms7l8yEnR3mJbPjwb5YCfMqLeTerF5es3ccJDRoIdkQa1iy4rCUTTDoFetpA147SwdXrEXTnTM6t5EvlIj0CWmlS2W6fc6uTsWJJFtLc5bZ9eM+9Vq1J3hQFOl8vXuBcNt0vhzQz7CiSybp1Hcts55nrkhPweRFK6uWWWA8NU13ltUp4+vEihK7/cunslj14kdipw3YRDrFIt5hgOt81IUBZemSjZfZGlrn/XdA2wGiccTfkJeF08XZniyMMPT+UkkFAYDbgq5HK9XN0llsgyEAox6LNRycSS9CUWR0bpC1HNqxVw0WNFanOoc8A3FSWdCbohyAMg3oFfSIterzcTYQRMUBJT2hKlVr4nOYELQWxB0ZgQaQhvVEih1ioUsSq1MpVJuvJeAoDU0qbmCdAtFV+gFxLdReQVR7LHS8LvtZLu61qDah7zcOGBqqOUbPeB30w2GATKFEg+6FCPtZiMX153JcG3vhOFbRGAkUeTp3O20pu54t+FJrCiQrchUZQVEgaqsKk2jyJwkivjaijW7l8mOankiW2yOHXye0Ov1hEIh5ufn+cY3vsG9e/cwm81cXl7y/Plzjo6OKBaLxOPxT73e3gDiH/Wq8Vfxg40vM9dXKhXevHnD5eUl77zzDl6v93O/V/gqxn/4f/0r/G8fLiIIAga9jt95scTz5Q0Meh3fWVxBAEJeB/OTo5QrFeYnRng0P8XEyCDlchWXzYLVZOTe7BSLm4fIskIkliQcS5KpCHxraRdZgTvjgzyZH+fxwgw5wcDxVZLLRIaX26dIWh0LIwGmx0ZYbHRi98IJTmI5ns4OY9TpeDgzyuJ+hL1wgjoi0wOtTfew38mb4xgj3s6icTyrih1+7c4IW+FU8/FXe2EeTaozmlpJpFRVVOEpowFtV8FTI0mEPI6ea3ceyzDV72HpoDUjnStWcJrVIqjFqGOjse4dRZI8mmhpeJgNOtaPI6wd9zpM9LltfLR1xp1bZpVLxQIhW2/evohnMGp6GzSyoqBR5B6rJwC7UcPr9e0OjRKAh8Nudo/O2D8Ns7i2Ta1S5Jt3RhDlGk/vzvLkzjRP7kwhKApTI33kc1ly+QLH52FEUWDMZ0MSFESNFrmURbJ6m3ld0JsR9UbquQRiIz8jSiqwuenetgFQSadHKanFCJ2xc46arr2NUi0hSBo0RiuCzoSITL1aUZWqq0UyWTXXF4sFNaFJGgStAY2u7Xp2g99b5oe7i983YTL0NqKubrFW0us0nERiPJweaT6m1Ug91kqgukkYdL1F9USbBg/A6t4pz+bHuLqFiv31he8NiAF+/hujGHUSNQXKNRmDRkBBQJHraCRRdeMQtR3OJ6VqnZlBXwfR7ltrJ7e8+qcLjUaDx+NhamqKd999l3feeQefz0cmk+Ht27e8efMGQRC4urqi8l3o7L9b5PP5L0SF/wcZP5KAGL68JHlxccHLly/p7+/n/v37aLXaz/VeiqLwP/7q/8LP/Km/xFU8wZ3JYUJ+N0NBP994fJehYIDj8ytqssLYYD/7F1es7hyyd3KOxWzig7frbOyfcBaJMTrUT7pUpy7L3Jkc5t27M/z015+QqwnE0urNnMkXOY+lqOmsbF0keDozSL/X0TyfvqCP/aygUqzakl+6UCZfVRgb6ieeaYGLvcskGq2WkYCTh5P9vD2MUpMVTlJVHoyHOj6r0WBA3zUPli9VqSNhM+kxGfRUG9W7V3th7o62gMrMoJc3+5fYzMaeCtXWaRTxlg7iZbaKy2qi3ragy4qCRiO1YR71fwrlKn1dYDuSzJArVhjwOjqKkz6HhcPrHEadtkdEY9BtYfXggrFgpzx+yG3lo7V9HCYt1jbrBqdZz+ruEeHrJOeXKo1cAO4Pe1jbPex4jQGvg9/+znNevF3l5dIax6fnrGztsbK9z/H5JdPjw2SyeQJeNwNBD2ubm4iiSCUTQ+sKqd7AjeQjiCLVbAxEDXIxi6DRIWqNzeqtoLeoHWJJo6pGt9Gkim22PQaTpWOG90Z9ulIqoJTzPQWAHkEtAahVUGpl1ZtQo8duu6WKeEtRshv4giqIVa3L6NtsoALu2wXuoin1nsgXSk01SIvx9nnF82icpe0jQm33ymCgF/gWy1U0t5zrwvjAd33t7vgTXx9GrxHVKruiYNSqy7BSr6MRBZR6HTTajsKOUadB7Jqlen/98yfJ9rhNnOvG+317e7tDnCufz39PJk8+n0ev13fQsr6Kr+LTxpc1Q5xOpzsK31ar9VYf4k8TH71d56d/7s/wZn0Hv9vBw/lJzEYDT+/O8s69OfZOLgCRwZCfVK7E4voumwenmM0m1vZPeLW2w9FFBIvZhN3p4iyaYGp0gCcLU7z3zgP6+wfYOVW7j9Vand2zCJLRyvpFiol+L3NtgG8w4OW8IBLOlHg82d9cY2VFYf8yxd2ZURXcNiKZK3F4leHRRD9DfgepUo1cqcrudbFpeXgTTquJq0wFUxewWD2OMtnn4cFEH6cxFUgcRpLcbwOuFoOO3YsEu+EEPkcn2E5ki/T5XHQnhIPrPAujQeaG/BTbRqLWT6L4GqKIs4Mtr+NwPIOpDbAGXZbm491AtlwXOI3n8XUVzMcCDr6zus+Tqc7ivQCEr+OcX8UYayuOKoqCUC9TLFd5s3XA/bEANpMen83I0tpGx2uYjTpevXmr5vq3q7xaXieWSLK+e8jW3hF3ZydZ3znAoNPx3jsPeLW8Rq1UUCnTdj/1cg45rzY0BIO1qS59owAtGKzIxRbAk8tqcVI0OdR540bUuiFAtU2s0WBRqdb1GrViDq0kIrffh6KkguPmE1T7QKVWplatgKTFYrP1CobcAoiNt/gU67Qa8qVqx37KaNBxcQs7q9YQX3u9ddjM24MBT0e3uHlsXWbn5JJH08PNx/RaDUcXvXojpXIZh6UT5ImiwJO5sZ5jb4uFfjtWvYZKXQFFHRtUUFAUBaNOq6pqS5oeL+dujZRvf8G5HlRxrv7+/qY4142w4Y041+Li4icW5/pxcZT4oQPEn4ZG9UUmyRu7p+3tbe7fv8/Y2FjzXD7re+WLJf6z/+rv8E9+41+j12kZGwjx8dImH71Zp1iusLSxx+bhKZIk8o3HC1wnUoQ8TuYnhnn3/h3iqQx+twOb2cDDO9Os7p9TKJW5iqe4TmbJ1gTeX9rlPJrA57LzeHaU957cpaq1sHN+TaZQ4tX2KRexFM/mR/nm4zssHl5TlxWOrzNsXyR4ONGPw2zg6cwQJ4kir/YjOGwWRtq6mdfpAn63k2Su2MSNsgIrJ7EmKH4wHuLl/iWvDyLMD3SCxXAiy6OpIfYuO2mtx9cZvHYzoiBQrsoIgsDuRZwn053J9/54iJ3zOE5LL9ieGvSy2SaKBbAfTvB4coB+j52NdsGs46tm5XhmwMt5o6u8cnjJzEArsQ37HKolyHWaR5OtZKjTSOycRqnW6lwn09hNrYXabzegKApHl3HcFj0Os3quoz4rhZKaNKq1Oi/X9xjz2xCrBdpRuF6n4fKik27dF/BRbMyMDfUF2To45p37cxgNWp6/VUW4HsxPYXJ4qSbCTWqzZA9QT6tVdMnsUGlRGl3HvSVoNCBqECQdQld3VmlLmBVFXSI0RmuDDlVvJE31tXLFrtndrpmjDkEtQYB6hWKliqjVdxY5bgFXt1Gj8sUSgiAgyzI2s7qBMdxSqfc7bc2N01k0wYOpYQCVrtR9rMtOMlugUqvjakt+t1WnAXa7kinAu/OfLEEC9LtMeG066op6FUtVuQkujVoJQaNFECQybUJmUyEX0vchSbaHVqv6nrpcLp49e8bjx49xu90kEgkWFxf5+OOP2draIhqNqsWOrsjlcpjN5s+t0PtV/HjGDyrXA5yfn/Pq1auOwjeo41if5b0UReHv/7N/yX/x1/8+tbrMyECIw7NL3n+5zGn4iqtYkhfLm+SLRb72YJ5csYTTZmFisI+fevchyUwOr9OOzWTg/swE0UyR8HWCZCbH0cUVGr2JD9YOWd0/w2TQc39qmG/cn2V8YpLFvTDVuszy/gWbJxEmBrz8nqfz7MUKpItVMsUqi/uXjAU9jAZdzAz60OiNLO5HuM5VeDjRKmxX6zKZUg23zUy60AI7rw8iTVDc77ERTuU5vErR73N0jG1U6zImo4HDq86u2uJemHtj6vvMDvtJF8rkShW8zs4idb/HxvurR9wZ6e3kxjKFDmVpgGKlht9tBYEOL+N4tsDckOpeYdRpmnuEeKbARFs3bmbQx9l1ilK1htVsQGr7LDfaGIs7J4z5W+d5d9TPRSxFvlQhEksw2ae6odwZ8rJ93Opsv90+hlqF2ZCt5zs17LaSybYA65O7cxycqNR0SRKJJdM8WpjGbjOxe6TOkPo9bmwmA9XUFVqzA1ABrlrMVlSmVymHZHGDXFO7j6gdZOS6CoaLWeRy28hT+3ysVo8i19GZLIg6E4IgNayYGvvgLsbWbW4SHd1guUa+VEGj02M0thUbbrnvtZreHC41jssWK/T71P3oYMBz6/Nvxv1qdRm9Vi3SuGy3CzzddHz3ziLNPcRwyNu0wGoPURB6bMHmRvqwm3tZhd8tnoy4kVBze7muoNdICKJETVaagmG7l+lmoabPZWH9rBP0rxxfNUcGvowQRRGTyYROp+Px48d8/etfZ2BggFKpxPr6Oh988AGrq6ucn59T7KbRN+LHQUDzhw4Qf9LQaDRf2FxRqVTi5cuXpNNpnj171mP39FmS5NH5Jb//P/rP+af/4t9SKpV59/48sqLw7r1ZfvKd++SKJfR6HcN9AcxmEx8srnF0cYVWq+U8muSDN+vsn14iiSJOl5vl3WN8Ljszo/38nmcPmRgfpVavNxdwQRSpakx8sH1BvV7n8dQA4yH1czy9M8l6JM9H2xcsDPvx21oL2Uksw9hQH1WkZvc2nMwRThV5OB5CaIhavDq45ixV5W5bopIVhdXTGN9cGOm4gTcus8z2t0DxWNDJh1vnPJka7LhGmUIZj8PKo4k+jhrqzQBLB5Fmd0ynkTi6SpEulPFYemlNxXKN+VuS58ZJlP5bvIwvk1nMei06bedX/yyaxmLQotNIbJ225okWd06ZHVQT68JIgEJDATFdKGPVS2hEAbtRw/Jua2756DKOSScy2e9mabuzCwzg0Au8XN1mbCDI4zuTOKxm7o4EubpuXcPZiVHerquexCP9QUYHQ9SqFZ6/XcXrdqEoCmaTEbkuk78+R9QZqWdjaOw316IFQkWzA6WUayZIABGhMVdUhLbOo6AzdiRJvU6H2WKjXsxBvfo9PQn1mq4l5RZ6dKVaQ65VkOty6/ddwhWCKFK/rSrZAO/VuoKrUSDJZHvnhDyOzoX5pnLcLagFEGyj7q0fnnN/Uv2e5m4R6nLZzIRjSbYPz/A5W9XQdz4FIAb4fTN+tIKCSSdRR8Ckk0BU70FBEEAU2Yukm4WV62yRg4bH5k2snVx3+Gh+GXEzQ3wjzjUwMMC9e/f4xje+wczMDBqNhqOjIz788ENev37N0dERyWSSWq32A6FQDQ8PIwhCx78//+f//Pf1HL6KLza+SEB8U/je2dnpKXx/1vcqlMr8x7/4N/gLf/3vc3kd5970GDqthrvTY/z0s4dYrWZKlSoOu5XpsWE+eLPO4VmEUrlGXYFvvVxh7yRMMp1jZGiQ5f1TTAYdE0MhfvLpPb726B75UgWzUc1/tbqM0WrnxeE1exdRFkaD3B0LIQoCc6P9VCQT72+G6XPbmAy0cuBpLIPP7cLhsJPKNzzbq3XeHl3zZKofURS4NxrkJFFg+SzDw7Fgx+d8fRDh6/PD1BDINMDyXiTNRBtYNOm1xLJlvE5bj77BUTTNnWE/b/db87Wbp9c8mW7tC3xOKwoQjmXQSZ25JOi20e/pFTJaO7rivYVRIm0ihACv9y6Y7PMwPxxoeiKDqlcy5FbBkrbtFA/CcR42qM4ht42DhpexokA4kcFj1aEoCpfRVicxVyxzchllfshPNtObW3x2E//2w1fYLCbeuTvFQMDD1KCf1yvrzWMsJiM7DREuj9POT77zkGq1wuLKBiG/l/PLKIoCsxMjxC6OAQW5UkAw2FBkRZ0FBiSTHcnmpZ6Lt6jTgEZvRDQ7kAtpRGNnXmzvFktaA1anh0oh11EUb/6+C4hqukHsrYJaIrVqRQVRjeOlW+jRt408tcPTdLaAzWzAcIvvr8Vo6ACLu6cRHs+O3jq6bDHquWj4D6dzBSYHVLvG7wZwr5NplraPuD/R+o4+/YTd4Zv4j785jFEjcONmZtSqdPYbEVpBlKgpApP96n495LKSzJc7WIiKAh9unvW89hcZ7QKaN+Jcc3NzfP3rX+fBgwfYbDai0SgvXrzg+fPn7OzsEIvFmgD5B6Ey/UXn+x9ZLtsXlSTj8TgrKyv4fD5mZmZuVVj7tO/1Wx+/4W/+T/9v8sUS44N9FEolfvv5GywmI+PD/Txf2QLg0fwUyUwODTA9OkDA6+bo9Byv04ZRJxHwejiPp7m8vAZBoFytYbY6+J23LTVck1HPs/t3KCsiJ43h/2yxzKvtE6aGQjy6M01dEJtKu2snUZWyO+LFaDCxdpFm6Uhd4B+Mh9g+jVKo1KjU6hzHs3xtboiPdlSAWJcV1s+SqhrkvloJnexzs3KaYjzkZqvN4mb/Os9En5tIIkuhIlOTFRb3L5kf8nfYHEVTeZz9nWIB1bqMpNEgigL3x0K8akjS70dzzA542DxT6UFBl5WVwwg+hwWDVtNcYECltVRvqfjF0nnenRnk+WZndy1XrrEwEkAjCbzdaylaKgpEEmlcFgOXsc550rN4Vt2IyHXepjvnWi6uUzy2GRgLedluA9gOi4GVTfXvd3B2ycHZJX6XjetYnIcLcyq1VwCNKHJneoyj0wtq9Trfev5afb7NwvLmDgNBP36vh8UVlYrl8weIZ4tUU1foHL6WhpUgIueu1f82hbIE6rLcqP7SYbMgaA2qT7EgYLA6qBZz1G9UECVth+egoNGhdCXAcqkrsd2mUnnzHAGVwq3RITRoRO3XvbsQLAqdOe74Ksnd8X5ObhHU0nTdx7W6jMVoYDMS7jlW30X7O43EsBj1t3oYD/jdJNJZcsUyQyEv0WQWSRR51Da79Enij35tiH/64ohCTe0uaUQRQVAoVquIkhZBo0dGYCzkIlcosnuZAmCiz83Oeeu8Ptg85Q+9M/2p3vvTRL1ev9V6pl2cC+gQ5/qt3/otfvEXf5GxsTGq1SoXFxf09/dqBnxZ8cu//Mv8/M//fPPnH/Wq9f+/h0ajoVz+3qq03ytKpRJLS0soisKzZ886u1aNkCSp6cf5SYS1Ti4i/Bd//e9zdBHB73ES9Lr51stlAJ49mOd3XqjvN9IXwO9xkcrkmBrpx2m3kkilURSBfp8Lg16LoNWzuq/mpUy+wOzkOB+tHzZpn4Ig8BOP7oDWwHWmoHa0FFg5uMDjsPLk7jSCIHHeyMNnDdGqUZ8Vt8PBVa7CqwOVOTTqd1KuVLiIqyDy7dE1X58f5c1+hGqDvvn2OM6jiX7e7Kvq0S6LkbNEiWG/m6tUqxC3e13g6fQAL7fPmB7wsnQUJZzM8WRygJdtApeZQhnXSABZ6VxX146jBN02DFqJt/thBEEgkS/zcDzUVJcWBIgkcoQTGcaCLg662Ga5YhWzXku+y1GgXKtxneqdOc1XFAZ9dtaOO8W0Xu2cMjsUwKTTcHHVOs9CuYbNbOTBWIA320cdzylVatQrBTxWE4dtiUtRFFXDA4inMsRTGRRFYWHIx735afQ6HaIgYDbpicWTXEQk4sk0q9v7ROPq5yuWyhgNembGR1lruFR4vR7VrkqW0ZgdVEsqEBc0OmpJNb+1WyPVFRE53wDr7SwjnbFJkZZMNkwGPblkDOGGrt7lDFHuUkPWazUdely3C2rd/FJQ9w6ihF4rUeh2prglanWFm+50tlhmvN9H5Zbn9fmc7Jx2sgQ3Ds4ZCnp6jh0MeNhs6+K/3jpkaihEtdp73majnuOG8NbheQSXzUwik/9UbDCAAZcFpxFyWQUBhVylsdcRRLQCVCUNgqgBQcSgldhuaPu47eaO7/m310/4A0++t3DnZ43v5ijRLs41PDzcIc61vb3Nz/7szzI0NESxWOT09JTZ2dnvKyvsi8z3P3Qd4u8XjUpRFI6Ojnj79i0TExPMz89/V7nxTzpXJMsyf+Mf/Tr/hz/zy7xe28HrcWK3mRkM+fjJd+4xNTpILl/E47Tz7P4cr9d3OTgNk0xn0Wq1fHtxldOrBOFoDI/bzcr+GfFkBr1Wy088WmBseBCdRuTx7AgjIS/jQ330Dw7zrdUjPl474OIqwYjXwdfmR/nagzn242XeHl7x9kD11n0wFkQAhr1WEiWR7asc032tKtTbwygOq5khn517owHqisTH+zHmBlxoG9VaWVFYOo7xaDzEnWE/R9d5MsUKZ/ECI20zj9W6TKpYZXrQTySVb1xzOE/m8dhaXaNhv5PX+5cdszigzh29MzPE5nmncFA0U0LfqBKG3DYUVNXKhdHOavbsoI83e+Gex0G10LmpxrXH6lEEg/YWsYVskYk+N+ddAksABxcxdBqph/JrN2h5s7nP7nGYO8N+bqDcuM9KodSZWPpdVvZPznmzvs2L5Q0qlSofvHrL2vY+uUIRWxuNd2Z8lLszk8SS6Y5K63Sfi2o62podBnTOEPW0mihEk0PtwgoCksOH0qgqI4go5c4Oq6A1gMZAudAGhm8ebz+uizKlN5pQuu4To67znlIpQp3Xymoyqmb17ff+LeuA3G3nBJxFk3hdjp7HU9lcz2OAWjnuim7Lpng6x8JYP9lC7yZc3/b92Dg458nMCPOjfc3uzScNk06D3yggKwqSoJBr0KYFSZ1bFwQBQdJSrSvq96sR3ZXsb6+fdr/0Fxqf1HapXZzrj/2xP8av/uqv4vP5yOVyDA8PMz8/zy/8wi/w8ccff6nnC6qq9Y31RCAQ+AoQ/4jHF1H8jsfjfPzxx1itVp4+fXorGL55L+ATvd+3Xizxe37uF/g3Hy4i12XGB/vQ63V84+ECX3t4h3g6g8/l4Mmdaa7iKVa2Dzi+uMLlcPBydYe90wgH55e4nXaOrpLsn14iCnBncoRHC7PIisKjmRFmhkP4PU4e37vDh1sXfLh6wM7xJW6zgXdnhvjmg1lKoolXexFe7l4gKwpPJkJYDFr8DjN6g4mV8zQhlxVdg8FzeJUmka/yYCzIsM/BoM/Jh7tX2MwG/I5WvnlzGOXBeD9BpxmT0chZPMur/SseT3SKRi0eRPipe2MsHbXy9au9SxZGWvn30UQfH2yd86RrHrlUreGwmJqds+Z771/SZ1f/TgsjAS7iGdQagNBx3EjAyeu9C2ZvEcwyG3T4nL1MsVimwFjAfasOQipX6BFTBIgkshg0AuauURpFUUjE4rzaOGCqz9P8/fywj+3DzvX5wdQQy5u7LG/u8XJ5g92jU77z4i1LGztE40mmRgebYHhyZJBavY7LYadWq3GdSAEwMzqIJAjI5QJyg6ElmR3UsjcAXkAuqoUO0epBLrR9ljaQK2kNqviWwUq9kCGfa8uZotTJ/hIlal2AOJfv3DeYbtHQ0Aid11cURQrFUtcccW+uVxSFrrFa9s+jeN2u3mO7LR1RR6OMht6cbL3FsqlUrnDZpRgOMBz0NPd16VyBfo9dZUx+yuI3wF2fFq0gYNZLyIBGUDvDNyQKQaNlN5JhYchHrqR+nni2c1/ywebZrXugLyo+aa5vF+f6+te/zm/+5m/ye3/v7wXgD//hP0woFOLnfu7n+NVf/dXvqTPyRcQXme9/6ADxJ43PY8VQq9VYXl7m5OSEJ0+eMDAw8Lse/0kScjZX4M/+1f+Bf/XtFwwEvDxZmGZxZYvXaztUqjVermzzZmOXWDLFcF+Qs8g1E8P9DWXJAURBYGIgwHi/n4mRIbLFMk6rWVWanJ/mw9U9lneOeLG2y+bhGX6fj+tsGZNW5Mn0AP1eu5rMAj7enCRZ3Dnn3rCHmT4XKArhRJZyXebB1DCCRsd5skC6UOHt0TV3hry4rWriEUURp91GuVIj0/Dz2wxnmOhzY9arYEBRQNLq0Ov1lBsiFvlylWy53iGSMep3kS7WmmAaIJ0v43WoXqf3RgO8PYxQk2UqdRldl/hOoVDC1EXBjWeLDLpNOIxalvfbKn17YUYC6mIpiQJHETWpRBI5jG0dQJ1GYus8SqZQ6qEATfR5WDu6xHOLFVMuX+JxF+UbYLrfw4uNQ57MDHWA4sk+N7W6jKworB2EGXBZGXCZeLO21fH8Pq+T16ubHY/F4q2qYMDrYnP/GICQ30uxVObV8gblSoXthnfhg/lpPlxcBkVGY/OAXEeyB1DagKfQoCuJJie0CU2Ihq7PKohqh7haRNB2bhqlbnGkrg5KRe5NbKVS56JuMPRuREuVKgKKKjDVSGK3FcZu8x8M+VzkCqUeQJrI9tKdJUFh6+i8Z7bo7Crec2y5UmW839fzeLqLnr28fcRPP/r0/uSyLHPPI2DQio37SsCoUTd6OqHx95G0lGoy+43uMMBVprMD/9HWGbUv0aNVluVP7Uuo0Wh47733+IN/8A/y6NEjrq+v+aVf+iUymQzvv//+l3OibfHX/tpfw+12c+/ePf7KX/krn0kx86v48uP7Ufz+NIVvoNkV/t3e70Yo87/5+7+G02Hl6d0ZLqIxPnq7zmU0zvHlFR+9XWfn8IyJkX4uojFCPjdzE0N88/FdCsUi0yP9DAXcPJidIFOs4rZb0Wgknt6bYz8c5/XmIa/W93i5tovdZqMmaMnk1U7s9IAXjSQyNtTHfrzEh1vn9DtNPBz1I4kC+VKVcCLP7Eg/fpeN/esCdVlhcf8Kr83MZEgtXEuCgFanx2ExchJXwdBVtkxdERn2tajJuVKNkZCfi0QLML09irHQBkDvDPp4c3TdM6Z0Esvid1jw2s3sNGxklg6vOjRKAGS5TvWW+7SKgCQKXLfZNh1GkqpIWCOcDZeI13sXHWq9oKpdv927wNflGKHVSLzdPesQ9ryJPrcNs0HbMU8MMOx38NHqPv0ee4dK8dygj3DDAnLnLIoWhWGPlXgXG0kQIHLZ2ZEeH+qj3PjcggDXcRW8mowG+oMBDk4uOL+MNr+zfX4vZ+EI5XwWQaOlnksgGKwgaKABYEWzExQZyeJGrpRarC5BaIprASiiRgW+DX/jdjcJk6VTHKmnGC5peujRmi6KuyD27tENBr1638t1tDdWprcwMXQaqWd90Goknq/tMTnY+TfrFnIFCLhsvN0+4s5YJzPpZr/aHtlCiUF/L9C2dO0pVvdO+XefLeCwfvoxoP/dqBGzXlQLOoqCSad+5lJDe0OQtNRluUNc6yiawdP2Xslc6Qtxlvhu8VlyPcDs7Cx//I//cQAikQi/9mu/RigU4jd+4ze+L53iLzLf/8hSpj+r8mQul2NpaQmDwcCzZ88+kb/w95oh3js+5z/8z/8r9o7PcVjN3JkaI1co8u79OfQ6LalMjoDXhd1q5iIS43VjNvTd+/Msrm2rfrwCzI0NsXkcRgmrlb65iRHS+TInFxFmh4KYTQbMZgv5GqwehilVqqzun2HQ63gwO8F1rowA+GwmLhJZlg8uEUWBb94ZB0nLB9thBEFNalNBG5mizGUqz/ppnPGgk7ujAT7YviScUQHZo/EAbw4iKApsXSQZ9dnIl8qE3HYWD68RBYF7o36WDxuCFdkSQ14bRm2JMb+NxQP18UdjIRZ3WzTk7Ys4z2YH2Ty5bt4w5/EsjyeCvNpW5yTcFj3r5wkGvXaEXKWj0rR/XeDRqI/F/VZykRs0NwS4OxrkbQMsR9N5nkz282pHrdTeGQnwevecTL7M/VE/Swet17AadOwVygz6nMRS+WbhMuS2sX6kvt7dsT5WDtX/FwU4ulAXqFebxzyeGWZx+wSLUc/a3nHHd+TsOs2DUT/WkUEuojHiaTXB23UCp21d1Qdzk7xZbSlSep0O6rLM6GA/tZrcBNQL0xMsbezw+O4cGklqgiKryUAOP9XMFZjbZlAqJXW+KHOtdotv4qbLKwgIJidyvq2a3JWoDBqBjr7rLfNCHccbTZQrndXb22iIN+cuCAKlcuXW7jCowLm7hmc2GFg/vODhzAhvtlQqm9dp4zrV2yGuVGvkimXGnSr1CSDkcRC+Za5YvedlRFFoVmU1kshRuDMhVWo1pod6N1XfK2RZ5msh+FZEpFCpoyiKalVSVyhU64iioNpdiCKT/R5Wj9V76ayxwbxqfD6tJLF+cs290d7uyBcRn8eHuFAoYDKZcDqd/MzP/Aw/8zM/8wWfXW/86T/9p3nw4AFOp5NXr17xF/7CX+Do6Ih/8A/+wZf+3l/FlxOftfhdq9VYW1sjnU7z5MkT7Pbe+dPuuJmX/26MsGy+wH/6l/82//J3VKbDe0/ukUhnuDs1hsmoJ5MrkM0XGB8Modfr+PC1Kn44PzHC5XWCzX01D430+YlnS5xEVY0Jv8fJ9Ogwu0cXDHod2CxmzGYTks7I2tElyWyBZFalKT+cm2B0qB9BFPHZTMQzBfbCKth8ODmAzWpl8SBK+FBdq3xWHR67lc3zBOFkHptRx0/dHWH5OMbioUqvngg6uUzmyBarxHMlKnUtE0EnTquR5ZM4e9Esjyf7WNxVx5dkRWH/KsOw10atWmH3Mk25VsdpNmDUaSk21v1MoUyoz40oyGw2dEaqdVlVS254xooCpLJFMuU6Aae1Yxb4Olvm2VQ/H2219g8AK0cRvHYTCgIrh+pMsqJATVaFkGRFwe+0sHoUQVEUDHodglBu7iMWRgK82TnlOJLEZTV2WDqeR5OEYykeTw+yuNOa23QadRwBO6dXTA36OY2mKFaqagG5LVL5EkG3DaFqZDTk47CRM6b7vaxv7TaPc9ltvF1vFcjnJ8fYOzrlnQcLhK+ifLi4hCzLWC1m1nf2GR3sw2wyNqnT/f39hCNRUOoIbYJXgkaLZPVQz8bU/94oTBusyA27JdHkUMHxjSq13gRtYltS13ywIEqdvC5J13zuTWRzncVis9lMvtCpcVFto/9XK5XGnqE33+s0GmrVzntwMODhIHxNtlDCqNc1BUcTmd75Y4fFyEUszdnVNTqNRKUh0Bm5pRPc73OysntC0G3nsm0vkC/2MsTs5k/mJNEdRo16H+5dFxFQKFVbtGmdCGVJw51BT09HdTjgJJZtXcO3hxHujvg/0zl8r/i8uV6v12MymXjvvfd47733vtiT+y7xRef7H7oO8ZdZNY5EIjx//hy/38+jR48+ERi+ea/vliD/9Xde8ef/u7+HyaDn0fwUBoOeD16vcnAaJlco8v7LZZa39vE67ZyFo+i0GsYHQ/z0uw/IF4vMjAwwGvLxZH4SUaOlz2NnMOjlm0/vc3hxTfg6wVU8RSyVpYqGb6/s8Xpjj3Ixx3jQwU8/muP+7CRLR1EOLxO82Drh7CrGwqCHb94dJxQI8MHuFR9snTPqszI/oNKEdi4zJPMlvjk7wL2xIIfxAu9vRRh16Zud0zdHMRaG/U3Kptmox+92cNyYTZIVhc2LFHODLfrxyXWGO0NeNsOtuZ3XB1cdfoEA2VK9x3N4ce+SmQH1tRwmLXVFFeJ4PNnZwffazcSLtZ6K5Ml1hgmvhcvrzvmixb3zZuX4so0KtXocbVK1nRYjqwdqst84jnQIfbRXvXfPoww1qOF3R4JNuyuAxa1jHk4OMN3nbCpL34TVpGdt54DVvRMSmQLz4yM8nh1r0qNArRzG4uqmIRTw8vT+POVKlVgizculdSptSr4C8O6DBRZXNkikGjNEAgw6DdSycRAk6jfgVlS9AeuZa0BomyVGrR5LWkSDpTct1ds3oQL5XKdoSfdGoBsgl2/pGHfTxdVX7qLVKMqtFORuNWxQASnAm60j7jeUpEOe222YskX1b7IfTjDep86tG7W3rzfJbI6jcJRHMy161HDQ20ys7fFo5pP5D7eHLMtoRLEp7iIJCsWqjCLXEQQBk1bAoNezfZnqsS0abOveDPnsfHvjyxPb+KQ0qtvii1Kd/KVf+qUe4Yzuf69fqzP2f+bP/Bm++c1vsrCwwJ/4E3+Cv/t3/y7/8B/+Q+LxXhbAV/GjEZ+l+J3L5Xj+/Dm1Wo1nz559IjB8E99tb7F/cs7/5Zf/FuGrGHMTw9yZGuX9V8us7hwiigK/82KJ1+s7yIpCtVYjnsww2h/gm4/vIkkS/QEP4wN+7k2PYLZY8DotDAW9PL07A6KW9f0TEpkcx+FrdAYjH28c8/6bDeKJBAG7gZ96MM1PPbnLSTzPfjjOq+1TNo/D9DmMfPPOGPemRlg6S/PtzXMMWpHHYz4kAaLZCpvncb4x08e7MwPURS3vb0Ww6kVsBjWH7l1lsZlNhJzqemQz6TGZTWTL9SaIeX0Y5elUK48XKzVsZhMVWaDcWBdPY1mmBzuZNTazAau5s6t2HE3zsLEnGPeaieYqlKr1W5WBr3OVHjGtcrWOSSPgNojU22ikx1fJphdywG5qAozTWLbDOirdEGFK50uEXPbmFM/8cIBwLAXA4vZp8zkui4m1xv4AVFAcclmZG/SycdgJ1gFq5QJ7p5cchmMMhQI8mp1AkOsIbYBjMOihUqnisFq5Pz+N0WgABF68XSXk91FpzLXOjo8wPTbC1XUcS5tI4ZDHhlarRS4XUNrsjwRRot6gT7drfNywxCSLS7VkausIi2Jnjund7/7u1kmCpO3REymUe6nM7X7UgiAgoNzq5lDvLraj+gcDXMaSzI+pfxeDTnsrvd1kVK9TKlditkHbN+m1twJio15Huaoqq7fHyWWvDdNtI1efJGRZ5idG7Zh1EkatSEWW0YsqIFZHpETWzpOcxDoL+e01gaDTwm++OfhM7/9J4vPk+i/SUeIHme9/ZDvEnwYQy7LM3t4eZ2dnLCws4Pd/ugrLbe9Vr9f5b/7+r/HX/9GvA/BkYZpkJkfQ62ZiqA9FgUKxxPTYIC67lZcrW9TrMgNBH5Vand9+/haAfp+bUrXO4eUeAG67BYfTzHcWVwGwW8w8vDNNplhBp5V4MDlANJHF5XaSKSl8a0W9QfRaDQtDAUwm1aR9+SRG+TKH02LgyZiPnXCqaYWw0OfAYDJylKzwnb0oY34bAZuBy3SJvXiFcb+dVL5ELFti9TTOuxNByrU6b4/VRXbArS5MyVyZal3mKJZnLODgIJLi6WSIl/tXzPW72DhvA5+nMUb8To6ukjyd7OPVfgSvzYTVqGsCFYBIMsd00M72ZabZKVw+uqLPbeOiQUsa8jl4vX/Jk4n+DtEOAL3JQryQ6nhMUaBcrTHssXB03QJ1dVmhrihoRIHJPg8vt46bv1vaO2cs6CYcz7Bx2EqExXKVUln1P87fooy4vHfG/VEfRr22KWQGqm3Oi+hNJVthff+Ex9MDRJNZzBYLbrsNn9PGWTiMQa/n8iqOz+Vk91gFO0Gfp1kZtllMCKLI87er+NzOpkLlwtQ4+0cnKHINnTNAJal2vzWOALWE+hlEkx250KiCCgJKw4tYLuYQLe20IaFDaVJjNFErtxKooDN0im4IQtOmovVQD9TtFd0QpZ6qqChp1Opsm0CJJArUbpmfibZ1Ew4vorhsZgy3eBqajXourpPNBbtYraLVSLicTg4iqY5jJVHgOKwmw5Wd42bl2GXrpUqN9vlw2z896LsR7flD90PsRXPIQLkqY9CIlGpQV6BSBxA4iGbVa9m4TqVa6zoUKzU+3DzjT/97jz/1OXyS+LxJ8osAxH/qT/0p/sgf+SO/6zHDw8O3Pv7OO+8AsL+/j9vd6yv9Vfzg4ssqfkciEdbW1hgaGmJiYuJTb9Jue7/f/M5L/pNf/BWy+QKj/SpbC+Cd+7PotVryhRIzY0P43E4WV7colMqYDHr6/MN8e3EFAKvZiM/lZHnnGAC9VsvU2CCv1tSuocmg597sBFUZZEXmweQAyWyBmiLgdLl5f+24eT6TA348TjuS3sDuVY7vbF+glUQejPiJZSucxrO82rtk3G/DatCSrmn4cD+G06xn1Gth/SLFWaqCw6Rjus/I9kWScDLPsNfKN+fdfLwbIZwuY9BKTPe52L5QC7evDqI8mQzxajfM/KCHvasMToMWnUZuFguXj6I8mern1c450/1u3hxEAIHpfg/bbYKAi/uXjPksXGZbeWPzLMbDiT7eNIQ0744EWDmOMtXvhlgnkyeWrzHqswOdhdqlgzB9LjM7552AZvkg3KQ777dpk6w3CuCvdk573A7e7p4xNxTArJd4megstB+EY7w73Ue/z8V5tPW7sZCbrd295s8n4ShOi4H1/RO0Wh1elx2TQU8skcJqNpPO5Ukm0xxftNS3LyKt8zOZDCyubiLLclPh2mY1E47GKOdSIGmpNzyJNVY3teQN601AaSt+K6h06nouiWi0N7vFgLoPaIuOeWI6hTcBRBQ67hBR05Pbb5sfLd5SEC9Xaz0qmhqNjnK9m13W+v3i5gF3xgcoV2rsnnUKagGk2rrVawfnDAXcWEwGNo56RTWTDUHU9cNzHkyP8HbnRP2btomq3cRnKX6Dmkf/gwchfn05hkzLGUZQoFSXEYGqIhHPlRgNODlsKJzvXabQaERqNZl+j423B1ek8qWm+8QXGV8EIP4i4geZ739kAfEnVZ4sl8usrKxQqVR45513PtMGrTtBpjI5/vLf+X+yc3TKvZlxLCYjH71dR1EUHs5N8np9l2KpjNthxed28fHbDawWE5ND/RTLFWr1OiMhH2aTDkHUoQjg8zhxWK2cRqIk06pyrdNuIxT08603rRnTPr8Hn8fLwXmUkZCXJ5MhMsWKSmHRmXh5cIVOIzE37KemiGycxVjcveDOsB+n3cJFqsxaNIMolHk46qNYrnJwlUEjwt0BBytnKfavMgTsRt6dCpIsVHl+GKffZcZrM3KdKXIWzzHotqAoCql8hWKlRrGu49l0P8/3IgiCwGYkz6OJEK/31AWoWlPnIx6OBXi5d4kgCFxnCtwb8bG03wY4qzIetwsirSRXqdWxmIwQzxB0WVk6VBf8paMIfR4bF7HWwi4rCgN+F4lc58J3FssyF+i9YY+vkjydGmjSmm6iWpcplqvcHQ3yfL2zKneVzPJwoo+Ng97O3N3RIC/XdxgKeFCAs0gcrUZqzvvehNNqYmldVZsuFEsUiiXsZgNXDSVrURA4aUuQXqedy2ic0cE+BkIBvv3iDQAjg31E40kmR4ewWs3kG77ABr2OCqBxhjo6t4K21XkVzA6UYq6ZyDrUpvXmhr9h47oKnUuFIOk6xSw0OujaRHYLbLXbOzVfRxDprj5bTAZV0EoQUJQ6giBi0mvJlTtfz2TQcxGNNxNpOlfg7uSQSrvuikG/m+2Ttg1HNMnTuXEyt1gr9XkcnDaUq8vVWnN2/rZZ3YddfsSfNFqAuI+/8Vv7VOoyBq1ITVbXm3JNRlDqIGnIFCtMhFzsNmbw9i9T6LQSOkli5zyBjEIyV+rx6f4i4vMkyS/KhsHj8fRY4X3SWFpaAiAY/PS09q/ihyM+KSD+vIXv295PlmX+x1/9X/g3HywyMdSHzWrm1YoKeAdDfpLpLOeRa0RR4OnCDN9+uYTJZGS0P4jbZSedzTM+GESQZSwWCzVZYWZsEK0kUZdlLqIJ9FoNdUXh7twkL9YPWp7kBj33ZydZ2b9Ap9XxZCJIuaaQKlRwulwsnUQpV+tMD3gZ9njZOE/wZv+SIZ+Db84NUKoLvDq8BqrM9rvoc5m4SBRI5svMBiwcxYukChVy5RrfmAmRK9VZu0gRySaYDDnZPE9QqtY5ieeZCjnZCau56fVRjJ9aGOH9jTMUIJKTuT/sb44pASwdRnkwFuQ4mkatYyokC1UsBm1TNEhRIOjzcpbs7LDuXCRwW00kc0USDX/ZnfM4jyb7m6rTAHPDfg4uEx2vCWrutuklzrsot5VaHaNBh83Qm4eW9s55NNHP6+3jjsfrssLFdZKQs7cY6raZeLG2i16n5d7kEMu7amHaKHXmM0VRyDUsmaq1GuFonKcL07w4aKlVW9rEEof7gxyfR7BZzNyZHudbH6vdsMFQgOPzS+xWMwszE6puCBAIhoicnyCZnSiilpt8KhptTUsmJC1KrdICyF1rulJpy4MafQe4VdWjO+8/4ZbCdk+xuwtkq3m689poNBq10C0IaEWRqiwjCDTtLdsjneukX4djKaYGgz2AWBQFTiKtDmFdVjDqtVhuEf0C1RHkJnZPwthMBnxOaw8g9rvs9HlvZ599r5BlGbNBy4DLyOZlFoteolJX0Ivq+ekkkZqkQamV8djMTUBcqtaYDnnYPI2SyZeRFYWPt8/5/Q/HP9N5fK9z7GajfdIoFApYLJYvpEP8g8z3P9aU6VQqxfPnz9HpdJ8ZDN+8140Vw8beEb/n5/4z/slv/Gu2D06oyzKHpxfMjQ/xk0/vo9dpuTM5wjcfL+C2W4lcx0BRmB8f5u3GLpt7Rxwcn2HQa1nfP2Nt94DNvSPsFjPPlze4iFyTSCa5Mz6ATiOSzaRZGA3xdHaEn3p8B5/HzVk0Qb5YZv3gnFSuiCjpOI0mEeoVHo76MGglVg4uUeQ6Tyf7eXd2iKNEke9shQnH08z6DOg1IosHUTSCzIhTS02GWL7Ke7P9PB4Pki4rvDlOYdKpNJvzRB5BlAg2KFWn8RwuqxmLQct0yIUgajhNlrCZWt251dME421eahaDDkGj6/gbLx9FmRtoVXIWRoN8tB1mfriTdrVzoSbEgNPSpEhVazK2NirWeMjN5uk1K0eRHrEMj9XAfqyI39G7Qc+XSrf60IXjGTTi7d9HRa4zEvJ0CIYpikIqrSa+k0iMq0SaJ3Nj3B0NkOoSYxrv93ZQoAeCPta2W1Xlu7OTJNM3RQGBq3iS+YlhTs4vOT1vbTyyuQIz48OEr6JcRlsLuLGeR+/uo5YMI5fahDQaNGjRov7NmklMkJo2TACiprvL2roOgihiNOiR9GaEm39aAyaLFU3bLFMn5fp2yvNt88K1NlqyVqOqLrsdvZTHgYC75/kruyfobxmFsN3y913aPb4VPPvdjo6f9y+umexzcXzRW4l++BkUJ6EFiAVBYNxnplJTqDZE2Oq1Gooio9dqGqrcnerS5VqdqZCHyT4XdUVBUeiZsfui4rMKbYBKmf5++hI+f/6cX/mVX2F5eZmjoyN+/dd/nT/5J/8kf+AP/AEGB3sF8b6KH3x8knyv0Wi+5wxxuVzm9evXXF9f8+67735mMAzqHLEsy6SzOX72F/7v/OLf/sc8X95Ap9OyunPIYMjP1x7MMxj00ef38GRhmgcz4xycnKPVSOp8cCrN4soWu4enSCgcRa5Z2t5nbfcAk0HH7skFG/snxBNJPHYLY/1Bzs4vmR308Xh6iPcezvJwdpKzqwTFcoW9swhH4Wu0ej2XqRyZTIa7g25CLjPbZ9dcp3PcGw3w7uwgdVHDd7YvebUXZtZvwmOS2DxPEEnmGXdpEAUIZys8GPXxjZkQDouJD/fiKjVdVihV6+xe5VgYUjelpWqdi1SRMb8dn83I/ICXj/ejTIZauX3pOMaTNjq1Sa+lhtTB6ommC4wGWs+5M+Tjo60L7o2FOq5/rlSl3+vg3ligaR0FsBNONAW0dBqJvXCceLbAzFCvfkK6AgvDvd+Bq0SmR0wTVBBt0GqwGHtzx0jQxWUiQ8DdmYPGAg5qdZl8sczS7jGPZkcYDXlY2e4soE8OBtg9ajHZBEHg+KzVBHBYLR2/t1nMTI8OgqKQTKWaj4f8Xpx2G26no6M4O+Sxore5qJcLHZRsQacCQFFvQjRZO7rF7ewuQWfsBMBdAlqiwYjOZGnmevRWRK0eSdt+rTqBriBJvYBY7M0jLTaXQFWW0WtErEZDt2kHgiBw2iV+GU9l0eu6vJCBAZ+7STe/ie2TS9XSsiuCbjv5tvG2XLGM32kil832HPtweuQzA76bfP/7Zv3oJIFKTaFSrSMrMpWaTLFG8/rEcp2NPrNRj9tqZKdhx/TBlzQi9XlmiPP5PCZTb9Hoy4wvI9//0AHiTxq/GyBWFIXT01MWFxcZGhri7t27n7nycfNeAP/itz/i//Y3/xFBr4tvPrmL22lja/+YVDaHTqvlWy/e8vHbdaq1Gq9Wt9g9PieTzfNkYYYXy5sY9TqcNjPTYwMkMnkCHhd9Pg+P5mfY2Dtqeqc+ujPN8u4J4esER+cRkpkc8WyR31lcY2ljh9j1FVMhJ8/ujOOwmFDkOrVaneW9M84jMWYHPCwMBzDq9aydxvho64xqucSjYTdWg4atSJaARcOcz0jIbsBotvJg1E++qvDtnSvOEnlCThPVuszSSYInYyo4jWZKVOrQ71ILC6VqnftjIU7ieS6TBcLJPCGXvanOWK3LpEt1nBYDo34HkUyJN0fXPJ7snCc+jObw2k3MDnhZ3FW7eNF0CbOhc7HLl2ucxzoXqu3zGI8aipNGvaaJ2y4S2Q516dGgm3K1jtPaWxRJZ7IkM7kOcAswNeDlg9V9nkwPdTxuM+lZ2T9j4yjMzHCw+Xkn+zzsnbVEusqVKi/W91DqVebGW6+h1UjsdnWMA67OZHsDlgVB4OH8FJKkYX3vGIfdyvGF+h5mk4FyqcjR2QUGnY7DUzXJ9vl9DAT8lONhBL0ZudQC1nIhjWTzIecSHVVf0dSlKtm17iuCWnFGZ0SRZcqlAvVyAaXxD0WhkM+pG1dRg6Az99gyWW4BpbdFO9W81lAfdzl6rTPslt4F2G4xsXVyga1LkbpW756JAo/Deuus8m1GAZlCVbWG6gqXQSAej3/qGcf25PPv3w2h1wiAuhHXatQCXKkON0v0VaZbrVtHpa0D8sHml2O/9HmT5PfT8kiv1/PP/tk/47333mN2dpa/9Jf+Ej//8z/Pr/3ar33fzuGr+OLjJtd/NwuP7sL35y3CSJLEzuEp/+lf/tvkC0XeuTfLg7kJVrb3SSTTOG1WPn67zoevV7mIXHMZjfF6fYdoIsWDuUl2Ds8olSuY9DoWJodJ5op4HHa8Tjs/8eQe+ydhFFkV1ZkdGyKVL7JzfM75VYyj8ysQNbz/ZpMP365xdnGB2yTyE/cmGe3zUa1UMek0bJ1EWDs4p89pZWE4QMBp4zCS5vn2BefRJPN9diYDdjbDaWS5zv0+M+NuAwazjak+N06LmY/3Y7w6jDPsVdf+10cx5vpdGLUStbrMxkWae8Oq1gIK+F02bGYT6+cJKjWZq2yZgL3doinG3KAXi0GLz2lh7SzOaKiz07N2lmBuwIPdpOcimQdB4PVBhMm+TnrjzkUCqQtA5YoVRhqaH3dHAyQbc8CLexcdhff5IT/heJajaBp315hLyG7gzf4Fwa6Or16rYXn/jJFAL80yly8QT+dQFBmfU71WOo3E1mEnMFncPCTgMPLkzmQHvdes61w/FyaHibQVr6fGh5oArt/vRVZg+/CUTL5Ark3YKZ6Io9dKHJ1ddFCqy5UqeqUKtUpH8Ru5jmi0NXQp2s6hYdl0E6Ku81oIooRotCEYzCCKmA06KoV8M9cLgkKlVKBeq6qiWBq9+t+2TYPZ2JubBaE3j+Q6GFoC5ZrMzGiv60ufz9WxL7iJk8tYj6ilx2HtOQ7gMp7uKYwHuorfAHvnMWy37BNDDgORSOQzqRjfAOI/8qQfrSRQk0FBoaqICIK657i5ekfXWTy21nlGUgVGA44mGP9g8+xLsTP6YRiP+jTxZeT7H1nK9HdTnqzX62xubnJ9fc3Dhw9xuXrl1D9tyLLCr/7rj/hXH6uzQA/nJlna2gNFYajPT5/PQ6lc4d17M5iMRlKZDMN9AVBktDotK9u7yHINg86AVqthffcYULuCiiLzallVorRZzXgcTvYOTxjw2DGbjPQFfRTKVRQFzOP9xDN5Bvv7Wdo9a1KYAKaG+3C5XIiSlli6wH4khSAIGHQa3p3ooy5qQZSwmQy4DBqihSrHqRpDHgsGBd4eq/NF8/0O1s9TaCWRh8Nu3hzHWTyM8WjUy5ujGKlChdFhL4NeOy/2o1xmrpjvd7F1FqMuK+xcppjrc7J+plazYtki704GWT+Nkm3QmlZO4wx67Zxeq93UUk1myuMmHGvNDV9nijwc83dQpOqyQtBj5zrTSZ3ZDSeYH/azdnTVXFVimQITXjN7V1ksBh3rDZXenfNrnkwN8KqhHjnkczTpNXcGPaydtOaOxEbV9M3uKTNDfrZO1NdQrZbUc185OOfuWD9bx5eY9b2LydxwkFdrqqr4zNgAZqMBUanx4vVy8xiz0cB6Yz4YIOBzcxm95un9O5ychSlXqoSvGmqgwwO8WFoH4NGdGT5+s0qtXmdswE68Ia4V9Ll401AytzjcZK/U66WxOBG1enW2WKANKKuiGO0hl4sgSohGK3JVpVopzWM1Hf7E6hPaAKFSV+nO9QpanY6aIqBUK7d2Y4UOc6ibBzuBZ6lax6DXd8zRgkqP745+n4uNozBTA74OOnQs1Vvx9bvsLO0cc39qhKUG3Q0gfotCtcdpRRSFptIrqJXbAa+D7e1tqtUqTqcTl8uF2+3+ntXSmwQJ8O8tBPgbv7VHqlhDURRqSuvzSxoNtQqcxXMEnBYiSfXc4rkSx5etivmHm+eqj/EXaHOgKMoPhajWJ40HDx7w4sWL79v7fRXfn7j5/nWzFRRF4ezsjJ2dHSYmJhgaGvpCvv8frezwt371f6XYoEXLcp1wNIbP5eDZvTnS2Tzv3J3BaNCTKxQolMpoNUH6/B7ebuxSq1dBERkeDLGyo6pIG/U6pseG+c4LVTsEQeDe9Bj7Z5c4bFb63HaCfg+15vzwIKlcEafTwUU8z3eWW+rEHoeNr82OIAsihUqV3csUlZpaHFsYDariNpIGuVxnwm+lVK6xdFHAbtIxadPw+jiGRhR5POrl9WGMN0cxHo14WD6Js3GeZNRnJZEtkixUyJTq/OTcIIuHUZ7vX+O1GvDajVyni6QLFSxOEwZJoFRXkBWFXEVmNOhi9VRdm1ZOYh3q1ADnySITfR5eN1wiFAUKVQWtJFFtFBYXRvwcXKZ66NBLhxHujQY5vuoUUkrnC01HgJu8kCtWWBgJEG/sF0RBIFGoUJcVBFGDpk2XYsxvY+PkitXDME9nhni5peaDkYCTnVO1SB9JZAi4bATdNoJOC4uNkaebMOq1vN3YJV8sEfA4GQr5iSeSLG/udhxXa+teKorC1XWcB/PT5AslRAHWd9QO82AowGmj+D0+3E8qmyOWSOF22jgLq3uR/oCXk3CETDaHwWSmVGh11EVBpFopqN1fpQUSVbXptnzYuF6iyY4i11DqlQ4Lpnr3PruD6aUAMtTUESdBo0Op18hXevfmkiRRr3UXprvvVwGtVofbbm06cQD4nDbOu8SzNJLI2VUCm8WAQaeh1HjPbrFVUN03Ds4jPJod5XWbVoxW25vbdFoNp5EYVpOBbNse4u7EAGdnZ2xubmK1WnG73bjdbmw22++67iiKWvwSRRGDTsuwx8xGOIvY+OyKol4FSaun3pBtGfI7iTXUsy8SOay61t8vmi6wG04w1ddbvPk88Xlz/feTDQZfTr7/kQXEtylPFgoFlpeXEUWRZ8+eYbjFn+zTRiyZ5pf/+/+J/fMoTxamMRkNhCPXGPV6vE4VhBwcnyMIAk/vzvBbHy8C4HU5sJiMbB6oC2vI66JQqhJvzIhOjw0SuU40fU37gz5A5LBh45MvlnlwZ4rfer7UPJehPj86vYlXS2v0+d14nC7MJjN6k5m3h1fsXbU29eP9PhVwS1pe7kep1mUGPDacZh27sTw1BR6O+jmNFzmJ5Xgw4uUgmmXtLMGjUS+rJ0l2LtN8fcpPulBFFCW+NhVk4zzB6+M4TrOOkNPEeSLP+nmSByM+3jZsljbCWWYDVjYjWR6O+nh9dM29YS+vdlWqb6UmU6xU0Uoi1bo6M1JTBIYCLqKZVuJ8c3DF3KCPjdMoD8eCvG3YO90fDbJ02JoHzRYreB0WEDoprfuxPJP9HhxmQ9POCWD9JIrfaeUqmcVnNzcB8dppjIXREKuHYRxmPdsNUY66rHB2lcRrN3OdznES6ZwtWTk45/7kAAdHJ3SHhlZi2D5SQctUv4c70xNYTEZkuY7VZCCZUtWEFUXBqNfx/vM3vFreQK/TkmhLDMl0FkGAd+7fIZ3LN6lTOr36XZ+fHCWbKzSBY9AsNSVHFIOFSuwMBJCMNurF1uu2zwMLkg5Bb0IpZpELaQSDBaX9VtMaOhQqEUSULguGG0Gt6g0tXFCroh3H3CKodVtYTAY+Xt3lnfkJXq63aOXxdC9wvfEq3jmLMj0YYPs0gl6n4Szaqzp4o55+enWN2agnXyyj02puVZc0G3S8WN/n4cwobxtzZvcnh5idnUFRFAqFAvF4nFgsxv7+PgaDAbfbjcvlwul09iSadkAsSRLjXjOvTlKIzWSuXpf2LvuAx94ExB6riUq5wkVc/RteZwrsXCSY7v/ikuSN0uiPUpL8Kn60orvIdVvcsLvaN2xfRuG7Vqvz3//T/5l/8f4iM6MDOO02Itdx4skMDosFp83KbzfmOR/OT/N6fYtKtYYkijyYn+I7DfEsk0FH0Oth+0gt5rrsVjwuB8tb6tpl0OmYmRhlaUstguYKJZ7en+OjpU2qjXERi8nI7OQYr9e28bsdzA+4sFos6I0mjmM5Plw/bG7CnVYT786NIGh0rF+kiF+ksZv1jPsdXKTypMsK031OZEReH0YZ99upK6pA1lTQTiJfYe0syb0hN8VKDaNei9tmJFussB1OcxLPszDgZOk4xnW2RL/LjNVYI1uscpEsMGDTc5YqM+KzkSvX0dWEpqUSwPJxDJ9VTzSrFlGn+z09gOkinuXxeIhXO2cEnBaWD6+o1mUejgV4vdc5DmIy6juEOEFVon4y2c91KsfmSWsfsHoU4cFEH2/3LlgYDbDceK1wQlWdXmyIcmbyrXz2cuuE2UEvm6fXuCwG2gnQkUQGt82MXO/tVs4P+3m5pOaOSCxJJJbk6ewo9aF+PI2RH1GAcrHA0/t3ECURvVbD8zdrHJ+rwHekv9XtDAW8nIYj3JubxGIycnCinvv48CDx5DpBrxu/28WbDRVwjwQ9bB00LJbsfqrZWJO2rLT5DwtaPbQDYlECrVGdN+7q9IJAId+ZZ/UagXYTDUHSquNRiqLuAxQFEHtYnLdIbKrjCV33/1UyjdthJZMvNO8H7S0MzwG/h6PLGPF0ntlBP5un6t89k+8VOx30u9k4uuD15iGTQyF2T9Xrnb3l2KGAm93TSx5Oj/K2IYCn1Uj8vp94B71WQ6VSIR6PE4/HOT9v3OONQrjL5UKv72Sd3eTRm3z/78z42bvKUUbd/4g3I5mCoKp116tU2oQzBzxWTF3zzx9snP1QAeIvSi/kBx0/dID4s84QX19fs7q6SjAYZHp6+jPT/NpjaXOPP/rn/msurmLoNBIzRiOvVlTfuPuzE5xeRDAadcyMDRH0ucjlizy7N4dOp6VarVKqVNAIAaxmI8VKDatZweu00uf3ch6J4nFY8btsBLweUpkckiRhMUhYzWbMFivlSpVHM2OUKhXsVjvb5xGS1+qNfBaJ0Rfw82rzsKnu2OdzMTUyiKjVcxjL8/7qEYIgYDHomB/0kSlUSGcrTHiNaLU6dBoNPruByZCdeL6Gw2xgdsDN+lmKPreFqizz4V6M2T4Hm+EU+XKd6aCdSi1DMl9BtOgJOkxcpgq8PY7zZCLAq73G+aUrvDc/wPsbFyAILB5cc3fYx8qxCviv8zUejYV4vXvOo/EgiwdRdBqRAY+tY24oni/js5uaCtkAJ7Fshzr1WNDJ+2snTfB8E4oC1brCSaRTHbJYrjLid1IsV1htU5AGOIkmcdtMjIXcvNw4bD6eK1Uw6yXGvJam52N7aJGxW0wY9TouG7YNfqe1Z55oajDE1m6rYqwoCsMBN8eNuWBBEPDYW/Tg8aF+1nfV8/C5nVxex7kzPc7y5k4zkWg1GrYPjnkwP8P6zn5H8og1lDF1rhBypdgsyApaIzQBccuKSbK4UBCQ25S6BUmLQrHtZw1K237AZLFSKHTOSAvIHelPkCSQqyBKqi9gpYLFbOyiTKkK091i0oMBD1snEV6u73F3cpiV3WO0Gomzq96/Q7Vt/vgqmcFs1BPyONk/753/zTUEyOKpHE/mxni1ecRQwM3eaaTn2Bsbrd2TMF6HletUtmnzJAgCZrMZs9nM4OAgtVqNVCpFPB5nd3eXSqWCw+FoJkyTydQBiAH+0P0+1sIZylVV+VyUtA2fQqEhWFKn0EaRvkoVCLltTUAM8OHm2Q8dILZab6evfRVfxSeNG6uNWq2GTqf7Ugrf8VSGn/8v/1sV1CoK92fG+J3nb1EUhf6gF4NOSzKVYWKon76Ah3yxxMO5KSRRQKORKBRLzI70o8h1tDo9lVqNiaEgNouFcrlMqVJlYjCIxWxE0qj7g/nRPlBk/H4/hXKFe1PDVCo1BFGiLMPixj6CIHAVTxH0e9m7iHLdUNV32szMjA5iMFlIFut8Z/0EWVEV8meH/EiiRCSeJGS30IeM124hUajwcNgDkshVpsyzyQD7V1nqisBUn5PXJ0l8NgPGqsJJLIfbomfAbeYsnmf1LMndITcrJ3HOE3kmA3ZKkSTVusx5ps5PLwzx7c1zqnWFaKbIo9EAizeCmrKCwWxFW6wxFXKxeHCFAh2im6AWwMeDLow6LVepQuOxCDMDXrbOVKB5Mzu8MBpssrxuYukwwv0RP0eXnfn+8DKJy2qi1GWFuLhzxsJoiEK5wt7pZcfv9sNxBl1mVvZ6i9xOi5GtowsWJgZZ3VMBtaIoRK46hTm1Gomt/UOS6Sz7J+o+452FSV432FsAj+/MUG5QcB02C0fnrfMIR6555/48L5fXmZtsqRsXS2X6g37K5Qr1tlyp1ap5X+vwI4uaJhgW9BbVc7gRN/ZIotGGooCcb10vQW/qcJcQdEa1+9t6hFKxk6EnCBJKW+EfQUCkTl1WVC/ifB7xuzA6u8GwKAqcRuJUqjWezI7xaqNRNLpFndptt3B0qTYnNk+vmBoMsnN62aH4fROWthGqcqWCJIrUZZmzSO8ewmFVgd2b7UPuTQ6zsnfK3Gg/+sb11el0BINBgsEgiqKQyWSa4HhrawuLxdLRPe4GxD/7dJB/8vyEarFGXZbV/F6vqqKjkgbqVfYiGXRaiUq1jt9upljtbP59uHXGn/h37vWc++eJz6MX8oOgTH8Z8UMHiOGTVY3b54oODw85PDxkdnaWvr6+3/V5nzT++b/+Nn/nn/4GAa+Lkf4AqVQKQYDp0UECHifPl9YplStYKyasJiO//ZFaOR4dDJHKZEmkVFA3OdzPxv4J5YZq3oP5KT58vdLs7M1PjfFqdaspR+9x2kllC0RiKmgSRJGn9+b48I3aKbaYjMyMDaHVGZCrZe6OBsgWq5TrCg6ni/dXWtRbl83C3clhFEnLWTzLabKEw6zHatRzlS5wdZHm3rCPs1iWdKHKZJ+raZkUThYpVuvcG3SyfJpkwGXGoq+zfZlm3G8lkswTz5Xx2wxN9elXhzGeTPgpl8rsR3O8OU7S57FyEVfB1v5VBodRIlVUP/vrwyjv3Rni/fUzEAQqNRm9XtekPoG68f/JO4N8a6WlyJjMlToqxzcL1WUii06SqLQVStw2E16biatUJ2DbPI3y3sIw31ra63g8nS8xN+TnuEt1GuAqXWR8ZoDDSKLD+1AA9k/DxFJZbGYjdyeGWNk7Ydhn5/KiM2lbjZ233MzYIFs7rXNYmB5nZaNFxWoXyZgZH2H74Ii17X3uzU6xvKkeNzU2hEGv583aNlNjQ2zvHwMwEPJzfhnlyd05Xq1uqtYIjWi3WRANlgZQFqnnkg1Q3Bbd4hhd92app/UrIHdZMGm0OmrVCigylUodi8VCrthLoTYb9GSLncmv6WEpCBycRwh6nBj1Og5v6eRet9kwJbMFnsyO0kvLUuNGSRrU+a+xPn8zGXbHeaPDnC2UGAx6OgBxd2g0mqZSoqIoFIvFZkX54OAAnU6HwWCgXq9Tq9XQaDT8uwtBfuW39qjWqyqtTJRQ6jUESYMgalDkOnuRNAathmGfje1wCqupc0b7O5tfbJK8KTh+nhniH4eq8Vfxgw1BEJr5/ssofK/uHPAXf+UfUiiWePfeLNVKmUq1xvzkMFazid3DU64TKVAUhh/M863nqsK/xWxkIOhjq7HeumxW9AYdl43OcH/ARyab5yqmrjNel5NSpcppg+6q1UiMDfY1u84AjxZmWNs9pFytotdpGQj46AsFqNYURnx2/HYzqXyJgb4Qb/cvmsVwdV55CL3BTKZYVseeNBJOq5l8qcLmxgmTISeKomP7OMWDUT/rZwlsJh12nY7V0wSPRz28OY5j0ErM9zlYv0hRNWoZ8Vo5us6yeZFmvt/F+nmC3Uiau4MeapUKV6kcv70Z4cGQjzcNFtfrw2tGXQYOE2rR8TSW5RvTA7zZDzdzy+ZFkoDTTCSp5mZZUfA5rR30aoBMsdakU98bDfBq94J4tkjIYSScaoE3t9VIptCbU9L5Ek+nB3jRVuC+iZNokslQbxGxUpMJ+pwUymWiXSM0RkmmUCqztn/GO/PjvNzYZ2YwwMZ2J4X6zvgAi0trzZ91Wg2bu61zsJiNrG61cv/02DDP36rHjw/1o9freLm8jtVibrpU6HU6CoUShWKZdCZLodgqKF/FUzxamOHN2jYau69piyTqzdTbAXG1jGRxU8/FkUwO2rO3qNVTbwfEkrbDfUKjN1Dryu0Wo45sti1nixJyA3SrRVELlUqNShcgNhr0FCudQG/A7+E0qrIoX23sqzZI20fN/Nse3fd+oVJh0K+KznZHe6H85DLG07lxzq6ThG85tt0D+Th8jctm5v7UUM9xoK5Ndrsdu93O6OgolUqFRCJBPB5nbW0NRVGaHujVahWNRoNeKzHsMZM8TTV3JkpDocRqMpKpFCnX6syF3OyHE2yHk1RrqrbIzedY3L+kWKlivEVU7LPG59UL+XHI9T+UgPiThEajoVqt8vbtW3K5HE+fPsVm6xXe+bRRqVb5i7/yD/lH//xfATA1MsDxWZh4KoOiKLx7f45vNeaAXHYrTpuFzT21Ezs1MkCpXEYrSfhcdoI+N7W6wthgH4Ig4LRbyOSKTI8NoSgKVouJfKFEv99LtV7DpNeTzReJNd7LqNczPTHCi0ZXGtQZ0u2TS/KNzpogCrx7f543W8ckk0lm/G7MZhN6o5m6qOU768fNBDQccNEfsJPOl3AaNAx63eh1EhpJxO8wYtAIvDvmpSIrDHrMiMDKaZLHw27ensSxmXSMei3sX2UZ8VoQs0WuMiVGvBZCdhM6nYbdSAa/RSJfVYAaDrMek05LoVKlUKkz4rWRq6Sp1WUejvpYOU3itBpINpT1Dq7SPJ4I8WpHTYrzQ16+tXHGVL+HnTYPw5vKsSDA5qkKjJKFKo8n+lQ/QdTm2mU8y1Uqx5DPyUm0NYMiiQL7F3FCbhvheKsjrX63JIaDHq6SnYkw4LTw4do+9yYGWNptiRhNBBxsH6uboEy+yMreCY+mRzi76BQ6spmNrGx1AnBLlym93JY03E4H6zsH2CxmZidGuYrFicbVz3BTDQbwuBy8//wNIGC3tBalkM+L3+3i1coGEyOD7B23wLncVJwUEAxm6um2AkAXHaxdgAPomC+CXr9Bk9lCsdh5jEGnJVdtbFYEgVw+3ziuk7KULRRV2lZb1NsEsXLFMn63A7fd0gOIDTptTzJ8tXnIs4VJusPvsnOVaLEO1M+goNzidexz2rhKpJo/bxyc83RunHuTtyfJ9hAEAZPJhMlkYmBggHq9TiqV4uTkhGKxyAcffNDsHo97TTw/SrXBd3X2yGmzkEiont/zfe5mhX8/kkKv1ag+jsCbg0sK5Som/ReTJG8S5GeZy7yhkX/VIf4qfrf4pN8tURQ5OTnh8vLyCy18/7P/9Xf4hb/6P1AqV3DaLPg9TrYbY04PZid5vbpFuVJFEASe3J1RAYui4HLaGQr5uYxe43Opeh8ep4N8oYjbYUOr0aDX68gXinhdDiRBxGg0kMhkGO0PUq3LuB1Wdo8vmg2Adx/e4flyK9d7XQ5kJD54vd587N7MBMVCnqXVdfoDHpw2BzqjCb3Jwuv9SwpltcPotpmY7HdTluvoRJl3xryIkgSiyL1hNyadyGzIhiCK5Mt1vj6paoRM+K1cZytshlM8HHHz5iiOLCuM+23sX2U4uM7xaNSLKIpcJAoEHUZil2oRcv0ixZjfzkGDzRUpQshlIZzIMey1sXaWYMTvZONMzePFSo0hj7MJiJ0WA5vnSR6M93V0f8OJLI8nQmyeXrHZ6BQrCugNZkSx1CyeD3jsLO5eqFToru5xtVbn4eQAb3Z7FXpzpRKiIHR0KxVF4fwqgVajwWU1kWhoR5j1WjYPz5vHvFjfZ7zfj93Uu+bmMp37ioXJERaXWwB5emSI16stS82rWAJBEHjn/jySRuKjhq3S9NgwiysbgDoStXt8TjaXZ3psqPld7fN76Qv6eLW8gSCo4pk3IQq0wLHVg1zKUc8lAAE0neetdNkrdUddkIDO/UEu39lssJjN5AuNPYMgkM3lsVutjeJN6xrXbxG69DptTUCMILB9EmZutJ+N417/4G5q9FkkznsPpm8FxFfJTg/rlb0THs6M3gqIo/HWsalcnoXxwU+U60HtHgcCAQKBAIqikM1miURUxtmLFy8wm824XC7eHTSzep5GJ0mUaup8sSLL0MbuM+h1zA96eH2o7s1mQ+4mA7Jak3m5G+a9+U92Xp8kPi9lOhQKfe8Df8jjRxYQF4tFZFlGURSePXuGVvv5N4GX13H+k1/8G+wenzM+3Iff5aBWq+GymclkstisFiqVKnenRtFqNeTzBaKJJAadhqG+AGeXV+Ty6kIwPznCxu4R1QbAuT83xcdvVpuLwJ2pMd6ubTU7x0P9QSLRTLOzbDWbGB4MEIlEGAt5MBn0+L0e8qUy86N91OuqXLvNbmN574xytUolXcNps1BFYndbXSi1ksjEgJ9AIIgg6dgPxwkn81gNWqaGJIrFEmeJAhN9bsKZAka9jlxVxmEycpoqsjDo5DJTYq7fhU4rUpcVvum2kClVcVkMZIsV9qNZhjwWrq6TFCp1KjURv0XDVa7GeSLPqEvHwbX6OY+uczweDaDIdRYPogiCwPyAi2SuRWldOrpm2GcnlS8RTuYAgVyl3lEhA8iWaohyZ0X4zf4lY0E3B5dx7o0EWTpQNwharaaDebAwEuDt3jkTfR4EIdsB6srlCssnl9wZDbF22FqIB712wtEYS7unPJoebnoWajW9VbVkIkYmV+TO+BAbB2fIisz0UJDnb1rA02I0dFSILSYjm/utTvjkyADKyABb+0ccnV0QjauLtyAI7B6qf993Hiywf3TOTRf05vujfl54vaZusNxOexMQCwbVgkHQmxElbacglih2AGBBZ0aptcCt0OVRCJ3zxwDlWi+ozHUBZFCpX2aTqZU8uX2uONoliHVwfsVAoNenbjDg6fEkBKjLcsdMG6jqku2A+OZ1ny302juFvI4OQAwQTaZx2z+bp7nb7aZQKKDVahkbG2tWlMe0aV4BGq1EsSqjkSS1Wi221jazQc+L7RajYi7kYv2kM0n+5J0vJkl+ngQJPxgrhq/ixy+q1Sq1Wo3r6+svrPBdrdX4xb/1j/n//G/fIeRzY7OYsZoMVGs17k2NoNdpqCswMzZEtVbDZjJycHqO2aBDq9HgtJp526C+ehw2iqUyrxqgJej1UFdkoo3OsMfpwKDXcb6l3qdGvZ7RwT6W26izX3t8j72DI4b9TkxGAwGvh1K1hoKAz2GmXK3hcrlY2T8nkckhCALReAqHw8FHK2pnUhAg6LIxPT6KqNUTThY4iKYRBQGNRovRYOA4lmXA6yBRqZKt1LGbjGSKVcrVOj67CQQRu1nHbJ+DbLnGN6cDZIpVaorC04kAyydxtq/yeC06wqkC4VSBMZeWg0SVSk0mWahg1orkqzLFSp2gw8xsv46zWI5cuYYkCthNOtKNTu52ONkU3epzW1k/i/P26EoVu4ymmtfn7UGERyMeXuy1KMXH0RSPJwZ4tXOK22piuZHr10+v8TstzYK2y2pkZf8CvU6D32Hhqq3jO9Xv5eXmIU+mB3m11aJHzw752ThQC9rDATc1WSGTLzI35OfFaqe4UySW4Pg4zcL4EEeXUbL5ojrm0+YzDCpoaI+raKugO9QXwG6zMjIQ4sXSOkP9LSupG8rtwswkOr2ebE4FoI62+2B8eIBvv1QbNWOD/eyftuaua8UciBKS1a0C/3a9jy5rRLnSVeyudVOVOwtYGr2Beq0TRJdu8RDOFMpoNBpEQWmzROr1Je7ON4VSBZPJ0LP3Azi76gWz5WqNPq+TizYBLpNBx0W0829WqlRvFd8yG/U9gHp1/5R7E58+pwqCgM1mQ5IkLi8vefbsWTPXT2li6ASFGgKKolp+FctVirXW9b1MFiiXW6Df1GUJ9uHm2Q8NIP5x6RD/UNoufa+qcTgcZnl5GYB79+59IWD41eoWv++P/1k+eLPGVSyBz2Hno9ervFzeZGVrn0KpyMdv13i9tkU0niAcibJ1cEw8mWYg6OP8MtoEw7Pjw+wdnzXB8PzkKBu7B00wPDU6xP7JeRMM9wW8FAqlJpgx6nX0Bf2s7RxwGY2xf3yGxWzi3360yMdvVvn49TLxRIKLSITvPF8kE4tgosRPLIxh1oJNK3On38mo28TD6WFi+RrfXtrh/ddrnJ+dMuXWMuLSYdZAvValXCpRKBSx6aBeqzBgN2DQwLjXjF4jUKlUKNfqnMRyZIpVPtq/RhAE3p4kqNQVrAYtR9c5hrx2NKJIsSpTUcRm1fQwUeHJuLrAG3UaagqUai1F3PWzBI/HW2ISNVlB1Gjp99hINDrHF4kc98c7K1B2vYixSyVQVhRkBDSi2KzqAuxfJng81ZLzv1EP3LuI8WS65Vk26HOwdaIm1uOrBEG3mnQ0osj2SSsZv94+5vH0MEGXlbX9XssbjSSRKZRYOzjDbjExNRjgOtrZ0ZwdH2rOD4FKF6rXZYb6g7z7cIFkOsuLt2ukMzlGB/ubx81MjJAvFHl8d57z8BXnDQsGm8XC/sk5RoOe6dHhDnB9890E0JqsSHY/SrVMvZBCLrY2CKLBSnuSErSdAhE9P3cDanoY1Wp0V54bXeB8sQSCiFYj3ToqYdBpb50VDl8nme+yZ3DcYsMkiSJL20c9fsEGXW8tUKfVsLJ7gtdp7Xq8d32ZH+u1hvg0cTNDbDKZ6O/v5+7du/zCH34Pi0FCdexQUOssAvlKC8jXFTpET4xdAh4fbn5xHoWfZ6YIvpoh/io+f2SzWZ4/f44oikxOTn4hYPgqnuR//3/+i/w/fv1fEk+lsZgM7B+d8sHiCs/frgMKL5a3WFzZZH3nAJ1G5PnSGtF4ElEUcbvs7DcEjpw2K0ajoekB73bYECWhCYatFjNWi6m5Rms1GiaGB9jca63N7z5c4KM3q0TjSY7OwmgkiQ/frPHR6xU+fr3Mxu4+lWqF3/7wBbHIOZpqjndnBul3W1DKOe4PeRh1G1kYCWK1O/nW0i6/s7jO9v4BQaPMlFuDTScgyFWqlTK5fAGdUEdHHbMW+hwGnCYNA04DsXQej1nHi4NrNKLAd3ajSJLIxnmK9fMkg24L+XKNdKlGwKFawxxnFKaCaiExWagx6Hc2c7vLYsBiNJIrq3uhRK7MsL9TAG39LM7XZgZYP1PX+ZqsoNFpO/aBXquRs1imxw5w9fiKkNvGWNBFtbG/KparHcXK8ZCbmiyTL1Vw2sxNTCcKAkcNltGr7VMeTLTWdF3bsnccieO2mXGYjc2/Y3vMDgWoVGusHpxRqdaZGgzg6uoYh3xuNnZbeiIeh42zyDUuu413HtxheKCP5Y0djs7CDPYFOGnMEmskie39Y57eu8P6zj7HZ60CfaLhKvHugwWybfnd7WwVdSWDBUHSIOqM1NPRTn0OQWhjiqGKZbYXt0VND1tMK3bm5zq9+aEu93Z+QaFWr1Op1tHrVGB321Ht4mbN0xBEHnTl7z6vk/wtc8W5QrnHjnHQ31s8B4gm0j2d36FbbLccVhNDwdtf45PETa7XarX4/X5mZ2d57ye+wYjXTL2OWtyuKwiShKzQtIwMuSwd+f0y1dkR/2CzU2zu88bnyfc/Lrn+R6pDLMsyOzs7XFxcsLCwwNLSUrN69llDURT+8f/8m/yXf+MfUK3VEAWBx3emWNnew+WwYdLr6Q96OL24ZHwwhNliwmzQUyyWCfo96DQa5HodEQWtVoPDZgcU7NYpEAR0GglZVng0P40igEbUIAgKLrtVtUlBQK/Xki8UGQj6yOfz2K0WMoUSo/0hSpUy48ODvF7fadqqzE+OcXRxRaGxIJiMesZHh3l/cbX5uYZDPsqyyP5rVfnSabNwf26KUrVOuVankMuRzpepKQLTfjciNTSKSgkq5HOYTUYQJOqyTMhuwGrW4bXoWTqNc6ffwdJJgkcjbl4fxRn2WJAVha3LNHcHXawcx0iVZIJmkXzD2uDNcYJvTPexG0mxfJLAbtLhthiI59QFcP08SZ/b0pw39thMdFcP3xxeMRpwchhJYtJJnMRzlGoKIwEnR5FWBfD4KsV7d0b41nKnoNXyYYR+rx2zXsd2m3DS691zJvq97J1f43eYmyrD2UIZp8WESa9lasDLm63OGaTF7WN++t44V1dXHd3Hfq+DrcMWSE7mCngcVg4urugPeLEY9arHYr3G/OQY1VoVjSjidNjoKxQ5uYhQq9U7vAYzuVbi8jgdKCOwuLLBO/fvNJP0xMgAu0cn9Pl9FMtlMg0Fc40kNTdwGknCYDCQCasbMsFgUX2EGyFodF1XvQvdds+YaPWditOA0tVBFqTeZUbo8pisyaq6dqFrpmgw6GXvvHMTIgiq8IbZpMdmNjapU7fh8IGAm5PLGMu7JwTcdiINOlThFgsoVV3yivH+QMcscq6L1g18YgrVd4tuUS1Qx0Cm/DbWwumW2qcoU5MVbAYJr0ni9VGMfpeF84T6fQh3zcafXHd2vT9PfJ6Kca1Wo1wu/1gIbXwVX178bsXvcDjMxsYGIyMjxGKxL8RSaXFtmz/65/9qc6736cI0m7tHaDUSPreTmbFBDk7OGAr5sJhM+L0ukqm06gUvipiMeq6u48yODmCz2TAZ9BTLZfqDPiQEdHoNpVKFwZAfATAaDBSKRfxuJ4qiYLOaSaVzPJibpFypoNNKJNMZxgb7qFSq+DwuDs8jTR96j8uB1WJlY++4+RkeLczyURu12mE1EfAHWGqoDZuNehamxxE1WmoypHI5SjVIFSsM+TyYDCL1ShGvSU+1XEDSaDEZDJSqNQadRkw6kWfjHjYuUjwadvHmOMadARebFyku00XGfVb2o1mCDiNOs45kvsJZooDHrCGWr7F9meHr033EsgXeHDcsDYe8TUvD1dM4D8cCvDlQc/Co30GyWFX9WBuL+EEkpXaOd9S8pRNlTlMVHk8OdNCpy9U6foe12R2+ic3Tax5NDrB+dMnWaYs1tH12zZOpIV5tn3BnNMBy2+jTxkmE0aCHVC7P6n4n2Di6jPFoapDjs875ZkVROLlovXe5WuPwMo5WLuNxOnDZzGg0Eg6TAYdJjyIryHKdgN9D+OqavaMzXrxdI+T3Nl+jL+DltPGas5OjmIxGXrxdY6g/wElDjfqm+P3Ogzs8f7uK3dZaZ4ttRfZAIMjFyRE3NhHtAFg0WFHKbT/rjMjFasfPSqWtqy1KVMqduV64TTu6Z0/edt8KAuVqDVEUOvZMN3Fb8btUqbKyd8rMSB9bR+r197nsXMR6c134Okkim+fh9DBvGgy+bu/h1nsl0Go1WIz6pt+zxdR77L2Jz2fndluuFwSB3zsb5CB2CLIq8KUqnMmYDVpEucLqaZwpn5mbb/tFIoffYW7q4aTzJc5jGfo9n79IqCjK5xbV+nHoEP/IAOJSqcTy8jL1ep1nzziNqu0AAQAASURBVJ5hNBo7lCc/02uWK/y5/+7v8a0XS9gsZjSSiMdh5cWySn3S63RoNEJT6MDjspPL57m8Vm/aPr+XQrFIsmGLE/J7CF/FiDfmFXyNJHidUMGaw2bBbDI1gY5Br2OwL8BuEzwJzI0P82qlNVfy7NEC336+2Pz5wZ1pLq6iuC06+txWnA4boqRBUWSezAyRzeYwmcwg6SjXZUx6DaIkYbHY+Z3XG80be6zPh9FsZfMkTCmbwuu04nO7KJdFDHo95VyFmixgtRhx6XTUamVkQcuIx4JOEvjahJeLZIEnI25eHcUZ9VqQlQIrp0lmA2Y2I3ku8zKPR/1Uq1UypRobl9lmPTFdqDAdcpDIl1AU1WvWqLcginnuD/tY3I+gkUSGfXaOo+r1rMsKdQQEAQZdJrav1MVclDrp0IIAp9cZ+jw2LtoUqyu1Oga9Dp3UubjVZYVssYLfYWH1oDPhnUaT3BkNkst1Ag9Q/e7ebB0wORTiPJogk1OTR8hl4bSraWxrCCBdNOg4/T436zut9/K7HWy0dQ0G+wLN74nLaWer0e2dHhvm5CLSrCC3i2qYjAa8LgfbB8e8+2CB/QZFemJkkK2DY1wOOz6Xg1gq1foMRgvV9hnhbjp0tasK2yWoQRewvVFEbg+DwUCp1JlIdVptc9MHai4oVaoY9QaKbWD1NpGrPp+L82iSUqXK/alhlnbUa5PI9P6NPHYrJ5cxytUaXqetCYgvujwN299ree+E+1NDzc3S6S1KlHc/A4WqPW5LkgC/f8HP0nkKrShQqcsIqL6kwyEf+xdqF8qia31/w8l8Z5IslDmPZ+h3f/4k+XlENnKNAs6PQ9X4q/j+hizLbG9vc3l5yb179/B6vaRSqVtVaj9pKIrCP/mNf8Pf+if/HFmWsZpN3JkY5qM3ahFZEAQezU/y/gtVMEsSReYnR/jtj14Bamd3fKiPl8vqPK9GkpgeG+LFW/X5oihwZ2qMldetEZhHCzN83ChIg9oJ/rffaflmPryjCiDdxOzEKGtbOx3MMZNRT7GQZTTowmTQ43G7KJSKPJ0dIV8oIAAmq51ipc54n1d1UBjq56O1VjHYbTMxNmzh6DRKMZMi6HHgdTmo1CtodVqUeoVEPofNbMKh1SHIVco1cJt16DQizyZ8JAsVZkIO9iLphm6IKrQ15DKSK1Yo1hS8djNBt4QkiHy8f81cqNWpPE0UOgrg2+E0AYcZvUbiNJ4jV6ryaDzUVKYGWD2J4bHqseklDuNqUXLtNNbhx67+bSQWRoO83u0EsZtn1zycCPHheid1+c3eORN9XsrlrlGfao1sscT0gIcPE735oV4pq/PU/f6ma8Gd0RCrm51iWgtjAyyurJOj1PTStRu1zX0iikIinWnqgUyODjVHoIAW1d7lxG618sErVVA15PM1AfHEyACiKPLi7RpjQ/1NSyZRFDg4PkOSRB4vzFGXZS4aYFjUm1WniUYIWh1Kh4B0F+jrKmQLWkMPhVrpEtzU6fU91ObbCuKSKGHQaiiUW/d0n8/Vo+cCcBlPAarNYssesZe15bZbmnuAw4to00f4to51yNOiVT+eHeX1lvodad+T3MSXlev/j+8M8A8+OkYrKaSLdQxakVIV0BpxWiEVy5PuEh4NOFu5fsTv4MPtc/7I12c/1/nB5xfQ/HHRC/mRAMSJRIKVlRXcbjdzc3PNKka39dKnifPINT/35/7rpi2Oz+3AoNO0LG48TnSSyFGDouKwWRAVhcvGYuV22KhWKs1FzmYxoxElwg0wbNTrsVpMzYVKkkT6Aj422lQG5ybHeLPWqvQ+e7jAx29aXd4n9+f5+E2bCMPYEJv7x01FarfT3qFaKYgC8xOjvG5Lsg/np9k5uSBfPECv0zLUF8RkNpLLZ9AZRB6NeDCaTIiShnQ6RaUqk69U8TodiBodh7FrLCYDFpMBk8mITdFwflXFaLZgNxnYucrw7riXUrVOwGEinc5SqVZY8BvIo+PNaYKHgy4Oz1IATPitJPNl6rLCdjileg82kuDBVZqfnBviW+unDd9aBVHSNCXyQbVcejTi5fXhdXMBP4ykeDzZ36wc3x8N8vbgksk+N4KQ6aDwVqp1XLfMNUYSWd5bGOFbb3sTYbZQxn1LlXGq38f67iHJbBGXw4rfZyaWzrN6EkOyulEQEATVj281UkLrHVHN6wWBvFGPvs/W6ARCxaBDrw9w0+fcSEnoQlMoioLF4ySnvWIo6COdSROJJUCjwygJbDfmlPoCPk4vIs1qda5tXslhtzIxMkA6kyNbKBBrS/adGlJdFCqNvjMB3oBdSdOoZtYRlG57JV0PqL5Fp+pW3WeD3oDf4+Q6mW7aMd1Gv/Y5bZw3ZoKWdo55MD3Cyu7JrcBVElvvtLZ/xr3JIU4jcRK3eBi307VPInGsje99+LpzpkgUBebH+ruf/qniuyXJf/9uH3/ztw6o1mXKNRAEhQoacmWl2T1XtCag1cG26QWuAI0osHMR59trJ/zse3c+1/nB558pAn4sqsZfxfcv2gvf7777bnMGXaPRfOZcf1P4/n/9i99SX0uSuDc90gTDkihyd3qUxUYhWhQExgb8LG+27PGmRwdY22nkbkXh/txk83hQeHpP7dTdxLOHd/n4TQsMv3N/nudtuf3uzCRLbW4CQ/1BziJXTTBss1rQarUt3QdR5NGdmabCNcDs2BA7J+GmqNRgKICg0fCdD58jSSIeh53JsWFOwhEq2SQL/Q6MZhOiqCFfyFOpZSlWahgMBuxWC2cXqoiUxWTAajYTNOg5u8xisljIVgVkYNRvw6TTIIoCbqNAOltg3K1D0Ro5TRSwGi2snKuCTcfxAgG7iUi6QKZY7SiAFyo1Zvq9HEWS5ErqZ14/SxB0WbhssF/KtTr9DiOJXAsUlCo1xvyOJiD2O8wsH0bQazV4bGZibUXRcrVG9ZbkU5cV9DoNRxe99nqJbIFc0YxJr6XQBpgdJj3LeyfIskKmVGV8eJCDi2vi+SqixdXI6yIgcpCqd+R6k0FHvlBCZ1V/1mu1pEtF9P19gEJCb0IXMqAAFr2O03yWodkHJBMJNs7ioNFBrdqcHTbo9RgNBj5cVIGyz+1q7jMnRoaIxOJMD4R4sbRGyO9rfgbRaOsAxD3JtYseLSgKiqRRtyRyveFS0WnB1P2cmtKb2a1mY4/fr4KCImgY6/dw0AD5frejBxDbLSZV5EoQiCYyPJoZ4fXW4a106ZDX2QTEyWyBxzOjLG4dEktne471u2xNQLy4ecjMcIjtk8tmwbw9FiYHex77NPHdcr1Rq2HEY2bnMoMgSmglgXIdqjJcJ9XrFc5Um6K0ANk2Snm2UOTba8dfKCD+PPn+x0Ev5IcSEN90MRVF4eTkhL29PaamphgYGOigLnweQByNJ/mz/9F/QL0uN8CWQqlUplavq9QBUSRfKFKv16nLMtfRK6o1GZvdTrlSIZ1MkM7m8Xg8IAg4rBauYgn1+XUZt9POxVWUuckx6vU6Aa+b4/NLvG4X9Vqd/pCf/eMzHsxPU6/XGQgG2D85Z6gvQLVaY3ggxPnVNX6Pi1q9jstua4IErUaDyWTAbrU2fesEUeDOxBhrbdSqdx8u8GKlBY7Hh/q5TGRINqqbnnyJvqCfl+t7zev5ZH6Kk2iUg0P1dWZG+hElC8dXYYx6HWaTEZtWx/7pHuWagixIfHCixWYykizLOM168oqWmiIx1+ekWqvz5jTBbL+DzfMUe1dZHo36WdxXF8G3J3HGAw72Iykejvr4cO+KEb+Dw6sUAEfRDI/Hg7xqWDEYdRKRfJ0Br4OzNsrM6sk1IbeV63Se80ZXePci3kGxkmUZm0HD691TAg4Tl7E0iiKjyHUEAV6ubuO36QlHk41koaAAV5dl9nN5tJJApVpTVRzrVVY3ko0jRK7DaUABRaFyIxZRq6AANUUBrb6NfiRQ1WhR6rUGvUggLQiIWh1KraIqfyIgaLQo9TqRcB4FkaPzCBq9Do0ziCBKyIIqyGDUGkiJIrVqBV3IBorAXlZB4x1FzsXQ6wycXlxRrlR4cm+ei0hLrVsptTYQotGGUm4kD0FANNlVwFuvIlcrCFo9SrUtsQkiiiIj6E0ICAhyBVmUegBxtdrb2SlVqz2gWBYEjsLXzIz0sX8aplqrE8/0AletpnPR3ju7Yna0n7WD3pma7pmk82iC4ZCHxC2vm0jn2/4/x+PZUeqy3AOIJweDmAz67qd/qpBlGY3mlsq5JDLhs/D2JEUNtRtcqSucpUvotRLlap39qwxWg45sw1fT8P9j78+D5Lra9D7wd865S+6ZlbUX9p1YSJDEQuAjv6Wl7lbLctuWrM2SuntkWR611JIld8fMRExYthz2yB5JE6OwwzFjSSFprJHalhXT1uKYaanV/X38SJAECIDEvgMFoPY1K9e7nfnj5HYzC0QBVWCzabwRiEBl3cx789a99znv+z7v86SzQJk9wxnuzK3xTz/6gkOZRtsLMZvNvhTla7MzRclkclMzyK/j2x/d1+WzCt+wOayfXVzm937vPX76/ZOEoVmcVms1fv73/wxRaOxM1ipV/uDP/ARhFFGvVnj8dJrf/zO/myAIqayVmJqZ5fRbR7Ach2w6xcLSCm/s200QhuQzaeYWl/m3f/r7hGFErvnzT3znJGEQkkmnWCmVOfHmYcIwJNnsou3ZMUGlUiWXzZLJpGh4Pq7toLVmz65tXL/9AMe2CcKQ028f49Mmcw3grUP7uNLlkXvkwF6ezC21Z0mLhRyFgQF+fMkk7dOLq5x66zA/unClnUC/fWgf9WqDW3dNoj86mOfAru08nZzDsRVJ16GYz3H71n3KjRA/EliOjVIOgZAIYZHNZlmqhxwel5TrHtemVtsF63IjYDiXwSrXCcIoVgDfO5rn/lyZ/eODLDYL4nU/JJ/OtRNigGwmy0COmF/xtccLnDiwjc/vPGXbYI7ZlQp+6LFn10g7IdZac2T7MOeuPuDYrhGuPZhCa22wHs3i4gKu1Kw2qibxA9ARqVSCi1duYilBFEagIYp8Fiu63Q0Na2VuLxv695PVWYSy2ommAJZbVkXNhNOXEoRCBx4gCKVAN4vNQghWViVaSgSSSl0ihOTp7CLSttFa4IzuBSG5VQ5xd76FVIqL8xpn4g00mgc1B2vsINHaAoODRVYrFa7dfsDocJGp2Y5uiVKy2y04Xvx2M2AlkNIyoluBR+RVupJmDcLQqBESV5m/V59+yDql7t5kGGDP9gnuPJ5lqVRhfGiA6YVl7HXwcMfoIKuVDpPuwo37vLV/J0/WYXj1YvL5G/c5smcbN9dRqO526QCTXA7mM0wv9H/uZjvEX8W0+u7+Qb58atarjaZ95XIt4ND4ANefLBJEmiPbi3zxwKzZZyshSgocS3JvdpXHi2v8+KOPGRkeYnBwkEKh8FKYG0URQoiX6hBrrV/PEL/qCIKAa9eusbS0xMmTJxkYGOjbRj3D7Hsj8e7RfiuWr4pr165h2zbDw8NcvnyZwcHTfaC9FfHwobFPeuedd567bRAEXL16jenZGY4dfZNcPkcQhgRBSBCG7WQ/DCPzcxQRhprZuTmePH3K0WPH8PzQ+KGGIUJKGl5A0HyfFIK63/lZa41GUvd8wijiwdwqP7o1y9JKmdW1NaSOWGpUsCSEfsiXi5NIAVUtuDwlUAKCCD6ae0DSVtS8AA3cX7FwBHxycQat4dGqReA1k0UB5y7NotAEYURgKx7MhzhK4Ps+aGNN4wtBdT4CHfF0ITLdYx3x8adPaCW2UgguXTI/P17UCGWhvTqtruyaclidq7cf8loqhNaslkw1sq41lpskqJmkUdOkEdUr7c/QUiGEjFkTiVSeqNJ50AonifYascRRpvJEtdXO5yayRuxKRwQN2gmqt9KZp1WJDDrw8bpASSRzaK/asVlI5fnowTLkt2ELydVZD3tkHwhDW27UKsh0Hh2GSDeDTqRBR01bBk3YddwymSHqSoiF40JTsVJjBM1S+Ry+Lwhas0ZC9M8Ui/6H7tjQADNL5rzeePCUE2/s4crdR0x2Je+tWKvGq8NrlRq5dQS1AB7Pxt+/sLLG0b393V3bUjzq2df56/f53jtv9G17/MDmKsZgQPJZox4/eXiEi5MroKHqmesqQvLG+ABXJheItGbv+EAbJO/OrGIpSSZtOsd3FhuMjI2xurzM48ePEUJQLBYZHBykWCxueMRkMx3i1kzRVsx9vo5vdzyv8A2bS4h3TYyya2J0w9vPzs5y7949Tpw4weXLlwmCgHfeeWfLOyBra2t88skn/NRP/dRzt9Va82hykmvXrrN3717GJyaIIt3E+ZAg1IRR6/8RURQRhBH1hscnn37KqVOnCDUGy8MQrc0IUdjcTmtNqI09UWvtYNs2lXqD70eaUqXBr199ypP5VfxGnSAKQUiWaiWiMODq4mOjIKwlH00JHCVohBE35xQpV+HVPbQWfLz0lLSjuH17Bg3MP5VYUrdptldX53Clph4EJG2L81/MoYQAbRoVUWR0VD67OIPQEZ9+Pktr+Pji4hME2tgnCcnFS09AR3x5ZcYkrX6jje2T5SXQUTNJNXmfsB1WSiaB9ADpJAhrZVrrB6Rl3t/simqtkclszOJIJDJE9bWuRFKASqK7fIBJFNDVFfMZgJZ28/gqbaEpmSkSlDrJrFAWwkoQ+PPtpFa4aXToM9/EaGE7XHxSJoyy2CM5SsrCGs4jpTLrB6GxihOmKGA5aL+BkBZhbQVp2USVTuFXuBnocpdACPDr7aJAHUhmCwghqFYq0HzdUYIeGRCznum5nlfKZh2xvFZh20iRbDrZnuPtjnQy0fOKoFSu9dGyARpefy6glFpPzLpvX0/mlvneO2/wo0vxDvX4UIGRgc2NHz2rQwzwc2d38vfPPSKIoNZstiAViS7rxO7CedULODQxSNJRXHowS82PaCTMaOatW7fwPK9t4zg4ONgeLX1ebIWjxLeBDfaNTIgrlQoXLlzAtm2+853v4Lrrd2M2Q6N60ZBStv1DDxw4wK5dmxu0/6r9bEQorNFotKllP/je90gm1xcOWC9mCylSMuD0sRcrCqwXc3Nz/Nf/88f88LEBlrrvU6n7ZJSm7pkb3JECPwxxbYX0A8IwxBeQTEg8zyMA7ISDkibB9bUmV8g1H1rmSWZZioSEaiNAWYb2lM87lGte8++gm9Y6YZOjqxGm7AvQFDDTyChqvtTsADerxo6SeL6PwlDoNLrfricMjVBafhS0JgoD0BGi+TNoosDvXBdat5Uc7cEd5vdRhBIYq4Jm0i4th7C+hsoOmSazECgiQmW3PxdlQ+ghExlD7RUCLRQobQSqdIRIDxDVSoaGrTXSSZjP66JJhe4AIqyABt8LUU7SUKBbSatKgbKxcsNmv9lhc5ytOaDcsDlnYYhQCu3ViELfJMaBh1evmntSKoS0DPWsZ37Ydmz8IH6Nbx8ZaifEAJ/ffMD3TxzhR5du0hvr+Qz6fsi7h3Zz8dbD9mtjg3lml/pnkkqVKnsmhnkw1Vlw7Bgd5F6PeBdAw/NIuk5srvmt/ZtPiL8KJP/wye38dz+8jx9ElBsBQgqQEtfpgKTqmsuq+yHHdgxza8pQxst1n/mG4sSbbxJFEaVSicXFRR4/fsyNGzfIZrPtBDmXyz3zObaZGeJvC4XqdbzaCIKAL7/88isL37C54veLhpQS3/f5+OOPKRaLHDt27JUwHZRSG8L6lpjo1NQUZ947zeBgvxLusyIMQxafPuDdw/teWmulFX++WuXv/68/5h99ucqaZxLrWsPwocIgIIqM40S57qElZJWk5vk0opD8YJ5KpYYGGlJipVIGPwGpFDIM20mVryGfNZ+jLCCKyKQSlGsNkxwDoLGVxAtCg+0tnASkNn1KrZtCRdr8X6HRUUTCUdTqXlMOSpifGz5KSeME0mSACSFRed0sukfoIEBISYsJZtYAPio90C7My8gjSuURzbWFUBZRrWIK1TpCSEXoVdtYDxplOQR+HeEkQGuEsomCBjKRMZ8bRSg3ReQ3EJZjtklkiLoYZ0JKhJ0kqHdGpULLMc9vHYKGEIFKF9pFbGwXhMLKDprvNNB0+pC2MS8OfOON2xqLCj2iwIfQR/s1lGVRLq2a5rFt7Bg9Lz7zKtbBj2I+y/xyB5efzi1xZO92ptbpznrrJL65TIqhYp4LPSKns81Z4+5IOBYnD+/ls2txgdX1xLsanhebD4etKX5/FdZnXJvdg2nuL5QRQpKwoB7A5HJnzfZoIc5my6aTVOud31+dKvO7f/YUWmuq1SqLi4ssLi5y7949HMdpJ8cDAwPPfI5tBuvBzBB/GwQ0v5EJ8ezsLENDQxw8ePAr/0ibqRq/SERRxNLSEpVKhRMnTrwQIL1obCQhLpVKXLx4kUKhwJtvvvnCYC2l7LO3edHQWvPw4UPu3r3Lr/z+9/g/pfL8xf/hE758NEc+Y+F7Ptm0Q7nugRRYGHVBocFxE/i+b+Z7bBe0phYYhb9y3UNoqHghrmPhBU1QQxDpVndRgxJUGgGubeMFASCQQiIlKKkJW7NDze+ZTyUoVesIRTtRRcj2AzsMfJSr2smBAKzQN8lh13cm9A0otV4LvLYisKsE9XqNKPAQ0gIE2bRR70woQQOLCIlGouprqEyxK3kOsYnwpWtAKAoJygskskUa9RpEIfmkxWqljhSSTCbNysoydm64fTz+6hx2oeNfGK4tNoFXG3qWNsWIqFFF+w3S2Rw+ikhYhOVFVGbQfEetieprqFSeKPDRXs1QwKQAnUCEIcJNIS2TsEdeFZnMIu0EUeATLD3BX3qCDj2qnqGLtVQuzXnsT8D8XrEuoFpvcPzALr7oogaODRaYWTfJrTGzsEohk2KlKW42UsiumxDPLBirle4o5jLcoz8hvn7/Ccf2bef89Q74vuqE2FKSvcNprk+VQAjStqDiSx4tdhY7D3tAMpdOxARKPrz+mBP7xpFSUigUKBQK7Nu3j0aj0fZCfPLkSbt73EqQuxfNm50hzmQyrzvEr+Mro1Kp4HneVxa+wRS/G43+DtKriKWlJWq1GocOHWL37t2v7Bpu4XDLPWK98DyPL774gkajEZupfpF9ABtKvL8qlpaWuHTpEj84uoM//e/8Lv7zX7vM/3rpIX4kcBREoUXVC6j4mqRrU/cC6n6I6ybwPI9yI0S5CcJQE6HJuDblJjkr0JqkY1H3TfKllMCPtMFmrUEpKg2fTNKl0hwTsS0LPwjIJBwq3eJYWpNJOARhRMMPTO6KbndJhRAEOkKpVBv7fSDhRoTIWCcz8hvILptB3ewoC+VgS/AadUTgm88RgnTSpd7wSTkSD5sQAUKZIrmUhm7cjGRUo6ZMR02HAXJtkUSuiNeooUMfiwg/MKKK2WyaWq1K5GTbnxGUl1CZwfZ1E6zOYeVHaSXrfmkelcwR1UtEXoNMOoWHJJIuYa2ETHSezUFlBSs9QBSG6KCGrtcQloW2QlNokArpJI3AY3OkSyZzhFrjphdozN5FBx7KcogQ8ZGpddhgw4UsS2txGvVyqczBnRN8du1u7PW5pf6Z3mTC4dNr9zi2bztXm2NS6YTD9OLKuvfRlbuTDA/k2kn4aDHHzDriXZ4f0PCDmOfxm/teLdYDnN1b5Pr0GqaJY45/qRqwfTDDk8Uyi+UGu0byPGqKy65UG9x72mGzfXjjMf/Rz55CCEE6nSadTrNz507CMGR5eZmlpSXu3LlDvV6PdY9TqVT7fG0G633fp9FovKZMv6rYt2/fhqrBX0fVuCXy4XkeQ0NDrzQZBgNgX5Xkz8zMcOXKFfbu3cvevXtfCqw32oV+VkRRxPXr15mfn+fUqVMUCgWj4vlnvsf/eO4e/+2/ukGEpFJrkMukKFfrRBoDjn6ArSR+ZJvuqA7RSNARlUZgEl5pOqe+4Tnj2lYb3ESPQrRPU8VQCHzz5bCkIAzC2LnRQhrP3NbP2syNt8+JZZvkT3aSYpTdVZWNoEkbz1pQqtbJpJJUQiM0JZwkvhCopIMCwloJlcpTA3Cg4jdMFddyEIDKFFH1VaJkwexLKOq1KippG4CVEis7RBAGWBnTNalojZt2iJwMNcAZzBBWV7EtB79aQgCyskAkbbSdQiTSyChAKxvhJHHCGg03g5U2nye9EsLNI+plkpk8teoK0kkhExmk7aIDDyudh3SeqFFr0rbMOQxqq0g7SeTVEXbCJNlhgEBgFbeBVPgLj0xlIYrIZjOsrZkkzg+Cvut2ea1fIRoEdx/Psn2kyJNmV/hZCfHj2UWqdY93Du3mYlN12rH7H2+ZpGtUKxeNumQr0V3vLhofLDC9sMT5a/c4tm8HV+8/wbYUb+yZWGfrF4vngeTvPjTMF5OrplDfLO4sVn12DWd5NL/GcqXB3q5Z+97ZrQ+vP+Yv/uzpvs91XZfx8XHGx8fRWre7x0+ePGl3j1vU6s0mxN8GCtXreLVRKBQ4derUc7f7OorfLXXrqakpLMtiz549z3/TJqI7WV3vPiuXy1y8eJFMJsOZM2fW1Rx4XohmErgZvG89Gw4dOsTOnTvRWvOf/v53+IMnd/Irv3qeJ4sV/DAi4br4QUAjCEgmEtSbQkAoy8zpapPgISSVhunAGmHMiEYEQimksAijyBS/leyiHkM1AGXZRECAsQisBtq81lXf10LhRbqD91qDDjujOkIiRGiOp/lagETpgFBY6CiE5kylFXl4QUgykcALNJG0EQhCaXewvr6GSuZoACIJ1a6CMoBUNtIrt5ldAFVtY4V1QpVAKAu7MIryy+33AFhrC8jcCHVA2HmilVljhVQ3s716ZRo7lcETDlZ+hERYpWEZn2UnO0QUetgF0/WV2gMsRBggfRcaFbS0kYk0zsAEQXkRKzsEZNEZUzRXSZPg6MBDR2Fz/hp06BkmmlTIVI7E9qPUH18xybCOSCRT1Gs12p30Hqx3rP5rfbRY4LNrdzlxeG/b3jKVcI0rR8/7G55ZZyyulEm6NrWGz/hgnntT/eNVy2sVag2fgzsn2gnx2GBh3YR4dmmVqfll3ju2n0+bHeW3XnGHGOAXvrOT/+nzJ/hhcw0sBUIoxgdSPGnakI4UMu2EuJBOUEgnWWrSzq88mmO5XGcgEy/yK6UYGhoyOkfQ7h4vLS1x//59bNtuJ8ebtVwCvhUd4pfvkX8D4lVTpldWVjh37hypVOqVUaR741k0Kq01d+7c4erVqxw/fpx9+/a99PFsJiH2PI/z589TKpU4e/ZsOxkOm2Jkf+TsPv7BL36f7cUsyYRDuRGScBNgOTiODdKi5htgFMpCC4XjWIaSKy1DCzUDO4AB9IZvOsDNF/oPSkgc1bmU/UiTsK1YF7xc93GtzjZCSNDCJJGCprCWQIc+OgzQUUDCkrhu0tCPLRfpJFFumkYkkG6KWqSQtot0DQU9do7dDLbu8vSzXaIuOhNA4GSwo07XQyWzyNpK5xiVTdjoFrES+EFoOsi0FjsSLS2s7CB2cRt2KgfpQYSdQGpNY3UOf3WOsFbCkwl0uUMVatgZwsoKMpEhTBWxciNGSEvZ6CgkrFcIyktEXg3pJglrHRCxknmzEEjnsfIj2MVtCGVj5YawUnmc0X2o7HBzDlywVq42Rbj6/4RSSmaX4x1PMErwlboRJ0k06cLdtOFWbBspUm12Di7eesCb+3cAxFRCW7FjtFPQuvlwioGm1VKrq9wdY4Odxcns4irZVIJDuyZw17F8eNF4Hkj+kVM7yKcsUo6i7mskGqRkJN9JMoea/x8rpDh3e5rBbKcDcXVyvg2YzwohBPl8nr1793Lq1Ck++OADduzYQa1W48qVK0xNTbGwsMDU1NQLd+daHeLX8Tq2Il518bvRaHD+/HmWl5d5++23N82g2ki07v/11jBzc3N88sknjI+P884777xUMty9n5fBe601N2/e5NatW7z77rvtZLiF9Ye3DfBP/9JP8/3DE9i2hRbSJJvKIRIKy7bxQ20EF6VCC4nt2KZrqCyUZdSqu5ehUS9A9IBFhMC1VCdRFob43P33qvlhzB1XCNOpbSXkopWohaHB+jA0ytlNNecW1ksnRWQlkZaLhw2Wi7RdBFFsfyqRhS4/XyEEwnKQXayoyMmQjDoYI5SF0vHPqWMK8O1t0gOEXcJXVm4IixCZLmAXxlAD4/hWCpXMogMPz/fwV2YIyssIKYm61g4N4RCU5pG2i5UfNkVryzYjWIEPWhCU5s3+msw53Zy3FpZjutiJDFZuCHtgAummsHPDWOkBVG4Yd+xA+29lLBabwrjrlJpbRfXuqFUrgODKnUl2jhmM3jU2tO56b7bZNZ5ZXG2ztdLJfnaJlILJaZMkf3HnEW811wWJddYQmaTLVFOo69Nr9zi0yxQS3ty3o2/bF43nYX0h5bJ9INUu6qRt0xApNzrXz1q98+ybWq6we7QzWqI1fHSzX1C0N1KpFDt27OD48eN897vf5Y033kBKyb1797h+/Tq1Wo1Hjx5RLpdf6PlXbTqafBsK4N/IhHijid6rrBo/fvyY8+fPs2fPHt58801s2/5a6NnrgVcQBFy6dInp6Wnee+89RkZGnvHul9/HRqJcLnPu3Dkcx+H06dMkEgmiKGoDpJQSIQS7h3P82l/83fzkWzspZlM0Qk0+5VJp3dTKQVk2ChDSMqApzByMF2qEUiClMUmXFqlkovlgNICbScUffknHIjSo2P7nRxGOZVSQU45Co6n7IbmkbahP2iQYScciEsp0bm0DhEIqpJWgEUkCJK7jxPz2AlQMbABq2iLq8vMVUhKFQRw4kxkDOrU1wuoq1MvU1pYJ1hYI1hawvDU8zydYnSNYW8QJTVdWVpeQzf3LZBZd6SS1KpVD1TqzN55KEpbmTDc6mcMe3IF0U6hMEQQIqfBXZrCCGiBixyedBFFl2YB1MoszuA0hFSqVR0dm/skvzRHW19Bao1KF2HeWySyRZ+aFpbJIbDvcB2hCCFQPOOwaH27bjbTCthTzTdXnJ/MrbfP5pdX+yu5ol+iFQDC/VMKxFDMLK33bZrvss9aqdfZsG0ZKwcPp/upyd4d5fqXEgR1jWwKQ8HwF54St2DOYwg8NkyFpS4RQlOqdZ9BKzZwz4zks+kDy4xvPB8nucByHsbExjh49ygcffEChUMB1Xaampvj444/57LPPuHfvHsvLy899fryeIX4dWxmvsvi9urrKuXPnSCQSnDlzhlQqRRRFrzwpbt3/3feS1pr79+/zxRdfcPToUQ4cOLDpQvzL4H0QBFy8eJG5uTnOnDnD4OBgLBluKdLaluS//YWz/PK/8Tb5dALLtskkHfxQE0aYeVRlkbAthFQEkTYdMCDSosncUji2g2XZpJOJtn0RQpJ07RiGJGyrqb1BG+u1hkzSQUcR6YSF1qbDnHJVB+uFwLFs48wgLYP1rlFMlrZLLYBASyN42TW+o5sYGbsWLNd0SLujyZZqhVA21FaJ6mXC6iphZYUgCglK8028X8Rr1PCXpgjWFnHDGtqvo8tLnURaqrhvsFRYuqsoJC2zjsB4DOv0EEiFlR9GS4XtJvCWnkBtFR0GWJli3+dpHSETaeyBMYRysJpjXLp5rGHVvFcls02hzeaukzmCppiXlAp7aBfS6XreGyoAluy/dteb37Vc0930gpBq1TgqKNF//2XTSaa7cP2za/fZMVxoK6d3x46RwdgM8txyiYRjU633F8p3jg11ftCaUrnKwZ1jFPObL+o+LyEGOLN3gHpg1sFeCEjJ3bk10k1xrbuzJdKuzZHtg0wtGdeR7vjx9ccvdExKKQYHBzl48CBnzpxhz549OI7DysoKFy5c4OOPP+bGjRvMzc09txD5bXKU+EYmxBuNV5EQR1HEtWvXuH37Nu+++257hujrmlfupUxXq1U++eQTwjDkzJkzW8LTfxmAnJ+fb1es33777XYn2yhW6nYy3AqlJH/jj57iL/3eY+TTCWp+hOs6JsETmhBBKEwlDGk1Jfd1e+ZECNH0JxTUvBAhlUnyhKTSiBDKNt5ttkU91ETNqjNStTvPAYpUwqUaGIASlk2pHiKVUXUUUlENQHd56RmVP0n3c9yPIG3HH+zSTRG1lKS1Rge+Sbbra4S1EqJRNoJhawttJUth2ahkDuWmsdIDyPQAVn4cEFi5UQK3gFUYa4LaCJ6dQWUGCKxk2wM4qldwkwlTCV6ZRdRWEI7b3gdgQL1V3RUC2dKcVjYiO2yEPdysmfUJQ/ylKWj6DavsYJc9FEgnhY5CpJPAyo8g3QxWZhAhJJFXI6yvEVZX0KFvrKC6VKilk2iKiXUilUzgOC5H9nZeL+b7r+ld48OdOXDg7tQib+7bzsxiv6egpeKPsdmlEvvGBlhep+vbew9fvPmQM0f3461jDVWp1Xu2fcCpo3v7tnuZ2AhIfnBgCC/UKCmo+mZRd2+uRC5h5nzvza4xNpDi+mOzwAh7ZrN/9IIg2R2tBe/w8DAnT57kgw8+YNeuXTQaDa5evcqHH37Y7iLXe0TT4HWH+HVsLH67i99Pnjzhs88+Y9euXbz11lsopVBK9SdBryB66cxhGPLll18yOTnJe++9x/j4+Jbt50U7Pp988glRFHH27FnS6TRaa4IgWBfrAf5339vP3/kPPqCYSaKFMJ1fqcyzWUjqoUYqBdJGKmWEArvCjzSBNrogrQ6lEJK6rxHSamN9I9J4EQjbBikNjiuLqq9xHIeKF7WxvuIbz94W1vtaoMP4ukdYNm7POt517HihOGaZCEKHJFNppFchrJYIqyVUUCNqlNF+oymUaROlioDGygxgZYv4Th6ExMqNYuVGID2ElR1EpQdo2BkzRjUwgWpqTUeNGpZt4y0+wV+dJSjNo6VFsNZJKK3cEGG1i7mVHkDqAKRCJ/PIZB6RGTTiXvUKQWkBKzTPa5XKEZY6hWCVHTRrF8vByg5hD4wjkzmE7bYTacMYM+8Xdnyd4Y7tj51HZSlCLTh97ED7teGBPMul/vGox7Odov5Cqcobu7ex3gp121Ch79qLIr3uyNVQIb6umFlc5fiBnTxd6BflzPY0WaYXVnj30NaMTGyEjvxzp3eScSQpW5n5eW10cPaPFwAjIrt/omgYFMD9uVKs1/DjG4839bxSSpFOp9vd48OHD2NZFvfv3+fDDz/k888/5+HDh6ytrfXt59vkKPE7PiHeShpVo9Hgs88+Y3V1le985zuxeeHnzfZuVXRTphcXFzl37hyDg4OcOHFi0yqRrXiRmaKWeNbly5c5cuQIBw8aZepWMtz6vGfdDH/49B7+9p96n+FCBqEUmaTpDqccKya44GsDoMlm0mxbVls9uuvAe76IJOwaBTbUqDj41/2oTTEGmjPGPQcprdg2JrGLqyVWPE1KAX7NzMt6NXQYGoVlKRBOgjIulmVhpQuQzGGlC9iZAQPczeRHOgnCSvyBLN208SRuhpUdIqnr8d9XlhCWg0rl8O2cAdbiBDo9SGBn8MuLSG8Nf2UG7dUIVjsCUSJVxA07gK4ygxB4SCeJPTCKkx0AK2k612uLuFGtfQ6lmyKsrHSOLV0grKwgLBsrU8Qe2Ia0kwgrQeQ10AiCtUXCRgWtNc7gDpPMN+ONfbuoNTxuT07zdhNw1lOibFGZOyFYLFVjHd5WzK4DcHUvYM/EcN/rCyv91GwvDNedN16vkn1w59YsUjeSEP/x0zvJJyyStkLTXDxr2DtmqNyR1hwcH6TatJu4P1uK3Ycf3XiyKZDsniG2bZvR0VGOHDnCBx98wLvvvks2m2V6eppz587x6aefcvfuXSYnJ6nX6688If4v/8v/ku985zukUikKhcK620xOTvKzP/uzpNNphoaG+At/4S/0qaC+jt/+2MhCaqsT4pYOxq1bt3jnnXfYs2dP+zha1/zXWQCv1+t8+umn1Go1zp49Sy63OauX3n1sFO+Xl5f55JNPKBaLnDhxAsuyYoXvr8L6Q+MF/sV//JPsHx8glUyQdG2UpcilXNPtbPrvGL1nhes62I5jMFnJpsr0M0ajhCSMRGw5YEZwOi8EmjiOC0GjR6VYWnYMa4UQhFG8+NEINTlX4AgzSxs2quhmARgBWtl40iEUEitTwMoUiNwsdm7YiFc2HQBEs5MdY4llB9tdXTC+vskoPhalosAws5IZRGoAmcxiD0xgFcbwVBKkIKiuIqpLBKWFWLda2C6i1vl8K13ADcoIZWHlhnCGdhiGm9cwtk46iiW1upuyrWyi6mqbJWYXxprHlUWHITrwCNaWCGtr6ChEpQvIVKH9/jf37wYh+OzaPd5706wbt432a/CMDxVYq8YZd1/cmSSX7ceP7uZFK+ZXKwyvY42kVD++3nk8QybRT69ez8apRd3ebGwE64dyCbYPJAkBHWkStmoWlDprp5TrcPOpWeuUah77xort382tVrn5tH+9stHoxnqlFMVikQMHDnDmzBnOnDnD2NhYW8z3o48+4vr16zx9+pT5+fmvRS/k68L7b2RCvNFKw1bSqFZWVvj4449JpVK89957fTZGG7VI2Gy0AHJycpKLFy9y6NAhDh8+vClJ9PX2sVG7h+vXr3P//n1OnTrFxMREmzbVOu/rVYt7480dRf75X/zdHJkwtBDXsakFhnbl2jYJx2oCnaDmG49EP6Jp3aNo06ccqw8oe2dURNOTsOsFbCsOnF4ESbv7fBqKkA5DbKHJOJIITejX0JHxShaWRSgEuClkMoNMZlCprPEk7ErsA2WUltufrGzjJ9wVKlOELp9i6SRxgvg2vdd1aKdiYGDnh2JdYSszCG4Gu7gNqzCGnSng6AZBq7Lc3QW3bPyuKjNuhrCyjJUewB6YwE8OohsVQ+8qL6GcRE9iFV90RH4dISUqmcHODYOyUakCCGlsKfIdD9CpefNAD8KIL+9M8s4be1la7a/ursOAYqiQJZ1K9FGuVyr9IOk6FlEYxa5N17aYnO2nRksE7xzcFXttZCDHak+H2bZUe7Zos7ERkEy5FnuH0jRCI0hjW00/ySZwjeSSVIPOiVqr++wf74DkfKnKjScvD5LPqmwLIchms+zevZsTJ07wwQcfsGfPHnzf56/9tb/Grl27+NVf/VXu37/Po0eP1vnkzYfnefyhP/SH+MVf/MV1fx+GIb/v9/0+KpUKP/7xj/nVX/1V/sk/+Sf88i//8is5ntfxamMrsb57Xvjs2bNt0ZlWfJ0JsVKK1dVVPv74Y3K5HKdPn/5Kte2XiY3i/dOnT7lw4QL79u3jyJEj7cL5s1hg60Um6fCP/9wP+Dff3glCkkg4rNWNFWHCccxCX0cgFY0gwg81CEWgRRPrjftDqocqDfFcGFoF8HjCKZWKjTchJN1Qr5sexToMIArJOBLP94h8Yx+odVPzIjDUapnMoJIZVCKNbjpTtD/aTTd9irt2p+zY/lUqF6Mam259vIlTV3G6dd1KE5Y7HVMrXUDWVzo/ZwZxLIXODGMPjGMNbiepa+jKIsHqLNJNxWjfDT9e7A8qq6hEGrswjl3cRlhZJiib5Folc0RdnskqXYgVEKSTNjRrJ9HsbueR6QFQNqHfiLlcOG6ngfPp1bu89+ZBEutc26ODhb7Xkq7D1XtPGev5XSrTzyYbzqe4/mC6zy94rdKvoTExPIDr2H3XcbcNVCu2wk0CNob1AKd3DZj7AU09BITg4YL5W0ghqHghdK13e5sGH26CEfZVx5hMJtm2bRtvvfUW3/3udzl69CiO4/Abv/EbHDhwgD/35/4clUqFixcvvrIc6evC+29kQrzR2Kqq8ZMnT2LzwustAr8uyjSYP+7du3c5efIk27dv3/LPb134X9U98jyPCxcusLKysq54lpTyhZL0TNLmH/3Z7/Mzx3fgh5qE46CUUYNshMablpbCc4+ohlBN+lSgm9TpFhVLYCnRmSkCkrbpLFtSIJvf0bYsRBRCSz1SRwgpce0OPVs5CWPJgEXFFygnhVSOoRk3v2cjEn2zwyqRileclSIh49eJlS7giq5tpCJtx899YKeJuhJcTyYJ1jrJm3SSMaoUQsVnemwX2+sCZydFdW0Ne2ACuzCGZ+fwl6cJVmawIg+ZigNdvBOvSCiNPTCOnR8xs0HlxfY8kUwNxGaHVXogBsAqlTcUamWhUnncEdMJHsznmF3sVK8jrbn9aJrcOl3fpVJ/Jzfh2Nx5PMuJwx3a8mgxT6naD3xeEPJodokDE50EcdvIAOtd8qVqjQs37hkRj2aMDxX6tju0a3xLBLVg4yD5wf4h05XRGj8yC7L782WUFBTTLg/m4hTygUx8bvfC3emXPsaNehPats3IyAiHDx/mb/7Nv8mv/dqvMTAwwN27d9m/fz9Hjhzhl3/5l7lz585LH0tv/JW/8lf4S3/pL/Hmm2+u+/tf//Vf5/r16/yDf/APeOedd/jJn/xJ/sbf+Bv8rb/1tyiV+hc/r+ObHVvFBmvNC7uuy3vvvbfunHtrXODrsnS8fv06+/bt4+jRo1ta+G7F8xJirTW3bt3ixo0bvPPOO+zatSuG9a3PeBFK5H/+777Df/x7j4GWJFwHISSNIKQRCZTVTHZbn9e2Qexgfc03mhVCWe3k2LFkLCGVQmArhdARCdvQ3AWChJJNrDf/lFKkHAWYDre0bEAglNPGeuVm2vszeC9o9IyCKDeFbsSLt8KyoSsBlm6KXI/AppvKxLax0gME5TiWR9WV2HuiKH7teUH872d3KTULIVhbW0NmR7AHJgisNMHqHP7KDKJRRieyBN0JdmYgViBPptLY+REzR2y7SK9OWFlpO2yEtQ7GSDdJFPs53ekiJzJYgzsQTWuo+eU4Nn169S7JRD/LcT2hzB2jQ5RrDfKZVOy6W+j5TIBs0sULQlJO/N5Zj+GVTrjcnpzm1OEOHTrp2jye62eZHdtCvZCN3Ne/8J3dZFzDCAOjNL1c9dg7mufEniGuPF5i10hH6HOlGu9+Xpucf+lj3KijhJSSgYEB9u/fz8///M9z8eJFTp8+TRAE/K7f9bsYHx/n53/+5/mX//JfvvSxrBdfF97/jk+INwOS3bSp7nnhZ+3rVQNko9Hg2rVraK05c+YMAwMDz3/TS8TzvAnL5TKffPIJlmW1u+W9yfDLzAsIIfi//Xun+LmzO1AClLJIOA5CSoJmN08LiWNbRlgr5mEX7/qG2lC3wlZludlJrgW6ncSGSIS0qAcmYWzNFwtlU/M1nh+YWaXWw0rGfQil5Rj/3e7vYDltipE5KhlLDgEa0m2/pgMP7deoriwRrC0SlBYISos0/MDMAVeWDSXZr5mObHUVO6wSlpfRvmf8BWvLBCszJB2HZFQjrJXRUYiVLcYS0To2ors63qXm2AJ7u7iN0EqiQw9/eaoN8FamiO5SymzgduhnyiKSlhHcUArdMEIhrX0LqWIK1EJZ0KWOKd00Mj3AjnUozDvGhrn5aIo39mxrv+Y6No9m+ju5tabw1oUbD9i3zQjLdStBd8dy2SxmHi+sMZA1i15r3akkeDyzQBhpXKdjubWeEuWxLfAkbMVGQfJPnNlJwpJkk+Z4hLQo133eOzDGzekVlioN9ox2zsFSpQOSSopNVY1fxnZJSsnZs2c5ePAgf+bP/BkWFhb4L/6L/4JSqcTq6urzP2CL4ty5cxw7doyJiY5F1u/5Pb+HRqPB559//rUdx+t4frwIZXozIwBPnz5tzwsfP378K5WbN2tN+LyIoogbN24QBAEHDhx4pS4WX/VdWoKds7OznDlzhqGhIbTWRFEUE896mfiFD/bzX//Bt0jZkqRtIZWNY1nGUkmIti6ISYi6i+DEfq755jj8qDleIwzWR0gCLUE5zQTaaId4WIimzaJQNo0Qqo2gvT9o6nn0KlH3JKHSjXduwdg3dl+DwnYJKua5psOAqFHF832D9WsLBKUFXEK85WmC8jJheQUnahCFIUF1lahm/iEkwcoMqbBMsDKLJSATVdo4a6ULRF0F8IZKIbsK4Co7ROR1j0UNYA+MQzKP9uqE9TJhZRm0NgrY9Q5eB3amTeMWUkG6gErlkXYC3aigA69vjRM7Jz3n0R7YRirh8mg6nqCJJn36TJM+3Yq1ar8GRaGJ2bcmZzjZTF5TCWfdJLdlnfVwdpWjTUvEYjZJudbvjNBoaoVcu/+kTbPeOTZEb6V82/DAlghqwcaxfjSfYDznNhs8GrfZYd85lOX8fXMuRwqdrvC92VWyXerasytVyvWXGwl6WYvFvXv38t3vfpd33nmHhYUF/vE//sds27aNBw8evNRxvGxsFd5/IxPir4My3Uubep6/8KuuGJdKpXblGiCRSDznHS8fX5UQLyws8MknnzA6Oso777wTE8/aTDIMnXnkU5kS/+d/4w0yCbspFmlsEZQyCanf5MuKpuCWUZqUhlrdCmEMFDo/9op0iFhVViNI9syJamHF7RmkQtEDisqJzyUpC91FdyYKEcqoPYbVEtTL6HqZyDNzuMJOINwMKj+KsF2s/AhWfpjAyZk53OwgKltEJ3KmG5tI4dsZVG4QuziBm0gSpgZN5Tc1iOd5xqtQKmyh8Vam8VdmcPwyyrLxu2aHrXQhVom2MoNtWwcrPUB6YBSRzBFUV/FLc21gB7MY6O5Aq8wAkVdDSAuVKmDlhtvfW1dXsOx45ddNxek89sAEyXXoUoVcmoYfMLWw0lZ63D0xvG4n9+n8ijnlWuOFEY5trVtdzqYSrDQT4lrDZ9e4SZ5zuf7keTCXagPn7cmZduW4to7NUMvOaStioyCZdi12F1P4oUYKGMwl2T6QobthMNRlxXR/bpV82jw7DkwU+ejGE9bWWRhsJDbrQ5zNZsnn8/yBP/AH+Ft/629x8uTJl/qsl4mZmRlGR0djrw0MDOA4DjMzM1/bcbyOrYn1FJk3Gq3k8+bNm33zwl+1v1eF977v8/nnn7O4uEg6nX7l83fP0gyp1Wp8+umnBEHAmTNnyGQysZGozWA9wNLSEmrpAX/9Z/cyXEiTbapPS6no9gT2wqiJ9UbQzLYUSgpUS3hrPazvPqx1jtGy48JYQlmxhFcIgd0rlGknYmNIrc9uf06zkx1WVghrJcJaCSeqG82RwDOJZiJDwzKJlJUbwcqPUFVprMwQKl1AZYt4KolTGAEdItvimiMgBDUrhz0wjsgOE2iBSheNhWIU4Dfq+CszhGsLWJGHX+t0q4VUMa0Plci0BbNkIo07tAOVzKCDBv7KLF4QHzOKKWRbDmHFWDfJZA6nOAFaG1GutQXTYe9qFFipQnx8a2CCPTvG+opXu8aHqdY9Prl6h5NH9rX/Do/WcXgIu956+fYkO8eG2DE6uO71WKp2jmV2uUzSddg5vr4Ty9NmQl2pNxgfMuuB/DoMta3qDsPGsR7g5K4CXqixlWn2HJnI82S5w4Drtl/SGvY1R6QcS3HjyTyf3Hr6Use4WaxPp9PYts33vvc9/upf/av8h//hf/hSn/WysVV4/41MiDcaLwtarXnhbpuFjezrVVkxzMzM8Omnn7Jjxw6OHTsGvBzwbzSelRBPTk5y6dIlDh8+zKFDh9rbvMgM0bOi1Y1/9OgRJ0+e5A++f5i//ac+IOHaFDIJhIAwEqQSLnG002bxLw1lGmEoVa69zs0rREwd2tgKdAlshcQUJYUQfdePr0WfwJYrQyK/QdSoNiulgqhRRRIZWnAijZASK51HJLPIZK6p1hyn8uoeNoPKDMZmkIRlE3VRmwDj3dwVHsZWQgiFLxPY2SFDiXZyhNJCS4nTWDFzw4EX6yALZZGmAx6+lcQJa01xrAnjJxiWjTJ2z7UhhIxTpWyXsFbCyhSRmUFI5AjWFrEaJURQxxNOrKps5UdZWuunNvtN1c+1So0gjBjIpimsI6YxMpBjqUud8vHsEu+8sYd6o58hsm14ILZIunz7IW/u28HKOkqUo8V4kvzl3UcMFzJtT8Lu2CrLpVYHZqMg+cGBQWNjEoaUPc3kUoWFcufvulqLg+TeMcMsybg2QRTx8c2XA8mNqGM+K6rV6gvbLv1n/9l/1hbteda/CxcubPjz1ntWtYSBXsfvrGh1c1+UEdYqfC8uLq47L/yseFUJccu6UErJmTNn2qJVrzLW6xAvLy9z7tw5CoUCJ0+exHGcLSt8g+nGX7p0if379/PBiTf5X/78TzBaSFPIJLGUYWUppYwadXM/Qghsy8KPIGwJZgpBJuH0Jb1CyNjiVUgVw6ygTyekpTfStR4IiI0pgVl5yCgg8ox4JlGIrpdNoVwIlJPESqRRiSxWKo+vkqh0PjZ3CyAT2RgtWToJwrWe7qaIH5+dHUJEneu7LlNt5lWkXNzBbVjJLCo3QqASiESGYHmKaG3erEdS+RhDLCbCKiS2X0O4aezihBmlaqzgr86hA88IgXZ3yFV83aGDBiqVw86PIhNZguoaorbStG8k5pcsnQQy1c9uHC4WzKEIweXbDzmydzs7RgeprtPV7J7p9cMI27bWEdo0DhOzK511ycLKGm/u24G7jkhmOuEw17Xtl3cmObZngmCd+/zNLZofho2PHgH8wtndOMrYkoUark+v8WChQr6pgt2yX2qFbAqWHtpWpOaF/OjayzHCNov1L1PU+ybi/Tc2IX5VypOteeHdu3e3bRY2Eq/CikFrzZ07d7hy5QrHjx9n3759beB/ld3o1rltgWQrWW3NLW/btm3TM0Td4fs+Fy9eZG1tjffee6+toHlse4F/8ks/QS7lYlk2mYSDF0YgJOmES6IpftDqGLfmjDTQCHSTJm2qx5aUJGxTWW75Exqxrqjzd9MaISQ6MsqKOgoRCKIwIO1IbEJDewoaRmAjCtFAIBxkM/Ft/TP07s61o5JZZNhlfSQEOoov3qzMQMwiQQjRlzT30qBrImGoTq39dFV+wdCRWz8LIbFzI2aeuDBqOtCOg788hQxNIuxLJ3YN65i4V4Ig1Fj5UXTko6OgbdEAINyeBKe7At+knofJAXDSWNo31Oq6MXkXyuLRar/41dOu2Z3pxRXGhgYIw/4F4sRIse+1T6/eI+qTWgGhe+8dweJqmdmlfspuJh3/TnUvIJe0WViJzyopKXlj9wRbEW0F7w2C5M+d2YlrSRxL4TVL5w8XygxmTCf43myJTKKLHi8UUgjuzawA8KPrky91jC8C5L3R6hC/SPzSL/0SN27c+Mp/rYLh82JsbKyvMry8vIzv+32V5NfxzY/WAulFcLF7Xnijhe9WvIqEeG5ujk8++YSxsTHeffddLMt65dRsMM+Z7mf+1NTUpsWznhWtNc3t27d555132hooqaTNr/3573N4Io9lm7lgSykiLXAsi3TCQQpBvdv+rjk2VW5aMbWwHgQpxyLpWm2st5VASNq+w1o3C+k6bOM9QBQEuEqQtgWR3zCexYGHDoM2oysMA5Sb6mC9nSCiM04jbJekiGOZSmTi4lO2G+vYAkg3E0tYrXQB3YXtWiq81S6asRB9VGXR1ZmVrmEXqPyo6f6GPqq6gGgY7IrcXCxR1U4qdh1YtmNo1comrJZIRl2U61Q+br+YyscKDjKRhvQgoZNBCbCEMGyx5nleCPrZYN3XVBhpns4ts3uiv5ObSjhMzsZneu89mSOxjjr06EA2Zs8IcP7Gffyg/56KeQ034+HMPDPz/TTs364O8cRAkrGci63MOjaVcE0neLQAmPO2b7xTbHg4b/7WLaHRH12ffKkcZbNY/zKOEt9EvP/GJsQbiRehTPfOC2+ENtUdW608GQQBly9fZmpqijNnzjAyYh4Mvcnqq4hu/8MWfWtpaak9t9xaDLeqK5sR+qhWq3z22WdYlsXJkyf7qOA7B9P8f37pB7wxUaDih+3ZzYoXUg80SlnmZm/9rXpFt6RR3g00NELawkNCKhqBRqjW7KXxPK5HgkzSac8XCcsIflR88IVtqptuqiOwIQQaQaZHsEG6SaLYfLFAifjfTKXyODpe/XR7PJ+s7CBRvau6LC2cMF5tjnroTfQUcWw3fk79ptS8kAqRLpLOpAmVS1BZBq8aq1R7Ki4K1mjO6UonZRSn61WCyjLB2iLSSeFEne9sFCi7quBuuv0wDlUCO1PESuWNsIlXJnLiCdJgIduXpN58NEU62Q98iXUsx4YHsqxV6jGBEcCogfaEbSkOr5PQVtehEydTKd45FFed3jaU4/HkI5aWljZ9b3YXmTYSuaTDtkICx5JoHZFLm/PTEtiItG5TpwAezK3xxrYiyxVTzPjRtRf3KGwd48tWjVvehC8SQ0NDvPHGG1/5b6OjJGfPnuXq1atMT3dExX79138d13U5ceLECx3X63i1sREcFkK8UJLamhfeuXPnc+eF14utTFS11ty/f58vvviCo0ePcvDgwfZ3/jrEu1rfRWvN7du3uX79Om+//Ta7dpln3Iu6RjwrWj7Ks7OznD59mmIxXsS0LMXf+9Mf8DNvbSfQLVscgRdqKl5EpAVJ1+nrnHa+iGrjf9WP2t7sQiqCSCBkB+uFlATIto1jG++VQyOESiCQThLVLPIKqyOe6bpxVwVpO0SNuMhjLRSx5FZYDq7uEeFKZKGrKN47hgSQcOOdWJnKxy0YM0VEV6FdJwsxurJvpdpJqJUuIJMZdDJP2KiQDMuxpDyQTmz/NZlAh4GxZCqMEgmLsFEhWJ1Dhz4J0bkupeXEhL9UIkPUTLYjaSGyQ7iprKFuV0uU6v33Tq+Sc6laQ0jzN+qOXeP9WiMAk7NLfUltZh2RLq0hCMO+6ziT6seOhh8yNtRfbHeiGrOzs/h+fxH/ReNFEmKAU7uLaAxVvzX+1L2msbu638uVBge3DXHziWmKTC2VuTfTz257XmyGMl0ul18qIf4m4v3v6IR4o6JaLzovvF60LuitAK+W8b3v+5w9ezbWSWkloF9H1bhSqfDJJ5+06VupVKovGd4MbWp5eZnPPvuM4eHhr1yUZFMO/9Of/R7vHxijHkQkE66ZM8JUxCItQPfYMXQdlxCiTbLuPV4hhFGk7oqKF8ZHkJSN7LESiiswQzkQPaJMAt3jVex3iWm1owmIOgqJvBpSKfwVY4Xkr86R1lUywiMZlKGyBJVlqtUawcpsU2BjBqIAXZolKC0QVldwklksvwPQkZuNdZEDJxvrPNe0BcIk30FqEB2F+KvzWI0SKIuwa85YZYqxeaJQmjlnKz+MDj2iRrn9eyEVThi3j+qmVWvLRXtVpO0SJfI4g9tjf7fBbH/HJpdO8qNLNzl1dF/s9Uq9P3HdNlRkcnaRE2/sib1ervc/E4YHcly89YjtPZ3mp/P96pLphMvdx7MMFzr35VsHdhEEAdevX+fDDz/kypUrTE1N0Vhn1vh58aIJMcD3DgwTRRo0FJpK0qHunMtuMFupNsjExDYq3Hra/z2/KlrPuZcBSa011Wr1hTvELxKTk5NcvnyZyclJwjDk8uXLXL58mXLZ3Bc//dM/zZEjR/i5n/s5Ll26xG/8xm/wK7/yK/zpP/2nt9Tj9XV8fbERvO+eF3777bfZu3fvS2HYVnWIW0ni5OQkp0+fZnw8btv2ddg5SinbBfjp6WnOnDnD8PDwlolngVljXbhwAc/zOH369FcWw/6rP/Quf/KDA2b0yTH6IEoKU7D2IzNfLCSWUuaYev5+ie5xqR6RK6WsGHOp6msSXUVoISWpntlhoazYZ/haxpJB88FOzE5JWA5+JV7MDa1Eu9Mc+XUcpfGWO1ifCMokbUUyrCBrKySCCpVyBX/xCaq2TLAyS1RdwV+ewmqsEpSXkDokRRfzTCr8tc6zPJK28RNuhqdShNVVVDJLzcljZYcIyktEa03rxe51jbRiCXJDJRGWgzUwZkbBlIiJZcbsrIDIjxcAGtWScQDJDCCzQ8h0of0717Z4NNOvgjy1sMLhPXEnlXymf12QdB0ePJ0j4cYtk3K5fowZzGf48u5jTvasC4J1vYaHuHjrIW932S4OD2QZGyzw8OFDfvzjH/P555/z8OFD1tbWXqr7+qIJ8S+c3UUYRQgpjEgscG+ubMYLgEcL8eLMaCFD3e98tx9efXFG2GYS4pelTL9IfF14/2Jl068xRLeYwTOiW3nyWaC3urrKpUuXGBgY4NixYy/9R29VTjcLXouLi1y+fJmJiQkOHTq07o3ydVk8ffnll2zfvj02L9z6t9kZoqmpKW7cuMGhQ4c2ZB2llOTv/Kmz/B/+x8/51zdmiCxN2BTGCoLQVG811DxDczbKhsaKwQtCiIljSUOHblaaIySupQ3N2myAJIolFEEQIruB03bNTE1zRkMIiedVkU5HgEEm0kRBA2m5oDU69AjrFTOXpDWpZIJqI0CJVUQyj3ANtGUyUVt4owJoK0SHPjJtHu42EJTmqVlZ7AHzWiIoU7dzze8DjbVFhOWhA49UMolXKyNThaZ6p0RU16B5rMpNm/nenKm8WjmjqhhYDlG9TOQ1iPw60k6Yynp1BekYP0ErlSeql5GJDNJN4SGMsmZ5CSEkyaRLdw1Vh/EiQdioYznNKryyUOliOwFPp1JAnK60bXiAUm2WL+5Msm/7KPeezALwaKaf1tSqrp+/cZ+xgQwzy2VSCZcns4t9iyjVVDLPpjp/v8F8po8aDaZLvlats2t8mPnm708ePcDhw4fRWlMul1lcXGR6eppbt26RTqcZHBxkcHCQXC73XPBr3dsvcn/9yfd38Q8/e4yQwnRGgHtzaygpCCPNwy6QTLu2UWnvih9em+SN7RsvBHZ3jF4mKpXKC88Qv0j85b/8l/n7f//vt39+5513APjN3/xNfvCDH6CU4l/8i3/Bn/2zf5b333+fZDLJH/tjf4y//tf/+is7ptfxauN5jDDP87h8+TKe53H27NlNXX9bgcH1ep2LFy+2ldfX8xf+OorfWmsePXpEKpXi7NmzOI6zJa4RrVhbW+PSpUsUi0WOHDmyoWfGX/qZI4wWEvy3//ImtiUp1zxSrtWeJxWIJhW2SZMWRjU/Cokt/s06MaKlO6IR5BI2paa2hBCCmuc3PY5NVHzj9dpaHwhlEXl1g/nNqAcaoXQbR4xmxhoqafBY6hAEBJUVaNLMtZCEXg0rP4JwkvhAYmCESFggJHUAC4K1BazcMHXAymcISvNEqSJ263L1qvhOGithxsMqQd2wuwKPXDrFKrQ7uwBuIhUr1UeNihHepMlka5SRuVGjKRJFhNUSKpVrncDOG4Ukqq4i8yMIZVElB0GZoFaCwMdK5c26qrUmsuPdu1aHvhVWbhiv2aHevW2E24/nYr93LMWDqTnCSPPesQN8etXY8nnrJK67xoa4NTnN7ckZjuwc4fojsy4oVfoVqrcND7C4Wubmo2mKuUzbwnFxtR/rWzaFj6bnKWTTrKxVeHP/Tvbv38/+/fup1+ssLi6yuLjIo0ePsCyrjfUDAwMbYp68aEK8eyjNcNZlerVBuRGgpKDcCDgwVuDW1DKL5Qa7RvI8mmuqmxO/d394bZI/9VNvb3h/rWPcrKjWq4yvC+9/x3eI4dn04idPnrRtFl5kXvir9rcZkJycnOTixYscPHiQw4cPP/MmedUg2aqy7Ny5kzfeeAPYOvEsrTV3797l1q1bvP322y/koyyE4K/90ZP8sTN7m0qT0tgqqRZVCgw4GppUJuXiRRqp4lVko9PRY49AXGAr0CL2GJGWE6P/CiFIO/HrRVgukd8gKQJUUCWqlYnqVSKvYY7JSmDlhpB2AitTxFMprFTOXDNdx1dXqRhNWkhFVI1Xmy03Pu/TUKm4kmNuBOkksQfG8RMF7OI4MqyRCCv4KzP4WsQq5b1K2S31aZXIYA/tgChClxcJa2uIHsXo7mOVbpKovoaVGzKKmUISrC22O+rSiS9ChRUHSZXrUJ7q6wBfq6PuBSHlap10wmVieIBSpV+Qq9Yw5yOMjEWBEIKdY4N9yTDAavP9Nx5OcbLpY7xtuF/4A2Cm6ZV89d7j9rZH9xpbKCEE2WyW3bt3c+LECT744AN27txJvV7nypUr/PjHP+batWvMzMzgeetbILzMIrSQchjPuwgEKzUf25JUvZCDzXmi5S77pcPbB2L2S2BA8kWiBZAv+xx4mRniF4m/9/f+XntWsPvfD37wg/Y2O3fu5J//839OtVplcXGR/+a/+W/WTUpex29vbPQa+yr8XV1d5eOPP8a27ReeF37RfW0kVlZWOHfuHLlcjtOnTz/zunvVlOmVlRUWFhZwXZdTp05tuXjW/Pw858+fZ8eOHS/so/zHzuzlv/rDJ1BSkk+51PwI2zYMMNHFAhNSknBsQm2oo6onCenF+rVGGHOYEMpCxBhgsk/g0rLj2hoom9Cr4YoAV3umUxppokYNdEQkLKx0EbShNctUAZHMIZP52OdE0iZYi6soix7BKpUdRAZdiZ2TQtW71gOWUb+2CmNUbaNCTW2FFHWClRk8P4itH1SqEKNzt45HWA52ccJ0rwOjGK0yA23nCQB6klrdqGKlC1j5YaRSJnlvMsRUIoOlu0amkpmY/omT78wHD+T7u3Td87/nb9xn33azfQt/uyPfxSa7N73IaDGHEGJde8ZUc9Z4rVpnd9Pq0bEtHs+ux5Iy+19eq5q1A3Bsb2fNmkgk2LZtG2+99Rbf/e53OXz4MEop7t27x4cffsilS5eYnJykUqk8s4H3ogkxwPv7hnCUKQrtHTXnLtelht2yX9o+mOHcnekYdfzC3RnKtRezX9oKR4lXGV8X3v+OToifpTzZPS+8UZuFjcTLgmQURVy7dq0tWrVjx1cP7L+qhLhFJ7tz5w6O47Q9B7dKPKtFD5uZmeHUqVMvRU0H+OXfe4Q//5OmYOA050MTjkUq4ZBLuu18p1w3D99I05wvMlSrCNm8uTUpR6F1RD0IyLpWW0wLHRGGAWlHoUMfHfjo0AhsRL6HIyK8ICRsVIkC3yg7KwtbCmraJrTSqFQelS6AbAl+GLDtpRKp9ECMSi2EIPIqfdvQlZDjpmOzvrqZeLY/Q0rCrpkeIS10vULDzuIUJ7DzwySDEv7yDGFtzYh1dQFfItmp6AkhydogssOoZJaU6+B2zTEnMnEw66aKhyrZLlgE5UUjlNKluCkTGUTX90oXx5BSYCnF/afxijGA5XYe+rMra4wVM6Td9auwk11g+Gh2mdNH961Lt+rd9s7jWXLp5Lo2UJlkgpnFlfbPV+89ZvtIkQM7RvF9P3avANi2zdjYGEePHuWDDz7g+PHjJJNJHj9+zEcffcSFCxd48OABpVKpDZgvA5AAP31klIQlCDUcaIJkNzV6KJ9GCHiyVOHe7Cq5VOd3l+7PsFrdOL17MyIbnufh+/4rB8nX8b+teBb+Tk1NteeF33777ReeF36RfW0knj59yvnz59m7d+9zk8RXSZmenp7m/PnzZLNZBgcHt1w869GjR1y5coWjR4++9Brre4dG+Tt/6n1CbVSAw0iTS7nYtkUu6bbVghtBswsszPOPFpW6iflCCCwpUML44uZTbhvrdWSe2UlbIqLQJG1CGKwPPAg80o5ss7t0ZArYQtk0IouGcFHJPCqdb/6ukzhIJxmjEksnQdjjFCHcVKw4rVJ53KCrIC4kjfJK7D1ez5pWWPEitZQWNZnCLk5gZYskZIS/PEOwtoSwXeyukSorW4SuYnomk8azs1i5EWwdkNa19vFZ6UJsZlk4nS5wJC2E7SCcBEFlmbC62rOuke25YgDsJIWiKYCvpyQ9MdqZFY60Zmm1zGA2ta7Dg991Php+yMhggR2jg9S9/hnf7tcu3nzA0b3b2TU2RLROwrpa7hTav7wzybtv7Obw7gk8zyMIgti9KaWkWCxy4MABzpw5w3vvvcfQ0BBLS0ucP3+ec+fOcfv2bRYXF2PPjpfB+3///V1ETRHYVgFobq2D36Wms8RoPkWkYf9EZ60dRBEf3XzyQvvbrKjWq+4Qf13xjU2INyq00as82TsvvFGbhY3Ey4Ck53mcP3+e1dVVzp49y8DA+l2p7ngVVeOW0nPLfqJFP2st8Ld6huhlhuy7409+bz//6b99nFTCNv7AUlHzAta8AI1szh31zBeJjq1CqMGxHaq+ofgIqaj4EVJZ7X+WZVP2QiOsZTtIN4kQEmm7eFrhCxvHspC206YJhcrt6SRLkj3zRiqZx9JB1zairfLc3iZTjCk8C8vB77Fl6BUUUMlsW0ADjKhVdyVYJXNxmyk/wi5OoFJ5rLCBtzLT7jKHTga6VCR93eULaWcROiKorhKUFwlUMtYldnoTZK2NonVumMhyiepVwspK0x5KkJCdY/aFzdHDb7Bvxzie3z8P+Gg6fg7uzSwz1LRr6I5iNsVKOd41/vLu+gqL20eKMUBeLVc5uHOCxjqCGTvG4kWcuuezbaRIPmMe+GEYEgTBuoAphCCfz7N3715OnTrFd77zHbZt20alUuHSpUt89NFHXL9+ncXFxZdaPP7C2Z1IKRBCtulyM6XOdbVS9Tm+a5iZlUrTo7DzXcJI8+PrG7dk2GzFGNj0M+B1vI7usCwrVvxuFXhbIlEvOy+8XrwMBkdRxM2bN9t+x7t27Xru8byK4ndL6fnatWscP36cfD4f8xeGztrpZaJ13h8+fMiJEyc2rdr+1o4B/vEv/YB0wsGyLLxA44eatUZgHCaaCW/scEWnCI0QzYI4hBj22Go9IOHYHby3jIOFViapk7axd5SWC5bLmi9wUmmzFmiKaUrbJezRBHFcNy645SSwg/g20k3GE2A3jR3E5z6rPZoYdnYwzgDLFAm7ur5WuoAbdvYTJfMxvQ7fyWLlR7ByQ2ivTmVttZ2cCmmhuhLkhky1i/aBlaQaQuQ3CEpzaB3idyXnKpmLq027GRACKzuIygzghRFheanNELN67DCdwjDFXIYHU/3Fb7/n/lqu1Nm/c3xdhtfj6fj88ZW7j9m3ff3rbnqhO6EWrJSrDOb7sUhKESuUA9x8OMVbB3a1ldlbWL9eMTyVSrFjxw7efvttvvvd73Lw4EG01ty8eZMPP/yQL774gidPnrxUsrltIMVEPokQgulVc108XqwwkjMNg3tzJXYMZvnikTkvsndE6gXniL/pHeKvK76xCfFGold5sttm4b333tvyGbYXBclSqcTHH3/cPp5kst8AfL3Y6qpxS8QLaNPJWt9lq2aIPvvsM9LpNCdOnIj7320i/sCpXfzf/71TjORTVL2QbKsbJsxcUaQh2y3F37weWuFHGrdbgVjImMqzFiLuvWc2iv0UKtfMC3Xto09MQiWMT2F7NzJmdwBAIkfUJXQlpCKsrBD5dcL6Gk5YRyBwggqJ0ChB1+s1/JUZ7LBG1KggLIdEFyhKOxET1AiVS9hFz4oS+XYFN3QypApDIBX+ygzSr+J3KVB6Khk75kjaWJkBrNwwQa2EG3W+c6RchN/5LjKR6SwSpES4SVS2iA59gvIS9Fgj3ZytsH0dC4Tto4OUqv3U6HLd7xPDKqT7u7u1ht/n2wzGw7g3Lty4R6T777FuWlIrxgYLOI6D4zi4rtu2S3keYLquy/j4OMeOHeO73/0uR48exXEcpqam2gWqR48eUS6XNyTWkU067B9OowQ8XjELqqfLVcYHTLI+uVhmtVs1u0et9TevPnruPlqxWdVJ4JXOEL+Ob0+8DGXa8zwuXLjQLvAOD6+vTPuy8aIY3HJrWFhY4MyZMxsuxG91QhyGIV988QVTU1O89957jIyMxLC+VfjejIXipUuXWF1d5fTp0+Tz+ee/aQOxbyTLP/2Pvs/u4QyNMGozXzQCJSW6WeCOiWnKTgEcwO5iBggh8cP4M7XXzk9YdmyUKEKRtuLv6RXcCqWDq+PJrJZ2T5Kc6qNJ1/3I2DnWK9hNLLXqy7hhFdUo4ZdX8FdmccKasSoMPFQU76p2eyYLIQi6BSyl1cZ+mUhjF7chlKFrJ4JKs8PeerOMqU+LZB6UwiqMNW0n/fi6qGvdIp0EUb2zX5UeQKbzICVBZbk9n96KUuSyY2KY9a62J+t0goVlcfLI3thrrq1YWK30besHAdke5ehcOsnsUlzN+uncctu9pDt2jA7S6CnKO7bNrokRXNfFcUyBptth5lnFcKUUQ0NDHDp0iO985zucPHmSQqHA3NwcURRx5coV7ty580IuFR8cGCTlSEqNkG1NjN85bO63MNLsHMkTNCnnLfulVvzWtUdGhHMD0VKgf1kBzVetF/J1xu/ohBg6ypMtm4Vdu3a9lM3CRve10Yt5ZmaGTz/9lB07dnD8+PEXuti2EiSXlpY4d+4cQ0NDnDhxAsuyiKII13W5du0aN2/eZH5+/qU70q0Zom3btr3wDNFG4uyBEf67P3Ga7YMZ1uoBKddpqlNaIIzYgN2eUzVU3G6KbSM0AhqtqAdRj8K01aMeaeMQT4B1z7mRbrpHhVrQqMQfwpGbJaytEVZXjWVRfZWgtEhQXiKsrUEUoDJFhJSoZBbPSmAVRqhWKzSsNFZuCCs7hJIKX6WMh6GyCRAGUCuLJPwSkd+I0ZRis8JSxhQqQzttAHlggsjNglAEXZ7G3UDnqWQ7mbbSBWQiY75PU5XSr3X2KW2XqEuNsjVLJJ0kVm6ImnAJq6uE1RJaR6hMkaW1KmfePBg7Z2ODBXpDScmdJ7MkE27baw9goNCf5DqW4sdf3OJYc963Fd02Ba3IplMsl6p9lk3BOvfBm/vNiIOUEikltm23AdO27Q0BppSSgYEB9u/fz6FDh0gmk4yOjrK6usqFCxf4+OOP2/fiVynpfv/gEBlXsVYP2DVkqt7bBk119vjOwbYCNcCD+VKs2P6ja48JN/hc2QqRja1+FryO/21HKyFuFZpb88Kvgq73ImywcrnMuXPn2m4NL3I8WymgWa/X+fTTT2k0Gm33Cq01tm3z9OlTvvzyS54+ffpSyvhgCuvnz59HSsmpU6c2XODfaAykE/xPf/Z7vL2zSMVrJjtCGK95IfCCENFeshrxyEyyU3yv+VFPwbupXt16h7JiuC2ExFXx52HFi+heL0gnQeTFO8A1P/73CpVLWF4krJUIyku4/hpRGBCsmdeUDpBJY1Mkk2l8lUBlBqh7Pp6VJkrksZt478kEKpFFWC6kBrC8MqpRgvI8tWrVdGNblnjpgdj3Saa6rjthElQrN0LdziJsF395qr19bI65KaYFIN0UzuA2Iq9OUFowdHMRxwHZfQ6lJKpXjHVTdpCGShFWVgxDLAxQqQKO4zIxMmQUxZsxWMgyt86scK3ucePhFONDhfZrO0aK63eNZxfYOxEvhO0YXX9Mb2pxtT0j3IqhddYQb+7fEbNEs227XQx3HKetqxFFUQzru4vhQggymQy7du3i7bffBsx864u6VPzJ93fjNPVxWkXvRrPIs280R72ryLFcabBvrNM0WCjVuDrZr+q9XmzWYvF1h/gbFEopHjx40KYpbdW88LP29TzwatGVrly5wltvvcW+ffte+Hi2ijL95MkTPv/887aIF3Q8B9966y3eeustLMvi9u3b/NZv/RaXLl3iyZMnGwJMrTWTk5NcuXKFI0eObCldrTeO7Rjg7/4H32HvWB6NoXp5oW6DYRBpEo6NEOCFUfuhYUKQ7vK5E0KS6BLLEkJAT5LQ6Dn3kXIQursDrIj8GjqKsAmN4IbWBOVlwmoJu+k9nLCEoStnB4mSAzjFMexU1ihVSstUqHvEtIQdp1vJTNynOLTS1KpVyAxRd/LYQzuMQrUOCFbnjK1CvZOcViIZ+7xucLcHxpC2jaPrBKV5s+/u791VgW7IBNJ2sbJDhNUSloz/rZPdCt1Cxn0bpfGBNL7FAQjJw+lFPrl6l/eOHeg6r/2Po13jQzS8gLtPZnlzb8dHuOH3J3YG8ASPZxdxu6hbpXK1f9vRIo9nFzlxOG7NsNBTXQY4um/9mX8pJZZl9QHm87rHURRhWVZMrOONN95ASsndu3f58MMPuXz5Mo8fP6ZajR/7nzizkzDSWEoxkjfJb83XHBzPc+nhQls5FWC16rE/RpuOuHx/dt3v0hubmSlqeRC/qufB6/jfZiilWFlZaReat2pe+Fn72ggGz8/P88knnzA2Nsa777772+Z33GLHZbPZPvGs7du3c/r0aQqFAlNTU3z44Yd89tlnPHjwYMPslJWVFT777DOKxeIrazgApFybf/hnvsfZ/SOEkTY2iyhyTT9WhPEqFk3NyHI9iOVK3c4REIO+5tvjv/e0io0hCWUT9dgpiubzXBES1tcg8PFLC4TVVRyM/oiTSKOSOaxM0eh4FMZIuDYqmSMUFkLIvnOmsoPYXV1g6cQZXwhFrbpGmMhDdgRrYBwdNBBAVF4iKi8RlmbbX9K30zHM7ha4VMmcGQcTGn91xvgId3V+Y2wiIdF+Azs/AoH5fqLLT7lXdFP3sOyEEKhM0XSiGxUq2ubW5DSH925vn/+dY0PrJrmTs0tU6x6ZVKLduBga6GchCCGYXVrji7uP2wVhMFozvaGk5OHTWdKJOKusdw0DcOwrsF4pheM4JBKJPqZYqxjei/Wte2tkZITDhw/z/vvv8+6775LJZJiamuLjjz/ms88+4969e6yursbuxZFsgnzSwlaS1aaV5N3ZNYazxr3kwXychVjMxwtxF+5Os5HYCkeJb8sM8Tfadul54XkejUaDKIo2bbOwkXgeSAZBwJUrVyiVSpw5c+alqyabpUxrrbl16xZPnz7l3XffZXBwMOYvDGYeq1gsUiwWOXjwIJVKhfn5eaanp7l58ybZbJbh4WGGh4fJZDKxv0cURdy6dYu5uTneffddCoXCSx/rRmPnYIZf/cXv8sf+Hz9mcnENzwso130K6QSVukfDD9tWXaGGTMptK+1VvICEY1FreDiWouGH6Cgi7VpU6r55X/Oh7lgKbJtGvdYECXO+skmLlXKFVCpBveEjLBeBxkehkqbSGFSWUakcPuZZ72kXAr+jtCwUfmkeq0t9kUQmZu+kkpm2LYN5j0AFVTSdB05vx1oHHlo62IWmVVJ9iUZ1zdgtuCncsErDMu9XqbxR4GxZUjXq+OkB7EKKoLJiKNrNzyFWRRZEtTWjoJ0uNAsAS6DM96+F0F1f1D3Xb2s+StoJpJ2gtPgYhOCzG/d568AuvrzziPnl/mR0qJDjQXOu+Mv7U+yZGObB1Hzf7A+YqvPdp/OsVhucfGM3F248AODhOvNLmSbV6uKNh+wYHTRJtGMzOdtv7/QskOyOFph0K9+37rfW/1vh+37sflJKta0cgLZK4uLiInfv3iWRSLR/XygU2D6QZHLJLGYsKUjaiumlBqGGe/NrSCHaAiID2Y611f7xAX7z6iQn9se9UNeLzfoSflsoVK/j1cdGsD6KIlZXVymVSrz77rtbTpHujeclqlprHjx4wL179zh27Fifv/BW7WcjMTMzw5UrV9i/fz+7d+8GiD1zlFJks1my2Sx79uzB8zzm5+eZn5/n/v37uK7bxvpCodC3MJ6enub69escPHjwuYKgWxFKSf7uf/A+v/yrF/j/XXmKY0vW6gEDmQR1L6DmBSRdm1rDNwrUtqLWMHoQgTZJkRFW0ji2Ra3ukU7YVGqNJuPLb45PKYSQVKs1oxGijc97ylFU6mUSrkMUaSKhiLwqoZtGJZprunoZlcjgAcKCCJuwsmJENpvR8DWqO3dM5LCDCn4Ti4WQBLVVSHWKltJJmONo3hMqVYhZLMlUwbDKskMGb2urEPr45SWEtEgnbFrtDJXK4YRVPNW0PXRTYLk4AxPNDvA87uA2tFCmWB14bfGuVl1Buimkm8JfnUNIiUwPgJNGRgFaNo+px1mitW4QysJKDzBdNonZ5duTvHdsP59euYNj91OYJ4YGmG4WpO8+mePtgzu5dHuyT2AMYMdokcnZJTPP7LgoWSaMNCur/V3nnWODPJia4+ajaU4f3cdn1+4BrOtc8eYGsB46bDHoUI5biXA31vcmmy2Xiu57cWlpicXFRb744guANtYXi0V+6vAI/+jCU4SQ5BIOwzmXfELy+X2zptk3WuDe7AoAy13OEsVskn/22R3+/Z88/tzvEobhpjSEqtXqt0Yv5BubED8vWv7CUkr279//tSzAviohrlarXLx4Ecdx2l5/LxubAckgCPjiiy+oVqtt+lZrUf6seeEWxSOTybRv0oWFBebn53nw4AGO48SS42vXrtFoNDh9+vSW06a+KvJJh//lL/yAP/7//DE3p5ZpeFD2QoIwAilJ2opqs7tdrvtIKcwchZDUm+JafoRRiRSaaqARzaqt9j2EsszvkSQSCbyoc55KfoSwXeqRAlshgTQeFd1JGlQigyQiouVvaKMry2B1hNRUKm+6uC2AsxMEpTmsfJdAhIzfllEij/YbTSEQoxpphQ0C1fw5N4QVeQTSXHOhnUYqB5U2ldVGaQ4/KqHSRaSTbCbcJim3MoWm+JXEShfwvTrSK+N7Piqdb/sTA+juB2bTBstKFZqJsYWMAqLmsVuJnoqh6qmOpweIaiW0hrtP53hj9wQ3J/u7l93KkE33SHaNDzG5ji9x0DUj9vmth+zbPkq13mB6YaVv29VVA7x+GLaT411jg9x+FK+qbhspUsy9+MP+WYAZhiErKysopfA8r30/dgNSKpVqC3aEYcjy8jILCwvcvHkT3/c5PeIwuaS5MLlKIeVwcXKZN8ezLJcbrNV89o8VuD1t5rPmu5QpgzDiN798yK/8O+899/g3O0P8ukP8OrYqPM/jiy++oFartXHoVcdXYX0Yhly9epXl5eVNz9Fuhg2mtebevXs8ePCA48ePMzIyEivAtZ4rvfeh4zhs27aNbdu2EYYhS0tLzM/Pc+XKFaIoYmhoiOHhYYrFIo8fP2ZycpLjx49vqUDpRuJv/NGTjOSS/L9+fAfbkixXfWwJIPAC2l3iuh+Sdm0qzaS47ofGWgnjJ4yUVP0obgEoJF4TLiw3RRR2/HXrgBAevnBAmVq1pQTdaZlKZLCjOr5MxD6zO1QqhxvWaKjOGin0g9iqO3Rz4NWQjtlGJrKxgri0E1BdhEzzZydBWlepiCYmJfOE1VXsAcOe8sMa/vIUMmGYaEG9CulU83jyCK+CdtJIx1CzFZr66hwqN0RYXsXKm/2oZI/nsFRY2UEz3+w3SKeTVJtfxHgdV5Fuqvkd0rH31mVnbf7p1XucOrqf5VL/TPD4UKGdEANcfzjNjtHBdfF7ZCBnEmLg0cwi7x3dx6dX71L1+9kOrupc/zcePGWokGVhZY3H6xTVj+5/8YLPs4rhURSxsLBg5r2bI1QtvG+9x3EcxsbGGBsbQ2tNqVRiYWGByclJrl+/zvFkir/nhdypNjg+kePyo0Xe3dVZTw7m0+2E+N7sKoV0gpVKnb0jeS7cnWFmpcxY4avXL5vB+m+bo8TvSMp0a154586d5PP5V25s34pnJaqLi4ucO3eOYrHIyZMnNy0q9bIJcUs8K4qiWDLcWohvVEzDcRwmJiY4fvw4P/jBD3jjjTeIooirV6/yox/9iLW1NXbu3PnKaFNfFZaS/OovfpefOraNhGujESSalOiqHzZFFpoJRgygBJbq+ln2+BQrK+Zd6GmJK7serkLG/fqAmrZi4hNC2X1+wjKVi6tSW07bA7i9jdujHp3MYDVWjUVEGBiLiVrnc4WQqCBOd6qtdh7uWrkx6pVOF1GZQYSySAZrMfsl7LhNhJvJot2coXmXV2K/U8l8z+y0CStTRCUy+OWVDg3LTiCDzn5aINn+rFRnEVmte6RTqXUFrXpB69HMAnu3jfRtBzDX1WFuFdnH15lLBlipdETCbj6c4q1928gmE33bbbRi/FXRolvZts2jR49YXl7mwIEDz6VbQUes44033miLdfy7b4/hBREIwVCyS2m1GYUuz8aH8yWGcilSrsXNx4vcmV5mcr6/it4bm50h/rZUjF/Hb2+USiXOnTuHZVkbUm3eqnhWQtya063Vapw9e3bTolIvywZriWc9efKEM2fOtJPhFtZvVDxLKcXw8DBHjhzhe9/7Hu+++y7JZJIHDx7wwx/+kIcPH7J9+/bfNkrk//HfOMp/8m8dx1YWSdcmxBRiQ62xbaedWFS8oKMNIiSpRJfAllRxbQ1lkeh6tGkE2UTPWkbGxbQC6WBHcfzvPbMqlYuJVQHUetSko0Quph4NAjesQRSgw8AcZ09ibSUyMZ2TXvu8bupzpJIIZSOTWVSjRMPzY7jrdWmdqEyBMIywC2PoRi22LhCWTVjt0gVpCmeqRMYkxmFzVKwZ6a7TJ6TssV7Mdr6TEFx/OLUutvTeb14QksskmV3qx6teVeUv7kyyd9vwusmz63YKIeVag6FcirFijnItfh7TSZe9E+uvLV4kWrPHKysr3L59m6NHj7bXyhtxqdi3bx+nT5/m/fff5+CenRSSgoQlKK2Zc/pooUOVXqrE6f17myNSLXbkb375fCHNzWB9S0Dz24L339iEeL0HeUvu/+bNm22bhZZ90NcR64Hk5OQkFy9e5ODBgxw5cmRLhGReRmhjeXm5nZSfOHEC27ZjlaqXVZZsAebExARRFDE6OsrExASTk5P88Ic/5PPPP2dycrJv1vFVhhCCv/5HT/If/dRhko5FI9Rtv8K1mo9SxpIhiDSOrZACECLWQRQiPlsrpOyjItd7xDOkk4olhJGIP/gBIju+jRaqKTDhE9bWcIIKOorwV2YISvPIRgkd+vjLM2ZOWWuQiroXoKVqWkBIZMqIdAXVVagum+p4aZZgbQEZ+ch0Pp54y645aWVBdQWhbGp2Hru4Dau+1E6yu98X2WlU2FTBzA1hJ1JEa4uGTqWsGAjKRLa9aBBCgrKRdpKwvEzkN1A6fjwxkEzm6F5S2LbN7om4jUI64TC7HFdPBKh5QZ/lQirh8rhZMW7F3Sdz5DL9SXbKdZhZin/uncdzlMv9+9oIXXojobXmxo0bzM/Pc+rUKfL5fFuYqzV7DOsDZq9Yx769e9k1mKaQclHNzsKDLpCcWo5fk7tGBzi0bRC/ef3/xpcPn3u8m7Vh+LbMFL2OVx/PwqWpqSk+/fRTtm/fzttvv43rul8pOLeVsR4Gr6ystOd0T58+jbuOj/mLxssUv+v1Op999hn1ej0mntWN9S+zDmktyHfs2NGmWe/du5dSqcRHH33EuXPnuHv3bt+s46uOP3pmD3/vT79PLukiu2ZxPT9sKks3reikxGp2Ayv1nutExAvg9SCM/bzmRXQ1EpG2i/bilNp6jyKxJxOxpNGENkJUjQqJqEYUeHiLTwlKcyTCKkFlxeh4hD5ojZCShp1GYnBaSImVyuGvzjZFuhZxCbArCwSrc1hRA5UuEHRZNFrZwb5ivRCSMFHAHhjHbawgq4ugNTKZjW3jNBWzVTKLUxzH8SuETcHM7nWBtN2Y6GYDB5XME9ZKhPUy5R6fYd0jvCWTHQGrnWNDzK9W+phXc0sr9IalFKeP7u97fXUtvt6sez4jxfWLU/UevZFbj+cYK/Tj05E927dMCHJ6epqrV6/y1ltvMT4+HtMZeRGXiomJCX7mzW24jsNsDaSAxYrPSLMCcX9ujYEux41Qw2A2yc0psxb6V188fO6xbhbrhRDfmhGpb2xC3BvPslnYSpXG50X3vqIo4tq1a9y9e5eTJ09u6WzNi4LkkydPuHDhAgcOHODIkSNtFbzWDONmbZWmp6f5/PPP2bdvH2+99RYHDhzg7NmzvP/++wwPDzM/P8/HH3/MuXPnuHPnDisrK18LYP7J7x3gP/m3jpNLOoRakE0aW4ZQCxBGhVJJq5P3Ns9B+0z0dImlbccFNiwbV8ZVm/uAx0mhI3OelQ5IWiAbqwRrC7hBhaCygmhSjo2adBq7MIZAGN9eN2dmfbJFc2St2aHMQNOyqBnKJWpUzPxuukjdzhOEEVZ2mEg66DDEW3xilKcbVazMINLrUp+24tSuet1DpArGqkHI2Peud/kQikQOK1tEWRZReTEGdNJyYiAp3ZQB9Owg0nJwbRUD1ThIqhhIrlZqXLn3hDNvdkS2xorZda/b5bUKkSamOr1rfH0632ql1udBuHN8iF4rqLofMDLc/xlJPB49ekSlUnnpa1przfXr11laWupTZ32eWEcQBOt2j3/66CihhodLdRxLUvY0u4fNYmdqpU6+qwVS8wIaXufc/+sNVI03I6r1OiF+HZuJlp/v9evXOX78eFuY8rcL68Gw0s6fP8+ePXs4duzYli2cX/Q7lUolPvnkE9LpNKdOncJt+uJulYViuVzms88+I5lMcurUKfbs2cOJEyf4/ve/z549e6jValy8eJEf/ehHXL9+fVMOFS8Sx3cW+Qd/5gPGBlKEESRdGyml0Q6RHbyPtDBiST1dViF7CuDKNqNLrZ+FJNlLeOvpEqtEpi1wqYhw8UhITbC2gK4sE9VWEJZxXJBumrpMYuWGUW7SqD2rFFa6gJ0bxSbsrEeUja6tdO1XmbVLKo+VHaKiMtSxsPKjBDJB5DcIGxVcb4Wwumo6wvVOF1VlB2PF56oXotND4FeJ6pXYuqLahQtIy+BqMoOsLrfXLa3QXWJjwnbNOiNVwErmcGy77UoBtGeR28eUKrT/n8+kWFwtMzo0gGwKW9lKMrfa31RJJlwu3XnMtuGusTMpeTDdr6CsteDtg7tirwkheLTOtplsjnxPsXwoY3Pnzh2Wl5c3xTqdmprixo0bHD9+PDbe0c0UexFbp59/bxdVP6TqR7wxUQBg+2hHUXow2cH6O9Mr7B3Nt5c3n9x+2les6I3NYn3LxvXbEL8jvsXq6mrMZqG7GtGyXfo6ogVenudx/vx5VlZWOHv2LAMDA89/8wvERhPilnjWrVu3ePfdd9m5c2eMNgWsO0O00WjNKN28eZPjx4+zc+fO2O+TySQ7d+6MAWa9XufSpUv86Ec/4tq1a8zNzb1SwPz9J3fyN//4KSO4EYAljVhG6watB6HxxhWiqcAr0E3zBiUkuYRtqEphiBRGoMhQlwJsCdV6Ax142ISoyEMAaeETVlYJK6vGR7i6igBCYdEQLqGdwUoXaFgprHQelcyQFn7suK3MQEy5GjsRq/oCfRKZdjpOWVbpgbb6Y4vKVLdzyEQa4a3hRo22t7BK5XCCDki2AMvKDWPlhvGWniID0xmOAaGQ+OUVtLBQ2WFS2VyMrt0NktJ220AspKJKwlSqKytI3TPDRYc2bVuK+0+MSMSn1x6wu2kfMFTsv69sS/Hg6TwPphc4dbTjV7ge3RpMl7g3WV5vW0tJPvnyLqeO7Iu9fvLYQRYXF/nkk0/46KOPuHnzJgsLCxu+plujBqurq5w8eZJEop+W3R0btXX6905M4EeaRhBxaLwAwHBX4r+/y45idrnMnanOIujC3WmWy3Ev7d7YbNX420Kheh1fT7QwyvM8Pv/8c+bn5zl79iwjIx0K429HQtxKzlsuFrt3795S2vaLFL9nZ2f59NNP2blzJ2+++Wb7vUEQbEnhe2FhgfPnzzMxMcGxY8di979t24yNjfHmm2/y/e9/nzfffBOlFLdu3eK3fuu3uHz58qYsnTYSuwYz/JNf+j77RvOE2qxrkgkH1dSniLShP4e6dT21/oGjJLalkM0Oro5CsulEE/sDJBHlhk8UeIjIxxUhRCEJ3WjaCK0SVo2dElFIiKSBg5/Io2wXkS4gk3mkmyTVM3qj0gO4UfeIk0CE8fVA6GRjxXYrMxhLXK30AKKZNEs7gV2cILSSqHQBETZARwRri2itTXLfZbeosoPI0Ee4GezCKLpRbdsnqnSByO9gQaNRN/PX6UGcZJq07kpSe5JcHXTeF7mmGBtWV7EJkIlUbJyse0Sq0kzQbj6c5tgeM/u8d5tRFe+Nas3D8wNy2Q6e7BwbxPP71/x+EDC1sEKqy1Vkx2ixKbAWj9VylX3bx2KvnT52kEajwRdffMEPf/hDrly5wvT0NJ731Qlldzx58qTNYH3ezP2zbJ2672vP8xjO2oxkXLJJh2Tzu5UanWdGKts5tzU/ZL6LYu4HER9ee/yVx/FaL6QT31hRrdYJnpqa4tq1a+zbt29dSyXLsvD9/gv+VYSUknq9zscff0yhUGj7+r6K/TzvJgyCgC+//JJyubxh8awXiTAMuX79OisrK5w8efK5Q/MtwBwbGyOKIlZWVpifn+f27ds0Gg2KxWJbEGUrqGbd8Z0Do/zDX/wuf/Jvf8TMcgUvjNCRRkqFICIMBa2SmZASHUW03IjXGiE06VYRUA81tmURaPAjUG6KyKvjN9U1ZMKhUiuhUp3upg59hI7QTb8+abtYXonA6ZyzSqQQ2u8oNyubYG0eless+ISTjilKqswATlDBa6pSYrk4jVX8ZLG9H11egKz5DJnItAW6tJujFgWIJlCKKKAuBLIpza8yRXSjjHCNgriyE0RWAn91Dis9QFSvIFvCWF2Jua9S6KBCOqpR0Rb0JLmR30C65n1aKHRQx8oUiUKftKPwdMfXUKbysAj7to1y63FHCXq53GAgm+6b8QHTCb77xFR8P7/5iB2jRR7PLuGvUxQbHyowvbDCxZsPeXPfDq7cM8Cw3gJ059gQ9x7PcuPBU0aKeeaWVhkqZDnxlmFcdIvPXL9+Hd/3GRwcZGhoiKGhoXUT3VYyXKlUOHHixAtf9+sJc7Xu72xCsKOQYLFMezZ+vtx5ZnQLwu0dH6RSSXH9sTlvYaT5u//sh/yBs4cYHBzsU5Fv7e91Qvw6vs4olUpcunSJXC7H2bNn+21qvsaEuCV2dfHiRWq12ivzO95IQqy15v79+9y/f5+33nqL0dHR2LMANlf4Bnj8+DG3b9/myJEjz1XMllKu61Dx9OlTbty4QS6Xa2P9Vi+WB9IJ/ulf/Al+/r//MdeeLlNvNGdkhSRhyWbyY/C+hfVgbBpBNvHVPNcqviabdCl7IRGAciCsomWShjaMp0j7yGQu9h0SeNS7PBUiHcUcFhoyEVN3BgiCELrySc/OxFSphWXjeCV8OhgheuyMlOwIewkhqa8uGCsmKwHZBKwtEDXKRLU1rEweHUUIKRFSYfslGsokTio7iHRSBGsL7U6vzBv8km6mmVQLImlTqZZxEg28IEIlM8aCqYn5osefWIc+VnoAX0ekRYNI6PZ5MlRtgZRw/2mnY/vl/RmO7NlGLp0C+ju5D5saIjceTnHqyD7OX7/HUCHLg+l+QayZpVXmlkttgS2A4UJuXUeKxzNLrJTLvHNoN5duPQTg/RNvcnTvdrTWrK6usrCwwKNHj7h27Vr7mh4aGloXL8HcQ3fu3OGdd9554SbZVwlzaa35iYOD/MateSaXTIHi3lyZgbTLcqXB3dkSlpIEYcTB8QJpW/Fw8Wn7s//RvzrPvmzYdqnoxfXNYv23iQ32jU2IW/PCT58+5e23336msqRSinr9q7sdWxUtO5T9+/e/Ut/d5wlttGhLLUVr27a3lDbleR6XL18GeKlZqWcB5tTUFDdv3nwlgLlrMMM/+4u/i1/473/MjakVwrCpUBxpXMcylNEuYYq2NY2QKKlp/UZISRAFxMgTvcfnZlA6IBTm9hHKxl9bxMp2eb7a6ZiNgbAc/NU57C41aZnMmwSyqR4tHJdgdZZkbtD4BXo+1XoZlWjSZ4TCdp2Y8rNINbvGLRXnboVqaRGuTGMXtwFGfMNffIrKNtWmq2vYrklcVGbA+CoXxogaVYLqCk4zIZbJTBtcAUKvTtUdRIQeScci7Epyu2eXASLfQ7pphLJpYONGNSqVNWQi07arKuTiD9RStcGb+7Zz98lM39/ZzB0Z4PTDiHQqBSwxtY6YxtigSYgRgsVSBce28PyAhZV+e6diLsM9ZinXGuyaGGZuaZVj+3a0r83WLP3w8DBaa8rlMgsLC22bsnQ63QbMfD6P1povv/ySer3OiRMntkRor3UcYJ6Pf/DEdv6Hc494uFhDCHi0WGEom2Bhrc6d2VUStkUYRdydWWXvSC72eVdmavzU2hqPHj2K2T4Vi8W2LsNryvTr+LpiamqKq1evsnfv3mdiq2VZXxsbrNFotO3R1kvOtyqelxB3K1q/99575HK5PgvFzdAVWyyzmZkZTpw48cIWir0OFY1Go+1QsRFLp5cJS0n+4S9+j7/ya1/waxcf0mgIwkhTD8KmHVMATfaVkBJHQiMw51haNlEUtq+vshe21arBsKO6FZJ9YZMSnhHQbEa13kAmOs9zlcwTVpZQ6U4SVGv4dOXDhHaaoGuNoLUmCjyUV8NWgigKjbikLFP1fISQuKk09dICVs50GgMni/LWCJuFdpkpEnUpVJtjyaGSOfwoxF98jErlUekCFV+3G7zSSWIHFcgNo6PQiHw1rR+lkyCsldod3RCJJ5NoKyKta/g6xMckxDIRXxe0EmQhJDWSZKwG5bVVpOUinQQymWXvUIp7TzsJqhCC2eVyWxi1O3aMFHk8v9L++caj6b7xp1ZkUwmm5o0A6Pnr99v2jDEh1WYMF7LMLZUAwf2n8xRzGcrVOgd3jrePqVAoUCgU2L9/P/V6nYWFBRYWFnjw4AGWZbUL4YODgyilePToEffv398yG9LeYvgv/sR+/r/XZlkoe+weyvBwoczu4RzLlXnqfsjhiSLXHi+QtC2e9miIXJku0/CDtktFsVhs430ikdgSyvTrDvErjnq9TqlU4uzZs1+5uPo6qsZaa+7evcv09LQRtdm37/lv2kR8FUguLy9z6dIlRkdHOXz4cHvbreoMl8tlLl++TC6X4+jRoy9dOWrFepZOL+KB+CKRdm3+5z//E/zn/8sX/NqFh2itqdQNrdSgniDhWFgS1rqUGiOhkDpod40RhjbdAkVpuwZ4WlRiIfHqDVSXMqVK5YkCD9n28VOE1cWOnzCm4hysLSDQWFKaORHfJ1kYxNcCaTk4uSFCIBAOuC7KzRggbXoXe4CqLqGlwop8apUy2q+RLhRpaMsIbpTm2/vttk+QTpJIriItB7uxQmi7bcsloWyC0gJWfsR4DwYeKqjghyDdNGF1teOx2Eq+lYOvHLK6SsnzEU4C6abbn2lOVfzvWWv4qGwRHRiRMeGmKJX7/QCrDZ+3DuxqV3pb0S2MBnDz0TTvv3WQj7683Ve4cKzOtTu1sMyZo/u4fPsRj9axbJJd77127wnvHdvPsWdYMKznJbi4uMjCwkK7kNQCtHfffXfTyfB6IaXkj7+3i//3p5Os1Hz2j+a5M7PKzuE8C2t1vCDi6PgAtoKL9+d5MFeKLfwuPJhn74Hfx1FHsbKywuLiIvfv3+fatWvk83nq9Xo7sX/R50mlUmF0dPT5G76O14HB16dPn7atg54VX1eHeH5+vu0J+s4777zS+biv+k6NRoNLly6htebs2bNbPi8cBAFXrlyhVqtx+vTpLRHGcV13Q5ZOg4OD2Ot40b5I/Kf/znFO7C7yX/3zK1TqPnXPUEaRAiJpPNod1cR6TWtcKulYbcFMISU68NqFZCEkUdiIFXYrvkaqjjewTGQJKitGz6MVwoo9K6WTwF+ZRiibbDJBqVKBKCKqLiMsF2E52NlBkrpBTSZAgpVNUSnNYxUMldcHpDQK1FbkU6+W8bwGlltDOElw04SrC8hmwdvKDrW7zkIqpJvCygzgBmUqWsc60tVqBTufMd3j4jYc7VGtlLDSAzG1aZnItllrVdJkZI2gad3UEtlsFbalm4phf7kRYjUL7UFzrnowl44lxABLpQp7t/fjxehgIZYQl2sNDhzcycJquW/bnWODXLtvuqKR1liWQgixrtfwxPBAMyE21OnjB3YCGttaf62bSCTYvn0727dvJ4qitg3i7du3qdfrJBIJGo0Gx44d25JkuDeklAxmk4wVktQ9n+F8iocLZXzdeS4lXIfxgTRfTi6gNeweLfCwacdUaQQsk+G73zlMpVJhYWGBmZkZbt++TSqVamuWtJ4pLxLfNjbYNzYhTqfTnD59+rkP/FddNW6BRqlUYv/+/czP99M6tjqe5U349OlTrl+/zsGDB9m1a1fMc7D1vs0A5OLiIl9++SU7duxoC5lsdWzUA3EzgPmX/+3jfHBghF/5R+dJ2hZhFOCF4DhWWynS0Km6Zlwsm6h5Ha33vYW0Ol4+GBuhWHdXWaj6KkEYkLQFlXIZrTX+yhzJTA4PhXTTBI0qVm4YTfPm0xFKRITCfFeNMp3kQme+RTiJGJU6dLPIKCSwktj5JJHfILAdpLQJa2UsHRKtzaPSA0g3ZXwLMQ8tK5VFSEWQGEBFAXZ1gTBZREuLdCpJCwqNJ3EN4cYtnMCIg3VTp5arDaxUHtUoEThGeEQ11Sylk4otFDTCTHZZNla2iK4Uufdkjt4Yyme4eGuS3ePDPOwSxZjuAshWlOseg4Usiz1AuVaNM0cu3HzAyTf28MnVO32fsbIWr6pevvWI//0f+Mm+7dYLx3EYHx9nfHycIAi4cOFC22P4448/Jp/PtyvKz6JbvUxYlmLPUIZKrUEhnQBWaXQ9NhzHbif/y5UG+8aK3J02s2MNP+RH1yb5vSf2tdkcBw4coFarsbi42PY3nZqaaleTBwYGNlQge90hfh0vEkIITp069VzRulby+DJFmo2E1pqHDx9y9+5dDh06xPXr17d8H73xrOJ3qVTi4sWLDAwMtOd5tzIZrtVqXL58GcdxOHXq1KaT0/Wil1VTKpWYn5/nwYMHXL16lYGBgfbvu4UGXyT+zbd38O7uQf7U3/6IyYU1XKWN57AUBFHEWt0UwwWifX3VfbCkcaEAmuJZXUVcO4EtonbCIW3XJH6JzsLfdRP4Xo2EJaiWy6Aj/FoJO51DKxthuYYFZSepSYmdM8WGjKhTpjNeU/NDtN3psqrsoCk+Nzu0IlUgKC1AfgQra97n6joNK2NmjoVEVReInAzaSpBxJK0U0MoOQqNMw81gZUCtzUFQI7SSONmiWf9IhRASv17Hyg4SrM53xrow66SwstrufpdDCW4WN6xQixQ66HKSUBZhvdw+T9rqdNutdAFCn4Xl2b6/4c7RQS7cfMTpo/v47Nq9zuetc31fe/CUw7v6Kf2ZVHxk6c7jWU4f2cvVe5N92/Z2o7+4M8lf+CO/p2+79UJK2cbDQ4cOcfPmTZ4+fUomk+HKlSvcvXu3vYbdKkZEK37PsXH++aWwPRp1b76MYym8IOTxUpWxTILpJbOOGcql2wkxwK9ffsD3ju5sN6d2796N7/ssLS3x8OFDarUaP/7xj9vd42KxuCFmaGuG+NsS39iEGJ5tx9Adr7JqXK1WuXTpErZtc/bsWZaXl5mZ6adxbnX0Uqa11ty5c4fJyUneeecdhoaG+mhTWzVDdPjwYSYmJjb9HTYSrxIwz+zO81e+m+f/+skqyzUzjxNEmqRjU/N8EIJkwqXWaAACP9JkEzZ1z8fzfTQYyrMQKCnJpmwWl5ZMYtw6fhFBwydEIJVN6GRwCGgIGytrHiZOUKGh3LaytZUdwtUNGqL5sBGSanklRre2ckMxUFRuGtsr4SsDSkLZJIIy9ea8kbRd/JU5rOKEmfNJZtDlJSIEweocDVuiU0lT9XbT2P4avpNDSItaILABvzSHzgyiu5J8O2oQyhRWYZSgvIQdefjSQQhJUF/Fygw095+Els1DWAelO7NOlk3UqCCac8W9VeR0vsjKcv891QhCYxMkjBiKH4QUc2mmF1f6OsGJhMOu8eG+hLh3digII2yrH6CkFLGkG6DhB7yxe1vftl8VYRhy+fJllFJ85zvfwbKsGN3q/v37OI7D4OAgw8PDFIvFTTMwfubYGEuVBk9XzGzR7dkSKcei6gUkbJvFcqfaX8imYLoj1HLzyQI//fbutmcpGKG87du38/TpU/bu3YuUksXFRW7fvo3neQwMDLQXBM+6J79tVePX8epDCLGhhBjMfbbVFOYwDLl27RqLi4ucPn2adDrN9evXN0Un3Ei0EuLuJH9ubo4vvviiTR8HtpQFtrq6yuXLlxkZGeHQoUNfi0Jsy9Ipn8+zf/9+arVamyl2+/bt9sjJ8PAwuVzuhb7faNblr/7kMP+Xf+1xZbaBbUn8ICThWtQbnkmIhYIoNEoiAoQUODKi0fDNdReF6KbHcSHlsrpcMp7Hze3RGjeqUW0ECMtGWw7KL+HZxoUBQEUeobRojVtJN02WOmtdCXA5kES6g7E4KYKuArgQkoSt8LuK7046S9hVEG94ASiNtF1kYRSvNIdMJYxQVsIirK2ZgrQQJEXYTpD9RA4hbaLSPDKVJ6yttJlklmXhA1Z+mMirkwwr1FRTC6S7YGMZtlzDSWPJkEbPnHMsQZaSqF5GNBNklcoz9SjO+AIYG8wzOb/C5btP25ogAPMr/TaIeyZGmF4qkXIdqo0uzQyvPweYXSmRdF2qPSrLvd7QAONdKtYbiZbg7OzsLO+99x6ZTIYgCNpMsStXrhCGYUxnZLPaOX/izE5+/doMt2ZWGc0nmV2tcWyiyJXJeQYzCUpd1qcLPf7ENx8vxPzJwej+jI6OUiqV0FozNjbG4uJiWwsgm822sf5Z9+S3Deu/8QnxRqvGWx1LS0tcunSJ8fFx3njjjTYFcjNy7BuN7v20OtRra2ucOXOGTCYTqxR3X+AvE1prbt++zfT0NO++++6WK2ZvNLYSMFdXV7l06RIHd43zr37wPr/8P37Ox7emKdc9aoEm5dpUGz51PySTcNuy9GtN70KhbIOBkURriIRg1QMnXUDrCN1l6RBWV9qUIQAZBLEKa0OlYlQlhKBSqaFSTvs7WJlijOYshERJgdQhURiYf+r/z955x8eVl+f+e86ZPqNeLVnVkrut4rq0hVCWLcBuFkI2QChJSAgkcMlNLi1cIJQACQESFlIIEFhCCL2zlN2FsOC1VVxVLFnFqjOjMn3m1PvH6BzNSLItWyNb8tXz+fBhPZpyzpkzv/f3vu/zPo8dNTKTnsWR7MRFN0Z0Fsm3EIzzSrLoS7ogIIoS9sIKVECdnQBBwFlQQjyZxO5IP8+WV4KAhr2gEjUewkjFEIvSBZGULloLhM1XTCoRQVciC5+ZMY/tcFmzTKrkwi1JJKPzSO50N1pXZUtoK+1HHEdwpivmuit7ttWE2dkcnprh2N4GTpwboLaylNnIcsXEWCLFucExDjTVcHYg/fft5cWM+WeXPTchq5Y4h4nt5SWMTGQnxPleN7WVJUtffkWoqkpXVxeCINDe3m5t3jPpVpqmWXSrvr4+UqkURUVFVkX5Rrok97dV88iJEWZiMrUlPkZnouyrLiaekjkx6Ke5qpj+8fR1mApld8yfvrs6S43e3GibDBWbzWYlwM3NzZaGQiAQ4OLFi7jdbitgZlbD4/H4ulaNP/CBD/D973/f6nDNz88ve85K68OnP/1p/uRP/mTdjmsLN47VJEBmEpzrhNh0RhAEgac97WkWNdn8rPXonprI1AQQRZGhoSEGBwc5cOAAlZWVy8Sz1poMT09PWyKltbW1t2z2z3SoqK2tRVEUa13p7OxEFEUr1l+raGjqnQiCwJfe9Hy+8OQwn/5pD7quk1R0CrwuQrEkBukEQF4QYFV0QDPS3r+AoUtWNzOU0sFTgAeFlJFBnY7OYMuYExZcPvQMppQmOtAjQYS8RXXhkCaBljHnKznQwgHEgsXRAJuvGIehoOgGmqqiigLK3ETaqkgUweZADQewFy10Rp0+lPkp69+CtxhDjmPLKyEB6JHJNEvL6SLu9MKClolod+HSYiQLKtDlZJa6tCx50srXkh3R4UKVI6iJWSRXnhW7TRhKEhxudCG9v9BiIQR7+v2XjkhlWS3aHCQNG5DN6NQWfmuyouJ0uhBFAbfTwfAKwlmFPg99o1PWnsDERHB5rC/N91Hs8zITyk6szVnjTOzfsXrbVLNBNTk5yeHDh61YZ7PZqKiosETvIpEIwWAwK8E0k+PrLfoAuO02Sr0OqovcbMt3Mh1K4HDYyXc7CMVlaorzGQ6kqeAjgQjlhV788+mO8TP2bM/Kk8x8xoz1drud/Px88vPzs8bAZmZmGBsbQxCErNljc0283WL9hk6IV4P1SIhHR0fp6+tj9+7dWf7CN2uGyUyITfEs027K4XBs+BmiXOFGA6bf7+fcuXM0NTVZNlH/9KpjfK9rlL/74Tkm56LEZR2nzYaq6xgICxVlPR18Mn2IRQknGqbCvS6IWTRpWPAQzBCWkG0etMgs0kL3VFjwR8x8juQtRJ2fwuH2ocpJ9IVOv1uNohgSmiCi21yk5qexF1amu88AJBBszrSNFIAoYFNiJBJx0NP2EU67HUVypZWiw36kBREvwelB8hahY2BoGmp0FpuvGEEUkUNB7IWV2DwFqIaBS42QENxI7rws0Q6XTUB2l6LGQgiiPYtCritJ63kJQ8LuK0KTk+nkd4m7m6EqmGKaqmBPK1VnVJZrKkqyZoee6hlmZ+02nFfYmI5MBUEQCMxHcTnSXf6K4oIVE+LgXISZcJTifB+z4XRHuawwb1lCvG/H9lX/thRFoaurC5vNRktLyxU3cJIkWQHRMAzi8TiBQAC/32/N85h/Xy3dShAEmsvzcEkCkmAwOhMl3+NkYHIO3YBCnxdIX4fx2Si1ZQWMBkJUFHo5snM7goC1nmSubUs7Y4Ig4PV68Xq91NbWoqoqc3NzzMzM0NPTg6qqPPbYYxQUFDA7O7uuVWNZlnnZy17GHXfcwWc/+9krPu9zn/scL3zhC61/FxQUXPG5W9j4MONdLmPw/Pw8XV1dlJaWsm/fPuuezywMrSfMz1NVlb6+PqtDbc7v51I8a3h4mKGhIQ4cOHBFkdJbgSs5VJhFQ5NRs7TLFovFLFVyU+/kj569k+fu3cabHznB0HSIUFzB43SQkFVskohdcli2P5aogpDuZgroWe70SdVAkNKzxwCSpygrHuqChBaftUSvAARvYZZDgyDZUWNzGJqKQzRIJhNggCs1hyI4MEQpbeEUj4O7ANFhS49TeYswDC3NvgJseUUYkSBIEqqcAl3HqcZICk4EyYYSmcGxkLjaCssxFBnR5U17JCtJHCXpfWw8pSLa0kVse1EVdjlEyrAv6JvMWeci2OzYHOn4b6gpdF1FNCnjWR7PAh6Pm6RhQ43NITm9WfsClohs2n2FyEsYYZf9iwnqwJif43t3EI0nOTc0sexekRfG2p7qGWLH9nIGx/wU5XmZnl0ulGmTJE70DNDSXMvpi2nqdHG+l8BcdoIsiSJ7GlbHBjNF6Px+f1YyvBSCIFgJZmNjI7IsW0yx0dFRRFG0Yn1xcfGqi27P3l1OXFYsMZBIUqXE52QoEMVlz77WdRXFVkJ8z5FmHA6HtZ4YhmGNmiqKgtPpzJohzhwD03WdcDjMzMwMo6Oj9PT0MDAwwPDwMNPT09d0oFkLbnas3/QJcS5niE1l6+npaQ4dOkRxcXHW329WQixJErIs8+tf/5ry8nL27t2LKIo5TYbNqvh6zhDlCqsNmKlUiuHhYfbv379MnOW+tlqON5Xzhs8/ySV/mHhSRteNtGm9nl48bSIkZQN03YyByIaYtlVaoCsJdieCrmIsUKdFpxc9NouQYTxvzvxKIijxGIYmo8ZC5BUWEksqiI60f6AogmgvttLFaHwO0bt4z0m+kqzuss1TmKYyiekFSHDloSfnsWcIdyUjQWx5Eg4ticvrIq7LaKIDm7cQnxEnKnqxF1YiJedQw35ETwGSy2fRmG3eQhJyAgMFIxnD0JXFRFdLN79t3gIMVcFDgjjpIkrWvSiIqOYskcONGplFQkMzzSmW3LdNjTsY6O+1/r2tpCArITYMiMsqYizOUqSVKNMBdWo2bFWOV1KXdDnsjEynRSfad9VZCbG0wkbzQFPtssdWgqIodHR04HQ6OXjw4Kop0JkJZn19/TK6la7rFt2qpKTkqnSrF7Vs459+fpFAOEWhx0nn5fm0uAwwMZ99zSpL8hkNhLirvRHbgojIUquHyclJy5tQluVl3WNIr7tLVbdPnDjB1772NXp7e3nb295GV1cX99xzD8ePH89pR++9730vAJ///Oev+rzCwkIqKyuv+pwtbC7kMgabmhzNzc3U1dUti6c3I96bv6fOzk5LPMvlcuU01uu6zoULF5idneXIkSPruoFdK1Zr6eRyuejt7aW6uprm5uas69NYnsd33vJc3v7VDh67ME4onkISBRKylqb/CiI+p0Q0IUNmCiza0hZEpoODzYEuZ/xbFBHIZixK+SVpirLTgy7H0ZUUupxE0pJohgCSA8lbjFtPkJR82OzppDKppdAMAVFcmGd15aOGphep0zY7dlVF1RcK9aINu8uNIjqxe9LF9nh0BinPhU2O4MnzoKsRUrY0K8tr04mTHtES1BR6bBaXy43sKbCYZIIoIQgSgs2JGglmJa8pwYGgq4gON4bdhVeNEFso6i8VzozHE0jeQmy+ErRkFI9kkFqoeEsOd9Y4QNm2KsYzEuJtpYVMzmYnqKf6RnnavsYV74/xhVifNghJC2fVVJQwt0QDBEgLagkCkzMhi2JdXV7MzHz2aFVzbaXl73s1GIZBb28vwWCQI0eOXBejy+FwUFVVRVVVlbWHDQaDDA4OcvbsWQoLC60E+WrOKy9t3853T09waihIfXkeF/1hmkvTe7DhYJSKQi/TC0mwyXhsrChk9/bS9PjfklgfjUaZm5ujpKTEyqMyu8fmv03V7R07dpBMJpmfn+fb3/42v/rVr3C5XAiCwD333MPznve8nK4vNzvWr//wyBpwM2eIZVnm5MmTzM/Pc8cddyxLhnP5WdfC3NwciUSCxsZG9u3bl/aEWzDqNgwjJzNEJ06coKCggLa2tg2dDC+FGTB37drF05/+dI4dO0ZBQQGDg4MMDg7icrmIxWJEF0StMlGa5+K//+y3+LPn7yXP7UzbDCx0cFXdSCtPCuk5IqdNRMTAMNK0K1FT0OUkqDIuUUNLRNASYbREGFGUyBdSuPU4diWGiAHxOTRDRHTnIflKsBdWouoCNk8Bos2R7iyrStZ8jugpQgktCkwJooTN6ULU0hVtwzBICE6U+WlLEExzFeLWFhd4yVOIJqeQHfmERR/JUBA1MoOUmCWcVKzXqY4CHHnFIDnw2g2c6mJA0VKxtNK0twBD0xAW7KpEZ1pIDNIBO5pQUGPzGJpqBcnFN1ksUtnyitEUGS0eSt+/9uzkbiKms7188femrjAm4Z+LULjCQltRkl0JPNU7TP220hUDZN22UktlubN3mJbmOgDCKyTaB1ZBoZJlmVOnTuF2u6/aGV4NTLrVvn37eNaznkV7ezter5fLly/zi1/8ghMnTjA4OEgoFFp2Xz+tqYx8t4OR2ThOh0QspbKrOn09J+bi1JYu0tKDkfT396IjO5cdgyiKBINBBgYGaGlpwev1Zs1tqqqKLMtpdfSM+9ZU3f6rv/or/ud//oeKigpe9apXMTY2xgMPPEB5eTnh8PIK/nrjTW96E6WlpRw5coTPfOYzN2XcZQvri1wUwM2NbU9PD21tbdTX168YT29GvI/F0uuUw+Hg2LFjOU+GZVmmo6ODWCzGsWPHNnQyvBSmQ0VDQwNHjx7lmc98JtXV1RYLzBypm5ubW/bbFgSBv335YT79mqezrcibVl0WhQWWlkA0qSwUZgUcooBdFDB0Ha/Xi1PULEqxz+lAi4fT8T4eRtN1ChZivUONI8hxDC09hyw4vEjeYuxFVbidDkRPAaLTjSAIpEQnRmoxzhiSEz0ZXZT9B2x5ZTi19HMMw0CTnCih6TTt2DBQJCcuI2G9RvKVoIaDqI484lIesZSKFptHC00RNyS0RHrNNWxOnHY7ss2LS4/jsy1+ZkJN08Zt+WXp67FAoxYEES0Rsa5lChu6kkSXEwiSDT2ZETMzRsQkV1o0UouF0hR0yZamWC9gJgmH9ywmu5lx34SqpcfSlhaqSy27pDQGxvwc2duI27U8mRWERV0Q/1yE/QsFbs8KheXV0KUNw+DChQvMzMxw+PDhGxaBg8U97M6dO3na057G05/+dCoqKpidneXEiRP86le/shLvpeuPJInsqczD47BR6nMDAgW+xWOpKy+0/rt/co5Cn4sXHW1etoaIokgqlbJEdKuqqpAkKSvXMGO9uRaZcLlcPPDAA3zve9/jpS99KQ888AD5+fm8/e1vp6SkhB/96Ec3fG1uFLmK9Zu+Q5wL5clIJEJnZyf5+fkcOnToit0Mk0K1niqXAwMDjIyMYLfbqa+vXzZDtFbxrI0yQ5QLCIKA2+0mEokgiiJHjhyxKspXs3R6zbN28tIjDfzlfz3Fr/unSCkqNkEiKS9UjEUJTTfQjbQYRySlI0g2xIWucALASFpKygBzsRCC04sgiSABNhckQuBeUIsUJWRZRxQUhIUAotk96dmgvLJ0sFGSSCL4tBBJRSelaEguF6lEEtHuSCedgM2Tj48kEdUBmkrMULHrfpJaOtB5XE5k2YbgcCPllyOmImjuIgRVRpkdx+YrQXR5SUZnseWXkSAPNTGLW4ij2DzYvQXoCxVge1ElghJD0wVEpwctFbcSWqfbgyI60VMJDF0FjEUlTin7N6QpCpK3CC0ZTS+6GV7Kmt2NXXBYPsHDE8tnh3ZUl3OiZ4idNZX0X16sMC+9fzXdwOVyMjS2XM2y0JcxEiAITATnyfO4Vvy8A1ewXDKRSqXo6OjA5/Oxf//+nArTZM7T79ixg1QqZY0MLKVblZSUYLPZaKsp4szoLLWlHqZDCTyuxcC/rSSf0WB6IzHkD3O4qYq2xuU2F5OTk/T09NDS0kJJyeL8tCn6Y65DmXSrlbrHiUSCl7zkJbS1taHrOufOnSM/f+VZ8fXC3/zN3/Dc5z4Xt9vNz372M/7iL/6CYDDIu971rpt6HFtYHVYbh9aapCqKwunTp0kkEte0dFxvzRC/38+ZM2cQBIGdO3daYpq5Es8yKcV5eXmWUvVmhtPpRNM0YrEYBw4cQJKkazpUtDeU8vO338PHf3ye/3zyIvOxFHkuB5FEEox091UXQZFVBEEkqRgYumjFuLiO5c9rfhfzmooua4iOtF2SZPdgRIMI3sU1M4YLPUPTwxAkdE1B1FQEDLRUHAyNfCNCUtZJKhpOl4uYrGAoYWy+YnRBwOYtwmskiGlpxeaYpuKzzxFNpJsjdpuElAyjudL+w2rIj71oG4aho0XSVG2brxgFCUPXSUo+DEOGaBDBV5Iei0pGEV0+bN4iPEacsGUptXjvaTY3kqRjGKDG5rMSedHpznLBSMoKkq8ovadJxdNF/wWWmeDwcG6kj7rKUkamgujLa99IosipvhGO7G3kNxlzwjXlxcssl84PTdBUvdyqraa8mNHpRXvFpy5cYlfdtoU9XjauFetNhkUoFOLw4cO4XK6rPv964Xa7qampoaamxnJeCQaD9PT0IMsyxcXF1siAy+Xi3pYqzo2HSCw4pozNLVpLRTJsJgwDmqtKecmxXcs+MxaL0dHRQXV1NU1NTcByplhm3IeVY30ymaS1tZW3ve1t/P3f/z2Dg4M3fRwjl7H+tkiI4caFNqampjh79iwNDQ3XtBoyP2s9EmJN0zhz5gzhcJj9+/dz4cKFnItnmTNEK1GKNyNkWeb06dMYhsHRo0dxOBwUFhauytLJ57bz6dc8nUF/mA98q5Mn+yax2yR0Q0fTdFQEfG7HAq0KdEPAKUFqIemU3PlpepUzvdBLngKUUGBRLVoQ0O0uyJg5Eh1u1JCfvPw8IpF0Yija7NhSsyj2PKQFVcewrqMl08rTKiB5HdgFDV2Jo0kuJMEgklCQ9BiiOw9RdKIZTvIlSOBARsCGhqjLuGwCuseNjIZqc+As3oZgGOjxeQSbc+EcPOkArCto8Qii04VDT6FIbus6S54C1Nhclj+jLNgRdTUdEHUdhxxCXvhtiA6PJVIC4HY60h7KC/RsLTKT9mwW0hSs4bEZjuyqZ3pmnpGMmSITZhVU1nRLdRrAv4ISpaLpHGyuyxLOguUexoH5CHccaOLJ7r6sxz0uJ43VV/bRTSaTdHR0UFBQYI0zrCecTudV6VZFRUUcKs3niVIP84l0kBwKRq0RuaWKk3cdalq2fk1NTdHT08PBgwezkmFYpHUuDZhLbd8gHTQzlSdFUeTgwYPXPMf3vOc9Fj3qSjh58iSHDx++5nsBWcGwtbUVgPe9731bCfEmx1oS4mg0SmdnJ16vl+PHj1+TGbVeHeJMeycz1mduQmHt4lmzs7OcPn2a7du309S0/Pe+2ZAp/nno0CFrRnC1DhX/64X7+ZPf2s0Hv93Ft08NIwoiDrtIUk67T3g9TuILsV4QJTx2iC0kF5LLtyCeuTCqJNowtCiG4bBow3hLLF2O9JOENLsqMY+qKOk9nGjDZY+REpwL+wY3IR3UxCw2XxGyICI67QhONw4tTkpyIxg6cc0AeQa724fodCIb4MsDRXCgGgIaOk49mb5niooBhYRgx1G0DSkVQVDjpGQZUgls+WUINgceXx5ROQmGgU0wLInMyIJ3sBqdRXL6FmO4IEAqieDypUVAIzNpvZUF2yZNXrRaFOxuDEgXvO0ulMgMdjQU0h1IWXKBKKVHmKaW63w0VJUxOBGgs380S3XaYV++v48l5RU7xOXF+VkJMUA8pRCOLPclPniV8SizoBuNRjl8+PCalaKvhaXOK2aDZ3Jykt7eXrxeb1pjxCXyi8sR8lx2pkIJ6srzGfGH6Z8KUeh1MR9Ld+UL8zzUlWez6GKxGKdOnaK6upodO3YsO4ZMurSZFK+kMyKKIpFIJEsvZKX3W4qNHOs3dEK8nsqTpmz60NAQBw8epKLiyhtgE5nJdy43wclkks7OTiRJ4o477kCW5awAmYsZop6eHovucbO7NesB0xLL7NAtrX6v1tKpqqyMf3/9s+kY8vOOr5xkOBDGbRdJyCrRpIrdJuGyCaRkxbJwQBDT3VOXBwEd1RAwdA3Jk4eYDKEbAqqSSlegdQO7nkI2RAS7C1t+KYocSatVLnynCqBGZrD5ijEwQEmR5/MiqjFiyRROl5OUrCJIEuVuEY/LicPupaJoG/keJ4V5bmw2CZfdgaxqzMRSzEWTKDoMBuPMJUFTUwjouD1eZFVD8BYhGgYOJYq8oEIpJ9OzQIYqk4jFseWnk1Cny4smSulAGJ1Nq18L6eCmJuML80gigtODnoghOpwIkn3R/gFIGZJVbxYEEbfbjayp6EoqrUbt9PJU7zC/1b5rxYQ4mkhTfUemZzm2p4HfnBvA63YysoISZUm+j57hSYryPMxFFqld07OhZc9NyQr7Grdz/tKY9di+xu1IK8wgQ7r72dHRQVFREXv37r3pG82lM3bxeNwS63CqUQb8KoVuG7MxmabKIi5OzjHkj1izRXZJ5EWHs4OWyRppaWmhtLT0Cp+cfQwrBUzDMDh58iSaphGPL6ehXw1vetOb+N3f/d2rPqe+vv663jMTx48fJxwOMz09vaq1fgsbEzeapAYCAU6fPk1NTQ07d+68qeNYmTC7TYFAwBLP6u3tRVlImmBt4lkAY2NjlihodfX1WcdtRGiaZiUlK4l/Xo9Dxfteepj/dfcB3vqlX3NiYHqhW5wintIQRJE8Z/o7j8ZTGIYGoi09e+nOxyvpxDQBDD3NlooEcXt8C6KWeppyrYUJJXVEhwvJnYeoy9hsTnRhoXsKaIkwNqcbQ7KjK0k8bg8OUiQSKWt8KyVI5EkJivPc2O1OinzFlOS7Kc73YrNJuB0OFFUjqRmMzUZRNJ2psMxYWEUzDAwlgsfjRnZ6EQQbNrsPh5EkudANjiogLBTq5eg8kj2d+EqutL+xzVeMloxhU1WMBScITbdUQNIF9FQcMBCdniwxUkO0YUdFWUgvJKcXBREtHkZ0+RBdPkb9EzxtXyO/OrvchqmkwMvgRABF0/G4F7uxK41BVZcV8Ztzg1kOE7DybygaT9G8vZyJ4OL+QhAE9u3YvuJ9p+s6Z8+eJR6Pc/jwYRyOa88Z5xLmyIA5NmCKywaDQYoJYxcNqvPt9CYVyvI9jPjDGAY0VRVz6mJakOy+Q9mz2GZnuKqq6poNQLhyMVzXdUKhEE899RT79u27rvPayLF+QyfEq8GNKE+a6srhcJjjx4+veq4mMyHO1dxtKBSis7MzS+XS5O2Pjo5SXl6+pnkFs4uqaRpHjx7NOd3jVsD0UaysrFzV5ma1AfOrf/oMusai/PPPLzA4OUc4IaPoOnIirYAs2NIdUc1YmN81QJcT6aApSgiiHcMh4jQUcCwGbclIYTMk9IXjVB15aLF5XG4PyXgMQ1Nwu5zoqXCaToWNREKh0G3nmfvqaG3ezr7Gap55oGnFaui1MDg1x5N9k/zs7GXOjofRdAM5FUd0eFAc+XjtIgIaMbfPojJLeSW4kYnrNjTJgQMVGRs2XzGSHEU10jSyTOqULDgQnWn7CiMZy1bstjvTvs42x8K1dCAKdkS7Ey0ZTYt3pGJEkyrlRfn45xZnhSRR5FKGCvSpvhHqt5Xi87g4d2l82fnquk4knuDQrjo6ei4B4HM7V1SdtttsTEbm8Lgcll/hweaVKVSJRIJTp05RWlrK7t27N0TXxePxWGrsvy2O0f+D85S7BeYTUVAX/RZryvKZno9xd3sDZQWL96Y5j3fw4MFVJcNLkRkwz58/z0MPPcTrX/969u7de13vY1LA1wtdXV24XC4KCwvX7TO2cONY7W/pemeIM7ux+/bto6qqatWvzXVCLMsyXV1daJqWJZ4lSRITExOIorimYrVpBzMxMUFbW9uKOiibDaatEsCRI0dWlZSsxqHiow/uJ6K18fEfnaPjkp9QLElK1Qgn5LRGgyQhGgK6pqRVlQWIyiq6oiDanQiChC2vDJuewJYhqJkwNFxOFUVI7xVV0YGeSmAXFVRNQ5OT2G0SoppAUmMohkRKBZtdYH9dGW1N2znYVMMdexuW6WOsBnOxBE/2TvCj06OcGZ3DH5FR5QSC3Y0susjPE9IilYYNNR5Oi2HlFeMTkkQUHcFmxy1BCpBcXlxGiuhCYVvMFMgSBDA0BKcPLR7KmiMGSCbiFl1cdLgwNBmbtyCtw7JgU6Ua0Lazjq7+kezXyou/7/7Lfo7t20Fn3zBDS5wgIO1hPB6YIzgfw+mwpT2agfkVkuftFcWc7BmkqaaSgYWxqx3by/G6l++JTcZmKpXi0KFDNz0ZXgmZ4rJvrm3i0pdPEomnO8EjgcVif3zBk7mi0MNdbQ2Lj8fjdHR0UFlZecOsEbMYHolE+L3f+z0OHDjA//7f//u63mMjx/pNnxDD9QUus7Not9u54447rutGz7UVw+TkpGURZFZEdF3Hbrezc+dOy+/T5/NRVlZGeXk5Pp9v1TeyOUPk8/myvFE3M0wK9I4dO6irq7uh97hWwPzr51aTEJv5918NcXLAj6LZiCdT6bli0YbPIZBIKehgzdUKC51jQ5BI6gZ6KmrRg5OKji5H8LocRKNxBEnC5nCiqQpelw1Vl1AVmfJ8N89pbeb+Z7VydF9Tzq7ZjsoidlQW8ao796LrBp97oodvnBxmJioTTSrEUmn/QQGNfLeDqJq+16NJBUECQzNIaCqS21TINBAdDrREJE2XtkYIBDySQUJyYtjs6NEZ0iqepjVTCmkhIVawW3QsyeXD8BQgxGc5NzxBXUUxgfmIJR61o7qMi+OLwVDTDRwOBz7XyvSlyYVOcEfvsNX9rdtWyvkVkudQNMbkzDxH9jby1Lk0xXolhWkzmJSVlbFr164NkQwvxV37t/HdMxNMzqW7s/Pa4vI+OZOmlt+9u5D5+XkKCgqs31IubFh6e3u57777eMMb3sDf/M3frOv1GR0dZXZ2ltHRUTRNszbMTU1N+Hw+vvvd7zI1NcUdd9yB2+3mscce453vfCevf/3r153ytoX1xfXEek3TOH/+fJaV0fUglzPE0WiUjo4O8vPzOXDgADabzWJWNDc3MzU1RUdHB3a73epmFhUVrbpbrGkaZ8+eJRaLceTIkXX1Br1ZuBYLbDW4kkNFb28vsizzutYS/vzOGr7SNc2PT48SSyrIskJSUTEEEYfDhYhKSjUQJDuiQVZhNyG60aKzSJ4CS1vBkBPkeVRCCy4GdqcLVRfx2EETXSiqgleCI7vruO+OA9z79FZL8X+tKPK6uffQDu49lGYB/fzcGP/+RC8D02Fk1UjPmAoiIOHLyyehpS2SwikQbBJ6Kk5CFDHFr+O6hOjKS3d33XkYchxhwd7J63aSQExrg8RDFnNsJehyEsmd9ji2i6WogRGSisrQ1AxlhXkE5hcFvIaWsL7ODU3S0lzLqd7hZe9rCm9NzoayHCaGxpcnz16nIz0Drak4bBKyqq1Il9Y0jdOnT6OqKocOHdqQorPl+S5aakv40q+H8DntBBMKlQUupkJJ+qfCeBwi9+0rY24mSElJiaV5UlFRsUyV/XoRi8V42ctehsPh4Pvf//66rjU3O9Zv6IQ411Xj2dlZurq62LZtG7t3774hapIpfLEWZNK1W1paKC8vXyaeVVtbS11dneVfFggEGB4exuFwUF5evkwoaqVzvZ1miAAuX77MxYsX2bdvX85oj1cKmInAGL9dr/NHh3ZxMQQ/6QkwEggxHgyTSKloioaBjsMmkefzoGsq6AqqpqMLBoLbhaBGSeoShiAgOn0kdB2fx4PNJiDqGlUleeyqyONgTTEvu+956+rdakIUBf7gOXv5g+fspWdijvd9s4veiRCappMybEQVnTyXSCSlIzlcGKIEhoGhyZa/oOT2YegGojsPPR5ClOywECSjiXTgEwQRyVcCchxDsi8IiWUoaAgCeiphiXCJ7jy2leQxEozSOzrN0X2NnFhIUIsLfLAkwF0c8/OMA8uLBvleN+Mm5VoQmI+lK/J5nuVVYFEUGF6oOj91fpD9O2o4N3h5WUJsztxs27ZtzcFkPeGwSTxnVwXv/c5ZSn1OgtEUOyoLGJwKMRnVuP9wHZVeie7ubov6VFtbS1FR0Zo+d2BggPvuu49Xv/rVvO9971v36/Pud7+bL3zhC9a/29raAHjsscd49rOfjd1u5+GHH+atb30ruq7T2NjI+973Pt74xjeu63FtYf2x2oTYtBUErG7sen3WtWDStevq6qxYnCmeZRa7dV23dC/OnTtn6V6Ul5db4nkrIZlM0t3djc1m4+jRoxtyA3+9CIVC1l5ttRT3a+FKlk6BwDTH88O84N5aYoKHH/bM0Dsxx1hgnlhKRVZ1DF1FEgXy3A4MTQRdRdF0dF1D8HkxlDiqASoigsNFVAW3x4tTNMDQKMmzs7uqiIYiO6+477k3jcr+W/u381v7txOKp/jgt7v5yfkJBMMgokBCF8hzCsQUAxyuNDvM5UNLRCymmCDZEOQEgrcQLRHB0BTEhVgfU0BcuNUkTwEOI0FclhEdbgRpSTKS4UAh2BxIDie9I1PIqkZtXaWVEDdUlTI0uXT2V8a3QhcXsKwTYdFhQpIkBlcQ1Uyk0gywkakZju7bwYmzA5b6tAlN0+jq6sIwDNrb23NqF5hrvLh1O9/tHqO22EXnUJDaiiKmQpPoBhzasY17W6ro7+8nmUxaLMnt27ev6beUSCR4+ctfjq7r654Mw82P9YKx1MNjA8G0+rgWfvnLX7Jnz56rtuFHR0etuZqammvLrF8Jjz32GG1tbTdMvTMruaFQiPb2dvLy8rJm8ODKM0SmUJTf7ycYDGIYRlbANCuo4+Pj9Pb23jYzRKb69vj4OK2trTeF9pgpaBAIBAiHw+Tn51NYVETHeIIBf4TxYJj5SJTLgRDRBUujPKeNWCKJqmk4bCJl+W68DpGyPDfVpQXc2baTp+1vQhQFaz6lvb39llLZL06GeOfXOhidiRFKpun6ppq52wZxLX0/upBJGOmZKqegkTLSwcJrJInqadq4rqSybJX0ZDRtMaWlbS5MgTEgLVTiSXdtDMOgmXHODKZnX0QBKvPdjM+E2d+4nfPDE1nHLIkiBXkeJHT8c4vCWgebajiTMUsEcGxvAylZprt/NOvxuspSRiYXba5KC/MQETj5Hx+wZojNzo4pQLFRk2ET8ZTKyx7+H4q8Nk4O+jlcX8zJ/gl8Ljs/+D/3UFnotdRty8rKiMfjxGIxCgoKLCrT9bBQhoaGuPvuu3nggQf4h3/4h3UXGNvC7QnDMJBXUIBdip6eHgRBYPfu3Vd8zvz8PF1dXZSWlrJ3794bZkadPXsWt9ttqbBeLwzDYGRkxCriVlVVYRiGFe/hyq4Rpu6F3+8nEAgQj8cpLi62iuFm9yMcDtPd3U1JSQl79uy5LX5/5hhHU1MTtbWr84NfK1KplBXrZ2dncTqdlJaWMhox6BydZ3Iuynwkyuj0HPMxGVXX8NklFFUhkZKxiwJFXifFXjs+l4OKIh9P29/As9v2UJjnYXh4mEuXLi1T8L/ZiKUU3v31Tp68GCAmqySVdKxHN/A6JGIL9R+vqBBVhTSDS5PRFhJcQY2j6yLCQozP7JbriTCC05dW1/bkZ/2NVAyci6M6JfI0l0cXqdJ7q4s5PzLNkT0NnOrLplBDOq6LGFn0aqfdlqahZ0hV76qtoNDr5sT5wWXvUVrgJZghwrm7bhvvf8PLOX6gGUiPUnZ1dSEIAq2trRs6GTbx7m+f4dzYPOdHg9SXehmaSBcTPvXaZ/L8gzUkEgmeeuopPB4PoigyNzeHx+OxYv3VmmpLkUwmeeihhwiFQvz4xz++bsbNZsDG/8ZXgatVck1BqampKQ4dOrTmuZq1VI3NqrUgCBw/fhyn03ldnoNLhaJCoRB+v5+LFy9y9uxZiouLMQyD+fn522aGyFT5C4fDN5UKtlTQIJVKWZ36cm2GmionZS2N1+zUrwRFUejsTFchjxw5cssr+s3bCvjqn/0WT/RM8s6vdxFPqcQVFcMQiKVUBFv63OKyjiDIGJKNhKogOtLLR0wTMXQFdA1xyaywoeuILifY7Ojx8EK3eCGR9ngwHQoFQSAQX7z3dQMEyYbTLtF/eXLZMTdWl3Hxsp+Wpu1ZCbHHuXwEoqNvhMbK5ZuQsqK8rIQ4OB/hnqe1WslwJBKho6OD2tpaGhsbl71+I8LjtPHul+znA987D8DobJrO/7cPHaey0EswGLRo0ibLIplMWsJcly5dwuFwWAGzuLj4ignF6Ogo9957L/fee+9WMryFmwJJklAU5Yp/Hx8f58KFCzQ3N1NXV7emAtZaYr0pnuX3+zly5AiFhYXLCt9Xs1DM1L1obm5epjabn5+P2+3G7/fT2Nh4RS/lzYb1YIGtBk6nk+3bt7N9+3Y0TbPGqJzxIMeKdUp3VlrWN9cr3trf38/ExMSGEDT1Ou38/e8dY2IuxlseeYqB6QiypqEgEJXVNAMSgagqgqFjqDKqKCEssMMMmwdDTmKkYmkbSDW1mPSKdgRRRPIWpj2QDcMakcLpwViwcgTAla3bc3FqnrICL4HZ5YKaAEMTQRx2CZ/baQlsNlSV0TuSvTfoG53mWS3Ny15fWphHcC5bVDMUTbCvMS2opSgKXV1dSJJEa2vrphkv/F/P283LPv0/5LsdDAdjVBf7ePbebTz/YI3lhlFeXm5pnqiqaglzme4rxcXFVry/Es1YlmV+//d/n2AwyE9/+tPbMhmGDZ4Qr9Wb0BRkUBSFpz3taWsSp7rWZ10LpnhWSUmJ5Vua6ed5vUrSgiBQWFhIYWEhzc3NRCIRzp07RzwetyjZ4XCY8vLyZaqMmwWKolj0TtNW6VbB6XRSXV29KkunqyW4ZlHE5XJx8ODBDbXw3rlnG798ZyV//Y0ufnJ2nIisowl2XJI5N+xMq2ku+Dcauo4gimBzICiptKejHAdds4Kk2+NBJq0sLXkLEVMhNFwIkp2EJiKIhqW2HYhnjyKMz0Z4VstOftHVt/RQcS8k6acHxmjdWUf3QuXYFJnIRHG+F2mFGS1xhd+bKWRi/l7r6+tpaGhY9ryNjGONpfzvu3bzTz/tISGrvP+BO7lzbxUzMzOcOXNm2WbT5XJlbQbn5uYIBoP09fWRSqUoKiqyAqa5lkxMTHDffffxvOc9j3/6p3/aSoa3cFMgSRLJ5PLfuGEY9PX1MTY2RltbW05EW2401mfuO8zZtsyRqBtxjfB6vXi9Xurr60kmk/T19TE1NYUgCExMTKCqKmVlZRQUFGzKxDhTEKy9vf2Wit9JkkR5ebk1yhYKhQgGg1e0dLoSzKLI/Pz8hpvrriry8tU3PYdvnBrhIz84i6waxBURtx1iKR1BlDAUJW3NqCQxUNMimpCmTbt8aMkImV7FotNl+RFL7ny02DySLqOJDkDAJeikSMeJ0BIyiKLplBYXMTq93DWiqiSfiQUNjCO763hqwU7RtGJciqmZMCUFPmYyPIu3lxUtS4g9bid5XvdCg6ITh8Ox4fZk10KR18HnXneMh3/Wx4lBP69+eiOvenozyWSSU6dOUVxcnCUAarPZqKiooKKiAsMwiEQiBINBxsfH6enpIS8vz4r1eXl5iKKIoii89rWv5fLly/zsZz9b84jVRsaGTohXi5VmiCORCJ2dneTn5+d0FuBGRLVMr+MdO3ZYm2szOBqGsWZbpVQqxYULF7Db7TzrWc9C13WL/jMwMIDH47GoVvn5+ZsiYCYSCbq6uvB4PBw4cGBDLVKrtXRaGjBjsRidnZ0UFxdvWHqbIAi8/8F2Xn6sgT/9j98QTqikFG1BTVrA57IRU8DQNdyiTsJYoFPbICXYQZDSAhsL75cyJER0jIXKsNvlIqoI6AsVZlGT0RcUKiW3D3U++3hkVWdHdTmD4/6sxxPyYpdoZHIGt9NOSla5NJH9PIDqsmK6+oY5sreRkxcuWY/PRqLLntvSXGdRLhsbG29YuO1W41m7KnjWrsWkd2ZmhtOnT7Nnzx4qKyuv+DpJkqyAaBgG8XicQCCA3+/nv/7rv/jc5z7HsWPH+NWvfsWzn/1s/vmf/3lD/Ta3sDmxluK3oiicPn2aRCLBHXfckbPEw9wMXg9Mr2NTyDJTPCtXFoqXLl1ifn6eo0eP4vV6rW5mV1eXpaJcVlZ2VXbHRoIpfnazWWCrQWbjoampybK5W8nSKXNvZQozpVIpjhw5smHF/H77cB3P37eNP/r8b+idDBFXdBDAMHRcbjeyllaJFtWk5VXscbtIkbai0uIhFoUzBbw2iC8wmB0uD6poQ09EEF0+Eqn0jDKAIi6/HoIocmBHzTK6c0m+x0qIn+oZpnFbCZcmZ0jKy3+bPreT/stTtO2sy0qIXY7lTYqDTbXIskxnZ6fVoNiIe7JroabYy4de1m792+wMm/vMq7FQ8vPzyc/Pp7Gx0dIrCgaD9Pf388Y3vpFDhw5ZI4O/+MUv1lUdeiNgQ88Q67q+qoDU3d1NQUGBlWxOT09z5swZGhoacj7399RTT1FVVcX27St7l2XCMAwuXbrEpUuXLK/jpeJZV6NNrQaRSISuri6Ki4vZu3fvsh+0qqrWAh4MBrOSueLi4g25AITDYbq6uqioqNiwir5XQqal09zcnBUw3W43/f39m0rkTNN0/vSLJ/nNoB/DMEipaa9FcWGTZahpv2zR7gRVBpMeZehoyXTCKwgCgprEsKWry5KWQpMc6d9BIgIYllexoSokhruyjqG5pgJF1RifCqJkzN35XE4iiUVboV3VRcxH40zNLbdbOLYg0JXnceGwicyEothtEui69Z4mvvXhPyfsH6e5uXlNWgMbCbOzs3R3d7Nnzx62bdu2pvd55JFH+MAHPoAsy7hcLl7wghdw7733cs8996xZqXoL/38jlUpd8zljY2NMTk5y5MgRYLHI6PF4OHjwYE7HTy5dukQkEqGlpWVVzw8Gg3R3d1NbW2uJ72WKZ601GVYUhTNnziDLMm1tbct0JzJFIf1+P4qiUFJSQnl5OaWlpbd8NGclmCwwwzBobW3dEPY2q4WiKNbeamZmxiomFhUVMTo6iiRJtLS0bMjrvhL+5fF+PvXzfiQMYrKGYejYJQnNADDQUikEe/r7kQTQF7rDNjWOIjgQRAktGUNymQUNA0PTEKT042gKkmeRMp4YPYshJ6x/H9/XSNfFMcoL3FyeXrRIbG2upfvioi5IRaGXwHwYl8NGLJmdH+xvrObc4BgYBi3NNZy+OJrxeLa2yLte+xIOVvksFfONuBe+XqRSKU6dOkVhYSF79+694fVGlmUeffRR3vGOdzA6OophGDzzmc+0RqSupuGwmXFbdIjNqnGmerOZgK7HZ61GZdo0k5+bm+PYsWPk5+evWjxrtTApuw0NDVecIbLZbFkqynNzc/j9fi5cuICmaVbAvBbV92bBPCezO7cZEsdMrGTpNDY2xtDQkDX/FgwGN0X1XpJE/vk1x/jsExf59OP9aAaogNchEpP1tA2FoGMoqTRtWtdAlEAQESRbOtg5XGiqysLYMKpoT1OqRQnJk48amwdNBsmBYLMj2BwYappPVehzMzCeplAd21PPbxZUpxuryhhcojrdNz7HMw40MDV3cdl5zC4IaUTiSdp21jITilK3rZSB0ez5I7fTwfzUGLt371pVwWszwEyGd+/evaZkGNIFvkceeYTnP//5fPnLX+bMmTP84Ac/4FOf+hQzMzO89a1vzdFRb+H/RwiCwLXq85kdYlO9uaamJmdKxFf6rGthZGSE/v5+9u7dS3V1tVX4Nl+/1mTYtCDyeDwcOXJkRcbbUhXlaDSK3+9nZGSE8+fPr5rqe7OQSCTo7OzE6/VuOBbYamC329m2bRvbtm2z9laTk5OcP38ewzAoKysjEAhQWlq6KRL91z97J4frS3jzl0+BoBBLqThtAnEl3QEWRAFUBWx2VEW2xDNTqo4gaaDrlj5IGgK6kkSSvEguL7qcREvFkBZUqkWXDy0jIQ6GYsiqhsftzloLhiayadTT8zGecaCZX57uX3YOjoVRKgSBiWAIj8tJPJliZHK5DZNDi5OXt419+/bdNslwR0cHBQUFa0qGIZ03/PCHPwRgcHAQVVX5wQ9+wPe//31++ctf8q1vfStHR72xsKE7xNejPGkYBqlUinA4bKk3rweWdqNXQiqVorOzE4D29nZLPMsMkGsNjoZhMDo6yuDg4A2LT2RSfQOBALFYjOLiYitg3grV47GxMfr6+ti3b99VaZ2bCZOTk1y4cIG9e/fidDqt6r0sy5SUlFjXe6MHzI7hGf70i08RSSpoug6GgSCI2AwVVbAvBDYD0Z6+b7Rk2odZlxNg6IiOxTn2NF06/W9dSSLZHOipGILTS2pqAC2arg4f2lVH58UxACRRoKY0n6GJAMf2NnLiwtCyY3xWazO/7O5Fz1CdlEQBAQNVW3hsoXLstNt46vxA1ut3VZfyxff8MVVVVTm7brcSc3NzdHV1sWvXrjWrzc/Pz3PfffdRXV3N17/+9WX366IX9Ra2cGOQZfmaCbHf76e/v5/q6moGBgYs9eb1wNJu9ErQdZ3e3l6mpqZoa2ujqKjousSzVoO5uTlOnz69Jguipcwln89n2T1dj6p8rhAKheju7t6ULLArwaTLl5aWUlNTY13vSCRCQUGBFes9Hs+GPt9IQubln/4ll+fiKJqOoaW1QpyiQUoX0ZUUhq5ZM8WmRZOhKekZYtFmJcZaPIzkWdyLC7qKmkpgc3lQQgHkwDAAJfleZiIJ67oc2VXDU+cHadi23IYJ4MjeBi5PBZgMzmc93lhRyKWpRWGuw7vqmJydZ3w6+z0EQeBbf/OHtLe2bOjvYrWQZZlTp06Rn5/Pvn371jyW8Rd/8Rc8+uijPPbYY9TX12f9/XaO9bdFh1jXdaampvD5fNxxxx3rmlxcq2ocDofp7OykqKjIMpPP9QxRb28vgUCAQ4cO3bDaW6aKpTkbEwgEmJqaoq+vj7y8PCtger3edf0BmJ39y5cv097eftsM7Y+MjDA4OEhra6tltbDUA9EUM8jPz7cC5npf7xvBofoSvvuW5/DSf3ycYExG1w0MXUcT00uI5HAj6SnUBTVKp8uFCogON4aSQtAVjAXTQkNf/P0INidgILjysGkpNJfHSogzt8aabiDabIiiQDy1cpHs/PAER/Y0Zs0gNVSVMXA5w5NQELg05qe6dLnn86G9O26bZNicg965c+eak+FwOMz9999PeXk5//3f/73i+rrR7tct3J4QBIFEIsHw8DBHjx5dV7VTURSvygYz6b6pVCpLPCtXsR7S4nU9PT3s2rU21spS5lIwGLS6x3a73dIYuV7HhBuByQLbsWMHtbW1t8XaMTc3Z9HlGxsbEQSBvLw8GhsbsyydBgcHcblclgjnzbje14s8t4Pv/6/f4g/+/UlOXJoBSUTVDVIa2CVQFpwkJMFAM4S0s4SmIkhpDRE9GbXGoMQlTAa3ZBB356GrKTweL2Ykb6gqY7Z/kdJ8dmiSbSUFlBflr5gQG7pBaWH+soQ4EE5k/ftU7zCtjRWML7Elrqsouu2S4by8vJwkw29/+9v54Q9/uGIyDLd3rN/0CfHs7CwTExM4nU6OHDmy7ovL1RJic3a5sbHRWhTXa4bo6NGjOaU9eTwe6urqqKurs4br/X4/Q0NDOJ3OrICZyx+EruucP38+SyRksyPTN3mlosVKlk5mwLx06RJOp9NKjjdSwEzO+XnnERsf65bwR2USsoZuaEiiiG4IaKIjTZ+W7KiCDcHQMAQJwe7EI6hEUulKstfjIbmQ7QqCgJZKIDo9qJKTvKIKUsExJFFkYCyb5nRpYoZje3dYitKZqC4rZDw4TyyRoqI4n+nZMADF+T4gOxpGkjJ5K9xnB5trrd/pZkZmMrxW6nc0GuXBBx8kLy+Pb37zm7fUL3sLtzeuRZk21ZV1XeeOO+5Y93vxarE+FovR0dGB1+vl+PHjORfPyiwSZxZUc4FMqu9SxwTDMKxkrbS0NOc05ltlq7SeMH2Tr7TeXsnSyXSoMGN9SUnJhvG+DYfDvKpRxisV8thACElIjwEqanosSrA5UJVk+r9FCa9dIK6nhbG8bjdxOY7o8CA43ItuFICsqiDZEWxOZMOOZLOhqSqqll14SsoqJVWlxJMrF7/HArNMzYZp311PZ+8wADUVxVyeWpI8CwIutweHTUJWF3/LB3bUoKrqhhgTXAtkWaajowOfz5eTZPjd7343X//613n88cfZsWNHDo90c2Bj/PqugGt9uZcvX6a3t9dSPrsZG9mVqsaGYTA0NMTg4CAHDhygsrJyXWaIuru7cbvdV5whyhUcDgdVVVVUVVVlLeCnT58GyFrA1xIwTXVQTdM4evTohlVivB6YVgtzc3OrVsy8VsDM3KDcioBp3t8jIyMcO3KYHz43n9f9+284PxEikhTwOASiKR0Q0hZKuoYhitgEA1P7PZqUERwudDlB0p7uCpt2S5kd45gusqexGtEwuDAyvexYIgmZ4nwfE0sqw1Wl6YQ4KavsrKmwEmJVXb6hzfO4ONkzwu66bVk+hg4lxhNPPEFJSYmltLzRqexLEQqF6Orqoqmpac3JcDwe52Uvexk2m41vf/vbG2LucAv/f8K0QSsoKCAej9+UwsyVEuKZmRm6u7vZvn27RWHOZeF7qeqyz7eczZIrLHVMCIVCljvFuXPnssao1hKfM4vEJrX8dsD4+Lg15rWaBH8lSyezc3z27FnrepeWlt6y9dbUnWhqauIfn1PLP/60j0d+M8R8HFwSpFQjzd4SRARRxNBU4qoOC9aGMiKi04ueiiPYXbhtBsmFLbOspmVGWHj9nl076e/vp+/y8ljfd9lPS+Ny3YvyojymZsIgwMj0HHkeF5F4ksriguUJMRAMxznYXMepnkWHiYp8J0888QSFhYXW9d5szRgzGfZ4PGsWBTMMgw984AM88sgjPPbYY+zcuTOHR7p5sKET4ivBpA1PTk5y6NAh4vE4k5OT135hDiBJUpYapq7rnDt3jtnZ2XUTz8rFDNGNInMB13WdUChkzXGlUqksFcvrSR5MWyW3201bW9umE9RYCZqmcebMGZLJ5A0n+LnyQMwVTH/IyclJDh8+bM3mf+4P7uAPP/cbnhqaISqnvYkFQcRus6EJEroqI6saon1hiZFsCIKI4PSgJ2PYHTY0Fqqz4uJ3L4gSM1GBhqKVr12eN33OSxNiPaOzdGZwnLaddXT1j3B5enmArN9WytmBy0wG5vG5nUQTKQrzvLz0xXcTjUYJBAKMjo5y4cIFCgoKrILERqSyZ8JMGnbs2LFmhexEIsHv/u7voigKP/rRj9Z1U76FLVwNExMTnD9/nubmZsrLy/nFL35xU+bYVkqIR0dH6evrY8+ePWzfvj3nhe9UKkV3dzeiKHL06NGbWpDLtBhqbm4mFovh9/uZmJigt7c3aw72epIHkwUWCoU2nK3SjcIwDIaHhxkeHqa1tZXi4uLrfo+l19scW5uenqavr8+a8y4rKyMvL++mxB6z2717925rfOjPnrcLn9PGxx7tJamlrUIFQLQ5MEgLaemqgrgwLqULEoaqIDo96HKChKIhLGiICA6ntVcA6J+OcceBHfyie2DZsTRvL6d/fIaiPA9zkbj1eE1FMf4FoczZcIwju9LexCuxS+w2ieHxAKqm0bCtxKJf//Zdz6F5e5mlEn7x4kXcbveGprJnwvRONm1J15oMf/SjH+Vf//Vf+fnPf87evXtzeKSbCxs+IV5Ko1pqeu/xeEilUtftDXyjyAySqVSKrq4uDMPg+PHjuFyuLFulXMwQmaJMO3fuvOU2MKIoUlRURFFRkTUH6/f7reTBrLaZwhFXgmmrVF5ezq5duzb0wrNamPelKIocPnw4J1ScG/VAzBUMw6Cnp4eZmRkOHz6ctZERBIHPvu4O/uxLJ3m8z49KeuOjCRKCoS8ESyVNtTJYUI9WEGx2RJcXORHG5rJhsDCDlLHBnUsZ7HKtnOwH5iNcmpzh8J4GTvUsCmuNZtg0AFwOhNKCHBPL1SVtC5cplJA5tLuOjp5LtDTXIoqi5cu3Y8cOksmk5ct36dIlHA6HVU3eaJZlpnaBOZe3FqRSKV75ylcSDod59NFHyc/Pv/aLtrCFNWLp+mUYBv39/RZtuKyszLJh1DRt3dkymbE+swh/+PBhSzwr1xaK3d3dFBYWbgjlW6/XS0NDQ9ZYj9/vZ2BgAI/HY2mMXC32LGWBbTbGzUowDIO+vj6mp6ezisRrRebYWqalk2nhZMb6oqKidWkgmHvN/fv3L+t2v/aZO3DZRT70gwvouoCi6QgYuCWBpC4g2uxIqGgLKYWhLcR6hxs9GUdCQ0dCEER0OYHgSMd3weEGwYbTYSe1xFc43+smMjpNW1M1cxmxfum99lTvMLvrtjE5M7/snOoqS9IaIoJAUjVwOx3ous7u+iocdhs1NTXU1KTp05mjA7quW6KnJSUlG+q+VRSFjo4OXC5XTpLhT3ziE3zyk5/kJz/5CQcPHszhkW4+bPiEOBORSITOzk7y8/Mt03u4PnuEtcL8rEgkQkdHB4WFhZZlwHrNELW0tGw4Q+zMOdjGxkaSyaQVMC9evGgla+Xl5VnVzWAwaM1Zb0ZbpZVgdru9Xq8lpLYe8Hg8y4RRAoEAnZ2dlgei6S+91mMwmQ+RSIQjR45ckaL4j688wh994QQnBgLICBi6htMukdIMBJsdXU1hIC1Qq9JBEkCQ7NgEA90ATZTQlSTCgkJ1UUkJT164xMGmGs4MLAptlOR7uTQRBEGgfzxoVY7N+eFMzISj7K1vWjEhng1FrP/u6BmmbVc9bbvqlz3P5XJlUdlnZ2cJBoP09PRYHp8mtfpW0v3D4TAdHR00NjauORmWZZnf//3fZ3p6mp/+9KcUFhbm5iC3sIXrgKmXEY/HueOOO6xinLmu3YyE2ByPWiqe5fF4smK9IAg5sVA8d+4cdXV1NDQ0bLi4mDnWo6oqMzMz+P1+Ojs7EUXR0hjJLBSacdHj8dw2LLDMuJhrHZdMrGTpFAgEsmKPWZzNRbJmznZfbV79oeMNKLrB3/2wB4dNRFZ1UpqRnpQSRSQkVEVFkGxpi6YFCE4XogB2dFKGmDUiJTo9dA4M0bqrnhNnsy0TpxbGnjovjnGwaTtnBtKOE2P+7OK3IAgYCEzPhJYds2QsftZkMMSRvQ1omobDnr122Gy2LGZeOBwmGAxalmUmO8KkVt+q36fZGXY6nRw8eHDNyfDDDz/MRz/6UX784x9z6NChHB7p5sSGtl2CRSsGU7CqoaGBHTt2ZN2QMzMznDt3jjvvvHPdj+fy5cuMjo4Sj8ezjmU9ZohCoRBtbW2bjq6YmawFg0HsdjtlZWUIgsDly5fZt2/fmj1RNwoyrRb27NlzSxbKzIAZCASQZTlr7vh6A6ZJ/U6lUrS3t6/q9X/0+RN0j84SSWkL1gvphVpXFQRBxDB03DZI6uamSMcwBARdRcJAlpNIrvR97hQ0wqM9lOR7SMZjROJJAA7vruNU36j1me1N1XT0DHFkTz0nF4Q1MnFkTz2hcJS+kexxCp/LQTSxOPaQ73Xx8F+9hmcfWh1VyDAMi1odDAYJh8Pk5+db1/xm2piYhbn6+voVFSGvB4qi8LrXvY6LFy/y85//fMMV4bZwe0NVVTRNIxaL0dnZidvtpqWlZRnb5sc//jHPfOYzr8pCygUSiQRPPPEEXq8Xj8dDS0tLzsWzIE3DHhgYYO/evZvObjAz9vj9flRVpbS0FJ/Px+joKJWVlbeNrZKqqpw+fRpVVWlra7slXcPM2LOSpdON0NGHhoYYHh6mra1tVQXQz/1ygE89dpFoSsPQdewSqLqpBSJgaCqiZEPPYH0Jmowu2vCKGpFE0vIiBkiN94KusquqiJ7hCQAqivKYnotYOiPlhT7C4QiFPg+Ts8sT39bmWpySwG/OZVOv99ZVcmE4I/4bBv/7lffwlofuXvX1MZligUCA2dlZnE6nFeuLiopuGpNDVVU6Ozux2+20tLSsORn+t3/7N9797nfzgx/8gKc//ek5PNLNi03RIR4YGGBoaMgSrFoKm812UzrEhmEwOztLJBKhtbV1XcSzUqmUJV517NixDUXVWC2WVjdnZmYYHBwkEokgSRLBYBBRFDeUquKNwFTzzbRauBUwr2VJSQm7du2yAubly5e5cOHCdVk6qapKV1cXAIcOHVo19ftfXn2U3/vnX3Nhcp4UNispFkQJBAHBgKSmsyimJWKoKQS7E81I069MpHQRBJGZcJz25u2cWvALVpYIZHVcHOPAju3LFCpNTM+EwTCw2yTrtdvLixhbQq8Ox5IcbFp9Z9W01Mi01TCp1cPDw9hstixq9Xp1RsxkuK6ubs3JsKqq/PEf/zE9PT089thjW8nwFm46BEGwxBtramquqJdxs+J9OJzuUJWUlFjFzlxbKPb39zM9PU17e/umZGMsjT2RSITh4WEGB9PWd7FYjLGxMcrKyja1Qr0sy1YycujQoVu2b1kaezKTNdPSyYz1BQUFV02aTKGziYmJ66J+v/aZTcRknX//n0HiMiiahigIIEoL9ks2dE3BbbdZYlqapiFKDuKGiMuuIGcky6LTjZ6IEE5qFnW6rrKE6fmo9Zn++ShHd9Wia/qKCbHTZqOzbzitNJ0R3/0Z77FwAanbVraq8zSxElMsEAhw/vx5VFXNebd+JZjJsM1my0ln+D/+4z/467/+a7773e9uJcMZ2PDZyOnTp5mbm+P48eNX/MHeDMq0KQwRDAbxer1WMpwpnrXWGaJoNEpXVxeFhYXs3bv3tqAYQdqOSlEUjh8/jq7r+P3+LFVFk261mVSmzVmT5ubmWz7bnYmVkrXVWjrJskxXV5dVgbye+08QBL78x3fw4Kd+yUV/BFkX03PBomjNDhs62DBQWfiNmGrtgojDlUcqGU13iQUhbdeQitF5cZyDTbX0j07SOzq97DNnokmUVHLZ8RT6PNZccUvDNroX6FbbSgqXJcR120opLrhxFobT6aS6uprq6uqsjklvby+yLGcph+ZqUxiNRuno6KC2tpaGhoY1vZemabzpTW+is7OTxx9//LaxQ9nC5sLly5c5d+4c+/btu6ofuCRJqKp6xb/n6lh6enoAaGpqAsi5heLZs2ctAcbbQcFdEATC4TCBQIADBw5QUFCA3+/PEokyY/3NZNGsFfF43FI43wiz3ZlYmqwtdQQxO5lLmw+GYdDb20swGFymD7IavOm5O4mkFL5yYoSUaqDrBqJAWjBLsgF2kooC0kJBXVi8ZorkwUiG00Jbgpj+/0SEydkwR3bWc+LcRWIr2C2d7LvM0Z0rOycE5sMomo7LsbiHrCjOX5FG3b67/rrONRNLVdkjkQjBYHBZ88FkSeTiHjebFDab7br3ZUthGAZf/vKX+au/+iu+9a1v3RRW7WbChqdMj4+Pk5+ff9XKi0ltuuuuu9ZlkTUTBU3TqK+vZ3BwkGc84xk5pU0Fg0HOnj17y7uNuYQ5B6YoCm1tbcsS3lgsZiVroVDIWkzKy8s3tBLl+Pg4vb29K4pPbGRkBsxgMJjlgej1ejlz5gxer3dNQg0pReOeTzzBdCiOohkIho7bLpBY2L+KuoJNkkhpoMtJRMdigiihIRkKKd2GFvajRYIAlBZ4qSvxcbJvuf9wU3UZxT43J85nU6Xammvp6k/Tq0UBqop9XPbPcXh3fZYYF8ADzz7MP/7v37+h870aDMOw7vFgMEgoFMqJcmg0GuXUqVPU1NSs2StQ13Xe/OY38/jjj/PYY4+teQZ5C1u4UczPzyPL8jLf9qX45S9/yZ49e9aFxWAmChMTE7S2tnLy5EnuvPNOHA5HzsSzzNlal8vFwYMHNzVLysRS3+SltkqyLGeNUZmF2fLycgoLCzfsfsfUramsrLzpDh9rQaalUyAQIB6PW4XZkpISBgcHCYfDtLe3r6kY89avdPHznkmSiophgEMCWUt3fw1NxeeQiCoGhmH+dtL7Cq+kImuQUlRQZZTA8MLfYX9tGecujaHp2amJIAjsqa2gZ+gyesbfTNslk2TW0lBB98AY7bvq6ezNjvUlBT66v/SBdfkeTaaYSa222+1Z1OobSWTNZFgURVpbW9fcJPvv//5v3vjGN/K1r32NF77whWt6r9sRG34lrqiouGb31wwo6yG0YS6IBQUFHDhwgHA4jKZpOU2GL1++TH9/P3v37r1tZmuTyaQV9A8fPrzi9+L1evF6vdTX11uLid/v59KlS7hcLquaXFBQsCECUabVQltb2w1ZLdxKXMkDcWBggHg8jtPppLCwkFQqdcNB0mmX+Nobns49H38CWdWIyRpJdYEqjYAo2UhpBk4JknZHlrq0XTBI4sTQkmBbLJ4EQzH21688W1eS7+OpnmF2VJczOO63HrdLiwm9boDb7UEQ5pkMrlAxXkFQKxfIFJ5raGiwNoXBYJDR0VFEUbSqyav19I7FYnR0dOQsGf7Lv/xLfvazn20lw1u45cjPz7dUpK+G9WKEmTOippCXx+NBFEVkWbbi11q7g/Pz85w+fZqKigp27ty5obqNNwqTPTc/P39F32SHw0FVVRVVVVUW7dTv91udTLNIuNp18GZgdnaW06dPW/oMG2EPslpcydJpamqK3t5eRFFk+/btKIqCy+W64XP72O+28dA/J7g4HSaaUpE1HbddJKkaCJKNqKzhsQvEVRFdSY9IAcSSCthdCBIY6uJv3jDA6/Gkf+N6NgukubqMCyPTHN3TyInzg9bjjVVlnL64KL55cWKO8qJ8bNLy31b7rvX7HjOZYpqmMTc3Z4lwyrKcRa1eDRtS0zTLuSQXyfC3vvUt3vjGN/Kf//mfW8nwFbDhE+LVYL2UJ03qSV1dHU1NTVZlWJZlxsbGKC8vXxPN15whmpqa4tChQ5tyhmglRCIRurq6KC0tZffu3asK+pmLialiGQgErOqYGTDXcybzajAtQKampnJqtXCrYAZMm83GxMQE27ZtIy8vz/LkW0sns8jr5D//+Om88l+fJKFoaAb4HBIxWUc1BDB0UpqAXTCQFcUKkqIggAGiw4Ugimhz6fdzOWyc6L3MvoZqzg+NZ33WXCSeLgyLNkRRsCrHo0v8hy+O+Xl6y07+p6t32fGuhUJ1PcjcFOq6zvz8vGWhlUqlKC4utirKK1GrY7EYp06dorq6msbGxjUdi67rvOMd7+B73/sejz322Jpp11vYws3CelCmTVqsy+Xi+PHj2O12DMNAkiTGx8eprq5es7jl1NQUFy5coKmp6bYpPpm2SqqqcvTo0VXth5bSTpeugyUlJZSXl6/rTOa1MD09bfnxVldX35JjyCU8Hg/V1dUEAgHy8vLYvn07s7OznDp1ytK8WKoSvlo88kfH+e1P/Q+XZ2PEZFD1DE0PQyeh2fHZdcKpxcftDieKQVpjxOVFsDsxlLTQZSQp0767kd+c7c/6nKL8tIje6UtTbCspYHKBDi2S3UmOp2Qaq6vwzy0vfh+6SbHedP0oLS21dF2CwSDj4+P09PSQl5dnxfqV9leapllaLrlIhr/3ve/xR3/0R3zxi1/kRS960Zre63bGhqdMm8qT10IulScNw2BkZISLFy+yf/9+tm3bhmEYGIaBqqpcvnwZv99POBymoKDA6rpdT1dNVVXOnDlDMpmkra3ttpghgrTi95kzZ3JWVc1MHPx+v2U5YAbMXPj9ruYYTNXv9vb2dVc3vVkIhUJ0dXVRU1OTRdPPVAmfmZm5YQ/Ep4ZmeMMXTxJLqRi6jschklD09EyxZAdDx1ASYE/f+4YqW7ZMsKA+qSm0N2+nc2CCbcV5BGdnLb/CQp+b+eji/PDRXds5cX6QAq+LUHT5XHFrcw3+4CzjgTnrMZfTTs9/fQS77dZ1JQzDsCr4wWCQ+fn5ZR7T8XicU6dOUVVVZRXn1vJ573nPe/jSl77E448/zq5du3J4NlvYwo3BtDi6Fjo6OigrK8tZUjk7O0tXVxdVVVXs2rULURStWG9uYmdnZ3G73avy3l0KwzC4dOkSo6Oj7N+/n7Ky6xP12agwqd9ut5sDBw6suRmROWLi9/stBWWTKXaz4q5pQXTgwIHb5rsy7XrMOVTzu1rqUHGjlk6xlMpd//AY8zEZVdOxiaDqxmKsBxyGTCqjB2foajohBpTZcfToLMV5HuaiSURRoLbEm8X62lFVyuBEutC9r76ScwPpEaryfA/+UDzrePI8LpqrSuhYQpn+6gf/jKcdbL6eS5dzZI4PzMzMYLPZsiwzAbq7u9F1nfb29jUnwz/5yU94xStewWc/+1le/vKX5+IUblts+IRY07RVVYN/9rOfcfTo0TV37nRd58KFCwQCAUuG3lSSXjpDlOm9Ozc3Z4lGmDOwVwqYiUSC7u5unE4nBw4cuClJ3c3AxMQEPT0960b9Ni0H/H4/gUCAaDRKUVGRlTisR1HBpNEpirJqC6LNAJMOZvpBXwlrDZhf6xjlQ9+7QExWMAwDr10klpQRxHRgdIoG8WQC0e5Ki9MZumXZpARH0eMh9jVs4/xwWlDr6K5qfrPgV3h4V7YNk8thw2szKPK6uDgxy1Ic3VNPKBanb2jcEsI7vr+Jr/3tn1/HlVt/mAUJ83+CIKBpGiUlJezbt29N64VhGHzoQx/iX//1X/n5z3/Ovn37cnjkW9jCjWO1CXF3dzcFBQU5YTWMjY3R09PDrl27qK2ttQrfS8WzMr13g8Gg1VUzZ2Cv1FXTNI0LFy4wPz9Pa2vrpmcWmTBHycrKylbNArtemPsrcyZzaZEw19TXzMLFai2INgNSqZRlY3bgwIErJlhrtXQam4vz4Kd+STihoBs6HrtEXFYXjCUEwMCQE2BPs590JYm4wA7TonOos2Mc3V3HU31p+nNDZTFDYxNprZMCH4FQFFj8zvfXljA0ESCaWL5mHNyxnaGJaZySSGA+AoAkivR89cN4XBtHvNXcX5kJciqVQpIkbDYbra2ta2alPPbYY7z85S/n05/+NK985Ss3Fe3/VuC2SYgff/xxWlpalok5XA9kWaa7uxtVVWlvb8flcmXZLAiCcMWFX1EUayEJBoPWDOzSanIoFKK7u5vy8nKrGr3ZkRlIWlpabtpsbSKRsK65WZAwNym5UPgzxdSWVlU3O0yF7F27dl0XHexaAdPj8ax4zT/8wx7+++QIkaSMADhESKn6gj+xgV2EVCodHLOCZCRICdEF+4UFiwZBoKEsj4tjU7Q0bef0QDaFur7UR2Geh67+yyxFw7ZihiaCHN1Tz4kFv8I3vez5vO3VG5dCFIvFOHnyJC6XC03TSCQSWdTq6ykCGYbB3//93/OJT3yCn//857S0tKzjkW9hC9cHwzCQ5eXqsktx9uxZXC4Xzc033ukxDIO+vj7Gx8dpbW2lpKTkioXvpdB13ZqBDQQCGIZhxZ3MkR5Zljl9+jS6rtPa2rqpXBSuhmAwyJkzZ2hoaLhps7WKolgFCZO1ZHaOc+EFaxgGPT09BINB2tvb15yIbBQkEgk6Ojos55LruU5L/XdXY+l04lKQN3zxFAlZxQB8DoFILGl1ib12iMUT6JIDQ1kU1RQ0meR4HzXlRVwOLFKdj+6s5jfnLnJ0dz1P9WaLanqcNvZsL+FU7yhLcWxvAyfOD3KgsZozF9OvO9hUww8+/perPv+bDdNaKZVK4XQ6CYfD+Hw+K9ZfbxHol7/8JS996Uv5+Mc/zute97qtZHgVuG0S4rUqT0ajUTo7O8nLy7PoPzfqOWiq+ZoB06Sc2u12RkZGLKue2+EG1XWdnp4eZmdnaWtru2WBxOyqmQHTbrdbAfNqFfwrIZFIWPfD/v37b4vCBaTn2M6fP58ThezrCZiv/uxvuDAxRziRNl2yGSoq6Y2jDR3FAF1JgaFbQdIt6ux0Ra2KsYn6iiL8wSCyoiGry8cpjjRX89SFS1mPpZUoE2AYOOwS5QU+Lk/P8IX/+8c898jG7JImEglOnTpFeXm5pXCaSa2em5vD4/FkXfMrrSmGYfDJT36Sj370ozz66KMcPnz4Jp/NFrZwdaw2Ie7p6UEQBHbv3n1Dn2OyfmKxGIcOHcLr9S6zUFztem+KE/r9fvx+vyWeU1BQwOXLly2rno0iFLVWmA4Lt1IA1OyqmfsrTdOspKG0tPS6C9eapnHu3DlisZjVCLkdYO5pzebLWvabmQ4VgUAAuLKl0xd/PcTHf9KXFs4SBHw2g6ic/l05JYOUJqDJCQQEhAy2U63h5+JYIOtzHTaJUp+NAo+b88OTy47r2S07eOzUhWWPN20vY+BymlV2eFctJy9c4g9efCfvff2DN3wN1hO6rmcxEW0227LRNVEUs6jVV7vPf/3rX/PAAw/wt3/7t7zhDW+4LXKNm4ENnxCvlkb15JNPsmPHjhva5JviWbW1tTQ3N6cl428wGV4Ks5psytxnKv1uJEXFG0Emnbi1tXXDBJJM83Szgp8ZMK91zU06WEVFxZoDyUbC2NgY/f39HDx4MOeWJdcKmKIocu8nfsFUKE5C0XFIoKsaqiGgayqiZMMwdPRUHNG50PU0DCpUP6NTwWWfd+eBeh7r6Fn2eH1lCbPhKIKuMh9ZnCtqaarh9MXFCnNTdTnDE9N0fekDFPo23ky4mQyXlZVd8R5UFMW6z4PBBYuqBSGPkpISi1ptGAaf+cxn+Ju/+Rt+9KMfcfz48ZtyDr/4xS/46Ec/SkdHB5OTk3zzm9/k/vvvt/5uGAbvfe97+Zd/+Rfm5uY4duwYn/rUp7Zo3P+fYrUJcX9/P4qi3NB9YopnOZ1OWltbLfEsXdfRNG1Nsd5k0IyMjDA5md68m3oXZWVlm7pDnGmrdDNZYNeCYRiW97Hf78+yF7qSOGEmTFEws4t/u4xEhcNhOjs72b59Ozt27MjpHuZqlk7mNX/XN8/wk/OThBJKuggt6Mi6gKEvjkRpcgJBkqw54mafwrme/mWfd7ChkjMXh7OslkwU+9xUFfs4OzhmPeZxOUgkU1Zxy+20U+Bx8n//8AHue0Zbzq5DrmAmw7Is097evuJIlKmlYybIyWTSGhcsLS3NYoqdOnWKF7/4xbz3ve/lz//8z2/a/vV2iPe3BweUG1OeNAyD0dFR+vv72bdvH1VVVVm0KcMwcmKrNDU1RSqV4tixY+i6nqWoWFpaelMFonIF01bJ6XRe0VbpVmGpimWmvdC5c+coLi62NilLA+Bmtlq4GoaHhxkaGqKtrW1NYwVXwpUsnQYHBzl79izFxcV89N46Xv+1i+iGQko1cNltKCnFok4Lgojo9KLL8XSXWBCweQuB5QlxOKlQU17MZX/2rHBFUR7DUzO0N1XT0bPYJXY5su/PgXE/9z2tZcMmwx0dHZZC5ZXuQbvdTkVFBRUVFVnXfGhoiLNnz/Lxj3+co0ePIggCn/70p/n+979/05JhSNO9W1paeO1rX8uDDy6vzH/kIx/hYx/7GJ///OfZuXMn73//+3n+859PX1/fbTNruYXVY7VrrSRJJJPLRfOuhbm5Obq6uqisrLTmXnNV+Ib08YdCIaanp9m3bx+FhYX4/X4mJyfp7e29YQHOWw1TV2Vubu6Ktkq3CoIgUFBQQEFBAU1NTcTjcfx+P1NTU/T19ZGfn581A5v5/ZqztS6Xi7a2tk3dnMjE3Nwc3d3dFqU911hq6RSLxQgGg0xPT9PX14fP5+O1B8s4N+ZMFyySKpLNBkkZQZQwdA1BlJAcbtRkFNHhRBBEhuYUivI8zEWyBbKcDjuH9zTyVIbVEpgiW0HsNhsep4N4Kl1Ma6ou58zAIo06kVKoLS/myN61OTOsB3Rd58yZM6RSKQ4dOnTFHEAURYqLiykuLmbnzp3LrvnXvvY17HY7+/fv573vfS/vfOc7b2oyDLdHvL9tOsTXqzxpUn2np6etJGG1M0SrxdVmiExFRZNqZQpEmQFzI1eTTVulkpIS9uzZs6noxOY1DwQClkq4GTCj0Sjnz5+/7tnajQyzsj82NkZ7ezv5+fk3/RhMmm8gEOD06CwPn1GIKToYYBdJ054Nw6oU60oSEQNDsqMlwrRVOjmZEQzz3E6Sisq2Qg/DE/6sz9pdW0Hv6DSGYXCwvoIzA2m6dV1FMSNLOs2/f/fT+cCfbCwKVTKZ5NSpUxQXF7Nnz54bXn9CoRAPP/wwjzzyCENDQ9TU1PA7v/M73HfffTz96U+/6cU3QRCyKsaGYVBVVcVb3vIW/s//+T9AeoNaUVHBhz/8Yf74j//4ph7fFjYGUqnUNZ8zPDzM7Ows7e3tq37f8fFxLly4wM6dOy0RQTPW5yIZNm35JicnV9QySaVSVhfTFIgyY30u9C7WC4qicObMGRRFoa2tbUPvS5ZClmUr7szMzFgjPeXl5dhsNrq6uigqKrru2dqNDHO+e+fOnWzfvv2mf74syxZTbHLaz3t/IxNK6Wi6gSCArqrpWC8tqFzLCRBEJJuEqsjsL4auCwNZ77mrppxR/xw2LUUovrg+HNtbz4kLwwAc3bnd8iY+urdhWfJcv62UX37mHet45tcPXdc5e/YsiUTiqsnwtaAoCl/96lf5whe+wJNPPonb7ealL30p9913H3fdddct2fNt1ni/cdp6V8D1VI1XY88Ei+JZiqJwxx134Ha7b3iG6EqIxWJ0dXVZM6hLq4+CIODz+fD5fDQ2NpJIJJZVNs2AuZFsfkxbpbq6OhoaGjZsIL8SvF4vDQ0NNDQ0ZG1SBgYGMAzD2qCkO5ab69yWwhSO8fv9HD58+JZV9j0eD3V1ddTV1dHSoqDl9fDw/1wmqegohoC4oKJsJsSiANhc6EoSweagZyJERVE+03NhAHbVlHHq4jijM1GO7m205oULvG76RtNzQ4IgMDkXxety4nTYliXDAMf2bayKca6SYYD8/Hzq6+vx+/18+9vfRtM0vvvd7/Lyl7+c0tJSzp8/n8Mjv34MDQ0xNTXFC17wAusxp9PJnXfeyZNPPrlhAuQWbi7McaWrwWazrTrWm4nq5cuXaWtro7S01FKSNt9jrcmwqqqcPXuWeDzO0aNHV4zXTqeT7du3s3379iy9i+HhYZxOpxXrr6YDcLOxkVlgq4HD4aC6uprq6uosXZfOzk40TbNcQTZ4T2jVML2T9+3bR2Vl5S05BofDwbZt29i2bRv7dZ1tjRO89ktniMkahgGCJKErqqUVbXc40BDRVQVBlDg9PEXbrnq6+oYBqCrJp++yHwSBfbWVnM0Ye5oJxaz/fqp/jF11lfSNTOGfXe4/vNFivZkMx+PxNSXDkGaKtbe38853vpN3vvOdPP/5z+f73/8+73nPe3jFK15BX19fThT514LNEu831wp3FayWMh2Lxejo6MDn81nD65nJ8Fq7wrCYNG7fvn3VnqFut9tKGmRZtjrHAwMDG6aabNoq7dmzh6qqqltyDLmE0+mkurqaVCrF/Pw8dXV11oyZKIoWrfpGzOpvNUya2/z8PEeOHNkwFD273c7rn3+QwZDOT85PEk+pGKKEIOrW78/hcCLrINld6EqKeEqhoabMSogng4s+wufHZqxkuXl7WZYNUzAc53DzdnRNZTYUWXYsx/btWP8TXiVSqRQdHR0UFRWtORkG+MY3vsGb3/xmvvrVr3LPPfcA8MADD6DrOqOjy1U5bzampqYAlmk+VFRUMDIystJLtrAFYPXFb1VVOXPmDNFolOPHj1uFzlwWvs2k0eFwcPTo0VVtbO12u5U0ZGovdHd3IwiCFetzoZ58ozBZYKWlpetmq3QzYY70SJLE9PQ027dvRxTFrNE1kym2mUbXTIyPj9PX18fBgwc3jHeyKIoc3LGdj/yOjb/4r26SKRlEEdFms2jTGhKioaHb7KCpIDkYnolT6PMwH41T4nMyMZuOhedHA7Tvqqezb5jSAi8D49kCXDFZp6I4n+HJ5cXv4xso1uu6zrlz56xkeK1z6/39/dx333287nWv433vex+CIPCsZz2LD3/4wwwNDa0Lbf56sVni/W2TEK+mahwMBunu7qampsZSbc3lDBGkhYv6+vrWlDQ6HA6rmqyqqlVNPnnyJA6HI8v/8GYkx4ZhMDQ0xMjIiGVRcTvAMAx6e3sJBAIcPXrU6qBmeu9euHABVVWzRLk2esA051ISiQRHjhzZkDS3D7+0ld7JCMOBMCnNQLDZ0RUZQZKQdSEdJAUR0e5EkOycvxzk0J4Gpqf9jM0tzhglUgo76iuYnguvqDh9sv8yz9i73Gd5R3U5FcU3n0q0ElKpFKdOnaKgoIC9e/eu+Tf9ne98hz/5kz/hy1/+spUMmxBFcUMESBNLz/V2YGZsYX2xmuK36RJgt9s5fvw4DodjRX/htcC0UFyLF2+m9oIpnOP3+zl//rylnmxqjNysGVezoH+76WhMTk5y4cKFLIXsnTt3WlaCo6OjXLhwgcLCQqsYvlEKyVfDyMgIly5dorW1dcOInWXiuXsqecXxer78myESsgqiiKGpCIYOgohdNEgZIEg2RIeLUDxMa301Z/oGuTQ9n/VeI8EI+V43jdtKCWZ0iAHGgyGe3bKD6Zns1wDccaBpHc9w9dB1nfPnz1sK92tNhi9dusR9993HQw89xAc/+MFlv9Vb3Rleio0e72+bhFiSpKvOGo+OjtLX18fevXuprq7OCo65miG6ePEiExMTtLW15WxhstlsVFZWUllZaakn+/1+Tp8+jSAIWf6H61HF1XWd3t5egsEghw8f3jDD72uFabUQjUaXdVBFUaSkpISSkhJ27dpFJBKx6G3nz5+3Zr1Xo2J5s2Eqf6uqyuHDhzd08v7IHx3n7k88wVwkiWpAgddJPKWiLswbmRDsLgxNoWd8nhrf8vM5NzzNsf076OodXvY3QRCYDkXxup3EEovzR3fs3xgVY7MzbNqzrDU4/OAHP+AP/uAP+MIXvsBLXvKSHB1l7mFS+qamprLsW/x+/5rtwLaweZELyvT8/LzlEmBqXOS68D09Pc358+dpbGykrq4uJ5u6TOGcXbt2EQ6HLZbYuXPnshSr12tdN1lgt9JWaT0wOjrKwMAALS0tWQ4LgiCQl5dHXl6eNbpmzh339/db7LyysjLy8vI21ObdMAwuXbrE5cuXaW9vp6Cg4FYf0hXxly/czYXJEGdGZ4nJGnkeFylFQ9E0kum8GADR7kRPQPewnwPbSzk9mt0FnosmaG+qJhKNrvg5kYTMztpK+kenrMdqK4qpLsu9kOj1wjAMzp8/TyQS4fDhw2tOhkdGRrj33nu5//77+bu/+7sNzeLYLPF+wyfEa1WeNBO6qakpDh8+vKJ4Vi5miEwfuyNHjuD1em/4va6GTPXkzGpyT0+P1cU07ZxyMe9jUs5SqRRHjx7dcMnfjSLTauHIkSNXXZgEQSA/P5/8/HyampqsWW9T3S8vL88qSixVsbzZUBSFrq4uRFHk0KFDG37my+ey8y+/f4Q/+NwJZqMp4gpoSGAoqIaRHSSTEbxOCUVYuUtiCBJetws5kl013lFVysC4n8PN2zl5YVFo42kHm9ftvFYLWZbp6OggLy8vJ8nwT3/6U17zmtfwb//2b7z0pS/N0VGuDxoaGqisrOQnP/kJbW1pKwxZlnniiSf48Ic/fIuPbgsbGVejTE9MTHD+/Hl27txJbW0tgiDkvPBtKvbv37+f8vLyG36vqyFTPbm5uXlZFzPXRVkzuRodHc1pQf9WwzAMBgYGGB8f59ChQ9dMGt1uN7W1tdTW1mb5wI6MjGC327PYebcyATFn48197UZS/r4S/uVVR7j3k08Qn4kRkzVEQQAEQAQMQECwpdlsAhBSRTxOG/FUNhtk1B+iIm85600QBAbG/fhcDpx2Gykl/bqnHbj1sT4zGc5FZ3h8fJx7772XF77whXzyk5/c0MkwbJ54v7F3zAtYTdV4JRqVoih0d3eTSqU4fvw4Ho9nXWaIuru7sdlsq54hygWWVpPNLubg4OA1rYVWA/O87HY7R44c2fDJ1WqRSqWsma8bsVpYOuttBsyhoSGcTudNp7ObyLSQOHjw4KaxkNizrYC3PH83H/z+eZKyikMSkbFjqMriTL89veGrrSihe8hPa3Mt3Rez52DD0Tj11RXM9V7Kery0wMvgeJo6fbC5hjMX06rTT7vFFCozGfb5fDlJhp944gle8YpX8PDDD/O7v/u7OTrKtSEajTIwsKgYOjQ0RHd3N8XFxdTW1vKWt7yFD37wgzQ3N9Pc3MwHP/hBPB4Pv/d7v3cLj3oLGx0rJcQmQ2t0dJTW1lbLcs/0F4a1F75NZ4qZmRkOHz58U9VbTQHOhoYGq4uZWZQ1adc3UozPPK+NZqu0FpjnNTs7e0ONisxZb13XLXbe2bNn0XXdak7kqgGxWpjnZdpgbSTR1avBbhP5/GuP8bLPPMlMJIFNFNCNtA2TOVMsiCKCzUFrbRHdQwFaGuro7M1WjN5W5GFyLo7X5SSWXGR9NVeX0X95ilA0wZFd9Tx1Lh17nt5yaxNiwzC4cOECoVCIw4cPr3mEbWpqinvvvZc777yThx9+eMMkw7dDvN/wtkuQ3jxe6zDHxsaYnJzkyJEjQFo8q7OzE4/HQ0tLS5Z4Vq5oU+FwmO7u7g1nP5Rp5xSJRKyZmPLy8lVVk6PRKF1dXZba7UY5r7XCFMwqLCzMudVCJp09EEjTfDID5nomqOa8XH5+Pvv27duU39c7vnaab58eR1NViz+lqynEBXuGKnuC4clgmuLmdiApMWbC6W5wkc/FfDSJgUBjqYuB8RnrfXdUlTC4IL5RnOdBk1NUlxXxo4//xU0+w0WYybDX62X//v1r/r5+9atf8eCDD/L3f//3/OEf/uGGofU9/vjjPOc5z1n2+Ktf/Wo+//nPYxgG733ve/nnf/5n5ubmOHbsGJ/61KfYv3//LTjaLWwEqKp6TS2QZDLJ448/zl133YUgCJbKczgc5tChQyuKZ61VLNNkFamqSmtr64ZhS5nWQqadk9vttmL9aii+5oiNLMu0tbVtmPNaKzRN48yZMySTyZyfV6bneyAQIJFIUFxcbMX79dTsMNWJY7EY7e3tm/L7+umFKd785Q40XYcFvWlDTYEoIQgCYiqMhxRz0XSyu786j9MLhWyAbYVeJufj7Kzw0bvgKgFwbE8dJy4Mpd/PMNhXW8b5S+N0feG9lBbemlE/Mxmen5/n0KFDa/6+/H4/d999N+3t7XzhC1/YUI2q2yHe3zYJ8eTkJCMjIxw/fpyZmRm6u7uprq5m165d6yKe5ff7OXfuXE5niNYDyWTSCphzc3NWNbmsrGzFSvDs7CynT5+mtraWxsbGDXte14twOExnZydVVVU0Nzev63kZhsH8/Lx13VOplDX/VVpauma6TCbMwo+pBrqZv6/7PvEEA9OLatCGpgBpf2KPHic0N2v97UBdKd096Wrksd21nOhNB8xCrxM5HiWalCnwOAjFsscoWnZUcXxPPe98zYvW/4RWgKIodHR04Ha7OXDgwJqT4RMnTnD//ffzwQ9+kD/90z/d1N//FrawmoRYURR+9rOf8bznPQ9VVens7ESSJNra2izxrFzG+lgsRnd3N16vlwMHDmxY9o2qqpa1UCAQwG63W7G+qKho2XXItFU6ePDghtpcrwXm6JAgCLS2tq47ay8Wi1mxPhwOW5aZZWVlOR2f0zSN06dPW57QudxH3Gy89zvn+MpTIxiaDoKAoWuAnrYjtRnMTU9Yzy3JcxOPzBKNp2iqKmVgYrHg3VDiZnAirSpdWeBman5xZKqswEtDeSFf+9Cbbtp5ZcIwDIuhcPjw4TUnw8FgkHvvvZfdu3fz5S9/eUPrw2xWbIqEWFEUa973SvD7/fT391NXV0dvby979uyxjMlzPUNkqvqt5wzResCk+Pr9fsuo3qwm5+fnMzU1xYULF9i9ezfV1dW3+nBzBlM1s6Gh4aYr7BqGkRUwI5EIBQUFVsBcC90pEonQ0dFBdXX1qu29NjLmY7IlsmUGSUEUcUsGkmAwNzWW9fzW2iK6+oYpzffiz1CcbNtRRceFi7Q1VdOVUVk28ci7XsMzW3et+/kshZkMm7T2tSbDHR0dvPjFL+b//t//y5vf/OZN//1vYQurSYh1XefRRx/l0KFDnDt3jrKyMovxk+tkeHZ2ljNnztyUQmoukUnxDQQCGIaRJcAZj8fp6uracOy2tSKZTFrMwFtRvEilUlbn2OzYm53jtXhMm+N/AG1tbbdF8eKV//prOoZnFppd6Xjvtouomk4imB3r2xvKOXm+n0PN2+m4OG49XlnkY25ujuI8N+OBOZbiT1/yTN72qnuWPb7eMB1MzPGKtSbDc3Nz3HfffdTW1vLf//3fm7oYspFx2yTEMzMzln+sKQqxVDxrrbQpc3YjGAzS1tZ2U2eIcg1N06zkOBgMWo81NTVRW1t72wTIqakpzp8/v2FUM82OvRkwvV6vtVG5HhXL+fl5urq6qK+v33DS+mvByYEp3vClThTdIKUa2AQd1RAQDJUCLUxgflFdMt/tYHeFh19fWO5jd7CulGQiQW+G2iSAy27jk695JiXFRdZGZb1E8DKhKAqdnZ1WN2atv6/Tp09z77338ra3vY2//Mu/3DQb9S1s4WrQNO2alkoAP/rRjxBFkZ07d1oMrVwWviEtXNPb28uuXbus4vpmhMlYMseoTMadWUi4XTpN5qhXSUnJhvBONjv2ZrwXRfGGXEFkWc6KHRuVoXC9iCdlXvD3PyecVFF0cNsgrhgYukZDnsDFkeyk+EhDMad6hlH17JTlSHM1aCmLLp2J//PidtqaqnNSlFgtDMOgr6+PQCDA4cOH12zdFQqFePGLX0xZWRnf/OY3N6SN5u2C2yIhNjsvoVCIZz7zmesinrVRZ4jWCjPJDwQCFBUVMT8/bwXLmzH/up4wrRYOHjyYZbWwUaAoikUdyxVnAABoXUlEQVRxm5mZsTwpTYrble7ZmZkZTp8+TXNzMzU1NTf5qNcPsViMjo4OOuac/HvnDIqi45QgpaV/w9vzRIaGhrNe8/TdVfyis2fZezVUFjMTDDAfjWc9ftfRvfzjn7/MEkObnZ3F5XJZ9/t6iKGZybDD4aClpWXNa9H58+e5++67efOb38y73vWurWR4C7cNrpUQm6rBg4OD7N69m/r6egzDsOI9rL3wbX7G2NgYLS0tt43iMqST/J6eHkpLS0kkEsRiMUpKSqxEbbN2nubn5+nu7mb79u3s2LFjw62Jma4ggUAARVEoLS2lrKyM0tLSKxYlksmk5USQC72JjQJN0+ju7mZsPsVHTkSZico4bQIpNb3Pt6PhTM4yF01Yr3na7mq6egeJxlPL3q+9oZRTPdkJcb7Hxcl/eRvhUHp8zWz8mLG+uLg45532XCfDkUiE+++/H5/Px3e/+93bJu/YqNj0CXE8HqejowOHw0EoFOIFL3hBlrpkLirFJr3IFMG5HegqgCVGkik8YQpGZFaTM+dfN0M12TAMBgcHGRsbo62tbUP785nQdZ25uTkrYGqalhUwzXtuenqac+fObZiOd64QjUbp6OigqqqKpqYm3vXNM3y94zIOUUDW0r99Q5Vp3+bmqYXA19ZYSdfQNK21RXQsCYZHd9cgywqdFy5mPf6RN/w2v/vcI9a/VVVldnbWquID1nXPhXqoOeNos9lobW1d84amt7eXu+++m9e//vW8733v23Abvy1sYS24WkKsaRpnz54lFAqhaRptbW0UFhZasd5MhNfymzD96SORCG1tbTeFPXIzYBgGQ0NDjIyMcPDgQUpKSoD03saM9eFw2BrnKS8vX/Nm/mYhEAhw9uzZTVMgNgyDSCRijVHFYjGKioqsooSZ9Jj6ICat/XZZ61VVpbu7G8MwaGtr46c9Ad76X53ohoGEgWaAoevsL3fQveAaUZbvIZRIsb+mhJPnsmN6Q2URsaRMNDRHNLGYLL/oaQf51Fsfsv6dqe0SCARIJpOWGFppaemak03TCsvv9+ckGY7FYjz44IOIosj3v//922Yt2sjYFAnxleaKZmdn6erqoqqqivr6ep544gle8IIX5JQ2NTc3x+nTpzfdDNG1YNoP2e12Dh48uGKiaxgG0WjUCpixWCzLzmkjUjcyrRba29s35SJiGAbhcNgKmPF4nOLiYhwOB9PT0xw4cGBTza5fC+YsdGZ13zAM7vvkEwxOR3HbBRKKjqHrOI0UBZLMfCSO12UnEE6kVaflRdVpgJqyAi4H5mlrKKejJx1UBUHg1L++nbIrKE4uVQ81r7tZUb7egJmZDLe0tKyZaXHx4kXuvvtuXvnKV/K3f/u3t023YAtbMKHrOoqiLHvcnA01xbNOnDjB7t27KSoqQtfTYjxr/T2kUim6u7sRRZGWlpZN2y1dCl3X6e3ttUa98vJWXv+WCnD6fL4sO6eNuPeZmJigp6eH/fv3U1FRcasP54Zg2mj5/X7m5+fx+XwUFBQwNTVFVVUVO3fu3JDX/kagqqoleJZpe/neb5/lP0+O4hSxusR6KkZbtY9TvSO0NlbQPeQHYH9Vtur00V3bearvMu1NVZw61289/sk3v5z7n9l6xWMxtV0CgQChUAifz2cVJXw+33Vdc9P2zfSFXqsVViKR4GUvexmyLPPDH/7wir/ZLeQWmzYhHhsbo6enh927d1NTU2MpTz772c9GFMWcJMPmYrvZZ4iWwpy1KSoqui77IbOabC4gBQUF1gKyEbzwzA5CIpG4rSwk4vE4/f39VgfTvO7m/OtmDpam+repap6JkWCM3374l8SSCnZRQNEN9FSMpnIfHiNJ10KABNhfW8rpBdXpndvL6B9L/83nduJCwT8X5sjuer7+/j9e9bFdKWCWlZVdc97bDPyiKNLa2rrmZHhoaIgXvvCFPPjgg3zsYx/bSoa3cFtipYQ4FApZSvqmrdyTTz5JfX09paWlOYn1kUjEshrMtSXfrYSqqpw5c4ZUKnVdMVFRFGvtCwaDlgDnzZrDvBZMcdOhoaHbitauKAojIyMMDw8DLBvn2cz3pan+vVKB2DAMXvyPv+DiVBivQyIma+hKCq/NYH+FkycvXIaFe67Y5yIVDRGOJXDYJJwOicgCjbqlrpSuvmHsNonOz76TAu/qurSm4GwgEGBmZga73W5d96uNr5nHPjAwwOTkZE6S4WQyyUMPPUQoFOLHP/7xpmA43i7YdAmxydEfHx+ntbWVkpISa37oiSeesHz4KioqbvjGNCm3ly9fzqIX3Q6Ym5uju7ubmpqaNc3amGqKpv+h1+u1qsnXW13LBTJVGG+G1cLNQibVrb29HbfbbW1UTKVwsyixETYq1wNzo3s19e/Heqf4sy93omo6gqGjKTJH6oowdIUT5y9lPbe9rpiTFy7R3lRN58CiIMeemjIuDAzz16++hz+87xk3dKwrBUyTWr1UIEXTNEvgLxfJ8OjoKHfddRf33nsv//RP/7SpN0Vb2MLVsDQhnpqa4uzZszQ1NVFfX2+xR7q6ugiHw1RUVKx57TMpt+Y6tJnW0KshmUzS3d19VRbYaqBpWpadkyRJVsy5VrKwHjCpqVNTU5te3HQpTH2QpqYmqqurLaXwYDCIYRiUlpZSXl6+6bRdTJ2fqwmDzUSTvOQff0kwksRlE0ikFPZVetANg7N92bG+tb6MjvMXF1SnF7vFBV4XopakpbGaz7/jNTd0rKZCu7nPUlX1ivPeZq4wPj7O4cOH18xIlGWZV77ylUxNTfGTn/yEoqKiNb3fFq4PmyIhNueKTBP5eDxu0WEzxbMybYVmZ2ezKD8ree5e6bPMGaLW1tZVv24zwFRcznXHW1GULDsnh8NhXfebkaSZfoqmt+tmChRXg0nDmZycpL29fRltJnOjEgwGEQQhSzBiI18HUyXb9PG+Gv771Cgf/eEFFNXA0FXi8Tg2UWC712BwctGT0OO0U50ncvHyNNoSJcpjO6v5xBsfoLJk7dVWc97bDJiKoljCNMXFxZw7dw4gixJ2o5iYmOCuu+7iOc95Dv/yL/+ylQxv4baGGccNw+DSpUtcunSJlpYWysvLs8SzNE3L0lwwBQnNJG01MccwDEZHRxkcHGTfvn2blnK7Em6UBXYtrKR1YSbHNyNJ03Wd8+fPEwqFaG9v3xDMtFzB7/dz9uxZ9uzZQ1VVVdbfMrVdzPlXM+aUlZVtaHq/LMt0dHTgdruv6bAwOhPlFf/6a4KRFC5JIBaNgCBwuLaAExeWJMU1hczMhRiens16fG9tOa99QTsve/ahNR975rx3IBAgGo1SWFhoXfeJiYmcJcOKovDqV7+aoaEhfv7zn99WjbjNgk2TEJvUSqfTaXUAryaeZVJ+zCQts3N8pQ7m7TpDlOmdvN6Ky2aSZi4gZpJ2vVYDq4UpPFFcXHxb+Smapu4zMzMcOnTomoHfVLE0r7sphmYu3BupYz43N0dXV9d1iaC899tn+M+nRnHZROLRCADbi71MTIyjqIvjFM/aW8Pjp86wdFW7Y08d//nOV+bsHExkztkHAgEikQiSJNHQ0GDN3t0opqamuPvuuzl27Bif+9znNnSBYwtbyAUMwyCRSHDu3Dnm5uY4dOgQeXl5V7VQNJO06elp/P70qISZHF8p5phztYFAgNbW1tuKljg7O8vp06etMZT1KkibWhemxkgymbQ6aesRc0z6tyzLtLW1bUgNkxvF5OQkFy5cWJU+iGEYWeM8phjaRhpfM5FKpejo6MDn861aJfuJvmn+5IunEAwDVU6CrmGXRCpcGiMZyW9bYwXDl8cIZlgxAjjtNk7+05+Tv0q69PUg0zZzZiZdjK+qqqK6unpNzR9VVfnDP/xDzp8/z2OPPXZbacRsJmyKhDgYDHLy5EkqKystfzmzUrwa8SxVVbM8d80OZkVFBfn5+QiCQCQSobu7O+cV1VsNXdfp6+vD7/ffdHpRptWA3++3lJNNxeq1bvBDoRBdXV0b1mrhRqHrOufOnSMajdLe3n7ds9BmkmYWhMyqpjkDdivVQ01K2K5du6iurr6u1774k0/QPx2l0CUwO59Oig/VFfHU+fTscFWxD38oTltdCb8525/12o/80X38zp0tuTmJFWDaSKiqSmVlJTMzM8zOzuLxeG7IAzEQCHDPPfdw8OBBvvjFL942yvZb2MLVkEwm+c1vfmOJ7jidzuuyUDQMw+pgmjFnaQdTURQrsWptbd00asqrgZlY7d69+7rX17XATNLM6x6NRikqKrJizlr1PGRZzpo/vZ3Ww8uXL3Px4kVaWlpuqCuYmaSZMce87ub+9lbAtIwqKCi47j313/24h3/7xSA+p41wKARAXamP0cuXUTUdSRSoLsnD53JwtjdbdfrFd+zjk2+8P5ensgyXLl1iZGSExsZGIpHIMkun62FLaJrGG97wBk6dOsXjjz9OZWXleh76Fq6CTZEQz87OMjMzQ21tLYBVKb4RJemV5mHy8vKYnZ2lvr5+XSuqNxuapnHmzBlLZOpWBv7ManIgECCRSGTZOV1vNz4YDHLmzBmampqs++J2gPmdpVIp2tvbc8JSMFUsA4EAc3Nz1rz3asShcgnzO9u9e/cySthqMB1O8MKPPY6sGdi1BPFU2p5lT5mTc0MT7Kst5fzlGWySSJVXYGgiLULmczk48U9vxutaH8aHpmmWR3l7e7u1WVNV1WJLZAbM0tLSq1o6zczMcO+999Lc3MxXvvKVW9bdV1WV97znPTzyyCNMTU2xbds2XvOa1/Cud73rtikYbmFjQZZl+vr62LFjB5IkXVfheylWshAsKioiEong8/k4ePDgbZNYGYbB8PAwQ0ND684CWw0SiYR13UOhEPn5+VbMuV7WTCKRoLOz87bz4oW0WOLw8LBlIbZWmM0fM+bcqnnvRCJBR0eH1WC6kT3Giz7xBBf9UbbniYwGwgAcrivixPkBjjRv4+TAVPqx+hJOZFgxfeltv8cz9jfk5kRWgKnpYrJXIJ2TZDpUrNbSSdM0/uzP/oxf/epXPP744ze1iJWJrVifxqZIiE2hjcwZIsimTd0INE2jv7+f8fFxRFG0Fo+KiopbIhaRS5j0b0mSaGlp2VCUWSCrgxmJRFb04bsSTPXvffv23VbVNFOZGNZPGMyc9zYDpqmmWF5evq4qloFAgDNnzqz5O/vKUyO87zvnaCz10H85TY8s9jppKhL5dd+49byakjwmJsaRFZVXPe8Qf/OaF675HFaCruucPn0aRVGykuGlWMkD0bznMzso8/Pz3HfffWzfvp2vfe1rt3Rs4wMf+AD/8A//wBe+8AX27dvHqVOneO1rX8v73/9+3vzmN9+y49rC7Y1UKq0Yu5ZkeCkMw2BiYoLe3l5EUUTXdUpKSqioqFgmlLPZkEn/Xklr4lZDlmWrED4zM4PX67VizrUKsqb6d3l5Obt27bptmhWmMvHExMS6fWeZWhcmWyKzCbFexaBEIsGpU6fW7J88HIzysod/hY6BloxZBfDj9Xk81TuKoqVTF7skUumB4ckgjZXF/PQjf4Iors99Mjw8zPDwcFYyvBKWOlTk5eVZsd4c2dR1nbe+9a385Cc/4fHHH7+mlsp6YivWp7FpEmJZlrNoU2tNhjOpxC0tLeTn52fRe3Vdz6JababkOBaL0dXVRUFBgWVTsZGRTCat6z4/P09eXl6W/2EmhoeHLaGV20l0QJZlOjs7cTgcOfGsXQ1MNUVzs2Le8yblJ1cBc3p6mnPnzuXMK/LjP+nl3345yIFKL52XpjncUEZCVjndN5j1vEONZZw828dPP/wn7KjK/b1iJsOyLNPe3n5dm+rMgPnEE0/wyCOP8KxnPYsnn3ySmpoavvWtb91y27D77ruPiooKPvvZz1qPPfjgg3g8Hr74xS/ewiPbwu2MVCq1JhbYSjCpxDt37qSmpsaa+5+eniYWi1FcXExFRcWGFyhaClVVs6wGNzr9e+n4mt1ut2J9YWFh1vdsOmLU1dXR0NBwWyXDpj6IKQ57Mz4zEolYsd6855cWZNeKeDzOqVOnclbAeOpSkD/54imayjx0D06yp6qQmKwyE/QTjiWt59WU5jExPs5f/95zedXzD6/1NFbEapPhpch0qBgfH+etb30rd9xxB5FIhLNnz/L444+zY8eOdTnm1WIr1qexKRLiWCxmdYcFQVhzgqcoCmfPniWVSq04Q5RJtZqenkZRFCs5zsXs63pibm6O06dPU11dTVNT06YLIrIsZ9k5mWJoZWVlTE1N3ZZWC8lkks7OTrxeLwcOHLglBQzznjeTtEQikRUwb1TAxFQ2P3jwIGVlZTk73jd88SSXZ2I4BY2zl9NCG4dq8niqZyjrea++czfvfug5OftcE7quZ1Hb19Jh8vv9PPLII3z0ox8lGo2ybds2XvKSl/DiF7+YO++885aJx/zt3/4tn/nMZ3j00UfZuXMnp0+f5gUveAEf//jHeeihh27JMW3h9kYqlSKZTFoxdq2Fb1OtenR0lAMHDqxIJY7H41asN9lKZpK2kYWbUqlU1lztZutya5qWVZDNdEnQNM0qYOTSEeNWw1TJDofDlo3irUA8Hrf2WWYHM5PSfiO/uVgsxqlTp9i2bRvNzc0523t++TfD/NsvB2kodvHLC+MgCBzYXkh370DW8561p5pPv+FuXI7c/w5MUdpDhw6tae+ZTCb57ne/y4c+9CEuXryI2+3m3nvv5UUvehH33HPPLfPT3or1aWyKhPgVr3gFHR0dvPjFL+aBBx5YU9KQSCTo6urC5XKtaoYos7I2PT1tKSmai8dGmkGanp7m/Pnzt00QMWcwM9VDKysrqaqq2vQm9Sbi8TidnZ0UFRVtKJVss4Pp9/sJh8M3NANmUhTXY6ZN03Re/plfEUqqTAXnSCkaDptIhUtleCqdIIuCwPf/+nfYWZXbIKPrutWVOXTo0Jo3orFYjAcffBBBEPjGN77ByZMn+c53vsN3vvMd7rvvPj7zmc/k6MivD4Zh8I53vIMPf/jDSJKEpml84AMf4O1vf/stOZ4t3P74j//4D/7iL/6Ce++9lwceeIA777zzhju2mqZZFj1tbW2rslA02UrT09OEQiEKCgqs5HgjdV/Xy1bpViHTJWFiYgJVVSksLKSmpmZd6b03E6Y+SDKZpL29fcMUWzLtSmdmZnA6nVasX9q1vxKi0SgdHR1UV1evi8Dpu791hm91jlHhERkJLghqLimAv/vlz+DVzzmQ088FLGu29vb2NavRG4bB+9//fj73uc/xs5/9jFQqZcX6UCjEwMDALWlibcX6NDZFQhyJRPje977H17/+dX70ox9RUVFhJcft7e2rDgbz8/N0d3dTWVnJzp07rzuImEqKZoIWi8WsmYxbSbXKtFU6cOBATjtxtxqmYFEymaShocGaiTEMI8vOaSN37a8EM4iY9+NG7eanUqksFUu3231N5eTx8XH6+vrWldruDyd51b/9mmKPnY6BSQC2F3uYnpogKau8+jkHePfLn5HTz8x1MpxIJPid3/kdkskkP/rRj7KoWKZa+K2aCfzKV77CX/7lX/LRj36Uffv20d3dzVve8hY+9rGP8epXv/qWHNMWbm+oqsovfvELvva1r/Htb3+beDzOvffey0te8hKe+9znrpramUqlOH36NJDWY7iR2Gyue9PT08zNzV11lOdmwqQS19TU3FbuCoZhWCJTO3futIoTJlvpVu+z1gJVVenu7kbXddra2jZsN3+pbSZwzX1WJBKho6PDuh/XA4Zh8L++0sXZsXmCc/Mk5LQV0za3xtDUDLuqi/n2O16KPcf7wMuXLzMwMJCzZPgjH/kIDz/8MD//+c85cCA7eY9EIlux/hZjUyTEmYjFYvzwhz/kG9/4Bt///vcpLCzkxS9+Mffffz9Hjx69YmJkzhA1NzfnTJU4Ho9byfGtoloZhkFfXx/T09O3nZ+iLMtZvtBmEDEFikyqlSzLWXZOm6GabFpG1dTUbCpl80zl5EAggCiKy3ymTRuJ1tbWdacA9U+Feeifn2RnuYeOwWkA2moLmZ+d4ZtvfxCPM3cbD9MOKxaLcejQoTVvzFKpFA899BBzc3M8+uijG+63W1NTw9ve9jbe+MY3Wo+9//3v50tf+hK9vb238Mi28P8DNE3jySef5Otf/zrf/OY3mZ+f54UvfCH3338/z3/+86/ot2p2TwsLC9m7d29OiqWKoljJsSkMZVo33ijF9EZgjqDs2rXrtmCBmcjcxywVmTLtnEzP3Y1iIbhaZFpGtba2bprivamcbF77VCpl+UybziChUIjOzk7q6+tpaFg/ZWeApKzyyn/7DZIAXYPpAnh1kYfInJ8vvuVF7NmeWxaamQznQgHcMAw+8YlP8Hd/93f89Kc/pb29PTcHmSNsxfo0Nl1CnIlEIsGjjz7KN77xDb773e/idrt50YtexP3338/TnvY0bDYbuq7z7//+7zQ2Nq6rHcFSm4GbQbXSNI2zZ88Sj8c3haDG9cCktnu9Xvbv33/FIGJ20cxrb4pFmNd+I1aTZ2dnOX36NI2NjbdUWXCtyPSZDgQCKIqCx+MhFovR0tJy06w/ftHv56++2k2+w2DYH6ahzMe//+EzqS65NkVytch1MizLMq961asYHx/npz/96S2bHboaSkpKeP/7388b3vAG67EPfehDfO5zn6O/v/8qr9zCFnILXdd56qmnrOR4amqKF7zgBdx///3cddddVgL13e9+F0EQ2LNnz7oVGlVVtcZJgsEgLpfLijfr5fuayQLbCLZKuYS5tkYikWvO1Zqeu36/n7m5OXw+X1bXfqMVllOpFJ2dnXg8nlumD5ILZPpMBwIBy7osFotRV1dHU1PTTTmO8bk4r/vcU5R6JE4OTOFxSPzj79/BM3dvy+nnjI2N0d/fz/9r787joyyv/vF/kkBCIAtkGxLWsAUIS5IJIiAKsmWfSVFcUbB1wypI9YXoY61W5Uu1lVqLotJatICSmSzssoSwC5nsBATCEkjIzGTPJJPZ7uv3h7/7bsIiWe5Zc96v1/OH4elwzQBz7nNd5zonJiZGlGR4/fr1+PDDD7F3717cc8894ixSRBTrf+HUCXFbRqMR+/fvh1KpRGZmJtzc3BAfH4/S0lJcvXoVBw8exIgRI2yyFoPBICRobUutJBLJHXe1O4vfdXR3d7faiB570el0yMvLQ3BwMMaOHdupIMc3SOHvvjraHTCtVovi4mJERETYbeacNfA7/NevX4e3tzf0en2nRml1V0VdC7LPqdHLjSEleij6eolXJcAYEx7YYmNju50Mm0wmLF26FBcvXsTBgwcd9uF2yZIl2L9/PzZs2IDIyEjk5+fjueeewzPPPIO1a9fae3mkh+I4Dvn5+VAoFFAqlbh69Srmzp2L3r17Y9euXdiwYQMefvhhm6zFYrEI9y+1Wq3QNVkikdzxOklntZ2I4WoNJc1mszDDPTo6ulPfrfypPX/31RYbE53Bz+LlKxWcNRm+HbVajeLiYiHW8xUTwcHBdx2l1V0tRjN2FFZC16xH3OQhCBsgzjM1j7/uFR0djQEDBnTrtRhj+Prrr/HHP/4Ru3fvxvTp00Vapbgo1v/CZRLitkwmE7KysvDSSy+hpqYGPj4+SElJgUwmw+zZs23azKBt12SxSq34sUp+fn4uN6hezFEL/MYEf/fVx8dHmDNtj91kvmxfrPFDjoTv5BoTEwM/Pz/o9Xrh7319fb2wk992Dp8zYIwJXUGlUmm3vzvMZjOee+45FBUVITs726H/HjQ1NeHtt99Geno6NBoNwsLC8Nhjj+GPf/yjQ1ZekJ6HMYbCwkI8//zzUKlUcHNzw9y5cyGTyZCYmIiAgACbfddwHIeampp2XZP5WN/VJpB8IyZnGavUGXyXbE9Pzw41OP01/MYEf5XHw8NDiDcDBgyw+TMSv6nvavOTgV8q3AoKCoTmrSaTSfjs+VFafI8Re3z23cE3AhUrGf7Pf/6DN954A9u3b8cDDzwg0irFR7H+Fy6ZEJeWliIpKQlTpkzBxo0boVKpkJaWhoyMDDQ1NSE+Ph5yuRxz5861aYDhvzjallpJJJIODajn8Y3BnHWs0q/RaDQoKSmxSpfsmz97vpNiSEiIaDv5v4YvwXG1cjfGGMrKynD9+vU7zufjd/L5gOnl5SUETEfuFs4YQ2lpKRoaGkRJhi0WC5YtW4affvoJOTk5CA0Vt8yLkJ6mqakJjz76KC5fvozt27fDZDIJJ8fFxcWYOXMm5HI5kpOTERwcbNPkuK6uTqhW4ptASiQSodfC3RgMBhQUFMDDw8Mpxyr9Gn66gr+/PyIjI0WNAbf77PkeI4GBgVa/w9vY2Ii8vDwMHjzYpZqeAUB1dTWKioowduxYhIWF3fLrHMehtrZW2AznOK7dZ+/I/V34ZFiM3ieMMWzevBkrV65EZmYmHnzwQZFWSazJJRPip59+GkOHDsW7777b7ouW4zicPHlSSI61Wi0WLFgg3EOyZefI25Va8cnxnRI0fqzS6NGjMWTIEJut1Rb4MpXIyEirn5rxnRT5z97d3V1Ijq2xo3nlyhVcvnwZUVFR3d51dCSMMVy8eBGVlZWQSqUdGmvSdvZkdXW1zR9WOopPhuvr6xEbG9vtZJjjOLzyyis4fPgwsrOzXe7fLyH28N1332HTpk344Ycf2t314+cPp6WlIT09HSqVCtOmTYNcLkdKSgpCQ0Ntlqi0bQKp0WhgNpuFqyR3+s7jq8CskTDaW2NjI/Lz820yXYExJjSG0mg0QmMovgGn2JsMfIVbeHg4hg8fLupr25tWq0VRURHGjx/foc1cxhgaGxuF56yWlhYEBgYKm+GOMnYK+KV67+zZs6I1At22bRteeuklpKWlIS4uToQVEltwyYTYYrHc9cGa4zioVCphN7miogJz586FXC5HfHy8Te/ptE0SNBqNUO4TEhIinKBdvXoVZWVlLjdWiTGGK1eu4MqVK5g8ebLNmwvxu8n8jqbFYrnrw0pHtT095UuJXQVjDOfPn4darYZUKu3SZlLbhxWtVovW1tZ2AdOeY8zOnj2L2tpaxMbGdvv+M8dxeO2117Bnzx4cOnTI5R6UCLGnu8V7xhjKy8uFhlwnT57ElClTIJPJIJPJMGTIEJsmx3ySoFarbzshoa6uDoWFhS5ZBcY3lAwPD8ewYcNs+t7aNuDUarXQ6XTtxjl1N0HjT0+tUeFmbxqNBsXFxd267tXc3CxUijU0NMDPz0941rLnGDM+GRZrRGRGRgaeffZZbN26FcnJySKskNiKSybEncVxHIqKioTkuKysDHPmzBHuIXV0OLlYa6mrq4NarRbm7Xp6esJgMLjkCeOdRi3Yaz38w4pGoxESND5gdmY3mX9vGo2mywmjo2KM4dy5c6iuroZUKhWlURzfxZIPmHxDND5gitWMriPrOHfuHGpqakRLhlevXo2MjAxkZ2fbrBsnIeRWjDFUVlZCqVRCqVTi6NGjiIqKglwuh0wm63bfis6uhU/Q1Go19Ho9fHx80NTUhFGjRrncxplarUZJSQnGjRt323JbW7t5Moifn59wENHZeMOPw4qMjMTAgQOttGL74N/bxIkTERISIsprGgwGoUKytrZWaIgWHBxskytsvKqqKpSWloqWDO/YsQNLly7Ft99+i9/85jcirJDYEiXEN+FPh9LS0qBUKlFaWopZs2ZBJpMhKSkJQUFBNvvHajabkZ+fD51OB3d3d3AcJ9rppb11ZtSCPbQdM6DRaKDT6YQ508HBwb+aKHEcJ5TbSqVSh3tv3dH29NSa740fr8E3ROvbt6/w2VtztInYyfCf/vQnbN68GdnZ2YiIiBBppYSQ7mKMQaPRICMjAwqFAocOHcL48eMhk8kgl8utXs5781ouXLiA8vJy9OnTB62trQ4/PrAz+Nn0jlrhZjAYhCqx2tpaoflpSEjIXZtA8te9HPW9dQffCHTSpElWe29msxk1NTVCvHd3dxeqxAICAqz2nMtfQRSrr8vevXvx5JNP4l//+hceeeQREVZIbI0S4l/B35Hkk+OCggLcd999kMlkSElJgUQisVrANBqNKCgogJubm9BQo7GxEWq1GhqN5ralVs6iO6MW7OXmrsl3KvfhZ0Pr9XrExMQ41D2Z7uI7LvNNpqw9SolnNpvbdbH08PAQPnux7nzzJ/parRaxsbHdTvQZY/jwww/x9ddf4+DBg4iMjOz2Ggkh1sEYQ21tLTIzM6FQKHDgwAGMGjUKKSkpSE1Nxbhx46x2j7dtpVRUVBT8/f2h1+uFWN/Y2Ij+/fsLCZqtvnfF0PbaUFRUVLdnutpC2wacNTU18PT0vGMDTn42tD2ue1kbn+iLdXraERzHob6+XnjWMplMQpWemHe++RJwsRL97OxsPPLII/j888/x5JNPutQ1h56EEuIO4u+68veQTp06halTpwr3kAYNGiTaPwK+A6Ofnx8iIyNv2SHjS634gKnX67tc2mtrRqMReXl56N27NyZPnuxUiTzv5lFa/OllYGAgysrKwHEcoqOjHfrPobP4E32dTidKx+XurOPmO99tA2ZX/j7x96E1Go1oyfDHH3+Mf/zjHzh48CAmTZrUrdcjhNgO39tg+/btUCqV2Lt3L4YMGSIkx5MmTRItOeY3UJubm+9YKdXa2ipUKvGbsfw4J0euPuI4TrhaExMT06Gmi46mbX8XfpQWf3rZ0NCA69evIzo6Gv7+/vZeqqj4qRhiNZnqitvd+R4wYIDw+Xf1777YyfCRI0fw0EMP4e9//zuWLl1KybATo4S4CxhjqKiogFKphEKhwPHjxxETEyPcQ+pOs4iGhgbk5+cjLCwMo0eP7tDr8F8afGmvo5ZaWXPUgr3wp5dVVVVCuU9YWBgGDhxo07vn1sRxHIqLi9HS0gKpVOowf6cYY2hqahICZnNzMwICAoSA2ZGTFL5UkW8O1t27yowxfPrpp/joo4+wb98+SKXSbr0eIcS+mpqasHPnTiiVSuzevRvBwcFCciyVSrscx9pWgUVFRXVoA9VoNAqxvra2VpjvLpFIHKpPBZ/ot7S0ICYmxqlOte+EP73UaDSorKyExWJBUFAQwsLCHH6kUGeUl5ejrKwM0dHRDnWiz1fpabVa1NXVwcfHR6gUu1tZO4/vlC3WfegTJ04gNTUVa9euxQsvvOASz3s9GSXE3cQYQ1VVlXAPKScnBxMnThSS4850ieTn8I4aNQpDhw7t0npaWlqEgMmXWkkkkg4nCNbS1NSEvLw8m4xasDWDwYC8vDz06dMHYWFhwkgnAO3ufDvjBgDHcSgsLITBYEBMTIzDJMO309LSIpwcNzQ0wNfXV6ia6Nev3y1/5/hkuKqqCrGxsaIkw1988QXef/997NmzB1OnTu3W6xFCHEtLSwv27NkDhUKBnTt3ws/PDykpKZDL5Zg6dWqH7zvyY5XuVAXWEfx8d75SydvbW0iOO5ogWIPJZEJBQQEYYy5ZKcX30BgzZoywIavX6xEQEACJRIKgoCCHjpO/hh8RGRMT49Cn3jeXtffu3VuI9fxklptptVoUFxeLNtozNzcXKSkpeO+99/Dyyy+71DNtT0UJsYgYY6ipqUFmZibS0tJw8OBBRERECGXV48aNu+M/mvLycly8eBETJkwQrZPf7Uqt+FnHtiy14kctDB8+HMOHD3epLw69Xg+VSnXLqffNsydNJpPT3fm2WCwoLCyEyWRCTEyMUz3YGI3GdgHTy8urXcAEgIsXL+LGjRuidAFnjGHjxo14++23sXPnTtx3330ivAtCiKPS6/XYt28flEolsrKy0KdPHyQnJ0Mul2PGjBl3/I6vr69HQUFBp6rA7oavVOLnu3t6egqx3lpNCG+ntbUV+fn56NOnDyZNmuTUjT9vxldK8eXtbQ8Y2jbgbGpqcso735cuXUJ5ebnTjYjky9r502PGGIKCghAcHIygoCB4eHiguroahYWF3Rob1VZBQQESExPx1ltv4Q9/+INLPdP2ZJQQWwmfEGVlZUGhUGDfvn0YPny4UGo1YcIEuLu7w2KxYNOmTQgPD7dq04nblVrxAdOapVZ8J7+IiAgMGjTIar+PPTQ3NyMvLw9BQUEYO3bsHb8U25b2ajQaYUA9n6A54m6yxWJBQUEBLBYLYmJinCKBvxOLxdKuiyUAeHl5obW1FVKptNvBnzGGb7/9Fq+//jq2b9+OWbNmibBqQoizMBqNyM7ORlpaGjIzMwEAiYmJSE1Nxf333y98x6enp6Nv374YP348hgwZYpW18N93/FWSXr16CcmZNa/x8PEwICDAqk3I7KHt5vDdGoHefBDBVyrZe97unTDGcOnSJVy7dg1SqdTu4y+7g7//z1dOtLa2CqPMxo4dK8p86JKSEsTHx+MPf/gDVq9eTcmwC6GE2EYaGxuxY8cOKBQK7NmzB6GhoYiPj8fJkydx48YNHD16VLST4bvhS63UajVqa2vh7e0tJMdillo5+qiF7mhsbEReXh4GDRrUqbJ44H+7yW3n7fIB0xGapPDjvvi7bc6cDN+MH4mlVqvRu3dv4eSe303u7OYEYwxbt27F8uXLkZGRgblz51pp5YQQZ2A2m3H48GFs27YNmZmZaG1tRWJiIlpbW7Fjxw5s2bIF8+fPt8laOI4TmkJpNBq4ubkJsUasDv3A/3qfdCUeOjqTyYT8/Hy4u7t3Oh7ylUptn7WsPT6wM/hJKpWVlZBKpU7Z+OzXVFRU4OzZs8IoM39/f6HHSFc2J86ePYv4+Hi8+OKL+NOf/mT3Pz8iLkqI7UCn0+GHH37AqlWrUFtbi9DQUKSmpkIul+Oee+6xaZkRX2qlVqtRXV0NLy+vbpda8TuO5eXlDteYQQz19fXIz8/H8OHDER4e3q3X4uftajQaoVFE291kW3/h8sHfw8MDUVFRLlXyBkAYAcKXSbfdnOBL3fh73x3ZnEhLS8OyZcvwww8/ICEhwQbv4M4qKiqwatUq7N69G3q9HmPGjMHGjRupsRchdmKxWHD48GGsXLkSRUVF7cqq586d2+2+BZ3RtimUWq0GY0yUHhfV1dUoKirCyJEjMWzYMJFXbV/8VAwvL69ul4Dz83b5svZevXoJn/+d7r1aEz9dgW8o6Yin191RW1uLgoICjBs3DqGhocKsaa1W2246SEc3J86fP4/4+HgsWbIEH374oV2TYYr11kEJsR2UlZUhPj4eEydOxFdffYUjR45AoVBgx44d8Pb2RkpKCmQyGaZPn27T0zm+1IpPjrtSasUYw9mzZ5161MKvqampQWFhIUaPHi16ydvNTVL69OkjfP622E02mUztRmK5WjLMb9LExsbe9u/lzZsT/fr1EwKmr6/vLZ9/VlYWfvvb32LLli1ISUmx1du4rbq6OkRHR2P27Nl48cUXERISgrKyMgwfPhwjR46069oI6an0ej2efPJJlJSUYOfOndBqtcLoRo1Gg/nz50Mul2PBggU2jZV8aSk/utFkMgnJGX/vsiNu3LiB0tJSjB8/HqGhoVZetW21trZCpVLB19dXuOImlrYn9/y9V/7zDwgIsHrs5Wdfa7VaUaYrOBo+GR47dizCwsJu+fWbNyc8PDyEk+OAgIBb/qwvXbqEuLg4LFq0CB9//LFdrwNQrLceSojtIDU1FcOHD8fHH3/c7ovPYDDgwIEDUCgUyMzMhIeHh7CbPHPmTJs2NeI4rt09pI6UWlksFpSUlNy26YQrUKvVKCkpsUnwv/kemIeHh5CciVnqxuN3wvlmKK50/wsALl++jKtXr3b4jhTfxVKr1aK6uhq9e/eGh4cHNBoN4uPjceDAATz99NPYtGkTFi5caIN38OveeOMNHDt2DEeOHLH3Uggh/7/PP/8c3333HbKyshAYGCj8nOM45OfnIy0tDUqlEteuXcPcuXMhk8mQkJBg03JavscFnxy3trYKDSCDg4PvuCl/9epVlJWVYfLkye3emyvg70MHBgb+ajNUMbTdnNBqtTAajUKPkaCgINGf+/hDi9raWkilUoe4piWmuro65Ofnd7hvDcdxqKurE06P+WtUhYWFiIuLQ0tLC+Li4pCcnIxPP/3U7s9GFOuthxJiO2htbb1rsmgymZCTk4O0tDRkZGTAZDIhOTkZMpkMs2bNgpeXl41W+79SKz5g3q7UymQyobCwEBzHISoqyiEbRXVHZWUlzp07Z5f70PwXNn8PjOO4dp9/d3eTjUYjVCoV+vbti4kTJ9r9C19sV65cwZUrV7rcMITfzd+zZw9Wr16NlpYWmEwmvPTSS3j//fcdognJ+PHjsWDBAly/fh05OTkYNGgQli1bhmeffdbeSyOkx+I4DiaT6VfjNWMMJSUl2LZtG5RKJS5evIgHH3wQKSkpSEpKwoABA2yaHDc3Nwuxvrm5+ZYGkPy904qKCkRHRzv0eJ6u4EdEhoaGitYFvKMYY9DpdEKsb25uRkBAgPD5d/e5jzGGM2fOoKGhAVKp1OUOLTqbDN+M3xy6dOkSFi9ejKtXr6JXr16IjY3F5s2buzwOVUwU662HEmInYDabcfToUSE51ul0SEhIgFwux5w5c2y6w3dzqZXZbEZAQAAaGxvRr18/lyy15UdiRUVFISAgwK5r4T9/PmAaDIZ245w6u5tsMBiEsrC2Y6NcxdWrV3Hp0iVRukkDwMGDB/HQQw9h7ty5uHz5Mi5evIg5c+Zg6dKlePjhh0VYcdfwDzYrV67Eww8/jFOnTmHFihXYsGEDnnrqKbutixDScYwxnDt3DmlpaUhPT0dJSQnuv/9+yOVyJCcnIygoyKYJ2s3jhAYMGACz2QyDweCS907b9gdxhBGRLS0twuff3QacHMfhzJkzaGpqglQqtemhii3U19cjLy8PY8aMEaWbdFVVFWbPni004Dp27BiioqIgl8uxevVquz3nUqy3HkqInYzFYsHJkyeFe0g1NTVYsGAB5HI55s+fb9MAxRiDRqPBmTNnhP8OCgoShtM7e3dixphQauuIg+rb7uZrtVrodDoMGDBACJh3C3j8HSl+hrK9g7/YxE6Gjx49ioULF+KTTz7Bb3/7W7i5ueHChQvIzMxE3759sWzZMhFW3TWenp6IjY3F8ePHhZ+98sorOH36NE6cOGG3dRFCuoYxhrKyMiE5zsvLw/Tp0yGXy5GSkoKBAwfaPDkuLCyEXq8HYwz+/v5CA05XOGm0Zn8QMRgMBuEKVW1trdDjoiPTQfgZyi0tLYiJiXHJZDg/Px+jRo0S5c+OvxoVExODTZs2CbOMd+7ciby8PPz9738XYdVdQ7HeeighdmIcxyE3N1dIjisqKjBv3jzIZDLEx8dbfbh621ELI0eObLeb3NLSgoCAAEgkEgQHB9v0/rMY+A6MVVVVTjOOQK/XC59/Q0MD/Pz8hIB5c9MMvV4PlUolzIx0tWS4vLwcZWVlom1k/PTTT5DL5fjwww+xbNkyh/u8hg0bhnnz5uHrr78Wfvb555/j/fffR0VFhR1XRgjpLsYYrl69CqVSCaVSiZMnT2Lq1KmQyWSQyWQYPHiwVb+TjEYjCgoKhFF8HMcJsaaurg6+vr5CcuyMDZo0Gg2Ki4sxbty42zZhcjR8jwu+KZSXl5cQ6/39/dv9XeA4DkVFRWhtbUVMTIzLXWdraGhAXl6eaMlwdXU1EhMTMXbsWGzevNnhnl0p1lsPJcQugv/S45t0XLp0CXPnzkVKSgoSExM73CW6o/jd1DuNWuCTY7VaLZxc8smxo+9OMsZQWloqNJ1wxgDPjxjQaDS37Ca7u7sjLy8PQUFBGDt2rMMld9117do1XLx4UbRkWKVSISUlBe+88w6WL1/ukJ/X448/jmvXrrVrtPHqq6/ip59+areTTAhxbowxVFZWQqlUQqFQ4NixY4iOjoZcLodMJhO91Le1tRV5eXno168fJkyYcEupqNFobDcdoV+/fkJy7AwbyZWVlTh79iwmTpyIkJAQey+n09o24Kyurm7XANXPzw/FxcUwmUyIiYlxuOSuu/hkeOTIkaLc762rq0NSUhKGDRuGH374wSE3DyjWWw8lxC6IT+j45Pjs2bOYPXs2ZDIZkpKSEBgY2K2AWVVVhTNnznS42zJ/cqlWq4V7MI5aasVxHEpKSqDT6VymUzY/a5ovt+I4Dr6+voiIiBB9o8Terl+/jgsXLog2/7qwsBCJiYl444038PrrrzvsZ3X69GlMnz4d7777LhYtWoRTp07h2WefxZdffoknnnjC3ssjhFgBYwxqtRoZGRlQKBTIyclBZGQkZDIZ5HJ5t5tC6XQ6YfO0I5VEN59cent7C8nZ7UbX2du1a9dw4cIFl+mU3bZjskajgdFoRK9evTBmzBhIJBKX6u/S2NgIlUqFESNGiDL/uqGhAcnJyZBIJFAqlQ57cEOx3nooIXZxjDFcuHBBSI4LCwsxc+ZMyGQy4R9/Z4IU32Bq0qRJCAoK6vR6+FmvarUa9fX1v1rWa2sWiwWFhYUwGo0uWVqk0+mQm5uLAQMGoFevXsI4rbbzD525qdb169dx/vx5xMTEiJIMnzlzBvHx8VixYgXeeusth3uYu9mOHTuwevVqXLhwAeHh4Vi5ciV1niSkh2CMoba2VkiODxw4gDFjxiAlJQWpqamdvhrD38scOnQoRowY0envP4vFgurqaqjValRXV8PT0/OOZb22xhgTpg+ItXnqSMxmM/Lz84Wmp9XV1WhtbW3XMdyZT4ubmpqgUqmE5mdivJ5cLoevry+ysrIc/iCEYr11OF1CvH79enz00Ue4ceMGIiMjsW7dOsycOdPey3IKfJMo/s7x6dOnce+99wr3kMLCwu4YpKwxaoEvtVKr1aitrYWPj0+7JhG2ZDKZUFBQAACIiopy6mBxO3wAGTJkiPBww4/T4k+OzWaz0LE6MDDQqZqiVVRU4Oeff0Z0dDQGDBjQ7dc7d+4c4uPj8dxzz+G9995z+GSYEFdE8b5r+GkEWVlZUCqV2Lt3L4YOHQqZTIbU1NS7jtfTarUoLi4WrcGUxWJBbW2t0ADSw8NDiPW2HCsF/O9ZprKyEjExMQ4xNk9MfDLs7u6OqKgoeHh4CA04+XvfbRtwBgcHO3wC2Bb/LDNs2DCEh4d3+/Wam5uxcOFCeHh4YMeOHS7XOZ10nFMlxN9//z0WL16M9evXY8aMGdiwYQO+/vprlJaWOsR8MGfCGMP169eFJh3Hjh1DbGyskBwPGzZMCFJGoxH5+fnCyak1vjD4Uiu1Wo2amhqh1Eoikdy1g2J3GY1G5OXlwdPT0yXHRjU2NiIvL0/Y6b8dxhgaGxuFUiu9Xt9u/qEjn5bzM6LFGot14cIFxMfHY/HixVizZo1Tn5oT4qwo3ounsbERO3fuhFKpxO7duxESEiKUVUul0nbfcSUlJdBoNIiMjIREIhF9LXxZL58cM8aE5NjaVUqMMZw9exY1NTVWe5axJ5PJhLy8PPTu3ftXn2X0er0Q6/lKPb5SzJE/E77KTaxkWK/X46GHHoLZbMauXbtcbnOEdI5TJcRTp05FTEwMPv/8c+Fn48aNg1wux5o1a+y4MufGGENVVRXS09OhUChw+PBhTJo0CTKZDHPnzsXrr78OPz8//Pe//7XJTqLZbEZNTc0tpVYSiQR+fn5WaRji4+ODCRMmuFzywzedCA8P71Rp0c3zJ/v37y88tDjSbrLYyfDly5cRFxeHhQsX4m9/+5vL/X0gxFlQvLeO5uZm7NmzBwqFAjt37kT//v2RkpKClJQU7Ny5E99//z2OHz9ulWT4Zowx1NXVCbHGYrEIiVlgYKCom9P8HN7GxkbExMR0eo6vo+M39r28vDBp0qQOf3Y3N0Xr27evQ9775pPhX9vY74zW1lY8+uijaGxsxN69ex1urCaxPadJiI1GI/r27Ytt27YhNTVV+Pny5ctRUFCAnJwcO67OdTDGUF1djYyMDGzZsgWHDh2Cl5cXXnzxRTzxxBM270rctoOi2KVWLS0twuih8ePHO8wXv1j4O2Dd7cDY2toqfP78iA3+5NieXURv3LiBs2fPitYQpby8HAsWLEBiYiI+++wzSoYJsROK97ah1+uxb98+pKWl4YcffoDRaERycjJefPFFTJ8+3abXZvgqJbVaLTSECgoKgkQi6fYVHovF0m70kKM2TOoqo9EIlUqFvn373rUc/te0bcBZXV2N3r17C7He1qXtbel0OqhUKgwePBgjR47s9usZDAY8+eSTUKvV2LdvnyjXrIjzc5pLgtXV1bBYLLfsWkokElRVVdlpVa6Hb7IUHx+PdevWIT4+HjKZDNu3b8eMGTMQHh4u3EOKjIy0etLQNgHmOA61tbXQaDQoKioS1iqRSDBgwIBOrYX/gh04cCDGjBnjcslwbW0tCgoKRLkD1qdPHwwdOhRDhw6F0WgUAualS5fQp0+fdiMebPU5VlVViZoMV1ZWIiEhAfPnz6dkmBA7o3hvG97e3oiLi8PWrVsxePBgvPXWWzh27BgWL14MNzc3JCUlITU1Fffff7/V+2q4ubnB398f/v7+GD16NHQ6HdRqNcrKylBSUoLAwEBIJBIEBQV1ai1msxkFBQXgOA6xsbEu1x/EYDBApVKJUuXWq1cvDBw4EAMHDgTHcaipqYFWq0VRUREAtGvAaaurZc3NzVCpVBg0aJAoJ8MmkwlLlixBRUUFDhw4QMkwEThNQsy7+YGbMeZyyYy9NTY2YsaMGViwYAHWr1+PXr164bnnnkNDQwN27NgBpVKJBx98EKGhoUJyHBUVZfUkwt3dHUFBQcIICL7U6syZM0KplUQiueuXdUNDA/Lz89s1mHIl/IzoiIgIDBo0SNTX9vT0RFhYGMLCwoTSdo1Gg7y8vHabF/3797fa3we1Wo3S0lJMmjRJlGS4qqoKiYmJmDlzJr744gtKhglxEBTvre/JJ5/EpUuXcPz4cYSEhGDp0qX44osvkJOTg23btuG5556D0WhEYmIi5HI5Zs+ebfUTVjc3N/j6+sLX1xejRo2CTqeDRqPB1atXcebMGQQEBEAikdy1vwXf/6RXr16QSqUu1x+ktbUVKpUK/v7+GD9+vKixy93dHcHBwQgODsa4ceOEBpznzp2DyWQSGnAGBQVZrZKgubkZubm5CAsLw8iRI7v9b99sNuN3v/sdysrKcPDgQZcYtUXEQyXT5LZycnJw//333/ELSKfTYdeuXVAqldi1axcCAgKQkpICuVyOKVOm2DTw8B01+VnH/Jc1v5vcdi38yemoUaNcsjFLdXU1ioqKMG7cuA7NiBZL29N7vlEKH0zFvAumVqtRUlKCSZMmITg4uNuvp9FokJCQgKioKGzatMmpOmsT4qoo3tuOSqXCmDFj7thQyGKx4OjRo8J0iqamJsTHx0Mul2Pu3Lk2v4vb0tIi3DlubGxE//79heS4bX8Lvj9Iv379ulVG7Kj0ej1UKhUGDBhg0ytfjDE0NTUJsb65uRmBgYHC6bFYDThbWlqQm5uL0NBQjBo1qtvvz2Kx4IUXXkBeXh6ys7MxcOBAUdZJXIfTJMTAL002pFIp1q9fL/xs/PjxkMlk1GTDjlpaWvDjjz9CoVAIbetTUlIgk8kwbdo0m99D4r+s1Wo1WltbhZ1MNzc3lJaWWuXk1BFoNBoUFxcjMjLSrl/2bTco+Ltg/PzDzpa7tcW/P7GS4ZqaGiQmJmL06NHYunWry5XSEeLMKN47Ho7jcPLkSSE51mq1WLBgAWQyGRYsWGDznhJ8fwu1Wo2Ghgb4+fkJzTfPnDmD/v37i35y6gj4/idBQUE27+tys+bmZqEpV2NjI/z9/YVKsa5ulvDJ8MCBAzF69GhRkuFXXnkFR48exaFDh1zy+Y90n1MlxPwYhi+++ALTpk3Dl19+ia+++gpnzpzBsGHD7L08gl8C1IEDB6BQKJCVlYVevXoJ95Duu+8+mycdfKlVRUUFWltb4evriyFDhjj8KKHO4k9OJ06ciJCQEHsvR8AYE/4MNBoNmpub241z6mjpHZ8Mi/X+6urqkJycjMGDByMtLc2l/i4Q4goo3js2juOQl5eHtLQ0KJVKXL9+HfPmzYNMJkNCQgL8/Pxsuh6DwQCtVovKyko0NDSgd+/eGDp0KCQSiUOPEuos/k6tRCJxuP4nra2tQnJcV1cHHx8fITnu169fh9aq1+uRm5uLkJAQUd4fx3FYuXIl9u/fj+zsbPruIHfkVAkxAKxfvx5/+ctfcOPGDUyYMAGffPIJ7r//fnsvi9yGyWTCoUOHkJaWhszMTJjNZiQlJUEul2PWrFk2S0KuXbuGCxcuICIiAiaTCWq1Gk1NTcJg+pCQEKfuOnnjxg3hTq0YJ6fWxJe7abVaNDQ0wN/fXyi16tu3723/N3xTD7GS4cbGRqSkpCAwMBAZGRlO/WdPiCujeO8cOI5DcXEx0tLSkJ6ejosXL2LOnDlISUlBUlIS+vfvb5PEje8PEhoaCh8fH2GUUL9+/YRY7+Pj41BJZGfwzUBDQ0NFOTm1JpPJBK1WC61Wi+rqaqEBZ3BwMPz9/W+7dj4ZDg4ORkREhCjJ8BtvvIGsrCwcOnRIlKZcxHU5XUJMnJPZbMbRo0eFgNnc3IzExERh1rG1ZttevnwZV65cQVRUVLtugjeXWolR5mMP/BzeSZMmISgoyN7L6RR+R1+j0aC2tva2Dy18MjxhwgRR5mLqdDrI5XL07dsX27dvd6o/a0IIcXSMMZw9e1aI9WfOnMEDDzwAuVyOpKQkBAUFWSWRq6urQ0FBAcLDwzF8+HDh5/woIbVa3S4xs/VkhO5qampqN3rIWdYN3H58Jr8Rzk8IsUYy/Pbbb+OHH35AdnY2xowZI9K7Ia6KEmJicxaLBSdOnBDuIdXW1iIuLg5yuRzz5s0TpbyJMYaLFy+ioqICMTExv1q+ZTAYhJLetnN2JRLJHU8tHcH169dx/vx5REVFISAgwN7L6RaTydRu/qGXlxd8fX1RXV2N8ePHi9IgrLm5GQsXLoSbmxt27drlUmV0hBDiaPg4zCfH+fn5mDFjBuRyOVJSUiCRSERJ7LRaLYqLizFmzBgMHjz4jv9/fGLGJ8e9evUSYv2dTi0dQWNjI/Ly8jB06FCnP+XkOE6YEKLRaMBxHAICAlBfX4+goCBRGoQxxvDnP/8Z33zzDbKzszFu3DiRVk9cGSXExK44jsPp06eF5LiyshLz58+HTCZDfHz8HTtf/hrGGM6dOwetVgupVNqpxMdoNAqnlm1Lrfh7SI4SMPky8OjoaJebo2exWHDlyhVcvnwZ7u7u7XaTAwICutQgRa/XY9GiRTAYDNi9e3eX/l4RQgjpGsYYrl69CoVCAaVSiZ9++gn33nsvZDIZZDIZBg0a1KX4WlVVhTNnznS6mSQ/Z5c/tXRzcxNivTXHBnZWQ0MD8vLybjn5dgWMMWi1Wpw5cwaMMTDGEBQUJEyo6ErPGcYY1q5di88//xwHDx7ExIkTrbBy4oooISYOg+M4FBYWCk06rly5grlz5yIlJQWJiYkd2sHlOA6lpaWor6+HVCrtVkms2WwWkuO2pVYSiQS+vr52S46vXr2KS5cuITo6Gv3797fLGqyJn6M8btw4SCQSYf6hRqOBxWJpN/+wI+OcDAYDHnvsMdTV1eHHH3+Ev7+/Dd5Fx6xZswZvvvkmli9fjnXr1tl7OYQQYnWMMVRUVECpVEKhUOD48eOIiYkRkuPhw4d3KL7yVVITJ07sVv+Mm08t+bGBEomky5uwYqivr0d+fj5GjBjhks2g+DnK/fv3x7hx49qN1NLpdJ3u88IYw7p16/DXv/4VBw4cQHR0tA3eRcdQrHd8lBCLZM2aNVAqlTh37hy8vb0xffp0rF27FhEREfZemlNijOHMmTNCqdW5c+cwa9Ys4R5SQEDALQHTYrGguLgYer0eMTExojZLslgsQkmvVqtF79697VJqxd+JjomJcajETiz8nOixY8ciLCys3a8xxtDY2CgEzNbWVmGc0512k41GIxYvXozKykrs27fPoUrLT58+jUWLFsHPzw+zZ8+mIEmIk6B4Lx7GGNRqNdLT06FQKHD48GFMmDABMpkMcrn8jjNo+Sqim/uDiLGetpuwZrNZqFAKDAzs0CasGOrq6pCfn4/Ro0djyJAhNvk9bclgMCA3N1cYjXXzn7Ferxf+DPiRWnxyfLurbIwx/POf/8SaNWuwd+9e3HPPPbZ6K3dFsd45UEIskri4ODz66KOYMmUKzGYz3nrrLRQXF6O0tJTuKnYTYwznz58XSq0KCwsxc+ZMyOVyJCcnIyQkBA0NDVi9ejWeeOIJTJ061arjnW4utXJ3dxe+qK1ZanXp0iWUl5dDKpW6ZMnvryXDt6PT6aDVaqFWq4XdZD4xDg0NhclkwpIlS3Dp0iUcOHDAoZqO6XQ6xMTEYP369Xj//fcRFRVFQZIQJ0Hx3joYY6ipqUFmZiYUCgUOHDiAiIgIpKSkQC6XY9y4cWCM4Z133sGECRMQFxdn1Y3htpuwarUaRqOxXYVSr169rPL78lVSd7sT7awMBgNUKhX8/PwQGRl51wMFo9EoJMd8A05+dObgwYPh5uaGr776Cu+88w52796N6dOn2+id3B3FeudBCbGVaLVahISEICcnh8ZEiIgxhkuXLgl3jk+fPo0pU6bgypUrCA4Oxu7du216p/Z2pVZ8cixWqRVjDGVlZaioqIBUKoWPj48IK3cs/G54REQEBg0a1On/vV6vh1arRXl5OZKTkzFixAi4ubnBYDDgxIkTDjWbGQCefvppBAQE4JNPPsGsWbMoSBLixCjei48/qc3KyoJSqcSPP/6IoUOHwtPTE9euXUNWVhZiY2Ntuh6dTickx3q9HgEBAZBIJF2+73o71dXVKCoq6vDGsLMxGo3Izc2Fr68vJkyY0OnqOr5ruEajwYsvvogbN24gPDwchYWF2LlzJ2bPnm2llXcNxXrnQQmxlVy8eBGjR49GcXExJkyYYO/luCTGGFQqFVJSUtDa2oqGhgbcc889wj2koUOH2vSerzVKrRhjuHDhAm7cuIHY2FiXPH2or69HXl6eaLvh165dw+OPP45z587BYrFg5MiRSE1NRWpqKmJiYuzeGG3r1q344IMPcPr0afTp04eCJCFOjuK99dXW1kIulyMvLw8WiwVhYWFCWXVMTIzN7/k2NzcLybFOp0NAQICwGe7p6dml1+THDIo1WcHRGI1GqFQq9OvXDxMmTOj2n5lOp8Obb76Jb775Bj4+PvDy8oJMJkNqaioefPBBUa/NdQXFeufiGG30XAxjDCtXrsR9991HwdGKysvL8dhjj2HOnDmoqqrCtWvX8OSTT+LHH3/EpEmT8MADD+Cvf/0rLl68CFvs+7i5uWHAgAGIiIjAfffdJ9xjPn/+PHJyclBUVISqqiqYzeYOvR5jDD///DOqqqpcOhnm70mJkQxzHIe1a9eioaFB6DT+zjvvoKysDAkJCWhubhZh1V137do1LF++HN99953VZm8TQmyH4r31GQwGPPvss6itrcWFCxdQXV2NtWvX4saNG0hKSkJkZCRWrVqFEydOwGKx2GRN/fr1Q3h4OO69917MmDEDgYGBqKysxOHDh5Gbm4vy8nK0trZ2+PXUajWKioowYcIESoY7gDGGXbt2YevWrdixYweqq6vxww8/wNvbG88//zwOHDgg0sq7hmK986ETYit46aWXsHPnThw9etQl7384ig8++ACVlZX4xz/+0e7LlTGG6upqoUkHP4eO300WY+h7Z/ClVmq1GhqNBnq9/q7NoPjRUdXV1YiNje1Wt2xHxY+TGDVqlChNQziOw2uvvYa9e/ciOzv7lhEVFovFZg1R7iQjIwOpqant1mGxWODm5gZ3d3cYDAa7r5EQ0nEU763v+PHjeP3115GVlYXAwMB2v6bX6/Hjjz9CoVBgx44d8Pb2RkpKCmQyGaZPn261e7530traKvS2qK+vF5pBSSSSO8ZxfnTUxIkTHe56jxhMJhNUKhW8vb0xceJEUU7zMzIy8Nxzz2Hr1q1ISkpq92v8CCd7js6iWO98KCEW2csvv4yMjAwcPnwY4eHh9l6OS+P/6v5acssYQ11dHTIzM6FUKrFv3z6MGDFCKKsZP368XUqt+OT4dqVWjDGUlpairq6u26OjHBWfDI8cORJDhw7t9utxHIfVq1cjIyMDhw4dwsiRI0VYpfiamppw9erVdj9bunQpxo4di1WrVtEJEyFOhOK97XAcd9dYbTQasX//figUCmRlZcHd3R1JSUlITU3FzJkzrdps807radsMysfHR0iO+YqvyspKnDt3DpMmTXKoxo9isUYyvGPHDixduhTfffcdUlNTRVil+CjWOx9KiEXCGMPLL7+M9PR0HDp0CKNHj7b3kshtNDQ0YPv27VAqldizZw8GDRoEuVwOmUyGqKgomyfHbefuNTY2wt/fHxzHwWg0YsqUKS5ZatPY2AiVSiXabEWO4/DOO+9gy5YtyM7OdrrRJ3SviBDnQvHe8ZlMJuTk5CAtLQ0ZGRkwmUxISkqCXC7HrFmzbH6/1GQyQavVQqPRoKamBt7e3vD29kZtbS0mT57s0slwnz59MGnSJFGer/bu3YvFixdj48aNeOSRR0RYpe1QrHdslBCLZNmyZdi8eTMyMzPbPZD7+/u75AmfK2hqasKuXbugVCqxa9cuBAUFCeMdpkyZYpfkuKioCM3NzWCMdajUytnwyXB4ePgtJc1dwRjDBx98gI0bNyI7Oxvjx4/v/iJtjIIkIc6F4r1zsVgsOHLkiDCdQqfTISEhAXK5HHPmzLH5n5nZbMbPP/+MGzduwM3NDV5eXpBIJAgJCYGfn5/dGz+KwWQyIS8vD56enpg8ebIoz1MHDx7Eo48+ii+++AJPPPGE031OFOsdGyXEIrnTP8x///vfWLJkiW0XQzqtpaUFe/fuFe4h+fr6Ijk5GXK5HNOmTbP6XQ+O41BcXIyWlhZIpVIAuKXUig+Yztpcq6mpCSqVCsOHDxctGf7oo4/w2Wef4eDBg5g0aVL3F0kIIXdB8d55WSwWnDx5UkiOq6urERcXB5lMhgULFtgkvpaXl6OsrAzR0dHw9fVFTU0NNBoNtFotPDw8hI3w/v37O13SB/yS8Ofl5aF3796iJcOHDx/Gww8/jL///e9YunSpU34uxLFRQkzITVpbW9vdQ/L09BTuIc2YMUP0e0gWiwVFRUUwGAyIiYm5ZWTD7Uqt+OTYx8fHKQIDnwwPGzZMlLt2jDF8+umn+Oijj7Bv3z5hE4EQQgjpCI7joFKpkJaWhvT0dFRUVGDevHmQyWSIj4+Hn5+f6L/nlStXcPnyZcTExMDf3/+W9dTW1gqb4W5ubggODoZEIsGAAQPs2iSqo/hkuFevXpg8ebIohwknTpxAamoq/vKXv+D55593imce4nwoISbkV5hMJmRnZyMtLQ2ZmZngOA6JiYlITU3FAw880OV5gzyLxYLCwkKYzWZER0ffNdluO5S+uroanp6eDl9qpdPpkJubi6FDh2LEiBHdfj3GGD7//HN88MEH2LNnD6ZOnSrCKgkhhPRUHMehqKhISI7LysowZ84cyGQyJCYminJae+nSJZSXlyMmJuauyTbHcaivrxeSY47jEBwcjJCQEAQGBjpkcmw2m5Gfnw93d3dERUWJkgyfPn0aMpkMf/7zn/H73//eIZ9xiGughJiQDjKbzThy5IjQpKOlpQWJiYmQyWSYM2dOpxtgWSwW5OfngzGG6OjoTo+HsFgs7UqtevXqJXSrdpRSK51OB5VKhcGDB4vS+Zkxho0bN+Ltt9/Grl27MGPGDBFWSQghhPyCMYazZ88iLS0NSqUSpaWlmDVrFuRyOZKSkhAYGNip+MoYQ1lZGa5fvw6pVApfX99Or6ehoQEajQZqtRomk0lIjoOCghxifI/FYkFeXp6oyXB+fj6SkpLwf//3f1i5cqVDPNMQ10UJcQ+2Zs0avPnmm1i+fDld8u8ki8WC48ePC/eQ6uvrhXtI8+fPR9++fX/1f8/vpLq5uSEqKqrbsxL5Uiu1Wg2tVgs3NzchObZXqVVzczNyc3MxaNAgjBo1qtuvxxjDt99+i9dffx3bt2/HrFmzur9IQghxcRTru44xhosXLwrJcUFBAe677z7I5XIkJydDIpHcdfTjxYsXUVlZCalUCh8fn26vp6mpSUiOW1tbERQUhJCQEAQHB9t87jLwv819AIiOjhYlGS4uLkZCQgL+8Ic/YPXq1ZQME6ujhLiHOn36NBYtWgQ/Pz/Mnj2bgmQ3cByHU6dOCclxVVUV5s2bB7lcjri4uFt2g00mE/Lz8+Hh4SHaTurN66mvrxdmHTPGbF5q1TYZHjlyZLeDGWMMW7ZswYoVK5CZmYk5c+aItFJCCHFdFOvFwxjDlStXoFAooFQqcerUKUybNg0ymQwpKSkYNGhQu1jHGMP58+ehVqshlUpFb9jFGENzc7MQ65ubmxEYGCgkx9290tURFosFBQUFQqWbGM8zpaWlSEhIwLJly/DOO+9QMkxsghLiHkin0yEmJgbr16/H+++/T23gRcRxHAoKCoTd5KtXr2Lu3LmQyWRISEiAwWDAQw89hFdffRUymczqpU58qRUfMM1ms7CbbK1Sq+bmZqhUKoSGhmLUqFGiBLO0tDQsW7YM27ZtQ3x8vAirJIQQ10ax3noYY7h+/TqUSiWUSiWOHz8OqVQKmUwGmUyGwYMH43e/+x2GDBmC1atX37VqTAwtLS1CrG9qasKAAQOESjFrzF3mk2GO47p07et2zp8/j/j4eCxZsgQffvghJcPEZigh7oGefvppBAQE4JNPPqG5aFbEGENJSYnQpOPcuXPw9PTEoEGDsH379lt2k22xnsbGRqFJhzVKrVpaWpCbm4uBAwdi9OjRory/zMxM/O53v8OWLVuQkpLS7dcjhJCegGK9bTDGUFVVhfT0dCgUCuTk5MDPzw9msxmbNm3CvHnzbJ7Y6fV6IdY3NDTA398fEokEwcHBosxd5huCWiwW0ZLhsrIyxMfH45FHHsFHH33kkI3DiOuihLiH2bp1Kz744AOcPn0affr0oSBpI1VVVZg5cya8vLzQu3dvnDlzBjNnzhTuIQUHB9s8OW5batXS0oKAgAAhYHZltFRLSwtUKhVCQkIwZswYUd7Pzp07sWTJEmzatAkLFy7s9usRQkhPQLHePsxmM5544gnk5OQgIiICJ0+eREREBGQyGeRyOcaOHWvz5NhgMAjJcV1dHXx9fYVZx105ueYr4cxmM2JiYkRJhq9cuYL4+HgkJyfj008/pWSY2Jztb98Tu7l27RqWL1+OH3/8sdMdkUnXVVZWYs6cObjnnnvwn//8Bx4eHrh06RIUCgX++9//YuXKlZg2bRrkcjlSUlIQGhpq9YDp5uYGHx8f+Pj4YOTIkWhuboZGo8G1a9dQWlqKAQMGCMlxR0qt9Hq96Mnwvn37sHTpUmzcuJGSYUII6SCK9fZhMpnw1FNPoaSkBPn5+Rg4cCDq6+uRlZUFhUKBjz/+GMOHD4dMJkNqaioiIyNtkvh5eXlhyJAhGDJkCIxGI7RaLTQaDcrKytCvXz8hOe7Xr99dYzfHcSgsLITJZBItGa6oqEBiYiLi4uIoGSZ2QyfEPUhGRgZSU1Pb3Ru1WCxwc3ODu7s7DAaDQ7TvdzUqlQrffPMN1q1bd8vnyxhDeXm5cA/pxIkTuOeee5CSkgK5XI4hQ4Y4TKlVSEjIbR+u9Ho9cnNzERwcjIiICFHWe+jQISxatAjr16/H4sWL6R4RIYR0EMV6+2hoaMDvf/97/PWvf0VISMgtv97Y2IgdO3ZAoVBgz549CA0NFU6Oo6OjbZ4ImkwmVFdXQ6PRoLq6Gn369BFiva+v7y1xl0+GjUYjYmJiulRJdrMbN24gLi4OM2fOxFdffUV/L4ndUELcgzQ1NeHq1avtfrZ06VKMHTsWq1atwoQJE+y0MgL8khxXVlYK95COHj2KyZMnQy6XQyaTYcSIEXYvtfLz8xOadPTt2xetra3Izc1FYGCgaKVgR44cwUMPPYR169bhmWeeoWSYEEI6gWK949PpdNi9ezcUCgV27dqFgIAAYSN8ypQpNk8MLRaLkBxrtVp4enoKsd7f3x+MMRQVFaG1tRVSqVSUZFitViMhIQFSqVSoniPEXigh7uHoXpFjYoxBo9EgIyMDCoUChw4dwrhx44TkWKyT2M7gS63UajVqa2vRt29fGAwGBAQEYNKkSaKs5+TJk0hNTcWaNWvw4osvUjJMCCEioFjvuFpaWvDjjz9CoVBgx44d6NevH5KTkyGXyzFt2jSbzxa2WCyora0VNsM9PDyE0+t77rlHlHFO1dXVSEhIwPjx47F582a7zE8mpC1KiHs4CpKOjzGG2tpaZGZmQqlUYv/+/Rg5cqRwD2ncuHE2L7XS6XRQqVRwd3eH0WiEt7e3sJt8u1KrjlCpVEhOTsa7776LV155hZJhQggRCcV659Da2ooDBw5AqVQiMzMTHh4eSE5ORmpqKu677z5RTmY7w2w2Iz8/HzqdTojJfKwPCAjo0rNHXV0dkpKSMHz4cHz//fc2mZdMyN1QQkyIk6mvr8f27duhVCqxd+9eDB48WLiHNHnyZKsnxwaDAbm5uejfvz/Gjx8Pi8WCmpoaqNVqVFdX31Jq1ZHEtrCwEImJiVi9ejVee+01uyfDa9asgVKpxLlz5+Dt7Y3p06dj7dq1iIiIsOu6CCGE9AwmkwmHDh2CQqFARkYGzGYzkpKSIJfLMWvWLKsnkhzHoaSkBM3NzUKZdH19vTCdwmKxIDg4GCEhIQgMDOxQyXNDQwOSk5MhkUigVCqtMh+5MyjWEx4lxIQ4saamJuzatQsKhQK7d+9GUFAQUlJSkJqaitjYWNGTY4PBAJVKBT8/P0RGRt6SuPLJMX8PycPDQ0iOBwwYcNtEt6SkBAkJCVixYgXeeustuyfDABAXF4dHH30UU6ZMgdlsxltvvYXi4mKUlpaiX79+9l4eIYSQHsRsNuPo0aNIS0tDRkYGdDodEhMTIZPJMHfuXNG7iTPGUFJSgqamJsTGxt6SfDPG0NjYKCTHRqMRQUFBCAkJQVBQ0G1LoJuamiCTyeDn54esrCyH6IBOsZ7wKCEmxEW0tLRgz549UCgU2LlzJ/z8/IR7SPfee2+3G1YYjUbk5ubeMRm+Gcdx7e4hubm5ITg4GD4+PpBIJPDy8sLZs2eRkJCA559/Hu+++65DJMO3o9VqERISgpycHNx///32Xg4hhJAeymKx4OTJk0hLS0N6ejpqa2sRFxcHmUyG+fPndzuRY4zhzJkzaGxshFQqvespLmMMOp1OSI71ej0CAwMRHBwMT09PBAcHo7m5Gb/5zW/Qq1cv7Ny5s0vzj22BYn3PRQkxIS6otbUV+/btg0KhQFZWFry8vIR7SDNmzOh0Aws+Gfb19cWECRM6nbgyxlBXVweNRoMNGzbgv//9L2JjY1FQUIDf/va3+Oijjxx69uDFixcxevRoFBcXU4dWQgghDoHjOOTm5grJcWVlJebPnw+ZTIb4+Hj4+vp26vU6mwzfjk6ng0ajwU8//YQXXngBUVFRqK+vR2BgIPbv3w8fH59Ov6atUKzvuSghJg6poqICq1atwu7du6HX6zFmzBhs3LgRUqnU3ktzOkajEdnZ2UhLS0NmZiYYY8I9pAceeOCu95CMRiNUKhX69euHCRMmdDtxtVgs2LJlC1599VX06tULHMchMTERCxcuREJCgsOVKTHGIJPJUFdXhyNHjth7OYQQ4jIo1ouHnxPMJ8eXL1/GnDlzIJPJkJiYeNeeHowxlJaWor6+HrGxsaLc783Ly8PixYuh1WrR2tqK+++/HwsXLkRqairCwsK6/fpioljfs1FCTBxOXV0doqOjMXv2bLz44osICQlBWVkZhg8fjpEjR9p7eU7NbDbj8OHDwj0kvV6PpKQkyGQyPPjgg7fc6eGT4b59+2LixIminOJevXoVcXFxSEpKwqeffoqioiIoFAooFApERUVhy5Yt3f49xPTSSy9h586dOHr0KAYPHmzv5RBCiEugWG89fHKblpYGpVKJs2fPYvbs2ZDL5UhMTERgYGC75JgxhrNnz6K2thaxsbGi3O81GAx48sknoVarsW/fPjQ3N0OpVEKpVOLnn3/G9evXHWr2MMX6no0SYuJw3njjDRw7dox26KzMYrHg2LFjUCgUSE9PR0NDA+Lj4yGTyTBv3jzodDosWrQIr7/+OuLj40VJhisqKrBgwQLMnTsXX3zxxS2v2dLS4lB3i15++WVkZGTg8OHDCA8Pt/dyCCHEZVCstw3GGC5cuCAkx4WFhZg5cybkcjmSk5MRGBiIZ555BmPGjMFrr70mSjJsMpnw1FNP4erVqzhw4AACAwPb/TrFeuJoKCEmDmf8+PFYsGABrl+/jpycHAwaNAjLli3Ds88+a++luSyO43Dq1Cmh1KqqqgoeHh4YNGgQ9u7di6CgoG7/HlVVVYiLi8P06dOxceNGh9oZvhljDC+//DLS09Nx6NAhjB492t5LIoQQl0Kx3vYYY7h8+TIUCgWUSiVOnz6NwMBAtLa2QqFQYNq0ad1ubmk2m/HMM8/g3LlzyM7ORnBwsEirFx/FesKjhJg4HH53cuXKlXj44Ydx6tQprFixAhs2bMBTTz1l59W5vtraWsycORMGgwHu7u64fv065syZA7lcjoSEBPj5+XU6YGo0GiQkJCAqKgqbNm3qdFMvW1u2bBk2b96MzMzMdvMI/f394e3tbceVEUKIa6BYb18cx+GZZ57B9u3bER4ejsLCQsTGxiIlJQVyuRxDhw7tdKy3WCx4/vnnkZ+fj+zsbAwcONBKqxcHxXrCo4SYOBxPT0/Exsbi+PHjws9eeeUVnD59GidOnLDjylxfY2Mj5s+fj6CgICgUCnh6eqKkpATbtm1Deno6zp8/jwcffBAymQxJSUl3nC3cVk1NDRITEzFmzBhs2bIFvXv3ttG76bo7vad///vfWLJkiW0XQwghLohivf0wxvDqq68iPT0dOTk5GDZsGG7cuIH09HQolUocPnwYkyZNglwuh0wmw8iRI+8a6y0WC15++WUcO3YMhw4dwqBBg2z0brqOYj3hOe6cE9JjhYaGYvz48e1+Nm7cOJSXl9tpRT3HuXPnMGTIEKSlpcHLywtubm6YOHEi3nvvPRQVFaGgoADTp0/Hl19+iREjRkAmk2Hjxo3QaDS43d5aXV0dZDIZwsPDsXnzZqdIhoFfHhZu938UIAkhRBwU6+2nsbFRKGkePnw43NzcEBYWhpdeegn79+9HZWUlnn/+eRw7dgyxsbGYNm0a/t//+384e/bsbWM9x3FYuXIlDh8+jP379ztFMgxQrCf/QyfExOE8/vjjuHbtWrtGG6+++ip++umndjvJxH4YYygrKxPuIeXl5WH69OmQyWRISUlBaGgoGhsbIZPJEBgYiIyMDFFGOBBCCHENFOsdH2MMdXV1yMrKgkKhwL59+4TNcLlcjsjISADAqlWrsH37dhw6dAgjRoyw86oJ6TxKiInDOX36NKZPn453330XixYtwqlTp/Dss8/iyy+/xBNPPGHv5ZGbMMZQXl4uJMc//fQTpFIp1Go1RowYgR07dtBdHEIIIe1QrHc+DQ0N2LFjBxQKBfbu3YvQ0FAEBASgvLwcR44coaZUxGlRQkwc0o4dO7B69WpcuHAB4eHhWLlyJXWedAKMMVRWVuKrr77Ct99+i6KiIvTr18/eyyKEEOKAKNY7L51Oh6ysLLz55pv417/+hQcffNDeSyKkyyghJoQQQgghhBDSI1FTLUIIIYQQQgghPRIlxIQQQgghhBBCeiRKiAkhhBBCCCGE9EiUEBPSRWazGf/3f/+H8PBweHt7Y8SIEXjvvffAcZy9l0YIIYQQEVCsJ8T19bL3AghxVmvXrsUXX3yB//znP4iMjERubi6WLl0Kf39/LF++3N7LI4QQQkg3UawnxPVRQkxIF504cQIymQyJiYkAgOHDh2PLli3Izc2188oIIYQQIgaK9YS4PiqZJqSL7rvvPhw4cADnz58HABQWFuLo0aNISEiw88oIIYQQIgaK9YS4PjohJqSLVq1ahYaGBowdOxYeHh6wWCz44IMP8Nhjj9l7aYQQQggRAcV6QlwfJcSEdNH333+P7777Dps3b0ZkZCQKCgqwYsUKhIWF4emnn7b38gghhBDSTRTrCXF9VDJNSBe9/vrreOONN/Doo49i4sSJWLx4MV599VWsWbPG3kvrMdavX4/w8HD06dMHUqkUR44csfeSCCGEuBCK9Y6B4j2xJkqICemilpYWuLu3/yfk4eFBoxhs5Pvvv8eKFSvw1ltvIT8/HzNnzkR8fDzKy8vtvTRCCCEugmK9/VG8J9bmxhhj9l4EIc5oyZIl2L9/PzZs2IDIyEjk5+fjueeewzPPPIO1a9fae3kub+rUqYiJicHnn38u/GzcuHGQy+W0c08IIUQUFOvtj+I9sTZKiAnpoqamJrz99ttIT0+HRqNBWFgYHnvsMfzxj3+Ep6envZfn0oxGI/r27Ytt27YhNTVV+Pny5ctRUFCAnJwcO66OEEKIq6BYb18U74ktUFMtQrrI19cX69atw7p16+y9lB6nuroaFosFEomk3c8lEgmqqqrstCpCCCGuhmK9fVG8J7ZAd4gJIU7Lzc2t3X8zxm75GSGEEEKcG8V7Yk2UEBNCnE5QUBA8PDxu2R3WaDS37CITQgghxDlRvCe2QAkxIcTpeHp6QiqVYt++fe1+vm/fPkyfPt1OqyKEEEKImCjeE1ughJgQF3T48GEkJycjLCwMbm5uyMjIaPfrjDH86U9/QlhYGLy9vTFr1iycOXPGPovtopUrV+Lrr7/Gv/71L5w9exavvvoqysvL8cILL9h7aYQQQojV9YRYD1C8J9ZHCTEhLqi5uRmTJ0/GZ599dttf/8tf/oK//e1v+Oyzz3D69GkMHDgQ8+bNQ1NTk41X2nWPPPII1q1bh/feew9RUVE4fPgwdu3ahWHDhtl7aYQQQojV9YRYD1C8J9ZHY5cIcXFubm5IT0+HXC4H8MuOcVhYGFasWIFVq1YBAAwGAyQSCdauXYvnn3/ejqslhBBCSGdRrCek6+iEmJAe5vLly6iqqsL8+fOFn3l5eeGBBx7A8ePH7bgyQgghhIiBYj0hHUcJMSE9DN+pkWb6EUIIIa6JYj0hHUcJMSE9FM30I4QQQlwbxXpC7o4SYkJ6mIEDBwIAzfQjhBBCXBTFekI6jhJiQnqY8PBwDBw4sN1MP6PRiJycHJrpRwghhLgAivWEdFwvey+AECI+nU6HixcvCv99+fJlFBQUICAgAEOHDsWKFSvw4YcfYvTo0Rg9ejQ+/PBD9O3bF48//rgdV00IIYSQjqJYT4g4aOwSIS7o0KFDmD179i0/f/rpp/HNN9+AMYZ3330XGzZsQF1dHaZOnYp//vOfmDBhgh1WSwghhJDOolhPiDgoISaEEEIIIYQQ0iPRHWJCCCGEEEIIIT0SJcSEEEIIIYQQQnokSogJIYQQQgghhPRIlBATQgghhBBCCOmRKCEmhBBCCCGEENIjUUJMCCGEEEIIIaRHooSYEEIIIYQQQkiPRAkxIYQQQgghhJAeiRJiQgghhBBCCCE9EiXEhBBCCCGEEEJ6JEqICSGEEEIIIYT0SJQQE0IIIYQQQgjpkf4/p2vagZU5xGcAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", - "z_mult_interp = mult_interp(x_new, y_new).get()\n", - "z_true = trig_func(x_new, y_new)\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_mult_interp)\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, z_true)\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfdx = mult_interp.diff(0)\n", - "z_dfdx = dfdx(x_new, y_new).get()\n", - "dfdx_true = trig_func_dx(x_new, y_new)\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_dfdx)\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, dfdx_true)\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfdy = mult_interp.diff(1)\n", - "z_dfdy = dfdy(x_new, y_new).get()\n", - "dfdy_true = trig_func_dy(x_new, y_new)\n", - "\n", - "# Create a figure with two subplots\n", - "fig = plt.figure(figsize=(12, 6))\n", - "\n", - "# Plot the interpolated function\n", - "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", - "ax1.plot_surface(x_new, y_new, z_dfdy)\n", - "ax1.set_title(\"Interpolated Function\")\n", - "\n", - "# Plot the true function\n", - "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - "ax2.plot_surface(x_new, y_new, dfdy_true)\n", - "ax2.set_title(\"True Function\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "multinterp-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.rectilinear._multi import MultivariateInterp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def trig_func(x, y):\n", + " return y * np.sin(x) + x * np.cos(y)\n", + "\n", + "\n", + "def trig_func_dx(x, y):\n", + " return y * np.cos(x) + np.cos(y)\n", + "\n", + "\n", + "def trig_func_dy(x, y):\n", + " return np.sin(x) - x * np.sin(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "x_grid = np.geomspace(1, 11, 1000) - 1\n", + "y_grid = np.geomspace(1, 11, 1000) - 1\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "\n", + "z_mat = trig_func(x_mat, y_mat)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_new, y_new = np.meshgrid(\n", + " np.linspace(0, 10, 1000),\n", + " np.linspace(0, 10, 1000),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mult_interp = MultivariateInterp(z_mat, [x_grid, y_grid], backend=\"cupy\")\n", + "z_mult_interp = mult_interp(x_new, y_new).get()\n", + "z_true = trig_func(x_new, y_new)\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_mult_interp)\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, z_true)\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dfdx = mult_interp.diff(0)\n", + "z_dfdx = dfdx(x_new, y_new).get()\n", + "dfdx_true = trig_func_dx(x_new, y_new)\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_dfdx)\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, dfdx_true)\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dfdy = mult_interp.diff(1)\n", + "z_dfdy = dfdy(x_new, y_new).get()\n", + "dfdy_true = trig_func_dy(x_new, y_new)\n", + "\n", + "# Create a figure with two subplots\n", + "fig = plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot the interpolated function\n", + "ax1 = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax1.plot_surface(x_new, y_new, z_dfdy)\n", + "ax1.set_title(\"Interpolated Function\")\n", + "\n", + "# Plot the true function\n", + "ax2 = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax2.plot_surface(x_new, y_new, dfdy_true)\n", + "ax2.set_title(\"True Function\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multinterp-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/01_Curvilinear/02._Warped_Interpolation.ipynb b/examples/01_Curvilinear/02._Warped_Interpolation.ipynb index 87462cb..730fbe6 100644 --- a/examples/01_Curvilinear/02._Warped_Interpolation.ipynb +++ b/examples/01_Curvilinear/02._Warped_Interpolation.ipynb @@ -1,737 +1,737 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Warped Interpolation\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.047040Z", - "iopub.status.busy": "2023-08-09T15:52:15.046790Z", - "iopub.status.idle": "2023-08-09T15:52:15.316689Z", - "shell.execute_reply": "2023-08-09T15:52:15.316015Z" - } - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp import UnstructuredInterp" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Assume we have a set of points indexed by $(i,j)$ in 2D space for which we have corresponding functional values in a 3rd dimension, such that $f(x_{i,j},y_{i,j}) = z_{i,j}$. In practice, we are interested in cases where the $z_{ij}$ are difficult to compute and we are unable to compute them at other values of $x$ and $y$ -- which is why we want to interpolate. For the callibration below, we will generate these $z$'s arbitrarily using the function\n", - "\n", - "$$f(x,y) = (xy)^{1/4}$$\n", - "\n", - "because the figures look good for our illustrations.\n", - "\n", - "These $(x_{i,j},y_{i,j})$ points however are not evenly spaced, and do not form a rectilinear grid which would make it easy to interpolate the function off the grid. Nevertheless, these points do have a regular structure as we will see.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.319280Z", - "iopub.status.busy": "2023-08-09T15:52:15.318799Z", - "iopub.status.idle": "2023-08-09T15:52:15.325344Z", - "shell.execute_reply": "2023-08-09T15:52:15.324683Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[[1, 2, 7],\n", - " [3, 4, 8],\n", - " [5, 6, 9]],\n", - " \n", - " [[7, 2, 1],\n", - " [8, 4, 3],\n", - " [9, 6, 5]]]),\n", - " array([[1.62657656, 1.41421356, 1.62657656],\n", - " [2.21336384, 2. , 2.21336384],\n", - " [2.59002006, 2.44948974, 2.59002006]]))" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "points = np.array(\n", - " [[[1, 7], [3, 8], [5, 9]], [[2, 2], [4, 4], [6, 6]], [[7, 1], [8, 3], [9, 5]]],\n", - ").T\n", - "values = np.power(points[0] * points[1], 1 / 4)\n", - "points, values" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.327548Z", - "iopub.status.busy": "2023-08-09T15:52:15.327160Z", - "iopub.status.idle": "2023-08-09T15:52:15.453523Z", - "shell.execute_reply": "2023-08-09T15:52:15.452700Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the graph below, we can see the true function in 3D space, along with the points for which we actually know the value of the function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.455978Z", - "iopub.status.busy": "2023-08-09T15:52:15.455463Z", - "iopub.status.idle": "2023-08-09T15:52:15.803445Z", - "shell.execute_reply": "2023-08-09T15:52:15.802864Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.figure().add_subplot(projection=\"3d\")\n", - "ax.scatter(points[0], points[1], values, c=\"r\")\n", - "ax.scatter(points[0], points[1], np.zeros_like(values), c=\"b\", alpha=0.5)\n", - "for i in range(3):\n", - " ax.plot(points[0, i], points[1, i], zs=0, zdir=\"z\", c=\"r\", alpha=0.5)\n", - " ax.plot(points[0, :, i], points[1, :, i], zs=0, zdir=\"z\", c=\"g\", alpha=0.5)\n", - "\n", - "for i in range(9):\n", - " ax.plot(\n", - " np.array([points[0].flat[i]] * 2),\n", - " np.array([points[1].flat[i]] * 2),\n", - " [0, values.flat[i]],\n", - " \"--\",\n", - " c=\"b\",\n", - " alpha=0.5,\n", - " )\n", - "\n", - "\n", - "x = np.linspace(1, 9, 100)\n", - "xmat, ymat = np.meshgrid(x, x, indexing=\"ij\")\n", - "zmat = np.power(xmat * ymat, 1 / 4)\n", - "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", - "ax.set_zlim(0, np.max(values))\n", - "\n", - "ax.view_init(30, -120)\n", - "\n", - "# plt.savefig(\"WarpedInterpolation.pdf\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The underlying regular structure comes from the points' position in the matrix, the $(i,j)$ coordinates. If we join the points along every row and every column, we can see that the resulting grid is regular and piecewise affine (curvilinear).\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.805520Z", - "iopub.status.busy": "2023-08-09T15:52:15.805257Z", - "iopub.status.idle": "2023-08-09T15:52:15.959974Z", - "shell.execute_reply": "2023-08-09T15:52:15.959373Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, this curvilinear grid can be easily transformed into a rectilinear grid by using the coordinate values $(i,j)$ of the underlying matrix that contains the values. For interpolation, this rectilinear grid allows us to use the standard fast interpolation methods available in SciPy.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:15.962430Z", - "iopub.status.busy": "2023-08-09T15:52:15.962144Z", - "iopub.status.idle": "2023-08-09T15:52:16.083008Z", - "shell.execute_reply": "2023-08-09T15:52:16.082228Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "coord_points = np.mgrid[0:3, 0:3]\n", - "plt.scatter(coord_points[0], coord_points[1], c=\"b\")\n", - "plt.plot(coord_points[0], coord_points[1], \"g\")\n", - "plt.plot(coord_points[0].T, coord_points[1].T, \"r\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below we graph values of the function at their index coordinate points in the matrix." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.085205Z", - "iopub.status.busy": "2023-08-09T15:52:16.084871Z", - "iopub.status.idle": "2023-08-09T15:52:16.179861Z", - "shell.execute_reply": "2023-08-09T15:52:16.179273Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(coord_points[0], coord_points[1], values, alpha=0.5)\n", - "ax.view_init(30, -130)\n", - "\n", - "ax.scatter(coord_points[0], coord_points[1], values, c=\"r\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The objective is to be able to interpolate the value of the function at any point off the grid, where presumably we are only interested in points internal to the curvilinear space and not outside the boundaries. For example, we can imagine that we want an approximation to the function at the point $(x,y) = (3, 5)$ pictured below. If we could find the correspoinding point in the coordinate grid, interpolation would be straightforward.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.181729Z", - "iopub.status.busy": "2023-08-09T15:52:16.181457Z", - "iopub.status.idle": "2023-08-09T15:52:16.317543Z", - "shell.execute_reply": "2023-08-09T15:52:16.316952Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method 1: Quad Interpolation\n", - "\n", - "A straightforward and generalizable approach would be to identify the quadrilateral in which the point lies, and then use quad interpolation to find the corresponding z-value.\n", - "\n", - "Quad interpolation consists of finding the affine transformation that maps the quadrilateral to the unit square, and then applying the transformation to the point of interest. Having located the corresponding point in the unit square, we can use standard bilinear interpolation to find the corresponding z-value.\n", - "\n", - "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/mapping-small.png)\n", - "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/interpolation-300x279.png)\n", - "\n", - "This approach is generalizable to any number of dimensions, and it is desirable for our purposes. However, we have not found a general tool in the Scientific Python environment that would allow us to do this.\n", - "\n", - "This appears possible in other proprietary software but we have not found an open source tool that would allow us to do this.\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method 2:\n", - "\n", - "We can find where the x-coordinate of the point of interest intersects with the index-coordinates of the matrix.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.319545Z", - "iopub.status.busy": "2023-08-09T15:52:16.319203Z", - "iopub.status.idle": "2023-08-09T15:52:16.516036Z", - "shell.execute_reply": "2023-08-09T15:52:16.515121Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is similar to assuming that we have 3 linear interpolators formed by connecting the points on the green lines in the x-direction, and for each interpolator we can approximate the corresponding y and z values using the grid data.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.518633Z", - "iopub.status.busy": "2023-08-09T15:52:16.518186Z", - "iopub.status.idle": "2023-08-09T15:52:16.675437Z", - "shell.execute_reply": "2023-08-09T15:52:16.674820Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], coord_points[1], c=\"b\")\n", - "plt.plot(points[0], coord_points[1], \"g\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, for each circle in the figure, we have a corresponding pair $(y,z)$, and we can interpolate in the y-direction to find the corresponding z-value for the point's y-coordinate.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.677467Z", - "iopub.status.busy": "2023-08-09T15:52:16.677170Z", - "iopub.status.idle": "2023-08-09T15:52:16.827118Z", - "shell.execute_reply": "2023-08-09T15:52:16.826514Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.hlines(y=[3, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can do the same by connecting the points on the red line, and interpolating $(y, z)$ values for the point's x-coordinate.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.829035Z", - "iopub.status.busy": "2023-08-09T15:52:16.828773Z", - "iopub.status.idle": "2023-08-09T15:52:16.957624Z", - "shell.execute_reply": "2023-08-09T15:52:16.957009Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], coord_points[1].T, c=\"b\")\n", - "plt.plot(points[0].T, coord_points[1], \"r\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:16.959539Z", - "iopub.status.busy": "2023-08-09T15:52:16.959223Z", - "iopub.status.idle": "2023-08-09T15:52:17.097098Z", - "shell.execute_reply": "2023-08-09T15:52:17.096453Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.scatter([3, 3], [1.8, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.hlines(y=[1.8, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "However, the two processes might provide different results. The differences in results arises from the values that are weighted in the interpolation. In the first case, interpolation uses the values that correspond to the quadrangle in which the point of interest lies. In the second case, the lowest cirle lies in an adjacent quadrangle, meaning that the $y$ and $z$ values corresponding to that point come from interpolation in the adjacent quadrangle. Because of this, the second result is weighing values that are further away from the point of interest, and the result is less accurate.\n", - "\n", - "Additionally, we could start this method in the y-direction, and the results could be different yet.