diff --git a/.github/workflows/pre-commit.yaml b/.github/workflows/pre-commit.yaml index 8f8c89f..118286c 100644 --- a/.github/workflows/pre-commit.yaml +++ b/.github/workflows/pre-commit.yaml @@ -24,4 +24,4 @@ jobs: pip install pre-commit - name: Run pre-commit hooks - run: pre-commit run --all-files + run: pre-commit run --all-files --show-diff-on-failure diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml index 5c3f52c..5327698 100644 --- a/.github/workflows/tests.yaml +++ b/.github/workflows/tests.yaml @@ -14,7 +14,7 @@ jobs: fail-fast: false matrix: os: [ubuntu-latest, macos-latest, windows-latest] - python-version: ["3.10", "3.11", "3.12"] + python-version: ["3.11", "3.12", "3.13"] steps: - name: Checkout repository diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index d404de7..62ed8e3 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -4,14 +4,14 @@ repos: rev: v4.5.0 hooks: - id: trailing-whitespace - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^tests/resources/|^notebooks/|^LICENSE$) - id: end-of-file-fixer - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^tests/resources/|^notebooks/|^LICENSE$) - id: check-yaml - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^notebooks/|^LICENSE$) - id: check-added-large-files args: ["--maxkb=500"] - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^tests/resources/|^notebooks/|^LICENSE$) - id: check-merge-conflict - id: check-toml @@ -22,7 +22,7 @@ repos: - id: isort args: ["--profile", "black"] language_version: python3 - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^notebooks/|^LICENSE$) # --- Ruff Lint & Format --- - repo: https://github.com/astral-sh/ruff-pre-commit @@ -30,7 +30,7 @@ repos: hooks: - id: ruff args: ["--fix"] - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^notebooks/|^LICENSE$) # --- Black Code Formatter --- - repo: https://github.com/psf/black @@ -38,7 +38,7 @@ repos: hooks: - id: black language_version: python3 - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^notebooks/|^LICENSE$) # --- Mypy (type checking) --- - repo: https://github.com/pre-commit/mirrors-mypy @@ -59,7 +59,7 @@ repos: hooks: - id: markdownlint-cli2 args: ['--fix','--config','.markdownlint.yaml'] - exclude: ^(docs/|notebooks/|LICENSE)$ + exclude: (^docs/|^notebooks/|^LICENSE$) # --- Remove Notebook Metadata --- - repo: https://github.com/kynan/nbstripout @@ -74,4 +74,4 @@ repos: hooks: - id: codespell types: [text] - exclude: ^(docs/_build/|build/|dist/|notebooks/|LICENSE)$ + exclude: (^docs/_build/|^tests/resources/|^build/|^dist/|^notebooks/|^LICENSE$) diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000..a1da58e --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,31 @@ +# This CITATION.cff file was generated with cffinit. +# Visit https://bit.ly/cffinit to generate yours today! + +cff-version: 1.2.0 +title: Python-Nanolocz-Library +message: >- + If you use this software, please cite it using the + metadata from this file. +type: software +authors: + - given-names: Daniel E + family-names: Rollins + email: d.e.rollins@leed.ac.uk + affiliation: University of Leeds + - given-names: George R + family-names: Heath + affiliation: University of Leeds + email: G.R.Heath@leeds.ac.uk + orcid: 'https://orcid.org/0000-0001-6431-2191' +repository-code: 'https://github.com/derollins/Python-Nanolocz-Library' +abstract: >- + A Python implementation of the NanoLocz library + (https://github.com/George-R-Heath/NanoLocz-Matlab-Library). +keywords: + - AFM + - Atomic Force MIcroscopy + - High Speed AFM + - Levelling + - image processing + - image analysis +license: GPL-3.0 diff --git a/README.md b/README.md index 67aca0c..4a70465 100644 --- a/README.md +++ b/README.md @@ -39,7 +39,7 @@ pip install . ### Requirements -This library requires **Python 3.10 or newer** and uses modern scientific Python packages to replace MATLAB functionality +This library requires **Python 3.11 or newer** and uses modern scientific Python packages to replace MATLAB functionality from the original NanoLocz platform: - **NumPy** – Core numerical operations and array handling (replaces MATLAB’s matrix operations). @@ -61,7 +61,7 @@ easily extensible for AFM workflows. import numpy as np from pnanolocz_lib.level import apply_level from pnanolocz_lib.level_auto import apply_level_auto -from pnanolocz_lib.thresholder import thresholder +from pnanolocz_lib.thresholder import apply_thresholder from pnanolocz_lib.level_weighted import apply_weighted_level # 1) Polynomial plane leveling @@ -78,7 +78,7 @@ stack = np.load("stack.npy") # (N,H,W) out = apply_level_auto(stack, routine="multi-plane-otsu") # 4) Otsu mask -otsu_mask = thresholder(img, method="otsu", limits=None) +mask = apply_thresholder(img, method="otsu", limits=None) ``` --- @@ -124,7 +124,11 @@ otsu_mask = thresholder(img, method="otsu", limits=None) - **`pnanolocz_lib.thresholder`** Intensity / edge detection: histogram, Otsu, auto edges, skeleton, step detection. - Available thresholds: + Typical usage involves calling the `apply_thresholder()` function with an image (2D) + or image stack (3D) and specifying the desired method and polynomial orders. + (see Quickstart above for an example) + + Available thresholder functions: | Method | Description | |--------------|-------------| @@ -168,8 +172,13 @@ otsu_mask = thresholder(img, method="otsu", limits=None) ## 📝 Citation If you use this library, please cite: -Heath, G.R. et al. *NanoLocz: Image analysis platform for AFM, high‑speed AFM and localization AFM.* -Small Methods 2024, 2301766. +> Heath, G.R. et al. *NanoLocz: Image analysis platform for AFM, high‑speed AFM and localization AFM.* +> Small Methods 2024, 2301766. + +and + +> Rollins, D. E., & Heath, G. R. (2025). *Python-NanoLocz-Library: A Python implementation of the NanoLocz AFM leveling and +> analysis tools*. University of Leeds. --- diff --git a/notebooks/Test pnanolocz-lib.ipynb b/notebooks/Test pnanolocz-lib.ipynb index b440811..86216c4 100644 --- a/notebooks/Test pnanolocz-lib.ipynb +++ b/notebooks/Test pnanolocz-lib.ipynb @@ -16,6 +16,8 @@ "outputs": [], "source": [ "data_path = r\"C:/Users/ggjh246/OneDrive - University of Leeds/Code/playNano_testdata/save-2025.05.20-12.57.06.187.h5-jpk\"\n", + "# Un- comment the following line if you do not have playnano installed in your enviroment. \n", + "#%pip install numpy pandas matplotlib playnano\n", "from playnano.io.loader import load_afm_stack\n", "afm_stack = load_afm_stack(data_path, channel = \"height_trace\")" ] @@ -40,24 +42,18 @@ "metadata": {}, "outputs": [], "source": [ - "from pnanolocz_lib import level_auto, level, level_weighted\n", + "from pnanolocz_lib import level_auto, level, level_weighted, thresholder\n", "\n", "frames = afm_stack.n_frames\n", - "frame_ind = range(0, frames)\n", - "\n", - "plane_levelled = level.apply_level(afm_stack.data, 2, 2, \"plane\")\n", - "plt.imshow(plane_levelled[5], cmap=\"afmhot\")\n" + "frame_ind = range(0, frames)" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "id": "4", "metadata": {}, - "outputs": [], "source": [ - "levelled = level.apply_level(plane_levelled, 1, 0, \"med_line\",)\n", - "plt.imshow(levelled[5], cmap=\"afmhot\")\n" + "### Apply a quadratic plane fit" ] }, { @@ -67,17 +63,16 @@ "metadata": {}, "outputs": [], "source": [ - "auto_leveled = level_auto.apply_level_auto(afm_stack.data, \"multi-plane-otsu\")" + "plane_levelled = level.apply_level(afm_stack.data, 2, 2, \"plane\")\n", + "plt.imshow(plane_levelled[5], cmap=\"afmhot\")" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "id": "6", "metadata": {}, - "outputs": [], "source": [ - "plt.imshow(auto_leveled[5], cmap=\"afmhot\")" + "### Mask all the pixels above 0" ] }, { @@ -87,18 +82,16 @@ "metadata": {}, "outputs": [], "source": [ - "from pnanolocz_lib.thresholder import thresholder\n", - "mask_hist = thresholder(plane_levelled, 'histogram', limits = (0.2, 100),invert = False)" + "mask_hist = thresholder.apply_thresholder(plane_levelled, 'histogram', limits = (float('-inf'), 0.2),invert = False)\n", + "plt.imshow(mask_hist[5], interpolation= 'none')" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "id": "8", "metadata": {}, - "outputs": [], "source": [ - "plt.imshow(mask_hist[5], interpolation= 'none')" + "### Apply a line fit from the background (not masked) to the image" ] }, { @@ -108,20 +101,16 @@ "metadata": {}, "outputs": [], "source": [ - "from pnanolocz_lib.level_weighted import apply_level_weighted\n", - "lev_weight = apply_level_weighted(plane_levelled, 1, 1, \"smed_line\", mask=mask_hist)\n", - "plt.imshow(lev_weight[5], cmap=\"afmhot\")" + "masked_line_levelled = level.apply_level(plane_levelled, 1, 0, \"line\", mask_hist)\n", + "plt.imshow(masked_line_levelled[5], cmap=\"afmhot\")" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "id": "10", "metadata": {}, - "outputs": [], "source": [ - "masked_line_levelled = level.apply_level(plane_levelled, 1, 0, \"line\", mask_hist)\n", - "plt.imshow(masked_line_levelled[5], cmap=\"afmhot\")" + "### Rather than manually applying steps, use the \"multi-plane-otsu\" auto level routine" ] }, { @@ -130,17 +119,17 @@ "id": "11", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "auto_leveled = level_auto.apply_level_auto(afm_stack.data, \"multi-plane-otsu\")\n", + "plt.imshow(auto_leveled[5], cmap=\"afmhot\")" + ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "id": "12", "metadata": {}, - "outputs": [], "source": [ - "hist2 = thresholder(masked_line_levelled, \"histogram\", limits=(0.4,100), invert=False)\n", - "plt.imshow(hist2[5], interpolation= 'none')" + "### Use `get_background` to see the values subtracted from a leveled image." ] }, { @@ -150,8 +139,7 @@ "metadata": {}, "outputs": [], "source": [ - "maksed_linemed_levelled = level.apply_level(masked_line_levelled, 1, 0, \"med_line\", mask_hist)\n", - "plt.imshow(maksed_linemed_levelled[1], cmap=\"afmhot\")" + "from pnanolocz_lib.level import get_background" ] }, { @@ -161,7 +149,7 @@ "metadata": {}, "outputs": [], "source": [ - "mask_hist2 =thresholder(maksed_linemed_levelled, 'histogram', limits= (0.5,100), invert=False)" + "bg = get_background(afm_stack.data, 1, 1, 'plane')" ] }, { @@ -171,8 +159,7 @@ "metadata": {}, "outputs": [], "source": [ - "mask_hist2 = thresholder(maksed_linemed_levelled, 'histogram', limits = (0.5,100),invert = False)\n", - "plt.imshow(mask_hist2[0])" + "plt.imshow(bg[5])" ] }, { @@ -181,55 +168,6 @@ "id": "16", "metadata": {}, "outputs": [], - "source": [ - "manual_levelled = level.apply_level(masked_plane_levelled, 1, 0, \"line\", mask_hist2)\n", - "plt.imshow(manual_levelled[0], cmap=\"afmhot\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "17", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "18", - "metadata": {}, - "outputs": [], - "source": [ - "from pnanolocz_lib.level import get_background" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "19", - "metadata": {}, - "outputs": [], - "source": [ - "bg = get_background(afm_stack.data, 1, 0, 'med_line')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "20", - "metadata": {}, - "outputs": [], - "source": [ - "plt.imshow(bg[0])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "21", - "metadata": {}, - "outputs": [], "source": [] } ], @@ -249,7 +187,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.13" + "version": "3.12.12" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 832d47b..024adad 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -12,14 +12,14 @@ authors = [ dynamic = ["version"] readme = "README.md" license = { text = "GPL-3.0-or-later" } -requires-python = ">=3.10" +requires-python = ">=3.11" dependencies = [ "numpy", "scipy", "matplotlib", "ruptures", "sknw", - "scikit-image" + "scikit-image>=0.26,<0.27", ] keywords = [ # Core domain @@ -65,7 +65,6 @@ classifiers = [ "Natural Language :: English", "Operating System :: OS Independent", "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", "Programming Language :: Python :: 3.12", "Topic :: Scientific/Engineering :: Image Processing", @@ -98,7 +97,7 @@ write_to = "src/pnanolocz_lib/_version.py" [tool.black] line-length = 88 -target-version = ["py310"] +target-version = ["py311"] include = '\.pyi?$' exclude = ''' @@ -128,7 +127,7 @@ known_third_party = ["numpy","scipy","matplotlib","skimage","ruptures","sknw"] [tool.ruff] line-length = 88 -target-version = "py310" +target-version = "py311" respect-gitignore = true src = ["src"] exclude = ["notebooks", "*.ipynb"] @@ -147,7 +146,7 @@ check-filenames = false check-hidden = false [tool.mypy] -python_version = "3.10" +python_version = "3.11" mypy_path = ["src"] # Only check your library code; do not include tests here. diff --git a/src/pnanolocz_lib/level.py b/src/pnanolocz_lib/level.py index 3d8e42c..251a068 100644 --- a/src/pnanolocz_lib/level.py +++ b/src/pnanolocz_lib/level.py @@ -1,38 +1,72 @@ """ -AFM image flattening and background leveling tools. +Level AFM images and image stacks using MATLAB-aligned background correction methods. This module provides background leveling and flattening routines for Atomic -Force Microscopy (AFM) images and video stacks. It supports a range of -polynomial- and median-based leveling strategies, enabling the correction -of background planes, row/column-wise drift, and systematic noise from AFM -topographic data. - -The functions here were ported from the original MATLAB NanoLocz Library, and -maintain compatibility with high-speed AFM, localization AFM, and static -imaging data. () - -Supported Leveling Methods +Force Microscopy (AFM) images and image stacks. The implemented methods correct +for background planes, line-by-line drift, median offsets, and systematic +row- or column-wise artefacts commonly observed in AFM topographic data. + +All public leveling functions accept an *exclusion mask* (same convention as +``pnanolocz_lib.thresholder``): ``True`` = excluded, ``False`` = valid. +Excluded pixels are omitted from fitting using MATLAB-style NaN-outside +semantics (i.e., excluded pixels behave like NaN during fitting) but are +preserved in the output array. + +The implementation is a Python port of the MATLAB NanoLocz Library: + https://github.com/George-R-Heath/NanoLocz-Matlab-Library +Original MATLAB code by George Heath, University of Leeds. + +MATLAB alignment +---------------- +This Python version aims for algorithmic and numerical alignment with the MATLAB +reference implementation. Due to differences in underlying numerical libraries +(NumPy/SciPy vs MATLAB), polynomial conditioning, floating-point behaviour, and +edge-case handling, results may not be bit-for-bit identical. Where relevant, +functions document any intentional deviations adopted to match the reference +NanoLocz outputs (e.g., stage gating or fallback behaviour). + +Available leveling methods -------------------------- -- 'plane' : Polynomial line + plane subtraction in X and Y. -- 'line' : Row-wise and column-wise polynomial leveling. -- 'med_line' : Row-wise median line flattening. -- 'med_line_y' : Column-wise median flattening. -- 'smed_line' : Smoothed median line subtraction. -- 'mean_plane' : Global mean subtraction. -- 'log_y' : Logarithmic curve subtraction along the Y-axis. - -Typical usage involves calling the `apply_level()` function with an image (2D) -or image stack (3D) and specifying the desired method and polynomial orders. - -The `get_background()` function generates the array of fitted lines without -subtracting this from the image (i.e to visualise the background). +There methods can be used directly and applied to 2D arrays or are selected via +the ``method`` argument in :func:`apply_level`: + +- ``plane`` : Subtract a polynomial plane via masked column/row means. +- ``line`` : Subtract row-wise polynomial trends and optionally subtract + column-wise polynomial trends (applied only when ``polyy > 0`` + for parity with the reference outputs used here). +- ``med_line`` : Subtract a per-row median baseline and re-center to a global + masked median. +- ``med_line_y`` : Subtract a per-column median baseline and re-center to a + global masked median. +- ``smed_line`` : Subtract a smoothed per-row median baseline (moving median). +- ``mean_plane`` : Subtract the masked mean value. +- ``log_y`` : Subtract a fitted logarithmic trend along the Y-axis. + +Dispatcher and usage +-------------------- +The primary entry point is the ``apply_level`` function, which dispatches to +the appropriate leveling routine based on the requested method and applies +it frame-by-frame if a 3D stack is provided. All methods accept an optional +exclusion mask, where excluded pixels are excluded from fitting operations but +preserved in the output. + +The companion function ``get_background`` computes the fitted background +surface or lines *without subtracting them*, enabling visualisation or +diagnostic inspection of the estimated background. + +Stacks +------ +Functions operate on single images with shape ``(H, W)`` and stacks with shape +``(N, H, W)``, processing stacks frame-by-frame. If a 2D mask is provided for a +single image it is used directly; for stacks, masks must match the stack shape +(or be promoted appropriately by the dispatcher). Examples -------- ->>> from pnanolocz_lib.filters.level import level ->>> leveled = level(img, polyx=2, polyy=2, method="plane") +>>> from pnanolocz_lib.level import level +>>> leveled_stack = apply_level(stack, polyx=2, polyy=2, method="plane") ->>> from pnanolocz_lib.filters.level import level_plane +>>> from pnanolocz_lib.level import level_plane >>> flattened = level_plane(img, mask=None, polyx=2, polyy=2) Authors @@ -41,7 +75,7 @@ Maya Tekchandani, University of Leeds (2025) Daniel. E. Rollins, University of Leeds (2025) -This module is part of the pNanoLocz-Lib Python library for AFM analysis. +This module is part of the ``pNanoLocz-Lib`` Python library for AFM analysis. """ import warnings @@ -56,6 +90,53 @@ LOG_FIT_BOUNDS = ([0.1, 0.01, 0.1], [1000, 20, 100]) +def _validity_mask( + arr: np.ndarray[Any, np.dtype[np.float64]], + mask_excl: np.ndarray[Any, np.dtype[np.bool_]] | None, + *, + name: str = "mask", +) -> np.ndarray[Any, np.dtype[np.bool_]]: + """ + Convert an exclusion mask into a finite-aware validity mask. + + Parameters + ---------- + arr : ndarray + 2D image frame used to determine finite pixels. + mask_excl : ndarray of bool, optional + Exclusion mask with the same shape as `arr`. + True = excluded pixel, False = valid pixel. + If None, validity is determined only by finiteness of `arr`. + name : str, default "mask" + Name used in error messages when validating the mask shape. + + Returns + ------- + m_valid : ndarray of bool + Validity mask where True indicates a pixel is valid for fitting and + False indicates it is excluded or non-finite. + + Notes + ----- + - Non-finite pixels in `arr` are always marked invalid, regardless of mask. + - This function enforces the module-wide contract that public masks are + exclusion masks (True = excluded), while internal computations typically + operate on validity masks (True = valid). + """ + finite = np.isfinite(arr) + + if mask_excl is None: + return np.asarray(finite, dtype=np.float64) + + m_excl = np.asarray(mask_excl, dtype=np.bool_) + if m_excl.shape != arr.shape: + raise ValueError( + f"{name} shape {m_excl.shape} must match img shape {arr.shape}" + ) + + return np.asarray((~m_excl) & finite, dtype=np.bool_) + + def level_plane( img: np.ndarray[Any, np.dtype[np.float64]], mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]], @@ -63,106 +144,116 @@ def level_plane( polyy: int, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Plane leveling fitting by subtracting polynomial curves in X and Y. + Subtract a fitted polynomial plane using masked row and column means. - This attempts to replicate MATLAB's centered polynomial approach. + This implements NanoLocz-style plane leveling by fitting and subtracting a + polynomial along X (columns) using column-wise masked means, then fitting and + subtracting a polynomial along Y (rows) from the partially leveled image. Parameters ---------- img : ndarray 2D AFM image to be leveled. - mask : ndarray or None - Boolean mask of same shape as img (True = valid). If None, - all pixels are valid. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img`. + True = excluded pixel (ignored in fitting; treated as NaN), + False = valid / included pixel. + If None, all finite pixels are treated as valid. polyx : int - Polynomial order for X-direction leveling. + Polynomial degree for the X-direction (column-wise) fit. polyy : int - Polynomial order for Y-direction leveling. + Polynomial degree for the Y-direction (row-wise) fit. Returns ------- - leveled_img : ndarray - The leveled image. + leveled : ndarray + Leveled image with the same shape as `img`. + + Notes + ----- + - Excluded pixels are omitted from summary statistics using NaN-outside + semantics (`np.where(valid, value, np.nan)` + `nanmean`). + - Indices are treated as 1-based for parity with MATLAB's `polyfit`. + - Centering/scaling uses population standard deviation (ddof=0) to mimic + MATLAB's `polyfit(..., mu)` convention. + - If there are too few valid samples to support a fit, the input is returned + unchanged (or partially leveled if X succeeds but Y cannot be fit). """ - # If no mask provided, treat all pixels as valid - if mask is None: - mask = ~np.isnan(img) - # Must have at least 6 valid pixels to fit anything - if np.sum(mask) <= 5: - return np.asarray(img.copy()) - - # ————— X DIRECTION ————— - # Compute column-wise mean over valid pixels - masked_for_columns = np.where(mask, img, np.nan) + arr = np.asarray(img, dtype=np.float64) # Convert input image to float64 + + # --- Build MATLAB-style validity mask (True = valid pixel) --- + m = _validity_mask( + arr, mask, name="mask" + ) # m : boolean validity mask (True = valid pixel). + + # Global gate: must have >5 valid pixels overall (matches MATLAB intent) + if m.sum() <= 5: + return np.asarray(arr.copy(), dtype=np.float64) + + # ========== X DIRECTION ========== + # Column-wise masked mean with NaN-outside semantics with warnings.catch_warnings(): warnings.simplefilter("ignore", category=RuntimeWarning) - column_means = np.nanmean(masked_for_columns, axis=0) + column_means = np.nanmean(np.where(m, arr, np.nan), axis=0) valid_columns = ~np.isnan(column_means) - column_indices = np.flatnonzero(valid_columns) - if column_indices.size <= polyx: + if valid_columns.sum() <= polyx: # Not enough points to fit X polynomial - return np.asarray(img.copy()) + return np.asarray(arr.copy(), dtype=np.float64) + + # 1-based indices (MATLAB uses 1..W) + column_indices = (np.nonzero(valid_columns)[0] + 1).astype(np.float64) - # Center & scale column indices - # replicate MATLAB centering - # mu = [mean(column_indices), std(column_indices)] + # Center and scale like MATLAB's polyfit mu (population std, ddof=0) col_centroid = column_indices.mean() - col_scale = column_indices.std(ddof=1) + col_scale = column_indices.std(ddof=0) + if col_scale == 0: # very rare, but prevents divide-by-zero + return np.asarray(arr.copy(), dtype=np.float64) + standardized_columns = (column_indices - col_centroid) / col_scale with warnings.catch_warnings(): warnings.simplefilter("ignore", RankWarning) - # polyfit(..., polyx) with centering ⇒ same as MATLAB’s p, ~, mu - x_coeffs = np.polyfit( - standardized_columns, - column_means[valid_columns], - polyx, - ) + x_coeffs = np.polyfit(standardized_columns, column_means[valid_columns], polyx) - # Evaluate polynomial at every column - all_cols = np.arange(img.shape[1]) + # Evaluate polynomial at every column (1..W) using the same mu + all_cols = (np.arange(arr.shape[1]) + 1).astype(np.float64) standardized_all_cols = (all_cols - col_centroid) / col_scale x_plane = np.polyval(x_coeffs, standardized_all_cols)[None, :] - # Subtract X-plane - leveled_img = img - x_plane + leveled = arr - x_plane - # ————— Y DIRECTION ————— - # Compute row-wise mean over valid pixels after X subtraction - masked_for_rows = np.where(mask, leveled_img, np.nan) + # ========== Y DIRECTION ========== + # Row-wise masked mean after X subtraction (NaN-outside semantics) with warnings.catch_warnings(): warnings.simplefilter("ignore", category=RuntimeWarning) - row_means = np.nanmean(masked_for_rows, axis=1) + row_means = np.nanmean(np.where(m, leveled, np.nan), axis=1) valid_rows = ~np.isnan(row_means) - row_indices = np.flatnonzero(valid_rows) - if row_indices.size <= polyy: - # Not enough points to fit Y polynomial - return np.asarray(leveled_img) - - # Center & scale row indices - # replicate MATLAB centering - # mu = [mean(column_indices), std(column_indices)] + if valid_rows.sum() <= polyy: + return np.asarray(leveled) + + # 1-based indices (MATLAB uses 1..H) + row_indices = (np.nonzero(valid_rows)[0] + 1).astype(np.float64) + + # Center and scale like MATLAB's polyfit mu row_centroid = row_indices.mean() - row_scale = row_indices.std(ddof=1) + row_scale = row_indices.std(ddof=0) + if row_scale == 0: + return np.asarray(leveled) + standardized_rows = (row_indices - row_centroid) / row_scale with warnings.catch_warnings(): warnings.simplefilter("ignore", RankWarning) - y_coeffs = np.polyfit( - standardized_rows, - row_means[valid_rows], - polyy, - ) + y_coeffs = np.polyfit(standardized_rows, row_means[valid_rows], polyy) - # Evaluate polynomial at every row - all_rows = np.arange(img.shape[0]) + # Evaluate polynomial at every row (1..H) with the same mu + all_rows = (np.arange(arr.shape[0]) + 1).astype(np.float64) standardized_all_rows = (all_rows - row_centroid) / row_scale y_plane = np.polyval(y_coeffs, standardized_all_rows)[:, None] - # Subtract Y-plane - return np.asarray(leveled_img - y_plane) + return np.asarray(leveled - y_plane) def level_line( @@ -172,264 +263,412 @@ def level_line( polyy: int, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Polynomial line leveling, correcting each row and column separately. + Subtract line-wise polynomial trends along X and optionally along Y. - This uses centered/scaled index fitting. + This implements NanoLocz-style 'line' leveling in two stages: + (1) row-wise polynomial subtraction along X, followed by + (2) optional column-wise polynomial subtraction along Y. Parameters ---------- img : ndarray - 2D AFM image. - mask : ndarray or None - Boolean mask of same shape as img (True = valid). + 2D AFM image to be leveled. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img`. + True = excluded pixel (ignored in fitting; treated as NaN), + False = valid / included pixel. + If None, all finite pixels are treated as valid. polyx : int - Polynomial order for per-row fitting. + Polynomial degree for the row-wise (X-direction) fit. Set <= 0 to skip. polyy : int - Polynomial order for per-column fitting. + Polynomial degree for the column-wise (Y-direction) fit. If `polyy > 0`, + a per-column polynomial is fit and subtracted. Returns ------- - leveled_img : ndarray - The leveled image. + leveled : ndarray + Leveled image with the same shape as `img`. + + Notes + ----- + - Stage 1 (rows): each row is fit using only valid pixels. Rows with too few + valid pixels fall back to subtracting the median fitted curve computed over + successfully fit rows (mirrors the MATLAB fallback idea). + - Stage 2 (columns): this implementation applies the Y-stage only when + `polyy > 0`. + - Polynomial fitting uses 1-based indices and population std (ddof=0) for + MATLAB-like centering/scaling. """ - if mask is None: - mask = ~np.isnan(img) - leveled_img = img.copy() + arr = np.asarray(img, dtype=np.float64) # Convert input image to float64 - # ————— Per-row polynomial leveling ————— - if polyx > 0: - row_fits = np.zeros_like(img) - fallback_rows: list[int] = [] + # --- Build MATLAB-style validity mask (True = valid pixel) --- + m = _validity_mask( + arr, mask, name="mask" + ) # boolean validity mask (True = valid pixel). - for row_idx in range(img.shape[0]): - valid_cols = mask[row_idx, :] - if valid_cols.sum() > polyx + 8: - col_indices = np.flatnonzero(valid_cols) - row_values = img[row_idx, col_indices] + out = arr.copy() - # Center & scale col_indices - centroid_col = col_indices.mean() - scale_col = col_indices.std(ddof=1) - standardized_cols = (col_indices - centroid_col) / scale_col + # ---------------- Row X-stage ---------------- + if polyx > 0: + row_fits = np.full_like(arr, np.nan) + fitted_rows, fallback_rows = [], [] + + img_width = arr.shape[1] + for i in range(arr.shape[0]): + # Ensure boolean mask for indexing (True = valid) + pos = np.asarray(m[i, :], dtype=bool) + if pos.sum() > ( + polyx + 8 + ): # pos: per-row validity mask (True = valid pixel) + # 1-based indices for parity + x_idx = ( + np.nonzero(pos)[0] + 1 + ) # x_idx: 1-based indices of valid pixels in row + y_vals = arr[i, pos] # y_vals: observed values at valid pixels in row i + + mu = x_idx.mean() # mu: centroid of x_idx for MATLAB-style centering + sd = ( + x_idx.std(ddof=0) or 1.0 + ) # sd: population std for MATLAB-style scaling (guarded) + xs = (x_idx - mu) / sd # xs: standardized x indices used for fitting with warnings.catch_warnings(): warnings.simplefilter("ignore", RankWarning) - row_coeffs = np.polyfit( - standardized_cols, row_values, polyx - ) # noqa + p_coeff = np.polyfit(xs, y_vals, polyx) - all_cols = np.arange(img.shape[1]) - standardized_all_cols = (all_cols - centroid_col) / scale_col - fitted_row = np.polyval(row_coeffs, standardized_all_cols) + all_cols = (np.arange(img_width) + 1).astype(np.float64) + xs2 = (all_cols - mu) / sd + fit = np.polyval(p_coeff, xs2) - row_fits[row_idx, :] = fitted_row - leveled_img[row_idx, :] = img[row_idx, :] - fitted_row + row_fits[i, :] = fit + out[i, :] = arr[i, :] - fit + fitted_rows.append(i) else: - fallback_rows.append(row_idx) + fallback_rows.append(i) - # For rows without enough points, subtract the median - # of all fitted rows - median_row_fit = np.median(row_fits, axis=0) - for row_idx in fallback_rows: - leveled_img[row_idx, :] = img[row_idx, :] - median_row_fit + if fitted_rows and fallback_rows: + # median(y2) across fitted rows (ignore NaNs) + median_curve = np.nanmedian(row_fits[fitted_rows, :], axis=0) + for i in fallback_rows: + out[i, :] = arr[i, :] - median_curve - # ————— Per-column polynomial leveling ————— + # ---------------- Column Y-stage ---------------- if polyy > 0: - for col_idx in range(img.shape[1]): - valid_rows = mask[:, col_idx] - if valid_rows.sum() >= polyy: - row_indices = np.flatnonzero(valid_rows) - col_values = img[row_indices, col_idx] + img_height = arr.shape[0] + for j in range(arr.shape[1]): + yp = np.where(m[:, j], out[:, j], np.nan) - # Center & scale row_indices - centroid_row = row_indices.mean() - scale_row = row_indices.std(ddof=1) - standardized_rows = (row_indices - centroid_row) / scale_row + valid_rows = ~np.isnan(yp) + yl = (np.nonzero(valid_rows)[0] + 1).astype( + np.float64 + ) # yl: 1-based indices of valid samples in column - with warnings.catch_warnings(): - warnings.simplefilter("ignore", RankWarning) - col_coeffs = np.polyfit( - standardized_rows, col_values, polyy - ) # noqa + if yl.size < (polyy + 1): + out[:, j] = arr[:, j] + continue - all_rows = np.arange(img.shape[0]) - standardized_all_rows = (all_rows - centroid_row) / scale_row - fitted_col = np.polyval(col_coeffs, standardized_all_rows) + y_vals = yp[valid_rows].astype( + np.float64 + ) # y_vals: observed values at valid rows for this column - leveled_img[:, col_idx] -= fitted_col + mu = yl.mean() # mu: centroid of yl for MATLAB-style centering + sd = ( + yl.std(ddof=0) or 1.0 + ) # sd: population std for MATLAB-style scaling (guarded) + ys = (yl - mu) / sd # ys: standardized y indices used for fitting - return np.asarray(leveled_img) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RankWarning) + p_coeff = np.polyfit(ys, y_vals, polyy) + + all_rows = (np.arange(img_height) + 1).astype(np.float64) + ys2 = (all_rows - mu) / sd # ys2: standardized 1..H using same mu/sd + fit = np.polyval( + p_coeff, ys2 + ) # fit: fitted baseline across the full column + + out[:, j] = out[:, j] - fit + + return np.asarray(out) def level_med_line( img: np.ndarray[Any, np.dtype[np.float64]], mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]], - polyx: int, - polyy: int, # unused (MATLAB semantics) + polyx: float, + polyy: int, # unused ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Row-wise median line leveling for AFM images. + Subtract a per-row median baseline and re-center to a global masked median. + + For each row with sufficient valid pixels, this subtracts the row median + (computed from valid pixels only) and adds back a global background level + given by the median of the masked image. This mirrors NanoLocz 'med_line'. Parameters ---------- img : ndarray - 2D AFM image. - mask : ndarray or None - Binary mask (1 = include pixel). If None, all non-NaN pixels are used. - polyx : int - Scaling factor for median subtraction. - If polyx == 0, scale factor is 1 (MATLAB behaviour). + 2D AFM image to be leveled. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img`. + True = excluded pixel (ignored; treated as NaN), + False = valid / included pixel. + If None, all finite pixels are treated as valid. + polyx : float + NanoLocz/MATLAB behaviour: `polyx` acts as a gain on the row-median + baseline *only if `polyx > 0`*. Otherwise, a gain of 1 is used. + (This is why MATLAB sometimes passes 0.6 here, i.e. in ``level_auto``.) polyy : int - Unused. Kept for interface compatibility. + Unused (kept for API parity). Returns ------- leveled : ndarray - The leveled image. - """ - if mask is None: - mask = ~np.isnan(img) - - # Masked image values - masked_img = np.where(mask > 0, img, np.nan) + Leveled image with the same shape as `img`. - # Global background (median of masked values) - bg = np.nanmedian(masked_img) - - leveled = img.copy() + Notes + ----- + - Rows with <= 10 valid pixels are left unchanged (matching the MATLAB guard). + - The global background is computed as `median(where(valid, img, NaN))`. + """ + arr = np.asarray(img, dtype=np.float64) - # Effective scale: polyx or 1 if polyx == 0 - scale = polyx if polyx > 0 else 1 + # --- Build MATLAB-style validity mask (True = valid pixel) --- + m = _validity_mask( + arr, mask, name="mask" + ) # boolean validity mask (True = valid pixel). - for i in range(img.shape[0]): - row = masked_img[i, :] - pos = ~np.isnan(row) + # MATLAB: bg = median(imgt .* r, 'all', 'omitnan') + # Here, `m` defines valid pixels; excluded pixels behave like NaN. + masked = np.where(m, arr, np.nan) - if np.sum(pos) > 1: - row_median = np.nanmedian(row) - leveled[i, :] = img[i, :] - scale * row_median + bg + # If there is at least one finite value, compute nanmedian; else, set NaN. + if np.isfinite(masked).any(): + bg = float(np.nanmedian(masked)) + else: + bg = float("nan") + + out = arr.copy() + + # MATLAB behaviour: + # if polyx > 0: subtract polyx * row_med + # else: subtract 1.0 * row_med + strength = float(polyx) if float(polyx) > 0 else 1.0 + + for i in range(arr.shape[0]): + # MATLAB: pos = ~isnan(imgt(i,:,k)) + # Ensure boolean mask for indexing (True = valid) + pos = np.asarray(m[i, :], dtype=bool) + if pos.sum() > 10: + # MATLAB uses median() (no omitnan needed because pos excludes invalids + row_med = float(np.median(arr[i, pos])) + out[i, :] = arr[i, :] - (strength * row_med) + bg + else: + out[i, :] = arr[i, :] # unchanged if too few points - return np.asarray(leveled) + return np.asarray(out) def level_med_line_y( img: np.ndarray[Any, np.dtype[np.float64]], mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]], - polyx: int, + polyx: int, # unused polyy: int, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Column-wise median line leveling. + Subtract a per-column median baseline and re-center to a global masked median. + + For each column with sufficient valid pixels, this subtracts the column median + (computed from valid pixels only) and adds back a global background level + given by the median of the masked image. This mirrors NanoLocz 'med_line_y'. Parameters ---------- img : ndarray - 2D AFM image. - mask : ndarray or None - Binary mask or weighting matrix. + 2D AFM image to be leveled. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img`. + True = excluded pixel (ignored; treated as NaN), + False = valid / included pixel. + If None, all finite pixels are treated as valid. polyx : int - Unused. + Unused (kept for API parity). polyy : int - Unused. + Unused (kept for API parity). Returns ------- leveled : ndarray - The leveled image. + Leveled image with the same shape as `img`. + + Notes + ----- + - Columns with <= 10 valid pixels are left unchanged (matching the MATLAB guard). + - The global background is computed as `median(where(valid, img, NaN))`. + - Unlike ``level_med_line`` this does not have a gain parameter taken form `polyy`, + this mirrors the MATLAB version. """ - if mask is None: - mask = ~np.isnan(img) - - leveled = img.copy() - bg = np.nanmedian(img[mask > 0]) - - for i in range(img.shape[1]): - pos = ~np.isnan(img[:, i]) - if np.sum(pos) > 10: - y1 = np.median(img[pos, i]) - leveled[:, i] = img[:, i] - y1 + bg + arr = np.asarray(img, dtype=np.float64) + + # --- Build MATLAB-style validity mask (True = valid pixel) --- + m = _validity_mask( + arr, mask, name="mask" + ) # boolean validity mask (True = valid pixel). + + bg = np.nanmedian(np.where(m, arr, np.nan)) + + out = arr.copy() + for j in range(arr.shape[1]): + # Ensure boolean mask for indexing (True = valid) + pos = np.asarray(m[:, j], dtype=bool) + if pos.sum() > 10: + col_med = np.nanmedian(arr[pos, j]) + out[:, j] = arr[:, j] - col_med + bg + else: + out[:, j] = arr[:, j] - return np.asarray(leveled) + return np.asarray(out) def level_smed_line( img: np.ndarray[Any, np.dtype[np.float64]], mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]], - polyx: int, - polyy: int, + polyx: int, # unused + polyy: int, # unused ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Smoothed median line subtraction. + Subtract a smoothed per-row median baseline using a moving median filter. + + This mirrors NanoLocz 'smed_line' by computing a per-row baseline from the row + median (valid pixels only), smoothing that baseline with a moving median, and + subtracting the (baseline - smoothed_baseline) from the image. Parameters ---------- img : ndarray 2D AFM image. - mask : ndarray or None - Binary mask or weighting matrix. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img`. + True = excluded pixel (ignored; treated as NaN), + False = valid / included pixel. + If None, all finite pixels are treated as valid. polyx : int - Unused. + Unused (kept for API parity). polyy : int - Unused. + Unused (kept for API parity). Returns ------- leveled : ndarray - The leveled image. + Leveled image with the same shape as `img`. + + Notes + ----- + - The global background is computed as `median(where(valid, img, NaN))`. + - Rows with <= 10 valid pixels use the global background as their median. + - The smoothing window length is `SMOOTHING_WINDOW` and is intended to match + MATLAB's `movmedian(..., 10)` behaviour as closely as practical. """ - if mask is None: - mask = ~np.isnan(img) - - leveled = img.copy() - background = np.nanmedian(img[mask > 0]) - y1 = np.zeros(img.shape[0]) - - for i in range(img.shape[0]): - pos = ~np.isnan(img[i, :]) - if np.sum(pos) > 10: - y1[i] = np.median(img[i, pos]) + background + arr = np.asarray(img, dtype=np.float64) + + # --- Build MATLAB-style validity mask (True = valid pixel) --- + m = _validity_mask( + arr, mask, name="mask" + ) # boolean validity mask (True = valid pixel). + + # Global background with NaN-outside + bg = np.nanmedian(np.where(m, arr, np.nan)) + + # Row medians (use mask row), then add bg + img_height, img_width = arr.shape + y1 = np.empty(img_height, dtype=np.float64) + for i in range(img_height): + # Ensure boolean mask for indexing (True = valid) + pos = np.asarray(m[i, :], dtype=bool) + if pos.sum() > 10: + y1[i] = np.nanmedian(arr[i, pos]) + bg else: - y1[i] = background + y1[i] = bg - background2 = np.convolve( - y1, np.ones(SMOOTHING_WINDOW) / SMOOTHING_WINDOW, mode="same" - ) + # movmedian over rows (centered, shrink at edges) + def _movmedian( + x: np.ndarray[Any, np.dtype[np.float64]], + w: int, + ) -> np.ndarray[Any, np.dtype[np.float64]]: + n = x.size + out = np.empty(n, dtype=np.float64) + half = w // 2 + for i in range(n): + start = max(0, i - half) + end = min(n, start + w) + out[i] = np.median(x[start:end]) + return np.asarray(out, dtype=np.float64) - leveled = img - (y1[:, None] - background2[:, None]) + bg2 = _movmedian(y1, SMOOTHING_WINDOW) - return np.asarray(leveled) + # Apply smoothed baseline: r = img - (y1 - bg2) + out = arr - (y1[:, None] - bg2[:, None]) + return np.asarray(out) def level_mean_plane( img: np.ndarray[Any, np.dtype[np.float64]], - mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]], - polyx: int, - polyy: int, + mask: np.ndarray[Any, np.dtype[np.bool_]] | None, + polyx: int, # unused + polyy: int, # unused ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Mean plane subtraction. + Subtract the masked mean value from an image. + + This computes the mean of valid pixels only (finite and not excluded) and + subtracts it from the full image, mirroring NanoLocz 'mean_plane'. Parameters ---------- img : ndarray 2D AFM image. - mask : ndarray or None - Binary mask or weighting matrix. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img`. + True = excluded pixel (ignored; treated as NaN), + False = valid / included pixel. + If None, all finite pixels are treated as valid. polyx : int - Unused. + Unused (kept for API parity). polyy : int - Unused. + Unused (kept for API parity). Returns ------- leveled : ndarray - The leveled image. + Mean-subtracted image with the same shape as `img`. + + Notes + ----- + - The mean is computed as `nanmean(where(valid, img, NaN))`. + - If no valid pixels exist, the input is returned unchanged. """ + arr = np.asarray(img, dtype=np.float64) + finite = np.isfinite(arr) + if mask is None: - mask = ~np.isnan(img) + m_valid = finite + else: + mask_excl = np.asarray(mask, dtype=bool) + if mask_excl.shape != arr.shape: + raise ValueError( + f"mask shape {mask_excl.shape} must match img shape {arr.shape}" + ) + + # exclusion -> validity + m_valid = (~mask_excl) & finite - mean_val = np.nanmean(img[mask > 0]) - return np.asarray(img - mean_val) + if not np.any(m_valid): + return np.asarray(arr.copy(), dtype=np.float64) + + masked = np.where(m_valid, arr, np.nan) + mean_val = np.nanmean(masked) + + return np.asarray(arr - mean_val, dtype=np.float64) def level_log_y( @@ -441,28 +680,37 @@ def level_log_y( orientation: str = "auto", # "auto" | "normal" | "reverse" ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Logarithmic curve subtraction along the Y-axis. + Subtract a fitted logarithmic background trend along the Y-axis. + + This estimates a 1D correction curve from the row-wise mean of the image and + subtracts it from each row. The correction is obtained by fitting a logarithmic + model on a restricted X-range (mirroring the NanoLocz approach). Parameters ---------- img : ndarray 2D AFM image. - mask : ndarray or None - Unused here; kept for interface consistency. + mask : ndarray of bool, optional + Unused. Present for API consistency with other leveling functions. polyx : int Unused. polyy : int - Scale factor for the X-axis used in log fitting. + Scale factor controlling the X-axis normalization used in the log fit. orientation : {"auto","normal","reverse"}, default "auto" - - "normal" : subtract correction[:, None] - - "reverse" : subtract correction[::-1][:, None] (legacy behaviour) - - "auto" : try both and choose the one that reduces the - row-mean dynamic range most. + Controls whether the correction is applied in normal or flipped order. + "auto" evaluates both and chooses the one that best flattens row means. Returns ------- leveled : ndarray - The leveled image. + Corrected image with the same shape as `img`. + + Notes + ----- + - This function currently ignores `mask` (NanoLocz MATLAB code also does not + apply masking in the shown log-y snippet). + - The `"auto"` orientation mode is a Python convenience for robustness; MATLAB + typically applies a fixed orientation (often involving `flip`). """ y = np.mean(img, axis=1) correction = _log_y_correction(y, polyy) @@ -490,22 +738,24 @@ def _apply( def _log_y_correction( - y: np.ndarray[Any, np.dtype[Any]], scale: float -) -> np.ndarray[Any, np.dtype[Any]]: + y: np.ndarray[Any, np.dtype[np.float64]], + scale: float, +) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Fit and return a logarithmic correction curve. + Fit a logarithmic correction curve to a 1D row-mean profile. Parameters ---------- y : ndarray - 1D array of mean pixel values along Y-axis. + 1D signal (typically the row-wise mean of an image). scale : float - Scale factor for X-axis in log fitting. + Scale factor applied in the X-axis normalization used for fitting. Returns ------- correction : ndarray - The log correction curve. + 1D correction curve of the same length as `y`. If fitting fails, a + zero-array is returned. """ y = y - np.min(y) x = np.linspace(0, 10, len(y)) / scale @@ -543,29 +793,53 @@ def apply_level( mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]] = None, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Apply a function to level or flatten AFM images or stacks. + Apply a leveling method to an AFM image or stack. - This applies the various polynomial and median-based methods found in this module. + This is the public dispatcher for the leveling routines in this module. It + normalizes inputs to a frame-first representation ``(N, H, W)``, applies the + requested method frame-by-frame, and returns an array with the same shape as + the input. Parameters ---------- img : ndarray - Input AFM image or image stack. Shape can be (H, W) or (N, H, W), - where N is the number of frames in a stack. + Input AFM image or image stack. Supported shapes are ``(H, W)`` for a + single frame or ``(N, H, W)`` for a stack, where ``N`` is the number of + frames. polyx : int - Polynomial order for X-direction leveling. Set to 0 to skip. + X-stage polynomial degree (interpretation depends on `method`). + Use ``0`` to disable polynomial fitting along X where applicable. polyy : int - Polynomial order for Y-direction leveling. Set to 0 to skip. - method : str + Y-stage polynomial degree (interpretation depends on `method`). + Use ``0`` to disable polynomial fitting along Y where applicable. + method : {"plane", "line", "med_line", "med_line_y", "smed_line", "mean_plane", + "log_y"} Leveling method to apply. - mask : ndarray, optional - Binary mask or weighting matrix with same shape as `img`. - If None, all pixels are considered valid. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img` (after any single-image + promotion to ``(1, H, W)``). + ``True`` marks excluded pixels and ``False`` marks valid pixels. + If None, validity is determined only by finiteness of `img`. Returns ------- leveled : ndarray - The leveled image or image stack, same shape as input. + Leveled output with the same shape as `img`. + + Raises + ------ + ValueError + If `mask` is provided and its shape does not match the promoted `img` + shape (``(1, H, W)`` for a single image or ``(N, H, W)`` for a stack), + or if `method` is not recognized. + + Notes + ----- + - Mask semantics are **exclusion-based** (``True`` = excluded). Individual + methods convert this to an internal validity mask and use NaN-outside style + operations (e.g. ``where(valid, value, nan)``) during fitting. + - Method-specific MATLAB parity notes (e.g., stage gating such as `polyy > 0` + in ``"line"``) are documented in the corresponding function docstrings. """ img = np.asarray(img) is_stack = img.ndim == 3 @@ -630,28 +904,51 @@ def get_background( mask: Optional[np.ndarray[Any, np.dtype[np.bool_]]] = None, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Compute a background surface/lines that would be subtracted by `apply_level(...)`. + Compute the background estimated by a leveling method without modifying the input. - This does not apply the operation to the data. + This function returns the background surface/lines that would be subtracted by + :func:`apply_level` for the given `method`, computed frame-by-frame. The result + is defined as ``background = input - leveled`` using the same method-specific + logic and masking semantics. Parameters ---------- - img : (N, H, W) array - Input AFM image or image stack. Shape can be (H, W) or (N, H, W), - where N is the number of frames in a stack. + img : ndarray + Input AFM image or image stack. Supported shapes are ``(H, W)`` for a + single frame or ``(N, H, W)`` for a stack. polyx : int - Polynomial order for X-direction leveling. Set to 0 to skip. + X-stage polynomial degree (interpretation depends on `method`). polyy : int - Polynomial order for Y-direction leveling. Set to 0 to skip. - method : str - One of 'plane', 'line', 'med_line', etc. - mask : (H, W) bool array, optional - Valid-pixel mask. If None, all pixels are valid. + Y-stage polynomial degree (interpretation depends on `method`). + method : {"plane", "line", "med_line", "med_line_y", "smed_line", "mean_plane", + "log_y"} + Leveling method whose estimated background should be returned. + mask : ndarray of bool, optional + Exclusion mask with the same shape as `img` (after any single-image + promotion to ``(1, H, W)``). + ``True`` marks excluded pixels and ``False`` marks valid pixels. + If None, validity is determined only by finiteness of `img`. Returns ------- - background : (N, H, W) array - The fitted background surface or line-by-line fits. + background : ndarray + Estimated background with the same shape as `img`. + + Raises + ------ + ValueError + If `mask` is provided and its shape does not match the promoted `img` + shape (``(1, H, W)`` for a single image or ``(N, H, W)`` for a stack), + or if `method` is not recognized. + + Notes + ----- + - This function computes ``background`` as ``frame - leveled_frame`` using the + same implementation as :func:`apply_level`. As a consequence, any intentional + MATLAB-parity behaviours in the underlying method (e.g., skipping stages under + certain parameter values) are inherited here. + - Excluded pixels are preserved in the output arrays; masking primarily affects + which pixels contribute to fitted estimates. """ img = np.asarray(img) is_stack = img.ndim == 3 diff --git a/src/pnanolocz_lib/level_auto.py b/src/pnanolocz_lib/level_auto.py index e14623c..7e2ac99 100644 --- a/src/pnanolocz_lib/level_auto.py +++ b/src/pnanolocz_lib/level_auto.py @@ -1,64 +1,113 @@ """ -Automated multi-frame leveling routines for AFM data. +Automated leveling of AFM image stacks using MATLAB-aligned multi-step routines. -This module implements automated, data-driven multi-frame leveling routines for -Atomic Force Microscopy (AFM) image stacks. It applies sequences of background -correction strategies—including polynomial plane fitting, line-based -correction, threshold-based masking, and iterative refinement—to each frame in -a stack. +This module implements automated, data-driven background correction workflows +for Atomic Force Microscopy (AFM) images and image stacks. Each routine applies +an ordered sequence of leveling and masking operations—polynomial plane fits, +line-based drift correction, region-weighted leveling, and iterative refinement— +to improve background flattening across challenging frames. -Ported from the MATLAB NanoLocz library, these routines support a variety of -pre-defined workflows for common scenarios in high-speed and localization AFM. +All routines operate frame-by-frame and reuse the public function contracts of +``pnanolocz_lib.level``, ``pnanolocz_lib.level_weighted``, and +``pnanolocz_lib.thresholder``. Masks follow the *exclusion mask* convention: +``True`` = excluded, ``False`` = valid. Excluded pixels are omitted from fitting +using MATLAB-style NaN-outside semantics (i.e., excluded pixels behave like NaN +during fitting) but are preserved in the output arrays. -Supported Routines +The implementation is a