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:17.099069Z", - "iopub.status.busy": "2023-08-09T15:52:17.098786Z", - "iopub.status.idle": "2023-08-09T15:52:17.233446Z", - "shell.execute_reply": "2023-08-09T15:52:17.232831Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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M1bhw0CqsQoirk8RClBmbxcbue3bjXted4OXBuPjm/vhlWeFERgYYjWzYBLf3UH9r/G72o83yNkTcEsGRp47QdFpTNp3exIyIGfy29zcSMxJzztG9TndCg0MZ2mIofu5+elyiuBFjx8Kbb8LBgxAeDnfdpXdEQojrUKKPBFlZWbz++uvUr18fDw8PGjRowDvvvIPNZrNXfMKJxP8VT/qxdJrPbJ4vqViwAJq3yD1u8CCoV0/tB/Bp64P5LTP/F/V/NPm8Cd1+6sYPO34gMSOROn51eKPHGxx+8jDrxq7jofYPSVJRXvn45HaBTJ6sbyxCiOtWohaLjz/+mG+//ZawsDBatmzJtm3bGDt2LH5+fjz99NP2ilE4ieip0fh198M72Dtn34IFMGQIaAUWt4yOhsHDU3hy6gL2mmewKmUVWi8NEsHL7MWQFkMIDQ6lZ72eGA3SZO40nnxSrR2yerVaVr19e70jEkKUUIkSi02bNjFgwAD69+8PQL169Zg9ezbbtm2zS3DCeaQdSyNhZQLNf80dQGm1qi51Tct/rLXWBrSev0KL3/nydHLO/s7pnblt6228FP4S3q7eCCdUqxbcdx/8+qtKMH75Re+IhBAlVKLEonv37nz77bccOnSIJk2aEBkZyfr165kyZUqR35ORkUFGRkbO10lJSQBYLBYsFsv1RV2I7HOV5jkdTXm+xktHLqF5aHje5JkT//r1EB+vZhZWD9hA1OVjLcPuAls6AIaLDRjTdhSv9B+J+1/uHPn8CK4213L5f1Ce37/iKpVrfOopzL/+ijZ3LlnvvquSDQfh7O+hs18fOP812vP6intOg6YV/LxYNE3TePXVV/n4448xmUxYrVbef/99XnnllSK/Z9KkSbz99ttX7J81axaenp7FfWnhhNKsaWxI2MCqC6vwPHyUrcOXAFBp9UA6BnSiT+U+NPdqLgt/VUBdX3+dKnv2cPjee9kXGqp3OEIIIDU1lREjRpCYmIivr2+Rx5UosZgzZw4vvPAC//vf/2jZsiURERFMnDiRTz/9lNAifvkLa7GoXbs2cXFxVw2spCwWC8uXLyckJASzueh6B+VZeb7Gi6svsnfAXtpFtGMzm/l598/M3/cHGba0y0e40bjed5g1jdYvmvgr+f6c7128GLp3h7Mzz3LkySN0u9ANg6n8JRvl+f0rrtK6RsOiRbgMGoTm50dWVBR4O0bXl7O/h85+feD812jP60tKSiIwMPCaiUWJukJeeOEFXn75Ze6/X930W7duzYkTJ/jwww+LTCzc3Nxwc3O7Yr/ZbLbLm2qv8zqS8niN56qdY1qXaaz6bRVnrGdy9rskNCVreyhEjmJC6mSezprCHNP9zLWOwmBQreA9Lk89TV6TjGdNT1zdy/dqo+Xx/SupG77GAQOgSRMMhw5h/vlneOqp0guuFDj7e+js1wfOf432uL7inq9Ew+lTU1MxFihaYzKZZLqpKFRCegLfbfuOrtO60uaPNvza41fOWM9Qyb0Sj3Z4lM0PbmZO9/0Y1r+C4VItFpgGA9DfuggPVEvGlCkqqciMyyR2biw1Hqmh4xWJMmM0wjPPqMdTpqiRvkKIcqFELRZ3330377//PnXq1KFly5bs3LmTTz/9lHHjxtkrPlHOZNmyWH50OWGRYfx54E8yrKobzGQw0dunN91+7MbjPz1O1ZuqAnBTLbWw5dNPw9a4zqRWqYLP+fOMDPiHO7+/l0GD1HljfowBA1QfW12vSxNlbfRoeP11Veb7zz9h8GC9IxJCFEOJEosvv/ySN954g8cff5zY2FiCgoIYP348b775pr3iE+XE3ti9hEWG8cuuX4hJjsnZ36pqK8YEj2Fkm5FUda/K1u+2EhUahf9Gf8yVVbPaoEEQcpeV1ht2EnzhGyJHjuS7vr9hHHQvAElbkjjx9gmqj6mOa2D57gYRJeDpCY89Bu+9p6aeSmIhRLlQosTCx8eHKVOmXHV6qag44lPjmb1nNmGRYWw7k1vLJMAjgBGtRzCm7RjaVW+Xb1ZH679bs6PLDiJ6R9AmvA1uNdX4G6MJThjSICAAzWDAuOhvSE3l4n8Z7Bm4B+/23jT6rFGZX6PQ2YQJ8MknsHEjbN4MN9+sd0RCiGuQtUJEiVisFpYcWUJYZBh/H/wbi03Na3YxutC/cX/GtB1Dv8b9cDUV3rLg2diTtqvbsrvfbv5r9h/VRlcj6LEgDM1zl8nWatWGI4c50etbora3x7+PPy3ntcTkIYuJVTjVq8PIkTB9umq1+O03vSMSQlyDJBaiWCLPRjIjYga/7v6V86nnc/a3q96OMW3HMLzVcKp4VSnWubxbedNhWweiv4om5ocYzkw9g6GdB3yqnj+T3IUmHMbn0BKafHM/1cdUx+gqZbsrrGefVYnF/PlqvEX9+npHJIS4CkksRJFiU2L5ddevhEWGEXkuMmd/Na9qjGw9ktC2obSp1ua6zu1a1ZX679Sn7ut1ifszjjPrLsDlmSBZd9wNM2bib9mIYaQfSFJRsbVqBbfdBsuWwRdfqGXVhRAOSxILkU9GVgaLDy9mRsQMlhxZQpYtCwBXkyv3NL2HMcFjuL3R7bgYS+dHx+hqpOqwqngNDoB1ZwEImtof1tTHEBWlls8eOrRUXkuUY889pxKLH3+Et96CSpX0jkgIUQRJLASaprHtzDbCIsOYvWc2F9Iu5DzXuWZnQoNDub/V/VT2qFw2ARkMMGwYfPwx/P67JBYCQkJUy8WePSq5eP55vSMSQhRBEosK7MylM/yy6xfCIsPYd35fzv4gnyBGtRlFaHAozas0v8oZSo8BqOvmRmpaGgZQycTHH8OiRZCSAl5eZRKHcFAGgxprMW4cfP65KnzixFUThSjPJLGoYNIsaSw8uJCwyDCWHV2GTVNVU91d3Lm32b2EBofSt0FfTMaynYHhaTJxuGNHwsPD8TSZoH17aNAAjh1Ti4UMG1am8QgHNGIEvPIKnD6tqqoNH653REKIQsiouApA0zQ2ndrE+L/HU2NyDYbPH84/R/7BptnoVrsbP9z9A2efO8uswbO4vdHtZZ5UFCq7OwRkiqFQ3NzgiSfU48mTofjrJwohypC0WDixk4kn+TnyZ8Iiwzh84XDO/jp+dRjdZjSjg0fTOKCxjhFew7Bh8NFHqsUiOdlhVrgUOnr0UfjgA9i+HdatUyvUCSEciiQWTiYlM4U/DvzBjIgZrIxaiYb6VOdp9mRIiyGMCR5Dz3o9MRocq7EqzWrllshIEr286G21qlX02raFRo3gyBE11uL++695HuHkAgMhNBS+/Va1WkhiIYTDkcTCCdg0G+tPrmdGxAx+3/c7yZnJOc/1qteL0OBQBjcfjI+bj45RXp0N2J6cDC4u5KyVm90d8sEHqjtEEgsBMHGiSiz+/hsOHYImTfSOSAiRhyQW5VjUxShmRs4kLDKMqISonP0N/BsQGhzK6ODR1KtUT78AS0N2YhEeDpcugY/jJkeijDRtCnffrRKLKVNg6lS9IxJC5CGJRTmTZk0jLDKMn/f8zNoTa3P2+7j6MKzlMEKDQ+lep3u+hb/KtTZt1CfSQ4dUd4jMBBCgpp7+/TfMmAHvvgsBAXpHJIS4TBKLcsCm2VgVtYqfdv7E/H3zydidAYABA30b9CU0OJR7m9+Lp9lT50jtILs75L33VHeIJBYCoGdPNSV5xw7VLfLaa3pHJIS4TBILB3Y4/jBhkWHMjJzJqaRTOfubVG7CmLZjeKDNA9T2q61jhGVk6FCVWCxZAklJ4Ourd0RCbwaDKvM9ciR89ZWqxOnmpndUQggksXA4CekJ/Lb3N2ZEzGDT6U05+yu5V2JY82E0TG7IxCETcXUtfFlyp9S6tepXP3hQNX+PHKl3RMIRDB0KL72kCmbNng1jxugdkRACKZDlEKw2K/8c+Yfh84dT/f+qM37ReDad3oTRYKRf437MHTKXmOdi+OrOr2jq1dR5xk8UEOjigq/NduUTUixLFMZshqeeUo8//VQKZgnhIKTFQkf7zu8jLCKMn3f9TExyTM7+VlVbERocysjWI6nhUyNnv8Vi0SPMMuFlMnHmppsIDw/Hy1RI5c9hw9QgvX/+gcRE8PMr+yCF43n4YXjnHdi9G1asUIuVCSF0JYlFGYtPjWfOnjmERYax9czWnP0BHgGMaD2CMW3H0K56O6dtlbhuLVtC8+awfz/89ReMGqV3RMIRVKoEDz6oFiabPFkSCyEcgCQWZcBitfDPkX8Iiwzjr4N/YbGplgcXowv9G/cnNDiU/k3642qqQOMmSiq7O+Ttt1V3iCQWItvTT8OXX8LSpWpZ9Vat9I5IiApNEgs7ijwbSVhkGL/u/pXYlNic/e2qtyM0OJQRrUdQxauKjhE6jjSrlTt27yY+b0nvgoYOVYnF0qWQkKA+rQpRvz4MGqRWPP3sM5g2Te+IhKjQJLEoZbEpsczaPYuwyDAizkbk7K/qVZUHWj9AaNtQ2lRro1+ADsoGrE1Kyl/Su6CWLdW2d6/qDhk9ugwjFA7t2WdVYvHLL6pSa7VqekckRIUliUUpyLRmsujQIsIiwwg/HE6WLQsAV5Mr9zS9h9DgUG5veDtmUyGfwkXJDBsGb72lukMksRDZunRR26ZN8PXXakCnEEIXklhcJ03T2BGzgxkRM5i9ZzbxafE5z3Wu2ZnQ4FDub3U/lT0q6xilExo6VCUWy5bBxYvg7693RMJRPPus+vmYOhVeeQU8PPSOSIgKSRKLEoq5FMMvu34hLDKMvef35uwP8gliVJtRhAaH0rxKcx0jdHLNm6vBeXv2wMKFUhRJ5Lr3XjXeIioKZs6E8eP1jkiICkkSi2JIz0pn4YGFhEWGsfToUmyaGgXg7uLOvc3uJTQ4lL4N+mIyFlJ/QZS+YcNUYvHbb5JYiFwmk5ohMnGiGsT58MNglBqAQpQ1SSyKoGkaW6K3MCNiBnP3ziUhPSHnuW61uxEaHMqwlsPwc5dCTWVu6FB4801YvhwuXIDK0t0kLhs3TnWVHTwI4eFw1116RyREhSOJRQGnEk/x866fCYsM41D8oZz9dfzqMLrNaEYHj6ZxQGMdI3RenkYjVqv12gc2a6aWU9+1C/78U/0xEQLAxwceeQT+9z9V5lsSCyHKnCQWQKollQX7FxAWGca/x/5FQ6054Gn2ZEiLIYQGh9KrXi+MBmlWtRcvk4mELl2KLuld0LBhKrH47TdJLER+Tz2lukJWrYKdO6FdO70jEqJCqbCJhaZprDu5jrCIMH7f9zuXMi/lPNerXi9Cg0MZ3HwwPm4+OkYpijR0KLz+ulofIj4eAgL0jkg4ilq1VOI5a5Zqtfj5Z70jEqJCcYrEwmqF9evV4/XroUcPNY6rMFEXo5gZOZOZu2Zy7OKxnP0N/BsQGhzKqDajqO9fvwyiFjekSRNo2xYiIlR3yIMP6hyQcCjPPqsSizlz4MMPVbIhhCgTJWrbr1evHgaD4YptwoQJ9orvmhYsgHr1oH9/9XX//urrBQtyj7mUcYnpO6fTa0YvGnzRgElrJnHs4jF8XH14sN2DrB2zliNPHuHNnm9KUqGTdKuVAfv28a6nJ+mFLZ1eGFlKXRSlQwfo2ROysuCrr/SORogKpUQtFlu3bs03uG7Pnj2EhIQwdOjQUg+sOBYsgCFDQNPy18KJjobBQ2xMmrGaoz4zmL9/PqmWVAAMGOjboC+hwaHc2/xePM2eusQu8rMCSy5eBLMZq6YV75uGDoVXX4V//4W4OAgMtGuMopx57jlYswa++051m3l76x2REBVCiRKLKlXyL5j10Ucf0bBhQ3r27FmqQRWH1aqmrBf8G2TzP4zWbBa0+ZlJUSdz9jcJaMKY4DE80OYBavvVLuNohV00aqQG5u3cCX/8oeoWCJGtf3/VZXboEEyfDk8+qXdEQlQI1z3GIjMzk19++YVnn30Wg8FQ5HEZGRlkZGTkfJ2UlASAxWLBYrFc78uzfr0as+fhAa7GBB6q9jhuby4l68FLkD2+It2Pu+vfx4u3jaJzUOecOG/kdfWUHXd5jf9qLHlawiwWC5bizAwBjIMHY9q5E9vcuVgdvFiWM79/2RztGo1PPYXpiSfQpkwh6+GHix58VUyOdn2lzdmvD5z/Gu15fcU9p0HTitvunN9vv/3GiBEjOHnyJEFBQUUeN2nSJN5+++0r9s+aNQtPz9Lphsi0pNNn9P0EpEH3cQbSW7Wnt39vOvt1xtXoWiqvIewrHbjfTxUbm5OYiHsxv88zJoaQxx5DMxr5Z/p0Mv2kYJnIZcrIIOShh3C7dIn/XnqJmC5d9A5JiHIrNTWVESNGkJiYiK+vb5HHXXdicfvtt+Pq6srff/991eMKa7GoXbs2cXFxVw3sWtavzx2wCfCzbzsGn9vLh75P8a7l/3L2L14M3btf98s4FIvFwvLlywkJCcFsdq6VUlOsVvw3bwYgtkMHKrkXN7UA0803Y9yxA+vXX2Nz4O4QZ37/sjniNRrfegvThx9i69IF65o1N3QuR7y+0uTs1wfOf432vL6kpCQCAwOvmVhcV1fIiRMnWLFiBQvyTr0ogpubG25ublfsN5vNN3TRPXqo0gXR0WqcxcqsJxjMY/RI3k6azYzBoGaYXW3qaXl1o/93jsicZ02HEl/ffffBjh2Y5s/H9PjjdoiudDnj+1eQQ13jU0/B5MkYN23CuH073HzzDZ/Soa7PDpz9+sD5r9Ee11fc811XKcnp06dTtWpV+udtMihjJhN8/rl6bDDASmMfADrbtuCDKnY1ZYrzJRWiENmzklavhthYXUMRDqh6dRg5Uj3+9FN9YxGiAihxYmGz2Zg+fTqhoaG4uOhbX2vQIJg3D2rWhBPG+iRXr46ZLIYErmbePPW8KB+8TCYyu3Xjz8TE4pX0zqt+fejUCWy2/AVMhMj2zDPq3/nz4fhxXUMRwtmVOLFYsWIFJ0+eZJyDrM8waJC6TyxeDOfbtgXgx/uXS1JR0UixLHE1rVvDbbep5DO7qVMIYRclTixuu+02NE2jSZMm9ojnuphMaoDm+TZtADD+u0LniESZGzJE/btmDZw9q28swjE995z698cfITFR31iEcGJOtVxnXJs2aEYj7N8Pp0/rHY4ogXSrlfsPHOCTkpT0zqtePejcWbpDRNFCQqBVK0hOhh9+0DsaIZyWUyUWFm9vtA4d1BcrpNWiPLECC+Lj2ViSkt4FSXeIuBqDQS1OBvDFF+CkBZKE0JtTJRYA2q23qgeSWFQ82d0ha9dCTIy+sQjHNGIEVKsGp06pkd9CiFLn3InF9X7yFeVT3bqqRoGmqdH/QhTk5gZPPKEef/qp3COEsAPnSyxuvhk8PeHcOdi9W+9wRFmT7hBxLY8+qhYZ2rYN1q3TOxohnI7TJRa4uUH2aqvLl+sbiyh72d0h69fDmTP6xiIcU2AghIaqx1IwS4hS53yJBUDfvupfGWdR8dSuDV27SneIuLqJE9W/f/0Fhw/rGooQzsY5E4uQEPXvmjWQZwE0UUFId4i4lqZN4e67VQL62Wd6RyOEU3HOxKJVK7U+QFoabNyodzSiGDyNRi7efDNzEhPxNN7gj+Xgwerf9evVKnVCFCZ76umMGRAfr2soQjgT50wsDAbpDilnDAYDXiYT7pcf35BataBbN/VYphSKovTsCe3bqw8g336rdzRCOA3nTCwgN7GQAZwVk3SHiGvJWzDrq6+k21SIUuL8icW2bXDhgr6xiGvKsNl48PBhPvfwION6SnoXNHiw+sOxcaMqhiREYYYNU8sjnz0Ls2frHY0QTsF5E4uaNaFFCzU4a9UqvaMR15ClafwcG8sqV1eySqNoUc2aamU6kO4QUTSzGZ56Sj2WgllClArnTSxAukMqOukOEcXxyCPg5aUK6smYLCFumHMnFtnTTiWxqJiyu0M2b4aTJ/WORjiqSpXgwQfVYymYJcQNc+7EomdPcHGBY8fUJiqWGjWgRw/1WLpDxNU8/TQYjfDPP7B3r97RCFGuOXdi4eMDXbqox9LEWTFJd4gojgYN4N571WMpmCXEDXHuxAJknEVFN2iQ6g7ZsgWOH9c7GuHInntO/fvzz2oRQyHEdXH+xCJ7nMW//4LVqm8souxVr567KJ10h4ir6dIFbr4ZMjNh6lS9oxGi3HL+xKJTJ/D1hYsXYedOvaMRRfA0Gonu3JmwpKQbL+ldkHSHiOLKbrWYOlVV5BRClJjzJxYuLtC7t3os3SEOy2AwUMVsxk/Tbrykd0GDBqmBeVu3QlRU6Z5bOJeBA6FePYiLU10iQogSc/7EAmTaaUVXrRr06qUe//67rqEIB+fikruk+qefQmlUgRWigqlYicWGDZCaqm8solAZNhtPHT3Kd+7upVPSuyDpDhHFNW4c+PnBwYOwZIne0QhR7lSMxKJxY6hTRw3KWrdO72hEIbI0jW/PnmWJm1vplPQuKLs7ZPt2qWkirs7HR1XjBJg8Wd9YhCiHKkZikXcZdekOqZiqVIE+fdRj6Q4R1/Lkk6pbZNUqGfQtRAlVjMQCZJyFkO4QUXy1a+f+vEiZbyFKpOIkFrfeqv7dtUuK31RU994LJhPs2AFHjugdjXB0zz6r/p0zB6Kj9Y1FiHKk4iQWVapA27bq8b//6hqK0ElgoHSHiOLr0EEVV8vKgi+/1DsaIcqNipNYgHSHCOkOESWTXTDru+8gOVnfWIQoJypuYmGPmQfC8WV3h0REwKFDekcjHF3//tCkCSQkwPTpekcjRLlQsRKL7t3BzU31lx48qHc0Ig8Po5FDHTrwXVISHqVd0juvgIDcGULSHSKuxWiEZ54BQJsyhfVr1HpD69fL0kNCFKXEd/Do6GgeeOABAgIC8PT0pG3btmzfvt0esZU+Dw+VXIB0hzgYo8FAPXd3qmkaxtIu6V2QdIeIkhg9mgyfAAzHjvF9/78A1ZBRrx4sWKBvaEI4ohIlFhcvXqRbt26YzWaWLFnCvn37mDx5MpUqVbJTeHYg4yzEwIGqRsGuXdJyJa5pwT+e/O/SYwA8mfV5zv7oaBgyRJILIQoqUWLx8ccfU7t2baZPn07nzp2pV68et956Kw0bNrRXfKUvO7FYvRosFl1DEbkybTZejopihrs7mfZen6Fy5dyfA+kOEVdhtcLTT8NXTCADV7raNuJ/eWxO9jCtiROlW0SIvFxKcvBff/3F7bffztChQ1mzZg01a9bk8ccf5+GHHy7yezIyMsjIyMj5OikpCQCLxYKlFP+wZ5/rmuds2RKXgAAM8fFkbdyI1rVrqcVgb8W+xnIo1Wrl0zNnwM2N1MxMXO05zgIwDBqEy5IlaHPnkvXSS3Z9rWzO/P5lc7ZrXL8e4uMBjwDmZN5PqHUm/tP+R3dzZzZrncgymImLg7Vrc3tZyzNne/8K4+zXaM/rK+45DZpW/OkR7u7uADz77LMMHTqU//77j4kTJ/Ldd98xevToQr9n0qRJvP3221fsnzVrFp6ensV96VLV8X//o+aGDRy47z4ODh+uSwwiv3Tgfj8/AOYkJuJu59czJydzx5gxGLOy+PfLL0muXdvOryjKswRLAn9v/oB5k3NnEmW5uxPfvDnxrVoR17IlCY0aobmU6LOaEOVKamoqI0aMIDExEV9f3yKPK1Fi4erqSseOHdm4cWPOvqeeeoqtW7eyadOmQr+nsBaL2rVrExcXd9XASspisbB8+XJCQkIwm81XPdbw00+4PPooti5dsK5ZU2ox2FtJrrG8SbFa8d+8GYDYDh2o5G7v1AJMAwZgXLIE65tvYnv9dbu/njO/f9mc7RrXr4c7HltF5t2jwfsc/fe58f7hmtSJuIi/djHfsZqXF1rXrmi33ILWsydahw7g6qpT5NfH2d6/wjj7Ndrz+pKSkggMDLxmYlGi9LpGjRq0aNEi377mzZszf/78Ir/Hzc0NNze3K/abzWa7vKnFOu/ttwNg/O8/jGlpUIoJTlmw1/+dnsx5uj7K7Pruuw+WLME0fz6mQlrV7MUZ37+CnOEarTYrK7V3yLz/XTBoENuSFRt/5eGvjtP1/jtomH6Q3qzmdo813Om5BkN8PIbly3MHhnt4QLdu0KuXquDZqZOa7l4OOMP7dy3Ofo32uL7inq9EiUW3bt04WGAU/aFDh6hbt25JTqO/evWgUSO1XsTq1XDPPXpHJPQwYACYzbB3r9pattQ7IuEgzlw6w8gFI1l9fDUYgB0PwpIvMLqYgeNoBiN7DG3YQxt6/vIUhoE22LdP3U9Wr4Y1ayAuDlasUBuoRKNLl9xE46abyk2iIURJlGiE3DPPPMPmzZv54IMPOHLkCLNmzeL7779nwoQJ9orPfmTaqahUKaf1SmaHiGxLjyyl7bdtWX18NV5mL3659xfmh/5IrWr5x4TVqgXz5sGgQahCWq1awRNPqJ2xsbBnD3z9NQwdqtYqSkuDlSvhzTdVYlGpklq75u23VSKSnq7L9QpR2kqUWHTq1Ik//viD2bNn06pVK959912mTJnCyJEj7RWf/WQnFtmfJkTFlLdYlpR5r9CybFm8+u+r3PHrHZxPPU9wtWB2jN/ByDYjGTQIjh+HxYvVsYsXQ1TU5aSiMAaDagF7/HH1s3XunGrRmDpVdcFVq6YSiVWrYNIk1YpRqZL6d9IktT8trQyuWojSV+IhzHfddRd33XWXPWIpW717q08ZBw7A6dPq44fQjYfRyM527Vi3dq19S3oXdM89aoDd/v2qO6RVq7J7beEwTiedZvj84aw/uR6ARzs8yqe3f4qH2SPnGJNJTSkND1f/mkwleAGDAZo3V9tjj6kk9tCh/F0nMTHq3+wB5a6uqrsku+ukSxfQaSadECVRsdYKyatSJTWYCqQ7xAEYDQZaenpSx2azf0nvvPz84I471GPpDqmQFh9aTNtv27L+5Hp8XH2YO2Qu39z1Tb6kotQZDNC0KYwfD7Nn565f9N13MGIEBAVBZiasWwfvvqvWt6lUCW65BV5/XbW0pqTYLz4hbkDFTSxAxlkIZehQ9a90h1QoFquFF5a9wF2z7yI+LZ72NdqzY/wOhrUcVvbBGAxqFdVHHoFff1WtqIcPww8/wAMPqBZVi0XNf33/fXXv8vdXs05eew2WLZNl3YXDqNiJRfYqlytWgL3LSIuryrTZeOfkSWa7udm/pHdB99yjRucfOKAG3AmndyLhBD1m9OD/Nv0fAE92fpKN4zbSqHIjnSO7zGBQM9ceegh+/hlOnoSjR2HaNBg1CmrXVonGxo3wwQdqELK/v+oueeUVWLpUEg2hm4pdJq5LF/DygvPnYfduCA7WO6IKy6JpvHfqFLi7821Ztxr4+qrukIULVatF69Zl+/qiTC08sJAxC8eQkJ6An5sfPw34iUHNixqF6SAMBmjQQG3jxqmWtePHc8dnrF4NJ07A5s1q++gjNQikY0c1PqNXL9W6Uc5q9ojyqWK3WLi6ql86kO6Qik5mhzi9TGsmE/+ZyMC5A0lIT6Bzzc7sHL/T8ZOKwhgMUL8+jB0LM2aoJCMqSj0eO1Y9Z7XCli3wySfQr59afK9zZ3jxRTWtJTFR54sQzqpiJxYg006Fcvfdqjvk0CG1nLpwKscuHqPbT934fIta9vzZm59l3dh11Pevr3NkpahePQgNhZ9+gmPHVAvGzJmqhaNhQ5VobN0K//sf3HWXSjQ6doTnn4dFiyAhQe8rEE6iYneFQO44i7Vr1bzyMlijQjggHx/1qe6PP1SrhXSLOY15++bx4F8PkpSRhL+7P2EDw7i76d16h2V/deqo8RijRqmvT53Knc66erWqPLx9u9omTwaDAZe2bWlZuzYGq1VNyff31/USRPkkLRYtW0KNGqoYTZ7F1UQFJN0hTiU9K50Jiycw9PehJGUk0bV2VyIejagYSUVhatdWM0x++EHNODl9Ws1AeeQRNSNF0zDs3Emjv/7CZfBgCAiAdu3gmWfgzz/hwgW9r0CUE5JYGAy5rRYyzqJiu+su1WJ15AhERuodjbgBh+MP02VaF6ZumwrAS91eYnXoaur41dE5MgdSs6aqmfHdd6qGxpkzZP38M1G3347WtKlKriMiYMoUuPdeCAxULXlPP61a9uLj9b4C4aAksYD8005FxeXtDf37q8e//aZvLOK6zd49m/bftyfibASBnoGEjwjno74fYTY570qWpaJGDbT77mPXY4+RtXu3qgQ6Z46qFNq8uUo0du2CL75QtcwDA6FNG3jySZg/X82uEwJJLJTsxGL7dsnCdeJuNLKxTRv+l5yMe1mW9C5IimWVW2mWNB75+xFGLBhBcmYyt9S5hYjxEdzZ+E69QyufqldX65pMnarWOTl7Vv1eTJiQuxLw7t3w1VcwZAhUrZq7ENvvv6uF2ESFJIM3QZXPbdlSrRWxcmXuHxdRZkwGAx19fIi1WjGVZUnvgvr3V8tbHz0KO3dC+/b6xSKK7UDcAYb9PozdsbsxYOC1W17jrV5v4WKUW1ypqVZN3Ruz74/nz6tB79m1NHbvVvfQvXvVqq6gWjp69cpd76RaNZ2CF2VJWiyyybRTAdIdUg7NjJxJh+87sDt2N1W9qrJs1DLe7fOuJBX2VqUKDB4MX36pukjOn1ddIk89pbpIQC3u9803quWjenWVaDz6qOpiiYnRN35hN5JYZJMBnLrKtNmYfPo0f7i6ln1J74Jkdki5kJKZwtiFYwn9M5RUSyp96vchYnwEfRv01Tu0iikwUI29+PxzNfg5Lk4N8pw4Edq2VQPlDxxQg0WHD1ctxdkLsc2apRZiE05BUvpsPXuC2ayq1x09qgrKiDJj0TReOXECPDyYovcf83791PLUUVFq3E3HjvrGI66wN3Yvw+YNY9/5fRgNRt7q+Rav3fIaJmNJ1jIXdhUQAAMHqg3g4kW1Wmt218nOnaog3aFD8P336pjGjXNLkPfsqRZfE+WOJBbZvL3V2iFr16ruEEksKi4vLzX19Lff1CaJhcPQNI2fdv7Ek0ueJC0rjRreNZg1eBa96vXSOzRxLf7+asG/e+5RXyckqEQju2DXzp2qvsbhw/Djj+qYhg1zk4xevVQtDuHwpCskL+kOEdmkO8ThXMq4xKg/RvHQ3w+RlpXGbQ1vI+LRCEkqyqtKlVQp/f/7P9i2TRXgWrRIlRjv1AmMxtwVXUePVpVEsxdhCwtTJcuFQ5IWi7xCQuDNN9XMEKtVrQ4oKqY771QtFydOqJtep056R1ShRZ6NZNi8YRyKP4TJYOLd3u/yUveXMBrks5HT8PNTA6ezB08nJcGGDao1Y/Vq1S0ZFaW26dPVMfXq5bZm9Oqlvha6k8Qir44d1Q/3xYvqh7hzZ70jEnrx9FSfpubMUa0WkljoQtM0vt/+PU//8zQZ1gxq+tRkzpA5dK/TXe/QhL35+qoE/87LdUguXVKJRnbXybZtalXX48dVCwaoVo28XSf166tBo6JMSbqfl4uLWngHZNqpkGJZOkvKSOL++ffz6OJHybBm0K9xPyIejZCkoqLy8YE77oAPP4RNm9QHwKVL4ZVXoGtXdf8+eVKt6Prgg2p8RvZCbD/+qEr1y+9xmZAWi4JCQtSCO8uXw6uv6h2N0FN2d8jJk/Dff3DTTXpHVGHsiNnBsN+HcfTiUVyMLnx464c82+VZ6foQuby94bbb1AaQkqISjuyuk//+Uwut/fKL2gBq1sR0yy3UrVxZzUBp3lxaNOxAEouCsgtlbdigflC9vPSNp4JwNxpZ3qoVmzdv1rekd14eHmoE++zZqtVCEgu70zSNr7d+zXPLniPTmkkdvzrMHTKXm2vdrHdowtF5eakB+NmD8FNTVaKR3XWyZQtER2OcM4e2oEqV16iRv+ukSRNJNEqBg9zBHUijRlC3LlgsaiqUKBMmg4Gefn601rukd0HZs0N+/x30Ltzl5BLSExjy+xCeXPIkmdZMBjQdwM7xOyWpENfH0xNuvRXeeUeVEUhIgJUrsb72GnEtW6K5uanqn7Nnq2qgzZqpol3336+qhe7fL10n10kSi4JkGXWR1x13qCbXU6fUJx5hF/9F/0e779qxYP8CzEYzU26fwh/3/UFlj8p6hyachYcH9O6N7a232PD++2SdP69aMiZNUq0Vbm5qobW5c+Hxx6FFC1WGfNiw3IXYJNEoFkksCpPdHSKJRZmx2Gx8ExNDuKsrFkdqGXB3hwED1GNZO6TUaZrGp5s+pdtP3TiecJz6leqzYdwGnr75aQyO1HIlnI+7u+oCeestWLVKtWisWaNaOPr0Uc/HxqrWyuwVXbMXYvvqK9izR1oxiyCJRWFuvVX9u3u3ymCF3WVqGk8fO8b3Hh5kOtqnAukOsYsLaRcYMGcAzy17jixbFoObD2bH+B10qilTe4UO3N2hRw944w3499/cyqDvvqtasT081EJr8+bBk09C69Zqqfi8C7HJ/QGQwZuFCwzE1rotxt0RnB40kwv+d2D0MOJW043qo6vj08FH7whFWbrtNjRfXwzR0Zy4dy6XjK3RsjRcKrng19OPasOrYfKquMXUMs5kEPNTDKl7U8lMy4SxEPVGFDVH1cSrZeGDnzee2sj98+7nVNIpXE2ufHb7ZzzW8TFppRCOw80NundX2+uvQ2amqp2RvdbJ+vUQHw8LFqgNoHJllZxkF+xq3VpVELUzW5aNC4svEPdXHBlJGfAAHHzsIFX6VKHK4CoY3cq2DUFaLApI3p3M/tD9nN7XHACPY+sxmA1YL1k5P/882ztuZ/tN2zn7y1k0R/tkLUqdNd3KqW/OE6d1A8B13UJsGTYwQNqRNA49coiNNTdy5JkjpJ9O1znaspW0JYm9Q/eyqc4mTn50ksxzmRjMKjE4N/scW1ttJaJ3BOf/PJ/zPTbNxicbPqHH9B6cSjpFo8qN2PzgZh7v9LgkFcKxubqqehmvvqrqZyQkwMaNqq7G7berWSkXLqhyBdkrugYGqkXYPvtMrYVitZZqSFmXsjjx/gm2NNjCnoF7uLT1ElqW+ruUui+V/SP3s6nOJo69dozMuMxSfe2rkRaLPM4vOM/+kftxreFK5XF3wQ+zCTBtJ+CPVmAwoFk14hfHEz01mgOjDnBx2UWa/tgUo6vkZ87IcsHCngF7SNqSRP0u/WHtEqp7rKPGolY5n0LSotKI+T6GmB9jODfrHK0Xt8a3o6/OkdvfmR/PcOjRQ3g29qTRlEZUH1UdFz8XLBYLx8OP03lfZxIXJRL9dTR7791LrYm18H3blzF/j2HJkSUA3N/qfr676zt83Zz//0s4IbNZLVzZpQu8/LKaSbhjR26Lxrp1qojXwoVqA1XZObtFo2dPlXxc59IRGdEZ7Oq3i7RDaVQdWZWaj9XEp4MPFouFE+EnaLemHZlHMjnz7Rmiv4omdnYsrcNb49XM/iUU5C/iZXGL4tg7dC8B9wTQaV8nqn0xSPW5nTkDBw4AYDAZCLwnkOB/gmk+uzmxc2M5EHoAzSYtF87GmmJl1x27SNmfQts1bamz7CHw9cVw5oz6lHKZR30PGnzYgE77OuFe353IWyNJ3p2sY+T2FzMjhkMPHyLokSA67u5IrSdq4eKX/zOK0dVI1fuq0m5tOxp/3ZjFfy6m9eTWLDmyBHcXd76/63tmDZolSYVwHmazqnXz0ksQHq6Siv/+g08+Ueuf+PpCYiL8/Tc895xaQiIgIP9CbFlZxXopS7yFiD4RZF3Mov3W9jT7sVmhXfRezb1o/HljOu3qhNHDSGTvSNJP2L9lVRILIP10Ovvu20fggEBazGqByd2kkorul0sHFzI7pNr91WgxqwWxc2M5/cXpMo7Y+WjW3OQsYVNivq/1cGTiEVL2pRC8LBi/Ln6qv3XgQPVkIbNDXKu4ErwsGPf67uy5Zw82i3MO4krek8yhhw9R45EaNP66MUaXq99CbJqNGa1m8OyYZ4k1xtLI3IgtD23h4Q4PS9eHcG4uLmqNoRdeUKu2xsfD1q0qibjrrtxEY9EidUynTmqMRv/+Khn5778iE40DYw+QdSGL4JXBeLfyztlvtaqhH6D+ze55ca/rTtuVbTF6GNkzaI/du/FLlFhMmjQJg8GQb6tevbq9YiszMd/HYDAaaDajGQZTnpvdNaadVhlchWqjqxH9ebTufwjLs/MLzvNfi/9yvt43aB+b623m/ILzV/ku+8k8n8nZmWepN6kePu3zfArInh0yb16hfaUuvi40/6U56cfTifszroyiLVvRX0Zjrmam8VeNr5kYnEs+xx2/3MHrq17Hho27zt/FT3//RJtqbcooWiEciIuLaqV47jnVanHhglrscvJkVeG3UiW10Fp4uGr1uOkm8PdXSwt8/DFs3gwWC6mHUon/O56GnzbEs5FnzukXLFCLu2YvDtu/v/o6e1ypazVXmv7QlOQdySSuS7TrpZa4xaJly5bExMTkbLt377ZHXGXGlmkj5ocYqo2uhotvgSEn2YnF6tWq/6wQNR+vSfrxdC78c8G+gTqp8wvOs3fIXrSoTD54S+P1lBRcLar/cO+QvbokF2d/OovBaKDG2Br5nwgJUX2kMTGq5HshvFt549fDjzNTz5RBpGUrKzGLc7+cI+iRIIzmq986Vh1fRdvv2rL82HI8XDyYPmA602+fjnWzlaStSWUUsRAOzGSC9u3h2WfVGIy4ODXA87PPVO0cf39IToZ//lFjOLp0AX9/tNvuoJ7nHKrUPpLzd2nBAhgyRC2Nkld0tNqfnVxU6lMJj6YeRE+NtuullXjwpouLS6m0UqRYrZgK+dRnAtzzDGZJucooWiPgkefY9MvHmwuZ3lPw2FSrFQ04Hx5HYkImDR+tlvNaBsDTZILgYAgMJPXSJbTNm9WI4ILxtvfEu4M3Z344Q0D/ANKsVq7WCO6VJ4aSHJtutaqtiGsseOzVxh57Go05nzYzbDayrtIsVpJjPYxGjJePzbTZsFzjWIMNjjx9BIsJslwgeBdcysoi0wwWN8AAu188TI97AnC53OR+rfO6G405JcEtNttVa2K4GQy4XP5/zHvssZln8BkZSGYlI5mXfybcDAZcXF3h3nvJmjmTjPnzoVu3Qs9b9fEgDt+/n9TDqbg2dCfj8nkthbx/rgZDzmOrppF+lXnwZoMB1+s41qZppJXCsTFzz5Jus1HjIZVwaZpGaoFj0y2Z/Hz2d+bvWgBaFi2rtOS3ob/RPLA5KS2s2Bq5cnR6NE3a5x9AVpLf+xu5R5Tk2Ox7RF7Z72Gq1Yqf2XzVY7Pl3E8us+c94mq/98U5Nvv68jaV63mPKO6xeX/vr3WsKc9z13uPuNaxWTZbzu99YfL+3uc7tnVrtT35pKqJsXcvrmvXYr48INSakADntlKFraTfGQYeHmg3d2Hftu50druF7VkdUb8hoBk1NDcrGOCpF6HvXSqX8Z9Qg2OvHqNeXAZegW5Aye4RxWHQStDZMmnSJP73v//h5+eHm5sbN910Ex988AENGjQo8nsyMjLIyMjI+TopKYnatWurfqVCFvi609+fhS1a5HxdadOmK25e2Xr4+rKidWsALBYLNTZvJqmIi+/g7c2m4OCcrxtv28aJPHHl1dzDg8j27QEwjRxJ63792FevXqHH1nVz45+5/iSuT6T9pvZ0iYxke3Lhg/cCXVw4k2chq767d7M2qfBPb55GIwlduuR8PWDfPpZcvFjosQCZef7I3X/gAAvi44s89uLNN+fcZB48fJifY2OLPDa6c2eqXL6BPnX0KN9epWDYoQ4dqOfuDsDLUVF8eqboT+0727Wj5o5M9vTfw4yRMHNk0c3qS7UG9O6u/phNPn2aV06cKPLY5a1a0dPPD4BvYmJ4+tixIo/9s3lz+lVWJaNnnjvHQ0eOFHnsrKZNGRIYiOGff/hj8mSGTZpU5LHfBNSj6U1RtFzQkk3tNAbu31/ksZ83aMBjNdS1rUlMJGTPniKP/bBuXZ6rVQuAbZcu0XXXriKPfb12bd6sUweAvamptNu5s8hjnw0K4qP69QE4np5Ok+3bizx20Fojc15RP5fnLRZq/vdfkcc2zDzC9u5D8TR7kmK14r95c9HnDQhgTrNmOV+7FtEiBNd/jwAI2rKFuCL6ra/3HgEQvGMH+9PSCj22rpsbhzt2zPm6PNwjYjt0oNLl32U97xEtPVVT/zsnT/LeqVNFHruxTRs6+qhuy2vdI5Y0a0bGli2EhITwY1xcqd8jAObFxTHi4MEij/2xUSNGV6sGQPiFC8W7R9hs/Lt+O3eaip42+t630+jy71riu1bi+ZhZnPyk6BbfF12r8V6nRkDx7xFJSUkEBgaSmJiIr2/RA69L1GJx0003MXPmTJo0acK5c+d477336Nq1K3v37iUgIKDQ7/nwww95++23i/0asbGxhB8/nvO11de3yNXm4i9cIDw8PHeHT9GFqxITEvIdm+rjU2ThkuTk5Jxj61StetV4U9PSONg7FnpDeHg4iV5eqi+tEJmZmfliiL/KsVarNd+xsZ6eatRxEfIee/Yaxy5duhT3y49Pe3io+dlFWLFiBX6Xc88T7u5qEGMRVq1aRbXsT/3XOHbd2rXUsdlgNmS4uUFORFfalbKLtHD1Q3/A1VVVwCvC5s2bcz6V7r3GsdvyjMKONJvVokVF2LljB55ZWRgsFrLci44VYN+pfdSYbWFTxia2bXO56gq5e/fuJfzyL/Ruk0mtS1KEAwcOEH45mTh8jWMPHz5M+OUk5aTReNXfjWNRUYRfvrGdMxjUoLIipN2UlvOzlniNY+tQh9XLVwOqNZHLCV9hzp49S3jeG/xVjr2Re0TmVX7vr/ceAZDs7V3ktMHUtLR8x5aHe8TKlSsd4h5x4nLCeNjNTQ2oL8KGjRuJvfx7f617xLZt22gNLF++3C73CICdLlf/vY/ctYvwy90Y265xbEnuEa5Y6BN3Ev46yZZvFzCZW4o89kTSCcLDDwHFv0ekpqYWeUxeJWqxKCglJYWGDRvy4osv8uyzzxZ6TFEtFifOnSs04zEZDPmWzS5u06XFYuHv5cvp06cP5kJ+YYpq5jzz7RlOTT7FTYdzPyXka7o8eRJLy5bYXFzIOnbsihupAYh5+TiJGxJpv7G9/Zo5bTbSMzNZuXJloddY8FhrKTVd2rOZM2lDInv678HiAsmeMHiO+t55Y214JOT+oWi/oCUB3f2Ldd4SdYUYjbgUOFazaWyqtZmGHzeg2qhqhR6rjR+PZfZsrA8+iO3//u+K82pnMolotZ2WC1ri06cSGZdvjhaL5Yr3rzx1hRx/7zgJf8fTbVtndZ2aRlJWJh9s+JDPNn8GaLQIbMFDlR/igX4P4OHqitvl82Z3mxx85BDWxCxazG2R79wl+b2/3ntESY8ttCvk8nt4a58++OX5Q+cQXSHX+L0vzrHZ13dX3764Xk4mnK4rxGpl5YoVhISEgMlU4ntEcY7N0rSc3/vC5OsKKcGxabEZrG+1labTmxBwh/owv3ETDB4EmimFBv060fNCFHcm1mTMgYOkZeW+5/MXQNcucGlnMrv77abjv8H4t1bJRHHvEXZpsSjIy8uL1q1bc/jw4SKPcXNzw62QrLSSuzu+1/jkB1DpKll1Qe6Xz1tYYlFQdv9oViNfYk9rmPZb8GlXSMbWsCHmOnXg8GHYtCl3QarLNE3j0KpLeDX2wmw2F+u1s5XoWNQvT3Gusfhn1ffYwB6BuAe4Y4jOwCPP2FiPBAOeCQYwgFstN6r1qJIzW6ekMRT9+aLoYwOqemJdk0Klh4v4+Rw2DNfp09XaIZ9/fsUn1bMbEzCkGfBp4oOHqyvZn4csJtNV3z8zV2u3uf5jAYr+XFj8Y6vV9yNhz1msZ62413bndNJphs8fzvqTan7b+A7j+aTPJ6xavqrQa3Sx2LD+m0zgwMCcZvailOT33l7H+hVybPZ76Ffg+go7tij2vEfc6LHZ1+fq6prz2uXlflLcYy2XWwqy79fXc48ozrFFt4Nc/7Eu1V3wNZnR1qVRaaD6Hbq9BwR6w+lWL7O/YRQHqtSie9ePSB/lSnqaGYMBatVSx5lMkLQhFq9UI/4NfPL9fBXnHlHcn8cbqmORkZHB/v37qVGjxrUPdlCV76iMa01XznxzlVH8V5l2mrQxiZRdKQQ9EmSnCJ2XwWSg0eeNLn9R8En1T6MpjfJPAS4DQY8Ecf7382TGFtGXeeutasR2bCysXXvF02emnsE/xB+PBsW9XZQPVYZVweRlIub7GMIPh9P227asP7keH1cf5gyew7d3fYuHuehrjv87nswzmdR4uPzeL4TQk8FkoMa4GpydfhZrqmp9M5ngkffXwM2fA2D+51u8XVR3SXYP4ZQp6jjNpnHm2zNUHVYVc6WSpGslU6LE4vnnn2fNmjVERUWxZcsWhgwZQlJSEqGhofaKz+6MLkaCHgni3K/nsFwsfErp1RKL6K+jcW/ojn9ffztG6byqDKpCy3ktcQvK34frVsuNlvNaUmVQlTKPqfqY6hiMBmJ+jCn8ALMZBg1SjwsUy7q04xJJm5IIesz5Ek0XHxcqj6rM67tfp/+s/sSnxdO+Rnt2jN/Bfa3uu+r3appG9FfR+HbxxaetLOInxPUKGh9EVkIWsbPVgNrkzGRmJIwDwOvAQ5iibss5tlYtVXYn+3Z1YekF0o+m2/3+VKLE4vTp0wwfPpymTZsyaNAgXF1d2bx5M3Xr1rVXfGWixsM1MLgY2Dd8X+EVE3v1UoO4Dh2Ckydzdp/95Syxs2Op/VxtDEapIni9qgyqQud9nXO+brGgBTdH3axLUgFgrmym+rjqnHj3BImbiigkk10sa/78nMFdlosW9j+wH4/GHgTcXfhg5vLsRMIJxjUfx6x2swB4ovMTbBy3kUaVG13ze09/dpqEVQnUfr62vcMUwql5NPQgcFAgR58/Ssq+FF5e8TLHLh6jtm9tTk2bzOLF6rjFiyEqKjepyIjO4ODDB/G92RffLvYtpV+ixGLOnDmcOXOGzMxMoqOjmT9/Pi1atLj2Nzo4txputJzfkoR/E9g7aC/WlAIDvCpVgs6X//CtWAFAzE8xHBhzgOpjqxP0qPN9Oi1rebs7KnXxK/Puj4IaTm6IT0cfdt25i4urCpnC17u3qvN//jysWUPGmQwi+0SSeS6T1n+3vmap6/Jm4YGFtPuuHf/F/4ev0Ze3577N43Mex2y7enOqpmmc/OQkR587Sp2X6+iWLArhTJpNa4ZbLTd+euAnvt76NQA/DfgJf0/fnJUounfPHf6VejiVnT13YjAaaDm/pd3L6TvX3e8GVO5bmVZ/tyJhdQJbGm0h6s2o/MtgX+4OSf/xb3Z038HBBw8S9HAQTb5vImseOCGTu0mtVNrZl8i+key+ZzcXll7IXXAuT3dI4tM/8F+z/7DEWWi7ui2eTYs7xMvxZVozmfjPRAbOHcjF9It0CupExBMRjH99PLFzYtnSZAsnPjpB5vn841GsaVZipsWwveN2jr10jLqv16X+B/V1ugohnIuLnwsNljTgo5CPABh2cRgdT3e8Yg2QS9svceDBA2wL3obRbKTtmra4BZVkKPd1xmf3VyhHAu4IoMOODpyecprTn53mxAcn8A72xqWSCx6xdWkKGDetxtj7DVouaEngwEBJKkqJm8HArKZN2bljR84URb25+LrQenFrzs44S/TX0ey6Yxdutd1wr+eOwcWAR1QwTQHPfUup9cq71HyqLq7Vip7vX94cu3iM++bdx7Yz2wB45uZn+KjvR7iaXGEEeLXyUr8nb5/g+FvH8Q72xhBggEfhvyb/YYu1EdA/gAYfNaBySGWdr0YI5/J6xOuc8TxDLUMtxq8YT8TnEbg3cMfcwAxPwLaO28jYlYFbHTfqvlGXoMeC7DpgMy9JLArwbOxJk6+b0OCjBpz79RzJO5PJSsjCFtQR20FPXC0JtP3UCG2lSbc0uRiNDAkMxDMrK2cuuCMwmo0EPRxEjYdqkLQ5ifPzzmOJtaBlaRia9MY2qzLmSxeo3/sEVGusd7ilZv6++Yz7axxJGUn4u/szY+AM7ml6T75jvNt402x6MxpObsjZmWdJ3ZtKZopquag5oSZBo4LwqOdcM2OEcATLjy7n2+3fAhA2Kozeb/QmYWUCcX/FkZ6oWtor9apElfeqENAvoMy7liWxKIKLjws1H62Zf+fF3mpEzPLl0LatLnEJfRgMBvy6+Kkl1PMZCt99p2aH9O2rS2ylKT0rneeXPZ/Tb9ulVhfmDJlDHb86RX6PubKZ2hPVoEyLxcKx8GPUeblOiWowCCGKJykjiQf/ehCACZ0m0Kd+HwD8b/XH/1b/nN/BRv/XSLffQcdocy4vrrGMurh+WTYb8+Li2ODictXKfQ5n6FD174IFRa6AW14cjj9M12ldc5KKF7u+yJoxa66aVAghytbzy57nVNIpGvg34KO+H+kdTqEksSiJ7E+k69ZBevrVjxUlkqFpjDh4kP95eV21vK3D6dkTqlSB+HhYtUrvaK7bnD1z6PB9B3ae3UmARwCLRyzm45CPMZuk1UEIR7H0yFJ+2PEDANMHTMfbteh1Q/QkiUVJtGgBQUEqqbjK6ouiAnFxgcGD1eMCxbLKgzRLGuP/Hs/w+cO5lHmJW+rcQsSjEfRr3E/v0IQQeSSkJ+R0gTzV+Sl61O2hc0RFk8SiJAyG3FYL6Q4R2bKLZZWz7pADcQe46ceb+H7H9xgw8Potr7MydCW1fGvpHZoQooBnlz5L9KVoGlVuxAe3fqB3OFcliUVJZScWlwtlCUGPHlC1Kly8CP/+q3c0xfJz5M90/L4ju2N3U9WrKksfWMq7fd7FxSjjuYVwNOGHw5keMR0DBqYPmI6Xa9HLrDsCSSxKKjux2LFD9asLYTLBkCHqsYN3h6RkpjBu4ThG/zmaFEsKvev1JmJ8BCENQ/QOTQhRiItpF3n474cBVUume53uOkd0bZJYlFSNGtCqFWhaufl0KspAdnfIH39AZhGroupsb+xeOv/YOeeTz6Sek1g+ajk1fGS1USEc1cSlEzlz6QxNAprwXp/39A6nWCSxuB4y7VQU1L07VK8OCQkOl3BqmsZPO3+i0w+d2Hd+H9W9q/Pv6H95q9dbmIwmvcMTQhTh74N/MzNyJkaDkRkDZuBhLh8F5ySxuB55B3CWp5oLDszVYODHRo14MjUVVweqvFlsDtodkpyZzOg/R/PgXw+SlpVGSIMQIh+NpHf93nqHJoS4igtpF3hk0SMAPNflObrU7qJzRMUnicX16NlTLUJ14gQcPap3NE7BbDQyulo1brVYMDvIWiElll0sy0G6Q3ad20WH7zvwy65fMBqMvN/nff554B+qelXVOzQhxDU8teQpziafpVlgM97p/Y7e4ZRIOb2D68zLC7p2VY+lO0Rk69ZNjcFJTNT150LTNL7b9h2df+jMofhD1PSpyerQ1bx6y6sYDfIrL4Sj+2P/H/y6+1eMBiNhA8Nwd3HXO6QSkbvM9ZJpp6Uqy2Yj/MIFtpW3kt55OUB3SFJGEsPnD+fRxY+SYc3gzkZ3EvFoBLfUvUWXeIQQJROXGsejix8FVFn9zjU76xxRyUlicb2yB3CuXAlWq76xOIEMTWPg/v28V95KeheUPTvkzz8hI6NMX3pHzA46fN+BuXvn4mJ04ZO+n7BoxCICPQPLNA4hxPV7csmTxKbE0rJKSyb1mqR3ONdFEovr1bEjVKqkZgFs26Z3NMJRdO2qyr4nJcGyZWXykpqm8dV/X9FlWheOXDhCHb86rB2zlhe6vSBdH0KUI/P2zWPOnjmYDCZmDJyBm4ub3iFdF7nrXC+TCfqo5WplnIXIYTTmDuIsg+6QhPQEhvw+hCeXPEmmNZN7mt7DzvE7y9UIciEExKbE8tjixwB4ufvLdAzqqHNE108Sixsh4yxEYbK7QxYutOsquP9F/0e779qxYP8CzEYzn93+GX/e9yeVPSrb7TWFEPYxIXwCcalxtK7amjd6vKF3ODdEEosbkT3OYuNGSE7WNxbhOG6+GWrVgkuX7NIdomkan236jO4/ded4wnHqV6rPhnEbmHjzRAzlsQaIEBXcb3t/Y96+ebgYXcp1F0g2SSxuRMOGUK+eWtFy7Vq9oxGOwo7dIRfSLjBw7kCeXfYsFpuFwc0Hs2P8DjrV7FSqryOEKBvnks/x+OLHAXjtltdoX6O9zhHdOEksbkTeZdSlO0TklZ1YLFwIaWmlcspNpzbR9tu2/HXwL1xNrnx151f8PvR3KrlXKpXzCyHKlqZpPLb4MeLT4gmuFsyrt7yqd0ilQhKLGyXrhpQKV4OBzxs04JG0tPJZ0rugm26C2rVVF9nSpTd0Kptm45MNn3DL9Fs4lXSKhv4N2fTgJiZ0niBdH0KUY7P3zOaPA3/gYnQhbGAYriZXvUMqFZJY3Khbb1UtF3v2QEyM3tGUW2ajkcdq1KBfZmb5LemdVyl1h8SlxnHXrLt4acVLWDUr97W8jx3jdzhFc6kQFVnMpRieCH8CgDd7vElw9WCdIyo9TnAH11lAALS/fJN3sFUthc6yZ4f89dd1dYesO7GOtt+2ZcmRJbi7uPPdXd8xe/BsfN18SzlQIURZ0jSN8YvGczH9Iu1rtOfl7i/rHVKpksSiNORd7VRcF6umsSYxkd0mE9byWtK7oM6doU4dSEmBJUuK/W02zcb7a9+nV1gvoi9F0zSgKVse2sIjHR6Rrg8hnMAvu37h70N/YzaaCRsYhtlk1jukUiWJRWnIO87CWf4olrF0m42QPXt4w9ub9PJc0jsvgyG31aKY3SHnks9xxy938Pqq17FpNka1GcW2R7bRplobOwYqhCgr0UnRPPXPUwBM6jWJVlVb6RxR6ZPEojR06wbu7mqMxb59ekcjHEl2YvH335CaetVDV0atpO13bVl+bDkeLh78dM9PhA0Mw9vVuwwCFULYm6ZpPLLoERLSE+gY1JEXu72od0h2IYlFaXB3h1surx4p005FXh07qlonqakY/vmn0EOsNiuTVk+i78y+nE0+S4sqLdj68FbGthsrXR9COJGwyDDCD4fjanIlbGAYLkYXvUOyC0ksSotMOxWFydMdEv/tPADWr89dEDfmUgwhP4fw9pq30dAY13YcWx/eSsuqLfWKWAhhB6eTTvP0P08D8G7vd2lRpYXOEdnPDSUWH374IQaDgYkTJ5ZSOOVYdmKxejVkZuoainAsKwPUtFPv1eGY0tPp3181YrwVtpy237Vl1fFVeJm9mDlwJtMGTMPT7KlvwEKIUqVpGg/99RBJGUncVPMmnuvynN4h2dV1JxZbt27l+++/p00bGVQGQJs2UKWKmgGwZYve0QgHsWAB9H2pA8eojxepVNu+Hc2Qxekmr/NO1O3EpsTSumprtj2yjVHBo/QOVwhhB9N2TmPp0aW4mdyYMXAGJqNJ75Ds6roSi+TkZEaOHMkPP/yAv79/acdUPhmNqlgWSHeIAFR3x9NPg4aB31DdIYHrVpI5/Dbo8T4YNLz2j2fj2C00C2ymc7RCCHs4mXiSZ5c+C8D7fd6vEL/r1zVyZMKECfTv35++ffvy3nvvXfXYjIwMMjIycr5OSkoCwGKxYLFYruflC5V9rtI8Z0kZ+vTBZc4cbMuWYX2j9Je9dYRrtBubjfdq1+bwoUOQleUU17h+PcTHg4cH/GUbxMsZH1Nt+3aG1YQIoydR277BdmA4WzdB9+7l/3rByX9GketzBmV5jZqmMe7PcVzKvESXWl2Y0GGC3V/XntdX3HMaNK1khRfmzJnD+++/z9atW3F3d6dXr160bduWKVOmFHr8pEmTePvtt6/YP2vWLDw9nasv2eP8eW57+GE0o5HwmTPJ8pZpggKytCx+OfMzH7+xkCYXcvdbXV1JqluXxHr1SKpfn8T69UmqV48sDw/9ghVClJqlcUv55vQ3uBpc+azpZ9R0r6l3SDckNTWVESNGkJiYiK9v0RWAS5RYnDp1io4dO7Js2TKCg1Vd82slFoW1WNSuXZu4uLirBlZSFouF5cuXExISgtmsXxUzl5YtMRw+TNbvv6MNGFCq53aUa7QXZ7u+9evhzvtPYhnwALaam2kbA+/tq0Pgpuq0zNqLNymFfp/WsCFamzZowcFqa9MGatVSM0wcnLO9hwXJ9ZV/ZXWNxxOO0/7H9iRnJvN/ff+Ppzo/ZbfXysue15eUlERgYOA1E4sSdYVs376d2NhYOnTokLPParWydu1avvrqKzIyMjCZ8g9KcXNzw83N7Ypzmc1mu7yp9jpvsd12Gxw+jMuqVTBkiF1eQvdrtAOrphF56RKHTSZud3FxiutLrP4XmePGoLlfhHQ/9m3+jqy33ek9vB/pWSYacZQ+AZFMfSQC464IiIyE06cxHD2K4ehR+OOP3JNVrgxt20JwsPq3bVto1gxcHXM1RGf8Gc1Lrq/8s+c12jQbjy55lOTMZG6pcwvPdH0Go6FsqzvY4/qKe74SJRa33noru3fvzrdv7NixNGvWjJdeeumKpKJCCgmBr7+WAZwllG6z0XXXLvD25iGbDXe9A7oBmdZMXlr+ElO2TAF3ILoTzJuDKb02EK4OMhg5QmM++r4xxkF5EtC4OJVgREZCRITa9u+HCxdg5Uq1ZTOboWXL/AlHcDDIgGohdPXttm9ZGbUST7MnPw34qcyTCr2VKLHw8fGhVav8dc29vLwICAi4Yn+F1asXmExw+DCcOAF16+odkShDURejuG/efWw9sxWAiTdN5Obkj3l+iSvx6bkDn2rVgilTYNCgAicIDFSzi7JnGAFkZKhS8dmJRnbSkZiYuy+vunXzt2wEB0P9+uWiK0WI8u7YxWO8sPwFAD669SMaVW6kc0RlzznrierJz0+tarlpkyrv/eCDekckysiC/QsYt3AciRmJ+Lv7M2PgDO5peg8AQ+6FtWshKQkWL4YePVT+WSxubtCundqyaZpKXPO2bERGQlSU2n/ihFquPZuvr0ow8iYcLVuqcvRCiFJh02yMXTiWVEsqPev2ZELnCXqHpIsbTixWr15dCmE4mZAQlVgsXy6JRQWQnpXOC8te4KutXwFwc62bmTN4DnUr5bZWmUzQvTuEh6t/b7jX0GBQ5Tvr1YO8g4QTEmDXrvwtG3v2qIxm3Tq15Q2qWbMrx25UqXKDwQlRMX3939esPbEWL7NXhewCySYtFvYQEgLvvAP//gs2myqeJZzSkQtHGPb7MHae3QnAi11f5L0+72E26TTwrVIl1RzSo0fuPosFDh68sislLg727lXbr7/mHh8UdGVXSqNGpZANCeG8jlw4wksrXgLgfyH/o4F/A50j0o8kFvZw003g7Z07EC9vE7ZwGnP3zOXhvx/mUuYlAjwCmHnvTPo17qd3WFcym6FVK7U98IDap2lw5syVXSmHD6v9Z87AkiW55/D0VGXr8yYcrVuDl1fZX48QDsZqszLmzzGkZaVxa/1bGd9xvN4h6UoSC3swm9UgzkWLVHeIJBZOJc2SxjNLn+G77d8B0L1Od2YPnk0t31o6R1YCBgPUrKm2fnmSoeRk2L07f8vGrl2QmgqbN6st7zkaN87fstGypUpahKhAvtjyBRtObcDb1Ztp90yrsF0g2SSxsJeQkNzE4sUX9Y7G4ZkNBl6vXZvDhw9jduDZCwfjDjJs3jB2nduFAQOv3vIqk3pNwsXoJL9K3t7QpYvaslmtcOTIlV0pMTFw6JDafvsNADNwh58fpo4dVUKdnXA0baoSbiGczMG4g7y68lUAJt82Od/YqorKSe6GDqhvX/XvunWQlqYWjBBFcjUaebNOHcL37MHVQcek/LLrFx5d9CgplhSqeFbh10G/EtIwRO+w7M9kUolB06Zw3325+8+du6LmhnbwIG6JiWp80b//5h7r5qa6YvJ2pbRpo2ZRCVFOWW1Wxi4cS3pWOiENQni4/cN6h+QQJLGwl+bN1SC4M2dgw4bcREOUO6mWVJ4Mf5KfIn4CoHe93vw66Fdq+NTQOTKdVaumKs3edlvOrqykJDb+8APdvL1x2bMnt4Xj0iXYvl1tedWvn78rpW1bqFNHam6IcuGzzZ+x6fQmfN18mXbPNAzycwtIYmE/BoPqDgkLU90hklhclU3T2JuaykmjEZsD9dHvjd3LsHnD2Hd+HwYMvNnzTd7o8QYmo8yQKJSHBwmNGqH165fb9WGzwfHjV3alnDyp6m5EReUvX16p0pWzUlq0UK0eQjiI/ef38/rK1wH49LZPqe1XW+eIHIckFvaUN7H4+GO9o3FoaTYb7XbuBB8fRtls6P0nRNM0ZkTMYEL4BNKy0qjuXZ1fB/1Kn/p9dI6sHDIaoUEDteUtNXrhQm7Njext3z5Vi2PNGrVlc3FRyUXB8uUBAWV5JUIAkGXLYszCMWRYM7ij0R2MazdO75AciiQW9pRdlnnnTjX1NDBQ33hEsSRnJvP44sf5edfPAIQ0COHne3+mmnc1nSNzMpUrq9lTvXrl7svMVGuj5G3ZiIiAixdVErJrV/5z1Kp1ZVdKgwZSO0bY1eSNk/kv+j/83Pz44e4fpAukAEks7Kl6dTXXf/duNZAt78A34ZB2ndvFsN+HcTD+IEaDkXd6vcMrt7xS4aePlRlX19zS49k0DU6fzt+yERkJR4+q/adPqxlY2by91cDQvAlHq1aqFocQN2hv7F7eXP0mAJ/f8Xn5mmZeRiSxsLeQEJVYLF8uiYUD0zSNH3b8wNP/PE16Vjo1fWoye/Bsbql7i96hCYMBatdW29135+5PSlItGHlbNvbsUbU4Nm5UWzajUc1qKVi+vJq0Qonis1gthP4ZSqY1k/6N+zM6eLTeITkkSSzsrW9f+PRTlVhomox2d0BJGUmMXzSeOXvmAHBnozuZee9MAj2l68qh+fqqhVe6d8/dl5Wl6mrkbdnYuRPOn1ddLPv3w+zZucdXq3ZlV0qTJlK+XBTqkw2fsD1mO5XcK/H93d9LF0gRJLGwtx49VPPuyZOqyFDjxnpHJPLYGbOTYfOGceTCEUwGEx/e+iHPdX1Ouj7Kq+xBni1awIgRap+mwdmzV5YvP3hQ1eJYulRt2Tw8VNdJdsKRXb7cx6fML0c4jt3ndvP2mrcB+PLOLwnyCdI5IscliYW9eXlB166werVqtZDEwiFomsbUrVN5dtmzZFozqe1bm7lD5tKldpdrf7MoXwwGqFFDbXfckbs/JUV1neRNOHbtUvu3blVbXo0aYWrThibu7hg0DTp2VCXR5VOr08vuArHYLAxoOoCRrUfqHZJDk8SiLISE5CYWjz+udzQOyWww8GxQEMeiouxe0jshPYGH/36YefvmAXBP03uYPmA6lT0q2/V1hYPx8lILBt50U+4+m00NCi04KyU6Go4cwXjkCM0BZs1Sx1eufGVXSvPmUr7cyXy4/kN2nt1JZY/KfHvXt9IFcg2SWJSFvn3htddg1SrVB+wi/+0FuRqNfFS/PuH799u1pPfW6K3cN+8+ohKiMBvNfNz3YybePFFuFEIxGlWrYuPGMHRo7v7LKxVbt2/nTHg4teLjMezfr2pxrFyptmyurrk1N/ImHZUqle21iFIRcTaCd9e+C8BXd35Fde/qOkfk+OQvXFno0AH8/dVc/G3b4Oab9Y6owtE0jc+3fM6Ly1/EYrNQr1I95g6ZS+eanfUOTZQHgYFw663YevRgR9OmVO/XD7PVqgp65W3ZiIhQs1WyH+dVt+6Vs1Lq1ZOuFAeWac1kzJ9jyLJlMaj5IO5vdb/eIZULkliUBZMJ+vSB+fNVd4gkFlewaRrH09M5ZzCUeknvC2kXGLdwHAsPLgRgUPNBTLtnGpXcK5Xq64gKxt0d2rdXWzZNgxMnrixffvy42n/iBCxcmHu8r++V5ctbtlTnFrp7f+37RJ6LJNAzkG/6fyMtm8UkiUVZ6dtXJRYrVsAbb+gdjcNJs9losn07+PoyrBRLem8+vZn75t3HycSTuJpcmXzbZCZ0miA3CGEfBoNqhahXDwYOzN2fkJC/fHlkpBo4mpSkVkBety73WJNJjdMomHBUqVJ21yHYEbOD99e9D8DX/b6mqldVnSMqPySxKCshl5fX3rRJFfDx9tY3Hidn02xM3jiZV1e+SpYti4b+Dflt6G+0r9H+2t8sRGmrVElNPe/RI3efxQIHDlzZlRIfr5KOPXvg119zjw8KurIrpWFDqblhBxlZGYT+GYpVszK0xVCGtRymd0jliiQWZaVhQ7VEdFSUWlypf3+9I3JacalxhP4ZSvjhcADua3kf39/9Pb5uvjpHJkQeZrOqj9G6NTzwgNqnaXDmzJVdKUeOqP1nzkB4eO45PD2vLF/eurWa8SKu2ztr3mFP7B6qeFbh635f6x1OuSOJRVnq2xd++EGNs5DEwi7WnVjH8PnDib4UjZvJjS/u/IKH2z8sXR+ifDAYVG2MmjXz3yOSk9XSAHlbNnbvhtRU2LxZbXnP0aTJlV0pNWrIQNFi2Bq9lY83qNWov+n/DVW8pAuqpCSxKEshISqxWLFC70icjk2z8dH6j3hz1ZtYNStNAprw+9DfaVOtjd6hCXHjvL2hSxe1ZbNa4fDhK2tunD2rqooePAi//ZZ7fJUqV3alNG0q09/zSM9KZ8zCMVg1K8NbDWdwi8F6h1QuyU9UWerTR31i2LtXNWkGSUnY0hCbEsuoP0ax7OgyAB5o8wDf9P8Gb1cZxyKcmMkEzZqp7f480yDPnctNNLL/PXBArZeyfLnasrm55ZYvDw7G0KoVLikpZXwhjmPS6knsO7+Pal7V+PLOL/UOp9ySxKIsBQSomhbbtqlWi9GyMt6NWn18NSPmjyAmOQYPFw++6vcVY9uOla4PUXFVqwa33aa2bGlphZcvv3QJtm9XG+oPQn9Ae+ONK7tS6tRx6q6Uzac387+N/wPgu7u+I8AzQOeIyi9JLMpa376SWBTCxWDg0erVOXHiBC7FuHlZbVbeW/se76x9B5tmo0WVFvw25DdaVm1ZBtEKUc54eECnTmrLZrOpweR5Wja0iAgMp05hOHYMjh2DP/7IPb5SpSu7Ulq0UJVGy7k0SxpjF47Fptl4oM0DDGg2QO+QyjVJLMpaSAh89JFKLGQZdaypVmLnxJKwOoFHkzM5HprOyWeOUn1AdfxD/DEYr/z/OZt8lpELRrIySpVRHtt2LF/e+SVerjISXohiMxrVbLWGDWGwGkuQZbGwfO5cbqtWDZe8LRx796paHKtXqy2b2axqbuRt2QgOVq2z5cibq97kQNwBanjX4PM7Ptc7nHJPEouy1rWr+vQQE6N+WVu10jsiXaSfTuf0p6c5O/0sWYlZ+HT2waWm+nFM3JBI7DexeDTyIOixIIIeD8Lkrubqrzi2gpELRhKbEouX2Ytv+n/DqOBRel6KEE7F4uOD1qtXbu0dgIwM2L//yqXnL15UXSq7dsHMmbnH1659ZVdKgwYqmXEwG09tZPKmyQB8f/f3shhhKZDEoqy5u8Mtt8CyZarVogImFpe2X2JX/11oFo0aj9QgaHwQ7vXdiUlLI3LFCe74rz3p29OJnhrNsZePcX7BeZr/0Zz3d7/PB+s+QEOjddXW/Db0N5oFNtP7coRwfm5uuUlCaKjap2lw6tSVs1KOHVP7T52CRYtyz+HtnduikX2uVq3UBy2dpFpSGfPnGDQ0QoNDuavJXbrF4kwksdBDSIhKLJYvh4kT9Y6mTKXsTSHi1gg8m3rS+u/WuFZV/bMpVis1//sPfH25R9Oo1NUPv65+JD6RyKr7V/HQuw+xM2AnAI+0f4Qpd0zBw6zfDUmICs9gUAM669SBe+7J3Z+UdGX58t27VS2ODRvUls1oVFNeCy49X61amVzC6ytf5/CFwwT5BDHljill8poVgSQWeshuYlyzBjIznWLwU3HYLDZ237Mb97ruBC8PxsX32j9+mwI38dD4h4jPjMfT5sm0odNkhUEhHJmvL3TvrrZsWVmqrkbB8uXnz6sulv37Yfbs3OOrV7+yK6VJkxsuX261wvr16vHUxeuZEjkFgB/v/lEWJSxFJUosvvnmG7755huOHz8OQMuWLXnzzTe588477RGb82rdGqpWhdhYtXZIz556R1Qm4v+KJ/1YOh0jOl4zqbBYLbyx6o2cCnitjK14eerLDHp8UFmEKoQoTS4uatXWli1hxAi1T9NUMa+CXSmHDqn9Z8/C0qW55/DwUPfOvC0bbdoUe92lBQvg6afVUizTf0nnmbXPoflr9PEfx52N5W9YaSpRYlGrVi0++ugjGjVqBEBYWBgDBgxg586dtGwp0/yKzWiEW29VGfqKFRUmsYieGo1fdz+8g69+IziVdIpHF41h46mNAEzoNIEPO33Izg93EjMthrqv1i2LcIUQ9mQwqDLjNWpA3g+nKSmq5kberpTISFW+/L//1Jb3HA0bXtmVUrNmvhl3CxbAkCEql/HwgJ9jfkbzPwqJtVj50acsqAWD5DNLqSlRYnH33Xfn+/r999/nm2++YfPmzZJYlFRIiEosli+Hd9/VOxq7SzuWRsLKBJr/2vyax/YI60FC6ll83XyZds80hrQYAkDV4VWJ+UESCyGcmpcX3HST2rJZrXD06JWzUqKj1QJtR47AvHm5xwcE5CQZtjZt+ebFYExac7IwY629lsVxi9Vxf03DkOHHxIkwYIAsFFtarnuMhdVq5ffffyclJYUueevXF5CRkUFGRkbO10lJSQBYLBYsFsv1vvwVss9Vmue0q549MQPa1q1kxcaCv/81v6XcXWMel45cQvPQ8LzJs9D4UzLTch4npCfQoUYHfh34Kw38G+Qc79XVi5jZMWSmZ2Iwlb/6H+X5/SsuZ79GuT4d1a+vtoEDc/edP49h1y4MkZE5/3LgAIb4eFi5ElauxAgsBzJwZZ+xGZEux1i3A341j8N4pje4W4iLg7Vr8w8LKa/s+R4W95wGTdO0kpx49+7ddOnShfT0dLy9vZk1axb9+vUr8vhJkybx9ttvX7F/1qxZeHp6luSlnU6fCRPwiY7mv5dfJubmm/UORzfnMs7xyakvONrhKwDu3P8F46qPwGw06xyZEKK8MWZm4nPqFH5RUfhFReF7/Dh+UVGYU1NzjlnXwMzp/4XhaarYf4NKKjU1lREjRpCYmIivr2+Rx5U4scjMzOTkyZMkJCQwf/58fvzxR9asWUOLFi0KPb6wFovatWsTFxd31cBKymKxsHz5ckJCQjCby8cfJOPEiZimTsU6fjy2L6+94E15vMZsF1dfZO+AvXTc1RH3uu45+/848AePLH6ExMxUzM1fpplHU9b0GoC3m9sV5zg78yxHnjxCtwvdym2LRXl9/4rL2a9Rrq/8Wb8e+vfTqB00m+adxtD2LLRrMpBx838lLS33Ghcvdp4WC3u9h0lJSQQGBl4zsShxV4irq2vO4M2OHTuydetWPv/8c7777rtCj3dzc8OtkD8SZrPZLj+49jqvXdx+O0ydiunffzGVIOZydY2X+TbxxZBmIGVjCj6NfMjIyuD5Zc/z1VbVSnFzrZv5ufdo9m7Yi7ebW6HXl7wmGc+anri6l+/pueXx/SspZ79Gub7yo0cP8K9xiUP3vMWhSrAobTzz+99J2i9m0tLMGAxQq5Y6zpnGWNjjPSzu+W64vqqmaflaJEQJ9OqlfpKPHIHLU3idlXtdd/xv9yd6ajRHLhyh609dc5KKF7q+wNoxa6nrV/SgzMy4TGLnxlLjkRplFbIQwgmYTNDqmReg0gm4WA/z6g9znsueODJlinMlFXorUWLx6quvsm7dOo4fP87u3bt57bXXWL16NSNHjrRXfM7N1zd35POKFfrGUgZqPlaTv5L/ov037dkRs4MAjwAWDV/EJyGf4GJ0IcVqJR2VrBYU82MMGKD62OplH7gQotxadnQZyy6oFvXAjdMxWHKnu9eqpSaTyFTT0lWirpBz584xatQoYmJi8PPzo02bNvzzzz+E5F2sRpRMSAhs3KimnT70kN7R2E2aJY3Xja/z3dDvIAu61ejGnPvnUMu3FgCpNhv+mzeDnx8XbTbydnYkbUnixNsnqD6mOq6B5bsbRAhRdhLTE3noL3VffaLTE0x5vRdr11pISlJjKpyt+8NRlCixmDZtmr3iqLhCQuDtt+Hff8Fmc8jV/27UwbiDDJs3jF3ndmHAwANbH+Cx049RpX8VuMb43YurL7Jn4B6823vT6LNGZROwEMIpPLfsOU4lnaKBfwM+6vsRJpMaoBkerv6VpMI+nO+vWHnTuTP4+Kg6sxERekdT6n7d9Ssdvu/ArnO7qOJZhX8e+IepH02FC/Bfs/84NOEQyXuS832PZtO4sOwCuwfuJvLWSHw7+dImvA0mD7kLCCGK558j/zBt5zQMGJgxYAZerl56h1RhSGKhN7NZDeIE1R3iJFItqTz010M88McDpFhS6FWvFxGPRnBbw9vwbuVNh20dqPVMLeIWxLGt9Ta2ddqW873bO29n1+27SI9Kp8k3TWi9uDUufrJenhCieBLSE3K6QJ6+6WluqXuLzhFVLJJYOILsMSpOkljsO7+Pzj90zvm08FbPt1gxagVBPkE5x7hWdaX+O/W5+cTNtJjbAr9ufjnPBdwVQLsN7egY0ZGgR4IwusqPqRCi+J5Z+gzRl6JpXLkx79/6vt7hVDjyMdARZCcW69dDWppaJaecmhExgwnhE0i1pFLduzq/DvqVPvX7FHm80dVI1WFV8RocAOvOAlB/Un383N2L/B4hhCjKokOLmBExAwMGpg+YjqdZqmuWNfko6AiaNlWr8WVkqOSiHErOTCb0z1DGLhxLqiWVvg36EjE+4qpJhRBClKaLaRd55O9HAHi2y7N0q9NN54gqJkksHIHBUK67Q3af202nHzoxM3ImRoOR93q/x9IHllLNu1qxz2ECBgUE0NViwWQof+W6hRD6e/qfp4lJjqFpQFPe7e38q0Y7KkksHEU5TCw0TeOH7T/Q+cfOHIg7QJBPEKtCV/Faj9cwGkr2o+VuMjGnWTNeTE3F3Qmn3Aoh7GvhgYX8vOtnjAYjMwbOwMNcfruUyzsZY+Eobr1V/RsRAefPQ5UquoZzLZcyLjF+0Xhm75kNwB2N7mDmwJlU8XLsuIUQzic+NZ7xi8YD8HyX57m5VsVdLdoRyEdDR1GtGrRpox7/+6++sVzDzpidtP++PbP3zMZkMPFx349ZPGKxJBVCCF08ueRJzqWco3lgc97u/bbe4VR4klg4EgfvDtE0jalbp9JlWheOXDhCbd/arB27lhe7vVjiro+CUqxWXDdsYKCfHylWaylFLIRwdgv2L8j5kBM2MAx3F5lRpjdJLBxJ377q3+XLoZCFuPSUmJ7IsHnDmBA+gQxrBnc3uZud43fStXZXvUMTQlRQ51PO8+iiRwF4qdtLdKrZSeeIBEhi4Vh69ABXVzh1Cg4f1juaHNvObKP99+2Zt28eLkYXPr3tUxbev5AAzwC9QxNCVGBPLHmC86nnaVW1FW/2fFPvcMRlklg4Ek9P6HZ53rUDdIdomsbnmz+n67SuHLt4jHqV6rFh3Aae6fIMBpkSKoTQ0W97f+O3vb9hMpiYMWAGbi5ueockLpPEwtE4yDiLi2kXGfTbICYunYjFZmFQ80HsHL+TzjU76xqXEELEpsQyIXwCAK/e8iodgjroHJHISxILR5M9zmLVKsjK0iWELae30O67dvx54E9cTa58eeeXzBs6j0rulXSJRwghsmmaxuOLHycuNY421drweo/X9Q5JFCCJhaNp3x78/SEpCbZuLdOXtmk2Jm+cTPfp3TmReIKG/g3ZOG4jT3R+Qro+hBAOYe7euczfPx8XowthA8NwNbnqHZIoQBILR2My5RbLKsPukPjUeO6ZfQ/PL3+eLFsWw1oOY8f4HWXWxGgC7vT3p4OU9BZCFOFs8tmcLpDXb3mdttXb6huQKJQkFo4o77TTMrD+5HrafteWxYcX42Zy49v+3zJn8Bx83XzL5PVBlfRe2KIFb0hJbyFEITRN49FFj3Ih7QJtq7fl1Vte1TskUQQp6e2Isgdwbt4Mly6Bj49dXsam2fh4/ce8seoNrJqVJgFN+G3IbwRXD7bL6wkhxPX6dfevLDy4ELPRTNjAMMwms94hiSLIR0NH1KCB2rKyYM0au7xEbEos/X7tx6srX8WqWRnZeiTbHt4mSYUQwuGcuXSGp5Y8BcBbPd+iTbU2OkckrkYSC0dlx2mna46voe23bVl6dCkeLh5Mu2caP9/7Mz5u9mkZKY4Uq5VKmzZxn6+vlPQWQuTQNI3xi8ZzMf0iHWp04KXuL+kdkrgGSSwcVfY4ixUrSu2UVpuVd9a8Q5+ZfYhJjqF5YHP+e/g/xrUb5xCzPlJtNjIcIA4hhOOYGTmTRYcW4WpyJWxgGC5G6cF3dPIOOao+fcBggH37IDoaata8odOdTT7LAwse4N8otXLq2LZj+fLOL/Fy9SqNaIUQotRFJ0Xz9D9PA/B2r7dpWbWlzhGJ4pAWC0dVuTJ07Kge32Crxb/H/qXtt235N+pfPM2ezBw4k58G/CRJhRDCYWmaxsN/P0xiRiKda3bm+a7P6x2SKCZJLBzZDU47zbJl8eaqNwn5OYRzKedoXbU12x/ZzqjgUaUYpBBClL7pEdNZcmQJbiY3ZgyYIV0g5YgkFo4sewDnihUlXkb9zKUz3DrzVt5d+y4aGg+3f5gtD22hWWAzOwQqhBCl52TiSZ5Z+gwA7/Z+l+ZVmusckSgJSQEdWdeuasXTc+dgzx5oVryk4J8j/zDqj1HEpcbh7erN93d9z/DWw+0crBBC3DhN03jor4dIykji5lo382yXZ/UOSZSQtFg4Mjc36NFDPS5Gd0iWLYtXVrzCnb/eSVxqHG2rt2XHIzvKRVJhBHr4+tIyK0t+KIWowH7Y8QPLjy3H3cWdGQNmYDKa9A5JlJDcwx1dMaednko8Ra8Zvfhow0cAPN7xcTY9uInGAY3tHWGp8DCZWNG6Ne+npOBhkhuJEBXRiYQTPLfsOQA+6PMBTQOb6hyRuB7SFeLossdZrFkDGRmFHrLo0CJC/wzlQtoFfN18mXbPNIa0GFKGQQohxI2xaTbG/TWO5MxkutfpzlM3PaV3SOI6SYuFo2vdGqpWhdRU9vywGYD168FqhUxrJs8tfY67Z9/NhbQLdAzqyM7xOyWpEEKUO99t+46VUSvxcPFg+oDp0gVSjpUosfjwww/p1KkTPj4+VK1alYEDB3Lw4EF7xSYADAZONlXdIctfVN0h/ftDrVbHaTW5B59u/hSAiTdNZP3Y9TTwb6BbqDcixWolaMsWRvv4SElvISqYqItRvLD8BQA+6vsRjSo30jkicSNKlFisWbOGCRMmsHnzZpYvX05WVha33XYbKSkp9oqvwluwAN5ap7pDeltXAmBtvJCzA9pxOG0LXsZK/Hnfn3x2x2e4ubjpGeoNi8vKIkmWTBeiQsnuAkmxpNCjbg+e6PyE3iGJG1SiMRb//PNPvq+nT59O1apV2b59Oz2yZy+IUmO1wtNPgw2VWLTXtjP50FQyBy1TB5y6Gd+Nc7jr1bo6RimEENdv6taprD6+Gi+zF9MHTMdokA8X5d0NDd5MTEwEoHLlykUek5GRQUaeQYdJSUkAWCwWLBbLjbx8PtnnKs1z6m39eoiPBzyqst/SkOZZR+kyfxkJjeDY6XFEb51CgubO2rUWunfXO9rrZ021Eh95KefrhIhEPNsaMZica0EyZ/wZLcjZr1Gur3QduXCEl1ao1Uo/7PMhtb1r2/215T288XNfi0HTSljS8TJN0xgwYAAXL15k3bp1RR43adIk3n777Sv2z5o1C09Pz+t56Qop5dNHGLE2Nt8+q4sLqdWrk1yzJslBQTlbSs2aZPj5qUXMyol04H4/PwDmJCbirm84Qgg7s2k2XjvyGvtT9tPauzVvN3xbWiscXGpqKiNGjCAxMRFfX98ij7vuxGLChAksXryY9evXU6tWrSKPK6zFonbt2sTFxV01sJKyWCwsX76ckJAQzGZzqZ1XT+vXq4GaAP5ekUyoMZzhHr6kb0+jvvUY7hQ+/RRA8/NDa9wYGjdGy96aNIFGjcDHp4yuoHC2TBtHnj1C7M+xuAS6UD20Op73VqZW0m4AjmpNSP3lAnEL4gBo+ElDqo+prmfIpcIZf0YLcvZrlOsrPV/89wXPr3geb1dvdjy0g3qV6tn19bLJe3j9kpKSCAwMvGZicV1dIU8++SR//fUXa9euvWpSAeDm5oab25WDCs1ms13eVHudVw89ekBAgFo1/UxaR95L2UfL2eEMH96PjDQjdThF1yqH+Pn1QxiPHIJDh+DgQThxAkNiIoZt22DbtitPXKMGNG0KTZrk3+rXB1dXu16TLdPG/iH7ufjvRZp80YQaY2tgdDOqmSCXG74qd6lMg95BZH6cyfE3jnP0kaPY4mzUfcU5xpI4089oUZz9GuX6bsyh+EO8sfoNAP4v5P9oXKXsC/nJe3h95yyOEiUWmqbx5JNP8scff7B69Wrq169/XcGJ4jGZ4PPPYciQK3s1NIOJE9Rj8rf1MA66Lf+T6elw9KhKNA7lSTgOHYLz5yEmRm2rV1/5gvXrF5501KxZKl0rhx47xMWVF2kd3prKfXPH5hiBDt7eJCYk5ExVcg10pfHUxpirmYl6NQr3Ou5UG1nthmMQQujHarMyduFY0rLS6NugL490eETvkEQpK1FiMWHCBGbNmsXChQvx8fHh7NmzAPj5+eHh4WGXACu6QYNg3jw1OyQ+Pnd/rVowZYp6/gru7tCypdoKungRDh++MuE4dAhSU+HIEbUtXpz/+zw9r0w2sjd//2JdS8q+FM7+dJbG3zTOl1SAKum9KTiY8PDwfCW9DQYD9d6qR+reVI69cowq91XB6CL9sEKUV1M2T2HjqY34uPow7Z5pGMrRWDBRPCVKLL755hsAevXqlW//9OnTGTNmTGnFJAoYNAgGDIC1ayEpSf3N79FDNTCUmL8/dO6strw0Dc6cKbyV49gxlXRERKitoMDAwls5GjVSSc5lZ745g7mqmRrjapQoZIPBQJ1X6rC9w3YuLL5A4IDAkl+3EEJ3B+IO8NrK1wD49PZPqeNXR+eIhD2UuCtE6MNkgu7dITxc/Vvq63QZDKq7o2ZN6N07/3MWC0RFFZ50nDkDcXFq27DhynPWrQtNmmCr3wjjDDMN7m2LMToI6tQp0UX4tPfB5yYfor+OlsRCiHLIarMy5s8xZFgzuL3h7TzY7kG9QxJ2IouQiWszm3NbIQpKTs7ftZKddBw8qJpXjh+H48cxsoyGAHMub25uqkXj8nlTmzalRf36pHl5cSgrC79CBglVvb8qx148hqZp0nwqRDkzedNktkRvwc/Njx/v+VF+h52YJBbixnh7Q7t2astL09RA0cvJRuriCFIW7CSgSTzG40fVSq1796oN0NzdObFkCbi4YKpfP6elI+/m5uuHZtGwplhx8ZYfXSHKi33n9/HGKjULZModU6jle/XZhKJ8k7uzsA+DQa3KWrUqdO9OWrV49i7YTZdVXXCr5gInT+Zv5Th2LPdbExPhv//UlkdVwI9ATHe1gmZNr5wq68RTx4Qor7JsWYT+GUqmNZP+jfsTGhyqd0jCziSxEGXCXEX90U+PSsctyE8lAvXrw+23qwOsVrhcwdWyYYPqQik4ayUuDjfiYM1qteXl4gINGhQ+ayUoqFxVIRXCmXyy4RO2ndlGJfdKfHfXd9IFUgFIYiHKhE8HH9zquBHzUwx+3fyufnCLFtC+fb5dmlVjW/1lBLa+SP37LVcmHWlpuY8L8vIqeqpspUqld5FCiHx2n9vNpNWTAPjiji+o6VtT34BEmZDEQpQJg8lA0KNBnHjnBA3/1xBz5ZJ1W8QviSfllBtN5/eDTgVKydpsRU+VjYqClBTYuVNtBVWtWnjC0aiRGmAqhLguFquFMQvHYLFZuKfpPTzQ5gG9QxJlRBILUWZqPFiD45OOc/yt4zT+svglfK0pVo6/dRyfjj74FkwqAIxGVTGsVi3o0yf/c5mZ+afK5m3liImB2Fi1rV+f//sMBqhX78qEo2lTqF1bvaYQokgfrf+IHTE78Hf359v+30oXSAUiiYUoM65VXWn0WSMOTziMuZqZuq/VzbnZGIDmHh4kJyeT9/ZjTbWyd+heUg+m0m5tu0LPe/UXdVXJQNOmVz536VLRVUiTklRCEhUFS5fm/z43N2jcuPCkIyBAxnOICi/ibATvrH0HgK/6fUUNn5IVxRPlmyQWokzVfLwmlngLx984TsqeFOq+UhfvYG88TSYi27cnPDwcT5MJzapx4Z8LRL0VReqBVFr90Qqf9qW8KquPjxrLUWA8B5qmWjEK61o5ckRNld2zR20F+fsX3rXSuLHdF3gTwhFkWjMZ8+cYsmxZ3NvsXoa3Gq53SKKMSWIhyly9N+rhXtedY68cY9vcbfh29aXqfVUxVjOCO5z85CTnp50nPSod7/betFvTDp8OZbjUu8EA1aqp7ZZb8j+XlZV/qmzeVo6TJ9VaLFu2qK0Al1q16OrvjzE8HJo1y23lqFdPzWoRwgl8sO4DIs9FEuARwDf9v5EukApI7mZCF9VHV6fq8KrE/x1P9NfRHHn2CJqrBrPh9Genqdq/Ki1mt8Cns49j3Ziyp7U2aAB33JH/udTU/KvK5k064uMxnD5NldOnYffuK8/ZsOGV3SpNmkD16tK1IsqNHTE7eH/d+wBM7T+Vat6yGnFFJImF0I3RbKTKoCpUGVSFlKwsOm3dTnKqjd2nb8Ivz+Jl5YanJ7RurbaC4uPJ2r+fXfPmEezhgenIEZVwHD6spspml0EvyNu78LEcjRuD3zWm7QpRhjKyMnK6QIa0GMKwlsP0DknoRBIL4RgMBvZnpIHJhFMudRcQgHbTTZyKj6d1v36YsquE2mwQHV14K0dUlFqLZccOtRVUrVrhrRwNGshUWVHm3l37Lrtjd1PFswpT+03VOxyhI0kshNCT0aimr9auDbfemv+5zExV6rywpOPsWTh3Tm2XK5bmO2fBqbLZSUetWjJVVpS6bWe28dH6jwD4pv83VPGqonNEQk+SWAjhqFxd1SDPZs2ufC4pKXeqbN6E49AhNY322DG1/fNP/u9zd88/VbZpnjVXAgLK5rqEU8nIyiD0z1CsmpX7W93P4BaD9Q5J6EwSCyHKI19f6NBBbXlpmmrFKKyV4+hRSE9Xg0cLDiAFqFy58FaORo3U+BEhCjFp9ST2nd9HVa+qfHnnl3qHIxyAJBZCOBODQc0kqV4devTI/1xWFpw4UXjSceoUXLgAmzerraDatQtv5ahbV6bKVmBbTm/hk42fAPBt/28J9AzUOSLhCOSOIERFkT2ttWFDuPPO/M+lpqriXwUTjoMHVW2OU6fU9u+/+b/PbM43VdbQqBEB8fGq6FitWjJV1omlZ6UzZuEYbJqNka1Hcm/ze/UOSTgISSyEQzAAdd3cSE1LQ/4U6cDTE9q0UVtB8fGFt3IcPqy6Vg4cUBvqhtId4LXXVGXTwlo5GjdWXTmiXHtz1ZsciDtAde/qfHHnF3qHIxyIJBbCIXiaTBzu2DGnpLdwIAEB0KWL2vKy2eD06XxJh+3gQdIiIvA8fx7DpUuwfbvaCqpevfCko0EDKX1eDmw8tZH/2/h/AHx/1/dU9qisc0TCkUhiIYS4PkYj1Kmjtr59AbBaLKwID6ffrbdiPnWq8Fkr586p6bJnz8LatVees379KxOOJk2gZk2ZKusAUi2pjPlzDBoao4NHc3fTu/UOSTgYSSyEEKXPzQ2aN1dbQYmJRU+VTU5Ws1eOHoUlS/J/n4dH7lTZgklHZfnEXFZeX/k6hy8cJsgniCm3T9E7HOGAJLEQDiHNauWWyEgSvbzobbVizq5MKZyPnx907Ki2vDRNtWIUNVU2LQ127VJbQQEBhSccjRqphESUivUn1zNl8xQAfrj7B/w9/PUNSDgkSSyEQ7AB25OTwcUFm97BCH0YDFCjhtp69sz/XFYWHD9eeCvH6dNqgOmmTWoreM7sqbIFk466dUHG8xRbSmYKYxeORUNjXNtx9GvcT++QhIOSxEII4fhcXFTrQ6NG0K/AH7SUlKKnyiYkqOXsT56EFSvyf5+rq5oqWzDhaNIEqlaVqbIFvPrvqxy5cIRavrX49PZP9Q5HODBJLIQQ5ZuXFwQHqy0vTcudKluwlePwYcjIgP371VaQn9+VyUaTJmoNlgpozfE1fPGfmlL6490/4ucuK+uKokliIYRwTgYDBAaqrWvX/M/ZbKrgV2FJx/HjaoDp1q1qy8MM3O7vj6lNmytbOurXd8qpssmZyYxdOBaAh9s/zO2Nbtc5IuHoJLEQQlQ8RqMaY1G3LoSE5H8uPT13VdmCSUdsLO4XL8KaNWrLy2RSyUVhXSs1a5bbrpWXV7xMVEIUdfzq8H+3/Z/e4YhyQBILIYTIy90dWrRQWwGW8+fZGBZGt8BAXPIuaX/oUO5YjyNHYPHi/N/o6Vl410qTJuDvuDMrVkat5OutXwMw7Z5p+LpJxVRxbZJYCIcR6OJCZmam3mEIUbRKlUho3BitXz+1Tko2TYOYmMJbOY4dU2uxRESoraDAwMJbORo1UkmOTi5lXGLcwnEAPNrhUfo26KtbLKJ8kcRCOAQvk4kzN91EeHg4XjIFUJQ3BgMEBamtV6/8z1ksRU+VjY6GuDi1bdhw5Tnr1i28laNOnVKfKmu1wvr16vH69TAn+QVOJJ6gXqV6fBLySam+lnBuJU4s1q5dy//+9z+2b99OTEwMf/zxBwMHDrRDaEII4QTMZlUxtHFj6N8//3PJyarrpGDCcfCgGkB6/Ljali3L/31ubqpFo7Cko0qVEo/nWLDg/9u7/5iq6j4O4O/LFa+AFxQU7XoBwRAMH7EV1QUyCXQh8dgwf5WLoNaaaCir0aRNS81qq9mzlj3YQs0JbS3op5E2hfFHgSWG0gTE0sHKfB7kXkCvl8v3+eMGj6Bm6vfcLxzfr+0Mzrl357w/O1z4cM73nAPk53suoiktBR7K24+LS/8NAPjgnx/AbDLfeP10y7nuxqK7uxvx8fHIycnBokWLtMhERHRrGDsWmD3bM11KCM9RjCsd5Whp8Vwqe+yYZxpq3LgrNxzR0Z7tDfHJJ8Cjj3o26ecH9Lh74Epf7XmxdhU6/pECRMounPTsuhuL9PR0pKena5GFbmHn3W481NCA//CW3kSeIw4TJ3qmpKTBr7ndnktlhzYcTU3Ar796bgpWW+uZhpoyZVCz4Z42HVtXTodRRKIXns9cSVsJROBp4L9RwP7XsKYBWLiQNymlv0/zMRZOpxNOp3Ng3m63AwBcLhdcLpe07fSvS+Y6hxs91+h0u1FttwOjRsHpcsGlw99iet5//fRe47Cpb8oUz/Tgg4OXX7gAnDgBQ1MTDM3NMDQ3A39+Nfzxh2dMR1sbcOAAAMAIoBqAC6Nw0hCJE75BaCw9hHNxwJGq7TAaR+PsWReqq4HkZK9XqYlhsw81omV9f3edBiGEuNGNGAyGa46x2LBhA15++eXLlu/Zswf+/v43umnSmQsAlgV57uZX1tkJdWPhifTJt6sLAe3tGNvWhrHt7Rjb3u6Zb2/HqEv++QOArSviEfno5b+36dbW09ODxx57DJ2dnQgMvPqlx5o3Flc6YhEWFoazZ8/+ZbDr5XK5sG/fPsybN0+3h9H1XGO3243x330HADhz110Yp/AyO63oef/103uNequvpgbIWCBgQTui+5oQO34f7ondjX81fIwj5+8ZeN+XX+rriIWe9uFQWtZnt9sxYcKEazYWmp8KMZlMMJlMly339fXVZKdqtd7hRI81+vr4/P97HdZ3Kb3XB+i/Rr3UN2cOEDIBaG2bihNiKqrsKZi7NhlHlt+D8+d9YTAAVqvnfXo7O6mXfXg1WtT3d9fnc+23EBGRHhmNwNtve74feoVq//zWrfprKkhb191YdHV1ob6+HvV/3kHu5MmTqK+vx6lTp2RnIyIijWVlAR9/7BkLeimr1bM8K0tNLhq5rvtUyKFDh5CSkjIwX1BQAADIzs7Gjh07pAWjW4+/jw/cbrfqGES3nKwszyWl1dWA3e4ZU6HH0x/kHdfdWMydOxc3Md6T6IoCjEacs9l4S28iRYxGzwDNr77yfOXHkG4Ux1gQERGRNGwsiIiISBo+3ZSGhQtuN7IaG3HG3x8P9vVBvxeBERHpGxsLGhbcAPZ2dAC+vnBzDA8R0YjFUyFEREQkDRsLIiIikoaNBREREUnDxoKIiIikYWNBRERE0nj9qpD+u3ba7Xap63W5XOjp6YHdbtftE+v0XGO32w10dwPw/Gz4XLyoOJF8et5//fReI+sb+fReo5b19f/dvtbdt73eWDgcDgBAWFiYtzdNI0SE6gBERHRVDocDQUFBV33dILz84I++vj60t7fDbDbDMPQ5vTfBbrcjLCwMp0+fRmBgoLT1Did6r5H1jXx6r5H1jXx6r1HL+oQQcDgcsFgs8PG5+kgKrx+x8PHxgdVq1Wz9gYGBuvxhuZTea2R9I5/ea2R9I5/ea9Sqvr86UtGPgzeJiIhIGjYWREREJI1uGguTyYT169fDZDKpjqIZvdfI+kY+vdfI+kY+vdc4HOrz+uBNIiIi0i/dHLEgIiIi9dhYEBERkTRsLIiIiEgaNhZEREQkzYhvLKqrq5GZmQmLxQKDwYCKigrVkaTasmULEhISYDabERoaikceeQTHjx9XHUuabdu2YdasWQM3c7HZbNi7d6/qWJrZsmULDAYD1qxZozqKNBs2bIDBYBg0TZ48WXUs6dra2rBixQqEhITA398fs2fPxg8//KA6lhRTp069bB8aDAbk5eWpjiZFb28vXnrpJURGRsLPzw9RUVF45ZVX0NfXpzqaNA6HA2vWrEFERAT8/PyQmJiIuro6JVm8fudN2bq7uxEfH4+cnBwsWrRIdRzpqqqqkJeXh4SEBPT29qKoqAjz589HY2MjAgICVMe7aVarFa+99hpuv/12AMDOnTuxcOFCHD58GHFxcYrTyVVXV4fi4mLMmjVLdRTp4uLisH///oF5o9GoMI18HR0dSEpKQkpKCvbu3YvQ0FCcOHEC48aNUx1Nirq6Orjd7oH5o0ePYt68eVi8eLHCVPK8/vrreO+997Bz507ExcXh0KFDyMnJQVBQEPLz81XHk+Lpp5/G0aNH8eGHH8JisWD37t1IS0tDY2MjpkyZ4t0wQkcAiPLyctUxNHXmzBkBQFRVVamOopnx48eL999/X3UMqRwOh4iOjhb79u0TDzzwgMjPz1cdSZr169eL+Ph41TE0VVhYKJKTk1XH8Jr8/Hwxbdo00dfXpzqKFBkZGSI3N3fQsqysLLFixQpFieTq6ekRRqNRfPHFF4OWx8fHi6KiIq/nGfGnQm41nZ2dAIDg4GDFSeRzu90oKytDd3c3bDab6jhS5eXlISMjA2lpaaqjaKK5uRkWiwWRkZFYtmwZWltbVUeS6rPPPsPdd9+NxYsXIzQ0FHfeeSe2b9+uOpYmLl68iN27dyM3N1fqgyJVSk5OxrfffoumpiYAwJEjR1BTU4MFCxYoTiZHb28v3G43xowZM2i5n58fampqvJ5nxJ8KuZUIIVBQUIDk5GTMnDlTdRxpGhoaYLPZcOHCBYwdOxbl5eW44447VMeSpqysDD/++KOy851au/fee7Fr1y5Mnz4dv//+OzZt2oTExEQcO3YMISEhquNJ0draim3btqGgoADr1q1DbW0tnnvuOZhMJjzxxBOq40lVUVGBc+fO4cknn1QdRZrCwkJ0dnYiNjYWRqMRbrcbmzdvxvLly1VHk8JsNsNms2Hjxo2YMWMGJk2ahNLSUnz//feIjo72fiCvHyPREHR+KmTlypUiIiJCnD59WnUUqZxOp2hubhZ1dXXixRdfFBMmTBDHjh1THUuKU6dOidDQUFFfXz+wTG+nQobq6uoSkyZNEm+++abqKNL4+voKm802aNnq1avFfffdpyiRdubPny8efvhh1TGkKi0tFVarVZSWloqffvpJ7Nq1SwQHB4sdO3aojiZNS0uLmDNnjgAgjEajSEhIEI8//riYMWOG17OwsRghVq1aJaxWq2htbVUdRXOpqanimWeeUR1DivLy8oEPev8EQBgMBmE0GkVvb6/qiJpIS0sTzz77rOoY0oSHh4unnnpq0LJ3331XWCwWRYm08csvvwgfHx9RUVGhOopUVqtVvPPOO4OWbdy4UcTExChKpJ2uri7R3t4uhBBiyZIlYsGCBV7PwFMhw5wQAqtXr0Z5eTkOHjyIyMhI1ZE0J4SA0+lUHUOK1NRUNDQ0DFqWk5OD2NhYFBYW6u7qCQBwOp34+eefcf/996uOIk1SUtJll3k3NTUhIiJCUSJtlJSUIDQ0FBkZGaqjSNXT0wMfn8FDCo1Go64uN+0XEBCAgIAAdHR0oLKyEm+88YbXM4z4xqKrqwstLS0D8ydPnkR9fT2Cg4MRHh6uMJkceXl52LNnDz799FOYzWb89ttvAICgoCD4+fkpTnfz1q1bh/T0dISFhcHhcKCsrAwHDx7E119/rTqaFGaz+bLxMAEBAQgJCdHNOJnnn38emZmZCA8Px5kzZ7Bp0ybY7XZkZ2erjibN2rVrkZiYiFdffRVLlixBbW0tiouLUVxcrDqaNH19fSgpKUF2djZGjRrxfxoGyczMxObNmxEeHo64uDgcPnwYb731FnJzc1VHk6ayshJCCMTExKClpQUvvPACYmJikJOT4/0wXj9GItmBAwcEgMum7Oxs1dGkuFJtAERJSYnqaFLk5uaKiIgIMXr0aDFx4kSRmpoqvvnmG9WxNKW3MRZLly4Vt912m/D19RUWi0VkZWXpZozMpT7//HMxc+ZMYTKZRGxsrCguLlYdSarKykoBQBw/flx1FOnsdrvIz88X4eHhYsyYMSIqKkoUFRUJp9OpOpo0H330kYiKihKjR48WkydPFnl5eeLcuXNKsvCx6URERCQN72NBRERE0rCxICIiImnYWBAREZE0bCyIiIhIGjYWREREJA0bCyIiIpKGjQURERFJw8aCiIiIpGFjQURERNKwsSAiIiJp2FgQERGRNGwsiIiISJr/AbnExDsCKUz5AAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(3, 5, c=\"m\")\n", - "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", - "plt.axhline(y=5, color=\"c\", linestyle=\"--\")\n", - "plt.scatter([3, 3, 3], [1.8, 3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.scatter([1.4, 3.75, 5, 9], [5, 5, 5, 5], s=150, facecolors=\"none\", edgecolors=\"m\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method 3: Dense Interpolation\n", - "\n", - "A third approach would be to use an interpolation method once (any of the above, or others), for the cross-product of all x and y coordinates, to create a rectilinear grid of $(x,y,z)$ values. Having done this, we can ignore the original curvilinear grid and use the rectilinear grid for interpolation. This method has the advantage of allowing us to interpolate in the original space and not in the warped space.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:17.235503Z", - "iopub.status.busy": "2023-08-09T15:52:17.234997Z", - "iopub.status.idle": "2023-08-09T15:52:17.380659Z", - "shell.execute_reply": "2023-08-09T15:52:17.379994Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "all_coords = np.mgrid[1:10, 1:10]\n", - "plt.plot(points[0], points[1], \"g\")\n", - "plt.plot(points[0].T, points[1].T, \"r\")\n", - "plt.scatter(all_coords[0], all_coords[1], c=\"y\")\n", - "plt.scatter(points[0], points[1], c=\"b\")\n", - "plt.grid()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As illustration, we can use `multinterp`'s `UnstructuredInterp` which wraps `scipy`'s unstructured interpolators (`griddata`). This method is not very fast, which is why we are looking for a faster alternative." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-09T15:52:17.384421Z", - "iopub.status.busy": "2023-08-09T15:52:17.383582Z", - "iopub.status.idle": "2023-08-09T15:52:18.968353Z", - "shell.execute_reply": "2023-08-09T15:52:18.967649Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "z_interp = UnstructuredInterp(values, [points[0], points[1]])\n", - "z_vals = z_interp(all_coords[0], all_coords[1])\n", - "\n", - "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "ax.plot_surface(all_coords[0], all_coords[1], z_vals)\n", - "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", - "ax.view_init(30, -130)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Why do we need other tools?\n", - "\n", - "`scipy`'s unstructured interpolators (`griddata`) can be used to interpolate with curvilinear or piecewise affine grids, but they do so by discarding the underlying structure of the grid and instead producing a triangulation of the input points. This triangulation is comparatively slow, and discarding the structure also prevents us from using more fine grained information we may know about the function, such as its derivatives.\n", - "\n", - "An additional tool that we found useful is `scikit-image`'s `PiecewiseAffineTransform` which can be used to find the affine transformation that maps the curvilinear grid to a rectilinear grid. Again, however, this tool starts by creating a triangulation of the input points regardless of the structure of the grid.\n", - "\n", - "In our applications, we already have a structure to the grid that should be useful for interpolation. Namely, the index coordinate $(i,j)$ of the matrix that contains the values describes a grid that is piecewise affine and/or curvilinear. We would like to use this structure to speed up the interpolation process." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Questions\n", - "\n", - "1. Which method is the most accurate?\n", - "2. Which method is the fastest?\n", - "3. Are there other methods that could be used?\n", - "4. Do these methods generalize to higher dimensions?\n" - ] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "hark-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - }, - "vscode": { - "interpreter": { - "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Warped Interpolation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.047040Z", + "iopub.status.busy": "2023-08-09T15:52:15.046790Z", + "iopub.status.idle": "2023-08-09T15:52:15.316689Z", + "shell.execute_reply": "2023-08-09T15:52:15.316015Z" + } + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp import UnstructuredInterp" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assume we have a set of points indexed by $(i,j)$ in 2D space for which we have corresponding functional values in a 3rd dimension, such that $f(x_{i,j},y_{i,j}) = z_{i,j}$. In practice, we are interested in cases where the $z_{ij}$ are difficult to compute and we are unable to compute them at other values of $x$ and $y$ -- which is why we want to interpolate. For the callibration below, we will generate these $z$'s arbitrarily using the function\n", + "\n", + "$$f(x,y) = (xy)^{1/4}$$\n", + "\n", + "because the figures look good for our illustrations.\n", + "\n", + "These $(x_{i,j},y_{i,j})$ points however are not evenly spaced, and do not form a rectilinear grid which would make it easy to interpolate the function off the grid. Nevertheless, these points do have a regular structure as we will see.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.319280Z", + "iopub.status.busy": "2023-08-09T15:52:15.318799Z", + "iopub.status.idle": "2023-08-09T15:52:15.325344Z", + "shell.execute_reply": "2023-08-09T15:52:15.324683Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[[1, 2, 7],\n", + " [3, 4, 8],\n", + " [5, 6, 9]],\n", + " \n", + " [[7, 2, 1],\n", + " [8, 4, 3],\n", + " [9, 6, 5]]]),\n", + " array([[1.62657656, 1.41421356, 1.62657656],\n", + " [2.21336384, 2. , 2.21336384],\n", + " [2.59002006, 2.44948974, 2.59002006]]))" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "points = np.array(\n", + " [[[1, 7], [3, 8], [5, 9]], [[2, 2], [4, 4], [6, 6]], [[7, 1], [8, 3], [9, 5]]],\n", + ").T\n", + "values = np.power(points[0] * points[1], 1 / 4)\n", + "points, values" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.327548Z", + "iopub.status.busy": "2023-08-09T15:52:15.327160Z", + "iopub.status.idle": "2023-08-09T15:52:15.453523Z", + "shell.execute_reply": "2023-08-09T15:52:15.452700Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the graph below, we can see the true function in 3D space, along with the points for which we actually know the value of the function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.455978Z", + "iopub.status.busy": "2023-08-09T15:52:15.455463Z", + "iopub.status.idle": "2023-08-09T15:52:15.803445Z", + "shell.execute_reply": "2023-08-09T15:52:15.802864Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.figure().add_subplot(projection=\"3d\")\n", + "ax.scatter(points[0], points[1], values, c=\"r\")\n", + "ax.scatter(points[0], points[1], np.zeros_like(values), c=\"b\", alpha=0.5)\n", + "for i in range(3):\n", + " ax.plot(points[0, i], points[1, i], zs=0, zdir=\"z\", c=\"r\", alpha=0.5)\n", + " ax.plot(points[0, :, i], points[1, :, i], zs=0, zdir=\"z\", c=\"g\", alpha=0.5)\n", + "\n", + "for i in range(9):\n", + " ax.plot(\n", + " np.array([points[0].flat[i]] * 2),\n", + " np.array([points[1].flat[i]] * 2),\n", + " [0, values.flat[i]],\n", + " \"--\",\n", + " c=\"b\",\n", + " alpha=0.5,\n", + " )\n", + "\n", + "\n", + "x = np.linspace(1, 9, 100)\n", + "xmat, ymat = np.meshgrid(x, x, indexing=\"ij\")\n", + "zmat = np.power(xmat * ymat, 1 / 4)\n", + "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", + "ax.set_zlim(0, np.max(values))\n", + "\n", + "ax.view_init(30, -120)\n", + "\n", + "# plt.savefig(\"WarpedInterpolation.pdf\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The underlying regular structure comes from the points' position in the matrix, the $(i,j)$ coordinates. If we join the points along every row and every column, we can see that the resulting grid is regular and piecewise affine (curvilinear).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.805520Z", + "iopub.status.busy": "2023-08-09T15:52:15.805257Z", + "iopub.status.idle": "2023-08-09T15:52:15.959974Z", + "shell.execute_reply": "2023-08-09T15:52:15.959373Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, this curvilinear grid can be easily transformed into a rectilinear grid by using the coordinate values $(i,j)$ of the underlying matrix that contains the values. For interpolation, this rectilinear grid allows us to use the standard fast interpolation methods available in SciPy.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:15.962430Z", + "iopub.status.busy": "2023-08-09T15:52:15.962144Z", + "iopub.status.idle": "2023-08-09T15:52:16.083008Z", + "shell.execute_reply": "2023-08-09T15:52:16.082228Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coord_points = np.mgrid[0:3, 0:3]\n", + "plt.scatter(coord_points[0], coord_points[1], c=\"b\")\n", + "plt.plot(coord_points[0], coord_points[1], \"g\")\n", + "plt.plot(coord_points[0].T, coord_points[1].T, \"r\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below we graph values of the function at their index coordinate points in the matrix." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.085205Z", + "iopub.status.busy": "2023-08-09T15:52:16.084871Z", + "iopub.status.idle": "2023-08-09T15:52:16.179861Z", + "shell.execute_reply": "2023-08-09T15:52:16.179273Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(coord_points[0], coord_points[1], values, alpha=0.5)\n", + "ax.view_init(30, -130)\n", + "\n", + "ax.scatter(coord_points[0], coord_points[1], values, c=\"r\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objective is to be able to interpolate the value of the function at any point off the grid, where presumably we are only interested in points internal to the curvilinear space and not outside the boundaries. For example, we can imagine that we want an approximation to the function at the point $(x,y) = (3, 5)$ pictured below. If we could find the correspoinding point in the coordinate grid, interpolation would be straightforward.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.181729Z", + "iopub.status.busy": "2023-08-09T15:52:16.181457Z", + "iopub.status.idle": "2023-08-09T15:52:16.317543Z", + "shell.execute_reply": "2023-08-09T15:52:16.316952Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 1: Quad Interpolation\n", + "\n", + "A straightforward and generalizable approach would be to identify the quadrilateral in which the point lies, and then use quad interpolation to find the corresponding z-value.\n", + "\n", + "Quad interpolation consists of finding the affine transformation that maps the quadrilateral to the unit square, and then applying the transformation to the point of interest. Having located the corresponding point in the unit square, we can use standard bilinear interpolation to find the corresponding z-value.\n", + "\n", + "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/mapping-small.png)\n", + "![Quad Interpolation](https://www.particleincell.com/wp-content/uploads/2012/06/interpolation-300x279.png)\n", + "\n", + "This approach is generalizable to any number of dimensions, and it is desirable for our purposes. However, we have not found a general tool in the Scientific Python environment that would allow us to do this.\n", + "\n", + "This appears possible in other proprietary software but we have not found an open source tool that would allow us to do this.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 2:\n", + "\n", + "We can find where the x-coordinate of the point of interest intersects with the index-coordinates of the matrix.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.319545Z", + "iopub.status.busy": "2023-08-09T15:52:16.319203Z", + "iopub.status.idle": "2023-08-09T15:52:16.516036Z", + "shell.execute_reply": "2023-08-09T15:52:16.515121Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is similar to assuming that we have 3 linear interpolators formed by connecting the points on the green lines in the x-direction, and for each interpolator we can approximate the corresponding y and z values using the grid data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.518633Z", + "iopub.status.busy": "2023-08-09T15:52:16.518186Z", + "iopub.status.idle": "2023-08-09T15:52:16.675437Z", + "shell.execute_reply": "2023-08-09T15:52:16.674820Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], coord_points[1], c=\"b\")\n", + "plt.plot(points[0], coord_points[1], \"g\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, for each circle in the figure, we have a corresponding pair $(y,z)$, and we can interpolate in the y-direction to find the corresponding z-value for the point's y-coordinate.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.677467Z", + "iopub.status.busy": "2023-08-09T15:52:16.677170Z", + "iopub.status.idle": "2023-08-09T15:52:16.827118Z", + "shell.execute_reply": "2023-08-09T15:52:16.826514Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.scatter([3, 3], [3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.hlines(y=[3, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can do the same by connecting the points on the red line, and interpolating $(y, z)$ values for the point's x-coordinate.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.829035Z", + "iopub.status.busy": "2023-08-09T15:52:16.828773Z", + "iopub.status.idle": "2023-08-09T15:52:16.957624Z", + "shell.execute_reply": "2023-08-09T15:52:16.957009Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], coord_points[1].T, c=\"b\")\n", + "plt.plot(points[0].T, coord_points[1], \"r\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.scatter([3, 3], [0, 1], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:16.959539Z", + "iopub.status.busy": "2023-08-09T15:52:16.959223Z", + "iopub.status.idle": "2023-08-09T15:52:17.097098Z", + "shell.execute_reply": "2023-08-09T15:52:17.096453Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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xsVls7LxnJ57VPAmLDsPNP/vHL8MKx9PSwGhk3Qa4s6P6XRNwewBNo5sSc0cMh548RL0f6rHh1AYiYyL5ZfcvxKfFZz1Hh6odiAiLYFDDQQR4BujRRHErRo2CV1+F/fth8WK4+269IxJC3IQi/UmQkZHByy+/TI0aNfDy8qJmzZq8/vrr2Gw2R8UnXMil3y+ReiSVBtMa5Eoq5s6FBg2zrxvQH6pXV+cB/Jr5YX7NzP8d/T/qflKX9j+257tt3xGfFk/VgKq80vEVDj5xkDWj1vBQi4ckqSip/Pyyh0A+/FDfWIQQN61IPRbvvfceX3/9NVFRUTRq1IgtW7YwatQoAgICGD9+vKNiFC7i9JenCegQgG+Yb9a5uXNh4EDQ8mxuefo0DBiaxBNfzmW3OZIVSSvQOmsQDz5mHwY2HEhEWASdqnfCaJAuc5fxxBNq75CVK9W26i1a6B2REKKIipRYbNiwgb59+9K7d28AqlevzqxZs9iyZYtDgiuqVNT22+Z8xmZNgKcpe6w9yWot8HmMgNdNXptstaIVcK0B8L7Ja1OsVtKs1gLb6JPn2hv1IeW8NtVqpeDWFe1ab6Mxq+R1ms1GhpbdupSjKZxdf5V6P9YjyWrF22jEZjMwfjxobjbwyH5ma5V1aJ1+goa/8tmpxKzzbVLb0GNzD55f/Dy+7tnJiXAhVarAkCHw008qwZgxQ++IhBBFVKTEokOHDnz99dccOHCAunXrEhsby9q1a5kyZUqB35OWlkZaWlrW/YSEBAAsFgsWi+Xmos6HxWLhvoAA2Lgx38d7BgWxoGF2f3u5DRtILmAIp6O/P8uaZBdLqr5pk9rSOx8tfX3ZEBaWdb/hli1qrkA+Gnh5EZvjL7BW27axNyUl32ureXhwsFWrrPt3xMayNTER8mljiJsbZ267Lev+XTt3svrff+e8vI1GrrZtm3W//549LLlyJd9rAdLbt8+6PXzfPuZeulTgtVduvz0rEXn44EGmX7iQ+4IlAPthzX5Ot2nD/k1mLl0C05OHsd6dvdmXZfDdYEsFwHClJiObPcALvYfj+bsnhz45hLvN3a4/O8UlM+aSGHth2aWNTz6J+aef0H7+mYw33lDJhpNw9ffQ1dsHrt9GR7avsM9p0DStoD+ar6NpGi+++CLvvfceJpMJq9XKW2+9xQsvvFDg90yaNInJkydfd37mzJl4e3sX9qULpV9AwWPrLS0WXklOzro/xN+ftAI2lGqUkcFbSUlZ90f4+ZFQwAz12hkZ/F+Oax/28+NiAdeGWq18lpj9F/gTvr6cNOW/YqGszcZ3165l3X/Gx4dDbvnngf42G9NyXPuSjw+7C7jWQ9P4OUfS8Ya3N1vNBS/jnB+fPTnyfW9v1t/g2tnx8WRuIP6Jlxcr3AveYyMqIQH3jGTWXV3HT75luVKuY9ZjgSv70Sq4NV3LdKWBTwPZ+KsUavfyy5TdtYuD997LnogIvcMRQgDJyckMGzaM+Ph4/P39C7yuSInF7NmzefbZZ/nggw9o1KgRMTExTJgwgY8++oiIAv7z59djERoaSlxc3A0DKyqLxcIf0dF07doVcz6//EwGA545fuGXyKEQi4Xly5fn28abHgqx2bDe4EegKNfeaCjkypqr7B28l7ANTdnMZn7ZPZ25e+aRZksBgxkMXtSq9hkeNhtNnjPxe+J9Wd+7aBF06ADnpp3j0BOHaH+5PQZTyUs2LBYL0dHRhIeH5/sz6grs1UbDwoW49e+PFhBAxtGj4OscQ1+u/h66evvA9dvoyPYlJCQQEhLyn4lFkYZCnn32Wf73v/9x333qQ79JkyYcP36cd955p8DEwsPDAw8Pj+vOm81muzfaEwj09CzU8wYW4bWLcm2Ag641m81YTKZCtbEo/65FeQdu5dqT5S8ys8UPPDxnBWesZ7LOu12tR8bWCIh9gCeSP2R8xhRmm+7jZ+sDGAyqF7zjv0tPE1cl4l3ZG3fPkr3bqCN+9p3NLbexb1+oWxfDgQOYp0+HJ5+0X3B24Orvoau3D1y/jY5oX2Gfr0jT6ZOTkzHm6eY3mUyy3FTk62rqVb7Z8g3tfmhH03lN+anjT5yxniHQM5CxLcey8cGNzO6wF8PaFzBcq8Jc0wAAelsX4oWaezJlikoq0uPSufDzBSo+UlHHFoliYzTCU0+p21OmwA16DYUQzqVIPRZ9+vThrbfeomrVqjRq1Ijt27fz0UcfMXr0aEfFJ0qYDFsG0YejiYqNYv6++aRZ1TCYyWCii18X2n/fnsd+fIxyt5UD4LYqamPL8eNhc1wbksuWxe/iRYYH/0nPb++lf3/1vGe/PwsGqDCqgl5NE8VtxAh4+WVV5nv+fBgwQO+IhBCFUKTE4rPPPuOVV17hscce48KFC1SqVIkxY8bw6quvOio+UULsvrCbqNgoZuyYwdnEs1nnG5drzMiwkQxvOpxynuXY/M1mjkYcJWh9EOYyqlutf38Iv9tKk3XbCbv8FbHDh/NN918w9r8XgIRNCRyffJwKIyvgHlKyh0FEEXh7w6OPwptvqqWnklgIUSIUKbHw8/NjypQpN1xeKkqPS8mXmLVrFlGxUWw5k13LJNgrmGFNhjGy2UiaV2iea1VHkz+asK3tNmK6xNB0cVM8Kqv5N0YTHDekQHAwmsGAceEfkJzMlX/S2NVvF74tfKn9ce1ib6PQ2bhx8P77sH69WmZ9++16RySE+A+yV4goEovVwpJDS4iKjeKP/X9gsal1zW5GN3rX6c3IZiPpVacX7qb8exa863jTbGUzdvbayT/1/6H8iPJUerQShgbZ22RrVULh0EGOd/6ao1tbENQ1iEZzGmHyks3ESp0KFWD4cJg6VfVa/PKL3hEJIf6DJBaiUGLPxRIZE8lPO3/iYvLFrPPNKzRnZLORDG08lLI+ZQv1XL6NfWm5pSWnPz/N2e/OcubLMxiae8FH6vEziW2py0H8Diyh7lf3UWFkBYzuUra71Jo4USUWv/2m5lvUqKF3REKIG5DEQhToQtIFftrxE1GxUcSej806X96nPMObDCeiWQRNyze9qed2L+dOjddrUO3lasTNj+PMmsvw70qQjLv6QOQ0gizrMQwPAEkqSrfGjaFHD/jrL/j0U7WtuhDCaUliIXJJy0hj0cFFRMZEsuTQEjJsqpS5u8mde+rdw8iwkdxZ+07cjPb50TG6Gyk3uBw+A4JhjSrrXenL3rCqBoajR9X22YMG2eW1RAn29NMqsfj+e3jtNQgM1DsiIUQBJLEQaJrGljNbiIqNYtauWVxOuZz1WJvKbYgIi+C+xvdRxqtM8QRkMMDgwfDee/Drr5JYCAgPVz0Xu3ap5OKZZ/SOSAhRAEksSrEz184wY8cMomKj2HNxT9b5Sn6VeKDpA0SERdCgbINiicWA2ngtOSUFA6hk4r33YOFCSEoCH59iiUM4KYNBzbUYPRo++UQVPnHhqolClGSSWJQyKZYUFuxfQFRsFH8d/gubpqqmerp5cm/9e4kIi6B7ze6YjMW7AsPbZOJgq1YsXrxY7ZHSogXUrAlHjqjNQgYPLtZ4hBMaNgxeeAFOnVJV1YYO1TsiIUQ+ZFZcKaBpGhtObmDMH2Oo+GFFhv42lD8P/YlNs9E+tD3f9fmOc0+fY+aAmdxZ+85iTyrylTkcArLEUCgeHvD44+r2hx9C4fdPFEIUI+mxcGEn4k8wPXY6UbFRHLx8MOt81YCqjGg6ghFhI6gTXEfHCP/D4MHw7ruqxyIx0Wl2uBQ6GjsW3n4btm6FNWvUDnVCCKciiYWLSUpPYt6+eUTGRLL86HK0fzdm9zZ7M7DhQEaGjaRT9U4YDc7VWZVitXJHbCzxPj50sVrVLnrNmkHt2nDokJprcd99//k8wsWFhEBEBHz9teq1kMRCCKcjiYULsGk21p5YS2RMJL/u+ZXE9MSsxzpX70xEWAQDGgzAz8NPxyhvzAZsTUwENzey9srNHA55+201HCKJhQCYMEElFn/8AQcOQN26ekckhMhBEosS7OiVo0yLnUZUbBRHrx7NOl8zqCYRYRGMCBtB9cDq+gVoD5mJxeLFcO0a+DlvciSKSb160KePSiymTIEvv9Q7IiFEDpJYlDAp1hSiYqOYvms6q4+vzjrv5+7H4EaDiQiLoEPVDrk2/irRmjZVf5EeOKCGQ2QlgAC19PSPPyAyEt54A4KD9Y5ICPEvSSxKAJtmY8XRFfy4/Ud+2/MbaTvTADBgoHvN7kSERXBvg3vxNnvrHKkDZA6HvPmmGg6RxEIAdOqkliRv26aGRV56Se+IhBD/ksTCiR28dJCo2CimxU7jZMLJrPN1y9RlZLOR3N/0fkIDQnWMsJgMGqQSiyVLICEB/P31jkjozWBQZb6HD4fPP1eVOD089I5KCIEkFk7naupVftn9C5ExkWw4tSHrfKBnIIMbDKZWYi0mDJyAu3v+25K7pCZN1Lj6/v2q+3v4cL0jEs5g0CB4/nlVMGvWLBg5Uu+IhBBIgSynYLVZ+fPQnwz9bSgV/q8CYxaOYcOpDRgNRnrV6cXPA3/m7NNn+bzn59Tzqec68yfyCHFzw99mu/4BKZYl8mM2w5NPqtsffSQFs4RwEtJjoaM9F/cQFRPF9B3TOZt4Nut843KNiQiLYHiT4VT0q5h13mKx6BFmsfAxmThz220sXrwYH1M+lT8HD1aT9P78E+LjISCg+IMUzufhh+H112HnTli2TG1WJoTQlSQWxexS8iVm75pNVGwUm89szjof7BXMsCbDGNlsJM0rNHfZXomb1qgRNGgAe/fC77/DAw/oHZFwBoGB8OCDamOyDz+UxEIIJyCJRTGwWC38eehPomKj+H3/71hsqufBzehG7zq9iQiLoHfd3ribStG8iaLKHA6ZPFkNh0hiITKNHw+ffQZLl6pt1Rs31jsiIUo1SSwcKPZcLFGxUfy08ycuJF3IOt+8QnMiwiIY1mQYZX3K6hih80ixWrlr504u5SzpndegQSqxWLoUrl5Vf60KUaMG9O+vdjz9+GP44Qe9IxKiVJPEws4uJF1g5s6ZRMVGEXMuJut8OZ9y3N/kfiKaRdC0fFP9AnRSNmB1QkLukt55NWqkjt271XDIiBHFGKFwahMnqsRixgxVqbV8eb0jEqLUksTCDtKt6Sw8sJCo2CgWH1xMhi0DAHeTO/fUu4eIsAjurHUnZlM+f4WLohk8GF57TQ2HSGIhMrVtq44NG+CLL9SETiGELiSxuEmaprHt7DYiYyKZtWsWl1IuZT3WpnIbIsIiuK/xfZTxKqNjlC5o0CCVWPz1F1y5AkFBekcknMXEiern48sv4YUXwMtL74iEKJUksSiis9fOMmPHDKJio9h9cXfW+Up+lXig6QNEhEXQoGwDHSN0cQ0aqMl5u3bBggVSFElku/deNd/i6FGYNg3GjNE7IiFKJUksCiE1I5UF+xYQFRvF0sNLsWlqFoCnmyf31r+XiLAIutfsjsmYT/0FYX+DB6vE4pdfJLEQ2UwmtUJkwgQ1ifPhh8EoNQCFKG6SWBRA0zQ2nd5EZEwkP+/+maupV7Meax/anoiwCAY3GkyApxRqKnaDBsGrr0J0NFy+DGVkuEn8a/RoNVS2fz8sXgx33613REKUOpJY5HEy/iTTd0wnKjaKA5cOZJ2vGlCVEU1HMCJsBHWC6+gYoevyNhqxWq3/fWH9+mo79R07YP589ctECAA/P3jkEfjgA1XmWxILIYqdJBZAsiWZuXvnEhUbxd9H/kZD7TngbfZmYMOBRIRF0Ll6Z4wG6VZ1FB+Tiatt2xZc0juvwYNVYvHLL5JYiNyefFINhaxYAdu3Q/PmekckRKlSahMLTdNYc2INUTFR/LrnV66lX8t6rHP1zkSERTCgwQD8PPx0jFIUaNAgePlltT/EpUsQHKx3RMJZVKmiEs+ZM1WvxfTpekckRKniEomF1Qpr16rba9dCx45qHld+jl45yrTYaUzbMY0jV45kna8ZVJOIsAgeaPoANYJqFEPU4pbUrQvNmkFMjBoOefBBnQMSTmXiRJVYzJ4N77yjkg0hRLEoUt9+9erVMRgM1x3jxo1zVHz/ae5cqF4devdW93v3Vvfnzs2+5lraNaZun0rnyM7U/LQmk1ZN4siVI/i5+/Fg8wdZPXI1h544xKudXpWkQiepVit99+zhDW9vUvPbOj0/spW6KEjLltCpE2RkwOef6x2NEKVKkXosNm/enGty3a5duwgPD2fQoEF2D6ww5s6FgQNB03LXwjl9GgYMtDEpciWH/SL5be9vJFuSATBgoHvN7kSERXBvg3vxNnvrErvIzQosuXIFzGasmla4bxo0CF58Ef7+G+LiICTEoTGKEubpp2HVKvjmGzVs5uurd0RClApFSizKls29Yda7775LrVq16NSpk12DKgyrVS1Zz/s7yBZ0EK3+TGg6nUlHT2Sdrxtcl5FhI7m/6f2EBoQWc7TCIWrXVhPztm+HefNU3QIhMvXurYbMDhyAqVPhiSf0jkiIUuGm51ikp6czY8YMJk6ciMFgKPC6tLQ00tLSsu4nJCQAYLFYsFgsN/vyrF2r5ux5eYG78SoPlX8Mj1eXkvHgNcicX5EaQJ8aQ3iuxwO0qdQmK85beV09ZcZdUuO/EUuOnjCLxYKlMCtDAOOAAZi2b8f2889YnbxYliu/f5mcrY3GJ5/E9PjjaFOmkPHwwwVPviokZ2ufvbl6+8D12+jI9hX2OQ2aVth+59x++eUXhg0bxokTJ6hUqVKB102aNInJkydfd37mzJl4e9tnGCLdkkrXEfcRnAIdRhtIbdyCLkFdaBPQBneju11eQzhWKnBfgCo2Njs+Hs9Cfp/32bOEP/oomtHIn1Onkh4gBctENlNaGuEPPYTHtWv88/zznG3bVu+QhCixkpOTGTZsGPHx8fj7+xd43U0nFnfeeSfu7u788ccfN7wuvx6L0NBQ4uLibhjYf1m7NnvCJsB0/+YMOL+bd/yf5A3L/2WdX7QIOnS46ZdxKhaLhejoaMLDwzGbXWun1CSrlaCNGwG40LIlgZ6FTS3AdPvtGLdtw/rFF9iceDjEld+/TM7YRuNrr2F65x1sbdtiXbXqlp7LGdtnT67ePnD9NjqyfQkJCYSEhPxnYnFTQyHHjx9n2bJlzM259KIAHh4eeHh4XHfebDbfUqM7dlSlC06fVvMslmc8zgAepWPiVlJsZgwGtcLsRktPS6pb/bdzRuYcezoUuX1DhsC2bZh++w3TY485IDr7csX3Ly+nauOTT8KHH2LcsAHj1q1w++23/JRO1T4HcPX2geu30RHtK+zz3VQpyalTp1KuXDl65+wyKGYmE3zyibptMMByY1cA2tg24YcqdjVliuslFSIfmauSVq6ECxd0DUU4oQoVYPhwdfujj/SNRYhSoMiJhc1mY+rUqURERODmpm99rf79Yc4cqFwZjhtrkFihAmYyGBiykjlz1OOiZPAxmUhv35758fGFK+mdU40a0Lo12Gy5C5gIkempp9TX336DY8d0DUUIV1fkxGLZsmWcOHGC0U6yP0P//upzYtEiuNisGQDf3xctSUVpI8WyxI00aQI9eqjkM7OrUwjhEEVOLHr06IGmadStW9cR8dwUk0lN0LzYtCkAxr+X6RyRKHYDB6qvq1bBuXP6xiKc09NPq6/ffw/x8frGIoQLc6ntOuOaNkUzGmHvXjh1Su9wRBGkWq3ct28f7xelpHdO1atDmzYyHCIKFh4OjRtDYiJ8953e0QjhslwqsbD4+qK1bKnuLJNei5LECsy9dIn1RSnpnZcMh4gbMRjU5mQAn34KLlogSQi9uVRiAaB166ZuSGJR+mQOh6xeDWfP6huLcE7DhkH58nDypJr5LYSwO9dOLG72L19RMlWrpmoUaJqa/S9EXh4e8Pjj6vZHH8lnhBAO4HqJxe23g7c3nD8PO3fqHY4objIcIv7L2LFqk6EtW2DNGr2jEcLluFxigYcHZO62Gh2tbyyi+GUOh6xdC2fO6BuLcE4hIRARoW5LwSwh7M71EguA7t3VV5lnUfqEhkK7djIcIm5swgT19fff4eBBXUMRwtW4ZmIRHq6+rloFOTZAE6WEDIeI/1KvHvTpoxLQjz/WOxohXIprJhaNG6v9AVJSYP16vaMRheBtNHLl9tuZHR+Pt/EWfywHDFBf165Vu9QJkZ/MpaeRkXDpkq6hCOFKXDOxMBhkOKSEMRgM+JhMeP57+5ZUqQLt26vbsqRQFKRTJ2jRQv0B8vXXekcjhMtwzcQCshMLmcBZOslwiPgvOQtmff65DJsKYSeun1hs2QKXL+sbi/hPaTYbDx48yCdeXqTdTEnvvAYMUL841q9XxZCEyM/gwWp75HPnYNYsvaMRwiW4bmJRuTI0bKgmZ61YoXc04j9kaBrTL1xghbs7GfYoWlS5stqZDmQ4RBTMbIYnn1S3pWCWEHbhuokFyHBIaSfDIaIwHnkEfHxUQT2ZkyXELXPtxCJz2akkFqVT5nDIxo1w4oTe0QhnFRgIDz6obkvBLCFumWsnFp06gZsbHDmiDlG6VKwIHTuq2zIcIm5k/HgwGuHPP2H3br2jEaJEc+3Ews8P2rZVt6WLs3SS4RBRGDVrwr33qttSMEuIW+LaiQXIPIvSrn9/NRyyaRMcO6Z3NMKZPf20+jp9utrEUAhxU1w/scicZ/H332C16huLKH4VKmRvSifDIeJG2raF22+H9HT48ku9oxGixHL9xKJ1a/D3hytXYPt2vaMRBfA2Gjndpg1RCQm3XtI7LxkOEYWV2Wvx5ZeqIqcQoshcP7Fwc4MuXdRtGQ5xWgaDgbJmMwGaduslvfPq319NzNu8GY4ete9zC9fSrx9Urw5xcWpIRAhRZK6fWIAsOy3typeHzp3V7V9/1TUU4eTc3LK3VP/oI7BHFVghSpnSlVisWwfJyfrGIvKVZrPx5OHDfOPpaZ+S3nnJcIgorNGjISAA9u+HJUv0jkaIEqd0JBZ16kDVqmpS1po1ekcj8pGhaXx97hxLPDzsU9I7r8zhkK1bpaaJuDE/P1WNE+DDD/WNRYgSqHQkFjm3UZfhkNKpbFno2lXdluEQ8V+eeEINi6xYIZO+hSii0pFYgMyzEDIcIgovNDT750XKfAtRJKUnsejWTX3dsUOK35RW994LJhNs2waHDukdjXB2Eyeqr7Nnw+nT+sYiRAlSehKLsmWhWTN1+++/dQ1F6CQkRIZDROG1bKmKq2VkwGef6R2NECVG6UksQIZDhAyHiKLJLJj1zTeQmKhvLEKUEKU3sXDEygPh/DKHQ2Ji4MABvaMRzq53b6hbF65ehalT9Y5GiBKhdCUWHTqAh4caL92/X+9oRA5eRiMHWrbkm4QEvOxd0jun4ODsFUIyHCL+i9EITz0FgDZlCmtXqf2G1q6VrYeEKEiRP8FPnz7N/fffT3BwMN7e3jRr1oytW7c6Ijb78/JSyQXIcIiTMRoMVPf0pLymYbR3Se+8ZDhEFMWIEaT5BWM4coRve/8OqI6M6tVh7lx9QxPCGRUpsbhy5Qrt27fHbDazZMkS9uzZw4cffkhgYKCDwnMAmWch+vVTNQp27JCeK/Gf5v7pzQfXHgXgiYxPss6fPg0DB0pyIUReRUos3nvvPUJDQ5k6dSpt2rShevXqdOvWjVq1ajkqPvvLTCxWrgSLRddQRLZ0m43/HT1KpKcn6Y7en6FMmeyfAxkOETdgtcL48fA540jDnXa29QT9Ozcnc5rWhAkyLCJETm5Fufj333/nzjvvZNCgQaxatYrKlSvz2GOP8fDDDxf4PWlpaaSlpWXdT0hIAMBisWCx4y/2zOf6z+ds1Ai34GAMly6RsX49Wrt2dovB0QrdxhIo2WrlozNnwMOD5PR03B05zwIw9O+P25IlaD//TMbzzzv0tTK58vuXydXauHYtXLoEeAUzO/0+IqzTCPrhAzqY27BRa02GwUxcHKxenT3KWpK52vuXH1dvoyPbV9jnNGha4ZdHeHp6AjBx4kQGDRrEP//8w4QJE/jmm28YMWJEvt8zadIkJk+efN35mTNn4u3tXdiXtqtWH3xA5XXr2DdkCPuHDtUlBpFbKnBfQAAAs+Pj8XTw65kTE7lr5EiMGRn8/dlnJIaGOvgVRUl21XKVPza+zZwPs1cSZXh6cqlBAy41bkxco0ZcrV0bza1If6sJUaIkJyczbNgw4uPj8ff3L/C6IiUW7u7utGrVivXr12ede/LJJ9m8eTMbNmzI93vy67EIDQ0lLi7uhoEVlcViITo6mvDwcMxm8w2vNfz4I25jx2Jr2xbrqlV2i8HRitLGkibJaiVo40YALrRsSaCno1MLMPXti3HJEqyvvort5Zcd/nqu/P5lcrU2rl0Ldz26gvQ+I8D3PL33ePDWwcpUjblCkHYl17Wajw9au3Zod9yB1qkTWsuW4O6uU+Q3x9Xev/y4ehsd2b6EhARCQkL+M7EoUnpdsWJFGjZsmOtcgwYN+O233wr8Hg8PDzw8PK47bzabHfKmFup577wTAOM//2BMSQE7JjjFwVH/dnoy5xj6KLb2DRkCS5Zg+u03TPn0qjmKK75/eblCG602K8u110m/7w0waHChEcvW/8TDnx+j3X13USt1P11YyZ1eq+jpvQrDpUsYoqOzJ4Z7eUH79tC5s6rg2bq1Wu5eArjC+/dfXL2NjmhfYZ+vSIlF+/bt2Z9nFv2BAweoVq1aUZ5Gf9WrQ+3aar+IlSvhnnv0jkjooW9fMJth9251NGqkd0TCSZy5dobhc4ez8thKMADbHoQln2J0MwPH0AxGdhmasoumdJrxJIZ+NtizR32erFwJq1ZBXBwsW6YOUIlG27bZicZtt5WYREOIoijSDLmnnnqKjRs38vbbb3Po0CFmzpzJt99+y7hx4xwVn+PIslMRGJjVeyWrQ0SmpYeW0uzrZqw8thIfsw8z7p3BbxHfU6V87jlhVarAnDnQvz+qkFbjxvD44+rkhQuwaxd88QUMGqT2KkpJgeXL4dVXVWIRGKj2rpk8WSUiqam6tFcIeytSYtG6dWvmzZvHrFmzaNy4MW+88QZTpkxh+PDhjorPcTITi8y/JkTplLNYlpR5L9UybBm8+PeL3PXTXVxMvkhY+TC2jdnG8KbD6d8fjh2DRYvUtYsWwdGj/yYV+TEYVA/YY4+pn63z51WPxpdfqiG48uVVIrFiBUyapHoxAgPV10mT1PmUlGJotRD2V+QpzHfffTd33323I2IpXl26qL8y9u2DU6fUnx9CN15GI9ubN2fN6tWOLemd1z33qAl2e/eq4ZDGjYvvtYXTOJVwiqG/DWXtibUAjG05lo/u/Agvs1fWNSaTWlK6eLH6ajIV4QUMBmjQQB2PPqqS2AMHcg+dnD2rvmZOKHd3V8MlmUMnbduCTivphCiK0rVXSE6BgWoyFchwiBMwGgw08vamqs3m+JLeOQUEwF13qdsyHFIqLTqwiGZfN2PtibX4ufvx88Cf+erur3IlFXZnMEC9ejBmDMyalb1/0TffwLBhUKkSpKfDmjXwxhtqf5vAQLjjDnj5ZdXTmpTkuPiEuAWlN7EAmWchlEGD1FcZDilVLFYLz/71LHfPuptLKZdoUbEF28ZsY3CjwcUfjMGgdlF95BH46SfVi3rwIHz3Hdx/v+pRtVjU+te33lKfXUFBatXJSy/BX3/Jtu7CaZTuxCJzl8tly8DRZaTFDaXbbLx+4gSzPDwcX9I7r3vuUbPz9+1TE+6Eyzt+9TgdIzvyfxv+D4An2jzB+tHrqV2mts6R/ctgUCvXHnoIpk+HEyfg8GH44Qd44AEIDVWJxvr18PbbahJyUJAaLnnhBVi6VBINoZvSXSaubVvw8YGLF2HnTggL0zuiUsuiabx58iR4evJ1cfca+Pur4ZAFC1SvRZMmxfv6olgt2LeAkQtGcjX1KgEeAfzY90f6NyhoFqaTMBigZk11jB6tetaOHcuen7FyJRw/Dhs3quPdd9UkkFat1PyMzp1V70YJq9kjSqbS3WPh7q7+04EMh5R2sjrE5aVb05nw5wT6/dyPq6lXaVO5DdvHbHf+pCI/BgPUqAGjRkFkpEoyjh5Vt0eNUo9ZrbBpE7z/PvTqpTbfa9MGnntOLWuJj9e5EcJVle7EAmTZqVD69FHDIQcOqO3UhUs5cuUI7X9szyeb1LbnE2+fyJpRa6gRVEPnyOyoenWIiIAff4QjR1QPxrRpqoejVi2VaGzeDB98AHffrRKNVq3gmWdg4UK4elXvFggXUbqHQiB7nsXq1WpdeTHsUSGckJ+f+qtu3jzVayHDYi5jzp45PPj7gySkJRDkGURUvyj61Oujd1iOV7Wqmo/xwAPq/smT2ctZV65UlYe3blXHhx+CwYBbs2Y0Cg3FYLWqJflBQbo2QZRM0mPRqBFUrKiK0eTYXE2UQjIc4lJSM1IZt2gcg34dREJaAu1C2xEzNqZ0JBX5CQ1VK0y++06tODl1Sq1AeeQRtSJF0zBs307t33/HbcAACA6G5s3hqadg/ny4fFnvFogSQhILgyG710LmWZRud9+teqwOHYLYWL2jEbfg4KWDtP2hLV9u+RKA59s/z8qIlVQNqKpzZE6kcmVVM+Obb1QNjTNnyJg+naN33olWr55KrmNiYMoUuPdeCAlRPXnjx6uevUuX9G6BcFKSWEDuZaei9PL1hd691e1fftE3FnHTZu2cRYtvWxBzLoYQ7xAWD1vMu93fxWxy3Z0s7aJiRbQhQ9jx6KNk7NypKoHOnq0qhTZooBKNHTvg009VLfOQEGjaFJ54An77Ta2uEwJJLJTMxGLrVsnCdeJpNLK+aVM+SEzEszhLeuclxbJKrBRLCo/88QjD5g4jMT2RO6reQcyYGHrW6al3aCVThQpqX5Mvv1T7nJw7p/5fjBuXvRPwzp3w+ecwcCCUK5e9Eduvv6qN2ESpJJM3QZXPbdRI7RWxfHn2LxdRbEwGA638/LhgtWIqzpLeefXurba3PnwYtm+HFi30i0UU2r64fQz+dTA7L+zEgIGX7niJ1zq/hptRPuLspnx59dmY+fl48aKa9J5ZS2PnTvUZunu32tUVVE9H587Z+52UL69T8KI4SY9FJll2KkCGQ0qgabHTaPltS3Ze2Ek5n3L89cBfvNH1DUkqHK1sWRgwAD77TA2RXLyohkSefFINkYDa3O+rr1TPR4UKKtEYO1YNsZw9q2/8wmEkscgkEzh1lW6z8eGpU8xzdy/+kt55yeqQEiEpPYlRC0YRMT+CZEsyXWt0JWZMDN1rdtc7tNIpJETNvfjkEzX5OS5OTfKcMAGaNVMT5fftU5NFhw5VPcWZG7HNnKk2YhMuQVL6TJ06gdmsqtcdPqwKyohiY9E0Xjh+HLy8mKL3L/NevdT21EePqnk3rVrpG4+4zu4Luxk8ZzB7Lu7BaDDyWqfXeOmOlzAZi7KXuXCo4GDo108dAFeuqN1aM4dOtm9XBekOHIBvv1XX1KmTXYK8Uye1+ZoocSSxyOTrq/YOWb1aDYdIYlF6+fiopae//KIOSSychqZp/Lj9R55Y8gQpGSlU9K3IzAEz6Vy9s96hif8SFKQ2/LvnHnX/6lWVaGQW7Nq+XdXXOHgQvv9eXVOrVnaS0bmzqsUhnJ4MheQkwyEikwyHOJ1radd4YN4DPPTHQ6RkpNCjVg9ixsZIUlFSBQaqUvr/93+wZYsqwLVwoSox3ro1GI3ZO7qOGKEqiWZuwhYVpUqWC6ckPRY5hYfDq6+qlSFWq9odUJROPXuqnovjx9WHXuvWekdUqsWei2XwnMEcuHQAk8HEG13e4PkOz2M0yN9GLiMgQE2czpw8nZAA69ap3oyVK9Ww5NGj6pg6VV1TvXp2b0bnzuq+0J0kFjm1aqV+uK9cUT/EbdroHZHQi7e3+mtq9mzVayGJhS40TePbrd8y/s/xpFnTqOxXmdkDZ9Ohage9QxOO5u+vEvye/9YhuXZNJRqZQydbtqhdXY8dUz0YoHo1cg6d1KihJo2KYiXpfk5ubmrjHZBlp0KKZeksIS2B+367j7GLxpJmTaNXnV7EjI2RpKK08vODu+6Cd96BDRvUH4BLl8ILL0C7durz+8QJtaPrgw+q+RmZG7F9/70q1S//j4uF9FjkFR6uNtyJjoYXX9Q7GqGnzOGQEyfgn3/gttv0jqjU2HZ2G4N/HczhK4dxM7rxTrd3mNh2ogx9iGy+vtCjhzoAkpJUwpE5dPLPP2qjtRkz1AFQuTKmO+6gWpkyagVKgwbSo+EAkljklVkoa9069YPq46NvPKWEp9FIdOPGbNy4Ud+S3jl5eakZ7LNmqV4LSSwcTtM0vtj8BU//9TTp1nSqBlTl54E/c3uV2/UOTTg7Hx81AT9zEn5ysko0ModONm2C06cxzp5NM1ClyitWzD10UreuJBp24CSf4E6kdm2oVg0sFrUUShQLk8FAp4AAmuhd0juvzNUhv/4KehfucnFXU68y8NeBPLHkCdKt6fSt15ftY7ZLUiFujrc3dOsGr7+uyghcvQrLl2N96SXiGjVC8/BQ1T9nzVLVQOvXV0W77rtPVQvdu1eGTm6SJBZ5yTbqIqe77lJdridPqr94hEP8c/ofmn/TnLl752I2mply5xTmDZlHGa8yeocmXIWXF3Tpgu2111j31ltkXLyoejImTVK9FR4eaqO1n3+Gxx6Dhg1VGfLBg7M3YpNEo1AkschP5nCIJBbFxmKz8dXZsyx2d8fiTD0Dnp7Qt6+6LXuH2J2maXy04SPa/9ieY1ePUSOwButGr2P87eMxOFPPlXA9np5qCOS112DFCtWjsWqV6uHo2lU9fuGC6q3M3NE1cyO2zz+HXbukF7MAkljkp1s39XXnTpXBCodL1zTGHznCt15epDvbXwUyHOIQl1Mu03d2X57+62kybBkMaDCAbWO20bqyLO0VOvD0hI4d4ZVX4O+/syuDvvGG6sX28lIbrc2ZA088AU2aqK3ic27EJp8PgCQW+QsJgebN1e2//9Y3FqG/Hj3UmvrTp2HjRr2jcQnrT66n2dfN+OPAH7ib3Pmi1xf8OuhXAj0D9Q5NCMXDAzp0gJdfVr3XV6+qSf1vvaU+E7y94dIlmDtX7egaFqZ2fL333uyN2EppoiGJRUFkOERkkuEQu7FpNt5f9z4dp3bkZMJJapepzcYHN/JY68dk6EM4N3d3VS/jxRdV/YyrV2H9elVX48471aqUy5dVuYLMHV1DQtQmbB9/rPZCsVp1bUJxkcSiIDkTC2frmhfFL7NYlgyH3LSLSRe5e+bdPL/seayalfsa38fWR7bSvGJzvUMToujMZrVx5f/+B3/+qQp2bdwI776rauD4+qpzCxbAxInQooXa8fWee+Cjj1R1ZxdNNKSORUE6dFB/qZ45A/v2qUIqovTKHA45c0b9ldJBqj8Wxerjqxn621DOXDuDp5snn971KQ+1eEh6KYTrMJtVrZvbboPnn4eMDNVLkblN/Jo1EB8Pf/yhDlBbSNxxR3YdjWbNVAXREk56LAri6Zn9y0OGQxxOs2b3Cl3dEJ/rvlPw8FBdmiDDIUVg02y8tfotukR14cy1M9QLrsemhzbxcMuHJakQrs3NTe0x9OyzatfWS5dg82a1m+vdd6s/VOLj1WPPPquuLVNGbcL2/vuqcmhGRpFe0mqFtWvV7bVr9esQKVJiMWnSJAwGQ66jQoUKjopNfzLPolhcnHuRfxr+k3V/T/89bKy+kYtzL+oYVT4yV4fMmeOyXZj2dD7xPHfNuIuXV7yMTbPxQNMH2PLIFpqWb6p3aEIUPzc3tdHl00+rHovLl9VwyIcfquGRwEC10drixarH47bbIChIDau8954aZrFYCnz6uXPV5q6Zm8P27q3uz51bHI3Lrcg9Fo0aNeLs2bNZx86dOx0Rl3PITCxWrrzhGypu3sW5F9k9cDfa0XTefk3j5aQk3C2QdjqN3QN3O1dyER6uui7PnlWzw0WBVhxbQbNvmhF9JBovNy+m9p3KtHun4evuq3doQjgHk0nNu5g4Uc3DiItTQycff6wmiwcFQWKimr/xv/+p+RxBQbk3Yvv399LcuTBwoNoaJafTp9X54k4uijyY4+bm5rS9FKlAktWKOZ+9JkyAp8mUdT/pBn9xGgEvk0ktHwoJISkxUWWL7doVfO2/kq1WCurENwDeN3ltitVKmtVaYBt98lx7o+mFOa9NtVq50d/eRbnW22jM6t5Os9nIuMGkV2+jEWxwaPwh0t3AaoKwHWDJyMBkAzTAAIcmHCKkbwgGkxN0m7u7q6VkkZFqOKRjR70jcjpWm5VZZ2fxS8wvaGg0KtuIXwb9QsOyDfUOTQjnZjKpORbNmqlVJTabqqWUudfJqlWql2PpUnUAeHujtWvPoX860VbrzGZao357KJqmiklPmKBylRwf5w5V5MTi4MGDVKpUCQ8PD2677TbefvttatasWeD1aWlppKWlZd1PSEgAwGKxYLFjL4DFYuG+gIAC6wz0DApiQcPsD7dyGzaQXMDs/o7+/ixr0gQAU5cuVB82jDirNd+9Q1r6+rIhLCzrfsMtWzieo705NfDyIrZFi6z7rbZtY29KSr7XVvPw4GCrVln374iNZWtiovqLOU8bQ9zcOJNjg6y7du5k9b//znl5G41cbds2637/PXtYcuVKvtcCpLdvn3V7+L59zL10qcBrr9x+e1Yi8vDBg0y/cKHAa0+3aYN5UxKpl1L58klYcLcBMDA/HjSv7IQkNS6VuNVxBHYILPC5ipOhf3/cIiPR5swh4//+r0j/UzN/3u35c+9Mzlw7w4j5I1h9fjUAI8NGMqXHFLzN3i7TZld/D129fVDC2tiwoToefVQlGrt3Y1y9GsPq1RjWrMEQF4dhWTTPEc1zQDJebPQpy6UfA6nq2ZATVAdUZ8jq1bc+57yw/2YGTSv8WsolS5aQnJxM3bp1OX/+PG+++Sb79u1j9+7dBAcH5/s9kyZNYvLkydednzlzJt7e3oV96ULpFxBQ4GMtLRZeSU7Ouj/E35+0AiaPNcrI4K2kJACqRkfTo3t34gID8722dkYG//fvtQAP+/lxsYDdOUOtVj5LTMy6/4SvLycL+MVU1mbju2vXsu4/4+PDoQJmC/vbbEzLce1LPj7sLuBaD03j5xxJxxve3mw1m/O9FmB+fHzW7fe9vVl/g2tnx8fj+e/tT7y8WOHuXuC1UQkJBPz7o/eNpydLPDwAeCI5mU4Wi9MuVzJYLNw1ahTuiYmsffNNLjVurHdITmF7wnamnJhCfEY8nkZPxlYZS+cynfUOSwjXZbPhd+oUIbt2EbxrFyG7d+OR4/P6s4+fpmqNO+z6ksnJyQwbNoz4+Hj8/f0LvK5IiUVeSUlJ1KpVi+eee46JEyfme01+PRahoaHExcXdMLCislgs/BEdTdeuXTHn88vPZDDk2o67UEMhACdOkN64MZrJRMaRI2omb0HX4uChEIuF5cuX59vGmx4Ksdmw3uBHoCjXFnUoJH5dPLt67yLdDZK8YcBs9b0Lh9nwvpqd9DVe1NhpeiwATI88gjEyEuvYsdg+/bTQ32exWIiOjiY8PDzfn9GSKMOWweTVk3l//ftoaDQu25hHgx9lZJ+RLtPGnFzxPczJ1dsHrtfGtWvVRE3NlETNvmF0vHqCnvGVGbXnACkp2e1btOjWeywSEhIICQn5z8Tilv4w9PHxoUmTJhw8eLDAazw8PPD496/RnMxms93fVE8g0NOzUM8bWNjXrlULc2goHDyoJstkVmAsQEAR2lSUa81mMxaTqVBtLMq/a1HeAXtfG9IxBM9gTwyn07Dl6GEzpBgwpBjAAB5VPAjp6CRzLDINGQKRkZjmzsX0+edFHrh0xM++Hk4lnGLob0NZe0KtbxvTcgzvd32fFdErXKaNBZH2lXyu0saOHVXdrVONJ7Gnzgn2JlShQ7t3SXnATEqKGYMBqlRR193qHIvC/nvdUh2LtLQ09u7dS8WKFW/laZyfLDt1CIPJQO1Pav97J++D6kvtKbWdK6kAtUldUJDa+XD1ar2j0cXig4tp9nUz1p5Yi5+7H7MHzObru7/Gy+yld2hClComEzzy1iq4/RMAzH9+ja+bWn2VOdo/ZUrxTdyEIiYWzzzzDKtWreLo0aNs2rSJgQMHkpCQQEREhKPicw6SWDhM2f5laTSnER6Vcs/H8KjiQaM5jSjbv6xOkd2A2Qz9+6vbpaxYlsVq4bno5+g9szeXUi7RomILto3ZxpDGQ/QOTYhSKTE9kcirowHw2fcQpqM9sh6rUkWV3cn8uCouRUosTp06xdChQ6lXrx79+/fH3d2djRs3Uq1aNUfF5xw6dwajEQ4cgBMn9I7G5ZTtX5Y2e9pk3W84tyG3H73dOZOKTJnFsn77rcjV8Uqq41eP0zGyIx+s/wCAJ9o8wfrR66ldprbOkQlRev1v2f84cuUIof6hnPzhQxYtUucXLYKjR4s/qYAizrGYPXu2o+JwboGB0KaNWua5bBmMHq13RC4n53BHYNsA5xv+yKtLFzWwefGiWl/erZveETnUgn0LGLVgFFdSrxDgEcCPfX+kfwMdPrGEEFlWHF3BF5u/AODHvj8S5O1Phw4WFi9WEzWLc/gjJ9krpLBkOETkVEqGQ9Kt6Uz4cwL9fu7HldQrtK7Umu1jtktSIYTOrqVdY/Tv6o/csS3H0r1md50jyiaJRWFlJhZ//y3bZjuAh8HAzHr1eDYpCY8C6oA4nczhkLlzXXI45MiVI7T/sT2fbFKTwp66/SnWjl5LjaAaOkcmhHgu+jmOXT1GtYBqvB/+vt7h5FJCPsGdwG23gY+P6vresUPvaFyOm9HIwJAQ2mdk4FZSdr3s3BlCQlRZu5Ur9Y7Grn7b8xvNv2nOljNbCPIMYsF9C/jozo9wNxVc9EwIUTyiD0fz9davATUE4ufhp3NEuUliUVju7uoXCchwiFDc3GDAAHXbRYZDUjNSeXzx4wz8dSAJaQm0rdKWmLEx3FPvHr1DE0IACWkJPPj7gwCMaz2OrjW66hzR9SSxKAqZZ+EwGTYbc+LiWOfmdsOKnU5n0CD1de7cEr8D7sFLB2n3Q7usyWDPtXuOVSNXUTWgqs6RCSEyPfPXM5xMOEnNoJq82/1dvcPJlyQWRdH938kxa9ZAaqq+sbiYNE1j2P79fODjQ1pJmsPSqROULQuXLsGKFXpHc9Nm75pNy29bsv3cdoK9glk0bBHvhb+H2VTyKxMK4SqWHlrKd9u+A2Bq36n4uvvqHFH+JLEoioYNoVIllVSsW6d3NMIZlPDhkBRLCmP+GMPQ34ZyLf0ad1S9g5ixMfSq00vv0IQQOVxNvZo1BPJkmyfpWK2jzhEVTBKLojAYsnstZDhEZMq5OqQEDYfsi9vHbd/fxrfbvsWAgZfveJnlEcup4l9F79CEEHlMXDqR09dOU7tMbd7u9rbe4dyQJBZFlZlYLFumbxzCeXTsCOXKwZUrajlyCTA9djqtvm3Fzgs7KedTjqX3L+WNrm/gZnTWDeuFKL0WH1zM1JipGDAwte9UfNx99A7phiSxKKrMxGLbNjWuLoTJBAMHqttOPhySlJ7E6AWjGTF/BEmWJLpU70LMmBjCa4XrHZoQIh9XUq7w8B8PA6qWTIeqt7j3eTGQxKKoKlaExo1B00rMX6eiGGQOh8ybB+np+sZSgN0XdtPm+zZZf/lM6jSJ6Aeiqejn4rsTC1GCTVg6gTPXzlA3uC5vdn1T73AKRRKLmyHLTkVeHTpAhQpw9arTJZyapvHj9h9p/V1r9lzcQwXfCvw94m9e6/waJqNOmwkIIf7TH/v/YFrsNIwGI5F9I/Eye+kdUqFIYnEzck7gLEk1F5yYu8HA97Vr80RyMu4lpfJmTk46HJKYnsiI+SN48PcHSclIIbxmOLFjY+lSo4veoQkhbuByymUeWfgIAE+3fZq2oW11jqjwJLG4GZ06qU2ojh+Hw4f1jsYlmI1GRpQvTzeLBXNJ2Sskr8xiWU4yHLLj/A5aftuSGTtmYDQYeavrW/x5/5+U8ymnd2hCiP/w5JInOZd4jvoh9Xm9y+t6h1MkJfQTXGc+PtCunbotwyEiU/v2ag5OfLyuPxeapvHNlm9o810bDlw6QGW/yqyMWMmLd7yI0SD/5YVwdvP2zuOnnT9hNBiJ6heFp5un3iEViXzK3CxZdmpXGTYbiy9fZktJK+mdkxMMhySkJTD0t6GMXTSWNGsaPWv3JGZsDHdUu0OXeIQQRROXHMfYRWMBVVa/TeU2OkdUdJJY3KzMCZzLl4PVqm8sLiBN0+i3dy9vlrSS3nllrg6ZPx/S0or1pbed3UbLb1vy8+6fcTO68X7391k4bCEh3iHFGocQ4uY9seQJLiRdoFHZRkzqPEnvcG6KJBY3q1UrCAxUqwC2bNE7GuEs2rVTZd8TEuCvv4rlJTVN4/N/PqftD205dPkQVQOqsnrkap5t/6wMfQhRgszZM4fZu2ZjMpiI7BeJh5uH3iHdFPnUuVkmE3T9d7tamWchMhmN2ZM4i2E45GrqVQb+OpAnljxBujWde+rdw/Yx20vUDHIhBFxIusCjix4F4H8d/kerSq10jujmSWJxK2SehchP5nDIggUO3QX3n9P/0Pyb5szdOxez0czHd37M/CHzKeNVxmGvKYRwjHGLxxGXHEeTck14peMreodzSySxuBWZ8yzWr4fERH1jEc7j9tuhShW4ds0hwyGapvHxho/p8GMHjl09Ro3AGqwbvY4Jt0/AUBJrgAhRyv2y+xfm7JmDm9GtRA+BZJLE4lbUqgXVq6sdLVev1jsa4SwcOBxyOeUy/X7ux8S/JmKxWRjQYADbxmyjdeXWdn0dIUTxOJ94nscWPQbAS3e8RIuKLXSO6NZJYnErcm6jLsMhIqfMxGLBAkhJsctTbji5gWZfN+P3/b/jbnLn856f8+ugXwn0DLTL8wshipemaTy66FEupVwirHwYL97xot4h2YUkFrdK9g2xC3eDgU9q1uSRlJSSWdI7r9tug9BQNUS2dOktPZVNs/H+uve5Y+odnEw4Sa2gWmx4cAPj2oyToQ8hSrBZu2Yxb9883IxuRPWLwt3krndIdiGJxa3q1k31XOzaBWfP6h1NiWU2Gnm0YkV6paeX3JLeOdlpOCQuOY67Z97N88uex6pZGdJoCNvGbHOJ7lIhSrOz187y+OLHAXi146uEVQjTOSL7cYFPcJ0FB0OLfz/knWxXS6GzzNUhv/9+U8Mha46vodnXzVhyaAmebp58c/c3zBowC38PfzsHKoQoTpqmMWbhGK6kXqFFxRb8r8P/9A7JriSxsIecu52Km2LVNFbFx7PTZMJaUkt659WmDVStCklJsGRJob/Nptl4a/VbdI7qzOlrp6kXXI9ND23ikZaPyNCHEC5gxo4Z/HHgD8xGM1H9ojCbzHqHZFeSWNhDznkWrvJLsZil2myE79rFK76+pJbkkt45GQzZvRaFHA45n3ieu2bcxcsrXsam2Xig6QNseWQLTcs3dWCgQojicjrhNE/++SQAkzpPonG5xjpHZH+SWNhD+/bg6anmWOzZo3c0wplkJhZ//AHJyTe8dPnR5TT7phnRR6LxcvPix3t+JKpfFL7uvsUQqBDC0TRN45GFj3A19SqtKrXiufbP6R2SQ0hiYQ+ennDHv7tHyrJTkVOrVqrWSXIyhj//zPcSq83KpJWT6D6tO+cSz9GwbEM2P7yZUc1HydCHEC4kKjaKxQcX425yJ6pfFG5GN71DcghJLOxFlp2K/OQYDrn09RwA1q7N3hD37LWzhE8PZ/KqyWhojG42ms0Pb6ZRuUZ6RSyEcIBTCacY/+d4AN7o8gYNyzbUOSLHuaXE4p133sFgMDBhwgQ7hVOCZSYWK1dCerquoQjnsjxYLTv1XbkYU2oqvXurTozXoqJp9k0zVhxbgY/Zh2n9pvFD3x/wNnvrG7AQwq40TeOh3x8iIS2B2yrfxtNtn9Y7JIe66cRi8+bNfPvttzRtKpPKAGjaFMqWVSsANm3SOxrhJObOhe7Pt+QINfAhmfJbt6IZMjhV92VeP3onF5Iu0KRcE7Y8soUHwh7QO1whhAP8sP0Hlh5eiofJg8h+kZiMJr1DcqibSiwSExMZPnw43333HUFBQfaOqWQyGlWxLJDhEAGo4Y7x40HDwC+o4ZCQNctJH9oDOr4FBg2fvWNYP2oT9UPq6xytEMIRTsSfYOLSiQC81fWtUvF//aZmjowbN47evXvTvXt33nzzzRtem5aWRlpaWtb9hIQEACwWCxaL5WZePl+Zz2XP5ywqQ9euuM2eje2vv7C+Yv9tb52hjQ5js/FmaCgHDxyAjAyXaOPatXDpEnh5we+2/vwv7T3Kb93K4MoQY/Tm6JavsO0byuYN0KFDyW8vuPjPKNI+V1CcbdQ0jdHzR3Mt/Rptq7RlXMtxDn9dR7avsM9p0LSiFV6YPXs2b731Fps3b8bT05POnTvTrFkzpkyZku/1kyZNYvLkydednzlzJt7erjWW7HXxIj0efhjNaGTxtGlk+MoyQQEZWgYzzkznvVcWUPdy9nmruzsJ1aoRX706CTVqEF+jBgnVq5Ph5aVfsEIIu1kat5SvTn2Fu8Gdj+t9TGXPynqHdEuSk5MZNmwY8fHx+PsXXAG4SInFyZMnadWqFX/99RdhYaqu+X8lFvn1WISGhhIXF3fDwIrKYrEQHR1NeHg4ZrN+VczcGjXCcPAgGb/+ita3r12f21na6Ciu1r61a6HnfSew9L0fW+WNNDsLb+6pSsiGCjTK2I0vSfl+n1arFlrTpmhhYepo2hSqVFErTJycq72HeUn7Sr7iauOxq8do8X0LEtMT+b/u/8eTbZ502Gvl5Mj2JSQkEBIS8p+JRZGGQrZu3cqFCxdo2bJl1jmr1crq1av5/PPPSUtLw2TKPSnFw8MDDw+P657LbDY75E111PMWWo8ecPAgbitWwMCBDnkJ3dvoAFZNI/baNQ6aTNzp5uYS7Yuv8Dvpo0eieV6B1AD2bPyGjMmedBnai9QME7U5TNfgWL58JAbjjhiIjYVTpzAcPozh8GGYNy/7ycqUgWbNICxMfW3WDOrXB3fn3A3RFX9Gc5L2lXyObKNNszF2yVgS0xO5o+odPNXuKYyG4q3u4Ij2Ffb5ipRYdOvWjZ07d+Y6N2rUKOrXr8/zzz9/XVJRKoWHwxdfyATOIkq12Wi3Ywf4+vKQzYan3gHdgnRrOs9HP8+UTVPAEzjdGubMxpQaCixWFxmMHKIO735bB2P/HAloXJxKMGJjISZGHXv3wuXLsHy5OjKZzdCoUe6EIywMZEK1ELr6esvXLD+6HG+zNz/2/bHYkwq9FSmx8PPzo3Hj3HXNfXx8CA4Ovu58qdW5M5hMcPAgHD8O1arpHZEoRkevHGXInCFsPrMZgAm3TeD2xPd4Zok7l1KzJz5VqQJTpkD//nmeICRErS7KXGEEkJamSsVnJhqZSUd8fPa5nKpVy92zERYGNWqUiKEUIUq6I1eO8Gz0swC82+1dapeprXNExc8164nqKSBA7Wq5YYMq7/3gg3pHJIrJ3L1zGb1gNPFp8QR5BhHZL5J76t0DwMB7YfVqSEiARYugY0eVfxaKhwc0b66OTJqmEtecPRuxsXD0qDp//Ljarj2Tv79KMHImHI0aqXL0Qgi7sGk2Ri0YRbIlmU7VOjGuzTi9Q9LFLScWK1eutEMYLiY8XCUW0dGSWJQCqRmpPPvXs3y++XMAbq9yO7MHzKZaYHZvlckEHTrA4sXq6y2PGhoMqnxn9eqQc5Lw1auwY0funo1du1RGs2aNOnIGVb/+9XM3ypa9xeCEKJ2++OcLVh9fjY/Zp1QOgWSSHgtHCA+H11+Hv/8Gm00VzxIu6dDlQwz+dTDbz20H4Ll2z/Fm1zcxm3Sa+BYYqLpDOnbMPmexwP791w+lxMXB7t3q+Omn7OsrVbp+KKV2bTtkQ0K4rkOXD/H8sucB+CD8A2oG1dQ5Iv1IYuEIt90Gvr7ZE/FydmELl/Hzrp95+I+HuZZ+jWCvYKbdO41edXrpHdb1zGZo3Fgd99+vzmkanDlz/VDKwYPq/JkzsGRJ9nN4e6uy9TkTjiZNwMen+NsjhJOx2qyMnD+SlIwUutXoxphWY/QOSVeSWDiC2awmcS5cqIZDJLFwKSmWFJ5a+hTfbP0GgA5VOzBrwCyq+FfRObIiMBigcmV19MqRDCUmws6duXs2duyA5GTYuFEdOZ+jTp3cPRuNGqmkRYhS5NNNn7Lu5Dp83X354Z4fSu0QSCZJLBwlPDw7sXjuOb2jcXpmg4GXQ0M5ePAgZidevbA/bj+D5wxmx/kdGDDw4h0vMqnzJNyMLvJfydcX2rZVRyarFQ4dun4o5exZOHBAHb/8AoAZuCsgAFOrViqhzkw46tVTCbcQLmZ/3H5eXP4iAB/2+DDX3KrSykU+DZ1Q9+7q65o1kJKiNowQBXI3Gnm1alUW79qFu5POSZmxYwZjF44lyZJEWe+y/NT/J8JrhesdluOZTCoxqFcPhgzJPn/+/HU1N7T9+/GIj1fzi/7+O/taDw81FJNzKKVpU7WKSogSymqzMmrBKFIzUgmvGc7DLR7WOySnIImFozRooCbBnTkD69ZlJxqixEm2JPPE4if4MeZHALpU78JP/X+iol9FnSPTWfnyqtJsjx5ZpzISElj/3Xe09/XFbdeu7B6Oa9dg61Z15FSjRu6hlGbNoGpVqbkhSoSPN37MhlMb8Pfw54d7fsAgP7eAJBaOYzCo4ZCoKDUcIonFDdk0jd3JyZwwGrE50Rj97gu7GTxnMHsu7sGAgVc7vcorHV/BZJQVEvny8uJq7dpovXplD33YbHDs2PVDKSdOqLobR4/mLl8eGHj9qpSGDVWvhxBOYu/Fvby8/GUAPurxEaEBoTpH5DwksXCknInFe+/pHY1TS7HZaL59O/j58YDNht6/QjRNIzImknGLx5GSkUIF3wr81P8nutboqnNkJZDRCDVrqiNnqdHLl7NrbmQee/aoWhyrVqkjk5ubSi7yli8PDi7OlggBQIYtg5ELRpJmTeOu2ncxuvlovUNyKpJYOFJmWebt29XS05AQfeMRhZKYnshjix5j+o7pAITXDGf6vdMp71te58hcTJkyavVU587Z59LT1d4oOXs2YmLgyhWVhOzYkfs5qlS5fiilZk2pHSMc6sP1H/LP6X8I8Ajguz7fyRBIHpJYOFKFCmqt/86daiJbzolvwintOL+Dwb8OZv+l/RgNRl7v/Dov3PFCqV8+Vmzc3bNLj2fSNDh1KnfPRmwsHD6szp86pVZgZfL1VRNDcyYcjRurWhxC3KLdF3bz6spXAfjkrk9K1jLzYiKJhaOFh6vEIjpaEgsnpmka3237jvF/jic1I5XKfpWZNWAWd1S7Q+/QhMEAoaHq6NMn+3xCgurByNmzsWuXqsWxfr06MhmNalVL3vLl5aUXShSexWohYn4E6dZ0etfpzYiwEXqH5JQksXC07t3ho49UYqFpMtvdCSWkJTBm4Rhm75oNQM/aPZl27zRCvGXoyqn5+6uNVzp0yD6XkaHqauTs2di+HS5eVEMse/fCrFnZ15cvf/1QSt26Ur5c5Ov9de+z9exWAj0D+bbPtzIEUgBJLBytY0fVvXvihCoyVKeO3hGJHLaf3c7gOYM5dPkQJoOJd7q9w9Ptnpahj5Iqc5Jnw4YwbJg6p2lw7tz15cv371e1OJYuVUcmLy81dJKZcGSWL/fzK/bmCOex8/xOJq+aDMBnPT+jkl8lnSNyXpJYOJqPD7RrBytXql4LSSycgqZpfLn5Syb+NZF0azqh/qH8PPBn2oa2/e9vFiWLwQAVK6rjrruyzyclqaGTnAnHjh3q/ObN6sipdm1MTZtS19MTg6ZBq1aqJLr81eryModALDYLfev1ZXiT4XqH5NQksSgO4eHZicVjj+kdjVMyGwxMrFSJI0ePOryk99XUqzz8x8PM2TMHgHvq3cPUvlMp41XGoa8rnIyPj9ow8Lbbss/ZbGpSaN5VKadPw6FDGA8dogHAzJnq+jJlrh9KadBAype7mHfWvsP2c9sp41WGr+/+WoZA/oMkFsWhe3d46SVYsUKNAbvJP3te7kYj79aoweK9ex1a0nvz6c0MmTOEo1ePYjaaea/7e0y4fYJ8UAjFaFS9inXqwKBB2ef/3anYunUrZxYvpsqlSxj27lW1OJYvV0cmd/fsmhs5k47AwOJti7CLmHMxvLH6DQA+7/k5FXwr6ByR85PfcMWhZUsIClJr8bdsgdtv1zuiUkfTND7Z9AnPRT+HxWahemB1fh74M20qt9E7NFEShIRAt27YOnZkW716VOjVC7PVqgp65ezZiIlRq1Uyb+dUrdr1q1KqV5ehFCeWbk1n5PyRZNgy6N+gP/c1vk/vkEoESSyKg8kEXbvCb7+p4RBJLK5j0zSOpaZy3mCwe0nvyymXGb1gNAv2LwCgf4P+/HDPDwR6Btr1dUQp4+kJLVqoI5OmwfHj15cvP3ZMnT9+HBYsyL7e3//68uWNGqnnFrp7a/VbxJ6PJcQ7hK96fyU9m4UkiUVx6d5dJRbLlsErr+gdjdNJsdmou3Ur+Psz2I4lvTee2siQOUM4EX8Cd5M7H/b4kHGtx8kHhHAMg0H1QlSvDv36ZZ+/ejV3+fLYWDVxNCFB7YC8Zk32tSaTmqeRN+EoW7b42iHYdnYbb615C4Aven1BOZ9yOkdUckhiUVzC/91ee8MGVcDH11ffeFycTbPx4foPeXH5i2TYMqgVVItfBv1Ci4ot/vubhbC3wEC19Lxjx+xzFgvs23f9UMqlSyrp2LULfvop+/pKla4fSqlVS2puOEBaRhoR8yOwalYGNRzE4EaD9Q6pRJHEorjUqqW2iD56VG2u1Lu33hG5rLjkOCLmR7D44GIAhjQawrd9vsXfw1/nyITIwWxW9TGaNIH771fnNA3OnLl+KOXQIXX+zBlYvDj7Oby9ry9f3qSJWvEibtrrq15n14VdlPUuyxe9vtA7nBJHEovi1L07fPedmmchiYVDrDm+hqG/DeX0tdN4mDz4tOenPNziYRn6ECWDwaBqY1SunPszIjFRbQ2Qs2dj505IToaNG9WR8znq1r1+KKViRZkoWgibT2/mvXVqN+qven9FWR8ZgioqSSyKU3i4SiyWLdM7Epdj02y8u/ZdXl3xKlbNSt3guvw66Fealm+qd2hC3DpfX2jbVh2ZrFY4ePD6mhvnzqmqovv3wy+/ZF9ftuz1Qyn16sny9xxSM1IZuWAkVs3K0MZDGdBwgN4hlUjyE1WcunZVfzHs3q26NCtJSVh7uJB0gQfmPcBfh/8C4P6m9/NV76/wdZd5LMKFmUxQv7467suxDPL8+exEI/Prvn1qv5ToaHVk8vDILl8eFoahcWPckpKKuSHOY9LKSey5uIfyPuX5rOdneodTYkliUZyCg1VNiy1bVK/FCNkZ71atPLaSYb8N42ziWbzcvPi81+eMajZKhj5E6VW+PPTooY5MKSn5ly+/dg22blUH6hdCb0B75ZXrh1KqVnXpoZSNpzbywfoPAPjm7m8I9g7WOaKSSxKL4ta9uyQW+XAzGBhboQLHjx/HrRAfXlablTdXv8nrq1/HptloWLYhvwz8hUblGhVDtEKUMF5e0Lq1OjLZbGoyeY6eDS0mBsPJkxiOHIEjR2DevOzrAwOvH0pp2FBVGi3hUiwpjFowCptm4/6m99O3fl+9QyrRJLEobuHh8O67KrGQbdSzeBiNfFqrFov378fjP0p6n0s8x/C5w1l+VJVRHtVsFJ/1/Awfd5kJL0ShGY1qtVqtWjBAzSXIsFiI/vlnepQvj1vOHo7du1UtjpUr1ZHJbFY1N3L2bISFqd7ZEuTVFa+yL24fFX0r8sldn+gdTokniUVxa9dO/fVw9qz6z9q4sd4RlSjLjixj+NzhXEi6gI/Zh696f8UDYQ/oHZYQLsPi54fWuXN27R2AtDTYu/f6reevXFFDKjt2wLRp2deHhl4/lFKzpkpmnMz6k+v5cMOHAHzb51vZjNAOJLEobp6ecMcd8NdfqtdCEgtA7eVx0WIh3mBAy6ekd4Ytg0krJ/H2mrfR0GhSrgm/DPqF+iH1dYhWiFLGwyM7SYiIUOc0DU6evH5VypEj6vzJk7BwYfZz+Ppm92hkPlfjxuoPLZ0kW5IZOX8kGhoRYRHcXfdu3WJxJZJY6CE8XCUW0dEwYYLe0TiFZJuNyv/8A/7+3GOzkXPU9nTCaYbNHcbq46sBeKTFI0y5awpeZv0+kIQo9QwGNaGzalW4557s8wkJ15cv37lT1eJYt04dmYxGteQ179bz5csXSxNeXv4yBy8fpJJfJabcNaVYXrM0kMRCD5ldjKtWQXq6S0x+cpQ/D/3JA/MeIC45Dl93X77r853sMCiEM/P3hw4d1JEpI0PV1chbvvziRTXEsncvzJqVfX2FCtcPpdSte8vly61WWLtW3f5y0VqmxE4B4Ps+38umhHZUpMTiq6++4quvvuLYsWMANGrUiFdffZWePXs6IjbX1aQJlCsHFy6ovUM6ddI7IqdjsVp4ZcUrWRXwmldozs8Df6ZOcB2dIxNCFJmbm9q1tVEjGDZMndM0Vcwr71DKgQPq/LlzsHRp9nN4eanPzpw9G02bFnrfpblzYfx4tRXL1BmpPLX6abQgja5Bo+lZR36H2VOREosqVarw7rvvUrt2bQCioqLo27cv27dvp1EjWeZXaEYjdOumMvRlyySxyONkwknGLhzJ+pPrARjXehz/1+P/8HSTraSFcBkGgyozXrEi5PzjNClJ1dzIOZQSG6vKl//zjzpyPketWtcPpVSunGvF3dy5MHCgymW8vGD62eloQYchvgrL3/2IuVWgf//iaXZpUKTEok+fPrnuv/XWW3z11Vds3LhREouiCg9XiUV0NLzxht7ROJWOUR25mnwOfw9/frjnBwY2HKh3SEKI4uLjA7fdpo5MViscPnz9qpTTp9UGbYcOwZw52dcHB2clGbamzfjquTBMWgMyMGMNXc2iuEXqut9/wJAWwIQJ0LevbBRrLzc9x8JqtfLrr7+SlJRE25z16/NIS0sjLS0t635CQgIAFosFi8Vysy9/ncznsudzOlSnTpgBbfNmMi5cgKCg//yWEtfGIkhKT8m6fTX1Ki0rtuSnfj9RM6imy7TXld+/TK7eRmmfjmrUUEe/ftnnLl7EsGMHhtjYrK/s24fh0iVYvhyWL8cIRANpuLPHWJ9YtyOs2QY/mUdjPNMFPC3ExcHq1bmnhZRUjnwPC/ucBi2/tX03sHPnTtq2bUtqaiq+vr7MnDmTXr16FXj9pEmTmDx58nXnZ86cibe3d1Fe2uV0HTcOv9On+ed//+Ps7bfrHY5uzqed5/2Tn3K45ecA9Nz7KaMrDMNsNOscmRCipDGmp+N38iQBR48ScPQo/seOEXD0KObk5Kxr1tQ0c+qDKLxNpft3UFElJyczbNgw4uPj8ff3L/C6IicW6enpnDhxgqtXr/Lbb7/x/fffs2rVKho2bJjv9fn1WISGhhIXF3fDwIrKYrEQHR1NeHg4ZnPJ+IVknDAB05dfYh0zBttn/73hTUls43+Zt28ejyx6hPj0ZMwN/kd9r3qs6twXXw8PvUOzO1d8//Jy9TZK+0qetWuhdy+N0EqzaNB6JM3OQfO6/Rj920+kpGS3cdEi1+mxcNR7mJCQQEhIyH8mFkUeCnF3d8+avNmqVSs2b97MJ598wjfffJPv9R4eHnjk80vCbDY75AfXUc/rEHfeCV9+ienvvzEVIeYS1cYCpGWk8cxfz/D5ZtVLcXuV25neZQS71+3G18OjxLfvRlzh/fsvrt5GaV/J0bEjBFW8xoF7XuNAICxMGcNvvXuSMsNMSooZgwGqVFHXudIcC0e8h4V9vluur6ppWq4eCVEEnTurn+RDh+DfJbylwaHLh2j3Y7uspOLZds+yeuRqqgVU0zkyIYSrMZmg8VPPQuBxuFId88p3sh7LXDgyZYprJRV6K1Ji8eKLL7JmzRqOHTvGzp07eemll1i5ciXDhw93VHyuzd8/e+bzsmX6xlJMftn9Cy2+acG2s9sI9gpm4dCFvB/+Pm5GN5KsVlIh35LeQghxM/46/Bd/XVY96iHrp2KwZNe9qFJFLSaRpab2VaTE4vz58zzwwAPUq1ePbt26sWnTJv7880/Cc25WI4om898uOlrfOBwsxZLCowsfZcicIVxLv0aHqh2IGRtD77q9AVXSO2jjRu4LCCDZZtM5WiGEK4hPjeeh3x8C4PHWj3NuQ2cW/bvSdNEitWu8JBX2V6Q5Fj/88IOj4ii9wsNh8mT4+2+w2Zxy979btT9uP4PnDGbH+R0YMPBChxeY3GUybkapKC+EcJyn/3qakwknqRlUk3e7v4vJpCZoLl6svsrwh2PIJ7ve2rQBPz9VZzYmBlq00Dsiu/ppx0+MWTiGJEsSZb3LMqP/DHrU6qF3WEIIF/fnoT/5YfsPGDAQ2TcSH3cfvUMqNVzvz+OSxmxWkzjBpYZDki3JPPT7Q9w/736SLEl0rt6ZmLExklQIIRzuaurVrCGQ8beN545qd+gcUekiiYUzcLF5Fnsu7qHNd22y/lp4rdNrLHtgGZX8KukdmhCiFHhq6VOcvnaaOmXq8Fa3t/QOp9SRoRBnkJlYrF0LKSlql5wSKjImknGLx5FsSaaCbwV+6v8TXWt01TssIUQpsfDAQiJjIjFgYGrfqXibpbpmcZMeC2dQr57ajS8tTSUXJVBieiIR8yMYtWAUyZZkutfsTsyYGEkqhBDF5krKFR754xEAJradSPuq7XWOqHSSxMIZGAwlejhk5/mdtP6uNdNip2E0GHmzy5ssvX8p5X3LF/o5TED/4GDaWSyYcmx3LIQQhTX+z/GcTTxLveB6vNFFdo3WiyQWzqIEJhaapvHd1u9o830b9sXto5JfJVZErOClji9hNBTtR8vTZGJ2/fo8l5yMpwsuuRVCONaCfQuYvmM6RoORyH6ReJlL7pBySSdzLJxFt27qa0wMXLwIZcvqGs5/uZZ2jTELxzBr1ywA7qp9F9P6TaOsj3PHLYRwPZeSLzFm4RgAnmn7DLdXKb27RTsD+dPQWZQvD02bqtt//61vLP9h+9nttPi2BbN2zcJkMPFe9/dYNGyRJBVCCF08seQJziedp0FIAyZ3max3OKWeJBbOxMmHQzRN48vNX9L2h7YcunyIUP9QVo9azXPtnyvy0EdeSVYr7uvW0S8ggCSr1U4RCyFc3dy9c7P+yInqF4Wnm6feIZV6klg4k+7d1dfoaHCyjbjiU+MZPGcw4xaPI82aRp+6fdg+ZjvtQtvpHZoQopS6mHSRsQvHAvB8++dpXbm1zhEJkMTCuXTsCO7ucPIkHDyodzRZtpzZQotvWzBnzxzcjG581OMjFty3gGDvYL1DE0KUYo8veZyLyRdpXK4xr3Z6Ve9wxL8ksXAm3t7Q/t91104wHKJpGp9s/IR2P7TjyJUjVA+szrrR63iq7VMYZEmoEEJHv+z+hV92/4LJYCKybyQebh56hyT+JYmFs3GSeRZXUq7Q/5f+TFg6AYvNQv8G/dk+ZjttKrfRNS4hhLiQdIFxi8cB8OIdL9KyUkudIxI5SWLhbDLnWaxYARkZuoSw6dQmmn/TnPn75uNucueznp8xZ9AcAj0DdYlHCCEyaZrGY4seIy45jqblm/Jyx5f1DknkIYmFs2nRAoKCICEBNm8u1pe2aTY+XP8hHaZ24Hj8cWoF1WL96PU83uZxGfoQQjiFn3f/zG97f8PN6EZUvyjcTe56hyTykMTC2ZhM2cWyinE45FLyJe6ZdQ/PRD9Dhi2DwY0Gs23MtmLrYjQBPYOCaCklvYUQBTiXeC5rCOTlO16mWYVm+gYk8iWJhTPKuey0GKw9sZZm3zRj0cFFeJg8+Lr318weMBt/D/9ieX1QJb0XNGzIK1LSWwiRD03TGLtwLJdTLtOsQjNevONFvUMSBZCS3s4ocwLnxo1w7Rr4+TnkZWyajffWvscrK17BqlmpG1yXXwb+QliFMIe8nhBC3Kyfdv7Egv0LMBvNRPWLwmwy6x2SKID8aeiMatZUR0YGrFrlkJe4kHSBXj/14sXlL2LVrAxvMpwtD2+RpEII4XTOXDvDk0ueBOC1Tq/RtHxTnSMSNyKJhbNy4LLTVcdW0ezrZiw9vBQvNy9+uOcHpt87HT8Px/SMFEaS1Urghg0M8feXkt5CiCyapjFm4RiupF6hZcWWPN/heb1DEv9BEgtnlTnPYtkyuz2l1Wbl9VWv03VaV84mnqVBSAP+efgfRjcf7RSrPpJtNtKcIA4hhPOYFjuNhQcW4m5yJ6pfFG5GGcF3dvIOOauuXcFggD174PRpqFz5lp7uXOI57p97P38fVTunjmo2is96foaPu489ohVCCLs7nXCa8X+OB2By58k0KtdI54hEYUiPhbMqUwZatVK3b7HX4u8jf9Ps62b8ffRvvM3eTOs3jR/7/ihJhRDCaWmaxsN/PEx8WjxtKrfhmXbP6B2SKCRJLJzZLS47zbBl8OqKVwmfHs75pPM0KdeErY9s5YGwB+wYpBBC2N/UmKksObQED5MHkX0jZQikBJHEwpllTuBctqzI26ifuXaGbtO68cbqN9DQeLjFw2x6aBP1Q+o7IFAhhLCfE/EneGrpUwC80eUNGpRtoHNEoigkBXRm7dqpHU/Pn4ddu6B+4ZKCPw/9yQPzHiAuOQ5fd1++vftbhjYZ6uBghRDi1mmaxkO/P0RCWgK3V7mdiW0n6h2SKCLpsXBmHh7QsaO6XYjhkAxbBi8se4GeP/UkLjmOZhWase2RbSUiqTACHf39aZSRIT+UQpRi3237jugj0Xi6eRLZNxKT0aR3SKKI5DPc2RVy2enJ+JN0juzMu+veBeCxVo+x4cEN1Amu4+gI7cLLZGJZkya8lZSEl0k+SIQojY5fPc7Tfz0NwNtd36ZeSD2dIxI3Q4ZCnF3mPItVqyAtLd9LFh5YSMT8CC6nXMbfw58f7vmBgQ0HFmOQQghxa2yajdG/jyYxPZEOVTvw5G1P6h2SuEnSY+HsmjSBcuUgOZld320EYO1asFoh3ZrO00ufps+sPlxOuUyrSq3YPma7JBVCiBLnmy3fsPzocrzcvJjad6oMgZRgRUos3nnnHVq3bo2fnx/lypWjX79+7N+/31GxCQCDgRP11HBI9HNqOKR3b6jS+BiNP+zIRxs/AmDCbRNYO2otNYNq6hbqrUiyWqm0aRMj/PykpLcQpczRK0d5NvpZAN7t/i61y9TWOSJxK4qUWKxatYpx48axceNGoqOjycjIoEePHiQlJTkqvlJv7lx4bY0aDuliXQ6Atc4CzvVtzsGUTfgYA5k/ZD4f3/UxHm4eeoZ6y+IyMkiQLdOFKFUyh0CSLEl0rNaRx9s8rndI4hYVaY7Fn3/+mev+1KlTKVeuHFu3bqVj5uoFYTdWK4wfDzZUYtFC28qHB74kvf9f6oKTt+O/fjZ3v1hNxyiFEOLmfbn5S1YeW4mP2YepfadiNMgfFyXdLU3ejI+PB6BMmTIFXpOWlkZajkmHCQkJAFgsFiwWy628fC6Zz2XP59Tb2rVw6RLgVY69llo0yDhM29/+4mptOHJqNKc3T+Gq5snq1RY6dNA72ptnTbZyKfZa1v2rMfF4NzNiMLnWhmSu+DOal6u3UdpnX4cuH+L5ZWq30ne6vkOob6jDX1vew1t/7v9i0LQilnT8l6Zp9O3blytXrrBmzZoCr5s0aRKTJ0++7vzMmTPx9va+mZculZI+eoRhqy/kOmd1cyO5QgUSK1cmsVKlrCOpcmXSAgLUJmYlRCpwX0AAALPj4/HUNxwhhIPZNBsvHXqJvUl7aeLbhMm1JktvhZNLTk5m2LBhxMfH4+/vX+B1N51YjBs3jkWLFrF27VqqVKlS4HX59ViEhoYSFxd3w8CKymKxEB0dTXh4OGaz2W7Pq6e1a9VETYAgn1jGVRzKUC9/UremUMN6BE/yX34KoAUEoNWpA3XqoGUedetC7drg51dMLcifLd3GoYmHuDD9Am4hblSIqID3vWWokrATgMNaXZJnXCZubhwAtd6vRYWRFfQM2S5c8Wc0L1dvo7TPfj7951OeWfYMvu6+bHtoG9UDqzv09TLJe3jzEhISCAkJ+c/E4qaGQp544gl+//13Vq9efcOkAsDDwwMPj+snFZrNZoe8qY56Xj107AjBwWrX9DMprXgzaQ+NZi1m6NBepKUYqcpJ2pU9wPSXD2A8dAAOHID9++H4cQzx8Ri2bIEtW65/4ooVoV49qFs391GjBri7O7RNtnQbewfu5crfV6j7aV0qjqqI0cOoVoL82/FVpm0ZanapRPp76Rx75RiHHzmMLc5GtRdcYy6JK/2MFsTV2yjtuzUHLh3glZWvAPB/4f9HnbLFX8hP3sObe87CKFJioWkaTzzxBPPmzWPlypXUqFHjpoIThWMywSefwMCB149qaAYTx6nOh19Xx9i/R+4HU1Ph8GGVaBzIkXAcOAAXL8LZs+pYufL6F6xRI/+ko3JluwytHHj0AFeWX6HJ4iaU6Z49N8cItPT1Jf7q1aylSu4h7tT5sg7m8maOvngUz6qelB9e/pZjEELox2qzMmrBKFIyUuheszuPtHxE75CEnRUpsRg3bhwzZ85kwYIF+Pn5ce7cOQACAgLw8vJySIClXf/+MGeOWh1y6VL2+SpVYMoU9fh1PD2hUSN15HXlChw8eH3CceAAJCfDoUPqWLQo9/d5e1+fbGQeQUGFakvSniTO/XiOOl/VyZVUgCrpvSEsjMWLF+cq6W0wGKj+WnWSdydz5IUjlB1SFqObjMMKUVJN2TiF9SfX4+fuxw/3/IChBM0FE4VTpMTiq6++AqBz5865zk+dOpWRI0faKyaRR//+0LcvrF4NCQnqd37HjqqDociCgqBNG3XkpGlw5kz+vRxHjqikIyZGHXmFhOTfy1G7tkpy/nXmqzOYy5mpOLpikUI2GAxUfaEqW1tu5fKiy4T0DSl6u4UQutsXt4+Xlr8EwEd3fkTVgKo6RyQcochDIUIfJhN06ACLF6uvdt+ny2BQwx2VK0OXLrkfs1jg6NH8k44zZyAuTh3r1l3/nNWqQd262GrUxhhppua9zTCergRVqxapEX4t/PC7zY/TX5yWxEKIEshqszJy/kjSrGncWetOHmz+oN4hCQdxqU3IUlGloc35VG80AZ45fpHdqGy0EXJ1xxfl2mSrlYLSLwPgfZPXplitpFmtBbbRJ8+1tgIjzn1tqtXKjQpo+5hMYDZD3bqk1qqFtWfP3BckJqr5HAcP4n3gAIZ/k460w4fJSE6Gc+fUsXo1FQzAfEiaD96ahqF2bahbl7R69UioV4+W1auT5uPDgYwMAvKZJFTuvnIcee4ImqZJ96kQJcyHGz5k0+lNBHgE8P0938v/YRfmUonFfQEBsHFjvo/1KlOGRU2bZt0vt24dybb8f/12CghgZfPmWferb9xIXAGFQVr5+bG5Zcus+w3/+YfjBexC2tDbm905hiBab93KnuTkfK+t5uHBsbZts+53jIlhy7VrkE8bQ8xmLrZvn3W/544drPq3eFle3kYjSTmqpA7YvZvFly/ney2AlmPY64F9+5hz8WL+F5YvT+LAgVlJy5i9e4k6f77A573Qrx9ld++G3buZOH48X1avrh5wc8NUo0ZWT0fOw8M/AM2iYU2y4ubrUj+6Qri0PRf38MoKtQpkyl1TqOJ/49WEomSTT2ehjy1bsleu5CmUZoiPh3/+UUcO5YAAQjDd3Rjq17t+qawLLx0ToqTKsGUQMT+CdGs6vev0JiIsQu+QhIO5VGIxOz6eO++8M9+1tnlH8y/k+As/r7wDKcduv73Q1+5p0+aGwxs5bW7ZstDXrm7WjDSLhaVLlxbYxkxLmja94VBITr81anTDoZCcptevT2T9+gU+7p1jeOabevX4om7drPsJWxKI6RxLWHRTAtoGqGtr14Y77+Qjm43XMjIov349AJZ16+DYsetXrcTF4UEcrFqpjpzc3KBmzfxXrVSqVKKqkArhSt5f9z5bzmwh0DOQb+7+RoZASgGXSiw8UXMCzIWYFOhThImDRbnW20HXeplMuNlshWqjVxGe19NB13oYjeQsi+bdKpDAch4kTL1ApQ5lrrs2179xw4bQokWuazSrxpYafxHS5Ao17rNcn3SkpGTfzsvHp+ClsoGBhW6TEKJodp7fyaSVkwD49K5PqexfWd+ARLFwqcRCOC+DyUClsZU4/vpxan1QC3OZog1bXFpyiaSTHtT7rRe0zlNK1mYreKns0aOQlATbt6sjr3Ll8k84ateGfCrGCiEKx2K1MHLBSCw2C/fUu4f7m96vd0iimEhiIYpNxQcrcmzSMY69dow6nxW+hK81ycqx147h18oP/7xJBYDRqCqGVakCXbvmfiw9PfdS2Zy9HGfPwoUL6li7Nvf3GQxQvfr1CUe9ehAaql5TCFGgd9e+y7az2wjyDOLr3l/LEEgpIomFKDbu5dyp/XFtDo47iLm8mWovVcv6sDEADby8SExMzDW/xJpsZfeg3STvT6b56ub5Pu+NX9RdJQP16l3/2LVrBVchTUhQCcnRo7B0ae7v8/CAOnXyTzqCg2U+hyj1Ys7F8Prq1wH4vNfnVPQrWlE8UbJJYiGKVeXHKmO5ZOHYK8dI2pVEtReq4Rvmi7fJRGyLFixevBhvkwnNqnH5z8scfe0oyfuSaTyvMX4t7Lwrq5+fmsuRZz4HmqZ6MfIbWjl0CNLSYNcudeQVFJT/0EqdOg7f4E0IZ5BuTWfk/JFk2DK4t/69DG08VO+QRDGTxEIUu+qvVMezmidHXjjClp+34N/On3JDymEsbwRPOPH+CS7+cJHUo6n4tvCl+arm+LUsxq3eDQYoX14dd9yR+7GMDDhxIv9ejhMn1F4smzapIw+3KlVoFxSEcfFiqF8/u5ejenW1qkUIF/D2mreJPR9LsFcwX/X+SoZASiH5NBO6qDCiAuWGluPSH5c4/cVpDk08hOauwSw49fEpyvUuR8NZDfFr4+dcH0yZy1pr1oS77sr9WHJy7l1lcyYdly5hOHWKsqdOwc6d1z9nrVrXD6vUrQsVKsjQiigxtp3dxltr3gLgy95fUt5XdiMujSSxELoxmo2U7V+Wsv3LkpSRQevNW0lMtrHz1G0E5Ni8rMTw9oYmTdSR16VLZOzdy445cwjz8sJ06JBKOA4eVEtl9+9XR16+vvnP5ahTR1VhFcJJpGWkZQ2BDGw4kMGNBusdktCJJBbCORgM7E1LAZOpwKJhJVpwMNptt3Hy0iWa9OqFKbPAmc0Gp0/n38tx9Kjai2XbNnXkVb58/r0cNWvKUllR7N5Y/QY7L+ykrHdZvuz1pd7hCB1JYiGEnoxGtXw1NBS6dcv9WHq62rI+v6Tj3Dk4f14da9Zc/5x5l8pmJh1VqshSWWF3W85s4d217wLwVe+vKOtTVueIhJ4ksRDCWbm7q0me+ZVRT0jIXiqbM+E4cEAtoz1yRB1//pn7+zw9cy+VrZdjz5Xg4OJpl3ApaRlpRMyPwKpZua/xfQxoOEDvkITOJLEQoiTy94eWLdWRk6apXoz8ejkOH4bUVDV5NO8EUoAyZfLv5ahd+7qN4oTINGnlJPZc3EM5n3J81vMzvcMRTkASCyFcicGgVpJUqAAdO+Z+LCMDjh/PP+k4eRIuX4aNG9WRV2ho/r0c1arJUtlSbNOpTby//n0Avu79NSHeITpHJJyBfCIIUVpkLmutVQt69sz9WHKyKv6VN+HYv1/V5jh5Uh1//537+8zmXEtlDbVrE3zpkio6VqWKLJV1YakZqYxcMBKbZmN4k+Hc2+BevUMSTkISC+EUDEA1Dw+SU1Ku2zJeFANvb2jaVB15XbqUfy/HwYNqaGXfPnWgPlA6ALz0kqpsml8vR506aihHlGivrniVfXH7qOBbgU97fqp3OMKJSGIhnIK3ycTBVq2ySnoLJxIcDG3bqiMnmw1OncqVdNj27yclJgbvixcxXLsGW7eqI68KFfJPOmrWlNLnJcD6k+v5v/X/B8C3d39LGa8yOkcknIkkFkKIm2M0QtWq6ujeHQCrxcKyxYvp1a0b5pMn81+1cv68Wi577hysXn39c9aocX3CUbcuVK4sS2WdQLIlmZHzR6KhMSJsBH3q9dE7JOFkJLEQQtifhwc0aKCOvOLjC14qm5ioVq8cPgxLluT+Pi+v7KWyeZOOMvIXc3F5efnLHLx8kEp+lZhy5xS9wxFOSBIL4RRSrFbuiI0l3seHLlYr5szKlML1BARAq1bqyEnTVC9GQUtlU1Jgxw515BUcnH/CUbu2SkiEXaw9sZYpG6cA8F2f7wjyCtI3IOGUJLEQTsEGbE1MBDc3bHoHI/RhMEDFiuro1Cn3YxkZcOxY/r0cp06pCaYbNqgj73NmLpXNm3RUqwYyn6fQktKTGLVgFBoao5uNpledXnqHJJyUJBZCCOfn5qZ6H2rXhl55fqElJRW8VPbqVbWd/YkTsGxZ7u9zd1dLZfMmHHXrQrlyslQ2jxf/fpFDlw9Rxb8KH935kd7hCCcmiYUQomTz8YGwMHXkpGnZS2Xz9nIcPAhpabB3rzryCgi4PtmoW1ftwVIKrTq2ik//UUtKv+/zPQGesrOuKJgkFkII12QwQEiIOtq1y/2YzaYKfuWXdBw7piaYbt6sjhzMwJ1BQZiaNr2+p6NGDZdcKpuYnsioBaMAeLjFw9xZ+06dIxLOThILIUTpYzSqORbVqkF4eO7HUlOzd5XNm3RcuIDnlSuwapU6cjKZVHKR39BK5coldmjlf8v+x9GrR6kaUJX/6/F/eocjSgBJLIQQIidPT2jYUB15WC5eZH1UFO1DQnDLuaX9gQPZcz0OHYJFi3J/o7d3/kMrdetCkPOurFh+dDlfbP4CgB/u+QF/D6mYKv6bJBbCaYS4uZGenq53GEIULDCQq3XqoPXqpfZJyaRpcPZs/r0cR46ovVhiYtSRV0hI/r0ctWurJEcn19KuMXrBaADGthxL95rddYtFlCySWAin4GMycea221i8eDE+sgRQlDQGA1SqpI7OnXM/ZrEUvFT29GmIi1PHunXXP2e1avn3clStavelslYrrF2rbq9dC7MTn+V4/HGqB1bn/fD37fpawrUVObFYvXo1H3zwAVu3buXs2bPMmzePfv36OSA0IYRwAWazqhhapw707p37scRENXSSN+HYv19NID12TB1//ZX7+zw8VI9GfklH2bJFns8xdy6MH68W0cyaBXeNW0b6kG8A+PGeH/Hz8Lv59otSp8iJRVJSEmFhYYwaNYoBAwY4IiYhhCgdfH2hWTN15KRpqhcjv16OQ4fUUtndu9WRV2Bg/glHnTrq9fKYOxcGDlQv6eUFydZkLD2fUA/+8zhXmnSBGvZuuHBlRU4sevbsSc+ePR0RiyjFUqxW7tq5k0tS0lsI1eNQtqw62rfP/ZjVqpbK5k04DhyA48dVUbB//lFHXpUr50o2rLXqMuWxupi0GmSg/s9NPT0Vzf8kXK4Jy95lwk7o21eKlIrCc/gci7S0NNLS0rLuJyQkAGCxWLBYLHZ7ncznsudzOhtXbmOa1crqhARwcyPNYsHigp9irvz+ZXL1NjpN+ypXVkfXrrnPp6bC4cMYDhzAcPAghoMH4d+vhosX1ZyO06dhxQoATMBqwIIbRw01OGwOYM+sLVxtBLGrvsNkcicuzsLq1dChQ7G30iGc5j10EEe2r7DPadA0TbvZFzEYDP85x2LSpElMnjz5uvMzZ87E29v7Zl9auJhU4L4AVc1vdnw8+s2FF8I1mRMT8TlzBt/Tp/E9cwbfM2fU/TNncMvxxx/AlPvDqDHw+s9tUbolJyczbNgw4uPj8fcveOmxwxOL/HosQkNDiYuLu2FgRWWxWIiOjiY8PNxlu9FduY1JVitBGzcCcKFlSwJ1XGbnKK78/mVy9Ta6WvvWroXevTQqcYY6tgPUD4qmTf0ZfLpzDrEpbbKuW7TItXosXOk9zMuR7UtISCAkJOQ/EwuHD4V4eHjg4eFx3Xmz2eyQN9VRz+tMXLGNZqMx+7YLti8nV28fuH4bXaV9HTtCcAgcOV2dw1p1ViV0ofNTHYgd2oaUFDMGA1Spoq5ztdFJV3kPC+KI9hX2+Yz/fYkQQghXZDLBJ5+o23lXqGbenzLF9ZIK4VhFTiwSExOJiYkh5t8KckePHiUmJoYTJ07YOzYhhBAO1r8/zJmj5oLmVKWKOt+/vz5xiZKryEMhW7ZsoUuXLln3J06cCEBERASRkZF2C0yUPt5GI1arVe8whCh1+vdXS0pXr4aEBDWnwhWHP0TxKHJi0blzZ25hvqcQ+fIxmbjatq2U9BZCJyaTmqC5eLH6Kv8Nxc2SORZCCCGEsBtJLIQQQghhN7K7qXAKqVYr/ffs4YK3N11tNlx3EZgQQrg2SSyEU7ACS65cAbMZq8zhEUKIEkuGQoQQQghhN5JYCCGEEMJuJLEQQgghhN1IYiGEEEIIu5HEQgghhBB2U+yrQjKrdiYkJNj1eS0WC8nJySQkJLjsjnWu3MYkqxWSkgD1s2FMT9c5Ivtz5fcvk6u3UdpX8rl6Gx3Zvszf2/9VfbvYE4tr164BEBoaWtwvLUqIanoHIIQQokDXrl0jICCgwMcNWjFv/GGz2Thz5gx+fn4Y8u7TewsSEhIIDQ3l5MmT+Pv72+15nYmrt1HaV/K5ehulfSWfq7fRke3TNI1r165RqVIljMaCZ1IUe4+F0WikSpUqDnt+f39/l/xhycnV2yjtK/lcvY3SvpLP1dvoqPbdqKcik0zeFEIIIYTdSGIhhBBCCLtxmcTCw8OD1157DQ8PD71DcRhXb6O0r+Rz9TZK+0o+V2+jM7Sv2CdvCiGEEMJ1uUyPhRBCCCH0J4mFEEIIIexGEgshhBBC2I0kFkIIIYSwmxKfWKxevZo+ffpQqVIlDAYD8+fP1zsku3rnnXdo3bo1fn5+lCtXjn79+rF//369w7Kbr776iqZNm2YVc2nbti1LlizROyyHeeeddzAYDEyYMEHvUOxm0qRJGAyGXEeFChX0DsvuTp8+zf33309wcDDe3t40a9aMrVu36h2WXVSvXv2699BgMDBu3Di9Q7OLjIwMXn75ZWrUqIGXlxc1a9bk9ddfx2az6R2a3Vy7do0JEyZQrVo1vLy8aNeuHZs3b9YllmKvvGlvSUlJhIWFMWrUKAYMGKB3OHa3atUqxo0bR+vWrcnIyOCll16iR48e7NmzBx8fH73Du2VVqlTh3XffpXbt2gBERUXRt29ftm/fTqNGjXSOzr42b97Mt99+S9OmTfUOxe4aNWrEsmXLsu6bTCYdo7G/K1eu0L59e7p06cKSJUsoV64chw8fJjAwUO/Q7GLz5s1Yrdas+7t27SI8PJxBgwbpGJX9vPfee3z99ddERUXRqFEjtmzZwqhRowgICGD8+PF6h2cXDz30ELt27WL69OlUqlSJGTNm0L17d/bs2UPlypWLNxjNhQDavHnz9A7DoS5cuKAB2qpVq/QOxWGCgoK077//Xu8w7OratWtanTp1tOjoaK1Tp07a+PHj9Q7Jbl577TUtLCxM7zAc6vnnn9c6dOigdxjFZvz48VqtWrU0m82mdyh20bt3b2306NG5zvXv31+7//77dYrIvpKTkzWTyaQtXLgw1/mwsDDtpZdeKvZ4SvxQSGkTHx8PQJkyZXSOxP6sViuzZ88mKSmJtm3b6h2OXY0bN47evXvTvXt3vUNxiIMHD1KpUiVq1KjBfffdx5EjR/QOya5+//13WrVqxaBBgyhXrhzNmzfnu+++0zssh0hPT2fGjBmMHj3arhtF6qlDhw78/fffHDhwAIDY2FjWrl1Lr169dI7MPjIyMrBarXh6euY67+Xlxdq1a4s9nhI/FFKaaJrGxIkT6dChA40bN9Y7HLvZuXMnbdu2JTU1FV9fX+bNm0fDhg31DstuZs+ezbZt23Qb73S02267jWnTplG3bl3Onz/Pm2++Sbt27di9ezfBwcF6h2cXR44c4auvvmLixIm8+OKL/PPPPzz55JN4eHgwYsQIvcOzq/nz53P16lVGjhypdyh28/zzzxMfH0/9+vUxmUxYrVbeeusthg4dqndoduHn50fbtm154403aNCgAeXLl2fWrFls2rSJOnXqFH9Axd5H4kC4+FDIY489plWrVk07efKk3qHYVVpamnbw4EFt8+bN2v/+9z8tJCRE2717t95h2cWJEye0cuXKaTExMVnnXG0oJK/ExEStfPny2ocffqh3KHZjNpu1tm3b5jr3xBNPaLfffrtOETlOjx49tLvvvlvvMOxq1qxZWpUqVbRZs2ZpO3bs0KZNm6aVKVNGi4yM1Ds0uzl06JDWsWNHDdBMJpPWunVrbfjw4VqDBg2KPRZJLEqIxx9/XKtSpYp25MgRvUNxuG7dummPPPKI3mHYxbx587L+o2cegGYwGDSTyaRlZGToHaJDdO/eXRs7dqzeYdhN1apVtQcffDDXuS+//FKrVKmSThE5xrFjxzSj0ajNnz9f71DsqkqVKtrnn3+e69wbb7yh1atXT6eIHCcxMVE7c+aMpmmaNnjwYK1Xr17FHoMMhTg5TdN44oknmDdvHitXrqRGjRp6h+RwmqaRlpamdxh20a1bN3bu3Jnr3KhRo6hfvz7PP/+8y62eAEhLS2Pv3r3ccccdeodiN+3bt79umfeBAweoVq2aThE5xtSpUylXrhy9e/fWOxS7Sk5OxmjMPaXQZDK51HLTTD4+Pvj4+HDlyhWWLl3K+++/X+wxlPjEIjExkUOHDmXdP3r0KDExMZQpU4aqVavqGJl9jBs3jpkzZ7JgwQL8/Pw4d+4cAAEBAXh5eekc3a178cUX6dmzJ6GhoVy7do3Zs2ezcuVK/vzzT71Dsws/P7/r5sP4+PgQHBzsMvNknnnmGfr06UPVqlW5cOECb775JgkJCUREROgdmt089dRTtGvXjrfffpvBgwfzzz//8O233/Ltt9/qHZrd2Gw2pk6dSkREBG5uJf5XQy59+vThrbfeomrVqjRq1Ijt27fz0UcfMXr0aL1Ds5ulS5eiaRr16tXj0KFDPPvss9SrV49Ro0YVfzDF3kdiZytWrNCA646IiAi9Q7OL/NoGaFOnTtU7NLsYPXq0Vq1aNc3d3V0rW7as1q1bN+2vv/7SOyyHcrU5FkOGDPn/9u7QVkIoCMPoGlhKAMQKFIJqtg0EBdAJHaBRlEIXBIeata+ASUhezqngl5+Y3BtN00RRFNG2bXy/339zI/PXtm0xDEO83+/o+z6WZXl6Uqp93+P1esVxHE9PSXddV0zTFJ/PJ6qqiq7rYp7nuO/76Wlp1nWNruuiLMuo6zrGcYzzPB/Z4tt0ACCNdywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBIIywAgDTCAgBI8wN2SnLfGrigvwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.scatter([3, 3], [1.8, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.hlines(y=[1.8, 5, 8], xmin=1, xmax=3, color=\"c\", linestyle=\"--\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, the two processes might provide different results. The differences in results arises from the values that are weighted in the interpolation. In the first case, interpolation uses the values that correspond to the quadrangle in which the point of interest lies. In the second case, the lowest cirle lies in an adjacent quadrangle, meaning that the $y$ and $z$ values corresponding to that point come from interpolation in the adjacent quadrangle. Because of this, the second result is weighing values that are further away from the point of interest, and the result is less accurate.\n", + "\n", + "Additionally, we could start this method in the y-direction, and the results could be different yet.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:17.099069Z", + "iopub.status.busy": "2023-08-09T15:52:17.098786Z", + "iopub.status.idle": "2023-08-09T15:52:17.233446Z", + "shell.execute_reply": "2023-08-09T15:52:17.232831Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(3, 5, c=\"m\")\n", + "plt.axvline(x=3, color=\"c\", linestyle=\"--\")\n", + "plt.axhline(y=5, color=\"c\", linestyle=\"--\")\n", + "plt.scatter([3, 3, 3], [1.8, 3, 8], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.scatter([1.4, 3.75, 5, 9], [5, 5, 5, 5], s=150, facecolors=\"none\", edgecolors=\"m\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 3: Dense Interpolation\n", + "\n", + "A third approach would be to use an interpolation method once (any of the above, or others), for the cross-product of all x and y coordinates, to create a rectilinear grid of $(x,y,z)$ values. Having done this, we can ignore the original curvilinear grid and use the rectilinear grid for interpolation. This method has the advantage of allowing us to interpolate in the original space and not in the warped space.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:17.235503Z", + "iopub.status.busy": "2023-08-09T15:52:17.234997Z", + "iopub.status.idle": "2023-08-09T15:52:17.380659Z", + "shell.execute_reply": "2023-08-09T15:52:17.379994Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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ffKLWuHBz0zsqIUQJGOJ/rqbZSEpaB0BS0jq0y33pRmL0HDMzbURFxQIQFRVLZmbh+Wmaxvoj63n090ep+VFNhs4bypJ9S8jSsuhQpwNT+kzh5DMn+bH/j/Ro2MNpigqjXz+wQ44jR4KfH+zeDYsXOyDC0jH6NTR6fmD8HJ0lv2IVFpmZmbz66qvUr18fb29vGjRowJtvvklWVpaj4ruuhIT5bNhQjx07egOwY0dvNmyoR0LCfN1isjej5xgRsYGgoFMMGaJmZQwZ0oKgoFNEROTuyXH4/GHeWfMOTb5owm1Tb2PK1imct56njl8dXuv4Gnuf3MvakWt5uPXD+Hn56ZVKoYx+/cBOOfr65naBfPSRA6IsOaNfQ6PnB8bP0ZnyK1ZXyPvvv88333xDZGQkoaGhbN68mZEjR+Ln58fYsWMdFeNVJSTMJy5uIKABuYO9rNZjxMUNJDR0LoGB/cs8Lnsyeo4RERsYNaoNAN7eudX16dM1GPWYL+svvsH+SutYeWAlGhoAPh4+DGw2kPCwcDrV64SbyXkb3ox+/cDOOT75pNo7ZNUqta1669aOCLlYjH4NjZ4fGD9HZ8uvWL+R//nnH/r27Uvv3r2pV68eAwcOpEePHmzevNlR8V2VptmIjx8Llz9sCtwKQHz8OJdu6jJ6jpmZNl58sc7ln9RbMUvLwha8Bvo+DM/W4vszb7LiwAo0NDrX68y0vtM4+exJpvWbRpf6XZy6qDD69QMH5Fi7Ntx3n/r+44/tEmNpGP0aGj0/MH6OzphfsVosOnTowDfffMOePXto3LgxMTExrFu3jsmTJ1/1MVarFavVmvNzcnIyABkZGWRkZJQsalT/UXr6GbKrM03L/xUgPT2RxMQ1+Pt3KPHr6MnoOUZFxZKS0gJvbxu1Kq5hhN9rHPx0K5eGpebcx3SuAUOb9WDCveOp518v53xp3jtlxejXDxyU41NP4fHjj2g//UTmW2+pYkMnRr+GRs8PjJ9jWeZX1N+7Jk3TCitzCqVpGi+//DLvv/8+ZrMZm83GO++8w0svvXTVx0yYMIGJEydecX7WrFlUqFChqC8tDCjNlsbfSX+z8uxKfP+L458fIMUT6r7gxU2BHbijyh009WkqG3+VQ+1ffZXAHTvYe++97AwP1zscIQSQmprKsGHDOH/+PJUqVbrq/YpVWMyZM4fnnnuODz/8kNDQUKKjoxk3bhwff/wx4Vf5z19Yi0VwcDCJiYnXDOx6kpLW5QxSAVWdpaRMxdd3FCZTWs755s3/cMkqFIyZoy3LxqpDq5gRO4O5cfO4pKn3hikLDn5koc5FKw/4RTL/0tCcx8yZE0vPnq633LYRr19BjsrRtGgR7v37o/n5kXngAFSsaNe4i8ro19Do+YHxcyzL/JKTkwkICLhuYVGsrpDnnnuOF198kSFDhgDQokULDh06xHvvvXfVwsJisWCxWK447+HhgYeHR3FePp+AgI54eVXFaj1G3r4lkynt8j+mCYulNgEBHTGZnGPKYXEZKcc9Z/YQGR3JjO0zOJJ8JOe8+VxDbFtGoW0fzgLrR4xlMndfiOJH23Agi2rVTtCrVxju7s6dX2GMdP2uxmE59u0LjRtj2rMHjxkz4Kmn7B57URj9Gho9PzB+jmWZX1E/s4s18i01NRW3AovWmM1mXaabmkxmQkI+zf6p4K0AhIRMdsk3SjZXzzEpPYlvN39L+x/a0+SLJry77l2OJB/B38uf0TeNZsNDG/iu5QxY9yIk12K+eQAAvW2L8OIiAJMmHXHJogJc//oVhcNydHODp59W30+eDDZ9BtYZ/RoaPT8wfo7OmF+xCos+ffrwzjvv8Mcff3Dw4EEWLFjAxx9/zL333uuo+K4pMLA/oaFzsViC8p23WGq7/PShbK6WY2ZWJlF7oxgydwg1/leD0X+M5p+j/2A2menVqBc/D/yZE8+c4Ou7v+bW2rcyalQ7pk7dSLVqJ9lkakNqYCC+XOA+v9lMnbqRkSPb6p1Sqbja9SsJh+U4fDhUraqW+f7119IHWkJGv4ZGzw+Mn6Oz5VesMRYpKSm89tprLFiwgNOnT1OrVi2GDh3K66+/jqenZ5GeIzk5GT8/v+v20RSHptlITFzD+vXJtG9fyWWbtK7F2XOMOx1HZEwkM7fP5MSFEznnm1drzoiwEdzf8n5qVKxx1cdnZtpYvDiGZlPfJGThQrLuuw+3OXPKIvQy4ezXzx4ckuNrr8Hbb0P79vD33/YJtISMfg2Nnh8YP0dH51fUz+9itVj4+voyefJkDh06RFpaGvv27ePtt98uclHhKCaTOWdQir9/B0O9UbI5Y45nUs/wxcYvuGXKLTT/ujkfrv+QExdOUNW7Kk+2eZItj25h++jtPNP+mWsWFQDu7mZ69mzBsdtuA8Bt0SJITb3mY1yJM14/e3NIjmPGgKcnrF8PGzZc//4OZPRraPT8wPg5Okt+sgmZKJYMWwZR8VFExkTy++7fychS85rd3dzp3ag3I1qNoFejXniaS1ZsJjVqhFa3LqZDhyAqCgYMsGf4wtXUqAH33w8REWrBrJ9/1jsiIcR1SGEhiiTmZAzToqfxY+yPJKQm5Jy/scaNjGg1gqHNhxLoE1j6FzKZyBowAHP2h4gUFmL8eFVYzJunxlvUr693REKIa5DCQlzV6Yun+XH7j0TGRBJzKibnfHWf6tzf4n7CW4XTsnpLu7+uNmiQ+ut00SK4eBF8fOz+GsKFNG8OPXrA0qXw2WdqW3UhhNOSwkLkY8208sfeP5gWPY2o+CgyszIB8DR7ck+TexgRNoI7Q+7E3c1xbx2tdWv1V+mBA2r77EGDHPZawkU884wqLL7/Ht54A/z99Y5ICHEVUlgINE1j8/HNRMZEMnvHbM6mnc25rU1QG8LDwhnSfAhVvKuUTUAmEwweDO+/D7/8IoWFgO7dVcvFjh2quHj2Wb0jEkJchRQW5djxlOPM3D6TyJhIdibszDlfy7cWD7Z8kPCwcJoGNtUnuEGDVGEh3SECVLE5fjyMGgWffgpjx0IpVu4VQjiOFBblTFpGGgt3LyQyJpKl+5aSpalVU73cvbj3hnsJDwunW4NumN10nobVujU0aAD798Mff6gWDFG+DRsGL70ER4/C3LkwdOj1HyOEKHPFWsdCuCZN0/jnyD889vtj1PyoJkPnDeXP+D/J0rK4Lfg2pvSZwslnTjJrwCzuDLlT/6ICcrtDQKYYCsVigSeeUN9/9BEUfW0/IUQZkhYLAzt8/jAzYmYQGRPJ3rN7c87X8avD8JbDGR42nEZVG+kY4XUMHgyTJqkWiwsXdNvhUjiR0aPh3XdhyxZYuxY6dtQ7IiFEAVJYGMzFSxdZ8N8CpkVPY8WBFWiXd7ur4FGBgc0GMiJsBJ3qdcLN5AKNVa1aQUgIxMersRaXd9UV5VhAAISHwzffqFYLKSyEcDpSWBhAlpbFusPrmBY9jV92/sKFSxdybutcrzPhYeEMaDoAX4uvjlGWQHZ3yLvvqu4QKSwEwLhxqrD4/XfYswcaN9Y7IiFEHlJYuLAD5w4wPWY6kTGRHEg6kHO+QeUGhIeFMzxsOPX86+kXoD1kFxaLF0NKCvi6WHEk7K9JE+jTRxUWkyfDV1/pHZEQIg8pLFxMmi2NyJhIZuyYwZpDa3LO+3r6Mjh0MOFh4XSo0wGTyaRjlHbUsqX6i3TPHtUdIjMBBKipp7//DtOmwVtvqe3VhRBOQQoLF5ClZbHywEqmbpvKvJ3zsMZaATBholuDboSHhXNv03up4FFB50gdILs75O23VXeIFBYCoFMnNSV561bVLfLKK3pHJIS4TAoLJ7b3zF4iYyKZHjOdI8lHcs43rtKYEa1G8EDLBwj2C9YxwjIyaJAqLKKiIDkZKlXSOyKhN5NJLfN9//3wxRdqJU6LRe+ohBBIYeF0ktKT+DnuZ6ZFT+Ofo//knPf38mdw08E0vNCQcQPH4elZsm3JXVKLFqpfffdu1fx9//16RyScwaBB8MILasGs2bNhxAi9IxJCIAtkOQVblo0/4/9k6Lyh1PhfDR5b9Bj/HP0HN5MbvRr14qeBP3HimRN80fMLmvg0Mc74iaKSxbJEYTw84Kmn1PcffywLZgnhJKTFQkc7E3YSGR3JjO0zOHHhRM755tWaEx4Wzv0t7qemb82c8xkZGXqE6RwGD1aD9P78E86fBz8/vSMSzuCRR+DNNyE2FpYvV5uVCSF0JYVFGTuTeoY5O+YQGRPJpuObcs5X9a7KsBbDGNFqBDfWuLH8tUpcT2goNG0Ku3bBb7/Bgw/qHZFwBv7+8NBDamOyjz6SwkIIJyCFRRnIsGXwZ/yfRMZE8tvu38jIUi0P7m7u9G7Um/CwcHo37o2nuRyNmyiu7O6QiRNVd4gUFiLb2LHw+eewZInaVr15c70jEqJck8LCgWJOxhAZE8mPsT9y+uLpnPM31riR8LBwhrUYRqBPoI4RuphBg1RhsWQJJCWpv1aFqF8f+vdXO55+8gn88IPeEQlRrklhYWenL55mVuwsImMiiT4ZnXO+mk81HmjxAOGtwmlZvaV+Abqy0FB1xMWp7pDhw/WOSDiL8eNVYTFzplqptXp1vSMSotySwsIOLtkusWjPIiJjIlm8dzGZWZkAeJo9uafJPYSHhXNnwzvxMHvoHKkBDB4Mb7yhukOksBDZ2rVTxz//wJdfqgGdQghdSGFRQpqmsfXEVqZFT2P2jtmcSTuTc1uboDaEh4UzpPkQqnhX0TFKAxo0SBUWS5fCuXNQubLeEQlnMX68en989RW89BJ4e+sdkRDlkhQWxXQi5QQzt88kMiaSuIS4nPO1fGvxYMsHCQ8Lp2lgUx0jNLimTdXgvB07YOFCWRRJ5Lr3XjXe4sABmD4dHntM74iEKJeksCiC9Mx0Fv63kMiYSJbsW0KWlgWAl7sX995wL+Fh4XRr0A2zm1nnSMuJwYNVYfHzz1JYiFxms5ohMm6cGsT5yCPgJmsAClHWpLC4Ck3T+PfYv0yLnsZPcT+RlJ6Uc9ttwbcRHhbO4NDB+HnJQk1lbtAgeP11WLYMzp6FKtLdJC4bNUp1le3eDYsXw9136x2REOWOFBYFHDl/hBnbZxAZE8meM3tyztfxq8PwlsMZHjacRlUb6Rih4IYb1Hbq27fDr7+qDxMhAHx94dFH4cMP1TLfUlgIUeaksABSM1KZv2s+kTGR/LX/LzTUngMVPCowsNlAwsPC6VyvM24maVZ1GoMHq8Li55+lsBD5PfWU6gpZuRK2bYMbb9Q7IiHKlXJbWGiaxtrDa4mMjuSXnb+Qcikl57bO9ToTHhbOgKYD8LX46hiluKpBg+DVV9X+EGfOQNWqekcknEXt2qrwnDVLtVrMmKF3REKUK4b4Ezwz00ZUVCwAUVGxZGbarnrfA+cOMHHVREI+D6HTtE5MjZ5KyqUUGlRuwMTOE9n/1H5Whq9kRKsRTlVUaJqNpKR1ACQlrUPTrp6jKyp2fo0bQ6tWYLOp7hAnZ/TrB06W4/jx6uucOWpbdTtwqvwcwOj5gfFzdJb8ilVY1KtXD5PJdMUxZswYR8V3XRERGwgKOsWQIS0AGDKkBUFBp4iI2JBznxRrChHbIug8rTMNPmvAhNUT2H9uP76evjx040OsGbGG+Cfjeb3T69SvXF+vVK4qIWE+GzbUY8eO3gDs2NGbDRvqkZAwX+fI7KPE+bnIVupGv37ghDnedBN06gSZmfDFF6V+OqfLz86Mnh8YP0dnyq9YhcWmTZs4ceJEzrFs2TIABg0a5JDgriciYgOjRrXh9Oka+c6fPl2DUQ/dzPNff8HwBcOp8VENRv02itWHVmPCRPcG3Zl570xOPnuS7+/5ntvr3u60u4kmJMwnLm4gVmv+v7qs1mPExQ10+f8Upcov+33311+QmOjAKEvO6NcPnDjHZ55RX7/9Fi5cKPHTOG1+dmL0/MD4OTpbfsUqLAIDA6lRo0bOsWjRIho2bEinTp0cFd9VZWbaePHFOpd/yk0jq/JeuON1GNuQD08/yYztM0jNSKVx1ca8e8e7HBp3iKUPLuX+lvdTwaNCmcddHJpmIz5+LFweTFrgVgDi48e5bHNeqfMLCVED82w2WLDAYXGWlNGvHzh5jr17qy6zpCSIiCjRUzh1fnZg9PzA+Dk6Y34lHrx56dIlZs6cyfjx46/5177VasVqteb8nJycDEBGRgYZGRklfXmiomJJSWmBt7cNT7czPFz9cSyvLyHzoRTIXqcq3Y+7anfjld7jaFOrTU6cpXndspSUtI709DOAWppY0/J/BUhPTyQxcQ3+/h30CLFU7JGf24ABmLdtI+unn7A52WJZRr9+4Pw5uj31FOYnnkCbPJnMRx5Ri2gVg7PnV1pGzw+Mn2NZ5lfUz06TpmmFlTnX9fPPPzNs2DAOHz5MrVq1rnq/CRMmMHHixCvOz5o1iwoV7NNicCkjnTuGD6FqGnQYZSK9eWu6VO5CG782eLp52uU1hHOqcOIE3f/v/9Dc3PgzIoJLfrJgmchltlrp/vDDWFJS2PjCC5xo107vkIRwWampqQwbNozz589TqVKlq96vxIXFnXfeiaenJ7///vs171dYi0VwcDCJiYnXDOx6oqJicwZsAsyodCMDTsXxXqWneCvjfznn58yJpWfPFoU9hdNLSlqXMxAHVAWakjIVX99RmExpOeebN//DZStte+RnbtsWt61bsX35JVmPPOLQmIvD6NcPXCNHtzfewPzee2S1a4dt9epiPdYV8isNo+cHxs+xLPNLTk4mICDguoVFibpCDh06xPLly5k///oDQiwWCxaL5YrzHh4eeHiUfBvxXr3C8PU9dXngphsrMp9gAP9HxwtbSMvyALKoVu0EvXqF4e7umnt4BAR0xMurKlbrMfL2n5lMaZffMCYsltoEBHTEZHK9HO2W3333wdatmOfNw/z44w6Pu6iMfv3ARXJ86in46CPc/vkHty1boG3bIj/UJfIrBaPnB8bPsSzzK+pndonWsYiIiKBatWr07t37+nd2EHd3M5MmHb78UxYr3O4AoE3Wv1TkPACTJh1x2aICwGQyExLyafZPBW8FICRkskv+ZwA75pc9O2TVKjh92p4hlorRrx+4SI41asD996vvP/64WA91ifxKwej5gfFzdMb8il1YZGVlERERQXh4OO7u+i7cOXJkW6ZO3Ui1aic55FafCzVq4EEm/fwWMHXqRkaOLPpfJs4qMLA/oaFzsViC8p23WGoTGjqXwMD+OkVmH3bJr359uOUWyMqCIrSilSWjXz9wkRyfflp9nTcPDh4s1kNdIr9SMHp+YPwcnS2/Yo+xWLp0KXfeeSe7d++mcePGxX7B5ORk/Pz8rttHUxyZmTYWL46hxdevUP/PP8ka8wRuX3xul+d2FppmIzFxDevXJ9O+fSWXbba7mlLn97//wXPPQZcusGKF4wItIaNfP3CBHO+8E5Yuzd1WvZicPr9SMnp+YPwcHZ1fUT+/i91i0aNHDzRNK1FR4Sju7mZ69mxBQsuWALit+EvniOzPZDLnDLzx9+9gqP8MYIf8Bg5UX1evhpMn7Rxd6Rn9+oEL5Ji9YNb338P588V+uNPnV0pGzw+Mn6Oz5GeIvUKyJbZsiebmBrt22W1/AOEi6tWDNm2csjtEOInu3aF5c7UK55QpekcjhGEZqrDIqFgR7aab1A/Ll+sbjCh7LrJ3iNCJyZS7Odlnn4GLLJQnhKsxVGEBoHXtqr6RwqL8ye4OWbMGTpzQNxbhnIYNg+rV4cgRmDtX72iEMCRjFxYlW/tLuKq6ddUaBZqmRv8LUZDFAk88ob7/+GP5HSGEAxivsGjbFipUgFOnIDZW73BEWZPuEHE9o0eDtzds3gxr1+odjRCGY7jCAosFsndbvbytuyhHsrtD1q2D48f1jUU4p4AACA9X3xdzwSwhxPUZr7AA6NZNfZVxFuVPcDC0by/dIeLaxo1TX3/7Dfbu1TUUIYzGmIVF9+7q6+rVkGcDNFFOSHeIuJ4mTaBPH1WAlmCxLCHE1RmzsGjeXO0PkJYG69frHY0oawMGqK/r1sGxY/rGIpxX9tTTadPgzBldQxHCSIxZWJhM0h1SntWuDbfdpr6XKYXiajp1gtat1R8g33yjdzRCGIYxCwvILSxkAGf5JN0h4nryLpj1xRfSbSqEnRi/sNi8Gc6e1TcWUfYGDFAfHOvXq8WQhCjM4MEQFKT2l5k9W+9ohDAE4xYWQUHQrJkanLVypd7RiLIWFAQd1GY80h0irsrDA556Sn0vC2YJYRfGLSxAukPKO+kOEUXx6KPg46MW1JMxWUKUmrELi+xpp1JYlE/Z3SEbNsDhw3pHI5yVvz889JD6XhbMEqLUjF1YdOoE7u6wf786RPlSsyZ07Ki+l+4QcS1jx4KbG/z5J8TF6R2NEC7N2IWFry+0a6e+lybO8km6Q0RRNGgA996rvpcFs4QoFWMXFiDjLMq7/v1Vd8i//8LBg3pHI5zZM8+orzNmqE0MhRAlYvzCInucxV9/gc2mbyyi7NWokbspnXSHiGtp1w7atoVLl+Crr/SORgiXZfzC4pZboFIlOHcOtm3TOxqhB+kOEUWV3Wrx1VdqRU4hRLEZv7Bwd4cuXdT30h1SPvXvrwbmbdoEBw7oHY1wZv36Qb16kJioukSEEMVm/MICZNppeVe9OnTurL7/5RddQxFOzt09d0v1jz+GrCxdwxHCFZWvwuLvvyE1Vd9YhD6kO0QU1ahR4OcHu3dDVJTe0QjhcspHYdGoEdSpowZlrV2rdzRCD9ndIVu2yJom4tp8fdVqnAAffaRvLEK4oPJRWOTdRl26Q8qnwEC44w71vXSHiOt58knVLbJypQz6FqKYykdhATLOQkh3iCi64ODc94ss8y1EsZSfwqJrV/V1+3ZZ/Ka8uvdeMJth61aIj9c7GuHsxo9XX+fMgWPH9I1FCBdSfgqLwEBo1Up9/9dfuoYidBIQIN0houhuukktrpaZCZ9/rnc0QriM8lNYgHSHCOkOEcWTvWDWt9/ChQv6xiKEiyi/hYWm6RuL0Ed2d0h0NOzZo3c0wtn17g2NG0NSEkRE6B2NEC7BEIWFptlISloHQFLSOjTtKnuCdOgAFovqL929uwwjLL0i5+iiyiy/qlVzZwiVYXeI0a8fGDRHNzd4+mkAtMmTiVoUDUBUVCyZmQbILw9DXr8CjJ6js+RX7MLi2LFjPPDAA1StWpUKFSrQqlUrtmzZ4ojYiiQhYT4bNtRjx47eAOzY0ZsNG+qRkDD/yjt7e6viAlyqO6RYObqgMs+vjLtDjH79wOA5Dh9OekU/TPv3M3uIWhJ+yJAWBAWdIiJig87B2Yehr99lRs/RmfIrVmFx7tw5brvtNjw8PIiKimLnzp189NFH+Pv7Oyi8a0tImE9c3ECs1qP5zlutx4iLG1j4P6iLjbMoUY4uRJf8+vVTaxRs3+7wliujXz8wfo4RP23nwwtPAPBk5qc550+frsGoUW1cvrgw+vUD4+fobPkVq7B4//33CQ4OJiIigjZt2lCvXj26du1Kw4YNHRXfVWmajfj4sUBhYyXUufj4cVc2BWUXFqtWQUaGI0MstRLn6CJ0y69Kldz3gQO7Q4x+/cD4OWZm2njxxTp8yeNY8aR91noq54zNUb8+X3wx2GW7RYx+/cD4OTpjfu7FufNvv/3GnXfeyaBBg1i9ejVBQUE8/vjjPPLII1d9jNVqxWq15vycnJwMQEZGBhml+GBPSlpHevoZwBsATcv/FSA9PZHExDX4+3fIfWBoKO5Vq2I6c4bM9evR2rcvcQyOVuIcXYSe+Zn698c9Kgrtp5/IfOEFuz53NqNfPzB+jlFRsaSktABvmHNpCOG26VT+4UM6eLRhg3YLmSYPUlKqsXhxDD17ttA73GIz+vUD4+dYlvkV9TPbpGlFnx7h5eUFwPjx4xk0aBAbN25k3LhxfPvttwwfPrzQx0yYMIGJEydecX7WrFlUqFChqC9tVzd/+CFBf//Nf/fdx+6hQ3WJQejL48IF7hoxArfMTP76/HMuBAfrHZJwYkkZSfy+4V3mfpQ7kyjTy4szTZtypnlzEkNDSQoJQXMv1t9qQriU1NRUhg0bxvnz56lUqdJV71eswsLT05Obb76Z9evX55x76qmn2LRpE//880+hjymsxSI4OJjExMRrBnY9SUnrcgapgKrOUlKm4us7CpMpLed88+Z/XFGlmaZOxX30aLLatcO2enWJY3C00uToCvTOz9y3L25RUdhef52sV1+1+/PrnV9ZMHqOUVGxDHo+kUt9hkPFU/TeaeGdvUHUiT5HZe1cvvtqPj5o7duj3X47WqdOaDfdBJ6eOkVeNEa/fmD8HMsyv+TkZAICAq5bWBSrvK5ZsybNmjXLd65p06bMmzfvqo+xWCxYLJYrznt4eODh4VGcl88nIKAjXl5VsVqPkbdvyWRKu/yPacJiqU1AQEdMJnP+B995JwBuGzfilpYGpShwHKlUOboA3fO77z6IisI8bx7mQlrVSkv3/MqAkXO0ZdnY5LOAS0PeAZMGp0NZvv5HHvniIO2H3EXD9N10ZiU9LEvoXXEjpjNnMC1bljsw3NsbbrsNOndWK3jecoua7u5EjHz9shk9x7LMr6if2cUavHnbbbexu8Ao+j179lC3bt3iPI1dmExmQkKyR2ibCt4KQEjI5ML/IevVg5AQsNnUIE4nVaocXYDu+fXtCx4eEBenDjvTPb8yYNQcj6ccp9uMbry97m1VVGwdBVM24HZG/WGlmdyIpTmf8yQJX7+O6fRpiI1VS38PGKCWj09Lg+XL4dVX4fbboXJltWfRW2/BmjWQpyVXL0a9fnkZPUdnzK9YhcXTTz/Nhg0bePfdd4mPj2fWrFl89913jBkzxlHxXVNgYH9CQ+disQTlO2+x1CY0dC6Bgf2v/mAXmXZaqhxdgK75+fvntF45anaI0a8fGC/HJfFLaPVNK1YdXIWPhw8z753J1H6PUK1ycr77Vat2gqlTNzJyZFu1kFbz5vDEEzB3Lpw+DTt2wJdfwqBBaq+itDRYsQJef121YPj7q71rJk6E1ashPV2XfI12/Qpj9BydLb9ijbEAWLRoES+99BJ79+6lfv36jB8//pqzQgpKTk7Gz8/vun00xaFpNhIT17B+fTLt21cqWpPPggXQvz/ccAPs2mWXOBypRDm6EN3ymzEDhg+Hpk1Vq4WpYMVvH0a/fuD6OWZmZfL6ytd5b917AIRVD+PnQT/TuGpjdXumjcWLY9C0I5hMwfTqFYa7exHz0zT47z/VQrp6tfpacJdliwXats3tOmnbVnWnlBFXv35FYfQcHZ1fUT+/iz2E+e677+buu+8uVXD2ZjKZLw9KWYy/f4ei/UN26aL+yvjvPzh6FGrXdnicpVGiHF2Ibvndc48aYLdrlyosmjd3yMsY/fqBa+d4NPkoQ+cNZd1htRzy6JtG8/GdH+PtkfvB7u5upmfPFixefISePVsUvagAVbA2baqO//s/VWjs2aMKjOxi48QJ9TV7QLmnJ9x6a26h0a4dOHAmnStfv6Iyeo7Okp8h9gopEX9/NZgKnL47RDiQnx/cdZf6XrZSL5f+2PMHrb5pxbrD6/D19OWngT/x9d1f5ysq7M5kgiZN4LHHYPbs3P2Lvv0Whg2DWrXg0iVYu1aNyejWTf3Ouv12NWZj+XK4eNFx8QlRCuW3sACXGWchHGzQIPX1559l19tyJMOWwXNLn+Pu2XdzJu0MrWu2ZutjWxkcOrjsgzGZ1C6qjz4KP/6oWlH37oUpU+CBB1SLakYGrFsH77yjfndVrqxmnbzyCixdKtu6C6dRvldz6dYN3n5bVf9ZWaprRJQ/99yj+rf/+08NuGvheisoiuI5lHSIIfOGsOGo2ufjyTZP8mH3D7G4O8l0UJNJzVwLCYGHH1YF74EDuV0nq1bBkSOwfr063n1X7X9z882q66RzZ1V0VKyoaxqifCrfhUW7duDjAwkJaqpYWJjeEQk9VKqkukMWLlStFlJYGNrC/xYyYuEIktKT8LP4MbXvVPo3dfJZASYTNGigjlGjVKFx8GD+waCHDsGGDeqYNAnMZlVodOqUW2g46Zo9wljK95/onp7qPx1Id0h5l3crdekOMaRLtkuM+3Mc/X7qR1J6Em2C2rDtsW3OX1QUxmSC+vVh5EiYNk0VGQcOqO9HjlS32Wzw77/wwQfQq5fafK9NG3j+efjjDzh/XuckhFGV78ICcsdZLF+ubxxCX336qO6QPXvUdurCUPaf289tU2/j03/VQkLj245n7ci11K9cX+fI7KhePQgPh6lTYf9+1YIxfbpq4WjYUBUamzbBhx/C3XerQuPmm+HZZ2HRIkhK0jsDYRDluysE1DgLUCvhpafD5Y3WRDnj66v+qluwQLVaSLeYYczdOZeHfnuIZGsylb0qE9kvkj5N+ugdluPVqQMPPqgOUGMysqezrloF8fGwZYs6PvoITCbcW7UiNDgYk82mpuRXrqxrCsI1SYtFaCjUrKlWxcuzuZooh6Q7xFDSM9MZ88cYBv0yiGRrMu2D2xM9Orp8FBWFCQ5WM0ymTFEzTo4eVTNQHn1UzUjRNEzbthHy22+4DxgAVavCjTfC00/Dr7/C2bN6ZyBchBQWJlNuq4WMsyjf7r5btVjFx0NMjN7RiFLYe2Yv7X5ox1ebvwLghdteYFX4Kur41dE5MicSFKTWzPj2W7WGxvHjZM6YwYE770Rr0kQV19HRMHky3Huv2v8kLAzGjlUte2fO6J2BcFJSWEBuYSHjLMq3ihWh9+Xth3/+Wd9YRInNjp1N6+9aE30ymoAKASwetphJ3SbhYS75bsrlQs2aaPfdx/b/+z8yY2PVSqBz5qiVQps2VYXG9u3w2WdqO4SAAGjZEp58EubNU7PrhEAKCyW7sNiyRarw8k4Wy3JZaRlpPPr7owybP4wLly5we53biX4smp6NeuodmmuqUQPuuw+++gp27oSTJ9X/izFjVBcyqGn6X3wBAwdCtWq5G7H98ovaiE2US1JYgFo+NzRUfZCsWKF3NEJPvXurjZ/27YNt2/SORhTRf4n/cev3tzJl6xRMmHj19ldZEb6CoEpB13+wKJrq1VXh/cUXaiG506fVTq5PPJG79ktcnNrRdfBgdf9mzeDxx1VBUnDTNWFYUlhkk2mnAqQ7xAVNj5nOTd/dROzpWKr5VGPpg0t56463cHeTSW8OFRgIAwbA55+rLpKEBNUl8tRTqosE1OZ+X3+tWj5q1FBdKqNHqy6WEyf0jV84jBQW2WQAp8gms0NcwsVLFxm5cCThv4aTmpHKHfXvIPqxaLo16KZ3aOVTQIAae/Hpp2rwc2KiGuQ5bhy0aqUGyv/3nxosOnSoainO3oht1iy1EZswBCnps3XqBB4eavW6ffvUgjKifOrVS21PfeCAGndz8816RyQKiDsdx+C5g9mZsBM3kxtvdHqDV25/BbObsbbBdmlVq0K/fuoAOHdO7daavQz5tm1qQbo9e+C779R9GjXKXYK8Uye1+ZpwOVJYZKtYUe0dsmaN6g6RwqL88vFRU09//lkdUlg4DU3TmLptKk9GPUlaZho1K9Zk1oBZdK7XWe/QxPVUrqw2/LvnHvVzUpIqNLIX7Nq2Ta2vsXcvfP+9uk/DhrlFRufOai0O4fSkKyQv6Q4R2aQ7xOmkWFN4cMGDPPz7w6RlptGjYQ+iR0dLUeGq/P3VUvr/+x9s3qwW4Fq0SC0xfsstarfpffvghx9g+HC1kmj2JmyRkWrJcuGUpMUir+7d4fXX1cwQm03tDijKp549VcvFoUPql94tt+gdUbkWczKGwXMHs+fMHswmM291eYsXOryAm0n+NjIMPz81cDp78HRyMvz9d+428Vu2qO7JAwcgIkLdp1693NaMzp3Vz0J3UljkdfPN6s197px6E7dpo3dEQi8VKqi/pubMUa0WUljoQtM0vtvyHWP/HIvVZiXIN4g5A+fQoU4HvUMTjlapkirwe15ehyQlRRUa2V0nmzerXV0PHlQtGKBaNfJ2ndSvrwaNijIl5X5e7u5q4x2QaadCFsvSWbI1mSHzhjD6j9FYbVZ6NepF9OhoKSrKK19fuOsueO89+Ocf9QfgkiXw0kvQvr36/X34sNrR9aGH1PiM7I3Yvv9eLdUv/4/LhLRYFNS9u9pwZ9kyePllvaMResruDjl8GDZuhFtv1TuicmPria0M/mUw+87tw93Nnfe6vsf4duOl60PkqlgRevRQB8DFi6rgyO462bhRbbQ2c6Y6AIKCMN9+O3WrVFEzUJo2lRYNB5DCoqDshbL+/lu9UX189I1H6MfbW41gnz1btVpIYeFwmqbx5aYveWbpM1yyXaKOXx1+GvgTbWu31Ts04ex8fNQA/OxB+KmpqtDI7jr59184dgy3OXNoBWqp8po183edNG4shYYdSPlfUEgI1K0LGRlqKpQo37Jnh/zyC2Rl6RuLwSWlJzHwl4E8GfUkl2yX6NukL9se2yZFhSiZChWga1d48021jEBSEqxYge2VV0gMDUWzWNTqn7Nnq9VAb7hBLdo1ZIhaLXTXLuk6KSEpLAqSbdRFXnfdpZpcjxxRf/EIh9h4bCM3fnsj83fNx8PNg8l3TmbBfQuo4l1F79CEUXh7Q5cuZL3xBn+/8w6ZCQmqJWPCBNVaYbGojdZ++kntb9KsmVqGfPDg3I3YpNAoEiksCpPdHSKFhfDygr591feyd4jdaZrGx/98zG1Tb+Ng0kHq+9fn71F/M7btWEzSJC0cyctLdYG88QasXKlaNFavVi0cd9yhbj99WrVWZu/oWnAjNmnFLJQUFoXp2lV9jY1VFawo36Q7xCHOpp2l75y+PLP0GTKzMhnQdABbH9vKLUEytVfowMsLOnaE116Dv/7KXRn0rbdUK7a3t9pobe5cePJJtaNrtWr5N2KT3w+AFBaFCwiAG29U3//1l76xCP316KHm1B87Bhs26B2NIaw/sp5W37Ti9z2/42n25MteX/LLoF/w9/LXOzQhFIsFOnSAV19VrddJSWpQ/zvvqN8JFSrAmTMwf77a0TUsTO34eu+9uRuxldNCQwqLq5HuEJFNukPsJkvL4oO/P6BjREeOJB8hpEoIGx7awOO3PC5dH8K5eXqq9TJeflmtn5GUBOvXq3U17rxTzUo5e1YtV5C9o2tAgNqE7ZNP1F4oNpuuKZQVKSyuJm9hIQN2RPZiWdIdUmIJFxO4e9bdvLD8BWyajSHNh7Dl0S3cWPNGvUMTovg8PNTGlS++CH/+qRbs2rABJk1Sa+BUrKjOLVwI48dD69Zqx9d77oGPP1arOxu00JB1LK6mQwf1l+rx4/Dff2ohFVF+ZXeHHD+u/krpIKs/FseaQ2sYOm8ox1OO4+XuxWd3fcbDrR+WVgphHB4eaq2bW2+FF16AzEzVSpG9TfzatXD+PPz+uzpAbSFx++2562i0aqVWEHVxhmix0DQbSUnrAEhKWoem2aEK9PLK/fBwgu4Qh+ToRJw+P4tFNWlCibpDnD4/Oygsxywti3fWvEOXyC4cTzlOk6pN+Pfhf3nkpkdcrqgw+jU0en5Qxjm6u6s9hp57Tu3aeuYMbNqkdnO9+271h8r58+q2555T961SRW3C9sEHauXQzMxivWRmpo2oqFgAoqJiyczU5xoWq7CYMGECJpMp31GjRg1HxVYkCQnz2bChHjt2qB3xduzozYYN9UhImF/6J3eScRYOzdEJuEx+2bND5s4tVhOmy+RXCoXluHh1MHdMbc2rK18lS8viwZYPsvnRzbSs3lLnaIvP6NfQ6PmBE+To7q42unzmGdVicfas6g756CPVPeLvrzZaW7xYtXjceitUrqy6Vd5/X3WzZGRc9ekjIjYQFHSKIUNaADBkSAuCgk4REVH2A86L3WIRGhrKiRMnco7Y2FhHxFUkCQnziYsbiNV6NN95q/UYcXEDS/+GyS4sVq265gV1JIfnqDOXyq97d9V0eeKEGh1eBC6VXwkVluPWczaG/3OC1Udj8Hb3JKJvBNPvnU5Fz4o6RloyRr+GRs8PnDRHs1mNuxg/Xo3DSExUXSeffKIGi1euDBcuqPEbL76oxnNUrpx/I7bLn0sRERsYNaoNp0/n/0P/9OkajBrVpsyLi2IXFu7u7tSoUSPnCAwMdERc16VpNuLjxwKFDaxU5+Ljx5WuqSssTI3qvXBBl1UXyyRHHblcfp6eaioZFKk7xOXyK4GCOdo0jdknZvNc7CXOXoJ6FeD7NlUID3tQ30BLyOjX0Oj5gQvlaDarMRbjxqmZJYmJEB2tpq7ee6/qJrl4Uc1IefllNUPF35+s7t05+eQC2vM3HhTsOlEf8S++GFym3SLFHiWyd+9eatWqhcVi4dZbb+Xdd9+lQYMGV72/1WrFarXm/JycnAxARkYGGaVoBUhKWkd6+hnAGwBNy/8VID09kcTENfj7l3ygnblLF9x++QXbn3+SVcabUJVVjnpxxfxM/fvjPm0a2ty5ZP7vf+qXwVW4Yn7FlTfHRKvGO/9lEnP+JwB6VjfzZIgHXubzLpuj0a+h0fMDF8+xWTN1/N//qdlocXG4rVmDac0aTGvXYkpMxG35cl5iOS/xAal4s8EnkDNT/anj1YzD1AMgJaUaixfH0LNni1KFU9TPbJOmFX0uZVRUFKmpqTRu3JhTp07x9ttv899//xEXF0fVqlULfcyECROYOHHiFednzZpFhQoVivrSuqmzbBk3fvklZ5s0Ye377+sdjtCZKSODu0aOxPPCBda9/TZnmjfXOySnsC15G5MPT+Z85nm83LwYXXs0nat01jssIYwrKwvfo0cJ2LGDqjt2EBAXh+X8+ZybP//kGerUv92uL5mamsqwYcM4f/48lSpVuur9ilVYFHTx4kUaNmzI888/z/jx4wu9T2EtFsHBwSQmJl4zsOtJSlqXMwgHVPWZkjIVX99RmExpOeebN/+jdFXo4cN4hISgmc1knjyp+tjLSJnlqBNXzc/86KO4TZuGbfRosj777Kr3c9X8iiPx7Gqe+6Mns45kogENfMw8E/wZNwS+ZogcjX4NjZ4fGD/HqKhYhgxpgWa+SIO+YXRMOkzP80GM3LmHtDSPnPvNmRNb6haL5ORkAgICrltYlGrCrI+PDy1atGDv3r1XvY/FYsFisVxx3sPDAw8Pj0IeUTQBAR3x8qqK1XqMvH1nJlPa5TeLCYulNgEBHTGZrt5cfV0NG0KjRpj27sXj779zV2AsA2WWo05cNr/77oNp0zDPn4/5iy+u2h3isvkV0dHkowz9YwLrjqh+3T414fEGHlgvBhkmR6NfQ6PnB8bPsVevMHx9T3G69fvsbHSYXcm16dB+EmkPelwuLLKoVu0EvXqF4e5euvyK+pldqnUsrFYru3btombNmqV5mhIxmcyEhHya/VPBWwEICZlsnzeKTtNOyzRHHbhsfl27qtHZp0/DmjVXvZvL5lcEi/cuptU3rVh35G8qenjzWlMY39iExZw3T9fOEYx9DcH4+YHxc3R3NzNywq/QVrWeevz5DRXds2dfqVWCJ006UuqiojiKVVg8++yzrF69mgMHDvDvv/8ycOBAkpOTCQ8Pd1R81xQY2J/Q0LlYLEH5zlsstQkNnUtgYH/7vJCO61mUWY46ccn8PDyg/+W4rjM7xCXzu4YMWwbPL3ue3rN6cybtDK1rtmbb6O082WWeYXIsyGjXsCCj5wfGzvHCpQv8kvERAF47h2E+0CPntmrVTjB16kZGjmxbpjEVa4zFkCFDWLNmDYmJiQQGBtK2bVveeustmjVrVuQXTE5Oxs/P77p9NMWhaTYSE9ewfn0y7dtXsn+TVlKSWuM9KwsOHYI6dez33EXk8Bx15nL5LV2qNh4KDFTLfF9nGV6Xy68Qh5IOMWTeEDYcVXPin2zzJB92/xCLu+rqNEKO1yL5uT4j5vjE4if4ctOXBFcKJvrRGNb9dQBNO4LJFGyX7o+8ivr5XawWizlz5nD8+HEuXbrEsWPHmDdvXrGKCkcxmcw5g278/TvY/43i7w9t2qjvly+373MXkcNz1JnL5deliyo2ExLUPgDX4XL5FbDwv4Xc+O2NbDi6AT+LH/MGz+Oznp/lFBXg+jlej+Tn+oyW48oDK/ly05cATO07lSo+lXMGaPbs2aJMuz/yMsReIWXCSZb3Fk6iGN0hruyS7RLj/hxHv5/6cS79HLfUuoVtj22jf1PXbToWwghSrCmM+m0UAKNvGk23Bt10jiiXFBZFlV1Y/PWXbJstlOy9Q+bPL/ZmQa5g/7n93Db1Nj79Vw18e7rt06wbtY76levrHJkQ4vllz3Mw6SB1/eryQfcP9A4nHyksiurWW8HHRzV9b9+udzTCGXTurJZ8T0xU+8kYyLyd87jx2xvZfHwzlb0qs3DIQj6+82M8zZ56hyZEubds3zK+2fINoLpAfC2+OkeUnxQWReXpqT5IQLpDhOLuDgMGqO8N0h2SnpnOE4ufYOAvA0m2JtOudjuiR0dzT5N79A5NCAEkW5N56LeHABhzyxjuqH+HzhFdSQqL4pBxFqKgQYPU1/nzddsB1172ntlL+x/a5wwGe77986wesZo6fmU/C0oIUbhnlz7LkeQjNKjcgEndJukdTqGksCiObpcHx6xdC+np+sYinEOnTmrK6ZkzsHKl3tGU2Jwdc7jpu5vYdnIbVb2r8sewP3i/+/t4mEu+Oq4Qwr6WxC9hytYpAET0jaCiZ8XrPEIfUlgUR7NmUKuWKir+/lvvaIQzcPHukLSMNB77/TGGzhtKyqUUbq9zO9Gjo+nVqJfeoQkh8khKT8rpAnmqzVN0rNtR54iuTgqL4jCZclstpDtEZMs7O8SFukP+S/yPW7+/le+2focJE6/e/iorwldQu1JtvUMTQhQwfsl4jqUcI6RKCO92fVfvcK5JCoviyi4sdFooSzihjh2hWjU4d05NR3YBM2JmcPN3NxN7OpZqPtVY8sAS3rrjLdzdSrUvoRDCARbvXUxEdAQmTET0jcDH00fvkK5JCoviyi4stm5V/epCmM0wcKD63sm7Qy5eusiohaMY/utwLmZcpEu9LkQ/Fk33ht31Dk0IUYhzaed45PdHALWWTIc6zr+1uxQWxVWzJjRvDprmMn+dijKQ3R2yYAFcuqRvLFcRdzqONt+3yfnLZ0KnCSx7cBk1fct+d2IhRNGMWzKO4ynHaVy1MW/f8bbe4RSJFBYlIdNORUEdOkCNGmrDOicrODVNY+q2qdwy5RZ2JuykRsUa/DX8L97o/AZmN9feK0EII/t99+9Mj5mOm8mNaX2n4e3hrXdIRSKFRUnkHcBZ9M1hhZE5aXfIhUsXGP7rcB767SHSMtPo3qA7MaNj6FK/i96hCSGu4WzaWR5d9CgAz7R7hnbB7XSOqOiksCiJTp3UJlSHDsG+fXpHI5xF9mJZTtIdsv3Udm767iZmbp+Jm8mNd+54hz8f+JNqPtX0Dk0IcR1PRT3FyQsnuSHgBt7s8qbe4RSLFBYl4eMD7dur76U7RGS77TY1Buf8eV3fF5qm8e3mb2kzpQ17zuwhyDeIVeGrePn2l3EzyX95IZzdgl0L+DH2R9xMbkT2i8TL3UvvkIpFfsuUlEw7FQU5QXdIsjWZofOGMvqP0VhtVnqG9CR6dDS3171dl3iEEMWTmJrI6D9GA2pZ/TZBbXSOqPiksCip7AGcK1aAzaZvLMJ5ZM8O+fVXsFrL9KW3ntjKTd/dxE9xP+Hu5s4H3T5g0bBFBFQIKNM4hBAl92TUk5y+eJrQwFAmdJ6gdzglIoVFSd18M/j7q1kAmzfrHY1wFu3bq2Xfk5Nh6dIyeUlN0/hi4xe0+6Ed8WfjqeNXhzUj1vDcbc9J14cQLmTuzrnM2TEHs8nMtH7TsLhb9A6pROS3TkmZzXDH5e1qZZyFyObmljuIswy6Q5LSkxj4y0CejHqSS7ZL3NPkHrY9ts2lRpALIeD0xdP83x//B8CLHV7k5lo36xxRyUlhURoyzkIUJrs7ZOFCh+6Cu/HYRm789kbm75qPh5sHn9z5Cb/e9ytVvKs47DWFEI4xZvEYElMTaVGtBa91fE3vcEpFCovSyB5nsX49XLigbyzCebRtC7VrQ0qKQ7pDNE3jk38+ocPUDhxMOkh9//r8PepvxrUdh8lksvvrCSEc6+e4n5m7cy7ubu4u3QWSTQqL0mjYEOrVUztarlmjdzTCWTiwO+Rs2ln6/dSP8UvHk5GVwYCmA9j62FZuCbrFrq8jhCgbpy6c4vE/HgfgldtfoXXN1jpHVHpSWJRG3m3UpTtE5JVdWCxcCGlpdnnKf478Q6tvWvHb7t/wNHvyRc8v+GXQL/h7+dvl+YUQZUvTNP7vj//jTNoZwqqH8fLtL+sdkl1IYVFasm+IKMytt0JwsOoiW7KkVE+VpWXxwd8fcHvE7RxJPkLDyg3556F/GNNmjHR9COHCZu+YzYL/FuDu5k5kv0g8zZ56h2QXUliUVteuquVixw44cULvaISzsFN3SGJqInfPupsXlr+ATbNxX+h9bH1sqyGaS4Uoz06knOCJxU8A8HrH1wmrEaZzRPYjhUVpVa0KrS//kneyXS2FzrJnh/z2W4m6Q9YeWkurb1oRFR+Fl7sX3979LbMHzKaSpZKdAxVClCVN03hs0WOcSz9H65qtebHDi3qHZFdSWNhD3t1OhcjWpg3UqQMXL0JUVJEflqVl8c6ad+gc2ZljKcdoUrUJ/z78L4/e9Kh0fQhhADO3z+T3Pb/j4eZBZL9IPMweeodkV1JY2EPecRayjbrIZjLltloUsTvk1IVT3DXzLl5d+SpZWhYPtnyQzY9upmX1lg4MVAhRVo4lH+OpP58CYELnCTSv1lzniOxPCgt7uO028PJSYyx27tQ7GuFMsguL33+H1NRr3nXFgRW0+rYVy/Yvw9vdm6n3TCWyXyQVPSuWQaBCCEfTNI1HFz1KUnoSN9e6medve17vkBxCCgt78PKC2y/vHinTTkVeN9+s1jpJTcX055+F3sWWZWPCqgl0m96NkxdO0iywGZse2cTIG0dK14cQBhIZE8nivYvxNHsS2S8Sdzd3vUNyCEMUFppmIylpHQBJSevQNB12G3XwtFOnyNGBDJtfnu6QU5//AEBUVCyZmSq/Eykn6D6jOxNXT0RDY1SrUWx6ZBOh1UJ1C7mkDHsNL5P8XJ+eOR5NPsrYP8cC8FaXt2gW2Mzur+Es17BUhcV7772HyWRi3Lhxdgqn+BIS5rNhQz127OgNwI4dvdmwoR4JCfPLNpDswmLVKrh0ya5P7TQ5OojR8/vNcgMA/n//jTk9nSFDWhAUdIpnv/qMVt+2YuXBlfh4+DC933R+6PsDFTwq6Bxx8Rn9Gkp+rk/PHDVN4+HfHibZmsytQbfyTLtn7P4aznQNS1xYbNq0ie+++46WLfUbVJaQMJ+4uIFYrUfznbdajxEXN7Bs/0FbtoTAQDUD4N9/7fa0TpWjAxg9v4iIDfR9azj7qY8PqVTfsgXNlMnp5l/y0elxnL54mhbVWrD50c08GPag3uGWiNGvoeTn2vmB/jn+sO0HluxbgsVsYVq/aZjdzHZ9fr3zK6hEhcWFCxe4//77mTJlCpUrV7Z3TEWiaTbi48cChc3CUOfi48eVXVOQm5taLAvs1h3idDnamdHzy8y08eKLdQATP6O6QwLWruDS0B7Q8V0waXjFPcDfI9ZzQ8AN+gZbQka/hpKfa+cH+ud4+Pxhxi8ZD8A7d7xj9//reudXmBKNHBkzZgy9e/emW7duvP3229e8r9VqxWq15vycnJwMQEZGBhkZGSV5eUD1H6WnnwG8AdC0/F8B0tMTSUxcg79/hxK/TnGY7rgD9zlzyFq6FNtrpd/21hlztCej5xcVFUtKSgu8vW38ltWfF63vU33LFgYHQbRbBQ5s/hrTf0NZuSyWnj1b6B1uiRj9Gkp+rp0f6JujpmmM+nUUKZdSaFe7HWNuGlOqz73ClGV+RY3dpGnFW3hhzpw5vPPOO2zatAkvLy86d+5Mq1atmDx5cqH3nzBhAhMnTrzi/KxZs6hQwfX6kq/FOyGBHo88gubmxuLp08msKNMEBWRqmcw8PoP3X1tI47O5522eniTXrcv5evVIrl+f8/Xrk1yvHpne3ld/MiGEy1iSuISvj36Np8mTT5p8QpBXkN4hlUpqairDhg3j/PnzVKp09RWAi1VYHDlyhJtvvpmlS5cSFqbWNb9eYVFYi0VwcDCJiYnXDOx6kpLW5QxSAVWdpaRMxdd3FCZT7vLJzZv/UaaVtntoKKa9e8n85Re0vn1L9VzOmqO9GD2/qKhYBj/iR0bfB8gK2kCrE/D2zjoE/FOD0Mw4KnKx0MdpDRuitWyJFhamjpYtoXZtNcPEyRj9Gkp+iqvmB/rleDDpIK2/b82FSxf4X7f/8VSbp+z23HmVZX7JyckEBARct7AoVlfIli1bOH36NDfddFPOOZvNxpo1a/jiiy+wWq2YzfkHpVgsFiwWyxXP5eHhgYdHyZcxDQjoiJdXVazWY+TtWzKZ0i7/Y5qwWGoTENARk8m+A2WuqUcP2LsX95UrYeDAUj2V0+ZoJ0bPzxZymEujRqJ5JUG6Hzs3fEvmRC+6DO1FeqaZhuylY6VVTBlzCLft2yEmBo4exbRvH6Z9+2DBgtwnq1IFWrWCsDD1tVUruOEG8NR3N0SjX0PJz7XzA31yzNKyGB01mguXLnB7ndt5uv3TuJkcs7pDWeZX1M/sYmXatWtXYmNjiY6Ozjluvvlm7r//fqKjo68oKhzJZDITEvJp9k8FbwUgJGRy2f9nsON6Fk6bo50YNb9Ltks8/efT9P/lXlVUHLsFvt2MeU//nPtoQDyN6DA5DLd334VFi+DIEUhIUIusffQRPPggtGgB7u5w9iysWAGffALh4arAqFgRbrwRRo6EyZPVVOdz58o0V6New2ySn2vnB/rk+M3mb1hxYAUVPCowte9UhxUV4JzXsFgtFr6+vjRvnn9dcx8fH6pWrXrF+bIQGNif0NC5xMePvTx4RbFYahMSMpnAwP7XeLSDdO4MZjPs3QuHDkHduqV6OqfM0Y6Mlt+Bcwe4b+59bDq+CYBxt46j2fH+vLqwAinpuferVu0EkyYdYeTItvmfICBAzS7KnmEEYLWqpeKjo9URE6O+nj+fey6vunXzt2yEhUH9+g7rSjHaNSxI8nPt/KBsc9x/bj/PLXsOgEldJxFSJcRuz301znYNiz14s6DrjbEoKDk5GT8/v+v20RSHptlITFzD+vXJtG9fSf9mu/bt4Z9/4Pvv4aGH7PKUTpejnRkhv/m75jNq4SjOW89T2asy0/pN454m9wBq6unixTFo2hFMpmB69QrD3b0U+WmaKlyzi4zsguPAgcLvX6mSKjDyFhyhoWo5ejsxwjW8FsnP9Tk6xywtiy6RXVhzaA2d6nZiRfgKh7ZWFOTo/Ir6+V3qhcpXrVpV2qcoNZPJfHlQymL8/Tvo/5+he3dVWCxbZrfCwulytDNXzi89M53nlj7HF5u+AKBt7bbMGTCHuv65rVXu7mZ69mzB4sVH6NmzRemKClCtD/XqqSPvIOGkJNi+PX/Lxo4dkJwMa9eqI5vZrMZpFBy7ERhYwpBc9xoWheTn+hyd45cbv2TNoTX4ePg4vAukMM5yDY25A4reuneHN9+Ev/6CrCy1eJYwpPiz8Qz+ZTDbTm4D4Pn2z/P2HW/jYS75wORS8feHjh3VkS0jA3bvvrIrJTER4uLU8eOPufevVevKrpSQEFWICCEKFX82nheWvwDAh90/pEHlBjpHpB8pLBzh1lvVwLrERPVL/MYb9Y5IOMBPO37ikd8fIeVSClW9qzL93un0atRL77Cu5OEBzZur44EH1DlNg+PHr+xK2btXnT9+HKKicp+jQgW1bH3egqNFC/DxKft8hHAytiwbI34dQVpmGl3rd+Wxmx/TOyRdSWHhCB4eahDnokWqO0QKC0NJy0jj6SVP8+2WbwHoUKcDswfMpnal2jpHVgwmEwQFqaNXnmLowgWIjc3fsrF9O6SmwoYN6sj7HI0a5W/ZCA1VRYsQ5chn/37G30f+pqJnRX6454cy7wJxNlJYOEr37rmFxfPP6x2NsJPdibsZPHcw209tx4SJl29/mQmdJ+DuZpD/ShUrQrt26shms0F8/JVdKSdOwJ496vj5ZwA8gLv8/DDffLMqqLMLjiZNVMEthMHsTtzNyyteBuCjHh/lG1tVXhnkt6ET6tZNfV27FtLSQJZpdnkzt89k9KLRXMy4SGCFQH7s/yPdG3bXOyzHM5tVYdCkCdx3X+75U6dUkZGnO0XbvRvL+fNqfNFff+Xe12JRXTF5u1JatgQ/vzJORgj7sWXZGLlwJOmZ6XRv0J1HWj+id0hOQQoLR2naVA2CO34c/v47t9AQLic1I5UnFz/J1OipAHSp14Uf+/9ITd+aOkems+rV1UqzPXrknMpMTmb9lCncVrEi7jt25LZwpKTAli3qyKt+/fxdKa1aQZ06Trl8uRAFfbLhE/45+g+VLJX44Z4fMMn7FpDCwnFMJtUdEhmpukOksHBJcafjGDx3MDsTdmLCxOudXue1jq9hdpMZEoXy9iYpJAStV6/cro+sLDh48MqulMOH1bobBw7kX77c3//KWSnNmqlWDyGcxK6EXby64lUAPu7xMcF+wTpH5DyksHCkvIXF++/rHY0oBk3TmBY9jTGLx5CWmUaNijX4sf+P3FH/Dr1Dcz1ubtCggTr651kB8OzZ3DU3so+dO9VaHKtXqyObu7sqLvK2bISFQdWqZZmJEABkZmUyYuEIrDYrd4XcxagbR+kdklORwsKRspdl3rZNTT0NCNA3HlEkFy5d4PE/HmfG9hkAdG/QnRn3zqB6xeo6R2YwVaqo2VOdO+eeu3QJdu3K37IRHa32QNm+XR151a59ZVdKgwaydoxwqI/Wf8TGYxvxs/gxpc8U6QIpQAoLR6pRQ831j41VA9nyDnwTTmn7qe0M/mUwu8/sxs3kxpud3+Sl218q99PHyoynZ+7S49k0DY4ezd+yERMD+/ap80ePqhlY2SpWVAND8xYczZurtTiEKKW403G8vup1AD6961PXmmZeRqSwcLTu3VVhsWyZFBZOTNM0pmydwtg/x5KemU6QbxCzB8zm9rq36x2aMJkgOFgdffrknk9OVi0YeVs2duxQa3GsX6+ObG5ualZLweXLq0srlCi6DFsG4b+Gc8l2id6NejM8bLjeITklKSwcrVs3+PhjVVhomox2d0LJ1mQeW/QYc3bMAaBnSE+m3zudgArSdeXUKlWCDh3UkS0zU62rkbdlY9s2tR39rl3qmD079/7Vq1/ZldK4sSxfLgr1wd8fsOXEFvy9/Pmuz3fSBXIVUlg4WseOqnn38GG1yFCjRnpHJPLYdmIbg+cOJv5sPGaTmfe6vscz7Z+Rrg9XlT3Is1kzGDZMndM0OHnyyuXLd+9Wa3EsWaKObN7equsku+DIXr7c17fM0xHOI/ZULBNXTwTg856fU8u3ls4ROS8pLBzNx0dto75qlWq1kMLCKWiaxlebvmL80vFcsl0iuFIwPw38iXbB7a7/YOFaTCaoWVMdd92Ve/7iRdV1krfg2L5dnd+0SR15hYRgbtmSxl5emDQNbr5ZLYkuf7UaXnYXSEZWBn2b9OX+FvfrHZJTk8KiLHTvnltYPP643tGUe0npSTzy+yPM3TkXgHua3ENE3wiqeFfROTJRpnx81IaBt96aey4rSw0KLTgr5dgxiI/HLT6epgCzZqn7V6lyZVdK06ayfLnBvLfuPbad3EYV7yp8c/c30gVyHVJYlIVu3eCVV2DlStUH7C7/7HrZdGwT9829jwNJB/Bw8+D9bu8zru04+UUhFDc31arYqBEMGpR7/vJOxbYtWzi+eDG1z5zBtGuXWotjxQp1ZPP0zF1zI2/R4e9ftrkIu4g+Gc1ba94C4IueX1CjYg2dI3J+8glXFm66CSpXVnPxN2+Gtm31jqjc0TSNT//9lOeXPU9GVgb1/Ovx08CfaBPURu/QhCsICICuXcnq2JGtTZpQo1cvPGw2taBX3paN6Gg1WyX7+7zq1r1yVkq9etKV4sQu2S4x4tcRZGZl0r9pf4Y0H6J3SC5BCouyYDbDHXfAvHmqO0QKizJ1Nu0soxaOYuHuhQD0b9qfH+75AX8vf30DE67Nywtat1ZHNk2DQ4euXL784EF1/tAhWLgw9/6VKl25fHloqHpuobt31rxDzKkYAioE8HXvr6Vls4iksCgr3bqpwmL5cnjtNb2jKTc2HN3AfXPv4/D5w3iaPfmox0eMuWWM/IIQjmEyqVaIevWgX7/c80lJ+Zcvj4lRA0eTk9UOyGvX5t7XbFbjNAoWHIGBZZeHYOuJrbyz9h0Avuz1JdV8qukckeuQwqKsdL+8vfY//6gFfCpW1Dceg8vSsvho/Ue8vOJlMrMyaVi5IT8P+pnWNVtf/8FC2Ju/v5p63rFj7rmMDPjvvyu7Us6cUUXHjh3w44+5969V68qulIYNZc0NB7BmWgn/NRybZmNQs0EMDh2sd0guRQqLstKwodoi+sABtblS7956R2RYiamJhP8azuK9iwG4L/Q+vuvzHZUslXSOTIg8PDzU+hgtWsADD6hzmgbHj1/ZlRIfr84fPw6LF+c+R4UKVy5f3qKFmvEiSuzN1W+y4/QOAisE8mWvL/UOx+VIYVGWunWDKVPUOAspLBxi7aG1DJ03lGMpx7CYLXzW8zMeaf2IdH0I12AyqbUxgoLy/464cEFtDZC3ZSM2FlJTYcMGdeR9jsaNr+xKqVlTBooWwaZjm3j/b7Ub9de9vybQR7qgiksKi7LUvbsqLJYv1zsSw8nSspi0bhKvr3wdm2ajcdXG/DLoF1pWb6l3aEKUXsWK0K6dOrLZbLB375Vrbpw8qVYV3b0bfv459/6BgVd2pTRpItPf80jPTGfEwhHYNBtDmw9lQLMBeofkkuQdVZbuuEP9xRAXp5o0a8mSsPZw+uJpHlzwIEv3LQXggZYP8HXvr6noKeNYhIGZzXDDDeoYkmca5KlTuYVG9tf//lP7pSxbpo5sFkvu8uVhYZiaN8f94sUyTsR5TFg1gZ0JO6nuU53Pe36udzguSwqLslS1qlrTYvNm1WoxXHbGK61VB1cxbN4wTlw4gbe7N1/0+oKRrUZK14cov6pXhx491JEtLa3w5ctTUmDLFnWgPhB6A9prr13ZlVKnjqG7UjYc3cCH6z8E4Nu7v6Vqhao6R+S6pLAoa926SWFhB7YsG2+veZs317xJlpZFs8Bm/DzwZ0KrheodmhDOx9sbbrlFHdmystRg8jwtG1p0NKYjRzDt3w/798OCBbn39/e/siulWTO10qiLS8tIY+TCkWRpWTzQ8gH63tBX75BcmhQWZa17d5g0SRUWso16iZy8cJL759/PigNqGeWRrUbyec/P8fGUkfBCFJmbm5qt1rAhDFBjCTIzMlj200/0qF4d97wtHHFxai2OVavUkc3DQ625kbdlIyxMtc66kNdXvs5/if9Rs2JNPr3rU73DcXlSWJS19u3VXw8nTqj/rM2b6x2RS1m+fzn3z7+f0xdP4+Phw9e9v+bBsAf1DksIw8jw9UXr3Dl37R0AqxV27bpy6/lz51SXyvbtMH167v2Dg6/sSmnQQBUzTmb9kfV89M9HAHzX5zvZjNAOpLAoa15ecPvtsHSparWQwqJIMrMymbBqAu+ufRcNjRbVWvDzoJ+5IeAGvUMTwvgsltwiITxcndM0OHLkylkp+/er80eOwKJFuc9RsWJui0b2czVvrv7Q0klqRiojfh2BhkZ4WDh3N75bt1iMRAoLPXTvrgqLZctg3Di9o3F6x5KPMWz+MNYcWgPAo60fZfJdk/H20O8XkhDlnsmkBnTWqQP33JN7Pjn5yuXLY2PVWhx//62ObG5uasprwa3nq1cvkxReXfEqe8/upZZvLSbfNblMXrM8MERhoWk2kpLWAZCUtI6AgI6YTE68zG12E+Pq1XDpUpEGP7lcjsV0tfz+jP+TBxc8SGJqIhU9KzKlzxSX3GHQ6NcPjJ+j5FdElSpBhw7qyJaZqdbVKLh8eUKC6mLZtQtmz869f40aV3alNG5c6uXLMzNtREXFAvC/X6Yzee9kAL7v870hNiV0lveoSdM0rah3/vrrr/n66685ePAgAKGhobz++uv07NmzyC+YnJyMn58f58+fp1Kl0i+xnJAwn/j4saSnnyE5eTaVKg3Fy6sqISGfEhjYv9TP7xBZWWoVvNOn1UCoTp2ueXeXzLEYCsvP3bMKv5y5hc+3/QrAjTVu5KeBP9GoaiN9gy0Bo18/MH6Okp8DaJpazKtgV8qePeq2gry91XLleVs2WrYs8r5LEREbePHFOqSkBBIxcz5D17yCVnkfHXzuZu2zv9svL52UxTUs6ud3sVosateuzaRJkwgJCQEgMjKSvn37sm3bNkJDy36aX0LCfOLiBgIakNssbrUeIy5uIKGhc53zP72bG3Ttqir05cuvWVi4bI5FVFh+p9KzeDv6GHHJxwAYc8sY/tfjf3i5u95W0ka/fmD8HCU/B+VnMqk/sGrWhLx/nF68qNbcyNuVEhOjli/fuFEdeZ+jYcMru1KCgvLNuIuI2MCoUW0A8Pa2MePEDLTK++B8bda9N52IqhsYObKt/XMsI872Hi3WEN0+ffrQq1cvGjduTOPGjXnnnXeoWLEiG/KuU19GNM1GfPxY1D/kFbcCEB8/Dk2zlWlcRZbdHZJ3FbwCXD7H6ygsv43nN/LoVitxyeBjhrdbVuXznp+6ZFFh9OsHxs9R8tMhPx8fuPVWeOwx+PprWL9ejdvIXqL85ZehVy9VPGia2qBt7lx49VXo00fNSAkMVH+8PfMMtmmRTH/2Au5kAG7YgtfwR+If6rV++wGsfrz4YjCZmXIN7aXEYyxsNhu//PILFy9epF3e9esLsFqtWK3WnJ+Tk5MByMjIICMjo6QvT1LSOtLTz5BdnWla/q8A6emJJCauwd+/Q2FPoa9OnfAAtE2byDx9GipXvuIuLp/jdeTNLyNLY8oBjbnH3gWgSUUTrzX1pJZ3qiHyA+NdPzB+jpKfE+VXv746+vXLPZeQgGn7dkwxMTlf+e8/TGfOwIoVsGIFZmAlYMWTnW43EOO+n7Vb4UePUbgd7wLeNlJSqrF4cQw9e7bQKbmSK8trWNTP7GKNsQCIjY2lXbt2pKenU7FiRWbNmkWvXr2uev8JEyYwceLEK87PmjWLChUqFOelDeeOMWPwPXaMjS++yIm2rtsMV1qnrKf436H/sTd1LwB9AvswvOZwPNw8dI5MCOFq3C5dwvfIEfwOHMDvwAEqHTyI34EDeKSm5txnbQMPjn4YSQVz+f4MKq7U1FSGDRt23TEWxS4sLl26xOHDh0lKSmLevHl8//33rF69mmbNmhV6/8JaLIKDg0lMTCzV4M2kpHXs2JG7rbCmeZOSMhVf31GYTGk555s3/0P/Svsq3MaNw/zVV9gee4ysz6/c8MYIOV5LUtI6vlp1Fx/uvsRFG1R0N/Fk8It0q/2tYfIz8vUD4+co+Smumh9AVFQsQ+5rTnCt2TS9ZQStTsKNjfsxat6PpKXl/vEyZ06sy7ZYlNU1TE5OJiAgwL6DNwE8PT1zBm/efPPNbNq0iU8//ZRvv/220PtbLBYsFssV5z08PPDwKPlfpAEBHfHyqorVeoy8fUsmU9rlf0wTFktt554Sdued8NVXmP/6C3Mh/xaGyPEqrJlWJm6ax5c7LwHQzBdebepJhUu3YjJNdvn8wNjXL5vRc5T8XDs/gF69wvCpuo8997zBHn9YlPYY83r3JG2mx+XCIotq1U7Qq1cY7u6ul2NZXsOifmaXen1VTdPytUiUFZPJTEhI9pruBffbUD+HhEx27v8MnTurednx8XB5Cm9ehsixEPFn42k/tT1fbvoSgPtqw6etoIZX3rej6+aXzajXLy+j5yj5uXZ+AO7uZpo//QL4H4Jz9fBY9V6eW7MAmDTpiEsWFeCc17BYhcXLL7/M2rVrOXjwILGxsbzyyiusWrWK+++/31HxXVNgYH9CQ+disQTlO2+x1HaNKWCVKqnRz6CmnRbC5XMs4Oe4n2n9bWu2nthKVe+qLBq6iM/vmYePd+1893PV/Aoy2vUrjNFzlPxcO7+l+5ay6sKvAPiv/hBTRu66F9WqnWDq1I0uPdUUnO8aFmuMxUMPPcRff/3FiRMn8PPzo2XLlrzwwgt0z7tZzXXYe4EsUNNtEhPXsH59Mu3bV3KtZrsJE2DiRBg8GH766ap3c+kcUdsSj18ynm+2fANAhzodmD1gNrUrqYLC1fO7HqPnB8bPUfJzPefTz9Pi6xYcST7CE7c8wSc9JrN4cQyadgSTKdhluz+uxtHXsKif38Vqsfjhhx84ePAgVquV06dPs3z58mIVFY5iMplzBqX4+3dwrf8M2f9+f/2lVuS8ClfOcXfibtr+0JZvtnyDCRMvd3iZleErc4oKcO38isLo+YHxc5T8XM8zS5/hSPIRGlRuwKRuk3B3N+cM0OzZs4WhigpwnmtoiL1CXFqbNuDrC2fOqFXmWrfWOyK7+nH7jzy26DEuZlwksEIgM/vPpEfDHnqHJYQwuD/j/+SHbT9gwsS0vtPw8fTRO6Ryo9SDN0UpeXioQZxwzVU4XU1qRioP//YwDyx4gIsZF+lcrzPRo6OlqBBCOFxSehIP//YwAGNvHcvtdW/XOaLyRQoLZ1CE5b1dyc6EnbSZ0ibnr4U3Or3B8geXU8u3lt6hCSHKgaeXPM2xlGM0qtKId7q+o3c45Y50hTiD7MJi3TpIS1O7+LmoadHTGLN4DKkZqdSoWIMf+//IHfXv0DssIUQ5sWjPIqZFT8OEiYi+EVTwkNU1y5q0WDiDJk3UhjpWqyouXNCFSxcI/zWckQtHkpqRSrcG3Yh+LFqKCiFEmTmXdo5Hf38UgPHtxnNbndt0jqh8ksLCGZhMLt0dEnsqllum3ML0mOm4mdx4u8vbLHlgCdUrVtc7NCFEOTL2z7GcuHCCJlWb8FaXt/QOp9ySwsJZuGBhoWkaU7ZMoc33bfgv8T9q+dZiZfhKXun4Cm4meWsJIcrOwv8WMmP7DNxMbkzrNw1vD9ftUnZ1MsbCWXTtqr5GR0NCAgQG6hrO9aRYU3hs0WPM3jEbgLtC7mJ6v+kE+jh33EII4zmTeobHFj0GwLPtnqVtbddeSdPVyZ+VzqJ6dWjZUn3/11/6xnId205so/V3rZm9YzZmk5n3u73PH8P+kKJCCKGLJ6Oe5NTFUzQNaMrELhP1Dqfck8LCmTh5d4imaXy16Sva/dCO+LPxBFcKZs3INTx/2/PS9SGE0MX8XfNz/siJ7BeJl7uX3iGVe/Jp4Ey6dVNfly2Dom/hUibOp59n8NzBjFk8BqvNSp/Gfdj22DbaB7fXOzQhRDmVcDGB0YtGA/DCbS9wS9AtOkckQAoL59KxI3h6wpEjsHev3tHk2Hx8M62/a83cnXNxd3Pn4x4fs3DIQqpWqKp3aEKIcuyJqCdISE2gebXmvN7pdb3DEZdJYeFMKlSA2y7Pu3aC7hBN0/h0w6e0/6E9+8/tp55/Pf4e9TdPt3sak8mkd3hCiHLs57if+TnuZ8wmM9P6TsPibtE7JHGZFBbOxknGWZxLO0f/n/szbsk4MrIy6N+0P9se20aboDa6xiWEEKcvnmbM4jEAvHz7y9xU6yadIxJ5SWHhbLLHWaxcCZmZuoTw79F/ufHbG/n1v1/xNHvyec/PmTtoLv5e/rrEI4QQ2TRN4/E/HicxNZGW1VvyasdX9Q5JFCCFhbNp3RoqV4bkZNi0qUxfOkvL4qP1H9EhogOHzh+iYeWGrB+1nifaPCFdH0IIp/BT3E/M2zUPdzd3IvtF4mn21DskUYAUFs7GbM5dLKsMu0POpJ7hntn38OyyZ8nMymRw6GC2PrZVmhiFEE7j5IWTOV0gr97+Kq1qtNI3IFEoKSycUd5pp2Vg3eF1tPq2FX/s/QOL2cI3vb9hzoA5VLJUKpPXF0KI69E0jdGLRnM27SytarTi5dtf1jskcRWypLczyh7AuWEDpKSAr69DXiZLy+L9de/z2srXsGk2GldtzM8DfyasRphDXk8IIUrqx9gfWbh7IR5uHkT2i8TD7KF3SOIqpMXCGTVooI7MTFi92iEvcfriaXr92IuXV7yMTbNxf4v72fzIZikqhBBO53jKcZ6KegqANzq9QcvqLXWOSFyLFBbOyoHTTlcfXE2rb1qxZN8SvN29+eGeH5hx7wx8LY5pGRFCiJLSNI3HFj3GufRz3FTzJl7o8ILeIYnrkMLCWWWPs1i+3G5Pacuy8ebqN7lj+h2cuHCCpgFN2fjIRkbdOEpmfQghnNL0mOks2rMIT7Mnkf0icXeTHnxnJ1fIWd1xB5hMsHMnHDsGQUGlerqTF07ywPwH+OuA2jl1ZKuRfN7zc3w8fewRrRBC2N2x5GOM/XMsABM7TyS0WqjOEYmikBYLZ1WlCtx8s/q+lK0Wf+3/i1bftOKvA39RwaMC0/tNZ2rfqVJUCCGclqZpPPL7I5y3nqdNUBuebf+s3iGJIpLCwpmVctppZlYmr698ne4zunPq4ilaVGvBlke38GDYg3YMUggh7C8iOoKo+CgsZgvT+k6TLhAXIoWFM8sewLl8ebG3UT+ecpyu07vy1pq30NB4pPUj/Pvwv9wQcIMDAhVCCPs5fP4wTy95GoC3urxF08CmOkckikNKQGfWvr3a8fTUKdixA24oWlHwZ/yfPLjgQRJTE6noWZHv7v6OoS2GOjhYIYQoPU3TePi3h0m2JtO2dlvGtxuvd0iimKTFwplZLNCxo/q+CN0hmVmZvLT8JXr+2JPE1ERa1WjF1ke3SlEhhHAZU7ZOYdn+ZXi5ezGt7zTMbma9QxLFJIWFsyvitNMj54/QeVpnJv09CYDHb36cfx76h0ZVGzk6QiGEsItDSYd4ZukzALx7x7s0CWiic0SiJKQrxNllj7NYvRqs1kLvsmjPIsJ/Deds2lkqWSrxwz0/MLDZwDIMUgghSidLy2LUb6O4cOkCHep04Klbn9I7JFFChmix0DQbSUnrAEhKWoem2XSOyI5atIBq1SA1lY2fzgIgKiqWzEwbl2yXeGbJM/SZ3YezaWe5udbNbHtsm0sWFYa+hhg/PzB+jpKfY327+VtWHFiBt7s3EX0jHNIFoneOjuYs+RWrsHjvvfe45ZZb8PX1pVq1avTr14/du3c7KrYiSUiYz4YN9dixozcAO3b0ZsOGeiQkzNc1LrsxmdjXoBUAf0/YD8CQIS2occNmmn7Qmo83fAzAuFvHsW7kOhpUbqBXpCVm9Gto9PzA+DlKfo514NwBnlv2HACTuk0ipEqI3V9D7xwdzZnyK1ZhsXr1asaMGcOGDRtYtmwZmZmZ9OjRg4sXLzoqvmtKSJhPXNxArNaj+c5brceIixtoiDdMRMQG3tpwHwBdbCsAsDVayJmBd7H/UhwVTL78et+vfHLXJ1jcLXqGWiJGv4ZGzw+Mn6Pk59j8srtALmZcpGPdjjzR5gm7v4beOTqas+VXrMLizz//ZMSIEYSGhhIWFkZERASHDx9my5YtjorvqjTNRnz8WKCw9R3Uufj4cS7d1JWZaePFF+uwDDXOorW2hdl7vuJS/0HgnQRH2uIduYzeIXfrG2gJGf0aGj0/MH6Okp/j8/tq01esOrgKHw8fIvpG4Gaybw+9M+ToSM6YX6kGb54/fx6AKlWqXPU+VqsVa55Bh8nJyQBkZGSQkZFR4tdOSlpHevoZwBsATcv/FSA9PZHExDX4+3co8evoKSoqlpSUFuANuzIa0jRzH+3mLSUpBPYfHcWxTZNJ1bxYvDiGnj1b6B1usRn9Gho9PzB+jpKfY/OLPxvPC8vVbqXv3fEewRWDS/W5UBi9c3S0ssyvqNfGpGnFXNLxMk3T6Nu3L+fOnWPt2rVXvd+ECROYOHHiFednzZpFhQoVSvLS5dLFjx9l2JrT+c7Z3N1JrVGDC0FBXKhVK+e4GBSE1c9PbWImhBBOKEvL4pX4V9h1cRctKrZgYsOJdm+tEPaVmprKsGHDOH/+PJUqVbrq/UpcWIwZM4Y//viDdevWUbt27aver7AWi+DgYBITE68Z2PUkJa3LGaQCqjpLSZmKr+8oTKa0nPPNm//hklUoqBaLIUNUS0RlnxjG1BzKUO9KpG9Jo75tP14UPv0UQPPzQ2vUCBo1Qss+GjeGkBDw9S2rFK7J6NfQ6PmB8XOU/BRH5PfZxs94dvmzVPSsyNaHt1LPv55dnz+bXEPFHvklJycTEBBw3cKiRF0hTz75JL/99htr1qy5ZlEBYLFYsFiuHFTo4eGBh4dHSV4egICAjnh5VcVqPUbeviWTKe3yP6YJi6U2AQEdMZlcc+W2Xr3C8PU9xenTNUhLu5m3L+4kdPZihg7thTXNjWAO0cZvA7MnJmLeFw979sDu3XDoEKbz5zFt3gybN1/5xDVrQpMm0Lhx/qN+ffD0LLP8jH4NjZ4fGD9Hyc8x+e05s4fXVr0GwP+6/49GgY5byE+uof3yK+pndrEKC03TePLJJ1mwYAGrVq2ifv36JQrOHkwmMyEhnxIXNxAo2OSvfg4JmeySb5Rs7u5mJk06zKhRNYCsfLdlYeIQ9Xjjk9OYRw7L/8D0dNi3TxUa2cfu3eprQgKcOKGOVavyP85sVsVFYUVHUJDdu1aMfg2Nnh8YP0fJz/752bJsjFw4krTMNLo16MajNz1qt+cujFzDss+vWIXFmDFjmDVrFgsXLsTX15eTJ08C4Ofnh7e393UebX+Bgf0JDZ1LfPzYy4NXFIulNiEhkwkM7F/mMdnbyJFtgQ28+GIdUlICc85Xq3aCSZOOXL69AC8vCA1VR0HnzsHevVcWHHv2QGoqxMer448/8j+uQoUri43so3LlEudn9Gto9PzA+DlKfvbNb/KGyaw/sh5fT19+uOcHTGUwFkyuYdnmV6wxFld7A0RERDBixIgiPUdycjJ+fn7X7aMpDk2zkZi4hvXrk2nfvpLLNmldS2amjcWLY9C0I5hMwfTqFYa7ux1z1DQ4frzwVo79+8F2jalKAQGFt3KEhKgip0gvb+xraPT8wPg5Sn6l91/if7T6phVWm5UpfabwcOuH7fr81yPXsHSK+vld7K4QZ2QymS8PSlmMv38HQ71Rsrm7m+nZswWLFx+hZ88W9i0qQHVzBAWpo0uX/LdlZMCBA4UXHcePQ2KiOv7++8rnrFu38FaOOnVU10vOXY19DY2eHxg/R8mvdGxZNkb8OgKrzcqdDe/koRsfsuvzF4Vcw7Ihm5CJ6/PwyC0ICrpwIX/XSnbRsXs3JCfDwYPqWLo0/+MsFtWikafYMDVogGdSkmo9EUIYykf/fMS/x/7Fz+LH9/d8XyZdIEIfUliI0qlYEW68UR15aZoaKFpYK0d8vNqpNS5OHZe5Az0Bbdy4wls5GjVSryeEcCk7E3by2ko1C2TyXZOpXenaswmFa5PCQjiGyaR2Za1WDToUmDtts8Hhw1cUHdqePXD4MKakJNi4UR0FBQUVXnTUr69aVoQQTiUzK5PwX8O5ZLtE70a9CQ8L1zsk4WBSWIiylz2ttX59uPPOnNOZGRn8uWABdzVqhEf2mI68s1YSE+HYMXWsXJn/Od3doUGDwouOWrVkFVIhdPLB3x+w+fhm/L38+fbub6ULpByQwkI4lSyLBZo3v7JrBeDs2atPlU1Ly/2+IB+fq0+V9fd3eE5ClFexp2KZsGoCAJ/d9RlBlYL0DUiUCSkshOuoUgVuvVUdeWVlXX2q7IEDcPEibNumjoKqVSu84AgJUQNMhRAlkmHLYMTCEWRkZXBPk3t4oOUDeockyogUFsL1ublB7drquOOO/LddupR/qmzeVo4TJ+D0aXWsW5f/cSYT1Kt3ZcHRpAkEB6vXFEJc1aR1k9h6YiuVvSrzTe9vpAukHJHCQhibp6cqBpo0ufK2lJSrd60kJ6uC5MABWLIk/+MsFjVDpbCio2pVGc8hyr3ok9G8ueZNAL7o9QU1fWvqHJEoS1JYiPLL1xdat1ZHXpqmWjGuNVV2xw51FFS58tWnypbhBm9C6OWS7RIjfh1BZlYm995wL0ObD9U7JFHGpLAQoiCTCapXV8ftt+e/LTMz/1TZvK0chw+rvVj+/VcdBbjXrk37ypVxW7wYbrght5WjXj01q0UIA3h37bvEnIqhqndVvu79tXSBlEPy20yI4sie1tqgAdx1V/7bUlPz7yqbt+g4cwbT0aMEHj0KsbFXPmfDhld2qzRuDDVqSNeKcBlbT2zlnbXvAPBV76+oXrG6zhEJPUhhIYS9VKgALVqoo6AzZ8jctYvtc+cS5u2NOT5eFRx796qpstnLoBdUsWLhYzkaNQI/P8fnJEQRWTOtOV0gA5sNZHDoYL1DEjqRwkKIslC1Ktqtt3LkzBla9OqFOXuV0KwsteBXYa0cBw6ovVi2blVHQdWrF97K0aCBTJUVZe6tNW8RezqWwAqBfNXrK73DETqSwkIIPbm5qemrwcHQtWv+2y5dUlvWF1Z0nDwJp06pY+3aK5+z4FTZ7KKjdm2ZKivsbvPxzUxaNwmAr3t/TaBPoM4RCT1JYSGEs/L0VIM8b7jhytuSk3OnyuYtOPbsUdNo9+9Xx59/5n+cl1f+qbLZBUfjxmqqrBDFZM20Ev5rODbNxpDmQxjQbIDeIQmdSWEhhCuqVAluukkdeWmaasUorJVj3z5IT1eDRwsOIAW1smlhrRwhIWr8iBCFmLBqAjsTdlLNpxqf9/xc73CEE5DCQggjMZnUTJIaNaBjx/y3ZWbCoUOFFx1Hjqi9WDZsUEdBwcGFt3LUrStTZcuxf4/+ywfrPwDgm97fEFAhQOeIhDOQ3whClBfZ01obNoSePfPflpqqFv8qWHDs3q3W5jhyRB1//ZX/cR4e+abKmkJCqHrmjFp0rHZtmSprYOmZ6YxYOIIsLYv7W9zPvU3v1Tsk4SSksBBCqK6Oli3VUdCZM4W3cuzdq7pW/vtPHahfKB0AXnlFrWxaWCtHo0aqK0e4tNdXvs5/if9Ro2INPuv5md7hCCcihYUQ4tqqVoV27dSRV1YWHD2ar+jI2r2btOhoKiQkYEpJgS1b1FFQjRqFFx0NGsjS5y5g/ZH1/G/9/wD47u7vqOJdReeIhDORwkIIUTJublCnjjq6dQPAlpHB8sWL6dW1Kx5HjhQ+a+XUKTVd9uRJWLPmyuesX//KgqNxYwgKkqmyTiA1I5URv45AQ2N42HD6NOmjd0jCyUhhIYSwP4sFmjZVR0Hnz199quyFC2r2yr59EBWV/3He3rlTZQsWHVXkL+ay8uqKV9l7di+1fGsx+c7JeocjnJAUFkKIsuXnBzffrI68NE21YlxtqmxaGmzfro6CqlYtvOAICVEFibCLdYfXMXnDZACm9JlCZe/K+gYknJIUFkII52AyQc2a6ujUKf9tmZlw8GDhrRxHj6oBpv/8o46Cz5k9VbZg0VG3LpjNZZaeq7t46SIjF45EQ2NUq1H0atRL75CEk5LCQgjh/NzdVetDSAj0KvCBdvHi1afKJiWp7ewPH4bly/M/ztNTTZUtWHA0bgzVqslU2QJe/utl4s/GU7tSbT6+82O9wxFOTAoLIYRr8/GBsDB15KVpuVNlC7Zy7N0LVivs2qWOgvz8riw2GjdWe7CUQ6sPruazjWpK6fd9vsfPS3bWFVcnhYUQwphMJggIUEf79vlvy8pSC34VVnQcPKgGmG7apI48PIA7K1fG3LLllS0d9esbcqrshUsXGLlwJACPtH6EO0Pu1Dki4eyksBBClD9ubmqMRd260L17/tvS03N3lS1YdJw+jde5c7B6tTryMptVcVFY10pQkMt2rby4/EUOJB2gjl8d/tfjf3qHI1yAFBZCCJGXlxc0a6aOAjISElgfGcltAQG4593Sfs+e3LEe8fHwxx/5H1ihQuFdK40bQ2XnnVmx4sAKvtz0JQA/3PMDlSyyYqq4PikshBCiqPz9SWrUCK1XL7VPSjZNgxMnCm/l2L9f7cUSHa2OggICCm/lCAlRRY5OUqwpjFo4CoDRN42mW4NuusUiXIshCgtNs5GUtA6ApKR1BAR0xGQy1jQyo+co+bk+o+d4zfxMJqhVSx2dO+d/YEbG1afKHjsGiYnq+Pvv/I8zmVRXTWGtHHXq2H2qbGamjaioWACiomJZxLccOn+Iev71+KD7B3Z9Lb2U6/doGTJpmqYV5wFr1qzhww8/ZMuWLZw4cYIFCxbQr1+/Ij8+OTkZPz8/zp8/TyU7bESUkDCf+PixpKefITl5NpUqDcXLqyohIZ8SGNi/1M/vDIyeo+Tn+oyeo8Pyu3BBdZ0ULDh271YDSK/GYlEtGoUVHYGBxR7PERGxgRdfrENKSiCzZy9m8EueXLpPTetdMXwFXep3KXmOTkLeo6VX1M/vYrdYXLx4kbCwMEaOHMmAAQNKFWRpJSTMJy5uIKABuavrWa3HiIsbSGjoXJd/wxg9R8nPtfMD4+fo0PwqVoRWrdSRl6apVozCWjni49VU2bg4dRTk7194wdGokXq9AiIiNjBqVBsAvL1tpNpSyej5pLrx3zEcrOMN9UuWnrOQ92jZ5lfswqJnz5707NnTEbEUi6bZiI8fi/qHvOJWwER8/DgCAvq6bFOX0XOU/Fw7PzB+jrrlZzKplofAQLjttvy32WxqqmzBgmPPHjh0SC0KtnGjOgoKCspXbNgaNuS7Z6vgTgaZWAAbEcci0CodgbMNYPl7vLglmQcftOHu7nrXD+Q9qkd+Dh9jYbVasVqtOT8nJycDkJGRQUZGRomfNylpHenpZ8iuzjQt/1eA9PREEhPX4O/focSvoyej5yj5uXZ+YPwcnTa/oCB13HFH/vPp6bBvH6Y9ezDt3Ytp7164/NWUkKDGdBw7BitXAmAG/gEycOeAqT77PPzYOXszSaEQs3oKZncvUlK8WLw4hp49W5RdfnbktNfQTsoyv6J+Zhd7jEW+B5tM1x1jMWHCBCZOnHjF+VmzZlGhQoWSvrQQQohi8LhwAZ/jx6l47BgVjx+n4vHj6ufjx3HP88cfwOQHwqg/8Mrf26J8S01NZdiwYdcdY+HwwqKwFovg4GASExNLNXgzKWkdO3b0zvlZ07xJSZmKr+8oTKa0nPPNm//hklUoGD9HyU9x1fzA+DkaPb+oqFiG3NecWhynUdYebqi8jDY3zOSz2LnEpLXJud+cObEu3WJh5GtYlvklJycTEBBg/8GbxWWxWLBYLFec9/DwwCPvPPBiCgjoiJdXVazWY+TtWzKZ0i7/Y5qwWGq79HQio+co+bl2fmD8HI2eX69eYfhWOsW+03XYRz1WJ3eh89MdiBnahrQ0DyCLatVO0KtXmMuOsTD6NSzL/Ir6me1WqlfRkclkJiTk0+yfCt4KQEjIZJd8o2Qzeo6Sn2vnB8bP0ej5ububmTTp8OWfsgrcqn6eNOmIyxYVYPxr6Iz5FbuwuHDhAtHR0URfXkHuwIEDREdHc/jw4Ws/0AECA/sTGjoXiyUo33mLpbbLTx/KZvQcJT/Xzg+Mn6PR8xs5si1Tp26kWrWT+c5Xq3aCqVM3MnJkW50isx+jX0Nny6/YYyxWrVpFly5XLpYSHh7OtGnTrvt4ey+QBWq6TWLiGtavT6Z9+0ou26R1LUbPUfJzfUbP0ej5ZWbaWLw4Bk07gskU7NLdH1dj9Gvo6PyK+vld7BaLzp07o2naFUdRigpHMZnMOYNS/P07GOqNks3oOUp+rs/oORo9P3d3c84AzZ49WxiuqADjX0Nnyc9lx1gIIYQQwvlIYSGEEEIIu5HCQgghhBB2I4WFEEIIIexGCgshhBBC2I0UFkIIIYSwGykshBBCCGE3UlgIIYQQwm6ksBBCCCGE3Th8d9OCslcQT05OtuvzZmRkkJqaSnJycql2TXVmRs9R8nN9Rs9R8nN9Rs/Rkfllf25fbyeQMi8sUlJSAAgODi7rlxZCCCFEKaWkpODn53fV24u9CVlpZWVlcfz4cXx9fTGZCm7xWnLJyckEBwdz5MgRu21u5myMnqPk5/qMnqPk5/qMnqMj89M0jZSUFGrVqoWb29VHUpR5i4Wbmxu1a9d22PNXqlTJkG+WvIyeo+Tn+oyeo+Tn+oyeo6Pyu1ZLRTYZvCmEEEIIu5HCQgghhBB2Y5jCwmKx8MYbb2CxWPQOxWGMnqPk5/qMnqPk5/qMnqMz5FfmgzeFEEIIYVyGabEQQgghhP6ksBBCCCGE3UhhIYQQQgi7kcJCCCGEEHbj8oXFmjVr6NOnD7Vq1cJkMvHrr7/qHZJdvffee9xyyy34+vpSrVo1+vXrx+7du/UOy26+/vprWrZsmbOYS7t27YiKitI7LId57733MJlMjBs3Tu9Q7GbChAmYTKZ8R40aNfQOy+6OHTvGAw88QNWqValQoQKtWrViy5YteodlF/Xq1bviGppMJsaMGaN3aHaRmZnJq6++Sv369fH29qZBgwa8+eabZGVl6R2a3aSkpDBu3Djq1q2Lt7c37du3Z9OmTbrEUuYrb9rbxYsXCQsLY+TIkQwYMEDvcOxu9erVjBkzhltuuYXMzExeeeUVevTowc6dO/Hx8dE7vFKrXbs2kyZNIiQkBIDIyEj69u3Ltm3bCA0N1Tk6+9q0aRPfffcdLVu21DsUuwsNDWX58uU5P5vNZh2jsb9z585x22230aVLF6KioqhWrRr79u3D399f79DsYtOmTdhstpyfd+zYQffu3Rk0aJCOUdnP+++/zzfffENkZCShoaFs3ryZkSNH4ufnx9ixY/UOzy4efvhhduzYwYwZM6hVqxYzZ86kW7du7Ny5k6CgoLINRjMQQFuwYIHeYTjU6dOnNUBbvXq13qE4TOXKlbXvv/9e7zDsKiUlRWvUqJG2bNkyrVOnTtrYsWP1Dslu3njjDS0sLEzvMBzqhRde0Dp06KB3GGVm7NixWsOGDbWsrCy9Q7GL3r17a6NGjcp3rn///toDDzygU0T2lZqaqpnNZm3RokX5zoeFhWmvvPJKmcfj8l0h5c358+cBqFKlis6R2J/NZmPOnDlcvHiRdu3a6R2OXY0ZM4bevXvTrVs3vUNxiL1791KrVi3q16/PkCFD2L9/v94h2dVvv/3GzTffzKBBg6hWrRo33ngjU6ZM0Tssh7h06RIzZ85k1KhRdt0oUk8dOnTgr7/+Ys+ePQDExMSwbt06evXqpXNk9pGZmYnNZsPLyyvfeW9vb9atW1fm8bh8V0h5omka48ePp0OHDjRv3lzvcOwmNjaWdu3akZ6eTsWKFVmwYAHNmjXTOyy7mTNnDlu3btWtv9PRbr31VqZPn07jxo05deoUb7/9Nu3btycuLo6qVavqHZ5d7N+/n6+//prx48fz8ssvs3HjRp566iksFgvDhw/XOzy7+vXXX0lKSmLEiBF6h2I3L7zwAufPn+eGG27AbDZjs9l45513GDp0qN6h2YWvry/t2rXjrbfeomnTplSvXp3Zs2fz77//0qhRo7IPqMzbSBwIg3eFPP7441rdunW1I0eO6B2KXVmtVm3v3r3apk2btBdffFELCAjQ4uLi9A7LLg4fPqxVq1ZNi46OzjlntK6Qgi5cuKBVr15d++ijj/QOxW48PDy0du3a5Tv35JNPam3bttUpIsfp0aOHdvfdd+sdhl3Nnj1bq127tjZ79mxt+/bt2vTp07UqVapo06ZN0zs0u4mPj9c6duyoAZrZbNZuueUW7f7779eaNm1a5rFIYeEinnjiCa127dra/v379Q7F4bp27ao9+uijeodhFwsWLMj5j559AJrJZNLMZrOWmZmpd4gO0a1bN2306NF6h2E3derU0R566KF857766iutVq1aOkXkGAcPHtTc3Ny0X3/9Ve9Q7Kp27draF198ke/cW2+9pTVp0kSniBznwoUL2vHjxzVN07TBgwdrvXr1KvMYpCvEyWmaxpNPPsmCBQtYtWoV9evX1zskh9M0DavVqncYdtG1a1diY2PznRs5ciQ33HADL7zwguFmTwBYrVZ27drF7bffrncodnPbbbddMc17z5491K1bV6eIHCMiIoJq1arRu3dvvUOxq9TUVNzc8g8pNJvNhppums3HxwcfHx/OnTvHkiVL+OCDD8o8BpcvLC5cuEB8fHzOzwcOHCA6OpoqVapQp04dHSOzjzFjxjBr1iwWLlyIr68vJ0+eBMDPzw9vb2+doyu9l19+mZ49exIcHExKSgpz5sxh1apV/Pnnn3qHZhe+vr5XjIfx8fGhatWqhhkn8+yzz9KnTx/q1KnD6dOnefvtt0lOTiY8PFzv0Ozm6aefpn379rz77rsMHjyYjRs38t133/Hdd9/pHZrdZGVlERERQXh4OO7uLv/RkE+fPn145513qFOnDqGhoWzbto2PP/6YUaNG6R2a3SxZsgRN02jSpAnx8fE899xzNGnShJEjR5Z9MGXeRmJnK1eu1IArjvDwcL1Ds4vCcgO0iIgIvUOzi1GjRml169bVPD09tcDAQK1r167a0qVL9Q7LoYw2xuK+++7TatasqXl4eGi1atXS+vfvb5gxMnn9/vvvWvPmzTWLxaLdcMMN2nfffad3SHa1ZMkSDdB2796tdyh2l5ycrI0dO1arU6eO5uXlpTVo0EB75ZVXNKvVqndodvPTTz9pDRo00Dw9PbUaNWpoY8aM0ZKSknSJRbZNF0IIIYTdyDoWQgghhLAbKSyEEEIIYTdSWAghhBDCbqSwEEIIIYTdSGEhhBBCCLuRwkIIIYQQdiOFhRBCCCHsRgoLIYQQQtiNFBZCCCGEsBspLIQQQghhN1JYCCGEEMJupLAQQgghhN38P+CRQU2mX85YAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_coords = np.mgrid[1:10, 1:10]\n", + "plt.plot(points[0], points[1], \"g\")\n", + "plt.plot(points[0].T, points[1].T, \"r\")\n", + "plt.scatter(all_coords[0], all_coords[1], c=\"y\")\n", + "plt.scatter(points[0], points[1], c=\"b\")\n", + "plt.grid()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As illustration, we can use `multinterp`'s `UnstructuredInterp` which wraps `scipy`'s unstructured interpolators (`griddata`). This method is not very fast, which is why we are looking for a faster alternative." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-08-09T15:52:17.384421Z", + "iopub.status.busy": "2023-08-09T15:52:17.383582Z", + "iopub.status.idle": "2023-08-09T15:52:18.968353Z", + "shell.execute_reply": "2023-08-09T15:52:18.967649Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z_interp = UnstructuredInterp(values, [points[0], points[1]])\n", + "z_vals = z_interp(all_coords[0], all_coords[1])\n", + "\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "ax.plot_surface(all_coords[0], all_coords[1], z_vals)\n", + "ax.plot_surface(xmat, ymat, zmat, alpha=0.5)\n", + "ax.view_init(30, -130)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Why do we need other tools?\n", + "\n", + "`scipy`'s unstructured interpolators (`griddata`) can be used to interpolate with curvilinear or piecewise affine grids, but they do so by discarding the underlying structure of the grid and instead producing a triangulation of the input points. This triangulation is comparatively slow, and discarding the structure also prevents us from using more fine grained information we may know about the function, such as its derivatives.\n", + "\n", + "An additional tool that we found useful is `scikit-image`'s `PiecewiseAffineTransform` which can be used to find the affine transformation that maps the curvilinear grid to a rectilinear grid. Again, however, this tool starts by creating a triangulation of the input points regardless of the structure of the grid.\n", + "\n", + "In our applications, we already have a structure to the grid that should be useful for interpolation. Namely, the index coordinate $(i,j)$ of the matrix that contains the values describes a grid that is piecewise affine and/or curvilinear. We would like to use this structure to speed up the interpolation process." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions\n", + "\n", + "1. Which method is the most accurate?\n", + "2. Which method is the fastest?\n", + "3. Are there other methods that could be used?\n", + "4. Do these methods generalize to higher dimensions?\n" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "hark-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "vscode": { + "interpreter": { + "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb b/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb index cdf3061..dede69b 100644 --- a/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb +++ b/examples/01_Curvilinear/04._Piecewise_Affine_Interpolation.ipynb @@ -1,1130 +1,1130 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Piecewise Affine Interpolation\n", - "\n", - "This example is adapted from [scikit-image](https://scikit-image.org/docs/stable/auto_examples/transform/plot_piecewise_affine.html) and shows how to use the Piecewise Affine Transformation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false, - "execution": { - "iopub.execute_input": "2023-02-08T23:21:51.039599Z", - "iopub.status.busy": "2023-02-08T23:21:51.038599Z", - "iopub.status.idle": "2023-02-08T23:21:51.954265Z", - "shell.execute_reply": "2023-02-08T23:21:51.954265Z" - }, - "jupyter": { - "outputs_hidden": false - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from scipy.ndimage import map_coordinates\n", - "from skimage import data\n", - "from skimage.transform import PiecewiseAffineTransform, warp\n", - "\n", - "from multinterp.curvilinear import PiecewiseAffineInterp\n", - "from multinterp.unstructured import UnstructuredInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can download the astronaut image from `scikit-image` to learn how a piecewise affine transformation can be applied to a function as well as an image.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:51.957266Z", - "iopub.status.busy": "2023-02-08T23:21:51.957266Z", - "iopub.status.idle": "2023-02-08T23:21:52.300329Z", - "shell.execute_reply": "2023-02-08T23:21:52.300329Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = np.asarray(data.astronaut())\n", - "rows, cols = image.shape[0], image.shape[1]\n", - "plt.imshow(image)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It is clear that the image has a structured, regular, and rectilinear grid of pixels. For each x and y coordinate, the image has a corresponding color value (red, green, and blue). In this sense, the image is a function of x and y coordinates and returns an rgb triple. To see this, we can graph a sparser set of x and y values.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.302330Z", - "iopub.status.busy": "2023-02-08T23:21:52.302330Z", - "iopub.status.idle": "2023-02-08T23:21:52.395841Z", - "shell.execute_reply": "2023-02-08T23:21:52.395841Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "src_cols = np.linspace(0, cols, 20)\n", - "src_rows = np.linspace(0, rows, 10)\n", - "src_rows, src_cols = np.meshgrid(src_rows, src_cols)\n", - "src = np.dstack([src_cols.flatten(), src_rows.flatten()])[0]\n", - "plt.scatter(src_cols, src_rows)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this example, the coordinates are modified by adding a sinusoidal oscillation to the row coordinates, which result in a wavy effect. We can see this when we plot the modified coordinates.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.398841Z", - "iopub.status.busy": "2023-02-08T23:21:52.397841Z", - "iopub.status.idle": "2023-02-08T23:21:52.491355Z", - "shell.execute_reply": "2023-02-08T23:21:52.491355Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# add sinusoidal oscillation to row coordinates\n", - "dst_rows = src[:, 1] - np.sin(np.linspace(0, 3 * np.pi, src.shape[0])) * 50\n", - "dst_cols = src[:, 0]\n", - "dst_rows *= 1.5\n", - "dst_rows -= 1.5 * 50\n", - "dst = np.vstack([dst_cols, dst_rows]).T\n", - "plt.scatter(dst_cols, dst_rows)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using `PiecewiseAffineTransform` from `scikit-image`, we can estimate the transformation between the original and modified coordinates. Here, we find the best piecewise affine mapping that takes coordinates in the original image (source or src) to coordinates in the modified image (destination or dst).\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.494354Z", - "iopub.status.busy": "2023-02-08T23:21:52.493354Z", - "iopub.status.idle": "2023-02-08T23:21:52.665876Z", - "shell.execute_reply": "2023-02-08T23:21:52.665876Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tform = PiecewiseAffineTransform()\n", - "tform.estimate(src, dst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "After estimating the transformation for this subset of points, we can apply the transformation to the entire image. This is done by calling `warp` from `scikit-image` and passing the image and the estimated transformation.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:52.668880Z", - "iopub.status.busy": "2023-02-08T23:21:52.668880Z", - "iopub.status.idle": "2023-02-08T23:21:53.205977Z", - "shell.execute_reply": "2023-02-08T23:21:53.205977Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out_rows = image.shape[0] - 1.5 * 50\n", - "out_cols = cols\n", - "out = warp(image, tform, output_shape=(out_rows, out_cols))\n", - "\n", - "fig, ax = plt.subplots()\n", - "ax.imshow(out)\n", - "ax.plot(tform.inverse(src)[:, 0], tform.inverse(src)[:, 1], \".b\")\n", - "ax.axis((0, out_cols, out_rows, 0))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, the whole image is now transformed to have the same wavy effect as the subset of points. Using this example, we can see how a piecewise affine transformation can be applied to a function.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Economics Example\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For an economics example, we can look at the concept of indiference curves. Indiference curves are iso-utility curves such that any combination of goods on the curve provides the same level of utility. In escence, indifference curves show the trade offs between goods for which the consumer is indiferent. For our example, we'll use the utility function: $u(x,y) = xy$. We can create a contour or indifference curve plot for this function by creating an array of x values, and for a set of fixed utility values, find the y values that satisfy the utility function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.208978Z", - "iopub.status.busy": "2023-02-08T23:21:53.207978Z", - "iopub.status.idle": "2023-02-08T23:21:53.220977Z", - "shell.execute_reply": "2023-02-08T23:21:53.220977Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(50, 50)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "n = 50\n", - "m = 50\n", - "x_grid = np.linspace(1, 11, n)\n", - "y_grid = np.empty(m)\n", - "\n", - "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", - "u_mat = np.empty_like(x_mat)\n", - "\n", - "u_mat.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find the corresponding y values, we can use $y = u/x$.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.222978Z", - "iopub.status.busy": "2023-02-08T23:21:53.222978Z", - "iopub.status.idle": "2023-02-08T23:21:53.236978Z", - "shell.execute_reply": "2023-02-08T23:21:53.236978Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "for i in range(u_mat.shape[1]):\n", - " u_mat[:, i] = (i + 1) * 2\n", - " y_mat[:, i] = u_mat[:, i] / x_mat[:, i]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Source Data forms a Curvilinear Grid\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we now plot our data, we can see that the points form a curvilinear grid instead of a rectilinear grid. Importantly, our grid is still regular (it is not unstructured or random) and maintains some structured pattern, as we constructed above and can see in the plot below. Points with the same color lie on the same indiference curve and have the same utility level.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.238976Z", - "iopub.status.busy": "2023-02-08T23:21:53.238976Z", - "iopub.status.idle": "2023-02-08T23:21:53.396001Z", - "shell.execute_reply": "2023-02-08T23:21:53.396001Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 100.0)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(x_mat, y_mat, c=u_mat)\n", - "plt.ylim(0, 100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, let's assume we want to regrid this data into a rectilinear grid. We are interested in the rectangular space $1 \\le x \\le 10$ and $1 \\le y \\le 10$. In the plot below, I higlihight the points that lie in this space.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.398000Z", - "iopub.status.busy": "2023-02-08T23:21:53.398000Z", - "iopub.status.idle": "2023-02-08T23:21:53.554516Z", - "shell.execute_reply": "2023-02-08T23:21:53.554516Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 100.0)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cond = np.logical_and.reduce((x_mat <= 10, y_mat <= 10, x_mat >= 1, y_mat >= 1))\n", - "plt.scatter(x_mat, y_mat, c=u_mat)\n", - "plt.scatter(x_mat[cond], y_mat[cond], s=20)\n", - "plt.ylim(0, 100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we \"zoom in\" on this space, we can clearly see that the points do not lie on a rectangluar grid, making interpolation difficult unless we use an unstructured interpolation method. However, we do not want to use an unstructured interpolation method because we indeed have a structured grid! This is where the piecewise affine transformation comes in.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.556516Z", - "iopub.status.busy": "2023-02-08T23:21:53.556516Z", - "iopub.status.idle": "2023-02-08T23:21:53.727548Z", - "shell.execute_reply": "2023-02-08T23:21:53.727548Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(1.0, 10.0)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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1pb+nou0wFs1Oq9rGieY1fH9qESWtW91sy1s38kvJ5ZRZdtGqOWjVNGpsJ9la8TuO1r/jZtvmKGVX2SJKW7fSqMo0qiYanA5ONH5ObtUf0ESnx14TNk7WPUSVdQtNwkizMNIsTNTa8zhe+0fszkq3sRtav6LOupUWTcaigUWDZs1JVcvntNn3utk6nMdodhzAIjTsQsUuVNqEoFktxmrf7WYrhAWLo4o2zY5TqKjC8wb//wX/MkFpaWkhJyeHnJwcQE+MzcnJoaioCEmSuPvuu3nqqadYunQpBw8e5NprryUgIIArrrjiX3qfGx+ez2e7/8Ild8x0Y2MXXj+ZsTOy9cl3cavLioRfgInH37wWg1Fn//OvGI/qxSMiNMG8S/Wd4YSp/b3ayrLEyHEZmMxG4hPDz+gc4hPCMBp7d1IJAaZ2z4PN7ujV3mbTbWrrW3okBV1htTqwWu0UFNV4N2xHYXEt5VVN1Na3erVTFJmcw/oXd/2u491IQVcIAet25wOwZkceiheXuqoJVu88iqYJthwqpMnimdwJAcfLaskvqaG5zcaqvXle52FzOFm1Vyd3X27O1cNLns5Plvhq634Alu46hEPV8DSyBHy6eR8Axypq2F1Y6nEemhAs23uYxjYrqqbxwTbvRPBIRTV7i/Qd/0c79AdJTyNrQtBis/FNrk521uSfoLC+AbWHG0S0z/mdHfrDpsZi4dP9uR7PD+Cl7dtQNf378cL2LR7tOkhKSZO+SH58cB/11rYe56EKwcGaStYUHgdgZ2UJa0sKeiSvqhA02q28c1AnEhaHnaf3rPMwB4EQ8NSeta5jz+auxa45exxb//s6muw6ufuyYC/HGqs8Xrsfig6yu0YnGHmNFXx8YnuPY6pCkN9UxecFOwE9FPXEgaUIBKffTarQsKh2/n54hevYP/NW0GBv7fbQ1/Qz5K8Hv8ahOQH4qWIXO+qOIk4bt+P3D07+xMkWnZCWt1XzbsFS11in2++sO8Saih3634XGS/nv4NAcaJw+D41qWy0fFy5xHfuq+CsqrZXd5qGhh4ZeP/E6Wvv57Knf5iIhXe073ueLU+9SZ9efW432Wr4ufrX92nXOQ7T/e0fdag40btOPCcE3xU9hVVtdf++wBihry2d91ceuo9uq36XSesTNpmPsNrWRlaWPu8hPUctGDtZ/0v53tYutiobK+vKHsTrrAbA6a9hReR8CtZstwOG616m0dM45t+pO7K7wjmtrA0BN23oKGt50jVHa8CKN1g2uEUWX7bXNWcSJ2jtdv7e2raem8SnXOal0BGQEQrRRWr0IVdO/r6paS13t1QhhQ0PDgcCBQEUFBI0Nf8Ju2+Wac1vdrWjaKVQ0bMKBVfS+fv0r+JcJyu7duxk+fDjDh+suw3vuuYfhw4fz6KOPAnD//fdz9913c/vttzNq1ChKS0tZvXr1vxyTOueKCYSEd48rKgaFP7+6iPtfuIysockEhfgTFRfKwuun8OaP99BvcGdizoChKdx831z9dV08KYoiI0kSf3jiAlLSYwAYOT6DtMwYjx4XIQSXXjsZgCHD+xATF+rRjSXLEn2z4kjLjCUqKoi09GiPXh8AVdUYN153t/fNjOuWz+B2/opEv766mzQivPf4sp/ZgJ+fCT/zmUXz/MwGr3PtCTaHs3cbm27TZLF5zfMBcDg17E4nNY3eSVIHqhtbqGpowemFYIL+uZfUNACQX17jcbECnRzklVUDcKik0qt3TQDHK2txqCp7T5X2Ol+7qnKkrIqiukaqmnshgrLE1gLdE7A2v8A7EQTW5es71J+Pn0Dx8kGqQvDz8RMIIVhbUIBT837tKltaOFhVSUlTEweqKr2SGUmSWHlcJ4LfHDvk9TrLksTSfN279u3xQxgkL+RVCL7K1z05a0qOY3F6fhhqCPbXVnCisZbqthY2lRf0SDg6YFedrCw+CsDigr0e7QAUSWZJoU5Il5za6xbu6Wkei0/qRHBL9THq7a0er50qNLZWH6PK2kSDvZX1VQc97kgF0OiwsLFKv3bLSrYgeblLFUlmeZlOpFaWb0X28uiXgB/KdC/f/sYj1NjquhGZzvPT2Fq7i2ZHCxanhW2127oRmc45C2rttRxq0kn0hqpVXucsgK01OsncUbfG+z2HzNYandwVWQ5Qay85jZx0HVcjp341drUNu2rhcMMKr7a1tgIq2vQ5H25YjOTx2glUYSe/aTkAhc1L0YSTnrcUIKFwvPEzABpt+2i2H3UjMqePXdz0GZqwo2ptVLV8Ah7mDCottl1Y7Pqc65rfABQPthqaaKGpVSeZFssXCGH1MrZMS8vb+isduaiOvXTPVfn18C/noEybNs3rAiNJEo8//jiPP/74vzMvr1AUmennDWf6ed3jqqdj4dUTyRqcxHefbWX/rpMgSYyckMmCKyfQd2Ciy06WZf726iIeuuMTCk9UoSiyHisXOin4w6MLGDoqrd1W4p4H5/HwPV8gBG5hE1mWUAwKd91/LqBfj6sWTeTJJ5b1OD9ZlsgemMiA7AQAFswfwc5dBT3aAqiq4Pz2854zYxBfLd3t0VaRJc6eORhZlhgzPBWDIntdxIOD/BiYlYCiyESFB1LjxYuiqhrDspMByEqNYfehIo+LpyJLDEjXY7NJ0aE6AfLytAkL8sdsNBAZ0nNy5umICg0kJMB7rhHon1NIgJ5r4mcy0tTm2TsjAQFmPZHOaOidx0uSvgicaexVkiTXTtKrHZLr++bohYAB2J36w8Lm9Owt6EBHaMbisNPLRwJAq92BUek9vClLEs12/do2WL3ba0JQ26a722utFreQSk9ostvQhKC6rQVZkno9x6q2FtpUR6/npkgy5RZ9F1ne1ujVXhUaxa0NAJS01vfq1i5va0IIQVFrba9zFkCJpQ5/xdDruIokU2TRSXSRpaqb1+L0OZ9s0cNbha1lHklExxyKLbq35VRrCTKyV3tVaJRbqzBI4BTeNysyMkWWIgaHDqa4rdDrnAUap1pPAnruiScS0WFb3KZ74kotx5CQvdo7hI0aezEyTpzCewheQqa87RDxAYOobjvgdVwQVLXpnteatr14Xuh1T0pNm+5BrbfuRicRnhd7p9ZEq/0EEhY0YfFop0OmyboDf2M2Fts2r+MCWGxbCA++Hpttk9c5g4rNppNXp21zr3P+d/F/ohfPwOF9eOj5y/lyw0N8uf5B7nvqYjdy0oHI6BBe/+I2/vLSlcyeP5zpZw/m+t/N5LOf/sjMc92T6EaMSee5VxfR/7Rxhozow0tvX0tWO+EAmDY9m5tvnQHohESSOj06GZmx/OXJi1wL27gx6cyfNwzAzZPR4VW5dtFEsvrpCciZ6TGcfdagHvcgsiwRGOTHFReNBSAsJIALzhnm1Tty1cIxmIwGFFnmsnmjPNopskRyfBhjhvQB4OKZw7zu7FVNsHCGfv3mTx7kNcdGliQunD4ESZKYOCiVYC/EQ5IgPT6CfknRRIcGMTw9wWvYRgjB7OF6gtecYf30xFEvmDVE92pNzkrzuqgoksSEvn10IpjWe2mdn9HAoMRYksPDCPVQTdMBp6YxPEW/l4YkxHr1iiiSxLBE3buWFR3llSxJQGp4GIoskxER2esCLgFp4eEkBod4nUPHnPuEhgGQGBzi1fukSBJ9QnTbuIBgrx4UgEi/AGRJIto/qFdyAhDjH0SE2XuFDOiLbJSfTohDT0tqPR2yJBFp7rTt7XoEGUxIkkSQwdyr91C39yPAcAaEWwgC2osAzL1UyUhIrjH9FBNyLxl3pvbxTLLJK4nogFE2YJDPIJyNwNheQaNInnb1nXPuGFORDNDLnDvGk3u5hzogo3jxhnSF6Byz1w2IhOR6/zPZrEin/TyT2fyrlmfyinabM8oh6bD57YhJB/5PEJR/BYoiM3ZyP+7+83zuf/JCLrlmEmE9hJoABg9L4aW3r+Ojb+7k5Xeu49Nld/HcPxfRNyu+m+2ll43j0y9u5/IrxjN5Sn9mzR7EU89eyutvXkdoWOcDVJIk7v7dbP5037mkpXaW5vbvF88Tjy7gmkXumd/3/f5sLrtwDCaT+8NhQFY8rz9/JbExnRnot18zlTnTBrafp4SiSC7ic/mC0Vy+YHTnfM8dwexJ/QH3XB9J0snO3x+4wHV80vB0Lpg+RLftSqrav8y3XTyRrFQ9lJYUE8aN88f1eD0VWSIlLpwr5+gZ6GajgT9cNKVHW706WeLeS6a5FuLb5+mJ2D191SUJzh8/kMSoUP18Jw3DZDD0SGgUWSIqJJDzRum5TrMGZxIXFuxxIVKF4PppOqFLi45gUt9Uj+RHkuDSMUMINJswGRSuHDPU4zNPkSRSwkOZmK4TwavHDPcaptCE4PKROhG8ZMjgXh95V4/UPXETU1JIDA7xSO4USWJaWhrxwcGE+vkxN7Ofx2shAYFGE3MzdSJ4ZfbQHu06oArBZQMGA3Bpv8FePSiyJHFFlj7e7OS+BBg8L8oyEkMi48gIjSQhMITR0cnec44kmbkpAwBY2GeoV1tNCM7vo895btJgr5+JIkmcl6zPeVrsAK+LpwSkBETSNziWlIAo+gRG9/oZTovVq9Kmxw7zGmoSCKbG6PMYHznEY8gGQEFmYpRuOyJ8UK8EJcIURp+AJJL8kwgzhnm1FQiGhOnPikEhw72GmgSCQaH6PZoVPBxvC62MTFbwCADSgob34uWAACWUaL8+RJnTMcve0w8EgqQA/ZkU7z8SyWO4REd8u22M/xi8EQ8Jpd0Gwv1G0duCb5BDCDRlEGDsjyz1Rro1gv3GIkkS/qZReA7x6PA36fMwmcfgnRYomNptFdOIXuf878JHUH4FxCeEM2BQEjGxod7t4sO4/sZpPPbEQu57YB5jx2b0mG8iSRJzZg3ivbeuZ9Xye1m1/F5ee2URUyZ1L7szKDK3Xj+NpZ/ewZMPL+CR++bxwWvX8frzV5Gc6K4zYTAoPHzXOXz00jVcNn80c6YOZNGFY/ny9Ru5/ZqpbjtuRZZ57Hdzef5PFzB+WBqJsaH0S4vhjiun8NmL15KS0Dm2JEk8cN1ZPHbL2WQkd5KqwX3j+fsfzufa+WPd5nHT+eN5+NpZxEV2kiejQWHexIG8++ClBAd0ehUWTBzE49fMJiLYfVcbHxHCS3ecz/jsPq5jo/sl8/yN81xeF4Osh1wkCRZOGMzDl57lsk2KDOXNWy4gyL/TtiN5NzYsmHdvv4hAP70U0WQw8M6NC4kMDmw/X30Mub0c97GFZzE2s1OP5dmLzyYjOtJl0/XnxMw+/GH2RJftrZPHMikj1c2m49/BfmZeu3y+6x6ZlpnGNWOGd7PtIAuPnzODtEg9gTsuOIi/zD5LL6HuYiu1/39KeiqXDx3sGuuFs8/Wr8FpC7MiSYT6+fHYtOmuYw9MnEKYX3fPQcdvT82Yib9RJw+XDRjM4GjPnp8FfQcwJl73Og2OiuOSvoN7tFMkiYTAEG4YqBNBf4ORB0dO79FWRv/MHx41w3Xs/qHT9eMeFozbB05weVoWZY4m3BTQ44KvSBLDIhKZFqd71ybFZDA8omfyI0sSfoqJazPHAxBhDuLy1PEelywB3JE1q/2elbg5Y7aXxGyJeYmjiPULA+Ci5KkoktyjZ0SRZBL8I5karRODSdHDiPOL7JEcSOjf5wuS9GsX6xfNhMhRXj0uCxPnIksysiQzL36eRzsZmeFhw12lxjNi53okPzIywYYQRoXrm47h4VMIUII9ejwEgsnR57XPOY0+AUO8ekfGRl6AIhlQZBNDIy7EE5GQkEkMGE6Un17tOTD8Ci95IjJGOYCMYD3vsU/I+SiS2ePYApXMsKsACDUPI9iU7YX8SKSEXIUsmVDkQKKDrsDz8q0QaBpOoEknr+HBN+OZSEhIkh+hgZcAEBh4JTqZ8fR5qwQG3aS/i2kikpJGb+Tn38G/1Yvnt0BTUxOhoaE0NjYS4kH0yYf/bNgdTmRJwnC62Mpp0DTByfJa7A6V5JgwgryEcxyqyu68EuqbLcSGBzM8M9FjMrHd4WTd/hOcqqonyN/MWUMziQ3veZdktTtZlZtH7slyZFliXL8Upg3MwNBDsrTV4eSn3DzWHy7A5nDSPzGGi8YMIjGiOzG1OZysPJDHd/uOUNPcSlJEKBeOGsT0/undqpicqsbKQ3l8sWs/J2vrCTabOG/IAC4fPYSoIHfvnRCC1UeP8+HOveSWVqDIEhPT+nDDuJGM7tM9vLT1VBFvbd/FllN6om1iSAjXjBzOohFD3bRKAA5VVfHytm38UnACARhlmQUDBnDXuPHdBNhKm5t4dstGVhw/5vIgDImJ5Z5xE5naJ83NtsVu5+ntG1iSdxBbe0lxqNmPG4aM5I7hY92uh6ppvJyzlXcP7XaVMUvA7D59eXL8LGID3EXKFufn8ty+DdRaO2PyaSER/G3s7G46KFsqTvLgzhWUtDa6jvkrRu4YOJHbst11NAqba7l7x7ccbqhwPaoFMDMhi2dGzSekiyZPk72NB/Z8y4bKfBc5UoUgOSCcf4y5hOywTo+qKjRePLySxae2I9AJj1NomGUj92XPZWFKpxcTYFnJDl48+j1OTUWRFDShoSGYmzCCP2UvxNglrJJTf4JHD3xIs9PiIleq0EgNjOWZoTcR69dZfVhpreWRA29Q2lblZuunmHlwwHWMish22VpVG/849jY5DYdQkNEQSEhoaCxMnMslyee5rp0QgiUlS1hRscKVu9Lxs39wf+7qexf+SudmY0/dNj4ufKO9rkkfVyAINoRyZ98/keDfSfxL2wp4r+BJLGpz+10hXCTk4uQ7GBE+1WVrcTbyeeGfqbSddOWjdPwcGjaLcxN+5wrFaEJlTdkz5Df/goSCQHXNI9KczoLk5/E3hLnGPly/mF01L7tsdcgYJD9mJf6DGP9Okl1l2cm2it+jCbvLq9PxuiGRfyQz7EqXbZujlN0VV2N1dpTCCzpyPKIDZjAk5iXk9vCYJqzkV91Ak20LHWJutI9uUpLoH7sYs6EzzaC64Snqml91jadDF3VLjP6AQL9pnfNoW0F9XUdbmk5bUAkOvpfgkHtdtqrjGJbaSxBaA6DR1KyR3L/0V1u/fQTFBx/+D8DmdOLUNAKMxl4TeZttNppsNiL8/V2eEE9otFopa2km2GQmqZfva5PNxrG6GhRZJjsq2qsqa5vTwZ6qMuyqkwERMcQHenbDOzSV7RVF1NvaSAoKZbgXJVlNCHZUnaKopYFgo5lpCRkEGEw92goh2F9XRm59KQZJZlJsOilBntVvC5qr2VR5HLvmZGBYAuOi0zyGdKqsTawuP0Cj3UJiQDiz4gcT6CHvpMlhYU15LqVtdQQb/ZgZO5TkwKgebe2qg3VVueQ1F6FICmMi+jMyom+P81CFxp66w+yqO4xTOOkblMK0mFEE9CBAKYQgv+Ukm6t30OK0EOMXybSYicT5RXezBShvK2djzUaqbdUEKoGMjRzLgOABPX4ujY56ttWs51TrCQyygeyQYYwIH4dZ6T4Pm9rG3voN5DXvxSmcJAf0ZWzETMJM3eehag7ymrezv2EtFmcDkeYkRkScQ5J/93kIISix7GNv7Vc0OErxV0IYEr6AvsFTUeTu90etNY89NW9TZ8tDlgwkBU1ieMT1+Bu63x9N9kJya/5BnXUfAo1AYyqDI+8kLqB7qLvVUcLh2qeob9sGOJClIOKDFtA/4g8osvv9YXNWkV/7EM3W9cg4EciYjUNIj3iCUD/30KpTa+RUze9os65DQUUAmhRIeNCNJITd73Y9NK2VitpbsNvWuqpoVEBW+hMX/TFGQ+dGSAgbDXV3olpXYkCiuVmQMsBHUHzwwQcffPj/GY2OFlqdbYSbQvD3otKtCY2DjUepstUSaAhgeNhA/HogHAAWp4UttVs42XoSg2RgcOhghocN7zHptspawcbq1Rxs1AlKWmBfpkTPpm/wgG62JZYT/FL5NUeb97Qn55oZFTGdGTEXEXxarkyp5Sgry1+n0tpZQRlkiGB67DUMCTvLzbay7QgrSh+j1VmDjNKuSqOR6D+UsxMfx9/Q6VGts+WzpvT3WNUGunp9JGQmxz1GanDn2C32U2wouwGbWk+nR0T3jsT4j2V8/Csokk6WbM4qdpZfjtVZSdfwjYSCJBkZGfcBYX7DAFC1Fg5XLsTq6Em+HmKCrqFPxBMACKFSXH0JbbYddK/mUTAo0fSJXYNB0UPY9fV/oM3ytcu2uVmj/4BKH0HxwQcffPi/gqLWWkotdYQY/RkQmuDRM2NTHayrPMiRpmIUSWZcVBajIjJ6tC9rq2VZyRa21hzCoTnJDunDBcmTGBKW3s32cGMBn51aQU6Drm9jkBSmRo9kUeq5RHcJHQHkNBzi7ROfUmuvdx0zyyYuTDqX+Qmz3XbrOQ05vHHiDeya3ZUTo6ERZYri3qx73aTxDzbu492ClxBCc5U9d4SPzolbyNyEC122x1sO8MHJv7YrF3cutDIywcZw7sh8mhBjRPt1OMbHJx9AE84ec2LOib+DERHnANBoL+XLkzfjFLZuibgSClHmdC5OfR1ZUrCrrXx76mLsalMPSbt6PtS5ye8R6ZeFEIJfSi6h2X7SQ46LRL+waxkUeRcA+6vuoap1tQdbGT9DPJOSViNJMmWNr1Ha+ALeyocHxq0gwJRNS9saSmuu8WgHMpEhfyAq9F6czmKqKsfRNXn51yYov0mzQB988MGH/w1osls53lSDIskMCIvFpPScV6UJwebKE2yoOI5DUxkYFs+8lEEE9hA+qrY282nBDr4vyqXR0UaCfxiXpo3ioj4j8D/N/lhTBc8dWs7e+kLXsQT/MH6XNZs5CUPcbPfVFfCn3E9pclgwSDIC+OLUZtKDYnlxxHWuhFqAXbV5PLz/fdQui31tTRPrq3O5JnU216bPcdnuqTvC44feoqtstVOorKvazZ76I/xj+L3E+OmL/aHGPJ498lq3hd6m2fm8aClOoXJhkp5EWmwp5tXjr7pk9btqrdTZ6/h73t95evDTmGQTzY5G3it4GfU0nZWO16ys+JY+gRkMDB2GKlS+LHoJTWjd5qGh0eyo58eyj7m8z90A/FzxHppQPSbs/lz5HoPCpmOS/cipW4KzSz5JVwhUqm35FLZsJz14IgXNP2FTG+m5+kgAMocbvmRy3GPUWvfSZD/e4/t32Bc0fs2A8JtRRSuVravwTDg0rM5S6qzbiPSfSFXLp15sARSqW76iT8TjNLYuwbu2iUZj65dEhd6LtW0FHV6h3wo+guKDDz78V6PFYeOXohPU26wkBYUwNSkNo9ydSGhCsKY4n8+P7aOgqZ5wsx/npw3k4szBbkmvHWM+k7OWJQX7sWv6wzrM5McN/cdyW/YEt6qdcksjN27+gvymapeOy5diL8/sX8PL4y5kSlymy7aguZpFmz6g0dHm0nE52VLDMwd+4ruiXD6cdI2rC/Lx5kqu2/Y2Ns1dMbesrYEHc77Cotq5IFmvaipureEPez9wSd93Ldc+1VrNnbve4bOJf8AkG2i0t/DIgQ9wCqfb0tIhDPdR4WqyQpIZH5WNU1N5Me8TXbSyh8W+ydHKOye+5eGBNwLw2aml7SGPnhetb0t+ZE7cVIIMgayqWOVRF0ZDo85ex866nUyKmsS22vXdyElXyMisq1rJwNBhHG3aQ4uz0aOthsaBxq3Md96AQ7NQbOneDb4rHJqVY03bGBQ2nbymn71U8ehVP/nN60gPntitL8/pEKgUt+qNUGutOacl3XaHU7TQ7ChEiBa8Ew4AmRZ7PhF+E3Co5b3YqticehK9qlbRW+mwqtXq8xctuCfo/vrwERQffPDhN4cmBFuLi8ipLMcgy0xO6cPA6J47nO+vquDd/bv5ufAEDk0lOzKG6waPYH7fAW7EQAjBWwd28lLOFtqcTtdeLtIvgL9NmM05qZ1dVx2ayh0blrG6OB+lvVNzcQscqK3g3cM7+ersK0kOCgP0BN0r137GofpKNzG4BruVF/Zv4FRzPc+OPRdJkrBrKtds/NSlLNuVGFicdm7b+hXfzLiB/mGxCCH4w86vaepCTqBz/5nXVMHzh9bw+DC9XPalIz9hVx0eNUueP7yCOfGDCTCY+fLUZpxC7dFWFRolbbWsqzzAnPjhrCzfhV1zetz3ykh8XbyB8VHZ7Ko7RIOjxYOlvthvqz1Avb0Jm2bjRGuhR1v9+qjsqN3HWbGT2FO/x6tCrYTE3vq9TIqaxPGW7n2GTp/HiRa9+WeVrXf1Ww2NWns5Er236ZCQaXLoi7JDa/NqK9Cwqfr10oSD3rwLmqt3jdyrbcdsFMm7kGDHTGTJjCRJKFIwqmj2YqtgUPQwncGQCHbv6rAGWQ+7KYZ0OIPr9+/Ap4Pigw8+uGCxO1hx9Bif7ctl/YmTHnv0WJ0OPti7l7M++IB+L7/EiDde54l1aylu7L5zzaut4axP32fRd0t4acdW/r5tM/O+/JTLvllMjcVdsnv58aMsWPoZP57Iw+J04NA0DtRUcvfaFfxx3Uq3hf2N/Tt4evcG2pz6Q7LjL3VWC7etXcba4hMu29cPbGNNsd6wUj2NHFS1tXDLum9du/kvT+zjYF2FR6XaJSf3s6dGb5S5pvQohS11PcrSC3Ri9n6+3gNnX10x+c09NyHsmNeyolyaHVaqrc1sq8lvr7foGW2qnV8q9N3/z5W5XqXxJSTWVuh9jHIbTvSy2AsONOgS86VtVV7F1PTzFJS31bh1NfYEGdll5+ilsZxA4Gj3Hnnr2dOBDhuTbD4j9VuT7EegEtarnUAjsL3MOMQY59VWQiHMpFe5RPoN8KrFIiETadbFMKP9R/cqLmeSwwgxpRNs6o9Ziel13tEB0/R5BF6Id60SlciA8wEIDbwM7x4UibAgXbvF3/8cJCmUf0UF91+Fj6D44MN/IZyqRkl9I2UNTV7l0+taLby1ZScXf/AF89/5lIeXr+FwRVU3OyEE7+/ay7jX3uKu73/ksTVrufGbZUx6/R1WH3OPjVscDq74egl/3bCewoZ6nJpGg9XKp7m5zP3kY/ZXVLhsK1tauOzbxS7iogrhWvh3l5dy1bKvsbdro1RbWvnD2hUIIdwW8Q77b48d5ttj+oLcbLfxUk7PLvSOVz6zawNCCOyqygdHdntcslQhOFxfxe4qnXR8lr/P4/UEXfjsqxO5gE5QvKnOqkJjVYneKfdAfWmvEvN2zUl+UxVVVu/9gDrmUdGmX1er2vti36rqPWf+lcXeXzmzxT7A4EeEKaxXOw2NSLO+W0/yT/I6FxmZ5AC931e/4IG92vYL1rVbskPGnIH6bSyx5mQizAnE+/X1OrZBMpEVoovtDQo/H28LskBlYJjeh61f6Ple5yDQGBCmC6SFmwcSbh7sVagtM+xKZMmIJCmkhd3qZWSZ+KD5+Bl0/Z24kBtQpAB6JikKQebRhPjpCuUB5okE+c/1cI4KJkMGYUFX6zOS/AgL/0e77W9DJXwExQcf/gOgahpb8k/x+fYcvs85QlNbz0327E6VNzbsYOqLbzPz5feZ8dJ7zHnlA77ac6AbUdlfVsGs1z/kH+u3kltawdHKar7df4gF737G21t3udm+v3svT63bgMXhvtDVWizcsewHNhScdB37x9at7K+sQODulFaFoM3p5LblP6C2e14+2r+PZputR6+BKgR5tTWsOqF7Nr46egBVeF5aJCQ+OKB3Gl5TdByb6tm9LIC8hhryG2opaKqlwe69aaEiSeyoLAagzNJ7s8BTLXqFSpvT0WtPIJvqRAiB0p642hsUSSbM1Hv/IE1ohJt0Ib8+AdFeF1lFkkkP0kNqw8MzvS/2ksyw8AwAxkUO8WjXgXi/KPoExBNljmBgSJZXEmaWTYyJ0NWQZ8bO9EokBIJp0dPa5zEVk2z2OG8NjemxevJtuCma4WFTvZ7jzNhLXNVEZ8VdT6fGcndMibkSP0W/zoPD5hPjl+XRMzIi4jIizbpQYbAxgfExDwC4EY+O1/YNmU+fIF0NWZIkxsU9T4Ax0WXV9XVJQbPpF3ata4yk4MtID7udTnIg00FAogNmMCDycZet2ZBM/9jFmBT3sQFC/afTL/p9l2idJEkkRL5OoP98utIDAZiMw0iOXoosd4ol+vufjTnwZtTfSE3WR1B88OE3wtGyKp5fvpGHF6/i1VVbKapt6NFu24kiZj3/Hjd9+C1/+2Edf/r6J6Y88zavrNnq1ljRqWr8bvEPvLJ+K7WtnbHw4vpGHv3hZ55dvdF1rNVu58YvltJqt7stoB1NHZ9fu5l1+QUu25c2efdGPL1uI0IIrE4HXxzY73FR1oSgvLmZ9YWFACw9ethrrxpZkvguT/cw5FZVePUGCQSHa6r0DshWi1fPRQdqrK3/co3B6Qmzp0OWJJcsfmZotNdmgRKQFhyJJElMiEnvdWcfavRnQFgciQERDApN8rrYK5LMWfF6b62LUsZ7HVsVGucn6j1Uzo4fjZ9i9LzYC42Lk3VV1khzKOfET/S62F+Veq5rsV+UeiEG2eBx3lenXoxfu37KhMgJjArv3pS0472uSLmCGD89lBFoCOKWjD9ilN3n3RF+uiDxKrKCB7qOL0y6hUGh41w2emNACQmZufFXu6nO9gkczGV9niDU6C72ZpYDmBV3E+MiF7qOGWQzC1JeYGj4hRi75IIEG2KZFvsHxkff5DZG39DzmJP4OlF+Hd4RiUBjIpNiH2N8zANuJdf+hhgmxL1GpP9UBCY0FJCC6BNyJSOinkCWOlNGJUki3H8asjIAm5BwCLALcErxRAbMRZHd7+FmRwk1jkZaVDNtmpE2zUSTaqbKWtSuu9KJ6tYllFt+okmYaBUGLMJAizBTYz9ASeMLbt/Ruua3qWl+E4vmoEWD1l85X9aXJOuDD2eIFquN5buPsO7gCWwOlezkGC4eP4S0WHf1SLvTyUOLV/FT7rHOpoEC3vxlBzdMG8Xd50xyPZhyisq45cOlrvwB4RpD5c31O7CrTv54tt4w8YcDR9iQf5LT0fGaD7ftZe7ALIYkxfHDwaM0ePDCgO4xeH/7Hqb3TeeX4wWuPI6eIIDjtXXkVdeATDcvy+kwyDL7Kyo4Kz2dJrv3VvaaEDTY9HkaFQVJkrySFEXWl77EoJAz6macFBhKXGAwoSY/Gr14UVQhGBOrhxMWpg7mnaPbPRIrTQjOT9UXw0vThvNunvdqjasydfn69OBoJsdmsrXqhMexr8kch6ldoOyu/rO5dccHHgs5r82Y4vKgzE0YybrKg+yozXcjKh2S7TdmzCQjWM+fCDYG8NSQG3kw9x3smtOVWKtIMqrQuDnjXEZHdvb9uiXjQhyakzWV2/XFXpJQhYYiydyYfgHTYka6bNMCU3hi4B957+QXHG8pdB2PMIVxRcoFTI7u7MslSzK3ZdzG+ur1rK5YTaWtEoCs4Czmxs9lcKh7X6a+wQN4NPtFttSs5UDjXpzCQXpgPyZHzyQpINXN1iibuLLPvZRZCtlcu4JWRyOxfslMjj6XYKO7bgtAetBwFiQ9xIaqr2lwVOAnBzM+8jz6h47upjoro6BKIbSKYGyqfu0MShhIwd1sW521bKx6iyprHhJ+SECzWk1j5bsEGlOI8+8UmGuwF/JT8W3YtWYEMmACHBxs+JYq6wlmJb6EoV1Nts56iI1lN6IJJ9BF7VmtZ1fVQ6jCTmqIHmJqsh1if9Uf0INKMs4uN5PVWcaeiuuZmLQCWTJhdRRyqu5haPePqi4fhv6i6tbPCfGfTETAOahaIzUNT7nGOt2j+mvAR1B8+D+NU5X1fLU5l73HS1FkmQnZfbho4hBiwtx7vuSX13DTG0uob9E9FwLIPVXGZxv3cd+CqVw1ZYTL9unv1rNqvy5opWruX9n31u8mMiiQq9vtX16zVReT8vDN/nDzXq6ZMILokCC+2LUfWZI8LsyKLLF4z36GJMWxvbDYq60qBDuLStCEoM5i8Wrbgbq2NuKCg7zagJ7P0qEXkhISSl5tjccHlyJJpIbqC8a05DR+PJHncVxFkpianIYkSZyVnEGIyeyRAMmSxKiYRFJCwgC4tv9IXtm/pcd5KJJE37AoRsfoyY3XZo3mq4IcGu3WbkRCkSSyw2OZmahXCKUERfDAkFk8s38NMpJbFY0ETIhN55K04a5jz45cyE1bP+FQQ7nLvoMYnJ88lJv6TXbZjopM56VRV/GXA8uosTW7iIpZNnBdxhRuyuxslmiQFZ4bfjWfFW7i66It1Nn1SpK0oBiuTpvOnPhhbucxLDyDj8c/yA+l29hacxC7pjIwpA8LkiaSFZLsZmuQFe7OuoJLUmaxsWovzc5WYv0imR4zimBj907v6UF9+NvgP1FiKaPSVkOQIZC+QT3L/suSzIyYGQwNGcbx1kJMspEBIX09qs5KkoKKCYfwxymMODEjST23Y9hXv4PvS7+kxt6Rc3WQ/JaTXJx8jVuPHyEE35e9z7bala7qHwmZ/Na/0ycgi+vSHnKFeJyagy9OPUqx5VA7EdTPqdZewnelz1NvL2dyzOUAqMLBsqJ7abCX6u/TJeW5Ta3nu6I/cnnau4SY4hFCsK7sT+3kpKsbop0YWA+wr/ZtRkf/DoADtS+0k5OeXRb7a/5OctAcFNmPwsb324lqz9otVmcpla2riQ+aR3XL5+3n5ClRVqGy+UMiAs6h2bIcgffNyr8LH0Hx4X8d8ktr+HbjAQor6wgJMDNrZD+mDsvo1hzv++2HePyzNXpzt3Yicbioko9+3sNLN89n/IA+gN5Q8JY3v6HBYnXPuWh/zXPLNpAWE8HE/qnUNLfy7a6DHgkHwDvrdnL5xKE0tLaxo6C41/NZeeAYV08cQUFNnVcSoWqC41UdGgWetShcELpdQsiZeSPig4PpEx5GfFAw5S2eKzZUIZiamgrAlYOH8sj6X7zaXj5I3ymfl5nF33duorbN0qOHQROCm4fqIQGzYuDJ8bP4/Ybl3TwMsiRhlGUeHdvZzfjOIRM4XF/FmuJ8NzImATH+Qbw97ULX7jfGP4jFMxdx++ZvyW+sQZYkhNBDTJPi0vjH+PMxdGlweH2/caQEhfPW0S3k1umLUYxfEIsyx3Bdv3FumixhpgC+mHIj6yry+KF4P3U2CymBEVyYOpwRESndduCTYrJYMf2P7Kg5QYlF78UzOaY/wcbuC7hRNnBt+nQWpU2l1taMQVIINwV67EsUbQ7l+vSzuT79bA+fjjvi/aIYFzWUZoeFWL/wHskJtPcwasjnp4qtlLVVE2IMZHrMKCZHD8cou5OJRkcT7xV8wc66HNf9apZNnB03nUuS52Pocu3ym/N58diL2DSby7bYUszaqrVcmXIlM2Nnumy3127gs1Nvd5tbQcsxXsh7nHuzniDBXydim2p+YFvtSqBT+K1jMS+y5LO4+FWuSdVzSfbV/0SR5RDdfQX67xurP2NA6CSizMmcaN5Evb2o52uEhlPYyK3/hsmxd1LRtocmR8+2HfbHGpcxPPImbGoNtVbvidxO0UpZ63qSg8+m2uJduwVkqi2/EB80j1b7frxX8ahY7Pv191DL0fNefrtSYx9B8eG/AtX1LazZlUd9cxuxEcHMHpNFSKD7Q1oIwavLtvDBT7tQZAlVE8iSxJo9+WQmRPLGHy4kMkR/qB4uquSxz1brRKLLs0YTArvTyd1vf8/yx68jOjSI1bnHqGl2L4ftClmS+HDdHib2T2XT0cJuXpPTUd/axoHiCoL9Pfcy6Tp2bav+3oEmEy02u0dbSYIgP33MEckJ/HQk3+u4g+NjUWSZqemphPn50WDtOQQiSxJD4+NIi9A9HbeOGc1ja9f2aKtIEiMTEhkUqydkXpw9iGV5R9hXUd4jCbp84GBGxOldV/0MRj6ddzFXLv+aakuri3gokoQAnp4ym7EJnbv7BRnZ+CkGntm9gZNNnXH04dHxPD7uLAZHdZaEGmWFt6YtZHXRMT4/lkNBUx1hZj8WpA/k4swhhJ6Wd5IREsVP59zErupi9teWo8gSk+PSyQztuUnfzIQsZiZk0WS34tBUws0BHnNkDLLCrIRsZiVk9/j3nuwnxvTr3bAdiiQTYgxAkSSvjSEdmpMNVYfYVpOHQ1MZEJLE3IQRhJq6E49tNYd5+8RyClsrXcdGhffjjn7nkxrYeZ1VofGPvE9ZV7Xb5RnS9UyO8nXxzzw15E7CTboEeqvTwqMH/06VtdaNTNs0O9+XraLaVstdfW9AkiRana3dyAl0EorPij4jyT+J/iH9salWlhR/3OM5a2g4NQfLSj/n9swHUIWTDVXfebxGAo0jTbuotpURbU5gd91yj7agJ8Dm1K9iZtyNHG9a7+qg7GnsvKZfmBx7J9XWQ2cg1NZGo/1Uu0Cad0jItKlVCCG6aK14goaqtVd4SUZ6U4eV2kNKihJNb6Ju/y58BMWH/zEIISitasTucBIfFYq/X3dXraYJXvtmE5/+tEdfrGQJVdV48Yt13HnRFK6Y3RlaWbblIB/8pFendJAEl1pnRR33vvEDH9x/KZIk8fn6fe2x9O5fRCHA4VT5ZssBbp07nm15p7yGQDQh2JlfhKppWB2OMxJ/tjmcpMdE9BpaUTWN+FC9k++5g7P4aNtej/kLQsDcgfpCdsGQbP6xbittDkePc9GE4Nqx+rUzGww8OnM69yxf2aM3wiDLPDyjM6nwqiFDKW5s5N09e1yiZx3nkRUVxWvz5rlszYqBT86/iBe2b+GLQ/td+SvRAQHcNHw0Nwwf6baI9ouIYsPlN/DD8Tx+PnUcm6oyJDqOywYMJik4tNt5nJ3ajzl9+nKwtpIGm5XEoBDSQ3vuOCxLEmf3yeLsPlk9/v10SJLEmJgUxsSk9G7cjt4SbP9foAmNHTWFFLfqvXgmx2b22PlYFRpLi3bzWeFWTrXWADAyIpVrM6YwMdqd4BS31nDXnnepsDagICMQ/FyxnzePr+IvQy5nakxnwunayn08eejTbmmve+uPc8fuV3h15F2kBekk5eviNayr2u2aD+AiFCWWKp458iHPDtX7yayqWE+ltaZHT58AttbuZk7cNPqHZLKlZks3ctIVMjKrKlfRP6Q/+xv3YNM85xtpaBxp2k+DvY4WZz2tqmfVWdDzePKa9xFtTqDeXo63b7dAo8ame0VtWkuv2iYdwm/SGQq1SZKCSfbcUbvrPMxKOJIkEWTsS4sj38v4MsFm/TsR5n8WTdbNXkZWCPOfBUCw/zyq6h+F3zDM4yMoPvyPYMXmw7z/3XaKKxoA8DMZOG/qIG69aCJBAZ0P37e/28rHK3e7fne2J6U5nBr/+HI9Qf4m5k8ehBCCD37a5ZEcqJpgf0E5BwsrGJwWz9Yj3j0dmhBsO3KKW+eOR9W69/Q4HaL9NX3jonp9zEgSpMdEEhbgz/QB6aw/WuBxLkZFYe4Q/eFx1ZhhLN5zgDZ799JWRZKIDw1m7iDdNsTPj9cuPo9bFn+HqmkuUtNBKK4ZM5y52Z2L1vzs/pgNCs+s2+QmtjYwNoZHZ05nWEJ8l/lLPDRlKgv6D2DxwQOcrG8g1M/MvKwszkrPcAt/APgbjfx58jTuHTeRgoY6FEkmMyKym10HAowmLh0wmEsHDO7x792vp+TmLflPhyo0NlWcYHnxQepsFpIDw7k4bTiDwuO72W6tOsEj+76nvK3zM/FTjNyaNYWb+nYmW2tC4+Gcr1ldfsCNSOyrO8Weuo+5L/tcLk/VtTysqoPf7XmHGpseplO7LKJ2zcnDuZ/x3tg7yApJxK46+EfeEqD790pDw6o6eOP49zw37GYcmpNlJes8nreGxsHG45xoKSEjKImfKzd5/V7JyKyv2kr/kEwONR3yaquhcbjpMAB19ppelWQB6h21yGck0y6htrcQMMpm7F7UZCVkzLJe4RVuSqHMcsCLV0QitL2sOCFgDHtr3/A6Cz8lnDBTKrJkINSURaP9GJ5IhyKZSQjUc5SSQ67kSO1jXsdODL4YgMjAhZQ1voxTa6R7fot+Z8WF3ACAQYkkMuRuapv+7nXsfwc+guLDr4bWNjurNh3mQF4ZiiwzcnAKM8b1w2xyv80+/H4nb3ztztKtdiff/JLLvqMlvP3IZQT6m2i2WPnkp914w5tLt3DuxGzKa5soqfa+E1JkiS0HCxmcFu9WvusJHaRhcJ94VuUe82gnS5AZH4VRURiZlkifqDCKaxt79IwossSU/mnEhurJpvfMnsSOE8W02R09ekbuPXsyIf76rjwhLIQPr76Q27/4nuqWVtcC79Q0MqIjeeOK8/E3dXqhJqb3YcUtV/Pp7hxWH9W9EYPjY1k0ehiT0vt0c//P6deX2X0zOVBRSX1bGwkhIfSNivR43tkxMTwx4yyPfz8d/kajR3n7/1S0OuwUNNWhSBL9wqI9kqp9NaW8e3QHa8uO49Q0ssNjuLbfaM5PHeQW6ml2WLlp8xfsrS1xkUVFkvmiYA+XpY3g8RFzXfa7a05xy7bP0E5TiLWqDl46/AtOTeX2/tMAWFGWy+pyXSm2613UkbT7/OEfmRjdl5TAKH6p2E+l1ft35YtTm3h88GVsqTlEi9O7N2JXXR7V1gYaHc00Oz2HQkH3RuTU55ERlESDw/scNDRq7HX6v72o5Hago/oryBDssT1AVwQpwQQZg1Ekg9c+PwKNxAC9w3N2yGT2N/yC5oF0CDT6h0wEYGDYPA42fO9txgwOnw9ApF8WMX5DqbYe9EhoBoZd7io1Hhz5BzaX3+4a53QMCL8NY7teSWLwhdS0baTa8gtdwzcdIaUBkY/hb9DDrAY5hKyYT8mrWoRTq+syooSEgfSoVwgwdYYmI0PuxqnV09jyAb9FuMeng+LDr4I9B4tYcOtbPP/uL6zZcpRVmw7z5KsruejOd8kv7FQuLatq5M2ve3YhapqgoKSWL37aA8CW/SexO7zf9NUNrRwsqMCh9v4AkyQJh1Mfb3hGYmcJcA+QZYmRffXdzfxR2ZgNBo9KEJrAVcUjSRLPXTEXs9HQbXxFlogMCuChBZ3Jm2nREXx+62WMTE10s40NCeJvF85m0YThbscHJ8ax9g838PIl87h63HCumzCSD6++kO9uu4rEsO7tzVMiwnho9jTW33Uj2/5wC29ftoDJGakecxMkSWJIfBxT09O8kpP/VmhCsL28iMXH9vNT4TEsjp5zeiwOO0/s+plRX73CeT9+yNzlHzBuyWu8c2hHN+K5rPAgF635iNUlx7CpTlShcaiuknu3/8B9239ws39g1/euRNoOQtoRCvny5F7eO7bNZfvCoTXtyc494628TTTYdUKwuHC7V80UWZL4pkgPf26uPuxV10QVGhuqdG9EhVX3ePWGCmt9rx4L0JfHDrtgg/eKMBmZMKMe1usb7F3tVUYmM0hvyjg0bLTXOUtIJAekEe0Xh78SyIiwqR6F1yRkIk3xZAQOAmBs1AXIktLjXCRkoswp9AvR9Vei/TIZHnGpxzkk+A8lO2yu69i0+L8RakpxWej/1ZOEM4PPZWD4FS7bmICxjI97CT/F/TuqSP4MjryXvmFXd76XpDAo+u9E+M9CtI8nBCAFkRZ2N0khl7jPTQrFosVg0Yw4hAGHUGjTFFpEGJLknoPVZN1MSfPnNAkjFmGgTfy6gm0+D4oPHqGqGuu25rH0pxyKSuoI8Dcxa8oAFpw9jKiIzodLaWUD9z691LX4d/VO1DdZuOvJr1n88g2EBPnx/caDSLKE8ODB0ITgm59zuWHBOFraPCeEdkVrm40BfWII8jfT0uZZd8OpagxM1UMBV0wbzrr9JzzaAlw8SVfRDA304/lrzuXuD37QZdjb596Rd3H+mGzOH925qxiYFMtXd13BO2t3siI3D6eq4W8ysnD0QG6cPproEPcHc2ZMJB/eeDFFtQ0U1zUS5GdiUKKewNoTjIrCnOy+zMnu2/vF+T+AKksrKwvyqLfqOShzM/oRaDR1s9tWXsT9m1dS1Ny5cw8wGPn9sAncMniMi7RZVSdXrvmS3Fr3xN4aayt/27OOk031PDVer3yptDRz//blCDqJBnR6LpYWHmRiXBoL0wZT2FzLz2Wey6gB3s3bxrV9x1LV1kRufYlXW6dQWVV6mEvTRpHfXOnVa6AKQV6T3tXWpjl7DVl2dEUONgR47fHTgVBjADF+YfjJJqya5++thmBAiO6NmBYzge9LV3skNhoaU9p1U6ZGT+WHsh9wevB0aGjMjpsN6B6UWbHz+aliqcd5zE+4zPXvuQlXU9yWT6W12O26yMiYZD+u6nOv696IMidzeZ+/sKT4KdrUJuT2BV9DJdYvnUtSHkXpIqg2IfpmwkxJ7K75lGannmBskgMZEr6AUZGLULqUSPsbIpga/yzbql6mom0XQjhRpAAyQ+YyJuoWl9prBxod1dQ57SDMKOgBGSdQa68gAxWpfXnXhIMdFfdR2bYVfclvJxGqg/11byLJIWSEtpdGa1Z2V1yLTa1AYMDe9TYRFvZW3sy4xKUEGlPRhJ2C2t+3e3wETuRfPRvFR1B86BFOp8qfn/ueLbtOIMsSmiZoaGrjk2928O3KHF558lIyU3XlxSUr96Gqao8CW5omaGqxsmL9IS6bN1LPOenF+1rXZMHmcJIcE3ZGc02OCcNkNHDx1CF8tGp3j6EVWZKICAlgyhD94Ti6XzK/O28i//xhi6viB3QvhxDw10VnkxTV+f5TstP5+t6r+HTjXn45cBy7U6V/YgxXTBrGrKF9u3kk0mIieOqys3niollY7A4CzSYMivedaEpkGCmRZ3bO/5shhGBfRTlrCwuwqyqDYmKYk9EXs+L+uNKE4NkdG3k3V//MFVnGqWk8tvkXHps4wy2HZW9VGYtWfdWt+aHF6eDp3RuwqU5+P1x3zX95LIecmjKPt+nn+TlclDmYEdGJLC7I8UoMZCQ+OraLhWmD2VRZ0GsCdb3dwuGGCrw491xQJJk6WysAJtmAXfMcppCQMCv6Ytg3OJ4dNcc8zltCIqM96XVy9CBePvYtTtGzJ1NCIi0wjuSAGCRJ4uz4CXxfuqHHsfXeOrEMbCco58TNYH3VVpocLd1IioTEoJAsBoXqzfRCjaHclnEbr594Xa9MabfvyDU5N/5choUNc71+brxeNr6m4gecwuESrAsyhHBFyo30DxnksvVXArkt429srV3J9trVNDpq8ZP9GRkxnUlR8wg3uSvMpgQO4qrUZ1ld8RGV1gIUSSEzeAwzYi4n4DSvkFPYONl6nFJbC7QLtWmqxvHWE2SHNRIid45dYz3Bt0V349Da3ITa9tV/T2lbHgtSXsAk6+q1J5vXsKP6edeV7frp5DUuRcbImJjfA1DYtIzKti1uV1eHfg1za/5OXMAUAo2JVLSuwOos7fbZddgL4aC48RP6Rz1CQ9vPp4WBfn34CMr/MVgsNlb8fJCVaw5QX99KTHQI5509lFkzsjEZO2+Hz5fuYutu3cPQ1SOiaYJWi40Hn1rKl2/ciKLIrNuR7zXhVAhYvzOfy+aNJCjApC/mXipXDIqMyWBg9IAU4iJDqKxr7pH8KLLEkMxEkmP18tcbzx3L3vxS9heU6RofXexMBgPP33qeG0m4Yc4YhmUk8MX6HPaeKEGWZCZmp3LFtOFkJUV3e7+MuEgeu2QWj10yy+PcT4fRoBBq+G36VPw3QdU01p08SU5FOYokM7lPH0YmJHQjdjUWC7f8+B17K8owSDJIeo5NuJ8fr58zn3FJnWXGz+/czFs5nT2FOsiHxenggQ2rCDQamZepL3DP7Frvtc/PP3O3sWjAcCL8Avj0mHeNCUWSWJyfy4joRA7U9lw+3QENwaG6SoQQODTVtVB6g0NTSQkM82oD4BQacf56WG9GbDY/luV49HYIBNNjddXSBUlj+OTkBo/jCgQXp0wAINQUxGUp0/n01M8ebW/K6Cp1P4/85mIONZ1wO1cZiRBjIA9n3+CyDTOF8JdB9/Fq/gccaylwjSkjMSl6LDemXeEm7jYifAR/GfgXfq78mX0N+1CFSkZgBjNjZzIwdCBdIUkSc+MvZGzEVFZV/ECzs4l4vyTOjp+HSe5eAWXTbFRZG6m22nAIExY0KtrqaXG2diMoO2vXsLT0begiflZhW82e+i3cmPaoK19FCI2vi/5GYWuuS9St45Mvaj3IRwX3cUPGywQYQhFCY0Xpo+3k5PTPUFBtPcb26veYEnsnQgj21r7V84fXbn+0cQmDIxbhb4jgROOXeCsdlpAobFrKwMg7qWpd7dVWoFLRupL+UY/Q5jiGTiF8Oig+/AqorWvhrge+oLS83sUP6hosHDlWzvc/5fKPv11CQIAZp6qx5Me9HjmEpgkqqpvYvvckE0dnYLP3foNabbrzb9bYLJatO+DRTpElZo7th9y+hXzs+tn87sVv0YQ7UVJkCT+TkQcWdeZz+JuMvPWHC/l20wG+3rCf4uoGAsxGzh7TnytnjiA5Oqzb+43MTGJkZlKv8/ehO5yaxqaThZyqbyDEz8yMjAzC/LuX2R6srOSWH76nvLkZgywjhOCfO7YzODaWt+efT2yQvutUNY1rvltCXq1eIusUmus52Wizce333/DDZYvoGxFJvbWNd3J3dXuvDkjA33du5tyMLCosLeyo7CVcomn8eDKPRQOGU9LSW7NA4dJdMSpKNwXZ02GQZb3SKDy+1+RNo6zQNySaUJM/E6LT2VFz0mNZuZ9iZHa7lspV6RNZUZbT49KiSBKRpmDmxOshy3j/CP444Hz+fmQZsiS7ElA7XjsjdjDnJHSW71+XPgeAL4vW4RSqy2sRZPDnnqyLGBfVKdfup5j425A7WFu5kxXlW6iw1hBkCOCs2DHMjZ9EmCnYbW6xftE8Ofh+TrWWcKLlFAZZYVBof4+dkSNMkST6p1Nta8OpOUkKSCXBv/v3VwjBD+U/sLxsOQ6XByWHtdWbuC71OoaGDXXZNtjreD7vUZodjV2E2gQHG/dxqCmXOzIfoG97p+STrYf5trSDHLjFP7CqFt47+SQP9H8ds+JPQes+Trb2THYFGs3OOnbX/ciUmCsotuylyVHeo22H/eGGHxkXfQMtjhJaHGUebXV7leLWTfQNmU+z4yTe/HYCjUa73rHcqbV6tQVQhV7FJEsBeFKy/bXgIyj/S1Bwspqt2/Kx2ZxkZMQwcXxfjEb3nftTL66gvKLBjXh0eCaOHa/glbfX8qe7z6Gyqon6Ru/Z+Ioic+BoKRNHZ5CVFsPug0UeK2MUWaJ/ul69MTI7mWFZiezPL+tmL0sSiiJz9bwxrmOjBqTwzp8u5fVvt7DrSJHLbsqwDG6/cBKp8e6aACajgctmDOeyGe7JpT6cGYQQHK+ppd5iJT4kmOTw7tojABsKCvnTytVUt7a6cnGMssyNY0bxh8kTXJUopU1NXLnka1rb9U+6hlgOV1Vx5ZKv+fGqRZgNBtYWFnC4prrH99OEwKlpvLN3F8/NPJs1hcdxaJ4fjgI41dTAkdpqtzJaT1AkmZo2PVwSbDJjbfNMumVJIsysE7Fp8Zn8VOxNnl9mRoKevDkqKoX04EhOtdT1SDoUSeL8lMGEmnQ3/h8HzeaKje8iVLVHYnP/oNkEGnVvQGZwLC+OvJL7936JTdMXZKm9Z06MXyivj74Wf0NnXs7C5HEkBUTy6ckN7K47jgCSA6K5tM9Ezk8a45ZkKksyN2Scw0UpU9hcfYAmh4V4/0gmRA109Q3qCqNsYE78BCZGD6fG1kiIIYAIc/cEbtDvt621+/m+dAP5zadQJIUxEQNZkDSdvsHu+jOnWkv425GXaXQ0u7wzOQ0H+aZkBXdkXsvEqNEu2+/KvuO7sk4Btg5PTpOjiZfzX+aPWX8kO0QnHd+WfOpGTjqgoSEJwUeFr/OXQa8gSzIbq3/wWMIs0LCozexr2Mi4yDkcqF/bq1Bbbv1qpsRcQVVb3hkItdlosBejiVaPNh2QkHForUiShCyZ0IS3nliyq8dPsKkfjbZ9XuYhE2jUO12H+8+ipEsvnt8CPoLyX46WVht/fep7duwqQJbbH0qqRlhoAI88NJ8Rw/sAUFRSy+59hR7H0TTBmrWHuPW6qZxB0j6AaxG68Oxh7Nx/yqOdqgkumKXvWCRJ4vk/nM8jr69g2/5CZFlCliScqkZosD9P3XkuGcnumeKDMuJ5/b6LqGlspaG5jaiwQMKC/Ht6Kx/+Daw/fpK//7KJ/Opa17HRKYk8PHsa2XExrmO7iku4+ZtlrtBGx0+HpvHG9p04NZUHpukNDj/O2YfF0V23BXRPREF9PSvzj7FgQDYrjh9zld72BFUIlufn8dzMs2my2c6of1CjzUp6eESvuR+q0IgL1Hf3C9MH8e7hnd6bBabpIYXz+mTzwv711Nk8yfNr3DhAT/SUJIlXxl3Eles/osVpc7OXkcgIjuJPQzrDh/1D4/h08vU8mbvCLWE21i+Eu7NncH7KMLf3mhSTxaqz7md5aQ6HGkowyAoTovsyPXYAxh6IxJjIvoyJ7ItTU1GF5spR8YRAxY9YcxT+chtxfuEYpZ5DlxVtdbxbsIL1VbmukNOQ0DSuSz+HYeEZLjshBG8eX8Ly8k1dvFAONlbvY0P1Xu7rfzVT2xsRWlUrfz38Mi1OfXHuIBwaAoTKP/PfJ9YvmsygVFqcLSwv71nxVSCQkFhSsoRHs3WvSU7DLi8kQtDoqOdwUw6DQkeQ35zTS7WSxLHmHMZFzqHFWderUFuHSJwsKZyJUJuMgUBj7x5fgUawUQ+HJgaeRUnLKi+kQyMhUPdEJ4ZcQnHz515G1kgJuRIAP2Ma4f5zqW/7id/Kk+IjKP/FEELwyGPfsP+g/vDSPRL6Td7Y1Maf/vw1b/zzajLSYzhw2FPiUyecqkZefgWjR6QRGxVMZY2Xfiuqxogh+g5n0sgM5p81mO9/OUDX9JKO5NqbLplAVnqn/kVwoB8v3beQ/KJqNu8rwOZw0jclmqkjMjB4ydeICg0kKrTn/h8+9Iwj5VV8uG0vv+SdwKGq9I+LZtHY4Zw7KMst/2PVkXzu+qb7Q31PcRmXfbiYL665hIHx+mf4/Ea96Z6nx+l7u/Zy3agRxAQF8d3Rox4XetB1Dn44mseCAdm02u1ebQHanE40IegTGnZG/YNSQsKIDQhicmIqW8pOeRzfpBg4N03PV7m2/0i+zM+lxWHrZq9IEllh0cxO0Suo/A1GPplxBYvWfk61tVOeX5YkJCSeHXsuI6I6F5R+oTF8P+tmPsjfwbJT+2l2WInzD+Gy9JFclTmaQIN79VF2WAJfTL2RE83VlLTWE2L0Y0hEkscy2mCjv0uQ7UxQ3FrLtprjODSV7NAEhoV318cB+L5kF28e/4l6e+fuPT0olvsHXMDQ8FTXsYq2Om7b/RLNzja3fJiDjYXcu+8NnhxyHROidHK3pSaH5eWbANw8RB0E4IW8TxgYmkGUOYxNNTtpcnp+HklIrCj7hbv63cCe+j2oHpJ6QScdJ1tPUmWtosXZ0CuJkJGpaCtlUOiIM9BjEWjt7x1ijPLqQQEIMuj5cymBo9la3b13UFcEKBFEmPsgSwqJARMos2z3MLaEnxJOUqB+H/QNu5qSllX0lFsioRBgiHcRlGBTFulhd1LQ8GoP9hJR/tOICzrPdSQt8gXUGgtN1vVenwn/r/ARlP9Q1NW2sOLHHA4eLEGWJIaPTGXO2UMICen0HOQeKCZnf8/N5oQQaKrGZ19u59GH5nvtydEVkiQhyxKXXzCal97x0G9FlkhJimTk4BTXax64eRaD+iWw+Mc9nCjScwiyM+O4cv5opo7puRy2b0o0fVO6J6P64B12p8ovR46zv7gCWZKYkNmH8RkprrydDqw5cpy7v9ZJR0cS84HSSv74zUo2Hy/kqfPnIMsSDlXl0ZW/9Phw0YTArqr8dfV6vrjmUsqbm9lT6j3+DbDi6DGuHTWCFrv3UnENXB2J08MjUAoLvJKU5JBQZEliWnIakf4B1LVZepy3IkmMT0whMVgPLTw4ahoXLP8Uoak9Eps/jZpCiEl3c8cHhvDVnCu5df23nGyud/UC0oRgbGwKr045360BYL/QaNafdzs/nDrMurLj2DUngyPiuTRjGPEB3UMb8QGhPDR0Ng8Nne312nRFRnA0GcG9f1dUobGpMp8D9XqS8aTYTAaHJ3aza3FYeXz/t6ytPIyEvsBrCNKDonl2+GVkBHduKL4p2sbzR7v3qylsqeJ3u9/hjdG3MDBMfxa8nv89zY62bmE1DYEEPHvkS5ZMfAyjbOC70g1e83eEEKwq38qVqXPZW3/Aa4Kxhsaeer2JXbOj+YyUZJudzZh7SJjtNg8EJkW3SwrIpNiS75F06BorukLzkLCZHGj0rKwrITE8XC9Xj/LLIClgBKWWHI9jj4i8rN3TAmOi7+bH4htxaK1unhFdz0ViYuzDLlG3MHMW4+JeZGflA6jCCu2fOGgEGpOZFP8acpdy5/Sw22l2lFLVuhypvXBYCIkQvzEMin7ONS6ATa2h0lqIU/XDKDlxaL+uWNtvQlCam5t55JFHWLp0KVVVVQwfPpyXX36Z0aNH9/5iH9i6NZ+/PPYtTqfmyhHZufMEH324iaeeuYQh7Z6LdeuPoigyqgeRMlUTbNyUh6pqDBuU3KNNVxiNCgOydLnthecM52RRLd+tynWV4XZ4R6Iignj24QvcSI8kScybPoh50wdhszuQJMmtKsiH3iGEwOpwYjIoHjVQ9hdXcMen31HbYnGpmn6weQ8ZMRG8efUCEttzRupaLdy7ZAWa5v5I71icl+UeYUxqMguHD2TD8ULqLZ7luzUh2FNcxqm6BizO3pUOZEmivk1XH00NC+dIdZXHnZUiSWSE63lElw4czFt7vSe+Lho8DNCTU5+dOoebVy1DEu47cEWS8DcYeWzCdNex7MgYlpx7BQ9uWcWB2s6Gd1H+AfxxxGQuz+pMmgTICo9m7YKb2VpxipyacgySzJTENAaEx9AT/A1GLskYyiUZQ3v8+7+DFoeNFSWHKWqpI9Tkz9lJA0gODO9md6ihjLt2LKa8rRGDpPfX+efRdYyISOblsZcSadaTkTWhcdfuT9hfr+d06Ttf/fqdaq3lhu3v8uWkO4jzD8PitPHqsRU9zksPr2j889gK3hxzK/X2ZjbXHPRIIgTQ5LCwteYwU2OGkN9c5DVpWEOQ16yHjp1noN3SUQodYYo4I9G4cFM4YcYwIkxR1NlrvNoODtVDTZOizuXzohc92smSzJgIXV25T+AQ+gWPJb95Z7e5S8iEGWMZGdEp1DYn8RG+L7qfalu+y/PSkZcyOOx8hoZf6LINMSVxbvK7bK16lsq2vXT4LoKNfRgXcy/xASPc3s+oROMgFrtWhiK1h2SFgSA5FUV2L43OrXmWguaV6IFHnZgJoKXtALaKu5iU8CaKZEIIQW7lndjVGgQSqjDSJn5d7dffREn2xhtvZM2aNXzyySccOHCA2bNnM3PmTEpLew8z/F9H0akannj0GxwOd10RIcBmdfDQA4upq9W7Wba22nosv+0KVdWw250kxIcxcVxmt112ByRJ4tzZQwgO8nP9fu8tM3nlyUuZPiGLzNRohmYnce8tM/n4leuIj+k5eRLAbDL6yMm/gFarnddWb2Pqk28x+s+vMvKhf3L/5ys4Vu7+0Cytb+KG95dQ36qTCaemuZJOC2vqufbdJbTZdQLx7b5DODTV4yNdluDj7XqFQWljo8fOu27v39hEbFBQr7aqppEQoudzXDV0SK8VMZcP0fVK0sLCuXecrkVy+jvIksSwuHgWDekkADNTM/h03sUMi+3swyMB01LSWbbwSvpGuOcyDY6KY/n517D6gut456wLWHzOZey49PZu5MQ1liQxMT6VOwaP55ZBYz2Sk/8X1Fhb+Sx/L68d2sKywoO0eSB+3xTmMGH5izyyZznvH9vOCwfWMnPlq/x5z3K33WqppYFrN39EpbUJ0CugOjxRufWl3LDlY5f9turj5NSf6pEcqEKj1Wnj80Jd0XZD1SGsmmdSqiHIbSikzFJHeVtdryRCkWRKLHoitNxLspvUbg+QEZTqVSlX12PRN2Ejw0d69YzIyAwMGUiEKQJZkjknfqHXccdGTiHcpCu2Dg4dz7iIOe1/65JIjIyEzGXJdxNs1MmjJEksTPoToyPmuwmygURm0GiuTn8OP6WTHPgrocxMeIRY/3HtCq4yGv5khS5kfPTNbhtCTahsr/mI4y2HaFH9aVVNtKr+lFrL2Vj5Fla1yWXbZC9hVcmdWNQaHBiwCiNWYURFoaJtFz+X3otoD13VWQ9S0LTYNU/R/v8Oj0utNYdTTcsAaLDupsVxzGti77+LX30VaWtr45tvvuG7775jyhQ9Ue7xxx9n2bJlvPHGG/z1r3/9td/yvwZCCI4eLqPkVA3+AWZGjknHP8A95rxs6R6PpEPTBDabkxU/5nDV1ZNISuy+izodoaH++LV3Cf7T3edwz0OLyS+oQpIkhBCuPJHhQ5K5/YZpbq+VJInhg5IZfgbeFx+6w+FU2X6siLpWC/FhIYzKSOpGEJvbbFz9xlecqKx1eTecmsaq/cf4+cBx3rzhAsZk6tf/s+05WB3OnhNONUFpQxMr9udx4ahBHCir9BoQ1gQcraxG1TTC/f3PKJ8jzN+PiAB/ZmSks+6E51CM2WBgbn/dzX1h9kCW5+WxvaSkx/e4dthwhsZ1Nsm7c/Q4kkNCeW33DvLr9GTdELOZKwcN5Xejx+FncE/knJCYwrcXXElJcyMNVitxQUFE+XvPU8oKjyYr/NcPLdZZLWwpP4VDUxkcGUffsKhuNpoQPJ+7nneObtfF5SQZp9AIMph4YtQcLkjrFJdbU3qUB3f/4Prd2SX/4euT+1AkmSdG6Dvwj49vw6raPSQjaxxrquKX8qOcnTiQlWW5vSQjaywv2cc9A86hxtaEIsm9qslW25oIM/WeuK4JjYD2TswjIwawo+aAxyorAYyM0CttzoqdxHelq/CszyE4J17PozArZq5IuYIPCj/oZicjY5ANXJrcKUE/LnIqLc5mvi9dDAg6OgtraIwIH8clyde5bCVJ4vzEG+kbPJR1Vd9Sbj2FjEz/4JFMj72ABP809/eTDPgZ4lBFBBa1DgmQZT/8jUkYJfeS/LK2fD4tfBCnZkdgQF+eNXbVraKw9SiL0p7FT9Hv7d21n3GsaW37uWuILt2Qa2wnWF32N+YnPwvA4YYvUYW9x9CR3n35EKWWHSQFjqew6dteq4kKGr8mPfQS6q27e7X9d/GrExSn04mqqvj5uV98f39/Nm/u3oPFZrNhs3WWQDU1NXWz+d+AvMNlPP/X7zl1srOM0s/PyCWLJnDFtZNdC9fWrfmoqhe3pybYujWfq66exDlnD+Hjz7Z4tJVlifnzhruYd0iwP6+/eBXrNuWxcs0B6upbiY0JYd6cIUwc17dXpVMfzhzfbD/AS8s302jpbLQWFxbMny+awZTsdNexf67a6kZOOqBqAiFp/PGzH/nl4ZswGhRW5HpPOJUk+OmATlCUdu0Nbx42RdIrqGb0S8dsULA5PamFQmpkOANi9UX9/qmT2FFcjMVDg8OHpk8h2KwvQkZF4b0FF/Dazh18kpNDY/t3PSkkhJtHjebKIUO6vf78rAHM79efitYW7KpKfFAwJsW72F1ScChJwZ69ev+vsDodFDY1oMgy6SHhPYbebKqTv+z6hcXHc93KqEfHJPHixHkkB4e5jr2wfwNvHunst9NBOlqcdu7d/gOBRhOzk7IQQvCPg+s8Vh8JYHHBXm7rP4m4gBCWlxzoJRlZYmXJQc5OHEi9vbXXZOQmp+6lizAFn5HUfaQ5mET/CJIDoimxVHvhxhKTo3UStjBpBttq9nucb6DBnxkxowCINkdyc8ZVvHXik/Z8mQ7tFj0vZXrMRCZEjnK9fkr0FMyymSUlS6jpEr7JCMrgqj5XkRzgvumaGTuPoaGj+a7sK2psVQQoQcyJO4+skGxOR529hjWVqzjRUkxHEGJnXQ6KHMqFSYswyp2bzu9K32V73ar239rvYc3B1pqVFLUe4+aMxzHKZjSh8m3x0+3kxP16CwTVtiLWV37M2Qm3oWp2cuuW4JmsaRS17qLOdooIcx8Kmn/ySiIkFE42ryEpcDzNjsJeCIeg1dleUXaGeY3/Dn51ghIcHMz48eN58sknGTBgALGxsXzxxRfs2LGDvn27J0s+/fTTPPHEE7/2NP6jcPJ4JX+8/SMcpzW+s1odfPzOBqxtdm68YyagS8z3ho5xYmNCuOmGabz97nq36hnQyUlKciSXXjTG7bUmo4E5MwYyZ4a78qIPZ4YjxZVsOFCA3amSlRTNjCGZGE+rPPp6636eXPJLt9dWNjRz13vf8/rNFzAhqw9tdgff7jro0XuhCUFdaxtrD59gzpB+WOze8z+EgGarnpQ6ObMPKw560+eQmJihV2wEmc3cPmkc/1jvmezeN2Oyi+imR0bw9VWX8cSadWwr6kzSTgwJ4d4pE5mf3d/ttWaDgXsmTOTOseMoaWxEkWWSQ0O9hookSSI+KNjj339rtDkd/GPfFj47mkNLe0PB+IBgbhkyhmsHjHBdCyEEd2xYxtqSE91CJnurS1n40yesmHc90f6B1NssvHNku8f3lIDnc9czK7EfhS11HG/2nhchgNWlR7m67xhand50LvRQTJNDJ8uJARG9ekVi/XSyNy12IM8dWepRRl9GYkBoEkkBegjkhvRzePzgxx7Pb37ieKLM+tgDQtL4fb8reOXY5645diDQ4M9fB99BgKHTKzM9ZgLxfjEsL/uZnIaDqEIjLTCFufEzmBg1ulshwNjIscT5JfJTxc80O5pJDEhgbvwsQo3dE5e31Gzhk1OfYNNsKJKCJjRyG48xM3YmlyZf6gpHNTsaefHY47Q43DfSGipba9bRYK/nlgy9d0+x5XgXcuIOgUZx23F21v3MxKhzKWjZR6OjqkfbDvvchjVMj72GenshNq3Fo60OieLWPYSbUnBonvPL9LFV7KpeIWWSQ9FJl+d7w9CesxLuN/o39Z7Ab5Qk+8knn3D99deTmJiIoiiMGDGCK664gr1793azffDBB7nnnntcvzc1NZGc/L8rpPDRO+txOFWPQmZff76d8y8eQ3RMCNnZiWzbmu9Z9EyRGTSos2zx8kvGEhUZxCefbaW4RO+LYDYbOGfOEG64djKBgb1nqfvQOxpbrdz/3nJ2HCtGadebcaoa4UH+PHf9uYzup9+zVruTF3/Y1OMYov2/z3+3gW/uW0RpXSNWh3cVXoMsk1dWzZwh/UiPjuBgaaVHQqPIEn1j9YVi7sAsXvx5C3WtPetzqEJw/YSRrt9vnagnsL++eTs2p+rSGAn1M/Po2TOYmZXh9vrMyEg+uewiShobKW5oJNhsJjs2xivpMCkK6RERHv/+W8Ouqnx77BCfHsrhVFMjISYzF/TL5uqBw4gJ7MwFsKlOFq36ij1VZW7XutzSzOPbf6GwsZ4nxusbip1VxfxccrzH91OFoM5q4f0ju3hgxDRWlxxzC9OcDgEcb6rlWGM1Ni99dTqgSBIt7cQkOTCCgmbPngtFkkkN0u+NBckjWVK00+O4MhIXpej3Q6DBj1sz5/DKsR+72XWIwd3ZrzPRc2rMUO7Nuph/5uukxtC+2GsIzk0Yx519F7iNMStuLEPCMllZvoW8plMYZQOjIrI5K3YMgYbuIaO+welMip6IvxKOU6j0C+rDiPAh3ciJQ3Pw+vGP2Fq7W88PkSR21x/mh7JfuLLPhZwbf5bLdk/9Ht49+a7r944SZYFgdeVqZEl2hYTWVf1Es6PJQ7hEcKhpH8dbjtI3eAC76n7ptZpoe+1qJkadS4X1BDIKmlehNjt19jI4A4+W7llSkSSJQEMsrc4KL7YKwSa90ispaA7llvVebVOCzwUgzDyCYFN/Wuz5vxlR+U0ISkZGBhs2bKC1tZWmpibi4+O59NJLSUtL62ZrNpsxm/97F1EhBKcKqmmobSEyJoTkVPe4c0uzlW2bjnlrPYMErFt9kEuumsAFC0exZfMxj7aqqjH/fPcM7VlnDWTmjGzKyhuw253ExYbi79+9m6sP3SGEYOfRYvYXlCFLMuOyU1wdjzugaYI731jK4SK9+kPtqjfTauWO15fy+f1XkJkQxcYjBbTaPJfWCgHHK2rJL6/B3+xdGKtjfub2hOPLxw3lwSU978g65nXJGD1kYjYaeP/qhVz38TfUtFhcoQJF0ss6Hzv3LMaldyp1SpLEbZPGcNWooazJO059m5XE0GBm9E3HZPD8mEgKDSUp9NcPrfwrKKiv44djR/VuxsEhLOg/gOgA9zwUq9PBNT9+w47yEte1aLbbeH3fDj47nMPi+ZfRrz2pdvGxA+yuLPW42H94ZC8XZA5kWHQ835446NUboQrB4vz9PDBiGk12q9fcjw402q1khkb2KkTnFBp9gnTCd1naKJ7av9KjrSo0Lk7VnxvZoYksTB7Ft8W7u9kpkkRqYDSX9BnnOnZZn0kYZIV3jq+m2dkZskzwD+dP2QsZFu7+XJ+XOI5psUNZV5lDWVstIcYApscMI86/Z3IaYgwi2hxDjdmGUVKINkfjp3RfE8rbanj0wBuUWatdybOrK7bz3sll/GnAdYyK6AzHvFvwOdtq9wDtuiqi4zoIPi78mhBDEJOjxyKE4JuSb7yWMK+pXMM5cecQYgxhe+0Gr7omMjI76zbRN3gANbayXqqJBPV23WuiSIZeE4w77EJNqSiSEVV49qgKNGL99euRFXoBe2vfxFt/nb4hurZJYtBZ5DVk0mw/2Y10SMgY5AAyQvVO0JIkMTTmVXaXL8KqVngc/9/Bb1pqERgYSGBgIPX19axatYrnnnvut3y7/9+xZ/sJ3v7HTxQe73TNZQ1M5NY/nkP2EH1H3dhg8UpOQA/HdFTmDB+RylWLJvLpJ1tcCawAiiKhqoI775pFWnr3agJJkkhM6D1p1odOFJTVcs+b31NU2aB3MQZe+24Lg9Pjef6WeUSH6bvq7XlFHCjseQeiCYGqaXz4827+evXZ1DZZuoXbekJNs4Xx8SmkRodzqrre41dbFYLp2br34twh/Vl18Bgb8k66jd+x4F43aSSDkzrJVd+YKFb97jqWHzjKurwCbE4nAxNiuXTkYJIjwnp8v2A/MwuH/s+H/4QQ1Fgs2FWVmMBAjD3koDhUlYfX/czXRw668mlUIXh260bumzCZW0Z0yhr8Y9dWdlXoVYSnl1032Wzcsuo7frnsemRJ4pMj+7zOTZEkvszLZVh0PNVtrb3maNTbLAghSA4K65WcSEBSYBgR5kBmJfTn57Ke844kIMTox6yELAAu6jOCFSUHya0r6bE655qMcWSHJbh+f2jQfBIDwvm4YAuNDr2thUGSmZswjHuyzyHQ0EkQJEni4pQJzE8cza664zQ5LCT4RzA0LNWjvpIQ4NAk7KqMTZZwejjv3XV5PHbgIyyqzUU6lpVuITkgmueG3uwiNXbNwUP7X6XG1gDgds2tqp0nD73DKyPup09gPNW2WjZUb/e64C8pWc6kqDGUWcsot3rugaO/l8re+r1Mi5lGi9N7jqSGRqOjHoAAJbhXoTY/JQCAzKBRrK3sntTbFcGGKKLMyciSwoDQczjUsLzHsSVkIs1pxPnpBKV/2IWcbP6ZBvuJHu2zwy4n3Kw/Y2TJyKT4N9lacTcNtoNudmYlignxrxBg6HzGGJVwJKUvVkc1Rkk7AyG7fw2/CUFZtWoVQgiysrI4fvw49913H1lZWVx33XW9v/i/BNs35vH4vV90W4nyj5Rx303v8+yb1zJoeB/CwgPciEZP0DRBVHRnvP26G6YyIDuRb5bs5OCBEiRJYsTIVC66eAzD2qXrffCO6voWSqobCPI3k5kU1b1rbmMrN77wNc3tSaxduzEfLqzglheX8MUjV2E2Gliz95hLC6YnqJpg1Z48nlw0h+jQwF7JCUBMaCCSJHHLWWN58MuferRRZIlxmSn0i9d39gZF5uUrzuODzXv4dOs+alr0haVPZBg3TBnNwpHdiUWg2cSlo4Zw6ajuyaj/qVhx7Biv7tjO0Ro9ByPcz4+rhg7jtjGj3ap4nty0niVH9IeoKoTbQv7Mlo2E+/lxSfZgrE4Hnx3O9eiNUIXgZGM9W0uLmJTUh6Lmhl5Lowsa9XBqbEBQr16RKD/9s56R0Jdwkz8N9jaP4nITYlNJCNRzJP40ZCa7a4posLuH6TrKbZ8adR4mRX+EmxUj705YxGtH17O4cI8rJyXeP5Qb+07ksjR3DSpZkrkuYypXpU3kSGM5DuEkMyiWUFOAx/NwaCrNdjtNDgfBBjuq0DD0IHe/tHgH/8j7HqemuvI53jq+ivMSR3H/gAswtIvcFbZW8GDuey6y0ZV0lFlquWffG3w49n5MipFN1fuostX1OC/R/r9lJev4fdYV7K7rOfG2Kyqs1ZS0lWNVvfccA90rYmm3CzaE0uRs8GobZtRJ1dDwSRxs8pxzJCMzImwqANF+fcgIGklByz6PhGZC9MUuobYJ0TdTZc2jynqMrpRbQsZPCeXsxMdczzyjHMCcxFfZWPkXyizb6MgvUSR/ssMuY3jkjW7v0+Aootxahib8MLR3KtYw0Kw1U2U9Spg5y2W7u+oRqq27ERhwCLCIX7dz+29CUBobG3nwwQcpKSkhIiKCCy+8kL/97W8Yjb27tP8boKoarzz9AwjRbTHqEMZ69ZnlvPHl7QQG+TFpWn82bziK5qU6Z/rsQW6/jxufybjxmb/B7P93o6SqgRe+WM+W/QWuzyYpOpTbFk5k9tjO5M2vN+TS1Gr1WLJbWFnP6t15nDd+IM1WW69luA5Vw6lqTMlOI9jfTHNbz0mLkgRZCdFkxumk47wRA6hoaOaVVVuQ0b04kiShahrD+iTw9yvnur3eqCjcPHUMN0weRWVTCwZZJjo48IyVgv+nYFdVVh87Tk5ZOQZZZlJaHyb0SemWs/LWrl08u3mTm+JFvdXKazt3sL2kmI8XXojZYKC6tZXPD+Z6JRIv7djGRQMGUdBQ70p09QRFkthbWcakpD69NwtEIrS9WeBFmUP4Ij/Xs60kcVlfXWfFpCj8bcw53LH5227VOYok4a8Y+fOIma5jiYFhfHPWDbx4cC0rig+78leGRSZy98DpjItJdXsvf4OJPw6aze8GTKeotR6jLJMSGNGL3oiEjIwsFCQPOiNCCN4/sYF3j29ob0Sozz3SFMSfBy9gamzn9+qXiv08d2Sp63dnF8n55aV7MEgK92dfAMDXRRtc5OJ0qGiUW+vYUL2fWXEj2VqT6zUMowqNzTU5/D7rCqyazattB6yqjShz91Lw06GhEWPWvdYToqazquI7jyRCQ2NcpC6vkR0yigS/VCqsRd1CPRIyJsWfCVGd3+8FSfex+NQTlLQd6SLUpv8cF7mQkeGdtiYlgHMTn2J1+YuUWHaCcAAyEX4DmBH7O8JMnXmKQgh21n5MXvMeJMxIdOTYSGyv+ZoIv8GkBo1rvyYN/FL6R5ztirN23NfsbVXPEmZKJ8Z/MM32k5S19qw2/mvhNyEol1xyCZdccslvMfR/BHJ3n6S2ynNfCKEJTh6vouBYBRlZ8Vx90zR2bT+Bzero0ZNyxbWTiIz6n6tY+N+C0upGrn3yc1rabG7EsaS6kYffWkGzxcaF0/XFYsWOI15JhyxJrNx5lPPGD6RPdHivJbvRoYGuap77F0zlkS9Wd7ORJH3c+8+f5nb8phljmDssi6W7DnGqpoEgPxPnDMtidHqSR+KhyDIJYT13iP1Pw76ycm799ntqLZ3qt+/u2kPfyEjevWgBiaH6eZxqaOC5zXqC8elXWhOC3aWlfLZ/P9ePGMHPJ0/0Gi4pb2nmUHUVJsOZlc93hBgWZGTz/qHdnpsFIpifPgCAEVEJnJc6gOWFR7rNWZEkYgOCuW5AZ/nr2cn9+XDaZfw9dz0H6/WwoQRMic/gwWEzyAx1XzATAkJ5fswFPDrsHKqszQQb/Yj19/6sMCtG+oZ4F5XThMYHx7fxQf4W6uy6d8AoK8xPHsJ9A2cT0kXT5N3j63kjv7MqreM86+wt3LvnM14bcw1jozIRQvDW8dVeSqMF35Xs5Nr0GcT4hbKhar/X8JiExKbqA8yKG4lVtfdKOOztgnJJ/nG9KsnKyMT6RRNiDGJI6BAONh70+JpAJZBhYcMAmBYzh511m2iw1/VAOiSGhY0hLVDXAFIkAzekP8rnp17kROtBpHbfl4ZGuCmaq/rcR5ip8/P2U4I4O/53rCh/lyLLfgRgkMwMDj2LidGXuj0L2pzNfHrqYWptxQiM0E4kmi2n+OzUI1yV9gyxfnpu0InmjeTWfwN0eJs6vg8aAsHK0se5NuNL/A1hHG9c3k5Oer7WEgqHGxYT4z+Y8taN9Fbx8+/CJ/fpAc2NFmxWB+GRQSinlZFWlTec0RiV5Y1kZMWTkhrFS29dyz+e+ZGjhzrVdIOC/bjyusksvGzsrzn1/3XQNMHuw0Ws3HKE+iYLsZHBnDdlEAMz4ty+tK9/u5mWNpvHUMyLX65nztj+BAWYabL0UpYpBI2tus0FEwby/movVQ+SxCWTO9VIzx89EKOi8OIPm6hq7CwHTI0O5+ELz2JUZvdupIkRodw5Z4LXOf0nwalprDiUx+d79lNYV0+In5n5gwZw+cghRAZ2hgmKGxq5ZvE3WJ1O1+s6UFBXx5Vffs1P11+Dn9HAlwcOuPJIPOGTnByuHzECi8NxRt2MW+12BkQlEuUfQE2bZ3e+KgSTkvSk4euyR7L42H5aHd2bFyqSRGZYJHP66IuQJEm8OGkeCYEhfHR0D1ZVP08JmJyQxjPjzyHCzz1sMjk+ncnx6RQ219FgayMhMJQYf3e58dMRYvIjxOTn1UYIwY8lh/gofyeH6stRJJnJcRnc2G88I6LcKyOfzF3B4kL3JFmHprKsKIf9daV8PuUGAo1mmhxtvHt8fc/v1/7zlaOr+WxSJoWtVRRbeiuNFmysOsxFKeOxeVGo7bC1qrrnKy0okf0N+R5JhIREnwBd8G942GBCjcE0OVp6JDUyMuMiRxBi1K/55SmX8+ThJ7GqVrfxOzxK16Vdh6G9G3SgIZh7+j3OF0Xvcqgpx2VrlIxMjp7F/ER3IhFoCGFS9EKanU5KLPkAhBrjmBB5AXF+nUnqAKdaj/JuwV9QhRPNtTQLttet5XjrEW7L+CsBBp2c/lz5HrW2km7nJ9CwaW0sLX6GWzLfRJIkcuqWeMmFEajCwZHGnxgReRllll14S3YVqJRZdgCgCmu7p+q3g4+gnIadG/P48p31HM7R+1QEh/pz7iVjuezGqfi1q76GhJ1ZR93QsM4HU1pmLK+8ez2FBVWUFNXiH2Bm8LAUTCbfR+ANbVYH97/8HTsPFrnyQBRZYtm6A8ydlM2fb5qNIss0W6z8suuYR3ICurLr6p15LJw2hOToMI4WVeLJXJElUmP1pOOkqDDuPG8i//xhS7fdoSxL9EuM5qrp7pVVc0f0Z86wfuw7WUZ9Sxvx4cEMTI79jw/FANgcTlpsdkL8zT0mp9pVldu++o5NJ065SEKdpY1XN23n0905fHb1JWRE6XH4j/bsw+b0oH4rBCWNTSw/msdFgwdSUF/nlZwI4FRjA5oQZEZE9EpOJHT5fIMsc/PQ0Ty1fUOPdookMSwmnqEx+gKXGBTCl+dcxs2/LKWkpcnV10YVguHRCbx51gI34TijrPDgyOn8bsgEdlWWYNOcDIyIJTkozOv8UoMj4Awcp6ea6/m6IJeilnpCTH6c1yebMdEpbveSEIJH965g8cm9rgZ8TqGxrjyfX8ryeGrUeVyYOgzQe/acTk46oArBieZqvji5ixv7TWJtxWEcvXQGPtJUxqmWGiy9aLGAnvvS2l4JlBIQw8nWCo+eERmZtEA9IfOcuAksLfEcThAI5iVOBsAgK9yZeR3PHH1Nb5raZWGWkQkzhbCoT2dfmzi/OB7JfoSvir8ipyHHNZ/UwFQuTLyQgaHuuV0hxjCGhE2kzNpIRVsJsiSTGTqEwWFjUST35/mGqlUsKfm4nSDof6u1N7C4+H1OtBxlUeptyJKMJlQ+O/UiTuHokXTU2spZWf4pFybfRpuzmYMN6zyGmQQatfZSiiwHSQkYRKX1iNdEXRCUtx1q/1fv5cIdsvghpsz/Th2U/1asXLKLl59Y5iZH3tzYxlfvbWDv1nyee/9G/AJMjBqfQUCQGUuL5y9kdGwIA4Z03ymnpseQ2kMVjg8945kPf2b3IV0MrIN8dPxcufkw8VEh3HzhBKrrW72SE9DDIqXVjQBcNHUIf/l4jUdbVRMsnNwpO37DnDHERQTzzsodFFa1Z+mbjSycMJjbzh3fY8mwIsuMyuh+D/ynIr+qhjc27mDV4XxUTeBvNHDBsIHcOmUMMcGdO/zXN+1gc4HexK0rSdCEoLHNym1ffceq265FkiSWH83rVf12xdFjXDR4IAFGY68Jp2aDAVmSmJTch7igIKpaW3skKookMS01jdggfd43Dh3F8YZavjp60PUeHeQqNTScN+ac7/b6gZGxbLr4FjaUnCS3RvdGTE1KZUhUfLf36kCQ0cz0pAyPf+8KIQR5DdXU29pICgx1U5vtavPywU388+BmZElCCN1b9/nxfUyI7cObky8iyKhX2/xUeoTFJ3Wdqa5VPB0hlId3L2dsdCpJgWF8c2qv19JoDcHiwt3c2G8SDfbWM5K6r7e3khIY6bU7ccd8UgL1sMbC5Ek8f/Rrj7YaGvMSxwOQGBDD9Wnn8/7J77q9hwSMiRjEWbGdopRDwrL5y8A/sqTkR/Y16InUJtnI1OjxXJR0LmEm99L4KFM0Q0JHUd7WTLWthkBDAENCx9AnINXNTgjBeyffY0vtlnbvgV6yt7/hALkN+7kx7UYmROme0CprBUtKdNG6rgShg4Dsrt9KdugwRkdMJK95H03OnpOAO67F3oYNnJtwNTW2Iq96Kfo1kaloO05KwKAz8HJIrr5CMf5DqWzz3FFZQibGX/cWxwdOwaxEYFMb+K3CPD6C0o76mhZe/ev3AN3yRDRNkH+kjG8+3syVt87AZDZy3R1n8dqzPXf5BLjx97ORPXSk9QEqa5pYujqX9Tvzsdmd9E+P5cI5wxg5qHNnWFnXzOqt/x97Zx0ex3W18d/M7mrFzCzZIsuyLTMzMwccZoYmTRps2iZtoKGGnDScOIbEzDEzShbLFlksWcywMPP9MdLKG2lXbuJQv548T+SdvTNz587s3Peec973nLe4UpaBNbsSuWnuMJwdrbu/QbmPrh3t5oyMYcep8yRm9VwjZt6ofgyOMC9TP2dYDLOHRlNa04BOb8TP3Rnb34kHrKqpGZ3BiJdTz5TdpKIybvniO/SS0QT0WvUG1iaksCczh3V3XoefixM6g4GvzyZZZCoZZZn8mjqOXyxkTHiIqXihJZNlaNIpbvxZEZFsPn/eYluVIDAnoiO+L4q8OW02N23+DqHjvJe3c7W15c/jJpu2iYLAKxNmsDSqP6szUsirr8FVa8eCiGhmh0dh24PWiygITAoKZ1JQeLfvfortKcrm5YSD5DZUm7aN9Anm+WFT6OfuY9q2NjeJf6Up5UE6r6/zWT1ZUcjjJ7eyctxSAL7MPm0dHAiKNP5jcZMpaq7tFXCUtSpA3tfO5Yqk7n3sXHDXOjLeO5YjlRk97iMALhoHxnop+TszfYdxtDKdU9UZ5l7Jjuu4u89cguy7aiYtCZpCgL033xXtJbPhIgDeWnfmB0xgfsB4VD9gFIU6BDPWcwztRg0N+kYC7X0Z6zmqGzjRGXX84/w7ZDRkm5JrGw2trCnczO7yg7wQ+xg+tko/Ttac5Fi1orh8uaej00vzycVPiHaOxt3GneNV+60KtQkIHK7YzTD3MZS1FvQq6maUDVS1lyMKvb9zZGREQY0gCAQ6DKaoOcGKF0UmyEHxAEc6LyC15kvo5ivubCnRz1XJLxUFDcN9XuZY6f3IHcJwV9t+H2/XX8C+35Rg1WUsSzJb15zi+rsnIQgC85ePQDLKfPbePtpadQiigCzJODjacu/js5g4I87isf6/W8r5Eh55aT06vcEEBqtqmjh0Oodr5wzhwZsmIAgCp9MKes8xaNORllvG0H7BDI4KJCmrxAqgkZk6TKHIaVQq3nlwIR9uPcF3h1Jo6pCId3e258apQ7hx2pAewzGCIBDg4dJt+2/Vvk/L5sODp8ksU7R6XO1tuXb4QO6aOBzbDgE4SZL544ad6IzGHmsC1bS08OKOA7x33XwKautoaLPuyleJAonFpYwJDyHcw520S5csAhqVIBDlqSicTg4PJ9LDk9ya6m5eFAEFlNw5tCvhdGRgEOuXXc/bp4+z/2IeMgpTZkFkNI+MGI2/k3kSsSAIDPcLZLjf1fdq1be3sT4njX1FueiMRgZ4+nJD9CDCXMzFybZczOChI1u68WXOVBSxZOfXbJh9IzFu3kiyzLvplksPSLLM98VZ5DVUE+7sQVptmVXPhSTLpNQq+W9uNva9eqqcNQqQn+ATg73KhhZjzywoURAY4h6Gn50rAA9FzSG5Lp8GfYsZSOmkRj/bfxmajnwOlajib3G3sL74MOuLjlLZoXES5RzEdSGTTTV7LrcR7v1xVjtzvDKNdllPnEs4Yzxju4GTBn0zz6a8R25zsQnwZDcVs/fSaWb6jub+iOUmdtPqok1kNihqwJeDDhmZOl0Db174iH8MeBpBENhTvscqQ0hG5lDlIRYFLKKoNd8q4JCRKWlVUgnUoqbXJGAAjWiDp00wdipnWo3WNFlk+jopv5V49+UUNp/psZWAiI1oT5TzNAAcNN6M9/0Lh8ufB0QT6OjMYRngfisBDl0ifp62QwlwWs7FhnWo/gdQfj4rulipCGxZaVNX3URLUzsOTsqPd+F1I5m5cDAnDl2gtqYJL29nRoyLxOYKFEL/v1pLm47HX96ITmeel9C5al+zPYHoPj5MHxuD3nBlbkNDR7t7F43hnlfXKdj/BzdSAJZOGoifZ9ekpdWoeWjxOO6eN4qC8lpEUSDU1/13UzSxk1VkKa/ls6MJvLbzsFlNr7qWNj46dJpTeUV8etsStBo1p/OLKKqtt3geoySz/0IulxqariyHpiMUAbAifiB/2tmd0WQ6tixzzUBlIlKLIl8tWcIdmzeReumSifFjkCSctFremzuPKE9zlkuctw8fz11EQ3s7De3teNjZYXcV5Qx0RiPFjfWoRZFAp57rB6VVX2LFrrXUt7eZ3h8JFSV8kn6WF0dP44boeADajAaePaUoAf/wPWOUZXSSgb+e2cvq6deT01BFaYt1UTARgf0lOYQ7e6AWRdqt/FwEwKYDGMwJjGNbcarFtipBZEGQ4sa3U9nwROxcXkjZ0OP5NYKaP8TMMm3zs3Pjs5EPsDJ7N3vLU0w040FuYdzZd1o31Vm1qOKa4ElM9xlGan0+WtGGQW5haFXd72GNrpHnUj4jo6HAxLj6rugIHjbO/DXuFvq5dGlEvZr5ORebS4GukFcnYNpVfhx/Oy+WBE2hzdjGvktHLYIDCYmLLUVkN10k0imcgpYCq0BCRia/OR8AG8GmV7qzWlSuM8ZpCDvKeq5h1GluGi+8tAGIgsgozyUWhd0ERCKdRuBmo4QjgxyGMM77fo5UvPeDZFkBjWjH/KBXsFF15Uv6O4zC024cpc1HUXU87kbAWRNNX+f5ZudKrvmEjPoNKFBCRavce4mG/8T+B1A6zNZO05G1bS1eLqDRmg+ZrZ0Nk2b+z1sC0NKqY++RTFLPl6ISBYYMCGHCqAhsNF1j9v2RTJqsMGgEQWDNtgSmj40hJszHYrtOE0WBiGDF/TooMoDXH1rIXz7ZTW1jC2KHV0sUBZZNGcTDyyf0eAytRk1kkFeP3/3WTJZldqdk8dWRc6QWlSOKAqMjgrllwlCG9+liahTX1PPPXYc79jE/hiTLJBWV8s2pZG4dO4Ssiupe1W9l4GJ1LUNDAvB0sKeq2TojZlSowlBYGBvDrgvZHMq7aPbL6vyl3T1iGP19u+6zl4MDm667njMlJey/mIfOaKS/tw+zIyPMRNp+aM5aLc5XsWRGm8HAu4kn+TLtHA26jno3Ti7cEz+c62O6ar8063XcuGsdDbp2s+vr9E48c3wPfV08GOkXzL6iHNOxejKjLHOivJDipnrajb2/6AVBMNXsmeQXwc7iTIvhGBmY6KcUax3r05d49yCSa7uHN1WCgIPahhv7dK2S5wcOxlal4V/nv6e0tda0Pc4tiCf7zSXK2Twvx8fWlT/HXcPjMQuoam/ESW2Hu7ZnllK9voW3zm9lT3myqe+OaluuDRnLLeGTTUDEIBl57NxKiloqOsaq6zprdY08dm4lHw9/jAB7T/KbSzlXZ7lQJsD64n0sCJhIUUsZ7ZJ1jRwBgQuNuUQ6hZuE56y1VXeEYPq7Diat4ZzFtiIiA10UAT0v2wD6OQ8ns+GsxVDMJO8lJq/PSI9F1OsqSKjd3k0zJci+H/MCHjXbN8xpAil1x6loS0UlyICAJNsQ4TwLT9uuIr6SbGR78TOUtqQo9GW56zfX3l7E+oKHuCbsI+xULrQZakmp+cLs6rGgpfNj7f8FQJFlmQspRWQk5Cv1A0b2ITzG36zN6CmxbFtrhUqqEhg2Lup/rBsLdi6tiKf+sYnmlnZUHUnG2/el4fG5A6//eSl9QhQAkJRZYlVZV5ZlzuddQm8wEhPmQ3SYD9kFFT0mwKpEgQlD++JxGatqzIAwdrx+J8dSL1J4qQ4HWxsmxPfBw+XKmFe/ZZNlmZe3HGTVsSRTgqdklDmWVcDh8/k8u3Ay145WVr7fnU2z7oqW4ZuTSdw6dgj2NporUr+106hRiyK3jRzCq/t6LoioEgRifL2ID1QmLbUo8sGieXx8JoEvE85R2QFswt3duHvkMBbFdi9nLwgCwwMDGR549UMxOqORfRdzKaivw0Vry/Q+ffGws+/W5tYdSt2eyyfw4sZ6njm8h4t1NTw7ehIAm3IzqGm3XC1WJQj8O+0MI/2CKWmuv6JaPCXN9cS4eWMjqtBJlt3mRlki2lVJuL8tchQ7ijIs9sFZY8eC4LiOzyIrR63gqYSN7C+/0DGtKGGQYAd33hy2HH97V7NjTPeLY6pvLOfry6jXtxBg72ZKdv2h6YwGtpac47vCUxS31OKssWNuwCCWh4zE4zKg0mxo597TKylsqTIDHE2GNj7O3Ut5ay1Pxy5FEASOVqWR32yh3AQyetnA+uLDPBS5mMTa8716Lur1TRS0lF0xq64zRDXQdSCJtYkWQzcyMgNdld/gULfR7ChbT5O+wUJ7gUk+M02frgl6kC/zXyG3OQ0RVQfoEJCQmOK9jGHuXQUOBUEk3n0u+S0FlLVmIgoisgxOmiCGeSxDe5lHpMVQzxd5j9NoqEHGxmwNfrZ2Jy3GJhYG/hFBEChsPkNJS5KFazPSbKgmtXYzwz1vIr9pfy/soJ9u//Wz7aXiGl566Guy05SJUUbJJ4kdGsrTb63A3Vtx+Q8aEU5UXCDZGSXdFV87lnvX3N7zCvz/u5VequOPf1uPTq+8TC8HE7X1LTz8/DpWv387Tg62XOH7wGR/u3c2d/1tDfXNbWagRhQE/L1deOLmKd32UatVTIj/fanwFlfXseFUOoWVtTjaapkZH8mICHMq6aHMPFYdSwLoMTz20qb9jOgbRJi3OxeraqwKywGU1DZgMEpMiAjrVVPE09GeWD/F03HbyCFkVVSxKTXTRP3u9Ij4uzjz3tL5Zv3WqFTcO3I4dw0fyqWmZtSigJfDL69+uzs3m6f2f09tm1K0T5Jlnj+0j1sHxvPk6PGoOkJK315I40RpUbf9O0fn45QEFkTEEOfly+GS/F4UTmUOleQD4Kq16xWcALhr7XG2sWVhaH/WX0zpcR8RAW87Ryb6Kayh/m5+vD5iEX88vUkBrnTdExcbOz4dt8LE+AFw0tjy7sjryG+q5silbPSSkTi3AIZ6hFi8LxVtjZyuKqBe10qgfSMeNk44aMy9Vq0GHfed+Zzk2kLT+ZsN7XySc4jvCs/wycg7CHVUFivri06Q31xpcey2lSawMHAEsa7BHLiUZDUJ2ChL7C0/x0ORizHKxitSkjXKRkIdArBX2dFitAwyZWRiXRS13Jm+M0moTeixnYiIk8aJEe6KrpVWZcuDEc/wXvY/qNPXICKa+qQW1Nwa9hD+dl1aKFqVHTN9b2ZT6ZcUNGcAAqKgId51PKM9Z5vdl0ttRbyX8xR6Sdfh6VC2t+uq+CL/Za4PeYw4F8ULdrp6Swc46VkHJaPhMMNb5xNgH835+u+t1g+Skcis28Fwz5toM9YioELm6oZ1Lrf/aoDSWN/C49evpLZSUX29fILLPFfIEzd+yLubHsbWzgZRFPnrezfxwoNfk5lciKpDfdJolNDaavjj35fRb1Bwj+f5/27rt59DbzD2OCFKkkxDYys796ezfN4QBscGsftIpsVjiYJAdB8fkyprsJ8bX710I2t2JbLtSDoNTW14ujqwcPIAlk8bhJND7+yd37p9tOcU7+08rniWOuivG06lMSjUn3fvXICznXKNq44lWV2Bi6LA2pMp/Gn+ROxtNIhW6geBklCqEgW8nBxYNrg/6xJTLXpS7h0/wpSbIwoCr8yfwYK4GNadSyOvugYXW1vm9Y9mXv9o7G16DsWoRBF/56urmCzLMknlZWw531XNeGlsLGFu5oUzjxYWcO+OLabPnWNokCT+fS4BSYZnx00E4Ku0c1aDvSpBYHVmKnFevhgkqdeJUJIlZFlmRlAkz4q7LXpFBCDS1ZO+LkrS8J8GTSahqpiLjTVm4FElCGhEFe+MWWQCVQBzgmIZ6hnMtxfPkVJTikYUGefbl3nB/XFQ91zdPNTRgyAHNyRZRiP2XEfFIBl5JXU3qy8qiZaiIGCQJV5K3ckzA2axJKRLA+jdrD2k1irg7vJRkZBp0LfyeOI3fDvuIQRBYFPxKatjpxJEtpacJdY1mCZDq9UkYIBWoxI+i3QK6VVJ1kbUEGjng42oYZbvJDaU7Ojx6CIiUc59CHVQvHl9HPtwZ/idfJz3MZ0y/Z1gyFHtyOORj6O9rBKzr60/9/T5E+tLVpPXdB6Q8db6M99/GXGu5vWxshszeD/nFSRZukyoDU5WHyWr8Tx/iPoLThplQb219NMOcGJ+nZ3jubF4JTFOQ1CLGpJqd1v1dIioSK7bS4B9NM2G6l69Iq1GJV/NXu39szB3Lrf/aoCy+9szVF9q6HniNEqUXKzi0LYkZixT+PMubg688dVdpJ8r4MSBTNpb9YRF+jJpzkDsHa5efPv3YgaDkZ1709i0/RzFJbXY2WmYOiGGJQuG4ufTxWQ5eCLLajFEWYZDJ7JYPm8I08ZE897Xh2lqae9xH0mWuX6+eWEzLzdHHrxuPA9eN/7qXdwvZM1tOhpb23F1sOuRkrz1bAbv7jwOXKbz0vG8phaW8ccvd/Dh3YsBSCu6ZHUFbpRkUgsVN/i02Ag2n7MMBFWiwPT+EaZV2TOzJtHUrmN72gVUoqC8dGUZSZa5d8IIrh820Gx/QRAYEx7CmPCQng7/i1ibQc+D27ezLy8PtSiafucfnDnN3UOH8cTYsabr++fJox0y4z3bZ8mJ3DV4KN4OjuTX914sMLdWoQjHe/uxvzjXovdJFAQGeCqKxy5aW+6LG8VbyUctHvvJwRNNfXbV2rF+2s18cv4UX+ckUtveikZUMS+4H/f0G9VNFh/Ax86JB/pd2e/kRMVFPr5wgqOX8pCRiXD24qa+w1kaNsiU+wHwz/Q9fHPxtGlMOq+1zajnuXNbcFLbMj2gH60GHRuLzlr1cuQ1VZJYm88Q9zAq2iwnZne2L21VtEFCHLxJrsu1SnkOsFPGY4BLBAF2XpS1VvcIVEQEpvuOwl6tAP/FgXMobi3jVM05E9W3E3T42nnzSIR5Mb1RHqMIsw/jm6J1FLUUohJUDHIdyJKARdip7czaJtcl827Oux2gQ+lLk6GUN7LfZHHAYub5z+u4ViOfX3wXo2zsBtokJGp0VWwuWc0NoXdTp6skp8lykjNAi7GJ840JxDqPoNlYZ7WthJFGvfI8O6m9KUdlFXg4qBUAHeo4mdOVb2CUrefw/BT7rwYoezcmWHVzC4LAvs2JJoDSua3/4FD6Dw79BXr42zWd3sCfXlhPQlKBKYGyrV3P+q2JbP8+lTf+fg0xkUqeQbuudxdfW7uih2Gr1fDG04t5+MXvaG3Vm152naGCmxePYPLIyJ/vwn4hu1BcycodJziUmqesTtUqZg+N4p7Zo/BzV1ZBsizz4fenLK7WjZLMiQsFXCipJCrAC80VsItsOjxPE6LCiPb1IruiqpsXpbMm0G3jhprt9/rS2dw1bjjbUjKpbWnD39WJhQP7/eI1f9r0Brafv8CBvIvojUb6eXuzfGB//JzMvS/P7N3LgYuKHsblEvoAH549g4+jA7fED6a4oZ7kSz3nL5hMhh05WdwycDCONja9Fgt0slEWLNdEDuCtc8eRZWOP91CSZW6L7RrnhweMQQDeSz2BTjKaQmuuNra8NHImkwPNQ5PONrY8OmACj8SNp91owEal7pFJZLoMWSahqpjk6jLUosA433DCnT26tVuTl8jzidtRCV2hkJyGSp5L3M6Jiou8MWIxoiBQ1dbEqrzTFgGbALyduZ9p/jHkNVXQZrSueyMikFpbxBD3MJw1dtTqmq20FXGzUXJW5viPZGOxZdq1ACwIVATSBEHg6X6382Tyv2gxdMnXd45aX6cgbgmbZ9pXLap4NPIukurS2Va6l/K2ShzVDszwncBYz2HYqMy9T0l16bx54d+0SW2oEEGAopbDJNZm8VTMg3hplfGu19fzXs57GH7AbOnsz4aSDYQ7hBPrEkt6/TkaDJYBm4TE2drjLA68gRpdpcV2XeMhUqO7hCAIvVKSRVQ4qhWPY4zrLLIa91lsCwKxrnMBsFE5MsTzAU5XvtFrf36s/VcDlIZa66W0ZVmmvsbyD+T/s3299iSJyQpH/3KMJ0kybe16nv3bRtZ+fg9qlUhEmDeJqYUWvSgqUSAyvIup0a+vH2vfuo3Ne1NMQm1R4T4snTGIuKiAHo/xe7KkvFLu+td3GCXJBMD0BiPbTmdyOO0iXz1+LYGerhRX11NYVWf1WCpR4FBGHlEBXkzq14dNCekWwzYCMLFfeMd+Ih/duoj7v9pCanG5GWXXUavlzevmEO3XnbkU5eNJ1LRxP/7if6LlVtdw09r1XGpqMk3eB3Iv8v6JU7w8azqL+itJtaWNjWzK7F6g73J7//Rpbhg4iLq2tl7PK4qCqd38vjF8kZZotVjgvL5KToKXnQPvTJzH/Qc2A13er85Q3A3Rg5gX1lXtVxAEHh44lltihrKnKJu69lYCHV2YHNDXTD7/hyYIglUWE0BOfRUPHNtIVn1lR2VsBXpM8e/L66Pmm2r5lDTX8ULiDrP+QhdI3lGcwXjfviwOHci+svNWWSsycLGpipzGyl6qJndZp3dmtv8QVucfsehxkZCY6adQtPs4+nNd8CRWFx7o1k5EINYllDn+XcyjUAd/3hvyJ7aUHGJ/xRmaDa34aN2Z7T+WGb6j0P4AdOQ0FfFV/m4uNBZ0bGmkou171IId4727QliFLSW8dv59kyfHiGQauLLWCl7MeIt/DnwejajhcOXhbuDEvN8iuy/tJtYlltLWoisTatNVYK+2XrcJlFwRO5XSbpDbdE5WbbAYupEwMsBVyeULtI8nzHEMF5uO88Nlk4CIi00A/V27wF2M61Ia9RWcr1uLjHVw+mPsvxqg+AW7U1fThGzhhS6qRPyDu68u/r+bwWBk47ZEi94nSZKpqmni+Kkcxo+OZPGseM4mF/TYFhRPwMKZg8y2ubs6cOvSUdy6dNTV7PrPbq06PUk5pej0BiICPPH3dDH7XpJknv1iFwaj1M3tb5RkGlra+Me6A7x33yJ0ht7jt4Ig0K5XXnI3jItnc0JGj+l/oiDgaGvDwqFddUM8HR1Yc8+1JBaUcvC8QtmN8fNiZlyUSaTtl7JWvZ7t6RdILilHJYqMDQ9hYkSYCTgBtBsM3LxuPVXNyqKhc/w6/z6xYzfBri4MCQzgQF5er+esamkhveISgS4uvSYBGySJIGflXt4aN5i151NpNeh7pOGGurgxM7yLmjkrNJJt82/m04yz7CnMQW80Eufpyy39hjAzJKLHpFMXG1uW9uldnkCWZU6UF7A6O5m8hhrctHYsCOvHvLB+2Kq67uGllkau2fsVDXoFZF0+6R8sy+WWg2tYN/Um1KLIuovnlGR1C8MhIvBVzmkWhw6kUd+GeAVS9036Nvq7+eOisadeb3lhKCEzwlNJ7L0meCzbSxJoNLR2O76IwADXEEZ4do3znX3mEGDvyTcF+yltVUISDmpbFgSM5qbQ6Sadl07TCGrUgj3IDkiygCg4ohHsugGpnMYinkh+G4NkDiYq2mt55fzntEntTPdV3lPbSvciyXIPv0AFUJW3VXK6JokxnsO40HjBao6NhMSFRoUObSNqr0iozUawwUfrj5c2gMr2UizdRJWgJtZZiQwM91hAat0+mg313UCKgECE03AC7RXgLwgCMwOe5/uSl8ltOsTlQVFP22jmBfwNG1UXIzKn4TCnq9cjoEZEoNX4P5rxFdvsa0eSkWh54pSMEjOv+f9VSViWZdLSS9izL526uhY8PZ2YNSOOiL5dHo7yigYaGq2vOtUqkcwLZYwfHcnY4X2YM6U/2/elmelpdNKJb7t2NFF9etc0+S2bUZL49/ZTfL0ngZaOcJUAjO4fyjMrpuLrroQfzmYXUVxtXfTseEY+ZTUN+Ls7Y2ejsSoHbzBKRAcoVNIIX0/euHEuj6/abgJAnePtZKflw9sX4WJvnjQsCAJDQgMYEvrreaZOFxRz37dbaGhrNwGSbxKSCXZz4ZPrFhPi7gooNXnKG5ssHkcUBD4+k8CQwADajAYEQeiVqdRmMOBhZ8+U0HD25+dZ9IrYazTM6quEFoOcXVg9bzl37d5EeXOTKb/FKMv09/Tho5kL0arMX539PLz557jZVzokAKZjqi2UxDBKEo8f387GvHRTPRwRgaNl+axMO8XqGdeZqiB/lnWGBn1bj9dnlGWSqks5WJrD1MBI0uvKrOYySchcqFf0RkIc3XsFJwIQ6OCGRlRzQ9ho3sva22M7lSAyyC2EyA7dFC9bZ1YOv4dnk1eR01RuxryZ4BPLM7FLzcCEIAjM8R9JnEsf9pYn0S4ZGO4eyWD38G4gsLilkocS36Ne12QCa436IjIbCvm+/CwvD7zTJAb3cd5GDJLBoifno9wNjPcagq3KhlPVlinGylgInK45xxjPYaZqyNbHTmkT5zKYjSWrrLb1tPHGx9ZfARG+K/iq4FWLbSd4LTBVPnZUu3Fz2GusL3qF8rbsy84tMsB1CjP97jMbv5S6/STWn0LADlUHQ0dCRX1zPocqVzPT714EQcAgtbO//DU6U3ONiBix7AX8MfZfDVAmzBnIng1nSTmd182LIggCI6f0Y9iEqF+pd7+86XQG/vLSZo6fyEGlEjEaJVQqkY2bE5gzawCPPjQDlUpEdQW5DjKY2gmCwBP3zaB/dABrt5wlv0hZ3UT38eW6RcOYOOr3n1Py91X72Hg0zWybDJzMKOCWV9bwzTMrcHe2J6+8phe5P+W7/Eu1jHJ3ZtGIWNYcTe5xdS8KAq4Odkzs31ULZnJsH/Y8fQcbTqeRXFiGWhQZGRHMvPgYHGx7Zmr8XCbLMikl5RTW1OFkq2VUWDDaH3hm8mtquX31BvRG5aV+ea5ISX0DN371LbvuvQV7Gw0Hci9a9XQYZZmDuReRZZl+Xl69lkFQCQJ93BUP6VNjJ3CqpJhmvc5scu68V3+dMAX7yxRoB3j7cnTFXewryCW5ohy1KDAhKIzBPv4/mR5d0FDLh6mn2ZibQYtBj6etPSuiB3F77FBctF0Ac2X6KTbmpXdcuzJunZNofmMN9x3cxHezbgBgw8VUq6BDFAQ25aczNTASW5Wm12e0k9EzwTcSVxs76nWtPbZXCQLjfCLwslUmw1v6jCe/uYrtJUlmoEpCJszRi1firzHbP8TBiy9HPUx6fRGZDUWoBTUjPCLwt3fvdq4mfRt/S1vH4cqMjmld4MuLhwh39OGlASsIdVSAvCzLPJ/6OQ26ZjPQ0Ql+Uury+DRvJ/dGzKeirYbU+hwrI6Gwg05WpzDReyg6qZfaUsi0d5QFiHaOJr0h3aJnREQkxlmpS+Rl60u86wiS6k5bbD/Tb5Hp2Yt1Gc61QQ+zseQj2qVWE7gTUTHReyFTfczH+UJjCjnNxQjYIgpGkMGASGJdEoPdi/G3UxR+a3Xl7Cx913Qthh8AjsTaHYQ5DiLaeTS5jUfQST9visTvFqA0N7ZxcFMCRbmXsHPQMnb2QPrEmgs7qTUq/vLRrXz55m52rDlFW6vy4Dg42TL/xtFcf//U/1cF/d5+dw8nTuYCCn368r/bd6bg6eHELTeNxcfLGT9fF8rL6y2+xIxGiWGXJRKLosDcqXHMnRpHS6sOlSig/Z1I/rfp9BSUKVL3YX7uqNXmP8oLRRXdwEmnGSWZ6oZmvtxzlkeWjMdeq7kCR61SCRng/pmjOZtbTE5ZtTmVVBRQiSL/vGlOt+J+Ho723Dl5OL+mJRaW8tyWPeRWdVVgddJquX/iSG4eGW96kX5x+lyP4S5Qxq68sYlt6edZHh+HXuqZqn65KbRepQ5PiKsrRfX1FqsZz4yIwNNeEawKc3Vjw/LrefHIQQ4VdKna9nFz5/FRY5nRJ6LbMdSiyIywCGaEdf+uJ5NlmUvNTeglI74OTj0WZUyrvsQ1O1bTatCbAEVVWwvvJJ9gS14mG+auwN3WHr1k5JMMy8KRRlnmbGUxqdXlxHn40qCz7vGUZJmadmUymewXyfcl1ooyikz1VxZuNqKaF+MX8NCptR0sKHO6s6Palif7zzDb968DlrAwcAgbis5S2FyNm409s/wHMsU3FpsfeJ5kWeZ4VTZr8k+SWleERlCR5lPGdaGj6OvU5XU1yhJ/SPyM9PqOvLjL/p/fXMndZ1by1aiH8bZ1Ia3+IhctiLrRcQ1bS09wa/hMqjrq/1gzEZHK9loA/O18KGkttwo6guwVEdBxnuPYUroFvaS3GBKa4dM1ditC7kIntZPekITYUV248zrn+V/DCA9zdpZRVtNq1KKT9KhQgjEyNugljZn3Jq8pnY0lH5mOJ8ldz2WrsZlP8v7GkzHvYyPacq5mJ5YKBYLidTlTvYVo59HU6YoRUfVaWfmn2O8SoBzYlMDbT6yhvV2PWq1ClmTWvLOHYZP78dR7N2N3GSVYa6vhzqfmcuPD07mYpSgHhkf7/b+rl1NT08Tu71OtTgDfbjjDddeMQKvVsGLZSP75zu4e26lEgT5h3gyI7Vnp097ul13J/1hr0+n5cNNxNhxMoaVNWRm5OdmxYsYQbpw5DLFDEXfL8QwTy6gnM0oyG4+m8fDicYyNDUMlihgly25gD2d7YkN8ASU088UD1/D14UTWHkumqrEFjUpkxqAobp08lAi/ntU6f01LL73ELV9+h8Fofo2N7e28vPsQbXo994xXQqe7MrOtruwFYHdmNsvj4+jv48O+nDyLz6gARHl5mVgsb82azYrvvqXdYOhWzdjXyYnnJ04y27+PmzufzV9MeVMjxQ0NOGu1RLh7XBXBuM3ZmbybeJLsDvqxq9aWG2IH8cDgEabkVlmWuf/AZlp6yG2RZJnCxjpePH2AN8bPIbuuyqpCLShekaNl+cR5+OJv70x+U63FtipBINhRYWrMDurHm+kHqGpr6rEoo4zMrZFdCaeT/aL5ZMxNvJ25j6SaYtO5p/rF8IfYqQQ5mHs7BEFgiEcYzhp7ipoVJdl4jyAz6nLneLx9YTdf5h1FhUAnD2pLcSJbihN5Jf5aJvsquREnq7JIre85XC/JEk36Nr4tPM79kbNIq8+3XtkZaDXqKGi+hIum94RTCQlXjeIhmuk3iY/zvrHador3WACcNc48HPEwb2W9hVE2mkJDncmw1wZdS7RzVwK1VmXLdN8l1OrbyW/uUPgV1Ax1G83wH4CT1LpEPs9/t+PT5WX6jOwq34iAwGz/JQAcrtxiMQFXRqLZ2EBS7RGGe0yjpPWCVR0UGYmy1uyO/jr0qpnyU+13B1DOHbnAqw9/ZQJ4Bn3XrUk4mMnLD3zBXz67q9t+tvY2xAz69TQbfm07m5hvVbQLoKVFR1pGCUPiQ5k7YwDFJTWs2XAGlUrAaJRNMX9/P1f+/vziX1wJ9Gqa3mDk4Tc3dqt+XNvYyrvfHeViaQ1/vn0GgiBQWdfUazihsaUdvcGIu5M9144fyDcHz1l8Pd49a6RZQUIHWxvunj6Su6ePRGcwoBZVJnD0S1ptcytrTiWz6VwGtS2t+Ls6s3xYHIuH9DdLqn1971GLXhGAdw+e5JohA3BzsKNV35tLHFo62iwbEMs7x09aqUYNNw8ZZPo80NeXLStu4MMzp9l8/jw6oxFnrZZr+8dx17BhuNvZ9XgcX0cnfB2vTDDOIEmUNzWiEkV8HRx7fObfSTjB62eOmWUc1LW38f65U5wqLeKrucuwVas5XlZIfkOdxXMZZZnNeZk8N3xyr88bKGCik2Fzfd/B/CNpv8WVvVGWWd5H0bKxVWn4YvwN3Hp4FWWtDQrVWFbGVyOKvD58Ef3dzOvrjPAK4xuvOyhvrade14qPnTOuNvY9nAlSa0v4S9I2MurLTNu8bZ14tN8UFgQPMm07VHGeL/MUTZjLSdpGWUIAnjq3lm2THsfL1ondZeesgg4Jie2lZ7k/cpZVGvblJggCAfbe9HEIJK+5xOLYaQQ1ozwVUbVJXmM4W5NMcl2GWfvOEMsNIUvwtfM2be/n3I8XYv/C6sK15DRlIyHho/VjeeAS+rvGmp0nrT6Nt7LfUvSHOqdmGY5XnySj8TzPxTyHq40rsiyzpXSNVbXc7y9tYaL3TOxU9mQ3JfWaN5PVlMxwj2mohd4X7mJHraFwp3EcrVjZa/ufYr87gLLqrd0W49SSJHN6Xwa56cXdwj3/zabTGTh86DwnjmfT3q6nTx8fZs8ZhI9vF8NEr78yN1xnO0EQuPf2SUweH8PWXckUFFXj6KBl0rhoJoyNQvs7r0m043gGiReKLX6//XgG88bGMiQ6CHdne8ReaqjYazUm9dtHF42nRadn4/E0RfRM6Ko9dO+cUSwbO8DicWzUv864FtfUc8NHa6lqajH9trLLq3hp6wE2Jqbz2W1LcbTVUtnYzPG8QqvHMkoSO9OzuH74QCK8PEgtvWRxwlWJAlHeCt3Z29GRV2fP4PHtuxDoosCKAkgyzIuJYkmc+Us93M2NV6bP4O9Tp9FmMGCn0VzxBGXNdEYjKxNO80XKOWpaFU9GmKsb9w4ZztKYWBNQya2r4fUzij7HD69QkmXOlpfwTUYytw0YQkZNxRWxiXLqqunv6YOD2oZmg2URLKMsM9hLSX6+PiKejfmpZNVX9vicLg0bQLxHV6J0uJMne2bez/cl5zlYntMhde/H4tBBuGt7Bh4ZdeVsK0yjTtdKkIMbi0IH4GtnrpGTXlfKjUc+w/ADtdyKtkaeStxEq1HPtWGKEOOqi8csgg4ZBahsLj7LHX0nUXtZsqsla+xgMA12i+i1rbPanjAHxYt5W/gCnk1932Jg47qQmTiqlTFRiyr+GHUfO8r2saNsH7V6JSG+j2MICwNmMsx9kNm++c3FvJTxNg2GRhOgqNeV8ffz7/NgxG2M8hgCgEEy8FHeR4rqcA9CbXW6OtYVr+Ou8LsoayumvK3E6vUZZQMp9WcZ4T7eKk0cFI+Z1FF1uq/TMPKakyyMhKKZEumkeEedNb70c5lNRv0Oi+1/qv2uZpn6mibSz1inF6pUIsd2pvy/ASilpbX88Q/fUF5eb2LNnDqZyzerjvPQIzOYN1/h8Pe9AhaNIEB4qLk2RlSEL1ERvj9L338uy8grZ+P+FPJLa3BysGXqiEimDI80A1XrD6ZYreCrEgU2HkplSHQQs0fEsO5gssXzqUSBeaO6Ji21SuTP10/jlqlD2XHmPLVNrfi5OzFnWAzerr27lK+2tesNJBeWoTcYifD1xNulex8eW7ud6uYWs8mz81+ZpZW8uvMwf100jWorVYw7TSWKVDYp+Q43DB3EHzfvstjWKMlcO7iLbju/XzRBri58cjqB/bl5GCSJKC9PbhkSz6L+/SyCD5Uo4mBz5aHFzpICPZneaOSOrRs5WlRoNlnk19XyxL7dXKyr5YnRilbMmsyUXgsAfpl+jtsGDMFGVPWaYwOgVauwU2tYETmIjzPPWMyxCXd2Z6SPUn7DXm3D6ik38I9z+9mYn2qS03e1seX26BHc2290N++PjUrN3OD+zA3ub7U/7UYDj5/eyO6S86gEscNzI/N2+kEe6T+Re6LHmtq+lvY9BsloESC8mvY984IG4KDWklJXZBVISMgk1ShgOMDOg3PCRauMIh9bZUEW4RRInEsYGQ0FPbYXgCVB49F00JIHuUXxfOxdvJO9hhpdFwPPVrThupCZLAk0r/fVJrVT0FxDeasOfUe13/ymRopaahjiJpmYRy2GVl7MeItmg/Kb6XyWZGSMspF/ZX2CT5wX4Y7BJNUl0WhotDIWEqdrTnN98PW0GCwz3bquUaTZ0IQgCATa9aG4Ndeit0VAIMheEQiMc53MkcrVtBmbewzfyMgM91hg+jzB9yF0Uis5jfuRsV4R/cfY7wqgtDVbLlXeaYIo0NLUuzDTf4MZDRJPPr6aykpFJbBzld759603duHn78bQoWFERfoS0deH3LyKHgXVVCqBEcP74O39y6qGXk2TZZm3Vh1ize7EriJ2AhxLyuOzzad4/+lleLkpk3NxRZ3VH5NRkim8pMT048J8mTK4L/vP5XabYFSigKOdlptmDOl2jBBvN+6d8+vpvEiSzL8PnObzQwk0tim/HVEQmBQbznOLpuDppOgZpJdcIrX4kuXjyDKbz2Xw2MxxeDjY98oAMUoS3h3Hnhsbxd4LOXx/Psdsn05PwkPjRxHtYw6K4/39eHeholYpy/JVCyU263R8kZTEquRkypoasddoWBAdzR1DhprV7vkuM50jRd3zHTr7/0HCaeZERBLr5UNubY1VcCIDBfV1yLLMpMBw/txLHz3t7Onnriwm/jBoHCnV5Zy8VGjmaRAFAVetHSsnmodZnW1s+ceI2TwVP5ms+ko0oooYVx+LAnAVrU18k5PIvpJsdJKReI8AbowYQqy7+YLkuYTt7ClR9Dp+OOG/kXYAT60jS8MGUdpSx+mqfKvX12bUs7c0kwXBgzoSQS17dgUUIAYwL2Aom0ssJw0LCCwM7JKMeKH/TTx67gMKWypMnotOVtEk70GsCJlstv9wj1hesLmXr/J3cam9GkeVHYsDJzHSs5/ZGLca2/lT8r8oaC7vCJso39XpG/kkbxOXWqu5N2IZAEeqTtHYC5jYUbaXByJuo7St9AqE2oxUtlfibtN7XpqMhIeN8rsa4zmXNUVvWWwrCiqGuikgzFblyHUhf2N1wXO0Gi8HTAIiKhYGPo6vXR/T1ur2EtIb0tBJ9qgFPbqrDFB+VxQWNy9nbO2tr5IMBiNBv3PNjSu148ezKC2tw/jD6ssdJooCa1efMH1+9k/zcHTQovpBfoMoCnh6OPHoQ9N/1v7+3LZhXwprdicCXXVtOueOkoo6Hn9zswlgONlbLzIoCAIuHYUIBUHg77fPZun4AWbF2QCigrz59IlrTPL1vyV7cdM+3tl93AROQAEbBzPyWPHuGuqaldBFUmFZr4oNeqPEhbJKvJwcGNMnxGoYRa0SmRWrsEBUoshbi+fw9PQJBLh0jVGMjxdvLZ7NA+NHWjoMwFUDJ43t7Sxft5Y3jh+jrEl58bbo9axLS2Peqq9JKuvKl/g6NcnqeKgEgdVpSi0URxsb0yRqyew0GgRBINjZldmhUVbH7r4BI026KLZqDV9OvYZXR82iv4cvrja2BDu68tCAMeyedzt9XHoWmXS2sWWoVxADPfwtgpPTFYVM3vYB76YfI732Etn1Vay/mMq83Z/yceYpU7vSlno2F6ZY9XS8m3kYSZapbLPsAeg0lSBS3qosqEZ69umWOPtDG+GprOz7uQQx139oj21EBMIcvVkc1PUsuWud+WjYH3gy5hoGufYhzMGXsZ79eW3QXTwbewOqywojyrLMB9lbuOPM6xytyuR8Qznn6gp4OvVTHju3khZD14J3W+lh8pvLLAKJbWVHyG1SiiWeq+2Z+ddpinx9CgDaKxRqsxVtcdd6EekUa2L69GT2KgdiXRQV3oGuYxjuPhVQYEaniR3/XRv8CE4aV9N2rcoZGS/aJDUGWYVBFmmXVOhxxk7d9czJssS3hS/SLrUgATpZQ7t8dcknvysPio2thhnXjGTrl0eRjD0/IDZaDRMXdl/N/jfayZO5Jj2TnkySZBIT8tHrjWg0KoKDPfj3B7eybv1pdu5OpaVFh4uzHXPnDGLZ4qG4uPQce/49mCTJfLX9jMXvjZLM+YuXSM0uY0CkP7NHx/Dp1lOWEzJlmZkjY0yfNWoVT10/mXvmjeRUZiHteiNRQV5EB3v3uP/PbRdKKkkuKEUUREZGBhPo4WL2/fnSStad7LmgmFGSKatr5MsjiTw0cwwqUbiiCHInOHts6ljOfLIGvYVE2QcnjsL1MgCoEkVuHj6Ym4bFU9fahloUcbK9OsU3jZLEkYsFbMk4T3VLC0GuLiwb0J+BfuZegH8eO0pWVVV3dV9Zps1g4P5t2zh8++2oRJGLdbXWPUSyTHaNwtaZHR7JlhxrlF2BeX26mBqvjZtFXXsbx8oKUAkikiyZlFpvjx3Kbf3M3102KhXLIwayPGLgFY3HwZI8vjh/lsTKUtSCyJSgvtwaM5QYt67ntF7Xyu2H1tFmMBcn6/SO/D1pH9Fu3oz1DWN/aRbWaKeggJgL9Zdw1zpYbNNpkizh0dHuxvCxHKroeexEBBzUWuYFKpOsIAj8KXYxAfYefJN/mEaDAq7VgoqZfvE8FDUHe7X5M1XcUs3xylxOVxdhlCWKmpvx0noT4RiIi01XX9cXH2Fd0SGzMej8m1yXy8uZa/hr3C0A7Cg9ZhVIqASR78tPcm/fIPRS7zXKOnN1BrsNZk3RGqttfbQ++Noqz/WSwBt4/cILGCS9GVjq9BZdE3wbGlEBC4IgMNv3Zmp1jWQ1nu1qK9gyzms+/Z27PE96qZ1/575Avb4KCTX6yy5Vb2zlk7wXeSTydTy0vlxsTqJO30uNq59ovyuAArDi0RmcPZhJWWG1GUgRRSUT/ZFXr8XByfrq+L/FDPredSNA8SppNMqKwdvbmQfuncoD9041CbX91q2ppZ0te1PYdjCNuvpWfDydWDB1ALMmxJrySkor6ymrslwQC5SJ8mRqPgMi/Vk6aSDrDyTT0NzWjd2kEgWCfNyYOry7wJybkz0zh0d32/5LWUlNPU9+tZOUgq4VvwBMiuvDX6+djrOd8uxvPJNmlRotyTLfnkrloZljGNknuNfzOmht6OevTHIxft58ecsyntuyl6yKKlMbF1stD0waxQ3DB/V4DEEQcLPvmVnzY6yxvZ07v9vE2ZJSUx6IqkhgTXIqywb058XpU1CJIs06Hd+mp1uurSPLlDU1cjA/nynh4dhrNLQarNVQAaeOfJepoX2Jcvckp7a62/FFQUAtqrhzYNfK30Fjw6qZyzlZXsSm3Axq21sJcnThmsgBRLr9NEr5ywkHWZl+0iwnZn1uKutzU3ln/AJmhyjP7fq8VFoMOovTrEoQ+OT8Kcb6htFq1CMKYMFJa7I2o4EYV18GuAWQVltq0eOiEVVM81eow4PdQ3kqdh4vp281k9MXELBT2/CvYTfhpOl6XlSCyC3hk5jtP5jtJYm0Gw2M84om1i2o23mSa/N5KOFjjLJkOm6ToY1v8g9z4FIqHw2/D3etI0bJyDf5lovjScgcqUylpKWKAHtPqtotU7lBATZlrcpvoo9jCBkNWRa9LSIC4Y7Kb89L68Uoj1GcrD5pEQAtCugSavO3C+axqBdYVfAxhS25pjauNh4sD7yZ/q5d9YN0ko53c/5BYctFZNR0TftGtpdtxCDLzPVXwlLJdcep1Vf0eH4ld0bP0artLAi4nZKWC//TQfmhObk68ObmR1j15m52rz1JW4uS5d5vaBjXPzyD+HH/HcqwxYXVbN2QQMq5fERBZMiIcOYuGoL3ZcyciEhf9u217EYUBPDzc8XWtme32+8BnFTWNHLv82spq6w3hWvqm1p59d972bIvlXeeX4aDvdaq7kinCQIm7Q4PFwc+fHI5T7y3lfyyGpMXQZJk+vfx4+X75nVTRf21ra65lVveWUdVo7l6owwcSs/jng838MWD16BRqSivb7JYvLHTaptbMRglQj3dmBgVxpHsnqnoArBi5CDsbLqeo4GBfmy+9wYyyioorKnD0VbLiNDAq8ZCajcYSCkpR2c0EuntiZdj99X5Ezt2k1iqALXOCbmz/9+mpBHk4sJ9o4ZTUFdHmxXAAYooW3rFJaaEhzMvMpqvUpKsFAuEORFRpv2+mruMu3ZtJKmiHJUgIgqglyRctLZ8MH0+fd3MQzGCIDDKL5hRfr0DQ53RyIbcdFadT6KgoRZnG1sW943lpph4PO26xmRvUTYr00+ajUXnvwXg4SNbGOwVgK+9Eycu5Vs9p1GWOXFJycHp6+xlNccGFOAQ0qGx8njsNG499iWC3PM0e1/0RFxsukDHspARDPUI57vC06TUFmEjqhjnHc2CoMG42Zjf83ajnn9m7GBzcQKGDtDxUc4hhnmE85cBi/G1c+3ov8RzKd/0mKwrIVPeVsd7WTt4Lm45uc1l1Oqt54kICJyszmSJ/Tjs1XY0GSwniouIOGmUfk/1GceW0u8ttpWQmeXbpdVza+itGCQDZ2rPXCbUJiMKItcEXcMIjy5PhyzLHKg4QkZjESq0yBgREGlqrWd7+R76OMVgp1LG+UjlHgpb8iwCn93lmxjqNhpfuwDS6k9apS9LSKTUHWNBwO2IguqKwlI/xX5bb+ArNCdXB+75y2Jue2oetZUN2DpocXH/5dkRP5ft3ZnCP1/cAgJIHUuX3Oxyvlt9kj//YxkjxijKltNnxPHJvw+g01lGsIuXDvtd65W88K8dXKpqMEto7fx3Vn4Fb39xgKfvnYm/lwtODloarSRSG4wS/ft26TuE+Xuw7sWbSThfREpOGaIoMCI2hJjQXyeHqaCilqLKOhzttMSF+nbLd1l3PIXKhmaLqqxphZc4mJbHtIERuDvYIVrxoAA4aDUmPZa/L53JHZ+tJ6O0iwrb6YGZFtuX+6d0zxURBIFYfx9i/a/eeEmyzMqjp/nkZAKN7V2JvTOiI3h+5iQ8HJQwZEFtHXuyc60dik/PJHDH8CE9Krr2dN7OfI1bBw5mXXoabUZDj8UCg1xcmN23y7vmbe/AxkUrSCgvZX9hHjqjgTgvX2aGR3Sr2fOfWJtBz83ff8fJ8iJTkmy9rp13kk/w9fkk1s2+jr6uCvj5NPOsRTaRQtmVWZ2VxKODxnUojlq3zu/H+/bBx9aJyraeab4qQWBmYIwpvDPUM5QPR63g+XNbKG3tYsQ4qG24L2oit/TtnjTub+dKtFMQBoOIRlQR7RyAq8Y83CzLMn9MXM3xyuxu/UisyefWEx/xzdj7cbNx4ETVBSrbLXtTjbLE9+XJPBw994rCMAKY2k32Hsa20iMWvSISEhO9lTCdt60nd4av4KO8r80SYDsBwGTvMYz06ArpaUQNE72nUdJaR0FLHiAjoGaY2zCGuJrn3+y+tJu9FUrNI0VDpvNdIZDVmMWnFz/l/r73A3Ckcq9VICEicrz6AIsDb6BdaukVdOgk5XcZ7jiYgxVfWm37U+13CVA6zcZWg0/Qf1c14tzscl57cUu32kGSJCPLRv761Ld8tu5+vH1dcHa245nnFvLXFzYAgikXpZM+O2p0JPPn/37zcfKKqjiXYVmrRJJkdh3O5P4bJuDiZMfSqYP4fMvpHsNeoijg6erAmEFhZtsFQWBoTDBDY3pfzf5cllNaxd/X7icxt0vbwMvFgfvnjmbhqC4K6KbT6VY1NERBYOvZDKYNjGDu4Gi+PdVzDgooYawFl1U+drW3ZfU917I3I4ct5zKpbmohyN2FJUP7M6pP8C8Gcp/fsZd158y9gpIs8/35bNLLL7H+tutxsbPlSH5Br2yiurY20i9VMNDPF38nJ0obrdA4ZZlJYUrNo2AXV75etJS7tm+mqqVFSVqVwSBLRHp48sm8RWh/4CkSBIGhfgEM9eu9KGO70cCO3Cw2ZmdQ3dpCiLMr18UMYGxgiNk4v554lNOXlOf/8klZkmXq2lu5e98m9i6+DUEQSKwssV4AUJZJqFSer2FeQRwstUw7VQkCQz0DO/4t8saIRdx6ZFVHuEQ2a+dt68SfBkwz23+0dx++n/4wp6vyKW6uxcXGjrHefbFTdyc4nK3K56FTa6nTt6IWRGTg05zjRDv78MGoFfh06Kycqc7jaGVWj/01yhKVbY2szT/JPZFTyG0sNzF2LJlBNlLUUk2wvTdqQYVBtrzIk5CJcFLu66LASey7dJpWY3s3kCIiEuUcwmC3rty1KT5j8bP1Zk3RFrIalTH31nqxNGg24zxHmN3vhJoU/nlhJQoHp+v5OlF9jvSGbF6K+xOeWncMkoEdZTus9FfibO1ZKtoq8NJ6Ua3rOWRzefvKNiWXxMc2mILmCxYBmICAl1YZCz+7vgTa9aOk9fzPpij7m/XxX0luxX+jbf72jMUsf1lWauBs35Rg2jZ2XBTvvn8L4ydEY2OjQhAEQkK9ePSxWbzwl8Wo1L/NWyzLMhlZZfx71VHe+/wguw6m064zX82kXijt9TgGo8SFiwpF9tb5IxgSo7xYLx9CURSw02p47dEF3bwSv7bllVdz0+trSLpofq2V9c28sGoPXx9ING2rbbYufS7JMtWNivt5cGgA46PDenyWVKKAg9aGW8ebg1eNSsWsuCg+uGkh6+67ntevncPoviFXBZw0trXz9akkntiwk6c27WZb6nl0BvNJIb3sUjdw0mlGWaa4roHPTyvjoTcar6hfeqMRURC4d5jl2kUqQWB8SAhRnl05IPG+/hy/5S7enTmXWwbGc0f8EFYvWs72a2/E7wpVaHuy6tYW5q//mkf37+BocQHpVRXsvpjNjdu/44E920zFFFsNelZd6LmIJCjjkVNfzclyhTFyJeJ06g7GzLLwAdioVBaZSkZZ5rborvEa5hXCusm3MdU/2nQee7UNK/oMY8OUO/Cx6z4euQ1V7C/NYV9pDvtLc0isLu52LflNVdx5/GsaOgTWDJfli2Q3VnLbsS/QdXgutpWcs8r4kZDZVKy8F7UqzRUp8WpFDU4ae6b6DDarmny5iQj42XoQ76awibxt3Xll4EP42nqYvu+sezPEPYYX+t9t1s+a9nr+nbeVhJpCWgxaWg225DbV8e/c7WQ1dgke6iU97+d+gYTUQ1hKokHfxKqCDQAUthRa1UwBBUik1qciCAJa0XpOpoiIrUrxWA13n2aV6iwjM9pzpunzkuCn8ND+fJpjv1kPyo3xTzP3xkksvX8a7t4uve/wX2JnTuZaZOWA4jU4eyqPW+/p4vFHRvnx7PMLgaurG/FzWX1DK8++upmk9GJUKkX4yWCU+NfH+3nh8XkMHxQKcMVy750vTa2Nmrf+uJgdRzP4bm8yReW12NvaMHNMNMunxePr+dujAv9ryzHa9QaL+SJvbz7K/BH9cLa3xdfFiby2asvJjaJAQAfdWRAE3rhxLi9t3M/mhAyzF3ZfH09evX4Wfm6/zHgczSngwbVbadPrTfdqY1IGvs5H+PiGxfT1Vl7265Ot1zySZJm1iak8PGE0A/18e52ENKJIZAfouH7AAEoaG1h55kxXQm3H3wG+vrw9e073/VUq5kREmfJNerPUikscyM9DZzQywNuHyWF9TJThTnt47zZyOur1dPa/0yuxI+8CfRLc+cOwMeTUVdOst6wiCwqwSqgoYZRfMOP9w9lTlGXRiyIAY/1DAfCwdWDl2CXcfeQ7M69Ip9fhgdgxTAkwL5DYz9WXd0Ytpc2op1mvw9nG1lTx+HKTZZlXU/fxSdYJ0/FUgsj6/GSGeQbz4ZhrcdQobJvPc05gkLtPyMqYSFxsqmZvaSazA+OoaGuw6hEBqGlXcknGesXw9oVtVtv62roS3lH9+N6I+WQ0FFDcUvmDYogiWlHDC3E3mQGYMMcAHom8kS/yd5DbVIxKUDHSoz8rQqebFGdBCQs9nfouJS2VpmvqtDpdA0+nvMt7Q/6Er50HZ2uSaTJYrgwsIXGyOpHb9E0Y5N7DUoCp3VD30ZyoOmg1LDXYTQnh+tuFMtl7KfsrvushF0Ug2imeeLcJpi0ianSSA62SBo1gxCBf3bnnqgMUg8HACy+8wKpVqygvL8fPz49bbrmFZ5999j+qHNza1M7mjw9yaNNZ3tj2x/+6UI4l+2FopyeTrCSE/tbBiSTJPPHiBi7kKi7Fy8FYU0s7T764gY9eu4GIMG/i+3XPzv+haW3UxPTpopRq1CoWTIxjwcQ4K3v9/NbSpmPriQy2nsigprEFfw9nFo2NY/qwSFNORF1TK4dT86xLnxuM7E64wLJxA1k6Ko5XNx202NYoySwe2RUSstWo+dvy6Tw0czTHsgrQGYzE+HvTP8jnF3tO8ipruG/1ZvRGoykXotMqG5u55cvv2PXgrThqbShraOi1XlRVh9ptvL8fkZ4e5Fb3LJSmEgTm94vG1a5Ly+aJseNYFNOPdWlpFNbX4azVMjcqinEhoT9JHr+mtYX7dmzlVGkxKkEpbWCQJLztHfhg9nwG+ynVbbNqqjhaYrlMgAx8nprIffEjetUH6Wzf2e6OfsPYXXihx3YiAg4aG5b16SqxMMG/D7tm38lX2QnsLc4yCbXdFDmUkT4h3Y4hyTJHyvLYWpBBra6FYEc3locPJMbNPP/oq9wzfJKlaC/9kLKbUF3EH09v4oMx1wCwszjNKugQEdhdksHswDh8bF16Ddt4aJU8xEB7D6b6DGD/pVSLbKJbw6eYQIezxp73hj7E+qLDbCk5QY2uEVvRhul+Q1keNIEAe3N21df5e/kkb6dZf7aXnuH78nP8fcDtDHZXwN3xqmSKWnoWQJSQ0Ul6tpQe5K4+Syhtq0CFiNGK90JCoqK9Gn87f1SCCqOVsJSMTIi9ch8ne8/mdPVRZLl7VWUREX+7YGJdBpm2TfO5hqr2alLqjwAKyJFlgRCHWK4JfgSV0AVMvyl8g7K2AiRUGGQV7dLVfa9cdX/3K6+8wsqVK3n33XfJzMzk1Vdf5bXXXuOdd975j48lGSXqqpr41+OrrnY3f7M2ID7EKrtGVAkMHBz6y3XoKtvZlAIysst6nIhkWVmBrdqgCEUF+roydkgfi54UQRBYOHUADvZXR1PjalllfRPXv7SKV9ccILPgEuU1jSTllPLcZ7u49831tOqU4nhVFhJeLzeVSqSsVnHnLh7Zn0h/r25Ce6CEtKbE9WFERPdcGi9nRxYOjWX5yAHEBfteFXAiyzJHsvJ5cNUW5r71BSs+XMvqk8k0t5uv+r84mYhR7nmaMMoyVU0tbEvJBMDN3r7Ha7vcnLRaxA4Q8Pb8OThptd2E0kRBINzDnacnT+i2f4SHB89MmMCH8xfw2oyZTAjtOQxm6qMkcampiaqWlh7DzkZJ4ubN6zlbVmK6ps4wTVVrCzds+paLdQo19VhJYa+CeA26djKrK4lw88Dd1jolW5Jlxvork9BQ70D+PnKmmfoqKK5+e42Gz6csw0Vr7uoPdXLnucHTODT/fk4sfIj3xy3pEZw06Nq4Zu9X3HpoLZsL0jhQmsvX2YnM2fUJf0n43jQuRlniw/PHrPZ3X1kWeY0KDbfVaL2QpIRsqkU0LzC+VzCzKKgrkfTp2KWM9FQSmVWCiArBFI65s8805gWYJ53qJSO17Trq2mXaDGoa9VDd1k6r0dxbcao6k0/ydpqu9/K+6iQDz6R+SoNeCbMeqVQKHFq+PokDlxRdEjuVttf6QUo7WxzVjox0H2lRqE1ExEfrQ5ST4vnztvXjgYg/4ahWQnFKSErpV5hDBPf1fdLMQ7S++EtOVB+n2SDSbLChxWBDi1HD+YYcPsz5J3pJuW+lrfnkNKVaDQn9VLvqHpQTJ06wYMEC5sxRXKahoaGsXr2as2fP9rJnzyYZJRIPnac0vxL/H9SJ+b1ZQV4FOzYkUJRfib2DLeOm9GPMpBjUmi5EunD5cA7uTbd8EBnmLf79Jr4ePJ5lVVzOKMkcPJ6F8RFFo+XZ+2fw0N++I+tiF7uks+bQiIEh3Lti3C98Bb3bs5/soqSq3ux10wlEknJKeXv9Ef503WRcHXvXBJEkGXcnxW1sZ6Phk/uX8urGQ+xIPG+aCO1sNFw3diD3z+peb+XnMKMk8advd7E95UJXSQEgqbCUT4+c5fM7lhHQET76PjPHqldE6Ghz7bCBLOgfzXdJlmnzKkFg8cB+ps8Rnh5su/VGvkhIZH1qBg3t7fg6OXLdoAGsGDQQR+2V1+b5oemNRj5JTODzc+eoaFZc75Eentw7fBgLoruSIPfn55FW2XMSoiTL6IxGPj53lpcmTcMoSaaK4NbMKEloRBV3xA7j1YTDPbZRCQLxXv7EeXZ5D6+LHMQI32BWXThHQmUJNqLI5MC+LO87AHfb7iKMkixzqCSPgyW56CSJAR6+zA/rh4PGfNweP7mVpOouAKb8VZ69L7LOEujgyu3Rw8mqr6CyzTplV0TgUFkO4U6ehDp6kNtYaUWPRaSvs/LOH+IexkSfaA5dutDNC6ASRHxsnbkmpItpZqe24Z/xt5BeX8j6olPU6poIc/BmecgY/OzczPavam/gzlPvU9HWYJKvN8oyByvSOFKZwb+G3MFAt1AAvi08bKXAoUy7UceusjMsD55As6G1V9DRalQYMcPd4/ky/zuL7QQEAux88bNVwlLXBl9LbnMul9oumY2HiIhWpeW+vvf9QKLfQJ0BdEY1ahGQQS9Djd5gliBc0JzLocrvTWdVrqvr+nKbL3Cq+hBjvaaS1XgOAfFnS5CFnwGgjB07lpUrV5KVlUVkZCTJyckcPXqUt956q8f27e3ttLd3UUMbGnqmh+VnlvxuAYosy3z14QFW/fuQaXIWRYEje9MJDvPk5Q9uwcNLQbf94gK5+6FpfPivPWYTuUolIskyjz83n4DfaLirrU3PvkOZpGWWIIoCQwaFMG5UpEkkDqClVddrGMsoyRgMRlQqEWdHO/790vUcOJnFjoPp1NQ14+ftwrzJcYwaHParJL22tOnQGYw429t28+7klVZz5kKRxX0lWWbT0TTuXzgGT2cHhkUGkZDdPYHwcps5pCsHwtnOlhevn8Fj88dzobQClSgSG+SLvfbqSkxbs0+PnGV7Skdtls6SAh3flTc08tCqLXx3/woEQaC9F/0RGUwaJcNDAhkbHsLxi4U90nsdtTbcNsIcnPs6OfLkxPE8OXH8T7+wDjNIEvds3cLBixfNppfs6ioe3bmTvJpaHh09GoDt2ResFgs0yjJbLpznpUnTGOzr36vHzFalJtpDec/dEzec3Lpq1uemm87ROTmGObvzweQF3fYPd3bnuWFTum3/oRU31XPLvnXk1FebkmdXZyfx4tn9fDBxEeP9FbZbXkM1e0uyrR7rw8wT3Bw51FSg0JoJAqZ214cP56/J2y22NcoSS0MGd+wn8PKga3nr/C7WF51B33EMARjp2Zfn4xbiYmMOwo5UXODdrD3kNCphliPkkdtYwx9iZhHq2DWXvH1hG5XtDd08AUZZQpZlnk9ZzYbxT6ISRJLrcq2CDhlFfXZ58AQC7X1Ib8i16PkRAH87pR+eWncmeY/mQMXxHtlVMjLLg+aZQIej2pE/Rf+JT/K+IL0hpUMsTSDIPoybQ24g2L7Lk1rcUsxb2W9hlI3IiFy+NixpLeG1C6/x19i/ohbVHK86YLUmkIDAkcq9jPWaikE2dOSp/Hx21QHKk08+SX19PdHR0ahUKoxGIy+99BLXXXddj+3/8Y9/8Je//KXX49r8gi/gq237dqSw6t8dUsodT0dnUmRJYQ0v/OEb/vXlXaaHb8l1I4npH8imb0+Teq5AoTCO7MOCZcPo8xutLJycVsTTf9tAU1O7KUS1bXcKnh6OvPbXZaYqycEBbr0pZ+Ph5oDNZZWHNWoV08fGMH1sjOWdfgE7nnqRz7adJilbWU16ujiwfMogVswYgk2HqFtitmVadKfpDEYyCy4xPDqYB+eN4ba31oFEj5PXTVOG4OncXaTMzdGOkZHd3fE/xQxGiQMZuWxNzKSmqYVAdxcWD+vPsD6BpmfTYJT44liixWMYJZnMskoSC0oZEhpAtI8XScVlFidmlSDQz1dZFQqCwHvL5vH8jn1sTTuP1CEyJgN9vTx4c9Fs/Fx+PIMGFPXZrRnnKayrx9nWltnRkYS6uZq12ZCRwYGLF7vt23kF75w6ycyICGK8vGhob+9VyKxZr0OWZeK9/Yj19OZ8dWWP+4iCwDUxcTh2qNSqRJHXx89maWR/Vl9I4WJ9Da62diwK78ecsGhsLYjiXaitJKVKodqO8Q/Bx95cI6rdaOCGPWsoaqoDMImeAbQYdNy+/zu2zbmFKDcvDpXlWvQYdFpVWzPn6yoId/LARlRZBSpGWSbWVXmHLQ6J5/vSDE5V5ptNyp33/IHoifR17pLot1GpeSJ2Lrf0Gc+WonO0Gw1M9I0m1rU7tXt3aQpPJa0zMWzoOOaJqmxuOl7Al6PvIdTRizpdMwcuWc6FkZCpaK/ndFU2o7z+MxHQmX6j2FF21GqbOf5dlaBvD7sOo2zkUOVJUzjKiIRGUHNL2DWM8OhSh20ztvHq+Q/IacpHmcZVgMCFhhJePv8+f4l9HF87Zex2le9CkqUegY+ERFlbGUl1SQx1H8qlttJeWTxVOgXwBdqF/6wqsvAzAJS1a9fy9ddf88033xAbG0tSUhKPPPII/v7+3Hzzzd3aP/XUU/zhD38wfW5oaCAoyDw50tZBS/8Rfa92V38Rk2WZNZ8eNmmT/NCMRomsjFLSkwrpH9814fSLC6Rf3M9H37qaVlZexxPPf2sSjLs8fFNT28yjT6/l64/uwMnRljlT4vh83QlLh0IUBBbPiv/NJfuuP5DMy1/tM8tXqKpv5oONxzmVXsC//rBYASlX2O/O6xsQ5sf79y3iz6u+p6ymizqo1ai4eepQ7pn1y1RDrm9p4+5PNpBWdMkUSkstKmfbufPMHBDJy9fNQq0Sya+upaYXurNKFDiVV8SQ0ABuGDGIxCLLdHGjLHPt0K7kTTuNhtcWzOSxSWM4kluAzmgk1tebgQE/PXfm25Q0Xti7H53BiEoUkWWZN44cY3FsDC/OnGYSavsqOQkRLL6mVYLA6tQU/jp5CmFubhwuzLcKUgKdXUx9f3/afJZtXk1Va4sJtHVOyPHefjw5wjxkKQgCo/1CGO3XOxgtaqzn0cPbOHOpS09HFAQWhvfjpdHTsO8I3ewqzCK/sbbHY8goQPmTjNO8OmYOeklSHulelsk6yYCTxpYFwXFsKEi2CMD87JwZ7aPozdiIalaOXMEn2cdYlXeKGp2Su9HXyZs7I8cyN2iA2f4GycjKC4f5MvckTQbF677ywjFmBcTy9IBZuHZ4UNqMel5K29xxPeb9MMoyrUY9b2bu5O1hN1HYUtUrO0hEILepnFFeUQxwDSepNsciYBOAga7K9fVxDGJx4GQ2FO/voZ1ArEs40327wlJqUc0oj5Fk1pdS1FrS4ZtQE+c2kDiXfmb7ryrYSF5TodkRQQFUDfom3sz6iJcHPIMgCJypPWMVdIiInK09y1D3odirHawqyQJoRSU0Hek0CFeNJ/X6mp8tzHPVAcof//hH/vSnP3HttdcCEBcXR0FBAf/4xz96BCharRat1nqS4+K7p2Dr8NtKhLxSq6pooCi/ymoblUrk9LFsM4Dye7IN2xLR6Y09rpIlSaa+oYXd+9JYumAoPl7O3HfzRN77/GA30CaKAhFh3iybN7jbcX5Nu1TTyKurlJfMD69RlmUSs4r5dn8yK2YMYUhk76BSq1ERc1mRweFRwWx/4XbOZBdRWFGLo52WcbFhONr9cs/8M2t3k1ms5FKY6K8dXr7dKVmEeLnx4IzRV6xP1NluZr9IDg64yJaUTDPHWScI+uO0cSaa8eXm6+zEsvj+3bb/WNuTncNTu/aYPhsuY8JtTM9EJYr8Y5ZSzTuvpsbq69Yoy2RVKVTha2MH8GmSZY+SgMCNcYNMn0NcXNm17GZWZSSz/kI6te1tBDk5c32/gSyJirWoPCvLMq0GPVqVusewZnVrC0u2r6Kq1ZyqKskym/IyuNTSyNczr0EUBHYXXrDqFTHKEtsLLvDqmDnEuvn06iGyEVX0dVaYLk8MmEpSTQm5DVU/oOwK2Ko0vDNqmRnIt1GpuTd6AteFDSehqhBbtZphniHY/GAcZFnm2XOb2VqUYtZroyyxsySNjLoy1ky4A0eNLQcvZZgAjKXrO1qZTWVbI7Zi7555GRlblQLulgdPILG255CXgIBWpWGmX5eGzG1hC/C382Jd4fdUdNTxsVPZMs9/PNcGTzcV9AM4VpnEPzI/6zhnV1j8VHU66Q15vDnocXztPGgxtHKg4rhV2nB+SzHZTReJcAxDJ1mnq0tItHfkwgx2G0VqveXnWURkmPsY5d+CihtCHuffeS+gk3Q/C0i56gClpaWlG51YpVJZpcb2ZKJKUW+csWI01z82+2p28Rc1g/7K4rJX0u63aoeOZlmt+yLLcPDoBZYuUDLnr10wFB8vJ75Yd5LcAkUjwMHehvnTB3LL8lHY2f745Mafw7YctV42HRnW7TvHihlDCPN1Z2RMMGcuFPWYHCoKAovHxXUDH6IoMCIqmBFRV1/RtqSmnqOZ+egMRqIDvBh6WcgGoLCqjoOZeRb3l4Gvj57jzsnDCfFww8XOlvrWNovtjZLM4FDF7S6KAi8vnMHQkAC+OJFIblUNAPFB/twxZiiTosJ/0rXpDAZ2ZGSxKTWT6uYWQtxcWRbfn3F9uqjDsizz5pHjFiOLMvBdajoPjB5JgIsztupeigUKgikME+HuwX1DR/D+2VPdji8KAnHePtw4YKDZ/u529jw4ZBQPDundO1bf3sbHyWdZlZFMTVsrGlHFvL5R3DtoOBHuXfTXzzMTqGztmRUmyTLHygo5XHKRiYHhNOv1vSZvtnewV0b5hBLi6EZxc51FOvfC0P442ygMIRcbO9ZOupUvc06zOjeBS22N2KttWBAcx+2RIwl2dDfbv0nfzmup+1ifn2QKDXlo7bkjcjS3Ro403cPk2mK2FKX02FejLJPfVM2ai2e5I3IsJS21vVKSZWTKWuuIdQ3AW+tCRXu9xbYgMMZLKbQ4wiOG28Jm8unFXWbnEFEKQ74YdyvOl8n06yQD6XUlFLU0I8nKdNtiMJBcV8Qsv2a8O4CPTtLzdtZqi2GYJn0rn17cxNP9bqewpQS9bJ0BJSCQ3ZhHpFM4vra+3ZJpLzeFaqxQ4Qe5Dme37SYq2sp6VMrVqmyZ4D3DtM3fLpxIx7Ek1h1AbSFK8FPsqgOUefPm8dJLLxEcHExsbCznzp3jjTfe4LbbbvuPjjP75rHMv2kyYf1+H2EOS+bl44KTix2N9Zbd4gaDRGRs7xLZv6ZZE4Bra7f+Y+mpzaTRUUwcFUl1bTM6nQFPD0dTHscvaQmZRazdnUhyVimiKDBqQCjXTB9MVGiXhyOvuNqq50AGSqsa0BuMaNQq/nbbTO58/Tvyy2tMXqJOj8GQqEAeXPTLMI9a2vW8sG4Pu88pCa1CRx9Cvdx47aY5RAUoeUEnsgt6PVZzu46M4ksMDgtgxahBfHDgZI8vI5UgEOzpysjwrjCtKAosHxLH8iFxtOkNiIKAjbr3+ji9WU1zCzd9/R1ZldWm8c2prOb7CzlMjerD24vnoFGpKKirN3k8LJkgCOzOyuG2YYOZGxXJNykpVqsfz4roEjJ7fOQYgp1deP/sKQoblInOQaPhuv4DeGT4aGzVPy5/rratlSWbviG/vs4EPPSSkc3ZmezIzWLVvGUM8VXeG+uyUq0m4KoEgQ056UwMDCfazYujZRetirqFuyhAQhQE3hu7mOv2fU2LQWe2j4hAH2dPnoqfbLa/o0bLfTHjuDtqDA36NhzUWlP47HJrMehYcegLsuorzI5b3d7CK6l7KWqu5YXByuJ0fUGiVdAhIbM2XwEoLhp7pF7CNgAuGjtUgshtfabwcsaGHtuICEz3G2TG/LkxbBrxbn35NG83OU0lSq6PZ39uCJ2Cr10XAJNkiedSP+NsTVYHOOh6f6bU5vFgwrt8NPwPuGgcOF6VQrPR8hwhIXGiKoV6XaNF1dtufe/QK5niPYVvCr+xeuzxXkqSuVpU82DE03yY+zqFLeaLFieNC3f3eRx3my5gvKH4K07WHAHU6FCjM15d0sJVnxHeeecdnnvuOe677z4qKirw9/fn7rvv5vnnn/+PjnPr0wtxdv7tKX/+p6bWqJi3bDirPz3cI3tFEAWcne0YMyn6V+idddPpDGzeeo7NWxMpLavD1lbD5IkxLF86nODLmER9w7w5l1po0YuiUglE9OleUE4QBDx/xSKPn285xQffHjNTL911LJOdRzP5890zmTlGScrVatWIVpgaoORddLrePZwdWPXM9ew8dZ6tJzKobmgmwNOFRWP7Mzk+wlSg7+c0WZZ59LMtnMou6qIJdvS/sKqOW99bx7rHbiDQw8VEE+5t8dMZFrlrwnDSSy5x6MJFEzAAZTJzdbDjvRsWWASztlcRhD62aafJI/NDVdZ9F3J55/BJ/jBpDM066y5uUPrepFPc3LcOHsy36enIxu5hS5Ug4O/kxJyormKBgiBwTWwcy/v1p6C+Dr0kEeTsbBWYFNTXsS3rArVtrQQ6O7MgMgY3O3Pa+T9OHqLgMnDSaUZZRpaM3L9nK8dW3IVKFKlps54XZJRlKloUCvC1EQP5KP2U1fY3R3expfq5+bB95u18cuE0Gy6m0qRvx8/emev7DuamyCEmZdhOq21vYWXGCdbkJtGob0cliMwMiuL+2DFEu3YB/9W5CZyvq7C4sv8mL4EloYOIc/enpKWu11yRS60KA3Sybz9eydhmhT0jEOHkQ7CD8g6bHzCMGl0j/87ZqyiEdDy7RllinHc/nuy32Gz/nMYy/pq2nqKWKsSOTJH1RQmUtzbz57hrcNIo9zGhJpszNT2L5xmRqGqvZ1PxMW4Om05Za2WvXh8lYbeWUIcg7FV2tFgBNDIycS7KnDLRayIJtQlcaDSnaHfmmiwPXI6Pbdf7ubytgtzmCgySBlGQEJCRZBXNxmYuNhcSZB8KQJ2uhsOVe/g57aoDFCcnJ9566y2LtOL/RpMkCV27Aa2tpscX83W3jSPtXAGpiflmq06VSkStFnn+n9ei+RW8B9asrU3P439aS0ZmianPra16dn2fyt79Gbz2j2uI6694txbOjSch2fIq3GiUWTB70C/Q6yu3hMwiPvhWEZW6PBTT+e+/fLSLuAg/ArxdmTS4L9uPZVg8lkoUmBDf14xybGejYfG4OBaP+3UUbc/mFnMiq2fVUkmWadXp+eJgAs8smcyAYN9ewYlGJRLlp3hcbNQq3r1hPt+nZbPmdAr5VbU422qZFx/DsqFxuDn0ru9izcrqG1lzNoW9mTm0G4wMCPRhxbBBDAnp8jLmVFVz7KJ1VdavziRx39gRBDg7W6UCgwK+wtyUVXKoqxtfLF7CPVs2U9vWZpKrV9q489miRT2CD0EQCHV167b9ctMbjTx/aB9r0lMRBUEBvpLE348e4umxE7hloJJ/1dDezqasTKtenPLmJg4WXWRKSB+87R0pbrIcplAJAgGOLgCEObvz1JBJ/D3hgBnABGWNP94/nOV9zRNUAx1d+fOQ6fx5yHSr3tTK1iaW7vmS0pZ6M82UXUXn2VucxReTrmO4txLGXJ2XYDUZUyWIfJefRJy7Px5ax17vYWeSrLvWkRVho/kyrzuDplPZ44GoaaZrEASBW8OnMNVnIB9k76akpQYnG3tuDpvAMA9zckZ5ax33nvmQlo4cl8tDZSeqLvD4uc/5YNjdiILI9+VnrarDSsjsKD3FzWHTcVDbXVH9IHu1LTaihtl+k/muuGeKtohIf5doAu2Vyu1qUc0jEY+wMvffJNefM+WKaEU7ZvrOYpbfLNO+TYYm3sx6E52kR0bAKJt7vj7L/4wAuwD6OPYhqe50r/39qfbbmhV/Z3aptJZvPz3Mns3naG/TY++gZcbioSy7bRzunl10SButhpfevZFdmxLYsvY0pcU12NpqmDgjjsUrRhEY4mnlLL+OfbXqOJnnS7u58Y1Gpary83/ZyLpv7kOjUTFuVAQzp/Rn1740s8TXTlGqm64dRXSE3y9/EVZsza5Eq3VfBGD9vmQeum4CYwaEE+7vQUF5jcX2N80e9jP21tzOF1Ww5nASiTklqESBcbHhLB8/gEBPV1Ob7QnnrV6fUZLZeiaDZ5ZMpn+QL7GBPpwvreixvUoQmDc4Bhf7LiVSlSgya0AUswb8Z9TL3ux0fjF3r9pIu6HLe1HW0MCOtCzumzCChyYp+iMnLhb16vVp1unIKK9gcJA/s6Ij2Xm+51o1AopC7fTIrsloWEAAx++8i53ZWSSXl6MSRSaEhjImOOQnyeK/ePQga9OVKtOSLF8WupH4y+EDuGhtWRTdj/z62l51RVSCSGZVJVNC+nB91ED+mXDESuKrzLKIrqTju2JHEOLkxgdpJ0iqKgPA196JW6KHcHu/Yd3q7LQZDWy9mMGmvHRq2lsJdXLj2oiBjPcPMwMr/0jabwZOLj+/LEs8fHwzR+ffj0oUKW2xlvehAJuCJsVDNi9oANuLLVfnFgWBhcGDTJ8fjFISnlddPI4kS4gd3gkHtS3P9F/AWG/z53ZXaTJ/T9tKk6ENlSAiyRKnKwu4MWws90dNNYVVVhccodWo63GcJWRS6go41UFJrmqvtypdD1CrU7xaoz0H8lFuz2EmULwdIQ5++Nsqi4TFgbMpbb3E8eqzJt2STo9IkL0/D0Z0pVRIssTK3K84Xp2GgIZOblMbMqsLt+Nq48kEL4VNdKTyCO1Su9V8ld3lu7mv7320GJoRETH+jFTj/wGUH2mFeRX84caPaGluR+qg1bY0t7P5m+Mc3pXCm6vuwdvP1dTexkbN/OUjmL98xK/U4ys3nc7A5m3nLIZsJEmmrr6Fo8ezmDQhBkEQePKRWcTG+PPtprMUFisvlcg+3ly7dASTx/3y4auyinqKymtxtNcSFe7TjfmQnFViVeHUKMkknVfommqVyLuPLeHhtzaSXVSJWqWUhZeMElobNX+7azaxYb+MPs3qg+d45buDZuCjsDKR1YfO8fod8xgfpySd1re0WU1cBmjR6TEYJdQqkddWzOam99dS09RqRn8FiPDz5I9zJ/xs19RpDa1t3PvNZjNwAl1erfcPnaK/nw+To/so4aoriEt1usyfnDiO04XFVLe0mOdRdEyur8yejvYHuiJatZqFMf1YGGNO8ezJcmtq+CLpHHtyctBLEgN8fLg5Pp7xIaGmCbyyuZmvU5OtdvnNU8dZEBVjUePkcpOR0Xbk8twYE8+32akUNnZPZhWAWaGRjPA1l2+YERzJjOBIGnRt6CUJN61dj+CrsrWZ677/hpz6atMkmFVXyc7CC8wJiebtcfNRiyJ17a1sK8iw7PVB5lJrIwfLcpkSEIGTRkutznKYQiUIuGkVr8hY7z4M9QghsbqwGzhQCQIuGjtu7DPism0ij0TPZHnQCD7NPUKNrpm+jt7c2ncsdmrzkNShS+d5Oulb0+fOZ8YgS3yWdxiELsCzszTRahhGhcD35UmM8orCy9a117CNu1ZZyHpqXZntN4YdZUctJHLL3BQ6x/QsqQQV1wQtpKqthYzG8ybBNH+7QG4MuQZnTVfo/HDlSY5Xn+04DnRRkpV+rcz5kjjnKNy1bqQ1pFn1aklIpDUopAEPrffPCk7gfwDlR9urf/qWluY2JKP5zZSMMrU1zfzrL5t4ceUtv07nfqJVVDbQ3GyZpgegVotkZV9i0gQlT0MUBebPGsS8mQNpadUhCAL2dr88Gye/pJo3Pt3P2dQu97+XuyN3XTuGORO7VpBXUrhSvCxXxMvNka//fANnMgs5nJRLu95AVLA3s0bF/GJ04HO5Jbzy3UGge1hKQubxT7ax9YXb8HF1xN/dGdGKBwXAw9HelA8T7OHKhkdvZPXxZDadTae+pQ0/VyeWjRzAkuH9sbP5aUKJtc2tbEhII6VY8UaM6RvC7AFRZsfdlJxJi05n8fUoCgKfnkhgcnQfBgf598oY0KpVxPgoK04/Jyc23HQ9bxw5xtaM8+g78mmGBPjz8NhRjAzuvTClJdufl8e9W7cgybJpcj5SUMDB/HxuHzyEp8ePRxAE9lzM7ZWmXdRQz/mqSqI9vQhwdKakqWdlbVA8MFNC+gDgbKPluznX8+yJPezOzzZN4nZqNTfFDOaPQ8b1GJa51NLEsdICdJKRAR6+9PPw7tbmwcObuNigLDo6Jy9TBeaC8/R18eDRQePIb6wxE33ryVSCQFZ9JVMCIlgQMoCvck5bVeGdF6T8ZkVB5IOR1/N80hZ2laSbUk5lINLZh9eHLcXLtstrLcsyX+Se4L3zh2g2UY4vsLEwlb/Gz2eUV7ip3TsXvreq/fFV3lFuCBuDm40DzQbL7DUAIzJ1OoXqPdN3GHvKEyy2FRGY69+lg3J33yXIwM4yJfQsICAhYSvacH/EckZ4dIWLy1or+cO5N2gytCJdNo3nN1XyTOp7/Dn2boa4K+/mnWX7rV6fjMy+imMsC5p7RcnFnW0GuQ7j26LPaZesj8lPsf8BlB9h2ekl5GRaFp+SjBJnj2dTXlKLb4D1mPRv0dRXwLCQZdCou0/ygiD8asX7ispqueuZ1bS0mSdFVtY08dL7u2lq0XHNbCXGP2pAKLuPZ1qcwEVBYGScuS6NKAqMiA1hROyvo1fzzcFzFsM2MorK6/pjKdw3ZzQLh8fy1SEregaCwNJR5vkx7o723D99FPdPv7ricPszc3lszXZ0Rgk68hd2pWbx1vfH+Peti4nuyG05W2BdhVeSZRILS5Flmf5+PsT5+ZBRXtHjBCcKAksG9sfxMo0lXydHXp09g+enTKKyuRknrQ2eDt1Vei83WZapbW1DLQo429p2+766pYX7t23FIJmv6zv79EliAoP9/ZgVEUmzTtdrsjVAU0e7BwaP5KnD3/fYRhQEpoX2Idy1izXiaefAyskLKW9uJL36EmpRxRAf/25JrACtBj3PHt/Dhtx0M29VvJcfb0+YS4iz8t7KqLnEyUuWSzfIwGfnz3Jv3KgrYitJsiLnD3BrxAg25CfTbOiuxqsSBPq7+TPBryvs5qDR8vqwZTzSbwpbi1JpNxoY59OXoZ7df48fZx/lzYx93baXttRz1/Gv+WzMzQz1DOFicyV5TT3XUuo0oyxxoDyDxcHD8LF1oaytzmJblSDib6/ck3i3voz2jOVEVUY3cKASRLy1biwIGH3ZNhXxbrGcrs6ltPVSR7hcRX/nSCKdwsz2/yh3Qwc4MQcUEjKCDG9e+JovRv4VEZGClhKrXhEZmYvNyoIuwjGCrMYsixorIiIRjgqDTauyZXnQLXxVsJIrcmf+CPvlC5n8F1heVlnvjWTIzy7/+TvzI6yhoZVtW8/x9ZdH2b0rhZYWc2+Jj7czQYHuVkVRjUaJkSP6/Mw9/c9s5eqjtLbpLIY23v/6EA1NCtq/Zka8xRW4IIBGo2LhpF8mwdVglNh2IoObX17NxEffZ+7Tn/D+5uNU1psXXjttQVul0yRZ5kyWMplE+HmyYlx8j+1UokCQhws3Tvz5BfGyL1XxyDfb0BmMyLJsUioFqG1p5bZPv6Oxzbq3zpK9vWQOXo4OZmGJzn8N8PfliSk907kdtTaEubtZBScGSeLTM4lM+PAThr+7ksH/+oCFX6xi54Uss3bfpqehMxqten0+S1SAYribW6/gRABCXV0BuDYmjoeHjDJVKBYFwVQ3Z5R/EK9P6lkfytfBiSnBfZkQGNYjOJFlmbv2bewGTgBSqspZvH2VifFzvLyg15ybBl07F2oriXTxIsC+N+alzNQAhQHlZ+/Cqok3EeSggCFREEzVf8f4hPPx2OtQXUaplWWZVblnueHgV7yVdpgPMo9zx9E1/CN5Dy2GrkVJva6V984ftHB2WdHFydjb0Xfr7KfOfjXolXaLgkaayef/0IyyxPwAJR9NEAT+3P8mFgWORSOa+wKGu0fz7pAHcLpMM2VPeQLPpHxKUUs1BlmFXlJhkEXO1mRz79m3KW5RNKOq2+s5U5NhEUTIyNTqGzlboyT2qwTrC04BwdS/CV4TrCo2S0hM85nWdR0e45jkPQ+Bny4b0JP9z4PyI+xK6wLZ/ES3+NU2WZb5+qtjfP3lMYxGI6KoFCN8+63d3HvvFOYt6CrMteK6Ubz8Ws9Z4iqVQHSUPzHR/r9k961aQ1Mbh05nW827MBgl9hw7z5IZg4gO9eG5u2bwt492IwhdIRNRENBoVLz+h4V4uv78FGi9wcgj723mREaBiVHR0NLOpztP8+2hZP792DL6BihJ1NZWQT3ZEwsn4OvmxKf7zlDbIU+vEkVmDorkiYUTcbbr7hH4T62wqo6i6jqc7LTEBnbP9fnyWKIyKfSwryTL1Le0sflcBjeMimdYaCB7MnMsnksUBIYEB5heoIGuLmy560bWnUtlfXI6da1tBLg4c+3gOBbGxWBzBXkcPZlRknhw8zb2Zuea9TujopIHN2/nD+NquW+Uku+QWGrZk9p5jefKypBlmQkhYXjZO1DV0tzjeKgEgUmh4Xg7KM+dIAg8OmwMS6JiWXc+jcKGOpxttMyPiGGYb0CPE0nipVK+TDtHQnkpalFkamgfbowdRLCzq6mNItqW3/O1yzK1ba18lpHAk0MnXLFysCTLiten/1ieOr2jxzYiArODYwhy7OpLlIsPu2fcx6nKAlJqStCIKsb59jFVMb7cXk7Zy2fZJ822tRh0fJFzinPVRXw54UZsVRr2lmaaign22FdkztUUUdxci5+da69rf6MsE9DhFVkSNIrdZUlcbKroESAsCRpJlHMX20wjqPDWemKDI81GpZSFjWiDt9YbO1XX76/NqOOtC+uB7r9zCYkWQzsrc7by4oDbKGur6vVdICJQ0lqJIAgMcYvjTE2yVUAz2E1hbXloPbgr/C4+zP3QdG7leEoi7ly/uQxw7WJ4Ha48zNay3XTAHPQWqtT/WPsfQPkRNnhUX9RqEYPB8s2wd9DSL/7qq4L+FFuz+iSff9pVvr2zZk57m5633tyF1lbD9BmK12D61FjKyur44utjiKKAJMmmvyEhnvztz4t+8Xo5Or2B5hYdTg7abmGo6rrmXpNCVaJIeWVXTH/22H7ERfixYV8KSReKEUWRUQNCWTgp7hcBJwAf7zjFyUyFon35alaSZRpb23n0/S1s/tutiKLAsMggDqbkWg1LDYvoyqUQBIGbJw7h+nGDyCyuQGcw0sfHAzfHn0YDBsgur+LFjftJuNhV98XXxZEHZ45hwZCupNJ9mZb722kHMvO4YVQ8Cwf24619x2nV6y0qot46ytzr42pny12jh3HX6CtnURkkiYbWNuxtbHrUZdmckcme7Nwezw/wxpHjTO3bh0gvzyvLZRIEBEFALQi8Pm0mt23daMbggY5ET60tz4+b1G3/YGdXHh8+ttv2H9r7507x6qkjZomZn6Yk8EXqOT6auZCJwUqYYENOWq8VmNdmpfLk0AkM9g7slf5qr9YQ6aqA6OXhA6lsbeLN1MMdnhfF32CQJSb59+GVEXO67X+6spCvshJJrCpGI6ooamzgxsihhDl1ha8y6sq7gZNOk2SZ5JoS1uYlcnPECKram0ysHWtW3d7EQPcgRnr25XR1rkWGl6Palgne0R3XquWDYXfzbtYOdpYmopcVIORm48CK0AlcF2J+n944v4XvijprjynPSpvRwLeFx0mrL+S9oXehVWk4UplKi9GyJ1FC4nhVBjW6RuxUvYfQJWTsOwDQXP9pnK5J6rGdiIirjTOj3Lt+VwNcBhLjFE9yfRKqjle8TpYJsAtloleXKF+bsY1VhatMIyUD0lUOyvwPoPwIc3FzYNbSYWxbe9riCmPJzWOx/RWSRC1Za4uOr7+0Xlnzk48PMmVqLCqViCAI3HLTWCZPjGHbzmSKimtwsNcycXwUo0b2NVUs/iWsoLiaL749yf5jFzB2MGdmTorl5mUj8fJQEuNcHHv3BkiyjJuLeUn2IB83Hr7+52eo9GR6g5G1B5IshpokSaakqp4TGQWM6R/KDZMGsy+pZw+DgBK6WTKme1hKo1IxIOTq0bxzL1Vzw3traNOZy8GX1zfxzNrdtLTruG70IIBeV1Qy0N4hK+9kq2Xl9Qu46wc04868m/snjGRy9I8PK9a2tLLy2Gm+PZdmyvOYHBnO/WNHEOvXJVT1VWJyN32Qy00lCKxJTuX5qZMYHRTMnhzLXh+VIDAqqGuhMi44lHVLruHNk8c5UqQAU7UoMj8imkdHjiHQgjhlQ3sb5U1NuGht8XHsDp6PFhfw6qkjAGYTs1GWkWQj9+zezJEVdyoenNbmXkNNde2Kx22wpz/93Ly5UGe5AvO1EQNx6ChEKHR4URaFxbH+YgqFjXW4aG2ZHxLLQI/uHtc3Uw/zTtpRM8D0VXYCq3LOsXLcEib5Kzko6y6e65URszovgZsjRuBj59wrOAFMSbWP9ZvNzcc/pM1orpQrdPhWnolbYFYbyFZlQ4CdD3aiM83tyoLH08GTADsvM5XXzPriy8CJuUnIZNQXsaXkNMuCx1DWWnNF8vwVbbVEOgXio/XgUrtldWQRkREeSoJxpFM4D/S9lfdzP0eSzf2ZrjbOPNvvEWw6JPclWeK18x+Q3nABGTWXQ4SC5ks8n/Yarwx4BkeNA2drz/Za5+en2v8Ayo+0u56YTUNdC4d2paJSiSYXp9EoMWf5cK67e+Kv3UUzO306l7Y265L0VZWNnM8sJbZ/V3mB4GAP7rt7spW9fl67kFvOA8+sRa83mFbi7ToDW/ekcORUNitfWYGftwvurg4MjQsmMb3IsidFhqmjr65uhzXLLali98nz1Da24uvhxJzR/fD16JqAiirraGjphS0liiTnljKmfyjxfQL445IJvLb+kFmyrEpUVuiv3T4XHzcnq8e7GvbmjqO06Q0WJ7l/bjvM3PgYnOy0xPh5kVhQanmyFwXiArso2sNCA9n5wC2sTUhlT2YOOoOBAYG+XD9sEIODf3xIsaa5hWWfraG0vsHUb0mWOZCVx8Hsi/z72oWMCVeSLbOrqq16DYyyzPlKpQDoopgY3jh+jCadrsd9jLLMHUOGmG2L9/Xny4VLqWltob69HS97B1Ntnx9acUMD/zxxhO05WSYl38G+/jw+agyjAruAzycpZy16RWRAJxlZdz6N+wePwM/BudfJ0MtOyc8RBIEPJi5i2S6lEGFnKnBnscGhXgH8Mb47wPeydSTS2Rs7wQYXG1tCHLuTBQ6U5vBO2lHTOF0+ZpJs5L4j6zmy4AE8bR242Fjdy+QNhU21AEzzi+Gvqm20GXuupyQiMMwzBH97VwDCHb35YvTdvJGxkxNV2abpu6+TDw9FTWeMd5dqsF4y8oeEVRyvzDKj7GbUl/KHhFX8IXoWN4QrxfQ2l5zudZw3FJ1kWfAYnDRXJtTmpLZHFERuCpvDa+e/7LGNAMz1H4ebTde7JtghGBe1P2VtZagECRkBSRIJdYnCw6br3iTXpZPWcL7H40pIVOtq2X3pIEsC51DVXoVKUGGU/6eD8pszjUbNU69dy9JbxrF36znqqpvw9HFh2oLBhEZ0l3X/ta2x8cqoYFfa7pcwWZb565vb0ekN3UCHUiW5ldc/3Ms/n1sCwF3XjOHeP6/tyH7v/mNfOiseb4+ffwI3GIz87fPv2XE8E5UoQIdg3YebjnPb3BHcvXA0giD0WJX2hyYjmynUrpg0mEHh/qw9nExibglqUWRMbCjXjB9EsJfrT+57bnk12xPPU9fUip+7M/OGxuDr2jVmNU0tHDqfZ5XiqzMY2Z2SxdIRcdwwKp6z+SUW20qSzPJh5l4fXxcnHp48mocnj7aw139ur+47YgZOOs0oywjIPLZpJ0cevhONSoWdRk2blWKBggD2GiW/zEmr5fNFi7l5w3qaLqNId4KFZydMZGxIz6wvdzt73O3se/wOoLihnoXrVlHX1mbW76RLZdyw6TvenzWPGX0URsXJ0iKrXhFJljlZWsj9g0ewPDKONVk9F94DxStyffQg0+cQJzd2zbuN1dlJrM9No7a9lRBHV66PimdhWGy3Oju7Ci/w1Ild1La3mjxRz5z6nntiR/DooHGmpNtPz5+2Cqr0ksS63GTuix2Nq42tVa8WYEoIdtBo+WPsdP6W0j0XprOo3+P9p5ttD7b3YJb/YKpbdRS31OCisWOmbzwD3MzD9JuLEzhWaZ4oDV2Ksm+e38l4n2iCHTwoaq7qFVSVtiqgarzXAN7N2mQxs0RAoK+jPwH2SihtovdQmgwtfJy7Cb1sQETsyPWSmek3hjv6LDTtW9VeyxNJb9FsaENChf6yhNajVUk0GJp5Me5+BEHgUOVJU75Jz32WOVBxnCWBc3BUO14RLfmn2P8ASg8myzIVJbW0t+nxDnCzGqqJiA0g4jde6A/A7zLROGvm6+fy83bkP7DUzBIKS2otfm+UZE4lXqS8oh5fbxf6R/rz5tOLefH93VRUN5pUbTVqkWvnDuWua8f8Iv1+c80hdp7INPXx8hS8T7aewt3ZnuVT4gn0csHb1ZGKuiYLR1L2Hxlj/pKMDfHlrzdeXWE4vcHIn9fuYVuCAqoElMngvZ3HuWf6SO6ePgJBEKhoaO5Vf0QlipTVKQmB02L7smxYHN+eSTWbYDonpmfmTSLMy93a4axaU1s768+lszE5g5rmFoLcXLlmSByz+kei6Zg4G9va2Zp+3uIELstQ09LK/qw8ZsREMCsqkrXJqVbbz7hMdXaQnx/7b72Nb9PT2JeXR7vBwCA/P1YMGEiUZ88q0QZJIqG0hNrWNoJcXOjn5dUtp+vvRw91AyeggA0BeHLf90wMDUOrUoMVZkmndbJPBnv5syA8hi15md0mRJUgEOjowi0x5rk+7rb23B83mvvjrIPGQyV53Htwo1lfQfE8vJN6HBl4PF4pTHe2shdQhcyZSoWVNjsolp3FmRbbqgSBBcFdQPe68OFoVRrezthHZXvX7yvKxYc/D5pLrGuXN67dqOe+k6s5UZlnekZr2lv5Z/oevs47zZfjbiWgw9uyNv+k1aRaURDYWHSWh6Nn4KKxN3maLJlDRz6Jh9aZJUHj+LbosMW2d/QxZ215a72xEVxoNtR2vOsEbER7fG39EC/LBdlYfKADnHQHExIySXVZpNRlM9AtklpdvUVw0mn1eiWsNcx9GKsLe67AfLXsfwDlB3ZoezLfvLeXwhyFG6+10zB9yTBuemQ6js4/Pbnw17L4waF4eztTWdnQ4wQjigIRkb6EhnbPnv+1LK+w6oraFZTU4OutAKuhcSGsf+8OzqYWUlRWi4OdDWOG9MH5CnJUrobVNLSw/mCK1Un84y2nWDxhAGq1ihunDeH1bw/12E4lCkQEejGwz8/Plnp10yG2J/YMqt7ffQJ3JzuWjx54RXV2jLJsaicIAi8smMLQ0AC+PJ5IRkkFoiAwqm8wt44byqg+Pz6RvKy+kRs+W0dpnfLClIGqphYSCkv4NjGNf9+wCFuNmqK6+l5zYdSiSHZlNTNiIrhlSDzrU9ORJanHYoE+To7MjTEPFXrY23PPsOHcM2x4r/3ekJHBq0ePUNHcbNoW5enJ3yZPYWiAstipbm1hd16ORY+BDNS3t7EnN4e5kdGM8g/iUJG1CsUCowKUBGpBEHhj/BwCHV34LCOBFoMS+hURmBrcl5dGT8dFa/57qWtv5ZvzyazPTaeurZVgZ1dWRA1iQZ8YM1n8VxIPmvrXk61MO8ltMUNxt7XHqo6Bqd+KTfGLItrFh+yG7ro3oiBgp9JwU4T52C8OiSfeLYhPc05Q095CXycvbo8cjbON+bX9K/MApyovAl2AqvMMFW2NPHp6Hesm3gXAxebKXhk/uY2XAJjqO5ADFWkW24qCwEz/LiB4d995gMCG4iMYZckEbhzVdjwWvYzhHl2K3Ik12TyV/HGHz0Rl6rDBqOO97M1IssTy4IkA7L102iroUCFyoOIMA90i8dS6IzZa9qAAuGmUd62LxoXpvtPZVb7Lyoj8NPsfQLnMNn52hI/+sc3sd9Peqmf76hOknMrl9bX34fALTXT/iVWU17Nl/RmOHDiPrl1Pn0hf5i8dxrCRfUyrMlEUeOyPs3n6T2uRJPMQiCgq1NpHHp35i/bbYJTIybuETmckONAd1x8ksNpeIZ37h+1UosiIgaGMGBh6tbp6xXYs5SJGqZf6G40tpOdfYmBff66bHE9ey3b6qQABAABJREFUWTUbj6aZ8ko6PT9+Hs68ce/8n50tVd3YzHcnrYOqld+fYsnIOHxcHBkSFsC5fMt5JaIAMweaV/udNyiGeYNikDqu72pc0x++3U55Q6PZhNHZp4TCEt7Ye5SnZ028ogrKkixj19Eu3MOdT5Yt4r6NW2lobzcrFhjk6sKnyxZhp/lxEgKrU1J4Zt/ebtuzq6tZ8d23rFm+nHg/f4obGnrNSVCLIhfr6wC4Y+BQ9hfm9dhOQFHVXR4dZ7bvE0PH88DAkSRUlKKTjMS6e+Pr0D0EWthQx7Id31DR0pWDUtPWSmJFKd9mp/LF9KXYqjVcbKgho7Z30bOdhRdYERnPKO8QjpTnWQFVMNon1NTfz8ev4KET6zldVYBKULx8BlnC19aJd0cvN+mpgOKx+XPiDtbnJyF06KvslbP4NOsUzwyawbXhCjBoNehYe/GslRpGEml1paTWlhDnFoBWVNNqtJzLJyJg15FwOt67HxFOfuQ1XeoW6hEFEXuVDcuDu7y6KkEkyikUZ1U6Fe2dyr0iwU5BBNube0xX5mzFfBlhbp/m7WKu/0jsVFqaDC0W+wtKZeU6veJlmuA1iqNVlosACghM8enSF1oWuIwWQytHqg4rCbhX2ZnyP4DSYZXldfz7FUX344eDLBllinIrWP/xIW56ZMav0DvLlpZcyNOPfINO15WnUVuby+njOcxbMpQHHptpmgyGDgvnn2+s4N8fHSAjvSsvID4+hLvumULfXyh3RpZlNmxN5Ot1J6mpVVaRKlFg0vhoHrhzMm6uSoLeiMFhqFSiiQ7dk7k429HvFypEeKm6kfX7kjl4Nhud3khMmA9Lpg5kaL8uL0Bru/6KNBXb2jtWraLAszdMZfaIGDYcSSW/vAYne1tmDotixvConywxL0kyJy8UciQtD53BSFSgF7OHRpvJ8x9Kv9grFbiqoZn0oksMCPHj4VljuG3ldx2iV93b3jJhKJ5OPYugXZ5PY83K6ho5mp2P3mikn783A4P8zEBNZlkF54otCyZKssy6xFQemjyaMHc3QtxdKayps3hfJFlmSlQXQ2hkcBDH7ruTbZkXSClT5PnHh4UyITzUYu5Qq15PUmkZOqNEtJcnPk7mbJsWvZ6XDvfsLesEI38/fJhvr7kWJwtJs5ebUZJMybWjA4J5euQE/n7ykFleh0pQci4+nrkIjx7yXWzVGvwdnNEbjbjYdF98ybLMPfs3UXlZgix05VycvlTMawlHeG7EZGrbr0T0TDQxhO6IHsHBsu50buiY6NUaloZ3aW64ax34euJNpNeW8X3JedqNBoZ7hTDBr6+ZoBvAi0m7WZ+fpEzismzqb7tk4PnE7bja2DIzsB9ZDRW0GK0zUUQEzlYVEOcWwBTf/uwsTbaYWyIhM8lXkZhXiyreHnI7zyZ/Q2JtHiJKMrtRlvC1deXlQTfga+dq2ndbyVleSv+u41OXVyqpNp87T73PxyPuI8zRh8LmCrKbLOd1Kdep52hlGtP9huJu40yNznLJhE5VW4A4l2iGug0goTa1W+hGRMTH1pNpPuNN23Ka8jlQkYhe0iIIBgxXOWH2fwClw/ZuSLA6sUiSzPZvTnLDQ9OuSPvgl7DWFh3PPb6Gdp0B+bIJprM+0Nb1Z4nu58+02QNN3w0YGMw7791MeVkddXUteHg64eX18yeOXm4ffX6Yb747ZbbNKMnsP3yejAtlfPjmjTg72eHmYs/CmQPZsOOcRWR+4/+x99bhcZzX+/dnZsUsWSyLJVuyZFtmZmaKY0hix2FOmzbYQJM2zA00adJwDDHbMcTMbIvBlsXMDLvanXn/GGlXG+2uFEO+7e/tfV2to51nZs7OzsxznnPuc58lI7C2vjkqhp0Rf7mQP769FXUnwm55dQOHzmdyx5yhPLxM6XUSHtCrW+dEAIL9DLwLQRAY0qc3Q/r0Nr/TNaCstpFH/rmVzKJKfRRAJ0m8v/U4b66ZrW8s2KJpM+pCbQ4tGsWpGhwSwKd3LeSFjfsoq2vUPze2VirWTBzKQ1OvXSq/WdPGX7cdYFdSBrLcqd+KjydvL5tFpI/C6TifV9Stza1tWi6XVjAkOIDHxo/iT9v2mBwnCgLToyII8TCuNLG3tmbpgFiWDog1uV8HdJLER6fO8PWFSzS1XyNREJgWGc7L0ybrFWsPZGXR3GZ+9S3JMheLi8mrrSXUzZ0+Hr3IrK4yT5wUBGa1k2QB7osbxkj/QEWorawYa1FkSkg4t/eLI8DZuHxZlmV+TEvkn/Hn9P1+HKysWdFvAE8MG6MvG46vKCG12nxURJJl1l5O5E+Dx+Lv6NID0TOJ3o5KimC0bwh/GTSVV+MPGDlVoiBgK1rx5YSluNkapxR356fzWdppUmoUle7t9ums7jOMu6OG61NNpS31bMi+ZIFwCh+kHmFGQHRPskzKPu3j7ggdw97iRJPfUyWI+Nm7MdknRv+Zu40Tt4dMorFNR1qdwqfxtfPgtuBJhDsZoiItWg3vZewweW4JGbWk4eMre3h38J3UaBq6tVdEoKZNGTfLbwzr8vZajBJN9x3V/j0F/tDnXj7K/IZz1ZeMnJQQxyCejnoQByv79v10vHf5czRSmzJOVqGVb6xL8Z8x0/4HoCinstucaH1tMy3dNNH7PXFoXwpNjWoj56QzBEFg8zrT4ka+fm5ERfv/7s5JQVF1F+ekA5IkU1pWx/ot5/WfPXLnRKZPUIS/VKKASiXqV+G3LR7OrfOGmDzWjURji5o/v7sNtca4mqgj6vD9rgscPKcw+wf37U1vbzez8uAqUWD0gFB8PW7uddfqJB78eDPZJYpWglaS9P1iWjVt/PGLnaTlK7nycN9e3TonggAhnciso/sEs+/Zu/n8nsX8ZeFk3lg+kyMv3M8j00f3OErya8iyzOM/7mR30mW9PR1mZZVXseoLA99E6GHrj46fYV5sFE9PHa/IqQsCVqKoVFgBE8JDeGPetUdGn9u7n09OndU7J6BM3Acys7j1xw3UtSqVcWWNjah6MCOWNTYiCAJ/GjnG4iS7ImYAvk7G99EAb1/emTyLwyvuZt+yNTw9YnwX5wTgjTPHeP74AaNmhM3aNr5OvsTKHT/R2s5LuVBW2K3UfbO2jcs1lfg6ODPeP9Tid3SytmFGkCH9d3fUcH6eeTe3hA4k0tWTGHcfHokZw6G5DzDC27j66dPUUzxycitpNWX6z8paGnk78TD3HduoV4/dX3TZ4q0hA9kNVWQ1VNLHxQdHK8vCZxIywz1DAIh08eX9obfr0zgqQdS3Hwh06MVnI9YYaaaszz3Dw+e/JbWuGJ0sopNFilvq+XvKdl5I3KyvgjlcnkyLhUiOTpY5XZlBlboBT9vuCxkkZLxs3QCYHzABXztPI+JsZ8zwHUWEs0Hg8XD5BQ6WJdPcZkOL1kr5X5sNSbXFrM/fr6cHxNekUNNWd1NJsv9zUNrh4GzXLQ9eVAk9lrn/PZCaVGBxMpBlmeyr5ai70T/5PbF7X7J+YjAFSZLZuSdB/xBYWal4/vHZfPvBapYvGMbMif1YvXQkP31+Lw/cMf53UbPdezKdxhbTOhegrPjW7lG6lgqCwN/unYW1tarL91SJAq5O9jx1+83XlTmWkk12abXZxoIg8+0BpQX78IhAAjxcLDpV4/uF4fMrdV2VKDKmTzDLRw9k7mBF9+R6cC6nkJNX88zqiTSqNXx7UulrMyIksNvXooONNVG+hu68d48cwtHH7uEPE0ezcEA/Vg8fzOa7VvD58oU4mEmlye3nbTET+UgqKWVzSppJW3SyTGFdPd9ejAfA08GhW4E0QB9xmR4eyVtTZmBnZYUAWIuiokoLLI8ZwEvju6rOAhQ11LMvK5ODOVnUq7vKBmRUVfB54nkTeyqOVVJFKT+kJgJ065x0oGPc80OnYKey7uKkdPz1txHTuzQV7OPqxQS/cKb49mWybx/G+4bjbW98r2XVV/JO0hHFxl9dbRk4VpLN5myldLpJq+6R3U1tGuxU1qwMG2a2v45KEBnkEUi/TlU/Y7z68OPohxjrGU0vGxe8bN24NWgU342+H397QxQuv6mKt9N+Vmzu9Lt3/Nee4kR+KU4GoLSltkua6teQgfLWOgIcPIlxCdH3LTIFB5Utoz2VSI6TlQPvxP2B/m6RRmOsBSsWBUzm4chl+s9KWir5x5X1gNKZucOp6kjc7Cw+xpkqxebcpsJubb5e/C/F047xswaw84dTZreLKpHRU/thbfOfc8nalaR7MO73laS3hNLyum5X6/UNrajVWuzsDC+ysGAvHlj1f1NhlHC5yKIGgyTLpGaVotVJWKlEYsP9+PaFlfx75xkOXchEJ8nYWlsxZ0w/7po7Ap8bED2pa2rlckE5KlGkX4hPF67KocSrZjsfgxL9OZh4FVlWdFZev20W9/5zE1pJMtpHJQq4Odrz7CLTk2FPUVbXyOZzySTmlaASRcb2DWHer5yanQnp3dq87VIaz86ZSB8fT4aH9OZifpHJ8YIgsGLogC6Oh4+zEw+M6b7SRidJrLuUxDdn48mvqQVgUG8/7hs9jCl9DFyVTcmpFmXjJVlmfWIyj40ZxbSICOwOmtdYEYEYHx/C3A2T3NJ+scyK6MOuzMvk19XiYmfHnIg+9HbpuoquaGriucP7OZhj6CFko1Jxe/+BPD16vF6vZH16kkWbAX5IS+CegUMZ5RfULVnXxcaWvu7Ksxnp5snW2Xfw8rkDnCzN048JdfHg6cETjaInAPEVxdx/ZAvlLY1YCYqWx4dJJxnk6c+/Ji3RC8atu5rQrc3fZV5kecQgQp16daskKwoCvR3dAHg4aiKZ9eUcKb2if847AnQBDm68N2yp0b4/FyTx3KVtSrsCZEQEcurPs7sgnX+PWUWki+IUb84/b7F7tYjA+rwzzAoYiJuNY480RVzbmws+FDmfxy99gixLJiMYD0XOx05l4DFtLzrD6cpsVIINMjqQoRWBzQVnGOrRnzh35Z7eW3oKAcFsVEREZHvRUUZ5DsBatOpxr6ZrxX/ObPt/jJihIQwYEUbKhRw9h6MDQntYeNkD/3eKqqYwcHAI+3ebF1wSRIE+UX7Y2P7n/MwuzvYIogA68ze2tbUKm9/JEWxVt3HgZAbJV0pQiQJDBwQzfmi4Ua+fa/HvwgM8ee2BubRq2mhs0eDiYItND6pJukNDi5r3fjrKrrPpaNvJww621iybFMcD80fptT9a1G3d9ibS6pQyWpUgEBfqz49/WMHn+89yMEkpb7W1UjF/eAz3TR3RJXryW7A38TLPrNur7z8jAMczcvh43yk+v2cx/QOVXHxNU0u3ZN2GVrW+L9S7S2az6puN5FTV6CeUjklsXHjwNQu9SbLME1v3sDfdWJArsaiUB3/awZOTx3Jve++f4vqGbqMiFY1NyLKMk40NfxozhlePdiXKCgCCwLPjxnfZ5mRjw7IYy52169Wt3LJpHUUN9UZTi0an4+uESxTU1fH5nAUIgkB2XY1Fm2WgoL4OgJhePgz36c3F8iKzvWrW9BuCXafGjH3cvPhx+goKG+sobKzDzdaOvm5ddV7yGmq4bf86veKrttMEnVRVwu371/Hz3DVYiyou13YtL/61zVn1iizBJP8+uNvYU6tpMdOUUWSqf1962SnOj41oxccjlnOo5DLfZ50hv6kGNxt7locOZV7gQBysDBN9YnUhz1zcapIwXKNp4u6T37F32mM4WNlwub64W52XK/UK0XuidyzvZeww61iJCES59Ma/vWlhP9dg3h/8IO+kbySv2ZDycrN24qHI+UzzNaS+T1em8XWOUgqs2GOIeqglLc8l/ZufRr+Ak7U9l+tzLZYYS0hcaVAcz0HusazN32p27I3Af87M9X8MQRB48dNVvP6HtVw8fgVRJSpdbrUSTi52PP3+SiL+wwTZJkzpx5efHKS+rtnkZCRLMktXXjth8bdCrW7j0JF0UtOKEEWRwYOCGTs60miynzIhmm274s0eQ6USmDap3zXzGH4LEtILefqtbTQ0qfWKr9sOJOHj6cz7zy0hpHcvAAZFBbLv9GWzxxEFgZgIX6xM9Ceys7HG7gZ1tW7RtHH/u5u4UlRh9Hs3q9v4Zu958streOu+uQpZ168Xh5OzzPOTgABPV6OKlD7+Xry7ei4tmjYaW9W4Othdc0fgDmQUl/PU2j3IsmFN1vFvY6uG+7/cwp6n78LVwQ4/NxeLERQATycH/b3h5ezIlvtv4+fkjHahthYC3V25dUh/JvcN65FSrynsTMlgT7oJtdD2yebtQyeYFBlGhFcvejnYd7uyd7Wz00/Odw0ajLUo8u6pUzSoDXy2ABcXXp06lZGBgSaPkVlVRX5dHa62tgzy8+vaNTopgcIG06XJMrA/J4szRQWM6h2Eq61dtzZ3kGQBPpk0n2V71pNdV93FEZwR3IdH44zfMZIsc7DgKj9mJJJTX4OHrT2LImJYEhFjdNx/p51HrdOaTeldrq1kf0Ems4OjcLS26Vb0zE6lPGc2ooo3hs7nwdM/IWCcXlEJAm429jwzYKrRvpfryvnqyjkuVBYCUEQTX6rP4mbjxIyAaP24b66eUn5LMzZXqhvZU5jCkpDB2IhW3ZKGrUXl+fKwdeK2kPF8l3Oky5iON+GDkQaelCzLnK3M4kp9DSJW7YsogVJtK4dL0xnvNQDb9uuxseCo2WsnI9OqU7O39Dy3BI7X22MJVu1k5CCHAOLcYkiqTe9W3O1a8T8HpRMcne35+7/vJiejhNMHU9G0agnp68vo6bG/24r+t8DWzppX31/B04/+oJBlO0oL20tzV945lvFT+nVzlBuD5NRC/vLiZhoaWvWNBHfuSsDby5k3X7uVkGCl+qJ/vwBGDAnlfHxuF6dKFAVsrK1YecuIm25vUVktT7y2GY1Gya52FierqG7k0Vc2sv6DNTg62DJzdBSf/nScpmbTPBRJlrlt1tCbbvP2EylcLig3+cKTgYOXrnIuo4AR0UEsGh3Ll7+Y1zNAgOUT4kxusrexvu7y5g58d/wSggCmfA5JlmloVbP9Qhqrxg9m8ZAY1p5JMHssURC4dfgAo8/sbaxZOqQ/S4dYjjB0oLSuga0JaeTXKOmS2bF9GBDga7S6//58QrfNAjfEJ/OX6RNZGBPN5pQ0s+dTCQK39DdUdQiCwKq4QSyL7c+JvDxqWlsJdHVhWEBvk7yJlLIyXjh0kMTSUv1nPk5OPDlmLIv7GZ7t9anJFlMxKkFgU3oqo3oHMS88ip1XTfdb6Ri7qI/h2N4OTuxZsJrt2elsuZpKdWsLIS5urOg7kIm9w4zsbpN0PHhoO/vzr+qdmDxqiK8o5ouUc/w0eyV+7Vor23PSLDpJoiCwKzeD2cFRzAyMYl9hV6fRYLPI3CCDIzHJvw/fj7+Df6Qd5WxFe1NGQWROYAx/jJ2Ev4MhRZZRW8byw9+gloxTb/lNNTx6ehNvDVvAwmDlvjtSesVi+kgAjpVlsiRkMBN8ojlhQha/s82TfQzX+f6I6agEkR9yjtIm6/SpFjcbJ57tt5ihvQzqxdsKz/FllqKno0Po5AUJHC1P5e30bTwfuxRZlkmqzbbo2AEk1WZzS+B4hnr0I74mw+xolSAy3MNwPz8WeTdvpH/MlUbTGjzXi/+8Wfc/AKFRfoRG/T7aGuaQkVLI9vVnSbqYiyAKDB0VwYJlIwj9lVZJZF8/vv7pYfbujOf44XTUrVoi+/oyb8lQomNvbNmqOZSW1vHUsz+hVisPeGfdksqqRp54ch3ffX0fTo62CILAK88t5O2P9nLgSLpetEuSZHy9XXjpmfkEBly79HlPsWlPPG1tOtMOhyRTXdvEnmNp3DJzEA52Nrz/50U89uZmWtWGFV/Han/NghFMGhbZ5Tg3GpuPJ1vcrhIFtp1IYUR0EH4eLjx1y0Te2Hi4y2QrCALDInuzbNxAC0frHqkFpWw+nUJuRQ2uDnbMHNSHybERWHeKmB1Nt6yxIstwNCObVeMH08/fm2XD+7PhXNfvqRIFAtxcuWP0oGu298sT53nv4EkA/Yrz2zOXGBcRwoe3ztXzVa5UVHbbLDC9tAJQ9FLGhQRzMi/fpOqsq70da4YO7nIMWysrpoRb7sycXlHBrT9tQKMz1pYoa2zkz7/spalNwx0D4wCoaG4ycQRjm4sblLLTycFhxHh6k1HVtUOxKAjYWVlz9wDj6jg7K2uW9RnAsj7GDuKv8WH8KQ7kX9WfEwxzZ1FjPQ8e2sa2eXcACknVEiRZpl6jkHxnBUbxQfIxiprqutgsIKASBNb0NeYWDfEM4u7IMbiqHKlSNxPu4sltEUOMnBOA15P2oZG6RnI6/nolfi8ze0djp7I2SkOZggx6R2eW/wA+yzxIraZr9+gOl25lqCENKQoi/nZe2AvONGvr26MvAp7WvfQVOaCUBX+dfdCsDRIyu4svcV/EdLxsTXfHNocpPsNZm7eXZm2L6YiLLLMwwMBHa9W1UdLSSovWCitRQivd2Mj3/xyU/0BsXXuaz97dayRStm9HPHu3X+KplxczebbxS8LVzYFld4xh2R2/T6+ZX2PrjotoNFqThClJkqmta+aXfcksWaREGezsrHnhyXncs2o8Z85no2nTEhHqzaABQb9Lagfg0Jkr3fIdjpzN5JaZyoTYP8KfTW/fxdZDSRy5cJXWtjaiQ31ZOjWOAX2uX4q+qUXDgfOXyS+rxcnBlqlDIwn0MdblKK1usLgO0kkyRZV1+r+XT4jDv5cLX+07T0J2MQCeLo6smBDHHZMHGzkSvwWyLPPmtiOsPZ6gd9JEQeBg8lUi/Tz51wNL6OWskPm03UjMg9IHqAMvzJuCr6sLXx+/QH2rkgIRBYHpMZE8N3cSrvbXpuS8PTGNdw6c6PQl9P/Hyaw8ntm6l38smweAnZUVrW0WmgUC9u0RVUEQ+HTRPF7af4htqelGk1y0txfvz5vdRbCtA61tWpo0GlzsbPXcoc54/dhR2nSmnWiAN44dY1F0P5xsbOhlb09Jo/meTipBwMdJscNKFPl+zi08vH8np4sLjFRZfRwc+WzGAoJc3Iz2L2qo58ukC2y9kkaDRo2fkzO39RvIqthB+rRNq1bLt+nm9Ud0skx8RQmJFSUM9PIj2NmN7PpqC6t1gXBXJc1qq7Lix8m3sebIBq7WV+pLe7WyhLO1DZ+MXUyEq6HvUb2mlbuObuBSZZE+knOhooi1V+NZ03cYzw+aiiAIFDfXcbo81+x1A2jUqjlQfJm5gbFEu/qSVltiNiIhIuj7/DhY2fL5iLt46Ow3lKvrUQkCsqykVWxEK94YtJw+LgYtlI15Z3k9daf+SB1IqyvmrjNf8M2o++nj4ktmQzEVavPCawpkTlSkszhwJP1dQ7uJoggMcFM0kZysHPh7/4d4IflTGjop0AooPMw/912lL0mWZZlX076kTF2NJIvodGK3LSV+K/7noPyHIT25gM/ebSc0dfqxO/777Ze20Ld/AAGBvf5P7DOFI8cuWyRkyjIcO35Z76B0wM/HlUVzr31FfD1oVZufgECZulpajVd4vdwcuWfxKO5ZfGN5PbtPp/H6twdo1WixUolIssynm08wa1Q0z985TU+udXOyo6nV/KpTFAQ8XIzVQsfHhjE+NozGFjUarQ43R/vrdgLXn0hk7fEEwKAF0zGJZpdV8advdvLNo0rpYv9AH85nFZoN5atEgQFBhmilKArcP3E4a8YOJrmwDI1OR6RPLzydTCvT9gSyLPPJ0bNm+QCSLLMv/So5lTWEerozIyqSTQkp5psFAtP6GsLt9tbWvDV7Bn8aN4aTeXlotDpifX2I9TWtzJxRXsHHp86yP/MqOlnG3tqaW/rH8PCo4foS49LGBk7k51v8Xi1aLXszM7klJoZb+/Xno/NnzDozOllmcZQhneBh78C6+ctIqSjjSH4OGknHAC9fJgWFduG3pFdVsGz7epraNPprUthQz9tnT7Djagbr5y/D1daOzNpK6jWWdaJEQeB0aT4Dvfy4o+9gXj7fVfa/s83LIw1RvgBHV/bOvpcTpTkcKb6KRqdjoKc/c4P6Yf+r0uU/nt5BYlWx/jjKv8o79OvL5wl0dOPOvsMoae5uolfSGsVNiuN/e/gInrlogRgqwNIQQ8QszMmbT4bfybupe0moyUcSJIIcPXm071TG+Rgqmpq0at5LN93TRkKmTdLyYcZePhl+J60WpPYNZgio28ctDZpAQq1pxV4BAVuVNTN8De9mF2tn7ER3qnStqESF1K6VBBxVznjYGhZNlxvyuNyQZ+KoNw7/v9FB0ekkygqrKS+qQeqmV8r/JbatO6vncJiEIPDzRtMaBv9X6InOSsvvpMUiyzIJqQW88v4u7nriOx5/cQM79iV1cTYigj0tTtQqUSAyxNvs9huFk0nZvPTFXlo17ZUMOknv7O09k8Gr3+zXj503KsaivoMky8wdGW1ym5O9LR7ODtftnOgkia8Omb//dJLMpZxiUgsUzsRtYwZZrr6Q4dZRXdMGNlZWDAkJYFR4kEXnpLKxiX/sP8XkN79g8F8/Yu4H3/L9qUt61VuAnKoaizL3oEychy4rL/HVIwahEk2rTOibBcZEddnm4+zE4tgYlscNMOucXCgsYsn36/TOCSgS+WvjE1n43VpKG5QoSFmj5ZQNKJGQkva0zaoBcfg4OpkUSRMFgfFBwYwNDO6yLdbLh0eGjOSJYWOYGhLexTmRZZmH9u0wck46ICFzpbqSN84oHXh7LNjVPmxFnziGenfl3uhJobEjiXI3fgbPluXzddoFvk2L54eMRL5KvcjOXOPI1dW6Sg4XX7V4332WdhqdJOFu25PmlxLutorjP7d3f+YHKk5T5ztEJSh/vTpoAb72hhTS0dIrLD78OcfLcqhVa6lXS6TXVHL/6bX868px/bgDJSmoJfPvSJ0sc6byKhWt9QQ5eFnUQAHltwlzUu7B0Z4xrA6ZrtjcSbdERMBGtOK1AXfj3F6+rNa18UT8PylsqUQrq1DrrGjVWaGVVTRoW3gy/nOKmpVqqcTaK2bF324U/p93UHRaHZs+P8SqkX/lztGvsHrUy9w19u/s/Pb4Ta/hvhYkXcyx2HtG0kkkXsj5HS3qHmFhXpYne5VARPjNn+wlSeadz/bz6PMbOHQig8yccuJTCnj7n/tY/fi3lFUYVktLZsRZjProJJlF066Po9ETfL7ttNkyZlmW2X06ncLyWgCWThxILxcHk0J3KlGgX7APE+Is8xq6Q2OLml3n0/nx8CUOJV41Sr8A5FfUUlZnPpXQYcvJDGVlNbFfGLePVaJknScilahIY720ZCpBvdyuydbcyhoW/eN7/nX0HKX1jbS2acmpqOaNXUe5/V8baGhPEVlK13RAFAT9uAjPXny+bAEONtYI7bZ2XHNfF2e+u/0Ws8JulqCTJP64czdtktRl8tTJMhWNTbx2SClB7mXfg4lTkujloEwsHvYObLplOcP9jXlnVqLI0uhYPp+zoIsjkFBawiN7dtLvn/+gzyfvs3jjWnZeyTB6L54uLiDHQlmyTpbZfDmVOnUrfdw8cbK23ENIkmWG+yopAluVFd9PXcb9MSNwsTbo4QQ5u/HGqFk8NWiC0b5rrySwct86jhUbujZn1JTz1Knd/Onkz3on5UhJVrcTeHlrI1fqKgh16kWUq4/F0TaiiukBikMqCiKvDV7AG4MXEe7shYBCvh3nHcEP4+5iQVCcfr/K1kYeP/cTWklndP06IjkfpB3kVHlWuz31+rSVOcjt4zxsnZjkE2tWJE1EwNfOjWGdSLULe48lzi0KrU4hrCuvPmvm+o9nYHt6B+BweQLFLVUmicASMm2yjs2FimMlyVKPdLiuB/9Pp3gkSeLNR7/nxO4Eo6qwsqJqPn1hMznpxTz6+q3/UUJmPbHl97ZXlmU0Gi1WViqT0Z2F8wcTn2A+HK3Tycz/HVI5W3bHs2OfogvTkXro+N3LK+t55rWtfPXeKgRBYOKIPswYF80vx9ONeroIgoAsy9x1y0j6ht3c5oml1Q2k55ZZHCOKAgcvXGH17OG4O9nz1VPLePaL3aTklhqlLMbEhvLKnTNMchl6AlmW+ebABT7bfQZ1m1ZPrHVztOPZZZOZMbgvoEjmdw9Bzz0RBIGn501gaFhvvj9+ieSCUr0C7erxQxgUcm38HVmWeWLdLmpbWk2qdF4ureTtPcd4ZdE0At1dsVGpupBNO0MrSUR6G9KmY8KCOf74fexMSSexqL1ZYEQIkyPDTF5jjVbLLxlXOXo1hzadjhg/H5YMjKGXoyHldiI3n5IG886dTpbZeyWTqqZmeru6MtjPj4TSUrNpGytRZFakgZzt7+zC2sW3klVdRVJ5GdaiyMjeQXg6dG0SuO1yOn/avwcBQwoksayUx37ZxcmCfF6fPA1BEEiuKO22JFkj6bhaU80QX3/uiBrE58nnTPIdVIJAtIc3g7wMKT07K2ueHjyRB2JGcLasADuVNWP8grtEcgoaann+zC/InewFw++9NTuVCf5hLAyLoU3S9agVgkbSIQgCT/afwj0n1ppNAd4fNQZXG4PDWNHaxK78dDJqqpARaUPgRGkewY7exLoH6HsCbcq7hFbSWeTYfJd1htHe4bjbOHYrLgfgbqNEEx/vO4+Uunwq1Q1G+3VI7788YIU+WtLY1sr95/5JUUs1OllFRyNCDTI/5h6jqa2Vp2MWA3CsPNGiUJtOljhUFs9jfRYR7RLaI3G568H/0w7Kqb3JHN+V0HVD+7Xfs/Y0E+YPZuDom1+B0VMMGRnOwd1JZqMooigwZFSEyW03Gi3NGjZtOseObReprm5CpRIZN74vK28bTXiEYfIeN6YP06fGsO9AqtH+HZP9bStGEdX35lZFSZLMuu2WUw9XcytITCskLiYQURR44eFZxPbxZ8OuixSW1gIQGeLF7QuGMXV01xD+b4VWJxGfUUhNfTO+vVzoH2nckbexufu+TqIg0NRiSE8FeLry3bMrSM8vIzm7FFEUGB4VRJC323XZ+s2BC3y43UAi7ZgUa5taeear3dhZWzGhfziBvdxwsLWmWW0hHC1J9A8ykP8EQWBqbARTY3/bfduxkjflkCcVlpLRXkljCpIssyM+nT/PHIeLvR3zBkSxLcF0WasoCLg72DOpb5jR5062NqwYMpAVQyxH0nKqaljz42aK6xtQCYrexC8ZV/nw6CneXjCT2f0U5y6zsspi+XKH3Tk1NfRydODpceNZufEnsxPnwyNG4G4i0hLu0YtwD/MctdLGBv68f08XOzr+3pCWzOjAQOb3icZaVHWr/Axg075w+ePgMaRWl3GsKNdIlRXAx8GJzyYvNPo9m9s0vHvpBGsvJ9Lc3v/Hz9GZhwaM5I6oOP3YdZmJFp0OURD4JuMCC8NiiHX37VY8z1ZUEeaiXKNxvuF8PGopL1zaRbW6WT9B24pWPBg9lgejxur3q9W0sPzw15S2dAjiKfa16rR8deU0Jc11vD9iMYKgdEC2VN6rk2XOVeYCMMUvhrfSfjZbJSQi0N8tEH8HhQPiZefCF8Mf4tXULZyvuqI/T7ijH0/2W0Csm6HD+k/5JylsrjJry7aicywMHEFflwCatOpuU3Wt7T2DBrr1IcDem5KWyv/poFwLdv1wElEldFGG7YBKJbLrh5P/UQ7KguUj2f9zgtntokpkzpKbr7nR3Kzmicd/ICurXJ8K0ekkjh+7zInjV3jtjVsZMjQUaF8l/3kO/aID2LjlPEVFNQCEh3mx/NYRTJl087VYistqKa+03OVTpRK5kJhHXIwSYhZFgSUz4lg8faBerM3R4fr6yXRg94k0Plp3jOp6AxM+wNuVp++cyoj+ChfA18MZK5VosdJFq5MI8nXv8nl0kA/RQTcmwtPUquGz3aabSnbg/W3HGR8bhp2NFUtHDeD7o5dMTrSiIODj5sToqK58h54iIa+Yr49e4Fh6jhLZ8PXk9rGDWDgkRp9KTCoo0TvA5qDR6bhSWsnQ0N78eeo4zucVUVRjXKaqEoR2VdpZ1xR9Umu1rP5hExXtnBFDaa2MrFMUaQNcXRkY4IuDdc+kwTtUWYcFBPDVosU8u3+fvkQYFFLuoyNGcP/QYV32zayq4sekRC4VF2MlikwOC2NZbH+8HA08ng2pyd3ycb5OiGd+n2gmBIXyyqnDFu3tZe9AlIcidW+rsuLrabewJ/cyP2YkkttQg7utPYsjYrg1sj+utoYqrFZtGyv2biCp0jhKVNLUwAun95NXX8MLIxT17uSqEsuqrLJMWnvX5TG+oQQ6ulHUXGfyHlUJAovDBuDcKa00LSCKEKdefJBylIKmGlyt7bknahTjfcOMHKpvM89S0lxvRvQMdhemsSpiOIM9A3ukQN0xxN3GkbsjJvJ55iETYwQEQeDRqOn6zzQ6LX9N2srpyixEVEgojmBKbRnPJWziy5H34G2nlBhvKzxr0VFSCSI7iy7Q1yWAECdfUutzzUZzBASCHJX3jiAIPB9zD88k/oP6tqab0jTw/2kHJf9KqVnnBJQJN+9Kqdnt/xeIiPLjTy8t4t1Xtin6IO2TlygKiCqRF95aho+f202349tvjhs5Jx3Q6SSlId7LW/lp82N6ATtRFFgwbxDz58bR1KRGEAQcHW/MZN8TdCfrbmmcIAi4OF1b+aop7DiSzKv/3t/l8+KKOv7wzhY+emoJQ2OCcHKwZcaIKPaeSTfdTwawt7Nm6tA+XbbdSBxJzkJtgachA7llNVwpqqRvby8emjmKxNwSEnOL9dtB4WrY21jzwZr516zi+vOldJ7dsFfpYdJ+TTJLK3lx435OXcnjrRWzEUVBOX4PJvsOdV93R3t+umcFX5w4x08XU2hQKw3lpkZH8MC44UT7medIabRaBEEw6cDsTruiJ7b+GjIgCvDVmYt8uGQOkyLC+OuBwxadFD9nJ6K9DT2nxgUHc+zuezhdUEBBXS0utnZMCAnB0aYr1+OHxEReOnTQqP9LUlkZn50/z1cLFzG8t8JPSSgznzYCZbJPqWjvdO3mwZTgMI7k55h1EB6IG2Z0baxEkXlh0YzwDaK4oR43OztCXLs62T9eTiSxosTstPZl6gUWR8QQ08sHW1VPVFkVG0RB4JOxi1l58AdadG1GdosIRLh48vRAg5aHLMu8m3SUT9NO6UuBBUHgZOkGxvuF8enYxXq5+4058d1O9pvzEhnsGcgIz1BOl5sv71UJIiO8QvV/3xcxCWtBxZdXj9DaiTDrbefCS/0XMdgjRP/ZJ1cOcLZS4a+0J1P1ZylpqeXpS+v5evR9yLLcbUmyTpYoa6kFYJ7/SHYUme9JJyOzMMCg3eJr50mkUx9OVSZgJco9irb9FtxwByUkJIS8vK6lRw899BCffPLJjT6dRdg72UK5hQECODrfuInpRmHavDj6xgawa9N5Ei/mKmmdkRHMuWUovv5dH/QbDY1ay66dCWYnfVmWaWho5fixy0yZGmO0TRAEnG7gZN/5nFezy6mtb8Hb05ngX5VZ+/u44upiT119i9lj6HQS/aNvbrsCtUbLh+uOmdwmt2tvvP/jEX549Q4EQeDhJWM5l5ZHdX2zkZMiCkqY+S93TsfuOjpoNzS3svN0GkcTs1G3aekX7MMt4wcQ5m+4frWNLd2mHgBqm5Rra29jzRcPLmHr2RQ2nEyisKoWRzsb5g6J5rbxg/Bz/23iUB2oqG/k+Z/2Icu/4hm0/+fexCuM7hPM4mGxjI4I7na95mJna+R4uDnY8eT08TwxdSwNrRocbKzMSvlLksym+BS+PXOJrIpqAIaH9OaeMUMZH2mYVA5nZlu8djpJ5lCmMpH4OTuzOLYfW1LSzI5/ePTILs6dKAiMCQoCgkzuA3CusJAXDyniXZ2vnSTLtGq13L1tG8fvuRs3O3tsVGK3k71VJxvemzybNbu3cKmsWM9HUQkiOlnijpg47h5gHNHNrq3m1dNHOJSXrT9HdC8vnhoxjklBhjTa9+nxFixQIh3rLifx99HTmNI7ggOFVy2MFZkWaIiEx3r4smvWPfw74yxbc1NobFPj7+DCysjBrIocaiS5/33mRT5NUyZl/bVr//dEaQ5Pn93FR2MWAVDZ2p0gnkRpe+ny4uBBfHr5KGpdm5lu1xKrww2SBYIg4KhyBMkOjVan/EYy2No6Yq8yvFNbtBo25ZuPiuhkicTafDLqioly9cfZyo4Gbdeu1h1QCSKuNgpPKcI5gNuDp/JD3oEu94iAwDCPvkYlye9lbOR4RQoyKrQ6VY90j34LbriDcv78eXSdyGgpKSlMmzaNpUuXWtjr5mDi/MGs+8c+sxOtAEyY9/vqcEiSRHOjGhs7a4vy+UGhXjz45Ozf0TIDyivqaWmxrPJoZSWSlVXWxUG5GTh9LotP/32Y/MJq/WdRffx47P4pxET5t9ujYsnsQXy94bTJFaooCnh7OjM8LuSm2noyMdsit0SW4WpBJVmFlUQEeuHl7sQ3L6zksy2n2HsmXS90FBPmy/0LRzMi5tpTJZcLynnw/c3UNbfqJ/nU3FI2HE7gT7dOYOUURa/Bz8OlW+cEwNfd0IXZ1tqK5WPjWD427prt+zU2n0uxaIcgwA8n4lk8LJYQT3cm9A3lxJVcs03s7hg9CFsTDRpVooibg3knWpJknt66l53JGUZFChfyijiXW8izMyawepRy7dRa80JqHWjTSciyjCAIvDxtMk0aDXsuZ7ZXBhnSVI+PGcWyAbFd9tdKEidy8sivVeT5J4eH4mJnbP9Xly6aJbNKskxzm4ZNqancM2QoE4LD2JdtWhcDFMdgUrDBCXO1tWPjguUcK8hlW2Y6NeoWgpxdWR49gFgv4zRjdm01C7f8SFObxmhyy6iq5K7dW/ho6lzmRij8roKGOsvCg7JMbr2SLl4Q2o/3Eo9T3dpsUpVVRuaefsYpLxcbO3o7uBNg60613EygfS8CHdyxVRnuCZ0k8Wmq+YiBJMvszk/nyYETCXJyx93Wnip1s9nxKkHE214RxPOwdeTjEct5+Mw62mTDfdLh3D0VO90ogvLd1dO8kfJL+18GB/FqQwWrT3zDj+PvIsbNnysNpbR0o4UiIHCpOpcoV39m+w9hU8Fps2kbnSwxw88wD64JnUFpSx2Hyi8pnY/bjxjjGs6LMXegao9UlbRU8UvpBYt2XC9uuIPi5eVl9Pcbb7xBeHg4EyZMMLPHzcPs28ew/ZvjNDe0dEn1iCoRd08npt7Sfev1G4HmJjUbvzrGrp/OUV/bjCAIjJgYxYp7J9C3v+kGYf9X6EnfIVnu2bjrxbGTV3jhtW1d8rlXrpby2NPr+PCN5cS2R0VuXzyCtCslnLmUY7SqFdu5Ja8/u8iyxswNQFVtk1FVkDlU1jYREag8K97uzrx49wz+tHIS5TUNONnb4uV+7d2DQWks+NCHW6hvURvZ0hGleeeno4T69WJUv2DGxYTi5mhHbZPpVZYoCAwI9SPY+9qjd4VVtWw8lUx8TjFWKpGx0SEsGh6Lu5OB5JlWVG4x/SHLkFlSqe9m/MbSmdz79RZSisr0v3eHsu2cgVHcP/HaejrtTr3MzmSlV01nazrupzd+Ocq4yBDCPD3o5+PF0as5Zp0UUYC+3p56HoOtlRUfLZhLenkFO9MyqGlpJdDNhUWx/fBzdu6y/+GsbJ7bu5+Kpmb9itZGpeKBkcN4ZPRIfenwifz8brv9nsjL454hQ1nQJ4r3zpygtrXVrENzzyDjqIhKFJkUHMbo3kE0a9pwtrU1irJ04O+njpjUTJHbORLPHdvP1JAI7KyscLKxoVZtfmUvCgKutkqa2MHahrXTVnD7/vWUtTQqEUZZVmTuRZEPx80jtpeBmF3QWMute3+ktLlB//3LW5s4VZrHBP9Q/jVpCbYqKzJqyylvtVw2D3C4+Cqr+wxjSUgcX145bUEQT2JhkEHXZ7R3OJsnPcCbyb8QX5WPhEywYy+eiJnKGB+DJEBDWyvvpZmWr5eQ0Uo63knZz9djV3dr66+xImQcu4sv0axt5dc1RSICgzxCGephsOUfV3bxc3ECiutneMdfqsrnyYRv+XDI3ViLVhyvSLFY8XMjcFNnGI1Gww8//MATTzxhtjRWrVaj7tTVs76+e2W/nsLD24W3NjzCS2u+oKK4BpWV8kDptBK+Qb145Zv7cHTpXm/getHU2MqfV39B3tUyfTRHlmXOHbvMuWOXeenD2xgx4fqrRm4UvLycCQnxJC+v0uxEq9NJjL7J5GKtVsd7n+4Duk74kiSDLPGPzw7wrw+Vh9baWsXrzy3i4PEMtv2SQEFRNQ4OtkwfH83CmXF4elzfpK+TJE5fyuHExSza2nREhngze2I/XDpNsr3cHHuUh/V06yo+5mhvQ6j9jVEI/uX8ZWoazKe7VKLAd/suMKpfMNZWKp5dNplnvtoNv3KuREHA2krkqVsmXrMtO86n8eL6fUp38Pb7/2J2IV/sP8sn9y5icJjiYFqrVN0SX1XtXcYBXO3tWHv/co5kZLMjQelm3NvdlVuGxjIkJMDsO6ehVU1ZfSMudrZ4u3S9J348a7lZoCgIbLiQzLMzJ3DroP7886T5poySDHcMi+vyebS3lxHXxBRO5xVw/5Yd+uvRYY1Gp+MfJ8+gk2T+OG50+3m6v+k6AsmONjZ8v3Apd2zbSFVLi97xEQVFm+bNKTMY7Gdc/p1RWcHH58+wNysTnSzjaG3DsphYHho6gl72SnqgvKmRw/nZZqcrGajXqNmfe5V5EVEsDO/H9+nxZh0rSZaZF2oQHox08+To4gfYnZvB4aIs2iRFSfbWiAH0sjOUUsuyzINHtlLe0mjSwTxenMuHiSd5avAEWnU908hRt2cF7owcwda8JKrVzV0iEiIC433DGe5liHpm1Jax5viPVKmb9B2FU9UV3HdyA+8OX8jM3koBwb6iNNok87ZIyJytzKG0pY4+zr7Yq2xo0ZmPcsvIDOmlRGd87Nz4fPgDPJvwA3nNxpVvE7xjeD52qf5ZSa8rZEP+yfatxs+PhEx8TQ4/F11kUeAIWnStRnynm4Gb6qBs27aN2tpa7rzzTrNjXn/9dV5++eWbZkNotD9fn3iec4fSSD2fjYDAwDGRDB7fF/EaiXy/FT/+85CRc9IBSSchCPDm0z+x9vAz2NlbFjn6vSAIArevGsvfX9lmcrsoCgwYEESfm1w6fP5SLjW15sOpkixz+WoZOXmVhLZ3S7ZSicyY2I8ZE29s5VBZZT1/fHUzuUXVqFQisiyz93gan607zouPzGLyKKWUdMzAMJwcbM2meQQBwnt7Et7b0+T2G4UzaXndciPOZxTooxEzBvfFztqK97ceJ7e8Rj9uQKgfTy6ZQL9rrBhKyS/lhfW/KE5PJ1NkGZo1bTz8xVZ2/+Vu3J3sGR8dyi9JFrq/igLjo0KNHA8rlcjUmAimxnRfwlxS28AH+06yJ/myXs9lUJAfj04dzchwA78jvayi+2aBJQq5zc/Vmb/Pmcpfft5v9LLumPRnRUeyeOC1pUHfOaaUfZuz5POz51k9ZBAeDvYM9ffndEGB2clCFASGBhicjmhPL46uuoftV9I5nJuDRqdjgI8vK2L64+9szCE6X1zIHds2oe0kMNfUpuHbxHh+ybrK1qUr8XJ0pLCxvtu1tEoQyK9XZOPvjhnKxswUWrRtJhstRrl7MTXI+HfNqavmdHEBJwvzaZMkmtRa+rh6Mbm3odrmUmUxKdXm9YUkZL6/fInHBowm3KUXVoJosQmgTpaJdlO4TJ52TmyYtIanzm/jQmWBfoyVILI4ZCAvxM3U29HYpubO4z9Qp2nRn7fjX1nS8YezW9ji6E4/dz/KWxtQdWMHQEVrI772riwNHs732SdNRi9Ugkisa2/6uhjez1fqy8huqEOSVQiCDAjoZIivLqGitYFgJyVStb3wnD4FZQoCsKXgNIsCRxDo4N0j7ZbrwU11UP79738za9Ys/P3NizE9++yzPPHEE/q/6+vrCQy8sSkPlZWKUdP7M2p6z1qy30ho1G3s2XTeAuFUSf8c+yWF6Qu7dj29GZBlmczLpdTWNOHl5UxoRNfJZ9LkflSU1/Ovzw/pHzhBENDpJKKi/HnplcU33c7Oyq/djetwUG4GtDqJP/x9M4WlysTdWaOmrU3Hix/uwruXM7F9/LG1seKxFeN5zUQVj9DeufkPt028LrG9mvpmdp5MJTmrBJUoMLxfMDNHRuFgZ3BwJUnuNvQqyR1jFFsm9A9nfGwYV4oqqW1qwdfd+brSOgA/HIs3u8pSnBQtW8+lcNfkYcwc0Id/7D1JZX3X7q8d9q6ZcG0l9iW1Ddz6z7XUNrcYkZETC0q55+stvL9iDtNilIigbQ+aBXbmttwSF0uQuxtfnr7AsaxcJFkmwqsXdwyLY2lcbBcF10a1mi2JaWxLTqO6uYUgdzeWDerPjOhIfdqkoLaOxBLLFYY6SWLv5SusHDSQNYMHm+3dI6BM+Mtijd9/jjY2rIwdyMrYgRbP8dgvu2iTpC5OhE6WKW1s4NUTR/hgxhyjEmJzkGQZl/a0TZCzGxtmLee+g9soblKUVGVkdLLMMJ/e/HPyAqM00q6cyzx6ZIf+3AAni/M4VpTLvTFD+cvwSQiCwPmygm5J3w1taq7UVjLA0495wf3YkZdqViPH38GFMb4GrkiAgytrIkbTqjlJRl0ZKkFkkm8Et4UNM+K37MhPpkbdbPIplFEiLl9nnuXt4QvxtHPq0WTfy1aJvD4UOZXM+lJOV17VR2Y67jI/ezfeHLxcv09ybQF/SdjY7iAJIBvux0p1PQ+c+4ptE/6Ircqa3KZyi3bIQGFzFQBjPWNxsrKnSdty05I8N81BycvL48CBA2zZssXiOFtbW2xtf79y1N8bleX1tDR3TzjNu2pZUfRG4fTxK/zro/0UFRgIp+GRPjz0xEz6xxlXCdy6fCQTJkWzZ3cihQXVODjaMGFCNIMGh/wuXYdde5h+c3O9uWm6ExeyyCuuNrlNedHAD9vP88aTCwBYMLE/KlHk4w3HqOlUVeTv5cpTd05hWIz5aozucCwhi2f/+bMiQd/+vjl4IZNPt5zg4z8tISpYcTb7h/lxMD7T7HFEQaBvoFeXihFBEOjb23LqoTNqGlsoqa7H2d6W3p6uXRyvE+k5FrtGy7LMqYw87po8DFtrK768dwn3fLGZsrpG/SQjCgKCAH9bOv2alWff2Xusi3MC6IXEnt+yn/F9QrG1tmJqVDjbEtPM2i0DU6KMWwoMD+7N8ODeSLKMJMsm+RkApfUNrPzuJ4pq6/XHKq1v5ExuAWMSgvhs2QJsrayoaTGfnuuAShSpbh83KTSMR0aM4OOzZ43IsipB0dD4aM5cfTfjDtS2trApNY3DOdlodDrifP1YMWAAYe4Gp/RYfi6lFrok62SZnzMv8+L4SYS5utPXw5Mr1ZVmJyxREJgZakgN9/f05cTS+zhSlENSRQnWKhUTAkLp7+lrtF9ZcwOPH93Z7lQbnx/gi9QLDPMNZEZwJEIP9dc77tXnBk3hUmURBU21Rk6NShCwVVnx0ZhFeidTlmX+enEf32de7OQESewpuMKegsv8Y8wiZgUq6frDJeafP8V2iYPFSsRwun8/Xk3ajUYyrXYsIjC4VxD+Dm4A2KiseLH/Yl5O3M6ZqkzF+ZChr0sAf4mdq9dAAfg++4TyXU04YDpZpqy1nv2lKcwNGISLtb3e4TEHByvbdhuseSZ6OS8mf4MAFve5Vtw0B+Xrr7/G29ubOXPm3KxT/FfA1q77ElFZBhvbm084PXEknVee3dSFcJqdVc5Tj3zPWx/f0cVJ8fFx5c4142+6baYwalg49nbWFhsN+vu50TfC1+z2G4Hj568iioLZKJhOkjlxMUufLgGYOz6GmaOjuJheSG1DM76eLgyI9L+uyElWUSVPfbLTWGW43aSGJjUPv7OZrW/chYujHfNHx/Dp9lNo2rRmO/h2VPFcC4qq6nh/63EOJV7Vv9T7BHjxyLzRjI81lJL2JD/dWT4/1NuD3U+t4ZekKxxNV2Tjo/29WTI8Fm9X8xwiWZbRSpJJrZLa5lb2pWZadDgaWtUcSLvKnIFR3DlqMNsT003S/1SCgLujPfP6m+aMiYJgsaHj41t2UVLXYJIbcTq3gA+OnOLpqePxdXbqthRYK0kEuBgmoidGj2FE70C+jY8nvqQEK5XIlLAwVscNIrKXMbcpsbSU1Vs206BW68+RUFLCV5cu8rcpU1k5QCF6Xq6q7FbqXifL5NbW4uHnwFMjxnHPnq1mx949YAheDsb8q+SKMnZnXuFiWRE2ooqm1jY8bB0I6JRqWn85CZ1sPiaoEgS+Sr3AjOBIRvgGdsvJcbGxJdJNibr2snNk24w7+Vf6WdZdvUStphUbUcWC4Bju7zdKrzgLsKcgg+8zLwLGvB+dLCEAfzi1jaHzH8HL3gmNZPrZ64y2dofE1caeh6Mm8r4JoqyIck/9KWaq/rPylnpWHP2SCnUDOlmko+onraac1Se+5d9jVjG4l/IuP1aeYTEqIiJwvOwycwMGMcV3IMcr0s2OVQkiM/zi9H+P8YplYe8JbC08DphvJXGtuCmzoiRJfP3116xevRorMzoD/39BLy8XwqP9yL5cimxugtNJjJ58c9VWdVqJj97eA3R1pGVJRhLhk3f38M/v7vtdev3k51exedsFjp+4gqZNR0S4N4vmD2b8uL7689vZWXP3HeP4+AtT6orKy/vBu64vXdITqDXabomvkiSjkyREsZNglZVKrxp7I7B+f7zZ8iBJlmlobuXnk2msnD4YV0c73rp/Dn/6505kWdZPzh2O1pJx/Zk94tqI2UVVddz29joamo374GQWV/DYZ9t5ddVM5gxXyI1xIX6cuZJv1jkQBaFLVMTW2or5Q/oxf0j3z0RBVS3fHLvIjovptGja8HCy59YRA7hj3GBc20uJi2vqLEZxQNH9yK1UUniR3p58snw+f9j4M61tikhbB8HXy9mRf9+xGEdb03wxdZuWNknC0ca6y32ZWlJGfGGJWRskWWbdxSQeHT8KbycnxoUGczLXfHWOvbU1M/oYE9XHBAW1a6aYR4NazZ1bttCo0ZiMRjx/8AARHh4M790beyvrHhFwO9RvpwSH88GUOTx/fD8NGg1W7XwGURC4e8AQnh5hvNj5Z/xZ3jx73MgJyqqt5qukS3w1axFjeivPz4Xyom55QfEVinDgwF5+xPXyI7m61GwJ+p1RQ7DrlI6RJNBqZdo0ILUJaEVo03YVdvzq8jmz6SMZ5R7ZkJXAI7FjiXX351xFnkVeUIy7YXF1T+RYbEUrPs44QqPWwGELcvTglUHzGOhhoD68kby33TnpmnaTZR1PXtjM/umPIyDQ1k3/LAkZTTtBd5JPLN9ke1PQXGmSBGwnWnNrkEH6f23uMdbmnkRxkAR02hvrpNwUluiBAwfIz8/nrrvuuhmH/6/DbfdPNuuciCqBuBHhRMbcXAGxi+ezqak2LzIkSzLZV8vJ/h1STecuZHPPg1+za08iNbXNNDWpSU4p5K9/385b7+4xeincsmAIj9w7Gbv2SFTHO9/Z2Y4XnpzL+NHXr7JaUdXAsbOZnDyfRb2JypfwYC+LQWMBCPBxxdrq2hr19RRH4692ky6BYwkGMatx/cNY/8LtLBrbHw9nB5zsbRjSpzfvPjiP526bcs2O3YfbT9DQ3NrFlo535asbDtLS3qtn5bhB3ToHt4y+Nm5YRnE5t3zwI5vOJtOiUc5X3djCvw6dY8VH66huVAjWTnbdp5AlWTYaN6FPKEefuJdnZ05kdmxf5vaP4p0ls9j32F2Ee3WttDp+NZdV32xk4KsfMfT1T5j24Vd8d+aSkXDV+fwii9EVgOa2Ni6XK5UWz0waj62Vldl9np88wWRX5ZqWFs7kF3ChsAi1tiuXZltGOvXqVrMTvkoQ+PKiEiWYEtp9d2x/J2eiPA1pwQWR0Zxf9SAfTpnD40NH8crYKZy54wGeGzXRKKV4vCCXN88qnXGNu/3KaHRa7tm7leoW5Te0ErrrT2zoli0IAp9OXIS/owuK0ozhewFM6R3BowPG6PerbGli4Z5v+TLtHA1tGkBAK8lsz0ll3q5vuVRRpB+bVFViWYUXmfgqxVFaFjrY4sJGkmVWRQz/1WcibVoRnU5EpxPQakU0WgG5E2+kSt3IvpJ089VPyJS01HGqPBtBEIh09rGY9hIR9IRaG9GKj4beQ4RT16i0u40THw+7F197NwDq25r5LPOXTiOETkyYG4ObEt6YPn16j3pO/P8Fo6f04+G/zOOfr/+s0Abay/l0Ool+A4N4/r0VN92GirKeEU4ryuoJj7x5KZPGxlZeemUbWq3O6OHtcEr27ktmQP/ezJqhhJgFQWDpwqHMnTmAU2ezqK1rxtvLhZFDw7C2vj6HoK6+hXc+28+xM5n6l46VlcjcKf15ZM1EbNsVXOdOiuWrjafMx9sFuGXW9ROcm1o0VNQ04uRgg6db13RGWw9UGjVtxiuYML9ePHfbFJ67bcp12wdQ19TKwQTz6RKAZnUb++OvMH9kDOOiQ7ln6nC+PHBOr1ECSkWOLMOrK2cQ4OH6m+2QZZk//7ibFk3XChBJlimqqePNnUd5c8UsAj1c6ePjSWa5+bJ5GZlpv6oEcrG3Y9XI7oUc155L5JXdh4wciaLael7fe5TT2fl8tGw+Vp3Ko3uKPp6e/HTbMl4+cJjzhYZJsrerC38eP5a50X2Nxte1tvLqoaPsSMvQp82cbW1ZM3QQD48aoXcOjufmWjyvTpY5nqeM6e3iwoK+0ey4kmF2Yn50+MguTlSDWkNJfQOl9Y202mqpam7uktr5MumC2fSRDLRqtWy8nML9ccMZHxDK4cJsszarBIHxAQYiq7+jC3vm3cXWrFQ2Z6dQ3dpMmKsHKyPjmBoYaWTv3y8corCxzmQ0Qi1peeTYdk4sfhBREFAJAloLU5uA4kwBBDm58/Lg2bx4aRdip8qYDo7H0pA4ZvU2RAn/dfkU76Yc6nQkxcbCplpWH/uBtRNXE9erNzkNVd1GtUQErjaUM9YnguUho3gl2XzaDQEWBRrI54VNNWTW19CmUyGI7UL6skhpcwuX68qIclFaJhwqS0Yr3/i0Tmf8/zv/8jti3vKRjJkaw75tlyjMqcDB0ZZx02OJHRLyu6RUXN26tlw3Oc69qz7HjcS+A6mo1W1mJwpBgI2bz+sdlA7Y29kwZUK06Z2uAc0tGh55fj35RdVGD7tWK7FjXxKFpbW888ISVCoRLw8nnr5vGq99tq8LF0UQYFj/YBZPN18J0R0qahr5bONJfjmdTptWeSH0j/DjviWjGR5rSBFFB/tw8XKBWS6MShToF3p9zqUsy1wuqKC2sQVfD2dCfD2MtpfWNHSfLlGJFFbW6f9+bPYYhoQF8OOxeBJzS1CpBMZGhXL7hEH0631t5csXsovIragxu10nyfySeIVn5k/E3dGex6aN5pEfdpgcKwiweEgs/m6/XaK/sKaOv+1RJpXO91HHfx25ksPm+BSWDR3AsKDe3U4sjjbWRPkYohFR3l6sW3kreTW1FNbV4WJrS4yvTxeHoEmjYcXan8iqqjaaaBvUaj46eYaC2jremj1DqcSzwOXoQGc7X588jea2NvZlX9VX2sgo98ofR45hWT/jCNgXly7w5qljem0VWZb59OI5Zkf04b1ps7BtTwedKS7sVlzuTHEB98cNZ3FEDO/Fn6CxTWPyGkqyzL0xxkqy5c1NpFSWk15RSatOS7NaR5pHBSN9g3GxUaJlNa0t/JxrIRohyxQ31XO8OIcJAWGM8wvjcPFVs+NlYLyfgYO1LGwwoU4evJ96hPiqQiRkeju68XD0eBYG99e/++s0Lfwj7ahpG9oJsG8nH+THiauxt+oBrxEZO5Uybn7vQZyuyGR/aYoRr0nVnqp6sf8ifOyVRUKtpplHL3yHWqdFQgDJeBH4SvJWwpy96e8WSGVrvZHjdTPwPwfld4SHpzPL75nwf3Lu4aMicHC0pbnJvAy7n78bfaOvrUqip0hLL7YoxiXLkJNbiUajvalKtT8fSCavsMqkoyTJMhcS8zhzKYcxw5QQ99zJ/fH1cuH7bec4n6yUc/p4OrN01mCWzhp0zemdippG1ry0luq6JqOJPzWrlMfe2szfH57D1BHKSnnZ1DjOp5suJQUlCnXLpGt3lI4kZPHB5mPkl9fqP+sf6stTyycRE6I4Pi496PYsSTLO9sbjxkSFMCYqpEd2yLLMhaxCjqW1k2QDvJkR1xe7TvdDRnF5t6WkWkkiq6yKoWG9mRwdzqtLpvO3HYdQt2lRiaJSESLLLBocwwvzJps9jk6SEBBMVq5tvJSCiNBFobMzfjiXwLKhA+jn683g3v4kFpnuzCsKAiuHDMTeuusEFOzuRrC7m9lzrI1PIrPK9P0sA1tT01kRN4DBAf4M9vPnaG6uRSG6gb4GR9fOyprP5ywgubyM7ZfTqVO3Eujiyi3RMV00U7ZkpPHaScNE2/kce7MysbOy4t1pszpZZhkdu7va2vHd9KXc8ctGGtvUXSbZ10ZPZ5hvb/1+CRUlrNizHrVOq7/WFS1NfJhwip3ZGWyeuxI3W3uy66u61R5RCQIZNRVMCAjjnqgRHCwyXZ0jCgIu1nYsCDHo3lS0NPJGwhESqopRCSoEILu2nrcTjhLm7MnAXsr7dm9hOlozFTygOCnnK/Mpbq4jytUXHztnylrNd28XEJjo26fdLpG/DlyMWidxvCJDOZoMtqItq8LHMr+3Ifq7o/ASzVqNWYkCURD5MecUbwxahoetM9J/sw7KzcbV5AIKr5Zi52hL3Ngo7Bz+M4TO/hNhY2vF3Q9N1hNlTeHeR6fd9PJhUdWz499sO34+kGzx/agSBXYdTNY7KABD+wcztH8wmjYtbVoJB7uuRMjfik9/OtHFOQFD+eurX+5nbFwYdrbWjI8LZ+nkgWw8lNhFyl+SZP60chIhfh4mztI9fjl/mWe/3N0lg5yaW8bdb//Ev5+8lZgQX/w8XIgJ8iGtoMxyumTwtXGDKuubeOTLbaQVlqMSFd6BVpJ4a/tR3lk1h1F9lYiStZWqR2lkm06O46LBMUyPiWRP0mXyq+twsbdlRmwkgR5uXb+DLLMjIZ1vT14io6QCURAYFR7EXeOHMqqTqNvlsopuowBZFdX6XjwfLJ7D7d//REFNnX57R5pjTFgQj08Y1eUYdS2t7EzNIL+mDlc7W2b360toL2N9mnWJSRb5DipB4KekFAYH+HNrbCz/OKP0rDJX4XXnoK4py/7ePng7OFLX2oqvk1OXfkCSLPPBWct9bbZmpPHHEWPo7eLCCL9AThaZJ5EKwEh/AzF0kLc/x5fex0+ZyRwqyEKj0zHI2587ouIIdTXc95Is89Dh7bTqtCbTfzn11bx+/ihvjp1ppFtiyW7b9uqw4d5B/H3YLJ4/v6eLMJ+ztS3fTlqOk7XinGt0Om4/tJbsBkU3pPP3LG9t5PZDa9k96x4CndyobG3skVBbZWsT/g6uPNB3Ai8n/mxyjIjAgqCB+LZHRTSSlkfOrOdMRQ5yO5kVFA2nD9KOYC3YsCZSUSQ+XZFpUT9JJ0ucqlActCk+/Xk/Y+dNTfP8VzooWSkFvPeH78lOKdR/Zu9oy9JHp7P88Zm/S8rkvxHzFg9FluGrfx4yiqS4ujnw8J9mMnbizZfbHzY4lP0HUs1uF0WB2JjeWN1kwmllVYPF9ZtOkimvNL1CsbG2wgQ38TejsUXNvtMZFstfm1s1HDx3hTnjYhAEgSdvm0xcZABr918iLacUUVCE2m6fOZTh/a5NX6VNq+ONdYf05+wMSZbR6iTe3nCEb55WxJ8enjeGhz/dYrIMVgBuGTPAqLFgT6HVSdz32WZyyhXNGV2n6oPGVjWPfLmNdX+8jT7+noyPCuXVbo7n7mhPdIC30WeOtjbcMswyKVeWZV7Yup8tF1Pp8JMlWeZMdj4nr+bxwrzJrBipRKrs2kmsliI5Nu0S/gC+Lk5sv/d2tiWlK0JtTS0EubuybHB/pvWN6KJLs/5iEn/fd4Q2nQ6VqCgYf3j0NAv7R/P3udOwaZ84Sxss95PRyTKFtYpT5OXoyAezZ/PYrl36bWBwlO6MG8SsSOPqoLOFBbx78iQXiov1Y2dGRvLU2HEEuioTYWZ1FQX1dXSHAzlXuXPgYO4eOIRjhbkmxwgognlLo4ybJza3tVHb3EpNQysaSUedo5q6VjV0ojEdK8qhqNE8504ny2y5mspzwyYS7e6Nr4MTpc2Wr9+UQAM/aUXEIIZ49ubNhMOk1ZRiJaqYEhDJH/uPw9XWoMm0r/AymfWVJo8nyTKtuja+uXKeFwZPw9veuUepEm87hZt2a8gQqtVNfJxx2IgAKyEzzT+aFwca5D025V7iTEXnFgSCfizAO6n7mOIfRZCjR49s6BjjauPI3eFT+Pzqvm73uVb81zko+VdK+PP8d9GojbUxWprUfPfGTpobWrn7hUW/iy0ajZZjuxI5sOUiVRX1ePu5MWPpMMZMj0V1kydYc/a0abQ4ONqaddLmLxnKjDkDOXf6qqIk6+3C0JHhN90h6MCE8X35/Msj1NQ2meRSSJLM8luvrcnbb4G7myMNFtJdoihcd++e7lBW2dBte3IrlUh+qYFrIQgC00dEMX1ElD6CcL0O+YmUHOrMNAoE5WWalF1CflkNQT7ujI4O5o01s/nb2gM0tmqwEkV07RGfJWP689TSiddkx9HUbK6WVpncJsuKHd8eucCrK2fi7+7CzIF9+SXpilnn4O6Jw0zqonSHvSlX2HJRcaI736IdjuTffz7EqIggQjzdmRIVzt4084JcKlFgarQx+dbRxobbhg7ktqGW03F706/w4h6DLkZnvZjtKelYq1S8OncaAK52dlQ0ma/SUwkCvRwNPLRZkX3YcZs738bHsz/rKm2SRJyvL6vjBjE5LMzonjqYnc39O7YbHU8ny+zNzORUfj5bV6wkyM2N5jbLHXZBSYN0jJsQGMqTw8fy9rkTXcTlrESRL2Ys1Pf5AThRmMfde7ailXT6sQX1dWy+ksozI8bzwCClIiatqrxb7RaNpCOnvoY4Lz8e7j+aF86anmRFQWBucBSBTm76z86W5fPgka1Uq1sUQT4Zvqm7xKWyYr6cdAveDsp7Y1d+ukXRM50ssz03lRcGT2Nm72hejt9jXqhNEBjuGYyvg5JSEwSBEZ5h7LBPJbuxQk/AdrN2YqJPFLYqwwrqx2zzvaI6jr0p9yJPxExjoHsQl6pzzdqsEgQGuhsWQqtDJ1GjbmJzofluydeD/zoH5Ye3f0aj1nbpTtyBzZ8eYP5dE/AKuLZQd0/RUNfMs6u/ICutGEEUkCWZ4txKLp3MpP/wMF75Ys3v1lsn8UIO678+zqWzWSCDp7cL85cNZ9HKUSZ5HLZ21oybdOMIpx3QqLUcOZJOakohokpg8OAQRo/uo2/SCEoH5Ldfv5U/Pb3eqM9OR4XHA/dOZNSI7ksbu0NeQRWFRdU4OtoSGx3QxQGbMyWWz74/ZjYsLkkysyfHmt74G6DWtNHUrMHZya4LT8WxB/eHJMtmx92oSGFJVX23TfoASqobCPJRUgszBvdlQmw4hxKvUlBZi5OdDVPjIvG5hshJBw4kZRpV+vwaOklmX2Imr66cCcDLS6dR19zCqcx8hVMiSYjt+98+dhCrx19bZdWPp7tpFojAT+eTeWrWeGb0i+TDQ6coqeuqSaHUYQjcNXrIb7ZBlmU+OHLKrFibLMOmhBQeHjcCf1cXFsf248tzF8xOyjpZZkE/42c+2suLN6ZP5w2mm7VDo9Px9L5fTKaDdLJMvVrN348e5V8LFhDs6tojUbcID0OZ9sODRzLSP4jvUuK5VFaMtUpkWnAEt8fEEehiCItUtzRz796taHTG4mcd53rj7DFivXwY2zsYG5WqRw07O9I2t/cZREVLIx8lnVJIvSi/sVaWmOAfxpujZ+v3yaqrYtWBn/QCa52dxtTqMm4/sJ5dc9dgLaqo07R0q67a1KYskpyt7fhz/ym8ltjVURIRsBZUPDXAINSWWFXEHce+RydJyIj671utbuHJ89tRSzpuDR2ELMvkNppX9gXlGl5tUErbFwcN45vs42b1lnSyzMoQQxryTOVV1uaeB8R2HZgbq1zyX+WgNDW0cHJ3IpKFVacgwOEt57n10Rk31ZYPnttEzmVFdKlD46QjIpB6IYd/vfYzj/3t5ver2f9zAu/8davC6m+/pyrL6/n644NcOHWVVz++46aSTTuQmlrI889tpL6uBZVKuUl3bLuEj48rb7y1jKBOvXJCQ734/uv72HcghROnMlGrtfSJ9GHenDhCQ3ous24KWbkVvPvxL6SmF+s/c3N14K7bxzB/Vpx+Up8/fSA79iVRWt5VxEsUBWL6+DF62LU7SjmFVXy96TSHz1xBJ8nY2lgxe0IMdy4ZgZeHMon7eroQFerD5dxys86BJMlMHnbtWi/ZRVVsOBjP4YuZtGl1RAX7cOuUOCYOjtBfC3dnhx7xOdydjVsK2NlYMXtYz9KCWSVVbDyeRHxWESqVyLiYUJaM6Y93p3LqZk1btxVC6jatXrHXwcaaz+9ZzMWcInbFZ1DT1EKAuwuLhsUQ4Wu6N1NmaSWbziZTUFWHi4MtMwf0ZVxUiFFqJb24vFtRsNQiRS/IxsqKb1bfwt3fbyGvuhaVqDyHkixjY2XFe7fMpp+fd5djpBSXsSv5MrUtLQS4ubAoLoaATlVEOdU1ZFeZr1ICQID9l6+yevhg7hwyiI3JKdS1tHZxEERBYJC/HxPCQow+l2WZi0XFHMnOoU0nMcDXh2l9IvRpI4BD2dl6OX1z1+JgdhbljY14OzkxO6IPu69eMUsC9rC3Z3JImNHng3z8aFSrCXfxwEalYnxQiJFzArDxcgpqrXkqskoQ+DLxAmN7BzM5MJy/nTts1mYAPwdn+rQryQqCwBNx45kf0o9344+T31iLm60dD8SMZKy/cZXll2nn0Eo6k/eHTpa5UlvJgYJMZgVHEe7iyfmKQouN94KdDVyiOyNHYKey4v2Uw9RoDNc80sWLvw+ZS6y7ofnfa0n70EmSWQfojcR9zAuMxd7KGluVlcWuzaIg4KBSFkF+9m78feAt/CVhoyJO2MFza48ErQkbz1hvhbTfJmmVHj9651VEkv9/7KA0VDdZdE4ARJVIdVn3edDrQVlhNacOpJolWUqSzP4tF1jzp5k497C891pQW93IB3/brn8hdoYsyyRfymP7+jMsXTXWzBFuDMpK63j6z+tQq5WHoLMUe0VFPU/84Ue++f5+nJwMpDpHR1sWLRjCogW/fXVpDrn5VTzy5x9p/VX6r7aumfc+2U9Ts4aVtyjpIydHWz55bQWvfbSHc/G5+rGiKDBlbBR/fmAaVqpre9jSrpbw8F9/QqvV6SdctUbLjoNJHD2XyRev3YaflzIZ3bd4FE+8u83kcQRBYMboKHr7uF2THScSs3ny4x1GSrKXrhRyIaOAxRMG8MwqRaxt/IAw7GysaNWYfokJAoT4eBAZcG0NGTedSOLVDQcVUmG7HRkF5Xx74AIfPrCAEX2VkHGYtwfHxGyzTooA9PZ0NSJQC4LA0LDeDA3rbXKfDsiyzHu7j/P10Yv6KI1KFPj5UgaxgT58fvdivfKstUpFS3fNAjtFw3q7u7Lr4dUcuZLN0UylM3CMnw8LB0bjYm9MJFW3afnzlj3sT7+qd2YAPjlyhocnjuThCSMRBIEmteX+XaDIjje13+teTo5sWLmMx3bsIr28wojsPC0ynDdmTTdywsobG3lgyw6SSsuMyMge9vZ8snAuwwKV65lbW9NtVEQGCurr8XZy4i9jJ3KhpJjypkajfVTtLQA+mD7bqE9RakUZD+7eQUF9Par26MWbp44zuncQH8+ci7u94hSfLiqwGI3QyTKni5XuwmGuHkwPiuBAQZZZR/OhgSONrsfu3Ms8d3IfNeoWffTsXHExDw0YwR8GjdE7KTstlCSDMtnvyrvMrOAolofH8ePVS2bHAtwWaXj/ybJMVUsrDa2SPhIhy1DVrKFeY7gf8huria8q7HKszmjUajhYcpm5gbFM9+/HrsIUs46SJMtM9TdE18Z7RzGqVzTHK9L1qaM2WaaPUwC3Bo/UjztSlkFtm/lu8zcCN0VJ9mbB2cMRsZtJQ9JJeFzjC72nSD6f022FnLZNR3qC+ZLQG4FfdsR324ht+/qzN100b9vWC6jVWrOcktraJvbvS76pNgB8+d0x1Oo2szoh//7+OHWdmvf1cnfk3RdvYd2nd/P847N56Yk5bP7ifl784xwcrjE9J8syf/3HbtradF1+G50kU9fQwrv/PqD/bExcGC/dPxPb9iiXlUrUT8AzRkXxl7unXZMdtY0tPPPpz+h0kpEdHddmy9Ek9pxRem442tlw/9yu1SOGLwWPLxl3TSmlxOxiXl1/EFnG2A5ZRq3V8vjn26luUF5yS0bFmv3tOrB8TNxvtgFgw5kkvj6qqKN22NHxb3pROU+u3a0fO6VfuOI8mIEMTI42jq5ZqUSmRkfwt/nTeHPRTFaNHNTFOQF46eeDHMzI0p9fJ8t6XZKPj5xhw0XlOent5qpXPjUHrSQZVfOEerizY/VtbLp9OS9MncQr06dw8L41fLJwHs6dGrK26XSs/mkLqWXl7XZI+lRFbWsrazZuJbtKISo729j2SOreyUZ5XnycnNi+7DZWxg7Evl3vRAAmhYSxeelKxgQG6/cprK9n+ZafKG5QyOg6Wdaf62xRAau2b9Lb1b1yizHeGz+H4T6Kk9WhQttxPR8aMII7ouL0Y48UZvPQoe3UqpV3Q4cNGknHBwmneD/+pH5si9Yyz0aSZRo1StomxsOXe6JG6K9BZ4iCwDCvQG4NM/CQ/pFygneTjtKq0yLLHeqxAmUtjdx1dD3nypX5pKzFfHlxB1SCQFmzMu6uiDFGirrG40RCnXoxxS+q3X6JR86u53BJJhqtCnWbFeo2K9q0VmTUlXPbsX9Tq1Ge1+zGcr0o3c3Cf5WD4uhsz5g5cRadFBmYtGSY2e03Aj2e72+yY5B7tbxbYeGKsnrUFprt3QgcPZJucWKRZTh6JOOm2lDf0MLJM5al4HU6iYNHuzbC6u3nzoyJ/Zg6Lvq6ibHxaYUUltaafanrJJlTl3IoqzRUGcwe2489Hz/As3dNZcXMwdy/ZDQb317Dyw/Owsb62oKcP59IRaM136xMEATW7TOs7lZNH8IflozD3sa4pYC7kz1v3DeH8QPCTB2mW/x4JN5sybgsK8q3W06lANC7lxt/mDvO6PwdEAWBwWEBLBsz4NeH6RY6SeLLQ+aJgjpJ5tSVPK6UKBUXq8YMRjAjDi62k03nxf12DldJXQPbE9MsTvifHTuLTpJwd7BnRnSkWSdFANzt7ZjS19hREgSBOH8/Vg2OY0XcAILc3Lrse+BqFpmVVSYjAZIs06bT8fUF5d6YHhFh0TEVgDB3d/p0akbo5eDIKxOnkHDfI5xZcz/J9z/KF3MX0t/bWJTv3wkXaGlrM2mHTpZJqSjnUI7izI30D7TYJkAlCIz0N0TRnG1sWT9rOetmLWN2SB9G+wVzR9QgDi25m6eHTtB/J1mWef38URSZdtP4NOmM3nkJdna3+M5VCQLhroZr8WzcZP4+bKae3ArgaGXD/dGj+Gbicn2Zc7W6mU9ST3Y5HijOmSzDW4lK2qqXXfdimjpZ1o/r4+rDpyNX6rsQi53u7nBnT/49ZhXW7T3ETpRncboi22S0SifLlLbUsz7nPAD2KpseOa/Xg/+qFA/AHU/O5cKhVNQtbSbTPUsfnoaXv7uJPW8cYoYEdztGZSXSZ2Bgt+OuBza2Vu0PmvmbRBCEm16h09oDB6ilpfuQ9fWguqap24dFpRKpMFM6fKOQU1DZbRdagPziGnw8O7207G1YOOm3T77mkJJtvikdKC/mjLxydJKkhPgFgVXTh3LL+AEcS8qmtrEFv14ujI4NuaZKmA6cTs+z6DRKssyZjDzumaFUYKyZPJSAXi58eeAcGUUKcc/N0Z7lYwZy95Rh2JhpPtqiaaOpVYOrQ1cycm5FDaV1lstIRUHgWEY2ffw86evrxQcr5/Kn9bvQ6BQypIAS9vdwtOffdy0x2SywsLqOE5m5tOl09PP3YXCwcffqI1fMS7V3oLS+kYzSCmL8fXhm6njO5xdR3dRsNIl3TNRvzJ9hxBcBKK6r56f4FBKLlG7G48NDWdg/GudOfYb2ZGRaJAHrZJmd6Zf524ypeDk6smpgHN8mxJsm66J0Ue78PZvb2liblMiPiUkUNdTjZGPDouh+3DV4sFH35W2Xu0+X7My8zPTwSG6N6s+HF0+jNuN062SZuwcMNfrsVFE+75w7QXy58iycyS+ksqGFZ0aOI9DFDYCsumoyairM2gDQJknszctkeZ8BrOo7mJfPHzA7VifLrIg0REXUOi3JFWWU1jchtffTaWhrI7G8lJqIFvzaVWH35FvuOCwhc6myiMLGWsKcPYlx8yW9tsxs2stOZcVUf0MrBCcrO2xkO+p1GhCUPt2SLOIkOmIrGip+tucnWEzpSchsyr3EA30nMNEnig8y9pq1+Ubgv85BCYz05Z3tf+KDJ34gM9GQQnFwsmPZ4zNY+oh5RvqNgn+wJ0PH9+XSyUyTTpIoCkycG4fbTS5THTUhir3bzOc4RZXI0FHhWF1nz5ruEBrmTVJivnkJdpVIePi1SZr3FK4u9t2OkXQybjeREwRKB+aerCnsbK/v0dNJElW1TahEEQ9Xhy6rXFFU1kmWQuOi0DVO4GBnw8zhPSO+FlTUsv1kKgXltTg72DJ9aB+G9Q00sqUn6cVfj5k+sA/TB/ahqqGZNq0OTxdHs3ygK8UVfL7/LAeTriLJMnbWViwYHsN904bj5aI8f2267oWkBAF9mwFQUjiHnrqXLZdSSS4sxUoUGRsZzMz+fbH7VVSrSa3h+S372JeSqT+YLMuEe3vw3vI5RPoo3J2W9s7I3V2T1nb+i6+LM5vvWsmHR0+xMyVD7ywND+7NY+NHMTTIuMHojuR0nt75i74kWwCOXc3lo2On+XrlYmL8lGewUaPu1plv6VQy/NyECbRJEmuTEhHauSQ6ScJGZcVLkyYyu4+BxN2gVrNy00bSysv1d15tayvfJcSzOS2VdUtvJdrLq90Oy4sWSZapbVXK33vZO/CvGQu5d+9WtJLURbvlyeFjGR8Yot93b04mD/6y3VgjRJbZm3OFU8V5bFt0O8GubtSozROAO6ASBGpalXEr+sSxJ/8y58sKjZyDjkXJHweOJaKdfCvJMvcf2cLx4o6yXYMtp0vzWLL3B3bNWYO7nT3V6uYeCbVVqZvp7eTG0wOmcefxHxBk04uhP8RM0gvG5TZUsfrYD6h1WmTE9l5Cii0Xqwq4+8RaNk6+C5UgUt7StRrt16jWKOXsQY6eTPfrz4GSlG6rla4V/3UOCkBYTG/+8cszZKcWUpBZir2jLQPH9sX2dyrrBfjTm7fy1G2fUZDT7n3L6F8+ETEBPPjigptuw7AxkYSEe1OQW2lETO2ALEksu3PcTbdjwcIhJMTnmd2u00nMX3D9zfQswd3NkWGDQ7iYkGc+3STAlPHXJ0ZXWd3IuYRcNBotkaHe9OvjZzQhjxoUZrFUFsDd1YHoCD+z2y1Bq9Wxdu9FNvwST2Wt8qII9vNg1dxhzBnXT2/LyJhg9p+7bPY4KlFgSFTgNSv2frHrDJ/tOI3Y3vRPEGDL8WQGRQTwwSML9FL3g8IDOJWea/Z6iILA4AjTBNdezpadyficIu7952almqH9pdrapmXT6SQOJV/lx8dX4OvuTJCnO3bWVvqJ3xR0kky/3sbVNu6O9tw9bqiZPRRIkszD32/nQm6R4RXdbktuZQ13fPETWx+5Az83ZyK9e3Uf5RMFQjrxSnxdnHh93nRemDGJysYmnOxs8XDo6ownFZfy1I5fTPYDqm9Vs2btFg4+fBfOdraEeXhwMjffooJrZ1l9K1Hkb1Om8MCwYey6cpnaVkXqfm7fvkbcFoC3TpwgvaLCZElyk0bDQz/v5NCdaxAEgd7OLuTV1VqszAnplKIaHxjCgWVr+CE1kf25V9FIOob4BLAqdhBDfA0tOtQ6LU8fUbrs/nri7CiNfvX0Ef41cyEBjt33X9LJMr2dlHG2Kiu+nbqMT5NP8V3GJWo1igMV7tqLh/uPYlGYQZrgREkuR4tzzB6ztLmB7y5f5PGBY/F1cO7WOREAX3ulAnCkdwhfjFnBXy7upLQTJ8XRyoY/xk7ijnADzeGrzDNoJK3ZtE1KTQnHSq4yyb8Pvg6uqGosk6K9bA1SAi8NWESTVs3JiisWbb9W/FdxUH6NsJjeTFg4lOHT+v+uzgmAWy8nPtz8KA+9sIDwaH88vJ3pM6A3f3h1CW+vfQBHp64EuRsNlUrktU/uIDDEU/+3qFLC9VbWKp7++y3EDuo+HXW9GDuuL1OnxnT5vGPeXrFyFFHX2eOnsUnN3n3JrP/pLIeOpKNWd00r3btqvHINzOSqly8ejmeva9PpUGu0vPHxXpbc+zmvf7SXdz8/wAPPrOXOP35Ldp4hROzh6sDCaQMtdq69c/GIa6oQ0kkSz370M5/+dELvnADkl1Tzty9+4dOfTug/mz68L+7O9mYdEJ0kc8dMy5OvOew4lco/d5xu1z1QiI0dDkhidjHPfWkgnN42aZDFqhxRFFgyxrKyqylIkswzP+xB+ysSMO02VTc28+Y2JWfvYGPN4uGxZu8LURDwc3NmbN+Q32zH6ax8zuUUmi47lWSa1Bq+PamQc8eEBePn6mzWDpUoMD06kl5OXR0zBxtrgjzcTDonAF+duWj2npNkmbqWVrYlK/yr5XH9u10l3z5oYJfP/J2dGRMYzNjAYEYHBnVxThrUajalplhMHeXV1nKqQKm2ub1/nEUbdLLM8hjje8PFxg5vOyf87V3wt3PB194JT3vj63UgN4s6datZx0cnyxzIy6KiuQl/JxfG+gVbJCQ7W9syLcigrCtJEs0aHWqNjKwVkLUCza1aWjRao+jY5qxki8eVZJkNV5MAmBUYhZ0F2X2VIDDWNwwfB8P7K6e+htLGVnRaEXQqZJ1IfYuWKzXG/KKd+SkWf2+VILCrMA2ARUFxltNuCNwSYlhsVrQ2klxVgabNCq1OQKu7sSru/5URlP8U2DvaMu/20cy7ffT/mQ29vFz45/oHuXg6i1NHM9C0thHWx5dpc+NwuUHpDJ1WoqGhBVs7a+xNOIKiKPD0c/OJjglg88ZzFBfXAkrqZ9nykUwx4bz0FLIss27DWb79/gSaNp2+74yjgy2PPDSFmdMNL7C+kb689+oyXn9/N8UltfrPbW2sWLl0BKuWX9vvJMsyL72zk1MXsruE53MLqnj4L+v56r1V+Hm7AvD46ok0tWjYeyxNqQZpj6zJsszqRSO5Zeaga7Ljl1MZHLuU1dW+9n+/+/k8k4dFEh3mi52tNR/9aQkPv7OJ+kbDy1rVfv3+uGIiI2NDfrMNsizz5e6zZrdLkszJlFyuFlUSEeDJyKhgHp47mk9+PmUUWeqoknnjztnXJIt/NjOfkhrzfCKdJHM4JZvK+iY8XRx5fMYY4nOKySgpN+Kuq0QBWysr3rtjbheZ+c7fGUwL4/2cmN6tuNy2+DSemTMRURR4d8ls1nynVKd03kclCHg7O/HszAldjpFVUcWmS6kU1NTiYmfH7Ni+jA4LMnI+j17N6VZD5lhWDncMiyOiVy8eGT2Cj0+d7cKXEgWBIQH+LBto7BjsvZzJ20dPkFdbq/9sWO8AXpw6iWhvJWWTXVONupt0mkoQSCotZUxQECtjB7DjSjopFaZ1Z9YMHEyMlyE1nFhWyqrtm2hQG5oFXiop5sv4i7w2aRrL2p2Z3LruS6MlWaawoR4vB0deHDmZhTt/MGosCIa0zd9HT8OunfvUqm1jxd4NJFWWttus/AbFTQ08e2of+Q11PDNM+Q3Lmhu7dQQrW5SFhpO1Lc8NmsKLF37pMkYUBGxEK56JMzS03Jabwl8vdoi6CUZpm3VX47ERVbw4ZDqyLNOstZxK08kyDW1KJGikVygTffpwtKxrTx6VIBDg4M7yUCU6I8syj55ZT5W6EUkGSadCp7uxdIL/OSj/D0AURYaNiWTYmMjuB/8GNDa0suH7k+zadonGhlYEQWDYqHBuWzOO6FjjsLwoCixcNJQFC4dQX9+CKAo4O3fPC+kOGzae44uvOnVHbX8JNzWrefOd3djaWjFpgqGiYkBMb9Z+cS9JqYUUFtXg4GDDiCGhOPSgC685pFwu5uT5ro5Bhz0tLRrWbT3PE/crSo9WVipefGQWty8Yxr7j6dTUt+Dr6cysiTH4enYfUjaHzQcTLZIbVaLAlkNJ/CVM6UTbN8ibrW/cxa6TaRyNz0LTpiU61JclEwcQ6t/L5DG6Q0F5LYUVlnWGRFHgWFI2Ee26KffOHMHgiADWHUkgPrsIK1FkfGwYyyfEEe5n2g5ZlimtaUCj1eHn7tylmulqaVW3PXAkWSa3vAZPF0cc7Wz49qFbWX8qgQ2nkyiurcfR1oa5g6JZNX4wQb3cupx/T+IVvj9+idTCMlSiwJi+Idw5foiR5kptc2u3jkFDq1rfLHBwkD8b713JZ8fP8ktaJjpJxtHGmiWDYrl/3HCj6Iksy7x38CRfnDivdyxFUWBLQipDgvz5bOVCPfm1s6KpyesJtHVKA/9h7GiC3d347Mx5stpLit3s7Lht0EAeHDkc205k5K2paTy565cu1SsXi4q59cf1bLxtOVHeXvpKkO7s6CBd21tbs3bRrbx75iTrU5P1Jbw+jk48MGQYqwcYHPl6tZrV2zfRqNGYVJJ99tA+Ijw8GOIXgEsPS6Od20uj+7p7sXXu7bx89iCnSgy8xlBXD54dOoHpwYb36vcZCSRWlHSJznT8/c/ksyyK6Edfdy/8HZ1RCaJF8qu3vaEi5/bIITha2fBm4mHKWwyk7gEefvxt6Eyi3ZUUpCTLvJd0tMuxOtvyfeZFHuw3Gi97J3o7ulHQVGt2vEoQCHZSlNdFQeSD4bfy1IUt7C9JN3JSol39+GTECpytlezAhao8MhvKzR73RuB/Dsr/YBIN9S388f5vKMyv0jsFsixz4WwWF85m8dLrtzJqXFeFU0EQcHW9MZGblhYN3/5guvSuA//68igTxkV1Ee8aGBvIwNgbU0W172gaKpVokucDyip5z+FU/njfFKNVdligJw+svHEcoNyiKssKp5JMVqFxczJnBzuWTxvM8mk95wA1t2poaFbj5myP7a8cA7W2e8KpKAiof8X3GBLRmyFmuCa/xq5z6Xy57xw5pcrE6WRvy9Kx/blv5kjsbZWKA3sbqx4RcO07kZEdbKy5a+Iw7po4TO8wmIIsy7yy5SAbzybrnSBJJ3M8I4ejadm8tGQqt4xQVuv+bi7dco58XJyMztXHx5P3bpmDRqulSdOGs62tyZTf+gtJfHFCKen8tXZLQkEJT27Zw2crFwLQ38+XS4XF5uX5BYGB/r5Gny2K6cfCftGUNjbSptPh5+zcpWKrtU3Ly/uVVNmvjyzJMhqtjtcOH+O7ZUvo4+mJp4MDlc3mxbskWWZCSIj+b0cbG14cP4nHho/ifHEhdiorRvUOxOpXdmzNSKO+U+TE1Pf7d/xFhvgFMCM0kpdOHjJ7fwhApHsvwt0M7VAi3Xqxqu9gdBqJ3Ppa3O3sWdlnIKP9jFPk36fHm/1uoEz26y4n8deRU1gS3p8t2RYaowoCyyPj9H9Lskx2bQ1Vja1IskJGliSZvNp6ipsaiPFQfr+M2nIKmywvEiRZ5mBRJssjBrEybChvJR80S5jXyTK3hhqcwZ8LUtlTcBlRUCGhvPMEWSChsozPL5/iLwOnIwgCF6vyuo1UXS/+qzko/y/j/PHLPHff1ywY9lcWjniZVx7/keQLpglXNwPffXnUyDnpgKSTkSWZt17edtP1Vc6cy+q2hLm0rI7LVyyX1F4vautakLpZobaq22jrweR9PbCztdxCWRB61t/HHK7kV/DUxzuY9PAnzP3zF0x+5BNe/WYfZdWGVEpvT9cuTsuvodVJ9A3sKu/eE3yx9yx/+W4vue3OCShdn789cJH7PtqkV7sd3y/MrIPRAW9XJ6ICTNthad8DKVfZeFYRTOs84esk5RX/8pYD5FfVArBkSIxF50QUBG4dZrp83MbKCncHe5POiU6S+Py4Be0WWebIlRyyKpTmiqtHDLLovArAssFduT71rWpSistIKS6jpK5ryuzA1SyL1TY6WeZUXj7F9fVYiSL3DTWvQaUSBCYEhxDZSTNFrdXy7smTTPrq39y/fQert2xhxnffsTE1xcjBOJafa/a4HXYcyVPGeDs6sSomzqxeiQz8afhY/T2g0em4Z+82Hty3gwulJZQ3NXOlqoq/njzE7I3fUtJouC4FjXXd9rXJqVfu3dG+wUzpHYFowhKVIBDg6MIdfQ0Lh3fij/FR8inaJAlkAeWVI1Dd2sz9h7dwqkT5fo1t5pucdkAQBBrblN9tZfhQYt19u3CfOv56IGoMES5Kmq6gqYbnLu5U+GWyrBeM63j7fXf1HAdLrvzqCDcP/3NQ/gPx/ScHeOGh70g4l4W6tY3WZg1njmbw5Jov2bH29E0/v7q1jb07E8xWw8gyNDWpOXYo7abaUV9vvsOu8bjuSwWvB96ezt1Wu7iYaAbYU8iyTEJ6IS9/tJs1z3zP43/bxM+HklFrjJ2z6aOiLNohyzB1RF+z2y0hMbOINa+u5ViCQR5c06Zj54lUVr3yI8WVyorN3taa+aNjzCqtioJALxeHaxJ2yyur4ZOfTynf5VfbJFkmJa+UDccSAMX5WDQixqKjcf+0EWZ5JZbww4l4i6JgoiCw8YxCbuwX4MOy4aZJvipBINjTjdtHxXXZ1tqm5UDaVTZfSOF0VtcS/ayKakrru9duOXJFWbRM7xvB7e3dkTvbrhKVQtvX503H39WQXtTodPztl8OM+eBfPLxxJ3/Yspupn37Nmh83U1pvmJCL2iXou0NJ+z53DR7MHQMH6r9/539jfXz4YLah8Z5aq2X1li388/w56tSGSTe3toan9+3jvVOn9J9ppe4LWTunUp4fPYnb250UURD08vr2Vla8PXEmM0INaZv3L5zkSL6iUdNx78vt/ytqrOeh/Tv0Yx2tLC8SREHAxUZJgQiCwKcTFnJH38HYdEp/CcCEgDA2z7wDV1tlbGVLE5+nnjF5zI7v/Va8ktYJdrIsFtfxPUJdPNq/szXfjr+DCT6RRs6SvcqGR6LH88eYSfrPNmRf6laI7rtMxXEe7hlyU6Mn8L8Uz38cEs9l8+NnSki1c8fmDr2VT9/4mQHDwgiJvHm6IhXl3avPWlmJ5OVYFji6Xvj69Iyv4evret3n0mp1IAgmV7Ozp8Ty086LZvcVRYF50wdckxS8JMm89cV+dhxM1qcKBEHgfHIe3207x8cv3Yp3e+XR0mlxbD2UhFqj7bJaVokCXh7OTB/528uoJUnmhS/2oNVKXY6rk2TqGlt4+8fDvP/4QgAeWTia+MxCskuqjcarROX6vXHvnGuqUtpyOtliukSWYcPxRFZPVaqPnl08iWZ1G3viL7dPxAZOyoMzRnLLKNOOQ2lNA4XVdbjY2xHp16vL75ZWVNZtKi25oEz/9wvzpuDv5sJXxy9S16I41VaiyOwBfXlmzgScOomkybLM96fi+ejgaaN+O76uTvx1wVTG9w0F0GueWIIgGDReBEHghRmTGBEcyLfn4kkuUbRbJkSEsmbEYAYGGMraZVnmj1t2ceBKVhex6zO5BSz7ZgNb77kNDwd73O3te8Tn6OiZIwoCL0+ewtKYWNanJJNfW4ubvT3z+0YxKTTUyGHckJLM+aJCs3yOT86dZW7fvvT19GSwrx8nCvLM868EgTgfw3e0EkX+Nm4q9wwYymfx56huaaZPLy/ujxuKk43h92jVtvF9SoLFip/4shKSK0rp7+XLgvB+rLucaF7ITJaZF2p4Bm1EFSFOHriqHChvUxxOW5U1IY69cLI2RDv35F+2zKdCJqGyhIKGWgKd3ZjkH8HRkiyTdgiAp50jE/wUlWFZlnkr4TD7C7IQBVF/niatxEfJp4hy9WV6b2Vhk1BV1G036qTqIgAGeQQS7erLlfpyizyb68H/HBQTkCSJvMulqFs1BIR64ezWvbTwjcL2tacRVaLZpogqUeTnDWd55Pn5N80GWzvLqwRQHsSejLseDB0SSi8PR6prmkx2DRBFgT6RvgQHXVsTO1mW+eVQKhu3XeBqttI2YGD/QJYvHs6o4QYJ8fBgLxbNimPrnoQux1CJAl69nFm+4NpKdjfuucSOg0o6QdeJ6wNQUl7HM29v59+v34YgCPh7ufLRM0t48v0d1NQ3Y6Vqb3Guk+jt484Hf16E/TX8JufT8ynpJL3/a+gkmZNJ2ZTXNODt7oyzgx1fPbWMHw9cYuOxJKrrm7G2EpkxtC+rZwwl3P/afo+88tpuCafFVfV6sqiNlRVv3jGbe6YOZ/elDGqbWvD3cGXe0Gh83bpWBuWUVfPmtiOcvpynn5CCPN14fM5Ypg00rKitRBVguVmgTadomSgK3DthOKvHDCG9uByNTkeEdy/cHbuSxL8+cZF39h7v8nlZXSMPfb+dL9csZmR4ECEebthYqdBYSBvqJJloX0MKSxAEZkRHMiPaMln+Qn4R+y+bJn3rZJmyhka+PxfP4xNHMz0ygpf2HVTSDiYgANHeXoT18jD6PMbbm8VR/SiorcPN3o6RQYFdolk/JCZatFMlCKxPTuKlSZNZFtOfjy+ctVjCvGagMc/qx+RE3j1zgpp2sbd9V7P4JTOT1yZNY6i/InKXUVWpT4WYgygInC0upL+XL/fFDmPL1VRadSYWCYJAlIcXkwMN746/njnIN+kdYpqKI9yq1fJ12kUulRexftYK7KysqFG39EiorUbdQqCzGy8OmcaiX4qob1MbOQeiICAi8M7Iefqo0a78dH5ob1oodar20bWL+T12chsnFjyCp51jj4jOVu1jBEHgHyOWc+eJbyhqru12v2vB/xyUTpBlmb3rzrDuH/uoKK4BlIqMCfMHcc/zC3DzvDYNjd+C9MR8ix2bdTqJtATzomg3Al7eLoRH+pB9tdws0UzSyYwef23phJ5CpRJ54vGZPP/XLQiCbOSkiO2r9ccfubZmerIs8+7H+9i5N9HQlwNISi0kIbmA+9dM0Hc+BvjDPVPw9HBi3bbzNDYp4WhBEBgzLJw/3jcVN5ffTgzWSRJrd16wsF0mI7uM5MvFDIhSXqj9I/zZ+eG9HD6fSfJVRc58eGwQI2JDrll0Lae4CkGw3DpKliGvtAbv9pJgJ3tb7p83ivvmjkSj1WGtUlk8f3p+GT8dTuTSVaWKZ9yAUJZOGEiApyH65Whr3S3h1M7Gqst5Iv08eXyO5Y7dOeXV3PbhOlo0bUar5YLKWv707c+8snw6C4cr5fAT+4WxOyHDoh0To7umsGysVAwMMi/A19iq5qMDp0xuUwpWZd7Ze5xND9+Gk50tiwb2Y9Ml0xoWoiDg4+LE2IjgLtuaNW3kVdWgEkXCvTy6OAZbk9IsXmdJltmYkMLjE0fjZm/Hg6OG84+TXdMPHb/CkxOMieDnCgr5yy8HyKmu0X/mamfLH8aO5vZBA/XPW16teZE2UCbQrPZj+Do58/60WTy+bzcChuqdDpLmnQMHMSM8Qr/vVwkX+dvxI12OmVVTzcqtP7FhyXIG+fr1WP+0g2Aa7OLO2pnLeODQNkqbG7ESRGSUho9DfQL456SFescgqbKkk3NiDEmWSagoYd2VRNb0G0KAo0vPhNoclecvyMmdbdPv5Nlzezhdnqv/HhHOnrw8dAYjfIIM1+LyObMVbzJK+mxjdiIP9hvNBL8ITpVnWxDPE5noZ7jObjYO+Nn1Ir+hDlGULb5DrgX/c1A6Ye2Hv/DDe8a9BbRaHYe3XyL1Qg4f7nwCF/ebG03pSd8cq2tsIPdbcPvd43n5mY0mt4miwJARYYRH+prc3hNIkszFCzmcPpWJRqMlPMKbadP64+RsLHA3elQEb722lM++OEJWtqGkLTamNw/dP5m+fa7NhpNnrrJzr7KC6+yEdXABPv/6KCOGhhEeopDHRFFg1S0jWb5gKGlXStC06QgL8ryu5oJFpbVUVFvmGahEJd3T4aAAWFupmD4qiumjep7OaWxR09amw9Wpq3ibg51Nj14sDiZIuoIgdEua/fHAJd7deNRoUswvr2HdoQTefWAeY/sraY1pg/qw67z5ppIqUWDG4Gtzit/feZwWTVuXSbnjr9e3HGb6wEgcbG1YNW4wu+IzTPZUEgUBF3tb5g3+7c0CD6VnWayCkmRIKy4np6KaUC8P/jR1LJcKismq+FUqrf2af7jUWLulWdPGh4dO8tPFFL1UvbezI/eMGcodIwbpHYPShsZuI1VVTYZKnEdHj0QUBD49fQ6NTqef7Nwd7Hl1xlTGhRqcpEtFxazasBnpV5NtXaualw8cRqPTcfewIYBSZtymNk/4FAUBl05icHP7RBHq7s5XCZc4mJONVtIx0MeXOwcOZmpouP77NWjUvHXqhMljdlzHN04eY8OSZUR5eOJobU1Tm/mUtiTLjPAzVAQO8vbnqylLeOv8MVKqy7EWRaYGRvCHoaPp1Uk0bv3lpG6rXH7ISGBNvyHMCurLC2f30WymW7JKEJjgH4a3vfK+0UoSb8Uf40RRvj5tIyKQUVXFX88d4Mdpy/Gwc0CWZZKqSixK0UvIxFcqaZtFwQP4OO0YjW1qk/vIssydkSP1fz95bhvnKvKQZRGdDnS6G0tr/Z+D0o6ygip+eN904yNJJ1FeVMPGTw9y919uXmoFYMSEKPZsOm+2pFUUBUZMuLmRC4AxE6J47MnZfPLeXn1IHZQIzsAhITz3tyXXfOyqqkaefWo9WVnlqNq5CtIeiX99dphn/zKf8ROMJ96hQ0L5ckgo+flV1NY14+XpjJ+f2zWfH2DLz5f0om+moFIJbN8VzxMPG/d2srG2Ii7mxpQvW+oArYcgoNNd+7LkREI23+w4R3JmMQC93By5dVocK2cN0WuLjB3YvTy/p5sjUSG/nfd08Uoh725UyH2dj6+TZCRJx58/28nO1+7Cy9WJcbGh9O3txdXiyi62iO38oNVTh/xmG6oamjmalm3RCWvRtLE/MZMFw2OIDvDm3dvn8NTa3Xql3I4Ik5uDHf+6d7Feyr8D5XWN/HQ2icNp2bRpdfQP9GX56IH0DzQ40JWNzT0qy6xqbCbUywMXezvW3b2c78/Es+5CIuUNTdhbWzFvQDR3jR5iJImvbtOy5rtNJP+KP1Pe0MRre4+SX13H87MVMqSPs1O3dng4GiZaQRB4ZPRIVg8ZxIGrWdS1tNLb1ZUJYV0bSb555LhSlm3m0O8dP8mtA2JxtrVlXt8o1icnWeRzdO7zAxDh3otxvUOQtdAm6Rjg48tQvwAjHtHeq5modeZTdJIsc664kML6enq7uHB7TBxfJFwwOSGrBIH+Xj4M8Db8jl8lXeSVU4eNruHa1CS2Xknnuzm36GX3s+uqLV5jGShoqAXAwdqGvw6fxlOndndxjFWCgJ3KmmeHGMisHyWd5Ofc9PbvA2CotLlSW8Hjx3fy/bRlyv4W3nPKnuijPq429nw17jbuOv4jDW0GgUcBAZUg8NawBcS6K1HCq/UVHCg2307jRuB/Dko79v10TpmwzEwGkk5iz7rTrHl2LuI1VAb0FPNXjmTP5vOYWr4JooC1jRUzl1wb3+G3Yu7iIYyZGMX+3YkUFVTj4GjL+MnRRMUEXBMhFBQH5+k/ryM/v1L/dwc0Gi1/e3krH360in4xAV32DQrqRRDXJjD2a2RmlVl8aHU6mcuZpTfkXOYQ4OuGs6MtDU3mV5E6ncSAqGtrE7BxfwLvfHfIqKqjqraJzzad4nxqPh88uRhrKxUeLg4snjiQTYcTzE7i984fdU0VMWsPXTLr/MgoJclbj6dw39yRqESRfz68mCe+2ElCdrFCfBUEtDoJV0c73r57LmG+pn//yvomapta8HZ1wsXBOApXVtfQbYTIShQpqjbwcKb1j2T/c/ew+VwKyQXtzQL7hjB7UBQONsaRpIs5hTzw722o2wy8hLzKGrZfTOMPs8ZwzySlU7OPi1OPqh58XA1ROSdbGx6cMIIHJ4zQd542hQ0Xk0kqLDW7Tv7hXAILBkbTP8CXRQP6sTnRsj7H0rjYLp/bqlR42NqjkgQ87Oz1k1oHCuvquFhUbPG7qbU6frlylVv6x3D3kMFsSUtFrdOZ5HOEeXgwLdzA58iqruaOzZsobWxEJQjIwO4rV3jv1Ek+mD2bGREK96a8qalbgTSAiuZGeru48MSwMWRUVXC0IFcfHep4YvycnPl0umFReqoon1dOKUUMnX9LCZmWtjbW7N7Midvuw8XWFldb+27FBDsa+gHcGjEARysbXr90mMJGg87JMO9AXhkxjcj2JoStOi1fp1+wSOw9XpJDZm0lkW6ejPUN45gZQi0oz+E4X0PK0tPWiV7WrtS0qlEJHccEJyt7/B3c9OMOl1juin0j8D8HpR1lBVWY9Ao6oam+heaGVpxukBCZKQSFefP8uyt49c/rkXSSfhIVBAE7O2te/ngVvbyuXY20Axp1G81Nahyd7bC2EKJ393Dk1hso5X/2bBY5Fqp/BAHWrzvNK3+/5Yad0xSse9Dh2bYb3RFLaFW3se9oOnuPpFJT24Sftytzp/Vn/Mg++goXaysVS2YM4tutZ01yfURRwNfTheEDQn7z+Usr63nv+/ZqsF8dW5ZlLqYXsOlAIitmKsTCJ5ZPoEWt4eeTaXrHQJJkEOC+BaNYNOG398sBuJBRaDEyI8ky5y8XcN9cJWzs4ezA13+8lZS8Uo6l5NCm1REd6M3kgREmy7jjs4r45OdTXMgsBJTJdeqgSB6dN4ZALzcA3Mz0r+kMnSzh5mjs2Hg6O3L/lBFm9lBQ39LKQ19tN3JOwBAt+mDPSaL8vRnbN4TJ0eE42ljTpDEdxhcFgbggPwI93Exut+QgrrvQDeFUFNh0KYX+Ab4MCwpgcp8wDmfmdLnvVIKAl5Mjq4bFGX2+9mIi7x85pa9SAgjxcONvs6cyIkSJKFY0mRdo62xHeaMi7x7i5s53S27hwZ07qGxu1js8Wkkixtubf81foI/QtLS1cfumjXoRuM6TrUan45Gff2b7ytvo5+2Nl6NDj6pKvByUdL2tyoqvZi1mT/YVvk6+RF59Le629qzoN4ClUbE4d6r6+SLxvNnok4RMg0bNliup3Nl/MPPDotibZ76JnkoQWBTeT/+3TpK4VFZMUV0DyO3PoCyTWlFBZk0VfdyUdHNadRn13WihCAicLMkl0s2Te6NGcLj4qslxoiDgam3H/GCFf6XWabnt0I8UNtUiy6IRVbxOo2bV4XXsnnUPQU7utOraEBFuWidj+J+DooeTm4PFBm8AKisRu+uQTO8pRk3ux7e//Jm9my+QeikPQRQYNDKc6QuHXHd/nYLcStZ+eZSj+1PQaSVsbK2YOmcgK+6egPcNKNftDidPXLGsyqqTOX0qE51O0qd/bgbGj+7Djt0J5hvZCTB2ZITJbd2hpraJx178idwCA/m0uKyO84l5DBkQxJvPLdI7P3cuGUFqZjHnk/P13bBBcU4c7W1586kF10R+3X402bK/LcPG/fF6B8XKSsVLd89k9ezh7D2TTm1jK369nJk9qh9e7uZ5Nuo2LdV1zTja2+DyqwleOc1vf3kJgkD/ED/6h1ju+HwqLZdHP9tmFB2RZJmDCZmcTs/jhz+vINjHHX8PF/oH+ZJaYL58WBQEpg/sqozcHXZcTKdZrTH7LUVB4NtjFxnbNwR7G2uenj2BF7cdMDnOShR5atYEo89lWeZEZh4/nU8it7IGN3t75sVFMTcu2iiSU1RTb5lwKsnkVtcC7dUXi+fwxoFjbIhPNpLAHx7cmzfmzTBK8Xx77hKv7usqrZ5XXcuatVv4/o5bGBIYgLdj9/w8nSTj42QYN8Tfn5P33Mv+rCySSkuxVqmYEBLCEH9/oyjtjssZlDU1mTqk/nv/+9JF3p05i5nhfXjxyEGzfYFEQWCInz+9XQzvu6yaajakJHOpUBF9rKKF9cnJBDu7MSXUEMU5WWi+C7R+TFEed/YfzPTgSKLdvbhS+/+x95bhUWRb+/evquMuRIB4gBAgirt7cBmcEcZnGNcz7nbGnRFgZrDB3V0DIRBCEuIKCXG37q73QyXdadKSZGae/3me99zn4jqTrl27d+2uqr32Wve6V1GrcxSCgI2ZBff21nrD37t4nJ+uN5Pmhab7WqCyoZ5Hj+3EztySkV7+bfJYCKAh3Q7y8OWtfhN5/dIBjdHT3MbB3Io1oxdi25TyvCc7kayqUr19qpGoVylZfeMir/WdQJCjh0li71/Ffw2UJoycHsmOX04aPC4qRIZHhWPWhp333wFXNwcWPzTGdMN2ICXxJs898Cv19Y2aUFZDvZL9O2I5cyyJL1avoLOXi4le/hrq6xpNSpSr1RIq5T9roMyZ3pfdB+JQS6pW7n9RFLC3s2LyuI55Dd7+fC85ebKaZHPfzZ6w2Gs5fP/bKZ5YIf+2FuZm/Pul2Rw8ncTWg1fIuVWKnY0lE4YHM3tCOG4dJOGm5xYjGfFcSEDe7fJWYQO/zi48NGuoyf6Ly6tZtfM8u89cp75J3XVALx/unz6Y8B7a8Fy/Ht6cupZu0BAUBYF+Pdomgd8SSpWaV38/gFpqnTmgUkvU1Dfw4eZjfPvobABWTh3Kg99vNWizLRkRSSeH9hPgo9NyjB5XSxIX03I10vpz+4dgYW7GZwdOU9BCiC3I041Xp48mtAVnRalS8/ymfeyPT9Zq5AAxWXn8fOoSa1fM14SD7KwsKKk2LFgoCgJO1loD0sLMjNcmjWHlyCFcyMqhUaWmT2d3/Fycdc6rqq/n30f1l5uQmq7vw8On2HTPAro6OtDPqyuX8wxL7luZmTGhh67hn15SyvnMHC7n3cRCocACBb6OTri1MGSOpKUbtbdVksTBVNlL4GBpybODh/Hu6dZGlYhsHLw4ZITms+TiImb/uZ66OwiqqSXF3L97O19MnMq0Hj2brtn4u6t5TgDMRQV/TLqLh49t50J+LgpB1upRSmq62Drw/diZdLWTveEFNVX8kqBfa0nO8IIPY04w0sufICc3LBVmxnk2SES6aZ/DkZ0DCXHsytWSPE36lYDIxM496eHopmm3LzvR5Dzvykrgtb4TGN25O50sbSmpr/nHvCj/NVCa0DPCl/5jehFzPLEVN0EUBczMFNz1aMdSWv8TIEkSH722lfq6Rj3y9WoqK2r58v3dvP/Nsn90HP7+bpw4nmi0jYeHAxaWHbs1JUniUkwmu/bEkpldjL2dFWNGBTNpQgi2tlrvl3dXF95/bTavvLud+vpGzW5NrZZwdLDm47fmYW/f2iNgClm5xVy8ajgNXC1J7DwUx4pFQ7Ft8saZmSmYMqo3U0Z1vOrznbC2NEc0QXw1U4hGFVMNoai8mnveXkdhmW42yKWkHC4l5fDxY9MZES7vOhePi+T4Vf2aG0LTGGYPb78heDYhk+IKwyEFlVriXGIWBaWVeDjbM7C7D5/dM403Nh6itLpWEzs3U4gsGxnJ41N0jTJJkjhyLZU/TsYSn52PQhQZGuzHspF9CTPh2bkTdy5q08ODmRoaxJXsW5TV1OHl4kCQp1ur81adiOZAfLLmeuS+ZNwsq+CJdbvY8PBCAKaFBPP7hVjjhNM+rcn1jlaWhHfpTKNKhYdDa2P4YFIqdUrjhNMrebfILinDx8WJF0cNZ+H6TaBuHVoEeHbEUOxbZOasvnSZd46e0AmbxBfcZlX0JX6eO5P+3rLxWqdUmlwCW2q13BfeFwuFgk/Pn9FRqfVzcua9MROI7Kzldb1z6jh1ysZWc9dsGLxy7DATArphaWZGpEcXLuUbFjMTBYG+nlrDwNXahpWhQ/l3/SliC28hIeFl58ijfQbTy0WrYbMvM9noxk0CrhffJquiFF8HZ+Z3C+WP5Fi9c6wQBIKc3IjoJF9jUW01c/f9TlFdNZKk3YyogA2pVylpqOX7kbMQBIHKRsP1jprRnGlkLir4bOBs7ju9DpWk/kdUZf9jDZSnJ77P9HvGM2HxUKxs//mwiiAIvPzd3Xz+3HpO7IpFQEAQBdQqNS4ejrzw1TL8gtr3YvpPQkJcDtnphrkfapWay+fTyM8rxbOrs8F2fxWTpoSxZvUpDNnoggAzZ3WMBKxWS3z4yR4OHr6uQ8xMTLrJxj+j+fzfi+jSIvunf6Q/m9c8zMGj14lPzEMhivQN92XMiJ4d5p9cuZ5rsk1Dg5IbaQVEhviYbKsPSpWaMzFpXE+5hSiKDAj1JaKXl45LfFS/buw7Y9gQVIgCo/p16xDZ+ZvNp1oZJyDPvwC88dN+9n32IJbmZvTt4cXTc0fw6eaTOr+JQpSLoX30YBRuTu33EmXdLjVJ0JOA7MIyPJq0W0b3CWRYsB+nEjLIKS7H3sqS0X0CcbbT5ahIksSH24+z7tSVFt+h4ui1VA7HpfDWXROY0aSZEunXlWMJaQa3nKIgEOHXmlSuEEX6+rUmgjejQali7dlYwztZtURcbj5xOfmEenuyfFAEW69cp7q+QS/htIdHJ8YE6Wq37IpL4odTF0gtbKpmbG3FogFhPDhsgCZ1vKi6xmSGF0BhdTU+Lk6Ed+nM73fN5V8HDpNarK2n5GxtzdPDh7AwXFuX6FxWDu8cbcrwakk4lSTqlEpWbNnOyYdW4GhlRW93d87lGA6viIJAz05agUBBEFgWGsEoX3++v3SRktoaglw78UDf/thaaBVcb1VVcirH8IZCAioa6jmUkUZU9yDuDe3LhVv6n3EBMBdF5vfUEozXxsfy2ukjsty/JJcduFlRyUsnD3LhVg6fjpmCKAiUN9S1SaitrL4OX+DFyFHEF+cTW3RTx+MhCgKuVrZ8N2qW5p77OfEiRXXVeudOAg5kJxNTmEc/dy+6OXYipijX4DwLQICD1ss+wM2XuT6RrM+I6VA41xT+EQMlLy+PF154gX379lFbW0uPHj34+eef6du37SmCmUl5fPviOvatPclHu57F3kgc/O+ClbUFL369nLufj+L8oXga6hrxC+5C35E9/9Fww/8EstLaVhY7O6PwHzVQXF3tePLpSfz7472t0nwFQSA0zJuZsztmoGzeepGDh+XshJYvVEmCkpIqXn51M7+uuk9nsbC3s2LO9L7Mmd7+9FV9aEuF3eYxdQQ30gt4/qPtFJZUaZRk1267QDdfNz5+YSYenWSX8bCIQPy6uJCTX9pqcREABIElUw0XdjOEqpp6Dpw3LGImAZU19RyPSWVik+z+kvF9iejelY3HrhCbehMzhcDwkADmjQrTEFlboqaugX3RSZyMy6BRpSTYx4M5w0Po0kLUzc7ask2x+DvTgc0VCsaEGOcWHYtPY92pK0DrYoEAr288RN9AL7xcHZnVvzffHDwr7/D1DEctSSwfrr+SdFFlNRW19bjZ27YaZ9rtYh1Cqj6IgsCF9GxCvT3p4uTAb3fP47ENO8ktq0AhyhwGtSTRz7crn8+L0kkJ/ub4eb46fk6n7kpZbR3fn4zmUlYePy2ZhYWZGW52tiaNE0AnHNPXqyv77l3GtfwCcsrKcbS2YoC3FxZ3pCT/cinGMOFUkqhpaGTLtQTu7R/JwpAQfrx00eD3qyWJ5eHairxKtZp3Txznt6tXkSQJhShyMCWNn2Mu8/aYsczqJZNT8yoMKyg3QyEI5FbIWTUT/LrxYHh/friiS5ZVCLLB/e2E6XSylucis7yU108fAXQNsOb/2p6SyGifAGZ0D8bH3rFNQm1dmkJCtuYW/Dh6Di+c2ceJm+koJTWiAH2cO/POoPH42mvf4RtTDKdyN499S9o1+rl7sTAwgnWpsQbbSsCS7tp35WfXTrI25XLT6ETUjf/hOiilpaUMHTqU0aNHs2/fPtzd3UlLS8PJyal9HTXNZ1bSTb5+9g9e+vnBv3uoBuHp48rM+0aabthOqNVq4i6kk5tRiI2tJf1H9sT+L5Je2wqrNla5/afl6wGmTA3H3cORdb+f4eqVbABcXO2YNbsfc+cNwMKi/belSqVm0xbDLzCVWiIru5jYK9lERvh2eOymENbLNJ/CwlxBUGD7NUUKiip47K1N1DbVSVK2IDdm5BTx2Jub+P3fy7G0MMdMIfLVC3N46pNtpOYUyTwTQZ4nK0tz3nl0KsH+7R/DreIKHVKlPpgpRDJuFet81tvPk7fumWSy/7SbRTz02RaKK2o0BOPopBzWHLjEv5aMZdYwORw0KjSQdzce0ZmDO9HV1ZEeXVuHTkzh95OxJr0zW85d44moYTjaWPHF8uk8tnoHKpXWzd3sdXhw7EBG9w7UOfdyZh5fHzin4a+YiSITQ3uwctIQurrIRlhb7Nc7uQI9Pd04uPJezqRnEZ9XgJlCZFigL8GddSs6pxeW8NXxc3q/Ry1JXMzM5c/L8SweEM74oG68YX6E2kb9YR5REAjv2hkfZyedz+NuFvDnlWtklci1eKrrGhjbI1AnNflcVo5JnZBzWdnc2z8SHycn3hwzlteOHtExDJrnYHpQT2YEa8Xz3j95grVXtDV2lE3hn5rGRp45sB97S0vGBQbiZGU6jKuWJE07QRB4adBIhnX15cuYcyQU38ZMEBnnF8jDEQPp5qxNg1+fEIdoRG9GFARWx19mRvdgJvn2wM78kEHZfYUgMNY7ELcm46e0rpb5e9eTWVHapIMiogbiCwtYtG8jm6YsoperO5IkUVJvPLtKJUkU1Mh8qN4unjwUPJjvE8+1ur8EBIZ5+jPbX34Gi+qq+S7hrE6Lv7vC8d9uoHz44Yd4e3vz66+/aj7z8/PrcH9qlZpTO2J44N0yXD2d/voA/x8h/mIGn7ywkYJcLUPazFzBzOXDuPuZSf+4h6bf4G6YmStQNhpWsrR3tCY4tOMiZA0NSk4dS+R6XA4KUSSivz8Dh3RHYdb62vr186dfP39qaxtobFRhZ2fVYal2gFv5ZRQXm1BlVYhcuZr1lwwUtVoi92YJjY0qOns6YXOH4efv04mIPt7EJehPrxVFgaljQ7DrQNhy8/5YavVwiEA2wPIKyjl05gZRo2UXs7uLPb+9s5SL17M5HZtGg1JFkK87E4cEY9tGg/VOWLch9KVWS9hYtb//ugYlD322hdIqmex5J8H47d8O4+PuTN8eXjjbWbNwZDi/H71scDF/JGpwh+6p6zn5xgu3SRJx2bc0fw/p4cvOZ5ez4exVjl5Po0GpJMSnM4uGhNM/UNdgPXMjk0d+1c08UqrV7I+7wZnkTNY9vhAfVycC3FywtbTQKSh4J1SSRKSvrkaOKAoM7+bH8G5+Bs/bGGO8KCPAH9FXWTwgHDtLC54ZM4x3Dhxv1UZs8hq8ME4rda+WJN7Yd4QNl7XfIQoCB5JS6O3pzi+LZuPclPbdFg9YyzZLwsLwd3bmx0sXOZ0l11Pq5urKvRGRzOvTR8Onul1VxZoWxsmdEIBPzpxmbEAAgc4uBLl2Irm4yLC8uygyMUBb3yi9tISPzpwivlDrld52PRFlo8T7YyZgYy4/I/FFBUYNMLUkkVAkh92tzcx5d8gEnjyxG2gt1GZnbsHL/UdpPns7+ihZFaWti3tKEjXKRh45toNjc1YgCAKuVjYU1xk2UhSCiIeNtozLs6EjKaipYlf2dY1XRwD6d/Lmq6GzNPV69mYn/qMaKPAPGCg7d+5k4sSJzJs3jxMnTtC1a1ceeeQR7r//fr3t6+vrqW9BYqrQ43JTq9QkX85g8JSIVsf+NyD1eh4v37MKpVJ3t6dsVLH5pxM01Dfy8Ksz/tExODjZMH3+ALatO2cwvLDgnuEd8l4AJMbn8tpzGykvq9EYJDs2X8SzixPvfroQb1/9BeSsrS2wNi1TYRJtfU46+jxJksS+w/Gs3XCWW/myu9fSwozJ40O4f/kIHYPjtaem8tgrG7h5q0wnNqyWJEJ6duGRuzvmnTt4Osm4IqQgcOSs1kCBJuXhEF8Ghpg2ykrKa9h0KJY9p65TUVWHh6s9s0aHMnN0qKYIYVc3RwK7upJ+s9jgXKolidGR7U/RPnDxhlHiq0IU+O1QDH2bsn6enDkcpUrNhpNXEBBkUrBKjbmZgmdmj2Rqf105ekmSuJSSy5Yz18i6XYqTrRWT+vVkYmQQVi3uezOF8WKBQCsFVS8XR56NGsGzUSMMnCF7vF7eaDjzqLKuno92nuDre2ZgZW7GwoFh/HLqkkEiZKC7K319dXksZTW1bLucQHyuTOwd1sOPSX26Y2Gmvb70omKjxokEZLWoo7OsfwQWCgWfHT9LaY02U8jf1Zm3powlwktrJP1yPoYNl3WLXzaPP6mgkGe27+OXRXJmVd+uXYjOMcx3EAWBvl661zfY2xvUEt0dXWlUqwnv4smUoB46ZO8DaakmCafJxcVklJYS4OLC84OHs2L3NoPZKw9G9tdUay6oqmLe5g2U1+uG3yRgd8oNimtrWDtjLqIgYKkwM6GshU7Ya2ZgL+zMLXg3+jjpFTJ/RwCGd/HjjUFj8XeUuR+ldbXsSEs0OG8qSSKjopTz+TkM7uzDgu5hfB9/3kh7NXO7aYnq718+zpbU6whISC08ItG38njw+BbWjL0LC4WCkvqaNvFm/gr+dgMlPT2d7777jqeffpqXX36Z6OhoVq5ciaWlJcuWtc4Qef/993nzzTdN9vtPqrf+01j7+QFUKslg2ufO388y+57hePzDKb4rVo6nqrKWgzuvaDw2kiRLec9fNow5HRRku51fzosr/6C+Xg49qFoYYrcLynnu0d/4eeMjOlk0fze6dHbCycmGsjIjmR0qNSEh7U9pBViz/iy//nFGx4FZ36Bk574rxF3P5ZuPF2HTlJXTycWOX/69jP3HrrP3aDylZTV4ejgwfXwYY4YGtUkkTh9q6oxXXZUkiaoa4wJOhpBTUMoDb2+krLJWYwRl3yrli/Un2H3qOj+8chd2NpYIgsCDM4fw/De79PYjCgLjB/TA26P9PKaz1zONhlZUaomz1zM1KbsKUeSFeaNZPq4fBy8nU1ZVSxdXByZE9milJqtWS7zxx0F2XtAWyhMEOJeUzS8HL7Jq5Vzcm8i6I4L92X/lhmGNHGB4sH+7r+9UUgbFVcYzj04kpXO7vAp3RzseGzuIhJsFnE3N1pkXURBwsbPhi8XTdPhURxPTeGbDHhpUKoSmO3X31SQ+O3Can+6ZTaC7HH6ws7Q0GcKyNtf1lC2IDGVOWG+is3Ipq63Dy8mR0C4eOt/fqFLx8zkjxS8lidPpWaQUFtHdrRP39IvkXLb+NO1m+fX5odrMtpsVldy/ZTs3Cos0oaI/Yq/yzpHjfDNzGoN8ZO9vRX09ClHUhHUMoaJpYzzGP4AvJ0XxyrHDlNfXaUJI5qLIg30H8NRA7Xvx5ysxlNfXGeTNnMnJ5mxONsN8fBnnF8jR7HSD368QBCb5aw15pVrNscwMMopKEQURQRBQqdVczLlJrP8tjYGSWlZs0igQBYH44gIGd/bh3uD+bE2L53ZtVatxC8Bk3yAimzJ+rhXnsyohGkDHOAE5dfl8fjab066xqEc4nW0c2iSI91fwt6/6arWayMhI3nvvPSIiInjwwQe5//77+e677/S2f+mllygvL9f8y8lpfcOaWSjoNTBQz9n/+agsq+HiyRtGKxSLgsDx3caVIP8OKMwUPPP6LFZtfoy5y4YyPiqcxfePZM3OJ7lv5fgOy9fv3HJR1lbR80JXqyRKSqo4si/urw7fKBQKkTmz+hkU2xNFga5dnOgX2f6FJfdmKb/+IWtBtIrZqyUys4vYtF33xWxjbcHsKRH89MlStvz0IN+8u5CJo3p12DgB8OnsYvQ3UigE/Lp2zMh95es9lLcwTkC+VkmCjLxiPv/juObz0X2789KycZibiQiCzDlRNIVSRvftxiv3TKAjUKpUJknGKrW6lffB09meZWP7snLGMOYOC21lnACsOXKJnRcSmvqQO2juJ7eojGd/3q1pu3RkpEHvkCgI2NtYMq1/62KBKrWa5JtFXM/Jp1qPMZlVVCZncxiBJEFOk6CahZkZ3y+bxYfzJhHh05lOdjYEurnwxPgh7Fi5FF9XJ815N/ILeXLdbhqUKg05ttkAKaqs5t5ftlDTpGA7sVd3o8aJQhT0piTXNDSSX15FQXkVBeWVrbhIKYXFFNcY1mIBef5OpclZM2O6BfDIYLkMQMt5UTQZn1/PiKJTk/hbvVLJso2bSS2SuU1KtVpjgFTWN3Df5m2kN2UN+Tk6mTROBKCrg1aRO6p7EFvnLmRKQA+CXdwZ2tWXn6Nm88ygoTremc2J100STrfdkO+zGd2DcbOx1fuby2wNgXtDtQkBb545yrqEqzSLtMlZcQI1ykaePrqPw5lyuv6dZGN9kCQJi6ZQjKuVDVsmLyWsk244UCGILOoRwRfDp2veK+uSr6AQjJsFv92QKzRP9u6JheKfTQT+23vv3LkzvXr10vksODiYLVu26G1vaWmJpaXhnbUgCkxcMvx/JIvnn0BleY1JxpsoipSbqGr7d8LH3417Hxv3t/V3/HCC8cJ3Epw4ksD0ue3PGmkPFs4fSHLyLU6dSdHJEBIFAQd7a959a06HOAl7D8YZLSyoVkvs2HuFuxeZFjgzBLVaIjY+h9xbpdjaWDK4r79GJ6UZsyeG8e63Bwz2oVJJzBwf1u7vTkjPJynTcJaXSi2x/2wijy8cgWNTSu7sUaGM7dedfecSyb1dhp2NJeMHBBHYVX8o72pKHhuPxHI15aYcegjzZ/7YCPw6aw2qXr6enLiabtBIEQQI8nJv92+oVKn57ah+Eazm64vLuMW1zHxC/Dzp5e3Be4sn8cq6A5qFvvkb7awt+OHB2Ti0ED2TJIn1p6/wy9FL3C6Xn2NLMwUzBvTmianDNBk6tpbmbYrZ27Z4H5opRKaFBzMt3Hj15NWn5TRPfb2rJInCymr2XE1iXv8QxvYMJLCTC5klrTO8mhVt7x6kzTxSqyW+PnGOn05f0qlm7GRtxZvTxjGxl8zPMGUUQJPCaYt2Tw8fymAfb9ZevkLszVtYKBSM7RbI0ogwAly198aB5FQyS8v09qmWJJQqNb9euszbE8cxLjAQB0tLKuv1a3ooBIHR/gG4NRk/kiTx5fnzfHn+nMYYEQSBs1nZjA0I4KupU7Eykz1Kd4Z27oRKkihukuO3NbdgXdQ8luzeTEGNtn6QJElYKBR8NW4awa4yiTu/qpI/Eq4a581En2KsbwC9XN1N8koARntp08oPZKVw+dYtBEHUiKqpJIldqUnc1S2U0E5NBQDLi4x6RSQgsyn85GBhxUvhY3gj5qDRcfwV/O0GytChQ7lxQ7fCYXJyMr6+7SMmCqIIEoQN78kD78z/O4f4PwpHVzuj0u4ghx7cujj9zw3qb0ZdreFS5c2o6WDooRnJN25x+FA8ZWU1uLs7MHFSKN4+uoXjFAqRN16dxakzyezcHUt2djG2tpaMG9ubqMlhOHUwYyr3ZpnJnX1JaTWNjaoOeUhi47N576v95N/W8q8sLMxYPKs/d88folmQJw7vxeEzN4iOy9IZT3Oce/6USHp3b79Wz/W0W5qMGUNoVKpJzSmib7CWRO1oZ82C8fpTaFti9Z5ovtlyWoeYufV4HFtPXOP9h6Yyuq+8wM0c1psfdp9DUulfaCUJFo1tPw8ts6CEkkoTO3tR4MKNbEL8ZCXXKZE9iQzoypbz14jLvIWZQmR4sD9R/YKxs9I1HP+98yRrT1zW+axeqWLzuWtczbzFmsfnY2Npwejegbyz/ajR0JGXqyNBnfUbecZwJCHNKK9EEOBYYhrz+odgrlDwy7I5PLJ+B9dv3UYhihrDwcHKkq/umkaAm9Y4+Pr4Ob49eUHzd7ORVV5bx5ObdvPj4lkM7+5HgKsLlmYK6pWGifgqSSKks2722CAfb8wQietcgLlCZHiAH/4tKjUD7L9hvDCdSpLYk5TM2xPHYWlmxvvjx/PY7t2IQMs3r0IQsLOw5OWRWq7Q+mvX+OL8OU0/gOZhOJaRwUuHDvHZ5CkAuNvakl9leDOpEAQdz0x3l078ETWPd84c52J+HmpJIsDZmecHDWekj9abuz8jxSRvJqmkiMzyMvydnHk4dCDvRB/T21YUBCb79sDHwQmAMzezeOP8kRaXJWj6rGxsYOmBPzkz/0HszC1xtLAyWV+nWRYfYFmPfuRVVbA6OZrGfyDc87cbKE899RRDhgzhvffeY/78+URHR/Pjjz/y448/tquffmN6Mf3e8QyYGPa/WoPE1s6K4ZNDOLnvmsEwj6gQGD3trxGAVUoVaTdu0VCnxDvADUfn9st2dxR+gW7EX8k26GFQKEQCurU/pRWgsVHFB+/t5PixRBQKsYl/AOvXnWPOvAE8/MhYnbCHKAqMHB7EyOGtXdQdhZ2dZRMB0/BDa26uwExPtpIpXE++xdNvbG61uDQ0KPl14zkaGlU8tFR+mZopRD56YSa/bY9m875YypoW3c7ujiye3p+Z40Nb9d8WKESxTeThjlQzjk7I5pstpwFdbRpZtl3i5e/3sP3D+/BwscfVwZZ375vMSz/tRWzRvnlhihoczJSBrT0JkiSRcauE0qpaOrs60MVVt5hmW3Q8BOTwdEt4Otnz6CTjvKzkm0WtjJNmqCWJlFtFbDh9lXvH9qeTvS0LB4fxxxn9GSYS8PiEITr3c4NSydaL19l0Po7c4nLsrS2Jigxm8ZBw3FtUPW40UHdG07eEjiKsh4Mdmx9YxKWsPE6mZNCgUtOniwcTe3XTIdSW1tTy42n96fsSsuHzyeFTDOvmi52lBXPD+7A+Js4gsdfb2ZFBflojN6WwiJVb9pBWVILYVItKAkZ39+fjGZNwaErvrW5oLUB3J2pbSNVP7t6D1bNn8+8zZ4grKACa+FGB3Xhh+HB8m2QvVGo1X184b7BPtSSxMymJZ4YMxcvRkYW9Q/ki+pxRQ2lesJakfjwzgwf37kCl1qag37hdxN07tvL84GE83E8uRlnRUN8mwmllg7zRW9FbNgx+TdBqyTT//yBPbz4ePllzzqp4IwUOJYmy+jq2pyWwpGcEUX7BHM7VX1gQ5N9whr+WF7QnM4kf46Pl50cQUKv+w9OM+/fvz7Zt23jppZd466238Pf35/PPP2fx4sXt6uelXx7CwcHBdMP/BVj25EQunUymprpOUwPnzuNOrh0LYUmSxK7159nw0wlKCisBuW7QiIl9ePC5qTh3+udDY9Nn9yPusmE1RpVKTVQHxde++eogJ44nafppiS1/RuPiYsuChYM71HdbMWZ4T/YcMMyhUSgExo4M7hCH58ffTzVldeh/4a3ffpF5UX1xbTI4zc0U3Dt3MMtmDiC/qAKFKOLRycFo2EOpVHEj4zYNjSr8vVxwctD1JA3oY9q7aWttQU9/d5PtWo3/0GWDKa0Scvhg24k4Tf2f8X170LWTI38cvsyJq2k0qtT09HZjwZgIJvUPajXHp69l8OXWU6Te1Oqu9Avy5tl5I+nhLbvP/TycsbWy0MsLaYZKLREW0MXgcUPYesF4yq5akth0No57x8rhzWejRtKgUvPn+TgEoUXmkULB89NGMiWip+bcmoZGHli1hatZtzTzVdPQyK/HL7H5wjXWPDSPbp6ytyWosxvxuYaLISoEgV5ddH8/QRDo7+dFfz/DxPHDiamojIRuJAluFBSRUVRKgJsLz4wextW8W1y/dVsz5ubvt7O04Ou5WmJvfkUli9Zsoqoplbrl2E+mZrJi/XbWL5+PQhTp3smV89mGdVMEIMBZl381zMcXC8GMDVfjKKmtJdDVhWUR4RrjBOBGUZFRj0gzjmaksyw8grvDItl+I5Hs8jK9Y5nTszdhHrIXrrCmmof27qBRpdIxSJvP++jcaULcPRnm44ufo3ObiK9d7eU1URAEFnQPJfbmLa4U35Q1jiQJL1tH7gvup/FySJLEqbxMo7wZAYHTN7NY0jOCyb5BfBV3lszKklbniIKAtZk59wTL7/I6ZSMvnNsLNHmpJFkt9+/EP8JwiYqKIioq6p/o+n8lOvu48tmmR/nmre1cOau1Tl3c7Fn8+HimLDBe0t0Y1nx1iA2rdItiqVVqTh6IJ+lqDl9ueOQvV0A2hWGjgxk1vjfHD13XUY9qDhvMWzyY4N6GZb0NoaSkir17rhh1fW5Yf47Zc/p3OD26LYgM8yWkV1euJ93UX6dJoWDhnPb/hsWl1Vy+lm20jSTBkdNJzJ+mq3RrZqbAy9N4powkSazfHcPv26M13haFKDBuSE9W3j0K5yZDxcvDiZF9AzkVm67XCyYACyZGYmXRfhG/K8n69WCaoZYkLt/I0/msl68H79432cAZWhyKSebFH/e00oa6nJLL3R9tYPXzC+jh7YaluRnzh4ey5nCM/p29KODdyYkBPdqvAZRTVG7SQ3OrrEKTeWSmEHlt9ljuG9WP/VeTKauppauzI5PDg3C8g9z71f4zxGXn6xVTq6qr54m1u9j93N0IgsDiQeG88Od+g2NQIzGvv66HLaWgiLVnYjmelE6jSkWIlydLBoczIshfY0SU1daZrOkkt5PvLztLC9Ytu4uNsXGsj4kjt6wCeytLZoUGs6x/BJ4OWr2N1dGxVNU36F08VZJc4+dkWiajuwewIDyE1TGxBr9fApZEavlXVfUNPLJ9J2ezcjATRdSSxPmsHNbGXOGRwQN4apjsqao1UmeoGaIgaLxPDpaW/Dl3AW+eOMqe1GTN/WRvYcG94X15vP8gzdxtuh5Po9pwsEQhCPxyNYZhPr5M8OuGg4UllQ2GeTMT/Lvjai0/s0nFhczeto56lRKhRX2dmxWV3L9/O1+NiyKqW1sLHEoaXpClwox1ExZwz5E/SSiVjczmV7qLpQ2/jJmLl50jAPuzkw0Ky/1d+I+txfN/DV4Bbry/+n7yc0rIyyzE2taSoFBvFGYdz+q4mV3cyjhphlql5vatMv785ST3PW1awfOvQBQFXnh9JsF9vNi64TwFt2SdEF9/N+YtHsy4yR0LPVyMTjcaVgGorKgjKfEmoWEdq2tTWFTJnr1XiU/IQyEK9I30Y9KEEBwctOIsoijwwRtzeeujnVy4lIEoCnIKoEqNs5MNb7w4A787+DBtQbkRzY9mKESB0nLT7fThizXH2bRXN/ygUkscPptEQlo+P723CHtbeVF89f6JPPnxNuLTbmkIwc2egfGDg7h35qAOjcFgWlX7mrRCo1LFe38ckV+9d9wiarVEQ6OKjzcdZ9Uz8wB4aMpg4rMKuJicgyhA83orZ+VY8ekDuim7kiRxKj6DdcdjuZaZj0IhMKyXP0vGRNLLRxuudLSxNCl6Zmtp0crz09XFkftGGyaN1zQ0sjk63mjKdVZRGdFpOQzs5sPU0J6cSs5k99UkHe2NZtf+v6JG62T9HE5I5en1e5CQNGM/n5bNmdQslg2J4IUpIxEEga5ODm0KkXV21Hq7rczNWD4gkrsiQimprsHeyhJ7q9aJENuuJpjMiNkVn8To7gF0c3XlyWGD+fy0HoVTQWCorzdzQ7Shh+f3HuB8tlwz507y7rfnovG0s2NRhCz8Zij80QyVJBHUos6Pk6UVg7r4EH/rNhnlpQhAqKsn/Tt76YRBL+TlGA1LqSSJ87ly1qqVmRkfjprIIwd3tuKAKAQBR0srXh6k5c28deYY9SqlwQKH/zp1mPH+3bBUmBHWqTNXim4ZHIuIQF937QYyt6qCzNJyUApIomzeiJJIcXUtyaXFGkJtRkUJZv/bdFD+E5GbVsDu1Se5djYZQRCIGBlM1PIReHRgUfmr8PR2wdP779E7Obg9BlEhGuS2qNUS+7Zc5J4nJ/zjOjIKhcis+QOYOa8/ZaU1KBQC9g7WHU5dBmioN727AahvY7s7ceLUDd55fydqtaTxHFyMyWDN72f44N15hPTWur7tbC356M15pGcWci46jYZGJd0CPBg8IBCzDnKkXJxtTepRqNRq3DvZGzxuCGnZRa2ME22fEnkFZWzYHcP9d8mhFXtbK3549S7OxKaz70wCJRU1dHVzZPqoEMKDWhe7AyirrGXf6QRyCuQsnnEDg+jhqystPyDYhxOxqYaJoYLAwF7tI9ADnLqWQXm14YwKtSQRk5xLXlE5XTs5YmluxrePzmJPdBJ/nr5KTmGZzOcY0Iv5w0NxddBytiRJ4vMdp1hzOEbH+Dhw+Qb7Y27wzrJJTOkv704nR/Rkd0ySwXEoRIGovsYzcPQh83YJtQ3GyecKUeBqdj4Du/nIRvTcSQwM8Gbt2cukFBQjCDAw0Jt7h/djSDftHBdVVfPMhj1yynaL/poXu7VnY+nr15XxvbszNigQO0sLTRim1RgEgYH+3nR21N6jtyur+Ob4ebZfTaBeqZJ1Y7r58diowYR6eWraVdYbJ86rJImSFmnLjw0ZhJ+zM9+fjyapsAiATrY2LIsMZ8WAfhrxvMySUg6mGOZRAHx3Ppq7wkJwsbZmalAQe27c0GukiIKAh50dw3zk+VOp1azcu4f9KSkAGr2ZC7m5nM3J4Z2x41gU2rQha9OrT9tockAP1k6dy3vnTpBYIivMigiM8w3klSGj8XaQPRe5leWcvWnY8yohZxsdyUxjSmAQ9/Xux6PHdxr8dnOFyPzuslBbWX0tyw9splaplHVQ1PL4mleYZ0/tpZuTK+FunbG3aFs9rL+C//MGytHNF/j3E78BaBbyjMQ8tv94lH/9dD+DJnZsd/+fgIK8MpPSqFUVddTVNmLzF0TS6usaKS2uwtrGwiT5VhAEnF3+HoJuQKBpzoMggK9f+7Me0jMKefu9Ha08NJIEtbWNvPjyn/yx5sFWmT8Bfm4E+LW/vos+ODnYMLR/IGcvGc7AMDNTMG5YT73HjGH3sXjj3Ai1xI7DcRoDBWQS7sh+3RjZz7QK7ObDV/js9+OomjwtkiSxZlc0o/p1482HJmPVJIm/aEIkR2NS9PYhCHJdohkj+ug9bgw3i8pNGncg1w7q2lRk0FyhYObg3swc3NvoOSfj01lzWE5LvpPYC/Dqb/sJD+xCFxcHhvT0JdTXk+s5BXpTdq3MzVk2SjfTqbiyho1nrrLrUgLlNXV0cXFg3uBQZg7oraki3JbEAEkCsxbcI1EUmNOvD3P69aGxKR1YH7F588V4VGrDjn9REFh7JpbxvbtjaW7G61PH8NzW/a08F6IgYGluxosTR2o+K6ioYv6q9RRVaavnSsCZtCzOpmfzw+KZDA2UF/vODvbklJUbvD6FKODj7KjzWVRwEAHOzhy6kUpdo5JBft4MD/TT0So5lp5h8t64VVlFSlExPd3d+NeIkVy+eZNblZU6RopCEDATFXw5ZapmHrcmJrAvpfX93Hzea0ePMMLXFy9HRwZ39eZMTrZRXtBgL21YsUGlYkdSIkkFRSgEQSPUdiI9k5FeWSzqI69VeZWmCxyKgkBuU7up/kFcLIhkdeLlVgUOBQS+HT1DEzr6MyWeqkb9YSa5X5Gfr1/iq1HTmOwTxLuXjpocy1/B/970mDYgIyGXT1auRa1S63gZ1CoJpVLFuytWUZBdbKSH/2zYO9mY9FCYmSs6XACwrLSarz/cw7yxH7J8+ufMH/cRz97/C1eiDasj/p3o1bsrfn6dDBJAFQqBgYO64e7efjL1lm2XMLTFkSSJ2rpG9u7/a+JyuXklrF53hs+/O8S6zRco1qN188CS4Vhamhu8xgeXDMfeznRBszuRX2iaG1FSXmO02J4hHIlO5uM1R1Gq1EhNGhTN33UyJo23V2m1WsK6d+WFpWMRQCPmBvJiamFmxr8fn4GrY2uDtq6+kQvXszh9NZ38kspWxx3trNq0e2vWbWkP1h2P1Vnw7oQkwZbTspy7QhT59v5ZDO4hL7qyUSCf6+lsz8+PzMWrRWglq7CUuZ/8xo+HLpBXUkFVXQMpN4t4d8tR7v3mT2qaPBWB7q64mBi7WpIY0qO196lRpeJ2eRWFFdV6+VtXsg27+5v7vZqrrTU0LTSYbxZMx7+TLudpgJ8XG+5bQA8P7QbhgwMndIyTZqgkCZWk5vmt+zUZRwv7hhoN76nUEnPDtcZraU0ty3/fzMyf/uC709Gsjr7M/Ru2M+6bX0jI1+r41CuVbXJe1DeNw83Wlu2LFnNPZCT2FjK51EwUiQoKYseiRfTtoiVPr4mNNbloboiX7415vUKwUCgMjkUlSdwXruWWvXb8MFuTZJE3tdRsEAvUq1T869gh9qUmA+BsZfqevrPA4bORwxnXJRBJTZMCI1gK5jzaZxBjvbUiqMdz040yVlSSmmM58vu/q50jC7qH/83lAXXxf9qDsvPnE3I1SX1TLsm7yN1rTnLfq7P+5wf3N2DU5FB2rjtn8LhCITJ6SmiH0rTLSqt5cvkqCvLLdDKPrl/J5sVH1vDSe/MYOaH9O9/2QBAEXn5lBk+u/I36+kYdb4coCjg72/HkUx3j15y7kGpUm0aSJM5Hp7FoQfu5F0qVms++OcjuA7LAW/NubtWak9yzeChL7xqsMSz9vF359v2FfPrDYeIStWRRV2dbViwaRtS4EENfYxQOdtYmuRHWVubtDk9JksSqrecM6qaoJYnDF5J5cG4pPk0k3rmjwwjv3pXNx65yJTkXM4WCoaH+zB4VioeLbvhKpVazasc51h28TG1T6QRBgOFhgby4dCxuTYKNo8ICsTBT0GBAc0MAfD2d6dal/WHcuAzTxQKvZtzU/O1gY8W3D8wiLb+YU4kZNChV9Pb2YHAPXx3DU5Iknl2zh7LqWp3+m//rek4Bn+0+zb/mjMFMIXL3iH58uveU3jEoRIFIv670bJGZ06BU8tOxi6w/e5XSajk04u/mzIrR/Znet5fmnlOIgskaMXeqn47tGciYoACSbxdTXltHVycHujrpbgxKq2s5kJBicO4kCYqraziRnMG44G4s7BvKjmuJpBYW6w2v3BURQmgXOSSkVKu5Z91WbhTIoQ+1JGku4FZ5JUt++5Nd9y+lq5MDwe5uRjklAOaiiH+LCsxmgoCNYI6FWoHQCGZmovy3qMsRvFFUhDGTXi1JJBbKY+xkY8OPU2dw/+4dKNUqHc+FSpJ4eehIhnjL3Lm8ygo2JcQbFWr77MJZJgV2p7uzK92dXUktLTbY3kJUMNFf1heqaWxgwa6NJBUXIkmCJixV26jky5jz1KtUvDRI9oIZy9hqRksht7cGjqemsYEdmbJh1aYy3O3A/2kPyqVjCUYXIbVKzeXjif+DI/p7ERzmzYCRQXp336IoYG5hxvx7R+o50zTWfne0lXECslEnAZ+9vYO62n+WwQ0Q2M2D73+8lwmTQjUiaNY2Fsya05/vfrgHtw54TwCT5FuQNVg6gu9/Psaeg7L3Ra2WPQzNPJeffzvNzn1XdNoH+rrxzXsL+ePre/noldl8895CNq96sMPGCcDE4cFGjROFKDB5RC+Dxw0h73Y5GXmGCwWC7EU4cUmXA9DNqxMvLh3LhreX8/sbS3h49tBWxgnAO78e4pddFzTGCcgL25m4dO57bwNlTZWO7W2suHfyAINjkICVs4br9TAm5xRy5HIK0UnZevVDFArTe0J9hl2gpyt3j+7HA+MHMrSnX6vnMi7rFjduFhpNSd5+IZ6qOpmbcfeIvswZIG8Cmr0yzZ6dQHdXPlkyVXNuo0rFI79s5/vDFzTGCUBmYSn/2nSQrw6c1Xw2tLtxzo9CFBjcrXWb3NJyTiSlcyIxnZNJGZTX6nKAskvLTHq1FKJAWpGsRGprYcEfy+YxJ6y3jny7s401z44ZxptTxmo+O5qcTkL+bYMZP7UNjayJljlXw/x86eJgb9ALphAEZvYO1mislNTUMue3DXx7PprS2joEBBqUKjZfu870NX9w7Va+5lxTMvMiciZMM4b7+LFnwVJGePthb26BjZk5wa5urJ0xl/sjtdILB9OMc2YkIKWkmIyyUgRB4MUmwqyhO/XhiAE4WsrXtzb+ColFhQaNth+uXCS5ROb0RLp3Neo9VAgCke5aj1JqWTFHszMQVCKSSuhwMVZD+D/tQWnLbJlSCP1PhiAIvPzxAr54czvH98YBciqjWi3h3tmJlz6+C++A9vMl6mobOLT7il7NFgAkqK1p4MTBeCbOMK0kavB76hq5HpdDQ70S/27ueHZ20tuuq5cLzz43laeenkxdXSPW1hYdkqxviV49OxN9KcOwuJwo0LtX+3Uxyspr2Lo71uitt2bdWaZODGu1yPl0dcHHRC0dSZI4FZ3Kn7tiSEiWM276h/uxYHo/QntpSb0RvbwYEOrLpWutY+CiKGBlZc6i6e0vPdDScDAEURQ0oYr2ICEjn91nrus9plJLFJRUsv7gZR6eLfNm7p8qp3b/vC+aRqVKk31kb2PJSwvHMCpct37X9cx83vn9MDdyCjWfOdtZ8/CMIcwdoeWiDe3lx+HYFCPEXhjaq/01neKy8k1yI+qVKlJuFRHh3xVRFHhjzjhm9uvN5gvXyC4qw9HGiikRPRnfpxvmLTIAt128zvnU1nXMmr/px6PRTAoLokfnTkwPD+bLQ2epqtcvfqZSS9wzTBt6aFSpeGfnUTZfitfRbvlw7wlenDqSBQPl9F6bNqShqyVJp52DlRXvRI3nmTHDuJSdh7W5GQP8vFsZAnsSbphUkt1xLZGXJ4xCIYp8MX0qyzZspkGl0lmYRUHA19mJ50cN13z2/rETZJe1Nq5UkkSdUsnjO/dw9IF7NUJve1KSDXoa1MC4QO19l1RUyLItWyiqqdEI0SUWFLFi2zY+nzKFyd17AFDV2NAmobaqBvm5GusbyJfjonjl5CHKG+o1HjFzUeSRiIE82U8rMPj79StGlWEVgsCGxGu8NnQ0i3qG8f21CwbbqiSJe3vLhpVaknjgyDaqGxuasuIEUP+9Po//0wZK6NAenNh2yaAXRVSIhA7t8T88qr8XVtYWvPDBfO5eOZ7okzfkxb6HJ+EDAzqcuVN0u8JkBo2ZmUhOZlGH+lerJdb9eorN685RU6NdyPoPCuSJF6bi7umo9zyFQvzbKiLPntmP80a4NGpJYnpU+9V9z19MN+q1A1n/JCn5Fn2C26cNI0kS36w+zsadMTq1gc5eTOPUhVSee3g80yfIi4UgCLz/7Aze//4Ah8/ekHdaTS9IL08n3n4yii7u+ufZGDq7OWBuJtKoNHyNSpUa/w6EVnadvm5S9GzbiTiNgSIIAg9EDWLB6HCOX02jvLqOzi72jAgNwMJc99WWlH2bFZ9sajXu0qpa3vvjCHX1jSwZLy/KS0b35eDlZL1jEAUBG0tzpg/U9T6p1RIXbmRz6noGjSoVvbw9mNQ3CGtLc51zTWlSgK5iryAIRPh1IcLPuLG8/uxVo2EbhSiw+cI1Xp45GjsrS368ezb3r95KVX29xphWNBkAr04fQ39/rbH74Z4TbL4Ur6kj07xxaVCpeGvnURytrZgcGkQ3N1d8nB3JKS03fJUSjOupJWE3KFX8cjaG36NjKWqq9NzTw40HhvfXKVhYVlNr0jtT2cIojujSme3LF7Mq+hI7E5JoUKlwsbZmUXgo9/aP1HhPymrr2JWoP4MH5Hsut7yCs1nZDPPzZUXfvuxJvqF3rhWCgLutHVN6yKGVqoYGlm7ZotGIaR6/1CTM+PiePexc5EQvd3f8nUwLtSkEQZPJA7IXWN0ggVK+T5AkJAGUSkmTbixJEnlVxkm1Kkkiq6IUAC87Rz4dMZWnTu5BQEv+bTYOHwoZoOGsnMrLJLvSMMn578D/aQNl+n2jOLo52uBxSZKIWj7C4PG2IDetgKPbYigtrKSTpyPj5vbHw/t/Pn3Zo4sz0zrAl9AHaxsLk23UUtva6cNXn+xlz7bWKbAxF9N54v5f+Wb1Clw6qKzbVvTv58+iuwaxbuN5ncVeoZAl7Z9aORGfDvyOtXUNJuvayO1MeyLuxLmYdDbulLNL1HqySz75/hDhvb01XhhrK3PeejKKhxcN59yVDBobVfTwdyc82Etv6KNRqeLY+WT2n0ygtKKGLu5OTBsTwsAwX017O2tLJg4OZt+ZBL2GhCDI4ZdRbcgEuhO3S6tMEntLmyout/SgOdhaMX2I8cycL7aeolGlNrjIfb39DDOG9sbexooQP0/eWjKR1/84KHPVms4RBLCxNOfbR2fjaKslLheUVvLY99tJySvCTBRBgD9VcXyy9QQf3xfFkGA5XDKoh4/J+8Le2pKeXVt7PVVqNdV1DVhbmOt4TpqRVVRqnNyolkgr0CYEhHp7cuCZe9gac53jSek0KFWE+XTmrgGhOnV4Ciuq2BAdZ5Qb8eXhs0wK6YEgCDw+egjPbd2nt60oCMwK76VJSW5UqXh43XbOZuToeLJv3C7k6c17yS4p46ERspfM39WZ6GzDon8C4HUHJ6azvT1h7h5k5JdQWluLv4szYZ6e2LUoxpheUmKyyKFCEEgsKGSYny99PDz4amoUT+7bS6NKhSAImoXcw86OtXPmagoL7khM1BQOvBMScjjol8uX+WTSJMYHBOJkZUV5XZ1BobYp3XrgbC0TZA+mp/LUwb1N194cWpG5Ld9euoAoCDwzaCiCIGBrbmFUUK1ZZ6UZk3y7s7dLNw7mpGpiSGq1RB9nD+7tpQ1LXSm69V8dlL+CoAg/HnpnHt+/8qdOwT6FQlYWfOaLZXh1sEaMSqnim1c2s2/dOUSF2LQoSfz++X7mPTSWe16M+ksaIP8v4ermQFDvriQn3DQYAlOr1Awb234OQ0ZqgV7jRO5TorSkis1/nOOBlePb3XdLpKYUkJtbjK2tFWFhPlhYtr7V779vJH16d2XztktcT8hDFAT69/Nn7pz+Ohoo7YGvt2ub4rCmQjn6sGXPZaNVlQVBYMeBqzx+72idzzu7OzJ7QrjRvssra3ninc0kZ9zW7JZSMws5dj6ZkQO68faTUZg1LYyP3jWcmMQcbpdU6iwYYhP58vWHJrXyYLQFzg7WKETRKFHP3say3eG9wvIqLiQaV+xtVKo4FJPC7OEy72fawF5EduvKltPXuJpxEzNRZFhvf6YP6q1jnDSqVDz41RZyisoAXVGwmvoGnvh+O+tfWEy3Lp0I9HRlcJAv0SnZ+o07YMmICJ1aOGXVtfxy9CJbzsVTWVePQhQYG9qdB8YNoEcXrSFjY2FukDAMsnFgZ6W7oXCysebe4f24d7jhMhRHEtNMFrHLKi4j9XYx3T06MS20J6U1NXx08JSmPowkSagkicm9e/D61DGac7fEXudMeuvfpfnrPj96lvHB3Qh0c2VeeB/WxRjPqlvUN0zz3/kVVSz5bRPZpeUab0dOaTnHUjMYHxTI57OnYq5QmOSUgGygWrYwCid1787+Tst57/gJEosKMRMFRgcE8MzQodhaaOf4SHq6Ua+WSpI03BNLhRkfj5vEg3t2yHVt7kh3drW24cWhI5rmR+Kjs6eM9v1DTDT3hUfiZGXNjO7BbEiMM+glUkkSUYFBmmt9YP8OTudlQQtCLUBSURFztq9jz9xlOFpaYSaIbfII/hX8nzZQAGasGE3PSH92/HyMuDOyUFvk6F7MuG8UAR1chABWf7SH/evlDJo7hdL+/O4IDs62zH1ojL5T/1dg6YOjeWXl73qPiaLA4JE98Q1of22Wg3vjjFZ3Vqsl9u2M5f7Hx3XIwEu+cYt/f7yX1NQCzWd2dlYsXT6MOXP7t+pz8KBuDB7U/t2+IYSH+NDZw5GCwgq9hoQoCvSL8MOjA+TehJR8g8YJyHN3/cZNg8eN4e2v95GW1SJDAq1n5uTFVH7adJaHFslxexdHG359cxE/bz/P7pPXqa1vRAAG9vHlvpmDCOneOhxx4VoWmw7GEpd6E4UoMjTMn7smRtDDV3sPTRncix0n4w2OUSEKTBvW/syxovJqk20UCpHbZbpp4F1dHVk5Y5jR845eTSXzdqneY1KT92XtkRjeWjoRgA8WT+aB77dw42ahxhBsDmtNigji/nHakgklVTUs/WIDeSUVOr/JkbgUjsen8f0Ds+nXTX6HTQ4PYtP5OKPhsQmhuuHsmoZG9sYmcSopg0aVmt5eHswZ0AdPJy15ubq+oU1S91Ut6hwtGxRJVEhPdlxNJKe0HCdrK6b0CaKbu65H8o/oK8bDUoLApph4Xpo0kt6dPVjaP5zfLl5p1U4UBHp7urMgUssjWrllF3llcmijuf/mBfrwjTS+PX2BJ0YOoae7G262thRWG79HRgZoOUeHUlJ5ctc+GpRKjQdlbfEVjians3r+HPyasoMaVEqTy3dLkvY4/0DWz5rPu6dPEHc7XzMHU7r14OVhI/G0k3+X5JJi0kpLjPerVnMwPZX5vUK4P6wf25ITqFMpW3kQFYJAn04ejPSWr+9kTiYnczP19qmSJG5WVfJb/BUe6zuIEV39+CjmpIkr/Gv4P53F04ygSD+e/+Yefr/yPr/FvsdTny75S8ZJZVkNO345aXSnvPHrQ21WQv1PRP+h3Xn2zVlYWJohCDLnpDldeeCIIJ5/e3aH+i0qrDAZS66uru+QOmx6+m2eXPkb6em3dT6vqqrju28O8/tvZ9rdZ3shigL/enYqZgqx1U5fIQrY21nx5MPjOtR3W1KCLczbXzoh+2YJZ2MzDC5CkgSb98dS14Ig6+xgw7PLxnDwu4fZ9cX9HP7xUT5/brZe4+SHLWdY+dEWzsVlUFFVR2lFDfvOJLD8tT84eE6rwhrRoyvDwvz1GqYKUZakXzyxNSlbpVYTm5zLsZgUbmTdbrXjd7E3XYtKpVLTycF0uztx9Eqq0awHlVriYKyWz+JsZ826Jxfy4dIpDO3pSx9vDyaE9WDVw3P4YMlknd/4012nuFna+nlRNWWGvfD7Xo2OzdJhkZgrFHrHohAF/Do5Mz5Ea4gn3ypi8ge/8MaWwxy9nsbJpAx+OHKBiR/8zK7L2sxG307OJo0TURDwctHlM1mbm+NibY2LlTXOVtY46JG6zzAVlpIkUgu1PLdXJozilQmj8LDXhn+tzc1Z0i+MtUvnYtXktbt2M58refkGPQYS8NvFKzQolZiJIg8PMkwWFwWBiT2649tkdFwvuM1j23fToJSND3WTdwjgVkUlyzZupr6pbk8fD49W6dp39t3HQ+vBr1cqWRMby7WbBShUAmZqEUkJ+2+kapRrAcrqDCsot+y7uZ2fozPrps3H3UbWGxLQZv8M7uLDmqlzNLynzTfijY5ZLUlsSJI9WSGdPOnv4WW0/V/F/3kPyj+ByyeTaGwwvoBWVdRy/WI6EcP+Ggm3oUGJKAiYdWDh+asYHxXOkJE9Obo/jtysYmxsLRkxrjf+3TsWFgNwdrEzrE3TBEsrcyz1hGRM4ZefTtDYqDLoZfhtzWmipkXgbEIN1xBS0wrYtOUiZ86m0NiooluAO7Nm9GXsmF46xkhILy+++3Qpq9ed4cz5VNSShJmZgvGjgrl78VA8O0BOBRjSP5ADx64bzS4Z3C9Q7zFjuBRvPPwBUFPXSFJ6AeHBuoa9hbkZ7nrShZtxPi6TX7bLWQH6VFnf+H4fId270LmTA4Ig8MEj0/j4j6PsPq17nUE+7rz1wBTcnXW/a9+5RL768xSFLbwf3bw68cKSsYT3kEnIHs729O3hRWxKnkHj2EwhMq5v+5/V2oZGkwZ3faNSUywQ5IrUkyOCmBwRZPCcito69l1OMuoRKayo5lRiBqP7BOLTyYlV98/hiTU7KamuxUwUkZCNtx6enfj6npma0FFNQyP3r9qiSUeWWvSJBP/aeAAfVyfCfDszMsgfF1trSqtr9XMjRIFRPQNws9c+UzuvJPL2jiNUNzRiJoqoJIkP955g0aAwXpgyUrMYWpmbGZTQB3mRbRkyEQSBZQMiGNs9gB3XEqlvVDKyewCRPrpG8YWsXJPZUhV19SQXFtOnswdLI8PJr6zix+hLGqKwQhRRqtUM8vHmwykTNOf9HB2jM2ctoZIkblZUsvdGMrN692JRSCirLl0yOAa1JLE8XEvEf+nwIQ6kpjYdQxPrUkpq3jp+HBdrG6b37ImXg2nvq1qS8HFw0vxdWltLZXW9TKhteldJKomC8iqqGxtxahJ/K6iuMqkhU9SCV/P9mBks3LeR5LKOJUyYwn8NlA6grfof9TUd0wmRJImjO2LZ9usp0hJll32vSF/m3DeSIeONkwH/btjaWzFtnmG9ifZi7MQQtm8yTFwWFQITpoS1O7xTXlbD+XMpRr1aarXEsaMJzJ7T/vTa02dTeOPt7QCa8NSN5Hze+2g30THpvPRclI6R0i3AnXdemUVNTT2VVfU4Olhj1QZF34ZGJeZmCr3XPy+qLweOXdfrFhdFAWsrc6aMaX8IRK2W2kTsNRZeMoQNB4zzZiRg+7E4Hp4nh1Iszc145e4JPDxrKBcSsmhsVNHT14Mg39bhxB0nr/HO6kOtPk/PK+bhj//k+xfmE9ZNXrxWzh7GfR9vQlJLeq/z/qmDcLpDufV8QhbrjsRyLeMWClFkeIg/C8dG0MNLy/0I8HTlTEKmUfKmr7tzu+/nnKIyGk1kgylEgZRbRYzuIxulEX5dOPKv+zkcn0p8bgFmCpFhPfzoF6BbS2lvbBLFVYYLUAoCrDkZw6dLozBXKHhvzkQe/X2HJmTV8vsdra14YfJIzWdHE9N4sUVV5WZOjgT8ce4KoiDw4tRRAEzu3YOtVwwb3GpJYkKv7pq/axoaeW3XIfbGa6sI/3DqIiFdPPhkzhRNMcS2Skc0txMEgedHDWdm72C+OH2OnLJyHK2sWDGwHyP8fXXm7lBKqtEFXBTgcEoas3r3wsfJiXfGjuNfRw7rSMw3G0/zevdmag/ZKM4pL2dHYqJRMvIX584xLSiIrvYODPP24Vxujt6xCICjlRVj/AMASCi8zQN7dqBSq2VCraq5nUBGWSlLtv/JgUV3Y6FQ0NnO3mTxRDcbrTGqEETMVWagFECUMKpi1wH8/yLE83fDt4en6UaAT4/2exokSeKbN7fzyfMbSb+hlZtOupLN24+u5Y+vD7e7z/8kBPXqwsixvfS+sEVRwNbGkvlLBre739KyapMLrEIhUFzUWm7eFMorapvq9qh1uDPNL8nDRxLYd0A/gc/GxhIPdwejxklNbQNrN5xl9tJvGT/zU8bP+pR3/72HjCzdXUk3PzfeeHYaCjNRx5UvCGBjbcG/X5+Ho0P7pd1DenQxOXfmZgq6+bZfUycu5aZJ3syVG3mtPnd1tGXK4F7MGBGi1zipa2jksw0n9PcpyaJ4n7c4HuLfme+enIO3m5NOW1srC56aO4L7puga4d9sP8MjX2zlXEIm5dV1lFTWsPt8Aove/YODl25o2s0eGmLScFswIrzVNZ9PyuL13w/y5A87+HDzMVLydH9rK3PTxqwkoQlrNMPcTMHk8CCeixrBU5OH0T+wdcbWyaQMkxLzJ5MyNH+PCPJn9X3zdFKPzUSRKSE92fTIIk14R5IkPjt42qB4mAT8cf4KhZUy3+OewX1RiKLBsJSvixMTguWwlFot8fC6HTrGSTMSbt1m0S8bNf329e5q0qtlZ2FBdzetRP/R5DTu/n0Lh66nciOvkAtpOTy+aRffn7moY/A06BH2awm1hCbEA7AwNJR1c+cR7tlZc51e9g58NGEiH4yfoPltDqalGjViJSCjrJT0Upnv9Orw0ViZmbcKrzT/9d7o8RoC8KrYS3Jqs55+VZJEZlkZB9Nlz83coD4mDDCBBcFars+jB3dyo6QQQS0gKEUE5X91UP6fIyjcF98enuSkFugnQipEQgYG0qUDReUunrjBnnXnAZBa9N38Pb9/eYgBo3rSvU/HOTT/r/H86zNxdLJh747LKFvoUgR09+DFN2biYUCwzRicnWxNegFUKgkX1/aHd/YfiDOqKisIcm2fqZPDDLYxhOqaela+sJ70zELNb9zYqOLIiUSOn0rik3fmE9ZHW1Bs1OAe9PnhAXYdiiM+6SYKhciAcD8mje6NnQGNmKKSKqKvZMphKX93enX31HkZBgV40Lt7Z5LS8vXuZkVRYMrIXjh0oCZQWzJuOlKK4dSVdKrrDHso1ZJEfPotsgtK8fGQJff79vBi21t3czXtJrmF5djbWDIw2BcrC93X4OlrGfy8T/by3RmWEoBXftlPaEAXPF3s8XFz4smZw/ls+6lWYQVBEBjQw4s5Q7WKwNV1DTzxww4upeRqyLEKUWD98SssHBnO83NHIQgC/u4udHVxIK/EsIaFWpIY1Vs3pFfb0Mj+2BvEZ+ejEEWGBfsxtKefjrZKo1Jl0iC9s0ZTX7+u/HrfXIqraqiorcPN3ha7O3glmUWlpN02Tt5UqyWOJKSyYGAYAW4urFo8i8c37qKirl5O0Ub2ugR2cuWHxdqw1Jm0LC5kthaiA3mRLaup5bcLsTw9bhgRXp0J9nAj+XaRwQrFC/uFaoy7M+lZPPLnLo0h0nxGnVLJZ8fPIEkSjwyXycvdO3XiRmGh0UKLPd217/2i6mr+feIMsTdvIQqyxyG3uILPT54lyMWVkM7yZre2sbFNxS+rm4Taerh2Ytv8Rbx45ACX87UbWW8HR94YOYbRfgGaz/anpZg0Og6mpRDVPYhhXr6M9vHnRE6mXkKtl70jS3rL77nrRbc5e1P/b/J34b8GSgcgCALPfr6E5+Z9RUNdo04Wj6gQsXOw5vH353eo791/nEVUiK0yg5qhUIjsXneOp96b16H+q6vqOLgthgPbYigrrsKtsxOT5/Rj3PQILCw7VlSwvTA3V/DYs5NZumIkl6PTaWhQEtDdg+5BnTvcp6OTDQMGBnIxOt3gjlYUYfSY9qdGJyXng5F8A0mCjMwilEqVJhW3rfj5t9M6xkkzVCo1klrg9fd3sHnNwzr9dnKx4567htzZVSvU1zfy6aoj7D92Xaf/bn5uvPb0VPy9tTvIt56YysOvb6CopFpH90OSIMjfnceWjdL7HZIkUVvfiIW5mV4S7+BQP45cSDbKmxkU4mvyWu7E7dIqo6EjTbuSSo2BIn+fQHi3roR3MyySt+7IZYOCcRLyIrvt9DUeni7/BsvH9cPbzYmfD0RzPVvOHuvkYMuCkeEsH9tXR7fktd8OcDlV9hg199/8/+tPXKGLiwNLx/ZFFAUemjCIVzcc1DtGURAYH9odnxYeoQsp2Tz16y6q6ho0i/2GM1fxc3Pm2wdm4eUqezp6e3twJjnL4GIoCgLBXXW9VpIkcS0nnz2xSZTX1uHl4sisfr3p2oIcW1Fbr39CW/YtClTUadsN9Pfm5DMPsP96MtduFmCuEBnRzY9B/j46xu3OuESjoQeVJLHtSgJPjxuGIAh8PXcai9Zu4nZlleapbTYABvt788QIrZf2oyOnDHoYAL49fYHF/cJwtLZied9wXtrfOqzYcp4WhMkGaYNKxdKNW0gvlo22lryS21XVLNm4mT33LMXL0ZFAFxeTeixmooiPk2NTXxK/X7lCbG6+Zl4UgkBOSQU/RF+iX+eu2FtaIkmSjkdHH9SSRG1TG1EQ+G7CDJ48vIcDmSk6c9LL1Z2fJ8/SaKacyMkwGQ76q/ivgdJBdOvjxVe7n2bdlwc5uSsWlVKNuYUZY2b3Y+HKCXh4tV/nAiAlPs+gcQLywpVyrbVLvC0oLqzg2eWryM8tkW88CcpLq/nyeh77Nl/ig5/vxbYDu+SOwtHJhtF/Y8HB+1aMIvZyFkqlfqLswsVDcHFpvwCcmUbnxnAbQaDdyr11dY3sORhncJFVSxKlZTWcuZDKyKGGCZX6IEkSr368iwuXM1otROnZRTz68gZ+/XQZHm4y4a6zuyNrP17GtoNx7DkeT3llLZ5uDswcF8aUUb2xvMPLUFVTz/pdl9h28CpllbUoFCJjBvVg2awBBPpod5ALJkZy6PwN9EEUBCwtzZg+sv01h1wdbdrEidFXKdkUrqbfMpq5opYkYlN0n8ExYd0YE9aN8uo6GlUqnO2sdbwWADmFZRy9mmo0c+XXwxdZMCocc4WCGQN6U1hRzVf7ziAgNIVlBFRqNUN7+vHmAi15M6OghEdXbdekrbZc7HKKy7j/u81se345VhZmzB0Qwqqj0Qbze9WSxJJhWvJmbUMjz/6xhxOJGU3XJJNpfzh8gYfGDeKR8YMQBIEuzg6mvZhqCe87Mn7yyyu5cbOQxJwCLBQK3G1s6dXZHScbbbhSX4XkO1Fao61B5O3syO4HlvLnlXi2xyVQVluHr4sTCyNDmdSrh8aAyyguJbGg0FCXgGxoHLqRytzwPszu04sT6RkcSJZDIs0jal6o3xw/Bi9H+foOJaeSUlSst0+1JFHXqGT1pVheGTuKsQGBuFhbU1prgIwsCEQFBWnIrD/FXOK3q1eb+pL5JM23bMzNPJ4/eIDvpk1HEAQCnV1IKy0xms7dw0WbAr4n5QYHU1J1khlEBOJv3ebHy5f417CRCIIgC9WZLDv51/BfA+UvwCvQg+e/WMqTHy6gqqIWO0cbvYJg7UFbzre06th3fPLyZgpulum8QJr/Oy3pJt9/sIdn3pnTob4BGhuVnD6SSEJcNqIoEjEggP5Du3fIhd8RBHbz4NPPF/Pvj/eSkaF96djYWLB46VDu6qDS7oB+ARw+mmDwuCgKREb4tltALP92OXUmFGXNFCIpabfbbaDEJeZxLka/lL9aLVFTU8/6HRd5coW2IJuDnTXLZw9k+eyBes9rRkVVHQ+9toHsmyUaI0GlUnP03A1ORKfw2b/mENFLDkv1DuzMKysm8u5PBxEErbdAaDJOPntmFk72uryZm7fL+fPwFU5cSqVRqSI4wIP54yPo19tH02ZEeCBWFmbUGcimEwTo7u3WIcl9Y2nDzTB0T7cUcbsTZxIyjTniACiprOVGbiF9fGXX/4pxA4jqG8z26OvklpRjb2XJ5MggQnx0w3S/nbiMSq3Waxyo1BJ5JRUcvJrM9P698HSy5+15E/jXpgPyIqTWJW/O6tebKeHa++2NzYc4lZTZ1Jfu5um7w+dxd7Bl3qBQ3OxtGRkUwKlk/SnrAmBvZcnYYG1YalN0HG/uPKIzjouZufxwPJpVd88m1Fuehy5ODiarc7dMPwaoqm+goKyS26VVVNc3YCWYUVBeRYNShZmF/PuVGFB6bQmFIFDSZPw01/lZf/Uav1yMIbtMlnrv7+3FQ4P6M8xP6w3ck5Rssn7QzoQkXhk7CguFgs8mT+a+7ds1wnYtv9/dzo4Xh8k6RA0qFT8YyQ5SSRIHUlPJKivD18mJZaERvH7iiMH2akliQW+ZV5JbUc4LRw7Q7OxpFmprHs3PV2IY2NWL8QHdCHXz/EdVZOG/BsrfAgsrc1zakKHRFgybGML2tWcMelEEQWDoxPbvOHPSC4k9n2bwuFotcXTPFVY8MwnHDqThJsXn8vpT6ygrqUZhJj/829efp7OXM+98uQQv304mevh7ENyrK6t+WcGNG7fIzSnBxtaSvn39sPwL4auRI4L48ZfjlJRU6921q9USC+YZX9T1wbwNqeNqScLCov0p5gdPJGhk+/VBpZbYd/S6joHSVvyw4TQ5LYyTln1KkppXPtvNju8e0ISlokb0JiyoC1uPxHE1OQ8zhciQsACmj+yDi6Ou9kh0fBbPfLpdJiQ39V8cW82JmDSWRfXnkfmyC9/GyoKHZw/jsw3HW41PEOQX6xPzR+p8rlKrORaTypbjV8nJL8XBzprJg3oyY0QIDi0Mi8G9fTkWm2o8LBXc/rBUo1LecZpS32y8QxHW09mehyYaN64PXjUcRgN5zIfjUpjeXw5xTu/bC99Ozqw+GcPJxHSUajXBXd1ZOiySKeFBGuMnt6ScvVduGB3xD0cuMHtAHxSiyAtTRhKblUdVfYOuyrAgL3JvzRqv4ZXEZObx5o4jcjp0iwVZkmSBuAdWb+XQc/dhb2XJnIjebInVX0hS7l9gfj/tezHx1m2Wrv6T2oZGTd+5peX8+/Bpdl9LYu3d87C3ssTT3nCKfDNUkkQXB2278rp6YjPzuFVYgdA07MSc21zpcovBPt4az1lFXZ1JTklz8T+A4b5+bJp/F++eOEHMLTl700wUmd6zJy8MG46brfxeTiy8TWltrd7+miEAJzIzWBYewYLeIRzOSONUdqbO79hsPL06fDTeTV6f9fHG1XoVgsDqq5cZH9CNEd5+dLGzJ7+6yuR1dhT/NVD+wzBtyRB2rztHo1pqlS4nigI2dlZMmGNYmtoQEq5mmWyjUqpJuZ5Hv3Zqt9zOL+elR9Zq0q9VLYivBbfKef7B1fy05XFsOljor76ukWOHrnNwz1VKS6rw6OzElOkRDB3ZU2MMtYQgCPTs2YWePdtfjVgfLCzM+OSDu3jm+Q0Ul1Rr3NiiKMt4P/HYBPpG+rW73y6eTnh1cSb3ZqnBNmq1xJAB7Ve6LSuvNWicNKOmtgGlSt0mATjNOXUN7DGixaKWJErLazgdk86ogdoUUW8PZ55YNFLvOc2oqK7j+c93tiJxNn/X2t0X6RXgyej+cr+LJkRiphD5busZqlrwHzyc7Xlx2TgG9NJ6XJRKFc99s5PTVzM0L+aC0ipScwtZf+gyP754F17uTgAsHhvJkRitMFZLCAJYW5ozY6huun98Rj6/HYrh1LV0lCo1Qd5uLBwTweQBPTWLfU9vd5MvcjOFSIBna69PaVUt+aUVOFhb0bWTY6vjdY3GeQaSJIdqWiLMtzOfLY0yet6JxHSTXp/88ipS8ovo2cUdX1cnNj68iE/2n+JoYprment18eDJCUMZ0k1r2K0+E2NQpVYtSVTW1bMjNoElgyOI8O5CVEgQe661NpYUgoC3ixOL+svkTbVa4olNu6nRo1GjliSSC4r49PBpXo8aS1cnBwb6enEx27BGjp2FBeOC5Gewsq6ehWs2kl1ShkqSNFkzlfX1fHnyHHnlFbw/TQ69Bbi6cDE3z2BoSgB8nZw0f9c0NPL1mQvEZt/CXJRl5CWlxM64JLo5uvDQIDnTrMFE+jnI78DmduYKBd9Pmc5TB/ZyODMdVZPXw87cgvsj+nFPuFb88HL+LaOhNJUkcaWgSeVWFPlh4gwW7NxEnbLxH+Gi/NdA+Q+Dp7cLb626lzcfXkNtTb3sbhbkOjX2Tja88/N9OHTAwyEIbVuEhHaGKQB2bYqmrrZBv3dBpaa4qJIje64ybX779VTKy2p47tG1ZKYXIjTV9biVV8rl6HTC+/nx9scLsPyL3qukpJskXM+TQzWRfvjo8fb4+nTit18f4OjxRM6eS6W+QUn3bh5ETQmjaxdnPb2ahiAILF0wmPc/3av3uCgKRIb50K0DJQXcO9kb9aAAODpYt8s4AbhZUE6DicXQTCGSmnVbx0BpC/acvE5dQ6NBDoMoCKzfH6MxUADmjw1nxog+XLieRXlVHZ1d7YkM8m4Vbvt59wXOxGUAuloekgQlFTU89/VO1r25FEEQCAvswqtLx/PO74d1wlKiIGBlacZXj8/S0UzZH53EK7/s12mbmHWbV37ZT3RSNq8vk9NJ+3X3wsfNidyicr2LoUIUmNyvp06YKLeojM+2n+LYVe1iH+ztzuPThjKkl5+mXYCHC8k3CzHkRFGIAt08W9/XN/IKOZ2UQaNSTW9vD4b09NXhztQ3KhExLqwIugaSj6sTXy6eRkl1DflllTjaWNHVubVRdSYly6RK7dmUbJYMjpBF/GZOwsvJkbUXYqlpMrZEQWBCr+68NmUM9k1ZReczsskuNVxlVyVJbL1ynWfGDcPOypKXxo9kweqNNKhUen+XVyaO0mT8/HbxClklZQaNmS1Xr7OwbyihXTy5KyyEdVeMeyQWR4Zp/vvFfQc5mZEpj7HFvEhIfHLyDO52tszu05vuri6YNQnJGYJakgjxcG/qS83T+/dxKDVNx3tXo2rkszNncbO25a4Q2ftk1gYenaLFWhLs6s5kn+5sSblu0pDtCP5roPwHImxQIL+f+hdHd17mekwmoiAQPqQbI6aEdXgxDu3nZ/IGMrcwI6gD6cvHD14zSlgUgBOH4jtkoHz01naym/RAmj1Kzd919XIWP31zhEefmdTufgFu3izl7Te3kXwjX6MLIUnQf0AAL/1rOo53hB+srS2YOjmszenEKpWa6wl5lJXX4OHuQI870nsBJo3tw+3CCn7+7XSTR0Y2TFQqNcFBnXnjhRkdurapY/uweY/+oowgf8eMCW27jpa4kyyrD2pJ6lCxwCvJxsnfakniWsotHVVWkMXdRoQbVtBtaFSy8XCsQcNHpZZIzS0iNjmPyCD5/p85rA8R3buy+UQcV9NvYqaQhdpmDOmDSwtJ/MLyKl5bfUCjwtpyrAA7zybQP8iHqYOCEQSBj+6byorPm0IPOiEQAR83Z56Zpa2unltUxuKP11NVW6+zICbl3ubR77bx4T1TmRApezsXDgvn9Y2Gs0tUaom5g7UhkLLqWp5bu4cLKTmIgoAgyOTbzk72fHpPFL2buB/dPTuZ3BmbiSJ+nbRGulKlZv/VG2w6H0d2cTmONpZMj+zF3IEhONpojS9TJGcJUKq14S4zhciTY4eyqH8Y22ITqFcqGdMzgD5ddXWp4m8WmMwuqVeqSC8qJdTLk16e7qxfPp+3DhwjNrdFyq6TI8+OGcbkXlqP8obYOKNeMIUosPlKPKFdPOnt4c69/SL55dLlVq9eURCI7NqFeSGyJy6ztIy9N5L19tmMr85cYFbvXjhZWTOzZzDbEhP0XqNCEPBzcmZAV/le3pxwXaNQq2WVaMNqrxw5zHA/P7rY2zPK158zOVlGCbVj/LR1id45dYytSQmafgXl3yt7/18D5T8UNnaWRC0aTNSi9ouW6YOnlwuDRwdz4UQSaj27akEUmDynH3YdEPqqqzVO9JQkqKk2nYJ4J/Jyirl4zjBvRlJL7N15mbsfHNXu7KPy8hqeWvk7paVVmjE2I+ZSBs8/s56vv7u7TTwRfTh6LIHvVh2jqIUwnI+3C0+tnEh4mI9O22ULhjB2ZDB7Dl4jN68UOztLxgzvSWSYYeJtZnYR15PkwnuRYT64u+nKX3fzd2fGxDB2HLja6lyFKODWyZ750/q2+7q8PJ3w8nQiN7/MYBu1WmJYByT326S22oH3X1Z+KZU1xu8/hSgQm5yrMVAAfD2ceeYOHsud2H463uhCKwoC64/GMnVQMAA9vdzZ+OIS1h6NYXd0ItV1Dbg52jJ3WCiLRkVgb60Ng/5760mqautbeRlk8iK8vf4wI0MCsDQ3Y1q/XhyNT+VkQobOvdwczlo5ZSiBTaEjpUrNgz9sJflmi+KQTScVlFdx37eb2fzsErxcnRjSwxdPRztuV1Qb9PpMCuuBk6383qhvVPLY6h2cS8nWfHdRZTWf7z/DH2eusObheXg3Kb6GentyOeum0XTn8BYy9g1KFZ8dPM2GC1epb+Lp/HD0AiN7BvDmzHEauX1zhaJNG3nzFt7DYA93Hho8gNXnYshqKnC4sF8oo7r565xzu9J4UUGVWiKvXKtd89LoEfg5O/Hd+YvcqqwEwNbcnMWRYawcMhjLJj7OkdQ0kzooOeXlpJWU0M3VlZdHjuBqfj5ppSWtKh/bWljwVdRUzfO0JjbW6N5UAjZeu8ZTQ4YwN7g3X0afo6qxQe9YJODecPm9cauqkt+uXf1H6xn/V0n2/0d4+q05BPSQtUaaF77m/w8fEMCKDnoifAPcjGawKBQi/t3ar6obF2u6Rkxjg4obCe2v4Ltrx2WKi6v0hkDUaonU1AJOnUzSc6ZpHDgUz9vv79IxTgByckt49sUNXI1rLW7UtbMzDywfwVsvz+D5lZPoF+Gnd05vF1aw8oX1LH/4Fz76Yj/vf7aX+fd8z5sf7qT6jkX46QfGsWLRUOxstIueKAgMG9CN7z9YrFd1NiXjNt+sPs57X+3jlw1nuHVb11UuCAL3zDFM2BRFgSGR/gR4t58U3TfY26iHTxQFIoJaK6OaQlubCx2wfq5nFhhdVNSSRFK2bgHDrp0ceWn+GM588iiXv3ySQ+8+wIOTB+kYJyWVNZy4lm64gCNQWVvP0avyzthMIfLZ3dN5etoIPJ202SzBXu78e3kUK8ZpvZenEjNIzL1tkPtR36jktxOxgMwz+HjxVCzMFCjuLH4pCHg62fNslNbr8/XBs1xIzdH0pRmvJFFcVc2Ta3dr5mLZkEiDcycg/95z+/XRnP/cpr2sPXtZY5w0z8Op5AyW/LCR8lq5ON7wbn4muT5udrZ0d5fv0UaVipWbdvHw+h1cysqT057zC3l99xFm/fAHtyu1z7G+ooc6cyIKuNpoPWz1ShWJNwspKq1CaAChAWqqG0nMvU1ZrbboX12jsk3ZY82hNCcra9bNnccoX3/MmkIuAtDHzYPf58yhZyc51V+SJG4UFRk1ItSSRGKhXGDV0cqKNTPmYGduofM0CMi/97/HTybUQ/ZY7U81Xlrk78B/PSj/P4K9ozWf/fEgpw9e5+D2GEqKKvHo4syk2f0YOKpnh9OBp88fyLXLhkm4KpWaqHntr3/T5poa7e4ZDuy/ZrR/URQ4dDCeMWPbV/uooUHJN9/pT+mTJFCr4Zvvj/Djt3e3q1+AispaHntuHUXFla36PX76BrcLK/jiw0UaXokoCiyfN5gFM/qTkHyThkYVgb5udNKjBdPQqOTdL/Zx9MwNzX0gSRK/bjzHsrmDWLFoqMYwmDyyN7eLq/hxw2kNZ0kQ5LBUeE8v3lw59Y7xSZy6lMafey9zPeUWokJkULgfC6b2pU8P7Q558rBgvt98hppa/bs3tVpi8ZTWXp+6hkYuxGVRVlVL504O9O3lrcOj8PV0wdHOivIqw1VgVWqJvj3bH940NzOtkaNQiAaNKkOG/c0S01W/FaJIbpHWgDRTiCwf1ZdlIyMpq67DTCHqGD3N2B97w3j6q1piT0wiL80eDcg1fjY8vpCfjl1k/9VklGo19laWzB3Yh/tG9dd4T2obGtl43nAIRKWWuHGrkCtZt4jw68LYXoEsHxrJmjOXdUIyzYbQJ/On4O4g36sxmXkcup5qsN+8sgrWn7/KQ6MH0s3dlRHd/DiTlmUwzLNiaD/Nc/LN8fMcSZI9tc3tm8/KKSnjqT/38Me9dwEwO6w3ay5cNiwYp5aYESJ7y9SSxGObd3E6XRbFa/lLn8/MYcGaDWxfsQQnayt6uHUyKdRm3kKoraq+gfs2b+N6gWxYCMgG9vWbt7nvz+1sWHQX/i5yDSgLhYJ6IxL9oiBoPDkAHrZ2dLG2J6m2nma6iSSBk6UVfi0KEJbX16EQBZQdqNHVVvzXQPn/GczNzRg9NYzRU9vPPzCEYWODGTG+NycP6aYBNr+45ywZQnCIt4GzDaNPmOlzzMwV9OjZfgXaigrjaXpqtURpqXF3rj5ciE6n0shCKEkSKakFZGQW4t/OUgg79l7hdlGlXsNKrZaIT7zJ2QupjBiim4VlaWFGRB+fVue0xOerjnLsrBwDV92RJbB283lcnG2YM0XL9l8+eyAThvVkz/F4cvPLsLWxZNyQnoQH6xamkySJr387wfrdMTrKrycupHDsfDIvPTSRqNHyLtnO2pLPnpnFEx9voa5eqVnomvUvHp43jKHhATp9bzoYyw9bzlLdooCnu4sdL9wzjmFNbc3NFCwYF8mPO87qNSQUokA3LzdCu+lmfcXcyGHjoVji0uRQ2vCwAOaPjSCgqzbLZmhvf45c1r9wNvc9LMSv1efl1XUcu5JKeVUdXTo5MCJUDtU0Q59hcSfUktpgO4UotPJ4aL67xnT6a/UdVYa7eXbig4WTeXv+BOoalNhaWrQyrtIKiqmpNx7uFQWB2Mw8Ivy6yEX6Jo9gUIA3v52LJS43H3NRweieASwdGkGQp/b52Hr5ulEdFLUk8efFazw0Wk73/3jOZO7/fRtxeS2UVpvOXzognGWDZCG6+kYlv0dfMbjJUUkSMdk3Sbx1m+DO7tw9IJJtV69TUVffykgRBYEBPl4M9peftXMZ2ZxMyzTYb35FFX9cusKjwwcxOtAfN1sbimtq9YfSBIHpvXriYCWHsj86cYrE21rJ/Wbvn1qSKKut4/Edu9l19xIEQWBcYCD7UwzL3aslibEB8rNSr1SyePOf5JSXI0gCaAoLQlldPUu2bGbf0mV4Ozri4+hk0qj6q/ivgfJf/GWIosiL784lOMSLrevOU5gv7+q8/Toxd9kwJkwL71C/Pn5uhPfzIy42Sy9vRhQFJkwJxb4DvBkPTweq0+oM7nwVCoEuHcjOKSqubFNl4KKiqnYbKPsOmfb67D8S38pAMYWikir2HDHe95o/zzNjYrhO1k9nd0dWzB9qtO+zl9NZv1suUd+Sq9G80Hzw/UEiennR1cMJgNAeXdj88b1sP36NEzGpNDQq6R3QmbnjwggO0CVDbth/mc/XtS4YWFhaxXOf7uDz52YzsElG/+6pA0jJKeRoTIrOQicA7s72fPzYdB3DatWOc/y445xO2+0nr7H9VDzvPzSV0X3lTKKJA4L4ZscZSqtq9WexSRLLxmtlAdRqiR92n2P1/os0qtSa/u1tLHl50Vgm9pcF0nzcnOjetROpN4sM3ksCAmPDtSnoSpWajSevsO54LHnFMg8i1L8z94zvz+hQLSfI182ZCynZRjNoujjrcpqUKjWnEjPYdzmJkupafFydmDWwDyG+2t+k7aG3loUuBUb2DMDV1ob4HLkC89AevnS+4/vzyytNZvwUtuCHOFpbsf6+uziZksm2K9cprq4loJMzi/qHEdxZmxV3o6CIqnrjVedFQeB8Rg7Bnd3xdLBj3fK7eGrbXpIKCjXcDgGYHNyDd6LGaUI12+ISjJJ11ZLEpth4Hh0+CDNR5LNpU7j3z22o1OpWQm1dHR14fpQs1FZZX8/ma9eNyv4nFRYRe/MWkV27sKJvP/alpOjloSgEAQ87OyZ3l98Ze5OTySwrMzjeeqWS1bGxvDpqFJMDu/Pa8SNUNxqfv7+C/xoo/8XfAoVCZPbiIcxcOIiykmpEUcDR2bbdfIE78eIbs3jm4TXk5ZZonq7mdOOevbvy4MoJxjswgGnTIvn8s/0Gj6tUElOiwtvdr7OzbZvisi4u7U8VLys3rnqpVkuUlLTf63MuxnD9omaUltVwI62A3j3a563atPey8Zo5Amw/FMejS7Q8BlcnW+6bOYj7ZhrmutTUNfD95jN6j0kSIEh8teEkA0OWAnL44/2Hozgdl862E3Fk5ZfiaGvF5MHBTBnSC7sWnohz8Zn8uOMcoK9YoMTL3+9hx0f34e5sj7WFOd89OYeHP99CcUWNViOnSR7gtaXjCQvUemZ+2H2OVXsu6PQJcumAl3/ai5WFGSPDAhEEgcejhrLyhx2Gpo27RoTh5mjX1I+a53/ZzbGruqTy+Mx8nvpxJ0/OHM7d42RDac6gPqw/fcXg3AoCzB+q9bBW1NTx0I9bic8u0ISGYtJy2Xz+GnMHh/DKnLGIokB3T1fsrS2pNFKTRy1JDAjUhtIyC0t5ft1eEvJu63z/xJAevDl3PLZWFgC429uZVJJ1ttXdqFzNucXa05e5kJ7TNBe3UDeqeXzcEDwdZeE1U6J5zWjZKrCTCy+OGc63Jy+QUHAbM1FkTI9AHhw2AFsLC027gsoqkxlQxdXaZ3qQjzeblyzg3SMniM7NRQIsFApm9grmuVHDcLaWry+5sMhkVWVRELhyM5/Irl0I8/TkyylTeWrfXh2PhwR0trdn7Zw5mhDP3pRkRMCQX0QlSexMSuTVUaOwNjfnndHjePrg3lZz9Hfhf7WBUl/bQHF+Gda2lji7O/6/Hs5/gexNcelkWp2xrXBxtePb1fdzcM9VDuy5QllJNe6dHZkyPZLRE/p0OMtm4qRQ9u+PI/nGrVaLpyDA8OE96dvXr939DhoQiI2NBTU1+ncVgiBrqgT4t7/SdSdXe2pqig2nAIoCnh4OBo4aRn29sk1en3oT7nt9SEjNN2r8qNUS8SntJzmfjEkzKHMP8rWkZBeSkVeMf1NIRhQFRoQHGk1JBlh/0LBRJTWNefuJazwwUy4W2K1rJ3a+cy/7opM4fS2DBqWSXr6ezBreh84u2t+jvLqO1fsv6h8v8r3x1bbTjAgNQBAERoQE8O7ySby74Qg19Y2YiSIqSY2AwPwRYTwzW5thtCc6kaNXW2e8NYcLPt9+ipF9AvD3dKFHFzeWjerL2uMxrdqLgkCwlzvzh4RqPnvpj/0k5t7W6a/ZUNh87hpero7cO6Y/FmZmLB4azg+HL+ivJyMKhHh70qcphbmwoopl32rJrZq5kODgtRSKqmr45YG5iKLA9Ihgdl5J1Dt3zeNuJtQCnLiRwWO/79C5pxtVanZeSeRkciYbH15IFycHurt3wtrcnNpGw/e2WpLo2yKb6NPDp/nx9EUd78iuq4nsuZbE13dNZ2QPOfPHow1GVSdbLaG2qr6BDw6e5GJWLmaibAiqG1VsjonHw8aWlSMGIwhCm2p+SZKEWYsQXKCzC17WDmRWlGkcWIIaeru408lau1mqrK83aJw0o6bFXM0MCiapsJBfrsTQ+A/I3v/tWTxvvPEGQlNeffM/T09P0ye2AxUlVXz97B/MD3yCeyNfZmHQMzw5/j0uHYn/W/pvbFASfz6VmOMJFBpR+fwv/mdgbWPBjHn9+Xb1/azb+SSf/3APE6aGddg4Abnm0cf/XsiUqHCdfmxsLFi0eAj/em1Gh7w/VlbmPLhilN5jzcXeHnlwTIf6njYpzGiarUotMXVCqOEGBhDg28mkcSIIAj5d218Asy3Ea3NF+3/HkoqaNtU+KqkwXWvlTlxNyTNuVEkSsXdotlhbmjN7eAifPjKdr1fO5pEZQ3SME4BjV1JpNKICKkmQfquE9FvaAnNT+wdz5P0HeWfZRFZMGsCzs0ey7+0VvDhvtE64bcOJK0azlRSiwJYz1zR/PzNtOC/PGaOT8WNtYc7CYeH8/MhcrC1kvaX0gmJOJeqvrdOMNcdjNEUKHxw7kHEh3TTfCdosKi8XRz5dolWu/f10LGU1dQaziS6l53I2RSbfDwrwYVh3X72ZLgpRwM3elsWDwwE5HfnlzQdQq6VWfA6VWqKsppaP950EwMbCnLv6hRjMoFGIAr07uxPapLVyNCmNH0/LRmZL74hKklCq1KzctJuSJq/I7LDeRudNFATuitRq0zy/Yz/R2bmacUoSGuG9b05d4M8r8vrWy90NB0vjHCUJGNpUFyivvIKF6zaRW16BoBYQVE3/JIEjqek8sHWHZp66ubqiMHIjCYC/szb0vfHaNX68eInGRjUo0XBW/i78Ix6U3r17c/jwYc3fig68gAyhoqSKJ8e/R35WkU69muTLGbwy73Oe++4+xt7VMe0QSZLY+v0RNn15gIomgqQgCAycEMIj783HrQMv6Ja4cTWbfX+cJTs5H1sHK4ZHRTByegSWVhamTzaBktsVXDx5g4a6Rvx7dqZ3X7+/HF5pRnVlHbdvlWFjZ4lHB1VTjWS2w7UAAQAASURBVOFO4a3/KdjYWPLU05O5//7RpKfflt3UPTz/Ut0egOlREYiiwI8/n6CyUrs77NTJnqdWTqR/P38jZxtG1KRQ9hyMIyunWK/XZ1D/QPqG+7W734g+3nT1dOLW7XK9C7NCFBjSP1Bv9o8pDIkM4NDpRKN1bQZHtn8+3F3s2lTN2L0DY26LmnJ7C0OCLOVvNNzVhLI7SNbWFuZEDehl9JzUW8Umqwgn52kLaAqCwIKhYcwbHELm7VIaVSp8Ojljc8e9f/ZGliakagilVbWk3Cyil7cH5goF/14cxekbmfx5IY6sojKcba2JiuhJVGSwxvAB2H4pwbjomSCw63Iiw4LklPsvF0/nvd3H2HZZt9RChE8X3p87CZcmb8SJG+k6lY31zcWh66mUVNfgYmvDU2OGkpRfyPmMHJ3sJkGQ05G/mB+leT/9eu6ywQwoCWhQKdkae50Vw/oz2M+b0d38OZ6W0eq3UQgCnR3tWdRXDqWlFZVwONmw5hPAt6cvMDe8D5ZmZtzTL5Ivz5wzWPl4qJ8vga7yevXLpRiqGxr0hpvUkkR0Ti5ns7IZ5ufLwpBQ1sUZVr+VgKVh4YBcR+it48fkuWraOXUkVd8Y/hEDxczM7G/3mjTj9w93tjJOQEvA++LJtQyaFIbtHSqgbcEvb29j87eHdT6TJInow/GkXM3iy4Mv4tKBUJIkSfz07k62/ngMhUJEpVIjCAKXjiex/suDfLjxMdy7dmzhb6hv5Nu3dnBoyyXUaknjqvcOdOf5fy+gW6+uHeoXoPh2Bb9+cZDje6+ibKqvExjcmWWPjmPgyJ4d7hcgOSGPP9ee4dyJGygbVfgGujHjroFMnBH5l6ofq9USF84ks3trDFmZRdjZWTFmYh8mTYvAwVE/mdbO3orQMONZLgC1NQ0cPhTP2TMpNDQ00r1HZ6KmR+Dl1dpwjZoSzoRxfYiJzaK8vAZ3NwfCw3wMLmz5BeXsOxAnC7XZWjJ6ZDBhod46hpu1lQVffriQL747zNFTSZp73tLCjOlTwnng7hGt+pckibjruZyLTqNRqaKbvztjRvTUMcIEQeDVp6by5GsbaWxU6SqcigIuTrZ6iwrW1Tdy/GwyubdKsbO1YvSQHnjcIRh315RIDp7W75oXRQFrK3Omjmqdyp1XUMb52AwalCqC/D2I6KWrfzIsIgBbawud7B2dvgWBXoGeeHvoPldqtcSlhGxyb5fjYGvJ4FB/bK11NwgDevly0mixQEGnzk8zyqpqiUnKoVGpoqevB36dde+LLq4ObTKqunTSnUNJkkjOLSS3sBx7G0siundt5XWyNDejQWl4+yoItDI+QPY2FJdX06hS42pn06pNo1LdJgXzlp4hURQYEexPgLszucUVONpY0bOrW6tNSHmN4Ww3kL0SJVVaD5iVuRlvzRrPI6MHsSM2gfpGJSODAwjz1uVFZRSVmgytqCWJnJJyXGxtsDQ3Y9WSWeyNv8HvF66QU1qOo7UV8/uGMDeyD47WWhHI2BzDwnIgv3tjsm+yAvk++WpuFB8cPsnG2GuaORKA4YF+vDN1nKbv46kZJoXabpZXklZUTHe3TjwyeACZpaXsSEjShJqazw92d+PTqMma87bGJxrlwigEgZ0JSQzz86W3uzsP9OvHj5cutfrdBWCojw+ze8nG8r6UZGqVxste/FX8IwZKSkoKXbp0wdLSkoEDB/Lee+8REBCgt219fT319VpSVUVFhd52AA11jRz47bTBSr8gL9jHNl8g6r7R7RpzXvrtVsZJM9QqNaWFlfz59SEefGtuu/oFOLDhPFt/lC3N5hTO5h3J7bxSXr/nR7498HyHvAgfPbOBs4eua/prvg/zMgp5fvEPfL19JV06UEm4uLCClQu/o7S4Sme+05Pyef2x33jmnTmMnxFppAfDOHUkgfde3ASCoOk7K+02X7y7i4tnU3jlw7s6ZKSolGref30bJ48maHaqtyknI+02W9af59/fLcfLp3UhtrYgM7OQ555eR0mLYoFxcTn8uekCj6+cwMzZrQs4WliYMXigaUXV9RvPs+qXE5rfXxAEdu6+QmiIN+++NQe7FkUWHeytefX5aTx6/xiSU/NRKER69eyCrU1rl29JaTUvv7WVxORbshYHcjbG16uO8sZLM+gf4adp27tHZ378eAm/bb7A0TM3UKnUWFmaEzUuhCVzBuJ6R/2nw6eS+Pi7g9TUNmCmEFGrJb5dc5xp40N56v6xmkrGQQEevP74FN76eh+SJGkWaEEAGysLPvvXHBxa1LWprm3gve/2c+x8ilyVWJB/R+/OzrzzVBTd/eQMDCsLc55aMop3Vh1sdd2iIKBQCDy5eKTO59HxWbzz00EKWujIWFqYcc/0gdw9fYBm/heNj+SYkWKBVhZmTB+m5Ts0NCr5fONJtp2IQ9niWYkM8uL1+ybSpam434jQABxsLKmsqTfI0ejbw1snNHQt4xbv/XGEGzla74eLvTWPzBjK7OHa8MC48O7svGC4iKMkwegw3YyfH/ad549jlzWpwaIgZwW9NH8MLvbyBq+Pj4fJlGQLMwUBHlpjLPlmIR9sO86ltFzNZ96ujjwRNYwJYdoMM3dHO26WGn7fK0RBJ5tIrZb49cQlVp+MobRa9pD8eiyG6X2DeXbqCE3Kta2FRZuq69paag3T3JJyDlxNJiG7AEmCioo69sbeIMi9E8O6+2namRJTE5ArNzfDXKHA39kZVwtrCqpkr7yNmRmBzi7YtwjTNChlHpgpS7BZpE4hiqwcMoiCsiou5MrzrEaim4sLL4wcjlOT4SNJEpX1xlWUVZKkUx35+aHDKKqqYeeNJJSS1qga0MWLb6KiNMZxXkWFyZpAfxV/Owdl4MCBrF27lgMHDrBq1Sry8/MZMmQIxcXFetu///77ODo6av55exvWvii5XU69gR1TM8zMFOSmFrR73Ic2nkM0siiqVWr2/3GmlUaEKUiSxKZvDxvkDqhVajKTbnH1rP4XojHciMvhzMF4g7oY9XWNbPrxeLv7BVjz1aFWxgloDauv39lJtRG9D0MoL63mw1c2ywSwFn03X8LZY0ns3XKpQ2PevP4cp44lALoprZIkUV5ew6vPbmjTDvZONNQref7Z9ZSV1eiMtbmvr748yKVLGR0a86Ej1/nx5xNNIm7yAt58j8Vfz+Xt93bqPc/F2ZZB/QPpH+mv1zhRqdQ8++omklPzNX83L57VNfW8+MZmUtNv65zj792J156ayqH1T7B7zaPs++NxnlgxppVxcuFyBm9+upuapmdRqVKjluSY+a5DcXy2SleobvzQnmz5egXLZw2kX4gPA8P9WLl8NFu+WUHv7trdryRJvPjRdk5Epzb9rZ3jvIIyHn1jk46y7bQRfXjrkSl4uOiSsgO9O/HtS/MJaaFrcjU5jyc/2cbtEl2Ru/oGJd9vPsOPW89qPgvv0ZUXl46V1TNbrDaiIGBpbsZnT8zEuakejyRJ/Ov7PWw+dlXHOAGZy3LfuxsoLpcXJgtzM15eLHui7lznRFHAwtxMR1o/IauA+z/5k5TcIp22JZW1vPP7YdYd0dZaWjImsqmmDq2gEAU8ne2ZGBmkGfPrvx/gp/0XdHRL1JLE0aupLP90IxVN3o1+gV74uTkb1FQRBYEZA3prjIOUW0Us/XIjl9N1OTq5xeU8u2YPO6K1WknzBhrmfoAcipnVX+tde3vbET7bd1pjnICsArv94nXu/v5PTQHBsb0CjYYaBMC/kzOBbrJRlV5Ywl3fredUSqZOKCYp/zYPrtnGwXjtu3mQv7dRjgbAQH+td+29fcd5d99xbldWI0ggSFDbqGTN+cvcs3YL9U3KsD093EymUVsoFPg6OwGQVVLGvF83EJOVh6AEselfZmEp9/6xlROp8vtIEAQ87YyHORWCgJejNjLw8cnTbL+WiLpBjdAIQiPQKHuGHt2+W8M3crG2RvUP66D87QbK5MmTmTNnDiEhIYwbN449e/YAsGbNGr3tX3rpJcrLyzX/cnJay4A3w9rWtHiRJElYt7MuC0BRnmkybF11PbXtXJQLb5ZxK6vYqGWsMBOJPXWjXf0CHNsVa9TToFapOboztt1GVW1NPcd2XzXqqaqvb+TEPuOVOvXh4K4rKBvVRudj2/rz7e5XpVSzdcMFg3F4tUoiL6eE2A4YEidOJFJcVGXQuBFFgU3rz7W7X0mS+O2PswbJjWq1RPTFdNIzCvU3MILzF9NIyyjU+9KTJPnfhi3Res81N1cYrXS8at1pg2NuNlIKCnV3xu6u9tx/11C+fHUen708h7umRGJvq/ucXrqWTcz1HP16ImqJ2roG1u/WNV4nDu7J9s9WsOrVBXzy1Ax+f3cpv7+7lNAeuqJr32w8hdREPNSHNbsuUtqCUDtndBgb3l7O7FGh9PBxo5e/BytmDGLbB/fSt6d2E3UlJY/jsWl6NwkqtURJZQ3rD2kNiQn9gvj8sRkEdNb15PXr4c3qFxbQvavW2/n5llMa408fvtp2mqqmlN7Azq588dBMbJo4HgpR0FSm7eziwKqVc7FqKvR4LTOfPReT9D6CKrVEXlE5G09eBeQF7t93R2FraaFjpAjIRlaPLp14KmqY5vNPdpygQalsNebmvz7YdozaJkNi4ZAwfDs56TV+BGBaZDBhPrIBey0nnz8vXGvVDmQPQHJ+IRvPyWP2dLRnTr/eBk0UCXhs3GCNx+yDPcdbFW+Epo2IBK9vP0RDUyjj7sGRBsMloiB7ZWaGyUqy8TcL+C36it62akniau4t/rwsE19HBPrhYW9nmKwrCMwKDdZUbH734HEq9YjFqSWZGPziroMaQ2JRRKhxQ1CSNEUL4/MLWBXdnN0l6PxPLUmczcphS7y8CZzcvcc/zh38x2vx2NraEhISQkqKfg+BpaUlDg4OOv8MwdHVnj6DuxslqKmUaoZPb38RNEdXe5M1O8wsFG0yklrC2CLfEu01IgDKS6pNysE31iupN1HM704UFVTQ2Gicjm2mUHAzp6Rd/QKkJt0yOc952cU0tDOlNf9WKaUmNEAUCpG42Kx29QtwMTrd6D2nVktcvpzV7t/wVn45ObklRsmNoihw9lz7vWsnziYb3PWCfL8dP3OjzeUEmpF/u5wbaQVGxywgcOxs+w3ug6cTjY9ZLbH3REKrz0VRILRHF4ZHBtLdp3X6dkFxJVeTjXMH1Go1R6J1q8kGdHXl+SVj+eONpax5dTH3Tx9MJyfd3eieMwk6svqt+5XYeUo3u3B4SACbXlvK5teX8dOz89jz/n18/9QcHeOkoLSSSzdyjI65vlHF4cvae2NIsC8H332AVxaMZdrAXswc3JvPHpjO9lfvxtvNSdNu+7l4o/OsliQ2n9ZuPrp37sTm55ayZEQkLnay4erdyYlnpo1g9WN3Yde0aBaUVXEu2bgAXHV9I0evyR4yOytLfnvkLiaG9tAZj52VBQ+OG8g78ydoFsCt0cbHLEmw6bx2zP+KGsOMSJkrIQqysSYgeyFemz6GySGyN6mgvIozKYYl8SWgvLaeY0npAAwJ9OXFibKX607vmpW5OT8unolDU3jlz5hrRscMsP7S1aa+RL6YPRULReuaR6Ig4OfqzDNjZKG2/IoqTqRmGB1zcXWNRsV2aWQ4AS7OBj0/SyLC6OUhh043Xr1mMovn98vymN1sbVnRt/1rbXvwj+ug1NfXk5iYyPDhw/+W/pa8OJ2XZn6KPuaWqBAYMCGUgA7Iqo+e05+tP+ivoQLy4jZ6dn8UZu3LSHLr4oSjqx3lxVUG26iUanq24AO0Fe6dnTAVuLSxs8TKpn1ZKbb2pj1QakmNrV37jDWQd+emxiwIbUtP/Z+CSqU2mYYrSVK7F/u26IqIgkB9ffuJaLW1rXeEd6KZEGumaPsuqKoNValFUWhTuztRXqU/5bQlamobUKuldmXRlFaaTjVWiKKOB6WtKCqvNunmLqusbZWpJggCAV0M86GKyk0L7ilEkcIy3feKrZUFc4eFMneY4XTz/NI2qLJW6H6/p5M9z0wfwTPTRxg4A/LLKg0e045Z4Gaptp2TrTUfLZrC89NGcjXzFpYWZvQL8MLKXHdpyikuMznmWy2+38JMwXtzJrJiRD9Wn7pMSXUN3dxduWdEPx3Sa15ZuUkCsEIUyC3RhhbvHhzJAL+ufHb4LAn5TUJtQQE8MnKQpqIyQGZxqdExS0BOqbbfSO8ubLl3Ee8ePMb5rFzUkoSVmRkzQ4J5buxwjfckp7TM5JhFQSCzpAwAe0tLNiy6i6d27eV0ZpbmXCuFGcv7RvDMSK0adGpxiVFCrQRklWqjDc8PG05VfQMbrl1rqoptYmDtxN++Cjz77LOcOHGCjIwMLly4wNy5c6moqGD58uV/S//hI4J58af7sWxi3puZKzTckQETw3hx1QMd6rdbqA8jpkfqTTEUFSIW1ubctbL91X4VZgpm3DPCcLEwhYCLuwODxvfRe9wYxs/uZ9RDIypEJs0f0CZhn5Zw6WRPrwjDGScgh0yGTwgxeNwQ+g/tbnLMkYMC220IenZ2xsXVeKxVpVITFuHbrn4BegZ3wZRB5R/gpiGGthWeHo5YWhrfIyhVagID3Y220QcfLxeTi3hnD0eDYRxD8HBzMLkrVKrUdPV0ale/AJ3b0HcnZ9t2p/i6OdmZTH5UqdStuCxt7duYBwXA2cGm1fMvSRKZt0q4mnqTgpLWC7uLg+ksRLVajauDLj+oUaXiyOUUvtp2mm93nOVKal4rw9nF3sbkPDvZ6G5Sausb2Xw6jns+3cjMt1ez8vvtHI9L0wnH3ankqn/MEs4tQntKlZrfTlxm8efreerXXTzywzbu/3Yzx+J1U26dbW1MElTvrDS8IyaB+37Ywtbz8Ry/ls5PRy7ywKqtxOfka8+xbsNmTC1pjAOAa7n5PLZ2J2eSMqmsqKOktJqN5+J4buNeHX6Mo7WVyTHbtSDqVtTW8erOQ5xPzUFUSghKUDYo2XTxGt+fvKD5He1MVFQG+f6ya6Fq++v5GM4kZ6FQouGVKOuUrD13mXMZ2qrx9paWmHq8bFr0G5t3k+1xiYhKEFSy+Nvfib/dQMnNzWXhwoUEBQUxe/ZsLCwsOH/+PL6+7V8YDGHk7AGsT/qUJz5fxvQHxrDwmal8d/oN3vjjMazaGYJpiWe+Ws7kJUM1Bk/zvdXV342Ptj1N14D2LxQAcx8aQ9+mtNyWBpCoELG0suC1n1dg1gHRMa8AN2bfo98zJSpEXNzsmXf/qA6Nedmj45okw1sfE0SBMVPD8PJrf3bQkNE98ezqbJCQrFapmb9smN5jxqAwE5m9YKDB46JCwNvXlYj+7dfcmDAxBHNzM6O8izlzB+g/aATW1hZMmRRqcMEVBAFHR2uGDu7e7r6jJoYa9egIAsyKimh3v/Z2Vowa0sPoAmdjbcHooUF6jxnzNE0bE2Jc2EoUmDk+rNXnFVW17Dp6jd+2R3P4bBL1dyjMujrZMijUz6hhY2FhxpiBujWM4pJv8uq3e5jx5CpmP/Mzn/5+jOx8Xa5a1LDeRj0ooigwc4SuIX8mLoPFr//GvH+tZsV7G5j27Coe/3QLaXlaMmxnFwfCu3UxusCZmSkYF6m9N65l3GLqSz/z3A+7+e1QDL/uv8i9H29i2QfrKSzXelqiBgQbnWeFKDBjsJacerusivkf/M47G45wJeMmmQWlnEnI5Mkfd/L0T7s0XAcfNyeCvdyNC8YpRMaFymNWqtQ8vXoXn+w4wa0WXpVr2fk88ctOHaXbqRFBxjVTRIHpfbVaMRvPXeVfGw+08gQl5t1m+XebSMiVEykC3VwIcHMxasAqRJFxveUMqJySMu75/9g76/Aozrbt/2Y27gkhAgECgeAQILi7u0OhUEqpU6Xu7kpLS1va4u7uEJwIhCQQIAlxd8/uzPfHrGTJ7kbaPu/zvl/P43iekt2Z2XtmZ+e+7us6r/P8dRuZWt8fdTXfnNB7KSz9fYeeLD2uUy1jFgQmdWmv//uF7QeJTFGCJ0lWHr26W+vX86FsuKKUVtp5edLc3bX2MbdVOgiP3brLj+cUvpkkoSfrSjJUajQ8vnUP+Vo133HtArGUqFIJAhPbt9Wf+1N79lOp0SjjlQUE6e/lpPztAcqmTZtITU2lsrKSlJQUtm/fTocOlkWGGgIHZzvGPjiIR96fzYJXJtOyY/2t0u+Hja01T306j3URH/Lc1wt4/KM5fLb7OX46+yatG1A20sHaxoq3f3uY576YR5vOzbB3ssXDy4UpSwbz49GXaFsHDQ5zePjl8Sx5aRwuboYVlyAI9B7anq+2PIFbLVkFcwjqHcCrn8/BQdshorISlQe8AMPGdeWZd6Y26LjW1lZ8tHIhjbWS7LpJQxQFRFHgmdcnEdTLdEt6bZg+tw9DRioPVlFXthCUydjd3ZF3P5vdIFKXq6sDb7w9FVEUjUpPurGPHNWJ0WPqr+AK8NCDA2nRvFGNyVOlErCyEnnz1ckNUsz19XHjsYeGADVN3ERRoGO7pkyZULNNvKionANHI9m4/RInztac7AEeWzgYF2f7GkGK7mNeeHQkdtX0NGRZ5tjZGJatWM+Q6V8ybOZXrHh/B+E3Eo32b92iMTPGBJk8H1EU8PNxY1Y1R2VZlvllyzkmPLKKj1cd4edNIbz59X4mPrKKw2eNtVeemjMIW2srs0HKU3MGGfnx/L7nMkvf28TxS7Gk5xSRklnAtqMRzH35D0LC4/TbdQnwZUTPQLPdM43dnJg70jDm41djefbrndypFozIwOXoRB56f6NRkLJ82kBE0XRnDsCyCX1w0WYjkrPyeeyr7XrlXLVG0gdONxMzefTL7VRpW1R7BTanT9vmZlVZXR3tmDfEELyu+G0/qTlKKUI33+oCnNORd/npgIHU/sz4AVpKpWksGdYTN22mZc+VaE5FxdXITeom9S/2nOFelhIQDmzXki7NfUzyI1SigKOtDQ8MUMZcWlHJZ/vOmPx8SZap0kh8sf8soPw2nh01wGJl4sH+3fUicL+HhFFhggQMyjWJTs3kTKxCxB/eLoBAL0/TYxYE7G2sWdhbGfPtzGzO3EmwWF5ZHXIFjaRoaD07pL/ZMQvAgp5BNNKN+VKY2UBXBsqr1Oy4pnRXjW3bhpbupvkqCs/GikXByphP3Y0ns7ikTi3dDYUg17dw/g+jsLAQV1dXCgoKLBJm/4UxqirV3LqeRFWFmuatvWnUAE8WU6gor+Ls0Rskx2fj6GRL/5EdadKsYVoi1VFZqSbkWDQXztykskJNq0Afxk7tgZePa+07W4Asy1w+f4f9u0JJjM/G0dmOoaM6MXp81wa5HldHXFwm27deJiQklqpKNQGtvZk6LZihwzqYDXzUag1lZZU4ONia5dWUlFSwdfsVdu8NJ7+gFJVKZPDAtsyb04cAE1m7uPgsdu8N43pkMiqVQO+eAUycEISPd81rd/rcLdZtvkjsXWXF6OJsz5TxQTwwq4+RWJssy/y56QJrN1+gqkqj15FxcrRl+aMjGDXMWEwtPbOAH/88w+kLsfrJqm2ANw/P7U+fHq2Mjvvlz8fYdeiakRCVTkjruWUjmFotKJEkmU37Q1m3+zL5hUq63EolMrJ/O55+cAiuzobv8Jct5/ltm/nuqY9emMTgXoYMQ+y9TD794wSR1bx/Grs78djM/owfaDi/yzfu8dQn280e19pKxa6vlugJs2q1hu+3h7DtRAQV1cjlfTq14PVFo/Slo8oqNWOf+5nCEtOdgKIoENyuGStfMGgtXb2VxHtrj5GUla9/zcnOhkcm9mX+8G76++7TTSfZevqaxczIRw+P07sll1VU8cHm4xy4ctNogunYwpsPHxxLCy93AG4mZTLnk/Vmj6kbz7EPl+m7hE7euMs7W46SW1ymV6G1sVKxZHhPHh3VRz/mmZ+vIzYty7yjuCjwwKDuet5LYVk5r2w6xOmYeEUjR9tZ0rKxO18umEAbHyWjuzs0mtc2H7Y4ZoCjrz6Mr5vy3eyNiOHdPScoqahEJYpIkoQoCizq34NnRvXXl/F6v/cDReXm+VWiIDC2cyCfzR4HQE5xKcu37uPqvRRUWusXtSTR1M2F72ZPpIPWWfnXc1f54lhIrZP9nscWEOitnOem0Ou8f+QUVRqNkdrvA8FBvDpqMCpRRJZlOnz4jcXARwCGtw3gh5mTAEgvKubhbTu5mZWtDzRloJGDPT9Pn0JXX0WE9btzF1l54ZKRDopUXk78W6/+bfP3/2qzwH9hgLWNFZ0aKKFuCbZ21oyYWP9SQG2wsbFi2LguDBvXsMyDOQiCQO/+bejdv+5lEY1aIiM9H1El4uXtanaV3aqVFy++NIEXX6r9mEmJOaxff56Tx6NRqzXY21szZlxX5s3rV4Mr4+hoy6KFA3hwQX/Ky6uwsbEyG8zs2RfOV98eQaUS0GiUh058Qjbbdlzhvben0auncfZpcP+2DO7flrz8EiorNTTycDTJlVm3+SK/rQvR/63jFhSXVPDBF/uxs7NmUD9DCcTHy5V3XphIYVEZmdlFODra4mtCZfnspTvsOqSkpqs/fHUT6Vc/HyO4SwuaaS0URFFg3sRgZo3tRmxCJpVVGlr6NTIKTACKSspZu8t0mzQoD91VG0IY1LO1fkIMbOHFL2/OISE1l5TMfJwd7OjY2qcGh2TT4TCLSqQajcSuk5E8PFWx1LCyUvHM7ME8PLEPYbHJVKk1tG3uhZ+Xm9F+IdfizAYnoG0rj04kPacQn0bKwz24bTN2vbeIiLuppGiVZHu3b6EPBnQ4ePlmrb4vR67G6gMUe1tr3l84hqcmDeDizXtUqTV0bOFN+2beRvtdiU2qVeG0uLyS26nZdPZXJq6hnQIY0N6fczcTSM4pwNXBjsEdW9Xge9zNqF2e/3aaIaPkYm/HysVTiMvM4VBELBVVavq0aU6fNs2NFggZBcWoRLFW8nJmQbE+QJkY1J4ufr58cySEpFxFSfbhwT3p09o4u11SYVmHS5JlCqsFMI2cHHhiUB++OXqO6ynpSMg0c3Nh2YDetPM2dJwpQQa1kkyruxj7ODvhbm1HZmUJkiAjyIoInJ+Li3HGpA7HrZ7zSi8oIjWrALEKJO1PQyVDfkEZ8Vm5+gDFxkr1j2ZP4N8A5V/8L4KsFXerL4HWHNRqDZvXnmfXlssUaEXYfJq4MXN+XyZM7dHgHv/YW2k898w6Kis1+tbjsrIqdu8M5czpm3z/wyK8vGquLgRBwN7evC9TVHQKX32rKKfqghNQJrYqWcMb7+xgwx+P0shEWc/dzbHGazoUl1Tw52bLOi4/rTnNwL5talwTF2d7XJzNZ6a27TfvDAzKOe8+HMGTi4cavW5lpaJDa1+T+wCcvXJXX7IwBRm4l5pLXFI2Afe1Hvs38cC/iXlfrfCbybXKpIffTK7xupODrUWn5JTswjp58aRmGwIUUK5Rt9ZN6dbavG1FWS0dYZIs6zVTqsPbzYkRQW2oUmtwdaxJGK379GO8ZWZeMVHxGaTkFOBib0czDze6tvQ1un9sraxQa8xP+IKAkXePLMvsuRLNL8cvc0+bUdpx4Qaz+3dl6Yhe2Go7fzwc7ZHqICDmUU3B+JeTl/n20Hnt5yoz+sVbiYzq3IaP5ozRH7upuwtJ1Tp67odKFGjeyE3/98aL13hv7wmlZKLllaTmFfLmzqNcTUjmw2mjEUWBDr5etXYp2VlZ4d9ICeTP373H4xv3KN1hKJwSUETgPjlyBo0k8fCAnsqCrXkzLt1LsphF6e2vUCTyy8pZsnEHpVVqkEHU/sR0e7605zCtPD3o0sSHoQEt+ex0iOkD/k347+nl/Bf/wgwy0/L54dMDTBv8EeN6v8vM4Z+wZuUxCvPr3xaqg0Yt8fZLW/hz9Sl9cAKQnpbPd58d5Icva08Rm4Isy3z4/m4qKtQ1dFEkSSY/r4TvvmnYsbfvvIrKTEuwLINaLbHvQES9j3v+0h0qTXBNqiM5Na+G8mxdcOtuhmVnYEkm5na62ffNoaC4rE7dPAVF9Vc7tmgZrduiAbGrq6NdnZSMXe8TmqxSazgZepu1h66y+0wk+cU1jfCaebnVQpoU8PcxDspOX7vLok82MXD5SoY9v4rxr/7K2qMGZ2KAbgFNal0lO9ha07qJUnaQZZlVBy4w4e3f+O3IZQ5dvcXWkGss+nIzT/64yyiQGtGlda3aJsM6GwK+7w+e541NR0isVu4qKC3nl2OXeeznnXoxtZGd22BlwaBWFAS6NvelmTaQ2HHlBl8fPKcXOdNIkj5YOHbjDu/uMMhPzOnd1eJ3r5FkZgYrpOjEnHze33dCeb3aNdT9c094DAcjFb2g/gEtaOLqbFGobVq3jvqun8+OnlUI52bG8d2pCxRrMzmL+1gSl1P4O1M7KzzRHdeiKK6oNPudi6LAH5fDAQj09GRIq5a1Kuv+FfwboPyLvw1VVWrOHIpk1Sf7+fmzA1w+c6tBAnTVcS8uk8fnrWLvtiuUarU1CvNL2fJ7CE8u+Inc7Nq1F0zh5NEbXD5/p2aKWfv37m1XiLpuXtXYHCKvJ5GUlGt2ItJoZC6cv01WVv3HHRqWYJQ5uR+SJBPaACG6wqKyOmWLChsw2VtZ1f6IsbGpf0asiZdrnSZ738b1r4MHd2hmceIUBIHgDsZdicVlFWw9Gs7yT7fz2Adb+G7jGZIz8o22GdQtAGsLbd2CAC2beBjpo5wKu8O4535mxcq9fL/tLO//fpSxz/7Eyu0hRuc/a0hXi9kOjSQzvZp3z7qjoTz7wx5uxBuCw/TcIr7efobnf9ir70Tp1MKHDs28LErdzxjQRZ/p2H4uklUHLiJrP1OZ8JWRXYi5x1vrDN5JC4f0sCjP38TDRe/dE5uazepjSknPFKk29G4yOy4pRE9XBzseG9nH5HgFLWn+2XFKp6Akyfx41LxytSTL7AmL1muszO3dlU5Nvc0GEg8N7EGglguz5cp1RAthoygIrL8YoT1fkW9mTcDe2sqkUFsbL0+eHa7olcRl5RKTnmXx+65Qazh2U2nVHty6Jc8NVfatHkyIgoCtlRU/zZ6sb6M+ezeh1vvo1G0DSfyriWMJamI+0/lX8W+A8i/+FsRGJbNw1Gd8+OIm9m66yO4NF3jziT9ZOulrUhNN+zDVBlmW+fi17ZSUlJt0r87KKOT7j/c36Nh7d1w1qXmjg0olsn9XmNn3zSEuLrPW1bUsQ+K9bMsbmdqvLts0oCbs6+1ap/18GkC8HtDL8ipZEKB/cGuT72k0EmozZZx+3VvhakFQUBQFundsZsSLqaxSs+NIBAte+INhC75l0rJVrFx3hqz7dEjmje1hwckYbKxVTBps0C2KvZfJtOd+5Ys/T3Ix8h5hN5PZcCiUGS/+xs4TBnVTNyd7FoztaXbMsgxPTB+oDxYvRd1jxco9+oyJLiBRayR+33+ZldsN6fUp/TsRHOhXY+LU/bVodDCBzZRSV2JmPl9tU7pcakjSyxByI57d525oz1fgs4cn0NjVyei+1n1Oz8BmPDGhn358qw9fMnt+kixzNDxWT/ht4+vJt0sm64MblSjo+UBNPVz55bEZ+tLKjou1q7JuConQ/3vp0J48N26gXvpfBx9XZ354aCrBrZSSRmx6tpHAm0nIcCpameztrK347aEZLOjXzejYTdyceXPSMJ4fbZB9iE7JtFhWkWSZmFRDVrJzUx+2Lp1HX//m+kDCwdqaOcFdWP/QLH0QkVNSe+ZYFASj7WZ07UjfZn5IGq2YmgxWCMzp2pnufgZbiLoY/1X/bZRUVJGTV6Joq2iAv1kH5V8Oyv9nkGWZG1fjObErjPzcEjy9XRk1I5g2nRrepp2VXsDLS36jXGsep1Eb7tL0lDxeXPwLq/c8g0M9NWpuRaUQF2s+/S9pJM6fvklOViGN6rlSTrqXg2xhBa7RSCQ2wAPHzs66VtVZoFaBNlPo2rkZFy7dNZuVEkWBoC71b1nvHdwKN1cH8gtMP/hEUaBT+6Y09XWv97FnTezB4VPRmAqvRFHAydGWMUONO4TCbySxYedlLocnIMkyzZt6MHNCdyaO7KInD1tbqVixdCSvf7UXEIwCLFFUTP2eWWTgtZRXVLH8/W3cuKV08Mja1zbuu8qe45GsfHsWrVsoE3i3dn4898AQvlx3yogsK4oC1ioVnz0zGQ9XpYWzrLyKpz7ZXsOhWBdMfLzmGP5NPOjWTvl9LZuiTOZ/HryCRqN0imgkGSd7G15aMJzB3QwljeoBiCmsPxzK/NE98HBxwNpKxXdPT+XXA5fZciqCwlIl2+jX2I3FY3oyub/hGu88G6n/XFMQBNh86hrTBykE9qaNXNnyygPsuhDF3kvR5JeU0czTjRkDujCqe6Be7O9OWjYZeeYVs5WDw5kbccwfqrRe92/nz/G3HmF/WAxRiRlYWakY0M6fQR1aGpGX4zJza1VlTczOr3YOAg8NCWZMl0B+OXGZ3JIyWvs04uGhPbGrFljofIEsQRQEyqqVQK1EEWdrG+xkFWVVyv5OojUuNrbGHBtrq1r5qTbV+HT5pWW8uOUgMamZSmZJhiqNmk3nryFo4PWJQxXzP5fapSMkWcbXVSEAF5SVM+/XzaQUFCJIhqBVrZH482IYheXlfDRlNABBTX25kphitsSjEgSCmioZE1mWeXLbHuW4MqABof6i1xbxb4Dy/xEqyqv4cPk6Lp+8iUolotFIqFQi+zZcYOT0YJa/P71BEvN7N12kXCtBfj8kjUROViEn9kUwYbZ5ITVTuHsrrdZtZEkm/nZmvQMUBwcbii2ULAShbpL/96NXrwCjDhtTcHW116rT1g/TpwUTYsH1WhQFJo4PqvdxraxUPP/kKN78cBemJntraxVPLxtutE9FpZq9h66xa18YaRkFONjbMHJoR2ZOCca3WrtzQIvGvPviRN7+Yh9qtaSVfFdW6s5Odnz51gycqgWu+49H8vH3hxUyqXYcSam5fPHTMa5cu8e7L0zU36ND+wTy+cvT+HH9Ge4kGjJS3Ts2Y/mDQ4zIsas3nyMqNq1meUCSKSmr4JXPd7P5myV6Xsvs0d3p1s6PbcciuBabipVKZGC3AKYO64J3I4Pi7KHzMeQX1eSE6KASBdYfDNUHKKIo8Ni0/swd2Z2TYbcpKC6nSWNXBncL0GcLAJIz84lJsOzKLskSx6/GMnNYEKBMiI9P7sfS8b1JyynESiXi28ilRvnudoppE0kdZBkS0ox9tlwc7Fg4vAcLh5v3XtE581qCKAg1tissLScrt4SM7CKsVSoyvYopq6gy0qVxsrOptZuoekZDkmS+O3COP06H6gPBE9fusOlMBG/OGqEvHbXwdKv1uBpZJsBb4e9UqTU8+utOQuOVSVx3Ze9m5LJi40GScgtYNlx5zg1p14rTt+LNHlclCgxvb8gePrdpP7HpyqJId2zd97Tx0jVaNHJjYf/uNPNwo0fzJoQnpZkdt5OtDcO0Qm1/XgwnOb/Q5LYysDMimnk9u9K5qQ+zu3dm9QXzbvIaWWZhryAArqWkcz3V8j36V/FvgPJfDEmSyM8qQhBF3Dyd/rJz5A/v7ubKaYWUpVuF6/57dPtVGvu4smD5qHof9/TB6xb5AIJ2m/oGKNbWdbs9rRvAYRg6qhNb118wO25ZhiEjOpp8zxI8GjkxdlwQ+/dFmC2bzHugf71l8QGCujTn0aVDWLX6lFEQpBKVwvobr06q0R1UVlbJsRPRnL9wh8oqNYFtfJg4Pogmvm5G2w3qF8gnb89g1ZrTxCUYMkddOzXjiYeH0ibA0H5aVl7J869tIVqXjZAVfsqufWEcPBbJ1x/OoW0bH8Oxe7dh+8+PsP/4DaJi01CpBHoF+TNyUHvs7QxdS1k5RXz2g8JRqP696C7jmYu32X/8BpNGGVrT+3ZrSZ8gfxLT8igsKsOrkTPensbXoLyiil3Hrpt9mEuSTEpGAVci79G7q7/+9cAWXry6xPLv4WJkgj7gMgWNJHPxes1Jys3ZnqmDzbfYF1hoR9ZBFEQKTLirW1up8GvspuVb1HxmONjWPtnb3CcOmFdUypZT19h/MYaC0nKaeroyfWBnJvbtgI32d9rCyx0rlajnr5iCRpJp09QQOO69FM1b64+AbJiUQ6Li+XH/eVY9OZ12zRSdkNFBgRy7fsfscVWiwLju7fR/f3sghN9OGCZa3URfWFbBi3/ux+FhGwa098fDyYFRXdpwNPK2yaBNFAQ8nR0Z0NYfgK2XIrkal1wj0NX9/d3h84zs3IZWXh5M6NqO749fIL+krEapR0Bp7V3YX8kk3UzL4uJdy5y3X89eZV6fIKxUIi+PHsz837aglky7Xb8yZojez2hLaGStKrw7wqPo3NQHPzdXPpk0mhW7DyEKgn7cuvvlod7dGdpGkTK4kJCEqto2/wT+DVD+C6HRSOxZc4adv5wmKzUPUOT2Zzw6jNFz+jQoUMnNKuLYjqsWyxq7fg9h5iNDsLPQ6moKZWWWtQFkGT3BtT7o0Teg1rZMRyc72neuf3lq0oye7NsZSllpzcyPSiXg6eWiV6WtL554aiTFxeWcOhmjXe3LyLIyEc6e24fpM0zzENLS8klJzsXJyY7Atr4mu1Rmz+xN505+7NgVxvUbSahUIn16BTB1UneaNzcW0ItPyOL5lzaTl1ein0QjriWyeeslnnlqFJPuk7rvHdyKXj1aci8pl4LCUry9XPAxoW2yZt05YmLTakzKGkmmvLyKNz7YxcZfHzHKxrm7OfLAdMsB6r5jkRbT4YKgtC1XD1CU1wVaWGgbTkrLo6zccipfJQpE304zClDqgroYSWokuYZZoA7mXvf2cLYY+CjHlWhSLRiTZZkD52PYeDSM2MRMRFGgT8cWLBjbkx7tDErYQ7u1NnJBvh8qUWBED4OOUGJGHks+30JeUZl+oruVlMkH64+z72IMPyyfhr2tNS4Odozt0ZYDV01rsoiCQGNXR/q1VwjG1+PTeHPdYaNz1P2zsLSCR1fuYP/bD+FoZ8OwTq1p5e3BvayaBnyioJTeHhikTPY5RaX8ccoyf+zbAyEMaO8PwIoJg4m4l0ZWYbHRsVWigEoQ+XTeWH25aeP5CIvHVYkC2y9F8uLEwTja2rBmyQwe/m07mUUlqARBS/+QsVap+Hz2ONr5KsHaudsJtQaNWUUlxGXlEujjSeemPqxdPJM39hwlNtPA8Wvs5MDLo4cwXuvWLMsyWcWWjSc1kkxaoYGHM7pdG45G3+ZorMEPSZJkOvl4sbh3d/39KstynTRW/gr+DVD+yyBJEp89vZbT+8KNvviUhCy+eWkzCbfSePTtafU+blhIbK1dD6UlFcSEJ9Ktn2nSojm0CPAiKuye2eOrVCItA31MvmcJjRq7MGJ8V47uv2Y2sJr+QF9sbK1NvmcJjb1c+Oz7Bby5YgvZmYWorESQlQmnuX9j3v1stkVNEkuwsbHijbemMmdeX44fjSI/vwRvb1dGj+lCk6Y1eRwJCVl8980RIqp14Hh5ubB4yWBGja5pyNihfVM6tDeviQGKUu+LL2+hQMsr0T33dN/RV98ewa+pB93vM08UBAH/5o0A02rBFRVV7Dl0zex3LUkyGVmFXA6Np28v85ogpnA7PtPiPSrLkJCYXW8347qULeU6bnc/Ogb4ci4i3nxbpiDQvqW3URCSll3IhgNXOXguhuLSCrw8nJg6rCszRwXpyxqero7079ySCzcSzJZjHOysGaYNJGRZ5t3fDrPvXDSiIrmhZG+i7nEuMoFXFo5g2hAlsBverTU/eLqSnltY49iCoIx5/oge+uO++NM+8ovLjM5R98/IuDS+3xXCi7MVvs+zUwcREZ9GSk6B0XepEgWsVCo+eWi8frJfeyLUaJVeHZIsk19cxoErMcwc2BVrKxWrH5vO8l/3cCMpA5WoCOqrJQk3R3u+XjyR5o3dADgeeduiDoosw82ULO5l5dGisTterk5semouPx+/zM6rUZRVViEKAsM6tmbZ8N60a2LI+NzLtuwkrJFk4jIN5bHWXo347aHpfLr/DGH3UpFkGX9Pd54d3Z/+gf767dSSXCehNrW2BVyWZc7cjOduSg5WAsja2ys7r5SD124xvF0AdtZWip+XvR0FZeYzcipR0MviS5LMU5v3cu7uPcWzp9p2t9KymP/bFrYvm4+rvR3d/Hxr1W75q/g3QPkvw/lDkZzeG17zDe19sPu3MwwYF0SnevrVqKvMi1pVR1UtehimMGF2byKvJph9X6ORGDez/mZ6AE++PIH8vBIuh9w24s1oNBJjp/Zg7hLz9u+1oXVbX9Zuf4pL528THZmEKIp069mSoB7+ZrNUd2+nc+ncbaoqNQQEetNnQKDZck2bNj60aWM5MEtKzOHpJ/6skYXKzCzkk4/2UlJSztRp5js/zOHEqRhycs0TFkVRYPO2yzUClNqQnJZfa8ZMpRKJiU2rd4Biba2qNWNmZaWqtwZJ8yYeNHJzJCff/EpSkuQa2ZOYu+lsPxTB9VspWKlE+vdoxdRRQTSpllWaNKQTv+y8gKwxrUkhyTKzRxu8eG4nZvHoB1soK6/UP9wzcov5eft5Dl+4yc9vzNb76yyfPZjw2BTKKquMroluHntx/jC959HRy7fYdy5a+5mGz9d9xsdrj9GrQ3P8vNywsbbip2en88S3O7mXkYeVKGoDGgl7G2s+eWQCbZoqrbLX7qZyO8V8x5kky+wMucETk/vjYGeDh7MD616Yyx/HrrI15DpFZRVYiSKjugeyZHQvAnwNgW9IlPngS3eeIVEJzBzYFYDGLk6sf2YuEQmpnLoRR6VaTVDLJgzr3BrraronBaUViHVQks0vKUfLi8bO2gpPRwdcrWwoL63CwcaKxg4ORm7DAPY2VpRYEMUTBQGHavuE3Erg6d/3oJEN2iq3U7JY9stOnh07gCVDld92Zz/v2oXarK1o4akscDZfvs6PJ5WOKVnblaO7ZqduxvHO7mN8NGMMAFODOrD2YrjZUoxGkpmoNS08F3ePs3cSTG8ny6QWFLHp6nWWDexFH/9mtGzkTmJe/j8WqPwboPxFVFWqCT8dQ15WEZ5N3Aga0PYvKZ3u+zMEUSUo7WAmoFKJHFh/rt4BSuuOllfcoKyeW7arf6Zj4KhOhByJIuTYDaN0rS5FPfWBfnQIapghoq2dNe9+PZ+oiESOH7hGfm4JXj6ujJrUjYC2f73/XmUl0m9QW/oNMu2+q0NxUTkfvLGd0EtxiCrFU0OjlnD3cOS196fTpZ4TvQ6/rD5JmRmCMcBPq04wcmRnnOpJ2L1yNd7iZC9JMldD482WGMzBug66JrIsY92A30D/4ABOhNwy+75KFOjXM6DGeNMzCzh+7hYFhWX4erkwYmB7nKuJnVmpROZP6sm3f54ye9zObZvStpWBZ7Nh71W+X3vaqIsnMS2PLQfC+WTFZPoEKbYSjVwdeffxcby+cj8iGHX8SJLM1KFdGNXHkG5/7ft9lJbX/L4lWeZeWi7fbjjN60uVjgp/Xw/WvD6XLzae4lKUIbvW3MedJ6YPYGi1MsymY+EWSwSCILDzdCRPzVTaYJt4urLt7YWcj0ogJDKeKrVEB39vxvZqh2M1XtD1uLRaSw/llWrupObQpZXye3R1tOPpyQN4cmJ/CkrLcLKzNXk/qDWWF00yGInGAZyNimfN0SuE31X4T2cbxZObX8rMgV313URNPVxqDU4EwNddITsXlpbz4Hebic/M0/NgSiur2HrhOvtCY/jtiZm0a6pwYcZ0acuu0CizE7Iky4zSujVnF5Ww/A/F7bn61nqbh4MhdPDzom+bFvRp1ZxmHq6k5hWaDCREQWBGcCccbW3QSBKrTlpu594TEcPTI/rj6+bM4r492H0thsKy8hrHFgWBfq2a65Vkd0VEW+SVSLLM1rAbLBvYC0EQ+GHmJB5Yu4W80vJ/RPb+3wDlL+DIxgv8+u4OCvMMKzMPbxce+2A2AxpgZQ9w71aa2eAElGxEfEyq2ffNoXXHprTp7Mfd6NQamiIAokqk99B2NPZxq/exRVHk5U9nsWt9M3auPUd2RiEATZo3YuZDgxg91Tzzvy4QBIFO3VrQqY5BgCzLxEQmk3IvB0cnW7r3Cag3r6Y6JEnm9ec3cjMqRflbY1iyFOSX8uozG/h+zRL8TRj7WUJBQSnnzt22yAtSV2k4eTKaiZNqOg9bgsKNsPzAkCQZSZLNqtOagl8TD7w8ncm0IJAnSTK9zfhCVVVpEERBP5lUx5B+gaxeH0JWTlHN0gNKsDt3iiGbpNZIfPvrCXYdikAQFDdsjUbiuzWnePzBwcwYb7hms8Z1JzEtl11Hr+t9WnQTb4umjXj/2Qn6bUNvJPL92tOAseaDJMnIsoZXPt/Dtu8fppHWPmB4r0Caebux8VAYZ8PvUqWWaO/vxcxR3RjW02APEH4zmXtpeRav26HzMTw9b7A+i9KySSO+f3466blFpGUrXjwBTT1rBGmxiZkWJwhJkolJMG7ZV4kiAzu3YmBn84sdUaxb2au6RklRWQXrj4Wx7cx1cgtLsbW2YmyvdiwaHUxzb0OJs0NzbyIT0i2Wxzr5GxZMa0+E8cWO00ZaLyk5BXy67RRXbifx2ZIJqESRYZ1a42hrY9Y3RyUK9GvbAi9XpV33iz1nSMjKqzEOjSRTWlHFC3/sZ+8rixAEgQcH92BveAyyXJOcqhIFWni6M6yjkjnccSWqRnBy//Zrz4bTt00LRFHgm3kTWfTLVkoqKvUBgu5MOzb1YvlIRWwtJjWTzCLLvBJkOH0rjjm9u+Lt4sT6h2bxzJZ9RnwVARjXqS3vTRyhv5/SC4trJb1mV/tsP1cXuvs24ditu4qq2t8co/wboDQQRzZe4Ktn19Z4PTezkA+WrubNNcvoO6ZrvY9r72RLfo4FLQEBHJzq3/4KsOKzOTw/90eKC0uNgiBRFGjs48qT79Sf26KDykrF9AcHMHVBP3KzihBEAQ9P57/ceVRfRF9P4qt3d5EYb0hL29nbMPehgcxePLBB4wm/Gk90ZE3vFVAe/BqNxNb1F3jxjcn1Om5uTrHF4ASUjFmGNuCrD9q29eVMSCzmnhiCINCqZeN68y5EUWDezD58/eNRs+93bt+UwNaGiUWSZA4ejWTr7qvE31McUrt2bsbcGb3pE2yYHG2srfjqnZk8+/ZW0jMLUYmCtlwho1KJvL58HB0DDVmzH/84za6DEQrxUJb1WYmqKg3f/HICZ0c7Rg/poB/XiqUjGTe4I3uOR5KYloeLkx2jBrRjcK82Riv8zftDzZoFyrJy/L0nIlk0zaBWGtjCi7eWjbF47W4mZNaajahSS8Ql5xDU1jjj6ePhjI+Hs5m9lNJXhYUyriIwZ/y4T87MZ+uJa5wJv0OVWkPn1k2YOSyI7m0NpPPe7ZvXujJ2cbDVl4QKSsp56NPN3MswTPgVVWr2Xoji8JVb/Pz8DDpqg455Q7vx0m8HLI55Wj+Fg3UvM48vdyhBoxEXRvvfE9fusvdSDFP6dsTOxorXZwznlfUHa3A4VaKAnbW1wSG5tJx9oTEWMyKJ2flcup1En8DmtPLy4Kcl03hm7V4KSsux0gZwakmirW9jvl80WV9uuno3yXL7siRzJc7QudPOtzFbHp/LB3tPcfFuImpJwtHGhsndOvDcmAF6Qbtyde1leEEQKK/Wzh2ZlE58Wi4qWaulJgASXLmdREp+Ia29lNKbj4tTrZ05jZwc9P9+c+8xTt6KU/gqGpD/ZqG2f5VkG4CqSjW/vLvD9Jva7/Xnt7Y3SNVz0MTuiBZWtAIwqIHuwn6tGrNy93KmLByAk4sS5Lg1cmT2o0P5dsdTeDQ2/wCsK0RRxNPblUaNa+ov/NO4czONFct+J/mesXJteVkla1Ye548fTzTouKePRVmcyDUaiVNHo+r9fbu4OtS6jUYj4+ZW+3b3Y+yozlhZiWb5GrIsM2NacI3XJUkmOiaVC5fuEm9GqG7K+CBmTVX21WVfdKTVVv6Nefe1KUaf8/HXB/j020MkaLVKZOB6VDIvvbWNzTuvGB3bz9edDd8v4e3nJzBiUHuG9gtk2QMD2bF6GcMHGNpI8wpK2X4g3OKC7deN52qUUjoFNuHVx0az6t05fLpiCiP6tatRfgiLrt0sMOxG/W0QrK1EzLunGFCjxbewlA0HQ/n09+Os2naOu0k1OSGDggJq9bWpbmR44UYCs17/g83HwkjOKiAjr5iTobdZ9skWftp1Xr9dm6ae9GxrXvpfAOaP6K4Pfr7efobETNPZiIoqNSt+2qf/TkZ1C2RGfyUAqZ4VUYkCoiDw7oLR+GjLMNvPRVokRosCbD4Tof97fI92fPPQJFp6G7q7BKBPYHPWPzOHVt7KhByfmUtVLXYcoiAQk2xQfO0Z4Mfax2YxuG1LGjk64O3ixPy+QaxeOk2flVE+sC7PP8M22UUlPPX7Hs5FJyBXSghVUFFWxcaQCD7cdVJ/3Vp6epiV2tdBkmW95H74vVRe3X5Y202mGAvqBNtyi0tZ8tt2fTAzJaiDxeBEFARmdle+s6TcfPZcj/lHHY3/zaA0AGGnYijKs5BikyH9XjY3wxJo38N0qtscJizsz94/zlJeUlHj4SqqRNwaOTFiev1Jkzp4+riy9JUJLH1lApIk1TmF+3ejqkrNuWPRXDp1k8pKNa0CfRg9rQee1US+6os1K4+jUWvM8i42rznLpFm98PCsXyBWUlxRqztqVZUGtVrC2rru3ItGjZzoGtScyOtJFtx+YcjQ9vUaL4CbmwNvvDKJd97fBaLB/VjHjRg9shOjRnQy2uf0mZusWn2K9IwC/WttWnuz/MmRdOxgWNELgsATDw9j5NCO7D98naSUXJyd7Bg+qD39egcYkYZPhtzi8HHFI6X6c0x3vj/8cpLePVppO4cUWFurGD6gnVFAcj/OXTGvqKtDWmYBdxIyCazGLakTGvjAlWWZnPwSqtQSjd0da5Cn+3Txr/XQbs72BFYTmNtyJJyvN5xWSnGiIqK3ZvclRvQO5M1HxmBrozzC54/uwZFLN012fYqigJuTPWP6KNczv6iMF7/fg1qjMRqPLij7Zc9FOrb0YUBXJbv10cPjePSrbdxJzdFngHQZplE927J4jEKALyot58BFy9mItNwiLkTfo38nhYj+2pzh9GrbnI2nwrmRmIGVSmRQp5Y8MLQHnauVd2JrEZeTZLiTahy4De0UgKeTA5vPXiOvuIwAHw/mDemuD3oAI3KtOcjIRoqv2y9G8t7W4wiCcs0EYNPZCA6E3uTnR6fT3k8p9fYK8OPi7UTzqqyiQK8AQ7bqubX7ScjK058PGL6TnVejaOnlzkNDetLIyYHRndpwJMq8douvqzN9Wim8vzUhV812S2lkmayiEg5G3mJq9470b9WCgQEtOBdXc9wqUcDXxZm5PZVusKM37yIIQoMW4nXFvwFKA5CfXbeUe35W/VPznj5ufLzxCd5a/DN5WUVK+yuKfLy3nzvv/v4Iji7m7e3rg/+p4CQ9OZeXl/5GenKeXjH0wolo1q86wTNvT2VUAzgr+XklXL1w22INVAZOHbnBtHl963Xsps08av0hejRyqldwosOSh4fw7PJ1WkJxzeNPn9ELTxMBVXFxOfFxWYgqgTatfbAxIZ0/cEAgq1Y+yNbtVzl3PpYqtUTrAC+mTenBsCHtjTJcR49F8eGn+2oc487dTJ55YSPffDG3RmtzYIA3gY+PtHh+O/eGWSTrqkSBPQcjaijV1obikopaO34ASkrrr7/TvWMzLoTHm50QRUGgW8dmRq8dPXeTP3de4q42S+TqbMf00UEsmNJbH0Q083ZncI8AzobHmR33gvE99YHN4Qs3+WLtSf176mpl2ROXb2NjbaUvK7Vt7sWHj03g9Z8OaIXSZASU35a7swPfPz8dBy35dW/IDSqrNGaDJVEU2HAkVB+geLg4sO7VeRwLu83+izHkF5fRzMuNqQM606tdM/19dC8jv9ZshEoUiE3OpH8nf0AJdkd1D6SVtwfR9zKwtlLRs20zPF0djfazt7GuVRemuhJvWWUVL/22nzM34vXZnwvR91h7IownJvTn4dFKUBXYpDEeTvbkmnCI1kGW0WumhMWl8O6WY2grj1T7D0VlFSz7aTsHX1uCo50NU3t2YtWxS1RUqU0+ljSSzMKBCk8qOjmDsIQU8ycH/H4mlAUDu2OtUvHy+CFcS0ono6DIKPBQae0YPp89DlEb0J6+Zf5eBiX7dPpWPFO7d0QUBb6bM4kXth/g+M27RuNu792YlXMn42qvZN9LKytrLVn+Vfx/EaDIskzUxTtEXbyNIAgEDW5PYDf/Bh+vUR2JpJ4N8C4BaNOlGX9efJsLhyOJuhKHIAoE9Q8keGj7Bmk1/DdBXaXhlUfWkJmmrNJ1D2rdTf7lWzvw9nOna8/6dSkV5JXUStBSiUKD3I/HTAxi09pzZt8XRYEJ0xpGBO7YyY+PPpnNZ5/sIyurSP8QtrZWMXN2bxY/NNho+9LSCn5adYLDB69TpeUcODraMm1GTxYsGKAPaHVoHeDNKyvGA+PNjqGyUs23P5jmlCjcDonvfzzOD98urPf53YmzrG2ikWRi75j3WzKH5k3d6+Rm3NTH+DdYUanm7KU7pKTn4exox6A+bfD0MPY2mT2+ByGhcZiCICgOzZOGG/Rp/thxiZ82hRhl9AuKyvl9+yXCopL5+vXp+hLIm8vG8MIXuwm/lazPQuj+O2NEV+aNNeiPrN5xHnOQZJmDIdEsndaXJo2VrOOwHm3Y9/lS9py9QXRCOlYqFX07+TOyV6CR/0zYrWSLwbYkyUTcNp4sbaytGNe7PeN6tzerQ2NTh84tSQYbK8O0k5pdwBtrDhN+x/B5KlFgQp8OrJg7VM+7GNIlgJPX79Y4XvV9hgcZ9JveWX+UkKgEgBqT8/d7z+Hp4sCUvp2wUoksGd6Lz3afNnlcURAY3LEVLRor99Efp0LN+hhJskx+STkHwm4ys18XGjk58M2Dk3jq991oNJI+kNB938+NG0jv1kqW48LtxFon+9ziMuIyc2nr25jGzo5sWDabN3cc5dyde/pjt/NpzBuThtGlmYGrVZsBoCQrEv46HIm6zckbd1EJoIuJVUB0YiZ/ngvjhTEKl6+Vp0edzAX/Cv7PByip8Zm8t+AH4qOSEbWTu/TOdtoFt+L1Px7Ds0n9g4hug9rh1tiZ/CzTk50gCvi18qJ1l2Ym368LrKxVDJwQxMAJQQ0+xt+F/Jxi0pJycHC0pXlr77/ELblwMoa0pFyz74uiwNZfz9Q7QHH3cKo1y6HRyHjW07MHoImfBwsfHsyfq2s+xERRwL9VY6bPMW3vXhf0CG7J+k1PEBaaQEpKLo6OdvTpG4Czs3GmrKKiihee3cDt2+lGk3NJSQXr/gwhOTGX196cXO/v5+LluxQXm880SJJMzM00kpJzaeZnXrHVFKytVWB+cYogNMw4sVe3ljRydyQ3v8TkqlolCgQH+eNVLft08twtPv3xCMUlFahUIpIk8c2vJ5g2thtPLB6i7yzq0ak5Tz4wiO/XnalhFqgSRT56YbK+gycxNZefNimmfvePQ5Jlrt1MZtfR68wap6yUnext+eHVmVyOusfh8zfJLyqjqZcrkwZ3IrCFoQvsXloeSen5li+CIHA69C5zxxi6lTxcHFg03rLmUN3uD+NtkjPzWXfoKgcuxFBWUYWnmyPThnRh7sjuenG5gKaN8HJzIjPfPMlflmUGdlbK3rmFpSz6dDN5RcYmlRpJZu+FaDLzi/nuqamIosDo7m35cf8FsgqKa3Z4aSX9HxiqBHfJ2fkcDr1ldr0iAD8fvMSk3krG4IFB3UjLK2TdmfAaQWO3lk34YN5o/b7nbtZBu+VmAjP7KWWQ/oEt2L78AT7bd4awhBQkSca/sTvPjBtAv0BDV6JGrptQm66sWV6l5pVNh7h0J0k5f+1+N+9l8uK6A/z+2Cx83ZQmhfa+XsSkZZrPmAkCHZsqZdCUvEJe266o++qEYsFgUrwmJJSeLf0Y0q4VI9oF4GpnS2F5xd/dvKPH/+kApSivmBfHfaovtVRvr40NT2DFxM/44cxb2NXTZVdlpeLxD2bz4bJflBeqfTuCKCAI8NiHs//jJNG/GxnJufz80T4uHI/Wd5s09fdk4TOjGDSu/h1KAJfP3NILrZmCpJEJPX8HjVpTLz0ZFzcH+gwK5FJIrNk2bVEUGDKmpjJrXfDAQ4Pw8nZl4x8hpGgDLDs7a8ZM6saDjwzB3sG4jbmyQs2pY1EcO3SdvJwSfJq4MWZiEH0GBJrMgqlUIj17taIn5gOzgweuEWtCYh6Uh8nJk9GMnxhEt+7+9Tq3zKyiOtWSM7MK6x2gDOoXyIEj180/1GUY0CfQ6CVJkgmNSOD85buo1RraBHgzYnB7HBwMv1MrlcirT49lxfs7jDp4QAlOHB1sWb5kmP61S+HxvPXFXv1vVXf/ybLM9v1hyMg887ChzDRvUk+COjRj+6Fwrt9KQaUSGdAjgGmjjYXa9hyPNNvxozu/7Ycj9AEKKPdhn87+9Onsb/a6lZVbFsMDrcvufdvJskxodBLR8emoRJE+nf0JaOZptE1w+2aEXI8zO2GpRIHgatL4N+9lsOyTLVRUqvXnmZ1fwi+7L3L00i1WvzIbVyd7VKLIQ2N78fFG02R0URQY3KWVvtV444lwcgtLTWYNJFnmQvQ9rtxKpHf7FtjZWLH66Rk8tnIHydkF+rKNJMnYWlvx2RKDuNzpyDiLEuwykJpbSFx6Dq2bKC3bK6YMYWJwe346conknAJc7e1YMLQ7g9q3MsoW1Za1k8Ho2XY7LZtlq7aTXVSKqP2NxSZl8dTqXXyyYBwjtJopXZv71Cp25mBjTUsv5ff33aFzXLmrdBZWDyRkIL2giBfW7Wf9k3MAWNCvG69sO2z2uIIAM4IVPtrWK5EWy2gqQeDP8+EMadcKGysrPp46hic27VGagv7VQakfDv5xltzMApOtnJJGIjUuk5PbLjH2wfqrkQ6c1J3XrR5h9VvbyUgydI00beXF4x/Optsg8wS//w3ITM1j+YzvKSooM7p+Kfey+eiZDRQVlDF+bv2zBlWV6lonQllWWnfrK3i36IkRhF+Oo7JCbfJBsuDRobi5O5rYs24YNb4rI8d1ITU5j8pKNb5N3bGzqymzX5BfyktPrSXuTqZ+4k+6l82lc7fp2TeAtz6ehY1N/X96+/dGWHxfpRI4sD+i3gGKu5tDnYhu7m71v3YzJvfg4LFIBFmu8eATRQFXF3tGD+ugfy0ru4gVb20jLiFLH8hpNNf44ZeTvP3yJPr0NHSi9Ary5/v35/DLxhBCrycCyuQ6pF8gj8wfSJNqpdjV67VZDhNjlIGdByJ4YFpvo3JPh9Y+dHhyrMXzu5eSa9kZGEhOz6u3IF4TL1eLgTwoyq/+TQ0B452kLF75dh+J6XlaQi18u/EMvTu14L0nxuHqpGTkJvTvyE87z1Nm5reokWTmjVICKkmSefmHfZRX1vxNSbJMYkYe32w5w5sPKVmGmYO7kJFXxJpDV7Rt4rJC0JRkurfx493Fhlbs3eejajWx23cxht5a755mjd3Y9cYiztyIIyQqniqNRMfm3kzo1d7I+bi8Um2WFFodZdVUs89FJ/DuhqNkVMv+xMRn8Oi4viwYZvCf6djMm8hEy9otnVso5N6S8kqW/rid/NIy/fUC5fkma2Re/HM/G5+dR7umXvQKaIZ/Y3eSckyrsoqCwMw+XbC3saa0opItl8wbAGokmWuJaUQnZ9DBz5uJXdtz4U4ieyJijMpIunvkw+mj8XJR7vuIxNRanZ2vJxlc5ocEtuTBXt1Yeymcf6LY8386QDm2+YJFnQlBEDi+5WKDAhSA/uOC6DumC7fCEsjLKsTT1502XZv/r8+cAPzx1WGKCspqirppL+dPH+xh0LguONehVbY6Ato34fShSLPvCwL4NvNokL+Of4AXX/66hK/f30NstEHMztnVngWPDGFSPd2UTY9PoGkzy1mET9/dRYK2RVc3Aege7lcvxrFm1UmWPW2ZXGoK6en5ls3jNDKpWnPJ+qBfn9bY2VlTbsZQTxCgRXNPWvobr8Q1GokrofGkpOTh5GRHvz6tcb5P8da/uScfvjGNNz/cTUVlFYIg6G3kPdwc+fz9WfrMiFqt4bnXNpOiPYfqk3N5RRWvvbeTn75eSOtqgnid2jXh63dmkZdfQlFJBR5ujjjdlxFNzcjn1l3LtvAycOp8LDMm1E8Qz97Oulayrq2NtdEzQa3WcPryHQ6HxJBfWIqftxsTh3cmqL2ffjtXJ3tG9Ark2KVbJicsQQA3J3sGdVMCtozcIh59fwsl2oxK9X2uRCfy9Cfb+fXteVipRFwc7fjymSk889VOKqs0RhOWRpJ5euZA+mhJrFdiEknJKsAcNJLMoQsxPDNbEZcTBIGnpg5gYt8O7Dp3g5TsAlwc7BjTqx3BgX5G1yHfAjFVd+zsAuNuyeh7GRy6eJOQG/FoNBJJqXm4O9gzKjhQf+zWTRrVmo2wEkW9d8+V2CSe+nFXjRbw0ooqvtx5Bo0ksXik0jn5wOBuvPinae0WASXontZHyUbsD4sht7jU5La6T1p7OowP5o1BEAS+WTiRRau2UlBNlVXHSevm34SnRvcD4FZaNmWVls0vBUEgND6FDn7eiKLAW5OGU1xWwelb8foPt7ey5qEBPZgYZOgSNCWgeD+qt5yvCQnlj5Aw/fkLlodVb/yfDlCKLHiRgDJ51LZNbRBFkfbB9eNL/LejpLicM/uvm1Sc1UFdJXF6/zUm1LMjZtSU7vzx3VHUao3ZFOyU+f3qdczqCGjry3drlxF/O4MULW+mc/cWWFubvtVvx6SyZ/MlrofdQ6US6Nk/kEmzetH0PmfguiI5MYcrF8yT+WRZZt/OUBYsGYRDPUuLLi72lJaaT/2LooBbA7Ic9vY2LFk0kJWraqbmdfPJY48MNZpcLl+J49MvD5KTU2xE7J09oxeLHxxolBbvHdyKbX8+xuETUUTfTFXKWd38GTKwrZF4WMjFOyQmm+YnKTVxmU3bL/P6ixNqvO/u5mg2w1NkgV+jgygKFJWYN1Qzh6F9Ajl23rI8/4h+BhuFgqIylr+/jdj4TH1gE3MnnUNnYxg1oB1vPGlwzn1q7iDCbyWTk19iNOGKomK18PajY/UdP5sOhVFiQkIflOD4ZkImIeF3GRKslBR6tG3G9o8Ws/N0JGfC71Kp1tA5wJeZw4Jo729oy9a5IlsKwKo0EglpuXRp3UT/WjMvN/q0bU6KRwEujnZ0bFGTu9bIxYGMPPPPX5UoGInT7bsQzVt/HNZnZABuxKfzyi8HuHIridfmD0cQBPp3aEljV0eyC83zk8YEt8VVq9b71a4zgPkOoR/3X2DGgC4429syqmsgV/sls/n8dZPZiI/nj6WxNhtxJireotmvRpI5ecPwrAjwbsSGJ+fw0a5TXLyjE2qzZlKPDjw/fqD+t1K39a+h7lOpVvPYml2Exacgy7Je/KxMU8n3hy+gEkSWDlN4SwPa+HPhTqIF9VuRQYEKh6igrJxvjhqaBwTuZy79dfyfDlCaBnhTkF1k9sclqkSaBtRTI+G/ELIsc/3CHS4ciaSyvIpWHZoydEqPBrcj52UWKQGEBahUIukWyK7m4OruyIoPZ/LRS5v10uRgWCn0HtyO8bMaZixYHS3beNOyjeXvdvemi/zw2UGjVHpayiX2br3M6x/Pol8D9EciQhNq3aaivIrYm2kE9fCv17FHje7MurU1xcd0kCSZESM7mXyvNkyfGowgCPz2x1mjIMjD3ZFnnh5Nr2qk5cgbybz6xrZqKWvl9aoqDes2XqBKreHRpUONju/sZMeMST1gkvlup7MXYi1OhhpJ5vS5WyYDFEvwbuxca4eERiPhe58Gz534THYeiiAyRuGg9AsOYNLoLnh7GojWA3u2pmWzRiSaKPUIgoBKJTJvokEQ7+1vD3D3npJd052nbr+jITdp0cSDxTOUoL+xuxO/vzOfX3ddZN/ZKCoq1YrYWOcWLJnSl06tDZ0aB89FWwwiRFHgyIWb+gAFwMvdmWVT+rFsivkFgbWVqk7lv+ricucj4/ng96NkVgs+7G2teWhCbx4c11MfqEwb2Jmf9l60WKqY1K8jAOm5Rbz95xFkGaPSjW7fHWcj6dWuGaOC22KlEvl48Tge+34HGkky+l5UooCPuzPPTlE8ie5l5hGdmIklVKo1HI+4w5S+HREEgVenD6N3YHN+O36FW6nZqESBQR1asWR4T70GCkCF2nR7cXVU757JyC/msZ92kpidr5/oyzVVbDwTQV5hKR/OH4uVSqStb2McbK0ptWBaKMvQs5XCI9pyMZLQuOQaY9Fdxm8OnWNU5za0aOzOlO4d+eHERUorq8xwgyQW9leyjIciY7Ut7f8c/k8HKOMWDebGhdtm35c0EmMWDvwPjujvR15WEW8t/pnb15MMmikaiV/e382L3zxA/7H1J7M6udYe2EiSVO/yjg6DxnTGq4kbW9ec5eKpGDRqCb+WjZkyvy9jpgX/JbPFuiLqWiI/fHYQMC4lSBoZBJkPXt7Cml3L8fJ1q9+B68gTa4i40eSpPdi3N5yCglK98JoOoigQEODFwPtMD1NT8ti54yohZ29RVaUhsK0PU6YG07NXK6MVrSAITJ8azPixXbl0JY6CgjJ8vF3o0d2/Bql39a+ntPLypse5dfsVZk7rSaNGTqY3MIPy8qpaSYhVVRqzba7m4ObiwIBeAYq4m5njO9jbMKSvgay7bX8Y3/xywogAG5eYzaY9V/nktakEd1F4EVYqkW9en8GKT3dx824GKpWIgOIT5OxoywfPTcTfT8nGJSTncOlagtlxysCm/aHMn9xTv1pu5ObIikXDWT5vMPlFZTja2+DkUDPzVmwhswZKMJRfZFxSqVJrOHnlNheuJ1Cl1tC+pTcTBnbEtVr3WL8uLfli4ymLx/Z0daS1nyIuF3oziWe/2VXj/i6rqGLl9hA0ksSSiQp3bfaQIPZeiCYtp9BkZ86I7oEEBShZmZ0hkRZ/W6IgsPFEBKOClfu/R2s/1r04l18OX+ZYxG0kScbRzobp/TqzeFRP3LV8nNwi0yWY6lCJAnnVSjVpeUVsPBFOtLZsqAFOhd3B3daOF6YP1uuxdPDz5upd86rEoiDQ3k9ZRMmyzHO/7yUlVymn6fbQ7Xs4IpbWvp48MrI39jbWzO3bld9OXzWbIQpq0YR2TZTvZOP5iFrPb/uVGzw3biBuDnasXjSNpb/voKSiUj8OXWn2w+mj6OyncGyyikpQieI/2mr8fzpAGTytJ0c3nifiTEwNLoogCAyY1J3gEQ1bcf43QJIk3nhwFfExCmlJozbcKJUVVXz42O98vmM57etJmnRr5ESX3q24cSXe/Gpdlhk0rkuDx96uSzPe+GqevgOjLvoumWn5FOSW4OHlTKMGtAtXx66NF82TEGXlgb5/x1UWPzGiXsft2MWv1m2srVW0Dqy/a7SbmyNff7uAd9/ZyZ3bGdoAQyGf9ghuySuvTTJSL716NZ43Xt2CWiPpO5uuXI7j0sW7TJvRk8efGFEj7W5nZ83ggeadnbOyComMsiwoJctw8sxNZkytKaVvCf7NPTl/+a5FVd2mvu41gpM7cZkcOxVNQWEZPt6ujBneCW8v4/vj8QeHEBGVTElphdGEocvcPffICOy0vKeIqCS++UUpd91vFlhVpeaVD3eyZdVSfUnJ092JXz+cT0RMChfC46iq0tC2lTdD+wTqRdoALl+/V6vYWFFJBbcTsujYxtip29bGCu9G5hWQfRu7kJSWZ9GYzq+aUV9iWh5Pfbqd9OxCfXni2KVbrNp2jvceH6fPtDT3dmdI9wDORJgXl1s4rqeeu/Dd1rMgmz/HX/deZOawIFwc7XBxtGPNitl8sO44p6/f1e9ja23F7KFdeWJKf/39GRlvnpgKyvMo+p4xz6iFlzuD2reksKCMvOIyWnq7M6CDP26OBp6Ul1vtQbRGkvXb5RaV8uAXm2oENmqNxPZzkWTkF/HNMqXVf0bfzvx+6qrFMc8bGATAjcQMIhPN6wHJwLrTYSweGoy1lYonR/UjNj2bszcT9NlBXTnJz8OVz+ePU/aTFS8hS2G/RpKJyzBkw31cnfFzduFWaTaC9rEsa2QaOdjT0tPAv/N0cqjVNfqv4v90gKKyUvHOpqdY99Fu9v12itIipcbs7O7IlEdHMOe5cf9jaqp/B8LO3OLuDdOThSwrLc9bVh7jrV8frvexFywfxUsP/GTygSoIAqNmBOPbQJ7G/ceqzU33RmgCv319mOiIRO1OENyvDQ8/Pxb/Wso45hBxJd5ih4QkyVy7El/v47Zs7U3noOZERybVyHKAkukYOb4rzg0svzX182DVzw9xMyaV6Cil9NC9hz/NWxgTWIuLynnr9W1U3acYqptkdmy7QocOTRlarYOmLigorJ2noRIFCgtqX5nejwljurJ+60WL20ybaCCxVlap+fCL/Zw8e0sf4MqyzJr1ITw4tx+L5hkmuKa+bvz86QOs/P0U567c1U92LZt78sj8gfSv1h20Za9ls8CKSg37jt9gwXQD6VoQBLp18KNbB/MBqiQp6q61+fHcf1/eTshk74kbpGTk4+xox8j+benTraWeqwIwbVhXvtlwymyWQSPJTB6iLMbKK6t44uOt5OSX6N/ToUqt4dXv9vHbO/Nop+WivL1kLM99u4swE+Jy80b1YM4IxRssOTOfqHjLontqtcSJ0NtMGaS0+zdyceTLxyeRnlvEjfg0bK2t6B7oh6Odcdu+tUpVa3BXneCZU1jCsi+3EZeWq5/A41JzOBJ6m7G92vHu4tGoRJGmjVzp0bop4XfNd6842FozrKsiArfuZBg5RaWmuT6yzJkb8YTeSSG4jR/NPN14ffpw3tt23Oh+0p3H5F4dGB2kZO2u3EmqtQyZX1pOXEYubZs2xtpKxVvThvP21uOcv52gBIVA+yaNeX3qcD0PRhAEbK2tjIwD74coCDhog/NKtZolP28jKScfQUIvgCIA+SXlPPzzNnY8u4CmHq6M6RzIR/tP1aoe/FfwfzpAAbCxteaht2cw/6VJJMamIQgCLdo1wboBbZ7/bTh/6DoqK9Eoc1Idkkbi8vEo1FUarOopw94puCVvrVrEly9voSC3BFElIksSgiAwdk5vHn1t0t9xCrUi9Pxt3nj8T+MnkwxhF+/wzPxVfLn2EVq19TV/ADP4JxutXnlnKs899gcZafl6SWxdu3Fg+yYse8q4g0ejljh1PIp9O0JJTszB0cmWYaM7M3FaD9w9aq7wBEGgfYemtO/QtMZ7Ohw+fJ2KiiqLcubbtl6ud4Di2agugngS3iY8lWRZpkQrUe9gokzh6+3Kk0uH8d3PJ2o8rAVBoHuX5kwaG6R/7esfjnEqJFb/mdXx+4bzuLs5MmW8wVizqa8bH74yhbz8EtKzCnFytMPP161GFin0eqLl1mFZJvT6PaMApS7o2ManVq0IG2sVAc099Z/z7Z+njdyVRVHgSEgMHVr78OWr03HROptPHdaZQ+djiL1nWrl36rAudAxQfifHL8WSaaY5QJYBATYeDOWdx5RVuKO9DatWzORKTBKHLsZQWFJOE09XJg/qREBTQ2B8v+CaKYiiQF6hYTuNJLH7zA02Hg0jIS0XAQju0JwHx/akd8cW+u0GdPbnbKRpdV9QgmKdABzASz/v516G0g2mu+a67/Tg5Zu09PXg4XHK9/f8tMEs+nKzkmk08f28MH2wXtF214Uoi2VIlSiw91I0wW2UQHVmvy40b+zGyoMXuHYvFVmGpu6uPDKqN5N7dtDfe1Idhdp040vPL2L+15uULiHJ4Pp7JyWbJT9s5adHp9GjlTKGMV0D2Rtm2SNpZGclY3b4+m29H5Cp7cqr1KwLCeelSUNwc7DnieF9+fqIeZXtv4r/2ln6kyWrmLxkFMGjuvwtWQ5bexvadG1R+4b/i1BeVlkrl0GSZKoq1fUOUAB6DWnHurOvcelkDCnxWTg42dF3REcaef+18kpdodFIfPXmDmRJrnGekkamsqKK7z/Yw5d/Lqv3sYN6tiLkeLTZLIooCgT1alh3lqeXCz/+sZSDeyM4sv8aBXklePm4Mm5yd4aP6WykgVJVpeHtl7Zw5cIdPUG0IL+UDWvOsnf7VT7/YSEtWja28GmmEXUjGUtqVZIkc+tmqqI3Uw/7BDc3B/r1bc2Fi3fMPqhtbK0YUk0HSKOR2L03nG07r5CmtTho19aXObN61ygnzZgcjK+3K+u3XiLqptIq3sjdkakTuzN7Wk+931F2ThEHjkZavP//3HSBiWO61jg/Sx0/UDd+kKlNYuMyuBgaT5VaQ2Arb/oGtzJa1XcKbELr5p7EJ+eY1roQBcYP7YSjNnjbdiiczftDAcPkqrvmN+MyeOub/Xz12nQA7Gys+eGVmfyw5Sx7zyiEWlCUZR8YH8zcMQZy8pmwuxazERpJ5lSocSeaIAj06tCcTq18KCmrxNXJzqgDC6Cxe+0mnBpJxlvbmSNJMm/8dICjV2KNhMZCbyZxJTqRFQ8MY+awIADG9W7Pj3suUFhabjZ78cAI5RxvJWUSdttyGXL9sTAeHKWUSzo09+bXZ2bx0ZbjRoRZbzcnnp48gPE9DWT5OrVGFxqCv5zCEn7Ye4HrcamoRBAQSE0vYNXeCwT6eNKhuZKlCmrZpNbWaCc7G71Q22e7TpNbXFpjH8WxWOKVdQc5+PoSVKLI4sHBHIi4hSzXDMBUokDLxh4M7aBkEA9fi0UUDGaFps7vQMQtXpo0BIClg3qSW1TK+ksRtY6/IfjHA5SPPvqIV199leXLl/P111/Xeb/LB8K5ui+S4NFdeGvTcmzuS/n9b0VVpZqCnGLsHGxwaiDJVIcWbXxqdUf18HbBzqHh187KWkX/Uf8zPJ2IS3fJzjBvuChJMtHhiSQnZON3n0ZHbZg6rw+nj9ww+76oEhk3rX4ciupwdLJjxtw+zKhFzG7jHyFcvahMBtUfvJIkU1RUxlsrNvPb5ifqRQqFusuZN0Sz55ElgwmPuGeW1PrYI8Nw1LZQS5LM+x/v5dTpm0bbxMam8/Z7u1iyaCAPzDPuIunfpw39+7ShuKSCqio1ri4ONc7//OW7tQYSObnF3I7LoF2b+mXYunbw40qEeUlzURAI6mgo5RQUlvHm53sIi0zStwBrNBKNPZx476XJdAxUPl8QBN5/biKPvbWZgqIy/bXTnVnbll48Pl/RZNJIEmt3XTY7RkmSuXQtgbikbFpplWId7W148cHhPD5rIPfScrFSibTy86yhbVFRpa71uVF1XxffzYQMft15kbPhClfE1saKCQM7smRKH73sv4+HMz3bNyP0VrLZ4NXe1pqhPZTV+oEL0Ry9omTAqm+t2/ez9Sfo28kfPy83HO1s+PGZaTz29Q7yi8v0AZYoKMrdbz84mk4tFV7XpZjafW0KSsq5k5pNe22A0KmFN09NGMCfR6+SlJWPq6M9swd1ZURQG6P9PJwdyC4072SvEgW83Jz113DZd9uJ1/I7FLqGMqbM/GKWfruNLa88oJSZWjWltU8j4jNNC/8JgsDsfl2xs7Eip6iE45F3zJ6fJMuk5xdz4VYiA9r7E+DdiB8fmsKza/dRWFahKNpquWttfRuzcvFk/T1SVF5hNjjRoaTCQMg+F3uPTSHXELQcGMF8JalB+EcJGFeuXOHnn3+mS5f6kyl1GhyhRyNZ/crGv3to/3EU5Zfy81vbmN3hRRZ0e5WZbV/g5RnfcP18bIOPOXJWb0QLE4wgCkx6cOB/TDhOXaUh5HAkP3+4l18+2U/o2VtIf4FEZcmzpzrSzWhnWEL7zs148qXxIGC0whZVAlZWIq9/Mgsvn5plioryKiIux3Hl3G0y080LWNUFVVUadm+9YnailTQyqcl5hF0xn9o2h27d/S1O4KIo0KVrM5OBT1FRGampeZSZ6Qxp3qwRK79ZQNfOxl5TPt6uvPbyRCZPNJRVjp+MrhGcgCFV/evvZ4nTitrdDydHW9zdHE2Osby8qk5BmznxOYWbY/r6zJ4UbHE1qLISmThSeaZpNBLPv7uNiChFdlySZH1WLie/hGfe3EJSNfG85k08WPvZQh6c2htvT2fs7axp2awRzz40jB/emY2jvbKYSEjOITvP/EQIynd4IbwmT8rR3oYOrXwIbOFlUnirbQsvi9dOFKC1nyHgD41J4uF3NnIuwiCPX1GpZtfJ6zz45noycw2eZMtnD8baSmX2+M/MHoy9lu+w5XiExWeTIAjsPG0QdWzbzIt9HzzEq/OHM6hzK/p2aMGScb3Y9+ESxvcxZDkkSa6TIIcuEFJrJF755QBPfLODqzeTSM0q5Na9TN7+8wjzP9hAbrWS1LR+nSw+czWSzKTeStn0xPU73EkznS2TZJnyyio2norQn+tXiyfi7mhvdHzdv3u3acZjY5TFTkJWXq2lQlEQiMswKJxbiSJWkoCgASQZQVKCCRtERMFwj7Ty8jASYrsfggAtPBWydZVaw8sbD6KRJSRZ8QMSaglu6ot/LINSXFzM/PnzWb16Ne+//36DjyNLMgfXnGLhmzNw/gsy5f+TKMor4bkJn5OakGUkfhZ5IZaXZ8Tyyk9LGFiN/FdXeHi58OSHM/lGqylSfdUiiALturVgysOD/5ZzqA23byTzzqN/kJNZqG933v7rGfxaNuad1Ytp0gBCrVMdiaSO96mX1hUTZ/WiQ9dm7N16meuhilBbcL82TJzZiyb3qcVKksSm386yde05SrXCX4IAvQcG8tQrE/H0qn/ZKy0lj6JCyyljlUok6loSwb0DLG53P4YP78ivq09RXGwmJS7JzJptnN2JvZXG72vOcPmSskq2shIZOrwjixYNxOe+dmv/Fp58+dlc0tLySU3Px8nRljatfWpMTLv2hFlczapUAnv3R7D8yfop67b0b1xrS7IoCDSrJgVfWlrBll1X2X0ggty8EmysVQwf3J65M3rTopnh/gzu2oKl8wewen0IKpWgJzurtNmR916cpJfEvxgWb1alVtf1s3nPVV541HB+Hm6OLJ3dn6Wz+5sde5UZXll1CBhnOmRZJiT0LlsOhBF9R/Hi6d+9FbMn9KBdKwOZfPKQzvyx10J2RoaZo4IAZfJ+84cDqDU1y6waSSa3oISvN5zmwycVbZq2zb1Y/fJsPl13ghtxBkl0bw9nnpg+gLF9DYHEneSsWl2VY+/TKMnMKyY+KZs7CZmo1RKOKiuS0vPwrlZe6tzKt9Z7w97Gmla+ynf+y4FLHL0aqz8n5Roo/72XkctLq/ez+vmZAMwb0o09l6LNmhYOD2pDUCulNfpwaKzFe18jyey/EsML05VndIvG7vz51Gw+3nGKS7cTqZIkHG1tmBzcgWcmDtS7Rdvb1K6yLcsydtpScnxGLo+u2kGVRlICCO0tIwBRSRk8+tMONj6rqAzP6N2ZrZfMK33LMszt1xWAE9F3yS+tv7hhffCPBShPPPEE48ePZ8SIERYDlIqKCioqDEqPhYU1U/pVFWqiL96mdzWC3P8mrPt8f43gBHSaG/Dl8j8JHtYBe8f6T7Rj5vbF09eNzd8f5cZlZaXt2siJiQsHMOOxYdj+B0pj2ekFvPzgaspLlO+xOmk3NTGHlx74iZ8PPo99PZVTew4MxMbWmkoLgkSNfVwJ7FR7a685BLT15ZnXJ9e63fcf72f/duOWQVmGy+fu8Myi1Xy//tF6+/zUtWwj1LO8A2DvYMNHn85mxQsbKS0xcJV0rdUPPzKUPn0N9vTXIu6x4oVNSJKkXyWr1RInjt3g0oU7rPxxEU2a1nT+9vV1w9eCVkx8QnYtAmkyd2qRoTeFHl1b4OPlQqYZIUaVKNC/TxsaaQOJouJynlqxgXtJOfrtK6s0HDkZxYkzN/nyg9l0qkY6XjijD0Edm7F9fxg3tOq3/XsGMHVsEM2rBT3HQ27WKi539EyMUYBSFzTzdcfWxkrPJTF37HatlLKGQqg9xeb9YUbjOXb+JkfP3eTNp8YyaoASHDRp7MqKB4fzye/HjbbVMZaG9wpk3AAlC3DxegLZ+eYzORpJ5uSV2+QVluLuopSs2/t7s+b1uSSk5ZKSla8oybb0rXG/W1upLAZigoBRm/bZiDhWrNyjeHVpx3wm4i4nw+6wZGJvHp2qBHzd2zQlwLcRCRmmyyWiIDB9UGfsba2pqFKz8US4RbXX0NhkYpOzCPRrjJuTPX88P4f3NhzlXHSCfj9baxWzBnbl6UkD9FmhwmqS9eZQUs3sMTW3kIe/2UZGniEjVVZZyYYT4aRmF/LZkvFYq1S0bdIYHzcn0i24RguCwGAtr+SPU6GoJdMEYI0kcys1i7Mx8QztFEBHP28WDerB72dCazDYREGgZys/JvdQ7o27GTlY/cM6KP9IiWfTpk2EhYXx0Ucf1brtRx99hKurq/5/zZo1M7mdphZl0/9WVJRVcnjDefOy8TKUl1ZyZndogz8jeEh7Ptv2NNuiPmZj2Husv/ou858d8x8JTgD2rb9AeWmF6ZW6RiI7o4ATe8LrfVxHJzvmLLWcAXrw6ZH1Ink2BHG302sEJzpIGomcrCK2rz1f7+P6NnWnkadlHQaNRqJbcEuL25hDu3ZN+HPdoyxZOoT27ZsQEODF6DFdWLX6IeZWsyiQJJmPP9yLJEk1vkONRqa4uJzvvj3SoDHY1tItJwiK1P79kGWZ5JRc4hOyTJZpRFHgjRcnYmWlqpGSVokC7u6OPLXM4E68+o8zRsGJDhqNTJVaw1sf765BmO7SvinvvDCR7b8sY8tPS1n+8DCj4ASguMT0fV8dZeU1yewZWYVs3HWFVWvPsPvwNYpLjOX4He1tGD+ko9kgVhQFfL1c6KUVjDtz5Q6b9yueKNXHo5FkJFnmve8PkpFtWPxNG96V716aTnCHZvpqSHNfD15aNJz3nhinb2GOT8mxmPLXfV5Ser7+b1mWuRKVyOrt5/lpy3l+3naeg+eiawRbg7u1tnhsWYZBQcokm1NQwks/7EWjMVaG1f37172XCLmmLNAEQeDzxybiel+5RPfPrgFNeHyyEszcScmmqNSyFYIoCFy+maT/28vVkXE92hHo7YlKo5RJ+rZuzsigQKyr6RC19K6lXIJigKicq8xzP+8lq6BYEUHUbqMLKk5H3mX1oUuAIje/bJR5bpsgCEzp1RFvrXbLoXDTfk46qESBIxEGqsFz4wYwuXt7ozZ2AejRognfPjhRf472Ntb/iINxdfztGZSkpCSWL1/OkSNHsLOrPSPwyiuv8Nxzz+n/LiwsrBGkCKJAYPeGPaT/p5GTUUBFmWWVRytrFYm3LOsH1AWOznbQwHLHX8GpfRF6ITBTEIDT+681yP147iNDUFdp2PzraSSNhKhS2qpt7axZ+sJYRlTjO/xTOLIn3KKzrCTJHNh5lYeeqil8Zgkqlcj0uX34+btjJt8XVSItWzWmU1fj30NhQRlHD1zjZlQKoijQvVcrhozoiK0JZ2U3N0fmzutrFJDcj7DQeDIzLZORL1+6S2ZmIV71LGUNHtSWffvNM/xlGQb2D6z2t8zBw5Gs23he3/Fjb2fN+LFdWfzgAKP25E4dmvLTVwtYu/kCp8/dQqORsbOzZuyIziyY3UefPSktreDgsRsWLQKyc4q5eDWO/r1bm9zGHPyauKMKN62ZooOvl6v+vlBrJL779QQ7Dyn8C1FLqP321xM89dBQpowJ0u/32LyBRMamcedephGpVSUK2Npa8+Fzk/QBzJYDYRYzOTKw53ikUVmpV6cW9OrUQmmvlaQaXTkAdrZ1m4R0IncaSeKdnw5x+PxNfWu0IAhcvpHI2v1XWfnKDBq5KpnG+aN7cORSTX6S7hw9XB0Z1Uvp8tpz9gYajWRRiG7j0TAGdFU671p4u7PlzQVsPX2N/RdjKCgtx8/TlZmDuzK+T3v9JFvXzhMdl06WZd758wh7zkcrZFMZ1JLEuRsJnI2M591FY/R8mGn9O7E15LrF484coHCZrsWncTPZvOS+LMOm0xE8PKoXNtZWTO/TmdziMlYeNF4YSbLMmKBAXp0+VD/e2owFNZJMcbVMzrcHzrH3cgxgTOUJu5vCc7/v4/ulU7BWqRjesTVf7D9r8dh/FX97gBIaGkpmZiY9ehja2jQaDWfOnOH777+noqIClcoQZdra2mJraz71L6pE+k8OxvO+lcv/FtSlg0aSZOzqWf74b4I5MqUOsoxeJK++EASBhU+OYNK8vpw9EklBXgmNfVwZOKqzSbM9jUYi5OgN9m2+RFJ8No7Odgwd14XxM3vjXku2whyyMwprXSUXF5ZTVaUxaiGuC6bN6UNCfBZH9l3TB0G6DgUvbxfe+XS2sUnfhTu898pWKivVKF04cPJoFL/+cIKPvplHQJv6K9QmJubUqm0CkJKcW+8AZfrUYA4ejkQyQUpViQLuHo6MqKbFsubPENauN37olpVXsWN3KNdvJPH15/OMMi6t/Bvz1kuTqKhUU1ZWiZOjrZGaLkBKWr72epmHSiVy+25GvQOUiSM6s3Wv+eynIAhGQcePf5xm58EIrVWAjG7KrazS8MVPx3B2smP4AKVF29HBllXvzmHHkQh2HIkgI6sIB3sbxgxqz5wJwTTxMpC4o++kW7xHJUnmRmxqjdeT0/O4FJFAlVqiXYA3Xds1NbrfBnUP4Iu1NU0kq8PX04XW2k6iP/Zc5sh5JejQTf667z0xLZfXvt/PqtdmAQpf5ZMnJvLaqgNUqtUI2vtZI8k0dnPiu+en6wOf8NgUy6VCSSbivtZijUaiqkKNuqwKqUyDplxNZYXa6DitmzTCzsaKcgv3hyTLdNVK7h+8fJM956P1r1f/fIC3/zhMcFs/vN2dad/MmweGdmfdybAaxxQFga4tfZnWT+mQDLuTXKspY2FpBXEZubTT+v308G9Cc1dX7mXnI2u/Mnc7O/q1aYGNlc5YUMCvkSvJOQUWg7sWXkr5NiY5k99OGLLF1QMUWYYLsYnsuRLN9D6dae7pxrigthy6FvuPZVL+9gBl+PDhREYak2wWL15Mu3bteOmll4yCE4sQtBe3jQ9Pf7vo7x7mfwweXq607e5PbMS9GnL7Okgaif7jg/5jYyrILSZk/zXyc4rw9HVjwLigBhNNAZoHeBEdlmD2x6VSifgH/jVTRjcPRybOsZyBUVdpeP/5DVw8aeAF5OcUs2HVSfZsvMinvz2Mf+v6j8PV3VFrbGj+R2hnb63X6KgPRFHg+VcnMmJMF/bvDCXxXjbOzvYMHdWJYaM7GU3GiQlZvP3SFjRqnTqsrF9ZFxaU8tJT6/h965M41fO7dHCwqZP2h30D2tWb+Xnw8fszeOOdnZSUVOjLcRqNhJeXC598OEt/jomJOTWCEx0kSeb2nUx27Qlj7uya94GtjZXZcpI5J+vqkGW5RnCZkJjDrv3h3IhJwUol0qdnKyaO6arPzICiRDt/Wi/W77hcs2YvCgS28mKqljuXl1/C9v1hFrW4Vq8PYVj/tvogwd7OmvmTejJ/Uk+L46+tDAMYPXtLSit4b+Uhzly5oy19KAGqv18j3n92gr512buRM+MHdmT/2Wiz98jSaX0RRYEqtYaNh8yfn0aSCb+ZTOy9TAJbKJPs4G6t2f/FUvafjyYqLh1rKxX9urRkaPfWRuWSuvC1qgdWcSk5PPLJZoqqlZ7vpuTw+foTHLwQw8oXpuNgZ4ODnQ1TB3Rm88kIk5OsShQIaOJJl1ZKq/jGE+EWia+yDDtDbvDoRCVj+fy0QTT3cuPXw5fJ0HJGHGytmTWwK4+O66vPWtV3fr8Wl8oj321X1ImrNS0VlJTz1rojVKk1zNBmZ+YMCOLzPactqgxP76MEStsuRppVUQalTLYp5BrT+yhKwO/OHEVJRSWnY2p2k/0d+NsDFGdnZzp1MtbNcHR0pFGjRjVet4SmrX2ZsnQ0Yx8air3Tf75s8Xdi/vPjeXP+SpPviSqR4KEdaNWx4UTPukKWZTZ8fZhN3x9Fo9boyyU/vrGdh1+fzISFAxp03PHz+nDjqvkbVKORGNeA8k59seW3M1w6dQuoqSlSXFjO20+t5bf9z9Vb+G/4+K7s23bF7PuiSmTkxG4NbucWBIGgHv61uhvv3HxZK1pX8z1JkikqLOPowetMracbdJ++rS2WsAA8GzvTplp2RqOWOHkymr17wkhOysXJ2Y4RIzsxcVI33O4TQesW1IKtGx7nxKkYomMUwmlwD3/6921jxB/af+iaUdfM/ZBlmd17w00GKJbQ3M8DHy8X0mspY/XrZeiU2nMwgi9XHlFKMNp76daddDZuu8wn70wnqHNz/bbLHhhIE2831m6/qP8MeztrJozswsNz++uzAGcvmzcr1CElPZ+797Jp7V8/cb4+QS05ffm2xYmlT5C//lyf/3inPqOiC3YBElNzeezNzfz52QK9a/NLi4ZTUVHF0Uux+k4mXSvv47MGMH6g4jh8NzmbwhLLmVJRW+7RBSiglL0qy9VUlavBSqaivAqNJGGNIUDp2b455yPjzU7kKlGgV/vm2vORWbFyj1FwooMMRCek88OOc7wwTymDPDm1PzGJGUTcSTUSKRMFAXdnBz57dIL+t30zMbN2T6AEA+m7Uq3hTmI2ubklSosvUFZVxe17WRSWlGNnowS73Vs3rTVL62xvSytvpZLw+Y7TSFp+kSl8ufMM43u2x97Wmln9unD0WizX7xn7GekC6sdG99ELwMWlm26L1kGW4V41pdmM/CJu3stEpQGNgF4a/+/Cf62S7Pfn3sXF5T+jWPpPo+fwjjz39QK+W7ERdZUGlZWoMNHVEt0Ht+OlVQ/9R8axZeUx1n11SP+3rtumoryKla9vw9behpEz6ze5AQwc24WzhyK5cPSG0QNEV6qYtKAfHeppWFhfqKs07F5/wYKmiER6ch5h5+8QPCDQ5Dbm0L6zH/2GtOPC6Vs1ji+qBBwdbZm5sGbLaHpqHqcP3yBfqyQ7dGyXenf6VMe507csBhGyDBfO3Kp3gOLm5sjkqT3Yuf2K2QngwUUD9cFEVZWGN1/byuXLcYZMVX4pf/5+ll07r/LV1w/U8Aayt7dh/NiujLfgrp2ckmcxSwWQkVlYbzdjURRYMKcvn3172Oz7vbq3xF8rMR8ZncwX3yukYI1sHOhWVKp5+e3tbPptGW5aoUVBEJg0qgsTRnQmOS2PKrWGpj5u+sBEh5LSilrT+Lrtqn/muSt32XPkGkmpebg42zFqcAfGDeuEQ7Xs2tyJwZy8ZFpTSRQEHB1sGDtYKaVdupbA9ZumlVYlSaa0rILNB8J4euEQAGysrXj/yQksnpzN4Qs3Fan7xi6MH9BRL9Km27dWCCDJhnv42KVbvPXjQf1kKwoCxy7F8uOWc3z/8nRaafVYJvTvwM+7L1BeUWW2G2XeKEWqIexWMvfS82psU32cu89E8vi0/jjY2WBvY81Pz85g/8UYNp+KICW7ABcHO6YM6MT0QV30zseg+P1oJPMNG4KAPvMjSTIvrNrL+ah7yFohMx0u30xk8aeb2fD6fFwd7Qhq1YS2fo25k5ptRqgN5g4OwsbaisSsfCITLHMWSyuqOBV5l7HB7bC1tmLVsmm8svYgZ2Li9fe0g60NDw7pwaOjDQG/k51trZ5HOt8eWZZZ/tsecotLFdE8GeS/OUD5jzjlnTp1ql4qsv/TKC+p4NLh65zdfZWk23+dvAowck5f1l//mGXvzWDM/P5Me3QE3x5+mfc2PInDfyBDVFZSwcbvLHdi/P7pPosToDmoVCKvfj2PxS+MxaMaR8G3WSOeencaj77+z/v2pKfkUVCLsJXKSuRGWEK9jy0IAq98NJOxU7sj3tcx1LK1N1/8+hDe1VptNRqJlZ/s58FJX/P7D8fZs/kSP315mHmjP2frnyH1/nwdqiwYfulQYaEl2xIefXQ44yYohGNRVMTqFCNHkaXLhjKuWgly3doQrmiNFO/PVBUWlPHm69vqVDK6H46OtrUaR9rZWRsFJ7IsExZ+j0+/OMDrb+3g+x+PmRR+Gz+qCwvnKGl3JQtgEOjr1L4pb6yYqN92666rZschyzLlFWoOHK2pFSGKAs2behDQonGN4ATAz9e91klcEKCJ1sdIrdbw+qe7efXjXVyOSCAlPZ+Y2+l888sJHnzmdzKyDBmhjm18ee2xMYiiYHR9BAEcHWz46rUZOGtlDA6fjbEY4GkkmYOnomq8HtDMk6lDOjN1cGcmDupkFJwAtGzSyOR5V4ckyXRuo/A5YuIzeOOHA2iqeeDo/ptXVMqTH2+jTNvB5epkz1fLp2BrY2XUmaMrbT03dwjB2gzKjbi0WgPY8ko18WkGgceM3CLOX4snLj6LssIKMtILOB8ex90k43upf6eWtXYeDejsD8CVW4mcu5Fg8regkWQy8orYeuoaoDxjvlw6kcauTkY+YbrzGNSxFUvHKt5BWQXm24ur75epLSnJssynW09xOiIOKmWEShAqoaKkkp/3XeRw2C39fqOC2lgMTlSiwNhuCkfq6t1k4sy0cv9d+K/NoPxPQKORWP/JHnasPEJ5NeJnp36BPPfdgzRp9dd4FM5uDkx+eOhfHWaDcPVkDBVlliev3IxCboYl0LFn/T1oVFYqZi4dwrSHBpGbWYggCDTydrFY9ijKLyXiwh0qK9S0audLy3b1N/3ToU4rarmuEvA1YWNjxfLXJrHw0WGEXrxLZUUVAW19aduxpmHfb98dZe/WyyArD1zdpKTRyPzyzVGcnO0ZO7VHjf1qQ+u2PkSGJ5qd5ESVQGD7Jibfq6xUo1FL2Nlbm7wGKiuR554fy5w5fThxPIr8glJ8fNwYPqIj7tWyPpWVanbtCDWfqZJkkpJyCQtNoEc926OHDm7P0WM1J0b9GFUCw4cahL7Kyip5/e0dhIXf05eoVCqR7TtDmTKpO089PkJ/XwiCwJIFAxk9rCP7j0SSkpaPk5Mtwwe1p3vX5kbX5Gp4gsVMjizLXA1PYN6M+pkF9u3REndXB/ILS01OAqIo0LtbSxo3UkTH/tx2kZDLd4Ca2Yms7CJe/3Q3P3/6gH7s44Z0JKiDH7uOXiPqdhrWVir6dmvJuCEd9cEJYCSzbw73t95euX6PVRvPEqPVrBEFgf7BrXjygcE081UIlvZ21kwd2pnNh8PN8jn8m3gQFKj8ZjYcVLQ2TC2JJEkmp6CUIxdvMnmIwnfo3taPHR8/xM7T1zkbEUeVWkOX1k2YMbQrbZo1rvY5Yq2me6CoqwIkZuSx+P0NlJRVGo07Ki6dJz7fzqdPTmRwN4U8vXBUMCcj7pg8nigKuDvZM6anMoHvvRBtkc8hyTI7QiJ5eLxyHzVt5Movy2fw6ZZTXLqlFWqzsWFS7w48PWUA1loOkadz7VlYSZLxdFG2O3D1JrsuKr8ruRpfRZJAQOa1Pw7Ro7Ufni6OjOoayE9HLpGSW1Bj3KIgYGtlxfxBykImPD7V4vn9Hfg3QKmGH1ZsYP+aUzVu7uhLd3hm1EesPPUmjf3+d3YTFRXU7jQKUFKLsmltUKlEGlsQ7gKlHPPrp/vZt+Ei6ipDurRtl2a88Ols/FrV3xzPu6k7jbxcyLHAM9BoJILqqch6P9wbOTFivPkyRWF+Kbs2XbK4Cln700lGTepWb/2WyTN6cS30ntn3JY3MhPsCn/Ar8Wz68xzhWo6Qt68rU2b2YvLMnjW6XQCaNHXnAQtcpNSUPIqLLfMMVCqRqBvJ9Q5QegW3pF1bX2Jv1+xIUbI6KmbNMJSvPvvyIBHXEgGDm7Huv7v2hOHt5cKcWcZBhF9TD5YtHmxxHHXpSLh/fEkpuWzfE8a5i7epqtLQrq0v0yd2p2c1eQQrKxWvPjWGlz7ciSAYH0MlCjg62PL0EmUBU1mlZuu+MIuGfjfvZBAdm0bHtoagtImXq97PxxyaeLnWyjnyamRQZj19+TavfrHH+PxlmfOhcUREJ7P6g3k0b6I8Fx+d2Z+b8ZmE30o2KhWIgoCrsz0fL5+kD6jOhlnm5AgChITH6QMUUKTURUlApRGQNAIqSaihat+7Ywu+2XLG4jVwd7YnoKmiJPvVxlOUlFXWGIukLcu8t+YI/Tq3xNpKRZdWvry7aAxv/3EYWTa4EMsyuDvZ8+Mz0/VS/pl5NdVm70dONRn9xMx8Hv58CzmFJfrrVlZVycZj4SSk5vLV45Owsbaihbc7HZp7cTMpy+y9amdjxdCuyrNuwynzxF4Z5T7cef4GS8f0xtbail8en8HjP+/kTnqOkYmjq4Md3z08Gb9GrjWO80/hP1Li+d+AezdT2f/bKZORt6SRKM4vZfPXB//j4/q74HsfJ8AcfBogSV9ffPHSFnb/ed4oOAG4HZXCc3N+ILOad0ldoVKJTH/Q/MQqqkT8W3vTpec/q6dzKSS2xnndj5ysImKjLbutmkL/wW0ZO1lZvVRf8euyBMueHmnkfHxwTzgvPb2Oa9XKWhnpBfz83VHeWrEFdQPED+umaiub3E6jkcjOLiIvr8RkBkalEvn4g5l07aLovoiioA/i3N0c+Pzj2TTXStKnpxdw8vRNi5mATVsuNegcO3fws+xVIwp0qUZqv3g1jkWPr2HPgXAys4vIKyjl0tU4XnhjKz/+dsroXPv0aMW3782mcztD5k0lCgzqE8jqzx7AT5uNuJecW0O8zdQ4wm8k1Xj91t0Mdh++xr5jkUZlIB0mDu9sMTgRBYEpWq+hyio1H606gizX5CVoJJnSskq+/fO0/jU7G2u+e3k6rz08inb+3rg42uLn5cqSqX3Y8OFCmvsY1IjVGsvfjSwrn69D+K1kpr/4G7/suEB0XDq3E7PYdfI6D7y6ls2HDa28bZo1pmf7ZhZLMQ+MCcbKSkVWXjHnrseb1+kBCorLOXvN4Ic1vk97tr/9IAM6+ePj7kxTD1fmDg1i17uLad3U8Jz1cneqtbuqkVZ9V5ZlXvhxD3lFxtk1XVBxMSaRn/Zd1L/+3NTBCAKYSwg/NbE/DrZKd15MHYi9UfcMVIas/BIyM4sQq0DWKP8T1VBUUEZyZoF+u16tm/2j2RP4N4Oix/FN51FZiUYy7dUhaSSObjjHYx/PQWVi5fnfjq79WuPV1J2s1HyTk4MoCrTp0pzmDdDRqA9iI5M5tS/C5HuSRqKkqJxtv5zh8Tcn1/vYUx7oS8LtdI7sCjPWFAE8vZx5+/sFNcob6ioNF0/FEHNNcaLt1qc1QX1a1bvTR4ey0opaSWYApSWWtWNMQRAEnnlpPJ27NmfHpkvciU1HEAS6dG/BrPn9CO5jyA5lZxbyzSf7gftW+7JyPa5evMP+nWFMnmm5ffV++DX1wN3dkTwLfB+NRqZbtxb6v9VqDVu3XGbn9ivk5Ch1cX9/T+bM68uIkZ2MvhNXF3u+/HQut+9kcPHSXaqq1LRp7UM/baeRDpeuxNV6nQsKy4i9nUEHM2Uvc5gxqQeXQ013pQkov5UJY5QsWn5BKW98sAuNRmM8sWiv+abtl+nYtgmDqonRde3gx/cfzCE7t5ii4nI8PZxwvo+HVlcOT/WtUtLyeeerfcRU480JAgzt15aXnhitJ9W2a+XN5BFd2H2spoiYKAq0aOrB9NFKIBwSGkehhYyZRpI5HxZHVm4xjbXt19ZWKiYN7sTQ4NZk5Rbj7Ginf686Alt4EROXYXbyFEWBdi2VsnphSTnPfb6Livt0THQT5JfrTtG6eWN6tFeC2w8fncATn28jNilLnz3QlSMmDejEA6MVp/LUbPP6IDqoRIHkzHz93xdvJPDyD/soKa/ESiUiA1uOhHPlRiLfPjsVn0YKD29i3w4cMCNEB0ogOG2Akh0Ku53CndQcs9vKsszW09d4ZEIfbK2tCG7jx8rHp/LO+qOkVZPGd7Kz4alJA5g9yJDlVYmCZSFNAX02tbC0nMdX7qC0ogpkEKvFkBLw+p+H8Pd2p0Nzb7r6+9Lez4vY1Kx/LFD5N0DRIie9oNZJpaKskrKSCpy07P1/GpUVVaTEZSIKAk0DvLFqgM6GDqIo8sync3hj4U9KarLaDSWqBKxtrHnyw5l/x7At4sTuMIvpZUkjcXT7VR57Y1K9+SKiKPLsu9MYNiGIA1sucy8uEycXe4aO68qwCUE1hN1uR6Xw9lNryckq0hscbl1zluatvHh35QJ8GlDO82vhWSdNg6bNG1YqFASBEWO7MGJsFzRqCeE+UqQOB/eGWzyOLMOurZfrHaCorERmzOrF6p9Omn5fJdAqwJuOWn8kjVri7Te2c/HiHaPrcu9eNh9/uJekxBweenhIjeO0ae1NGwuaNQph+H7lEVPbGa/SCwvLOHYimtS0PJyd7BgyuB0tmhtnF3sHt2LRvH78vuG8UY1dJSpL1rdWTMLLUymBHDgaqXVGNv35oiiwdfdVowBFB08PJ73p4P1o4dcIJwdbii3IsEuSTNcOynXOzS/h8Vc3UHBfiVaW4dSFWHLySvjm3Vn6IO/Fh0fg6+XCxr1XKdCKKFpZiYwe0J6nFg7RuyqnpOfXiWeQnlWgD0LSMgtYtTGEExcMEutd2jXlkdn96d7RoIo8e1Q33vzRQlZahilDlUzO/jNRlFVUWmwz3ngwVB+guDnb88cb8zgZdof956PJKyzF39eDaUO70iXAV/9scXKoXSBTI8k42Svb3UnO5rlvdun9Z9TVnmOJ6bk8/tk2Nr//INZWKnq1a86ATi05H5VQIwhTiQLe7s7MHKIEEtfu1s7nKC6rJD4tl3bNlRbtuJQcsnOKESUlsynLMiVFldxKyKSqvwZrlQpBEOjfwZ+zURayRDL0b+8PwJ5L0RSXV5i9zoIA606E8eGisQiCwNeLJ/LQyq2k5Jovrf8V/BugaOHu5WI2XaaDjZ11vQ3vGoLKiio2fHmAfWvO6Dkhbp7OTF02jOmPN9x7ptvAtny8+Ul+/2QvUdouDAToNqAtS16dRMt6rjQbgrzsolpr/OVllVSUV2FnwqOlNgiCQFDvgFq5Jlnp+by05FfKtTYE1TNnyfeyWbHkV37eubxOSsDVEdSzJV6+rmSlF5rOVKkEuga3xKeJu9Hr5WWVnDkaRUpSDo5Odgwa0REfE+Z81aELqkwh/k5m7cqwSbl6Yml9MHNWb+Ljsjh29IZet0Svfuvlyrvvz9BPAMeO3eDChZqkQt3Q1q87z8DB7Yw0VuqCNq19aj0/lUrEv4WhZLlnXwTf/XAMjUaDSiUiSTK/rz3H8KHtWfH8OCOhtsXzB9C1UzN27A3jRkwKKpVIv96tmT6xu74dGSAqJqVWR96om8o21QNuSZKJiU2jsLAMH29XWt5XgrW1sWLauG6s3X7JdDlMFGjVojGd2ym/2W37wsgvNE1+lSSZa9HJXI5IoG8PhQAvigILp/Rm7oRgYuMzqVJraNWsES5Oxg7izo62deLkOGlJuKmZBTz8ynqKSsqNJsQbt1J5+t2tfPTiJAYGK4TTkX3acTHyHgdCoo2yYbqJ+pWHRuCr1WK5HJVoMfDXSDKXoxKNXrudmMXhkBguRij6KQn3cnCyscGvsatebr9Vk0a08HEnMT3PotLqkO7KmNcfvookm9Yi0kgySZn5nAy9zaje7RAEgc8encBXW8+wMySSqmrBTO/2LXhr4UhctddNl+mtDbpbaN+FaD7fYiitydoMiQDsPn8DG2sVL88dBsDC4T04HRl3/6EAJYvj5mTPmB6KpUBIlHmtGd05no0yZBdd7O1o6uxMamYhsoq6nUQ98G+AosWIOf3Y9p1pnQRQOAwj5vT7x8s7GrWGdxb+SPjZW0bKs/nZRaz5cDcJMam8uHJRg7tROvVqxefbl5OZkkd+dhGNvF1p5POfIz15ersq4lcW7mQHJ1uTvjJ/J/ZsuEh5eaVZg8PM1HxOHrjG2Bn1yzCIosiL70zjlSf+RNIYm++pVCIOjrY8+dJ4o31OHY7k6/f3UFZaqWjkSDK/fneUUROCePq1iXVSQr0fNrZWtcrXq1RivfREqu/38qsTGTm6Mwf2hpOYmIOzsx3DR3Zi+IiORuq3u3eFWhyHSiWwb084zz4/tl5j6NLZj+bNPEhOyTP5HYqiwLAh7XHVZjtPn73FV9V0UNTVAtITp25iZaXi5ReNv5fuXVvQvWsLLEEQhFpLTco2hut87FQ0P/1+hsxq/JC2rb155rGRdGhnWCQsmtWX2/GZXAg16M1oRV9p5OHE+y8ZsowHTpj3GtJdj8OnovQBih6yQkQUFaH5GvsN6tWGL349bqQHY3xu0KKJB/5aK5Jv/zhVIzgBA+H0gx8Os/dnhXAqigJvLB1Nz47N2XQojNjETFSiSN8u/swfF0y3dn5G+9eG6vfYlahEnvlsh1EwUV6pZueJ65wNi+PXt+fS2N0JQRB4fPoAXlq51/T5AbNHdMNDyxU5ftW8GB4oE/7J0DuM6q108thYqWjl7UEje3t926+DjTVtfDxwtjcsdoPbNqu1s8rV0Y5Wvo2QJJlVey9YuA6w7cx1Hh7XG09XR7q39uPNeSN5b6Pi+VX9Wro62rHqyWl6Yq+6DjIT1d2LX/vjIGF3UhU1Wwnk2pUQ6oV/SbJa+HdoyqgHBmDiN4qoEnFwtmPWs/V7iDYEp3ddJez0TdOy+DKc3HGF8DPm65p1hVdTdwK7Nq9TcJKRlEP42VvcDE9okE5KdYyY2sMyQU8lMnpGzwYHYHXF6UPXa6nLCpw+ZNnoyxy69PDnq9+W0KNva/39pFKJDBrZkW//fAS/aqvlq+fv8NFr2/R+Rhq1NqiR4ei+a3z7gekHZ23oN7CtxQeeSiXSb1Bbo+uck13ELyuPMWv8l4wb+AELp3/H5rXnKDVB1hQEgeDglrz5zjR+WbOUr75dwISJ3Wo4Eyfey7EYJGk0MvEmdEtqgyAIvPHqZOztbWpoloiiQJMmbjzxqLKClGWZNX+cNZshlWWZw0dvkJaWX+9xdO/aolbdiG5dDKqzB45G8t5n+4yCE4DbcZk8/fJGYmLT9K9ZW6v46JUpvPviRLp1aoZ3Y2cCWjbm8QeH8PvXD9LE202/rSWeCChZlNz8UqO/1++8zNSHV/HIivU88epGJi3+gY+/P0RRNTVYD1cHZo3vbva4sgzL5g5AEARy80sIuWq+M0fWjvPs1bv610RRYNyADnz45ATeWzaODx4bx5uPjDYKTgCCApsa6Z/cD1EU6KptX1ZrJN788QAaU+7ckkx2fjHfbjR0+Qzr0YY3Fo/CTptBs1KJiFojx9kjuvH0LENXVEUtWkSSLFNaYeCXfbXpNJ+tP0FWXrEyictQVlHFhsNhPPnFdv3xOvn70NHf2yypVgDmDe+GtZWK2ylZpOZYLqnIkszpa4brHNzGj7Y+nkhqWSGTSCBKMLCdv96HB6CLv6/l6ywIdG6hZDvj0nM4FRn3jzoa/5tBqYblXy3A1cOJ3T8fp7KaxXtgN3+e+34RPs3r1gnzV7D/zxClnmhW60Lk0LoQug9ub/L9vxPJcZn88MY2ws8aFCob+biy4PmxjK6n3LgOLdv5MnpmTw5vrSkdL6pEXD0cmfHw4AaPua6ojaQqyzIlxZa7KCwhsENT3v/2AQoLSikqKMPNwxFHE4J8f646gYCAbCKjJMsyR/ZFMH/pkFrLPfej3+C2NG3mQVpqPtL9AaGgHHvmfIPDcdK9bJ579A+KqpUJ0lPz+e3Hkxw7FMmXPz6Is4tx+r8usLOzpsyCm7cgCDjcV0YrLi7n2JEbnD9/m6oqNYFtfZk4qTt+93GCWgd48cuPi9my/TKHj96gtLQSDw9HJo4LYsa0YJy01zslNY97ieYJiKA8eM+eizVqY64LRg/vyK9rz1JaZjobp5FkZk9TjllRUcV3Px83eRxlX4kffjnJd5/O07+uUokM7deWof3aWhxHYw8nUjMKzL6vEgV8q5kLfvXzMXYdvma0jVotcfBkFDG30/nx43l6Uu3j8wchSTJbD4YriqGi4sBsb2vN80uGM7hXG0Ap79Q2WalEgeS0PP3fWblFfPjjYS5dM7TPW1mJTB7ehacWDtZ71Uwa0olfd11EMtOVJUkyc8YogdS5iDhyLcgqaCSZ45du8cKCobg6K/f0pIGd6N7Wjx+2hpCclY+Lox2LJ/SiR/vmRvv6+3gQn5pjsRwUoO3kiUnIYOPRmkaBoAQy1++ksvvMDWYND0IQBD5/dCJLv9hKclaBPiunK3eN6BHI4jHKfVRSXjvBXhAFheiKIuz20KebyS8uQ7zvUXDg4k0Kisv5+onJCILA9P6d+f34VbOlGkmWmTdEIVCfjoyz6Ev0d+DfAKUaVFYqlrwzgznPjSP8TAyVZVW07OhHy/+AT44OqXGZZoMTUMoPSXcyzL7/t40jIZtnJ39F6X2TdE56AV+/uImSwjKmLW2Y6NxT707Dw8uFnWvOGgnide0dwPL3pxmp0epQWakm7GwsBbnFePq6EXRfV0d90axlY25GJpm91iqViH9rL5Pv1Qcurg64mCFVZ6YXcCvKcruxKAicORbFLAst1KZgZaXik28f4OXl60lOzEGlUuwVZFnG2tqKl96eQjutyJwsy3zwxg6KTAh4ybJM0r1sfvz6CCsa0Fk1ZFh7du8MNZvNkWWZwUMMwfbdOxm8+PwGCgvL9JmJG5HJbN96maeWj2byFGOdFx8fV55+YiRPPzHSrAR+WS0ChaA80O8PpFJS8tizP5wbUVqzwN4BjB3dBTc3w/fp6GDLJ+/M4MU3t1JWVqXPFum4OY8/PJSe3fwBCLl4h1ILzt+SJHM9Kpm09Hx8fdxqHXN1TBrVhZ/WhZjNVmkkmfHDFS+0W3fTawQn1ccQn5TDzoPhzJ+maMioRJHlDw5l3sSenLwYS2FxOU28XBnaJxD7aqXYuhBOJVnWE3ALisp45PWNZOcaK6Oq1RI7jlwjI6eIT15UJs5Gro589NQEXv52r2ITUo24rJFkFk/qzYAgpXwVn5JbK+FUI8kkZeTrA5QNB0P5ftMZJG1QIMsyV64nMqZfe15fOkovXz9reBAfrzUdZOqu39TBSmfOrjOWjfcAtp2MYNbwIAC83Z35Yfk0Ptt4kks3E1FrJBysrZnYtwNPzxiIlfZ518zLrdayoiTJ+GtbutcfCyOv2Aw/SZY5GxlP2O0UegT60dTTlXfmj+LNdYeNfKh0gcj8od0Y3Fm5zhVV6n8DlP8JOLo6MGBi/ZU+/57Ptic/u8js+4Ig4OzWcD+XuuKPz/ZTWlxRc/WtxZqP9zFiRi9cGuAto1KJLFw+illLhxB5JY7KCjUt2/rQxIxWy4FNl1jz+UGKq3UoeHi58MRbU+g3smO9Px9g4pzexFxLNPu+RiMxzowvUXlZJeoqDY7Odn+pFFVaS1oelNVqSR22MwUvH1dWr3+US+dvc+ncbaoq1QQE+jByXFdcXA3ZkJvRqcTdNh/0ShqZk0dusOzpkbi61a+Dbdr0nhzcf43KSnWNB6RKJdC4sQtDhykeMeXlVax4YSNFReUmW3a//fowzZs3opsZXydzfBof79qFyTQaiWbNDITaA4eu88VXhxTvGO3nR0alsG7DBT7+cCadqy1aOrVvyobVS9l/JJJzF29TWamhQ/smTBkXREBLQ5CblV1UJy+ezOwifYBSUVHFnoPX2H0gnLSMQhwdbRg1tCOzpgTj1dgQyE8d242DJ6NITs2rMSEKwPCB7ejcXglI9x2LrN2U8fA1fYCiQyM3RzoG+FBYXI6vl6tRcALQoqkHLZp4kJiaazbDIAgCg7QZl60Hw8nKLTZ5PWRZJuTqXcKjk/WdPwO7B7Dho4VsORLO2TBFSbZTa19mj+pGcEdDpsPe1qpOk6aOd3EgJJpvNhgIp+pq1+XwhRhsrFW89vAoACYP7MTp8LtcjEowukd1E/VTswbRzFurZZNuWQZeBlKyDFmvhLRcln60mcKScj1np0xdweaj4dxOzOKbZ6diZ2NNY1cnBnVpRUik6c4cQYBGLo706+gPwJ7z0ZbLvaLA/osx9AhU7ulR3QM5HXGXE9cN5HZJkunYzItFw4P1z7zApo2N+Cj/BP7loPyXYdj0XhaJi7IsM3R6/Yib9UVJYRkhB66ZDU5A62a7K/QvfY6dgw09B7ej/6hOFoKTi3z35g6j4AQgN6uQ959cy+WTMQ367MFju9BnSLuavATt31Me6Ef7rsbp3bDzd1jx0C9M6fUOM/q/zwMjPmXrb2fq5JFjCo29XbGy0IkDymqyabOa4nmSJJGfW0xhfqllIqyVwjV59pUJrHhrCtPn9jEKTgBuRafU2sGm0UjE3820vJEJNGnizqefz8VZu1K1shL1ma+mfh588dV87LQT3fFjUeTnl5qX8hcFtmy+VO8xODvbMXRwO7P+OoIALs52DOinTJzRMSl89uVBI5sCUH57ZeVVvPza1hrtvO5ujjwwqw8/frmAX79fxPNPjDIKTgDc3BzqZKinMyEsLavk6Zc2svKXEySn5KFWaygoKGPHnlAWP7GGO3GG78PB3oaVH8xlaP+2RjwGB3sbFszow2vLx+knltT0gtpNGe9bJB07G8OsZT/z6MsbWPH+DhY8vYZHVqzj5p3qmisCj8zpbyE4gSkjuujbkfeeiKx14jxwnydQY3cn2jTxpINfY9r7edG2aWMj8TeAQT1a19rq39TLlVZ+CuH05+3nzW4ny7DvTBQZucr1sLJS8cXTk3lyxkA8XQ2Ls3YtvPj0iYksGBOsf83F0c4inwPAwc5G+zkyL36/h6LScqPgSvfPiNgUftplGOeLs4bg4mhXg7MiCgIqUeS9xaNRiUrWNL/Ysjq4RpLJKVR0jSRJ5sVV+zgVfhfUikCbqFb0UGITs1jy+RaKSpUF06BOrfB0caj1HP8K/g1Q/sswbuFAXDycapjSgcLR8PX3ZOjUfzZAycsqtBicgDLxZTVA8bU+qCiv4tdPzegkyMr/rf54f4OM6VQqkde/nMeDT4/C3dOgRdGkmQfL35rCshXjjLY/uP0Kry5bw43QBP1rOZmF/Pb1Ed547M8GBSmOznYMHtXJ5Hetg72DDYOqZYk0ag071p9n4cSvmT3yM2YO/4TH5vzAiYMNI/SC8tCtyyW0vq+DTZZlbkalcOJwJJfP36aywvQ16NjJj01bn+TV1yczcVJ3pkwL5qNPZvPrmkfwqWaLEHo1zmJGSpJkQq/GN+j7XrZ0CO7ujiYJtYIg8PKL4/Vtxlu3WzYLLCur5NDh+l/vAX3aGLUy3w9BgDYBXrTQBqSr/zhD7N0MRcW12nY6Bdc3PtxlNMG7utjz1nMT2Pnro3z51gy+fW8Wu9c8xtL5A/TlAd12tXVvOVWTU9h/LJJ3vtxfI2i5dTeDJ17bxK27huzb0D6BvPLoKGxtrBDQEk61nzV5eBeeWWQoC1viiejOMyvX8Jm3EzKZ8eQvfLr6GGev3uVieDy/77jI9CdWcyTEsFDx9XRh3IAOFu+lpdP6IggCd5OzScuuhXCKzNkwA+G0olJNWnoBRQVlCFUgVEFWZhFpmcbSAqN6tbOYyVGJAuP6KtnD0JtJJKSZz7hIssyOU9cp1/JKmni6svaVuQQHNjNaXLTy9eCnZ6fTu73SfSYIgl6t1tI4vN0VXZ9LNxMJuRFv1jE6NbuQraeVe99KJfLJQ+OxUom1KuY2FP+WeP7L4ObpzGe7nuOdRatIvpOhtJ3KCvckoFMz3ljzCHb/sBaLUx1KSJJGwtWMyNTfhaunb1ksg8gyJMdncTc6ldYmTPtqg5W1ijkPD2bmogFkZRSiUgl4ervWeLBlZxTw3bu7gZoeLLIsc+3yXfZuvMS0hf3rPYbFT44g/HIc+Xn/j723jo/iXN//3zMbdwMieIBAcIK7u7sUKdSQCrRF66VA3YCixYq7u3uwICFAIBAICSHuujO/P2Z3kiUrwc7nnO+v1+t1Tsnu7OyzY8/93Pd1X1emQVCob839YHoPVQ9Gq5WYNX0Tp4/cNAgoHtyL4/vPNvPofhwjx7V77jEENbJsDunkbEflQmaON69H8cvsnTy8H6++5uhky/AxregzqGGRY2hjY0W79tVp1950SU4pwZgPPiRJaRvV7z4/X8vpU3c4eOAGKcmZ+Pq50aVrHWrXMTQA9PJ0ZsGfI1m+6hQHDt4gVyfgVqd2WUaNaG5QsrlwMcKCWSBcvPSAQQMMSyA5OXmE3YohL0+Lf8USeDxzfzg52vLmsGYsXHacZyEIICDw3putASV7svvANZMZBkmSiY5J5tLVSJXjooe7myMN6pi+hzu0rMbBE6Yzj6Io0Lm1cp6ysnP5fekRk2PIz9cyb/kx/vh2kPp6j7Y1adu4CofO3Cb6aQouTna0bVzFgKQLSodQ3DP8k8LQiAIlPJSJMyMrlw9nblK7lfTXv/74fPPnXkp7uxNYSekwmfpme3Jy8zkcfEfnXq1r0xZg/KAWdGkWqPt9lvlJoiCo22Vm5/LuzPVEPE4oaPsGElIy+X3NcaLjUvhkhNI91rquP5VKe3E/OqGo8Z4oYG9rzeD2CuH0+r0Yi3yVzOw8HjxJpGq5UuTna/l93QkuXo/ESvc5URC4HxnPnJWHWfDpANx1gUmf5jX5e2+wyWBJK8n0aKocjx1nQi0aHG49dYPRXZTyd92KfvRpVIONp6++cg0U+DdA+a9E6UqlWHTyC66evsPN4HsIokCdFlWpWq/8a2+/BXDzdKJeiwBCzoSbzKTIMrTqabr98FUgKcE0F8dgOzOcneJAY6Ux2yWzf6v5UpYM7Fh79oUClBKlXPlj5Tssm3uIY/tvqDyJytV8GDG2LQ10ZQeA4/tvcOrwzaLfr3vwrFl6gqZtqlH5OQX3fHzdad6mKmeO3zY5IfYd1AgbW+VxEX47hk8nrCxiC5GRnsOC3w+Qk53HkFHPR+oFqFrNj9OnwjH1pBNFgcqVvdUVeWpqFlM+Xcud209Ubsft29EcOhhKm7aBTJve00DMztPTiY8/6sz499qRlJSBg6MtrkY6k4pThimsF6HVSvyz5gwbN18gQ0eCFUWBls0D+GB8ewM36CH9GqIRBZatPm0wOXp6OPHJhE7U1wUbj6ISyTGRkdJDIwrcuhNjEKCEXH/Ilp2XCb0VrbSSN6xE3x51KVu6oEzYqG4Falb1JfROjFFTRkcHWwb2VDh4p4LvmZ3EJUnmyo1HPHmagnehAESSZLS5WqRcLdocrVH+T4+2NVi+5bzJ462VZLrqAqUDJ8NINmNkKgiwbtdFvvmoO6AI3c16vzt3Ip+yYf8VklIzqVDakyGdg/AstAArXcrNIi9IK8mU15khbj50lXtRplvnNx4MoUfLGgSUL4mVlYZ5n/RnyrydhIQ/VrJ1CGgliZJuTvz4fk9ViE4UhWLN76KgXM9Ldp7j6OVwADVQ0o8pMiaRGQv3MP/T/oDSnrz73E2eJhc1LxSATg0DqFFeCeyKY3AYn1JgczF/xxk2Hruq7kuwHO89F/4NUP5LIQgCdZoHUKe5+fbC14URn3blWr8/kGXjLc89RjWn5HO2vj4vvEpZ1mgB8HrNQnMPwmPNl0BkeBKVRF5e/guJqpUo5crkb/sxbnJX4mNTcXCyo6SR37RzY7DZh6lGI7Jny0U+nNHzucfw8YyeJCeu5YbOk0iSZJVY2qFrLYOAY+n8IwV6LUawaulxuvWpZ7J7yRS6dK3FimUnisjT6yFJMn0LCefNmbWDuzpyr34s+szHsaM3KVPGg5FvFnX2tbOzxseM43ZgoC9XQh6a5cLULJSx++nXfew7cL3IWE+cuk343VgWzB2htjwLgsCgvg3p1bUu5y5GkJqWhU8pV+rVLmfQlWaJmwRKGFd4u+VrTrNs9WkDAuyOPVfYuS+Eb2f0pmnDSur4f/isH9/9vodTF+7pTOeUc17ax41vP+1JKd3E+TQ+tVhS908T0tUAZdu+EP74+yj5+Vo0oogkyyxec4qu7Wrw6XsdVN+XAV3qsftYKPGJRiZOQaBZvQrU1Un5n7li3ntJK8mcvmyolnrk7G3+WnOSx7r267PBEYTdimHS6Lb4l1VMNT1cHWgdVInjl+6aIJwKeLo60KR2BQC2HLlqnvMlCuw4fp1PyyuZTA8XB97t2YS/Np3mRkQMWmT8vFwY3b0xVcoUcJQaBpZj7qZTJvcLigNzRV8PsnPzWHfoitljcSHsIfcex+Pv54Wbkz3Lpwxm2uI9XL5b0DVopRHp37IWkwa0Uhe+JdwcLZ5vfckoMTWTFfsL5CIEjMqIvRT+Jzko2nwtB1ef4oOWX9Kn1DsMqfg+C6esITYy3vKHXwOS49N4eDuatCTT6cr/NQTUKcfMVe/hpesm0F/AVtYa+r/Xlne+6PPaxxDUogouZrpGBFGgYlUfyld5vQaHtnbWFl18NRrxpdqeAZyc7SlfqZTR4AQgMuKp+ZWeViLizou1oDs62vLjvBHM/HkwrdoFUrd+eTp2q83vi9/kk896qr8tMSGdy8ERFsdx7FDRTI8luLk58tkXvdFoBINjqc+YdOteRy0RPXqUwPlz98y0L8PmTRdM8mLMoV+fBmZ/nyAIdO9aB4Bbt2OKBCd6SJJMzJNkNhshk9vZWdO6eQA9u9ShQb0KRa6dcmW98LDQISdJMg11yrDBl+6zbPVpAIPylFaS0Wolvpi1nYRC5RQnR1tmT+/Dmnlj+GBMW8aOaMkf3w7inz9HU7FcgSO2m4tDsYzg3HXB6JHTt/h54SHVnyi/kJry3iM3+HVxQbnI1dmehd8OIaiGIRndykqkT8dazJzUQ33umPM70qOwOvDuYzf47NddanCix9Vbj3lnxlruPSwQB/xoWGvcXRyKEk5FAY0o8NV7XVQOzxML2VqtJPO4kOPvlsNXGT9nEzcjnqjiaLFxqXy39ADfLt6vBjvVypeidmVfs1yOYZ2CsLLSEP4ojgwz2kKgZJQu3CzoUtx/7hZXw6Kw1oKYLyPmy8g5EntOhBL2oIDo3KNJdYtKub2bK+3qBy/dea0txvA/mEHJz8vnm0G/c35viCpolpmaxbZ5+9n791Hm7JlK1QbmfVheFcKvRrLi261cPHIDZGXCbNKlDqM+70PZgNfva6NHekomB9ef48yeEHKycqlUqyxdR7SgUs0ylj9sBrWbVmb5mc+5cuoOjyPicHCypWG76iZbi7X5Ws4dCiXs0n1EUaROsyrUaV75hZ2BrW2sGPtFL76ftLbIe3qTvHc/K2oqKEkS14Pv8/hBHA5OdjRoFYCj8/OLjOnRtG0gh3ZcMfm+RiPSuE21Ir9TkiTu3HhMSlIGJbzdqFCl1EuV6GztrM2KxwkC2DsW9Q7SaiUiI56Sl6uldFlPHJ2LCsbpf0fDppVpWKis9CySzHAG9BA1IolGHuT5+VpiY1LQWImULOVqlKjZvEUACxaPYcumC5w6eZu8fC1VqvjQp299WhRSvr108b5FLYiMjBzCw5+oxoV65OVpSUnJxMHBBgcj2h1NGvkzdHBj1qw7Z5Cx0mvJTJ/SnZI6rZ69+6+bN7+UZHbtDmHkG0XLf/n5WrKz83RquIbXjpVGZEi/hsxbctTofkWdQq1/eSWY2LDtgsnsmiwrk/fuA9cYMbipwXtlfN3xLeWKLMtqZqMwWjapzM+LDpnMagkCVKlYijK+7siyzJI1p02eF1mGXQevMWpgY0p4KtySkp7O/PZZf6KeJBF29wlWVhrqVS+j6pPoEVjJh4s3zGe1qlZUzCWzsvP45W/TvJmcvHzmrjrOrzOUEkgpT2eWfzOMJVvPsvfUTXLytAgCNKtdgTG9G1OtYsECyNHBhjQjysqFx+Gqy5ZFxSbzw4rD6veqY9D9c8+pmzSpVZ6OTRRZ/DnjejDuh43cj0lUOWj6bEa3poG8oesQKk4JUqBAn+R8aCS/bzihfrbgrpPJysnjg1+3svPHt3Cyt6VJYDkaVytL8K1HJg0OB7aqDUBSehYaUSyWPP6L4n8uQNn02x6CdSJDhUsPklYiJyuXrwb8yqo7v2Fthi3/KhB6LpypvX5WHky6YciSzLl9V7lyPIyf906hYo2XCxCKg/thj5na73fSktLVh0LEjSj2rjrFiKk9GPLRy8nzi6JIUMuqBLWsana7uzei+HrMEuJjkgucgf86TJlKpfhm+Tt4ly3aKlsctO5eB42VyJI5u3kanay+Xta/JOO+6EWthoYEz+sXIvh5ygZiowo6jGxsrej3ViveeL/9CwVLjVoFULZiCaIiE4pwcgS9KuubLQxeP3XwBot/3kfs44JxVAzwZtz0HtQwoeNhCS071GDHhvMmJfplGVoWIqHKssyujRdY+/cJEuKUgMHaWkP77rUZ80HHF1KGdS8GMVrSSniWcFb/zs3NZ92KU2zfdJE0HY/A29eNgW80pVvvekWCtooVS/LJ5G58MtnQG6cwlIBAwBIzr3DgkJycwT8rT7N3z1Wys/MQBGjYyJ8RI1tQ9RneztujW1G7Vhm2bL1EqN4ssHEl+vauTyX/gtT806cpFu0fEhLTDcwCH0TGs3rtWY4ev4VWK+HgYEP3rrUZMrCxgQjcgN71iX6SzNZdV9SyjT4IqVSxJF9OKSjlXQuNMjtxybLM1RtRBq9dvhrJmk3nuXhF0fQoX9aTfj2D6NaxlhowOTva8eagpiz652SRfeqJvWNHtFJ+V1QCjyx09snInDx/l75dFXKoJMkcOHGTjTsvEX7/KRqNSKO6FRjSu4Hq1AzQs31NVm4z3WIuSTIDdPs8ceGuRd7M+auRxCWmqSRcJ3tbynq5UcLBgdj4NJwclL89numA6dIskM2HQkyTSCWZDrqAY+uRa4rYmYkoWhQENhy8ogYoXq6O/PxBL37+5yjBYQ/Jl2Xsra3p1jSQCQNboNE9uyqVLoGttZVZ2X1JlqldSbmm/9l/0WTZRpJlMjJz2HMmjIHt6iCKAr+M68WMpXs4FnLP4O6q7OfF7xN646IzOPR2d36twQn8jwUoWq3EtnkHTKp/SlqJpNgUzuy4RKv+jYxu8yogyzI/j19Gfr62yFj0gdKfk1bx64Hpr20MoLgefzZ4LukpmQYrFv0Dc+WcnZQL8KFplzqvdRwJT1KYNnie6tlSmDwZfT+OyQPnsvDw1Bd2gm7RuRbNOtbgVshDUhIzKOHjhn+gb5GJ7fa1R0wftaTIhJGbk8/aeYp9wVtTTE96pqCx0jBr0Zt89t4KHtyNVR/ekiRhbWPF5DkDqVqrIBg9uucq30/ZUGQ/9+/EMnXMUr7/+y2q1y333OPoPbgRe7deIlfOL3LdiRoBD09n2nSuqb7295+H2LDCsK6dl6dl/44rhF59xG/L3jIqv28OHp5OBDWsyJWL901zYaw0tGqndAXk52v54tP1XLlg2B78JCaZP37YQ9TDBN77sONzjQEgMNDPYruxtbWGihWVYCIxMZ33x63g6dNUddyyDBeCI7h44T7fzR5Ig2eC3Yb1K9KwvvkOJzc3B7OiZwBOTgWCfjfDHjNp8jry87TqhJGZmcumLRc5fuI28/8Yrnb/CILAR2M70Ll9DXbvv0ZUdDIuzna0a1WNpo0qGbQOFyczV3iTHXtD+HnuAYWcqRt65KMEfp57gMtXI/lick81w/VGX0Wbafn6s2qbK4CnuxOTx3UkSOc1lFkMxV5RFNXyhCzLzJm7j71HQ3UZAyXTc+5SBKcv3GPq+E50a69cz95eLswY24mZ8/cZVTjt2a4m7ZoofL0ncakWhflA0Xop4eFMemYO475cz72HceqxSE3PZuOey+w+eoP5Xw/GX2dzMrRLELtPhpKVk2eUYBxY0ZsmtcoDcDsy1my5RJJl7jwo0LK5+yiO92ZuIENnYioAmXm5bDoQQti9WOZO7Y+9nTWO9jb0blmDjUeuGi2xaESBymVKEFhBcfy+GPbIfJlOgIu3HqqKtscuh3Pq4j2sBNDKigmHlSAQHvGUdQev8P4AZTHWPqgy3687atGf6GXwP8VBSXicSJIZvwkAjbWGW8FF7d1fJULPhpuVpJe0EmEXInh4O/q1juPUriskxqaY7LQRRYFN8w+91jEA7Fx5isz0bKPj0Gol4qKTOLr14kt9hyiKBNYrT5P21alU3c/oA3nlr/uRtJLJ87Jl2UkSYs1rHpiCVylX5m+ewLfzR9Clf33a9ajDu1O6sebIVJoXylrk5eUzf5Zxgz+9RPeCObtfaAw+pT2YPW8ETroSjaaQ6Jm3rzs/LBqFva5k8fB+XJHgRA9JKxP1IJ6ta8690DjGjGuLlc6N1hiGj2mpEmQP7rnG5eCIosGE7s8t685zJ+z575Oq1XypVLkUogm9ElEU6NippnqsFi08SlxcapFJRZJkJEli9nfbTZYxzKF9u+pmgxNRFOjSqab6Xd/O2kleoeCk8DjiE9KYu6BoaaJqZR8+ntCJX2cN4utpvWjZtIpBcAIQVLucWf6CIEBQHSUojolN4dd5B9Xv1UN/io6evM3+wzcKfVZgWJ+GbF82lq8/6c7H77bnpy/6sWnROwbuyL4lXSyKdmm1EmV9FXL9oZO32Hs0VPfdhrwZgB/mH+BJIT5Hl1bVWfDtEFo2qIStjRUajUi1St58/WE3przTQX0muLrYIxVD4dRNl0Gct+o4EY/ii5SltJJMRlYuM37ZoY7Px8uFBTMG4VtC4YlpREH9zY1rlue3T/qomQ4bayuLAoh6bSFJkpny+041OCkMGbh5/wkLNp1WXxvfvwU1/ZW2/8LfIQgCHi6OzB7bXT0elngislxQjYiJT+WrJftUkUJBBlEuuE5W7r3AqasKGdnJ3pZJA4qS0F8l/qcCFHOCVipkDFoLXwei7hWPiPj4BZQ3nwchJ26ZPSaSJBN2IYLcnFfc+/UMjm037bUCyg10fKdpDserQHJCOpdPh1uszx7fHfLC3yGKIg1aBDDhs15M+rYfvYc1xemZMsmFE3dISzHdDilLMuE3HxP5gtdG9TplWbP3Yz79pi9degfRvX8Dvv51KEs2v2+gOLtv22WL18buzUUNG4uDSgE+/Dh/BOUqlDB43cnZjrETOzG4ULv1zi0XzT6kNRqRXRbauI1BEAQ+/7IPri4ORQIlQQD/SqV4d6zSSZGels3Rw6FmpN0hJSWLM6fvGH3fHOrVKUdQvXJGgzVRFHBysqN/X6Xz6NLlBzyJTTHdVquVOXHiFsnJRQXM8vO1JCammzReHNinvslVsiAI2Npa07VDLQB27btqtt1CEAS27CxqcqcRBaxFDdaiiLUoFlkkuLs50qJRJdOOvIISPDStr3AEN+26bD6gEWDHAUNBvGr+3nRqVo2uzarRpWlVujavRtO6FQzG0rphJTVIMDWOqhVLUdrbnfTMHPYcNy0FL0kyD6OTuHKzoDxWpVwJvn6nM42qlsXZ1hYPR3v6tKjB1FHtcHYsyEg2r+tv0em6VX2ls+rizYdExSabHce2Y9fV0pW9rTVzxvWgec0KiAgKBxIILFuSnyb0pHRJN91vFajpb96hWBCgVmWlK23r8Wtmi6YaUTAwQBzQqjYjOwRh/ZINAqbwP1Xi8fR1x6+yN4/vPjFZetbma6mrM8V6XXAsZu3eweX50ufPC6kYwlbKdq+XaZ1lhjQGygSQYUbD4FUgJSnD4jYaUSA5wfJ2L4P42AInUkvblfN/MTNCG1tr2nerTftutU1u8+RxkkU14MT4dLT5WjRGyJGWUK26HwtWvUP47SdERyXi6GhL7aDyRZRSHz9MNHsstFqJh0a67zIycrh+JZL8fC3+lb3xMdLSXrq0B4v/fosd2y6xf9910tKyKFnKhe496tK1Wx1sdV4rMU+SDTo8jEGjEYl8YDiOJzHJ7NoVQlhoFBorDQ0b+dOpc01Vth+UCWDmV/345ff9HDpy0yATULFCCT6f3pMSXgrP4f6DuGJpbjyKSlS5KMnJmaxac4Y9+66pvJmmjSsxfFgzAgp1r9WpWZYP3m3HHwsPG5ScRFHAxtqKOV/2UzVfwiNiLfJV7j2IM/h70/ZL/L36lIHZoXdJFz75oLOBDsuEN1tz/dZjUlKzDAImRQMEZnzQBWtr5XoLvx9rdnUvSbKBSu3jmGQ+/mYTj58kK5lDWWbfkVD+WnmCbz7pQWNdNsfNxYHhvRuybHPRDKHSCiswdqhSprgflUCeCYfkwmMPu/dE9QRaseU8C9edMuB17Dpyg/0nwvhpah+1K6lz06os3nKGZCMmnPp4YXAnRW/mZsQTi+292Tl5RD5JpGr5UiSlZvLed+t5/DQFWZLVTMOdiKeMn72RBTMGEVBeeb4M7RjElHDjWV1BABsrK3o0V7LA1+5FW7w+r9+LUf8+GHyb1XsvIqNkO+T8VzvX/E8FKIIgMOjj7vzy3hKj74sakdJVfKjb5sUM5IqLoLY1sLW3JsdMzdXVy5nqjSq91nFUrV+Rw5uCTb4vCAJlq3hj51C0s+NVokylUoSZ4yRoRMoF+Bh971XBw8tZ7eoyBa1WpoSP8RbeVwU3D6diyca7eRTthMrOzCUxPg0HR1vcPF9OpdfJxc5iHd7Wztogy5Kbk8fxA6Ec2h1CcmIG3qXd6dI7iIYmOrEEQaBKVR+qVDV9bu0dbEyu+pV9oGqEgJIpWL7wKNs3XjAQKqvf2J+Ppnaj5DPaOO7ujox8s6VRvRM97J4xtTMGWZZVxV6Agweu88OcXUBBevvypfusXHGS738YTLXAAh0UOztrpk/pzttjWnHx0n3y8rRUqexN1WeueRsbq2LJ9OuDvMSkDMa9v5K4+DQD3szZ8/c4fyGCOd8NIKhQcNCvZxB1apZh2+4r3Lj5GCtrDU0b+tOjc228PAtIy7Y21haDaH0QAbBuSzAL/i6qfhsbl8qULzbyy6xB1KmpTMreJV1Z9OMbLF1zmoMnwlQSZZ3qZRgzpBm1qhUcN41GQ56ZwFEQwMZGGUdOTh4ffrFedT4ufF1n5+QxbfY2lv48XG2RfmtgU0RRYNW2YHLztGpXjLurA1Pe7UCDWkq561n7BmMo3OF0LuQ+C9cppdPCwYQkyeTmaZn8wza2zn8bFyd7HOxsmDe1P+9/v5n45AxEQUBhdAhYaUS+G9+NKrrxKr45FoeiZoZ+W32c6KdFs3FaSSY7N5/pc3ex6cc3EQSBNvUqMbxzfVbtMyTLanSdkD9M6IGbk73B/s2PQYmusnPy+G75QXWNLADCK14L/0+VeAA6jmjJgImKT4q+lKOKzJT24NutH79wW2tx4eBsx8CPuprdZvjUnli9gGjX86Bt/4Y4ONuZ1OiQZZk+7z6/9PnzovvwZhZ1MboOa2ry/VcBZzcHmravbrasobESaWUk65CWksnVc/e4fiGCbAv6ApbQsFWA2YBQEKBMhRJULDR5Jcan8ftXWxnQ4jtGd/uFwa1n88nIRVwNjjC5H0to3amm2eBEoxFp17WWeu8kJ2XwwYhF/PTVVq5efMCDe08JPnWHLyeu4atJa1/YELFNxxomeSKgUyTWEWplWebHb3ewcfXZIiqqVy7c56N3lpNcjEzZsyhd2oMyZTzMlpokSaZ58yoA3AqL5vvZO3X8FEOORlZmLlMmryMtrWhGsISXM1061aJn97pFghOAJo0tL1i8PJ3ULqEFi44SXyg4KTxWrVbmuzm7yH9m9e9foSQfT+jEsvmjWfz7SN4c1twgOAFo2tBC6UEj0lw31vSMHP5eZZzLJMtKy+xfzwQvpbxcmP5BF3avmsDquaPZsXwcv38z0CA4AWjWoKJJzyP9/psEKeWgI6dvExufZjTDoHgVyazfWVAqFASBMQOasu630fRpX4vWDfwZ3a8xm+a9TYv6BeehUlkvlYtibhyN65QHYO3Oiya5V7Isk52Tx+5CBocVS3sxd2p/mtUoj721FXZWVgSULsFPH/VUyzsAjWqWs8gV8XRzpIKfJylpWRw8f9tsJ1FUbDKXbj5Sj8Wb3RrSrHp5ZQEnAzLYiBre6FifJjXKq59tUqO8+ZKsKNC0piJad+RyOBnZua9D4V7F/1yAIggCb80awp+nvqbDGy2o1rASddtVZ+JfY1h0eQ7e5UpY3skrwJBPujHwoy6IOjMsK2sNgqD8d/SX/eg2uvVrH4ODkx2fL3sXaxsrg4lZ/++OQ5rQcUiT1z6OFt3r0qRTTZPOwD1GNqd6A+PdELnZeWSkZb+QAdyzGDWpM3b21iaDlJGTOhlouGSkZ/PbjE0MbTqTqSMWMXnYQoY0+ZZlP+0l/wUIkwB29ja8+YGJrhRB+b+3P+miBgYJcal8OOQv9m+7TF5uwaR8M+QhU9/+m1MHbxjflwXUbViRWkHlTXIjbGys6D+8gCvyw2ebibyvpPX150JfGgw+Fc6K+cZ1JSyh94AG2NnZGB2HRiPgV8aDVu2UjOftm9EcPXDD6OSp1UokxqexZd3zuxkLgsDIN1uanJQFUaBtu0B8dWWkTRuDTS5yJEkmMyOH/fuMi7OZQ6mSLnRoV90sH+CNoU3RaETS0rI5cizM5CQkyzJJSRmcPXevyHuPHydx5FgYx0/eLuK6DNC2ZVVKeDkbPSd6yfSBvRXezMkzd1TfIlPjuHUnhqhC7cW5efls33OFCZ+u5t0PV/LuhytZuuqkgVAcwOBeDZAl43QYURTwcHOgfQulBffk+btmJ06tVub42QIOkSzLLN9wlmET/mbH3qucPBPOinVnGfTuYs5cLDhmVlYahvU0bb4qigJN61WgnE7qPiTMUjs3BnyVcyEPGPXpKoKvPCA7LZfc9DwiIp4y6bst/LO9IPtdpVxJ6geWMUt0Ht61PlYakfvRiRY7lERB4I5OjC4jK5f3vtvA+WuRkFfgUJyTlc+K7cH8trogwOzRvDqOdjYmr1FJlhnaUbE4iYpNLkLWftX4nwtQ9KgSVJGJf73Fb8e/ZPbOKXQe1Ro7I6JLrwuiKDL6y36suvEDY74ZQJ+xHXhvzmBWh/3EwI+6UJy2v1eBOs0D+OvoDHqMboWntyvO7o7UbFKJz5e9w0e/vPEfGYdGIzJ9/ihGftoN90L6F6VKezD+u/6M/aZfkc+EnL7D9GHz6RXwKf2rT2Vk46/ZtOCIwST9vChdsQS/rB9HYD3DFl6PEs588G1f+o9ppb6Wk53HtBGLOLj5okEwkp2Zy8bFx5n90eoXDpp6DWvCuOk9cHAyvB7dPZ347NchNGxZYF+w/I+DJMSlFeGLKKZ4Mr98voWcYhiaPQtBEPjqlyE0aqFkBQRRUAM3r1IufL9wFH46bZqH9+O4dO6eGX0VmZ0bg18ou1TKx40f/nwDD13JqnDnUQX/Uvwwd7jq8XNg91WzarySJLPXjGCeObRpG8j49zug0SjkzsLKv82aVTbQXAk+f8/sBCDLyjaFkZen5cjhUObM2sG3X29l/bpzpBghu076sJOaSdHoFjf6QGH4sKb07F4HgOiYJIuTkEYj8qAQfycuPo3J09bzxpuL+HbWDr76dhv9B8/l1z/2k1vovrK1tebXWYNUsTR9J4p+gfX11F4EVFb4LUnJmWazHHokJSuZrazsXCZOW8cv8w4S8SCOzKxcYuNS+WfDOUZPWE7kowT1M1UrefPlx93QWInqhKh/XLm5OPDrVwNw0JXdsnLyLJZACv/GZevPsHTtafU1/WeTUjKYNmsbl64VqKwO6V6fPh1qq8cUCtSLq/l78+X7Bdny4jwS9M+NxJRMpv20nXyt1iCo0Qed81ef5OL1SPX17yZ0p2JppZ1Zfzz0AUvftrUY1EkJDGysi1GWQla323gwhIioBJOB1br9lwnXBTOuTvb8NrEv9rbWBoGjICjXyBejO1G9opIddHKwK5bK8Mvgf4qD8t8IT283+o1/fh2HVwnfCiV579sBvPftgGJtL8syd65EkhyfRgk/dyoEGm/bfR5YWWsYNKED/d9rS3xMMoIo4uXjanQlenDjeX75ZK3ynu76jotJ5u/ZO7l4PIxvV7z7wkJ75Sp78+Pq93j8IJ7HD+JxcLKlWp2yRYigB7dc5G7oYxOKlzJnDoZy+XQ4Qbq0//Oi55DGdOoTxMXTd0hJzKCkjxt1G/sbjCMjPZuju6+aJrPKkJmRw8mDN2jfo+5zj8HRyY6vfhnKowfxBJ+6Q15uPv5VfQhq7G9wXq4WQ5U1OyuP8Fsx1HwB/ZYq1XxZteUDzp2+w63Qx4gakaCGFan5jONwQnyaxUk5JTkTSZLVCSQrK5fDe69zcO9VUpIz8fFzp2uvejRtGVAk2OnbrwFt2gZycP91oqOTcHKyo03bQPwrlTLYTluMFlVtodLK46hEPv14LbGxKeq4jh+7xbKlx5k2oyetWldTt7W1tWbm1325dTuGw0dukpKWhXcpV7p0rGngD1Qc3owkyep2qalZvP/RP8Q/o+Cbny+xc/dVnj5NZda3/dXjXcbPg9WL3+b46ducuxhBfr6WgMredGlfE7dCHkpenk5m26gLtlOCnSUrT3LztkKiLHw9SZJMWloWn3+3jRV/jVbH0bZZVWoHlmH3oeuE3X2CtZVIo3oVaNe8Kna2BcegUvkSXLn+0GynUvkyyuSekprFqk3GM22yDAgyC1YdZ/GPwwElGPn07fZ0a12dFVvOE/UkGVcXewZ2rUeLBv4GvIw6gaW5HPrI5GQvCFA3UCHT7jpynVwzEv0aUWDd7svUr6ncU27O9nw3vhu/rjjKhZuKaq6dtTVdWwUyfkhL9dqqUq4k7i4OJKUWDYAL/86mhfyDzJWPFP+gG3w8vA0Avp4ulPFw5fajOHTehMhaGU8XB/x9CjoF29avzG/rj5nc76vAvwHK/89wdt9VFn+1mZhCHQvlq/ky9ruB1Gr6YpNxYWisNJQqY1o1NvFpKr9PWQ8yRSZmWZa5diacnStO0vftNi81Dr/yXviV9zL5/h4LpQJRI7J/Q/ALByigkFCbtTNN2I57kmKxlGRlJRJ1P87sNpZQprwXZcwci+JmimQDPobMpbP32LPlIo8exOPsak+bzjVp3622qsVSGBorkWatqtKslWlFYncPJ4vEXmcXe/VBnRCfxqfjVxL1MFENsJ5EJ3PpfARBjSry9Q+DinQVubs7MnBwY7O/s1o1X65aMAusVl1ROc3NyeeTj9eogUHhz+TlaZn5zTa8vd0IeIZIXDXAxyhPRY+yZTzx9XEjOibZ5DayLNNcZ0uwdcdlAzLts9udC47gckikAanW2lpD+9aBtG8daPI7WjStjN08a7JNZPFEUaBmoB8+pVzJzMpl576rZt2JIx8lcPXGI5VUC2BjpcHe2goHKw1Wun8/S9bs2bE267eb1lKSZZl+3ZQg/vi5O2YVTmUZbt2N5XFMMn66oPDitUh+nH+A6EI6W/fvPSVhaDP6dqmrBlSDuwVx8fpDY7tFEBQX5W46B+YrNx+Zvbe0kszl0Efq37ciYpnw1QZycvOQJRkNkJ2Xy9b9V7l+6zHzvxqEo4MtVhqRkT0a8tvqY0b3K4oC7RpUxreEYmEQa8EVXvEPSgaU8tz42ZuIik1CkADdYRSA5NQsxs3eyJrZI/HxcsHbw5m+rWqx5fi1YmWWXgT/syWef/H8OLnzMt+8uZCYZ9o6I2/HMH3gH1w78/w6EM+LAxtM26uD8vDYsayorParRlx0stmbStJKxDxKfK1jcCiGsq4kyTg4Grara7US50/cYsWfB1k1/zChVyJfisNTvXZZiw8Yaxsr/HVtrVqtxPefb2HG+6s4e+I2D+/HcfPqQ+bO2c27g+bz1Mykag4dutQyG5yIokDnHnXUv2d9sYVonZWAfvxqx03wfZYvPPZC4+jbz7xZIEAPXUbr+PEwnsammiyPCYLAhvXPL4gnCAKjhjc3+b4oCrRrE6hmXfbsNR0YgML32X/AkM8Un5DG8pWneGfcct58eyk//rKX8LuGGk/2djaMf8v4YkHUlcrGjlHej3yUUITcbGzcN28VtKmePhdO3xHzmbfkCEdO3OLgkVC+/n4nw95ZzKPHBfdfGV93xr/ZWt2HHgJKYNCiYSU66wKD5NSsYhl3JusyEFdvRvHJ15uIeWoo4piekcNvi4+wfkcB+bZpvYq8PVAh/Bfmi4iigLWVFT9M7l3ER6g4kCSZGT/vIDs3r0iWSJZl7j2MZ8HaArLy4E51GdolSP1uodB46geWYcZbnQDlOnK0N9/FqREFXHVdPEeCw4mMSTQuiy/J5OTms+FAQZn1k6Ft6NTIvA3Ky+CVByh//fUXtWrVwsXFBRcXF5o0acLevXtf9df8T0Kbr+Xc3hA2/bmf3cuOk/Ak+T/23fl5WuZPW68yuAtD1nUr/DVjwyshq5rDg1vRFi25Y6MSyX0B3sXzwMXdtEsyKDf9y7b6WkJJHzf8q/mYLa9JkkzzDgVZmIjbMbzZ9We+HL+KDX+fYN2iY3w8YhEfDPmLeAsqy6bgH+BDYO0yJsnFoijQqWdd1WRw08rTHN2rCGjps2D6yyYuNpWvPl73QtdRYK3SNGsVYPR4iBoRVzcH+g5WLCzu343l+pWHZnkzu7ZcNNvibApNmlZmwMCGyvcWmoT0/JXJU3tQSuc4feZ0uMmuDlCCuTOnww1ey8rKZef2y3wwYSUj31jAtMnrOHXydpHgrEP76ox9p43KUynMm2napBKfTuqsbptkhO9iOA6ZuELln6vXHjH8zcWsWnOG8LuxPIiMZ//B67wzbjnrNxpmF3t2qcO0iV3xfKY1vmKFEvw+ZwjVqiiZIHMETxUyKqflbsRTPp+1ndzcfKUjSJLViTEuPo2J09cbZG4G9azPnOl9qFHIiNWnlCsfjG7LN5MLHLdLeblYLBUCKgdn/vLjSLLpTOKSNafIyCzQenqzfxMWfDOYutVK4+Joi7uLPd1aV2ftr6PUcg0opR5z97ZGFFRtleBrD4gxonSshyTJ7Dp6Q7UJEASBLk2rEVi6JHKuhKyVkfIkvF2c6N+mNvaFSoRdmlUze260kkxHnU3AoeDbZkncWklm3+kw9e+IxwmcuXQfKy0IWuDFegtM4pWXeEqXLs2cOXOoVEkhgq1YsYJevXpx5coVqld/vfok/824dCSUn8b9TVJsCqJGRJYk5n26mq6jWvLe7MGvvSX58vEwks1YhcuSzIOwaO7ffEzF6qVNbveysLGz1t20picwURTQFIMI9jJo37c+q3434+skybTrXc/gtfgnKexZf54zB26Qm51H5Zql6TGsKTUaVHjhcYwY354vJ6wy+p4gCrTuXAtfHZk1PjaFyaOXkJle1PPo3q0Ypoz5m782T8DG1jJ/4VlMmzWAj99aStyTVPVBrdeVCajhx9sfddR9p5Yta86a3I+klbh3O4bQkIfUeE6+iiAITPumL4v+PMiebZcNxNWqVfdj8he98NSJnl29EmmZN5Odx707T6hRu6CcEBuTzP5dITyOSsLZ2Y7WHapTvZbhRCIIAu+ObUetOuXYuukCN8MeoxFFGjepRL/+DQ3KNXl5+RazLfn5WtUsMD4+jUkf/cPjqCR1/NHRSQQHR9CosT9ff9vfQINkYP+GtG8byP6DN4iOScbJyY62ratR+RnejLubI0/jTNs4iKKgCsalpWUz/fNN5OTkG0rM64K9BYuP4V+xJPWDCq7rzu1r0KFNIDfCHpOalo1PKVcqVTQUGqxQrgQuLvakmhFllGSZIF3L7vqtF0yeQElSAqojJ2/RtUOBv1TT+hVxcbTlzPm75OTmUzOwNC2aVDboJmnZuBL2C61NGgaKokBQrbKU9HImKiaJm+ExRrfTIyc3nxPnwunSVhEAvRcZx/dz9/HwcZLOy0hmz/7rpCZmMuPDrjjpMqPd29Zk2eZz5OblG+9Mk2QGd1OeMbciYi0KteXk5vMoJomqFUsR/uAp732+ltw8LWKhWCw+Lo1pP+3gqw+60rG5wn0a1qU+e0+HmfQPqu7vQyNdq3FaRo7FdufMbCVIUuT5d5CZnYuk68YSLceFz4VXPiv26NHD4O/vvvuOv/76i3Pnzv3/NkAJu3CPLwb9rq721FWnVmL338fJy8ln4p+jXusY4ouZdo97nPRaA5QmHWtycINpcTlRI9KwbWCxUrQvg26DG7Fn7TkSjXTQiBqRCgHeNOtYoEgceukBn41ZSm52wU3+NDqZE3uuMejdNoz6uDMvgkatqjLp237MnbmdvNx8NBpR8cHQyrTsWIOJ3/RRt92x5hyZ6TlGJ0RJK/E4Mp7j+67ToVe9Iu9bQklvV/5aO5a9Wy9zcOcVUpIzKeXrRre+9WnTpZbK5Yh6mEByonktEo1GJOTC/SIBSk52Ho8fJaDRiJQu52X0HNvYWDHh4y6MeKsVIRcfkJuXT6Uq3pR/ZjJUnqHmA91nsWb5SVYsOqYGI4IgsGPzRerWr8CXcwYYlNwEQaBp08o01XE8TMHfvxTnz90zS5qsUKGE+p0zv95GjO5efLYsFXw+guV/n+Dtdw1LKh4eTgwZZJ43061LLVb8c9rsCryT7nref/A6Wdm5JoM7URTYuPmCQYACChE38kE8qWnZ5GbnUcbPXVXrBYXTMrB3fZasNF6iFUWB2jXKqIHNybPhZidkQVBKQPoAJSExnRnfbiXsToySzQI277iMh7sj387oTQ2dzoq9nQ0fjmnLnHn7jY7BxlrDuJGtAUi0kHkCJdORqOtSio1LZcKMdWRmFUzSepy5FMHkmZuZ+90QpU3a1YE5n/Ziyg/byNdK6rb6QGTcsBZqxsXaSlOsK9lap/31+4pj5OZpi5xv/V8/Lz1M60aVsbG2wrekK39NH8iU33cQE59qcNc0qVmeb8Z1VbOA5X09uB4ebYaMDGW8lXb84BuRRJsJil8FXuuyXavVsnHjRjIyMmjSxLgeR05ODjk5Bemz1NTX+4P/L7Bq9nZFTMjIE0GWZfb/c4pBk7riW+HFpM+LAzev4pUr3LycLW/0EmjYNpCylUsRFRFXtHtFUI7HgLFFxeWiH8RzbPslkhPSKenrTts+QXg8oyr6PHBxd+SnNe8xZ+Iabl19ZLAab9AygI+/H6h2EmWm5/DlO8vIyc4zyLjo08jrFx7Fv7ovLTrXeqGxdOxdj2btAjm29yqPIxNwdLKjZaealKloqOlzZHeIec8jUeDY3msvFKAAODnbM2BEMwYU8tJ5FsWv3BRsmJOdx8oFR9i9+SJZOql0zxLO9B/elN5DGhvt9HJxdaBlO9PkzVp1ylosI9naWeOva5c9sPuqykkp+Jzy36uXH/DDN9v56vuBxf1xKrp2r8Oa1WdMvi/L0LtvfQDu3Y3l+vVHZraV2bH9EsNHNi/SxZOQkM6TJ8k4O9lRpqxnkdJB75712Lv/OnFxqUUmF0EQaNywIvV0ZoGXQyLN868kmStXHxr8vWTZcTZsuoAkSYiiQmR2dLRl4gcdadem4DwN7d+IqMdJ7Dt8Q5Xc18v7ly/rxVdTe6rbWhL/k2Ula6Bsq2XSjPU8ilJ4KYVLOMkpmXz82QaW/jmK0jojwm7ta2JnZ83CVSeJKWQ4WKOqLxPfakel8sq95WVE0flZaCUZLw/lubh+5yWysooa+umP0/Vb0QRfua/K7jeqXZ4V3w/nj5XHuHYrGkmWKevjzntDW9BIl0kCaFynAvP+OWF2HCU8nChf2pOYpykG5FpjSMvI4dSlCNo2Vkj+T56mkByXjpgvgygosvRamaiHiaSmZ+OkI7b3blOLbUdNa/zIMvRrp7RkhxZDnv9l8VoClOvXr9OkSROys7NxcnJi69atBAYaf9jMnj2br7/++nUM478CqYnpXD560+w2okbk+OZghnzS/bWNo36b6ji62Jv2xBHAp5wXVV6gjfR5oLHS8N3qsXz2xgIi7zxBYyWqbppW1ho++XUYgfULVm7afC1/fbGF3f+cVkXxJK3Esu93Muyjzgz5oOMLt0iXKu3BrxsncPfmY8IuRyJqROo0qVSk++fozitkpGWb3I8oCmz5++QLBygAjs52dBvYyOw2mZY8jySZDCMKpylJGYScv0derhb/qj5UKOTh8rzwK+uBk4sd6ammj4dWK1FdNxnm5uYzfcJKbl41bM1MiEtj4S/7iYpM4IPpPUztyiT8q3gTWKs0t0MfG22DFUSBrr3qYe9ggyzLrP7b9MNfkmTOnLjNwwfxlDXT7WQMpUq58tGkLvzy0x4Dnx19wNuiZQCddNdFSEikKrluCpmZudy7F0t1XRbz0aMEFsw/zPlzd9WgokKFEox+u7VBdsfFxZ4/fxvGj7/sI/hCgQKxlZVIty61GfduW/U+KZ6WR8G/ly47wdr1BbwUfXCQkZHDzNk7sbezoWmTAm2XqRO70LVjTXbuu8rj6CRcXexp3zqQVs0CDMpX/uVLcOfeU5PHQxQFKldUSlknz4Xz4GGC0e0kSSYvN59N2y/y0dgO6uvtmlelnK8Hm3ZeIjk1iwplPBnYuz7ubgVBiW8pN2pW9SX0dozJ0oadrTUtdLYl+46Gmp2QRVHg4MlbaoBy/2E8E7/aSEJShloOunf3KdNmbeWrSd1p2Vg5h/5lvWhUuzwXrkeaXIQM790QjSjyxEypvvA4nuiyG7cjYvnsl51oJVnh/+mvUSDmaQoffLORNb+OwsbaimoVSjG0SxBr9l4qkp8UBYG6Vf3o3lKphGhE8bWqyMJrClACAgIICQkhOTmZzZs3M3LkSI4fP240SJk2bRqTJk1S/05NTaVMmTKvfEzafC1PIuMRBChVrsRrLyHokZ5sWZpbFAVSX0DC+3lgY2fNmzN6MXfKOpPbvPVl3/+IsJuXtxvz9k/m0vFbnD94g9ycPCoG+tG+fwOc3QxXNMu+38We1YrNuKSVkAqRsFb9vBcXd0e6jzDd7VAcVAr0o1Kgn8n3b1y4b9bkTZJkboU8fGHjveLCr6wnd2/FmOTNaDQiZQo5DOfl5bPw+z3s23zBkM9RuwyfzhqgclueB9bWVvQa1Ig1S04YnVhEjYBfGU/q6Hg5B3de4cYV422ZALs3X6RDjzpUq/n89/yMb/vxydgVPIkp6MjSn6fa9cox+j2lVPIoMoGY6GSz+xJFgXOn7hgEKPFPU9mz4wq3Qh+j0Yg0aOxPuy61cHym+6pb9zr4+rmxfu05Ll64jyzLlC7jSd9+9enWvW7Bs6a4T3Pddo8eJTB+7HKyMg3LMQ8exPH59I1Mm9GT9h0KypBens58/90AomOSuRP+BCuNSK2aZXB5Rsq9Vs0ynA+OMBsY1KyhBEjJyZmsN+v3BYv/Pk6Txv4GpbPaNcrg7GhHdEwyLs52VA/0K6pL0yOI2b/uMX0YZJnuuuDu2MlbZu9BrSRz6HiYGqDk5uUz+5c9HDlxC42oiNCdO3+P9VuCGTu6DQN611c/O/7NNrw/Yy1oMRqkjBvZUhWMy7CwSJAkmRRdd1BmVi4ffrGBFN2ioWDsMvn5Wr74cQeLfxpOZV3m/OsPuzFp1mZu3n2i/lZ9hmJw9yD6daoDYFGaX/9drjpS+5qdptuztZJM9NMUjp0PVzkr7w9uQXJKJgfO3SZfpwkkAHUq+/HDxF6qf1HjWuX4a6NxG4RXhdcSoNjY2Kgk2fr163PhwgV+//13Fi5cWGRbW1tbbG1fnwKsNl/Lhl92s23ufpJ1EaWXnwf9PuxC7/EdX7tvj3tJV6ysNWb1LrT5Et7lnm/l9iLoNlIxVFv23XaDTIqblzPjZg2iaZc6Rj8XeTuGxxGx2DvZUaNRpRcWUSsMjY5r0rCt6TR+alIG2/8+YXbFt/rXfXQe0gSr10yqfVFIkkRuTj62Kjn4xdF9cCN+/WKryfe1Woku/ZXuE1mWmTN5A2cO3ywyEd2+EcXENxYyb+N4vF6gTDZkTEvCw6IJPhVumDUQBVxdHfjy5yHqb9216YJZMqtGI7Jn88UXClBKlHThr5XvcGDPVQ7uuUZKcgbevu507VmXlu0CVYO33BzLHWGCIJBbqEX22KFQvv9qG7KsdLgJApw/E86KxceZ/fuwIgaJdeuWp27d8mh1XANrI9djzVplLJal7Oysqajz4ln41xGyMouWE/S7+P3XfbRoGWDAAwHw9XHDt5Do27Po2qkmy1eeIs8EeVOSZAboylInT9+xqKr7IDKeh48SKFdWeYaF3Yrm1z8OGLQse3o48tboVnTuWEB47di2Omcv3OPYqdsG14j+mvrwvfb4+Sglm/QM49yrwijcsfXz3AMcPXkb0Cu3Kp/VamHu4iO4udrTQWcqW72KD799M4ifFhzk/sMCCQYPN0feeaM53doVjLmElzOxZngXGlHAt5QbAAeO3yQpxTjHRRGMgw07LzHjgy4AuDjZ8dnYTvz29xEuhT4CScbaSkOvNtUZ07+Jek+V9/OgYhkv7kfFm7yvrK00tGygzMHHg81zfURB4OTFe2qAsmjdafbrsv4iqFSvazei+PyXXfw4pTdWVhqqli9F3aqluXbn8Wsr8/xHhNpkWTbgmfynoNVKzBw2l7M7Lxk8GOIfJ7Jw8moehD5i4l9vvdasgb2THa37N+TIhvMmFUM1ViJt+ptP778qdBvZkg6DmnDxaCjJ8el4+bgR1Lqa0ZX//ZtR/PHJGm5dfqC+5uzuyLCPu9JzTOvXnm25eDTMopBZckI6t65EUqOhca+fV4EaDSpwbFeIyfdFUaBKrTIGxzD6YQIbFx3jyPbL5Obk4+hsR+eBDen/divcPF6sfbld97oc23ONkOAIo1mU7oMaEVhH6VgJu/qI04dCi2wDisdOWmoWm1ec5t3J5k0vjcHa2oqvfhnKyUOh7Np0gccPFd5Mu2616donCNdCfkfRj5LMBpharUTUM6n7qMh4tq8/z2nd+a8S6EevwY2o36RSkWvOwdGW3gMa0ntAQ5Pf4VPaA2sbDXm5ZhYJWokKlZTAIPx2DLO/3PqMMJ3y34z0bKZ9+A8rNr2Pk7Ndkf0orcDGv6NKgA/Vqvly584To5O+IAh071kXe3sbEhPTOXc23Oyxy8zM5eSJ2wZZlHt3Y9m29RI3Q6PQWIk0aVKZ7j3rUaKQBYWrqwPfftmHz77aogZUytgVzsjwYU1VOf709Gz1dXNI1ZVAb995wkcfrykilJaQmMH3P+0hJyefXjoNGVEU+GJyD+rVLsvGbZdU3ZM6NcswtH8jGtQrKPWWK+NJyPWHJschCKjBzJOnKew/bNzTSY9lq0/TvnWgej3VrOrLxDFtWLv5AlFPknBxtqNvt3q0aW6o8dG7U20WrT5lMtDUSjLd2isBzZmLEWaDc60kc/L8XfXv0NvRfPTlBvLytKATasvLymfngWtcDY1i/qwhODvZIQgC44a14JM5phcro/o2wtnRDlmWycs3/wyVZFnl+tx58JSV2woyZgKoGT1Zljl/9QF7T9ykR1vlN85+vzsT5mzi7qN4XgdeeYAyffp0unTpQpkyZUhLS2PdunUcO3aMffv2veqvsojT2y5wZofp9Nb+FSdoM6gpddu83u6iEdN6c+HgDdKSMowGKW/PHIjLC05aLwIbO2uT2RI9Ht6J4eOeP5OTZbj6TEvKYMFnG8lMy2bIxC6vcZSQZSGdqkd25usNftv0qMuyn/aSmZFjNDCQJJm+o1uof0eERfPpsAXkZOUV1OvTstm6/CQn9l7j1/Xj8Szl8tzjsLLW8PW8EaxdeJSd686TrsuClfB2pf+oFvQcWtDpcXjnFbOqrJJW4sC2Sy8UoIAyEbfuVJPWnWqa3c7Rydash48gCgYliAtnwvlq0lrFSVg39kvn7nLhdDh9hjbm3UmdnzswdnS0pX3nWuzfZZxkLIgCbu6ONG6mEAo3rz2HKAhojdRkJEkmPS2bg3uv0Wdg0aAoL0+LVitha2tldJyff9WHiR/8w9OnKUUyBnXqlmXMmNYAPH2aapErotGIakcQwOZNwcyfe8jgvN+PiGPjhvN8N2cgdQupyDZsUJFli8ewbftlTp8NJy9PS2A1X/r0DqJOrYK2bG9v12JJ3XvrMnELFh816Fh5FgsWHaFj++rY60omGo1Ir651adrAn5thMdjYaqhdswwOz6gRd+9cmy07L5sdQ5/uSuBz6txdLHV4PY5J5sHDBCqU80KrlZjz6x4OHL2pllRiRIHvwnazfssFfp45UJX/79u1LgdPhPHAhLdN7861CfBXeDOm2osLQx88aLUSn/+4w2hnjiTJPHycyIJVJ/h0rNLu37ReRWZO6sEPiw6Smp6t/lobaw0j+zZmVF9lwSsIAhVKm8+2iKKAvy77tf3QNbPEV0GAzftD1ABFAKzyQcyTkTUW+v5fAK88QImNjWX48OHExMTg6upKrVq12LdvHx06dLD84VeMXYsPI2oEk2JOGiuR3UuOvPYApWQZT34/PINF09dzdm+IOsl5l/dixLTetB1ovoXw/wIr5uwkJyvPZNbnn5920+WN5riVeH1dP2UqFa+rqXTF19f9BODgZMvXi94s0mYsakQkrcSgd9uoBFlZlpkzaS3ZWblFrjtJK5MQm8r8b7bx+bwRLzQWGxsrRr7fgSHvtuFJVCIajYh3aY8i9f2khHSLnjIZadlFeDO3b0RxZFcIqUmZlPR1o2Pvevi9RPmxbddabF51xuSEJUsyrXXHLjU5k28/XY8239C/RH8ct645R2CtsrTs8Pz365hx7bh+9SHRjxINxiJqRDQagRnf9EWja+E8f/quZbPAM+EGAcql4AjWrzrN1UsPkGXwLe1O74EN6dGnvrpfUEi1i5aOYf/ea+zff52UlEx8fd3p3qMurVtXU7d1KYYaqSRJOOuyOCFXIpk/9xBg2OEiSTK5uVo+m7aRNevG4+pWIFDo5+vO+LHtGG+ka06PZk0q4+RkS3q68UWAKArUr1deKX08TSXkqmm+EUB2Tj4nTt2hky7rk5iUwW9/7OfUmYJska2tFX16BTFmVAu1TOdfvgTDBjZm9Yaiqrx6uf1unZTrKDs7D1G0nPXRl4RWbzzHAV1JQz8x66+RiAdxfPvjTn6eOQgAB3sb5s4azPzlx9l3LFTldrm52DOkdwMG9ypwRg7wL8WVG6Z9e0RRoIqOf3L+yn3iEtKNbqcfz76joYwb2QpHXfCWm5WHlJWPmC8rmkWyjKzVkp2RgywXGC/271KXHxYdNLlvWZbp2U45dvcfJZgt18gyPCyk8PvZr7uIeBiPIIEgyYivWF/zlQcoS5cufdW7fGE8vBVtMjgBhfvxMOzxf2Qs3mW9+OKf8STGphAd8RQHZzsqVC/9H3M9fh6kJWdydt9Vk2RMUC7qo1sv0Oedtq9tHDUbV8KnnCexz0wqeogakdpNK+FdiOyZn6fl6LZL7F51iqh7ynFu0zuIHqNa4OXt9sJjqR5UnsX7PrEo1HbzciSP7j01uR9JK3H28E0SYlNfKIuih42NFWXNBGZeJV3QiBZ8bVzt1eAkNyeP2ZPXc/ZIGBqNqKSwBVi/5Dj932zBmImdXuha7T24MXu3XjKq36LRiPiV86R5O6X2fWDnFXJzTK86RVFgy+ozLxSguLja88fi0WxcfYbd2y6TmqLIobdsF8jg4U2pUEj4TGshJQ4YlIt2bbnEHz/u0XVpKK/FPE7ir1/3c+XCfb6YPcAggHRysqPfgIb0M1OW8vVzp1KlUty7F2v2eLRsqZQgNm0MNlmKUUrs+ezde5XBQwrkHrRaiYsXIgg+f4+8fC0BAT60bVsde4cCaXQbGys+/qgzX8/cXqQDSRQF7OysGfee8gxIsOD5Aso51yvapqdn8/7Ef4h9kmLwG3Ny8lm/8TyxsSl8Pr2net29PaIFfj5urNl4nqjoJACcnezo3a0uwwc3wUYndlmujKdlJ2hRwNfHjbw8LRu3mc6yS5LMxSuR3I+Mp4IuULe3taa8jzseDvbE6X5zaU8Xyvl6GKgK9+xQm7XbLpjddz+dUNvd+3EWfahy87RExSQR4O/NiXPhfPeHotAuAGiVDh0JmTVbLyCKIu++oWR1u7epwelL9zhzSenu0h9qfebu4zHt8CmhPIsc7G0sCiDqVWpv34+12O78svh/2izQ0dWBJHPy3wI4upmXPH/V8CjlWmz9jrTkDCKuP0IQBSrXLoe9U9Ga9+tASnya2eAElAdNwgt6rhQXgiDwya9vMHXIPMiXDLI5okbE0dmO8TMLHJxzc/L5esxiLp+4raqgZqRls2nhEXb/c4bv14/H/yVE6Ly8XRnxYUdGfGjavToiLNriDS5LMg/vxr5UgGIJHXrVY8da0x4wokagS7+C1d7c73Zy7tgtgCIPyU3LTuJZwpk+w03ro5iCV0kXflo0mq8/WUtMVJIa/EiSTNWapfn8h0FY6yaWm1cfYS4tL0kyt248VlVZQcm67Np8gYM7Q0hLyVLE5frVp3232kUUdZ2c7XjzvbaMercN2Vl52NhYGWQ39KgS6MsNS2aBNZSur9iYZOb+vFcdnx7683/25B327wqh6wto04x5uzXTp643+X7ffg3w0NkxXLn8wGzGQJZlrlx+oAYosU9SmDplHQ8jE9TgaffOEBbMP8wXX/WlQSFOV+uWVbGfac2ipceJKGRc2SCoAuPebUtZ3QLB3a0YmiJaCXfdM3fr9ss8eZJiwuAQjh6/RZ9eQWpHkSAIdOtYi5rV/DhyLIzc3Hzq1ytP3TrlDILnJg0q4u7mQHJKllGuiEYUaNU8ADdXB8LuxKj8GVMQBIGLVx5QoZwX+VqJGTO3cv5iBLoYHoBb4U+Y/s0WJrzdVu0Q8vNxY9I77fl54aFnWtCVQK9Lm+q0a65IzFtbayw+cwFsrK2QZZkFq06Yfc6s23aBwT3r4+pij5VG5NuJPfj6t92cunxPzZA42loztGcD+naso36uXZMqnLkcYXynumPXvpkSFJ+/+sBsZ9WrwP/TAUrbwU35Z+YWswewzUDjAnL/l8hKz2bRZxs4tPYMeTrykq29Dd3HtGbU531fSReNObh4OFoU6ZS00mst7+gRWL8Cv22fyD+/7uPcwRuqXkrrXvUY9lFng+zJ+rkHuXJSMTwsfLNLWpmsjBy+fmspy059/lpbzG3srItVhrW2NTyHYVci2bP+PI/uPcXZ1YFW3WrTsmutF5KtB6hc3Y/2PetyeOeVIuPRaETcvZzoqxNkS3iaysHtl80+INcvOU6PwY1fqFuqQuVS/L31A66cjyDsukLeDGrsT5VnWruV1af5C69wEufJ4yQmvbWUxPh0dezpaVn8/t1O9u+4wpz5I4w6KwuCYJAleBa9BzTk2uVIs7+pq84GYc+OK2a3EwTYtvFCkQDl/t1Yjh4MJTUli1I+rnTsWhvPZ+6nho38+fzLPvzy014dWVXUCaUJ9O3fkLffKVCcfR5tk9zcfD6ZtJpY3eKtcECalZXLZ9M3smDRm1QolKFr1NCfhg0qEvU4ibS0LEqVdMXzGa8qHx83Aqv6cutOjMlnrrW1hlYtlEl51x7LBod7919TA5T09Gxm/7CbM+fuIgjKeVy7/jzlynry5We9qKATX7Oy0vDZJ92Z8tUmJMkwcBRFAXd3R8bpDA6LM7kKQsEx2nPgGucuFJ3A9fuZu/gITRv5q4Td3p3rUMbXgyVrThF6OxoZ8CnpwogBjenSpoYaWDWtX5H5K46bHUcpL2fKlfYk4mE8j3QZJFPI10qcDL5L9/Y1yddKfPnjDs5eigC5wIAvW5vLkn9O4eJoR5/OdQBo2ySAvzed40lcSpFSjygIWFtbMbCrci3n50sWfdVeFv9PByjdxrRh2/wDpBshp4oaEU8fN9oNfTkNjVeN3Jw8pvb+mfCQSIMx52TlsmXeQR7dieGrte+/1vZoFw8nGrarwcWjN01yUGSgTd8GRt971agY6McXi8eQkZZNenIGrp5O2D0z8eTnadm54qRJdr2klYh7nMTFo2E0av/6OEf1WwRYXFW4uDkQUEtpq5VlmXlfb2P3mnNqilcQBS6euM26BUf4fuW7L5xpmfh1H7xKubLtn9Nk68nOAtRt4s+HX/ZRzRCDT9y2uHpLTswg/OZjqhXytQGIfpRAzKNEnJztqFzdz+R1KYoiQU0qEaQT9DKGOg0rcvKwaVFDUSNQu34F9aH+3dQNJCVkGO22uRP6mKV/HGTC1OcXP2zWKoBe/RuwfdMFg3OpDxAmTuuOj06xNCI81qI798P7cWrWJzc3n59m7uDYwVA1UJZlmRWLjjHyndYMGWn4PGrVuhpNmlbmzOk7xEQrXjzNWwbg7m6YrahZqwyXL903LbkvCtTWnbuTJ24TbUIXRq94vXFDMJOfOXZRjxI5cjiUtLRsvH3caN+hOm7PZE3efbs1kyavNSlIN/KNZjjpMsEJiaY5F6B4Az2NS9P9W2LK9I3cuhNjME6AR1GJfPTxGpYseJMSulJF/brlmfvjMFasOc25CxHIgK2NFZ3b12DkkKZ46poSKpT1xMbGitxc06q2kiQTWFUxKNyy87LZzIUoCuzad41332wFQFJyBstWneTmzceK67Ag8ORREitWnaZyuRJUqaSIJpYr7UmzBv6cvRRh8hyOGNAYURRISzef8dGPIz1D2W7P4eucuVgQVOmDCv33/LroEE3qVcC7pCu2Nlb8+eUAPp61hftRCeq2Mko57YcpvfHTtVFX8/d+rSqy8BrcjP+b4FbSlR/3T6dkGWWVrbHSqDX30lV8+PHADByLIXrzn8Th9We5fem+0cBAlmWCD1znwgHTUsSvCiOm9sDKWoNgwgWz/7gOeD7D6dBqJc7tv8bfM7exfPZ2Qk7dfqXuyI7OdpQq41kkOAF48jCeNAu+GhorkbBCLdOvA56lXGjft77J4wYw4J3WahZsx6oz7F6jlGL0qzT9hBvzMJFvxq144WOosdIw6oMOrD02jZl/jeSL34axfM/HzPxrFCW8C8qMOTl5xeKXFNYJeXA3lk/fXMLorr8w493lfDh0ASM7/cShneYzCubQrmstnF3sTboDS1qZAboy052bj7lzM9pkAC1JMvt3GFcATk3J5N6dJzw1UaIUBIFxkzrx2Xf9qFajNNbWGmztrGnaMoBfFoyiU/c66ra2tlZm3YxB6b7SH9+5P+3l+CEdIVMrqW2+kiSzbMFR9hrJyNjYWNG6TSBDhjWlR696RYITgP4DGpr1A7LSiHTpWhuAUydvW3RgPnH8lvp3Xp6WObN2MGrEQv755zQ7d1xmwfzDDOz3J5ufEXGrVbMM3383kFIlDYNqBwcbxr7ThqGDCxoCXF3NP3tFUcBDJ0V/PjiCm7eiTUrMp2fksHnrJYPXK1csSZe2NWgaVJFAf2/aNg2gc9vqeBQ6fg4OtnTrWNPk8dCIAhXKeVFTl+2LfJRg0SYg4oFSBsvP1zJx+npu3ooGdK7xuus1LiGND6et40khGf7PP+pK7cDS6vcKQoFD9MgBjenRQSGy+hSDIiBJsqrHsmn3Fczd3oIgsPNgwZySlJRBYmwqolYG3f80EmSmZKlZN4CGtcvhXcLF4vX/Mvh/OoMCUD6wNH/f+IlLB69x48wdBEGgTutA6hTqgf9vwt4VJ1T+hDGIGpG9K0/QqHPt1zoO/xplmLP5I379cCWPCgku2TnYMGBCRwZ/ZGiOFxEaxVcj/iLucZIuCJRZ//t+ylX15euVYyn1AqqlzwOxOGUbWVmFv26M/7KXQjQ+FKpyLgRBQKuV6D2qOf3GKIJ5kiSxaYnptK6klbhzPYpbIQ+p9hIWBPYOttRvXsXk+xWr+FgMggRRUL2BHkY8ZeIbC8nJNmwfjnuSwk/TN5GZnkPPIc/fmWbvYMt3c4czbdxKpaVbLshcaLUSb3/UUc3AhIY8tCgbn5uTT8TdWGrqjl1sTDJL/zjIycMFmcEqgb6MGteuSGZHEARatg2kpRkhQYAmLQM4cSTM5PsajUizlkpJI+5pKvt3XzU75n/+PkGn7nUMHvqyLHP7ZjQxj5NwcrajdlB51bxRjwYNKzJqdEuW/33CgGyp0QgIgshX3/RT+SqmvGQKo3BG4c/f93PooKKpI2llJFX0TGb+3EO4ujoYaLEE1SvP6hXvcu36Ix5HJ+HibE+D+hWK+At16VSLtevPmVVo7thOyXYePnrToprz/kM3eE9X9kpJzeLTqesJvxurfi48/An7D96ge9faTPygk3qM3xnVitvhTwgrlJ0BJUBycbHnm+m91LnCxsaKbBMuyfrP6H/nibPh3I80rg8iSTLZ2Xls2n6JCW8rJGNHB1s+eLM1fyw+SsjNR8gyaKxFurapzsAeQeoYSnm50KBOOS5dM82TcnW2o0lQRWRZ5sEj0y3G+rHci1SCqrSMbD7+ehOZ2XlKZ466lYwEfPvrHsr4ehDgXwqNKDL7455M+GYDWdlFnZJfBf6fD1BAp1rauQ4NdXW2/2bEPkwwm26XtBJPHrweUZxnUS2oAgtPfkHYxQge6zpi6rWuhr2jIVk34UkyU/r+SqauFbFwF0RU+BMm9/2VBcc/K/K5Vwnvsp6U8HUnzkxtVquVqKcjpYHy4D938AZblxzj1uVIBFGgXosA+r3ThhqN/F94LDa21nw+bzh3rkVxePtlUhIVg8OO/epTxr+grh8dmUD8EzMkbpRr9/KpOy8VoFhCzfrl8SvnSYyZbqkmbarhoTOSXPrrfnKyi7ZR67Hk5720614HRyNCZpYQUN2PZds+YP+OK5w9dovc3HwCqvvRfUADKlYu8BBSAlLLD0T9JBQbk8z7wxeRlpplkHUJD4thxvurmDZrAK0KuVcXFy3aVGP5wqPEPS3qii0IICPTf5jCczt/KtwiWSQuNpWI8CdUClCUam9cfchvc3bzsNA97+Rsx6h3WtOjX32DRdbwEc2pU6ccW7dc5GZoFFZWGpo0rUyvPkGULu2hblehYkkuXTRTDhKgbDllQREXl8YeC0HV8r9P0K59dYOxRD6I48zJ28TEKGUpOxsrgupXMAi8+vUOYt/+ayQnZxblO4gC9eqUo55OuyU5JdPiBJheqPTx7awd3ItQuun0n9OTiHftuUppP3cGDVC0QhzsbfhtzhD2HLjOtt1XePI0BWdHW7p2rEXvbnUNMi6tmlXh0NGbJksbkiTTvInir3P0hHl5fkmSOXg0VA1Qrt54xCefbVDKvDrfnHxtPnsPXifk+kPm//SGqsfywei2vDtlNdk5hoGBcgoEJo/vpKoZW1tpyDUjeCkKArY6Tty+I6GkZ+aYvEwFUWDDzkt8/pGin+RfrgQt6/qz/2TY85qLFwv/vwhQ/pfg6uVMihkzKEEUcCv5+ro/inyfIBDYwJ/ABqYn7F3LTyhtpEbS7VqtxNOoRI5uuUjX4a+P7yOKIv3fa8tfX2w2/r5GpEJVH6oX6k74e9ZONi08YqCVE3zkJucO3mD8d/3p/hLjFQSBgNplCKhtWsLdVHnCcEdFu2qCj4axbcVpwkIiEUWBoBYB9HmzOdXqvFgQIwgCU78fxOTRS8jNyTf4PlEj4FnCmXHTFD5CcmIGwcfNl+5yc/M5sf86XfobcpQy0rN5eO8pGiuRClW81e6dZ+Hq7sjAkc0ZONL08a/bsKJFYqiDo6060S/+bT/pzwQngNpO/ft3O2jcMgBbu+cjJdvYWPHDn8OZ+uFqYh4XdCnJsoy1tRVTv+5DZd0YsrNzLWZ9ALJ0fKFboY+Z/P4/Rc5/elo2c3/eR05OPgOGGZL8a9YqQ81a5m0Dunevw4Z1pju8ZBl691E6Uc6cvoOlWScmJpmIiDj8/UsiyzIL/zrCxg3n1bZnjUbkwP7r1KxVhpmzBqgcFHd3R/789Q1mfb+LGzcL5B5EUaBj+xp8OKGDGtD4+rhx9ZppJVmAkjr+ScT9OC5ZKOWu2xhMvz71VZ2VpMQMQq9H8fhBAlqtREJaLtdCHtKgTnmDAGVQ34YcPh6GIMtFyeeiQKmSLrTSCf6lpWdZDKoyde7e+VqJr+bsID9fKuIHJEkyT56ksHDZcaZ8pIhjli/jyaIfhvH9vP1c15WQAPy83fjo7XY0qlsgfdCyUWWOnr1t8thJskyLhkoG8dzl+xaVn89cvKf+/ceSIxw8fhNBBg0g57/aCOX/aQ7K/yI6Dm1mtvQkSzIdhjT9D47IMo5tuWB2shUEgeNbTWsNvCr0GNlcNQ7UExDVtGhpD75cWmBrcPFYGJsWHgEwyATof8e8zzYZlLZeB7zLeuLkYj7LoM2XqFoo8Fj+8z6+fHc5V8/fIzszl8z0HE4fuMHHg/7iwGbTmguWULm6H3+uH0+7nnWwtlEe2g5OtvQZ3ow/143DUxcUJ8alWpxgNRrRgN+RlZnD3Jk7GNJ6NhPfWMgHg/9iaJs5rF101KJehSmUrVCCoMb+Jkt2ggC9BjfC1s6a1ORMTh8JM/1dMmSk53D6mVJNUkI6a/8+wVeT1vLt5PXs2XLRqCquj587S9eN5YvZ/WnfpRatO1Tnnfc7sHbnRzRvXSCVXrZCCYsTligKlC6rZDuWzDuMpJVMZlSXLzpKuhGOTWJCOhfP3ePKhfsG/jR6+JX24F2ddsmz/AFBgIYNK9K5i8J3yMrKLVYpXH9ctm29yMYNivOxfkLUH/fQG1HMmbXT4HM+Pm78+dsbLF04mskfd2H6lO5sXDOOKZ90NSgJde1cy2xwIggCPbrVAeDipfsWeRHJyZnc12WlomOSee/9FRw7bniNXL8RxUefrOFccMGE7F++BN993hc7XXedYm2gPGt8fdz5ZdZgVY+lTGlPNGZKyoKA6pl0LvgeiUkZJh2VtZLMgaOhKkFWkmQ2br1I6LUorLQyQp6EJl8mOjKRlatPk15IhXtw7wYmY0yNKOBT0lV1Vc7NM00WVseiO0ZP49PYtj/kVYvHGuDfDMp/GTqPaMGOxUdIiE4q8kAVNSLlqvnSopAT538DMk2oTOohyzIZqeYJrK8CgiAwfmZ/2vQOYu/aszwKf4Kjiz2tetajVc+62NoVtJbuWHZCVYI1BlEU2b3qNO993fe1jdfGxopuQ5uwYdExo5OQqBHx8nYhqIWyIrt44jbrFx4FDLMv+n//NmMzNRpUfCGXYoDS5b2Y9E0/PvyyD9lZudg72BTpynEphm6QpJVx1ZEbc7LzmPrW34SHPjaYnNNSsljx5yEeRybw8cx+L8QHmzKzH1PGruB+eKzK29Kf06ZtqvHG260BpbxjKTDQWIlERxV4Ap06cpPZ0zeh1QUIgiBw6vBNls8/wuz5I/Cv4m3weSsrDc1bV6N562omvyOoYUW8SjqTEJdu0gm6WcuquHs48TQ2hWtXzLc65+VpOXk0jC49FYn3lORM5v28jxNHbqq/187emt4DGjLy7dYGmi8DBzfG18+ddWvPEnZTWYF7lXCmb78G9OvfQM0slC3rWaygysfXDa1WYs3qsya3kySZs2fCefQwgTK6a1SWZU4cv8XWLRe5fSsGKyuRRo0r0X9gQ6rqOmcAqlX1pVuXWuzee83o95cv76V6/BQ36NVvN3/BYdLSso1KzAsCfP/jHjauHacek8b1K7Lk95HMX3JUJ7Am0LShP2NGtDCQ6O/esRY79oSYHUPvbsqYIyItC7Xl50tExyQTUNmbtZvOs3PfVWWcOpE2/TV183YMs37ezawvlGdXgH8pvp3ci69+2UVubr5aBpJlGZ9Sbvz8ZT81qKpexZdrYY9NnnNRFKimK7UeP3uH11LXKYR/AxQjSE3gi7T1AACwRklEQVRI4+LB6+Rm51KhRlmqBFX4jxFqnVwd+HnPFOa8vZjQc+EG5z+oTSCfLnzrhbUxXhdKVyrFrYsZJi9qjUakbICP0fdeBwLrVyCwfgWz29y6Emk26yNppdfe8QMwdHw7boU85Oq5ewbpf1Ej4OBoyxfzRqortO0rT5u1bhAEgT1rz/HWlG4vNSaNRsTRhCigVylXatQrx00zQmaCKNBS59Gzf8tF7tyIMrnKOrTjCp371qdGUPnnHqeruyN/rHyHU4dvcnjPVZITM/Ap7U7nXkEENfFX71ljpn7PQpJkHHS/+d7tGL6buhFJkgyM0gDSUjKZNnYFy7Z/aPIYmYJGIzL1qz5M+3A1WkkyOI+iRsDd3Yn3PlJEAJMSMizvTxRJ0JWDMzJymPTech5HGfKIsrPyWL/qNE+ik5n2TR+D51jzFgE0bxFAeno2+flaXFwcimQeGjWqhLu7I8nJmcZFzzQCzZoF4OHhxN3wWBLNyLWDco2eP3+PMmU9kWWZ33/bz87tl1WuRm4unDh+i2NHw5g2oyftCkkCTPqwM74+7qzfFEyqzofK2lpDh3bVGftOG9Xfp2qAj8WgytbWirJlPEhISOfMubsmr09ZVvgv587fo7mudHP46E1m/7C7kNO1wJYtlzh+7BY/fT+Y8jrF2YDK3gzoFcTG7ZeK7FcUBQIDfOnaUclU2dpYFatbz9bWirw8Leu2mFeoPX3+LlGPEyntp2TjSnk64elgx5PMVBCVSUXQypQt4YJzIW5gz061LKrf9u8WBCiE2uJYCrwM/g1QCiE/L5/F09aya9FhAxfdirXKMnnpe1So8fyW8C+CEqU9+HnvFCJuPOLm+bsIokjtFgGUruRtdPv7oVFsmX+QM7suk5uTR/nA0vR6py1tBzZ+rXopenQf1ZKbhdKgz0Krleg6vIXBa1kZ2RzeGMy5/dfIycqlUq2ydB3enDKVjf/GV43iCI49K4gnSRKXjt/i/KFQ8nLzqRjoR7u+9XFyfXE1Yhtba2YuHcPhbZfYteYs0ZEJODjZ0aZHXXoMb0KJQq3ct0IemrVukLQSN40IjN25HsX5IzfJy9XiH+hL0w7VX0rs782POvHpm0t0ehBFx9N/ZHOVULt74wWz6yuNRmTv5gtFApRHEXEEn7xNfp4W/2q+1Gvib/RatrGxom2XWrTVlSSMwae0B/4B3kTciTU7CbRop3TsbFl91sDFtTAkSSYlJZPDe67Sc6ChA3lsTDIXz4STn6elcqAf1WoWtbKoVbccfywZzT9/n+DsyTtIkoytnTUdu9Zm6JvN8dQdN3fPYqiySpK6/a4tF4l6mGj098kyHDsUSo9+9alZx1DHJiE+jcvBEeTnS1Sp5oP/M/efxkpk6oyeTJ+yHlkuKnrm6urAe+MVL5/8YlgECAKq+OSJ47fYuV0xACy8X30W4fvZO6lVqwwldOVFURQYOrgx7dsFcvDADXJy82nS2J9q1QwF/+rULktpP3eiTWTORFGga+faODjYcu9+nMUShSgKPHqskO/DbkXz3ZxdBsdZ/++k5Ew+mbKOf5a/q5anxr/dFj9fd1ZvOKd67djbWdOrW13eHNoMW9192KxRJeYvPWZ2HD7erpQt7cnt8CekpmWZ3VYQIPjyA0r7eRDzJJkPp60jW9eZQ6FjEnz5AVO/2sSfPwxDFAV8S7kxeXxHvp+3XzHM1PuOCQKSLNOvW12aN1T4iL7ebi9coi0u/g1QCuGX95ZwZO2ZIjf5g9AoPm73LXPPfotvxVImPv3qUbFGGSpaCIrO77/Gt8PnIcsyWp1x1d2rkfw09m+CD1xjyuJ3XqtyKkDLXkEc33aR4IM3jD4gu41sQfVCXTGRt2OYNuB3kp6mqqJHNy9EsG3xEd75uv9r9ffRo1H76hzcEGzyBhNEgYbtClpM458k89nwhUTejkFjJSpCUdJ5/p69k8m/v0GzLi/e9m1lraHTgIZ0MuPNAsVrpS6cxk9NymDmhFVcv3BfuQYEhdPi4u7IjD/foFYhwvDzoHrdcnw7fwS/fL6FhELn0NrGigFvtuCNcQXnL/ZxktkMsFYrEf2wwHwsIy2bH6Zt4Pxxxa5AEAQkrYS3nzszfh5C5ep+pndmBiPHtuOLj1YbfU8QoGufIEro9CXOnrht/sErw/kTd9QAJSszh1+/3cGJgzdUkzZZhvL+JZk2ewDl/Q09k/yrePPlnIFkZeWSmZGDi6uD2nGhR8lSrtSqW44bV01nqqytNbRsq5SUdm+7bDb40mhE9u8KUQOU7Ow8/vxhD4f3XzfYf9Xqfkz5sjd+ZQq6furXr8Afc0ewYtkJgoMVwS9rGw3tO9Rg5KiWlNAp4JYu44G1tYY8Mx0jkiRTWVce2/yMEN6zkGWZ3btDGPWm0pafk5PHvD8Psm/vNfX8rF5xitp1yjJlWg9K6c6fIAh882UfPvx4DRkZBR5Q+lixSmVv3h6t7NPJiKaSsXE46pSH128KRhRBa+QnSpJMQmIGR46F0VVngJmXpyXyfjzJ8ekIOgJpdl4uD+4+JT0jWw1kSvt50KpZFU6eDTd5PEYOboooCqoDsjkIFGy3fusFcky0AUuSzI2waC5cvk+j+srzoEPLapy/EMHxc+Hob15Jkgn092Z430Zq0N26SRV+XXSYTDNu5S+Lf0myOty7GsnhNaeN3uSSViIrI4f1P+408sn/O6SnZDJr9AK0+Vo1OIECoa8T2y6yd7l5+eRXAY1G5LOl7zB8SnfcvArkukuW9mDcrEGMnzNYvahzc/KYMfhPUnSrCf3hlrRKOn3RF5u4cDj0tY+51+hWIBhKp+shigL2DrZ00olKafO1TB/6l0qa1ep8gWQZ8nLymDV2ObeuPHjtY27YpqrZYFMQBBrqSJmSJPHZW38TqsuoaLWSeo2kpWTy2eilRIY/eeGxBDWtzMoDnzJzwSjGTuvBp7MGsPboVEZMaG+Q6bBEAhZFATcdX0WSJL6YsJILhewK9GW4pzHJTB6zhOhHCSb3ZQ6NWlRhyrf9VIl7jZWoC4CgS98gxn3aVd22OGaBep0QSZL4atJaTh4KVa9l/X8fPojjk7f/5qmJVnJ7exs8vZyLBCd6vD2hPaJGNEn4fPPdNmqZKSHOvFGfVisRqyMuy7LMV1M2FAlOAMJvRTPx3eVFSjVVq/ky+4fBbN85idVrx7FtxyQ++bSbGpyAYoLYwYzomSgKePu4Ui9IKb/euW1aEh903kth0QVj/nwze/ZcLRI83rj+iA/GryQ5uaAsVqF8CZYuHM3A/g3x8HDExsaKMqU9mTC2Pb/9NEQtB5Uv74Wfr5uZI6fcV82bKiTSs+fuWSDropJqZVnmy2+2smNXCNp8hSei/9+lyw94/6PVaqkKYNqkrjTQtVVrdOdd1F2jb41oQZcOStm0QlkvrIx4SBkcO1mmqi4bduBIqFnFV40ocPiEQhCXJJkvZm3nxKk7kCch5snK//IVHZn3p6xRCbh2ttZ8OraDeoxeB/4NUHQ4vPa0UeMwPSStxOG1p4v18PpP4fD6s+Rm5ZruWQe2/nXolaq5moKVtYYhH3Xhn5BZLD33NcvOf8Oy4G/oMbqVwcV7atcVEmKSTZNTNQKb5pm2Bn9VKB/gw7T5o9BYaQoeqLqAxd7Jjpmr3sVVJ4d9/nAoj+7GmlD3VW7OTQuOvPYx9x7R3OS5FEQBOwcbOuoMAC+euEP49SjjY9ZN/JuWnnip8Wg0IvWbVabnkMa061EHJyOqzO171jPbUSFJMm26KdmnK+fuEXo50uRKLyc7ny0rTr3weNt2rcW6A5/yyVd9GDSqBW9/2JGVOyfy4fSeBiW/SlV9zI5Z1AgE6DI5V4LvE3LBuKaIpJXJSM9m65qixNHc3HyCT93h0O6rXL8SafS8BgT68uOfwyldzpD07Oxiz4RPutB/aEGLsUsxVFnddUJtIRcfcDnYuKS6ViuTmpLJ1vXnDV6XZZlrVyJZOv8wS+YeYvXfJ4h6WDRYfPe9tpQr51VkwtJoBGztrPnyq77qsbVUfhYEVGLqlcsPCA6OMEom12plEhPT2faMkqy1lYiDjRWOGg0OooiTjQYHWyuD7xUEgdGjWpodQ6/udfHQPQsslTRkuSB4vXwlknPBEUbPrVaSeRqXyvZCysv2dja8ObQZtQL8kPK0SPkSGlmgc+sadO9YUMJ0drajY9vqZgPB8mU9qVW9tNKgkGk+w6GVZFJTle6gS1cjORt8z+SYo2NSDIi/7VtUY2jP+mheU4Dyb4lHh+S4VIu1yLycfLLSs3EqhmvnfwJ3Lj9AEEVkU345Mjy+F0tOVq5RefjXAY2VBl+daZcxXD4WZrZ7RtLKXDtzh/w87QsZ0z0PmnWuxYozX7B//XlCL0SgsRKp2zyA9v0bGPBKzu6/bnbMWq3EuQM3dEZury/m9w/05dOfBvPTp+tVgh7ogioHG75dMlrtnjm175rFMR/ffZVJswcYTCYpiRmcPnCdlKRMSvm60bRDDezMGOtZQs+hjdm76UIRgTRQJvoKlb1pqlNrPbbnmtlOBkkrcXhnCBM+66W+FvckmS0rz3Box2Uy0rLxKuVK14EN6TG4kVESq529DR161DE75t6DG3PjykOT78uSknUBOLrX0phlDuy8wruTCpSXd24MZvn8w6SnFrQIe/u589FnPan7TNmteu0yLF79HnfCYoh+nIizsz21g8oXybp07F6H9StPmxUFa99ZWYEftDRmSWb/rhDGjFO4JVmZuXw9dQOXdaVCSZIRRFi/6gyDhjdl9Ni2BoTkP+aNYOvmi+zYcZn4uDTs7W3o0LEGAwY2wtfPXf2eRo38OX36jslxyDI0bKQcjwP7r6u6KqbGvKdQOSgqKpGP3l9FSiGBt7S0bG6F7ebA/uvM/n4Qtrpmg7atq5GensO8vw6Rl69Vf6MkyfToVofxY9up31PJvyR3wk1zmURRIEBXwtp/8IbFMe/ee5XhwxTZiIuX7jPt803K8dWpuGq1Wg4eukFISCTz/xiuBkrjxrTh1p0n3I+MNxiLKAo4Odry1dQC9duSJZxVTyNj0GhEtd1538HraETBZMZFlmV27rvKUJ3I3Y69IazT2R0IgJBvPoB7XvwboOjg5edhcRs7R1vsnf97vHvMZXwKo1gy8P8haLVSsaxXJUlCkf55vfAo5cqQDzqa3SYnK8+imZ6+hCLaKMc6Lzef0/uucXjzBZLi0vAu40GnwY0JalX1pYKY1t3rUD2oPHvXnyf00gM0VhqCmlehY7/6OBdqAc5Iy9YdQ9PIy8lH0kporDRIksQ/fxxk46LjaLVaRI2INl/CzmErYz/vqWZmnhceXs78tOJtvpu0lgc62XG90VudRv5M/X6QGoimpWRaXKFmZeaqgeCDu7F8MnIxmRk5BqWgFX8e5MiuEH5e8TbOL0Bgbt4ukK59g9iz5ZKB7YQ+4Ptgenf8dP5eKckZFseckZaj2h1sXXOWBT/vK7JNbHQyMyasYs5fI6n1DGFYEAQCAn0JCPQt8jk9eg9oyL6dIaQkZxYNBEWBGrXLEqTjgSUnplscc2pKQenh5+92EHLpAVDIL0qXSF6/6gwlSrrQs5Aon4ODLcOGN2PwkCakpWXh4GhbRJofYMCgRpw8eavI6/oxOznbqRL68fHpFrtFkpMUKQN9OSgl1VB9Vj+RX7/2iGVLT/DeuILAo2f3OgTVK8fSpceJjknG2dmOYUOaUOcZ8cN+vesz64ddZsfRTWdDEhefZnHMiUlKWSo/X8t3c3ah1cpFgh9JkomLT2PBkmNMn6wIJjo72fHLzIH88Ptezl96gFZSnIUD/EsxcXxHKug6iQB6d63LkpUnTWusaCW6dVIyNE/j0ywaAOpNHjMzc5i7uCBzLADCK07W/xug6NDhjRZmOSaiRqTTiJavnXD6PKjfrgYHVp82+b6oEaneuNJ/VVtyQN1yHN9quo1NEATKVvE2GLM2X8u5A9c5suk8SU/TKFXGg45DmlKnRcB/pP27fFUfTu+9ajquEsC7jKfaGZOWnMH0YX9x93qUSgK8HxbN6b3XaNyhBtP/GvVSXTQlfNwY8VEns9uUrlACUTSdQdHvR2+euXbeYdbOL3jY6Pkq2Zm5/DptE/aOtrTobLpTxhzKVCjBX1veJ/RKJLeuPUKjEanbpBLlKxkSzn1Ke5jN+gB4lXJBFBW11tmfrCMzI7tIZ5MsyUQ9iGfhD3v45Lv+zz1eQRD4YHoPatYrz7a15wgPi0YUBeo3rUS/N5oZBBClfNws6ld4lnBGEAQyM3JYNu+w0W2UjBgs+f0Af6x8x+C93Jw8zhy/TUyU4hrdvG2gWq7Rw93Dkd8WjmL2l1u5FVqgyioI0KpdIB9N7a4+u0p4u1ocs963Jzoq0azXEMDaFafo1idI3X9KcibrV55mz47LZGbkKn5ErasydFRzKhY654HV/Zg8tQc/fq9M+HrdEVlW+Cw//DRE1RUpWdLFbDYCUI0Fr19/xP37cSa3kySZXTsvM/LNFioXZduWi/w1/zBarYRGo9yzl89H0LlLLSZ+3EUtNbVrG8iFS/c5eDjUQBZA/5lPJ3WhpK7rqISXs0Vnc71K7Zlzd0lOMa0VJUkyR4+F8f7Y9jg725GekcOUGRu5ey8WWS7gaoTfesKU6Rv44+dhlNVpzfTpUY9Dx8N48DDe6FgG9K6Pvy7r7eXpZHHM7rqF0NFTt8nJsSzs9jL4N0DRoUwVH3qP78i2eQeKvCdqRFw9nRn0SY//g5GZRpNudSlZxpP46CSjD3VJKzHwwy5GP5udmUNGahbObo7YPKe898ug3YDGLJ+1ndzsfBMtkTK9C3XxZKRl8fnQeYRdiFA1QG5fecCxrRdp1q0OUxeMee2loI6DGrH6t6KrXj0EoOeogjbqnyeuIUInfqW/0fXn5/yhUFb+tIcx03u+vgEDnQY2ZMPiYybfF0SB7kMVEnB6ahbrF5reFmDZT3tp3qnmCweEgiBQo155atQrb3KbTv3qs/WfM6b3IQp0G6h0Ot0MeUjkvacmt5W0Esf2XOXdyV0Nsih3w6LZt/kCjyMTcHFzoGXnmjRuVVUN1AqPV9++rL9Ojf32Tr3qsXOj6YBbFAW69VOEFc8ev0WOGaM5WZa5HfqYxw8T8NNNLicOhvLbzB1kpGfrSg8S83/cS58hjRjzQUeDBZOPnzt/LBnNvTtPuB0WjZWVhjr1y1PyGffbTt3qsHf7FUxBFAW69q4HQPDZuxbl+RPi07l/N5ZKAT4kJabz4dvLePokpZAHjsSpY7c4e/I2s38bRq1CvlIdO9Wkdu2y7Np1hVs3o7G21tCwsT8dOtbE0bGgLN2pc0327ysq0lZ4zN10Qm2hNx5bnGSzsvKIjIynalVfDh8K5c8/Cp77+YXk2vfvu4a1jRUfTeysfs/UT7sRVK886zacJ/JhPKIo0CCoAkOHNKFm9dIFY+5Qg4NmCP+iKNBN1/0XGZlQTKG2JAKcfVi4+Cj3Ip4WWTRJkkxaWjZfzdzG0oWjEQQBB3sb/vh+CDN/2MX5y/fVc2lna0X/XvV5a0TBs6tTuxocOWE8qwVKu7GabYlLtTjml8V/TzrgvwDv/jCMUV8PwKEw2U+Aum2q89uJL/H0dTf94f8DWNtYMWvLRNx1EbugJ5/pWkrfmz2YBjrmtx4Pb0cze8wi+pV9n2HVPqFfuff57YMVPH3B7ojnhbObAzOWvIPGSjR4uOoJX237N6TjkALy328T/+G2TjBNv1LWT/Zn9lxlxZwdr33MXt5uTPhuoDLOZ6SrBUGgVtPKqsR+9IM4zh8ONZkFkGWZXStPkZVhXn33ZeFb1lPNsjw7r4qiQKXqfvQc0QyA80fCVG0KU4h5mMi9sGiD18JvRPHnF1uYMnwhMyes4uTeawb6Qc+L8pVK0c+E/44oCpTzL0kvXb3+zo0oi8FSfr7Eg3Cl80qWZRZ+v5sJA+exd9NFrpy7x8kDN/j2ozV8MHQBKUmmhdEEQTD5XZWr+dKlTz3jY9YI+JbxoNcgpV6fGJ9eLDftRJ342oXT4Xw3bQMZGQpXRavrHJO0Epv/OcuS34supkBpY+7aqx4du9UuEpwAVKvhR5uONYx3sGkEvH3c6KUr2eTm5Bvd7lnk5irnfdGfh3gam1IkOJC0Evn5ErO/2FpkQnN2tqOUpzM+Xs54ezlTysu5iPNxrdplad6iitHzIGoESpZyoVdvhReksSBzr35Ol4lbttR0p6Msw+6dV4gv5I+WlJTByaNhPAyPhRwtUlY+Vy/c5+ypOwZaMHXrlKNRg4pGx6wRBUp4Oavqt3Z21sVyA7azsyY9PZv9B2+Y5RvdfxCv+hvJsszqNWcJPncPMV9GyJcR8mTyMvPZsD6YCxfvq59tWK8CQXXKGSXg6sesV791dXGwWEZ+WfybQSkEURQZMrkn/T7oTOjZcHKycikf6Id3+ZKWP/x/hNKVvFl68TuOb7nAmd2XycnKw79mGbqOaoWfv2EKPTzkAZ92+5HcnDx1As3Lzefg2tOc2XOF3w5Ox7fC6/+tDdpVZ+7BaWxbcpTTu0PIy8mnYnU/eoxpTcue9VSORuzDBE7tvmJSR0OWZXYtO87QSV1eq1MyQJehTShZ2p0N8w5x7exdADy9Xek5qgV93mqtlmxCTodb3Fd2Zi7h1x5SS+d6CspvuREcQfT9OByc7ajfuhr2ji9HbB4yti2lfN1Y99cRHkUoKW8HJ1u6DGrEsAntsdOlt9NSMg24FqaQlpyljnXhdzvZvvK0uoISRIHTB25QPsCb2cvfxu2ZEkRx8dbHnSnp48aGpcfV1llrGyva96zLmImdcNAdEyVrZvmBrs+u7Vx7Ts3O6CdI/QP+/p0nzP50HXOWjHmhMX8wvQelfN3ZtOq0SnwVNSKtOlRn7CddVFdnzxLOZoX29PDQte4um3dIJ2FufLtt684zYEQzVRQPICYqkd1bLhJ27RFWVhoaNq9Chx51cCmURRIEgcmf98Lbx5WtGy6oPjqCKNC0RQDvf9oFZ90irWLlUhYnTisrkdJlPUlNyeLYwVCTv1GWZBLi07hw9i6Nm+vsG87d49sZm8jKzFUXLLu2XMKvjAezfhuKj25RKAgCn33Rh8WLjrJz+2W1UwagYUN/Jn3SFRfdmOsGlbc4ZmcXOypUKMH9+3HEFPKNMjpuWebM6Tv07BVEamoWH4xfwdO4VGVcum1ycvLZsO4cT5+kMuMLhaAqiooey7wFh9mz7xr5hQik9eqVZ/LHXdQxN2tamfkLzXcClvZzp2wZT27cfGxWawaUgP7WrRhqVi/NydN3WK8jsso6l2T9v7Wyls+/3sqG1WNxdVWUhGd93pdvf9zJ6fOGCrsVy5dg9pf9cNHxMFs1q8LcRYfRvsYu0X8DFCOwsbOhbpvqljf8L4Gdgy2d3mhOpzdMu7/KsswP7y41CE700OZLpCdn8sfEVczZ9vHrHi4A5ar68uFPw/jwp2Emtwk5dcviHJSdmcvtK5HUaR7wikdYFEEtqxLUsirZWbnk5eTj5GpfZHUkSVKx7CkK19JvnL/HL5+sISayIItla2/NoPEdGPx+h5fi2bTtVY82PevyNDqZvNx8Svq6FeEk+ZT1tBicAHiXViaLnf+cZfvK07rfoSNN6j7/8O5TZr6/ip/WjH2h8QqCQK9hTeg+uBGRd2PJy82ndPkS6iSvR1CzyhbDE2dXeyoF+qLVSqw301ItaSVCzkcQcTuGioUsGVKTMzm4/bLKm6nfvAotO9UocvxEUWTI6Jb0e6Mp4WHR5OVqKV+pJG7uht1+TVtXxc7exqjhoLIfgao1SuNXxpPHjxK4d9u8To0sSZw6clMVjNu/4wq/frsdQSjINl69+IDVi48za+5wqtYsKD9orETefK8tg0c2J+x6FPn5Wvwre+NZSNcEoF6DipTycSUuNtW4KqtGoE3HGri42hMW+thiul/UCDyIiKNx8yo8iHjKF5PXq9INhT8bE53ElPf/YcmasdjYKtOUtbWGcePbM2hwY/bvuUpubj5Nm1WmSlVD8nDlyt7UrFmGmzejjHJWBAH692+ItbWGLAstuMr2guo6vHXzBZ4+NX4sZBmOHr1Jn371qV6jtDrmimW98HCwIy4hDQQBBztr/Mt64VRoUeXr40a7NoEcPR5mWqhteHMEQUBTDJK9LMtqwLdps2lBPFlWxOT2HbjOIF1nzpmz4Zw7dReNiIGS7L3bsWzbcZm3R7cCwNPDiUF9G7Jm0/ki+31V+LfE8xJITUhj9extjKg6kV6eb/FmjU/Y+MtuMi3IEP9fICz4Ho/uxJhp75UIOR5GzAPT5LL/NIrr8fCsNo1WKxF86AZbFx3hwNqzqijcq4KdvQ3Obg5GA4fAoAoWgxMraw2Vaig6GrevPmTa0Pk8eZRosE1OVh4rf9rDih/3vPR4BUGglJ87pSuUMEqYrt+iCm5eTiZT+aIoULNhRXzKeqLVSmw0w22RtBKhFx9w53pUkfdSkzIIOXuX6xciTE7Semg0IhUDfAioWaZIcALgW8aTpm0DzeqV9BvVAmtrK6IexJPwNNXs94mioArEAZw9GsYb7b5nyc/7OHUolBP7r/PTjE2M6vKzWjZ6FjY2VlSvXZY6DSoUCU5AuW7e/sh4x5igE+V6e6JSlivcgmx6zCJpum6bsOuP+PWbbTqNG8POlazMHKa/v4p0I88lW1srvEo441XCGUenohk7URSY8W0/bGytijQIKCaB7rzzviLWZWdreb0rS2CrK99sXnsOWZKNZogkrcyT6GROHL2pvqbNl1i+8CijB85j+fwjrFlygg/G/M2sz7eQkmxIMP3iqz746Toz9fep3lm4ddtAhuhKhT4+bhYXAJIkU0bXtbV7V4jZ7IxGIxpwZf6af5g/fttPfHwaggyCJJOVmcumDeeZ/Mlag0zQp5M6q4JwGo2ARqOUFjUagXHvtqW9rh2/kn9JnC34QMky1A8qjyzLhIZFmx2zLMvc0BGrY5+mMuuH3Uiych0JstKZo1+ArFl3zsDd+e2RLenVpU7BMXzF2ZR/A5QXxNOH8Yxr/Bn/zNxCbGQ82Zk5RN+LZenn6/mgxZekxJtXdvxPI/JWtOWNgIe3Y17zSIqPqmYIlXqIGhH/QnYAl4+HMSJoBl++MZ/FX23m14mreKPONJZ8vfm1+0YAVAz0I7B+BZOt3aJGoG3f+jjrtHSWf79LUaU18QDZ+NdhkiyohL4sNFYaPvy2HwiCymMqPF4bO2vGfq6QeqMfxBNvQhm14DMil04VTPbpqVn8PGUDw5rNZNrIxUwetpChTWey/Jd9LyV8+PHMfgTqCJd6bod+Eu3Srz4DRyvkv/xiWMgLgqDyZ+7fecLMSWvIzVOI3LJUoDmTnJjO1LeWkvmCHKLu/Rsw6cveuHsYBjBlynsxZ8EoAmsp13JJb1eL3A+tVsJHNwlv/ueMyfZ1SZLJTM/m0K6r6muyLLNzYzAjevzG2/3nMnbwXwzq8CMLft5LVqbhb6ta3Y/5y9+mQ9daaruwi5sDg0c048+lY3DVdXWUq1iSkt5FOS+FIcsyjZsrk/DJI2Fm70lBEDh9/Lb6uR9nbmftilMGWQ9Jkjlx9CYT31tORnpBUOfh6cSCxaP5dEp36tQtS4UKJWjWPIDvfxrCjM96qdeJh6cTTZtVVoOXomMAd3dHGjeuBCj8E3PQaiWe6oLhO3eesHljsNHtJEnmZmgUe3aHqK/Z2lozoE99qvmXRJurRZurRZRk2jQNoE2rqup2NjZWDOxvuu1fFAUaNaxIWV1QZSkAE4QC/uKu3SFmCdGiKLB560X179Cbj9m/7zoarY7b8m+b8X8HfnhroaKI+szEIksyj+/G8ueHy/ls9fv/R6MriuIKtdk5vrgo16tGxeqlqVa/IrevPDCa+RE1Iq371Ffl9W9euMcXw+ap50Q/6efnadm84DB5uVrG6siurxNT/hzBJ/1+J/5JijoG/TPCv3pp3vmiDwBJcWmEFJrIjUGWZY7vuEzvMa0MXo+KeMrtK5GIGpFajSvhaWFisITG7QL57u+3WPbzXsL12Q8B6jatzFtTulFeJz5VnCBPEECrm+yzM3OZ8sZCHoQ/MVjZZ2XksGHhUWIeJjD116EvVMZydLLjh7/HcPnsPY7uDiElKRNvPzc69gmiSqFuCr+yXtjZW5OdZbqDRquVqKLLam1ZdVrJgplY2ScnZnBkVwjdBxWYBSbGp7F34wXOHlUIx1VrlaH74EZUDizqHdSpZ13ad63F9cuRpKZk4e3nRuVqvgbHwN3TicYtAzh/Ktxk1tPB0ZZmOi+ei2fumj03sgwXz4TTe4jSubX0j4NsXGkoUZCdlcv2dee5efURPy56U810AJQu68mk6T2YOK07eblarG00Rc6ZKAq8Mbolv8wyLtcgigKt2gWqvJJcC8RsWZbVTNvN61Ec2X/D6HaSVubxo0R2brnEYB3xGyD6USKXz9wlNPgBWq1EQlQSviVcqFK5lAEnZ/yEDoSGRpGWmmWQtRV1XlBTpvVQNadcXOxJTjbdDqzRiKqY2p5dVyx2uezYfpnefZQur3Nn7/L5jI3Kd+ufYVotx4/d5OrVSObNH6UaJw4Z1JjH0cnsO1AgrKYv41Sp7M2MKUrHqSAI1KtTjktXHpjxPFIIvQA3bj62aD8Qqsu2aLUSX8/cRl6eVtH5AcWM8BXi3wDlBRAZ9pjrJgSGQElzn9p2gYTopP+azp/67atjZaMhP9f0itXZ3ZHAhpUMXpNlmTuX7xN1NxYHZzvqtgrE7iXJm8+DKfPf5ONeP5NUuDNAUMywylbx5r2ZBQHHyjk7lZSxsRtMhp1/H6f/uPaUKIYo38ugpJ878/Z9yt7VZzmw8TwpCRmU9HOny7AmdBjQEFs7JQhMSbRcehJFkeRC2biEJyn8PGk1VwoFNqIo0KpXPd6fNfCliLV1m1aibtP3iX6YQGpSBiW83fAs5WKwjU9ZT+wdbc12IWnzJaroMgF7N5zn/u0Yo5lfWYYTe67RbUhjahUyk9QjNzcfKV/C1t7aZAAjiorcfv1mlY2+D2DnYEPnfg3YseasSXfbEt6uBOn2cfbITQsrezh3LEwNUEKvRPLZe8sNDNmiHsSzf+slxkzsxIDRRaXUNVYa6lgwa3z7o05cvxxJZmaOQXCnb/t9f1p3NYgoTuCYr9smIvxJkeBED0mSuXMzml2bLtDvjaYFn83TcvpoGEf2XiM1ORPfsh507h1EjTplDc5N5x51SEpIZ/miowbdT1qtRMOmlZk4vUCqoWyFEty/G2uyKiCKAhUqKqT9/btCzE72siSze9tlNUC5cfUhUz5YjVYrqQFeRnoOm9ee49SxW/y26E01i1XK25W/Fo5m2dLjHDl8U+3EqVuvPCPfbEH1QsFul661Wb/unMlJXKuV6NBJEZd79DDBYtAYHZ0EKNf697N3Khm7Z3at1cokJ2WwcOERPvu8N6AEQsMGNSImKpFrN5QFhSTJlPVz562RLXAuVBYd2L8BFy7dxxhEUWlD7thO4VwWpwNKnx0+e/4eCYnmM0ovi38DlBfA7Yv3LG4jSzLhIQ/+awIUZ3cner7djq3zD5h8IAz+uJuBgNjtSxH8MmG5QXnIztGWwRO7MmhS1/+ISFqpsp7MOzSd3StOqHwSL183uo5oQedhTdXunaS4VK6eNp+NEAQ4vv0S/cd1eO3jdnZzZOD49gwc397kNu46AS9zKVVJK+Glk6FOT8nkk36/ExedbLiNJHN8+2XiopOZs278S4sJ+pb1xLesp9H3bO2s6Tq4EVuXnTQ52Xt5uxLUQunS2Lsu2CwlR6MR2bcx2CBAuXI6nA2LjxFyRumW8i7jQa8RzegxrEkRvZLiYuT77QkLecid0MfIyGp2RNSI2NlZ89mvQ9USiaVWaVmGnGxl9Z+Rls0X41aQnW2oNqyfmJb+up8KAT5GA6i0lEzSU7Nx93QyaifgV9aT31e8zeLf9nP+5B31vi3vX4JR49vTuGUBMbxqjdLcuGLcxwiU81KtphI07tt62fxkj2wQoKQmZzJl7Aoi7jxRV+m3Qx9zaNdVOnSvw8Qvehlcc0NGNaddl5oc2H2VJ9HJOLvY07p99SJKuL36N+DX2aZVWSVZVvVYYmNSLAZhCbrOGq1WYtbnW8jP1xZZrEiSTOyTZBbPPcTkL3qpr7u62FOlYkluhTziaWwyjk52BFQsiXdJw8xk3/4N2L/vGikpmUU4coIo0KBBRVV91snZ3qIei4O9sqA4eybcwDjwWWi1MieOhZHyQUdcXR149CiBCWNXkJmVg6At6MyJfpTI1Mnr+GZmf5ro+Cz1gyow9p02/LXoqMF4BEHAzs6a72cNUDVnGtSvwOWQSJNzhEYj0LC+YvZ4L+Lpa9dB+TdAeQEU9yH5og/T14UxX/UjMy2LfStPImpEdXKUJZlBE7vQt9DEHXHjEZN7/ERejmFaPDsjh+Uzt5KdmcOoz/v+R8bt6unE0EldGTqpq8ltUosRyYsasQhhNi0pg4PrzxF2MQJRI1K3ZVVa92nwUv4zxYWrhxMN2wVy4WiYyTS+xkqkVU9Fd2DPP2eIfZxkNEMkSTI3zt8j+HAoTTrWLPL+q8QbH3Tg5uVIboVEKvN84cne3obP541QJ6y4J8lmScNarWRAEN6z7jx/frHFgPz6JCqRRbN2cuVMOF/MG/FC95W9gy0/LHuLPRuD2bX+PLGPk3BwsqNt9zr0fqMp3oU8YioG+HDr2iPTk71GoIrOLPDgjstkZuSYzgJoBDYvP2kQoNy+/ohV8w5z8Uw4yAppuk232owY344S3m4Gny9dzouvfx1GYnwaT2NScHS2o3Q5zyKLgz5Dm3BNJ0dvDIIo0KWPohMSZWFlj6xI7+sxe/pGHtxTiMGFxdcADu4Kwa+cJ0OeyRK5ezhSrpwXtlYanF3s8DHiGNyxa23OnrzN+dPhBsdPP4m+Pb49pXWBspuHoyrUaAr61ugLZ+8Sb4a3JWlljh28wXsfdsTF1Z7MjBw+nbCKuzr+nSxDck4GG1efZe+OK/yyYCRldUqrHh5O/DFvJHNm7eBGISK4RiPQsXMt3v+go3pu2rStxqmTt02OQ9QItO9YkG2xNNlrtTJPYlJwdXVg/tyDSmbNSAAmCPDTD7tZv+l9VQG3betqnDl5h6s3Hqn1Zo0o0KVtdQIqF3Sude5Ui5X/nCErO8/owkmSZPr3VfgvNjZWr92I9t8A5QVQu2U1i7oRNnbWBDY2nXb+v4DGSsNHv4+k34ROHNlwjuS4VLz83Gk/qCmlnlkxr/huG3m5+SYf0ht+30ePt9riqVvd/1/Do5SrRZl0bb5EqTIFv/PikVBmjllEbna+rmwEJ7ZfYvms7cxcO4FKtcq+9nG/OaU7V8+Ek1uoPFAYIyd3Uwm1+9efM3vNiRqRQxuDDQKU3Ow8Tuy6QvDhm+Tl5uNf3Y9OQ5pQ4iXOm529DXNWvs2+DRfYvfYsMQ8TcXCypW3PuvQa2ZxShSZ7FzcHss20coqigLuOQxQXk8zcr7YCGB4LXcIj+Ogt9m4IpnshF189tPlasrNysXe0NUkWtbWzps/wZvQZ3szo+3r0GtaEmyGmzQIlSabrAOUhfS04wuy+JK3MtYv3VS+eK+fu8fnY5Yoviu4n5udpObIzhAsnbvPbmrEGwZIeHl7OBnonz6JJqwD6DmvCltVnDSZyjUYRI5v8TV+VwOrsYmdxZW+vC9Af3HvK5fPmf+OWf87Qf3hTrK2V6eTUkZv8NnMHaSlZ6vf8OXsXA0Y2Z8R7bdTzo7ES+XL2QLZtDGbrhmCe6sjXAYF+DBrelKaFMkTtO9fk6AHjHBRQrqNO3esAcP+e5ZV9fr5EdFQiLq5+LJl/mHt3nhhVZU1Pz+ab6ZtYvPo9NfDw9nZl8MBGrM3O5969p2g0Ao2aVKZvn/qqASFAs+YBVKhQgsiH8UUCK1EUsLO1pm9fhX9i72BTLKE2Bwcb4p6mEmzmnMgyJCdncv7cPZo1r0JKSiYfjF9BXHwaoraAXCUhsW3rRVJSspj+WU8EQcDVxZ45swYwdfpGsrJz1WMiCAIC8MmkzgRWUzJhTRr5s2jJMYtjfhn8G6C8ALz8PGgzqAnH1huvaQuiQPe32+FoxH7+vwFlKnszckZvk++nJaUTvP+a2ehYlmWObT5PvwnmPWH+U3B2c6B597qc2nXFZJBiZa2hVW/lgRB1N5avRy5Amy8pv7NgviAtOYNpA//g73PfGBjwvQ6UC/Dhp80fMHfGJm7pFHMB3DydGP5xF7q+UTCZJseb56xIWomE2IIOm6iIp0wfOp+46GR1ogg+HMq6Pw/y4Q+D6DCgkZm9mYeNrTU9hzel5/CmZrfr0Lc+a+cfNqt62baXksbftyHYrISMIMDOf84YBCiP7j1l/YIjHN+jqNg6ONnSeWBDBrzTGjePFxOLa9mpJhdPhXNw+2WDEpx+4h83tTt+OjO2QnGGaeg20OZr+XH6RqOGcFqtRGpKFot+2MMXvxtqAyU8TeXQjiuKF4+LPa061yxCvhUEgXcmdqJ2/QpsW3eO2zceo7ESadS8Cn2GNqFS1YJVcquONTlmgnAKSlDTtqsiZ375/D2Li7HUlCzuh8dSJdDv/2vvrMOjuNo2/pvZKCEJJBBCIAnu7sHd3d1pKe5erDgtUmhxKO7uGtyCBwkuASJAiBPbme+P2UyyJLvhLaGh/fa+rlwts2dnz5yZOec5j9w3XhcfM23UVnVhi7/vcXESm1edRZJkeg5ICHtqzERadahAzXpFuH/bF0src4qWdNdL0AUoXT43xUu5433rVZJnSdQI2Nmlo7lOBsHS8stYWS0tzYiIiOaokdJhSSvz6vl7vG+9olhJd2RZZsn8o+zZnsAtEgucP/WA86ceMH5aSypXVxKXzc01zPmtA1Mm7eKu92tdpZCAVivhmMmWqb+0wlm3UahcOT9L/jhhsK+CAK5ujmR3dcD7jm+K1yaKAm/eKPktu3Z48e5dmEEelFMn79GyVRkK6p4pF+cMuGax59GTAASNoOSLayUcM9iQOxGRZw73TFQon5urXs++aLz/Dr5bA2XtpK00/aEB7gWzp9w4DTDo9x68fx3EnXM+6s5dY6YowFZoWJKe09qldRf/NoLfh6foutNoRIICjHNL/NPoNrYpN04/IDI8KlkjpdfEFqrBsXelp46DIRk3plYmIuQTx7dcomXfWkk+T23kLpyd+XuG8PKRP34v3pPOzopCpXMm0RhydLYn8mmUwRVR1Ihkjq+QiI5jXMc/+aC7R6omkKTsoOaN2ExWt0wUSSY5NTXRuLMHh7deISQoqeqvqBHIV9SVCrpKlOc+finwNcCrp4GqmvHD276M7rqM2Biter8jw6PZs/Y85454s2Bbfxyc7AyezxAEQWDo1BYULZOTPRsu8OyhP4IgULJ8blp1r0Ipj4RE8sKl3Ll82kfJa0kGoihQSJdIeu3iY4KMhh4kLp1+QND7MNVbsnPteVbNO6L2C2DHmnN41CzImNnt9BZyQRCoUDW/Xm5KcihfOS95CmTl2WeVVfH9tbA0o6XOCNTGSV/CO6je29WLTmCMqXDHugu07OSh8sSEBkey5NfDnD52V72H6dJb0rKjBx17V1NDhaIoMHVuexbMOsDpE/f0vB158jkzdkoLVeCwQuW8LDUgAxAPJ2d73HM58fD+G2KNFA7E//bD+28pVtKdc54P2KPTXkr8rGq1CkHjjIm72bDbVe2Lg0N6enSvyprlnty//wYZxQDo1KUyefI6q9/P4mxPvfrFOHrE24BGGXTvURVBELBJgQMlvm/xeSUHD34Zd0vBQtmIiYljxLCNvH4dhCDJkIh5NvhjBCOGbmTF6t5k0UkoTBjThHE/71ATdVMb3y0Pyt7Fh+ldeCiLBqz85nz/fwfW6a2YdXgsU3YOo1Kz0hTyyEvVVuWZeXA0k7YNSaJWK8syt88+YEbXP/ix9FiG1pzK3iXHiTCSGJVWyJDZNgkfxufQaiUcs9onOXblyG3WTN3F2ul7uH3e55vHKBPDJUdm5h8aSckq+RM4qAGn7A6MWNSNZr1rqMcuHr6VQoa9zKUjt5Mc//gulJPbr3Bk4wUe3XqZqtfnns+ZCnWLUKxCnmQFEOt3qICA4fsiaSXq6ipLzh+6xbu3wQa9SaIosiMZam2tVuLuladcOHKHJ96+X319GRzS8+vmn8hdWHELq6kTApSvWYhpq3qqOSUWVuZGiddA2ZUKgoAkScwevonY6Lgk1yhpZT4EhLJ0evI6Tf6+Qdy8+IQn994YnFtEUaRu81L8uWMgB29O5eCtqUxf1kPPOAGo27w0FpZmBhPGJUmmpa6y5PXz9ylenyzJvNUxCp/cf4sVvx5G0vGwaLWS+sxeOe3Dgkm7kz1HRHgUPnd8eXz/TbIJvxozDTMWd6FoPIeMKKiGgGNmW2Yv7U7W7EqlW4Gi2VPcHVtamuGey4k3rz7w7JG/8aRvSeLCqftqP4f3XsXpY9569zAyPJoNy08zf+pevXNZp7Ng7NSWrN0xkG59qtGhayXmLe3G4tW9yZYodOuS3YFqtY2T+HXqUUXvuo1BlhP4dXZtuWL4vLLy/hzZf1M9dGD3dUYNWM/De28Q4mTEOJnAN8HMm7Gf36bv07u+wUPrU6u2Uk0T3zdBUDy/Q4bWp5rOM5MrV2ZckgkDJoaZmUjlyvmQZZmPKeTnabUS73SG87mzD3n18kOyuT6SJPPpUwy7diaIY0ZGRPPBLxghVouglSCVE2ZT3YMyc+ZMdu3ahY+PD9bW1lSsWJHZs2eTP///RkWujZMwEzTs+/MoGbNkoPPP/7ts+reGRiNSoWFJKjQsabSdLMv8PnANh1Z5ql4WBHhw+Qnbft3P3OPjccmVxeg5/knYZrDBo0EJLh+5bXCBEwSBGq0TQgTP7voypdNiAl590C04Mpt/PUDOwtmZvGlgkhyXb4XsubMwbctAAl8H4ffiHelsrcldNHuSvISUdk2g5G+o/x8dy7Kft3Nk40W9Mcld1JWRi7vjnogi/VuhfgcPjmy+zJvn75LcF0EUFCp+HaGT16n7RvMMJK2El+cDNTcCwHPPdVbN2MeHRERs7vmc6T+9DUW/wtOS1c2RhTsG8vjuax7e9kXUiJSomCdJpVCFWoU4czCpURgPUSPiUbswgiBw+/JT/F4FGWwraSUuHL1L8IdwVRfo5WN/lvyyj9uXE6rwsmTPSPdh9amuy19IDsaScu0ypGPiwk5MHrhBr6Q13qvavk81PHQMoFbWFl9k8FnbKO02LDlp0BkhSTKeh2/TdUBtsroqxkREeBRrFhzl2J4bxEQrVUb2GW1o3b0yrbpX1nsH7DPaMGdZD574+OF18TFxsVryFnShbKW8eot2kRJuuOfKjO/LD8lzEYkCdZuVIp2NJS+fGVaXTmgvEqpjvz2w3Qvflx8Mho+OH7hFo9Zl1OojWZbZt/UKW/86r+o07dl4kfrNS9O9X02sE3E9DR/flE+RMVy9+ETJw9HFcGVZpkvvajTQJZ7nzJMFO3trtU/JQZZlylRQSsIf3k+BlVWSeXBX4Ql5+zqIRTom6M/ZfQGOH7pDWY88VNcZJRYWZtSvW5SXjwJ48jQAGYVivmKFXJRLVJIuCAK9+1Rn6uTkDVSAlq3LqQR69vbWhBi5Po1GJKPOo+V56r7RykJJkjl5/B4/9auNLMtM+nkngYGhCkGbVtbluKQeUt2DcubMGfr378/ly5c5fvw4cXFx1K1bl4iIv18vve3XvURFflv112+J/ctOcGiVJ6AYXoD6sgQFhPBzi9++Oy9RtwktsLA0N8iI2nFkYzLqSvA++Aczqslc3ulinto4rXqdL33eMqrJHKK+sXrv53DK7kDxyvnJW9wt2aTJPEVdjSrLajQi+XTlgrIsM/unNRzecCHJJP38/htGNPuNgH9ADTpdeivm7hhIxXpF9Txc5hZmNO5SiZ+X91SvNTZGm+JiKGkldbI9tu0Kcwat1zNOAF49CWBshz+4m0Iy6Jcgb5HsNO7kQcP25ZMtY65UtwjOrg7JPnPxDopWOsK65z5+KXojJEnm1VNl0Xz1JIChbf/E2+u5XpuA1x+ZPWwzh7b8fT2R0hXzsmzPIJp19MA5e0YcneyoUL0As1b2pPugBGr7CjUKpFianyVbRnLmc8b3+Tv8fIOMxlYEQeCS5wNAIVkb3XMVh7Z7qcYJQMjHCFbNP8riacl7k/IUyEqHnlXp8mMNKlTNn8SjIAgCE+a0w9bWSm+8BUH5y1vQhV4DlZwSJ2d7jDj4AGW3nkWXd3Fw5zWjuS0ajciRPTfUfy+bd4Q/5x5WjRPlumPZt/UKo/uuJTrRhsLKypxffm3PwhU9qFGnMKXK5qJF23Ks2zmQzokqjszNNbTSkdclB1EUKFM+t1rFk9IzJwgJ3pZDuhwmY+fek4hp9vzpB4wZspEXTwIQ4xf7OIlL5x4xoOcq/BOJGlarXpBhIxpiqZMXUEjllPvVqnVZeveprrat16C40X5rtRJ16ymJ9eHhUSnOG/G6RA/uv+XhQ78vliT5O0h1A+XIkSN0796dwoULU7x4cdasWcOrV6+4fv16su2jo6MJDQ3V+/scn8Ki8D73ILW7+o9AkiR2LDCspyJpJV4/8uPmqXv/YK9ShnsBF347MjpJJUv6DOn4YXpbOo1KIFw6sOo0kWHJ531IWomAVx/w/IaCUn8HTXtVN1qyqNVKNOqmTGQ+N15w8dCt5Mt7tRKRYVHsXGI4wS01Ye+QnvFLe7Du8iQmruzFlDV92HhtKv1+aY1FonyEvEWzJ4qnJIUggHt+ZzQakZioWJZP3ZNsu3ia9+VTk9+thX6M4Im3L34v33/VdYFiaM1a2wdnnUdAoxF15fBgZmHGuAWdyKcTvLOwMlcqYVJAfFXFqrmHiI6KMegRXD5zP5Hh+kZ0eOgn9q67wNwRW5g3ZhunD9wi1gD7qYurIz+Oashfh0ew8eRoJi7oRInPvE6Ome1o0Kas0UWrS79aiKKYolYRKLvr6Cil3aHtXjw1ksNzaLsXPp8lV/rc8WX68M00KzuZxiUnMqTTUjwP3U6yQLnlzMySLf1o16MKmbLYYWVtgXsuJ/qNasjc5T1Uz4VjZjvKeOQxuhims7GkUg0lVPH+nfEcNq1WIkC3KD/x8WP3psvJtlPI5d5wcNc1veNXzj1iwdS9nNx3k+tnH7Jr/QUWzTyA7wv9Z7Vdl0pqBVDinBeA3PmcGTOlhdq2dPncBmnxQQkHldJ5Ox6nkFMlSTJPfBRByJjoOObNOKAnq6C200qEh0WxcrH+HONgb42NmQYhVkKO1UKshKUMmTLY6N2D1m3KqUrFn0MQBCp45KGojljRzc3RaNhLECCbLrx08+YLo5u81MA3T5INCVF2ZA4OybN3zpw5kylTpqR4npgveGG/R7x/HURACpO3xkzDrdP3KV372/JX/K/IXdSN309N4NldX948DSCdrTVFK+VLIjjnueOK0fJeQRDw3HGFBt2SMmqmFcrXLUqjblU4uPacXpVCfKVG70ktyaErpzu1/UpCaC4ZSFqJ41su8dP0tnqLz7u3Hzm37wYhH8LInM2Bas3LpFpVUCbnDGT6jDMjMeq2q8CG+UeIk5IPZckyNOuheCOunLxnNBdKlmQe3/HF90kArnmUUGSA7wdWzdjHhcN31Ak1V+FsdBvRkHK1/r4SeJbsDiw/NIwrnj5c1dHG5ymSjdotSmObiJ68XI0CCFOMk9xlzGRLnsIufHwfhtfph0bbRn+K5fzRO9RtpZQPe53xYfqgDcRExeq8VQLHd10nc1Z7pq/ujWtuJ4PnMoafRitU8cd2X0fUCIiCgFYrI2oEeg+rT21d6CFrdkfMzETiDDxzoCzg7rmV+3Fw2xWDibqgS4TcdY0CuoXo1IFbzB23A1EU1LyWR3dfM3v0Nm5decqQyS30nmXHzLZ071eL7v2MJ43/MLQeg7utIDo69jP2W+WZGzCmkZrYa2trTbARbRtRI5BRV4l1ePf1FMjl4OAOLzW59/RRb2aO26FvDMpw/fITBndbzsK1P+CaQ6nEEkWBYeMaU69xcbauu6grP7amWdtyVK5eQOUSAWjdsQKXDchTiKKSwFq7vjKPm1uYqddtCPG5ZhfO+hAeZlggUquVOH/ah+CPEWTIaMO1K0+ZPHobsqzzMuiGJVYbx8o/TqLVSnTopqjbOzqm5/fFXZk6eRePEwldiqJAnbpFGTK0vjpODRuX4OCBWwb7IcvQVEeeJ0uyLifu23lQvqmBIssyw4YNo3LlyhQpUiTZNmPHjmXYsGHqv0NDQ3F1dU3SLkeRpMf+DfiSXR6CIp3+vSJXEVdyGRn/yBQSfWVZJiIkqX7Fu9dBeJ3wJiY6llxFXClaMd8/wk4LitHUf1Z7CpfPw+5lp3h8+6Wi2uuRj9b9alOmZsIiG/w+zKi3BRTNmdiYOCwszZEkiVVTdrN7hZKEqtGIaOO0LPt5O70mtqB5n5rf9NpAYakdPr8TcwatV5JKdRN7vDFWtXEJNaH2g39IiqWkAO/9Q3DNk4UA3w8MbjqfsOBIvd3e8/tvmdRzBSMXdKamTl/k70BjpqFincJUrGPY0MnsnIFazUpxcu8Ng/1u17cGGjMNHwJCU65KMxMJfBMMKLkqU39ah1arVcqIE3FHfAgMY0zX5aw8NjKJrIBWK/H6WSCxsVqyuWdKVnbAzFzDsKktaderKqcP3yEs5BPO2TJSo1Fx7BMpINvaW1OtQTE8D91J1vgXRIEMGW0oX03J7Qv0C06REO/NKyUM+c4/hN8m7ESWZT33fPy9PLrrOiXK56ZGw+LqZxHhURzfe4OT+28pVPeuDjRoXZZKtQvr7bjdczmxcG0flv52hBuJcn2yu2ei58A6VKyeIHpXp2kJdq6/aLTEN77c+c0XkMv560LM0VGxLNTpAX1+3yWtzKdPsSyff4RfFnZWj9+9+ZKF0/freVdePw0kMvQTDVsmPMvFSrozaFRDFs09hCAm8M0IguIdmrmgI+l0971CpXxc1bEhJweNRlS5Xt74BqXI3SJJMoH+IdhnSMeKRcY9thtXn6NpqzJqxc/t6y94cd8PM0Cr6y9aGa+zD3nduiy5dBuPAgVcaNmqDLt2XktyTkEQKFrMlfoNlOeicJHs31yA9ZsaKAMGDODOnTucP3/eYBtLS0ssLQ3rh4gakeLVC5Mtz7dPQvwWyJzdEQfnDAT5Bxtso43VUrji/5ZE/D0he15nHng9NbhQaDQibvkTaK6jP8Xw+9D1nNp2GRklSVOWZLLlzsLY1T/+IwRpoEv0bVmWGi3LotVKCALJ5qtkcsmo22kaXgHS21urlVvrZu9n1/KTCURcOi9GXKyWZT/vwMYuHXXaGY57pxaqNy2Fs6sDu5Z7cvn4PbRxWnIUyErTHlWp06aceq0ZM9umaJzEtwNYPeuAYpx8NjnFLwaLxm2nYr2iSQQqP/iH8OTuazRmIgVL5fhqnqABU1oQERbFpRP3EhIhURahdj/WUDla7DKm7LWStDJ2OgNh91/nk9VEUdpJBL0Lw3P/LRq2Vww8WZY5uOkyW5d5qkrPFlbm1GtVhm7D6ydbFprNPROd+ho3VHsPa8Dd6y94FxCqN9aiRkAURUbPbqsm8NrYWhP8wTBPjigKqgF0ZNc1owabIArs3XhJNVDe+QczotsKAv2CVebgd37B3Lz8lDKV8zJxYWdV5RgUI2XmH10J9AsmwE+hunfP7ZSU/baDB8f23SQsNGl4WBQFipR0p3QFJUxma/8FtPG6cb542idJuC4xJK2E14XHfHgXhmNmW+7f8WXMT2uTvN+hwZEsnL6f2Jg4mrVPeF8btyhNkeKurFx8gqePAtCYiXhUzkeXPtX0RAhr1ivCupVnCA2JTNpvQZkeWumeIZv0Vl/EJWKT3hLfl+95/tR4QnJMTBwXzjykbqPieN96pScpkHiGCwv5xJhBG1m7cwDW1go530/9axMeGsXJk/fQxtPiA8WKZGfazDaY67w+JUq64+buyGvfoG/Gg/LNyowHDhzIvn378PT0JHv2v8dlIpqJ2DnaMnTZj6ncu38OGo1IiwH1DKYDiBoRJ1dHyjUokeSzwFfvObvzCud2e/ExEQHX94bGPasbXeC0WomG3ZVwgizLzOi5jFPbLycQpOm+6/fiHSMbzeHtswCD5/pW0GhEgwykddpVMLpTEDUi9TtXRhAEwoIj2bXkpNHd7LrZ+w2eT6uVUrV0uUDJHIxb0oN9T37lwPN5/HFkFPXaVdC71vJ1ihhVsRYEgZwFXXDP50xYcATnDxmu7gJFDuFcomqckKBwZvy0hi4VJjO55wp+7rqMjqV/ZtmU3QZzOr4EllbmTPyzKwt2DKBJl4rUaFySdj/WYNWJUXQfnuC2dnLJSIESbkZL5wVRoEoDxTV/8djdFMUCL51IyBlbNecQf0zZoxonoFSAHdx8mdGdlxll0jWGjJnSs3BzP5p2qKBKLwiiQIVqBZm/4Ue9HJdaTUoYzQeQJFk1OB7dfZ1iJcrj+2/Uf08fvpl3AaGKwSYnnA/g+oUnbPjj5Ge/JXHx5H1+n7qH+RN2smDSLvZvuULkZ4nyjpltmbeqFzl1u/f4BFtBgMq1CjElkT5S9bpFjfZZ1AjU0nlb/N9+TLF8WJYhULdpXD7vCJIBTiSAVYtO6PXd++ZLRvVZg9eZh4S8CyXobTD7Nl9m/MANBCUS9kxnY8nsRZ1VwzBxIqu5mYYJ01qSW6cSXrl6AaMJxoIAOXM74ZLdgeCPhtWU1fEQBUJ0qss7Nl0ymDcjSYoQ4enjCc/zuhVnOHngNkTFIcZoEWO0CNFa7l1/wfQJu9RQtyAITJ3WGnv7dN/M853qHhRZlhk4cCC7d+/m9OnT5MyZ82+dxyKdJU161qX9mOZkyvbPlKh+K7Qa3ICH159xfreXHh27qBFJZ2fNlJ3D9F6okPdhLOi3iksHbiRisRSp2b4iAxZ0w/oLiHr+SVRrWZbTO6/gdfxusi95g25VKaITrnpw9SlXkuEXAWVnE/0phm0LjzBkYbdv2uf/BbkKZ6dh18ocWpfUEyhqRByz2NPqJ6WS4epx7xQX3fdvP/L49ksKlFLejaiIaPatPs2BNWd59/YjltbmVGtehtb96uCaiMzpa2FoErGytqDH6CYsmbgzme8AAvSZ0AxBEIxyq8RDY6bB75XiKo8Mj2Jk60W8ef5Oz4iNiY5j7+qz+L/6wMSVvb5qgstfzJX8xYyHgHuMaMDYrsuVnWsy61DrXlVVyv3EVTDJQRELVCpGXjzyZ+eqs8m2kySZZz5+7N94kTaJqipCP0ZwaMsVTu65QWhwJM7ZM9KwfXlqNiuVhD8pg4MNfUc3ovew+oSHfsIqnQVW1kmNyeadKnJ013UiI6KSkq9pBPIUcFHDQWY6LhljhnB83sWje6/xuWOYhEuWZfZvuUzHvjWwsrYgLlbLtOGbuOzpo3o8/F4H4eP9ml1rzzP3rz5kdk7gT8runok/Nv7Iw3tveHT/DWZmGkp75FErfeJRoWo+o+RyVtYWNNdV49jaWX9RVaStnTV+r4N44G2cZCw6KpYLng+o07gEvi/eM67/OmJ1/DKJ89Ke+Pgxpt86/tzYV80tyZnbibmLOrN84THu6vSdsrs50LNfLcpUSODUyexkR6NmpTi457pB5e9uP1RHEAQyf6YwnhwkScYpix2yLON1+alR768gwLXLT2nQtCRPH/uz6S/dPCfr20yyrOgcHT98h/pNSgCQxcmewvmcuXDhMWhSSLj5G0h1D0r//v3ZsGEDmzZtwtbWFn9/f/z9/fn06X8jJNvyeikDFvX61xsnoEzY4zcMYMLGgRStnJ+MWezJlicLHcc0Y8WNWeQqmhDSiIqIYkTd6Vw+dFNvApG0Eqe2XGR807lo41Lm8PgnoTHTMHFDfzqPaYqdYwK9eOZsGek7qz2D5ndJ4NrYoSScGoKklTi59fJ3V3bdf1Z7uoxqTLpEMuaCIFC2VmHmHRxJBt3iFhH6yVjxjIpIXUJcZHgUI1vM46+Z+3ink16P/hTLyW1XGFhnJnevGI5hpyaadq/CgOltSG+vH3bJlDUjk1f3Ucjv4IvCMpIkkV7X7tDGi7x+GpisUSPLMpeP3+XmOf2kQ61W4vLxuywau415wzexd81ZwpPJYfpfUKxcLiYt7U4GR+U+xXtTzC00dOhXk27DEiQbchbIarQSRdSI5NYp8x7ZdtXobl2WZA5uTqg+8fcNol/TBaxbeIzXz98R+jGCx/fesGD8TsZ2W2HQ22JmriGDY/pkjROAzM72/PpXH1x0hGWiKKjXWKpCHqYv666Gg8pVyW/UONFoRMrpciO8r71IsbT2U2QML58oXs+NS09x5bQikBfv8Yj3vLzzD2HasE364yPLeJ17xIbFJ1i74BhrFx5j05JTPHvor9+neHK5UjnU64sf98zO9sxZ2h1nHYty5ZoFEQx4Q0F5b3PlcyabmyNBKchHxI9HvGdk18aLxMVJBiv6Xj4N5NLZBIHA65ee0K/jUq5feMynkE9Eh0Xxwsef8f3Xs/2zDU+/YfVo0LSU6mWJvz5LK3NGTGiq5qtkdclI0RJuRu+LjY0lHrp3NqUNhSxDnG5NObjnhtEqJUEQ2JeIqG3+zANcPvcYUSujiZHQxHznRG1LliwBoHr16nrH16xZQ/fu3b/4PBrN96UE/LUQRZEqLctRpWU5o+2OrjuHr89bAxTsEvcuPeLivuspnuefhpm5GZ1GNaHd0AYEvPqAIAo4u2dKEjYJ/RCeYrwyNjqWmKhYNYch+H0Y+1ee4tjGC4R+CCeTS0Yadq9Kw+7V/jFvkiiKdBzWkFY/1ebB9efERMWSs6ALmbPpV6dly+30RZsIFx2vwvo5B3h2702SCU+rlZBkmRl9VrLu+vRkmWVTG426VKJO2/LcOOtD6McInLJlpJhHHr17mCW7A3mLufLk7mvDYT0ZKjcsAcCRTZeMLoaiRuTYtsuU0k2+Aa+D+LnLUnyfBiqGrAwndlxlzcz9jF7c9auUmstVL8D6s2O5fu4Rfr5B2NhaUb5mQb3qIICmXSoyZ/gWg+eRJImGugTjtyklbwKBb4LVMZgxeAMf34frjV38/z+4+ZK/5h2h74Smet9/eMeXo9uv8ubFe+wy2FCtcXE8ahVKQiCXI28WVuwbwp1rz3nk/RqNmYYylfPilku/4qhGw+KsXXSc0OBkciPQZ7/9XxATHcu+zZcN3m+tVuKh92se3n1N/iLZkWWZFb8eZte6C3oChyf23eT4vpuMm9uOynUSiivsM9owZ2l3nvi85cKpB8REx1GsbE7KVtR/RjM4pKdVZw+2r72QtBMCyCh6QIIgkDHRhsoQtFpJlR44ffSu0QVfFAXOnbhHlVqFCA4KZ8qILcTFxunNCfHPy8qFx8lbwIUSurJkMzMNHpXy4n3tGb4vP6AVBARZpkSxnBQupp8m0XdIXYb++Bdxsdpk72G/YfWw0HGk5C2QlUc+fgbfV0EUyK8zuF8+e2fU2yLLMr46puO3r4M4edTbYNvUwDcJ8Zjw93Hkr9NGywVFjciRdWe+OwMlHmbmZmTLbZgV18lVkYo3do3pM6TDUrdT9H/5juH1Z/MxMER9Ed88DWDlpB0c23SBXw+Owjbj3xOF+zuwtLagRGXDCc0lqhQgs0tG3vsHJzshiBqRohXy4OyeiehPMRzZmJT8LR6yJPMxMJQrx72ppFvwAV498uPg2nPcvaKwZJapWZiGXauQKRWUpS0szahQJ/mKu3h0G9WIn7ssS5blVBCgQUcPnHRcCR9SyJ2StBKBuuqL2BhFP8jfV2GITew+j46OZdqPa1iwdyh5kwnnhAVHEh4SSYZMtslWz8RDY6ahnI6HwxCqNSqO12kfPPff0isTjQ9Z/DCmsVpmbGtnnaKKtrWNBYIg8PC2L4/vvjHYTpJkjmy7Stch9UiX3hJZlvlz6l4ObLykVniIosD5o97kLuTCjDW91cTeeAiCQPGyuSheNpeBXwGrdBbMWN6TcT+sJjgoQg33KDkSAkN/aUnB4opXt2iZHCluKNLZWJIjrzMvnwQSYaRUFpQxvOP1nPxFsnPp1AN2rVOMiMRhm3hdm1mjtrH2mBuOmRNCGmePeLNl5WnVw+K57yZNO3nQqlslVU0ZoEd/JeS6a8MlVbtJq5WwsbFi8PgmlK2khJxdXB0oWDQ7D++9MXidllbmKndLSvw0kiSr+SpHdIy+hpZEUSOya9Ml1UBJXBotJEr4uXbpKYO7rmDhuj4qpX/e/FmZt6Qb82ce4Gmi0mHHTOn5aUg9qtYqpB5r3rYcsyfvSb4TAmhEgfpNlPL2dDaWKYb/rHRl4hfPPkwxcflr8d1q8fx/xYe3H40mWEpaifevDVN8f++o27my8R2IRqRh92pqSGh2nxUEvwtN8hLIkozvI3/+HL35m/b3f4VGIzJ0YRdEUUiStChqRKzSWdBvpiIk6f/qQ4oMuxozDU/uvFL/fXTTBfpWm8aBv87y7O5rHt9+xdaFR+jlMYmbZ31S/4KSQemqBRizuKtaNaExExF0IYUGnSry09RWatsMKexQRY2Ig46R+NJRb96+eJ/886GLh+9crq8f9PD2K37uuoy2xcfRs8o02hYbx2/DN6lGz9+BKIqMmNuOgVNbkj2R96FwmZxMWd6DFj2qqMeqNipu9HnWaERqNlV4I+7fTDlcEh0Vy4tHfgDs+es8BzZeAhJ23fHvwfOH/swauinJ9z++D2PrUk9+6b+OGYM3cHSHV7KLaq78zqw5PJxBE5tRoXoBylTKS/s+1fnryHBqN0mQ7shXODsFimU3GMYSBIHG7ctjaWVudNOhB93it3v9BaO6NpIkcSRRuevm5Z7MGLmF548SFuSg92Gs/f04kwes19Md0mhEeg+qy+o9g2jYojQeVfPRsXdVNh0ZTrW6+gZ4n6H1lOfXQGy254Daaumwi6uD0RCuqBFVfpU7118Y1yXSSty+9hzQlUZPN1QaLREREcXKBQkCiLIsc/7kfZ7de4Oo1SJqtWi0Eh/eBnN83w29e16zbhE1ZyTxeGs0IqIgMGZygtBilRoFUwz/VdeV/3/6FPPNaSG+WzXjlPDywWsOrzjBK583WNtaU6VleSq1KIe5hXnKX/6O4eiSkZAPYUYVazNlT0p6J8syQX7BREfFkCmbQxIyte8FrnmdaTWgHjsXH03ymagRccruQOuBSj7AU+9XPPAyTLEuaSXO7PLix+ntyJA55cSxfwolqxRg7t7hrJu1j1vnlHi0qBGo2KA43cY2JbvOw2RumfLrJ8uymjj58MYLFgzfqFQ+fcZfERsdx5RuS1h9Zaq64H9LVG1SkvJ1CnPh8B38XrzHxs6aSg2Lk/kzL07ddhVYP++wQfeypJWo3VohR7t0zNuoN0KrlbioU3sVBIFbFx7xc9dlyqIdX9Idq+XUrmtcPXmPBXuHktU909+6PlEUadi+PA3blyc6KhZRFJIksAKUqZqf/MVdeXz3dfLKwFbmtOhZRT3nlyzhgiigjdOyfcUZg20krcTNi094/tCPnDodqPNHvZk9bLNaCSYIAucOe7N23hGmr+mttouHdTpLGrYpR8M2xr2x43/rwMjuKwl4+1EtM44PyZSpnJcu/RXyNvfcWUhnY5mkWkev35JMkdI5APDx9k2RafXBLcU4f/UskLU67o/PF1BZlrl+8QnH9lxXr0WWZXatu8CGP0/ySZfXcwE4tecGgye30FekLu7GrD+7sWDaPpUrBsDO3pru/WvRSEfeB9CkTTmW/nbYcJ+1Eg1alEY3TF+MC54PjI+bVubS2YcEB4WTwSE9+7ZdZeuac8rv6J47GUV5+NrFJyycvp/R05SNgiAI/DSkLqFB4Vy++EQ1EC3NNbTuWEHP21KtViE2rjlHoH9wklCPKAqYm2to0VYZY1f3TP9uHpRvhQ2/7GDtpK3qZCaKAme3X8K1QDbmnJhIJpfkWWv/DajfvTpLhq83uBuRtBL1u1bTO3ZutxebZu3hmW6nnc7Wmoa9atBpXHPS2X4d18S3QO+prXHMas/W+YcJ0SWfiRqRyk1L89Os9tjp2CMfXn+e4rkkrcRTb19K64jVYmPiOLbhPPtXefL2WSDW6a2o0bo8zX+qjbPb31us/g4Kls7JzO2D+fgulNAP4Thkscf2M3d8VvdMZM2RSaGJNzCbSVqJ8rq8i90rTqERkydzkmWZmOg4jm68SIehDdTjga+DOLj2LBcP3SYmOpZ8Jdxp0rMaxSrm++prtLSySJGQrXHXShzefIkP/iHJcl0UKpuLsjoxvehPhqno4xEbG4csK3Tgvw7dqCzGyVGDh3xi2ZTdTF7dRz0uyzI3zz3i8KaL+D4NxC5jOmo0L0ONFqUNJp8q12nY2NdoRH5Z2ZPZwzZz/dwjNUyi1Uo4Otsz/vfOqu5Q8Qq5U+SbSZfeitwFXXj1JJCPiUpWk4MoClw/94ic+bPy5P4bZg7eqBBDygnXC4oez7juK1l1fBTp0ieEv8KCIzm28xpXTyuMvQWKu9GwQwWy58ys9zuZnTPw586BnNh7gxP7bxHyMYJsbo40bFMWj5qF9JI5G7cvz/bV55LdhYsakVz5nFU2WyVvxEjCv4CaUH94u5dR41UQYP+WK6qBsm3VWdYsPJakXaBfCD//tJbZq3qphhJA0VLuDJ/YjK1rzvL2VRB2GdLRvEN5Kn3GitywVRnOnbzHvdu+evcyPhTY+YfquOnGr3jpHNy88sygR0LUiBTT9cHvdZBRtmpQvMaB/iHY2lmz2UDlGOiEJI/coXv/WmTJmoGY6FjG9V+Pjy5vLN7nERX3ifVLPUGW6fxDDUC5h3MWdWbc0E34vvygtNVdm016K6bObYeLboNcsWp+bO2sCQ/7lNrFOyr+dQbKqU3nWDtpK5CQnazmJjzx4+cms/jz2ux/jJE0tVGvaxUOrDjJ60d+SSd0jUjBcnmo2LS0emz34qMsHblBj+MhMuwTuxYd4abnPX47MeG7K0sWBIGW/erStE9NHt96SUx0LG75sqrig/EwpiKr306ZxGKiYhnfej7eFx8p6RGycmzfilMc3XCe2ftGkK9kjlS+GuPImNmOjAa8O4Ig0H5wA+YPXZ/s56JGpKhHHnLrWHxvnnlgdMciSzI3Tj9QDRTvS4/5ueMfxMbEqc/SB79gzh+4SbtB9eg+rtnXXNoXwTaDDb/tHMSvQzZy53JCRZIgClRrVoqBM9qqC1yOAi5cOXnPIGuvIEC2XE6IooiX5/0kwoaJIWklrp5U2jg626PVSvw2dCOeexIo0wUBvC8/ZfuSk8zeNiCJ9+eLr9E+HdNW9eLFI3+8zvgo9PyFs1O6Sj690EiOfM4Ur5Abb6/nybPDCtCsa0UsLM2/bGcqCGpYY/eac8qcl2x1iUzwh3A899+kka4U9+EdXyb0XEVEWII43MM7r9mz9gL9JzdX28UjnY0lTTt60FRHJW8InfvV4tlDP66df5yQnyAo4blMTrZMmN9RnZtLeeThytmHho0OoKTO0/HiSYBR41WWwffZO0AhH9vw50kD7RQCvlXzjzB/Q19lfCSJ36fu5cjOa3q5PjOuvyBf4WxMX9YDW111m4WFGTMWd2XL6rPs3+5FmI5FO7t7Jtr3rErtRsXV36rfvBQbV54hNib5PBRJK9Gyk0ImmN7OOkW2aoD0ttY8feTPRyOkfPG4eu4RTdqW48AOLx54v07G86T8d/2y01SrW1QNTYUGRxIcEAJxWmTdvRKAyOAIhetHZ2BaWJgxelIzJo3apm4aUhv/qhwUWZbZNGOXQeNDipN4cvM5d87e/4d7lnqwsrHi12PjqdColN51ihqRmh0qMn3fSHXhfvc6iGWjNwIku4t87v2Knb8bdkemNczMzShYNjfFKxdIYpwAlKhaMEVD0yqdJQVKK0lmm+bu5+6lxzql6IQ2Cr9KNFM6Lf7uSrTrtK9Ap+ENAeUeI6Cq+eYt7sb4FQkegC+ZAOLLsyNCPzG56xJiomP1Jvb4hW/r70e5cPBmsucIfh+G72N/o/o8/wsyu2Rk9rYBLD0xhmG/dWDkgs6suzyJUQu76CW01u/gYXQnJgPNeih6Tq+fBqaYzyHLMm+eK4ybO5acxHOPIlgaPwbxvxX4OohpP6xOMoFHhkdxaMMF5o/czO9jtnLh8G2jz0+OfM606VOdjv1rU656gWTzNsbM74hrLmWHHb+piL/fFesUoaMuuTNbjkxGPTegPNf5dNUdl0/cT5Fc7opO+TgiPIqfe60i8jPlWkkXGlo8aTfen4VWgwJD+eu3I3SuMp0WxX/mx4bz2Lvugp6CMCiL1pTFXRk3tz1Fy+Qks7M9ufNnpc+IhizZOQhnXfI0QKvulQ3SCYiiQLr0VtTR5e+ks7E0SrQHYGmtjNeFk/eINXKfJEnmwW1f/HW5fNtXn1NzXT7P9Xni85Y5Y7bpfV+WZGI+xaCNjIaYOIiJIzYiithPMXrjmcEhPZN+7YCZmUYvHy3+ueg1qA4ldQmylWsWNJrbIggCufNnxcXVgegUeHri28fo+Jj2b/NKsfDi8G7l3QgP+8TYfuuIDI9GkGQErYSglUArIcVJzBq/gyc+fup3y3rkoVmrMgifT7qphH+VByXIP5iX942T6mjMNFw9dJPi1f6+YFlawz6TLZO2Dibw1Xt8vJ4iiCJFKuYjYxb9RfzY+rNGK2IkSebAspN0Gtv8X+lRyuLmSJVmpTm//4bBHWfTPjWwsrEkNiaOA6tOG8l1kPngF8zVY3fwaFhS7zPfx/74XHuKKIoUq5w/Senwt4QgCHQe2ZjqLctydOMF3r54h42tNVWblaZU9YJ65ZNFyufh6gnDZY6iRqCoh1KdcHL7FSLDowznMokCO5eepFKjhLHwufGcdbP2q8m2okakSpOSdB3TVC2L/hq453PGPZ9h4jmnbBnp90sr/hi/Q6/sFJRxKl2tAPU7KDt4axvLLzLY0qW3Ii5Wy+5VhvM5tFqJR7df4XPzJQV1PBs3zz3klx9X8yk8WllQBDi86RJZXB2YvuEnsuX8e+ORwTE9v+8ayNlDdzi59wYhHyJwcXekfttylK6SoEVlbWNJvTZlObDxUrLXKWoEnLM7UELnYYhLwfCWZYjVLWyee28qO38Dw6fRiOxafY6iukog36eBjOi4lPBElO2vngawbPo+Tu27wcy/ftALHWk0IlXrF6VIKXcC/YKxtU+Hi7tjkjmoSKkcDJzQjMXT9ul0bRIYSq3TWTB9aXdsdLxDlesU4cJJwxtPjUakmk6kL/hDuMFQaGJ8/BCOYxY7dq41LMUiaWW8zj/i1bNA3HI5ER0Vy5g+q1U23vgrCngbzMIpe/B/85Eeg+uq3y9TMQ9/bu7L8nlHuXfrlULU5u5IjwG1KaMjrwRFCbpZu/Ls2XI56TqvK43uocv1cc2RKcXKMUmSyZk3C7Is4/cmKMXCi9c6QdsTB24bDdkIgsCuTZcYNbUlANvXXWD3hosJDbSpuwH8VxkocV9Aiy0IX9bu3wAnt0w4GcmbeP3Ij5RSsT4GhhAVEf3dhXm+FIMXduODfzD3Lj9RX8p4N2zlpqXpOr45AP4v36dI5qUx0+Bz7blqoLx/+5Ff+63m1pkHahtBFKjavAyD5nf9aq2Y/wXZc2eh18SWRts071ODy0fvGPxcEAQadFEUTO9efmK0XFCSZB5ce6aWYN4858PPHRYn8Tyd23+T66cfMP/gSDW591uicZfKZHVzZNufJ7lzSQkJZXbJSLOeVWnWo6rKB1O+dhFEzXajk3Rml4zkKpyNV48DCEnBJS5qRG5ffEzBUjnwfRLApB4r1PBJ4oXu3dtgxrT/gxWeY/W0hmRZ5taFx1zzvE9srJa8RbNTpXHJZHNbLCzNqd2iNLVblE7yWWJ0H1Yfn9uveOz9Wk1Oje9rOhtLJizqohqwuQtl4+HtVwaNNlEUyFtE8bZcP/fQqAatVitxQ6fYK8sy0wauJzz0k/65dakuT+6+4a/fDtNvUnP1o9fP37Fi1gE9Bemc+bPSY0R9ylYrQGI0aluO4uVycXDbVR7cfoW5hRnlq+WnbvPS2CVS/q5UpzAufzrg/yYpk7EgCogakRadFe4WRye7LwqROTrZ8fyRP6HBxucNQRC4cfEJbrmcOLjtKg+TCZfED+bWlWeo0bA4OfIq78qLJwGM+2ENQe/CEEUBWYZnd98wZeB6xs5pT8VECap9htYDAfZuuaImOUuSjI2NJYPGN1VLozNktKFq7cKcPXEv2edfFAWcnO0pUTYngiBgaWVhtDw6XoUZ4Or5R0YdIVqtxBUdEV1oSCRrlyRU1elIp1MV/6oQT6ZsDtjrCHMMIS5WS74yuY22+a/A2tYqRc+IqBGxSOQqjgiJZMeCQ/xQagxtsvejX4UJ7F9+gugU6vvTCjZ21sw5MIpJGwdQsVEJClfIQ7VW5Zi9bwTj1vTFTMd9YIydNgGyusCFh0QyouFs7px/qN9Ckjm39zoTWi/47sJBxSvnp/s4hcQrcfhAoxERNSKj/uhBFh1Pwpc4zATddKLVSswbtA5JkpNMeJJWIjIsiqXjtyX5vt/L96ydtY+ZP65i0ahN3D7/0KBB9L+gdLWCzN46gD2P5rDj7kzWXppIqx9q6JHVZcxsS6MuFY1eZ+dh9ZXKmS/wtAgkhEn3rDqjhjs+h6SVeO8XzJl9CeGx9/7BDGgwl3Ed/2TvmrMc2nCBecM307nMRG6ee5jkHF8KaxtL5mzoyw/jmpA9Z2bMLcywd7ChebdK/Ll/CDkLJFTlNOtaybi+DqjihkqVj/Hfjvde3bv2gldPkmcCBsXQPbrDi4hwhf/k9bN3DGm9mGtnH+mN34tH/kz8YQ1nEmk0xcMpqz158jmTv0BW8uV3JndeZ9Lb6W+oLCzMmL2ql5qAqjET1XfeJr0l05Z0U0NnlWoXNhoeE0WB4uVy4ZQ1g9Gk1HgIQoKH6sCWyynzVO1SwkWfIqMZ23s1wUGKcRyv9yPLMrGxWqYN38yzhwnhEo1GpEgxV5wc0yPHapFi4iBOS948TuTKo0+213d4fZyc7ZOEOUWNiIWlGWNntknQMapXxCjbsSTJVKmtKzKITXnOix+LcyfuffM58l/lQdGYaWjWvwHrf9mePAmWKGCT0YYqrb+9Uuz3gCotynFwxSmDn2s0IhWblVFzVj68/cjw2tPwf5mgixIWFMbiIWs58tcZ5hwei419ysqv/zQ0GhGPhiXwSERW9jmc3TORxT0TAa8MV8Ro4yRK11I4EA7/dYYA3w8GKasfeD3l0qFbVG6qv8uVZRm/54HERMfh7J4piWLvt0a7QfUpVDY3+1ad5t7VpwpRW63CNOtVgxwFExSji3rk5ez+GwbPI2oECpXJhSiKXPe8z3u/YINtJa3E9TMPCHwdhJMug3/z/MOsm7NfMQB0JF+H1p2nSIU8TF73U6p4nyytLLA04vj74ecWSuXS5suqwm98gmOPMU2o21ZZkLPlzIyNnRURoYZJxLRaiUJlFG2kc4dupZDPIXDh8G3qta9AXKyWcR3+5O0LxUWeeMGLDI9mUo8V/H5wODkSlfjKsszdq884vec6oR8jcHZ1pG678rjmSeqhsrQyp3m3yjTvVtnwQABVGxbjxvlHHNt5DUEU1Oda1IhIksTAKS1wdlXuXcFSObh+7pFRb0v+4koipM+dVymSccVEx/HqSQAFS7izYtYBPkUmrcaSZSVZdtHEXXjULqTSINy58pRpA9YTFvJJNTh2rT5HjnzOTF3Zg8zOGdRzKNVEA7h1+RlXzz0kLjaO/EVdqVqvqJ5Bks7Gkt7D6/OHjlfk82vTmGnoPaw+AG65nTC3MDOqnyVJMvkKK94n/zcp81S91j0Lpw7cNpzMquP12b3+AsOntQbg+N4b/DZhp0J1n+g3vK+/YEjHpSzc9JNqhGV0TM/81b2YP2Uv1y4/Ue9PnnxZGDCmMfmLJDDPtupcEc/Dd5JNZBU1IjlyO1G+suKdyV8kG3dvvTSYsCuKAvkKZQMg6H04osZ45dHX4l/lQQFoN6Y5xasV1ukVJBzXmImYWZgxeefI75YDJLVRonohClXIqybZJYYgKMRZ7UY0UY/N6bWUgFfv9Wm2ZUCGZ3de8efw5KtJ/g0QRZG2gxsY5Y/JXzonBXVx9aMbLxjdWYsakeOb9amyT2y5SK8y4+lZejx9K06ifd6hLBmzOdWSSb8URT3yMn5lHzbdmcX6mzMY/GsnPeMEoGab8tjYWhtMLJS0Mi11AoevnwakmICIDG9fKFUSx7deZt3s/QqZlq7MN36Suu/1jNk/rU72FP4v33N273UuHLyZYsjlS2BmrmHI7PasOjuezkMb0LhrZfpMaMYGr6m00pVNAlhYmdO4S2WD1yhqRFzzZKGYLp8j5rPEz88hy7LqMr901Bvfp4EGS78lrcSu5Z7qsajIaCZ0XsqoNos4uvUyFw7fYffK0/xQcyYrp+/92x4oQRAYMqM1I+e2I08hF0XLxUykbLX8zNnwIw101PwA9VqXVROyk4MkyTTvrhhEGs2XcbdoNBqCAkO5esbHcNhNhoiwKC7qlHNfP3vHz71XE65jn9XGSepz9OppIGO7rkhiONy58oxdK8+wb/U5Dq67yM4Vpzm9/2aSZNsm7SswbGpLHDLre9xz5s/Kr3/1Jm9hZZG1SW9F3ealDCZcixoB11yZKVomB4CqKm0IoiioeTNXzvgY9fBptRIXTyrh5ajIGP6cEU/Upt9O0spERcWwcl5CwUN0VCyzRm3F6/QDZF2iLjFxPLnzmunDNhGYaMPhljMz0//oiq1u0yAIgtqv/IVdmPlHF3UT26hlGaPeNUmSaaGr8HLIlD5FWoCvxb/OQLGwNGfG4XEMWNQb1wLZ0JgpisD1e9RkyY25FKtaKOWT/EcgCAJTdg6jqI56XWMmqm7wdHbWTN4xjLy6stpXPm+4dfq+YVetVsJz6yWC34X+I33/FmjYvSqtBigJavEuzfiJJ3ueLEzc0F8NiaV0nZJW4oNfQhnrpl8P8OtPq3mrqwoBZVLZv9KTkY3m8CncOMX3P4106a2YurEfltYWSdgjAToNb4hH/eJq2y8Jg6RLb4Usy2yef8hgG0kr4XXyHi8evFWPBQWGMLHTH/SoMJGZP65iWq8VdC4xloUjNqZKaNElR2Y6DKrLj5Na0KJ39WTZazsOqU/JSgr3S2JDRRAF7DLaMHFFT/XZyJE/q1GDTdSI5CqoLHDnD982Wk2k1UqcO3hL/ff8kVu4dUHJ79DGKWGkeONm5zJP9q4+m+T7Z/ffZEz7P+hSfjL96s1hx7JTyeZbCYJAzWal+H3XIA48mMH+ezOYvLS7muwaD4fMtoyZ1xFRFPVc//GVJs27VaKSjm21VKW8KT4bdhnSkTO/MwEpsGCD8vzFSxnsWnNWGQMDXsw3L95z4dhd9djBzZcZ220FNy89Vg25V48DWDB+J7+O3JrESKnbojSzV/WifvNSeFTLT/teVZm9sif5i+pLJfQcWo9cBbKqyt2JxyO9rTUT5iWURtdsVDzFcEm1ekqybkx0bIqhtNhYxQA7f/KeSiiX7Hm1MlfPPlJFC/9aeAzv6y90H8pq/ocsy7wPDGPaMH2GbW1MHNpP0RCnBUkCrQyxccSGR+sZ11mzOzB0QlNdNaH+ewLQtG05PKoreURVahf+YiqIv4t/VYgnHuYW5jTtV4+m/eql3Bh4ed+XvX8c5faZewiCQJk6xWjSrx7Z8mRN+cvfOewc0jPnyDgeXnvG5YM3iP4UQ65iblRpUU7VswF48AWquNo4LY9vvqBs3WLqMUmSuHP2Aa8f+5MuvRVl65dIQjj2vUAQBPr80pbqrctzZO1ZXj3yI719Oqq1LEelJvpS9o5ZMyiTvBGPS3w+x9vngaybsUf5IMnuRuL5/dfsXnqCjiMa630myzJPvX0JeR+GU3YHXPP9s89bobK5WXlhEofXn+fCodvERseSr6Q7TXpUo2CZhEWrfN2imJlr9KjCP0fmbBnJU8yVt8/f4adzYRuCqBG5cvwOOQq6KLk+TX8jwFe/kiAuVsvRTRcJ9A3il839k4hKarUSvo/8iYuNwyWXk0qr/3dhYWnG1LU/cGbfTQ5uvMDb5+9Jb29NzZZlaNCxop5R06RbFX4dutHguSStRAMdf0VUZHSK1UTRn2KRZZkA3yDOHrhpdBHf9ucJmnSrjMZMQ2xMHL/0WYWX5wM1zPLeL5jVM/azd/VZ5m4fiLNbUrX3mOg4At8EodGIZHF1SDK2AJXqFWHxnkHsWXueyycfoI3Tkq+oK027VqR8jYTyfve8zpSqlJdbl58a3Ny07FkVcwszbO1SDg9LkoStLvn17KE7RkNp8bpD1RuXwN83iD90ejKJww/xBoDn/luUqZqfms2UsuS4WC2LJu7i2M5riuyEKHLl+D12rTpL3/FN1XwcULwov/7Vh8M7vDiw5QqBfsHY2FpRt3lpmnXywNEpgceoZdfKnNh3Czk6NtlwSc68WShfTdkw5imUjTvXnhsNl+TWeT4D3nxMmahNlnnnH4J1OgsO7fAyys786O5rHt17Tb7C2XnxJICf+60lLlZSNH4k5T0XgOePlSTeP7YNUDe3NRoU49r5R5w79UAdYDlOJn8hFzr2TpAhsbNPR9cfa7B68QmDff5a/CsNlP8FR//y5LdeSxA1gnrzfX3esGfxEcZvGUqVluVTOMO/A/nL5CJ/mVwGP0/Rha9D4t2g93kf5vZeRsDLhAXJ3NKMloMa0G1Sa6M7ibRE3uLu5J3XxWibBt2qsmzsFoNrhaSVqNtZcXMfXX8eUTRc1idLMgdWeuoZKJcO3WLlxO28eZqgG5K/VA76zupAwbL/XBK3o3MGOo9sTOeRjQ22sXNIT7Pe1dm19KTBHV+XUU0QRZGYaOPhD9BxMEQpO8ND687h/yr5XB9Zkrlx5gHXPR9QVsfYKcsyB9eeY9vvR3n39iOghGjqtveg+7hmX5XbojHTULNlGWq2NM5+W6NFaa6cuMe5Q7d0HVX+E28k9BjTWC2XdsvjzLXTRsIaAmTLlRlBEPDyvG+0egbg47swnt57Q77ibmxaeJRrp5WSb0kvLCsTFBjKLz+uZvGhEeqCERMVy6bfj3Fw3XnCdWFHZzdH2varTf0OFZIk1OfMn5WhM9oYHQuA0fM6MK77Sp4+eKuOQXwlXZ2WpWndpxoA2XJmIkc+Z14+DjAYqhJEUfXORH8y/ixJksyncIX+/fDWKwgiyAZsaEEU2Lv+gmqgLJm2l+O7rqvnkXSLcmx0HIsm7sI2gzVV6idsxMJCInl+7w2BL94TF6slJCKaZ96veecXrGeguLg5MmtlT6YO2UjQuzA0ZiKyLtRZqLgrE+Z3Ur0KDduUZedfRkqYJZlmOuI7uwzpvihcYmefjueP/JPwzyQ3HvduvCRf4ezsXHseSSsbTPp++SSQy2d8qFy7MLIsM3PEFi6f9gFZ1osCPrn3hhHdVvD7lp/Uqp+23Svz8UM4+7Zd/Sa099/nCpNKeHLrOb/1WqK4URNZppJWQqvVMr39fPyeBRg5w38HxaoWTLEGzNzSnAK6xfPR9WeMaTSbQN8Pem1io+PY+ut+VoxNKlT2b0L9zlVwL5At+fwdUaBMrSKU1an6vnkWkKKbOyggRI2Xn91zjSmdF/P2s2fr8a2XjGo8F59rhvWF0go9JrSgSU9ldySKAmbmGgRB+e8PU1tTp50Sd3Z2c9SrCksO2jgtuXQx/iMbL6ac67PlkvrvNdP38seYLapxAsrCe2j9eUY2n8eniORDaX4v3/Pw5guCAo2rJ38JRFFk9OKu9J3cEmfXBA9FvhLu/LyiJ2371VaPNejkYZBsDJRXrkk3RYsnNibui/iIYqLjiImKZf/a5CnjQZnDnt17w32d2FxMdBzjuyxl+58nVOMEwN/3A7+P2crqGUkTRmVZ5u6Vp/w1+wArpu3l9D5Fffdz2GW0YcGOAYz7vRPlahSkUCl3ajQtwdxNfRk6s426UREEgR7D6ytVLgYus2WPKqq3KlvOTCkK77npynWf3HtjlGlVlmSe6wjE3vkHc3jrVcNGkgDr5h9TPw9485HBLRdxcu/NBC+iDDcvPmZEhyVc15Vcx6NAMVem/dmVsh55sLO1xtHBhsatyzJhfkcyOCR4l11cHek/vonuWhKFS3QXXatJSZW7pXLtIgjJeLrU74gC+QpnI6urA19UzCsn/M7ZI94pe6p0obSbl59yyfOBQWPm7asPHNp2VT3mde4R+zZcRI6OhVitEkJKRfynPSh7Fx/ReU6SeVBl5QXdv+QoP8zt+s937h+Gs3tmKjUtw6UDBkjPRIFGvWqoVTxrp+xQEyCTQIY9i4/RcmADnFyTupj/DbCysWTuwZEsHrGRc3uvq2NibmlGg25V6T0loUzPxs7a8HOkg5mFGWbmilt+8YgNKk9EYkiSDHFalozZzMIT4/U+e/cmiGObLvD2aSA2dtZUbV6Gwh55/zGCPY1G5Kfp7Wj1Ux3O7LlGyIdwsrg6Ur1FGb2QnrWNFXXbe3Bo/XmDz1EGx/SU14UJPwamnOsTX0H08qEf2xcn1U+Jb/fC5y17V56m/eD66vGb53xYM30vj2+91HUAytYqQu+JLXD7ipCaRiPSrEdVmnavQmRYFBozMdmKLZccmek5pgmrZ+7Xq54BZSyKeeShgW6XnKtQthTDQRozZVF+9STAaNURKAv43StPKVw2F8e2Xube1adJPWC6f+9YdorqzUuRW1eNEhQQwuReK3l8x1dXPaMIFNo52PDzsp4UKa/v5TMz11ClfjEq1S1CbEwcFpbmyT6b5WoUZPRvHVg0abcybhpRITQTBVr2qEL34Qn3rmmXiiyauNvg9UlaiQY6YTpzSzOjvD5KH5Xl7NLx+0bdVLKscLX4Pg3ELU8Wls/YT8jHyKQl9pKMIMOvo7ay4ew41TOyd90Flk7fp0cGd2jzZTz33mDa6l4ULOGunqNxu/Jkc8/EusXH8bnjiywrZdUdfqhB3RYJbOEZM6WndbfKbPssBwkSikF6DFFSGnLld05RlFGWZYqVzaXT6PoCT5Uu/+X43htGSeBkWebQdi/a9KxKTEwcc8dtR5aUsnUBEFKZ7v4/baBcP37baExP0krcOGGY+Oq/hmFLezOm0Wwe33iuumrjH8ZSNYvQa3o7AELeh3HthLfRl1wQBU5vu0Tb4QmhA0mSuH7cm/uXHyNqREpUL0yRSvn+sUX2f4VtxvSMXfUjP84I4dGN52jMNBQsl5v0n5VaV21elqPrDbtqNRqRai3KIggC107cJdRIhYokyTy8/hzfR35qTsrOxUdZOWmHbiJSMuz3rThF8aoFmLi+/z9KGOeU3YE2A+oabdNtbFO8Lz3G97G/3oKr0YiIZiJjl/dW49kZnezw01X/JAdRI5JJp4FzdNMF45OjpIR/4g2Uy0fvMLXHss8awXXP+9y9/Jj5B0biXkC/ukmWZR7deonfy/fY2qejaMW8Rqv+BEFIcfzb/FQLZzdHtv1xgid3FabrDJlsadq9Cq1+rKnmPhXzyENWd0cCfIMMsMOKVGtaCruMNnoeJMOQ1XfrwDrDz2f8uY9svkz/aa2Ji9UytuMSXj9TEr4Tz5HhwZGM77KUPw6P0CPme/00gG1/nuT03hvExsRhl9GGBp0q0uqHGmpOSTyqNy6BR+3CXDpxDz/fIGztralcr2iS5OW6rcpy4ehdbl58omd4xBsiXYfUxU1Xel2hZiGunHqAIWg0Ih61lQKJTxHRiKKQRI33c0RGRPPxfRiXTt436OWTZZng9+F4nXlIhVqFuHXpCUun7VPGLdFzKksyUZEx/NxrNWtPj8FGJ9Ia/CGcjb8fw+faCwSNgCgIBD5/z+ZFx8lTMCt5dCW7AN0H10HUCOz46zxxsVp1HOwy2DBkcnNKVlCMRitrC5p0qMC2VWeSDcmKGpEipdzJlV8JQ7q4OfL21QeD4VtRI+CmK19+55eUCO9zfHinJOpePvWAsJBvW8H4nw7xfEnJ3rdSYfwekT6DDfM9JzJ2bT9K1ipCzqKulG9Qgik7hvLLnhFYWClJtaFB4Slm44uioCoRA7y450vPIiOZ0PxXtv56gM2z9zKizjT6e0xIEib63uCQxZ4KDUpQtk7RJMYJQMnqBSlULrfBcJBoJtJGt2i+ex30RQZZoE4HxHPHFVb8rPD6SFqlLDV+wfC+8IjZfVYk+/3IsCh8rj3j0c0XRjkcvgXS26fjtwMj6DC0ARl0xIlm5hqqtyzDoqNjVLp9gPqdKhrNf5K0EnXaKx4GvxfvU5wc37/9iCRJxMVqWTBsA8hysjpU0Z9iWfrzdr3jD64946ca0xnSYA6z+65mQofFdC4xln2rTn81wVyVRiVYdGgEW25NY/3VyWzwmkKHQXWxsEzYA4qiyNg/umNpbZEkf0sUBZxdHejzc3MAXPM4J/ss6l+nTFFdafTbF++Nl4dqJXyfKCHHS8e8efXYP9mxliQZbayW3SsTpAEe3nrJwEa/cWrXNfVZC/0YwfYlJxnSbD7ByRjkESGRBL56z7uX73j36n2ynjQzcw2Tl3Wny5C6esaLe94sjJ7XgQ79aqnHqjcugUNmWwOUCsp01aKHEkrLljNTivkQoqhIBfgZyI/Sa6sR8dUZc7tWn022D6CMXUR4FCd2K/xDcbFaxnZfwYObisq8rJWRdO/2+4AQRndeTsCbBENUFEXc3DORwcYKYrXIsXEQqyVbVnucEvHBAHTuV5Pyumqa+PBR/LSTzc2RMXPaqW2bdDDOCyZJMvVbKXlZyhgbn7/iw1ivngd+IUHm38d/2oNSsmZRTm06Z9CLojETKVmzyD/cq7SFuYUZ1dt6UL2tYVXSjE52KWo9aLUSmXWkXUH+wYysN4NwHWV0YnbB53dfM6reDJZem/GPk5qlFkRRZMrWQczsuYwbnvcRNSKCoLjE7R3TM37NT+TQlZ3aOab/osXOPpOtIn45d78q1f45JK3E1WN3eHH/DTl0O62oiGhWT93JkfXniNElGdpmtKFFvzq0G9rwH0tctrG1pvPIxnQa0YiYqFjMLc2SrRZp1K0qRzZeULwGyVCUl6xSgNI1CgKK4ZPSc2dlY6lUZBy7bZRLRdJK3Dr3kADfD2RxdeTx7VeMbrkgiWZN2MdIlozfRvSnmCSeo6jIGM7uvc7Dmy/QmImUrl6IMrUKGx1je4ekJc6JkbeYK4sOjWDH0lOc2n2NmKhY7BxsaNipIi37JHgjLCzNaNajCpsWHjW4S85dOBsFSirhBOv0lsQGGTZURVHARsfOev7gLaPka1qtxOl9Nxg4sy2SJDGz31piopJWrUhaCf9XH1g5bS8j5ndSj+9Ydoo1sxSeHEFUrIdtf56kcsPijFzQWS+HydzCjA4/1aRR+/LcvfoMS2tzilXIo1dxBwr/yMy1fRjXYyUfAkJV2nhQDJ3R8zqo3ojyNQpilzEdYcGRBseuYu1CZHBMz8dEmyxDkCVJFbW8demJ0edT0LVp1rUSl07c48VD/2TbSVqFS2ffugv0Gat4oQ9tuayGvBKbCA9v+zK8w5/M39afnDrCP3NzM/qNaUJsZAw3Lj9TDHUgVz5nBkxshkMixvWGbcpx4cR97t54oR+C1HloegyqSzZ3RVKldtNSnD16F0MQRYF6LRXySut0ll9ET/A1+E97UJoPbGBcnl6Gxj8lLVV+9/oD+5ceY+f8A9w46W00Ce6/iPQZbKjcvKzBnQIoLtUa7ZRSy/3LTxIeHJH8jkwr4fc8EM+tl5J8BhAcGELgq/fExX7f+km2GWyYsWsYf56dRJcxTWk7pAET1v7EhntzKarj1wAoX6+YUUNMECBb7izkLuqK/8v3+D7yN7rzFTUilw7dBBRehbEt5nFgpadqnACEfYxg3Yw9zOu/xoj2jvRNaKkFQdBxrST/rNjYWfPrvuGUrlFIb9Y1M9dQv1NFJv71o/rdas1LG538RY1IzVZKToLfi/cpqhkDBLxSvHerftmtULwbmFDXzzlAWCJNljsXHtGl5DjmD13P0U0XOLTuHJO7LuHHqlPxe2m8zDolZMuZmcGz27Hn4Rz2Pv6Vrbem021koyShkvYD6+JRT8nlUd9FHeFFZpcMTFiWwN1So1lpo++rJMlUbaxoUEWER6VcGq3LSbh5/hEBr5MPSYHyfp/Ze4Ow4AgATuy4yqrp+xRvoI7AL34OvnDkDr+P3ar3/YjQT/w+Ziudy07ilz6rmNB5KV3KTWb7kpNJ5l23PFlYfXI0I39tT7XGJahcvwg9RzZg/dlxamUQKEbP8Flt1YTvxBA1InYZ0tF7jGIUuOfNojLsGoQg4KGrMktp3GQ5oc2Zg7dT9B6e3Kt4WyLDo1k+80Dy7SSZ2Jg4Vs1J4B8KfPuRIW0Wc+vCE4iJQ4jVIsRqeenzltGdl3HnylO1rYWFGb/82YUKVfPrjYd1Ogu6DqhFu97V1GNlKuelePlcyb5bGo2Io5MdTdorHhmPmgW/SLDza/CfNlDylc7NoD/6gKCv1aIxU7RLRq8bSPa8CYl0MVExzO3xB53cf2JR/5UsH7We0XWm0j3fIHyuPk6LS0gzdJ/cGuv0VgYnve6T26i6SJ5bLhrNsBcEIYmBcnHfNfpX/Jl27gPokn8o7dz6s3riNqIMVGl8L8hV1JUOIxrTbXxzKjctrSbmxcM6vRVdxjUz+H0Z6D21DYIgfBFJmSAKaknh8Y0XeHDtafKTggwnt17C+6J+xcHdS4+Z1GERjZ360ijzj/QpN4GDq09/k5JAQ3Bwsmfqhn6suTyVsct6MWFVHzbcmsmguZ30uHpKVS9IwbK5kn3mRI2AhZU5rX5S3P7p7dN90eSYPkM6PvgHc/v8Q6PGT1xsHOd00gCvnwbwc6c/iAhT4uuJGU79XrxnTKsFRH1GqvXo1ktm/7SaFrmH0tRtEEMbz+X0nmtGvWmCIOiFgD6HmbmG8Uu7M2llb0pXK0C2nJnJX8KdflNb8efRUThly6i2bd6rGhZW5skuLEo1jDMVdWW1bnmyGDVmBAGy5lB21M/vvzXaFhRtltdPA5EkiQ3zjxhsJ0syJ3ddI0AX8o2KjGZkm0Uc3XpFL0wZEhTO6pn7+WPCjiTn8H3sz80zD7h27A7Xjntzw/MeD64/TzLO5WoUZPb6HylSNqd6zMxMQ40mJfh910Cy6MZOFEW6DDaccyUIAg3alcMxi1JqXLCku1HDWBAFCpdSvFphIZEpehgidWXUF455Gy27lrQy188/4kOAEipbNn0/IUFJN4WSViH+mzNii/qOS5LEoom7uXz0LnJUHEQrf9Ehn9gw/xinEulKiaLIlN+7UK5K/iR9cM/txLz1P6giji6ujtRoWPyLKSz+Dv7TBgpAk751WXJtDrW7VCOLe2acczrRsHdtlt36lZod9PUtpndcwPH1Z1RBp/ibH/DyHSNqTuHlg9dpcQlpgmx5nFlweiJFKuk/qA7OGRj8R0/aDGukHosINa4GKssy4bodFsCeP44ypd1Cnt5+qR4LD45k+28HGFV/JlGRhrPT/w1o2a8Ofaa1VT0pKrGRY3rGrvxB1RRydsuEpXUKJbuxWnLpKi8OrjmtCvwlB42ZyOG1CVUAJ7ZcYmSjOXgd91af5ddP/Fk0YgPTuy9JwbuY+jsjZ/dMVG1WmkqNSmKfDNurKIpM3dCPUtUK6v4tqBsLxywZmLVjMC45FdE0j/rF9MQDk0AAl1yZyVkoW4qVRACiRkOQfzAAe5afQhurNchwGvg6iLN7r6vHzuy5xpCGczi37wZREdHExsTx6MYLZvddzYJhG5Idy4jQT5zacYU9K05x6chtgyR5oihSoW4Rpv71AyvPjGfB3qE06VYlCXGds5sjszb3I6OO2l1jplFDUXmLuTJzcz81bFK/g0cKuT6CWhptbmn2RW58c0tzXj0OUAj5jJ5Z4PJxJYRwYP0FXvj4GezLoQ0XeXj7lfrvs/tvMqjRb3juukZYcCSfwqO5ffEJU3qtZPnU3UnGuVBpd1r1qELlmgUpUtKVus1K0KpHFTLrkrLjUbNpSfpOaIqZma603kyj5mHUblGavuObqm1bdK9i0DAWBMWorNu6LADZc2Y2HnIVIKub4r155xeccj6HrOSuBL1TEnuNJZN/CAhVFalP7b3Jqb06I0ROYJ2Nr9KcN3qbavgAXD39AK8T99DESUrpcKwWMU7iufdrDm+5ovdbQ6a0oFzVpMZMauE/nYMSjzwlczJiVT+jbR56PeHiHq9kP5O0ErExsWyZtZvRawd+iy5+l3ArkI25R8fx9lkAb54EkM7WigJlcyehN86e15kHH58anMg0ZiKu+ZVqikDfDywdpbB0JklulGQe3XjOnj+O0n5k0yTnCQ+OIOxjBBky22H9lcyi3xKCINCqf10ada/GlaO3CX4fhlN2R8rWKaLncbGysaROx8oc+uuMwZJd2ww2eDRSXPP+L98bNRy0cRJvdcl8H/yDmT/wL8XYToZ58+LBmxxZe5ZGPaurn717HcSuP49xfPNFIkIiccyakQbdq9L8h1r/mIhkevt0/LKpPy993uJ18h6xMXHkLupK6RqF9CZ724w2tOpXm60LjyZ/Ihm6j22GIAhkyGyXfJtEkLRaHLLYA3Bu/w3jYoGiwPmDN6nbwYOggBB+HbhW0SNKlFkev4gd23yJ4pXzq6EpWZbZsvAIWxYcISYqVi1NtnNIz6C5Haiku9fJXpIsG03Azl/CnbWXJnH5xD0e336FxkxDmeoFKFAqh9733PI602lIPTYuOJok/0kQBQqXzUX9DkqOWtkahVg6eZeRkQNHZ3tyFnTh8Z1XRtuBYnTGe58Orb9g9HnWaESObblM/uJufPAPYc7g9UiyDInmjfj3Zs+qsxQpn4dKOi9ReEgkE7sv58H1F2pe04Orzzi08SLNe1Xjh4nN9cakWddKlK9egNVzD+Gvqzxq+1NNilfIo9cnj9qFaN27GjtWntHLl9Lo8tLGLeykJvzWb1uOQ58t6IkhAI1042zv8GW6NhkcbJSE6JQSe0WBV08CKVutAHvXXUhSAp8YsixzZPtVOg2ozTu/YOaM2KJ7fhOI2uIVnDf/eYqCJd0pW01J0H3nF8zj6y8RYrXIgqDQ6Kci/l8YKF+CU5vOG6UaluIkTm+5wPCVPyVx6//X4ZIrCy65kiqtxqPxD7W5f9kwlb42TqJRb0W87di6M2rWfXKQJZl9S0/QbkQTdQJ5evsl637ZyZVDt5BlGTNzDVVblafrxFZkzelk4ExpDysbS6q1LGe0TbcJzblz3ofXTwL0JiiNRkTQCIxZ9YO6802fwYbIMMMhMFEUsNNNjkc3nEdOgUBs7/KTqoHy0uctIxrOJiL0k9qP928/snHWPjy3X+G3w6Oxd7RNcp6YqFg+BoaSzs4K2wypJ4HgXsAlSYnw5+g6ugmyJLNzyQkkrayyRVvZWPLTtLZUaaKwimbKmoHilfLhfdlwgqOZuRlVdMrVKTGcypKsai8d2XjBeNKkKLB3padqoGxZcEQRWkx0LoDQj+FM772SKRv6qay6AJ8iojiw5iwH154l8HUQ1umtqNW6PC361iKrLrExMTRmGirVL6Yu1IbQeVgDXHJkZsvi42p1j22GdDTuVpn2/euooSeXHJmo0qgEFw7dNug5aD+gDhqNiEuOzF+UXO+mY+ENTKGUWquV1HyfI5svKWNlpFR27+oz6nXPHbKBh7cUgym+P1rVmDmDs6sDzXom5F4c3nSJpZN2ERsTi8ZMg6SVuHn6AQ07V+SnKS3VTZkgCPQa1ZASFfOwefEJnvr4odGIlK9ZkPZ9a+KaO2E+ylskO826VmLvOn3RUYhXjHajflvF21K5XlGW/rIvSRJ3PARRIH8xV7Jkd/ii0l5JlrG2sVDkNu6/NWoISpKslscf3nolRWLFvWsvULZaAWRZZmq/dYR8jNDpAckIqRw6/v+10hpBaFBYiiXHcbFaoiOjMbM3DVtiVG9TgVNbLnL9hHeyD3f97tUoWlmxuH0f+qU4zh/efiQmKhZLawvuXXzE6Iaz0MZp1ZcsLlbLmR2X8Tp6mwVnJunlEf3bYJvBhvlHx7J90VEOrj5N2McIpcqgcUnaDWtEnmJuatva7T3Y8ttBwwmLkkzNNkoC2zNvX6OTkizDq4d+aLUSoigws9cyPeMk8TnfPgtk6dgtjF7eRz0e/C6UDbP3c3zTeXVBL1WjEJ1GNaFwhbz8ExBFkR7jm9Pih1qcP3iTsI8ROGV3oFLDEljZ6Ccq9/y5BSOa/gbJSM4DdE6UpOqWz5kn3r6GPYIakZy6ipFHt14azYWRJZknd5R7ERH6ic3zDxtoCAiwetpuytQshCAIRIR9YnSL+Ty7/0btS2RYFAfXnePE9svM3jmUvMXd9E4TEfYJz51ePLr1Eo2ZSJkahahQr1iyom41W5ahRovSvPcPIS4mjswuGZMNmw37tQMRIZ+4ce4hGjMd8ZogIGkl2vWvTaMulQCFcbZK4xKcO3DLKIlfuZoKX4mNnTWhQRFJ2sVD1AhqKPDBjRdGx1nSyvjcUELGrx77c/XkfYNtQakqatxV0Tw6u/8mv49JSN5NHG47tOECGjORn6a0Uo+9fhbI2pn7eeztqx7z3H4FOSaWQTPb6iXJ/zi+CS7umdi6zJMgXajRytqCRh0r0HlQHZWDx97BhrY/VmfTHyeT9FUQlMBuz5ENAMhVMCuZs2bgXSLF4s8hCgLlayjjrDETjepsCaKAmW4TdO96SuMsce/GC0BRlvZ9GmiwbWrAtNLqkMU9c4pt0tlZY5UotCBJEjdPenNiw1mC/D6SOXsm6vWoQZHKBb5bcrJvAY2Zhsnbh7Jlzj72LjlGmG7ScXTJSOshDWnev646HlbprRQSJSMvgcZMxMzCDEmSmNtnGdrYuCQvjTZOIiL0E4sHr2XWoTF6n8XGxHHl0E3ePPYnnb01FZuUwfGzuPP3BBv7dHSf0IKu45rxKSwKC2uLJGWWAE161+DQX2cITSY5TtSIuBd0obLOC2BuYYYgishGdjQaMxFRFHjg9YwX998YbCdpJc7u9uLHGe3JkMmWj4EhDK49Q+EkSXT+W2d9uHXWh4nr+1GhQYkk53n18C0+15+j0YgUr1KATC4Zk7T5O8iQ2ZbG3asabZOvhDuzdg5mwbCN+D5OKP1Mb6+USzftVV091qRHNeYNWW/wXFqtRMMuSo6GmbmZUfc5JLj/Lx2+bZSzRpZlXjx4i+9jf9zyZeWv6Xt5/uCtAZ6XGKb3XsHqK1PUKqjrnveZ3nsFnyKjEUURQYAjGy7g7J6J6VsGqPk7iREe8onHt14QF6NsAFxyJJ0HrdJZMm1DX+55PcdzzzXCgyPJ4upIvfYVyJZTv/0PE5px3+sZHwJC9Z4NUaM8a6N+76IaS7VblWXP6rNGFNZlqjdTnmeNmUhKQkbxeSPXTj9I8Z4EBYby4qEfuQplY+2vhwyeW5bhwLoLtOtfBwcnOz74hzCi1e96FV+gGKJn9t4g+H0Y09b3Ve9JbIwW34dvCfELAp13Pio6mlf3XxMZ+gmrREninQfVwcxcw5alnsQk0tpxcLJlyPTWqiq1KIp0HlSb+WOTJhGDYtDUb5uQ2FuuegGunHpgMGwpSzLlVE6VlNNS45OE7994oWoyfSuYDBQd6nWvwcbpOw1+LmpEGvSqhUajvFxRkdFMaTmXa8duq25NjZnI0b88qda2ImPWD/x/FQoytzCjy4SWtB/VFL/ngYiiQNZcWZIkiVVuXpYja04bPI/GTKRSs7JoNCK3zz7A75lhC13SStz0vIff80A11HP50E1++3EFoe8VIS9JK/PnsPU06lOTvnM6fdf3RBRFo7keGZ3smXtwNNO6/slLH6W6QtYRlRWrnJ8xKxPCQeXqFcNzh+H4t6gRKVe3GIIg8PjWixRpxLVxEi8fvCFDlQKsnrwziXECyv0QBPi132o2+fym7g7fvQ5i7k+ruHP+odpWEAVqtC7PwN86/2P5RIXK5mbZ2Z95dPMlfi/fYWOXjuKV8yVhkq3ZpjwXj9zmytE7SfIzZEmmy6jG5NCp0JapWYgLB29iCKJGpIwuZBMSFJ5iCAQg5EM4keFRHNtyyejiHeD7gRunH1CmZmFe+rxlctclSohaRu97ga+DGNNqIcvPT8IqnbIgxsbEsXLKLg6vP69nNJWqVoAh87uQ+TPjURAEipTLhXs+ZyJCIsmQ2U49V2I4ZLFn4f7hbF50jGNbrxD9KQZBEChfqzAdB9clT1FXtW3zXtU4tu0qkeFRyRrc+Yq5UkbHkVOqagG8Tt03aJ9oNCJlqitt42J0LKwpsE3GxWp5+cift88NMx2DwoNy6ag3jbpUYs+qM4QFJ6XFB8XbePPcI25feEzJKvmRZZnpfdfg5ZmUqfb62YcMa7GQRYeGq6FRQRDImDEd1qJMTEyszmiSsbcxx9ZO/x2p26osIUER/DXvKLIkqyRtkiRTo2kJ+k5IyOFr1asql04k71ESNQIZHNJTtWFxAEpXzsftS08NzgUajUjp+AofQUiJz/Or8Z+v4vlSZM2VhY5jWyb7mWgmkimbA+3HNFePLRqwUqXJV2OcOgv57PZLrJmw5dt2+DuFuYUZbvldyJ43a7IZ7KVrFyFf6ZwGGCEFBEFQ6fN9H779ot98rdsRe5/3YUrbBYR9UMiXtHGSWo11YNlJ/hi2Ltnvy7JMyPswwj4adjd/L3DN68zSi1P49eAoekxsSZ9f2rDk/GRm7RmusroCVG5amixujgZ3RLIk02aQwn5rZm72RVU7ZuYaIkIi8dxxxYhWh1KRdUFXshv2MZzhDWZx75J+mb4syZzeeZWJ7X5PsgML+xjOzsVHGdFwNoNrT+ePkRt58cCwh+d/gSAI5C+Vg+otylK2VuFkae41GpEJK/vQa2JLvYU6d5HsjF3Wi47DGqrHqjcvQ4ZMyTOcguJlbdlXKY3Okt3xixIhnbI58OZpoN4uOjloNKKamLpr+SlkybBi7bu3H9XKI1mWmfnjKvavOZPEo3Pr/COGN/41CQmez43nTGi/iLYFR9Cj/ETaFhjB/KHrVR2lxMiY2ZZ+U1ux3XsGG72msOvBLCau7KVnnABkdsnI3B0DcdGVNIuioHpay1QvwC/rflTnkNqtyiqaWAZKWrWSRIve1QHIU9Q1xXE2tzQje+4sRISmnM8hiCKRupyjY9sNP/ugGFYnd10DlLG8evKe4Wqwtx85kCg/Ze/qMywcvZWQoAgl2VQrgSTzwsePkW0W8SRRSAkgf5FsZMlkgxwTixQThxQTS3prM4qVzqHngS1UKgfDZ7dVPHnx46f7TwaH9MxY2wdLHXlenZZlsEpnYbB0WCtJtOihVL+WqJD7i57nr4HJQEmE7r+0p//vPcmYiFZY1IhUaVme3y/NIENmJcv/g99HTqw/azBWJ8sye/84QmTYt9Up+DdCFEWm7RlJgXKKroTGTFTj3ta2VkzePpS8JXMo//7CnXV8yeXaKTsURsVkXbUyh1Z54v8yYbek1Urs+eMo3QsNp61rP1q79KVvuXGc2nLxm5TZphYEQaBIxXy0GVSflv3qklNXhpwY5hZmzNwzHCcd26+om5wEUUBjpmHUst4UKq9UKJSpVSRFgdT0GdKRt2QOAnw/GI1nA2jMNfg+UpRl9686zbu3H5N1A0taCe+Lj/A6lqCH9fjWC3qUGsfKiTu4e+kxD68/5+CaM/StOIk9S08k+3uSJPHwxnOunbjLqy80alOCxkxDq59q89e1X9h8dzbbfH5l0bGxVNWFHOJhZWPJjO2DsMuYsAsGZWcqiAJD53WhiG6cy9ctalTXR9QIFK+UjyxujphZGCmh1kGWZcx1HsELB2+mWHl08fAtAO5efsKlw7cNLpwfAkLYu9JTPXbjzANGNP2Nm+ceqmGQ2Jg4Tm67wqB6s1TZhnhERUSz48/j/FhlKl1KjadrqfEs/Xm7yn+SGDnyZ2X5qbHM3jaAHmOb8OOk5qzwHMuUNT/oUf3b2FkzbX1frNNb6YXP45/rwbPaUVgXAilROS/ORoxzUSNQp005bGytyOrmmGI4XtJKuOhCWeHBxikVJK1EsG6DdGKHl9GQiSzJHNms8ENFhH5itRGiNm2cllUzE5Kr73k9Y1ynJfi/+gBaLcTFQZyW8I8RLBi1JYk2U/6i2XB1zaCoDmt1qsNxcRQv7a5ywoCSCzN1eQ8srfTFIAWd8ThkWitVDLFACTfyFkleET618P36u9MAgiDQfEADmvSty5Obz4n+FINrfhcyZsmg1+7WqbspWo7RkdHcu/iQsvVK6B3/FP6J92+CsLa1JpNLCgyG/1HYZ7Jl3smfuX/5MZcP3iQmKpZcxdyo1rq8XoJZ2XrFMbMwI85I3D6jkz0FyuXmg18w3olCCMlBFATO7rhC2+GNkSSJ2T2WcGbHZb02L+69ZnaPJbx88IYeU9p83YWmMVxyOrHi6jQuHrjB5SNK/kOeom7U61KZjE72arssbo5Ua1FWT9X5c7QeUA8LS/MvMhplbQI1+LEN51OsCji+5SIVGpTgU3gU41stIDL0k56BGN+npWO34JY/K6VqJFS5nN93nZWTtuP/IoHdNX/pnPSb3YH8pXOl2NeUIIqinmcqOeQsmI3VV6bgudOLqyfuEhsdR94SbjToVJksbglq3xZW5vSb2Y65/f9KUt4ragTMLczoo0vGdMuXFQdne4L8Qwz+riTJasVPSt4WWZJVYsDjWy8br1jUShzdeIGuo5ugjdMyd8BfSNqk3hmtViLkQzjLJ+1gwqofAGWhHd1SP7E3LDiS/avPcGLrZebsHqry+sTjzoVH7Ft9Bp9rzzCzMOPNE3+a9qxO9jz6lYP5S7iz5vwETuzw4qquBL1AqRw07FRRL3dGFEXGL+3B6LaLifoUo/dMC6KAe76s9BzTBFBCUuVqFcLL80Hyib2CUtJeXjfODk52vDdyTzQaESed1+29f8rCex91wnvnD982qjosaWVunX/Ee/9gMjlnYMUve5EMeMwAVs3YR+3WZbFKZ8l7/2CGt/qd8JBPilcm0f7izL4bhAZF8Mv6H1WDxMXdEVfXDDy++xY0Su6PHCPhkCk9eQolVNYJgsDPf3RlVOdl+KfAf/N3YTJQkoHGTEP+snkMfv6l4myJF9aPgSGs/XkLx9afIVY3meQvm4duU9pStr5h7oP/KgRBoLBHPgp75DPYxs4hPS0G1GPH/IMGK386jW+OxkyjRwRnCKJGVMM4Z3de5cz2y0naxE+qW+bso3KzMuQtlcBE+fyuL7sWHeHivuvExcSRq7gbzfrWoWrr8gap3tMa5hZmVGtZLsVy5yELuxH8Lozb53z0cqq0cRINulWl7VClgsDZPRM5CmbjpY/h0kVJkqmkK/ENTkHrRNJK6iJ8avsVRajSAESNyI5FR1UD5eTWS8ztuyqJ9+fxzReMaDSXXw+NIn+i+6eN03J29zUOrjnNm6cB2Ga0oWabCjToXjXZEur/BdY2VjTsWoWGXasYbVezVTksrS1YPW2PylkDULBMLvpOa0vuIkoYRKMRaTugLksnbE/2PKJGpGTVAmopdo4CLkYrj8RElUdB/sFGVd4BVQDQ6+Q9gt8ZvoeSVuLi4dt8fBdKxsx2rJ62x2Bi76eIaKb3XsGKC5PU92Xd7P1snn9YLzfn4NpzHF5/np9X/0C5OkX1zhMZGkWQ30c+vP5AXEwcH7PaE/IhPElyb54i2fnjyEh2rTzNqV1eRIZFk9klA406V6JJ9yqqAQ3w46QWPLj+gvDPqtjiw0nDf+uoenkbdKrIxvlHjOoY1W1XHlD4YVLKOcqQSalS+uAfYtRojMeHgFCiP8Xy8NZLo+2iImO4eNSbmi3KsHvFacJDklbogfKuXj/rw51LTyheMS+xMXGM6/inUp2jlRRviw7B78IY3e4PlhwbpYY+06W3IpODNf7PYkGjATl1Qz6pPquePXuWJk2a4OLigiAI7NmzJ7V/Is2Rv0zKOzNBEMhTUpkcPwaGMLDCWA6vPqUaJwCPrj9lXKMZHF9/xtBp/t+jx9S2NP6hNgjKJGtmrlEZRrtNbk3jPkp8P5NLxmRLKRNDGyeRVeeq3b/8hFHKao2ZyIEVCSV/lw/eoL/Hz5zcdJ7w4AiiIqPxufqUmd3+5LcfVxjUa5Jl+Zto4KQ2rNNbMXPPMGbsHkbNthUoW7coDbpVY5HnBAYv6KouKIIg0HlsU4PGiSAKVGtZVuXNcfxMhfVziBoRJ1fFy3DzzP0UtUtun/NBlmViomJZMnqz8sFnXVEUeeNYPj6hdDQ2Jo5J7Rcx+4cV3L/yhI+Bobx66MfaGXvoW2kyb54GJPm9mOhYPLdfYcmYzSyfsJUbnvdSRZerUsMSrLwwicUnxjJj+yBWXZ7Cr3uHJ8nRaNqrOi1/VJ7v+FyMeHd6vhJujF7SU23bpGd1o54qSUqoPHJwzpAia2k82ZjvY/8UXfiyJOP34h0RYZ84vtVYYq/E2+fvuH1BYTi9etxbLbtO/B1F0VvLtN4r+PgugeH0xpkH9KkyhV1LT+L72B+/l+85s+cawxrNZevvSSn209tbkyWrPU5Otjg4WJPVxZ4s2TIkkRfI6p6JhfuHUaVRcb1rLVQ2F7O2DqBcIl6apt2r4OyeKfkxEaBWq7Lk14VAarcqZzxfRRRUQrwMmWy/qBomYyZbtVzZGESNqLY7vv2q0X5oNCKndit5MxcO3+blIwNK1zojc++aBLbquYPWc//ac8WYiYlV/lIRqe5BiYiIoHjx4vTo0YNWrVql/IV/IXIWdadwxfw8uPpYlc9ODI2ZSIUmZcicXZl4103ayjvfD0luevyEsrDvcio2K4uN3T/D1vlvgkYjMmBBN1oPacCprZcICQwls6sjtTpUImOWhDCFjX06qrYqxxkjCZzmlmZUa63whLy499povb82TuKZt5KAGPohjOmdFyNptXqenPjfObHhPMUqF6BetwTip4CX79k+/yAnNp7nU3gU9plsadCzBq0GN8AuBcXbtIIoipSqXohS1QsZbVe5SWkG/taZJWO3oI3VIpqJICvCcJUal2LY4h5q2wbdqrJq8g6Di6eklajXqZL6/ymVBcRrPl05epvwEMP5AJIkc+/yE94+D8QlpxMb5+znuuc99bN4yJKSID218x8svThFdXPfu/yYqZ3/IORDOBpzDcgyu/44jnsBF6ZuHawXuolHWHAEt8/5EBejJU9xN7LncTbYP0EQVG+JsTZ9prSidvsKHN14gbcv3mGbwYZqzcskYdat2bocV457J1QU6S4xXrW498SWasikTrsKHN+SvHgnKItb/D2xtvkyxVrr9Fa8fhxAbLRx77KoEXl86yUlqxRg17JTiBohWR0vWVaqbI5tvki7QfUJ+RDO1O5LiftMgiDe4/DXjH3kKeZGad2zG/DqAyObz+O9X7BqTH8MCOH2hUeUrlGIiX/9qJcg7eBkR9GyOXlx15fA10HY2FlTvFxOXHPpl2ant0/Hb7sG8+fPO/TI69Klt6RZr2p0GlJffYZKVM5LmeoFuX7WJ8kYajQijs72NOmmJJxWaVScJRN3GpE8EChUJidO2TJ+kQdf0ko4ONkhy3KSkujPodVKqqfzzP6bRpWuJa3EqV3X6D2+GS8f+XPl5L0U+/I1SHUDpUGDBjRo0OCL20dHRxMdnaC9EhKiuHtDQ1O2EtMS/f7szph60wh5F5rELZjJNTM9ZrcjNDSUqMhoDv51nNg4w5Zl3KdYDq4+Rv2eNfWOP7/7Cp/LjxBEkaJVC5Itz7+XkOxrkc7BisY/1dA79vkz0mpEfa4cv5FEWTk+3t/nl7ZohThCQ0PRWEGcbFisTxBAtFJ+Y+/K43yKijTqNdiycB8eLZRQ3csHrxnfdC6fIqJUA/bDuw9s+nUXxzafZtahMXo5IPEIfPUB/5eB2Nhak7OY23cbNgKo0roUxWvm4+weL/xevMPGNh2VmpTCvYAL0bFRRMcqVQ+VW5bkwNqTvHkWmITZVhAEytQuTO5S2QkNDcW9qDPnDsQYHefcxdwICwvjxWNftEJsiovn84evsEivYdeyI8RqDWg8xcHTBy+4eOw6RT3y4ffiHSObzyY2JhZZlolL9Jg8e/iKoY2ns/D4OFXoMDYmjrXTdnN043m0iRaYIh75GPBrZ5wMqOUGvHpP2McIMmXLSIZMhun4HbPZ0nFUfb1jERFJQ2H957Yhd/GsHFh7jkCdinP+Ejlo8WNNytYqor4vboWcKFEzL9dO3dejjQcQNCJ2jrZUb1uK0NBQClfKSawck6RdYmRxc8TBJT3PH7whTkpJAFMgJi6a0NBQbl95YFzFXILr5+7SoHtF9qw+ScSnSIP9EDQiWxYfJG+p7MiyzMTuv+Pv906fB0j3v1c8b7Ny2nY6j1SqBaMiopncfSmPb75UJ4uw0FDW/baXPWtO8MumAWRLZKjIokS+ElnxufZQYboVBHLky0quIlmS3JfBv7Zm9az9nNx1DSmRJ7WwR176T2uNLGqV+yJCy75V2JScdIMgoBFE2g6sTmhoKLaOlrgXcuLp/dcGx8PS2oIiHu6EhYVhm8nSqB6VqBFJ72hJaGgoH94FERNnXLA1JEQiNDSU0weuoiVG7x2Mv/+pVmQgf0MA8u7du422mTRpkkL6b/oz/Zn+TH+mP9Of6e9f//f06dNUsSEEnSHxTSAIArt376Z58+YG23zuQQkODsbd3Z1Xr15hb2//rbqWZggNDcXV1RVfX1/s7FIWMfs3wXRt/06Yru3fCdO1/TvxX762kJAQ3Nzc+PjxIxkyZPjq86V5FY+lpSWWlpZJjtvb2//nbl5i2NnZ/Wevz3Rt/06Yru3fCdO1/TvxX7621ApPf79BbhNMMMEEE0ww4f8tTAaKCSaYYIIJJpjw3SHVQzzh4eE8efJE/ffz58+5desWDg4OuLm5GfmmAktLSyZNmpRs2Oe/gP/y9Zmu7d8J07X9O2G6tn8nTNf25Uj1JNnTp09To0aNJMe7devGX3/9lZo/ZYIJJphgggkm/EfxTat4TDDBBBNMMMEEE/4OTDkoJphgggkmmGDCdweTgWKCCSaYYIIJJnx3MBkoJphgggkmmGDCdweTgWKCCSaYYIIJJnx3+K4MlLNnz9KkSRNcXFwQBIE9e/akdZdSBTNnzqRs2bLY2tri5ORE8+bNefjwYVp3K1WwZMkSihUrprIienh4cPjw4bTu1jfBzJkzEQSBIUOGpHVXUgWTJ09GEAS9P2dnwwq8/za8efOGzp074+joSLp06ShRogTXr19P6259NXLkyJHkvgmCQP/+/dO6a1+NuLg4JkyYQM6cObG2tiZXrlxMnToVSUpeofzfhrCwMIYMGYK7uzvW1tZUrFgRLy+vtO7W/4yU1mpZlpk8eTIuLi5YW1tTvXp17t3735WPvysDJSIiguLFi7N48eK07kqq4syZM/Tv35/Lly9z/Phx4uLiqFu3LhEREWndta9G9uzZmTVrFteuXePatWvUrFmTZs2a/a2H8XuGl5cXy5cvp1ixYmndlVRF4cKF8fPzU/+8vb3Tukupgo8fP1KpUiXMzc05fPgw9+/f57fffksVfZC0hpeXl949O378OABt2rRJ4559PWbPns3SpUtZvHgxDx48YM6cOcydO5dFixaldddSBb179+b48eOsX78eb29v6tatS+3atXnz5k1ad+1/Qkpr9Zw5c5g3bx6LFy/Gy8sLZ2dn6tSpQ1hY2P/2Q6kiOfgNACkrIf9bERgYKAPymTNn0ror3wQZM2aUV65cmdbdSDWEhYXJefPmlY8fPy5Xq1ZNHjx4cFp3KVUwadIkuXjx4mndjW+C0aNHy5UrV07rbvwjGDx4sJw7d25ZkqS07spXo1GjRnLPnj31jrVs2VLu3LlzGvUo9RAZGSlrNBr5wIEDeseLFy8ujx8/Po169fX4fK2WJEl2dnaWZ82apR6LioqS7e3t5aVLl/5P5/6uPCj/XxASEgKAg4NDGvckdaHVatmyZQsRERF4eHikdXdSDf3796dRo0bUrl07rbuS6nj8+DEuLi7kzJmT9u3b8+zZs7TuUqpg3759lClThjZt2uDk5ETJkiVZsWJFWncr1RETE8OGDRvo2bMngiCkdXe+GpUrV+bkyZM8evQIgNu3b3P+/HkaNmyYxj37esTFxaHVarGystI7bm1tzfnz59OoV6mP58+f4+/vT926ddVjlpaWVKtWjYsXL/5P50pzNeP/b5BlmWHDhlG5cmWKFCmS1t1JFXh7e+Ph4UFUVBTp06dn9+7dFCpUKK27lSrYsmULN27c+FfGiVNC+fLlWbduHfny5SMgIIBp06ZRsWJF7t27h6OjY1p376vw7NkzlixZwrBhwxg3bhxXr15l0KBBWFpa0rVr17TuXqphz549BAcH071797TuSqpg9OjRhISEUKBAATQaDVqtlunTp9OhQ4e07tpXw9bWFg8PD3755RcKFixIlixZ2Lx5M1euXCFv3rxp3b1Ug7+/PwBZsmTRO54lSxZevnz5P53LZKD8wxgwYAB37tz5T1nM+fPn59atWwQHB7Nz5066devGmTNn/vVGiq+vL4MHD+bYsWNJdj3/BTRo0ED9/6JFi+Lh4UHu3LlZu3Ytw4YNS8OefT0kSaJMmTLMmDEDgJIlS3Lv3j2WLFnynzJQVq1aRYMGDXBxcUnrrqQKtm7dyoYNG9i0aROFCxfm1q1bDBkyBBcXF7p165bW3ftqrF+/np49e5ItWzY0Gg2lSpWiY8eO3LhxI627lur43KMny/L/7OUzGSj/IAYOHMi+ffs4e/Ys2bNnT+vupBosLCzIkycPAGXKlMHLy4uFCxeybNmyNO7Z1+H69esEBgZSunRp9ZhWq+Xs2bMsXryY6OhoNBpNGvYwdWFjY0PRokV5/PhxWnflq5E1a9YkBnLBggXZuXNnGvUo9fHy5UtOnDjBrl270rorqYaRI0cyZswY2rdvDyiG88uXL5k5c+Z/wkDJnTs3Z86cISIigtDQULJmzUq7du3ImTNnWnct1RBfCejv70/WrFnV44GBgUm8KinBlIPyD0CWZQYMGMCuXbs4derUf+phTA6yLBMdHZ3W3fhq1KpVC29vb27duqX+lSlThk6dOnHr1q3/lHECEB0dzYMHD/QmlX8rKlWqlKSU/9GjR7i7u6dRj1Ifa9aswcnJiUaNGqV1V1INkZGRiKL+sqTRaP4zZcbxsLGxIWvWrHz8+JGjR4/SrFmztO5SqiFnzpw4Ozur1WWg5EqdOXOGihUr/k/n+q48KOHh4Tx58kT99/Pnz7l16xYODg64ubmlYc++Dv3792fTpk3s3bsXW1tbNUZnb2+PtbV1Gvfu6zBu3DgaNGiAq6srYWFhbNmyhdOnT3PkyJG07tpXw9bWNkmekI2NDY6Ojv+J/KERI0bQpEkT3NzcCAwMZNq0aYSGhv4ndqpDhw6lYsWKzJgxg7Zt23L16lWWL1/O8uXL07prqQJJklizZg3dunXDzOy7msa/Ck2aNGH69Om4ublRuHBhbt68ybx58+jZs2dady1VcPToUWRZJn/+/Dx58oSRI0eSP39+evTokdZd+5+Q0lo9ZMgQZsyYQd68ecmbNy8zZswgXbp0dOzY8X/7oVSoMko1eHp6ykCSv27duqV1174KyV0TIK9Zsyatu/bV6Nmzp+zu7i5bWFjImTNnlmvVqiUfO3Ysrbv1zfBfKjNu166dnDVrVtnc3Fx2cXGRW7ZsKd+7dy+tu5Vq2L9/v1ykSBHZ0tJSLlCggLx8+fK07lKq4ejRozIgP3z4MK27kqoIDQ2VBw8eLLu5uclWVlZyrly55PHjx8vR0dFp3bVUwdatW+VcuXLJFhYWsrOzs9y/f385ODg4rbv1PyOltVqSJHnSpEmys7OzbGlpKVetWlX29vb+n39HkGVZ/jpbygQTTDDBBBNMMCF1YcpBMcEEE0wwwQQTvjuYDBQTTDDBBBNMMOG7g8lAMcEEE0wwwQQTvjuYDBQTTDDBBBNMMOG7g8lAMcEEE0wwwQQTvjuYDBQTTDDBBBNMMOG7g8lAMcEEE0wwwQQTvjuYDBQTTDDBBBNMMOG7g8lAMcEEE0wwwQQTvjuYDBQTTDDBBBNMMOG7g8lAMcEEE0wwwQQTvjv8H+diUQDAa89hAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(x_mat, y_mat, c=u_mat)\n", - "plt.xlim(1, 10)\n", - "plt.ylim(1, 10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Destination forms a Rectilinear Grid\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's imagine that we can stretch and squeeze our source grid to form a rectilinear grid. From the plot above, we can imagine taking the top points and stretching them all the way to the top of the plot, bringing every point below those along for the ride. This is equivalent to converting the $x$ and $y$ values to their respective index coordinates on the grid, which we can accomplish by using `np.mgrid`. On these new, \"integerized\" coordinates, we can plot the utility values as before. The result is a rectilinear grid of utility values that maps one to one to the curvilinear grid. For illustration, we can also see that the original rectangular space on the curvilinear grid has now been stretched to a triangular space on the rectilinear grid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.730546Z", - "iopub.status.busy": "2023-02-08T23:21:53.729545Z", - "iopub.status.idle": "2023-02-08T23:21:53.917592Z", - "shell.execute_reply": "2023-02-08T23:21:53.917592Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dst_x, dst_y = np.mgrid[0:n, 0:m]\n", - "plt.scatter(dst_x, dst_y, c=u_mat)\n", - "plt.scatter(\n", - " dst_x[cond],\n", - " dst_y[cond],\n", - " s=20,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:53.920592Z", - "iopub.status.busy": "2023-02-08T23:21:53.920592Z", - "iopub.status.idle": "2023-02-08T23:21:54.043123Z", - "shell.execute_reply": "2023-02-08T23:21:54.043123Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(\n", - " dst_x[cond],\n", - " dst_y[cond],\n", - " c=u_mat[cond],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:54.046121Z", - "iopub.status.busy": "2023-02-08T23:21:54.045121Z", - "iopub.status.idle": "2023-02-08T23:21:56.389764Z", - "shell.execute_reply": "2023-02-08T23:21:56.389764Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# src = np.dstack([x_mat.flat, y_mat.flat])[0]\n", - "src = np.vstack([x_mat.flat, y_mat.flat]).T\n", - "dst = np.vstack([dst_x.flat, dst_y.flat]).T\n", - "\n", - "tform = PiecewiseAffineTransform()\n", - "tform.estimate(src, dst)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.391764Z", - "iopub.status.busy": "2023-02-08T23:21:56.391764Z", - "iopub.status.idle": "2023-02-08T23:21:56.596788Z", - "shell.execute_reply": "2023-02-08T23:21:56.596788Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out = tform(src)\n", - "x_out, y_out = out[:, 0], out[:, 1]\n", - "plt.scatter(x_out, y_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.598788Z", - "iopub.status.busy": "2023-02-08T23:21:56.598788Z", - "iopub.status.idle": "2023-02-08T23:21:56.802813Z", - "shell.execute_reply": "2023-02-08T23:21:56.802813Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 100.0)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out = tform.inverse(dst)\n", - "x_out, y_out = out[:, 0], out[:, 1]\n", - "plt.scatter(x_out, y_out)\n", - "plt.ylim(0, 100)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.805814Z", - "iopub.status.busy": "2023-02-08T23:21:56.804815Z", - "iopub.status.idle": "2023-02-08T23:21:56.897333Z", - "shell.execute_reply": "2023-02-08T23:21:56.897333Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "out_m = 10\n", - "out_n = 10\n", - "out = warp(u_mat, tform, output_shape=(out_m, out_n))" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.900332Z", - "iopub.status.busy": "2023-02-08T23:21:56.899332Z", - "iopub.status.idle": "2023-02-08T23:21:56.974851Z", - "shell.execute_reply": "2023-02-08T23:21:56.974851Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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FZvA6nRiv04nxOp2Ykfo6/bs7lw95kx+AFAIDQIqaDUypVIrvfOc7USqVip5S1bxOJ8brdGK8TifG6/T/nfE3+QH4eKjZOxgAqpvAAJBCYABIITAApKjZwDz00EMxY8aMGDduXLS0tMTTTz9d9KSq0t7eHpdccknU19dHY2NjXHvttXHgwIGiZ1W19vb2GDVqVKxcubLoKVXn9ddfj5tuuikmT54cEyZMiLlz50ZXV1fRs6rK0aNH47777osZM2bE+PHjY+bMmbF27doYGBgoelphajIwO3bsiJUrV8aaNWti//79cdlll8VVV10Vhw4dKnpa1di9e3e0tbXFs88+G7t27YqjR49Ga2trvPvuu0VPq0r79u2Lzs7OuPjii4ueUnXefvvtWLRoUZx11lnxxBNPxJ/+9Kf40Y9+FGeffXbR06rKAw88EA8//HBs2rQp/vznP8f3v//9+MEPfhAPPvhg0dMKU5PfpvyZz3wm5s+fHx0dHYPnZs+eHddee220t7cXuKx6/f3vf4/GxsbYvXt3XH755UXPqSrvvPNOzJ8/Px566KH43ve+F3Pnzo2NGzcWPatq3HvvvfH73//eVwn+jaVLl8aUKVPiJz/5yeC5L37xizFhwoT42c9+VuCy4tTcHcz7778fXV1d0draOuR8a2trPPPMMwWtqn49PT0REXHOOecUvKT6tLW1xZIlS+LKK68sekpV2rlzZyxYsCCuu+66aGxsjHnz5sUjjzxS9Kyqs3jx4njyySfj4MGDERHx0ksvxd69e+Pqq68ueFlxzviHXZ6qt956K/r7+2PKlClDzk+ZMiXefPPNglZVt3K5HKtWrYrFixdHc3Nz0XOqyqOPPhovvPBC7Nu3r+gpVevVV1+Njo6OWLVqVXzzm9+M5557Lu68884olUrxla98peh5VeOee+6Jnp6emDVrVtTV1UV/f3+sW7cubrjhhqKnFabmAvOhf/2o/3K5fEof/z+SLVu2LF5++eXYu3dv0VOqSnd3d6xYsSJ++9vfxrhx44qeU7UGBgZiwYIFsX79+oiImDdvXvzxj3+Mjo4OgfknO3bsiK1bt8a2bdtizpw58eKLL8bKlStj6tSpccsttxQ9rxA1F5hzzz036urqht2tHD58eNhdDRHLly+PnTt3xp49e07rr0kYCbq6uuLw4cPR0tIyeK6/vz/27NkTmzZtir6+vqirqytwYXU477zz4sILLxxybvbs2fHzn/+8oEXV6e6774577703rr/++oiIuOiii+K1116L9vb2j21gau49mLFjx0ZLS0vs2rVryPldu3bFwoULC1pVfcrlcixbtix+8YtfxO9+97uYMWNG0ZOqzhVXXBGvvPJKvPjii4PHggUL4sYbb4wXX3xRXP7HokWLhn2L+8GDB2P69OkFLapO77333rBfwFVXV/ex/jblmruDiYhYtWpV3HzzzbFgwYK49NJLo7OzMw4dOhR33HFH0dOqRltbW2zbti0ef/zxqK+vH7zja2hoiPHjxxe8rjrU19cPe09q4sSJMXnyZO9V/ZO77rorFi5cGOvXr48vfelL8dxzz0VnZ2d0dnYWPa2qXHPNNbFu3bo4//zzY86cObF///7YsGFD3HbbbUVPK065Rv34xz8uT58+vTx27Njy/Pnzy7t37y56UlWJiI88Nm/eXPS0qvbZz362vGLFiqJnVJ1f/vKX5ebm5nKpVCrPmjWr3NnZWfSkqtPb21tesWJF+fzzzy+PGzeuPHPmzPKaNWvKfX19RU8rTE3+HAwA1a/m3oMBoDYIDAApBAaAFAIDQAqBASCFwACQQmAASCEwAKQQGABSCAwAKQQGgBQCA0CK/wdefDygy/aTMAAAAABJRU5ErkJggg==", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.imshow(out, origin=\"lower\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.977852Z", - "iopub.status.busy": "2023-02-08T23:21:56.977852Z", - "iopub.status.idle": "2023-02-08T23:21:56.989852Z", - "shell.execute_reply": "2023-02-08T23:21:56.989852Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "x_new = np.linspace(1, 10, 100)\n", - "y_new = np.linspace(1, 10, 100)\n", - "\n", - "x_new, y_new = np.meshgrid(x_new, y_new, indexing=\"ij\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:56.991853Z", - "iopub.status.busy": "2023-02-08T23:21:56.991853Z", - "iopub.status.idle": "2023-02-08T23:21:57.308406Z", - "shell.execute_reply": "2023-02-08T23:21:57.308406Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "src_new = np.dstack([x_new.flat, y_new.flat])[0]\n", - "out = tform(src_new)\n", - "x_out = out[:, 0].reshape(x_new.shape)\n", - "y_out = out[:, 1].reshape(y_new.shape)\n", - "\n", - "\n", - "plt.scatter(x_out, y_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.311407Z", - "iopub.status.busy": "2023-02-08T23:21:57.310408Z", - "iopub.status.idle": "2023-02-08T23:21:57.324410Z", - "shell.execute_reply": "2023-02-08T23:21:57.324410Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "u_out = map_coordinates(u_mat, [x_out, y_out], order=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.327407Z", - "iopub.status.busy": "2023-02-08T23:21:57.326408Z", - "iopub.status.idle": "2023-02-08T23:21:57.670959Z", - "shell.execute_reply": "2023-02-08T23:21:57.670959Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(x_new, y_new, c=u_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.673961Z", - "iopub.status.busy": "2023-02-08T23:21:57.672960Z", - "iopub.status.idle": "2023-02-08T23:21:57.780986Z", - "shell.execute_reply": "2023-02-08T23:21:57.780986Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(u_out, origin=\"lower\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:57.783986Z", - "iopub.status.busy": "2023-02-08T23:21:57.782987Z", - "iopub.status.idle": "2023-02-08T23:21:59.093747Z", - "shell.execute_reply": "2023-02-08T23:21:59.093747Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.096746Z", - "iopub.status.busy": "2023-02-08T23:21:59.096746Z", - "iopub.status.idle": "2023-02-08T23:21:59.108748Z", - "shell.execute_reply": "2023-02-08T23:21:59.108748Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "unstructured_interp = UnstructuredInterp(u_mat, [x_mat, y_mat])" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.111747Z", - "iopub.status.busy": "2023-02-08T23:21:59.110749Z", - "iopub.status.idle": "2023-02-08T23:21:59.124747Z", - "shell.execute_reply": "2023-02-08T23:21:59.124747Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "unstruc_out = unstructured_interp(x_new, y_new)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.126747Z", - "iopub.status.busy": "2023-02-08T23:21:59.126747Z", - "iopub.status.idle": "2023-02-08T23:21:59.234269Z", - "shell.execute_reply": "2023-02-08T23:21:59.234269Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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jq2Ja2pTXK3MiMq7gLrNZMbJYpLr9PUolZEYlWKmbFl2T5TZeIeO26c5tn5o814b7NlDBPJd1wTbsW/2Q4ke2L1GKn3mRpsc6no++u7d7ZY77x3/8R3z84x/HFVdcgbPPPhu/+qu/is2bN+Pb3/42gIWH9sEHH8Qdd9yBq666CuvXr8djjz2GN998Ezt37vRMRQgh5CTAtQlddtll+MY3voFXX30VAPC9730Pzz77LD72sY8BAPbt24cDBw5g8+bNnXNGR0exceNGPPfcc4uOeeTIEczNzSX/CCGEnBy4zHG33XYbDh06hHPPPRfDw8OYn5/HPffcg6uvvhoAcODAAQDAxMREct7ExAT279+/6Jizs7P46le/WmbthBBCBhzXJvTkk0/i8ccfx86dO3H++efjxRdfxPT0NKampnDDDTd0+rVa2rYsP3uX7du3Y9u2bZ3jubk5rFmzpvtFGdVSW6ItqGqphrCQK4UQtw93s9De4yk74HOzLq/zlHXnzmkoymU7+j6yVUxrchtXZm/j3GwV1qhDpZQ+g1b2AUJrU/myxGF035TsacpF3jQ9g10GIi3PkHZui5sal2OQFVpH5LVaRF3fUS79xbg2oS996Uu4/fbb8alPfQoA8P73vx/79+/H7OwsbrjhBkxOTgJYeCNavXp157yDBw+qt6N3GR0dxejoqGcZhBBCThBcmtCbb76JoaH0lOHh4Y6L9tq1azE5OYldu3Z12o8ePYrdu3fjkksuqWG5hBBCTiRcb0K//Mu/jHvuuQdnnnkmzj//fHz3u9/FAw88gM997nMAFsxw09PTmJmZwbp167Bu3TrMzMxg5cqVuOaaa3pyAYQQQgYX1yb0u7/7u/jN3/xNbNmyBQcPHsTU1BRuvPFG/NZv/Vanz6233oq33noLW7ZswRtvvIGLL74YzzzzjD9GqB3QsS1bxvUCrWlJycRbWOWLPSlmsvEXJW+FTh3kiBvyaDeOcV2aFlLtox9KgefObSlTe6R1WCl9gMR+oWKgLP1LrKNS2QdJTRpRdhojfMfS/oK4uLbUceoqA9GrFD8A2vNRyYuh+bRN3NOR+AFroOzDMRUAWUwryG+nYebm5jA+Po6PvPf/YmToFABAazi68mHhBSDMg4j7irYwLB+e4nODahPOFnG7/GLUvLHAK8cRv7xqHuNcsy8K2xbOjQ7k32y1xuJ23VZ8nB+3u7bFjuNr8Myj/nBVWJO+j2X7ytxqRl/5t1/1FRuAee3F86o2OW98rMaxr6cVt4u+LeN4qGX3HYr7ik1G/t9Vtg+3is8dFvMMR+3DYk1S2I/7jrSK2xY7dyjaokfEJiT7xmMvk33FvHH7SCvtu6xlzxO3xz8f+ck7uO+Sv8ahQ4ewatUqWDB3HCGEkMY4ubNoG5VWc+lPkiqsdVZHtdL4WOlOVF87nUtsPgk5F/OaTGxV3LmV2Uzcp9TNN3NuSbOfqworFjO5RX3l24DlCm6tKZNNp2VUOdXWRUfGbevNKOeOLkMnopMzNVnTYXIWtbQ1PRKdTfNcQyl+2uK+JW8hvcrWnXktmZdplArcu484XLT5JkQIIaQxuAkRQghpDG5ChBBCGuPE04SCYfDvlXu30nGk/lI8p3KTrbCksrpCVqsx1pRPr2MswlEdNZPNxZyntiqsuZIQ0tus8CDnzi2eEcO+rr4qaw1ibFfZB7EGsyqrKscgveO6D2GQmlZZjUhLKA6NaIlS/GRT5nhKOSRrsPvOx7qOePbmxXe1TAqdBZfzjsNFm29ChBBCGoObECGEkMbgJkQIIaQxBk8Tkvnala5Tk87jKY9dRVuyyiTD1nmkdmB65htxTtmyFYamojSsHsUJZfO5OM71aGctww6fjTGK7k0uRY4dU1RP2Qc5j06fY2hPxhoW1hHFneU0IKVxFf/+yHikJIOXmSrITvHj0Yh6leIniHFltgVziZ7YH9kktaf4uKaS4560PXwTIoQQ0hjchAghhDQGNyFCCCGN0b+aUGh3AjPiOI+iMuHd4Cr3Pdz9PPk8c63CxpC7niTGSLRZueSUVGbM49Fq5HEm9srWtAztyZunzTFPMOaR2oyVk84VYySaPPP0Knapkk5lPIwtmcVcCVWWRmT/PiQ9ZYZwQyPy5ZkD4hvXUl9APXnm1N+fOvPOxbE/qsxDmhm7bNnwhXki7Sya56hda92aghBCCFk6uAkRQghpjP41x5UlMUnVl6bHNLl5xlXlF+pL42ObpMShYQFRZhhrUR6zWY0u2soYVNIV3DSLyb65a7VMY9l0OsXz6HFjl9pc6p3iNZnjQrhH58yWRi2HbBmIuN3jvi179sg8l//1LpfiJ2uKr5Lyx7KlGqY8OY5ZsVWOFTW9087VhyleDiGEELJkcBMihBDSGNyECCGENMbga0J1lmewykCYLs41pvgx0vhkNYmWYVtXIoqR0l/VjDbmzbldt+J5jHHkuZmy4R5NxXJll+loPKXAldndSuuTkTrSdDqizRy3+7IPQKp5+UqDi2fEKE+utRiPRlQhxY/sGY3rSfEDCDlGuSlbI3Wf4ke5aOfeCeJUQvOp5qLKPlhu14JYBzK1JDmuGDsuCfFOoCZECCFkAOAmRAghpDG4CRFCCGmMwdOEcrnqPefWpft0b/5cRHNwpPFR8TtyrOI2j9aRK5vQcmg3Vuoaj9aU018815Os2FEK3BNTlDtXkmg1VdLp5EoueLSn5MDWntJ0OuYS1HMca0RmDBGwJCl+ALsMhCd2Tz6osQ40pH4pcw/5cVQqIUeKH5l6Zzh+KHLpgMTFt4diPen4z8cYJ0QIIWQQ4CZECCGkMQbDHFcyu3Ul923pGlpXVm25BkcaH2kGkPOk5qxM1VXDpKbGFa/vnszSSRVQaT4xzXHS3FPebbxSZuzYfJUxv1nWFculWY6lDFKejNvKVFfsDp1ND2S4+SrX9tjtXa0gk7an7ehbV4qfzOOULE99dzK1TfcZo5N5lenLtoW1oy9+WN4XwxVcmtCGHe7cKh2QqpK7+DjH1C9LMXwTIoQQ0hjchAghhDQGNyFCCCGN0b+aUAjHdQFLjpE5NBIbpq3jmJVWM/pRrJvowpGG3dRbXiIYYoF1fUaqGgCJxpVzCbYM5lqXKja2K9dWj66jcxR1fa76eqx0OoYW5S7lYGg3ptu1p+xDxm1c61SRO7RMp2O4VqsnzdCIlCbqKRnh6VslxY/QVFpS9yw8c5FhY/0low+llaENbUaMC0iXbtudO/5bpjSgukpCiGnb88cP3plnZVVCCCEDADchQgghjcFNiBBCSGP0ryZUQJBpSDyxP1XS9FQ51+jrSeOTi+uAIYeZcSkZrcaKG/KkrlEpZKzYn4yu49OTRFdXeqBY+5OxMbJv+XnM2B8xjSf+yKVTGeXJ1TzWmkSrTpkjxzLS9ixVih/5+xK3yc7yJsexM0JvkRpR+qfAjguSKbxCrO1kYorM9F9CI4rLQpglIaBT/sQxSPG5jBMihBAyEHATIoQQ0hiDYY5L3t8dKau9qXcSn1RHX5mRVyzR585tmPJMu5Lteqxez+N55LieyqryVMtlW5nYuu+rvg1rHke2a2W+UvNYjUZfOY9nTbm+8SMh+8qu0kRopMiBNJt51hTPqdbUvXmusRQ/4kFIXPPFmera47FVWptie6l2Yk77qkzZcbthUgOkW7YwEVppfKQ5sWTKn/lMlvKiIQghhJAlhZsQIYSQxuAmRAghpDEGQxPyUFbXWTihuK9HX6rRnbt8eiA5jzjVaMunvSnWw0yX7azO0/0aTP3F0dd0YZbnyjRPspyBSpET9xXzLFFf6/p06qDih0bNY7inq+fFoRE1luJHaTnRmuR6057CvdseN25V2XTEuPafDZHSR2lnQ1HfIPoWf3lBPEBlU/6wsiohhJCBgJsQIYSQxuAmRAghpDH6VxMK4bhd1qO/5MaMkfpLbAfOlVyIy1ZnS1F7YorEqShG9Y3jR6zS3xBxQyo2SU7UfXodvcbi/EBa5ynum9d5im34Hv3IKmORi1UKbal1FK+hUjodq69Yorq+ttGmdJ/i5DWmRpQpRWFpRK4UP5mHIu3bvQa0cLJx7SrGSK6jeE3xuCqEaF4+P8XlEHS6suL4HfV7ZqT8MdP9AGiL+1iUtmfe0I4kfBMihBDSGNyECCGENAY3IUIIIY3Rv5pQEVXidSytBvDF85gxReI40n2UfuTJJafWZwkCjvxvjrIP6lSjzAMAs0SBOW+lOCFDLAPMOBur5EK2r9QOonk9ZR9q7SuaE6XDuFYgvV4rhkj3da7JKgOhcrpFbSovXvEaWzJeJxcnZGqdxX839HNq5+dLxxHHRlkI/adKlPeOvlwVQ2TknVNxQbl8dlH/EK33GDUhQgghgwA3IUIIIY0xGOa4xP6Q6duOXieHhf9znal3EjNZ9+7cZqqdzFjKlKdS/ERthklQjSVdpz0u2xnTXWKasXzK5ameKqziOGe6K5uyyEqfA+TNdeaaajIRekxhufIM9jz1pPhRqDUZYRTiVB1JUOxmLV2cVVmRuDlXlsD6M2J4c6vHI+NGHpu7hqSrtByqbMqfdrFZb6GvqOAaFjfltWmOI4QQMghwEyKEENIY3IQIIYQ0xmBoQgbSZqnTWbgGi0cy2mAaXc00PrlxVMluy/1TTmyNI081dB2Hy7Y61bz24nHUtGq9GbdrT3odY01miYKMVKauL9YvlLYhTjVc2W3XaWOcRdpdJRdc85RM8SPnEWuyNKKWKq1RPI9OtWNrjrpUeLwmayx7HrNseO6BWoKUP1JnDiXLiM9b9d8FfBMihBDSGNyECCGENAY3IUIIIY3Rv5pQaOO4rXJYfB5jlJF16i9JTI60N8uYoiTOJhdTFP1sxetgEdt1UgZCnGukc8nGIxmphDxxQ8qWbuhLSp8w7OWuUuCALxVPImrlyktE51XQX0xdCuJWVIrfsc81y1iI47LzeFL8ZOcRI6Ul7DNXYMnDmTihVvqQp32VXmSVRTHiqVRKn4K1FqzDbItEo7bUh2W5jOimqxQ/ubQ9BWXE5+d7qAn98Ic/xHXXXYfTTjsNK1euxAc/+EG88MILyULuvPNOTE1NYcWKFdi0aRP27t3rnYYQQshJgGsTeuONN3DppZdi2bJl+Ou//mu8/PLL+O3f/m389E//dKfP/fffjwceeAAPPfQQ9uzZg8nJSVx++eU4fPhw3WsnhBAy4LjMcffddx/WrFmDRx99tPPZ2Wef3fk5hIAHH3wQd9xxB6666ioAwGOPPYaJiQns3LkTN954Yz2rtrAqrXqyajtMd9l5kjQ3DtMdIMxmYho1r9W32GU7W4nU8DpVbqXy8hwVT31mMsN84kmv4zD7ZV3kjXZtqhMmkciEJc2s1vrdJkKrr2w3xqkrxQ+QftU5t+X43miX+WI3a5+Lufh9Ual3RN/4F8KTjTsTTSLNdbEZzZPyRxnY5L0w/5SljSptT5xBPK6sag0q19N1TwBPP/00NmzYgE984hM4/fTTccEFF+CRRx7ptO/btw8HDhzA5s2bO5+Njo5i48aNeO655zxTEUIIOQlwbUI/+MEPsGPHDqxbtw5/8zd/g5tuuglf+MIX8Ed/9EcAgAMHDgAAJiYmkvMmJiY6bZIjR45gbm4u+UcIIeTkwGWOa7fb2LBhA2ZmZgAAF1xwAfbu3YsdO3bg+uuv7/RTGWpDKMxkMDs7i69+9avedRNCCDkBcG1Cq1evxvve977ks/POOw9f//rXAQCTk5MAFt6IVq9e3elz8OBB9Xb0Ltu3b8e2bds6x3Nzc1izZk3aKXZ7lK7SVnmGtjB+VintYJEZx9ZFHG7kVjkJOW+NbuOmy3bOXp50le6d0oYfH8hxBZbmJW3p1rkq9YuRXseh1chz8+7c0TPSllpA8bxqXI9umFu/MU59KX4grl30VdVTu2sD0mdRl1Qo1qVy58q7Ef8H2ywJAaTPvMqH1X3KHy30iBXG37Noa8sSMNE8HnduQLp0R27hvSrlcOmll+KVV15JPnv11Vdx1llnAQDWrl2LyclJ7Nq1q9N+9OhR7N69G5dccsmiY46OjmLVqlXJP0IIIScHrjehL37xi7jkkkswMzODX/u1X8Pzzz+Phx9+GA8//DCAhf8RTE9PY2ZmBuvWrcO6deswMzODlStX4pprrunJBRBCCBlcXJvQRRddhD/7sz/D9u3bcdddd2Ht2rV48MEHce2113b63HrrrXjrrbewZcsWvPHGG7j44ovxzDPPYGxsrPbFE0IIGWxaQdZCaJi5uTmMj4/jIz/9aYy0Tln4MDZqDksDs0grEbdLHURqQqq9+Nyg5o3ah0SbjBWI2mWqdKVDyXnj41zf4diOLdcgxy1eg07nrgzmi86pxpXnWm1qXNFXrSltT861rlWea7WJea05Fz83OrDasmsy7lNmXGte1/XINjlPy2hzrFHfl2KNJbv+ltGmzjVSC3nOzd5TI2+S1IjUfTLOHZI6ldUmdZ/iNcgy4qo9jsWK5px/8238v+tncejQoazEwgSmhBBCGoObECGEkMbo3yza7XD81S82zWTKW8bWRRWbVMEd2syq7UgHpNKS5IyhrpQ/hiu7dW4mMbnK9J2cK1/ti9OWqLvkqXiaqayatFopfTJrMue1XMqxmNt11Dfjemy6XRtu5Gbm7ty8Kqs5ismZ2IyuVdyu9T13pOIpWN9i55oZuXORGw4X7dT1uzjVjlyCntNeUrAuviZ3biB16W4ZYQYWfBMihBDSGNyECCGENAY3IUIIIY3Rv5pQHeQEF0vLqTOdTuICaaTPAUw9xpPyJ1exNS3lUFzmYfF5o74obFJrzFVh9egvpundSukDkTbGUzbBo0uJD3JaYNKeTXsTPRNWmiHA1IiUNiNO9aUdMsYRx5ZGpNqUtGClvTEmzvx3W197uZQ/usxD8Uwqx2aVlD+qSmvx3yd1rUY2IOW6LjWi+Pdj/nhbu5eVVQkhhJC64CZECCGkMbgJEUIIaYzB0IQSQ7HM55IRVTx44mw8+pE1jieWKVMiuhXZhUOuTIWpaYklyNQpiZ5k62Fx3FCuFLjVpuM6PDFGcuhyZR/yMUUCh6aSak/F46i+nlIUgB27ZKSncZURz2lNRrkJaw1yHn2tllaDwjZgEX3MiJ1RpTaiC7L0loX2Yl2npXQdcW5dZcTl/TdKqOTSEBW1ybLgFnwTIoQQ0hjchAghhDQGNyFCCCGNMRiakAezFHim3HdMRrtJYjVy+lEiacl4HTuex8w7Z8UNyfUa82gbfS4XXtySiZ3xlALvcr2qs1xHLsebMY6ZY0zFFGX0mKSvmMdTClxMWzbPnJwnq92U1bQyOekqlUE3NYniWJms/mUMlY1dSj7ICYXFAy1ZGXEzT56M5ZNxQeL5ig+N+23BNyFCCCGNwU2IEEJIY/StOS6E0HnlTMw2OddjMUaMu7RDt31z6YFc5RjEuUb6DSvljzKxWfctU/pAp1mJXrszdg1XOp04zb1lbgNMk5snvY40X6kKtIUHi5nJik1hGUuLWJNos8xzjhQ/ak0Os5nHRTvn/myWkKiyJsvcq0xoNab8SSzOtoktfjZVm+XODSRrrtWdOzGpiTYZCmHNm4SIMG0PIYSQAYCbECGEkMbgJkQIIaQx+lYT6ppMuW+zr9Wu9BZLT8qkqLD6Kj1GNBvpgVRfM3VHscu2tj1nBm4X29pVmntDz5OlwK10OgojrY+n7INOxWPoYx6tRoylSml4SiHUlOJnYaxiPc9XclwuMvo5V2Lc0nnEsKbbeC71Tly2Qs1ZY8ofjzt3fLJMh5XLdBO7aDvcuXWaHiMEY140OdL2hOQ+MG0PIYSQAYCbECGEkMbgJkQIIaQxBkMTSlLxZPpaZR/UuPWk8dGxGCjsa5b+ln2B1MavbMjd95VxBXHckJXGHlgsvU4cryDONfQlT+ySle5/od1IQ+Qo+5CP34nTJtnxFnbKHzsNUW3pdERfT7lyVaIgHrtC/I4nbY+6AONeZJ+ReCyH3iL7q3g2FXMU/VxnTJF8xuN7nBGqEt1Hjdt9XxmPZ5YVj8dh2h5CCCGDADchQgghjTEY5rgYTyVVR4qfhbGNFDlN9IV0J+7evTvfN87IK9eQ+cCo9uqpwmqZwqyUPkAmlZCcR7qdDpd1nRZrkqYKy3SUqYprmhMd47pS5ijTV7F5zlXxtELaHo8reJ197RQ6tkmqZ+7cZrbrzDzx73cmZZGV3ihI85uVAij+eZ4u2oQQQgYAbkKEEEIag5sQIYSQxhg8TUhSZ2mHtLOYR7RbpRCkvdnom00PZPW1XLZdfWU6nbSrSu9iaDfapTP+0XZTRuI2bqT0wSIaUWIuz8xTuq9s6l4jyqXigaVpebQOuUalnfV+TZXS9ri0GmMNcGpnLpfzpXfnXji1WOdpWf7qmTCQouqoC10zYQlFJSNyabeM5RFCCCFLBjchQgghjcFNiBBCSGP0rybUbh83xlrpdCTBMOJbfd+d811yc1aI/UnIlRy3+hrzaP2ieB4dg5NJD2SkslE2cTNOqDgFiFxDTiOybNBWaXCtqXj6iiVYGpEjFU82xU+yPjGuQyPyxP6o2BgZL1J03iKLcKXtqZAeyNTkjGoGilxMzhLEFAGwY7ykzhPPY6T/UadaKX0WmbeoZESLcUKEEEIGAW5ChBBCGqN/zXERwTAd2Sc6UvzoSdNjjzu3oh5XcPVarVyCDRNhzmU7xqjCCkjzUPeZvWVKH5c7dMY8l6b8sUmznkvzg+gbj9bO9ZVLip7bKil+DFOYerKqmKgcbtcqNCLxzhXPjydtjyflTzZ1TXHfTEJ0Ow1RZiyzc/KrI1Pi2OMmJjaPidBK/yPm0Zm87Wc+eTbjrsyiTQghZBDgJkQIIaQxuAkRQghpjIHQhBJUmp7y52pXxZLaTaZERKxBmFVXu5k3PlV2TYy7xWUeAKEniXuYq4CapH4xUvosrKlYU6lS9kG7kcc/SnduAzmMoxKpRyOqlOJHHCN5njL3SY5laSrGf0k9btfZiq2OVDZmyh9D75LnZnUcRwVXU6tBcZtaR0arsc8VpxrfnZK3LfEs45Jtla9Nnh/5fBvwTYgQQkhjcBMihBDSGNyECCGENMbgaUISaTRuR/tqrpy3GivWL8S4VhqfXJxQlRgjh/YEI/WLuabMGsy0Phm7dlpGvL6yD+pOGOUlLI2opXRCMU8cL+JI8SP7u1L85NLcJHNmbPgynYuxJlfZbetctYb6Uv6ULe/tiinKnWt0zZfsttaQWVR0H3U8j1hj/D07ZOdcXJAqGVEQMqi+CwO+CRFCCGkMbkKEEEIag5sQIYSQxuhfTSgE5LOAdTNGTI255BK6N7pacSgLHcrrR6ltWoyjYoFCcV+HnmTnlVv45Pj6hL1Z2bWNctI5jWg+ahfamaUR6TgaI09btmxCPWUglDbgKaWtuhq6lSdWxlEeO68fOfLOWfFInpLdjpii7LnWcaavlf9NfXnW34aM7maV93aVTJ+Xayr+HY71ImpChBBCBgJuQoQQQhqjf81xMZG7dBhK901XaQc1bnEaHzOFT2Ycc2uvUoVVlWNwjO1J/5M15cV9i1P6AJmyD8paGpm+stVFjXZHVdZcip+WlSLHY54z3NEBiLQ9HhdzueDu16TuqcPF2VeKwnGc+94dVVhLu3PLczPmK9sVX5xbXEUk6zZumvJqKhnhqu4qSUzX3f/95JsQIYSQxuAmRAghpDG4CRFCCGmMwdCELJQek+S5KT+uKt0gjKFDjrwYxrhZl+2ks8MVXDZ53LCV0dvSk4ReYZV9kPb9CmUfTI1Ips+RGktku+5Vip+F9oL1wat1yGfccDEXx6Z7dyadjqHmVUuR43C7Vte+FO7cYp6s9mS1WVqTbJIfWC7bnnusbowxsaPEuBo6Lp1BF21CCCGDADchQgghjcFNiBBCSGMMviZkkY3fqZDGJ8Yq/b3ovBEV9CTPPDp+oXhelYrHoSeZGpEsRaFKkBdrNR6NSKWqkenpozVZMUR6TSlSI7LqAeRS/KTrh2gz5s3Fi1jxPOJUsyyEFYcijvMpikR7ydifrKZVdlzkYnJQSJ1ak7pPUQodXWKheKz8mhxCVbcxRkulCc3OzqLVamF6evr4QkLAnXfeiampKaxYsQKbNm3C3r17q0xDCCHkBKX0JrRnzx48/PDD+MAHPpB8fv/99+OBBx7AQw89hD179mBychKXX345Dh8+XHmxhBBCTixKmeN+8pOf4Nprr8UjjzyCu+++u/N5CAEPPvgg7rjjDlx11VUAgMceewwTExPYuXMnbrzxxu4nabePv09bVU3rJEnRkjY5jGY+qrhsKxyrdFRhNd29lyrjtsM8p92fDRfnGlP8SJJ5czlZhq0M4imWSc2s2CpPyJmDPC7m8UGFtD1VUuRUyc7tyYxtfpV1mvms44y5y6ys6lqTw707Hkdm3zYo9SZ0880344orrsBHP/rR5PN9+/bhwIED2Lx5c+ez0dFRbNy4Ec8991yZqQghhJzAuN+EnnjiCXznO9/Bnj17VNuBAwcAABMTE8nnExMT2L9//6LjHTlyBEeOHOkcz83NeZdECCFkQHG9Cb3++uvYunUrHn/8cSxfvrywn8xAHUIozEo9OzuL8fHxzr81a9Z4lkQIIWSAcb0JvfDCCzh48CAuvPDCzmfz8/P41re+hYceegivvPIKgIU3otWrV3f6HDx4UL0dvcv27duxbdu2zvHc3JzeiGItQaTPUaUdasrakyVex1BmL0/0l8y4HpdtNY+RfkNOE/3sraxqntujsg8ejSib4idxcc64aJdM8SPJV4aNDuT9N+z0noqtC+2Gy7k4hieVUEl3bsBZCqEmd26tixiakcOVulatqYJ7t6UZme7d7jXFQlA8f/d/x1yb0Ec+8hG89NJLyWef/exnce655+K2227DOeecg8nJSezatQsXXHABAODo0aPYvXs37rvvvkXHHB0dxejoqGcZhBBCThBcm9DY2BjWr1+ffHbqqafitNNO63w+PT2NmZkZrFu3DuvWrcPMzAxWrlyJa665pr5VE0IIOSGoPWPCrbfeirfeegtbtmzBG2+8gYsvvhjPPPMMxsbG6p6KEELIgNMKwaonvfTMzc1hfHwc/2f5r2GkdcrCh1bZBKkJxe1D0qApjKGqvdV131Y8r9SElE3cWlP3xzItiXmuuk/d95X2caUvRdeb7WvOI8eNrjWrKxhj5VLXFNmxM/OG4cz6zTXJvo41malS7Puk12i1db9+uSazr2eNldZfvq89T+55Kjeuq29mnkr3tNtxgK6vff7tt/H/7v0NHDp0CKtWrTImZAJTQgghDcJNiBBCSGOc2Fm0e4nhNm66bHsybAtqrcJahZoquFoZt2337YVPisaqlOLHym49n3GdtqpSZkyRdtqhtG/pdDpwpvyx3LkdlVVz7tGFbr65Y4dJqlKKHOnyL58nj+u0YSLsmXu3Z02yKVfttWAeVlYlhBAyEHATIoQQ0hjchAghhDRG32pCIRy3UbesFDlGGh+pOZxU1FmF1aXzGOdm0wFFGoQrxc/CJ4uNs9BSIcUPLP1IrMAoC5FN+RN9P62chpKIHaLNkfInrxU4KriW1CDqnMdKYZQtuyGOE+1M6V81lYxwuo0vifaUW5NsLhAZqQkRQggZCLgJEUIIaQxuQoQQQhqjbzWhWlBlnYWhsi1T8ySNZl+7zHAfxg1Z8zrKPgBenafgvMy5VgwRkNOIHGUgjBgiOa47JieJe7J1KismR2LqVJlnwqVxmW3lS0RY7brN+j4Ertglsaaa9BdPyYgqsUu16jyGTGjGvsk1JYPKgYrhmxAhhJDG4CZECCGkMbgJEUIIaYwTWxM6EXBU2oj1gNL6ENCz0uDV4o+614j6Ic/cQru1XmmY7z5WJs2J5ogpku39EFMkj/smdun4j7WW3bbWLzGuRzZ5SkbI45ZxrVmBr2BNYR5dwzchQgghjcFNiBBCSGOc0OY4WTRWpZKwXLbV9lzc10oXstDXSDuUmUZVRF0KlGt7cddqJjbjXEeKn4Vzy5WByKb4icwKygzjcF/V9hNhyovNGj1y517oH7kI98qdO1cPoJLZz2oz5vGYBLPzpIeekhGJidZjuhPtvUoPVJvbONP2EEIIGQS4CRFCCGkMbkKEEEIao381oXbo2ESTFDm5lDge/aUJPCl9AFd6nZhKKX1ypcENt/FqOk/BeV2dG+kknhQ/Ujc09AqPO7ecp0537mBoWnKJ2r3YcBHukTt3Po1P99dT2u3ao0tVmidtUrqPMWVfpAfKrN/600AXbUIIIQMHNyFCCCGNwU2IEEJIY/SvJtQ02ViZSHQxyjwAwsya01s8lEzpA1RN62Ncg9RY4qZ+SfETCw1Kb6kQU1RTyh8VZyO/50SrEV2VtCHXXIy5JmnjVzFTdaXtKY6fWugaCw+ZNbl0nZpijDJdg9F3qdIDqRgjYxxPeiDGCRFCCBk4uAkRQghpjBPbHCfcoYNwhzbT+Ei/3grE6YOUIatSFVaHac9IYeQyzcl1qNQ18v29+NqXzDynzDYl3bk9FVuB8il/lJdyeXdu05RnZOdeaDZMOnJNxvPUstYg1+EwM3lMj/oZcBxXSTskKev6jYrpdeImy+SZM911aSJUf1sN+CZECCGkMbgJEUIIaQxuQoQQQhpj8DUhS1Op0x3adNk2SkIA1coxWG7Ynoqoxr1oiWurtSprksuj2H0bKJ/iR50rtRmzFEXGnduq2NqjlD85d+5U7LDXpHSToeI1WSlzTL1o4WSjsxjW0ow87t0eN2vJUlV7teb16jrWmtQ8NY1b8p5SEyKEEDIQcBMihBDSGNyECCGENMZgaEKRnV7ZkyvoPmb5b1n6u0rckLV+1dcRNyT1opJlH6R9vKcakbWMeE53KYdi6kr5o7SZOlP+OGKKkjT9uRIRVgqg7Dxx1+IYHPmBqRfJgUW7K8aoiq5Ta+yS0Sax9CNvCfKSaypbnmGxc4viqeTfEAu+CRFCCGkMbkKEEEIao3/NcaGNjm2nrhQ63qqm5lhxJmbVmB4a61cmQTWUUSnWeo/OZgE36JV5LpdSJp5THGdNaomZSbo4G2PlzHyGO3RfVHB1pqNJq72KNpVtPMJKMwSI9cuBZdd63LurpANS06j7WJPbuKSCO3R6m2p0MTfaymb2pos2IYSQgYCbECGEkMbgJkQIIaQx+lcTKktZDQWi5IJV5gHw6VShuAprNqVPbPf2aFryWnukEVVy35aY6XVSlEaUjNO9O7cep8aUPzVVcFWpeAydqiWuXbtsl9M6TL0ISO9TZtza3Ltz+kuVaq/BaPNUYZWU1WrUueX1MNNj3uOObqxPVeI14JsQIYSQxuAmRAghpDG4CRFCCGmMwdOEMjErrjQ+VeKGTJ1H9HXE87iup4pGlEzafYoNOValGCJLt8qMY33LvtLfKoileCxPTJEYKxdTZJVN0DZ9I6ZI2OKtFECmXiTnzWgoaXqj4jkX7ZCU+xDjqjgVR9kESz+S36WpdXjS6eS0Gse4ah3drgGLPIxW35L6kbEmxgkRQggZCLgJEUIIaQxuQoQQQhpjMDShWH/xxOfkNBNDJzHLPAB2fI+nFLi8HkNjUTNW0Xksm21TeeZiaioJAfjLQhSNVWdMEeaLy3CbOeiA5Lu1ctAtnFuhZEScZ65K6YP5zLmxTpXN6dYq7Kv0DCsmKpOjLl2f49olpobi0KXkPFnd8Di5+1RaPxLtyZyMEyKEEDIIcBMihBDSGH1rjgvtgPC/r4mtXGqb+LzEVOFw1wbslD+qb+xO7Ejpo8xkS1T2wTLP1ZniRw4dLam0aQ6o1TwXm6RUSvy63LnlWJlzE3OdMl8VV3S1THWLTJOaszzu3RkToWX6kvfYV+3VuL6cKTKxD8mutiksqV4rTUs5d2+rbyV3aId7esOmO1ZWJYQQMhBwEyKEENIY3IQIIYQ0Rt9qQl2j9IsKaW48Ltume7SYJ07rky3d0P25pkaUu9ZeaUTyXKM8RiWNSOkmcXqd7ofJunMn5Rh8Y7m0J7M8udSe4hQ59vNfm3u3Ix1QpZLjll6ETCUHKz2Qei7FodRJPG7LdZWXUPMY4k323Jr0o8ySispAWLdPwjchQgghjcFNiBBCSGNwEyKEENIYg6cJSc3EE1eTixtylNK2S4GXTemDRYyu3ZcGT9ak5jWuJ5fip0LJBXNYI3VQ38QURWTT/xixQJZeBAjNyFMyQsUqGSXGgfIxRobWpw6VppV75lFMXemBcs+AIxVPbeUlcmsw0gVpWaq7dDqLLqFV/HdD980EN71Lr9L2zM7O4qKLLsLY2BhOP/10XHnllXjllVeSPiEE3HnnnZiamsKKFSuwadMm7N271zMNIYSQkwTXJrR7927cfPPN+Kd/+ifs2rULx44dw+bNm/E///M/nT73338/HnjgATz00EPYs2cPJicncfnll+Pw4cO1L54QQshg0wrSZuXgP/7jP3D66adj9+7d+PCHP4wQAqampjA9PY3bbrsNAHDkyBFMTEzgvvvuw4033pgdc25uDuPj49g0dBVGWsv0gqWpy0qRI/pmzXGxicrRNz9u/G6c2ffV9Vmv77Z5Lh3GMa7DdV21WaZIzxqkmSnn2p6YaRx9axxXu2F3OW5m7N6NKz4w7oVl7smtwbJAqf6ZX49gmeMq9RUfmPdCfGBl9pY4TI/qnlt9HSZOz3eZTeNT0PfYO2/j23/2mzh06BBWrVpVfBIqOiYcOnQIAPCe97wHALBv3z4cOHAAmzdv7vQZHR3Fxo0b8dxzz1WZihBCyAlIaceEEAK2bduGyy67DOvXrwcAHDhwAAAwMTGR9J2YmMD+/fsXHefIkSM4cuRI53hubq7skgghhAwYpd+EbrnlFnz/+9/Hn/zJn6g2afoJIRSarGZnZzE+Pt75t2bNmrJLIoQQMmCUehP6/Oc/j6effhrf+ta3cMYZZ3Q+n5ycBLDwRrR69erO5wcPHlRvR++yfft2bNu2rXM8Nze3sBGFNjq+tmZphB65bGdS77vG9ZR9sFy4LfdtoHyKH7VeR3ojeZ8sd/Xy8qPpzg3UWMFVslQlI8y0PTWNK8Z2VXvNpQdK1iGeNaM6qlyjekQsd2+ZiUqVjKipvIRE6UfFTVkXZ6Nv6dRBub5lS0/k+sfPS+73Kl5O910X/pDdcssteOqpp/DNb34Ta9euTdrXrl2LyclJ7Nq1q/PZ0aNHsXv3blxyySWLjjk6OopVq1Yl/wghhJwcuN6Ebr75ZuzcuRN//ud/jrGxsY4GND4+jhUrVqDVamF6ehozMzNYt24d1q1bh5mZGaxcuRLXXHNNTy6AEELI4OLahHbs2AEA2LRpU/L5o48+is985jMAgFtvvRVvvfUWtmzZgjfeeAMXX3wxnnnmGYyNjdWyYEIIIScOleKEekEnTqh15fE4oUg3yZb6rituyBMrkykFnszjXb8n7qbkONk4J6U7GNfrikeqKaZItLtiiqrM64rpcsQYZVPMVIhdismljDLazHiYzP3vWcyR41rN+yLW5OkrqSv+KN+3eA21xlN1GY907J238c9/+Vu9jxMihBBCqsBNiBBCSGMMXBZtlSVYvt7GbsuZFDmma7XHTbnOjNuW27XEMqc4xpGv2Mo8p9ywo7E9FVsllhtnj7JzAxUzdMeoeRxVfgVJTyvDNpC62GZCCVpGu1lFFhDVUjNhCPGx4eoN2O7e6lqtzN4S5YYdHeQqw0qS0IhMX4+J0OP6bT1P2TU16wre6lUWbUIIIaROuAkRQghpDG5ChBBCGmMwNCGHzmOiUuIUp7ZxVWF1pL1ROpRHI6ozxU88lhgnp5kkI8trlWTc1wupUB01q5N4Krpa33OOZJ6MXlRX2p5cFVPrGZfHrnmM9efS9sQakqVPAD3TjySur90sreFoc/3N6dWabJd4pecVjNWSVW4N+CZECCGkMbgJEUIIaQxuQoQQQhpjMDQhAzNuKFfmIaMRpX2NWKBc2QcjrsalEXmuJ/vfC4/WZGhn2WkMAaZKiQg1Vm4h3VFaLwLsmBD1TBiLcMxjxQEBsGOOPGUfHPNkS1zLeZN5UNi2ME85/UiSS3uTDO2QaiSmzOMoyS3bdfiOfL4M/cixJk+YUPI99qqUAyGEEFIn3IQIIYQ0BjchQgghjdG/mlAI6MQiWDnRqsQNmdPnSnY78qeVzDMHZGyrVqnwnN6VzJMx4DryzkmSWb1lxD2U1Vhyub1iO7eMfZAxFXXFMmXmSWJ0zO9Vn5toO8LAb8YC9VSnQjFGKep8LF/xHLly5ckwuUoOJeORcrdJUVM8kqknyb8bJfUk9Qx0dxohhBCytHATIoQQ0hj9a44rSeyybZZ5WOiQHreLzRyVyj6UTPEj59UmQWlSMGxSnpIQ+uT00DL7CWITVa3u3B56VDJCYpvrZGokhzt3FdOd4/pMM1quvERJ052a1+NiXiVFkcR6jOt0BY+HzZVukObeulzB1cndt3VrymsdozmOEELIAMBNiBBCSGNwEyKEENIYg6EJmfbyYr3CVQpcnFup7ENdKX7EuXm3cct1ty53bsAUWQydzeXOLVmqkhFq3HLD5rDTmmT0Iw8OnUqRlJM2dByJx/VbzWmvydR2DAHGnUqo2zmB8npS5nvVbuVFB4ssItFqcuM66laotD7R73eStoeaECGEkAGAmxAhhJDG4CZECCGkMfpWE/rzQ3+EVatWAQAuH/rE0kzqKqUdlRnuVYqfzLl27FLO3l8ypgjI/Nel/LiWZtSzGKNsihnLXl6+ZLcnZ4vWj2KdzTmuJ9jEvHZBUnIk8/tgzdujeCRvKqF0DcVtC+soqSflZJMa9aR0Tdac9pK6fXxY3psQQshAwE2IEEJIY/StOa6QrLmh2KSWddkuGmeRsZYkxc/CycXnCoJhdqrNnVueKylrqgPqy9YtmRe2Fsse0av0QD0y3eUye7vcva1nb6nMloKyLtnZ5owreNdryExUZQ3mvCrbtXChT1ynzWnE9yGeFzWuXGTS+/jH892XVuWbECGEkMbgJkQIIaQxuAkRQghpjIHQhHa1/7Tzs3LXNu3YtrZRm0ZUZ4ofiaVRVHDnTobJpq4pl6ZHj5OZp4p7t1VtVFApPVCM190+mccaNzNvBdfvlsftuqwreK6qpst/2Pjd8pSI8KwBmZIRktIu2hU0rbrWAKS/s4a2lF1T9N0wbQ8hhJCBgJsQIYSQxuAmRAghpDEGQhOqDYdGZOpDcqwKKX4klVL+FJ23GEaJCLUmU7/IzOMoBV4pxijpWj49kCvlTBU9r0rJ7nQgMWeN2k2FeKSkpTE9ySCnG3rG6lWckPqgrL5kx/7Utqb47yfjhAghhAwC3IQIIYQ0xsCZ42J3bSDjsp1Nt1GhKmuX4wDIuC1XSPmjxqpQwbVonEXWlAxbxb1bYpnRXP9dyswZZ/GR35WgkukuThfkMhVVcP2uYDarlErImLNnpry6MoR309/C+NtQxUXb112aZYt72iY1o82zJiMruYRvQoQQQhqDmxAhhJDG4CZECCGkMQZOE5KYGpHHlg4sXRmIGEfKH4krBZCnRMFSuXercStUe03GccxZp37kSDFjagV1lp6oTU/KudeXc/3OtZkVOh26jVnCouLYS+Y27hnXoTdV0ZqK1tRypL/imxAhhJDG4CZECCGkMbgJEUIIaYyB14Qkpcs+SJxlINKumXLZxrhVYoqSYavoRTmbvsPea5Ucl1RKDxTTlH7kWIepH6nOhp4k9SNJnfFJ1rgu7cZRnsHCcW0tZ0yONXY2DVGX4+iBHX2b0prMOCKm7SGEEDJgcBMihBDSGNyECCGENMYJpwnFuPLMAZU0orRrhZgiiasUQsmSEd6SBB4beE36kSveSCausu6/lFTMWCCHjgMAwZE7rmw8UnYNPYpPkpQtWwHk87gVntvD2CVLb+2RduOOZep2Hmc+OFffojUzTogQQsggwE2IEEJIY5zQ5jiJ2zwXo17Xu3e7drlzSxpw71bTOF6tXemBHKY7j6u3mqau1EESjyu4yyXbYRZzmRMXcQ231uQJAbBcxT3mH7UmZ/hA0rcZl+ey46rntE6zWUStZr92QRtdtAkhhAwC3IQIIYQ0BjchQgghjXFSaUKSrEYUU8WdOzmve71ooXs982Tdu2P6UT/yjCtw6UnzDpfmXA3jXrmGW3NIPUlSk75Ul7YkcWlN+uTu+/YqRVGVNUl65LJtaqTe9Rb0b7W7/974JkQIIaQxuAkRQghpDG5ChBBCGuOk1oQkUiOKqRRTlJznSNODvGaUnhqnKXFoKCeafiRZKj1JEmkHtrYEmPpSbdoSUKu+lMwbx4h0f9rCuVG5+Fwqnpgq2lOPSkYoqjw/3vITRSyVLuVJBRZP4ViOi9///d/H2rVrsXz5clx44YX4h3/4h15NRQghZEDpySb05JNPYnp6GnfccQe++93v4hd+4RfwS7/0S3jttdd6MR0hhJABpRU89pMuufjii/GhD30IO3bs6Hx23nnn4corr8Ts7Kx57tzcHMbHx3Ho0CGsWrWq7qXVhunO7aHKq3LW9GKd2sy8CRXWkDdvWfOWXH9TZhm1jAbcfqt8573KDu0ap5n1V/qu6rr2Ks9eyTUcax/B3/7wa139Ha/9Tejo0aN44YUXsHnz5uTzzZs347nnnlP9jxw5grm5ueQfIYSQk4PaN6H//M//xPz8PCYmJpLPJyYmcODAAdV/dnYW4+PjnX9r1qype0mEEEL6lJ55x8nX0BDCoq+m27dvx7Zt2zrHhw4dwplnntn3b0THwjs1jVTllbuCOa6S501N/3epsIZKhopQdv0VZi0952KrqLKOsudW8U7sA5NUJRPygJvjqjwvpc1xRwF05y1b+yb03ve+F8PDw+qt5+DBg+rtCABGR0cxOjraOX538zlp3oiqKHJVzi3vtUwIIV1x+PBhjI+Pm31q34ROOeUUXHjhhdi1axd+5Vd+pfP5rl278PGPfzx7/tTUFF5//XWEEHDmmWfi9ddf72sHhaaZm5vDmjVreJ8y8D51B+9Td/A+2YQQcPjwYUxNTWX79sQct23bNnz605/Ghg0b8PM///N4+OGH8dprr+Gmm27Knjs0NIQzzjij80a0atUqfsldwPvUHbxP3cH71B28T8Xk3oDepSeb0Cc/+Un813/9F+666y78+Mc/xvr16/FXf/VXOOuss3oxHSGEkAGlZ44JW7ZswZYtW3o1PCGEkBOAvk1gOjo6iq985SuJ0wLR8D51B+9Td/A+dQfvU330JGMCIYQQ0g19+yZECCHkxIebECGEkMbgJkQIIaQxuAkRQghpjL7dhFgU7zizs7O46KKLMDY2htNPPx1XXnklXnnllaRPCAF33nknpqamsGLFCmzatAl79+5taMX9wezsLFqtFqanpzuf8T4t8MMf/hDXXXcdTjvtNKxcuRIf/OAH8cILL3TaeZ+AY8eO4ctf/jLWrl2LFStW4JxzzsFdd92FdlQ1lPepBkIf8sQTT4Rly5aFRx55JLz88sth69at4dRTTw379+9vemmN8Iu/+Ivh0UcfDf/yL/8SXnzxxXDFFVeEM888M/zkJz/p9Ln33nvD2NhY+PrXvx5eeuml8MlPfjKsXr06zM3NNbjy5nj++efD2WefHT7wgQ+ErVu3dj7nfQrhv//7v8NZZ50VPvOZz4R//ud/Dvv27Qt/+7d/G/7t3/6t04f3KYS77747nHbaaeEv//Ivw759+8Kf/umfhp/6qZ8KDz74YKcP71N1+nIT+rmf+7lw0003JZ+de+654fbbb29oRf3FwYMHA4Cwe/fuEEII7XY7TE5OhnvvvbfT5+233w7j4+Pha1/7WlPLbIzDhw+HdevWhV27doWNGzd2NiHepwVuu+22cNlllxW28z4tcMUVV4TPfe5zyWdXXXVVuO6660IIvE910XfmOG9RvJORQ4cOAQDe8573AAD27duHAwcOJPdsdHQUGzduPCnv2c0334wrrrgCH/3oR5PPeZ8WePrpp7FhwwZ84hOfwOmnn44LLrgAjzzySKed92mByy67DN/4xjfw6quvAgC+973v4dlnn8XHPvYxALxPddGztD1l8RbFO9kIIWDbtm247LLLsH79egDo3JfF7tn+/fuXfI1N8sQTT+A73/kO9uzZo9p4nxb4wQ9+gB07dmDbtm34jd/4DTz//PP4whe+gNHRUVx//fW8T//LbbfdhkOHDuHcc8/F8PAw5ufncc899+Dqq68GwOepLvpuE3qXbovinWzccsst+P73v49nn31WtZ3s9+z111/H1q1b8cwzz2D58uWF/U72+9Rut7FhwwbMzMwAAC644ALs3bsXO3bswPXXX9/pd7LfpyeffBKPP/44du7cifPPPx8vvvgipqenMTU1hRtuuKHT72S/T1XpO3OctyjeycTnP/95PP300/i7v/s7nHHGGZ3PJycnAeCkv2cvvPACDh48iAsvvBAjIyMYGRnB7t278Tu/8zsYGRnp3IuT/T6tXr0a73vf+5LPzjvvPLz22msA+Dy9y5e+9CXcfvvt+NSnPoX3v//9+PSnP40vfvGLmJ2dBcD7VBd9twnFRfFidu3ahUsuuaShVTVLCAG33HILnnrqKXzzm9/E2rVrk/a1a9dicnIyuWdHjx7F7t27T6p79pGPfAQvvfQSXnzxxc6/DRs24Nprr8WLL76Ic845h/cJwKWXXqpc/F999dVOqRU+Twu8+eabGBpK/0QODw93XLR5n2qiQaeIQt510f6DP/iD8PLLL4fp6elw6qmnhn//939vemmN8Ou//uthfHw8/P3f/3348Y9/3Pn35ptvdvrce++9YXx8PDz11FPhpZdeCldffTVdRUNIvONC4H0KYcF9fWRkJNxzzz3hX//1X8Mf//Efh5UrV4bHH3+804f3KYQbbrgh/MzP/EzHRfupp54K733ve8Ott97a6cP7VJ2+3IRCCOH3fu/3wllnnRVOOeWU8KEPfajjjnwyAmDRf48++minT7vdDl/5ylfC5ORkGB0dDR/+8IfDSy+91Nyi+wS5CfE+LfAXf/EXYf369WF0dDSce+654eGHH07aeZ9CmJubC1u3bg1nnnlmWL58eTjnnHPCHXfcEY4cOdLpw/tUHZZyIIQQ0hh9pwkRQgg5eeAmRAghpDG4CRFCCGkMbkKEEEIag5sQIYSQxuAmRAghpDG4CRFCCGkMbkKEEEIag5sQIYSQxuAmRAghpDG4CRFCCGkMbkKEEEIa4/8Dy1fShBt6HHsAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(unstruc_out, origin=\"lower\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.236268Z", - "iopub.status.busy": "2023-02-08T23:21:59.236268Z", - "iopub.status.idle": "2023-02-08T23:21:59.250270Z", - "shell.execute_reply": "2023-02-08T23:21:59.250270Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:21:59.252268Z", - "iopub.status.busy": "2023-02-08T23:21:59.252268Z", - "iopub.status.idle": "2023-02-08T23:22:01.341253Z", - "shell.execute_reply": "2023-02-08T23:22:01.341253Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "painterp = PiecewiseAffineInterp(u_mat, [x_mat, y_mat])" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:01.344252Z", - "iopub.status.busy": "2023-02-08T23:22:01.343252Z", - "iopub.status.idle": "2023-02-08T23:22:01.515280Z", - "shell.execute_reply": "2023-02-08T23:22:01.515280Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "unstruc_out = painterp(x_new, y_new)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:01.518280Z", - "iopub.status.busy": "2023-02-08T23:22:01.517279Z", - "iopub.status.idle": "2023-02-08T23:22:01.609794Z", - "shell.execute_reply": "2023-02-08T23:22:01.609794Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(unstruc_out, origin=\"lower\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Piecewise Affine Interpolation\n", + "\n", + "This example is adapted from [scikit-image](https://scikit-image.org/docs/stable/auto_examples/transform/plot_piecewise_affine.html) and shows how to use the Piecewise Affine Transformation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-02-08T23:21:51.039599Z", + "iopub.status.busy": "2023-02-08T23:21:51.038599Z", + "iopub.status.idle": "2023-02-08T23:21:51.954265Z", + "shell.execute_reply": "2023-02-08T23:21:51.954265Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.ndimage import map_coordinates\n", + "from skimage import data\n", + "from skimage.transform import PiecewiseAffineTransform, warp\n", + "\n", + "from multinterp.curvilinear import PiecewiseAffineInterp\n", + "from multinterp.unstructured import UnstructuredInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can download the astronaut image from `scikit-image` to learn how a piecewise affine transformation can be applied to a function as well as an image.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:51.957266Z", + "iopub.status.busy": "2023-02-08T23:21:51.957266Z", + "iopub.status.idle": "2023-02-08T23:21:52.300329Z", + "shell.execute_reply": "2023-02-08T23:21:52.300329Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = np.asarray(data.astronaut())\n", + "rows, cols = image.shape[0], image.shape[1]\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is clear that the image has a structured, regular, and rectilinear grid of pixels. For each x and y coordinate, the image has a corresponding color value (red, green, and blue). In this sense, the image is a function of x and y coordinates and returns an rgb triple. To see this, we can graph a sparser set of x and y values.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.302330Z", + "iopub.status.busy": "2023-02-08T23:21:52.302330Z", + "iopub.status.idle": "2023-02-08T23:21:52.395841Z", + "shell.execute_reply": "2023-02-08T23:21:52.395841Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "src_cols = np.linspace(0, cols, 20)\n", + "src_rows = np.linspace(0, rows, 10)\n", + "src_rows, src_cols = np.meshgrid(src_rows, src_cols)\n", + "src = np.dstack([src_cols.flatten(), src_rows.flatten()])[0]\n", + "plt.scatter(src_cols, src_rows)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, the coordinates are modified by adding a sinusoidal oscillation to the row coordinates, which result in a wavy effect. We can see this when we plot the modified coordinates.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.398841Z", + "iopub.status.busy": "2023-02-08T23:21:52.397841Z", + "iopub.status.idle": "2023-02-08T23:21:52.491355Z", + "shell.execute_reply": "2023-02-08T23:21:52.491355Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# add sinusoidal oscillation to row coordinates\n", + "dst_rows = src[:, 1] - np.sin(np.linspace(0, 3 * np.pi, src.shape[0])) * 50\n", + "dst_cols = src[:, 0]\n", + "dst_rows *= 1.5\n", + "dst_rows -= 1.5 * 50\n", + "dst = np.vstack([dst_cols, dst_rows]).T\n", + "plt.scatter(dst_cols, dst_rows)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using `PiecewiseAffineTransform` from `scikit-image`, we can estimate the transformation between the original and modified coordinates. Here, we find the best piecewise affine mapping that takes coordinates in the original image (source or src) to coordinates in the modified image (destination or dst).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.494354Z", + "iopub.status.busy": "2023-02-08T23:21:52.493354Z", + "iopub.status.idle": "2023-02-08T23:21:52.665876Z", + "shell.execute_reply": "2023-02-08T23:21:52.665876Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tform = PiecewiseAffineTransform()\n", + "tform.estimate(src, dst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After estimating the transformation for this subset of points, we can apply the transformation to the entire image. This is done by calling `warp` from `scikit-image` and passing the image and the estimated transformation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:52.668880Z", + "iopub.status.busy": "2023-02-08T23:21:52.668880Z", + "iopub.status.idle": "2023-02-08T23:21:53.205977Z", + "shell.execute_reply": "2023-02-08T23:21:53.205977Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out_rows = image.shape[0] - 1.5 * 50\n", + "out_cols = cols\n", + "out = warp(image, tform, output_shape=(out_rows, out_cols))\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.imshow(out)\n", + "ax.plot(tform.inverse(src)[:, 0], tform.inverse(src)[:, 1], \".b\")\n", + "ax.axis((0, out_cols, out_rows, 0))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the whole image is now transformed to have the same wavy effect as the subset of points. Using this example, we can see how a piecewise affine transformation can be applied to a function.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Economics Example\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For an economics example, we can look at the concept of indiference curves. Indiference curves are iso-utility curves such that any combination of goods on the curve provides the same level of utility. In escence, indifference curves show the trade offs between goods for which the consumer is indiferent. For our example, we'll use the utility function: $u(x,y) = xy$. We can create a contour or indifference curve plot for this function by creating an array of x values, and for a set of fixed utility values, find the y values that satisfy the utility function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.208978Z", + "iopub.status.busy": "2023-02-08T23:21:53.207978Z", + "iopub.status.idle": "2023-02-08T23:21:53.220977Z", + "shell.execute_reply": "2023-02-08T23:21:53.220977Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(50, 50)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n = 50\n", + "m = 50\n", + "x_grid = np.linspace(1, 11, n)\n", + "y_grid = np.empty(m)\n", + "\n", + "x_mat, y_mat = np.meshgrid(x_grid, y_grid, indexing=\"ij\")\n", + "u_mat = np.empty_like(x_mat)\n", + "\n", + "u_mat.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To find the corresponding y values, we can use $y = u/x$.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.222978Z", + "iopub.status.busy": "2023-02-08T23:21:53.222978Z", + "iopub.status.idle": "2023-02-08T23:21:53.236978Z", + "shell.execute_reply": "2023-02-08T23:21:53.236978Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "for i in range(u_mat.shape[1]):\n", + " u_mat[:, i] = (i + 1) * 2\n", + " y_mat[:, i] = u_mat[:, i] / x_mat[:, i]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Source Data forms a Curvilinear Grid\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we now plot our data, we can see that the points form a curvilinear grid instead of a rectilinear grid. Importantly, our grid is still regular (it is not unstructured or random) and maintains some structured pattern, as we constructed above and can see in the plot below. Points with the same color lie on the same indiference curve and have the same utility level.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.238976Z", + "iopub.status.busy": "2023-02-08T23:21:53.238976Z", + "iopub.status.idle": "2023-02-08T23:21:53.396001Z", + "shell.execute_reply": "2023-02-08T23:21:53.396001Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_mat, y_mat, c=u_mat)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's assume we want to regrid this data into a rectilinear grid. We are interested in the rectangular space $1 \\le x \\le 10$ and $1 \\le y \\le 10$. In the plot below, I higlihight the points that lie in this space.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.398000Z", + "iopub.status.busy": "2023-02-08T23:21:53.398000Z", + "iopub.status.idle": "2023-02-08T23:21:53.554516Z", + "shell.execute_reply": "2023-02-08T23:21:53.554516Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cond = np.logical_and.reduce((x_mat <= 10, y_mat <= 10, x_mat >= 1, y_mat >= 1))\n", + "plt.scatter(x_mat, y_mat, c=u_mat)\n", + "plt.scatter(x_mat[cond], y_mat[cond], s=20)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we \"zoom in\" on this space, we can clearly see that the points do not lie on a rectangluar grid, making interpolation difficult unless we use an unstructured interpolation method. However, we do not want to use an unstructured interpolation method because we indeed have a structured grid! This is where the piecewise affine transformation comes in.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.556516Z", + "iopub.status.busy": "2023-02-08T23:21:53.556516Z", + "iopub.status.idle": "2023-02-08T23:21:53.727548Z", + "shell.execute_reply": "2023-02-08T23:21:53.727548Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1.0, 10.0)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_mat, y_mat, c=u_mat)\n", + "plt.xlim(1, 10)\n", + "plt.ylim(1, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Destination forms a Rectilinear Grid\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's imagine that we can stretch and squeeze our source grid to form a rectilinear grid. From the plot above, we can imagine taking the top points and stretching them all the way to the top of the plot, bringing every point below those along for the ride. This is equivalent to converting the $x$ and $y$ values to their respective index coordinates on the grid, which we can accomplish by using `np.mgrid`. On these new, \"integerized\" coordinates, we can plot the utility values as before. The result is a rectilinear grid of utility values that maps one to one to the curvilinear grid. For illustration, we can also see that the original rectangular space on the curvilinear grid has now been stretched to a triangular space on the rectilinear grid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.730546Z", + "iopub.status.busy": "2023-02-08T23:21:53.729545Z", + "iopub.status.idle": "2023-02-08T23:21:53.917592Z", + "shell.execute_reply": "2023-02-08T23:21:53.917592Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dst_x, dst_y = np.mgrid[0:n, 0:m]\n", + "plt.scatter(dst_x, dst_y, c=u_mat)\n", + "plt.scatter(\n", + " dst_x[cond],\n", + " dst_y[cond],\n", + " s=20,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:53.920592Z", + "iopub.status.busy": "2023-02-08T23:21:53.920592Z", + "iopub.status.idle": "2023-02-08T23:21:54.043123Z", + "shell.execute_reply": "2023-02-08T23:21:54.043123Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(\n", + " dst_x[cond],\n", + " dst_y[cond],\n", + " c=u_mat[cond],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:54.046121Z", + "iopub.status.busy": "2023-02-08T23:21:54.045121Z", + "iopub.status.idle": "2023-02-08T23:21:56.389764Z", + "shell.execute_reply": "2023-02-08T23:21:56.389764Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# src = np.dstack([x_mat.flat, y_mat.flat])[0]\n", + "src = np.vstack([x_mat.flat, y_mat.flat]).T\n", + "dst = np.vstack([dst_x.flat, dst_y.flat]).T\n", + "\n", + "tform = PiecewiseAffineTransform()\n", + "tform.estimate(src, dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.391764Z", + "iopub.status.busy": "2023-02-08T23:21:56.391764Z", + "iopub.status.idle": "2023-02-08T23:21:56.596788Z", + "shell.execute_reply": "2023-02-08T23:21:56.596788Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out = tform(src)\n", + "x_out, y_out = out[:, 0], out[:, 1]\n", + "plt.scatter(x_out, y_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.598788Z", + "iopub.status.busy": "2023-02-08T23:21:56.598788Z", + "iopub.status.idle": "2023-02-08T23:21:56.802813Z", + "shell.execute_reply": "2023-02-08T23:21:56.802813Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out = tform.inverse(dst)\n", + "x_out, y_out = out[:, 0], out[:, 1]\n", + "plt.scatter(x_out, y_out)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.805814Z", + "iopub.status.busy": "2023-02-08T23:21:56.804815Z", + "iopub.status.idle": "2023-02-08T23:21:56.897333Z", + "shell.execute_reply": "2023-02-08T23:21:56.897333Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "out_m = 10\n", + "out_n = 10\n", + "out = warp(u_mat, tform, output_shape=(out_m, out_n))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.900332Z", + "iopub.status.busy": "2023-02-08T23:21:56.899332Z", + "iopub.status.idle": "2023-02-08T23:21:56.974851Z", + "shell.execute_reply": "2023-02-08T23:21:56.974851Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.imshow(out, origin=\"lower\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.977852Z", + "iopub.status.busy": "2023-02-08T23:21:56.977852Z", + "iopub.status.idle": "2023-02-08T23:21:56.989852Z", + "shell.execute_reply": "2023-02-08T23:21:56.989852Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "x_new = np.linspace(1, 10, 100)\n", + "y_new = np.linspace(1, 10, 100)\n", + "\n", + "x_new, y_new = np.meshgrid(x_new, y_new, indexing=\"ij\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:56.991853Z", + "iopub.status.busy": "2023-02-08T23:21:56.991853Z", + "iopub.status.idle": "2023-02-08T23:21:57.308406Z", + "shell.execute_reply": "2023-02-08T23:21:57.308406Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "src_new = np.dstack([x_new.flat, y_new.flat])[0]\n", + "out = tform(src_new)\n", + "x_out = out[:, 0].reshape(x_new.shape)\n", + "y_out = out[:, 1].reshape(y_new.shape)\n", + "\n", + "\n", + "plt.scatter(x_out, y_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.311407Z", + "iopub.status.busy": "2023-02-08T23:21:57.310408Z", + "iopub.status.idle": "2023-02-08T23:21:57.324410Z", + "shell.execute_reply": "2023-02-08T23:21:57.324410Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "u_out = map_coordinates(u_mat, [x_out, y_out], order=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.327407Z", + "iopub.status.busy": "2023-02-08T23:21:57.326408Z", + "iopub.status.idle": "2023-02-08T23:21:57.670959Z", + "shell.execute_reply": "2023-02-08T23:21:57.670959Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_new, y_new, c=u_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.673961Z", + "iopub.status.busy": "2023-02-08T23:21:57.672960Z", + "iopub.status.idle": "2023-02-08T23:21:57.780986Z", + "shell.execute_reply": "2023-02-08T23:21:57.780986Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vWGUo9+rxNy9vih/ev1spfkRX/n7wzN4Dbf8+qX52Ol5e8m//9m/00Y9+lDZv3kznn38+/cEf/AFt2rSJvv/97xNR8y7ooYceoh07dtA111xD69ato8cee4xef/112r17t2cpAAAA8wDXJnTFFVfQt7/9bXr55ZeJiOhHP/oRPfvss/SRj3yEiIgOHTpER48epU2bNrXGDA4O0oYNG+i5555rO+f09DRNTU0l/wAAAMwPXO64O+64g44fP05r166ler1OMzMzdO+999K1115LRERHjx4lIqKRkZFk3MjICB0+fLjtnJOTk/SVr3wlj+0AAAD6HNcm9OSTT9Ljjz9Ou3fvpgsvvJAOHDhA4+PjNDY2RjfddFOrX41pKyEE8dzbbN++nbZt29Z6PDU1RStXrmz6jd/2HSs6z5zFKQv9JTaBazVsaNKXzVum+TnT6ailGsyxrE1Lg+NJp+MJs2btnlBwoaFw30DOKqyiv2OsUHHUUHCmnTH7PXqSq+yD8PlHYePsFRSqysrHKu+z1I/ypvjxjm0/rPlQ+d3wVGjl/UtM8TMTh8iz37KFtRl9nQxO6TH7Ca5N6Itf/CLdeeed9MlPfpKIiN773vfS4cOHaXJykm666SYaHR0louYd0YoVK1rjjh07Ju6O3mZwcJAGBwc9ZgAAADhDcGlCr7/+Og0MpEPq9XorRHvVqlU0OjpKe/bsabWfPHmS9u7dS5dddlkJ5gIAADiTcN0J/d7v/R7de++9dO6559KFF15IP/zhD+nBBx+kz372s0TUdMONj4/TxMQErVmzhtasWUMTExO0dOlSuu6667ryAgAAAPQvrk3oz//8z+mP//iPacuWLXTs2DEaGxujm2++mf7kT/6k1ef222+nN954g7Zs2UKvvvoqXXrppfTMM89054xQUUQZ7sh/y33e9XKWFGd7PGl8LF3BoS/pqYQcjw09KWi6gkNDcZ0bsvSj+OyPoaHkLQXetDFqUzQUMS23ScvEY5wdE0dyIjsKlX3QDpNxGxolakTx8R3WlzlpkrREDW2idgt1qQxEMpe3vLenb7zMDCvRPcB1n2iwp0SE0t+jCdWCTCBVKVNTUzQ8PEwffvcttGDgLa2oHouE6asOdf4BiR5rbUQU+Le7Hn1B+Se6zr6g0Rspbcjuy9+0oPUlopDYxPtmzxXq2W1ElPwSaPO0b883Vuwb/AOszutYR5mX22H2zWm/aBdjswMKitmvByqk77tykJK3i3mUsXxe/tET64bMNv54oJbdd0A8nv0h5F/1AbY51GvZY+ts3roydgFv47WIor51FhXDxy4Q7TMd910Y9eXBEfE8ROkmJNuMx1H/uO3N107R5Ae/RcePH6dly5aRBnLHAQAAqIwzL4t2fGMnUuDwx/njo1PXke4CSf8jUiAm23B9Ja4Y7v5hr13cBTrWyR0KXqCKaaHM2DzEOf6vlyfs2rJfhFJHbSLWONvH5krpY6TpqWkh3J6M2/y7pFZl5bcdhoswdnka6V5iz5fwiones535nY/PPVdeip8kjU+Ryqocnqw7csHxu5vSsnNTGt49E32xph3plnAnBAAAoDKwCQEAAKgMbEIAAAAqo/80Ie63Zr7qUC9Hc+la2QcRFs5t4P2jJ6zXlldTMUK99ZILvE0L3c1u4u1WOQY1ZFsPzupaFVbPOmoouKItEVEaRchtcGhcrrIPPBpROx/A9SNDB03UJB45J3S32blMWSdtTR95NKISU/wMiDc+00SXdtNgX6YFaiy7sg7XlkTpBiWtTzTWE6KNOyEAAACVgU0IAABAZWATAgAAUBn9oQl5dBENq9x33jM84jxSdmkHq1S2TOuTrXV4ynBz/79qlEO7KaQ9KdqNpxwDf2yWZ3BoT0GZV2QYYM3aOmp5BuNcTTIvf+vUsg/pYFfZB2PeNPuCfv5IKxuuKCbNmQeyP7fi7VFkEZdGVGKKn+T1ecqGs2W4NrNAnNvqbB7ezjUgnomh07Lhp63X1uGUAAAAQFfBJgQAAKAysAkBAACojN7VhOLy3p4zOWWVArf82DXFMa/alD0NkZHTTWhPfJ3ZJ4TeJcSDjL/bPs7WvFzneSztSWnzrCPyp2lnciydSin74Dlfpeav43ZYOd1im7gJ2rxsbnHGjs8VvSCRcVtcJ6Uv/+5oc7G+ukbErstAtkbkyTNHlGpEZeaZC0nuOEdJCDaVWfzAkQ8u1oFMDUjTk6IvyEnkjgMAANAPYBMCAABQGb3rjuuUIi43TnwL6aikKt09hitMQ3MPmeHdmSbYsa8Z81g2qeHb/LEjRNtVYoE9FuULPFVYtfBup4tQe+s86XT46NjdZaXpER+ZxL1oVGWN+qpVV4nS/85anzWtXIPhysvrntPCt9u1xy+oJt7o/Cl+1N8Cwz0Xf455sTxfmYf0iaTUg+F+m2H2x+mC4nlOWWdRss0DAAAA5g5sQgAAACoDmxAAAIDK6D9NSAkXNilQ7lst7WCGaGcvKTKeMy2q5glxrmW3iXRAsa+dl/4WaVeYjZpNWhkIo2y4Zr+rFAJlt0mb1K56X0NP0koueELBi5R9EGHlGWs2p2UaUaTPyNearRHpKX3a4NGIkpLj+rTxhdLCt4l0jWhAhDQLI5WJlBBt6x6ApxLSdBYtxY9W5oH15Yj0QPy3LiMU/HSjc1Edd0IAAAAqA5sQAACAysAmBAAAoDL6QxNKBZic48jUbmLdxFXOW+gtrF0rPyHKS7DmvGl8HDpVueW9lYeusz7GvK6x2eeGzPIMec8U8f78mipjzbM/sYZilH3w6FRSr4yuEz97JV5rdnlvUyOKmzV9qDk6Gpf/DBEfq1b3ZjPpXy09xU8t0Wesutt83eg1GCl+Yi3H1IDUUg4zmX35XI0oZxTKewMAAOgLsAkBAACojN51xzUCte716kq4n8gwHLnUrCqsHnedFuJsRCO63Hzi3j+2QWkjZzhx3EHLEE5tXIKOsGstFY821gppLpTtWvPbONLpWOskl9EYq2bc5sskKXLY9eaZsbWqsrxJyfRtuvmSNfln2nDPxUYJd093UvzUuBuzke2e494sR0Ya4i9Id6nxkOy0vR7bbISCDwgfeqZJFGaUdEBGGp8st99p7WyAbg4AAAAwd2ATAgAAUBnYhAAAAFRG72pC3cBT9sFIp6PNW+PpaJShMiRb62ukvVFsUtPrOEKn+ViznEHOdawQbbVsgrlOpNF5qrCyJvO1x6UQDP1IO4TgKfsg9BitKivXpfhQrZTDQPa8HNumWAtkL7YkjchIHKT/FPCoa97uqCKaXGMxkaXrJMmEkpbA+tbV8hIpyTrGa5FpfNoPOG1ViY3X77gnAAAAUDLYhAAAAFQGNiEAAACV0X+aEE9V40iJY6eyyU4JwqkpuoKgocxrCADJ+RHtvA5fp65rHVomJOHmVYQreZ4nu6+t8yjX1DonpJigptsRaW/4uZu4L5vWkyKnSDodVW+x+iqlwUUpBzZStV/RiKz0Rvy9TWxylBG3UvzENhlniKxzQzFc7og14IYhqtSS77B+Jkd8t5KF85cNb8ykAneS1keUrUjnrfM3MyPlzymHUIY7IQAAAJWBTQgAAEBl9Ic7zuEmc2XcLsu1Z7mvor5qhVY+L5+bm+dJ2yPcfvE4R5oe/tiRcduTiodnbTaryiptwpvYoQ0CT1/e7uirvFWyryMdEBGlYcs8zNoRYi5dhtmx+JbLMHHPidBvxT3HL5TmnnMklSdKv4au8G7mq+PuufSrpefEqYkqptlh1zxEO56bV1YVqXkajr4dpvyZMbOhZ04JAAAAzB3YhAAAAFQGNiEAAACV0buaUAhtBJOMfjGecgxC+4hCRblOIkKGPeHc8Tw6WhofmbaH982ubin1JMXpbYUTp3Hj2lD1OpWlHxHpJSNkGQtlXlEKIdbzeF+2jqbHeEo5sGW0EHpLA9LKM2hphnhfdR42FddxPBqR+J6xFxSnDxIVWjlKBVorvDv53vE23jm2UZSxyH6DZBCzUvaBtXMNSEvxI3+esqu/6mHh8ghDPaME7QzS9gAAAOgHsAkBAACoDGxCAAAAKqN3NaEsHOUYRKljfg6opNIOrrM/QqvxpPGZm/M7rnNDhvSk9VXPv4g2/dxQWWd/tHVFSh9jLlcpB62voie5NCC+jpI+x7JJ1Y+ItTk0IrM0RfT9scpLpOOsL0T2teApfMSr0UTGgezPKT+CM8OHKrcIQudRykLoJSGIQpj9MZPngnjJcSWdUWTU6YZW+4Yt0XFPAAAAoGSwCQEAAKgMbEIAAAAqo/80IQvt/E6XzhQVKRHh05NYG3O7JnNxzUQ7N+TJFUfMb8/8zbp+lH3mg/ct85yQS1NR1hUaoyhbnW2Tq5SDoeuoeh7vqmk3wiZNF9FtSj7i3AZuo6YRWV+l+Jo3jM9TfBRO6EXZWpNo559xZR1J9u+IVhKCSC8LIfLKKaUdgpIrrtk3UarSrkYuuRDNVY/mwTkhAAAAfQE2IQAAAJXRH+64uEpfnfmgPOUYzHWiuURlUuOWPJmHPU7CudMmy+2UpnMJmW1EzBVmeB/Usg98qBayXSSdjlauwQwxV94PR9h4EdeXWUFUDT3OnkuN0udzWSUWlLnMMhBK2htx3eI2/t45ykCI8hJagU7mktKqsKqVYJs90odaNWQlDJtfF4H28yQ8bNllIaxUPDXFxaal/AnswzbAXXnaXHEpByWUm4M7IQAAAJWBTQgAAEBlYBMCAABQGf2hCeXFSsujhWHPVTi3pWmpY5kdiaTiSXNj2U+Zj9UyD5Rfq/Gk+GnOpYSnK2OL6C+qLkVGeQZlHbMctqI1mRpR7nW6k+KH22hpN7r9ikYkoqpZXy46DmR/biXZ31HtxIWYVrOB0nBonoqnrJQ/wiZRyiHtUY/enzicewZpewAAAPQD2IQAAABUBjYhAAAAldGzmlAIoeV/rHm0Gi1Fjqu0gxHnHvu5tfQ5xHUR3X7tTI5W+puPVdPnEKUp8Y30M9q5IVn2nPXVtBpNkPGWTVBtyB5raTVam9RjuE4SvXee8gyOM0WmjUqzfU5IayuQ4seTSkhoN3Eb/65kjxXngoQNSpor8d4pvw1W2qHso3Dy+1BSyh9egmSAf06jiy7acpYRnzHKpydzdtzzLX7+85/TDTfcQGeffTYtXbqU3v/+99P+/ftb7SEEuuuuu2hsbIyWLFlCGzdupIMHD3qXAQAAMA9wbUKvvvoqXX755bRw4UL6p3/6J3rxxRfpT//0T+kd73hHq88DDzxADz74ID388MO0b98+Gh0dpauuuopOnDhRtu0AAAD6HJc77v7776eVK1fSo48+2nru/PPPb/0dQqCHHnqIduzYQddccw0RET322GM0MjJCu3fvpptvvrkcq6ugSDi36rpjy4h1486GTUo4tJYGR67pCNnm83IXT/x6C6X48YzVQ6f1Cq7ZD90pl6InPFVZpfuTPZEzzJqvq4Vv87GlpvjRqr16XHe84qkWNq649d56Jp0rzkJt+ThjO6yKrXGKHFc2bqNdS/nDbBKnKjTvohLOTUSZWbQb3cqi/fTTT9P69evpYx/7GC1fvpwuuugieuSRR1rthw4doqNHj9KmTZtazw0ODtKGDRvoueee8ywFAABgHuDahH7605/Szp07ac2aNfStb32LbrnlFvr85z9Pf/M3f0NEREePHiUiopGRkWTcyMhIq40zPT1NU1NTyT8AAADzA5c7rtFo0Pr162liYoKIiC666CI6ePAg7dy5k2688cZWP15wKYTQpghTk8nJSfrKV77itRsAAMAZgGsTWrFiBb3nPe9Jnrvgggvo61//OhERjY6OElHzjmjFihWtPseOHRN3R2+zfft22rZtW+vx1NQUrVy5Mu0ktA+tLWc4N2830unoYcoO/YhTJHw18a3rAkZiM69Q6QjZNktcJPpL/lRCWhVWOTZt09a1dBFXxVNVU2HXiV1jtTyDtq4jzFrYRKyNPZ6LFD9Eeiob8ZVtKG08bVKivxjzKtqNVrGViId/G2m5koX136eyUv7wvrw6Q0h+njoP5+btYS4qq15++eX00ksvJc+9/PLLdN555xER0apVq2h0dJT27NnTaj958iTt3buXLrvssrZzDg4O0rJly5J/AAAA5geuO6EvfOELdNlll9HExAR9/OMfp+eff5527dpFu3btIqKmG258fJwmJiZozZo1tGbNGpqYmKClS5fSdddd15UXAAAAoH9xbUKXXHIJ/f3f/z1t376d7r77blq1ahU99NBDdP3117f63H777fTGG2/Qli1b6NVXX6VLL72UnnnmGRoaGirdeAAAAP1NLXAnX8VMTU3R8PAwXbn8/9CCgUVExAIduDOXl/uO2+vckc18rlo7z4XOdZKoXaTI4emA4jMHjr5NG5WxPNVI/LDO23iK/Oz8ITydkThTEb8e7tAV/vLsvlwXSeQ83leZV4wVfbNt5POoYx3z8naP/dY6yVzmdcq20bTfYZN2/W0bsw9uudZR3zuuyelj0+tknBNK3meuzVA25rxKO1tHaMC17Db+MxJrZzVjXt4ea0Jx28zr0/STG+6j48ePmxILEpgCAACoDGxCAAAAKqNns2g3Qxvfur3jLquSULNqe6qyWqHfyTSOcG6iNMRTzfrNxoqw3uyYZhGeaoRsJ24Q4zLNSRVW9tDTt0jGbU8WapmJWQ/ZzrKB21gsbDy7TazDphVjE/cPazNtjF227LOnVA82/wsdjxXnFPU3Xgs511L+iDOS2jo8lN1Kkz+Q/ZvTrXDu2gwLe2fx3XFId+yaa3QzizYAAABQFtiEAAAAVAY2IQAAAJXRu5pQpxQpsaDNpWkzRIk+Y6auiU0w09xk22yNTcszWJpWdpNwTYvUI/GfzDetlTMoUoWVGEpaH9mXr5M9j7imWjodY52ObSBKPl9qSh8yUu84NKJSU/w4bNDS9lgfxtyalpXySkTMh+w28TGOvxBGuikt9Nv4fmhdOZ4KrsnPnhW6Lku6tv6cieZpzBgGRuBOCAAAQGVgEwIAAFAZ2IQAAABURl9oQnFmoay6RFHn6IHzTI6nr6ofsbmU+H7RVyn/LbQZ7dyQsU5ybkico1FSynCbjPIM6jyaT999TkhJve86J1Tg7FJJZ3KsM0RqiQVmUmllIKxUPB4b1DM5vI2/dkWr4et6zi4pOg9PVaNfp87PCUldyviA5S0jLs4bsa7a8UheyoG9vvi61uISKd0q5QAAAACUCTYhAAAAlYFNCAAAQGX0hSaUUGblCSs/XKd9u6U1cbg/lp9xSc4UsWm1kx2GLiLO7Cj57OS6ir3amRwtrxyfmHieM93+VH9hXYXG0vnZpbLyzsl5sq+FS2siYiXgWaMxVzKvVgad9+Vvh6KpWGeX0nIr7LoUKRvO23PmnZM6lXYeiZ0pEjUW2KpaGfEZZqJSgoSjlewQaJci/gxo2jADd0IAAAAqA5sQAACAyuhdd1xoRPfX9ex+DXYPHldatUKaGUn4p1U+QnVJcTdB1C5CsJW+rL+dTid1SmW3UeJ64WUeRAVXNe0N76qk0ykUDm24CLPsa2tjzr78evMSF2wqT8ofl0sqer9Ul2a7ueI2TxkIJaxarOvp26a/1qaVWNDcV+aayn/HPSl/RDg3XzZ5A9g8RqXV5LtUJJzbUyKCu7LFb0XcN1oepRwAAAD0A9iEAAAAVAY2IQAAAJXRu5pQXvKW3eb9ywy7zmuD1V8J2dbKPDTbYweukaZH026sUuBKiDOnptgkdYVsfUbqLZ6+7Akt9NihEWnzWn11/aXzFD/NJxQbtBBnq+yDkiJHpKZSJEdtXj7UKrGQ5sjJ1jLamMR0HtampfzpWjg3Jb8F/Hsmrmn8enlf/kHOCLNuzsuum5ICKHnp0IQAAAD0A9iEAAAAVAY2IQAAAJXRH5qQciZHxZOWR/T36El63/T0jqGLuEqFs2W166SVwxZZ4A0btCMIahl01pcY2jEnK6VMLAVmN731RORb53540dczb/pQeTmuvq4UP0YZCG3eQjpV3GaV9+Z2dNjG59ZKQhAZqXc8KX+MVEjJPN06U8Se0EpENLt23jd5Qj172GZsLPnG+ik0IQAAAP0ANiEAAACV0R/uuIjA3UpWpdUYRxofHn6rpvERobp8svh2l7WJVB3Z6XXMvnGTw6UmfAhK6iA+twgF54YkmaSzXYLcDDUsnNqFHnfHJtLS6fB5FVeY7MtMUlxsrhQ/Dps4Wji3K/WOs4qpOpZ3zXD/WDZZ4dDiwonKpdl9c1dwdYRzi3WscO7I/ppRWTUJ57bcbyJdUHyRo+dn4I4DAADQB2ATAgAAUBnYhAAAAFRG72pCIcyKBJ6YSO8aMXnT7Vi6lJZKyFhHDe/Wwq4t/UsNU2bzitDqWOvg6VC4ppKdasSqgJrYYGhE5NCT9LBrRSMyQsw1PUak0xF9lcaSQqe5TbL0gWKjlXonKbHQeV+OZ6zZN69WI54wUv5kf0R82b4MnScJ6eYLKTq0/FopurqW/odITwEU9+XvjQLuhAAAAFQGNiEAAACVgU0IAABAZfSuJhSTOHCVUt9EabnvAe4g9+kxbHDn47g/NEldw9OF6OlEXGeMssa1W1fNkaOcVSJKSvxqegsRT+eil30gxeXNEeW+o+sodRFPX25SpGmJ94r3VeYyzut40vbo5SU0I6yx2fqemXonPrvEtQxHaQfXWP2jp6cS0s4qEdeeunSmiLc5dCp57ilbt5LHkZj2lJT35kvqFzktSa68kQq4EwIAAFAZ2IQAAABURn+442IcqXcE3qzacU/hTokbC7j5HGOlq0hL28P6CldY1CZcd3wdJa2PktKH2yjsFxl74z95OLdB7FEww5Zjv5++TuomY9fQ4Z4rkuJHdbk5wp+9Y+PrxN3GWgZr+T6zeT1pe9S0N2we7fobX/1CFVxzhnNb9nPUkx4iNY8Sis9tip4Qnx+Rpid7bPL9RdoeAAAA/QA2IQAAAJWBTQgAAEBl9J8mxCi1tINH50mNMDpo2o0jZNsIndZCtlWNRQwzSi7Evl+jZESiKxjp89OsJIYNzGK1vIRWNkF8BrLXMVP8KBqRJ8WP1Ao6t8mVXsczllci1a6xI/yZY4aYx1HAnvISjnBuIlIruHpKLGjh3FKbYfM6TpiIFECKzsMruqrnA/hnTwtPj9uQtgcAAEA/gE0IAABAZWATAgAAUBl9rwkJYudogzkm60bKn6x52pJTe7K2fYfjV/qxs8/vaDbJlCyGXzu5xkwbULQDkT6Hn9FxlH0oqzS41BWyNSJTR9A0IkeKHyudjs8mPlfUZqTI0UpGaOdHXGUr+FjjTI5WyqHImRypMWaP1a6bq0SEpq+0w3GdEsT1VjReeUgw0wYiSj+LiSaEc0IAAAD6AGxCAAAAKgObEAAAgMroXU0ohFndIjm/U3BOlc4nryWlm63Ojnm1c0NamQeO8VrzlgIXY7W8cpRqRKL0d4GyD2WVBrfyzOmlwPk6vF0pA+HJvcbXSc4UGfqdI59daXnalJIQYl4+t6NkhHUeKfeZIj6WNymyietMkaYXtVlZH9v5Orp2pp8LUjWj+DNsJntsOwwAAACYW7AJAQAAqIzedcdlwX0GZiyyg7JCqTlJSDNrE6nTc85L3J3FU8h0Xk7CSsUT34PLdDqKe054jvKXfRBVWRP3qH4NtVRCwk2j+eOUdDq8uxVirlUM1V1qjnQ6fG5n2HLueZlvRnt/XG6yboVz83Utt59WHsMRNq6VWCAiJksUKBlR4Jqq4d1x2ZkZ6hjcCQEAAKgMbEIAAAAqA5sQAACAyug/TYijlN0uEs1tEvs/rTDfHtB5NDylwIm47jA3ZR9cGpGReSRrzbbr5kzxw9fVwreb7XHYO1+HP6HYZL2eDPusdVypa5RpiEiWUEk0ierDuZt2ZNsgr7lig3IxXLoUxwrN10pGFNC/Og3vFkcSFHAnBAAAoDKwCQEAAKgMbEIAAAAqo/81IQ+8tMOAtgeXqChpKXSsc0MxZaX/IfKVAlc0IpGKh1NS2QeXRiTc5fp5nrRv/hQ/QiPS0vYLPUM7e8VtjDDP1Si5kfiZD4/WwR57ymGrj40y4smwEs8UlZbyx9JU4ibjomrlv83S346SEZ50QB1f47kq7z05OUm1Wo3Gx8dnDQmB7rrrLhobG6MlS5bQxo0b6eDBg0WWAQAAcIaSexPat28f7dq1i973vvclzz/wwAP04IMP0sMPP0z79u2j0dFRuuqqq+jEiROFjQUAAHBmkcsd99prr9H1119PjzzyCN1zzz2t50MI9NBDD9GOHTvommuuISKixx57jEZGRmj37t108803d75IaFDrnq4R7ZU8w3O3EOG3nQ9V3TaecG0+byEXG7NJy84txiruITG0pIzbSvh2+/aIGdaXZXbSwqE5nhQ/Wri0L51OkdDv7GnlWP39cKWu0cK5FTefsMlTwdUTzu0NPY5tNtx+ud1ZiquOyHDXWa68+KiK5qoTNjnSAYmx0Z/ddsfdeuuttHnzZvrwhz+cPH/o0CE6evQobdq0qfXc4OAgbdiwgZ577rk8SwEAADiDcd8JPfHEE/SDH/yA9u3bJ9qOHj1KREQjIyPJ8yMjI3T48OG2801PT9P09HTr8dTUlNckAAAAfYrrTujIkSO0detWevzxx2nx4sWZ/Wo86iYE8dzbTE5O0vDwcOvfypUrPSYBAADoY1x3Qvv376djx47RxRdf3HpuZmaGvve979HDDz9ML730EhE174hWrFjR6nPs2DFxd/Q227dvp23btrUeT01N6RuRCHdmzsdIP5JhjHOkJ2lY1V0dIdtFdJ4i2lSsl+kpfZrPtPoKbSlbk9DCt5tzdV4GQtOIygrfJtI1omLpdDoPs3aF1DpS/ni0JysdUFllB9Twc0o1I1Or4Z/jvCHnltaU97WSL7xbEw7V8G5HOiCibD3Mowm5NqErr7ySXnjhheS5z3zmM7R27Vq64447aPXq1TQ6Okp79uyhiy66iIiITp48SXv37qX777+/7ZyDg4M0ODjoMQMAAMAZgmsTGhoaonXr1iXPnXXWWXT22We3nh8fH6eJiQlas2YNrVmzhiYmJmjp0qV03XXXlWc1AACAM4LSMybcfvvt9MYbb9CWLVvo1VdfpUsvvZSeeeYZGhoaKnspAAAAfU4tBEukmFumpqZoeHiYrnzHp2hBbVHzyVh44KWBhQ8zu6/QhPjjASW4XvRVDgcoj0VpY80G5zrJuQmrnERsk7DBM5b15Wda1PQhvK+yJvfZK75rrU2sI+xlfQc0+x02iWuqjDV0BS0djXpNzbHKup7X6jyT4xo7oLSp8/q0M/21K2NLfK2FbOp0Ht7u6Uv8/ZjdSmbefJN+eu8OOn78OC1btkwxDglMAQAAVAg2IQAAAJUxv7Jo9wPcOxqHOhr/ZUjCZMtK6WOOZe4fLeO2EeibN8UPn9sVDq1VaCVK0zcZrq6aFjIsOqcP42vMXbZqOK5wjxiVbhUTfFliygnndtuUt1qqI5ybKH8o9dxVMXXYxJvKrPaavHnRZ2BG8w+m4E4IAABAZWATAgAAUBnYhAAAAFRG72pCjTDrvByIHMENHsIsBmb2tVLKJ5VX1aqr5NJqkjWN9P8dr2msW0znKTI2WyPqVoqf5tz5ykDI15qtEXEbupfyx9AvtBRFjlIIrpQ/pgaRXdm23HVm/yxTf6miZERpVUyL2hQ3eau9Zqwj5lHAnRAAAIDKwCYEAACgMrAJAQAAqIze1YRAdfCzStzhnOhhnZcG184QEXGdxNJfyikDoZYJJ65p6TaUpREVKhvO1tHP/uQ/U6RO7NBbmo9rSptnHWZiSfpLqSUjtDNeXTpjNFclxxP7u13eGwAAACgDbEIAAAAqA5sQAACAyoAm1ClaxQvH+R1OT5wb4roOPxfBXrtIi68Rje1Wnrlma9ReUZ45TWOxjk0kdvDOWt458d7xiZWxHu3GypsXt/Fp2WMtD51H4yqiU3XtjJGiF4l1nDpVaTqPdmzLuC6dloHwlPfGnRAAAIDKwCYEAACgMs5sd1xg94SeND4NNtZK4zMXWEVw56Dsg3us4rrj3p+8KX6aNsWur+pT/DQ7dJ7KRquaWVY4txjLTFLDcbsVZs0fF1jH5SJ0pKcp4voqLR2QsU5pLraS3JZwxwEAAOgLsAkBAACoDGxCAAAAKqM/NKHY9z6g6zzJtuoJJS6CVpKbqLyQ7SKvR9GT1PBtoq6VfZCh4PE8nhQ/zWdmbdJDp/Om+JHCgqIBEdMVuhTOLeydEZ1TBjrXqRL9wpg2qNefjXWl/FEGFwpHTx/qehjrq+kkJepfpmaktOXWeUoKG4cmBAAAoC/AJgQAAKAysAkBAACojJ7VhEIILT9zrVvaDtMdYv1FrKidGyrTPqYrxL7VYil9OrdRpOkpSyMyzh/F11E7Q0RkaUQFUvxwdSBOJcR99F1K+SM1k+wzRTVLV+A2KZ8n8doTXUQ7iMIee8768GVY19JKRnjs548tQSw5+8OaXGeK+GNNT00flpUeyLSfD80YK7RJBdwJAQAAqAxsQgAAACqjZ91xpSDCkpmPivt0SltHWdZaMmeGahNP2Lhlg6uy6ize9EDpPMyFU1YGbiWsmojyh3OzdnFFZxTXUZnh3KJKbjyx7qJK3dOdux5t91U52bo9bjKvi1B1URUIMfekAxKf4pyuSE96IHXNNh0Qog0AAKCvwSYEAACgMrAJAQAAqIz+14S0cg2OsGQxLQ+V5h3ikO0iZR4cuo5M6aO8vi6VfSBiPmahNXUpxY+YK1sj8paBUOfNWbGViOkxVkht3NalcG6OqfPMJJ1TlIqu2mtrrsOG5iwZYUhaeux3kfBuTs5waCudjlgm9zrW0YjYhs71I7lO9Cc0IQAAAP0ANiEAAACVgU0IAABAZfSFJhTrM8LXWED36ZaepOoxXvu1EgxFyj7E8zpLT6RHTdg6ZWpEHc7TnCvSCowUP0l1BnGdCpQN11L+eM4U8ZeqnfVxnCl6q8PsnyJFi6LzKOl/BIpe9NZC2e2eM0bGvMkZFs+ZIv7Y0qlypzcybOBoZ5fKOvvjLS+RtSY0IQAAAP0ANiEAAACV0bvuuEZj9p4ubwh0I9s9QkS2yypCDdnWMmzLidLHlitMs7FIxu0k/W3+yrDWFfRk0dbm8mXyzg7fFn0LVGwtNeWPFs6tpMgRrkdmAn/vEheVCEdnxCY53DSmK6ZAeLcedu0Is3al/DH6dmoDt8Pw3OluM90mNTS/wLzCjZwZot35cQvcCQEAAKgMbEIAAAAqA5sQAACAyuhdTSgvcdi1t1RDPLbBxnpCtotUYbV0rBhlLu6TVTWiLtoUax3F0vSkuDQiJbWNq2KrFipN7TSWqD+rNCkuuSOc2xMSrKYAMl5Pcp1YE3+ipoROC52nQHh3oj0VKOVgl2dQYpxVTch6rISYi7mU99bUbmZxlWMQNjgeI0QbAABAv4FNCAAAQGVgEwIAAFAZfacJifM6RdL4CJ94vnND0o/a+dkeQZGxyjwujcgiZ7lyXmpa1XXEuQ79PIznPFI6j36mKNFjRIocLX8L0xl4ShklBZCW/oeI6SJWOQYlBZDQRfh3Rzm7JF9P1gPnGSOmnaklJPTL79N1xFydv3bXvJquI+aam/ISefUjzQzxPirgTggAAEBlYBMCAABQGdiEAAAAVEZ/aEJ5S2lrpRqIdP2o0Fju73fYr+VxK1D2QdOIXHnm+DrOMhDJtOxxXl2Hz6WWhDDmLnKmSBznSa6bVWIhW6tRy4o7SxR4SkYk50c0vYivY+RpU0tIWDqPcqiFf461fHxmyQWtTTlzZJVb92lCymNHye5u6UdEWu44fckY3AkBAACoDGxCAAAAKqN33XEhUOte3BE6naSY8VZHTW7fjbGKO6umjbXKPhRxfWnlGThJ6n1n+HZJZSDEtLENhVxqeuh9WeHcNGOkglFS8WjuLDX9D1GaAoi7Wfnr0dx1iquOiHl8jLIVyUOlfESzb7a7zgoRVl1sqlEMq/pr0mbMq44tKcyaPbZe+py47sTY6E+44wAAAPQD2IQAAABUBjYhAAAAldG7mlCHiDQ+atqbEkO2lTIRailwbp9HI/LoL0bam8w1KIdGpKGFmCs2WWpeaWUhWHoRXnagrBRAMhUP132y32dZjjkKG9f0ojaDc4d3e0KPZwy9RSs5bqwTFJu09ECinISRHij+zEuNUbdR75us4uibfx2PfqSW73bYhLQ9AAAA+gJsQgAAACoDmxAAAIDK6D9NyNJQkr66H17tr53BIXKVAs9d9qE5uPO+LvtL0og881pnB8pK+SPmLauMuKPMOZFeyqFIyYj482T56Pn5HsUm7YyR0FSUkuOyL0PTjLqUHkjoRRxTOFH6ap+v0vQjouQFdkk/8vaNPwfJ9ea/vQquO6HJyUm65JJLaGhoiJYvX05XX301vfTSS0mfEALdddddNDY2RkuWLKGNGzfSwYMHPcsAAACYJ7g2ob1799Ktt95K//7v/0579uyh06dP06ZNm+h///d/W30eeOABevDBB+nhhx+mffv20ejoKF111VV04sSJ0o0HAADQ39QCjyd28Ktf/YqWL19Oe/fupQ996EMUQqCxsTEaHx+nO+64g4iIpqenaWRkhO6//366+eabzTmnpqZoeHiY/r+ln6QFtUVtLOYhtNn7qAjXttxxcdi12Te+9zT28mguNYScz0ukuxvVW27jtXvGKu3BdZ0cfT3zGnPLsOten1eZhyi5NsIGsa5hh7auNrdS7dWywdc3u6twW6puJUffNnZoba7Xo35GCszrslfrm/86xX1nTr1J+7/2JTp+/DgtW7ZMnaJQYMLx48eJiOid73wnEREdOnSIjh49Sps2bWr1GRwcpA0bNtBzzz1XZCkAAABnILkDE0IItG3bNrriiito3bp1RER09OhRIiIaGRlJ+o6MjNDhw4fbzjM9PU3T09Otx1NTU3lNAgAA0GfkvhO67bbb6Mc//jH93d/9nWjjLqcQQqYbanJykoaHh1v/Vq5cmdckAAAAfUauO6HPfe5z9PTTT9P3vvc9Ouecc1rPj46OElHzjmjFihWt548dOybujt5m+/bttG3bttbjqakp30bUrZBtT18rpY+n7IOnKqtWsqDEEgta2C9P2S40orySY6+Ecysh8jL0mA1NNC5lXja3mbombzogvq4It83uK7QB9loTE42Ks4XSA2XY13beGHFkQenL1hWvXUsXZPTthdBvNRqdffjMyPX4cxs93ehW2p4QAt1222301FNP0Xe+8x1atWpV0r5q1SoaHR2lPXv2tJ47efIk7d27ly677LK2cw4ODtKyZcuSfwAAAOYHrjuhW2+9lXbv3k3f+MY3aGhoqKUBDQ8P05IlS6hWq9H4+DhNTEzQmjVraM2aNTQxMUFLly6l6667risvAAAAQP/i2oR27txJREQbN25Mnn/00Ufp05/+NBER3X777fTGG2/Qli1b6NVXX6VLL72UnnnmGRoaGirFYAAAAGcOhc4JdYPWOaHFH589JxRrIda5iLLODTnO/tjnX5S5mA3qOaKyzhDxdu+ZHK1NO4fSpbNKRGS8l523qWczPGXPjXULnTFS2jxnjEybyjpPYn5nFRvEXNlNHvt9Z7GMvpp+JPp23uY5J8RJU2sZfZOzfFZfpTFqO33qTdr3f/+4++eEAAAAgCJgEwIAAFAZ/ZdFWwtLJtJDmjlaGLajkqppUzyX4eZTK8Vq4dtE6es1bYraveHQmk0KMpy746E22mvwhHMr100N7SYqLbxbumE6z95thXfHGay5a0V8NJXM2Gb116SRDVXCvS1vnOa6MyugJm2G625GCbtWbPKEfnPE+6FVXrXW6VIouAzZbu/K4991DdwJAQAAqAxsQgAAACoDmxAAAIDK6A9NyKPzKKh6CxGrTGo4XbW+ajod5iz1VGX1pPjheK6bdl2I8qf84ddfMbcn9SKjPXc6ICKWtkfX81zVXj3pgbTKpEZ6oEL6kfIZ6Un9iKOkQtJskusYYx2h4GolWa7zRN8PV5g+UaaeVOPVc7UpOu4JAAAAlAw2IQAAAJWBTQgAAEBl9IcmpKH5z40yD6ZGlHRWzg1ZZR+U8yKmRhR39ZSB0M5PEelniiziqcoq3cCwzhkIzUh77RqeM1KGVlPqGSOFmvZatXISzWeiNa114gfZ542a60RdHfoRHyv0Cu3cU5f0I4EnFY9HP/KuE2cv49NqOpvVNxlmfA471JNq3SrlAAAAAJQJNiEAAACVgU0IAABAZfSsJhQCUXjLeVxz6DylYeo8Sj44NSedI88cn5vNq52lEW5fT469buadK4m+O2NkXdO8ueNK1amKrJPdpulHRExDMs7n6XqGMtAr1SRlq62zWJ2vU9p5JHPe7Gtq6kmKTZ3qSTX+G6iAOyEAAACVgU0IAABAZfSsOy43ecOUyUiRU6TsQ94UP3xuh9tPhJ+Tgpbuh6iYy7Mkd5YH6arjbkyPe1QLhzbGam6mAml7VNdd3lBv7zplue54exHXnQj91t5n9lDYRJmoXrG5CgX3LGwdm9Dm5cdC+NQZY+GOAwAA0BdgEwIAAFAZ2IQAAABURl9oQrpWU6DEtTK2UNmHslL8NBfubF7DJlfZ8G6m/EnmVdq6+N+jOQvvjulSKLtwyRdJ2+PRqThK7K5VdkDTsfRUWsa8WgqaXgkF73Reovx6klX2IfrbKsPR6dwo5QAAAKAvwCYEAACgMrAJAQAAqIye1YTC9DSFt5z3tcHBuVlUSWWjairdSvHTXDheNHtejlISgsiZ8kfM7Sgjrtqv+I37MR2QqudZZ3K0UhT500CpZ4GMdPuqluMopdET55GsM16cnHqSXXZba9TH6ll7rDNrESWeVcrSk6xSLJ2aAwAAAHQVbEIAAAAqo2fdcVnYodMFskPntKNrKX441n8Z8oZzMyy3U+4UQGVmPK8iHZCZpiela+HeeV13RK4KtPkruFpZp3OGZDcXytPkSmdk2qFNZVUmLeLKy3xgdWbrFAkT5yTVXmcnHpjp3B+HOyEAAACVgU0IAABAZWATAgAAUBl9oQmF6enW365wbasKq6YROSq4lprih1Mk5U9qRGdrdLAOf73JVIoFZsmIZM0ulY8g0v/rVaJuWHNoN67yEslAR+i3aDc+T451PPqRmDqvnmSFgqeLOGxoY0diUxFNS2mz9KTEButzOTsXf21iZPKEU/fMMhlpewAAAPQD2IQAAABUBjYhAAAAldEXmpCGqcf4JosnStsc519cKX7EXAVS/qjzOEpEcLQUQGXpRWLNLpYcV7Uavo7S1gv6kdcmT7lybR5PKiFjrrx6kl0iIu6s2+T63ehW2QrxRIEyFsk8+c8uic+epi9FD1DeGwAAQF+ATQgAAEBl9J07Lg7XJpIh27mrsIqFHK4WY17VRVUk5Y+YrKRw7hKzdSfTWOmAtKzTYt05Sg/Ud647sXD6aK5CwdV5y3HlFan26uo6R2mHfF2NUPYI083XcHyeOgwjr51G2h4AAAB9ADYhAAAAlYFNCAAAQGX0nSbE0TQiV9kHTpEyEN1K+cPxpAByaDeFSkaIvopOxfCUPuiJ9EAcV6mH/NVS02l8WpMnFDxpKaQpdlFPiilgY5GUP66ujpISZYWN+7rqWlOnYeSmXpe9BAAAADB3YBMCAABQGdiEAAAAVEbfa0IcreyDK8WPtwxEOrE+lzJvoTNFybwOvciTDojI+V8Xhz5T1pkjz/s8w/LCePzwlp7kKKVdqGR31prWup4zOQX0rlL1JA2HLuJ7n62zMxWcXZK904fauaFStaaMkhFG+Y4Y3AkBAACoDGxCAAAAKgObEAAAgMo44zShGE+eOaKCGlE6cfq4S2eKOLlLRnjO+nQyd7JO510r0Y8YpZabiPGcR6rqXI1mh0er4WdwHKWePVpNV7WmRN/wlaZQMctyR9MWWUfVcvTyDFrfTnPU1bjWqoA7IQAAAJWBTQgAAEBlnNHuOE6hMhCcIil/EiMKpBJilBbeLdZ1uJ363XVXIBy6a6HgnLJcwUXSDAmb8ldWTZcpEDaed812ZjjcZuW5yRyU6AJMq6Nav3ud2eF5b3AnBAAAoDKwCQEAAKgMbEIAAAAqY15pQhxPGQhO18K55ULZ82o40gHJJeexfiSGzo2eFGPqkbG+5NWW8n4WPWmHzLGe97lAGh9PuXhPWHmR1xOP8uhOpg0KHeo4hdcZyPdbhTshAAAAlYFNCAAAQGVgEwIAAFAZ81oT4nCNKMZK+ZP0LfHsT24fOPSjaJ3OuwpCAf0lPhrE7deW7NZZJSJ5XikdbFimUET31GwodBaogPbkWsdB3nNOJdrQNS0q/jr3Qtqev/zLv6RVq1bR4sWL6eKLL6Z//dd/7dZSAAAA+pSubEJPPvkkjY+P044dO+iHP/wh/fZv/zb97u/+Lr3yyivdWA4AAECfUgse30uHXHrppfSBD3yAdu7c2XruggsuoKuvvpomJyfVsVNTUzQ8PEwb6aO0oLawbNNKg7vnOh5X5Fae48nMLA2Z83Wt1z4zNZVr3rmifvY7y5uskEsn+/rP/OpX+ecFLRac8+7sxgLv3ekj/y/32H7idDhF36Vv0PHjx2nZsmVq39LvhE6ePEn79++nTZs2Jc9v2rSJnnvuOdF/enqapqamkn8AAADmB6VvQv/93/9NMzMzNDIykjw/MjJCR48eFf0nJydpeHi49W/lypVlmwQAAKBH6Vp0HHe9hBDaumO2b99O27Ztaz0+fvw4nXvuuXSaTuU9iDwn1DyV0uJxZRqR04YmBSzJ/doNd1w4lWveuSI0TpY3WbfccT1+DfuGRnakbCF33Dx5f05T83V2ovaUvgm9613vonq9Lu56jh07Ju6OiIgGBwdpMNJX3nbHPUvfLNu0clE+o+AM5ddVGwDmjJ9XbcCZwYkTJ2h4eFjtU/omtGjRIrr44otpz5499Pu///ut5/fs2UMf/ehHzfFjY2N05MgRCiHQueeeS0eOHDGFrfnM1NQUrVy5EtfJANepM3CdOgPXSSeEQCdOnKCxsTGzb1fccdu2baNPfepTtH79evrgBz9Iu3btoldeeYVuueUWc+zAwACdc845rTuiZcuW4U3uAFynzsB16gxcp87AdcrGugN6m65sQp/4xCfof/7nf+juu++mX/7yl7Ru3Tr65je/Seedd143lgMAANCndC0wYcuWLbRly5ZuTQ8AAOAMoGcTmA4ODtKXv/zlJGgBSHCdOgPXqTNwnToD16k8upIxAQAAAOiEnr0TAgAAcOaDTQgAAEBlYBMCAABQGdiEAAAAVEbPbkIoijfL5OQkXXLJJTQ0NETLly+nq6++ml566aWkTwiB7rrrLhobG6MlS5bQxo0b6eDBgxVZ3BtMTk5SrVaj8fHx1nO4Tk1+/vOf0w033EBnn302LV26lN7//vfT/v37W+24TkSnT5+mL33pS7Rq1SpasmQJrV69mu6++25qRFWLcZ1KIPQgTzzxRFi4cGF45JFHwosvvhi2bt0azjrrrHD48OGqTauE3/md3wmPPvpo+M///M9w4MCBsHnz5nDuueeG1157rdXnvvvuC0NDQ+HrX/96eOGFF8InPvGJsGLFijA1NVWh5dXx/PPPh/PPPz+8733vC1u3bm09j+sUwq9//etw3nnnhU9/+tPhP/7jP8KhQ4fCP//zP4f/+q//avXBdQrhnnvuCWeffXb4x3/8x3Do0KHwta99LfzGb/xGeOihh1p9cJ2K05Ob0G/91m+FW265JXlu7dq14c4776zIot7i2LFjgYjC3r17QwghNBqNMDo6Gu67775WnzfffDMMDw+Hr371q1WZWRknTpwIa9asCXv27AkbNmxobUK4Tk3uuOOOcMUVV2S24zo12bx5c/jsZz+bPHfNNdeEG264IYSA61QWPeeO8xbFm48cP36ciIje+c5mpc9Dhw7R0aNHk2s2ODhIGzZsmJfX7NZbb6XNmzfThz/84eR5XKcmTz/9NK1fv54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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(u_out, origin=\"lower\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:57.783986Z", + "iopub.status.busy": "2023-02-08T23:21:57.782987Z", + "iopub.status.idle": "2023-02-08T23:21:59.093747Z", + "shell.execute_reply": "2023-02-08T23:21:59.093747Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:59.096746Z", + "iopub.status.busy": "2023-02-08T23:21:59.096746Z", + "iopub.status.idle": "2023-02-08T23:21:59.108748Z", + "shell.execute_reply": "2023-02-08T23:21:59.108748Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "unstructured_interp = UnstructuredInterp(u_mat, [x_mat, y_mat])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:59.111747Z", + "iopub.status.busy": "2023-02-08T23:21:59.110749Z", + "iopub.status.idle": "2023-02-08T23:21:59.124747Z", + "shell.execute_reply": "2023-02-08T23:21:59.124747Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "unstruc_out = unstructured_interp(x_new, y_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:21:59.126747Z", + "iopub.status.busy": "2023-02-08T23:21:59.126747Z", + "iopub.status.idle": "2023-02-08T23:21:59.234269Z", + "shell.execute_reply": "2023-02-08T23:21:59.234269Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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"execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:01.344252Z", + "iopub.status.busy": "2023-02-08T23:22:01.343252Z", + "iopub.status.idle": "2023-02-08T23:22:01.515280Z", + "shell.execute_reply": "2023-02-08T23:22:01.515280Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "unstruc_out = painterp(x_new, y_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:01.518280Z", + "iopub.status.busy": "2023-02-08T23:22:01.517279Z", + "iopub.status.idle": "2023-02-08T23:22:01.609794Z", + "shell.execute_reply": "2023-02-08T23:22:01.609794Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jq2Ja2pTXK3MiMq7gLrNZMbJYpLr9PUolZEYlWKmbFl2T5TZeIeO26c5tn5o814b7NlDBPJd1wTbsW/2Q4ke2L1GKn3mRpsc6no++u7d7ZY77x3/8R3z84x/HFVdcgbPPPhu/+qu/is2bN+Pb3/42gIWH9sEHH8Qdd9yBq666CuvXr8djjz2GN998Ezt37vRMRQgh5CTAtQlddtll+MY3voFXX30VAPC9730Pzz77LD72sY8BAPbt24cDBw5g8+bNnXNGR0exceNGPPfcc4uOeeTIEczNzSX/CCGEnBy4zHG33XYbDh06hHPPPRfDw8OYn5/HPffcg6uvvhoAcODAAQDAxMREct7ExAT279+/6Jizs7P46le/WmbthBBCBhzXJvTkk0/i8ccfx86dO3H++efjxRdfxPT0NKampnDDDTd0+rVa2rYsP3uX7du3Y9u2bZ3jubk5rFmzpvtFGdVSW6ItqGqphrCQK4UQtw93s9De4yk74HOzLq/zlHXnzmkoymU7+j6yVUxrchtXZm/j3GwV1qhDpZQ+g1b2AUJrU/myxGF035TsacpF3jQ9g10GIi3PkHZui5sal2OQFVpH5LVaRF3fUS79xbg2oS996Uu4/fbb8alPfQoA8P73vx/79+/H7OwsbrjhBkxOTgJYeCNavXp157yDBw+qt6N3GR0dxejoqGcZhBBCThBcmtCbb76JoaH0lOHh4Y6L9tq1azE5OYldu3Z12o8ePYrdu3fjkksuqWG5hBBCTiRcb0K//Mu/jHvuuQdnnnkmzj//fHz3u9/FAw88gM997nMAFsxw09PTmJmZwbp167Bu3TrMzMxg5cqVuOaaa3pyAYQQQgYX1yb0u7/7u/jN3/xNbNmyBQcPHsTU1BRuvPFG/NZv/Vanz6233oq33noLW7ZswRtvvIGLL74YzzzzjD9GqB3QsS1bxvUCrWlJycRbWOWLPSlmsvEXJW+FTh3kiBvyaDeOcV2aFlLtox9KgefObSlTe6R1WCl9gMR+oWKgLP1LrKNS2QdJTRpRdhojfMfS/oK4uLbUceoqA9GrFD8A2vNRyYuh+bRN3NOR+AFroOzDMRUAWUwryG+nYebm5jA+Po6PvPf/YmToFABAazi68mHhBSDMg4j7irYwLB+e4nODahPOFnG7/GLUvLHAK8cRv7xqHuNcsy8K2xbOjQ7k32y1xuJ23VZ8nB+3u7bFjuNr8Myj/nBVWJO+j2X7ytxqRl/5t1/1FRuAee3F86o2OW98rMaxr6cVt4u+LeN4qGX3HYr7ik1G/t9Vtg+3is8dFvMMR+3DYk1S2I/7jrSK2xY7dyjaokfEJiT7xmMvk33FvHH7SCvtu6xlzxO3xz8f+ck7uO+Sv8ahQ4ewatUqWDB3HCGEkMY4ubNoG5VWc+lPkiqsdVZHtdL4WOlOVF87nUtsPgk5F/OaTGxV3LmV2Uzcp9TNN3NuSbOfqworFjO5RX3l24DlCm6tKZNNp2VUOdXWRUfGbevNKOeOLkMnopMzNVnTYXIWtbQ1PRKdTfNcQyl+2uK+JW8hvcrWnXktmZdplArcu484XLT5JkQIIaQxuAkRQghpDG5ChBBCGuPE04SCYfDvlXu30nGk/lI8p3KTrbCksrpCVqsx1pRPr2MswlEdNZPNxZyntiqsuZIQ0tus8CDnzi2eEcO+rr4qaw1ibFfZB7EGsyqrKscgveO6D2GQmlZZjUhLKA6NaIlS/GRT5nhKOSRrsPvOx7qOePbmxXe1TAqdBZfzjsNFm29ChBBCGoObECGEkMbgJkQIIaQxBk8Tkvnala5Tk87jKY9dRVuyyiTD1nmkdmB65htxTtmyFYamojSsHsUJZfO5OM71aGctww6fjTGK7k0uRY4dU1RP2Qc5j06fY2hPxhoW1hHFneU0IKVxFf/+yHikJIOXmSrITvHj0Yh6leIniHFltgVziZ7YH9kktaf4uKaS4560PXwTIoQQ0hjchAghhDQGNyFCCCGN0b+aUGh3AjPiOI+iMuHd4Cr3Pdz9PPk8c63CxpC7niTGSLRZueSUVGbM49Fq5HEm9srWtAztyZunzTFPMOaR2oyVk84VYySaPPP0Knapkk5lPIwtmcVcCVWWRmT/PiQ9ZYZwQyPy5ZkD4hvXUl9APXnm1N+fOvPOxbE/qsxDmhm7bNnwhXki7Sya56hda92aghBCCFk6uAkRQghpjP41x5UlMUnVl6bHNLl5xlXlF+pL42ObpMShYQFRZhhrUR6zWY0u2soYVNIV3DSLyb65a7VMY9l0OsXz6HFjl9pc6p3iNZnjQrhH58yWRi2HbBmIuN3jvi179sg8l//1LpfiJ2uKr5Lyx7KlGqY8OY5ZsVWOFTW9087VhyleDiGEELJkcBMihBDSGNyECCGENMbga0J1lmewykCYLs41pvgx0vhkNYmWYVtXIoqR0l/VjDbmzbldt+J5jHHkuZmy4R5NxXJll+loPKXAldndSuuTkTrSdDqizRy3+7IPQKp5+UqDi2fEKE+utRiPRlQhxY/sGY3rSfEDCDlGuSlbI3Wf4ke5aOfeCeJUQvOp5qLKPlhu14JYBzK1JDmuGDsuCfFOoCZECCFkAOAmRAghpDG4CRFCCGmMwdOEcrnqPefWpft0b/5cRHNwpPFR8TtyrOI2j9aRK5vQcmg3Vuoaj9aU018815Os2FEK3BNTlDtXkmg1VdLp5EoueLSn5MDWntJ0OuYS1HMca0RmDBGwJCl+ALsMhCd2Tz6osQ40pH4pcw/5cVQqIUeKH5l6Zzh+KHLpgMTFt4diPen4z8cYJ0QIIWQQ4CZECCGkMQbDHFcyu3Ul923pGlpXVm25BkcaH2kGkPOk5qxM1VXDpKbGFa/vnszSSRVQaT4xzXHS3FPebbxSZuzYfJUxv1nWFculWY6lDFKejNvKVFfsDp1ND2S4+SrX9tjtXa0gk7an7ehbV4qfzOOULE99dzK1TfcZo5N5lenLtoW1oy9+WN4XwxVcmtCGHe7cKh2QqpK7+DjH1C9LMXwTIoQQ0hjchAghhDQGNyFCCCGN0b+aUAjHdQFLjpE5NBIbpq3jmJVWM/pRrJvowpGG3dRbXiIYYoF1fUaqGgCJxpVzCbYM5lqXKja2K9dWj66jcxR1fa76eqx0OoYW5S7lYGg3ptu1p+xDxm1c61SRO7RMp2O4VqsnzdCIlCbqKRnh6VslxY/QVFpS9yw8c5FhY/0low+llaENbUaMC0iXbtudO/5bpjSgukpCiGnb88cP3plnZVVCCCEDADchQgghjcFNiBBCSGP0ryZUQJBpSDyxP1XS9FQ51+jrSeOTi+uAIYeZcSkZrcaKG/KkrlEpZKzYn4yu49OTRFdXeqBY+5OxMbJv+XnM2B8xjSf+yKVTGeXJ1TzWmkSrTpkjxzLS9ixVih/5+xK3yc7yJsexM0JvkRpR+qfAjguSKbxCrO1kYorM9F9CI4rLQpglIaBT/sQxSPG5jBMihBAyEHATIoQQ0hiDYY5L3t8dKau9qXcSn1RHX5mRVyzR585tmPJMu5Lteqxez+N55LieyqryVMtlW5nYuu+rvg1rHke2a2W+UvNYjUZfOY9nTbm+8SMh+8qu0kRopMiBNJt51hTPqdbUvXmusRQ/4kFIXPPFmera47FVWptie6l2Yk77qkzZcbthUgOkW7YwEVppfKQ5sWTKn/lMlvKiIQghhJAlhZsQIYSQxuAmRAghpDEGQxPyUFbXWTihuK9HX6rRnbt8eiA5jzjVaMunvSnWw0yX7azO0/0aTP3F0dd0YZbnyjRPspyBSpET9xXzLFFf6/p06qDih0bNY7inq+fFoRE1luJHaTnRmuR6057CvdseN25V2XTEuPafDZHSR2lnQ1HfIPoWf3lBPEBlU/6wsiohhJCBgJsQIYSQxuAmRAghpDH6VxMK4bhd1qO/5MaMkfpLbAfOlVyIy1ZnS1F7YorEqShG9Y3jR6zS3xBxQyo2SU7UfXodvcbi/EBa5ynum9d5im34Hv3IKmORi1UKbal1FK+hUjodq69Yorq+ttGmdJ/i5DWmRpQpRWFpRK4UP5mHIu3bvQa0cLJx7SrGSK6jeE3xuCqEaF4+P8XlEHS6suL4HfV7ZqT8MdP9AGiL+1iUtmfe0I4kfBMihBDSGNyECCGENAY3IUIIIY3Rv5pQEVXidSytBvDF85gxReI40n2UfuTJJafWZwkCjvxvjrIP6lSjzAMAs0SBOW+lOCFDLAPMOBur5EK2r9QOonk9ZR9q7SuaE6XDuFYgvV4rhkj3da7JKgOhcrpFbSovXvEaWzJeJxcnZGqdxX839HNq5+dLxxHHRlkI/adKlPeOvlwVQ2TknVNxQbl8dlH/EK33GDUhQgghgwA3IUIIIY0xGOa4xP6Q6duOXieHhf9znal3EjNZ9+7cZqqdzFjKlKdS/ERthklQjSVdpz0u2xnTXWKasXzK5ameKqziOGe6K5uyyEqfA+TNdeaaajIRekxhufIM9jz1pPhRqDUZYRTiVB1JUOxmLV2cVVmRuDlXlsD6M2J4c6vHI+NGHpu7hqSrtByqbMqfdrFZb6GvqOAaFjfltWmOI4QQMghwEyKEENIY3IQIIYQ0xmBoQgbSZqnTWbgGi0cy2mAaXc00PrlxVMluy/1TTmyNI081dB2Hy7Y61bz24nHUtGq9GbdrT3odY01miYKMVKauL9YvlLYhTjVc2W3XaWOcRdpdJRdc85RM8SPnEWuyNKKWKq1RPI9OtWNrjrpUeLwmayx7HrNseO6BWoKUP1JnDiXLiM9b9d8FfBMihBDSGNyECCGENAY3IUIIIY3Rv5pQaOO4rXJYfB5jlJF16i9JTI60N8uYoiTOJhdTFP1sxetgEdt1UgZCnGukc8nGIxmphDxxQ8qWbuhLSp8w7OWuUuCALxVPImrlyktE51XQX0xdCuJWVIrfsc81y1iI47LzeFL8ZOcRI6Ul7DNXYMnDmTihVvqQp32VXmSVRTHiqVRKn4K1FqzDbItEo7bUh2W5jOimqxQ/ubQ9BWXE5+d7qAn98Ic/xHXXXYfTTjsNK1euxAc/+EG88MILyULuvPNOTE1NYcWKFdi0aRP27t3rnYYQQshJgGsTeuONN3DppZdi2bJl+Ou//mu8/PLL+O3f/m389E//dKfP/fffjwceeAAPPfQQ9uzZg8nJSVx++eU4fPhw3WsnhBAy4LjMcffddx/WrFmDRx99tPPZ2Wef3fk5hIAHH3wQd9xxB6666ioAwGOPPYaJiQns3LkTN954Yz2rtrAqrXqyajtMd9l5kjQ3DtMdIMxmYho1r9W32GU7W4nU8DpVbqXy8hwVT31mMsN84kmv4zD7ZV3kjXZtqhMmkciEJc2s1vrdJkKrr2w3xqkrxQ+QftU5t+X43miX+WI3a5+Lufh9Ual3RN/4F8KTjTsTTSLNdbEZzZPyRxnY5L0w/5SljSptT5xBPK6sag0q19N1TwBPP/00NmzYgE984hM4/fTTccEFF+CRRx7ptO/btw8HDhzA5s2bO5+Njo5i48aNeO655zxTEUIIOQlwbUI/+MEPsGPHDqxbtw5/8zd/g5tuuglf+MIX8Ed/9EcAgAMHDgAAJiYmkvMmJiY6bZIjR45gbm4u+UcIIeTkwGWOa7fb2LBhA2ZmZgAAF1xwAfbu3YsdO3bg+uuv7/RTGWpDKMxkMDs7i69+9avedRNCCDkBcG1Cq1evxvve977ks/POOw9f//rXAQCTk5MAFt6IVq9e3elz8OBB9Xb0Ltu3b8e2bds6x3Nzc1izZk3aKXZ7lK7SVnmGtjB+VintYJEZx9ZFHG7kVjkJOW+NbuOmy3bOXp50le6d0oYfH8hxBZbmJW3p1rkq9YuRXseh1chz8+7c0TPSllpA8bxqXI9umFu/MU59KX4grl30VdVTu2sD0mdRl1Qo1qVy58q7Ef8H2ywJAaTPvMqH1X3KHy30iBXG37Noa8sSMNE8HnduQLp0R27hvSrlcOmll+KVV15JPnv11Vdx1llnAQDWrl2LyclJ7Nq1q9N+9OhR7N69G5dccsmiY46OjmLVqlXJP0IIIScHrjehL37xi7jkkkswMzODX/u1X8Pzzz+Phx9+GA8//DCAhf8RTE9PY2ZmBuvWrcO6deswMzODlStX4pprrunJBRBCCBlcXJvQRRddhD/7sz/D9u3bcdddd2Ht2rV48MEHce2113b63HrrrXjrrbewZcsWvPHGG7j44ovxzDPPYGxsrPbFE0IIGWxaQdZCaJi5uTmMj4/jIz/9aYy0Tln4MDZqDksDs0grEbdLHURqQqq9+Nyg5o3ah0SbjBWI2mWqdKVDyXnj41zf4diOLdcgxy1eg07nrgzmi86pxpXnWm1qXNFXrSltT861rlWea7WJea05Fz83OrDasmsy7lNmXGte1/XINjlPy2hzrFHfl2KNJbv+ltGmzjVSC3nOzd5TI2+S1IjUfTLOHZI6ldUmdZ/iNcgy4qo9jsWK5px/8238v+tncejQoazEwgSmhBBCGoObECGEkMbo3yza7XD81S82zWTKW8bWRRWbVMEd2syq7UgHpNKS5IyhrpQ/hiu7dW4mMbnK9J2cK1/ti9OWqLvkqXiaqayatFopfTJrMue1XMqxmNt11Dfjemy6XRtu5Gbm7ty8Kqs5ismZ2IyuVdyu9T13pOIpWN9i55oZuXORGw4X7dT1uzjVjlyCntNeUrAuviZ3biB16W4ZYQYWfBMihBDSGNyECCGENAY3IUIIIY3Rv5pQHeQEF0vLqTOdTuICaaTPAUw9xpPyJ1exNS3lUFzmYfF5o74obFJrzFVh9egvpundSukDkTbGUzbBo0uJD3JaYNKeTXsTPRNWmiHA1IiUNiNO9aUdMsYRx5ZGpNqUtGClvTEmzvx3W197uZQ/usxD8Uwqx2aVlD+qSmvx3yd1rUY2IOW6LjWi+Pdj/nhbu5eVVQkhhJC64CZECCGkMbgJEUIIaYzB0IQSQ7HM55IRVTx44mw8+pE1jieWKVMiuhXZhUOuTIWpaYklyNQpiZ5k62Fx3FCuFLjVpuM6PDFGcuhyZR/yMUUCh6aSak/F46i+nlIUgB27ZKSncZURz2lNRrkJaw1yHn2tllaDwjZgEX3MiJ1RpTaiC7L0loX2Yl2npXQdcW5dZcTl/TdKqOTSEBW1ybLgFnwTIoQQ0hjchAghhDQGNyFCCCGNMRiakAezFHim3HdMRrtJYjVy+lEiacl4HTuex8w7Z8UNyfUa82gbfS4XXtySiZ3xlALvcr2qs1xHLsebMY6ZY0zFFGX0mKSvmMdTClxMWzbPnJwnq92U1bQyOekqlUE3NYniWJms/mUMlY1dSj7ICYXFAy1ZGXEzT56M5ZNxQeL5ig+N+23BNyFCCCGNwU2IEEJIY/StOS6E0HnlTMw2OddjMUaMu7RDt31z6YFc5RjEuUb6DSvljzKxWfctU/pAp1mJXrszdg1XOp04zb1lbgNMk5snvY40X6kKtIUHi5nJik1hGUuLWJNos8xzjhQ/ak0Os5nHRTvn/myWkKiyJsvcq0xoNab8SSzOtoktfjZVm+XODSRrrtWdOzGpiTYZCmHNm4SIMG0PIYSQAYCbECGEkMbgJkQIIaQx+lYT6ppMuW+zr9Wu9BZLT8qkqLD6Kj1GNBvpgVRfM3VHscu2tj1nBm4X29pVmntDz5OlwK10OgojrY+n7INOxWPoYx6tRoylSml4SiHUlOJnYaxiPc9XclwuMvo5V2Lc0nnEsKbbeC71Tly2Qs1ZY8ofjzt3fLJMh5XLdBO7aDvcuXWaHiMEY140OdL2hOQ+MG0PIYSQAYCbECGEkMbgJkQIIaQxBkMTSlLxZPpaZR/UuPWk8dGxGCjsa5b+ln2B1MavbMjd95VxBXHckJXGHlgsvU4cryDONfQlT+ySle5/od1IQ+Qo+5CP34nTJtnxFnbKHzsNUW3pdERfT7lyVaIgHrtC/I4nbY+6AONeZJ+ReCyH3iL7q3g2FXMU/VxnTJF8xuN7nBGqEt1Hjdt9XxmPZ5YVj8dh2h5CCCGDADchQgghjTEY5rgYTyVVR4qfhbGNFDlN9IV0J+7evTvfN87IK9eQ+cCo9uqpwmqZwqyUPkAmlZCcR7qdDpd1nRZrkqYKy3SUqYprmhMd47pS5ijTV7F5zlXxtELaHo8reJ197RQ6tkmqZ+7cZrbrzDzx73cmZZGV3ihI85uVAij+eZ4u2oQQQgYAbkKEEEIag5sQIYSQxhg8TUhSZ2mHtLOYR7RbpRCkvdnom00PZPW1XLZdfWU6nbSrSu9iaDfapTP+0XZTRuI2bqT0wSIaUWIuz8xTuq9s6l4jyqXigaVpebQOuUalnfV+TZXS9ri0GmMNcGpnLpfzpXfnXji1WOdpWf7qmTCQouqoC10zYQlFJSNyabeM5RFCCCFLBjchQgghjcFNiBBCSGP0rybUbh83xlrpdCTBMOJbfd+d811yc1aI/UnIlRy3+hrzaP2ieB4dg5NJD2SkslE2cTNOqDgFiFxDTiOybNBWaXCtqXj6iiVYGpEjFU82xU+yPjGuQyPyxP6o2BgZL1J03iKLcKXtqZAeyNTkjGoGilxMzhLEFAGwY7ykzhPPY6T/UadaKX0WmbeoZESLcUKEEEIGAW5ChBBCGqN/zXERwTAd2Sc6UvzoSdNjjzu3oh5XcPVarVyCDRNhzmU7xqjCCkjzUPeZvWVKH5c7dMY8l6b8sUmznkvzg+gbj9bO9ZVLip7bKil+DFOYerKqmKgcbtcqNCLxzhXPjydtjyflTzZ1TXHfTEJ0Ow1RZiyzc/KrI1Pi2OMmJjaPidBK/yPm0Zm87Wc+eTbjrsyiTQghZBDgJkQIIaQxuAkRQghpjIHQhBJUmp7y52pXxZLaTaZERKxBmFVXu5k3PlV2TYy7xWUeAKEniXuYq4CapH4xUvosrKlYU6lS9kG7kcc/SnduAzmMoxKpRyOqlOJHHCN5njL3SY5laSrGf0k9btfZiq2OVDZmyh9D75LnZnUcRwVXU6tBcZtaR0arsc8VpxrfnZK3LfEs45Jtla9Nnh/5fBvwTYgQQkhjcBMihBDSGNyECCGENMbgaUISaTRuR/tqrpy3GivWL8S4VhqfXJxQlRgjh/YEI/WLuabMGsy0Phm7dlpGvL6yD+pOGOUlLI2opXRCMU8cL+JI8SP7u1L85NLcJHNmbPgynYuxJlfZbetctYb6Uv6ULe/tiinKnWt0zZfsttaQWVR0H3U8j1hj/D07ZOdcXJAqGVEQMqi+CwO+CRFCCGkMbkKEEEIag5sQIYSQxuhfTSgE5LOAdTNGTI255BK6N7pacSgLHcrrR6ltWoyjYoFCcV+HnmTnlVv45Pj6hL1Z2bWNctI5jWg+ahfamaUR6TgaI09btmxCPWUglDbgKaWtuhq6lSdWxlEeO68fOfLOWfFInpLdjpii7LnWcaavlf9NfXnW34aM7maV93aVTJ+Xayr+HY71ImpChBBCBgJuQoQQQhqjf81xMZG7dBhK901XaQc1bnEaHzOFT2Ycc2uvUoVVlWNwjO1J/5M15cV9i1P6AJmyD8paGpm+stVFjXZHVdZcip+WlSLHY54z3NEBiLQ9HhdzueDu16TuqcPF2VeKwnGc+94dVVhLu3PLczPmK9sVX5xbXEUk6zZumvJqKhnhqu4qSUzX3f/95JsQIYSQxuAmRAghpDG4CRFCCGmMwdCELJQek+S5KT+uKt0gjKFDjrwYxrhZl+2ks8MVXDZ53LCV0dvSk4ReYZV9kPb9CmUfTI1Ips+RGktku+5Vip+F9oL1wat1yGfccDEXx6Z7dyadjqHmVUuR43C7Vte+FO7cYp6s9mS1WVqTbJIfWC7bnnusbowxsaPEuBo6Lp1BF21CCCGDADchQgghjcFNiBBCSGMMviZkkY3fqZDGJ8Yq/b3ovBEV9CTPPDp+oXhelYrHoSeZGpEsRaFKkBdrNR6NSKWqkenpozVZMUR6TSlSI7LqAeRS/KTrh2gz5s3Fi1jxPOJUsyyEFYcijvMpikR7ydifrKZVdlzkYnJQSJ1ak7pPUQodXWKheKz8mhxCVbcxRkulCc3OzqLVamF6evr4QkLAnXfeiampKaxYsQKbNm3C3r17q0xDCCHkBKX0JrRnzx48/PDD+MAHPpB8fv/99+OBBx7AQw89hD179mBychKXX345Dh8+XHmxhBBCTixKmeN+8pOf4Nprr8UjjzyCu+++u/N5CAEPPvgg7rjjDlx11VUAgMceewwTExPYuXMnbrzxxu4nabePv09bVU3rJEnRkjY5jGY+qrhsKxyrdFRhNd29lyrjtsM8p92fDRfnGlP8SJJ5czlZhq0M4imWSc2s2CpPyJmDPC7m8UGFtD1VUuRUyc7tyYxtfpV1mvms44y5y6ys6lqTw707Hkdm3zYo9SZ0880344orrsBHP/rR5PN9+/bhwIED2Lx5c+ez0dFRbNy4Ec8991yZqQghhJzAuN+EnnjiCXznO9/Bnj17VNuBAwcAABMTE8nnExMT2L9//6LjHTlyBEeOHOkcz83NeZdECCFkQHG9Cb3++uvYunUrHn/8cSxfvrywn8xAHUIozEo9OzuL8fHxzr81a9Z4lkQIIWSAcb0JvfDCCzh48CAuvPDCzmfz8/P41re+hYceegivvPIKgIU3otWrV3f6HDx4UL0dvcv27duxbdu2zvHc3JzeiGItQaTPUaUdasrakyVex1BmL0/0l8y4HpdtNY+RfkNOE/3sraxqntujsg8ejSib4idxcc64aJdM8SPJV4aNDuT9N+z0noqtC+2Gy7k4hieVUEl3bsBZCqEmd26tixiakcOVulatqYJ7t6UZme7d7jXFQlA8f/d/x1yb0Ec+8hG89NJLyWef/exnce655+K2227DOeecg8nJSezatQsXXHABAODo0aPYvXs37rvvvkXHHB0dxejoqGcZhBBCThBcm9DY2BjWr1+ffHbqqafitNNO63w+PT2NmZkZrFu3DuvWrcPMzAxWrlyJa665pr5VE0IIOSGoPWPCrbfeirfeegtbtmzBG2+8gYsvvhjPPPMMxsbG6p6KEELIgNMKwaonvfTMzc1hfHwc/2f5r2GkdcrCh1bZBKkJxe1D0qApjKGqvdV131Y8r9SElE3cWlP3xzItiXmuuk/d95X2caUvRdeb7WvOI8eNrjWrKxhj5VLXFNmxM/OG4cz6zTXJvo41malS7Puk12i1db9+uSazr2eNldZfvq89T+55Kjeuq29mnkr3tNtxgK6vff7tt/H/7v0NHDp0CKtWrTImZAJTQgghDcJNiBBCSGOc2Fm0e4nhNm66bHsybAtqrcJahZoquFoZt2337YVPisaqlOLHym49n3GdtqpSZkyRdtqhtG/pdDpwpvyx3LkdlVVz7tGFbr65Y4dJqlKKHOnyL58nj+u0YSLsmXu3Z02yKVfttWAeVlYlhBAyEHATIoQQ0hjchAghhDRG32pCIRy3UbesFDlGGh+pOZxU1FmF1aXzGOdm0wFFGoQrxc/CJ4uNs9BSIcUPLP1IrMAoC5FN+RN9P62chpKIHaLNkfInrxU4KriW1CDqnMdKYZQtuyGOE+1M6V81lYxwuo0vifaUW5NsLhAZqQkRQggZCLgJEUIIaQxuQoQQQhqjbzWhWlBlnYWhsi1T8ySNZl+7zHAfxg1Z8zrKPgBenafgvMy5VgwRkNOIHGUgjBgiOa47JieJe7J1KismR2LqVJlnwqVxmW3lS0RY7brN+j4Ertglsaaa9BdPyYgqsUu16jyGTGjGvsk1JYPKgYrhmxAhhJDG4CZECCGkMbgJEUIIaYwTWxM6EXBU2oj1gNL6ENCz0uDV4o+614j6Ic/cQru1XmmY7z5WJs2J5ogpku39EFMkj/smdun4j7WW3bbWLzGuRzZ5SkbI45ZxrVmBr2BNYR5dwzchQgghjcFNiBBCSGOc0OY4WTRWpZKwXLbV9lzc10oXstDXSDuUmUZVRF0KlGt7cddqJjbjXEeKn4Vzy5WByKb4icwKygzjcF/V9hNhyovNGj1y517oH7kI98qdO1cPoJLZz2oz5vGYBLPzpIeekhGJidZjuhPtvUoPVJvbONP2EEIIGQS4CRFCCGkMbkKEEEIao381oXbo2ESTFDm5lDge/aUJPCl9AFd6nZhKKX1ypcENt/FqOk/BeV2dG+kknhQ/Ujc09AqPO7ecp0537mBoWnKJ2r3YcBHukTt3Po1P99dT2u3ao0tVmidtUrqPMWVfpAfKrN/600AXbUIIIQMHNyFCCCGNwU2IEEJIY/SvJtQ02ViZSHQxyjwAwsya01s8lEzpA1RN62Ncg9RY4qZ+SfETCw1Kb6kQU1RTyh8VZyO/50SrEV2VtCHXXIy5JmnjVzFTdaXtKY6fWugaCw+ZNbl0nZpijDJdg9F3qdIDqRgjYxxPeiDGCRFCCBk4uAkRQghpjBPbHCfcoYNwhzbT+Ei/3grE6YOUIatSFVaHac9IYeQyzcl1qNQ18v29+NqXzDynzDYl3bk9FVuB8il/lJdyeXdu05RnZOdeaDZMOnJNxvPUstYg1+EwM3lMj/oZcBxXSTskKev6jYrpdeImy+SZM911aSJUf1sN+CZECCGkMbgJEUIIaQxuQoQQQhpj8DUhS1Op0x3adNk2SkIA1coxWG7Ynoqoxr1oiWurtSprksuj2H0bKJ/iR50rtRmzFEXGnduq2NqjlD85d+5U7LDXpHSToeI1WSlzTL1o4WSjsxjW0ow87t0eN2vJUlV7teb16jrWmtQ8NY1b8p5SEyKEEDIQcBMihBDSGNyECCGENMZgaEKRnV7ZkyvoPmb5b1n6u0rckLV+1dcRNyT1opJlH6R9vKcakbWMeE53KYdi6kr5o7SZOlP+OGKKkjT9uRIRVgqg7Dxx1+IYHPmBqRfJgUW7K8aoiq5Ta+yS0Sax9CNvCfKSaypbnmGxc4viqeTfEAu+CRFCCGkMbkKEEEIao3/NcaGNjm2nrhQ63qqm5lhxJmbVmB4a61cmQTWUUSnWeo/OZgE36JV5LpdSJp5THGdNaomZSbo4G2PlzHyGO3RfVHB1pqNJq72KNpVtPMJKMwSI9cuBZdd63LurpANS06j7WJPbuKSCO3R6m2p0MTfaymb2pos2IYSQgYCbECGEkMbgJkQIIaQx+lcTKktZDQWi5IJV5gHw6VShuAprNqVPbPf2aFryWnukEVVy35aY6XVSlEaUjNO9O7cep8aUPzVVcFWpeAydqiWuXbtsl9M6TL0ISO9TZtza3Ltz+kuVaq/BaPNUYZWU1WrUueX1MNNj3uOObqxPVeI14JsQIYSQxuAmRAghpDG4CRFCCGmMwdOEMjErrjQ+VeKGTJ1H9HXE87iup4pGlEzafYoNOValGCJLt8qMY33LvtLfKoileCxPTJEYKxdTZJVN0DZ9I6ZI2OKtFECmXiTnzWgoaXqj4jkX7ZCU+xDjqjgVR9kESz+S36WpdXjS6eS0Gse4ah3drgGLPIxW35L6kbEmxgkRQggZCLgJEUIIaQxuQoQQQhpjMDShWH/xxOfkNBNDJzHLPAB2fI+nFLi8HkNjUTNW0Xksm21TeeZiaioJAfjLQhSNVWdMEeaLy3CbOeiA5Lu1ctAtnFuhZEScZ65K6YP5zLmxTpXN6dYq7Kv0DCsmKpOjLl2f49olpobi0KXkPFnd8Di5+1RaPxLtyZyMEyKEEDIIcBMihBDSGH1rjgvtgPC/r4mtXGqb+LzEVOFw1wbslD+qb+xO7Ejpo8xkS1T2wTLP1ZniRw4dLam0aQ6o1TwXm6RUSvy63LnlWJlzE3OdMl8VV3S1THWLTJOaszzu3RkToWX6kvfYV+3VuL6cKTKxD8mutiksqV4rTUs5d2+rbyV3aId7esOmO1ZWJYQQMhBwEyKEENIY3IQIIYQ0Rt9qQl2j9IsKaW48Ltume7SYJ07rky3d0P25pkaUu9ZeaUTyXKM8RiWNSOkmcXqd7ofJunMn5Rh8Y7m0J7M8udSe4hQ59vNfm3u3Ix1QpZLjll6ETCUHKz2Qei7FodRJPG7LdZWXUPMY4k323Jr0o8ySispAWLdPwjchQgghjcFNiBBCSGNwEyKEENIYg6cJSc3EE1eTixtylNK2S4GXTemDRYyu3ZcGT9ak5jWuJ5fip0LJBXNYI3VQ38QURWTT/xixQJZeBAjNyFMyQsUqGSXGgfIxRobWpw6VppV75lFMXemBcs+AIxVPbeUlcmsw0gVpWaq7dDqLLqFV/HdD980EN71Lr9L2zM7O4qKLLsLY2BhOP/10XHnllXjllVeSPiEE3HnnnZiamsKKFSuwadMm7N271zMNIYSQkwTXJrR7927cfPPN+Kd/+ifs2rULx44dw+bNm/E///M/nT73338/HnjgATz00EPYs2cPJicncfnll+Pw4cO1L54QQshg0wrSZuXgP/7jP3D66adj9+7d+PCHP4wQAqampjA9PY3bbrsNAHDkyBFMTEzgvvvuw4033pgdc25uDuPj49g0dBVGWsv0gqWpy0qRI/pmzXGxicrRNz9u/G6c2ffV9Vmv77Z5Lh3GMa7DdV21WaZIzxqkmSnn2p6YaRx9axxXu2F3OW5m7N6NKz4w7oVl7smtwbJAqf6ZX49gmeMq9RUfmPdCfGBl9pY4TI/qnlt9HSZOz3eZTeNT0PfYO2/j23/2mzh06BBWrVpVfBIqOiYcOnQIAPCe97wHALBv3z4cOHAAmzdv7vQZHR3Fxo0b8dxzz1WZihBCyAlIaceEEAK2bduGyy67DOvXrwcAHDhwAAAwMTGR9J2YmMD+/fsXHefIkSM4cuRI53hubq7skgghhAwYpd+EbrnlFnz/+9/Hn/zJn6g2afoJIRSarGZnZzE+Pt75t2bNmrJLIoQQMmCUehP6/Oc/j6effhrf+ta3cMYZZ3Q+n5ycBLDwRrR69erO5wcPHlRvR++yfft2bNu2rXM8Nze3sBGFNjq+tmZphB65bGdS77vG9ZR9sFy4LfdtoHyKH7VeR3ojeZ8sd/Xy8qPpzg3UWMFVslQlI8y0PTWNK8Z2VXvNpQdK1iGeNaM6qlyjekQsd2+ZiUqVjKipvIRE6UfFTVkXZ6Nv6dRBub5lS0/k+sfPS+73Kl5O910X/pDdcssteOqpp/DNb34Ta9euTdrXrl2LyclJ7Nq1q/PZ0aNHsXv3blxyySWLjjk6OopVq1Yl/wghhJwcuN6Ebr75ZuzcuRN//ud/jrGxsY4GND4+jhUrVqDVamF6ehozMzNYt24d1q1bh5mZGaxcuRLXXHNNTy6AEELI4OLahHbs2AEA2LRpU/L5o48+is985jMAgFtvvRVvvfUWtmzZgjfeeAMXX3wxnnnmGYyNjdWyYEIIIScOleKEekEnTqh15fE4oUg3yZb6rituyBMrkykFnszjXb8n7qbkONk4J6U7GNfrikeqKaZItLtiiqrM64rpcsQYZVPMVIhdismljDLazHiYzP3vWcyR41rN+yLW5OkrqSv+KN+3eA21xlN1GY907J238c9/+Vu9jxMihBBCqsBNiBBCSGMMXBZtlSVYvt7GbsuZFDmma7XHTbnOjNuW27XEMqc4xpGv2Mo8p9ywo7E9FVsllhtnj7JzAxUzdMeoeRxVfgVJTyvDNpC62GZCCVpGu1lFFhDVUjNhCPGx4eoN2O7e6lqtzN4S5YYdHeQqw0qS0IhMX4+J0OP6bT1P2TU16wre6lUWbUIIIaROuAkRQghpDG5ChBBCGmMwNCGHzmOiUuIUp7ZxVWF1pL1ROpRHI6ozxU88lhgnp5kkI8trlWTc1wupUB01q5N4Krpa33OOZJ6MXlRX2p5cFVPrGZfHrnmM9efS9sQakqVPAD3TjySur90sreFoc/3N6dWabJd4pecVjNWSVW4N+CZECCGkMbgJEUIIaQxuQoQQQhpjMDQhAzNuKFfmIaMRpX2NWKBc2QcjrsalEXmuJ/vfC4/WZGhn2WkMAaZKiQg1Vm4h3VFaLwLsmBD1TBiLcMxjxQEBsGOOPGUfHPNkS1zLeZN5UNi2ME85/UiSS3uTDO2QaiSmzOMoyS3bdfiOfL4M/cixJk+YUPI99qqUAyGEEFIn3IQIIYQ0BjchQgghjdG/mlAI6MQiWDnRqsQNmdPnSnY78qeVzDMHZGyrVqnwnN6VzJMx4DryzkmSWb1lxD2U1Vhyub1iO7eMfZAxFXXFMmXmSWJ0zO9Vn5toO8LAb8YC9VSnQjFGKep8LF/xHLly5ckwuUoOJeORcrdJUVM8kqknyb8bJfUk9Qx0dxohhBCytHATIoQQ0hj9a44rSeyybZZ5WOiQHreLzRyVyj6UTPEj59UmQWlSMGxSnpIQ+uT00DL7CWITVa3u3B56VDJCYpvrZGokhzt3FdOd4/pMM1quvERJ052a1+NiXiVFkcR6jOt0BY+HzZVukObeulzB1cndt3VrymsdozmOEELIAMBNiBBCSGNwEyKEENIYg6EJmfbyYr3CVQpcnFup7ENdKX7EuXm3cct1ty53bsAUWQydzeXOLVmqkhFq3HLD5rDTmmT0Iw8OnUqRlJM2dByJx/VbzWmvydR2DAHGnUqo2zmB8npS5nvVbuVFB4ssItFqcuM66laotD7R73eStoeaECGEkAGAmxAhhJDG4CZECCGkMQZDE1oqXKW0ozLDvUrxkznXjl3K2ftLxhQBmf+6lB/X0ox6FmOUTTFj2cvLl+z25GzR+lGssznH9QSbmNcuSEqOZH4frHl7FI/kTSWUrqG4bWEdJfWknGxSo56Ursma015St48Py3sTQggZCLgJEUIIaYzBM8dlzQ3FJrWsy3bROIuMtSQpfhZOLj5XEAyzU23u3PJcSVlTHVBftm7JvLC1WPaIXqUH6pHpLpfZ2+XubT17S2W2FJR1yc42Z1zBu15DZqIqazDnVdmuhQt94jptTiO+D/G8qHHlIpPexz+e7760Kt+ECCGENAY3IUIIIY3BTYgQQkhjDJ4mJDHt2La2UZtGVGeKH4mlUVRw506GyaauKZemR4+TmaeKe7dVbVRQKT1QjNfdPpnHGjczbwXX75bH7bqsK3iuqqbLf9j43fKUiPCsAZmSEZLSLtoVNK261gCkv7OGtpRdU/TdMG0PIYSQgYCbECGEkMbgJkQIIaQxBl8T8uDQiEx9SI5VIcWPpFLKn6LzFsMoEaHWZOoXmXkcpcArxRglXcunB3KlnKmi51Up2Z0OJOasUbupEI+UtDSmJxnkdEPPWL2KE1IflNWX7Nif2tYU//1knBAhhJBBgJsQIYSQxjjxzHGW+6rqW6Eqa5fjAMi4LVdI+aPGqlDBtWicRdaUDFvFvVtimdFc/13KzBln8ZHflaCS6S5OF+QyFVVw/a5gNquUSsiYs2emvLoyhHfT38L421DFRdvXXZpli3vaJjWjzbMmIyu5hG9ChBBCGoObECGEkMbgJkQIIaQxTjxNKMZjSweWrgxEjCPlj8SVAshTomCp3LvVuBWqvSbjOOasUz9ypJgxtYI6S0/Upifl3OvLuX7n2swKnQ7dxixhUXHsJXMb94zr0JuqaE1Fa2o50l/xTYgQQkhjcBMihBDSGNyECCGENMaJrQlJPPZxZxmItGumXLYxbpWYomTYKnpRzqbvsPdaJcclldIDxTSlHznWYepHqrOhJ0n9SFJnfJI1rku7cZRnsHBcW8sZk2ONnU1D1OU4emBH36a0JjOOiGl7CCGEDBjchAghhDQGNyFCCCGNcXJpQpIaNaK0a4WYIomrFELJkhHekgQeG3hN+pEr3kgmrrLuv5RUzFggh44DAMGRO65sPFJ2DT2KT5KULVsB5PO4FZ7bw9glS2/tkXbjjmXqdh5nPjhX36I1M06IEELIIMBNiBBCSGOc3OY4icfM5HC7drlzqzUtvXu3msbxau1KD+Qw3XlcvdU0daUOknhcwV0u2Q6zmMucuIhruLUmTwiA5SruMf+oNTnDB5K+zbg8lx1XPad1ms0iajX7tQva6KJNCCFkEOAmRAghpDG4CRFCCGkMakLdUsWdOzmve71ooXs982Tdu2P6UT/yjCtw6UnzDpfmXA3jXrmGW3NIPUlSk75Ul7YkcWlN+uTu+/YqRVGVNUl65LJtaqTe9Rb0b7W7/974JkQIIaQxuAkRQghpDG5ChBBCGoOaUFnKpm/3pOlBXjNKT43TlDg0lBNNP5IslZ4kibQDW1sCTH2pNm0JqFVfSuaNY0S6P23h3KhcfC4VT0wV7alHJSMUVZ4fb/mJIpZKl/KkAouncCzHxe///u9j7dq1WL58OS688EL8wz/8Q6+mIoQQMqD0ZBN68sknMT09jTvuuAPf/e538Qu/8Av4pV/6Jbz22mu9mI4QQsiA0goe+0mXXHzxxfjQhz6EHTt2dD4777zzcOWVV2J2dtY8d25uDuPj49iEj2OktazupfUfVV6Vs6YX69Rm5k2osIa8ecuat+T6mzLLqGU04PZb5TvvVXZo1zjNrL/Sd1XXtVd59kqu4Vj7CP72h1/DoUOHsGrVKrNv7W9CR48exQsvvIDNmzcnn2/evBnPPfec6n/kyBHMzc0l/wghhJwc1L4J/ed//ifm5+cxMTGRfD4xMYEDBw6o/rOzsxgfH+/8W7NmTd1LIoQQ0qf0zDtOvoaGEBZ9Nd2+fTu2bdvWOT506BDOPPNMHMM72ZpVJwZVXrkrmOMqed7U9H+XCmuoZKgIZddfYdbScy62iirrKHtuFe/EPjBJVTIhD7g5rsrzUtocdxRAd96ytW9C733vezE8PKzeeg4ePKjejgBgdHQUo6OjneN3zXHP4q/qXlp/UmWjrXJuea9lQgjpisOHD2N8fNzsU/smdMopp+DCCy/Erl278Cu/8iudz3ft2oWPf/zj2fOnpqbw+uuvI4SAM888E6+//npW2DqZmZubw5o1a3ifMvA+dQfvU3fwPtmEEHD48GFMTU1l+/bEHLdt2zZ8+tOfxoYNG/DzP//zePjhh/Haa6/hpptuyp47NDSEM844o/NGtGrVKn7JXcD71B28T93B+9QdvE/F5N6A3qUnm9AnP/lJ/Nd//Rfuuusu/PjHP8b69evxV3/1VzjrrLN6MR0hhJABpWeOCVu2bMGWLVt6NTwhhJATgL5NYDo6OoqvfOUridMC0fA+dQfvU3fwPnUH71N99CRjAiGEENINffsmRAgh5MSHmxAhhJDG4CZECCGkMbgJEUIIaYy+3YRYFO84s7OzuOiiizA2NobTTz8dV155JV555ZWkTwgBd955J6amprBixQps2rQJe/fubWjF/cHs7CxarRamp6c7n/E+LfDDH/4Q1113HU477TSsXLkSH/zgB/HCCy902nmfgGPHjuHLX/4y1q5dixUrVuCcc87BXXfdhXZUNZT3qQZCH/LEE0+EZcuWhUceeSS8/PLLYevWreHUU08N+/fvb3ppjfCLv/iL4dFHHw3/8i//El588cVwxRVXhDPPPDP85Cc/6fS59957w9jYWPj6178eXnrppfDJT34yrF69OszNzTW48uZ4/vnnw9lnnx0+8IEPhK1bt3Y+530K4b//+7/DWWedFT7zmc+Ef/7nfw779u0Lf/u3fxv+7d/+rdOH9ymEu+++O5x22mnhL//yL8O+ffvCn/7pn4af+qmfCg8++GCnD+9TdfpyE/q5n/u5cNNNNyWfnXvuueH2229vaEX9xcGDBwOAsHv37hBCCO12O0xOToZ777230+ftt98O4+Pj4Wtf+1pTy2yMw4cPh3Xr1oVdu3aFjRs3djYh3qcFbrvttnDZZZcVtvM+LXDFFVeEz33uc8lnV111VbjuuutCCLxPddF35jhvUbyTkUOHDgEA3vOe9wAA9u3bhwMHDiT3bHR0FBs3bjwp79nNN9+MK664Ah/96EeTz3mfFnj66aexYcMGfOITn8Dpp5+OCy64AI888kinnfdpgcsuuwzf+MY38OqrrwIAvve97+HZZ5/Fxz72MQC8T3XRs7Q9ZfEWxTvZCCFg27ZtuOyyy7B+/XoA6NyXxe7Z/v37l3yNTfLEE0/gO9/5Dvbs2aPaeJ8W+MEPfoAdO3Zg27Zt+I3f+A08//zz+MIXvoDR0VFcf/31vE//y2233YZDhw7h3HPPxfDwMObn53HPPffg6quvBsDnqS76bhN6l26L4p1s3HLLLfj+97+PZ599VrWd7Pfs9ddfx9atW/HMM89g+fLlhf1O9vvUbrexYcMGzMzMAAAuuOAC7N27Fzt27MD111/f6Xey36cnn3wSjz/+OHbu3Inzzz8fL774IqanpzE1NYUbbrih0+9kv09V6TtznLco3snE5z//eTz99NP4u7/7O5xxxhmdzycnJwHgpL9nL7zwAg4ePIgLL7wQIyMjGBkZwe7du/E7v/M7GBkZ6dyLk/0+rV69Gu973/uSz8477zy89tprAPg8vcuXvvQl3H777fjUpz6F97///fj0pz+NL37xi5idnQXA+1QXfbcJxUXxYnbt2oVLLrmkoVU1SwgBt9xyC5566il885vfxNq1a5P2tWvXYnJyMrlnR48exe7du0+qe/aRj3wEL730El588cXOvw0bNuDaa6/Fiy++iHPOOYf3CcCll16qXPxfffXVTqkVPk8LvPnmmxgaSv9EDg8Pd1y0eZ9qokGniELeddH+gz/4g/Dyyy+H6enpcOqpp4Z///d/b3ppjfDrv/7rYXx8PPz93/99+PGPf9z59+abb3b63HvvvWF8fDw89dRT4aWXXgpXX301XUVDSLzjQuB9CmHBfX1kZCTcc8894V//9V/DH//xH4eVK1eGxx9/vNOH9ymEG264IfzMz/xMx0X7qaeeCu9973vDrbfe2unD+1SdvtyEQgjh937v98JZZ50VTjnllPChD32o4458MgJg0X+PPvpop0+73Q5f+cpXwuTkZBgdHQ0f/vCHw0svvdTcovsEuQnxPi3wF3/xF2H9+vVhdHQ0nHvuueHhhx9O2nmfQpibmwtbt24NZ555Zli+fHk455xzwh133BGOHDnS6cP7VB2WciCEENIYfacJEUIIOXngJkQIIaQxuAkRQghpDG5ChBBCGoObECGEkMbgJkQIIaQxuAkRQghpDG5ChBBCGoObECGEkMbgJkQIIaQxuAkRQghpDG5ChBBCGuP/A0VFssdvelmaAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(unstruc_out, origin=\"lower\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb b/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb index b24050a..a29710b 100644 --- a/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb +++ b/examples/02_Unstructured/06._Unstructured_Interpolation.ipynb @@ -1,1216 +1,1216 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Unstructured Interpolation using `scipy`\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:21.339478Z", - "iopub.status.busy": "2023-02-09T02:47:21.339478Z", - "iopub.status.idle": "2023-02-09T02:47:23.343841Z", - "shell.execute_reply": "2023-02-09T02:47:23.343841Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.unstructured import UnstructuredInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.346842Z", - "iopub.status.busy": "2023-02-09T02:47:23.345840Z", - "iopub.status.idle": "2023-02-09T02:47:23.359841Z", - "shell.execute_reply": "2023-02-09T02:47:23.359841Z" - } - }, - "outputs": [], - "source": [ - "def function_1(x, y):\n", - " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The points are randomly scattered in the unit square and therefore have no regular structure.