Python port of the MATLAB NanoLocz Library: + https://github.com/George-R-Heath/NanoLocz-Matlab-Library +Original MATLAB code by George Heath, University of Leeds. + +MATLAB alignment +---------------- +This Python version aims for algorithmic and numerical alignment with the MATLAB +reference implementation of ``level_auto.m``. Due to differences in underlying +numerical libraries (NumPy/SciPy vs MATLAB), floating-point behaviour, and +optimizer conditioning, results may not be bit-for-bit identical. Where +relevant, this module documents intentional alignment decisions such as +anisotropy-gated preconditioning and MATLAB-style Gaussian histogram fitting. + +Where in the MATLAB version the Gaussian histograms are fitted using the whole +3D stack, in this Python version each 2D frame is fitted individually because +each frame is processed independently. This is a known deviation from MATLAB +and may be addressed in future versions. + +Available routines ------------------ -- plane-line -- iterative 1nm high -- iterative -1nm low -- iterative high low -- Line1 + Otsu Line2 -- high-low x2 (fit) -- iterative fit holes -- iterative fit peaks -- multi-plane-edges -- multi-plane-otsu - -Usage ------ ->>> from pnanolocz_lib.level_auto import apply_level_auto ->>> result = apply_level_auto( - img_stack, - routine="multi-plane-otsu" - ) +Routines are selected by name via :func:`apply_level_auto` and are defined in +the :data:`ROUTINES` mapping as an ordered list of steps. The supported routines +mirror the MATLAB NanoLocz presets: + +- ``plane-line`` +- ``iterative 1nm high`` +- ``iterative -1nm low`` +- ``iterative high low`` +- ``Line1 + Otsu Line2`` +- ``high-low x2 (fit)`` +- ``iterative fit holes`` +- ``iterative fit peaks`` +- ``multi-plane-edges`` +- ``multi-plane-otsu`` + +Routine mechanics +----------------- +Each step is one of the following: -Parameters ----------- -Refer to `apply_level_auto` docstring below for detailed parameter -descriptions. +- A leveling step via :func:`pnanolocz_lib.level.apply_level` + (e.g., ``plane``, ``line``, ``med_line``, ``mean_plane``). +- A region-weighted leveling step via + :func:`pnanolocz_lib.level_weighted.apply_level_weighted` (e.g., weighted + ``plane`` or weighted ``med_line``). +- A masking step via :func:`pnanolocz_lib.thresholder.apply_thresholder` + which updates the current exclusion mask carried forward to subsequent steps. -Notes ------ -Each routine is defined in the `ROUTINES` dictionary as an ordered list -of steps. -Steps may invoke `level`, `level_weighted`, or `thresholder`, passing -parameters for polynomial orders, threshold bounds, or other options. +Some routines compute histogram bounds from a Gaussian fit to the image value +distribution. These bounds are produced by fitting a MATLAB-style ``gauss1`` +model to a 100-bin histogram using SciPy and then forming thresholds from the +fitted center and width. + +Anisotropy preconditioning +-------------------------- +To match the MATLAB implementation, selected routines may inject a one-off +``med_line`` preconditioning step after a specific trigger (typically +``plane(polyx=1, polyy=1)``). The injection is gated by an anisotropy ratio +computed from the standard deviation of row-mean and column-mean profiles. +Policies are defined in :data:`PRECOND_POLICIES`. + +Stacks +------ +Functions operate on single images with shape ``(H, W)`` and stacks with shape +``(N, H, W)``. A 2D input is treated as a single-frame stack internally and is +returned as 2D. + +Examples +-------- +>>> from pnanolocz_lib.level_auto import apply_level_auto +>>> leveled = apply_level_auto(stack, routine="multi-plane-otsu") + +>>> img_leveled = apply_level_auto(img, routine="plane-line") Authors ------- George Heath, University of Leeds (2025) -D. E. Rollins, University of Leeds (2025) +Daniel E. Rollins, University of Leeds (2025) -This module is part of the pNanoLocz-Lib Python library for AFM analysis. +This module is part of the ``pNanoLocz-Lib`` Python library for AFM analysis. """ +from collections.abc import Callable, Mapping from typing import Any, Dict, Sequence import numpy as np -from scipy import stats +from numpy.typing import NDArray +from scipy.optimize import curve_fit from pnanolocz_lib.level import apply_level from pnanolocz_lib.level_weighted import apply_level_weighted -from pnanolocz_lib.thresholder import thresholder +from pnanolocz_lib.thresholder import apply_thresholder + +FloatArray = NDArray[np.float64] +BoolArray = NDArray[np.bool_] # Data‑driven routine definitions ROUTINES: Dict[str, Sequence[Dict[str, Any]]] = { @@ -86,7 +135,7 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": [-np.inf, 1], "invert": False, @@ -98,7 +147,19 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, + "method": "histogram", + "args": [-np.inf, 1], + "invert": False, + }, + { + "func": apply_level, + "polyx": 1, + "polyy": 1, + "method": "plane", + }, + { + "func": apply_thresholder, "method": "histogram", "args": [-np.inf, 1], "invert": False, @@ -116,7 +177,7 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": [-np.inf, 1], "invert": False, @@ -143,7 +204,7 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": [-1, np.inf], "invert": False, @@ -155,7 +216,19 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, + "method": "histogram", + "args": [-1, np.inf], + "invert": False, + }, + { + "func": apply_level, + "polyx": 1, + "polyy": 1, + "method": "plane", + }, + { + "func": apply_thresholder, "method": "histogram", "args": [-1, np.inf], "invert": False, @@ -173,7 +246,7 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": [-1, np.inf], "invert": False, @@ -200,7 +273,7 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": [-1, 1], "invert": False, @@ -212,7 +285,19 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, + "method": "histogram", + "args": [-1, 1], + "invert": False, + }, + { + "func": apply_level, + "polyx": 1, + "polyy": 1, + "method": "plane", + }, + { + "func": apply_thresholder, "method": "histogram", "args": [-1, 1], "invert": False, @@ -230,7 +315,7 @@ "method": "plane", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": [-1, 1], "invert": False, @@ -248,7 +333,7 @@ "method": "plane", }, ], - # Line level followered by Otsu threshold and a second line level + # Line level followed by Otsu threshold and a second line level "Line1 + Otsu Line2": [ { "func": apply_level, @@ -257,7 +342,7 @@ "method": "line", }, { - "func": thresholder, + "func": apply_thresholder, "method": "otsu", "args": [], "invert": False, @@ -284,7 +369,7 @@ "method": "med_line", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": ["gauss_fit"], "invert": False, @@ -302,7 +387,7 @@ "method": "med_line", }, ], - # Iterativly fit holes + # Iteratively fit holes "iterative fit holes": [ { "func": apply_level, @@ -317,7 +402,7 @@ "method": "med_line", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": ["gauss_holes"], "invert": False, @@ -335,7 +420,7 @@ "method": "med_line", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": ["gauss_holes"], "invert": False, @@ -368,7 +453,7 @@ "method": "med_line", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": ["gauss_peaks"], "invert": False, @@ -386,7 +471,7 @@ "method": "med_line", }, { - "func": thresholder, + "func": apply_thresholder, "method": "histogram", "args": ["gauss_peaks"], "invert": False, @@ -404,211 +489,491 @@ "method": "line", }, ], - # Multi plane edges level 0uses level_weighted + # Multi plane edges level uses level_weighted "multi-plane-edges": [ + {"func": apply_level, "polyx": 1, "polyy": 1, "method": "plane"}, { - "func": apply_level, - "polyx": 1, - "polyy": 1, - "method": "plane", - }, - { - "func": thresholder, + "func": apply_thresholder, "method": "auto edges", "args": [0, 0], "invert": False, }, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, { - "func": apply_level_weighted, - "polyx": 2, - "polyy": 2, - "method": "plane", - }, - { - "func": thresholder, + "func": apply_thresholder, "method": "auto edges", "args": [-np.inf, np.inf], "invert": False, }, - { - "func": apply_level_weighted, - "polyx": 2, - "polyy": 2, - "method": "plane", - }, - { - "func": apply_level_weighted, - "polyx": 0, - "polyy": 0, - "method": "med_line", - }, - { - "func": thresholder, - "method": "otsu", - "args": [0, 0], - "invert": False, - }, - { - "func": apply_level, - "polyx": 0, - "polyy": 0, - "method": "mean_plane", - }, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, + {"func": apply_level_weighted, "polyx": 0, "polyy": 0, "method": "med_line"}, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, + {"func": apply_level_weighted, "polyx": 0, "polyy": 0, "method": "med_line"}, + {"func": apply_thresholder, "method": "otsu", "args": [0, 0], "invert": False}, + {"func": apply_level, "polyx": 0, "polyy": 0, "method": "mean_plane"}, ], # Multi plane otsu level- uses level weighted "multi-plane-otsu": [ + {"func": apply_level, "polyx": 1, "polyy": 1, "method": "plane"}, { - "func": apply_level, - "polyx": 1, - "polyy": 1, - "method": "plane", - }, - { - "func": thresholder, + "func": apply_thresholder, "method": "otsu edges", "args": [0, 0], "invert": False, }, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, { - "func": apply_level_weighted, - "polyx": 2, - "polyy": 2, - "method": "plane", - }, - { - "func": thresholder, + "func": apply_thresholder, "method": "otsu edges", "args": [0, 0], "invert": False, }, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, { - "func": apply_level_weighted, - "polyx": 2, - "polyy": 2, - "method": "plane", - }, - { - "func": thresholder, + "func": apply_thresholder, "method": "otsu edges", "args": [0, 0], "invert": False, }, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, + {"func": apply_level_weighted, "polyx": 0, "polyy": 0, "method": "med_line"}, { - "func": apply_level_weighted, - "polyx": 2, - "polyy": 2, - "method": "plane", - }, - { - "func": apply_level_weighted, - "polyx": 0, - "polyy": 0, - "method": "med_line", - }, - { - "func": thresholder, - "method": "otsu", + "func": apply_thresholder, + "method": "otsu edges", "args": [0, 0], "invert": False, }, - { - "func": apply_level, - "polyx": 0, - "polyy": 0, - "method": "mean_plane", - }, + {"func": apply_level_weighted, "polyx": 2, "polyy": 2, "method": "plane"}, + {"func": apply_level_weighted, "polyx": 0, "polyy": 0, "method": "med_line"}, + {"func": apply_thresholder, "method": "otsu", "args": [0, 0], "invert": False}, + {"func": apply_level, "polyx": 0, "polyy": 0, "method": "mean_plane"}, ], } +# --- Anisotropy preconditioning policies -------------------------------------- +# A routine may declare that, *after* a specific step (trigger), we compute +# the Y/X anisotropy ratio from the current image and possibly inject a +# med_line precondition with the given polyx (float allowed). +# +# 'gates' are checked in order; for the first gate whose `ratio > factor`, +# we apply med_line(polyx=, polyy=0). For routines with a single gate, +# just provide one pair. +# +# Trigger schema (current use-case): +# 'after_step': {'func': 'apply_level', 'method': 'plane', 'polyx': 1, 'polyy': 1} +# +PRECOND_POLICIES: dict[str, dict[str, Any]] = { + "multi-plane-edges": { + "trigger": { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } + }, + "gates": [ + (7.0, 1.0), # strong preconditioning: med_line(1.0) + (5.0, 0.6), # light preconditioning: med_line(0.6) + ], + "method": "med_line", + }, + "iterative 1nm high": { + "trigger": { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } + }, + "gates": [ + (7.0, 1.0), # strong preconditioning: med_line(1.0) + (5.0, 0.6), # light preconditioning: med_line(0.6) + ], + "method": "med_line", + }, + "iterative -1nm low": { + "trigger": { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } + }, + "gates": [ + (7.0, 1.0), # strong preconditioning: med_line(1.0) + (5.0, 0.6), # light preconditioning: med_line(0.6) + ], + "method": "med_line", + }, + "iterative high low": { + "trigger": { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } + }, + "gates": [ + (7.0, 1.0), # strong preconditioning: med_line(1.0) + (5.0, 0.6), # light preconditioning: med_line(0.6) + ], + "method": "med_line", + }, + "multi-plane-otsu": { + "trigger": { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } + }, + "gates": [ + (5.7, 1.0), # single gate in MATLAB + ], + "method": "med_line", + }, + # Add more routines here as # Add more routines here as needed... +} + + +def _matches_trigger( + func_obj: Callable[..., Any], + params: Mapping[str, Any], + trigger_spec: Mapping[str, Any], +) -> bool: + """ + Match a just-executed step against a preconditioning trigger specification. + + Parameters + ---------- + func_obj : callable + Function used by the executed step (e.g., ``apply_level``). + params : dict + Step parameters excluding ``func`` (e.g., ``{"method": "plane", "polyx": 1}``). + trigger_spec : dict + Trigger specification of the form ``{"after_step": {...}}`` where the + inner mapping may include ``func`` and any subset of step parameters. + + Returns + ------- + match : bool + True if the executed step matches the trigger specification, else False. + + Notes + ----- + - The function compares the trigger's ``func`` against ``func_obj.__name__`` + and compares any remaining key/value pairs against entries in ``params``. + """ + aft = trigger_spec.get("after_step", {}) + # func check + func_name = aft.get("func", None) + if func_name is not None: + # Identify func by symbol (fast) or by name fallback + if func_name == "apply_level" and func_obj.__name__ != "apply_level": + return False + if ( + func_name == "apply_level_weighted" + and func_obj.__name__ != "apply_level_weighted" + ): + return False + # key-value checks inside params (e.g., method='plane', polyx=1, polyy=1) + for k, v in aft.items(): + if k == "func": + continue + if params.get(k) != v: + return False + return True + + +def _compute_anisotropy_ratio(img: FloatArray) -> tuple[float, float, float]: + """ + Compute an anisotropy ratio from the standard deviation of row/column means. + + The ratio is computed as ``std_y / std_x`` where: + ``std_x`` is the standard deviation of the column-mean profile and + ``std_y`` is the standard deviation of the row-mean profile. + + Parameters + ---------- + img : ndarray + 2D image array. NaNs are ignored when computing means and standard + deviations. + + Returns + ------- + std_x : float + Standard deviation of the column means (X-direction profile). + std_y : float + Standard deviation of the row means (Y-direction profile). + ratio : float + ``std_y / std_x`` with guards for ``std_x == 0``. If ``std_x == 0`` and + ``std_y > 0``, ratio is ``inf``; if both are zero, ratio is ``0``. + + Notes + ----- + This mirrors the MATLAB logic used to decide whether to inject a + ``med_line`` preconditioning step. + """ + col_means = np.nanmean(img, axis=0) + row_means = np.nanmean(img, axis=1) + std_x = float(np.nanstd(col_means)) + std_y = float(np.nanstd(row_means)) + if std_x == 0.0: + # Avoid inf; if both are zero, ratio==0; if only X=0 and Y>0, treat as inf. + ratio = 0.0 if std_y == 0.0 else float("inf") + else: + ratio = std_y / std_x + return std_x, std_y, ratio + + +def _maybe_inject_precond( + img: FloatArray, + routine: str, + func_obj: Callable[..., Any], + params: Mapping[str, Any], + injected: bool, + *, + apply_level_fn: Callable[..., FloatArray] | None = None, + debug: bool = False, +) -> tuple[FloatArray, bool]: + """ + Inject a preconditioning leveling step when a routine-specific gate fires. + + If the current routine declares a preconditioning policy and the just-run + step matches its trigger, this function computes the anisotropy ratio and + applies the first gate that passes by injecting a ``med_line`` step. + + Parameters + ---------- + img : ndarray + Current 2D image state after executing the step under consideration. + routine : str + Routine name used to look up a policy in ``PRECOND_POLICIES``. + func_obj : Any + Function object for the executed step (e.g., ``apply_level``). + params : dict + Parameters used for the executed step (excluding ``func``). + injected : bool + Whether a preconditioning step has already been injected for this frame. + If True, no further injections occur. + apply_level_fn : callable, optional + Dependency injection hook for testing. If not provided, ``apply_level`` + is imported lazily. + debug : bool, default False + If True, print diagnostic messages about the decision and injection. + + Returns + ------- + img_out : ndarray + Image, possibly modified by an injected preconditioning step. + injected_out : bool + Updated injection flag. + + Notes + ----- + - At most one preconditioning injection is performed per frame. + - The injected call uses ``mask=None`` to mimic the MATLAB preconditioning + behavior (preconditioning is based on global structure, not masking). + """ + if injected: + return np.asarray(img, dtype=np.float64), True + + policy = PRECOND_POLICIES.get(routine) + if policy is None: + return img, False + + trigger = policy.get("trigger", {}) + if not _matches_trigger(func_obj, params, trigger): + return img, False + + std_x, std_y, ratio = _compute_anisotropy_ratio(img) + if debug: + print( + f"[auto] routine={routine} post-plane(1,1) ratio={ratio:.3f} (std_y={std_y:.3g}, std_x={std_x:.3g})" # noqa + ) + + gates = policy.get("gates", []) + method = policy.get("method", "med_line") + # iterate gates in order; first winner applies + for factor, polyx_value in gates: + if ratio > factor: + fn: Callable[..., FloatArray] + if apply_level_fn is None: + from pnanolocz_lib.level import apply_level as _apply_level + + fn = _apply_level + else: + fn = apply_level_fn + + img = fn(img, polyx=polyx_value, polyy=0, method=method, mask=None) + + if debug: + print( + f"[auto] precond applied: {method}(polyx={polyx_value}) for ratio>{factor}" # noqa + ) + + return img, True + + if debug: + print("[auto] precond not applied (no gate passed)") + return np.asarray(img, dtype=np.float64), False + + +def _gauss1_model( + x: FloatArray, + a1: float, + b1: float, + c1: float, +) -> FloatArray: + """ + Evaluate a MATLAB-style single-Gaussian model used for histogram fitting. + + Parameters + ---------- + x : ndarray + Histogram bin centers. + a1, b1, c1 : float + MATLAB ``gauss1`` parameters: ``a1 * exp(-((x - b1)^2) / c1^2)``. + + Returns + ------- + y : ndarray + Model values at ``x``. + """ + # MATLAB gauss1: a1 * exp(-((x - b1)^2) / c1^2) + return np.asarray(a1 * np.exp(-((x - b1) ** 2) / (c1**2)), dtype=np.float64) + + def _compute_gauss_limits( image: np.ndarray[Any, np.dtype[np.float64]], kind: str ) -> tuple[float, float]: """ - Compute intensity threshold limits from a Gaussian fit to the image data. + Compute threshold bounds by fitting a MATLAB-style Gaussian to a histogram. + + This function replicates the MATLAB pattern: + ``[hy, x] = hist(double(t(:)), 100); gfit = fit(x', hy', 'gauss1')`` and then + forms bounds from the fitted center and width. NaNs in the image are ignored. Parameters ---------- - image : np.ndarray - 2D image array from which to compute Gaussian-based thresholds. NaN - values are ignored. + image : ndarray + 2D image used to derive histogram-based Gaussian limits. NaNs are ignored. kind : str - Type of Gaussian thresholding to apply. Must be one of: - - 'gauss_fit' : Return symmetric limits around the - mean (mu ± 1.5 * sigma). - - 'gauss_holes' : Return lower-bound threshold (mu - 1.5 * sigma, ∞), - for dark features. - - 'gauss_peaks' : Return upper-bound threshold (-∞, mu + 1.5 * sigma), - for bright features. + Gaussian limit policy to apply. Must be one of: + + - ``'gauss_fit'`` : symmetric limits ``(b1 - 1.5*c1, b1 + 1.5*c1)`` + - ``'gauss_holes'`` : low limit for dark features ``(b1 - 1.5*c1, +inf)`` + - ``'gauss_peaks'`` : high limit for bright features ``(-inf, b1 + 1.5*c1)`` Returns ------- - limits : tuple of float - The (low, high) threshold bounds based on the Gaussian fit. + low, high : float + The computed intensity bounds. Raises ------ ValueError - If `kind` is not a recognized thresholding type. + If ``kind`` is not recognized. Notes ----- - The method fits a single normal distribution to the image values using - `scipy.stats.norm.fit`, then derives bounds based on 1.5 standard - deviations from the mean. Useful for automatic intensity-based masking. - - Examples - -------- - >>> low, high = _compute_gauss_limits(img, 'gauss_peaks') - >>> mask = (img >= low) & (img <= high) + - The fit is performed using ``scipy.optimize.curve_fit`` on a 100-bin + histogram of the finite image values, using the model + ``a1 * exp(-((x - b1)^2) / c1^2)`` (MATLAB ``gauss1``). + - These limits are intended for use with the histogram thresholder step. """ # flatten and drop NaNs data = image.ravel() data = data[~np.isnan(data)] - # fit a single gaussian (mean, std) - mu, sigma = stats.norm.fit(data) - delta = 1.5 * sigma + bins = 100 + # 100-bin histogram like MATLAB's hist(double(t(:)),100) + hy, edges = np.histogram(data, bins=bins) + # Bin centers to match MATLAB's 'x' returned by hist + x = 0.5 * (edges[:-1] + edges[1:]) + + if not np.any(hy): + # fallback in pathological cases + mu = float(np.nanmean(data)) if data.size else 0.0 + c1 = float(np.nanstd(data)) * np.sqrt(2) if data.size else 1.0 + b1 = mu + else: + # Initial guesses matter for stable fits + a0 = float(hy.max()) + b0 = float(np.mean(data)) + # Note: choose c0 so that sigma ≈ c1/√2 initially (not critical, just stable) + c0 = float(np.std(data)) * np.sqrt(2) if data.size else 1.0 + # Fit gauss1 to histogram centers vs counts + popt, _ = curve_fit( + _gauss1_model, + x, + hy.astype(float), + p0=[a0, b0, c0], + maxfev=10000, + ) + a1, b1, c1 = popt + + delta = 1.5 * c1 if kind == "gauss_fit": - return mu - delta, mu + delta + low, high = b1 - delta, b1 + delta elif kind == "gauss_holes": - # holes = low side only - return mu - delta, np.inf + low, high = b1 - delta, np.inf elif kind == "gauss_peaks": - # peaks = high side only - return -np.inf, mu + delta + low, high = -np.inf, b1 + delta else: raise ValueError(f"Unknown fit kind {kind!r}") + return float(low), float(high) + def apply_level_auto( img_stack: np.ndarray[Any, np.dtype[np.float64]], routine: str, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Apply leveling "routines" across specified frames of an AFM image stack. + Apply an automated leveling routine to each frame of an AFM image stack. Parameters ---------- img_stack : ndarray - AFM image stack. Shape can be (H, W) or (N, H, W). + AFM image input with shape ``(H, W)`` (single image) or ``(N, H, W)`` + (stack). The output has the same shape as the input. routine : str - Name of a routine defined in ROUTINES. + Name of a routine defined in ``ROUTINES`` (e.g., ``'multi-plane-otsu'``). Returns ------- result : ndarray - Same shape as img_stack (2D or 3D), with selected frames leveled. + Leveled image or stack with the same shape as ``img_stack``. Raises ------ ValueError - If the specified routine is not found or input shape is invalid. - IndexError - If any frame index is out of bounds. + If ``img_stack`` is not 2D/3D or if ``routine`` is not found in + ``ROUTINES``. + + Notes + ----- + - Each routine is an ordered list of steps. Steps may call ``apply_level``, + ``apply_level_weighted``, or ``apply_thresholder``. + - Thresholding steps compute an *exclusion mask* (``True = excluded``, + ``False = valid``) which is carried forward and passed to subsequent + leveling steps until replaced by a later thresholding step. + - Preconditioning (anisotropy-gated ``med_line``) is applied at most once + per frame according to ``PRECOND_POLICIES``. + - Gaussian-derived histogram bounds are computed by fitting a single + Gaussian to a 100-bin histogram (MATLAB ``gauss1``-style) via + ``_compute_gauss_limits`` when a thresholder step declares ``args=['gauss_*']``. + - The Gaussian-derived histogram bounds are calculated for each frame rather + than globally across the stack, diverging from MATLAB behavior. """ img_stack = np.asarray(img_stack) - if img_stack.ndim == 2: img_stack = img_stack[np.newaxis, :, :] was_2d = True @@ -624,51 +989,56 @@ def apply_level_auto( result = img_stack.copy() steps = ROUTINES[routine] - frames = range(img_stack.shape[0]) for i in frames: img = result[i] mask = None + injected_precond = False - for step in steps: + for _idx, step in enumerate(steps): func = step["func"] params = {k: v for k, v in step.items() if k != "func"} - if func is thresholder: + + if func is apply_thresholder: method = params["method"] args = params.get("args", None) invert = params.get("invert", False) - - # Intercept any ["gauss_*"] args + # Intercept Gaussian-derived bounds if ( isinstance(args, (list, tuple)) and len(args) == 1 + and isinstance(args[0], str) and args[0].startswith("gauss_") ): low, high = _compute_gauss_limits(img, args[0]) - mask = thresholder(img, method, (low, high), invert=invert) + mask = apply_thresholder(img, method, (low, high), invert=invert) else: - mask = thresholder(img, method, args, invert=invert) - - # squeeze away any extra frame axis: + mask = apply_thresholder(img, method, args, invert=invert) if mask.ndim == 3 and mask.shape[0] == 1: mask = mask[0] - else: - img = func( - img, - mask=mask, - **{ - k: v - for k, v in params.items() - if k not in ("args", "invert") # noqa - }, - ) - - result[i] = img - - if was_2d: - return np.asarray(result[0]) - return np.asarray(result) + continue # go to next step + + # Generic path for all other steps (unchanged) + img = func( + img, + mask=mask, + **{k: v for k, v in params.items() if k not in ("args", "invert")}, + ) + + # Preconditioning (your existing logic) + img, injected_precond = _maybe_inject_precond( + img, + routine, + func_obj=func, + params=params, + injected=injected_precond, + debug=False, + ) + + result[i] = img + + return np.asarray(result[0]) if was_2d else np.asarray(result) __all__ = ["apply_level_auto", "ROUTINES"] diff --git a/src/pnanolocz_lib/level_weighted.py b/src/pnanolocz_lib/level_weighted.py index 44a7829..5d3dbdd 100644 --- a/src/pnanolocz_lib/level_weighted.py +++ b/src/pnanolocz_lib/level_weighted.py @@ -7,10 +7,29 @@ (AFM) images, enabling correction of multi-region drift, structured background, and non-uniform masking effects. +All public leveling functions accept an *exclusion mask* (same convention as +``pnanolocz_lib.thresholder``): ``True`` = excluded, ``False`` = valid. Excluded +pixels are omitted from region formation and fitting using MATLAB-style NaN-outside +semantics (i.e., excluded pixels behave like NaN during fitting) but are +preserved in the output array. + +The implementation is a Python port of the MATLAB NanoLocz Library: + https://github.com/George-R-Heath/NanoLocz-Matlab-Library +Original MATLAB code by George Heath, University of Leeds. + The original Nanolocz-lib script was adapted from FindSteps.m and PolyfitLineMasked.m scripts from the SPIW project () and combined with NanoLocz leveling methods. +MATLAB alignment +---------------- +This Python version aims for algorithmic and numerical alignment with the MATLAB +reference implementation. Due to differences in underlying numerical libraries +(NumPy/SciPy vs MATLAB), polynomial conditioning, floating-point behaviour, and +edge-case handling, results may not be bit-for-bit identical. Where relevant, +functions document any intentional deviations adopted to match the reference +NanoLocz outputs. + Supported Leveling Methods -------------------------- - 'plane' : Region-weighted polynomial plane subtraction in X and Y. @@ -19,12 +38,24 @@ - 'med_line_y' : Region-weighted column-wise median line flattening. - 'smed_line' : Region-weighted smoothed median line subtraction. -Typical usage involves calling the :func:`apply_level_weighted` dispatcher with -an AFM image (2D) or a stack (3D) and choosing one of the methods above. +Dispatcher and usage +-------------------- +The primary entry point is the ``apply_level_weighted`` function, which dispatches to +the appropriate weighted leveling routine based on the requested method and applies +it frame-by-frame if a 3D stack is provided. All methods accept an optional +exclusion mask, where excluded pixels are excluded from fitting operations but +preserved in the output. + +Stacks +------ +Functions operate on single images with shape ``(H, W)`` and stacks with shape +``(N, H, W)``, processing stacks frame-by-frame. If a 2D mask is provided for a +single image it is used directly; for stacks, masks must match the stack shape +(or be promoted appropriately by the dispatcher). Examples -------- ->>> from pnanolocz_lib.filters.level_weighted import apply_level_weighted +>>> from pnanolocz_lib.level_weighted import apply_level_weighted >>> leveled = apply_level_weighted(img, polyx=2, polyy=1, method='plane', mask=mask) Authors @@ -47,71 +78,83 @@ # --------------------- -def _center_scale_indices( - indices: np.ndarray[Any, np.dtype[np.float64]], -) -> tuple[np.ndarray[Any, np.dtype[np.float64]], float, float]: - """Center and scale a 1-D index array. +def _validity_mask( + arr: np.ndarray[Any, np.dtype[np.float64]], + mask_excl: np.ndarray[Any, np.dtype[np.bool_]] | None, + *, + name: str = "mask", +) -> np.ndarray[Any, np.dtype[np.bool_]]: + """ + Convert an exclusion mask into a finite-aware validity mask. Parameters ---------- - indices - 1-D integer index positions (e.g. column or row indices). + arr : ndarray + 2D image frame used to determine finite pixels. + mask_excl : ndarray of bool, optional + Exclusion mask with the same shape as `arr`. + True = excluded pixel, False = valid pixel. + If None, validity is determined only by finiteness of `arr`. + name : str, default "mask" + Name used in error messages when validating the mask shape. Returns ------- - std_indices : np.ndarray - Centered and scaled indices (float). - centroid : float - Mean of the original indices. - scale : float - Sample standard deviation (ddof=1) of the original indices; guaranteed - non-zero (defaults to 1.0 when degenerate). + m_valid : ndarray of bool + Validity mask where True indicates a pixel is valid for fitting and + False indicates it is excluded or non-finite. + + Notes + ----- + - Non-finite pixels in `arr` are always marked invalid, regardless of mask. + - This function enforces the module-wide contract that public masks are + exclusion masks (True = excluded), while internal computations typically + operate on validity masks (True = valid). """ - if indices.size == 0: - return indices.astype(float), 0.0, 1.0 + finite = np.isfinite(arr) - centroid = float(indices.mean()) - scale = float(indices.std(ddof=1)) if indices.size > 1 else 1.0 - if scale == 0: - scale = 1.0 - std_indices = (indices - centroid) / scale - return std_indices, centroid, scale + if mask_excl is None: + return np.asarray(finite, dtype=np.bool_) + + m_excl = np.asarray(mask_excl, dtype=np.bool_) + if m_excl.shape != arr.shape: + raise ValueError( + f"{name} shape {m_excl.shape} must match img shape {arr.shape}" + ) + + return np.asarray((~m_excl) & finite, dtype=np.bool_) def _polyfit_centered( x: np.ndarray[Any, np.dtype[np.float64]], y: np.ndarray[Any, np.dtype[np.float64]], order: int, -) -> tuple[np.ndarray[Any, np.dtype[np.float64]], Tuple[float, float]]: - """Fit polynomial to ``y`` vs ``x`` after centering and scaling ``x``. +) -> tuple[np.ndarray[Any, np.dtype[np.float64]], tuple[float, float]]: + """ + Fit polynomial to y vs x after centering and scaling x. - This tries to replicate the MATLAB polyfit function. - - Parameters - ---------- - x : np.ndarray - 1-D positions used as the independent variable. - y : np.ndarray - 1-D values (dependent variable). - order : int - Polynomial order. + Equivalent to MATLAB polyfit with mu output. Returns ------- - coeffs : np.ndarray - Coefficients in decreasing power order compatible with ``np.polyval``. - (centroid, scale) : tuple - The centering and scaling applied to ``x`` (so evaluation may use the - same parameters). + coeffs: polynomial coefficients (highest power first) + (centroid, scale): centering and scaling applied to x """ if x.size == 0 or y.size == 0 or x.size <= order: return np.zeros(order + 1, dtype=float), (0.0, 1.0) - std_x, centroid, scale = _center_scale_indices(x) + centroid = float(np.nanmean(x)) + scale = float(np.nanstd(x, ddof=1)) if x.size > 1 else 1.0 + if scale == 0: + scale = 1.0 + + std_x = (x - centroid) / scale + with warnings.catch_warnings(): warnings.simplefilter("ignore", RankWarning) coeffs = np.polyfit(std_x, y, order) - return coeffs, (centroid, scale) + + return np.asarray(coeffs, dtype=np.float64), (centroid, scale) def _polyval_centered( @@ -137,33 +180,62 @@ def _polyval_centered( if scale == 0: scale = 1.0 std_points = (points - centroid) / scale - return np.polyval(coeffs, std_points) + return np.asarray(np.polyval(coeffs, std_points), dtype=np.float64) def _find_regions( mask: np.ndarray[Any, np.dtype[np.bool_]], min_area: int ) -> List[np.ndarray[Any, np.dtype[np.int64]]]: - """Find connected foreground regions and return their flat indices. + """ + Replicate MATLAB bwconncomp(mask,8) + MATLAB min_area filtering. Parameters ---------- - mask : np.ndarray - Boolean mask where True indicates foreground. + mask : ndarray(bool) + True = foreground (same semantic as MATLAB `imgt ~= 0`). min_area : int - Minimum number of pixels for a region to be kept. + Compute min_area exactly as MATLAB does: + max(1, floor(0.01 * H * W)). This keeps Python and MATLAB aligned. Returns ------- - regions : list of np.ndarray - Each element is a 1-D array of flat indices for that region. + regions : list of 1-D np.ndarray of dtype int + Each element is a flat index array (row-major / numpy.ravel order) + describing the pixels in that region. This matches the layout used + elsewhere in the python port (so `region_masked.flat[flat_idx] = ...` + behaves correctly). """ + # 8-connectivity structure (exactly like MATLAB bwconncomp(mask,8)) structure = np.ones((3, 3), dtype=int) labeled, num_features = ndimage.label(mask, structure=structure) + + # compute MATLAB-style minimum area + h, w = mask.shape + if min_area is None: + min_area = max(1, int(np.floor(0.01 * (h * w)))) + + # areas: sum of True values for each label (labels 1..num_features) + # ndimage.sum returns results in label order + if num_features == 0: + return [] + + areas = ndimage.sum(mask, labeled, index=np.arange(1, num_features + 1)) + + # keep labels that satisfy MATLAB's >= min_area + keep_labels = [ + lab + for lab, area in zip(range(1, num_features + 1), areas, strict=False) + if area >= min_area + ] + + # produce flat indices for each kept label (row-major to match numpy.flat) regions: List[np.ndarray[Any, np.dtype[np.int64]]] = [] - for lab in range(1, num_features + 1): - flat_idx = np.flatnonzero(labeled.ravel() == lab) - if flat_idx.size >= min_area: - regions.append(flat_idx) + for lab in keep_labels: + rows_idx, cols_idx = np.where(labeled == lab) + # build flat indices in numpy order (row-major) + flat_idx = np.ravel_multi_index((rows_idx, cols_idx), mask.shape, order="C") + regions.append(flat_idx.astype(np.int64)) + return regions @@ -179,31 +251,50 @@ def level_weighted_plane( polyy: int, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Region-weighted polynomial plane subtraction along X and Y. + Subtract a region-weighted polynomial plane fitted along rows and columns. - The function computes per-region polynomial fits of the mean profile in the - X- and Y-directions and forms a weighted average of those per-region fits - (weights proportional to region pixel counts). The combined plane is - subtracted from ``img``. + This method reproduces the NanoLocz MATLAB ``level_weighted(...,'plane')`` + behavior by fitting polynomials to per-region mean intensity profiles in + the X-direction (column means) and Y-direction (row means), then forming a + weighted average of the per-region polynomial models. Weights are + proportional to region pixel count and are zeroed for regions contributing + less than 2% of the total included area. Parameters ---------- - img : np.ndarray - 2-D AFM image. - regions : list of np.ndarray - List of flat index arrays describing foreground regions. - polyx, polyy : int - Polynomial orders for the X (columns) and Y (rows) directions. + img : ndarray + 2D AFM image with shape ``(H, W)``. Values must be finite to contribute + to fitting; non-finite values are treated as excluded. + regions : list of ndarray + Foreground regions as flat indices (NumPy row-major / ``order='C'``). + Regions are typically computed from the validity mask (included pixels) + using 8-connectivity, mirroring MATLAB ``bwconncomp(mask, 8)``. + polyx : int + Polynomial order used for the X-direction fit (column profile). + polyy : int + Polynomial order used for the Y-direction fit (row profile). Returns ------- - np.ndarray - The leveled image (float64). + leveled : ndarray + Leveled image with the same shape as ``img`` and dtype ``float64``. + + Notes + ----- + - Region weights are computed as ``w_i / sum(w)`` and then thresholded with + ``W_i = 0`` for ``W_i <= 0.02`` (MATLAB behavior). Weights are not + renormalized after thresholding. + - Polynomial fits use centering/scaling (MATLAB ``polyfit`` ``mu`` output) + so that evaluation can reproduce MATLAB-style numerical conditioning. """ rows, cols = img.shape img_f = np.asarray(img, dtype=float) n_regions = len(regions) + + if n_regions == 0: + return np.asarray(img_f.copy(), dtype=np.float64) + region_pixel_counts = np.zeros(n_regions, dtype=float) x_poly_list: List[np.ndarray[Any, np.dtype[np.float64]]] = [] @@ -218,7 +309,8 @@ def level_weighted_plane( # Nanolocz- build regionMatrix (here region_masked) region_masked = np.full(img_f.shape, np.nan, dtype=float) region_masked.flat[region_indices] = img_f.flat[region_indices] - region_pixel_counts[i] = region_indices.size # w(i) in Nanolocz + # w(i) in MATLAB Nanolocz George says w is weighting + region_pixel_counts[i] = region_indices.size # X-direction: mean of each column within region with warnings.catch_warnings(): @@ -270,11 +362,6 @@ def level_weighted_plane( # Exclude regions with less that 2% area weights = np.where(weights > 0.02, weights, 0.0) - if weights.sum() == 0: - weights = region_pixel_counts / ( - region_pixel_counts.sum() if region_pixel_counts.sum() > 0 else 1.0 - ) - # Pad coefficient arrays to the same length then take weighted sum max_len_x = max((p.size for p in x_poly_list), default=0) max_len_y = max((p.size for p in y_poly_list), default=0) @@ -287,7 +374,7 @@ def level_weighted_plane( axis=1, ) - weighted_x_coeffs = (x_poly_arr * weights[None, :]).sum(axis=1) + weighted_x_coeffs = (x_poly_arr * weights[None, :]).sum(axis=1) # x_poly_arr is W weighted_y_coeffs = (y_poly_arr * weights[None, :]).sum(axis=1) weighted_x_centroid = (np.array(x_centroid_list) * weights).sum() weighted_x_scale = (np.array(x_scale_list) * weights).sum() @@ -314,463 +401,386 @@ def level_weighted_line( polyy: int, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Region-weighted per-row and per-column polynomial leveling. - - This function removes large-scale background trends from an image by fitting - per-row and/or per-column polynomials to user-provided regions, then - subtracting the region-weighted background from the image. - - For each region, a polynomial is fit independently to each row (if - ``polyx > 0``) and/or each column (if ``polyy > 0``) using only pixels - inside that region. The polynomial coefficients and the centering parameters - (mean and scale) for each row/column are aggregated across regions using - weights proportional to the per-row/column counts of valid pixels in each - region. Extremely small weights (< 0.02) are nulled to reduce noise; rows or - columns whose weights zero out are reweighted by raw pixel counts. The - resulting weighted polynomial background is evaluated and subtracted from - the image (rows first, then columns if both are enabled). + Subtract a region-weighted polynomial line background along rows and columns. + + This method reproduces the NanoLocz MATLAB ``level_weighted(...,'line')`` + behavior by fitting polynomials within each region separately for each row + (X-direction) and/or each column (Y-direction), then combining per-region + fits using per-row (or per-column) weights proportional to the number of + region pixels present in that row/column. Regions contributing less than + 2% of the row/column support are excluded from the weighted sum. Parameters ---------- - img : ndarray of float64, shape (H, W) - Input image to level. - regions : list of 1D ndarray of int64 - A list of flat (ravelled) indices specifying disjoint or overlapping - regions within ``img``. Each array contains indices into - ``np.ravel(img)`` (i.e., C-order flattening). Only pixels belonging to a - given region are used to fit that region's per-row/column polynomials. + img : ndarray + 2D AFM image with shape ``(H, W)``. + regions : list of ndarray + Foreground regions as flat indices (NumPy row-major / ``order='C'``). polyx : int - Polynomial degree for row-wise fitting. If ``polyx <= 0``, no row-wise - leveling is performed. + Polynomial order for row-wise fits (X-direction). If ``polyx <= 0``, + no row-wise correction is applied. polyy : int - Polynomial degree for column-wise fitting. If ``polyy <= 0``, no - column-wise leveling is performed. + Polynomial order for column-wise fits (Y-direction). If ``polyy <= 0``, + no column-wise correction is applied. Returns ------- - ndarray of float64, shape (H, W) - The leveled image. If both ``polyx > 0`` and ``polyy > 0``, the result is - the input with the row-wise background subtracted first, followed by the - column-wise background subtraction. + leveled : ndarray + Leveled image with the same shape as ``img`` and dtype ``float64``. Notes ----- - - For each row/column and region, polynomial fitting is performed on the - coordinate positions that have valid pixels within the region. A fit - requires at least ``degree + 2`` valid points; otherwise, a neutral - centering ``(0.0, 1.0)`` is recorded and coefficients are left at zero - for that row/column in that region. - - Region aggregation uses normalized pixel-count weights per row/column. - Weights below 0.02 are set to 0 to suppress weak regions; if all weights - become zero for a given row/column, raw pixel-count normalization is used - as a fallback. - - Polynomial evaluation is done with centered/scaled coordinates obtained - from each fit (mean, scale) aggregated across regions using the same - weights as for the coefficients. - - This function relies on helper routines - ``_polyfit_centered(x, y, degree) -> (coeffs, (mean, scale))`` and - ``_polyval_centered(coeffs, (mean, scale), x) -> y``. - - Examples - -------- - >>> H, W = 128, 256 - >>> img = np.random.randn(H, W).astype(float) - >>> # Define two rectangular regions via flat indices - >>> r1 = np.ravel_multi_index( - ... np.mgrid[10:60, 20:120].reshape(2, -1), dims=img.shape, order='C' - ... ) - >>> r2 = np.ravel_multi_index( - ... np.mgrid[70:120, 100:220].reshape(2, -1), dims=img.shape, order='C' - ... ) - >>> leveled = level_weighted_line(img, [r1, r2], polyx=2, polyy=1) + - Fitting uses 1-based coordinates for evaluation grids (``1..W`` and + ``1..H``) to match MATLAB indexing conventions used in the reference + implementation. + - After computing weighted coefficients per row/column, the constant term + is set to zero (MATLAB behavior: ``px_w(:,end)=0`` / ``py_w(:,end)=0``). + - Rows/columns whose synthesized background contains NaNs are set to 0 + before subtraction (MATLAB update noted: "set line fit NaNs = 0"). """ - rows, cols = img.shape img_f = np.asarray(img, dtype=float) - - leveled_image = img_f.copy() - - # Row-wise polynomial fitting per region - if polyx > 0 and len(regions) > 0: - # MATLAB: px{k}(ii, i) -> per-row polynomial coefficients per region - # Python: we store a (rows, polyx+1) array per region, then stack to (rows, - # polyx+1, n_regions) - row_coeffs_regions: List[np.ndarray[Any, np.dtype[np.float64]]] = [] - # MATLAB Nanolocz-lib: mux{1}(ii, i) and mux{2}(ii, i) -> centering (mean, - # scale) per row and region - # Python: store as (rows, 2) per region, then combine with weights - row_centering_regions: List[np.ndarray[Any, np.dtype[np.float64]]] = [] - # MATLAB: w(ii, i) -> per-row valid-pixel counts per region - # (row_pixel_counts_regions) - # Python: store as (rows,) per region; later stack to (rows, n_regions) - row_pixel_counts_regions: List[np.ndarray[Any, np.dtype[np.float64]]] = [] - - for region_indices in regions: - region_masked = np.full(img_f.shape, np.nan, dtype=float) - region_masked.flat[region_indices] = img_f.flat[region_indices] - - coeffs_for_rows = np.zeros( - (rows, polyx + 1), dtype=float - ) # coeffs_for_rows ~ MATLAB Nanolocz-lib px{k} matrices collected by k - centering_for_rows = np.zeros((rows, 2), dtype=float) # - pixel_counts_per_row = np.zeros(rows, dtype=float) - - for row_idx in range(rows): - valid_columns = ~np.isnan(region_masked[row_idx, :]) - pixel_counts_per_row[row_idx] = valid_columns.sum() - - if valid_columns.sum() > polyx + 1: - col_positions = np.flatnonzero(valid_columns).astype(float) - values = img_f[row_idx, valid_columns] - coeffs, centering = _polyfit_centered(col_positions, values, polyx) - coeffs_for_rows[row_idx, : coeffs.size] = coeffs - centering_for_rows[row_idx, :] = centering + rows, cols = img_f.shape + n_regions = len(regions) + r = img_f.copy() + + # ----- X direction (rows) ----- + if polyx > 0: + w_rows = np.zeros((rows, n_regions), dtype=float) + px_coeffs = np.zeros((rows, polyx + 1, n_regions), dtype=float) + mux_centroid = np.zeros((rows, n_regions), dtype=float) + mux_scale = np.ones((rows, n_regions), dtype=float) + + for i, region_idx in enumerate(regions): + region_masked = np.full((rows, cols), np.nan) + region_masked.flat[region_idx] = img_f.flat[region_idx] + for rr in range(rows): + pos = ~np.isnan(region_masked[rr, :]) + w_rows[rr, i] = pos.sum() + if pos.sum() > polyx + 1: + # >>> 1-based indices <<< + xl = (np.flatnonzero(pos) + 1).astype(float) + xf = img_f[rr, pos].astype(float) + coeffs, (cent, sc) = _polyfit_centered(xl, xf, polyx) + px_coeffs[rr, :, i] = coeffs + mux_centroid[rr, i] = cent + mux_scale[rr, i] = sc if sc != 0 else 1.0 else: - centering_for_rows[row_idx, :] = (0.0, 1.0) - - row_coeffs_regions.append(coeffs_for_rows) - row_centering_regions.append(centering_for_rows) - row_pixel_counts_regions.append(pixel_counts_per_row) - - row_coeffs_stack = np.stack( - row_coeffs_regions, axis=2 - ) # (rows, poly+1, n_regions) - row_pixel_counts_array = np.stack( - row_pixel_counts_regions, axis=1 - ) # (rows, n_regions) - - total_counts_per_row = row_pixel_counts_array.sum(axis=1, keepdims=True) - row_weights = row_pixel_counts_array / np.where( - total_counts_per_row == 0, 1.0, total_counts_per_row - ) - row_weights = np.where(row_weights > 0.02, row_weights, 0.0) - - zero_weight_rows = row_weights.sum(axis=1) == 0 - if zero_weight_rows.any(): - row_weights[zero_weight_rows, :] = row_pixel_counts_array[ - zero_weight_rows, : - ] / np.maximum(total_counts_per_row[zero_weight_rows], 1.0) - - row_weights_expanded = row_weights[:, None, :] - weighted_row_coeffs = (row_coeffs_stack * row_weights_expanded).sum(axis=2) - - row_cent0 = np.stack([c[:, 0] for c in row_centering_regions], axis=1) - row_cent1 = np.stack([c[:, 1] for c in row_centering_regions], axis=1) - weighted_row_centroid = (row_cent0 * row_weights).sum(axis=1) - weighted_row_scale = (row_cent1 * row_weights).sum(axis=1) - - # Evaluate row background and subtract - row_background = np.zeros_like(img_f) - col_positions_all = np.arange(cols) - for r_idx in range(rows): - row_background[r_idx, :] = _polyval_centered( - weighted_row_coeffs[r_idx], - ( - weighted_row_centroid[r_idx], - ( - weighted_row_scale[r_idx] - if weighted_row_scale[r_idx] != 0 - else 1.0 - ), - ), - col_positions_all, + px_coeffs[rr, :, i] = 0.0 + mux_centroid[rr, i] = 0.0 + mux_scale[rr, i] = 1.0 + + denom = w_rows.sum(axis=1, keepdims=True) + denom = np.where(denom == 0, 1.0, denom) + W = np.divide(w_rows, denom, out=np.zeros_like(w_rows), where=denom != 0) + W = W * (W > 0.02) # threshold like MATLAB; do not renormalize + + px_w = (px_coeffs * W[:, None, :]).sum(axis=2) + px_w[:, -1] = 0.0 # zero constant term + mu_w_centroid = (mux_centroid * W).sum(axis=1) + mu_w_scale = (mux_scale * W).sum(axis=1) + + xgrid_1b = np.arange(1, cols + 1, dtype=float) + lines_x = np.zeros_like(img_f, dtype=float) + for rr in range(rows): + mu_row = ( + float(mu_w_centroid[rr]), + float(mu_w_scale[rr]) if mu_w_scale[rr] != 0 else 1.0, ) - - leveled_image = img_f - row_background - - # Column-wise polynomial fitting per region - if polyy > 0 and len(regions) > 0: - # IN MATLAB Nanolocz-lib col_coeffs_regions is py - col_coeffs_regions: List[np.ndarray[Any, np.dtype[np.float64]]] = [] - # IN MATLAB Nanolocz-lib col_centering_regions is muy - col_centering_regions: List[np.ndarray[Any, np.dtype[np.float64]]] = [] - # IN MATLAB Nanolocz-lib col_pixel_counts_regions is w - col_pixel_counts_regions: List[np.ndarray[Any, np.dtype[np.float64]]] = [] - - for region_indices in regions: - region_masked = np.full(img_f.shape, np.nan, dtype=float) - region_masked.flat[region_indices] = img_f.flat[region_indices] - - coeffs_for_cols = np.zeros((cols, polyy + 1), dtype=float) - centering_for_cols = np.zeros((cols, 2), dtype=float) - pixel_counts_per_col = np.zeros(cols, dtype=float) - - for col_idx in range(cols): - valid_rows = ~np.isnan(region_masked[:, col_idx]) - pixel_counts_per_col[col_idx] = valid_rows.sum() - - if valid_rows.sum() > polyy + 1: - row_positions = np.flatnonzero(valid_rows).astype(float) - values = img_f[valid_rows, col_idx] - coeffs, centering = _polyfit_centered(row_positions, values, polyy) - coeffs_for_cols[col_idx, : coeffs.size] = coeffs - centering_for_cols[col_idx, :] = centering + lines_x[rr, :] = _polyval_centered(px_w[rr, :], mu_row, xgrid_1b) + r = r - lines_x + + # ----- Y direction (cols) ----- + if polyy > 0: + w_cols = np.zeros((cols, n_regions), dtype=float) + py_coeffs = np.zeros((cols, polyy + 1, n_regions), dtype=float) + muy_centroid = np.zeros((cols, n_regions), dtype=float) + muy_scale = np.ones((cols, n_regions), dtype=float) + + for i, region_idx in enumerate(regions): + region_masked = np.full((rows, cols), np.nan) + region_masked.flat[region_idx] = img_f.flat[region_idx] + for cc in range(cols): + pos = ~np.isnan(region_masked[:, cc]) + w_cols[cc, i] = pos.sum() + if pos.sum() > polyy + 1: + # >>> 1-based indices <<< + yl = (np.flatnonzero(pos) + 1).astype(float) + yf = img_f[pos, cc].astype(float) + coeffs, (cent, sc) = _polyfit_centered(yl, yf, polyy) + py_coeffs[cc, :, i] = coeffs + muy_centroid[cc, i] = cent + muy_scale[cc, i] = sc if sc != 0 else 1.0 else: - centering_for_cols[col_idx, :] = (0.0, 1.0) - - col_coeffs_regions.append(coeffs_for_cols) - col_centering_regions.append(centering_for_cols) - col_pixel_counts_regions.append(pixel_counts_per_col) - - col_coeffs_stack = np.stack( - col_coeffs_regions, axis=2 - ) # (cols, poly+1, n_regions) - col_pixel_counts_array = np.stack( - col_pixel_counts_regions, axis=1 - ) # (cols, n_regions) - - total_counts_per_col = col_pixel_counts_array.sum(axis=1, keepdims=True) - col_weights = col_pixel_counts_array / np.where( - total_counts_per_col == 0, 1.0, total_counts_per_col - ) - col_weights = np.where(col_weights > 0.02, col_weights, 0.0) - - zero_weight_cols = col_weights.sum(axis=1) == 0 - if zero_weight_cols.any(): - col_weights[zero_weight_cols, :] = col_pixel_counts_array[ - zero_weight_cols, : - ] / np.maximum(total_counts_per_col[zero_weight_cols], 1.0) - - col_weights_expanded = col_weights[:, None, :] - weighted_col_coeffs = (col_coeffs_stack * col_weights_expanded).sum(axis=2) - - # After computing weighted_row_coeffs and weighted_col_coeffs - # Force constant term to zero like MATLAB Nanolocz: - weighted_row_coeffs[:, -1] = 0.0 - weighted_col_coeffs[:, -1] = 0.0 - - col_cent0 = np.stack([c[:, 0] for c in col_centering_regions], axis=1) - col_cent1 = np.stack([c[:, 1] for c in col_centering_regions], axis=1) - weighted_col_centroid = (col_cent0 * col_weights).sum(axis=1) - weighted_col_scale = (col_cent1 * col_weights).sum(axis=1) - - # Evaluate column background and subtract - col_background = np.zeros_like(img_f) - row_positions_all = np.arange(rows) - for c_idx in range(cols): - col_background[:, c_idx] = _polyval_centered( - weighted_col_coeffs[c_idx], - ( - weighted_col_centroid[c_idx], - ( - weighted_col_scale[c_idx] - if weighted_col_scale[c_idx] != 0 - else 1.0 - ), - ), - row_positions_all, + py_coeffs[cc, :, i] = 0.0 + muy_centroid[cc, i] = 0.0 + muy_scale[cc, i] = 1.0 + + denom = w_cols.sum(axis=1, keepdims=True) + denom = np.where(denom == 0, 1.0, denom) + W = np.divide(w_cols, denom, out=np.zeros_like(w_cols), where=denom != 0) + W = W * (W > 0.02) + + py_w = (py_coeffs * W[:, None, :]).sum(axis=2) + py_w[:, -1] = 0.0 + mu_w_centroid = (muy_centroid * W).sum(axis=1) + mu_w_scale = (muy_scale * W).sum(axis=1) + + ygrid_1b = np.arange(1, rows + 1, dtype=float) + lines_y = np.zeros_like(img_f, dtype=float) + for cc in range(cols): + mu_col = ( + float(mu_w_centroid[cc]), + float(mu_w_scale[cc]) if mu_w_scale[cc] != 0 else 1.0, ) + lines_y[:, cc] = _polyval_centered(py_w[cc, :], mu_col, ygrid_1b) + r = r - lines_y - leveled_image = leveled_image - col_background - - return np.asarray(leveled_image) + return np.asarray(r, dtype=np.float64) def level_weighted_med_line( - image: np.ndarray[Any, np.dtype[np.float64]], + img: np.ndarray[Any, np.dtype[np.float64]], regions: List[np.ndarray[Any, np.dtype[np.int64]]], ) -> np.ndarray[Any, np.dtype[np.float64]]: - """Region-weighted median line subtraction along image rows. + """ + Subtract a region-weighted row-wise median baseline. - Computes a region-weighted median background per row and subtracts it - from the image. Behaviour mirrors the MATLAB ``med_line`` case but uses - descriptive variable names and NumPy-style docstrings. + This method mirrors the NanoLocz MATLAB ``level_weighted(...,'med_line')`` + behavior. For each region a region-wide background level is computed + (median over region pixels). For each row and region, a row median is + computed over the region pixels in that row; the region background is then + removed to form a per-region row offset. Offsets are combined across + regions using per-row weights proportional to the number of region pixels + contributing in that row. Parameters ---------- - image : np.ndarray - 2-D AFM image (rows * columns). - regions : list of np.ndarray - List of flat-index arrays describing connected foreground regions. + img : ndarray + 2D AFM image with shape ``(H, W)``. + regions : list of ndarray + Foreground regions as flat indices (NumPy row-major / ``order='C'``). Returns ------- - np.ndarray - Row-leveled image (float64). + leveled : ndarray + Leveled image with the same shape as ``img`` and dtype ``float64``. + + Notes + ----- + - For a given row and region, if fewer than 3 region pixels are present, + the per-region row offset falls back to ``-bg_region`` (MATLAB behavior). + - Rows with no coverage from any region are left unchanged. """ - image_float = np.asarray(image, dtype=float) - n_rows, n_cols = image_float.shape + img_f = np.asarray(img, dtype=np.float64) + rows, cols = img_f.shape n_regions = len(regions) - - # Per-row counts and per-row median offsets for each region - per_row_counts = np.zeros((n_rows, n_regions), dtype=float) - per_row_offsets = np.zeros((n_rows, n_regions), dtype=float) - region_baselines = np.zeros(n_regions, dtype=float) - - for r_idx, region_indices in enumerate(regions): - region_masked = np.full(image_float.shape, np.nan, dtype=float) - region_masked.flat[region_indices] = image_float.flat[region_indices] - - region_baselines[r_idx] = np.nanmedian(region_masked) - - for row_idx in range(n_rows): - valid = ~np.isnan(region_masked[row_idx, :]) - per_row_counts[row_idx, r_idx] = valid.sum() - if valid.sum() > 2: - per_row_offsets[row_idx, r_idx] = ( - np.nanmedian(image_float[row_idx, valid]) - region_baselines[r_idx] - ) + if n_regions == 0: + return np.asarray(img_f.copy(), dtype=np.float64) + + # Initialize arrays + w = np.zeros((rows, n_regions), dtype=float) + y1 = np.zeros((rows, n_regions), dtype=float) + bg = np.zeros(n_regions, dtype=float) + + # Compute per-region medians and weights + for i, region_idx in enumerate(regions): + region_masked = np.full((rows, cols), np.nan) + region_masked.flat[region_idx] = img_f.flat[region_idx] + bg[i] = np.nanmedian(region_masked) + for rr in range(rows): + pos = ~np.isnan(region_masked[rr, :]) + w[rr, i] = pos.sum() + if w[rr, i] > 2: + y1[rr, i] = np.nanmedian(img_f[rr, pos]) - bg[i] else: - per_row_offsets[row_idx, r_idx] = -region_baselines[r_idx] - - # Compute normalized weights per row - totals = per_row_counts.sum(axis=1, keepdims=True) - denom = np.where(totals == 0, 1.0, totals) - weights = per_row_counts / denom - weights = np.where(weights > 0.02, weights, 0.0) - - zero_weight_rows = weights.sum(axis=1) == 0 - if zero_weight_rows.any(): - weights[zero_weight_rows, :] = per_row_counts[zero_weight_rows, :] / np.maximum( - denom[zero_weight_rows], 1.0 - ) - - weighted_row_background = (weights * per_row_offsets).sum(axis=1) - has_data = per_row_counts.sum(axis=1) > 0 - - leveled = image_float.copy() - leveled[has_data, :] = ( - image_float[has_data, :] - weighted_row_background[has_data, None] + y1[rr, i] = -bg[i] + + # Compute weighted median profile + W = np.divide( + w, + w.sum(axis=1, keepdims=True), + out=np.zeros_like(w), + where=w.sum(axis=1, keepdims=True) != 0, ) - return np.asarray(leveled) + yf = np.sum(W * y1, axis=1) + pos = w.sum(axis=1) == 0 + r = img_f.copy() + r[~pos, :] = img_f[~pos, :] - yf[~pos, None] + + return np.asarray(r, dtype=np.float64) def level_weighted_med_line_y( - image: np.ndarray[Any, np.dtype[np.float64]], + img: np.ndarray[Any, np.dtype[np.float64]], regions: List[np.ndarray[Any, np.dtype[np.int64]]], ) -> np.ndarray[Any, np.dtype[np.float64]]: - """Region-weighted median line subtraction along image columns. + """ + Subtract a region-weighted column-wise median baseline. + + This method mirrors the NanoLocz MATLAB ``level_weighted(...,'med_line_y')`` + behavior. For each region a region-wide background level is computed + (median over region pixels). For each column and region, a column median + is computed over the region pixels in that column; the region background is + then removed to form a per-region column offset. Offsets are combined + across regions using per-column weights proportional to the number of + region pixels contributing in that column. Parameters ---------- - image : np.ndarray - 2-D AFM image (rows * columns). - regions : list of np.ndarray - List of flat-index arrays describing connected foreground regions. + img : ndarray + 2D AFM image with shape ``(H, W)``. + regions : list of ndarray + Foreground regions as flat indices (NumPy row-major / ``order='C'``). Returns ------- - np.ndarray - Column-leveled image (float64). + leveled : ndarray + Leveled image with the same shape as ``img`` and dtype ``float64``. + + Notes + ----- + - For a given column and region, if fewer than 3 region pixels are present, + the per-region column offset falls back to ``-bg_region`` (MATLAB behavior). + - Columns with no coverage from any region are left unchanged. """ - image_float = np.asarray(image, dtype=float) - n_rows, n_cols = image_float.shape + img_f = np.asarray(img, dtype=float) + rows, cols = img_f.shape n_regions = len(regions) - - per_col_counts = np.zeros((n_cols, n_regions), dtype=float) - per_col_offsets = np.zeros((n_cols, n_regions), dtype=float) - region_baselines = np.zeros(n_regions, dtype=float) - - for r_idx, region_indices in enumerate(regions): - region_masked = np.full(image_float.shape, np.nan, dtype=float) - region_masked.flat[region_indices] = image_float.flat[region_indices] - - region_baselines[r_idx] = np.nanmedian(region_masked) - - for col_idx in range(n_cols): - valid = ~np.isnan(region_masked[:, col_idx]) - per_col_counts[col_idx, r_idx] = valid.sum() - if valid.sum() > 2: - per_col_offsets[col_idx, r_idx] = ( - np.nanmedian(image_float[valid, col_idx]) - region_baselines[r_idx] - ) + if n_regions == 0: + return np.asarray(img_f.copy(), dtype=np.float64) + + w = np.zeros((cols, n_regions), dtype=float) + y1 = np.zeros((cols, n_regions), dtype=float) + bg = np.zeros(n_regions, dtype=float) + + for i, region_idx in enumerate(regions): + region_masked = np.full((rows, cols), np.nan) + region_masked.flat[region_idx] = img_f.flat[region_idx] + bg[i] = np.nanmedian(region_masked) + for cc in range(cols): + pos = ~np.isnan(region_masked[:, cc]) + w[cc, i] = pos.sum() + if w[cc, i] > 2: + y1[cc, i] = np.nanmedian(img_f[pos, cc]) - bg[i] else: - per_col_offsets[col_idx, r_idx] = -region_baselines[r_idx] + y1[cc, i] = -bg[i] - totals = per_col_counts.sum(axis=1, keepdims=True) - denom = np.where(totals == 0, 1.0, totals) - weights = per_col_counts / denom - weights = np.where(weights > 0.02, weights, 0.0) + W = np.divide( + w, + w.sum(axis=1, keepdims=True), + out=np.zeros_like(w), + where=w.sum(axis=1, keepdims=True) != 0, + ) - zero_weight_cols = weights.sum(axis=1) == 0 - if zero_weight_cols.any(): - weights[zero_weight_cols, :] = per_col_counts[zero_weight_cols, :] / np.maximum( - denom[zero_weight_cols], 1.0 - ) + yf = np.sum(W * y1, axis=1) + pos = w.sum(axis=1) == 0 + r = img_f.copy() + r[:, ~pos] = img_f[:, ~pos] - yf[~pos][None, :] + return np.asarray(r, dtype=np.float64) - weighted_col_background = (weights * per_col_offsets).sum(axis=1) - has_data = per_col_counts.sum(axis=1) > 0 - leveled = image_float.copy() - cols_with_data = has_data - leveled[:, cols_with_data] = ( - image_float[:, cols_with_data] - - weighted_col_background[cols_with_data][None, :] - ) - return np.asarray(leveled) +# --- helper: MATLAB-like movmedian (include NaNs), centered, even window --- +def _movmedian_centered_includenan( + x: np.ndarray[Any, np.dtype[np.float64]], + w: int, +) -> np.ndarray[Any, np.dtype[np.float64]]: + """ + Compute a centered moving median with NaN inclusion and symmetric edge shrinking. + + MATLAB movmedian default: include NaNs. Even w: window centered about current & + previous (left=w//2, right=w-w//2). Shrink symmetrically at edges. + """ + n = x.size + out = np.empty(n, dtype=np.float64) + left = w // 2 + right = w - left + for i in range(n): + start = max(0, i - left) + end = min(n, i + right) # end is exclusive + win = x[start:end] + # include NaNs => if any NaN in window, median becomes NaN (like MATLAB default) + out[i] = np.median(win) + return np.asarray(out, dtype=np.float64) def level_weighted_smed_line( - image: np.ndarray[Any, np.dtype[np.float64]], + img: np.ndarray[Any, np.dtype[np.float64]], regions: List[np.ndarray[Any, np.dtype[np.int64]]], smoothing_window: int = 10, ) -> np.ndarray[Any, np.dtype[np.float64]]: - """Region-weighted smoothed median line subtraction along rows. + """ + Subtract a smoothed region-weighted row-wise median baseline. - Computes a weighted median profile per row and then subtracts the difference - between that profile and a moving-median-smoothed version of it (MATLAB - ``smed_line`` behaviour). + This method mirrors the NanoLocz MATLAB ``level_weighted(...,'smed_line')`` + behavior. It first computes a region-weighted per-row baseline using row + medians (without subtracting the per-region background in the main path), + then applies a centered moving-median smoothing operation to that baseline + before subtracting it from the image. Parameters ---------- - image : np.ndarray - 2-D AFM image (rows * columns). - regions : list of np.ndarray - List of flat-index arrays describing connected foreground regions. - smoothing_window : int, optional - Window length for moving-median smoothing (default 10). + img : ndarray + 2D AFM image with shape ``(H, W)``. + regions : list of ndarray + Foreground regions as flat indices (NumPy row-major / ``order='C'``). + smoothing_window : int, default 10 + Window length for the moving-median smoothing of the baseline. The + implementation follows MATLAB ``movmedian`` defaults: include NaNs and + use a centered window with MATLAB's even-window convention. Returns ------- - np.ndarray - Smoothed-median-leveled image. + leveled : ndarray + Leveled image with the same shape as ``img`` and dtype ``float64``. + + Notes + ----- + - NaNs produced during smoothing are replaced with 0 prior to subtraction + (consistent with the MATLAB-style "NaNs -> 0" handling in this workflow). + - Rows with no region coverage are left unchanged. """ - image_float = np.asarray(image, dtype=float) - n_rows, n_cols = image_float.shape + img_f = np.asarray(img, dtype=float) + rows, cols = img_f.shape n_regions = len(regions) - - median_per_row = np.zeros(n_rows, dtype=float) - per_row_counts = np.zeros((n_rows, n_regions), dtype=float) - region_baselines = np.zeros(n_regions, dtype=float) - - for r_idx, region_indices in enumerate(regions): - region_masked = np.full(image_float.shape, np.nan, dtype=float) - region_masked.flat[region_indices] = image_float.flat[region_indices] - - region_baselines[r_idx] = np.nanmedian(region_masked) - - for row_idx in range(n_rows): - valid = ~np.isnan(region_masked[row_idx, :]) - per_row_counts[row_idx, r_idx] = valid.sum() - if valid.sum() > 2: - median_per_row[row_idx] = np.nanmedian(image_float[row_idx, valid]) + if n_regions == 0: + return np.asarray(img_f.copy(), dtype=np.float64) + + # per-region row medians with >2 guard, and region backgrounds + w = np.zeros((rows, n_regions), dtype=float) + y1 = np.zeros((rows, n_regions), dtype=float) + bg = np.zeros(n_regions, dtype=float) + + for i, region_idx in enumerate(regions): + region_masked = np.full((rows, cols), np.nan) + region_masked.flat[region_idx] = img_f.flat[region_idx] + bg[i] = np.nanmedian(region_masked) # region-wide background + + for rr in range(rows): + pos = ~np.isnan(region_masked[rr, :]) + w[rr, i] = pos.sum() + if w[rr, i] > 2: + # raw row median in that region (no -bg here for smed_line) + y1[rr, i] = np.nanmedian(img_f[rr, pos]) else: - median_per_row[row_idx] = -region_baselines[r_idx] - - totals = per_row_counts.sum(axis=1, keepdims=True) - denom = np.where(totals == 0, 1.0, totals) - weights = per_row_counts / denom - weights = np.where(weights > 0.02, weights, 0.0) + y1[rr, i] = -bg[i] - zero_weight_rows = weights.sum(axis=1) == 0 - if zero_weight_rows.any(): - weights[zero_weight_rows, :] = per_row_counts[zero_weight_rows, :] / np.maximum( - denom[zero_weight_rows], 1.0 - ) + # row-normalized weights (like MATLAB; rows with sum=0 produce NaNs in W and yf) + den = w.sum(axis=1, keepdims=True) + W = np.zeros_like(w, dtype=float) + np.divide(w, den, out=W, where=(den != 0)) # may create NaNs when den==0 (expected) + yf = (W * y1).sum(axis=1) # row baseline - weighted_background = (weights * median_per_row[:, None]).sum(axis=1) + # rows with zero total coverage + zero_rows = den[:, 0] == 0 - # moving median smoothing - k = int(smoothing_window) - if k <= 1: - smoothed = weighted_background.copy() - else: - pad = k // 2 - padded = np.pad(weighted_background, pad, mode="edge") - smoothed = np.empty_like(weighted_background) - for i in range(n_rows): - smoothed[i] = np.median(padded[i : i + k]) + # MATLAB movmedian default (include NaNs) with even window; then NaNs -> 0 + yf_sm = _movmedian_centered_includenan(yf, smoothing_window) + yf_sm = np.where(np.isfinite(yf_sm), yf_sm, 0.0) - return np.asarray(image_float - (weighted_background[:, None] - smoothed[:, None])) + # subtract the SMOOTHED BASELINE ITSELF on rows with coverage + r = img_f.copy() + r[~zero_rows, :] = img_f[~zero_rows, :] - yf_sm[~zero_rows, None] + return np.asarray(r, dtype=np.float64) def apply_level_weighted( @@ -782,37 +792,69 @@ def apply_level_weighted( smoothing_window: int = 10, ) -> np.ndarray[Any, np.dtype[np.float64]]: """ - Apply a weighted-region leveling method to a 2D AFM image or stack. + Apply a weighted-region leveling method to an AFM image or stack. - Dispatcher for the level_weighted functions. + This is the primary public entry point for weighted-region leveling. The + function converts the user-provided *exclusion mask* into an internal + validity mask (valid pixels are those that are finite and not excluded), + finds connected regions on the valid pixels using 8-connectivity, and then + dispatches to the requested weighted leveling method. Parameters ---------- - img : np.ndarray - 2-D image (H * W) or 3-D stack (N * H * W). - polyx, polyy : int - Polynomial orders for X (columns) and Y (rows) fits when relevant. + img : ndarray + Input image or stack. Accepted shapes are ``(H, W)`` for a single image + and ``(N, H, W)`` for a frame stack. The returned array matches the + input shape. + polyx : int + Polynomial order for X-direction fits (columns/row-wise) for methods + that use polynomial fitting (e.g., ``'plane'`` and ``'line'``). + polyy : int + Polynomial order for Y-direction fits (rows/column-wise) for methods + that use polynomial fitting (e.g., ``'plane'`` and ``'line'``). method : str - One of ``'plane'``, ``'line'``, ``'med_line'``, ``'med_line_y'``, - or ``'smed_line'``. - mask : Optional[np.ndarray] - Mask with same shape as ``img`` (or H * W for single image). Non-zero - values are treated as foreground. If ``None``, the entire image is used. - smoothing_window : int - Window for ``smed_line`` smoothing. + Leveling method name. Supported values are: + + - ``'plane'`` : region-weighted polynomial plane subtraction + - ``'line'`` : region-weighted polynomial line subtraction + - ``'med_line'`` : region-weighted row-wise median subtraction + - ``'med_line_y'`` : region-weighted column-wise median subtraction + - ``'smed_line'`` : smoothed region-weighted row-wise median subtraction + mask : ndarray of bool, optional + *Exclusion mask* with the same shape as ``img`` (or ``(H, W)`` for a + single-image mask applied per frame). Mask convention is: + ``True = excluded``, ``False = valid``. Excluded pixels are omitted from + region formation and fitting but are preserved in the output array. + Non-finite pixels in ``img`` are always treated as excluded. + smoothing_window : int, default 10 + Moving-median window length used only for ``method='smed_line'``. Returns ------- - np.ndarray - Leveled image with same shape as ``img`` (or stack). + leveled : ndarray + Leveled image or stack with the same shape as ``img`` and dtype + ``float64``. + + Raises + ------ + ValueError + If ``mask`` has an incompatible shape or if ``method`` is not + recognized. + + Notes + ----- + - Regions are computed per frame with 8-connectivity, matching MATLAB + ``bwconncomp(mask, 8)``. + - A MATLAB-style minimum region area is enforced via: + ``min_area = max(1, floor(0.01 * H * W))``. """ - arr = np.asarray(img) + arr = np.asarray(img, dtype=np.float64) is_stack = arr.ndim == 3 - frames = arr if is_stack else arr[np.newaxis, ...] + leveled_frames: List[np.ndarray[Any, np.dtype[np.float64]]] = [] if mask is not None: - mask_arr = np.asarray(mask) + mask_arr = np.asarray(mask, dtype=bool) if mask_arr.ndim == 2: mask_arr = mask_arr[np.newaxis, ...] if mask_arr.shape != frames.shape: @@ -820,33 +862,32 @@ def apply_level_weighted( else: mask_arr = None - leveled_frames: List[np.ndarray[Any, np.dtype[np.float64]]] = [] for frame_idx in range(frames.shape[0]): frame = frames[frame_idx] - frame_mask = ( - mask_arr[frame_idx] - if mask_arr is not None - else np.ones_like(frame, dtype=bool) + + # Convert EXCLUSION mask -> validity mask (True = valid/included) + m_valid = _validity_mask( + frame, None if mask_arr is None else mask_arr[frame_idx] ) - mask_bool = frame_mask.astype(bool) + # Region finding expects True = foreground => use validity n_rows, n_cols = frame.shape - min_area = max(1, int(0.01 * n_rows * n_cols)) - regions = _find_regions(mask_bool, min_area) + min_area = max(1, int(np.floor(0.01 * n_rows * n_cols))) + regions = _find_regions(m_valid, min_area) - method = method.lower() - if method == "plane": + method_lc = method.lower() + if method_lc == "plane": leveled = level_weighted_plane(frame, regions, polyx, polyy) - elif method == "line": + elif method_lc == "line": leveled = level_weighted_line(frame, regions, polyx, polyy) - elif method == "med_line": + elif method_lc == "med_line": leveled = level_weighted_med_line(frame, regions) - elif method == "med_line_y": + elif method_lc == "med_line_y": leveled = level_weighted_med_line_y(frame, regions) - elif method == "smed_line": + elif method_lc == "smed_line": leveled = level_weighted_smed_line(frame, regions, smoothing_window) else: - raise ValueError(f"Unknown leveling method: {method}") + raise ValueError(f"Unknown leveling method: {method_lc}") leveled_frames.append(leveled) diff --git a/src/pnanolocz_lib/thresholder.py b/src/pnanolocz_lib/thresholder.py index cf556b3..88f86ef 100644 --- a/src/pnanolocz_lib/thresholder.py +++ b/src/pnanolocz_lib/thresholder.py @@ -1,55 +1,81 @@ # mypy: disallow_untyped_calls = False """ -Image thresholding and edge detection tools for AFM data. +Thresholding and edge-detection utilities for AFM images and image stacks. -This module provides a unified interface for multiple thresholding and edge- -detection methods applied to AFM images or stacks. Each method returns a mask -with `NaN` in excluded regions. +This module implements a collection of thresholding, segmentation, and +edge-detection routines used to generate boolean masks for Atomic Force +Microscopy (AFM) image processing. The functions are designed to operate on +either single 2D frames or 3D stacks (frame-first convention) and return +boolean masks suitable for downstream leveling and background correction +operations. -Supported Methods +The implementation is a Python port of thresholding routines from the +NanoLocz MATLAB library: + https://github.com/George-R-Heath/NanoLocz-Matlab-Library + George Heath, University of Leeds + + +MATLAB alignment +---------------- +The Python implementation aims to be *algorithmically aligned* with the +original MATLAB code. However, due to differences between MATLAB and Python +numerical libraries (e.g. morphology operators, thresholding implementations, +floating-point behavior), results may not be bit-for-bit identical in all +cases. + +Where possible, MATLAB-equivalent operations are reproduced explicitly +(e.g. `bwmorph('remove')`, `imdilate`, `bwareaopen`). In cases where no direct +Python equivalent exists, reasonable approximations are used and documented +inline. + +The intent is functional and scientific equivalence rather than strict +binary equivalence. + +Mask conventions +---------------- +All functions in this module return an *exclusion mask*: + + True → excluded / masked pixel (MATLAB NaN region) + False → valid / included pixel + +This convention matches the effective behavior of NaN-masked regions in MATLAB and +the downstream leveling and weighting logic used in the NanoLocz workflow while +remaining compatible with NumPy boolean indexing. + +If you need a *validity mask* (True = valid), invert the returned mask with +`~mask` or `np.logical_not(mask)`. + +Available methods ----------------- -- selection : Pass-through user-provided mask -- histogram : Intensity-based threshold limits -- otsu : Single-level Otsu thresholding -- 2 level otsu : Two-level Otsu thresholding (unimplemented) -- auto edges : Sobel gradient + morphological cleanup -- hist edges : Histogram threshold + edge detection -- otsu edges : Otsu threshold + edge detection -- otsu skel : Otsu threshold + skeletonization -- hist skel : Histogram threshold + skeletonization -- line_step : Step detection along each row -- adaptive : Adaptive Sobel edge detection + morphology - -Usage ------ ->>> from pnanolocz_lib.filters.thresholder import thresholder, histogram, otsu ->>> mask = histogram(img, limits=(0, 1), invert=False) - ->>> mask_otsu = thresholder(img, 'otsu', invert = False) - -Parameters +The following thresholding and edge-detection methods are provided and can be +accessed either directly or via the `apply_thresholder` dispatcher: + +- selection : Convert a user-supplied mask-like array to an exclusion mask +- histogram : Intensity range thresholding +- otsu : Single-level Otsu thresholding (NaN-safe) +- auto edges : Sobel-based edge detection with morphological cleanup +- hist edges : Histogram-gated edge detection +- otsu edges : Otsu-gated edge detection +- otsu skel : Otsu thresholding followed by skeletonization +- hist skel : Histogram thresholding followed by skeletonization +- line_step : Line-wise step detection using change-point detection (experimental). + Note: This method is *not* parameter-equivalent to MATLAB's + `findchangepts(..., 'Statistic','linear','MinThreshold', ...)