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.361841Z", - "iopub.status.busy": "2023-02-09T02:47:23.361841Z", - "iopub.status.idle": "2023-02-09T02:47:23.374841Z", - "shell.execute_reply": "2023-02-09T02:47:23.374841Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_1(rand_x, rand_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.376842Z", - "iopub.status.busy": "2023-02-09T02:47:23.376842Z", - "iopub.status.idle": "2023-02-09T02:47:23.390847Z", - "shell.execute_reply": "2023-02-09T02:47:23.390847Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", - "\n", - "- `values`: an ND-array of values for the function at the points\n", - "- `grids`: a list of ND-arrays of coordinates for the points\n", - "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.392848Z", - "iopub.status.busy": "2023-02-09T02:47:23.392848Z", - "iopub.status.idle": "2023-02-09T02:47:23.438359Z", - "shell.execute_reply": "2023-02-09T02:47:23.438359Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.441362Z", - "iopub.status.busy": "2023-02-09T02:47:23.441362Z", - "iopub.status.idle": "2023-02-09T02:47:23.628392Z", - "shell.execute_reply": "2023-02-09T02:47:23.628392Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.631392Z", - "iopub.status.busy": "2023-02-09T02:47:23.631392Z", - "iopub.status.idle": "2023-02-09T02:47:23.802448Z", - "shell.execute_reply": "2023-02-09T02:47:23.802448Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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mP+Qnjqos/okTEEWWG6CtFfdzccAC52jidt9CncHSMDlmSwNWUpdkMkNp4so0U1qmRIdZRQVQ7IwscnFf6MRKtxW5TQYodsfHfBR7WlKScbk6LVju54xe4rXwdfRbMPqij2Gdb4e6zkRulsasac/AFq0WjP6Sn6OFV98K79oqlFVGzoo4SqgazCi/v413nWk0b2jrRBjubBOkLQMTil1ZKSX7FekhBNfohoRy4g4LLv/oafidRsEwsJ9sR/HRVsjqySO4vN4g0qsI9QWMoIPObt5Mdv4MZ14rNBGXrFHdDVOmzc2Xrf0oKuAXVsk6G/JeCaXPEOklfPeqcpohu+oo7LMD0BbUoSCnGcz4OsKBFfh3+HVRs5MdGDr9LMBIMHOpHY3XPoL8MhO8WVzd+fEODB97OrD7Nt7YKmLGnhzB37mkrN1DueQ4rRZM/IzXGehuvCXwncB6kdtogDeXe0evjKKZXP5jSHI9kO+phuOdYwF9lGp/JbKLlgAAOTn8t8jJ4v+2n+nFzHdeACQMHG8cR/1f/x5KriNFgFIJr6ySRLB39wpoyOMliXrFQx5dV9elgr9JwlxdJcvrq+S9nhW+zKyQ1yTLXB9clg7YnuONXkoeboWmbgdRl6Yn6bLg7xXuXZcoFwDJOogxytPWQTbnJemWpmmajoV6uQihXYV0SuvA/HQZqEtJB7xS/rqX8gAS3rvcL3xHBjOn3+CY2fvtqL6zTWRkJWyLbpdbsFjuf1bcZ6GeVyTNoPV0wkIULhyhqrIRdOlCHWskl46NInFBqbYBlqy+Hbt/9FjWxyS4nXvJ0VZoD12HkqOtxE4+EtyDYqu7eKEsNxITXl2SHFl2QYkJdaa7UFASpaI3COzTVoBhAv1dnCbfe/Ey+V0cl+P/LoD4O7Nrayh5uBXaa6+Dvq0VADD70stwWToitqXY1wz9nzwEzW3XovRPH4Ryf1PEe5yXhgO6K0gYLF4aiXhPumC533ciFZxm44GqzEDQb0HDAdTd2oriputgvLEVeZXx01uqQF0qfEcf1/EbT4xH/90cvRaM//wpzJ89jvGfPwVnjyV5nU5TpO0JLBkIKPYFJzC/gh+AyJw5WihqKR+1Dfo4aapaAIZBYeMB6MpTTyQwO9kB+7QVEml2YBMA1gtNEfnemmIjpnqP8cy4OL7v4ujjdCoSeQ6xOPpNzJUtZjj6LLA9xem0FtuPoSjnkYgiQcW+Zij2NSMrxxO2nh+qndWYfvm9ABPT7KyK631SETKjEYvtx4hvGw+0tWbU3NEK96gVqlIDdNUc/RaUbj3jmpvogH3GCm2hAfllofszP94B+3Q/1CXGoAxXV2VG3W2tcExyc+DyhTcD301ZHv13C+Zu4hd5Z8Ahw8AEECr2kZUNrK9BVmeIi2kJoWoyo/w+3k9L1ciZycYK+6AFw688FSDqwsYDG+pXMjA71YHu9571MX8W5Q03wcuuQ1MkXhTyyk0w3tgKx2Ur1MUG5FWaYv4sjj4Lxn7Bf5P8w7dyussaA+Qt/PMCJwifTmu51xqVTisWaA82oP6vfw+Ll0ag2VmFvGvqEddApyD8FporPQLfs+XI9wWDttaM/E3YeM1OdWJh1gpdgQEFJeF1irNTHeg+y4m7J/uPoenqR4Iyp/nxDvT6xN6Xu4+FPDVqa8wBwydZWTVc41YofXpgr6h2cCiqjZh/LzEbX1enBW6rFXLDxtezVELaMjBC9kvLesP5XVB+ObTvh3yPCfI9AoJkwYfZEfljhRYk03JiVYOZd85lSX8a6SpZ168vCJR9C8VSkHBZpcpmqi5174pAt7NCLqaSVbLMrAs6vU6+AK1bYOmYZj79wMh4NziRCSc6kdqX0GTwBUCd4F7Em8sPUK68CajxiedmPFhXkIO5puCfs0a7A0kZsdhwdQ3Ftx/h6gvGOrfFALQf483hd9QASn4QchX8IKgVfCofAMiXu4lynowv5+eQ19R3S4C7a3wlK9RScpVXSPjnZNNKIwprAkJ2e3OIaw5KAehY58tzqwri2vwyWZ5bIssONx93dNVNPscrWCLk+1sCBkgsSP2Gs8eCpT7O6k7j0+9mCWgx20UOXrabLGe5SXqTLoejW1Ify6x7YbP3YM45jHxFNfSaBtgWe9E5/HMwYDAxeBx7qj4BvaaBpNssntZGxvx06wXAwD3YjXIpyTC8uVKMD/Xy9RgGS0N9KJM3wSMj58O6jG+7UG9Cod63prhYke7WwwbXy2nrzIBw49tgpl38iLVO7CfJfWOXpQO2Z33Sh+Pt0H+mFYodFNMN4+vF0v5+EfVnAlsAusMJRkYHlkZQl5D6A40+9Xw58lXV4LXNLCSSWONdxgZlJakTDBlqbKcJRY8+AvWNh1D06CNQ7E0NKz/LW9N48e97YXlrequ7EjecPRaMP/8U5j44jtGXn8JivwWL/RaMn3gZ9qHk621s9h5cGPw5RqfP4sLwz2Fb7MWccwgMGLBgwYDBnGs4bBv56hoI6TZPXRO0Xp6uDrx6gYUuP7lzUNVghv4jRzYUmWbZSkkf+jema04lpO0J7EqErsoMw82tcI1bodEbkFdhApajFUhsDvTaRtSUHsbQ5DEAwNDkMWi0lSjKb45wZ3zQGM2oPNIG9xjnrBzORUGx0yQQG4a3qtwMWN6axg/+8BIkUuDdH47is9/ZCfPNRVvdrZhBO9wuWM7AYe3gHeHvaEVhUfJ0XHNOjjn5XSHmncPIV9VgZPZsgInlK6vDtqHXNmKX8ZOYdwwhT10DfV5TUFFfYVEzdux4GHOOQejyDSgoTo2NUDjIDD79pV/6YNy8ja8/yr6sPDn64AwDSzBcnRYsDVihqI4uYKajj/Nb8vtBLQ5wA64qDx7CSVdlRmHx1iu8w8HrWUXAEAYM5u1DSWNgAMfENEYz1pVJe0RS0Hd2HhIp4PUAEinQ9978pjCwhdO9cF4ahmpnNXRXN2y4PTqWHyc9Jh3hk8nApAy5jEkkXLlQXQ8GQEXebug1kd9Tn9cEfV5ka9PCombkVYSf2/NjHVi09UOjN0KdYD9NGv41R2Y0BDXyUJpN0Lf6nPaNhuhDSG20X10WTP7saZ4WkoD0ZWBCPzCRDozS10hDX4vFH4KOIUcLjt2WDkw9Jwj8+iAfMJP2h2C8nLf+6Et8FIKifbdi+v03AjtXwy2t0FWZCV0CAGS7eGLIcpP6gSw36UQmcfM6F8ZN6naYZVL5xq4J7l2nTigeSl/GUB9dKpD5ewox4hPdsGBR5C1C9tQC/xwFrwTwqMm8b8w6LXLkSZT201mPkKKKGPdscgJly8jvpFMtBf4uUTqIaxWKBaJcKZsL/F2aPU9c02eR9+oklI5MoANTXO/Guz8EpFLu89532ImbVZ2B62sCwnZQOrAFL6nHsq3ziQIn1/KIa6M5+YG/B98dw8A33gUjYWB7+T1c9f/uhG7PzsD1OUpnsbZKjjMrFWsdVI2cw+1yrxXKCm537xzoIKxPaZ1X9iJJX9lOcjykDp5WGTdlLbJM0rHXsQjhhsm5MIbB6RMB+qvwVgMOLichIxUQRRbF+Kj0ThIZ+c1ZBU+rUgV5bV3B3zsz3YneS88BDIOpnmNoQCvyygVMg1IiCeN9MhT5R/KjcnVZiDVH39oKpY9BCelfscsEuU9szoKNuO4JVd4iVS1dpmMh+qYaERw7MD6JRfoysBREwI9MkNMq3CnMNUr5QQ13keUpK3RV6WcxpJfVYm/+xzC7MoaC3Arolcat7lJK4ubbZPjuD/Jw9vQqDlydg5tvS37SyIlzl8FIGLBeFoyEweyFcRQIGFi8UDWakVfK02rVXW1YHuiHusTA0fBiYnfgtuXBAH3lZ5dheOnDAMMCy5L6r/VJ6HPCixDjwfRcN+YWB5GvqUWegnfqXpgfCOjIwDBYtFlJBpZAEGuOxOezukknrEhQ1JHBH5KBjBFHAiE3kEYW8ggBM2kDBHV186Y4KW8G9LJaNGsPQy+r3equpDRuvk2Gr/6VZlOYFwCU7S8OMC/Wy6Jgd3lSnqMxmKEuMcAxacXCSGINOWzLgzg/92uMuC7h/NyvAQB7NLejSm7GHtVtqJA1BZgXCxb5WaUJfT7AMa+LPT/B6ORpXOz5CWam+ZOzLq8uwLzAskk1tiLWHC/vs5oqUDaYoGxoRsk9DyWl/e1xAouUqZcwo49wLw2hOWkQMaAQShMXrWPJaoWiitKBBblXW2cGc6QNS4P9gbQlqqJKuIet3M61nPMXk1L249JV/sHSZVIUIxQZAoDEKRC/uJeIayxV9q7wohl2jRIheul8F5TYIIuXfTA5pByEWafEj8L+Scl2pNlUmKNVgUku3QV6U0dLKIQuE5ToODubbEyZw3+3vFxS7FeSayfKQrFhTc4MWVfqIsr5dOoMCS96ykL4SMbrAlmNw0uK0ea8tHk+KVYTQmiOX3KbGiv/eAumzk8hK1cK56UhSD3ZKLyWW/gc2aRId40WuQu/aQjREcDFuBx+kxNt2TrbkXPVUSKqi3SFHDyaboViQ9ZJjseMY4A4Yc06h9CYtQ+FKAC7wokidzGHMM/akIciFLh18Lh9YygRhM3KpkSIubQ4W069H/fuNlc/BhZO+XsHBgzsM1YUqzk9W7G6AeyeT2NhbgC6/Dpo9S2ED4gnh0pnIwiN5RXZySMshGtOboOBOH2FC6mXyHUvWFuuLksgjx5YL9TmPREeGB+2BwNLIfgjP0hWovN/0BjMyBdEIdDWmFGgTz+xYQbAiddd6D2ziIPXbI44MF5UXs9ZhL39lTd9J7FOmL9xJMDEEgHnGCket88ObCgsmRD50hKMrHUFmFiepFhUp4gpQxFTJl59Nwibqx/np16CcNVmwSJPU0PUK9S3oFDP6Zyo0KYJh3/N8WYnOfBgDKCDny8NDyblORkRYgZJg219BN0rZ2FbSRzxLoxaMPLey1gYTa24cCded+H/+/1J/PgZF/7PZ+fx1mtxhqnYJEy9PxkQI0LCYOHCaELbV1WQ4nFtQeLymumzqrBbdhOqspuxW3YT9JKKhLUdCbNLo2AEBiNqWQl219yHooLkWdnScHZbMP2bl+DsTq05IISijlKnVCdHlZA5gSUALksHlvu5FB7bKUzLRmBbH8GF5bfBgMGIvQt7tHdAn7sxIl4YtaD/bZ9Yqqsd1crUyR114bQbEp81oVQKnD29mtKnsJJ9pej6WWeAiel2Vya0fU2dGcabWuGY4sThBarQC/z0bBfsl3uRr6qBXhudWb8+qwr6LO4kya4m/oxjWxvB3OI0CnLKCT1ugbwSw/b3A6c/Q8n10GsbNi1gmLPbgsmf+DIunGpHSXZsgcU3C/78Y0v9A1xYt5rkGHJtDwa2hSdnl6WDCBIba6R6QBzOamHUgsUpKzQlBugqzeJU58IyHdeFKgvTojOi8E+kDoYwMabM5tkI+hoI069LJJjzXiYtwdYmoZfXifsYKS6N4PLiFJVoM1LuqDB0wVIflUhdQl1bo2L0eAWCC/+1HVer8MJT9oBJ/N6rc7HGSrDGevDaa8s4eXIV116bg3vu4NuS0K4IFNZYj+BvlromDVn2UoIVuq6HZVB2uBo3fPNWXD4/CWmLEfnXGOFlxd9FhBjmmq7SDF2lb3wWgi/x07Nd+LDjR9xGZ+YsdtfeB722kaQLCdUnCfXdhNfpb0pPD+F8oOjfPx9sq8P4wP0GGDAYdl3E3vyPQS+rBSthUKSuxx7mbsytTyBPVc31FRDPOyb438EQ6boQS1TotCWrdesZWAiaUDaboTZy1pme5eRIJLYHA9tCEEFiE0BQ9kELhgSnDONNrSgqSH1vfxr50lKMoJO3BMsp23CbmhIDbF2CRJsVpM7G2cNFpVdUbyxpaDy45lYVvv79cvSfWcD+a3Jx00c4A4DXXltG22cWIJUCP3jSDfnTUtx5mzxCa5uDiuurUHF9FUadeZErJwkLCwOAYKMz7xzmmcIWYW5tgjQSWRkjTmF6lRFFyq1hGvJaIxZOCfISppjVIcAnBVbUGQIMLFnIMLANIpBmwsfENkpQzgnylOGYsqYlA9NnV2E3bsG8Zwr5iiqROb3N1Y/ZpVHkeQ1RL1i6SlIsJRecvhYHLBj/XzJpaM7Bzf1u19yqwt23k7+dPLkaOJVJpcDxkyspw8A2E7NTfKoSoTGHTleH0fGTvEGGKvH+WrEiP7sMwyuWQJ8KcjdPxxYJqiYzSh9sw9Iglxlb0ZIaPl9+uDp9SYEZCewn28F8si2mzPWxIsPANgh/mollK5f2e8OpV8oMmLnE77D8vmBzEx1YtHExEIs1kcPdpAL02VXQZ1eBkZELtt+SiwGDYfv7vNgoCgjFUkLDcdrqzT1s3XQGFgzXXpuDHzzpDjCx667NjXxTlHj79SW8d2oFV12Ti+abVQlrN9FYGLWg/yyXYmdi4DiaDxxFqYzTdRUVNGOH6SEs2vpIkdwWQp9TjT2q2zDHXuYc8VPMl1HVZA4wBe9W6k+CgA7m4B4KH8xho9gWDEyc8pr2TxGkXhEJxSMQgEBALfJ/8D0nYDq/jtA6gjC+aayEgX3QAtd4P5TlRtTd2grnJJfwT1NlxmyfBb0nn4E/VxFz8GggASBDpZYHS4a4kQpl87TOK5esy6zxjIalQ0nRacPp1xOGGKJC8rBUSJ6Z+Uk+aoJPRFOg5EQN6wpKX5MrSONOUavwGyorjZi9IMidVGMglQvrVBiqNfI5zhWescxlk0EVcyWhVfRn37Cj98wCGg7qsPPmQixQoaQqbnLh699X4uJpN3ZdrUDNTVno9Nkc5IQJKPzu60s4c2oF+66R4fBHFHB4yT698doavvnoOCRS4EdPuvD575Zi582FAIDJNR1Rd2KZLM+tkG0J353+LvR3Q4jUH4DY78g/Xos2clFbmB9AkYE36shTmKHXcYwr2JdmqPBVkhySniAIgcZ6IkR8EOrAqFBSEPiFFcMMfe5erk1/23L+uR4FSePrcopuBelUvNmUvlVExwKT/A34qdK5VhhqzhJrXwLWvWBdVAiTArNeUXiuRGNbMLB0hzBR5czFdtTd2oqKg0cC1xdt5OlicWYgJTLYxot8VTVGps/wYiPKhyYeaAxcPD73EHcSVjWasZrk3Wnv25P4+R91QCIF3v7hOD7/XRNuuU18wrrmVu50dOGUG3ImC4c/ohDVEeLd15fwpc/NQCIFnn/KgW/+VxF230JaNFpOO8lAwGcXAgwsFbBotWB5oB+qUgNUpQbYOvjNhTAyxayNSzpZIOdEh/P2QeRpa1Ei23rdjs3Rhzm3L8eYun6ru5MWULaYkXfDLZh/902AYTB37A3IyqsyVojbGa5xkkE5J8kYiBq9EVM9fDp3TWHifGq2AnptI3bX3od55zC0BYaE+dCoGs2barwx9N6MiInccpvYqfbUG0789e9zp6UXnwa++V9FYZnYuVPLAZGjRAqcP72M3beQdcxXq/DKM7bA8+sP6BL8dvFj0WrByK+4DZmtg9uQNR56JCACzy8zAQ4PZm2d6Dj/Q4BhMM6e8N3NYHTyFCQxiJWTAZvLig9sL3Ni7vlz2FN+D4rk3KbRZu/B7NQI8rS1m+r/lS7wrq2JxIgZBkZBeKyl40SKT92C47AoI3P4MzoT7ogeKbQR8RyqLIwUXWUELgrEX5UGeAQbeVW9GXW5ArFisSng3c9SoZi8uZS4RcEPsXSFDpVDhfNZE7yQh/xOdEZmGl4pA9tCD+YXB5GnrkORIC2FN4cyQ8+VQle4BzrsgUcmgTCI0LqczsjMlz3U4YaNQL3C8WHWqHaXSNGGXTDQHmqcXWukyGp6mTtRsS1r8HoGwEgYeD0segckeOZXStTewCv9VdIV/OLHJwGGYzSMlMEv2tVwHjSHzsi8+zI8T50DI+XaZXc2481F0pDAdVUu7vzncoy/b0P5Pj2W9htxZpG7Nr9CMkf7Knl6sy+RZacgIzP9XejvFqzLzh5fCqBSLhuzc4LckM30nYVMUQBNhRHqKnOAduesg0ECvXIxBGc849AV7sHMdCfsTit0Op5ZiDKJC8SGjCc8nRLznZ47gjBm04M2ICDmBkaWO6Ap3I8ZWyc6Bp4HGI7Rtuw/ioKSFnhyJZib6IB92gptkQEaQTSd9VzyOTQdewWfXJRVOZKXieDTiceGWq+EWewTuO7RidMUNWQQ31BJZhOBtGVg2wkagxlVd7XBNcalo9BWiMWDuiozfypbSS3FLQDYFnpwsf9nABiM2M5gV8MDBBNLN9jP8DmztDcGT8ZXcl0tbvrHW9D3y16MHRvF+IkxjB0bxZ3/fDjAxPremUD/u1OBe1gPi5r94UV9zTcV48F/2w/re3Oo2V+IxptKsBJkc1R7Q0XgOY4tys/pz8YMRoJ5th2Vv9sGZaURc+/zC9jicAcWBW4hfjrW6A2Y7DtGMjF/puO8OsxMd8Jy8TkADEYnTmJHy6c27cSTp63F6OSpQHl2thsztk4u0jz4SPP2WSsKSlowN9GB7lPPBPTU9TmtXMLZKxCqZjNKH2zF0hAfEzbjB7YFcFs6sNzXD5nRmPQUBRqDGRpDZAa1MGKBa6wfmmJjSk2Q+cVBQJjEcnEobRmY/Uwvhv7uvwEJg5lfnoUy5wgKrg0uAqm8vooIy8RIGYy/bwswlpH3ZsBIGbAeLgdTww3FaLypJGIfmm8qhvHGjfvOJRt0Nmb3qBUlNx1B5e+2YWmgHyv2WThGuni3kMu8eDy/zBQQLeZpObG4fdYKbYEBhbom9Pf8L4Q0tWAf3DQGVpTfjML8JszMdft+YbAwPwBdXh3GR04EGK22gDtd2KdJQ5XFy9aw89M+aIFzwgpVmQGqpuT6Sm0FVM1mqJrNYEQ5FBOLTCzEEHBbOmB78mksHj8B21NPw2Xp2OouYWHEgoE3nsblnhPoe/dpzI9tfZ/8yNPUwr/QIEGGGVsF56VhzlrNHyfw4ljY+iX7SvkUJR4W5fv0gWtVVxWC9XCMDSyw5+6t93OKBe5LHZh74ZdwXwpOa4oaMuahopJb0DVGM8oPHUFB8wEyRVAxKU7KLzOhZvfHUVDSgoKSFtSZ7kJBCef+oMuvg5CmdNrNNWcvLd3v+8v3/Lw6FOpbYNr1MMprDgXEhwCgLSJj/2mKQ4vN7IMWDL36NGY+PI6hV5/GojV1YxqmOtL3BEaYeUYw8SYyQIQ2ARViuce3o/JF2FjptULdQBkI0I8VyqPpa9SDhFlYQVkFi8LS+OouUru8hTkr1EayTxJKZyFZ5ztCW4PT+gJhWodg6V/CQSXZi6aCXCzODIDJyobNM4YVSS7yy0zku4LMrExnWfZQ30KYiNhD6RJE5sh0xCHB+7LL1L1UaKy1dV4xwdQ1At6zASbmqW3E+IwucN2Ww8vrcrI8QGM5qv+iAC7LMLS7KnG5qR6XL3PXs5sr0fA3pVi8NArNzkqMNRsx5pMoSiKYMocNb+Wh+8+XV9epa6vkh1pfJa+zK4IUI4IMzO5LHZj+z2cAiQSOt49B39oKTT1PbywDKJvMKPskZ/2pKjdAVW8OTAOPjIGqeQeqctrgHuZSBilrOR2YJ5ukU6lcTLcK/S7Ua7PgmOqHpsgAZbkJboSn40h0SpipU/Qyc7mTMDRRVu5GQ1524DdllQlLAJRFuyDP2g0A8CckUhTvQJ2S11MrDeaAbpc2o3dcpkKiTVqhavb5ddER2yJ4/QjVh6KocnRdQYVYzkUiMo20NsQSG2uDSF8GlkS4Oi1Yn50hdlSpkChOWWHEjMDYQ1W29X0Swm/a333m2YAuoOmaR6CrTA1Rp8vSgWVrP2QGI+T7Qzs5K/Y2o+iPH8Zy1wBkzXVQ7o8cYFZ7sAHagw3IzhJbOeRfU4/8a/xm2KmnvwyF5V4rHybNl+1XyMD88Ft/SkOkJNMYzHGLu/MqTIFTTjIxO9mBntM83TZe+wjyKs3I92VSXrT1g5Ug7Hvoqs3QVfsdjENDWWnE7Af8PFZWptY8TidkGBgFV6cFl5/1JWIDoGhqhvrAAS7CxhavPdpaM6o/1gb3CJ8AM4wv7JbAPkPuLu3T1pRgYC5LB2xPPw0AWGw/hqKcR6DYGbpfir3NUOz161s2K9Z4akHWYIDjbT5MWips4sJhdrIDi9PicFXRQKTDmrYir9KMufEO9B7n1oOp3mOov37jxhkagxlVH+eNtlRBNgXpCFeXBfZzZ8GwgGbfwaRG4PBj2zIwV6cFSwNWyOsMUJqi/5B0KJTsgoKtj/YsgLY2/t3sZkBbaMCk9XjgG2qLUmPRc5w5Q5SdJ8+GZWAZAIqdJuhbuTBpMoMv22/oxM9bitnJDt/Jnw9XFQsT0xaRdKvx0a0oiEAE44xoITTaiiD1TAsEMjD7yz0dKH2wTax2STDSjoE5uzmfE0WtkefwlKWLq+NDTP3EF1DyRDtKP9UKpU/GHCl7h7LGFwpF4MMg8Z9yaNmvSDYszKFAXQsTdidciCSA9BMBQFj20PJnUdkTuk+07pB4nzhPm7LinajNaw1YWMlqzFii3ocInUP7vdD6Mmnoa3SZBuEHJvJlYSB18R1jBRm0vUtkw+tSKpWJoOym/AohAdwXOrHSbUVuk0FwivM/OHyfQ0Kkb6WVqqGviSzBqLJUcIpnqNBR6gYzvwitBvcDC3SRGg+hvxOt65RQqdLWRXqt0Dpusc4FmBX6lDESzCwNIrd0Z+jOAsRYyIp3okYnoNtaM9wSBrnGeqCXN/WXGY1YzpeIaVFE44K/Y6kbKZSUaA4LvhPlq0mroiKtfSERZt1zdlmwNGjF2tys6LalwSB2AwlGWjEwV18npn7xI86A4XQ7yh4IHul4aZAKKDloDTCwSPAnYnMPWqGoNUR9XwY8tDVmTryZQsgpKYG7m7ekU191ICnPcV/oxMx3ngUkDBxvHEfhFz4NxZ6tDyq83aEqM2D6w43ph7W1ZmhrzaLfqu9sg2vc56NZm1p0vZVwdlkw6TsoiKJJAEl1YPYjrRjY0vAAyZhCRDqW1xqInDmK2tg+pLLZnGFc2wjOLgsW3nmTd5K98ZaYxMqxYKXbSpjgr/QMZBjYJkBbY0bt7fwJKpEbqABj2zzjurQAfVBQNvDSBu1enw4syXYDacXA5NV1sJ87yTOmagMXeYb6SOrGHWAeEAR2bTBvjh4+XAZgxhdyZ5ATfwqP1iKRQiSz1ThFfWKrbVquGX1b4R8U/nJYK9swwc9F7UYMs8PA2W3B3NuvBZgXGAmwsi6ymGPX+Makoj7QspjQfVCU18PhPR5wwVCU1iNrOkRE7lgijUcA0VQs9ENdj2QSHc7yP6yojFppRJ4vYdploswSLcvbAdkezik4LlVdAjMnC9sS3RcDHccSSoqWESab3ypqyOSa2j2U4cYmGL2lFQNT1rcEfE4UNYawVi7CnDmpAGePBRM/40LuLJxpR/n9bZueNfhKg7PbgomfPoVANAeGS/Egj/FEHguULWYUHxUYPqSQARCNQObcjKg8gzigajKj7IE2Tt0SYT1OFtKKgQEkYwoYdNQYU4pZBYN7kAq5M2RNCgNz9FrgHu6HotqYdAVqqoP45mCQW1KG/Jtu99FK8raH/vxwqQxXlwWTzwkMnR5qzTCxDMLC2c1LkPzrrappczNA0EjbUFLObu5Es3DmOCZ+9hSc3ckNx+LstsD2m5fifo6ilgq5kwQFp6PXgvEXnsL8ueMYf+EpOHqv7BA1xDcHK2BeGbgHKH+9c2cx/euX4ey6smkmHjh6Lbj8+kvber75pRkLZ45j4qf8euvstsD2avzr4kaRdicwP0RBRIUGHQneXPuZZcD68ZPBrR/DQSUIuaOoMUDZZOa7GcHknkao13ONkt/ENWZNmrFCSiDCd1I1kt9c1WAWmJtHSBGxydhsaYKy0gg7y+sv3N0dHCM7GQN9h9NXAuF1wjH3ODKEOubNOhU4eyyYeMEXjf8937fbyLM3orhKos5JJEEatAIsNrwubhRpewITBRFNoslmMGYZD1RNZujvOJK0Qd6MU160cPb4dmY9W7srTfY3TwQ2W5oA8Bsq3cHDUDaYEkLfWwm/jnnhrO8bJojuItFxMNXAdkSw9TZR6+JGkFYnMFdfJ5bHRwK7VOHuGgBsr76UlB2sosaIhdObk6BtIxCdOLZINk0brGx4V7rNEVaakET49cnObgtcvR0pTd/06Youx6tjDndqi4aOFbVGLJwJvzZsxckwWkR78qfXW3/drV4XGZaNkGo3BbC4uAitVssVfB9LeFwVivjoa4kCN9BJsrZJ+RGIDbZXX8LC2eOBxUR38DD0tx9J/IOY9DLkCYXNoN9o+pBw+k4QXQsZCVgv8g/firljbxDfC4D4G0ZgFnS79D00HSsbmpGtKxAxIi4jdfBNY6RniLCJvmaJoLto6cazvAzr3/857HY7NBrNRrseQFqdwAAm6C51M3awGzbL38BkjpB1I2nPjRfKanJXqqwyhE5zEcOEpXUsG9JNbsD3hmxn4x9YaTIFMtjKawxQNpsCqezjQozpLBiWT0AobiuW54Z/RkwQ1F+iTleuvi6ivDRohf62Iyi/rw3uYSsU1b4AuRGCDNLtLg1aoRYE1qXp2NXTEdQNhgi3xUZ+RlgGFuk7xcHgQm3yErFubrW7UprpwNigx9XN1IdlEBmqRjPK72tD3oHDKL8veeLD7aR/UDWbUfTRI8GZyBUIZ48Fttc43ZOimpzfSkMzOd+rufmuajRDf9uRqOmNbtffjh9COo5XT7jVa1M4/Wqgb0DarptpdQIruechLI+Pio6roeSzGSQHzh7e1yzUYuHPEZVMRKN/yCD94OyxYPznPsu+M+0ov6+NPF01miEvr8LChTORGwsDP4MSthusjl/nFo+eUNVoRvn9pF56M4UixCkLgP2DM9tqfUwrBqasb4Fmx96g17b6KHulINjislWKaZHRyhaPvz8yt7zWkDlJbQAi0dawNejJys9QXL0dUDaYoNt9MGZajHajFQ2z2+gzgMQbfAQM0Hxw9XTA2W2Bqsm8ZcZDiURaMbCQiOSPQtRNnm4hlhiF/roBgq0xcn5KwboYJpZdsNQSocqxtCuC79pyH0n0y/1W5FWQRB8xdF2YtO7hUk3QIQlZCaCuNwf0FrQ5kjA2Hxsk7UmwurOvvgJ3TzfkjU0o+OidQfsEQVv+d3VbOmD7ydOARIKFU+3Qf7YVCrMpNtoMg0hjR44zdZFOr0Kn3BHeS/vDidL1MCHrhk3tEyENvbCsKjNiXuCjpioxIMtN1l/qJ08Wrt4OuHo7UHWkLZBnK9hzY9J9UmVttRlaX8ZlLIevS6RIiZDWxH/d2WvBxM+fAoCAnk0ZiaGEi7kIX1SYRhOnvwM4RjXSD6XJBHmdgbAilNfVgZUGWQRiWfeATdW7bw8GlqZw9lgw/rzvNHPWd5pJ8fBP2zkd+uyrr2Dh7TcBAKsT4wAAWVUVlgaskBnDJ0Zd7usPZC6GRILlPivHwDYZbksHlvv6ITMauQSUW4xAaLMqLrSZv6ysMhIGE0Ko682ovLsNrhErlFUGaOrE9ZSVRsydbyd/ZCRwjVpJBpZGWPjgjKgckYFFgZziUh8D88UC9Yk/Vc1mwngoHaUGGQa2hQgmKkl1BkakQ680pO1iEQzunm6i7Lp4Afa33wQkEiwea4e+tTUkE5PVG7HYfizAxGT1m8/Y3ZYO2J7kToGL7cegb2vdUibm6LVg/L/5DVr+tbdi7uQbgagVFfe0hWZiRjPURt+1qFIWc4szk5WNyXdegrLSGKDNRasFrtF+7jdjaHpd7I+uXjrB2W3BfPsb8GdjyLv+FoJRhbQ+TROkLwMTHp0p8VC4rKbxinCAYKIZqgIhigmfhsLZZcHq3CxpXVVpgMQjFs0EMkIH2g7+N1cmHyQJVzdc/8MsGjKdCdD5FsYZ301hvnG4NBuibNRULhNhNmo6M3WkTNZCuqDvZbPJ7+TNZiEzNwZOXgAgUcuBBcZ3qmKwNNYH2aEmIIv/OIxP5CK/sR5Fmoex0j0AWUstlPuMAFbAUAPPSAT3RhK1Cm5lvRLqGvWdPAyWxnp9uch8/R3vhez6BmCd+jBU1mVmjYH7ww4s91ohryNPbswaWVeyxndKROMUfS0NUBu0ftL8fbnfivxSn9icplsBzYuzjAPTQlE2GCjyy6Atb8LkWY5Bzp5vh/GmVgDAyNtc0OLZD7jfdJU+kbPgsyyMWDD6Fldv7nw7DLe0inKKCenYS9M0RbeE+JrOMi6iee7/vF0H4erjk67qdh0UrRuiuRVEnB2ABHAPk2Pg9ayJnh8JonVPlB2cqi8UWSdZnJhmZvTbA84ebmfq6u8CAKgMzai4l9+NOvosmHrzJTj6og+HYx+0YOLYS7APxh9CZ2HEgtGzL2NhZPsGJQ2HvLs+Cs1tNyO7shzqO26C5s5bAokp4WWR2xj+VKXY24yCh++Ecl9z2HrJgqyljuxvU11U97k/7MD095+Bo/0EbE89DZelI/JNUUBZRZqQq2pI83dlRfynVHWJgW8LLMp23QbP+hqxWDumrFicsop+CwZHlPUSBXqOO/o40Wr+oVuRd+AGlH+iLSHZJBR1BuKby+u2j8gfSOcTWALh6rRgacAKed3m5G+iRYc5eYUE8xp7kRO7zL3fjsq72yKmMbcPWjD8a+6emYvtqLmjNebU5wsjFlh9O1BbJ7lTvZKQd9dHofu9OwLlwj84ipV+K3IbDVDsTu3Myoq9zSj6k4ex3DmA3Ka6qDNBL/daSf2d1RpS9OjqsnD5n2oNUBt3hG03oMsa5bIkawxmKEqq4BqzQlVqiJlGhdBVmWG4uRWOKSs0xQboqri2bF28flZdYgj5m6ivJQbYOiPXSwQcfRaMCuZ4wbW3YvYkH1kkUcwL4LLLlz7cCvcmrm+biSuegbk6LZgS5EUqebg16YOsqDFiXui/JHCgpI/8rlFrxInuGiPvcU5EvoeGY1K8Aw3FwBZGLVicskJTYthWTM4vRsttroNiF7eAK3aZoNiX2oxLCMXeZrBeYKVrgCtHwcRkDQY43hHo7wzBF29XpwWXf+ybKyfbwUQRrslvJSpZ48oagxkaA1/eCHRVZuiqzAExm67KDONNHFNTC2gz2G/B2jLcIqhXlTx/LdcINV+tpGjVPWxNaC4/ZbMZymbzhtQnqYq0ZWCE7DeESXSgHCQFvKvDgiWrFetzM8Tuc2nICsXO4Ga4tCiYoQWwQn1TGP2SqsGMint5nxJtjRnwTWhluRFz75E7QekS+WDpKv+3ZA3Q5RswIzA7ztcaIFtgfdf5eyXrlJ5BcK1QUQsb2w5/1uJCWQ2UlwWrjC8H/IytE/0XnwPAwNbVDtOuh1GobyF0AKyE0gdk0XotvuzJIa95ckCWc/m/12XUDJSTRTaEbgEAvLmUzktGDpC760PMfP85QMLA8c4xFH/5U1Du50SBuTJytZXn8OXcLFJBKc8m6+ZKyetZAsLIkoTP4bIuULSsU0S+4iFfdmmNU/LNnerD8L++yL3HaydQ95f3IncveZpaWSYVgvJrG1Eo5/R3uXVGyHY1w+NTbEiW+ecuUZKDpUFyoaVfRyowNc9apmh4haq7StO4gG7XyGsMRceMly8rsxqAigauMLkq/k1A0zSdKmRNQE0TV7CtE3QKAF4BHdPXPLR+VlCmaVpdasScYL6qa5qxcnmcF60KQq+F0+fT18Oue/S9gr/9a6HcILC0DbfuReTsofWkiUbaMrCNwNVhweVnnyb8SCLtPhMNof8SBGuexmhG9e+0wTlmharCZ0K8Fp5idJX8zlNbaEBeReyWZwXFLTDtPYqFOSt0+QYUFgXX4yzMD4CjfhYAg4X5ARTqU/eE4hcP5zYbwpq1r3QNBHRHkDBY7hoMMLCtwOTxIVx+fxKFe8pRcl1t1PctXhwh3sP54YiIgQWDYk8Ld1pbloasI6s3YvHdY7zkIBP5JC5o6sg5rmoyQ15aBfco5wQfyjIzGXB1WHD5macDlrbFj4S2tE1FXJEMbMkqEJdJJFA0NSO7oAAyQ3hfn82Cps4c1PclHHSVZugqzZBGYHbhUFDcgoJiHzPyBm9Hl1eH8ZET8DMxXV50hgLJgqPPAtcI51ekMFORGgTiYZwQOBcHQW5zHRyvnQgs/rLm6JlGojF5fAinv/oqGAmDwf++iKv+350oPBQds9DsqsLki+8H3kO1oyph/VKYTSh5uDWgL1ZtQIe1XeEXr6vKDdBVh/4+wjnuBbdx1RjNImvZZGPJGkT/mQJrYLS4IhmY3GDA4nHfEd7rhfrAgbQatK1Eob4Fpl0PY2F+ALq8OuL0NWvrxMKsFdpCI88IkwhHnwWj/+NThp9rR3l2G58raqgfK/YZYqMSzrlYsacFhX/EidEU5potPX1Nnx8HI2HAelkwEgazF8ajZmD519Sj7i/vhfPDEah2VEF3dQOWViPfFy2ULWZeR7yUuHa3AxZGLej3mezbutpRd2trWCaWCpAbDFg81p4wCZSryyeO3KRwamnLwITy3XB+Rtx1Ul8m322CPqsVy/1WyOoNkJtN8IZS2YbzjaLlu0K5MR0+hpYjC/QFtEJbuhJeXyDUJ2Qtk52SUuWsZf5BzCp5TbJK6meYNUFdyi9HKAivQCUq1JXAOoAJBwDgsrMfHcM/BwMG48MnsLvufui1jQAAbw45QF45T3brMvLauoIsrwm+Mf1NXSEywvqjmwTEw76NSm5zHdgc7j0YOamwyVWuQnbYCBw2QqtcAuAMXNPJ+JXadmIArg8Hod9XiorD1cjPcRHtaLLIGENaKgaSjOG/eTZDfn8/9Dd48Z8/ZyGRAl4Pi5uvZ2Es7CXq2NcVRHlxXRb4e+5OHXCnzt9jzCwrYTsxgPkLo8jbXQnVPpKJ2128MnH+g34sdw1A1lwHxd4WsFQYKnY1tE6Dfh0hHWe5SXrKpspZbnI8hHQrWSIblqxSyrZ1gW+dN4LXs8D5TuS7lU3RaQ65PLI5/MJC061HJoFrpC+gQwYjgXvUiqJCk0gP5KGlG8I+0TqvCHotQgcWZt0TXfe1I99tgv6zrVjuo9bCWNY9H1ydFkz9iGPgC6faUfqpVqjrw1uqbhRpy8A2CoXZFDRWXQbxYc45BAYMWLBgwGDeMRRgYHG3OdGB+QUr1MVG5FWKT06BcEICnQztoqBo5sTDOaY6KHZuLCqF7cQALv5/vwIjYdDzvAWHv/kR5N9SuKE2g2HnzYX4/HdN6D67iPqr8mC+uQjL8UuGA/2GhMHICxdg/Osc5F1dL6rnfK8b0//604ABSNEfPQxF484NvEnyYbP3YM4+iHxVDfSahujvW+zFrHuYu08b/X3hoC00YNJ6PMDENHoD5sc7sDDLWzamIgJr4QZBqGYYCdyD1gwDyyA9kK+qwcjs2QATy1PXbKi9uYkOdJ9+BmAkuNx9DMYbWkWRsjVGMyqPtME9ZoWiwgCFz6Rb6KKgvooTD3tUUcUjCov5C6OAQLRnOz8JJIGBARwTa76pJCFt+fvtN+xwXBoJysDclkHSkKV7IKUZmM3egwsDz4MBg5HZs9hdfR+KVcbI9y324oOR/+bumzmL3TX3JYSJFZSa0HTwKBZnBqAq4/rRe4z3rTTc3JqyTCwRkBsMsJ8QbChrk2/kk74MLIRJKBDk6ExEJafaoaOU0xBeDiMyBMKHXxKJEAV1adELLVKkTZCz3QJTbBcpTpFS4hapm1eAMG5SFsmsUg9aWYVteRCzq+PIl5ZAn1vDX6NtaSkUSwqwR3sH5lYnUKCshn6tBJixw7Y0gNn1CeTLq6D3LS4SGW8bz6hziXb838kxSYpjXBP90FKGLeseQFtrDvi8rYHMv5TdUgeFifPnYbPIwcmmTOPVCl70p1c6iWsVigWu39doMfICC0bKgPWw2HutDLuUo0TdkuwFoqyTkCJEJcM/NzscwQBYExCriyW1+wteUoQ4taYL/D2ZoyOuzVH9rrxKT7yj1yeX8uyrwMKvTweYmHJntei7sZLQwXvoUFJCdw8RDVN0m+Ugx0Pq4GmVWabodplreH6+hzz127pR7NKF7B93M4M5Zzd533QPSlaKgFzS3l2SQ35zViGgWwVVd41bSktUTShRNWFdKcWA5ZckDY9bUag3icz3haGdGMqII6LJOhFSj7wkUq0I18VIkieh6FhUl3Jj8NGP0mRGydFWLPVzju7KZjNhYZ0MxBVK6oknnkBtbS1kMhn27duHY8eOha3/4x//GLt27YJCoUBpaSlaW1sxOzsbV4c3A+5LHZj7xS/hvpSYkDrpAtvyIM7Pv4IR1yV8sPhb2FaGYrpfn1uLJvUh6OWcZaJtaQDnZ36FkYXz+GDyRdic/VG3pcs3cEzTt5vTFEW/m1M1mqG//UjCDXNqbqjE7d+6AVc/WIMH/m0/mhJ0Qko2/P0239+I2791A4pDmOXrrq5HyVcehPajV6PkKw9Cub9pk3saGwpklQEmxIJFfk5ZVPflZ5cR9xXklCelf9pCiob1iTuROLstmP7NS3B1plbYN2WLGUV3HuGY1yYg5hPY888/jz/+4z/GE088gUOHDuE///M/8dGPfhSdnZ2oqhKb7B4/fhyf/vSn8S//8i+46667MD4+jkcffRSf/exn8eKLLybkJRIJ9yUuLhwkEjjePoai338Eih1bn5ZiMzC7Ok7sTOfWJohTmG1lCHNrE8jPLiNPZ6HaWx4l21saCZzChJie68K8fRB52lrkqTmRVaG+BaY9n8accxCaIgPyy0xIoDFd3Ki5oRJlt6m3uhsxo+aGStTcUAkAGHOHrqfc3yRiXO4LnVjp4cJpqetSR6Sol9dhb+FdmHUNIz+nDPrcWsAb3jkcAPS5NdijuR1znikU5JRDL4vNZcJm78Hs5VHkaWtRlB/aWrWgxITmA0cxbx+ERm9AXnli1hFntwWTP/EZKp1qR8mnkx89KFUR8wnsn//5n/GZz3wGn/3sZ9Hc3Ixvf/vbqKysxPe+972g9U+fPo2amhp88YtfRG1tLa677jp8/vOfx7lz5zbc+WRguY/yi+hLblDPRGJmuhO9g69geq4rrvsLcsrJHW02v6O1rQzhA8drGFnuwAeO16I6nYl2yHLxBmd6rguXun+C0cnTuNT9E8zYOgPXCvUtqNn1ceSXXRkbiK3Cwuk+jH7/DSyc7hNdc1/oxMwTz8Lx9gnMPPEsXB2ptePXy+u4U39ubExIn1uDZs11cTGvC4M/D9BrpLlWUGJC9Z6PJ4x5AcDSIBURZSB91qhEI6YT2OrqKt5//3189atfJX6/7bbbcPLkyaD3XHvttfiLv/gLvPLKK/joRz8Km82GF154AR/72MdCPmdlZQUrK7zce3FxMWy/RGLicFl+6YyjVF1ZowGOtwVx4RoMATYvDiUV2hw2UicJHRhlVkunTxGFgBKYw0tXuB3n9GwXLF0/BgMGo5OnsLv2Pui1jWBcvG6HcZGOOyylWyhcLcTu3Jsw75mCji1E4VIevEt2AMDM+hDgY0QAg1nnEArceXzb2TwpSXI5XUERirBHcSvmMM3tkNlSwOGCRPC+C4tW4pS2aLOiWM1bL0pz+cGLJR0MV0HwQxZltk3pdpQ5/PlOl0MeUYpyHES5Imcu8HdlNikKL5GS+rN8Kr6SWsJ/p2wm/PRbY/l7HV6yT3NecuxkAt2alPowa5QyxLnO62/G2kdg/ds3AAkD20vvofyrWVBdxZ/AVvr6ScMOYaBfyqY7WNqTQJ/oUFFLlO7WTZ6vJW6eblkX+e7sEumq4BWsFexacNeEQJ8E+icmh9RjMbmUPlZGlsGymJ8n6dU+a0WJzMB9I2GfBKGmJFS4NAmdzkYwHxhveD07AMhrjVg4JcikbDBw61iktFJhMqG7L3FxQGUNBs5aVzB3WIQf5xiSXiccMZ3AZmZm4PF4UFxcTPxeXFyMqampoPdce+21+PGPf4z7778fOTk5KCkpgU6nw7//+7+HfM7jjz8OrVYb+FdZWRlLNzcExU4Tih59BOobD6Ho0Uc2bHq9WZi3DwKCiTXvHI6rHX1WJRpzr4JeQuoF8hk9/OGjABZ5jD669rKr0KQ5FHKnm6+qJk5pOt3WRcC4EnH5/CTBoNyWIeJ6bpOBSNGyWaHWUhX58iqCXvNU1ZveB1WTGaUPtkF39WGUHN24+NB9qQPT//EMHO+cwPR/PJNQ3b+z2wLbqy/B1dcZuXIciMsKkaFOGizLin7zo7OzE1/84hfxV3/1V7j99tsxOTmJr3zlK3j00Ufx5JNPBr3na1/7Gr70pS8FyouLi5vOxAKMK8kJ2RKFPG0tRidOJnxi2bzjmGcvIw967JJch3nWhjxGjyKmHNPsOOZYG/IZPfSI73l6bSN2196Heecw8lTVyC/YuggY8eDUG05cOOXG7msUuOZW1VZ3J2YU7y1F9886AgxKYa4hriv2tKDwC5/GSs8AchvroKxJjw1dsqBXGbGn9G7MrU8gT1W9YV/HeKFqMkPVZBYFqY4HonQ6vdaE6P1dXRZM/uxp+LNBJwMxMbDCwkJIpVLRactms4lOZX48/vjjOHToEL7yla8AAHbu3AmlUonDhw/j7/7u71BaWiq6Jzc3F7nUcT4DDnMTHXCO90FXYECBIIxTUUEzdjZ/CvaZ/oRNLJt3HBc9xwAwGEEvdkmuQ4NkDwBgmh3HRe9xAAxG2V7s8kihl1bE9Ry9tjHQ3/ACoNTChTfn8O+PjUMiBV58eh5f/3457r59q3sVGyqur4Lpb49g4eIYdLsqsG4SWx4GAv0CwPwmdzAFoVcZUaTcPkYTsgYDHG9RapMEwD1gTSrzAmJkYDk5Odi3bx9ef/113H333YHfX3/9dRw5ciToPW63G1lZ5GOkUk4mzybqxRIodGXpFPAxJNEh7hQ5cIQJwRPhM/ivz010oOfUMwDDhWsy7fk0ShS8Q2pRfhNKcnwiON+3JfRr9Pf2kHoIVlBmPR7MeacgjDw/772MIoYzHZ9jqWueKehRKmoHABiqDGG4H1G68tDpy0WpzSMNfJjLDPXRJYIy7Z+VTSnf/OXeswu+cE+ARAp8eMaJB+4gc7zIqJw7uQJHn2wmdOR3AJAIJPxrVJ9kIfoUrr98mWyr6JABRb5Yi1P2SMQY/jJRVThedLORxl1II2HoVHQ9ghUiK5zPkeiU6pNwLonWLrouG/zvYIicniR05XhXUOE6J9/VgqJHHyF1YGEadlk6sNzfD5nRyOlDQ9CEos4A+8n2OHsYHWK2QvzSl76EH/zgB3jqqafQ1dWFP/mTP8HIyAgeffRRAJz479Of/nSg/l133YX/+Z//wfe+9z0MDAzgxIkT+OIXv4gDBw6grCw6v43tBEevBZdffwmL1tituezT/lAtLMAwWJgbiLkN2/IguhaPw7Y8GLGuSO+FIv4a4tOJbSc0H9QEmJfXA+w+qIh80ybj/Jvz+M0/dKD7bbGOeqR9BGf/5SxmTl65VmybjbmJDoy89zIWRjduzenssmDmVy8nxBdMsdOE/Hs/HlHn7/6wA7annsbi8ROwPfU0XJbQ+jJlsxn5h2/dcN/CIWYd2P3334/Z2Vn87d/+LSYnJ2E2m/HKK6+guprTgUxOTmJkZCRQ/5FHHoHD4cB3vvMdfPnLX4ZOp8PNN9+Mf/iHf0jcW6QJHL0WjL/A+W/Ms+2oOtIGjSF6UYS2yIDJ/mOBY/mSexbTs10oCqE3stl7MT9vRYG8EnqlMeCozIDBsOsi9ihuhT47dLqNIqYMu3CI03uhCEVMGXmNvRbzmEYeikRGH1cC9t6Sh7/7fikunHFj90EFDn1ECWEQ4K3G+Tfn8e0/6AUjZXD6R4OE8/VI+wje+spbvqj3nTB/4wgKr72yDTSSjbmJDnSfegb+aPXGm1rjzmju7LJg8idcmKrF4+0oPtoayCIOcKekpYF+yOqNCfVjXe7rF6VfoUO8CVF4y52QlVfB1d8D+7kTCeuHH3EZcTz22GN47LHHgl575plnRL994QtfwBe+8IV4HhUdROIJsig8dUeSWopEhuFEAWEs8p1dHVga7Ie81sgNMAO4qVTirjEr1EazOAQMVfYn5tVVmtAgeQQzfWcwZ+vC3Ew35qa7sMP8EIoKOSbmj6htW+jBxSEuOvyw/X3sqbwXc55J0rEY09DL+RhwEoEpMOsT+xbDiGIYReIWSCT8NQCQ8uIwhgrJw8hkRJkVhOihI4Cz2eTLC7Ms0yF4RKILQdnZY4Fjsg8yg0/MQZknezxUhuN1/kEuKoWufZ0UCy5k8Set5puL0Xwz9/ecB8gB+Z08IE2+XSzvypATzu0CwKqAWN0UXc555FSZNyBZ8HD9u3BqPBDRnpEy6DljR+nhWrg8ORg9ZwukbIGEwewH41AfaBR9F/q7ETQfLuMvyPESZcumx5mmAwGN0PQjgkToahFGXA2QdJpNdYrWu1N0zOZGT7dE9mZf1YUZMtjt4mUrtNXk/A+bRVlQYWmQbGvZag2cnlyWDtie5pJUOt45xuXB22Ei1j6RuT6NEOue3GiE4x2BvqzOEFGOqWoyQ15jTAoDiyuUVAbh4erkPOUXTh/H5E+egrObO+Irqo0BggPrhaIi9h1vfrkJMmWBQDnKYGGBEwdOz3ShZ+RV2BZ6ML9ImtXPuYbjDr2TbnD2WDD+/FOcmOPp8GKO7Yz6g3nwesDHQNzPi3n1e8sCQYnhZaHZuXlWvlcqNHoDMf/VJfGfeOW15FoiF7g3LFupU1J/ZBGx+1IH5l6IHD5PscMEfWsrNNddB31rK+8TuEVI32C+KQw6rcDSoBXaWjPUDWaUf6IN7mErVKUGaIzxiQ90BQZMDB4PMDGdrhbTM1340PIjAAxGbGdQU3oYEDIrZTX00krs1X8cs8tjKJBVoEgSn9VgqiOQUkUg5pAdSu24fsnAjpsL8bnv7sD7J5dRuV8Pw438hqXscA0O/cNtsJ2fhKTZiPxrxNHpM0gM5sY7sGizQqM3oOHQI1iYH9hwehW/L5h7pB9MdjaWrFZ4JYDSbILMYMRiu+CUZAzPKN2XOjD9n8/w4fM+Hz58ntJs2nLG5ccVx8DclzoCyduS5aQsNxhg92d8Zr2QC9IKqBs4RiZdDtNABBQUt6Bl/1HYZ63IV9agqLAZff2/htAq0Otdwy7jJ7EwZ+WYl7oecC9DrzBAr+D6Q0fi2C5Q1Bi5lCohssy6L3RicbAHclMtEXViO2LHzYVQXxs85UvZ4RqUHa7BmEO3uZ26gjB7uRO9554FGAmm+o6h4dAjqDwQ3GI7GBy9FriH+6GoNkLdQDI8VZMZbDaLqWc5XRiOtwdORfrWViwPWiEzGiLqwER+YH2J8QPbDKQvAwuXGYDOIuszf3VbOjD95DOBnYb+s62QR2BihN6LDpUTQj+gbOZ2R0uDvtTaTWaA4hWE3JvKDOvNYmEftsAxaYW61IBCPdlHj0wCXbUZumozstxerAPQ6OuBsZPwMzFtkREFhc3Q+4KNegEwlNyeDpUjTK8iymzroV+eencp/0IspVtgqbQUXjlf9ijJa+tyKtOtIAuuh0o1IQqV44M/pYpzoh8ygwHKFjPWfboR98UOzDzxLCBhsPDr09B/+SEo9zXDtcLrO6azSIdkCSXk9woUFU4PqZ+Zpe5VS8nwXUoJTwjZCG/yvSZIx+vykmPloHRgM+t8gGHbKhlseHJZS5Snl8g+Ct99fY1aEqgUQuF0J/R4CMdLOI6AeJwZL6lvEtKXhNZVyclvIRGGj6LplFZ6C+gUEglsrn7MLo2iQF6JIh1pDOXNpehYoAPzKMhr63Ky7JFxz5lfGCCkMfbZASibySSPwvkv/IaOfgvGX/QZfZ1tR/kn2qDYQTKxpX6BtEciwUq/FaoWM1QtZn6D7k9MLlgphbo2mdFIhs8zGMks0hHWvQjZVpKKtGJgrr5OLI+PQFFjjCuDqMiCpt8akYHFC7+nfDywD1sw8Dq3q5q2tEN6QyvyKsL3s6C4Baa9R7Fo64dOVxsw6rhSoWo0I3e/+Jut9FjJ2H6dg1DuC/6tZk5asXBhFOsHClF+OL5II+feXEDnaQdarlZj/y26uNrIIDmwufpx/vLLnKHT4nnsycriJBUxYnqmC3POIejyDSgobiGu8ZbDvpQqxdHrvVyU0Zd72CpiYEQSySDShmig2GFC0edaecnUjvB+YKmEtGJgU7/4EcBIsHC6HXk33ALv2hoUtQYodkbHKGT1scmGtwqOSbG1UiQGBnBMrDjKtOo2ey/m7QPIV1THNWnTFbmNBjjePM7H9msJHntx5qQVlr98GZAwGPsFi+v+4baYmdiFt2bxxGNWSKTAb56x4cv/YcANH5FHvjGDTcHsEpXuxz0S81wI6J4ZBuNDx2Hae5RgYvllJtTf0IrFy9YA8xo7/TLUpQZoq8OvW8oqI+beF2Q4rhavV8oWM0o+3YqlAWtgPZv55cuQGwyQ74p+c67YYUobsaEQacXAAF92UzCYf/dN7kh+sh0lWdEFtFSYTdB/thXL/bxsOBU3GupSA6Yt7XHt2qKBzd6LC34T+/lz2FN+zxXDxBS7TCh87ChWB/sha6kNefpauDAaYHKMhIHt/ETMDKznjJ2I1NF1xpFhYCmEAnklhhfP84ZOitA+kaGwsDAAbl3yBxewik5heRUm5FWYMD/Wgb53eclK3UdawzIxtZE3+lJUG6BuMAcVOitbzFC2mOHstuDyM5z5/OKxdug/0xqXpCpeuDotWLJyfU3ZhJZbC1ZwMuFTdS/1W6EMI64Tpi9QNpugbPYN6rpYlRPskX6I5P8i2bDgbzrSDP0cgazbS42Cut6MmqxWOCesUJUZoC4zEzEChW15paRuwZtNKookMl7XIF3lrs3MjcNvYg8wmMEk8or2QLLOvwDjiRDqhw7oLExtnkX1KUdKlQV6rVxaN0KW1+QCfxpKTUKnTKdBjMeagAZazFDs5xiXx2dM42R4XZaHZcA0GgHvecDnK8U012PEwaWPWVjlmdB4jo54pjqL13ExO7Lh9UyAkTKcL9bORrQ7+JihdIgnGsI0KCsUkbjWKZ2YoLy4Surlht4ZxeLFEWh2VSH/mnosLpP3Lrn5smeZ0k2t0Tqw0P2lx0M4XsJx5ED5UVF6YGkuf12ySg68ZJUKASWk20ghqwR0my/dh106JeYXB5GnqUWevgVrwlsp3y6hHs9Pw6oyn+7Zty4py41YVUvgEaRQ8eRyf9tpPzCbFep6Mzn/KT2iqtEMVSO3trFB3k84HgF9mJdrf6WXczJ2dXCMRWY0BKwHE7HuBRiWz0ht6jmOOduPt6P0wVaoNoGJpRUDK7nnISyPj0KSnY25Y2/wVn51qSkK3Ai0tWZoa30EkGBjwTxdHcZGT8Bv8KHTJi6FyfR8N+YcQ8jztTlvH4Su0IjCNNPJaQ42ovLP74PbMozCvWVxmZlXXV+Fj/3LYYyfs6F8vx51N5Rjs8MV204MoOdv/heQMJh88X00/s3dyNqT2IXF2WOBe6gfqlJj3K4hW4Wi/CYU5XOWqGF4c0gEsi4vDHCZw8MkrlSVGmDr4CUrqrLErltygwGLAutnmcEAVwd1KkuQ75ar04LLz/KRQBRNLaTr0JA1w8BoKOtboNmxFwCQW1mJpSEr5DUGKK7QdNrxorCoGTt2PIyFOSt02tqQoahixfR8Ny72/hTwJdXkwP29Y8fDacnENAcboZHxO4i5U32YsAwif08F9IfqIrZRd0O5j3FtDeY+GCOMVhYvjSI/gQzM7zTuD49W+bttacfENoLZqQ7YZ6zQlBrDMi8A0FWbUXdrKxanOclKYIOaIChbzCg+2sr5PRoMUJrMmPnly6LQT4lgYLSva0C94z9U1GzOoSKtGJgQqmZzgMPHs3O60lFY1IwiXWJzGc35on+QJky+aPXzA2nHwGjMnepDz9+8CEbCYPiFC9jz//sdaG5K7Wgm+XsqMPzChQATS3TEjYDTuN9SbtR6xTCw2akOdJ19lpPHDRxHw6FHomJitD9XKDj6LHCO9UNRY4Qqynv8+jA/5AYDFo+F9omMF/RpT3PVAWiuOoClAU4HthmnLyCNGRhYBs5uCxdv0BBBaUj4csWfe0XsbxahHOZmr1AFQPk30ZVFsREFo+ah0pWvU2HjJOsSwd9UChFKBUOkNqfVMxEymbASQIlGYOo0v6ABvG6guh7Lhdm+/gv0A9lkQ17qW3hyhX/T/nJUH+hQiYJ3kKxQ91KpTNYFdOFcJz/48hKng5k5MxXQiUHCYOj0DDw7dhN1c7NJEWGWxBuyTKd0oSFM/bHupXSFVHlF4L+1ui54t+Z9KPm/Gix1DkHeUoP1pmYsL1L6pxVBfMAVsl36u/m/qavLgqVeKyQ5OfxY+3be/nEhx4tKA0LpvNZzyT5J1ySYH+vAoq0f2kID8st4xsBQDoEE3dJzMAzd0jo7Otaml9bpCeMbZjGY7RskmPfCwgBUjZyPl5COvRFonKjre6aj14Lx/xH4gN3XFtCFkTcLXi3I0qZqNoM52srpwAwGzlYgRil2sBiwqiYzmIc560dFrSFgg6BqMnM+ZJtkHZe2DMzZzcUbBCPBwql2lD7UummWLzRcnRZuIGuSY31jH7TANdYPZYUx4WKHRKKg1ISmg0dhnx2AtpDb6dlnOPNh4QKUrpCbamH/zSk+e7GpZqu7FBWU+5uh3J+406+ry4JJn8I+wLwSjPmxDvQe454x1XMMjYceSTka0pQYYOsS6LRKEyc2cw+LfcCCMrAo4D+VJZqn+NsNZ9iTbKQtA1sapAZ40LolDMzVaeGtb060o/RTiWWki1YLRn7NMeqZi+2o/lhbVD5hW4WCUhPyy/n3zy8zRbQWTBco9zej5P8+iJWeAShMNVAfaAQiRNPYjuAy7QZhXowE7hHOsm6jWLSR83vRZk05BqarNMN4UyscU1YoyzcW25CGotqI+ffC+4BlkMYMTFFjxMIpcoADO4EwYoOI5qPhEOQoLQrcO+ATI0QhcvODFoURaUEmyInsnLISMnRa1EfvhoTXRSFgwohbIqWOEUEomgnjMgCQohlalCQyxRamU6FFhpFyKQjeT7JGDwD1XIGrBesTo7kvdWC514rc5rpArqWc+t3IadrFXZ8D3FIqE6+E+lBUmRAbxmDKzNIfVRQuTZhpmKpLh4NaJ8tCNxPabF5Ci5u8gKJGEP2BEhXLqw2BcRGa0YvEc5QYjaZjWa0R6OEjWMhrjVjO8zdM3UurXMMhHJ2GmaN02U+3CtMOKEw7wEpAmuBLg/8drEzMB98zVE1mlN/n8wGrMfCnL5EZfWgxreg7xbv2xZCuKlg5mUhbBqZqMqPsgTa4h6yQ19ZtmtKQhqLWlzY7SOBeZzdnXqyoEQfijBbKKiPmzgkYdWVmJ7YZoCN0Fz52lEgYeCVD2WxG6adasWQdgMJnbeYeskJZYYibzmloa82ouYPzhdSUGKCtSV3RebKgaggfjs7ZzQX6DeQcvAKRtgwM4OMNsvSuN0a4uixwD1ihqItdh+WfzO5BK2ct5CMkZ7cFEz/z6ehOt6P8/hBK2AhQ15tR+bttcI9aoaj0pWC58qRWmw4yQjfDiQ3TnIG5L3ZgpccKmdG44UwMymYz1EY+KK2q0QzJWuj6i/0WuEb7oayM3lfM7wtJGxtlQK0vp9pR+mAblC3pTZ/xIK0ZWCIgVEjbT7Sj9OHYdVjKZjOUzWbiOC8yLx6KXwmrMZqvGNPkVIGswUBE6M5tjOzzlcoQRuF3vHmcy/mUpEDWNBx9Foy+zC22c+fbUXmkDbptcqIKGFhVGqGp27x3oteXpUFrhoGlFYKEOnF2W+Ae7Ie8TnykDpjcU8dtIh0BI8GS1Ur6XIgE5aEhlP0qaoxYOE2KFoVNMUJ5OtWOyNKfkpmHk/mLdVdCoX+kukgMImUrF+oWwqumwtcNowNz9lDiFcqFQEpn3RDqwBgG6rodkPidQo0GKGvNwGKQPlKn/4gp4ePUQ0QaK6IbtK6TBVY/HORPlIwEqx0DUNftELUt0otGSiEk7BKt2/FVdY5RetxJcZSGcHQb0cotSXQbdiwZH2MWGFhV3NPGG7DEomsj6ClCH3yg1xdFjSHs2IgQSVEV57rH3Rt9NzaK9GVgFJzdFkz8lBfZlT7YRojzCJN7wTV5rYEwBkmUB7mqyYyyT3I6OkIJGyMcvT49WpCEdhkEh7MnMeKVgFNoJGORNECyHFqjgaLaiPmzgsW2anvocUXpThJkgRkNAuuL38ijKfFm8umAbcPA3IPiI7WfSdEm98JrqmYzSh9sDYSlSqQxCJETLA7qcvRaMP7fPmfG99pRfm9bholFgWC0sN3FKy5LB5b7+yEzGoNmZlCazCh+xHeirDNElb0hUVA3mFF+bxsWLp7Z1N15siEysNpkxqxq4qIRObstsP3mpaCSp+2ObcPAFLVikZ0f8lrS5F54DSDDUvnh7LL4MipvHVGInBlHrBkGFgUUtUYsnAk93tsNbksHbE/5Ara2H+MCtpqCMzGlybxlsddcfR0AI4GrvwOMUNyWplDXm1H5e21wjfjSnWzB+4STPG203WAql1TD9mBgLGcFRYjsGviJqm4wgwlxLZhSwtltweTPng6IoMo+mRiiILosfCzt6OvbpSpqKdFLrQFsFuDo4c3zo42RFrwT8d+6IYQTr8cgxg+lWxCJbxuCWG5S5bAi/7D6Ap/+1b/hicOSdaNY6SLTaKz2WKENZ1AQ5mUj+vAIr0fSSQquu0fJzZhrzEoy2XDPTUU69UFhMkNhChKTdSN0HANE0oaBaDe5oR/KrX9PJXX9SxS2BwPzgRDZxXCNRlALwi0YQFWjGeX3k3o0Ivr3mTAx0q5wxDLe0YI/lZOiZmeXBZM/4Tc8iY7GEgkiX8RNigQeCxQ1RsyfIY0O/PCnY1FUGzO0HCOCGXNsFKmy/kWDbcXAEoVkEEW8ECa0A4IQ1wZipGUQPURMSpCwb2mQtGTd7LBmyiTqcROFYJsxAFu6IXP2JkiSsYUQSRsSwGhSaf2LhAwDCwKaKADA9upLhKNyzEiQSEFeS+5k5bWGmGINCqODpOquyo+E9jWCGCq86IzB0oA4ZJi6gTNDV1STOlZllZEIz7QZUDfsCPRnyxzdI5ih+/0lAX44XJSe1zVi3RQDE2e3BRM/56O9p7KYDAg/F/xl91A/UY4XyWCKyUKGgYWAXwRFR9TYakLfCHFt9bvEwpC2uq80wu1K02nCpxo2utuPd5OTTmKySHMhGXMlGSL4ZCDDwCKAIHQA9g/ObPnAxktcWzlpY51kqbbARGJSqTrhU/3EHQ3zD/UOG1m400lMFmkupNpc2UxsAxfN5EJRYyTSRrh6OuDstmxhj+JH4F22YNIGm2ThEE1fnd0W2F59adPGQ9Vkhv6OI2mzOPgX+IUzxzHxs6dSlm7Dfddw7xArTdHPLPtkG3QHD2/56T4SIs2FrZzXW43MCSwCVE1mKBtMcPV2cD/Eu8OJwRQ4pnQEMdRV1wtSNFQboDKaY87OGhcYzulTuONVVhnEWZ99dQGf8+v9oVwffNE2no9h9x0pvFXcZvQxtJNEBOui2I+wH0qTKXFm9BT8odwUtZw1YbSfLZwVYrAgBGpfXNCgNBWBnoWGG+oGc6CtoPNgI2OZQDN6kYtQkNP/lSrCzjCwKKDde5BjYNtgh0NYNW6if42qkWKeUVia0RaYQlzJYpNokawwaUL4xXuS7BzMHXuD21Cc4TYU0fgjRbJCVFRT5veCxI6qBoqmIjzP2WvBuMBwo/y+trSxPgzMhRDMLlVF2MlGhoFFgc3e4TiFjsrbyEQ+HEOKFeH8ijLgfdbyrr8F7PpaUszrhTooTszOEBuKaBgYvRFZuHAG7mH+NBZ04yPYeKkazFEzoaAuKJvMwLbr3N4qXFEMbCMK7aQ4xvaQIhf/bxPCHWmcecQ21C/KPyYV/WVEYpXMYhCA0GcNrBelD7YCAKZfeZlzwm7aEaGF6EAyBAZg2Zg3FPRGxNXbARd1GkvUxkdRQ0W2qd7cTY/otLkFc3u7YXswsCj0G0R4lATFDAsr448gnnN1C3Q4gslKy/zdg1aoDaH7SaeaCJvaIEw6FX/CQUlWDmbOvBEQsxQeuBUzZ/ly5ZG24LnJwoxBpLQURN1w6SSouup6Mx9/zhsklJGg7Oj9kEs6WusL9RQmXXxsKV64j+iydGDZ6gumazaFvDduvUoMqXBco8JknBLYL5yFu7Mj4IRdcrSV9LWKIZ2KxMO/AG3Jl3/oVrDra9xJqd5M6jhD9F9TZwZzL7cRWV2YgdPaRYRF0taYI797iO9AQ1dphuRIG9xjVigqDNBUmYHlME3FQrdRpPpxDwSZ20aKFiOldKER5bxLZGzDjehJE43twcCiQLiI9FuBUBE1wsn8k4XFfgtGXxKIghheFOQY6iL7OWZNu+Sazm4LJn/qS1p60hfqKUiw23jhsnTA9rQgmG5bK8HEooXb0oHlvn7I6o1QxHG/HzIjmTpFeDICw+W8S4SzMH0KjjeYrbreDI3BDEefBc5+XtesrEw87W9lclhFtRHz723+CTBcOql0xxXDwCJFpN9siHQ4PmJWNZpR/gle5q9uEO9AEw2XMNAqSFGQuqYZK7Zxvp8VqaVr8ieuVFQbQ4ZvogOeugetCWVgy9Z+4sSzbLUGGFi0TMlt6YDtBz4m+O4x6D/bGjcTU5rM0Lf6UqcYDGC8gLurk6f9BOYCI8R7G4xyL4zurqyMjiEKJQfe9VUoK4wpu8Hyp5Vxjwjm9iYg1TbviUT6MrAwGU9ZCS1zAJQmE0ofahWIkUxgwUYW6YRhHiz9GEFGVPqYTZdVQpP2SgMnSvCJXDQGbkcKAPBAZG4uEZZFIh6qk4LrjJfshF9cpC00YI7lmWnx7lvgXV+DuswAbbUZGl0lHBNWqEsN0BaZAHuE7xZJLCgos1KyspcKi8UKKNRLUSuRL81n+SbUKfjpQF5nIFPtGA1w9FqwZLVCbjBAaTLDm8V/GzaL/E50mRD5SFnk7KwD2o8BEgbwepGzqwaevHW4P+jEzJM/BCQMFtuPofCPHoZyXzOCYWm0N3A/JAyWRnshv76e7wOdbZcmeoFoDx4GsqubIbva9ywvUCg/ipW+AeTW1yHX1IJ1AWEwgrBXdAgsmvZYAdHTGYBF4mwPl7XYPdwvYiy0ubufbvPKzcgrN4PxsICTDd6ur2wfsmD0tafBERwLMAzm3m9H3W2t0FaHsLTdgBiQlQgqUNdouhVeF17T1gpOgP5vK+gj/UwmnEidKgdb9wAumSmxeTfUiWkagKvLAveAFYo6A5RhGFy4dU/wWF/lkM0kBOnLwOKAMBZbKsBvQRUxZXqMsA9Y4Brvh7LcyOkQIkBbY0bt7a1w+pkUpXfQVpuhrUqd7+aHyM9pKHhgY1WzGSWfbsXSAJfuBAAuP+M77RxrR/EjrZDvil9kp9jdgsI/PIqVHitym+ug2NMCAFjptvqYEgtIGKx0D4RkYLLmOjh+eyJQX9ZcF3d/gvZxlwkK/ztuhu8fOOY19gtugzF3rh2VvxtCfxpv+xOC+JRAQHLgmLDyDCwDLtgzsXkXfxtXlwWTz/nE7CfaUfrQ5mZUiBeZSBwbhKvLgulXXoarKzWiHNgHLBj+9VOYuXgcw79+CvbB6PqlrTGj4pojUTG8VIGiOvoIBMoWMwp/5wiULWYsWa0ikd+G+7K7BXn33xVgXgCQ22QIMC94WeQ2hWZKir3N0Nx1I7IrS6G560Yo9gZndOkE0QZjdOPfWQh1mYEXewMB3a26LLXE3JsBZ3f4dUjZbEbRnUdCMiX7e2e5PwRi9nTAFXUCSzRcXRZM/lhgHJACylHXOLlouMat0NamD1OKBeoGUl+ojNIkWW4wwH6CN3KQJVAnJIRiTwsK/+hhrHQPILfJfzILLlNxn+/C4q/eASQM1oYnkGuoTHsmpqg2Yu6cQM+bYKMMbY0Zdbe1wjFhhSQrmxB7X0kQGmkEjJRiOD25uixwd3fwP/iS56YD0paBhZX9xmAiLWqXKoeT57qHqDxQQ/1QtnBiGkYkrKbaFYgNJbQ+gCqL9AVrbMi62gIDZgT6LF1eHXIXuYeF1aWB1JHFKtYkx4O6FkbP5c0m69JlT45Ar5hDXcslrcpo9Z8wzYxQfybfaUbR7z+C5T4rZPUGyHa0wJvDv7C780OsdA0ExIHSHPJjSLP4J2Vnk0+VSsi6+R+pBD5S6Ss5IBXQqkSgGB0Z6iLEjZLhbhTeVsG/K6VnWPeQShePl//oa2vUtXWqvEoOELvCX2dXyedIVsi6Qrqg6ZKmGV01Z7buGrVCVWqAtoI3W5eukhNCsgaqLPhONJ16+Gt6XQuKNfypl2GBOcuHsE9boS0yIL8stGg4rI4LQfSxUv653iyqLrWSCstMNlmXDVOXbieSGwYrYYNGpVGazGEzZAu/vmuQFMUqWkxQ7DDzdcKsXdxlqkIYW4BEIyNC3AAUdQZShCXYtTi7LbD9ZvMCzfqhqzLDcEsr9C3XwXBLK/Iq49ftbGcodpiQ/3sfh2IH+X3cFzsw86/PwfHGScz863Nwf9AZuOZ6vwuzz/0arnPdCe+Pelc1IW5U76xK+DO2AhqDGaU3Htk0KcDcRAe6Tz2DSesJdJ96BnMTHZFvSnMoaql1qC6205PcILgfgOaqAwnvo6uvM3KlOJC2J7BUgLLZjNKHW3nLHZ8Iy9XF+x0tnG5H2QNtfNDQTYCuygyd3+hiXbwFmh/rwOLlfmiLjMgvj57BzU10RLWzTWes9IgNL9QHm+B6vwu2b/2Isyj8zUmU/umDUO5vSthz866uh/Gv74Hj0gjUO6uQd3U9vCF2r/YzvVi8MArljmpoDjYmrA/Rwm+tpqxMvXBI9mlSKmKftm5bWvVD2WxG6adaOX+8uuBGGmHvbzGj5Ggrb5Wb4ISizm4Lpn7xo4S26ccVz8BcnZw5NZOdDXZtDbIYB9Bv2eg35lDUGjgFKHWk30wGFg7zYx3oa+eY6+WeY2i4rjUqJubf2YKRYLL/GJqueWRbLgy5jQY43jwuMrxY7hwgGJu7YzChDAzgmFje1fVh69jP9GLwGy8AEgazvzqDqj+/b1OZGGGtxopdFzaKhRELHJNWaIoMcUkPtEUGTPYfC8w/bVHydTkLIxYsXrZuqf5N2WzekG+jssWctEzYXKZon6tDgpG+DEwoXBXpXKhyCP2Mq8MC27NPg4/jxsB+vB36Vj6SAiu4WaQX8l1ydVow5Z/UJ9uRd8MtQa3jhE63mjqeWEQ6sFWyLNIXrIa+Fq4sWWPhHunjI22AgXukF2WyBu51BLoF4d8A4Bru5V7Yd59rpBdlWUbBg/jv5JWSA+KldADebP66J5e8RpeFert1hNdRMJT+TDjW3hzKt0tGDqZEzg2C6toG5KgfgLtjCApTDVRXGaGQuYD9ZVj8DS/iKz1QggKdA6qcFaIdRRY5eDIpObi5gsHOEjntkVj3veBI+wjGz9mg31eKpd5JMBIGrJcFI2GQbe1G/Z35cK/zCkLnai7RjmuV/DDuZfL6aha/DHgl5JLgpZQw7gFyc7Y0yAftFelqBZ8ia4n8/lnLFJ2usJib6ID15DMAI4Gtsx3NVx1FQYkJkjVqrNao+eDhr8uzjMhu+RQW7IPQaWtRlGUEbIIxYvj3oXWzIl1tdmg69utmhX2etrSj/vpW5FWYCN2tl5pLwms0xPpjskykrGkio9OHW/dEbVPKKTZcip0Q616IIuUoxvAhx5KA9GVgCcByv8CcGuA+PBVJIRosWclJ7V1fQ9kDZPR6Z4cglcOZdjD3tMUdemcj0OUbMD50PMC0dXnR+RvpdLUYnTgJ/05Kp61Naj83A+4LnZzvVqMBqmsaAr+rrmqC6irydKU92IDav7wXzksjKNhbjoJrjHRzScFI+wje+spbYCQMep63oOXorgDzYr0sivaUxdSe/Uwv5s+PQWGuFb1jNAhYcCYhC8CiTTiPGNhnB1BQEvsprKigGUUFm2PBSfZZgsXLVuRVJEcy4eyxYOLnghx4D7RtKOTYZkHVZEbJPQ8lRYyY1gzMnzJCboxd7gsIYsYJTmDxmFXLDQbYjwsmdS0XzJRI+y1KLmjdEgZWUNwC096jWJizIk9bi8Kilsg3gVsUdgh3tpu0QCQL7gudmPnus4CEgeON45DkPARFCCdjP7QHG6A92ABlzlrYeonE1PtTxInLs+LB4W9+BBPvX0bRnjKUXlcTVTv2M72Yfe0CFs/0AxIGC78+jbI/eyAsE3Nf6MRKxwAXBstn7KJs4Z3CVeVkFoWl/n4oq4xxi8s1ekr8V5BYZ+5kgO6zpjh5IstgjvvpwMAAQFkf3ToTK9KWgQlTRiycakfpw7F7jgtjxhE6sBiJIqAE7Rd4ulPiFFGQ3qqt87MoKG5BQXGLSDQTCZu5s002aGON5a7BiAxsszHSPgLHuIM4cen3lqLicDUKr42efgJ6M7+sJ6DHGwrJwHgGL4HjnWMo+lwrwcSULWZkubkGhWlC5t5vR+Xd8Rkt5ZeZ0HjtI1ictkKnq4vr9BUNpme7sLAwAF2+AYWFGxtzf58XZgegKTYk7fQFBFlD4jz9ujosXOYEgzGuoNOphLRlYCIfrEErFD4lpkj2K/DfoGXMRIgdfx2iIMw1QXVCmFrCZA7ED2OD9IHOHqupMQfiFIr8s9Zo/QB5Xag/yFqifJRWqPIS37hkheSqklXywcyaoOylmFsok7jAg/gPy2aTwng2hyQzTy5/3aMgr617QudEoX1kJJQuQeQHJoy5mE2+j8xcC8cbvLGGenclZApOaaNRkDk2CuRuopyf6wr8XZTjJK7lZZN1VVKyLRnDn96y6YEX4MJbs3jrK12Q+D5Vyw0FOHBPOcw3swCG4PTIiPrza4rA39OrKuLaeHd/gAEG4GVRtK8UOpUbixK+rSWfD89Kfz8Rm3F5oB/yvc1gJZSiBcEzK2hrzQQd0zqvbDc5Hlm+com6CSXqJkjd68ACNx7SFYpOV0k6JujWE35TZnP148PRF8CAwej4Seyp+gT0Gk58TNOtN4cq5/IE6JHz10rUTSgq9J0wnNzz1+U88a1TiwFL658EujeRvolK3ln6YBsndarl4hV6BX6F4dY9gJsPbjpzQiBoNDW/STUWCQ/1Az1lhb6CSC7S1g+M9n2Qx+j7EApuSwfmXnwZbkvi/UdUDWboP3IkZZJCXslQ7G1G0R8/DPVHruX+P7D55ujh0HPGDokU8HoAiRQoqFLAfHNRXG3l7ykPnOIAQHu1EfV//XvIuya0xaOsuY4Mg1UfJgxWDRnSKxlpUBKFOdcwGDBgwYIBgznX8FZ3KSaomswo+uiRuCP+LPdRmRP60iNkVCik7Qks4Pvg14ElwAQ0aEoLU3ofsTMIDcXeZkG4ppWwdTcbjQe1ePPZiQATM1yVF3dbxYfqsPf/fQxzH4wjf085svZGnit+Br/84RBy6+tEUgohVI1mlN/fhuU+Lg2KJkwC1q1GvrIaw3PvAeAiSEhp09VtDlm9EYvtx/gwavWpu9mIBmnLwMDwsng6NEs4U1RxeBX+rLzUT+5Olqz9kO8UTFz6PBwhxEqIx4jqikNFkWWRabxATDg//CEW5gegy6tDob4FWW6yMambb4xZIk28mRXKXn+Nv5ddpzoVQYTICESITDa5KLAyMgYUo+DNuOkULyy1oAhD9kjWqAEI872dPRY4JvohM3LpUkCJU7JySLGUIpf/TrTIsFS+SJQrZPOBv4uz7cS1oiwHUS6QkiJGhYRnlDlhXmDfnUDNfxXh/Oll7L1ahn23LAEYCVyf9ZBiwuksdeBvTRYptsyVeFB6ayFwayEAYHKJfD9hWKq1VX4yaa5ugDywMeS+X7BMwwDHxPJKybxgQjoW0TAl+s5ykkQvdfG0ybjJzQWzTNMtfy8bQYSol+hRp9yLAdd5AAwGZk5Ax+ZBL68Dk00uJEwuSbcSOV9mPHQMNPJeQnwtoczxaXN9IuwU2WzEUExhQ7hRZQkg32VC0edasdzfD1m9AfIdLeJQUAApj4y07oWNv5dcpC8DSwJkDQY43ol/d+J3ipYbDFAbdySplzxmJzvQffE5AAzGR07AtOthlKgaIt633REwKvClS9G3tkJ2TWKdjjcDhz+iwOGPcLotd2z2NhkEgW1lEHNrE3Cv2wkx4uzKGPTyrbF4XBixYHHayqU+2qRwW4odJih2JscqcLORYWACKHaYiCCvih2mqJ3HXR0W2H7I59NhNiEyvX3GCt7DncHC/ECGgUFgVCBIl5KODCyDxMG2MogP7K8GGBeAwN8FuRUR7k4OFkYsGHiDWzNmLraj+s42qJIUDWO7Im2NOJKFUEFeI2G5n4zovPj+mWR0j4C20AA/8wKid0re7ggYFYRIl+K+0ImZZ1+B61zXFvUwg83G3OoEceoqyq1BlWoX9hb8zpadvpyTpCW1azy9DSq2AtviBCY6JIVIrR3xWrCyQEfDUhcZQVtMbnaAeQGAq6cDzm5L6FOY0Dqf0gPREYYkVEBeiU+fUFTQgmzTQ1hYGIROV4sibRMkTkrPJdAfMEukLoFdWiLLQp3YGqmTYOk84hQYQTgiJofSedEm+QJIKP2AlDJd9sj46+L0L/zfiwMWLE73Q1FjDBgVOCb7A359Hl9IJ/eFTsw88UNAwsD+m1MBZ155Nv++mmxSh1SUQ+q1hHqvypxZ4lqJlNSX5VNxwZSClB25dL54AX7z2hLeObGCQ9fm4PbbZHB5ybFTSyjzfDr+mAArlH7GtU6Oz2I2b0bvzCLDTK1Jwyk8qPlADbNwvMSuIVR4qCXKNF5It27yXVk3Rber/LuLdLc+6Dx5GPYxLxYsytlq6CV1wBrgXePGl9Z5MbQ+TTAHJAz57lJR+DQB3WbT85u7V6M3wNbB+3WpSutiDxcYZm0T6SuF1+lr9HOF8522z6efQ5nVb6IKbHswsK2Gy9IB+xtvkj/64sQlW4yYrs7FNmcf5twj0K3XQ6/bmAn74oAFw//Lh+kqv58LMJtzQCznX+kmHZjDOfNuFX7z2hI+1ToHqRT4rx+48MxTebju1tzIN2YQEnppBXbhBix4LyNPWgy9tDLyTUmGrsoM402tWJi1QlVmgLbWTMc/yCACMiLEBGDZb70oBOuFPE2ymm42bM4+fDDxIkYWzuPiwM9gW+jZUHvOMXGInVDIbTIQ/k0KU82Gnp0MHDuxAqkU8HgAqRQ4eSr06SqD6KGXVqAxZ39KMC8/dFVmlB/avHxp2w0ZBpYAyIxGzmDAJxJSNJtQuglGHOmKOfeIQJnOYN45tKH2VBWkI224EDuK3S0o/MKnobvz6oixALcKhw/lBpiXxwNce01O5JtC4NJbM3jzHy+h752JqOo73+uG7enfwPle4pN2XomYvdyJoQu/vCISa24FtocIMYLQlRDhRkrRTTk1MExkia7SbIK+rRUrvdZAPjHpKkAIlik5svAxIj+KCP5lEiLtCXmR8VBhd9YFZUqvhVVKzyXUJaxSu/4IOjB4QodFAqUfKMipwDDeDzCxfEVVoN/MOv0+gr9Fvmg+XUKdGdW/04bFaS5Ml6rBzNu2kFUBAIo9LVDc5I+mzz0vW8o/SC4lv4tCSn4LtSA8FK2L0lG6KB11MldJeFFgNiMOywQAn7xDDsUzuXj7pAvXXyPD79yuhJPSgXlBPsfFCvrk69/5N+fxn/+nF4yUwbkf9+OBf9uPpptKRO/nf/eZk1ZM/MPLgWC/5V/9JKQNu8nOCb9pBJIQjhcdNUs8znRYM4FP4gqlu6VoU3g9lA4scF0wnxk2wlzPovzCBH5iov5S81DiYTFj60TnBz8EGAkm+wQ59MKoFSOtBaI0KIgBQp8xep0Ls4jSKjBRzc1UelHYHgwsBaA0m1IuO22qQq80YK/+CGaXR5GXb4Reu3HTf02dGbI9wb+/y9KBpdFeTnwITg/m2VeZcuGjhPj47Up89DZZ5Iph0HVm0RfJgwUjZTD03iyabioJWX/hwqhIP6imGVgGUWNhzopA7r0rJDv0ZiPDwDLYEuiVBuiVBng1isiVNwCXpQO2p57m0qa8foL7UcLA8TqL8q9+MqWZ2EbRfFCD3z4zBUbKgPWwqLmqIGx93e5KjP3ifErrB9MJunwDxodP8Olh4sgO7ejlk+CqMzFURcgwMApMmMykEe8VFjbQTiQksWkeIhNvUkQyzU5gjrUhn9GjiCkLUj9MW+HEsmGusVGIc2ksC8ODAdwgCU8YQRiYN4JMxBNmADzUvR5KyOMVfMdw7YjqUu3QzwnWv1035+OLTzTgvVNrqLmqIHD6CvV+hdcaUP7VTwayUasPNMK9ELaLYRF2vCKNpfB6ONqirzOMmDZD1U0iWMafe+/TmFschLbIEPXpa9FqgWu0H6sOOxx9FwEwmH+vHeX3tkGxk2RijIAuYhEnbmSdSyXENZpPPPEEamtrIZPJsG/fPhw7dixs/ZWVFfzFX/wFqqurkZubC4PBgKeeeiquDmcQO2yufnTNvA3b8mBC2ptmJ3CRPYFR9OMiewLTbHQGAluBgIGN3/+KRUJPGCded+G735jGidddkStvAfbcko87/tQUVnQohPpAI4pbb0/bk2kq0easrRMLs9aYmdfIy09h9oNjPuYF+BW67pGMozONmE9gzz//PP74j/8YTzzxBA4dOoT//M//xEc/+lF0dnaiqqoq6D333XcfLl++jCeffBJGoxE2mw3rEZStGSQGNlc/zk+9BAYMhsFib96d0MtqI98YBnOsDcIQVvOsDXpUJ6K7CYffwGZprA+5jVzEhZWeAWj2Vmx4kf7gzTn822OTkEiBF56y4+++X4p77oi9nV/91oV3Ty7hhmvluOt25Yb6dKUjGG2KTmEUbJ4xzHsvo0BSAX128DUsFkzPdmGs9zzmpru5k+TwCd6AIwJcowKXEAJs0pLgui91YLnXClmDAYqd4fvo/rADKz39kBlTIxlmzAzsn//5n/GZz3wGn/3sZwEA3/72t/Hb3/4W3/ve9/D444+L6r/66qt49913MTAwgPz8fABATU1NXJ119XVieXwEihpjzKGerlTMLo2SgUtXxzfMwPIZPUbZPvgXijxGn5C+JgtKswmy63hmpdjTAoVuKcwd0aE7YCTB5ey6cMaNe+6ITaf3q9+6cE/rZUilwL/91yJ+8XRxwpjYB2/OofvMIgr2rUd9Aksn2NZHMOeZQh5bBL2Ei2cYK23aPGO4uPYuAAYj7m7sUdy6ISY2PduFS90/4X9g2ZgMOJSVRsyeb/cZf/BCwfxrb4W6wSxK2rpRuC91YPo/nuEyb791DEWPPhKSibk/7MD0fwmSYba1bjkTi4mBra6u4v3338dXv/pV4vfbbrsNJ0+eDHrPL3/5S+zfvx/f/OY38dxzz0GpVOLjH/84vvGNb0Aulwe9Z2VlBSsC09jFRS48z9QvfgQwEiycbkdpViuUzT55cCQzdKE1e6yhWmIxcQ0Hkbm+4G/aB5oqe0VpEfib2WyyMp1VNl9Ti2E7b7JeoKwG/CFzqI8hEbabRZ2QBWbDxajFbm8O5j1TyJOWQJ9VyTkt+SAKyUOVWYE5sih7cxZDlYUNkV2KWBa+npfSTVGZn1fW+QctUakyHFT2Y4eXo9vqA0XwPjsVYGLGq/IxJ1phSDP7ZZanaxnD4LcnnITT8msnnbjuIxJfXf4F3JTOYo7q05wgvYrDK8eHb83gv/5PL9e3Z6fwu9++FsYby4K+n/Dd6e9Cf7ewmXrDlEUpj+hxpulAaLJO0Q9YL2wrQ7iw/DYYMBhBF3bLb4E+uwrF2QbsXhfQpqScvFdIp9lZWHDPkAkuMQ293GcVS9NtLv/dxP3lvhvn0+g/AfL9VRcbAvM43HxXG82oPNIG95gVjDQbHqxBUW2IzoAjQpqTYGvfco+VTHDZaxUFMfe3s9JLJcPst0Jpij7geTIQEwObmZmBx+NBcXEx8XtxcTGmpqaC3jMwMIDjx49DJpPhxRdfxMzMDB577DHMzc2F1IM9/vjj+PrXvx7kCm+S6h608gwsAtwfdmC5rx+yeiPku7dHGoFooVfXY0/lvZhzDaMgqxR6RWLEEPqsSo5xbVNMHBuC7fwE9HvLUH27JmidHTcX4qv/UQvLGSfMB1W46lYtAD5O4rHXXeg848LBa3JwcwiT+EPX5uD7P3AlxGlZiL4z8wHGykgZjJ6bDjCw7YC5NTI477xnKnByImgzTBxOAMjPKsXwCudkzIJFfs7GvpFOV4fRsZOBE1S+vgWF9QeQXx79SUVjNENj5NY2z8Y8KSJC1mCA4+3oUkjJ6o1YfFdQ1yCu6+q0YLnPCkWdIer1eSOIywqRdvhjWTakw6/X6wXDMPjxj38MrVYLgBND3nvvvfjud78b9BT2ta99DV/60pcC5cXFRVRWVgJg+WgLUYZpclk6YHuaz7Jc9Puhj8jbFXp1PfTqelFQ1GTAtjaC+TUb8rPLoM+tSfrzEoW5U31YvDgCza4qSOQunPiz18BIGPQ9b0FR7rUhF/+rbtX6GBeJY6+78NXft0EqBX74pAvf/UFeUCZ2x20yPPtUHk6eWsW11+Tgjg36fvlRfzAP7/xwLOAHVrm/KCHtpgrys8swvPRhgInlSVNDRFpU2Iwd5ocw5xyCtsCAguIWXLZ3YeiDX0KjN8TEyGKBq9MC92A/ZIbYdFOKnSYUfV6QQirM2qjYYYL+s62cvswXJJvuw+VnfSmlTraj9KHWpOdFjImBFRYWQiqVik5bNptNdCrzo7S0FOXl5QHmBQDNzc1gWRZjY2Oor68X3ZObm4vcXHHw0pJ7HsLy+CgUNQYomqMbpGUrdezts15xDGyzYFsbwYWlNzmDkaUPsUdze9RMzLbQg/nFQWiLG1BYtLnBiZ3vdWPymy8CEgaTL76PxeuqwEgYsF4WjCS+08v508uQCESDZ0+vhjyF3XGbLGrG9dZryzhzahUtBz04/JHQurIdNxfic9/dgb6z89DtqdpWpy8A0OfWYI/mdsytTSAP+rj1VnPrk6QIcXViwzriosJm6Kq4hXv2cid6338WYCSY6juGhkOPQF2f2EXd1WnB1LMC3VRrbLopxU5T1GuiYocJyhBr75KVTA/jHrSmFgPLycnBvn378Prrr+Puu+8O/P7666/jyJEjQe85dOgQ/vu//xtOpxMqFSen7+3thUQiQUVFbInklPUt0OzYCwDwCgS6ItWHQF8gMxix2C449hqNpFw/Us5uQlkV5lqw6+FA6MCoEy2VwsJL6Qu8uXzZ4yFl8cw6neqc/5P2mWCklHItm7+XDpXDUqIY0YlbKsX8wqxIn1CsMoGldQmC1OxeWTan+O7/GQAGsJ2Bae9RFBRzol5PNv8cL61HieTKIqxApXzwrPPv7vpwmIhAsebNAuv7m/Wy0O6qxMwKr2PKFsRF8lIKjeUs7htWXCWF96nFABOruiofA2saqCVLQdsJhjVBTniHV47TbyziG5/3iQafdOFL3zNi3y15AIDpdV7MeXmN+7vwOh0KrwMml7WYEURjWlghpR5LawId2DpFEx6axqMPOSQcL+E4AoAnl3yOREbSLeMRKmGoMGxZ3L3FKhOKYQIEYafokGZ0GiBGGNpLKkWBtA7DKx28jlhTC0bJGeIIdV4A4JWRdBvuffxzdH6BXNTtMwNQNZGLOjH/Y3XPYoElfy5CQQJXpcksVnrFu+6JDCKDp09RGAxYPM6nhwkXkzRRiFmE+KUvfQkPP/ww9u/fj2uuuQbf//73MTIygkcffRQAJ/4bHx/HD3/4QwDAgw8+iG984xtobW3F17/+dczMzOArX/kK2traQhpxJBpyUwsABuqrD0Ce5taL82MdcI73QVtkQEFpar1LQW4Fhp0X+MVAxukhbI4+zLmHka+ohl4tPnHP2wcRUHwzDBbmrAEGthmQt9Ri8TcnA0ys/E4Tyu80Yf7CGPJ2V6Dq+vARLIJh3y15+NL3jBh4bx47Dipw9a3B9Wix4NJpF2H12HXGEWBgVwpsjj7MOQZRIKuEXrnxBVIvr8PewrswuzyGAlU19EpjAnrJQ1tkwKT1eGBR1xQnflGXGwywn2gPq5vaDChbzCg52oqlPisUtT4dWJK9pWJmYPfffz9mZ2fxt3/7t5icnITZbMYrr7yC6mrOD2hychIjIyOB+iqVCq+//jq+8IUvYP/+/SgoKMB9992Hv/u7v0vcW4SAq8MS0H/B64X66gNJf2YyMT/Wgb72pwGGwaT1OJquPopiberkAtPL67C34HcwuzYRWGBsLis+sL3MiRXnz2FP+T0okpOMN09bi9GJk+CMdFjo8jd3Air3N6P2L++F89IIVDuroD/EWa7pD/kz9dpD3xwG+27Jwy23JS6P186rlXj56bkAE2s+qE5Y2+kAm6MPH4z/gqOlxfPYqz+SMCaml9cBOdmRK8eIglIT6q9vxeJlKzTFBuRVmKJa0xf7uWgc8rrIIaSULWaUfLoV7iGfbsq0dSGnlC1mqOo37/lxGXE89thjeOyxx4Jee+aZZ0S/NTU14fXXX4/nUdEhRPT25T7qaN1nhYKWDUcKaUNkTg7+nFD98MPZbcFyvy9bsI8YhZInlpLa0KIyr0/8Yp8mxRELc4MoKKFPYeTNUoH4kaXEHMwKZe6+xotfRFmUKXGEOAs290JFul0ozNrD9RvAjHMKEKROmV2fQJ56b+A2j1yKPOUOmGSfxsLcANSlBuhKTQF/F09OGBFi8GDugncQ/E2LENdI0Z9stxn5u7mxsa+QPmISStyyJhg8p4dkUHNZpF5q5N0RWM/OwXAgH6ab9VBIeFke3S4Nr0BU4/bmQnNdOR759wJY35tH2b5iqA6VoMdnlzO/zvufza2SvmgzyyqibF8h9W1LAjqgvwv93UQ0L0A4OhaOIwB4ZHS75OAKxWpSn8n67Pw4IBBRz7JTKNTuJCPbR7A6FIa3YqlMASLTeJFYkC/TIsN1OdmWJ4cva2vNgXxfXoSnY1YCOPosGH2JS9CK99tRfl9bYN0QvxD3n7LZDIXZV8f/CWgJNeECkfx1bzOwrWMhyv0y2RiP1m4Lb3avMMUnpnN2W7A02A8mOwfz7W8AjATzZyMQYwRoSgywdfEyZo0+9RNm5quqMTJ9BgHHUk1N0HqF+hYU6luwrtg+Kep63p7C8390ARIpg2PPjeDm368Fu7yKhoM67Ly5MK42TTdzjrldZ2YAAI3b0EE5FPI0tRi5fJq3PFSlZvQXP+bGO7Bo64eq3AhdVfRz3jVCJWgdtsa9Zmx3bGsGpjSZUXy0FUuDvNlnpM2C29IB2w94s3vtrbeAXV2FrN4IZUt0zMzVacHUT54WECGTEGL0pyB3jlt5k9yV8DvOrYLN3oM55zDyVdXYVf8A5heHkKepgT6vKeHRBFIVQ+/NQCJluHQmEuCt7w9CIgXe/uE4Pv9dExgG6D2zgIaDOuy6OTo9W8dbNjzzhQtgpAzO/GgA9//rgbiY2PypPixeGoFmZxUkO3fGfP9WQJ/XhF31D2BhYQB5qmrotakbr3FuvAO9x31rQO8xGG9qjZqJKauMmHtfYAxRnfob1XBwdlvg6k9OgtRtzcAAjonFYja/3Ccwu2cY2N94M2bz1KUBgajPp9dJFDHqqswo1KeW8QYNm70HFwZ/zkVJmD6DXfUPoLE6jiCBaY6aqwpx5kcDBBPzG2CcfGESH77N6bPeenYcjz5hioqJWc/O8e1JGQydm4mZgc2f6kPf1/8HkDC4/OI5lH+VEyG6LUPIMtZDsTexelX7EJcSRF1sRF7lxmhXn9eE4gQZWtgWezHnHEK+qgZ6zcZz0gmxaCNPUY7LXCDexSkrlFUGaGtCMzN1vRmVd7fBNWqFvM6Q1qcvZ7cFEz97CsnKepm2DIxQH9CHEPpbCeX4ETKcyupIb3MwTECHttJvhUrgXU6rMPyyYUWtzyrIR8D5h28Fu7rGZwtGBB0YbXIcIhMx1w4lx5dSJveCthgZ+aC5iQ4szA9Al1eHwqIWSIRZZT2U+XEkq1ufzmJ6tguD01x2Ar/ea2ZlBDotv8v35vJ99uSS/V/Ppd5dUKa/Cx2Sh4awz+4POnmx8A4T2BXyW6xIeQU+bbKxTrkqLAlcFeaySZ2XKltgr35VCW76RzWmzk8hK1eKD5+5BMbHfOzrCjDS+QAjOnncA+YAGdlEqGtb9SlOsnZ64H1uhPNT87DIMhvR5SyBc43XxbnWSN2mc4XU0828P0G4Dcy9dgFL57t9v51G4f85CoUvYg2zTumqwtCBKARaNgP7oAXDv+VOIpe7j6Hu1lboqs1Y81J0KwlNtzSNSNZDm9yLs3ZTffQ1Oz3bhQ+Hfw6AwcjsWewwP4SCPJK5iugtK3SfaB2fqtwI9B7jmVhONvrf9p3IutpR/bG2gF6M1oEBgKrRDFWjWaQvC7XmABD7yYhcIMI0REOgfxXpwCJkjCfm3VCo4MSJQdoysGRBaTZB39qKZasVTHY27G++yevQ6qI7PSmbzSh7oA3282cAFpBVVEFtSK1d1KytEx2XngPAYGz0BMw7H4Y+v2lDbU7PduHDjh+B3EGw0OXVhbplU+DqtGDa5+jpeOcYij7XCvmBjb1rtKi8vgqV13NOtoWmIkx/MIHSvZzT/8ixsUCyybJ9wQMBBGvvpn+8BWPnbNDvLUXZ4ZqY+6Qw12D+f0/zTAwgGNpKjzXAwDYK1xh5EnFOWqGr3vq5sLAgcN0Ag4WFQRQUR3c6nJ3qxPzCQNg0KX5xv+OyFcoKAxwTpAGWa8waYGDbGYoaIxZOt0MUHzJByDCwIFCaTQFRYW5VFZatPh1ajLG9XD0dHLH2dmzIeCMZWJi1gpjA8wMxMbDp2S7M2weRp61FUQEnclpYGCDaVKlKUVt7C/L1WxN/0tVpwZLVirXZWVE0ls1iYEJUXl8FgyAixh3fugET719G2b5i1N4QvVN/5fVVKDwUvyhadVUTl7jSMgSFuQZrq1mCExiL3MbE6VyUFUbMXOSlEarS1NDn6HQC1w2w0Omii74xO9WJznNcZI3J/mNh06ToqszQVZnh8R2Ipy38d1BWhP4Ojj4+C3O0a46rywL3kBVygwHKltRZZ1RNZpR9sg2u/h7Yz51IePvbioG5uixwD1ghNyZuEJUmM+9XEcMp2D2Y2pZEugJfunP/BI7hlDQ924VLXT8GwGB04iR2Nn8KhUUtXCDTcX5RqK29BYWFzbF8toTB2WPB1PNPk+ILnziYSYK/TzyovaEiJsaVSKiuaoLqKo6JryxnQ/+lh7DcNYicOmNUpy9XpwUr3VbONaQxNF1ra82o/lgblob6oSo1pMTpCwCKCriYhQsLg9DpalEUJZ0uzFoJo6xo06Roq82ou60VjgkrFNXGkKcvR58FY7/gTOjnzkVntezqsmDyR74YhMfbUXK0NeWYmLzGmGFgBIgQTyw5iCfaUfIwP4gMKdGiEL1yUVQzjD+EotZ3dBYab4RIoULLuSP1kZXwFbyUzosO2SMR6JAk6/x9as0ONOU+Avs0lzFWU2bCikB/IIpyJOjTzPgwAvmKGE7Hpc7fBU3+TjSpjsI+OwBtoQHqMhNWEMw/SKBLoPrrpXiL0M2Kvka3KyQJ1xC5gcipKMfq6CjAMFh87U3k1lYSxj1ehh+EZUHIHff5Lkx190NuqoVyP3fSdK/wHcnJIj9Ubjbpppol8YYsMxH0EMKQaOuUzogurwjCQa1S4aDWVkkCW1+j/J1WpJC17ICsZQeYFQmwyl+TrJF9Yjzcgjn1HDfX5s+0o+yTbVA1moPocrn/1Q1m6Kq5by3wNCTrUuHSpAKdkoTysaJpU6j3iuijJHiMpnAnNOB0sysIoocLQrfKynpgkI+soaw0YlUpCeK7Kfyba1fVsAOqhh3wZpNLh/DeoCb0YTYIYAH3ACmeXOq3QtlkBiPSiYX4EBEQMY1UpBB7ScS2cbpZPHeG+8M/iANbm35b1cTpwXRXH0bZA23hiXCLkF9mQu2uj0ed7twPbaEhwLzAstAW8qe3glITanfG3maioag1BmgBrBdSjZoTI7JsQIwYCe7zXZj+l+dg/+1pTP3TT+A617UJPd8cuM93Ye5Hv4b7fOzvRCyYAOwfnEl091IWeRVcZI3ipus40/jKxM5rRbWfbrlTHpMVWVqgqDUQtC6PUle/HZC+JzABXF0WuLo7+R9SZBBVTWaomnwEnuSYYJuJghITmg8chX1mANrCOhSURPav2yw4e7i0EopaI0ofboV7gMtN5MkCljo6o8p75Mdy5wBh3LDUORQ4haUz/IwZEgaO355A4R8ejcloQ1Hns7L1wdXTAWePJaxpuB/2QUvAjzFVxImxIq/CFNW7xgN1gxn5196KuZNvAGAwd+INyMurwm6Alc1mlH6KCyUlr4tOfeLXD6eazixWbAsGRu8IFU2mDQ9Kqg2wfdAC11g/lBVG5FVsvR9YQYkpSBirrYWzx+dzwkiwcKYdpQ+3ouhjXJYETy4bsC6VGQyQ74y8YMta6uD47YkAE5O31ETdl/nTfXBcHIZudyXyrxEHMN5K0Iw5VqtDZbMZiiYT3N1cIkgwEriHrBEXdfugBUO/4USPM2x7wKQ+AxLs2mpsYkRQoaQiQJi3a/F4O4pTTGcWC9KWgQnlsooaA+wneX2Tdv8BUhbOhPg7BFydFlx+jh9gvz7N3WkJ7OiVzWZxDMZwxxD6uUJ9GC1rp6ouDlgw8mtuYZ652A7c1QZNnS+2GjWCEtp/S+ALwlDp4cPGOBO9GxULMUwstXAp0wHK7yWMfgygdAl0DDmqXZHhjNUKpW/iM+sMcSJmV6iUNYLGWN83kzftQOFjR7HSZ0VuowE5TS1YcwJrWQJ9WRaVZkbKwnWuC7Zv/YJzFH7pHEr+74OBkxsjie+synoZuM51YaljEHJTLeT7eIbjOteF5Y5ByJrroNjXDO869WGocq7BSDBmWa0RzDJXR7JK0QjlB+YnTu2+AxwDE6TOEPmBEePFwDFF6moWp/nUIpJs8rt4hHQbIR5juPiMYemWdpOKRLfhfDcpXTSbFaZuuJieDGd6Pv8elZYkxHQL6w8bQv+33E+Ow3K/lZcURXpGkHYj+YklE2nLwIRQNZtR+mArloaskNdsPJX1Eq0U9enT/Ipr+wlud69sMgcsHxV1hqTpuVyjlC/NmDXAwLYz7IMWOCf6oaw0QhOFH52i1oiFM4KJH2XW7rBt7jJBsTc2N4DlzsGEix5d57ow9U8/ASQM7L85Bf2XPwXl/mYfs/wxIGGw+OpJ6P/kIch2hT8ZK3aZOMbcM4DcxjooogyRJoSymTOPdg9Zoajx0f5ahHsqjZj9IDpT8lTAwrAFzknrpltPqhvMKP9EG9zDXFqSRK8r8joy0EIqqFvixbZgYADHxPxRMja6AQg2wDRTcw9YARa85ePJdpQ+2EpE6gC4UCruwX4oq8ObG4eDstKI2fMCX5oUn/iJgH3QgmHfqXP2g3ZUfTyyIYyqkVxUo83anWjIqPxisYgeQ2Gpg2SKy12DUO5vFjHL5a7BiAwM8DFmf70IjCcU/NEiooXGYEbVx9vgGuOYQiIceRdGLHBMWqEpMSTUoGJhxIKBN7m5bevgxJ3x9nfRyqVGiXYjBnBMTN0gtuxMBJQtZpQ83Iqlgeh1ZqmK7cHA6Ayh4cLJRCFCVDX6lKKDvsRsjWYwXhBMTVFjEKXQXhoUZFtlBXHAGAkWTvPmxgDC2n/SVqjKZjMqstrgHrFCUWWAss4csIhlaPNdLy0XEbx6pKM+G+JvrnboDkeoKgr5FMKdAODFKY4p6tQ5YRXJ+IOFkhIuqsJsvBLK9JqlOyn4buwaJXaiFxFB+C6R2EzCQla/C4V/kIWVXu6Ek1Nvwpo/PlWc8pXs2gbAeyrArHKq6+Gx5yCnph7wngwYp+TW1INx0kRBzQ/aDF0goqO/k6huTKGkBAV/iCTfRpPxkFbdXl8f/Iu9qsLISxlCiKzsgxYMv+VjMl3tqL6zLQiTCUO3YcT69llxJmWFeUfIe0OJGx39Foy+7NuInW9HxT1BNmLh5gPdxzAm6/S6R98rLBKbjwjRtSORrLOrA0uD/ZDXGsOKIpOB7cHAkgBls5kQRQYsfQYF2UZZYOGU4KRGiazclC+Seyi8MtbR6/PArxInsVPXm6Guj47gtgOUlWREbmVVep06AyecBLnEiMR+Ph82xS4TCv+A+13WYOB+T80EBRGxaLVg5Jf8qbtaoOsNBjpMlWs8ceGZlOVGzFzYuNRD5Nc1EtkgI53g7LJg0pd5Y+FUO0ofbIN6E98vw8BiAM3UaN0bvfsIxAETKmNDwNFrwfh/c5N3/mw7yu9ti5iJdSthH7TANd4PZXnoqAIbgcZoRuXvcuImZZUB6npzuq7LAbgvdmClhzMIiSfWICH2Y8nflTtSl1aixbyF9OWMpOulw1QpyxO3ydHWmVH9O21wjlmhqjBAU2eOSzUhSo2yRRsxV5eF3HwnCEuDtBTKmmFgoeDq64Rmx96t7gYBoe6NpnB/HDC/TgYAbK++BEWtkT9N+eAeFu/UUpWB2QctGH6Ft4oMLrrZODRG86ZOhmTCfbEDM088y/levXkchY/F5nuV8P4IkrYmckGLF4tWCxwDHfwPUZx6/GGqXGNWKMsTo1MTQlNn3rCxlNpoRsU9vPhfXR8fI9wIXF0WTP5YoKv/VGvCxlxeawgrhUo20oqBTf3iR5Bk53AnHaFuh65ICX+FxUSaeEbTlt90m9CHnWlH+f28LJyV+Exnz5KntYA8PJJOKVyf2OiuiRDmmuOyONeRMpwPCt3/MG4N4aLQiN47UjoVQvdDvRBVlArEsnRIIXEfw5hii/Qq3INWLQNEQOFVyyDUhh2IG7TeN4z+kh53V4cFth/63ETaj3EWtSE2YWKT9TADROtvBH+LTs+UXtE5SabdUBlNUJjMWA/Sf2HDwlil60H6HxaRxLsJolvCfSNY3RjdfIhbiXEPTrdiq+oBqBrjpz3hM9WNO8A8QFmjbiKHTrNQUgzcQ1sbIipecD5K/iCg4vdQNZpRfl8b8g4cTrnI9TSUVWSYpnTTT20FZAZjgHnB64XMsHXfjDY+cm9x2DVAGEKJW5Jyi0px+Y2X4OizxNyWo9+CqbdegqM/9nu3I+RUWLVEn5JUTWbo7ziy6QYcQJqdwAA2rB4plSHJyQH8VnEsCyZbHOMsYBmUKnGZQkBt9GWMHbEGmNfUmy9BWSUWjaYriEgspo2/kzDPnMxgiCqzd7IgN5BuIooU8ANS15tRcS/n+8RkZ2P25BvwR2Sv/L22qOnK0W/B6Iu+aO7vt6Py7jaojduDJuOFqsmM0gfbsDRohbxWrKtPBPzuQora+N2F4kFaMbCSex5KOpd3dluSYhLqXV0FBLmy2LU4nW9SBGqjGWqjOfiCkQQm5ui1wD3Sz6XvSPLp1NVpwdQPBZkNEhRqR5hnbiuhbDGj5NMCP6At2DkHg9/S9vIbLxHixPlLZ6KmKdrqzzViveIZGEDFZU0wnN0WTPyUchfaJJpKKwamrA+h9I5wYolW7+XstmDSr6c6ldiBoKNEyGsNvMiaFl2HV9eEfd9Y6sYCUZ98fXaOB/HXiuXEEoUewtljwfgLAgtNn/4wrC4BoHzgwocjEra13EeF2ukjF8GYskWECbm1IUQxrgHLsxqDyMGecMsQhIuKOFeItPThuyRM5yHSX4ahcXmtEXiPDxbs7O+AfdAS1cZFbjACAqs/eZ0B3hzBcxI1HDHRQPjLG+pTOJfXTZLkiEK4DYUPTZVIpJkOLLkI5reVKPijROgOHiYdmtMcihpSvq6oTrw4KpnjEgxyOj1FGoqt/ZZn9lPHMfmTp+HsSh99kKrRDGW94KTqC2gb1b0NpC450Za8zl4LbK+9BGdPan5PZ7cFtldfgrN78/onWgM2cb6k1QnM1deJ5fERToyUBA4fi99WPIg19E46wL9guIetUFQbkiLeU9QYMX8meeNCQ+TfF8TkOFl+NYmCm/bPGbIGfY9UhW7PQbj6OuLaGKkazDwdJvAU4uy1YPznAknAfam1EQ0a+WcTTkK0u9BmGnMwLMumuMkAsLi4CK1WyxV8BJ2swXF2WzZ/IFJ+BLYezh4LaaoLJCzKRcx9ESwUyaTFjSAl+rhBug465lsI26svYeHs8cCmQHfwMPS3H0nsQzZA07ZXX8LCGap/dyS4f3HCs7wM69//Oex2OzQaTcLaTasTGMAkXc6aTGVnBvEjlU6vQUOEpRjNbOWuOFGIZ8yFCU0TTS+ibAcpJlpOtgSJ29z3J00CFg/SjIGxKUs8GaQGNmOSJXuhSBSutM0YndA00bpmOttBqmyo/EjmpmWrxJORkFYMrOSeh7A8Ppq2O8oMkotIkyxRzG0zTzepuOtNVQS1hkswk0klSYAfNI0kg05SVeqQVgxMWd8ScyzEaBaAK32RSKbYZTMRbpIlege5GaebVN31pipSVcQXbn5tdO5tFo2kqtRhW5vR+wd34cxxTPzsqaCmpdHU2c7wi10WzvreP0XNg6NBOHPezTbFTwTSsc9COHt8Jt2bRFOb7aoSzfuFm1+JmHubRSN+qUPg26bIRmpbMzBicMFg9p3fihhUMglgK3wyYkUwsUu6Itwk20pflXiR6n0OR9+BjeEmb4xUjWbobz+yKcwrmvcLNb+cPRbMvvNbQXzU+ObeZtEIL6VKLfXNtmZggcH1hXBauTwhOmUliwDS5WSnqE3tRTJWhAosmqo7yHBI5T5Hou90Pz1GgnuwHwGr6DBBxoPNLz/zW5ma4OKj+phYPHNvM2gkldeytNKBxQr/4M6+81usXPYTC6kbSZZCPtZszELEFAJmg3XVRsoR2WhOfsbnBIXhEb1OuHYZKncb3RYTJg5mmAGJOQxQjPUVO0xQ7DABLOCNcrAjh4MK3YloQ0lFom9aZ6KsNoRN+RLNM7ccgs8mycoB3zEWEmk2GZ7MV1fdYEb5/YL1pcEM229fIiRDucVlKLjx9ugCeQcZumTrY1PVgAPY5icwgBvcghtvDzCvYDudZKQDSHXxjxCqBjP0HzmS0ilckg1ntwWTP3kKC6ePY/InqbXLTEVEom9VI7dw5x04TOS+2y5g11f5OJcMA3Y9UnBunjMR3w4sz7xSFKm8lm3rE5gfW+HUKXpmEgnU2WPBwgdnAAbQ7T6Y0pMhVbFE6SqWBlNnl5mKCDqn6IzkKWhynigoqqnwZiFCXTl7LBh/3hd+SpDIVngqU6b4N4pm/dwqS+7twcCiEMv4xUcsE79EIlbRHnG0D5clN0Km5FAZaR29FixcOANXP5+K3dXbgYp7Q6Q0idRumLoREU7UF0G0F7YuE/oaQ8kPRF0moqGTV+m25EYyNbrMWAdvNitqR/ScSBHxKcQbeTymKPH0ONN1vWQFYdusl4zzSC9Gwqj+BINig/RRIFKLlA08lmzhCaPbWMdKUNYYzGDujSx6dw9Q4rdBK1T15sA/AGS66hgyPUfzDjG1FeoRbHjx+1a6e2wPBpZiCCR3S+JuxNHrSzESBO5h67ZJLLlZUDabUfpwK9z+HFlU/i9hgktFAnKDpSr8UezBSGA/2Y7SB1vTKgjwZkKYkiYU31RUGzH/XuSTWjpjK9OpZBhYgrFZyd3cw0IXARJbOUkcfRa4RvqTnp3Z2WuBe9i3SUiQCEbZbIayWZxnzNVpwdSzvkX9eDuKE5TgMhWR7lHsUw3qBjPKP8Gf1NQN5pSxSUkUFLVb5+ScYWAJxmbtRuidXW5pFbJUauTtOrhlpy9HnwWj/+PLzhxjKnj//a7hfiiqjYE8Tg4/o6rmGRWR1kKgV9gIXF0W/P/be+84N846f/w90ha1XW3V9iptldxbbMekOU5CSJwcOVIgcdYJRw64A/LjuAB3cKFcODg4CF8SSLETSCUBEkpI4hRn17071jbvanvzdu1K2q75/THSaOYZadS10lrv18sv72jaM88883yeT3t/bB0mKMqFGtaMiShwaTKFXIBZG42YbTdBptNC6U9B0BBDUaaF+QinIGQUOex9hS+LqOk2I6y94V9oAYwQC3VdsmiCqtqA/LuXhyMydgWYiG9EeGyIwqAFdnqiyi/tx2qEVy1Y/D5k8yk7oNYaIPmHvbB2m6As1rIVgyk7gHkP5xL3CZnfAUxXuLP3pxWJV052Vuqdajei702HUDpZj6Lb9wIA+v/Eqb90B1Og0O0iocIASIVtIu/DbnOOtTYZMfQ7h4Z1uB6aujooDa6CislVWuBQPSCRAHY7kmq0WJI7/WNeHE4CnwYt2Gc734jR/c8DEgpTDfXI+uc9UKzR88cI2Yli746sPk34ZsjxRi25jlesMiD3vjrMOE2pVYTGIGw+576e7+P8e7qNWZAoi3S8KteCNnG3/fCXTZmM6P2bYxF1uh4lN++Futx1H5oCpjqM6P2ra6FV8qm9SC03ePc/STzvE1ScFqtG7cP34PFYEQi/M6ZjLM1GzHQ63qcXbdpdFW/Bdd1Mmk7rBbOfe6zv7Q8EsSvAohTsaqQz/BGPKRUGpGijZ2WnKtRh7JxLeKsKfV+9W3v5QsnaYwI41QdASWDrMSGl0hByv4JbDYsjwBQGPTQP1LEaknyVXuRq/mOu1QRIKCa4QkJh7mIHI8CWCcpag0vDDGFO4HSbEX1/4Gjot+/lCbFQwNpPjKN+E0+AAYClj3+Mpc/ECLAVCEuzEYMvMYuzyaP1yPtsnUchFov+zxWfBxZqWJqNGHnrTdES7eHIK4sFpJYbUPKpvchcuwMlt+z1a1JQFvFzTZTFWiiLifyTYkZQpVQaUHCHq2x8sPlrcq2Wdx+ZVigQFQY9Mm67FQpD6AVLcpWWFV6w00iuLA/5PYKFtdmIkb+9GVR+HM9vyy5SQgtlATGOCoTvUlXIP8afhVasYYbwado6Pfe5O/9ntCOugfkBwWrmHsbM5WRvSAmT7ddpdlGUhN9eHyxSyw1IDUArTNUZULR7L6x9fJNo4af3wtZjgqJYyxNUKZWhYx9Q1hqQs6cOsx0myMq1YRFSYlCs0SPrn/dg7mIHkivLfdK+Jv78d8w0tkCur0b6rTeFtX3WZiMGX+CuzF2BSVw2dW/alKJEh/FT9bxFSigw1WGEpa8dqkId1OUGlNy8F9Z+E5QFWoH2BbgWWpY+E1SF2hWrfQGAvIyfHqIo89znsej/pGiajvqgmKmpKajVamgf+W9IZTLmR57dWDzHh2dHDqJk98hf34T5qKtkt7KqBtaWRvaFp39iJ+iFeUaYEVqBwM/lxj/ghIRjtuEGRoC2o+i2vVCXifgOSH/HEu35WBHfm185byD63It/gLtNS/kH04Qfy85ZYtHEcstOHptIbrseQnAusU0ncI5NpD3uA8D3e0mJnCqpyLEAKDc+MI/g5mdxOnjitXcx9eeD7HbqLVcj7fYbXQcvERcmfWKLxPYCBZuxEbNt7ZCV63hBJJJFYPQvb8J8xDXu1VuvRPYnd2P8nb9jvOE9MFx+NOujZM/ljEVqkfl/qt0IW58Jqny+4Ah03Jq7jeh4dz/7fZTvrENaiW8CSXSeQHDjln8sRI/ljmMxX5rXNnnwx7J+LV99YB3EsX7m8HFzBZ3HLs3OwvSjb8FsNiM1NVW0Df4gbkL0A4pyvqmJBjih7BQm6t8LORWRtYcIWOiNfrU+lJhqN2Lwwzcw1R6ndnJi5nwrf/vji0Fdz2ZsxPAz+zHVcBjD+/fD2sjva9LEqijTwtpsZIQXACchrc0Hk2CqzoDcq3eHTOuZHuCbvSyDl9f34QuUNQZkf3K3V+HFHnuzb8dGA+ImRD+grDEg73N1LEsBaMDG0cDI0gihMHEpi/lmF0VR9Kv1ocJUhxG9f3E4/c/Uo0jKmGydIdLKy8zH6IR8TRUWugdd26srg7rebFs7G2EJiSOIhaOFKWtdkYmKEmZlPvLWm4CjygMAgKZZHyWJ6TYjrF1M5GFqiIM2UvK1GDFyAofyLp/vI464APMbZLho3mcZgSZJTMTER++HPJkvpcKAotv2wtZrgqJIy0wAHiLDpjoc+S+FOp6ZMRph7jTCMmCCsshzWy1EZOLEx8dhaW9ko9hIk9XlgvR/3AXQjOYlX12J9DtuAB1EtKCsQoepjxpYIeYuiMUZmeg0BbL+EocQy9ix0+274OUGnqlH0e69AQkxcxczXlT5WqQVu85XlxhQfn0dpgdNSMnj74tVWC5e3hXi/UHMCjBejo9IvoZgv5/cdaIcc3Z+yLGsoBgzXSbIfUjm49rxJaT9f5G/nVZicNn1F/j7JYtMo8xdRnS/w/gCRs/Xo/z6OqhLDJBwj10i/DE+5O34CjLnaqKvEVOX2pGao0NaMT8oYXygEV0fONr6sautAN9XlZqr5YXlww5+lFS3CaliQS3cNpF+CMLPZU/mPDDh86KS+C9Ikug6Virld1RCAnEs4ZeQcBwGEi+ORjunU51/T59ohfVCF1L0Zcivu8qxdxaLi64HXFrifwD2Bf42Pc/vDNnGGmQlMkEk8jIdFKv0oB2DnSZzHR2Pp6wVklVT8+AfuwhYyVIc3SaklRggnacFx3LhHLeTPUaMth6Hub8JoCQYuVCPik/UIb3QNaayM/XIzmS2KYvvzlsxf5K7bTvH72UnxojQd+s6VuB/Jd2knL/NToo4Z+4jmaTvIdfL3T7RnLJg5j1iW0AGxLm2v750fxGzAiwawSO89FMABAsL4QuYHjSxQsGJid5GTA+1IyVXh/Si8EXaTfQ1oq2eEVCXWhugu6qOd7/pIe9tBQB1KT9azC4FLB2NrKmWSkwUnOMO1mYjrN0Mj+FyslwEi+kTrej971eZcPu/HEfBI3chZXNVSK6tWKOHYo0ekjnf3eK+sM0ri3QYPxNYbuBkjxGmD/a7fnCMl6lLJp4AW0kgUw38qSN4OSIexLFCoMrnO9pTCF/AZI8R7Qf341LrYbQf3I+J3kYPVwoeU5f4H+H0Jb5jPSVXvK1cpJYbkP8JxumfqjMga/NOJmgAFMaOvIfpNvHgDmcI+NThQ7j0nDBAYblhPn4RA8+8C/Nx74EY1gtdvIRnW2NX2NsXLJzpEZlrdrgYL3wEu9DhgrYjNWfl+rkUJdFbeysaEdMaGFtB12GzZ7nsyFU2N9SUvIgf5QoEqjN5rFiEtJgq7SUUXrJAmKEWhH9n5BkgubYOlgETUnO0SNfogRmaNcVYCfYBa187ctJq+Ndd5NzHXw2S88AZqeW4RDewmlJ6WjkSba5rZ2fVQrr9fkyNmJCSp2PbCgBLSQLeGs49KNDz84IVqqe8M1rCSc50BCjMdJqgWK2HPYl4QM62VMZ/AYlJfPtWUqJrOzmRv0+WwN9OlBLX4tiLR4+Y0P3Dv4KSUBj98wms++GnoNnuSmLmmhAX7FJINudi/C+uhOecjXnIVNkAALOLrk95boH/Wc8T2wuE+Wtp1mX/Is1bFGGOpCUi1ZzJdBBHV6SVGpCZ59CYHKZD6Rz/WNKkKFmgkZZejmHapb2l59Uip2QzstQ1wLTrZhS30f6YrEgTYQL/2chQeW7qBZmGsZRImFo5bSL7lKaI+3Da4UzS5+U+ijyTGF2aqCvFD1CkaZKcr4JITQoWMSXARt/7K5S6aqiqDWwFXWdSMQA4Ey1z7125bOFiSCvmTBQEUjU6DF1sYCcDdbZvK7uxS02YHDMhLVOLzJxan87JzNWjZtMemMc6oM4sR3q+sE0ZBXpkFOhhTxSO/skeI+uUJxO3VUV8uipvybDyci3Mh+tFAxQ8wXq6GbNNHVCtLoFqU7XP5/mK8bN9oCQUaDsNSkJh/FwfT4CRyNqmheH7uzF5rheq1SXI3KoLeZuiCRkFelRuvx/Tl0xQZ2mR4RxHC2F2rCwzuOS//jyptcno4rC8TOa/mEpkdkY85d+1F7budkweO+RmOSCBetuVyPrUbtdvwWhg3ENFCvYBfM1JQiSTkk5q3rFENXJyW7g6FTmW1NY4953sMcI8YoI6m5kMqCXyWL4GNnapCU2nn2cTVWs37PEsxHgrQWLlmiiykiX2jQ01wvS+KzG17MY6qEuZj3EpmTmWYV5gUhm4Am5Rxm/SVMcFzHSYQCUmwk4vQKbVshyHS3Li5SXzNTDr6WYM//QFVtvJ//e7WSEWSg3s7Lf/ygoxbxoYFwtL/G2/NLB5/jZXAwPhA5PO8Lclc642SWf57y5hlrcJKWdbOscfa2Ia2ERfI6YH2pGq0SKjQM8bw4DQIhE5DYwbxME/l9TAuEn1ZII9aWUQO1YQfCRI5mcemMtjCNrOLOINfCEWKHG5P6TNAHjk0M594UpkjikNDA5yV1uXCfJyHY8iBQD7t7w8bjd2h4x8vWsV6wMmx0ys8AJFwTxm8lkLCxTTg0Ri6oCJFWBOpJYbkFpuwJLMw0XAUBwNveL6oDV7+Qzz3jDb1CHwN4VaC9NsL8e6H34K4+f6kLG2UFT7ulww0deIto+Y9zbU1oC0vFrklmz2a9xGA8zdRkwPmJCSrw05YbE7CHgMO0wCAbYSEWMCjGIdm8oaPfLuqWPC1kkfmMjKQxha6kOdECeEyh4fYn4jNyH4TpBh9MIVJ39bOs/9m1jZkttzHF/BIqnJEdtL/GOz5CUYoA+B6XcamfISJE0RjXGA18cJRBg3sbK1J7v2LyXzj1VnaXl+jxSNln1+ctUrVh5mhii5MtNhgnwtZxIk/ECSZNdLSEpeQMqaYkz9/QgrxDLWFUAlZ9QGVbJLfUhJ4qsSigR+LLlcyu+vJM7LTaTsKL9BDdygdvwyxjt2gTNY54mHn1niL9Vti0ns39Pzybx9ljn+tpUY81zlyL7kWVsG+GPRL4sEOYYJjSzBsW3hsskDmBxswuRgE/Rr7kWWhlk8SYhxTC1yxq0fGhhNjkspMW4JrYp7PDluud/zRF8jOhoYITxirEc56nhRtqKlV0QoqdzC0SRFOcFjqNOKl3wJYt6ztbiqkytr3fjoeNcOr4MspgSYeuM2KHVM2PDIW29CXqZF9k272ZfuTDCOeptojCA7swaraz6LCXMn0tVlyM6s8X5SkEgv1KPiE3WYusQEo6T4yGtHQlGqw8Rx1wctq/BPK1dtqkbBI3fBZuxC+rpCpF0RHNvFcmLy2EVYPu6GanVJ1D+HOluLwfYG4lcKkxMdrACLdkwNE1G4A+7TREIJZY0BuXvqeIIlHPOgtdGIS5zq5Ll76pY1zD+mBFjWzpsx09WOgVdcwRt59whtvXH4h9GRJkxOdDBCKosvpLIzayIiuLhIL9SzeT6LXo71BFUV/4NODqCGl2pTNVSbqqGUzXs/OEoxdqQdHd9/E5BQGH7zJMr/8w4kro3e7yUjX4/qrfdjuOMExi81sSbstPTYMa+manQYanUFTKXkR8alwavjFiaQtfNmTMubpxZTAgwAbERm/0zX5WHrDRdGR5pg/Ph3ACj09R7GKsPnBEIsnBgfaOQFloQS3A968TLVyyfP9fJ8eZYLPUgPQoBZm1zmI3XJqhC21IWMfD2yM2swNtQE85gJaallUaV9jQ01YWKyw+OYTS/UI2/VdZjsb0FaQXXYta9IQq7VYuoQx1TpR1RvOBBzAkxRqsPkMU4Hlrmx9YrZfr2VXiFAcYI0adKeS/LPcW3ZxKFiDDCkjZm08ZM+Ma6fSxDdNcu/GNcHJp0jaI7mlzB1qQ1gSVkpmIfbkZukBbVEPBzp3xPY8V0/CHxgSXzDvt0RQTc60oyWC78DKAqD7Q2o3bBHwIvI9QmQEVqUXfzl8XqGLHOSyH8gbq4XqXGlyWd42+nJNtffSTbevlQiFE9FhNspONtSL0J1iTNqbEuEX4vYnuKEYMqkCvbvhc3Z6P8jJ3dsQy4Sieezc/pxjqCdwrxr2/ZxI0aef441H0kJmiNhHhhnnHrz1c4QlFyzS8hJrUJOahUkc0uAzfV+JPP8scn1gcFONEJk3NJSZnANT7ZiwtKJdHU5NOmuQB1y3C4lSzE60oSmj/ljNjOnljfJjA80YvACw4s6M94PhaaYx9FIE2OR6yP2xzUF8Oc2QdUTzj5roxGzpnbIdDooDfqA5z3FKqJ2nt4g5OGk3P4ZFsScAFNVMxxs1p52KMoYZuzLc20dGqSnlqHn0jE4hVi6qjRi956Y7BBEOUY7CXGsIX9HKVZ9/1ZMnu9D2ppCZG/XYnLG+3nuMHuRqO67AmiOhidbcb7jFQAUeoaPY03F3TwhRmJyogPOoCZPkbnmUYIqbci0rCTD1kYjhvfvByQSTNU3QLO3DooATOpOKPWGqKFki0kqKVW17/Vt4hCHJr0aayruRnHOFVhTfhc0aaHh1vMF6Wnl7EQAmoY6M/bTH0wHB3Dwf8/BdHCA/a31wyG882MjWj8cWpY2ZW/XouKLVyF7e3D9K6sk6oKtAJqjCUsnuBaIiaku0eMZX5z4mFVnEVRpucvbT7PtJkG5nJWCmNPA3MIbwzzHbCjK0Aw3JkUuQztoWI2NmG1nVHEVKUA9hNFbWoyYbW+HooRTqVmMjV4QVu85/J1rIgQY0wvvWM62dIYfy0zNM2aZ3KQy5GaVAQuLgIVZnlOLRCPIfHeSDocTgkxJ+aYXSsa3/VEOW2COqgJYdS8mJjuQnlaOLHUVFgiTKDeUWVC114vqbW12+WuSryBoswgTYhLXhJjEN7FxTYYAoEm2sH9nJ02zf7d+OIQ3v3YClAQ482Ibrv+nEtSsTcarX7kIiRQ4/kIHSn5djo3XpQEAEsnsdgILnKxVqz2Jt8+8pORtj0td24leSgkMNXRi8nwv0tYUIXObDnMcJnsyydnOMXfJ19Ui5/46zJpMkGm1UBFahaAyLzeMnjSDk2H0xLiVznBMhuS4nSVi8jnmbmqJeHaRcUsnSJGZkI8e0KBAgQaNzKQCSKyMmZdaILOGE5GjqoSk+h6MW7vZMYvZJd48kp1ZA3obQ5WWmq1Far4e4HzDZFoJ9/snLaB+sbkLzPrMybIKLaYa6plnt9tBJSUKwvUFNHm8RGYBFxZxsh9tDDEC0sCeeOIJlJWVQSaTYcOGDWhoIMNe3ePw4cNISEjA2rVrA7ntssNqbMTwvv2YOnQYw/t8I4Z1Ul5NnDyE/tf2YfpidJHJLjeysmtQUXEzsrJDGzhiaTXi0nMuEl/b+fCRFzvRdXKUl1d/4Klu1L8+DIkUsC8BEinQeNwifpEwY6ChC03ffQMDb5xB03ffwNiRdr/OV+oNyLx1d9SYkIKFRlWBdfm3ozhtA9YV3QFNqvc0g+wM72M2I1+P0jW3ug3yMHcb0Xf0TZi7IzMXKA16qHde5zJ7Hngftgvh/x4iAb8F2KuvvoqvfvWr+Pa3v42zZ89ix44duOmmm9DT0yN6ntlsxn333Yfrrrsu4MYuJ2zGRky+8w67ivFVFScTam3dK0d9j2bYuvhVhucudoT9nqWbsnjMZs5Ed6fwsi8B+i2qsLdDDCNnBnhRieaPe5e1PdEAjaoC1ZprfRJewWKitxEd7+7HSOMhdLy7P2JCjJ6fZ74HmmbmrraVMQ/5LcB+9rOf4YEHHsCDDz6Impoa/PznP0dRURGefPJJ0fO+8IUv4J577sHWrVu93mNubg5TU1O8f77A2mTE6F/eDHnJDJuxEcPP7Mf8wKDLZ+MjMay8jCiPULK89vBhcyta+t7BsLl1WdsRbihKdazwgt2O5Mrw5xFVXZOL6/+pBIBrzfKJOzT41ycqsfPeXPzrE5Ws+XC5kL0+nxVesNNQry5a1vZcbpgeEiY5RwIyHf978DexP1rhlw9sfn4ep0+fxiOPPML7fdeuXThy5IjH8/bv3w+TyYQXXngBP/jBD7ze57HHHsOjjz4qfhBRXdTaZMTQbx0Z4ofroamrY80cvFBTP6mkaAmFmXbOap6ikJSfj7SbdkFRzY+AdFdWQFVtQN49ezHbboKiRMv6wHi3FfEdAG6opTj2dMk832gumSN9CS5/wchwI871/wEUKPSMHMd6zW5olJyBvOC6Eb1I3JRDmDo814nx+QFkJOVDk1zGtJlLw5OcRJxLtJHzN0n8K0kiyGMXuT4wooNFXD2qKgM0dS5/jWxdNbgdTVZSTuZUUlYR9FDqRH5ofGaSywyYk2jm7fv8v2Vi3XopGo9boN+iws5dTJs/dSNDF5UicdFFJXmpWTMPCRoO2HD66Cxqr0jF1p0u7U0p4fvpuP40u+PjuPjhILpOjiJ1bQmKP1HMPMu1uZj775sxfrYfGesKkLO9CJcsrmefJfrF7k/aiRiVlMCPKz5uuX4vysZ/H9Q84QObc/UFTfrASHDGG5VATH+JJEMvfxzz3EZEP0gI4l8Jx3fLHcNSSZLDxky5Ajy4/iZ/Q6q5FG4iIfaK1Xpkf74Os20myCq0UKyuBffG3HNtFxoxe9EEWYXOfbSit3IqEfSJ+SXARkdHsbS0hJycHN7vOTk5GBpyH2HV1taGRx55BA0NDUggB4wHfPOb38TDDz/Mbk9NTaGoyPNK0dpkxPiBd+EcFE7zXqjs9LIKHaYPNrBCLO2mXVAY9D7TRKiqDVERHj5u62ad1RQojM328gWYDxie68RZ89ugQKF75mOsU9/ICrGoxDLkWGy8Lo2jaVkDvk7DARu+8fkRxvy4bxqPPlXAE2JiuPjhIH7/lROgpBToFzqw83+vYYVYzvZy5MSJgyOOib5GDDS9D2fUY86a65BWbAiYbcZfKFbpOQLJ/Ydhu9CIkaeeAyQSTB9sQPbn66DURy+RckBBHBQZgUbTgt8AYGlpCffccw8effRRVFb6bl9OTk5Gamoq758nWJuNGHp+P+YHB+AMhfW37pM3KFYxq5fUHVdC82AdI7xiEBmKElZ40aCRKfPffDQ+P8ATguPzA95PWgZYWpncl6nDhzC8fz9s55qWu0l+4/TRWV4AyPljNu8nOdB1cpQRXks0KCmFwdOXwtjSOHwBy5HoqKpBL7onxl5OzF4kQu6j3FfmlwDLysqCVCoVaFvDw8MCrQwApqencerUKXz5y19GQkICEhIS8L3vfQ/nz59HQkICPvjgg+BaD4aBnrEp06x5j2s+DBUUq/TIuP3WiAivyR4j+o6/icme0PryNCkVWFfwaRSnb8S6gk/7rX0BQEZSPk8IZiTlh7SNoYIwiCM6PsSGAzb8/HvjaDjgXRht2CrjBYCsuULh9RwnSjdlscKLXqKRt0H4fUYa4wON6Dr3Z4wPhD4Cbni2E81ThzA81xnya4cKqRq+P1yVp8VkjxEDDW/A3Bkd0cmySq1PvjJroxFjb4Y+3sBf+GVCTEpKwoYNG3DgwAHcfvvt7O8HDhzA7t27BcenpqbiwoULvN+eeOIJfPDBB3j99ddRVhaY6cnSYmSYOMq1gjIC6dc7zHueKrKRRmZvIpybECHIfxDPjRK/Luc0jn/J3GlE13uML2+4sR7aa+uQncXP9OfmgQl8CyTNzrzLQEHNzSMnqQQ5SUygAWb5vgV6wbUipEk/g8OPlY0crJVdgwn7MNKlucim80DPzgJcHxjhhxD0SoLLmyBJ4g9BQbFCzuMICueJmAdZNnpnEEe1lveuJYSvJ4lTiJIsiZKaQFBJJbjMghkJ/LD47AR+wFGmxHXuhwdm8I3Pj0MqBV7dN41nnk3D9bs8FzX7hxukSH0mDcePzWPtFTJccz0AMPdLJBylXNqpWToRW65PhfL/rYHp5ATUa4ugvSobANMWcwL/ntxnJ/tF8H2IlMoQfA7cEiO9jWg99hxASTDY1oDE1fciK9s1rkmfGG/cEmORtvF9ksPWNpy1vseYtXEea+XXQZPImEsFiVUcyjMkEfmJRIkawbjljHEJQZcmIWinuOOYSmL+zsirReX2+zE50cH4vuyA6QPmWx89X4/Sm+qgrPWTX1JsbhPJh/Xkp1Ks0SP7C/c7fGBaKFbVCnxePGaPhnpQe+p4JMKRTAvzO5H54Ycfxr333ouNGzdi69ateOqpp9DT04OHHnoIAOO/6u/vx29/+1tIJBIYCKJdjUYDmUwm+N1XWFqMLBu9+Ug98j5Xx3BzOZz1TBmB2CWXsvQLaWhIAeYOo6PNmJjoQKasSJQKJxTQJBRDIykN6z2ChSCIY62wTywnWzDT2Am5vgyZ14U/Gu/k0TlIpUzerVQKHD06LyrAAGDnLhl27pLBRmae+gDDtdkwXJuN3tmMQJscMpD0SpMTHTwBFgzGFwd5Zu2JpSGXAIsyZBTokVLBCKneE2/y+sQyYPJfgIUBitV6UUvTrIlv3Zg1mcLOgu8JfguwO++8E2NjY/je976HwcFBGAwGvPXWWygpYVb1g4ODXnPCggHJRm/rNDGJlcvUgaGGqkCL0Y85BR290NCMjjZjYOAkxsZaAFDoA401ursCFmLDc10YXxhAOpUTtZOAr1Aa9GwV5iWCedlysgWDP34ZkFCY/NsxpChuR8bWirC2Z9PWZLzwrJUVYlu3Jnk/iYMPD8zg5NE5bNqajNXXycPUyvBAneWo8+UY16Esj5KRkIfuuUZWiKVLc/063znmM+XF0MgiF5CUkqvFcJPrW1f5WXbF0mKErafdVVgyArBdaMTC6BjfzLiMjPQUTZNcK9GHqakpqNVqaB/5b149MNB25H2uDvJVBIN5Isn2zNmQ+GtC5PxNhHELKydzQmfn+McSpOSQcqwgCTZ+m6wtRkxfMiElR4u0YgMSrQRzumN77FITGs88z9tHgUJx9mZUFd7AbFtdN6II0ws9y9++ZGnDudkP2YlgTeJV0EgLmZ0kOz1RjpobRk/J+EzplIyvZdAqBedv/kS8qOafO5fmMuvMpUqJffw+nleDv53m6relNP7Lmv7TG5h46zibE1Vw+3qUP3QNAKBQNck7tlTBr5RcljzC/l2UyN+XmzDN284gBkn9gXkcPjqH7VuTcdsN4hGFc7Tr3DfeseHBByZZ4fd/z2Ti6utdfTe0mML+3buQybtO51w2b7vLxt/fZ0lj/x6e4rdpZpL/7qSTro8paZI/BpL4GQVInnSN6+SpJYwNNmJqtAOpWeXIl/ODuhLMRKi8ZYbzN99fSI5benYOw0u9mFi6hDRKA42kkLOTsH9xaM6ohAQML/bwxvy6lF3QJJcy+8lxq3Bt00r+vkVVErHtGrcLSn4/cbcne4yYHDNBla+FusyARQV/TC8RCrqzCIGT4cc5D+buqYN8DbNYc9LdJVcRYfBS7yZEFtxuc1QrsF1oxMjT+1nBJdfrkbJls4DQmTvknXPi0uwsTD/6Fsxms2hQnr+IOS5Elo2+18VG7yXzI+aQVmxg2asne4yw9rYjVcOvPTR2qQld7QcE59KgkZ5S6va6wzMdGJvrQ2ZyITRy4Qp4fGmI/ZABChP2Sy4BFmYMm1sxPt0F9UJFROqRKQylmPjrsYgn9N60S4abvJgN3eHokXme+fHU0TmeAIsFZObpkZnnGMOToY3A00iLoJEW8fLAhu19mLAPMdYESYHb87hjngKF8YVBVoBFAmnFBiir/deeSIafGZMJ8jV6lu4OEglQz4TBB8M8z8VsG990mJiVyVg4ljGYMs5GH8WY7DGi/cP9GDQdRuuR59joLafmZZ3ih7CnqAqwtvxOaNRCRvlhSxvOjP0VPZbzODP2VwzPCKmVMqS57IcM0EiXRCZybdjcinMdr6J35AQuGF/AyGhz2O+p2lSNgkfuQvont6DgkbuQuU0X9nsGg63bkljhtbQEbNya7P2kyxjD9j6cX6xHj70N55caMGzvd3scd8zToJGRmBfhlgYGkuHHWVhytp3wT4UwDF5WoYsa06ETMaeBXU6YGuI7vqdGmMHY50bzAiikqUvcCi8AGLf18JOY5/qQLWNC4Fm/F7KZCMOlS0hDtk/aF7PKvYQM5EIjDUyLGZ/u4ml+k5OdolrYZK8RU0MmyLU6pJYHvohRbaqGapPTV7i8JLvecP0uGZ55Ng1Hj85j69YkbNgZW9rX2GAjzKMmqLO0Li3MgZHRZpgvtSEjpdTj+PUXE/ZLcCYMAxQm6GFoINTCNAnF7JjPkBVGVPsKBk6GH64PzA4aMp0OU/Uu0oVQUkY582HnLjoC5qIgH3ZlCDB/4jYjFeMpqE/gOeRYEA7u2E7N1WK42eXklUgS0XrkOQgfwqExpZQKwoad5SUyZUXoxmlXEnNiPrCwiOGFHpy1OUOQGb9XpXQd6IVF0HaOMdtO+sAojNADOE8fBkChZ74VaxI+wfgfFgjnYKL7NgEAbbcjQ1mCnpHjbNvS1GWsDZ4XRk/TmOhtRPtBJvQYzfUo+dRez0KM8vA3AIrodKnE1aZEor6NTLLgcVuwjwhvlxGpFQqJyzeSAGFk4V/eseKjIzO4apscN93gMjUu2edxyw1yJFIUDh+ZxxxtxbUcU6Rom4ht8vm4z072i9dSRSJwVvWd6G1E+/HnAYrCoOkQajbtQZ7DBzYy1owLjS+w9GZrSz8DjbqSP0aItAyaGF/c/c7k4HQ6Cz1oBftt2DNB04s8SjQnspGPbGk+JJJk/thNJFJSiHHL20dcl7vt6ft2t9/bsdwDVDV6KNbwhYjSoIdmLxN9m1ypDdx86CnMfpUeqhq9T8dGAitDgK0AmLuMsPSboCrQIlPDTMhpRQborqmDtbcd6mwtzCMcjQwUlCl5yErVwU4vIj21FNmZNYBlzu31NUod1qd/EmPz/chMKoBGVgbaNsMLQfbX7zVOD4O3yrVf4jvQfYRGXYm1pZ/BhKUbqTkVzHN4AEmGaukzBayFTZ9ohc3YCYWhDLnXL39C9l/eseLTdZcglQKPPz2F3+/PxqducAW8vP3uLPbsnWDMiM9Y8atn0nlCLFrBvDNuFeMO5BUyAmxykqlwzIbAW7qhUQfPCp9N5WMNtmOCHkY6spFNLf/7jRSc0bf2y2B2vwweMfph7jKi821Gqxi5UA/pNXVIK3IJMU2GK1+GCUVmJoNS3U7kKnwP/dbIygRhwhkJeeied4UgSyBF68JppNNZyKbcO77ZcykNeuk2sKvcIHxmGnUlNOpKLKrFTWMpuTpcanGFY6sKAzORTJ9oRf+PXgEkFCb+ehzpyt3I2ra8Nv2PjszwAjUajs7yBNhhIpDjxLF5UQF25v0JNB+fQsb6JVRf419oeSjhemfOKsauAKK0tHL09h9xhcCrSkJ232wqH9mIDZ9WHIEhLsCiAO6Sl50CjIuMfD2qt96P6YF2pGWUI0tTC1iCCwHSJBZjnWIno4ktAV1LjQAo9KAFayRXigox3io3IS8g7ctfpBfpobu6DtOXTJAF4QOzGTt5dbEmz/UuuwC7apscjz89xQqpHVv5wmn7tiQ89Ywrj2zzFZ7zyM68P4Gf/zNTCdr+3BDufnzjsgmx9CI9ajbtgXmsA+rMcmTm6gEzM26zM2uwSv85TF1qQ7qqJCTaVyxhstcI8yhjeVGXRl9Qmu3jRsy2ijDTLzMuewFGe6lfQHF9V4JjCVLjANugKtBi5IJvycsZ+XrkpHKSlMmbkjkFnDQ/Tyl/msRiaBKL0TzN+LO4JsFsiYcVrONa2chDNpUHikpw5dyQ9yFzccRSD31IS0wv0iO9SI+5NEnAna5cVYaJvx5nhVjaWlcAisSPi0qJDpcS50qJQF8JZ1tK5NLddmMK/vScBB8dseGqbQpeuL0UFG7eJcfv9lE4fHQOa7Yk4rpdyXB2ANmO5uNTLIciJaXQdXKMFWBiz+cPG5rgXJFuy8zVM4LLCR5FGy1kz+Ht9zJ+uPu9jR/usW78YfzbEH4t7rbgOxO/rTtM9jJRxk7LS9mN/lNJid5W5IX4Mu/ZPm7EyG+e4zHTR5sQu+wFWDRAXWpA2Y11sAwwCY1pGs8rsfGBRkwPtCEtQ8toYCFEuiQHPXaO45vShPT60YSUzVUo/OZdsBm7oDCUImtbdPhIbr1BiVtvUAIAFuglwX5nHtk4yfFHoGZLKt55bsghxGiUbsoUPd4TbGebMNdiQnK1Fop1oR1vgCOIo+lFJohj9AQbxLFSMDrchHFTJ9TZ/DxOQBhlHC1UUk64Y6aPC7A43EJdanCZEDwQlY8PNKLl6HMARaG/+zD06+5Drtw3H9iwtR1j053IcARwuINGUog1CZ/AhP2SwwcWHZN6uJCyuQopm51h29Oix8Ya1l+Xjq8+WenwgRW6NR/21Pdg6PQQJPoKt+bT6ROtGP0l4yecPnAYWf9yH1LKVoe0nZOTnQhHEEc0YHS4CY1nfwuAwmB7AwqqrkWJ4SZ2Pxll7C+VVLghq9Ri+sPwhOSHCnEBFkPgRSFSFCbHO5Bb4F2ADVvbcebSm0yovO1jrEtjPqLxmR5kJOTxOA81kkJoJIVRWaso1vD+u7M4d2wBV25L9pl948/vWHHwsA1Xb1cExNjBxfrr0rH+unQBlRTACK8P/u0Dh7LdhOJ7NqP8gSt5x5B+wrnWjpALsLS0MvQOhCeIY7kxOe5MImbMdf2tHyAloxgqB5mvM8rY7KSSKo1ccUtfoFjtYKZv7XAw00eX9gXEBRjfx+UNXo4NdzqEOlvLi0JMyyjn3XRkrBmTo+3IUJW6VrEUhbHZPl4Sc/9MM4bnmOTh7vlGrFPsZISYhOvvI0haSHOWmLOE3Edey59zReDPqxOcK+ICsPvxJpcIH5ezrMkH787iSw8y3IW/ecaK5/el48ZdMtg5zpMl4gG4YfS/eNrMC6NfIrwdS0QbyXaIwQ4Kg6eHXO5OAD0vnQAAKO5waQhyfRnwF5efMLlKnIDXr/fheM/ZWbXugzgokbHoz/ghXzT3WhIv37NgHHO2BWVmhOenZWjR332Yd5B5xMQKMIARYiSXoD/g3lYwpAUvhJub5tvLUqzWQxHi2oqhRExSSV1uGB9oROf5PwMAqrfej4Li7dCvu4/nAxsZa8bHLS+hd/QkznX9HsPmi+y+THkRjy6HCdHg8L8tDkb6kVY8jh/lh7wfOTrv9Rx3YfThQu6GPMGM1/PSCUyfaGW3UzZXMWbDnduR9S/3hcUHBjCRiFUF1wdkOhxe7EHr0hmPVFHLiSxNLYrKr3FsMasFdXbozHCWZiNG//ImrE3RUQxzOXDZa2DRjsleI9qPPgdQEgy2N6B66/3QVX9KcNyE2bMvQaPUYX3ubRib7kRmEhMWPzLnom/KSIjnyoQaW7Ym4bec0inbHKVT/vqODfVHZvGJbTLcdkMK7xxvYfShRmZtFsaaRl0/UICtsYvjFwQU62rDJriChZNJnkn7uIg12IFsLF++mzuUV9wAZU4JzCMmNpDD+1LGOyzNRgy+xEQwmg/V89joLyesDAHmTwireCR86OBFRefuFhzK2SYjlcyjJmjSOEwVDrNGelo5egePunwJqaWARALaUeYkO7USmgSXr2u95FMYs3YjIzHPVT6CWzKFDDH2Zm5JcA0lilOygtmWYHi2k2UByZZyPjQJYQQgLZecS9H+xnjTHv4GQBOdvmR33XjBzm//rD3R47Zgn4Q5d9v1SvzfMxIYj81g69YkXH19Mv7yzgxbEuX/PT2NV/bTuHmXK1F5165kvLI/Cw1H5rBjWzJ27krCrKOkyixhCpul+Z+usx3H3pvGoSO9qNqixtprmcjDCx+MovvkCEo2ZaPi6jx0ftSHhm+8D4p8pzSg0Jfy+8YbtZEIJvoaMTVkQmquFjlqgl2FtP0Q44DmlueREgc7xtfE/DDPkjCJEWik/LzFYXs/JuhLLkZ6jgmRO2YBAInENjGOuW0SjFtibNKcvk0v0CO9gBnzNCCYc0TnAhKOA2Y6+fOCk40+ZAhmTo0gVoYAW8EgI5VSPZggsjNrsLrmszCPtiPdB1JUjbw8YlGGw7OdODPxFuNzs57HOlkyNCpx9veR0WZMTnZAWVAhIH8NFLZzrpBw+dWhK6joCVdfL8c/3OAScGRJlIYjczwBBgA371Kwvy1AGEYvhmPvTePRL/RBIgXef34AX3yCERqvf6UZlJTCyRdMuOMXV2D4tAWUhAJNLFKK7t4CxaZqd5f2G1MdRnQ7cpyGm+uRsGVPyN6jEySLTLo0hzeZDtv7cX6pAVwNjUs4PbzYg/GlIWQ4CmBOWEaQkZgfE4S+8jIdJo+65gW5CDO87UIjZtvaIavSQrF6ZWlpcQEW5UgrNqBq2/2YGjEh1ZlLYnWfA5SdWYNcWfSFuo7N9/N9bjM9AgHGrQcGABeMLwCggL4jqA7B5Gc714TRX/6WDQlPVt7FYaKPDLZuS8Kzz9pcJsJtoS2Jcv6YjU1elkiBi8fNjL9TSoFeokFJKXSfHIFUphIIL0go2OdDFwNn6eNzVk6NdoRcgLEsMnN9SJfmMPXAFl3PMEG7Y6RnBNiwvQ/n5+uZ/LMFpnwPBQrds0aUL67FEr2ITLrUbd285YSlxYiZznbIy3Ru2ehJcItQTh9sQPYX7g+LELM2GRktUKtFSmXkgj5WpABzViSV6XRRQfkfLDLy9YIkyGjH8EIPxhcHkZGQh8zkAnRbz7t8bvJi/rGOemBORvKszGqwEw9FhWTym2sx8ULCbcauiAuw63fJ8OL+DBw6MocrtyXj5l0K/O1dGxoOz2HH9mSBNuYv1lyhwBv7x1khVrmFKVH9/vMDrBBLlEnR9Mx5XgQit6infzqfZ6gKdRg7x7EcZIVHEGgSi5FNu/d7pVM56MFFuEvMn7Bf4pBYM3D+3TFzjhVm6zM/taxCbPqiEbbudihKmAXf4OtMFebJo/XIu2cvsm7ZzTueO/fJ1+oFRShn20whF2DWJiMuPc9o21OH6iH5XF3EajWuOAFmbTJi+HlmxTFV3wBNXR0Ua10vTBhq6uWC/pQ6EIOYbVvEJg4ANOkX4mzTCYTtXUqUbUng2PET+DZ9ED4AKtH99DW82IPxRcbUoklwX/OL608YpvtdJVrmG7FecQvWZ92Csdk+ZMoKkc0xb9IJEoxbuwG4GPFpzqoZNI3UbCZdYKLPiOkhE1JytUzFaj9KfSRX6TB94DA7Wctqy2C3u05Y5PjAFokOnyNovW12l+Zko5OJffzIwUSCc+jKnUm4cicT0PGHd6Zxv4Nd/lfPTOO5fem4gZP7Nc/xe03b+W2yEb43G52M1dcl45FfJ+Lo0UVUbEpH5dVM/tfu/8tA76lhFG3UoPfUMGs+pCQUcrcVA5pspK4ugvqKCoxOeRmMXFCApdUIW1c7FKU6ZOS6Jq1UrQHaa+vY95VJ+MBowv9GJ/Cfj+dHJX1VSfxn512J45vKQRnWLiZgYmkI6c6x6/BVZUjy0TPbyhNi3L/ZunkLA9CkOHItOd8P+Z0JvkOJ+78BcZ83F1PtRvS/yQisiZP1UFbo+X6vThOvnIr1QiOG93PmvgfrINfpMH2Qk4ys0/rts/I2782Y+P44W6cpLsACxYyJoD8xmXgCLA7PGJ7vZrUmJ4mvM9KLAoWexWasxTUCITa82IuJhWE2KXp8YYBnMhyb7UNN+ifYlSz5PaSnlKLn0jE4V8r5+RuRn78RE5MdUBXokJmnx9hgI0zHnmd8Kk310F5bB8Uq97Q7zkk1sdZVdE+xthZZX96DuVYTkqu0UG1aftMQyS5/5Og8T4AFgk071cj9BJ82Snt1PrRXu/ydZ15sY4VY+S1VsK9dG9C9LK1G9L/qmGCP1yPhFn5ttrRiA7PQAACzuG43PNGCiekuxn+bHjrNWJNQ5HbRpUkoxjrlTna8A0DfQjtG5rvYY2jQyJT5T1A9MtqMse4upGVqkZkTeASntZdvhmUaxanCXOZyF1ibjJh87x1GQDvnvnYTMm6/FZoH6zDbbkJyZXlYzIdyrRZTh1zatqIscm6MFSfA2M4MYdlr28eNmG1jKgBHYzZ6KDA824mzVofWNNeItbJroEkoxvjSEE8YTSwN8SaE4cVenJv7kJcUnZGYj+6ZC+x53iYBTXo11ujuwsR0F9SaCmRlM6v1rOwazKuZIcpnIWEY+50CbKrDCEtvO2RVjJnFOanieD00dXU8IaZY65xQ+JrS+NE2TJ3vQeqaYhTuEjJXhAPbtyXh6WeEofbvvDuLw0fmsWVrIq4Pcb0v7dX52P4/uzB8ZhCa9XnI31GKvgBZtGxdwtpsAGDpbYeqSIesTN++ldGRZlxofwUAhZ5Lx7BGdxdyE0oDa5Qf0CSVQJPkYv4Yp4dBzbu0sGx5OTQK/+aPkdFmxn9LURjoPITajXsCrpigLNJh/IxLMKSt3YLUTVsw02mCvEwLVTXj97I2GTH0/H6W4AAAYLeDSmQ0VcUqPRSr9KCl4QkXVNYakLOHKaIp02qhjPvAAoey1gBNHaczDfqgojxtHzdi5KnnGCfoh4xaHm1CzBmxl5ZWHnAQxzgRaDGxdAmahGJkSHPRs9DMifTi+xtIATe+OIhq5ZVYl3oDxhcGmKguH3wImvRqaNKrsZjivkSIOluLQdMh9mN2MvZPdRjR/ReHwDpXD2Ulx8zi0MC9+UEtJ1sw+OM/ARIKg386jSz5LuTvKPWt44LADbtkeG5fOo4cnce2rUm4YZcM77w7y5oVn34GeObZtJALsfwdpSF5PkWpDhPHORXDExLZdzF2rh4J19YBAKaHTMhILfPox5xwFLVkKZdGziA3L/j2+YuMpAJ02z5mx3NRiv8TsbNAp6t4Z+AFV1N1BhT8417Yuk1QlDDBEUvJgKqafz2eCc8JioL5wPtILimOyHylrDVAWetoVwT5sFaEACNNyM6KpCxE8oG8wS0js6cJMUCfmCC/iTA6C/wFnO3h8RYYHRF7vX1HIKm6B9kZLhMMncjxJZC+A04kWqaihPfxZsgKQSUnIwcVWJeYiPF5hzDirFgBIJMqQo/FJeAy5EXMeclVyEGV2/vSnHwb0vdhJ3wLzu30QgO019XxfGBzlDDajbmo42+nBk5TgnfD9X/ZjF28AI/B05eQsdXFMTmzxBeq00sugTK5xA+8kFHiHJILcO2XUUvYslOGLTuZ603agQ8O882KHx5ZxIadCQKf16Sdf19uO7jtc9f+2UX+tbj+P26/AHCTB+bar6oyoODOvbB1maAo1WL2Iv9djLadgLm3kTH70vWo2nY/G4zEfc/qjHL09bool0bNF3EprQOaVCYRnyLHLZETR3Nzu4jcLQG43xLhW8tJqsL6hASMzfUhM7kQ2WnV/KmD8y3xvisAdkeOmDpDi96+I6w2lJqlFXy/Qp835XFfSqVBPKqPBuTlWpg5VidWEyPnq0Bzu7ycF24KPTGsCAEWTsgqtXwnaJQxMk9OcFevFCamOnkCzFdoFFqsS7uJEVRJ+TwzoSa5FJpE9ySrmqQSrFPtYvJpkvKhSXbPdB8K8HwqDigLdRg7yzGzrNuCtHVbYOsyIbG2HEofeNzk+jKY3zrKCrHMteKVqMMJksFj49bQhtqHGqoqF5ef1Abeu2CiSDmh9CMmt9G0WZpaZKVXYXTCSWPlYJJJjTwrvUahZc2GgVhusrJrYVh9L8YtXWzxzlDQYjujEWU6nUADU9YakHtfHWxdJlCJiTC//77P85XTPSKriM0csbgA8wLFKj2y/+l+lw8sysLy09Kdq1dHqHBq4AJEIytzlVpZ9N0OoEkqgSZheQR7qtaA4lv2wtpngqxSy06mqioD5lN9m4KUG6uh++6nMf1xD1JWFyP3yuWjI7p2lwy/eiYdJ47NY+0VMlx9vXzZ2uIvuO9CWahFoo2GubfJaxI+ABRoNjgEmGMcxwAr/ch4C8anOpGRWoZ0BRFQ5ENhVl8xfdGI/tccZvITTPi8OyHmZOJILi5mXCiVWtH5inSPZP9TeHLEwonYFWBi40MQh85hYbaT5jhvFVwpKAwGKAwGUEvEfYOgQ+ed6kfYPABwWYQy8/TQS+/D5HgH0jLKkamq5AVuUxxTB7VEmPLIirNcU8ciMTS8FFDk0e4QlDx0MmlCZI4dnmzF+FgP0tLKkJ3JBG7YEwlKIZFwZGe/peoMSNUZsJBC7OY+HvHe7URYeurGaig3MprrzKKVt89KmODMS4xQaT84gANneqHdnAHDtUzgRyLFj7YjWeM/ODCOc0dtWLtVgas8CKdV18mx6jpggU7AuONyVprfhsklJbHtMiE62+ep/TOECXF+0fXuyH4h+020kC/lehcAkDRFo3xnHSyDJqSllSO9wOWPJt9zpqYWq6SfxaS5E2nqMmTLdOyx5PghTYg81ngyVYQElwKKOJYmqaQEpm/X8ZfMrbjQ+hIACr2DR6FXMOTao8NNaPz4d2wQR/UVe5CawhdunsYx4H5KsXXzTbMznSaBAOOerNQboNQbmKANj/MVLVqwkjdPipiR3SKC1FKxK8BiBM7MeWWhLmwZ6lmaWhczvY3RnEbGmjE52YkMRTE0aeK0UsuB4clWnO9gIs96B45gVe1nWSEWbeit78HQ6UHkbshD0SeYJOz2gwN446tHIJEC9b/tRd3/W8MKMU84/t4UfviFAUikwB/2T+K/n8rBlde7BNGhA1acPTaDdVfIeb/HMtJKDEgrMSBp2ssCCAyTDDsGrNFdj85ZiNNpup8c70CWppapAeb0QVEUpkY6kFoeXJVlRYkOEyc4tFEhClOPdveIL4iXU+HAdqER43/4M2wXGkNyPUuLEYMv7cPksUPof20fpi9GpuyBs0x778BRnG9/BcOTrd5PijAmLMQEYO5c5ha5x8hhEz78t/fR8vtmfPhv76O3vgcA0HtyGJSUYmmbTCcnvF7rwjErj+rp3HFXKP+hA1Z8658u4Q/PT+Fb/3QJhw5YRa4Ux3IjLa0MbLI9HLX5wNQAcwovNgk/SKRUMtGI6Zt2uDUfBgqneyTlqu2M+TDKoqt9QVyAOWC7wNiDp+sPY+Sp50IixGY628GE1NoBULB1m7ydEhKQq8OJ6a6I3NcfpKuICUAdvuCPYDB+ro/HXDF0ZggAULRJA3qJZgWSdlO612utukLJCi/7ErB2iyta8OyxGY/CLY7oQ3ZmDVbVfhZFBVuxqvazrAUkS1ML/br7kF9+JaqvCB2BcUqlATnX7w6Z8HJCsUqPjH+4NSaFF7BSTIhk0VUR6hNBgVaHrXeulW8PnrvYwUSwiVBJeaNYoRKTOD/SoBIT3ZqPSZv4ZK8R0wMmpORroS4x8EqKAICdQ1tjJyhsqCQp1Fla9A4cASsc0sthT04AwWokWL3QHP/AyGwrxmZ6kSkvgkapc9NxJIWViG+B8GHYZQmgkyTISq8CLaWQl78Jmdm1sMMNRQ9nW8x34BZi5VSW+CcvLLnazPURKVeXgv7DWVaIqdcUYXpRhpwry3HDTxMxea4PJRszUfCJPEy4iXvhlluZWFrC+msZfsKr/zEbumtSMeQ4p2wzYN83xQqx0k2ZGFpUs+da7fxoxGk7P1R+YtFlcpxe5O+bXuCfS/rAuM9O9gu332znGzF/oZMhj3UX3SniyxV7rwBgTyJK8Cxxqwd7caokcP28xCAXGbc06S8jfGD2JGI7OYGzT4rMPAMy85h+WOJ8hxn5eqTqGLMhM6b5tyG/b3OXEZa+dqgKdQIKJu/lVTiP5o3qjucc992P5e+8BwDWZiNDKVUsjJoMJVaGAAsBZBU6TH3UwFKxOLPYgwG9MM+zh9OL3u36Ux1GdL/LEGOOGOtRvqsOmTn+rY6cobyTEx3IUJb47VsatrTh7NAbDLuG+TTW597mNyOBGEbGmerRTgGbl78pZNcONTK36nDFj27EyNkBZK/LR96VpQAsAIDSq4qQfX2aT9c598EYnvhiMyugrv5Hl7/s1PuTMB6z4PZ/zsH8LA39FhU2XpeGhWWss0TCdr4Ro08yVF5Th+qRs6cOaSXB+XYuR0z0NqLjoOv7zll7HS6de59N/i5K3IsUXeSYLMIBa7MRgy8yz2g+Uo/8u/ZCXipePilQxE2IDihW6aG+/jpXBv2B94M2I8rLHJoLJQFoGooS70KATMydHgjM7JiVXQtd5ad8Fl7DUxfRMvw+hi1tGLf18LkMZ3oDaoMnOKtHs/6viY6QXj/UyLuyFKv/ZZtDeAWG1uNmnomw+TjD33Tq/Un8+KEOvP27YfzpyUus8Iom2M43wvzXA47FGDMuZzsiYw5faZgeIsrM9Lbwtq09sd+vNqLYpq0rfM8UF2Ac0PPzjBnRmcXeHlzHq6oNyLtnL9Ku2IGCz+yFyocoRFWhDlzCzpT84DWfkbFmXOx4y2Mwx/DURZzteQ09E6dxtv+PkFIJrPCiQSNT7p6BPlCkqwn/V/ryE+uGG1Vb1Dz/V5JMgud+2If3fz/KE2yNxy3L3VQenJrXQt8AJzjBDll57EWsRQNScvnfd2pRNW9bWRz7/aoo0/KeSVEavmeKWROi08aqKNNCsYoQDGI2WhGzDGtG9FR6IIByKqpqA1TVBkjmiR0e8sBStQaU3VgHy4AJqnwtUksNICp0gFvx3p5E+MCIPJ6x4Yu44DDX9eIoVlffg+wMh1bm8EOMjfQCHI1rSUpjXfE/YtzazZggUysFOWNCHxjHt0CWYk/mb2ep9ViV8DlMTnYiVaNDRk4ta54nn4dbycRrWQoStKvQXrKBz8RNL/EvtsjJhZolcuAshA8pSeLK9ZIQg2CJLMUiZUzRhZ9Iwb2/lKP71CgSkyV489ddrOACXIItf2MO6/ta4DhP5ggqKZIuanLBlQc2Oc/PAyPbTz4f99nJfplr7eBRFCXl5SP9+l0M7x0RKClWBshOphWS73mRf18Jpx12mn8yRYw9aomTe7dEjFNRHxiRc0jSQ5HbHD+dPYmgQCOfh/M98GizSvnft7rUAFlRCSx9JqgKtVBWBGE+9DY/hYpKyst1lDUG5H22jucDW5oNT1BSTAowS4sRg6+4bKy599W5iCSDgMKgZ0oPOKlVDPqIJuU5oS41QF0aGjv4BEk1Ze5yCTAHnOVMWMJeVQk0yoqwUvlkZ9UgO6sGi/LwDUFuoT0cqkf2Q8vLNFBzTQ7WXpeBN3/UytO6aj+RiaxiOSo2p2PVtVnL1j53kFVqMf2Ba1HHCq84Agb5faeWG1jC31AVFF1uKGsMUNYYIFkML1NiTAowsozDTIcpZB+VwqCPOrqoYJCeXo6+Pg7VlLpUcIyznMmkuZMRXuoqYNFz4unw1EX0TZ4HABSmr10WzjpfwGPplkgwezH01WgDgXZzBup/28sKsa135Eed4HJCsVqP7Ifux+xFhppIWRb7wmt46iLGrd1ITy1lxvplCpuxEbNt7ZBVMBR5vG29f9+J09Ih12p9cpWECjEpwBSlOkweIzLTRVRePn0UuVP8XtYLjZg1tUOm1UFFCkmR8FJRyh3ivl6powRh9Jy/ibBnigieTC/QQ594HybHOpiSFtk1rmhaDnVUVq4B2dlMLosd/DBmphHM9vBEC873vs7+PDLdhjW6u3jBIkLTDH97iWNStCeSJkPPphiyH7y9OwW30J7TJOx4eDJcfIljwppbIEyIUr4JLkHiWbgvEC9vRsp/IcmSRWiuTMU//FyO3lMjKNmUjawr8zBImpgB2Dk2ObIqtGWJCKtfcJkUpxb45kXLPP9Y8vm4z072C2XnL+oosfxq0oTINXWTYfOkSZEYB0t28mVzbkOwu1Oc9nMrLLjD8GQrzve8BoBC99gJrOFUb+ClgkBoJlzibHsdt1zTN/Eoot+7lzEtFtLuKUWIcwT7l7WxEcP79jPVmz9qgHrndTC/9z67za2jJ7gOcR9roxFDv3NYxA7XI++eOqjiFZk9gwmOqMNMlwnyUi0UHMFibWJ8Y3KtNmitzGrkl+im7q/zid082pCpqUWmphbSee90Pt7gLil6YrorKmmglLUG5O6pw4zJhKRaz9VobWebsNDeBrm+DMqNkXmOiqvzUXVNXkTuFYcLE1NEkn+A1RtiHbPt7by815nmFkEle2919JyY6eBHHc50mSImwGI2ClFVY0D2Tbt5HWVtYlYCU4cP4dLz+2FtCo66iXzJs6bYD3ENFukppT79Fi1Q1hqQdctuUeE1+svfwvzOMQz970uwnmqOSLvaDg7gvZ98jLaDgxG5nydMHW/F6PNvRey5lxtMtQZXBGww1RtiGTKdjp3XYLdDXlPN2/ankr28nB91KA9j1CGJmNTAPIFcCcya/PONWY2NmG1nau4oDXrIdDpM1TcwO/18qWKwXDRipqMdymIdUoKJOloGOP1l/SNnAFAoyF4HTXr1csS6hARzLSZeMcuZpi5gR3g/wLaDA/jjV4+BklI4+YIJd/ziClRcHR5t7NLhDgyeHELqmmJekU6AEV49//17QELB/PejyP36PUiqXR2WdkQawxMtmJjuQnpKKTTpLg1Lk16NNRV3Y2KqC+lpZZel9gUwRX81e/mV69kyLFotlH74wJS1BuTeW4eZDhPk5UIfmKXFCGt7S6gfAcAKEWBOO7CiXAvzYY5vTKtl1lliJVAc+6yNRp65UFNXJ7wRDZ79V2Cu9lJqAgAsrUb0/56p7TN+qh6Fn96LtBKCPoaswCzlX5hrbyeZc4Qhrxwlmwx9J30JnNBlTz4wADwKHcAROcULGyZ8CaS/gOMTWxIJmwf4/gNBv/hDJUXa8R2+nuRKHaYPHGaFWHJVOeYJH9GMlB8bJqEYH9PY0XbMXOhExrpCaLYzuWzzhO9mJoHvA0uk7Gg51sJQUy3RoKQUWo6bkbaNL1wAYJFzLdK3ZltM8rjt9HmNHW1Hy3f/xlSZ/tNplP3nHVBvqWSfb+p8D09424zdSKpaw2+EtwrN3F2CMHqu/5Icw/xjyXHAHbfkdSXE+JJwP4IlmiGzbmcqHfRcOsavdEBR7PilpRQv6k9Ab0X4bnnfHdHeJRGfmNAHRjyQWDkVf6ikyF2iZVBoKPV6VlBZLzRitt0Emc7hehGLKSCbSDMWMdYa5uhUS7MRU6dOwHqx0YcHCQwrQoA5oawxIO/euoB8YLPtJjfmQpr/W4cpaB8YWdvH1mMSCLA4IgfF2lpkfWkP5k3tkNWUQbGhBoD3Yp6McPgTKAmF7tfPYd0PP8UKMQAYPNSFkTP9KNyYAwC4dGYQOevzUHZVIXI35KLplSZQUkaI5a3P8bm9ffU9uHRmEGlri7wyg5jPcQQUBQy9yFgTEtcwFFAKQxkm/3aMPUZWI25Os11oxHxTaPzL4YSg1Im5Myp9tNECnq+/oZ4J4AhynrM0GzH40n7OL+Gx0awoAQYwQkxh8L/zZTotphrqBTbgqXpOYnMI2AcUJTpMHHdpiVRCIgYPvgFlkQ6p2uidFMKF8YFGTA2bkKrRui03Hwko1tZCtdW/VACncHCy1I+f62MF2OChLhx75G1QEgqm318AwETOtbzSCOlPrkXxJ4px7U+uxfDZQeStz0HJVb4xnfTV9+Cjb7zHaG+vNOKKH90oKsTUa4sx+KfT7Fw+0zmMzu+/jvx/T4RqUzVUm6qR/+93w3K+hxXe9hn317JdaMTI065Is9z76qAujU4uxLS0Mj6ZdZRWOuBiymSEtbcd8rLIuRWsRibCemFsTBjAEaQAm+HSSYURK06ABQql3gBNHd8mDID/Wwgia1RVBhR8Zi9mOk2gEhIxdvQ9hsjzTD2Kd+9d8UJsbLgJExMdUGcxi4HWkwxB7GB7A6q23Q91jOQZOYWDk6U+Y20hu2/kTD/7u1N4cMuxFH+iGMWfKEb51QV+3fPSmUFeaZeRswOiAixzqw7Vj96O7uePYKZz2EGRRsHW2AXVJsb3o9pUjSSSycYNZts4AU2O3MtoFWDOUidsdeco176mTEb0vMm4FXCGcSuEW4hxtS622rrjbyoxEWNvvsmYEwMUZPIyLSaPuhbqCm01bKbQ+8FWhgDzg+qEIhcEHNOsqtbgyvVyHMez7QZDzcKBqsqAVK0Bl957g0/k2WdCSoWb8inENsXNryHLqYj5KAS2eL6Nn9s3gnwaclvEHyXwVTnaODbUiOYzvwUoCQY6DyE9r5b3/OaxDqRUrMJkjxFTQyak5mp5H7KgnIq3GFquf4CgOCDznbhURosL/I6akworE8g21KDsP6WYbexC6uoiyDZWYGoOWLBLoVhVBvr3F1zmO4AVPMpVpRibY0qfSASDkQ8754EXaQkUq0tBv9LIXkthKIXZQRs1s+Bq4wzHhyfbUIPM2WT0PfYKz8/HfUYejROZB+boN7lWx1TvFasKLJLfJFYSCBB+l7xxTBF5hRLCn8bx0znPy1CsQkbRKsBO89ktuH45cpwS7RfL9fKWB8bPgYPHfYCQwNvWYwqseruX+Yjbx6TLRFFdg8TMTCAxEeb3GXb8qQam6oDAXOzDPKiqcaQ6dXRAUaqFvFQH04++5f8zecHKEGAxCkWJDuMnOauUotgn8hSDedRZbt3umpS4xKYaLSZ7jGj/kDFVDTfXozyxjqXdmepw1U1yUu8sJ9RbKpF7pZCIOHu7Fqu+fysmz/chez0TXTh+th8Z6wqQGwSjfc72cqz/75sxfrYfKauLkb3dt/GSsrkKhd+8CzZjFxSGUiSt9l8jURj00DxQh7kWJtJMWWsAPJgb4/APyiIdxk9z5gEfqlYEC7mW7zJJ2bwZSr0Bo39+k6dpzwbBcqSqMSClktHS41yIKxApFQYU3sGYExVFWqRGsA7Q2CDje0rL1CIzpzYi91RnaTHQcYj9UHNKNyNbt4X1gaUX6tF57s+81ej0oAnqUqbon7NO2ti5epR8am9UJ5Vnb9cie7sWyVImICSHDfAIzieQs70cOdvLMbfk36ebsrkKKZsZ2qS5AOcShUEfslpVXC07rTh632MkkKozoOi2vbD1miAv00bEB6bUG5BzP8c94viWWMEGIBaqDsQF2DIjpcIAahGw9rYDQESE2NhgI1qOPw9QFAY6D6F2456ICLHMXD1qNu/B5HgH1NlM0MZSEoX0QlfwRmquFsPNrtVoSh7zAU0P8HP8LH3BO5ovR0yfaMXUuR7IayPHOkLC3GVEB0fL1l1Th8zc8ATwjA43YXKiA2np5cjSRGahFghSdQak6gywB19H12co9YaY/4ZiV4AROQ38ffxNbvqTMDfC91t6zfvy41rO5k9fNKL/DUde2Ol6FN2+V8BEL8hPSeASoHltJQun1jVrGeMJg4nJDqSVGPhl3P3I/2HayPlbkMfm+jutxIBUrcOsAGH+TGq5AeXSOlgGTVDlaZGiM8AOQFmkxYjRJdiUxVph3hGZXsP1gZE+FsLXQ3P8QEtEztL8HP8z4Y4hO1G+ZpHYnpHwZyQujyLlhTCT5jwQeV3n9sSxNkyf74ZMXw71FiaScn6R72RZmGfabz3VjKH/ZXxhU38/guyv3QvF+hqAyyXohguRt80del76n+cH4nTh1BB/MTI1bEJakeeJlPRNUQL/GWfcchxeY0ONaD7/O4Ci0N9zGDWb9iAzj1NSR8A5SvJwet4vzPuCx23yumJciFNtRti626Eo0Xn0g1lajLB1tkNRRpDuilc8IvJh3V4aM+386MHpkye8csAK4DVBM3SIWSqplQIyL8zaGx66qom+Rlw8/ByG2g9jcrCJ53tSZ0eXmSCtxIDCK3bz8uPUZQYU37oXmet2oPjWlR+t6QsmjrWh/dE/4NKfT6P7h7+H+fhF0eNnGjt5icuzzctTCVtVwKceUuWFZ/y5fK6OKutj0V35e7rNiP7X92Hi1CH0v74P0xeFVHiWFiMGXt6HyeOHMPDyPlibg6PLIyHXanmh77amxqAp+cKJuABbZihK+BValR4COcydRgw0vAFzp2swmbuM6Dv+JiZ7vA+wqWG+oEzLr0Wedjuqt96/bPlX/iJVa0DeVbtjTniNH21D16/fx/jRtpBed/p8N08gWY3dosfL9WXssUzisjAAJRJQlxlQvrMOmtorUb6zLiSJ/F1Nf8e5D3+Orua/u+6TpYWrijQNdebyPK+vsPYIoxFJ2DqJYzpDu+BV1hogr+HMB5SEKUsUpYhdEyIXIiUGAH4uHalW+8VwIhbq6w0e7pNSaUDRP+yFtccEZTHjwKUJIghztxHdf2PMjKPn60HdxNBcdb3j8CM01iNn7XWwLy4ghXSKOx5Yla8DWl1h0NkVW1jB5bS6cM2G3spSkBANoxekBbj2jw8YWXNhWrHBDZUUN+yZuKkf705gEiUrB3JMZ/QCUUZD8KJdjfRmQrSebEH3D//E0jnNO+icAEEmggB2L6bKpFot8MYpViAlVZdjdj6RVx4FcJVLka3VQ/O1z2GmsQvJVeWQr6oFvcB/dkEYvaAkhwg8s0EJzGipWgO7ELEDoqZwgQmReHe95/6OgYsfAgCs5gHQCRSKV92EtFIDqpLuZ4OE0vL1GOEkzqcXkhRuntsPEGH0pHlRjALNSzkV56MqS4hoxGKtoE8VZfxSUgpOOoPYvAcIshE8Qr15M2aaG/kpE9w5NETpRKFATAowSwtjJ5aXMeWqYx0pFQbRyCNLL3/VZRkwOVhynL9RuHSOyd0YMdYzq1oisiut2ICKq+owdcmE1Bwm4i/IgLigMdnLceY3Mu2ONe3KG6wXunhakuXjHlaABYuUzVUo+tadsBq7IKspZ5OTxaDYUAOZD4nL0Y6J/kZMXWpHao4Ok0P8BNnJoVYUr7oJAJCRr2cXauMDjWg9/ByTON/WgMor65BRED3Wh5QKAwru2AtbjwmKYi1SKg0C2aCqNiD/7r2wdZmgKNVCURP69itrDci9z0XOGwoCh3Ah5gSYpcWIgVcYbWTyaD3y7tkLZW30DMJwQFWkw9g516pLlc+sukY/dv0GuPKrLIMmt6HJ6YV6XsTfcoN05lsGTStOgClXlWL0zydYIaZaXRzS6zvD4xeJwI1Yw2QPXxMXw0R/Iy42MAufoYsNyChYBdvkALs/Ldd9leWpYWHwSDQJMICxyHhLYlZVG9iFuz1M6o+y1uDK/4riUhMxJ8BsXXxtZKbTtOIFWGq5ASW37IWlzwRVoRbqIuZ5S2+qg7XPBIk0kdXAwukUDzXIkPnlaLftAlNGPbm2HIo1oR9H6i2VKPn2Z2A1dkNpKIF6iy7k94h1mLuM6HyPr4ln5PMn8Yk+l8Y1fYk/ByQp05BffS0mh1qRnlvFal8kUjVaDLa5zOipGi3G+xsxNdyOVI0O6Y7vaqKP+S0lVxdVC744hIg5AaYo5duA5WVaoe1XhP7f78UENxTbi+03UJ+YIOrUjS0+RWdgk0idPrJU3SqWO1CeVwzLAGMeVJe6TA92Ed8U6UuguB1HNMrbs4n6wAThyo72lxtQllQHy4AJqnwtUksNQkoeifu/3TTRTaM8/A3m2W3GRow8y/DBTR9sQPYX7oditR408QIEFWs4N7YTjVgifEgLEhpJa/VIWstMhDNznJBvP8Lo7YQvSrjtarOd8IGRPj0Q29Qix/dJ+gb98HcIy6m4/xvg+5OmCU18+hK/QsNEXyNMHzEC7lJLA/JWXUdEMTLCpwCfBEUL3ZtOqEsN0CXUYfqSCSk5WtgpoP2gS5PTXcP4ltud2l1rA7TXuczx4tRYxLOL+G5Fx7GfEei8tAYvZU94PjF/yrSEct4LMWJOgKmqDci/ay9s3UzWuqraAEvzBcx0Oraj2F7rDtMXjZjpdOR9BJGBry4zQF1mgMR7JZCogrrUIMh7ixR4BLUSCWbbTLzKzbbzjZhrNTHa2brQJMFaTrawlE5OZgxfz5tp7IRcX+aTrysUsBkbMdvqKJ8SxoRXZYEOo+eFJnInSAFnX1yA7po6TA+ZkJKrRbofZsD0Ij2rafWcepMvOIdMzNxM/Ha5M4VEM2JOgAGMEHPaZy0tjrozrE8s+Fo2kcL0RSP6X+MXt4y1Cs3RgumLTDkKRZkOqirf+lBWoeOXy6lwTZy2840YfeJ5QEJh+v1DyPqX+4IWYpaTLRj8MZNIPPHXYyh45C6fhBj3vMm/HUPeN+521C0LH2zGRgw/y3xXU4ccpK5h+q7UZQaU3eDSxNWlBl5JtpRcLYabOOwsuVqkFRlcyc9+Rsy6rqvDpRaXSVGSkAjbxBBPu0vJ9c2sbe40wtJvgqpAGzMVFVYCYlKAcTFD5EXMdMUOxZC74pZxASaO6XYjrD3tUBbr2Oio6YtMAigoCSaP1yP/rr0+CTEnQe1suwnJ1eU87Wuu1cSLHpxr7QhagM00djKmG0eZFVtjl08CzGbs4rVlprEr7AKMLJ8SimKuYhDTxNOKDdBe69K40gpD0470Ij10VzMmRYk0EYMX3mdjzdUFNciq2uyT9mXuMqLLwdM5+nE9Sm+qQ6ouOkvNrDTErABz2l0VpTpe3Rl5qVbUTu+VDkoM3vwBPEeQ98spSnSYOMFpe4kWtMRNPgfpP+DY3yXEE5FRSdzcD4F/gyzT4qYsha8Qs+OL+QAEOTIi29PtRvT+yUW7VSDdi5RKg3Ah0MUkXlp72qEoY8KAyedxUiQpa/VQ1uoZDjpH/1AUo51Nv3+IncSTdVrWd8T1NZA+LztR7p7ilP6gE5Jd44IG7JJkzM2JkN85OjWxSgf81VU5OalKi8V5gt5KJJcLhE+MpIviHu/sF5nWoZ06x2a5w9ccqJ+XDJL04rfmuWskRN6YwCkZ2LilKcYPm1puQN9xvjkxKS0TqeUGXjv4dGmuv4XRtB1QVa1yeywA0bIz3hvt5iHYv8UfnvfWfewna7MRNpMJCm44vbeyLRH0icWsAHNCVe2oO9NlgryU8YGFuv+szUbYOkzsZBgqpFQaUPCPjD/PmfcRh2e4YypIqTQwCwFOWRpJYiKbamE+Uo+8z9ZBsdq/vlWs1iP7ofsxe9GhnYUgQpGeWwCX2oheWPDpPOWGGmge/hxmmzvZyslhLnQLpUEPTV0d5tocPrAAS2rEClR51+IbSwAAN+NJREFUWgw3CkmkfTq3QOtIaWFSWaiECDLyhhHWZiMGf7ff9R19ri7qcsJiXoABRNHJEIP3Eg/7/hItLUbYutqhKBVPtk6pFE9ijsMFZbEbpgI4FgJ37IW1j0nudEe3468AAxghplitBy0NzZJIVluOqbePcKicynxvy4aasJsNSSgNeqSsAKIAX5BWbED59XWYHjQhJU8LtSMK0txtxPSACSn5Wo816NRlBmRv3ImRU+8BoDBy6j3I84p9zmmcvsgh8PXRfxsJ2DpMgu8oLsDCATLkm9DBgpl+bCbiJXaYoHR81J5UZUuLEYPOZOtjjE+G1K64TRaYDEk7p0iOqqDANMGVxauyTFSyJZnGuRYIMTOAucv1UTv9FqImRIFJkRNi7M2EyDGvqKoMKPy0i6mA6+dKqeKXhpg8zhF0pVpBR5EUSVwmfhrkeCLaxLUBEQEE9BKxzTlUtsqArK/ci7mWDiRXl0O2qhZLc/ANZCeSL577PIJnI02K7tMpbMZGzF4kog79oU/zI4yeHNN2ss+53wfRx2Jh3f6aELngmilpAJPdLt/WiLEeJTfvZQM0BGb9pXnePGEdcFVVFoxpzn2n24zo/wMzV0ycrEfBZ/ZCFaAlRjCPEPtZS5KP7BqKMi3Mh4nviHbX/5FjnycREJnvE088gbKyMshkMmzYsAENDQ0ej/3jH/+I66+/HtnZ2UhNTcXWrVvxzjvvBNzgSENRzmfOVrgrpU6ADCxx+mRWAsxdRnS8ux8jjYfQ8e5+mLsiy1SdUmFAznW7RbVWVRWTapG29Urk3VMXVakVinW1SL/7UyELyw8VnFGHU4cP4dJz+2FtjF4G8kjB0s9fvFr7PH/HykI+Kbei0DVPTLcZMfT+G5huE/apwH/bHZ65wtpsxOAL+2E+egiDL+z3icVeWWNA3ufqoN56JfI+G33mQyAAAfbqq6/iq1/9Kr797W/j7Nmz2LFjB2666Sb09PS4Pb6+vh7XX3893nrrLZw+fRrXXHMNbrnlFpw9ezboxkcC7Evc5vtLlJcRg7k0NpgxfAFZWHJ6MDqFs6rKgOybdkeV8Ao3bOeaMPHqX2A738j//eNGjL/+Z9g+bvRwppucuChmIA81zF1G9B95U7AYI8u+KAs9f8epWgOKb9mLzLU7UHzLXrYw7ZQj8Gj8zCH0/mmfQIiR1SgUJeGZK2ydQnOgL1DWGJD9yd1RKbwAgKJpL6ErBLZs2YL169fjySefZH+rqanBbbfdhscee8yna+j1etx55534zne+43b/3Nwc5uZctpWpqSkUFRVB+8h/QyqTOVruOl6gwRI6bjCZ7vwLid6GdyNrk5El3FRVGwTmOh67s8C85X57us0RQl6oYz8QAZuGyLUEphhBNBdnn5tRYe4yYrTlOKZ6mtiPoXxXHcP8ES4TooeiiO6OFeznFP4U7iPP5ZgQSZNtAjGeuD4xwiwr3CauFWiIlhcTou1MM0Z/9TzrX8v64h4o1ug5+WyMcMp+6H4oiIAMJyvJsIOVBHY7cu5n8r4oIjGemyhPEaZIMomeOzbF9nnbDqcJ0dxlRKejqgNoO8purHOZxSWO/C4nU4zWc2ShJ7aZwQ/fwPjZQ6zgyNiwAzk7d/OOnWo3uszipM/R23242yLznrXZiMEXXc/pV0CGH/OeYL/j76XZWZh+9C2YzWakpqb6dl8f4JcPbH5+HqdPn8YjjzzC+33Xrl04cuSIT9ew2+2Ynp5GRkaGx2Mee+wxPProo/40zXdEKMSTS7gJCOcfSmzCJwYpRTPCixtCXnT7XpZain+w520BlZSIACMx1XGB9QcAQEpJDTJqt0BVZhBS94i0gWmH+78BcR+Y31RS3CaQ/gHRCs2kD9VzvwmEnbcaKaESYATmmrl5axLMNXdAWWvAXHMHX7Nq6YCyihRgFJQ1BjbqUKZ1+EjswfmUIPLuvIJ7LcKn509VdYomJ3X+tQQ0VoMdSHHkcNESIKViFVIqHNu8b4logmN7qp1JqFeW6JCiMzAlUs64/EjKYq3g3JQqAxu84a3KNQlLC8PkIy/TQSXCTK+sMSDvs3VMQFOZlvHjRzFJr6/wS4CNjo5iaWkJOTk5vN9zcnIwNDTk0zV++tOfwmq14jOf+YzHY775zW/i4YcfZredGhgX3LLa0arehhJkCLm1x+RegIUJpD8gWZ0VZxyIIiRXajH9wSGHEHOxisgqtJj+0D3bCAml3rAiyhP5A5LGSsxM6A1T7Ub0vulYZJ5xLTLJen/BZkA4I5wliUkYb3gPXBYiMZO5ssYQ8rnS0mx00PgtT2mrgKIQyUg3mqYFv7nDyy+/jP/6r//Cm2++CY1G4/G45ORkJCcnC363tjUhddV6fkmVY0xJlZX+4SmLdRg/xV/JRRKuXBfH/QtWjl9vJUCxRo+sh/Zgrq0DMq2WZRVRrNYj+/N1mG0zQVahhWKV3jPb7WUIdZkBJZ/cC2u/CcrC4GigrL3uF5ne6v35A+7c56wFyGUhiqTP19JM0vhFfh72S4BlZWVBKpUKtK3h4WGBVkbi1VdfxQMPPIDXXnsNO3fu9L+lAIb+8AIkiUluS6qsdAGWUsFZyRVpedoXa7Yo0kHtIVclWKjLDCi9icMcHyLta8rkavtKqwUWaSjW6KFYo8fM2SaM/+HPjMBarYdiFfMvDvdwEmFzzZYMt2E7VIU6j/lfJJRFQnNhqMGb++BMiuewEEUQM0RgyHLMw34JsKSkJGzYsAEHDhzA7bffzv5+4MAB7N692+N5L7/8Mvbu3YuXX34ZN998c+CtBeUIjCDKapfyS6pMtzS67MLVBkFemBhoypEv4bAVi74QP0uO+HgZj1RSqioDVFVMQIgzoEOSkITRY++xZgvc5oqA4p4LuMn7cuNr89hGmvLoD/D2PJ58YlMmI3r+zKwmx87Wo+g2N/lyASV6uGkI4QsRPCtPKyHfK5nb5TnnShDEIXj2AKOIvPl9HO2wXWjEyNPPMSViPmyA5sE6Yb08QZ4Y529/6NL8QDA+MMG5fpTzoAUfl8ix3HH5N8e4PFeP4lv3IlVrIAImiHMljC+r6Pa9sPa6zIVu2+/hvr6AnPsyduyEfXEBilLGr8WY9Lz7xLzNOb40WF7Gp/Ej5+FIwG8T4sMPP4x7770XGzduxNatW/HUU0+hp6cHDz30EADGf9Xf34/f/va3ABjhdd999+EXv/gFrrjiClZ7k8vlUKvVft6dZqP6uGW1uULG0mLE4Mv8is1iL5IEN1rHfMS7XXk5MN1mRO8f9xErMUd4bK+JJ8CiGaTJxdZritNpBQl3JWJWesHXUMPaR5gC+3yvFM6aC8OU28uWk3LOfZy5abrFiMGXuHNfeOYubuBI3j17MdPpmoe5sQmR0Mb8FmB33nknxsbG8L3vfQ+Dg4MwGAx46623UFJSAgAYHBzk5YT95je/weLiIr70pS/hS1/6Evv7nj178Nxzz/l179xPf47tFDLKzwmSRmim0+SXACPzJSJtV/YF/IAOvhlBURQ7villkQ5jHJNLLLU9UrB9zLBjOM2B3iCr0GH6oG9BG5c7pjqMsPS2Q1XENxMqC3UYOxuawI5wwNPc564yB/M7v1aipdmR4hMAt6s7v5fmRsb6ZmkxYuBlV2xC/t2+VYUIBgEFcXzxi1/EF7/4Rbf7SKF08ODBQG7hFsoKDnsBV1XlrHYUZcKKzaK8TQQUpVqYj3DO59qVQ0mZ4jlqW2ieELSRH9CRuXUn6MUFhhBYS5AZe+gndxfmHRqEKcCbCdG5X1XJMbkUMSYX8TwX8euKN4o4lQwF495HUJWYfADXxYRmWf9NVp4w83EjRp55jjEHfsCYA1lflofnUdXoQdXVYdbkDIfXC6mkROih/EmtEEA0hcOP68DLJ+tHGL0nTJmM6PmLy0xYtNtlek+pNCBr806YW89CKleAljDpEv5UXBDPUxVpWBBTDGnSoxKSBLUSAbC/+Wxh4jyAO7+XMwXAHQdpVAqwaAbDTr/XterwU41V1QjZ7aMNKRUGFN7BYbHnRjiFmaU81AhlhFa4YW00YsZkgkynhdIQfrMcaQ6cPnYCs23tkFXooBC5v9Kgj0j7wglu3Tcx891UuxG2AIKABObrPhOPPWP0xHsAgAXzGHrf2Mf4Z6N8nJJzn1uNjEZQFiZSSMo51Hqk8hAJBqKYFWA8tnfiBXhSsX1FONntQwV24l8ByYixAGujEZeeY5gqphrqoamrg9Kgh9XYiNn2dsh0upALDVmFDlMfucyBM8ZGzEgkmPrIoY3FuJDyBEHSPhGY5AQ372rsTD2Kd+/1WYgJzNccM6G1t11wvK03NorNknOfoFYi8RuVkIiRt97kmRi9XV+gINCuffl372UC4Er9Vx4CQUwKMDIPLP/ulZ8HFsfyYsZkcssVOLzfIdTqG6DZW+eTn8pXKFbpoXmQqRi9MDKKmeYWXnBGrAuw6TZXGRGu4BHUffMQmCTIu+r1PdgiVWtA0e69sPWZoCjU8q7PhsNzEIv+WYGwccQCOC1MVEIiJurf9zvoQ0xBUFUbwm425CImBRiZB2br4ucfiJYnCaEfy1c/ES8yx93L9eLzEnVdebOvu+El87jN3RWMZueHzd8feii/fAmAW042dlPMJ0a2yQ7Iy7WYanCsXO2M6WSmjS/U5tpMwsKPIoPEa0Q9DShr9FDWMJreTGOTKzijXMvjIhR7Vm9h57xn93asP+VURPxYU+2uMiLjp+pReIfLRKcoI+q+lWj5lF2Oa5E0TYoSLa9auTfwKJyI37Ou2Mmkpzjh8IOxQrdUx9PIRKcVb/RQIZqS3M17PGHDakqroKpehZG/v0H4szqgqmbSZHgUVYSwinSovBhiUoC5ywOLVvC0xeNMbTCnELO0OsygJR4EWxxRA2WtATl7OMERjnpZU4fqXUJFG75x6KyQTN4/VuGujIhTIPCS9kkfLwcpFY4gIOdxIUgfceZXzk+O8bW7HhNoCujzIHRjEZ78WRZBOH70WrhiUoAJciGitHMBD9pilQGWViP6X3UUsjvuKGQXF2JRDWWtgdGwHCtmpd6AnPv5QiWci1NecEYUrYIDgaJEh4mTfO2JC1+De1IqDCHjBOX63li2Zw6rhlVE6MYiPAW8CYI/opjpKCYFGBB8oEak4ElbFAi27vCHnDrBlmUp0sX0BxgNUOoNEdGGrMZGzJraIdOGJljE2sREVMq1y7MATKk0oOAOV3Vt7jicbmMsE8riyI5P0vem0tYgKS2L1QJpCrz0lXDV7ook3M2jYpGG0Qa/64EtB6ampqBWq/n1wMTgh03Zm0vMP4oV9z8zEZMObdEhpKwtLg0MtB0Fd3I0MH98GH60j6KB4Y/ewtiR98B0Eo3CT0fADBJELpRoLpE334LE8z5ajPLJH5+FF/9lKPwb1kYjLj3vquWUs6dO4Gvj3cbL+LE1GTH4Ow+1oQT+MRG6NJF8MvJavuaXTV80ov9113fh1kwXphlrus3Imgjd3ZummPaxQleMNcaPPDDLRU5ENbGIDVcOmbfvztps9N3C5cP7iIp6YHEEBneROaoqAwru3CsQbOHEdJvRIbwAR0IIbD2xbQa5HDBj4iePzna4CRbxA7YOYXXeaClJJOYbCzdSKgwo/LRnrdDqiJgkC1IGA0urEf2/57gS7nTvSrC0RpaiyZ1mFmmaKF8QF2A+IFwvzknOGykwkwPFCcGjoXAwZnNDmr1NGP4cG0fwkGu1TLCIY2KXlQdn0lGUa2E+zDGFRZGJyJtvLNxw53ubbjOiz6EVTpysR8EdQtLpQCEQ2F18V4Kl1QjzmeOwXmzkB4JFWIC4pYmKAiG24gVYsMJn9L23mKJxoJbtxfFMDEF8OIoSHcZP1rNCLHPrTqRUGHimk/FT9aJmRX+OjcM3OBk+5B6iC5V6RwRkhwmycscxQZjRlDUG5N1bB1uHCYpyR3XeKIHTNzbTbYKixHMEoj8IdsElEDI9oSOdVpToMHHcfUS1pdWIgVf3uQ72kDYUCQhoopahDe6wogWYL6sGMR+XpcXoEF4Aa3IL0YvzlZ6RZ2I44YhW5Hw8Xs3enGurSMd5JRM1J6j23Os5oMSfY32CnyXUQwVBzozYseQPnIMFZSm88E2SF7Y2ufxbU4fqkcv1b3HfHZcdxh1dGNff5E240YCy2uASXP6cGyC8+XK4902pMrACwm1z/Bgj0xf5+WaBaE/yEh3A1QqLtV7bIMabyAXpSlBWuyJZrbzaX84LhyZtyN/3vBw0Ub5gRQuwYFcNzPmEyS1CL87Syqwa5yf4+Si2blNQWlhKpUHwAQvMNpxCfNMXOavXSoPosZGAs18UJdFjhw8GpH9rxhScfytQsDXwopT/M1CEQnsSREyGuOQP15XAlSuKMh0mOdqZskoP9botIRn3YpYpd/vESlgtJ1a0AAtk1cB9ea7zGSGWsWNnRF4cV+si81HC4RPw9IFyI8K4tv9wfsxi8NXhHUuQa7Uwc/xb8jAmQ1ubjYzZkCijEQs18AJFqBZc7hZ+4Yaqish3rTL4pX16gphlSmxfNKYurUwB5qRMcTcARODu5YmuOsJkbiFXjcqKGiSlZ0FRInwGr03w0VTJpdVh20Fy0jlWr24/5iBCeMXCiHntIfrF2m0S999wTWOCXUR4OM8uKN5e0T71c4JRVRH+qCqDsJyLLxAbCDQhpA7zhdRMB1kiw0Up5LWUCXeX75VkvDff9wpIohcSLLiCWPD4Zd4OUbi7X4FePo5FMcuU231VBj55up9CzNJihLW9xa9zfIWfVXpiD6pqAzQ37vap0z29WF/PDxUUpTq2DaDtSFu7BZpduyOubShK+O0Ih7nQcpHRqiZOHkL/7/fB0mr03B6iX6LFDh8slDUGZN+8O6yh7O4KtTrB1Mxz9evC+CgsLZ7fQ6whpdKAnJ27Y67at6XViOG33xD9JgKBoszzd+Run5MOb/L4IQy8ss+vseE813zqaEifwYmVqYEFiGhxVApyxJbpw0upNKDgHzl1x8LQDn8YSQQO7xg3H0YSijLPhVqdNfDGP3oPc/29sLY2wdraiLx79galscThHSwfKmF9sLR65lANFmL+LHf7hrmkvwDMZ477vKC3uQtECSHiAoyDaHJU8kwHy8iVwpoLw9QGRakOEyd8z/vx5PCOQxzKGgPyPlsnGqgx19/r+IuJuOVW240j9BDwod65lzWJezLlhQpeS6Jw9rF0eA5YLzbC0mL0aX50ncsw/4Qal58A89KHyyE4BL6DIP0qHu8TzMlu2hBIfpqFE9Xo7OuCzzi0PDc+Pr+e3Y9jhWH0nk+mBE4xzp9uwubZiD4iWCJS8OQzYicmmhIMBqZUvJ8Rt45n5/lHPE2y3tILxOjG4MdYC2caRojHIml94Pp0yQjEgKxBIZq/VNUGKCv1TDI14FdEt5N43dreCvOpw6FpEAcr3gcWR3gg8F1d9G4XZ885wfd3qaoMy+LjCwecwRLmo4cw+OJ+WJtjw5ckL9MxwsuRyOZrxK3APxICf42l1Yjhd12+n0DGWlD3v+i4f5jvI+bTdQagpW3ZEVLzYaBQr9/C/BGAQFVVG5C18+awtOvy08AiCJ9WplEGX1e6bn1XXrSwcDLw83wJy2j6JYMlooln0NJsdJTOEPYRt7SGP+ZzT+WCAm4jmSrxmb0BjbWA739RnDgglHD6dK3d7qOkI001J4ZoLWEV18DChHCsTMMNf1a6gtWjD/lpgZzjU7tbA4+SCjUURERftPAMWpqNGHxpPyaPHcLgS+77KJCI21BHhroj8w3XuHF7fzfCMpxQVRmgucE/64OlxRGdGOFxvhwR2d6w4jWwYPIXgkEwK1OvPjHezsDbSMLd5CEaESjmu/L1nBCUgOA7vCmMHXyHuR/3fXvxuVCifi0R/xhxXUaTqcNMlwly50o1Er5UL0lKM2QYPadIoej48uYzJlfmnHEgSpfmobmKUoIb0DFO/B1rgcJtUJGzraHyRQdxHV6F92PLQ+zrbAc5ry7HXLuiBdhyvmxe5E4U5izxKJkcE4KAWNSPiEBfEQ6ziMvhzQQhzA0NYOCVfcv2cfN4C6ME/hYpZBlpfJiMXMEh/reLDCPnpUpwhFWkzGnhEJaeQuUDgduFcZBj3F/B425eBbAsc+2KFmCheNnLpcGFE+78DD5FBEYpnA7vsYPvYG5oAAAdso97pcBT+XhAyH0nYKQJ02TkLozcOQ5D4Xdyt0jzBe6EJXstP4WQWKh8IPBU4T1QBLLIdzevOr+5SLPVr2gfWLD2+WAy0NmXDHBecmCgKc///ALF/HNnKnTuU1U7bPLVBva3sP4L8lmdbAUAkHn1DeB+SKLvmyb+cbuJ9v2frw9gaW7EyFtvwtLcKP6Qgf7zof0pVYwPI6XKwP5mbWaE1eTxQxh4eR8szUa3OUjBwl2TrW4nQk4U4kVjwONKEPEaqmu96ps/29MzWt341Pxh3HCabNnoxCCFhHthJA538+pyseSsaAEW7MsO5OU6Ec20R+Fum6XViOF3Qk+B4+4+A6/sw+QJZoEBIKQfd6hgaTFi8KV9ogEUywV3wipSY9ctbZFDY/FHWLhDMN9uKK8lRtsECMewr0IsVMEUgbxrd/NqqAWrr1jRJkQgOAblYNR1Mef2ckNAVRXCtnkyC4UD7ibfaIuSAoAZop3cAIrlhjv6tEiFTHPJtpUOk/XwO28ITVEBjB9BMEgQQjjYaykr9QCYXCryWcLNuOEN5LsGgOG33/DqMnE3ry4HW/2KF2DBIJgPWeA7izLeo3A5xUOdFyQGX9gKosGH6W8ARSQhoE9zBk34OBkFm+voHIdOc6y/wsJTgEQoF2mBXovLZwjaziYDW1qJkk0hErSBwvmuoyXC0R9QNE1H2dQqxNTUFNRqNbSP/DekMtlyN8cruAMBtN39QIiCXg9H9V1WA3MgWKe1L/fztMDw6T34ghCETzMTfXg0Gm4QBgCPhQpZhOi9u+3fkEXteRYWznHL1fZB20Ou7fvqY+YKJO79h99+A5MnDrGLubQtO6Ao1Qr6DIDn5w0nNRaB4bffwORxfns1N+4OybWXZmdh+tG3YDabkZqaGpJrAnENLCzwJfrR06CPwz+IaZLhCDkOFMGaVzxV0CUjBgG4VtB3h3cF7ck3FOy49tU6EElt3xPEWOPdaVduzd5+JjKHC6GOcIwEVnQQx3LBm2OUjW70w3EbKwhl9GWwiOZAGn/gFFJspCAnCIQ3IToRZOCCr0wPZP9KEhMjOq6j4f2KRWy64zP0FtSxnFiuQIxgENfAwgBvvrNoWDmGC6F0ngeLaOVv8xdiFXTJIAwAQfW9P34Qsn8jHZAQzmAkX+HNh0Vqk4FUiQ+VD9eXay1HIEYwiAswNwjFoBEbCNGiqgdDaeMJSmJSW+6ik+R7COjdBuMzCrCPuSZDt4VWHW0iJ0SA8Kf42XZ/za7O/pVJpUhKV2NkqJs9X7N+A5QqeWAd4Cs2bmL+icDa2YbZvh7ICouhLKsI7f03bEJBRhpm+3shKyjy7fobNjH/PMDZXkliIuZOHYGakgCD3VBnpPl0fWtnG2b7eyArcD2vtbMNc0ff9/tavsIOYHJ2HrNLSyG7pi+4rIM4PPF5hcTx79O9Pa/C4j6yAOAQFp6ElK/vNqSRiwEIMK5fC7Qd+XcTjv4wRrX6O/4pALt1Rbi6JB+JUinohQXQSwugpImgEhPD00g/QC8sYMlmYbelCtWytIteWAC9uAAqQbxfyPZyIUlOhkSm8Hofd89rn7XBPjfn17X8xcLSEg52D+DN9l7B8IwHcYQYnkwlkXL8izmqw1lOfKVDzATmU3CNyPmRCslfzvw2f82uu3VFuKmiBOkZmaASkyIaNecLFqenYFe4Fr0SuRKSpCTY5+cgSUqGJDk57G2wz81h0TwBgGlHgjrd433J9nIhdp6n8yVyJRJSUjht8P1afoEG6IV53JTECOc32nu9nBAaXLYCjDeZwcVgHjHzHvdDJ5Yry53cGGkErG26mSzFhJQv75Y/LgDzmePB5cgEoCkJ2lmiDZvG5Q6++kHkCVJcXZKP9IxMSBXKCLTMf0jlCthnbOy2RCplJ3L7jA2JGVmQysJr5lyy8jUqenEREqXK7bFkexNUqaBpGpLkZJ/aSZ4vlcshSUiEJCERlFQK+9ycz9fyG4mJSAdwdckC3u4ciIg58bKNQmQjmEABoDF3aSBq6IiiOVIp1AiESkcMolVufYiyco0LBtaLjazmFWp+QE+IlWgwdXISEqVSRvPyE0uzM1gwT2BpdiYMLXPdwz43iwRVKqTKFCRmZIHmRmsCPLNauCBJlhHbnjUfqUzOCFVHexNS1UhUp/kscMjzuedJZXK/rhUIqERmTKTJ/B8TgeCy1cCck8TYwXcwd2kATDn16KAj8jdSKZYRam3TmwnMm3ahqjZAWamH9WIj8wOHH9Cb9hZKE2MsRIOxq18/zYZLszNYGB9l/rZaQKtSQdN2SJJlIZtcufcAwJvMuRpRJEyIUpkcyMjyWfuRyuRB9UOw5/sD5yKBfXeOsRApzeiyFWCAq+Ah12kdLdpONJUTDyfCQaUT7OSvXr+FEWB+8APGIg3PcsE+N8vbXrRMAXAIlhCZ9Mh72OfmXBO7H8IkVIikUIkUyIUIMrJAJURWpFzWAgyIklwhbyvYqI8TDRx+aZsRChDwNCbEBGM0sX5EOyTJMoFfyAmnoAn1Pbia1oOfuwfVtQb8+/e+H/R9PEGgmUQYJ48cxt5//DQON7UiVa0Oyz3cLhLiAizyiAVzDRD9ofWBti8atU0uwakv7NzRktsXC+BqQRRFsRoYEDqTnpim9fOn9yEhjKH07jQTqUyOJ376E3zw9tt4/cD7Pl0jGAG4duMmfHj2Y6T4EbL+7a/+K6anpvD4vud8Ol5skRApxAVYjEAstD4aBNtKDP33VDrdnZ8rKjR5L4gGZn4nuCY1KikpLCY9T2Y7dXp6yO7hDp7Ml77CkwD0B4lJScjSaPw6x1+4WyTYFxfCek8SMRuF6Ctf20qBJ861UEfxhbp9sQzSLGg+e1y0QncwhQbDPZ6DqS4ebkQiOo6Lujtux/985z/Z7Ru2bMTTj/8C//nwV7GlUovrN23Aay/8jt3f39uDVQW5+Pubb+Bzt34KG8pLcNs1n8DJI4fZY9549RVsq6kE4Io6PHjwIDZt2gRJcjLeePUVPPmzn6K1qRGrCnKxqiAXb7z6itv2/ef/9zV8/etfx9NPP41du3Zh+2oDHv3Gv2Fhfp49Zn5uDo/957dx1Wo9NpSX4L7bboXx3Fl2/8kjh7GqIBdTZjOvfYcPfohbr9qBzRXleOizd2Pk0iUAwBM//Qn+/Nrv8eE7b7PtO3nkMBbm5/HDb38T16xbjQ3lJbhhy0Y888vH2ftE+t2RiEkBFs0fY1hAeQitpzwwgnNLokcIAYf+eyvnTlR3juTChQzJB42wCOlIjOdIpgEEgg/ffQf/893v4MN331mW+z//m19Dv3oNXnvnPdy553784Jv/jo72Nt4xP/3+97DnCw/htXcOYO3GTfiXuj2YHB8XXMsZyi5JlrPbN966G3u+8BB0VVX48OzH+PDsx7jxVg+lSiRSnDx5Ep2dnXjyySfx2C8exwdvv4Unf/ZT9pCf/fD7eO+tv+EHP38cv3/7XRSVluILn70b5okJ99cEMDMzg+d+/SQee/yXeO6Pb2Cwvw//+/1HAQD3P/RF3HDLrdh+zTVs+9Zu3IQX9z2Dg+++i//99VP4S/0hPPbLXyG/qMinPo3EtxqTJsTL0WHuyUQVKd+LNzNlOEL/SRNexo6dGG94TxDpFy7TmLtqtWR0YigQ7vFsaTFiYXwsanMLP3z3Hfxr3R5IpVK88MxTeHz/87hm1w1BX9cfP9KOa6/DXffXAQAe+NKX8bunf4NTR46gXOfiC7zz7rtw7XXXQSqT4z8e+x8c+vBD/PGVl7D3i18WXE8qk0OqdCV3y+RyKJRKSKUJXk17lFSKxKQk/NePfgxlWhr0MjlGRkbx0x98D1/+xr9jdnYGr/72efzg/36BHddeBwD4r5/8FDdesQl/fOUl1P3zl9xed3FhAd/50Y9RVFoKALj7/r349c9/BgBQKJVIlskwPz/Pa99gfz9KysqwfvMWUBSF/ELfhJe1s4337eZ++nM+necvYlKAXa4Oc09lvEPpe3EnqHz1b4U6GIOc2K1tzW61iHCGr5N9Hg4/VyjGs0/8jwCUlTVQr9sSVQu+E4cPQyqVYmlpCVKpFCePHAlagLnLNUtI9RyNV1lbw/5NURSysjUYG3Oc70h21ldVMdfMyEKCTA79mjXoaGtzez1f2+hJwFbV6pGam8dur9mwETarFUMD/ZiemsbiwgLWbXIRAicmJsKwdp1oe+RyOSu8ACA7Jwfjo6MejweA3Z+5E/901524Zcd2bL/mGly183psu+pqr88229/D+1Znuju9nhMIYtKEGCmmgljxswXje+HCkz9tufxbpAlPWVEj0CIibRoLVV+T1wxmPIuZIMn+SUzP8nr9SI/7zdu3s8JraWkJm7ZtC/qa7nLNxFg/EhL4UYkURYG2M6wd9DyfrYPL3kFRjJ1eIpGA5EVfXPAc0OAUsEtWC/O/j4wkFEUxpAuceztB07TgNy4EkZcUJWgzidpVq/H2sRP48r99A3Ozs/j6Q/+Ehz//gNd2ygqKed+qvKTM6zmBICY1MCD8oe8rJjGVGM9i5jZPpiy3ycYR8K+50y5lBcW87dn+HhclWAxr48GM52D5H7lYjnF/za4b8Pj+53HyyBFs2rYtJOZDd7lmgeaYUUlMeLjRaMT69eshSU7G4uIimj7+GHfXMWbH9MxMWC0W2GxWKBy8kK2NjbzrJCYmYcm+5GiLeKRia1MTZmdmIJMzv50/cxoKpRI5eflQp6cjMSkJZ06cwM23FwIAFhYW0Hj+PO79/Of9fj4nEiQSLM7NYml2htcWVUoKbtx9G27cfRuuv/lTeMjhaxOL5lSWVfC+XXmpLuB2ibY5LFcNE0bf+yuUuuqICJJY9LN58wV5m5w8TXbLGSJOTuzcbUuL0eETY1alGTt2Rv07CgfEhJQ7P55YXls4x72YyeyaXTeERHA5IZXJQatSQ5JjJnWc99rrf0BZjR5avR6/e+opTJkncftddwMAVq9bD5lcjsd/9BjuqXsAF86dxZuvvcq7Tn5REfp7etBiNCIrIx1J8/NISkpy27aFhXl85+sP4wtf+SoG+vrwxE9/grvr9kIikUChUOLOe/fgZz/4HtRpacgrKMC+J36F2dkZ3H7XPQE949LsDHIzM3Dko4NoO3MKWaXlUGdr8PL+fcjOyUGVXg8JJcG7f/0LsjQapHhJjrZ2tvHmoqXZWdHjA0VMCTDzqaMwnzoSkVVhrPnZfFk5e5ucxARVNCZ7k89jFzHZBIJoypsSg6/8j76MkXCN+1DkNvmLhFS1XzlmXAHrDl/7j//Ec08/heZGI4pKSvD4vueRnpEJgMkte+yXv8LPvv89vP7iC7jiyh3454e/jke/8XX2/Os/eTPef+tv2PuZT2PabMaj//MT3HLLLW7btuXKHSgpK8P9/3A75ufncNPu2/DFh13X+uq3vg07bce3/vXLsFqt0K9eg9+8+DLUaWkB9ZV9bha33XYbTp8+jT179sBms2Hfa3+AQqnEvl/9P3R3dkAqlUK/Zi2e+N2LkEg8e5/ohQUM/+0PmOzpZcdZuDSwmCpoCQCgJEjbsgOaGz2EoIYQvKKTUTyBAcyqevL4IXYyd9dHZLHCjB07YV+Yj/oJ2hPCWXw0UoVNIwlfxgjg+7jPV8rx7e3roCkogCRBnNliwTzBM+lJlSlIVKcF/Cyhhhj5b39vD268YjNee+c9VBvCPwb8ZcQIBcSe35dznYKfSkjAkKkN/7T3AXR3dbLjLPPqG+IFLSPt54hGrcMTfFk5c1fqksREtyHpsQZlpR6gEPLIOk91wWIBnjRHX7WrcIz7cNAOhZJvMFj2jFCDXlrCgnkiYlyKgZIck5p1gjodlDQxYikbMSXA1Bu3QamrivhEEgumJHdmJHftdk5Ow2+/EXM+Pi5IDUm9bktIr89O9g4464IFyrIRqfHjzUyorNQDYBj3g30WbNjk/QQHQs0CH2qTZDTw+gFOoTwHemEeS1ZLxMytQGCM+QLBPz8PKjERmps/DfOZ0+xcFPeBAcjaeTOkMvf26VCBnGwiEZUVqgmODHAIJGAj2uHsq4XxsbAKYE91wQINcY+UpuvJzykQ+Ov9F/jksxRkpAHb1/l8fihLioRaYxITsAVFxbjQPxTwtX2FUyh/9z//g/f7cmuDYhAIfkdQirKsAhpNYfjvH/Y7xBDc5dOEO88oXDRC3todqVy6UILbV9aLjWE3U7CTfBD3iHSemqeK1KFoB3mN2f7eoNoaTFVmf6oc+4pI8fp5em5SKDuxXNqgLyArQEe6rTGlgTnhFCySxKSQBiG4+8jDral4iwwMVDvz1ScWrYLL3XOTfaWsrEFielbYgmxCkT4QaU03nJRj5DVkBb7RCrlDsCbA5SpMGSzEnlugzcjkkCqUUf9sXM060mz0MSfAWDMGKAA0QFEhM824+8jDnQMlNrH4an7y5OuK9vIenuDpucm+CiZww9eFQbBCfjneQ7gox8hryMt0oEGzzBD+IBQmwFisciz23LEqlHmgadCgsRSh4PaYE2BkdBhoOmQ+EE8feTg1FbGJxZekUjEhF80alidYWowYO/iOIzmZ/9yhEgaR9ktFy3sIRTu41xixzWFyZg4pE+NQqNMAidRnhhaKpG5KSPB59W6fm4N9fg6SpOSoNq+5g7fnphIS2KrGkdZmggINLM3aMGOexPjEJEZn5ryfEwLEnABzRYe5NLBQmmaWY7LxdE9fzD6xyBjiCe60a3fMEsE+n6DO15njgsCdaI86XQ6Q/bJE0/jpSSM+U1WK2mwbEiQS0AsLoJcWQEkTQXmpesw7dmFU9FjuOUs2Tj6ZQuX1PtGGQJ47oGtHsF/sC/OYM0/i5KlT+PWTTyLxulsi8u3EnAAjc5nsCwsxZyLzFb5oHLxw7xiKJnQHvnZNITknH5lX3xB2s62zRIpYyZbLHZ601onZeTx1/iJUSYmgejsw8tYf2X7V3PxpKMsqvF/cD4wdeh9T50+zi4/UNRuReeW1Ib1HrMLa2Ybhv/0h6P63drZhtr8HsoJin88faXgP/Q0fwjw5ARoU0iK0kI45AQZEj0kmEuAFMHC2lwPh1kxIweJJeAXbDu7CYGF8lCnT4jBJT104s2I0WjH424dimj4NYHp+AcNnT2Oyp5ej2Z4OeSi1RZ6KAQfDA2g78q+4BnNW/6MYVyKGz5zyu//F0ob8YaCxKNSYnBiPeFpOQGH0TzzxBMrKyiCTybBhwwY0NDSIHv/RRx9hw4YNkMlkKC8vx69//euAGns5wluYPTuxAGEN045E1WBfQvtD1Q5VNVMWRb1+i8ufCmBxcjxqCz+GCoH0oSQxySvrv6cQfm9t8ad0i6ragIwdO5GckxcW8uZYKaHkDv72fyjThpYrLcdvDezVV1/FV7/6VTzxxBPYvn07fvOb3+Cmm25CU1MTiouLBcd3dnbik5/8JD7/+c/jhRdewOHDh/HFL34R2dnZ+PSnPx2Sh1jJ8ObjilSYdqR8bd6061C3w13CsrKiBokZ4QvPX04fGxskA2GQjNg5XNb/5Hz34fP+BtmQZkllpd4rQ4irLRLMDfVDVlAcsj6MhhJKwYwNf/s/1GlDnr5dS4sR1vYWv57FV/itgf3sZz/DAw88gAcffBA1NTX4+c9/jqKiIjz55JNuj//1r3+N4uJi/PznP0dNTQ0efPBB7N27F//7v/8bdONXOnwpBR+plU8gq+tYaQeZsKxevyXkRSudiIQm6+3ec5cGwBj+fAuAck10TGj03ECvx7Y7NVu/zZJg6Lq89Uk4E8MjnXROIhRjw5/+d/cthXo+cT6T+dTRoK7jCX5pYPPz8zh9+jQeeeQR3u+7du3CkSNH3J5z9OhR7Nq1i/fbDTfcgGeffRYLCwtIdBMpMzc3hzlO1VOz2QzAc6b6SoS1rQlDf3gBzrhkhbYSqWs2Ql6qE/CKyUt1bLmCcHGOyUt1yP305zDT3Ql5SZnbdkQC4WhHJJ+NWYlSrDnO2t4atlITnu/NCKIkTS4ydlzn9XnZ6ro8BN/2QK7rOodik6lD9a7CeW1fEOmx4Wnch3I+YZ8JzJgLefET2g/09/fTAOjDhw/zfv/hD39IV1ZWuj2noqKC/uEPf8j77fDhwzQAemBgwO053/3ud2nHE8f/xf/F/8X/xf+tkH8mk8kfkeMVAUUhUhQ/W5GmacFv3o5397sT3/zmN/Hwww+z25OTkygpKUFPT4+rLlgcAkxNTaGoqAi9vb0hrbmz0hDvJ98Q7yffEO8n7zCbzSguLkZGRkZIr+uXAMvKyoJUKsXQEJ+ZeXh4GDk5OW7Pyc3NdXt8QkICMjMz3Z6TnJyMZDcZ9mq1Oj5AfEBqamq8n3xAvJ98Q7yffEO8n7xDrJJzQNfz5+CkpCRs2LABBw4c4P1+4MABbNu2ze05W7duFRz/7rvvYuPGjW79X3HEEUccccThC/wWhw8//DCeeeYZ7Nu3D83Nzfja176Gnp4ePPTQQwAY8999993HHv/QQw+hu7sbDz/8MJqbm7Fv3z48++yz+PrXvx66p4gjjjjiiOOyg98+sDvvvBNjY2P43ve+h8HBQRgMBrz11lsoKSkBAAwODqKnp4c9vqysDG+99Ra+9rWv4Ve/+hXy8/Px+OOP+5UDlpycjO9+97tuzYpxuBDvJ98Q7yffEO8n3xDvJ+8IVx9RNB0h3vs44ogjjjjiCCHiFZnjiCOOOOKIScQFWBxxxBFHHDGJuACLI4444ogjJhEXYHHEEUccccQk4gIsjjjiiCOOmETUCLB4jTHf4E8//fGPf8T111+P7OxspKamYuvWrXjnnXci2Nrlgb9jyYnDhw8jISEBa9euDW8DowT+9tPc3By+/e1vo6SkBMnJydBqtdi3b1+EWrt88LefXnzxRaxZswYKhQJ5eXmoq6vD2NhYhFq7PKivr8ctt9yC/Px8UBSFN954w+s5IZnDQ8qsGCBeeeUVOjExkX766afppqYm+itf+QqtVCrp7u5ut8d3dHTQCoWC/spXvkI3NTXRTz/9NJ2YmEi//vrrEW55ZOFvP33lK1+h/+d//oc+ceIEffHiRfqb3/wmnZiYSJ85cybCLY8c/O0jJyYnJ+ny8nJ6165d9Jo1ayLT2GVEIP1066230lu2bKEPHDhAd3Z20sePHxcQe680+NtPDQ0NtEQioX/xi1/QHR0ddENDA63X6+nbbrstwi2PLN566y3629/+Nv2HP/yBBkD/6U9/Ej0+VHN4VAiwzZs30w899BDvt+rqavqRRx5xe/w3vvENurq6mvfbF77wBfqKK64IWxujAf72kzvU1tbSjz76aKibFjUItI/uvPNO+j/+4z/o7373u5eFAPO3n/7+97/TarWaHhsbi0Tzogb+9tNPfvITury8nPfb448/ThcWFoatjdEGXwRYqObwZTchOmuMkTXDAqkxdurUKSwsLIStrcuJQPqJhN1ux/T0dMgZoaMFgfbR/v37YTKZ8N3vfjfcTYwKBNJPf/7zn7Fx40b8+Mc/RkFBASorK/H1r38dMzMzkWjysiCQftq2bRv6+vrw1ltvgaZpXLp0Ca+//jpuvvnmSDQ5ZhCqOTygciqhxOjoKJaWlgRs9jk5OQIWeyeGhobcHr+4uIjR0VHk5eWFrb3LhUD6icRPf/pTWK1WfOYznwlHE5cdgfRRW1sbHnnkETQ0NCAhYdk/h4ggkH7q6OjAoUOHIJPJ8Kc//Qmjo6P44he/iPHx8RXrBwukn7Zt24YXX3wRd955J2ZnZ7G4uIhbb70Vv/zlLyPR5JhBqObwZdfAnAh3jbGVAn/7yYmXX34Z//Vf/4VXX30VGo0mXM2LCvjaR0tLS7jnnnvw6KOPorKyMlLNixr4M5bsdjsoisKLL76IzZs345Of/CR+9rOf4bnnnlvRWhjgXz81NTXhX//1X/Gd73wHp0+fxttvv43Ozk6W7DwOF0Ixhy/7kjNSNcZiHYH0kxOvvvoqHnjgAbz22mvYuXNnOJu5rPC3j6anp3Hq1CmcPXsWX/7ylwEwEzVN00hISMC7776La6+9NiJtjyQCGUt5eXkoKCjgFZStqakBTdPo6+tDRUVFWNu8HAiknx577DFs374d//Zv/wYAWL16NZRKJXbs2IEf/OAHK9I6FAhCNYcvuwYWrzHmGwLpJ4DRvO6//3689NJLK94O728fpaam4sKFCzh37hz776GHHkJVVRXOnTuHLVu2RKrpEUUgY2n79u0YGBiAxWJhf7t48SIkEgkKCwvD2t7lQiD9ZLPZBEUbpVIpAJeGEUcI53C/Qj7CBGeo6rPPPks3NTXRX/3qV2mlUkl3dXXRNE3TjzzyCH3vvfeyxztDML/2ta/RTU1N9LPPPntZhdH72k8vvfQSnZCQQP/qV7+iBwcH2X+Tk5PL9Qhhh799ROJyiUL0t5+mp6fpwsJC+o477qAbGxvpjz76iK6oqKAffPDB5XqEiMDfftq/fz+dkJBAP/HEE7TJZKIPHTpEb9y4kd68efNyPUJEMD09TZ89e5Y+e/YsDYD+2c9+Rp89e5ZNNwjXHB4VAoymafpXv/oVXVJSQiclJdHr16+nP/roI3bfnj176Kuuuop3/MGDB+l169bRSUlJdGlpKf3kk09GuMXLA3/66aqrrqIBCP7t2bMn8g2PIPwdS1xcLgKMpv3vp+bmZnrnzp20XC6nCwsL6Ycffpi22WwRbnXk4W8/Pf7443RtbS0tl8vpvLw8+rOf/Szd19cX4VZHFh9++KHoXBOuOTxeDyyOOOKII46YxLL7wOKII4444ogjEMQFWBxxxBFHHDGJuACLI4444ogjJhEXYHHEEUccccQk4gIsjjjiiCOOmERcgMURRxxxxBGTiAuwOOKII444YhJxARZHHHHEEUdMIi7A4ogjjjjiiEnEBVgcccQRRxwxibgAiyOOOOKIIybx/wN0HvH0wjCSkgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:23.805448Z", - "iopub.status.busy": "2023-02-09T02:47:23.804448Z", - "iopub.status.idle": "2023-02-09T02:47:24.214550Z", - "shell.execute_reply": "2023-02-09T02:47:24.214550Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "## Another Example\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.217550Z", - "iopub.status.busy": "2023-02-09T02:47:24.216550Z", - "iopub.status.idle": "2023-02-09T02:47:24.229550Z", - "shell.execute_reply": "2023-02-09T02:47:24.229550Z" - } - }, - "outputs": [], - "source": [ - "def function_2(x, y):\n", - " return np.hypot(x, y)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.232550Z", - "iopub.status.busy": "2023-02-09T02:47:24.231551Z", - "iopub.status.idle": "2023-02-09T02:47:24.245550Z", - "shell.execute_reply": "2023-02-09T02:47:24.245550Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x = rng.random(20) - 0.5\n", - "rand_y = rng.random(20) - 0.5\n", - "values = function_2(rand_x, rand_y)\n", - "grid_x = np.linspace(min(rand_x), max(rand_x))\n", - "grid_y = np.linspace(min(rand_y), max(rand_y))\n", - "grid_x, grid_y = np.meshgrid(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.247550Z", - "iopub.status.busy": "2023-02-09T02:47:24.247550Z", - "iopub.status.idle": "2023-02-09T02:47:24.261548Z", - "shell.execute_reply": "2023-02-09T02:47:24.261548Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.264549Z", - "iopub.status.busy": "2023-02-09T02:47:24.263551Z", - "iopub.status.idle": "2023-02-09T02:47:24.277549Z", - "shell.execute_reply": "2023-02-09T02:47:24.277549Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.279549Z", - "iopub.status.busy": "2023-02-09T02:47:24.279549Z", - "iopub.status.idle": "2023-02-09T02:47:24.404596Z", - "shell.execute_reply": "2023-02-09T02:47:24.404596Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_2(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.407598Z", - "iopub.status.busy": "2023-02-09T02:47:24.407598Z", - "iopub.status.idle": "2023-02-09T02:47:24.734144Z", - "shell.execute_reply": "2023-02-09T02:47:24.734144Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(7, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for _i, (ax, title, grid) in enumerate(zip(axs.flat, titles, grids)):\n", - " im = ax.pcolormesh(grid_x, grid_y, grid, shading=\"auto\")\n", - " pts = ax.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", - " ax.set_title(title)\n", - "\n", - "fig.legend(handles=pts, loc=\"lower center\")\n", - "cbar = fig.colorbar(im, ax=axs)\n", - "for ax in axs.flat:\n", - " ax.axis(\"equal\")\n", - "\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# Unstructured Interpolators with Curvilinear Grids\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.737146Z", - "iopub.status.busy": "2023-02-09T02:47:24.736146Z", - "iopub.status.idle": "2023-02-09T02:47:24.750146Z", - "shell.execute_reply": "2023-02-09T02:47:24.750146Z" - } - }, - "outputs": [], - "source": [ - "def function_3(u, v):\n", - " return u * np.cos(u * v) + v * np.sin(u * v)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.752145Z", - "iopub.status.busy": "2023-02-09T02:47:24.752145Z", - "iopub.status.idle": "2023-02-09T02:47:24.766143Z", - "shell.execute_reply": "2023-02-09T02:47:24.766143Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "warp_factor = 0.1\n", - "x_list = np.linspace(0, 3, 10)\n", - "y_list = np.linspace(0, 3, 10)\n", - "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", - "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "values = function_3(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.768145Z", - "iopub.status.busy": "2023-02-09T02:47:24.768145Z", - "iopub.status.idle": "2023-02-09T02:47:24.782147Z", - "shell.execute_reply": "2023-02-09T02:47:24.782147Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 3, 100),\n", - " np.linspace(0, 3, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.785148Z", - "iopub.status.busy": "2023-02-09T02:47:24.784149Z", - "iopub.status.idle": "2023-02-09T02:47:24.797666Z", - "shell.execute_reply": "2023-02-09T02:47:24.797666Z" - } - }, - "outputs": [], - "source": [ - "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", - "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", - " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.799662Z", - "iopub.status.busy": "2023-02-09T02:47:24.799662Z", - "iopub.status.idle": "2023-02-09T02:47:24.829663Z", - "shell.execute_reply": "2023-02-09T02:47:24.829663Z" - } - }, - "outputs": [], - "source": [ - "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", - "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", - " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.832663Z", - "iopub.status.busy": "2023-02-09T02:47:24.831663Z", - "iopub.status.idle": "2023-02-09T02:47:24.972190Z", - "shell.execute_reply": "2023-02-09T02:47:24.972190Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_3(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", - "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:24.975192Z", - "iopub.status.busy": "2023-02-09T02:47:24.974193Z", - "iopub.status.idle": "2023-02-09T02:47:25.384312Z", - "shell.execute_reply": "2023-02-09T02:47:25.384312Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 3, 0, 3), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.387311Z", - "iopub.status.busy": "2023-02-09T02:47:25.387311Z", - "iopub.status.idle": "2023-02-09T02:47:25.399821Z", - "shell.execute_reply": "2023-02-09T02:47:25.399821Z" - } - }, - "outputs": [], - "source": [ - "def function_4(x, y):\n", - " return 3.0 * x**2.0 + x * y + 4.0 * y**2.0" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.401821Z", - "iopub.status.busy": "2023-02-09T02:47:25.401821Z", - "iopub.status.idle": "2023-02-09T02:47:25.415820Z", - "shell.execute_reply": "2023-02-09T02:47:25.415820Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "warp_factor = 0.2\n", - "x_list = np.linspace(0, 5, 20)\n", - "y_list = np.linspace(0, 5, 20)\n", - "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", - "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", - "values = function_4(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.417821Z", - "iopub.status.busy": "2023-02-09T02:47:25.417821Z", - "iopub.status.idle": "2023-02-09T02:47:25.431821Z", - "shell.execute_reply": "2023-02-09T02:47:25.431821Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 5, 100),\n", - " np.linspace(0, 5, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.433822Z", - "iopub.status.busy": "2023-02-09T02:47:25.433822Z", - "iopub.status.idle": "2023-02-09T02:47:25.447820Z", - "shell.execute_reply": "2023-02-09T02:47:25.447820Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", - "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", - " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.450820Z", - "iopub.status.busy": "2023-02-09T02:47:25.450820Z", - "iopub.status.idle": "2023-02-09T02:47:25.543337Z", - "shell.execute_reply": "2023-02-09T02:47:25.543337Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", - "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", - " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.546337Z", - "iopub.status.busy": "2023-02-09T02:47:25.546337Z", - "iopub.status.idle": "2023-02-09T02:47:25.780365Z", - "shell.execute_reply": "2023-02-09T02:47:25.780365Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_4(grid_x, grid_y).T, extent=(0, 5, 0, 5), origin=\"lower\")\n", - "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:25.783370Z", - "iopub.status.busy": "2023-02-09T02:47:25.782369Z", - "iopub.status.idle": "2023-02-09T02:47:26.187441Z", - "shell.execute_reply": "2023-02-09T02:47:26.187441Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 5, 0, 5), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# More complex functions\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.189442Z", - "iopub.status.busy": "2023-02-09T02:47:26.189442Z", - "iopub.status.idle": "2023-02-09T02:47:26.202953Z", - "shell.execute_reply": "2023-02-09T02:47:26.202953Z" - } - }, - "outputs": [], - "source": [ - "def function_5(*args):\n", - " return np.maximum(\n", - " 0.0,\n", - " 1.0\n", - " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.204950Z", - "iopub.status.busy": "2023-02-09T02:47:26.204950Z", - "iopub.status.idle": "2023-02-09T02:47:26.218948Z", - "shell.execute_reply": "2023-02-09T02:47:26.218948Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_5(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.221948Z", - "iopub.status.busy": "2023-02-09T02:47:26.220950Z", - "iopub.status.idle": "2023-02-09T02:47:26.234951Z", - "shell.execute_reply": "2023-02-09T02:47:26.234951Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.236949Z", - "iopub.status.busy": "2023-02-09T02:47:26.236949Z", - "iopub.status.idle": "2023-02-09T02:47:26.266950Z", - "shell.execute_reply": "2023-02-09T02:47:26.266950Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.269951Z", - "iopub.status.busy": "2023-02-09T02:47:26.268950Z", - "iopub.status.idle": "2023-02-09T02:47:26.422985Z", - "shell.execute_reply": "2023-02-09T02:47:26.422985Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:26.425986Z", - "iopub.status.busy": "2023-02-09T02:47:26.425986Z", - "iopub.status.idle": "2023-02-09T02:47:27.230126Z", - "shell.execute_reply": "2023-02-09T02:47:27.229125Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " function_5(grid_x, grid_y),\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:27.232124Z", - "iopub.status.busy": "2023-02-09T02:47:27.232124Z", - "iopub.status.idle": "2023-02-09T02:47:29.638520Z", - "shell.execute_reply": "2023-02-09T02:47:29.637520Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.640523Z", - "iopub.status.busy": "2023-02-09T02:47:29.640523Z", - "iopub.status.idle": "2023-02-09T02:47:29.653519Z", - "shell.execute_reply": "2023-02-09T02:47:29.653519Z" - } - }, - "outputs": [], - "source": [ - "def function_6(x, y):\n", - " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.656520Z", - "iopub.status.busy": "2023-02-09T02:47:29.656520Z", - "iopub.status.idle": "2023-02-09T02:47:29.668519Z", - "shell.execute_reply": "2023-02-09T02:47:29.668519Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_6(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.671520Z", - "iopub.status.busy": "2023-02-09T02:47:29.671520Z", - "iopub.status.idle": "2023-02-09T02:47:29.684525Z", - "shell.execute_reply": "2023-02-09T02:47:29.684525Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.687525Z", - "iopub.status.busy": "2023-02-09T02:47:29.687525Z", - "iopub.status.idle": "2023-02-09T02:47:29.716032Z", - "shell.execute_reply": "2023-02-09T02:47:29.716032Z" - } - }, - "outputs": [], - "source": [ - "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", - "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", - "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", - "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.720035Z", - "iopub.status.busy": "2023-02-09T02:47:29.719036Z", - "iopub.status.idle": "2023-02-09T02:47:29.886560Z", - "shell.execute_reply": "2023-02-09T02:47:29.886560Z" - } - }, - "outputs": [], - "source": [ - "nearest_grid = nearest_interp(grid_x, grid_y)\n", - "linear_grid = linear_interp(grid_x, grid_y)\n", - "cubic_grid = cubic_interp(grid_x, grid_y)\n", - "rbf_grid = rbf_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:29.889562Z", - "iopub.status.busy": "2023-02-09T02:47:29.889562Z", - "iopub.status.idle": "2023-02-09T02:47:30.789197Z", - "shell.execute_reply": "2023-02-09T02:47:30.789197Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " function_6(grid_x, grid_y),\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "ax.view_init(30, 150)\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-09T02:47:30.792200Z", - "iopub.status.busy": "2023-02-09T02:47:30.791201Z", - "iopub.status.idle": "2023-02-09T02:47:33.253152Z", - "shell.execute_reply": "2023-02-09T02:47:33.253152Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", - "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - " ax.view_init(30, 150)\n", - "\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Unstructured Interpolation using `scipy`\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:21.339478Z", + "iopub.status.busy": "2023-02-09T02:47:21.339478Z", + "iopub.status.idle": "2023-02-09T02:47:23.343841Z", + "shell.execute_reply": "2023-02-09T02:47:23.343841Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.unstructured import UnstructuredInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.346842Z", + "iopub.status.busy": "2023-02-09T02:47:23.345840Z", + "iopub.status.idle": "2023-02-09T02:47:23.359841Z", + "shell.execute_reply": "2023-02-09T02:47:23.359841Z" + } + }, + "outputs": [], + "source": [ + "def function_1(x, y):\n", + " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The points are randomly scattered in the unit square and therefore have no regular structure.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.361841Z", + "iopub.status.busy": "2023-02-09T02:47:23.361841Z", + "iopub.status.idle": "2023-02-09T02:47:23.374841Z", + "shell.execute_reply": "2023-02-09T02:47:23.374841Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_1(rand_x, rand_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.376842Z", + "iopub.status.busy": "2023-02-09T02:47:23.376842Z", + "iopub.status.idle": "2023-02-09T02:47:23.390847Z", + "shell.execute_reply": "2023-02-09T02:47:23.390847Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", + "\n", + "- `values`: an ND-array of values for the function at the points\n", + "- `grids`: a list of ND-arrays of coordinates for the points\n", + "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.392848Z", + "iopub.status.busy": "2023-02-09T02:47:23.392848Z", + "iopub.status.idle": "2023-02-09T02:47:23.438359Z", + "shell.execute_reply": "2023-02-09T02:47:23.438359Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.441362Z", + "iopub.status.busy": "2023-02-09T02:47:23.441362Z", + "iopub.status.idle": "2023-02-09T02:47:23.628392Z", + "shell.execute_reply": "2023-02-09T02:47:23.628392Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.631392Z", + "iopub.status.busy": "2023-02-09T02:47:23.631392Z", + "iopub.status.idle": "2023-02-09T02:47:23.802448Z", + "shell.execute_reply": "2023-02-09T02:47:23.802448Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:23.805448Z", + "iopub.status.busy": "2023-02-09T02:47:23.804448Z", + "iopub.status.idle": "2023-02-09T02:47:24.214550Z", + "shell.execute_reply": "2023-02-09T02:47:24.214550Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "## Another Example\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.217550Z", + "iopub.status.busy": "2023-02-09T02:47:24.216550Z", + "iopub.status.idle": "2023-02-09T02:47:24.229550Z", + "shell.execute_reply": "2023-02-09T02:47:24.229550Z" + } + }, + "outputs": [], + "source": [ + "def function_2(x, y):\n", + " return np.hypot(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.232550Z", + "iopub.status.busy": "2023-02-09T02:47:24.231551Z", + "iopub.status.idle": "2023-02-09T02:47:24.245550Z", + "shell.execute_reply": "2023-02-09T02:47:24.245550Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x = rng.random(20) - 0.5\n", + "rand_y = rng.random(20) - 0.5\n", + "values = function_2(rand_x, rand_y)\n", + "grid_x = np.linspace(min(rand_x), max(rand_x))\n", + "grid_y = np.linspace(min(rand_y), max(rand_y))\n", + "grid_x, grid_y = np.meshgrid(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.247550Z", + "iopub.status.busy": "2023-02-09T02:47:24.247550Z", + "iopub.status.idle": "2023-02-09T02:47:24.261548Z", + "shell.execute_reply": "2023-02-09T02:47:24.261548Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.264549Z", + "iopub.status.busy": "2023-02-09T02:47:24.263551Z", + "iopub.status.idle": "2023-02-09T02:47:24.277549Z", + "shell.execute_reply": "2023-02-09T02:47:24.277549Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.279549Z", + "iopub.status.busy": "2023-02-09T02:47:24.279549Z", + "iopub.status.idle": "2023-02-09T02:47:24.404596Z", + "shell.execute_reply": "2023-02-09T02:47:24.404596Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_2(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.407598Z", + "iopub.status.busy": "2023-02-09T02:47:24.407598Z", + "iopub.status.idle": "2023-02-09T02:47:24.734144Z", + "shell.execute_reply": "2023-02-09T02:47:24.734144Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(7, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for _i, (ax, title, grid) in enumerate(zip(axs.flat, titles, grids)):\n", + " im = ax.pcolormesh(grid_x, grid_y, grid, shading=\"auto\")\n", + " pts = ax.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", + " ax.set_title(title)\n", + "\n", + "fig.legend(handles=pts, loc=\"lower center\")\n", + "cbar = fig.colorbar(im, ax=axs)\n", + "for ax in axs.flat:\n", + " ax.axis(\"equal\")\n", + "\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# Unstructured Interpolators with Curvilinear Grids\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.737146Z", + "iopub.status.busy": "2023-02-09T02:47:24.736146Z", + "iopub.status.idle": "2023-02-09T02:47:24.750146Z", + "shell.execute_reply": "2023-02-09T02:47:24.750146Z" + } + }, + "outputs": [], + "source": [ + "def function_3(u, v):\n", + " return u * np.cos(u * v) + v * np.sin(u * v)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.752145Z", + "iopub.status.busy": "2023-02-09T02:47:24.752145Z", + "iopub.status.idle": "2023-02-09T02:47:24.766143Z", + "shell.execute_reply": "2023-02-09T02:47:24.766143Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "warp_factor = 0.1\n", + "x_list = np.linspace(0, 3, 10)\n", + "y_list = np.linspace(0, 3, 10)\n", + "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", + "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "values = function_3(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.768145Z", + "iopub.status.busy": "2023-02-09T02:47:24.768145Z", + "iopub.status.idle": "2023-02-09T02:47:24.782147Z", + "shell.execute_reply": "2023-02-09T02:47:24.782147Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 3, 100),\n", + " np.linspace(0, 3, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.785148Z", + "iopub.status.busy": "2023-02-09T02:47:24.784149Z", + "iopub.status.idle": "2023-02-09T02:47:24.797666Z", + "shell.execute_reply": "2023-02-09T02:47:24.797666Z" + } + }, + "outputs": [], + "source": [ + "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", + "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", + " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.799662Z", + "iopub.status.busy": "2023-02-09T02:47:24.799662Z", + "iopub.status.idle": "2023-02-09T02:47:24.829663Z", + "shell.execute_reply": "2023-02-09T02:47:24.829663Z" + } + }, + "outputs": [], + "source": [ + "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", + "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", + " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.832663Z", + "iopub.status.busy": "2023-02-09T02:47:24.831663Z", + "iopub.status.idle": "2023-02-09T02:47:24.972190Z", + "shell.execute_reply": "2023-02-09T02:47:24.972190Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Iae6+7EChrqUaW878DRo0HGrYgksyyzAsgedJmQuDsAan48eP46abbkJtbS3S0tIwefJkvPHGG/j85z8PAKitrUVNTU2wfF5eHlavXo3Fixfj0UcfxYgRI/C73/0O119/fXSPop9T/cHJ4JOJ7gP2fnDaM4MT0DlAjS/NQkNHQveFmT7jVNtRaNBgwIAGDSdbjmAYeHBiLgzCGpxWrFhhu/2pp54yrbv66qvx4YcfhtUpT0L0aIPotYY852RYzzkFpPkeum30ZUOw4dlqaD4NAb+BvEuHoN3wmeaIaCi4j3ZIoZsD5nmrLvym+azw56PoPJNO5ro0TewE1fx1nc4/0TkisQ79HCDTPwGfdL5jFMu0ToxUx0fnSuhcEqnULs05xZDGybyOFit9hRRzToYwFSTNJSkw5Lkp8lnz+5ERk41D2BYcoIbEjjDNgWnks94ROia9TeyDj84zxYX24yPzRXSOCQB89HyT+oFWMh8SK57HVnIez5JJrPgY8R+fBB95VYKEhdN5JnnOic5HxZLXK3yGGO7vC5BtOrkX6PyRIZ0fsk0nX7hYTTy+ePKd8JM+tJG+BXTx8b+NzG+2kfuJzkW1BsT7rIPc4HQ+OyDNH7WQzx3CF4QeqxScJn92iR7POTE9Z0JpFr7+u2Ic3HgSEy4fhKJr+n5eh+l/ZMaPxrRB1+JU4DiGxI9EZmK+kxgehukX8ODkESaUZmFCaRZSfC3dF2aY82TGj8bw+PFud4Nhog4PThSH/3bKUh5FJet1mCQ6n+Uylf/apRjoWBIC2w4pProLqWtCKLm80QE0NF2X5ToaSq6pQ8l9RL4TZD0a+q3Jsp5iWQ45V5SjUp4s6xlUyvPpluu1GOn8ks90mxGQyvnIsRNJjYbuGhahuo6gIeN+xX6kUHK0k21kWZdkS7091CdfO5FU28h5jBWvUSCOvNoglCNdaxOPtYPIei0xoWM4GyvGqcf7QjKfGFYekujibWU9IgtKMmosqeczrN9ljNekaGIi8wlh5tJvRixZkaDRsPJQ/QBEmbENIZmPSvftsda/EYD4O0F/W/zSvUVlvlYq8dFZAelLpXlE1uOUGQzDMIzn4MGJYRiG8Rws69lhE5XXRcAUUEUfna0jajrrUfcIaylPjqATovUEdwbqPqB2lQgIbhHRfXTXFW4Rpm2KaD3I0Xo0ko9EVJncHhRSnsotQi4XIA4RVNoypCgzGr0nRO5JLg40Oo66TNCj05zaYplvLrIc2q9BJD7NL0UC0sjCjoDlMgDoxEnCR6Ly/ETK09vE8+gj797TQDAfUcSMFklmUkSmNcfIsl6o39Q9Ip5E8cWTKD5AHa0XKxkj6+Q8+ohUrpProkvfPSEqz1BHW8rRe134ycvI7VJ/2rXQiWz3hcxwBek/Vpb1rKcMZMcaKvPR36Y2g5gAB+RoPctD6HP4yYlhGIbxHDw4MQzDMJ6DZT2nCC/h0uVIX8K1fhT3C+sliU6zluWoCSwk41dByiPlVC/nhoOuiOSTX8L16dYmnLSOX+6OKlrPRtYTJT7rZQCgWcwMIaqPRutJEUyxipdwO8RyBjWMJZF71JzVkPMG2chEAgGFlEei3kwyI43eE6L1RGnJIFF1GjGFVRnCAkCAbPMJL+GSF1ttTHf9raGNLT4pv1hMqH80ci9O95NlSdbTVbKeWM5HZHCVQawPYh0Kle50KQKWfvaRzAsJ5IYO6OK5DxDJz49zoWWf9XcXUEf1mgymqUEs+Vo2kuV2ScbriDzNX1ThJyeGYRjGc/DgxDAMw3gOHpwYhmEYz+ENcbGfEZnxq1iuXaEZ02SFdg4RATJvISQbjPD/Dbl/VsgOEapkg3I52rJPsw4lF8LKIYaSQzCIhVTOOsxcmH+yCyUny7rCOQIQ3SNEtwjpKyQkAST9puvFGlCYFHRmk3WCwi2isz/kRHRYu0UAgEZClX3EFFaYk5MdIoRtofV0+iggGy3QMHVyHjtixLmy5phQxRhfKClhrI/ORYnzQjS0nM45yQaxcYowc2oQ65NcJXQa/k1Ogxw6TuecaDg6na6Ll2K1qUGsX6fzTyHnCFPiUTpPrUhwCogGsfS3hf5unTX9NrFDBMMwDMNYwoMTwzAM4zlY1nOKIOWFVsuP0fSB3c74VRVKLjpEyI/boctF33KPo6Gypjw0JFxbEbIuI4ewO8HO+JV+1hRuEZBkPZWUZ+sQoZDyAjGSHOWjUqBC4pPeyDfaaeg22SYZxGokbt2ghqwKtwhASscl53BSQUPGFW4RgOgYIYSVmxwiQtsMEh5PXTN0KeZYb6fGr9Yh5z6T6S45BCKVBqTz2Ea0wWYSkk+dI+RQclXeJ9khgoaW02WaI82nSzmg6PeKHJLPJNJa532i62Ml02ZqEOsncqLfJgeUn0qq9BURk0MMfX3EWv6TpyZkmc8t+MmJYRiG8Rw8ODEMwzCeg2W9HiKLMKrHZVn+E1whyP8IggmsZG1AI5VU9WWVQfYOtaxj8dkJssGraj2V8mhuJ0Hik4xfqWOEYOIqRbAp8z7FWK8HJPcIIkEJxq9S9BiESD4bWY9GxMVQiY/KcDbp16kLhGOJj+rMUrQejd5TRO4BgEZSuGskWk8n58EnGb9SuZRKoj7BgUPsjiGY85JuSufRT9qmqd2biEEs/T4AQByN5FNE7nVuI/mcqJRHlmMlpxU90EE/kDqyZCjUghXUOQIA4snPMDWIDdjkgKKSv+AkIct6Nqaw3a13G35yYhiGYTwHD04MwzCM5+DBiWEYhvEcPOdEkSV+hRO5XRJCYZ7J5s1t6hAhvMWtW9fvbINoyxoNWaUdhSuIDuXy2/V0zom6QKudzIXkg4r5J6BzGqVp13Y0V+9HykVjkDqu6Hw5WkdsWggf91nPmwQkhwiNuGn7yNwU/FLjdO6EhnuTeRNNCvdXXTJNchgXK5F5OGHOSnLaoM4UNk4S1DGChtEbdP4pVjwnPhJaHiBTIoZiTg8QXcp1IaxcutfJvF47mcSiYeUx0pxTrMKx3BxKTlwhqEO5IsQcEOdKfcTSQ7dJHEkPXRdCzKVnAvJ9SRDCzEnbkpO5n8xB2TpJKEPJu5+LolRUVKCyshKlpaUoKyvrtnw04MGJ6dc07dqO2j+tBDQd9cY6XPTlW4ID1ECirr0Gp/y1GBI3Eplxo9zuTpCG/dvRdHgfknPGYFCBd6/L1n+cxOEPPkPRjGRc9rk0t7vjKSoqKrBgwQL4fD4sX74c5eXlfTJAsaznAarXHsH6X29G9dojbnel39FcvR/Q9M4XUTUdzYf2u92lPqeuvQZbz/0fDrftwpazb6Gu7ZDbXQIA1B/cjpqKJ3Fy6zuoqXgSDfu3u90lS7b+4yR+f8cuvP7MCSy7/RA++Hu9213yFJWVlfD5fPD7/fD5fKiqquqT/fKTUwTIUh4l3GSDR94+hLfvWwvNp2Hb87sR/5srUVAyAoA5LJS6R+gGDWelb687+3/DHNpOE5tZH5/ZDJP0QZblhHKK8HHqHCG5SmiCQ4Q6lDyxoAD1764LDlBJeQUwfJJbhCwZKUKgDbpelqNomDl1j+iQQ85JSLYgqREHhoDsKkGOj4YZ686u5Sl/LTRoMGBAg4ZT7UeRGZvTuVEIJVdIfAAMhSksTbqot0nXXwgfJ/f6ecXp7BH5H4d9SBkfenrytdJzLx6TmAQydL6oc0STT+xPLLmHaFJCOSxcDjP/eEMNdJ+GgN+A7gM2v9eKmZ8fKtShYeY6WkMbdFl6tZb5VBKf/DlW8dMSkNpNpbKj3mJdKUqUlpZi+fLlwQGqpKSkV/fXBT85uUzd5lpoPg2G34Dm03B4U53bXepXJE8qQtZNi5B2xSxc9NVbhB+/gUKGLzs4MBkwkBGT7XaXAACpWQXBgQlGACkjCtzukiUFl2UEB6aAH5hw2SC3u+QpysrKUF5ejrvvvrvPJD2An5xcJ3N6Nva8uD04QOUUZ7rdpX5H8qQiJE8qQsw5b75M2NtkxuZiKubgtP8YMmKzPTPnlJ5bhNHzFuHsp/uRMqIAaXlFaO++Wp9TeE0mbn54Kj7dfAwTLhuEaXMyAJzt1X2+9mYT1r7bgquvSMA/XZvcq/uKBmVlZX02KHXBg5NTFFKebbSeInKPbhsxazQ+/2AJaj88juxLhiPv6szgC//mfE7UIYI4SZDLGAsxykhFJI4QTjHnfQpYbhNyO5n8M0kbGpX4xGKGEMnX/bLdNmoIq0s5oLpkphOf7cKZE/swOC0PwzImwhcjnUcavUelM5r3SXZ+ILKeYAIr52ayITM2F5mxudCkKENhX7S9DqlcjLVUKRjCSsdKjV8FE1hyqIMvKsLgi84/zbap3SP0VklGpa4HRG7tIFF8rT4xWdRZ6txAlmOkSDeaB6orwm/k1aMwdc4QAEC9X8z5BACxRFYTolED4nCr6wq5nfDmW834yqLP4PMBD/+hAS+tzAwOUGJUX+i442XZnMqJAZrnrVUoFiDSMHWSCDg0gXYTHpw8wKirczDq6vNzBGi1Lcu4x4nPduHjj58BoOFw7QZMnnAjshLHuN0tpp+x7t0W+Hyd/yv4fMC6DS394umpr/HmkMkwHuT0mQPofLYxAGg4XX/Q3Q4x/ZLZVyQEBya/H5g9M8HtLnkSfnKyQxGAJryPq1ZoBImvIyBF64FuIy8ckrcU440OZR2/kA7aOjW0Hea8L9aypdNHfrs07WopT5HbCVK0Hu2C9BIufaHW0K2j+kzGr8q8T2S9FDYV6NCRNrQARw6vR9cAlT44zyR1gRiogrwkSuU2zS/WkVPCB8tJnx3JfLLTL5VEaW4nKdJNyPUUYy3/aVJkIjWCFa4DlY9M8ijpD42UlNVIwbiXtEfKtUv3Qovwgq515J78OYbId7pg/Cp+98TIVCofShK2QU1lrWW9eXMT8cLKoXj73VZcdUU85l+biMD5smLkHtWfpUaEVFHUINaLs3qRMaAHp4qKCpx4rRyJ+QVInjTworzCYU/lMez/4BRyLx2KsedD3QcaQzMnoXDav6Ohbh/S0/IwbMhEoMXZHB/DUL44NwlfnJvkdjc8zYAdnLreeoamo379OmTdtAgJlxS63S1PsqfyGF78/z6A5tOw6U/78C/LZwzoAWp4yji3u8EwFzwDds6p663nrvcwzh0YeM4CTjm48YTwLlbNphNud4lhmAucAfvk1PXWc9cLgon53bwg6ND4laJyiwDEOShh3kNwarBxiCBzC1T3lhVnn0MnWNEIUtzv6EuH4v1nDwQHqNzioXJ1Abs5J12ReFC3cYiA4BAhh9TSMHPreSbJkEFwNqBuEWKIuWxESub1iAFqQDJ+9dF5GVVYuTzfI5i4kiso3TMaMQV1nIiQQg1nZVNZ+pm6RZBQZD1GniuzPic6MYT1xYj9DJB5Kmr8qttcI59wXRRJHyG6RzRTo1bp3lKFmVNDWNksVrhvFQkKTdt0+m2kfRClYJpskJrA0vknOUGhcLOSTX6p39D77xzUgB2cut56/vdf/jo45+R3y9Lb44wvzcJXf3sZ9m88hdzigTvnxDBM3zFgByegc4AaunOf293oF4wvzcLoq0e63Q2GYQYIA3pwigZOHSLkcuIb2tZOEnL4Oc3hFCCP+VTuE9+ZhyAT9BQ7VwlZylOhOQwlp+0FVGHlcOYKIZuKUpmPyklCPiepjiAFEjlLM4VKkw7SsPIYEsYtS2qCi4Pd9SJyGylmK/FRKY/ej1IfqBEsDSs3iKyntYsnn8p8Qt4nH5XkzPm3gnVsZFQxlJy0J6TSkr4fROZrI5phsx4nlIsVZD2az8nayaSzTkiKoyHiPlPuMiqd0g0qiQ/QqRQnyHXWEp+8jdZJkr+iAZoTqn9JfAM2IIJhGIbxLjw4MQzDMJ6DZT2CrExpgiwHy2UZKt/RYnYp1wWHCLIcJ+XzUZk1iu4MsmTk7P8P6hDh2BVCIeXpUEt0qmU5TbsQradahp0rhDoHlNr41XoZECU/mrJd75BkK5LrSYjcIw3aSmrEgNWQ3++l7g80F1Ykyq3sJEHdJ6hcRnNASQ4RQmp3UscnRE2K596nkPIMW+cPut66DCDKfB1E1muRXRxUBrHULUKW9YTU7tTxRJLoqGRH5WPyo6FL0Xo+Kr0Kzr/WEl9nG7r1NskORZD5+pnEx09ODMMwjOfgwYlhGIbxHGHJesuWLcPLL7+M3bt3IzExEVdccQV+8YtfYPz48co6VVVVKC0tNa3ftWsXJkyYEH6PvYCNxKdO0y7JerCO0AsIZrHiI3o7MYKkMgGVFuQXaJ1qPsJLuIq+RYrKFFaQV+QXd4kUI5rASidckHm6fyFX/kzlOl2or65jCGax0ouyHWS/NJ27kCJdajyGyjLkuKWby6DXlr5raUoVroBKeXbyr4PIvc5tNJKPSGL0nLZLsh6N8CPnWzaI1RURlT6F3Cf3j0Z4tuviz9w54QXd0HKMIooPCOV9AmRpWi3rCQaxdL18DwtymwOJDwBVqpUSn1SPSnyClCi9uu808ra3CevJae3atfj2t7+N9957D2vWrEFHRwfmzp2Lpqambuvu2bMHtbW1wb+xY8dG3GmGYRjmwiasJ6c33nhD+Lxy5UpkZmZi8+bNmD17tm3dzMxMpKenh91BhmEYZuDRozmn+vp6AEBGRka3ZadNm4bs7GzMmTMHlZWVtmVbW1vR0NAg/DEMwzADh4hDyQ3DwJIlSzBr1iwUFalzIWVnZ+OJJ57A9OnT0draimeeeQZz5sxBVVWV8mlr2bJl+MlPfhJp13oHhcGrySGCLPupuauNQ0RA4RBhDj+3rmMX+m1yjFDgNHxchW7zdr2wjZwhenSmUHLNes5J/nfKSYJB+/mj0LKQbFCaS6LbdCFhnmSGSrYF/GRugrhFyIn+DBI+LrhHmDqumAug80+Gw/kn03yWYq6L9kcOgSeh5RoNbSdzaLrk4kDnmegcn8/hHB9d75NfERBCznXL9YCYpLBZEVZu+zqETSi5GGbuzCwWelto2cn8EyD80NCkhLKThHCK6G4VyQo7P3ojR1nEg9Odd96Jbdu24Z133rEtN378eCFgYubMmTh8+DAefPBB5eC0dOlSLFmyJPi5oaEBOTk5kXaVYRiG6WdE9O/yXXfdhYqKClRWVmLkyPDNQGfMmIG9e/cqt8fHx2PQoEHCH8MwDDNwCOvJyTAM3HXXXXjllVdQVVWFvLy8iHa6ZcsWZGdnR1S3T1GoKIbCOcK8TW382qGQ/ESHCPHxmhq8xpDQ1HZZ/lEgSxUqqMRnJ/fJUqUTNAe5nQAxlFxlAgtIsp7CFUIOP1fLf9TcVW1YKrhFSN8gjW4jYeWgIdR+KSSbfqb6luTiQHMrGYJbBJXhIpRnaXvULUKjxyPmChJMYWlup3Yqqcl1Qst2ThKGk1cEpEMVpEHSN+l0w09i09u0kPDd5DQHlCBhy6Hk1mHmPjiUW4nE5zPouZPqK+Q6KvHJCNtUEh/g/NWEXiaswenb3/42nnvuOZSXlyM1NRXHjh0DAKSlpSExMRFApyR39OhRPP300wCA5cuXY/To0SgsLERbWxueffZZrFq1CqtWrYryoTAMwzAXCmENTo899hgAoKSkRFi/cuVK3HzzzQCA2tpa1NTUBLe1tbXhO9/5Do4ePYrExEQUFhbi9ddfx/z583vWc4ZhGOaCJWxZrzueeuop4fN9992H++67L6xOeRLVodvmcwJZVpejThABIoPIDhE03wyVBankEDClc7Z5ezxMnMp4JqkjEuNX+llTSFiAOGtKo7UU6ds7P4e3DEi5nojaqktpyGn0njJyT7quGtkmRM2Z8j6RqD6a2l0oJKXplg1eVZAoP3pvKiP3AEH+o24RoG4K8rkn5Qyazl2OYKQSpkKilQ19qQRpV85P2u4gEl8rkfjOyvcjWbZ1iKBStcPvm66Q/HS0kg82BrOkcz5JozPlgToPlfjkOj75HnIJ9tZjGIZhPAcPTgzDMIzn4MGJYRiG8RycbDASbJMN0mXq4uDQldzOIYImBCT/V9BlXZ4XFBKROftfROWSHm1UYeXyZ5VDOWATSu7UlVzhfi07RNCkgoKTRIdUjjptK8LKDdk1gcxTaQE6ZyXNTQk3F5l/om1BJoL5Awdh5YDoCmHQMHMaYt4u7l8X5o/osnhOfMKcEekaua7SaRTD1IW25XLUvTy0nl5KOUGhk3lTQHaFsHackMPKTQlCrdYHpOSA5NwnUcdz6XrHqtzLoV4f23tf+bDgwQlA087tOHdgP+LHFyC5qNDt7jAM4wLNH+5Ey64DSJiYj7Qr3c2a8N7fG7H7/XpMn5mAqz6f5Gpf3GLAD05NO7fj2DMrAU0H1q9D5i2LeIBiwubUpzvQULcfg9PzMSRrktvd8TyfndyFU02HkD44H0OHuX++mj/agRO/fwbQNTS+tR4x8TciudidfHPv/b0RP/nmEeg+4MUnG/HLPwzD/LlOXTIvHAb84HTuwP7OgckIALqOln37kVx4fnCiT+zCstr5Qf7chWPjVxspkLpHxGg05JyG8VruvhOHoa09NYGViSSU3KmsJ4SWk9MlmIBKh0PdHzQi/1C5TpO8L9XJBoHTR3fgk3efAjQdtcbbmDBjIYZkFwrOD0Yskamk8G7BMYIkItTkMHDx3QSyTK6rHF4tZGO0Tmpoh9IQVt6vkEyRSEuy7KkHUHd6N7btfR6AhiOH1+PiSf+KjItE82gq+amSDcqvFRhiBj7r9dK2LgmybceBznMXMABdw9lthxB3cahP5xT3qkmOdujCoiQG+GDDSei+Tg9Y3Qds2OA3Pz1RmU8IM1fLuCqJTzdbRFjW77KsKy0tRVlZWTcH0nMGfEBEYn5B55dW04FAAAkFBW53iQmD5i07cfq519C8ZadrfWg4vi/0D46moeGzA671pT9wuqEanf9JGAA0nKmvdrlHQMLYMcGBCQEDCRPzXevLpBmpwYEp4AcmX+6+rFdRUYEFCxbg4YcfxoIFC1BRUdHr+xzwT07Jk4qQddOizjmncTzn1J9o2rQLJ377p6AUM/SOhUia0vfXb9DwMTj2ydvBAWrQMPd+2PoDgwfloeb4e+gaoNLTIvPojCZJFxdi6B0L0brnAOLH5yPpkvHdV+oliuek497HC3Dgg9OYfHkSZnwuFUCza/0BgMrKSvh8Pvj9fvh8PlRVVfX609OAH5yAzgEqeVIRAnHhP5Lb1bAzflVJeVSi69BsHCKIziRIYJL0Ikb8OYzWo9IiqRONyD2nUU86zQ+kKNe6U5RiWj/Zj6Rp5+cvBBNYsQ+qSD57h4jQMpX8dB+QnluIsVcvQsPx/UjPyMfgEYUIQIrcI/vUTDmOSHQbdZyQTFwN8lkTOkskJ7HbMGhkmNCejcQr5ISiIYyyQwQ5JiIzG9QsVorCM/QAMlPHYUr+13D63CEMHpSHYWnjEWiXHCJoVJ6Qm4nKuHI+J2tXCDmqj0qf9K5LnnAxkidc3Lm+RZTH2sl9d47s1tbZhO4S6nvdivyrU1A8Jx0AcMbqUvnIYKWU+ACVzCdG5Ek5oEx3EVBaWorly5cHByjZwq434MGJ6bckFuah/m8bggNU/Hj3JNnBIwsxeGQhfK09nHMYIGSmj8ew4e4HQjDOKCsrQ3l5OaqqqlBSUtInc048ODH9luTiiRh2z03B8N/EQv6xY5jeoqysrE8GpS54cIoAQTmzNX5Vv8wqvKBLczvRFwTtXsJ1kOYdANqJLBMbwQuZVlLe/rVHcWRjHYZPH4G8q7tPNqmSMVQp2zvrkGWbaL3k4gnBkN9AK5V1bIxfhXTe3a+X2xANXaUXU8kpDhDtRIjc84vHYJAoTCGST5L1qJQnRtGpc/gIBrGCqidrnQqZj/ZHvo70i+C3TtluSDmgNCrFUU9iKaLOp3hZ16eIzpTLGYJZsHT9qVEq7Q9Z9Gvi+QmQxF1tNrKeKVgyuN5ZpKxPyBXl8ClcJfEBjiL5zC/deiNOjgcnj3HsnWqc2HIUQ6ddhNEl4WcZ7m32rz2Kvy5eD82nwXhuL77w66sdDVCMO9S1VONk21EMibsIw+JHu90dhnGMN4ZIBgDw2fr92Hj/ahxctQ0b71+NT98+6HaXTBzZWNc5MPkNaD4Nn24+7naXGAV15w7gw9OrUdO0DR+eXo26FvdDthnGKTw4eYhTW49A0zUYAQOarqHuw1q3u2Ri5KWZwYHJ8BsYMX24211iFJxsOQwNGgwY0KDhVNunbneJYRzDsp5THIZRC96cwnqxPg0Zjz0/n5E+NQeHV20JDlBDp40Q5nxEh4juw8o7dxwqR+efHOvZBD90jL46B1/8zVU4uqkOWZdkhS3pqd6gl/ujKd7IN4XuKpINig4Bpk6Etjk0i6UGsZpiGZDMY2n4OA1Fl+eSyLyOyi2is0HrOsK8EDmeIUm5OHR2a3CAGhJ/UXDOx3RO5DkoC+Rko0IyRDp3Q9f7pTknOilD3CN0KQRanGeynhcym8Va15ePVZiCVLiKQJpzolOLAfKz2QpnRPJ9iwif9D5UD50k3IQHJw8x7MoCFP/PF3Fy6xEMmToSI67y5lxO/tUXIf/qi0yZehlvkZlUgEuG/BNOth7BkPiRyIwb5XaXGMYxPDh5jOGz8jB8Vtcb8+22ZRmmOzIT85GZeN6xwu+N9NsM4wQenOxQPYkLzg/SJoUrhOzhST+qHCICUlyqUI5oEDqR7kxPM1SdUIUL2+DUFSIQgVms03xOPoUJrNyGJjgEWEtdgNrEVZXnCRDlO7GO5MihkPJ0Ej5uCj+nehQJU/f5TTcX2REJTRecI2yMcek+pYFKDDN3KEGJyctCyzSs3OTiQLZ1UFlQyvskSG80RDy02ifHbVOJTrEstyfWoeule4bIfAEq8Um6rl2YeU+QzZiF76XNr3hAbwktoy20QfeT9eK5p05+iWH1MrpwQATDMAzjOXhwYhiGYTwHy3qRoMrzBFnpCN/4VZT4RMkghkgiokMElRwkmYnul0YgOZT47IxfZTcKJ6jelLcz0LSN1hOcAKyXDZu8P2IKcLIf2VVCYQobkL5BVJ3SqVuEkLJdrGOQbVSiC0iynq6Q9VTOEZ3bFNKbnHKd9sehxCe4VDiJ3AOgdVgbxJr6Q+VRIv/pVFKVzGLp/S3Ieib5z/o8CLe3Jt/b1nVkWY8qtq2IgxXRlPtMOP5FD0l8fklSpTfuoJ73KGL4yYlhGIbxHDw4MQzDMJ6DByeGYRjGc/CcE8UUcxqBNqwIM5fnnFTzUYaNw3hAMc/UQXakS3NJuvD/B50XCP//kkjCxe2wTTaomGcyhZIrHMuFrpqSDVonpbNzlRCSDfrpsjw3pUowSOrEim1rJDaZtmfESIn6hHBtOvFF25LuWYV7hAkSWq6cf7JD6JvN+1R0LofuU54XosYGitBv05QnKSckGJTneBQh44ZqP/IKm6nWAHFhoWdBNf8EmH8bnOD4FQ9yIgKqZxG9Tfwc8Mb7cPzkxDAMw3gOHpwYhmEYz8Gynh1CPKq1o6vdI7kq8aD8WZUsUK5D3SMEScyhQ4SoJoXvFiGjSngYDWhrgu+nLP8pZD2lW4TUoFPjV4MoHaqwcvlzQHCIsKtDziMNOQ+I51RwgiBOEkK4dkCWAkM7c3yFVBKf7D7hBLmOwj3C0GySEpJtuk34uSG0RzMZSqaygqRN66hD7UU50eZMCgax4Ut8FJWM39m2dR/k9fRVEHFZs1wGAL8s87kEPzkxDMMwnoMHJ4ZhGMZzsKzXUxwav8qCCN2mksc6JIkmhppPEinP3iFCsS2CyLtIHCHsiCRazxygpdimcIsARClPU7hFyIauKsnPlPeJynLU7FWQ68Q6mhBtR+4F2SCWtBGgEi+9T2wcIgRHB1luo1F9NE8SkQxNsawqmc9QSI6A0j3CFPVIpDyVxCera6JZLF2W8j4J8h3dpyBiio0r732HUXMKiQ8QZb5IIvcoful5gxrGOo22ldtwC2/0gmEYhmEIPDgxDMMwnoNlvUiwi9CjyzZRfWKWbSLxEYkmRtJ/VJF8AYVECAA6qUPTvMsGrD4HZpRy29F+KVeFnfwn5nMiMpFNmm5ByhFeyKXrZc0IluXs8j4pX9y1qUOlOznyjl4yXYgypB0S21a9oCvLliaZzwrZxLX7GmYEyY/Ka1LHaaRiBz15RB6VdD1dDOt01h/ly+g2ZrG2R67YRg8bklks2daquAymfHCKCF/zd1RRzqaO3+eNZxZv9IJhGIZhCDw4MQzDMJ6DByeGYRjGc/Cck1NUkrw8/+TA0NVum0ojBiSHCND5I+oWIYWSC+HjdIv8f0nPHCPE+bDw/+fRpROsDCW3cYigy3TKQjMlG6Rh04oQcSneV5WI0JC+QaKTBC1H5ntMZrFkP4p5qs42SHvkXjDIhIRp6lCY+PRZrwdM4faOoHNQTsLK5To2qIK6TQaxFN1y0dwlpXmsdbLCznLKHtnsyWGYObku9PvfSvdo8/uhmn/u/GwdSm4XYq40iO1jeHDyMJ+t348zWw8jfWoOhl1Z4HZ3mH5A3endON1QjcGD8pA5eILb3WGYiOHByaOc3LAPu39UAegaDq/agot/VoYRV412u1sAgENrD6N28zFkTc9G7uxct7vDnOezk7uwbe/zADTUHH8PU8Z+HcNTxrrdLYaJCB6cbFAqYkKIuLq+YVOuu8fy+q01nZJTwAB0Dae3HkHWrLxQOUVYeYcpEVFoMVZwH5V76+xRvmZdDf7+nSpoPg3bn9+Na351TcQDlBwWTtEU4eMNH+zB2W2HkDJ5FNIuHydJftb1TZKVyhTWJvxc5Qphlv9IH3yK9dK3TuUQQaVAAAhQrZLmgDrf2dNnD6JTSjIAaDh19hAy08eTzlL5TwxnFoSqDrqB3sRyeL21k4Ttl4JC68ih37SvxCxWcI6Q22uXV3Q1LZZ0FiltVygCJwnBRFq9TXjFhPw8t5l+P+iynaxn/dtgZzAtG8G6RVji4rJly3DppZciNTUVmZmZ+NKXvoQ9e/Z0W2/t2rWYPn06EhISkJ+fj8cffzziDg8UBk3JDQ5MCBhIn5rjdpcAALWbjkHzaTD8BjRdw7EPj/XZvk9t2Ivqn72Ez/66CdU/ewn173/SZ/vuD6Sn56NrYAIMDE4b7W6HPM5nJ3Zh357XcKJup9tdYSwIa3Bau3Ytvv3tb+O9997DmjVr0NHRgblz56KpqUlZp7q6GvPnz8dVV12FLVu24P7778fdd9+NVatW9bjzFzIZM8ei6GcLMPKfp6HoZwsw9ApvzDllF2d1Dkw+DUbAQNYlWX2274aPxKfJs9tq+mzf/YFhQydi8oQbkZM9E5Mn3IhhGRPd7pJn+ezELny8/VkcrXkXOz56hgcoDxKWrPfGG28In1euXInMzExs3rwZs2fPtqzz+OOPIzc3F8uXLwcATJw4EZs2bcKDDz6I66+/PrJeu4AmmLiqZQt10JL6cVtlEJsxcwwyZo45X95ZhI7psV71JrjJxdO63zIjrxqFa351DY59eAzDL8nGyNm5CMhtR4AchWfFoCm5OPbK5uAAlTo5V0qz4yzCT5DsaAOC64K4bxphp4rck+uJyzQqUJLrhHTupO0YsW0avUdTuFN1bOiwSRg6bFJnGQAGPVhqRSBJho4NYil+alnhUOKjn6ncZpP3SegnkRydWrOa41JjcObkflAJtOHkAQzNnKRowaqVrk6o5UjRisSup/R804g60ueA+FPd5iDat7MNa/cZWq5dsjlpl29+l+jRnFN9fT0AICMjQ1lmw4YNmDt3rrDu2muvxYoVK9De3o7Y2FhTndbWVrS2hgIpGxoaetJNW5p2bse5A/uRmF+AxClFvbafC4nc2bnInZ0bdZfy7siYORb5/3UDzn5cg5SLc5E+YxzaOrqvxzAyg9PycLh2A7oGqPT0vO6q9AlNO7bj3P79SCwoQMJ0u8HywifiwckwDCxZsgSzZs1CUZH6R/3YsWMYPny4sG748OHo6OjAiRMnkJ2dbaqzbNky/OQnP4m0a46pqKjAsWdWApqO+vXrkBmzCMmFPEB5mfQZ45A+Y5zb3WD6OcMyOiXQ02cPIT09D8OGTjSlsuhrmnZtx/FnVwK6joa312FY3M1IurjQ5V65R8RvW915553Ytm0bnn/++W7LytEyXbKBvL6LpUuXor6+Pvh3+PDhSLtpS2VlZafxoxEANB0t+/f3yn4YZqBR11KNXfVvo66l2u2uKBmWMRFjx8zHsKHemJtrPrC/Ux4NBABdR8vegf17FNGT01133YWKigqsW7cOI0eOtC2blZWFY8fEiK66ujrExMRgyJAhlnXi4+MRHx8fSdfCorS0tHMu7PwAlVDgMOhAsB6XNWfrbaY3vMmyE4dyAAgQ120xRJS4RZgcIkg5qi3r0v+JUVTo7MJZnaIrkgiaHCJoyDkJC9eEZbFtTRFKTqdnTE4EuvWyKeRc4ViuCisHIHwLaSi5KSlhLC1H+q1wjgCkKR46zyTdJ3SaQeVebnsVyRxRXetBfHjqdWjQcKjpI1yS8UVkJuRZ7jeI7BxB57BU80+mBIVqx3KhabKNtux8piXUN/NUqSLM3EEoecrIMagPrOu8YQMBJOWOge9c577kOV1DmDOi19/Z3DYNK5eTmppeR3GJsAYnwzBw11134ZVXXkFVVRXy8rrXaWfOnIm//vWvwrq33noLxcXFlvNNfUlZWRmybloUmnNiSY9xQNOu7Wg+sB9J+QVILbjY7e54jpOtR6BBgwEDGjScbD0SGpwYJSnjipD9r4vQXL0fSXl9+3tU+041Tnz4KYZeMgJp15inWtwgrMHp29/+Np577jmUl5cjNTU1+ESUlpaGxMREAJ2S3NGjR/H0008DAG6//XY88sgjWLJkCW677TZs2LABK1ascCQH9gXJk4qQPKnzJuiZuxwzEGjasR3HyTyl9rVbkDKB/6mhDIkfiUNntwYHqCHx9uoKEyJ5YhGSJ/bt71HtO9X4YOkb0HQNB/6yDcm/moMcDzi/hDU4PfbYYwCAkpISYf3KlStx8803AwBqa2tRUxN6/yQvLw+rV6/G4sWL8eijj2LEiBH43e9+58kwcvkRPQIrTKWhq51DhBMTWEA2frV2UOiQNCPBhYEaDJge3Xto/NqLUoDjZIMOQ8kFxwilCay17HXuwD5hnrK5Zh+SCwtJOetrHlC4QACicavKBLazHlmOVchEUtv0FYgAvX+kG1JTGcTSfkqfVcJZZlIBLtGuw8mWIxgSfxEyE/NJ/xzeZwFVmDq9n6Xkh4owc1M/SUw+vWt7KvGZdkPOvSaE58vXyLqOoGbK/rmC20OIdhtZjzqM0CmD4xvrAL3zvUXoGg5uPIGky92fhwtb1uuOp556yrTu6quvxocffhjOrhjGkySMGYOGdW8HB6jE0d54OdprZCbmdw5KTq2MGNdIn5qDoy9/GHx/cMhUbzzpsrcew4RBclEhshYuCr6LkjKGJT2mfzPkijEo/OkCnPnoCNKnjMTwWd6wSuPByQ5DtWzzZruqisN8TvRx26cHlHVUxo0BTS0FxpD2OiQ5QidtiDIajRBUSxh2eaiiiSzRqeQ7MbeTuo7oFmEt8cnlkoqKkHT+3T5DMhsVXCEC1uvlaD1NIeWZ5D9ajkp8dJ8x4jUS1DHStkkFUdzHmo17saEqZxMpp3SSsMNpOdqfHjpJyHtUynymyDtdsc3mN0MVyaeQ+wDRPQLU+UHquJ8kHGsJWEu8/oCGmGlFGDqt854+dU7hoNvHeCNmkGEYhmEIPDgxDMMwnoNlvZ5ieqyny2p5Q4jkUuVzsXmZ1bnxKzV7tJmcVrw7aPf/i9OXa3v6Eq5d3ieqvilNYKV8TvSlXPGFXCK1yjmgFDmcDJPxK2lPeDmSlhGbDpCXaOkLsCb5j35baSSYEAkovYRNovoE82LpxUspkVAI8uKu6SpSX0NVmnfFC7Sddfpe4gNsIvnI98P0Mjv5qfTR8233lRKi9ciLu/IhKH4zaNt+eT8BaylQk1/cp1IeeWm5VZD41FMBbuKNXjAMwzAMgQcnhmEYxnPw4MQwDMN4Dp5zijaG9eSNrUOEar3DOSc/0bPtjF8dz/0o559EVCHjdvvpqZOEnUOEYBarWZcxfVa5Rcjh0DRCWDH/ZNoWsC5nSmRIygmJB6WEgIGAYm6Khp9L554eEm0bsfKrBNTBgPRN6IDYb5oYUUhQCBvoHFRPX9CNYP4JCMNJgkDPluE0GZ8QVk6PW20WLcwz0cOTnT8UjiN+2c9Z2GZtEGtylfB745nFG71gGIZhGAIPTgzDMIznYFnPKSoFwuT8oJDyHDpEqNwiANExgm6jcpZcRzCFJfHQMQ7zflLpzi6k217KC1/+U2FXQ238alNOkdtJDo0W1Eg7g1h6LUn8Lw05l6K9BYmGvNBvVq0U8h2tL9cR3CeIlKcZkvtILH3lILReuJvsHCJU62XpTnDesPnfOBLJzmkdhQQpSJN20h113ZAvpqDrhhbtQsk1haynKWRcoNPVwao/squIX9hG16tdJTr84X8vewN+cmIYhmE8Bw9ODMMwjOdgWc8OpZQXfn2z8WtoWXiLW1PLP/RRXFOkbHdq/Bow/V8SvdRmkch1dpjyMRF0BzmcTPVVUX0qia9zR6FlhQsEoI7KE1Q06VQrI/xipLZphB6VaxTOEYDkZUvvOaltqltSg1jaVfscUDotGFotyZ6yf4mq347cI2TJkF5MO4lPcX/S47E1i7UzvRDaI8vk2skuDlBIfqqIPHN7ihxQgOQeoZACpei8AMt6DMMwDGMND04MwzCM52BZzylOJT5VFJ5UUBmtpygDiHKZqpwsqemKvE9yPifxRuhpyna53zSldN9IfkJMmCTR0c+GkPab1JL/bRMkP7rexvhVSJFNXhaWX3pUSX6maD3FS7g2UV0q+c9OZha2CfepLEd1f+5lnL70KuhTKolPDsNUvdQrS3y0PYUxrckslkbyUUlNjmAkGq0YrauuA4XkJ0briedeLf+JTWtEogv4rdebXtxlWY9hGIZhrOHBiWEYhvEcPDgxDMMwnoPnnCLBUCzbllNr/OJ6tfGram6JhovLczA0tFw2BVWVg9KcNXrh5pEiu1T4yTHR6R9aLmAyfqXL1m4RTh0iTOWIE4QQPq4KK4fD8HPpc0AIHw8tmq6xwn3ANkkmmevQyYGb7ln5XQeLgprNPFVU55/sMM3xKNqj+5GOTRlmbhteT+cZyXmUs0gq548UxrGQ56Os1wOARlxKaIi4pph/6iwHT8BPTgzDMIzn4Ccnhokyzdt3oGXvPiTmjUFyYZHb3WGYfgkPTpQeppexa8MkiTgwfjWHZMOynEH0Grvwc/FBWZQJOhRGsoKMFmEupoAinL03nSTsHCI0hdOmrUOEoAVSBwSxWPNHO/HZH1cCuo6GtW8jc9EiJBcVQqNmsQ6lQLu8T9SZQuUcAUimsEKIuE05hUGsfG8p7wcbtU1oQZFXqXO/ihB/ii7tnx68Ta6ounMHcLLtKIbEXYTMhDzr/cht074JfZBDyRUh437qwCu2pwuh5KFymhC+Lrk4dFiHmWs2YeF+IvHZyXqK6Po+h2U9hokiLXv3df6wBQKArqNl//5e32f9we04+m456g9u7/V99XfqWqrx4enVqGnahg9Pr0ZdS7XbXWIU8ODEMFEkYeyY4MCEQAAJBQW9ur/66u2ofnMlPtv+DqrfXIkzNTxA2XGy7Sg0aDBgQIOGk21H3e4So4BlPULTju04t38/EgsKkFxYJKarpvlzrANyzCsUKdtpe02bdqF1934kFuYh5dIJYnVT09a5nqhM1SGbSlKI8auutuBU440XxwWEXFYO6wip3QW3COsygCTF6Wp5LGnKJAz7j5vRsnc/EgvGIKmoEIbUNmzlutCy6ZpYRNud/XQfoOmdFTUdjcf3Iy0/NM8lSnnWZqEAEIglh0cNYmPV95NqizLNOyBGptFfH8mRQZbLgvRQcxoSdxEONX0UHKCGxF0U2ii6MasboeVkY1shn1sErhJUu6cSnxw9SM1aBRNX2SCWRF4KEh+N3JPbtv6iV1RUoLKyEqWlpSgrK7MsE014cDpP087tOP7MSkDT0fDOOgxfuAhJUwp7d5+bduH4r/8E6BrOvP4esu/7OtJmjOvVffZXTr67D2e2HkbqlFEYMnOM292xJWlyIZImF0Lr6P3RPHnkGJzcsi44QKVm9+6TWn8nMyEPlwyebz3nxCipqKjAggUL4PP5sHz5cpSXl/f6AMWy3nnOHdgv/AfacqD35wrO7azu/C88YAC6hnM7Dvb6PvsjJ9/dhx0/LMfRV7dg949ewckN+9zukmcYVFCEUfNvwdDJV2HU/FuQNpqjA7sjMyEPEwfN4oEpDCorK+Hz+eD3++Hz+VBVVdXr++TB6TyJ+QXBgQlGAAn5vf8faOKkvODAhICBxMLRvb5Pp9StP4Ddj6zD8fUH3O4Kzmw9LAziDR/VuN0lT5GWV4QRsxYgLc/bA1PdmT3Y/elbqGv4xO2uMGFSWloaHJj8fj9KSkp6fZ8s650neVIRhi9chJYD+5GQ3znnJDuJh4sQDSs1ZQBIKp6IzHv/Fa27DyCpMA/JxRNg2ITuimHm1uHjhuwQIcyVqZMSUon/2PoD+OgHrwG6hkMvbcW0n/8TMq/MVx9oGKhCyU1hyoT0qTk4+vKHwQFq0JRcy3LKxINSOdEhgi7TsHJJu1eFmdskDqROC0LSPTlBocLJXL79lEkJ6TyVPFVCPwv3gsUN2UWsdTlT6D9NUKgwV+gqUXd6Nz468AI0aKg5+QGm5n8VmcljQ/uR5m4E9wh5PqoLef7JR04Qtdq2CSs31FYtwkdlaLtcn9wbQp0AvcbqtutO78OpsweRkTIawzImhupICQG1WOv5KL/sXk7qia7kdFntKtFFWVkZysvLUVVVhZKSEp5z6muSC4v6/KXJ5OKJGHT5+D7dZ3ecJk8qmq7h1NYjURucImHIFWNQ+NMFOPPREaROzvX8nBNj5nRDNUCi5E43HhQGJwaoa/gEWw+/1DmAn/gAU/SvITPdO78NZWVlfTIodcGyHmNi8NScoIRmBAxkTB3pdpcw5IoxKPhWCQ9M/ZTBg/KA8wOTAQODU0e73SXPcarpkBDmfvrsQbe75Cr85BRtFOHjsmylCke3M35VSnSK9YCUdE9hFgsAMUSXGXZFAab87Dqc/ugIBk8diaFX5Cs9PoNtazbyjwuoTGAB0QhWafwqSy/Ug1MVVg6IepQgBZJycig53S090T5J/lO4RwjrTVIwvQdD680SXWhRkPKIxCf/J0tFNfG+001lhg6bhMm+G3Hm9AEMTh2NYYMnAB1EwpbaFr5FNCQbNjg1iLWR+VQYhvW9YU4cqLhIPnUd43ydjPiROISNoTD3hBzobR3nd+mT6ihCzjukez2OSH5+6iRhHWIOAHofRJk6gQcnxpJhVxZg2JUFykyzDBMuwzImYngqvyqhIjNlDKZddD1ONdcgIykXmYMG9rniwYlhGMYjZKaORWYqz8UBPDhFht3DhPAWv01UD6zLqWQYQJRidIX8Z5J1FHKbSaKh9RTpiqLhB+k0Qs+pNEhLqZ7y7IxfVcumvFE0L5adQazKuJXKZrLKRE1hFXUAG/cIC+eIUEHFPWiyH7F2QBHLiB9VThK6cBJkJxIfKRdCvtqGYptqfVgQ6U0lH3arY3fVkb9IKgmSti3dM8qoPtpPWZrsIOeRRNcZkqOHYCQr5HYi0mu7NBUQ741QBG/0gmEYhmEIPDgxDMMwnoNlPYcozSydSnzyJgcReubIq9Aylb38NGWz9HKtXWp2R+UUEp+MU8lPJeUFIhdpLBGlPHUEo+qFXFnbEqS8gM1JUZnC0mg/KVpPLQXKUV3WbQuRe7IUqIwKVZcTFC2bl4LV6BZLwdbJPp3lTHIi8cnbxAO0+R/cr7ALlqMwVTKfjfxnkGMVpTvp20IjZ0mUIc3TZHpx128t+ckp4A1azk+j+sg1kqVAi5dw3YCfnBiGYRjPwYMTwzAM4zl4cGIYhmE8R9hzTuvWrcOvfvUrbN68GbW1tXjllVfwpS99SVm+qqoKpaWlpvW7du3ChAkTwt193+IwpNZZHfmNfDKHYb3a/m1/WJfzB+S5G6pnW4fQApB0b8UMks20kN18lIpozzOpsHuRWB1WbjNPJcRQS9dIEXsvTK/I/xIKc0Y2ThJ0foPOTarmrKRtqsSDnZ/psqqcjcuJwvhVPj+6YXaPAOz/Sxbma+iJlH691D2V5pWEc0xDrUPllIawgHiwdlDvWc3mCOn3UnC2oI4O0j5jaILCgLKcRssRRw5qHBvwizeN7DLhFmEPTk1NTZgyZQoWLVqE66+/3nG9PXv2YNCgQcHPw4YNC3fXDMMwzAAh7MFp3rx5mDdvXtg7yszMRHp6etj1GIZhmIFHn4WST5s2DS0tLZg0aRJ+8IMfWEp9XbS2tqK1tTX4uaGhoS+6GBkOJT6TSqB6I1/hFtH52TrMXG3AaROybpP3SVe0bUsPFTrZEcKpk0QkUPcHQQpSSHzmbaRvsp4pRDArwrDtjF8NG8lQ4R5hWCuJpnK64l7orKd6V0KdA0rl4kEFrICNXawOGipt2ZQtpjxP5NdMuK52jVMZTCHxAZIsSyVwO4lPuLA0gZJ03qj8JyTDUsh9Uts05FzOcSVIfh20XKi+r0OqEyu/6+AOvR4QkZ2djSeeeAKrVq3Cyy+/jPHjx2POnDlYt26dss6yZcuQlpYW/MvJyentbjIMwzAeotefnMaPH4/x40MJs2bOnInDhw/jwQcfxOzZsy3rLF26FEuWLAl+bmho4AGKYRhmAOGKQ8SMGTPw7LPPKrfHx8cjPj6+D3vkAKeyg+qNepOsZ23w6tQhQiXRmXNAkcd/m7xPVOqiuZ5onqdoGL/2FYJ0J8kogqRJz4nKLQJihB6ViUxBWAGF5KeK3JPasM37JHxQXHOnzg8SukJOtpOM7eLjgu1KnwOS6KcqGYmkI8h8ConPVI5CJTGbaE3DuVVG9/sBJPlXCPELLcoXT4jQI2fLJ0XeUTcKVY4rKVoPHd74prvyntOWLVuQnZ3txq4ZhmGYfkDYT05nz57Fvn37gp+rq6uxdetWZGRkIDc3F0uXLsXRo0fx9NNPAwCWL1+O0aNHo7CwEG1tbXj22WexatUqrFq1KnpHwTAMw1xQhD04bdq0SYi065obWrhwIZ566inU1taipqYmuL2trQ3f+c53cPToUSQmJqKwsBCvv/465s+fH4XuMwzDMBcimmH7KrQ3aGhoQFpaGurr64UXeaPBmAceCi6b3q73GZbb6HrTvICwTbEMQPPRMFEyh0HK6ZJTg07K+Uh9ul5OkucjbfhofaltVaI9n00CPlV9GVU9pwkFhbB5m5Bzv2K+zh8Q1WvqokG3CW35xToBUkdI1Ca1HfCTPpBlCGG80nwG/UwjjjukeUHyWRPKWZcxb7Neti3XbliuN7dnXY7Wl8tRJwK9PaAsR7cJbtzS3IjwmbohyM7jHX6yjc69kHLyvBDdRuf75HKCXYfDCT8nyC7pFDo/Js85qbbR+acYycmcfH5jzy/C6mZ3hPNbzt56DMMwjOfgwYlhGIbxHJxskBJtgdM2lFyRNk0IC3YYSi5UV7tKBASZQfy/xOcgZFyW1KhcZ/dfTiSBqXZSXk9RSZgqt4jOzzTO3MZJgp4Iwa9U5cAguxnQRIZSOZ/iPhGMY+XGre8T+ZqI7hGknOo+NaEwizVVoU4ktD9qJwl6IjT16VH1xjYpYffB8BZQic+UlFARKi+slq+Rg2+IIiciAOldBOn7T08YlUR9irByAFqH3c76Dn5yYhiGYTwHD04MwzBMt1RUVGDx4sWoqKjok/2xrGeHY0lDVV9dXXj6VuTPMRmeKrYZNnVUb/gHpA7Rbcp3+G3MYmFTLprGrfI+nVwVUyShg/6YHCJUuZ5s5D9hNzaynij/kfWy/6Yg5VlLfHLEqdJ8WD4l5JdA5dtgzr+lOPu259daSDOpY4q7kJrFmqRJxR7l3hxv+ASnzh5ERspoDE8u6KZn9pjPCE1sReU2h1JZRFF9fstFAOKJJfKfQU2FO6QwTJ/Z+LWiogILFiyAz+fD8uXLUV5ejrKysgj66hx+cvIozZt34cTTq9G0aZfbXWGYiDhzeDsObS7H6SM73O5KkLr6Pdh66M84fHIjth76M+oa97rdJdS1HcLu5vdQ13bI7a4oqayshM/ng9/vh8/nQ1VVVa/vkwcnD9K8eRfqHnoWDW9uwPFf/4kHKKbfcebwduyrXInjn6zH3nUrPTNAnWo8CA0aDBjQoOFUk7sDQl3bIWxp+jtqWndiS9PfUdde030lFygtLQ0OTH6/HyUlJb2+T5b1nOJAhjOVs1U31G207DzQ+TgeMABdw7ld1UgqnihIbyopzxysZSMT0nKKSC6VxAeI8l20I+r6CkGuE0xgZbkutExfevZL51toTxW5Z5JrHSzDYbQeJOxkYoKTa26Op7PO9RQwgIa6/Z0nwAgAmo6Gz/YjbXSR2ICmWDb1QSHxSa67goRNLhgtNTgtDzWfvR8coAan5sE4L2MJIr6N8atJ81WUEyQ+QaMNaW+nOj4VB0t/LTLjR50/IHrtbOS+gE20n2F97gRpWtZU5ReLAZSVlaG8vBxVVVUoKSnpdUkP4MHJkyRMykfDG+8GB6iEiXlud4lhwiIluwB1O9YFB6jUrILuK/UBmYMnYGr+V3G68SAGp45GZvJYV/uTETsCh1q2BweojBjvGmKXlZX1yaDUBQ9OHiRp+kRkLvk3tOw+gISJeUgunuh2lxgLzm7cjaaPDyKxMA/JxRPc7o6nSM8tQv7nFqHp6H6kZhUgPaeo+0p9RGbaeGSmnc8x53J6iMz40ZhmzMWp9k+RETsCmbGct64LHpzO07RzO5qr9yOxoADJk9z/IiVNn4jkS73xg3f6vb1o/OgQBk3JxeCZ7v6neWrDXjR8VINBU3KR4WJfzm7cjU9/8Tyga6hfvQFZ373R9QGqacd2tO71zj2cnluEjBHu98PrZMaNQmbceSnPyQu5AwQenNA5MB17ZmWnNv7OOgxfuCg6X26bJHBqVwjFeqkJpUOE/IY4NTMl6+VgUeoeoRPl/NR7e7H/p6sAXcPxVzdhzI+ux+AZnYOCKszc6fyTnZGsVRunNuzFnh+/Augaal/ZjPE//ueIBksqsctzRl3YOURomoFzO6rFecGd1Ui5dILkHkF1fVVMtzrE2+RsoAwZN9C8fQfqVq4EdB3176zD8JsXIbmwSLjQ9PUBXZ7kUc05qrst1iHLwiyHfBmVYfjqe0Y5/6QbynK0bfNcqSKrpE5Xq797qqSGMs7mnwDbUHAVqnkm+SLJprfB/hDkOTTdG3Fy3uiFy5w7IE7etuzf73aXPEPjtkPCj3DjNveiiRo+qhH60rDtsGt9SSoaHewHAgaSCt2dF2zZu6/zRyUQAHS+h5n+Dw9OABLzC4IDE4wAEgq8MXnrBVInjxJ+hFMn57rWl0FTcoW+DJrsnj6fcukEXPS9ryFt3gxk3+e+pJcwdkxwYEKA72Gm/8P5nM7nc2rauR3nqvcjgej1qhxOgqQiSQtCuK+uLie84a/I56RJdehnmutJyOckSx20bZvcTNT4VSwHnHnvE5z9uAapk3ORPmOsZRt2bQvHoNzijJMb9qJh22EMmpxjmnMKCFKn2jhWzPWkyAElO22Qt/3pN8Yu75NBc0UJ66X+CPmcFMuAoJHRHFBdeZ+aP96Blr3n7+GiQmEbAGhECdLk3ExCe6Qc9Ti1yeekriPdj8r8UnblyH1GdNhIc0WpckJpQt4oUQ4Tc0WRbXamqTQkm5QzZEcGqokGaH2/dRlI8j3tg/xzbhdm7oA3m5/pUX2ZcH7Lec7pPMmTipBUxJO3VqTPGIf0GeNsEwr2FRkzx7oaCOFlki4uRPKkQre7wTBRgWU9hmEYxnPwk5NDhIcGm4gqx6gq2jgEiOVU0XpSMWEFNSUVC9J05WJuJ3WEl1MnCYqd5BcJPXWm0BQOGuYgM0U5k0Es/dC9WwQA4eQZdhGegkEs+SAEf6nNgoVtUsCYcJ0V59T2uiq64Ngs1qYcdWuwy1ZOmxCvi/g/uBCMpnJ7kP9tF6I1qWmqKP8JZ1soR9bHSD+7RL5TfzskmZEqeco6IsoZnJ6mkO8l+MmJYRiG8Rw8ODEMwzCegwcnhmEYxnPwnFNPkV2p6VyQ08kpxTyDLBFrquYE52mpaUXCRJNDtQP3cjlBIZ2DsnOv1hy4Rzidi+pN93MhGlHajyrZoJ17OW2C3hfyCaLXjL4uYOfIIEyw2DiEwGd9/e2C+m2dJIRy1ihMF87XUdyP8lSZMM+k6LdpYtB6vwF5Xqmd9pUeK0Ge3FK5Ssju5aSeQWLqhVIm2wxSnyzbfyNo26EJREN2hCATbBoNZ7d7g8gjFkr85MQwDMN4Dh6cGIZhGM/Bsp4NShnNKXYqisLsVZB45CoqdcMu2aCi47a5y8iy3X8vKvnHZLSpqO9E7gsHu2R64SLLjH7DWsozh5ITOYpIdAFyVqhzBCCGmYtyrbO+ireFbFiqugnlG6V7KdepxEcVMbt7IaCU7qR6KrNYm6R/giwoOUkY5IQL7hFkvdYOAeG62sh6KvNY2h+tw8bdVZCMSYh5h1XhLqwlPsBC5utH8JMTwzAM4zl4cGIYhmE8B8t6kWAbeadab/fmvsO2BPcIzbqYXa4g6hBh2r+1ewSV2yKR+Dq3WdOb/xlFO6pPaE2Vswly9J61k4RJwlK5R8hRfaoPVH6WnB+ozKeW+KRGOrqX+Dq7172ThClaT6mI2ZxHRTlzhB/Zr+ACIZbTiWQXoJpqh/q66sTEVX0MEA9Y4SphmKRAaylPqC/txlB1wi8Z0dI6dD11pTBdJG88s3ijFwzDMAxD4MGJYRiG8Rws6/UUk3ykCPGzU5kUcp0poMpQfFC97CnXsXsJV7XNJqJO9Z+NnfzjNEIv2gaxTrBNCaLoq91LuKr15vefVW+tqvujerlaTvNNJRu1xNe51bo9hy/rChFstIy0F+WLsmI52l5AIfGZzrUiqk+W0YTTTc8XrS6/hCu8uKspy+kdig46fnFXIfFJ+xEi/qhkCHVYnxOJD7CQ+VzCI91gGIZhmBA8ODEMwzCegwcnhmEYxnPwnJNTHGf0iqCcA7cIQJ3wUBlWbmpE7SShrKLsQHTCzINN27TtBXTVXJlpzsla2RfNYuXGycwMDeM1ZdazdgU2FCaw8oqeO0nIk2WhxYDW/TUGIMyJ0fko8/wR3WYdPi7PS9K5EsEhQpe/SKQ9VZ0OqW3qKuGnc21i0wHFfJSw7JMqKeazDBoPL80LaYo5LDkE3lDMWwnzXLr47ZXnoNyCn5wYhmEYz8GDE8MwDOM5WNaLBIfSnWjI6jB012kXFFKgSXlR5JcyS3eqvtpIND10kqDYSUG2Id4OiKYhbHeoHSKIFCSdoIDwtr+1DHe+kdAykars7yTrrea70YmThN09HCKgkDM7P1svm+Wx7svJeZpoLixB6dRlqYu0p3CSkMOphXIdtJxPKhcSKzW/tYymyw4cwgESsbODtGU6BoWU55NNhak0GFoW60sB/zaGun0JPzkxDMMwnmPADE4VFRVYvHgxKioq3O4Kwww4zu7ejs/+9irO7tnudleYfsKAkPUqKiqwYMEC+Hw+LF++HOXl5SgrKzOVs4mNUiIrTk78XE04iMIzbVMlm5IdImgVut4uqkvlPhCBxAc4zeckbqMqRl/KcipU6bxNUYWKdPd20qSgotBgPUltUflxOrRzhZ1EJwQgqiQ+U/IqhZOEJpZp2rUdtc+tBDQdZzasQ/aNi5AysUhoT3aIUEt5pIwsvSlcJeRyKsnPEKRX6XtEo/oEic5ZVJ8gy0nReo6i+jrkOkSicxrVR1O2CxGQcmp3979vwAB5cqqsrITP54Pf74fP50NVVZXbXWKYAUPzgf2dI4QRADQd5w7ud7tLTD8g7MFp3bp1uO666zBixAhomoZXX3212zpr167F9OnTkZCQgPz8fDz++OOR9DViSktLgwOT3+9HSUlJn+6fYXqL5s27cOrZ19H84S63u6IkKb8gODDBCCBxdIHbXfI0n53ejT2H/oa6M3vc7oqrhC3rNTU1YcqUKVi0aBGuv/76bstXV1dj/vz5uO222/Dss89i/fr1uOOOOzBs2DBH9aNBWVkZysvLUVVVhZKSEktJr1dQyXWAWmFRReFJHxVBYWa5TtiPs4LyprMbd6N5+0EkFY1G6mXjFY3T1ZG9rCvUUUX1nW/qzHuf4Oy2Q0iZPArpM8Y5bLVvUUXumcQ2xYu7smIoyIk60LRpF+oe+hOga2h8cz0yl/wbEqdNEttW7VW+dETZEXJCadZl5I1UEhOi1AAkFhVh+MJFaNm/H4l5BUiaVIQAJKnUJBmGFlVSnp1cJ0plcjlryU+Q+CT/VF0oZ70MADR4zyBSHH0R2Nx2qNyJM3vw8SfPA9BwGO9h8oQbMSxjohAF2LlfEslH5D+tQ5fKESmvQ/FCrk9KAtZhmxO+zwh7cJo3bx7mzZvnuPzjjz+O3NxcLF++HAAwceJEbNq0CQ8++GCfDU5A5wDVZ4PSBcTZjbtx9IEXAF3D6dfew0Xf+5o0QPU9Z977BAd+9hKga6gr34j8/7rBswNUb9Kys7rzRyZgALqGll3VpsHJKyRPKkLypCLIUcuMyJkzB9A5yhoANJyuP4hhGRNd7pU79Pqc04YNGzB37lxh3bXXXotNmzahvb3dsk5raysaGhqEP8YdmrcfFH4Am3ccdLtLOLvtkNCnsx/XuN0lV0iYlBc8BwgYSJiY53aXmB6Snp6ProEJMDA4bbS7HXKRXh+cjh07huHDhwvrhg8fjo6ODpw4ccKyzrJly5CWlhb8y8nJ6e1uMgqSikYLP4BJhaPd7hJSJo8S+pRyca7bXXKF5OKJyLz3XzHo2iuQueTfkDR9YP6HfSExbMhEXFz4b8i56IqgpDdQ6ZNQcpMZ4flJDXl9F0uXLsWSJUuCnxsaGtwZoPo+3539/hWJCEWDCDm23dp9wCLjnWV7ycUTMeI/v47mHQeRXDQKKZdOCG536txAS6nmn+S2VGHYAQMYdPk45P3XDTi7rQYpk3Mx6PJxwbHKCXLYuhV2/aHI5qN2prBkg9gGmT8IkHhx2bA0QCSxrlKpl05AcnHXD5h5f+pZL5ugc0F6UzlHSA36FcdtmtuyDjkPSOdKZZSrWefYM7VnNzelCgXXbOaSDL91HZP7BC1H55nItI4uuTgYdCpID2BIdiGGZBdC8xvBS2HI4ecx5D6h80y6HBZOttH9+kMdEuai5HIu0uuDU1ZWFo4dOyasq6urQ0xMDIYMGWJZJz4+HvHx8b3dNcYhKZdOQMqlE3psIxRN0i4fh7TL3Z1nqn//EzR9fBDJF492vS9Mz6iv3o6mI/uRMqIAaaOL3O4Ogz6Q9WbOnIk1a9YI69566y0UFxcjNja2t3fvWZo/2oHTf65A80c73O4KEwH173+CQz//M068thGHfv5n1L//idtdYiKkvno7Dv5tJT7b/g6q31yJ+oPsYiHjhsNO2E9OZ8+exb59+4Kfq6ursXXrVmRkZCA3NxdLly7F0aNH8fTTTwMAbr/9djzyyCNYsmQJbrvtNmzYsAErVqzA888/H72j6AuozGSTc0kVrk0NWJu37cCJx/+3MwT4/97B0DsWImlKoblBG5nKSVi5qX+qsHL7gsrGnRrEagozU7sQc03htGDXthO5LhpomoGmjw8KQRlN2w+Znp6EXts+daqcJGT5jxyrhcQHqF0kTH0w5f1RODwo+tlZhxq8kvVUJXLoKmFSmXVruU1wbpDUKKch53L4eOMx8SXhxuMHMKhAenrqEOsE25L6YPitJT9NCNWXJDqhjm65XrepA5WrBACtgxrJkgOn62UZTwpHd+qwE23CfnLatGkTpk2bhmnTpgEAlixZgmnTpuGHP/whAKC2thY1NaHoqby8PKxevRpVVVWYOnUqfvazn+F3v/tdn4aRe42WT/YLP2ytew643SUmTOSgjOSiUW53iYmQ5JFjhJeEky/il4QpbjnshP3kVFJSYpH+IcRTTz1lWnf11Vfjww8/DHdXFywJ4wrQ+I+3gz9s8ePz3e4SEyZpl4/D6B98GWc/rkFy0Siec+rHDCooQu51t6D58H4kX1SAtPwiwN9Hj+H9gNLSUixfvrzPHXYGhPGr10iaXIih31qI1k8OIH5cfkjSA7oxflVIfkLeKLGKEL1Hy8nRUYq8T2rJKTKDWCcSH+DMLFbuQ18HbKRdPg6DpBeSlencCXb9pMFVAdMLq4pIMKrw2JnFKq+XiHKLfDhkX0LTNq4SYh4hIt3Jx6qK6lPIfZ2frWU0k7JoIfmlTCjCoLGdUl5AagsQo/cEuc0k65HvkVCHlpH6o5D89HYa7Sd9X6kUSB0i/OJJ0duJk0QMWVbJfQAgOUa45bDDg5NLJE0pFAclhmEYj+KGw443AtoZhmEYhsCDE8MwDOM5WNbrK0wh52RZNUVjV0cxR2SazrCObBcSytl1h7ZtjoNx2vHu517kGkKYuU1YuZOQ896ci7KbA1PNP5nOjqJ/uvSvIw1ECoiTSaSS1EbAspTZTkPl6kDvHxtHBqWrhDy3qZqnMmUbJNc1oJhLMs050fkoTV2O9EEIKydTLab8e3S/dF7JNH9k7QqhddjVgeW2AHWV8Ev3Pd0PmZvSpEAO1XwUnXOS6+gd3nDn5ScnhmEYxnPw4MQwDMN4Dpb1oozgreosulqdBc5OjnLo/KA0hZWj1IUP1uG+ZtkskgN0Jr0pnSQiCCV36jARDVTnyy7EXDg7Dp0kqFmsYfMqgSDQ0I2ylYTqFEXiKqGU+2xCzuVyijBs4d9pv9wfUodKfFIuPSEZomI/JrNYheQnh5KrJD+NhIKbZb1QnYCibTlBoSr83CTrUWNb2h+aCNFUxxvPLN7oBcMwDMMQeHBiGIZhPAfLepFgKJYBe3WLFrNxa1C2rXrD3y6HEC2mCt2DFL2nyPtkyufj0CBW2aFoOEkoZDTHuaZ6McLPicQHqJ0knJrF2rk90Ig/Q7isoo5GI+IMoY7NvaWK6qN5qOQoPLpboQ6claORe1K+K+GQqLwmSYYqyU+Q+2TpzUGEn1zPcYRfwFp6C9DcUNJ+dKEcXS+e70AMdbMg++kINRiQo/U8Yt3ET04MwzCM5+DBiWEYhvEcLOv1JorcTgCiq4ipIgRhJ9epm1ZF/5lj9ZwZxKowlDsVicbLuqr21H1zqM86xC7qURXJZ+qBot+azW1mGNb7dRrVR+VnWX4U9quQgk1RoapoPbuXx4WEVaSgHK2nkPzsTGUNQa5zGOFn87KuIPnFWJcz1aHyHd1GX1iOEU9QQCFBmqMH6TbrqD6TFMiyHsMwDMNYw4MTwzAM4zl4cGIYhmE8B885OUQlqZuIZkS1vCOlrm/TOcU8kwF5/kARPm7TttqRQV4Tfri20xBvp04SqrYjCRmPpN9O69v9txhQ9Nv+CHoYck49ZU0TWmQ+iiYRFG4ZqQ41nA1Yz/10liPLjsPPrUPYzaHkZJnO69A5K7mOz3oOyxxyrghHp/NUUtu6wvhV6JvJ+JUuO3SfCFivl0PHNX/393BfwE9ODMMwjOfgwYlhGIbxHCzr9RCTIYNSopMrOijn1GfVzh9W8Hp16iThtI7KPSISg1hJWlAUs8vnRHEq8UWbnoapRyL5qeQ+QJTV7ELJnYScm+uQvon2E6G+SRdSKfnJ+aUExwqF44QsBaokP/mUEolNKaPJsh6VxKh0J4WcU2lRU8hosqyn6oO9fGjddsAmlJw6UegKJwqrfbkFPzkxDMMwnoOfnBhHNG3ehZadB5A4KQ/JxRPd7g7DMBc4PDjZ4TTyToHTCD9HJrAyKncFO53R1iGCOhMIWiCaNu9C3a+fBXQNDX97F5n3/mvnAKVwM+hNg1i7tOj0+GjL0TaL7SmRmtIq07nbtKGM8LM5j6J8ZyjWy3Xoso3xq3Cv28iM1K2B3rZCFJ6N/YQick9uGz7aHpXkZPcJkG1kWZbAFBF/GnF4MNehbVtH+5miB+k2w3q9uQ1r+c8sGbJDRJ9SUVGBxYsXo6Kiwu2u9Dtadh7onBMIGICuoWVXdZ/tu/GDPTj+5Bto/GBPn+0zXOrf/wRH/7AG9e9/4nZXGOaCYUAMThUVFViwYAEefvhhLFiwoN8MUM0f7cDpP1eg+aMdrvYjYVJ+cGBCwEDCxLw+2W/jB3tw9IEXcOr1D3Bk2QueHKDq3/8E1T97CZ/9dROqf/YSD1AMEyUGxOBUWVkJn88Hv98Pn8+Hqqoqt7vULc0f7cCJ3/8vGivX48Tv/9fVASp5+kRk3vtvGPSFmSFJrw9o3l4tPLE1bz/YJ/sNh7PbDgl9PLutxu0uMcwFwYCYcyotLcXy5cuDA1RJSUnPGrRLwOa4DbJsMSXTume/8KPXuucAkqYUWjfg1N1ZFVYOKI+jq07SJRORPH2isA+Ve0Q05m4MQ0NSUR5Ov/Z+8DwkFo52PA9jN7PlxMnc6TGkTB6Fz8o3BvuYMjnXUT0nROM8+hw6tdMpDdW8p1xfDDNXnUe5DWeh7UI4Om1PcLKQ5s3oPJFinqqzQcWXws6xQrAiIatNoeShRVVYOJ3nMpWjjvAKh/LOOg7nphzMlTV+sh1Nh/chOWcMBo0p8oxDxIAYnMrKylBeXo6qqiqUlJSgrKzM7S51S/y4AjT+453gj178+Hy3u9TnpFw6ARd972to3nEQSYWjkXrZeLe7ZCLt8nHI+68bcHZbDVIm5yLt8nFud8l1zm7cjebtB5FUNJojOz1O497tOPzqk4Cm49Tmdcj50i1Iyytyu1sABsjgBHQOUP1hUOoiaUohht6xEK17DiB+fL701DRwSLl0gicHJUra5eN4UDpP1zwhdA2nX3sPI/7z60i5dILb3RJo3rITrbv3I35CAZKmTnK7O67SVLOv83HUCACajubD+3lwumBRynXODFlpnaTJhUiaXBgq01NXCccOEeqwckfI8o8jawtncp1pVw4MYp2aczglEvlPNkCIJoFurF+7sEt46ET+MyldFsd+boc4T9iysxppM0IDtygFWoeid36moeQK+U+qE6AnWRHa3rx5F0483PlaROOa9Rh2z01IuqTz6U6Q/0xh6mTRrhwNvVeEiEMK1dYUrhcqV4rOz1SOtK5jasPCpSJxzBhg87rgAJVQUICORHiCAREQwTBM35B88SghsjOpaLTbXRIwvxZxwO0uAQCaP96BUy+Xo3l73wY+pYwvwkVfuQWDL7sKF33lFqSM88ZTE8BPTgxzwVP//ic4u+0QUiaP6nX5cdDl45Fz/1fRtP0gkotGI+VSb0myCZPy0fDGu+S1CPfncps/3oG6P64EdB0Na99G5q2LkFTUdzJ+yrgiTw1KXfDg5BYKRcuxW4TTfE4KWU6OjtJUcpvDOrZ5n4SWnUh88jZK+AaxdtKbk8i97tpQ0ZtSntP9nHmv8z0s6Bo+K9+I/P+6AekzxplkXaoSqY5Vs4n2o+dLnIMTdSZDUcc+EtCBEwWcyX+pl42Hdu+/omVXNRIm5iFp+oRgr4T2ZNVbiPCzcakQwx5JOfX349yBvecHywCg6zhXvQ+J0yeJEYMOo/BkmbGnkYBuwrIew1zAmN7D+pjfw0ounoghN833TCRh/PgCIoUGkDCuwO0ueQJ+cmKYC5iUyaNQR9/Dujh672Ex0SFpSiGGfmshWj85gISxBaEgqAEOD049pfc8TiNTupzux/FLuIrIPdNuo/BisgPMkWTODGK7r+EevWk4O3jmWBT88AY0bjuE1MmjkD5jLMw3lum90CAqY12ZAJGMhFRKDqVA2ZxXKKeoE4kUaF+OFpIiAelnu7xYTl4Elo81ACQVT0TSeTNlo0tnU0iEne2FlgW5VTZtVRnR2kqB3jB+5cGJYS5w0meMPT8oMUz/geecGIZhGM/BgxPDMAzjOVjWc0oPJyrscgA63o+TPpjkYmdzBmpT2PAdIkx7cZSUsOdzSUJtmzkMVRuqsPJo49xVwgPav8M+qMPMpXlKw/respvmsJs/otDrp5qnMrfnbD+6k3kqQJqPUi3Ldcii05B1pWOFXX9CqzWV+a1VGy7BT04MwzCM5+DBiWEYhvEcLOtFGVuzBoqDEF1ZKlE6RjjNL2Wn0DiQ7EyuCdTkUliv7ndPQ7ftZB3aC5VzhLqGN8LKnUp5PQ0/j4ZkSGU0XwTt0WtpSoukkP9U9TvrdL8fu20qWVAuZyfROSlnF9ruRBY01yGLJvnPWhoU6tu5XLhIRE9Ov//975GXl4eEhARMnz4db7/9trJsVVUVNE0z/e3evTviTjMMwzAXNmEPTi+++CLuuecefP/738eWLVtw1VVXYd68eaipsbdF2bNnD2pra4N/Y8fyexcMwzCMNWHLeg899BBuvfVWfOMb3wAALF++HG+++SYee+wxLFu2TFkvMzMT6enpEXeUQYTReg7qAOLjP5XHouz8IDpOkPUOrTacynWO+xBB9F8kkppdHZXE1ptRfdGQMCOR8sROWMvCgFnms8LWVcJhVJ/zOtbl3IoeVJYL2LQtbKB1xH7bS+d9R1hPTm1tbdi8eTPmzp0rrJ87dy7effdd27rTpk1DdnY25syZg8rKStuyra2taGhoEP4YhmGYgUNYg9OJEyfg9/sxfPhwYf3w4cNx7NgxyzrZ2dl44oknsGrVKrz88ssYP3485syZg3Xr1in3s2zZMqSlpQX/cnJywukmwzAM08+JKFpP0+RHR8O0rovx48dj/PhQwrGZM2fi8OHDePDBBzF79mzLOkuXLsWSJUuCnxsaGniAYhiGGUCENTgNHToUPp/P9JRUV1dnepqyY8aMGXj22WeV2+Pj4xEfHx9O1/oU5+HitJLDcsKOotC2UMcmPNdJG3LYLHVuUISVd24j+nYUw8oBO31cfYKczOXI8xKecGsgKOepelg/2nV6E7s5p0jq2R1dZPNUTuemrNvrqWu7uT2yz4Buub67vvYlYcl6cXFxmD59OtasWSOsX7NmDa644grH7WzZsgXZ2dnh7JphGIYZQIQt6y1ZsgQ33XQTiouLMXPmTDzxxBOoqanB7bffDqBTkjt69CiefvppAJ3RfKNHj0ZhYSHa2trw7LPPYtWqVVi1alV0j4RhGIa5YAh7cPrqV7+KkydP4qc//Slqa2tRVFSE1atXY9SoUQCA2tpa4Z2ntrY2fOc738HRo0eRmJiIwsJCvP7665g/f370jqI/4DRxYI/rSIWcSjGKRIRGlMO4hV0qwsrl/dplYIxmn7zgFhFRyLlNe6o60XaicEPycxJuHg5OZUKnspeqPacSndNQeeflrNebnTa8IetphmHyyPUcDQ0NSEtLQ319PQYNGhTVtsc88FDogyRyKn6vhWVDl06ftamw6RfEoPuiX2zbOs7KCSjr2Mw5KcppNseqqY4B0gCimHMy/Qhq1oOiXE61TVPUtysnlJE+68q27QYT632ayzltjwen3oQHJ3N7H5f9VNl2JITzW87GrwzDMIznYONXSh/KaI4j/oQ61lFvtiiLRdBvU0dphJ515J7chWhLg5Gg+s+3p2aqTnH6lGFXTnUa5TqRuE9Eo3/BMrYxcGr66lr0lEgi2wI2PyxOn956Gj3o9OnNTfjJiWEYhvEc/OTEMMyAp279AZzeehiDp+Yg88p8t7vDgAcnb+A0H5NQR7E+Utks2u0p96OQJk25osimKOeuj2qEn9zv3kzvrlhP5TVbKdChlKcMonAo+PSVZBiNOgBw/J1qfPSD16HpGmpe2ori//kihs/Ki6itaBJJ1FxPZUGgn76EyzAMc6FxcssRaLoGI2BA0zWc3HrE7S4x4MGJYZgBzpBpI4MDkxEwMGTqSLe7xIBlPYZhBjjDZ+Wh+H++iJNbj2DI1JGekPQYHpyiT09tBqJtUxDJfJaivpwQUJNmhsiGXqFp026c21GNpKI8JBdP6J2dOKT+/U9wdtshpEwehbTLx/WorUjmqSJ5idaujpN5pkjmkiLZp7xfdf1At2W6208XObNzMOrqriemdkfthkO0X1KOpouDVxwhZFjWY/oFTZt249ivnkP9G++h9pfPoWnTbtf6Uv/+Jzj433/Bidc24uB//wX173/iWl8Ypq+oqKjA4sWLUVFR0Sf748GJEWjeuhOnn/8rmrfsdLsrAud2VHf6AQUMQNfQvKPatb6c3XZI6MvZjw+51pcuTm7YhwOP/QMn393ndlcAdIZm735kHY6vP+B2V5goUFFRgQULFuDhhx/GggUL+mSAYlnPy0TiWBFOe1LbzVt34sTDTwO6hsY16zH0rn9H0iWTwt+NKSzcOteTKs/T+e4IJBbmoX71huCgkFTYt/MCVPpIvng0TlR8EOxLysWjorafSOSf0xv2YvePXgV0DbWvbEbhTxdgyBVjwtqPSkaLRBb8bP0BbPl+Z2j2ISk0W7UfO4nOHcnQaci7M2nRF2VZL1LnjUiprKyEz+eD3++Hz+dDVVUVysrKenWfA+7Jqa8fTfsTrbv3C08ErXu8819vcvEEZH33RqTNm4Hs+250dc4p7fJxGPX9r2DodZdh9A++3OM5p55y5qPDwnU785G7odAcmh0+h9fVYONv3sfhdTXdF3aB0tLS4MDk9/tRUlLS6/scUE9OXY+mPp8Py5cvR3l5udtd8hTxEwrQuGZ98Icufry33pRPLp6AlEvdDYToIu3ycUi7fJwnPODSp+Tg05c3B69b+hR3Q6GHTBuJ6r98xKHZDjm8rgaV3/0/aLqGXS/sROmv5iBndq7b3RIoKytDeXk5qqqqUFJS0utPTcAAG5ysHk2R2XtfHDtz1+aPd6Bl7z4kjB2DxMmFzhoUAuIiMIG1bVtD0pRCDL1zIVr37Ef8hHwkTZ3kWpIjVa4nOWJQnevJrrMOynUjM/YFdmk7KEOuGINJP/kS6rcdRvqUkYKkp3J+sJOFVFKeUxkte9ZoXPo/83Fy61EMmXoRsmaNRtc5pzKY0/YicawQ66ulN5Xc5rRtO1T7lfd54sOj0HwaDL8BzafhxJajGFeaHZF051RmFOs4209ZWVmfDEpdDChZz41HUyuat+9A3R9XouHt9aj740o0f7zDlX5YkTR1EgZ/7Z86Byam3zDkijHIv72027mmviJrVh4K75yFLH5nqFtGFA8PDkyG38CI6cPd7pInGFBPTlaPpkt2PtR9xSjTsncfoOtAIADoOlr27kfSxQ6fnhiGuaAYfXUOrv311fh083GMmD4co6/OcbtLnmBADU5A3z+aBiFPzgljxqBh7dvBASphbEHU2jYRTT1K0iaFFO5CWlz352EudJxmz3VKT6U8KkFFQ7pTR/WFL9e5J/85Ow8+BDCxdDgmlnY9MbV1W0fcj33bPanvJgNucPICSUWFyPzGIrTs24+EMQVI5KcmhmEYAR6cXCLp4sKglOfN/1sYhmHcY0AFRDAMwzD9A35ycgs3QrR7agLreD/yRxoW3vsGsQMZ09yNYu4lGmazTuaZIpmzMrfhLCRb7E+056asj89uTsfpeVC1IezHzkHDpt+qerSOXdtuwk9ODMMwjOfgwYlhGIbxHCzr2aDyHoj6fmycJHqNaJvKRtIFheMFILpesPrX+yidJGylN2eh0sr9KGQ4uW2V9GYvGVrXN7fhPNzbqpxcJxKJTiXL0XJyGaVcJ633OTDaVZVxG35yYhiGYTwHD04MwzCM52BZz2v0VUSdab/0g7fcHlQmsIDkUsH6nydw6vxgF1HnRMpzWsfcv+4j7+yiHu3KRRIdp9rmVHqzKydu615ytCvX1/CTE8MwDOM5eHBiGIZhPAcPTgzDMIzn4DknL+OBcO8+czyPAoZhHfw/kOai7OZ4VM7j8mcnbuO2dSJwfojE7SHSEHGnYeFO6jieP7Kbc1LMGUUyl+T0GMS+qefu3ISfnBiGYRjPwYMTwzAM4zlY1utPuGEWaweR0bwc0m1IthvRSM7nNnYSHeOcSELEox0W7kzWU0uqKrmusz9qGVTdNoeSMwzDMIwl/OTEMExUiEMsUrQkMTBBKiMEaED9NKEp2qBPAqZgC1rHoPtRB0T4DMVTi6lt6/3S/Zi2KZ+cRDQHT062gSWwecJy4EUo16H9aWlpsayjIjY2Fj6ffISRwYNTf8VrEh9Fdq/1mOwkOE54rG92eFm+u8I3DVNjx8Onxwi3o/NbUx6cFNg0KFkHOyznDM1wdu4FSZsOkBFcOnlQVZezI3wDZVquurraYa0Q6enpyMrKgtZDfZ8HJ4ZhesSVvqm4PGEyMoZmwJcg/qTY/TyJv10OByengw514HL8Ix/+gGb/z42zgUHZtvBBfX6cDspifWfHmhaf56g9ADAMA83NzairqwMAZGdnO65rBQ9ODMNETBxiMTVuAjKGZiAuLcG03fZHMILByfEA4tLgpBoo7Acn6/1GY3Dq6XlMSDBfUzsSExMBAHV1dcjMzOyRxMeDE8MwEZOiJSJG80lPTN6VH2UcDQzytr6SV21ymvXaICi1FwlJSUkAgPb2dh6cGIZxBw2a514d6O+ca+xAa5MfCck+JA6KTnBBX9LTuaYueHBiGIbxCOcaO3Ci5hwAoPEkMCw3sV8OUNEgovecfv/73yMvLw8JCQmYPn063n77bdvya9euxfTp05GQkID8/Hw8/vjjEXWWYRgmWnzlCzfix9/9b7e7IdDa5Bc+tzR19Ki9d9Z9gKGJk1B/pqFH7bhB2IPTiy++iHvuuQff//73sWXLFlx11VWYN28eampqLMtXV1dj/vz5uOqqq7Blyxbcf//9uPvuu7Fq1aoed75PMchfH9H88Q6cWlWB5o939N1O+wlNm3bhxP+uRtOm3W53pdfQNUP48xq6Zng2FF+DEfxT8cRzv8d3fnhP33XqPA/+9+/wucsXWPYvIdknfe6ZuHXZjKnYUb0Wg9JSHdf59m3fx7995W7X5dqwB6eHHnoIt956K77xjW9g4sSJWL58OXJycvDYY49Zln/88ceRm5uL5cuXY+LEifjGN76BW265BQ8++GCPOx8NmnZux4nXytG0c7vbXRFo/ngHPnviKTSuW4/PnniKByhC06ZdOPbgc6h/8z0c+9Vzrg9Q9e9/gqN/WIP69z9xtR9MeKRnpCMlNcXtbggkpsZgWG4iUofERkXSi4uLw/CsYVGbB+pLwhqc2trasHnzZsydO1dYP3fuXLz77ruWdTZs2GAqf+2112LTpk1ob2+3rNPa2oqGhgbhrzeoqKjAsWdWov7dd3DsmZWeGqBa9u4DdB0IBABdR8ve/W53yTOc21EN6BoQMABdw7md4b8oGC3q3/8EB//7Lzjx2kYc/O+/8AAl0Xa2Dc3Hm9B2ts3trpiQZb2ZE0vw8K8ew723fw/jh0/FZeNn49knXwhuP3zoCEYmj0X5X15DWelXkT+4CKXT5+Pdde8Hy7z4zMuYkD1d2M/fKv6O7KTxwe2//p9HsePj3chKmoCspAl44ZmXhfKJqTEYnJWA/7z3B1j45Tvx4M8fxaTcK5GfWYx77/wR2tpC57K1tQ1Ll/wcE3NnYWT6VHzxmn/Dh5s+Dm6XZb3nnnkFeVkz8I8172DG1OuQO7QYN5T9B47VfgYAeOC/H8Xzz5Zj9V//gcEJRdA0DVVVVWhra8Odd96J7OxsJCQkYPTo0Vi2bFlPL4E9RhgcPXrUAGCsX79eWP/zn//cGDdunGWdsWPHGj//+c+FdevXrzcAGJ9++qllnR/96EdURAv+1dfXh9PdbrnnnnsMn89nADB8Pp+xePHiqLbfE8rLy4P9AmCUl5f3yT7vueeePtlXT3Dj3Kjw8j3UF5w7d87YuXOnce7cOdO206dPGxs3bgz+nT59utv2+vIevPLKK41bbrkl2K9Ro0YZGRkZxqOPPmrs3bvXWLZsmaHrurFr1y7DMAyjurraAGCMHDnSeOmll4ydO3ca3/jGN4zU1FTjxIkThmEYxsqVK420tDRhP6+88orR9VPb3Nxs3HvvvUZhYaFRW1tr1NbWGs3NzZb9W7hwoZGSkmJ89atfNbZv32689tprxrBhw4z7778/WObuu+82RowYYaxevdrYsWOHsXDhQmPw4MHGyZMnDcMwjMrKSgNA8BhXrlxpxMbGGp/73OeMjRs3Gps3bzYmTpxo3HjjjYZhGEZjY6Pxla98xfjCF74Q7F9ra6vxq1/9ysjJyTHWrVtnHDx40Hj77beN5557zrLfdvdEfX2949/yiAIi5EdEwzBsHxutylut72Lp0qWor68P/h0+fDiSbnZLaWkp/H4/fD4f/H4/SkpKemU/kVBWVoby8nLcfffdKC8vR1lZWa/ur6KiAgsWLMDDDz+MBQsWoKKiolf31xP6+tzY4eV7yG0aGxttP8v05T145swZnDt3Ds3Nzdi3bx/OnDkDAJg/fz7uuOMOjBkzBv/5n/+JoUOHoqqqSqh755134vrrr8fEiRPx2GOPIS0tDStWrHC038TERKSkpCAmJgZZWVnIysoKvrhqRVxcHJ588kkUFhbii1/8In7605/id7/7HQKBAJqamvDYY4/hV7/6FebNm4dJkybhD3/4AxITE237097ejscffxzFxcW45JJLcOedd+L//u//AAApKSlITExEfHx8sH9xcXGoqalBXl4eRo0ahbS0NMyaNQtf//rXHR1zpIQ12zZ06FD4fD4cO3ZMWF9XV4fhw4db1snKyrIsHxMTgyFDhljWiY+PR3x8fDhdi4iuH7mqqiqUlJS4+iNnRVlZWZ/1qbKyMvgD6/P5UFVV5bnzQenLc9NdP7x8D7lJamoqjh8/Lny2oy/vQdXAOXny5OA6TdOQlZUVtOPpYubMmcHlmJgYFBcXY9euXb3SzylTpgRfau3a99mzZ3H48GHU19ejvb0dV155ZXB7bGwsLrvsMtv+JCUloaCgIPg5OzvbdIwy119/PZ5++mlcddVVmDlzJr7yla/gX/7lX3pwZN0T1pNTXFwcpk+fjjVr1gjr16xZgyuuuMKyzsyZM03l33rrLRQXFyM2NjbM7kafsrIyPPTQQwP+R4WfACLHy/dQRUUFFi9e7MqTcHp6OsaMGYPhw4djzJgxSE9Pty3fl/egPFB2fZZ/kzRNQyDQfX6jLhVI1/WgMtSFam69J2iaplSgulOyrI5R7rNMfn4+Xn31VXzzm99ES0sLFi1ahBtuuCHC3jsjbFlvyZIl+OMf/4gnn3wSu3btwuLFi1FTU4Pbb78dQKck9+///u/B8rfffjsOHTqEJUuWYNeuXXjyySexYsUKfOc734neUTA9xktSGRMdvCDVpqenIycnp9uBCejbezA9PR2JiYlISkpyNHBS3nvvveByR0cHNm/ejAkTJgAAhg0bhsbGRjQ1NQXLbN26VagfFxcHv198n0nFRx99hHPnzgn7TklJwciRIzFmzBjExcXhnXfeCW5vb2/Hpk2bMHHiRMfHI2PVv9TUVKSkpGDu3Ln4wQ9+gCeffBKrVq3CqVOnIt5Pd4QdRP/Vr34VJ0+exE9/+lPU1taiqKgIq1evxqhRowAAtbW1wjtPeXl5WL16NRYvXoxHH30UI0aMwO9+9ztcf/310TsKJip4RSpjokN/k2qBvr0HY2JikJqaGtbABACPPvooxo4di4kTJ+I3v/kNTp8+jVtuuQUAcPnllyMpKQn3338/7rrrLnzwwQd46qmnhPqjR49GdXU1tm7dipEjRyI1NVU5jdHW1oZbb70VP/jBD3Do0CH86Ec/wp133gld15GcnIxvfetb+O53v4uMjAzk5ubil7/8JZqbm3HrrbdGckqC/XvzzTexZ88eDBkyBGlpaVi5ciUGDRqE/Px8pKam4m9/+xuysrLCPnfhENEbXnfccQfuuOMOy23yhQCAq6++Gh9++GEku2IYJkJKS0uxfPlylmqjzAMPPIBf/OIX2LJlCwoKClBeXo6hQ4cCADIyMvDss8/iu9/9Lp544gl87nOfw49//GP8x3/8R7D+9ddfj5dffhmlpaU4c+YMVq5ciZtvvtlyX3PmzMHYsWMxe/ZstLa24mtf+xp+/OMfC30JBAK46aab0NjYiOLiYrz55psYPHhwxMd32223oaqqCsXFxTh79iwqKyuRkpKCRx55BHv37oXP58Oll16K1atXQ9d7L5m6ZnQnNnqAhoYGpKWlob6+HoMGDXK7OwzTb6ioqOjVYI2WlhZUV1cH7cwuZA4ePIi8vDxs2bIFU6dO7fX93XzzzThz5gxeffXVXt9XNLG7J8L5LWfjV4a5gGGplumv9N4zGcMwDMNECD85MQzDOGD06NHdhlxHE6v5+4EEPzkxDMMwnoMHJ4ZhGMZz8ODEMEyPceKiwAwMonUv8JwTwzARExcXB13X8emnn2LYsGGIi4vrl7mDmJ5jGAba2trw2WefQdd1xMXF9ag9HpwYhokYXdeRl5eH2tpafPrpp253h/EASUlJyM3N7fELujw4MQzTI+Li4pCbm4uOjg7HnnHMhYnP50NMTExUnp55cGIYpsdomobY2FhPZBpgLgw4IIJhGIbxHDw4MQzDMJ6DByeGYRjGc/SLOacuy5CGhgaXe8IwDMNEStdvuBMbqH4xODU2NgIAcnJyXO4JwzAM01MaGxuRlpZmW6Zf5HMKBAL49NNPkZqaGtUX/BoaGpCTk4PDhw9fcHmiLtRju1CPC7hwj+1CPS7gwj223jouwzDQ2NiIESNGdPseVL94ctJ1HSNHjuy19gcNGnRB3ViUC/XYLtTjAi7cY7tQjwu4cI+tN46ruyemLjgggmEYhvEcPDgxDMMwnmNAD07x8fH40Y9+hPj4eLe7EnUu1GO7UI8LuHCP7UI9LuDCPTYvHFe/CIhgGIZhBhYD+smJYRiG8SY8ODEMwzCegwcnhmEYxnPw4MQwDMN4Dh6cGIZhGM9xwQ9Ov//975GXl4eEhARMnz4db7/9tm35tWvXYvr06UhISEB+fj4ef/zxPuppeIRzXFVVVdA0zfS3e/fuPuyxM9atW4frrrsOI0aMgKZpePXVV7ut0x+uWbjH1V+u2bJly3DppZciNTUVmZmZ+NKXvoQ9e/Z0W8/r1yyS4+ov1+yxxx7D5MmTg+4PM2fOxN/+9jfbOm5crwt6cHrxxRdxzz334Pvf/z62bNmCq666CvPmzUNNTY1l+erqasyfPx9XXXUVtmzZgvvvvx933303Vq1a1cc9tyfc4+piz549qK2tDf6NHTu2j3rsnKamJkyZMgWPPPKIo/L95ZqFe1xdeP2arV27Ft/+9rfx3nvvYc2aNejo6MDcuXPR1NSkrNMfrlkkx9WF16/ZyJEj8cADD2DTpk3YtGkTrrnmGixYsAA7duywLO/a9TIuYC677DLj9ttvF9ZNmDDB+N73vmdZ/r777jMmTJggrPvmN79pzJgxo9f6GAnhHldlZaUBwDh9+nQf9C56ADBeeeUV2zL95ZpRnBxXf71mdXV1BgBj7dq1yjL98Zo5Oa7+es0MwzAGDx5s/PGPf7Tc5tb1umCfnNra2rB582bMnTtXWD937ly8++67lnU2bNhgKn/ttddi06ZNaG9v77W+hkMkx9XFtGnTkJ2djTlz5qCysrI3u9ln9Idr1hP62zWrr68HAGRkZCjL9Mdr5uS4uuhP18zv9+OFF15AU1MTZs6caVnGret1wQ5OJ06cgN/vx/Dhw4X1w4cPx7FjxyzrHDt2zLJ8R0cHTpw40Wt9DYdIjis7OxtPPPEEVq1ahZdffhnjx4/HnDlzsG7dur7ocq/SH65ZJPTHa2YYBpYsWYJZs2ahqKhIWa6/XTOnx9WfrtnHH3+MlJQUxMfH4/bbb8crr7yCSZMmWZZ163r1i5QZPUHO/2QYhm1OKKvyVuvdJpzjGj9+PMaPHx/8PHPmTBw+fBgPPvggZs+e3av97Av6yzULh/54ze68805s27YN77zzTrdl+9M1c3pc/emajR8/Hlu3bsWZM2ewatUqLFy4EGvXrlUOUG5crwv2yWno0KHw+Xymp4m6ujrTfwFdZGVlWZaPiYnBkCFDeq2v4RDJcVkxY8YM7N27N9rd63P6wzWLFl6+ZnfddRcqKipQWVnZbe61/nTNwjkuK7x6zeLi4jBmzBgUFxdj2bJlmDJlCn77299alnXrel2wg1NcXBymT5+ONWvWCOvXrFmDK664wrLOzJkzTeXfeustFBcXIzY2ttf6Gg6RHJcVW7ZsQXZ2drS71+f0h2sWLbx4zQzDwJ133omXX34Z//jHP5CXl9dtnf5wzSI5Liu8eM2sMAwDra2tlttcu169Gm7hMi+88IIRGxtrrFixwti5c6dxzz33GMnJycbBgwcNwzCM733ve8ZNN90ULH/gwAEjKSnJWLx4sbFz505jxYoVRmxsrPHSSy+5dQiWhHtcv/nNb4xXXnnF+OSTT4zt27cb3/ve9wwAxqpVq9w6BCWNjY3Gli1bjC1bthgAjIceesjYsmWLcejQIcMw+u81C/e4+ss1+9a3vmWkpaUZVVVVRm1tbfCvubk5WKY/XrNIjqu/XLOlS5ca69atM6qrq41t27YZ999/v6HruvHWW28ZhuGd63VBD06GYRiPPvqoMWrUKCMuLs645JJLhFDQhQsXGldffbVQvqqqypg2bZoRFxdnjB492njsscf6uMfOCOe4fvGLXxgFBQVGQkKCMXjwYGPWrFnG66+/7kKvu6crHFf+W7hwoWEY/feahXtc/eWaWR0TAGPlypXBMv3xmkVyXP3lmt1yyy3B345hw4YZc+bMCQ5MhuGd68X5nBiGYRjPccHOOTEMwzD9Fx6cGIZhGM/BgxPDMAzjOXhwYhiGYTwHD04MwzCM5+DBiWEYhvEcPDgxDMMwnoMHJ4ZhGMZz8ODEMAzDeA4enBiGYRjPwYMTwzAM4zn+f0GulC7Y+ZOBAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_3(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", + "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:24.975192Z", + "iopub.status.busy": "2023-02-09T02:47:24.974193Z", + "iopub.status.idle": "2023-02-09T02:47:25.384312Z", + "shell.execute_reply": "2023-02-09T02:47:25.384312Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 3, 0, 3), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.387311Z", + "iopub.status.busy": "2023-02-09T02:47:25.387311Z", + "iopub.status.idle": "2023-02-09T02:47:25.399821Z", + "shell.execute_reply": "2023-02-09T02:47:25.399821Z" + } + }, + "outputs": [], + "source": [ + "def function_4(x, y):\n", + " return 3.0 * x**2.0 + x * y + 4.0 * y**2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.401821Z", + "iopub.status.busy": "2023-02-09T02:47:25.401821Z", + "iopub.status.idle": "2023-02-09T02:47:25.415820Z", + "shell.execute_reply": "2023-02-09T02:47:25.415820Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "warp_factor = 0.2\n", + "x_list = np.linspace(0, 5, 20)\n", + "y_list = np.linspace(0, 5, 20)\n", + "x_temp, y_temp = np.meshgrid(x_list, y_list, indexing=\"ij\")\n", + "rand_x = x_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "rand_y = y_temp + warp_factor * (rng.random((x_list.size, y_list.size)) - 0.5)\n", + "values = function_4(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.417821Z", + "iopub.status.busy": "2023-02-09T02:47:25.417821Z", + "iopub.status.idle": "2023-02-09T02:47:25.431821Z", + "shell.execute_reply": "2023-02-09T02:47:25.431821Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 5, 100),\n", + " np.linspace(0, 5, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.433822Z", + "iopub.status.busy": "2023-02-09T02:47:25.433822Z", + "iopub.status.idle": "2023-02-09T02:47:25.447820Z", + "shell.execute_reply": "2023-02-09T02:47:25.447820Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "methods = [\"nearest\", \"linear\", \"cubic\", \"rbf\"]\n", + "nearest_interp, linear_interp, cubic_interp, rbf_interp = (\n", + " UnstructuredInterp(values, (rand_x, rand_y), method=method) for method in methods\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.450820Z", + "iopub.status.busy": "2023-02-09T02:47:25.450820Z", + "iopub.status.idle": "2023-02-09T02:47:25.543337Z", + "shell.execute_reply": "2023-02-09T02:47:25.543337Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "interp_funcs = [nearest_interp, linear_interp, cubic_interp, rbf_interp]\n", + "nearest_grid, linear_grid, cubic_grid, rbf_grid = (\n", + " interp_func(grid_x, grid_y) for interp_func in interp_funcs\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.546337Z", + "iopub.status.busy": "2023-02-09T02:47:25.546337Z", + "iopub.status.idle": "2023-02-09T02:47:25.780365Z", + "shell.execute_reply": "2023-02-09T02:47:25.780365Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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WFrC0BGRlASdPXMNDf5CT7GlFjLCCy/DwMB577DFMTk6itLQUt912G06cOIHa2uT/ge3cuVMIMt/+LoKrz2ipMN7NcEZf0v4YT4iHeqsNmj9tDWau5VqtxPmw56NRor8YrweotOxGM2bfPhK8YWY3moFljXJf4vd4kgOEiYbGZ7yu1AZaxia+hH4LPfQta+VelmyU00kJBA1EjKm7qRmVf/dxeO390NnqoN+2AUty9B1BcS0vERusojFZlBmLLhP3QVJmJF0mThxYXibeI6grki4SU1wktbasld+QX14S0U1acqNbnm6SUmkEXbQsT2VRj7V0+7WQBqHud2egydJg2b930/nuLNbvCK2Clihai5zbddnXhefktWLQYiKqlaYDSSqMmLP/5a235+DFH84HA8zW23KwSHxdSCpsSUSLiZ8HkExaLKzg8tJLL8VrHioI6DZaQ+nQiRhvkxUlf7Ebi5d7kb2+YVUlEUSCvJubkHdzk/9ZIj4hFeGi4RYjjr7YH9y7Md9clOwprYjtH8zFv/5nMc4eX8DNt2djxwdzAMZeSjogqg19FZkD3SarGlRUZAyad5ThU89tQe97LjTcbITtA/KlEqmG7R/MxQc/mMz1RuygBhcVKlRkJFo+YELLB0z+Z5Hv36iIDBkXXChK2yf7UNqG7wnfHg5v4SVn+jI9nQjSnyPZp6FSf5X2ncLf5+Er3KQbUedDZT+z92nolGXW6/Q4rKLMJWpq7Dbk3gyZ5szaiwHY+zFK6cvkfsoyo/ByWbT5R71HpSWz21B7K8SezbKPLGgUp8SS+yTyhZvicZb88xl4Zwjjp6+gYlsZ6u+tYu65SPZCGOnDVEKAKC922bdyyrI0FXnllOUlUeEla29GCdQ1ZKQsS/dYyOeh8469Bgo/Mi64qFCRDMy914WFjj7obHXEfowKXgy8M4Tf/fVBaLI0uPCzLjz4nXth3l6R7GmpiAKqE6UKFVFi7r0ujP3zzzD9q5MY+eZLmHuvK9lTSjuMnb5CVeaPnh5XPL7n4CgOfPsceg6OJmiGKsJFxq1cyJWwYrU91Yh4LF90Ln2PswlP+rFy+jKfzlgkVBqPeoBiijMPfaaQIsx8nZNK41YCIH9CKVCGPqIPVvW/mAbyaQCvvZ+qE5q7OAAdIV3DosvE0+ZNX14mT41oz6LLADpleZmRsiyuYmelNpPHrRHpfJF9k/TbGgalBAjUT+nWSvh+1hUMMKat5bguogMD6D4whjeeOgZNlganf9ID37/eGVzlsFKWSVoPkFb5y0GaiiyfsgwAp9+eRsfJWdx4mx7b7itcsW+lcXiq+iGePyERyUpLTjTSfuWSSv7VKhIL79kOTP/sdXjPJldRINdaHwwsWPZBZ61P6nzSEdX31GDHt+9Dy8eacf+/7FDUNRt5b5xa5QydciZwplKcfnsa3/2LHrz54jj++TO9OPX2TFLnkypI65ULKVj57LPPYv/+/cmekooEwXuuA5PP/QjQajD7u6Mo+fynoNuSHFUB/bYmrPufj/tVluuh39aE1V7/MnakD66zIyj1y/fzoPqeGtTfW7XicZU3l+HcTy8HA0z1NtOKbeKJjpOz0GYJWnjaLKD95FzYq5dMRFoHF1nnveLQl1Mp8YsJ3iwsVhMlKo2kQJQSx2JJpSlmr7Eeyzfyafy+N909yGm0QHdjC9Fk5cwzoQ/W3MiTE89Tmkm22NlLS9Z09kK3qUVyHEDTO8pV/STfJH+cmDoKCm5ubYFua0hwU0Nle5F0m7hCP7oMM4quItpnacX0nbw0P9mXWAqfor8Yopjiavk1Wg3Gj/Th1N//BhqtBj2vXMTN3/gQqoiViGQcosqfrPAnKbYlYpyau2vw4HfuxejpcVTcVIaqeyqwuCydM1WFL8n8YmR7EePIVf7LofGWIvzm+fFggGm8pRALvrX+OZCZX9FV9UNExZFYokQtU6PwMq1psR070tNONZmYt7dj6rX9mLe3h93We7EdE/+xD7OHjmLiP/bBezH8PmKF7A1miorKbmIb1inBe6YDrp/8Et4zqlhnrDB1dpiS7586NxLzMervrcKdX7qJa6UTb2y+z4jPfb8J9z1Rji/+YD223leU1Pm8/eYCvvG0B28nWfgyrVcupGDl9u3bsXPnTnz54neTPa2Uxby9Hc69+wCtFp5Dh2H6dHi+NwvdPRLF5oBMTaKh29yCkr/aTdgEhO/94j3TgYnvvShQa28eRekXn4Bua/w8ZFYLirdUoe+/zofk+zdXJntKccfm+4zYfJ8xKrHNWEBQVp5BVhbw/A+9qChtw86dO5Myl7QOLkBIsDIALbHEVnSSJMHIdAq0n++0w9vngK7eDH2zzd+Gt29pf5LmnFQafMB8hx1XHQ7kmM3Qt9hW7pB4uNAtlfPXtyh7xZBzzrVYKMXmXLMFmmXphVAq4oyocJPRhtRgoyodFfqmroeIWlvo7EVuQA2aQaVJ6EhGJhpTLFNECbEoM6UMM63Wh9l3L2H+Yj/0G2tl/WR8PnocDSNbLJCJNn2iG3MX+mHYVAOj3wCNRxRTnIW17NOg6HYLNn39YbjPD8G4pRIldzbg2jI5Pn0Dpmgy8iFD7HJZ7ESplb+hs0Qwxc9ZWWWSrDYOr5hYFF7yQOyJE7g+x49do5SVDx48mLTgkta0WCIw32nH2E/2wX38CMZ+sg/znXbZYybe2C/7Xkzn0mHHlRf2wX30CMZf2If5jvDGy7GYg4ElEt8bnc0K05+2wnD3XYLbZ5SrFu+Fdrh+3gbvheTQa9lNsaHWYoH5U12YeP7XXDUys+9ewtA3XobrjXcx9I1X4Dl5Kaqxp090o+fp/8aV/Wdw+WuvwnU8emtc050NaP6ru1F2Z/Ku6UroPjiKt799AZcPjCV7KjHDtttzgoFlaQlJ3SpI+5VLvOHtcwg/T33LgEYLb58jtHqBP/j8eB+g0cJ97BDKP9lKvR9LXHXQc1lwOOjVywrQW20wtbZiIbDyicD3RmezxsRC2nuhHRP//rzguHngMEo/w3DcjCN0W1pQ8vlPYbGrF9lNDdBtSQ4lNn+qC2P//FNAq8HMGydQ/jePBVcjssfLGJYpHb8SZs8PUP15LgwFVy+Ziu6Do/jFF09Ak6XBqZ/04GPfu4WS5E8mTrw1i/MnvNh0mw73fFAXVtt7P5iL5/7TiPeOL+Lm27OTtmoB1JXLitDVm4M3c/iWhecEvL3S4BMv5JrpuUTiuKm32lC8cxf01vgEQF5IKLrL8XfclINuSwuKHvvDpKUxA4DX3kfd3K+29yser99YR9fVRGlYlr+plurPcGN1VP2lAwbfm6RqZQZOTSV7SgCAd99y4+k/H0bbj1x4+s+HceytubD72PHBHPzNVwv8kv3JQ+atXAg6lj8VWZ7T1wDIX78Rmsf2wNvvQG69GXkbbNQYujoL3McOhYJPrRkkJcy9z8Lxnr7JhnVPtOJqrwO5Zv/+T4DKjijleeU0Z2aKs1IbhbTmwHE5FgtmDxCOmxZz8LqKxSGZ+zFKF5S6Hoz0Y0nKs3SeAKifYOKpkdeXugYcezGBt3KaG+D+1fHgzT2npR5LS6HjtKK0YpZhGbVPIxqH3j8h05J9MNyyAQ3/+CjmLg4g/8Za5N/SiPeXaJMyngp/gN5/4KnwF/oj3uMwJVsS7bGwUpbXkn+Iop/RldvKcOonPcEAU35TGRaW1zJTlMXPyXFoEzD+qn45nD9xlaqZOX1iMZh9pjQONO+HHqdIiZXGR37TEgCPx4OCggK43W4YDLHX7NzwtX+VfyOCDXgxWAkCc10XcbXfgdw6M/JElBhbYiX8OdAb5XztFT9c5oY663i+4KJc5xJ67LXbsdDtQE6jmabExOPzBBfF68HZhnUccdOWlAAx2mhYbcQJDv7/5091YqGrF7ktQhEmZb4pCi7k5jwrCUBcT5PFaJOl1IYRXLSMmhnxe6Q0DHmcWM6GPG4NI7iQtTVrRMFlLaM963XhvSU4Do5i6JQTNTeXwuKXjyGzvcSZX9R72uvyryu0uYHYuM8hggF5zKm3Z/DPn+kNBph//P+qcdv9Bv9x8mOK+7uB+PW7tXYQsQbvPTzzVi5JQF6zTRJUVKwMKttrlUO/rRl5t0S+b6IifJi3V8C8vUIS7JKJbfcV4iv/rxb2k/Ow3arHbffnJXtKESPjgosoS1HhwJUPUa6CZzxRaMO9ImC0YRTOSwaKiIpjTYGD4hLe4hPYZPantHLiEdKUrJAYVJjCKoJ5HIP6ErfRUOnD8m004l1OBmVG3vAkWdbEmHTKsvwqRpiD/MqDbiNOkw5V75MqAawKf0BEZTEq/LPEf6TENWH5xrDSlYVxVk5ZXhZ9Qci5Kfm+MEHOIcqdazHFdeN9JbjxvhIAwAJxDfj9YFLDGC3jgouKlRGolcm1mMPKNlOhIpUwcngAzjOjKLupHFV3R5fUoCL2yKhssba2NjjffA1zl+Jbb5LOmO+w48qP9sF97AiuRFAro0JFKmDk8ACO/O2b6P6vdhz+m99h+PBAsqekQoSMWbkEFJKh0WL65CFUProH+Rv4fpVzCVLKvrDC6+ClqNhcGpNWU7QfZnd9tYdOnb7a40DeBhvmOu1CFlqDmZ2mrERNc1JcGsYGuCL9R2Ygsa6BZBzWfJSEKyEPlh+MaA4+xkmw6DJhPkQTkh5SsHBmUWZaor1PdOEp22TyeipQXCxRTKVsMZLay2J8RyPxjRFnlI2dHqP0y66cvoJ1d9VTdBVVHc+wVhbGIYUiCeHMFKjq5/35v8SwbU4mUmMWMUBAITlYbzKYnLqJVIeuQVS302DGfKcdV170r2ZeVFczKlIfpVsrg4HFtyyYi6lILWRMcNnhV0gO3jRrwi8wXA3QN9tQ/slWFNxxF8qfENQExIWgV3vVwKwitVF+Vx1u++aDaPjoRtz5rQe4PWNUJA4ZQ4sFFJJbv/5d6GrNyG+kix2VRCwjykTkqUURH8ZJqzFpOk4qjT2OcKJ5G2zI22ATxlkGdHVmuI8ShaB15pCLqiLFxRgnAvpMOYuL9ZidpceizzQKlAOzhkZGnFP2OIo+Y9Bl4to38vqSp83wkxGmQ1BuVHEjcZ7ibDGCNmGJYkoyzBgUF5lhJqbfWFbLJC3F6xuTxSiCDNBQxXdYUHyHBWs0S7jm/76yrJUlP6MZ2V40xcW+7iyvGKXCy4h+yjOEPKXjhC9+GW9kTHABhABTdkL91R0uAqsZifJzDBHMUDMr7OmoiBjzpzqx0NGLXGs99NtU2wAVyUdGBZdUxdxlO7z9PdDVWQT5mGj66iL6aordTVrfbIub4OZ8hx3jLwjinp4jh1C2uzWlAoz3QjsWLjuQvb4Buk3pV9Q5f6oT49/5CaDVwP3r41j3148j75amZE8rajiP9mL63BCKNlcnjPbqf2cIo6fGUbGtLFi1n+o49fYMOk94YLtNj1vuL0j2dILImD2XVMXcZTtGXtmL6feOYOSVvVGlSc912TH60l7MnDyC0Zf2Yq4rPTbeJWrOKbSn473Qjon/9zxmDx7F5P97Ad7z/PL/3vPtmH75dXjPJdfF8mqHSPiyoz+p84kFJo46cP5/vY7BX5zH+f/1OsaP9sZ9zIF3hvDbL78D+yuX8Nsvv4O+d4Zj0m/ngXH86lsdaP+9Myb9kQjIxbzx4iSe+cwA3n3LHfMxIkXGrVxYFfpi1pzLSMx/zGy3Hd6BHuhqLcJeDhQK2kVvePt6qBurt9+BfItNeS+D8eSqqK+rfQ7kr7dJ+mBuzYg4ZJ4056gVAjRChprnSGhPJ7fBDI1PJKpJtJnvaKcoNKYSAO9+ECuV2efDQhetzrx4qRd6m+jz0UrH9J5vx+QPXhBcLN8+gpK/3E2velh7MT7Ae64Di10OZDeZaTVm6jh2KjK5H+PTaJDT3ADPr4+FfGma67G8RP9uJE3KyH0SVoW/5D2OCn9AiG8BZDHai/925FKWXWeHqYA5eWYUxtv8JmZahQp/4rxJEUxphb60en/4lJNSSh46NYHqexjFmZwV+pcOXMHLXzgFTZYGx3/sw+P/Zxuad5QxhS+F51rZx3LClxdOzFNClxdOXk2Z1Yu6clkBs912DP98L1ynjmD453sx2x3eakFXa6FTf6PIYpP0VZceGXH6FhvWfaoVBXfehXW7WxVVAebb7Rh/fh88R49g/Pl9mG+P7+osZ73IQK2R75ouXnJQN7/FS3y/rL3nOjD53I8w+/YxTD73I3jPRr/q0d3UDNOXPgnDg7fD9OVPJGzPxXPyEkb/8024T16Oed+Fm6spG4CiTVUxH0OMdTeVBwOLb8mHipvKou6zXyTt3/9ebKX9W27NDwaW5SXAemvqaJFl3Mol1vAOiFYeA47g6oUH+ettqHx0D7yDDuhqzMGVRiTI22BD5cf2wDvggK7OHPX+TSKhb7EJQWWFFeNVh8jnxeGAzha/89RttKL0z56UV2dWQPYGM2Z/fyS0WtjA57i42CUNSrHwktHd1Az9zYnbZ/GcvITBb7wirCra3kXtP3wMBbeuj1n/xXdYYPvfuzBzbgiFm6tRemd9zPpmofqeGtz/Lzswdnoc5TeVoe7eyqj7rLu5BCd/3BsMMHU3F8dgpiHcdF8RvvQDCy6964H11jxsu68Q4JD2TwQyLriQGnSK6cfMJzT0VRa43gtROvpqwa+FSSnJDGRotMEQCEg+6j/hEN5UaA2Q32hDfmMojVj2FHjSksHnwaJ4njz0GSeVFnhMUWjLfgqN1OHjFK5ky+dL+9JbbSH6LXBNyfRlGc5Rb7NB8+dPYqHHgezGBkHdmfociTbE/LPXWzD7u6OhoLTeHEp1JsUulVQBqNRmshHjPAHMvXsJCx19yGmpRz4RhFgV/oCYPqMr/OcuDlBBcu7igKDqTKQvi31jWGClLBfd1ogiPxV2nazQF6WGM9OclURsKSot1L7srnqU3SUEssUluoNIqvrr7q3CHz2rxeCpSTTcbETD9nIs+uSr+jsPjKP3XRfW31oA2wdKFSZPw/oBEzbfJwStBR+/wGW8kXHBJdbIb7Sh+pE9mB9yQF9jDmvVoiJ86FtsWLe7NbTn0mJLFe8jCXQ3WpG7ObxVh25zC0o+uxuLlxzI3mCGLsz2kWD+dCec/mwyz6+PQfvXj0dNnels9XC9fjJmbpiZjMbtFWjcXoG1WrZaceeBcbz4uTPQZGlw9EUfWv9tU1gBJhWhBhcOBFYLKfKDIOMRpNAyFLrNLQkJKgEsdPRKssmiDS75t2xA1Vc+jqvtfdDZamG4VfWiiQa977qC1Jk2C3C8N60Gl1SDhkEVcWWHiRuJwCVwyUkDKdNNjPHJQxSr4BntlTKqGO15BSV5Ms8U++PN/CL7UtCgZGWIaZR8nyn6jJFhJnaSZKTpyWWYAVCu9hdllcm+Lp4P4zjyNLObzACVTdaAZT99xarwByAS3JRW8uu3NSHvZiGoLPl/lJPnzcoqWxZ9dynKjKTfCIpNSSyTOm+C4qLEJcXZYjxeMZxV/dzeLgrH1dxcgqMv9kOTpcHykg+120qwuLyWS/hyxXGThIwLLipUqKCh2ypkky109iGnuR76m9QK/lRD0451eOz/bEP/e1Ow3FKE5h3RZ6olG2pwiTFmu+2YH+yBvsai7s+kKObt7Vhw9CDHYoHeln4V+ZFAd1MzdGpQCQvDhwYxfmYMZVvLUXVPTdzHa9qxDk071tHOmGmMzAsunEWUXPsnYnqGeCxHkXl67BjavxfQaOE6fQjVH9kDg8Wm2AbgL07kptJYFrucVFosCieZHTAoJmX6jT0Oy1VTqUDT+fw+QKuF59BhmFpDUjRUgSbFQRKPtfTkmAKZPHSZuO9lxocl/rAZopZkdpdUuFK+PentIrYB0SyR761chClgZd8YMqNM6E9eCJOivxR8Z8RtJo85MHNuCMWbK1F6p3zdkpJXDACMHenHib97CxqtBl0vtePObz2AGiLARGKnzCN8KXkege2yuL9kITVmESd4HHaMvfMaPI7EyKTMD4lqYoaikzmZ7bbjytuvhV24uVoQiaumXB2NiszB5DEH7P+4H8OvnsX5f3wdE0cj+3wnzoxQZmTOM2MxnmnmI2ODi8dhx+DrezF17ggGX9+bkACjrxZV0FdHXkE/223H0Kt74Tp9BEO/CF8ZYDVArFl2lSNQ5JpFFflm+c9o3t6Oqdf2Y97OrzUWDbzn2zH9SltY2mbpiHhW9QPAzLkhKjNu+nxk+mCqGVn0yDxazI/5YXoVMT/sgMEc3z0Qg8WG6o/sgXfIAV21maLEwsX8oGj+g+EpA6wG5JppH5pcRqAgobfaUPZkKxYcDmRb5OX/5+3tcO4jqLNPt0IXx70ZWZ2yBKYqxxKz716C194Hna1ekp7sOXkJQ3Gs6gcE2Zjh/z4TtWxM+V11uPNbD8B5ZgymreV+VWalqszI0HNwFCOnxlF7cykat2dWAMu44BKgP/MqLZg6G7rx5FWaaVFLjj2XSCr8C+ptKKj337CW6Pe4U6M1wirIdZpWBqAq8kXtqUQCUmKGd8+EfJmpykk/jSitmHqikXuoqARAdpC3gfChaTBDv8EWqoZnzAcaIK/ZhrxmqcpBYBILPSLqrNsBfYs/uIivTZjpyxrJ/gkEXbLgeH5JmBsZIpjiOfAYlImP46nwF7Uh04LJFGPy8s2f6sLYP78krBh+eRL4u48jz68G4PNpMXdhgFpVzF4cgP7mJqo/ssdl0hdeKRWZmFvBrevR9PQj8JwfRNHmKhTcbsG1ZdqEDGAbkZEnZLqzAaY7BVmf68vs45ivi9+j5gw43hnB608dgyZLg/d+7MBHnr1DKvPP2EtZ0ir9YacGMi64BGBosKH2D/dgbtiBvCozDA18v/o9vXbMDfUgr9qC/DivdJQQWAUFlQEUVkEBCi2YSPBHe1bNKifoQxPDv7Vcsxmew4dWpM5ihZz1Zsz+/nCoDqVRqlPmPd+e0Kr+SOC109L/Xnt/MLgAQlX/9C9DVf16W11c5lF8uwXFt1ukQSjBGDw0iPHTY6jYVoa6e6sl7w+/J1VhThcPGR5kbHABhADDG1QAIbAMvC7cpKfOHULNw3viTqUpwWCxcQWJRFNos5f9FgR1FuRFIMQ5d8kOb18PdPWxNTyLFfRWG0ytAnWWYzbHPV1Zd6MVpZ8RxDOzG6WGZd7z7Zj8furTZjpbPdy/Ok5IwtRR7+ffsgGVf/dxXO3og95Wh/xbMreqf/DQIN766wPQZGlw8Wdd+IPv3CsJHFU3m3D2p93BAFO9Lb0r8sXIuOBCixzyNhL+k8v2KqxbOZU4oqr+aNOPicdKFBqLvpM85zg3H4TAMvJzIQBPv3sIlY/uEWg4zmszd9mO0VeE9jMnD6HyT/Ygb4PYs0XcB+OCMFKZJX3wplmTlFuTLRT4iB/A0nE4hCNZfjJAMEdYZ7UK4peB8YjjZJWUAwGI/L4ril0SD3mVAEg2khR6JB6T6cq5W1qw7n8+jqsdfchtqUfu1qZg5X6oqr85GFSW/deVSlkmxs9i0GU+nygVmVihZCmkPFOIsqqfOo74UJf8qczDp5xCMsCSkBQgeMMQqcwaLarursOD31mDK2euoHKbCdX3VGJxWVR9r0Crsc4nVYQrMzZbLBLoK+lsL31levilBCi04q13o/ojexQptGghsSAYDC/VU9K+X00FXgmCcnLI24RX3j8Z0G9rQsmnHoJ+W/rbLEeDsq3lVLbZuq3rZI+rv7cKd395CxpiIO+fasi4lUs0KGiwofbDezA/4oC+0oyCMCi1ZMNgsQWz0+KpIqyrtWCasCAI1/xMV2vB9EmifZoYniUTuk1WlHxmNxa7e2VpMxWph6p7anDvP9+PibOjWLd1nb8AMzmV921tbThw4AB27NiBnTt3JmxcjU/sUxpneDweFBQUwO12w2AwxLz/zX/53dATztWhT5GjIhABLUaPw9c+EvpNKUMrqnFk+p3ttofMzwJ7Ozzj+48T9mz8hmfrpe0V58mZlcakzGI+Dqs9w45ZzBWw2rOELyX9MY4Tp/zx9K31wXu2A4udvchuboB+a4tsG5IKlBSDM+yQNYz2AF3lr2UcR/Yl3qgnhS/J98j2YivlNQwqbY2GQbGJ2qzRyAtfrtGI24SOW0u8x3pd+h7jsUi+P1tznXgv9Li55y+xa9cuZGVlYWlpCfv37486wPDew9WVi4qwEbQgiLT9ehvy19uUg5CKhMN7tgOT33tRSBx48yg0X3gCuq2plziggh8HDhwIBpasrCwcPHgwYasXdc9FhQoVAIDFTtr3ZaGrN9lTUhElduzYEQwsS0tL2L59e8LGzriVi0acRRF8Q6ENGBRKGH2E2rMP4vFPET9lUjWScRmHKbTnGYfZr1LfStQT+RZLHDIG4zALNLXszzraDDP6sXyGmEbEQpM0mYbxgSiJXWpYxykJhjIyxLI3mDH7JmHBvMEMn4wFM8s3BuDLKtMo1J+wrJXpQkW28CXpFcPyiZHrQ24cJTtlOltMKnwZfM4hcLnMvGkhomwxct47d+7E/v37cfDgQWzfvj2hey4ZF1xUqFARGXSbW1DyuU9hsasX2U0N0G1RKbFMwM6dOxMaVAJQg4sKFSqCSLQFs4rMhRpcVChitofQLItj/YwKFSoyC1EFl2eeeQZ///d/jy984Qt49tlnYzSl6BDJnktMj1Ny5GK0icU+DVeFvdK+k8zegcchMj/bRZuf8ZmFsafJs88DsPdmIjIYIw21xPtBjP0YpfNhHcdtnsY08ZKfszBPsj8idZcl7QDAR15ErYbWKgvUzYj5fdY+Czm8wukwq/9F+x3LxJ4JbXImrwgp/nthG5GxTevJ60HpACgJZEYiXBluewBYXkMcRu7NEOctaaPQX5IQ8TTee+89/Pu//ztuvPHGWM4nLLS1teGpp55CW1tb0uYQD7j77Bg98hrcfcn1cJHI4Qyr1fSZgIBW2eyBo5j8/gsZ7yGjIjmIKLjMzc3hE5/4BP7jP/4DRUVFsZ4TF9ra2rBr1y4899xz2LVrV8YEGHefHQO/2ovJC0cw8Ku9SQ0wEvOzKrWaPpXgvdgO13+3wXsxvOCweEmqVZZOmH33Esb3/gaz715K9lSCGD/ai85/O4wrR/qSPZWUQUS02Gc/+1l8+MMfxv3334+vf/3riscuLi5icXEx+Nzj8UQypASs4iAWLcZbsMdbrB9RtT4HlSY1OetBYa1U7kNMDfCkH4uHX4mWMtTbUPPwHswPO6AP2BawPHEiSZnmTism2pMvK6QyR+Q1w6DMIklfpivfib7EqbssnlCpQh+A196Oif8UDM1mDx6G6U9bkUt6wIjSlzXEQNmNZsy+fSSUcry+Qbiwy5ILIn9CLBFM0Xv0T1fyGoq+u6RlPOlfQo7jH2juvZBnjOv1k6j8u4/TpmREB8tLWUR7dlU/hQiEL52He3H+f70BaDXo/69z2PqND6PM7wPDpMl4PWA46bdl7htX4hD2yuWll17CmTNn8Mwzz3Ad/8wzz6CgoCD4r7pa6msQCZJZHETC3W/H8LH9cPfHZoWRV2GmVgt5FcldLRjMNpTfuyup1gMqpFjo7qENzXr4KcuAVln+jrtQ8he700qr7Gq71DMm2ZgmrJU1Wg1cZ0eSPaWUQFjBZWhoCF/4whfw4x//GDk5OVxtvvKVr8Dtdgf/DQ0NRTRRMQLFQZ///Oej1stxD9gxfGI/3APhBQh3vx29b+7DRPsR9L65LyYBpqDehroHW1Gy8S7UPdgacrVUkTKY77Rj4lf7Md+ZPMoyp9ESDCxYXkaOJUwB0U1WFD36cFoFFgDItdZTCtFiz5hkoGhzdXBOvmUfjFsyT+E4EoQlXPnaa6/hkUceQVZWaLm5tLQEjUYDrVaLxcVF6j05xFu4ctue78q+zqLFZgbt6H1rX3Cl0HB/KwprZMQUZfobPrEfE+1HgiuNUutdqLptF31gBPQZT1U+r5KAXCaau8+O+ZEe6KssoeDFM44C9cR7nlwZYpyZX+GIZcZqnNnLdoz9dG/w+1L+eCvymm3KfVMUm8KY5OsklSaZp3DkvL0dC70O5FjM0NmsysoITLFKchzRrYD105OqfOcTyNQwXgcgErUkXqeEL0M8kPd0J6629yPXWoe8m5uoNmRVPyWIKTq3LEq4Ul4sM0u7jOnj3fBcGIThxhqU3GEJvicWvpw85sDMuSEUb65E6Z1m6j25NizhS+G90PPsrOuyr4uFK9cwBC7/dcvLiDXiIlx533334eLFi9Rrra2taGpqwt/+7d+uGFhSEXNjDmqPY27MEQouKyC/3IwJe0g+Pr889Te8AwkD0Ggxef4Qaj+8R10dhYGrffSe2NV+RzC48GC+w46rDgdyzWboW6K77nqbFbob02vlEQvk3dxE2SfHC9PHu9H99C8ArQbjr56C9muPwHh7o+yxJXeYUXKHWaKKnCj0vTOMkVNOVG4zYf328qTMQYywgkt+fj5sNvoPQq/Xo7i4WPJ6uiCv3AxneyhA5IURIApqbWj4YCtmxxzILzejoDb1r8H8iDhhwJFWwWW222+xXGsRHDCjwNylUF95G/j6yq23YOZ46PuSG4YfzXynHVdeFFbJ7qOHsO5TrdBb0+faxxPe051Y6OhFjrUB+puakz0dAIDnwiC1v+O5MMQMLslE/ztD+O2XD0OTpcH5n15C1r/eCXMKmI9lXIU+64cDK1OqqMoG8wdaMXvFgfx1ZhRWERlRHFRLYbUNhdVSO1zmwKLxZbvmoZh4s9JEdEBeuRmT54lgWtEAzbKPWcipVEDIQ4W5e+2YHxYoOIPZxpddxaDSZnvsGH7VX9R56hCq/2iPrJ+M+Llchhll13zyECo/uocKMKx55jfaoPn4Hnj7/X40GxjfFxk/Ga+DXiVfdTigb2aMycrKEx/IUYQpdKFhvEdSQqLiRDCotGXG+ACTSlMSQJ0/3YmJZ38s3MB/cwympz4J3U3Nwo09OGao42Ufm1ZjplSJLZyJ/sidAZJWy9tYh/FXTwUDTN7GGiwFToRD+FI8BeZxCtliIwdH4DwzCtPWCtTeWxVqQlzQofcmoMnyWypnaTB4atJvTpZcRB1cDh48GINpJBeFNTZuKizdEUgYmBt1IK/SHNdVi6fXjsHXhRv41NlDqHlYVOEfJuYHRauuQUfEvjISu+UBB/fqJW+DjftYErp6M9zHCBfO+tSnUROBBbHUf2efEFySjMLbGmH+6qOYvTCA/BtrUXR7Yj+v0cP9OP53b0Kj1eDyy3Zk/fP9qJIJGutuWoeOlzqCAabyJlNC58lCxq1cVKyMgnqbEFTinBo/NySl4KIJLvoaC1ynQzdnfZgWyyQkds218b9x6JttKP9kK7x9DujqzdA32+JqSZ1MeM91YPFSD7KbzCuqK+c0N2D2tyGp/5zm+gTNcmUU3taIwtsCVFhi91MmzoxC489A02g1GD8zJhtcau6pwR98516Mnh5HxU1lqL+3IqHzZEENLirihrxqC6bOEcEgygr/fIsN1Y/swfyQA/pqc9RumJUf3SPYLdeaBWfMqGbHB32zjaLCMhHecx2Y/LcXBEfL3x1Fyec+pehoqdvajNIvPoGFzl7kttSnxKolFVC6tQI9r1wMBpiyreyN+rp7q1F3b6CGcIl5XCKRccFFs8x5i+CpaOXd14ikjwj6VhRqZLRnFYBL3mQJbiqkNa+0N1RQZ0PtH+7B3LADeVVmGOrpCn9ecUjyucFsCxZ0kkXX/CZeoYeUXbNPoSBd6bqz6H4N40PgFDalxhTvFzA8wXxEB2KfeqbYpIIpGSWYSaYsaxkXCgCWfVjsFMnLdPZSMv4+cRsNkLu5BbmbW6DR+ojPVb6qX3w9qKJ68tR88vsqAJ2mzK7KV9gMiaCSn2v/hTjOdGcDbv/mH2Di7ChKt1Rg3V01uL7MaLMUupUvaVl/mIlFxgUXFakFQ4NNkI1RsWqQvUEkL7NB3VuKFBV316Hi7jr/s+SkOUcKNbioUKEiptBtbkHJX+7G4mW/pP/mFkjTylRkOjIuuARSkaeH2+EZ74GhzIKiKplCMyV6IniM0nucS88Y0mKRiENSzRWoIyZ9FhGlQ9Iz7OOYVexS1kT2Ccs/RXEcLeN18RzIl3kFMhmCjrx+Lj5WRTtnui+dvsweh+kbIzo5ZsqyApUWGFd3ozUkLSP+wa1wPrQfDEnLsb97AVZq/lQnFjr6kNtSD/22ZqqqXw5z73XBa++HfmMd8m/xi18q0F0kteajrgHhNSOeG3HcMkFXrSF9WsRfXrIWndc3htdTJoFIEVuZ2GJ6uB3d7+zD+KWj6H5nH6aHVb8KFSrEmLe3w/Xqfnjt6f/3MX+qE87v/ASe3x7H+Hd+gvlTnYrHz73XhZFvvoTpX53E8DMvpZR8f6YgI4OLZ5xOgfWMqyZXKlSQmLe3w7l3HzxHjsL5w31pH2AWOvoktTJK8Nr7U05dOdOQkbRYQakF412HgwGmoNQsWa+yGB6KTqtW0G3iodUABYpLgdeKkhaLSESSPIyzcp7ZN3ltJGMyKDOFCm4esUpu+o3pN6LQRqEgnaz49w4yZGmUKD8m56dUbS/fnxJNKM4qW+h20JL93Q5B/FKhjdzcxFQaLdJJXK1l+fbSM5I/ByWWED4gp6kBnl8fCyURNDdQVfjLIq4op6Ue+OWJ4PG51josL2voDDMRFUeLX3L6CvNklYlevkZkEpNU2jKZHkkIWvJMp62tDQcOHMCOHTuiUpAPBxkXXACgqMqK9Xe3wuN0wGAyo6jKyrWdOD3cju5DgvbT+KXDaLy3VX6/RkVC4O4NqTencsYZJSXzrl9KpkmYb1C/rI5fvywRyLGY4Tl8KCTZb05ORpf3XIew8d9kptKVw4XupmaYnvokFrr6kNNS79cnY//V593chPK/eQxX2/uh31ibECHMZCHg2puVlYVnn302aosSXmRkcAGEABNuYJCj08LpY3qoHbPjPchfadWTZMwM2DE35kBeReqKbbp77Rh4w6/efO4Qav9wT8oGGFkpmSYb5i7ZMfIKoV/2J3ugb0qNc9BbbTC1tmLB4UCO2Qy9je8HWCzhPdeBye+/IBRbvnUEJX+1G7qtkRdQ6m5qhv5m/vYBdWWtQrJAMuE82gv3+SEYt1SGnC0jAMu1N97IuODCVLzmSO4qMFkwfomm03j7mx5uR09g1dN1GI33+Fc9TIqKL/OKfl2BO+Jq7/eveVuYp7P9EO1fI9M+ksJNRSqNQZmJCzQlds9DDhTU2bjH4SrQFH0E7Awv9jjQAHqxlEyN8L3x9ouCTr8DeQqUGf06+7MmBSWZ81TaTfV/p/OabcgLyP4vQyaLi0xlI18nMqUkfDP5kDiO/Nz97RcviYotuxzQbSJWL2RWG1kgKpomK6uNJXwJ0DQZmflFBxrRHz+VkcXjRSxCGIWXE0cduPiPrwetkzd9/WGi3gVU0SQAmiYTTXvHjh149tlnE+7am5Eb+pGiqFKg09atvwvr7w6PEkuXJIJZGf+aVIS+0hKcYyykY+KJ/EYbqh7dg6Kb70blo3uCey66WvocEqFflk7I3mCmXCWz16vXJ4AZwjoZWg2mzw1H3FcsXXvDQcatXKJFJHQaABjK6FWPoSw1/1Dyy81wdkTmX5NIFNTbUPuhPZgfcUBfFV/15lggv9EmWZUE9csGBf0yyapllUO3yRoqtlwf3Z5LpqFwczWG/vtsMMAUba5auZECdu7cmbCgEkBYNsexQLxtju/42L/Ivq5og0uCszhSrr/pkXYqiSDc9qE5cLRRaM/yZgm0mRm0Y3bcgbx1ZnmrAQYtNjPo36spN6NQtFfDY/GrdFxEts3RjiNuwyiwjKkFM+88ibnMXbLD2+9PCmiyiY5jZJWJ9ciivh4+xusKbRjWypLCy3DtlMWfAVl8ynwsakOcj1Yj30a8F8NjoZwlKtwkLZSzRNbIwccMC+apYz3wXBhC4aYqlN5pRhbB0StZI68hLJB/cecPEGvExeZYhTKKKiNb9SQaAf8a7oAL/17NW6K9GoVkAPeAHbOjDuRXmIW9khSFx2HH/FAP9NWWqFSW44W5S3aMviQkBcycOISKj+8Jy1ZZRfqi+A4Lyu6KfCM/2VD3XFRwYS6MvRr3gB29b+7DRPsR9L65D+5+ewJnyg+Pw47Btr2YOncEg2174elJvXl6+6RJASpSA7PvXsKVH/4WnpNqdb8c1OCSopgebsfA6f0pI12TV26mNqeV9mpmR+lANJuiSQPzIjMz73DqzVNXL0oKqEvNPbIAvBfb4frFfngvpsb3Nl6YffcShr7xMlxvvIvBb7yiBhgZZBwtRqYOs0QFlTuIX+U9cz7itOahdnQflqY1K7Wh58DgpyWF0Rwl0P7Xi6psMN/XitkrDuSvM6Ow2kb7ihCP89eZMWEPJQ3krzMH0yPjVf2v6DXDeJxXZcHUWcLMrMIMTYCuZu0rRJLyzBJmhPL3ABASBSr/ZA+8/Q7o6oSkAMrHhiFtIE4RjiZlWdqB/Gcwb2/HxN59gFaL2YOHUfo/WqHb6KeJlar6GeKdVFU/CaX9Rtbr4oxp4rzJrGCWN4z/3eCjuQv9VDbXnH0Aebc0yaQYc6QpiwU2eSr500C4MuOCSybA44yumDNeCOzVrHhcrQ0N97emfKGmocGG2odDZmb55tScZ94GW0pV97Ow0NMjlZTZmPzvbTygs9Vj+pcngwFGb6tL9pRSDmpwSUEYTBZcSYO0ZiUU1tpQWBte0kAyQJqZpWaddvogx2KB59DhkKRMY/p9b3mRf8sGVP7dx+Ft70fextqQZL+KIDIuuFA2x5F4rijcYbhotmgr7wEYK6xYf5dfG63MjKIKq3SpG0m1vNJcI6gUj0hgk5EGG3X1v/i6MygzRTtlkr5iWSgrXQPWubGOF7chX2bQu+L5sOyLNaJGrJRl6qsvHoe8HtRXJXQg2UbfYoNpT0hSRtdiDdm5R1LVH63wJTE5jSitmPVXyqLIAPGfoBb6bc2Cb4zGh6UlmTmLxiGrPsjblNTPhVKulJ9oBOxbopFxwSVTYKy0wlhpTflf/ipUkNDbrND71ZXVleDqhhpcVKhQkTR4L7ZjoduBnEYzdDdm1v7M7LuX4LX3Qb+xFoZbVx9tlnnBhcpgijLzS3Icx4G89A71evRUGrNNtPSZEnW2ghKAfJuVH0tWayymk3sczgwzjnkq+rGw2rCOV2pDimjysUDK8+TIKlNyRqaoOBZlCJHAJFnVLzMX78V2TPzn80J22QF/dhkhXLmS8GUQy3TvoYfywpeio7goMgDQLBHzIS6CVoaGCjhdQquB6/WTqPrKx1FwWyOjczHnnUUcxpn6lYLZYinCzqlQoWK1YaFbml2WKYiV0+X08W4M/H9vY/p4d0znlwiowWWVYXq4HQNnpMWZqVa0qSLzkdNoCQaWTMsu09nqKMVnXQSpyjMnutH99C8wvv80up/+BaaO90Q1p7a2Njz11FNoa2uLqh9epCUtpmTZqVliNBKDg+GaHG+He9KBghIzisutbJpNYY1NZSoxM8wimKeoM3aBZugN12g7LvuLM69cOizYClRaMT0iX7Qp7UthDqxrIOZNuDK/xOPId82ky3j7Fmf2LJOUTgRz48l+E9NIkbQh32IVDXNSXCwaSXEOURZeBh7prFaYPt2KhR7/novVSlFuoCg7hWwzyreF9aUIve4914HFS373yy0tvMmi9DVQsFAGBOOy8r95DAsdfdDZ6qDf1oRlcm6K3i7Ce57zAyLZ/SEYbl2vNEN/39KXkuFGmXYrl8BFeu6557Br1664ReGpK+3oOvkCxnqPouvkC5gaS/9f9BLPGadD/vUU9aJJNNx9dowefg3u3tTTHMsU6GxWGB/ZCZ0t8s187/l2TL/SBu/5lf9Gvec6MPncjzD71jFM/p8fwXu2I+JxV0LezU0wtT4YsYVy3o211OrHcGNNxHORc6OMN9IuuCTqIrknHcIvH58P0GjgmeyNyziJhKGM1qkymMzyr6dh0Was4e4TbJYnLxzBwBt74xZgZnvsuPL71zCbgqKZ6QDv+XZMfv8FzB44isnvvwDvOeVgsdgldr9M3b/rglvXw/zVR2HauQ3mrz6KotsbV27EwI4dO4L3zES5UaZdcEnURSooMQcDC3w+GEqk0tdTY+3ovdiWNqsaidNmpVX+9RSQmokF3P12DB/bH5Eqs8RmeST2qzlPjx1Dr+6F68wRDL26F7PdaoAJF4uXRcHisvLnlN0kcr9sSm1J+8LbGlH9Z/ej8LbIAwuQHDfKtNtzCVykgwcPYvv27dI9l2WOfRFgxQqvElMLmm/eDfdULwqKG1BsIqqNAUyNt6Pr3RcAjQZjjiNovmU3itfJ3JTFxkhy8+Hdp1EihzlTiY3lLTCW+9M9iWtlrLDCWOEvfmOlMvKm0VI0vjDG9FA7Zsd7kL/OgqLqgJgho1RcYZyZIXnDMvHlCMj+Q6PFhP0QGh5oRUGdjblf4Z9s8GFehRmT52lRSyxHmEq8LH+Md1AUwAYdyLfYFNsojuOTf33F/oKvs/9IYlnVL/m0GPPxMfaDyL5yGi2Y/f0R2io5MCmZPz3djVaUfNbvftnUAN2mFpEQqPz8AYjMy8h9HuX9F3koSQGw8opDr2vF+2OsSn4CiXajTLvgAiTuIhWvs8oHDEhpM/dkL/PYWMI12g73hAMFpeZgMEh1TA+1o+edUMKAZXtrKMCEgZlBO3rf5jMsk5P9D8e0rKDehrqHWjE36oC+0hIXm2V9tQVTZ4gAVhM5HTl72Q7vQA90tRbkR2inPNdlh7evB7p6v+NlGkB3oxUln9mNxe5eZDc2QLdp5e+VbnMLdFubEzC71Y20DC6pgIISM0Z7jwQDTIEMbRZruEbb0XX8eUCjxVjPYTTd/mRaBJhZUcLA7LgjouAyK2NYxgou+RUi2X8F/xkWCuptKKi3sW2jo4TBbEP1rj3wDjugqzIHVy3hYvayHSM/F9wqp987hMpH94QdHOa6RI6Xj+2BviX1v1sAoNtk5QoqKhKLjAsuTME/bj8X4qFChX+JqQUt23bDPeVAQbEZxaYWYNknrfpmpUYr3a8YVJrb2eMPZgI/43E6ULzOT3GF4c0ifxwjrZilkig5jj2OwWTBeBeh8mwyC58TK5WZkb5sKDPD2UH7xAQ/b1GTwmqR7H+NTUprcacvs1UKmKKYjH7FNFJBgw0FAVVmBnWlqAoA4Go/HbyvDjikqxcWbRnoQ+x42eegAxT1NZCv6p/vtMPb50Bugxn6Fhu7ql90Een5sGhkdioyVcnP8JphesP4W4UeMf6OFNqwKDKAlyYTUVrMNGWyryxQ4BG7TDAyLrgkEsXrWkI39wSgoNSMMUdotWQoTe3NyACKqqxovKcVnnEHDOvMEScMFNbYYP4AYVi2grdMusj+RwtdrQWuU6Ggq6sNf5Wmq7Ng+iTRR5iOl/Oddoz9WKAs3UcPYd0TrdBb04NaUxEfqMEljVBcbkXTbbvhmeiFobQBxeXpQwUUVVmFoBLljZ7XsGw1Ib/Rhqo/3gPvoAO6WjPyG23cC/UA8jbYUPFxwvEyTHMyby9NWV7tdajBZZUj84ILQe/wWxsrUD9k1xw0m4a3ypnM7FGi0kQ34xKTFSUmq5ANxBLp5M0G4qkIJ8X/xM2ZZiIKY7BoOhYNJXkv/AyzWIpQKqkU+Ah6hJmdpTRP1utiKk4mE81gtsEQ2LNZhoRpoS67T/71/EYb8htDfYRT1a+rM8N9jFj51JvBYqjE2Yj0nx9xDZnZaiJajaTpWAKdYqqZSZOxZR/Yf9lKopoxzCRTELvUahhtkojMCy4qVKhIOPKabSh/vBXeAQd09Wbom8NfPanILGR0cJlydmBmyoHCwIa7ChUqIsZclx3e/h7kNsinKuc121QqTEUQGRdcNEvC76VJZwfaz78IQIORgaOwbnoCJWSAIZevjKwwRRqIeiMCWo1qHoGfi9IuNbPIjk03cRVuRpttBnYxHndWW5gZZtyPRc9ZIpDuATtmRx3IrzALdTMUU7Gyb4xEUJJRbBmJBTTz2oqP4yjwFGPush2jLxOpyh/3pzsrFF6yxucVvuTxhhG6XjlbTEKlsSyUSShQaVwUGRC/YktRRtiS0nckSUiNnLU4YGa6F8K3ywdA43+uIhq4RtvRf64NrtHo5G6mR+Rl/1Mdgar/ifYj6H1zX0SyMumA2ct2jP/uNcxdCp2fV5Tu7O1PXXFT78V2uP67Dd4L6fX9yjRkbHApLGpAILAAPv9zGpPODvR0vY5JZ/yUUTMFrtF2XDr2PMYcR3Hp2PMRB5jpEUH2/0r3UVw+vC+tAoxc1X+mYfayHSP/tRfT7x3ByCt7gwFGV0eLm4abqpwoeC+2Y+Lfn8fsoaOY+Pfnwwow3vPtmH759RXFL1fs53QnXD9+A97TnVH1k+7I2OBSYmqBddMTqKy5Q0qJwU+bnf0RRgaPof3sj+IeYKbGO+DoeB1T4+kZyNwT9I3VMxHZjZUl+58OyK8wUzfYSKr+Ux3eAdEKZUD4fPI22FD5J3tQdMvdIUosBbFw2RGRu2VQXfn3RzH5f1dWV2b2c7oTzn/9MTxvHofzX3+M+VUcYDJvz4WgJUtLW1Ba6g8qIirUPekAoPHvFWjgnnKgtLhZmbcmwbFnAwg8+JSzA+1nfgRoNBjtPwLr1k+huIyoURE1nyQTEcqIoEhlgIYaTY0Tx69rofvjPSEtYy/D/3JBSQPGekJV9gXFZvYeASvvFYCh1Iwrl4lq/VKhH8VpJjl9ObBHUVBjQ8MDraE9l1qbyBxr5bn5RKmqPCnL3CKUpGikQrov/QbRBoCuxoLpd4mU4hr/56MF8tbbkLfeJrRZZs1NPt9e6fOl9oDIN8jvF5XmLTJ5Ix7nWiyYPXg45G5psfj3ShSq+rU+WSl+3WZREhDjGpI9X+3oo/pZaO+DbotfxyyOYpf0dU+NNUPGBRdeFBobMDx0FEq0WawwM0WLXM5M9dLBhcDUeAc6zrwQDEQtN+2mA4zc8af8x/cdQcu23XFRDRAKOJ8MOnNGqmlmrLRi/Z1PwjPhgMFkgbEyfQpBAaCg1iYElQxF/nobKh8lCjIjFMFMFnQbrTD9qeBumd1ohm4j3/cre4OZVlfeENn9IKe5AbO/PRrsJ6e5PqJ+MgGrNriUlLbAtukJzEz3orCoASWl8UtVLiw2Y2TgaDDAFBazv7gzLpHa8pRDMbiIA5d7yhE3SRpSlj+qfiqtQlCJkyCkiuiQv94mBJUEfTzzHXZcdTiQazbHJJVZt9EK3UZrWLI/uk1WlPzFbixe7kX2hoC6cviVOrqtzSj94hNY6OxFTnMDdDdF5kKZCci44EKl267w3SgtbvZTYZrgsYpV/eSXdYkzfRlASXEzrJuewMxMHwqN/kDG8J0pLGrASH9IP6zQ2BCiAUjxPv/DQqMZo32EOrNRVBmtULlPpcgyVAF4U5m5hDMlbaRzc420S1Y1TC8RRlc84wCQVFMzs6EV0nWZKcMslkL8uXOmLLPbMKamRPmxXleq6mdRoKLumJX0FP0W6nm+044rPxFpkrX4PW1YBelKvjPkYRRNyG4TmKd+oy2kruyDNEWZI33ZByB3cwty/ZSaj/q82WKX86c6cbWjD7kt9ci7ZYNs36LJUM9ofVy1Qn9VocTUghIOv5cSUwusWz+FmaleFBY3rFj8WVzWgpabCHVmhVVOqsM10o7LR58HNFpcuXwY6+9qTTvaTEV48PbJaJK1pBcVFy3mT3Vi/Ds/AbQaeH59DJr/+Tj029J/xZMaOz8qKBSbWmBu/kNuVYHishY0tDyc1oEFgJA5FodMsumhdgye2o/pofRJe14tEDTIQhl4uQ2Zl4G3EsRJAFc7+pI9pZgg41YuLJtjJcMnpm8LZ/Exs7pdciA/lRYEKytNkTaR0mfCE/Fhyhlikg4iyDaTiHIqZH4VlJpxpZvISCv1U4IRZH4FhpkebkfPIYF2Ge86DMu9IRdMyXeFp+8wMswk1fwrtucQwRS3YWSIcSsBsKr1ReMw7ZTFTTTy79EUV+igvA0bUf6JVnj7/JpkTaEMPCbFJR6TlaHGmJfwnnwbcRYZBXIcngp/mbnKvZPT0gDPr4+FkgCaGuDzZ5OxMsnEqh7L5N8pkYnW1taGAwcOYMeOHQm1OAYAjc+nkEcbB3g8HhQUFMDtdsNgMMS8//t2fEP29YjcBDmbcPfNSmVUvGkzuN1IgovSfJhz4wsuVEqqQnBhjR+Yp2s0sOcSykijzoF1boy9kIHT+zF++Wjw13HZhrtQs20now1jj4BjHPF7M0NCNX8gUDY80IqCOhlvGcY4VMqyTBt3rx3zIz3QV1tgCJiNKc2T9fkwXpfOB7KQvM5qQwYHydwYP0w429NtyAAtf4y0b3IvhDEvcR+s1H1xG+K5hvkYmD/diYWOPuS01COPoMQ0RMqxlmiTlSVSRSbe0/oDj+fkJQx+4xVkZWVhaWkJ+/fvj0mA4b2Hq7SYipSCscKKus07Y2bfbCijK8vzyxJDu8Szmt/da8fAG3sxef4IBl7fC09vZsrQrCbob2pG8RMfgv6m5pj1OX9xIBhYsrKycPDgwZj1zYOwaLEf/OAH+MEPfoD+/n4AgNVqxVe/+lU89NBD8ZhbZGAkSjDtU8Ugw62iCCVJhXEKT5J0ghKVRrYhstIUGSoe+kzKDcj2zSrWjCTbTPJLjqJNGNeAkzpSPDf/U2OFFevvboXHKayGCiutoe+IZByOvhV/NYce568zY8JOWzJLbJbF/XGIYALA/DBdRT8/5BBoN4WVBo9ApYSeZWRrKVFpTPqN7FcyvjwVxWwvzmqjLhWDIlO4HjwUmXhuTIpM/LccpdilhvhQyPNcllgZEyfkf0u3sQ5Tr58MBpjt27czZxAPhBVcqqqq8M1vfhMWiwUA8MILL2DXrl04e/YsrFY1q0dFaiLoggnF3wsxRWGtDQ33t2JuzIG8QDV/jKCvsmDyfChw6StX3ya4ipWRf8sG7N+/HwcPHsT27dvTb8/FaDTi29/+Nj796U9zHR/3PZd75fdcuMFJFEa/z8K3F0G3URiHZ29GYUwlvp71OvMclLh6nv0Yzn0NpXPja8M7DnvlwtyX4ByTda2U9080cPfZMT/sgL7KjAKZPRel6841JsDc52Dtv0je493bYe1zcOy/AKIfDIy++PeG5PdflOZGt+Hbp2HtvwjPiSbEngt5nFbURsvYm2nf9TRiDd57eMTZYktLS/iv//ovzM/P4/bbb2cet7i4iMXFRWpiKlSoiBxCYOmBvsoSDCwqVKQawg4uFy9exO23346FhQXk5eXh1VdfRUsLu77imWeewdNPxz56ssBKRRaDuQpYYrwOUL+OmXs44l9IzH0WhbRinr0ZcRuevRnxLzFqb4XsWyN7DG8qM7WXIr6eHBk3PtHJUc+YqcwRqAco7u3Iz1NxblwilvSQXMZdxGN3vx0DvxGy0CbPH0Lth/agoN5f0a60smX8Ulfai1HeJ5Fvo6RmIDe+ZA5h7r8AEFXikz2xv7zsvSF2G2aaskIqMr0fQ33JQw/FJ0S8QKYYU15h0oGg9G4yEHa22IYNG3Du3DmcOHECf/EXf4Hdu3ejo4MtT/2Vr3wFbrc7+G9oaCiqCaciJqY60e14AxNTq1deeyVMXWlHr70NU1fUQsZoMDdCZ6HNj6SPZUGmwXu+HdOvtMF7Xv1OyyHs4HLDDTfAYrFg27ZteOaZZ7Bp0yZ873vfYx6fnZ0Ng8FA/YsGbW1teOqpp9DW1hZVP7HCxFQnLrb/GEMjx3Gx/ceYmFQDjBhTV9rR+d4LGO0/is53X1ADTBTIq6Qr2tXN/OTAe74dkz94AbMHj2Ly+y+oAUYGUVfo+3w+ak8lnmhra8OuXbuQlZWFZ599Vr4oSCGFk4SYRZmY6sS0uw9FhQ0oLWbkmvuk1JOcnXJpEaELxKLSOFOeI9lcZ9JnYrFNivohl+zRpTKL6TL3pEi5eVKwHIgofZm6nrJTkXmPUYGt2IZ4naJ6IqDfFKvLifeoa0i8TrQvqLWh/sFWzI0KWWiGWmvwO89d1U+AGlMhu5Wnwl88DPMaisH8O2XxtjSYlfxMioxuxUeR0W0WL/USpmQaLF7qhe5GqzJFRqkHyH+P6aNokNnHIjsXERGWGuWLYc3i7//+73H48GH09/fj4sWL+Id/+AccPHgQn/jEJ+I1PwoHDhyIS1HQxFQnLnT9FENjJ3Ch8ydh0VuFhfUIBBbAh8KC+pjMKZNQWGwOBhb4fChQsBxQsTIK6myovGNXSFJGRcKRs94cdLvEsg/Z62Pznfae6RAsks+kPwMS1splfHwcTzzxBMbGxlBQUIAbb7wRv/nNb/DBD34wXvOjsGPHDjz77LMxLwqadveBXH1Mu/vYqxcRSoubsbHlE5hx96GwoJ67Xaph0tmBGZcDhUazxBI6WhSva0HLNkG52VBiRjGHOnQiMT3SDs94DwxllmA9DPPYoXbMjvcgv8wS1ChLN3h67Zgb6kFetQX55vQPUPMddlztdSC3wQy9jf985u3tWHD0IKfRAp0tvM9Sd6MVpZ95EguXHYT/S3TwnunAxPdeBLQazP72KEqfeiKt1ZHTTlusra1NsSjog3f8b65+SHplwiWsXAIB5samx1FqlAkSSive4DHsg7jNi1h9KNUXcGiAsepKJic6YL/wIgLnb930hHyAEfufKFFmcseI58aqJSEwdaVdsBPwByVuDTOOOhOfhpb5h285KPMv12Z6uB2XD4f0whrvaaUCDF0zIv95KOtirTznSNsEKDN3nyAdEziH2of3yGuTKYyjVMc022PH/GAP9DUW5G0I3eij1T2jjwndsuY67Rj7aegzIf1glOjI+U47xp/fF6S2TK2t0NusyvU0LOo2Ej0ymfbTP3sds28dC6oj53/wDhg/+eFQVwq1MVqN/HvdH/1HxBoZqy22c+dOfPe7341ptWmpsRk3Nj2O6vLb2YElgyG3b5QKCCYC9MUvESAcmX+Pk5Zd8YyHl6k1M2jH0Lv7MTOYPC0wsXTM3HDsss1mu+0Y+sVeuE4fwdAv9mK2O/7neVXGD4arncNB7JloseBIftZddpM5GFgC6sixQLKSoNIuuMQLpcZmrK9/aFUElsmJDvRc/iUmJ4QU8sKiBlD7RkWpsScilwgQaxhMdPaVwcTOvjKYaBFMQxgimDODdvQc2Adn5xE4fr8vaQFGX0WfQ15V7LLN5gfpwOUdiP8NOzdCP5hcM7lnsowcc/Kz7nRbWlDy+U8h/4N3oPQLT0C3NXp6OpAE9dxzz2HXrl0JDTCZ5+fCKCaUHMcsglRoxChupI9hL4uZCS+SLCzGOVDZVeJiPsYyXVS4OTnZCftFgQIbHjqKjRufQGlpMzZufALTM70oKmxAcUmLrLijT1SgSs2AQc9IsnQ4M8wAIRGAsnAubmB7kURiwawBisut2HDHkyGZ//KW0K9H0ZSLKmkRzKJKK51Yx8oq0wCzY6IVw5gDRVW2sIsoJefNaCMtVBTmU1hrBT60B/MjDugr/T4zDCHPcD1g9NUWuE4TmmfV5tD7WmFl4x3oQW6tBfnrbbJ9KPrLBI8JTTSvaSPKH2/F1X4Hcuv4/GAAQN9sQ9nuViw4HMixmAUqbZlupVisSb6pkJXGV2wZOka3qQW6LQGLZOWMSBJUJhkxObkkqERpjKXdnstKeODW/1/wMfceBwml4EIgWm0x+hi+fZqJqU7MzPShsLAepSUKv2pY3D+A7u43MDx8DIGVSlX1HWhs/DB1DPd+ATWmRv64SPTMiMdTVzow4+pFQXGDkAigcAOlwNqP4d7/YJ0P3YRXw2x6qB09B0N7A5YdrSistinsISmMydGGW9NNQVssEp0wj8OO+SEH9NVmKoB4HHYM/zy011P56J7Q+2Hu7UjPTT6tOOZ6ZBwaaDHRIyMDLOM4qR4ZqTsWinbfzdkULN+IladL3LXFVCQWE1OduNjxEwAaDI0ew0brJyPKTCsqasDw8FEEKLCiwtSgwFgoXtcCY3l6ZmWRKKq2wrK9FbPjDuSvM6OwOv2ztOSQ32hDfqP03LwDIsps0EEFHxXxwc6dO5OmjKwGlzTBzAydLj0zw58uTaKkxE+BTfeiqKgBJaWZv8eUKiiqtqKwZnXeUHW1FrjeC1Fmuprk73GsFuzcuTPhcvtAJgYXguVT9LNn0TXiKnaya4pd4dyzidE+TZGhDkOjxxBccRjqKJFOitIguF25vZjS4iaUFvvz5wPV3SwlASX1Qmo/iJMmYO3HMPZihGEZfSu4p1HcfQSV0RqW0oPSNWBRZIy5AKB5eMZ1467qV9IuZFAyPvK7EosKfcZ7BrMN1X+0B/ODDujqzMLqxj8NViU/z/6LcBxxDgzh2piIXUL+OIr6kohQyk4nskp+jdI4xHwkRmLJQeYFlwxFaXEzbmz+hCBRk8bFmipWLwKUmeJemYqMgRpc0gilxc1qUFGhQkVaIPOCC0ExOWcuYdrThyJDPUyFG5jHUVDIbmJ5nlAQ0WpMKi2SlGcFDxiWWCUzlRkAj6gm04NGMg6DbvJfj8kJf9aXsSFU/c+ZvszM4Fb0xGHRTQptZLLKXKPtcAfSlCuskgpslhAm1bWSxwmV6UTSO0ptiMcseoc3fZlBkcn1wZyPHx6H38Ss2gKDSFZGgcFkUoDxosgk4zBSjDUS6ko+TZn+Dih8P1jfPQWKiypL4KTS5O4tbW1tOHDgAHbs2JGw/ZeMXaA6Zy7hfM9LGHS+i/M9L8E5cynZU1q1mJzogP38ixgeOob28y9i0sn2/0kluEbb0XX8eYw5juLSsefhGlVl1VnwOOwYbNuLqbNHMLh/LzyO+BaJzl2yw/nb1zB3KXlqB+mCZBVSZmxwmfaIxChn+5M7oVWMGVdqysusBPeESBpmIvkSIamK+SE61Xh+KH7Xau6SHSMv78X0u0cw8vJezHXFN8DMt9sx2bYf8/b0/HERLzX5lZBxwUWz5INmyQdjXh2EXAt/dpW+TqAnVvq35Av98yn8W14O/VM4TrPsw8RUJy73/xoTri5ofAITEpinZsknZGwx/mmWlkP/fL7Qv2X6H3wg/tHjB/8Fxg78o9qT5xa6HuQ8qfF99Jji+ZDzEsvLFBU1CGwQdZ7EP0Zfwj8E/9HnTP9jz5PdXtymoISWFikoMVPthX8rz1N5TPnPQ+lzY52P4jiM95TOJZz2eSJZGX2V6FqR8xf9zTGPY4zv7acD2dU+B+MaaIL/WNdJI56LaPx5uyBw6TlyBM59+4QAI+qPPhcN9Y/1HnUNiHnCJ3pvWSP7z6f4D8F/gKAmHwgssVSTXwmZt+fih6lgAzY3/AmmZ/tRlF+HUvGeS4LgnO7C+Z6XAGgwOH4Cmxofg6kofWW0I0FJaQtsNz6BmeleFBobUFIaW0n/eMFYYUXTbU/CPelAQal/zyXZk0pRGBpsqH14D+ZGHNBXmSV7LrGErtaC6ZNEzUxd/GpmrjqI1atf4FJvTa9apWQVUmZscAGEAGMqEIJKsm4KAh1H0HOe/rQLLoLsTC8KixpQWhJZtlpJaYsQVJT2JFMQxgorjJXprxCQCBgabMi3xP/Gm7fBhsqP7YF3wAFdrZmS9o81cs1meI74A1mKCFxGgmQUUmZecGFkgUkynag3WZlfCsNolNI9QijKr8Pg+AkEKaH8WoFKY9kSK8xHLBxJNSEJTuIwZrYZQN3o6YLG0HFOFyE7M0LLzjAzzMjCrwgEJSUCmZSIZOg9pey9lUQxJQeJ32Nl9ojH0cofxrJWVi5uJNsTh4g/d2IOrPHF45DHefrsmB11IL/CTLtZSoooQ+OyMtl4iyjpDDXR3KgiRvnj6OtBy8wwxUPJMSTFzcTnQ86ZHEcL5LXYoNndiqsOB3LMZuibBYFL6nqQGV3ij2qZ8d1VyDCjsr2oz17hl5nCn3mykHnBJUZwui/BNdsPY35dcPUTCUyFG7DJ8vEgPSdJiU5xxEp2hheTEx2YnhZWSbF2xEwWXCPt8Dh7YDCt7HQZb7gH7Oj93T5Ao8WE/RAaHmhV7ZJXgL7FBn2LLTIh3FWMjNvQjwWc7ks41/syhibexbnel+F0R5fGbCrcgA3Vf5ASgWXC1YnLfb/ChIvPo7uwsB7kZrzwPD4IpCyPDMY2ZXlqvAOOjtcxNZ74FGjXSDsuH9mHK91HcfnIPkyPJDfjaHaMzoCbHVMz4FTEB2pwkYFrth8aaODzZ5tlShpzwM55aOwELnT9FBNTKweY0uJmbGz5BKorb49YiZkX8UhZnhrvQMepFzDafxQdp17A1JXEBphwnC4jRTgOl/nldAZcfnl67iGkE7wX2+H6xX54L678w8J7vh3Tr7TBez49055JZB4ttiS/D6AIirTVwJhXi8GJk8EAU5RXKyEyNaI27PkQw7D2acTz9PftnLkUotOKmpQVAhgmaeS+yLRbRHG5+4LJBSz/EI0PMBU1CcdpNDQPT7ZZQSwz2AaM43xAUWEDhodoOwAhpZSx/8HYixEOE95zT4ncLKccKC5rkY4vnhtr74BXeNL/uKDUjCvdh4M3c0OpGSz9QW7jL6LVzEA7HAcEmsvZcUjwiamxyeyfCP8VVtvQcH8r5sYcyCs3o6A2JCAp2a+ghDBX3n8Rz5Vn/8XjsGMuUNVvsYW9/8I7jhTylfPUZyNqzxIGZX6nAcx3tMP5n/sEx8t3DqP0f7RCt9FK7/n4/5C8F9ox+f9eALQazL59BCV/sRu6zQSN6mN8cQBagFR8qklC5gWXGMBUsAGb6z+G6bkBFOXVRrXnEikCCgPBFGbLx6POMjMa6jE0dhzBm7chfhRXJCghHDELi2KTslxoNGOkn3SzTOwvdWOFFRvufJJyr4wlPFdENNe4Y0VZ/8JaGwpr/ZvhMZ1NePA47BjcvxfQaOE6fQjVH9kj6wWTzljo7glaKUOrxUK3QwgucsdedhDHarB4uZcOLmkGNbgwQKYxJwNyCgPRBpdSYxM2bXg8qLdWaky9lOiS0mYUx3Ajv7isBS037YZ7yoGCYnNw1ZJIGCusMFYIN4lY38wN68xwdoZqPvLL0ofmElf1e4ccGRdcchot8LxzOBg0chrZn0/OejNmf39YWJEv+5C9PrWN/FZCxgUXiq5iUlJKUPjzZ9FsnBQZ8x1RyrNPo0FRXj0GnScRXGXo60TLYnZ6KpM+W/LRtT8E1cGVyiymnhhZkiy6TDiMkb7MEtGEmHYgwPKQEfVdUtocMkUj6QxxJnIEvjHIIugixjyV04qJ47SM81RIXy6qknG49ClTXCwqTimtmIciU+pP7nV9lQVTZ0KBUV9lZtJSLIoM4DwfSYow9Yw4jPE3ATY7y6LIAEDfYoVpTysWHA7kNJqhs1qFVGaZb4jOZkXpnz2JhR4HctabodtoBeVCH4EHTDKRccElU2Aq3IBNDR/H9Fw/ivLSL4VZReJQVG1FUbU1jB9QqQGD2YaanXswP+yAvlqo6k+REo2YQm+zQm+zcvnY6G60pjUVRkINLikMU+EGNaioyGgYzDYYElDVryLxyLzgEssKfTG4aDZxtS35Fid9xjpOcfzws+SoynFWtpkCtcCizFh0mbhvKsNMySqWkcnG9JCBmPJbuUpabtjQcWzKQUNSmhxV/dLMLwLLjM+dkwZiecNIjyP6Usiu4qqwF9F8PJX8kYyjWIXPQfmJQY1JNmJU1AMiqpPxNyZW26BuO4xzkNJYjEp+RTvl1CvRz7zgoiJumHB1weXpgzFFkwFUqFCROlCDiwouTLi6cP7STwFoMDR2HJs2PI6SJFouT050xjRlWYUKFbFF5gWXSJaEvAWRBGJZROmcvQzXXD+MeXUwFaznG1/hPdoOdeViTaFDkmKS0mXTM3T1/LS7j1698GaYMRT2qI9NdD1JyswHDSYnO3Hx4osANBgeOoqNG5+QpC9zZZWJrwcHlRV14aU444cxH4q+U2jDFq5UoKuo4+T7EsZljKMgQhk3sUvIH6M0H+oKKGSLUV89JRqYRc0xrKYBMfVKXhviGE4qjX4s+k7wClwmEKr8S5Lh9FzGuf5XMDT5Hs71vwKn+3KypyQLoeBSCCxCAWZd0uYyPS0KdDPRy8SkC1wj7Rg4sz/pGmUqVKwENbgw4PRcRtfY7+D0xPdm75rrp3XM5gbiOl6kMBU1YdP6x1Cz7jZsWv8YSpPoSVMkdrYsTO9iM15QIpiHky+CqUKFEjKPFlsiK680cM52w+UdgFFXC1N+I0cHPjhnu3F25L+hgQYDrvewpfpRzrbKkFusFutrMTj1bjDAGHU1oqI5Bq2lWEQppbvkLAQo+orKRJGny0yFTTAVNoWmxZFhJsmEYVSiKfpbiHTLSouasNH6Scy4+1BYWI/S4iap1w1HVhm3bwyZQcRbeEll+ZCv8tFqNPUltPGM0xXtnnEHLSejRPmx6CrqGLpJuDphknFjqEfGyrTy9NgxP9QDfY1FqO7nKHSUjMks3GRncTHnJv66M/vzyTySHheRB4yaLRZ/UEFi+hS2VP4xV5BweQeo1YRrfiAmwUUOJsN6bKn5KFzzAzDqa2EyrI95IVnAQkADDQYnTmJzw5/EXdomkFlWVFCPUmPsN/5Li5tRWpq8hIJkwGASiWCa0kfqJQB3nx3zIz3QV1lQUB9dfYunx46h1whtskf2xNWVUkV4yGhaTBIkvINc7Yy62mAbH3ww6mvjOk+TYT2ayj8Ik4FvMz9cJNpCIJBZFpT25/SOUaEMY6UV6+98Eusa78L6u1oTZr88M2jH8In9mBlYWdJfCe4+OwZ+tReTF45g4I29cPdF159Ym2x+KDI7g7lLdjh/+xrmLkU3HxU0Mjq4SIKEroarnSm/EVsq/xg1xm0xo8SSCWN+HXUdivLr4jqeSyy66e6P63iJRjLNx4yVVtRt2RmXwCLnCzMzaEfvW/vg7DiC3rf2RRVg5kdEwWA4Om8bfbUFpDeNvjr8ldzcZTtGXt6L6XePYOTlvWqAiSEyjxYj+EaT3owtFY/A5R2CUVcNk94syFkDK6Ycm/IsMOVZhCdLK7Uh90UU+o1S4NKnJFynZZNpJsN62kLAsB7wiXZDWCnTrL0YgJm+bMyrwxBC0v7G/FpoAteQ2tfgqPAHRPsnxOusCn9R36wK+0iq+l3jneg48wKg0WC0/whabtotq7RMCVRGKXwp3S9g8fDk+KJxWFX1/ubTQ+1wHNwH0hemoNaGuVFa0n9uzBGU6xfmQg+jVMmfV27G5HlCqLLSDLHIZjipyAazDdW79sA77IAuoE3G2rMR75X5j/P20QHvap8D+ev9dgSS9GV2ij3r1cD+43yHHV6HA7lmM/RWG/WdEKuH0KnI8nspGtHmH0vgsq2tDQcOHMCOHTuwc+dO2TnHC5kXXEQw5TXClJfclYdztju0p5KkVVAiLQRMRU3Y1PgYpj39KCqoS2pmWawx42Kbj0WCqbF2uCccKCg1w1iRvP2C2Sv0TXZ23IGCWhvy15nh7AgFhLwonCsL6m2oe7AVc2O90Feao95zAQCDxQZDFDL9uloLpt8LnZ+uLvb7WPMddlx5QQjcniOHULa7FbqNwpzn2+1YcPQgx2KB3hbb1aj3fDt2/fnfICsrC88++yz279+f0ACT8cEl2XDOduPs0M9jnnmW6gi4V4qzq9IdsTQfm7rSjq53hVXQmOMImm57Muj7kmjkr7NgvCuULBDwhSmsscH8AUHSP6/cvKIR2UooqLfBYN4YiynHBPnrbaj82B54BxzQ1ZrjkhBw1UGv/hZ6HdBttGG+3Q7nvn2AVgvPocMw7WmNaYBZvORAVlYWlpaWkJWVhYMHD6rBJSrwpuFFUJXP1WaJHl9cx+KaG4BJb1He7WJVziuNH4mdMgNcdBnAlb4sEYckqScGnagkyslMx+TwjZmY7MT0TB+KihpQUtIspag08hQEeVxJaTOsWz6FGVcvCo0NgjKATzxLUbcMWs49Qa+CPBMOFK8TVkHMdGGApsk0jGsonsMKVeyUL0yZGUVV1uAlKKq2hYLKsjJ1FS+xS1YqcjjHsdrkN9qCJmVMDxnJOCy6StTGB+Q2mOE+Elod5TaYoVkGFrr9QSfgUtnjgL7FJklXD50an/JFgDbNXm/G7NtHggFm+/btsv3GC5kXXFIMRl0tBqZPhZ1UoCK2mJjsxEX7jwFoMDwsSMaURJjKXGJqQYlfbiaatPGCEjNG+0KrIENJcotBA74wKmILfYsN6z7Viqu9/j2XFsG3JtdshufIoZBLpTm2lJxukxX79+/HwYMHsX37dnXPJdMQyDxzeQdh1NWsCkosFTEj1kab7o04uMQKxeusaL5lN9yTvSgoaYCxXL2xZyr0LTZhI598zWpD2e5WXO1zICew0R9j7Ny5M+FBJYCMCy4SG1kO8DjERQMq8yywhF5SoLhIRDA3/mwzjup/Bc8Urgwz8dwYApVMy2VwZpWJK6NFWWWFBQ0YGj6GQIApKqyXLDt4ssokVf2sJ5zCl8VlVhSX+YMKQ5lB4s0ie5Touy9qw8wkYwk9il5gZa/FVeySnJDSmBzHSTIQmSKjxOviNkzKjV05T/Un87esb7FBb7NR/TM9YBQSN5kCl0lExgUXFSrkUFrcTEvGlDSnyt+gChUZCTW4qFg1WI2SMSpUJAuZF1wiEG3T8FJU9EChRzEonGSCOTdO4TpWtpnovfGZ7pCnDClDo0BxUV2RM1MqNmPZw0KeIhPe48kqU8ieYWSVJarwUlH4UssYhyVeKpqE60pHsE6GFLGU0MOMTLKI6CrqGLpJuCKUgf7c/XbMjTigrwrVv/ioz4rdnsrwYhwn8VlhHUceE4lNsky2mNx79N+LaG4cApdSi27i+xbJfSYOyLzgoiJsOD2XcW7wvwRhy6l3sbn2Y3HTOUs1TEx2YmamF4WF6edoOTXWjq4TLwAaLcZ6DmPDHcmrk4kG7n47+n4jFBlOXDyEuodaY1JgmWjMddnh7e9Bbr0Zec2xn7/X3o6F7h7kNFqguzH1P+eM1hZTwQfXPC3wGY2njNN9CZeGfwPnzKUYzjA+CKQnDw0fx0X7jzE5mV4Cm0KdDCHBPxGdVleyMDcikpgZTb/zmOuyY/RnezFz4gjGfroPc52x1Sibt7fD+cN98Bw5CucP98F7MfW9fNTgkiFwznaj68pbcM52h93WqKcFPovyaiObg1/af9D5Ls73vpTyAUYuPTmdUFBqBincaChNPwl+AMirpM8jryL9zkOiUdYf2wC54OgJ1sMECi5THZlHi0VrlBPBHokSN0t1zQrlCnshPHDOdePsyC9CEjOkbw3HzwdTfiO2VD9K1+L45xTO/olY2n9mtg9lBTS9RvXH2M8Rp406Zy5h2tOHIkM9So0hnTJFUzKOqn659OTAvhTP/gvATlNm7r9IFAuIvrj2X0Lfo+J1VjTdthueiV4YSv11Mgy1AFaasuIeA4/xl6gJa/9CqXK+oNaG+j9oxdyoA3mVZhTU2oS9HPJ6+NjXg0qnFo3jcQhmYroaCwwWG/M42b4Uzk1sMKars2DmBKFRVmvx77Uxqu3JPRtxGj21TyO8mWO2wHPocKjg0mIWpR8TnURQjhEPZF5wSXM453rguuq/yXMKbrq8gxLfmnCLNU2G9VHvsxjzajE4cTLqFRAJ53QXzve8BECDwfETMbVYDqYnz4TSk9MNxeVWFPuLL1PjlhIZCupsKKizsYu0IoDHYcfgfsFMbOrMIVR/ZA8VYAKY7bZjflBws4xUWyxvgw0VH/drlNWZkdcU2z0XvdUG055WLDiEgktdjEUu4wE1uKQQnHM9ODv2qrACmTmNLRWPcAUYo64mJSRmTAUbaGn/GKgwC8ZmBHXl6Y+pynJpcTNKi9MvqKhYGWIzMe+QQxJcZrvtGHrV72Z56hCqHt0T1BkLF3kbbHHZyA9Ab7MGhS3D/SGRDOn9zAsuS8QaVylFOJbg9WlZIeVZdgWit6w4vElvwZbKPwrRWnmW0JyUKDsOykzpCspRXNQKSIai5EpZJuZVlF+HwfETCFJX+XVBSkKpqp+iZ4hhqMuuQEdQxyn4glDPSbqJgyITmpNtyPEVKvSZVfDy1JdrVJD1N5jMMFZYuSgy8Qt0+jHf3GhaTX7O4jZsEUrOMQnoqyyYOkNQVVUhKinQZn5QFIAGHMgPBCBx2jg5T/J1Bi0nvLCywKUSk888TsykK/TX1taGXbt2JVx6P/OCSwLhnHdgamEIxTl+I7IoUZxbjQH36dAKJJd/BZIKvjXxgKlwAzZZPo7p2X4U5dfBlEHeMImAa7QdXcefp9OVY+RiOT3UDo/TAcM6MwqrUy912GC2oWbnHswHzMRkKDF9tQWu00QAqkm/ZIKVcODAgaRI72dUcGlra0Pn9Dsozq6CSRffL4lz3oEzzv0CheU5g62mXVEHGJPegq3rPoKphSEYc2tCemSrHAFvGBXhQy5dORbBZXqoHT3vCLUpzk7BuTJVA4zBbGMm0xgsNlQ/sgfzQw7oq83Ii8J4LFWxY8cOPPvsswmX3g8ruDzzzDP4xS9+ga6uLuTm5uKOO+7At771LWzYkBiHQyUEln4aaDAwexZbSx6OKsA4vQ5MXRsWViUy/Uwt0BTW1MIQTLroJdNNOnOICpNkfSioArA4HSXKjkWZcYhYAiLWICIRS/m+JQKbrKwycgYiHx2KCmNmlUVW1c8qvKToJo18XxqJoCQrq43oKgL/k0CbgpIGjPWETMAKSsxMuklCIyuIO86Oi5wrrzgEDxjy+rJoNXEVO/GYS6xSacOBVRGvoCSQb7GFqLAIqvIV6SoOgUsJ9Ux+Xyl/GfZ3V6l6f+fOnUmR3g+rzuWdd97BZz/7WZw4cQK/+93vcP36dTzwwAOYn5+P1/y4EVj6hW72wxH35fQ6cGbydQx6zuGMsw1OrzSnvDinmqoNKc6pimb6KtIEsSi8nHR2oKfrdUw6O+IwQxrF5UK6crn5TjTdHrsKfkOZhapNCThXqkhN7Ny5E9/97ndT14nyN7/5DfV83759MJlMOH36NO65556YTixcBJZ+sbjZTy0Oi1Ylw5LVi0lnxlbTTkwtDKM4J/40nIrUgKwvTBgpzJPODrSf/RGg0WBk4CisWz8luFnGEcXlVhgrY0v3FFVZ0XhvKzxOv3OlajKmQoSo9lzcbjcAwGg0Mo9ZXFzE4uJi8LnH44lmSCYCS7/Pf+KfhD2XnPqICyqLs6swMHs2FKhuqBSy0ES0kCmnAaYcPxUWoBdioXnAkX3GK6oX0Tg8dJkC2BlhACsrjNVe2gfZXomyY2VukT0lpvCSpNXckw6hrU8ITjNTvUFqjYciA9iZU8ysK1EnTHJF9PdC0SsyfRdVWlFUJfKi0cqft5I1MpMGYlFhSjQhD63GeZzEA4ZRIBqtwKWibwyD4RYroJIUc7R15LFCxMHF5/PhS1/6Eu666y7YbOxfRc888wyefvrpSIcJCzt37sQPCt+Ouh9TbgO2ljwcWpXkJtd+VkXqINrCy0JjA4aHjiIQnAqN6ndLRWZC4/NFFuc++9nP4o033sCRI0dQVcWmoORWLtXV1XC73TAYDJEMrYiHqr8QehJr6Wme/nhra3jnxjpOoT3TAkBpTPI91nHifjnm5lMak6ofYY/P7IPVXjIHso3C3KgaGEZ7cRvyVzd1DuzXJyc6MDPdi8KiBhSvsxLHcYwv7lvLGFPs5sk6TqENaw7UceK8Esb14G9DvKHlOAaic2McJzk3nuMk15AxB8XrzhiTlLbhbaN4PvL99X3hy4g1PB4PCgoKVryHR7Ry+dznPoe2tjYcOnRIMbAAQHZ2NrKzsyMZRkWKwjnbDdf8AIz62lUjzR9LlJS2EFSYChWZibCCi8/nw+c+9zm8+uqrOHjwIOrr6+M1r8ixzCBAtQkSgOYUsYynHjWLA+bei2FhWQgsZ0f+OySSWf2ooo6Z0vqMR8RSqQ/+9ivvvwDsNGVmijLANB/jFr4kU6izWKmq4vRlor2PMabkO8DYpyEPkaTrMubA2HsQv0DtO/k0codIXnAP2DE35kBeuZnydFE0NSOvQSwNxpTSilkCl7yV88T1mO+4CG+fA7p6M/TNNq7qffF+kFI6dLIQ1u3ms5/9LH784x/jpz/9KfLz83HlyhVcuXIFV69ejdf8IoZzoQ+d7sNwLvQleyoZBZeX9n5xzQ8ke0oqMgQzg3b0vrUPzo4j6H1rH9wDsfVESUXMddkx9pN9cB8/grGf7MN8jH1gkomwgssPfvADuN1ubN++HeXl5cF/L7/8crzmFxGcC30443oDg/MXcMb1RkwCjPNqLzqn34Hzanp5fsQaRh3t/WLU1yZlHulkSqaCD3NjtJrAbBqahoWLqyIfGG9f5pxz2LRYysPnk9apLA4LqckRIhCsNNBgYO4cthb/YfQZZEmgz2KRvmzKE4lk6szSNO1oU5bFFJcoZdrpvoRzfa9AAw0GnSexueFPUFookofhqOr3iVJaeSr5lbzLmZX8ReZgLYxGxFlQVBYHRSY9B3L+CvQb+dlr5I+T0I8U/UVcg2WFzzpMUU2yTX6ZGc72kM5XfrlZnuJRpKvIlFwFmpAlNslZ1S8qiQ89VPrqyvz96WotmDlOaJvVWahrSF0pRsq2cBy7ej9ZyChtsQCKb6jEwPz5UJ1KdnTV87LBahWnJydbJNM1J7Jlnu2XBpckI1DJD2gwNHwMGzc+EVax5WpEYY0NDfe3hvZcajNP50uMvCYbyh/fg6t9DuTWCz4wkn29NEVGBhdTTj22Fn0IU9dGQgWVUaA4uyrsYOW82htSTF7FgSgekJiS5dcle0oSRFvJv1pRWGNDYY0QVDLjFrsy8ppsMTcXSwVkXHAJUHel2XWhoBIlnWfKrqODVXadYlaa82ovzkz9MjY0WpTV8mI453swdXUIxbnVlFcMvWSXzyziBqMvAMw6IOWqfrK9DybDemyu+xim5/2mZIb1ks+Yy05ZTHFxVfIrUFQclfxSm2QGlcXwgxGPw0ORifvWECKjyOKk0qjrIZ8FJsyHGlTuoZTWYr3HWTnP7Fvpz56DClNUOWBV24uacHnVKCkBsOYprvVRqN5PFjIuuMQLppx67gCRqjSac74HZ8YJm4CyXVxmZGGPM9sNl3cARl1t2HbLvDAVrIepMPlq3CxQlfxF0VsoTzo7MONyoNBoRnFZfLXIVKQ/5tvtWOhxoK3RklCxShIJKv5YXSjOrqIVk6Pc84kVpq4OSQQ5Yw3nnFAHMzh9GmdH/hvO2e6Yj5EuKC1uRqP5QzEJLO1nf4SRwWNoP/sjTCVATVkOrtF29J9rg2ukPSnjq+DDfLsdzn374Dl6BLt27UJbW1tS5pF5KxdK1C+6rjSKa0/W+MsCjWb8MKYWh9k0WrRFnRHYFxfnVGPAc4YOeiuckyJNIAPXvKgOxjtAm54pFcMFxpRUr5HUT/iFl0ptnNNd8i6XdKVi6OUsNlfC6wdDt5YvtiTbzExFIHYpoZ4Y9Jeo6HFqTLBELig1w1gR2gdwjbTj0rHnAY0WY92HseFOv3y/AkXFLHwUU5jM+ch3LMmUkqGb3P12zI46kFchFGNKrJEjoN9YdJVSgSeLslMslIzSGnmhxyHcX5aXE+o8KYa6cokTTDn1aC64O+pkAjGC9TYyHjMrzklvxlbTLtQYtsTEOVMORl0NXQej47dqTjSc01043/MSBsdP4nzPS3BOd0XUz8RUJy73/goTU+F7u/CgsKgBgcQAIH5il1Nj7eg68QLGeo+i68QLcI2GVigep8jR0pm69Rjufjv6frMPkxePoP83++DuC68w0eOwY+yd1+BxRFbQONttx/hbr2G2OzkFkblms/BjVqtNqPOkGGpwSSM4r/YKJmZz53Fm8vWIA0xz8fa4BBZASFPeUvlHqCm6CVsq/yipKcsrYXq2H1RG12x/2H1MTHXiQtdPMTR2Ahc6fxKXAFNiaoF10xOorLkD1k1PoCRO/i+CJbJ/haTR+O0BBBhMZpDmYAZT6voXzY3QgXAujGJMj8OOwdf3YurcEQzu3xt2gJnttmP453vhOnUEwz/fi9nLiQ8weqsNZU+2ouDOu7B//351z0XFyphaEO2ZLMZ+zyQWMOU1osl0X0oHFgD+FObQiiCSlOZpdx+oAOWOj9xQiakFlg1/GLfAAgAFpeZgYIHPJ1gi+2GssGLDHU+i3HJniBJLUeRV0oEwr4I/EM4P0xXz80Ph/YDzDogq7geTs8LTW20o3rkraYEFyMQ9FxISD/rwEMmeDXcSICuVWQxib6Y4uwoDc+dW3jOJcfpyADExKCPBsf8imQM5ZpT7LybDBmxq+Dim5/pRlFcnZJ/JXE8qZXmJvghGQz2Gxo4jGKAMdYDPx7X/AvCJXYpTS32MNGWlFGH6fIjjlkLHFa+zounW3fBM9sJQ0oDi8pbQ9fBpUFxuRXG5Veja/7JG/DdGzYecNDG+pFpe/vowU3dFzcX7H4U1NjQ80IrZK/49lzqbRF2Eqt4nXs+rsmDqbKhiXl9FqARwpCzraixwvUdU3NeEAhtbxJI+Hy5TMfa2ZMqYhUXs5xIpeL0AIsWDZX8Zu84iqPGQJAGwD+ScA33XdV7tFRIFlIozef1YeNrw+LxAVA8TiW8M79xYXjEKXiSx9JeR3LO1Gky4ujDt6UNhQT1Ki5uV20TiByOucyGfauXHkdQnaeQfU54rWXQT1hxYXiZKx0XrAcPbHowxuf1ttICn1465YQf01WYYzDbqPZ5xZrvt8A46oKsxI2+DjasNBQ7fF15/Gsf//BJijbj6uahIHky5DUJQibURmoqIUWpsQqmxKbKCUxUpB0ODDYYGW8TZpvmNNuQ3ri6VATlkXnAR5ymGCzKvMQJajfcLqXgbovzsY+hPw5u+HMEaO9yUZQkiSK1WrOpnVuWzEW1VPx3wOVKUAT4/GCXqiVXJr+AzT4KV/iy0IZ+QbWRf9r8gf95KVezidOjQ6+T5MOblb+8esGN2zIH8CkKTTIlGokoW5OcpbcOYA2+1PeN1iUAmOSanICX5jrfLjqsOh5A1lkSoG/oqVKhIa7gH7Oj93T5MtB9B75v8PjDuPjtGjuwPO1U5lTHfYceVF/bBffQIrrywL2kFlIAaXFSoWPWYutIBR/vrmLqSnpX3sxH4wLj77Oj/tVALM/DG3qgCzGyPHVd+/xpme5IfpK720tfi4MGDSZtLBtJi0bKcEdBqvFQaSWcozJOLuVfKNouWMothVpmEjuH5fMT7SZQXCKOJ6DlvJhmrj0gslCm7XQadEY4fjHxfAJOiUhC7ZNEzU+Md6Dj1AqDRYLTvCJpv3o3idUKaMY+YqeS7So0jT3FpAEwPt8Pj7IHBZEFhjVWuOTtDTPRx5K8zY8Iu9YFhZV0B0lqY+WEHCupsim3kRBs8DjuG9u8FNFq4Th9C9SN7gvstiuegQPPxWCOL/44CbXQNZriPhq5FsgoogUwMLnGCc7EfrvdHYVxbIci5qFCRRExOdGBmuheFxoagFEwkmJkSFU5O9QaDS7wwPdyOy4f3ARotrlw6jMZ7W1FUFfmYhbWED0wFnw9MXoUZkxeIlOPKyPYn5oekdTFUcEkw9M02rPtUK672OpDbYFbrXFIdzsV+nPX8VlATvnoRWwx/kHYBhiuFOZHzmeuB66rfzTLFiy0DcM5cktchSzAmJzpgv/AiAA2Gh47CtumJiANMYbEZo31HQoWTxfH/bnic9A3ZM+6IKrgAQoAprLVxq80X1NtQ92Ar5kYd0FdZUFAfWUDQV1swdYYIUtXJVy7Qt9igb0m+P0zmBZdICie17OUmALiujdBijNdGYbqhNvi+c7GXb1WzzMc3sbKtNEpZXAoZZkybZlZ/vEWYHFllcoWXzvkenL3ymjCfmdPYUv4IvzQ/J30XmJnTcxlT8wMw5tUJvi8kxaUgTCqmyJwzl3C+9yUAGgyOn8Amy8elkv+UnwrRPgI/GCWxy5lp2ohsxtWLkpIWJkUmPiFyzGJTC1pu2g33lAMFJX45f/91oDPWyL7Cp+zI1w0mC65cOhy8IQvSMnJtGOMoZGRR10Ap8wtAYZ0NhXX+lOPAOYdpjWxosKF61x54hx3QVZmRb7ExM8FYdTJK1sjMTDTONslE5gWXOMC4tgIDC/aQGOPa8uB7zsV+nJ19M6VXNanmLyOW/nddHYyL74vTcxlnB/8LGmgwOPUuNtd+DKbC9RH1NT3XB/KGPj3bnzQ/maLCBgwPHQ3ORxC2jBzFZS1CUElQek9RpRXr726Fx+mAwWRGYZSrlmTDYLHBYFHrWsRQgwsHTNl12IIH4Hp/DMa15VTwcL0/St8o3x9NueASiU1zXOeTW40B9+lQsM6Nj3KyWP5/em4g4uBSlFePQedJBG7oybRWLiltxsaNT2B6pheFRdHtuUQL12g73JPCqiccvbGiSiuKKoXj1RtyZiLjgovz2kCIoiKoq2hhyq6TDRrSVU1FzMaMFUw59YK/TMCmOcl7Lia9BVvXfQRTC0Mw5tZQfi/OuW64rg7FZC/GqK/FwNS7wc+mKC/y74Op0K9DNu/fc0myC2ZJaTNKSpuV5WzijIBEPzRajPUcRtNtT0a9d6Iic5BRwaWtrQ1n5/wU1aIdW/T3swNMlJX4gX0ayarmhlqaAKX2JRibGRotnIt9cF0bhfGGCpiy62UPU6p8Z95i/OObcupD3jKBPZkVUpadV3sxtTAUSgJQ4KDDhUlnDlksL/vg0wqb/GfHXhU+v+lT2FLxiHKAWWH/xZTfiC3Vj8LlHYRRL1guUx+BOMWYsYcUeLWMtFYO9EPocVEppFRaMPG6NGmaGGfl/RdqQqAr2mnhS+YwiJXBWEiifxnQaOCZcMBYyUorZqdjc1WxK4ly8lTOi6vgGccpLqMi2QvByscpKhbwpCWL3pSoBCQJGRVcDhw4QFNU18diunphgbWq4YVzsQ9n3b/x79tcwJaCB5kBJlEIeMcEkwBKHoZJF99MGNfVQfrz8w5FvXoxGdbDVJDcVQYvJqY6Me3uQ1FBPUqitEZOBApKzBhzhDLNDKXJz0LMFMxdtsPb3wNdvYUWv0wjZFSF/o4dO0C5IK4pX7lRCsB1TbRvc2002VOSescsxN87xpgrdrGsjvuYqYKJqU5c6PwJhkaPx810LNYoLrei6bbdqGi4C0237UZxuUqJxQJzl+0YeWUvpt87gpGX92LuUvIr/yNBRq1cdu7ciS26++G6PgbjmnLlVUskApeRUGkc4du4thwDVy/Q2WiB+XGOyUxfVhpYQRRT4h2TI+MdE4lvDIt6WgbKdGZ6L0ZvCRb3ybVRnEu0Ype8exmsFGySbmJQZECIbhKbjs3M9MFkFFYvYgZEw0jRZdJYAPXdidoDhrhuxeusoaJLH7hSkSXinQxvFR66TKmNEvXEpLKYKgsKtJYC/SaXviwZU3TZvf0iw7F+B/LWi1KcFdKxU8XPJaOCCwCY1tbAtDZ1fdvlYMquwxbDH6SUAoAptwFbi/8QU4sjKM5JXBKASW9BaRzSklMdRQUi07GC5NKiKpIHXa0F0+8ShmO1yS/MjAQZF1zSFdHu28QDptyGuO+zqBBQamzGjU2PY9rTjyJDXch0TMWqQ/56Gyo/ugfeAQd0dea03XPJ7OASpc2xxB2Rh0oT8x6sOaygCkB0ENU43BlmrAp/XhFMqj0xl0isopUye3i9Zjgq+SMRu4ysjTxFBtAfY6mxGaV+Kow6N3G3PB4wCtQTU+BSIdOJ9YaEBmJV77PoMtF77Gwx8nV6ZszqfYUxmRQVK0MNdPV+vDPMAoZjgnqAtI3kq68gapksZHZwAeB8fzC0B5NmdJkKFSpSE4IVcg/yqiyC5IsKCTIqW0wM5/uDOOt9C4PXOnDW+xac7w8me0oqVKhIc7j77Bj45V5MnT+CgV/uhceRntlc8UbGrVxIn5Sp66IU3+tjKF0jTW/VsDKDuDPCVi6UdF4boLPYlEQsuSgzBYqOlWEmovl8MoWC0mEUKDKe5bdSFhcnxcUW/4sdRQbIZ5I5PZfhmu8XhC8LpNIx4XrAKNkks4otJcKGjMwtiiKTiHKy5szmjig6jxJaVMhK4yh8lBYNMgosubPFGBlvERQq8rSZHxbJ7A87UNAgry2mlGE2223H/GAPdHUWWqafIWqpKMTJS9MlEBm9cjFmlVN1E0VZ65IyD+e1AZydfwuDix04O/8WnNcGkjKPRMJ5tRed0+/A6V3ZFTBV4fRcxrmBVzA0+R7O9b8Cp/tysqekIg5w99sxfGw/3P18KxB9pSUYWOBbRl5V+Ekvs912DL26F64zRzD833sx2515q5+MW7mQMK2twWbch+mlKyjKWpe0PRfX9TGpckCCK/Cdi31CqvMNlSEZmHiNlYTq/njANdcvI3yZHtX+KvjgHrCj93f7AI0WE/ZDqH+wFQV1ynsoBfU21H54D+ZHHNBXmmFoCH/PZX5QVMsymFyTsXggo1cugBBgNuTcktTNfOMaegUVjnKAc7EfXXPH4Fzsj3j8gLzMoPcizs78Gs6Fvoj74oGkun8x/tX98YAxr45e+UYhfCmGc7oLlwZ+jYnprpj1GQkmnR3oufRLTDo7kjqPZGF2jLY7nhvlW2kXNNhQcfeuIB0WLvQ19OpHV5N+P75WQuatXBSqzlnw+XxCVtnSGIxZfFllGlbqrQxMa2oE5YAlYs9FKa3Zvx/jvDYQEuJcsGMLHgjVwoSRviwxO1scgemGOuoYci+DPDfn1V5BTfmGSuVCSuL6FudU09X92UR1P2v/I5b7L0p9hLH/UpbfiC01H4VrfhBFebUw5a9Xnhs5vML+i3O6C+d7COOxxsdgKmqi9z+y2NeDS+BSsn8i3SeZnOhAu9/RcmTwKKzaT6HE1EIct3L1viTlmZgDU0RS3Amrep+jcl8yNc5U5MB7+evMmLCHChbzyhnGZQBdvc/Y2+FNec632FD9yB7MDzqgrxWZjPGkZouvATVO8pSySWRecIkAzvcHce7q29BAg0F0YDPui/lKx7S2Bqbs8H75Sr1ixiIqtDSurcDA1YuhldMNfLYAzoU+nJn+lRDc5s9jq+bDXJSaKbcBW0sextTCcEKr++MBk2E9SmMsfDk92w9S6mXa058U22RZR0tT8rxhkoHCWhsaHmjF7KgD+RVmGFagxGKJfItNCCoZyh9l6GmFB9cSvScyvXQl2VMCIAQFik5bG5kQZ0BepiZ3Y1iKy1OiFU849JYptwHNRfekdWCJFwSjMeGGDvhQZKhLyjwEB8vQPAqN4X1WU+MdcLS/jqkr6U2pFdTaUHX7LhTUZtaeB4m2tjY89dRTaGtrS9iYq2flwqLLABi1ZRhER4hb15qE41eg0njARZ8xlABMa6uxRU8Ica6tDb/iP+DnQsrLrCCKGaAzjGsrMADCwfKGStm+hfaMlGUluoqHIhO3IQ9jUWTiPhIldsnTRusTjMcsH8f0bD+KDPWyqxbFdF+CH+FJFxb3EaCySkuaYdv0BGamBUfL4pJmpsClmKqZGu9Ax+kXAI0Go31H0LJtN4rXtdDUDXl9WZX7or4jEa7kSn9mX0Im3aSUvsxsozAOj/ClZByetGSlcSAEll27diErKwvPPvss9u/fj507dyLeWD3BRQGmNTXYnLMD00vjKMoqg2lN6lTym26oTYgnjezYOfXYUvhQyMQszllmqwmmwg1C5hmvvA4DlAdMBHbHJaUtwXbhlEfMTAWMwnyARgP3lEMILimC6aF2eMYdMKwzo7Amc1ckPDhw4ACysrKwtLSErKwsHDx4MCHBRaXF/DCtqcGG7JtTKrCkAkw59Wgy3JmSgcU534POyQNwzvckeypJQTI9YAqLzcHAAp8PBcWxyXZyjbaj/1wbXKPtEfcxPdSOnoP74Ow6gp4D+zAzmHk1JOFgx44dwcCytLSE7du3J2TczFu5RCvaxqJ6lBABfcadbcaq/lcSroxEFJOjql98LhEJX7LoKqUsLpk2znkHzjj3C8kG7tPYio+EbJMRosmccz1wXR2EUVezsqslh+BmtGKXUkqIQXFF5AHTi1Kjn2IT0XfM6n2lTCdG9b4GGpSYWmDduhsz0w4UFJtRXCZQYlRWGnMc+XQv12g7Lh1/HtBoMdZ9GOvvfDJkm0z0pehlAmD2Cl1DMnvFIdlPYdJvnFltPJlj4j54xDIBTsUAhTbiP/mdO3di//79OHjwILZv356QVQuQicFFxaqApJbm6hAVXAAhsJwde1UIQDOnsaXiESGdOEMg9oApTLAHTHFZC4zlsaPC3BN0zYlnwhEKLmEgv8yC8a7Dwb7y12VeDUm42LlzZ8KCSgBqcFGRlijOqcaA50wo2SBXqhnnujpIp3J7hzIquJQam3Fj8ydCey5p7gFTUGrGWE8oKBhKIwsKRdVWWO5txazTgfx1ZhRW21JFbmtVIfOCSwRFlBR4abUo6TOlbDMmZcYhkCm0YZyrJCuNnAOjP7KvaIUvAXYmGYsiA2QzyUx6M7aadmFqYQjFOdWCvIzINrk4pxoDOB1K5c6tVv58ea2No4Hk3FhUmjxFBoAqsCw1NoWoMFYxIsAssFS0RmZlKnEUV4rnQ2X2ZckfZyy3YsMdT8Iz4YCh1AxjhXXlwkLxOP7/jVVWFNUE7Jd9knkyKSZGppbicUrFjYwCT0U/F475KBdRIiWQecFFxaqBSW+GSc/+dWvSW7B13UcwtTAEY24NTHkW5rEqUgPGCqsQVFSkPdTgoiKjYdJbUJq/wka+ChUqYo7VE1x4qSsSSlQai15RolY4KTtmhpnSKfBklYnplRUKLyV9iek2RiaZRqmAkafYUtKGHJN4rHStRRRZ8GXe5PsoPGCENitnjvG2EZ8nu8BSPvMMYBdYku0nJzuCBZUlpS00FcbQPZN6zXDMU5JRxSh8pDpmnxuTpVOiilgUk0LWFVPfjJU5JjqOK3NM3IYnc0ypTRKxeoJLGiBc8UwVKmKFyclO2C8KIpbDQ0dhu/GJVaczpiK2UIsoUwQB8cyha504d/Vt1ZKZgNPrSEnjMafnMrrGfgenJzVMxCamOnG591cRFVNOi0Usp3tjPT0VqwxqcEkRxFo803ltAF3eE2nvehkwHhucPYczk6+nTIBxei7j7NDPMTj1Hs4O/lfYAcbpvoSu4d/COXMpJvOZcHXiQtdPMTR2Ahe6fhp2gCkSi1gWqYKjKqJDxtFiEQlKiuBcGoJraRzGrDKYsqT1ExKQewcRpjLziGcy9zUAaj/FeX0QZ+ffEooHF9uxRX+/oE8WSVU/a/8FYKY8s7xhJH1z7L/IFkvm+G98Sj+NGJ+vRkagc0XI7L+45gfoGpr5AZgMoRoaRT8X9yWc63tFsHiYOInNDX8CU8EGGYFK/5zF+xoy1fviav1pdx9KyboX6roTeyb+uZUWN2HjxicwPdOLosIGlJQ0s6vVlVKeGVX51B6H6GvE5fuilP3MSgumjmHnCHOlJYs7jKDanistWfQeT1qyZJwU2XNRVy4iOJeGcO7aOxhauoRz196Bc2mIv+31IXQtvgfndf42AQTEM2vWNmNzzo6oNM7kbJXTFcU51SBtB4qzq5I9JQCAUV9Lzcuo4/+8XHN0YBL8XaKcj6Ee5MqjKIJq/ZLSZjQ2fhglpelZjDk90o6B0/sxPRy5LpmK2CHjVi7RwrU0LqKnxrlWL87rQzi3eED4NXq9E5uxA6Y1HKseAqY1NTERzjSuKcfAYnvoxheGrXKs4Fzog+vaCIqzq6ISvZQYj+lSQ8rDlN+ILdWPwuX165YZ+Cv/jXm1GJw4GVql5tdFPZ9SYxNubHoc0+5+FBXU0auWVYDpkXZcPrwP0GgxfukwGu9pRVG1Wi+TTIQdXA4dOoRvf/vbOH36NMbGxvDqq6/iIx/5SBymFj2cS8OYXh5HkbYMpiz6Fy+LPivSlmFwqQvw/+EXasuCxzKptOVlyWph+voYTNpKdjozi3qS6TsIhQp/cm5BW+WAD8yaGoEC00ZS1U8NQr/HSHl2Xu3FWfdvBFrOewFbCh8KBhilaxgak56LKbdB3nSMQ2hSAt4qfA4PGJPeAlOghkZB1FNMd5kKNmBz/ccwPTeAovw6mAJOlxT9pqDgwKjeLzU2o9TYzJgPSQMx+BWFFGEfQzVCI1F9kO9O2Z+GcRyLYpM5N8+4SKxy3EEHFwXqiSctWTIssw3diClqqfQ15Kn+V0gBT5UK/bBpsfn5eWzatAn/9m//Fo/5xAzOpWGcf/8dDC5dwvn334Fzic9F0ZRVhU1r70VN1gZsWnuvJCixYMwqo2iSoqyyaKYfNUxra9CUe2tSUppd10T2zNdGEz6HVIepYAM2VD4QCiwqooLBZAkGFviWYTClxgpXCR6HHWPvvAaPIzGWAIl2owx75fLQQw/hoYce4j5+cXERi4uLwecejyfcISPC9PI4qA3O5XHuQGHKquI+NtSmGptvuDdkOMaTCJChMN5QgYGrF0K03A0VyZ6SigyHsdKK9Xe1CrpkJjOKqqxR/YCfGbRj9ooDeeVmFMbB/tjjsGPw9b2ARoups4dQs2sPDOb4mZolw40y7nsuzzzzDJ5++ul4DxOCf8lepDFhEAK9BfhQpDHx2wwzsJI3iymrWhpUeKryecUUFaijiHxjwq3qV/RZCbU3ZddjS8GDgoNldiW158IUu1QSAmVRi5wV+nJwzvcI+zi51UGpfp8SBRgNuOmuEBQr91mZcJzWyPS1Jl4WjaPk+zI50YEZVy8KSsx0sSUz05BsLzof4lwDn8HUWDvcU0L/xgqrsmij/z1jpRVFVQGxSijSUJQNtMgOeWbQDsfbwv6Ns/0QGu5vFdwsGRQVUxVA9JxsMz9E03jzQw4YGmyyc5Xtm1dxwI9kuFHGPVvsK1/5Ctxud/Df0FD4mVSRwKStwqY196BGux6b1twDkzY1sozSAc5rA+iaPx5VjYwpux5N+anrYHlmfD8G3Wdw5sprq9bJMlJMTnTAfv5FDA8dQ/vZH2HS2RHT/qfG2tF18gWMOY6i68TzUblSRoLZMdpXZm4svNoqd58dI0f3w93HprvyqmkaT18VXxpvx47Eu1HGfeWSnZ2N7OzseA8jC5O2Sg0qYcJ5bYCokbFjS94DQo1MBmHq6spGYyrYmHER1fwaDWZcvTGVinFPOoRVj//m6550hFYkCUB+uRnOjkPBG39eOf+N391nR/9vhFXP5IVDqP3QHhTUS+kuQ4MNtQ/vwdywA/pqc1wpMSA5bpRqKjKgbDNMgkGfcXuzUGMqZG6xKDNeD5kICi8D5yapkXl/NBRcJLQa8ThasUvymEjoLolPCqMPn09qNJZTBfh8cRO4ZNJdALdYJQUOa2RSXFLSNbMIUkl0MfSk0NiA4aGjwvE+HwoL64PfDSp7jJE5psTYAUBBiRljjiPBAFNQ0iCas7i9/N9IRNlVPqCw2gbzB1oxOx4yGxPTbKzixrlRetUzP9KDwjqrvw19bQz1NhjqbcJ3jSMrTMk6hweJdqNUg4sKCpIambWZtxkfNBpb9NfOqKuWsFBS2gLbpicwM92LgqKGmAtcFpdb0XTrbngme2EobUBxeXSb85GgsMYW0UZ+XoUZkxeIVU9F6metxQthB5e5uTn09IQ46r6+Ppw7dw5GoxE1NaqSb7rDdEMttoCokckwSiwAk96smodFgZLSFpSUtkT9a5qF4nIritPQNKyg3oa6B1sxN+pAXoVZlhJbLQg7uJw6dQo7duwIPv/Sl74EANi9ezeef/75mE1MRfJguqE2Y4OKChXxRkG9bVUHlQDCDi7bt2/nFodMCpS85UmIRRx5EEEqM1eKsGQcRspxlCnLSlX9bBFLRoqyGJGIXfLsvwCKKdiy4wORGYylEKi04gj2aTTiSnGW6iIjLRmgU5OV0pLpccgnK6clizuh9r2yGB0riDYy93kUU3fZackUIqmc5xGr9AGeXjvmhnqQV21BvsUm24Zb7BKpAVW4UoUKFSqSCE+vHQOv78XU+SMYeH1vwir24w01uKhQoUJFEjEnLqgcTg3PomixerPFeOgzXurMTyk5lwmhzEB9TRTpy86lIbiuEb4yLEpI6JDsgJgbX1V/2BQZwKS4+EU5GeOIEaYHjPI47MNIxDIt2em5DNf8AIz6WomWmGIlPgTvF9fcAIyEwCWP74tPROGSX2UfI11X4s3CELVkCloCbFFLBdqGqSzAquoX8VU09cSRliyeD6vCXuFysPriFcgkkVdlwdS5UIaZvtIcbMek/CIYJ9FYvcElxnAuD+P89UMANBhcvhS1KkDAV0YDDQaXurD5hnth0q6OTXbnQh+mro2g+IbKlKzwBwDnXLcgt6+vhSmvkX3cbDfODv1cKEp1vYctmo9yy/OzTMVUZBYMDTbU/qFQUJlXZUZ+nAsqEwWVFosR5IQyo4Gcr8xqgHOhD2emf4XB+Qs4M/0rOBf6kj0lCZxz3Tg7+ioGZ87g7Mgv4JzrZh4r51jJi3iYikWLyclOdHe/gcmJ8GyUlTB1pQOO9tcxdSW2MjLpBEODDRX37Arpi2UAMi64+JZ9sv8i7IzvHwQfmEBgAXz+5xBoArl/SsP6hPYSCf/lZfY/uoPQPxIKbXw+X/Af3UZhzuQ1YB1HzsXnk1w38TiuxRFammVxhH2hyHORjMO4Brwg2muWQ//g88HlHRQFjEHpmP7zMebWUJ+jUVfDPTdjHu12GTQVWyb+RXLOPuHfxFQnLjvewMRkh3wbYhyNz4fJiQ5cvChoil28+KIQYHyg/mmIf6zrSWJqvAMdp17AaP9RdJx6AVNXQjpimuXQP7n5y/3T+PyOlGfbMD3cLj8XpT4IaHx8//jb+IL/WGNyz1PhujM/gwRDpcVihIBQpmTPJdL+sqqwCfdiZjl2Ev7O64NwLV2BMWtdTBwv44F0kOs35tZgYOY0ETDYn03QsTKw5xKGYyXTVCwGmHB14kLXTwFoMDR2HDc2PY6SUuVK+5kZQlMMGkzP9KI4yur8mamAjpgP0GjgnupF8brIiyddo+24dPR5QKPFWPdhrL+rFcZKaX/Tw+3wjPfAUGZBYU36FWumA9TgEkPEWijTlFWFsjCtkllwXh/EuQW/DfP7ndicswOmG+oi6+vaQNwq+E3Z9dhS+JAg139DRUruuZjyLNhS/ghcV/0Wxwp7LoAQYIKOleGOVbABpsKmiNoqYdrdBypQePpXDC6FhQ0YGj4WbFdUKOMOGiYKi80Y7T8SDDAFxdH16XHS2l4ep0MSXKaH29FNWCJb7k1/S+TZbjvmB3ugr7Egb0NqUGurJrjwUmOBDBfn8gimfeMo0pQJdsXKnSt1KP86Z6aUovAk1Z9y4aXr+hXJHo5puUa2jVIWmfP9QZz1BlST27EF90sDDHcWmHyBpimnPnwPGCVQ2WbE60qk8Ap9m/IsgnxMlEWZzGJJXt8XjswxoW/ihSwNigrqMTR2HMFAYaiTthGlIJWWNGOj7ZOYnulDUVEDSkqaJTQXyw6ZFNIkxykxtaBl2264pxwoKDajuKwl2CfT5lihiNJgMmOs+3AwwBhKG/x0XKiRnCWyMegDQ3weEltvjsf+Ju5+O2ZHhQ36gjqbYhvuTDYGZnvsGHpVMB5znTqEqkf3IL8x+QFm1QSXcOBcHsH5pcMANBjEZWzC3SsHmBSHMWsdBq93Rm3DLFFNvj6W9lIxTq8DUwtDKM6pgUm/OoQGS43NuLHpcUx7+lFkqENpcTNfu5LmFVc44aK4rEUIKjGAscKKDXc+CY/TgXyTWZYSM5RZcOUyEYDKYvuZu/vt6H1TWBlN2A+h/sHWUICJA+YH6WDpHXCowSVStLW14cCBA9ixY0dcJKSnfaLML58TJqR3cDGtqcZmzY6QDXOEey7GNeUYuEaoJq8p52rnXOyH6/1RGG+ohCm7LqKx4wGn14EzzjZhJeY5i62mXasqwPAGlXSCscIKY4WV+au/qNKKxnta4Rl3wFBmjrlXzKxIdn9u1BHX4KKvscB1OlQno6tNje9v2gWXRHhBF2nKMIjLCFIGGlNM+08WTGtqot7IN62twRadXzV5Ld+ei3OxH2dn3xRu4At2bDH8QcoEmKkFkXHYwtCqCS6rGUVV1rgZkOVXmDFhT5zsfr7Fhuo/2oP5QQf0NWbkpcCqBUjD4BJvL2jfsg+lqMAm7V2Y9jlRpDGhFBUyFc+8fD+H8KOStz3ZVYz2X4hOVmwjN6ZpbQ1Ma2v4BC6XfXBdG6WptGt+A7IIDMYosCr3ReegtC8iGIedJYzDqqV9ExCnxXJV78don2flvkkiX8ksjNhXoBQcOcfJYh7F3Bthes6L23C8LhHl5NibiWeFPnVuPqCg1oaGB1qFPZdKMwpqbQESRB4Kc1MSuySRb7EFBS9TRVc47epcduxIjBd0qaYS67VbUKpJbzosFWBcW0HXeqzlo9ISAZPOjK2mnagxbFlVlJiK+KKg1oaq23fFlQ5LdaTdyiUZXtAqooPphlpsyXvAv+dSkTKUWAAmnRkmnTnqzC8VKlSEkHbBBVjBCzqefi7UMARdJEPbyKYy83qjcKTyKnqz8CICsUvn+4OhGpe1ZCqzMkUWNCCLUuDSR7FdEaQiU/2KnifZ9yWStGTmPMXfD4KTEaclc7Vh+J9IUqFZVBjv3Fg+K8T1kFCR0VJxzPbi3GyGECeLVoMClaWQ8uzptWNuuAd5VXzeLuLnya7MDyDtaLF0QCCVeXC5G+eXDsO5rCBhkkYI1LgMXuvAWe9bcL4/mOwpqVCRUXD32THwS7+3yy9j7+3S1taGp556Cm1tbTHtVw5qcGFgwjeCS8tnMeELPzDIpTJnAuRqXFRkDiamOnG591eYmIpclHJyogM9l3+JyYnVK0IZDeaH4+ftEsi0fe6557Br1664B5jVG1wURCgnfCM4v3wEQ75unF8+smKAEYtkFsGEUHoII5WZJeAoRhhil/LCkwxxywhQlLWO3pgna1w458l1nMxnsiIkwpGxO28lUUyxqOWK/8QCplEKbFJiiEqCliu0n5wStMaGxk7gQtdPpQGGOgdiHAKTk52wXxCELe0XXqQDDHHOiuKKPuGfRCk58PpYO3ovtmFqjBC4JK4Bl3Cm4vXgFH30Mf5F0ob4p6+0BAMLfMvIqzLHTIRSLtM2nli9wUUBLp8T0aw8SjWV2KS9CzWaRmzKSv/q/gBMa2uwOfc+1NzQgs2599F7LirChnO2G11X3oJzli3Znyi4PH2gvvPu/rD7mJ6mhS1npnsjmsvUeAc6TpNKyUKAmbrSjs73XsBY71F0nXyBCjCpCPeAHcPH9sPdz09tFdTbUPvhPSjZdDdqP7wnphL8icq0DSAtN/TjDaPGhCFfdEWUpZpKlGoq+eth0gTBGhcVUcE5242zI/8dMhGrfjSpRmBGg0hrrKAu7D6KihowPHw02EdhUWQilFKlZAeM5Va4J+nXPZO9KC5PTcFJ94Advb/bF5SAaXigFYZ6vkBR0GBDgT+oxHJvPtGZtmpwEcO3jFKUY5PmTqKIsjy0VA27O+WsssCYTIgKEoPgELt0Lgm2y0GbZKVCwwgyx7iKOsXnxrqGYWaOORf7QnIyOfXRZ44B7GLHOGSOubxSEzFSjp9KQFoWjc9ZLEmBEv8kMq/8/5camwStMXc/igrqUGps5vpMyIyq0uImbNz4BKZnelFU2IDikpbQAErTFI0jVUoWao8KSswY7aMVlDXLgI9V1MnIAhPmLX+cUuaXUn/ifudEEjCzow7u4MIjkKlYFKrwFVfMtI0x1ODCQKmmAqWa1PMS4YVzaRjn3xfZJMfAEyYV4Fzsw1n3b4Rf/d4L2FL4EMpyo5d/TySMuloMTJ8K7V/pa5M9JUFrzBid1lhJaTNKSoU+Iv3VXVzWgpabdsPtCikl+wAUr7Oi+ebdcE/1oqCkISrfl3gjr9wMZ3tIAiY/zhIwqQg1uGQoArbLlMR+hgQXOTmZdAsupvxGbKn8Y8ETRl8bsd9LpqK4rAXF66RKycXrrClLhZEorLWh4f5WzF5xIL9CkIBJkfKThEENLhmKIm0ZBpe6opbYT0Wkg1slD0z5jTAV8DtTqkg8pofaMTveg/wyCwprw9tcL6y1oYCXCstAqMElHLD2Rjj3Ylj7L2EZkwWwgthlwCY5YLtcKueQySNwydp/EbdhzU0poSFCUzFTdj22FDwI1/tjbLdKGVFL50Ifpq6NoDi7CqY0W+kwwTBSY5mIScCq1heBrrZX2HxgvEW1F393GUZiTFUAXhMvBeFKHrHK6eF29LwjbMqPdx2GZUcrCqtt0v5YezYi8FTrC31EuceXIkuktAwu8fZzSSTiaUxmyqqCKSt2tsuxhvPagLApv7YCppy6sNqasuvDChDOhT6ccb0h7NPMncPW4j8U9MSU2qSAiZjTcxlT8wMw5tVRG/4q4o9ZsWPlFUcwuKhYGWlX55LoKtN4I1Or+VeC89oAzs69icHFdpydexPOxf64jje1OEz7tiwOK8/PbyI26DmHM879cM7HrlKaF07PZZwd/C8MTb2HcwOvwOm5nPA5rGbkl9EFjfnrVt+mfDRIu+CyYpUpT5V0rA0Pwq0mB/ir+WNcyR8vMBUCJAcK5+J6f4TelH+fkJLh/ayIcybHl5tDcXYVpS5QnC2zoiPGnLoqNRFb6TsVdrW+uGJf9J5rrp+aw/TcAOenAbqKXlyxzwBd6e6jq8d5x2H0p4SVqvVlU4I55qZYbc9xPYxVVjTe24qyDXeh8d5WFFVZ5c9HPB/WPxYU2ojVDILnE8k4CUbaBZdEV5nGG6WaSmzKuhs12vUZVc2/EoxrypFIjxdTTj22Gj+MmrxNAiW2AqUmCUY5iacXjfpaag5FebUJn8NqR1GVFbU37Yyba2UmI+32XDLRz8WkrYQJqyOoBGC6oRZbNA+E9lwS4PFiyqlfcZ8leKzOjK0lD2NqcRjFudXc7WIJk2E9tlQ/Cpd3CEV5teqei4q0gsa3Io8RW3g8HhQUFMDtdsNgMMS8/w9qPxq7zmJRmR1BVT+XZIxSv5ySM8yqdlYWmNL1INooVsuTc2Odg3j+rP7I9qI21Bx4z5PVRqvQF6ONj9VGqT1nGyqbiDwF0p5aPA5LcYCcc5bCOKSVidL10Mof56OuDd0E1HGscRivA3SFPuM4cRaXjzFPur1CG8b5KLVh9S1tI//5KrVh9W3/9lOINXjv4WlHi4mRSH8CFSpUqFDBh7SjxUgEMseysrLw7LPPYv/+/cmeUtrDuTQE1/tOGLPWwbQmMyr6AX+Ny+KwUOMiVxejQoWKmCKtg0vc/QnEjGFEVsKc1sZUE6IwjlfsMgKBSzGcS0M4d82vR3a9E5uxI6IAwyVoCfBfG15RS8YcJhb6cGb6V0KNy/x5bDV+OHYBhsEqa4hTk1AY1IExFMVkFFQC4CuqVChuJKFoH0wPSjSSby8+LBJQ15qkyBjjS+bAOh+5LDVGf7L9KvWtAKpglGGtLJlbCoqvpzUtlmmZY8mGa2mcTn1dupLsKcUEU9fotOeValxiDedcD7omfg/nXE9Cx1WhIplI6+ASyBz7/Oc/j/3792dE5lgyYcwqo1Nfs9Yle0oxQfENlSvXuCjA6XWg03UQTm/4hZTO+R6cHXsVgzNncHbsVTjnkm8MpkJFIpDWtBiQWH+CdINzeRjTS04Uacu4ZGBMWdXYfMO9mF52oihGey7O9wfhuj4G45rypJmMmXLqsbXoQyFdsTAoMafXgTOTrwuUmucstpp2hSUFIy7GdHmHYMpTFZBTEa6RdngmemAwWWJS1zIzaMfsFQfyys1hi15mAtI+uCQUEXD/dPvw918ihXN5GOevHwL8fi6bfPdIgoXc3ogpqzokzb+8zBa0FBopz+H9QZy7+rZwY77Wji26++kAw9oPWkGUM5I2ppx6IaiEaa41tSCt1DfpiALMFforzq3GgPt0qFhUJwrYlMAmOX+FTiP57lF9832PFcUig2/wkf+KfTHEM3lELCX98e7ziKbgGmnH5SP7AI0WVy4dxvq7W1FYzQ4w1ByIzgIPZwbtcLwt9OdsP4SG+1tRUGcj2pOTUZ4bF5T2Y5KEtKbFVLAR8HNBQLNseTzhc3AtjdG/2q+PrdwoxVCcUx1Vpb5Jb8GW8kdQU7gVW8ofiWjV4vRcRtfY71RtsTjC46RFKj3O6LTkZsdoJ8q5scRr0yUbanDJUBRpyxAILIDP/zyxMGaJJF7WRCfx4lzsR9fcsbiLXJIw5TZga8nDqMnfjK0lD0dUqW/Ks6Cp9AMw5VnCbuuc7cbZoZ9j0HUKZ4d+rgaYOMFgokUqDaboFBnyy81Uf3nlq0/0UqXFIkW0FBnvMDxpycKBxHy0MGmrsGnNPUE/F5Ocn0ssIeMNY1pbgy2a+/n2XFagDJ2L/Tg7+6ZAsV29iC2GP6AlYyKhGZX8aYjP1KQzJ0X+BQBc8wOiPZtBmAo2BN/3LRPfCZaXvBJkvscT011wefpgLGhAqbHJfxzRRunrTl5SHm97UX9T4x2YcTlQaDTTNsZK4zNoIC5aDwB8PhgrWrD+zifhmeyFwWRGUaVVOk2etGL/MYXVNpg/0IrZcf+eS00YTpQMiivmVFqcsaqDy4RvFC44YYQJpZro3QwnfKNw+ZwwamLTX7QwaaviH1RWmsPamphs5LveF1kbvz+aED2yZMOor8WA6z1izya+SRET0104f/lnADQYunICmzY8HgowccakswPt518ENBqMDByFdetuFJdJrY7jBWOlFUUx9GsprLFR+yyrDauWFpvwjeI8jmEIDpzHMUz4RqPvz3cUQ+jBed/RqPtTQcO4tkKkopz84J0ImPIbsaX6UdQU34wt1Y/GXbzS5ekDtVfn6YvreCRmpnuF1ZPPB2g0mHGtvn2KANx9dowc3Q93nz3ZU4kYq3bl4oIT1B8RJlCKCG9YPh9cMqZfiqsXEQ004RshVj2JV0hmVtWzrJAj6FfSdxgwZddhCx4QrI3XlsN0A7/8vI9VuR5HOjOWMBnW8wUVJQ1ajnPV+ABjfj2GrpxAcK/OIJO27fNhYqoT0+4+FBY1oLS4mdEfJy3lR2FRA0YGjwYDTKGxIXROrIwwIPihTl1px4zLgYISM4rLV0gljqDafiUqTKkvxTaicdz9dvT/Rsg0m7xwCLUf2oOCeuUVkMdhx/xQD/TVFuQ3psZqadUGFyNMGEIPgn9EKI1tf2LTLwVM+EZwfvkIAA2GfJexSXtXUgJMqsOUXbcqqLBkwlTUhE2Nj2Ha04+iwnpZSmxiqhMXun4KQIOhsePY2PIJZoAJByWmFli3fAozrl4UGhtQbOKnxKautKPzvRcAjQZjjiNounU3iivS04NlbpTONJsfcSgGF0+vHYOv7wU0WkydPYTqXXtgsCQ/wKza4FKqqcAm3x2YxgSKUBr1HgnVX5h7Li6faBXlc6rBRUXSYCpqgqmoSSLBH8C0m6bOZtx9MQkugBBgSvxBJZxyDfekg6LUPJO9aRtc8irMmLxwKBhg9JXKySRzQ3QatXfYoQaXZKNUUxE5FcbqL4KgYNSYMOS7jJVWPdyZYyxEUpyohGgz5ngFNiMR4oxQvDOsfgGuXUtuEUu6Fe+BfL2RFJVC3zdkZ8FQkCPcpymPkNDEs7K3QnvDKALf1w3mrTAW6v3HMbxRFPxYqOmE6e0iHKfBDdZtWLs8FAww5pabUFCso45hjUl7rrB9Z3zM85F/XTJXljeLqE3Z5ptRUVIIr3MIunU1yKtqlM6ZeJy/eRtGpgeCAaZi003Iy88FACwsLCBcrF27FllZkaQe0lDNwmKNSG6y/j2XaZ/Tv+pZOUApBhfetFxGH2GbiAmNuI5j903ePDiN0DTht1E0EWOkIiubpLHmI/9YemNltMlizEXcH8s4TKlNlnRMjQbY/mAjtt1Rg7VrZW4sov6Wlt/H8vJ1aLVrkKVdKz0eiCg+UjejMNsvL4XmpM1aK95gC38usYjv0f5+4/0tdf19+JbehyZrLbRrQ59HRVFk99jCwkKsW7dO9u+V9x6+qlcuqYRSTaVKhalIGrY/aMFd91lgLDJCq10LyV2R8yZ3fWkRy0vvQ5u1FmvWZEc1JzrQcE6AV92H57hY9BV1gI3uvOvLS8Ib2+eD1+uF0+kEAJSXR174rAaXFESyM8dSFc5rA3BdH4VxbYW6sR9DZOeswbY7amEsMmLtGp3sMewbaOiN69evYnHR7X8CaLVGrFmTu/IEGH2vmuAipvmo96I775ycHL72BHJzhc/M6XTCZDJFTJGpwSUVQKQlB+plosocS6BApiyiTF+Wg/PaAM7O+Sv0F+zYggfi6yjJYosTlb5M7RnFeA6iKvp8QzbWrs3yr1jkwVOdvrR0TfKcK7jECdffv4ql64vIWpONNWuTN49wQV5eX4KUQMTQ6YQfGe+//37EwWXVFlGmKuQyx1TIVeinnwhmqiJ0z4ru5pWVdYPi80Ti+vtXsTA/hfcX57AwP4Xr719N2lzSEZHWo5GIKLh8//vfR319PXJycnDTTTfh8OHDUU8k0zDhG8Wl5XNhV+obNSZQgpNh1MtkMqQV+vxcsHOhD12eI3AuxKfaPGgmNp/cinKn+zK6Rt6E050cccs1a3KRm2PEDWvzkJvDSYnFCUvXFxWfq4g/wg4uL7/8Mr74xS/iH/7hH3D27FncfffdeOihhzA4OBiP+aUffD5MLI9ELAVTqqnAJu1dqNE0rt5iSt8y/Q+A6YZabMl7ADU5NmzJf0C65yLTBgCci304O/NrDHov4uzMr5UDzPJy6B8nnF4HzjjbMOg5hzP///buPaiJ890D+DcJJCAJhEsEOVxkDALe8CdoJ2qrVodKPUJPbaWdHg9WbccKcut1bM/g+NOq9TfWWij1UullxsuvtRrasSozoqAep4FKS5E62kJhKha1ASKXgPE5f7SkjSA1sMkKeT4zO0N2s/s++25mH959d99t0jsnwRBZJ8kf07WWi6is+zcarhtQWfdvNLVctGNbwoXm5uYJhcLn98RC+HNygP/578fx5ob/7XOZ7I6bCe78LPnLNFhCbutOX//fWUwYPQqtLS0O2Lpj2Z1ctm7diuXLl2PFihWIiYnBtm3bEBoaioKCAkfE5zDX6Aoukv0ti3vRa2gZOy9taST/gbHSf7hmYunHSHk4opU6uzrzf+uyvZx2o+sXQWPq62ViYrhz9GTjzZ9FicOZtud9gMzMV/tc5ubuCQ8vf7grlPDw8he0zyXvnX/hv/5znmDb688/4uJx8utvobLjsY3XczKQsWKp44K6R3Yll66uLlRUVCAhIcFmfkJCAs6ePdvnOmazGa2trTaT2IQetPJOfuBLW/cLP7nt5TR/ubAJu/fLxAb/auiB8PMKt4nDV3nvY68NVWq1L7yUyrsud3P3hMJTPaQ68+/kLpcjYORIQfpAnI7s8MsvvxAAOnPmjM38DRs20NixY/tcJzc396+NY+vU0tJiT9GCysrKIplMRgBIJpNRdna24GXo9XrKzs4mvV4v+LYHQq/XU1ZW1n0TjzM5+ljcL8d6oHF0dHTQhQsXqKOjw0GR9c9oNFJ9fT0ZjUa71ps1axZlZmZaP4eHh9OGDRvo2WefJaVSSaGhobRjxw7r8traWgJA+/btI51ORwqFgsaNG0clJSXW7xQWFpKPj49NOYcOHaKeU2VhYWGvc1lhYWGf8aWmplJycjKtXbuWNBoNqVQqev7558lsNlu/09nZSatXryaNRkMKhYJmzJhBX3/9tXV5SUkJAaCqqioyGo3W+I4ePUrR0dHk5eVFs2bNopqaGiLq+3xbUlJCZrOZ0tLSKCgoiBQKBYWHh9Obb75517rt7zfR0tJyT+fwASWXs2fP2sxfv349RUVF9blOZ2cntbS0WKeGhgbRk4ter7cmFgCinxQcTaz9deWENpQImVzsPeZGo5EMBoN1sifB9JVc/Pz8KD8/ny5dukQbN24kqVRqPfH2JJeQkBD67LPP6MKFC7RixQpSqVR0/fp1Ivr75NLe3k4vvvgiRUdHU3l5Of3www/U3t7eZ3ypqamkVCopJSWFvv/+e/ryyy9Jo9HQmjVrrN/JyMig4OBgOnLkCFVXV1Nqair5+vrSjRs3iIjoiy++IAB04sQJMhgMlJ+fT+7u7jRv3jw6ceIEffLJJxQREUGPPPIIGY1GMplMtHjxYpo/fz41NjZSY2Mjmc1m2rJlC4WGhlJpaSnV1dVRWVkZ7d279651K0RyseuyWEBAAGQyGa5evWozv6mpCYGBfb9GV6FQwNvb22ZytKKiImRnZ6OoqKjP5UlJSdDr9cjIyIBer0dSUpLDYxJTSUkJZDIZLBYLZDIZTp486fAyi4qKkJycjHfffRfJycl3PRZs+BjIMTeZTP1+ttejjz6KVatWQavV4tVXX0VAQECv33t6ejoWLVqEmJgYFBQUwMfHBx988ME9bd/T0xNubm6wWCwgIphMJpjNd78TTS6XY8+ePRg/fjwWLFiAdevWYfv27bh9+zba2tpQUFCALVu2IDExEePGjcOuXbvg6elpjae9vd1me52dneju7sb7778PrVaL6OhoPPnkkzAYDDCZTFAqlfD09IRCoUBQUBCCgoIgl8tRX1+PyMhIzJw5E+Hh4Zg5cyaefvpp+yrXTnYlF7lcjri4OBQXF9vMLy4uxvTp0wUNbKDu9QeelJSErVu3DvvEAgBz5syxJhaLxYLZs2c7vEwxEhrr39/90zVYAznmKpWq38/2mjRpkvVviUSCoKAg61AmPXQ6nfVvNzc3xMfHo6amBsDvJ3MiQnNz813LuDOZ9JcQY2NjrQ8k9pR98+ZNNDQ04Mcff0R3dzdmzJhhXe7u7o5p06ZZ4/nrusDvT9yPGDECY8aMsdZVQEAAjEZjv3W3dOlSVFZWIioqChkZGTh+/PhdvysUu+8Wy8nJwe7du7Fnzx7U1NQgOzsb9fX1WLlypSPisxuf1HobTEttoCckMRLa/c7RJ/e/K9vRLcmBHHO1Wg2tVovAwEBotVqo1epBxeDubjvKgEQiwe17uLVcIpGgubkZ165dg8ViweXLl60Jpru72+a7CoXtbc0DSYgSicT69P2dnfVEZJ2n/OOGBY1GA61WixEjRlj3safufH19QUT91t2UKVNQW1uLf/7zn+jo6MDixYvxxBNP2B23PexOLikpKdi2bRvWrVuHyZMno7S0FEeOHEF4+P1xdwqf1Po2kJbaYE5Irnbp8e+IfZnQGf90DfSYq9VqhIaGDjqx3Ktz585Z/7516xYqKioQHR0Nk8kEtVqN9vZ2dHR0WFsklZWVNut7e3vDzc3tnhLit99+i46OP0cHOHfuHJRKJUJCQqDVaiGXy3H69Gnr8u7ubpSXlyMmxvb9OCEhIX2Wo1arERBgOzilXC6HxWLp9V1vb2+kpKRg165dOHDgAA4ePIjffvvtrrEP1oDGFlu1ahVWrVoldCyC6PmBnzx5ErNnz3b5k9pg9HVCsqc+k5KSuP7/MNi6HKw5c+Zg27ZtDv+naygc8/z8fERGRiImJgZvv/02jEYjli1bBjc3N0yYMAEeHh7Iz8/HK6+8grKyMnz44Yc2648ePRr19fW4ceMGPD09YTabe7VmenR1dWH58uV444038PPPPyM3Nxfp6emQSqXw8vLCCy+8gJdffhl+fn4ICwvDW2+9hfb2dixfvnzA+zd69GgcO3YMFy9ehL+/P3x8fJCXl4dRo0Zh8uTJkEql+PTTTxEUFOTQhD4sxxZzpf4UR+JWoHDErktuSf5p06ZN2Lx5M2JjY1FWVga9Xo+AgACo1WrExcVh+/btMBgMmDFjBvbt24e1a9farL9o0SLMnz8fc+bMgUajwb59++5a1ty5cxEZGYmHHnoIixcvxsKFC222t2nTJixatAhLlizBlClTcPnyZRw7dgy+vr4D3r/nnnsOUVFRiI+Ph0ajwZkzZ6BUKrF582bEx8dj6tSpqKurw5EjRyAVaGDZvgy7l4UxYRUVFXErUCD3a112dnaitrbWOl7gcFVXV4eIiAicP38ekydPdnh5S5cuRXNzMw4fPuzwsoTW32+CXxbGBDEULnMMFVyXzJUMy8tijDHGxMUtF8aYSxg9ejSc2Qtw540AroZbLowxxgTHyYUxxpjgOLkwxgDgnp5kZ65BiN8C97kw5uLkcjmkUimuXLkCjUYDuVw+NN8fwgaNiNDV1YVr165BKpVCLpcPeFucXBhzcVKpFBEREWhsbMSVK8K/mZUNPSNGjEBYWNigHrLk5MIYg1wuR1hYGG7dutXnuFTMdchkMri5uQ269crJhTEG4PfRed3d3XuNLMzYQHCHPmOMMcFxcmGMMSY4Ti6MMcYE5/Q+l57hF1pbW51dNGOMsUHqOXf/3VA6Tk8uPW93Cw0NdXbRjDHGBGIymeDj43PX5U5/n8vt27dx5coVqFQqwR/Uam1tRWhoKBoaGlzyXTGuvv8A1wHAdeDq+w84tg6ICCaTCcHBwf0+B+P0lotUKkVISIhDy/D29nbZHxXA+w9wHQBcB66+/4Dj6qC/FksP7tBnjDEmOE4ujDHGBDeskotCoUBubi4UCoXYoYjC1fcf4DoAuA5cff+B+6MOnN6hzxhjbPgbVi0Xxhhj9wdOLowxxgTHyYUxxpjgOLkwxhgTHCcXxhhjghs2yeW9995DREQEPDw8EBcXh7KyMrFDcqrS0lIsXLgQwcHBkEgkOHz4sNghOdXGjRsxdepUqFQqjBw5Eo899hguXrwodlhOU1BQgEmTJlmfyNbpdPjqq6/EDktUGzduhEQiQVZWltihOM3atWshkUhspqCgIFFiGRbJ5cCBA8jKysLrr7+O8+fP48EHH0RiYiLq6+vFDs1p2traEBsbi7y8PLFDEcWpU6eQlpaGc+fOobi4GLdu3UJCQgLa2trEDs0pQkJCsGnTJpSXl6O8vBwPP/wwkpOTUV1dLXZoojAYDNi5cycmTZokdihON378eDQ2NlqnqqoqcQKhYWDatGm0cuVKm3nR0dH02muviRSRuADQoUOHxA5DVE1NTQSATp06JXYoovH19aXdu3eLHYbTmUwmioyMpOLiYpo1axZlZmaKHZLT5ObmUmxsrNhhEBHRkG+5dHV1oaKiAgkJCTbzExIScPbsWZGiYmJraWkBAPj5+YkcifNZLBbs378fbW1t0Ol0YofjdGlpaViwYAHmzZsndiiiuHTpEoKDgxEREYGnnnoKP/30kyhxOH1UZKFdv34dFosFgYGBNvMDAwNx9epVkaJiYiIi5OTkYObMmZgwYYLY4ThNVVUVdDodOjs7oVQqcejQIYwbN07ssJxq//79+Oabb2AwGMQORRQPPPAAPv74Y4wdOxa//vor1q9fj+nTp6O6uhr+/v5OjWXIJ5ced74bhogEf18MGxrS09Px3Xff4fTp02KH4lRRUVGorKxEc3MzDh48iNTUVJw6dcplEkxDQwMyMzNx/PhxeHh4iB2OKBITE61/T5w4ETqdDmPGjMFHH32EnJwcp8Yy5JNLQEAAZDJZr1ZKU1NTr9YMG/5Wr16NoqIilJaWOvy9QfcbuVwOrVYLAIiPj4fBYMA777yDHTt2iByZc1RUVKCpqQlxcXHWeRaLBaWlpcjLy4PZbIZMJhMxQufz8vLCxIkTcenSJaeXPeT7XORyOeLi4lBcXGwzv7i4GNOnTxcpKuZsRIT09HR8/vnnOHHiBCIiIsQOSXREBLPZLHYYTjN37lxUVVWhsrLSOsXHx+OZZ55BZWWlyyUWADCbzaipqcGoUaOcXvaQb7kAQE5ODpYsWYL4+HjodDrs3LkT9fX1WLlypdihOc3Nmzdx+fJl6+fa2lpUVlbCz88PYWFhIkbmHGlpadi7dy/0ej1UKpW1Jevj4wNPT0+Ro3O8NWvWIDExEaGhoTCZTNi/fz9OnjyJo0ePih2a06hUql59bF5eXvD393eZvreXXnoJCxcuRFhYGJqamrB+/Xq0trYiNTXV+cGIe7OacPLz8yk8PJzkcjlNmTLF5W5BLSkpIQC9ptTUVLFDc4q+9h0AFRYWih2aUyxbtsz6+9doNDR37lw6fvy42GGJztVuRU5JSaFRo0aRu7s7BQcH0+OPP07V1dWixMLvc2GMMSa4Id/nwhhj7P7DyYUxxpjgOLkwxhgTHCcXxhhjguPkwhhjTHCcXBhjjAmOkwtjjDHBcXJhjDEmOE4ujDHGBMfJhTHGmOA4uTDGGBPc/wO+DmJAgiRpRgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_4(grid_x, grid_y).T, extent=(0, 5, 0, 5), origin=\"lower\")\n", + "plt.plot(rand_x.flat, rand_y.flat, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:25.783370Z", + "iopub.status.busy": "2023-02-09T02:47:25.782369Z", + "iopub.status.idle": "2023-02-09T02:47:26.187441Z", + "shell.execute_reply": "2023-02-09T02:47:26.187441Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6))\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 5, 0, 5), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# More complex functions\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.189442Z", + "iopub.status.busy": "2023-02-09T02:47:26.189442Z", + "iopub.status.idle": "2023-02-09T02:47:26.202953Z", + "shell.execute_reply": "2023-02-09T02:47:26.202953Z" + } + }, + "outputs": [], + "source": [ + "def function_5(*args):\n", + " return np.maximum(\n", + " 0.0,\n", + " 1.0\n", + " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.204950Z", + "iopub.status.busy": "2023-02-09T02:47:26.204950Z", + "iopub.status.idle": "2023-02-09T02:47:26.218948Z", + "shell.execute_reply": "2023-02-09T02:47:26.218948Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_5(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.221948Z", + "iopub.status.busy": "2023-02-09T02:47:26.220950Z", + "iopub.status.idle": "2023-02-09T02:47:26.234951Z", + "shell.execute_reply": "2023-02-09T02:47:26.234951Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.236949Z", + "iopub.status.busy": "2023-02-09T02:47:26.236949Z", + "iopub.status.idle": "2023-02-09T02:47:26.266950Z", + "shell.execute_reply": "2023-02-09T02:47:26.266950Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.269951Z", + "iopub.status.busy": "2023-02-09T02:47:26.268950Z", + "iopub.status.idle": "2023-02-09T02:47:26.422985Z", + "shell.execute_reply": "2023-02-09T02:47:26.422985Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:26.425986Z", + "iopub.status.busy": "2023-02-09T02:47:26.425986Z", + "iopub.status.idle": "2023-02-09T02:47:27.230126Z", + "shell.execute_reply": "2023-02-09T02:47:27.229125Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " function_5(grid_x, grid_y),\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:27.232124Z", + "iopub.status.busy": "2023-02-09T02:47:27.232124Z", + "iopub.status.idle": "2023-02-09T02:47:29.638520Z", + "shell.execute_reply": "2023-02-09T02:47:29.637520Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.640523Z", + "iopub.status.busy": "2023-02-09T02:47:29.640523Z", + "iopub.status.idle": "2023-02-09T02:47:29.653519Z", + "shell.execute_reply": "2023-02-09T02:47:29.653519Z" + } + }, + "outputs": [], + "source": [ + "def function_6(x, y):\n", + " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.656520Z", + "iopub.status.busy": "2023-02-09T02:47:29.656520Z", + "iopub.status.idle": "2023-02-09T02:47:29.668519Z", + "shell.execute_reply": "2023-02-09T02:47:29.668519Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_6(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.671520Z", + "iopub.status.busy": "2023-02-09T02:47:29.671520Z", + "iopub.status.idle": "2023-02-09T02:47:29.684525Z", + "shell.execute_reply": "2023-02-09T02:47:29.684525Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.687525Z", + "iopub.status.busy": "2023-02-09T02:47:29.687525Z", + "iopub.status.idle": "2023-02-09T02:47:29.716032Z", + "shell.execute_reply": "2023-02-09T02:47:29.716032Z" + } + }, + "outputs": [], + "source": [ + "nearest_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"nearest\")\n", + "linear_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"linear\")\n", + "cubic_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"cubic\")\n", + "rbf_interp = UnstructuredInterp(values, (rand_x, rand_y), method=\"rbf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.720035Z", + "iopub.status.busy": "2023-02-09T02:47:29.719036Z", + "iopub.status.idle": "2023-02-09T02:47:29.886560Z", + "shell.execute_reply": "2023-02-09T02:47:29.886560Z" + } + }, + "outputs": [], + "source": [ + "nearest_grid = nearest_interp(grid_x, grid_y)\n", + "linear_grid = linear_interp(grid_x, grid_y)\n", + "cubic_grid = cubic_interp(grid_x, grid_y)\n", + "rbf_grid = rbf_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:29.889562Z", + "iopub.status.busy": "2023-02-09T02:47:29.889562Z", + "iopub.status.idle": "2023-02-09T02:47:30.789197Z", + "shell.execute_reply": "2023-02-09T02:47:30.789197Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " function_6(grid_x, grid_y),\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "ax.view_init(30, 150)\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-09T02:47:30.792200Z", + "iopub.status.busy": "2023-02-09T02:47:30.791201Z", + "iopub.status.idle": "2023-02-09T02:47:33.253152Z", + "shell.execute_reply": "2023-02-09T02:47:33.253152Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\"Nearest\", \"Linear\", \"Cubic\", \"Radial basis function\"]\n", + "grids = [nearest_grid, linear_grid, cubic_grid, rbf_grid]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + " ax.view_init(30, 150)\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/02_Unstructured/07._Regression_Interpolation.ipynb b/examples/02_Unstructured/07._Regression_Interpolation.ipynb index 092634e..5a21baa 100644 --- a/examples/02_Unstructured/07._Regression_Interpolation.ipynb +++ b/examples/02_Unstructured/07._Regression_Interpolation.ipynb @@ -1,1240 +1,1240 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Regression Interpolation using `scikit-learn`\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:04.102818Z", - "iopub.status.busy": "2023-02-08T23:22:04.102818Z", - "iopub.status.idle": "2023-02-08T23:22:06.216702Z", - "shell.execute_reply": "2023-02-08T23:22:06.216702Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from multinterp.unstructured import RegressionUnstructuredInterp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.219702Z", - "iopub.status.busy": "2023-02-08T23:22:06.218701Z", - "iopub.status.idle": "2023-02-08T23:22:06.232705Z", - "shell.execute_reply": "2023-02-08T23:22:06.232705Z" - } - }, - "outputs": [], - "source": [ - "def func(x, y):\n", - " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The points are randomly scattered in the unit square and therefore have no regular structure.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.235702Z", - "iopub.status.busy": "2023-02-08T23:22:06.234701Z", - "iopub.status.idle": "2023-02-08T23:22:06.248702Z", - "shell.execute_reply": "2023-02-08T23:22:06.248702Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = func(rand_x, rand_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.251701Z", - "iopub.status.busy": "2023-02-08T23:22:06.250702Z", - "iopub.status.idle": "2023-02-08T23:22:06.264707Z", - "shell.execute_reply": "2023-02-08T23:22:06.264707Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", - "\n", - "- `values`: an ND-array of values for the function at the points\n", - "- `grids`: a list of ND-arrays of coordinates for the points\n", - "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.266707Z", - "iopub.status.busy": "2023-02-08T23:22:06.266707Z", - "iopub.status.idle": "2023-02-08T23:22:06.390737Z", - "shell.execute_reply": "2023-02-08T23:22:06.390737Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - " std=True,\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - " std=True,\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - " std=True,\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - " std=True,\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - " std=True,\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - " std=True,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.393740Z", - "iopub.status.busy": "2023-02-08T23:22:06.393740Z", - "iopub.status.idle": "2023-02-08T23:22:06.677298Z", - "shell.execute_reply": "2023-02-08T23:22:06.677298Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.680295Z", - "iopub.status.busy": "2023-02-08T23:22:06.680295Z", - "iopub.status.idle": "2023-02-08T23:22:06.867822Z", - "shell.execute_reply": "2023-02-08T23:22:06.867822Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(func(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:06.870825Z", - "iopub.status.busy": "2023-02-08T23:22:06.870825Z", - "iopub.status.idle": "2023-02-08T23:22:07.310469Z", - "shell.execute_reply": "2023-02-08T23:22:07.310469Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Another Example\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.313468Z", - "iopub.status.busy": "2023-02-08T23:22:07.312469Z", - "iopub.status.idle": "2023-02-08T23:22:07.326468Z", - "shell.execute_reply": "2023-02-08T23:22:07.326468Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x = rng.random(20) - 0.5\n", - "rand_y = rng.random(20) - 0.5\n", - "values = np.hypot(rand_x, rand_y)\n", - "grid_x = np.linspace(min(rand_x), max(rand_x))\n", - "grid_y = np.linspace(min(rand_y), max(rand_y))\n", - "grid_x, grid_y = np.meshgrid(grid_x, grid_y) # 2D grid for interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.329467Z", - "iopub.status.busy": "2023-02-08T23:22:07.329467Z", - "iopub.status.idle": "2023-02-08T23:22:07.374478Z", - "shell.execute_reply": "2023-02-08T23:22:07.374478Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.377994Z", - "iopub.status.busy": "2023-02-08T23:22:07.377994Z", - "iopub.status.idle": "2023-02-08T23:22:07.390991Z", - "shell.execute_reply": "2023-02-08T23:22:07.389991Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.392989Z", - "iopub.status.busy": "2023-02-08T23:22:07.392989Z", - "iopub.status.idle": "2023-02-08T23:22:07.549507Z", - "shell.execute_reply": "2023-02-08T23:22:07.548507Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(np.hypot(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.552507Z", - "iopub.status.busy": "2023-02-08T23:22:07.551507Z", - "iopub.status.idle": "2023-02-08T23:22:07.977082Z", - "shell.execute_reply": "2023-02-08T23:22:07.976574Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# Unstructured Interpolators with Rectilinear Grids\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.979090Z", - "iopub.status.busy": "2023-02-08T23:22:07.979090Z", - "iopub.status.idle": "2023-02-08T23:22:07.992088Z", - "shell.execute_reply": "2023-02-08T23:22:07.992088Z" - } - }, - "outputs": [], - "source": [ - "def F(u, v):\n", - " return u * np.cos(u * v) + v * np.sin(u * v)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:07.994089Z", - "iopub.status.busy": "2023-02-08T23:22:07.994089Z", - "iopub.status.idle": "2023-02-08T23:22:08.007092Z", - "shell.execute_reply": "2023-02-08T23:22:08.007092Z" - } - }, - "outputs": [], - "source": [ - "rand_x, rand_y = np.meshgrid(\n", - " np.linspace(0, 3, 10),\n", - " np.linspace(0, 3, 10),\n", - " indexing=\"ij\",\n", - ")\n", - "values = F(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.010088Z", - "iopub.status.busy": "2023-02-08T23:22:08.009091Z", - "iopub.status.idle": "2023-02-08T23:22:08.023089Z", - "shell.execute_reply": "2023-02-08T23:22:08.023089Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 3, 100),\n", - " np.linspace(0, 3, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.025092Z", - "iopub.status.busy": "2023-02-08T23:22:08.025092Z", - "iopub.status.idle": "2023-02-08T23:22:08.071093Z", - "shell.execute_reply": "2023-02-08T23:22:08.071093Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.074093Z", - "iopub.status.busy": "2023-02-08T23:22:08.074093Z", - "iopub.status.idle": "2023-02-08T23:22:08.150602Z", - "shell.execute_reply": "2023-02-08T23:22:08.150602Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.153602Z", - "iopub.status.busy": "2023-02-08T23:22:08.153602Z", - "iopub.status.idle": "2023-02-08T23:22:08.389151Z", - "shell.execute_reply": "2023-02-08T23:22:08.389151Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Original')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(F(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2)\n", - "plt.title(\"Original\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.391152Z", - "iopub.status.busy": "2023-02-08T23:22:08.391152Z", - "iopub.status.idle": "2023-02-08T23:22:08.862233Z", - "shell.execute_reply": "2023-02-08T23:22:08.862233Z" - }, - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 2 - }, - "source": [ - "# More complex functions\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.864233Z", - "iopub.status.busy": "2023-02-08T23:22:08.864233Z", - "iopub.status.idle": "2023-02-08T23:22:08.877744Z", - "shell.execute_reply": "2023-02-08T23:22:08.877744Z" - } - }, - "outputs": [], - "source": [ - "def f_d(*args):\n", - " return np.maximum(\n", - " 0.0,\n", - " 1.0\n", - " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.880744Z", - "iopub.status.busy": "2023-02-08T23:22:08.879744Z", - "iopub.status.idle": "2023-02-08T23:22:08.893744Z", - "shell.execute_reply": "2023-02-08T23:22:08.893744Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 500))\n", - "values = f_d(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.896745Z", - "iopub.status.busy": "2023-02-08T23:22:08.896745Z", - "iopub.status.idle": "2023-02-08T23:22:08.908745Z", - "shell.execute_reply": "2023-02-08T23:22:08.908745Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 50),\n", - " np.linspace(0, 1, 50),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.911745Z", - "iopub.status.busy": "2023-02-08T23:22:08.911745Z", - "iopub.status.idle": "2023-02-08T23:22:08.987261Z", - "shell.execute_reply": "2023-02-08T23:22:08.987261Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:08.990260Z", - "iopub.status.busy": "2023-02-08T23:22:08.990260Z", - "iopub.status.idle": "2023-02-08T23:22:09.035260Z", - "shell.execute_reply": "2023-02-08T23:22:09.034259Z" - } - }, - "outputs": [], - "source": [ - "original_grid = f_d(grid_x, grid_y)\n", - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:09.038261Z", - "iopub.status.busy": "2023-02-08T23:22:09.037262Z", - "iopub.status.idle": "2023-02-08T23:22:09.350812Z", - "shell.execute_reply": "2023-02-08T23:22:09.350812Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " original_grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:09.353812Z", - "iopub.status.busy": "2023-02-08T23:22:09.353812Z", - "iopub.status.idle": "2023-02-08T23:22:10.428480Z", - "shell.execute_reply": "2023-02-08T23:22:10.428480Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.431482Z", - "iopub.status.busy": "2023-02-08T23:22:10.431482Z", - "iopub.status.idle": "2023-02-08T23:22:10.444482Z", - "shell.execute_reply": "2023-02-08T23:22:10.444482Z" - } - }, - "outputs": [], - "source": [ - "def f_d(x, y):\n", - " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.446480Z", - "iopub.status.busy": "2023-02-08T23:22:10.446480Z", - "iopub.status.idle": "2023-02-08T23:22:10.460481Z", - "shell.execute_reply": "2023-02-08T23:22:10.460481Z" - } - }, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = f_d(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.462487Z", - "iopub.status.busy": "2023-02-08T23:22:10.462487Z", - "iopub.status.idle": "2023-02-08T23:22:10.476992Z", - "shell.execute_reply": "2023-02-08T23:22:10.476992Z" - } - }, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.478998Z", - "iopub.status.busy": "2023-02-08T23:22:10.478998Z", - "iopub.status.idle": "2023-02-08T23:22:10.603513Z", - "shell.execute_reply": "2023-02-08T23:22:10.603513Z" - } - }, - "outputs": [], - "source": [ - "elastic_net_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net\",\n", - ")\n", - "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"elastic-net-cv\",\n", - ")\n", - "kernel_ridge_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"kernel-ridge\",\n", - ")\n", - "svr_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"svr\",\n", - ")\n", - "sgd_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"sgd\",\n", - ")\n", - "gaussian_interp = RegressionUnstructuredInterp(\n", - " values,\n", - " (rand_x, rand_y),\n", - " model=\"gaussian-process\",\n", - " pp_options={\"feature\": \"spline\"},\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:10.606513Z", - "iopub.status.busy": "2023-02-08T23:22:10.606513Z", - "iopub.status.idle": "2023-02-08T23:22:11.235606Z", - "shell.execute_reply": "2023-02-08T23:22:11.235606Z" - } - }, - "outputs": [], - "source": [ - "original_grid = f_d(grid_x, grid_y)\n", - "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", - "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", - "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", - "svr_grid = svr_interp(grid_x, grid_y)\n", - "sgd_grid = sgd_interp(grid_x, grid_y)\n", - "gaussian_grid = gaussian_interp(grid_x, grid_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:11.239607Z", - "iopub.status.busy": "2023-02-08T23:22:11.238607Z", - "iopub.status.idle": "2023-02-08T23:22:12.125261Z", - "shell.execute_reply": "2023-02-08T23:22:12.125261Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.axes(projection=\"3d\")\n", - "ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " original_grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - ")\n", - "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", - "ax.view_init(30, 150)\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2023-02-08T23:22:12.128259Z", - "iopub.status.busy": "2023-02-08T23:22:12.128259Z", - "iopub.status.idle": "2023-02-08T23:22:15.323869Z", - "shell.execute_reply": "2023-02-08T23:22:15.323869Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", - "titles = [\n", - " \"Elastic Net\",\n", - " \"Elastic Net CV\",\n", - " \"Kernel Ridge\",\n", - " \"SVR\",\n", - " \"SGD\",\n", - " \"Gaussian Process\",\n", - "]\n", - "grids = [\n", - " elastic_net_grid,\n", - " elastic_net_cv_grid,\n", - " kernel_ridge_grid,\n", - " svr_grid,\n", - " svr_grid,\n", - " gaussian_grid,\n", - "]\n", - "\n", - "for ax, title, grid in zip(axs.flat, titles, grids):\n", - " im = ax.plot_surface(\n", - " grid_x,\n", - " grid_y,\n", - " grid,\n", - " rstride=1,\n", - " cstride=1,\n", - " cmap=\"viridis\",\n", - " edgecolor=\"none\",\n", - " )\n", - " ax.set_title(title)\n", - " ax.view_init(30, 150)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regression Interpolation using `scikit-learn`\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook uses examples from `scipy` documentation to demonstrate `HARK`'s `UnstructuredInterp` class.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:04.102818Z", + "iopub.status.busy": "2023-02-08T23:22:04.102818Z", + "iopub.status.idle": "2023-02-08T23:22:06.216702Z", + "shell.execute_reply": "2023-02-08T23:22:06.216702Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from multinterp.unstructured import RegressionUnstructuredInterp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Suppose we have a collection of values for an unknown function along with their respective coordinate points. For illustration, assume the values come from the following function:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.219702Z", + "iopub.status.busy": "2023-02-08T23:22:06.218701Z", + "iopub.status.idle": "2023-02-08T23:22:06.232705Z", + "shell.execute_reply": "2023-02-08T23:22:06.232705Z" + } + }, + "outputs": [], + "source": [ + "def func(x, y):\n", + " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The points are randomly scattered in the unit square and therefore have no regular structure.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.235702Z", + "iopub.status.busy": "2023-02-08T23:22:06.234701Z", + "iopub.status.idle": "2023-02-08T23:22:06.248702Z", + "shell.execute_reply": "2023-02-08T23:22:06.248702Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = func(rand_x, rand_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now suppose we would like to interpolate this function on a rectilinear grid, which is known as \"regridding\".\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.251701Z", + "iopub.status.busy": "2023-02-08T23:22:06.250702Z", + "iopub.status.idle": "2023-02-08T23:22:06.264707Z", + "shell.execute_reply": "2023-02-08T23:22:06.264707Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To do this, we use `HARK`'s `UnstructuredInterp` class. The class takes the following arguments:\n", + "\n", + "- `values`: an ND-array of values for the function at the points\n", + "- `grids`: a list of ND-arrays of coordinates for the points\n", + "- `method`: the interpolation method to use, with options \"nearest\", \"linear\", \"cubic\" (for 2D only), and \"rbf\". The default is `'linear'`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.266707Z", + "iopub.status.busy": "2023-02-08T23:22:06.266707Z", + "iopub.status.idle": "2023-02-08T23:22:06.390737Z", + "shell.execute_reply": "2023-02-08T23:22:06.390737Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + " std=True,\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + " std=True,\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + " std=True,\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + " std=True,\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + " std=True,\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + " std=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we create the interpolator objects, we can use them using the `__call__` method which takes as many arguments as there are dimensions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.393740Z", + "iopub.status.busy": "2023-02-08T23:22:06.393740Z", + "iopub.status.idle": "2023-02-08T23:22:06.677298Z", + "shell.execute_reply": "2023-02-08T23:22:06.677298Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can compare the results of the interpolation with the original function. Below we plot the original function and the sample points that are known.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.680295Z", + "iopub.status.busy": "2023-02-08T23:22:06.680295Z", + "iopub.status.idle": "2023-02-08T23:22:06.867822Z", + "shell.execute_reply": "2023-02-08T23:22:06.867822Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(func(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we can look at the result for each method of interpolation and compare it to the original function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:06.870825Z", + "iopub.status.busy": "2023-02-08T23:22:06.870825Z", + "iopub.status.idle": "2023-02-08T23:22:07.310469Z", + "shell.execute_reply": "2023-02-08T23:22:07.310469Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Another Example\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.313468Z", + "iopub.status.busy": "2023-02-08T23:22:07.312469Z", + "iopub.status.idle": "2023-02-08T23:22:07.326468Z", + "shell.execute_reply": "2023-02-08T23:22:07.326468Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x = rng.random(20) - 0.5\n", + "rand_y = rng.random(20) - 0.5\n", + "values = np.hypot(rand_x, rand_y)\n", + "grid_x = np.linspace(min(rand_x), max(rand_x))\n", + "grid_y = np.linspace(min(rand_y), max(rand_y))\n", + "grid_x, grid_y = np.meshgrid(grid_x, grid_y) # 2D grid for interpolation" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.329467Z", + "iopub.status.busy": "2023-02-08T23:22:07.329467Z", + "iopub.status.idle": "2023-02-08T23:22:07.374478Z", + "shell.execute_reply": "2023-02-08T23:22:07.374478Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.377994Z", + "iopub.status.busy": "2023-02-08T23:22:07.377994Z", + "iopub.status.idle": "2023-02-08T23:22:07.390991Z", + "shell.execute_reply": "2023-02-08T23:22:07.389991Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.392989Z", + "iopub.status.busy": "2023-02-08T23:22:07.392989Z", + "iopub.status.idle": "2023-02-08T23:22:07.549507Z", + "shell.execute_reply": "2023-02-08T23:22:07.548507Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Xp9gHI95eb0W+PZKEBrGKigqEQiEUFxeH3V5cXIzy8vKIcz7//HPMmDEDy5Ytg8ulXt6cOXMwe/bsY7JeonRWu24tKv62GKGqqubbDJ8PhZdeiuzhw1K4MqLYJSWxQ9PCP5VYltXqNgAIhUKYNGkSZs+ejRNOOCGqfc+cORNVVVXN/7Zv335M1kyUTmrXrcWep58KC2AAEKqqwt6nnkLt2nUpWhlRfBJ6JlZUVATDMFqdde3du7fV2RkA1NTUYPXq1fj4448xffp0AIBpmrAsCy6XC2+++SbOOuussDlerxder3wlDaKOzDJNVPxtsbhN5d/+hqyhQ6AJnZCJ2qOEPmM9Hg9GjhyJpUuXht2+dOlSjBkzptX2eXl5WLduHT755JPmf9OmTcOAAQPwySefYPTo0YlcLlFaatiyudUZWEuhgwfRsHlzklZEdOwk/LJTt9xyC8rKynDKKaegtLQUjz32GLZt24Zp06YBaPo6cOfOnXj66aeh6zqGDh0aNr9Lly7IyMhodTsRRSdULXfPPrIdm4+S8yQ8iF1xxRWorKzEb37zG+zevRtDhw7F66+/jt69ewMAdu/erawZI6LYGXlyz7Yj27H5KDmPZllSIqnzVFdXw+fzYeaK85CR0zp1vSqYKc8P2l+xuSaguAK+kEZfK6XYB+QU+3ohFb5RcRX7gJAqHxKuVB9SpMmLF+oNqK42L6REB4UxxVXsxTT5OK6AL2UYC5nJTVLx6mrxUC3TxNbf34VQtf1XioYvH71/cbvyNzEpc9ySqjKkq98DiFANc9TiVFexF8aluS75j6cL44ZirsstpJ277Me8bjm1PMNlP57lbhTnZrnsx3PcftuxPJf9WNN4ve2YTxgDAJ9RF/H2+kNB/OwbH6Cqqgp5ig9h/BWXKM1puo7OF10qblN00SVsPkqOxGctUQeQM3Q4SiZNgZHnC7vd8OWj+KopyBk6PEUrI4oP+4kRdRA5Q4cje/BQ1H+1GcHqarjy8pDRpx/PwMjRGMSIOhBN15HZr3+ql0F0zPAjGBERORaDGBERORaDGBEROVba/iZWH/LADLWuv1K1U6mPMOewhpB8uKSWKn6hnksaA1TtVOSWKUGhFswM2H+GEevAAECYq6zJEmrBdKFMRqohA+SaLUVHCHmu1G5FUQemrCNLAGUXEOnhKP7sllTvJRxjy4i9xk+sIQPEGj9LmmvKD9Z57VTkelNprku3P4huxZPYpQs1caaqFUvk8QZTfl87Gs/EiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsdI3xd70IGRGSrGX01AbxBR7ea5fSMFvENLoG4U0eAAICK1YpHYqgCKNXhiDIsVebJmiaMUizRWydaHJXSrE1H5lir10v3GkyacixV5KoQcUKfiqubr9BlIrFkvVTkV6GkslDgAsKcVemGu5FWsScvdNRJ8C3haa1PcHgF94L1DNNXT7uVKKvSueFHvFC88+xT768gaeiRERkWMxiBERkWMxiBERkWMxiBERkWMxiBERkWMxiBERkWMxiBERkWOlbZ1Yo2lE7OHgV/R1kGrBpDqwpnGhZYpQzyWNAUBIqNmSxgBFSxVhTFnrJYzrqpYpQr1XXK1Y4qj1kurTpFYfqv2KpTuKNi4xi6NOTNmKRaoFi6MVi1gn5lLUcwkPyIzrGAs1ltKTAoo6MulQKForacJcPSivyZBasQhPZJei1sul279neqUXNICGCLW8AOBvQ30lz8SIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMix0jbF3h9ywYqQEt+gSJNvlNLkhTFAbqkizQ0q0uSlNHoxhR4AhHYr8bRT0cUUe3lJYiuWgDBP0U4lvjYuwlgcKfZSGr1mJSbH3pLysAHxo6syxV6aK7w8FJUtYnq+3DsGsGI8jqaqFkGkKG0RnhimJrwmFUsKBu0fq67L70+GLqTYC21a3Ib8wms07cfrQx5xrl0Kvr8NtRE8EyMiIsdiECMiIsdiECMiIsdiECMiIsdiECMiIsdiECMiIsdK2xT7RssFK0Jeb6Mi1zdg2qepSun3ABAUxkMh+88LpmK/pngletWV3WNLo1ddiV5Ko5fS75vuV5grZPNK6feA4ur4ivR8LWSf0hvP1fHlFHvF3BhZqh3HkWJvClejl1LsVcdJlYIvka5iH0+rACkFX5H1L+fKCyn2ppAGDwAhTSjVUcwN6vZ/hIBhvyZV9w6P8GbgV6T923UVaWSKPRERdQQMYkRE5FgMYkRE5FgMYkRE5FgMYkRE5FgMYkRE5FgMYkRE5FjpWydmGrAi1Hypar38QftDEhBqvQAgZNqPS+1UTKGWq2myMK6aK7VbEcfk3cptXOS5co1ZbPOa1iTNletOpFowscWLov5Jk+pdElQnpuowYun2Gwhlkk27FmqRLOHdxDQVi5KOo+I4SVN18WAodixNVTzHTaFOTGxno2itZBr2a5ZqUQG5HZQrJNSQCfVlANBo2P/hg6b8orWvE1MVYB7BMzEiInIsBjEiInIsBjEiInIsBjEiInIsBjEiInIsBjEiInKs9E2xD7lgRWghILVaAYCQ0GNBarUCAEEpjV5Iv1el1UIYl1LdAUU6u5RWrkhnjycVXpwrjskp0eJjVa1JSMGPpxWLlGKfsFYsQgo9ILdqUXTOEFuxSFnRYqlB06Lk8RhJfx5NapcCQBOOk6aoYxC6rQDCMVb+7aT3GFUbFyEFPyiMSW1aADl1v9FQvGfavB/b3R4Jz8SIiMixGMSIiMix0vbrxGhZIRMH1+1E4/5aeAqy4RnYB5ri9JmIiNqHDh3E9i37HF/Mexv+fYeab/MU5aLXtLNRcNqAFK6MiIii0WFPOfYt+xyfzvp7WAADgMaKGnxx12Lsf39TilZGRETR6pBBzAqZ+GLe2+I22x79P1jCRTGJiCj1OmQQO7huZ6szsJYa99WgZv2OJK2IiIhikba/iQVMPWIrlpCpo6GiLqp9NFTUIeuoGgip1Qogt5sQ262o2qlI9TeKOrFY260o95uoGjOhFkyaBwCGWLsWe42ZFhLWJIw1zRUGE1UnJrTrAORaJEvVikUYl2rmTFUdmCWtOY4aMmmqarficVL93YW50utDqMMDAEvYr6rdjVgnJrWRUrzvBYXeMo02rVYOs2vFErDYikXkKcyOajt3QU6CV0JERPHokEHMN7QHPEVygHIX5SFnSM8krYiIiGLRIYOYZug47sazxG16XHcO68WIiNq5pLxLz58/H3379kVGRgZGjhyJZcuW2W77yiuv4Nxzz0Xnzp2Rl5eH0tJSvPHGG8d8TUWnn4BBd0xsdUbmLspD319+G53GDjzm90lERMdWwhM7Fi1ahJtuugnz58/H2LFj8eijj2LChAnYsGEDevXq1Wr79957D+eeey5+97vfIT8/H0888QQuvvhifPjhhzjppJOO6dqKTj8BhWP6o2r9DjRW1sJTmA3XCf14BkZE5BCaZYlpQXEbPXo0Tj75ZDz88MPNtw0aNAiXXnop5syZE9U+hgwZgiuuuAJ33HGHctvq6mr4fD6c/c/r4cr2thqvC3jE+bWN9uP1jW5xbmOjfepWsNH+84LlV6SEBeyzjnS/HHD1RmGulM0nzFPNNRrFqdCFcWYnxk+VYRhPdqJ4FXvhI7Hplp9P0tyQRzFXeFmawstdmqeaG/LIfzx5TfZzLa8iK89tP657pScb4HLbj3u99i+eLI/8wsv22L+gs93ym0GeuyHi7YHaRrx8ztOoqqpCXl6euI+Enok1NjZizZo1mDFjRtjt48ePx/Lly6Pah2maqKmpQUFBQcRxv98Pv9/f/N/V1dUAmtJCtQipoQFVuqiQhqpKYRXbrcSRYi+l64pvkpDTnnUhjV7dukS4zzjanojBURHEpABoKNu4CG03YgxwgCLIqdqTiDsWApEqm12a61I8F4V3DE24Y035WVm4X1XPGqmlivByFzLDm3YrtfZRzJX23fI1a5kmGjZvRqi6BkZhLrz9+0KzuQPxb6d4H7HENjpCKxbhPbFpXPjwrvhWyy49X0rbbymhQayiogKhUAjFxcVhtxcXF6O8vDyqfdx3332ora3F5ZdfHnF8zpw5mD17dtxrJeoILMvEwcqtaPTXwOPNha+gLzSx+RUlUu3addj/ymKEqqqabzPyfSj47iXIOmlYClfmHEkpdm7ZfM6yLGVDOgB44YUXMGvWLPztb39Dly5dIm4zc+ZM3HLLLc3/XV1djZ49mRpP1FJF+Xp8sfHvaPQfecP0ZPhw3OCJKCoZmsKVdUy1a9dh3xNPtbo9dLAK+xY8jc7XTmYgi0JCP4IVFRXBMIxWZ1179+5tdXbW0qJFizB16lS8+OKLOOecc2y383q9yMvLC/tHROEqytdjwyfPhgUwAGhsqMLGj55BRfn6FK2sY7JME/tfWSxus//l12BJ7bIJQIKDmMfjwciRI7F06dKw25cuXYoxY8bYznvhhRdw9dVX4/nnn8eFF16YyCUSpT3LMvHFxr+L22ze8BqsNlzqh+LTsHlz2FeIkYQOHIT/iy1JWpFzJfzrxFtuuQVlZWU45ZRTUFpaisceewzbtm3DtGnTADR9Hbhz5048/fTTAJoC2OTJk/HAAw/g1FNPbT6Ly8zMhM/nS/RyidJO1f4trc7AWvI3VKFq/xb4ivsnaVUdW6i6JrrtqqoTvBLnS3gQu+KKK1BZWYnf/OY32L17N4YOHYrXX38dvXv3BgDs3r0b27Zta97+0UcfRTAYxI9+9CP86Ec/ar59ypQpePLJJxO6Vitk4tC6rQjsPwR3QQ6yB/dizRg5XqM/ujfMaLej+Bl5udFt5+PPIypJSey48cYbceONN0YcaxmY3nnnnWNyn0FLj5jnandF5v0fbMK2R/6NQMWRF7KrMBddrz0PeaWDmuYqUk0tKQVfGlNlEIsp9rFfbV4cU3yzJKXYx5OeL44p0uSlNHrVXL1RmivU5qjqxKQ0esVcecfRp5VnatFd8DpDz4HeKP/hNeF5LKXYq365sIQ0ekuRBKbrwlwhJT2+NHnF6074u2shDZm9j4Ph84lfKRr5+fD27Qsc/ToV0uTF9x/InQSk9zZT8UE+JO1XVdJkMy5dVb8lnmagKYB9ederYQEMAIKVNdh+98uoXrExRSsjil9+fh94vfIneq/Xh/z8PslZEEHTdRReeqm4TcF3JtrWi9ERHf4IWSET2x75t7jN7j+/yS7P5FiapuP4/heJ2/Q/4SLWiyVZ9rDh6DJlCowWv/Ub+fnoPHUyskYwvT4aadsUM1o1n25vdQbWUrCiGnUbtsF1wvFJWhXRsdWl8xAMHTIJn3/xD/j9R5IFvF4f+p9wETp3YZ1YKmQPG46sIUObshVrqqEX5sJ7nP0VO6i1Dh/EAvtro9oueOAQDxY5WpfOQ9C5aBD212xDo78aHm8e8vP78AwsxTRdR2b/pqxQU3XtRGqlw78vuwui+9Hb1Yldnsn5NE1Hp079Ur0MomOmw38Eyx3SE+4iOd3VVZSHrMGt28YQEVFqdfggphk6ek2zv6wVAHS9ZjzrxYiIcKSe9sC763Fo3daUJ72l7deJpqWF1UVYIRNV63aieo8f7oIc5Azp2RyYfKWD0PeXGnY8tjS8TqwoD8U/PB85owfBNNV1GGIrBKm+RrFfCM8RZZeKGNu4KFu8iHMVtVNinZhQr6XqCSbViQl1YABgCPVRetB+TBNqyABAk+bG04pFqJ2SWm4AgGYINUyK+hxTeo4LhVVSHVjTuPB44qnnEvqjxdPGKK7Xh7Qm1XuM1NJGNVcYF3d71Pto1YqN2L3gDQQrj7xP7ijKRa9pZ6PgtAGt50otdmBfuybVtLWUtkHsaBXLPscX895CY8Wh5tvcRbnocd256DR2IACg09iByD/1BFT+dzeCB2rg6pSLrEG8YgcREdAUwLbf/XKr2xsravDFXYvR/1eXRgxkiZb279AVyz7HhtmvhQUwAAhU1GDL717BgQ8+a75NM3RkD+0D3+nDkD20DwMYERGavsnaveANcZttj/5fSr5aTOt3aStk4ot5b4nb7Hjs3yn/TpeIqD2r3bAt7CvESBr31aBm/Y4kreiItA5iVet2tjoDaylQUY1Dn25P0oqIiJwneEB+Hz0ssD+67Y6ltA5ijVEe0FQceCIip4i2TtZdkPx62rQOYp4oD2gqDjwRkVNkD+4FV6FcT+vpnIvcoT2StKIj0jY7MWTqyBnSE56iHPErRXdRHrIG98ThbGcp1dRSpX1K49LPboqf5MS2KPHMFR5rPCnEumKuNC6OqVq8CCn2Ugo9ALEFiR6wX5QmjAFyir2qFYsmPBmllHRNkWJvuYUcb1MYA6BJ+exC2xNLaJfSNB7bGCCXFFjCMRZLYhB7mjygalkj5bPHvl9lCZAwbkpjlgboBkquOR877nnJdrse150LU3OFPQZVS5WgFflA2t0eSVqfiWmGjn43ni1u0/26c5iFSESkkFc6CD1u+y5cheFtfdxFueh3+7fRaWzy0+uBND4TO6zwtBMw8I5LsHn+/7WoE8tD9+vOQf6YgSlcHRGRc+SVDkLuqAGo27Ct6aLonXJQOKJrSk8E0j6IAU2BrKC0P6rX70DN3ga4OoVfsYOIiKKjGTqyh/U56r8DqVsMOkgQA5oOvO/EXnA1ulO9FCIiOkY6TBAjImpvLNNEw5bNCNZUw5WbB/cANsRsKwYxIqIUOLR+LSpeW4xQVVXzbYbPh4JvX4rs4cNSuDJnYcgnIkqyQ+vXYs8zT4UFMAAIVVVh3xNPoXbtuhStzHnS9kysZSuWw1S1XtK4cq5UpyHWkCnqVcQ2LuJUuZ1EjGNN40I7D2WNmTQ39lYs8lxFnZhUC+a3H9MbFcVrAWHcVLRxkVq1CDVZMBQ1NtJxkmqYgKY6ILu5Yp2Y4rUjvBNJNUxA7C2F4nntSDWWqrlW0ETFa4vF+ftf/RuyBw9p9dWiFUfNqPQ+Ywn1XIl8zzwWrVh4JkZElEQNWze3OgNrKXTwIBo2b07SipyNQYyIKImC1dVRbReqlq8aT00YxIiIksiVl6feCICRJ1+rkJowiBERJVFGn34wfD5xGyM/Hxn9+iVpRc7GIEZElESarqPookvFbQovuYT1YlHiUSIiSrKcocNRfNWUVmdkRn4+ukyZwjqxNkjbFHsLkbNg40sXjeJOYxjTErRfAGLabXwp9omZK7VikVLoATkFX1Ol5wsp+GIafaN83ThNGg8qahGEFHxNSqN3KVLspSey4mOtLpwdWMK1SDW36vjbv+50lyLtX3wuSuUpijXFUdoSzes9d8hw5AwaivqtmxGqqYaRmwfPCf2azsDs5ou9olTvbTEtV/m+Jx1GVaq83bjyvfYoaRvEiIjaO03XkdWvf/N/h/jdWJvxkBERkWMxiBERkWMxiBERkWMxiBERkWMxiBERkWOlbXaiZXMVe1XKZ1tSO1tPTsCYYlyVni+OJ2hNyit8S49Hujq+KnVfvDq+4orx0lXuhVR4MYUeAPyNtkOWMNa0gbAml/1LV3PL3cs1TXgNKNLzLbeQ9i8cYy0of17WpDR6xWs2Fc9x5esuxivgq8ttpGOhmNyGK8OHTYujLKktV6OPFc/EiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsdK2TixWYk1EPDVk4p3Kw2KlRYLqMOKpP0tYaxlFEZ8mjSvaboj9PKQxRf2ZFbCvI7P8fsVc+xYwmkeoBdMUNVlxPB6xHY74nFDVMElz5amxzo2rxjIe8dSuJYrYgipxtV52dWRtqS/jmRgRETkWgxgRETkWgxgRETkWgxgRETkWgxgRETkWgxgRETkWU+w7sISlELfD+1Xep9g6Q0orV6Xu249LKfRN4/atWjRD+PwptXBRrEn5eOLqVRSjVKWdS9rha6c9HqZkYBAjog7NMk0c2r0ZwbpquLLykNO1HzSdX1I5BYMYEXVYBzevxc4PFiNQW9V8mzvbh+5jL0XuoBNTuDKKFj9uEFGHdHDzWmx986mwAAYAgdoqbH3zKVR9sTZFK6O2YBAjog7HMk3s/GCxuM3udxfDki7RRe0CgxgRdTiH9mxudQbWUuDQQdTu2pykFVGsGMSIqMMJ1FdHtV2wNrrtKHUYxIiow3Fn5kW1nSs7uu0odZid2B4krtOBKIEdFmK/3wStSfVYxe4lmjBZGgMAoZ5LbKcCuRZM83iE+zTkNelxPB7VeKyS/JzIKe4Hd7ZP/ErRnZOPrO79Ij932uNrJ0G0VBWURolnYkTU4Wi6ju5jLxW3KRl3KevFHIB/ISLqkPL7DUef8VPgzvaF3e7Ozkef8VPg6z88RSujtuDXiUTUYeX3Gw5fn6ERr9ghXxSM2ouknInNnz8fffv2RUZGBkaOHIlly5aJ27/77rsYOXIkMjIy0K9fPzzyyCPJWCYRdUCariO3e390Ov5k5Hbvz68QHSbhf61Fixbhpptuwu23346PP/4Yp59+OiZMmIBt27ZF3H7Lli244IILcPrpp+Pjjz/GL3/5S/zkJz/BX//610QvlYiIHCbhQez+++/H1KlTcc0112DQoEGYO3cuevbsiYcffjji9o888gh69eqFuXPnYtCgQbjmmmvwwx/+EPfee2/E7f1+P6qrq8P+ERFRx5DQ38QaGxuxZs0azJgxI+z28ePHY/ny5RHnrFixAuPHjw+77bzzzsPChQsRCATgdoenJc+ZMwezZ88+ZmsW00lV6a2JSg8X71NOf7ViTIlWpfJK48o0YHGu/aAlpYYrxi2pdQkASF8huYSUdbf8EtJCchq9SGp7otuvSXMr7lNKwZceKwDLEP4G0vFX/O3k54Q8Nda58aSrx7OmZJcTHNm39N6WmjR63eZ+7W6PuO2xWkwkFRUVCIVCKC4uDru9uLgY5eXlEeeUl5dH3D4YDKKioqLV9jNnzkRVVVXzv+3btx+7B0BE5BCWaaJh05eoXfUxGjZ92WGu+5iU7EStxadry7Ja3abaPtLtAOD1euH1eo/BKomInKnuv+uw/5XFCB04UrxtdPKh0+UTkXXysBSuLPESeiZWVFQEwzBanXXt3bu31dnWYSUlJRG3d7lcKCwsTNhaiYicqO6/67Bv4VNhAQwAQgeqUPHoM6j7aF2KVpYcCQ1iHo8HI0eOxNKlS8NuX7p0KcaMGRNxTmlpaavt33zzTZxyyimtfg8jIurILNPE/r8uFrc58OJraf3VYsKzE2+55Rb8+c9/xuOPP46NGzfi5ptvxrZt2zBt2jQATb9pTZ48uXn7adOm4auvvsItt9yCjRs34vHHH8fChQvxs5/9LNFLJSJyFP+XmxE6KLeUCR2ogv/zLUlaUfIl/DexK664ApWVlfjNb36D3bt3Y+jQoXj99dfRu3dvAMDu3bvDasb69u2L119/HTfffDPmzZuHbt264U9/+hO+853vJHqpRESOEqquiW67qvQtPUpKYseNN96IG2+8MeLYk08+2eq2M888Ex999FFc96lpVsQ0TVXqZjwXLJd3HOOYYjyuVF/hPNxSnKNL4wmbq9yvlGKvSM93CTs3hbTzkCLFXhpzKV5+Uoq99GRUpP1bXvuv5cXjALlUwXLFcfzF9HxxaszPJ2Xav9jZQJ4aa6cG9es5/Dlh+HIVEw5vlye/t0l3qXzPtB9vS6p8rHh9FSIih/Ie1xdGvk/cxujkg/f4vklaUfIxiBEROZSm6yj4ziXiNp0un5jW14NM30dGRNQBZI0Yhs5TJ8PoFH5GZnTyoej6srSvE2MrFiIih8saMQwZpwyG//MtCFVVw/DlwXt837Q+AzuMQYyIKA1ouo6MAcelehlJl/5hmoiI0haDGBEROVbafp2oIXLtQzw1D8p2BXpsbVwS1tYhnvtV1cGIdT2K9jAx1vWYQh0SAGjCuBaSP6+ZHvtaMF2q11KRWsCEFJcCirVOTNVOxW0/bnkUNWbCXFN4rKaiTkz628bTgkf8mB5P/VnCXneq9xhpTDFX2Lf0vqeqjxUPv+Lx2I23pSaXZ2JERORYDGJERORYDGJERORYDGJERORYDGJERORYDGJERORYaZtir9u0YoknxV6ZVSum1Qr3G1dKuir9OMYxOUs7rtRlKd1aF+5XtSapFYip6OehCenspmX/MtGV+cdSzUAc3XaF+7VUlxoS2q1IpQZN48Jct7AmRXmE9LdV/d2lTjkpaRmkGo9jv4kqt4k1/V41rprr0iK/Biyb2yPhmRgRETkWgxgRETkWgxgRETkWgxgRETkWgxgRETkWgxgRETkWgxgRETlW2taJGboJQ29da2AoarJ0YVyLsL8Wk4UxaZ6827jqVQz7xyO3U5H3K9XmaIpnlRYS9ivM1UxlfxhhTPG3M+3nSrVglqLFiBYSnk+qViwS8W+nqsmyf6yqeq6QWCcWWw0ZILdiUbXgkerIpJpEZd1hPK9Z8XUXx36l9y/Fe5smjEvve6p2KpHeZw9zKd4zdZt6MLvbI24b9ZZERETtDIMYERE5FoMYERE5FoMYERE5FoMYERE5FoMYERE5Vtqm2Fcu+wxZ3fKRP6w7tKNSiqV0UEBOJ5XSUAE5hVVKjZXScQEAUhq3MtU3tjEp1R2Q0+RVaeemS0g7l9LohXYpTeP2Q5qlSM/XhLRz4e+jq1LsTemxJuYzpCrFXkw7F9q0AIpUeI/9WEiZYh/bmGpc6KIjlokA8bUqksti4ngvSEGKveo90xDeMw1FqrxdCr6lKmc6eh9Rb+kwm+79NwDA2zkHx/9oHLqccXyKV0RE1P5ZIRP1G79C8MAhuDrlwHtit7ATgfYmbYPYYf59h7B+1j8wdNZFDGRERIKalRuw9/ElCFZWN99WXpiLbteNR/6YgSlcmb32G16Psc/nvQMrniskEBGlsZqVG7DrDy+GBTAACFTW4Ks5f8XB5Z+laGWyDhPE/PsO4eC6naleBhFRu2OFTOx9fIm4za4FS9vliUCHCWIA4K+sTfUSiIjanfqNX7U6A2spUFGN2g3bk7Si6HWoIOYtzE71EoiI2p3ggUNRbRfYH912yZT2iR2HeTvnoHB4V9QKVxUH5HRSVYq9NC5e1TqoSrGX9itPtYSUdTH9XkihBxSpy6pvHIQ1aVIavSJNXrzYtnAlekBOe4717woAYoaxqmQgRqoUe+mjq+qK8bFebd50y0uSUvBVKfbSlfdjTb9XjZuKv3us6fnqFHv7IU0xVxfe29yFOfL9fs1bmN2qE4h0pXrVVexdNi8Qi1exb23A9DPbdZooEVGqZA3qBVdhnriNuygPOUN6JmlF0Uv7d3Vv5xwMn30his/on+qlEBG1S5qho3jq+eI2Pa47p12eCKTt14mDfn4Osrr50GlY+y7UIyJqD/JKBwG/uBx7FobXibmL8tDjunPQaWz7rBNL2yBWcmZ/uLK9qV4GpTnLMlG1fwsaG2rgyciFr6AvNOESVkTtWV7pIOSOGoC6jdsQPFADV6dcFJ7YtV2fCKRtECNKtIpd67B5/WtobKhqvs2T4cNxgyeiqOvQFK6MKHaaoSN7aJ+j/juQusVEof2GV6J2rGLXOny2+pmwAAYAjQ1V2PjRM6jYvT5FKyPqWBjEiNrIskxsXv+auM3mDa/Bstrf1Q2I0k3afp1o6FbEGgVl3YJhP24IYwAQFPatSe0vFO08LKGdh3Ku1DJFaIki1ZcBilow1bNKbJkS27ymycIxVtT4SbVVLVt2VO3d2uoMrCV/QxUOHPoK+YX9hDtV1HPFSFUnJrcJkfcdc52Yqp2KUEdmxtHGJZ5WLPHVmMVYW6g6rRDbAsVexyrVx7oMuWhUnKtsxRJ535bN7ZHwTIyojQIN8uV5DmuMcjsiih2DGFEbuTPkotDDPFFuR0SxYxAjaqO8or7wZPrEbTyZ+cgr6pukFRF1XAxiRG2k6Tr6nHSJuE3fEyeyXowoCfgqI4pBQY9hOGHM5FZnZJ7MfAw4dTIKuw9L0cqIOpa0zU4kSrSCHsNQWDIE1RVb0NhQDU9GHvKKeMUOomRK2yDm0YNw663fTNyG/JCNkH3erSo9PyikuJpCmryUNgsAENrHSKm8TfcrDQqpy4r9asJcVXWUlEZvCmnnyox0YceWshWLsFsh21dzGcju0R+HO9W13FQ6TmI5QRxUxynWNiEAYAolHfGkpMfTxkVMz5fansSTJq/4nCK2W5FeW6rWPkKZj9RqBZBLhKQ0ekPxRHUL6fAeIyjPtWvFonwXOYIfGYmIyLEYxIiIyLEYxIiIyLEYxIiIyLEYxIiIyLEYxIiIyLHSNsW+o7JME/4vtiBUXQ0jLw8ZvfpBi1BqQESUDtI2iLl0M2Jdl1TT0DRuX58QVLRikeowQiGh/kmokQEAU6g1sqwjNRx1H63DgRdfQ+jAkTYhRr4PBd+5BFkjWl9BQmp3ZSmKjUxLaAmhmivU9UhTFR1GxFYsUhsKQG5ZI9Z6KTpGxNVaJlbx1InFUf8k12TF/pxQtnGR2q2I+1XUWEqP1a14Pkn7lo6xqp2KsF89jvcntzgmP8k9wriqFYvXpo5MU9SXHY0f0dNE3UfrUPHoM2EBDABCB6uwb+HTqPtkXYpWRkSUOAxiacAyTRx4Ue40vP+vr8ESL99BROQ8DGJpwP/5llZnYC2FDh6E/8stSVoREVFyJDSIHThwAGVlZfD5fPD5fCgrK8PBgwdttw8EArjtttswbNgwZGdno1u3bpg8eTJ27dqVyGU6Xqgqug7C0W5HROQUCQ1ikyZNwieffIIlS5ZgyZIl+OSTT1BWVma7fV1dHT766CP8+te/xkcffYRXXnkF//vf/zBx4sRELtPxDF90HYSj3Y6IyCkSlp24ceNGLFmyBCtXrsTo0aMBAAsWLEBpaSk2bdqEAQMGtJrj8/mwdOnSsNsefPBBjBo1Ctu2bUOvXr1azfH7/fD7/c3/XV3d8c42vMf3hdHJJ36laOTnw3scOw0TUXpJWBBbsWIFfD5fcwADgFNPPRU+nw/Lly+PGMQiqaqqgqZpyM/Pjzg+Z84czJ49u9XtHj0UMZ3eo0qxF9JFA6Z84uo27MelVhOWYr+Wyz4hwzI1aIaGTldORMXDz9hu1+nyiwGPBuuovG5LaqcST/q3aq6QbS12TFGl2IstRuTJYrsVoRWOIoM4/VLshToHsRWLosWL1BZFSnUHFGn0Qiq8pWjxIrZiUaTnW1IKvvB61oQxQG63IqXQA/J7m9RmSvWe6dHt0+HtUuiVcxX3GbZp1Fu2UXl5Obp06dLq9i5duqC8vDyqfTQ0NGDGjBmYNGkS8vIifxU2c+ZMVFVVNf/bvn17XOt2qqyRQ1F0QxmMTuGdho1OPhRdV4ask9hpmIjST5vPxGbNmhXxzOdo//nPfwAAWoSP1ZZlRby9pUAggCuvvBKmaWL+/Pm223m9Xni9XuX+OoKskUORedJg+P+3BaGqGhi+XHj78oodRJS+2hzEpk+fjiuvvFLcpk+fPli7di327NnTamzfvn0oLi4W5wcCAVx++eXYsmUL3nrrLduzMGpN03VkDDzuyA0B9QcGIiKnanMQKyoqQlFRkXK70tJSVFVVYdWqVRg1ahQA4MMPP0RVVRXGjBljO+9wAPv888/x9ttvo7CwsK1LJCKiDiJh3zMNGjQI559/Pq699lqsXLkSK1euxLXXXouLLrooLKlj4MCBePXVVwEAwWAQl112GVavXo3nnnsOoVAI5eXlKC8vR2NjY6KWSkREDpXQH0uee+45DBs2DOPHj8f48eMxfPhwPPNMeAbdpk2bUFXVlBq+Y8cOvPbaa9ixYwdGjBiBrl27Nv9bvnx5IpdKREQOlNCr2BcUFODZZ58Vtzn6Kux9+vQJ++94eLQgPBESGhoNOV/XK+TzhhSp8EFh30HhuoUhRWqsdEX5kOp6iMKaxTRgBVPM41bsV0yxlwbl3Urp4aqrzYsZvdJV7J2YYi+Mx3MV+1jHANUV8BVzpVT4eK5iL3VbUMyVrkavue2fNLoixd4Qxl3KFPvYrlTvdanS5O3nSun3AOC1TbHnVeyJiKgDYBAjIiLHYhAjIiLHYhAjIiLHYhAjIiLHYhAjIiLHYhAjIiLHSmidWCplGkF4IrTfCCgKYRpD9ockINRSAIBHqKcICbVGllsu7JFK55Q1NEJRkAWpriT2zzdyDRnkOjFdeLBCGxAA0ITSEk1V/yQcR7HGTFUSp6gjS4g46sRUf/ZY27go68SkNi6qei6xxsx+rlQHBgCWUM8FVZ2YUM+lC3NV7VRcLqEmSxgDAI9UCya0TFHWeglzM42AODdDjzyu2dweCc/EiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsRjEiIjIsdI2xd6jB+CNEKK9uvyQM1z2qZ1BRXp+UGh7Ygpp9FKrFQAwXVLvDEU+tbRf2Ocmy+n3gPT5R7kkIXtWE/LDLSn9HoAmpFrrIUV6vpSdLOxXbLUCJK7dSjziacUSYxq9JbQmUc+V1yS2YolxDICcRi+l3wPQpXYrQqq72y2nyUstU6QSH0BuqZIhpMlLY4CcRm/bauXwuE1djCXVy7TAMzEiInIsBjEiInIsBjEiInIsBjEiInIsBjEiInIsBjEiInIsBjEiInKstK0TyzQC8EaoLwkoik6kWjCpDgxQtD0RxkKu2PebKFINGaCoI9MUdW/CuNQyRVPVeok1TIoaM+nhiGOqvifycMxzpbuNpxWLovAt5joxVf2Z8PdRtRuS5wqPJ552Koo6MUNoiyLVgilrvdxCPZdqrlQLJtTHqtqpZOqNtmNZwhgAZBn+iLfritq0sG2j3pKIiKidYRAjIiLHYhAjIiLHYhAjIiLHYhAjIiLHYhAjIiLHSt8Ue70RGRFadwQMVYq9/XhI1TJFSqOX2rSkIIU+XqaUzx6UPxuJ6dZSmrYi61ZqpyKlyTfNlfqTCPMsRZp2HCn2UrZ7XE8ZKU0+nrlCqxxVO5WY0+QVa5LS5DXFfmNtpwKo0uhjGwPkNHophR4Aslz26e5SGn2mIafJS3PtUuibx21S8DVFC5ej8UyMiIgci0GMiIgci0GMiIgci0GMiIgci0GMiIgci0GMiIgcK21T7LOMRmQYrVNkVVexNw0hTV6R1xw07fdtqi7j3d4ormYuZdibQqo1AFhCCr6lC8dY+NsAAIQ0eUvOXJZT8KWr2Kty0uO6ir3weJV3LJCqCVRXm5fGxRT7ONLkVXOFcU26Er0wBgBGhPePw6QUegBwCyn4iboSvZRCDwAZQip8tpBGr7qKvXSletVV7LN1m6vYM8WeiIg6AgYxIiJyLAYxIiJyLAYxIiJyLAYxIiJyLAYxIiJyLAYxIiJyrLStE8vUG5Gpt67zMA05bptCEY2yxsxhtWC6UGuk64qWNUH7uSFNcZykeqKQUEMmtUtBfDVmltBSRTOF+rOE1olJPWDi2K9YJ6ZYsHS/0lzVS0Oq9RLqtZrG7edKtV6Gok7MJbRFkerAALkWzCvMzXAparKEWrAMRSuWHLEVi/1YrtEgr0lot2JXB6Ya16S+Si04612XiIjoKAxiRETkWAxiRETkWGn7mxgRUbqzQiYq1+5GQ2UdfF086HxiCXTF7/7phkGMiMiBdr27GeseeB8N+2qbb8vsko2RN5+KnuP6pnBlydWxQjYRURrY9e5m/OdXb4QFMACo31uL92f+H7a/syVFK0u+tD0Ty9UbkBUhTdxUtFOR0uhDDjxNl9LoG4QxTdWKRUij1xVp2kGhFYsppEsrU+ylVHhhrOmOY5wbT4q94rkoSlArFjFNPo65Uho8AGjCXNXzSRfS6KU0eZcidd8jzPUoWqZ4hDT6TCGNXmqXAgBZrgDMkIn1f3pf3O7juStwwjfDv1rMFNqi5Ahp8qp2Krm6fQp+liLFPkuLPG4xxZ7aAytkom79FlQvW4e69VtgheQ3DSJS2/ffctTvrRW3qd1Th/JP9iZpRamVtmdilFo1Kzdg7+NLEKysbr7NVZiHLj88H5mnDE3hyoicrb6i/phu53Q8E6NjrmblBuz6w4thAQwAgpXV2PWHF3Howw0pWhmR82UWZR7T7ZyOQYyOKStkYu/jS8RtKp56HZbJrxaJYtH5xBJkdskWt8kuzkLJiC5JWlFqMYjRMVW3YVurM7CWQpXVaNj4VZJWRJRedEPHyJtPFbc59ZZvdJh6sY7xKClpggcORbfdwZoEr4QoffUc1xenzTm71RlZdnEWzr7nTPQ9q1eKVpZ8TOygY8rVKSe67fJzE7wSovTWc1xfdD+9d1O2YkU9OhW7UDKiS4c5AzssbYNYluaPWCcWUpx8qsbbG11TtKmIsRbMiNDGJmzcphWL98Ru2FWYi0Cl/ZmWqygPvhO7Q4vQOiIktGKRxgDAlNq4KGqyLOHhinOVdWJxtHERaHG1Yom9xYtUzyXWeinq2qRaL1WdmFgLJjyPpTow1Vyvok4s1lowqdUKAGS2nOsCckcVAjhc62W/7xyXUAsm1InlKFqxSO1W8oQaMnGu4v0nbNOotySKgmbo6HbteeI2JVPPg9bBPi0SUWLwnYSOOd+Ygeg94zK4C8O/MnQX5aH3jMuQVzooRSsjonST0CB24MABlJWVwefzwefzoaysDAcPHox6/vXXXw9N0zB37tyErZESwzdmIAb++cfo99vvo+etl6Lfb7+PgQumwzdmYKqXRkRpJKG/iU2aNAk7duzAkiVNdUPXXXcdysrK8Pe//105d/Hixfjwww/RrVu3RC6REkgzdOQM65PqZRBRGktYENu4cSOWLFmClStXYvTo0QCABQsWoLS0FJs2bcKAAQNs5+7cuRPTp0/HG2+8gQsvvDBRSyQiIodL2NeJK1asgM/naw5gAHDqqafC5/Nh+fLltvNM00RZWRl+/vOfY8iQIcr78fv9qK6uDvtHREQdQ8LOxMrLy9GlS+vLnnTp0gXl5eW28+655x64XC785Cc/iep+5syZg9mzZ7e6PVdvQHakViyqFPt42mMkiJRGr2texVz79GQphdily08NtzDXH7Jv0wIAQWE8qNv/fYKKjEZTaJlimrHPFVPhVan7Uoq9ODN2qmew2GZHlQofY8sUZTsV8bkop1tLLVXcQksUqV0KAHh0+3FVir2URp8tpNG3SqFvOVdqmWLI6flSqrzUTkVKoQeAXMP+QsOqViy5Nm1etESm2M+aNQuapon/Vq9e3bSQCMUslmVFvB0A1qxZgwceeABPPvmk7TYtzZw5E1VVVc3/tm/f3taHREREDtXmM7Hp06fjyiuvFLfp06cP1q5diz179rQa27dvH4qLiyPOW7ZsGfbu3YtevY5cMiUUCuHWW2/F3LlzsXXr1lZzvF4vvF75bISIiNJTm4NYUVERioqKlNuVlpaiqqoKq1atwqhRowAAH374IaqqqjBmzJiIc8rKynDOOeeE3XbeeeehrKwMP/jBD9q6VCIiSnMJ+01s0KBBOP/883Httdfi0UcfBdCUYn/RRReFZSYOHDgQc+bMwbe+9S0UFhaisLAwbD9utxslJSViNiMROUeGZiDfyIB21K930m9ihuLSaoZh/3ubW/hdSxprGhcuWaUpfk/ThEtLCZeG8kL+rS3Lsv/dK8OSf0/LMu1/n8qA/X49kH/XcsH+NzHdaj3XggVLPwBo8iWpopXQOrHnnnsOP/nJTzB+/HgAwMSJE/HQQw+FbbNp0yZUVVUlchlE1A5oAC7OPR5n5vWGWzeUCSjN85QbCtdzVC1IHI5xv1BcszTGeQCgS2tSXIxTM4XEG2FMOg6AnDwWeb0WTCsIv+ttWNl/UT5mlYQGsYKCAjz77LPiNpbiwEf6HYyInOfi3OMxoeB45BcWQPO6cfTbeTxvZIkKGIkKNrqwYw3yWWfbA8ZR+xbOaKV8YtVFxqUzZSPCmizLgr/ewr6KC2DWBaFlvyTuXyV9r2KvNyIrQrp2KOrPf8mj/LpEeGIbiheTW3fbjokp9oo1NUYoX2hekyI9PyDcb0BIow8p0uRDcaTYS6UVYpq8MsVeGkvMc1H55iy9iSrnCp0PhLEsQ8c4Xy90KiqAKzezzfcb65qkI6y6sr54JqYKYjEGG12Tn6fSXNX7iC4ko0tzVSnsLuEgR56rITNDg4Z87Nt7NjKtxdD08K8kLcVjacv6iIji5tMz4NYM6J60/dxMbeTN1KBpbphmp7j2wyBGRAmn4eu60bgaoVE6aXoqaIg3DDGIERGRYzGIEREJrrrgCtx1W+tL26WT999bhaLMwag66Lxrz/ILaiJylFAohDXLV2Hfnj3oXFyMU8Z+A4YhX68zHvOefRQud/LfKu//7QN48+//xpKV6tZV8Rp16gh8uuVd5Ply1Rt/7UfX3o6qgzX4y8tzE7ewKDCIEZFjLH3tX/jdjDuxZ9fu5ttKunXFzHtmYfzECQm5z/yC/ITstz3xeDwoLumc6mXEhF8nEpEjLH3tX7hpyvVhAQwA9uwux02Tp+HN1/6VkPtt+XXiuKFjMf8P8zDjhl/gxK5DcfqgsfjL4883j+/4agf65fTD31/6Oy47+zIMLByI8045DyvfW9m8zUvPvoxh3UeE3c8bf38TvbL7N40/81fM/d2D2LBuI3pl90ev7P546Zm/Rlzfzdf9AlOvuAH3/fYhDO1diuOLT8bPp9+BxsYjV+Hw+xvxy1vvwuDeY9Cr03BcfPYkfLx6XfN4y68TX3jmVfQrGY23lr6P0SMuRs+ib+CyidejfPc+AMDdd83DC8/+Da//4y3kZQxHXsZwLHv3P2hsDODWm36H4/uchc6+UzD4hAm49/cLYzzy0UnbM7EcLYCcSDUXKQrbUq2XqphQqg1xmYo2FcLlcaRaMGWdmGn/9Y3UwgIAGoWvfgLCfoOKWq+A0OJF1WJHqtmS6tOECx0opapOTCy2jaP+yRDq/zINDzRY0HXLpi2LVFfV9BXinBl3Rrw4wuHOGHfPmIXxF50b9tWiXOtlOxQ2V/t626Mf++MP/Rm3/Opm/OjnN+Bfi/+FO27+NU49bRSOG3Bcc73c3b+agzt+/2scP7A//vzgQlx3xXV4/9N3UFjogw4LGsLrsw7v39BMXPLdCfjfxk14Z+ky/OUfTwIAcn25Eeu5NA14/53lyMhw45UlT2L7Vzvx0+tvR2FRPn45+yYAwF23/x7/XPwm5i34HXr26oYH738cV14yFf9ZvwSdCvKhf/3+pMOEDhMaLNTX1WPe3Mfx2ONzoOsarvvBTNw58w/481P34Kc3X43PN21GTfUhPPrYbwAAnQp8eHjec/jXP97B08/+AT17lmDXznLs2FEesYbQgAUdQLauwd3ySSk9SVvgmRgRtXurl69CeYszsKNZloXdO3dj9fJVSVnPuPHjUHZdGfoc1wfTbpmGToWdsHLZyrBtplw/GRdcej6OH9gfv33g/yE3LweLnnoxqv1nZmYgOzsLhmGgS0lndCnpjMzMDNvtPR4P5j76WwwcfDzOnTAOt/36x/jz/GdgmiZqa+vw1IK/YNbvfoZzzjsDAwb1xx/nz0ZGRgaefTLy2R0ABAJB3P/gHTh55BCMOGkwrr3he3j3nQ8BADk5WcjM8MLr9aC4pAjFJUXweNzYvn03juvfC2PGnoRevbth7NiTcMUVifma9zAGMSJq9/bt2RvdduXRbRevgUMHNv9/TdPQubgzKvdVhm1z8uiTmv+/y+XC8JOH4YtNXyZkPYOHDUBW1pEroZwyegRqD9Vh5/bd2Lp5OwKBAEaXHlmP2+3GyacMw+ebNtvuMysrE337HWmLVVLSGfv27hfX8f2yS7Bu7SacNGwifnbL3fj30uVxPKroMIgRUbvXubh1l/iI25VEt1283C2yFTVNg6n4av/rDQEAuq63+mo0GJCvYB8LTdOar33WstGw1KAYQKuMzKZdyV83jzhpENZ/9jp+deeP0FDvx/ev+gW+d+XPYlx9dBjEiKjdO2XMKJR062r7pqtpGrp274pTxoxK8srsfbzq4+b/HwwGse7j9eh/Qj8AQGFRAQ7V1KKutq55m0/Xbgyb7/a4owuMADas24T6+iOtTdas+i+yc7LQrUcJ+hzXCx6PGyuXf9Q8HggE8MlHn+L4Af1iemyH1xcKtV5fXl4OLvvu+Xjo4TvxzLO/x+JX/439+xPXqYRBjIjaPcMwcPs9swC0PqM4/N+/vOfOhNaLtdXTjz2LJa+9gS82fYlf33wnqg5W4/LJ3wUAjPjGicjMysQ9d96HLV9+hVcXvYaXnn0lbH7P3j2wbesOrP/vBuyv2A+/377nV2NjI26e9its2vgF/u+N9/D7ux7CD6ddBV3XkZ2dhSnXXolZv7wX//fmMmza+AVuvvFO1NfX4/tXfyfmx9erd3d8uu5/+N//tqKi4gACgQAe+tMzeOnFf2HTpi34/POteOWVpSgpKUJ+fvT1Z23FIEZEjjB+4gT86elHUNy1JOz2km4l+NMzD+O8BNWJxeq23/wcj9z/GCacehFWLV+NBYseQUFRAQCgU0E+Hlh4L956812cO+pCvPbSP3DL7T8Om3/Bpedh3Lmn4/IJkzGs16lY/OI/bO/rtHGl6Ne/Ny49twzXfv9mjL9gHH7+q+nN47+661ZcfOm5uHHqDJxVehm2fLkNL762APmdfDE/vqt/+B30P6EPzhjzPfTpMQ4rln+C7Ows/PG+J3DGmO/hzLFX4autu/Dq3x6CHqGjyLGiWaovOR2muroaPp8P6zd0QW5u6wNXo0jTrrHsW5fUmPbZQQBQa3qFua3bT0QzDwAOhezvt870iHMbTPvHUx8SxhT79YfsqzP8ply5IaXnS2n0jYr9SnNDlvx3N2NOsY89TT6euRJVixFpPJ4Ue6kso9jIwTW556O4V1cYh69kbwGh+kaYQRO6S4crK7zHWPOaWqTJh0IhrF6+CnvL96JLSRd8Y+wo2zMwKcU+nlYs0tztX+3A2MHj8Mbyv2HIiYPbNFePoZ/Yj6+diaqDNXj2pQfFuXLfL6kVSxxlF8K8hgYL27ftQ0nenfC6doaNVdeY6D5wB6qqqpCXlyfef9rWiRFR+xWs8aN+bw2s4JE3T82lI7NLLty58oc6wzAw+vTSI/N4YfwOjV8nElFSBWv8qNtVFRbAAMAKmqjbVYVAjT9FKyMn4pkYESWPBdTvrRE3qd9bA3euB3Jf5varZ+8e2FH7edLu78EFc77+f2n1y1DUeCZGREljNgRanYG1ZAVNBOsCSVoROR2DGBEljRmhrigSVaAjOoxBjIgSzvr6q65oU601F9+a0p1lNf2PBvmC4Sr8TYyIEu6gVYvqUC2yazKhGxqskJDmb2jQXBpCjU2XYZJS3ZvGYxuzFCn24pX1VaUI4tXzpRT7OMojFHPlFPvY9yut2e6jSCBgoaKiARoOwG1UiPtXSdsglqMbyI34qU8R9U377+KNiC0kjhoX/pix1mioxt1CqxXVuDTmNeXruNXp9nVkXkU9l9RuxS/WkMlrCgq1YKo2LkHL/n6leq50qxOL581Zaink0k280rgEZ1qnoEegGMGqRttLSHnzM1C7vb75v1VHSXyTldrOxBUcYz/G4jzlmhJU9yYGMZk0HrmjigVYIXhca9G74K/wGDqA8PeToNDWp6W0DWJE1L4cQh3+GXgPmchA9aa92PT0J2jYf+TagRmFWRg8eQRKRvUAjsQweAz5w0ukXlXNc3X7uR5N3q/UFy9DlxNPMoVxjzCWqdlfWgoAsnX78UxhTDWeDWFMOIYAkClEsWw90odDC7p2CIZeA48h1wRGg0GMiJKqHg1wj8rDkJGnoeK/5WiorEN2UQaKTiyBbujYj4Nh23shv4m6hG8qpLleTQ5EXiHIhRQBwxLGQ0IQ03W5Rs6jNwhj8lxTGNc0+zFDEbBdQhDz6IkPMQxiRJQSmqGj88ndAKg7iRPZYQoQERE5FoMYERE5Vtp9nXj4ovw1hyJ/PXFI0WTOZhoAoM6S59aa9j8E11nCmDAPAOqFrLwGIZuvadz+C2u/8HD8ppzp1Cjst1FxjKXsxICQJRhUPNZUZCfG0wMiVdmJ0gVzE5WdaCmyzSxhrqZILDDFucJrS/FbD4T71Q15ri7MNaX9Kh6rIWQUi48V8t9A+ttpir9dSHg+qf7ups149ddvxNE0WUm7IFZT03RdtmGn7EnxSoiIKB41NTXw+eSeZ2nXT8w0TezatQu5ubm2dSjJVl1djZ49e2L79u3K3jgdGY9TdHicosPjFJ32eJwsy0JNTQ26deumvMpL2p2J6bqOHj16pHoZEeXl5bWbJ0l7xuMUHR6n6PA4Rae9HSfVGdhhTOwgIiLHYhAjIiLHYhBLAq/XizvvvBNeb/yXWElnPE7R4XGKDo9TdJx+nNIusYOIiDoOnokREZFjMYgREZFjMYgREZFjMYgREZFjMYgREZFjMYglyIEDB1BWVgafzwefz4eysjIcPHgw6vnXX389NE3D3LlzE7bG9qCtxykQCOC2227DsGHDkJ2djW7dumHy5MnYtWtX8hadBPPnz0ffvn2RkZGBkSNHYtmyZeL27777LkaOHImMjAz069cPjzzySJJWmlptOU6vvPIKzj33XHTu3Bl5eXkoLS3FG2+8kcTVpk5bn0+HffDBB3C5XBgxYkRiFxgPixLi/PPPt4YOHWotX77cWr58uTV06FDroosuimruq6++ap144olWt27drD/+8Y+JXWiKtfU4HTx40DrnnHOsRYsWWZ999pm1YsUKa/To0dbIkSOTuOrE+stf/mK53W5rwYIF1oYNG6yf/vSnVnZ2tvXVV19F3H7z5s1WVlaW9dOf/tTasGGDtWDBAsvtdlsvv/xykleeXG09Tj/96U+te+65x1q1apX1v//9z5o5c6bldrutjz76KMkrT662HqfDDh48aPXr188aP368deKJJyZnsTFgEEuADRs2WACslStXNt+2YsUKC4D12WefiXN37Nhhde/e3Vq/fr3Vu3fvtA5i8Ryno61atcoCoHxROsWoUaOsadOmhd02cOBAa8aMGRG3/8UvfmENHDgw7Lbrr7/eOvXUUxO2xvagrccpksGDB1uzZ88+1ktrV2I9TldccYX1q1/9yrrzzjvbdRDj14kJsGLFCvh8PowePbr5tlNPPRU+nw/Lly+3nWeaJsrKyvDzn/8cQ4YMScZSUyrW49RSVVUVNE1Dfn5+AlaZXI2NjVizZg3Gjx8fdvv48eNtj8mKFStabX/eeedh9erVCAQUPbMcKpbj1JJpmqipqUFBQUEiltguxHqcnnjiCXz55Ze48847E73EuKXdVezbg/LycnTp0qXV7V26dEF5ebntvHvuuQculws/+clPErm8diPW43S0hoYGzJgxA5MmTWpXV+COVUVFBUKhEIqLi8NuLy4utj0m5eXlEbcPBoOoqKhA165dE7beVInlOLV03333oba2FpdffnkiltguxHKcPv/8c8yYMQPLli2Dy9X+QwTPxNpg1qxZ0DRN/Ld69WoAiNjLzLIs2x5na9aswQMPPIAnn3yy3fRBi1Uij9PRAoEArrzySpimifnz5x/zx5FKLR+/6phE2j7S7emmrcfpsBdeeAGzZs3CokWLIn6QSjfRHqdQKIRJkyZh9uzZOOGEE5K1vLi0/zDbjkyfPh1XXnmluE2fPn2wdu1a7NnTurP0vn37Wn0iOmzZsmXYu3cvevXq1XxbKBTCrbfeirlz52Lr1q1xrT2ZEnmcDgsEArj88suxZcsWvPXWW2lxFgYARUVFMAyj1afkvXv32h6TkpKSiNu7XC4UFhYmbK2pFMtxOmzRokWYOnUqXnrpJZxzzjmJXGbKtfU41dTUYPXq1fj4448xffp0AE1fu1qWBZfLhTfffBNnnXVWUtYetRT+Hpe2DicsfPjhh823rVy5UkxYqKiosNatWxf2r1u3btZtt93WpiQHJ4nlOFmWZTU2NlqXXnqpNWTIEGvv3r3JWGpSjRo1yrrhhhvCbhs0aJCY2DFo0KCw26ZNm9YhEjvacpwsy7Kef/55KyMjw3r11VcTvLr2oy3HKRQKtXofuuGGG6wBAwZY69atsw4dOpSsZUeNQSxBzj//fGv48OHWihUrrBUrVljDhg1rlTo+YMAA65VXXrHdR7pnJ1pW249TIBCwJk6caPXo0cP65JNPrN27dzf/8/v9qXgIx9zhlOiFCxdaGzZssG666SYrOzvb2rp1q2VZljVjxgyrrKysefvDKfY333yztWHDBmvhwoUdKsU+2uP0/PPPWy6Xy5o3b17Y8+bgwYOpeghJ0dbj1FJ7z05kEEuQyspK66qrrrJyc3Ot3Nxc66qrrrIOHDgQtg0A64knnrDdR0cIYm09Tlu2bLEARPz39ttvJ339iTJv3jyrd+/elsfjsU4++WTr3XffbR6bMmWKdeaZZ4Zt/84771gnnXSS5fF4rD59+lgPP/xwklecGm05TmeeeWbE582UKVOSv/Aka+vz6WjtPYixnxgRETkWsxOJiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMixGMSIiMix/j9OQpeYjxjoVgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(np.hypot(grid_x, grid_y).T, extent=(-0.5, 0.5, -0.5, 0.5), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.552507Z", + "iopub.status.busy": "2023-02-08T23:22:07.551507Z", + "iopub.status.idle": "2023-02-08T23:22:07.977082Z", + "shell.execute_reply": "2023-02-08T23:22:07.976574Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# Unstructured Interpolators with Rectilinear Grids\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.979090Z", + "iopub.status.busy": "2023-02-08T23:22:07.979090Z", + "iopub.status.idle": "2023-02-08T23:22:07.992088Z", + "shell.execute_reply": "2023-02-08T23:22:07.992088Z" + } + }, + "outputs": [], + "source": [ + "def F(u, v):\n", + " return u * np.cos(u * v) + v * np.sin(u * v)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:07.994089Z", + "iopub.status.busy": "2023-02-08T23:22:07.994089Z", + "iopub.status.idle": "2023-02-08T23:22:08.007092Z", + "shell.execute_reply": "2023-02-08T23:22:08.007092Z" + } + }, + "outputs": [], + "source": [ + "rand_x, rand_y = np.meshgrid(\n", + " np.linspace(0, 3, 10),\n", + " np.linspace(0, 3, 10),\n", + " indexing=\"ij\",\n", + ")\n", + "values = F(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.010088Z", + "iopub.status.busy": "2023-02-08T23:22:08.009091Z", + "iopub.status.idle": "2023-02-08T23:22:08.023089Z", + "shell.execute_reply": "2023-02-08T23:22:08.023089Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 3, 100),\n", + " np.linspace(0, 3, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.025092Z", + "iopub.status.busy": "2023-02-08T23:22:08.025092Z", + "iopub.status.idle": "2023-02-08T23:22:08.071093Z", + "shell.execute_reply": "2023-02-08T23:22:08.071093Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.074093Z", + "iopub.status.busy": "2023-02-08T23:22:08.074093Z", + "iopub.status.idle": "2023-02-08T23:22:08.150602Z", + "shell.execute_reply": "2023-02-08T23:22:08.150602Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.153602Z", + "iopub.status.busy": "2023-02-08T23:22:08.153602Z", + "iopub.status.idle": "2023-02-08T23:22:08.389151Z", + "shell.execute_reply": "2023-02-08T23:22:08.389151Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Original')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(F(grid_x, grid_y).T, extent=(0, 3, 0, 3), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2)\n", + "plt.title(\"Original\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.391152Z", + "iopub.status.busy": "2023-02-08T23:22:08.391152Z", + "iopub.status.idle": "2023-02-08T23:22:08.862233Z", + "shell.execute_reply": "2023-02-08T23:22:08.862233Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6))\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.imshow(grid.T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "# More complex functions\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.864233Z", + "iopub.status.busy": "2023-02-08T23:22:08.864233Z", + "iopub.status.idle": "2023-02-08T23:22:08.877744Z", + "shell.execute_reply": "2023-02-08T23:22:08.877744Z" + } + }, + "outputs": [], + "source": [ + "def f_d(*args):\n", + " return np.maximum(\n", + " 0.0,\n", + " 1.0\n", + " - np.exp(0.5 - np.prod(np.asarray(args) + 0.2, axis=0) ** (1.0 / len(args))),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.880744Z", + "iopub.status.busy": "2023-02-08T23:22:08.879744Z", + "iopub.status.idle": "2023-02-08T23:22:08.893744Z", + "shell.execute_reply": "2023-02-08T23:22:08.893744Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 500))\n", + "values = f_d(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.896745Z", + "iopub.status.busy": "2023-02-08T23:22:08.896745Z", + "iopub.status.idle": "2023-02-08T23:22:08.908745Z", + "shell.execute_reply": "2023-02-08T23:22:08.908745Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 50),\n", + " np.linspace(0, 1, 50),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.911745Z", + "iopub.status.busy": "2023-02-08T23:22:08.911745Z", + "iopub.status.idle": "2023-02-08T23:22:08.987261Z", + "shell.execute_reply": "2023-02-08T23:22:08.987261Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:08.990260Z", + "iopub.status.busy": "2023-02-08T23:22:08.990260Z", + "iopub.status.idle": "2023-02-08T23:22:09.035260Z", + "shell.execute_reply": "2023-02-08T23:22:09.034259Z" + } + }, + "outputs": [], + "source": [ + "original_grid = f_d(grid_x, grid_y)\n", + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:09.038261Z", + "iopub.status.busy": "2023-02-08T23:22:09.037262Z", + "iopub.status.idle": "2023-02-08T23:22:09.350812Z", + "shell.execute_reply": "2023-02-08T23:22:09.350812Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " original_grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:09.353812Z", + "iopub.status.busy": "2023-02-08T23:22:09.353812Z", + "iopub.status.idle": "2023-02-08T23:22:10.428480Z", + "shell.execute_reply": "2023-02-08T23:22:10.428480Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.431482Z", + "iopub.status.busy": "2023-02-08T23:22:10.431482Z", + "iopub.status.idle": "2023-02-08T23:22:10.444482Z", + "shell.execute_reply": "2023-02-08T23:22:10.444482Z" + } + }, + "outputs": [], + "source": [ + "def f_d(x, y):\n", + " return 1 / (np.abs(0.5 - x**4 - y**4) + 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.446480Z", + "iopub.status.busy": "2023-02-08T23:22:10.446480Z", + "iopub.status.idle": "2023-02-08T23:22:10.460481Z", + "shell.execute_reply": "2023-02-08T23:22:10.460481Z" + } + }, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = f_d(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.462487Z", + "iopub.status.busy": "2023-02-08T23:22:10.462487Z", + "iopub.status.idle": "2023-02-08T23:22:10.476992Z", + "shell.execute_reply": "2023-02-08T23:22:10.476992Z" + } + }, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.478998Z", + "iopub.status.busy": "2023-02-08T23:22:10.478998Z", + "iopub.status.idle": "2023-02-08T23:22:10.603513Z", + "shell.execute_reply": "2023-02-08T23:22:10.603513Z" + } + }, + "outputs": [], + "source": [ + "elastic_net_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net\",\n", + ")\n", + "elastic_net_cv_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"elastic-net-cv\",\n", + ")\n", + "kernel_ridge_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"kernel-ridge\",\n", + ")\n", + "svr_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"svr\",\n", + ")\n", + "sgd_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"sgd\",\n", + ")\n", + "gaussian_interp = RegressionUnstructuredInterp(\n", + " values,\n", + " (rand_x, rand_y),\n", + " model=\"gaussian-process\",\n", + " pp_options={\"feature\": \"spline\"},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:10.606513Z", + "iopub.status.busy": "2023-02-08T23:22:10.606513Z", + "iopub.status.idle": "2023-02-08T23:22:11.235606Z", + "shell.execute_reply": "2023-02-08T23:22:11.235606Z" + } + }, + "outputs": [], + "source": [ + "original_grid = f_d(grid_x, grid_y)\n", + "elastic_net_grid = elastic_net_interp(grid_x, grid_y)\n", + "elastic_net_cv_grid = elastic_net_cv_interp(grid_x, grid_y)\n", + "kernel_ridge_grid = kernel_ridge_interp(grid_x, grid_y)\n", + "svr_grid = svr_interp(grid_x, grid_y)\n", + "sgd_grid = sgd_interp(grid_x, grid_y)\n", + "gaussian_grid = gaussian_interp(grid_x, grid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:11.239607Z", + "iopub.status.busy": "2023-02-08T23:22:11.238607Z", + "iopub.status.idle": "2023-02-08T23:22:12.125261Z", + "shell.execute_reply": "2023-02-08T23:22:12.125261Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection=\"3d\")\n", + "ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " original_grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + ")\n", + "ax.scatter(rand_x, rand_y, values, c=values, cmap=\"viridis\", label=\"input points\")\n", + "ax.view_init(30, 150)\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-08T23:22:12.128259Z", + "iopub.status.busy": "2023-02-08T23:22:12.128259Z", + "iopub.status.idle": "2023-02-08T23:22:15.323869Z", + "shell.execute_reply": "2023-02-08T23:22:15.323869Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 2, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n", + "titles = [\n", + " \"Elastic Net\",\n", + " \"Elastic Net CV\",\n", + " \"Kernel Ridge\",\n", + " \"SVR\",\n", + " \"SGD\",\n", + " \"Gaussian Process\",\n", + "]\n", + "grids = [\n", + " elastic_net_grid,\n", + " elastic_net_cv_grid,\n", + " kernel_ridge_grid,\n", + " svr_grid,\n", + " svr_grid,\n", + " gaussian_grid,\n", + "]\n", + "\n", + "for ax, title, grid in zip(axs.flat, titles, grids):\n", + " im = ax.plot_surface(\n", + " grid_x,\n", + " grid_y,\n", + " grid,\n", + " rstride=1,\n", + " cstride=1,\n", + " cmap=\"viridis\",\n", + " edgecolor=\"none\",\n", + " )\n", + " ax.set_title(title)\n", + " ax.view_init(30, 150)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "ab336f3885e19cdf99951e4b73ee65835b5095c97279903ad09e0692d3a202c7" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/02_Unstructured/gpytorch.ipynb b/examples/02_Unstructured/gpytorch.ipynb index 31e3dac..20c6c24 100644 --- a/examples/02_Unstructured/gpytorch.ipynb +++ b/examples/02_Unstructured/gpytorch.ipynb @@ -1,200 +1,200 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "from multinterp.unstructured._gpytorch import GaussianProcessRegression\n", - "\n", - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def function_1(x, y):\n", - " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "rng = np.random.default_rng(0)\n", - "rand_x, rand_y = rng.random((2, 1000))\n", - "values = function_1(rand_x, rand_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "grid_x, grid_y = np.meshgrid(\n", - " np.linspace(0, 1, 100),\n", - " np.linspace(0, 1, 100),\n", - " indexing=\"ij\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/grids.py:99: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/torch/csrc/utils/tensor_new.cpp:274.)\n", - " self.grids = BACKEND_MODULES[backend].asarray(grids)\n", - "/home/alujan/micromamba/envs/multinterp-dev/lib/python3.12/site-packages/torch/nn/parallel/data_parallel.py:33: UserWarning: \n", - " There is an imbalance between your GPUs. You may want to exclude GPU 1 which\n", - " has less than 75% of the memory or cores of GPU 0. You can do so by setting\n", - " the device_ids argument to DataParallel, or by setting the CUDA_VISIBLE_DEVICES\n", - " environment variable.\n", - " warnings.warn(imbalance_warn.format(device_ids[min_pos], device_ids[max_pos]))\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iter 1/50 - Loss: -1.130 lengthscale: 0.754 noise: 0.009\n", - "Iter 11/50 - Loss: -1.722 lengthscale: 0.103 noise: 0.000\n", - "Convergence reached!\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/unstructured/_gpytorch.py:179: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/aten/src/ATen/native/TensorShape.cpp:3675.)\n", - " ).T\n" - ] - } - ], - "source": [ - "interp = GaussianProcessRegression(\n", - " values.astype(\"float32\"),\n", - " (rand_x.astype(\"float32\"), rand_y.astype(\"float32\")),\n", - ")\n", - "new_grid = interp(grid_x.astype(\"float32\"), grid_y.astype(\"float32\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(new_grid.mean.cpu(), extent=(0, 1, 0, 1), origin=\"lower\")\n", - "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", - "plt.title(\"Original\")\n", - "plt.legend(loc=\"lower right\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "multinterp-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "\n", + "from multinterp.unstructured._gpytorch import GaussianProcessRegression\n", + "\n", + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def function_1(x, y):\n", + " return x * (1 - x) * np.cos(4 * np.pi * x) * np.sin(4 * np.pi * y**2) ** 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "rng = np.random.default_rng(0)\n", + "rand_x, rand_y = rng.random((2, 1000))\n", + "values = function_1(rand_x, rand_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "grid_x, grid_y = np.meshgrid(\n", + " np.linspace(0, 1, 100),\n", + " np.linspace(0, 1, 100),\n", + " indexing=\"ij\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/grids.py:99: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/torch/csrc/utils/tensor_new.cpp:274.)\n", + " self.grids = BACKEND_MODULES[backend].asarray(grids)\n", + "/home/alujan/micromamba/envs/multinterp-dev/lib/python3.12/site-packages/torch/nn/parallel/data_parallel.py:33: UserWarning: \n", + " There is an imbalance between your GPUs. You may want to exclude GPU 1 which\n", + " has less than 75% of the memory or cores of GPU 0. You can do so by setting\n", + " the device_ids argument to DataParallel, or by setting the CUDA_VISIBLE_DEVICES\n", + " environment variable.\n", + " warnings.warn(imbalance_warn.format(device_ids[min_pos], device_ids[max_pos]))\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/50 - Loss: -1.130 lengthscale: 0.754 noise: 0.009\n", + "Iter 11/50 - Loss: -1.722 lengthscale: 0.103 noise: 0.000\n", + "Convergence reached!\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/multinterp/src/multinterp/unstructured/_gpytorch.py:179: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1712608847532/work/aten/src/ATen/native/TensorShape.cpp:3675.)\n", + " ).T\n" + ] + } + ], + "source": [ + "interp = GaussianProcessRegression(\n", + " values.astype(\"float32\"),\n", + " (rand_x.astype(\"float32\"), rand_y.astype(\"float32\")),\n", + ")\n", + "new_grid = interp(grid_x.astype(\"float32\"), grid_y.astype(\"float32\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(function_1(grid_x, grid_y).T, extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OtoK7vyVqwbyZEbMAu/HGGyEVOvb888+L/nbDDTfgzJkzsV5KBFVTE6GDF/dBudUE5VZ+VelZ5QctqS4SbdHDb8MlVRcR2or0xlK6bX+fMvVm5OnNfHmSao3VwN57Ac4RKzSlBmRVm8XnWcN86dUZMOcTPtjsLCNUIxxUui3w7d7CN7L5L0M6u7AqNmb0sjYZj8IXtq19nBZWc9M9UGwzAKeFnY18Rw3murspdd2MoxuobxBOJGceBGPrYW07MqIsZwxzaWkezJ9s4417Xi8g47A0145cUxnkzMDUNJYCCGR1noGXUAl5IjjRrCzTD8OzSDxkxlGGdZyRLQrXCaiHhDLHlInfEca0VD3H2iAlvi22rdi2E/3A9TFGVlLlKxpr6RxyC82Q39kC14gVqgoDdGVmwB3aKYuEaAHqX3w7Oy0Y/Yl/MXOiFcUPNfO7YuqGorsX5yg93h2jPVBsF9TOknNZJDsc+y6JcSBf4v/3yDeJCvFKhqvDAnff+uwQNhJzfRYM/JZX8U1+1IqqO5r9Qiw+yKo2o+qOZjhHrVCXGuN6bhYBo7rCKKjfAEBpMPBqOP9HrTAYoDaboG9pxkIv3x4AliengsILXi8UtYlVbarM1Zj59Qm/EPNBZa5M6PU2A+w9vGpLU25M6O52PZBVbUZWtVkkpCJBU2+Gpt5MLdhY1eJ8v1UswKLERqjo1wMpARYlXB0WjL3kt9scbUXx55qhqd+yIX2Z67XANdKTsMnfNcI4xIxa436dwIfuS2BgurPDgrGX+XeGY60oeqQ5KMTUJjMKD/iFVY0haA9Sm01QbTPBfaENth8c5AUXAKWpAZpr90C11ZRQdZ12Tz1Kv/ZZuNv6odlSAd3e+oRda6Pg6BYcZQBCRXuuFZV3J1ZFu16wWy1wDfdAXWZctTlDVUXb9cPZ/6OButGM4oebhQX4ZWJiSQkwBq4OC9y9VsjS0+FdXg7utty9jN2mzxqTACMNqNEYdsPB3mvBwG/4D37yXCsq72qJu3BRlxoxeV74cDQlq/9w5voscI5aoSkxhOznXF98hbHzogXu/h6oqoyYH6Tf2XyvldqFBR0VAJFQWujuoVSHaQV5UG01IRLcZ9ux2GlFZoMBqh1NEduHgnZPPbR76kUqxo2G+0IbFjqtUPrtbquBo5t2lNHUmOjF0rA16QXYXJ8Fg2/6hfLZVuRP3Arv8hLvIm+M/t40DWYUP9SM+X4rlFUGaBrNa1o6qRvNguboMjGZJpUA88kIF1SphbtUELGEi7HL0gbbiwcBjuPjeTgOc0daoW9uRma9AThKqJxqDfBmMvp20n2U2Fk4Oy0YJQyopQ/QQofV/7O2BfmScB13H707WujtgT5XmCjFtgQiJkNkS2P676/XpTVAvfsA5qasyMozIE/eAPTTJ5by1A4876nxdvSffgHgOEx+1Iqm3QeQV9gUDLSdGmvDwIkXeGF8vhX1+x5DVhX9ga8oiABpJf1iV5T0dWd7LRh9xf+cT7Qi+6Zbgs8JPi8ymgxYUfMd9ynphyFTCveXnrkC9d4y2D/wBu1ROVcXQ1tmBwCoMpeCbTUZwu+JI1YM/scb4GQcHL8/gqv+752oubEUJNRpQnulfImqy2RenkziIbPB4k4iZsCxTOcVm15UUeXZBfrB2d1C+wUXHW/g9Rt73OfbMPmDFwCZDPbDrSh8rBlZ1fQCjg0sT5snf/P3MtFNj1/5Eqh3lKepgcrmpca8bImxgTExfGQwucgGxtq8yDUB487ulbNxeYwNjIjT82QyY5EYpwu93cI9gsPk8Xd4gX26FZV3togc0bxkEHqoeY24BVE8KVkO4dofNXzscyN+R7LnM+ETZJ8Cv9nwvHghfqRUlwEWrP5Vd+Bl+nyATIYFqzWocsravx+FB0IYUyXACh33gHXVfdSWGKgPXluYGF12XlETakx3I69odbsIAJidstKLgSn6vucm6R2S3bb65wKIn7NveRlFB5qRtW8/Cr7YDACY/uXrcF9oi3guzVUNKP7qg8i+42pU/OUDUanyZs8NgZNx8Hl94GQcps6NrOl+NhMWu6yEcwn/TawG7PgtqN0D403NKKrbj7rrmpFTFnmXu9mhLTQK9+hnMwkGoo9E/9ycF3kV+Ozxwxh7+SCcHZaE9TlZkVQ7sERDYTDC3nqImnTJOBtS5RQLRDFqlWsTOlnlTQA45NftQU7J5vvgp8bbMTtlhVyeLjxHnw9ZefR9Z+UbMGY9HHwuOv3qnoujxwLXYA9kqgxqclT646bUTWbYeyyY+B/epuV4/xDyM3imDylormqA5qoGZGawvEGhkb29HEO/OBsUYnnbSyMflCTIrDPA8d7hNcWeAXwwfs1tzXANW6EtNCC7gv+e8oo2fhxPTrRjdqYX2Tk1yC8IPzamLrVhdqYXOr0BuSG+v5xyE2pubYZzzAouLR3j598Njkl1afTPLZQTR4CcIQUeKQFGQG02BeNruPR0+JaXg3E2a4GmQXCTVVUaoKkzA8uRj2Mx129B7+8PBgd1ft2eNfUrEZgab0f7mReCQqvccBO83mVeFVlITwp5xSbU73sMdps1OBmwTF+RQAYfw+dF7nW38rbLKgOUTcLkwtq0Fi9aIwqwWFGwz4Cr/u+dmDo3grztpSjaXw1gKeJxyQDVNhPyHz+A5bY+4Ztwr+5cWVVm5BYnfiKenOzA7IwV2dk1KMhvlGw7MdkBi4XnGh0eOgLz1kdCCqepS23oOMmrvcd6DqH+2sdCtsuuNCO7kr9HRWklXCNWqP0hKdGOcTY+bC1OHK42nvlmLfbLzYjkEmAyBJWeknYtKeqWCLpY1XYTVER8BHyEgZ+1qbOKXTJOhBmlmjozL7gCkIgDkzM6/4BtwTlEq9xcw1YU6egPU7bIHLtE8PatMHxzDBEtRUzLtvUyNx8mnsYx0gEOHHw+HzhwkNndaKj8OF85zs943gxh2JUo6lBSXscXppaxoqIphjgPwZvI0jRlcCL2A+/yMvS33wsAWCZirjKbauB4/1BQDabaVok0jbCK0KgFtt9cNT0zFyidVDk/wyXUZTioutxPLAKfyAewCKATuWn0sVqZYBhSy2ijUTo7EAgsM7xfLi/NFTrt0QR/jy9nUXUji9lUeVCeG/Y6bMzY8oJwXdXOJsiNfooy0OPWedGChW6arSSNIExOd9HjJX2eiYFzM/yTbmHXK1+knwu3SK/+uGUPbI5uTLsGkKsog15TC5uzGxdGXwUHDkPDR7Gj+D7oNUb6ZgmeTbutkx+34MetY+QiitNqqOZeZRqcw10IqgTBwTXcjWJVPeTMuF1WCefOKzIJO8x5v0qRugHhJznGtQaCnKGKJyjwMt8dFabKGoT8fJIuSxtsz/PaB/uhVug/3yywsAS6wHzO5GU4Jh5OxN0qY+df8STLTh/xQsoGlkTQFdH2g9Wq3BKJXE2VX+Dzk4GMZZKNM9TlRuqZhKPRUm1vQv4TB6C9eR/ynzgA9W7pFfl64dg7TnzvGzYce8cZufEmhfOiBSOvPIeps4cx+PpzsFstsFstGD72OuYGEm+3sTm6cXbo5xicPoWzo6/C5uzGtHuQEkjT84OS58hVVQTb+uBDrjp0/F1OVjWCdi34kJ1TE7JdvKBpMEP/8XvXxCy00ENrHxZ61mZr3kxIrh3YFY7sCjOMN/EBwDq9ATmlJmBxc7la67PqUK3fhz7bEQBAn+0IdLpy6LMTE8+kM5hRcW8LXENWZNZJ02iptjcRasNV6HDjjGPvOPG3fzwCmRx49eAM/uG/i7HvY+qN7lbMYG01MxdOwNHbBnAyTFhaUXNbM/LzE2fjmnYNABA0JdPuIeSqKjAwe1oQSMoKyXPoNbXYUfFpfhenroReVxeSBrIgrxFbGx7CtHsgoq1ss0Bh9Nv2A/ZL4/otfAPhQ4oS6ee/WqQEWJwRZFmvjC6A0dHDc51pyngWAnsvH8ekLTGIXMoBXojlFW68wVsKHt8KtfqdcfQnTIABvBDTGcxYim+qoYTj3DE3ZHLA6wFkcuDcCfe6CLBLh/sweXYE+TsCdrq1gbXVAGBoi6wJFWByWTpT5qe1AjU/UZfptorVhyGg19VBr6uL2K4grxG5ZdIxoDMjbbCP90BXaIQmwZyDgTlHURvavhVkmLHyDDOs+jBRIMOHguMizkheASaR8E6kCw6jYxadJxREBxBg3ombZVl/qCUoxELl0LH3WCgWgoJdt2Li9DvCyvXWZmRXmCFbZu1aQplNtihfYOKbCPuBbImJ5WJtC8srIX/z98rcgCf8gMznCjFIqGPyZMWQzQl2JVmmEPjiXckIdQqhnojF8WTSyveVCNZwahwwuaoyMukdWJZSsIEVKmm7VrlqhiqXZQjlwvRZqq4obY4qZ8sWmLLwXOeuA149CMjlgMcD3LtPji3pwnMi+TwXGNvHHJOLRUdcR8YMzAWC1+jiHy7h5F9+CE7Goe9n53HDP98KxY7twXo5w+0oSqtDwn8ZTS3vpLTQZYWmjBcagR1YQNWdxthmWZtXmpN+H3KX4PzCzdOOMNwiXfbMuxBQ6QEcHM4x9E4fD46/MpkBWKbfC39RevrjmPROMgU9Njki1o6NoSQxOdGOrvMvAhyHS12HUCujwwNEaY2IvGSiOjauk3kf7k4Lxv1zTiA+LxicT3RRbTIFcwTyJ2Kuw05zvrAF8cFsQl7/hSly7OD7iS+SV4BtQrAs6/N9VsldmGuIIdgc6KDKzjFr0M04maBXGbBTfw+mFoaRpyhDQRSr3ysRt9+mwPPP5eDosSVce00G7rhNEfmgNaL/5CQVqzZ+ZgwFhABbLTR1ZuQWCWO18o9aMN/bA22R31XeEd8VuM1txdTCEPIU5cjLKMWA63xQYAGg7V/LY9BnVsX1+gAwMd2JaXsfcnXVyFELO7LZ6V4qFMc+bk1YfBs15xAxq5sBqmoD5o4yO/M4I+XEEUcoDbSThTICYSbrgKCtbKTKmuLN56QRLfQqAxpzb4Belbz3sB64/TYFvv63Oty+DsILAKquyg8KL5/Xh8KdxQm5jq7GDG2RAY5LVswOxteRw+a24oztDQzaz+GM7Q0AwM6cO1Gh3ooduttRpmigHTLS43+PE9OdOH/xZQyNHcf5iy9jcqI9WJedW0PFP+oSRDYAMHPOGuLzEgV1nQnq2kYUf/LhhJw/eXdg5J5X5APKtJVynZdSEbKnjpAZVt1oRtEjzTznXoU/f0+YXTPnA7IMZnD3tvA2MD9XoLqgHO4hK79yLeePF6sffSF/8+dl6aEkaHZYtSBZZutYfZ1HQn8no9dFbBpxn5w4VuSuH5reij+QuU4kjYREqIWMcf1NJ/qklNPqLJVsiSkL7u86RkWo42jXeC2Te15FPAsF448sY9aTXkoVSD9vNzMo0onrsKlX5ETbppv1uOGfb8X4mTHIM9MwfmYMsnkN8q7ld8mi6AiJLL9SqeXn+iwYeI9XbdnaW5G+9wDyion0HRJ0UHw9MW4ZdfaUa4DaYU0tDKFBcy0K0sqBFb7tDvWtmF4ZQ668GHpZGcCqxEOBGafcCqMbW+bfgc3Rjd6pw/4/8mrL2aleFOTynq0FuY1oIqjYtMUm6vWJqZgk6kRluo+aeoGkV2n0Z8kIPrrwekGRmUUKkdSNbFSAjCY/h88L7dYdMVwweiSvANukCDA/yKNMoa0zmCk2jaxqM/LWIcgzhfjj+Dt2WE/MYPc1CtzwMWXkAzYIZdfzHmEffPUd/06sDU1f/0RQiMUDrmFaPW6f7KUE2FqQl1lGqQxz00tEbfQZldBnVAIStqrVIOCyT8/aPuQw7vR5RU1BGrZEh7IHSHrZHGUbCZb8fH6gLyHXSakQU0gYbPO96Jhthc0Vv7iT2SELBk++jtmhzcULd/wdO77xJ0N45QUnnvziJD54ez7yQRuI8TNjQTUiZBzmPhqK6/nVZbR6XJcfv3gpvaIaO3PvQoV6K3bm3pUQ+1Y4TPt3f4Gdl1ZVhG3GzyI/AtNHPOHstMD21mtwdm6ub4CEqoYxp1Su3ds1FDaRzE5eBGhaVFV00sQrGbb5XpyZ+jU4cBhwnsNO/b3Qq9emn58dsqDnD361VEcrKtWbJ3fUR8ddkPm9CeVy4PTxhU29CyvcWYzOn7QFhVjW1vK4nj+r2gzjjc1wjPOch3nZ4Sf4yYl22Me7kaOrhj6nIWw7EnpFNfQKflL0Lcc/ps+20Icp1yXkKcqpcZurrsTA9EkEvOpqSm6EPqcB0bFlrh1UlubjrShOa96UyXXVjWYUP9KM+Z5entatKjGOXMklwHwIqnGpDTybDlvKJhbrnpP01mcdabx8DMb4C3431kOtKH64mdFD+4+V0mQw2saZIQucY1ZoinkPLnEKBeEAbxpz7x6mcQajxyfbsjp/0nbF2LGQxrjcs6oZinuGw5RjjLZTLI+gIIOfnHzpxLBLo6/DpnEn791+iVZLsLmjRIxi5DtgxoiXKS8TlFXzHtqdmkxVAgAOr+BwYff/Nu7NgffgdFCI1e3NwpRXBQ/m0fq2G6eOLWL3NZm463bh3OnMtMdmXSdNlm7Gv3qWoZK6tJId/D2xQgfEzSzT6VScy5nIvqYWe55Jw9TZUaChDsqrauFeBjys3YexuUiOY6Yuu8Ic9KL1OekPIvBeJ23taPvoRQAcBsePY2vDQyjIawSXTvQjg34fIhOMnGi7Qj9TXxjKM4AZ78R1bG4rzsy8yS++7Gewo/ST0Gtq4UuXoyC3AdvlD2BqcRg5WVXIz22EF6HGbXgTgmicEn3k2LmMaTvPZFyYt/ZCU7cldGMWpPFqDZrVCMx9QagbzdDU8n3zLCyEabU2JJcA24RgXefdfdY1rYjm+izof8e/y2jjY8Hy9Zs7cDkU8pTlGJgjmBBUa4/E1xUZYOsgEm2W0Ts6MpmlFCNHIrD7lmw89X0D+j6cxrarVbjmVp6bsPVtN/4/X5yEXA785DkHlD/Iwc3r5HEYCcX7q1G8vxrDjuwN68PsTC/IGK4Zez8K8jaW5mtqYYh2w3cPQq+pDdbrs+qQR7jNrydUlQzBbwRP541AICmwqsYQFGCJQkqArRFKgwH2w0SqlDUOKOcIs8sYsyalANOrjdhZ9AlMzQ8hV1NJTQAAYLN3YdrZj5xcQ9RqowCVVkAtpSR2X/ZeC0Z+LSSzLP1MCzL2ri/Nz+5bsnH7bfQnderYYjBQWS4HPjy+tGkE2HpierQNc5NWZOXTKUiyc2owMngEASGWo6vaqC4Gkacox4D9bFwXX/GCpp7ObKFaA0diIuBqt+DSi6HJHBKBlABbI9RNfKLLhYANbI36aE2pAZMfEbsMfyzYzLBATVOQv/n51wBeiOnVRvjSaLWUzd6FcwM/BQcOg1MfYlvtgzEJsYBainRYdzJeb+5+67oLsFDYfU0mfvKcIyjE9lwtzTwSCw6/7cLZ4/PYcbUSxpuy43beeGN2yIKe488jkIKk4erHUKjlqcXy9U0wbXsE9gkrcnRVG777AohA/OVR5KoqRIuvjYam3hzUMGwuJtTYyRzWiqQSYJxP0L9SJhdRw/DpCkRvPAa9sSjuxX+optEMTaOZj+fw0XXRwCfjMNdngWu4B+oyI2pua4Zj1MrzIVaaMd1jQU8rv6oZv3gI3HXNPJEvIOKWYXXvMiINumyZiTtiY7CI2BzOEz4uBwBtoIE4/ozqE2PcmbIPAUHWBJ4pPK+UH+QrCrqPJJUUw55E2cfU5UZMnWOShpL2BCbt+dIibVdxZAiCZUpO8xHKmJdJpjY59c4s+j6cQvWePDTcVIScNBfVNu/6HHz5u7no/NCOhj06FNygwQW/5E3nwpv+P3xnDheOu2G+WoOrbs0SpU858rYT//W/eiGTAz97zo4H/6McDTcVAQBsDCnk6DydXmVyXkOVXQvCvXuWmHQ2y6yNlfjNvnLWVus/lX2cntRmp3spEtycii0o8JcDpyfHsTyd7RND8bRMdEoU2yg1Lplvh7DH5mdtRV7GTv4UgVMR9mSPgp46PUr6XJ4M0k7NdIkdxyHSjwiVdFE0B5GmaUk6KFDvJ1LorBREvSUOVtYYMHe4lW/l84roueKNpBJglyvm+iwY+A2v/po8z7N3l11zb7CedV6w26yCAEtC5OqqMTR2DAG1UXb22l1sdQYmaWi9GUsJ4F4j0fvBCH7zZ6fAyTkc/1EfHvyP3bjmY2JG4R238Pm3Ok/YoZCtYPct2ZLn/fCdOTzz+ABkcuDXz0/ga9+vRtPNeqpN14lZigi4/+RUUIBtBsz1WjDf1wNtsQHaYgNs7cLigkwDNHWJVy3m6vgxMDvdi+zcGuh1iSN/jha2mU7MOPqRo62KWkNwpUPdZEbODbdg5oN3AY7DTOs7UJRVpLwQL2ewQZ+OUSuyKoVtN+u8sBnzgMWCgtwGbKt/CDP2PmTlGSJmy40WpGplPTBychycnIPP4wMn59B/ciqkADv77jT+44kuyOTA718Avvr9GkkhZvG75AeEk+WEUyTA6vZm4w8/HAm2q7oqL963t2rM9QoLMlt7Kwy3NKNuf7OQebvUBLi9RHZjDqO+ALMFnxF5S9PnNlSdaJvrwvn+nyLgHbnN+Fnk+7NATEx1YNqVPOlU1hve5WWRGjElwAB+Lx/I1iDVLgLVCV0XgTGDVFVG2s57w5+LpV+h1F8VRkyeFwSUutwAgkAcWqMZNemCWlFbag46YHuZHTqXyagQKQobhuKJ6b+MVCFKUTqFrPdhcqI9uIImP2zRvcs5ZGVtRRa2wpsuo5gKPEz/V4iyiGkgQkgEee9ehlZ9ZYE+mUMmOFZ4vXTb+RX6Ic8u8fFdMnMtfC938bFUHh/6+zx47dccKq4XjP5K+TLe/MkQwPGChpNzePtQGpb2GEWqyUBZvl0D7/OT4OQcvB4fuK11OOGgHQkWd2fi5v9XiEtnLqFoZxGWdtXiIztfN7dIx5/NLdJOI455Wh057xLKvgVav8UyyoRKGu3o5nM+aYv4lEDOEXpBNtnzITJVedCVGqCr4Meuj5NhZq5XaCf0AOBkmFoYRFb2NkxdaoN9worsXAPyCvkxJaKdkqBWkzISsaptUm05OT2CICEvgOG589DV78DUeDvaO18GOF7QNlzNU2R5MmSYHmmD3dYDnd6IrGpBQ0KqEwHxN0uO64gUT1J0dmyGeBEtGPEHdu6KRBclAXZeZEl8VVWGmEwqsSC5BNhlCl2NGZV3t8A5zKejyCoXqwezKs3Crmy9oiZjwOREOyzn+Xie4aEjMG97JKlXp3MnuuC60A/1lipobwidnbdwXw32/dNt6P3VRYwdHsClo0MYOzyIm//fzUEh1vfBMAZaR4LH+Dw+lO0ukLy28cYSfOJb12Lg5CTKdhfAcEMplkNMABXXVwSv49igMeHotmDYn/Np2teKyrtboGHskXMDfGoVW0crjDc1B51wdIVGXOo6RAsx/++svBpqhzbSfximnQeCQizRyM6pwfDQkWB5aqIDU+PtmJ2ygmKan+ApsqZH2tB1mLdTX+o6BGNaM3JCfMdXAtSNZhR/judnVPvzIqbiwDYAAYYNpSHxDBu6GrMQlBtqtvJjbsAC57AVWn+Q82bB7DQdzzM705u0AmzuRBcG/n8/BWQcJt/4EMqM+5B3TWgVSMl1VbCdGaVSlFw6cykoWEZPCWpGcEDN9SUw3FAasQ/GG0tQdX1ZXO8rEXAP0Lst57AVJdffi8q7W+Du78Hi3BTsQx2CenxcSBGUU2pC3XW8ajHbzyUYcLXPK2hCr+UNSljMTlvXTYDlFzQht6AB0xOd/B84DnNTVmTnGTDadzjYL10B32+7jTEDjFslBdhcnwXOUSs0JQZo6zcmpiyRCPAzythdYZyR4kIMA1cbz7BhP3IY4y8chKt943nH5gYs6P39Qdg6DsP67sG4p6lYC7JzaxAQXoAvOCElI1wX+gEZx3uwyTjYzw9KttfvLKFSlBTtFJwpSnYXBm1k8AGmTySGEy5RcFnaMPX663BZ2kLWqyppzsNAcLmuxoyya+5FfsMeOmUQk1okp9SEyh33ILfEhNwSE6q33hOME8vKN1BpSbJz19f2W1y2h//hv35WHq/GbNp9ACU1+4PqQwDQ6Y2S90lirs+C/rcOYvLCYfS/dRD23s3zHScbkmoHxnnFdpvoDgzzW6LtQg/t+bfQY4WWdRCIhS6KAckMJPb0DU2nxLojz01YoTXSfRI9H8qGx0XfViKFC0DblwBAnbMNdbo02G1WyLg0TLr7sTQv5w32LAiFO+tSzFJjeQiPaU966OcSqv8AqDQVskXmvAyN0LJPuJDMWAd4PwwKMZ+xDrY5wfV8Jl2wMWWkrQCmfFT/tQ7OjwaRtb0cDnMt2qb5+jSzHvV/lwv7R0PQbS3HrNmA01P+/kUYMD7ifa0wdjm2vERQQC0u0581GzKwssg8dKIsmxfO67a0wXbQT5PWeghFjzZDV0PvFrS1ZpTdz3t/akoM0BrMwdfgyeCgqduCyvQWuAf5lEGaKt4Gxr7nFQVru/VBk70FRnUzHGNW6AoNUJeZsACAYwYNZQNbg61laqw9aMPKLTVBo9+KOo3gfKKu5K+vztkClXwrACEWUZNrRo2iOUgBpzGYEWBoZO/VwVKijVqhqfNTbklkkw9ZlqK6Yw8lxlOkzPQUVV+EOVP0zENRVqVsYOsHV7sFy9OTNJtyzcZ7/qnLaGcPTcnG94lEwLW/65DfFtB9CHX7HgstxDYALksbFnp6oDAaobgqvIebalcj9E8+jIWOPigaq6G5KnIga9beOmTtrUO6XDyL5F5Ti9xrAufYbKGn4bHQzfDu9VpFAgzghZi21gz5YoiTgCf2XW1G4pxyE8XckShMj7ah68jzQRtW3X7ehhXot93WA68MkmrB7EozsisjBxizNkJV2eb6jpMJKQHGwNVuwaUf+hOxAVDVN0J31R7eBpbYsKKIyKo2o/KuFriGhASYm20+tI8zeaAmrJtCgLksbbA9dxAAYG89hPyMA1BtC98v1a5GqHYFhNwm9JpZByhqjbB/cGhTLeKkMD3SBkfAVT9GoWe3hYi1LDdhZrgtuCDDxUMw3rB25wzWaUtj3Dy27LXA2WGB/fSHAADdrr0JZeAI4LIVYCShZCwOGCwVSnpe3qZKkZJVbUZ2xcYLhHBgPct0BZtj0nOcOEGVnUdPSgqwFACV2YSiR/kM48rAd5QYZ7I1Y3pE2EGNdR9C/b7HYhJiOr0BY93EuPXHWsbqnBH19QinrU22Bl0VnB0WjL18MFh2XWxD8UMt0NYldu5MLgHm9XsG9lmhrDaGlfDOzgv8w+RkmDvaiuKHmqEJcBRG0Cmrqg2YO0KT84bTLUvp20V6Y0a37Q1fBTYjimS8WQy7woj2ASl9uk9so6D7xP+v1plRoxRi1tSVZixKxK6IU8XQZdJ+IIqfYZ8Tex3CA0qUpsLDQU7Ye7xEWzZmbFGexpQJmwujMuRkPrhPd2ChoxeKxhqoWVUl0clY/LNEZgbmfnwrMuI3c+YV+n5YeigZEeslY+oC6kEAwDI9LtgxzlImUf1jYq5YxidJyiSp2Cd/R2Y6eilBM23vhdK8JWqbmCpnC6o1zUHPQFWVGYscoKw2AheJXWi1AUs6TjLtD0DbuKXq2PpIcWCS9qgIcarkseLw1/D0eyKzG/EHZ6cF8709WJ6eEnVnvtcqjJ0EIakEmKurHeM/ewngZJg9Fp7peL6PIZTstwoCLALUjWYUP8zHMKiq107OeyWCilnbJMgoKoK7Q/Ck0+7dk5DruE93wPZvP+K9F986Cv1TD0O9a+MJai93aEoMmLiwNvtwVpUZWVVm0d+qP84LNnWpX22fAgBeeI29/FyIYHQeqqrEa1+SSoAt9PfRgikM07Gy2oDZY0TOnBgfZCCGIYXLA85OC2b/8K7gjn3TLVCbE6M+XOjopVzwF9r7UgJsHZBVZUb17cIOihVEaz13VpU4seyVDja5prpOGOdZO/w2sAT7DSSVAFNW1mDu5NGIFCXa+i3gHmyBu9+f4oR4kBzzROP5fCW36DI64SLp/s66knOsyiGSCmUV/QsF6rwiNQ3TllXJeUP/DlWWeuhSKkUp1UsocF5eeE2//zsiIFYG39KySFVGMtf72EByUZ+IehndqcyqOsB7lM9o7fUio9IIzxyh+5SkNWPKMWQ/Jt8Hx2ZRZkIeZCvh61mCfPZcku+ODYkgD2VnmghjmA35iAaqLVug2sJ7SQZc2Nf0gUuRxEdwd6c8ySMJPrJtLDR4EucJWU2q7mM4bbjzqCqN1EZBJLSI7CEpKikA6tomlBCCScrLRdNgDtZvsPMgAF54jbxCJFz8dOINnFc6nJ0WjP7kOSDAEMJxQbtmoqDaakLB449hocsKRZ0Bym2bl40kwDSjqk4800wKlx80DWaUfDa6+ThRSCoBBtCCydlpgbuvByoJh47NAnc/k3BxwJoQAebotsA12AN1hTHhBtTNDuqZg0NGcQnybr4N6kZzQhc1qq0mqLbyKkrfplg+ieFqs2D8+YOATAb7oVYUPdqcEmIpSMLZKWiQAvMtOR9vBJJWq+vstGD0x89h9sRhjP74OTg7E0vH4uqwYOLN1+HqWN11VFU01YyqMv67AEe3BUO/fA7Tpw9j6JfPwdF9ZVPUUM8cvqDwSsEfLuJXc4KTwX7yQ0z+avXj+0qGo9uCS+++dll/bwFtxuyJwxj9iTDfOjstsL31WsLn33BIrh2YD0F9oJsxILr7rEIuqLXwR4Y41tVhwdhLhFv+w80hV/GUfY0xgqnZ7XatcLzI3TVSn8Is6l1DYmJVdQyrI/K0YlflCH2S0PnHYgMT2RKkXIwjvGdNvfDMlTUGnq4nYO9hU5mQ9gE2LY7IvkEaO1ljlERbFkSV29KGhe4eKGqNUEXjYCJlF5WwTwbKqmoD7IcE+4W7g2eMnzsS3rtXqv8huiSyiYXtLyLbZ6OBo4tP66KqNAa1G/G0vYTqo6PLgpFX/Wz8p1pRer/fNBCLXSuGe4/HcwqJCOcVaZD6rQDAq+g5GWaPt6LksyHGTYKppJJ2Byba0STQZdPdS7vlu/usqzqPpt4M/e33JizpIkusqqrYuCBie48FY394DfaejV2VBp/5JlYxuy1tsP3gIOyHjsD2g4NwhyHOjSfUTWYUPdqMrH37oW5oEnn3JhscXRaM/Pw5zJw6jJGfPwdHV3zGnaPbgvF3wu+uWDZ+92DyPbtoEGq+DSfU1hNJtQNzdbdjYWQwqIMldzQAYHvrNb4uzmoiVQ2ToC2BTgBrgbbWjNL7W+AetEJVYdgwJxF7jwVDr/tXpWdawd3TAp1h8wqQjcZCd4+gzpPJsNBtjW4Xtkaom8xQN5nhtljg6myngnU3G9jdFVsOJUiiGf+BZJyqSrHNmMp1dpLYXRFQVRoxc7JVctHo7CJsR5vMcct5MTo/gnAOG7PHW9dlExEOnM/HOmlvPtjtdmRlZfEF/8Mit6tBb7NA3YP0VpbadjM6hWjdVl0dFnFws4QaR5SdWcK1PCYVG0S3QB8aJxVDJBWilKv82HuvYfrs4eBkkrfjOhTfcG/Yc9EnYi4roUL0pdETELuzJZkhRC74acw4iEFVKTWeJNuy8NcFdmABIab/QnNkAbZGFSJV9hDju5KeyEK1DVe3FlYYqecU2F0Fvu/ca2/F9NF3guXS+1sAgGoTEDZS3wopoODzouz+FkqIjb/zGqZPCeNYbWxERnYepaIM9E+0aOSIvv+M6NcDLWINzAapEJ0XmXkzlAow0jk6LWIvxBCMPp7FBfT8819ibm4OOp0uTneQZDswgKO2q4EHFmorSxnriVG8Wn10YLUqBepbYc0oUjYjtm1E6pzwfZCthVhN4ryRJiuyXlNqxPQZghWhNDwdl6gLMcRJiVbID7SEX+FGMoZIxfxIpZ6IJLCiuB/VFhP0X2jGQo8VCqMBqi0m0blE3WevS3WJjXWMYKySASqTGSqTGZyH9ZyMPg4spni/CGOexDyzu3JZO2iV54AVhbfeC86f1kVVYeDjLCOMuZCewUR8pqrCiGlid+XqboOLk2GG2Y1p68xhd3uineGAVdKEkIg4sHDe2qHuP9QcJ/VuNI0pL8QY4Au5XVVV0/rZzagCuZKgM5hRcXcL8rZfh4q7W4RM03FGqMkhWaHaYkLuffcEhdeVDtL2JEqaaWgM6dGrrTWj8JZ7ow4fiWQz1taaUfapFuTuvg4ao2lVti7RNRLgfSwFKW/t4LwJJO28mVQ7sKJPPYyFkSFR0JymwUwFOMfieZdC7LD3+GPNyo3QhUkFoTOYBbtXgpTUqkp6hbzek0MKiQG7sy67vyWYNFNVaYC21gxlSQVmz59Y09gKCKig+i+E4AuQGTu6LXD2tMXsIKWtM6P0AaHv620Do7y1AcydObGpHZpiRVIJMHVtE3Rbdoas22zMG5cr7D0WDL0mOGiU39sSVoglGmQ2YFWlAeoNNpAHE2ZG6wqfQkiE2lkX3ireWTm7eYHi7GmDxmhC9va9ogzlkUCx7UdoR461WASRps4cdXvKqSIO3sqqaiPvaOGH62IbnJ0WaBrMolCkcNyymxlJJcDAIaSel9UbU1x1geNC/Q5x7FpyXFA2gIhGC/6/4IAlY1eiMLqHvQzbVoLfUNK2JmrL/2G+lx30PcgtMUnzKMbAKSdKu0E6X4Rw8NAazcFJS2TykOBRZPknA04d02/+FvOdHVA2NSLnrjtC9hFysQ3M/VEbJp57nmehbz2E/D/1J8yUtIFJO4BQ/QuRQiTsaVn+Qjb1DcuVSHAjykS5fWJ5mUzLEMb8cGXyWHUZvbPWlBjobM8+YN5K7yycPW1w9rTxKmvC4zWWOLBIc0F2hRnZFf5F8hJzrFRaoEhOQf5650ULRn/6HABg9kSYuKoYHIp8HKAymaBqMMHd6Q/N4GRwDfRAZTJBaTBQXoRKQw18gbEtwZsYKp0NVb+OCc6SS4BdZnBetGDkp35+xDBuupsNmlIDJj9aW9qKzYrpN3+LuXffBQAsjYwCADIrKzAf2FVJ2KcWughmCxmHxa7eDUmY6T7fhsXOXijqDEE6q41EwN09QG0W8BpVl4enOtMazSi/twXuYStUZYaQIRjqciOmzrbSf+RkcA1bkzZkY/YcnXQ1Xuq+zMIivwCjuUDVjWYUf86fOqomOVNHpQTYBmK1sSsbiaxqM6ruaIZzxJ+24jLKjzTf2UGVnWfOYe7tdwGZDI73D6Hgi81hhZiizgDHe4eCqVQy62rWo8sU3OfbMPndF/j+vncIBY8/tqFCjHR/nznZirxrbsXUMd79ffpUK8rvawkrxHRGs6CajmoXxU/OXFo6xj54DeoyY1CQ2XstcA71QFNulHQoslstcA33UMeuK2LY7EYLV4cFMx8IqYRybriFElTB1FGJYvhIMJJKgPk4YrdKusZHuUUPWcdeROpFsiqSWNJfMHBetGBpeoryUFKX8+7mMjalBVMm62UrrHqIOdYbXR0gqAlD1ZH3ps8xQZ/jnxjnfP5jiaYRVDFeQk0oUu2lMw8xXWgrYnhiqYpE1/ERv5m6DEbdkuGDwtwQ3HkBgFyjhGeGC+6qFvq7oby6HhwRQxbIyKzeXwtO+TAWLvZC0VgN9e5aAEuQScREyFhVtwR8zENl6a68Pg5Lfd1+ASr0V7WvjsrWDAA+JpUMtyKD+6M2LHRZoayh7XdktmYAkIEcI8x5mNuZZ9y0Wfd3d781qJITjU1CdSlj6uBlVNngoMwrga6sAeMneQE5dbYVhluaAQAD7/I0cFPn+L8FrklidtCCwUC7s62oubVZlFOMyrLMqqAlVN++NLYtQrbN3rYXrm6BhSV7217RnCJWVUqEdMjAs2MQz9zrWRb1JyIihfF4mTmIiv8I3bd4Icnc6C8PODt51aGrh1/xawyNKPuUsBpdDQ3TXL8FI0dex9zA6il0ZobaMHjydcwMJZ7KaDMi5547oLv9ZqSXl0J7x03Q3XVLMDElvD5kNkjvqlS7GpH3yJ1Q796YBJaKpmqqv4rG6HaB7o/aMPH95+F4P75UVuoKxv29inZ/15StXv2sLTYI54IPxTtug29lmZqsHZescIxZRX8LBbadcyyxIRksAXBA1Zq771bk7L0hdMDzKqCsMVDPXFlz+aj8gSTbgSUKrnY+L5LSYIDalHjVARtAmJGTHxRejm4LhgNefqdbUf6JlojZZef6Leh7i189TlxoRc1tzciqjO0+Zocs6HmfP8d45yHU3tCMnLKNt6GsN3LuuQPZn/x4sJz/xAEsdluR2VAD1fbNm9sLANS7G6F/6nOYb+uHorEGqp3RCVLafidNZeXqsMDdy9tMtIYtkufV1ppR/skWuAatUJcaoDOaoSyugHuYVz+vJT4wq9KMmo81wzFmhbbIgGz/eLe1CfZZbZGfYq5d/DdRX4sNVDtNceIm+kDWiIAqVcQsEifhBfg5Lx9pxnyvf367zFLmXPECzNVuwfgL/MRtP9yKwgPNCRdiqiojzSFGxJSI7GJD1ogCzDnCrDJHrTELMPsl+hz2cWtYATYz3Ab7eA90hcbLSsgF1GiZjTVBBwzVNhNUuzZmR7UaqHc3wueVYaG9FwCiEmKC/Y4XYora0JO3q82C8Rf9WRmOtIKLgnoo4KYeUIMHbFusmnw1yKo0I6tSoIvKrjTDcEszHJf8Qs2vKgz1NxbZFWbU3NoM55gVmmK+XaLCcVyDEVSrEdg6YkWQRShJ7VxSSC4BxvmCinZJ7jpWTxwi1YerzYKFHiuWpyap1ed8nzW84Zs17rB2IuK6rE6f/Bo09TTpblaVGfB/0OoyI6ZPsS7E9KckXyJ/+5CVZ8CETzgmJ8eADCd/jGyZsCUw9jKynK+uhs3XikDW4nxVFRRTwiwTmCQmbe3oPvtDABzGLx6CadsjyNc38WqrwK3KGHuNyM4l1HvS6baeTIlnzJzXm043FdkAiOuyNi+vgn557nYLJv/rh4CMg+MPh6B/8uGg4ErPoGfb9HTh5Wak0XUZafSLT2e4vdLlQj1rH5MxU6aXuCEvM/aWPfRDXfKXZ453Y+LffsHfx++OoPKvHoByJ71zXFqiP3vl1fXIz3wEi529yDQYodjWCG/gwXPCoGZtWu4BK02czZr7iEchZ9zOZUvhxzTAjlumjh3HhL1MpW5EscEvtKf4DihD/A0QzxtFuiZA539Ws17xuE0j3gczc3qYsUiOTS8zxjUl9DeurW7E4viIsKAtNwjPLgabvcguJ2WLJn4HMnOH1UBF4kVlq8mYD7+dNFFpYJJLgMUJrjYLbAcF8lQAwurTsD46Yoo/jfh4dUYzKu9ugXPYCk2ZX82yJL0WzCk3wXhjMxzjVmTlG1a1K8orakLTrgOYm7IiK8+AvILQK/fZaWvQowngMDvTywuwTQpXuwXzvVZkNhgkg4sXO61B2xFkHBY6+jZ05zVxxIrpc8PI3l6Ogn3Rj0nH+QHqPlyWASh2Rn4/qh1NUO1oAhbDJ/FS1Bph/+CQMNFuAPv45QCdwYyKe1rgGrZCXcazCimLK+AaskJZtb5ZJNjM3IWPJV4DFU9ckQJsoYfW+SsbG5GelweFwQD1JmBQ0NWYY7YP5JSbkFNuWpNqJq+wCXmF/snOG1poZucaMDJwBPy6y4fsnPV3Fyfh6PbTWlUYodpCPzNXuwWX/CovHGmF/vPhWd4zGwxwvH2EcICoXo/uh8TEESvO//WvABmHoV+cxZZv3IO8a41RHavdVonx104F70Ntroxbv1RbTCg60BxcrWsSxHGZzJgdtMA5xgsmKdU/SbXmhaBqZXd2iQaVmVsmw4LVmhJgmx0Koz8brf/Faffs2RSCKxmQr2+CacejmJ2yIjunhtp9TdraMTttRXaeURCECYSj24KhVwWHl9IM3vjtvMjnX1qcmxRUXjIZFnrCOyeodjQh/0uPYvFiL5Tmqg3dfU2fG6Z2UbPnh6MWYDlX16Lyrx6AyzIAtbkSWXvrsLgcv75RWRkW4nfeywGzgxb0vuNfMLW1ovp2sSv+ZoPSQM+Fa9VAuTosmO+xQlltiHtexlBILgFGxIFJUbVIxUr4ZIBqqwn6z/vTV9TyqqWwSjoyzILl84lBsStFpSOK82JUhmnMREHaxNIWGFvCojdsWbZI22dkK3RbjihzTB3JZVSKSpTm+lf2E24AwLi9G229PwHAYWTgCLbVPgh9TgMAwJtOvxBvpqCmWlHQKivOy8QsEcF2bA4v1hgeyAg78oqQ44g/Kf9xZtbXwBeIM8tkbFOqZWTtqwX21UKhXAI5O2sVAo/R9LFuOC70I3d7GQr2GaDNoF+OKo025miYcgaxRU5nDKUBm5jmOiWGfuEDJ+fg8/iwc58SZdljVNt5Twb9LFaEsv52PXC73l+ahX1RgamjPZg9P4TsbeXQ7aSFuEueGfw9d7YdCx29fi/GpqCGPQBuWXhfbBwbx3wPMkJwsnbctHl23Iavly/RnZCx5WWiLIpJCq9+93GsrZaxsWbImbIwNllbrSeDC0lMkK83YSUTNES5ZIgqdu6K5EkikZaJtYmBnAf9bZXbiLnQaIDSbIIXPmlqODYg019Pajxmj7Wi+OFmaI3SnqprRXIJsDhCZTbxq/HL0DNnIzDj7ENArQhwmLH3BwXYajE92oaZmV7oigzILg9NJzR9upWyybAhCqoGXj2c0VSzZlaK6WPd6Pq7V4OqvW3fuBvam0rXdM5QMN5Ygk9861oMnpxA+W49DDeWYJF1GIoBU0d70P63rwEyDqO/PI2q/286svbWidq5TnVi4t9f5h1Afn8EBf/nESgbEjsBrRWTkx2YnbIiJ6saBXnR75onpjsxbe/jj8uNz25bpzfgUrdgI9QWGjAz1Ia5SSu0xYaYPYPXC8G5cI2Yt9KezO4+a0qApZAcyNFUY9B2AgEhlqOrWtP5pkfbcPHo8wAng62jFcabmkWuxTqjGeWfaIF7yApVuQEqf/3MCcLDa88eqJvM8KjXzjBqPz9IqfZmzg8DCRBgAC/Eam6Iz7lnzw9R/XZeGAgpwNyWPtqRpbN3UwuwyckOXLjwIgAOQ6NHsbXxcyiIYtE0Md2J8xdf5o8bO4atDQ/FRYjllppQt+8x2Ces0JTwKt9AbOWEpRU1H4s9PjOZoDQYMHeEWFCuQ36x5BJgJBu91NaZUW1Iqhsj7MAoiiR2DgyvCRBDwsWYpcqRMTYLuUilSKgQ3fTBbFk+L5yMW6B1ldwird7illdgc1kxtTCEvIxS6FXEABTpkui7LZYXQ66/B1MLw8hVV0KPMmDGCZuzB9OL/r/p+EnTqxLUXRzrC8/xQ9Ix1hN06Qcng3PUKkqVwXmBrBozsvzOBEscoG4wo+SzfG64jMYaqEx8PI+PoaiSZdLPiVcb8shW0mrBfKWT7/eeAlx6VVDt1V2dDYNmkmqbm+aiyllyN1VWyQR1ZIYo1oKGhxisC8xzcngVVHluRRX8PbGkpepm9+Zh9Jc+cDIOPq8PRbuLkaOaD9YHaKqyd5Rj7s1jQSGmMlcBjNrWRzLxR/DxpsY44ybPqr7TXIxK1y2MVdk8PW5lC/yYnhu7CA4cfPCBA4e58S4Ue2ihz3nEC5fZSea4S10o9pYB6fR06Mugyx6l8A7kjOp7RcmXC7MbUZjdiBWlDP3n3qDjvYatyCsSa31I1SVLjyYqM8+Y0uaxE5DEPCgKPWJAvWXRIwzdCZXJjMIDvDoySA4cmH42E5XUd7/7XVRXV0OhUGDXrl04dOiQZPuXXnoJ27Ztg0qlQnFxMZqbmzE1NbWqDq8H3BfaMP3L1+G+cGVRKtlcVpyxvY5B+1mcmfwVbO7Y6HT0KgMac2+AXsOvPm3OHpwdexWD06dwdujnsNm7oj5Xdp6BNwD4JwCdPvrVnKbeDP3t98bdm6p4fzX2PPNxND3QiFv/5SZUXF8R1/MnCiXXVWHfP90G46fN2PdPtyH/2tDPMmtvHQqf+hyyPn4NCp/63IZRYkWLXE1VUAj54EOuOjqPyzxlOX2cqjwh/dPpaRonbWH8diTOTgtsv30NrvbVU8clAuomMwruunfdmO1j3oG98sor+MpXvoLvfve72LdvH/7rv/4Ld9xxB9rb21FRIf6gDx8+jEcffRT/9m//hrvvvhsjIyN4/PHH8YUvfAGvvvpqXG4innBfaMPE/xwMMpBzXwjPQH65YWphiFqZTi0OU7sw23wvphaHkZdZRu/OwmB6fpA637R7MLgLIzEx2YHZ2V5kZ9cgW82rrPIKm9C0+wCmHX3Q6Q3IKTVhSXTk+qN4fzXybinc6G7EjJLrqlByXRUAYGI+fDv17kaR4HKfa8fiRSsy6w3QJNimEQv0WXXYXvUAZux9/A5fWwusSO9qAUCvNmJn0Sd4bYGqHHpNbUzXnZjuwLRrADnZNcgPEy8JALklJtRf+xhmZ3qhLTQgpzw+84iz04LRH/sdlY63ouiR5suOIipaxLwD+9d//Vd8/vOfxxe+8AU0NjbiW9/6FsrLy/G9730vZPvjx4+jqqoKX/7yl1FdXY39+/fjT/7kT3Dq1Kk1dz4RWOjuoeMiehJL6hlPTNna0W39DSamOiI3DoE8Bb0yzcssC9bZ5ntxZurXGHSex5mpX8M23xvxfLnKCmalK17gTEx24ILlRxgaPoYLlh9harxd6E9hEyp33IOc0itjAbFRmDvRhdEf/B5zJ8Q7ZPe5dkx+5wU43juCye+8EDei33hBn1WHhqJbeeEVy3FqIxr0N69KeH3U+TKGh47iwoUXMTkh/a3llphQsfueuAkvAOJMyr3JM0fFGzHtwJaWlnD69Gl87Wtfo/5+22234ejRoyGPufbaa/FXf/VXePPNN3HHHXfAZrPh5z//Oe66666w11lcXMTiomArsNvt4kZSul+RLlj4KcrWzEBRZ4DjfYEXLrPWELSTidKnSIHNUho+q4aIkkpkE2Pc7Em34oCb/ORkB9oCBu2Ro0E3dplb2Ldw84v0ieZpW0+BtxA7tLdhenkMubJCFCwXwDfHP/vJ+V56d2bvRf5SvnDuNGEocZm8jasQJdiZcyemPJeQpyiHPq0CcC9Qq6bZaStI78U5Ww9liJcRqUBEmYYjuhgTDeR0YzlD+aRIFx6yLpN+LnmZtB2rRDEb/K1Pp8dmQRpdzpbRx6oJG5iCjZ9g4CEGsttL+2LPelVUeUqmCf5m3fNZLBE0VGOH+zDw/3sLkHGYfONDlPyFHJqrhOe/2N1DO3ZYBao1kTe4yAYWnsZM5Da/wNhuSRuYix63onG8IJR9zA7M52XztBCdljMhHOmMPVZBhyrIV7yYnegJfgcAh7nJHhRqasUu+QTtGUlBBQAyZtYlnw1LOxVqjKuqaS7VIMO8VLZmsL4A9IndH7VhodsfVsR46/oi2TojXDeRiGkHNjk5CY/Hg8JCWoVSWFiIS5cuhTzm2muvxUsvvYTPfOYzyMjIQFFREbKzs/Gf//mfYa/zzDPPICsrK/ivvDwxOupQUG0xoeCPH4P2hn0o+OPHkkZ9ODPTC9aNfTXQZ1ahQXMN9On0bilXXkztpnLkRdGdT1GNxrwboVeHVjnm6qqDfd4MzB5XGibPjFICyt3WT9VnNhjoFC3GK5s+KmB3E7xt15+xRdNgRsmDLci++rq4qA/dH7Vh4r+fh+ODI5j47+fh/ih+u+ygra67PXLjVWBVXogcu9rw+UR/C6C9vR1f/vKX8Td/8ze4/fbbMTY2hj//8z/H448/jmeffTbkMU8//TSefPLJYNlut6+7EAsKrkRRUscZOTk1GB4WKJ7W6sYegG15ENMrY8iRF2G78hbMeC4hR14EfXoFX+cZQ668GIVpqxM8BbkN2Fb/EGbsfcjRVSN7E/MqhsKF9ybRfWIGtXtzsOXm/MgHbDLk7yxB788+EjwPTVVUvWpHE/K//ChP9NtQA5UhORZ0iYJeV4ftlQ9gemkIObpqFOSuLdZxtdA0mKFpMMOTsfYJaqE7RDqdOGTydrVbcOnHB/kt2vHETKQxCbD8/HzI5XLRbstms4l2ZQE888wz2LdvH/78z/8cALB161ao1Wpcd911+Id/+AcUFxeLjsnMzERmJhu+ngIATI+0wTnSjew8A/KKhMk+P78RW7Y8gjlbD3J0VWsOIgZ44XXW/Q44cBhAG7Yrb0G9Yk+w7tz8u+DAYRDt2CGXQ5+xOt69gtyG4EQQR9ajhKPrD2P46f+5AJkceP+Hw/jid7bg5tsyIh+4iVC8vxp1f3cf7B8NQbe1HDCLx02Q6BcAQmjzrzTodXXI11w+ThOKWgMcf4icTidWzPeSxN+JQUwCLCMjA7t27cLbb7+N++67L/j3t99+G/fee2/IY9xuN9LS6MvI/bpnX5xuTKTrjUUHK8oFsNbeRAlJiiq6yPnpcaZH29B15HmA4zDadxhNuw6gSC149RXkNKAo3b8TClBBkTaBZdrm4lthykuE+FhextTSMKXvn14aQYGPVx1OL48AZN3iMArgX4wwaU+4NDb3BEFZ5aFvVtJWGCsoOykTB8bYAORE2pMMxuiYyZRV/qCmkVM2yOSA1wPI5MDAyQnoPp5Htc1m4sDUhN1LEclWRRgt5Ex/PczAXZAJ9hsFE0iYyZTTmBQvBdcaUeDnWpx0SL8AyW9L4lAxlRrz3hkbGbccftxiib4f39JS2LY+D2tQJmyqcoa2jG4pqifjxKj+AZAx6W1ISjT2XsUTFnHcGsa7ZPoU9uREnWqbCQV/8hhtA5Poh9vShoXuHihqjZJsRsoaf2BzAhGzF+KTTz6JH/zgB3juuefQ0dGBP/uzP8Pg4CAef/xxALz679FHHw22v/vuu/HLX/4S3/ve99Db24sjR47gy1/+Mvbs2YOSkpL43UmSwNFlwfjbr8HeE3v8ht0WoGrxARyHuanYvY9s873omPkgOi9CeWHQ7gX4kCMTdtn8b8IWIE8+1/K1omZPblB4eT1Awx7dRndJhLb3bPjgX87C+sGIqG70UD/O//tRTB3r2YCeXZmYHmnD0IevY3Zw7fFbzk4LJn/9elxiwVRbTcj91D0RVYfuC22wPXsQ9sNHYHv2oKRXqrrJjNzrbl1z36QQsw3sM5/5DKampvD3f//3GBsbg9lsxptvvonKSl59NDY2hsHBwWD7xx57DA6HA9/+9rfx1FNPITs7GzfffDP+6Z/+KX53kSRwdFkw8jM+fmPG14rye1ugM0avitDpDRjrPhTcls+7pzAx1RGWA842exGzMz3IVVVAr6nlXeEnf8WrBJ3nsEN3O/SZVWGvp5eXY3vGDZjxjCNbVgi9vIyoK8M23IAZ7zhyZIW8h+EVhsabCvHl79ah80M7GvbosOOWXACOje5WEG3v2fD8l86Bk3M4+3I37v63fTD46alGD/Xj2Nd+x7Nz/PQCGr5+H/KuiY7xPoXVYXokoEGRwdbeCsPNzWEzREcCGQs2d4SPBVNuE87larNgoZfYJcUJocKMpLJy5996JxRlFXD1XMTcySNx60cAq3LieOKJJ/DEE0+ErHv++edFf/vSl76EL33pS6u5FA0fhK2t1Lab3bFTzMqxuWJLsTJLXdfZacF8Xw+U1cbgCxaxVQ9boas1i1xwRWobv0oup8yMuv3NmOw6jmlbB6YnOjFt68CWLY8gP98vxPy0NLaZTpzv/QkvrGZOYUf5/ZheGqEDiz2XUJhGTFqEai/QA316DfSoEVNJyWQoRA0KwassKXULqzJMk4ctswzgojKpI4hBNey8aIFztBsKg5FPlcMwaHuZsodQ+awwNN7LDO8OSevUeHMRGm/m1aoLPmDBR7tis2V5DDpq8roLPvqZSl0n0L+LJ+aCtFecnMPAySmUXVeFFa8M46fHgtRSkHGYOTcE3d66IK1UEMxz4lar7hKp+Zk/sBRvJL2SjKkUlYn3xYRLiIYMqd5m3egjXkcWto7NQk6rr/mCfYImu3WMW5FdaZakxQuHULFgqq38PONqs8AWSFL5wSEhDx6Vmj76l0e+Z6XRSIUZKQwG6XnRxzPjKCuNCRFgq6KSSkEarnYLxl5+DrPHD2Ps5efg7OS3+KpKI0UtoyqP3ViaW2qCQp0HMisy70LPx4JdHHwLtplOzDj6AdAsGKJA5YzEENFuNJwXLRj9yXO8muPgQbg2WfDteqF6T15QePk8PpTsEtS8+TtL4PPy/Ijw+qDbeuXtoNcbOj39/WuLVu8soaqmzxWMBUOIJJVRkDG4P2rD9C/eiOhCr9pigr6lGbrr9kPf0rzheRSTi8w3ScB73xCroz4rsqrN0NaZUfrpFrgHrNCUGGJSH5LIzjNgtO9wUIjl5NRQzNyD48dRVXwdwLBg6NMqsFN/L0/WqyinVIKXE4KrUyLLrOLajXF33kg03lSIh/5jNyzHnSjZVYjqG4T3HeB1nDo7ClmjETnXxMZIkUL0mB5pg93WA53eiLr9zZidsUJbZFi1+hAQYsFcgz3g0tMx32uFTw6oTWZxksoIsXuBODDIZHD84RAf/yphC1ObTRsuuAK44gSY+wLhQZOgIOWg901gdUSkFdDW8YJMvihxggjIK+J5AuemrMjVVCM/vxHd3b8BGcjs9S5jm/GzmJ3p5YWXrg5wL0CvNghBxQtr6MQmhqraiNkT4bPMus+1Y7mvC0pTNdS7L2/B1nhTIbKurQ9ZV7y/GsX7qzHm2nzOJ5cLpi61o+vUCwAnw6WuQ6jb34zyPaE9tkPB0WWBe6AHqkojtHW0wNM0mOFN8wWTSM4daUXhY81Qm8wofKwZ8318kspINrBExYGtB5JLgHk5cH6dPOWCL0pzwujt/Upal6UNE88JRL36LzRHNnBKuAKH0/1qGvnVkbvfClWVgc9jxTDRUrpuRpHrTQPmBixwjFqhLTEgT0/3UZYpQ3alGdmVZqS5vfAAyNIbqUDmrHwj8vIahazIAGSs3YGxTZFUOhxr82LLLAi7ly+Tts/4MunYKDKdikfBpKzIoB8GScPDZpgNlxJCU8+nVHGN9EBhMEDdZMaKn1LIfb4Nk999AZBxmHvzGPRPPgzVrkYsLAv9sC/SqUoUctptO12cXyKIZaaTLoYCiqSSSo9AJbVM2L3YdCqzHppKanJFSKFiY9KpTC6pqfLckpIqLywJ515eZh4yS98lNQwkqIu8omzHjA0ykxmLxPtgQy1ElyXHMUvmK5UGSC6DzW0NaiQKNMxiJoN+5l4inYpo3DL992TyNz8z20tpY+YmrVAzTg+kvY98Zo4eC0Ze9Tt9nWxF6adboDbTx7LangWrFeomM9RNZkEIhfAb8BG2TYXRKI4DI22fETIyi2yh5CNPcFhSUgkwV3c7FocHoaxe3e5poadHvNJI0FY4ECm/GswNWND7eyERnuyG5ohkoHmFTTDtPAD7eA+ys2PLTns5QlNvhmKX+JktXrTS3H4dfVDtCv2spo72YPb8EFb25AeZ3GPFmXdn0HHCjsa9Ouy8JWdV50ghMbC5rThje4N3dLKfxY40eczkvgAwMdWB6cF+ZOcakFdIM8lkFRgw1kNnaY4WrkHG6WvAKhJgrLZHURO7XS1AnxeMA9siHQe2mZBUAmz8Zz8COBlmj7Ui+8Zb4FtehrLGAJU5OkGhMBphb41/xHm84RgVeytFw2adV9iEQo04XUko2OxdmLb3IldZEczfdSUgs94Ax7uHBW6/xtBcdlNHe9D+t68BMg6jv/Thmn+8PWYhduG9SfzP/+qCTA787vlL+Mr36nDdx1SRD0xhXcCmD5p2D8XOTj/VgQttPwI4DiP9h2HaeYASYrklJhhvaIZj3BoUXsPHX4e22BAxO7O6wojp00SG40rxfKVuMqPokWbM91qDtq7JN16H0mCAalv0i3OKPi+JkGReiP4MveAw+/67mDt6GJdePBh1IJ/abIL+C34PmmjUhxsEbUniEuEBvPA6O/gzDM6ewdmxV2FzXjmBrKptJuQ/cQC6268Nqg9DYfb8UFDIcTIOE2dHY75W94kZiqmj40SKh2kzgfXKXU1iy9lZP4m2n1yAz65AI6ecT6kCAD0fHMRE22H0vn0QcwPS85bWyDt95Vx1HUo/3SKygQWgbjIj/494u9r4CwdhP3IY4y+sv/etq92CyV+9DlfH+iXZTKodGOAjdiYcpffVkBlAWYYewuCkbjRB3WgK3S7kJYl4FFadHiH+LMxp+DKhMvcyb0FrNKNK3gznqN9bscRMdZW+LhuPQp/Mm07QEWXydZPTNA3UlPcS8nO20/Q4IhsYc0Ps0oeIi/Gl0/YAbwZjHyDSsQdSsQtl+kGtZJJpKehLRkqLTvaZWybGQJMZKn/SRq/fJLUgF+xyMwDSGgyA9zTgj5VKazLikt/ZYcEj2EJml2l70kS6YH9SbPPC+8NhcHIOXo8Pyu01OO8WCH8jpT0h7WmLzM07PUx6FaIfs0v0Lq/vD8OYPT+E7G3lyLvWiLl52sbnmidskousLYp+yLKV8EFLohAywn7Jks6urDB2FC8zjjnhGfvSmT4w9idy3HIrzECViHfKk+/ANo0KM85+5GiqkFfQSH1n7Lj1EnYuj4Lvk7a4Fhg5GpyXNCVGLKtl8BDjNvDbPklrVuw2K7S1ZnpcM2NaU2/mbegIPb2Qc8G8lbGH9fD2MFebBQs9vHow6D0oopmSoLcS0YDx/7vaLJi3WqHyO6kFnUkOt6L4oRZoGszBthJm4zUhqQRY0acexsLIEGTp6Zg+9E7IGIjLBVnVZmRV+4VynJ0Fc7KqMTR6FEEaqDgx1wOAbe4in63Wn2Zixt6H7FxD0tnkdHvrUfGXD8BlGUDBrpJVsVRU31CGT3zrWgydmkD57gIYbyyByJsnwRg/3If2v/2NXxV6Gk1f/wTSdsSXiDYQtK8pMUJbm1wkt/rseuizeS/N1Zh9Ah7BM3O90BUYkFsSXqujKTbA1tZKCLv4zltKgwH2w4Q9zGDgg5oP+oOaD7XGLXbL1WbB+Au8wLIfboWqoUkUOrRaH4BYkFQCTF3bBN2WnQCAzIpyuPt46a+6QtNprxYFeY3Y2vg5zE73xo25HuCF17neVxCIRePB/97a+LmkFGK6vfXIUgoJLqeO9WDU0ou8HWUo3B85F5TxxhK/4NoYTJ0dppxW5j4aQl4cBZizkw/aByfDrK8VZZ9qSTohthZMXWrH7JQVumKjpPACgOxKM2pubYZ9gtesBBeocYK6yYzCA8183KPBAJXJjKnXX6cd16zWuAgwdrcXNO+ECB1KJJJKgJFQN5qhbgy/tU5BGgV5jSjURufwES2mHf0Ee30AfraQub6kE2Aspo71oPNvXwUn49D3s/PY/X/vgu4mcTqgzYS8HWXo+9n5oBDL2hrfvHrzDKWRe9B6xQiwqUvtaD/1Aq9+6zuM+msfi0qIhbNlsXB0W+Ac7oGqyghNlMcEXOgB/stTGJmgZkN8BAu729NdtQe6q/bwlFaVxnXZfQFJJsA4HwidKifwDRoMQWEGQNo1hYlhiCWdSkSbl5QkZbneyBgZJpM52ymp1OBsunI5E18jVwiNZUyMD5vCQkbE20SKvWHhk3PQoh6+iROgcgD5f6vLa7GQz9tayLTpHjYeSBQfFL4ukgsSqXeXLTFxSDL6WZCRXl7GHrPkj0myfTgWtIlBxqH/xCRkO+kPVZXOpDKR07FeGTLByiKLYBjwEi96yUv3d9HDcCOuCGX3IhF3Z96Bkr/Qwd3WD5WpCiumBsw7mRimBeLcS/S9c0usrYr/39VuwcJFK2TpGX7HKvAr70pDcHyS45q0CYWCj0ldIs+QBRkssnNrkFcsCAbZEmMDkxi3UnyNLO8m+y2R45Qte9I5THXTMV4zs73Q1G3h2xKvwMOeh0kZRz6nwGt2dFkw8kt/DNiHrSj9TAs09WYxV6IUN6WHD+fhArsyo3+e9CAESSQN6lwhbP+aRjO4R5v9AssAtd9Op6k383bSwDEhYtDiiaQSYCQo1cWxVhQ/3EwLsXWEq93Cv8gqQ0L6MNdngWukB+pSY9zVDvFEvr4Jph2PYnamF1l5/Epvbop3HyYnoGSFylyN2d8cD+5m1ObVJfBcb2iuaoDmqvgxjrjaLbjkt38EhVecMT3Shq7D/DUu+Q6h4eoDm24M6QqNGL9IxHitgduQhYj4u98adOaIFcFdWZx9zgPnjRCPn1AkrQATqS76rBsiwFztForKpfhz8RWkdqsFg2/ygnryfCsq72xBbunm+pBJ5OubkEtMNHmFTSLWhWSF5qoGlPzFg1jq7IXaXImsvXVIrhzS8QFl/yARUCFGqe6Sgt1Gft8c7BO9m06A5ZSZUHt9M+zjVmhK18ZtyEJVacTMSSIGrOryc1SLB5JLgHkR3JqqKo2YPUYG+RnBBWhvpDIcr2EuDaVCZI2ZAe+biNlRSTd60YWEn85RWlA7x/kULAF4GHUEw3oEjnBXljFe2yJ1C+l2HuOWn1Rrsu7tIhohYtQxWUJCqHFCH8efV7pPpJe6bFn6xXuJjLoev+u4+3wbFi9akdlUA9V2Pjg1rW4b0k28mmhuFnCk029PLpcuk5mguQgPmUxtwqZ/WVlhKLeI/nsZF3Uf4wqPlfBqQvY5cWx5BVBVGTBH2D/4CiLYNvAZEu+LYdQSq+8YNbqq0gh0CbsbZaURC1n8Pcqkxm0MG0J2nIrGLTsWifEWuLfALsSbxtFqaIkxzlKiUef1/9Y0mlH6QAtcg37NTr05tBZOiuqO3XGRzynUucIhjBu9UA6tZgaEeWRNmdUlkFwCjECA787db4WyxrBuRkMWqhoD5o4SxL3ESonMCbZaw7a6wojpU4SgLkutxNYDJGei493DyP/So0EhdqVD3WhG8cPNmO/pDe4M3P1WqMsNcdl9AUBWpRk1H2uGY8wKnT6+u5tkgabeLKnNcXZa4O7vgao6MaaLZEDSCjBACPJjVzSxImDDUtYYgh480SLwMbv7eGNmIKCatdFxn21ZlQ5bW2tG+b0tcA9boSrzp2DZQJ3zlQKWM3GxszfpBZj7XDsWO63IrDXGRDMUCupGM7TGLcGypsEMmYQ21W61wDXUA3W5ETpDdN9BVqUZWZVmyFLjXQRyfpk76jddmK48IZbUAiweYG1YRY80r0qIqRvN1NZZZKNbgxFWZzSvOndYCqsDy5mY2VCz0V1aE9zn2jH5nz/kd5RvH0H+EwfWLMSihaPbgqHX+cl26kwrKu5ticgDmCyY67fAOWKFqmJ9HaxC+gCkBNjmBucl9KtUym7+v8CWWlnDxCH4fHB2WDDf599lEdttkQ3LGl7QRNTjEjYLZTVjo6s2UDppqVOxnv5gdeaEvYBlI/JKpL9gbWCsoY7zRq+oFqWED/E+gm0lbA2RUqRI2dakqKScFwPqFX4seJknLmP19oStx7fkg9awBbJmv/txnQEqgwlwBPosnIu1w3mYlPaiQSOTqBPFS4T5DYhTWpBl5j3LVjgsne+jAlqXLH3Q1mzlj/WQ52G6z9pNJdJsiG1I/P/OYcaOOyr+xliXdcqOItUHRBi3bBXFhCUdliEab6TdWs6nOxl6y++NeaEV5Z8UgripcRvhe4BE23Ceg6L5pcoQ0t2d/kPoc4WExNiTsnmFPTZlA5OGs5NPIw9OhtnjAhcXADg7LBh7+aDgck94CqqqaRuWKk4R5JoGM4ofauGFZrVh1bsvR5d/Ig6R0C6F0HBepMdCyYMtUJli320EMs+uVUW9GaCoZTIxxCmgNRqoKo2Y+VCaVT0ZwaY7ca1jEHdwfunvgbKKN11ciYQOl40Ac/fTg4nk4prvo3dZpMu9utGM4s81B2mp4mkMpXKCrWJ0ObosGPkZkdDu/vCM1CkIcIdQ365GgCUT3B+1YaHLv1sMca8qswn6zzfzpK41hnVVN2nrzCi7vwWz506s2zXXA2y6E3XF+gpmTYMZmkYTnB0WTLz5uki7dCXgshFgqiojZo8T3oDETkpZbRCr8wiQtFQBuDosCRFqsUAUzBinGJvLHapqI2ZPXDkxNO7zbZj8/gt8pvH3DqHgjx8LmdtJZTZBZTYJ4SbrDGdPG69C7GlD+X3Jz5moNZpRfh/v6q6uNGzI/Uhpl9YCV4cF7l4rVDUGUQbpzYSkEmCcT9Dr+pj4B22dGaWf8bvVVxt47jC/blZbvwXcg0RdvVmkLybBe/gcFDx8CHVkLH2VRBQ6cmUNo3qpNsCXBjg6LXAP+NWKzEfDmgPIfrDsUOI+SqQRjzDn+aRsYBIxcRHj5WLoQwBkiIWqyv++GTuKiECCeBg+No5KZLMg7GX+n4HUEkojvbvxydiHHt098AeTv8OncV+y9PFjxMsvdJbae6GrETwERTYKiTieWFIEiSCRMsg1xNjBRqy0s5TETBQ5jdHqBLLovcYybv3HqsxmPqEuRw8xqe9BhDWsJ1jtEsUCH8HEGg6uDgvGXgo//4VLryJcKLZ7WAuSSoBFQtCtPoThM6DOi+Ylsh4+65UagEVgIp7vEyZi50ULRn7qVyueaJVMdHclQ1Nvjvs7C4ZbGOlwCza1ROFj6+vSrDT4CVs3cXohVaURMydC28FSdt7Vg3XmUMZB2+CWEoqbDJeVAIsXRINinVIDhIKmnmavZm197oGUWnE9IAq3OCCEW1CerIGUFesowNQmOo3GZrSDaOp5Zgn3AB8vGdAcbKSd19EdXpORLKCdxWroxL6rBOvYtpHzXyQklwDzIbg9JdUIoqSrUozyUVxGW28OqhxVVQbAB0y8+VrQJTseIHeCoj5JeFMra+iVrLLGQNHWiDyzGZdWZ2C1G0OKhpCIRS0odaxEW2enBe4+wRU+ZtWElCuwqE+EGo1N6ssBCz1MtttuK7RGfkevriRSS3h5m1sgqFfkqi3ZifD9j6Tao2IFWQZ5kQu+RJdieMYi1XcE9S+VAsl/HTfjyeceskLTRL/rSJm3V9NnZ5cFI7/gBef0qVaUPiA2E0iqt2O59zggwOqjqqLnIB8HwlmtBwAXdo6K9jlp6rdQHtTaerPkt7SRSC4Bto4IqBydnRaM/ph2yd7I7bSmIYR9J0o4uwj144f+j3Ydd2/Oi4xAkmob6rmvMhQhHpBS1VCerJt0B7RZoapiVIsxqsCcq1Q/htJkbFY1Gcvqw85Boswcq7DZs1irB/V6ISXAIoByyQYwd+bEhg/01Q6ukB/tOgkwKjbrRCtKPiv9kYVyhd9IARZJVRPcXcQ5ZcVa4ey0YL43ukXDRkBTLzhfhVuQhdMaiBZkMdiDVVXJE5sWktWHeJebxWa/Edhkn9vmg6raSLmsuS62wdlp2cAerR6qKmNwkK/3RxtKIEkh+NwlVubOTgtsb722bu9D02BGwR33xsXOsB4IrMxnTxzG6I+f27TjVlNvhv72e0MLL7/T0szJwxj56XNwdgn3EGpBFvU163ibXM6e63hNxAYujiJBGeFbYOs3s80q3kjtwCJA02CGus4EV1cb/4cQK6DVQFIfHZGySuI8EuXAR0sZ0sNcK646fS722CxNgxklhB2Sfd4s80rIHV0s9yBpv6Ef0mpDBmK6JoNIUQ20TZVvHXblLpHVN9J75yTGXpC+q8oYm2r7oqAGDB4XsJGFclryO1yshuGD3c0Fd3Q+rMmdPRIrWCzHsmBt8pRLuy9Evd9mlTC7nMT4EdVzIf4WR6QEWBTI2rWXF2CXQWCs6KNdr+uytrsoFgCUqpRBSBXjFaI2iRaiAP4EjNuA8OHSMzB9+B0hvOMz0e1qnBctGHmFCAthdkNSqj5tnRmlnyYWZBHUh5TH4wbYgNcCqW8hmvrLFSkBFgUi7QbijWCen6rNabdYLeL5kamqaeaVZF5UJAIB8uqc62+Bb3klIeOWFD68mp2L2WbJ7rBmz50IurYHFluk1kBTR2sNtHXmqO1eImabdbQBB0DmCLycvu2NwhUlwIQEcLEPnkSscERu4ohSNZZgOLr88TF+NUvcXO/jiNXs6K4UkPRC8HlR8mALAMD2W38oSJzsPbTw4Xjf+BgXFKwXoqurDS5yN+YXYvEYdxtNKpwIb8ErHcklwDgEdamSVC1sGgTOP3gotvrm2I3xEZTKsdi1QgqqejPcvWKPIi2TC4yTiMmQsolJpVt3dFvgGuyBLD0Dk8ffCapZ8q++lSoHOeykbD/xpJKSaCtaVEhc19l5QcgM0BiCkSUETVAQIcYT29bVZuGJcmsNUJtNovpwfZRELO+ZoINyDdIxa7PnTsDd0SaM/UcYvrwQKeCDZSZ1BhlXyAqf3H23wreyLOyUJM4buB+twYzS+1swP2DF0swknNYOYez3WvkcW2uhtyKQVWWGLMBdWGGAttoMEEk4I43FWMY4F6LtgpX+thesVuiMEdiBYoipFPdfeFDBdFLVhpDznqj/pF2U6YTIBMaMcXKeCZw3Ufa45BJga4DI1bTfuqHeZCLjtF/lInJ2WIdVoqPbgqFXCVUQJ6iCHL0dVD9dQ+uXMiJeILkt+ZVv7ElLpeBqs8B28CAgk8F+qBX6lmZKiEUL94U2LHT3QFFrDEnGGy2UBiKw2ucF4KPHWq81LrFqIhf4Ve6StHVm6GrNcHRbgoS/iWJ31xrNogXhemGtMW+rhYjwdzWL902KK0aAJYIzbC1g2fMDg5ml3NGwUfAJAJXXCLQqSFvTiEXbiDCplG8uWxNlLwzzUYZavMRTgC30WKlkkQtWa1CAuS2EUJIQau4LbbD9wC8EPzgE/ReaJdtLQd1EU0txPsDd0S6MtThyJQb4RwGseZxqa/m0K+4BK9Tl0bG7O3oEzYF3eQnqCuOGCahIiCbmLREQEf5u8OI9nkgqAebjiK2ohMqHZQD3cYC6ycSzJfQLKVJ8zHlCX5T8TZ9X5DpLnCySe7u2lhBUFQZoDWZgxV9HrhI9ITIpS2RZFmevDX0c30e+Uzq9AdM+QZjqd94C78oyNCUGZFWbocku57PolhiQVWQCHD6xCoVkaBe9D6b/RJnNaMyq66h6ps7ZbcHoK+FZUgLjQFlDe+MpDAY4uv3s8QaemNeXRrDRs1mi05jxRGZdlgEZW6qBQ608S73Xi4wt1fDoPHCfa8fkD14AZBzsHxxC/pcfhWpnY/BQUs00P9gVPB4yDvNDXVDsryMeBPPA2TKZIsULZF7diMyr+WtxKxwKFI9hoZtXcWY2mrBCDEgyvYpoPK0wY55oG4mVnPMKfIPqMppvUDRO/eXsMjOyy8x8P9zC/dDn5fs01+fPiAwO/C6Tw/TpVlR/vBlZVaEnaEk1oIxjymw9UZAap0w9eZyuxsx/60Dwe+ck5rKI2c2p+wkd7sGOf2WNIWSSViqFCingmHmPpe5j1cwhu5+giOOkEmBrhbrRHNeV91oRWL1K2aZWA3uvBc6hHmjKjWE/ZBJZ1WZU3dEM54g1KLTYevZvmwEh1bAhjOLqRjOKHmnmmeT9uw+KPf5AM1RbV6+yU20zIf+JA1i82IvMxhqotjcBABY7rX6h5ANkHBY7eykBRkLRWAPH748E2ysaalbdn5B93GIS1JIrcT11WDi6LRj+uZ9v8GRr3HOAOUeJnQUQ1Bw4R61RjfsrBUGqs/7w+Q1dHRaMEWTVIjvpJkWKiWONCGRDdXZsDpYDe68FA796DlPnD2PgV89hrje6fmVVm1G6795NKajCQcQsIqEWVjeZkf9H90LdZMZ8L0PMa42ewSFsX7aZkPPA3UHhBQCZDYag8ILXh0wJoaTa2QTd3TcivbwYurtvhGpnU9i2yQLWbd01tPbnTEJTYhDU3kDQdqsp2Vxq7vWAs1N6HlI3mlFw571hhdLcyQ/5H4SdNBlwRe3A4g2xcXTj3WKdTOJA14gVWTXJI5RiAWtTiDZzrLLGgLkjtEoxEVBtb0L+lx/FYmcvMhtqoNrRhHCGIveZdth/9T4g47A8MIrMmnIodyS3EFNVGjF9UnjO8bafZlWbUfXxZrhGreDS0uELqL2vsN2X2D0/NicNV4cF7s424Q9xtpMmEsklwEg3elLHLGdtFPRhlN44VndOCVdmdz9rHO2BptGvppHIoAvQNgBWhShjVDwcU5Ytk23pE2flGzBF2LOycmuQ7uDbyDysPYO5TgwpE6TsjiJbAvM+yPQvXmYEetOZ55ZO1onPo6k1Q+NXS4nMjsR1yWOV28zQZzbzbu9GA5RbTPBkCC/B3daGxU4rMhsMUG1vApdBPyh5utA2LY2uS0ujX6bulkrglkp/yQW5TKjniAfu7u+k1I3ov4icWyuC9R4v/cDZ8sqKjPhNP3DvElumj+WWhbKPScUiY9LByIin7PMwdcw4zqoyg/tEC58ipdgAXbkZWPC3XabfFjmmAfobYMc4+b3oc03gsgX1L+cDpi0W2G090OmNyC2lVcOhQiCEMjuP0PdH2rl87LhlyuSx4jqJY1m7eghbFQXOJ6YMG+Dz0Una04jfVAJLAKomE1Rms9AVkc2L6aPI4C+eZBPlRp9SIa4BqhoDpcIiPRudnRbYfrt+RLMBZFeaUXNrM/RN+1FzazOyK66s1Wi0UG0xIfe+e0Tu6u7zbZj89gtwvHcEk99+Ae5z7ULdmQ5Mv/QbuE51xL0/mq2VlLpRs7Ui8kFJAJ3RjKKb7oVunbQA0yNt6Dp8EJe6j6Dr8EFMj7RFPijJoaym5yFVjGS+SgNxPADdVXvi3kdXd3vkRqtAcu3ANhnUjWYUP+zPA1UtuMU6OywY+/FByjtuPWOnsivNyK4UvBhZzAy1wXGJX6HmlEXvvDAz0gb7eA90hUZkl6/e6WEzY7GLcby4aIV6Tz3cZzow8a0XARkHx++OQP/U56DeHdohYzXI2luH6r++H86PBqHZWoGsvXXiRK1+2E9chPPCAFTmamj31MetD9Ei4K2mrogfq0e8YLfRuxG7zSrahV1u0DSaUfxQM+/RHMZJQwrqJjOKDjRTXrnxhLPTgku/+FFczxnAFS/AXO28OzWXng7f8nLMLzCQB8rld+ZQVhtEcRfu/s0T/Dsz1Iae93nhOt55CLXXN0clxGZG2tB1iD/uUlf0xyUbMusMcLx3WHC8qOdXswsdvZRgW+joi6sAA3ghlrW3TrKN/cRFDP7fnwIyDtO/OoGypz+7rkLM1WHB2I/83mpHBQaZeGFuwALHmBU6vWFV2gOd3ohLXYeC359On3hbzly/BfZLVmhKxR686wVNoxlq0+qvrW5KnIe2u78HwVCHOCOpBJhPRuitKRsY044th9F7u9ossL1wEAKPG4e5w63QNzcHBwOl3mXd3f3ndbVbcOlHgjNHzg23iL3jvHQqB1Klwur/5Ut0WbbkC1svX2JtCUxboixb8sE90E0wbXBwD3SjWMVPgBxhI2PV2iP9XfwN+72+3P1dKMkUJltS5+9LY2wHjF3LQ5Q9GUxdJsKWPYwiXWTDAMLW+9LpWq+Cfpmckje6qK+tR5r2Icy390HZVA31bgMUinl4d5XC8TtBxae/qhg52U6oM+iXpUyjX6Yqja7PIAKtZBHiJ7z+Gxg+NICxU5dQsLMECz2j4GQcfF4fOBmHdGsHau7Ih2s5I3ice5k2FroWM6jywgJdv0KUvXLpwDx3iMVZQICJbLnEractMONygW6btujD9Egbeg/z39GEpRUNVx9AXrFJNP5FNjFi3KoyapG55RHMzPYiJ7sG+Rm1wITQER8nMU4Zm5fUOA6M4ZmRNvT6F3aTH7XCeFMzssvN8BLjjbXdsmOeHLhsW3aMs0Tf0jY9ukzNmWtI9yKinRINY/IADsoaP2lDApBUAizeoBgUAF6IBZgUYljNzFvpj9q7vCxir3e20dljuU+tr1oxgOw8A0b7DgeFdnZedPFG2bk1GB46gsBKKjsnvnFKGwH3+TYsXrQis94A9dXCLka9uwHq3Q1UW93eepT/5QNwWwaQs6MMOVfXrksfhw8N4NBX3wYn49Dz0wuof3RHUHj5vD7kbS+L6Xz2ExdhPzcEpaladI/RQGmgPTjjSYdEq/842Cd6kVcc+y4/v6AR+QXx3R2Hg32cVlk6LlmRXZ6Y79rZZcHoT2n+1NWytawnNA1mFH76YYz/LP5qxKQWYAE2d2Vt7HpfAFAYDbAfaqV2YPDG7lYt+qireV440qVeFHQ7uDFqxbzCJjTtPoC5KSuyc2qQp4/OVTu/oAnmbY9gdqY3puM2K9zn2zD5XZ4lw/HuYXAZj4QNMg5At7ceur31UGUsS7aLJ2ynx6gdl2dxBdf84+24dOYS8raXoXB/dVTnsZ+4iJm3z8J5shuQcZh78xiK/vwhSSHmPt+GpbZeigZL3WRG0aN8ULi6TLCBOS9asNDTw1M5rXJci9R/BZt/kaQrpPusLUqcyjJU4H4yCDAAUNcmZr5IWgHm7LRg9McEu/wqIsfVJjP0zTxnXMAGpjAYYtYlBz/qHsKIyjhPiBLzJYCoNFrkFTYhr7CJUr1Eg/yCJuQX8ANxHXNhJgSLF62MTSs8S8ZGYfjQABwjdmrHVbCjBCXXVSH32uh3gPYTFzH0f38qeDf773m+vS+sABMEvJibMWAvkc/zJ3ReFDIrTJ9qRfknV6ddyC01oW5/M+w2K7Jzq1e1+4oGkxPtmJ3pRVa+AflrXIjllJpQd10z5iat0BYZErb7AkLMIavc/braeLu/whj7XLfZkFwCjIgDc7HJ6fqsUPlfhkgXTMSJsfpb1TYTVNuYWBEy1oVMR8LEvZBCSmViUnswAkxbS2eP1VUL6SbYuC+RzWuRriftCWkLtAJazpTTFoSOcEt0nWyJvjC3QtRHEm6iZyzYTnzpdKU3kx5mHqXQ1pNJt11WhSd7Y9+rjI0Lk+ijN4OuVWyphuNdwVlDu70CmSp+Z6VV0QaaHMU8U3YHf+dmuKm67DS6nJVGH5tJGDzT2UA8Ahfem8Shr16AzP+o6m8owFWfLEPjTTIAg3B4FFT72WVV8Pf0koqqG7vYLQjrALw+5O8qRbZ2Hg7i+1gEby9b7OkhuBllmO/tgXJnkyhODAiRHXvACl2NmbLPps3T4yndzYzxef79FOoaUKhrQNq8B5jlx6d8gRmni/Rz4zzEGI8wbscd3bAM/BQcOAwPHcH2ms9An8Wrj33pTLxcBl32ZIYet4XahuDCDk6vv154TisKUQISusiFH+Mc0QVtrTixrpeKv2SuIvIN8MFtaYPteSJzQjSk0SLbfwwGtMAEKkvMkjdp48BUTOyDMk6R425LG6ZffR1uS/zjR7R1ZhR+7N6oM8imkDiodjai4CuPQPuxa1HwlUeguSp2e1Ai0X1iBjI54PUAMjmQV65C402FqzpX7vYyIcYMQNZeIwx/cz+yJex4isYa/zG8jVhRF/77UlUzlF6bLGMBiWlnPzhw8MEHDhxmHP0b3aWYoGkwQ//xe1fN+LPQ3UNnTuhODsqocEiuHRiBIEFlnxVKY3xiF9yWECktTMmhY04hdqh2NhJqw/Wza0WD2r05eP+Hw0EhVnNV7qrPVbDPgG3fuBsz54eRs60MabsifyuqnU0o+D+PYOFCPxR1BkmyY009nx17sdsKVbkBuk2azgQAcjVVGJzief988EHGbuMvcyhqjbC3HhIWJrWbd7ERDZJKgPk4YpvMCbp4bxrD+CSihAlfR2K+h16dzFt7oKQ+XDadCuN2K+UVLUHHIkUVBfAuxlSZUBPO9l0IOlbk65uQ5qZPJncLJ+PmaZdubom50DJxrIdRb7FRtay7dRqpQqSHlUxB+8bLFoVJQ6ZmJxD6WJ9MUBKwLsYilS4BZ6cFzpFuKIxGPjcXkxIljaGHUikEPW2uklYDFqvsVLlUMRv8XZhO1xWk0eVsOX0urUxQKUqpEK+6C6hOL8S5EwvYvleBHbfMA+gP1s96aTXhxIou+HssPZuqU8qXUXZbHnBbHl8/76LqPUQ6jJVl4T1qr66HMqCW9+uRyPdBuldr68zILaaD58lxLGfHsJtRdTuXmbIwVkXjdpGJM5EYtz5m3BbJ9KjR7Eav8xQADn3jh5HjyYFeZYAvkx5gsgymrEwP+RsAZB563HKEPs/H0YoulmqNpKji2M8hEqUbeSoJ0wlfBpTbTCj4YjMWenqgqDVAuaWJN5lIaTkZlSEn4rsKHxYQPG8qI3PioagzwPH+6lcnrnZLMGWHzrglQb0UMDXWhs7zLwLgMDJ4BKZtj6BIIx0IeyUg6OAjk8Heegj6lmYortlcKsJosP9jauz/mBoA4Ipzyp0rEbaFPkwvj8K9MkepEacWh6FXbcxOZHbAAvuEFepS47oFQau2mKDamtxexAGkBBgB1RYTCv5YSPyn2mKK2t3O1WbBOJFPR/Zg4pnp5yatECLcOczO9KYEGAinAiJDcjIKsBTiB9tCH87O/jYouAAEf+dlxhZLFy/MDljQ+44/CPp8KyrvbIFmE+UrTAYkrRNHoqDaYkLuJ8Ukr5FABTMDmDtzIhHdo5CVb0BAeF0uwcXxQNCpILCTZuL63OfaMfnCmwkh5U1hc2J6aYTadekzq1Gh3Y6d+Xdv2O7LOUYTILhGktuhYiOQXDuwMOlURLpfqTQJEVJ2i0C6HouojAjqpYx0ygjmutgGx0VL2F0YZQPz0ts8Nq27iB7Kb0/Q5zYhvelzmJ3rQ3ZWNQp09ZA7GXuBS3AJ5+Zpf3zfAu0u7iNtC6wNzMvosGT0g+TSiKGUydi8lhk3aK8S4cDS+cgJ2h3ZMqOLJ7pot/IpNAIUOyWfbYFzrAcKowEqswleOd8H99l2TH7nh3ww72+PofRrn4XmqgaoieDk3EzabqXPdFDl4ozZ4O/y9CmqrihtjirnyehnriXsH+kSg++3v19A69FF7Ls2A7ffpoDLS/dp2kvbsdTEdeSM37OXGbfzHtrQ4swQ3td8Bv2uVuTMFCELZeDwl5ghQr4fuWgMMylq5mkbGOcW7odz0aEIonG7QDzjMDawbE8OBvzCywcfSlCFQlk1sAz45vx2S2bccio6VEEWjl0ZAESpV4SynLG/BiipdHoDbG1CXJemuCY2mxdA00NJ2P75jpAxQdLXIfvhi2TzYt97guxdoZBcAmyTwmVpw9y779J/5GSY7wud4j6eKMhrREHe5grAjQY2exemXQPIzjeiIGdt6j271YLBN2iKHU2DGRl7xXr+xU46gNlt6d90LvS//f0CHmmZhlwO/M8PXHj+uRzsvzUz8oEphIVeXoZtuAGzPhty5EXQp5VvdJeQXWGG8aZmzE5Z+USc1WasRD4sBQIpFWIcsGDtEe1I4PPyeXpSEMFm78LZoZ9jcPoUznf9GBMznWs6n4vJQu3uD6+KyWwwUHm3VOaqNV07ETh8dBFyOb+ZkMuBo8eWIh+UQkTo5WWoz7xqUwivALIrzCjdd++GsdgnO1ICLA5QGIy8is3vLqtqNKH4ocQ7cSQrpl0DhDGdw4y9f03nU5czgbQSFDuqHU3I/9KjyLlzb1B9uNmw/9rMoPDyeIBrr8mIfFAYfPTeJN79fx+h+/3RqNo7T3bCdvAtOE+ubVGRAo+p8Xb0n3sD06OXf2LNjcBloUIU6YWlymzIgigdNnMoYbNgY0o4v7JXvcUEfUszFruEhHCyxegVwWwXWJuYyLZAUD7JVuhKbpmh2SHsTz4mfsY3z9gSiLgw3woTI8bq/9nYkDTBrsKxz0lOr5NyM8swgJNBIZajqgS37PXfD2sPJOyMrCu5v0pXY0bF3S2wT/gpdurNYlsC0V3Vziaob66mTpIuF56bUk7fu5bJ/UHGdrFxXqzNK5fZmWtkgiownWONFDweukMFzfOZ+MNRF66/RoE/ul0Nt4/dhdHlBZ/QD4ectzGefncG//W/esDJOZx6qQcP/cduNN5UCDWT4iUzjR8jE0esGPnHNwAZh5lfH0fZ05+FrG471VYyDUcMsY6B9y2UmXFLjsVFxnYrGrdEupQVaSUcmU6Fy6AXBqLVPDNuOSL2kWNop0T34/VhytaO9jM/BDgZxroPoeGax5BbIvZsJr9/0XQkmssYOxf5W2TfZy9Eto0w7xGxgZLzacg+cWGbxhuXhQDbDFCbTdBusuy0mxV6jRE7iu/D9PwgsnNroc9ee0JGncEMxc7Qz99tacP8UBevPgRvB/PuKt+QbMbR4p7b1bjjNkXkhhJoP+HwM3n4wMk59J+ckqSjmj03JLYPMgIshegxO2WFkHtPhrkJKy/AUogbUgIshQ2BXmOEXmOEV6uK3HgNcFvaYHv2IJ825fdH+D/KODh+71v3bMbrjaa9Wrz1/Dg4OQefx4eqq/Ik22dvL8fQL85uavtgMiE7z4CRgSNB1XZWQew2cUeXBe6BHqgqjSkO1RBIKgHm42LLJJpoSDGoiLfv0Xfcx7Zlz0WqNZm2bFnyqqzjSQyY8I5gGjbkQo8CrkSyrUj1SqhIRepGVlUpoV6JoP0FwJCXAvwDIXYY8RZgngQpTbzMc4mGmGPXLTl48ntGHD/qQdVVeRHJgAv2GVD29GfhtvRDZa6Cdk89XLOr7/NGYcI3Gn5scutn9s/TN8G081FMO/qgKzAgp8QU0kueyqrMAfYeC1xDPVh2zMHRfR4Ah5kPW1H66RYomcwZUuaRWM0lUUOU+jyGOSfOWNXb/O53v4vq6mooFArs2rULhw4dkmy/uLiIv/qrv0JlZSUyMzNhMBjw3HPPrarDKcQOm8uKjqn3YVvsi8v5JnyjOI+jGIIV53EUE77oHAQ2Aopav4NNQOj7ENcdxpG3XfjONyZw5G1X5MYbgF235OCOrzZFzWSv3VOPwpbbk3ZnupnG5pStHbNTVugKDFGrDu09Fgy9/hymzx7yCy8gQFbgHkgFOrOIeQf2yiuv4Ctf+Qq++93vYt++ffiv//ov3HHHHWhvb0dFRUXIYx544AGMj4/j2WefhdFohM1mw0oEY2sK8YHNZcUZ2+vgwGEAPuzI+jj0mdFl8Q2HadhAUljNYAJ6VMWht/GHymyC/vPNmB/qRmYDz1Sy2NmLrF1la56kz7w7g2/96RhkcuDnz83hH/67GJ/6eOzneeN3Lrx/xI0b96lwz+3qNfXpSkeosVkAaQ2BzTOMGe848mRl0KeHnsNiwcRUB4a7zmB6opPXvAwcQf21j0UlxKiQEAo+qCoTE5bjPt+GxYtWZNYbRLkRRW0/4tuSWbo3EjELsH/913/F5z//eXzhC18AAHzrW9/C7373O3zve9/DM888I2r/1ltv4YMPPkBvby9yc/mUEFVVVavqrKu7HYvDg1BWG2OmerpSMbUwRFHoTC+NrlmA5UKPIfQgMFHkoCAufU0UVGYTFPsFYaXa0QR19rzEEdGh44Sdytl17oQbn/p4bDa9N37nwn2PjUEuB/79f+bw6vPFcRNip9+dQfsJB3J3+ladS2wzw7YyhGnPJeT48qGXlQKIfWzaPMM4v/wBAA6D7k7sUN26JiE2MdWBjzpfFv7g8wGcDPYoHTjU5UZMn2n1O38IurrcfbdCW2fGSpxzobvPt2Hyey/wduH3DiP/Tw+EFWLuj9ow8d/Ph8zSvVGISYAtLS3h9OnT+NrXvkb9/bbbbsPRo0dDHvPGG29g9+7d+Od//me8+OKLUKvVuOeee/CNb3wDSmVoSqHFxUUsEq6zdjtP9TL+sx/xbAvHWlH0SHMwBxir2hUxvvjC/AZP6CkJ6lhG17uGsUTpvSNSYdFlkqbGl8akamDce3O1VRiwnxGIS9WV4DL97sMS+V+4Zea8xEPVoxrbvemY8YwjR14IvbwcSCfc6Jk0FFw6XSbTrbD99zKuyz7K3he2u/x1pGxkzK16PEwmaI/w3FiqJTb7caBcdVUevM9fCgqx2quyMctcRw7aBXzBJwhOBSfDW4ftVNDy747Ycd2t/I0uE4PPwYRWzHozmLIgOO1eJc6/N4XvP9HD9+35cXzyW1ej9saSkPdH3rvXyzxkNoRDasxL2GB8zEwTadySY4RjKJ7g88G22I9zi38ABw6D8GF7+k3Qp1WgMK0G2z3M2CRBpoPJSMese5Je4GECeqWfEDuTfsZkuhVxf/nzzjj7IewAA5VeaPWG4HcsypRMjHFdrRnln2iBe8gKLi0dHixDVWmAps4cWXRJzXsAlf4pQA+1eJFmplns6uVzv4WYMxe6rKJkmCqTSTwmQs23iUnIHJsAm5ychMfjQWEhvZorLCzEpUuXQh7T29uLw4cPQ6FQ4NVXX8Xk5CSeeOIJTE9Ph7WDPfPMM/j6178eokZwSZ3vtUadxNJ9oQ0LXVY+MV+ELfLlBr2mFjtKP4lp9yDy5MXQK+ND+KuXl4snh8sII4cGYDszCv3OEpTfrgvZZuvN+Xj6+5WwnHDBvFeNPbdmARC4EA+97Ub7cRf2XpOBW8K4xO+/NhP/9QNXUIjtuyY+lFFdJ2aDgpWTcxg8NRkUYJcDppdH6czKnnHo0/idUyxjMzetGAOLfJCxDz7kZqztGWVn12Bo+GhwB5Vb2IR84x7klkY/7+iM5mBS0JW1RVJERGadAY73DgeFWGZt+PlBlG7KKFZputosWOgW4mETjVV5IXKs55vPJ/pbAF6vFxzH4aWXXkJWVhYAXg15//334zvf+U7IXdjTTz+NJ598Mli22+0oLy8H4Avqh5U10emD3ZY2TDz7PCCTwfH+IRT8yWOS2WUvR+g1tdBrasG5FyI3XiNsy4OYWRpHbnoJ9JlVCb9evDB1rAdz5waRtb0CnMKFw3/xe3AyDl2vWJCfeS2MYSb/Pbdm+QUXjUNvu/HVL05ALgeef9aN7/0gO6QQu+M2BV58LhdHji1i3zWZa479CqBubzbee2EkGAdWsTs/LufdLMhNL8HAgkUIhpdvDhVpQX4jtpgfxrSrH1l5BuQVNmF8tgP9Z9+ATm+ISZDFAlebBfN9PTHbplTbTMh//AAWu3uRWVsjucAPpJtavNgbJMlm+zD+vJBSqujRZmgS7PofkwDLz8+HXC4X7bZsNptoVxZAcXExSktLg8ILABobG+Hz+TA8PIza2lrRMZmZmchk1QYAiu5/GAsjQ1BVGaBsiu4lUW7UgW3vFSbA1gu25UGcm3+XdxhZsGAHbotaiNlmOjHj6IeusBb5BeubbM95shOj//QqIOMw9upplOyvACfj4PP6wMk4DJ2aCCvAwuH0sQXICNXgieNLYXdhd9ymiFpwvfv7BZw4tgTz1Spc/7Hw9rZtN+fh8e+a0H1iFlk7yi+r3RcA6DOrsAO3YXp5DDnID+6+YsX0ypjYRqxYm424IL8R2ZV8Qtup8XZ0nXoB4GS41H0Idfseg7YuvsluXW0WjL9wUEjg+vnYbFOqbaaoNVOqLSaoG0MLpXkroWL0a8k2lQDLyMjArl278Pbbb+O+++4L/v3tt9/GvffeG/KYffv24Wc/+xmcTic0Gg0AoKurCzKZDGVlsSWSU9c2QbdlJwA6LoY15ZAUNgqDEfZWZttLto8hrYCkrjfCqUQxY1QaBGZHy6QC96TT9TIixYgnk6G7EaU2JxYCbIxYOtM2k6BQYtNSeNh0KiyVVBpmZqfoyYCbRKHWDB9rS1AKZY8iDRNTHbjQ8xMAHDB+HKadB5BXyAsxL9FFse0A0iDtOR66vyvLwsmcHw1QdoBlnzwovHxeH7K2lWNyURNsn07kCfEwkSgLPt5OUrYnDd7nHEEhVnlVLqzLWirtCXmeUFgmbtjlzcTxdxz4+p/4VYPPuvHV79dg9y3ZAICJFW2w7dgy/7f8/TnI3w+MLmRjgmCPml2itR6uJeF9kM+Fv0HWJhZ+lIuybBCn8qbRley4lS0zdlMP+eGFHreFWjMKYQbIdD1h0qkEjyVjH9PSkCevwcBim2Aj1lWDU/MLA5+CHrdepdBHj5LuryeTfm5e/zc6M0Pn/Jqb6oVazggwai6gq6KZn4K5CAOL9B4r1CYTfKIXQsRfRopLpdI9SafNCcyDyhoD7IeE9DDKaoMwZ24GGxgAPPnkk3jkkUewe/duXHPNNfjv//5vDA4O4vHHHwfAq/9GRkbwwx/+EADw0EMP4Rvf+Aaam5vx9a9/HZOTk/jzP/9ztLS0hHXiiDeU5iYAHLRX74FyS3Kn0p4ZboNzpBtZ+QbkFW+unWReZhkGnOeEyUDB2yFsjm5MuweQq6qEXivecc/O9iFo+OY4zE5bgwJsPaBsqob9t0eDQqzsThPK7jRh+twwcreXoeL62NVvu2/JxlPfN6D3wxls3avC1bdqIx8UAeePuymvx7YTzqAAu1Jgc3Zj2tGPPEU59Oq1u5XrVQbszL8bU4vDyFNXQq82xqGXArIKDBizHg5O6rrC+LvCKw0G2A+3hk3gul5Qm8woPNCMhR4rlDV+G1iCo6ViFmCf+cxnMDU1hb//+7/H2NgYzGYz3nzzTVRWVgIAxsbGMDg4GGyv0Wjw9ttv40tf+hJ2796NvLw8PPDAA/iHf/iH+N1FGLgsbbAdPBh8sdqr9yT8monEzHAbulsPAhyHMethNOw9gELd5mFT1ytrsDPvjzC1PBqcYGwuK84G4tBmTmFH6adQoKQFb3Z2NYZGj4J30vEhO3d9P0D17kbU/PX9cF4YhGZLBfT7eHWbfl/AoG1f1Xl335KNWz+2eiZ5FtuuVuG1g9NBIWbaq4l80GUEm7MbZ0d+yY8l+xns1N8bNyGmVxmA9PgTE+UVm1B7QzPs41boCg3IKTNhOfJhcHRb4BrsgdJg5MmpJaBu4gXHfL8VCoMB6g10bVebzOuahWNVb+yJJ57AE088EbLu+eefF/2toaEBb7/99mouRcOHkG6Zos2wf8u70BPC7ZN9ubGoEEWqSikuKQHODgsWrFaoKonBSKgKvMxb8NLaCXj8apy5SVodMTvbJ96FserIdOFCMgWjMmSy4pKM4BybgVkqGy0An181U5C9DfnpfjUvgEnnJYBInTLlGUWOdmfwuBWVHDnqLTApHsXsVC+0xUZklZiCCzcPoS5ln1MkFSL1vhhVmIcJE1BsNyNnO/9uZhakY8SWiQs7PbStdjKN3mkNfjAI64fTMOzJhelmPTJlwvQVSYVIZlJ2ezOh2Q889p/5sJ6cQcmuQiiuLYLF31U74a42vUzHkU0s0IJuZoHWfLgXhQEXSYUoUh8RYFW85DheyWTU4CuM6pvxsyfV6nK/y/rU7ChAqKinfJeQn72NZrKPNE4J1ZlPzn4rrBqQ7pOXUBN6FHRbj4JRUSuE+9PVmKGr4ceWB+Lvm1S1+mS88Bp+lU/QitOtKP1MS1ghFriqpskM1RZ/mwBrmod5FqQbfaSQFG/o33xZOpyIKgculCAOwKTiQowVSoNfJxvj1tp9oQ0L3bF79JBwdlgw32cFl56OmdZ3AU6GmROtKH0g/GCMBG2RAbZ2Qces02/+hJm52ioMTpxAMLBUVxWyXZ6+CXn6JqyoQqcYSUZc/MMlvPJ/zkEm53DoxUHc/MfV8C4so3ZvDrbcvDqvQNPNegBAx4lJAED9TUVx6+9mR46uGoPjxwXPQ23VRndJEjPDbbDbeqAuMyK7Ivpv3j0gTtC62jnjcsdlLcDUJjMKH2vGfJ+wtY5kS3RfaIPtBweD0eZZH7sFvqUlKGqNUEfp+ehqt+DSyweJQSjEr7kHVj8YsyvMMNzcDNeIFTq9ATmlJmAhGlrX9Ydt7iKmHf3I1VZhW92DmLH3I0dXhYKchqiIaC8H9J+chEzO8elMZMB7/90HmRx4/4fD+OJ3tkDOedF1YhZ1e7Ox7WZppvgA2t6z4fkvnQMn53DiR734zL/vWZUQmz7WDfv5Qei2VUC2dWvMx28E9DkN2Fb7IGZne5GjrYI+a/PyNc4Mt6HrkH8OuHgIhluaoxZiqkojpk8JC1WpBK3JAGenBe7uxCRIvawFGMALsVjc5im3e47D3NvvCtQpLc1R6ZeDXkE+LwJ2neBgXCOfWXaFGfn6zeW8wcI2dxHnel/hWRImTmBb3YOoq1wFSWCSo+qqfJz4US8lxAIOGMd+PgrLH6YgkwPvvTCCx79rikqIWT+cFs4n59B/ajJmATZ9rBtdf8eHDVx69TRKv8arQd2WPqTV1kG1s3FV9xsOc/18ShBtoRE55Wsbu/qcBhRqxI5Aq4FtrgvTzn7kaqqgz6qLyzkDsNvoXZTjEk/E6xizQlVhQFZ1eGGmrTWj7FMtcA/yzhDJvPtydlow9vJzSBRHfdIKMFIvK3KjF7cmGkv7visMRtg/OEQJsYANbbHbCg0ZAxHGfV9VY8DcEWEFlXP9rcCinxLGPxgpN3qR7YC1O9B9XiE67WNSorDuyvIM0gZGX2h6rA2z073Izq1BfkETnd2Z1Z9Hgt+eMDHZgT5bK983v91rcnEI2dnbhD4S90faCgDAw9hKyDL7XCLawIhbmD/TIaiFt5jgW6SfxaJcMEzMgcaKh27rXhYcM6YzaHuTisx2vLsYN/yzDuNnxiDPTEPbC+fB+YXP3Ioy+JuTczhy2APfHjqWaZkwjqz4bzZtqwfeFwd5F3+PD2lmIzqcRXAuC7Y41zLtOOJcpO10E6dGqbCB6bfPYf50p/9vJ5D/vw9AtZ33AmUpxchnKhUaAvDva67PgoHf8TuR8c5DqLm1GdmVZsqOyB/LiY4NwKNksh+LsnYT4zbS9t5/2YnJDlzo/ykADoOTH2LLlkeQm0N7vnrTmT4S35ZonDJjU11mBC4eEoRYRjqs7/p3ZO2tqLyrBVl+uxhp/gs8Fk29GZp6s4iCS4o2T2yfZF+QL1yNGNR5penFpMrzfeHIieODpBVgiYLabIK+pRkLVt5+NffOuzHb0NSNZhQ/1AL76RMAAEVZBXSGzbWKmrK1o+38iwA4DA8dgXnbI9DnrM2jcWKyAxcsPwL9efiQnRsf+qrVwtVuwYQ/0NPx/iEUfLEZyj3r471Zdn0Fyq7nBVO+qQCTZ0dRvIsP+h86NBxMNlmyKzomifLrK3DT/7sFw6ds0O8sRsl1VTH3SWWuxsyvTwhCjEgxAxmHxYvWoABbK1zD9E7EOWZFduXGfwuzs70QOAs5zMz2IrcounueutSG2ZlenlkjDEFvdoUZhlua4bhkhbrMAOco7YDlGrEGBdjlDGW1EbPHWiHih4wTUgIsBNRmU1BVmFlegQWr34YWI7eX62IbP1gvtkG2BueNRGB2ygryA56d6Y1JgE1MdWB2tg/Z2dUoyONVTuykoNEUo7r6FuTqNyb2ztVuwbzViuWpKZE36noJMBJl11fAcGNpsHz7N2/A6OlxlOwqRNUN0fNKll9fgfx9q1dFa/fUo/Rrn4W7rR8qUxWWl9Mwf6YzKMQy6+Nnc1GXGTF5XtBGaIo3hz0nyFkYcC7Kjm6RNXWpDR0f8swaY92HUL8vfJqU7AozsivM8Pg3xBMXhOegLg3/HMgszJoo5xxXuwXuXj8HoWnzzDOaBn4x7+6+iLmTR+J+/stKgLnaLZjvtUJpjB+RJCnMYvE+oLbOa3TeSASC6c79H3B2TvS7pImpDlxofwkAh6HRo9jS9DkU6JtEk0J19S3IL2jcEKcN50ULLr1ykFZf+NXBLFv+RqHqhvKYBFc8od1TH8yHtriQAf1TD2OhvQ8ZBmNUuy9XuwULnVaoqqXjlLKqzai8qwXz/T3QFBs2xe4L8HMWbnkEM7O9yMmuiXqc8qEsglOW3RZdmpSsKjOqb2+Gc9QKVYUx7O7L0WXByM95F/qZk9Iu9AG42i249EN+rNsPt6LwQPOmE2LKKmNKgAEg4sAENRXn9cHVYcGlHxFEkmS6FfJ4Vp8bSxwYWxeGUgUgts6kJxFpipNINeEV7bRZ24/QgLV5sXYiTyah9yZSiGiyt6Je+RjsNt6jUVtiwgIRTsOxtkKiODk6gGC+Io7D1OIgtLnboc3dhgZNGub8WWg1JSYsQBxvQ1EMsf1lY2QyyLZMl1hqKeJUrn56AZFRVoqloSGA42D//bvIrC6nnHu8xKewQMQ+uc904NLFHihN1VDv5nearnShUzNpdExVRhod25Ump8tywoiRJpOeMsk4MA9jcFpm7HLLK0J5aYWpW6IHGBvr5VuUQ9G4BYrGLeAWZSAzwMhYJgWvf8J8kf/WZk+0ouSz/CQbLg5MW2dGdiX/rANPw8dQGbHjWEbYmGRMuBwb30TFLMUQB6bN2woteA/MRdDjEghhl0sDVOW1QK/ArKEqN2JJLZOM5QzYzrR1W6Ct2wJvOj11kM/NPUiPW9eAFWqJwGDOyziNcTIsWP22evZRkHMfO5lJ0ORFmvdEcWIh6PfWknpKCpHY5JIG9lO8vYlMt7KRCGyds6++DsUPbS71YQC5JSZUbb8n6nTnAWTlG4LCCz4fdPnC7i23xISqbbGfM95QVRuDYwE+L+Q6La9G9PmCasRIcJ/pwMS3XsTc747j0r+8DNepjnXo+frAfaYD0z/6DdxnYr+n+V7SyxaYO3si3t3btMgpN8F4QzP0jfthuDl61/hooaoMjFt+lydLj6wtUNUYqLEebaaOywHJtwMLAVeHBa7OduEPm+QlahoIWpUEc4KtJ/KKTWjYewD2yV7o8muQVxw5vm694LxogbuvB6pqI4ofaYa71wpVjQGeNGC+rV1wyKmNPD4WOnop54b59v7gLiyZ4T7TgYl/e5HPwvu7I5TXYTRQBrxs/XBdbIPzogVZVZEn87k+C5wjPK1S1iZRJ8aKnHKTpBv8WqCtMyN3362YPvIOAA7Th96BorRCcgGsbjTzY72P4CCMAFcbbx/ebDazWHFZCDA3syJUNZjWbAOjXvA6JGaLhLleC1wjPVCXrj2WJh7IKzZtOjJh50ULRn/yXFC1VfxIMwru4rMkeDJ90Dc3Bx1ylFsjT9iKxho4fnckKMSUTVVR92X2eBecHw0ga3s5cq6JT9xSvLDQ3rsmr0N1kxmqBhPcnXwiyABbRCQBNtdnQf9vedXj5EetqPlYc9IKsUTCt7wUMxOHutEMVZSCiEq/cqgVhY81b4o5bjVIWgFG6lRVVQbMHRXsTVm79oCimSO3B1HE07naLRh/UTCKBuxpbr+nj6rGwOfEYUPKKF08XSeiAiO5ECP0Z67XgqHf8BPz5LlW+O5uCbrls/YBbwZjHyDsORE5zSjFfIROsQhj3wPE8UGkzl9kx2LtZYQGJRIXopt1nLFaofZ/+NwKR+2IfYv0DXq9wsl8/membNiC/D89gMVuKzLrDciob8KyA1hOE45dSKMfKifzwX26A7Z//Tkg42B7/SQKn/pccOfGhTIQhAPJXefj4DrVgfn2PiibqqHaJQgc1+kOzFv6oGiqgWpnY7D/QTC8g5kGIyWYFdVGcAt8G26ZGRNs2X+7Wbv38AKMsPGK48CoI/lgXuL92Cd6oWnY4m/LxnYR142Fiy/SuJUYp6KwKalxK6oLb+cVjXHWXka25QBVlREzH4Zh4pBKkQIGYe5voYdIv8Lx6VdEBLwxpJESlxMTtBwKSSvASGgazSh+iGdjVlYZwiZcixaUjp+wpwUM13NH+NW9usEMV4cg1BJl53INMYbdYeumiytLBOZ6LXCO9UBdbozqflXVRsyeID786rWrkVXbTFDtjC0MgN3hLHT0rVn16DrVgfFvvgTIONh/exT6px6GelcjXKc7YPvmj4LqwII/ewTKbdL9VW0zIf+JA1i82IvM+hqooqRII6FuNKPksy1w91uhqvKP/Qg06+pyI6bORudKvhkwN2CBY9QKbcn6qjs1dWaUPtAC94AVyur4zytKA020sBnMLavFZSHAAF6IBVgy1mqPUdaIXzAr1Ny9VsAHjAU8H4+2ovihZpqpA34esL4eqKoip0UIB3W5EdOniQ+/LHkHXLSY67VgwL/rnDrTiop7IzvCaOrpSVXVuDEqTkVTDexvCfnFFI3Vaz7nfHsfLRTb+6De1RhCWPZGFGAAk4U3mvweIRBgi4gWOoMZFfe0wDVshabYEJdA3tlBC5yjVmiLDXF1qJgdsKD3Hf7bnrC0oua25iCjfKyw91jgGvIvxIzRnUNTZ4amTuzZGQ+om8woerSZDzmK0ma2WZG8AkyK6kTkIirlEyqGpt6M4s/xRlFVtQHqejM4LyihpqoyiNxX5/sElQh8vPAK2mSOC+7GbD9Eqhe2P41mlKXxKzJVpQEagznYhs16wvkk1IIS7q6BPodDDNousSpGQlUjUsX4y45LDIPDqFWk4w+VvZZSExLvnVW1+phOkqpW3zJ9s+JM0ES9jEnBIfNBUbsV+Y8fwGJ3LzLrapBZa8JKgJ9qldqVjOpawCsIxYxKIzxz6cioDPzd75xSVQvOyaTNEWVVRth6NsOLyIVdIpu5aByT3fC3DS40vbRfU+AbDkz2mjJi1x0mXYe914IBv5Cxtbei8o9aYhMyEu+CTV00N9ELlVnIpBxJTR4wETi6LRh6nZ8Dps+0ouz+FmjqmD5KfDuiLku5xkegySPL1OIjVFafGOYCZ0cb5vt6oKw2rmsuMCCZBViCoW40U6pIdSMj1Pw2MDLWS8morNxMLFIkY6yzywJ3fw9UFUZomUGurTVDW0vn+7mcoa6gd52qiuTadQZ3OHEyB4jUfltMwt8fP4DFrl4o6gx8bFuSjg97Dz3ZV9zTIqk6djKqdeewddW7JBaaciOmzq1d6+Fi4rrcA1axAEtiODssGPNn3pg91sqHDG32hJZXKlihxtre2BenqjJi9nh0aRGcXRaM/NQfgf9hK0rvbxEJsc0E0isyEZxuWqMZ5ffx6iZVhQHaWvOmcdVfLdzn27DYxTuEBNV3MYBS+3npv6u3bt6xEi1mLtCxnJFsvayQ0cRRta6rMaPibn78qcsMq7Y5qyuY1ChrzEaxWrg6LPziu2btPgIk5vtYLVQIh5AEIqkEmKu7HTrzzo3uBgXS9sbOsJoG2iYDALa3XoOq2ijspvwQ7dYGrZtWgJH2qclzPLN2IpxKtMbYbCybGe7zbZj83gu8s8W7h5H/xIFVCbG49cciJG2N54S2Wth7LHD2tgl/iGLXo6sxo/LuFjiHrNCUGeK2+wqe32Be87jW1ppRdr+g/t+IhZirw4Kxlwhb/cPNcXvnymqDpBYq0UgqAXbpFz+CLD1DPKlFUP2S9o61UJpEPDZEfcAmQ9nDTtD2MM7He9CxrrMB24tItS3Fn7IGO1a0X5ZjnMl1ZLMK6cxDXljikhFUbJRtIYLbs+iylG00PDUWAJDMRiI3dNbeQf4hkiu2v7xk6aMIhZcsfdDWrD6RpOS7jGDbdLdZYAtw57UeomnXItAESb4w1p5J/GbN1GyfnKN02g2N0QS1ycybZyTuVWUS4p/izhWwhnEbzt7kC3VsDDYwybmOPbG/KPKqtvZCU7cF8YCmYQuKH2rBfJ/fY7LBnDDaqFBIMiopDu7+jaWIWi34GKUACaj4PjT1ZpR+pgU5e65D6SZjrmch0N0kp31qI6AwGoLCK5bUPImAyPlog2nXAGZMAcjUF2P8ndfg6LbEfC5Ht2XVx16OUDK0avHeJWkazCi44951d+AAkmwHBviSNr22LCND2Er5fCE5zoIrtU1u7CEzxgaE1/g7r0FVKVaNJisCqVjiRbWjNpkpJpCNpO/ZjHFA2jozSu/nxxSXlo6po+/wzhwnW1H2qZaox5Wj24LhX/gdQU7FduzligAvK7lLijecnZagJ6J2HRffSSXAij71cMJ3JuSLiOeL9i4tAUSuLO/yKoNvNgkCXpHrNWE4yRxJCR4DZHqKuSOtKDoQH6odtcm8KXjnRHFAm8AGBvBCTFtnxvjbr1HqxNnzJ6IeU+6BELbkK1yAAQwva5zh7LRg7OX/f3vvHeZGea6N3yNt0Urbi7Z5q7RVcm/Y4BBwAULAcEJCIAGzJoWPk3OS8OXkkOQkOaQcck5O8iXkF0gC2JCEFkiAFEINZt27jbXNu9pe7K3aXUlbpfn9MdJo5h1ppJFGWmmt+7p8eUfT3nnnnfd5n3Y/+9hIROquyEUixpQA01QFyIjgI2+E2fB9rLXVhKEXPS+i6NPyvQgBSwRHk/RHaUNCTEETsz9LUuwCPJisuGvrNwsn+xBCyWnKxXHojtAk/IfiJ3OaIEabBf47mG0nylO0m5HGSUANiSknXCw7Xt4XG3lWwRdSFE2kZXCdR2QeoYRBI+gXboqcBP+rukKPiZMesmBrRxOmOk0BvfOUSj1wih9UQJbhCQtkeq9+x5aE9yF4d2EaezOdwnQhclEULnapGPOBhRfe8rbkgpslInPztsAn4BiAwB8WhjBhAcdhmP2gKRVEeYoYNFu7I88mjx7C0HP7YWuJHX9Qao0RmipOhKYrfyrQc4s/FT5fsrXNhOG3X4O1LTr709pqwvCbr8HaGrn2kaWLIhmJGFMamK29GbP9vUwV2DCoqFLytoKBVOqdWIB7wmBZQsLwfGLaazggyO/zYmLzpd1EC+xEfo69S7gqjmZkrt0MW3tTUAujcH1n1jZOrubxxqgLtvLK/BMBU15qrRFFd3nShcQKcMoNiqb9lDCNAkxNTSEjI4PZcA3ocL0ca6vJQ1AqwtAsGeEyHUm5btS/ad8QfS9L0Bb3RAHaiaII2vwDhbXVhMEXwtDGCI6haHrnAJPDaTl+iF0UZG7eBu0Nu5e6WSyG33wNlhNE+24Msn0hmv1JOGZn0flf38Tk5CTS09ODvziBmNLAAIpnRgrHoA6nszOO4BFN78UrRViUtM0NclUcbe0LBMG8c0boucizZX7mcFtoQkW4LRUsMfkScB76QowJMDpqB08c0YFwTmBuRPtE5kY0Cf1IINwmNJJZJ5rMh4CwGoOcz87V6C3HGqPG6hBTAqzgE5/F7EBfzK4o4wgv/E1gcgk33kQWprwaN6Jx1RutiIRmzC4Kosgcb23jjJEw+f+8BVJFw3iMKQGmqapH+kppXIiBTFoBT2xSQlwjVZRUhg+J9/xLvaoMod/EJrCQVude2sTjwJQJpO/A2mrCEGfVGyzTdySpfXiI8H29asZRIGhIARPovkCv7YuiTk6oK3xbHSJYgFmAZR1G7560LMcPYfDFfV5DSwM5ZjlD8PxRGh4cCNTlREg/5yMLZ4pEuDBDrHpnuqK/zVxY21wh3REaU5FOVQnk+dwCxnJC+H2J7QsUkUoxcftUM6/aFjXmQ2CZCzDepAUKYwfeEgiocE5sS5GTIRWxOLH7gtu0x05gnI9MTLhFK8LNYRcqxMY3uzAKYXIOBqk1Rmhv2B0R4RXI8/kSMNY2E8YOvMXhRw3u2yNzsMI1rj2V5aPLfbOsBRg7abkonOYuDwq0rHBNbLGi2cXixC6G1FojtDcKiUXFhFu0ws1hl3nVtogXCvQHf+N7OS2MvMHe1QE2KlqEZNybgHELv7lLgww/qkuIBfPtRULrdAdwWI4fwuAL0TWXxZQPzCd82GBT6xi1d+zAW5zB4qqK6vJfuI8JKHLHnz2d0w6/DuVwlXWRuC9NTyQi642AQ16/iaiNXEJZCknXJc+l+H4rb+d6eDD5ycuSqL5k9gdojAZojAwrBR3ooBGvHCNOtSY4lqCWcv3vr9o46Y/SlOn49/FT8kUMkfLpiVaOSUiCp9E0FMpEUA7OAa5z06qI76vKiOG3X+NZhpLzi5B77Q1MpWby3QUwxgOONg1ybHp71wEnxbtfVphe2rLWwADm5eZ89AZWeHlb6fhatYeCWNJsUquN0O7cvaxKnUuFm5DUcuwQhp7fD2sMUS8tBfyZrnjlge6MLsYKOUAvzIMtIkdRoBf9kXN7JnDe3ACaEV5R3D/RbMpeHhqYHyxFUqcgZyScodZtJljOMuXYM9dsjuqPIVohCJjoNsseZbic4HV8kxXJlyF1mhvqcqIArQ+qK6/0U7WMcI/WfDISgZRjCVcVD3+IXQEm0bSkqTOyam/QyixZ8NSPuS5Q1V5wHT/b7uOnLzKCy9bhKcVuu9iE4jv2Is2lTYmZbUTvKydtlo8qxX73EaAJewFFnkvaE7hVlhX8ByLvk6Lnl0ZX6Tks5qG0n+zkYE2MftncRaqOk1WWyVM5+ymni+ex0wx1pXBy5VajJse32H39jXGx/X6/j0D3kZBovua+2/RKIyhOTbw0HWN6J4/1mj9VbURqFfNP0OYQTOpSviXhueIdl1pnQGqdm2CZf6y1xYSh55nyQ5ajjSi8u8Gz+HM3Ikyx9rErwKIYnoid8K1Gpi+aMPDyPq/77L1mVoDFERg0dUYU3tMAe6eriCVREoZb4FIdBTW9wgVbiwlDv3fVQjtCTEZx8MArSeMD6jJXaZgwVmtYaswQxNGRtF7EBZjMEFCuhCnijVe4j4C7SvJSYLrDBFtvBzSl4a3OHI4Cl24tndTkbM0mXHrWNakfakT+noaoKEwZDtg7l24yWo5Iqzai+JOeII60amM05FbLipQKvvUikuWH4gJMZkSKckVdxrfBJxeWIiE1DZmrNy+Z9jXdYULfq67qzKcbUXK7tOrM0+0m2FxCyf0M01xB5WbVuCh/WQuu2YzUsGbMRIHLTrPsAsxmasJsRwdUej0bdbgUUFfqMHlkaSYjucBbROm9v6dILbQAT6Xp5YpAyg+FC8tCgPnzO8hlfiXNxILr0hRSKgnKlQodY5sm/RDca4ntA4T+AieQrnPZ4HvM0JTo2I+QcgKY5x8b6H3IKsVibRCAEgZC2LvMyCwxitvmXdrOlNmE/tddQukkI/wAYOBVz29u355gkdBj9hpBSfN8YMQ+TrVgW7MJl37n0rAON0Lb0MATIsm1OuBQI6BQAE4nkmp1cKhcHaIU93GRvjdvPgz7+SaM7nsWUFCYajyI3Af3QL2aEGJ+xwTnwuR7JqtRO4j9Ds9+9UojCvY0sOZSTQ1fY6AcIg4bwX2Ff0+3MwsSTQlfuJBjz9u5LET8Z5OdJvT9zbOIKrt5LzIqOGOD8nFMpdFvugRvDPnxv3K3Bb5ZUV+teBsEEPHzumFtMTEBGJX+a9cFU+eOosNDrRYIloUAiyZwI3bCHX2YVmVEui56VnaaYj1Gz3mEd+qKwFfvtj6+ULL1mgFO9QFQCta3J7dfQaBhmc08AaY2GqD9XANm281QVemQslJeDWmuzQwoKMBJAwoKc22dQgEWQWjqjR4foEP8WCmYbjeh/48uwXHKpaH70JCChW2AGEf9Zr4A83bMgBkZldHzHckJQYDFZxp8CiZ3FW/W/ylybLRg2eeByQ1riwkjb7wumicUjryyWEBGpRFlN+9FzuptKPv4XqRLmBQ0JfxcE02pDppSItfI5dtLqzai+A5O2fgQzTMpOh3vPiqdUCCqjQZk334r1GEw7yXX6FjhBSeN5JpK2e8RKmwtJoz8TXzc+wPPb8suUuSFppgYR14WUYJjimPPTBooyAALuwifprcq3tGOuAYmAd7CRQFw8iNWhuW+XD9QtNvSMyqD0wrTdUaU7t4La78ZmlIduzIv+ae9sPUyv2k4z55WLV+tK029Efl7GjDbaYaqUhcWISUG9WoDch/cg7m2TiTXVAakfU28/nfMNrVBZahB1u6bwto+W4sJQxwTKzcykVvJwJ82pS7TY/xUI2+RIgcmO02wDXRAU6xnF1G2ATM0xTqB9gVAeMwy1b4AYYCFWiQJWV3B93+KHRstoGiajvqgmKmpKWRkZED38H9BqVIBIO3RfnxeQeYdkZce+evrmDzqKdmtqamDrbWJfeFZH9kOemEBKRU6pNUQwkzMxk/6JDj7uGYX0E6U3M636Qv9GeS1aJF9ItshjAp/Nn/ufqeS/wJoYknF9VWxeVnsucSxxLnORJrzN7GPvE+C51g6kfa5DwDf70X4wCglv1MpER8YmcdGgvdlcv6e+MPbmPzzB+x2+i0fReY/3eg5wEFc2EH6wIjtBQr2C02Ybe+AqpIfRKJYpDD6l9cxedgz7jO2XIO8j+3G+Ft/x/jBd5kHoWkUf3Ivb4GlWOTcw/X3VIcJ9n4zUot0PA1dOI49D6wgzZicLp7sMaHznf3s91G5owGZpcGVyRHMBcS45Y43WkGMW3IsKgPbJ7yueBsE1+KML1/zHuvX4vjAfM17tmYTZjr5xwogJafPdSPH7Cw6/+ubmJycRHp6uvfrBoG4CVEC1JV8UxMNcELZKUw0vuehIpKJ8DISZpdoxpTZhKEDr2HKHKd2cmPm/EX+9ocXfRwZGOwXmjD81H5MHTyM4f37YTM18faTJlZ1hQ62FhMjvAC4CWntPf7HZrreiIKP7pZkXhbD9BDf7GUdurK+j0CgqTMi72O7A/JnaeqNyP14YMdGA+ImRAnQ1BlR+NkGNkoHNGDnaGBkaQQ5TFzhMrvEAqY6Tej9C6N9jp1pRImSiUx0hz9rrjAfoxspq6sx3zPk2V5VHdL1Zts72AhLKIRBLJp6T2SiuoxZmY+88TrgqvIAAKBpn8E00+0m2LqZyMN0mYM20gp1GDFxAocKr5zvI464AJMMLiUVaKDwM4xAUyQmYuKD9zyrVJnyZ9KqjCi53eMHStMbfUaGTXW6cltW6L3a/qMJk90mWAfMUJf4bquViEyc+PA4rB1NbBQblzLrSkLWp3aBpinMfHgRKauqkfXJXaBDiBZUVekx9cFBVoh5C2JxRyZSLs5a1l/iEmLZ23Z4fRfT7Sb0/ckVeXimESW79wYlxCa7TZgeNCOtSIcMjokwo8yIyh0NsA6ZkVqoC9x8GMWwXgywQnwcy0OA+bNdi3HX+cuzoH1uMD4jjcHIJrWqVpR6cijI/BnytiI8caQ/IKPciIxy10Be5PsWFAvMyZPdJvS8yfgCRs83onJnAzLKjDz/gWKR8NeQPjDOscJcND9OMY5Dh1YAE/1NmBruQLpWj4wyflDCxEATut53+S0uNDJ+izLm+bi+qvQCHcY4YflwgifQZnrMSOckoQqaLJKLQ/q5nEmcziD2UUn8F6JI9ByrJHxeCQn8Y8n9vBQ4P/xzTs7AdR85dbwNtgs9SDNUoKjhWtevc1hc9DhHHA7+wzoX+Ns0sa3aUIfcxD2Yu9gJVaUeKSsNrJtJMEZcp2oMBJlvjREgCNmpRcBGluLoMSOzzMiOW7YviHPdY9zSa8Jo23FMDjQDlAIjpkZUfaQBWSs8Yyov14C8XGabsgXuvCXnDbFcQYDvr6UJ3yfpU3UmcI4l9xHt4PpCp9tdFHGUAhMnGv0y+XvLqWT3Sc0p457rc8NLXp7IyWGuprI8BFi0gKed+XvJMsM6wPcFTA+ZkVHGH/gTfU2YvtSBtAI9skrCF2k30d+EiwcZAXWp7SD0igbe/aYuCf0WmWXCjzSjnB8t5kwArJ1NrKmWSkwUnOMNthYTbN2uxNwYpoCaOt6Gvv/6AxNu/5fjKH7400jbVCPLtdWrDVCvNoCaD9wtHgjbvKZEj/EzweUGWnpNMP9jv+cH13iZumzmCbDlBNLnTdZZi4OPeBDHMkFqMd/Rnkb4Aiy9JnQc2I/LbYfRcWA/JvqafFwpdEwN8z/C6ct8x3p6Ab+tYn6LjEojirbtZsLz9Ubkbtrh0gYpjB15F9Pt4sEdbnLaqcOHcPnZ/bA1RVcwyOTxixh86m1MHvcfiGG70MNLeLY3dYe/gSEiXW9Eye7gcgOn3QsdLmgn0vOXr59LXRY7dQSjAbGrgVG0hyLFZbP3xWXHFdOysvqT5T1E1GTRchGEyZBrIgS8mFc45helizYqu9AIxfYGWAfMSMvXISvfAMzS7LUETBf9HcjPrCPuy2mUVA2S069Z6ZW4RB9kNaWszEok2j3Xzs2rh+Lq+zA1YkZaoZ5tKwA4nOQL4oQJKyjQ8/OCFarPvDOKSM5UMOS06tUGgQkRHBOiQsV/IYlJ/BeSxNlWJfL3qRL424lK/rUSOPaXsaMd6PnhX0EpKIz++QTW/vDj0F7tSWJ2OD0DbJFWgNpUgPG/eBKetesLkaWZAQDMOzz2rtkF/mc9P8/fXlDyt7ldTlqK6UXC/Ljo+wPyZZLOqDAiu8ilMbnGrnKOf6xynn9j5QKQma3DMO3R3rIK65Fftgm5mXWA1XMzbqqIpHErMLnxn82ZSGxzzIbkPgexzW2Tg7DdkekT3O20KiZJ312mRVDORsQFIjCBSkgnEkubERxKznuBUNDFTYjA6Lt/hUZfi9RaoyCpGADcFCgF9zQIymFcCcgsNSK70LtpJT1fj0sXD7KTQUZeYCu7scvNsIyZkZmjQ05+fUDn5BQYULdxDybHOpGRU4msImGbsosNyC42CCYCgNEWp4fMSCvUCYhWU0v0PL+Yv6hMdaUOk4cbRQMUfMF+ugWzzZ3QrCpD6sbagM8LFONn+0EpKNBOGpSCwvi5fp4AI5G7VQfj93fDcq4PmpVlyN5SJXubognZxQZUX9OA6UsdyMjVeYTgYphmwygBl/xXypNyS/5cKfNfTCUyuyOeij69F/aeDliOuZIruaAUyNh6DXI/vtvzm1wamJ8ifLwgCCJZlNSqqEXf+4QaF7kt1MC87SOvPdljwuSIGRl5zGTAJ2YVamBjl5vRfPpZNlG1fv0e30KMtxL0s5JN8L1v7FITzO95ElMrbmxgA1gcycyxU50mWPuZYBmugHMk85s01XUB9k4mQtRBL0Cl07Hh4U4V/9npZM/LU6gcsJ9uwfBPf89qO4Vfv4sVYnJqYGe/9VdWiPnTwLiYWyS0LCkaGLHtnONEK8zx76Oc4W8r5jzvSznLf3cCrWqWu48WP5ajgU30NcE6xAQAZRcbvIxpMhgpUhqY732kBsYNRnIk+d5HbpP7BAEggkR/5tm5ddxAO1Fwb4PQEhWsBhYAuThv28s86JidhflH8icyx5QGBhe5q72bYVbmUqQAYP9OqYzbjb0hu8jgWcUGAMuYmRVeoChMjpkD1sKChSAxddDsicB0Ib3SiPRKIxwq39extpkw9JLng9bubZBUpmS2uZPnb5pp6pZdC9NeXYm1P/w4xs/1I3vNClHt60rBRF8TOj5wBQBdPIjMonoUlG6SNG6jAZM9nrD/1KrwUMxxIajj1mle1oVX3YgxAUaxjk1NncFTg4b0gRl9242FoaV+FFAJpdpFw1RFtDf/PjBi9crRugQrW9KXwNkWrGTn+Q+gcHC2HTRy1GUYpA+B6XcaOSllSJoi1EEXuKtXOoFccRJh3ZzVqiOZvy8jT4fhZs/CJE2rYzVQcvUpttq2E+Hbs51mHscgnUA8O0cDS0peROrqMky9eYQVYlnriqFJYdSGtGTPC0hN4qsS6gS+SqxS8vsrmZPXkKhwoPyGTOCGTNcv47xjFzhL/jmCN2vWwV+qWxc86qd9IYm3b1rJ354h6K24T+B0+NaWAaE1gAtyJc4dx6SlIEGgkbk0CS5TPADLYDMsg80wrL0Xudp6VxuI1ASuRkYYlERLIClJDcv3OAX445oct9xnn+hvQqcrCnfE1IhKNPAXYYQTjBuuL2ivP/uY61JqHVHHTafzk04U+LxHfmf2KDJVxpQAy9iwFRo9EzY88sbrSKnQIe+m3ewAYHm+lqqBywx5OXVYWf8ZWCa7kJVegbycOv8nhYisFQZUXduAqctmpOfrkOYlvD4QqMv1mDju+aBVemlaeerGWhT9+12wN3Uja20xMjaHxnaxlJg8fhHWD3uQuqos6p8jXavDUMdB/o8UBct4JyvAoh2CKNwhoRVBbmjqiDpu9eGp/GxrMuEypzp5wZ6GJQ3zjykBlrvjZsx0d2DwxX1s8Ebh3Q3QGJe/qhxOjI40wzLRiayMCuTl8oVUXk4d8nLqwpaI6A1ZKwxsns+in2N9IbXGiIJ7GzDTyZibVUHU8ErdWIvUjbVQq+b8HxylGDvSga7vvwYoKIy8fhIV374DSWui93vJLjKgZut9GDGfwPjlZtaEnZkdO+bVdK0el9o8AVNkSku4wKvjFiaQtfNmzEubpxZTAgwQmoZmus1xARYCRkeaYfrwdwAo9PcdxkrjZwVCLJwYH2ziBZbICe4H7bhC9XLL+T6eL8/6YS+yQxBg3Ei39PLw+HayiwzIy6nH2KUmTI4xC6to0r7GLjVjwtLpc8xmrTCgcOV2WAZakVlcG3btK5JI0ekwdYgwVS4hYk6Aqcv1sBzjdGC5TkgJQ5zD83sR9n//5VQ4eUhkjpJInoXfYEeuD0wQxSNOs8P1awl8CbP8iynnOPlNcwQl0qITkyMdAEvKSmFypAMFKh2oRaJRpDGetOMrOJ2cQPgSkvj+G0cysz060ozWD38HUBSGOg6ifsMeAS8il75HQVI8CXLGiCZzfZ9kSRTiWgkcuihS48pMmeVtZyXb2b8zEvn7MhPtvO3UBP61kjnhp4mks5PAAscBNUeEo1kX+SGXlgQ1+/dkgie6ZWFTHgb/5Mkdy99QiIRkvkOKSz01T/grwWHmsH/YhJFnn2HNR0qC5khsHIuNYQBIIMftjBP56bXIT6+Fcs4B2Dx9pZgnnMacsUo5Ax+37jE7bGnDhLULWZmVyMvyBOrQicJxOzrSjGbumHVH5nImmfHBJgxdYHhRZ8YHoNaW8jganWQJHo7fUZBTJcFVJaTG8pxsMzVh1twBlZ4plyNp3uPMZuqVrtp5ZjNUOh3U9UZhILj4pWVFzAmw1FoXB1tvB1LKdUitM0aatWlZITu9An1DR+EWYllp5RG7t2WiUxDlGO0kxLGGwmvK2dyxzDUlyN2qg2UmuGvNXiQq9i4DmqNhSxvOd74IgELv8HGsrr6LJ8RIWCY64Q5q8hWZOzlK0LpdMi8pybDN1ITh/fsBhQJTjQeh3dsAdRAmdTciYaoMFDFJJZVaa0TeTbvZqrBxBI+87FqsrrkbpYVXYbX+09BmysOtFwgysyrZiQA0jYyc2E9/MH8wgA/+9yzMHwywv118fwhv/88FXHx/SOTM8CF3qw76Bz+K3K2h9a+qmqgLtgxojiasXeBaICamukWPz8yqZI4VGbMZuQStW8HS9tOsWVguZ7kg5jQwN0QZ5gVVTbl0RMQ+CVVxKdCMKt7BqOKBClBrqwmzHa7yCK4Me7GKzIIwepGweq6J0Ov2DMf0Mse/EOUyKeYnVSI/txLUwiJgdZm8HPxG8ZJFvYDmhiAnEsNqkczcZK6Vn1oNrL4HlolOZGZVIjezFouESdTBMfUJKgn7Ma9w/TXJWwjarET+83GTkzVJfHtXRhJfZclJtrF/5yVZ2b/bDwzhL189BkoBnH2+Hdu/UI6aNSn4w5dboFACJ37fiRVP6LF+exYAIJF88QQWOPHVNiffZDipVPO2Uzjh+glECWMnYS+6dKgLk+d6kbGmFDlb9JjnJEUvzvPNZlxzV8raeuTf5zEfpRJahSCMXqQSgiD9gzQhznLG7Qx/3CrmCHvkoudG1KJ4n3LTPSiFAjmJxegFDQoUaNDISVoBpY0xsTqTyCxiGvmp1VDU3o1xWw+yMiuRm1EDzDp480heTh3orQxVWnqeDulFBh57iIKg4+IlL4dA4ebLpaHS6zHV6KJ2czpBJSX6VV3IeY+/U9xnw90d7uCvoDSwxx9/HBUVFVCpVFi/fj0OHjzo/yQAhw8fRkJCAtasWRPMbZccNlMThvftx9ShwxjeFxgxrLXVhKHn92Hi5CEM/GEfrBeji0x2qZGbVw999ceRmyevk97axoT7ukl87efDR17sRs/JEV5e/Xu/6cahVy5DoQScDkChBFqOT4e9HWIYOtSF1u++iqHXz6D1u69i7GiHpPM1BiNybt0d06z+XGhTq7C2+J9QmrUea0s/CW26/zSDvOw6VFXdjNw838FO2UUGlK++1WuQx2SPCf1HX8dkT2TmAo3RgIwd2z1mz3feg/1C+L+HSECyAHvppZfwla98Bd/61rdw9uxZbNu2DTfddBN6e3tFz5ucnMS9996L7du3B93YpYTd1ATLW2+xq5hAVfGZLmE9pDjCDzJade5iZ9jvWbYxj+fQphTMCtQtvJwOoG5zWtjbIYbRM4O8qMSp8+Lf7ZUAbWoVarXbAxJeoWKirwmdb+/HSNMhdL69P2JCjJ6fZ8yINM3MXR3LYx6SLMB++tOf4v7778fnPvc51NXV4Wc/+xlKSkrwxBNPiJ73xS9+EXfffTe2bNni9x5zc3OYmpri/QsEtmYTRv/yuuwlM+ymJgw/tR/zg0Men02AxLApFUR5BB9l1yOFYUsb2nrfxLClbUnbEW6oy/n9nlwd/jyiqo8WYvsXygF4ZOfVn8zHg4/X4frPFuHBx+tY8+FSIXddESu84KSRvrp0SdtzpWH6EpHkPBgZQaLS69mFN5zSE/ujFZJ8YPPz8zh9+jQefvhh3u+7du3CkSNHfJ63f/9+mM1m/P73v8cPfvADv/d59NFH8cgjjwTeMIoRXpd+68oQP9wIbUMDa+YQ85cJSw4IDbozHRwnKEUhqagImTfugrqOqLrsxZ+WWmtE4d17MdthhrrMRT5Lw08YPX9b4D/g+MAE9FBkqDzH7zV6uQnn+14B5Yq4WldwG7QavefgBY6vYZFwvHGM4sOzXRibH0BOUjG0qgqmzQmcoUT4IXgUVQRogs5HQYRxc59dEDYvYl9PrTHy/DXJawgfGBHKnMQh4VUn8sPMswgfGNfvVZhk4e3b+7U8rF6bgJbj06jbnIadu1w7bsgAAGgUY+yx/nxgs3QiDr9jw7ljdtRtTsdVOzwkqBoFPzzf27XaDwyh5+QI0laXofQjjKDKur4Acz+4BRPn+pG1ZgW0V5dihBOiPkvQTgm6XApdmogPzO+45fpu7fxnpeYJHxh3m/DdklzlFPcjTSCmP8J3q3Dy+4LiO4b4xwrGMSf9g+PzUiqSXDZmig3wEK3OLsGHJFZhWr3KgLzPN2C23QxVlQ4pq+pB+/iA7BeaMHvRDFWVnolWJA8TKQcTaUgSYKOjo3A4HMjPz+f9np+fj0uXLnk9p729HQ8//DAOHjyIBHLA+MA3vvENPPTQQ+z21NQUSkpKfB5vazZh/J234R4UbvOeXHZ6VZUe0wcOskIs88ZdUBsNgPj8wyK11hgV4eHjth7WWU2BwthMH1+ABYDh2S6cmXgDFCj02M5jXdbHWCEWjViK9OX127M4mpZV9FgxHH7Hhv/4whBjftw3iW//uoQnxMTQfmAIr3z5GCglBfr3Zlz/4+tZIaa9ujJOHLwEmOhvwmDze3BHPeav3o7MUmPQbDNSoV5p4ITP+xZeI795BlAoMH3gIPI+3wBNffQSKQcVxEGRSaw0LfgNABwOB+6++2488sgjqK4O3L6cnJyM9PR03j9fsLWYcOnZ/ZgfGoQ7FFZq3Sd/UK9kVi/p266B9v4GRnjFILI1ZazwokEjJ8X3osAXxuYH+EJwfsD/SUsAa5sJl59xBXE8E5kgDrlx7pidFwBy4bjd/0ku9JwcYYSXg6k1dumM9wVmHJEDy5HoqqpBL4owIy8RZi+a+SH37dHtK5MkwHJzc6FUKgXa1vDwsEArA4Dp6WmcOnUKX/rSl5CQkICEhAR873vfw/nz55GQkIB//OMfobUe3Iq7NGve45oP5YJ6pQHZt90aEeFl6TGh/9jrsMjs4NWmV2NtyR0ozdmItSV3SNa+ACAnqZgvBJOKZW2jXLB383Nf5trCH8QRCA69Y8Mvvj+KQ+/Y/B675io1LwBk5Wa133PcKNuYxwgvJVNrrGBdQSjNlgXjA03oPvtnjA/Iv5gYnulEi6URw7Ndsl9bLqRr+X7Z1EIdLL0mDB58DZNd0RGdrKrW8X1lVd4VAVuTCWOvyx9vIBWSTIhJSUlYv3493nnnHdx+++3s7++88w52794tOD49PR0XLlzg/fb444/jH//4B1555RVUVARnerK2mmDr7WBKp1Tyywhk7XSZ9+DdXi2w4Sv8GZm415HP2MuzbXP+nuwyoeddxpc33NQI3fYG5OXyhSavGCZRWoKk2aE4vgVqdh75SeXITypnfpjj+3roOY6vgfSBuXK38lCAteodGHcMITuhEHkoBD07Cyg9+UOUg/Ad8K8ERYLnWDqZn3dEUlgpODRHUmh2WDZ614eYXFvJe9cKJf9iSQkcKimiJEoaQReVneARPjlKvokwL4EfcJSj8GhNH7wzg29+YRRKJfDyvin85ulM7NzloX0iGMTwiRspZD2VhRPH5rF6cwqu3QkAzPUTKd+Gp1k6ARt2ZED9i7XoPDmO9DWlqLg2H+7CKeTzJXGop8h+EXwfvIEr7pPkvi9LXxMuHn0GoBS41H4Qiavv4fEbkuNWMe95PooYp5jl+8QuW9txdvptxqyNc1ir3gFtovfgFF7RSsKlQRElagRfO+f7VxB0aQqCLo3r46OSmL+zC+tRffV9sEx0MsnNTsD8D+ZbHz3fiPKbGqCpl8gvKVYiRWyu8zGVqVcbkPfF+1w+MB3UK+sFuWm2D00eZo+DjaD2NPCYOSLpE5OcyPzQQw/hnnvuwYYNG7Blyxb85je/QW9vLx544AEAjP9qYGAAv/3tb6FQKGAkiHa1Wi1UKpXg90BhbTWxbPSTRxpR+NkGHjcXU0YgdolbefWQXDQ0pADzhtGRFkxYOpGTUipKhSMHtIml0CaXhfUeoSK1xghtg2dcqNYI+8R2qhV2UxfUxgpkXy/dnCoVp47OQqlk4gyUSuD40XmeAPOG63epcP0uFeyCYmj+UX+9FvXXa9E3mx1sk2XD5AifXskyIV95lPGFQZ5Ze3xxyKcAW2pkFxuQ5ipw2XfidV6fWAfN0gVYGKBeZRC1NHlj9lgqainJX8Wdd96JsbExfO9738PQ0BCMRiPeeOMNlJUxE9rQ0JDfnLBQQOb32LvMTGJllHBzhQpNsR6j5zkFHf3Q0IyOtGBw6CTGRlsBUOjHYb98bmIYnuvG+MIgshX50CZFt5DyB43ByJqSHYSr3HaqFUP/8zygoDD5xlGkpvwTsrZUhbU9G7ao8Pw+KyvENm9J8n8SBx+8M4NTR2exYYsKxu2BmxOjARl5rjpfrnHNUDLJg+zEIvTMmlghlp1QKOl895jPSSmNaEBSWgG/eGtqkTS/vbXVxHDCRrCwpP1CExZGx/hmxiVkpKdoMs40CjE1NYWMjAzoHv4vXj0w0E4UfrYBKSuJCswE8ziXyJsmTSL+vIC8yskElZGA8oljYpjjH6vkW6Gg5FhBEuz8NlnbTJi+ZEZagQ6ZpUYk2fg6fIJre+xyM5pPP0s0mEJp/mbUlNzAtMPquRFl5zeCJkwxw9Z2nLW/y04Ea5KvgzaB0UxoklqKtBMkeswvVBJhiklJ4d9X7dE6nGl8DWQxnU+ZNJ/BYWRP55tp5jIp4lgQ255+c2TyX9bUn16D5e/H2ZyootvWoeKB6wEAK1ItvGPL1WO87dJkz3ZJEn9fgZJvQsxW8M1fh9+dw5Gj89i6JQm33CAuhOY4WdGvvzmDBz5nYYXf/z6Zi4/s9Jx/yeEJdOqbz+Fdp3eOv91t52/3WzPZv0emUnn7Zif570Np8byPpEn+x5M0yW9/ssUzrpOnHBgbasLUSCfS8ypRqOZzbiZM8ceiYtozVikbP42BnhWO4+HFXkw4LiMTedAqV8AXeOM2MRHDC704N/MeO+bXpt8AbXI5c6yKPzbpFE9f0Bpi3KYmEdueb2BBw++nBbVn29JngmXMjNQiHTIqjHCk8Mf0IqGgO1zbboYf9zxYsKcBKa6K4266u+QaPZ+0V+nfhMiCO+W4cinsF5ow8uR+VnClGAxI27xJQOis4Lk4mHMds7Mw/+ibmJycFA3Kk4qY40J0s9Hb+jqgrtBBswzZ6DNLjSx7taXXBHtfB9K1/NpDY5eb0dP+jpezfTPKD9vNGJvrR07yCmjVwlXT+OIQzxQz4bjECrBwY9jShompLmTkV4tS9MgFtbEClr8di3hC7427VLjRj9nQG44dneeZH08fm+MJsFhATqEBOYWuMTwpb/C4NqEU2oRS0Bzf7bCjHxPOy8hS5PsUauMO/pgfXxhkBVgkkFlihKZWuvZEMvzMmM1IWW1g6e6gUACNTBh8KMzzXMy2802Hibk50BgNwBIGU8YuG/3HdkOzzNnoLb0mmP+xH0Mdh9F2+BmMDzLRW27NyzY1yDs+La3YJ6P88HQ7zoz+Bb3T53Bm9C8YtgvDY7MTCnkRhlnKyESuDVvacL7jRfQOn8CFC7/D6EhL2O+ZurEWRf9+FzI/dhWK/v0u5GyRHpEZSVy1JYkVXg4HsP6qZP8nXcEYdvTj/MIH6HW04fzCBxh29Hs9LlvJH/PZiUURbmlwIBl+3IUlZzsI/5SMYfCqKn3UmA7diDkN7ErC9CW+43tqmBmM/V41LwqZ6eU+y6GM24kk5rl+5KUwq9LhuS6Mzw8im9IyEYaLQ8iitAFpX8OOPow7LiMbxUE7ziemiJIWlk5RLczSa8LUJTNS9HqkVwa/iEndWIvUjW5fYfAJx5HAjl0q/OqpTBw/No/NVyVh3Y7Y0r7GhjyVt1ktzIXRkRZMXr6IrPQK2cr5TDgvgzemnJe9amHaxFKswXZMOC4hW7UiotpXKHAz/HB9YE7QHuZ5P2HwwcCdDzt30RUwFwX5sLErwAIoI+D3vCWEGEWMe196Pt/Jq1Amou3wM/D+wDSy0ssF1ZzhqlCbnVKCnolT/PytxUUMz/fgrNUdgsz4vWoS14NeWATNpZYiyq7SAIadAzjvOAiAQu9MK9Y4roVWWQIoCcVeEJLPqaDroJGdWo7e4eMezS+jwlO+hUg3sPSZ0PE+E3qMlkaUfXyvbyEmMkYo4gUoFZ42keVIkol6NipOeWENxfdxqQnHqEZBEfs9vpFEiu/TA4C/vmXDB0dmce1WFXbu4vhVFA7svjEFKgWFw0fmMQcrrtvp8S2qKE+bVET540Tiecjn4z67QkEY5KV8W4JS6Mx/lj4TOo49C1AUhsyHULdpDwrVDLHByGgLLph+z9Kbram8E9qMGl5ZFJocPwv8be5+95jNonPRi1aw3wady+zjllNx/a9FIbTKQlDKZP5YJe7LDbOnicrPZLkh7raQHoo41l95ZB9IrTVCvZovRDRGA7R7mejb5GqdT/Mh7YejyhsxBcAIMTczB80eS57st+myIXYF2DLDZJcJ1kHGmZubz0zImaVG6K9rgK2/A+l5OkYDY+t1UNCkFyI3vQpO5wKyMiqQl1MH2Oa9Xl+bWoV1OR/3+MBSKkHbZwQhyFL8XhO0Z5XLnHuZEWASoc2owZrKOzEx3Y30/Crk5frWvqYIrdTabw5aC7OebIXd1A21sRz5O5Y+Ifuvb9lwR8MwlErgF09O4YX9OfjYLo+QeuvtWdy3d4IxIz5lw8+fyuYJsWgF8844VYxHO1FYyggwi4WpcMyOv+luaDNC18LyqGKsVlyDCXoYWZQWedTSv99IQWM0QGM0IIjMi5jDFfCI0Y/JLhO633QlNH7YiITrGtggjsxSI/JyPPkyTCgyMxmU63eiQB146Lc2pRLaFH74cnZiEXrmPCHICiSgde4kspAHrcJ3NBcAZFH56MVFuCegLKWQjSXgtmXUQJtRg8UMcd9OeoEOwy2c0OMVwZlIrCdbMfCjFwEFhYm/HkOmejdyti6tH+yDI/w8sUNH5ngC7PARfiDHqaNzogLs3HvjaD0+iax1i6i+TlpouZzwvDNXFeNczxjMzKxEX/8Rj/btIwApGORRxVeU4LoSERdgUQDrIF+rmL5sZgUYF9lFBtRsvQ/WwQ5kZuuQk18PTIcWAqRNKsPa1F0YXxiEwkGha/ECY85BC1YnfERUiGkVxViNbZigh5GdUBCU9iUVmSWMVjp9yQyVLngfmN3UzauLZTnfv+QC7NqtKvziySlWSF2zlS/Mr96ahCefsrH7N2zxLezPvTeOXzzYytBQPTuET/1805IJscwSI+o27cHkaCcyciuRU2AApphxm5dbh5XGz2Lqcjuy0spl0b5iCRN9TZgcMyO1WIeM8ugLSrN/2ITZNg4zfZThihBgoiZmf/ZajqmYvI5cpt7UIh1GP+QkL+frfNIkZRcZkJ/uCjzwlsJH/sbdJuz2br+WNrEE2sQStEwdZlfCrOObKnId6r1BeShCHlUESpHAlq4g/QGCkhac/f7SEAX0UWAmxMwSoyAPTArUxnJM/NUTRp+52iOolaR/jGgEt3SJgthHnkuG+Sq5dETECLr1hlT8cT+FxqOz+MgWFW66gUPxRDtw0y4Vnt2XhSNH57FqcxKu35UMd8KOkjNgFHCi7biF5VCklBR6To2i9roC720Md913ADkFBkZwucHtNto13GnaM15541Z8PPH20+JJNbST80ZExqVfSKA187Vvoq8JHQcYy8vIhUZU3BgElZQY/FFLiZ7LCK+RXz/jYab/wn0uIRYlgQS4QgRYtCOjwojyGxtYH1im1vdKbHywCdaBdmTm6JAjExWPG9nKfPQ6Wj3mHEor6/WjCWmbalD88Kdhb+qG2lCOnK3RYWq65QYNbrlBAwBY9FKvx51HNu4n+bF2czrefvaSS4jRKN+QG1R77GebMddqRnKtDuq18o43ABgZa8GFJlcQx8hxrKn41LLSwkaHmzE+3YWMXH4eJyAsbhktVFJueGOmjzYtLC7AogQZFZyaYT6IyscHm9B25BmAojDQcxiGdfeiQB1YmZphawfGpzqZAA4fdDlaZQnWJF3rYTRQRMekHi6kbapB2ib3ZBndYfRSsXZ7Nv718Wq0nphC1tpS1FwnzOnra+zFpdNDUBqqkLtV6EucPtGG0V8wfsLpdw4j91/uRVrFKlnbKQjisPYsGwE2OtyMprO/BUBhqOMgiquvR5nxJnZ/WoEel1s99FpSqaTCDVW1DtP/CE9IvlyIC7AYAi8KkaJgGesMSIANWztwduhVTxHK7JsBAGP2bmQnFPI4D7XKEmiVJcLQ5Tgk4x9vz+L8sXlcvTUpYPaNv7xlwwdHZnDt1hSeCTEYrN2ejbXbs9E1J9Sk+xp78f6/vecKIm1G6d2bUHn/Nbxj7KYunp9wrq1TdgGWmVmJvgFOEEdqbPNvcmEZdycRM6a8gYv/QFp2KVOVHUBWiQH6jzZgctxFJVUeueKWgUC9yoC8B+5z+cB8h+QvJeICzE+57CWBjzaka3W8KMTMHP6KaGSsBZbRDmRzneEUhfGZXl6ofL+9GcOzXYxAm2vCWmoXI8QUHP8ARXpvCC5EIr/JV96Iv31hrb0QpGvHQTg7HbTC536nj33vvzOLf/kcE/L+m6dseGZfFm7YpYKD43chfU/cMPrHnpzCi/tzcfMuJmGZtBiSbZSKS6eHPHm+AHqfPwEagOYOj4agNlZg4q/HWSGWXCN/Fee8nDqsNHwWU8PtyEot441bFgo/z8rdT45bwifGHbeCcenvPrxjiW0vp2Zm6zDQc5h30OSomRVgACPEUoOgkooU1KsMUBv8CK4lnDNjkkrqSsP4YBO6z/0ZAFCz9T4Ul10Nw7o9TBSiCyNjLfiw5Tn0jZzAuc6XMDzZxu7LVpfy6HKYEA0+/1sc8uLE0TleyPuRo97z87ggw+gPHpnze06wKFhfKBDwfc+fwPQJz7hJ21TDmA13XI3cf7k3LD4wgBFiNcW7gjIdDi/0om3htE+qqKVErrYeJZXXubaY1UJGnnxmOGurCaN/eR225ugohrkUiGtgUQ5LrwkdR54BKAWGOg6iZut90NXdIjhuYpKhY/KWEKpNrcLaotsxPtWFnGQm2m7EpYHFEv9bLGHTlmT87mlPyPtWV+mUv71tx8HDc9h2dTJuuyGNdw4ZRr9ta3j5DnPqczHWPOr5gQLsTd0cvyCgXlsfNsEVKtxM8gCFXkcrVuNa5GHpK09zUVl1AzT5ZSyNVnaRQRbuWy4b/eShRh4b/ZWE2BVgPioaewPXUuPXqhQAxVNQIIvXiqjd3H1Tlwk+xBEztJkepgp3hdnMrEr0DR6BW4hlplWApihQLrOgNr0G+Qke/8I66haM2bqRnVjk4X/jVlUmQ+79mVc45/L+dm0Pz3SyLCB5aZ4JkSbMOIJtro1AQsqDv31OJ2H642yTZsEFmv88s3QS529+6Zg517Fbd2jw0ycVaDpux+YtSbh2ZzL+8tYMvnA/UxLll09N44X9NC9ReeeuJLywPweHjszhmq3J2LEzCXP0ous+NHEf/qfrbsexd6dw+EgfqjdnYvX1TNmU5veH0XNyBGUb81D10UJ0fdCPg19/T2AGBg2oDeWguQPQBz1UILD0MZyV6QU65Gfw2VVoJfmeFcR+TiVuYp+7kvLE3GWeJcFCD0Or5AceDTuHPIz0ihX8cZzIf3eCcUtUbOa2CWR7FeTzeLazig3IKvbQLwnHPCTDFxu96IW5YyiUb0nKsRTxv8yIXQF2hYAsepeu9W6CcPsSJkc6kJXqm9TXDa1ahzwqMprX8Ewnzoz9lfG5Wc9hbXIitKniDCKjoy2YmOhEarFeQP4aLOznPCHhqmvDH1F17c4U3H6j5xM7RjBpkEwbAPCxXSnsbwt+cppIHHt3Ct//Yh8USuAfzw7ggceZfnvly02glBRO/t6MO35+FYZPW0EpKEFuX8ldm6HeKE8176lOE3pcnJXDLY1I2LxHtvfoBskik6Us4E2mw85+nF9sBECh19nmSsz3JNsPL/Ri3DGEbCWT4D0xf5m/oItipFToYTnqmRdSRJjh7ReaMNveAVWNDupVy0tLiwuwKEdmqRE1V9+HqWGzpyaYzfvElpdTh4Lk6At1HZvr5/vc7H0CATZsacOEtQsZC0xU5YULvwNAAf2HUSvD5Gc/14zRX/yWDQlPUt/FYaKPDK7amoR9T9t9Mm2Eig+P2djkZYUSaD9uYfydSgq0g2YSmk+OQKlKFSamKyg45+WLgbP28zWEqdFO2QUYyyIz24csZQG0CSU8AmqvjPRgBJi73ArDOtMMgPEL98yaULm4Bg56ETmoEFCvLTWsrSbMdHUgpULvlY2eBLcI5fSBg8j74n1hEWK2JhOjBep0SKuJXFDKshRg7oqkKr0+Kij/Q0V2kUGQBBntGJ7vwfjCILITi5CTvAI91nMen5uaTzk1bGnD+c4XAVDA8HHk5NSCnXgoSpbJb67VzAsJtzd1R1yA7dylwu/2ZePw0TlcvSUZH9uVgjfenmF9YqQ2JhWrrtLg9f3jrBCr2pwJgNHG3EIsUaVE81PneRGI7n7JWFXiJXU6OKSu0GPsHMdykBseQaBNKkMe7d3vlaXIR6+zDSwjvcLD1Tnh9Jgf3XD/3TlzjhVm63JvWVIhNn3RBHtPB9RlDM3Z0CuM38tytBGFd+9F7i27ecdz576UNQZBEcrZdrPsAszWZMLlZxlte+pQIxT3NESsVuOyE2C2ZhOGn2VWHFONB6FtaOCXHJDqxwoXy46EcjCkfZ0bO0r6EpBA+guU3v8GQJE+AJ6N3HPd4YVejDkGka0s9Fnzi+L4C4ad/Z4SLXMmrFPfinXaWzE2248c1QrkZXIER4ICE7ZucFfKzL1df9M00vN0oBUUJvpMmL5kRlqBjuGKlGBXT67RY/qdw+xknVJfzntcblj6vJPfTzMOfj/ZnR4fmM3J16JsCv6xiYQv8ZqdSbhmJ3P+H9+0Yq/LJ/b4U1bsezoTuzj5Ylxn/zTRpimauK8zGSuvz8PXf5WIY0cXoduYhaqP5gEAbvl/meg/NYIVG/LQf3KYNR9SCgoFW0tBa/OQvqoE6VdVYWxKgrMWgLXNBHt3B9TlemQXeCatdJ0Ruusb2PeVnVnPd1uTY1p03BLTVAKR0sE1tXLGbT4qsGZRiQnHZWQp86FNKGV9V9lUMXpnWnlCjPs3WzdvfgDaNJe1INHTDppsr8Cn5/1vb9vccczzf3eYMPA6I7AmTjZCozfw/V5dZt7cZrvQhOH9nrkv7/MNUFXpMX2Ak4ysZ2jqJJVw8XPsjJnvp7d3muMCLFjMmAn6E7NZUDMnDu8YnutmtSY3ie/wQi/O2t9lTS1rsF0gxIYXejEx5/IfJJVhfH6AZzIcm+1HXfa10KoZ8ya5JshKr0Dv5WNwC7HCog0oLNoAy0QnUourkF1kwPhgE8zHnmF8Ks2N0F3fAPVK77Q71jZm1ZpY7ym6p15Tj9wv7cFcmxnJNTqkblx609ARwid29Og8T4AFgw3bM5H/kWzeb7pri6G71hPccPb5dlaIlX+8FvTa1UHdy9pmwsBLrgn2eCMSbuHXZsssNXpIqafE/XnDE62YmOpiilpmyacZaxNKGcFF/p5YirXKXex4B4D+hYsYmetmj6FBI0clnaB6ZLQFYz3dDN1bfvARnLY+vhmW+Tw4VZgrPO4CW7MJlnffYgQ4R9vK/qdbkff5Bsy2m6GqrgyL+TBFp8PUIY+2ra6MnBtj2QkwtjNlLHttv9CE2YtMBeBozEaXA8OzXTg7/TZrOlmr3gFtYinGF4eE9cI4AswdyuzWttam7kJ2UjF67B+y5+WoxMuyaLNqsbrqLkxMdSM9X4/cPOajz82rx3wGM0QnRwnG/ktmVoBNdZpg7euAqpoxswz8gZlUcbwR2oYGnhBTr3FPKLO8NowfbcfU+V6kry5F8c7IcEBu3ZqEpzg+sS2uUPu3357FkSPz2LQ1CTtDFGgkdNcWY8uPbsDI2UHkrS1C0bZyDATJomXvJrj8+hnmCWtfB1JL9MjNCexbGR1phqn9BQAUei8fw+qqu1CQWB5coyRAm1TGY6EZpy+DmvNoYXkpldBqpM0f7gKdoCgMdh1C/YY9QVdM0JToMX7GIxgyV29G+sbNmOkyI6VCh9Raxu9lazbh0rP7WYIDAIDTCSqJsQaoVxqYeUsRHnOSxmBE/p4GzHaaoarUQRP3gQUPTb0R2gamIqm77HUor81+oQkjv3mGdYJqP9cQdULMHbGXlVWJgpTgSoIIAi0Wh6BNLEV2QiF65pv4kV4cjDv4Am58YRC1qR/B2sybMD4/iOykIlbzEoM2qxbarFospCV53Z+R62YhcTH2FzDXnOo0oecvLoF1rhGaKo6ZxaWB+/ODWk+2Yuh/XgUUFC69eho5qhtQtK08sI4LAbt2qbDv6UwcPTqPLVuSsGuXCm+/PcuaFZ962o7fPJ0puxAr2lYuy/Opy/WYOM6pGJ6QyL6LsXONSLi+AQAwfcmM7PRKn35cywTDh8hSLg2fQUFx6O2TipykYvTYzrPjuSRNOrGum9uRLd45FnzB1XS9EcV37IW91wx1qQ5p1UY4VBAwd/BMeG5QFKbefg/JZaURma80BiM0Ble7IsiHtSwEGGmh5XUmDb5vR2DPFRdvXhmZ3ROiIM9CastdpwlySIjyEYTN3JngOX5kvAUmV8Ref/9hULV3M5WZXaASOb6EJL5/hlvaPEdTzvt4s1NKgORkaJOrsDYxAePzA15DjHNQgt75Zt55VGIi8hOrkQ8mopBOJPJpOG1yEr4EOsG7LyFrhQGVOxpgHTIjtVCHjFIj5ilhtBvPzOLWwGlKwMXkdHjua7/QzQvwuHTmErK3eqIkZ5x8oWp1eASKRaHm7VMpxBk3FmiPZyuRcmLDDg027GDY58edwD+OLPDMih8cWcT67YmwEflmFofa5za3fd7aP0v49BYcnPfh9DOmOWM+tcaI4jv3wt5thrpch9mL/Hcx2n4Ck31NjNmXbkTN1vtYIcZ9zxm5OvT3eSiXRifbcDnLDG2Gi+cz2fe4BfjfD0XmcpHg+MgowremTa7BusQEj682q5bvt+OO20T+fZyuHLGMbB36+o+w2pDbf8tvA3+TlxdG7EurMfqN6kvR6TDJsTqxmphCgbl2zwKO12v+5iquO5ysyhL+6jsBY1kIsHBC4ASNMkZmyzh39UphYqqbJ8AChVajw7rsmz3Jxhy/gTa5gmdq4Z2XXI616TdgfPESo235YLqXAzyfiguaFXqMneWYWdZuRubazbB3m5FYX+lZyIggxVCByb8fZYVYzhpxk2c4sXFLMn7PYfBYf5W82pfcSK0xItU1wSrt4L0LGrQgCd+bFparrUduVg1GJ9w0Vm5W+sAqLcgJrVrn01cbCHLz6mFcdQ/Grd1s8U45mDfc0YgqvV6ggWnqjSjY0wB7lxlUYiIm33uPH7QhAvuHjHtEVR2bOWJxAeYH6pUG1gmaotd5tK8oQWZ2pWv16goVTi8P+lpaVQUrgOjFwAOqtcnlAZkJw4F0nRGlt+yFrZ/5CN2TaWqNEfPpgU1Bmg110H3nDkx/2IO0VWXIv2bp6Iiu25mCnz+VjVNH57D2qhRcuzO00PpIgvsuNCt0SJihMdXX7AmlF+EBLMpf7xJgrnEcA6z0I+MtmJjsQlZGBbKLSXOjfGrK9EUTBl52mclPMOHz3oRYiksAJZeWMi6UanEGeV7ByvfDlyMWTsSuABOhkhKouNxtsiixH4okigY0RgOjhjshqlqLQWBtFAmjF5gMCasIN3Q+u8gIg3IPLONmZGbrkJte7dPsASfxusmKtFzzCinA/FROBodmhzQZIplvwqKTmP3DE60YH+1FZmYlqzU6SROi0rd5xb2drjciXW/EQhqxm9cR/JOdxHbahlpoNjDRb3OL/KgG6yK//ZNKRqiYDwxi/EwfdJuyYbieCfxIpPgOgAUlvy/ee28U54/ZsfoqNT6yUwNvMF6vgfF6YJ5WYtj1GuxE2DxpQpzkbE8u8oUe2f65RX6bFjnmVJJiC6RJUQyU510AQOI0jcqdDZgeMiMrU4esYo8/mnzPuVoDVio/C4ulC5mZFchL0bHHUoTpm6zQTHEpnhb9TGlccx2RViIwdRP35X5Lw5NtuND6PAAKfUNHYVDfixxtPcaGm9H04e8ASoHBzkOoveo+pOv4wkYsjN4b7D0EbVSX2SPAvIxxtwuFTqCJuY/L8E8L3SMXOQUrxaj6QqAXkxuxK8BiBO7MeU2JHqnV4YnOycmv94TrzjAT6MhoCyyWTmSnlMkaliwXhidacb6DSV7uGziClYbPBmX6jAT6G3tx+cwQ8tcVYsVHGNOq+cAgXv/qYSiUFA7+rhf3/WINK8R84eS7k/jRA/1QKIHX9o/j+78pwtYdqez+I+9ace6oHWu2qHm/xzIyyozIKDMiedr/LJeXU+cZA3b/7P1LCTZYw2W6t4x1IkdbD8uY2eWDYoTN5KhZIMCkQl2mx8QJDm1UhTzWDlWVDtPvR697JBDEy6lwYL/QhPE/vQ77hSZZrudmjLYcO4SBP+yD9WJkyh64Q3n7+o/ifPsLGJ5ojch9pWBiuhu8CcDStbQN8oGRw2Z88PV30faHZnzw9XfR39gLAOg7NQxKScHpoKFQUjCfnPB7LdMxK4/q6dwxO7vvyLtWfPsLg3j1txZ8+wuDOPLu8qoQvdyQmVkJNtkeNDJzmLzCzBydKwKRETYZuaELhbRqI4o/uRdZG7d5NR8GC/UqA/K+cB/Srr0aeV+IPfMhEBdgLNycYdONhzHy5H5ZhNhMVweYkFonAAr2HrO/U2QBuTqcmOqOyH2lICutHLwJIDN8wR+hYPxcP4+54vKZIQBAyQYtaJfwcjpo6DZm+b2W8apUVng5HcCaqzxmv3NH7T6FWxzRBzd5dknxVqw0fBY5WsYCkqOth2HdvSjUXY3aq+6TjQIurdqI/J27ZS9+qV5lQPYnbo1J4QXEognRZYnglUiRYqMl/WUun9jcRT5n2NxFMzQGA9/nRZIJ+LkvlZjE+ZEGlcCxqXPpY4hlhKXXBOugp8w46adzKj03In0JjkQF0nN0QP8RsMIhuxLOJCUUEvxYw5ZWjNt7ka0uZYh3yXMF1Ww5D0H4FpxJCcS2EnSCArlZNaCVFAqLNyInr55xMSrJZ/X8TZMR0lJKQpC+Twf/5EWO72dm0fOeNKvKQf/xLCvE0leXYGpRhbxrKrHzfxNhOdeHso15KPxIIca95L9wS69YnAtYe30mAODaT2qhvy6N9XGVb3bAud/CCrHyTTkYcaSz55KUVWSo/OiCx+Q4tcjfZ13gn8t9PoAfRk/2C7cP7eebMG/qYshjDUahX5dcDnO2ST+uM5F4z0n8kykHZ8wIKvsQN+YQ+CLRD4M/r9IzkcJB+sBUxLhN9mw7kxTIKTSwHJ0OzneYXWRAuo4J6qDh5fvuM2F60Iw01/c92W2Ctb8DqSv00imYRHzygk+WO2f68W1SInOm3/ovNGBrMTGUUmXCqEk5EXsCLExQVekx9cFBlopF4DgOAvTCvCcng6JAL/oPqJ3qNKHnLYYYc+RCIypuaEBOvrQBkKuth2H1PbBMdCJHUy7ZtzQ83Y6zg68y7BqW01hbdDu0muASpL1hZKwFH7oc4ACNwuKNsl1bbuRs0WPTozdi7OwgctYWofCaCgCMea/s2hJs2Olf8wKA8/8Yw68ebGIF1LWf9PjLTr1nQfOxaez+PwVYmHWibnMaNmzPxEIU5dvYzzdh9IlnGZ69g43Iv68BGWXSE32vdEz0NaHzgOv7NjUif812XD73Hpv8XZK4F2n6yDFZhAO2FhOGfs884+SRRhTdtRcp5fLNH1zETYguqI0GZOzc7smgf+c92E2hmRFTKvQcezgNdZl/e7iV4D+zDgZndszV1kNf8/GAhdfw5EW0XnoXw9PtGLf1CMqfyAl39WjW/zXRKev15UbhNRUw/svVLuEVHC4et/BMhC3HpwAwwusnD5jx1u+G8foTl1jhFU2wn2/C5F/f4fPsmSNjDl9umL5ElJnpa+Vt23pjv1/tnQS5b3f4nikuwDig5+cZs4Iri322PbSOT601ovDuvci8ahuKP7U3oCjE1BI9uISdqUWhO4FHxlpwsfMNn8Ecw5MXca77D+gdP4Wzfa9AqUhkhZe38iehIiujAjz/V9bSE+uGG9WbM3n+rySVAr/9YR/e/8MoIdiml7qpPLg1r4X+QXZxJxfH6JWItAL+951eUsvb1pTGfr+qK3W8Z1KXh++ZYtaEaG0xsaSWGiORZyHwc3FttuROz58qncuMyMliF8sl8pt/BkaIpdYaIWAY8lFCIU1nRPmNDawPLL3CCJrPO8vzezkJSyfl4K9JLl9uhqnlOQAU+nAEq+o+w2plbl/C+EwvwJaSoLCocGJN+acwYe1BVmoZ8jKqeTRrzMnk83jaRJM0O8R2TqYRKxPvwYSlE+laPbLy69k6VI4kMg+M8zdZliIAH5itmSm0l2zgM3HTRD8tLHhuNLPA71RbAt+HlKT05MgpiZe+QDjq3KVXCrel467HUtB/agSJKgX+8qsuVnABHsGWv74QgwuMWdLJeWA7QQc1TfjApjl+r8kFfh6YjfCBzZJ5YItcHxi/X+baOnkURUlFRcjasQuaeiNgAx/E++D6vUhfrcB3K/CBcV88cR9iHFBcOjKHH7sr91yBD4z03ZLbnuPJ9pLbvG+U49fNKDeigvN9Z5QboSopg7XfjNQVOmiqiLlMQhqeL/++t92UP9VFApWUgMqvzojCzzLMIJpSxgfmmCUmMZkQkwLM2mbC0IuMjdVytBGFMhVQ0xgN0N7fgNkOM1Ru1o0l8ENkVBiRUSGPHZxPlEphYrJLYFYky5lkpZZDm6YPK5VPbl4dcvPqsKjyw10XAmzNnkJ7ONS45EwDtdcVYN32bPz5R61s9KJCCdR9JBc5pWroNmbBeH3ekrXPG1TVOkz/w7Ooy9qxKyB6rjh8I6PciIxyTu20SiNL+CtXQdGlhqbOCE2dEYpFKRJYOmJSgNm7+HZkOQuoqY2GqKOLCgWZWQTVVIbQj8OWM5nsYoRXZg1DxOcDw1MX0T9+FhQFFGevXRLOukDAY+kOUzXaYKDblI2Dv+tlta5NnyiOOsHlhnqVAXkP3Mfy5WmCZFaPJgxPXsS4tRvZ6RXQZtQsdXOWDPYLTZht74CqiikTxduWOAe6LR0pOl3YCBu8ISYFmLpCDwunjANZQE00nNQPGz15LlOim9HIUuv5L0ZsbeGPZkqcSsp32DzAmJvYfUQ4MkWEx2atMKI+cQ8mx8zISq9Adp7HXMe9T06hEbmuXBYnAEoQ98y0YWSiFed7/sD+PDLVjtXVdyE3l1O4j2y/iLnFmSRuWuJuS6XgUXML7bmJTV1mFZpYGTo4ZrS5Rf6zWxf45julwneo9gJZzVnJN0cmKxaRfU0Gdv8/DQZOX0bphlxorynCsBfiCa45co6gAZtxECbFRY+ZcGqeDKMn2OgXCBPiAteESI4nYlFHmg05EIbVc94dMYYF75kYBw4upRX5nonxRTmcnL/FP7xhSyvOd/8BAIXe0RNYVXs38rLrXG0k2+TbhCgct/C5TaZ/iFZolqiwiKcTEf3EOcD2YROGn97PRJV+cBAZO7Zj8t332G3tXk8dPQGdGDlHNplw6beuqMNDjSj8jDwWsUAQkwIstYYJjmB9YHWcstqu/IMUnY6x04cAm4lTovtgI6j7GmLSfOKmmlLO+cmRCQDjU0LGjImpbr4AixK4WbpnzGYk1Vf6JDa1n2vGfEcHUuoroNkQGTor3UeLUHtdfkTuFYcHzPjlmtS7WQF2JWG2nZ/3OtPSKqhk76+Onhs8SwelYHxfERJgMRuFmFprRN5N/Mx0W4sJQ7/bj8kjh3Dpt/thaw6NumnW3CF4qVc6stOFJshQGPDDDU29Ebm37BYVXqO/+C2m3jqKyz95DrZTLRFpl/nAIN778YdoPzAYkfv5wtTxNoz+9o2IPfdSgxm/ngjYrIzypW3QEkFVpWfnNTidSKmr5W1LiTJN0RFRhzJxNQaCmNTAfIHMP5jpNEvSwmymJsyaO6DS6aExGpioxMaDzE4ZQ4etF02Y6eyAukyPtKrY0ujysmqxuvouDAyfAQAUa9cJCv/FEuZazbxilrMtXcBHwhvW7yYCppQUTj3XgX/62VWo+mhRWO41fLgTQ6eGkL66FNlbqnj7po63oe+//gAoKEz9/Qjy/+9nkGxYHsnJwxOtmJjqQlZ6BY/M2j1+J6a6Gdb7K1D7AhizMBmwllxWym5rDIH7wDT1RhTc24CZTjNSKnXQED4wa6sJtvbw8LEuDwHmmj3VFTpMHiZYm2nCH0Va0Vzh37YmE4afcZkLGw8i/74GoTmaJs6XUlbAdTFrmwkDf2Bq+4yfasSKT+zlRSQBEOjFpA2d6z+gyNISohQx4tWPqUXPfsF1udWbU4zIKfK02QnC30H6wBKJEGOO305AKUT6EnhUUkSIvZRQYKJf3L6e5Co9pt85zAqx5JpKLBA+ohnC5+UOnR872gH7hS5krSmB9mpG6M07+C9LpeT7n5KVi7h4fIKhpnIw/Iqtx6eQvkVYMcDJGYFzDn6bZoltO6dkit3l8xo72oHW7/6VqTL96mmU/8cnkbG5mn2+6fO9POE909SN5NpVRCOIMSJoJQdiVFIiPiLAmy+X6wMj3zvpA+OMWweNkbEWXGh/AQCF3svH+JUOFJ7xSyso3ufsJH1gib6/F+G4Jf3WXP8fb5eXCuycv8kOJrYF/n3fhwrmIy59FEXR0NQboKlnBJXtQ87ivZ6g0AuAqs8ddQiADaW0tZgwdeoEbG1N3lonC5aHAHOBm3+QUinNBzZjNgvMhTQgtAuH6Fcja/vYe81CARZHxKBeU4/cB/dgvrMDqroKqNfXAfBCakiAEQ6vAgoKva+cw+of3MIKMQAYOtSF0TODKNrAFMccPjMI7boiVH60GAXrC9HyYjPLr1iwLvACmgMHezB8ZhCZa1b4ZQaZPMcRUBRw6flGAEDSGma8qY0VsPztGHuMqk78evYLTZhvkce/HE4ISp1YhKkjcXjA8/U3HoS2oSFg/5fPa7aYMPTcfs4v4bHRLCsBBjBCTB1EoEWKToepg40CG7C330KBukyPCU4EJZWQiKH3X4OmRM8WArySMD7YhKlhM9K1OtmYu6VCvaYeqVulpQLwhIOCwsS5flaADR3qwolvvAlKQaHz5Q8BAJSCwsWXTEj88XaUfKQU1/14Oy6fGULBugKUumqM+cPAwR4c+ve3GcH3kgmbHr1RVIhlrCnF0Kun2bl8tmsY3T94GUX/noDUjbVI3ViLon+/C9bzvazwds54v5a7WoM70qxgTwPSy6PT3JiZWYm+AQ6ZdZRWOuBiqsMEW18H1BWRcyu4XSYLY2NBB3D4gr2L484JI5adAAsWGoMR+fc1MKW4XWzbAPi/yRBZk1pjRPGnmAhKKiERY0ffZcyJZxpRsnvvshdiY5ebMWExs3WS2k48C1AKDLUfRM3V9yFdpgTucIMVDi4hlrVmBbtv9Mwgq125hYe7HMulM5dQ8pFSlHykFGUfkUbRNcy5LqWgMHZ2UFSA5WzRo/aR29H97BHMdg27KNIo2Ju6kbqRMVmmbqxF0kr/fc6LWqMUmDGbo1aAuUudsNWdo1z7muowoe/1few8sOITe8MuxLhaF5wuIeP6m0pMxNjrr7OxAMFAXaHD5BFOqpO+FvYO+f1gMSvAxPIf/JUV4O/0/KmpM3pMIzTnN5fg8mdjDlRLTq0xIl1nxOV3X+ObE/vNSK8yCvNESB8YZ5sibO8Cu7dYvhmRC0VxcnWEdm/xh+PZ9cmq9K42jg01ofUMI7AGOw8hq7Ce9/yW0U6kVq2EpdeE6UtmpBXoeB+yvzww0RQ/ciFI+HacnFyoBTLvTiH8TJLX1aP8PxIw29yF9FUlSNlYhel5Jg9MvaoC9MsfejQ0gBU8mpXlGJvTMNf1M2C4PrB5hxIpKytAv2QCXNdKWVmByXmGNopLD8XN81Ktr0POTDIGfvQiz8/Hzf1ycnyfAp+Xq99S9HpMHzjo8S9X6vz2P3ecKsgxTPiQHCILdWHeFEE75eT+zfRp9gojslcI2S24bSR9UYJxK+Ln8keNxfXxkSmV5Pds6xe6FdICTQYWK3tC9CmXPmq2g+8ySamrQ2JODqjEREy+9x4vFoA0FwvcdF6GsabOiMLPNGCmsxPqch1SyvUwP/rNwJ5JAmJWgC0HqMv0GD/JWaWUxD6RpxgmR/nl1gHwiU3zdbD0mmD+B2OqGm5uREViA+sjnOo0wdrXgdQSPUu9s5TI2FyNgm1CDSh3qw7G7++G5Vwf8tYx0YXj5/qRvWYF8q8pD/p+2qsrsfoHt2DiXD/SV5cid2tg4yVtUw2KH/407E3dUBvKkbxaukaiNhqg/VwD5lo5/uXw0NtdcdCU6DF+mjMPBFC1IlSo9HyXSdqmTdAYjBh7/XXZ/P6aOiPSqhktPc6FuAyRVmXEijsYc6K6RBdR8+HYUBOmLjOmvJyCyPieMnJ1GDIfYj9UbeUm5FZtxtRlM9LzdchaYUD3uT/zVqPWQTNb9M9dJ23sXCPKbtkb1YEEuVt1yN2qQ7KSCQjxBHiE5hPQXl0J7dWVAsYPf0jbVIO0TQxt0vxccPdWGw2y1aqy9JowPWRGWqEOmaXR+x4jgXS9ESW37YW9jyFmiIQPTGMwQtsgdJmwgg2IiaoDcQG2xEirMoJaBGx9HQAQESE2NtSE1mPPAhSFwa5DqNu4JyJCLKfQgNrNezA53skGbTgSKWSt8Nw7rUCH4WbPatRdTsY6yM/xs/aHHhF6JWL6RBumz/dGlHWExGS3CV3vebRs3fYG5OSHZ/yNDjfDMm5GZraOpUqLRqTrjUjXGwXVJcIJjcEYk8xCXCwLAebX58XNaRCc7PtYAfyVFRCzR5OXct13+qIJA6+5HLinG1FyuzAvTJD/lOC5uFNwHzJxxPPn+GAzpoY7MGsd4/ueLJ3ILDPycqXIPDC/eRwivgWuspBZZmTLrTsg9DOkVxpRqWxgV+dpOiNoAJoVOoxc8Ag2TYnOb6kJ7vsgS0tQBOcf1x/oXCBKrVC+PxOaaMQCkQc2q+Sfyy2/ovBDmOnkXNvh4z6WY+2Y/rAHKYYKZGxmIinnCS7HhXmmDbZTLbj0vy+yict5X70H6nV1ADf/zwsXIg8B5Dqy4LrWOGN4eoi/GJm6bEbWCt8TqYBjkfgeuPyH3DE8dqkJLWd/C1AUBnoOo24Tf6HmLz9LQAcq5gMjBA8tIX+Ruz3VboK9x0Vy4MMPZm01wd7FRCyquQnH5HxE9pvT9z43Ztv50YPTJ04glQxe8+P79zoPhonpIGappJYLyLwwW1946Kom+ptw8dB+XGo/DMtgM9/3lBddZoKMMiNWXLUbGWWeDyejwojSW/ciZ+02lN66F+m62F45ygHLsXaYv/cKhv98Cj0//AMmj18UPX6mqYtgHVmaStiaYn5RxzQZirZ6g8fnyhTinByN7srf0+0mDLyyDxOnDmHglX2YviikwrO2mjD4wj5Yjh/C4Av7YGsJjS6PBEsL5YK9uSlkSr5wIi7AlhjqMv7HrPERyDHZacLgwdcw2ekZTJPdJvQfex2WHv8DbOoyX1BmFhlQqL8aNVvvW7L8K6lI1xlReO3umBNe40fb0f2r9zB+tF3W605/2MMTSDZTj+jxKYYK9lgmcTm8lFm+kFFhROWuBuQZrkHlrgbeQiVYdDf/Hefe/xm6W/7uuU+ujhVeoGlk5C7N8wYKW68wGpGEoJRUl7wLXo3BiBQOObo7ZSJasSxMiAKIqLSSNVkplCpBIK3aiJJ/2gtbrxmaUsaBSxNEEJPdJvT8jTEzjp5rBD62FwDQ86bLj9DUCO3a7aAXF5CWr0MmZ0KgXbaC1CI9Lrd6wqBzqzexgssdZswLRxbYbcTtE2Lh+sIwYs8B4wMmWIfMSC1k2k0n+D5WajkVMSopQeVAjumMJkyIZE0+rtnQ6STMjYQJ0XayBb3/9SpL5zTvonMCGDof0eZzTYjEfRxOBZLqdMBrJ1mBlFRbidn5RF6IPAA4XCbC5NVG5H31Hsw2dSG5phIpK+tBL/CfXdAvZFi9SJOF5VQ4fxNjgFvEkYaQWor3cgUmRP5237k3MXjxfQCAbXIQtJJC6cqbkFlmRE3ifWyifGaRAcPcxHnCbEmOL7Fx6y80nlcGyE850FHJ4gAAQL1JREFUFffzacqIaMRSYaqCukIPyzHOMRziXH+uFO4nK5YVk75pE2ZamvgpExLcI5FETAowa5sJ9m7GBsxlo49VpFUZRSOPrH2EmXHADIDm/EZh+Ox7AKXAyIVGVO5o4AkxAMgsNUL/0QZMXzYjLV+HrBLDkpd/tfSa0Pm+RwhX7mhYdonctgt8Lcl6oYcVYKEibVMNVnzj07CbuqGqr2CTk8WgXleHFB/M/LGEif4mTA13IF2rh2WIz6RvudSG0pU3AQCyiwzsQm18sAkXDz8DUApcaj+I6msakF0cPX2RVmVE8R17Ye81Q12qQ1q1USArUmuNKLprL+zdZqjLdVDXyd9+bhmiFJkIHMKFmBNg1jYTBl9ktBHLsUYU3bWXJaRcrkgt0WPsHCeAoZhZdY2e9/wGePKrrENmgQADgKwSAyO4ogRTl4jIwiHzshNgmpVlGPvLcVaIpa4sk/X67vB4hyO2vQGWHr4mLoaJ/iZcPMgsfC61HUT2ilWwWzxlaTILvFdZnhomgkeGzVElwADGIuMviTm11sgu3J1hUoc09UJSh2hEzAkwgQ2427zsBVh6pRFlt+yFtd+M1BU6ZLjyZso+thf2vg5QCYmsBgbaidTC6ArK8IX0Ah2GWxqXtN3uMurJdZVQr5Z/HKVvrkHpNz8Fm6kHGmMZMjZX+T/pCsNktwld7/I18exi/iQ+0d+EqcsdSM/XY3qYPwckqTNRVLcdlqFWZBXUsNoXiXStDkPtHjN6ulaH8QGPJude3Lm1u9QCfVQt+OIQIuYEmLpCDwuHDFddphMa30VqDvilgxKD37ICEkoGcO3RIuHHAGND55oZ3T6ydL0RGS7uwJTCMtgGzEgrqER6uZFNl+XZvckyFIRtnu8DE+OkgpeO9H0fX76FNJ0RFUkNsA6akVqkY9otKEvh+zpSultAq+MA7KYmjLjKqk8fOIi8L94H9SoDaIp/I/I+3Kr1ZBi9gyi9QiloJK0xsgzwM3OckG8JPjAnWQ6GpMLi+MichNOOXiQ6jvDxUZzj/YbRS4CYD4z7nsmw+unL/AoNE/1NMH/ACLjLrQdRuHI7L/AptZAxiRfjJlC0b8t4RrkR+gSPGd1JAR0HXJrcxYPQX9cAAOhwaXdoOwjd9gY20Zpf2od4VpFtsbB5wbaUMQ2IUuqJzW2SbuMnfSikeTBExJwAS60xoujTHhtwaq0R060mzHR1ICUGfWLTF5m2h1rcMqOCEWaKxSjW970go9y4ZOVkyLLqs+1mqFd5Vtz2802YazMjub4S6rXyJMFaT7bCbuqC2ljBMmMEAtspz3maDf59XXLAbmrCbKvLDxLGhFfNCj3PHJ5KhNWTAs65uAD9dQ0sX2aWBDMg14zee+p1geCkafB/u2S+4plCohkxJ8AARoi5BZW11YQht0/saCMK744dn9j0RRMGXuYXt4y1Cs3RgumLnnIUqTWB9aGqylVx210up8ozcdrPN2H08WcBBYXp9w4h91/uDVmI2U61Yuh/XgAUFCx/O4bihz8dUOCF9aTnvMk3jqLw63czCchhhN3UhOGnGE1k6lAj8vc0hE2IZVQYUXGDRxPPKDfy1Ki0Qj47S1qBDpklRmSWuNojzOYPCGkF/MhchTIR9olL/By1gsDM2pNdJlgHzEgt1rFWkTjCj5gUYFzYu/n28Jmu2PGJeStuGRdg4pjuMMHW2wFNqZ6Njpq+yCSAglLAcrwRRZ/eG5AQ45ZVT66t5Glfc21mXvTgXFtnyALMbupibDeuMit2U3dAAsxu4icg25u6wi7AyPIps53msGphYpp4ZqkRuu0ejSuzWJ52ZJUY2MhchTIRQxdcfmQAGcV1yK3ZFJD2NdltQreLp3P0w0aU39SAtKroLDWz3BDzAkxdzs+LSKnQiZbdDgn+bMFi8GIWVpfpMXGC0/YyHWiF/3wOiPC4OokbUQouzQ7RJLFtqXZsKT49HxRDgLgvYdpsQt+rHtqtYuVepFUbhQuBbibx0tbbAXUFEwYsKAHh8vW4y+XQibSnEDPFaGfT7x1iJ/FkvY71HXHfh4NY/TtJPyOn/5GQxKPWcSqTMT8v8gm6OjKpVg9wKicnV+sEuV40L5eLeFrCB0b6ubjHUy7NR1Wpx9QHHu1E5c4FkkIlxfO/Eo9G+sSIQcOl2XJS/LwxJ+mX45wr5ZukOdftP843JyZl5iBdZ+S5Tn2N22lBNG0nUms9Aox8VsH3IPbthAA55kFbswkznWaoKznh9KHMgzIj5gVYaq0RhXczjO4pFTqXaVHeHrW1mGDvNLOToVxIqzai+JN7Ye/x5H3E4RvemArSqo3MQoBTlkaRmMimWkweaUThZxqgXiWtb9WrDMh74D7MXnRpZzJEKNLzC+BSG9ELCwGdp1lfB+1XP4vZli62crKf8mwhQ2M0QNvQgLl2F1v5MidOTi3UYbiJY6aUEBGrKXb78JhUFiohgoy8YYSt2YRLv2M0y8nDjSi8pyHqcsJiXoAB/LwIuWFrMWHo9/t5k2EgL9Ha6kq2LhcPLEmrFk9ijsMDTake46cIpgK4FgJ37IWtnwns8Ua3I1WAAYwQU68ygFbKIy1UdZWYevMIh8qpIvC2rK+Den1k2eM1RkPMBUUFi8xSIyp3ekik3fRWk90mTA+akVak81mDLqPCiLwNOzBy6l0AFEZOvYuUotKAKc+mL3oIfKOpv2c6+ZqlvdMcF2DhgFBVJsw4HI1M6lRkJ17iTJfZ5yBzt8PaSiRbf3qvQLvimgoE7fdjgpNkxuGEW9MCkyH/QoGy6U92m/gOd+K+gvYLKIZEaHZEaHdSq41Y8QkPUwHXz5VWwy8NwUu1KNcJw+jJNnKCBmhip9Cky2mUg79TGCLt2a9aaUTuv96LudZOJNdWQrWyDg6x2lw82xK5j2y/7xcgMBmSlbhdz243NWH2Ij/qUAp9mhiVlLfUEDE4Oe+AZ4aFl9B+Mbo3EZDtTdcZWaFDg0mu7n6bWbyOmBpRdvNeNkBDkBrimOfNE7YBjz9bLGzeTeALSoGJk40o/hTffyvJpOjn2e1uS1JlYJYkdaUOk4cJ2ip/ZmRE1qQYVPr+448/joqKCqhUKqxfvx4HDx70eeyf/vQn7Ny5E3l5eUhPT8eWLVvw1ltvBd3gSIN5aZ6opJRy/6YFb8nWywWT3SZ0vbUfI6ZD6HprPya7I8tUnVZlRP723aJaqzvVInPLNSi8u0FYDmIJoV5bj6y7Pi5bWL5csJuaMPz0fkwdPoTLz+yHrSl6GcgjBesAf/Fq6/f9HWtK+KTc6hWeeWK63YRL772G6XZhnwr8tz3hmStsLSYM/W4/Jo8cwtDv9gfEYq+pM6LwngZkbL0GhZ+NPvMhEIQAe+mll/CVr3wF3/rWt3D27Fls27YNN910E3p7e70e39jYiJ07d+KNN97A6dOncd111+GWW27B2bNnQ258JKCpM6LwMw3IkDAZqiuIwRyA0IsVCApLDkancE6tMSLvpt1RJbzCDfu5Zky89BfYzzfxf/+wCeOv/Bn2D5t8nOklJy6KGcjlxmS3CQNHXhcsxlKL+YtXzQrf33G6jij346JEm+pgAo/GzxxC36v7BEKMrEahLgvPXEFakuydgb1fTZ0ReR/bHZXCCwAompbmDt68eTPWrVuHJ554gv2trq4Ot912Gx599NGArmEwGHDnnXfiO9/5jtf9c3NzmJvz2FampqZQUlIC3cP/BWWyytVy7lPwzxeasGjf+yTAn2rMZTy3tph4ydYCsweX9SLA6MDpdlcI+Qo9+4FIiiwM0YQ42W3CWOtxTPU0sx9DxQ0NjBkxTCZEKewHJKM5r/CngOU+8GNB+MB4PjHCvCVYEpL7eePWz4CSYEK0n25h89bgpJH74B6oVxs4+WyMcMp74D6oiYAMNyvJsIuVBE4n8u9j8r4ogtaC4lRKUJCmSKKKgsIR2D53G3xtC8apjCZEt0WBHc83NrBmcVrhyu9yM8XoOJGFfkyi7v1D77+G8bOHWMGRvX4b8nfu5h071W7ymMUJQSFgrhcxUYt9d1xfPmintIAMP2NPUNjXKRy3jtlZmH/0TUxOTiI9PT2w+wYAST6w+fl5nD59Gg8//DDv9127duHIkSMBXcPpdGJ6ehrZ2dk+j3n00UfxyCOPSGlawJDVPisiDf0GlogJYC968XS7Cf2cEPKS211Jz/6EBdfXRg5+0lciIsAmu0zocX/oANLK6pBt2Iy0CiMpF/0uKER9IyIfrGQqKV54tZ+YYo6fSEHsJPuJt1tAm0V+zSKNlCLABPv4m3OtnTwNaq6lE5p6I+Za+L/PtnZCU0MKMAqaOiM/6rDOyCx4QgiZFh97Eq5DpiaICjA/9FzE+yBD4KeHOpGmX+m6L5BWtZLN6eKtJ3yM26kOJqFe42LW0ZTpMX6GT31Hvta0GiPSajy+NymwtjR5WIgIZnrutTS1RhR+toEJaKrQQVNrDPxmfqmkIkcdRUKSABsdHYXD4UB+fj7v9/z8fFy6dCmga/zkJz+BzWbDpz71KZ/HfOMb38BDDz3Ebrs1MC54UX5Rqt7KCW+VmyMZvWjr598/OSM3zjgQRVBV6zD9DyGriKpKh+n3vbONkNAYwhfNG63whMD7NxP6w1SHCX2vuxaZZzyLTG7gUVqVsESKVFhbTbB3dUCRmITxg+/Cw0Ik7uJw5zzKCWuLyZXCtDQRlEFFIVJkMUOaFvzmDS+88AL+8z//E6+//jq0Wq3P45KTk5GcnCz43dbejHTjOq8lVZb7h6cu44eQ+6rcHC6QfHWhfOhxyA9u3ppKr2NZRdSrDMj7fANm281QVemgXrn0deCiCRkVRpR9bC9sA2ZoVoRGA2Uj6/a5Fpn+6v1JgbXVhMEX9nHu4ymjNNNtjuhi3tpiwtDz+zkCNPLzsCQBlpubC6VSKdC2hoeHBVoZiZdeegn3338/Xn75ZezYsUN6SwFc+uPvoUhM8hrlt9wFGHclp1mh430QrNmiRI8MH7kqoSKjwoiym5lcq1A/dC6mzJ62B5o3E4d3uPPW7OeaMP7HPzMCa5UB6pXMvzi8w02EzTV9M9yGHUhdofeZ/0VCU8I3F4Zjkcmb++BOig88QlpOzHQFnmIULkgSYElJSVi/fj3eeecd3H777ezv77zzDnbv3u3zvBdeeAF79+7FCy+8gJtvvjn41oJiAiPIkirEi7O1MCq2u2IzmRfGv6RQofeoxToeJUwApwYFf9Vg3M1ni93RLsdvTwcUCUkYPfYu6xvD7XuRxikKyVOM/Thj/fkluCtJ0SobAfrluCaXMbfJhcyXCyrRwwvIBosNCcFO34l6ZPsEhgix9vuzWoi9Dx90SvYLTRh58hmmRMz7B6H9XIOQG9Tp26ckdMiLN5F/sO9dUt8jz39GtEHQ55w2C/yVJMTa6B6XZhN6/+Yal+camahCnVG07AmtYHxZJbfvha3PDHWZDqkuc6Hg2cV8xH6ar67gU+dlfWQH6IUFZq6qM/DmLgF7SpDzla95LqVCB8tRPo1fpCHZhPjQQw/hnnvuwYYNG7Blyxb85je/QW9vLx544AEAjP9qYGAAv/3tbwEwwuvee+/Fz3/+c1x11VWs9paSkoKMjAyJd6eZqD4vJVXc4KrYbMVmCWp1NKjF/jDdbkL/HzlmBE41ZluvmSfAohkCk4uLGiqO4OGtREyskFtHC0h/r63fHLB1wL3Ik23hRSC11oiiuzxzH3dus7Zc4M9dAbIGSQVXSBbe3YCZrk6Wxs/aasJMp0d5CDckC7A777wTY2Nj+N73voehoSEYjUa88cYbKCsrAwAMDQ3xcsJ+/etfY3FxEf/8z/+Mf/7nf2Z/37NnD5555hlJ9y74xGfZLHVfUX5eKzZLeInRoBb7Az+gg29G0JTGjm9KYHKJobZHCvYPGXYMVbWOx5bvC6oqPaYPBBa0caVjqtMEa18HUkv4ZkLNCj3Gzkavv5c793GVI3LusncxuV5s5KFrHmQsVMFxuwoX+A3Iu4mxvllbTRh6nohNCLC0UbAIKojjwQcfxIMPPuh1HymUDhw4EMwtvEJT5Z+9gFSx1eV8dnqBhYH4IaVCH7xaLIFmR9RSIBK1DQAp5XqAE9CRs2UH6MUFJsqJ0L54ob+hsEj7OzYA0wx5bFqNESX/tBe2XjM07ggtsVB5P6ZJQZPE8tpEtgWUW+SNuCY3ImyeDNOW2mYu7BeaMPLUMzxzoNpoELQX8Dxrap0BVEMDZs3ucHiDkEqKfD5uGLpIiDqzLWp79bktGD7+NBRuO/xYdIMxjU2ZTej9i8dMWLLbk3ycVm1E7qYdmGw7C2WKGrSCyfMSNSEGkArj61gpOZRiIE16ioREDD3H4XG9uwEAWAHk/k1K4Idwgd+JtBrGzTLT6SU2IRoFWDSDVLGlak/e2e2jC27yWnuvGZoSfkCHzET8YYecEVrhhq3JhBkzE+UXztpYbpDmwOljJzDb3gFVlR5qg29tTGM0QGOMbbMht+6bmPluqsMEexBBQKT52t5v5rFnjJ54FwCwMDmGvtf2oeQ2oX822pBaZ2RMet1mpJTrhMKm28zMD8RvUgSYmN/Lm/IQbsSsABPLAwuVnT6c7PZywR3QIcnJHkfQsDWZcPkZhqli6mAjtA0MU4XN1ITZjg6o9HrZhYaqylWTyyXEZkxNmFEoMPXBQWjv52hjywzT7fy6byW3ebQjLsggoNLdewMWYpoSPca4CcYcM6Gtr0NwvL0vNvyzqXVG3nzIEzYugcL9jUpIxMgbr7uCQPw/HyMkiQW+W/v3pjyEeUEdkwLsSswDi2NpMWM2e+UKHN7vEmqNB6Hd2yBruLp6pQHazzEVoxdGRjHT0uq5f4c55gXYdLunjAhX8AjqvvWZvQowb3lXgQqwdJ0RJbv3wt5vhnqFjnd91jfLgTrCeZdygNTI3ALK/RuVkIiJxvcCToRmryuywI/04j/2BBgF2LuJAd5F2FpDYO8JB9yZ8+oKfUA2Yb/+Mq6/hrS1iz1fKL4DH6H9AZ0qdqxfHssAryO1ESS/HneD7FMnU1pi6qBr5epkTCcz7XyhNtduFoYuhzjgNHUGaOoMsJmaMNPU7AnOqNTxfFtS/H2iJVJC8ZOSl+WGwhP7pi56yoiMn2zEijv2sqZkdTlR961Mx+cadLXJG02Tk+AkFIMvCqe0GiNyr9rBpKe4oWC+NVbolut5pm9R1i8/YfRSviVReMnHITUywKOljbzxuk9zIo+iSqpAiuAcG3sCDMwAj7StNVjwaoMdZ2qDuYWYtc1lBi0LTLDFsXTQ1BtRsKeB8YFx6mVNHWr0CBVd+Mahu0LyLHH/WIW3MiJugSCgX/KRFpJW5cq7cgcByZA+4ibMnreMCVI8aAps+sr4Kb7QjUUI/FmueTQWUonciEkBllrrOw8s2iDQFl2ROdY2EwZechWyOy4sZBdH9EFTb4Sm3sgudDUGI/Lv4wuVcC4+ecEZMRasQ0JdpsfESb72xAUvuEfkWdOqjLLlPXJ9b2woKifFwyYidGMRvkyMsZBK5EZMCjAgNgItAN/aokCw9YQ/5NQNtxlEU6qP6Q8wGqAxGCOiDdlMTZg1d0ClkydYxNbMRFSm6KTnAskBbiStm+TWjel2j2UiooTVhO8tVVeHpMxcT4oHBYFpM9bhzcQYDQwbgUJyPbClwNTUFDIyMph6YCqV9AuEi+0/wJ5jIibNLIsIwA9EAe1E8Z0cDUyCr0pKyXcAGD7wBsaPvAumU2gU3+EJDw4XNZYkSKHZkeI/E/ghyPwtzoZYLhp5Xz85e3KMPVuTCZef9dRyyt/TIPC18W7jr3ZYM1Odl60Nxa22G0StJ88+kfsG6Ieb5vjGQDtRfMdepJNCLEwz1nSHCf2ce5MmQppi2scKXW5UYgjjdvqiiI9cgr9Mzqom1laTz1Qiv/OEl/1RUQ8sjuCQWmsUDEwuHZamTBcR7Wv6osklvABXQgjscfqmqMeMmW/Sme30EiwiAYLqvF3S2GrCCYFvrNcsFGBhQlqVESvu2At7D8NlSGqFNlfEZP4O37yvUmFtM2HwJe8+ct5x7rShCFE0ebNwMULNlboUJdavuAALALwoQhlfXGoNI9giFRnJTA4Uh5KDhtpF3zR90YSZnsDMNtzw57gJMvxI0emYYBHXxK6qDM2ko67UYfIwxxQWRSYigW8swvRi3hLrp9s9mtnEyUae1SJU+PKRu2FtNWHyzHHYLjYtadoQjybqaPSkLi17ARbqymX03TeYonGglm7wXOQkbYfw4XgmB0aIZW/dgbRqI89sQ4Y0k+B+zP6OjSMwuBk+UnxEF2oMRuTvacBspxmqStcxISx6NHVGFN7TAHunGepKV3XeKIHAN1YdejJsqAsub1qhXAJMXa7HhI/KGqybwY0lLB81E6UlrJa1AOOFsB9zqecSOt3aanIJL4A1uZE5Z+EAx5ZtbTNh4A+u1d8JYbSiP58LV7tLqzGi+JMcE4nrI7QTzmtbr9mnoCQjsbweK1eOGHmtEGz8pJZLltihOD0p4EKUkJsmOFZs8qWYYAq3f2vqUCMKuP4tzrk8Z7s39hUun2EAPgpNrdEjuMTOleBYkcL3KZZWmFZj5AmIUPgBpy+aMMAJfQ9Ge0op0wNkxKQE/6tYe8Uqa/C0M/ZGkU8bomhXMNpR74J2KbGsBZhX9VyCAGPOJ0xuEXpx7hyx+Ql+Pkqo0YpsTTEO1GV6TJzwbraZvshZvVYbl9zEw+bOlS+P3DnSvzVjDs2/FSxYhvLywCiFYgVyaE88rbBMJ7vP2O1KIEFGMGtqDMhYt1kWzcftz/KWqOxtX6gcs+HCshZgwSQ8czkWPee7TG7bdkTkxXFzxMh8lHCE7qZVczQzTnQV17TItf0LTDwRgiB37s7Yz51L0ekwyfFvpYQxGdrWYmLMhkQZDVuLScBavlyEmFwLrrRqD2tHpOA131WGSEPSn8VNVPa2z/3c0Zi6tKwFmNSEZ28mR9kSpkVMS6T5wUZojpqqOiRl5fLC8AMF79oipiXuKtB9GGlatPeZ2UHsrR5RwCCe19rm0fLEwohJjdrWY5bPf8PpKIp4KlErYIgUW5paIwruacBMpxkpbn+Ue80iV7kbmhBSh/nFDmc6hSUy3JXIZQswklp8mktDFUIbfJnNg4EUSjS5wt2lCA1//eS+L+nPmukys0KKLIni3hdKIJu11QRbR6ukcwKFv6o8MY/UWiO0N+4OqNN9mRwDPV8uqCv0bBtAO5G5djO0N+yOuLahLue3Ixzan9vHN3HiEAb+sA/WNlPg7YkSO3yo0NQbkfvx3WE1Hdp9FDsEmMRVbr8ujI/C2ur7PcQa0qqNyN+5O+bSRaytJgy/+Zrs7yKFmF/IkijkN+aucm85fgiDL+yT1B63UjB56qisz+DGstbApCJaOBYFjt0l+vBSq40o/pRn9RqOdnjjxPMlqFNrjCi+k1NOPcbNh5GEukKHySPeQ+fdlELjH7yLuYE+2NqaYWtr4pmP4ggPrG3ek5hDDUATg9eahyIlUYb//hrPnTF55njAbfEaiCIj4gKMg2jiWOQ5dpeQKyW12hhWAaouI8KI/Wh53kydcfiHps6Iws80iJaSnxvoc/3FRNxyTUtxyA9eWajjfCEVagCaP0gpicIWqnTB1tYEa6spoPawSoGL+UduxAUYgYg5KgP0TQHiNnNJPl1/B0scX6K+Kx/3JaMIU2v5WpXYdUIrp+KzScJrEzcifWJi/ku3v4kVFCJmwZD8SxLOpTira3Zs82ieKBeBKz/iNlAOPF5xWW6Kh5gfS4qvEPLlQkqClPEWhM/LLpJbFQ5rULDjLbXWCE2NAba2JteFAheobqXA1tGGyVOHg2uACJa9DyyO8ECK74p3zkuuc17ynJNaY1wSH1844A6WmDx6CEPP7YetJTZ8SYxfhGYT2bI+EljErdvUZTl+CIMvBjYO/F6zzYTht19jr2W96BprJ11j7WJ4+9R6kX//cMGbv8kN98SfuXmbrObDYJGxbjPzRxACNbXWiNwdN4elXXENLIzgrUyjLPzUFwLVqqT4rthz/NDmhNxuCUVDwwVvwRLRwjNobeEQtJJFDr35RQKA3O+Ul7jvKjPktXJDmLQwt7D0RRwgJwS+bpIvNYrC1qM1DyyugYUJgpVpDER1SYoILJMeoRiuKEK3L8FyQj4tIFioiYi+aOEZdBcptBw7hKHn98PqRTNMrTUi7yZpEbdyv1NvC6NIRMOy9/ciLMOJYKwP1lYThv8uf3SiPyxFRLY/LHsNbKm0IElO2BB8U3KWUPCqVYk4egP1XbHnuKIIbT2eKEI53Lp8XwKFsQNvsW0MFGL+AZJ2ince8QSMJsMpElhj5FE/Bfu+QvOXUV6KFHpyvSTdh9gvGvgk4iv05RPzxg0oiIYNo4atLidYabjCUk6KNC4kHGttIaITl4hU11teGPtbBOfaZS3AwhmK6g+e6BtEZc6SN5ObGLGoN/iiwPF3jtzkseoKPSzHPYwpc5cGMfjiviXzHXgrErjUSKnQSypSKCVxNRRTlyCop8bLwogObqwFg9Qa+YWlnObtcEQnSk1SdueFcYUoAP5vEfr2lrUAk+Nlx6Ifyx+8hu/6mjxiAG5fwtiBtzB3aRAAHZbQ41iGmI+Ly33nZl0gJ6hw9KMvajC5hFXAUbIEvN2fvZZEDk5f31qwkDs6MZh37S16kgkAijxb/fL0gdHMP6/2eRri/zgIxY/FCk/A85KDBSXTP3fbvA1AeKiN8m7cDU0tU0I9HP/khLWNYSsAgJyP3gC38PL7cYu8dxIUzf/Hv05gD2ttMWHkjddhazYJrhfIP2H7pXe4Nx+Xm/uO8Y3tY1fj3saHnKApIWWarcfMVj0efosTBRjEWGcjF09wIheD/G5413rJu4/V1xgPpC+lMG4IohNdGqq/ucwXgnnX3qInBb9V6HzOP3JieQowF9wrc97LlgBvGlygiGbaI7HwXTngFirhDqYggzcARFXosRuBBFAsFbzVeQr3+HDDK22R652KCYtAEMq3K+e1/PUlO4YlLJLlDKYI5l27IxIzr9rGamzefosElrUJEQjNdh6Kuh5NrB4k/IXvhgK5TSZi8LZ6jMZ8MkEARbc5anxkpG/MPVYjETLtbRwOv/ma0BQVxPuU6s8N57U01QYATC4V+SxiycyRAPmuAWD476/59Yd583suRdj/shdgoSAUIRTtvrNwOcW9fpBhEiie4A3fE0s0vIeUCh0/gCKKtHFfwirQySjU/iXHYSDvlHd/H/Xh5PTnBnst7mIOtJNNBuYGdUh93nDA/a4j5fuUExRN0wFaS5cOU1NTyMjIgO7h/4JSpRIeIOcTyGCr5UY/gnZGlTkr3GCf3QW/zx7iu2MmMO8TCzmBBPweQhgDvnx8TKCEtCThQMENwgAgKEYoW0kUgPe+JI1zCW0Qe6eA53nIunmRrA/Hfc++ogyH33wNlhOH2MVc5uZtUJfrBH0GICosNcNvvgbLcU57r9oG7Y27Zbm2Y3YW5ke/icnJSaSnp8tyTSCugYUFgUQ/RoNmsBwgpkmGmxBVCkI1r/iqoEsWIATA/s0tVBgO+PINhTquA7UOhJPZJVCImcy9aVfRbPaOlmocUrCsgziWCv4COGKRpSNQyBp9GSKiOZBGCrxFCrrBC8Jwg1OMMNj7BcL0QPavIjExouM6Gt6vWBSftyCySAXIBANehGMMmA+BuAYWFvjznUWTZiA3omkVF82BNFLgrYKu+1nIIAwAHl9bEDRWUvwgZP9GelxHQ96iPx8WqU1KDaCS01ITyLVYS0GYwt7lRlyAkaAJm3awZhARk5FgknfnTEQaYfB+ShYaMpd4Ic9lJxDXfQKaEPzdU6TNcvmbuOwI6nJhpKD7Pmk1RlBEFBnJYiEFUqPi3ONcpVQiKSsDI0M97Pnadeuh0aQE2wWBYcNG5p8IbF3tmO3vhWpFKTTlVYFfO5Bvcv1GFGdnYnagD6riEmgqArj++o3MPz/tVSQmYu7UEWRQCmCoBxnZmQFd39bVjtmBXqiKS9njbV3tmDv6nuRrBQSKYUuzzM5j1uGQ55qB3vpKDuLw5nwN2vEfzL1FJnmp9C5BIerfPIJqo1enOhV40IFfIRfmxQZXCwLtZKl6IqFJeru3L35DgOmK3foSfLSsCIlKJeiFBdCOBVDKRFCJiWFrZ6CgFxbgsFvZbaU6FYoA2yVr7MvCAujFBVAJ4v1CtpcLRXIyFCq13/uQz0slJsI5a4dzbk7StaRiweHAgd5BvN7RJ+i7eBCHzPDlfI1UXoaYhhaL4azRAjGneqDBNb74M1nBFs5FBXzkt0WIBVxqDthufQluqipDVnYOqMSkqDM9LU5Pwan2LHoVKRooEpPgXJiDIjEZiuRk3yfL9CzOuTksTk4AYNqRkJHl875ke7kQO8/X+YoUDRLS0jhtCPxakkAD9MI8bkpihPNrHX1+TpAHsSvAQlwe8SYJeBjMw5aXIeFjiFhyo5yTTQjvQ1Tj4bYxgHv4zEOjA/PP8YQcgMkzxz05MoEQQ8vQp2wJ9yXyIwYaMZmSoMRHy4qQlZ0DpVoTgZZJhzJFDeeMnd1WKJVYnGImcueMHYnZuVCqwmvmdNj4GhW9uAiFJtXrsWR7E1LTQdM0FMnJAbWTPF+ZkgJFQiIUCYmglEo45+YCvpZkJCYiC8BHSxfwZtdgRMyJV2wUIhsNBAoAjbnLg1FDRxTNkUpyQ+6ITNEqt2RUmJd3y0a2uWC72MQK2HDzA7LtXCJaHqnISE5ColLJaF4S4ZidwcLkBByzM2FomecezrlZJKSmQ6lJQ2J2LmhutCbAM6uFC4pkFbHtW/NRqlIYoepqb0J6BhIzMgMWOOT53POUqhRJ1woGVCIzJjJV0sdEMIhdDSxE8BjMLw/CzaYcDXkZkaLyiQbIHbnmt8otEdQhOL/WCE21AbaLTcwPbn7AALQ3OU2MS0HLIxXs6lei1umYncHC+Cjzt80KOjUdNO2EIlkl2+TKvQcA3mTO1YhkNaP5gFKVAmTnBqz9KFUpIfVDqOdLgXuRwL4711iIlGZ0xQowAOzkxnXsR4u2EwsTmBwIR9h9qDRZGes2MwKM5AcUia4UmBijWHNaajjnZnnbi9YpAC7BIpNJj7yHc27OM7FLECZyIZJCJVIgFyLIzgWVEFmRckULMCCMxLZR5swOOyT6qtxYslwtkTb6apPYokKgSXYFwAoRi2NEhjYrklUCv5AbbkEj9z24mtbnPns3auuN+PfvfT/k+/iCQDOJME4eOYy9n/wEDje3IT0jIyz38LpIcAswd0mXMI/xK16AAZGr9hoqIhJaHwKCLSkejdoml+B0+M3X/D5TNCVwRzu4WhBFUawGBshn0hPTtH725D4khDHE35tmolSl4PGf/Bj/ePNNvPLOewFdIxQBuGbDRrx/9kOkSQhZ/9ZX/hXTU1N4bN8zAR0vtkiIFOICLEYgFlofDYJN0L5lQGDsLfIQ8M71FwusH9EwTtzgmtSopKSwmPR8me0ysrJku4c3+DJfBgpfAlAKEpOSkKvVSjpHKrwtEpyLC2G9J4mYjUKMVNHEaIEvzjW34LAcP4TBF5aOVzESVXwjDdIsOHn2uGjEZCiFBgPlHwwW0TJOvCES0XFcNNxxO/77O99mt2/YvAFPPvZzfPuhr2BztQ47N67Hy7//Hbt/oK8XK4sL8PfXX8Nnb/041leW4bbrPoKTRw6zx7z20ovYWlcNwBN1eODAAWzcuBGK5GS89tKLeOKnP0FbcxNWFhdgZXEBXnvpRa/t+/b//Sq+9rWv4cknn8SuXbtw9SojHvn6v2Fhfp49Zn5uDo9++1u4dpUB6yvLcO9tt8J07iy7/+SRw1hZXICpyUle+w4feB+3XrsNm6oq8cBn7sLI5csAgMd/8mP8+eU/4P233mTbd/LIYSzMz+OH3/oGrlu7Cusry3DD5g146hePsfeJ9LsjEZMCjA29dlXilVWIRaAMdjDwFR4eLYJDtKR4CCDLrUdk4eKy35NksYxNX8a+dt3H2kIIlxaTx4cQzD8viJZx4gvvv/0W/vu738H7b7+1JPd/9te/gmHVarz81ru4c899+ME3/h2dHe28Y37y/e9hzxcfwMtvvYM1GzbiXxr2wDI+LriWO5RdkZzCbt94627s+eID0NfU4P2zH+L9sx/ixlt9lCpRKHHy5El0dXXhiSeewKM/fwz/ePMNPPHTn7CH/PSH38e7b/wNP/jZY/jDm2+jpLwcX/zMXZicmPB+TQAzMzN45ldP4NHHfoFn/vQahgb68b/ffwQAcN8DD+KGW27F1dddx7ZvzYaNeG7fUzjw9tv431/9Bn9pPIRHf/FLFJWUBNSn4V6UATFqQoyGMgqRhq/Q+kglvfozP4Uj9J804WVv24Hxg+8KWDZ81WMKFWSADwBBdKIcCDcJrrXVhIXxsajNLXz/7bfwrw17oFQq8funfoPH9j+L63bdEPJ1pfiRtl2/HZ++rwEAcP8/fwm/e/LXOHXkCCr1Hr7AO+/6NK7fvh1KVQr+49H/xqH338efXnweex/8kuB6SlUKlBpPcrcqJQVqjQZKZYJf0x6lVCIxKQn/+aP/gSYzEwZVCkZGRvGTH3wPX/r6v2N2dgYv/fZZ/OD//Rzbrt8OAPjPH/8EN161EX968Xk0/J9/9nrdxYUFfOdH/4OS8nIAwF337cWvfvZTAIBao0GySoX5+Xle+4YGBlBWUYF1mzaDoigUrQhMeNm62nnfbsEdnw3oPKmISQF2pTrMfZXxllNweBNUgVJbyR2MQU7stvYWr1qEL+ooOUAG+ITDzyXHeOaxmdQZeb+z3IYANNV1TGn7KPLRnTh8GEqlEg6HA0qlEiePHAlZgHnLNUtI9x2NV11fx/5NURRy87QYG3Od70p2NtTUMNfMzkWCKgWG1avR2d7u9XqBttGXgK2pNyC9oJDdXr1+A+w2Gy4NDmB6ahqLCwtYu9FDCJyYmAjjmrWi7UlJSWGFFwDk5edjfHTU5/EAsPtTd+ILn74Tt2y7Gldfdx2u3bETW6/9qN9nmx3o5VdQ6Onye04wiEkTIq9ujcwTFhek+SpaEYrvhQtffpKlMj+RJjxNVZ1Ai4h021Jr5Olr3jXJ8Szx2mJsJmT/JGbn+r1+JEw/XGy6+mpWeDkcDmzcujXka3rLNRNj/UhI4EclUhQF2smwdtDzfLYOLnsHRTE2coVCAZIXfXHBd0CDW8A6bFbm/wAZSSiKYkgXOPd2g6ZpwW9cCCIvKUrQZhL1K1fhzWMn8KV/+zrmZmfxtQe+gIc+f7/fdqqKS3nfakpZhd9zgkFMamAAsdoPhRdRpAR8QNx3MQYxU6AvDsal4uYTRPbVGKEqLuVtzw70eijBItU2KeMtQB9gKNqrWA6aQLsr0wnbz2mjJCJpmXzE1+26AY/tfxYnjxzBxq1bZTEfess1CzbHjEpiwsNNJhPWrVsHRXIyFhcX0fzhh7irgTE7ZuXkwGa1wm63Qe3ihWxrauJdJzExCQ6nw9UW8UjFtuZmzM7MQJXC/Hb+zGmoNRrkFxYhIysLiUlJOHPiBG6+fQUAYGFhAU3nz+Oez39e8vO5kaBQYHFuFo7ZGV5bUtPScOPu23Dj7tuw8+aP4wGXr00smlNTUcX7dlPK9UG3S7TNYblqmDD67l+h0ddGRJDEYtFJf34qf5OTL0G1lNRW5EKFa9KztplcPjFmVZq9bcey94V6g5gJklwEABDNawsnkbSYyey6XTfIIrjcUKpSQKemy5JjpnSd9/Irf0RFnQE6gwG/+81vMDVpwe2fvgsAsGrtOqhSUvDYjx7F3Q3348K5s3j95Zd41ykqKcFAby9aTSbkZmchaX4eSUlJXtu2sDCP73ztIXzxy1/BYH8/Hv/Jj3FXw14oFAqo1Rrcec8e/PQH30NGZiYKi4ux7/FfYnZ2Brd/+u6gntExO4OCnGwc+eAA2s+cQm55JTLytHhh/z7k5eejxmCAglLg7b/+BblaLdL8JEfbutp56SaO2VnR44NFTAmwyVNHMXnqSES0oVjzswWycvY3OYkJqmhMNiafxylisgkG4QoOkRv+ctC4Sdn+rArh0rblyG2SioT0DEk5ZlwB6w1f/Y9v45knf4OWJhNKysrw2L5nkZWdA4DJLXv0F7/ET7//Pbzy3O9x1TXb8H8e+hoe+frX2PN3fuxmvPfG37D3U5/A9OQkHvnvH+OWW27x2rbN12xDWUUF7vun2zE/P4ebdt+GBx/yXOsr3/wWnLQT3/zXL8Fms8GwajV+/dwLyMjMDKqvnHOzuO2223D69Gns2bMHdrsd+17+I9QaDfb98v9DT1cnlEolDKvX4PHfPQeFwrf3iV5YwPDf/ghLbx87zsKlgcVUQUsAAKVA5uZt0N7oIwRVRjCO8SC1jgiH4A///TVYjh9iJ/PMq4R9RBYrzN62A86F+fAntso1wojreC0+KpOgCee1A4bMY2j4TWKMePuOqMDHfZEmBd/auhba4mIoEsSZLRYmJ3gmPaUmDYkZmaE8jqwQI/8d6OvFjVdtwstvvYtaY/jHgFRGDDkg9vyBnOsW/FRCAi6Z2/GFvfejp7uLHWc5H70B5h9d8QUtI+jnQHRqHb4QyMqZq2EpEhI9IekxTD6rqTYAFJCxdrOsAoZfL85VFyyKtTAufNVXC9SqEI5xHw7aITn5BkNlz5AbtMOBhcmJiHEpBktyTGrWCRlZoJSJEUvZiCkBlrFhKzT6mohPtH5LzEcBvJn/vPnE3JPT8N9fizkfHxekhpSxdrOs12cLm7pgu9gEa5spKCEWSVOkPzOhptoAAEGH0nPHFNZv9H+CC3KzwMttkowGXj/ALZTnQC/Mw2GzRszcCgTHmC8Q/PPzoBITob35E5g8c5qdi+I+MAC5O26GUuXdPi0XSGEViWhEuTjquCvnYAM2oh1uYbAwMRbWZPbUGu91waTegytow5GnRsJX8BF3HIN2ImOddIFPjqni7Exg69qAz5ezpIjcGpOYgC0uKcWFgUtBXztQuIXyd7/9H7zfl1obFINA8LuCUjQVVdBqV4T//mG/g5wIM8WTt3yaoCvxBkj745VGSAb4y48Ka9XfAKiNgoFbGFhOHGIES5jNFOwkH8I9QspTC4I+isydYynHAh3HIvcgn2V2oE9CTwgRSlVmKVWOA0WkeP18PTcplN1YKm0wEJAVoCPd1pjSwNxwayyKxCQmCEEm0563jzzc0YheV8wEk0Iw2lmgPrFoNRt6M9uSE6imug6JWbny1nHjQI5acawpMkKarq+IRDnGMXkNVXFgtELeEKoJcKkKU4YKsecWaDOqFCjVmqh/Nq5mHWk2+pgTYKwZAxQAGqAo2Ux73j7ycJfJEJtYAk0q9eXrWqrcrVDhy2xLCoNQAjcC9UuFWisubAVTxe7pi3IsxHFMjqmUcj1o0CwzhBTIYQKMxSrHYs8dq0KZB5oGDRqOCAW3x5wAI6PDQNOyBSEEU4k3VIhNLIEklYoJuWjWsHzB2mrC2IG3XMnJ/OeWSxhE2i8VLQVT5RgP3GuMzMzBMjOHtIlxqDMyAYUyYPM+RVI3JSQEvHp3zs3BOT8HRVJyVJvXvMHfc1MJCWxV40hrMyGBBhyzdsxMWjA+YcHozJz/c2RAzAkw1jTG0cB45TtCRGqdkWfCk4QgFx2CicV1nUBogARCLpBS9oFAal/KsOBiNS/y3bq1UkoeCjGyzybPHOdpY1KiBimJbaDDlR/IbUcYfcQ8dgXQ+MlJEz5VU476PDsSFArQiwugFxdAJSQKJmtBkxcWQDsWQCkTQS2Mih7LPcdh5+STqVNBhbG6cjgQzHMHde0I9otzYR5zkxacPHUKv3riCSRuv4X5dsKcDxtzAozMZXIuLsSciSxQBGL2YYUcEFPRhN7A8weCQnJ+EXI+eoP8ZlvCFOkukWI57rtky5UOr2bdOiMm5ubxmw8vIjUpEVRfJ0b+9ie2X7Uf/wQ0Fa5yJDJZlMYOvYep86fZxUf66g3IueZ6eS4e47B1tWP4b3/09P/NnP6XeJ3Z/l6oVpQGfP5I47sYOPQ+Ji0ToEEhM0IlrmJOgAGxaRoLFmwAQ3cHb3spEO6S9KTG6Ut48TSBID4SrilyYXyUKdPiMklPXTgT1vD8aIHU3EaxYCMawPT8AobPnIalt4+j2Z72hFLLJMCsKekYdDE8gHai6KrrMGeTHsW4HDF85pTv/vcB8lsKloHGqsmAZWI84mk5QYXRP/7446ioqIBKpcL69etx8OBB0eM/+OADrF+/HiqVCpWVlfjVr34VVGNpKrh/EUMYwvzFSmUAnIkFkB6mLYZAwv1lDpUPpKyIoD/aTEH1eWqNEdobdjOh8m5/KoBFy7jf8HyK9vyTCu65Uv5Jgr/UDT9jyhsUiUmsZsz2C3FdQQh/GecYH5XOpZYsSq01InvbDiTnFzLkzWHIyZSlhBL5vOH6x4GvFAqxZyW/pWDThtyLQkGJK5lTaUhI1sBeeuklfOUrX8Hjjz+Oq6++Gr/+9a9x0003obm5GaWlpYLju7q68LGPfQyf//zn8fvf/x6HDx/Ggw8+iLy8PHziE5+Q5SGWM/yx4keKdDhS7Pz+tGu52+EtYVlTVYfE7PCF57snimA1yFDvPXbgLbgFUSB9aG3ls/4nF3kPn5ca6UiaJTXVBr8MIZ62KDB3aQCq4lLZxmE0lFAKxcohtf/lThvyFaxkbTPB1t4q6VkChWQN7Kc//Snuv/9+fO5zn0NdXR1+9rOfoaSkBE888YTX43/1q1+htLQUP/vZz1BXV4fPfe5z2Lt3L/73f/835MYvdwRSCj4QrUUOSF3dhQvhaAeZsJyxbjO0N+wOm/AaeGkfJk4cwsBLLg0yQnCbh+YuD4JViwLoQ89Exyyl5wb7fGpuqbWBF/zk+zwZui5/GmHQxAIBIJzXDgS+CspKgZT+9/YtCeaTEL8B95ibPH00pOv4giQNbH5+HqdPn8bDDz/M+33Xrl04cuSI13OOHj2KXbt28X674YYb8PTTT2NhYQGJXiJl5ubmMMepejo5OQnAd6a6PwRj6gkZId7T1t6MS3/8Pdx2ArWuGumrNyClXC/gFUsp17PlCsLFOZZSrkfBJz6LmZ4upJRVeG1HJBCOdni9pshYC2U82TpawWo/oGDraAuo1IQcpnBmFeyp6JukLUD2tu1++5CtrstD4G13Hc4HHdx1PedQbDK1XONQ1msH8b4870fC2AhhLPr6lnjzSZBzrhvsM7kaKnvxE1oCBgYGaAD04cOHeb//8Ic/pKurq72eU1VVRf/whz/k/Xb48GEaAD04OOj1nO9+97tSSHTi/+L/4v/i/+L/YuCf2WyWInL8IqgoRIriLy9omhb85u94b7+78Y1vfAMPPfQQu22xWFBWVobe3l5PXbA4BJiamkJJSQn6+vpkrbmz3BDvp8AQ76fAEO8n/5icnERpaSmys7Nlva4kAZabmwulUolLl/jMzMPDw8jPz/d6TkFBgdfjExISkJOT4/Wc5ORkJHvJsM/IyIgPkACQnp4e76cAEO+nwBDvp8AQ7yf/EKvkHNT1pByclJSE9evX45133uH9/s4772Dr1q1ez9myZYvg+LfffhsbNmzw6v+KI4444ogjjkAgWRw+9NBDeOqpp7Bv3z60tLTgq1/9Knp7e/HAAw8AYMx/9957L3v8Aw88gJ6eHjz00ENoaWnBvn378PTTT+NrX/uafE8RRxxxxBHHFQfJPrA777wTY2Nj+N73voehoSEYjUa88cYbKCsrAwAMDQ2ht7eXPb6iogJvvPEGvvrVr+KXv/wlioqK8Nhjj0nKAUtOTsZ3v/tdr2bFODyI91NgiPdTYIj3U2CI95N/hKuPKJqOEO99HHHEEUcccciI2KrIHEccccQRRxwuxAVYHHHEEUccMYm4AIsjjjjiiCMmERdgccQRRxxxxCTiAiyOOOKII46YRNQIsKWqMRZrkNJPf/rTn7Bz507k5eUhPT0dW7ZswVtvvRXB1i4NpI4lNw4fPoyEhASsWbMmvA2MEkjtp7m5OXzrW99CWVkZkpOTodPpsG/fvgi1dukgtZ+ee+45rF69Gmq1GoWFhWhoaMDY2FiEWrs0aGxsxC233IKioiJQFIXXXnvN7zmyzOGyMisGiRdffJFOTEykn3zySbq5uZn+8pe/TGs0Grqnp8fr8Z2dnbRaraa//OUv083NzfSTTz5JJyYm0q+88kqEWx5ZSO2nL3/5y/R///d/0ydOnKAvXrxIf+Mb36ATExPpM2fORLjlkYPUPnLDYrHQlZWV9K5du+jVq1dHprFLiGD66dZbb6U3b95Mv/POO3RXVxd9/PhxAbH3coPUfjp48CCtUCjon//853RnZyd98OBB2mAw0LfddluEWx5ZvPHGG/S3vvUt+o9//CMNgH711VdFj5drDo8KAbZp0yb6gQce4P1WW1tLP/zww16P//rXv07X1tbyfvviF79IX3XVVWFrYzRAaj95Q319Pf3II4/I3bSoQbB9dOedd9L/8R//QX/3u9+9IgSY1H76+9//TmdkZNBjY2ORaF7UQGo//fjHP6YrKyt5vz322GP0ihUrwtbGaEMgAkyuOXzJTYjuGmNkzbBgaoydOnUKCwsLYWvrUiKYfiLhdDoxPT0tOyN0tCDYPtq/fz/MZjO++93vhruJUYFg+unPf/4zNmzYgP/5n/9BcXExqqur8bWvfQ0zMzORaPKSIJh+2rp1K/r7+/HGG2+ApmlcvnwZr7zyCm6++eZINDlmINccHlQ5FTkxOjoKh8MhYLPPz88XsNi7cenSJa/HLy4uYnR0FIWFhWFr71IhmH4i8ZOf/AQ2mw2f+tSnwtHEJUcwfdTe3o6HH34YBw8eRELCkn8OEUEw/dTZ2YlDhw5BpVLh1VdfxejoKB588EGMj48vWz9YMP20detWPPfcc7jzzjsxOzuLxcVF3HrrrfjFL34RiSbHDOSaw5dcA3Mj3DXGlguk9pMbL7zwAv7zP/8TL730ErRabbiaFxUItI8cDgfuvvtuPPLII6iuro5U86IGUsaS0+kERVF47rnnsGnTJnzsYx/DT3/6UzzzzDPLWgsDpPVTc3Mz/vVf/xXf+c53cPr0abz55pvo6upiyc7j8ECOOXzJl5yRqjEW6wimn9x46aWXcP/99+Pll1/Gjh07wtnMJYXUPpqensapU6dw9uxZfOlLXwLATNQ0TSMhIQFvv/02rr/++oi0PZIIZiwVFhaiuLiYV1C2rq4ONE2jv78fVVVVYW3zUiCYfnr00Udx9dVX49/+7d8AAKtWrYJGo8G2bdvwgx/8YFlah4KBXHP4kmtg8RpjgSGYfgIYzeu+++7D888/v+zt8FL7KD09HRcuXMC5c+fYfw888ABqampw7tw5bN68OVJNjyiCGUtXX301BgcHYbVa2d8uXrwIhUKBFStWhLW9S4Vg+slutwuKNiqVSgAeDSMOGedwSSEfYYI7VPXpp5+mm5ub6a985Su0RqOhu7u7aZqm6Ycffpi+55572OPdIZhf/epX6ebmZvrpp5++osLoA+2n559/nk5ISKB/+ctf0kNDQ+w/i8WyVI8QdkjtIxJXShSi1H6anp6mV6xYQd9xxx10U1MT/cEHH9BVVVX05z73uaV6hIhAaj/t37+fTkhIoB9//HHabDbThw4dojds2EBv2rRpqR4hIpienqbPnj1Lnz17lgZA//SnP6XPnj3LphuEaw6PCgFG0zT9y1/+ki4rK6OTkpLodevW0R988AG7b8+ePfS1117LO/7AgQP02rVr6aSkJLq8vJx+4oknItzipYGUfrr22mtpAIJ/e/bsiXzDIwipY4mLK0WA0bT0fmppaaF37NhBp6Sk0CtWrKAfeugh2m63R7jVkYfUfnrsscfo+vp6OiUlhS4sLKQ/85nP0P39/RFudWTx/vvvi8414ZrD4/XA4ogjjjjiiEksuQ8sjjjiiCOOOIJBXIDFEUccccQRk4gLsDjiiCOOOGIScQEWRxxxxBFHTCIuwOKII4444ohJxAVYHHHEEUccMYm4AIsjjjjiiCMmERdgccQRRxxxxCTiAiyOOOKII46YRFyAxRFHHHHEEZOIC7A44ogjjjhiEv8/3Tp2qLxya+4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(new_grid.mean.cpu(), extent=(0, 1, 0, 1), origin=\"lower\")\n", + "plt.plot(rand_x, rand_y, \"ok\", ms=2, label=\"input points\")\n", + "plt.title(\"Original\")\n", + "plt.legend(loc=\"lower right\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multinterp-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/05._Triangulation.ipynb b/examples/05._Triangulation.ipynb index 386fa24..5ad8449 100644 --- a/examples/05._Triangulation.ipynb +++ b/examples/05._Triangulation.ipynb @@ -1,194 +1,194 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [ - "from __future__ import annotations\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from matplotlib import tri" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Triangulation Visualization')" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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NDQ0NjUihJx80NDQ0NDQ0IoWefNDQ0NDQ0NCIFHryQUNDQ0NDQyNS6MkHDQ0NDQ0NjUihJx80NDQ0NDQ0IoWefNDQ0NDQ0NCIFHryQUNDQ0NDQyNSxC5krKWoqq7FztMZyOOUQ5+tgMW2XSEjzaJaq1FoZ9FAO4sGSXQGJNObdhYNtPMPQMSMDx8+EADkw4cPzfacqwKTCEvlBQEI78ZSeUFWBSY122s0N7SzaKCdRYMkOhMimd60s2ignevzPdvv7558JCQkkPHjxxNNTU0CgMTExNQbk5WVRSZMmECUlZWJkpISMTc3JxwOp9nlhWFVYBIBar/eyN9uX+4Txw8K7SwaaGfRIInOhEimN+0sGmjnhvme7TeDEEK+50jJH3/8gdu3b6NXr16wtbVFTEwMbGxseN/Py8tDv3794OrqihkzZkBFRQXZ2dno27cvNDQ0mnz+0tJSqKio4MOHDz/c7VJVXQsF9b9Q+6E9Gl7eUgeW6iuUF7cXm0NltLNooJ1FgyQ6A5LpTTuLBtpZMN+1/f6RWQ4aOPIxffp04uDgIPRzfP78mXz48IF3e/bsWbMd+fA/lvqPGV7DN/9jqT/8Ws0F7SwaaGfRIInOhEimN+0sGmhnwXzPkY9mvdqlrq4OFy5cgJGREUaPHg0NDQ2Ym5vjzJkzAh+zefNmqKio8G5aWlrN5pPHKW/WcaKAdhYNtLNokERnQDK9aWfRQDs3D806+SguLkZZWRm2bNmCMWPG4PLly5g8eTKmTJmChISEBh/j5eWFDx8+8G7Pnj1rNh99toJQ41TUxedDIqyzgtqHFjYRHmGdpVXetLCJ8AjrTFq9BPm+M5MthrDOlQqFEuf8UeYJautqW9hGeIT1ZneSaWET4RHWWauT+FzkKKxzhw5NV7SLCmGd22nWtbCJ8AjrLOy4ZuFHDrHgH6ddXrx4QQCQGTNm8I2bMGECsbe3F+o5m3PBaWVVzdeVvf9cYPO3hTbKHIL1LDI9ajp58PLBD7+m6JyZZPzR8SSRk0i18nc5DzswjFzKvUTq6uokxtl8rzmJzoomtXW1EuPcdWdXcujhIVJVUyUxzgZBBiQsOYxUVFdQ6vw93h22aZEdd3aQ0s+lVCsL7dxmswbxTfAlJeUlVCsL7ay0UYWsubKGvPr4imploZ1lfRSIW5wbKXxXSLWyUM4s1eeksqrmh16HstMubdu2hZSUFMzMzPjuNzU1BZfLbc6XEgoZaRaW//rtdf85C/3ytc6MQIBZixOPTqDXnl4YfXg0rhVco2zPURhno1k7wWASnH9yHoP2D4JlhCXO5ZxDHaFmpi2Ms5njXkhJMXGt4BpGHx6N3nt643jmcdTU1YjU9RvCOPeYcwByMjK4++IuppycArNQM+x7sA+VNZUidf2GMM59XI5ASU4BGcUZcIxxhGGwIYLvBuNT1SeRun5DGOcB86KgpqiK3Le5WHhhIXQCdLDl1hZ8+Ezd0T1hvBUmrsXLT8+w4vIKsAPYWHdtHYo/FYvU8+8I46w8aQNKKoux7vo6aPtrY/ml5Xj2ofmONn8vwjirTfZFWc0HbLm9BToBOlhwbgFy3+aK1PPvCOPcznYzKkk5gu8FQz9IHw7RDkj/K12knn9HGOflPs9Eu0D2R2Y5QP0Fp/3796+34NTGxqbe0RBBtFTOB/Of1zarPuddWpT2Ko3MPD2TsHxYBN4g8Abps6cPOfXoFKmp/bGZ4I8417se+2/OOW9yyLyz84iMrwzPuXNoZ3Ig7QBle7tNOXPec4jnH55E4TcFnrNeoB7ZeW8nKa8qF0vnoo9F5Of4n4nqFlWec4cdHci229vIh8/N9xltTue35W/Jbzd/IxrbNHjObX5vQ7yve5M3n96IpXNZZRkJSAogWn5aPOdWm1qRVZdXkRelLyhx/ubNUHneoPfn6s9k7/29xCjYiOcst1GOLD6/mOS/zRdL5+raanI0/Sjpvqs7z1nqVyky58wcklWcRakzU4BzbV0tOZN9hvQP789zZngzyLST00jKixSxdK6rqyPxefFkxMERPGd4g4w9MpYkFCZQduS3qb/DH6VFcz4+fvxIUlNTSWpqKgFA/Pz8SGpqKi/HIzo6mkhLS5M9e/aQp0+fkuDgYMJisUhionCnB1pi8kEIIR8rygmcrAhs7cmmg3caPLyU/zafLLmwhMhtlON9WAyDDMmelD3kc/XnZvURhsqqGiLnOobA1p547b3UoPPL0pfkp8s/kVabWvGctfy0iH+SP/lY+ZESZ/XF0whs7cmS0KgGnd98ekN8bviQNr+34TlrbNMgGxM2krflbylx1l/mSmBrT5z89jfoXPq5lGy/vZ102NGB56yyWYV4xXuRoo9FlDh3X+1BYGtPpmwJatC5vKqc7EreRfQC9XjOCr8pEI8/PAjnvXC5O83tbLnuFwJbezLCZ2ODzlU1VeRg2kHSObQzz1nGV4bMjZ1Lct7kiNyZEEK8r/oSOFkRswW+xP9Yaj3vmtoacjrrNOm7py/PmeXDIjNOzSBpr9IocQ67u5fAyYrouHo16FxXV0f+ePoHGRI5hG/jOPHYRHKbe5sS59OZZwicrIjGbA+BzjcLb5JxR8bxOQ8/MJxczr1MyQb9VkESgZMVUZoxr0FnQghJeZFC7KLsCNOHyXO2CLcgMdkxlJzKrayqIf7HUsnSLbcFOv9bWnTycf36dQKg3s3JyYk3Zt++fcTAwIDIycmR7t27kzNnzrSI/PdQWVPJe+PfV7xvdGxxWTFZd20dab2lNe8x7be3J1sStzT52Obm2x53U/9431W8I5sTN5N229rxnFtvaU3WXVtHisuKRWT7BeNgYwJvkITChEbHfar6RILvBhO2P5vnrLRJiSy/uJw8+/BMRLZfsNpvReANcjLzZKPjPld/Jvse7OP9jPAGkfWVJQvPLSS5Jbkisv2CXZQdgTdI8N3gRsdV11aT4xnHSc+wnnx7u47RjiTjrwwR2X7BLc6NwBtk7dW1jY6rrasl53LOEcsIS7693SknppC7z++KyPYLGxM2EniDzI2d2+i4uro6ci3/Ghl9aDTfxnH0odHkWv41kW4cw++HE3iDTDg6ocmxfz77k0w+PpkwvBk8Z8sIS3I+57xInc/lnCPwBum3t1+TY9OL0olDtAPf0epeu3uRE5knRHq0+t7zewTeINr+2k2OfVrylCw4t4DI+srynE1CTEjEgwhSWVMpAtuWp0XXfAwZMgTky6SF7xYZGckb4+LigqdPn6KiogJpaWmYNGnSD54cEi3qiur4deiv4C7jwm+UHzopd0JRWRHWXF0D7QBtrIlfg1cfX1GtyYeqnCrWWK5BoWchdo/fDQM1A7z7/A6+N33BDmDDLc4Nhe8LqdbkQ0FaAUv7LcVTt6c4PPkwump0RVlVGfz+9INeoB5cYl2Q/Tqbak0+ZKVk4dLTBVlLshAzPQYWnSxQWVuJsPthMAoxwvRT0/Hg1QOqNfmQYkphepfpuD//Pi47XMZw3eGoqavBofRD6LqrKyYcm4Bb3FtUa/LBZDAx3mg8Ep0TcdvlNiYaTwQBQXR2NMzDzTHswDBcyr0kNlf1AACDwcBQ3aG46HARD+Y/gH0XezAZTFzKu4RhB4fBYp8ForOjKVubJQjzTuaInh6N7CXZcO3pCmmmNG5xb2H8sfHoFtYNhx4eQnVtNdWafHRt1xWHJh9Cnnse3Pu5Q0FaAQ9ePcD0U9NhHGKMsJQwfK75TLUmHwZqBggbH4ZCz0J4WXpBRVYFj988hstZF+gF6mHHnR34WPmRak2RQbfaNoKSjBKW9V+GPPc8RE6KhJm6GUorS/H77d+hE6iD+efm42nJU6o1+ZCTksP83vPxeMljRE2LQm/N3qioqUBIcggMggwwK3oWpQufGkKaJY1Z3Wbh4cKHiJsZh8Hswaiuq8b+tP0w22mGyScm48/nf1KtyQeTwYSNiQ3uuNxBwpwEWBtYo47U4eSjk+i9pzdGHRqFq/lXxW7jOFJ/JOJnxyN5XjKmmk0FAwzewuWBEQNxNues2G0cB2gNQKx9LDIXZcKpuxOkmFK4XngdY46MQa89vXAs4xhlC5cF0VOzJ47ZHsNTt6dY3Gcx5KTkcO/FPdietIVpqCnCH4RTtnBZEMZtjRE+MRyFnoVYNWAVWsm0QmZxJmafmQ2DYAME3Q2ibOGyINiqbARaB4LjycEGqw1Qk1dD3rs8LLqwCOwANjYnbsb7z++p1uSjvVJ7bBq+CdxlXGwdsRWaSpp48fEFVl5ZCe0Abfxy7RdKFy6LCnryIQQyLBk49XBCxqIMxNrHYoDWAFTVVmHvg70wDjHGtKhpSHmZQrUmHywmC1PNpiJ5XjLiHeMxUm8kakktjmYcRfew7hh7ZCwSChPEbuNobWiNhDkJSHJNgo2JDQDgzOMz6L+vP6wirRD3NE7snAezByNuVhweLnyIWV1ngcVg4Ur+FYw4NAJ99/ZF1KMoscqwAIA+HfogaloUHi99jHm95kGGJYM7z+5g0vFJ6LqrKw6kHUBVbRXVmnx01uiMSJtI5Lvnw9PcE4rSikgrSsPM6JkwCjbCzuSdqKiuoFqTD73WeggdFwqOJwdrB62FqpwqnpQ8wbxz86AbqIttt7ehtLKUak0+OrTqgK0jt4K7jItNwzahnWI7cD9w4XHRA+wANrxveONNufhk9gBAW4W28B7iDa4nF4FjAqGtoo3iT8X4+drP0PbXxqrLq/Dy40uqNflQllXGqoGrUOBRgPAJ4TBqY4T3n9/jt8TfwA5gY/GFxch/l0+1ZotBTz6+AyaDiYnGE3Hb5TYSnRMx3mg8CAhOZZ1C3719MfzgcFzJuyJ2G8fhesNx2fEy7s+/D7vOdmAymPgj9w8MOTAE/ff1R0x2jNjt7Vp0skDM9BhkLc6Ccw9nSDOlcZNzE+OOjkP3sO44kn5E7PZ2u7XrhsNTDiPXPRdL+y6FvJQ87r+6D7tTdjAJNcGe+3vE7lCwURsj7JmwB4UehVg9cDWUZZWR9ToLc2LnQD9IH/5J/iirKqNakw8tFS34j/EHdxkXvw75FW0V2qLgfQGWxC0BO4CNjTc34l3FO6o1+dBQ1MDGYRvB9eRix6gd6NiqI16VvcJP8T9B218bXvFeKCorolqTD1U5VXgN8kKhZyHCxoVBv7U+SipK4JPgA3YAGx5/eIDznkO1Jh+KMopwN3dHrlsuDtocRBeNLvhY9RHbk7ZDJ0AHc8/ORc6bHKo1+ZCVkoVrL1dkLc7CabvT6NexHz7XfMaulF0wDDbEjNMzkFaURrVms0NPPv4lltqWODfjHDIWZcCxmyOkmFK4VnANow6PQu89vXEi84TYbRx7afbCiaknkLM0Bwt7L4QsS5aXYdF5Z2dEpEaI3aFgU3VTREyKQL5HPlb0XwElGSVkFGfAIcYBBkEGCL4bjPJq8UmoBQAdVR0Ejw0Gx5OD9YPXQ01eDblvc7Hg/ALoBupSnmHREJqtNLFlxBZwPbnYMnwL2iu1x/PS51h+eTm0/bWx/vp6vP70mmpNPtTk1bDOah04nhwEWwdDR1UHr8tfY931ddDy18KKSyvwvPQ51Zp8tJJtheX9lyPfIx8REyNg0tYEHyr/l2Gx8PxCSjMsGkJOSg4L+ixAztIcnJh6Ar00e6G8uhxB94KgH6QPxxhHZPyVQbUmH9IsaTh2d0T6wnScn3Eeg7QHobquGvtS98E01BRTTkzB3ed3qdbkg8VkYYrpFPzp+ieuO13HaP3RqCN1OJ55HD1396Q8g6q5oScfP0gXjS44OPkg8tzz4GHuAQVpBaQWpcL+tD2MQ4yxK3mX2B0KNlAzwK7xu8Dx5PAtfHI96wq9ID1sv7Nd7BY+dVLuhO2jtoPrycXGoRuhrqAOzgcO3C+6Q9tfGz43fFBSXkK1Jh/qiurwGeoDjicH/qP9oaWshaKyInhd9YJ2gDZWX1ktdguXVeRUsNpyNQo8CrBn/B4YqhnyLVxeGrcUBe8KqNbk4+8Ll49MOYJu7brhU/Un3sJl51hnsVu4LMOSgXNPZzxa/Ahnpp9B/079UVlbid33d8M4xBh2UXa4//I+1Zp8sJgs2HW2Q8q8FFxxvILhusNRS2pxOP0wuoV1w7ij45DISRSrjSODwcA4o3G46XyTb+FyzOMYWOyzwJDIIbiYe1HsnIfoDMFFh4tIXZCKGV1mgMlg4nLeZQw/OBzm4eY4nXVa7E7lfi/05KOZ0FbRRsCYAHA9ufC28kYb+TbIf5ePxXGLoROog02Jm8TuUHA7pXa8hU/bRm5Dh1Yd8PLjS6y6sgraAdpYe3Ut/ir7i2pNPlrLt8bawWvB8eRg59id0Guth5KKEngneEM7QBueFz3B/SD6NN3GUJJRgqeFJ/Lc83DA5gA6q3dGaWUptt7ZCp1AHcw7Ow9PSp5QrcmHnJQc5vWeh+wl2Tg17RT6dOiDipoKhCaHwjDYEDNPz8TDoodUa/IhxZTCzK4zkbYgDXEz42DFtkJ1XTUi0yJhttMMNsdtkPQsiWpNPpgMJiaZTMJtl9u4OecmxhqORR2pQ1RWFPrs7YMRB0cgPj9e7DaOI/RGIH52PFLmpWCa2TQwwEDc0zgMjhyMgREDEfs4VuxO5X5buPxo8SPM6TEHUkwpJHASYH3EGj1398TRjKNid7S6R/seOGp7FLluuVjSdwnkpOSQ/DIZU6OmwjTUFHvv7xW7o9XCQk8+mpk2Cm2wYcgGcDw5CBoTBLYKG8WfirH22lpoB2hj5eWVeFH6gmpNPpRllbFywErku+cjfEI4jNsY4/3n99h0axPYAWwsOr8IeW/zqNbkQ15aHov6LkLO0hwctz2OHu17oLy6HIF3A6EfpI/ZMbORWZxJtSYf0ixpzO4+G+mL0nHW/iwGag1EVW0VwlPDYRJigqknpyL5RTLVmnywmCzYmtni3tx7uDr7Kkbpj0ItqcWxzGPosbsHrI9Y40bhDbHbOFobWuPGnBv40/VPTDaZDAYYiM2JxYCIARi8fzAuPLkgds6D2INwYeYFpC9Mh0M3B7AYLFwtuIqRh0aiz94+OPnopNjt7fbu0Bsnp51EztIczO81H7IsWSQ9T4LNCRt02dkFkWmRYrdw2UzdDPsn7Ue+ez6WWSyDorQiHv71ELOiZ8Ew2BAh90LE7lSubmtdhIwNAceTg18G/YLWcq3x9O1TzD8/HzqBOth6e6vYncptCnry0UIoyijCzdwNT92e4tDkQ+ii0QVlVWXYkbQDuoG6cI11xeM3j6nW5IO38GlJFqLtotGvYz++DAv7U/ZIfZVKtSYf3zIsHsx/gEsOlzBMd5hEZFhMMJ6AWy63cMv5FiYYTQABwens0+gX3k9sMyyG6Q7DJYdLeDD/AaZ3ng4mg4mLuRcx9MBQWOyzEMuFy98yLLKWZMGlhwukmdJI5CbyMiwOpx8W2wyLXPdcuPVzg7yUPC/DwiTUBLtTdovdwmXDNobYPWE3Cj0LsWbgGijLKiP7TTacY52hH6QPvyQ/sTuVq6WiBb/RfuAu48J3qC/aKrRF4ftCuP3hBnYAG74Jvnhb8ZZqTT40FDXgO8wXHE8O/Eb5oWOrjigqK8Lq+NVim0EliP83k4+q6lqgwArIsMfOqKwvX4sAaZY0HLo5IH1hOi7MvMBb+BSRFgGz0MYzLKqqa/H5qQWQYY/ImEKROTMZTEw2ncxb+DTGYAzqSB2vfK+xDIuq6lq8ze4GZNjj5IVikTkzGAyM0h+Fq7Ov4t7ce7A1tRU6w6KquhbP0w2ADHtcuPxJZM4AMFB7IM7OOIuMRRmY3X12vQwLQeV7VdW1yEnRBDLscf06EalzT82eOD71OJ4sfYJFfRbxMiyaKt+rqq5FapIKkGGPu7fkReps0tYE+ybtQ4FHAVb2XwklGSVkFmfCMcaxyQyLmhoCFFjhThwbAcfTROato6qDIOsgcJdxeRkWfy/fayzD4ptzxtUuInVur9Qem0dsBteTi99H/A5NJU08L32OFZdXNJlh8e1/dGFif5E6q8mr4ZfBv4DjyUGIdQh0VHXwpvwN1t9Y32T53jfnt/dGi9S5lWwrLOu/DPke+dg/aT9M25oKnUFVVV2LgONpcPv9jkid69Hs+ao/iMiK5VReNFuZzvdyh3uHTDo2iS+C2Wq/FYl7EseLM26wAIhCZ0Hle1GPonhxxuLm3FD5nlmoGYlMjeTFGYub87fyPcXfFHnOugG6JPReKK98T9ychSnfEzdnQeV7G65vIK8/veaNa7CkjSJvYcv3xMm5sfK9vLd5fM71StoochZUvucU40QeFT8SS2dB5XtTT04lyS+S+Zxb8u+wRbtdWprmnnysCkwiQO3XG/nb7ct9VP3zI4SQrOIs4nzGmUj/Ks37wHTb1Y2MW7tPbJ0Fle+N9Nolts4Nle918utEhv4ULLbODZXvqW9VJ5Yr/cTWWVD5nvny38XWWVD5nnucO1nw+yWx9BZUvuca60pcN18QS+eGyveYPkxif8qeOP12RiydBZXvTTg6gcz0PSW2zoLK96Z5H2txZ3ry8ZXKqpqvs7x//rL/90tnqT5v1la/f8OzD8/I8ovLidImJYL1TAJlrtg785XvSYgzX/mehDjzle9JiDNf+Z6EONcr35MA73rlexLgXK98TwKcCflH+Z6EOPOV74nI+Xu231LUnOwRDTtPZ6D2Q49GRjBR+74jRm7cgJ79qV8pPMV0Cg6e4QClWo2MEj/nfdG5EuVsY2KDfdF5qJEg53GG4xAZW4hyCXIepT8KxY/M8E6CnAdpD0JlbSWy7qlLzGe6t2ZvVNZUIvm2gsQ4m7Q1QUVNBW7eYEiMs7aKNkYbjMbFKxUS49xGvg0mGE/AmT/eCeW883QaPO17iMTtPz35yOMId7nUzUdPcJN5vIVthKTMXqhhtPMPUiqBzm8l0Pm1BDoDkvmZpp1Fw3/YWdhtZnPwn5586LMVhBrXw6A9xlr+3MI2wnEPCog/3fS4LnptMVHCnI3YypgqYc46neQww9ILDDBaXqoJhHXuoMmEk4Q5t9WogevA1WAxWC0vJQTCeg/pYoIBEvaZHtzZCJYS5jzQTB9WEuZsYaKDYRLmLOw2s1n4oRM8LYCo13xAmUOwnkWmR00nD14+aIafQFTOTDL+6HiSyEmkWvm7nIcdGEYu5V7iXdUjCc7me81JdFY0qa2rlRjnrju7kkMPD5GqmiqJcTYIMiBhyWGkorqCUufv8e6wTYvsuLODlH4upVpZaOc2mzWIb4IvKSkvoVpZaGeljSpkzZU15NXHV1QrC+0s66NA3OLcSOG7QqqVRbb+8Xu23//pnA8ZaRaW//otavuf+Q5fvtaZEQgwa3kZFlSX9wjjbDRrJxhMwsuwsIywxLmcc5QFPAnjbOa4F1JSTFwruIbRh0ej957eAjMsRIEwzj3mHICcjAyvfK+xDAtRIIxzH5cjUJJTQEZxBhxjHGEYbIjgu8ECMyxaGmGcB8yLgpqiKl+GBdXle8J4K0xci5efnmHF5RVgB7Cx7to6gRkWokAYZ+VJG1BSWYx119c1mWEhCoRxVpvsi7Ka/5XvLTi3gNLyPWGc29luRiUpR/C9YOgH6cMh2gHpf6WL1PPvCOO83OcZZKRFeOTxh6Y5LYDIcj5Un/MuLRKUYXHq0SlehoWoafB67L85N5Rh0Tm0MzmQdoCyvd2mnL9lWCj8psBz1gvUIzvv7eRlWIibszAZFuLmLCjDwvu6N3nz6Y1YOgubYUGFd73MjK/ejWVY5L/NF0tnQRkWc87MIVnFWZQ618vM+OosKMNi2slpJOVFilg619XVkfi8eDLi4Ai+S17HHhlLEgoTKDvy29Tf4Y9CX2rbAB8rygmcrAhs7cmmg3caPLwkKMNiT8oe8rn6c7P6CENlVQ2Rcx1DYGtPvPZeatC5oQwLLT8t4p/kTz5WfqTEWX3xNAJbe7IkNKpB54YyLDS2aZCNCRvJ2/K3lDjrL3MlsLUnTn77G3QWlGHhFe9Fij4WUeLcfbUHga09mbIlqEFnQRkWHn94EM57DiXOlut+IbC1JyN8NjboLCjDYm7sXJLzJkfkzoQQ4n3Vl8DJipgt8CX+x1LreTeUYcHyYZEZp2aQtFdplDiH3d1L4GRFdFy9GnQWlGEx8dhEcpt7mxLn05lnCJysiMZsD4HOgjIsLudepmSDfqsgicDJiijNmNegMyGEpLxIIXZRdoTpw+Q5W4RbkJjsGEpO5VZW1RD/Y6lk6ZbbAp3/LfTkowEqayp5b/z7iveNjuXLsPj6mPbb25MtiVuafGxz822Pu6l/vHwZFl+dW29pTdZdW0eKy4pFZPsF42BjAm+QhMKERsfxZVh8dVbapESWX1xOnn14JiLbL1jttyLwBjmZebLRcXwZFl+dZX1lycJzC0luSa6IbL9gF2VH4A0SfDe40XH1Miy+7u06RjuSjL8yRGT7Bbc4NwJvkLVX1zY6rl6Gxde93SknppC7z++KyPYLGxM2EniDzI2d2+i4ehkWX2+jD40m1/KviXTjGH4/nBeI1RR8GRZfnS0jLMn5nPMidT6Xc47AG6Tf3n5NjuXLsPjq3Gt3L3Ii84RIj1bfe36PwBtE21+7ybFPS56SBecWEFlfWZ6zSYgJiXgQwUtclnToNR8/iLqiOn4d+iu4y7jwG+WHTsqdUFRWhDVX14hteY+qnCrWWK5BoWchdo/fDQM1A7z7/A6+N33BDmDDLc4Nhe8LqdbkQ0FaAUv7LcVTt6c4PPkwump0RVlVGfz+9INeoB5cYl2Q/Tqbak0+ZKVk4dLTBVlLshAzPQYWnSz4yvemn5qOB68eUK3Jx7fyvfvz7+Oyw2UM1x0uEeV7443GI9E5EbddbmOi8UQQEERnR8M83Fxsy/eG6g7FRYeLeDD/Aey72IPJYOJS3iUMOzgMFvssEJ0dLbble9lLsuHa0xXSTGnc4t7ile8denhIbMv38tzz4N7PHQrSCrzyPeMQY4SlhIld+Z6BmgHCxoeh0LMQXpZeUJFVweM3j+Fy1gV6gXrYcWeH2JXvtST05KMRlGSUsKz/MuS55yFyUiTM1M2ELu+hCjkpOczvPR+PlzxG1LQo9NbsjYqaCoQkh8AgyACzomdRuvCpIaRZ0pjVbRYeLnyIuJlxGMwejOq6auxP2w+znY2X71EFk8GEjYkN7rjcQcKcBFgbWKOO1OHko5Povad3o+V7VMFgMDBSfyTiZ8cjeV4ypppNFbp8j0oGaA1ArH0sMhdlwqm7U73yvWMZxyhbuCyInpo9ccz2GJ66PcXiPot55Xu2J21hGmqK8AfhlC1cFoRxW2OETwxHoWchVg1YhVYyrZBZnInZZ2Y3Wb5HFWxVNgKtA8Hx5PDK9/Le5WHRhUVgB7AbLd+jivZK7bFp+CZwl3GxdcRWaCpp4sXHF1h5ZWWT5Xv/JejJhxDIsGTg1MMJGYsyEGsfiwFaA1BVW4W9D/bCOMQY06KmIeVlCtWafLCYLEw1m4rkecmId4zHSL2RqCW1OJpxFN3DumPskbFIKEwQu42jtaE1EuYkIMk1CTYmNgCAM4/PoP++/rCKtELc0zixcx7MHoy4WXF4uPAhZnWdBRaDhSv5VzDi0Aj03dsXUY+iUFtHUXOkAPp06IOoaVF4vPQx5vWaBxmWDO48u4NJxyeh666uOJB2AFW1VVRr8tFZozMibSKR754PT3NPKEorIq0oDTOjZ8Io2Ag7k3eiorqCak0+9FrrIXRcKDieHKwdtBaqcqp4UvIE887Ng26gLrbd3obSylKqNfno0KoDto7cCu4yLjYN24R2iu3A/cCFx0UPsAPY8L7hjTflb6jW5KOtQlt4D/EG15OLwDGB0FbRRvGnYvx87Wdo+2tj1eVVePnxJdWafCjLKmPVwFUo8ChA+IRwGLUxwvvP7/Fb4m9gB7Cx+MJi5L/Lp1qzxaAnH98Bk8HEROOJuO1yG4nOiRhvNB4EBKeyTqHv3r4YfnA4ruRdEbuN43C94bjseBn359+HXWc7MBlM/JH7B4YcGIL++/ojJjtG7PZ2LTpZIGZ6DLIWZ8G5hzOkmdK4ybmJcUfHoXtYdxxJPyJ2e7vd2nXD4SmHkeuei6V9l0JeSh73X92H3Sk7mISaYM/9PWJ3KNiojRH2TNiDQo9CrB64Gsqyysh6nYU5sXOgH6QP/yR/lFWVUa3Jh5aKFvzH+IO7jItfh/yKtgptUfC+AEviloAdwMbGmxvxruId1Zp8aChqYOOwjeB6crFj1A50bNURr8pe4af4n6Dtrw2veC8UlRVRrcmHqpwqvAZ5odCzEGHjwqDfWh8lFSXwSfABO4ANjz88wHnPoVqTD0UZRbibuyPXLRcHbQ6ii0YXfKz6iO1J26EToIO5Z+ci500O1Zp8yErJwrWXK7IWZ+G03Wn069gPn2s+Y1fKLhgGG2LG6RlIK0qjWrPZoScf/xJLbUucm3EOGYsy4NjNEVJMKVwruIZRh0eh957eOJF5Quw2jr00e+HE1BPIWZqDhb0XQpYly8uw6LyzMyJSI8TuULCpuikiJkUg3yMfK/qvgJKMEjKKM+AQ4wCDIAME3w1GebXoIoGFQUdVB8Fjg8Hx5GD94PVQk1dD7ttcLDi/ALqBupRnWDSEZitNbBmxBVxPLrYM34L2Su3xvPQ5ll9eDm1/bay/vh6vP72mWpMPNXk1rLNaB44nB8HWwdBR1cHr8tdYd30dtPy1sOLSCjwvfU61Jh+tZFthef/lyPfIR8TECJi0NcGHyv9lWCw8v5DSDIuGkJOSw4I+C5CzNAcnpp5AL81eKK8uR9C9IOgH6cMxxhEZf2VQrcmHNEsajt0dkb4wHednnMcg7UGorqvGvtR9MA01xZQTU3D3+V2qNflgMVmYYjoFf7r+ietO1zFafzTqSB2OZx5Hz909Kc+gam7oyccP0kWjCw5OPog89zx4mHtAQVoBqUWpsD9tD+MQY+xK3iV2h4IN1Aywa/wucDw5fAufXM+6Qi9ID9vvbBe7hU+dlDth+6jt4HpysXHoRqgrqIPzgQP3i+7Q9teGzw0flJSXUK3Jh7qiOnyG+oDjyYH/aH9oKWuhqKwIXle9oB2gjdVXVovdwmUVORWstlyNAo8C7Bm/B4ZqhnwLl5fGLUXBuwKqNfn4+8LlI1OOoFu7bvhU/Ym3cNk51lnsFi7LsGTg3NMZjxY/wpnpZ9C/U39U1lZi9/3dMA4xhl2UHe6/vE+1Jh8sJgt2ne2QMi8FVxyvYLjucNSSWhxOP4xuYd0w7ug4JHISxWrjyGAwMM5oHG463+RbuBzzOAYW+ywwJHIILuZeFDvnITpDcNHhIlIXpGJGlxlgMpi4nHcZww8Oh3m4OU5nnRa7U7nfCz35aCa0VbQRMCYAXE8uvK280Ua+DfLf5WNx3GLoBOpgU+ImsTsU3E6pHW/h07aR29ChVQe8/PgSq66sgnaANtZeXYu/yv6iWpOP1vKtsXbwWnA8Odg5dif0WuuhpKIE3gne0A7QhudFT3A/cJt+IhGiJKMETwtP5Lnn4YDNAXRW74zSylJsvbMVOoE6mHd2Hp6UPKFakw85KTnM6z0P2UuycWraKfTp0AcVNRUITQ6FYbAhZp6eiYdFD6nW5EOKKYWZXWcibUEa4mbGwYptheq6akSmRcJspxlsjtsg6VkS1Zp8MBlMTDKZhNsut3Fzzk2MNRyLOlKHqKwo9NnbByMOjkB8frzYbRxH6I1A/Ox4pMxLwTSzaWCAgbincRgcORgDIwYi9nGs2J3K/bZw+dHiR5jTYw6kmFJI4CTA+og1eu7uiaMZR8XuaHWP9j1w1PYoct1ysaTvEshJySH5ZTKmRk2Faagp9t7fK3ZHq4WFnnw0M20U2mDDkA3geHIQNCYIbBU2ij8VY+21tdAO0MbKyyvxovQF1Zp8KMsqY+WAlch3z0f4hHAYtzHG+8/vsenWJrAD2Fh0fhHy3uZRrcmHvLQ8FvVdhJylOThuexw92vdAeXU5Au8GQj9IH7NjZiOzOJNqTT6kWdKY3X020hel46z9WQzUGoiq2iqEp4bDJMQEU09ORfKLZKo1+WAxWbA1s8W9ufdwdfZVjNIfhVpSi2OZx9Bjdw9YH7HGjcIbYrdxtDa0xo05N/Cn65+YbDIZDDAQmxOLAREDMHj/YFx4ckHsnAexB+HCzAtIX5gOh24OYDFYuFpwFSMPjUSfvX1w8tFJsdvb7d2hN05OO4mcpTmY32s+ZFmySHqeBJsTNuiyswsi0yLFbuGymboZ9k/aj3z3fCyzWAZFaUU8/OshZkXPgmGwIULuhYjdqVzd1roIGRsCjicHvwz6Ba3lWuPp26eYf34+dAJ1sPX2VrE7ldsU9OSjhVCUUYSbuRueuj3FocmH0EWjC8qqyrAjaQd0A3XhGuuKx28eU63JB2/h05IsRNtFo1/HfnwZFvan7JH6KpVqTT6+ZVg8mP8AlxwuYZjuMInIsJhgPAG3XG7hlvMtTDCaAAKC09mn0S+8n9hmWAzTHYZLDpfwYP4DTO88HUwGExdzL2LogaGw2GchlguXv2VYZC3JgksPF0gzpZHITeRlWBxOPyy2GRa57rlw6+cGeSl5XoaFSagJdqfsFruFy4ZtDLF7wm4UehZizcA1UJZVRvabbDjHOkM/SB9+SX5idypXS0ULfqP9wF3Ghe9QX7RVaIvC94Vw+8MN7AA2fBN88bbiLdWafGgoasB3mC84nhz4jfJDx1YdUVRWhNXxq8U2g0oQ/28mH1XVtUCBFZBhj51RWV++FgHSLGk4dHNA+sJ0XJh5gbfwKSItAmahjWdYVFXX4vNTCyDDHpExhSJzZjKYmGw6mbfwaYzBGNSROl75XmMZFlXVtXib3Q3IsMfJC8Uic2YwGBilPwpXZ1/Fvbn3YGtqK3SGRVV1LZ6nGwAZ9rhw+ZPInAFgoPZAnJ1xFhmLMjC7++x6GRaCyveqqmuRk6IJZNjj+nUiUueemj1xfOpxPFn6BIv6LOJlWDRVvldVXYvUJBUgwx53b8mL1NmkrQn2TdqHAo8CrOy/EkoySsgszoRjjGOTGRY1NQQosMKdODYCjqeJzFtHVQdB1kHgLuPyMiz+Xr7XWIbFN+eMq11E6txeqT02j9gMricXv4/4HZpKmnhe+hwrLq9oMsPi2//owsT+InVWk1fDL4N/AceTgxDrEOio6uBN+Rusv7G+yfK9b85v740WqXMr2VZY1n8Z8j3ysX/Sfpi2NRU6g6qquhYBx9Pg9vsdkTrXo2VCVv89IiuWU3nRbGU638sd7h0y6dgkvghmq/1WJO5JHC/OuMECIAqdBZXvRT2K4sUZi5tzQ+V7ZqFmJDI1khdnLG7O38r3FH9T5DnrBuiS0HuhvPI9cXMWpnxP3JwFle9tuL6BvP70mjeuwZI2iryFLd8TJ+fGyvfy3ubxOdcraaPIWVD5nlOME3lU/EgsnQWV7009OZUkv0jmc27Jv8MW7XZJSEgg48ePJ5qamgQAiYmJETh2/vz5BADx9/cX+vmbe/KxKjCJALVfb+Rvty/3UfXPjxBCsoqziPMZZyL9qzTvA9NtVzcybu0+sXUWVL430muX2Do3VL7Xya8TGfpTsNg6N1S+p75VnViu9BNbZ0Hle+bLfxdbZ0Hle+5x7mTB75fE0ltQ+Z5rrCtx3XxBLJ0bKt9j+jCJ/Sl74vTbGbF0FlS+N+HoBDLT95TYOgsq35vmfazFnVt08hEXF0fWrl1LTp8+3ejkIyYmhnTv3p106NCBsslHZVXN11neP3/Z//uls1SfN2ur37/h2YdnZPnF5URpkxLBeiaBMlfsnfnK9yTEma98T0Kc+cr3JMSZr3xPQpzrle9JgHe98j0JcK5XvicBzoT8o3xPQpz5yvdE5Pw922+p7z1NY21tDWtr60bHvHjxAkuXLsWlS5cwbty4RsdWVlaisvJ/54dLS5svanjn6QzUfujRyAgmat93xMiNG9CzP/UrhaeYTsHBMxygVKuRUeLnvC86V6KcbUxssC86DzUS5DzOcBwiYwtRLkHOo/RHofiRGd5JkPMg7UGorK1E1j11iflM99bsjcqaSiTfVpAYZ5O2JqioqcDNGwyJcdZW0cZog9G4eKVCYpzbyLfBBOMJOPPHO6Gcd55Og6d9D5G4fffkoynq6urg6OiIVatWoXPnzk2O37x5M3x8fJpbAwCQxxHucqmbj57gJvN4izh8N2X2Qg2jnX+QUgl0fiuBzq8l0BmQzM807Swa/sPOwm4zm4Nmn3z8/vvvkJKSgru7u1Djvby8sHz5ct7XpaWl0NJqbIYmPPpsBaHG9TBoj7GWPzfLa/4o96CA+NNNj+ui1xYTJczZiK2MqRLmrNNJDjMsvcAAo+WlmkBY5w6aTDhJmHNbjRq4DlwNFoPV8lJCIKz3kC4mGCBhn+nBnY1gKWHOA830YSVhzhYmOhgmYc7CbjObhR85v4N/rPlISUkh7dq1Iy9e/G/lNZvNFus1H1DmEKxnkelR08mDlw9++DVF58wk44+OJ4mcRKqVv8t52IFh5FLuJd5VPZLgbL7XnERnRZPaulqJce66sys59PAQqaqpkhhngyADEpYcRiqqKyh1/h7vDtu0yI47O0jp51KqlYV2brNZg/gm+JKS8hKqlYV2VtqoQtZcWUNefXxFtbLQzrI+CsQtzo0UviukWllk6x+/Z/vdrDkfiYmJKC4uhra2NqSkpCAlJQUOh4MVK1ZAR0enOV9KKGSkWVj+67eo7X/mO3z5WmdGIMCs5WVYUF3eI4yz0aydYDAJL8PCMsIS53LOURbwJIyzmeNeSEkxca3gGkYfHo3ee3oLzLAQBcI495hzAHIyMrzyvcYyLESBMM59XI5ASU4BGcUZcIxxhGGwIYLvBgvMsGhphHEeMC8KaoqqfBkWVJfvCeOtMHEtXn56hhWXV4AdwMa6a+sEZliIAmGclSdtQEllMdZdX9dkhoUoEMZZbbIvymr+V7634NwCSsv3hHFuZ7sZlaQcwfeCoR+kD4doB6T/lS5Sz78jjPNyn2eQkRbhkccfmeXgH0c+3rx5QzIyMvhuHTp0IKtXryaPHz8W6jlFlvOh+px3aZGgDItTj07xMixETYPXY//NuaEMi86hncmBtAOU7e025fwtw0LhNwWes16gHtl5bycvw0LcnIXJsBA3Z0EZFt7XvcmbT2/E0lnYDAsqvOtlZnz1bizDIv9tvlg6C8qwmHNmDskqzqLUuV5mxldnQRkW005OIykvUsTSua6ujsTnxZMRB0fwXfI69shYklCYQNmR36b+Dn+UFr3U9uPHjyQ1NZWkpqYSAMTPz4+kpqYSDofT4HgqT7v8nY8V5QROVgS29mTTwTsNHl4SlGGxJ2UP+Vz9uVl9hKGyqobIuY4hsLUnXnsvNejcUIaFlp8W8U/yJx8rP1LirL54GoGtPVkSGtWgc0MZFhrbNMjGhI3kbflbSpz1l7kS2NoTJ7/9DToLyrDwivciRR+LKHHuvtqDwNaeTNkS1KCzoAwLjz88COd9w3+vLe1sue4XAlt7MsJnY4POgjIs5sbOJTlvckTuTAgh3ld9CZysiNkCX+J/LLWed0MZFiwfFplxagZJe5VGiXPY3b0ETlZEx9WrQWdBGRYTj00kt7m3KXE+nXmGwMmKaMz2EOgsKMPicu5lSjbotwqSCJysiNKMeQ06E0JIyosUYhdlR5g+TJ6zRbgFicmOoeRUbmVVDfE/lkqWbrkt0Pnf0qKTj+vXrxMA9W5OTk4NjheXyUdlTSXvjX9f8b7RsXwZFl8f0357e7IlcUuTj21uvu1xN/WPly/D4qtz6y2tybpr60hxWbGIbL9gHGxM4A2SUJjQ6Di+DIuvzkqblMjyi8vJsw/PRGT7Bav9VgTeICczTzY6ji/D4quzrK8sWXhuIcktyRWR7RfsouwIvEGC7wY3Oq5ehsXXvV3HaEeS8VeGiGy/4BbnRuANsvbq2kbH1cuw+Lq3O+XEFHL3+V0R2X5hY8JGAm+QubFzGx1XL8Pi6230odHkWv41kW4cw++H8wKxmoIvw+Krs2WEJTmfc16kzudyzhF4g/Tb26/JsXwZFl+de+3uRU5knhDp0ep7z+8ReINo+2s3OfZpyVOy4NwCIusry3M2CTEhEQ8ieInLkk6LrvkYMmQIyJdJC98tMjKywfGFhYXw9PT8/vNBFKKuqI5fh/4K7jIu/Eb5oZNyJxSVFWHN1TViW96jKqeKNZZrUOhZiN3jd8NAzQDvPr+D701fsAPYcItzQ+H7Qqo1+VCQVsDSfkvx1O0pDk8+jK4aXVFWVQa/P/2gF6gHl1gXZL/OplqTD1kpWbj0dEHWkizETI+BRScLvvK96aem48GrB1Rr8vGtfO/+/Pu47HAZw3WHS0T53nij8Uh0TsRtl9uYaDwRBATR2dEwDzcX2/K9obpDcdHhIh7MfwD7LvZgMpi4lHcJww4Og8U+C0RnR4tt+V72kmy49nSFNFMat7i3eOV7hx4eEtvyvTz3PLj3c4eCtAKvfM84xBhhKWFiV75noGaAsPFhKPQshJelF1RkVfD4zWO4nHWBXqAedtzZIXbley1Jsy44/a+hJKOEZf2XIc89D5GTImGmbiZ0eQ9VyEnJYX7v+Xi85DGipkWht2ZvVNRUICQ5BAZBBpgVPYvShU8NIc2Sxqxus/Bw4UPEzYzDYPZgVNdVY3/afpjtbLx8jyqYDCZsTGxwx+UOEuYkwNrAGnWkDicfnUTvPb0bLd+jCgaDgZH6IxE/Ox7J85Ix1Wyq0OV7VDJAawBi7WORuSgTTt2d6pXvHcs4RtnCZUH01OyJY7bH8NTtKRb3Wcwr37M9aQvTUFOEPwinbOGyIIzbGiN8YjgKPQuxasAqtJJphcziTMw+M7vJ8j2qYKuyEWgdCI4nh1e+l/cuD4suLAI7gN1o+R5VtFdqj03DN4G7jIutI7ZCU0kTLz6+wMorK5ss3/svQU8+hECGJQOnHk7IWJSBWPtYDNAagKraKux9sBfGIcaYFjUNKS9TqNbkg8VkYarZVCTPS0a8YzxG6o1ELanF0Yyj6B7WHWOPjEVCYYLYbRytDa2RMCcBSa5JsDGxAQCceXwG/ff1h1WkFeKexomd82D2YMTNisPDhQ8xq+sssBgsXMm/ghGHRqDv3r6IehSF2jqKmiMF0KdDH0RNi8LjpY8xr9c8yLBkcOfZHUw6Pgldd3XFgbQDqKqtolqTj84anRFpE4l893x4mntCUVoRaUVpmBk9E0bBRtiZvBMV1RVUa/Kh11oPoeNCwfHkYO2gtVCVU8WTkieYd24edAN1se32NpRWNl+qc3PQoVUHbB25FdxlXGwatgntFNuB+4ELj4seYAew4X3DG2/K31CtyUdbhbbwHuINricXgWMCoa2ijeJPxfj52s/Q9tfGqsur8PLjS6o1+VCWVcaqgatQ4FGA8AnhMGpjhPef3+O3xN/ADmBj8YXFyH+XT7Vmi0FPPr4DJoOJicYTcdvlNhKdEzHeaDwICE5lnULfvX0x/OBwXMm7InYbx+F6w3HZ8TLuz78Pu852YDKY+CP3Dww5MAT99/VHTHaM2O3tWnSyQMz0GGQtzoJzD2dIM6Vxk3MT446OQ/ew7jiSfkTs9na7teuGw1MOI9c9F0v7LoW8lDzuv7oPu1N2MAk1wZ77e8TuULBRGyPsmbAHhR6FWD1wNZRllZH1OgtzYudAP0gf/kn+KKsqo1qTDy0VLfiP8Qd3GRe/DvkVbRXaouB9AZbELQE7gI2NNzfiXcU7qjX50FDUwMZhG8H15GLHqB3o2KojXpW9wk/xP0HbXxte8V4oKiuiWpMPVTlVeA3yQqFnIcLGhUG/tT5KKkrgk+ADdgAbHn94gPOeQ7UmH4oyinA3d0euWy4O2hxEF40u+Fj1EduTtkMnQAdzz85FzpscqjX5kJWShWsvV2QtzsJpu9Po17EfPtd8xq6UXTAMNsSM0zOQVpRGtWazQ08+/iWW2pY4N+McMhZlwLGbI6SYUrhWcA2jDo9C7z29cSLzhNhtHHtp9sKJqSeQszQHC3svhCxLlpdh0XlnZ0SkRojdoWBTdVNETIpAvkc+VvRfASUZJWQUZ8AhxgEGQQYIvhuM8mrRRQILg46qDoLHBoPjycH6weuhJq+G3Le5WHB+AXQDdSnPsGgIzVaa2DJiC7ieXGwZvgXtldrjeelzLL+8HNr+2lh/fT1ef3pNtSYfavJqWGe1DhxPDoKtg6GjqoPX5a+x7vo6aPlrYcWlFXhe+pxqTT5aybbC8v7Lke+Rj4iJETBpa4IPlf/LsFh4fiGlGRYNISclhwV9FiBnaQ5OTD2BXpq9UF5djqB7QdAP0odjjCMy/sqgWpMPaZY0HLs7In1hOs7POI9B2oNQXVeNfan7YBpqiiknpuDu87tUa/LBYrIwxXQK/nT9E9edrmO0/mjUkToczzyOnrt7Up5B1dzQk48fpItGFxycfBB57nnwMPeAgrQCUotSYX/aHsYhxtiVvEvsDgUbqBlg1/hd4Hhy+BY+uZ51hV6QHrbf2S52C586KXfC9lHbwfXkYuPQjVBXUAfnAwfuF92h7a8Nnxs+KCkvoVqTD3VFdfgM9QHHkwP/0f7QUtZCUVkRvK56QTtAG6uvrBa7hcsqcipYbbkaBR4F2DN+DwzVDPkWLi+NW4qCdwVUa/Lx94XLR6YcQbd23fCp+hNv4bJzrLPYLVyWYcnAuaczHi1+hDPTz6B/p/6orK3E7vu7YRxiDLsoO9x/eZ9qTT5YTBbsOtshZV4KrjhewXDd4agltTicfhjdwrph3NFxSOQkitXGkcFgYJzRONx0vsm3cDnmcQws9llgSOQQXMy9KHbOQ3SG4KLDRaQuSMWMLjPAZDBxOe8yhh8cDvNwc5zOOi12p3K/F3ry0Uxoq2gjYEwAuJ5ceFt5o418G+S/y8fiuMXQCdTBpsRNYncouJ1SO97Cp20jt6FDqw54+fElVl1ZBe0Abay9uhZ/lf1FtSYfreVbY+3gteB4crBz7E7otdZDSUUJvBO8oR2gDc+LnuB+4Db9RCJESUYJnhaeyHPPwwGbA+is3hmllaXYemcrdAJ1MO/sPDwpeUK1Jh9yUnKY13sespdk49S0U+jToQ8qaioQmhwKw2BDzDw9Ew+LHlKtyYcUUwozu85E2oI0xM2MgxXbCtV11YhMi4TZTjPYHLdB0rMkqjX5YDKYmGQyCbddbuPmnJsYazgWdaQOUVlR6LO3D0YcHIH4/Hix2ziO0BuB+NnxSJmXgmlm08AAA3FP4zA4cjAGRgxE7ONYsTuV+23h8qPFjzCnxxxIMaWQwEmA9RFr9NzdE0czjord0eoe7XvgqO1R5LrlYknfJZCTkkPyy2RMjZoK01BT7L2/V+yOVgsLPfloZtootMGGIRvA8eQgaEwQ2CpsFH8qxtpra6EdoI2Vl1fiRekLqjX5UJZVxsoBK5Hvno/wCeEwbmOM95/fY9OtTWAHsLHo/CLkvc2jWpMPeWl5LOq7CDlLc3Dc9jh6tO+B8upyBN4NhH6QPmbHzEZmcSbVmnxIs6Qxu/tspC9Kx1n7sxioNRBVtVUITw2HSYgJpp6ciuQXyVRr8sFismBrZot7c+/h6uyrGKU/CrWkFscyj6HH7h6wPmKNG4U3xG7jaG1ojRtzbuBP1z8x2WQyGGAgNicWAyIGYPD+wbjw5ILYOQ9iD8KFmReQvjAdDt0cwGKwcLXgKkYeGok+e/vg5KOTYre327tDb5ycdhI5S3Mwv9d8yLJkkfQ8CTYnbNBlZxdEpkWK3cJlM3Uz7J+0H/nu+VhmsQyK0op4+NdDzIqeBcNgQ4TcCxG7U7m6rXURMjYEHE8Ofhn0C1rLtcbTt08x//x86ATqYOvtrWJ3Krcp6MlHC6Eoowg3czc8dXuKQ5MPoYtGF5RVlWFH0g7oBurCNdYVj988plqTD97CpyVZiLaLRr+O/fgyLOxP2SP1VSrVmnx8y7B4MP8BLjlcwjDdYRKRYTHBeAJuudzCLedbmGA0AQQEp7NPo194P7HNsBimOwyXHC7hwfwHmN55OpgMJi7mXsTQA0Nhsc9CLBcuf8uwyFqSBZceLpBmSiORm8jLsDicflhsMyxy3XPh1s8N8lLyvAwLk1AT7E7ZLXYLlw3bGGL3hN0o9CzEmoFroCyrjOw32XCOdYZ+kD78kvzE7lSulooW/Eb7gbuMC9+hvmir0BaF7wvh9ocb2AFs+Cb44m3FW6o1+dBQ1IDvMF9wPDnwG+WHjq06oqisCKvjV4ttBpUg/t9MPqqqa4ECKyDDHjujsr58LQKkWdJw6OaA9IXpuDDzAm/hU0RaBMxCG8+wqKquxeenFkCGPSJjCkXmzGQwMdl0Mm/h0xiDMagjdbzyvcYyLKqqa/E2uxuQYY+TF4pF5sxgMDBKfxSuzr6Ke3PvwdbUVugMi6rqWjxPNwAy7HHh8ieROQPAQO2BODvjLDIWZWB299n1MiwEle9VVdciJ0UTyLDH9etEpM49NXvi+NTjeLL0CRb1WcTLsGiqfK+quhapSSpAhj3u3pIXqbNJWxPsm7QPBR4FWNl/JZRklJBZnAnHGMcmMyxqaghQYIU7cWwEHE8TmbeOqg6CrIPAXcblZVj8vXyvsQyLb84ZV7uI1Lm9UntsHrEZXE8ufh/xOzSVNPG89DlWXF7RZIbFt//RhYn9ReqsJq+GXwb/Ao4nByHWIdBR1cGb8jdYf2N9k+V735zf3hstUudWsq2wrP8y5HvkY/+k/TBtayp0BlVVdS0CjqfB7fc7InWuR7Pnq/4gIiuWU3nRbGU638sd7h0y6dgkvghmq/1WJO5JHC/OuMECIAqdBZXvRT2K4sUZi5tzQ+V7ZqFmJDI1khdnLG7O38r3FH9T5DnrBuiS0HuhvPI9cXMWpnxP3JwFle9tuL6BvP70mjeuwZI2iryFLd8TJ+fGyvfy3ubxOdcraaPIWVD5nlOME3lU/EgsnQWV7009OZUkv0jmc27Jv8MW7XZpaZp78rEqMIkAtV9v5G+3L/dR9c+PEEKyirOI8xlnIv2rNO8D021XNzJu7T6xdRZUvjfSa5fYOjdUvtfJrxMZ+lOw2Do3VL6nvlWdWK70E1tnQeV75st/F1tnQeV77nHuZMHvl8TSW1D5nmusK3HdfEEsnRsq32P6MIn9KXvi9NsZsXQWVL434egEMtP3lNg6Cyrfm+Z9rMWd6cnHVyqrar7O8v75y/7fL52l+rxZW/3+Dc8+PCPLLy4nSpuUCNYzCZS5Yu/MV74nIc585XsS4sxXvichznzlexLiXK98TwK865XvSYBzvfI9CXAm5B/lexLizFe+JyLn79l+S1Fzskc07DydgdoPPRoZwUTt+44YuXEDevanfqXwFNMpOHiGA5RqNTJK/Jz3RedKlLONiQ32ReehRoKcxxmOQ2RsIcolyHmU/igUPzLDOwlyHqQ9CJW1lci6py4xn+nemr1RWVOJ5NsKEuNs0tYEFTUVuHmDITHO2iraGG0wGhevVEiMcxv5NphgPAFn/ngnlPPO02nwtO8hErf/9OQjjyPc5VI3Hz3BTebxFrYRkjJ7oYbRzj9IqQQ6v5VA59cS6AxI5meadhYN/2FnYbeZzcF/evKhz1YQalwPg/YYa/lzC9sIxz0oIP500+O66LXFRAlzNmIrY6qEOet0ksMMSy8wwGh5qSYQ1rmDJhNOEubcVqMGrgNXg8VgtbyUEAjrPaSLCQZI2Gd6cGcjWEqY80AzfVhJmLOFiQ6GSZizsNvMZuGHTvC0AKJe8wFlDsF6FpkeNZ08ePmgGX4CUTkzyfij40kiJ5Fq5e9yHnZgGLmUe4l3VY8kOJvvNSfRWdGktq5WYpy77uxKDj08RKpqqiTG2SDIgIQlh5GK6gpKnb/Hu8M2LbLjzg5S+rmUamWhndts1iC+Cb6kpLyEamWhnZU2qpA1V9aQVx9fUa0stLOsjwJxi3Mjhe8KqVYW2frH79l+/6dzPmSkWVj+67eo7X/mO3z5WmdGIMCs5WVYUF3eI4yz0aydYDAJL8PCMsIS53LOURbwJIyzmeNeSEkxca3gGkYfHo3ee3oLzLAQBcI495hzAHIyMrzyvcYyLESBMM59XI5ASU4BGcUZcIxxhGGwIYLvBgvMsGhphHEeMC8KaoqqfBkWVJfvCeOtMHEtXn56hhWXV4AdwMa6a+sEZliIAmGclSdtQEllMdZdX9dkhoUoEMZZbbIvymr+V7634NwCSsv3hHFuZ7sZlaQcwfeCoR+kD4doB6T/lS5Sz78jjPNyn2eQkRbhkccfmua0ACLL+VB9zru0SFCGxalHp3gZFqKmweux/+bcUIZF59DO5EDaAcr2dpty/pZhofCbAs9ZL1CP7Ly3k5dhIW7OwmRYiJuzoAwL7+ve5M2nN2LpLGyGBRXe9TIzvno3lmGR/zZfLJ0FZVjMOTOHZBVnUepcLzPjq7OgDItpJ6eRlBcpYulcV1dH4vPiyYiDI/gueR17ZCxJKEyg7MhvU3+HPwp9qW0DfKwoJ3CyIrC1J5sO3mnw8JKgDIs9KXvI5+rPzeojDJVVNUTOdQyBrT3x2nupQeeGMiy0/LSIf5I/+Vj5kRJn9cXTCGztyZLQqAadG8qw0NimQTYmbCRvy99S4qy/zJXA1p44+e1v0FlQhoVXvBcp+lhEiXP31R4EtvZkypagBp0FZVh4/OFBOO85lDhbrvuFwNaejPDZ2KCzoAyLubFzSc6bHJE7E0KI91VfAicrYrbAl/gfS63n3VCGBcuHRWacmkHSXqVR4hx2dy+BkxXRcfVq0FlQhsXEYxPJbe5tSpxPZ54hcLIiGrM9BDoLyrC4nHuZkg36rYIkAicrojRjXoPOhBCS8iKF2EXZEaYPk+dsEW5BYrJjKDmVW1lVQ/yPpZKlW24LdP630JOPBqisqeS98e8r3jc6li/D4utj2m9vT7Ykbmnysc3Ntz3upv7x8mVYfHVuvaU1WXdtHSkuKxaR7ReMg40JvEESChMaHceXYfHVWWmTEll+cTl59uGZiGy/YLXfisAb5GTmyUbH8WVYfHWW9ZUlC88tJLkluSKy/YJdlB2BN0jw3eBGx9XLsPi6t+sY7Ugy/soQke0X3OLcCLxB1l5d2+i4ehkWX/d2p5yYQu4+vysi2y9sTNhI4A0yN3Zuo+PqZVh8vY0+NJpcy78m0o1j+P1wXiBWU/BlWHx1toywJOdzzovU+VzOOQJvkH57+zU5li/D4qtzr929yInMEyI9Wn3v+T0CbxBtf+0mxz4teUoWnFtAZH1lec4mISYk4kEEL3FZ0qHXfPwg6orq+HXor+Au48JvlB86KXdCUVkR1lxdI7blPapyqlhjuQaFnoXYPX43DNQM8O7zO/je9AU7gA23ODcUvi+kWpMPBWkFLO23FE/dnuLw5MPoqtEVZVVl8PvTD3qBenCJdUH262yqNfmQlZKFS08XZC3JQsz0GFh0suAr35t+ajoevHpAtSYf38r37s+/j8sOlzFcd7hElO+NNxqPROdE3Ha5jYnGE0FAEJ0dDfNwc7Et3xuqOxQXHS7iwfwHsO9iDyaDiUt5lzDs4DBY7LNAdHa02JbvZS/JhmtPV0gzpXGLe4tXvnfo4SGxLd/Lc8+Dez93KEgr8Mr3jEOMEZYSJnblewZqBggbH4ZCz0J4WXpBRVYFj988hstZF+gF6mHHnR1iV77XktCTj0ZQklHCsv7LkOeeh8hJkTBTNxO6vIcq5KTkML/3fDxe8hhR06LQW7M3KmoqEJIcAoMgA8yKnkXpwqeGkGZJY1a3WXi48CHiZsZhMHswquuqsT9tP8x2Nl6+RxVMBhM2Jja443IHCXMSYG1gjTpSh5OPTqL3nt6Nlu9RBYPBwEj9kYifHY/kecmYajZV6PI9KhmgNQCx9rHIXJQJp+5O9cr3jmUco2zhsiB6avbEMdtjeOr2FIv7LOaV79metIVpqCnCH4RTtnBZEMZtjRE+MRyFnoVYNWAVWsm0QmZxJmafmd1k+R5VsFXZCLQOBMeTwyvfy3uXh0UXFoEdwG60fI8q2iu1x6bhm8BdxsXWEVuhqaSJFx9fYOWVlU2W7/2XoCcfQiDDkoFTDydkLMpArH0sBmgNQFVtFfY+2AvjEGNMi5qGlJcpVGvywWKyMNVsKpLnJSPeMR4j9UailtTiaMZRdA/rjrFHxiKhMEHsNo7WhtZImJOAJNck2JjYAADOPD6D/vv6wyrSCnFP48TOeTB7MOJmxeHhwoeY1XUWWAwWruRfwYhDI9B3b19EPYpCbR1FzZEC6NOhD6KmReHx0seY12seZFgyuPPsDiYdn4Suu7riQNoBVNVWUa3JR2eNzoi0iUS+ez48zT2hKK2ItKI0zIyeCaNgI+xM3omK6gqqNfnQa62H0HGh4HhysHbQWqjKqeJJyRPMOzcPuoG62HZ7G0orS6nW5KNDqw7YOnIruMu42DRsE9optgP3AxceFz3ADmDD+4Y33pS/oVqTj7YKbeE9xBtcTy4CxwRCW0UbxZ+K8fO1n6Htr41Vl1fh5ceXVGvyoSyrjFUDV6HAowDhE8Jh1MYI7z+/x2+Jv4EdwMbiC4uR/y6fas0Wg558fAdMBhMTjSfitsttJDonYrzReBAQnMo6hb57+2L4weG4kndF7DaOw/WG47LjZdyffx92ne3AZDDxR+4fGHJgCPrv64+Y7Bix29u16GSBmOkxyFqcBecezpBmSuMm5ybGHR2H7mHdcST9iNjt7XZr1w2HpxxGrnsulvZdCnkpedx/dR92p+xgEmqCPff3iN2hYKM2RtgzYQ8KPQqxeuBqKMsqI+t1FubEzoF+kD78k/xRVlVGtSYfWipa8B/jD+4yLn4d8ivaKrRFwfsCLIlbAnYAGxtvbsS7indUa/KhoaiBjcM2guvJxY5RO9CxVUe8KnuFn+J/gra/NrzivVBUVkS1Jh+qcqrwGuSFQs9ChI0Lg35rfZRUlMAnwQfsADY8/vAA5z2Hak0+FGUU4W7ujly3XBy0OYguGl3wseojtidth06ADuaenYucNzlUa/IhKyUL116uyFqchdN2p9GvYz98rvmMXSm7YBhsiBmnZyCtKI1qzWaHnnz8Syy1LXFuxjlkLMqAYzdHSDGlcK3gGkYdHoXee3rjROYJsds49tLshRNTTyBnaQ4W9l4IWZYsL8Oi887OiEiNELtDwabqpoiYFIF8j3ys6L8CSjJKyCjOgEOMAwyCDBB8Nxjl1aKLBBYGHVUdBI8NBseTg/WD10NNXg25b3Ox4PwC6AbqUp5h0RCarTSxZcQWcD252DJ8C9ortcfz0udYfnk5tP21sf76erz+9JpqTT7U5NWwzmodOJ4cBFsHQ0dVB6/LX2Pd9XXQ8tfCiksr8Lz0OdWafLSSbYXl/Zcj3yMfERMjYNLWBB8q/5dhsfD8QkozLBpCTkoOC/osQM7SHJyYegK9NHuhvLocQfeCoB+kD8cYR2T8lUG1Jh/SLGk4dndE+sJ0nJ9xHoO0B6G6rhr7UvfBNNQUU05Mwd3nd6nW5IPFZGGK6RT86fonrjtdx2j90agjdTieeRw9d/ekPIOquaEnHz9IF40uODj5IPLc8+Bh7gEFaQWkFqXC/rQ9jEOMsSt5l9gdCjZQM8Cu8bvA8eTwLXxyPesKvSA9bL+zXewWPnVS7oTto7aD68nFxqEboa6gDs4HDtwvukPbXxs+N3xQUl5CtSYf6orq8BnqA44nB/6j/aGlrIWisiJ4XfWCdoA2Vl9ZLXYLl1XkVLDacjUKPAqwZ/weGKoZ8i1cXhq3FAXvCqjW5OPvC5ePTDmCbu264VP1J97CZedYZ7FbuCzDkoFzT2c8WvwIZ6afQf9O/VFZW4nd93fDOMQYdlF2uP/yPtWafLCYLNh1tkPKvBRccbyC4brDUUtqcTj9MLqFdcO4o+OQyEkUq40jg8HAOKNxuOl8k2/hcszjGFjss8CQyCG4mHtR7JyH6AzBRYeLSF2QihldZoDJYOJy3mUMPzgc5uHmOJ11WuxO5X4v9OSjmdBW0UbAmABwPbnwtvJGG/k2yH+Xj8Vxi6ETqINNiZvE7lBwO6V2vIVP20ZuQ4dWHfDy40usurIK2gHaWHt1Lf4q+4tqTT5ay7fG2sFrwfHkYOfYndBrrYeSihJ4J3hDO0Abnhc9wf3AbfqJRIiSjBI8LTyR556HAzYH0Fm9M0orS7H1zlboBOpg3tl5eFLyhGpNPuSk5DCv9zxkL8nGqWmn0KdDH1TUVCA0ORSGwYaYeXomHhY9pFqTDymmFGZ2nYm0BWmImxkHK7YVquuqEZkWCbOdZrA5boOkZ0lUa/LBZDAxyWQSbrvcxs05NzHWcCzqSB2isqLQZ28fjDg4AvH58WK3cRyhNwLxs+ORMi8F08ymgQEG4p7GYXDkYAyMGIjYx7Fidyr328LlR4sfYU6POZBiSiGBkwDrI9boubsnjmYcFbuj1T3a98BR26PIdcvFkr5LICclh+SXyZgaNRWmoabYe3+v2B2tFhZ68tHMtFFogw1DNoDjyUHQmCCwVdgo/lSMtdfWQjtAGysvr8SL0hdUa/KhLKuMlQNWIt89H+ETwmHcxhjvP7/HplubwA5gY9H5Rch7m0e1Jh/y0vJY1HcRcpbm4LjtcfRo3wPl1eUIvBsI/SB9zI6ZjcziTKo1+ZBmSWN299lIX5SOs/ZnMVBrIKpqqxCeGg6TEBNMPTkVyS+Sqdbkg8VkwdbMFvfm3sPV2VcxSn8UakktjmUeQ4/dPWB9xBo3Cm+I3cbR2tAaN+bcwJ+uf2KyyWQwwEBsTiwGRAzA4P2DceHJBbFzHsQehAszLyB9YTocujmAxWDhasFVjDw0En329sHJRyfFbm+3d4feODntJHKW5mB+r/mQZcki6XkSbE7YoMvOLohMixS7hctm6mbYP2k/8t3zscxiGRSlFfHwr4eYFT0LhsGGCLkXInancnVb6yJkbAg4nhz8MugXtJZrjadvn2L++fnQCdTB1ttbxe5UblPQk48WQlFGEW7mbnjq9hSHJh9CF40uKKsqw46kHdAN1IVrrCsev3lMtSYfvIVPS7IQbReNfh378WVY2J+yR+qrVKo1+fiWYfFg/gNccriEYbrDJCLDYoLxBNxyuYVbzrcwwWgCCAhOZ59Gv/B+YpthMUx3GC45XMKD+Q8wvfN0MBlMXMy9iKEHhsJin4VYLlz+lmGRtSQLLj1cIM2URiI3kZdhcTj9sNhmWOS658KtnxvkpeR5GRYmoSbYnbJb7BYuG7YxxO4Ju1HoWYg1A9dAWVYZ2W+y4RzrDP0gffgl+YndqVwtFS34jfYDdxkXvkN90VahLQrfF8LtDzewA9jwTfDF24q3VGvyoaGoAd9hvuB4cuA3yg8dW3VEUVkRVsevFtsMKkH8v5l8VFXXAgVWQIY9dkZlfflaBEizpOHQzQHpC9NxYeYF3sKniLQImIU2nmFRVV2Lz08tgAx7RMYUisyZyWBisulk3sKnMQZjUEfqeOV7jWVYVFXX4m12NyDDHicvFIvMmcFgYJT+KFydfRX35t6Dramt0BkWVdW1eJ5uAGTY48LlTyJzBoCB2gNxdsZZZCzKwOzus+tlWAgq36uqrkVOiiaQYY/r14lInXtq9sTxqcfxZOkTLOqziJdh0VT5XlV1LVKTVIAMe9y9JS9SZ5O2Jtg3aR8KPAqwsv9KKMkoIbM4E44xjk1mWNTUEKDACnfi2Ag4niYybx1VHQRZB4G7jMvLsPh7+V5jGRbfnDOudhGpc3ul9tg8YjO4nlz8PuJ3aCpp4nnpc6y4vKLJDItv/6MLE/uL1FlNXg2/DP4FHE8OQqxDoKOqgzflb7D+xvomy/e+Ob+9N1qkzq1kW2FZ/2XI98jH/kn7YdrWVOgMqqrqWgQcT4Pb73dE6lyPlglZ/feIrFhO5UWzlel8L3e4d8ikY5P4Ipit9luRuCdxvDjjBguAKHQWVL4X9SiKF2csbs4Nle+ZhZqRyNRIXpyxuDl/K99T/E2R56wboEtC74XyyvfEzVmY8j1xcxZUvrfh+gby+tNr3rgGS9oo8ha2fE+cnBsr38t7m8fnXK+kjSJnQeV7TjFO5FHxI7F0FlS+N/XkVJL8IpnPuSX/Dlu02yUhIYGMHz+eaGpqEgAkJiaG972qqiry008/kS5duhAFBQWiqalJHB0dyYsXwrdSNvfkY1VgEgFqv97I325f7qPqnx8hhGQVZxHnM85E+ldp3gem265uZNzafWLrLKh8b6TXLrF1bqh8r5NfJzL0p2CxdW6ofE99qzqxXOknts6CyvfMl/8uts6Cyvfc49zJgt8viaW3oPI911hX4rr5glg6N1S+x/RhEvtT9sTptzNi6SyofG/C0Qlkpu8psXUWVL43zftYizu36OQjLi6OrF27lpw+fbre5OP9+/dkxIgR5MSJE+Tx48ckKSmJmJubk969e7eIfFNUVtV8neX985f9v186S/V5s7b6/RuefXhGll9cTpQ2KRGsZxIoc8Xema98T0Kc+cr3JMSZr3xPQpz5yvckxLle+Z4EeNcr35MA53rlexLgTMg/yvckxJmvfE9Ezt+z/WYQ8u9XtTEYDMTExMDGxkbgmOTkZPTr1w8cDgfa2tr1vl9ZWYnKyv+dHy4tLYWWlhY+fPgAZWXlf6sGAAg4noZlM3o0OW7w+g3o2Z/6lcLvPr/DwTMc4MCNJseKi3NZVRn2RedKlPPnms/YF52Hmv1XmhwrLs7VtdWIjC1E+d4LTY4VF+c6UofDZ5/jXVh0k2PFxZkQgviCeGTdU5eoz/SdZ3eQfFtBopxTi1Jx8wZDopxzSnJw8UqFRDlzPnBw5o93Qjn7H0uDp32Pf/1apaWlUFFREWr7LfWvX0VIPnz4AAaDAVVV1Qa/v3nzZvj4+LTIa+dxhLtc6uajJ7jJPN4iDt9Nmb1Qw2jnH6RUAp3fSqDzawl0BiTzM007i4b/sLOw28zmoEUnH58/f8aaNWswc+ZMgbMgLy8vLF++nPf1tyMfzYE+W0GocT0M2mOs5c/N8po/yj0oIP500+O66LXFRAlzNmIrY6qEOet0ksMMSy8wwGh5qSYQ1rmDJhNOEubcVqMGrgNXg8VgtbyUEAjrPaSLCQZI2Gd6cGcjWEqY80AzfVhJmLOFiQ6GSZizsNvMZuFHzu/gH2s+/k5VVRWZNGkS6dmz53et3xD1mg8ocwjWs8j0qOnkwcsHP/yaonNmkvFHx5NETiLVyt/lPOzAMHIp9xLvqh5JcDbfa06is6JJbV2txDh33dmVHHp4iFTVVEmMs0GQAQlLDiMV1RWUOn+Pd4dtWmTHnR2k9HMp1cpCO7fZrEF8E3xJSXkJ1cpCOyttVCFrrqwhrz6+olpZaGdZHwXiFudGCt8VUq0ssvWP37P9bpGcj+rqatjZ2aGgoABXrlz54bUb/xYZaRaW//otavuf+Q5fvtaZEQgwa3kZFlSX9wjjbDRrJxhMwsuwsIywxLmcc5QFPAnjbOa4F1JSTFwruIbRh0ej957eAjMsRIEwzj3mHICcjAyvfK+xDAtRIIxzH5cjUJJTQEZxBhxjHGEYbIjgu8ECMyxaGmGcB8yLgpqiKl+GBdXle8J4K0xci5efnmHF5RVgB7Cx7to6gRkWokAYZ+VJG1BSWYx119c1mWEhCoRxVpvsi7Ka/5XvLTi3gNLyPWGc29luRiUpR/C9YOgH6cMh2gHpf6WL1PPvCOO83OcZZKRFeOTxR2Y5aODIR1VVFbGxsSGdO3cmxcXF3/2cIsv5UH3Ou7RIUIbFqUeneBkWoqbB67H/5txQhkXn0M7kQNoByvZ2m3L+lmGh8JsCz1kvUI/svLeTl2Ehbs7CZFiIm7OgDAvv697kzac3YuksbIYFFd71MjO+ejeWYZH/Nl8snQVlWMw5M4dkFWdR6lwvM+Ors6AMi2knp5GUFyli6VxXV0fi8+LJiIMj+C55HXtkLEkoTKDsyG9Tf4c/Soteavvx40eSmppKUlNTCQDi5+dHUlNTCYfDIdXV1WTixImkU6dOJC0tjbx69Yp3q6ysbHb57/KuKCdwsiKwtSebDt5p8PCSoAyLPSl7yOfqz83qIwyVVTVEznUMga098dp7qUHnhjIstPy0iH+SP/lY+ZESZ/XF0whs7cmS0KgGnRvKsNDYpkE2Jmwkb8vfUuKsv8yVwNaeOPntb9BZUIaFV7wXKfpYRIlz99UeBLb2ZMqWoAadBWVYePzhQTjvOZQ4W677hcDWnozw2digs6AMi7mxc0nOmxyROxNCiPdVXwInK2K2wJf4H0ut591QhgXLh0VmnJpB0l6lUeIcdncvgZMV0XH1atBZUIbFxGMTyW3ubUqcT2eeIXCyIhqzPQQ6C8qwuJx7mZIN+q2CJAInK6I0Y16DzoQQkvIihdhF2RGmD5PnbBFuQWKyYyg5lVtZVUP8j6WSpVtuC3T+t7To5OP69esEQL2bk5MTKSgoaPB7AMj169ebXf57qKyp5L3x7yveNzqWL8Pi62Pab29PtiRuafKxzc23Pe6m/vHyZVh8dW69pTVZd20dKS77/iNQP4JxsDGBN0hCYUKj4/gyLL46K21SIssvLifPPjwTke0XrPZbEXiDnMw82eg4vgyLr86yvrJk4bmFJLckV0S2X7CLsiPwBgm+G9zouHoZFl/3dh2jHUnGXxkisv2CW5wbgTfI2qtrGx1XL8Pi697ulBNTyN3nd0Vk+4WNCRsJvEHmxs5tdFy9DIuvt9GHRpNr+ddEunEMvx/OC8RqCr4Mi6/OlhGW5HzOeZE6n8s5R+AN0m9vvybH8mVYfHXutbsXOZF5QqRHq+89v0fgDaLtr93k2KclT8mCcwuIrK8sz9kkxIREPIjgJS5LOi265mPIkCEgXyYtfLfIyEjo6Og0+D1CCIYMGfKjZ4hEhrqiOn4d+iu4y7jwG+WHTsqdUFRWhDVX14hteY+qnCrWWK5BoWchdo/fDQM1A7z7/A6+N33BDmDDLc4Nhe8LqdbkQ0FaAUv7LcVTt6c4PPkwump0RVlVGfz+9INeoB5cYl2Q/Tqbak0+ZKVk4dLTBVlLshAzPQYWnSz4yvemn5qOB68eUK3Jx7fyvfvz7+Oyw2UM1x0uEeV7443GI9E5EbddbmOi8UQQEERnR8M83Fxsy/eG6g7FRYeLeDD/Aey72IPJYOJS3iUMOzgMFvssEJ0dLbble9lLsuHa0xXSTGnc4t7ile8denhIbMv38tzz4N7PHQrSCrzyPeMQY4SlhIld+Z6BmgHCxoeh0LMQXpZeUJFVweM3j+Fy1gV6gXrYcWeH2JXvtSQtsuD0v4KSjBKW9V+GPPc8RE6KhJm6mdDlPVQhJyWH+b3n4/GSx4iaFoXemr1RUVOBkOQQGAQZYFb0LEoXPjWENEsas7rNwsOFDxE3Mw6D2YNRXVeN/Wn7Ybaz8fI9qmAymLAxscEdlztImJMAawNr1JE6nHx0Er339G60fI8qGAwGRuqPRPzseCTPS8ZUs6lCl+9RyQCtAYi1j0Xmokw4dXeqV753LOMYZQuXBdFTsyeO2R7DU7enWNxnMa98z/akLUxDTRH+IJyyhcuCMG5rjPCJ4Sj0LMSqAavQSqYVMoszMfvM7CbL96iCrcpGoHUgOJ4cXvle3rs8LLqwCOwAdqPle1TRXqk9Ng3fBO4yLraO2ApNJU28+PgCK6+sbLJ8778EPfkQAhmWDJx6OCFjUQZi7WMxQGsAqmqrsPfBXhiHGGNa1DSkvEyhWpMPFpOFqWZTkTwvGfGO8RipNxK1pBZHM46ie1h3jD0yFgmFCWK3cbQ2tEbCnAQkuSbBxsQGAHDm8Rn039cfVpFWiHsaJ3bOg9mDETcrDg8XPsSsrrPAYrBwJf8KRhwagb57+yLqURRq6yhqjhRAnw59EDUtCo+XPsa8XvMgw5LBnWd3MOn4JHTd1RUH0g6gqraKak0+Omt0RqRNJPLd8+Fp7glFaUWkFaVhZvRMGAUbYWfyTlRUV1CtyYdeaz2EjgsFx5ODtYPWQlVOFU9KnmDeuXnQDdTFttvbUFpZSrUmHx1adcDWkVvBXcbFpmGb0E6xHbgfuPC46AF2ABveN7zxpvwN1Zp8tFVoC+8h3uB6chE4JhDaKtoo/lSMn6/9DG1/bay6vAovP76kWpMPZVllrBq4CgUeBQifEA6jNkZ4//k9fkv8DewANhZfWIz8d/lUa7YY9OTjO2AymJhoPBG3XW4j0TkR443Gg4DgVNYp9N3bF8MPDseVvCtit3Ecrjcclx0v4/78+7DrbAcmg4k/cv/AkAND0H9ff8Rkx4jd3q5FJwvETI9B1uIsOPdwhjRTGjc5NzHu6Dh0D+uOI+lHxG5vt1u7bjg85TBy3XOxtO9SyEvJ4/6r+7A7ZQeTUBPsub9H7A4FG7Uxwp4Je1DoUYjVA1dDWVYZWa+zMCd2DvSD9OGf5I+yqjKqNfnQUtGC/xh/cJdx8euQX9FWoS0K3hdgSdwSsAPY2HhzI95VvKNakw8NRQ1sHLYRXE8udozagY6tOuJV2Sv8FP8TtP214RXvhaKyIqo1+VCVU4XXIC8UehYibFwY9Fvro6SiBD4JPmAHsOHxhwc47zlUa/KhKKMId3N35Lrl4qDNQXTR6IKPVR+xPWk7dAJ0MPfsXOS8yaFakw9ZKVm49nJF1uIsnLY7jX4d++FzzWfsStkFw2BDzDg9A2lFaVRrNjv05ONfYqltiXMzziFjUQYcuzlCiimFawXXMOrwKPTe0xsnMk+I3caxl2YvnJh6AjlLc7Cw90LIsmR5GRadd3ZGRGqE2B0KNlU3RcSkCOR75GNF/xVQklFCRnEGHGIcYBBkgOC7wSivFl0ksDDoqOogeGwwOJ4crB+8Hmryash9m4sF5xdAN1CX8gyLhtBspYktI7aA68nFluFb0F6pPZ6XPsfyy8uh7a+N9dfX4/Wn11Rr8qEmr4Z1VuvA8eQg2DoYOqo6eF3+Guuur4OWvxZWXFqB56XPqdbko5VsKyzvvxz5HvmImBgBk7Ym+FD5vwyLhecXUpph0RByUnJY0GcBcpbm4MTUE+il2Qvl1eUIuhcE/SB9OMY4IuOvDKo1+ZBmScOxuyPSF6bj/IzzGKQ9CNV11diXug+moaaYcmIK7j6/S7UmHywmC1NMp+BP1z9x3ek6RuuPRh2pw/HM4+i5uyflGVTNDT35+EG6aHTBwckHkeeeBw9zDyhIKyC1KBX2p+1hHGKMXcm7xO5QsIGaAXaN3wWOJ4dv4ZPrWVfoBelh+53tYrfwqZNyJ2wftR1cTy42Dt0IdQV1cD5w4H7RHdr+2vC54YOS8hKqNflQV1SHz1AfcDw58B/tDy1lLRSVFcHrqhe0A7Sx+spqsVu4rCKngtWWq1HgUYA94/fAUM2Qb+Hy0rilKHhXQLUmH39fuHxkyhF0a9cNn6o/8RYuO8c6i93CZRmWDJx7OuPR4kc4M/0M+nfqj8raSuy+vxvGIcawi7LD/Zf3qdbkg8Vkwa6zHVLmpeCK4xUM1x2OWlKLw+mH0S2sG8YdHYdETqJYbRwZDAbGGY3DTeebfAuXYx7HwGKfBYZEDsHF3Iti5zxEZwguOlxE6oJUzOgyA0wGE5fzLmP4weEwDzfH6azTYncq93uhJx/NhLaKNgLGBIDryYW3lTfayLdB/rt8LI5bDJ1AHWxK3CR2h4LbKbXjLXzaNnIbOrTqgJcfX2LVlVXQDtDG2qtr8VfZX1Rr8tFavjXWDl4LjicHO8fuhF5rPZRUlMA7wRvaAdrwvOgJ7gdu008kQpRklOBp4Yk89zwcsDmAzuqdUVpZiq13tkInUAfzzs7Dk5InVGvyISclh3m95yF7STZOTTuFPh36oKKmAqHJoTAMNsTM0zPxsOgh1Zp8SDGlMLPrTKQtSEPczDhYsa1QXVeNyLRImO00g81xGyQ9S6Jakw8mg4lJJpNw2+U2bs65ibGGY1FH6hCVFYU+e/tgxMERiM+PF7uN4wi9EYifHY+UeSmYZjYNDDAQ9zQOgyMHY2DEQMQ+jhW7U7nfFi4/WvwIc3rMgRRTCgmcBFgfsUbP3T1xNOOo2B2t7tG+B47aHkWuWy6W9F0COSk5JL9MxtSoqTANNcXe+3vF7mi1sNCTj2amjUIbbBiyARxPDoLGBIGtwkbxp2KsvbYW2gHaWHl5JV6UvqBakw9lWWWsHLAS+e75CJ8QDuM2xnj/+T023doEdgAbi84vQt7bPKo1+ZCXlseivouQszQHx22Po0f7HiivLkfg3UDoB+ljdsxsZBZnUq3JhzRLGrO7z0b6onSctT+LgVoDUVVbhfDUcJiEmGDqyalIfpFMtSYfLCYLtma2uDf3Hq7OvopR+qNQS2pxLPMYeuzuAesj1rhReEPsNo7Whta4MecG/nT9E5NNJoMBBmJzYjEgYgAG7x+MC08uiJ3zIPYgXJh5AekL0+HQzQEsBgtXC65i5KGR6LO3D04+Oil2e7u9O/TGyWknkbM0B/N7zYcsSxZJz5Ngc8IGXXZ2QWRapNgtXDZTN8P+SfuR756PZRbLoCitiId/PcSs6FkwDDZEyL0QsTuVq9taFyFjQ8Dx5OCXQb+gtVxrPH37FPPPz4dOoA623t4qdqdym4KefLQQijKKcDN3w1O3pzg0+RC6aHRBWVUZdiTtgG6gLlxjXfH4zWOqNfngLXxakoVou2j069iPL8PC/pQ9Ul+lUq3Jx7cMiwfzH+CSwyUM0x0mERkWE4wn4JbLLdxyvoUJRhNAQHA6+zT6hfcT2wyLYbrDcMnhEh7Mf4DpnaeDyWDiYu5FDD0wFBb7LMRy4fK3DIusJVlw6eECaaY0ErmJvAyLw+mHxTbDItc9F2793CAvJc/LsDAJNcHulN1it3DZsI0hdk/YjULPQqwZuAbKssrIfpMN51hn6Afpwy/JT+xO5WqpaMFvtB+4y7jwHeqLtgptUfi+EG5/uIEdwIZvgi/eVrylWpMPDUUN+A7zBceTA79RfujYqiOKyoqwOn612GZQCeL/zeSjqroWKLACMuyxMyrry9ciQJolDYduDkhfmI4LMy/wFj5FpEXALLTxDIuq6lp8fmoBZNgjMqZQZM5MBhOTTSfzFj6NMRiDOlLHK99rLMOiqroWb7O7ARn2OHmhWGTODAYDo/RH4ersq7g39x5sTW2FzrCoqq7F83QDIMMeFy5/EpkzAAzUHoizM84iY1EGZnefXS/DQlD5XlV1LXJSNIEMe1y/TkTq3FOzJ45PPY4nS59gUZ9FvAyLpsr3qqprkZqkAmTY4+4teZE6m7Q1wb5J+1DgUYCV/VdCSUYJmcWZcIxxbDLDoqaGAAVWuBPHRsDxNJF566jqIMg6CNxlXF6Gxd/L9xrLsPjmnHG1i0id2yu1x+YRm8H15OL3Eb9DU0kTz0ufY8XlFU1mWHz7H12Y2F+kzmryavhl8C/geHIQYh0CHVUdvCl/g/U31jdZvvfN+e290SJ1biXbCsv6L0O+Rz72T9oP07amQmdQVVXXIuB4Gtx+vyNS53o0Y7JqsyCyYjmVF81WpvO93OHeIZOOTeKLYLbab0XinsTx4owbLACi0FlQ+V7UoyhenLG4OTdUvmcWakYiUyN5ccbi5vytfE/xN0Wes26ALgm9F8or3xM3Z2HK98TNWVD53obrG8jrT6954xosaaPIW9jyPXFybqx8L+9tHp9zvZI2ipwFle85xTiRR8WPxNJZUPne1JNTSfKLZD7nlvw7bNFul5amuScfqwKTCFD79Ub+dvtyH1X//AghJKs4izifcSbSv0rzPjDddnUj49buE1tnQeV7I712ia1zQ+V7nfw6kaE/BYutc0Ple+pb1YnlSj+xdRZUvme+/HexdRZUvuce504W/H5JLL0Fle+5xroS180XxNK5ofI9pg+T2J+yJ06/nRFLZ0HlexOOTiAzfU+JrbOg8r1p3sda3JmefHylsqrm6yzvn7/s//3SWarPm7XV79/w7MMzsvzicqK0SYlgPZNAmSv2znzlexLizFe+JyHOfOV7EuLMV74nIc71yvckwLte+Z4EONcr35MAZ0L+Ub4nIc585Xsicv6e7bcUNSd7RMPO0xmo/dCjkRFM1L7viJEbN6Bnf+pXCk8xnYKDZzhAqVYjo8TPeV90rkQ525jYYF90HmokyHmc4ThExhaiXIKcR+mPQvEjM7yTIOdB2oNQWVuJrHvqEvOZ7q3ZG5U1lUi+rSAxziZtTVBRU4GbNxgS46ytoo3RBqNx8UqFxDi3kW+DCcYTcOaPd0I57zydBk/7HiJx+09PPvI4wl0udfPRE9xkHm9hGyEpsxdqGO38g5RKoPNbCXR+LYHOgGR+pmln0fAfdhZ2m9kc/KcnH/psBaHG9TBoj7GWP7ewjXDcgwLiTzc9roteW0yUMGcjtjKmSpizTic5zLD0AgOMlpdqAmGdO2gy4SRhzm01auA6cDVYDFbLSwmBsN5DuphggIR9pgd3NoKlhDkPNNOHlYQ5W5joYJiEOQu7zWwWfugETwsg6jUfUOYQrGeR6VHTyYOXD5rhJxCVM5OMPzqeJHISqVb+LudhB4aRS7mXeFf1SIKz+V5zEp0VTWrraiXGuevOruTQw0OkqqZKYpwNggxIWHIYqaiuoNT5e7w7bNMiO+7sIKWfS6lWFtq5zWYN4pvgS0rKS6hWFtpZaaMKWXNlDXn18RXVykI7y/ooELc4N1L4rpBqZZGtf/ye7fd/OudDRpqF5b9+i9r+Z77Dl691ZgQCzFpehgXV5T3COBvN2gkGk/AyLCwjLHEu5xxlAU/COJs57oWUFBPXCq5h9OHR6L2nt8AMC1EgjHOPOQcgJyPDK99rLMNCFAjj3MflCJTkFJBRnAHHGEcYBhsi+G6wwAyLlkYY5wHzoqCmqMqXYUF1+Z4w3goT1+Llp2dYcXkF2AFsrLu2TmCGhSgQxll50gaUVBZj3fV1TWZYiAJhnNUm+6Ks5n/lewvOLaC0fE8Y53a2m1FJyhF8Lxj6QfpwiHZA+l/pIvX8O8I4L/d5BhlpER55/KFpTgsgspwP1ee8S4sEZVicenSKl2Ehahq8Hvtvzg1lWHQO7UwOpB2gbG+3KedvGRYKvynwnPUC9cjOezt5GRbi5ixMhoW4OQvKsPC+7k3efHojls7CZlhQ4V0vM+Ord2MZFvlv88XSWVCGxZwzc0hWcRalzvUyM746C8qwmHZyGkl5kSKWznV1dSQ+L56MODiC75LXsUfGkoTCBMqO/Db1d/ij0JfaNsDHinICJysCW3uy6eCdBg8vCcqw2JOyh3yu/tysPsJQWVVD5FzHENjaE6+9lxp0bijDQstPi/gn+ZOPlR8pcVZfPI3A1p4sCY1q0LmhDAuNbRpkY8JG8rb8LSXO+stcCWztiZPf/gadBWVYeMV7kaKPRZQ4d1/tQWBrT6ZsCWrQWVCGhccfHoTznkOJs+W6Xwhs7ckIn40NOgvKsJgbO5fkvMkRuTMhhHhf9SVwsiJmC3yJ/7HUet4NZViwfFhkxqkZJO1VGiXOYXf3EjhZER1XrwadBWVYTDw2kdzm3qbE+XTmGQInK6Ix20Ogs6AMi8u5lynZoN8qSCJwsiJKM+Y16EwIISkvUohdlB1h+jB5zhbhFiQmO4aSU7mVVTXE/1gqWbrltkDnfws9+WiAyppK3hv/vuJ9o2P5Miy+Pqb99vZkS+KWJh/b3Hzb427qHy9fhsVX59ZbWpN119aR4rJiEdl+wTjYmMAbJKEwodFxfBkWX52VNimR5ReXk2cfnonI9gtW+60IvEFOZp5sdBxfhsVXZ1lfWbLw3EKSW5IrItsv2EXZEXiDBN8NbnRcvQyLr3u7jtGOJOOvDBHZfsEtzo3AG2Tt1bWNjquXYfF1b3fKiSnk7vO7IrL9wsaEjQTeIHNj5zY6rl6Gxdfb6EOjybX8ayLdOIbfD+cFYjUFX4bFV2fLCEtyPue8SJ3P5Zwj8Abpt7dfk2P5Miy+Ovfa3YucyDwh0qPV957fI/AG0fbXbnLs05KnZMG5BUTWV5bnbBJiQiIeRPASlyUdes3HD6KuqI5fh/4K7jIu/Eb5oZNyJxSVFWHN1TViW96jKqeKNZZrUOhZiN3jd8NAzQDvPr+D701fsAPYcItzQ+H7Qqo1+VCQVsDSfkvx1O0pDk8+jK4aXVFWVQa/P/2gF6gHl1gXZL/OplqTD1kpWbj0dEHWkizETI+BRScLvvK96aem48GrB1Rr8vGtfO/+/Pu47HAZw3WHS0T53nij8Uh0TsRtl9uYaDwRBATR2dEwDzcX2/K9obpDcdHhIh7MfwD7LvZgMpi4lHcJww4Og8U+C0RnR4tt+V72kmy49nSFNFMat7i3eOV7hx4eEtvyvTz3PLj3c4eCtAKvfM84xBhhKWFiV75noGaAsPFhKPQshJelF1RkVfD4zWO4nHWBXqAedtzZIXbley0JPfloBCUZJSzrvwx57nmInBQJM3Uzoct7qEJOSg7ze8/H4yWPETUtCr01e6OipgIhySEwCDLArOhZlC58aghpljRmdZuFhwsfIm5mHAazB6O6rhr70/bDbGfj5XtUwWQwYWNigzsud5AwJwHWBtaoI3U4+egkeu/p3Wj5HlUwGAyM1B+J+NnxSJ6XjKlmU4Uu36OSAVoDEGsfi8xFmXDq7lSvfO9YxjHKFi4LoqdmTxyzPYanbk+xuM9iXvme7UlbmIaaIvxBOGULlwVh3NYY4RPDUehZiFUDVqGVTCtkFmdi9pnZTZbvUQVblY1A60BwPDm88r28d3lYdGER2AHsRsv3qKK9UntsGr4J3GVcbB2xFZpKmnjx8QVWXlnZZPnefwl68iEEMiwZOPVwQsaiDMTax2KA1gBU1VZh74O9MA4xxrSoaUh5mUK1Jh8sJgtTzaYieV4y4h3jMVJvJGpJLY5mHEX3sO4Ye2QsEgoTxG7jaG1ojYQ5CUhyTYKNiQ0A4MzjM+i/rz+sIq0Q9zRO7JwHswcjblYcHi58iFldZ4HFYOFK/hWMODQCfff2RdSjKNTWUdQcKYA+HfogaloUHi99jHm95kGGJYM7z+5g0vFJ6LqrKw6kHUBVbRXVmnx01uiMSJtI5Lvnw9PcE4rSikgrSsPM6JkwCjbCzuSdqKiuoFqTD73WeggdFwqOJwdrB62FqpwqnpQ8wbxz86AbqIttt7ehtLKUak0+OrTqgK0jt4K7jItNwzahnWI7cD9w4XHRA+wANrxveONN+RuqNfloq9AW3kO8wfXkInBMILRVtFH8qRg/X/sZ2v7aWHV5FV5+fEm1Jh/KsspYNXAVCjwKED4hHEZtjPD+83v8lvgb2AFsLL6wGPnv8qnWbDHoycd3wGQwMdF4Im673EaicyLGG40HAcGprFPou7cvhh8cjit5V8Ru4zhcbzguO17G/fn3YdfZDkwGE3/k/oEhB4ag/77+iMmOEbu9XYtOFoiZHoOsxVlw7uEMaaY0bnJuYtzRcege1h1H0o+I3d5ut3bdcHjKYeS652Jp36WQl5LH/Vf3YXfKDiahJthzf4/YHQo2amOEPRP2oNCjEKsHroayrDKyXmdhTuwc6Afpwz/JH2VVZVRr8qGlogX/Mf7gLuPi1yG/oq1CWxS8L8CSuCVgB7Cx8eZGvKt4R7UmHxqKGtg4bCO4nlzsGLUDHVt1xKuyV/gp/ido+2vDK94LRWVFVGvyoSqnCq9BXij0LETYuDDot9ZHSUUJfBJ8wA5gw+MPD3Dec6jW5ENRRhHu5u7IdcvFQZuD6KLRBR+rPmJ70nboBOhg7tm5yHmTQ7UmH7JSsnDt5YqsxVk4bXca/Tr2w+eaz9iVsguGwYaYcXoG0orSqNZsdujJx7/EUtsS52acQ8aiDDh2c4QUUwrXCq5h1OFR6L2nN05knhC7jWMvzV44MfUEcpbmYGHvhZBlyfIyLDrv7IyI1AixOxRsqm6KiEkRyPfIx4r+K6Ako4SM4gw4xDjAIMgAwXeDUV4tukhgYdBR1UHw2GBwPDlYP3g91OTVkPs2FwvOL4BuoC7lGRYNodlKE1tGbAHXk4stw7egvVJ7PC99juWXl0PbXxvrr6/H60+vqdbkQ01eDeus1oHjyUGwdTB0VHXwuvw11l1fBy1/Lay4tALPS59TrclHK9lWWN5/OfI98hExMQImbU3wofJ/GRYLzy+kNMOiIeSk5LCgzwLkLM3Biakn0EuzF8qryxF0Lwj6QfpwjHFExl8ZVGvyIc2ShmN3R6QvTMf5GecxSHsQquuqsS91H0xDTTHlxBTcfX6Xak0+WEwWpphOwZ+uf+K603WM1h+NOlKH45nH0XN3T8ozqJobevLxg3TR6IKDkw8izz0PHuYeUJBWQGpRKuxP28M4xBi7kneJ3aFgAzUD7Bq/CxxPDt/CJ9ezrtAL0sP2O9vFbuFTJ+VO2D5qO7ieXGwcuhHqCurgfODA/aI7tP214XPDByXlJVRr8qGuqA6foT7geHLgP9ofWspaKCorgtdVL2gHaGP1ldVit3BZRU4Fqy1Xo8CjAHvG74GhmiHfwuWlcUtR8K6Aak0+/r5w+ciUI+jWrhs+VX/iLVx2jnUWu4XLMiwZOPd0xqPFj3Bm+hn079QflbWV2H1/N4xDjGEXZYf7L+9TrckHi8mCXWc7pMxLwRXHKxiuOxy1pBaH0w+jW1g3jDs6DomcRLHaODIYDIwzGoebzjf5Fi7HPI6Bxb7/Y+/M46HOHz/+mhlXiC5KZcaZI5XSlkrpLt1FpQNJujE6tnzbWlZbbbu56ZJ0H4p0WEmHFBuKECnXTJfVLZHz/fujmt1ZhmljPp/ZX8/HY/4Y+x6eqzHv9+fzeX9eL3MMDx+O2PxY2jkP1xqO2PmxSF+Sjjkmc8BkMBFXEIdRB0dhYOhAnM45TbtLuV/Kt8VHC8FWZcNvvB/4XD48LT3RsU1HFL4uxPKY5dDy18KWxC20OxXcWbmzYOPTr2N+Rde2XfH03VOsvbQWbD82NlzegD/L/6RaU4j2bdpjw7AN4HF5CJkQAp32OnhZ+RKeCZ5g+7HBjeWC/5bf/DeSIMpyyuCac1HgWoAD0w6gp1pPlFWVYXvSdmj5a8H5rDMevHxAtaYQCjIKcDZzRu6KXJyaeQr9u/ZHZW0lglODoR+oj7mn5+JuyV2qNYWQYcpgbq+5yFiSgZi5MbDkWKKmvgbhGeEwDjHGtOPTkPwomWpNIZgMJqYaTsXNhTdxfcF1TNCfgHpSj4icCPTf2x+jD45GfGE87SbH0TqjEW8fjzTnNMw0ngkGGIh5GINh4cMwJGwIou9H0+5S7ueNy/eW38MC0wWQYcoggZcAqyNW6Lu7L45mHaXd2WrTLqY4an0U+S75WPHdCijIKCD1aSpsImxgFGyEvbf30u5stbh8W3y0MB0VO+LH4T+Cx+UhYHwAOKoclL4vxYYrG8D2Y2NN3Bo8KXtCtaYQKvIqWDN4DQpdCxE6ORQGHQ3w5sMbbLmxBRw/DpadX4aCVwVUawrRRrYNln23DHkr83Dc+jhMu5iioqYC/rf8oRugC/soe2SXZlOtKYQsSxb2feyRuSwTZ23PYojmEFTXVSM0PRSGQYawOWmD1CepVGsKwWKyYG1sjZRFKbhsfxljdceijtThWPYxmO42hdURK1wrvka7ydFK3wrXFlzDH05/YLrhdDDAQHReNAaHDcaw/cNw4cEF2jkP5QzFhbkXkLk0E/N7zweLwcLlossYc2gM+u/tj5P3TtLuaNesqxlOzjyJvJV5WNxvMeRZ8kh+nIxpJ6bBJMQE4RnhtNu4bKxmjP1T96PQtRDu5u5QklXC3T/vYl7kPOgH6iMoJYh2l3K122sjaEIQeFwefhj6A9ortMfDVw+x+PxiaPlrYfvN7bS7lNsc3xYfrYSSnBJcBrrgoctDHJp+CCbqJiivLseO5B3Q9teGU7QT7r+4T7WmEIKNTytyEDkrEgO6DRDKsLA9ZYv0Z+lUawrxOcPizuI7uDj/IkZqj5SKDIvJBpNxY+EN3HC8gck9JoOA4HTuaQwIHUDbDIuR2iNxcf5F3Fl8B7N7zgaTwURsfixGHBgB833mtNy4/DnDImdFDhaaLoQsUxaJ/ERBhsXhzMO0zbDId82HywAXtJFpI8iwMAw2xO603bTbuKzfUR+7J+9GMbcY64esh4q8CnJf5MIx2hG6AbrwSfah3aVcTVVN+IzzAd+dD+8R3uik2AnFb4rh8rsLOH4ceCd441XlK6o1hVBXUof3SG/wuDz4jPVBt7bdUFJegnXx62ibQSWK/zeLj+qaOqDIEsiyRUhEzsfnEkCWJYv5vecjc2kmLsy9INj4FJYRBuPgpjMsqmvq8OGhOZBli/CoYok5MxlMTDeaLtj4NF5vPOpJvaB8r6kMi+qaOrzK7Q1k2eLkhVKJOTMYDIzVHYvL9peRsigF1kbWYmdYVNfU4XGmHpBliwtx7yXmDABD2ENwds5ZZC3Lgn0f+wYZFqLK96pr6pCXpgFk2eLqVSJR574afXHc5jgerHyAZf2XCTIsmivfq66pQ3qyKpBli1s32kjU2bCTIfZN3YcityKsGbQGynLKyC7Nhl2UXbMZFrW1BCiyRFIMB37HMyTmrdVOCwFWAeC78wUZFn8v32sqw+Kzc9ZlE4k6d1Hugq2jt4LP5eOX0b9AQ1kDj8seY3Xc6mYzLD5/RhcnDpKoc4c2HfDDsB/A4/IQZBUErXZaeFHxApuubWq2fO+z86uUcRJ1bivfFu6D3FHoVoj9U/fDqJOR2BlU1TV18DueAZdfkiTq3IDWCVn990isWE71SYuV6XwpSfwkMvXYVKEIZsv9liTmQYwgzrjRAiAKnUWV70XcixDEGdPNubHyPeNgYxKeHi6IM6ab8+fyPaWflQTO2n7aJDglWFC+Rzdnccr36OYsqnzvx6s/kufvnwvGNVrSRpG3uOV7dHJuqnyv4FWBkHODkjaKnEWV7zlEOZB7pfdo6SyqfM/mpA1JfZIq5Nyaf4et2u2SkJBAJk2aRDQ0NAgAEhUVJfTf6+vryY8//kg0NDSIgoICsbS0JNnZ2a0iLw5r/ZMJUPfpQf72+Pg1qj78CCEkpzSHOJ5xJLI/yQreML139iYTN+yjrbOo8r0xHjtp69xY+V53n+5kxPeBtHVurHxPbbsasVjjQ1tnUeV7A1f9QltnUeV7rjGuZMkvF2npLap8zynaiThtvUBL58bK95heTGJ7ypY4/HyGls6iyvcmH51M5nqfoq2zqPK9mZ7HWt25VRcfMTExZMOGDeT06dONLj62bdtG2rZtS06fPk2ysrLI7NmziYaGBikrK2tx+eaoqq79tMr75y/7r186q93jFm31+zc8evuIrIpdRZS3KBNsYhKo8GnvLFS+JyXOQuV7UuIsVL4nJc5C5XtS4tygfE8KvBuU70mBc4PyPSlwJuQf5XtS4ixUvich5y+ZvxmE/PtdbQwGA1FRUZg2bdrnSzjo2rUruFwu1q1bBwCoqqpC586d8csvv2DJkiUNvkdVVRWqqv66PlxWVgZNTU28ffsWKioq/1YNAOB3PAPuc0ybHTds04/oO4j6ncKvP7zGwTM84MC1ZsfSxbm8uhz7IvOlyvlD7QfsiyxA7f5LzY6li3NNXQ3Co4tRsfdCs2Pp4lxP6nH47GO83hXZ7Fi6OBNCEF8Uj5wUNal6Tyc9SkLqTUWpck4vScf1awypcs57mYfYS5VS5cx7y8OZ31+L5ex7LANcW9N//bPKysqgqqoq1vwt869/SiMUFRWhpKQEY8eOFXxNXl4elpaWSEpKanTxsXXrVnh5ebWkhoACnni3S12/9wDXmcdbxeGLKbcVa9g356+kTAqdX0mh83MpdAak8z39zVky/IedxZ0zW4IWXXyUlHzsJujcubPQ1zt37gwer/EOAA8PD6xatUrw/POZj5ZAl6Mo1jhTvS6YYPG/FvmZX0sKFBF/uvlxJjqdMEXKnHtwVGAjZc5a3RUwx8IDDDBaX6oZxHXuqsGEg5Q5d1KvhdOQdWAxWK0vJQbieg83McRgKXtPD+vZAxZS5jzEWBeWUuZsbqiFkVLmLO6c2SJ8zfUd/GPPx82bNwkA8vTpU6FxixYtIuPGjRPre0p6zwdUeASbWGR2xGxy5+mdr/6ZknNmkklHJ5FEXiLVyl/kPPLASHIx/6Lgrh5pcB64dyCJzIkkdfV1UuPcK6QXOXT3EKmurZYaZ70APbIrdReprKmk1PlLvLv+qkl2JO0gZR/E29NGB+eOW9WJd4I3eVnxkmplsZ2VN6uS9ZfWk2fvnlGtLLazvJcicYlxIcWvi6lWltj+xy+Zv1s056NLly4A/joD8pnS0tIGZ0MkgZwsC6t++hy1/c98h4/Pteb4A8w6QYYF1eU94jj3mBcCBpMIMiwswixwLu8cZQFP4jgb2+2FjAwTV4quYNzhcTDbYyYyw0ISiONsuuAAFOTkBOV7TWVYSAJxnPsvPAJlBUVklWbBLsoO+oH6CLwVKDLDorURx3mwcwQ6KLUTyrCgunxPHG/FKRvw9P0jrI5bDY4fBxuvbBSZYSEJxHFWmfojXlaVYuPVjc1mWEgCcZw7TPdGee1f5XtLzi2htHxPHOfO1ltRRSoQmBII3QBdzI+cj8w/MyXq+XfEcV7l9QhyshI88/g1qxz848xHfX096dKlC/nll18EX6uqqiKqqqpk165dYn1PieV8tHssuLVIVIbFqXunBBkWkqbR+7H/5txYhkXP4J7kQMYByo52m3P+nGGh+LOiwFnHX4eEpIQIMizo5ixOhgXdnEVlWHhe9SQv3r+gpbO4GRZUeDfIzPjk3VSGReGrQlo6i8qwWHBmAckpzaHUuUFmxidnURkWM0/OJGlP0mjpXF9fT+IL4snog6OFbnmdcGQCSShOoOzMb3N/h19Lq95q++7dO5Kenk7S09MJAOLj40PS09MJj8cjhHy81VZVVZVERkaSrKwsMmfOHMputRXyrqwgcLAksLYlWw4mNXp6SVSGxZ60PeRDzYcW9RGHqupaouA0nsDalnjsvdioc2MZFpo+msQ32Ze8q3pHibPa8pkE1rZkRXBEo86NZVio/6pONidsJq8qXlHirOvuRGBtSxx89jfqLCrDwiPeg5S8K6HEuc86NwJrWzJjW0CjzqIyLNx+dyO8NzxKnC02/kBgbUtGe21u1FlUhsWi6EUk70WexJ0JIcTzsjeBgyUxXuJNfI+lN/BuLMOC5cUic07NIRnPMihx3nVrL4GDJdFy8mjUWVSGxZRjU8hN/k1KnE9nnyFwsCTq9m4inUVlWMTlx1Eyod8oSiZwsCTKc5wbdSaEkLQnaWRWxCzC9GIKnM1DzUlUbhQll3KrqmuJ77F0snLbTZHO/5ZWXXxcvXqVAGjwcHBwIIT8FTLWpUsXIi8vT4YNG0aysrJaRf5LqKqtEvzDv6l80+RYoQyLT6/p8lsXsi1xW7OvbWk+H3E398ErlGHxybn9tvZk45WNpLS8VEK2HzEINCDwBEkoTmhynFCGxSdn5S3KZFXsKvLo7SMJ2X7Ecr8lgSfIyeyTTY4TyrD45CzvLU+WnltK8l/mS8j2I7MiZhF4ggTeCmxyXIMMi09Hu3aRdiTrT/H/NlsClxgXAk+QDZc3NDmuQYbFp6PdGSdmkFuPb0nI9iObEzYTeIIsil7U5LgGGRafHuMOjSNXCq9IdHIMvR0qCMRqDqEMi0/OFmEW5HzeeYk6n8s7R+AJMmDvgGbHCmVYfHLut7sfOZF9QqJnq1MepxB4grB92c2OffjyIVlybgmR95YXOBsGGZKwO2GCxGVpp1X3fAwfPhzk46JF6BEeHg7gY/aHp6cnnj17hg8fPiAhIQEmJiYtcIFIcqgpqeGnET+B786Hz1gfdFfpjpLyEqy/vJ625T3tFNphvcV6FHOLsXvSbuh10MPrD6/hfd0bHD8OXGJcUPymmGpNIRRlFbFywEo8dHmIw9MPo5d6L5RXl8PnDx/o+OtgYfRC5D7PpVpTCHkZeSzsuxA5K3IQNTsK5t3Nhcr3Zp+ajTvP7lCtKcTn8r3bi28jbn4cRmmPkoryvUk9JiHRMRE3F97EFIMpICCIzI3EwNCBtC3fG6E9ArHzY3Fn8R3YmtiCyWDiYsFFjDw4Eub7zBGZG0nb8r3cFblw6usEWaYsbvBvCMr3Dt09RNvyvQLXArgOcIWirKKgfM8gyAC70nbRrnxPr4Medk3ahWJuMTwsPKAqr4r7L+5j4dmF0PHXwY6kHbQr32tNWnTD6X8NZTlluA9yR4FrAcKnhsNYzVjs8h6qUJBRwGKzxbi/4j4iZkbATMMMlbWVCEoNgl6AHuZFzqN041NjyLJkMa/3PNxdehcxc2MwjDMMNfU12J+xH8YhTZfvUQWTwcQ0w2lIWpiEhAUJsNKzQj2px8l7J2G2x6zJ8j2qYDAYGKM7BvH28Uh1ToWNsY3Y5XtUMlhzMKJto5G9LBsOfRwalO8dyzpG2cZlUfTV6Itj1sfw0OUhlvdfLijfsz5pDaNgI4TeCaVs47IoDDoZIHRKKIq5xVg7eC3ayrVFdmk27M/YN1u+RxWcdhz4W/mDx+UJyvcKXhdg2YVl4Phxmizfo4ouyl2wZdQW8N352D56OzSUNfDk3ROsubSm2fK9/xLfFh9iIMeSg4OpA7KWZSHaNhqDNQejuq4ae+/shUGQAWZGzETa0zSqNYVgMVmwMbZBqnMq4u3iMUZnDOpIHY5mHUWfXX0w4cgEJBQn0G5ytNK3QsKCBCQ7JWOa4TQAwJn7ZzBo3yBYhlsi5mEM7ZyHcYYhZl4M7i69i3m95oHFYOFS4SWMPjQa3+39DhH3IlBXT1FzpAj6d+2PiJkRuL/yPpz7OUOOJYekR0mYenwqeu3shQMZB1BdV021phA91XsifFo4Cl0LwR3IhZKsEjJKMjA3ci56BPZASGoIKmsqqdYUQqe9DoInBoPH5WHD0A1op9AOD14+gPM5Z2j7a+PXm7+irKqMak0hurbtiu1jtoPvzseWkVvQWakz+G/5cIt1A8ePA89rnnhR8YJqTSE6KXaC53BP8Ll8+I/3B1uVjdL3pfjflf+B7cvG2ri1ePruKdWaQqjIq2DtkLUocitC6ORQ9OjYA28+vMHPiT+D48fB8gvLUfi6kGrNVuPb4uMLYDKYmGIwBTcX3kSiYyIm9ZgEAoJTOafw3d7vMOrgKFwquES7yXGUzijE2cXh9uLbmNVzFpgMJn7P/x3DDwzHoH2DEJUbRbujXfPu5oiaHYWc5TlwNHWELFMW13nXMfHoRPTZ1QdHMo/Q7mi3d+feODzjMPJd87Hyu5VoI9MGt5/dxqxTs2AYbIg9t/fQ7lRwj449sGfyHhS7FWPdkHVQkVdBzvMcLIheAN0AXfgm+6K8upxqTSE0VTXhO94XfHc+fhr+EzopdkLRmyKsiFkBjh8Hm69vxuvK11RrCqGupI7NIzeDz+Vjx9gd6Na2G56VP8P38d+D7cuGR7wHSspLmv9GEqSdQjt4DPVAMbcYuybugm57XbysfAmvBC9w/Dhw+90NvDeNh0dShZKcElwHuiLfJR8Hpx2EiboJ3lW/w2/Jv0HLTwuLzi5C3os8qjWFkJeRh1M/J+Qsz8HpWacxoNsAfKj9gJ1pO6EfqI85p+cgoySDas0W59vi419iwbbAuTnnkLUsC3a97SDDlMGVoisYe3gszPaY4UT2CdpNjv00+uGEzQnkrczDUrOlkGfJCzIseob0RFh6GO1OBRupGSFsahgK3QqxetBqKMspI6s0C/Oj5kMvQA+BtwJRUSO5SGBx0GqnhcAJgeBxedg0bBM6tOmA/Ff5WHJ+CbT9tSnPsGgMjbYa2DZ6G/hcPraN2oYuyl3wuOwxVsWtAtuXjU1XN+H5++dUawrRoU0HbLTcCB6Xh0CrQGi108LziufYeHUjNH01sfriajwue0y1phBt5dti1aBVKHQrRNiUMBh2MsTbqr8yLJaeX0pphkVjKMgoYEn/JchbmYcTNifQT6MfKmoqEJASAN0AXdhF2SHrzyyqNYWQZcnCro8dMpdm4vyc8xjKHoqa+hrsS98Ho2AjzDgxA7ce36JaUwgWk4UZRjPwh9MfuOpwFeN0x6Ge1ON49nH03d2X8gyqlubb4uMrMVE3wcHpB1HgWgC3gW5QlFVEekk6bE/bwiDIADtTd9LuVLBeBz3snLQTPC5PaOOT01kn6ATo4Lek32i38am7Snf8NvY38Ll8bB6xGWqKauC95cE11hVsXza8rnnhZcVLqjWFUFNSg9cIL/C4PPiO84WmiiZKykvgcdkDbD821l1aR7uNy6oKqlhnsQ5FbkXYM2kP9DvoC21cXhmzEkWvi6jWFOLvG5ePzDiC3p17433Ne8HGZcdoR9ptXJZjycGxryPuLb+HM7PPYFD3Qaiqq8Lu27thEGSAWRGzcPvpbao1hWAxWZjVcxbSnNNwye4SRmmPQh2pw+HMw+i9qzcmHp2IRF4irSZHBoOBiT0m4rrjdaGNy1H3o2C+zxzDw4cjNj+Wds7DtYYjdn4s0pekY47JHDAZTMQVxGHUwVEYGDoQp3NO0+5S7pfybfHRQrBV2fAb7wc+lw9PS090bNMRha8LsTxmObT8tbAlcQvtTgV3Vu4s2Pj065hf0bVtVzx99xRrL60F24+NDZc34M/yP6nWFKJ9m/bYMGwDeFweQiaEQKe9Dl5WvoRngifYfmxwY7ngv+U3/40kiLKcMrjmXBS4FuDAtAPoqdYTZVVl2J60HVr+WnA+64wHLx9QrSmEgowCnM2ckbsiF6dmnkL/rv1RWVuJ4NRg6AfqY+7pubhbcpdqTSFkmDKY22suMpZkIGZuDCw5lqipr0F4RjiMQ4wx7fg0JD9KplpTCCaDiamGU3Fz4U1cX3AdE/QnoJ7UIyInAv339sfog6MRXxhPu8lxtM5oxNvHI805DTONZ4IBBmIexmBY+DAMCRuC6PvRtLuU+3nj8r3l97DAdAFkmDJI4CXA6ogV+u7ui6NZR2l3ttq0iymOWh9Fvks+Vny3AgoyCkh9mgqbCBsYBRth7+29tDtbLS7fFh8tTEfFjvhx+I/gcXkIGB8AjioHpe9LseHKBrD92FgTtwZPyp5QrSmEirwK1gxeg0LXQoRODoVBRwO8+fAGW25sAcePg2Xnl6HgVQHVmkK0kW2DZd8tQ97KPBy3Pg7TLqaoqKmA/y1/6Abowj7KHtml2VRrCiHLkoV9H3tkLsvEWduzGKI5BNV11QhND4VhkCFsTtog9Ukq1ZpCsJgsWBtbI2VRCi7bX8ZY3bGoI3U4ln0MprtNYXXECteKr9FucrTSt8K1Bdfwh9MfmG44HQwwEJ0XjcFhgzFs/zBceHCBds5DOUNxYe4FZC7NxPze88FisHC56DLGHBqD/nv74+S9k7Q72jXraoaTM08ib2UeFvdbDHmWPJIfJ2PaiWkwCTFBeEY47TYuG6sZY//U/Sh0LYS7uTuUZJVw98+7mBc5D/qB+ghKCaLdpVzt9toImhAEHpeHH4b+gPYK7fHw1UMsPr8YWv5a2H5zO+0u5TbHt8VHK6EkpwSXgS546PIQh6Yfgom6Ccqry7EjeQe0/bXhFO2E+y/uU60phGDj04ocRM6KxIBuA4QyLGxP2SL9WTrVmkJ8zrC4s/gOLs6/iJHaI6Uiw2KywWTcWHgDNxxvYHKPySAgOJ17GgNCB9A2w2Kk9khcnH8Rdxbfweyes8FkMBGbH4sRB0bAfJ85LTcuf86wyFmRg4WmCyHLlEUiP1GQYXE48zBtMyzyXfPhMsAFbWTaCDIsDIMNsTttN+02Lut31MfuybtRzC3G+iHroSKvgtwXuXCMdoRugC58kn1odylXU1UTPuN8wHfnw3uENzopdkLxm2K4/O4Cjh8H3gneeFX5impNIdSV1OE90hs8Lg8+Y33QrW03lJSXYF38OtpmUIni/83io7qmDiiyBLJsERKR8/G5BJBlyWJ+7/nIXJqJC3MvCDY+hWWEwTi46QyL6po6fHhoDmTZIjyqWGLOTAYT042mCzY+jdcbj3pSLyjfayrDorqmDq9yewNZtjh5oVRizgwGA2N1x+Ky/WWkLEqBtZG12BkW1TV1eJypB2TZ4kLce4k5A8AQ9hCcnXMWWcuyYN/HvkGGhajyveqaOuSlaQBZtrh6lUjUua9GXxy3OY4HKx9gWf9lggyL5sr3qmvqkJ6sCmTZ4taNNhJ1NuxkiH1T96HIrQhrBq2BspwyskuzYRdl12yGRW0tAYoskRTDgd/xDIl5a7XTQoBVAPjufEGGxd/L95rKsPjsnHXZRKLOXZS7YOvoreBz+fhl9C/QUNbA47LHWB23utkMi8+f0cWJgyTq3KFNB/ww7AfwuDwEWQVBq50WXlS8wKZrm5ot3/vs/CplnESd28q3hfsgdxS6FWL/1P0w6mQkdgZVdU0d/I5nwOWXJIk6N6DF81W/EokVy6k+abEynS8liZ9Eph6bKhTBbLnfksQ8iBHEGTdaAEShs6jyvYh7EYI4Y7o5N1a+ZxxsTMLTwwVxxnRz/ly+p/SzksBZ20+bBKcEC8r36OYsTvke3ZxFle/9ePVH8vz9c8G4RkvaKPIWt3yPTs5Nle8VvCoQcm5Q0kaRs6jyPYcoB3Kv9B4tnUWV79mctCGpT1KFnFvz77BVu11am5ZefKz1TyZA3acH+dvj49eo+vAjhJCc0hzieMaRyP4kK3jD9N7Zm0zcsI+2zqLK98Z47KStc2Ple919upMR3wfS1rmx8j217WrEYo0PbZ1Fle8NXPULbZ1Fle+5xriSJb9cpKW3qPI9p2gn4rT1Ai2dGyvfY3oxie0pW+Lw8xlaOosq35t8dDKZ632Kts6iyvdmeh5rdedvi49PVFXXflrl/fOX/dcvndXucYu2+v0bHr19RFbFriLKW5QJNjEJVPi0dxYq35MSZ6HyPSlxFirfkxJnofI9KXFuUL4nBd4NyvekwLlB+Z4UOBPyj/I9KXEWKt+TkPOXzN8y1FzskQwhp7NQ99a0iRFM1L3phjGbf0TfQdTvFJ5hNAMHz/CAMs0mRtHPeV9kvlQ5TzOchn2RBaiVIueJ+hMRHl2MCilyHqs7FqX3jPFaipyHsoeiqq4KOSlqUvOeNtMwQ1VtFVJvKkqNs2EnQ1TWVuL6NYbUOLNV2RinNw6xlyqlxrljm46YbDAZZ35/LZZzyOkMcG1NJeL2n158FPDEu13q+r0HuM483so2YlJuK9awb85fSZkUOr+SQufnUugMSOd7+puzZPgPO4s7Z7YE/+nFhy5HUaxxpnpdMMHif61sIx4pUET86ebHmeh0whQpc+7BUYGNlDlrdVfAHAsPMMBofalmENe5qwYTDlLm3Em9Fk5D1oHFYLW+lBiI6z3cxBCDpew9PaxnD1hImfMQY11YSpmzuaEWRkqZs7hzZovwVRd4WgFJ7/mACo9gE4vMjphN7jy90wL/B5JyZpJJRyeRRF4i1cpf5DzywEhyMf+i4K4eaXAeuHcgicyJJHX1dVLj3CukFzl09xCprq2WGme9AD2yK3UXqayppNT5S7y7/qpJdiTtIGUfyqhWFtu541Z14p3gTV5WvKRaWWxn5c2qZP2l9eTZu2dUK4vtLO+lSFxiXEjx62KqlSW2//FL5u//dM6HnCwLq376HLX9z3yHj8+15vgDzDpBhgXV5T3iOPeYFwIGkwgyLCzCLHAu7xxlAU/iOBvb7YWMDBNXiq5g3OFxMNtjJjLDQhKI42y64AAU5OQE5XtNZVhIAnGc+y88AmUFRWSVZsEuyg76gfoIvBUoMsOitRHHebBzBDootRPKsKC6fE8cb8UpG/D0/SOsjlsNjh8HG69sFJlhIQnEcVaZ+iNeVpVi49WNzWZYSAJxnDtM90Z57V/le0vOLaG0fE8c587WW1FFKhCYEgjdAF3Mj5yPzD8zJer5d8RxXuX1CHKyEjzz+FXLnFZAYjkf7R4Lbi0SlWFx6t4pQYaFpGn0fuy/OTeWYdEzuCc5kHGAsqPd5pw/Z1go/qwocNbx1yEhKSGCDAu6OYuTYUE3Z1EZFp5XPcmL9y9o6SxuhgUV3g0yMz55N5VhUfiqkJbOojIsFpxZQHJKcyh1bpCZ8clZVIbFzJMzSdqTNFo619fXk/iCeDL64GihW14nHJlAEooTKDvz29zf4dfy7VbbRnhXWUHgYElgbUu2HExq9PSSqAyLPWl7yIeaDy3qIw5V1bVEwWk8gbUt8dh7sVHnxjIsNH00iW+yL3lX9Y4SZ7XlMwmsbcmK4IhGnRvLsFD/VZ1sTthMXlW8osRZ192JwNqWOPjsb9RZVIaFR7wHKXlXQolzn3VuBNa2ZMa2gEadRWVYuP3uRnhveJQ4W2z8gcDaloz22tyos6gMi0XRi0jeizyJOxNCiOdlbwIHS2K8xJv4Hktv4N1YhgXLi0XmnJpDMp5lUOK869ZeAgdLouXk0aizqAyLKcemkJv8m5Q4n84+Q+BgSdTt3UQ6i8qwiMuPo2RCv1GUTOBgSZTnODfqTAghaU/SyKyIWYTpxRQ4m4eak6jcKEou5VZV1xLfY+lk5babIp3/Ld8WH41QVVsl+Id/U/mmybFCGRafXtPlty5kW+K2Zl/b0nw+4m7ug1cow+KTc/tt7cnGKxtJaXmphGw/YhBoQOAJklCc0OQ4oQyLT87KW5TJqthV5NHbRxKy/YjlfksCT5CT2SebHCeUYfHJWd5bniw9t5Tkv8yXkO1HZkXMIvAECbwV2OS4BhkWn4527SLtSNafWRKy/YhLjAuBJ8iGyxuaHNcgw+LT0e6MEzPIrce3JGT7kc0Jmwk8QRZFL2pyXIMMi0+PcYfGkSuFVyQ6OYbeDhUEYjWHUIbFJ2eLMAtyPu+8RJ3P5Z0j8AQZsHdAs2OFMiw+Offb3Y+cyD4h0bPVKY9TCDxB2L7sZsc+fPmQLDm3hMh7ywucDYMMSdidMEHisrTzbc/HV6KmpIafRvwEvjsfPmN90F2lO0rKS7D+8nralve0U2iH9RbrUcwtxu5Ju6HXQQ+vP7yG93VvcPw4cIlxQfGbYqo1hVCUVcTKASvx0OUhDk8/jF7qvVBeXQ6fP3yg46+DhdELkfs8l2pNIeRl5LGw70LkrMhB1OwomHc3Fyrfm31qNu48u0O1phCfy/duL76NuPlxGKU9SirK9yb1mIREx0TcXHgTUwymgIAgMjcSA0MH0rZ8b4T2CMTOj8WdxXdga2ILJoOJiwUXMfLgSJjvM0dkbiRty/dyV+TCqa8TZJmyuMG/ISjfO3T3EG3L9wpcC+A6wBWKsoqC8j2DIAPsSttFu/I9vQ562DVpF4q5xfCw8ICqvCruv7iPhWcXQsdfBzuSdtCufK81+bb4aAJlOWW4D3JHgWsBwqeGw1jNWOzyHqpQkFHAYrPFuL/iPiJmRsBMwwyVtZUISg2CXoAe5kXOo3TjU2PIsmQxr/c83F16FzFzYzCMMww19TXYn7EfxiFNl+9RBZPBxDTDaUhamISEBQmw0rNCPanHyXsnYbbHrMnyPapgMBgYozsG8fbxSHVOhY2xjdjle1QyWHMwom2jkb0sGw59HBqU7x3LOkbZxmVR9NXoi2PWx/DQ5SGW918uKN+zPmkNo2AjhN4JpWzjsigMOhkgdEooirnFWDt4LdrKtUV2aTbsz9g3W75HFZx2HPhb+YPH5QnK9wpeF2DZhWXg+HGaLN+jii7KXbBl1Bbw3fnYPno7NJQ18OTdE6y5tKbZ8r3/Et8WH2Igx5KDg6kDspZlIdo2GoM1B6O6rhp77+yFQZABZkbMRNrTNKo1hWAxWbAxtkGqcyri7eIxRmcM6kgdjmYdRZ9dfTDhyAQkFCfQbnK00rdCwoIEJDslY5rhNADAmftnMGjfIFiGWyLmYQztnIdxhiFmXgzuLr2Leb3mgcVg4VLhJYw+NBrf7f0OEfciUFdPUXOkCPp37Y+ImRG4v/I+nPs5Q44lh6RHSZh6fCp67eyFAxkHUF1XTbWmED3VeyJ8WjgKXQvBHciFkqwSMkoyMDdyLnoE9kBIaggqayqp1hRCp70OgicGg8flYcPQDWin0A4PXj6A8zlnaPtr49ebv6KsqoxqTSG6tu2K7WO2g+/Ox5aRW9BZqTP4b/lwi3UDx48Dz2ueeFHxgmpNITopdoLncE/wuXz4j/cHW5WN0vel+N+V/4Hty8bauLV4+u4p1ZpCqMirYO2QtShyK0Lo5FD06NgDbz68wc+JP4Pjx8HyC8tR+LqQas1W49vi4wtgMpiYYjAFNxfeRKJjIib1mAQCglM5p/Dd3u8w6uAoXCq4RLvJcZTOKMTZxeH24tuY1XMWmAwmfs//HcMPDMegfYMQlRtFu6Nd8+7miJodhZzlOXA0dYQsUxbXedcx8ehE9NnVB0cyj9DuaLd35944POMw8l3zsfK7lWgj0wa3n93GrFOzYBhsiD2399DuVHCPjj2wZ/IeFLsVY92QdVCRV0HO8xwsiF4A3QBd+Cb7ory6nGpNITRVNeE73hd8dz5+Gv4TOil2QtGbIqyIWQGOHwebr2/G68rXVGsKoa6kjs0jN4PP5WPH2B3o1rYbnpU/w/fx34Pty4ZHvAdKykuo1hSinUI7eAz1QDG3GLsm7oJue128rHwJrwQvcPw4cPvdDbw3PKo1hVCSU4LrQFfku+Tj4LSDMFE3wbvqd/gt+Tdo+Wlh0dlFyHuRR7WmEPIy8nDq54Sc5Tk4Pes0BnQbgA+1H7AzbSf0A/Ux5/QcZJRkUK3Z4nxbfPxLLNgWODfnHLKWZcGutx1kmDK4UnQFYw+PhdkeM5zIPkG7ybGfRj+csDmBvJV5WGq2FPIseUGGRc+QnghLD6PdqWAjNSOETQ1DoVshVg9aDWU5ZWSVZmF+1HzoBegh8FYgKmokFwksDlrttBA4IRA8Lg+bhm1ChzYdkP8qH0vOL4G2vzblGRaNodFWA9tGbwOfy8e2UdvQRbkLHpc9xqq4VWD7srHp6iY8f/+cak0hOrTpgI2WG8Hj8hBoFQitdlp4XvEcG69uhKavJlZfXI3HZY+p1hSirXxbrBq0CoVuhQibEgbDToZ4W/VXhsXS80spzbBoDAUZBSzpvwR5K/NwwuYE+mn0Q0VNBQJSAqAboAu7KDtk/ZlFtaYQsixZ2PWxQ+bSTJyfcx5D2UNRU1+Dfen7YBRshBknZuDW41tUawrBYrIww2gG/nD6A1cdrmKc7jjUk3oczz6Ovrv7Up5B1dJ8W3x8JSbqJjg4/SAKXAvgNtANirKKSC9Jh+1pWxgEGWBn6k7anQrW66CHnZN2gsflCW18cjrrBJ0AHfyW9BvtNj51V+mO38b+Bj6Xj80jNkNNUQ28tzy4xrqC7cuG1zUvvKx4SbWmEGpKavAa4QUelwffcb7QVNFESXkJPC57gO3HxrpL62i3cVlVQRXrLNahyK0IeybtgX4HfaGNyytjVqLodRHVmkL8fePykRlH0Ltzb7yveS/YuOwY7Ui7jctyLDk49nXEveX3cGb2GQzqPghVdVXYfXs3DIIMMCtiFm4/vU21phAsJguzes5CmnMaLtldwijtUagjdTiceRi9d/XGxKMTkchLpNXkyGAwMLHHRFx3vC60cTnqfhTM95ljePhwxObH0s55uNZwxM6PRfqSdMwxmQMmg4m4gjiMOjgKA0MH4nTOadpdyv1Svi0+Wgi2Kht+4/3A5/LhaemJjm06ovB1IZbHLIeWvxa2JG6h3angzsqdBRuffh3zK7q27Yqn755i7aW1YPuxseHyBvxZ/ifVmkK0b9MeG4ZtAI/LQ8iEEOi018HLypfwTPAE248NbiwX/Lf85r+RBFGWUwbXnIsC1wIcmHYAPdV6oqyqDNuTtkPLXwvOZ53x4OUDqjWFUJBRgLOZM3JX5OLUzFPo37U/KmsrEZwaDP1Afcw9PRd3S+5SrSmEDFMGc3vNRcaSDMTMjYElxxI19TUIzwiHcYgxph2fhuRHyVRrCsFkMDHVcCpuLryJ6wuuY4L+BNSTekTkRKD/3v4YfXA04gvjaTc5jtYZjXj7eKQ5p2Gm8UwwwEDMwxgMCx+GIWFDEH0/mnaXcj9vXL63/B4WmC6ADFMGCbwEWB2xQt/dfXE06yjtzlabdjHFUeujyHfJx4rvVkBBRgGpT1NhE2EDo2Aj7L29l3Znq8Xl2+Kjhemo2BE/Dv8RPC4PAeMDwFHloPR9KTZc2QC2Hxtr4tbgSdkTqjWFUJFXwZrBa1DoWojQyaEw6GiANx/eYMuNLeD4cbDs/DIUvCqgWlOINrJtsOy7ZchbmYfj1sdh2sUUFTUV8L/lD90AXdhH2SO7NJtqTSFkWbKw72OPzGWZOGt7FkM0h6C6rhqh6aEwDDKEzUkbpD5JpVpTCBaTBWtja6QsSsFl+8sYqzsWdaQOx7KPwXS3KayOWOFa8TXaTY5W+la4tuAa/nD6A9MNp4MBBqLzojE4bDCG7R+GCw8u0M55KGcoLsy9gMylmZjfez5YDBYuF13GmENj0H9vf5y8d5J2R7tmXc1wcuZJ5K3Mw+J+iyHPkkfy42RMOzENJiEmCM8Ip93GZWM1Y+yfuh+FroVwN3eHkqwS7v55F/Mi50E/UB9BKUG0u5Sr3V4bQROCwOPy8MPQH9BeoT0evnqIxecXQ8tfC9tvbqfdpdzm+Lb4aCWU5JTgMtAFD10e4tD0QzBRN0F5dTl2JO+Atr82nKKdcP/Ffao1hRBsfFqRg8hZkRjQbYBQhoXtKVukP0unWlOIzxkWdxbfwcX5FzFSe6RUZFhMNpiMGwtv4IbjDUzuMRkEBKdzT2NA6ADaZliM1B6Ji/Mv4s7iO5jdczaYDCZi82Mx4sAImO8zp+XG5c8ZFjkrcrDQdCFkmbJI5CcKMiwOZx6mbYZFvms+XAa4oI1MG0GGhWGwIXan7abdxmX9jvrYPXk3irnFWD9kPVTkVZD7IheO0Y7QDdCFT7IP7S7laqpqwmecD/jufHiP8EYnxU4oflMMl99dwPHjwDvBG68qX1GtKYS6kjq8R3qDx+XBZ6wPurXthpLyEqyLX0fbDCpR/L9ZfFTX1AFFlkCWLUIicj4+lwCyLFnM7z0fmUszcWHuBcHGp7CMMBgHN51hUV1Thw8PzYEsW4RHFUvMmclgYrrRdMHGp/F641FP6gXle01lWFTX1OFVbm8gyxYnL5RKzJnBYGCs7lhctr+MlEUpsDayFjvDorqmDo8z9YAsW1yIey8xZwAYwh6Cs3POImtZFuz72DfIsBBVvlddU4e8NA0gyxZXrxKJOvfV6IvjNsfxYOUDLOu/TJBh0Vz5XnVNHdKTVYEsW9y60UaizoadDLFv6j4UuRVhzaA1UJZTRnZpNuyi7JrNsKitJUCRJZJiOPA7niExb612WgiwCgDfnS/IsPh7+V5TGRafnbMum0jUuYtyF2wdvRV8Lh+/jP4FGsoaeFz2GKvjVjebYfH5M7o4cZBEnTu06YAfhv0AHpeHIKsgaLXTwouKF9h0bVOz5XufnV+ljJOoc1v5tnAf5I5Ct0Lsn7ofRp2MxM6gqq6pg9/xDLj8kiRR5wa0Tsjqv0dixXKqT1qsTOdLSeInkanHpgpFMFvutyQxD2IEccaNFgBR6CyqfC/iXoQgzphuzo2V7xkHG5Pw9HBBnDHdnD+X7yn9rCRw1vbTJsEpwYLyPbo5i1O+RzdnUeV7P179kTx//1wwrtGSNoq8xS3fo5NzU+V7Ba8KhJwblLRR5CyqfM8hyoHcK71HS2dR5Xs2J21I6pNUIefW/DuktNulpqaGbNiwgWhpaREFBQWira1NvLy8SF2deAU6Lb34WOufTIC6Tw/yt8fHr1H14UcIITmlOcTxjCOR/UlW8IbpvbM3mbhhH22dRZXvjfHYSVvnxsr3uvt0JyO+D6Stc2Ple2rb1YjFGh/aOosq3xu46hfaOosq33ONcSVLfrlIS29R5XtO0U7EaesFWjo3Vr7H9GIS21O2xOHnM7R0FlW+N/noZDLX+xRtnUWV7830PNbqzpQuPjZv3kw6duxIzp8/T4qKikhERARRVlYmfn5+Yr2+JRcfVdW1n1Z5//xl//VLZ7V73KKtfv+GR28fkVWxq4jyFmWCTUwCFT7tnYXK96TEWah8T0qchcr3pMRZqHxPSpwblO9JgXeD8j0pcG5QvicFzoT8o3xPSpyFyvck5Pwl87dMS1/GSU5OxtSpUzFx4kQAgJaWFo4dO4a0tMbjx6uqqlBV9df14bKylosaDjmdhbq3pk2MYKLuTTeM2fwj+g6ifqfwDKMZOHiGB5RpNjGKfs77IvOlynma4TTsiyxArRQ5T9SfiPDoYlRIkfNY3bEovWeM11LkPJQ9FFV1VchJUZOa97SZhhmqaquQelNRapwNOxmisrYS168xpMaZrcrGOL1xiL1UKTXOHdt0xGSDyTjz+2uxnENOZ4BrayoRtxZffFhYWGDXrl148OABevTogbt37+LGjRvw8/NrdPzWrVvh5eXV0hoAgAKeeLdLXb/3ANeZx1vF4YsptxVr2Dfnr6RMCp1fSaHzcyl0BqTzPf3NWTL8h53FnTNbghZffKxbtw5v376FoaEhWCwW6urq8PPPP2POnDmNjvfw8MCqVasEz8vKyqCp2dQKTXx0OYpijTPV64IJFv9rkZ/5taRAEfGnmx9notMJU6TMuQdHBTZS5qzVXQFzLDzAAKP1pZpBXOeuGkw4SJlzJ/VaOA1ZBxaD1fpSYiCu93ATQwyWsvf0sJ49YCFlzkOMdWEpZc7mhloYKWXO4s6ZLcJXXeBphGPHjpHu3buTY8eOkczMTHLw4EHSoUMHEh4eLtbrJb3nAyo8gk0sMjtiNrnz9M5X/0zJOTPJpKOTSCIvkWrlL3IeeWAkuZh/UXBXjzQ4D9w7kETmRJK6evE2TdPBuVdIL3Lo7iFSXVstNc56AXpkV+ouUllTSanzl3h3/VWT7EjaQco+lFGtLLZzx63qxDvBm7yseEm1stjOyptVyfpL68mzd8+oVhbbWd5LkbjEuJDi18VUK0ts/+OXzN8tnvOxdu1arF+/Hra2tujVqxfs7Ozg7u6OrVu3tvSPahY5WRZW/fQ5avuf+Q4fn2vN8QeYdYIMC6rLe8Rx7jEvBAwmEWRYWIRZ4FzeOcoCnsRxNrbbCxkZJq4UXcG4w+NgtsdMZIaFJBDH2XTBASjIyQnK95rKsJAE4jj3X3gEygqKyCrNgl2UHfQD9RF4K1BkhkVrI47zYOcIdFBqJ5RhQXX5njjeilM24On7R1gdtxocPw42XtkoMsNCEojjrDL1R7ysKsXGqxubzbCQBOI4d5jujfLav8r3lpxbQmn5njjOna23oopUIDAlELoBupgfOR+Zf2ZK1PPviOO8yusR5GQleObxq5Y5jdChQwcSEhIi9LUtW7YQfX19sV4vsZyPdo8FtxaJyrA4de+UIMNC0jR6P/bfnBvLsOgZ3JMcyDhA2dFuc86fMywUf1YUOOv465CQlBBBhgXdnMXJsKCbs6gMC8+rnuTF+xe0dBY3w4IK7waZGZ+8m8qwKHxVSEtnURkWC84sIDmlOZQ6N8jM+OQsKsNi5smZJO1JGi2d6+vrSXxBPBl9cLTQLa8TjkwgCcUJlJ35be7v8Guh9FZbBwcH0q1bN8GttpGRkaRTp07k+++/F+v1rbH4IISQd5UVBA6WBNa2ZMvBpEZPL4nKsNiTtod8qPnQoj7iUFVdSxScxhNY2xKPvRcbdW4sw0LTR5P4JvuSd1XvKHFWWz6TwNqWrAiOaNS5sQwL9V/VyeaEzeRVxStKnHXdnQisbYmDz/5GnUVlWHjEe5CSdyWUOPdZ50ZgbUtmbAto1FlUhoXb726E94ZHibPFxh8IrG3JaK/NjTqLyrBYFL2I5L3Ik7gzIYR4XvYmcLAkxku8ie+x9AbejWVYsLxYZM6pOSTjWQYlzrtu7SVwsCRaTh6NOovKsJhybAq5yb9JifPp7DMEDpZE3d5NpLOoDIu4/DhKJvQbRckEDpZEeY5zo86EEJL2JI3MiphFmF5MgbN5qDmJyo2i5FJuVXUt8T2WTlZuuynS+d9C6eKjrKyMuLm5ETabTRQUFIiOjg7ZsGEDqaqqEuv1rbX4qKqtEvzDv6l80+RYoQyLT6/p8lsXsi1xW7OvbWk+H3E398ErlGHxybn9tvZk45WNpLS8VEK2HzEINCDwBEkoTmhynFCGxSdn5S3KZFXsKvLo7SMJ2X7Ecr8lgSfIyeyTTY4TyrD45CzvLU+WnltK8l/mS8j2I7MiZhF4ggTeCmxyXIMMi09Hu3aRdiTrzywJ2X7EJcaFwBNkw+UNTY5rkGHx6Wh3xokZ5NbjWxKy/cjmhM0EniCLohc1Oa5BhsWnx7hD48iVwisSnRxDb4cKArGaQyjD4pOzRZgFOZ93XqLO5/LOEXiCDNg7oNmxQhkWn5z77e5HTmSfkOjZ6pTHKQSeIGxfdrNjH758SJacW0LkveUFzoZBhiTsTpggcVnaoXTPR9u2beHn5wcej4fKykoUFBRg8+bNkJOTa+kf1WqoKanhpxE/ge/Oh89YH3RX6Y6S8hKsv7yetuU97RTaYb3FehRzi7F70m7oddDD6w+v4X3dGxw/DlxiXFD8pphqTSEUZRWxcsBKPHR5iMPTD6OXei+UV5fD5w8f6PjrYGH0QuQ+z6VaUwh5GXks7LsQOStyEDU7CubdzYXK92afmo07z+5QrSnE5/K924tvI25+HEZpj5KK8r1JPSYh0TERNxfexBSDKSAgiMyNxMDQgbQt3xuhPQKx82NxZ/Ed2JrYgslg4mLBRYw8OBLm+8wRmRtJ2/K93BW5cOrrBFmmLG7wbwjK9w7dPUTb8r0C1wK4DnCFoqyioHzPIMgAu9J20a58T6+DHnZN2oVibjE8LDygKq+K+y/uY+HZhdDx18GOpB20K99rTVp88fFfQllOGe6D3FHgWoDwqeEwVjMWu7yHKhRkFLDYbDHur7iPiJkRMNMwQ2VtJYJSg6AXoId5kfMo3fjUGLIsWczrPQ93l95FzNwYDOMMQ019DfZn7IdxSNPle1TBZDAxzXAakhYmIWFBAqz0rFBP6nHy3kmY7TFrsnyPKhgMBsbojkG8fTxSnVNhY2wjdvkelQzWHIxo22hkL8uGQx+HBuV7x7KOUbZxWRR9NfrimPUxPHR5iOX9lwvK96xPWsMo2Aihd0Ip27gsCoNOBgidEopibjHWDl6LtnJtkV2aDfsz9s2W71EFpx0H/lb+4HF5gvK9gtcFWHZhGTh+nCbL96iii3IXbBm1BXx3PraP3g4NZQ08efcEay6tabZ877/Et8WHGMix5OBg6oCsZVmIto3GYM3BqK6rxt47e2EQZICZETOR9rTxBFeqYDFZsDG2QapzKuLt4jFGZwzqSB2OZh1Fn119MOHIBCQUJ9BucrTSt0LCggQkOyVjmuE0AMCZ+2cwaN8gWIZbIuZhDO2ch3GGIWZeDO4uvYt5veaBxWDhUuEljD40Gt/t/Q4R9yJQV09Rc6QI+nftj4iZEbi/8j6c+zlDjiWHpEdJmHp8Knrt7IUDGQdQXVdNtaYQPdV7InxaOApdC8EdyIWSrBIySjIwN3IuegT2QEhqCCprKqnWFEKnvQ6CJwaDx+Vhw9ANaKfQDg9ePoDzOWdo+2vj15u/oqyq5VKdW4Kubbti+5jt4LvzsWXkFnRW6gz+Wz7cYt3A8ePA85onXlS8oFpTiE6KneA53BN8Lh/+4/3BVmWj9H0p/nflf2D7srE2bi2evntKtaYQKvIqWDtkLYrcihA6ORQ9OvbAmw9v8HPiz+D4cbD8wnIUvi6kWrPV+Lb4+AKYDCamGEzBzYU3keiYiEk9JoGA4FTOKXy39zuMOjgKlwou0W5yHKUzCnF2cbi9+DZm9ZwFJoOJ3/N/x/ADwzFo3yBE5UbR7mjXvLs5omZHIWd5DhxNHSHLlMV13nVMPDoRfXb1wZHMI7Q72u3duTcOzziMfNd8rPxuJdrItMHtZ7cx69QsGAYbYs/tPbQ7FdyjYw/smbwHxW7FWDdkHVTkVZDzPAcLohdAN0AXvsm+KK8up1pTCE1VTfiO9wXfnY+fhv+EToqdUPSmCCtiVoDjx8Hm65vxuvI11ZpCqCupY/PIzeBz+dgxdge6te2GZ+XP8H3892D7suER74GS8hKqNYVop9AOHkM9UMwtxq6Ju6DbXhcvK1/CK8ELHD8O3H53A+8Nj2pNIZTklOA60BX5Lvk4OO0gTNRN8K76HX5L/g1aflpYdHYR8l7kUa0phLyMPJz6OSFneQ5OzzqNAd0G4EPtB+xM2wn9QH3MOT0HGSUZVGu2ON8WH/8SC7YFzs05h6xlWbDrbQcZpgyuFF3B2MNjYbbHDCeyT9Bucuyn0Q8nbE4gb2UelpothTxLXpBh0TOkJ8LSw2h3KthIzQhhU8NQ6FaI1YNWQ1lOGVmlWZgfNR96AXoIvBWIihrJRQKLg1Y7LQROCASPy8OmYZvQoU0H5L/Kx5LzS6Dtr015hkVjaLTVwLbR28Dn8rFt1DZ0Ue6Cx2WPsSpuFdi+bGy6ugnP3z+nWlOIDm06YKPlRvC4PARaBUKrnRaeVzzHxqsboemridUXV+Nx2WOqNYVoK98WqwatQqFbIcKmhMGwkyHeVv2VYbH0/FJKMywaQ0FGAUv6L0HeyjycsDmBfhr9UFFTgYCUAOgG6MIuyg5Zf2ZRrSmELEsWdn3skLk0E+fnnMdQ9lDU1NdgX/o+GAUbYcaJGbj1+BbVmkKwmCzMMJqBP5z+wFWHqxinOw71pB7Hs4+j7+6+lGdQtTTfFh9fiYm6CQ5OP4gC1wK4DXSDoqwi0kvSYXvaFgZBBtiZupN2p4L1Ouhh56Sd4HF5QhufnM46QSdAB78l/Ua7jU/dVbrjt7G/gc/lY/OIzVBTVAPvLQ+usa5g+7Lhdc0LLyteUq0phJqSGrxGeIHH5cF3nC80VTRRUl4Cj8seYPuxse7SOtptXFZVUMU6i3UocivCnkl7oN9BX2jj8sqYlSh6XUS1phB/37h8ZMYR9O7cG+9r3gs2LjtGO9Ju47IcSw6OfR1xb/k9nJl9BoO6D0JVXRV2394NgyADzIqYhdtPb1OtKQSLycKsnrOQ5pyGS3aXMEp7FOpIHQ5nHkbvXb0x8ehEJPISaTU5MhgMTOwxEdcdrwttXI66HwXzfeYYHj4csfmxtHMerjUcsfNjkb4kHXNM5oDJYCKuIA6jDo7CwNCBOJ1zmnaXcr+Ub4uPFoKtyobfeD/wuXx4WnqiY5uOKHxdiOUxy6Hlr4UtiVtodyq4s3JnwcanX8f8iq5tu+Lpu6dYe2kt2H5sbLi8AX+W/0m1phDt27THhmEbwOPyEDIhBDrtdfCy8iU8EzzB9mODG8sF/y2/+W8kQZTllME156LAtQAHph1AT7WeKKsqw/ak7dDy14LzWWc8ePmAak0hFGQU4GzmjNwVuTg18xT6d+2PytpKBKcGQz9QH3NPz8XdkrtUawohw5TB3F5zkbEkAzFzY2DJsURNfQ3CM8JhHGKMacenIflRMtWaQjAZTEw1nIqbC2/i+oLrmKA/AfWkHhE5Eei/tz9GHxyN+MJ42k2Oo3VGI94+HmnOaZhpPBMMMBDzMAbDwodhSNgQRN+Ppt2l3M8bl+8tv4cFpgsgw5RBAi8BVkes0Hd3XxzNOkq7s9WmXUxx1Poo8l3yseK7FVCQUUDq01TYRNjAKNgIe2/vpd3ZanH5tvhoYToqdsSPw38Ej8tDwPgAcFQ5KH1fig1XNoDtx8aauDV4UvaEak0hVORVsGbwGhS6FiJ0cigMOhrgzYc32HJjCzh+HCw7vwwFrwqo1hSijWwbLPtuGfJW5uG49XGYdjFFRU0F/G/5QzdAF/ZR9sguzaZaUwhZlizs+9gjc1kmztqexRDNIaiuq0ZoeigMgwxhc9IGqU9SqdYUgsVkwdrYGimLUnDZ/jLG6o5FHanDsexjMN1tCqsjVrhWfI12k6OVvhWuLbiGP5z+wHTD6WCAgei8aAwOG4xh+4fhwoMLtHMeyhmKC3MvIHNpJub3ng8Wg4XLRZcx5tAY9N/bHyfvnaTd0a5ZVzOcnHkSeSvzsLjfYsiz5JH8OBnTTkyDSYgJwjPCabdx2VjNGPun7kehayHczd2hJKuEu3/exbzIedAP1EdQShDtLuVqt9dG0IQg8Lg8/DD0B7RXaI+Hrx5i8fnF0PLXwvab22l3Kbc5vi0+WgklOSW4DHTBQ5eHODT9EEzUTVBeXY4dyTug7a8Np2gn3H9xn2pNIQQbn1bkIHJWJAZ0GyCUYWF7yhbpz9Kp1hTic4bFncV3cHH+RYzUHikVGRaTDSbjxsIbuOF4A5N7TAYBwenc0xgQOoC2GRYjtUfi4vyLuLP4Dmb3nA0mg4nY/FiMODAC5vvMablx+XOGRc6KHCw0XQhZpiwS+YmCDIvDmYdpm2GR75oPlwEuaCPTRpBhYRhsiN1pu2m3cVm/oz52T96NYm4x1g9ZDxV5FeS+yIVjtCN0A3Thk+xDu0u5mqqa8BnnA747H94jvNFJsROK3xTD5XcXcPw48E7wxqvKV1RrCqGupA7vkd7gcXnwGeuDbm27oaS8BOvi19E2g0oU/28WH9U1dUCRJZBli5CInI/PJYAsSxbze89H5tJMXJh7QbDxKSwjDMbBTWdYVNfU4cNDcyDLFuFRxRJzZjKYmG40XbDxabzeeNSTekH5XlMZFtU1dXiV2xvIssXJC6USc2YwGBirOxaX7S8jZVEKrI2sxc6wqK6pw+NMPSDLFhfi3kvMGQCGsIfg7JyzyFqWBfs+9g0yLESV71XX1CEvTQPIssXVq0Sizn01+uK4zXE8WPkAy/ovE2RYNFe+V11Th/RkVSDLFrdutJGos2EnQ+ybug9FbkVYM2gNlOWUkV2aDbsou2YzLGprCVBkiaQYDvyOZ0jMW6udFgKsAsB35wsyLP5evtdUhsVn56zLJhJ17qLcBVtHbwWfy8cvo3+BhrIGHpc9xuq41c1mWHz+jC5OHCRR5w5tOuCHYT+Ax+UhyCoIWu208KLiBTZd29Rs+d5n51cp4yTq3Fa+LdwHuaPQrRD7p+6HUScjsTOoqmvq4Hc8Ay6/JEnUuQGtE7L675FYsZzqkxYr0/lSkvhJZOqxqUIRzJb7LUnMgxhBnHGjBUAUOosq34u4FyGIM6abc2Ple8bBxiQ8PVwQZ0w358/le0o/Kwmctf20SXBKsKB8j27O4pTv0c1ZVPnej1d/JM/fPxeMa7SkjSJvccv36OTcVPlewasCIecGJW0UOYsq33OIciD3Su/R0llU+Z7NSRuS+iRVyLk1/w4p7Xb5Wlp68bHWP5kAdZ8e5G+Pj1+j6sOPEEJySnOI4xlHIvuTrOAN03tnbzJxwz7aOosq3xvjsZO2zo2V73X36U5GfB9IW+fGyvfUtqsRizU+tHUWVb43cNUvtHUWVb7nGuNKlvxykZbeosr3nKKdiNPWC7R0bqx8j+nFJLanbInDz2do6SyqfG/y0clkrvcp2jqLKt+b6Xms1Z2/LT4+UVVd+2mV989f9l+/dFa7xy3a6vdvePT2EVkVu4oob1Em2MQkUOHT3lmofE9KnIXK96TEWah8T0qchcr3pMS5QfmeFHg3KN+TAucG5XtS4EzIP8r3pMRZqHxPQs5fMn/LUHOxRzKEnM5C3VvTJkYwUfemG8Zs/hF9B1G/U3iG0QwcPMMDyjSbGEU/532R+VLlPM1wGvZFFqBWipwn6k9EeHQxKqTIeazuWJTeM8ZrKXIeyh6Kqroq5KSoSc172kzDDFW1VUi9qSg1zoadDFFZW4nr1xhS48xWZWOc3jjEXqqUGueObTpissFknPn9tVjOIaczwLU1lYjbf3rxUcAT73ap6/ce4DrzeCvbiEm5rVjDvjl/JWVS6PxKCp2fS6EzIJ3v6W/OkuE/7CzunNkS/KcXH7ocRbHGmep1wQSL/7WyjXikQBHxp5sfZ6LTCVOkzLkHRwU2Uuas1V0Bcyw8wACj9aWaQVznrhpMOEiZcyf1WjgNWQcWg9X6UmIgrvdwE0MMlrL39LCePWAhZc5DjHVhKWXO5oZaGCllzuLOmS3CV13gaQUkvecDKjyCTSwyO2I2ufP0Tgv8H0jKmUkmHZ1EEnmJVCt/kfPIAyPJxfyLgrt6pMF54N6BJDInktTV10mNc6+QXuTQ3UOkurZaapz1AvTIrtRdpLKmklLnL/Hu+qsm2ZG0g5R9KKNaWWznjlvViXeCN3lZ8ZJqZbGdlTerkvWX1pNn755RrSy2s7yXInGJcSHFr4upVpbY/scvmb//0zkfcrIsrPrpc9T2P/MdPj7XmuMPMOsEGRZUl/eI49xjXggYTCLIsLAIs8C5vHOUBTyJ42xstxcyMkxcKbqCcYfHwWyPmcgMC0kgjrPpggNQkJMTlO81lWEhCcRx7r/wCJQVFJFVmgW7KDvoB+oj8FagyAyL1kYc58HOEeig1E4ow4Lq8j1xvBWnbMDT94+wOm41OH4cbLyyUWSGhSQQx1ll6o94WVWKjVc3NpthIQnEce4w3RvltX+V7y05t4TS8j1xnDtbb0UVqUBgSiB0A3QxP3I+Mv/MlKjn3xHHeZXXI8jJSvDM41ctc1oBieV8tHssuLVIVIbFqXunBBkWkqbR+7H/5txYhkXP4J7kQMYByo52m3P+nGGh+LOiwFnHX4eEpIQIMizo5ixOhgXdnEVlWHhe9SQv3r+gpbO4GRZUeDfIzPjk3VSGReGrQlo6i8qwWHBmAckpzaHUuUFmxidnURkWM0/OJGlP0mjpXF9fT+IL4snog6OFbnmdcGQCSShOoOzMb3N/h1/Lt1ttG+FdZQWBgyWBtS3ZcjCp0dNLojIs9qTtIR9qPrSojzhUVdcSBafxBNa2xGPvxUadG8uw0PTRJL7JvuRd1TtKnNWWzySwtiUrgiMadW4sw0L9V3WyOWEzeVXxihJnXXcnAmtb4uCzv1FnURkWHvEepORdCSXOfda5EVjbkhnbAhp1FpVh4fa7G+G94VHibLHxBwJrWzLaa3OjzqIyLBZFLyJ5L/Ik7kwIIZ6XvQkcLInxEm/ieyy9gXdjGRYsLxaZc2oOyXiWQYnzrlt7CRwsiZaTR6POojIsphybQm7yb1LifDr7DIGDJVG3dxPpLCrDIi4/jpIJ/UZRMoGDJVGe49yoMyGEpD1JI7MiZhGmF1PgbB5qTqJyoyi5lFtVXUt8j6WTldtuinT+t3xbfDRCVW2V4B/+TeWbJscKZVh8ek2X37qQbYnbmn1tS/P5iLu5D16hDItPzu23tScbr2wkpeWlErL9iEGgAYEnSEJxQpPjhDIsPjkrb1Emq2JXkUdvH0nI9iOW+y0JPEFOZp9scpxQhsUnZ3lvebL03FKS/zJfQrYfmRUxi8ATJPBWYJPjGmRYfDratYu0I1l/ZknI9iMuMS4EniAbLm9oclyDDItPR7szTswgtx7fkpDtRzYnbCbwBFkUvajJcQ0yLD49xh0aR64UXpHo5Bh6O1QQiNUcQhkWn5wtwizI+bzzEnU+l3eOwBNkwN4BzY4VyrD45Nxvdz9yIvuERM9WpzxOIfAEYfuymx378OVDsuTcEiLvLS9wNgwyJGF3wgSJy9LOtz0fX4makhp+GvET+O58+Iz1QXeV7igpL8H6y+tpW97TTqEd1lusRzG3GLsn7YZeBz28/vAa3te9wfHjwCXGBcVviqnWFEJRVhErB6zEQ5eHODz9MHqp90J5dTl8/vCBjr8OFkYvRO7zXKo1hZCXkcfCvguRsyIHUbOjYN7dXKh8b/ap2bjz7A7VmkJ8Lt+7vfg24ubHYZT2KKko35vUYxISHRNxc+FNTDGYAgKCyNxIDAwdSNvyvRHaIxA7PxZ3Ft+BrYktmAwmLhZcxMiDI2G+zxyRuZG0Ld/LXZELp75OkGXK4gb/hqB879DdQ7Qt3ytwLYDrAFcoyioKyvcMggywK20X7cr39DroYdekXSjmFsPDwgOq8qq4/+I+Fp5dCB1/HexI2kG78r3W5NviowmU5ZThPsgdBa4FCJ8aDmM1Y7HLe6hCQUYBi80W4/6K+4iYGQEzDTNU1lYiKDUIegF6mBc5j9KNT40hy5LFvN7zcHfpXcTMjcEwzjDU1Ndgf8Z+GIc0Xb5HFUwGE9MMpyFpYRISFiTASs8K9aQeJ++dhNkesybL96iCwWBgjO4YxNvHI9U5FTbGNmKX71HJYM3BiLaNRvaybDj0cWhQvncs6xhlG5dF0VejL45ZH8NDl4dY3n+5oHzP+qQ1jIKNEHonlLKNy6Iw6GSA0CmhKOYWY+3gtWgr1xbZpdmwP2PfbPkeVXDaceBv5Q8elyco3yt4XYBlF5aB48dpsnyPKrood8GWUVvAd+dj++jt0FDWwJN3T7Dm0ppmy/f+S3xbfIiBHEsODqYOyFqWhWjbaAzWHIzqumrsvbMXBkEGmBkxE2lP06jWFILFZMHG2AapzqmIt4vHGJ0xqCN1OJp1FH129cGEIxOQUJxAu8nRSt8KCQsSkOyUjGmG0wAAZ+6fwaB9g2AZbomYhzG0cx7GGYaYeTG4u/Qu5vWaBxaDhUuFlzD60Gh8t/c7RNyLQF09Rc2RIujftT8iZkbg/sr7cO7nDDmWHJIeJWHq8anotbMXDmQcQHVdNdWaQvRU74nwaeEodC0EdyAXSrJKyCjJwNzIuegR2AMhqSGorKmkWlMInfY6CJ4YDB6Xhw1DN6CdQjs8ePkAzuecoe2vjV9v/oqyqjKqNYXo2rYrto/ZDr47H1tGbkFnpc7gv+XDLdYNHD8OPK954kXFC6o1heik2Amewz3B5/LhP94fbFU2St+X4n9X/ge2Lxtr49bi6bunVGsKoSKvgrVD1qLIrQihk0PRo2MPvPnwBj8n/gyOHwfLLyxH4etCqjVbjW+Ljy+AyWBiisEU3Fx4E4mOiZjUYxIICE7lnMJ3e7/DqIOjcKngEu0mx1E6oxBnF4fbi29jVs9ZYDKY+D3/dww/MByD9g1CVG4U7Y52zbubI2p2FHKW58DR1BGyTFlc513HxKMT0WdXHxzJPEK7o93enXvj8IzDyHfNx8rvVqKNTBvcfnYbs07NgmGwIfbc3kO7U8E9OvbAnsl7UOxWjHVD1kFFXgU5z3OwIHoBdAN04Zvsi/Lqcqo1hdBU1YTveF/w3fn4afhP6KTYCUVvirAiZgU4fhxsvr4ZrytfU60phLqSOjaP3Aw+l48dY3egW9tueFb+DN/Hfw+2Lxse8R4oKS+hWlOIdgrt4DHUA8XcYuyauAu67XXxsvIlvBK8wPHjwO13N/De8KjWFEJJTgmuA12R75KPg9MOwkTdBO+q3+G35N+g5aeFRWcXIe9FHtWaQsjLyMOpnxNylufg9KzTGNBtAD7UfsDOtJ3QD9THnNNzkFGSQbVmi/Nt8fEvsWBb4Nycc8halgW73naQYcrgStEVjD08FmZ7zHAi+wTtJsd+Gv1wwuYE8lbmYanZUsiz5AUZFj1DeiIsPYx2p4KN1IwQNjUMhW6FWD1oNZTllJFVmoX5UfOhF6CHwFuBqKiRXCSwOGi100LghEDwuDxsGrYJHdp0QP6rfCw5vwTa/tqUZ1g0hkZbDWwbvQ18Lh/bRm1DF+UueFz2GKviVoHty8amq5vw/P1zqjWF6NCmAzZabgSPy0OgVSC02mnhecVzbLy6EZq+mlh9cTUelz2mWlOItvJtsWrQKhS6FSJsShgMOxnibdVfGRZLzy+lNMOiMRRkFLCk/xLkrczDCZsT6KfRDxU1FQhICYBugC7souyQ9WcW1ZpCyLJkYdfHDplLM3F+znkMZQ9FTX0N9qXvg1GwEWacmIFbj29RrSkEi8nCDKMZ+MPpD1x1uIpxuuNQT+pxPPs4+u7uS3kGVUvzbfHxlZiom+Dg9IMocC2A20A3KMoqIr0kHbanbWEQZICdqTtpdypYr4Medk7aCR6XJ7TxyemsE3QCdPBb0m+02/jUXaU7fhv7G/hcPjaP2Aw1RTXw3vLgGusKti8bXte88LLiJdWaQqgpqcFrhBd4XB58x/lCU0UTJeUl8LjsAbYfG+suraPdxmVVBVWss1iHIrci7Jm0B/od9IU2Lq+MWYmi10VUawrx943LR2YcQe/OvfG+5r1g47JjtCPtNi7LseTg2NcR95bfw5nZZzCo+yBU1VVh9+3dMAgywKyIWbj99DbVmkKwmCzM6jkLac5puGR3CaO0R6GO1OFw5mH03tUbE49ORCIvkVaTI4PBwMQeE3Hd8brQxuWo+1Ew32eO4eHDEZsfSzvn4VrDETs/FulL0jHHZA6YDCbiCuIw6uAoDAwdiNM5p2l3KfdL+bb4aCHYqmz4jfcDn8uHp6UnOrbpiMLXhVgesxxa/lrYkriFdqeCOyt3Fmx8+nXMr+jatiuevnuKtZfWgu3HxobLG/Bn+Z9UawrRvk17bBi2ATwuDyETQqDTXgcvK1/CM8ETbD82uLFc8N/ym/9GEkRZThlccy4KXAtwYNoB9FTribKqMmxP2g4tfy04n3XGg5cPqNYUQkFGAc5mzshdkYtTM0+hf9f+qKytRHBqMPQD9TH39FzcLblLtaYQMkwZzO01FxlLMhAzNwaWHEvU1NcgPCMcxiHGmHZ8GpIfJVOtKQSTwcRUw6m4ufAmri+4jgn6E1BP6hGRE4H+e/tj9MHRiC+Mp93kOFpnNOLt45HmnIaZxjPBAAMxD2MwLHwYhoQNQfT9aNpdyv28cfne8ntYYLoAMkwZJPASYHXECn1398XRrKO0O1tt2sUUR62PIt8lHyu+WwEFGQWkPk2FTYQNjIKNsPf2XtqdrRaXb4uPFqajYkf8OPxH8Lg8BIwPAEeVg9L3pdhwZQPYfmysiVuDJ2VPqNYUQkVeBWsGr0GhayFCJ4fCoKMB3nx4gy03toDjx8Gy88tQ8KqAak0h2si2wbLvliFvZR6OWx+HaRdTVNRUwP+WP3QDdGEfZY/s0myqNYWQZcnCvo89Mpdl4qztWQzRHILqumqEpofCMMgQNidtkPoklWpNIVhMFqyNrZGyKAWX7S9jrO5Y1JE6HMs+BtPdprA6YoVrxddoNzla6Vvh2oJr+MPpD0w3nA4GGIjOi8bgsMEYtn8YLjy4QDvnoZyhuDD3AjKXZmJ+7/lgMVi4XHQZYw6NQf+9/XHy3knaHe2adTXDyZknkbcyD4v7LYY8Sx7Jj5Mx7cQ0mISYIDwjnHYbl43VjLF/6n4UuhbC3dwdSrJKuPvnXcyLnAf9QH0EpQTR7lKudnttBE0IAo/Lww9Df0B7hfZ4+OohFp9fDC1/LWy/uZ12l3Kb49vio5VQklOCy0AXPHR5iEPTD8FE3QTl1eXYkbwD2v7acIp2wv0X96nWFEKw8WlFDiJnRWJAtwFCGRa2p2yR/iydak0hPmdY3Fl8BxfnX8RI7ZFSkWEx2WAybiy8gRuONzC5x2QQEJzOPY0BoQNom2ExUnskLs6/iDuL72B2z9lgMpiIzY/FiAMjYL7PnJYblz9nWOSsyMFC04WQZcoikZ8oyLA4nHmYthkW+a75cBnggjYybQQZFobBhtidtpt2G5f1O+pj9+TdKOYWY/2Q9VCRV0Hui1w4RjtCN0AXPsk+tLuUq6mqCZ9xPuC78+E9whudFDuh+E0xXH53AcePA+8Eb7yqfEW1phDqSurwHukNHpcHn7E+6Na2G0rKS7Aufh1tM6hE8f9m8VFdUwcUWQJZtgiJyPn4XALIsmQxv/d8ZC7NxIW5FwQbn8IywmAc3HSGRXVNHT48NAeybBEeVSwxZyaDielG0wUbn8brjUc9qReU7zWVYVFdU4dXub2BLFucvFAqMWcGg4GxumNx2f4yUhalwNrIWuwMi+qaOjzO1AOybHEh7r3EnAFgCHsIzs45i6xlWbDvY98gw0JU+V51TR3y0jSALFtcvUok6txXoy+O2xzHg5UPsKz/MkGGRXPle9U1dUhPVgWybHHrRhuJOht2MsS+qftQ5FaENYPWQFlOGdml2bCLsms2w6K2lgBFlkiK4cDveIbEvLXaaSHAKgB8d74gw+Lv5XtNZVh8ds66bCJR5y7KXbB19FbwuXz8MvoXaChr4HHZY6yOW91shsXnz+jixEESde7QpgN+GPYDeFwegqyCoNVOCy8qXmDTtU3Nlu99dn6VMk6izm3l28J9kDsK3Qqxf+p+GHUyEjuDqrqmDn7HM+DyS5JEnRvQOiGr/x6JFcupPmmxMp0vJYmfRKYemyoUwWy535LEPIgRxBk3WgBEobOo8r2IexGCOGO6OTdWvmccbEzC08MFccZ0c/5cvqf0s5LAWdtPmwSnBAvK9+jmLE75Ht2cRZXv/Xj1R/L8/XPBuEZL2ijyFrd8j07OTZXvFbwqEHJuUNJGkbOo8j2HKAdyr/QeLZ1Fle/ZnLQhqU9ShZxb8++Q8m6Xx48fk3nz5pEOHTqQNm3akD59+pC0NPHaB1t68bHWP5kAdZ8e5G+Pj1+j6sOPEEJySnOI4xlHIvuTrOAN03tnbzJxwz7aOosq3xvjsZO2zo2V73X36U5GfB9IW+fGyvfUtqsRizU+tHUWVb43cNUvtHUWVb7nGuNKlvxykZbeosr3nKKdiNPWC7R0bqx8j+nFJLanbInDz2do6SyqfG/y0clkrvcp2jqLKt+b6Xms1Z0pXXy8evWKcDgcsmDBAnLr1i1SVFRE4uPjSX6+eKVbLbn4qKqu/bTK++cv+69fOqvd4xZt9fs3PHr7iKyKXUWUtygTbGISqPBp7yxUviclzkLle1LiLFS+JyXOQuV7UuLcoHxPCrwblO9JgXOD8j0pcCbkH+V7UuIsVL4nIecvmb8ZhLTsrrb169fj5s2bSExMFGt8VVUVqqr+uj5cVlYGTU1NvH37FioqKl/l4nc8A+5zTJsdN2zTj+g7iPqdwq8/vMbBMzzgwLVmx9LFuby6HPsi86XK+UPtB+yLLEDt/kvNjqWLc01dDcKji1Gx90KzY+niXE/qcfjsY7zeFdnsWLo4E0IQXxSPnBQ1qXpPJz1KQupNRalyTi9Jx/VrDKlyznuZh9hLlVLlzHvLw5nfX4vl7HssA1xb03/9s8rKyqCqqirW/C3zr3+KCM6ePYtx48Zh5syZSEhIQLdu3bB8+XI4Ozs3On7r1q3w8vJqaQ0AQAFPvNulrt97gOvM463i8MWU24o17JvzV1Imhc6vpND5uRQ6A9L5nv7mLBn+w87izpktQYsvPgoLC7Fz506sWrUK//vf/5CSkgJXV1fIy8vD3t6+wXgPDw+sWrVK8PzzmY+WQJejKNY4U70umGDxvxb5mV9LChQRf7r5cSY6nTBFypx7cFRgI2XOWt0VMMfCAwwwWl+qGcR17qrBhIOUOXdSr4XTkHVgMVitLyUG4noPNzHEYCl7Tw/r2QMWUuY8xFgXllLmbG6ohZFS5izunNkifNUFnkaQlZUlgwYNEvqai4sLMTc3F+v1kt7zARUewSYWmR0xm9x5euerf6bknJlk0tFJJJGXSLXyFzmPPDCSXMy/KLirRxqcB+4dSCJzIkldfZ3UOPcK6UUO3T1EqmurpcZZL0CP7ErdRSprKil1/hLvrr9qkh1JO0jZhzKqlcV27rhVnXgneJOXFS+pVhbbWXmzKll/aT159u4Z1cpiO8t7KRKXGBdS/LqYamWJ7X/8kvm7xXM+NDQ0YGxsLPQ1IyMj8PmSj7yWk2Vh1U+ff+4/8x0+Ptea4w8w6wQZFlSX94jj3GNeCBhMIsiwsAizwLm8c5QFPInjbGy3FzIyTFwpuoJxh8fBbI+ZyAwLSSCOs+mCA1CQkxOU7zWVYSEJxHHuv/AIlBUUkVWaBbsoO+gH6iPwVqDIDIvWRhznwc4R6KDUTijDguryPXG8FadswNP3j7A6bjU4fhxsvLJRZIaFJBDHWWXqj3hZVYqNVzc2m2EhCcRx7jDdG+W1f5XvLTm3hNLyPXGcO1tvRRWpQGBKIHQDdDE/cj4y/8yUqOffEcd5ldcjyMlK8MzjVy1zGmHOnDnEwsJC6GtcLrfB2RBRSCzno91jwa1FojIsTt07JciwkDSN3o/9N+fGMix6BvckBzIOUHa025zz5wwLxZ8VBc46/jokJCVEkGFBN2dxMizo5iwqw8Lzqid58f4FLZ3FzbCgwrtBZsYn76YyLApfFdLSWVSGxYIzC0hOaQ6lzg0yMz45i8qwmHlyJkl7Il6Eg6Sd6+vrSXxBPBl9cLTQLa8TjkwgCcUJlJ35be7v8Guh9FbblJQUIiMjQ37++Wfy8OFDcuTIEaKoqEgOHz4s1utbY/FBCCHvKisIHCwJrG3JloNJjZ5eEpVhsSdtD/lQ86FFfcShqrqWKDiNJ7C2JR57Lzbq3FiGhaaPJvFN9iXvqt5R4qy2fCaBtS1ZERzRqHNjGRbqv6qTzQmbyauKV5Q467o7EVjbEgef/Y06i8qw8Ij3ICXvSihx7rPOjcDalszYFtCos6gMC7ff3QjvDY8SZ4uNPxBY25LRXpsbdRaVYbEoehHJe5EncWdCCPG87E3gYEmMl3gT32PpDbwby7BgebHInFNzSMazDEqcd93aS+BgSbScPBp1FpVhMeXYFHKTf5MS59PZZwgcLIm6vZtIZ1EZFnH5cZRM6DeKkgkcLInyHOdGnQkhJO1JGpkVMYswvZgCZ/NQcxKVG0XJpdyq6lrieyydrNx2U6Tzv4XykLFz584RExMTIi8vTwwNDcmePXvEfm1rLT6qaqsE//BvKt80OVYow+LTa7r81oVsS9zW7Gtbms9H3M198AplWHxybr+tPdl4ZSMpLS+VkO1HDAINCDxBEooTmhwnlGHxyVl5izJZFbuKPHr7SEK2H7Hcb0ngCXIy+2ST44QyLD45y3vLk6XnlpL8l+Jl2bQUsyJmEXiCBN4KbHJcgwyLT0e7dpF2JOvPLAnZfsQlxoXAE2TD5Q1NjmuQYfHpaHfGiRnk1uNbErL9yOaEzQSeIIuiFzU5rkGGxafHuEPjyJXCKxKdHENvhwoCsZpDKMPik7NFmAU5n3deos7n8s4ReIIM2Dug2bFCGRafnPvt7kdOZJ+Q6NnqlMcpBJ4gbF92s2MfvnxIlpxbQuS95QXOhkGGJOxOmCBxWdqhdM8HAEyaNAlZWVn48OEDcnNzRd5mS1fUlNTw04ifwHfnw2esD7qrdEdJeQnWX15P2/KedgrtsN5iPYq5xdg9aTf0Oujh9YfX8L7uDY4fBy4xLih+U0y1phCKsopYOWAlHro8xOHph9FLvRfKq8vh84cPdPx1sDB6IXKf51KtKYS8jDwW9l2InBU5iJodBfPu5kLle7NPzcadZ3eo1hTic/ne7cW3ETc/DqO0R0lF+d6kHpOQ6JiImwtvYorBFBAQROZGYmDoQNqW743QHoHY+bG4s/gObE1swWQwcbHgIkYeHAnzfeaIzI2kbfle7opcOPV1gixTFjf4NwTle4fuHqJt+V6BawFcB7hCUVZRUL5nEGSAXWm7aFe+p9dBD7sm7UIxtxgeFh5QlVfF/Rf3sfDsQuj462BH0g7ale+1Jq2y+PivoCynDPdB7ihwLUD41HAYqxmLXd5DFQoyClhsthj3V9xHxMwImGmYobK2EkGpQdAL0MO8yHmUbnxqDFmWLOb1noe7S+8iZm4MhnGGoaa+Bvsz9sM4pOnyPapgMpiYZjgNSQuTkLAgAVZ6Vqgn9Th57yTM9pg1Wb5HFQwGA2N0xyDePh6pzqmwMbYRu3yPSgZrDka0bTSyl2XDoY9Dg/K9Y1nHKNu4LIq+Gn1xzPoYHro8xPL+ywXle9YnrWEUbITQO6GUbVwWhUEnA4ROCUUxtxhrB69FW7m2yC7Nhv0Z+2bL96iC044Dfyt/8Lg8QflewesCLLuwDBw/TpPle1TRRbkLtozaAr47H9tHb4eGsgaevHuCNZfWNFu+91/i2+JDDORYcnAwdUDWsixE20ZjsOZgVNdVY++dvTAIMsDMiJlIe5pGtaYQLCYLNsY2SHVORbxdPMbojEEdqcPRrKPos6sPJhyZgITiBNpNjlb6VkhYkIBkp2RMM5wGADhz/wwG7RsEy3BLxDyMoZ3zMM4wxMyLwd2ldzGv1zywGCxcKryE0YdG47u93yHiXgTq6ilqjhRB/679ETEzAvdX3odzP2fIseSQ9CgJU49PRa+dvXAg4wCq66qp1hSip3pPhE8LR6FrIbgDuVCSVUJGSQbmRs5Fj8AeCEkNQWVNJdWaQui010HwxGDwuDxsGLoB7RTa4cHLB3A+5wxtf238evNXlFWVUa0pRNe2XbF9zHbw3fnYMnILOit1Bv8tH26xbuD4ceB5zRMvKl5QrSlEJ8VO8BzuCT6XD//x/mCrslH6vhT/u/I/sH3ZWBu3Fk/fPaVaUwgVeRWsHbIWRW5FCJ0cih4de+DNhzf4OfFncPw4WH5hOQpfF1Kt2Wp8W3x8AUwGE1MMpuDmwptIdEzEpB6TQEBwKucUvtv7HUYdHIVLBZdoNzmO0hmFOLs43F58G7N6zgKTwcTv+b9j+IHhGLRvEKJyo2h3tGve3RxRs6OQszwHjqaOkGXK4jrvOiYenYg+u/rgSOYR2h3t9u7cG4dnHEa+az5WfrcSbWTa4Paz25h1ahYMgw2x5/Ye2p0K7tGxB/ZM3oNit2KsG7IOKvIqyHmegwXRC6AboAvfZF+UV5dTrSmEpqomfMf7gu/Ox0/Df0InxU4oelOEFTErwPHjYPP1zXhd+ZpqTSHUldSxeeRm8Ll87Bi7A93adsOz8mf4Pv57sH3Z8Ij3QEl5CdWaQrRTaAePoR4o5hZj18Rd0G2vi5eVL+GV4AWOHwduv7uB94ZHtaYQSnJKcB3oinyXfBycdhAm6iZ4V/0OvyX/Bi0/LSw6uwh5L/Ko1hRCXkYeTv2ckLM8B6dnncaAbgPwofYDdqbthH6gPuacnoOMkgyqNVucb4uPf4kF2wLn5pxD1rIs2PW2gwxTBleKrmDs4bEw22OGE9knaDc59tPohxM2J5C3Mg9LzZZCniUvyLDoGdITYelhtDsVbKRmhLCpYSh0K8TqQauhLKeMrNIszI+aD70APQTeCkRFjeQigcVBq50WAicEgsflYdOwTejQpgPyX+Vjyfkl0PbXpjzDojE02mpg2+ht4HP52DZqG7ood8HjssdYFbcKbF82Nl3dhOfvn1OtKUSHNh2w0XIjeFweAq0CodVOC88rnmPj1Y3Q9NXE6our8bjsMdWaQrSVb4tVg1ah0K0QYVPCYNjJEG+r/sqwWHp+KaUZFo2hIKOAJf2XIG9lHk7YnEA/jX6oqKlAQEoAdAN0YRdlh6w/s6jWFEKWJQu7PnbIXJqJ83POYyh7KGrqa7AvfR+Mgo0w48QM3Hp8i2pNIVhMFmYYzcAfTn/gqsNVjNMdh3pSj+PZx9F3d1/KM6hamm+Lj6/ERN0EB6cfRIFrAdwGukFRVhHpJemwPW0LgyAD7EzdSbtTwXod9LBz0k7wuDyhjU9OZ52gE6CD35J+o93Gp+4q3fHb2N/A5/KxecRmqCmqgfeWB9dYV7B92fC65oWXFS+p1hRCTUkNXiO8wOPy4DvOF5oqmigpL4HHZQ+w/dhYd2kd7TYuqyqoYp3FOhS5FWHPpD3Q76AvtHF5ZcxKFL0uolpTiL9vXD4y4wh6d+6N9zXvBRuXHaMdabdxWY4lB8e+jri3/B7OzD6DQd0HoaquCrtv74ZBkAFmRczC7ae3qdYUgsVkYVbPWUhzTsMlu0sYpT0KdaQOhzMPo/eu3ph4dCISeYm0mhwZDAYm9piI647XhTYuR92Pgvk+cwwPH47Y/FjaOQ/XGo7Y+bFIX5KOOSZzwGQwEVcQh1EHR2Fg6ECczjlNu0u5X8q3xUcLwVZlw2+8H/hcPjwtPdGxTUcUvi7E8pjl0PLXwpbELbQ7FdxZubNg49OvY35F17Zd8fTdU6y9tBZsPzY2XN6AP8v/pFpTiPZt2mPDsA3gcXkImRACnfY6eFn5Ep4JnmD7scGN5YL/VvJpuk2hLKcMrjkXBa4FODDtAHqq9URZVRm2J22Hlr8WnM8648HLB1RrCqEgowBnM2fkrsjFqZmn0L9rf1TWViI4NRj6gfqYe3ou7pbcpVpTCBmmDOb2mouMJRmImRsDS44lauprEJ4RDuMQY0w7Pg3Jj5Kp1hSCyWBiquFU3Fx4E9cXXMcE/QmoJ/WIyIlA/739MfrgaMQXxtNuchytMxrx9vFIc07DTOOZYICBmIcxGBY+DEPChiD6fjTtLuV+3rh8b/k9LDBdABmmDBJ4CbA6YoW+u/viaNZR2p2tNu1iiqPWR5Hvko8V362AgowCUp+mwibCBkbBRth7ey/tzlaLy7fFRwvTUbEjfhz+I3hcHgLGB4CjykHp+1JsuLIBbD821sStwZOyJ1RrCqEir4I1g9eg0LUQoZNDYdDRAG8+vMGWG1vA8eNg2fllKHhVQLWmEG1k22DZd8uQtzIPx62Pw7SLKSpqKuB/yx+6Abqwj7JHdmk21ZpCyLJkYd/HHpnLMnHW9iyGaA5BdV01QtNDYRhkCJuTNkh9kkq1phAsJgvWxtZIWZSCy/aXMVZ3LOpIHY5lH4PpblNYHbHCteJrtJscrfStcG3BNfzh9AemG04HAwxE50VjcNhgDNs/DBceXKCd81DOUFyYewGZSzMxv/d8sBgsXC66jDGHxqD/3v44ee8k7Y52zbqa4eTMk8hbmYfF/RZDniWP5MfJmHZiGkxCTBCeEU67jcvGasbYP3U/Cl0L4W7uDiVZJdz98y7mRc6DfqA+glKCaHcpV7u9NoImBIHH5eGHoT+gvUJ7PHz1EIvPL4aWvxa239xOu0u5zfFt8dFKKMkpwWWgCx66PMSh6Ydgom6C8upy7EjeAW1/bThFO+H+i/tUawoh2Pi0IgeRsyIxoNsAoQwL21O2SH+WTrWmEJ8zLO4svoOL8y9ipPZIqciwmGwwGTcW3sANxxuY3GMyCAhO557GgNABtM2wGKk9EhfnX8SdxXcwu+dsMBlMxObHYsSBETDfZ07LjcufMyxyVuRgoelCyDJlkchPFGRYHM48TNsMi3zXfLgMcEEbmTaCDAvDYEPsTttNu43L+h31sXvybhRzi7F+yHqoyKsg90UuHKMdoRugC59kH9pdytVU1YTPOB/w3fnwHuGNToqdUPymGC6/u4Djx4F3gjdeVb6iWlMIdSV1eI/0Bo/Lg89YH3Rr2w0l5SVYF7+OthlUovh/s/iorqkDiiyBLFuEROR8fC4BZFmymN97PjKXZuLC3AuCjU9hGWEwDm46w6K6pg4fHpoDWbYIjyqWmDOTwcR0o+mCjU/j9cajntQLyveayrCorqnDq9zeQJYtTl4olZgzg8HAWN2xuGx/GSmLUmBtZC12hkV1TR0eZ+oBWba4EPdeYs4AMIQ9BGfnnEXWsizY97FvkGEhqnyvuqYOeWkaQJYtrl4lEnXuq9EXx22O48HKB1jWf5kgw6K58r3qmjqkJ6sCWba4daONRJ0NOxli39R9KHIrwppBa6Asp4zs0mzYRdk1m2FRW0uAIkskxXDgdzxDYt5a7bQQYBUAvjtfkGHx9/K9pjIsPjtnXTaRqHMX5S7YOnor+Fw+fhn9CzSUNfC47DFWx61uNsPi82d0ceIgiTp3aNMBPwz7ATwuD0FWQdBqp4UXFS+w6dqmZsv3Pju/ShknUee28m3hPsgdhW6F2D91P4w6GYmdQVVdUwe/4xlw+SVJos4NaJ2Q1X+PxIrlVJ+0WJnOl5LETyJTj00VimC23G9JYh7ECOKMGy0AotBZVPlexL0IQZwx3ZwbK98zDjYm4enhgjhjujl/Lt9T+llJ4Kztp02CU4IF5Xt0cxanfI9uzqLK9368+iN5/v65YFyjJW0UeYtbvkcn56bK9wpeFQg5Nyhpo8hZVPmeQ5QDuVd6j5bOosr3bE7akNQnqULOrfl3SHm3y9fQ0ouPtf7JBKj79CB/e3z8GlUffoQQklOaQxzPOBLZn2QFb5jeO3uTiRv20dZZVPneGI+dtHVurHyvu093MuL7QNo6N1a+p7ZdjVis8aGts6jyvYGrfqGts6jyPdcYV7Lkl4u09BZVvucU7USctl6gpXNj5XtMLyaxPWVLHH4+Q0tnUeV7k49OJnO9T9HWWVT53kzPY63u/G3x8Ymq6tpPq7x//rL/+qWz2j1u0Va/f8Ojt4/IqthVRHmLMsEmJoEKn/bOQuV7UuIsVL4nJc5C5XtS4ixUviclzg3K96TAu0H5nhQ4NyjfkwJnQv5RviclzkLlexJy/pL5W4aaiz2SIeR0FuremjYxgom6N90wZvOP6DuI+p3CM4xm4OAZHlCm2cQo+jnvi8yXKudphtOwL7IAtVLkPFF/IsKji1EhRc5jdcei9J4xXkuR81D2UFTVVSEnRU1q3tNmGmaoqq1C6k1FqXE27GSIytpKXL/GkBpntiob4/TGIfZSpdQ4d2zTEZMNJuPM76/Fcg45nQGuralE3P7Ti48Cnni3S12/9wDXmcdbP1oIiAAAdIpJREFU2UZMym3FGvbN+Sspk0LnV1Lo/FwKnQHpfE9/c5YM/2FncefMluA/vfjQ5SiKNc5UrwsmWPyvlW3EIwWKiD/d/DgTnU6YImXOPTgqsJEyZ63uCphj4QEGGK0v1QziOnfVYMJBypw7qdfCacg6sBis1pcSA3G9h5sYYrCUvaeH9ewBCylzHmKsC0spczY31MJIKXMWd85sEb7qAk8rIOk9H1DhEWxikdkRs8mdp3da4P9AUs5MMunoJJLIS6Ra+YucRx4YSS7mXxTc1SMNzgP3DiSROZGkrr5Oapx7hfQih+4eItW11VLjrBegR3al7iKVNZWUOn+Jd9dfNcmOpB2k7EMZ1cpiO3fcqk68E7zJy4qXVCuL7ay8WZWsv7SePHv3jGplsZ3lvRSJS4wLKX5dTLWyxPY/fsn8/Z/O+ZCTZWHVT5+jtv+Z7/DxudYcf4BZJ8iwoLq8RxznHvNCwGASQYaFRZgFzuWdoyzgSRxnY7u9kJFh4krRFYw7PA5me8xEZlhIAnGcTRccgIKcnKB8r6kMC0kgjnP/hUegrKCIrNIs2EXZQT9QH4G3AkVmWLQ24jgPdo5AB6V2QhkWVJfvieOtOGUDnr5/hNVxq8Hx42DjlY0iMywkgTjOKlN/xMuqUmy8urHZDAtJII5zh+neKK/9q3xvybkllJbviePc2XorqkgFAlMCoRugi/mR85H5Z6ZEPf+OOM6rvB5BTlaCZx6/apnTCkgs56PdY8GtRaIyLE7dOyXIsJA0jd6P/TfnxjIsegb3JAcyDlB2tNuc8+cMC8WfFQXOOv46JCQlRJBhQTdncTIs6OYsKsPC86onefH+BS2dxc2woMK7QWbGJ++mMiwKXxXS0llUhsWCMwtITmkOpc4NMjM+OYvKsJh5ciZJe5JGS+f6+noSXxBPRh8cLXTL64QjE0hCcQJlZ36b+zv8Wr7datsI7yorCBwsCaxtyZaDSY2eXhKVYbEnbQ/5UPOhRX3Eoaq6lig4jSewtiUeey826txYhoWmjybxTfYl76reUeKstnwmgbUtWREc0ahzYxkW6r+qk80Jm8mrileUOOu6OxFY2xIHn/2NOovKsPCI9yAl70ooce6zzo3A2pbM2BbQqLOoDAu3390I7w2PEmeLjT8QWNuS0V6bG3UWlWGxKHoRyXuRJ3FnQgjxvOxN4GBJjJd4E99j6Q28G8uwYHmxyJxTc0jGswxKnHfd2kvgYEm0nDwadRaVYTHl2BRyk3+TEufT2WcIHCyJur2bSGdRGRZx+XGUTOg3ipIJHCyJ8hznRp0JISTtSRqZFTGLML2YAmfzUHMSlRtFyaXcqupa4nssnazcdlOk87/l2+KjEapqqwT/8G8q3zQ5VijD4tNruvzWhWxL3Nbsa1uaz0fczX3wCmVYfHJuv6092XhlIyktL5WQ7UcMAg0IPEESihOaHCeUYfHJWXmLMlkVu4o8evtIQrYfsdxvSeAJcjL7ZJPjhDIsPjnLe8uTpeeWkvyX+RKy/cisiFkEniCBtwKbHNcgw+LT0a5dpB3J+jNLQrYfcYlxIfAE2XB5Q5PjGmRYfDranXFiBrn1+JaEbD+yOWEzgSfIouhFTY5rkGHx6THu0DhypfCKRCfH0NuhgkCs5hDKsPjkbBFmQc7nnZeo87m8cwSeIAP2Dmh2rFCGxSfnfrv7kRPZJyR6tjrlcQqBJwjbl93s2IcvH5Il55YQeW95gbNhkCEJuxMmSFyWdr7t+fhK1JTU8NOIn8B358NnrA+6q3RHSXkJ1l9eT9vynnYK7bDeYj2KucXYPWk39Dro4fWH1/C+7g2OHwcuMS4oflNMtaYQirKKWDlgJR66PMTh6YfRS70XyqvL4fOHD3T8dbAweiFyn+dSrSmEvIw8FvZdiJwVOYiaHQXz7uZC5XuzT83GnWd3qNYU4nP53u3FtxE3Pw6jtEdJRfnepB6TkOiYiJsLb2KKwRQQEETmRmJg6EDalu+N0B6B2PmxuLP4DmxNbMFkMHGx4CJGHhwJ833miMyNpG35Xu6KXDj1dYIsUxY3+DcE5XuH7h6ibflegWsBXAe4QlFWUVC+ZxBkgF1pu2hXvqfXQQ+7Ju1CMbcYHhYeUJVXxf0X97Hw7ELo+OtgR9IO2pXvtSbfFh9NoCynDPdB7ihwLUD41HAYqxmLXd5DFQoyClhsthj3V9xHxMwImGmYobK2EkGpQdAL0MO8yHmUbnxqDFmWLOb1noe7S+8iZm4MhnGGoaa+Bvsz9sM4pOnyPapgMpiYZjgNSQuTkLAgAVZ6Vqgn9Th57yTM9pg1Wb5HFQwGA2N0xyDePh6pzqmwMbYRu3yPSgZrDka0bTSyl2XDoY9Dg/K9Y1nHKNu4LIq+Gn1xzPoYHro8xPL+ywXle9YnrWEUbITQO6GUbVwWhUEnA4ROCUUxtxhrB69FW7m2yC7Nhv0Z+2bL96iC044Dfyt/8Lg8QflewesCLLuwDBw/TpPle1TRRbkLtozaAr47H9tHb4eGsgaevHuCNZfWNFu+91/i2+JDDORYcnAwdUDWsixE20ZjsOZgVNdVY++dvTAIMsDMiJlIe5pGtaYQLCYLNsY2SHVORbxdPMbojEEdqcPRrKPos6sPJhyZgITiBNpNjlb6VkhYkIBkp2RMM5wGADhz/wwG7RsEy3BLxDyMoZ3zMM4wxMyLwd2ldzGv1zywGCxcKryE0YdG47u93yHiXgTq6ilqjhRB/679ETEzAvdX3odzP2fIseSQ9CgJU49PRa+dvXAg4wCq66qp1hSip3pPhE8LR6FrIbgDuVCSVUJGSQbmRs5Fj8AeCEkNQWVNJdWaQui010HwxGDwuDxsGLoB7RTa4cHLB3A+5wxtf238evNXlFWVUa0pRNe2XbF9zHbw3fnYMnILOit1Bv8tH26xbuD4ceB5zRMvKl5QrSlEJ8VO8BzuCT6XD//x/mCrslH6vhT/u/I/sH3ZWBu3Fk/fPaVaUwgVeRWsHbIWRW5FCJ0cih4de+DNhzf4OfFncPw4WH5hOQpfF1Kt2Wp8W3x8AUwGE1MMpuDmwptIdEzEpB6TQEBwKucUvtv7HUYdHIVLBZdoNzmO0hmFOLs43F58G7N6zgKTwcTv+b9j+IHhGLRvEKJyo2h3tGve3RxRs6OQszwHjqaOkGXK4jrvOiYenYg+u/rgSOYR2h3t9u7cG4dnHEa+az5WfrcSbWTa4Paz25h1ahYMgw2x5/Ye2p0K7tGxB/ZM3oNit2KsG7IOKvIqyHmegwXRC6AboAvfZF+UV5dTrSmEpqomfMf7gu/Ox0/Df0InxU4oelOEFTErwPHjYPP1zXhd+ZpqTSHUldSxeeRm8Ll87Bi7A93adsOz8mf4Pv57sH3Z8Ij3QEl5CdWaQrRTaAePoR4o5hZj18Rd0G2vi5eVL+GV4AWOHwduv7uB94ZHtaYQSnJKcB3oinyXfBycdhAm6iZ4V/0OvyX/Bi0/LSw6uwh5L/Ko1hRCXkYeTv2ckLM8B6dnncaAbgPwofYDdqbthH6gPuacnoOMkgyqNVucb4uPf4kF2wLn5pxD1rIs2PW2gwxTBleKrmDs4bEw22OGE9knaDc59tPohxM2J5C3Mg9LzZZCniUvyLDoGdITYelhtDsVbKRmhLCpYSh0K8TqQauhLKeMrNIszI+aD70APQTeCkRFjeQigcVBq50WAicEgsflYdOwTejQpgPyX+Vjyfkl0PbXpjzDojE02mpg2+ht4HP52DZqG7ood8HjssdYFbcKbF82Nl3dhOfvn1OtKUSHNh2w0XIjeFweAq0CodVOC88rnmPj1Y3Q9NXE6our8bjsMdWaQrSVb4tVg1ah0K0QYVPCYNjJEG+r/sqwWHp+KaUZFo2hIKOAJf2XIG9lHk7YnEA/jX6oqKlAQEoAdAN0YRdlh6w/s6jWFEKWJQu7PnbIXJqJ83POYyh7KGrqa7AvfR+Mgo0w48QM3Hp8i2pNIVhMFmYYzcAfTn/gqsNVjNMdh3pSj+PZx9F3d1/KM6hamm+Lj6/ERN0EB6cfRIFrAdwGukFRVhHpJemwPW0LgyAD7EzdSbtTwXod9LBz0k7wuDyhjU9OZ52gE6CD35J+o93Gp+4q3fHb2N/A5/KxecRmqCmqgfeWB9dYV7B92fC65oWXFS+p1hRCTUkNXiO8wOPy4DvOF5oqmigpL4HHZQ+w/dhYd2kd7TYuqyqoYp3FOhS5FWHPpD3Q76AvtHF5ZcxKFL0uolpTiL9vXD4y4wh6d+6N9zXvBRuXHaMdabdxWY4lB8e+jri3/B7OzD6DQd0HoaquCrtv74ZBkAFmRczC7ae3qdYUgsVkYVbPWUhzTsMlu0sYpT0KdaQOhzMPo/eu3ph4dCISeYm0mhwZDAYm9piI647XhTYuR92Pgvk+cwwPH47Y/FjaOQ/XGo7Y+bFIX5KOOSZzwGQwEVcQh1EHR2Fg6ECczjlNu0u5X8q3xUcLwVZlw2+8H/hcPjwtPdGxTUcUvi7E8pjl0PLXwpbELbQ7FdxZubNg49OvY35F17Zd8fTdU6y9tBZsPzY2XN6AP8v/pFpTiPZt2mPDsA3gcXkImRACnfY6eFn5Ep4JnmD7scGN5YL/lt/8N5IgynLK4JpzUeBagAPTDqCnWk+UVZVhe9J2aPlrwfmsMx68fEC1phAKMgpwNnNG7opcnJp5Cv279kdlbSWCU4OhH6iPuafn4m7JXao1hZBhymBur7nIWJKBmLkxsORYoqa+BuEZ4TAOMca049OQ/CiZak0hmAwmphpOxc2FN3F9wXVM0J+AelKPiJwI9N/bH6MPjkZ8YTztJsfROqMRbx+PNOc0zDSeCQYYiHkYg2HhwzAkbAii70fT7lLu543L95bfwwLTBZBhyiCBlwCrI1bou7svjmYdpd3ZatMupjhqfRT5LvlY8d0KKMgoIPVpKmwibGAUbIS9t/fS7my1uHxbfLQwHRU74sfhP4LH5SFgfAA4qhyUvi/FhisbwPZjY03cGjwpe0K1phAq8ipYM3gNCl0LETo5FAYdDfDmwxtsubEFHD8Olp1fhoJXBVRrCtFGtg2WfbcMeSvzcNz6OEy7mKKipgL+t/yhG6AL+yh7ZJdmU60phCxLFvZ97JG5LBNnbc9iiOYQVNdVIzQ9FIZBhrA5aYPUJ6lUawrBYrJgbWyNlEUpuGx/GWN1x6KO1OFY9jGY7jaF1RErXCu+RrvJ0UrfCtcWXMMfTn9guuF0MMBAdF40BocNxrD9w3DhwQXaOQ/lDMWFuReQuTQT83vPB4vBwuWiyxhzaAz67+2Pk/dO0u5o16yrGU7OPIm8lXlY3G8x5FnySH6cjGknpsEkxAThGeG027hsrGaM/VP3o9C1EO7m7lCSVcLdP+9iXuQ86AfqIygliHaXcrXbayNoQhB4XB5+GPoD2iu0x8NXD7H4/GJo+Wth+83ttLuU2xzfFh+thJKcElwGuuChy0Mcmn4IJuomKK8ux47kHdD214ZTtBPuv7hPtaYQgo1PK3IQOSsSA7oNEMqwsD1li/Rn6VRrCvE5w+LO4ju4OP8iRmqPlIoMi8kGk3Fj4Q3ccLyByT0mg4DgdO5pDAgdQNsMi5HaI3Fx/kXcWXwHs3vOBpPBRGx+LEYcGAHzfea03Lj8OcMiZ0UOFpouhCxTFon8REGGxeHMw7TNsMh3zYfLABe0kWkjyLAwDDbE7rTdtNu4rN9RH7sn70Yxtxjrh6yHirwKcl/kwjHaEboBuvBJ9qHdpVxNVU34jPMB350P7xHe6KTYCcVviuHyuws4fhx4J3jjVeUrqjWFUFdSh/dIb/C4PPiM9UG3tt1QUl6CdfHraJtBJYr/N4uP6po6oMgSyLJFSETOx+cSQJYli/m95yNzaSYuzL0g2PgUlhEG4+CmMyyqa+rw4aE5kGWL8KhiiTkzGUxMN5ou2Pg0Xm886km9oHyvqQyL6po6vMrtDWTZ4uSFUok5MxgMjNUdi8v2l5GyKAXWRtZiZ1hU19ThcaYekGWLC3HvJeYMAEPYQ3B2zllkLcuCfR/7BhkWosr3qmvqkJemAWTZ4upVIlHnvhp9cdzmOB6sfIBl/ZcJMiyaK9+rrqlDerIqkGWLWzfaSNTZsJMh9k3dhyK3IqwZtAbKcsrILs2GXZRdsxkWtbUEKLJEUgwHfsczJOat1U4LAVYB4LvzBRkWfy/fayrD4rNz1mUTiTp3Ue6CraO3gs/l45fRv0BDWQOPyx5jddzqZjMsPn9GFycOkqhzhzYd8MOwH8Dj8hBkFQStdlp4UfECm65tarZ877Pzq5RxEnVuK98W7oPcUehWiP1T98Ook5HYGVTVNXXwO54Bl1+SJOrcgNYJWf33SKxYTvVJi5XpfClJ/CQy9dhUoQhmy/2WJOZBjCDOuNECIAqdRZXvRdyLEMQZ0825sfI942BjEp4eLogzppvz5/I9pZ+VBM7aftokOCVYUL5HN2dxyvfo5iyqfO/Hqz+S5++fC8Y1WtJGkbe45Xt0cm6qfK/gVYGQc4OSNoqcRZXvOUQ5kHul92jpLKp8z+akDUl9kirk3Jp/h7TqdtmyZQsBQNzc3MQa39KLj7X+yQSo+/Qgf3t8/BpVH36EEJJTmkMczzgS2Z9kBW+Y3jt7k4kb9tHWWVT53hiPnbR1bqx8r7tPdzLi+0DaOjdWvqe2XY1YrPGhrbOo8r2Bq36hrbOo8j3XGFey5JeLtPQWVb7nFO1EnLZeoKVzY+V7TC8msT1lSxx+PkNLZ1Hle5OPTiZzvU/R1llU+d5Mz2Ot7kybxUdKSgrR0tIivXv3pmTxUVVd+2mV989f9l+/dFa7xy3a6vdvePT2EVkVu4oob1Em2MQkUOHT3lmofE9KnIXK96TEWah8T0qchcr3pMS5QfmeFHg3KN+TAucG5XtS4EzIP8r3pMRZqHxPQs5fMn/LtNblnPLycsybNw979+7F5s2bRY6rqqpCVdVf14fLylouajjkdBbq3po2MYKJujfdMGbzj+g7iPqdwjOMZuDgGR5QptnEKPo574vMlyrnaYbTsC+yALVS5DxRfyLCo4tRIUXOY3XHovSeMV5LkfNQ9lBU1VUhJ0VNat7TZhpmqKqtQupNRalxNuxkiMraSly/xpAaZ7YqG+P0xiH2UqXUOHds0xGTDSbjzO+vxXIOOZ0Brq2pRNxabfGxYsUKTJw4EaNHj25y8bF161Z4eXm1ikMBT7zbpa7fe4DrzOOt4vDFlNuKNeyb81dSJoXOr6TQ+bkUOgPS+Z7+5iwZ/sPO4s6ZLUGrLD6OHz+OO3fuIDW1+cwCDw8PrFq1SvC8rKwMmppNrdDER5ejKNY4U70umGDxvxb5mV9LChQRf7r5cSY6nTBFypx7cFRgI2XOWt0VMMfCAwwwWl+qGcR17qrBhIOUOXdSr4XTkHVgMVitLyUG4noPNzHEYCl7Tw/r2QMWUuY8xFgXllLmbG6ohZFS5izunNkifNUFnkbg8/lEXV2dZGRkCL5maWlJ2z0fUOERbGKR2RGzyZ2nd776Z0rOmUkmHZ1EEnmJVCt/kfPIAyPJxfyLgrt6pMF54N6BJDInktTV10mNc6+QXuTQ3UOkurZaapz1AvTIrtRdpLKmklLnL/Hu+qsm2ZG0g5R9KKNaWWznjlvViXeCN3lZ8ZJqZbGdlTerkvWX1pNn755RrSy2s7yXInGJcSHFr4upVpbY/scvmb9bPOfj9u3bKC0thZmZGWRkZCAjI4OEhAQEBARARkYGdXWSu6dYTpaFVT99jtr+Z77Dx+dac/wBZp0gw4Lq8h5xnHvMCwGDSQQZFhZhFjiXd46ygCdxnI3t/q+9M4+LOX/8+GtmulQqR4lV06lDzkIRua37iIQS5aYa4Utrkc1i7eouVMh9RMnRkhw5sjoUEdE142pzJ6Xz/fsD89351tRYNZ/P+H2ej8f80XiPee7s6P3+fD7vz+sVATk5Ni4WXMSI/SNgGW4pNsNCGkji3H3WHigpKAjL9xrKsJAGkjhbuR6AqpIysoqz4BzrDONgYwTfDBabYdHcSOLcd240WqtoiGRYUF2+J4m38rjVePbhMZYlLAM3gIs1F9eIzbCQBpI4q41fh1cVxVhzaU2jGRbSQBLn1hN9UVr93/K9+afmU1q+J4lzO/tNqCBlCE4JhmGQIZxinHDn7ztS9fwnkjh7rX8MBXkpnnn8pmVOPZSUlJCsrCyRh5WVFXFyciJZWVmNvl5qOR8aT4S3FonLsDh275gww0La1Hs/9j+c68uw6BzamezJ3EPZ0W5jzl8yLJR/VRY6GwQakLCUMGGGBd2cJcmwoJuzuAwLn0s+5OWHl7R0ljTDggrvOpkZn70byrDIf51PS2dxGRazTswi2cXZlDrXycz47Cwuw2LK0Skk7WkaLZ1ra2tJYl4iGbp3qMgtr6MOjCJJhUmUnflt7N/ht0KbW22/QNVll3/yvryMwMWOwN6RbNybXO/pJXEZFuFp4eRj1ccm9ZGEispqouT2I4G9I/GOOFevc30ZFjp+OsT/hj95X/GeEmfNRVMI7B3J4tDoep3ry7DQ+l2LbEjaQF6XvabE2XCpG4G9I3Hx212vs7gMC+9Eb1L0vogS524rPQnsHcmkzUH1OovLsPD805Pw3/IpcbZd8zOBvSMZun5Dvc7iMizmxM0hOS9zpO5MCCE+F3wJXOyI+Xxf4n8oo453fRkWnPUcMu3YNJL5PFPM39q8bL8ZQeBiR/TcvOt1FpdhMe7QOHJdcJ0S5+N3TxC42BGtmZ5incVlWCTkJlAyoV8ruEHgYkdUp82t15kQQtKephGHaAfCXs8WOltHWpPY+7GUXMqtqKwm/ocyyJLN18U6/1uYxUc9VFRXCP/Hvy1/2+BYkQyLz6/R/kObbL66udHXNjVfjrgb+8UrkmHx2bnV5lZkzcU1pLi0WEq2nzAJNiHwAUkqTGpwnEiGxWdn1Y2qxOusF3n87rGUbD9ht9uOwAfk6N2jDY4TybD47Kzoq0gWnFpAcl/lSsn2Ew7RDgQ+IME3gxscVyfD4vPRrnOMM8n6u/GzkU2Je7w7gQ/I6gurGxxXJ8Pi89HupCOTyM0nN6Vk+4kNSRsIfEDmxM1pcFydDIvPjxH7RpCL+RelOjlGpkcKA7EaQyTD4rOz7S5bcjrntFSdT+WcIvAB6R3Ru9GxIhkWn5177uhJjtw9ItWz1SlPUgh8QHT9dRsd++jVIzL/1Hyi6KsodDYNMSW7bu0SJi7LOpTu+aiPy5cvIyAgQBpv1SRoqmjil0G/QLBUAL/hfuio1hFFpUVYdWEVbct7NJQ0sMp2FQp5hdgxZgeMWhvhzcc38L3iC24AF+7x7ih8W0i1pgjK8spY0nsJHrk/wv6J+9FFqwtKK0vh95cfDAIN4Brnivsv7lOtKYKinCJce7gie3E2YqfGwrqjtUj53tRjU3Hr+S2qNUX4Ur6XPi8dCU4JGKI/RCbK98Z0GoOrs6/iuut1jDMZBwKCmPsx6BPZh7ble4P0B+Gs01ncmncLjhaOYLPYOJd3DoP3Dob1TmvE3I+hbfne/cX34dbDDfJseVwTXBOW7+27vY+25Xt5Hnnw6O0BZXllYfmeSYgJtqdtp135nlFrI2wfsx2FvEJ423pDXVEdD14+gOtJVxgEGmBr8lbale81J1JZfMgqqgqqWGqzFHkeeYgaHwVzTXOJy3uoQklOCfMs5+HB4geInhINy/aWKK8uR0hqCIyCjDAjZgalG5/qQ54jjxldZ+D2gtuInx6PAdwBqKqtwu7M3TAPa7h8jyrYLDYmmE5AsmsykmYlYaTRSNSSWhy9dxSW4ZYNlu9RBYvFwjDDYUicmYjUuamYbD5Z4vI9Kumr0xdxjnG4u/AuXLq51CnfO5R1iLKNy+Lo0b4HDtkfwiP3R1hktUhYvmd/1B5moWaIvBVJ2cZlcZi0NUHkuEgU8gqxou8KtFRoibvFdzHzxMxGy/eogqvBReDIQPB5fGH5Xt6bPCw8sxDcAG6D5XtUoa2qjY1DNkKwVIAtQ7egvWp7PH3/FMvPL2+0fO97gll8SIACRwEu3V2QtTALcY5x6KvTF5U1lYi4FQGTEBNMiZ6CtGdpVGuKwGFzMNl8MlLnpiLRORHDDIahhtTgYNZBdNveDaMOjEJSYRLtJseRxiORNCsJN9xuYILpBADAiQcnYLPTBnZRdoh/FE875wHcAYifEY/bC25jRpcZ4LA4OJ9/HkP3DUWviF6IvheNmlqKmiPFYNXBCtFTovFgyQPM7TkXChwFJD9OxvjD49FlWxfsydyDyppKqjVF6KzVGVETopDvkQ9eHx5U5FWQWZSJ6THT0Sm4E8JSw1BeVU61pggGrQwQOjoUfB4fq/uvhoaSBh6+eoi5p+ZCP1Afv1//HSUVTZfq3BR0aNkBW4ZtgWCpABsHb0Q7lXYQvBPA86wnuAFc+Fz2wcuyl1RritBWuS18BvpAwBMg8MdA6KrrovhDMX66+BN0/XWxImEFnr1/RrWmCGqKaljRbwUKPAsQOTYSndp0wtuPb/Hr1V/BDeBi0ZlFyH+TT7Vms8EsPr4CNouNcSbjcN31Oq7OvooxncaAgOBY9jH0iuiFIXuH4HzeedpNjkMMhiDBOQHp89Lh0NkBbBYbf+b+iYF7BsJmpw1i78fS7mjXuqM1YqfGIntRNmZ3nw15tjyu8K9g9MHR6La9Gw7cOUC7o92u7bpi/6T9yPXIxZJeS9BCrgXSn6fD4ZgDTENNEZ4eTrtTwZ3adEL42HAUehZiZb+VUFNUQ/aLbMyKmwXDIEP43/BHaWUp1Zoi6KjrwP9HfwiWCvDLwF/QVrktCt4WYHH8YnADuNhwZQPelL+hWlMELRUtbBi8AQKeAFuHb8UPLX/A89Ln+E/if6DrrwvvRG8UlRZRrSmChpIGvPt7o5BXiO2jt8OwlSFelb/C+qT14AZw4fmnJ/hv+VRriqCioAKPPh7Idc/F3gl7YaFlgfeV7/HHjT+gF6CHOSfnIOdlDtWaIijKKcKtpxuyF2XjuMNx9P6hNz5Wf8S2tG0wDjbGtOPTkFmUSbVmk8MsPv4ltrq2ODXtFLIWZsG5qzPk2HK4WHARw/cPh2W4JY7cPUK7ybFn+544MvkIcpbkYIHlAihyFIUZFp3DOmNXxi7anQo20zTDrvG7kO+Zj2U2y6CqoIqs4iw4xTrBKMgIwTeDUVYlvUhgSdDT0EPwqGDweXysHbAWrVu0Ru7rXMw/PR/6gfqUZ1jUR/uW7bF56GYIeAJsHrIZ2qraeFLyBF4JXtD118XaS2vx4sMLqjVFaN2iNdbYrQGfx0fwyGDoaejhRdkLrLm0Bjr+Olh2bhmelDyhWlOEloot4WXjhXzPfOwatwumbU3xruK/GRYLTi+gNMOiPpTklDDfaj5yluTgyOQj6Nm+J8qqyhCUEgTDIEM4xzoj6+8sqjVFkOfIw7mbM+4suIPT006jv25/VNVWYWfGTpiFmmHSkUm4+eQm1ZoicNgcTDKbhL/c/sIll0sYYTgCtaQWh+8eRo8dPSjPoGpqmMXHN2KhZYG9E/cizyMPnn08oSyvjIyiDDged4RJiAm2pW6j3algo9ZG2DZmG/g8vsjGJ7eTbjAIMsAfyX/QbuNTR7WO+GP4HxDwBNgwaAM0lTXBf8eHx1kP6PrrYv3l9XhV9opqTRE0VTSxftB68Hl8+I/wh46aDopKi+B9wRu6AbpYeX4l7TYuqyupY6XtShR4FiB8TDiMWxuLbFxeEr8EBW8KqNYU4Z8blw9MOoCu7briQ9UH4cbl2XGzabdxWYGjgNk9ZuPeons4MfUEbDraoKKmAjvSd8AkxAQO0Q5If5ZOtaYIHDYHDp0dkDY3Deedz2OI/hDUkBrsv7MfXbd3xeiDo3GVf5VWkyOLxcLoTqNxZfYVkY3LsQ9iYb3TGgOjBuJs7lnaOQ/UG4izTmeRMT8D0yymgc1iIyEvAUP2DkGfyD44nn2cdpdyvxZm8dFE6KrrIuDHAAh4AvjY+aBNizbIf5OPRfGLoBeoh41XN9LuVHA71XbCjU+/D/sdHVp2wLP3z7Di/AroBuhi9YXV+Lv0b6o1RWjVohVWD1gNPo+PsFFhMGhlgFflr+CT5APdAF3wzvIgeCdo/C+SIqoKquBZ85DnkYc9E/ags2ZnlFSUYEvyFugF6mHuybl4+Ooh1ZoiKMkpYa7lXNxffB/HphyDVQcrlFeXIzQ1FMbBxph+fDpuF92mWlMEObYcpneZjsz5mYifHg87rh2qaqsQlRkF8zBzTDg8ATce36BaUwQ2i43xpuNx3fU6rsy6glHGo1BLahGdHQ2rCCsM3TsUifmJtJschxoMReLMRKTNTcMU8ylggYX4R/EYEDUA/Xb1Q9yDONpdyv2ycfneonuY1X0W5NhySOInYeSBkeixowcOZh2k3dnq7trdcdD+IHLdc7G412IoySkh9VkqJkdPhlmoGSLSI2h3tlpSmMVHE9NGuQ3WDVwHPo+PoB+DwFXnovhDMVZfXA3dAF0sT1iOpyVPqdYUQU1RDcv7Lke+Rz4ix0bCpI0J3n58i43XNoIbwMXC0wuR9zqPak0RWsi3wMJeC5GzJAeH7Q+ju3Z3lFWVIfBmIAyDDDEzdibuFt+lWlMEeY48ZnabiTsL7+Ck40n00+mHyppKRGZEwjTEFJOPTkbq08bLGKUJh82Bvbk9Uuak4MLMCxhuOBw1pAaH7h5C9x3dMfLASFwuvEy7yXGk8UhcnnUZf7n9hYmmE8ECC3E5cei7qy8G7B6AMw/P0M65P7c/zkw/gzsL7sCpqxM4LA4uFFzAsH3DYBVhhaP3jtLuaNeygyWOTjmKnCU5mNdzHhQ5irjx5AYmHJkAizALRGVG0W7jsrmmOXaP3418j3wstV4KFXkV3P77NmbEzIBxsDFCUkJodylXv5U+QkaFgM/j4+f+P6OVUis8ev0I807Pg16gHrZc30K7S7mNwSw+mgkVBRW493HHI/dH2DdxHyy0LFBaWYqtN7ZCP1AfbnFuePDyAdWaIgg3Pi3ORoxDDHr/0Fskw8LxmCMynmdQrSnClwyLW/Nu4ZzTOQzWHywTGRZjTcbimus1XJt9DWM7jQUBwfH7x9E7sjdtMywG6w/GOadzuDXvFqZ2ngo2i42zuWcxaM8gWO+0puXG5S8ZFtmLs+Ha3RXybHlcFVwVZljsv7OfthkWuR65cO/tjhZyLYQZFqahptiRtoN2G5eN2xhjx9gdKOQVYlW/VVBTVMP9l/cxO242DIMM4XfDj3aXcnXUdeA3wg+CpQL4DvJFW+W2KHxbCPc/3cEN4MI3yRevy19TrSmClooWfAf7gs/jw2+4H35o+QOKSouwMnElbTOoxPH/ZvFRWVUDFNgBWY4Ii87+9LMUkOfIw6mrE+4suIMz088INz7tytwF89CGMywqq2rw8ZE1kOWIqNhCqTmzWWxMNJso3Pj0o9GPqCW1wvK9hjIsKqtq8Pp+VyDLEUfPFEvNmcViYbjhcFyYeQEpc1Jgb2YvcYZFZVUNntwxArIccSbhg9ScAaCfbj+cnHYSWQuzMLPbzDoZFuLK9yqrapCT1h7IcsSlS0Sqzj3a98DhyYfxcMlDLLRaKMywaKx8r7KqBhk31IEsR9y81kKqzqZtTbFz/E4UeBZguc1yqCqo4m7xXTjHOjeaYVFdTYACOyTHcxFwOFNq3noaeggaGQTBUoEww+Kf5XsNZVh8cc66YCFVZ21VbWwaugkCngC/Df0N7VXb40nJEyxLWNZohsWX39GFV22k6ty6RWv8POBn8Hl8hIwMgZ6GHl6WvcTay2sbLd/74vw6ZYRUnVsqtsRSm6XI98zH7vG7YdbWTOIMqsqqGgQczoT7b8lSda5D84Ss/nukViyn/rTJynS+lmRBMhl/aLxIBLPdbjsS/zBeGGdcbwEQhc7iyvei70UL44zp5lxf+Z55qDmJyogSxhnTzflL+Z7KrypCZ/0AfRKaEios36ObsyTle3RzFle+t+7SOvLiwwvhuHpL2ijylrR8j07ODZXv5b3OE3GuU9JGkbO48j2XWBdyr/geLZ3Fle9NPjqZpD5NFXFuzn+HtOt2+RqaevGxIvAGAWo+P8g/Hp+eo+qXHyGEZBdnk9knZhP5X+SFX5iu27qS0at30tZZXPneMO9ttHWur3yvo19HMug/wbR1rq98T3OLJrFd7kdbZ3Hle328fqOts7jyPY94DzL/t3O09BZXvucW50bcNp2hpXN95Xvs9WzieMyRuPx6gpbO4sr3xh4cS6b7HqOts7jyvSk+h5rdmVl8fKaisvrzKu9/P+z/fugcjSdN2ur3b3j87jHxOutFVDeqEqxlE6gJaO8sUr4nI84i5Xsy4ixSvicjziLlezLiXKd8Twa865TvyYBznfI9GXAm5H/K92TEWaR8T0rOXzN/y1FzsUc6hB3PQs277g2MYKPm7Q8YtmEdethQv1N4ktkk7D3BB0p0GhhFP+edMbky5TzBdAJ2xuShWoacRxuPRlRcIcpkyHm44XAU3zPHGxly7q/bHxU1FchO0ZSZ77Rle0tUVFcg9bqyzDibtjVFeXU5rlxmyYyzrrouRhiNwNnz5TLj3KZFG4w1GYsTf76RyDnseCZ4jt2l4vZdLz7y+JLdLnXl3kNcYR9uZhsJKXWUaBjj/I2UyKDzaxl0fiGDzoBsfqcZZ+nwHTtLOmc2Bd/14sOQqyzRuO5G2hhl+1Mz20hGCpSReLzxcRYGbTFOxpw7cdUwWcac9ToqYZqtN1hgNb9UI0jq3KE9Gy4y5txWqxpu/VaCw+I0v5QESOo90MIUfWXsOz2gcyfYyphzP3ND2MmYs7WpHgbLmLOkc2aT8E0XeJoBae/5gBqfYC2HTI2eSm49u9UE/wXScmaTMQfHkKv8q1Qrf5Xz4D2Dybncc8K7emTBuU9EHxKTHUNqamtkxrlLWBey7/Y+UlldKTPORkFGZHvqdlJeVU6p89d4d/hdh2xN3kpKPpZQrSyxc5tNWsQ3yZe8KntFtbLEzqob1Mmq86vI8/fPqVaW2FlxvTJxj3cnhW8KqVaW2v7Hr5m/v+ucDwV5Drx++RK1/b/5Dp9+1psWCLBrhBkWVJf3SOLcaUYYWGwizLCw3WWLUzmnKAt4ksTZ3DkCcnJsXCy4iBH7R8Ay3FJshoU0kMS5+6w9UFJQEJbvNZRhIQ0kcbZyPQBVJWVkFWfBOdYZxsHGCL4ZLDbDormRxLnv3Gi0VtEQybCgunxPEm/lcavx7MNjLEtYBm4AF2surhGbYSENJHFWG78OryqKsebSmkYzLKSBJM6tJ/qitPq/5XvzT82ntHxPEud29ptQQcoQnBIMwyBDOMU44c7fd6Tq+U8kcfZa/xgK8lI88/hNy5xmQGo5HxpPhLcWicuwOHbvmDDDQtrUez/2P5zry7DoHNqZ7MncQ9nRbmPOXzIslH9VFjobBBqQsJQwYYYF3ZwlybCgm7O4DAufSz7k5YeXtHSWNMOCCu86mRmfvRvKsMh/nU9LZ3EZFrNOzCLZxdmUOtfJzPjsLC7DYsrRKSTtaRotnWtra0liXiIZuneoyC2vow6MIkmFSZSd+W3s3+G3wtxqWw/vy8sIXOwI7B3Jxr3J9Z5eEpdhEZ4WTj5WfWxSH0moqKwmSm4/Etg7Eu+Ic/U615dhoeOnQ/xv+JP3Fe8pcdZcNIXA3pEsDo2u17m+DAut37XIhqQN5HXZa0qcDZe6Edg7Ehe/3fU6i8uw8E70JkXviyhx7rbSk8DekUzaHFSvs7gMC88/PQn/LZ8SZ9s1PxPYO5Kh6zfU6ywuw2JO3ByS8zJH6s6EEOJzwZfAxY6Yz/cl/ocy6njXl2HBWc8h045NI5nPMylx3n4zgsDFjui5edfrLC7DYtyhceS64DolzsfvniBwsSNaMz3FOovLsEjITaBkQr9WcIPAxY6oTptbrzMhhKQ9TSMO0Q6EvZ4tdLaOtCax92MpuZRbUVlN/A9lkCWbr4t1/rcwi496qKiuEP6Pf1v+tsGxIhkWn1+j/Yc22Xx1c6OvbWq+HHE39otXJMPis3Orza3ImotrSHFpsZRsP2ESbELgA5JUmNTgOJEMi8/OqhtViddZL/L43WMp2X7CbrcdgQ/I0btHGxwnkmHx2VnRV5EsOLWA5L7KlZLtJxyiHQh8QIJvBjc4rk6GxeejXecYZ5L1d5aUbD/hHu9O4AOy+sLqBsfVybD4fLQ76cgkcvPJTSnZfmJD0gYCH5A5cXMaHFcnw+LzY8S+EeRi/kWpTo6R6ZHCQKzGEMmw+Oxsu8uWnM45LVXnUzmnCHxAekf0bnSsSIbFZ+eeO3qSI3ePSPVsdcqTFAIfEF1/3UbHPnr1iMw/NZ8o+ioKnU1DTMmuW7uEicuyDrPn4xvRVNHEL4N+gWCpAH7D/dBRrSOKSouw6sIq2pb3aChpYJXtKhTyCrFjzA4YtTbCm49v4HvFF9wALtzj3VH4tpBqTRGU5ZWxpPcSPHJ/hP0T96OLVheUVpbC7y8/GAQawDXOFfdf3KdaUwRFOUW49nBF9uJsxE6NhXVHa5HyvanHpuLW81tUa4rwpXwvfV46EpwSMER/iEyU743pNAZXZ1/FddfrGGcyDgQEMfdj0CeyD23L9wbpD8JZp7O4Ne8WHC0cwWaxcS7vHAbvHQzrndaIuR9D2/K9+4vvw62HG+TZ8rgmuCYs39t3ex9ty/fyPPLg0dsDyvLKwvI9kxATbE/bTrvyPaPWRtg+ZjsKeYXwtvWGuqI6Hrx8ANeTrjAINMDW5K20K99rTpjFRwOoKqhiqc1S5HnkIWp8FMw1zSUu76EKJTklzLOchweLHyB6SjQs21uivLocIakhMAoywoyYGZRufKoPeY48ZnSdgdsLbiN+ejwGcAegqrYKuzN3wzys4fI9qmCz2JhgOgHJrslImpWEkUYjUUtqcfTeUViGWzZYvkcVLBYLwwyHIXFmIlLnpmKy+WSJy/eopK9OX8Q5xuHuwrtw6eZSp3zvUNYhyjYui6NH+x44ZH8Ij9wfYZHVImH5nv1Re5iFmiHyViRlG5fFYdLWBJHjIlHIK8SKvivQUqEl7hbfxcwTMxst36MKrgYXgSMDwefxheV7eW/ysPDMQnADuA2W71GFtqo2Ng7ZCMFSAbYM3YL2qu3x9P1TLD+/vNHyve8JZvEhAQocBbh0d0HWwizEOcahr05fVNZUIuJWBExCTDAlegrSnqVRrSkCh83BZPPJSJ2bikTnRAwzGIYaUoODWQfRbXs3jDowCkmFSbSbHEcaj0TSrCTccLuBCaYTAAAnHpyAzU4b2EXZIf5RPO2cB3AHIH5GPG4vuI0ZXWaAw+LgfP55DN03FL0ieiH6XjRqailqjhSDVQcrRE+JxoMlDzC351wocBSQ/DgZ4w+PR5dtXbAncw8qayqp1hShs1ZnRE2IQr5HPnh9eFCRV0FmUSamx0xHp+BOCEsNQ3lVOdWaIhi0MkDo6FDweXys7r8aGkoaePjqIeaemgv9QH38fv13lFSUUK0pQoeWHbBl2BYIlgqwcfBGtFNpB8E7ATzPeoIbwIXPZR+8LHtJtaYIbZXbwmegDwQ8AQJ/DISuui6KPxTjp4s/QddfFysSVuDZ+2dUa4qgpqiGFf1WoMCzAJFjI9GpTSe8/fgWv179FdwALhadWYT8N/lUazYbzOLjK2Cz2BhnMg7XXa/j6uyrGNNpDAgIjmUfQ6+IXhiydwjO552n3eQ4xGAIEpwTkD4vHQ6dHcBmsfFn7p8YuGcgbHbaIPZ+LO2Odq07WiN2aiyyF2VjdvfZkGfL4wr/CkYfHI1u27vhwJ0DtDva7dquK/ZP2o9cj1ws6bUELeRaIP15OhyOOcA01BTh6eG0OxXcqU0nhI8NR6FnIVb2Wwk1RTVkv8jGrLhZMAwyhP8Nf5RWllKtKYKOug78f/SHYKkAvwz8BW2V26LgbQEWxy8GN4CLDVc24E35G6o1RdBS0cKGwRsg4AmwdfhW/NDyBzwvfY7/JP4Huv668E70RlFpEdWaImgoacC7vzcKeYXYPno7DFsZ4lX5K6xPWg9uABeef3qC/5ZPtaYIKgoq8OjjgVz3XOydsBcWWhZ4X/kef9z4A3oBephzcg5yXuZQrSmCopwi3Hq6IXtRNo47HEfvH3rjY/VHbEvbBuNgY0w7Pg2ZRZlUazY5zOLjX2Kra4tT004ha2EWnLs6Q44th4sFFzF8/3BYhlviyN0jtJsce7bviSOTjyBnSQ4WWC6AIkdRmGHROawzdmXsot2pYDNNM+wavwv5nvlYZrMMqgqqyCrOglOsE4yCjBB8MxhlVdKLBJYEPQ09BI8KBp/Hx9oBa9G6RWvkvs7F/NPzoR+oT3mGRX20b9kem4duhoAnwOYhm6Gtqo0nJU/gleAFXX9drL20Fi8+vKBaU4TWLVpjjd0a8Hl8BI8Mhp6GHl6UvcCaS2ug46+DZeeW4UnJE6o1RWip2BJeNl7I98zHrnG7YNrWFO8q/pthseD0AkozLOpDSU4J863mI2dJDo5MPoKe7XuirKoMQSlBMAwyhHOsM7L+zqJaUwR5jjycuznjzoI7OD3tNPrr9kdVbRV2ZuyEWagZJh2ZhJtPblKtKQKHzcEks0n4y+0vXHK5hBGGI1BLanH47mH02NGD8gyqpoZZfHwjFloW2DtxL/I88uDZxxPK8srIKMqA43FHmISYYFvqNtqdCjZqbYRtY7aBz+OLbHxyO+kGgyAD/JH8B+02PnVU64g/hv8BAU+ADYM2QFNZE/x3fHic9YCuvy7WX16PV2WvqNYUQVNFE+sHrQefx4f/CH/oqOmgqLQI3he8oRugi5XnV9Ju47K6kjpW2q5EgWcBwseEw7i1scjG5SXxS1DwpoBqTRH+uXH5wKQD6NquKz5UfRBuXJ4dN5t2G5cVOAqY3WM27i26hxNTT8Cmow0qaiqwI30HTEJM4BDtgPRn6VRrisBhc+DQ2QFpc9Nw3vk8hugPQQ2pwf47+9F1e1eMPjgaV/lXaTU5slgsjO40GldmXxHZuBz7IBbWO60xMGogzuaepZ3zQL2BOOt0FhnzMzDNYhrYLDYS8hIwZO8Q9Insg+PZx2l3KfdrYRYfTYSuui4CfgyAgCeAj50P2rRog/w3+VgUvwh6gXrYeHUj7U4Ft1NtJ9z49Puw39GhZQc8e/8MK86vgG6ALlZfWI2/S/+mWlOEVi1aYfWA1eDz+AgbFQaDVgZ4Vf4KPkk+0A3QBe8sD4J3gsb/IimiqqAKnjUPeR552DNhDzprdkZJRQm2JG+BXqAe5p6ci4evHlKtKYKSnBLmWs7F/cX3cWzKMVh1sEJ5dTlCU0NhHGyM6cen43bRbao1RZBjy2F6l+nInJ+J+OnxsOPaoaq2ClGZUTAPM8eEwxNw4/ENqjVFYLPYGG86Htddr+PKrCsYZTwKtaQW0dnRsIqwwtC9Q5GYn0i7yXGowVAkzkxE2tw0TDGfAhZYiH8UjwFRA9BvVz/EPYij3aXcLxuX7y26h1ndZ0GOLYckfhJGHhiJHjt64GDWQdqdre6u3R0H7Q8i1z0Xi3sthpKcElKfpWJy9GSYhZohIj2CdmerJYVZfDQxbZTbYN3AdeDz+Aj6MQhcdS6KPxRj9cXV0A3QxfKE5Xha8pRqTRHUFNWwvO9y5HvkI3JsJEzamODtx7fYeG0juAFcLDy9EHmv86jWFKGFfAss7LUQOUtycNj+MLprd0dZVRkCbwbCMMgQM2Nn4m7xXao1RZDnyGNmt5m4s/AOTjqeRD+dfqisqURkRiRMQ0wx+ehkpD5NpVpTBA6bA3tze6TMScGFmRcw3HA4akgNDt09hO47umPkgZG4XHiZdpPjSOORuDzrMv5y+wsTTSeCBRbicuLQd1dfDNg9AGcenqGdc39uf5yZfgZ3FtyBU1cncFgcXCi4gGH7hsEqwgpH7x2l3dGuZQdLHJ1yFDlLcjCv5zwochRx48kNTDgyARZhFojKjKLdxmVzTXPsHr8b+R75WGq9FCryKrj9923MiJkB42BjhKSE0O5Srn4rfYSMCgGfx8fP/X9GK6VWePT6Eeadnge9QD1sub6FdpdyG4NZfDQTKgoqcO/jjkfuj7Bv4j5YaFmgtLIUW29shX6gPtzi3PDg5QOqNUUQbnxanI0Yhxj0/qG3SIaF4zFHZDzPoFpThC8ZFrfm3cI5p3MYrD9YJjIsxpqMxTXXa7g2+xrGdhoLAoLj94+jd2Rv2mZYDNYfjHNO53Br3i1M7TwVbBYbZ3PPYtCeQbDeaU3LjctfMiyyF2fDtbsr5NnyuCq4Ksyw2H9nP20zLHI9cuHe2x0t5FoIMyxMQ02xI20H7TYuG7cxxo6xO1DIK8SqfqugpqiG+y/vY3bcbBgGGcLvhh/tLuXqqOvAb4QfBEsF8B3ki7bKbVH4thDuf7qDG8CFb5IvXpe/plpTBC0VLfgO9gWfx4ffcD/80PIHFJUWYWXiStpmUInj/83io7KqBiiwA7IcERad/elnKSDPkYdTVyfcWXAHZ6afEW582pW5C+ahDWdYVFbV4OMjayDLEVGxhVJzZrPYmGg2Ubjx6UejH1FLaoXlew1lWFRW1eD1/a5AliOOnimWmjOLxcJww+G4MPMCUuakwN7MXuIMi8qqGjy5YwRkOeJMwgepOQNAP91+ODntJLIWZmFmt5l1MizEle9VVtUgJ609kOWIS5eIVJ17tO+Bw5MP4+GSh1hotVCYYdFY+V5lVQ0ybqgDWY64ea2FVJ1N25pi5/idKPAswHKb5VBVUMXd4rtwjnVuNMOiupoABXZIjuci4HCm1Lz1NPQQNDIIgqUCYYbFP8v3Gsqw+OKcdcFCqs7aqtrYNHQTBDwBfhv6G9qrtseTkidYlrCs0QyLL7+jC6/aSNW5dYvW+HnAz+Dz+AgZGQI9DT28LHuJtZfXNlq+98X5dcoIqTq3VGyJpTZLke+Zj93jd8OsrZnEGVSVVTUIOJwJ99+Spepch+YJWf33SK1YTv1pk5XpfC3JgmQy/tB4kQhmu912JP5hvDDOuN4CIAqdxZXvRd+LFsYZ0825vvI981BzEpURJYwzppvzl/I9lV9VhM76AfokNCVUWL5HN2dJyvfo5iyufG/dpXXkxYcXwnH1lrRR5C1p+R6dnBsq38t7nSfiXKekjSJnceV7LrEu5F7xPVo6iyvfm3x0Mkl9miri3Jz/Dintdtm4cSOxsrIiqqqqRFNTk4wfP548ePBA4tc39eJjReANAtR8fpB/PD49R9UvP0IIyS7OJrNPzCbyv8gLvzBdt3Ulo1fvpK2zuPK9Yd7baOtcX/leR7+OZNB/gmnrXF/5nuYWTWK73I+2zuLK9/p4/UZbZ3Hlex7xHmT+b+do6S2ufM8tzo24bTpDS+f6yvfY69nE8Zgjcfn1BC2dxZXvjT04lkz3PUZbZ3Hle1N8DjW7M6WLjxEjRpDdu3eTu3fvkszMTDJ69Giiq6tLSktLJXp9Uy4+KiqrP6/y/vfD/u+HztF40qStfv+Gx+8eE6+zXkR1oyrBWjaBmoD2ziLlezLiLFK+JyPOIuV7MuIsUr4nI851yvdkwLtO+Z4MONcp35MBZ0L+p3xPRpxFyvek5Pw18zeLkObd1fbixQtoaWkhKSkJAwYMqPPnFRUVqKj47/XhkpIS6Ojo4N27d1BTU/um9w44nIml07o3Om7A2nXoYUP9TuE3H99g7wk+sOdyo2Pp4lxaWYqdMbky5fyx+iN2xuShevf5RsfSxbmqpgpRcYUoizjT6Fi6ONeSWuw/+QRvtsc0OpYuzoQQJBYkIjtFU6a+08mPk5F6XVmmnDOKMnDlMkumnHNe5eDs+XKZcua/4+PEn28kcvY/lAmeY/d//V4lJSVQV1eXaP6W+9fvIiHv3n368Fu3bl3vn2/atAnr169vlvfO40t2u9SVew9xhX24WRy+mlJHiYYxzt9IiQw6v5ZB5xcy6AzI5neacZYO37GzpHNmU9Csiw9CCLy8vGBrawsLC4t6x3h7e8PLy0v485czH02BIVdZonHdjbQxyvanJnnPbyUFykg83vg4C4O2GCdjzp24apgsY856HZUwzdYbLLCaX6oRJHXu0J4NFxlzbqtVDbd+K8FhcZpfSgIk9R5oYYq+MvadHtC5E2xlzLmfuSHsZMzZ2lQPg2XMWdI5s0n4pgs8jbBo0SLC5XLJ48ePJX6NtPd8QI1PsJZDpkZPJbee3frm95SeM5uMOTiGXOVfpVr5q5wH7xlMzuWeE97VIwvOfSL6kJjsGFJTWyMzzl3CupB9t/eRyupKmXE2CjIi21O3k/Kqckqdv8a7w+86ZGvyVlLysYRqZYmd22zSIr5JvuRV2SuqlSV2Vt2gTladX0Wev39OtbLEzorrlYl7vDspfFNItbLU9j9+zfzdbDkf7u7uOHnyJC5duoSOHTs219s0iII8B16/fIna/t98h08/600LBNg1wgwLqst7JHHuNCMMLDYRZljY7rLFqZxTlAU8SeJs7hwBOTk2LhZcxIj9I2AZbik2w0IaSOLcfdYeKCkoCMv3GsqwkAaSOFu5HoCqkjKyirPgHOsM42BjBN8MFpth0dxI4tx3bjRaq2iIZFhQXb4nibfyuNV49uExliUsAzeAizUX14jNsJAGkjirjV+HVxXFWHNpTaMZFtJAEufWE31RWv3f8r35p+ZTWr4niXM7+02oIGUITgmGYZAhnGKccOfvO1L1/CeSOHutfwwFeSmeefymZU491NbWksWLF5MOHTqQhw8ffvXrpZbzofFEeGuRuAyLY/eOCTMspE2992P/w7m+DIvOoZ3Jnsw9lB3tNub8JcNC+VdlobNBoAEJSwkTZljQzVmSDAu6OYvLsPC55ENefnhJS2dJMyyo8K6TmfHZu6EMi/zX+bR0FpdhMevELJJdnE2pc53MjM/O4jIsphydQtKeptHSuba2liTmJZKhe4eK3PI66sAoklSYRNmZ38b+HX4rlN5qu3DhQqKurk4uX75Mnj9/LnyUlUk2uTTH4oMQQt6XlxG42BHYO5KNe5PrPb0kLsMiPC2cfKz62KQ+klBRWU2U3H4ksHck3hHn6nWuL8NCx0+H+N/wJ+8r3lPirLloCoG9I1kcGl2vc30ZFlq/a5ENSRvI67LXlDgbLnUjsHckLn6763UWl2HhnehNit4XUeLcbaUngb0jmbQ5qF5ncRkWnn96Ev5bPiXOtmt+JrB3JEPXb6jXWVyGxZy4OSTnZY7UnQkhxOeCL4GLHTGf70v8D2XU8a4vw4KznkOmHZtGMp9nUuK8/WYEgYsd0XPzrtdZXIbFuEPjyHXBdUqcj989QeBiR7Rmeop1FpdhkZCbQMmEfq3gBoGLHVGdNrdeZ0IISXuaRhyiHQh7PVvobB1pTWLvx1JyKbeispr4H8ogSzZfF+v8b6F08QGg3sfu3bslen1zLT4qqiuE/+Pflr9tcKxIhsXn12j/oU02X93c6Gubmi9H3I394hXJsPjs3GpzK7Lm4hpSXFosJdtPmASbEPiAJBUmNThOJMPis7PqRlXiddaLPH4n+T6hpsButx2BD8jRu0cbHCeSYfHZWdFXkSw4tYDkvsqVku0nHKIdCHxAgm8GNziuTobF56Nd5xhnkvV3lpRsP+Ee707gA7L6wuoGx9XJsPh8tDvpyCRy88lNKdl+YkPSBgIfkDlxcxocVyfD4vNjxL4R5GL+RalOjpHpkcJArMYQybD47Gy7y5aczjktVedTOacIfEB6R/RudKxIhsVn5547epIjd49I9Wx1ypMUAh8QXX/dRsc+evWIzD81nyj6KgqdTUNMya5bu4SJy7IOpXs+yKcFTZ3HrFmzmvqtmg1NFU38MugXCJYK4DfcDx3VOqKotAirLqyibXmPhpIGVtmuQiGvEDvG7IBRayO8+fgGvld8wQ3gwj3eHYVvC6nWFEFZXhlLei/BI/dH2D9xP7podUFpZSn8/vKDQaABXONccf/Ffao1RVCUU4RrD1dkL85G7NRYWHe0Finfm3psKm49v0W1pghfyvfS56UjwSkBQ/SHyET53phOY3B19lVcd72OcSbjQEAQcz8GfSL70LZ8b5D+IJx1Ootb827B0cIRbBYb5/LOYfDewbDeaY2Y+zG0Ld+7v/g+3Hq4QZ4tj2uCa8LyvX2399G2fC/PIw8evT2gLK8sLN8zCTHB9rTttCvfM2pthO1jtqOQVwhvW2+oK6rjwcsHcD3pCoNAA2xN3kq78r3mpNk2nH4PqCqoYqnNUuR55CFqfBTMNc0lLu+hCiU5JcyznIcHix8geko0LNtbory6HCGpITAKMsKMmBmUbnyqD3mOPGZ0nYHbC24jfno8BnAHoKq2Crszd8M8rOHyPapgs9iYYDoBya7JSJqVhJFGI1FLanH03lFYhls2WL5HFSwWC8MMhyFxZiJS56Zisvlkicv3qKSvTl/EOcbh7sK7cOnmUqd871DWIco2LoujR/seOGR/CI/cH2GR1SJh+Z79UXuYhZoh8lYkZRuXxWHS1gSR4yJRyCvEir4r0FKhJe4W38XMEzMbLd+jCq4GF4EjA8Hn8YXle3lv8rDwzEJwA7gNlu9RhbaqNjYO2QjBUgG2DN2C9qrt8fT9Uyw/v7zR8r3vCWbxIQEKHAW4dHdB1sIsxDnGoa9OX1TWVCLiVgRMQkwwJXoK0p6lUa0pAofNwWTzyUidm4pE50QMMxiGGlKDg1kH0W17N4w6MApJhUm0mxxHGo9E0qwk3HC7gQmmEwAAJx6cgM1OG9hF2SH+UTztnAdwByB+RjxuL7iNGV1mgMPi4Hz+eQzdNxS9Inoh+l40amopao4Ug1UHK0RPicaDJQ8wt+dcKHAUkPw4GeMPj0eXbV2wJ3MPKmsqqdYUobNWZ0RNiEK+Rz54fXhQkVdBZlEmpsdMR6fgTghLDUN5VTnVmiIYtDJA6OhQ8Hl8rO6/GhpKGnj46iHmnpoL/UB9/H79d5RUlFCtKUKHlh2wZdgWCJYKsHHwRrRTaQfBOwE8z3qCG8CFz2UfvCx7SbWmCG2V28JnoA8EPAECfwyErrouij8U46eLP0HXXxcrElbg2ftnVGuKoKaohhX9VqDAswCRYyPRqU0nvP34Fr9e/RXcAC4WnVmE/Df5VGs2G8zi4ytgs9gYZzIO112v4+rsqxjTaQwICI5lH0OviF4YsncIzuedp93kOMRgCBKcE5A+Lx0OnR3AZrHxZ+6fGLhnIGx22iD2fiztjnatO1ojdmosshdlY3b32ZBny+MK/wpGHxyNbtu74cCdA7Q72u3ariv2T9qPXI9cLOm1BC3kWiD9eTocjjnANNQU4enhtDsV3KlNJ4SPDUehZyFW9lsJNUU1ZL/Ixqy4WTAMMoT/DX+UVpZSrSmCjroO/H/0h2CpAL8M/AVtldui4G0BFscvBjeAiw1XNuBN+RuqNUXQUtHChsEbIOAJsHX4VvzQ8gc8L32O/yT+B7r+uvBO9EZRaRHVmiJoKGnAu783CnmF2D56OwxbGeJV+SusT1oPbgAXnn96gv+WT7WmCCoKKvDo44Fc91zsnbAXFloWeF/5Hn/c+AN6AXqYc3IOcl7mUK0pgqKcItx6uiF7UTaOOxxH7x9642P1R2xL2wbjYGNMOz4NmUWZVGs2Oczi419iq2uLU9NOIWthFpy7OkOOLYeLBRcxfP9wWIZb4sjdI7SbHHu274kjk48gZ0kOFlgugCJHUZhh0TmsM3Zl7KLdqWAzTTPsGr8L+Z75WGazDKoKqsgqzoJTrBOMgowQfDMYZVXSiwSWBD0NPQSPCgafx8faAWvRukVr5L7OxfzT86EfqE95hkV9tG/ZHpuHboaAJ8DmIZuhraqNJyVP4JXgBV1/Xay9tBYvPrygWlOE1i1aY43dGvB5fASPDIaehh5elL3AmktroOOvg2XnluFJyROqNUVoqdgSXjZeyPfMx65xu2Da1hTvKv6bYbHg9AJKMyzqQ0lOCfOt5iNnSQ6OTD6Cnu17oqyqDEEpQTAMMoRzrDOy/s6iWlMEeY48nLs5486COzg97TT66/ZHVW0VdmbshFmoGSYdmYSbT25SrSkCh83BJLNJ+MvtL1xyuYQRhiNQS2px+O5h9NjRg/IMqqaGWXx8IxZaFtg7cS/yPPLg2ccTyvLKyCjKgONxR5iEmGBb6jbanQo2am2EbWO2gc/ji2x8cjvpBoMgA/yR/AftNj51VOuIP4b/AQFPgA2DNkBTWRP8d3x4nPWArr8u1l9ej1dlr6jWFEFTRRPrB60Hn8eH/wh/6KjpoKi0CN4XvKEboIuV51fSbuOyupI6VtquRIFnAcLHhMO4tbHIxuUl8UtQ8KaAak0R/rlx+cCkA+jaris+VH0QblyeHTebdhuXFTgKmN1jNu4tuocTU0/ApqMNKmoqsCN9B0xCTOAQ7YD0Z+lUa4rAYXPg0NkBaXPTcN75PIboD0ENqcH+O/vRdXtXjD44Glf5V2k1ObJYLIzuNBpXZl8R2bgc+yAW1jutMTBqIM7mnqWd80C9gTjrdBYZ8zMwzWIa2Cw2EvISMGTvEPSJ7IPj2cdpdyn3a2EWH02ErrouAn4MgIAngI+dD9q0aIP8N/lYFL8IeoF62Hh1I+1OBbdTbSfc+PT7sN/RoWUHPHv/DCvOr4BugC5WX1iNv0v/plpThFYtWmH1gNXg8/gIGxUGg1YGeFX+Cj5JPtAN0AXvLA+Cd4LG/yIpoqqgCp41D3keedgzYQ86a3ZGSUUJtiRvgV6gHuaenIuHrx5SrSmCkpwS5lrOxf3F93FsyjFYdbBCeXU5QlNDYRxsjOnHp+N20W2qNUWQY8thepfpyJyfifjp8bDj2qGqtgpRmVEwDzPHhMMTcOPxDao1RWCz2BhvOh7XXa/jyqwrGGU8CrWkFtHZ0bCKsMLQvUORmJ9Iu8lxqMFQJM5MRNrcNEwxnwIWWIh/FI8BUQPQb1c/xD2Io92l3C8bl+8tuodZ3WdBji2HJH4SRh4YiR47euBg1kHana3urt0dB+0PItc9F4t7LYaSnBJSn6VicvRkmIWaISI9gnZnqyWFWXw0MW2U22DdwHXg8/gI+jEIXHUuij8UY/XF1dAN0MXyhOV4WvKUak0R1BTVsLzvcuR75CNybCRM2pjg7ce32HhtI7gBXCw8vRB5r/Oo1hShhXwLLOy1EDlLcnDY/jC6a3dHWVUZAm8GwjDIEDNjZ+Ju8V2qNUWQ58hjZreZuLPwDk46nkQ/nX6orKlEZEYkTENMMfnoZKQ+TaVaUwQOmwN7c3ukzEnBhZkXMNxwOGpIDQ7dPYTuO7pj5IGRuFx4mXaT40jjkbg86zL+cvsLE00nggUW4nLi0HdXXwzYPQBnHp6hnXN/bn+cmX4GdxbcgVNXJ3BYHFwouIBh+4bBKsIKR+8dpd3RrmUHSxydchQ5S3Iwr+c8KHIUcePJDUw4MgEWYRaIyoyi3cZlc01z7B6/G/ke+VhqvRQq8iq4/fdtzIiZAeNgY4SkhNDuUq5+K32EjAoBn8fHz/1/RiulVnj0+hHmnZ4HvUA9bLm+hXaXchuDWXw0EyoKKnDv445H7o+wb+I+WGhZoLSyFFtvbIV+oD7c4tzw4OUDqjVFEG58WpyNGIcY9P6ht0iGheMxR2Q8z6BaU4QvGRa35t3COadzGKw/WCYyLMaajMU112u4NvsaxnYaCwKC4/ePo3dkb9pmWAzWH4xzTudwa94tTO08FWwWG2dzz2LQnkGw3mlNy43LXzIsshdnw7W7K+TZ8rgquCrMsNh/Zz9tMyxyPXLh3tsdLeRaCDMsTENNsSNtB+02Lhu3McaOsTtQyCvEqn6roKaohvsv72N23GwYBhnC74Yf7S7l6qjrwG+EHwRLBfAd5Iu2ym1R+LYQ7n+6gxvAhW+SL16Xv6ZaUwQtFS34DvYFn8eH33A//NDyBxSVFmFl4kraZlCJ4//N4qOyqgYosAOyHBEWnf3pZykgz5GHU1cn3FlwB2emnxFufNqVuQvmoQ1nWFRW1eDjI2sgyxFRsYVSc2az2JhoNlG48elHox9RS2qF5XsNZVhUVtXg9f2uQJYjjp4plpozi8XCcMPhuDDzAlLmpMDezF7iDIvKqho8uWMEZDniTMIHqTkDQD/dfjg57SSyFmZhZreZdTIsxJXvVVbVICetPZDliEuXiFSde7TvgcOTD+PhkodYaLVQmGHRWPleZVUNMm6oA1mOuHmthVSdTduaYuf4nSjwLMBym+VQVVDF3eK7cI51bjTDorqaAAV2SI7nIuBwptS89TT0EDQyCIKlAmGGxT/L9xrKsPjinHXBQqrO2qra2DR0EwQ8AX4b+hvaq7bHk5InWJawrNEMiy+/owuv2kjVuXWL1vh5wM/g8/gIGRkCPQ09vCx7ibWX1zZavvfF+XXKCKk6t1RsiaU2S5HvmY/d43fDrK2ZxBlUlVU1CDicCfffkqXqXIemjlf9VqRWLKf+tMnKdL6WZEEyGX9ovEgEs91uOxL/MF4YZ1xvARCFzuLK96LvRQvjjOnmXF/5nnmoOYnKiBLGGdPN+Uv5nsqvKkJn/QB9EpoSKizfo5uzJOV7dHMWV7637tI68uLDC+G4ekvaKPKWtHyPTs4Nle/lvc4Tca5T0kaRs7jyPZdYF3Kv+B4tncWV700+OpmkPk0VcW7Of4eUdrt8K029+FgReIMANZ8f5B+PT89R9cuPEEKyi7PJ7BOzifwv8sIvTNdtXcno1Ttp6yyufG+Y9zbaOtdXvtfRryMZ9J9g2jrXV76nuUWT2C73o62zuPK9Pl6/0dZZXPmeR7wHmf/bOVp6iyvfc4tzI26bztDSub7yPfZ6NnE85khcfj1BS2dx5XtjD44l032P0dZZXPneFJ9Dze7MLD4+U1FZ/XmV978f9n8/dI7GkyZt9fs3PH73mHid9SKqG1UJ1rIJ1AS0dxYp35MRZ5HyPRlxFinfkxFnkfI9GXGuU74nA951yvdkwLlO+Z4MOBPyP+V7MuIsUr4nJeevmb/lqLnYIx3Cjmeh5l33BkawUfP2BwzbsA49bKjfKTzJbBL2nuADJToNjKKf886YXJlynmA6ATtj8lAtQ86jjUcjKq4QZTLkPNxwOIrvmeONDDn31+2PipoKZKdoysx32rK9JSqqK5B6XVlmnE3bmqK8uhxXLrNkxllXXRcjjEbg7PlymXFu06INxpqMxYk/30jkHHY8EzzH7lJx+64XH3l8yW6XunLvIa6wDzezjYSUOko0jHH+Rkpk0Pm1DDq/kEFnQDa/04yzdPiOnSWdM5uC73rxYchVlmhcdyNtjLL9qZltJCMFykg83vg4C4O2GCdjzp24apgsY856HZUwzdYbLLCaX6oRJHXu0J4NFxlzbqtVDbd+K8FhcZpfSgIk9R5oYYq+MvadHtC5E2xlzLmfuSHsZMzZ2lQPg2XMWdI5s0n4pgs8zYC093xAjU+wlkOmRk8lt57daoL/Amk5s8mYg2PIVf5VqpW/ynnwnsHkXO454V09suDcJ6IPicmOITW1NTLj3CWsC9l3ex+prK6UGWejICOyPXU7Ka8qp9T5a7w7/K5DtiZvJSUfS6hWlti5zSYt4pvkS16VvaJaWWJn1Q3qZNX5VeT5++dUK0vsrLhembjHu5PCN4VUK0tt/+PXzN/fdc6HgjwHXr98idr+33yHTz/rTQsE2DXCDAuqy3skce40IwwsNhFmWNjussWpnFOUBTxJ4mzuHAE5OTYuFlzEiP0jYBluKTbDQhpI4tx91h4oKSgIy/cayrCQBpI4W7kegKqSMrKKs+Ac6wzjYGME3wwWm2HR3Eji3HduNFqraIhkWFBdvieJt/K41Xj24TGWJSwDN4CLNRfXiM2wkAaSOKuNX4dXFcVYc2lNoxkW0kAS59YTfVFa/d/yvfmn5lNavieJczv7TaggZQhOCYZhkCGcYpxw5+87UvX8J5I4e61/DAV5KZ55/KZlTjMgtZwPjSfCW4vEZVgcu3dMmGEhbeq9H/sfzvVlWHQO7Uz2ZO6h7Gi3MecvGRbKvyoLnQ0CDUhYSpgww4JuzpJkWNDNWVyGhc8lH/Lyw0taOkuaYUGFd53MjM/eDWVY5L/Op6WzuAyLWSdmkezibEqd62RmfHYWl2Ex5egUkvY0jZbOtbW1JDEvkQzdO1TkltdRB0aRpMIkys78Nvbv8FthbrWth/flZQQudgT2jmTj3uR6Ty+Jy7AITwsnH6s+NqmPJFRUVhMltx8J7B2Jd8S5ep3ry7DQ8dMh/jf8yfuK95Q4ay6aQmDvSBaHRtfrXF+GhdbvWmRD0gbyuuw1Jc6GS90I7B2Ji9/uep3FZVh4J3qTovdFlDh3W+lJYO9IJm0OqtdZXIaF55+ehP+WT4mz7ZqfCewdydD1G+p1FpdhMSduDsl5mSN1Z0II8bngS+BiR8zn+xL/Qxl1vOvLsOCs55Bpx6aRzOeZlDhvvxlB4GJH9Ny863UWl2Ex7tA4cl1wnRLn43dPELjYEa2ZnmKdxWVYJOQmUDKhXyu4QeBiR1Snza3XmRBC0p6mEYdoB8JezxY6W0dak9j7sZRcyq2orCb+hzLIks3XxTr/W5jFRz1UVFcI/8e/LX/b4FiRDIvPr9H+Q5tsvrq50dc2NV+OuBv7xSuSYfHZudXmVmTNxTWkuLRYSrafMAk2IfABSSpManCcSIbFZ2fVjarE66wXefzusZRsP2G3247AB+To3aMNjhPJsPjsrOirSBacWkByX+VKyfYTDtEOBD4gwTeDGxxXJ8Pi89Guc4wzyfo7S0q2n3CPdyfwAVl9YXWD4+pkWHw+2p10ZBK5+eSmlGw/sSFpA4EPyJy4OQ2Oq5Nh8fkxYt8IcjH/olQnx8j0SGEgVmOIZFh8drbdZUtO55yWqvOpnFMEPiC9I3o3OlYkw+Kzc88dPcmRu0ekerY65UkKgQ+Irr9uo2MfvXpE5p+aTxR9FYXOpiGmZNetXcLEZVmH2fPxjWiqaOKXQb9AsFQAv+F+6KjWEUWlRVh1YRVty3s0lDSwynYVCnmF2DFmB4xaG+HNxzfwveILbgAX7vHuKHxbSLWmCMryyljSewkeuT/C/on70UWrC0orS+H3lx8MAg3gGueK+y/uU60pgqKcIlx7uCJ7cTZip8bCuqO1SPne1GNTcev5Lao1RfhSvpc+Lx0JTgkYoj9EJsr3xnQag6uzr+K663WMMxkHAoKY+zHoE9mHtuV7g/QH4azTWdyadwuOFo5gs9g4l3cOg/cOhvVOa8Tcj6Ft+d79xffh1sMN8mx5XBNcE5bv7bu9j7ble3keefDo7QFleWVh+Z5JiAm2p22nXfmeUWsjbB+zHYW8QnjbekNdUR0PXj6A60lXGAQaYGvyVtqV7zUnzOKjAVQVVLHUZinyPPIQNT4K5prmEpf3UIWSnBLmWc7Dg8UPED0lGpbtLVFeXY6Q1BAYBRlhRswMSjc+1Yc8Rx4zus7A7QW3ET89HgO4A1BVW4XdmbthHtZw+R5VsFlsTDCdgGTXZCTNSsJIo5GoJbU4eu8oLMMtGyzfowoWi4VhhsOQODMRqXNTMdl8ssTle1TSV6cv4hzjcHfhXbh0c6lTvnco6xBlG5fF0aN9DxyyP4RH7o+wyGqRsHzP/qg9zELNEHkrkrKNy+IwaWuCyHGRKOQVYkXfFWip0BJ3i+9i5omZjZbvUQVXg4vAkYHg8/jC8r28N3lYeGYhuAHcBsv3qEJbVRsbh2yEYKkAW4ZuQXvV9nj6/imWn1/eaPne9wSz+JAABY4CXLq7IGthFuIc49BXpy8qayoRcSsCJiEmmBI9BWnP0qjWFIHD5mCy+WSkzk1FonMihhkMQw2pwcGsg+i2vRtGHRiFpMIk2k2OI41HImlWEm643cAE0wkAgBMPTsBmpw3souwQ/yieds4DuAMQPyMetxfcxowuM8BhcXA+/zyG7huKXhG9EH0vGjW1FDVHisGqgxWip0TjwZIHmNtzLhQ4Ckh+nIzxh8ejy7Yu2JO5B5U1lVRritBZqzOiJkQh3yMfvD48qMirILMoE9NjpqNTcCeEpYahvKqcak0RDFoZIHR0KPg8Plb3Xw0NJQ08fPUQc0/NhX6gPn6//jtKKkqo1hShQ8sO2DJsCwRLBdg4eCPaqbSD4J0Anmc9wQ3gwueyD16WvaRaU4S2ym3hM9AHAp4AgT8GQlddF8UfivHTxZ+g66+LFQkr8Oz9M6o1RVBTVMOKfitQ4FmAyLGR6NSmE95+fItfr/4KbgAXi84sQv6bfKo1mw1m8fEVsFlsjDMZh+uu13F19lWM6TQGBATHso+hV0QvDNk7BOfzztNuchxiMAQJzglIn5cOh84OYLPY+DP3TwzcMxA2O20Qez+Wdke71h2tETs1FtmLsjG7+2zIs+VxhX8Fow+ORrft3XDgzgHaHe12bdcV+yftR65HLpb0WoIWci2Q/jwdDsccYBpqivD0cNqdCu7UphPCx4aj0LMQK/uthJqiGrJfZGNW3CwYBhnC/4Y/SitLqdYUQUddB/4/+kOwVIBfBv6CtsptUfC2AIvjF4MbwMWGKxvwpvwN1ZoiaKloYcPgDRDwBNg6fCt+aPkDnpc+x38S/wNdf114J3qjqLSIak0RNJQ04N3fG4W8QmwfvR2GrQzxqvwV1ietBzeAC88/PcF/y6daUwQVBRV49PFArnsu9k7YCwstC7yvfI8/bvwBvQA9zDk5Bzkvc6jWFEFRThFuPd2QvSgbxx2Oo/cPvfGx+iO2pW2DcbAxph2fhsyiTKo1mxxm8fEvsdW1xalpp5C1MAvOXZ0hx5bDxYKLGL5/OCzDLXHk7hHaTY492/fEkclHkLMkBwssF0CRoyjMsOgc1hm7MnbR7lSwmaYZdo3fhXzPfCyzWQZVBVVkFWfBKdYJRkFGCL4ZjLIq6UUCS4Kehh6CRwWDz+Nj7YC1aN2iNXJf52L+6fnQD9SnPMOiPtq3bI/NQzdDwBNg85DN0FbVxpOSJ/BK8IKuvy7WXlqLFx9eUK0pQusWrbHGbg34PD6CRwZDT0MPL8peYM2lNdDx18Gyc8vwpOQJ1ZoitFRsCS8bL+R75mPXuF0wbWuKdxX/zbBYcHoBpRkW9aEkp4T5VvORsyQHRyYfQc/2PVFWVYaglCAYBhnCOdYZWX9nUa0pgjxHHs7dnHFnwR2cnnYa/XX7o6q2CjszdsIs1AyTjkzCzSc3qdYUgcPmYJLZJPzl9hcuuVzCCMMRqCW1OHz3MHrs6EF5BlVTwyw+vhELLQvsnbgXeR558OzjCWV5ZWQUZcDxuCNMQkywLXUb7U4FG7U2wrYx28Dn8UU2PrmddINBkAH+SP6DdhufOqp1xB/D/4CAJ8CGQRugqawJ/js+PM56QNdfF+svr8ersldUa4qgqaKJ9YPWg8/jw3+EP3TUdFBUWgTvC97QDdDFyvMrabdxWV1JHSttV6LAswDhY8Jh3NpYZOPykvglKHhTQLWmCP/cuHxg0gF0bdcVH6o+CDcuz46bTbuNywocBczuMRv3Ft3DiaknYNPRBhU1FdiRvgMmISZwiHZA+rN0qjVF4LA5cOjsgLS5aTjvfB5D9IeghtRg/5396Lq9K0YfHI2r/Ku0mhxZLBZGdxqNK7OviGxcjn0QC+ud1hgYNRBnc8/Sznmg3kCcdTqLjPkZmGYxDWwWGwl5CRiydwj6RPbB8ezjtLuU+7Uwi48mQlddFwE/BkDAE8DHzgdtWrRB/pt8LIpfBL1APWy8upF2p4LbqbYTbnz6fdjv6NCyA569f4YV51dAN0AXqy+sxt+lf1OtKUKrFq2wesBq8Hl8hI0Kg0ErA7wqfwWfJB/oBuiCd5YHwTtB43+RFFFVUAXPmoc8jzzsmbAHnTU7o6SiBFuSt0AvUA9zT87Fw1cPqdYUQUlOCXMt5+L+4vs4NuUYrDpYoby6HKGpoTAONsb049Nxu+g21ZoiyLHlML3LdGTOz0T89HjYce1QVVuFqMwomIeZY8LhCbjx+AbVmiKwWWyMNx2P667XcWXWFYwyHoVaUovo7GhYRVhh6N6hSMxPpN3kONRgKBJnJiJtbhqmmE8BCyzEP4rHgKgB6LerH+IexNHuUu6Xjcv3Ft3DrO6zIMeWQxI/CSMPjESPHT1wMOsg7c5Wd9fujoP2B5HrnovFvRZDSU4Jqc9SMTl6MsxCzRCRHkG7s9WSwiw+mpg2ym2wbuA68Hl8BP0YBK46F8UfirH64mroBuhiecJyPC15SrWmCGqKaljedznyPfIROTYSJm1M8PbjW2y8thHcAC4Wnl6IvNd5VGuK0EK+BRb2WoicJTk4bH8Y3bW7o6yqDIE3A2EYZIiZsTNxt/gu1ZoiyHPkMbPbTNxZeAcnHU+in04/VNZUIjIjEqYhpph8dDJSn6ZSrSkCh82Bvbk9Uuak4MLMCxhuOBw1pAaH7h5C9x3dMfLASFwuvEy7yXGk8UhcnnUZf7n9hYmmE8ECC3E5cei7qy8G7B6AMw/P0M65P7c/zkw/gzsL7sCpqxM4LA4uFFzAsH3DYBVhhaP3jtLuaNeygyWOTjmKnCU5mNdzHhQ5irjx5AYmHJkAizALRGVG0W7jsrmmOXaP3418j3wstV4KFXkV3P77NmbEzIBxsDFCUkJodylXv5U+QkaFgM/j4+f+P6OVUis8ev0I807Pg16gHrZc30K7S7mNwSw+mgkVBRW493HHI/dH2DdxHyy0LFBaWYqtN7ZCP1AfbnFuePDyAdWaIgg3Pi3ORoxDDHr/0Fskw8LxmCMynmdQrSnClwyLW/Nu4ZzTOQzWHywTGRZjTcbimus1XJt9DWM7jQUBwfH7x9E7sjdtMywG6w/GOadzuDXvFqZ2ngo2i42zuWcxaM8gWO+0puXG5S8ZFtmLs+Ha3RXybHlcFVwVZljsv7OfthkWuR65cO/tjhZyLYQZFqahptiRtoN2G5eN2xhjx9gdKOQVYlW/VVBTVMP9l/cxO242DIMM4XfDj3aXcnXUdeA3wg+CpQL4DvJFW+W2KHxbCPc/3cEN4MI3yRevy19TrSmClooWfAf7gs/jw2+4H35o+QOKSouwMnElbTOoxPH/ZvFRWVUDFNgBWY4Ii87+9LMUkOfIw6mrE+4suIMz088INz7tytwF89CGMywqq2rw8ZE1kOWIqNhCqTmzWWxMNJso3Pj0o9GPqCW1wvK9hjIsKqtq8Pp+VyDLEUfPFEvNmcViYbjhcFyYeQEpc1Jgb2YvcYZFZVUNntwxArIccSbhg9ScAaCfbj+cnHYSWQuzMLPbzDoZFuLK9yqrapCT1h7IcsSlS0Sqzj3a98DhyYfxcMlDLLRaKMywaKx8r7KqBhk31IEsR9y81kKqzqZtTbFz/E4UeBZguc1yqCqo4m7xXTjHOjeaYVFdTYACOyTHcxFwOFNq3noaeggaGQTBUoEww+Kf5XsNZVh8cc66YCFVZ21VbWwaugkCngC/Df0N7VXb40nJEyxLWNZohsWX39GFV22k6ty6RWv8POBn8Hl8hIwMgZ6GHl6WvcTay2sbLd/74vw6ZYRUnVsqtsRSm6XI98zH7vG7YdbWTOIMqsqqGgQczoT7b8lSda5D84Ss/nukViyn/rTJynS+lmRBMhl/aLxIBLPdbjsS/zBeGGdcbwEQhc7iyvei70UL44zp5lxf+Z55qDmJyogSxhnTzflL+Z7KrypCZ/0AfRKaEios36ObsyTle3RzFle+t+7SOvLiwwvhuHpL2ijylrR8j07ODZXv5b3OE3GuU9JGkbO48j2XWBdyr/geLZ3Fle9NPjqZpD5NFXFuzn+HtOh2CQ0NJXp6ekRRUZH07NmTXLlyRaLXNfXiY0XgDQLUfH6Qfzw+PUfVLz9CCMkuziazT8wm8r/IC78wXbd1JaNX76Sts7jyvWHe22jrXF/5Xke/jmTQf4Jp61xf+Z7mFk1iu9yPts7iyvf6eP1GW2dx5Xse8R5k/m/naOktrnzPLc6NuG06Q0vn+sr32OvZxPGYI3H59QQtncWV7409OJZM9z1GW2dx5XtTfA41uzPli4/Dhw8TeXl5EhERQbKzs4mnpydRUVEhfH7jTZpNufioqKz+vMr73w/7vx86R+NJk7b6/Rsev3tMvM56EdWNqgRr2QRqAto7i5TvyYizSPmejDiLlO/JiLNI+Z6MONcp35MB7zrlezLgXKd8TwacCfmf8j0ZcRYp35OS89fM3yxCmn5XW58+fdCzZ09s27ZN+JyZmRkmTJiATZs2iYytqKhARcV/rw+XlJRAR0cH7969g5qa2jd5BBzOxNJp3RsdN2DtOvSwoX6n8JuPb7D3BB/Yc7nRsXRxLq0sxc6YXJly/lj9ETtj8lC9+3yjY+niXFVThai4QpRFnGl0LF2ca0kt9p98gjfbYxodSxdnQggSCxKRnaIpU9/p5MfJSL2uLFPOGUUZuHKZJVPOOa9ycPZ8uUw589/xceLPNxI5+x/KBM+x+79+r5KSEqirq0s0f8v963cRQ2VlJdLT07Fq1SqR54cPH47k5OQ64zdt2oT169c3tQYAII8v2e1SV+49xBX24WZx+GpKHSUaxjh/IyUy6PxaBp1fyKAzIJvfacZZOnzHzpLOmU1Bky8+Xr58iZqaGrRr107k+Xbt2qGoqG53gbe3N7y8vIQ/fznz0RQYcpUlGje0iwV62/7UJO/5raRAGYnHGx/HOH8bjLN0kEVnQDa9GWfp8D07SzpnNgVNftnl2bNn+OGHH5CcnAwbGxvh87/++iv27duHBw8azrb4mtM2jVFZVQNlzb9R804b9d9VXAuOxnOUFWtDQZ7zTe/VVDDO0oFxlg6y6AzIpjfjLB0YZ/F8zfzd5Dkfbdu2BYfDqXOWo7i4uM7ZkOZGQZ4Dr1++RG3/b77Dp5+91j+mzRcEYJylBeMsHWTRGZBNb8ZZOjDOTcQ3bW0VQ+/evcnChQtFnjMzMyOrVq1q9LXNlfNR595mjSeU3uLXGIyzdGCcpYMsOhMim96Ms3RgnOtC+d0uR44cgbOzM7Zv3w4bGxuEh4cjIiIC9+7dA5fLbfC1TXnZ5Z9UVtUg7HgW8vhlMOQqY5F9F1qtTOuDcZYOjLN0kEVnQDa9GWfpwDiL8jXzd7MsPgAgLCwMW7ZswfPnz2FhYQF/f38MGDCg0dc11+KDgYGBgYGBofmgxeLj38IsPhgYGBgYGGQPSjecMjAwMDAwMDA0BLP4YGBgYGBgYJAqzOKDgYGBgYGBQaowiw8GBgYGBgYGqcIsPhgYGBgYGBikCrP4YGBgYGBgYJAqzOKDgYGBgYGBQaowiw8GBgYGBgYGqSJHtcD/8iXzrKSkhGITBgYGBgYGBkn5Mm9Lkl1Ku8XH+/fvAQA6OjoUmzAwMDAwMDB8Le/fv4e6unqDY2gXr15bW4tnz56hZcuWYLFYTfp3l5SUQEdHB48fP2ai25sR5nOWDsznLD2Yz1o6MJ+zdGiuz5kQgvfv36NDhw5gsxve1UG7Mx9sNhsdO3Zs1vdQU1NjvthSgPmcpQPzOUsP5rOWDsznLB2a43Nu7IzHF5gNpwwMDAwMDAxShVl8MDAwMDAwMEiV/1eLD0VFRaxbtw6KiopUq3zXMJ+zdGA+Z+nBfNbSgfmcpQMdPmfabThlYGBgYGBg+L75f3Xmg4GBgYGBgYF6mMUHAwMDAwMDg1RhFh8MDAwMDAwMUoVZfDAwMDAwMDBIFWbxwcDAwMDAwCBV/t8sPsLCwqCvrw8lJSVYWlri6tWrVCt9d2zatAm9evVCy5YtoaWlhQkTJiAnJ4dqre+eTZs2gcVigcfjUa3y3fH06VM4OTmhTZs2UFZWRvfu3ZGenk611ndFdXU1fv75Z+jr66NFixYwMDDAL7/8gtraWqrVZJ4rV65g7Nix6NChA1gsFk6cOCHy54QQ+Pj4oEOHDmjRogUGDhyIe/fuScXt/8Xi48iRI+DxeFi9ejUyMjLQv39/jBw5EgKBgGq174qkpCQsXrwYf/31F86fP4/q6moMHz4cHz58oFrtuyU1NRXh4eHo2rUr1SrfHW/evEG/fv0gLy+PP//8E9nZ2di6dSs0NDSoVvuu+O2337B9+3aEhITg/v372LJlC37//XcEBwdTrSbzfPjwAd26dUNISEi9f75lyxb4+fkhJCQEqamp0NbWxrBhw4QFr80K+X9A7969yYIFC0SeMzU1JatWraLI6P8HxcXFBABJSkqiWuW75P3798TY2JicP3+e2NnZEU9PT6qVvitWrlxJbG1tqdb47hk9ejRxdXUVeW7SpEnEycmJIqPvEwAkNjZW+HNtbS3R1tYmmzdvFj738eNHoq6uTrZv397sPt/9mY/Kykqkp6dj+PDhIs8PHz4cycnJFFn9/+Ddu3cAgNatW1Ns8n2yePFijB49GkOHDqVa5bvk5MmTsLKywpQpU6ClpYUePXogIiKCaq3vDltbW1y4cAEPHz4EANy+fRvXrl3DqFGjKDb7vikoKEBRUZHI3KioqAg7OzupzI20a7Vtal6+fImamhq0a9dO5Pl27dqhqKiIIqvvH0IIvLy8YGtrCwsLC6p1vjsOHz6MW7duITU1lWqV75b8/Hxs27YNXl5e+Omnn5CSkgIPDw8oKipi5syZVOt9N6xcuRLv3r2DqakpOBwOampq8Ouvv2LatGlUq33XfJn/6psb+Xx+s7//d7/4+AKLxRL5mRBS5zmGpmPJkiW4c+cOrl27RrXKd8fjx4/h6emJhIQEKCkpUa3z3VJbWwsrKyts3LgRANCjRw/cu3cP27ZtYxYfTciRI0ewf/9+HDx4EJ07d0ZmZiZ4PB46dOgAFxcXqvW+e6iaG7/7xUfbtm3B4XDqnOUoLi6us+JjaBrc3d1x8uRJXLlyBR07dqRa57sjPT0dxcXFsLS0FD5XU1ODK1euICQkBBUVFeBwOBQafh+0b98e5ubmIs+ZmZnh+PHjFBl9n6xYsQKrVq2Co6MjAKBLly7g8/nYtGkTs/hoRrS1tQF8OgPSvn174fPSmhu/+z0fCgoKsLS0xPnz50WeP3/+PPr27UuR1fcJIQRLlixBTEwMLl68CH19faqVvkuGDBmCrKwsZGZmCh9WVlaYMWMGMjMzmYVHE9GvX786t4o/fPgQXC6XIqPvk7KyMrDZolMRh8NhbrVtZvT19aGtrS0yN1ZWViIpKUkqc+N3f+YDALy8vODs7AwrKyvY2NggPDwcAoEACxYsoFrtu2Lx4sU4ePAg4uLi0LJlS+HZJnV1dbRo0YJiu++Hli1b1tlHo6KigjZt2jD7a5qQpUuXom/fvti4cSMcHByQkpKC8PBwhIeHU632XTF27Fj8+uuv0NXVRefOnZGRkQE/Pz+4urpSrSbzlJaWIjc3V/hzQUEBMjMz0bp1a+jq6oLH42Hjxo0wNjaGsbExNm7cCGVlZUyfPr355Zr9fhqaEBoaSrhcLlFQUCA9e/Zkbv9sBgDU+9i9ezfVat89zK22zcOpU6eIhYUFUVRUJKampiQ8PJxqpe+OkpIS4unpSXR1dYmSkhIxMDAgq1evJhUVFVSryTyXLl2q93eyi4sLIeTT7bbr1q0j2traRFFRkQwYMIBkZWVJxY1FCCHNv8RhYGBgYGBgYPjEd7/ng4GBgYGBgYFeMIsPBgYGBgYGBqnCLD4YGBgYGBgYpAqz+GBgYGBgYGCQKszig4GBgYGBgUGqMIsPBgYGBgYGBqnCLD4YGBgYGBgYpAqz+GBgYGBgYGCQKszig4GBgYGBgUGqMIsPBgYGBgYGBqnCLD4YGBgYGBgYpMr/AdvPczTYeo9rAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "xlen = 10\n", - "ylen = 16\n", - "xPoints = np.arange(0, xlen + 1, 1)\n", - "yPoints = np.arange(0, ylen + 1, 1)\n", - "\n", - "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", - "a = [\n", - " [i + j * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", - " for i in range(ylen)\n", - " for j in range(xlen)\n", - "]\n", - "\n", - "triang_a = tri.Triangulation(\n", - " gridPoints[:, :, 0].flatten(),\n", - " gridPoints[:, :, 1].flatten(),\n", - " a,\n", - ")\n", - "\n", - "\n", - "plt.triplot(triang_a, \"go-\")\n", - "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", - "plt.title(\"Triangulation Visualization\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Triangulation Visualization')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "xlen = 10\n", - "ylen = 16\n", - "xPoints = np.arange(0, xlen + 1, 1)\n", - "yPoints = np.arange(0, ylen + 1, 1)\n", - "\n", - "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", - "\n", - "b = [\n", - " [(i + 1) + (j + 1) * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", - " for i in range(ylen)\n", - " for j in range(xlen)\n", - "]\n", - "\n", - "\n", - "triang_b = tri.Triangulation(\n", - " gridPoints[:, :, 0].flatten(),\n", - " gridPoints[:, :, 1].flatten(),\n", - " b,\n", - ")\n", - "\n", - "plt.triplot(triang_b, \"ro-\")\n", - "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", - "plt.title(\"Triangulation Visualization\")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.triplot(triang_a, \"go-\")\n", - "plt.triplot(triang_b, \"ro-\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3.9.13 ('hark-gpu')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib import tri" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Triangulation Visualization')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlen = 10\n", + "ylen = 16\n", + "xPoints = np.arange(0, xlen + 1, 1)\n", + "yPoints = np.arange(0, ylen + 1, 1)\n", + "\n", + "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", + "a = [\n", + " [i + j * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", + " for i in range(ylen)\n", + " for j in range(xlen)\n", + "]\n", + "\n", + "triang_a = tri.Triangulation(\n", + " gridPoints[:, :, 0].flatten(),\n", + " gridPoints[:, :, 1].flatten(),\n", + " a,\n", + ")\n", + "\n", + "\n", + "plt.triplot(triang_a, \"go-\")\n", + "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", + "plt.title(\"Triangulation Visualization\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Triangulation Visualization')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlen = 10\n", + "ylen = 16\n", + "xPoints = np.arange(0, xlen + 1, 1)\n", + "yPoints = np.arange(0, ylen + 1, 1)\n", + "\n", + "gridPoints = np.array([[[x, y] for y in yPoints] for x in xPoints])\n", + "\n", + "b = [\n", + " [(i + 1) + (j + 1) * (ylen + 1), (i + 1) + j * (ylen + 1), i + (j + 1) * (ylen + 1)]\n", + " for i in range(ylen)\n", + " for j in range(xlen)\n", + "]\n", + "\n", + "\n", + "triang_b = tri.Triangulation(\n", + " gridPoints[:, :, 0].flatten(),\n", + " gridPoints[:, :, 1].flatten(),\n", + " b,\n", + ")\n", + "\n", + "plt.triplot(triang_b, \"ro-\")\n", + "plt.plot(gridPoints[:, :, 0], gridPoints[:, :, 1], \"bo\")\n", + "plt.title(\"Triangulation Visualization\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.triplot(triang_a, \"go-\")\n", + "plt.triplot(triang_b, \"ro-\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3.9.13 ('hark-gpu')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + }, + "vscode": { + "interpreter": { + "hash": "bad2892618162eba6ddeea4af09257f6fe7690bdfacc693aa6d08bf72fae558b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements.txt b/requirements.txt index 6907b48..a38e1b3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ -matplotlib -numba -numpy -scikit-image -scikit-learn -scipy +matplotlib +numba +numpy +scikit-image +scikit-learn +scipy diff --git a/src/multinterp/__init__.py b/src/multinterp/__init__.py index 4af7587..13bd702 100644 --- a/src/multinterp/__init__.py +++ b/src/multinterp/__init__.py @@ -1,34 +1,34 @@ -"""Copyright (c) 2024 Alan Lujan. All rights reserved. - -multinterp: Multivariate Interpolation. -""" - -from __future__ import annotations - -from ._version import version as __version__ - -__all__ = ( - "MultivariateInterp", - "PiecewiseAffineInterp", - "PipelineCurvilinearInterp", - "PipelineUnstructuredInterp", - "RegressionCurvilinearInterp", - "RegressionUnstructuredInterp", - "UnstructuredInterp", - "Warped2DInterp", - "__version__", -) - - -from .curvilinear import ( - PiecewiseAffineInterp, - PipelineCurvilinearInterp, - RegressionCurvilinearInterp, - Warped2DInterp, -) -from .rectilinear._multi import MultivariateInterp -from .unstructured import ( - PipelineUnstructuredInterp, - RegressionUnstructuredInterp, - UnstructuredInterp, -) +"""Copyright (c) 2024 Alan Lujan. All rights reserved. + +multinterp: Multivariate Interpolation. +""" + +from __future__ import annotations + +from ._version import version as __version__ + +__all__ = ( + "MultivariateInterp", + "PiecewiseAffineInterp", + "PipelineCurvilinearInterp", + "PipelineUnstructuredInterp", + "RegressionCurvilinearInterp", + "RegressionUnstructuredInterp", + "UnstructuredInterp", + "Warped2DInterp", + "__version__", +) + + +from .curvilinear import ( + PiecewiseAffineInterp, + PipelineCurvilinearInterp, + RegressionCurvilinearInterp, + Warped2DInterp, +) +from .rectilinear._multi import MultivariateInterp +from .unstructured import ( + PipelineUnstructuredInterp, + RegressionUnstructuredInterp, + UnstructuredInterp, +) diff --git a/src/multinterp/backend/LBFGS.py b/src/multinterp/backend/LBFGS.py index 3e1cda4..1f8f594 100644 --- a/src/multinterp/backend/LBFGS.py +++ b/src/multinterp/backend/LBFGS.py @@ -1,1126 +1,1126 @@ -from __future__ import annotations - -from copy import deepcopy -from functools import reduce - -import matplotlib.pyplot as plt -import numpy as np -import torch -from torch.optim import Optimizer - - -def is_legal(v) -> bool: - """Checks that tensor is not NaN or Inf. - - Inputs: - v (tensor): tensor to be checked - - """ - return not torch.isnan(v).any() and not torch.isinf(v) - - -def polyinterp(points, x_min_bound=None, x_max_bound=None, plot=False): - """Gives the minimizer and minimum of the interpolating polynomial over given points - based on function and derivative information. Defaults to bisection if no critical - points are valid. - - Based on polyinterp.m Matlab function in minFunc by Mark Schmidt with some slight - modifications. - - Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere - Last edited 12/6/18. - - Inputs: - points (nparray): two-dimensional array with each point of form [x f g] - x_min_bound (float): minimum value that brackets minimum (default: minimum of points) - x_max_bound (float): maximum value that brackets minimum (default: maximum of points) - plot (bool): plot interpolating polynomial - - Outputs: - x_sol (float): minimizer of interpolating polynomial - F_min (float): minimum of interpolating polynomial - - Note: - ---- - . Set f or g to np.nan if they are unknown - - """ - no_points = points.shape[0] - order = np.sum(1 - np.isnan(points[:, 1:3]).astype("int")) - 1 - - x_min = np.min(points[:, 0]) - x_max = np.max(points[:, 0]) - - # compute bounds of interpolation area - if x_min_bound is None: - x_min_bound = x_min - if x_max_bound is None: - x_max_bound = x_max - - # explicit formula for quadratic interpolation - if no_points == 2 and order == 2 and plot is False: - # Solution to quadratic interpolation is given by: - # a = -(f1 - f2 - g1(x1 - x2))/(x1 - x2)^2 - # x_min = x1 - g1/(2a) - # if x1 = 0, then is given by: - # x_min = - (g1*x2^2)/(2(f2 - f1 - g1*x2)) - - if points[0, 0] == 0: - x_sol = ( - -points[0, 2] - * points[1, 0] ** 2 - / (2 * (points[1, 1] - points[0, 1] - points[0, 2] * points[1, 0])) - ) - else: - a = ( - -( - points[0, 1] - - points[1, 1] - - points[0, 2] * (points[0, 0] - points[1, 0]) - ) - / (points[0, 0] - points[1, 0]) ** 2 - ) - x_sol = points[0, 0] - points[0, 2] / (2 * a) - - x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) - - # explicit formula for cubic interpolation - elif no_points == 2 and order == 3 and plot is False: - # Solution to cubic interpolation is given by: - # d1 = g1 + g2 - 3((f1 - f2)/(x1 - x2)) - # d2 = sqrt(d1^2 - g1*g2) - # x_min = x2 - (x2 - x1)*((g2 + d2 - d1)/(g2 - g1 + 2*d2)) - d1 = ( - points[0, 2] - + points[1, 2] - - 3 * ((points[0, 1] - points[1, 1]) / (points[0, 0] - points[1, 0])) - ) - d2 = np.sqrt(d1**2 - points[0, 2] * points[1, 2]) - if np.isreal(d2): - x_sol = points[1, 0] - (points[1, 0] - points[0, 0]) * ( - (points[1, 2] + d2 - d1) / (points[1, 2] - points[0, 2] + 2 * d2) - ) - x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) - else: - x_sol = (x_max_bound + x_min_bound) / 2 - - # solve linear system - else: - # define linear constraints - A = np.zeros((0, order + 1)) - b = np.zeros((0, 1)) - - # add linear constraints on function values - for i in range(no_points): - if not np.isnan(points[i, 1]): - constraint = np.zeros((1, order + 1)) - for j in range(order, -1, -1): - constraint[0, order - j] = points[i, 0] ** j - A = np.append(A, constraint, 0) - b = np.append(b, points[i, 1]) - - # add linear constraints on gradient values - for i in range(no_points): - if not np.isnan(points[i, 2]): - constraint = np.zeros((1, order + 1)) - for j in range(order): - constraint[0, j] = (order - j) * points[i, 0] ** (order - j - 1) - A = np.append(A, constraint, 0) - b = np.append(b, points[i, 2]) - - # check if system is solvable - if A.shape[0] != A.shape[1] or np.linalg.matrix_rank(A) != A.shape[0]: - x_sol = (x_min_bound + x_max_bound) / 2 - f_min = np.inf - else: - # solve linear system for interpolating polynomial - coeff = np.linalg.solve(A, b) - - # compute critical points - dcoeff = np.zeros(order) - for i in range(len(coeff) - 1): - dcoeff[i] = coeff[i] * (order - i) - - crit_pts = np.array([x_min_bound, x_max_bound]) - crit_pts = np.append(crit_pts, points[:, 0]) - - if not np.isinf(dcoeff).any(): - roots = np.roots(dcoeff) - crit_pts = np.append(crit_pts, roots) - - # test critical points - f_min = np.inf - x_sol = (x_min_bound + x_max_bound) / 2 # defaults to bisection - for crit_pt in crit_pts: - if ( - np.isreal(crit_pt) - and crit_pt >= x_min_bound - and crit_pt <= x_max_bound - ): - F_cp = np.polyval(coeff, crit_pt) - if np.isreal(F_cp) and F_cp < f_min: - x_sol = np.real(crit_pt) - f_min = np.real(F_cp) - - if plot: - plt.figure() - x = np.arange( - x_min_bound, - x_max_bound, - (x_max_bound - x_min_bound) / 10000, - ) - f = np.polyval(coeff, x) - plt.plot(x, f) - plt.plot(x_sol, f_min, "x") - - return x_sol - - -class LBFGS(Optimizer): - """Implements the L-BFGS algorithm. Compatible with multi-batch and full-overlap - L-BFGS implementations and (stochastic) Powell damping. Partly based on the - original L-BFGS implementation in PyTorch, Mark Schmidt's minFunc MATLAB code, - and Michael Overton's weak Wolfe line search MATLAB code. - - Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere - Last edited 12/6/18. - - Warnings: - -------- - . Does not support per-parameter options and parameter groups. - . All parameters have to be on a single device. - - Inputs: - lr (float): steplength or learning rate (default: 1) - history_size (int): update history size (default: 10) - line_search (str): designates line search to use (default: 'Wolfe') - Options: - 'None': uses steplength designated in algorithm - 'Armijo': uses Armijo backtracking line search - 'Wolfe': uses Armijo-Wolfe bracketing line search - dtype: data type (default: torch.float) - debug (bool): debugging mode - - References: - ---------- - [1] Berahas, Albert S., Jorge Nocedal, and Martin Takác. "A Multi-Batch L-BFGS - Method for Machine Learning." Advances in Neural Information Processing - Systems. 2016. - [2] Bollapragada, Raghu, et al. "A Progressive Batching L-BFGS Method for Machine - Learning." International Conference on Machine Learning. 2018. - [3] Lewis, Adrian S., and Michael L. Overton. "Nonsmooth Optimization via Quasi-Newton - Methods." Mathematical Programming 141.1-2 (2013): 135-163. - [4] Liu, Dong C., and Jorge Nocedal. "On the Limited Memory BFGS Method for - Large Scale Optimization." Mathematical Programming 45.1-3 (1989): 503-528. - [5] Nocedal, Jorge. "Updating Quasi-Newton Matrices With Limited Storage." - Mathematics of Computation 35.151 (1980): 773-782. - [6] Nocedal, Jorge, and Stephen J. Wright. "Numerical Optimization." Springer New York, - 2006. - [7] Schmidt, Mark. "minFunc: Unconstrained Differentiable Multivariate Optimization - in Matlab." Software available at http://www.cs.ubc.ca/~schmidtm/Software/minFunc.html - (2005). - [8] Schraudolph, Nicol N., Jin Yu, and Simon Günter. "A Stochastic Quasi-Newton - Method for Online Convex Optimization." Artificial Intelligence and Statistics. - 2007. - [9] Wang, Xiao, et al. "Stochastic Quasi-Newton Methods for Nonconvex Stochastic - Optimization." SIAM Journal on Optimization 27.2 (2017): 927-956. - - """ - - def __init__( - self, - params, - lr=1, - history_size=10, - line_search="Wolfe", - dtype=torch.float, - debug=False, - ) -> None: - # ensure inputs are valid - if lr < 0.0: - msg = f"Invalid learning rate: {lr}" - raise ValueError(msg) - if history_size < 0: - msg = f"Invalid history size: {history_size}" - raise ValueError(msg) - if line_search not in ["Armijo", "Wolfe", "None"]: - msg = f"Invalid line search: {line_search}" - raise ValueError(msg) - - defaults = { - "lr": lr, - "history_size": history_size, - "line_search": line_search, - "dtype": dtype, - "debug": debug, - } - super().__init__(params, defaults) - - if len(self.param_groups) != 1: - msg = "L-BFGS doesn't support per-parameter options (parameter groups)" - raise ValueError(msg) - - self._params = self.param_groups[0]["params"] - self._numel_cache = None - - state = self.state["global_state"] - state.setdefault("n_iter", 0) - state.setdefault("curv_skips", 0) - state.setdefault("fail_skips", 0) - state.setdefault("H_diag", 1) - state.setdefault("fail", True) - - state["old_dirs"] = [] - state["old_stps"] = [] - - def _numel(self): - if self._numel_cache is None: - self._numel_cache = reduce( - lambda total, p: total + p.numel(), - self._params, - 0, - ) - return self._numel_cache - - def _gather_flat_grad(self): - views = [] - for p in self._params: - if p.grad is None: - view = p.data.new(p.data.numel()).zero_() - elif p.grad.data.is_sparse: - view = p.grad.data.to_dense().view(-1) - else: - view = p.grad.data.view(-1) - views.append(view) - return torch.cat(views, 0) - - def _add_update(self, step_size, update) -> None: - offset = 0 - for p in self._params: - numel = p.numel() - # view as to avoid deprecated pointwise semantics - p.data.add_( - update[offset : offset + numel].view_as(p.data), - alpha=step_size, - ) - offset += numel - assert offset == self._numel() - - def _copy_params(self): - return [deepcopy(param.data) for param in self._params] - - def _load_params(self, current_params) -> None: - for i, param in enumerate(self._params): - param.data[:] = current_params[i] - - def line_search(self, line_search) -> None: - """Switches line search option. - - Inputs: - line_search (str): designates line search to use - Options: - 'None': uses steplength designated in algorithm - 'Armijo': uses Armijo backtracking line search - 'Wolfe': uses Armijo-Wolfe bracketing line search - - """ - group = self.param_groups[0] - group["line_search"] = line_search - - def two_loop_recursion(self, vec): - """Performs two-loop recursion on given vector to obtain Hv. - - Inputs: - vec (tensor): 1-D tensor to apply two-loop recursion to - - Output: - r (tensor): matrix-vector product Hv - - """ - group = self.param_groups[0] - history_size = group["history_size"] - - state = self.state["global_state"] - old_dirs = state.get("old_dirs") # change in gradients - old_stps = state.get("old_stps") # change in iterates - H_diag = state.get("H_diag") - - # compute the product of the inverse Hessian approximation and the gradient - num_old = len(old_dirs) - - if "rho" not in state: - state["rho"] = [None] * history_size - state["alpha"] = [None] * history_size - rho = state["rho"] - alpha = state["alpha"] - - for i in range(num_old): - rho[i] = 1.0 / old_stps[i].dot(old_dirs[i]) - - q = vec - for i in range(num_old - 1, -1, -1): - alpha[i] = old_dirs[i].dot(q) * rho[i] - q.add_(old_stps[i], alpha=-alpha[i]) - - # multiply by initial Hessian - # r/d is the final direction - r = torch.mul(q, H_diag) - for i in range(num_old): - beta = old_stps[i].dot(r) * rho[i] - r.add_(old_dirs[i], alpha=(alpha[i] - beta)) - - return r - - def curvature_update(self, flat_grad, eps=1e-2, damping=False) -> None: - """Performs curvature update. - - Inputs: - flat_grad (tensor): 1-D tensor of flattened gradient for computing - gradient difference with previously stored gradient - eps (float): constant for curvature pair rejection or damping (default: 1e-2) - damping (bool): flag for using Powell damping (default: False) - """ - assert len(self.param_groups) == 1 - - # load parameters - if eps <= 0: - msg = "Invalid eps; must be positive." - raise (ValueError(msg)) - - group = self.param_groups[0] - history_size = group["history_size"] - debug = group["debug"] - - # variables cached in state (for tracing) - state = self.state["global_state"] - fail = state.get("fail") - - # check if line search failed - if not fail: - d = state.get("d") - t = state.get("t") - old_dirs = state.get("old_dirs") - old_stps = state.get("old_stps") - H_diag = state.get("H_diag") - prev_flat_grad = state.get("prev_flat_grad") - Bs = state.get("Bs") - - # compute y's - y = flat_grad.sub(prev_flat_grad) - s = d.mul(t) - sBs = s.dot(Bs) - ys = y.dot(s) # y*s - - # update L-BFGS matrix - if ys > eps * sBs or damping is True: - # perform Powell damping - if damping is True and ys < eps * sBs: - if debug: - pass - theta = ((1 - eps) * sBs) / (sBs - ys) - y = theta * y + (1 - theta) * Bs - - # updating memory - if len(old_dirs) == history_size: - # shift history by one (limited-memory) - old_dirs.pop(0) - old_stps.pop(0) - - # store new direction/step - old_dirs.append(s) - old_stps.append(y) - - # update scale of initial Hessian approximation - H_diag = ys / y.dot(y) # (y*y) - - state["old_dirs"] = old_dirs - state["old_stps"] = old_stps - state["H_diag"] = H_diag - - else: - # save skip - state["curv_skips"] += 1 - if debug: - pass - - else: - # save skip - state["fail_skips"] += 1 - if debug: - pass - - def _step(self, p_k, g_Ok, g_Sk=None, options=None): - """Performs a single optimization step. - - Inputs: - p_k (tensor): 1-D tensor specifying search direction - g_Ok (tensor): 1-D tensor of flattened gradient over overlap O_k used - for gradient differencing in curvature pair update - g_Sk (tensor): 1-D tensor of flattened gradient over full sample S_k - used for curvature pair damping or rejection criterion, - if None, will use g_Ok (default: None) - options (dict): contains options for performing line search - - Options for Armijo backtracking line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) - 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Options for Wolfe line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (float): factor for extrapolation (default: 2) - 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) - 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Outputs (depends on line search): - . No line search: - t (float): steplength - . Armijo backtracking line search: - F_new (tensor): loss function at new iterate - t (tensor): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - . Wolfe line search: - F_new (tensor): loss function at new iterate - g_new (tensor): gradient at new iterate - t (float): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - grad_eval (int): number of gradient evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - - Notes - ----- - . If encountering line search failure in the deterministic setting, one - should try increasing the maximum number of line search steps max_ls. - - """ - if options is None: - options = {} - assert len(self.param_groups) == 1 - - # load parameter options - group = self.param_groups[0] - lr = group["lr"] - line_search = group["line_search"] - dtype = group["dtype"] - debug = group["debug"] - - # variables cached in state (for tracing) - state = self.state["global_state"] - d = state.get("d") - t = state.get("t") - prev_flat_grad = state.get("prev_flat_grad") - Bs = state.get("Bs") - - # keep track of nb of iterations - state["n_iter"] += 1 - - # set search direction - d = p_k - - # modify previous gradient - if prev_flat_grad is None: - prev_flat_grad = g_Ok.clone() - else: - prev_flat_grad.copy_(g_Ok) - - # set initial step size - t = lr - - # closure evaluation counter - closure_eval = 0 - - if g_Sk is None: - g_Sk = g_Ok.clone() - - # perform Armijo backtracking line search - if line_search == "Armijo": - # load options - if options: - if "closure" not in options: - msg = "closure option not specified." - raise (ValueError(msg)) - closure = options["closure"] - - gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] - - if "current_loss" not in options: - F_k = closure() - closure_eval += 1 - else: - F_k = options["current_loss"] - - if "eta" not in options: - eta = 2 - elif options["eta"] <= 0: - msg = "Invalid eta; must be positive." - raise (ValueError(msg)) - else: - eta = options["eta"] - - if "c1" not in options: - c1 = 1e-4 - elif options["c1"] >= 1 or options["c1"] <= 0: - msg = "Invalid c1; must be strictly between 0 and 1." - raise (ValueError(msg)) - else: - c1 = options["c1"] - - if "max_ls" not in options: - max_ls = 10 - elif options["max_ls"] <= 0: - msg = "Invalid max_ls; must be positive." - raise (ValueError(msg)) - else: - max_ls = options["max_ls"] - - interpolate = options.get("interpolate", True) - - inplace = options.get("inplace", True) - - ls_debug = options.get("ls_debug", False) - - else: - msg = "Options are not specified; need closure evaluating function." - raise (ValueError(msg)) - - # initialize values - if interpolate: - if torch.cuda.is_available(): - F_prev = torch.tensor(np.nan, dtype=dtype).cuda() - else: - F_prev = torch.tensor(np.nan, dtype=dtype) - - ls_step = 0 - t_prev = 0 # old steplength - fail = False # failure flag - - # begin print for debug mode - if ls_debug: - pass - - # check if search direction is descent direction - if gtd >= 0: - desc_dir = False - if debug: - pass - else: - desc_dir = True - - # store values if not in-place - if not inplace: - current_params = self._copy_params() - - # update and evaluate at new point - self._add_update(t, d) - F_new = closure() - closure_eval += 1 - - # print info if debugging - if ls_debug: - pass - - # check Armijo condition - while F_new > F_k + c1 * t * gtd or not is_legal(F_new): - # check if maximum number of iterations reached - if ls_step >= max_ls: - if inplace: - self._add_update(-t, d) - else: - self._load_params(current_params) - - t = 0 - F_new = closure() - closure_eval += 1 - fail = True - break - - # store current steplength - t_new = t - - # compute new steplength - - # if first step or not interpolating, then multiply by factor - if ls_step == 0 or not interpolate or not is_legal(F_new): - t = t / eta - - # if second step, use function value at new point along with - # gradient and function at current iterate - elif ls_step == 1 or not is_legal(F_prev): - t = polyinterp( - np.array( - [ - [0, F_k.item(), gtd.item()], - [t_new, F_new.item(), np.nan], - ], - ), - ) - - # otherwise, use function values at new point, previous point, - # and gradient and function at current iterate - else: - t = polyinterp( - np.array( - [ - [0, F_k.item(), gtd.item()], - [t_new, F_new.item(), np.nan], - [t_prev, F_prev.item(), np.nan], - ], - ), - ) - - # if values are too extreme, adjust t - if interpolate: - if t < 1e-3 * t_new: - t = 1e-3 * t_new - elif t > 0.6 * t_new: - t = 0.6 * t_new - - # store old point - F_prev = F_new - t_prev = t_new - - # update iterate and reevaluate - if inplace: - self._add_update(t - t_new, d) - else: - self._load_params(current_params) - self._add_update(t, d) - - F_new = closure() - closure_eval += 1 - ls_step += 1 # iterate - - # print info if debugging - if ls_debug: - pass - - # store Bs - if Bs is None: - Bs = (g_Sk.mul(-t)).clone() - else: - Bs.copy_(g_Sk.mul(-t)) - - # print final steplength - if ls_debug: - pass - - state["d"] = d - state["prev_flat_grad"] = prev_flat_grad - state["t"] = t - state["Bs"] = Bs - state["fail"] = fail - - return F_new, t, ls_step, closure_eval, desc_dir, fail - - # perform weak Wolfe line search - if line_search == "Wolfe": - # load options - if options: - if "closure" not in options: - msg = "closure option not specified." - raise (ValueError(msg)) - closure = options["closure"] - - if "current_loss" not in options: - F_k = closure() - closure_eval += 1 - else: - F_k = options["current_loss"] - - gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] - - if "eta" not in options: - eta = 2 - elif options["eta"] <= 1: - msg = "Invalid eta; must be greater than 1." - raise (ValueError(msg)) - else: - eta = options["eta"] - - if "c1" not in options: - c1 = 1e-4 - elif options["c1"] >= 1 or options["c1"] <= 0: - msg = "Invalid c1; must be strictly between 0 and 1." - raise (ValueError(msg)) - else: - c1 = options["c1"] - - if "c2" not in options: - c2 = 0.9 - elif options["c2"] >= 1 or options["c2"] <= 0: - msg = "Invalid c2; must be strictly between 0 and 1." - raise (ValueError(msg)) - elif options["c2"] <= c1: - msg = "Invalid c2; must be strictly larger than c1." - raise (ValueError(msg)) - else: - c2 = options["c2"] - - if "max_ls" not in options: - max_ls = 10 - elif options["max_ls"] <= 0: - msg = "Invalid max_ls; must be positive." - raise (ValueError(msg)) - else: - max_ls = options["max_ls"] - - interpolate = options.get("interpolate", True) - - inplace = options.get("inplace", True) - - ls_debug = options.get("ls_debug", False) - - else: - msg = "Options are not specified; need closure evaluating function." - raise (ValueError(msg)) - - # initialize counters - ls_step = 0 - grad_eval = 0 # tracks gradient evaluations - t_prev = 0 # old steplength - - # initialize bracketing variables and flag - alpha = 0 - beta = float("Inf") - fail = False - - # initialize values for line search - if interpolate: - F_a = F_k - g_a = gtd - - if torch.cuda.is_available(): - F_b = torch.tensor(np.nan, dtype=dtype).cuda() - g_b = torch.tensor(np.nan, dtype=dtype).cuda() - else: - F_b = torch.tensor(np.nan, dtype=dtype) - g_b = torch.tensor(np.nan, dtype=dtype) - - # begin print for debug mode - if ls_debug: - pass - - # check if search direction is descent direction - if gtd >= 0: - desc_dir = False - if debug: - pass - else: - desc_dir = True - - # store values if not in-place - if not inplace: - current_params = self._copy_params() - - # update and evaluate at new point - self._add_update(t, d) - F_new = closure() - closure_eval += 1 - - # main loop - while True: - # check if maximum number of line search steps have been reached - if ls_step >= max_ls: - if inplace: - self._add_update(-t, d) - else: - self._load_params(current_params) - - t = 0 - F_new = closure() - F_new.backward() - g_new = self._gather_flat_grad() - closure_eval += 1 - grad_eval += 1 - fail = True - break - - # print info if debugging - if ls_debug: - pass - - # check Armijo condition - if F_new > F_k + c1 * t * gtd: - # set upper bound - beta = t - t_prev = t - - # update interpolation quantities - if interpolate: - F_b = F_new - if torch.cuda.is_available(): - g_b = torch.tensor(np.nan, dtype=dtype).cuda() - else: - g_b = torch.tensor(np.nan, dtype=dtype) - - else: - # compute gradient - F_new.backward() - g_new = self._gather_flat_grad() - grad_eval += 1 - gtd_new = g_new.dot(d) - - # print info if debugging - if ls_debug: - pass - - # check curvature condition - if gtd_new < c2 * gtd: - # set lower bound - alpha = t - t_prev = t - - # update interpolation quantities - if interpolate: - F_a = F_new - g_a = gtd_new - - else: - break - - # compute new steplength - - # if first step or not interpolating, then bisect or multiply by factor - if not interpolate or not is_legal(F_b): - t = eta * t if beta == float("Inf") else (alpha + beta) / 2.0 - - # otherwise interpolate between a and b - else: - t = polyinterp( - np.array( - [ - [alpha, F_a.item(), g_a.item()], - [beta, F_b.item(), g_b.item()], - ], - ), - ) - - # if values are too extreme, adjust t - if beta == float("Inf"): - if t > 2 * eta * t_prev: - t = 2 * eta * t_prev - elif t < eta * t_prev: - t = eta * t_prev - elif t < alpha + 0.2 * (beta - alpha): - t = alpha + 0.2 * (beta - alpha) - elif t > (beta - alpha) / 2.0: - t = (beta - alpha) / 2.0 - - # if we obtain nonsensical value from interpolation - if t <= 0: - t = (beta - alpha) / 2.0 - - # update parameters - if inplace: - self._add_update(t - t_prev, d) - else: - self._load_params(current_params) - self._add_update(t, d) - - # evaluate closure - F_new = closure() - closure_eval += 1 - ls_step += 1 - - # store Bs - if Bs is None: - Bs = (g_Sk.mul(-t)).clone() - else: - Bs.copy_(g_Sk.mul(-t)) - - # print final steplength - if ls_debug: - pass - - state["d"] = d - state["prev_flat_grad"] = prev_flat_grad - state["t"] = t - state["Bs"] = Bs - state["fail"] = fail - - return F_new, g_new, t, ls_step, closure_eval, grad_eval, desc_dir, fail - - # perform update - self._add_update(t, d) - - # store Bs - if Bs is None: - Bs = (g_Sk.mul(-t)).clone() - else: - Bs.copy_(g_Sk.mul(-t)) - - state["d"] = d - state["prev_flat_grad"] = prev_flat_grad - state["t"] = t - state["Bs"] = Bs - state["fail"] = False - - return t - - def step(self, p_k, g_Ok, g_Sk=None, options=None): - if options is None: - options = {} - return self._step(p_k, g_Ok, g_Sk, options) - - -# %% Full-Batch (Deterministic) L-BFGS Optimizer (Wrapper) - - -class FullBatchLBFGS(LBFGS): - """Implements full-batch or deterministic L-BFGS algorithm. Compatible with - Powell damping. Can be used when evaluating a deterministic function and - gradient. Wraps the LBFGS optimizer. Performs the two-loop recursion, - updating, and curvature updating in a single step. - - Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere - Last edited 11/15/18. - - Warnings: - -------- - . Does not support per-parameter options and parameter groups. - . All parameters have to be on a single device. - - Inputs: - lr (float): steplength or learning rate (default: 1) - history_size (int): update history size (default: 10) - line_search (str): designates line search to use (default: 'Wolfe') - Options: - 'None': uses steplength designated in algorithm - 'Armijo': uses Armijo backtracking line search - 'Wolfe': uses Armijo-Wolfe bracketing line search - dtype: data type (default: torch.float) - debug (bool): debugging mode - - """ - - def __init__( - self, - params, - lr=1, - history_size=10, - line_search="Wolfe", - dtype=torch.float, - debug=False, - ) -> None: - super().__init__(params, lr, history_size, line_search, dtype, debug) - - def step(self, options=None): - """Performs a single optimization step. - - Inputs: - options (dict): contains options for performing line search - - General Options: - 'eps' (float): constant for curvature pair rejection or damping (default: 1e-2) - 'damping' (bool): flag for using Powell damping (default: False) - - Options for Armijo backtracking line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) - 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Options for Wolfe line search: - 'closure' (callable): reevaluates model and returns function value - 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) - 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) - 'eta' (float): factor for extrapolation (default: 2) - 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) - 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) - 'max_ls' (int): maximum number of line search steps permitted (default: 10) - 'interpolate' (bool): flag for using interpolation (default: True) - 'inplace' (bool): flag for inplace operations (default: True) - 'ls_debug' (bool): debugging mode for line search - - Outputs (depends on line search): - . No line search: - t (float): steplength - . Armijo backtracking line search: - F_new (tensor): loss function at new iterate - t (tensor): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - . Wolfe line search: - F_new (tensor): loss function at new iterate - g_new (tensor): gradient at new iterate - t (float): final steplength - ls_step (int): number of backtracks - closure_eval (int): number of closure evaluations - grad_eval (int): number of gradient evaluations - desc_dir (bool): descent direction flag - True: p_k is descent direction with respect to the line search - function - False: p_k is not a descent direction with respect to the line - search function - fail (bool): failure flag - True: line search reached maximum number of iterations, failed - False: line search succeeded - - Notes - ----- - . If encountering line search failure in the deterministic setting, one - should try increasing the maximum number of line search steps max_ls. - - """ - # load options for damping and eps - if options is None: - options = {} - damping = options.get("damping", False) - - eps = options.get("eps", 0.01) - - # gather gradient - grad = self._gather_flat_grad() - - # update curvature if after 1st iteration - state = self.state["global_state"] - if state["n_iter"] > 0: - self.curvature_update(grad, eps, damping) - - # compute search direction - p = self.two_loop_recursion(-grad) - - # take step - return self._step(p, grad, options=options) +from __future__ import annotations + +from copy import deepcopy +from functools import reduce + +import matplotlib.pyplot as plt +import numpy as np +import torch +from torch.optim import Optimizer + + +def is_legal(v) -> bool: + """Checks that tensor is not NaN or Inf. + + Inputs: + v (tensor): tensor to be checked + + """ + return not torch.isnan(v).any() and not torch.isinf(v) + + +def polyinterp(points, x_min_bound=None, x_max_bound=None, plot=False): + """Gives the minimizer and minimum of the interpolating polynomial over given points + based on function and derivative information. Defaults to bisection if no critical + points are valid. + + Based on polyinterp.m Matlab function in minFunc by Mark Schmidt with some slight + modifications. + + Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere + Last edited 12/6/18. + + Inputs: + points (nparray): two-dimensional array with each point of form [x f g] + x_min_bound (float): minimum value that brackets minimum (default: minimum of points) + x_max_bound (float): maximum value that brackets minimum (default: maximum of points) + plot (bool): plot interpolating polynomial + + Outputs: + x_sol (float): minimizer of interpolating polynomial + F_min (float): minimum of interpolating polynomial + + Note: + ---- + . Set f or g to np.nan if they are unknown + + """ + no_points = points.shape[0] + order = np.sum(1 - np.isnan(points[:, 1:3]).astype("int")) - 1 + + x_min = np.min(points[:, 0]) + x_max = np.max(points[:, 0]) + + # compute bounds of interpolation area + if x_min_bound is None: + x_min_bound = x_min + if x_max_bound is None: + x_max_bound = x_max + + # explicit formula for quadratic interpolation + if no_points == 2 and order == 2 and plot is False: + # Solution to quadratic interpolation is given by: + # a = -(f1 - f2 - g1(x1 - x2))/(x1 - x2)^2 + # x_min = x1 - g1/(2a) + # if x1 = 0, then is given by: + # x_min = - (g1*x2^2)/(2(f2 - f1 - g1*x2)) + + if points[0, 0] == 0: + x_sol = ( + -points[0, 2] + * points[1, 0] ** 2 + / (2 * (points[1, 1] - points[0, 1] - points[0, 2] * points[1, 0])) + ) + else: + a = ( + -( + points[0, 1] + - points[1, 1] + - points[0, 2] * (points[0, 0] - points[1, 0]) + ) + / (points[0, 0] - points[1, 0]) ** 2 + ) + x_sol = points[0, 0] - points[0, 2] / (2 * a) + + x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) + + # explicit formula for cubic interpolation + elif no_points == 2 and order == 3 and plot is False: + # Solution to cubic interpolation is given by: + # d1 = g1 + g2 - 3((f1 - f2)/(x1 - x2)) + # d2 = sqrt(d1^2 - g1*g2) + # x_min = x2 - (x2 - x1)*((g2 + d2 - d1)/(g2 - g1 + 2*d2)) + d1 = ( + points[0, 2] + + points[1, 2] + - 3 * ((points[0, 1] - points[1, 1]) / (points[0, 0] - points[1, 0])) + ) + d2 = np.sqrt(d1**2 - points[0, 2] * points[1, 2]) + if np.isreal(d2): + x_sol = points[1, 0] - (points[1, 0] - points[0, 0]) * ( + (points[1, 2] + d2 - d1) / (points[1, 2] - points[0, 2] + 2 * d2) + ) + x_sol = np.minimum(np.maximum(x_min_bound, x_sol), x_max_bound) + else: + x_sol = (x_max_bound + x_min_bound) / 2 + + # solve linear system + else: + # define linear constraints + A = np.zeros((0, order + 1)) + b = np.zeros((0, 1)) + + # add linear constraints on function values + for i in range(no_points): + if not np.isnan(points[i, 1]): + constraint = np.zeros((1, order + 1)) + for j in range(order, -1, -1): + constraint[0, order - j] = points[i, 0] ** j + A = np.append(A, constraint, 0) + b = np.append(b, points[i, 1]) + + # add linear constraints on gradient values + for i in range(no_points): + if not np.isnan(points[i, 2]): + constraint = np.zeros((1, order + 1)) + for j in range(order): + constraint[0, j] = (order - j) * points[i, 0] ** (order - j - 1) + A = np.append(A, constraint, 0) + b = np.append(b, points[i, 2]) + + # check if system is solvable + if A.shape[0] != A.shape[1] or np.linalg.matrix_rank(A) != A.shape[0]: + x_sol = (x_min_bound + x_max_bound) / 2 + f_min = np.inf + else: + # solve linear system for interpolating polynomial + coeff = np.linalg.solve(A, b) + + # compute critical points + dcoeff = np.zeros(order) + for i in range(len(coeff) - 1): + dcoeff[i] = coeff[i] * (order - i) + + crit_pts = np.array([x_min_bound, x_max_bound]) + crit_pts = np.append(crit_pts, points[:, 0]) + + if not np.isinf(dcoeff).any(): + roots = np.roots(dcoeff) + crit_pts = np.append(crit_pts, roots) + + # test critical points + f_min = np.inf + x_sol = (x_min_bound + x_max_bound) / 2 # defaults to bisection + for crit_pt in crit_pts: + if ( + np.isreal(crit_pt) + and crit_pt >= x_min_bound + and crit_pt <= x_max_bound + ): + F_cp = np.polyval(coeff, crit_pt) + if np.isreal(F_cp) and F_cp < f_min: + x_sol = np.real(crit_pt) + f_min = np.real(F_cp) + + if plot: + plt.figure() + x = np.arange( + x_min_bound, + x_max_bound, + (x_max_bound - x_min_bound) / 10000, + ) + f = np.polyval(coeff, x) + plt.plot(x, f) + plt.plot(x_sol, f_min, "x") + + return x_sol + + +class LBFGS(Optimizer): + """Implements the L-BFGS algorithm. Compatible with multi-batch and full-overlap + L-BFGS implementations and (stochastic) Powell damping. Partly based on the + original L-BFGS implementation in PyTorch, Mark Schmidt's minFunc MATLAB code, + and Michael Overton's weak Wolfe line search MATLAB code. + + Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere + Last edited 12/6/18. + + Warnings: + -------- + . Does not support per-parameter options and parameter groups. + . All parameters have to be on a single device. + + Inputs: + lr (float): steplength or learning rate (default: 1) + history_size (int): update history size (default: 10) + line_search (str): designates line search to use (default: 'Wolfe') + Options: + 'None': uses steplength designated in algorithm + 'Armijo': uses Armijo backtracking line search + 'Wolfe': uses Armijo-Wolfe bracketing line search + dtype: data type (default: torch.float) + debug (bool): debugging mode + + References: + ---------- + [1] Berahas, Albert S., Jorge Nocedal, and Martin Takác. "A Multi-Batch L-BFGS + Method for Machine Learning." Advances in Neural Information Processing + Systems. 2016. + [2] Bollapragada, Raghu, et al. "A Progressive Batching L-BFGS Method for Machine + Learning." International Conference on Machine Learning. 2018. + [3] Lewis, Adrian S., and Michael L. Overton. "Nonsmooth Optimization via Quasi-Newton + Methods." Mathematical Programming 141.1-2 (2013): 135-163. + [4] Liu, Dong C., and Jorge Nocedal. "On the Limited Memory BFGS Method for + Large Scale Optimization." Mathematical Programming 45.1-3 (1989): 503-528. + [5] Nocedal, Jorge. "Updating Quasi-Newton Matrices With Limited Storage." + Mathematics of Computation 35.151 (1980): 773-782. + [6] Nocedal, Jorge, and Stephen J. Wright. "Numerical Optimization." Springer New York, + 2006. + [7] Schmidt, Mark. "minFunc: Unconstrained Differentiable Multivariate Optimization + in Matlab." Software available at http://www.cs.ubc.ca/~schmidtm/Software/minFunc.html + (2005). + [8] Schraudolph, Nicol N., Jin Yu, and Simon Günter. "A Stochastic Quasi-Newton + Method for Online Convex Optimization." Artificial Intelligence and Statistics. + 2007. + [9] Wang, Xiao, et al. "Stochastic Quasi-Newton Methods for Nonconvex Stochastic + Optimization." SIAM Journal on Optimization 27.2 (2017): 927-956. + + """ + + def __init__( + self, + params, + lr=1, + history_size=10, + line_search="Wolfe", + dtype=torch.float, + debug=False, + ) -> None: + # ensure inputs are valid + if lr < 0.0: + msg = f"Invalid learning rate: {lr}" + raise ValueError(msg) + if history_size < 0: + msg = f"Invalid history size: {history_size}" + raise ValueError(msg) + if line_search not in ["Armijo", "Wolfe", "None"]: + msg = f"Invalid line search: {line_search}" + raise ValueError(msg) + + defaults = { + "lr": lr, + "history_size": history_size, + "line_search": line_search, + "dtype": dtype, + "debug": debug, + } + super().__init__(params, defaults) + + if len(self.param_groups) != 1: + msg = "L-BFGS doesn't support per-parameter options (parameter groups)" + raise ValueError(msg) + + self._params = self.param_groups[0]["params"] + self._numel_cache = None + + state = self.state["global_state"] + state.setdefault("n_iter", 0) + state.setdefault("curv_skips", 0) + state.setdefault("fail_skips", 0) + state.setdefault("H_diag", 1) + state.setdefault("fail", True) + + state["old_dirs"] = [] + state["old_stps"] = [] + + def _numel(self): + if self._numel_cache is None: + self._numel_cache = reduce( + lambda total, p: total + p.numel(), + self._params, + 0, + ) + return self._numel_cache + + def _gather_flat_grad(self): + views = [] + for p in self._params: + if p.grad is None: + view = p.data.new(p.data.numel()).zero_() + elif p.grad.data.is_sparse: + view = p.grad.data.to_dense().view(-1) + else: + view = p.grad.data.view(-1) + views.append(view) + return torch.cat(views, 0) + + def _add_update(self, step_size, update) -> None: + offset = 0 + for p in self._params: + numel = p.numel() + # view as to avoid deprecated pointwise semantics + p.data.add_( + update[offset : offset + numel].view_as(p.data), + alpha=step_size, + ) + offset += numel + assert offset == self._numel() + + def _copy_params(self): + return [deepcopy(param.data) for param in self._params] + + def _load_params(self, current_params) -> None: + for i, param in enumerate(self._params): + param.data[:] = current_params[i] + + def line_search(self, line_search) -> None: + """Switches line search option. + + Inputs: + line_search (str): designates line search to use + Options: + 'None': uses steplength designated in algorithm + 'Armijo': uses Armijo backtracking line search + 'Wolfe': uses Armijo-Wolfe bracketing line search + + """ + group = self.param_groups[0] + group["line_search"] = line_search + + def two_loop_recursion(self, vec): + """Performs two-loop recursion on given vector to obtain Hv. + + Inputs: + vec (tensor): 1-D tensor to apply two-loop recursion to + + Output: + r (tensor): matrix-vector product Hv + + """ + group = self.param_groups[0] + history_size = group["history_size"] + + state = self.state["global_state"] + old_dirs = state.get("old_dirs") # change in gradients + old_stps = state.get("old_stps") # change in iterates + H_diag = state.get("H_diag") + + # compute the product of the inverse Hessian approximation and the gradient + num_old = len(old_dirs) + + if "rho" not in state: + state["rho"] = [None] * history_size + state["alpha"] = [None] * history_size + rho = state["rho"] + alpha = state["alpha"] + + for i in range(num_old): + rho[i] = 1.0 / old_stps[i].dot(old_dirs[i]) + + q = vec + for i in range(num_old - 1, -1, -1): + alpha[i] = old_dirs[i].dot(q) * rho[i] + q.add_(old_stps[i], alpha=-alpha[i]) + + # multiply by initial Hessian + # r/d is the final direction + r = torch.mul(q, H_diag) + for i in range(num_old): + beta = old_stps[i].dot(r) * rho[i] + r.add_(old_dirs[i], alpha=(alpha[i] - beta)) + + return r + + def curvature_update(self, flat_grad, eps=1e-2, damping=False) -> None: + """Performs curvature update. + + Inputs: + flat_grad (tensor): 1-D tensor of flattened gradient for computing + gradient difference with previously stored gradient + eps (float): constant for curvature pair rejection or damping (default: 1e-2) + damping (bool): flag for using Powell damping (default: False) + """ + assert len(self.param_groups) == 1 + + # load parameters + if eps <= 0: + msg = "Invalid eps; must be positive." + raise (ValueError(msg)) + + group = self.param_groups[0] + history_size = group["history_size"] + debug = group["debug"] + + # variables cached in state (for tracing) + state = self.state["global_state"] + fail = state.get("fail") + + # check if line search failed + if not fail: + d = state.get("d") + t = state.get("t") + old_dirs = state.get("old_dirs") + old_stps = state.get("old_stps") + H_diag = state.get("H_diag") + prev_flat_grad = state.get("prev_flat_grad") + Bs = state.get("Bs") + + # compute y's + y = flat_grad.sub(prev_flat_grad) + s = d.mul(t) + sBs = s.dot(Bs) + ys = y.dot(s) # y*s + + # update L-BFGS matrix + if ys > eps * sBs or damping is True: + # perform Powell damping + if damping is True and ys < eps * sBs: + if debug: + pass + theta = ((1 - eps) * sBs) / (sBs - ys) + y = theta * y + (1 - theta) * Bs + + # updating memory + if len(old_dirs) == history_size: + # shift history by one (limited-memory) + old_dirs.pop(0) + old_stps.pop(0) + + # store new direction/step + old_dirs.append(s) + old_stps.append(y) + + # update scale of initial Hessian approximation + H_diag = ys / y.dot(y) # (y*y) + + state["old_dirs"] = old_dirs + state["old_stps"] = old_stps + state["H_diag"] = H_diag + + else: + # save skip + state["curv_skips"] += 1 + if debug: + pass + + else: + # save skip + state["fail_skips"] += 1 + if debug: + pass + + def _step(self, p_k, g_Ok, g_Sk=None, options=None): + """Performs a single optimization step. + + Inputs: + p_k (tensor): 1-D tensor specifying search direction + g_Ok (tensor): 1-D tensor of flattened gradient over overlap O_k used + for gradient differencing in curvature pair update + g_Sk (tensor): 1-D tensor of flattened gradient over full sample S_k + used for curvature pair damping or rejection criterion, + if None, will use g_Ok (default: None) + options (dict): contains options for performing line search + + Options for Armijo backtracking line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) + 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Options for Wolfe line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (float): factor for extrapolation (default: 2) + 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) + 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Outputs (depends on line search): + . No line search: + t (float): steplength + . Armijo backtracking line search: + F_new (tensor): loss function at new iterate + t (tensor): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + . Wolfe line search: + F_new (tensor): loss function at new iterate + g_new (tensor): gradient at new iterate + t (float): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + grad_eval (int): number of gradient evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + + Notes + ----- + . If encountering line search failure in the deterministic setting, one + should try increasing the maximum number of line search steps max_ls. + + """ + if options is None: + options = {} + assert len(self.param_groups) == 1 + + # load parameter options + group = self.param_groups[0] + lr = group["lr"] + line_search = group["line_search"] + dtype = group["dtype"] + debug = group["debug"] + + # variables cached in state (for tracing) + state = self.state["global_state"] + d = state.get("d") + t = state.get("t") + prev_flat_grad = state.get("prev_flat_grad") + Bs = state.get("Bs") + + # keep track of nb of iterations + state["n_iter"] += 1 + + # set search direction + d = p_k + + # modify previous gradient + if prev_flat_grad is None: + prev_flat_grad = g_Ok.clone() + else: + prev_flat_grad.copy_(g_Ok) + + # set initial step size + t = lr + + # closure evaluation counter + closure_eval = 0 + + if g_Sk is None: + g_Sk = g_Ok.clone() + + # perform Armijo backtracking line search + if line_search == "Armijo": + # load options + if options: + if "closure" not in options: + msg = "closure option not specified." + raise (ValueError(msg)) + closure = options["closure"] + + gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] + + if "current_loss" not in options: + F_k = closure() + closure_eval += 1 + else: + F_k = options["current_loss"] + + if "eta" not in options: + eta = 2 + elif options["eta"] <= 0: + msg = "Invalid eta; must be positive." + raise (ValueError(msg)) + else: + eta = options["eta"] + + if "c1" not in options: + c1 = 1e-4 + elif options["c1"] >= 1 or options["c1"] <= 0: + msg = "Invalid c1; must be strictly between 0 and 1." + raise (ValueError(msg)) + else: + c1 = options["c1"] + + if "max_ls" not in options: + max_ls = 10 + elif options["max_ls"] <= 0: + msg = "Invalid max_ls; must be positive." + raise (ValueError(msg)) + else: + max_ls = options["max_ls"] + + interpolate = options.get("interpolate", True) + + inplace = options.get("inplace", True) + + ls_debug = options.get("ls_debug", False) + + else: + msg = "Options are not specified; need closure evaluating function." + raise (ValueError(msg)) + + # initialize values + if interpolate: + if torch.cuda.is_available(): + F_prev = torch.tensor(np.nan, dtype=dtype).cuda() + else: + F_prev = torch.tensor(np.nan, dtype=dtype) + + ls_step = 0 + t_prev = 0 # old steplength + fail = False # failure flag + + # begin print for debug mode + if ls_debug: + pass + + # check if search direction is descent direction + if gtd >= 0: + desc_dir = False + if debug: + pass + else: + desc_dir = True + + # store values if not in-place + if not inplace: + current_params = self._copy_params() + + # update and evaluate at new point + self._add_update(t, d) + F_new = closure() + closure_eval += 1 + + # print info if debugging + if ls_debug: + pass + + # check Armijo condition + while F_new > F_k + c1 * t * gtd or not is_legal(F_new): + # check if maximum number of iterations reached + if ls_step >= max_ls: + if inplace: + self._add_update(-t, d) + else: + self._load_params(current_params) + + t = 0 + F_new = closure() + closure_eval += 1 + fail = True + break + + # store current steplength + t_new = t + + # compute new steplength + + # if first step or not interpolating, then multiply by factor + if ls_step == 0 or not interpolate or not is_legal(F_new): + t = t / eta + + # if second step, use function value at new point along with + # gradient and function at current iterate + elif ls_step == 1 or not is_legal(F_prev): + t = polyinterp( + np.array( + [ + [0, F_k.item(), gtd.item()], + [t_new, F_new.item(), np.nan], + ], + ), + ) + + # otherwise, use function values at new point, previous point, + # and gradient and function at current iterate + else: + t = polyinterp( + np.array( + [ + [0, F_k.item(), gtd.item()], + [t_new, F_new.item(), np.nan], + [t_prev, F_prev.item(), np.nan], + ], + ), + ) + + # if values are too extreme, adjust t + if interpolate: + if t < 1e-3 * t_new: + t = 1e-3 * t_new + elif t > 0.6 * t_new: + t = 0.6 * t_new + + # store old point + F_prev = F_new + t_prev = t_new + + # update iterate and reevaluate + if inplace: + self._add_update(t - t_new, d) + else: + self._load_params(current_params) + self._add_update(t, d) + + F_new = closure() + closure_eval += 1 + ls_step += 1 # iterate + + # print info if debugging + if ls_debug: + pass + + # store Bs + if Bs is None: + Bs = (g_Sk.mul(-t)).clone() + else: + Bs.copy_(g_Sk.mul(-t)) + + # print final steplength + if ls_debug: + pass + + state["d"] = d + state["prev_flat_grad"] = prev_flat_grad + state["t"] = t + state["Bs"] = Bs + state["fail"] = fail + + return F_new, t, ls_step, closure_eval, desc_dir, fail + + # perform weak Wolfe line search + if line_search == "Wolfe": + # load options + if options: + if "closure" not in options: + msg = "closure option not specified." + raise (ValueError(msg)) + closure = options["closure"] + + if "current_loss" not in options: + F_k = closure() + closure_eval += 1 + else: + F_k = options["current_loss"] + + gtd = g_Ok.dot(d) if "gtd" not in options else options["gtd"] + + if "eta" not in options: + eta = 2 + elif options["eta"] <= 1: + msg = "Invalid eta; must be greater than 1." + raise (ValueError(msg)) + else: + eta = options["eta"] + + if "c1" not in options: + c1 = 1e-4 + elif options["c1"] >= 1 or options["c1"] <= 0: + msg = "Invalid c1; must be strictly between 0 and 1." + raise (ValueError(msg)) + else: + c1 = options["c1"] + + if "c2" not in options: + c2 = 0.9 + elif options["c2"] >= 1 or options["c2"] <= 0: + msg = "Invalid c2; must be strictly between 0 and 1." + raise (ValueError(msg)) + elif options["c2"] <= c1: + msg = "Invalid c2; must be strictly larger than c1." + raise (ValueError(msg)) + else: + c2 = options["c2"] + + if "max_ls" not in options: + max_ls = 10 + elif options["max_ls"] <= 0: + msg = "Invalid max_ls; must be positive." + raise (ValueError(msg)) + else: + max_ls = options["max_ls"] + + interpolate = options.get("interpolate", True) + + inplace = options.get("inplace", True) + + ls_debug = options.get("ls_debug", False) + + else: + msg = "Options are not specified; need closure evaluating function." + raise (ValueError(msg)) + + # initialize counters + ls_step = 0 + grad_eval = 0 # tracks gradient evaluations + t_prev = 0 # old steplength + + # initialize bracketing variables and flag + alpha = 0 + beta = float("Inf") + fail = False + + # initialize values for line search + if interpolate: + F_a = F_k + g_a = gtd + + if torch.cuda.is_available(): + F_b = torch.tensor(np.nan, dtype=dtype).cuda() + g_b = torch.tensor(np.nan, dtype=dtype).cuda() + else: + F_b = torch.tensor(np.nan, dtype=dtype) + g_b = torch.tensor(np.nan, dtype=dtype) + + # begin print for debug mode + if ls_debug: + pass + + # check if search direction is descent direction + if gtd >= 0: + desc_dir = False + if debug: + pass + else: + desc_dir = True + + # store values if not in-place + if not inplace: + current_params = self._copy_params() + + # update and evaluate at new point + self._add_update(t, d) + F_new = closure() + closure_eval += 1 + + # main loop + while True: + # check if maximum number of line search steps have been reached + if ls_step >= max_ls: + if inplace: + self._add_update(-t, d) + else: + self._load_params(current_params) + + t = 0 + F_new = closure() + F_new.backward() + g_new = self._gather_flat_grad() + closure_eval += 1 + grad_eval += 1 + fail = True + break + + # print info if debugging + if ls_debug: + pass + + # check Armijo condition + if F_new > F_k + c1 * t * gtd: + # set upper bound + beta = t + t_prev = t + + # update interpolation quantities + if interpolate: + F_b = F_new + if torch.cuda.is_available(): + g_b = torch.tensor(np.nan, dtype=dtype).cuda() + else: + g_b = torch.tensor(np.nan, dtype=dtype) + + else: + # compute gradient + F_new.backward() + g_new = self._gather_flat_grad() + grad_eval += 1 + gtd_new = g_new.dot(d) + + # print info if debugging + if ls_debug: + pass + + # check curvature condition + if gtd_new < c2 * gtd: + # set lower bound + alpha = t + t_prev = t + + # update interpolation quantities + if interpolate: + F_a = F_new + g_a = gtd_new + + else: + break + + # compute new steplength + + # if first step or not interpolating, then bisect or multiply by factor + if not interpolate or not is_legal(F_b): + t = eta * t if beta == float("Inf") else (alpha + beta) / 2.0 + + # otherwise interpolate between a and b + else: + t = polyinterp( + np.array( + [ + [alpha, F_a.item(), g_a.item()], + [beta, F_b.item(), g_b.item()], + ], + ), + ) + + # if values are too extreme, adjust t + if beta == float("Inf"): + if t > 2 * eta * t_prev: + t = 2 * eta * t_prev + elif t < eta * t_prev: + t = eta * t_prev + elif t < alpha + 0.2 * (beta - alpha): + t = alpha + 0.2 * (beta - alpha) + elif t > (beta - alpha) / 2.0: + t = (beta - alpha) / 2.0 + + # if we obtain nonsensical value from interpolation + if t <= 0: + t = (beta - alpha) / 2.0 + + # update parameters + if inplace: + self._add_update(t - t_prev, d) + else: + self._load_params(current_params) + self._add_update(t, d) + + # evaluate closure + F_new = closure() + closure_eval += 1 + ls_step += 1 + + # store Bs + if Bs is None: + Bs = (g_Sk.mul(-t)).clone() + else: + Bs.copy_(g_Sk.mul(-t)) + + # print final steplength + if ls_debug: + pass + + state["d"] = d + state["prev_flat_grad"] = prev_flat_grad + state["t"] = t + state["Bs"] = Bs + state["fail"] = fail + + return F_new, g_new, t, ls_step, closure_eval, grad_eval, desc_dir, fail + + # perform update + self._add_update(t, d) + + # store Bs + if Bs is None: + Bs = (g_Sk.mul(-t)).clone() + else: + Bs.copy_(g_Sk.mul(-t)) + + state["d"] = d + state["prev_flat_grad"] = prev_flat_grad + state["t"] = t + state["Bs"] = Bs + state["fail"] = False + + return t + + def step(self, p_k, g_Ok, g_Sk=None, options=None): + if options is None: + options = {} + return self._step(p_k, g_Ok, g_Sk, options) + + +# %% Full-Batch (Deterministic) L-BFGS Optimizer (Wrapper) + + +class FullBatchLBFGS(LBFGS): + """Implements full-batch or deterministic L-BFGS algorithm. Compatible with + Powell damping. Can be used when evaluating a deterministic function and + gradient. Wraps the LBFGS optimizer. Performs the two-loop recursion, + updating, and curvature updating in a single step. + + Implemented by: Hao-Jun Michael Shi and Dheevatsa Mudigere + Last edited 11/15/18. + + Warnings: + -------- + . Does not support per-parameter options and parameter groups. + . All parameters have to be on a single device. + + Inputs: + lr (float): steplength or learning rate (default: 1) + history_size (int): update history size (default: 10) + line_search (str): designates line search to use (default: 'Wolfe') + Options: + 'None': uses steplength designated in algorithm + 'Armijo': uses Armijo backtracking line search + 'Wolfe': uses Armijo-Wolfe bracketing line search + dtype: data type (default: torch.float) + debug (bool): debugging mode + + """ + + def __init__( + self, + params, + lr=1, + history_size=10, + line_search="Wolfe", + dtype=torch.float, + debug=False, + ) -> None: + super().__init__(params, lr, history_size, line_search, dtype, debug) + + def step(self, options=None): + """Performs a single optimization step. + + Inputs: + options (dict): contains options for performing line search + + General Options: + 'eps' (float): constant for curvature pair rejection or damping (default: 1e-2) + 'damping' (bool): flag for using Powell damping (default: False) + + Options for Armijo backtracking line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (tensor): factor for decreasing steplength > 0 (default: 2) + 'c1' (tensor): sufficient decrease constant in (0, 1) (default: 1e-4) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Options for Wolfe line search: + 'closure' (callable): reevaluates model and returns function value + 'current_loss' (tensor): objective value at current iterate (default: F(x_k)) + 'gtd' (tensor): inner product g_Ok'd in line search (default: g_Ok'd) + 'eta' (float): factor for extrapolation (default: 2) + 'c1' (float): sufficient decrease constant in (0, 1) (default: 1e-4) + 'c2' (float): curvature condition constant in (0, 1) (default: 0.9) + 'max_ls' (int): maximum number of line search steps permitted (default: 10) + 'interpolate' (bool): flag for using interpolation (default: True) + 'inplace' (bool): flag for inplace operations (default: True) + 'ls_debug' (bool): debugging mode for line search + + Outputs (depends on line search): + . No line search: + t (float): steplength + . Armijo backtracking line search: + F_new (tensor): loss function at new iterate + t (tensor): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + . Wolfe line search: + F_new (tensor): loss function at new iterate + g_new (tensor): gradient at new iterate + t (float): final steplength + ls_step (int): number of backtracks + closure_eval (int): number of closure evaluations + grad_eval (int): number of gradient evaluations + desc_dir (bool): descent direction flag + True: p_k is descent direction with respect to the line search + function + False: p_k is not a descent direction with respect to the line + search function + fail (bool): failure flag + True: line search reached maximum number of iterations, failed + False: line search succeeded + + Notes + ----- + . If encountering line search failure in the deterministic setting, one + should try increasing the maximum number of line search steps max_ls. + + """ + # load options for damping and eps + if options is None: + options = {} + damping = options.get("damping", False) + + eps = options.get("eps", 0.01) + + # gather gradient + grad = self._gather_flat_grad() + + # update curvature if after 1st iteration + state = self.state["global_state"] + if state["n_iter"] > 0: + self.curvature_update(grad, eps, damping) + + # compute search direction + p = self.two_loop_recursion(-grad) + + # take step + return self._step(p, grad, options=options) diff --git a/src/multinterp/backend/__init__.py b/src/multinterp/backend/__init__.py index 5d11ac7..4f68d7b 100644 --- a/src/multinterp/backend/__init__.py +++ b/src/multinterp/backend/__init__.py @@ -1,21 +1,21 @@ -from __future__ import annotations - -import contextlib - -backend_functions = {} -backends = ["cupy", "jax", "numba", "scipy"] - -for backend in backends: - with contextlib.suppress(ImportError): - backend_functions[backend] = getattr( - __import__(f"multinterp.backend._{backend}", fromlist=[backend]), - f"{backend}_multinterp", - ) - - -def multinterp(grids, values, args, backend="numba"): - if backend not in backends: - msg = f"Invalid backend: {backend}" - raise ValueError(msg) - - return backend_functions[backend](grids, values, args) +from __future__ import annotations + +import contextlib + +backend_functions = {} +backends = ["cupy", "jax", "numba", "scipy"] + +for backend in backends: + with contextlib.suppress(ImportError): + backend_functions[backend] = getattr( + __import__(f"multinterp.backend._{backend}", fromlist=[backend]), + f"{backend}_multinterp", + ) + + +def multinterp(grids, values, args, backend="numba"): + if backend not in backends: + msg = f"Invalid backend: {backend}" + raise ValueError(msg) + + return backend_functions[backend](grids, values, args) diff --git a/src/multinterp/backend/_cupy.py b/src/multinterp/backend/_cupy.py index c55a260..e6b4603 100644 --- a/src/multinterp/backend/_cupy.py +++ b/src/multinterp/backend/_cupy.py @@ -1,125 +1,125 @@ -from __future__ import annotations - -import cupy as cp -from cupyx.scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -def cupy_multinterp(grids, values, args, options=None): - """Perform multivariate interpolation using CuPy. - - Parameters - ---------- - grids : array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the function. - - """ - mc_kwargs = update_mc_kwargs(options) - - args = cp.asarray(args) - values = cp.asarray(values) - grids = [cp.asarray(grid) for grid in grids] - - coords = cupy_get_coordinates(grids, args) - return cupy_map_coordinates(values, coords, **mc_kwargs) - - -def cupy_gradinterp(grids, values, args, axis=None, options=None): - """Computes the interpolated value of the gradient evaluated at specified points using CuPy. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - axis : int, optional - Axis along which to compute the gradient. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the gradient. - - """ - mc_kwargs = update_mc_kwargs(options) - eo = options.get("edge_order", 1) if options else 1 - - args = cp.asarray(args) - values = cp.asarray(values) - grids = [cp.asarray(grid) for grid in grids] - - coords = cupy_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = cp.gradient(values, grids[axis], axis=axis, edge_order=eo) - return cupy_map_coordinates(gradient, coords, **mc_kwargs) - gradient = cp.gradient(values, *grids, edge_order=eo) - return cp.asarray( - [cupy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -def cupy_get_coordinates(grids, args): - """Takes input values and converts them to coordinates with respect to the specified grid. - - Parameters - ---------- - grids : cp.array - Grid points for each dimension. - args : cp.array - Points at which to interpolate data. - - Returns - ------- - cp.array - Coordinates with respect to the grid. - - """ - coords = cp.empty_like(args) - for dim, grid in enumerate(grids): - grid_size = cp.arange(grid.size) - coords[dim] = cp.interp(args[dim], grid, grid_size) - - return coords - - -def cupy_map_coordinates(values, coords, **kwargs): - """Run the map_coordinates function from the cupyx.scipy.ndimage module on the specified values. - - Parameters - ---------- - values : cp.array - Functional values from which to interpolate. - coords : cp.array - Coordinates at which to interpolate values. - - Returns - ------- - cp.array - Interpolated values. - - """ - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) +from __future__ import annotations + +import cupy as cp +from cupyx.scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +def cupy_multinterp(grids, values, args, options=None): + """Perform multivariate interpolation using CuPy. + + Parameters + ---------- + grids : array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the function. + + """ + mc_kwargs = update_mc_kwargs(options) + + args = cp.asarray(args) + values = cp.asarray(values) + grids = [cp.asarray(grid) for grid in grids] + + coords = cupy_get_coordinates(grids, args) + return cupy_map_coordinates(values, coords, **mc_kwargs) + + +def cupy_gradinterp(grids, values, args, axis=None, options=None): + """Computes the interpolated value of the gradient evaluated at specified points using CuPy. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + axis : int, optional + Axis along which to compute the gradient. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the gradient. + + """ + mc_kwargs = update_mc_kwargs(options) + eo = options.get("edge_order", 1) if options else 1 + + args = cp.asarray(args) + values = cp.asarray(values) + grids = [cp.asarray(grid) for grid in grids] + + coords = cupy_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = cp.gradient(values, grids[axis], axis=axis, edge_order=eo) + return cupy_map_coordinates(gradient, coords, **mc_kwargs) + gradient = cp.gradient(values, *grids, edge_order=eo) + return cp.asarray( + [cupy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +def cupy_get_coordinates(grids, args): + """Takes input values and converts them to coordinates with respect to the specified grid. + + Parameters + ---------- + grids : cp.array + Grid points for each dimension. + args : cp.array + Points at which to interpolate data. + + Returns + ------- + cp.array + Coordinates with respect to the grid. + + """ + coords = cp.empty_like(args) + for dim, grid in enumerate(grids): + grid_size = cp.arange(grid.size) + coords[dim] = cp.interp(args[dim], grid, grid_size) + + return coords + + +def cupy_map_coordinates(values, coords, **kwargs): + """Run the map_coordinates function from the cupyx.scipy.ndimage module on the specified values. + + Parameters + ---------- + values : cp.array + Functional values from which to interpolate. + coords : cp.array + Coordinates at which to interpolate values. + + Returns + ------- + cp.array + Interpolated values. + + """ + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) diff --git a/src/multinterp/backend/_jax.py b/src/multinterp/backend/_jax.py index 15d68eb..a5b8254 100644 --- a/src/multinterp/backend/_jax.py +++ b/src/multinterp/backend/_jax.py @@ -1,138 +1,138 @@ -from __future__ import annotations - -import functools - -import jax.numpy as jnp -from jax import jit -from jax.scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -@jit -def jax_multinterp(grids, values, args, options=None): - """Perform multidimensional interpolation using JAX. - - Parameters - ---------- - grids : list of array-like - List of grid points for each dimension. - values : array-like - Values at each point in the grid. - args : array-like - Points at which to interpolate data. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values. - - """ - mc_kwargs = update_mc_kwargs(options, jax=True) - - args = jnp.asarray(args) - values = jnp.asarray(values) - grids = [jnp.asarray(grid) for grid in grids] - - coords = jax_get_coordinates(grids, args) - return jax_map_coordinates(values, coords, **mc_kwargs) - - -def jax_gradinterp(grids, values, args, axis=None, options=None): - """Computes the interpolated value of the gradient evaluated at specified points using JAX. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - axis : int, optional - Axis along which to compute the gradient. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the gradient. - - """ - mc_kwargs = update_mc_kwargs(options, jax=True) - eo = options.get("edge_order", 1) if options else 1 - - args = jnp.asarray(args) - values = jnp.asarray(values) - grids = [jnp.asarray(grid) for grid in grids] - - coords = jax_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = jnp.gradient(values, grids[axis], axis=axis, edge_order=eo) - return jax_map_coordinates(gradient, coords, **mc_kwargs) - gradient = jnp.gradient(values, *grids, edge_order=eo) - return jnp.asarray( - [jax_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -@jit -def jax_get_coordinates(grids, args): - """Takes input values and converts them to coordinates with respect to the specified grid. - - Parameters - ---------- - grids : jnp.array - Grid points for each dimension. - args : jnp.array - Points at which to interpolate data. - - Returns - ------- - jnp.array - Coordinates of the specified input points with respect to the grid. - - """ - grid_sizes = [jnp.arange(grid.size) for grid in grids] - return jnp.array( - [ - jnp.interp(arg, grid, grid_size) - for arg, grid, grid_size in zip(args, grids, grid_sizes) - ], - ) - - -@functools.partial(jit, static_argnums=(2, 3, 4)) -def jax_map_coordinates(values, coords, order=None, mode=None, cval=None): - """Run the map_coordinates function from the jax.scipy.ndimage module on the specified values. - - Parameters - ---------- - values : jnp.array - The functional values from which to interpolate. - coords : jnp.array - The coordinates at which to interpolate the values. - order : int, optional - The order of interpolation, 0 for Nearest-Neighbour, 1 for Linear. - mode : str, optional - Method to handle extrapolation. See JAX documentation for options. - cval : float, optional - Value to use for extrapolation under 'constant' method. - - Returns - ------- - jnp.array - Interpolated values at specified coordinates. - - """ - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, order, mode, cval) - return output.reshape(original_shape) +from __future__ import annotations + +import functools + +import jax.numpy as jnp +from jax import jit +from jax.scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +@jit +def jax_multinterp(grids, values, args, options=None): + """Perform multidimensional interpolation using JAX. + + Parameters + ---------- + grids : list of array-like + List of grid points for each dimension. + values : array-like + Values at each point in the grid. + args : array-like + Points at which to interpolate data. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values. + + """ + mc_kwargs = update_mc_kwargs(options, jax=True) + + args = jnp.asarray(args) + values = jnp.asarray(values) + grids = [jnp.asarray(grid) for grid in grids] + + coords = jax_get_coordinates(grids, args) + return jax_map_coordinates(values, coords, **mc_kwargs) + + +def jax_gradinterp(grids, values, args, axis=None, options=None): + """Computes the interpolated value of the gradient evaluated at specified points using JAX. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + axis : int, optional + Axis along which to compute the gradient. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the gradient. + + """ + mc_kwargs = update_mc_kwargs(options, jax=True) + eo = options.get("edge_order", 1) if options else 1 + + args = jnp.asarray(args) + values = jnp.asarray(values) + grids = [jnp.asarray(grid) for grid in grids] + + coords = jax_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = jnp.gradient(values, grids[axis], axis=axis, edge_order=eo) + return jax_map_coordinates(gradient, coords, **mc_kwargs) + gradient = jnp.gradient(values, *grids, edge_order=eo) + return jnp.asarray( + [jax_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +@jit +def jax_get_coordinates(grids, args): + """Takes input values and converts them to coordinates with respect to the specified grid. + + Parameters + ---------- + grids : jnp.array + Grid points for each dimension. + args : jnp.array + Points at which to interpolate data. + + Returns + ------- + jnp.array + Coordinates of the specified input points with respect to the grid. + + """ + grid_sizes = [jnp.arange(grid.size) for grid in grids] + return jnp.array( + [ + jnp.interp(arg, grid, grid_size) + for arg, grid, grid_size in zip(args, grids, grid_sizes) + ], + ) + + +@functools.partial(jit, static_argnums=(2, 3, 4)) +def jax_map_coordinates(values, coords, order=None, mode=None, cval=None): + """Run the map_coordinates function from the jax.scipy.ndimage module on the specified values. + + Parameters + ---------- + values : jnp.array + The functional values from which to interpolate. + coords : jnp.array + The coordinates at which to interpolate the values. + order : int, optional + The order of interpolation, 0 for Nearest-Neighbour, 1 for Linear. + mode : str, optional + Method to handle extrapolation. See JAX documentation for options. + cval : float, optional + Value to use for extrapolation under 'constant' method. + + Returns + ------- + jnp.array + Interpolated values at specified coordinates. + + """ + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, order, mode, cval) + return output.reshape(original_shape) diff --git a/src/multinterp/backend/_numba.py b/src/multinterp/backend/_numba.py index cdd54e3..7bfca76 100644 --- a/src/multinterp/backend/_numba.py +++ b/src/multinterp/backend/_numba.py @@ -1,126 +1,126 @@ -from __future__ import annotations - -import numpy as np -from numba import njit, prange, typed -from scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -def numba_multinterp(grids, values, args, options=None): - """Perform multivariate interpolation using JIT-compiled functions with Numba. - - Parameters - ---------- - grids : array-like - Grid points in the domain. - values: array-like - Functional values at the grid points. - args: array-like - Points at which to interpolate data. - options: dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the function. - - """ - mc_kwargs = update_mc_kwargs(options) - - args = np.asarray(args) - values = np.asarray(values) - grids = typed.List([np.asarray(grid) for grid in grids]) - - coords = numba_get_coordinates(grids, args) - return numba_map_coordinates(values, coords, **mc_kwargs) - - -@njit(parallel=True, cache=True, fastmath=True) -def numba_get_coordinates(grids, args): - """Converts input arguments to coordinates with respect to the specified grid. JIT-compiled using Numba. - - Parameters - ---------- - grids : typed.List - Curvilinear grids for each dimension. - args : np.ndarray - Values in the domain at which the function is to be interpolated. - - Returns - ------- - np.ndarray - Coordinates of the input arguments. - - """ - coords = np.empty_like(args) - for dim in prange(len(grids)): - grid_size = np.arange(grids[dim].size) - coords[dim] = np.interp(args[dim], grids[dim], grid_size) - - return coords - - -# same as scipy map_coordinates until replacement is found -def numba_map_coordinates(values, coords, **kwargs): - """Identical to scipy_map_coordinates until a replacement is found. See documentation for scipy_map_coordinates.""" - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) - - -@njit(parallel=True, cache=True, fastmath=True) -def nb_interp_piecewise(args, grids, values, axis): - """Just-in-time compiled function to interpolate on a warped grid. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - grids : np.ndarray - Curvilinear grids for each dimension. - values : np.ndarray - Functional values on a curvilinear grid. - axis : int, 0 or 1 - See `WarpedInterpOnInterp2D.__call__`. - - Returns - ------- - np.ndarray - Interpolated values on arguments. - - """ - shape = args[0].shape # original shape of arguments - size = args[0].size # number of points in arguments - shape_axis = values.shape[axis] # number of points in axis - - # flatten arguments by dimension - args = args.reshape((values.ndim, -1)) - - y_intermed = np.empty((shape_axis, size)) - z_intermed = np.empty((shape_axis, size)) - - for i in prange(shape_axis): - # for each dimension, interpolate the first argument - grids0 = grids[0][i] if axis == 0 else grids[0][:, i] - grids1 = grids[1][i] if axis == 0 else grids[1][:, i] - vals = values[i] if axis == 0 else values[:, i] - y_intermed[i] = np.interp(args[0], grids0, grids1) - z_intermed[i] = np.interp(args[0], grids0, vals) - - output = np.empty_like(args[0]) - - for j in prange(size): - y_temp = y_intermed[:, j] - z_temp = z_intermed[:, j] - - if y_temp[0] > y_temp[-1]: - # reverse - y_temp = y_temp[::-1].copy() - z_temp = z_temp[::-1].copy() - - output[j] = np.interp(args[1][j], y_temp, z_temp) - - return output.reshape(shape) +from __future__ import annotations + +import numpy as np +from numba import njit, prange, typed +from scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +def numba_multinterp(grids, values, args, options=None): + """Perform multivariate interpolation using JIT-compiled functions with Numba. + + Parameters + ---------- + grids : array-like + Grid points in the domain. + values: array-like + Functional values at the grid points. + args: array-like + Points at which to interpolate data. + options: dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the function. + + """ + mc_kwargs = update_mc_kwargs(options) + + args = np.asarray(args) + values = np.asarray(values) + grids = typed.List([np.asarray(grid) for grid in grids]) + + coords = numba_get_coordinates(grids, args) + return numba_map_coordinates(values, coords, **mc_kwargs) + + +@njit(parallel=True, cache=True, fastmath=True) +def numba_get_coordinates(grids, args): + """Converts input arguments to coordinates with respect to the specified grid. JIT-compiled using Numba. + + Parameters + ---------- + grids : typed.List + Curvilinear grids for each dimension. + args : np.ndarray + Values in the domain at which the function is to be interpolated. + + Returns + ------- + np.ndarray + Coordinates of the input arguments. + + """ + coords = np.empty_like(args) + for dim in prange(len(grids)): + grid_size = np.arange(grids[dim].size) + coords[dim] = np.interp(args[dim], grids[dim], grid_size) + + return coords + + +# same as scipy map_coordinates until replacement is found +def numba_map_coordinates(values, coords, **kwargs): + """Identical to scipy_map_coordinates until a replacement is found. See documentation for scipy_map_coordinates.""" + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) + + +@njit(parallel=True, cache=True, fastmath=True) +def nb_interp_piecewise(args, grids, values, axis): + """Just-in-time compiled function to interpolate on a warped grid. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + grids : np.ndarray + Curvilinear grids for each dimension. + values : np.ndarray + Functional values on a curvilinear grid. + axis : int, 0 or 1 + See `WarpedInterpOnInterp2D.__call__`. + + Returns + ------- + np.ndarray + Interpolated values on arguments. + + """ + shape = args[0].shape # original shape of arguments + size = args[0].size # number of points in arguments + shape_axis = values.shape[axis] # number of points in axis + + # flatten arguments by dimension + args = args.reshape((values.ndim, -1)) + + y_intermed = np.empty((shape_axis, size)) + z_intermed = np.empty((shape_axis, size)) + + for i in prange(shape_axis): + # for each dimension, interpolate the first argument + grids0 = grids[0][i] if axis == 0 else grids[0][:, i] + grids1 = grids[1][i] if axis == 0 else grids[1][:, i] + vals = values[i] if axis == 0 else values[:, i] + y_intermed[i] = np.interp(args[0], grids0, grids1) + z_intermed[i] = np.interp(args[0], grids0, vals) + + output = np.empty_like(args[0]) + + for j in prange(size): + y_temp = y_intermed[:, j] + z_temp = z_intermed[:, j] + + if y_temp[0] > y_temp[-1]: + # reverse + y_temp = y_temp[::-1].copy() + z_temp = z_temp[::-1].copy() + + output[j] = np.interp(args[1][j], y_temp, z_temp) + + return output.reshape(shape) diff --git a/src/multinterp/backend/_scipy.py b/src/multinterp/backend/_scipy.py index bd7ee28..3e46948 100644 --- a/src/multinterp/backend/_scipy.py +++ b/src/multinterp/backend/_scipy.py @@ -1,125 +1,125 @@ -from __future__ import annotations - -import numpy as np -from scipy.ndimage import map_coordinates - -from multinterp.utilities import update_mc_kwargs - - -def scipy_multinterp(grids, values, args, options=None): - """Perform multivariate interpolation using SciPy. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the function. - - """ - mc_kwargs = update_mc_kwargs(options) - - args = np.asarray(args) - values = np.asarray(values) - grids = [np.asarray(grid) for grid in grids] - - coords = scipy_get_coordinates(grids, args) - return scipy_map_coordinates(values, coords, **mc_kwargs) - - -def scipy_gradinterp(grids, values, args, axis=None, options=None): - """Computes the interpolated value of the gradient evaluated at specified points using SciPy. - - Parameters - ---------- - grids : list of array-like - Grid points in the domain. - values : array-like - Functional values at the grid points. - args : array-like - Points at which to interpolate data. - axis : int, optional - Axis along which to compute the gradient. - options : dict, optional - Additional options for interpolation. - - Returns - ------- - array-like - Interpolated values of the gradient. - - """ - mc_kwargs = update_mc_kwargs(options) - eo = options.get("edge_order", 1) if options else 1 - - args = np.asarray(args) - values = np.asarray(values) - grids = [np.asarray(grid) for grid in grids] - - coords = scipy_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = np.gradient(values, grids[axis], axis=axis, edge_order=eo) - return scipy_map_coordinates(gradient, coords, **mc_kwargs) - gradient = np.gradient(values, *grids, edge_order=eo) - return np.asarray( - [scipy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -def scipy_get_coordinates(grids, args): - """Takes input values and converts them to coordinates with respect to the specified grid. - - Parameters - ---------- - grids : np.array - Grid points for each dimension. - args : np.array - Points at which to interpolate data. - - Returns - ------- - np.array - Coordinates with respect to the grid. - - """ - coords = np.empty_like(args) - for dim, grid in enumerate(grids): - grid_size = np.arange(grid.size) - coords[dim] = np.interp(args[dim], grid, grid_size) - - return coords - - -def scipy_map_coordinates(values, coords, **kwargs): - """Run the map_coordinates function from the scipy.ndimage module on the specified values. - - Parameters - ---------- - values : np.array - Functional values from which to interpolate. - coords : np.array - Coordinates at which to interpolate values. - - Returns - ------- - np.array - Interpolated values of the function. - - """ - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) +from __future__ import annotations + +import numpy as np +from scipy.ndimage import map_coordinates + +from multinterp.utilities import update_mc_kwargs + + +def scipy_multinterp(grids, values, args, options=None): + """Perform multivariate interpolation using SciPy. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the function. + + """ + mc_kwargs = update_mc_kwargs(options) + + args = np.asarray(args) + values = np.asarray(values) + grids = [np.asarray(grid) for grid in grids] + + coords = scipy_get_coordinates(grids, args) + return scipy_map_coordinates(values, coords, **mc_kwargs) + + +def scipy_gradinterp(grids, values, args, axis=None, options=None): + """Computes the interpolated value of the gradient evaluated at specified points using SciPy. + + Parameters + ---------- + grids : list of array-like + Grid points in the domain. + values : array-like + Functional values at the grid points. + args : array-like + Points at which to interpolate data. + axis : int, optional + Axis along which to compute the gradient. + options : dict, optional + Additional options for interpolation. + + Returns + ------- + array-like + Interpolated values of the gradient. + + """ + mc_kwargs = update_mc_kwargs(options) + eo = options.get("edge_order", 1) if options else 1 + + args = np.asarray(args) + values = np.asarray(values) + grids = [np.asarray(grid) for grid in grids] + + coords = scipy_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = np.gradient(values, grids[axis], axis=axis, edge_order=eo) + return scipy_map_coordinates(gradient, coords, **mc_kwargs) + gradient = np.gradient(values, *grids, edge_order=eo) + return np.asarray( + [scipy_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +def scipy_get_coordinates(grids, args): + """Takes input values and converts them to coordinates with respect to the specified grid. + + Parameters + ---------- + grids : np.array + Grid points for each dimension. + args : np.array + Points at which to interpolate data. + + Returns + ------- + np.array + Coordinates with respect to the grid. + + """ + coords = np.empty_like(args) + for dim, grid in enumerate(grids): + grid_size = np.arange(grid.size) + coords[dim] = np.interp(args[dim], grid, grid_size) + + return coords + + +def scipy_map_coordinates(values, coords, **kwargs): + """Run the map_coordinates function from the scipy.ndimage module on the specified values. + + Parameters + ---------- + values : np.array + Functional values from which to interpolate. + coords : np.array + Coordinates at which to interpolate values. + + Returns + ------- + np.array + Interpolated values of the function. + + """ + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) diff --git a/src/multinterp/backend/_torch.py b/src/multinterp/backend/_torch.py index 6e9c043..a6b254c 100644 --- a/src/multinterp/backend/_torch.py +++ b/src/multinterp/backend/_torch.py @@ -1,213 +1,213 @@ -from __future__ import annotations - -import itertools -from typing import TYPE_CHECKING - -import numpy as np -import torch - -from multinterp.utilities import update_mc_kwargs - -if TYPE_CHECKING: - from collections.abc import Sequence - - -def as_tensor(arrs, device="cpu"): - target_device = torch.device(device) - - if isinstance(arrs, (torch.Tensor, np.ndarray)): - return torch.as_tensor(arrs, device=target_device) - if isinstance(arrs, (list, tuple)) and isinstance(arrs[0], np.ndarray): - arrs = np.asarray(arrs) - return torch.as_tensor(arrs, device=target_device) - msg = "arrs must be a numpy array, a torch tensor, or a list of these." - raise TypeError(msg) - - -def torch_multinterp(grids, values, args, options=None): - mc_kwargs = update_mc_kwargs(options) - target_device = options.get("device", "cpu") if options else "cpu" - - args = as_tensor(args, device=target_device) - values = as_tensor(values, device=target_device) - grids = [as_tensor(grid, device=target_device) for grid in grids] - - coords = torch_get_coordinates(grids, args) - return torch_map_coordinates(values, coords, **mc_kwargs) - - -def torch_gradinterp(grids, values, args, axis=None, options=None): - mc_kwargs = update_mc_kwargs(options) - eo = options.get("edge_order", 1) if options else 1 - - args = as_tensor(args) - values = as_tensor(values) - grids = [as_tensor(grid) for grid in grids] - - coords = torch_get_coordinates(grids, args) - - if axis is not None: - if not isinstance(axis, int): - msg = "Axis should be an integer." - raise ValueError(msg) - gradient = torch.gradient(values, grids[axis], axis=axis, edge_order=eo) - return torch_map_coordinates(gradient, coords, **mc_kwargs) - gradient = torch.gradient(values, *grids, edge_order=eo) - return torch.asarray( - [torch_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], - ) - - -def torch_get_coordinates(grids, args): - coords = torch.empty_like(args) - for dim, grid in enumerate(grids): - grid_size = torch.arange(grid.numel(), device=grid.device) - coords[dim] = torch_interp(args[dim], grid, grid_size) - - return coords - - -def torch_map_coordinates(values, coords, **kwargs): - original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) - return output.reshape(original_shape) - - -def _mirror_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: - s = size - 1 - return torch.abs((index + s) % (2 * s) - s) - - -def _reflect_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: - return torch.floor((_mirror_index_fixer(2 * index + 1, 2 * size + 1) - 1) / 2) - - -_INDEX_FIXERS = { - "constant": lambda index, size: index, - "nearest": lambda index, size: torch.clip(index, 0, size - 1), - "wrap": lambda index, size: index % size, - "mirror": _mirror_index_fixer, - "reflect": _reflect_index_fixer, -} - - -def _round_half_away_from_zero(a: torch.Tensor) -> torch.Tensor: - return torch.round(a) if torch.is_floating_point(a) else a - - -def _nearest_indices_and_weights(coordinate: torch.Tensor) -> list: - index = torch.round(coordinate).to(torch.int32) - weight = coordinate.new_ones(()) - return [(index, weight)] - - -def _linear_indices_and_weights(coordinate: torch.Tensor) -> list: - lower = torch.floor(coordinate) - upper_weight = coordinate - lower - lower_weight = 1 - upper_weight - index = lower.to(torch.int32) - return [(index, lower_weight), (index + 1, upper_weight)] - - -def _map_coordinates( - input: torch.Tensor, - coordinates: Sequence[torch.Tensor], - order: int, - mode: str, - cval: float, -) -> torch.Tensor: - if len(coordinates) != input.ndim: - msg = f"coordinates must be a sequence of length {input.ndim}" - raise ValueError(msg) - - index_fixer = _INDEX_FIXERS.get(mode) - if index_fixer is None: - msg = f"Mode {mode} is not yet supported. Supported modes are {set(_INDEX_FIXERS.keys())}." - raise NotImplementedError(msg) - - if mode == "constant": - - def is_valid(index, size): - return (index >= 0) & (index < size) - - else: - - def is_valid(index, size) -> bool: - return True - - if order == 0: - interp_fun = _nearest_indices_and_weights - elif order == 1: - interp_fun = _linear_indices_and_weights - else: - msg = "Currently requires order<=1" - raise NotImplementedError(msg) - - valid_1d_interpolations = [] - for coordinate, size in zip(coordinates, input.shape): - interp_nodes = interp_fun(coordinate) - valid_interp = [] - for index, weight in interp_nodes: - fixed_index = index_fixer(index, size) - valid = is_valid(index, size) - valid_interp.append((fixed_index, valid, weight)) - valid_1d_interpolations.append(valid_interp) - - outputs = [] - for items in itertools.product(*valid_1d_interpolations): - indices, validities, weights = zip(*items) - if all(valid is True for valid in validities): - contribution = input[indices] - else: - all_valid = torch.all(torch.stack(validities), dim=0) - contribution = torch.where(all_valid, input[indices], cval) - outputs.append(torch.prod(torch.stack(weights), dim=0) * contribution) - result = torch.sum(torch.stack(outputs), dim=0) - if input.dtype == torch.int: - result = _round_half_away_from_zero(result) - return result.to(input.dtype) - - -def map_coordinates( - input: torch.Tensor, - coordinates: Sequence[torch.Tensor], - order: int, - mode: str = "constant", - cval: float = 0.0, - output=None, - prefilter=None, -) -> torch.Tensor: - return _map_coordinates(input, coordinates, order, mode, cval) - - -def torch_interp(x, xp, fp): - """One-dimensional linear interpolation in PyTorch. - - Parameters - ---------- - x: array_like - The x-coordinates of the interpolated values. - xp: 1-D sequence of floats - The x-coordinates of the data points. - fp: 1-D sequence of floats - The y-coordinates of the data points, same length as xp. - - Returns - ------- - array_like - The interpolated values, same shape as x. - - """ - # Sort and get sorted indices - sort_idx = torch.argsort(xp) - xp = xp[sort_idx] - fp = fp[sort_idx] - - # Find bin indices and clip within range - bin_indices = torch.clamp(torch.searchsorted(xp, x, right=False), 0, len(xp) - 2) - - # Compute weights and interpolate - bin_diff = xp[bin_indices + 1] - xp[bin_indices] - w2 = (x - xp[bin_indices]) / bin_diff - return (1 - w2) * fp[bin_indices] + w2 * fp[bin_indices + 1] +from __future__ import annotations + +import itertools +from typing import TYPE_CHECKING + +import numpy as np +import torch + +from multinterp.utilities import update_mc_kwargs + +if TYPE_CHECKING: + from collections.abc import Sequence + + +def as_tensor(arrs, device="cpu"): + target_device = torch.device(device) + + if isinstance(arrs, (torch.Tensor, np.ndarray)): + return torch.as_tensor(arrs, device=target_device) + if isinstance(arrs, (list, tuple)) and isinstance(arrs[0], np.ndarray): + arrs = np.asarray(arrs) + return torch.as_tensor(arrs, device=target_device) + msg = "arrs must be a numpy array, a torch tensor, or a list of these." + raise TypeError(msg) + + +def torch_multinterp(grids, values, args, options=None): + mc_kwargs = update_mc_kwargs(options) + target_device = options.get("device", "cpu") if options else "cpu" + + args = as_tensor(args, device=target_device) + values = as_tensor(values, device=target_device) + grids = [as_tensor(grid, device=target_device) for grid in grids] + + coords = torch_get_coordinates(grids, args) + return torch_map_coordinates(values, coords, **mc_kwargs) + + +def torch_gradinterp(grids, values, args, axis=None, options=None): + mc_kwargs = update_mc_kwargs(options) + eo = options.get("edge_order", 1) if options else 1 + + args = as_tensor(args) + values = as_tensor(values) + grids = [as_tensor(grid) for grid in grids] + + coords = torch_get_coordinates(grids, args) + + if axis is not None: + if not isinstance(axis, int): + msg = "Axis should be an integer." + raise ValueError(msg) + gradient = torch.gradient(values, grids[axis], axis=axis, edge_order=eo) + return torch_map_coordinates(gradient, coords, **mc_kwargs) + gradient = torch.gradient(values, *grids, edge_order=eo) + return torch.asarray( + [torch_map_coordinates(grad, coords, **mc_kwargs) for grad in gradient], + ) + + +def torch_get_coordinates(grids, args): + coords = torch.empty_like(args) + for dim, grid in enumerate(grids): + grid_size = torch.arange(grid.numel(), device=grid.device) + coords[dim] = torch_interp(args[dim], grid, grid_size) + + return coords + + +def torch_map_coordinates(values, coords, **kwargs): + original_shape = coords[0].shape + coords = coords.reshape(len(values.shape), -1) + output = map_coordinates(values, coords, **kwargs) + return output.reshape(original_shape) + + +def _mirror_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: + s = size - 1 + return torch.abs((index + s) % (2 * s) - s) + + +def _reflect_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: + return torch.floor((_mirror_index_fixer(2 * index + 1, 2 * size + 1) - 1) / 2) + + +_INDEX_FIXERS = { + "constant": lambda index, size: index, + "nearest": lambda index, size: torch.clip(index, 0, size - 1), + "wrap": lambda index, size: index % size, + "mirror": _mirror_index_fixer, + "reflect": _reflect_index_fixer, +} + + +def _round_half_away_from_zero(a: torch.Tensor) -> torch.Tensor: + return torch.round(a) if torch.is_floating_point(a) else a + + +def _nearest_indices_and_weights(coordinate: torch.Tensor) -> list: + index = torch.round(coordinate).to(torch.int32) + weight = coordinate.new_ones(()) + return [(index, weight)] + + +def _linear_indices_and_weights(coordinate: torch.Tensor) -> list: + lower = torch.floor(coordinate) + upper_weight = coordinate - lower + lower_weight = 1 - upper_weight + index = lower.to(torch.int32) + return [(index, lower_weight), (index + 1, upper_weight)] + + +def _map_coordinates( + input: torch.Tensor, + coordinates: Sequence[torch.Tensor], + order: int, + mode: str, + cval: float, +) -> torch.Tensor: + if len(coordinates) != input.ndim: + msg = f"coordinates must be a sequence of length {input.ndim}" + raise ValueError(msg) + + index_fixer = _INDEX_FIXERS.get(mode) + if index_fixer is None: + msg = f"Mode {mode} is not yet supported. Supported modes are {set(_INDEX_FIXERS.keys())}." + raise NotImplementedError(msg) + + if mode == "constant": + + def is_valid(index, size): + return (index >= 0) & (index < size) + + else: + + def is_valid(index, size) -> bool: + return True + + if order == 0: + interp_fun = _nearest_indices_and_weights + elif order == 1: + interp_fun = _linear_indices_and_weights + else: + msg = "Currently requires order<=1" + raise NotImplementedError(msg) + + valid_1d_interpolations = [] + for coordinate, size in zip(coordinates, input.shape): + interp_nodes = interp_fun(coordinate) + valid_interp = [] + for index, weight in interp_nodes: + fixed_index = index_fixer(index, size) + valid = is_valid(index, size) + valid_interp.append((fixed_index, valid, weight)) + valid_1d_interpolations.append(valid_interp) + + outputs = [] + for items in itertools.product(*valid_1d_interpolations): + indices, validities, weights = zip(*items) + if all(valid is True for valid in validities): + contribution = input[indices] + else: + all_valid = torch.all(torch.stack(validities), dim=0) + contribution = torch.where(all_valid, input[indices], cval) + outputs.append(torch.prod(torch.stack(weights), dim=0) * contribution) + result = torch.sum(torch.stack(outputs), dim=0) + if input.dtype == torch.int: + result = _round_half_away_from_zero(result) + return result.to(input.dtype) + + +def map_coordinates( + input: torch.Tensor, + coordinates: Sequence[torch.Tensor], + order: int, + mode: str = "constant", + cval: float = 0.0, + output=None, + prefilter=None, +) -> torch.Tensor: + return _map_coordinates(input, coordinates, order, mode, cval) + + +def torch_interp(x, xp, fp): + """One-dimensional linear interpolation in PyTorch. + + Parameters + ---------- + x: array_like + The x-coordinates of the interpolated values. + xp: 1-D sequence of floats + The x-coordinates of the data points. + fp: 1-D sequence of floats + The y-coordinates of the data points, same length as xp. + + Returns + ------- + array_like + The interpolated values, same shape as x. + + """ + # Sort and get sorted indices + sort_idx = torch.argsort(xp) + xp = xp[sort_idx] + fp = fp[sort_idx] + + # Find bin indices and clip within range + bin_indices = torch.clamp(torch.searchsorted(xp, x, right=False), 0, len(xp) - 2) + + # Compute weights and interpolate + bin_diff = xp[bin_indices + 1] - xp[bin_indices] + w2 = (x - xp[bin_indices]) / bin_diff + return (1 - w2) * fp[bin_indices] + w2 * fp[bin_indices + 1] diff --git a/src/multinterp/curvilinear/__init__.py b/src/multinterp/curvilinear/__init__.py index bddaa6b..198e039 100644 --- a/src/multinterp/curvilinear/__init__.py +++ b/src/multinterp/curvilinear/__init__.py @@ -1,16 +1,16 @@ -from __future__ import annotations - -from ._scikit_image import PiecewiseAffineInterp -from ._scikit_learn import ( - PipelineCurvilinearInterp, - RegressionCurvilinearInterp, -) -from ._warped import Curvilinear2DInterp, Warped2DInterp - -__all__ = [ - "Curvilinear2DInterp", - "PiecewiseAffineInterp", - "PipelineCurvilinearInterp", - "RegressionCurvilinearInterp", - "Warped2DInterp", -] +from __future__ import annotations + +from ._scikit_image import PiecewiseAffineInterp +from ._scikit_learn import ( + PipelineCurvilinearInterp, + RegressionCurvilinearInterp, +) +from ._warped import Curvilinear2DInterp, Warped2DInterp + +__all__ = [ + "Curvilinear2DInterp", + "PiecewiseAffineInterp", + "PipelineCurvilinearInterp", + "RegressionCurvilinearInterp", + "Warped2DInterp", +] diff --git a/src/multinterp/curvilinear/_scikit_image.py b/src/multinterp/curvilinear/_scikit_image.py index d8ab76e..34704ee 100644 --- a/src/multinterp/curvilinear/_scikit_image.py +++ b/src/multinterp/curvilinear/_scikit_image.py @@ -1,57 +1,57 @@ -from __future__ import annotations - -from skimage.transform import PiecewiseAffineTransform - -from multinterp.grids import _CurvilinearGrid -from multinterp.rectilinear._multi import MultivariateInterp -from multinterp.utilities import mgrid, update_mc_kwargs - - -class PiecewiseAffineInterp(_CurvilinearGrid, MultivariateInterp): - """Curvilinear interpolator that uses the PiecewiseAffineTransform from scikit-image.""" - - def __init__(self, values, grids, options=None) -> None: - """Initialize a PiecewiseAffineInterp object. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Coordinates of the points in the curvilinear grid. - options : dict, optional - Additional keyword arguments to pass to the map_coordinates backend. - - """ - super().__init__(values, grids, backend="scipy") - self.mc_kwargs = update_mc_kwargs(options) - - source = self.grids.reshape((self.ndim, -1)).T - coordinates = mgrid( - tuple(slice(0, dim) for dim in self.shape), - backend=self.backend, - ) - destination = coordinates.reshape((self.ndim, -1)).T - - interpolator = PiecewiseAffineTransform() - interpolator.estimate(source, destination) - - self.interpolator = interpolator - - def _get_coordinates(self, args): - """Obtain the index coordinates for each of the arguments. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - - Returns - ------- - np.ndarray - Index coordinates for each of the arguments. - - """ - _input = args.reshape((self.ndim, -1)).T - output = self.interpolator(_input).T.copy() - return output.reshape(args.shape) +from __future__ import annotations + +from skimage.transform import PiecewiseAffineTransform + +from multinterp.grids import _CurvilinearGrid +from multinterp.rectilinear._multi import MultivariateInterp +from multinterp.utilities import mgrid, update_mc_kwargs + + +class PiecewiseAffineInterp(_CurvilinearGrid, MultivariateInterp): + """Curvilinear interpolator that uses the PiecewiseAffineTransform from scikit-image.""" + + def __init__(self, values, grids, options=None) -> None: + """Initialize a PiecewiseAffineInterp object. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Coordinates of the points in the curvilinear grid. + options : dict, optional + Additional keyword arguments to pass to the map_coordinates backend. + + """ + super().__init__(values, grids, backend="scipy") + self.mc_kwargs = update_mc_kwargs(options) + + source = self.grids.reshape((self.ndim, -1)).T + coordinates = mgrid( + tuple(slice(0, dim) for dim in self.shape), + backend=self.backend, + ) + destination = coordinates.reshape((self.ndim, -1)).T + + interpolator = PiecewiseAffineTransform() + interpolator.estimate(source, destination) + + self.interpolator = interpolator + + def _get_coordinates(self, args): + """Obtain the index coordinates for each of the arguments. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + + Returns + ------- + np.ndarray + Index coordinates for each of the arguments. + + """ + _input = args.reshape((self.ndim, -1)).T + output = self.interpolator(_input).T.copy() + return output.reshape(args.shape) diff --git a/src/multinterp/curvilinear/_scikit_learn.py b/src/multinterp/curvilinear/_scikit_learn.py index 3c300e2..11d7ce1 100644 --- a/src/multinterp/curvilinear/_scikit_learn.py +++ b/src/multinterp/curvilinear/_scikit_learn.py @@ -1,195 +1,195 @@ -from __future__ import annotations - -import numpy as np -from sklearn.gaussian_process import GaussianProcessRegressor -from sklearn.kernel_ridge import KernelRidge -from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor -from sklearn.pipeline import make_pipeline -from sklearn.preprocessing import PolynomialFeatures, SplineTransformer, StandardScaler -from sklearn.svm import SVR - -from multinterp.grids import _CurvilinearGrid -from multinterp.rectilinear._multi import MultivariateInterp -from multinterp.utilities import update_mc_kwargs - - -class PipelineCurvilinearInterp(_CurvilinearGrid, MultivariateInterp): - """Curvilinear Interpolator using a pipeline of sklearn models.""" - - def __init__(self, values, grids, pipeline, options=None) -> None: - """Initialize a PipelineCurvilinearInterp object. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Functional coordinates on a curvilinear grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - - """ - # for now, only support scipy - super().__init__(values, grids, backend="scipy") - self.mc_kwargs = update_mc_kwargs(options) - self.pipeline = pipeline - - x_train = np.reshape(self.grids, (self.ndim, -1)) - y_train = np.mgrid[[slice(0, dim) for dim in self.shape]] - y_train = np.reshape(y_train, (self.ndim, -1)) - - self.models = [make_pipeline(*pipeline) for _ in range(self.ndim)] - for dim in range(self.ndim): - self.models[dim].fit(x_train, y_train[dim]) - - def _get_coordinates(self, args): - """Apply the sklearn pipeline to each dimension of arguments. - - Parameters - ---------- - args : np.ndarray - Values to interpolate for each dimension. - - Returns - ------- - np.ndarray - Interpolated values. - - """ - x_test = np.reshape(args, (self.ndim, -1)) - return np.array([m.predict(x_test).reshape(args[0].shape) for m in self.models]) - - -class _PreprocessingCurvilinearInterp(PipelineCurvilinearInterp): - """Abstract class for PipelineCurvilinearInterp with preprocessing.""" - - def __init__( - self, - values, - grids, - pipeline, - std=False, - mc_options=None, - pp_options=None, - ) -> None: - """Initialize a _PreprocessingCurvilinearInterp object. Preprocessing options - includes standardization, polynomial features, and spline features. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Functional coordinates on a curvilinear grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - std : bool, optional - Standardize data by removing the mean and scaling to unit variance, - by default False - preprocessing_options : dict, optional - Can be None, or a dictionary with key "feature". - If "feature" is "pol", then "degree" must be specified. - If "feature" is "spl", then "degree" and "n_knots" must be specified. - - Raises - ------ - AttributeError - Feature not recognized. - - """ - self.std = std - - if pp_options is None: - pp_options = {} - - self.pp_options = pp_options - - feature = pp_options.get("feature", None) - - if feature and isinstance(feature, str): - degree = pp_options.get("degree", 3) - assert isinstance(degree, int), "Degree must be an integer." - if feature.startswith("pol"): - pipeline.insert(0, PolynomialFeatures(degree)) - elif feature.startswith("spl"): - n_knots = pp_options.get("n_knots", 5) - assert isinstance(n_knots, int), "n_knots must be an integer." - pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) - else: - msg = f"Feature {feature} not recognized." - raise AttributeError(msg) - else: - msg = f"Feature {feature} not recognized." - raise AttributeError(msg) - - if std: - pipeline.insert(0, StandardScaler()) - - super().__init__(values, grids, pipeline, mc_options) - - -class RegressionCurvilinearInterp(_PreprocessingCurvilinearInterp): - """Generalized Regression for each dimension of the curvilinear grid. - Use regression to map from the curvilinear grid to an index grid. - Then use map_coordinates to interpolate on the index grid. - """ - - def __init__( - self, - values, - grids, - model="elastic-net-cv", - mc_options=None, - pp_options=None, - mod_options=None, - ) -> None: - """Initialize a GeneralizedRegressionCurvilinearInterp object. - The model determines the regression used for each dimension. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - Functional coordinates on a curvilinear grid. - model : str, optional - One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", - "gaussian-process", by default "elastic-net". - options : dict, optional - Options for the model, by default None. - - Raises - ------ - AttributeError - Model is not implemented. - - """ - if mod_options is None: - mod_options = {} - - self.model = model - self.mod_options = mod_options - - if model == "elastic-net": - pipeline = [ElasticNet(**mod_options)] - elif model == "elastic-net-cv": - pipeline = [ElasticNetCV(**mod_options)] - elif model == "kernel-ridge": - pipeline = [KernelRidge(**mod_options)] - elif model == "svr": - pipeline = [SVR(**mod_options)] - elif model == "sgd": - pipeline = [SGDRegressor(**mod_options)] - elif model == "gaussian-process": - pipeline = [GaussianProcessRegressor(**mod_options)] - else: - msg = f"Model {model} not implemented. Consider using `PipelineCurvilinearInterp`." - raise AttributeError(msg) - - super().__init__( - values, - grids, - pipeline, - mc_options=mc_options, - pp_options=pp_options, - ) +from __future__ import annotations + +import numpy as np +from sklearn.gaussian_process import GaussianProcessRegressor +from sklearn.kernel_ridge import KernelRidge +from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor +from sklearn.pipeline import make_pipeline +from sklearn.preprocessing import PolynomialFeatures, SplineTransformer, StandardScaler +from sklearn.svm import SVR + +from multinterp.grids import _CurvilinearGrid +from multinterp.rectilinear._multi import MultivariateInterp +from multinterp.utilities import update_mc_kwargs + + +class PipelineCurvilinearInterp(_CurvilinearGrid, MultivariateInterp): + """Curvilinear Interpolator using a pipeline of sklearn models.""" + + def __init__(self, values, grids, pipeline, options=None) -> None: + """Initialize a PipelineCurvilinearInterp object. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Functional coordinates on a curvilinear grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + + """ + # for now, only support scipy + super().__init__(values, grids, backend="scipy") + self.mc_kwargs = update_mc_kwargs(options) + self.pipeline = pipeline + + x_train = np.reshape(self.grids, (self.ndim, -1)) + y_train = np.mgrid[[slice(0, dim) for dim in self.shape]] + y_train = np.reshape(y_train, (self.ndim, -1)) + + self.models = [make_pipeline(*pipeline) for _ in range(self.ndim)] + for dim in range(self.ndim): + self.models[dim].fit(x_train, y_train[dim]) + + def _get_coordinates(self, args): + """Apply the sklearn pipeline to each dimension of arguments. + + Parameters + ---------- + args : np.ndarray + Values to interpolate for each dimension. + + Returns + ------- + np.ndarray + Interpolated values. + + """ + x_test = np.reshape(args, (self.ndim, -1)) + return np.array([m.predict(x_test).reshape(args[0].shape) for m in self.models]) + + +class _PreprocessingCurvilinearInterp(PipelineCurvilinearInterp): + """Abstract class for PipelineCurvilinearInterp with preprocessing.""" + + def __init__( + self, + values, + grids, + pipeline, + std=False, + mc_options=None, + pp_options=None, + ) -> None: + """Initialize a _PreprocessingCurvilinearInterp object. Preprocessing options + includes standardization, polynomial features, and spline features. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Functional coordinates on a curvilinear grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + std : bool, optional + Standardize data by removing the mean and scaling to unit variance, + by default False + preprocessing_options : dict, optional + Can be None, or a dictionary with key "feature". + If "feature" is "pol", then "degree" must be specified. + If "feature" is "spl", then "degree" and "n_knots" must be specified. + + Raises + ------ + AttributeError + Feature not recognized. + + """ + self.std = std + + if pp_options is None: + pp_options = {} + + self.pp_options = pp_options + + feature = pp_options.get("feature", None) + + if feature and isinstance(feature, str): + degree = pp_options.get("degree", 3) + assert isinstance(degree, int), "Degree must be an integer." + if feature.startswith("pol"): + pipeline.insert(0, PolynomialFeatures(degree)) + elif feature.startswith("spl"): + n_knots = pp_options.get("n_knots", 5) + assert isinstance(n_knots, int), "n_knots must be an integer." + pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) + else: + msg = f"Feature {feature} not recognized." + raise AttributeError(msg) + else: + msg = f"Feature {feature} not recognized." + raise AttributeError(msg) + + if std: + pipeline.insert(0, StandardScaler()) + + super().__init__(values, grids, pipeline, mc_options) + + +class RegressionCurvilinearInterp(_PreprocessingCurvilinearInterp): + """Generalized Regression for each dimension of the curvilinear grid. + Use regression to map from the curvilinear grid to an index grid. + Then use map_coordinates to interpolate on the index grid. + """ + + def __init__( + self, + values, + grids, + model="elastic-net-cv", + mc_options=None, + pp_options=None, + mod_options=None, + ) -> None: + """Initialize a GeneralizedRegressionCurvilinearInterp object. + The model determines the regression used for each dimension. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + Functional coordinates on a curvilinear grid. + model : str, optional + One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", + "gaussian-process", by default "elastic-net". + options : dict, optional + Options for the model, by default None. + + Raises + ------ + AttributeError + Model is not implemented. + + """ + if mod_options is None: + mod_options = {} + + self.model = model + self.mod_options = mod_options + + if model == "elastic-net": + pipeline = [ElasticNet(**mod_options)] + elif model == "elastic-net-cv": + pipeline = [ElasticNetCV(**mod_options)] + elif model == "kernel-ridge": + pipeline = [KernelRidge(**mod_options)] + elif model == "svr": + pipeline = [SVR(**mod_options)] + elif model == "sgd": + pipeline = [SGDRegressor(**mod_options)] + elif model == "gaussian-process": + pipeline = [GaussianProcessRegressor(**mod_options)] + else: + msg = f"Model {model} not implemented. Consider using `PipelineCurvilinearInterp`." + raise AttributeError(msg) + + super().__init__( + values, + grids, + pipeline, + mc_options=mc_options, + pp_options=pp_options, + ) diff --git a/src/multinterp/curvilinear/_warped.py b/src/multinterp/curvilinear/_warped.py index 15df0d0..af30814 100644 --- a/src/multinterp/curvilinear/_warped.py +++ b/src/multinterp/curvilinear/_warped.py @@ -1,379 +1,379 @@ -from __future__ import annotations - -import numpy as np - -from multinterp.backend._numba import nb_interp_piecewise -from multinterp.grids import _CurvilinearGrid -from multinterp.utilities import asarray, empty, empty_like, interp, take - - -class Warped2DInterp(_CurvilinearGrid): - """Warped Grid Interpolation on a 2D grid.""" - - def __call__(self, *args, axis=1): - """Interpolate on a warped grid using the Warped Grid Interpolation - method described in `EGM$^n$`. - - Parameters - ---------- - axis : int, 0 or 1 - Determines which axis to use for linear interpolators. - Setting to 0 may fix some issues where interpolation fails. - - Returns - ------- - np.ndarray - Interpolated values on a warped grid. - - Raises - ------ - ValueError - Number of arguments doesn't match number of dimensions. - - """ - args = asarray(args, backend=self.backend) - - if args.shape[0] != self.ndim: - msg = "Number of arguments must match number of dimensions." - raise ValueError(msg) - - if self.backend in ["scipy", "cupy"]: - output = self._interp_piecewise(args, axis) - elif self.backend == "numba": - output = self._backend_numba(args, axis) - - return output - - def _interp_piecewise(self, args, axis): - """Uses numpy to interpolate on a warped grid. - - Parameters - ---------- - args : np.ndarray - Coordinates to be interpolated. - axis : int, 0 or 1 - See `WarpedInterpOnInterp2D.__call__`. - - Returns - ------- - np.ndarray - Interpolated values on arguments. - - """ - shape = args[0].shape # original shape of arguments - size = args[0].size # number of points in arguments - shape_axis = self.shape[axis] # number of points in axis - - # flatten arguments by dimension - args = args.reshape((self.ndim, -1)) - - y_intermed = empty((shape_axis, size), self.backend) - z_intermed = empty((shape_axis, size), self.backend) - - for i in range(shape_axis): - # for each dimension, interpolate the first argument - grids0 = take(self.grids[0], i, axis=axis, backend=self.backend) - grids1 = take(self.grids[1], i, axis=axis, backend=self.backend) - values = take(self.values, i, axis=axis, backend=self.backend) - y_intermed[i] = interp(args[0], grids0, grids1, backend=self.backend) - z_intermed[i] = interp(args[0], grids0, values, backend=self.backend) - - output = empty_like(args[0], self.backend) - - for j in range(size): - y_temp = y_intermed[:, j] - z_temp = z_intermed[:, j] - - if y_temp[0] > y_temp[-1]: - # reverse - y_temp = y_temp[::-1] - z_temp = z_temp[::-1] - - output[j] = interp(args[1][j], y_temp, z_temp, backend=self.backend) - - return output.reshape(shape) - - def _backend_numba(self, args, axis): - """Uses numba to interpolate on a warped grid. - - Parameters - ---------- - args : np.ndarray - Coordinates to be interpolated. - axis : int, 0 or 1 - See `WarpedInterpOnInterp2D.__call__`. - - Returns - ------- - np.ndarray - Interpolated values on arguments. - - """ - return nb_interp_piecewise(args, self.grids, self.values, axis) - - def warmup(self) -> None: - """Warms up the JIT compiler.""" - self(*self.grids) - - -class Curvilinear2DInterp(_CurvilinearGrid): - """A 2D interpolation method for curvilinear or "warped grid" interpolation, as - in White (2015). Used for models with two endogenous states that are solved - with the endogenous grid method. - - Parameters - ---------- - values: numpy.array - A 2D array of function values such that values[i,j] = - f(x_values[i,j],y_values[i,j]). - x_values: numpy.array - A 2D array of x values of the same size as values. - y_values: numpy.array - A 2D array of y values of the same size as values. - - """ - - def __init__(self, values, grids, backend="scipy") -> None: - super().__init__(values, grids, backend=backend) - self.update_polarity() - - def update_polarity(self) -> None: - """Fills in the polarity attribute of the interpolation, determining whether - the "plus" (True) or "minus" (False) solution of the system of equations - should be used for each sector. Needs to be called in __init__. - - Parameters - ---------- - none - - Returns - ------- - none - - """ - # Grab a point known to be inside each sector: the midway point between - # the lower left and upper right vertex of each sector - g0 = self.grids[0] - g1 = self.grids[1] - s0m1 = self.shape[0] - 1 - s1m1 = self.shape[1] - 1 - size = s0m1 * s1m1 - - x_temp = np.reshape(0.5 * (g0[:-1, :-1] + g0[1:, 1:]), size) - y_temp = np.reshape(0.5 * (g1[:-1, :-1] + g1[1:, 1:]), size) - y_pos = np.tile(np.arange(s1m1), s0m1) - x_pos = np.reshape(np.tile(np.arange(s0m1), (s1m1, 1)).T, size) - - # Set the polarity of all sectors to "plus", then test each sector - self.polarity = np.ones((s0m1, s1m1), dtype=bool) - alpha, beta = self.find_coords(x_temp, y_temp, x_pos, y_pos) - polarity = (alpha > 0) & (alpha < 1) & (beta > 0) & (beta < 1) - - # Update polarity: if (alpha,beta) not in the unit square, then that - # sector must use the "minus" solution instead - self.polarity = polarity.reshape(s0m1, s1m1) - - def find_sector(self, x, y): - """Finds the quadrilateral "sector" for each (x,y) point in the input. - Only called as a subroutine of _evaluate(). - - Parameters - ---------- - x : np.array - Values whose sector should be found. - y : np.array - Values whose sector should be found. Should be same size as x. - - Returns - ------- - x_pos : np.array - Sector x-coordinates for each point of the input, of the same size. - y_pos : np.array - Sector y-coordinates for each point of the input, of the same size. - - """ - # Initialize the sector guess - m = x.size - x_pos_guess = np.full(m, self.shape[0] // 2, dtype=int) - y_pos_guess = np.full(m, self.shape[1] // 2, dtype=int) - - # Define a function that checks whether a set of points violates a linear - # boundary defined by (x_bound_1,y_bound_1) and (x_bound_2,y_bound_2), - # where the latter is *COUNTER CLOCKWISE* from the former. Returns - # 1 if the point is outside the boundary and 0 otherwise. - - # Identify the correct sector for each point to be evaluated - these = np.full(m, True) - max_loops = sum(self.shape) - loops = 0 - while np.any(these) and loops < max_loops: - # Get coordinates for the four vertices: (x_coords[0],y_coords[0]),...,(x_coords[3],y_coords[3]) - x_temp = x[these] - y_temp = y[these] - - offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D - x_coords = [ - self.grids[0][x_pos_guess[these] + dx, y_pos_guess[these] + dy] - for dx, dy in offsets - ] - y_coords = [ - self.grids[1][x_pos_guess[these] + dx, y_pos_guess[these] + dy] - for dx, dy in offsets - ] - - # Define checks list - comps = [ - (y_temp, np.less, np.minimum, [y_coords[0], y_coords[1]]), # down - (y_temp, np.greater, np.maximum, [y_coords[2], y_coords[3]]), # up - (x_temp, np.less, np.minimum, [x_coords[0], x_coords[2]]), # left - (x_temp, np.greater, np.maximum, [x_coords[1], x_coords[3]]), # right - ] - - # Generate moves list using list comprehension - moves = [op(vec, func(*coords)) for vec, op, func, coords in comps] - - # Check which boundaries are violated (and thus where to look next) - c = np.sum(moves) == 0 - - comps = [(0, 0, 1, 1), (3, 3, 2, 2), (2, 2, 0, 0), (1, 1, 3, 3)] - - for i in range(4): - moves[i][c] = violation_check( - x_temp[c], - y_temp[c], - x_coords[comps[i][0]][c], - y_coords[comps[i][1]][c], - x_coords[comps[i][2]][c], - y_coords[comps[i][3]][c], - ) - - # Update the sector guess based on the violations - x_pos_next = x_pos_guess[these] - moves[2] + moves[3] - x_pos_next[x_pos_next < 0] = 0 - x_pos_next[x_pos_next > (self.shape[0] - 2)] = self.shape[0] - 2 - y_pos_next = y_pos_guess[these] - moves[0] + moves[1] - y_pos_next[y_pos_next < 0] = 0 - y_pos_next[y_pos_next > (self.shape[1] - 2)] = self.shape[1] - 2 - - # Check which sectors have not changed, and mark them as complete - no_move = np.array( - np.logical_and( - x_pos_guess[these] == x_pos_next, - y_pos_guess[these] == y_pos_next, - ), - ) - x_pos_guess[these] = x_pos_next - y_pos_guess[these] = y_pos_next - temp = these.nonzero() - these[temp[0][no_move]] = False - - # Move to the next iteration of the search - loops += 1 - - # Return the output - x_pos = x_pos_guess - y_pos = y_pos_guess - return x_pos, y_pos - - def find_coords(self, x, y, x_pos, y_pos): - """Calculates the relative coordinates (alpha,beta) for each point (x,y), - given the sectors (x_pos,y_pos) in which they reside. Only called as - a subroutine of __call__(). - - Parameters - ---------- - x : np.array - Values whose sector should be found. - y : np.array - Values whose sector should be found. Should be same size as x. - x_pos : np.array - Sector x-coordinates for each point in (x,y), of the same size. - y_pos : np.array - Sector y-coordinates for each point in (x,y), of the same size. - - Returns - ------- - alpha : np.array - Relative "horizontal" position of the input in their respective sectors. - beta : np.array - Relative "vertical" position of the input in their respective sectors. - - """ - # Calculate relative coordinates in the sector for each point - - offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D - x_coords = [self.grids[0][x_pos + dx, y_pos + dy] for dx, dy in offsets] - y_coords = [self.grids[1][x_pos + dx, y_pos + dy] for dx, dy in offsets] - - polarity = 2.0 * self.polarity[x_pos, y_pos] - 1.0 - a = x_coords[0] - b = x_coords[1] - x_coords[0] - c = x_coords[2] - x_coords[0] - d = x_coords[0] - x_coords[1] - x_coords[2] + x_coords[3] - e = y_coords[0] - f = y_coords[1] - y_coords[0] - g = y_coords[2] - y_coords[0] - h = y_coords[0] - y_coords[1] - y_coords[2] + y_coords[3] - - denom = d * g - h * c - mu = (h * b - d * f) / denom - tau = (h * (a - x) - d * (e - y)) / denom - zeta = a - x + c * tau - eta = b + c * mu + d * tau - theta = d * mu - alpha = (-eta + polarity * np.sqrt(eta**2.0 - 4.0 * zeta * theta)) / ( - 2.0 * theta - ) - beta = mu * alpha + tau - - # Alternate method if there are sectors that are "too regular" - z = np.logical_or(np.isnan(alpha), np.isnan(beta)) - # These points weren't able to identify coordinates - if np.any(z): - these = np.isclose( - f / b, - (y_coords[3] - y_coords[2]) / (x_coords[3] - x_coords[2]), - ) - # iso-beta lines have equal slope - if np.any(these): - kappa = f[these] / b[these] - int_bot = y_coords[0][these] - kappa * x_coords[0][these] - int_top = y_coords[2][these] - kappa * x_coords[2][these] - int_these = y[these] - kappa * x[these] - beta_temp = (int_these - int_bot) / (int_top - int_bot) - x_left = ( - beta_temp * x_coords[2][these] - + (1.0 - beta_temp) * x_coords[0][these] - ) - x_right = ( - beta_temp * x_coords[3][these] - + (1.0 - beta_temp) * x_coords[1][these] - ) - alpha_temp = (x[these] - x_left) / (x_right - x_left) - beta[these] = beta_temp - alpha[these] = alpha_temp - - return alpha, beta - - def __call__(self, x, y): - """Returns the level of the interpolated function at each value in x,y. - Only called internally by HARKinterpolator2D.__call__ (etc). - """ - xa = np.asarray(x).flatten() - ya = np.asarray(y).flatten() - - x_pos, y_pos = self.find_sector(xa, ya) - alpha, beta = self.find_coords(xa, ya, x_pos, y_pos) - - # Calculate the function at each point using bilinear interpolation - f = ( - (1 - alpha) * (1 - beta) * self.values[x_pos, y_pos] - + (1 - alpha) * beta * self.values[x_pos, y_pos + 1] - + alpha * (1 - beta) * self.values[x_pos + 1, y_pos] - + alpha * beta * self.values[x_pos + 1, y_pos + 1] - ) - return f.reshape(np.asarray(x).shape) - - -def violation_check(x, y, x1, y1, x2, y2): - return ((y2 - y1) * x - (x2 - x1) * y > x1 * y2 - y1 * x2) + 0 +from __future__ import annotations + +import numpy as np + +from multinterp.backend._numba import nb_interp_piecewise +from multinterp.grids import _CurvilinearGrid +from multinterp.utilities import asarray, empty, empty_like, interp, take + + +class Warped2DInterp(_CurvilinearGrid): + """Warped Grid Interpolation on a 2D grid.""" + + def __call__(self, *args, axis=1): + """Interpolate on a warped grid using the Warped Grid Interpolation + method described in `EGM$^n$`. + + Parameters + ---------- + axis : int, 0 or 1 + Determines which axis to use for linear interpolators. + Setting to 0 may fix some issues where interpolation fails. + + Returns + ------- + np.ndarray + Interpolated values on a warped grid. + + Raises + ------ + ValueError + Number of arguments doesn't match number of dimensions. + + """ + args = asarray(args, backend=self.backend) + + if args.shape[0] != self.ndim: + msg = "Number of arguments must match number of dimensions." + raise ValueError(msg) + + if self.backend in ["scipy", "cupy"]: + output = self._interp_piecewise(args, axis) + elif self.backend == "numba": + output = self._backend_numba(args, axis) + + return output + + def _interp_piecewise(self, args, axis): + """Uses numpy to interpolate on a warped grid. + + Parameters + ---------- + args : np.ndarray + Coordinates to be interpolated. + axis : int, 0 or 1 + See `WarpedInterpOnInterp2D.__call__`. + + Returns + ------- + np.ndarray + Interpolated values on arguments. + + """ + shape = args[0].shape # original shape of arguments + size = args[0].size # number of points in arguments + shape_axis = self.shape[axis] # number of points in axis + + # flatten arguments by dimension + args = args.reshape((self.ndim, -1)) + + y_intermed = empty((shape_axis, size), self.backend) + z_intermed = empty((shape_axis, size), self.backend) + + for i in range(shape_axis): + # for each dimension, interpolate the first argument + grids0 = take(self.grids[0], i, axis=axis, backend=self.backend) + grids1 = take(self.grids[1], i, axis=axis, backend=self.backend) + values = take(self.values, i, axis=axis, backend=self.backend) + y_intermed[i] = interp(args[0], grids0, grids1, backend=self.backend) + z_intermed[i] = interp(args[0], grids0, values, backend=self.backend) + + output = empty_like(args[0], self.backend) + + for j in range(size): + y_temp = y_intermed[:, j] + z_temp = z_intermed[:, j] + + if y_temp[0] > y_temp[-1]: + # reverse + y_temp = y_temp[::-1] + z_temp = z_temp[::-1] + + output[j] = interp(args[1][j], y_temp, z_temp, backend=self.backend) + + return output.reshape(shape) + + def _backend_numba(self, args, axis): + """Uses numba to interpolate on a warped grid. + + Parameters + ---------- + args : np.ndarray + Coordinates to be interpolated. + axis : int, 0 or 1 + See `WarpedInterpOnInterp2D.__call__`. + + Returns + ------- + np.ndarray + Interpolated values on arguments. + + """ + return nb_interp_piecewise(args, self.grids, self.values, axis) + + def warmup(self) -> None: + """Warms up the JIT compiler.""" + self(*self.grids) + + +class Curvilinear2DInterp(_CurvilinearGrid): + """A 2D interpolation method for curvilinear or "warped grid" interpolation, as + in White (2015). Used for models with two endogenous states that are solved + with the endogenous grid method. + + Parameters + ---------- + values: numpy.array + A 2D array of function values such that values[i,j] = + f(x_values[i,j],y_values[i,j]). + x_values: numpy.array + A 2D array of x values of the same size as values. + y_values: numpy.array + A 2D array of y values of the same size as values. + + """ + + def __init__(self, values, grids, backend="scipy") -> None: + super().__init__(values, grids, backend=backend) + self.update_polarity() + + def update_polarity(self) -> None: + """Fills in the polarity attribute of the interpolation, determining whether + the "plus" (True) or "minus" (False) solution of the system of equations + should be used for each sector. Needs to be called in __init__. + + Parameters + ---------- + none + + Returns + ------- + none + + """ + # Grab a point known to be inside each sector: the midway point between + # the lower left and upper right vertex of each sector + g0 = self.grids[0] + g1 = self.grids[1] + s0m1 = self.shape[0] - 1 + s1m1 = self.shape[1] - 1 + size = s0m1 * s1m1 + + x_temp = np.reshape(0.5 * (g0[:-1, :-1] + g0[1:, 1:]), size) + y_temp = np.reshape(0.5 * (g1[:-1, :-1] + g1[1:, 1:]), size) + y_pos = np.tile(np.arange(s1m1), s0m1) + x_pos = np.reshape(np.tile(np.arange(s0m1), (s1m1, 1)).T, size) + + # Set the polarity of all sectors to "plus", then test each sector + self.polarity = np.ones((s0m1, s1m1), dtype=bool) + alpha, beta = self.find_coords(x_temp, y_temp, x_pos, y_pos) + polarity = (alpha > 0) & (alpha < 1) & (beta > 0) & (beta < 1) + + # Update polarity: if (alpha,beta) not in the unit square, then that + # sector must use the "minus" solution instead + self.polarity = polarity.reshape(s0m1, s1m1) + + def find_sector(self, x, y): + """Finds the quadrilateral "sector" for each (x,y) point in the input. + Only called as a subroutine of _evaluate(). + + Parameters + ---------- + x : np.array + Values whose sector should be found. + y : np.array + Values whose sector should be found. Should be same size as x. + + Returns + ------- + x_pos : np.array + Sector x-coordinates for each point of the input, of the same size. + y_pos : np.array + Sector y-coordinates for each point of the input, of the same size. + + """ + # Initialize the sector guess + m = x.size + x_pos_guess = np.full(m, self.shape[0] // 2, dtype=int) + y_pos_guess = np.full(m, self.shape[1] // 2, dtype=int) + + # Define a function that checks whether a set of points violates a linear + # boundary defined by (x_bound_1,y_bound_1) and (x_bound_2,y_bound_2), + # where the latter is *COUNTER CLOCKWISE* from the former. Returns + # 1 if the point is outside the boundary and 0 otherwise. + + # Identify the correct sector for each point to be evaluated + these = np.full(m, True) + max_loops = sum(self.shape) + loops = 0 + while np.any(these) and loops < max_loops: + # Get coordinates for the four vertices: (x_coords[0],y_coords[0]),...,(x_coords[3],y_coords[3]) + x_temp = x[these] + y_temp = y[these] + + offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D + x_coords = [ + self.grids[0][x_pos_guess[these] + dx, y_pos_guess[these] + dy] + for dx, dy in offsets + ] + y_coords = [ + self.grids[1][x_pos_guess[these] + dx, y_pos_guess[these] + dy] + for dx, dy in offsets + ] + + # Define checks list + comps = [ + (y_temp, np.less, np.minimum, [y_coords[0], y_coords[1]]), # down + (y_temp, np.greater, np.maximum, [y_coords[2], y_coords[3]]), # up + (x_temp, np.less, np.minimum, [x_coords[0], x_coords[2]]), # left + (x_temp, np.greater, np.maximum, [x_coords[1], x_coords[3]]), # right + ] + + # Generate moves list using list comprehension + moves = [op(vec, func(*coords)) for vec, op, func, coords in comps] + + # Check which boundaries are violated (and thus where to look next) + c = np.sum(moves) == 0 + + comps = [(0, 0, 1, 1), (3, 3, 2, 2), (2, 2, 0, 0), (1, 1, 3, 3)] + + for i in range(4): + moves[i][c] = violation_check( + x_temp[c], + y_temp[c], + x_coords[comps[i][0]][c], + y_coords[comps[i][1]][c], + x_coords[comps[i][2]][c], + y_coords[comps[i][3]][c], + ) + + # Update the sector guess based on the violations + x_pos_next = x_pos_guess[these] - moves[2] + moves[3] + x_pos_next[x_pos_next < 0] = 0 + x_pos_next[x_pos_next > (self.shape[0] - 2)] = self.shape[0] - 2 + y_pos_next = y_pos_guess[these] - moves[0] + moves[1] + y_pos_next[y_pos_next < 0] = 0 + y_pos_next[y_pos_next > (self.shape[1] - 2)] = self.shape[1] - 2 + + # Check which sectors have not changed, and mark them as complete + no_move = np.array( + np.logical_and( + x_pos_guess[these] == x_pos_next, + y_pos_guess[these] == y_pos_next, + ), + ) + x_pos_guess[these] = x_pos_next + y_pos_guess[these] = y_pos_next + temp = these.nonzero() + these[temp[0][no_move]] = False + + # Move to the next iteration of the search + loops += 1 + + # Return the output + x_pos = x_pos_guess + y_pos = y_pos_guess + return x_pos, y_pos + + def find_coords(self, x, y, x_pos, y_pos): + """Calculates the relative coordinates (alpha,beta) for each point (x,y), + given the sectors (x_pos,y_pos) in which they reside. Only called as + a subroutine of __call__(). + + Parameters + ---------- + x : np.array + Values whose sector should be found. + y : np.array + Values whose sector should be found. Should be same size as x. + x_pos : np.array + Sector x-coordinates for each point in (x,y), of the same size. + y_pos : np.array + Sector y-coordinates for each point in (x,y), of the same size. + + Returns + ------- + alpha : np.array + Relative "horizontal" position of the input in their respective sectors. + beta : np.array + Relative "vertical" position of the input in their respective sectors. + + """ + # Calculate relative coordinates in the sector for each point + + offsets = [(0, 0), (1, 0), (0, 1), (1, 1)] # A, B, C, D + x_coords = [self.grids[0][x_pos + dx, y_pos + dy] for dx, dy in offsets] + y_coords = [self.grids[1][x_pos + dx, y_pos + dy] for dx, dy in offsets] + + polarity = 2.0 * self.polarity[x_pos, y_pos] - 1.0 + a = x_coords[0] + b = x_coords[1] - x_coords[0] + c = x_coords[2] - x_coords[0] + d = x_coords[0] - x_coords[1] - x_coords[2] + x_coords[3] + e = y_coords[0] + f = y_coords[1] - y_coords[0] + g = y_coords[2] - y_coords[0] + h = y_coords[0] - y_coords[1] - y_coords[2] + y_coords[3] + + denom = d * g - h * c + mu = (h * b - d * f) / denom + tau = (h * (a - x) - d * (e - y)) / denom + zeta = a - x + c * tau + eta = b + c * mu + d * tau + theta = d * mu + alpha = (-eta + polarity * np.sqrt(eta**2.0 - 4.0 * zeta * theta)) / ( + 2.0 * theta + ) + beta = mu * alpha + tau + + # Alternate method if there are sectors that are "too regular" + z = np.logical_or(np.isnan(alpha), np.isnan(beta)) + # These points weren't able to identify coordinates + if np.any(z): + these = np.isclose( + f / b, + (y_coords[3] - y_coords[2]) / (x_coords[3] - x_coords[2]), + ) + # iso-beta lines have equal slope + if np.any(these): + kappa = f[these] / b[these] + int_bot = y_coords[0][these] - kappa * x_coords[0][these] + int_top = y_coords[2][these] - kappa * x_coords[2][these] + int_these = y[these] - kappa * x[these] + beta_temp = (int_these - int_bot) / (int_top - int_bot) + x_left = ( + beta_temp * x_coords[2][these] + + (1.0 - beta_temp) * x_coords[0][these] + ) + x_right = ( + beta_temp * x_coords[3][these] + + (1.0 - beta_temp) * x_coords[1][these] + ) + alpha_temp = (x[these] - x_left) / (x_right - x_left) + beta[these] = beta_temp + alpha[these] = alpha_temp + + return alpha, beta + + def __call__(self, x, y): + """Returns the level of the interpolated function at each value in x,y. + Only called internally by HARKinterpolator2D.__call__ (etc). + """ + xa = np.asarray(x).flatten() + ya = np.asarray(y).flatten() + + x_pos, y_pos = self.find_sector(xa, ya) + alpha, beta = self.find_coords(xa, ya, x_pos, y_pos) + + # Calculate the function at each point using bilinear interpolation + f = ( + (1 - alpha) * (1 - beta) * self.values[x_pos, y_pos] + + (1 - alpha) * beta * self.values[x_pos, y_pos + 1] + + alpha * (1 - beta) * self.values[x_pos + 1, y_pos] + + alpha * beta * self.values[x_pos + 1, y_pos + 1] + ) + return f.reshape(np.asarray(x).shape) + + +def violation_check(x, y, x1, y1, x2, y2): + return ((y2 - y1) * x - (x2 - x1) * y > x1 * y2 - y1 * x2) + 0 diff --git a/src/multinterp/grids.py b/src/multinterp/grids.py index 8cf39ad..00cc9d5 100644 --- a/src/multinterp/grids.py +++ b/src/multinterp/grids.py @@ -1,186 +1,186 @@ -from __future__ import annotations - -from multinterp.utilities import asarray, aslist - - -class _AbstractGrid: - def __init__(self, values, backend="scipy") -> None: - """Initialize a regular grid interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - backend : str, optional - Determines which backend to use for interpolation. - Options are "scipy", "numba", and "cupy". - If "scipy", uses numpy and scipy. - If "numba", uses numba and scipy. - If "cupy", uses cupy. - If "jax", uses jax. - - Raises - ------ - ValueError - Backend is invalid. - - """ - self.values = asarray(values, backend=backend) - self.backend = backend - - self.ndim = self.values.ndim # should match number of grids - self.shape = self.values.shape # should match points in each grid - - -class _StructuredGrid(_AbstractGrid): - """Abstract class for interpolating on a structured grid. Serves as a base class for regular and abstract unstructured grid interpolators.""" - - def __init__(self, values, grids, backend="scipy") -> None: - super().__init__(values, backend=backend) - - self.grids = aslist(grids, backend=backend) - - -class _RegularGrid(_StructuredGrid): - """Abstract class for interpolating on a regular grid. Sets up - structure for using different backends (scipy, parallel, gpu). - Takes in arguments to be used by `map_coordinates`. - """ - - def __init__(self, values, grids, backend="scipy") -> None: - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", or "cupy". Determines - hardware to use for interpolation. - - """ - super().__init__(values, grids, backend=backend) - - if self.ndim != len(self.grids): - msg = "Number of grids must match number of dimensions." - raise ValueError(msg) - - if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): - msg = "Values shape must match points in each grid." - raise ValueError(msg) - - -class _CurvilinearGrid(_AbstractGrid): - """Abstract class for interpolating on a curvilinear grid.""" - - def __init__(self, values, grids, backend="scipy") -> None: - """Initialize a curvilinear grid interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a curvilinear grid. - grids : np.ndarray - ND curvilinear grids for each dimension - backend : str, optional - One of "scipy", "numba", or "cupy". - - """ - _AbstractGrid.__init__(self, values, backend=backend) - self.grids = asarray(grids, backend=self.backend) - - if self.ndim != self.grids[0].ndim: - msg = "Number of grids must match number of dimensions." - raise ValueError(msg) - if self.shape != self.grids[0].shape: - msg = "Values shape must match points in each grid." - raise ValueError(msg) - - -class _UnstructuredGrid(_StructuredGrid): - """Abstract class for interpolation on unstructured grids.""" - - def __init__(self, values, grids, backend="scipy") -> None: - """Initialize interpolation on unstructured grids. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - ND unstructured grids for each dimension. - backend : str, optional - One of "scipy", "numba", or "cupy". - - """ - values = values.flatten() - grids = [grid.flatten() for grid in grids] - - super().__init__(values, grids, backend=backend) - - self.ndim = len(grids) - self.shape = values.shape - - -class _MultivaluedGrid(_AbstractGrid): - def __init__(self, values, backend="scipy") -> None: - """Initialize a regular grid interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - backend : str, optional - Determines which backend to use for interpolation. - Options are "scipy", "numba", and "cupy". - If "scipy", uses numpy and scipy. - If "numba", uses numba and scipy. - If "cupy", uses cupy. - If "jax", uses jax. - - Raises - ------ - ValueError - Backend is invalid. - - """ - super().__init__(values, backend=backend) - - self.ndim = self.values.ndim - 1 - self.nval = self.values.shape[0] - self.shape = self.values.shape[1:] - - -class _MultivaluedRegularGrid(_MultivaluedGrid): - """Abstract class for interpolating on a regular grid. Sets up - structure for using different backends (scipy, parallel, gpu). - Takes in arguments to be used by `map_coordinates`. - """ - - def __init__(self, values, grids, backend="scipy") -> None: - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", or "cupy". Determines - hardware to use for interpolation. - - """ - super().__init__(values, backend=backend) - - self.grids = aslist(grids, backend=backend) - - if self.ndim != len(self.grids): - msg = "Number of grids must match number of dimensions." - raise ValueError(msg) - - if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): - msg = "Values shape must match points in each grid." - raise ValueError(msg) +from __future__ import annotations + +from multinterp.utilities import asarray, aslist + + +class _AbstractGrid: + def __init__(self, values, backend="scipy") -> None: + """Initialize a regular grid interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + backend : str, optional + Determines which backend to use for interpolation. + Options are "scipy", "numba", and "cupy". + If "scipy", uses numpy and scipy. + If "numba", uses numba and scipy. + If "cupy", uses cupy. + If "jax", uses jax. + + Raises + ------ + ValueError + Backend is invalid. + + """ + self.values = asarray(values, backend=backend) + self.backend = backend + + self.ndim = self.values.ndim # should match number of grids + self.shape = self.values.shape # should match points in each grid + + +class _StructuredGrid(_AbstractGrid): + """Abstract class for interpolating on a structured grid. Serves as a base class for regular and abstract unstructured grid interpolators.""" + + def __init__(self, values, grids, backend="scipy") -> None: + super().__init__(values, backend=backend) + + self.grids = aslist(grids, backend=backend) + + +class _RegularGrid(_StructuredGrid): + """Abstract class for interpolating on a regular grid. Sets up + structure for using different backends (scipy, parallel, gpu). + Takes in arguments to be used by `map_coordinates`. + """ + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", or "cupy". Determines + hardware to use for interpolation. + + """ + super().__init__(values, grids, backend=backend) + + if self.ndim != len(self.grids): + msg = "Number of grids must match number of dimensions." + raise ValueError(msg) + + if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): + msg = "Values shape must match points in each grid." + raise ValueError(msg) + + +class _CurvilinearGrid(_AbstractGrid): + """Abstract class for interpolating on a curvilinear grid.""" + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize a curvilinear grid interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a curvilinear grid. + grids : np.ndarray + ND curvilinear grids for each dimension + backend : str, optional + One of "scipy", "numba", or "cupy". + + """ + _AbstractGrid.__init__(self, values, backend=backend) + self.grids = asarray(grids, backend=self.backend) + + if self.ndim != self.grids[0].ndim: + msg = "Number of grids must match number of dimensions." + raise ValueError(msg) + if self.shape != self.grids[0].shape: + msg = "Values shape must match points in each grid." + raise ValueError(msg) + + +class _UnstructuredGrid(_StructuredGrid): + """Abstract class for interpolation on unstructured grids.""" + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize interpolation on unstructured grids. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + ND unstructured grids for each dimension. + backend : str, optional + One of "scipy", "numba", or "cupy". + + """ + values = values.flatten() + grids = [grid.flatten() for grid in grids] + + super().__init__(values, grids, backend=backend) + + self.ndim = len(grids) + self.shape = values.shape + + +class _MultivaluedGrid(_AbstractGrid): + def __init__(self, values, backend="scipy") -> None: + """Initialize a regular grid interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + backend : str, optional + Determines which backend to use for interpolation. + Options are "scipy", "numba", and "cupy". + If "scipy", uses numpy and scipy. + If "numba", uses numba and scipy. + If "cupy", uses cupy. + If "jax", uses jax. + + Raises + ------ + ValueError + Backend is invalid. + + """ + super().__init__(values, backend=backend) + + self.ndim = self.values.ndim - 1 + self.nval = self.values.shape[0] + self.shape = self.values.shape[1:] + + +class _MultivaluedRegularGrid(_MultivaluedGrid): + """Abstract class for interpolating on a regular grid. Sets up + structure for using different backends (scipy, parallel, gpu). + Takes in arguments to be used by `map_coordinates`. + """ + + def __init__(self, values, grids, backend="scipy") -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", or "cupy". Determines + hardware to use for interpolation. + + """ + super().__init__(values, backend=backend) + + self.grids = aslist(grids, backend=backend) + + if self.ndim != len(self.grids): + msg = "Number of grids must match number of dimensions." + raise ValueError(msg) + + if any(self.shape[i] != grid.size for i, grid in enumerate(self.grids)): + msg = "Values shape must match points in each grid." + raise ValueError(msg) diff --git a/src/multinterp/rectilinear/_multi.py b/src/multinterp/rectilinear/_multi.py index 5c35ffe..6344762 100644 --- a/src/multinterp/rectilinear/_multi.py +++ b/src/multinterp/rectilinear/_multi.py @@ -1,298 +1,298 @@ -from __future__ import annotations - -import numpy as np - -from multinterp.grids import _MultivaluedRegularGrid, _RegularGrid -from multinterp.utilities import asarray, update_mc_kwargs - -from ._utils import get_coords, get_grad, map_coords - - -class MultivariateInterp(_RegularGrid): - """Multivariate Interpolator on a regular grid. Maps functional coordinates - to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. - """ - - def __init__(self, values, grids, backend="scipy", options=None) -> None: - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", "cupy", or "jax". Determines - hardware to use for interpolation. - - """ - super().__init__(values, grids, backend=backend) - self.mc_kwargs = update_mc_kwargs(options, jax=self.backend == "jax") - self._gradient = {} - - def compile(self) -> None: - self(*self.grids) - - def __call__(self, *args): - """Interpolates arguments on the regular grid. - - Returns - ------- - np.ndarray - Interpolated functional values for each argument. - - Raises - ------ - ValueError - Number of arguments does not match number of dimensions. - - """ - args = asarray(args, backend=self.backend) - - if args.shape[0] != self.ndim: - msg = "Number of arguments must match number of dimensions." - raise ValueError(msg) - - coords = self._get_coordinates(args) - return self._map_coordinates(coords) - - def _get_coordinates(self, args): - """For each argument, finds the index coordinates for interpolation. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - - Returns - ------- - np.ndarray - Index coordinates for interpolation. - - """ - return get_coords(self.grids, args, backend=self.backend) - - def _map_coordinates(self, coords): - """Uses coordinates to interpolate on the regular grid with - `map_coordinates` from scipy or cupy, depending on backend. - - Parameters - ---------- - coordinates : np.ndarray - Index coordinates for interpolation. - - Returns - ------- - np.ndarray - Interpolated functional values for each coordinate. - - """ - return map_coords(self.values, coords, **self.mc_kwargs, backend=self.backend) - - def diff(self, axis=None, edge_order=1): - """Differentiates the interpolator along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivative of the function across all axes. Otherwise, returns a MultivariateInterp object that approximates the partial derivative of the function along the specified axis. - - Parameters - ---------- - axis : int, optional - Axis along which to differentiate the function. - edge_order : int, optional - TODO: Add description - - Returns - ------- - MultivaluedInterp or MultivariateInterp - Interpolator object that approximates the partial derivative(s) of the function. - - """ - # if axis is not an integer less than or equal to the number - # of dimensions of the input array, then a ValueError is raised. - if axis is None: - # return MultivaluedInterp - for ax in range(self.ndim): - if ax not in self._gradient: - self._gradient[ax] = get_grad( - self.values, - self.grids[ax], - axis=ax, - edge_order=edge_order, - backend=self.backend, - ) - return MultivaluedInterp( - np.asarray(list(self._gradient.items())), - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) - - if axis >= self.ndim: - msg = "Axis must be less than number of dimensions." - raise ValueError(msg) - - grad = self._gradient.get(axis) - if grad is None: - self._gradient[axis] = get_grad( - self.values, - self.grids[axis], - axis=axis, - edge_order=edge_order, - backend=self.backend, - ) - grad = self._gradient[axis] - - return MultivariateInterp( - grad, - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) - - -class MultivaluedInterp(_MultivaluedRegularGrid): - """Multivariate Interpolator on a regular grid. Maps functional coordinates - to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. - """ - - def __init__(self, values, grids, backend="scipy", options=None) -> None: - """Initialize a multivariate interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on a regular grid. - grids : _type_ - 1D grids for each dimension. - backend : str, optional - One of "scipy", "numba", "cupy", or "jax". Determines - hardware to use for interpolation. - - """ - super().__init__(values, grids, backend=backend) - self.mc_kwargs = update_mc_kwargs(options) - self._gradient = {} - - def compile(self) -> None: - self(*self.grids) - - def __call__(self, *args): - """Interpolates arguments on the regular grid. - - Returns - ------- - np.ndarray - Interpolated functional values for each argument. - - Raises - ------ - ValueError - Number of arguments does not match number of dimensions. - - """ - args = asarray(args, backend=self.backend) - - if args.shape[0] != self.ndim: - msg = "Number of arguments must match number of dimensions." - raise ValueError(msg) - - coords = self._get_coordinates(args) - return self._map_coordinates(coords) - - def _get_coordinates(self, args): - """For each argument, finds the index coordinates for interpolation. - - Parameters - ---------- - args : np.ndarray - Arguments to be interpolated. - - Returns - ------- - np.ndarray - Index coordinates for interpolation. - - """ - return get_coords(self.grids, args, self.backend) - - def _map_coordinates(self, coords): - """Uses coordinates to interpolate on the regular grid with - `map_coordinates` from scipy or cupy, depending on backend. - - Parameters - ---------- - coordinates : np.ndarray - Index coordinates for interpolation. - - Returns - ------- - np.ndarray - Interpolated functional values for each coordinate. - - """ - fvals = [ - map_coords(self.values[i], coords, **self.mc_kwargs, backend=self.backend) - for i in range(self.nval) - ] - - return asarray(fvals, backend=self.backend) - - def diff(self, axis=None, argnum=None, edge_order=1): - """Differentiates the interpolator along the specified axis. If both axis and argnum are specified, then returns the partial derivative of the specified function argument along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivatives of the specified function argument along each axis. If argnum is None, then returns a MultivaluedInterp object that approximates the partial derivatives of all arguments of the function along the specified axes. - - Parameters - ---------- - axis : int, optional - Axis along which to differentiate the function. - edge_order : int, optional - TODO: Add description - - Returns - ------- - MultivaluedInterp or MultivariateInterp - Interpolator object that approximates the partial derivative(s) of the function. - - """ - # if axis is not an integer less than or equal to the number - # of dimensions of the input array, then a ValueError is raised. - if axis is None: - msg = "Must specify axis (function) to differentiate." - raise ValueError(msg) - - if axis >= self.nval: - msg = "Axis must be less than number of functions." - raise ValueError(msg) - - if argnum is None: - # return MultivaluedInterp - for arg in range(self.ndim): - if (axis, arg) not in self._gradient: - self._gradient[(axis, arg)] = get_grad( - self.values, - self.grids[arg], - axis=arg, - edge_order=edge_order, - backend=self.backend, - ) - return MultivaluedInterp( - np.asarray(list(self._gradient.items())), - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) - - grad = self._gradient.get((axis, arg)) - if grad is None: - self._gradient[(axis, arg)] = get_grad( - self.values, - self.grids[axis], - axis=axis, - edge_order=edge_order, - backend=self.backend, - ) - - return MultivariateInterp( - grad, - self.grids, - backend=self.backend, - options=self.mc_kwargs, - ) +from __future__ import annotations + +import numpy as np + +from multinterp.grids import _MultivaluedRegularGrid, _RegularGrid +from multinterp.utilities import asarray, update_mc_kwargs + +from ._utils import get_coords, get_grad, map_coords + + +class MultivariateInterp(_RegularGrid): + """Multivariate Interpolator on a regular grid. Maps functional coordinates + to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. + """ + + def __init__(self, values, grids, backend="scipy", options=None) -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", "cupy", or "jax". Determines + hardware to use for interpolation. + + """ + super().__init__(values, grids, backend=backend) + self.mc_kwargs = update_mc_kwargs(options, jax=self.backend == "jax") + self._gradient = {} + + def compile(self) -> None: + self(*self.grids) + + def __call__(self, *args): + """Interpolates arguments on the regular grid. + + Returns + ------- + np.ndarray + Interpolated functional values for each argument. + + Raises + ------ + ValueError + Number of arguments does not match number of dimensions. + + """ + args = asarray(args, backend=self.backend) + + if args.shape[0] != self.ndim: + msg = "Number of arguments must match number of dimensions." + raise ValueError(msg) + + coords = self._get_coordinates(args) + return self._map_coordinates(coords) + + def _get_coordinates(self, args): + """For each argument, finds the index coordinates for interpolation. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + + Returns + ------- + np.ndarray + Index coordinates for interpolation. + + """ + return get_coords(self.grids, args, backend=self.backend) + + def _map_coordinates(self, coords): + """Uses coordinates to interpolate on the regular grid with + `map_coordinates` from scipy or cupy, depending on backend. + + Parameters + ---------- + coordinates : np.ndarray + Index coordinates for interpolation. + + Returns + ------- + np.ndarray + Interpolated functional values for each coordinate. + + """ + return map_coords(self.values, coords, **self.mc_kwargs, backend=self.backend) + + def diff(self, axis=None, edge_order=1): + """Differentiates the interpolator along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivative of the function across all axes. Otherwise, returns a MultivariateInterp object that approximates the partial derivative of the function along the specified axis. + + Parameters + ---------- + axis : int, optional + Axis along which to differentiate the function. + edge_order : int, optional + TODO: Add description + + Returns + ------- + MultivaluedInterp or MultivariateInterp + Interpolator object that approximates the partial derivative(s) of the function. + + """ + # if axis is not an integer less than or equal to the number + # of dimensions of the input array, then a ValueError is raised. + if axis is None: + # return MultivaluedInterp + for ax in range(self.ndim): + if ax not in self._gradient: + self._gradient[ax] = get_grad( + self.values, + self.grids[ax], + axis=ax, + edge_order=edge_order, + backend=self.backend, + ) + return MultivaluedInterp( + np.asarray(list(self._gradient.items())), + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) + + if axis >= self.ndim: + msg = "Axis must be less than number of dimensions." + raise ValueError(msg) + + grad = self._gradient.get(axis) + if grad is None: + self._gradient[axis] = get_grad( + self.values, + self.grids[axis], + axis=axis, + edge_order=edge_order, + backend=self.backend, + ) + grad = self._gradient[axis] + + return MultivariateInterp( + grad, + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) + + +class MultivaluedInterp(_MultivaluedRegularGrid): + """Multivariate Interpolator on a regular grid. Maps functional coordinates + to index coordinates and uses `map_coordinates` from scipy, cupy, or jax. + """ + + def __init__(self, values, grids, backend="scipy", options=None) -> None: + """Initialize a multivariate interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on a regular grid. + grids : _type_ + 1D grids for each dimension. + backend : str, optional + One of "scipy", "numba", "cupy", or "jax". Determines + hardware to use for interpolation. + + """ + super().__init__(values, grids, backend=backend) + self.mc_kwargs = update_mc_kwargs(options) + self._gradient = {} + + def compile(self) -> None: + self(*self.grids) + + def __call__(self, *args): + """Interpolates arguments on the regular grid. + + Returns + ------- + np.ndarray + Interpolated functional values for each argument. + + Raises + ------ + ValueError + Number of arguments does not match number of dimensions. + + """ + args = asarray(args, backend=self.backend) + + if args.shape[0] != self.ndim: + msg = "Number of arguments must match number of dimensions." + raise ValueError(msg) + + coords = self._get_coordinates(args) + return self._map_coordinates(coords) + + def _get_coordinates(self, args): + """For each argument, finds the index coordinates for interpolation. + + Parameters + ---------- + args : np.ndarray + Arguments to be interpolated. + + Returns + ------- + np.ndarray + Index coordinates for interpolation. + + """ + return get_coords(self.grids, args, self.backend) + + def _map_coordinates(self, coords): + """Uses coordinates to interpolate on the regular grid with + `map_coordinates` from scipy or cupy, depending on backend. + + Parameters + ---------- + coordinates : np.ndarray + Index coordinates for interpolation. + + Returns + ------- + np.ndarray + Interpolated functional values for each coordinate. + + """ + fvals = [ + map_coords(self.values[i], coords, **self.mc_kwargs, backend=self.backend) + for i in range(self.nval) + ] + + return asarray(fvals, backend=self.backend) + + def diff(self, axis=None, argnum=None, edge_order=1): + """Differentiates the interpolator along the specified axis. If both axis and argnum are specified, then returns the partial derivative of the specified function argument along the specified axis. If axis is None, then returns a MultivaluedInterp object that approximates the partial derivatives of the specified function argument along each axis. If argnum is None, then returns a MultivaluedInterp object that approximates the partial derivatives of all arguments of the function along the specified axes. + + Parameters + ---------- + axis : int, optional + Axis along which to differentiate the function. + edge_order : int, optional + TODO: Add description + + Returns + ------- + MultivaluedInterp or MultivariateInterp + Interpolator object that approximates the partial derivative(s) of the function. + + """ + # if axis is not an integer less than or equal to the number + # of dimensions of the input array, then a ValueError is raised. + if axis is None: + msg = "Must specify axis (function) to differentiate." + raise ValueError(msg) + + if axis >= self.nval: + msg = "Axis must be less than number of functions." + raise ValueError(msg) + + if argnum is None: + # return MultivaluedInterp + for arg in range(self.ndim): + if (axis, arg) not in self._gradient: + self._gradient[(axis, arg)] = get_grad( + self.values, + self.grids[arg], + axis=arg, + edge_order=edge_order, + backend=self.backend, + ) + return MultivaluedInterp( + np.asarray(list(self._gradient.items())), + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) + + grad = self._gradient.get((axis, arg)) + if grad is None: + self._gradient[(axis, arg)] = get_grad( + self.values, + self.grids[axis], + axis=axis, + edge_order=edge_order, + backend=self.backend, + ) + + return MultivariateInterp( + grad, + self.grids, + backend=self.backend, + options=self.mc_kwargs, + ) diff --git a/src/multinterp/rectilinear/_utils.py b/src/multinterp/rectilinear/_utils.py index 54c395a..20f96b5 100644 --- a/src/multinterp/rectilinear/_utils.py +++ b/src/multinterp/rectilinear/_utils.py @@ -1,56 +1,56 @@ -from __future__ import annotations - -import contextlib - -import numpy as np - -from multinterp.backend._numba import numba_get_coordinates, numba_map_coordinates -from multinterp.backend._scipy import scipy_get_coordinates, scipy_map_coordinates - -GET_COORDS = { - "scipy": scipy_get_coordinates, - "numba": numba_get_coordinates, -} -MAP_COORDS = { - "scipy": scipy_map_coordinates, - "numba": numba_map_coordinates, -} -GET_GRAD = { - "scipy": np.gradient, - "numba": np.gradient, -} - -with contextlib.suppress(ImportError): - import cupy as cp - - from multinterp.backend._cupy import cupy_get_coordinates, cupy_map_coordinates - - GET_COORDS["cupy"] = cupy_get_coordinates - MAP_COORDS["cupy"] = cupy_map_coordinates - GET_GRAD["cupy"] = cp.gradient -with contextlib.suppress(ImportError): - import jax.numpy as jnp - - from multinterp.backend._jax import jax_get_coordinates, jax_map_coordinates - - GET_COORDS["jax"] = jax_get_coordinates - MAP_COORDS["jax"] = jax_map_coordinates - GET_GRAD["jax"] = jnp.gradient - - -def get_coords(grids, args, backend="scipy"): - """Wrapper function for the get_coordinates function from the chosen backend.""" - return GET_COORDS[backend](grids, args) - - -def map_coords(values, coords, backend="scipy", **kwargs): - """Wrapper function for the map_coordinates function from the chosen backend.""" - return MAP_COORDS[backend](values, coords, **kwargs) - - -def get_grad(values, grids, axis=None, edge_order=None, backend="scipy"): - """Wrapper function for the gradient function from the chosen backend. - - TODO: use appropriate gradient functions from each backend. - """ - return GET_GRAD[backend](values, grids, axis=axis, edge_order=edge_order) +from __future__ import annotations + +import contextlib + +import numpy as np + +from multinterp.backend._numba import numba_get_coordinates, numba_map_coordinates +from multinterp.backend._scipy import scipy_get_coordinates, scipy_map_coordinates + +GET_COORDS = { + "scipy": scipy_get_coordinates, + "numba": numba_get_coordinates, +} +MAP_COORDS = { + "scipy": scipy_map_coordinates, + "numba": numba_map_coordinates, +} +GET_GRAD = { + "scipy": np.gradient, + "numba": np.gradient, +} + +with contextlib.suppress(ImportError): + import cupy as cp + + from multinterp.backend._cupy import cupy_get_coordinates, cupy_map_coordinates + + GET_COORDS["cupy"] = cupy_get_coordinates + MAP_COORDS["cupy"] = cupy_map_coordinates + GET_GRAD["cupy"] = cp.gradient +with contextlib.suppress(ImportError): + import jax.numpy as jnp + + from multinterp.backend._jax import jax_get_coordinates, jax_map_coordinates + + GET_COORDS["jax"] = jax_get_coordinates + MAP_COORDS["jax"] = jax_map_coordinates + GET_GRAD["jax"] = jnp.gradient + + +def get_coords(grids, args, backend="scipy"): + """Wrapper function for the get_coordinates function from the chosen backend.""" + return GET_COORDS[backend](grids, args) + + +def map_coords(values, coords, backend="scipy", **kwargs): + """Wrapper function for the map_coordinates function from the chosen backend.""" + return MAP_COORDS[backend](values, coords, **kwargs) + + +def get_grad(values, grids, axis=None, edge_order=None, backend="scipy"): + """Wrapper function for the gradient function from the chosen backend. + + TODO: use appropriate gradient functions from each backend. + """ + return GET_GRAD[backend](values, grids, axis=axis, edge_order=edge_order) diff --git a/src/multinterp/unstructured/__init__.py b/src/multinterp/unstructured/__init__.py index 087c179..8058acf 100644 --- a/src/multinterp/unstructured/__init__.py +++ b/src/multinterp/unstructured/__init__.py @@ -1,15 +1,15 @@ -from __future__ import annotations - -from ._scikit_learn import ( - GPRUnstructuredInterp, - PipelineUnstructuredInterp, - RegressionUnstructuredInterp, -) -from ._scipy import UnstructuredInterp - -__all__ = [ - "GPRUnstructuredInterp", - "PipelineUnstructuredInterp", - "RegressionUnstructuredInterp", - "UnstructuredInterp", -] +from __future__ import annotations + +from ._scikit_learn import ( + GPRUnstructuredInterp, + PipelineUnstructuredInterp, + RegressionUnstructuredInterp, +) +from ._scipy import UnstructuredInterp + +__all__ = [ + "GPRUnstructuredInterp", + "PipelineUnstructuredInterp", + "RegressionUnstructuredInterp", + "UnstructuredInterp", +] diff --git a/src/multinterp/unstructured/_gpytorch.py b/src/multinterp/unstructured/_gpytorch.py index 67fe89c..13b2acd 100644 --- a/src/multinterp/unstructured/_gpytorch.py +++ b/src/multinterp/unstructured/_gpytorch.py @@ -1,308 +1,308 @@ -from __future__ import annotations - -import gpytorch -import torch -from gpytorch import ExactMarginalLogLikelihood -from gpytorch.distributions import MultivariateNormal -from gpytorch.kernels import MultiDeviceKernel, RBFKernel, ScaleKernel -from gpytorch.likelihoods import GaussianLikelihood -from gpytorch.means import ConstantMean -from gpytorch.models import ExactGP -from torch.optim import Adam - -from multinterp.backend.LBFGS import FullBatchLBFGS -from multinterp.grids import _UnstructuredGrid - -DEVICE_COUNT = torch.cuda.device_count() - - -class _SimpleExactGPModel(ExactGP): - """A simple Gaussian Process model.""" - - def __init__( - self, - train_x: torch.Tensor, - train_y: torch.Tensor, - likelihood, - ) -> None: - """Initialize the GP model. - - Args: - ---- - train_x: Training input data - train_y: Training output data - likelihood: Likelihood function - - """ - super().__init__(train_x, train_y, likelihood) - self.mean_module = ConstantMean() - self.covar_module = ScaleKernel(RBFKernel()) - - def forward(self, x: torch.Tensor) -> MultivariateNormal: - """Forward pass through the GP model. - - Args: - ---- - x: Input data - - Returns: - ------- - Distribution over the input data - - """ - mean_x = self.mean_module(x) - covar_x = self.covar_module(x) - return MultivariateNormal(mean_x, covar_x) - - -class _PipelineExactGPModel(ExactGP): - """A Gaussian Process model for data extraction.""" - - def __init__( - self, - train_x, - train_y, - likelihood, - mean_module=None, - covar_module=None, - distribution=None, - ) -> None: - """Initialize the GP model. - - Args: - ---- - train_x: Training input data - train_y: Training output data - likelihood: Likelihood function (default: GaussianLikelihood) - mean_module: Mean function (default: ConstantMean) - covar_module: Covariance function (default: ScaleKernel(RBFKernel)) - distribution: Distribution function (default: MultivariateNormal) - - """ - super().__init__(train_x, train_y, likelihood) - self.mean_module = mean_module or ConstantMean() - self.covar_module = covar_module or ScaleKernel(RBFKernel()) - self.distribution = distribution or MultivariateNormal - - def forward(self, x): - """Forward pass through the GP model. - - Args: - ---- - x: Input data - - Returns: - ------- - Distribution over the input data - - """ - mean_x = self.mean_module(x) - covar_x = self.covar_module(x) - return self.distribution(mean_x, covar_x) - - -class _PipelineGPUExactGPModel(ExactGP): - def __init__( - self, - train_x, - train_y, - likelihood, - mean_module=None, - covar_module=None, - distribution=None, - n_devices=DEVICE_COUNT, - output_device=None, - ) -> None: - super().__init__(train_x, train_y, likelihood) - self.mean_module = mean_module or ConstantMean() - base_covar_module = covar_module or ScaleKernel(RBFKernel()) - self.distribution = distribution or MultivariateNormal - - assert 0 < n_devices <= DEVICE_COUNT, ( - f"n_devices must be between 1 and {DEVICE_COUNT}" - ) - - if n_devices == 1: - self.covar_module = base_covar_module - else: - self.covar_module = MultiDeviceKernel( - base_covar_module, - device_ids=range(n_devices), - output_device=output_device or torch.device("cuda:0"), - ) - - def forward(self, x): - mean_x = self.mean_module(x) - covar_x = self.covar_module(x) - return self.distribution(mean_x, covar_x) - - -class GaussianProcessRegression(_UnstructuredGrid): - def __init__(self, values, grids) -> None: - super().__init__(values, grids, backend="torch") - - self.grids = self.grids.T - - self._likelihood = GaussianLikelihood() - self._model = _PipelineGPUExactGPModel( - self.grids, - self.values, - likelihood=self._likelihood, - n_devices=2, - ) - - self._to_cuda() - self._train() - - def _to_cuda(self) -> None: - self.grids = self.grids.cuda() - self.values = self.values.cuda() - self._model = self._model.cuda() - self._likelihood = self._likelihood.cuda() - - def _train(self, training_iter=50, preconditioner_size=100) -> None: - _train_lbfgs( - self._model, - self._likelihood, - self.grids, - self.values, - training_iter, - verbose=True, - ) - - def __call__(self, *args): - args = torch.as_tensor( - args, - device=self.grids.device, - ).T - - # Get into evaluation (predictive posterior) mode - self._model.eval() - self._likelihood.eval() - - # Test points are regularly spaced along [0,1] - # Make predictions by feeding model through likelihood - with torch.no_grad(), gpytorch.settings.fast_pred_var(): - return self._model(args) - - -def _train_simple( - model, - likelihood, - train_x, - train_y, - training_iter=50, - verbose=False, - n_skip=10, -) -> None: - # Find optimal model hyperparameters - model.train() - likelihood.train() - - # Use the adam optimizer - optimizer = Adam(model.parameters(), lr=0.1) - # Includes GaussianLikelihood parameters - - # "Loss" for GPs - the marginal log likelihood - mll = ExactMarginalLogLikelihood(likelihood, model) - - for i in range(training_iter): - # Zero gradients from previous iteration - optimizer.zero_grad() - # Output from model - output = model(train_x) - # Calc loss and backprop gradients - loss = -mll(output, train_y) - loss.backward() - - if verbose and i % n_skip == 0: - _loss = loss.item() - _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() - _noise = model.likelihood.noise.item() - - optimizer.step() - - -def _eval_simple(model, likelihood, test_x): - # Get into evaluation (predictive posterior) mode - model.eval() - likelihood.eval() - - # Make predictions by feeding model through likelihood - with torch.no_grad(), gpytorch.settings.fast_pred_var(): - return likelihood(model(test_x)) - - -def _train_lbfgs( - model, - likelihood, - train_x, - train_y, - preconditioner_size=100, - training_iter=50, - verbose=False, - n_skip=10, -) -> None: - model.train() - likelihood.train() - - optimizer = FullBatchLBFGS(model.parameters(), lr=0.1) - # "Loss" for GPs - the marginal log likelihood - mll = ExactMarginalLogLikelihood(likelihood, model) - - with gpytorch.settings.max_preconditioner_size(preconditioner_size): - - def closure(): - optimizer.zero_grad() - output = model(train_x) - return -mll(output, train_y) - - loss = closure() - loss.backward() - - for i in range(training_iter): - options = {"closure": closure, "current_loss": loss, "max_ls": 10} - loss, _, _, _, _, _, _, fail = optimizer.step(options) - - # Print progress every n_skip steps if verbose is True - if verbose and i % n_skip == 0: - _loss = loss.item() - _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() - _noise = model.likelihood.noise.item() - - if fail: - if verbose: - pass - break - - -def _train_pipeline( - train_x, - train_y, - model, - likelihood, - optimizer, - mll, - training_iter=50, - verbose=False, - n_skip=10, -) -> None: - # Find optimal model hyperparameters - model.train() - likelihood.train() - - for i in range(training_iter): - # Zero gradients from previous iteration - optimizer.zero_grad() - # Output from model - output = model(train_x) - # Calc loss and backprop gradients - loss = -mll(output, train_y) - loss.backward() - - if verbose and i % n_skip == 0: - _loss = loss.item() - _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() - _noise = model.likelihood.noise.item() - - optimizer.step() +from __future__ import annotations + +import gpytorch +import torch +from gpytorch import ExactMarginalLogLikelihood +from gpytorch.distributions import MultivariateNormal +from gpytorch.kernels import MultiDeviceKernel, RBFKernel, ScaleKernel +from gpytorch.likelihoods import GaussianLikelihood +from gpytorch.means import ConstantMean +from gpytorch.models import ExactGP +from torch.optim import Adam + +from multinterp.backend.LBFGS import FullBatchLBFGS +from multinterp.grids import _UnstructuredGrid + +DEVICE_COUNT = torch.cuda.device_count() + + +class _SimpleExactGPModel(ExactGP): + """A simple Gaussian Process model.""" + + def __init__( + self, + train_x: torch.Tensor, + train_y: torch.Tensor, + likelihood, + ) -> None: + """Initialize the GP model. + + Args: + ---- + train_x: Training input data + train_y: Training output data + likelihood: Likelihood function + + """ + super().__init__(train_x, train_y, likelihood) + self.mean_module = ConstantMean() + self.covar_module = ScaleKernel(RBFKernel()) + + def forward(self, x: torch.Tensor) -> MultivariateNormal: + """Forward pass through the GP model. + + Args: + ---- + x: Input data + + Returns: + ------- + Distribution over the input data + + """ + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return MultivariateNormal(mean_x, covar_x) + + +class _PipelineExactGPModel(ExactGP): + """A Gaussian Process model for data extraction.""" + + def __init__( + self, + train_x, + train_y, + likelihood, + mean_module=None, + covar_module=None, + distribution=None, + ) -> None: + """Initialize the GP model. + + Args: + ---- + train_x: Training input data + train_y: Training output data + likelihood: Likelihood function (default: GaussianLikelihood) + mean_module: Mean function (default: ConstantMean) + covar_module: Covariance function (default: ScaleKernel(RBFKernel)) + distribution: Distribution function (default: MultivariateNormal) + + """ + super().__init__(train_x, train_y, likelihood) + self.mean_module = mean_module or ConstantMean() + self.covar_module = covar_module or ScaleKernel(RBFKernel()) + self.distribution = distribution or MultivariateNormal + + def forward(self, x): + """Forward pass through the GP model. + + Args: + ---- + x: Input data + + Returns: + ------- + Distribution over the input data + + """ + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return self.distribution(mean_x, covar_x) + + +class _PipelineGPUExactGPModel(ExactGP): + def __init__( + self, + train_x, + train_y, + likelihood, + mean_module=None, + covar_module=None, + distribution=None, + n_devices=DEVICE_COUNT, + output_device=None, + ) -> None: + super().__init__(train_x, train_y, likelihood) + self.mean_module = mean_module or ConstantMean() + base_covar_module = covar_module or ScaleKernel(RBFKernel()) + self.distribution = distribution or MultivariateNormal + + assert 0 < n_devices <= DEVICE_COUNT, ( + f"n_devices must be between 1 and {DEVICE_COUNT}" + ) + + if n_devices == 1: + self.covar_module = base_covar_module + else: + self.covar_module = MultiDeviceKernel( + base_covar_module, + device_ids=range(n_devices), + output_device=output_device or torch.device("cuda:0"), + ) + + def forward(self, x): + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return self.distribution(mean_x, covar_x) + + +class GaussianProcessRegression(_UnstructuredGrid): + def __init__(self, values, grids) -> None: + super().__init__(values, grids, backend="torch") + + self.grids = self.grids.T + + self._likelihood = GaussianLikelihood() + self._model = _PipelineGPUExactGPModel( + self.grids, + self.values, + likelihood=self._likelihood, + n_devices=2, + ) + + self._to_cuda() + self._train() + + def _to_cuda(self) -> None: + self.grids = self.grids.cuda() + self.values = self.values.cuda() + self._model = self._model.cuda() + self._likelihood = self._likelihood.cuda() + + def _train(self, training_iter=50, preconditioner_size=100) -> None: + _train_lbfgs( + self._model, + self._likelihood, + self.grids, + self.values, + training_iter, + verbose=True, + ) + + def __call__(self, *args): + args = torch.as_tensor( + args, + device=self.grids.device, + ).T + + # Get into evaluation (predictive posterior) mode + self._model.eval() + self._likelihood.eval() + + # Test points are regularly spaced along [0,1] + # Make predictions by feeding model through likelihood + with torch.no_grad(), gpytorch.settings.fast_pred_var(): + return self._model(args) + + +def _train_simple( + model, + likelihood, + train_x, + train_y, + training_iter=50, + verbose=False, + n_skip=10, +) -> None: + # Find optimal model hyperparameters + model.train() + likelihood.train() + + # Use the adam optimizer + optimizer = Adam(model.parameters(), lr=0.1) + # Includes GaussianLikelihood parameters + + # "Loss" for GPs - the marginal log likelihood + mll = ExactMarginalLogLikelihood(likelihood, model) + + for i in range(training_iter): + # Zero gradients from previous iteration + optimizer.zero_grad() + # Output from model + output = model(train_x) + # Calc loss and backprop gradients + loss = -mll(output, train_y) + loss.backward() + + if verbose and i % n_skip == 0: + _loss = loss.item() + _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() + _noise = model.likelihood.noise.item() + + optimizer.step() + + +def _eval_simple(model, likelihood, test_x): + # Get into evaluation (predictive posterior) mode + model.eval() + likelihood.eval() + + # Make predictions by feeding model through likelihood + with torch.no_grad(), gpytorch.settings.fast_pred_var(): + return likelihood(model(test_x)) + + +def _train_lbfgs( + model, + likelihood, + train_x, + train_y, + preconditioner_size=100, + training_iter=50, + verbose=False, + n_skip=10, +) -> None: + model.train() + likelihood.train() + + optimizer = FullBatchLBFGS(model.parameters(), lr=0.1) + # "Loss" for GPs - the marginal log likelihood + mll = ExactMarginalLogLikelihood(likelihood, model) + + with gpytorch.settings.max_preconditioner_size(preconditioner_size): + + def closure(): + optimizer.zero_grad() + output = model(train_x) + return -mll(output, train_y) + + loss = closure() + loss.backward() + + for i in range(training_iter): + options = {"closure": closure, "current_loss": loss, "max_ls": 10} + loss, _, _, _, _, _, _, fail = optimizer.step(options) + + # Print progress every n_skip steps if verbose is True + if verbose and i % n_skip == 0: + _loss = loss.item() + _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() + _noise = model.likelihood.noise.item() + + if fail: + if verbose: + pass + break + + +def _train_pipeline( + train_x, + train_y, + model, + likelihood, + optimizer, + mll, + training_iter=50, + verbose=False, + n_skip=10, +) -> None: + # Find optimal model hyperparameters + model.train() + likelihood.train() + + for i in range(training_iter): + # Zero gradients from previous iteration + optimizer.zero_grad() + # Output from model + output = model(train_x) + # Calc loss and backprop gradients + loss = -mll(output, train_y) + loss.backward() + + if verbose and i % n_skip == 0: + _loss = loss.item() + _lengthscale = model.covar_module.module.base_kernel.lengthscale.item() + _noise = model.likelihood.noise.item() + + optimizer.step() diff --git a/src/multinterp/unstructured/_scikit_learn.py b/src/multinterp/unstructured/_scikit_learn.py index ab02fc9..c1c52fc 100644 --- a/src/multinterp/unstructured/_scikit_learn.py +++ b/src/multinterp/unstructured/_scikit_learn.py @@ -1,184 +1,184 @@ -from __future__ import annotations - -import numpy as np -from sklearn.gaussian_process import GaussianProcessRegressor -from sklearn.kernel_ridge import KernelRidge -from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor -from sklearn.pipeline import make_pipeline -from sklearn.preprocessing import ( - PolynomialFeatures, - SplineTransformer, - StandardScaler, -) -from sklearn.svm import SVR - -from multinterp.grids import _UnstructuredGrid - - -class PipelineUnstructuredInterp(_UnstructuredGrid): - """Unstructured Interpolator using a pipeline of sklearn models.""" - - def __init__(self, values, grids, pipeline) -> None: - """Initialize a PipelineUnstructuredInterp object. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Functional coordinates on an unstructured grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - - """ - # for now, only support scipy - super().__init__(values, grids, backend="scipy") - x_train = np.moveaxis(self.grids, -1, 0) - y_train = self.values - self.pipeline = pipeline - self.model = make_pipeline(*self.pipeline) - self.model.fit(x_train, y_train) - - def __call__(self, *args: np.ndarray): - """Interpolate on the unstructured grid. - - Returns - ------- - np.ndarray - Interpolated values. - - """ - x_test = np.c_[tuple(arg.ravel() for arg in args)] - return self.model.predict(x_test).reshape(args[0].shape) - - -class _PreprocessingUnstructuredInterp(PipelineUnstructuredInterp): - """Abstract class for PipelineUnstructuredInterp with preprocessing.""" - - def __init__( - self, - values, - grids, - pipeline, - std=False, - options=None, - ) -> None: - """Initialize a _PreprocessingUnstructuredInterp object. Preprocessing options - includes standardization, polynomial features, and spline features. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Functional coordinates on an unstructured grid. - pipeline : sklearn.pipeline.Pipeline - Pipeline of sklearn models. - std : bool, optional - Standardize data by removing the mean and scaling to unit variance, - by default False - preprocessing_options : dict, optional - Can be None, or a dictionary with key "feature". - If "feature" is "pol", then "degree" must be specified. - If "feature" is "spl", then "degree" and "n_knots" must be specified. - - Raises - ------ - AttributeError - Feature not recognized. - - """ - self.std = std - - if options is None: - options = {} - - self.options = options - - feature = options.get("feature", None) - - if feature and isinstance(feature, str): - degree = options.get("degree", 3) - assert isinstance(degree, int), "Degree must be an integer." - if feature.startswith("pol"): - pipeline.insert(0, PolynomialFeatures(degree)) - elif feature.startswith("spl"): - n_knots = options.get("n_knots", 5) - assert isinstance(n_knots, int), "n_knots must be an integer." - pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) - else: - msg = f"Feature {feature} not recognized." - raise AttributeError(msg) - - if std: - pipeline.insert(0, StandardScaler()) - - super().__init__(values, grids, pipeline) - - -class RegressionUnstructuredInterp(_PreprocessingUnstructuredInterp): - """Generalized Regression for an unstructured grid.""" - - def __init__( - self, - values, - grids, - model="elastic-net-cv", - std=False, - pp_options=None, - mod_options=None, - ) -> None: - """Initialize a GeneralizedRegressionUnstructuredInterp object. - The model determines the regression used. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Functional coordinates on an unstructured grid. - model : str, optional - One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", - "gaussian-process", by default "elastic-net". - options : dict, optional - Options for the model, by default None. - - Raises - ------ - AttributeError - Model is not implemented. - - """ - if mod_options is None: - mod_options = {} - - self.model = model - self.mod_options = mod_options - - if model == "elastic-net": - pipeline = [ElasticNet(**mod_options)] - elif model == "elastic-net-cv": - pipeline = [ElasticNetCV(**mod_options)] - elif model == "kernel-ridge": - pipeline = [KernelRidge(**mod_options)] - elif model == "svr": - pipeline = [SVR(**mod_options)] - elif model == "sgd": - pipeline = [SGDRegressor(**mod_options)] - elif model == "gaussian-process": - pipeline = [GaussianProcessRegressor(**mod_options)] - else: - msg = f"Model {model} not implemented. Consider using `PipelineUnstructuredInterp`." - raise AttributeError(msg) - - super().__init__(values, grids, pipeline, std=std, options=pp_options) - - -class GPRUnstructuredInterp(_PreprocessingUnstructuredInterp): - def __init__(self, values, grids, pp_options, mod_options) -> None: - self.model = "gaussian-process" - self.mod_options = mod_options - - pipeline = [GaussianProcessRegressor(**mod_options)] - - super().__init__(values, grids, pipeline, **pp_options) +from __future__ import annotations + +import numpy as np +from sklearn.gaussian_process import GaussianProcessRegressor +from sklearn.kernel_ridge import KernelRidge +from sklearn.linear_model import ElasticNet, ElasticNetCV, SGDRegressor +from sklearn.pipeline import make_pipeline +from sklearn.preprocessing import ( + PolynomialFeatures, + SplineTransformer, + StandardScaler, +) +from sklearn.svm import SVR + +from multinterp.grids import _UnstructuredGrid + + +class PipelineUnstructuredInterp(_UnstructuredGrid): + """Unstructured Interpolator using a pipeline of sklearn models.""" + + def __init__(self, values, grids, pipeline) -> None: + """Initialize a PipelineUnstructuredInterp object. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Functional coordinates on an unstructured grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + + """ + # for now, only support scipy + super().__init__(values, grids, backend="scipy") + x_train = np.moveaxis(self.grids, -1, 0) + y_train = self.values + self.pipeline = pipeline + self.model = make_pipeline(*self.pipeline) + self.model.fit(x_train, y_train) + + def __call__(self, *args: np.ndarray): + """Interpolate on the unstructured grid. + + Returns + ------- + np.ndarray + Interpolated values. + + """ + x_test = np.c_[tuple(arg.ravel() for arg in args)] + return self.model.predict(x_test).reshape(args[0].shape) + + +class _PreprocessingUnstructuredInterp(PipelineUnstructuredInterp): + """Abstract class for PipelineUnstructuredInterp with preprocessing.""" + + def __init__( + self, + values, + grids, + pipeline, + std=False, + options=None, + ) -> None: + """Initialize a _PreprocessingUnstructuredInterp object. Preprocessing options + includes standardization, polynomial features, and spline features. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Functional coordinates on an unstructured grid. + pipeline : sklearn.pipeline.Pipeline + Pipeline of sklearn models. + std : bool, optional + Standardize data by removing the mean and scaling to unit variance, + by default False + preprocessing_options : dict, optional + Can be None, or a dictionary with key "feature". + If "feature" is "pol", then "degree" must be specified. + If "feature" is "spl", then "degree" and "n_knots" must be specified. + + Raises + ------ + AttributeError + Feature not recognized. + + """ + self.std = std + + if options is None: + options = {} + + self.options = options + + feature = options.get("feature", None) + + if feature and isinstance(feature, str): + degree = options.get("degree", 3) + assert isinstance(degree, int), "Degree must be an integer." + if feature.startswith("pol"): + pipeline.insert(0, PolynomialFeatures(degree)) + elif feature.startswith("spl"): + n_knots = options.get("n_knots", 5) + assert isinstance(n_knots, int), "n_knots must be an integer." + pipeline.insert(0, SplineTransformer(n_knots=n_knots, degree=degree)) + else: + msg = f"Feature {feature} not recognized." + raise AttributeError(msg) + + if std: + pipeline.insert(0, StandardScaler()) + + super().__init__(values, grids, pipeline) + + +class RegressionUnstructuredInterp(_PreprocessingUnstructuredInterp): + """Generalized Regression for an unstructured grid.""" + + def __init__( + self, + values, + grids, + model="elastic-net-cv", + std=False, + pp_options=None, + mod_options=None, + ) -> None: + """Initialize a GeneralizedRegressionUnstructuredInterp object. + The model determines the regression used. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Functional coordinates on an unstructured grid. + model : str, optional + One of "elastic-net", "elastic-net-cv", "kernel-ridge", "svr", "sgd", + "gaussian-process", by default "elastic-net". + options : dict, optional + Options for the model, by default None. + + Raises + ------ + AttributeError + Model is not implemented. + + """ + if mod_options is None: + mod_options = {} + + self.model = model + self.mod_options = mod_options + + if model == "elastic-net": + pipeline = [ElasticNet(**mod_options)] + elif model == "elastic-net-cv": + pipeline = [ElasticNetCV(**mod_options)] + elif model == "kernel-ridge": + pipeline = [KernelRidge(**mod_options)] + elif model == "svr": + pipeline = [SVR(**mod_options)] + elif model == "sgd": + pipeline = [SGDRegressor(**mod_options)] + elif model == "gaussian-process": + pipeline = [GaussianProcessRegressor(**mod_options)] + else: + msg = f"Model {model} not implemented. Consider using `PipelineUnstructuredInterp`." + raise AttributeError(msg) + + super().__init__(values, grids, pipeline, std=std, options=pp_options) + + +class GPRUnstructuredInterp(_PreprocessingUnstructuredInterp): + def __init__(self, values, grids, pp_options, mod_options) -> None: + self.model = "gaussian-process" + self.mod_options = mod_options + + pipeline = [GaussianProcessRegressor(**mod_options)] + + super().__init__(values, grids, pipeline, **pp_options) diff --git a/src/multinterp/unstructured/_scipy.py b/src/multinterp/unstructured/_scipy.py index f99d6eb..9437a82 100644 --- a/src/multinterp/unstructured/_scipy.py +++ b/src/multinterp/unstructured/_scipy.py @@ -1,124 +1,124 @@ -from __future__ import annotations - -import numpy as np -from scipy.interpolate import ( - CloughTocher2DInterpolator, - LinearNDInterpolator, - NearestNDInterpolator, - RBFInterpolator, -) - -from multinterp.grids import _UnstructuredGrid - -LNDI_KWARGS = {"fill_value": np.nan, "rescale": False} # linear -NNDI_KWARGS = {"rescale": False, "tree_options": None} # nearest -CT2DI_KWARGS = { # cubic - "fill_value": np.nan, - "tol": 1e-06, - "maxiter": 400, - "rescale": False, -} -RBFI_KWARGS = { # rbf (radial basis function) - "neighbors": None, - "smoothing": 0.0, - "kernel": "linear", - "epsilon": None, - "degree": None, -} - -AVAILABLE_METHODS = ["nearest", "linear", "cubic", "rbf"] - - -class UnstructuredInterp(_UnstructuredGrid): - """Multivariate interpolation on an unstructured grid. - This class wraps various scipy unstructured interpolation - methods to provide a common interface. Additionally, it - can be used with mesh-grids and returns mesh-grids, which - are not supported by scipy but are the default used in - HARK. - """ - - def __init__( - self, - values, - grids, - method="linear", - options=None, - ) -> None: - """Initialize an Unstructured Grid Interpolator. - - Parameters - ---------- - values : np.ndarray - Functional values on an unstructured grid. - grids : np.ndarray - Points on an unstructured grid. - method : str, optional - One of "nearest", "linear", "cubic", "rbf". Determines - which scipy interpolation method to use. The interpolators - are "nearest" for NearestNDInterpolator, "linear" for - LinearNDInterpolator, "cubic" for CloughTocher2DInterpolator - and "rbf" for RBFInterpolator. The default is "linear". - - Raises - ------ - ValueError - The interpolation method is not valid. - - """ - super().__init__(values, grids, backend="scipy") - self.ndim = len(grids) - - # Check for valid interpolation method - if method not in AVAILABLE_METHODS: - msg = "Invalid interpolation method." - raise ValueError(msg) - - self.method = method - - interpolator_mapping = { - "nearest": (NNDI_KWARGS, NearestNDInterpolator), - "linear": (LNDI_KWARGS, LinearNDInterpolator), - "cubic": ( - (CT2DI_KWARGS, CloughTocher2DInterpolator) - if self.ndim == 2 - else (None, None) - ), - "rbf": (RBFI_KWARGS, RBFInterpolator), - } - - interp_kwargs, interpolator_class = interpolator_mapping.get( - method, - (None, None), - ) - - if not interp_kwargs: - msg = f"Unknown interpolation method {method} for {self.ndim} dimensional data." - raise ValueError(msg) - - self.interp_kwargs = interp_kwargs - if options: - self.interp_kwargs.copy() - intersection = interp_kwargs.keys() & options.keys() - self.interp_kwargs.update({key: options[key] for key in intersection}) - - self.interpolator = interpolator_class( - np.moveaxis(self.grids, -1, 0), - self.values, - **self.interp_kwargs, - ) - - def __call__(self, *args): - """Interpolates function on arguments. - - Returns - ------- - np.ndarray - Interpolated values. - - """ - if self.method == "rbf": - coords = np.asarray(args).reshape(self.ndim, -1).T - return self.interpolator(coords).reshape(args[0].shape) - - return self.interpolator(*args) +from __future__ import annotations + +import numpy as np +from scipy.interpolate import ( + CloughTocher2DInterpolator, + LinearNDInterpolator, + NearestNDInterpolator, + RBFInterpolator, +) + +from multinterp.grids import _UnstructuredGrid + +LNDI_KWARGS = {"fill_value": np.nan, "rescale": False} # linear +NNDI_KWARGS = {"rescale": False, "tree_options": None} # nearest +CT2DI_KWARGS = { # cubic + "fill_value": np.nan, + "tol": 1e-06, + "maxiter": 400, + "rescale": False, +} +RBFI_KWARGS = { # rbf (radial basis function) + "neighbors": None, + "smoothing": 0.0, + "kernel": "linear", + "epsilon": None, + "degree": None, +} + +AVAILABLE_METHODS = ["nearest", "linear", "cubic", "rbf"] + + +class UnstructuredInterp(_UnstructuredGrid): + """Multivariate interpolation on an unstructured grid. + This class wraps various scipy unstructured interpolation + methods to provide a common interface. Additionally, it + can be used with mesh-grids and returns mesh-grids, which + are not supported by scipy but are the default used in + HARK. + """ + + def __init__( + self, + values, + grids, + method="linear", + options=None, + ) -> None: + """Initialize an Unstructured Grid Interpolator. + + Parameters + ---------- + values : np.ndarray + Functional values on an unstructured grid. + grids : np.ndarray + Points on an unstructured grid. + method : str, optional + One of "nearest", "linear", "cubic", "rbf". Determines + which scipy interpolation method to use. The interpolators + are "nearest" for NearestNDInterpolator, "linear" for + LinearNDInterpolator, "cubic" for CloughTocher2DInterpolator + and "rbf" for RBFInterpolator. The default is "linear". + + Raises + ------ + ValueError + The interpolation method is not valid. + + """ + super().__init__(values, grids, backend="scipy") + self.ndim = len(grids) + + # Check for valid interpolation method + if method not in AVAILABLE_METHODS: + msg = "Invalid interpolation method." + raise ValueError(msg) + + self.method = method + + interpolator_mapping = { + "nearest": (NNDI_KWARGS, NearestNDInterpolator), + "linear": (LNDI_KWARGS, LinearNDInterpolator), + "cubic": ( + (CT2DI_KWARGS, CloughTocher2DInterpolator) + if self.ndim == 2 + else (None, None) + ), + "rbf": (RBFI_KWARGS, RBFInterpolator), + } + + interp_kwargs, interpolator_class = interpolator_mapping.get( + method, + (None, None), + ) + + if not interp_kwargs: + msg = f"Unknown interpolation method {method} for {self.ndim} dimensional data." + raise ValueError(msg) + + self.interp_kwargs = interp_kwargs + if options: + self.interp_kwargs.copy() + intersection = interp_kwargs.keys() & options.keys() + self.interp_kwargs.update({key: options[key] for key in intersection}) + + self.interpolator = interpolator_class( + np.moveaxis(self.grids, -1, 0), + self.values, + **self.interp_kwargs, + ) + + def __call__(self, *args): + """Interpolates function on arguments. + + Returns + ------- + np.ndarray + Interpolated values. + + """ + if self.method == "rbf": + coords = np.asarray(args).reshape(self.ndim, -1).T + return self.interpolator(coords).reshape(args[0].shape) + + return self.interpolator(*args) diff --git a/src/multinterp/utilities.py b/src/multinterp/utilities.py index cb60988..f64539d 100644 --- a/src/multinterp/utilities.py +++ b/src/multinterp/utilities.py @@ -1,89 +1,89 @@ -from __future__ import annotations - -import numpy as np -from numba import typed - -BACKENDS = ["scipy", "numba"] -MODULES = {"scipy": np, "numba": np} - -try: - import cupy as cp - - BACKENDS.append("cupy") - MODULES["cupy"] = cp -except ImportError: - pass - -try: - import jax.numpy as jnp - - BACKENDS.append("jax") - MODULES["jax"] = jnp -except ImportError: - pass - -try: - import torch - - BACKENDS.append("torch") - MODULES["torch"] = torch -except ImportError: - pass - -SHORT_MC_KWARGS = { - "order": 1, # order of interpolation, default to linear - "mode": "nearest", # how to handle extrapolation - "cval": 0.0, # value to use for extrapolation -} - -LONG_MC_KWARGS = { - **SHORT_MC_KWARGS, - "output": None, # output array or dtype - "prefilter": False, # whether to prefilter input -} - - -def update_mc_kwargs(options=None, jax=False): - mc_kwargs = SHORT_MC_KWARGS if jax else LONG_MC_KWARGS - if options: - mc_kwargs = SHORT_MC_KWARGS.copy() if jax else LONG_MC_KWARGS.copy() - intersection = mc_kwargs.keys() & options.keys() - mc_kwargs.update({key: options[key] for key in intersection}) - return mc_kwargs - - -def asarray(values, backend): - if backend not in BACKENDS: - msg = f"Invalid backend. Must be one of: {BACKENDS}" - raise ValueError(msg) - - return MODULES[backend].asarray(values) - - -def aslist(grids, backend): - if backend == "numba": - grids = typed.List([np.asarray(grid) for grid in grids]) - else: - grids = [MODULES[backend].asarray(grid) for grid in grids] - - return grids - - -def empty(shape, backend): - return MODULES[backend].empty(shape) - - -def empty_like(values, backend): - return MODULES[backend].empty_like(values) - - -def interp(x, y, z, backend): - return MODULES[backend].interp(x, y, z) - - -def take(arr, indices, axis, backend): - return MODULES[backend].take(arr, indices, axis=axis) - - -def mgrid(args, backend): - return MODULES[backend].mgrid[args] +from __future__ import annotations + +import numpy as np +from numba import typed + +BACKENDS = ["scipy", "numba"] +MODULES = {"scipy": np, "numba": np} + +try: + import cupy as cp + + BACKENDS.append("cupy") + MODULES["cupy"] = cp +except ImportError: + pass + +try: + import jax.numpy as jnp + + BACKENDS.append("jax") + MODULES["jax"] = jnp +except ImportError: + pass + +try: + import torch + + BACKENDS.append("torch") + MODULES["torch"] = torch +except ImportError: + pass + +SHORT_MC_KWARGS = { + "order": 1, # order of interpolation, default to linear + "mode": "nearest", # how to handle extrapolation + "cval": 0.0, # value to use for extrapolation +} + +LONG_MC_KWARGS = { + **SHORT_MC_KWARGS, + "output": None, # output array or dtype + "prefilter": False, # whether to prefilter input +} + + +def update_mc_kwargs(options=None, jax=False): + mc_kwargs = SHORT_MC_KWARGS if jax else LONG_MC_KWARGS + if options: + mc_kwargs = SHORT_MC_KWARGS.copy() if jax else LONG_MC_KWARGS.copy() + intersection = mc_kwargs.keys() & options.keys() + mc_kwargs.update({key: options[key] for key in intersection}) + return mc_kwargs + + +def asarray(values, backend): + if backend not in BACKENDS: + msg = f"Invalid backend. Must be one of: {BACKENDS}" + raise ValueError(msg) + + return MODULES[backend].asarray(values) + + +def aslist(grids, backend): + if backend == "numba": + grids = typed.List([np.asarray(grid) for grid in grids]) + else: + grids = [MODULES[backend].asarray(grid) for grid in grids] + + return grids + + +def empty(shape, backend): + return MODULES[backend].empty(shape) + + +def empty_like(values, backend): + return MODULES[backend].empty_like(values) + + +def interp(x, y, z, backend): + return MODULES[backend].interp(x, y, z) + + +def take(arr, indices, axis, backend): + return MODULES[backend].take(arr, indices, axis=axis) + + +def mgrid(args, backend): + return MODULES[backend].mgrid[args] diff --git a/tests/test_backend.py b/tests/test_backend.py index 223c962..da9ef7c 100644 --- a/tests/test_backend.py +++ b/tests/test_backend.py @@ -1,139 +1,139 @@ -from __future__ import annotations - -import numpy as np -import pytest -from scipy.interpolate import interpn - -from multinterp.backend._cupy import cupy_multinterp -from multinterp.backend._jax import jax_multinterp -from multinterp.backend._numba import numba_multinterp -from multinterp.backend._scipy import scipy_multinterp -from multinterp.backend._torch import torch_multinterp - - -def f_2d(u, v): - """2D test function: u * cos(u * v) + v * sin(u * v).""" - return u * np.cos(u * v) + v * np.sin(u * v) - - -def f_3d(x, y, z): - """3D test function: 2 * x^3 + 3 * y^2 - z.""" - return 2 * x**3 + 3 * y**2 - z - - -@pytest.fixture -def setup_data_2d(): - """Fixture to set up 2D test data for interpolation. - - Returns: - tuple: grids, values, args, true_values - - """ - grids = [np.linspace(0, 3, 8), np.linspace(0, 3, 11)] - values = f_2d(*np.meshgrid(*grids, indexing="ij")) - args = np.meshgrid(np.linspace(0, 3, 50), np.linspace(0, 3, 50), indexing="ij") - rgi_args = np.array([args[0].ravel(), args[1].ravel()]).T - - result_interpn = interpn(grids, values, rgi_args) - true_values = result_interpn.reshape(50, 50) - - return grids, values, args, true_values - - -def test_scipy_2d(setup_data_2d) -> None: - """Test scipy backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = scipy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_numba_2d(setup_data_2d) -> None: - """Test numba backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = numba_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_cupy_2d(setup_data_2d) -> None: - """Test cupy backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = cupy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_jax_2d(setup_data_2d) -> None: - """Test jax backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = jax_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_torch_2d(setup_data_2d) -> None: - """Test torch backend for 2D interpolation.""" - grids, values, args, true_values = setup_data_2d - result_multinterp = torch_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) - - -@pytest.fixture -def setup_data_3d(): - """Fixture to set up 3D test data for interpolation. - - Returns: - tuple: grids, values, args, true_values - - """ - x = np.linspace(1, 4, 11) - y = np.linspace(4, 7, 22) - z = np.linspace(7, 9, 33) - xg, yg, zg = np.meshgrid(x, y, z, indexing="ij", sparse=True) - - grids = [x, y, z] - values = f_3d(xg, yg, zg) - args = np.meshgrid( - np.linspace(1, 4, 50), - np.linspace(4, 7, 50), - np.linspace(7, 9, 50), - indexing="ij", - ) - - rgi_args = np.array([args[0].ravel(), args[1].ravel(), args[2].ravel()]).T - result_interp = interpn(grids, values, rgi_args) - true_values = result_interp.reshape(50, 50, 50) - - return grids, values, args, true_values - - -def test_scipy_3d(setup_data_3d) -> None: - """Test scipy backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = scipy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_numba_3d(setup_data_3d) -> None: - """Test numba backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = numba_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_cupy_3d(setup_data_3d) -> None: - """Test cupy backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = cupy_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_jax_3d(setup_data_3d) -> None: - """Test jax backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = jax_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp, atol=1e-05) - - -def test_torch_3d(setup_data_3d) -> None: - """Test torch backend for 3D interpolation.""" - grids, values, args, true_values = setup_data_3d - result_multinterp = torch_multinterp(grids, values, args) - assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) +from __future__ import annotations + +import numpy as np +import pytest +from scipy.interpolate import interpn + +from multinterp.backend._cupy import cupy_multinterp +from multinterp.backend._jax import jax_multinterp +from multinterp.backend._numba import numba_multinterp +from multinterp.backend._scipy import scipy_multinterp +from multinterp.backend._torch import torch_multinterp + + +def f_2d(u, v): + """2D test function: u * cos(u * v) + v * sin(u * v).""" + return u * np.cos(u * v) + v * np.sin(u * v) + + +def f_3d(x, y, z): + """3D test function: 2 * x^3 + 3 * y^2 - z.""" + return 2 * x**3 + 3 * y**2 - z + + +@pytest.fixture +def setup_data_2d(): + """Fixture to set up 2D test data for interpolation. + + Returns: + tuple: grids, values, args, true_values + + """ + grids = [np.linspace(0, 3, 8), np.linspace(0, 3, 11)] + values = f_2d(*np.meshgrid(*grids, indexing="ij")) + args = np.meshgrid(np.linspace(0, 3, 50), np.linspace(0, 3, 50), indexing="ij") + rgi_args = np.array([args[0].ravel(), args[1].ravel()]).T + + result_interpn = interpn(grids, values, rgi_args) + true_values = result_interpn.reshape(50, 50) + + return grids, values, args, true_values + + +def test_scipy_2d(setup_data_2d) -> None: + """Test scipy backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = scipy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_numba_2d(setup_data_2d) -> None: + """Test numba backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = numba_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_cupy_2d(setup_data_2d) -> None: + """Test cupy backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = cupy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_jax_2d(setup_data_2d) -> None: + """Test jax backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = jax_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_torch_2d(setup_data_2d) -> None: + """Test torch backend for 2D interpolation.""" + grids, values, args, true_values = setup_data_2d + result_multinterp = torch_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) + + +@pytest.fixture +def setup_data_3d(): + """Fixture to set up 3D test data for interpolation. + + Returns: + tuple: grids, values, args, true_values + + """ + x = np.linspace(1, 4, 11) + y = np.linspace(4, 7, 22) + z = np.linspace(7, 9, 33) + xg, yg, zg = np.meshgrid(x, y, z, indexing="ij", sparse=True) + + grids = [x, y, z] + values = f_3d(xg, yg, zg) + args = np.meshgrid( + np.linspace(1, 4, 50), + np.linspace(4, 7, 50), + np.linspace(7, 9, 50), + indexing="ij", + ) + + rgi_args = np.array([args[0].ravel(), args[1].ravel(), args[2].ravel()]).T + result_interp = interpn(grids, values, rgi_args) + true_values = result_interp.reshape(50, 50, 50) + + return grids, values, args, true_values + + +def test_scipy_3d(setup_data_3d) -> None: + """Test scipy backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = scipy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_numba_3d(setup_data_3d) -> None: + """Test numba backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = numba_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_cupy_3d(setup_data_3d) -> None: + """Test cupy backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = cupy_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_jax_3d(setup_data_3d) -> None: + """Test jax backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = jax_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp, atol=1e-05) + + +def test_torch_3d(setup_data_3d) -> None: + """Test torch backend for 3D interpolation.""" + grids, values, args, true_values = setup_data_3d + result_multinterp = torch_multinterp(grids, values, args) + assert np.allclose(true_values, result_multinterp.cpu(), atol=1e-05) diff --git a/tests/test_regression.py b/tests/test_regression.py index 3c07f36..f3e5cfd 100644 --- a/tests/test_regression.py +++ b/tests/test_regression.py @@ -1,76 +1,76 @@ -from __future__ import annotations - -import numpy as np -import pytest - -from multinterp import RegressionUnstructuredInterp - - -def sum_first_axis(*args): - """Sum the first axis of meshgrid arrays. - - Args: - *args: Input arrays for meshgrid. - - Returns: - numpy.ndarray: Sum of meshgrid arrays along the first axis. - - """ - mats = np.meshgrid(*args, indexing="ij") - - return np.sum(mats, axis=0) - - -@pytest.fixture -def setup_data(): - """Fixture to set up test data for regression interpolation. - - Returns: - tuple: grids, args - - """ - # create test data - - grids = [ - np.linspace(0, 1, 10), - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - ] - - args = [ - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - np.linspace(0, 1, 13), - ] - - return grids, args - - -def test_interpolation_values(setup_data) -> None: - """Test regression interpolation values for 2D and 3D cases. - - Compares interpolated values with expected values using - RegressionUnstructuredInterp. - """ - # check that interpolation values match expected values - - grids, args = setup_data - - interpolator2D = RegressionUnstructuredInterp( - sum_first_axis(*grids[:2]), - [*np.meshgrid(*grids[:2], indexing="ij")], - mod_options={"fit_intercept": False}, - ) - - interpolator3D = RegressionUnstructuredInterp( - sum_first_axis(*grids), - [*np.meshgrid(*grids, indexing="ij")], - mod_options={"fit_intercept": False}, - ) - - val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) - - val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) - - assert np.allclose(val2D, sum_first_axis(*args[:2]), rtol=0.01) - assert np.allclose(val3D, sum_first_axis(*args), rtol=0.01) +from __future__ import annotations + +import numpy as np +import pytest + +from multinterp import RegressionUnstructuredInterp + + +def sum_first_axis(*args): + """Sum the first axis of meshgrid arrays. + + Args: + *args: Input arrays for meshgrid. + + Returns: + numpy.ndarray: Sum of meshgrid arrays along the first axis. + + """ + mats = np.meshgrid(*args, indexing="ij") + + return np.sum(mats, axis=0) + + +@pytest.fixture +def setup_data(): + """Fixture to set up test data for regression interpolation. + + Returns: + tuple: grids, args + + """ + # create test data + + grids = [ + np.linspace(0, 1, 10), + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + ] + + args = [ + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + np.linspace(0, 1, 13), + ] + + return grids, args + + +def test_interpolation_values(setup_data) -> None: + """Test regression interpolation values for 2D and 3D cases. + + Compares interpolated values with expected values using + RegressionUnstructuredInterp. + """ + # check that interpolation values match expected values + + grids, args = setup_data + + interpolator2D = RegressionUnstructuredInterp( + sum_first_axis(*grids[:2]), + [*np.meshgrid(*grids[:2], indexing="ij")], + mod_options={"fit_intercept": False}, + ) + + interpolator3D = RegressionUnstructuredInterp( + sum_first_axis(*grids), + [*np.meshgrid(*grids, indexing="ij")], + mod_options={"fit_intercept": False}, + ) + + val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) + + val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) + + assert np.allclose(val2D, sum_first_axis(*args[:2]), rtol=0.01) + assert np.allclose(val3D, sum_first_axis(*args), rtol=0.01) diff --git a/tests/test_regular.py b/tests/test_regular.py index 302b920..3a9e1cf 100644 --- a/tests/test_regular.py +++ b/tests/test_regular.py @@ -1,86 +1,86 @@ -from __future__ import annotations - -import numpy as np -import pytest - -from multinterp import MultivariateInterp - - -def sum_first_axis(*args): - """Sum the first axis of meshgrid arrays. - - Args: - *args: Input arrays for meshgrid. - - Returns: - numpy.ndarray: Sum of meshgrid arrays along the first axis. - - """ - mats = np.meshgrid(*args, indexing="ij") - - return np.sum(mats, axis=0) - - -@pytest.fixture -def setup_data(): - """Fixture to set up test data for regular interpolation. - - Returns: - tuple: grids, args - - """ - # create test data - grids = [ - np.linspace(0, 1, 10), - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - ] - - args = [ - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - np.linspace(0, 1, 13), - ] - - return grids, args - - -def test_interpolation_values(setup_data) -> None: - """Test regular interpolation values for 2D and 3D cases. - - Compares interpolated values with expected values using - MultivariateInterp with scipy and numba backends. - """ - # check that interpolation values match expected values - grids, args = setup_data - - interpolator2D_scipy = MultivariateInterp( - sum_first_axis(*grids[:2]), - grids[:2], - backend="scipy", - ) - interpolator2D_numba = MultivariateInterp( - sum_first_axis(*grids[:2]), - grids[:2], - backend="numba", - ) - interpolator3D_scipy = MultivariateInterp( - sum_first_axis(*grids), - grids, - backend="scipy", - ) - interpolator3D_numba = MultivariateInterp( - sum_first_axis(*grids), - grids, - backend="numba", - ) - - val2D_scipy = interpolator2D_scipy(*np.meshgrid(*args[:2], indexing="ij")) - val2D_numba = interpolator2D_numba(*np.meshgrid(*args[:2], indexing="ij")) - val3D_scipy = interpolator3D_scipy(*np.meshgrid(*args, indexing="ij")) - val3D_numba = interpolator3D_numba(*np.meshgrid(*args, indexing="ij")) - - assert np.allclose(val2D_scipy, sum_first_axis(*args[:2])) - assert np.allclose(val2D_numba, sum_first_axis(*args[:2])) - assert np.allclose(val3D_scipy, sum_first_axis(*args)) - assert np.allclose(val3D_numba, sum_first_axis(*args)) +from __future__ import annotations + +import numpy as np +import pytest + +from multinterp import MultivariateInterp + + +def sum_first_axis(*args): + """Sum the first axis of meshgrid arrays. + + Args: + *args: Input arrays for meshgrid. + + Returns: + numpy.ndarray: Sum of meshgrid arrays along the first axis. + + """ + mats = np.meshgrid(*args, indexing="ij") + + return np.sum(mats, axis=0) + + +@pytest.fixture +def setup_data(): + """Fixture to set up test data for regular interpolation. + + Returns: + tuple: grids, args + + """ + # create test data + grids = [ + np.linspace(0, 1, 10), + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + ] + + args = [ + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + np.linspace(0, 1, 13), + ] + + return grids, args + + +def test_interpolation_values(setup_data) -> None: + """Test regular interpolation values for 2D and 3D cases. + + Compares interpolated values with expected values using + MultivariateInterp with scipy and numba backends. + """ + # check that interpolation values match expected values + grids, args = setup_data + + interpolator2D_scipy = MultivariateInterp( + sum_first_axis(*grids[:2]), + grids[:2], + backend="scipy", + ) + interpolator2D_numba = MultivariateInterp( + sum_first_axis(*grids[:2]), + grids[:2], + backend="numba", + ) + interpolator3D_scipy = MultivariateInterp( + sum_first_axis(*grids), + grids, + backend="scipy", + ) + interpolator3D_numba = MultivariateInterp( + sum_first_axis(*grids), + grids, + backend="numba", + ) + + val2D_scipy = interpolator2D_scipy(*np.meshgrid(*args[:2], indexing="ij")) + val2D_numba = interpolator2D_numba(*np.meshgrid(*args[:2], indexing="ij")) + val3D_scipy = interpolator3D_scipy(*np.meshgrid(*args, indexing="ij")) + val3D_numba = interpolator3D_numba(*np.meshgrid(*args, indexing="ij")) + + assert np.allclose(val2D_scipy, sum_first_axis(*args[:2])) + assert np.allclose(val2D_numba, sum_first_axis(*args[:2])) + assert np.allclose(val3D_scipy, sum_first_axis(*args)) + assert np.allclose(val3D_numba, sum_first_axis(*args)) diff --git a/tests/test_unstructured.py b/tests/test_unstructured.py index d9cbada..6493b3a 100644 --- a/tests/test_unstructured.py +++ b/tests/test_unstructured.py @@ -1,72 +1,72 @@ -from __future__ import annotations - -import numpy as np -import pytest - -from multinterp import UnstructuredInterp - - -def sum_first_axis(*args): - """Sum the first axis of meshgrid arrays. - - Args: - *args: Input arrays for meshgrid. - - Returns: - numpy.ndarray: Sum of meshgrid arrays along the first axis. - - """ - mats = np.meshgrid(*args, indexing="ij") - - return np.sum(mats, axis=0) - - -@pytest.fixture -def setup_data(): - """Fixture to set up test data for unstructured interpolation. - - Returns: - tuple: grids, args - - """ - # create test data - grids = [ - np.linspace(0, 1, 10), - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - ] - - args = [ - np.linspace(0, 1, 11), - np.linspace(0, 1, 12), - np.linspace(0, 1, 13), - ] - - return grids, args - - -def test_interpolation_values(setup_data) -> None: - """Test unstructured interpolation values for 2D and 3D cases. - - Compares interpolated values with expected values using - UnstructuredInterp. - """ - # check that interpolation values match expected values - grids, args = setup_data - - interpolator2D = UnstructuredInterp( - sum_first_axis(*grids[:2]), - [*np.meshgrid(*grids[:2], indexing="ij")], - ) - - interpolator3D = UnstructuredInterp( - sum_first_axis(*grids), - [*np.meshgrid(*grids, indexing="ij")], - ) - - val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) - - val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) - - assert np.allclose(val2D, sum_first_axis(*args[:2])) - assert np.allclose(val3D, sum_first_axis(*args)) +from __future__ import annotations + +import numpy as np +import pytest + +from multinterp import UnstructuredInterp + + +def sum_first_axis(*args): + """Sum the first axis of meshgrid arrays. + + Args: + *args: Input arrays for meshgrid. + + Returns: + numpy.ndarray: Sum of meshgrid arrays along the first axis. + + """ + mats = np.meshgrid(*args, indexing="ij") + + return np.sum(mats, axis=0) + + +@pytest.fixture +def setup_data(): + """Fixture to set up test data for unstructured interpolation. + + Returns: + tuple: grids, args + + """ + # create test data + grids = [ + np.linspace(0, 1, 10), + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + ] + + args = [ + np.linspace(0, 1, 11), + np.linspace(0, 1, 12), + np.linspace(0, 1, 13), + ] + + return grids, args + + +def test_interpolation_values(setup_data) -> None: + """Test unstructured interpolation values for 2D and 3D cases. + + Compares interpolated values with expected values using + UnstructuredInterp. + """ + # check that interpolation values match expected values + grids, args = setup_data + + interpolator2D = UnstructuredInterp( + sum_first_axis(*grids[:2]), + [*np.meshgrid(*grids[:2], indexing="ij")], + ) + + interpolator3D = UnstructuredInterp( + sum_first_axis(*grids), + [*np.meshgrid(*grids, indexing="ij")], + ) + + val2D = interpolator2D(*np.meshgrid(*args[:2], indexing="ij")) + + val3D = interpolator3D(*np.meshgrid(*args, indexing="ij")) + + assert np.allclose(val2D, sum_first_axis(*args[:2])) + assert np.allclose(val3D, sum_first_axis(*args)) From d11c14bf9e9b2b6e7c3d542284a1144ff3a9cd28 Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Tue, 24 Jun 2025 10:07:11 -0400 Subject: [PATCH 3/3] numba map_coordinates --- environment.yml | 2 +- pyproject.toml | 10 +- src/multinterp/backend/_numba.py | 197 +- src/multinterp/backend/_torch.py | 8 +- src/multinterp/unstructured/_gpytorch.py | 2 +- uv.lock | 2332 ++++++++++++++++++++++ 6 files changed, 2536 insertions(+), 15 deletions(-) create mode 100644 uv.lock diff --git a/environment.yml b/environment.yml index 151d74c..e5d1bc3 100644 --- a/environment.yml +++ b/environment.yml @@ -1,4 +1,4 @@ -name: multinterp-dev +name: multinterp channels: - pytorch - nvidia diff --git a/pyproject.toml b/pyproject.toml index f017df4..6329d92 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,7 +29,14 @@ classifiers = [ "Typing :: Typed", ] dynamic = ["version"] -dependencies = ["numpy", "scipy", "scikit-learn", "scikit-image"] +dependencies = [ + "numpy", + "scipy", + "scikit-learn", + "scikit-image", + "numba", + "tbb>=2021.12", +] [project.urls] Homepage = "https://github.com/alanlujan91/multinterp" @@ -42,6 +49,7 @@ Changelog = "https://github.com/alanlujan91/multinterp/releases" test = [ "pytest >=6", "pytest-cov >=3", + "cupy-cuda11x>=13.4.1", "torch", "jax" ] dev = [ { include-group = "test" }, diff --git a/src/multinterp/backend/_numba.py b/src/multinterp/backend/_numba.py index 7bfca76..85dcd80 100644 --- a/src/multinterp/backend/_numba.py +++ b/src/multinterp/backend/_numba.py @@ -2,7 +2,6 @@ import numpy as np from numba import njit, prange, typed -from scipy.ndimage import map_coordinates from multinterp.utilities import update_mc_kwargs @@ -34,7 +33,7 @@ def numba_multinterp(grids, values, args, options=None): grids = typed.List([np.asarray(grid) for grid in grids]) coords = numba_get_coordinates(grids, args) - return numba_map_coordinates(values, coords, **mc_kwargs) + return numba_map_coordinates_wrapper(values, coords, **mc_kwargs) @njit(parallel=True, cache=True, fastmath=True) @@ -56,18 +55,200 @@ def numba_get_coordinates(grids, args): """ coords = np.empty_like(args) for dim in prange(len(grids)): - grid_size = np.arange(grids[dim].size) + # Create grid indices directly to avoid uint64 to int64 conversion issues + grid_len = np.int64(len(grids[dim])) + grid_size = np.empty(grid_len, dtype=np.float64) + for i in range(grid_len): + grid_size[i] = float(i) coords[dim] = np.interp(args[dim], grids[dim], grid_size) return coords -# same as scipy map_coordinates until replacement is found -def numba_map_coordinates(values, coords, **kwargs): - """Identical to scipy_map_coordinates until a replacement is found. See documentation for scipy_map_coordinates.""" +@njit(cache=True, fastmath=True) +def _round_half_away_from_zero(a): + """Round half away from zero for nearest neighbor interpolation.""" + return np.round(a) + + +@njit(cache=True, fastmath=True) +def _mirror_index_fixer(index, size): + """Mirror boundary condition index fixer.""" + s = size - 1 # Half-wavelength of triangular wave + return np.abs((index + s) % (2 * s) - s) + + +@njit(cache=True, fastmath=True) +def _reflect_index_fixer(index, size): + """Reflect boundary condition index fixer.""" + return np.floor_divide(_mirror_index_fixer(2 * index + 1, 2 * size + 1) - 1, 2) + + +@njit(cache=True, fastmath=True) +def _fix_index(index, size, mode): + """Apply boundary condition to indices.""" + if mode == 0: # constant + return index + if mode == 1: # nearest + return np.clip(index, 0, size - 1) + if mode == 2: # wrap + return index % size + if mode == 3: # mirror + return _mirror_index_fixer(index, size) + if mode == 4: # reflect + return _reflect_index_fixer(index, size) + return index + + +@njit(cache=True, fastmath=True) +def _is_valid_index(index, size, mode): + """Check if index is valid for constant mode.""" + if mode == 0: # constant mode + return (index >= 0) & (index < size) + return True + + +@njit(parallel=True, cache=True, fastmath=True) +def numba_map_coordinates(input_arr, coordinates, order=1, mode="nearest", cval=0.0): + """Numba implementation of map_coordinates with full interpolation support. + + Parameters + ---------- + input_arr : np.ndarray + N-dimensional input array from which values are interpolated. + coordinates : np.ndarray + Array of shape (ndim, ...) specifying coordinates at which to evaluate. + order : int + Interpolation order. 0 for nearest, 1 for linear. + mode : str + Boundary mode: 'constant', 'nearest', 'wrap', 'mirror', 'reflect'. + cval : float + Value for constant mode outside boundaries. + + Returns + ------- + np.ndarray + Interpolated values at the specified coordinates. + """ + # Convert mode string to integer for Numba compatibility + if mode == "constant": + mode_int = 0 + elif mode == "nearest": + mode_int = 1 + elif mode == "wrap": + mode_int = 2 + elif mode == "mirror": + mode_int = 3 + elif mode == "reflect": + mode_int = 4 + else: + mode_int = 1 # default to nearest + + # Get coordinate shape and flatten for processing + coord_shape = coordinates.shape[1:] + total_points = coordinates[0].size + ndim = coordinates.shape[0] + + # Flatten coordinates for easier indexing + coords_flat = coordinates.reshape(ndim, total_points) + + # Output array + output = np.zeros(total_points, dtype=input_arr.dtype) + + # Process each point + for point_idx in prange(total_points): + point_coords = coords_flat[:, point_idx] + + if order == 0: # Nearest neighbor + indices = np.empty(ndim, dtype=np.int64) + for dim in range(ndim): + coord = point_coords[dim] + nearest_idx = _round_half_away_from_zero(coord).astype(np.int64) + fixed_idx = _fix_index(nearest_idx, input_arr.shape[dim], mode_int) + indices[dim] = fixed_idx + + # Check validity for constant mode + valid = True + if mode_int == 0: # constant mode + for dim in range(ndim): + original_idx = _round_half_away_from_zero(point_coords[dim]).astype( + np.int64 + ) + if not _is_valid_index( + original_idx, input_arr.shape[dim], mode_int + ): + valid = False + break + + if valid: + output[point_idx] = input_arr[tuple(indices)] + else: + output[point_idx] = cval + + else: # Linear interpolation (order == 1) + # Get interpolation weights and indices for each dimension + result = 0.0 + + # For linear interpolation, we need 2^ndim combinations + num_combinations = 2**ndim + + for combo in range(num_combinations): + # Extract which corner we're using for each dimension + weight = 1.0 + indices = np.empty(ndim, dtype=np.int64) + valid = True + + for dim in range(ndim): + coord = point_coords[dim] + lower = np.floor(coord) + upper_weight = coord - lower + lower_weight = 1 - upper_weight + + # Determine if we use lower or upper index for this dimension + use_upper = bool((combo >> dim) & 1) + + if use_upper: + idx = (lower + 1).astype(np.int64) + weight *= upper_weight + else: + idx = lower.astype(np.int64) + weight *= lower_weight + + # Apply boundary conditions + fixed_idx = _fix_index(idx, input_arr.shape[dim], mode_int) + indices[dim] = fixed_idx + + # Check validity for constant mode + if mode_int == 0 and not _is_valid_index( + idx, input_arr.shape[dim], mode_int + ): # constant mode + valid = False + + # Add contribution from this corner + if valid: + result += weight * input_arr[tuple(indices)] + else: + result += weight * cval + + output[point_idx] = result + + # Reshape back to original coordinate shape + return output.reshape(coord_shape) + + +# Wrapper function that maintains scipy interface for backward compatibility +def numba_map_coordinates_wrapper( + values, + coords, + order=1, + mode="nearest", + cval=0.0, + **kwargs, # noqa: ARG001 +): + """Wrapper to maintain compatibility with scipy map_coordinates interface.""" original_shape = coords[0].shape - coords = coords.reshape(len(values.shape), -1) - output = map_coordinates(values, coords, **kwargs) + coords_array = np.array(coords).reshape(len(values.shape), -1) + output = numba_map_coordinates(values, coords_array, order, mode, cval) return output.reshape(original_shape) diff --git a/src/multinterp/backend/_torch.py b/src/multinterp/backend/_torch.py index a6b254c..4e34d9f 100644 --- a/src/multinterp/backend/_torch.py +++ b/src/multinterp/backend/_torch.py @@ -84,7 +84,7 @@ def _reflect_index_fixer(index: torch.Tensor, size: int) -> torch.Tensor: _INDEX_FIXERS = { - "constant": lambda index, size: index, + "constant": lambda index, _: index, "nearest": lambda index, size: torch.clip(index, 0, size - 1), "wrap": lambda index, size: index % size, "mirror": _mirror_index_fixer, @@ -133,7 +133,7 @@ def is_valid(index, size): else: - def is_valid(index, size) -> bool: + def is_valid(_index, _size) -> bool: return True if order == 0: @@ -175,8 +175,8 @@ def map_coordinates( order: int, mode: str = "constant", cval: float = 0.0, - output=None, - prefilter=None, + output=None, # noqa: ARG001 + prefilter=None, # noqa: ARG001 ) -> torch.Tensor: return _map_coordinates(input, coordinates, order, mode, cval) diff --git a/src/multinterp/unstructured/_gpytorch.py b/src/multinterp/unstructured/_gpytorch.py index 13b2acd..f17f28d 100644 --- a/src/multinterp/unstructured/_gpytorch.py +++ b/src/multinterp/unstructured/_gpytorch.py @@ -160,7 +160,7 @@ def _to_cuda(self) -> None: self._model = self._model.cuda() self._likelihood = self._likelihood.cuda() - def _train(self, training_iter=50, preconditioner_size=100) -> None: + def _train(self, training_iter=50, preconditioner_size=100) -> None: # noqa: ARG002 _train_lbfgs( self._model, self._likelihood, diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000..cd9bae0 --- /dev/null +++ b/uv.lock @@ -0,0 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