` + and may diverge on real data. +- adaptive : Adaptive edge-based masking mimicking MATLAB behaviour + +Dispatcher ---------- -img : ndarray - 2D or 3D AFM image data. -method : str - One of the supported methods listed above. -limits : tuple or list - Threshold parameters specific to method. E.g., (min, max) for 'histogram'. -invert : bool - If True, invert the resulting mask (NaN regions become valid and vice - versa). - -Returns -------- -mask : ndarray - Boolean or NaN-masked array of same shape as img. +The `apply_thresholder` function provides a unified interface to all registered +methods, handling method lookup, argument normalization, stack dispatch, and +optional inversion. Authors ------- -George Heath, University of Leeds (2025) -D. E. Rollins, University of Leeds (2025) +George Heath, University of Leeds (MATLAB reference implementation) +D. E. Rollins, University of Leeds (Python implementation) -This module is part of the pNanoLocz-Lib Python library for AFM analysis. +Part of the pNanoLocz-Lib Python library for AFM analysis. """ from typing import Any, Callable, TypeVar @@ -57,13 +83,16 @@ import numpy as np import ruptures as rpt import sknw -from scipy.ndimage import gaussian_filter, sobel +from scipy.ndimage import binary_fill_holes, gaussian_filter, sobel from skimage.filters import threshold_otsu from skimage.morphology import ( - binary_closing, - binary_dilation, - binary_erosion, + closing, + diamond, + dilation, disk, + erosion, + footprint_rectangle, + remove_small_holes, remove_small_objects, skeletonize, thin, @@ -85,427 +114,884 @@ def decorator(func: F) -> F: return decorator -def to_nan_mask( - binary_mask: np.ndarray[Any, np.dtype[Any]], -) -> np.ndarray[Any, np.dtype[Any]]: - """ - Convert a boolean mask to a float mask with NaNs in False positions. - - Parameters - ---------- - binary_mask : np.ndarray - Boolean array where True indicates valid regions. - - Returns - ------- - mask : np.ndarray - Float array where True becomes 1.0 and False becomes NaN. - """ - mask = binary_mask.astype(float) - mask[~binary_mask] = np.nan - return mask - - -def prune_skeleton_min_branch_length( - skel: np.ndarray[Any, np.dtype[Any]], min_branch_length: int -) -> np.ndarray[Any, np.dtype[Any]]: - """ - Prune branches shorter than `min_branch_length` from a skeleton image. - - Parameters - ---------- - skel : np.ndarray - Binary skeleton image (bool or 0/1). - min_branch_length : int - Minimum branch length to keep. - - Returns - ------- - pruned_skel : np.ndarray - Binary skeleton with short branches removed. - """ - # Build graph from skeleton - graph = sknw.build_sknw(skel.astype(np.uint8), multi=True) - - # Remove edges shorter than min_branch_length - for s, e, k in list(graph.edges(keys=True)): - edge = graph[s][e][k] - if edge["weight"] < min_branch_length: - graph.remove_edge(s, e, k) - - # Remove isolated nodes (with no edges) - isolated_nodes = [ - node for node, degree in dict(graph.degree()).items() if degree == 0 - ] - graph.remove_nodes_from(isolated_nodes) - - # Reconstruct skeleton from graph edges - pruned_skel = np.zeros_like(skel, dtype=bool) - for _s, _e, _k, data in graph.edges(keys=True, data=True): - pts = data["pts"] - pruned_skel[pts[:, 0], pts[:, 1]] = True - - return pruned_skel - - @_register("selection") def selection( - img: np.ndarray[Any, np.dtype[np.float64]], + img: np.ndarray[Any, np.dtype[Any]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Pass-through user-provided mask (interpreted as boolean). + Convert a user-provided mask-like array to an exclusion mask. + + Interpret the input as a *mask-like* array and convert to an exclusion mask. + - If `img` is boolean: it is assumed to already follow the module convention + (True = excluded) and is returned unchanged. + - Otherwise: finite, non-zero values are treated as *valid*, and all other + values (0, NaN, Inf) are treated as *excluded*. + + Mask convention: + + True → excluded / masked pixel (MATLAB NaN region) + False → valid / included pixel Parameters ---------- img : np.ndarray - Input mask image. Non-zero or True values are considered selected. + Input mask-like array. If boolean: True means excluded. + If numeric: finite non-zero values are treated as valid; 0/NaN/Inf are excluded. limits : None - Not used for this method. + Not used for this method (kept for API consistency). Returns ------- np.ndarray - Mask with NaNs where the input mask is False or zero. + Boolean exclusion mask with the same shape as `img`. + + Notes + ----- + - This function performs no inversion or processing. + - Intended to support MATLAB-style NaN-masked images or numeric 'mask images'. """ - mask = img.astype(bool) - return to_nan_mask(mask) + arr = np.asarray(img) + + if arr.dtype == np.bool_: + # Force dtype for mypy and to guarantee a bool mask. + return np.asarray(arr, dtype=np.bool_) + + valid = (arr != 0) & np.isfinite(arr) + return np.asarray(~valid, dtype=np.bool_) @_register("histogram") def histogram( img: np.ndarray[Any, np.dtype[np.float64]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Threshold image based on intensity limits. + Create a mask using histogram-based intensity thresholding. + + Computes a logical gate based on intensity limits. Pixels outside the + specified range are marked as excluded (True). + Pixels inside the range are valid (False). + + Mask convention: + + True → excluded / masked pixel + False → valid / included pixel Parameters ---------- img : np.ndarray Input image to threshold. limits : tuple of float - Intensity range (low, high) to keep. + Intensity range (low, high). Returns ------- np.ndarray - Mask with True inside limits and NaN outside. + Boolean mask derived from the intensity gate. Raises ------ ValueError - If limits are not provided. + If limits are not provided or invalid. + + Notes + ----- + - This returns an exclusion mask directly (True = excluded). """ - if limits is None: - raise ValueError("limits must be provided for histogram method") + if limits is None or not (isinstance(limits, (tuple, list)) and len(limits) == 2): + raise ValueError("limits must be a tuple/list of length 2 for histogram") if isinstance(limits, (tuple, list)) and len(limits) == 2: low, high = limits else: raise ValueError("limits must be a tuple or list of 2 elements") - mask = (img >= low) & (img <= high) - return to_nan_mask(mask) + valid = (img >= low) & (img <= high) + return np.asarray(~valid, dtype=np.bool_) @_register("otsu") def otsu( img: np.ndarray[Any, np.dtype[np.float64]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Apply single-level Otsu thresholding. + Use a single-level Otsu thresholding (NaN-safe) to build a boolean mask. + + This function computes an Otsu threshold using only finite-valued pixels and returns + a boolean mask based on intensity comparison. + + Mask convention: + + True → excluded / masked pixel (MATLAB NaN region) + False → valid / included pixel Parameters ---------- img : np.ndarray - Input image to threshold. + Input 2D image or single frame from a stack. limits : None - Not used for this method. + Ignored for this method (kept for API consistency). Returns ------- np.ndarray - Mask with True for pixels below Otsu threshold and NaN elsewhere. + Boolean mask derived from Otsu thresholding. + + Notes + ----- + - Finite pixels **above** the Otsu threshold are marked as excluded (True). + - Non-finite pixels (NaN/Inf) are always marked as valid (False). """ - thresh = threshold_otsu(img) - mask = img <= thresh - return to_nan_mask(mask) + arr = np.asarray(img, dtype=np.float64) + + # Identify finite-valued pixels (NaN/Inf excluded from threshold computation) + finite = np.isfinite(arr).astype(bool) # <-- ensure proper bool type + + # No finite pixels -> no exclusion + if finite.sum() == 0: + return np.zeros_like(arr, dtype=np.bool_) + + # Compute threshold on finite values only (MATLAB graythresh equivalent) + thresh = threshold_otsu(arr[finite]) + + # Logical gate: pixels at/below threshold are "inside" (valid), + # then we invert to exclusion. + inside = arr <= thresh + + # Non-finite pixels are always treated as valid (not excluded) + inside[~finite] = False + + return np.asarray(~inside, dtype=np.bool_) @_register("auto edges") def auto_edges( img: np.ndarray[Any, np.dtype[np.float64]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Detect edges using Sobel gradient and morphological filtering. + Create a mask using sobel-based automatic edge detection with cleanup. + + This method approximates the MATLAB NanoLocz `auto edges` routine. It + combines Gaussian smoothing, directional Sobel gradients, adaptive + thresholding, and a sequence of morphological operations to identify + edge-like structures in AFM images. + + Mask convention: + + True → excluded / masked pixels (MATLAB NaN regions, edges) + False → valid / included pixels (interior) Parameters ---------- img : np.ndarray - Input image. + Input 2D AFM image. limits : None - Not used for this method. + Not used for this method (kept for API consistency). Returns ------- np.ndarray - Mask with NaNs in edge regions and 1 elsewhere. + Boolean exclusion mask with the same shape as `img`. + + Notes + ----- + - `gx` and `gy` are the horizontal and vertical Sobel gradients. + - Vertical gradients are median-corrected row-wise to reduce scan-line + bias, mirroring MATLAB heuristics used in NanoLocz. + - Gradient energy is computed as ``2*gx**2 + gy**2`` to preferentially + emphasize horizontal features typical of AFM scan artifacts. + - Morphological operations approximate MATLAB `bwmorph`, `imdilate`, + and `imclose` calls but are not bitwise identical. """ - sm = gaussian_filter(img, sigma=2) - gx = sobel(sm, axis=1) - gy = sobel(sm, axis=0) + # 1. Gaussian smoothing (MATLAB: imgaussfilt) + img = np.asarray(img, dtype=np.float64) + sm = gaussian_filter(img, sigma=2, mode="nearest") # replicate padding + + # 2. Sobel gradients + gx = sobel(sm, axis=1, mode="nearest") # gx : horizontal Sobel gradient + gy = sobel(sm, axis=0, mode="nearest") # gy : vertical Sobel gradient + + gy = gy.astype(np.float64) + # Remove row-wise bias in vertical gradient (MATLAB alignment heuristic) + gy = gy - 0.5 * np.median(gy, axis=1, keepdims=True) + + # Gradient energy (heuristic weighting to favor horizontal features) grad = 2 * gx**2 + gy**2 + + # 3. Adaptive thresholding thresh = grad.min() + (grad.mean() - grad.min()) * 1.5 - bw = grad > thresh - bw = remove_small_objects(bw, min_size=100) - bw = ~remove_small_objects(~bw, min_size=50) - bw = binary_closing(bw, footprint=disk(5)) - bw = binary_dilation(bw, footprint=disk(5)) - bw = binary_closing(bw, footprint=disk(5)) - return to_nan_mask(~bw) + bw = grad > thresh # bw : binary edge mask (foreground) + + # 4. Remove small connected components (MATLAB bwareaopen equivalents) + bw = remove_small_objects(bw, max_size=99) + bw = ~remove_small_objects(~bw, max_size=49) + + # 5. Morphological cleanup + se = diamond(4) # se = structuring element + bw = closing(bw, footprint=se) + bw = dilation(bw, footprint=se) + bw = closing(bw, footprint=se) + bw = dilation(bw, footprint=se) + + # 6. Mimic MATLAB bwmorph('bridge') + # small closing to connect nearby pixels + + # Approximate MATLAB bwmorph('bridge'): + + x3 = np.array([[1, 0, 1], [0, 1, 0], [1, 0, 1]], dtype=bool) # 3x3 X-shape + bw = closing(bw, footprint=x3) + + fp = diamond(1) # gentler than disk(1) + for _ in range(max(1, 3)): + bw = erosion(bw, footprint=fp) + + # 7. Return boolean mask where True = excluded + return np.asarray(bw, dtype=np.bool_) @_register("hist edges") def hist_edges( img: np.ndarray[Any, np.dtype[np.float64]], - limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: + limits: tuple[float, float] | list[float] | None = None, +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Detect edges by thresholding with histogram limits and morphological operations. + Create a mask using histogram-gated edge detection with perimeter extraction. + + This function implements the MATLAB NanoLocz `hist edges` routine for a + single AFM image frame. It uses intensity gating followed by morphological + perimeter extraction to identify edge-adjacent regions. + + Processing pipeline (MATLAB equivalent): + imgaussfilt → + (low ≤ I ≤ high) → + invert → + bwmorph('remove') → + imdilate(strel('disk',3)) + + Mask convention: + + True → excluded / masked pixels (edges, MATLAB NaN regions) + False → valid / included pixels (interior) Parameters ---------- img : np.ndarray - Input image. + Input 2D AFM image. limits : tuple of float - Intensity range (low, high) to exclude. + Intensity range (low, high) used for histogram gating. Returns ------- np.ndarray - Mask with NaNs on detected edges and 1 elsewhere. + Boolean mask with the same shape as `img`. + + Raises + ------ + ValueError + If `img` is not 2D. + If `limits` is not a (low, high) tuple. + + Notes + ----- + - Morphological operations approximate MATLAB behavior but are not + bitwise identical due to implementation differences. """ - sm = gaussian_filter(img, sigma=2) - if isinstance(limits, (tuple, list)) and len(limits) == 2: - low, high = limits - else: - raise ValueError("limits must be a tuple or list of 2 elements") + # 1. Validate inputs + if img.ndim != 2: + raise ValueError("hist_edges expects a 2D image") + + if not (isinstance(limits, (tuple, list)) and len(limits) == 2): + raise ValueError("limits must be a (low, high) tuple or list") + + low, high = float(limits[0]), float(limits[1]) + img = np.asarray(img, dtype=np.float64) - thresh_mask = (sm >= low) & (sm <= high) - edges = np.zeros_like(img, dtype=bool) + # 2. Gaussian smoothing (MATLAB: imgaussfilt) + sm = gaussian_filter(img, sigma=2, mode="nearest") # sm = smoothed image - edge_mask = ~thresh_mask - edges = binary_erosion(edge_mask) ^ edge_mask - edges = binary_dilation(edges, footprint=disk(3)) + # 3. Histogram gating then invert + # MATLAB: + # imgt = (h<=max).*(h>=min); + # imgt = ~imgt; + inside = (sm >= low) & (sm <= high) # intensity-gated interior + inverted = ~inside # candidate edge regions - return to_nan_mask(~edges) + # 4. Perimeter extraction (MATLAB: bwmorph('remove')) + eroded = erosion(inverted, footprint_rectangle((3, 3))) + perimeter = inverted & ~eroded # retain only perimeter pixels + + # 5. Thicken perimeter (MATLAB: imdilate(strel('disk',3))) + thick_perim = dilation(perimeter, footprint=disk(3)) + + # Returns the dilated perimeter as the exclusion mask (True = excluded). + return np.asarray(thick_perim, dtype=np.bool_) @_register("otsu edges") def otsu_edges( img: np.ndarray[Any, np.dtype[np.float64]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Detect edges after Otsu thresholding using morphological operations. + Create a mask using otsu-based edge detection with perimeter extraction. + + This function implements the MATLAB NanoLocz `otsu edges` routine for a + single AFM image frame. Edge-adjacent regions are identified using Otsu + thresholding followed by morphological perimeter extraction and cleanup. + + Processing pipeline (MATLAB equivalent): + imgaussfilt → + multithresh (1 level) → + invert → + bwmorph('remove') → + bwareaopen / hole filling → + imdilate(strel('disk',2)) → + cleanup + + Mask convention: + + True → excluded / masked pixels (edges, MATLAB NaN regions) + False → valid / included pixels (interior) Parameters ---------- img : np.ndarray - Input image. + Input 2D AFM image. limits : None - Not used for this method. + Ignored for this method (present for API consistency). Returns ------- np.ndarray - Mask with NaNs on edges and 1 elsewhere. + Boolean mask with the same shape as `img`. + + Raises + ------ + ValueError + If `img` is not 2D. + + Notes + ----- + - Morphological operations approximate MATLAB behavior but are not + bitwise identical due to implementation differences. """ - sm = gaussian_filter(img, sigma=2) + # 1. Validate input + img = np.asarray(img, dtype=np.float64) + if img.ndim != 2: + raise ValueError("otsu_edges expects a 2D image") + + # 2. Gaussian smoothing (MATLAB: imgaussfilt) + sm = gaussian_filter(img, sigma=2, mode="nearest") + + # 3. Otsu threshold then invert + # MATLAB: + # min_max(2) = multithresh(h,1); + # min_max(1) = -inf; + # imgt = (h<=min_max(2)).*(h>=min_max(1)); + # imgt = ~imgt; thresh = threshold_otsu(sm) - binary = sm <= thresh + inside = sm <= thresh + inverted = ~inside.astype(bool) + + # 4. Perimeter extraction (MATLAB: bwmorph('remove')) + eroded = erosion(inverted, footprint_rectangle((3, 3))) + perimeter = inverted & ~eroded + + # 5. Area cleanup (MATLAB: bwareaopen / hole fill) + perimeter = remove_small_objects(perimeter, max_size=99, connectivity=2) + perimeter = remove_small_holes(perimeter, max_size=49, connectivity=2) - def process_slice( - slice_: np.ndarray[tuple[int, int], np.dtype[np.bool_]], - ) -> np.ndarray[tuple[int, int], np.dtype[np.float64]]: - e = binary_erosion(~slice_) ^ ~slice_ - e = remove_small_objects(e, 100) - e = ~remove_small_objects(~e, 50) - return np.asarray(binary_dilation(e, footprint=disk(3))) + # ---- 6. Dilation (MATLAB: imdilate(strel('disk',2))) + thick_perim = dilation(perimeter, footprint=disk(2)) - edges = process_slice(binary) + # 7. Final cleanup + thick_perim = remove_small_objects(thick_perim, max_size=99, connectivity=2) + thick_perim = remove_small_holes(thick_perim, max_size=49, connectivity=2) - return to_nan_mask(np.logical_not(edges)) + return np.asarray(thick_perim, dtype=np.bool_) + + +def prune_skeleton_min_branch_length( + skel: np.ndarray[Any, np.dtype[np.bool_]], min_branch_length: int = 10 +) -> np.ndarray[Any, np.dtype[np.bool_]]: + """ + Prune short branches from a skeletonized binary image. + + This function converts a skeleton image into a graph representation, + removes branches shorter than a specified minimum length, and reconstructs + a pruned skeleton image from the remaining graph edges. + + Parameters + ---------- + skel : np.ndarray + Binary skeleton image where True values represent skeleton pixels. + min_branch_length : int, optional + Minimum allowed branch length (in pixels). Skeleton branches with a + total path length below this threshold are removed. + + Returns + ------- + np.ndarray + Boolean image containing the pruned skeleton. + + Notes + ----- + - This uses `sknw.build_sknw` to construct a pixel-accurate skeleton graph. + - Edge weights correspond to branch lengths measured along the skeleton. + - Isolated nodes created by pruning are removed to avoid orphan pixels. + - This approximates MATLAB skeleton pruning workflows based on branch length + filtering rather than iterative `spur` removal. + """ + graph = sknw.build_sknw(skel.astype(np.uint8), multi=True) + + # Remove graph edges (branches) shorter than the minimum length + # s : start node, e : end node, k : edge key (MultiGraph) + for s, e, k in list(graph.edges(keys=True)): + if graph[s][e][k]["weight"] < min_branch_length: + graph.remove_edge(s, e, k) + # Remove isolated nodes left after edge pruning + # n : node index, d : node degree + isolated_nodes = [n for n, d in dict(graph.degree()).items() if d == 0] + graph.remove_nodes_from(isolated_nodes) + # Reconstruct a boolean skeleton image from remaining graph edges + pruned = np.zeros_like(skel, dtype=np.bool_) + for _, _, _, data in graph.edges(keys=True, data=True): + pts = data["pts"] + pruned[pts[:, 0], pts[:, 1]] = True + + return np.asarray(pruned, dtype=np.bool_) + + +def _skeletonize_frame( + binary_mask: np.ndarray[Any, np.dtype[np.bool_]], min_branch_length: int = 10 +) -> np.ndarray[Any, np.dtype[np.bool_]]: + """ + Skeletonize and clean a binary edge mask for a single image frame. + + This helper function performs thinning and skeletonization on a binary + edge mask, removes short skeleton branches, and applies light morphological + cleanup to approximate MATLAB spur and clean operations. + + Parameters + ---------- + binary_mask : np.ndarray + Binary image where True values represent edge or foreground pixels. + min_branch_length : int, optional + Minimum skeleton branch length to retain during pruning. + + Returns + ------- + np.ndarray + Boolean image containing the cleaned skeleton. + + Notes + ----- + - `thin` reduces thick structures to single-pixel-wide lines. + - `skeletonize` enforces connectivity and topological consistency. + - Branch pruning approximates MATLAB skeleton cleanup heuristics. + - A final dilation reconnects small gaps introduced during pruning. + """ + # Thinning on the binary mask to reduce structures to minimal width + thin_mask = thin(binary_mask.astype(bool)) + + # Skeletonize the thinned mask + skel = skeletonize(thin_mask) + # Remove short skeleton branches + pruned = prune_skeleton_min_branch_length(skel, min_branch_length) + + # Cleanup similar to MATLAB spur/clean + cleaned = dilation(pruned) + + return np.asarray(cleaned, dtype=np.bool_) @_register("otsu skel") def otsu_skel( img: np.ndarray[Any, np.dtype[np.float64]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Skeletonize regions selected by Otsu thresholding. + Generate a skeleton-based exclusion mask using Otsu thresholding. + + This method identifies edge regions using Otsu thresholding, extracts + a skeleton representation of those edges, and returns a boolean + exclusion mask where skeleton/edge pixels are excluded. + + Edges are marked as True in the boolean mask. Parameters ---------- img : np.ndarray - Input image. + Input 2D image. limits : None - Not used for this method. + Ignored for this method (present for API consistency). Returns ------- np.ndarray - Skeleton mask with NaNs outside skeleton. - """ - from skimage.measure import label + Boolean mask with the same shape as `img`. - sm = gaussian_filter(img, sigma=2) + Raises + ------ + ValueError + If `img` is not 2D. + + Notes + ----- + - Gaussian smoothing reduces noise prior to thresholding. + - Edge regions are defined as pixels above the Otsu threshold. + - Skeletonization reduces edge regions to single-pixel-wide structures. + - This approximates MATLAB workflows combining `multithresh`, + skeletonization, and spur cleanup. + """ + sm = gaussian_filter(img, sigma=2, mode="nearest") thresh = threshold_otsu(sm) - binary = ~(sm <= thresh) - mbl = 10 # Minimum branch length + binary = ~(sm <= thresh) # edges foreground + + def _skel_excl_frame( + bmask: np.ndarray[Any, np.dtype[np.bool_]], + ) -> np.ndarray[Any, np.dtype[np.bool_]]: + skeleton = _skeletonize_frame( + np.asarray(bmask, dtype=np.bool_) + ) # True on skeleton (edges) + return np.asarray(skeleton, dtype=np.bool_) # True = edges + + if img.ndim == 2: + return _skel_excl_frame(binary) + else: + raise ValueError("img must be 2D") - def _process_slice( - slice_: np.ndarray[tuple[int, int], np.dtype[np.bool_]], - ) -> np.ndarray[tuple[int, int], np.dtype[np.float64]]: - labeled = label(slice_) - thin_mask = thin(labeled) - skel = skeletonize(thin_mask) - # Prune short branches - pruned = prune_skeleton_min_branch_length(skel, min_branch_length=mbl) +@_register("hist skel") +def hist_skel( + img: np.ndarray[Any, np.dtype[np.float64]], + limits: tuple[float, float] | list[float] | str | None = None, +) -> np.ndarray[Any, np.dtype[np.bool_]]: + """ + Generate a skeleton-based exclusion mask using histogram gating. - # Optional further cleaning similar to bwmorph spur/clean - return np.asarray(binary_dilation(pruned)) + This method identifies edge regions using intensity limits, extracts + a skeleton representation of those edges, and returns a boolean + exclusion mask where skeleton/edge pixels are excluded. + + Edges are marked as True in the boolean mask. + + Parameters + ---------- + img : np.ndarray + Input 2D image. + limits : tuple of float + Intensity range (low, high) defining interior pixels. - skeleton = _process_slice(binary) + Returns + ------- + np.ndarray + Boolean mask with the same shape as `img`. - return to_nan_mask(np.logical_not(skeleton)) + Raises + ------ + ValueError + If `limits` is not a 2-element tuple or list. + If `img` is not 2D. + + Notes + ----- + - Pixels outside the intensity limits are treated as edge foreground. + - Skeletonization converts thick edge regions into minimal structures. + - Branch pruning removes short, spurious skeleton segments. + - This mirrors MATLAB NanoLocz histogram + skeleton workflows. + """ + if not (isinstance(limits, (tuple, list)) and len(limits) == 2): + raise ValueError("limits must be a (low, high) tuple or list") + low, high = limits + sm = gaussian_filter(img, sigma=2, mode="nearest") + binary = ~((sm >= low) & (sm <= high)) # edges foreground + + def _skel_excl_frame( + bmask: np.ndarray[Any, np.dtype[np.bool_]], + ) -> np.ndarray[Any, np.dtype[np.bool_]]: + skeleton = _skeletonize_frame(np.asarray(bmask, dtype=np.bool_)) + return np.asarray(skeleton, dtype=np.bool_) + + if img.ndim == 2: + return _skel_excl_frame(binary) + else: + raise ValueError("img must be 2D") -@_register("hist skel") -def hist_skel( +@_register("line_step") +def line_step( img: np.ndarray[Any, np.dtype[np.float64]], limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Skeletonize regions selected by histogram thresholding. + Detect row-wise step changes and construct an exclusion mask using PELT. + + This function detects step changes (change points) using the PELT algorithm on an + L2 cost model, and classifies contiguous row segments as valid or excluded + based on local mean comparisons around each detected change point. + + Mask convention (pipeline-level interpretation): + True → excluded / masked pixel (MATLAB NaN region) + False → valid / included pixel Parameters ---------- img : np.ndarray - Input image. - limits : tuple of float - Intensity range (low, high) to exclude. + Input 2D AFM image (rows, cols). + limits : tuple of float or list of float, optional + Sequence with at least two elements; only `limits[1]` is used as the PELT + penalty (float). The first element is ignored for API uniformity. Returns ------- np.ndarray - Skeleton mask with NaNs outside skeleton. + Boolean mask with the same shape as `img`. + + Raises + ------ + ValueError + If `limits` is not a tuple or list with at least two elements. + If `img` is not a 2D array. + RuntimeError + If change-point detection repeatedly fails for technical reasons. + (Function will fall back to an all-valid mask on unexpected errors.) + + Notes + ----- + - Change-point detection uses **PELT (Pruned Exact Linear Time)** with + a squared-error (L2) cost; implementation via `ruptures.Pelt(model="l2")`. + - Neighborhood size is fixed to **3 pixels** on each side of a change point. + - Change points closer than **4 pixels** to the row boundaries are ignored + to avoid degenerate neighborhoods. + - This routine returns an **exclusion mask** (True = excluded), consistent with + the module-wide convention. + - The `limits` shape is retained for consistency with other mask builders + where `(low, high)` are used; here only `limits[1]` (the second element) + is meaningful as a numerical penalty. + - The MATLAB implementation uses `findchangepts` with a 'linear' statistic and a + `MinThreshold`. The Python implementation uses `ruptures` (PELT) with a penalty. + These parameters are not directly interchangeable, so `line_step` is provided + as a best-effort approximation and is not expected to match MATLAB bitwise or + even structurally on all images. + + See Also + -------- + ruptures.Pelt : Change-point detection via PELT. """ - from skimage.measure import label + try: + if not (isinstance(limits, (tuple, list)) and len(limits) >= 2): + raise ValueError("limits must be a tuple or list with at least 2 elements") + img = np.asarray(img, dtype=float) + rows, cols = img.shape + penalty = float(limits[1]) - sm = gaussian_filter(img, sigma=2) - if isinstance(limits, (tuple, list)) and len(limits) == 2: - low, high = limits - else: - raise ValueError("limits must be a tuple or list of 2 elements") + mask = np.zeros((rows, cols), dtype=bool) # False = valid, True = excluded - binary = ~((sm >= low) & (sm <= high)) - mbl = 10 # Minimum branch length + for j in range(rows): + x = np.asarray(img[j, :], dtype=float) - def _process_slice( - slice_: np.ndarray[tuple[int, int], np.dtype[np.bool_]], - ) -> np.ndarray[tuple[int, int], np.dtype[np.float64]]: - labeled = label(slice_) - thin_mask = thin(labeled) - skel = skeletonize(thin_mask) + try: + cps = rpt.Pelt(model="l2").fit(x).predict(pen=penalty) + except Exception: + cps = [] - # Prune short branches - pruned = prune_skeleton_min_branch_length(skel, min_branch_length=mbl) + # ruptures often includes the endpoint (cols); + # MATLAB doesn't have that as a CP + cps = [int(cp) for cp in cps if 0 < cp < cols] - # Optional further cleaning here if desired + # MATLAB: cps(cps<4)=[]; cps(cps>cols-4)=[] + cps = [cp for cp in cps if 4 <= cp <= cols - 4] + cps = sorted(set(cps)) - return np.asarray(binary_dilation(pruned)) + if not cps: + continue # whole row valid - skeleton = _process_slice(binary) + for i in range(len(cps) + 1): + if i == 0: + cp = cps[0] - return to_nan_mask(np.logical_not(skeleton)) + L = x[max(cp - 3, 0) : min(cp + 1, cols)] + R = x[max(cp, 0) : min(cp + 4, cols)] + rising = (L.size > 0) and (R.size > 0) and (np.mean(L) < np.mean(R)) + mask[j, 0 : cp + 1] = not rising # excluded if not rising -@_register("line_step") -def line_step( + elif i == len(cps): + cp = cps[-1] + + L = x[max(cp - 3, 0) : min(cp + 1, cols)] + R = x[max(cp, 0) : min(cp + 4, cols)] + falling_valid = ( + (L.size > 0) and (R.size > 0) and (np.mean(L) > np.mean(R)) + ) + + mask[j, cp:cols] = not falling_valid + + else: + cp_prev = cps[i - 1] + cp_curr = cps[i] + + L = x[max(cp_curr - 3, 0) : min(cp_curr + 1, cols)] + R = x[max(cp_curr, 0) : min(cp_curr + 4, cols)] + rising = (L.size > 0) and (R.size > 0) and (np.mean(L) < np.mean(R)) + + mask[j, cp_prev : cp_curr + 1] = not rising + + return np.asarray(mask, dtype=np.bool_) # True=excluded + + except Exception as e: + print(f"line_step failed: {e}") + return np.zeros_like(img, dtype=bool) # no excluded regions + + +@_register("adaptive") +def adaptive( img: np.ndarray[Any, np.dtype[np.float64]], - limits: tuple[float, float] | list[float] | str | None = None, -) -> np.ndarray[Any, np.dtype[np.float64]]: + limits: tuple[float, float] | list[float] | None = None, +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Detect step changes along each row using PELT change point detection. + Build an exclusion mask using an adaptive, edge-based pipeline (Sobel+morphology). + + This method detects edges with Sobel filtering, consolidates edge regions using + morphological closing/dilation, fills interior holes, erodes to refine edge + thickness, and finally applies inclusive intensity gating to return a boolean + exclusion mask. + + Mask convention (pipeline-level interpretation): + True → excluded / masked pixel (MATLAB NaN region) + False → valid / included pixel + + Processing pipeline (MATLAB equivalent) + --------------------------------------- + 1) Gaussian smoothing (`imgaussfilt`) + 2) Edge detection (Python: Sobel magnitude + Otsu on magnitude; + MATLAB: `edge(...,'sobel')`) + 3) Morphological closing (`imclose(strel('disk',10))`) + 4) Remove small objects (`bwareaopen`, max_size=9) + 5) Dilate with line SEs: `imdilate(line,10,90)` then `imdilate(line,10,0)` + 6) Pad left/right columns with ones (edge guard) + 7) Fill holes (`imfill('holes')`) + 8) Erode with line SEs: `imerode(line,10,0)` then `imerode(line,10,90)` + 9) Crop padding + 10) Inclusive intensity gating: `(Dfin == 0) & (low ≤ I ≤ high)` + 11) Return **exclusion** mask (`True = excluded`) Parameters ---------- img : np.ndarray - Input 2D image array. - limits : tuple of float - Parameters for step detection. Second element is used as penalty - threshold. + Input 2D AFM image. + limits : tuple of float or list of float + Inclusive intensity bounds `(low, high)` used in the final gating step. Returns ------- np.ndarray - Mask with detected step regions marked as 1 and NaN elsewhere. - """ - mask = np.full_like(img, np.nan, dtype=float) - if limits is None: - raise ValueError("limits must be provided") + Boolean exclusion mask with the same shape as `img`. - if isinstance(limits, (tuple, list)): - threshold = limits[1] - else: - raise TypeError("limits must be a tuple or list of floats") - - for j in range(img.shape[0]): - x = img[j, :] - try: - model = rpt.Pelt(model="l2").fit(x) - cps = model.predict(pen=threshold) - cps = [pt for pt in cps if 4 <= pt < len(x) - 4] - except Exception: - cps = [] - - xp = np.full_like(x, np.nan) - if cps: - cps = [0] + cps - for i in range(len(cps) - 1): - left = cps[i] - right = cps[i + 1] - mean_l = x[left:right].mean() - mean_r = x[right : min(right + 3, len(x))].mean() # noqa - if mean_l < mean_r: - xp[left:right] = 1 - else: - xp[:] = 1 - mask[j, :] = xp - - return mask - - -def thresholder( + Raises + ------ + ValueError + If `limits` is not a (low, high) tuple or list. + If `img` is not a 2D array. + + Notes + ----- + - Edge detection uses Sobel magnitude with Otsu thresholding to obtain a binary + edge map. Morphological closing/dilation/erosion refine edge connectivity and + thickness; hole filling ensures interior regions are coherent. + - Intensity gating is **inclusive**: pixels must satisfy `low ≤ img ≤ high`. + - Morphological footprints (`disk(10)`, `line(10, 0/90)`) approximate MATLAB + structuring elements; exact bitwise equality is not guaranteed due to library + implementation differences. + + See Also + -------- + skimage.filters.sobel : Sobel operator for edge detection. + skimage.filters.threshold_otsu : Otsu threshold estimation. + skimage.morphology.binary_closing, binary_dilation, binary_erosion + numpy.pad, scipy.ndimage.binary_fill_holes + """ + # 0. Validate limits + if not (isinstance(limits, (tuple, list)) and len(limits) == 2): + raise ValueError("limits must be a (low, high) tuple or list") + low, high = float(limits[0]), float(limits[1]) + img = np.asarray(img, dtype=np.float64) + + # 1) Gaussian smoothing + sm = gaussian_filter( + img, sigma=0.1, mode="nearest" + ) # sm : smoothed image (Gaussian pre-filter) + + # 2) Sobel magnitude + Otsu threshold + sob = np.hypot( + sobel(sm, axis=0, mode="nearest"), sobel(sm, axis=1, mode="nearest") + ) # sob : Sobel magnitude (edge strength) + try: + thresh = threshold_otsu(sob) + T = sob > thresh # T : raw binary edge map (True=edge) + except Exception: + T = sob > 0 # fallback + + # 3) Closing with disk(10) + T = closing(T, footprint=disk(10)) + + # 4) bwareaopen with size=10 + T = remove_small_objects(T, max_size=9) + + # 5) Dilate with line(10,90) then line(10,0) + se_line_vert = np.ones((10, 1), dtype=bool) # line length 10, angle 90 + se_line_horiz = np.ones((1, 10), dtype=bool) # line length 10, angle 0 + dil = dilation(T, footprint=se_line_vert) + dil = dilation(dil, footprint=se_line_horiz) + + # 6) Pad columns by 1 with ones + padded = np.pad(dil, ((0, 0), (1, 1)), mode="constant", constant_values=True) + + # 7) Fill holes + filled = binary_fill_holes(padded) + + # 8) Erode with horizontal then vertical line SEs + er1 = erosion(filled, footprint=se_line_horiz) + er2 = erosion(er1, footprint=se_line_vert) + + # 9) Remove padding + Dfin = er2[ + :, 1:-1 + ] # Dfin : final binary edge band after removing padding (True=edge) + + # 10) MATLAB intensity gating: + # imgt = (Dfin==0) .* (img>=low) .* (img<=high) + finite = np.isfinite(img) + interior = (~Dfin) & finite & (img >= low) & (img <= high) + + # 11) Output exclusion mask + return np.asarray(~interior, dtype=np.bool_) + + +def apply_thresholder( img: np.ndarray[Any, np.dtype[np.float64]], method: str, limits: tuple[float, float] | list[float] | str | None = None, invert: bool = False, -) -> np.ndarray[Any, np.dtype[np.float64]]: +) -> np.ndarray[Any, np.dtype[np.bool_]]: """ - Apply a thresholding or edge detection method to an image or stack. + Apply a thresholding or edge detection method to build a boolean mask. + + This is the unified front-end for all registered `thresholder` methods. It validates + the requested `method`, prepares per-method `limits`, applies the method to a 2D + frame or a 3D stack (frame-by-frame), and optionally inverts the boolean result. Parameters ---------- img : np.ndarray Input 2D or 3D AFM image data. method : str - Thresholding method name. Must be one of the registered methods. + Name of a registered thresholding/edge method (e.g., `"histogram"`, `"otsu"`, + `"auto edges"`, `"selection"`, `"hist edges"`, `"adaptive"`, etc.). The set + of available methods is defined by `_METHOD_MAP`. limits : tuple, list, str, or None, optional Parameters specific to the method (default is None). invert : bool, optional @@ -514,7 +1000,33 @@ def thresholder( Returns ------- np.ndarray - Masked array with NaNs in excluded regions. + Boolean mask array with the same shape as `img`, where: + True → excluded / masked pixels + False → valid / included pixels + + Raises + ------ + ValueError + If `method` is unknown, or if `limits` are missing/invalid for the chosen + method. + + Notes + ----- + - 3D stacks are processed frame-by-frame and re-stacked on the leading axis. + - This dispatcher **does not modify** the numeric data in `img`; it produces a + boolean mask suitable for masked leveling or post-processing. + - Methods define their own internal operations (e.g., Sobel, Otsu, morphology) + and may treat `limits` differently. This function only prepares and routes + arguments consistently. + - If `invert=True`, the returned mask becomes a validity mask (True = valid). + + Examples + -------- + >>> # Histogram gating: keep [-1, +1] nm as valid; everything else excluded. + >>> mask_excl = apply_thresholder(img, method="histogram", limits=(-1.0, 1.0)) + >>> # Otsu on a stack, then invert to obtain a validity mask (True = valid) + >>> excl = apply_thresholder(stack, method="otsu") + >>> valid = np.logical_not(excl) """ method = method.lower() if method not in _METHOD_MAP: @@ -522,25 +1034,43 @@ def thresholder( func = _METHOD_MAP[method] - result: np.ndarray[Any, np.dtype[np.float64]] - # Handle 3D stacks frame-by-frame + # Prepare safe method-specific limits: + # - Some methods ignore limits entirely. + # - Some methods require (low, high). + # - Otherwise, pass through whatever was provided (tuple/list/str/None). + limits_safe: tuple[float, float] | list[float] | str | None + if method in ["otsu", "auto edges", "selection"]: + limits_safe = None + + elif method in {"histogram", "hist edges", "adaptive"}: + if not (isinstance(limits, (tuple, list)) and len(limits) == 2): + raise ValueError(f"Method '{method}' requires (low, high) limits") + low, high = float(limits[0]), float(limits[1]) + limits_safe = (low, high) + else: + limits_safe = limits # fallback + + result: np.ndarray[Any, np.dtype[np.bool_]] + + # Compute mask: + # - 3D stacks are processed frame-by-frame and concatenated. + # - Each registered method returns a boolean mask per frame. if img.ndim == 3: - masks: list[np.ndarray[Any, np.dtype[np.float64]]] = [ - func(frame, limits) for frame in img - ] - result = np.stack(masks) + masks = [func(frame, limits_safe) for frame in img] # should be bool + result = np.stack(masks, axis=0) else: - result = func(img, limits) + result = func(img, limits_safe) + # Optional inversion for callers that need the complement. + # Convention reminder: True=excluded, False=valid if invert: - result = np.isnan(result).astype(float) - result[result == 0] = np.nan + result = np.logical_not(result) return result __all__ = [ - "thresholder", + "apply_thresholder", "selection", "histogram", "otsu", @@ -550,4 +1080,5 @@ def thresholder( "otsu_skel", "hist_skel", "line_step", + "adaptive", ] diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..77775b7 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,22 @@ +"""Test fixtures for pnanolocz_lib.""" + +from __future__ import annotations + +from pathlib import Path + +import numpy as np +import pytest + +RESOURCES = Path(__file__).parent / "resources" + + +@pytest.fixture +def load_npz(): + """Return a loader function so tests can do: data = load_npz('file.npz').""" + + def _load(name: str) -> dict[str, np.ndarray]: + p = RESOURCES / name + with np.load(p, allow_pickle=False) as z: + return {k: z[k] for k in z.files} + + return _load diff --git a/tests/resources/0.0_00003.spm b/tests/resources/0.0_00003.spm new file mode 100644 index 0000000..9639ca9 --- /dev/null +++ b/tests/resources/0.0_00003.spm @@ -0,0 +1,84267 @@ +\*File list +\Version: 0x09700108 +\Date: 02:18:33 PM Wed Sep 07 2022 +\Start context: OL2BIG +\Data length: 80960 +\User Rating: 0 +\Text: +\History: +\Navigator note: +\Engage X Pos: -19783.4 um +\Engage Y Pos: -42151.3 um +\*Equipment list +\Description: Dimension Icon +\Extender: None +\Torsion: No +\Sensor: None +\Vision: uEye UI148xLE-C #1 +\EC Pot: None +\Scanner file: 2bdb0_1b52c.scn +\Temp Controller: LakeShore +\*Scanner list +\Scanner type: Dim 4000 +\Head Type: Morpheus +\Serial Number: 2bdb0 +\Z serial: 1b52c +\Part Number: 931-002-301 +\Z Part Number: 840-002-379 +\Piezo size: G +\File name: 2bdb0_1b52c.scn +\Retracted offset der: 7.34 +\Extended offset der: -9.8 +\Allow rotation: Allow +\Piezo cal: 440 +\X sensitivity: 59.2 +\X derate: 0.07 +\X mag: 1.2 +\X mag1: 0.85 +\X arg: 3.4 +\Fast arg derate: 0 +\Rounding Minimum: 0.1 +\Orthogonality: 0 +\Y sensitivity: 59.2 +\Y derate: 0.07 +\Y mag: 0.9 +\Y mag1: 1.18 +\Y arg: 3.7 +\Slow arg derate: 0.005 +\X slow sensitivity: 65.8 +\X slow derate: 0.055 +\Y fast sensitivity: 65.8 +\Y fast derate: 0.055 +\X slow-fast coupling: 0.12171 +\X slow-fast coupling derating: -0 +\Y slow-fast coupling: 0.147242 +\Y slow-fast coupling derating: -0 +\Fast cal freq: 2.50401 +\Slow cal freq: 4.89064 +\Xs-Yf coupling: 0.00170358 +\Xs-Yf coupling derating: -1.23204e-05 +\Ys-Xf coupling: -0.0144994 +\Ys-Xf coupling derating: -3.29532e-05 +\X offset sens: 90 +\Y offset sens: 90 +\Max scan size: 38 +\Z min: -220 +\Z max: 220 +\Z engage position: 0 +\Z to X coupling: -6 +\Z to Y coupling: 10 +\OptoXY x sensitivity: 224.4 +\OptoXY y sensitivity: 235 +\OptoXY orthogonality: 0 +\OptoXY x sens fitted: 110 +\OptoXY y sens fitted: 120 +\OptoXY orthog fitted: 0 +\OptoXY scan angle cor: 0 +\OptoXY pgain/igain: 0.5 +\Optoxy FitVersion: V1 +\OptoXY xsenscal_x: 0 +\OptoXY xsenscal_y: 0 +\OptoXY xsenscal_xy: 0 +\OptoXY xsenscal_xx: 0 +\OptoXY xsenscal_yy: 0 +\OptoXY xsenscal_xxy: 0 +\OptoXY xsenscal_xyy: 0 +\OptoXY xsenscal_xxx: 0 +\OptoXY xsenscal_yyy: 0 +\OptoXY xsenscal_xxyy: 0 +\OptoXY xsenscal_xxxy: 0 +\OptoXY xsenscal_xyyy: 0 +\OptoXY xsenscal_xxxx: 0 +\OptoXY xsenscal_yyyy: 0 +\OptoXY ysenscal_x: 0 +\OptoXY ysenscal_y: 0 +\OptoXY ysenscal_xy: 0 +\OptoXY ysenscal_xx: 0 +\OptoXY ysenscal_yy: 0 +\OptoXY ysenscal_xxy: 0 +\OptoXY ysenscal_xyy: 0 +\OptoXY ysenscal_xxx: 0 +\OptoXY ysenscal_yyy: 0 +\OptoXY ysenscal_xxyy: 0 +\OptoXY ysenscal_xxxy: 0 +\OptoXY ysenscal_xyyy: 0 +\OptoXY ysenscal_xxxx: 0 +\OptoXY ysenscal_yyyy: 0 +\OptoXY orthocal_x: 0 +\OptoXY orthocal_y: 0 +\OptoXY orthocal_xy: 0 +\OptoXY orthocal_xx: 0 +\OptoXY orthocal_yy: 0 +\ClosedLoop x igain: 60 +\ClosedLoop y igain: 60 +\Z range sens: 9.93315 +\StrainZ Scanner: Yes +\Z sensor sens: 463 +\Z sensor gain factor: 1.6 +\Z sensor offset gain: 3.355 +\Full Range Sensor Gain: 1.4 +\Z sensor LinC1: 1 +\Z sensor LinC2: 0.202788 +\Z sensor LinC3: -1.01731 +\Z sensor LinC4: 3.65343 +\Z sensor Linearization: Yes +\Adaptive XY Feedback Scanner: Yes +\Adaptive ScanSizeExpRatio: 0.5 +\Adaptive Minimal Scan Size: 10 +\Adaptive Minimal Scan Rate: 0.2 +\Adaptive x RefPolarity: -1 +\Adaptive y RefPolarity: -1 +\Adaptive x PlantGain: 2 +\Adaptive y PlantGain: 2 +\Adaptive x SensorNoise: 320 +\Adaptive y SensorNoise: 320 +\Adaptive x CutOffFreq: 400 +\Adaptive y CutOffFreq: 400 +\Adaptive x Feedback BW: 10 +\Adaptive y Feedback BW: 10 +\Adaptive X DC Gain: 0.6 +\Adaptive Y DC Gain: 0.6 +\Illumination Scale Factor: 0.5 +\Illumination Range: 1023 +\X center offset: -12 +\Y center offset: -12 +\Adaptive Max scan size: 38 +\OLXY Scanner: No +\Max tip velocity: 4500 +\XY digital CL cutoff frequency: 800 +\@Sens. Zsens: V 6.127566 nm/V +\@Sens. CurrentSens: V -10.00000 nA/V +\@Sens. SECPMSens: V 100.0000 mV/V +\@Sens. Xsensor: V 4016.924 nm/V +\@Sens. Ysensor: V 4206.672 nm/V +\*Ciao scan list +\Parameter select: Main +\Operating mode: Image +\Tip Serial Number: +\Tip Scanned Distance: 34086.7 +\Tip Frame Count: 14 +\Scan Size: 1660.16 nm +\Slow Axis Size: 1660.16 nm +\X Position: 0 +\Y Position: 0 +\X Offset: -4640.63 nm +\Y Offset: 234.375 nm +\Rotate Ang.: 0 +\Stage X: 79818.3 +\Stage Y: 129522 +\Stage Z: -17199.9 +\Stage Optics: -1429.93 +\X round: 0.1 +\Tip Offset X: 0 +\Tip Offset Y: 0 +\NanoTrack X Offset Set: 0 +\NanoTrack Y Offset Set: 0 +\NanoTrack X Offset Actual: 0 +\NanoTrack Y Offset Actual: 0 +\Samps/line: 1024 +\Lines: 1024 +\Y disable: Enabled +\Aspect Ratio: 1:1 +\Link Slow Axis Size: Yes +\bidirectional scan: Disabled +\Rectilinear Scan: Disabled +\Calibrate Scan Line Shift: Off +\Scan line shift: 0 +\QNM scan line shift: 4.096 +\Line offset factor: 0 +\Line average: No +\Scan Rate: 2.85359 +\Dark Lift Delay: 300 +\Tip Velocity: 10.5276 +\Zoom in at Constant: Scan Rate +\XY Move Tip Pos: Surface +\Minimum scan rate: 0.1 +\Lift rate: 4 +\X drift: 0 +\Y drift: 0 +\Step XY size: 300 +\Cycles: 10 +\Step XY period: 0.005 +\Step size: 3 +\Units: Metric +\Setpoint Units: nm +\Clear Buffer for new Scan Area: No +\Color table: 2 +\Scope dualtrace: Dual +\Auto X Sep: 0 +\Auto Y Sep: 0 +\Auto pattern: Linear +\Auto number: 2 +\Capture direction: Up +\Capture prelines: 50 +\Engage Setpoint: 1 +\Min int. gain: 20 +\Parameter Update Retract: Disabled +\Parameter Update FB: On +\Capture mode : Continuous +\Captured Automatically: 0 +\MIROView Scan Direction: 0 +\Gain Normalization: By DataBase +\Gain Factor: 0.4 +\Initial Setpoint: 5 +\Potential Feedback: Off +\Potential Feedback Inter: Off +\Frequency Feedback: Off +\Frequency Feedback Inter: Off +\Potential Type: Off +\Potential Type Inter: Off +\Freq. Control: User-defined +\Freq. Control Inter: User-defined +\Drive feedback: Disabled +\Drive time: 0 +\Drive setpoint: 1 +\Drive gain: 80 +\Start size: 13199.8 nm +\Pass 2 size: 10000 nm +\Pass 3 size: 5000 nm +\Pass 4 size: 2000 nm +\Feature scan angle: 0 +\Feature Scan rate: 1 +\Feature step size: 0.138889 +\Feature setpoint: 0.8 +\Feature threshold: 2000 +\Pass delay: 5 +\Z offset: 0 +\Z tolerance: 1135.97 +\Engage X offset: 0 nm +\Engage Y offset: 0 nm +\Engage step size: 0.138889 +\Engage Z sens.: 12.5 +\Engage Z avg.: 10 +\Engage Z delay: 0.5 +\Height engage: Disabled +\Extended Current sens: 1 pA/V +\PF Extended Current sens: 20 pA/V LBW +\Bias limit: 12 V +\AFM Current Sensitivity: 1 nA/V +\SECPM sens: 100 mV/V +\Current range: 200 nA +\Generic amp sens: 1 V/A +\Z Range: 4.37058 +\Strip chart : Disabled +\Strip Chart Rate: 500 +\Strip Chart Size: 100 +\XY Closed Loop: Off +\OptoXY Do Linear: Off +\Z Closed Loop: Off +\Analog2 High Voltage: 0 +\Analog22 High Voltage: 0 +\Output 1 Data Type: Off +\Output 2 Data Type: Off +\Meter display ctrl.: Hidden +\Meter Display Mode: Vertical/RMS +\Stop motor: Disabled +\Display level: 127 +\XY Feedback Control: Digital +\Show Thermal Tune Button: Both +\Show HSDC Button: Both +\Show Point & Shoot Button: Both +\Show Potential Controls: Neither +\Show Frame Rate Control: Hidden +\Show Repulsion Time Indicator: Hidden +\Enable Optical Image Dewarping: Off +\Z Sensor Correction: Enabled +\XY Drift Correction: Enabled +\Torsional Freq: 950 +\Torsional Q: 1000 +\Sample Rate: 10 +\Sample Points: 128 +\Cycles to Average: 32 +\Harmonics To Correct: 1 +\Max Harmonics: 20 +\Force Data Points: 64 +\Calculation Period: 60 +\Interaction Time: 0.24 +\Invert Torsional: Yes +\Invert Vertical: Yes +\Unload Fit Region: 0.7 +\Lift Height: 300 +\Sync Distance: 63 +\Sync Distance New: 0 +\Sync Distance QNM: 0 +\Peak Force Engage Amplitude: 150 +\Peak Force Engage Setpoint: 0.15 +\Top Fit Region: 0.3 +\Peak Force Amplitude: 100 +\QNM Calibration: DefaultByZ +\Adhesion Algorithm: Threshold Crossing +\Adhesion Fit %: 0.1 +\Cursor A: 0 +\Cursor B: 200 +\Live Cell Background Removal: Off +\Dynamic Sync Distance: Off +\Force Filter: Off +\Signal/Noise Threshold: 2 +\Cutoff Modulus: 0.3 +\Auto Sync Distance: On +\Auto Sync Distance QNM: On +\Fluid Cell: No +\Medium: Fluid +\Deformation Fit Region: 0.98 +\Tip Radius: 5 +\Cantilever Angle: 8 +\Sample Poisson's Ratio: 0.3 +\Tip Half Angle: 0 +\Include Adhesion Force: Yes +\Min Force Fit Boundary: 20 +\Max Force Fit Boundary: 80 +\Modulus Fit Model: Hertzian (Spherical) +\ScanAsyst Setup: Allow +\ScanAsyst Auto Control: On +\ScanAsyst Auto Gain: On +\ScanAsyst Auto Setpoint: On +\ScanAsyst Auto Scan Rate: On +\ScanAsyst Auto Z Limit: On +\ScanAsyst Noise Threshold: 0.5 +\ScanAsyst AutoConfig Frames: 1 +\Scan Target Threshold: 0.001 +\Scan Acceptable Threshold: 0.2 +\Scan Max Optimizing Time: 60 +\Skip Offset Optimization: No +\Perfusion Cell Temperature: +\FalseDefl Scan DitheringBits: 3 +\Scan Single Frame Number: 1 +\Idle Depolarize Warning Time: 3600 +\Idle Depolarize Withdraw Time: 7200 +\Idle Depolarize Threshold: 0.05 +\Auto Adjust Rounding: Yes +\Peak Current Average Region: 0.0001 +\I2C Test: Off +\Peak Force Freq Method: Pre-Set +\PFT Freq: 2 kHz +\Peak Force Freq Divider: 256 +\Tip Drive Noise Threshold: 0.2 +\Tip Drive PFT Amplitude: 100 +\SyncDistQNM Filter Factor: 1 +\Use Freq Based QNM Calibration: Off +\Sync Distance QNM 8K: 0 +\Sync Distance QNM 4K: 0 +\Sync Distance QNM 2K: 0 +\Sync Distance QNM 1K: 0 +\Sync Distance QNM 0.5K: 0 +\Sync Distance QNM 0.25K : 0 +\Sync Distance QNM 0.125K: 0 +\PFT Amplitude Sens 8K: 0 +\PFT Amplitude Sens 4K: 0 +\PFT Amplitude Sens 2K: 0 +\PFT Amplitude Sens 1K: 0 +\PFT Amplitude Sens 0.5K: 0 +\PFT Amplitude Sens 0.25K: 0 +\PFT Amplitude Sens 0.125K: 0 +\Auto PFT Ampl. Sens: Off +\Apply DDS3 Sens Factor: Yes +\PFT Ampl. Sens Factor: 0.01 +\SyncDistance Display: Percentage +\ScanAsyst Min. Setpoint: 0.02 +\ScanAsyst Max. Setpoint: 3 +\ScanAsyst Gain Factor: 0 +\ScanAsyst Gain Threshold: 500 +\PeakForce Capture: Never +\Reduced Z Delay: 2 +\Z Auto Center Boundary: 0 +\EOL Capture Enable: Off +\EOL Capture Trigger Position: End of Trace +\EOL Capture Time Interval: 0.996124 +\EOL Caputre Ramp Option: None +\EOL Capture Ramp Delay: 0.8 +\EOL Capture Camera Source: Internal +\External captured frame path: +\EOL Capture File Reading Timeout: 8 +\EOL Capture Output: Show +\EOL Send Stop Trigger: On +\NanoTrack Path Simulation: Off +\PseudoRT Path Simulation: Off +\NanoTrack Max Row Shift: 10 +\NanoTrack Max Col Shift: 10 +\NanoTrack Channel: 2 +\NanoTrack Min Correlation: 0.8 +\Scan Park Lift Height: 500 +\Adaptive Interleave: Never +\Z Slew Rate Limit: 0 +\Touch Calibration Sweep Range: 400 +\Touch Calibration Force Setpoint: 0.2 +\Auto Amplitude Setpoint: Off +\Free Amplitude: 500 +\Setpoint/Amplitude Ratio: 0.9 +\Amplitude Lift Height: 100 +\Fast Tapping: Off +\FF Phase Shift: 0 +\FF Use Min. Trace Retrace: On +\FF Block Converge Data: Off +\Converge Lines: 0 +\FF Use Z Sensor Data: Off +\FF Zin2Zout Scale: 1 +\FF Defl2Z Scale: 0 +\LP CutOff: 200 +\Defl HP CutOff: 10 +\FF Use Line Tracking: On +\AmplitudeCutRatio: 0.4 +\DeflectionCutRatioOfRMS: 5 +\BadPointsLimitPercentage: 0.1 +\AbsMDiffTraceRetrace2AbsMTrace: 0.5 +\TraceRetraceDiffLimit: 1.5 +\Max Data Points: 512 +\Curves to Average: None +\IR Trigger: Off +\IR Trigger Pulse Len: 0 +\IR Trigger Skip Slots: 0 +\IR Group Triggers: 0 +\IR Trigger is EOF: Off +\IR Trigger is EOL: Off +\TM DDS1 Route: Tapping Piezo Only +\Ramp Segments Max: Max 30 +\QNM Mode: Off +\@InterleaveList: S [InterleaveOffMode] "Disabled" +\@LinearizeList: S [LinearizeOffMode] "modeLinearizeOff" +\@DarkLiftList: S [] "" +\@FPGA Z Feedback: S [] "On" +\@MicroscopeList: S [TMMode] "Tapping" +\@LPDeflection: S [LPFilterOn] "Enabled" +\@LP TM Deflection: S [LPFilterOn] "Enabled" +\@LP Current: S [LPFilterOn] "Enabled" +\@LP Vertical Deflection: S [LPFilterOn] "Enabled" +\@Low Pass Frequency: S [LPFilterOn] "Enabled" +\@LP Friction: S [] "Enabled" +\@LP TM Friction: S [] "Enabled" +\@PicoAnglerPollOnOff: S [PicoAnglerPollOff] "Disabled" +\@ThermalTuneMaxFreq: S [ThermalTuneData500K] "1 - 100 KHz" +\@TipBiasCntrlList: S [TipBiasCntrlGround] "Ground" +\@Sample Bias Control: S [] "Ground" +\@HSADCMuxOnOff: S [HSADCMuxOff] "modeHSADCMuxOff" +\@HsdcChanADataType: S [HsdcDataTypeDeflection] "Vertical Deflection" +\@HsdcChanBDataType: S [HsdcDataTypeLateral] "Lateral Deflection" +\@FastScan List: S [FastScanOff] "Disabled" +\@FastZFeedback List: S [DigitalZFastScan] "Digital" +\@TR Mode: S [] "Disabled" +\@VerticalGainControlList: S [] "Disabled" +\@SCM Feedback: S [] "" +\@2:HsdcChanCDataType: S [HsdcDataTypeOff] "Off" +\@3:HsdcChanCDataType: S [HsdcDataTypeOff] "Off" +\@2:HsdcChanDDataType: S [HsdcDataTypeHeight] "Height" +\@3:HsdcChanDDataType: S [HsdcDataTypeOff] "Off" +\@2:HsdcTriggerChan: S [HsdcDataTypeHeight] "Height" +\@3:HsdcTriggerChan: S [HsdcDataTypeHeight] "Height" +\@2:SPMFeedbackList: S [SPMFb] "Amplitude" +\@3:SPMFeedbackList: S [SPMFb] "Amplitude" +\@2:DDS1RoutingTappingMode: S [DDS1ToTappingPiezo] "Tapping Piezo" +\@3:DDS1RoutingTappingMode: S [DDS1ToTappingPiezo] "Tapping Piezo" +\@4:DDS1RoutingFastScanAsystMode: S [DDS1ToTappingPiezo] "Tapping Piezo" +\@5:DDS1RoutingFastScanAsystMode: S [] "" +\@4:Drive1Routing: S [DDS1ToTappingPiezo] "Tapping Piezo" +\@5:Drive1Routing: S [] "" +\@2:Drive1Monitor: S [] "Not Available" +\@3:Drive1Monitor: S [] "Not Available" +\@4:MainLockInEnableContactMode: S [] "" +\@5:MainLockInEnableContactMode: S [] "" +\@4:MainLockInEnableFastScanAsystMode: S [] "" +\@5:MainLockInEnableFastScanAsystMode: S [] "" +\@2:MainLockInEnableNonContactMode: S [LockIn1Enabled] "Enabled" +\@3:MainLockInEnableNonContactMode: S [LockIn1Enabled] "Enabled" +\@2:LockIn1SourceTappingMode: S [] "Vertical" +\@3:LockIn1SourceTappingMode: S [] "Vertical" +\@4:LockIn1SourceFastScanAsystMode: S [] "" +\@5:LockIn1SourceFastScanAsystMode: S [] "" +\@4:MainLockInSource: S [] "Vertical" +\@5:MainLockInSource: S [] "Vertical" +\@2:Zmod: S [] "Disabled" +\@3:Zmod: S [] "Disabled" +\@2:LateralGainControl: S [LateralGainDisabled] "Disabled" +\@3:LateralGainControl: S [LateralGainDisabled] "Disabled" +\@2:InputFbList: S [InputFbOff] "Off" +\@3:InputFbList: S [InputFbOff] "Off" +\@4:TR Mode: S [] "Disabled" +\@5:TR Mode: S [] "Disabled" +\@4:TRCouplingCheck: S [] "" +\@5:TRCouplingCheck: S [] "" +\@2:LockIn2DDS2Enable: S [LockIn2Disabled] "Disabled" +\@3:LockIn2DDS2Enable: S [LockIn2Disabled] "Disabled" +\@4:DDS2HarmonicList: S [] "1" +\@5:DDS2HarmonicList: S [] "1" +\@2:LockIn2Source: S [] "Disabled" +\@3:LockIn2Source: S [] "Disabled" +\@2:Drive2Routing: S [] "Null" +\@3:Drive2Routing: S [] "Null" +\@2:Drive2Monitor: S [] "Not Available" +\@3:Drive2Monitor: S [] "Not Available" +\@4:PRLockInTypeList: S [] "" +\@5:PRLockInTypeList: S [] "" +\@4:PiezoACBiasCtrlList: S [] "" +\@5:PiezoACBiasCtrlList: S [] "" +\@4:VerticalGainControlList: S [] "Enabled" +\@5:VerticalGainControlList: S [] "Enabled" +\@4:SCM Feedback: S [] "" +\@5:SCM Feedback: S [] "" +\@4:TUNAList: S [TUNAOffMode] "Disabled" +\@5:TUNAList: S [TUNAOffMode] "Disabled" +\@4:Drive3RoutingSoftHarmoniX: S [] "" +\@5:Drive3RoutingSoftHarmoniX: S [] "" +\@4:Drive3RoutingSoftHarmoniXRamp: S [] "" +\@5:Drive3RoutingSoftHarmoniXRamp: S [DDS3ToAppMod] "Application Module" +\@2:Drive3Routing: S [] "Null" +\@3:Drive3Routing: S [] "Null" +\@2:Drive3Monitor: S [] "Not Available" +\@3:Drive3Monitor: S [] "Not Available" +\@2:LockIn3EnableList: S [LockIn3Disabled] "Disabled" +\@3:LockIn3EnableList: S [LockIn3Disabled] "Disabled" +\@4:LockIn3SourceSoftHarmoniX: S [] "Disabled" +\@5:LockIn3SourceSoftHarmoniX: S [] "Vertical" +\@2:LockIn3SourceNonSoftHarmoniX: S [] "Disabled" +\@3:LockIn3SourceNonSoftHarmoniX: S [] "Disabled" +\@Sens. DeflSens: V 20.00000 nm/V +\@Sens. AmplSens: V 20.00000 nm/V +\@Sens. DeflectionIn1BSens: V 20.00000 nm/V +\@Sens. FVModulusSens: V 1.000000 Pa/Arb +\@Sens. FVLogModulusSens: V 1.000000 log(Pa)/log(Arb) +\@Sens. FVForceSens: V 1.000000 nN/Arb +\@Sens. FVStiffnessSens: V 1.000000 N/m*Arb +\@Sens. FVSweepF0Sens: V 1.000000 Hz/Arb +\@Sens. FVSweepQSens: V 1.000000 1/Arb +\@Sens. FVSweepAmpSens: V 1.000000 nm/Arb +\@Sens. FVSweepFitRSqSens: V 1.000000 1/Arb +\@Sens. FVCRNormContactStiffSens: V 1.000000 1/Arb +\@Sens. FVCRDampingCoeffSens: V 1.000000 1/Arb +\@Sens. FVCRRadiusSens: V 1.000000 nm/Arb +\@Sens. FVCRStorageModSens: V 1.000000 Pa/Arb +\@Sens. FVCRLossModSens: V 1.000000 Pa/Arb +\@Sens. FVCRLossTanSens: V 1.000000 1/Arb +\@Sens. ECBiasSens: V 1000.000 mV/V +\@Sens. AFMSetFastScanSens: V 1.000000 V/V +\@Sens. ZsensSens: V 291.3324 nm/V +\@Sens. ZPicoSens: V 1000.000 nm/V +\@Sens. LSPRDataSensitivity: V 1.000000 +\@Sens. LSPRAmplitudeSensitivity: V 1.000000 +\@Sens. HSPRDataSensitivity: V 1.000000 +\@Sens. HSPRAmplitudeSensitivity: V 1.000000 +\@Sens. tunaSens: V 10.00000 pA/V +\@Sens. biassens: V 1.000000 V/V +\@Sens. testsens: V 1.000000 V/V +\@Sens. SecmEtipSens: V 1.000000 V/V +\@Sens. SecmItipSens: V 1.000000 nA/V +\@Sens. SecmISens: V 100.0000 uA/V +\@Sens. Amplitude Error: V 20.00000 nm/V +\@Sens. Phase: V 1.000000 +\@Sens. Phase Error: V 1.000000 +\@Sens. Friction: V 1.000000 +\@Sens. TM Deflection: V 20.00000 nm/V +\@Sens. TM Friction: V 1.000000 +\@Sens. Inphase: V 1.000000 +\@Sens. Quadrature: V 1.000000 +\@Sens. Amplitude1: V 1.000000 +\@Sens. Raw Deflection: V 1.000000 +\@Sens. Raw Deflection Gain: V 1.000000 +\@Sens. Counter 1: V 1.000000 +\@Sens. Counter 2: V 1.000000 +\@Sens. Freq. 1: V 1.000000 +\@Sens. Freq. 2: V 1.000000 +\@Sens. Fast Z Analog: V 1.000000 +\@Sens. Fast Z: V 1.000000 +\@Sens. Fast RMS: V 1.000000 +\@Sens. Fast Deflection Analog: V 1.000000 +\@Sens. Fast Deflection Error: V 1.000000 +\@Sens. Frequency: V 1.000000 +\@Sens. Potential: V 1.000000 +\@Sens. Potential (HV): V 1.000000 +\@Sens. dCdZ: V 1.000000 +\@Sens. TR Amplitude: V 1.000000 +\@Sens. TR Amplitude Error: V 1.000000 +\@Sens. TR Phase: V 1.000000 +\@Sens. Amplitude2: V 1.000000 +\@Sens. HS PR Phase: V 1.000000 +\@Sens. MFM Amplitude: V 1.000000 +\@Sens. MFM Phase: V 1.000000 +\@Sens. dC/dV Amplitude: V 1.000000 +\@Sens. dC/dV Amplitude Error: V 1.000000 +\@Sens. dC/dV I: V 1.000000 +\@Sens. dC/dV Q: V 1.000000 +\@Sens. dC/dV Phase: V 1.000000 +\@Sens. Feedback Bias: V 1.000000 +\@Sens. Log(Resistance): V 1.000000 +\@Sens. Input1: V 1.000000 +\@Sens. Input2: V 1.000000 +\@Sens. Input3: V 1.000000 +\@Sens. DriveAmplitude3Sens: V 630.3000 nm/V +\@Sens. ForceDeflSens: V 1.000000 +\@Sens. ForceSens: V 1.000000 +\@Sens. DissipationSens: V 1.000000 +\@Sens. DeformationSens: V 3151.500 nm/V +\@Sens. StiffnessSens: V 1.000000 +\@Sens. LogStiffnessSens: V 1.000000 +\@Sens. SneddonModulusSens: V 1.000000 +\@Sens. LogSneddonModulusSens: V 1.000000 +\@Offset PotentialInputOffset: V [Sens. Potential] (0.0003051758 V/LSB) 0 V +\@Offset SecmInputOffsetEtip: V [Sens. SecmEtipSens] (0.0003750000 V/LSB) -0 V +\@Offset SecmInputOffsetItip: V [Sens. SecmItipSens] (0.0003750000 V/LSB) 0 V +\@Offset SecmInputOffsetI: V [Sens. SecmISens] (0.0003750000 V/LSB) -0 V +\@Sample period: V (0.1000000 us/LSB) 22.00000 us +\@Z center: V [Sens. Zsens] (0.006713867 V/LSB) 0.006713867 V +\@1:ZLimit: V [Sens. Zsens] (0.006713867 V/LSB) 440.0000 V +\@1:ZLimitRamp: V [Sens. Zsens] (0.006713867 V/LSB) 440.0000 V +\@1:AmplitudeLimit1: V (0.0000009313226 mV/LSB) 1000.000 mV +\@1:TRAmplitudeLimit: V (0.0000009313226 mV/LSB) 2500.000 mV +\@1:SCMAmplitudeLimit: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:AmplitudeLimit1LockIn1and2: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:AmplitudeLimit1LockIn1: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:AmplitudeLimit1LockIn2: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:DeflectionLimitNDma: V (0.00000000572205 V/LSB) 24.57600 V +\@2:DeflectionLimitLockIn3LSADC1: V (0.00000000572205 V/LSB) 24.57600 V +\@2:DeflectionLimit: V (0.00000000572205 V/LSB) 24.57600 V +\@2:TMDeflectionLimitLockIn3LSADC1: V (0.00000000572205 V/LSB) 24.57600 V +\@2:TMDeflectionLimit: V (0.00000000572205 V/LSB) 24.57600 V +\@2:HSADC2GainLockIn2and1: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:HSADC2GainLockIn2: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:HSADC2GainLockIn1: V (0.0000009313226 mV/LSB) 4000.000 mV +\@2:LSADC2Gain: V (0.00000000572205 V/LSB) 24.57600 V +\@2:LSADC9Gain: V (0.00000000572205 V/LSB) 24.57600 V +\@Lift Start Height: V [Sens. Zsens] (0.006713867 V/LSB) 0 V +\@Lift Scan Height: V [Sens. Zsens] (0.006713867 V/LSB) 4.506534 V +\@Drive height: V [Sens. Zsens] (0.006713867 V/LSB) 0 V +\@2:SoftHarmoniXSetpoint: V [Sens. ForceDeflSens] (0.0003750000 V/LSB) 0.1000000 V +\@3:SoftHarmoniXSetpoint: V [Sens. ForceDeflSens] (0.0003750000 V/LSB) 0 V +\@2:AFMSetDeflection: V [Sens. DeflSens] (0.0003662109 V/LSB) 0.5000000 V +\@3:AFMSetDeflection: V [Sens. DeflSens] (0.0003662109 V/LSB) 0.5000000 V +\@2:TMSetAmplitude: V [Sens. AmplSens] (0.01525879 mV/LSB) 283.2855 mV +\@3:TMSetAmplitude: V [Sens. AmplSens] (0.01525879 mV/LSB) 0 mV +\@2:TMSetDeflection: V [Sens. DeflSens] (0.0003662109 V/LSB) 0 V +\@3:TMSetDeflection: V [Sens. DeflSens] (0.0003662109 V/LSB) 0 V +\@2:TMSetFastScan: V (0.0003662109 V/LSB) 0 V +\@3:TMSetFastScan: V (0.0003662109 V/LSB) 0 V +\@2:AFMSetFastScanAnalog: V [Sens. AFMSetFastScanSens] (0.0003662109 V/LSB) 0 V +\@3:AFMSetFastScanAnalog: V [Sens. AFMSetFastScanSens] (0.0003662109 V/LSB) 0 V +\@2:AFMSetFastScanDigital: V [Sens. AFMSetFastScanSens] (0.0003662109 V/LSB) 0 V +\@3:AFMSetFastScanDigital: V [Sens. AFMSetFastScanSens] (0.0003662109 V/LSB) 0 V +\@2:STMSetCurrent: V [Sens. CurrentSens] (0.0003750000 V/LSB) 0.1000000 V +\@3:STMSetCurrent: V [Sens. CurrentSens] (0.0003750000 V/LSB) 10.00000 V +\@2:TRSetAmplitude: V (0.01525879 mV/LSB) 270.0000 mV +\@3:TRSetAmplitude: V (0.01525879 mV/LSB) 270.0000 mV +\@2:SetTRVertDefl: V (0.0003662109 V/LSB) 0 V +\@3:SetTRVertDefl: V (0.0003662109 V/LSB) 0 V +\@2:SECPMSetPotential: V [Sens. SECPMSens] (0.0003750000 V/LSB) 2.000000 V +\@3:SECPMSetPotential: V [Sens. SECPMSens] (0.0003750000 V/LSB) 2.000000 V +\@2:TMSetPhase: V (0.005493164 /LSB) 0 +\@3:TMSetPhase: V (0.005493164 /LSB) 0 +\@2:DigitalSetPoint: V [Sens. DeflectionIn1BSens] (0.0003750000 V/LSB) 0.2500000 V +\@3:DigitalSetPoint: V [Sens. DeflectionIn1BSens] (0.0003750000 V/LSB) 0.2500000 V +\@2:TRSetPhase: V (0.005493164 /LSB) 0 +\@3:TRSetPhase: V (0.005493164 /LSB) 0 +\@2:NanoTrenchSetPoint: V (0.0003750000 V/LSB) 0 V +\@3:NanoTrenchSetPoint: V (0.0003750000 V/LSB) 0 V +\@2:AFMFbIgain2Factor: V (1.000000 1/LSB) 32.00000 +\@3:AFMFbIgain2Factor: V (1.000000 1/LSB) 32.00000 +\@2:AFMFbPgain2: V (0.3125000 1/LSB) 0 +\@3:AFMFbPgain2: V (0.3125000 1/LSB) 0 +\@2:Sample Bias: V (0.3051758 mV/LSB) 0 mV +\@3:Sample Bias: V (0.3051758 mV/LSB) 0 mV +\@2:Tip Bias: V (0.0003662109 V/LSB) 0 V +\@3:Tip Bias: V (0.0003662109 V/LSB) 0 V +\@2:Analog2: V (0.0003662109 V/LSB) 0 V +\@3:Analog2: V (0.0003662109 V/LSB) 0 V +\@2:CantFrequency: V (0.00001164153 kHz/LSB) 109.6139 kHz +\@3:CantFrequency: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:CantFrequencyContactMode: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:CantFrequencyContactMode: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:CantDrive: V (0.3051758 mV/LSB) 4000.000 mV +\@3:CantDrive: V (0.3051758 mV/LSB) 0 mV +\@2:CantDriveContactMode: V (0.3051758 mV/LSB) 0 mV +\@3:CantDriveContactMode: V (0.3051758 mV/LSB) 0 mV +\@2:CantDriveNulled: V (0.3051758 mV/LSB) 0 mV +\@3:CantDriveNulled: V (0.3051758 mV/LSB) 0 mV +\@2:DriveDCOffsetTappingMode: V (0.0003051758 V/LSB) 0 V +\@3:DriveDCOffsetTappingMode: V (0.0003051758 V/LSB) 0 V +\@2:DriveDCOffsetNonTapping: V (0.0003051758 V/LSB) 0 V +\@3:DriveDCOffsetNonTapping: V (0.0003051758 V/LSB) 0 V +\@2:DriveDCOffsetFastScanAsyst: V (0.0003051758 V/LSB) 0 V +\@3:DriveDCOffsetFastScanAsyst: V (0.0003051758 V/LSB) 0 V +\@2:ReferenceFrequencyTappingMode: V (0.00001164153 kHz/LSB) 109.6139 kHz +\@3:ReferenceFrequencyTappingMode: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:ReferenceFrequency1: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:ReferenceFrequency1: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:CantPhase: V (0.005493164 /LSB) 147.4805 +\@3:CantPhase: V (0.005493164 /LSB) 0 +\@2:CantPhaseContactMode: V (0.005493164 /LSB) 0 +\@3:CantPhaseContactMode: V (0.005493164 /LSB) 0 +\@2:LockInBW1: V (0.001000000 kHz/LSB) 46.25900 kHz +\@3:LockInBW1: V (0.001000000 kHz/LSB) 0.5000000 kHz +\@2:LockInBW1ContactMode: V (0.001000000 kHz/LSB) 0.5000000 kHz +\@3:LockInBW1ContactMode: V (0.001000000 kHz/LSB) 0.5000000 kHz +\@2:TRCantileverFrequency: V (0.00001164153 kHz/LSB) 1000.000 kHz +\@3:TRCantileverFrequency: V (0.00001164153 kHz/LSB) 1000.000 kHz +\@2:ReferenceFrequencyTRMode: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:ReferenceFrequencyTRMode: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:TROnAnalog3: V (0.0003051758 V/LSB) 10.00000 V +\@3:TROnAnalog3: V (0.0003051758 V/LSB) 10.00000 V +\@2:ReferenceFrequency2: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:ReferenceFrequency2: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:ReferenceFrequency2Harmonic: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:ReferenceFrequency2Harmonic: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:DrivePhase2: V (0.005493164 /LSB) 0 +\@3:DrivePhase2: V (0.005493164 /LSB) 0 +\@2:LockIn2BW: V (0.001000000 kHz/LSB) 0.2110000 kHz +\@3:LockIn2BW: V (0.001000000 kHz/LSB) 0.5000000 kHz +\@2:LockIn2BWHarmonic: V (0.001000000 kHz/LSB) 0.2110000 kHz +\@3:LockIn2BWHarmonic: V (0.001000000 kHz/LSB) 0.2110000 kHz +\@2:DriveFrequency2: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:DriveFrequency2: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:DriveAmplitude2: V (0.3051758 mV/LSB) 0 mV +\@3:DriveAmplitude2: V (0.3051758 mV/LSB) 0 mV +\@2:Drive2 DC Offset: V (0.0003051758 V/LSB) 0 V +\@3:Drive2 DC Offset: V (0.0003051758 V/LSB) 0 V +\@2:PRLowSpeedLockinBW: V (0.001000000 kHz/LSB) 0.3000000 kHz +\@3:PRLowSpeedLockinBW: V (0.001000000 kHz/LSB) 0.3000000 kHz +\@2:PRLowSpeedDriveAmplitude: V (0.6103516 mV/LSB) 2000.000 mV +\@3:PRLowSpeedDriveAmplitude: V (0.6103516 mV/LSB) 1000.000 mV +\@2:PRLowSpeedDriveFrequency: V (0.0000001164153 kHz/LSB) 15.00000 kHz +\@3:PRLowSpeedDriveFrequency: V (0.0000001164153 kHz/LSB) 20.00000 kHz +\@2:PRLowSpeedDrivePhase: V (0.005493164 /LSB) 0 +\@3:PRLowSpeedDrivePhase: V (0.005493164 /LSB) 0 +\@2:PRHighSpeedLockinBW: V (0.001000000 kHz/LSB) 0.7500000 kHz +\@3:PRHighSpeedLockinBW: V (0.001000000 kHz/LSB) 0.7500000 kHz +\@2:PRHighSpeedDriveAmplitude: V (0.3051758 mV/LSB) 0 mV +\@3:PRHighSpeedDriveAmplitude: V (0.3051758 mV/LSB) 2000.000 mV +\@2:PRHighSpeedDriveFrequency: V (0.00001164153 kHz/LSB) 850.0000 kHz +\@3:PRHighSpeedDriveFrequency: V (0.00001164153 kHz/LSB) 60.00000 kHz +\@2:PRHighSpeedDrivePhase: V (0.005493164 /LSB) 0 +\@3:PRHighSpeedDrivePhase: V (0.005493164 /LSB) 0 +\@2:MFMLockinBW: V (0.001000000 kHz/LSB) 0.2110000 kHz +\@3:MFMLockinBW: V (0.001000000 kHz/LSB) 0.2110000 kHz +\@2:MFMDriveAmplitude: V (0.3051758 mV/LSB) 0 mV +\@3:MFMDriveAmplitude: V (0.3051758 mV/LSB) 0 mV +\@2:MFMDriveFrequency: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:MFMDriveFrequency: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:MFMDrivePhase: V (0.005493164 /LSB) 0 +\@3:MFMDrivePhase: V (0.005493164 /LSB) 0 +\@2:MFMDriveDCOffset: V (0.0003051758 V/LSB) 0 V +\@3:MFMDriveDCOffset: V (0.0003051758 V/LSB) 0 V +\@2:ACBiasAmpl: V (0.3051758 mV/LSB) 0 mV +\@3:ACBiasAmpl: V (0.3051758 mV/LSB) 0 mV +\@2:BiasFrequency: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@3:BiasFrequency: V (0.00001164153 kHz/LSB) 0.5000000 kHz +\@2:SCMLockInBW: V (0.001000000 kHz/LSB) 0.5000000 kHz +\@3:SCMLockInBW: V (0.001000000 kHz/LSB) 0.5000000 kHz +\@2:SCMLockInPhase: V (0.005493164 /LSB) 0 +\@3:SCMLockInPhase: V (0.005493164 /LSB) 0 +\@2:DCBias: V (0.0003051758 V/LSB) 0 V +\@3:DCBias: V (0.0003051758 V/LSB) 0 V +\@2:Capacitance Sensor Frequency: V (0.03204346 MHz/LSB) 880.0000 MHz +\@3:Capacitance Sensor Frequency: V (0.03204346 MHz/LSB) 880.0000 MHz +\@2:SCMIgain: V (0.001525879 1/LSB) 10.00000 +\@3:SCMIgain: V (0.001525879 1/LSB) 10.00000 +\@2:SCMPgain: V (0.001525879 1/LSB) 10.00000 +\@3:SCMPgain: V (0.001525879 1/LSB) 10.00000 +\@2:SCMFeedbackSetpoint: V (0.06103516 mV/LSB) 200.0000 mV +\@3:SCMFeedbackSetpoint: V (0.06103516 mV/LSB) 200.0000 mV +\@2:SCMFeedbackUpperLimit: V (0.0003051758 V/LSB) 6.000000 V +\@3:SCMFeedbackUpperLimit: V (0.0003051758 V/LSB) 6.000000 V +\@2:DC Test Bias: V [Sens. testsens] (0.0003051758 V/LSB) 0 V +\@3:DC Test Bias: V [Sens. testsens] (0.0003051758 V/LSB) 0 V +\@2:DC Sample Bias: V [Sens. biassens] (0.0003051758 V/LSB) 0 V +\@3:DC Sample Bias: V [Sens. biassens] (0.0003051758 V/LSB) 0 V +\@2:SampleBiasWithPiezo: V [Sens. biassens] (0.0003051758 V/LSB) 0 V +\@3:SampleBiasWithPiezo: V [Sens. biassens] (0.0003051758 V/LSB) 0 V +\@2:Bias Upper Limit: V (0.0003051758 V/LSB) 0 V +\@3:Bias Upper Limit: V (0.0003051758 V/LSB) 0 V +\@2:Bias Lower Limit: V (0.0003051758 V/LSB) 0 V +\@3:Bias Lower Limit: V (0.0003051758 V/LSB) 0 V +\@2:Feedback Igain: V (0.01525879 1/LSB) 0 +\@3:Feedback Igain: V (0.01525879 1/LSB) 0 +\@2:TunaFeedbackSetpoint: V [Sens. tunaSens] (0.0003750000 V/LSB) 0 V +\@3:TunaFeedbackSetpoint: V [Sens. tunaSens] (0.0003750000 V/LSB) 0 V +\@2:DriveFrequency3SoftHarmoniX: V (0.0000001164153 kHz/LSB) 1.953125 kHz +\@3:DriveFrequency3SoftHarmoniX: V (0.0000001164153 kHz/LSB) 0.005000000 kHz +\@2:DriveFrequency3NonSoftHarmoniX: V (0.0000001164153 kHz/LSB) 0.005000000 kHz +\@3:DriveFrequency3NonSoftHarmoniX: V (0.0000001164153 kHz/LSB) 0.005000000 kHz +\@2:DriveAmplitude3SoftHarmoniX: V [Sens. DriveAmplitude3Sens] (0.3051758 mV/LSB) 267.2749 mV +\@3:DriveAmplitude3SoftHarmoniX: V [Sens. DriveAmplitude3Sens] (0.3051758 mV/LSB) 0 mV +\@2:DriveAmplitude3NonSoftHarmoniX: V (0.3051758 mV/LSB) 0 mV +\@3:DriveAmplitude3NonSoftHarmoniX: V (0.3051758 mV/LSB) 0 mV +\@2:DriveAmplitude3NonSoftHarmoniX2X: V (0.6103516 mV/LSB) 0 mV +\@3:DriveAmplitude3NonSoftHarmoniX2X: V (0.6103516 mV/LSB) 0 mV +\@2:Drive3 DC Offset: V (0.0003051758 V/LSB) 0 V +\@3:Drive3 DC Offset: V (0.0003051758 V/LSB) 0 V +\@2:ReferenceFrequency3SoftHarmoniX: V (0.0000001164153 kHz/LSB) 1.953125 kHz +\@3:ReferenceFrequency3SoftHarmoniX: V (0.0000001164153 kHz/LSB) 0.005000000 kHz +\@2:ReferenceFrequency3NonSoftHarmoniX: V (0.0000001164153 kHz/LSB) 0.005000000 kHz +\@3:ReferenceFrequency3NonSoftHarmoniX: V (0.0000001164153 kHz/LSB) 0.005000000 kHz +\@2:LockIn3BWSoftHarmoniX: V (0.001000000 kHz/LSB) 0.005000000 kHz +\@3:LockIn3BWSoftHarmoniX: V (0.001000000 kHz/LSB) 0.005000000 kHz +\@2:LockIn3BWNonSoftHarmoniX: V (0.001000000 kHz/LSB) 0.005000000 kHz +\@3:LockIn3BWNonSoftHarmoniX: V (0.001000000 kHz/LSB) 0.005000000 kHz +\@2:Analog3: V (0.0003051758 V/LSB) 0 V +\@3:Analog3: V (0.0003051758 V/LSB) 0 V +\@2:Analog4: V (0.0003051758 V/LSB) 0 V +\@3:Analog4: V (0.0003051758 V/LSB) 0 V +\@2:TR Drive Amplitude: V (0.3051758 mV/LSB) 0 mV +\@3:TR Drive Amplitude: V (0.3051758 mV/LSB) 0 mV +\@2:TR Lock-In Phase: V (0.005493164 /LSB) 0 +\@3:TR Lock-In Phase: V (0.005493164 /LSB) 0 +\@2:DrivePhase3NonSoftHarmoniX: V (0.005493164 /LSB) 0 +\@3:DrivePhase3NonSoftHarmoniX: V (0.005493164 /LSB) 0 +\@2:SSRMSampleBias: V (0.0003051758 V/LSB) 0 V +\@3:SSRMSampleBias: V (0.0003051758 V/LSB) 0 V +\@2:TMFbIgain: V (0.01250000 1/LSB) 2.000000 +\@3:TMFbIgain: V (0.01250000 1/LSB) 1.000000 +\@2:TMFbPgain: V (0.01250000 1/LSB) 4.000000 +\@3:TMFbPgain: V (0.01250000 1/LSB) 2.000000 +\@2:AFMFbIgain: V (0.01250000 1/LSB) 2.000000 +\@3:AFMFbIgain: V (0.01250000 1/LSB) 2.000000 +\@2:AFMFbPgain: V (0.01250000 1/LSB) 5.000000 +\@3:AFMFbPgain: V (0.01250000 1/LSB) 5.000000 +\@2:SoftHarmoniXFbIgain: V (0.01250000 1/LSB) 5.000000 +\@3:SoftHarmoniXFbIgain: V (0.01250000 1/LSB) 10.00000 +\@2:SoftHarmoniXFbPgain: V (0.01250000 1/LSB) 0 +\@3:SoftHarmoniXFbPgain: V (0.01250000 1/LSB) 0 +\@2:STMFbIgain: V (0.3125000 1/LSB) 1.000000 +\@3:STMFbIgain: V (0.3125000 1/LSB) 1.000000 +\@2:STMFbPgain: V (0.3125000 1/LSB) 2.000000 +\@3:STMFbPgain: V (0.3125000 1/LSB) 0 +\@2:STMESFbIgain: V (0.3125000 1/LSB) 10.00000 +\@3:STMESFbIgain: V (0.3125000 1/LSB) 10.00000 +\@2:STMESFbPgain: V (0.3125000 1/LSB) 0 +\@3:STMESFbPgain: V (0.3125000 1/LSB) 0 +\@2:DriveAmplitude4SoftHarmoniX: V (0.3051758 mV/LSB) 53.10059 mV +\@3:DriveAmplitude4SoftHarmoniX: V (0.3051758 mV/LSB) 0 mV +\@2:BaselineAvgPtsSoftHarmoniX: V (1.000000 1/LSB) 17.00000 +\@3:BaselineAvgPtsSoftHarmoniX: V (1.000000 1/LSB) 32.00000 +\@2:DeflLowPassFrequency: V (0.001000000 kHz/LSB) 2.500000 kHz +\@3:DeflLowPassFrequency: V (0.001000000 kHz/LSB) 2.500000 kHz +\@2:DeflLowPassFrequencySoftHarmoniX: V (0.001000000 kHz/LSB) 40.00000 kHz +\@3:DeflLowPassFrequencySoftHarmoniX: V (0.001000000 kHz/LSB) 40.00000 kHz +\@2:FricLowPassFrequency: V (0.001000000 kHz/LSB) 2.000000 kHz +\@3:FricLowPassFrequency: V (0.001000000 kHz/LSB) 2.000000 kHz +\@2:TMDeflLowPassFrequency: V (0.001000000 kHz/LSB) 2.500000 kHz +\@3:TMDeflLowPassFrequency: V (0.001000000 kHz/LSB) 2.000000 kHz +\@2:CurrentLowPassFrequency: V (0.001000000 kHz/LSB) 10.00000 kHz +\@3:CurrentLowPassFrequency: V (0.001000000 kHz/LSB) 10.00000 kHz +\@2:OtherModesLowPassFrequency: V (0.001000000 kHz/LSB) 2.000000 kHz +\@3:OtherModesLowPassFrequency: V (0.001000000 kHz/LSB) 2.000000 kHz +\@2:TMFricLowPassFrequency: V (0.001000000 kHz/LSB) 2.500000 kHz +\@3:TMFricLowPassFrequency: V (0.001000000 kHz/LSB) 10.00000 kHz +\@2:FastZTMFbIgain: V (0.03125000 1/LSB) 1.000000 +\@3:FastZTMFbIgain: V (0.03125000 1/LSB) 1.000000 +\@2:FastZTMFbPgain: V (0.03125000 1/LSB) 1.000000 +\@3:FastZTMFbPgain: V (0.03125000 1/LSB) 0 +\@2:InputIgain: V (0.001525879 1/LSB) 10.00000 +\@3:InputIgain: V (0.001525879 1/LSB) 10.00000 +\@2:InputPgain: V (0.001525879 1/LSB) 10.00000 +\@3:InputPgain: V (0.001525879 1/LSB) 10.00000 +\@2:TRFbIgain: V (0.3125000 1/LSB) 0.5000000 +\@3:TRFbIgain: V (0.3125000 1/LSB) 0.5000000 +\@2:TRFbPgain: V (0.3125000 1/LSB) 5.000000 +\@3:TRFbPgain: V (0.3125000 1/LSB) 5.000000 +\@2:VertDeflLowPassFrequency: V (0.001000000 kHz/LSB) 10.00000 kHz +\@3:VertDeflLowPassFrequency: V (0.001000000 kHz/LSB) 10.00000 kHz +\@2:TRLockInBW1: V (0.001000000 kHz/LSB) 150.0000 kHz +\@3:TRLockInBW1: V (0.001000000 kHz/LSB) 150.0000 kHz +\@2:DrivePhase3SoftHarmoniX: V (0.005493164 /LSB) 0 +\@3:DrivePhase3SoftHarmoniX: V (0.005493164 /LSB) 0 +\@2:Output 1 Input Data: S [ImageOff] "Off" +\@2:Output 2 Input Data: S [ImageOff] "Off" +\@2:Output 1 Output Data: S [Analog3] "Analog3" +\@2:Output 2 Output Data: S [Analog3] "Analog3" +\@LogStiffnessOffset: V [Sens. LogStiffnessSens] (0.0004882813 log(Arb)/LSB) 0 log(Arb) +\@LogSneddonModulusOffset: V [Sens. LogSneddonModulusSens] (0.0004882813 log(Arb)/LSB) 0 log(Arb) +\*Fast Scan list +\Phase Shift: 508 +\Fast Integral Gain: 20 +\Fast Proportional Gain: 20 +\Fast Interleave Igain: 0 +\Fast Interleave Pgain: 0 +\Contact Gain: 123 +\Q-Control Gain: 0 +\QC Interleave Gain: 0 +\QC Lift Gain: 0 +\Z Sensor Preamp Gain: 1.58925 +\Z Sensor Preamp Offset: -0.0612942 +\High Pass Filter: 1 +\Low Pass Filter: 1 +\All Pass Filter: 1 +\Interleave Mode: Disabled +\Lift Mode: Disabled +\QC Interleave Mode: Disabled +\QC Lift Mode: Disabled +\Tapping Engage Fast I Gain: 10 +\Tapping Engage Fast P Gain: 10 +\Contact Engage Fast I Gain: 5 +\Contact Engage Fast P Gain: 5 +\Tapping Minimum Scanning I Gain: 0.1 +\Tapping Minimum Scanning P Gain: 0.1 +\Contact Minimum Scanning I Gain: 0.1 +\Contact Minimum Scanning P Gain: 0.1 +\Tapping Maximum Scan Rate: 3 +\Contact Maximum Scan Rate: 4 +\Determine Contact Gain: Enabled +\Check for active tip: Enabled +\*Temperature Controller list +\Heater Setpoint: 20 +\Heater Ramp Rate: 0 +\Ramping: Off +\Scanner Status: Normal +\Heater temperature: 20.748 +\Sample temperature: 20.608 +\Proportional gain: 0 +\Integral gain: 1 +\Derivative gain: 1 +\Heater range: Off +\Time delay: 0 +\Scanner Temp LSB 1: 200 +\Scanner Temp LSB 2: 200 +\Stm/Afm tip: Enabled +\SetPoint Option: Strict +\Sample Setpoint: 20 +\Auto Z-step (AFM-nDMA): Disabled +\Heater range (AFMnDMA): Off +\Tip Heater Current: 0 +\Tip Heater Mode (AFM-nDMA): Auto +\TAC Status: Disconnected +\Temp Stage Setpoint: 25 +\Temp Stage Power: Disabled +\Tip Heater Voltage: 0 +\Tip Heater Mode: Auto +\TAC Media: Air +\Auto Z-Step: Disabled +\Stage Temperature: 0 +\Base Temperature: 0 +\Stage Current: 0 +\BioScope Resolve Tip Temp (deg. C): 0 +\BioScope Resolve Sample Temp (deg. C): 0 +\BioScope Resolve Fluid Temp (deg. C): 10 +\BioScope Resolve Head Temp (deg. C): 15 +\BioScope Resolve Scanner Temp (deg. C): 15 +\BioScope Resolve Base Temp (deg. C): 15 +\BioScope Resolve Sample Heater Setpoint (deg. C): 0 +\BioScope Resolve Sample Heater I Gain: 0 +\BioScope Resolve Sample Heater P Gain: 0 +\BioScope Resolve Active Drift Control: Off +\BioScope Resolve Base Heater Setpoint [degree C]: 26.5 +\BioScope Resolve Head Heater Setpoint [degree C]: 27.5 +\BioScope Resolve Tip Temp Sensor: Off +\BioScope Resolve Temperature Logging: Off +\BioScope Resolve Temperature Log Interval: 10 seconds +\Polystat Setpoint: 0 +\Polystat Fluid Temperature: 1.17549e-38 +\*Ciao image list +\Data offset: 80960 +\Data length: 4194304 +\Bytes/pixel: 2 +\Start context: OL1BIG +\Data type: AFM +\Data Type Description: +\Note: +\Plane fit: 0 0 0 5 +\Frame direction: Up +\Capture start line: 0 +\Color Table Index: 12 +\Relative frame time: 5021.41 +\Invalid Data Flag: None +\Invalid Data Fill: None +\Samps/line: 1024 +\Number of lines: 1024 +\Aspect Ratio: 1:1 +\Scan Size: 1.66016 1.66016 ~m +\Scan Line: Main +\Line Direction: Trace +\Highpass: 0 +\Lowpass: 0 +\Realtime Planefit: Line +\Offline Planefit: None +\Valid data start X: 0 +\Valid data start Y: 0 +\Valid data len X: 1024 +\Valid data len Y: 1024 +\Tip x width correction factor: 1 +\Tip y width correction factor: 1 +\Tip x width correction factor sigma: 1 +\Tip y width correction factor sigma: 1 +\@2:Image Data: S [Height] "Height" +\@Z magnify: C [2:Z scale] 0.01498331 +\@2:Z scale: V [Sens. Zsens] (0.006713867 V/LSB) 440.0000 V +\@2:Z offset: V [Sens. Zsens] (0.006713867 V/LSB) 0 V +\*Ciao image list +\Data offset: 4275264 +\Data length: 4194304 +\Bytes/pixel: 2 +\Start context: OL1BIG +\Data type: AFM +\Data Type Description: +\Note: +\Plane fit: 0 0 0 5 +\Frame direction: Up +\Capture start line: 0 +\Color Table Index: 12 +\Relative frame time: 5021.41 +\Invalid Data Flag: None +\Invalid Data Fill: None +\Samps/line: 1024 +\Number of lines: 1024 +\Aspect Ratio: 1:1 +\Scan Size: 1.66016 1.66016 ~m +\Scan Line: Main +\Line Direction: Retrace +\Highpass: 0 +\Lowpass: 0 +\Realtime Planefit: Line +\Offline Planefit: None +\Valid data start X: 0 +\Valid data start Y: 0 +\Valid data len X: 1024 +\Valid data len Y: 1024 +\Tip x width correction factor: 1 +\Tip y width correction factor: 1 +\Tip x width correction factor sigma: 1 +\Tip y width correction factor sigma: 1 +\@2:Image Data: S [Height] "Height" +\@Z magnify: C [2:Z scale] 0.01123699 +\@2:Z scale: V [Sens. Zsens] (0.006713867 V/LSB) 440.0000 V +\@2:Z offset: V [Sens. Zsens] (0.006713867 V/LSB) 0 V +\*Ciao image list +\Data offset: 8469568 +\Data length: 4194304 +\Bytes/pixel: 2 +\Start context: OL1BIG +\Data type: AFM +\Data Type Description: +\Note: +\Plane fit: 0 0 0 5 +\Frame direction: Up +\Capture start line: 0 +\Color Table Index: 12 +\Relative frame time: 5021.41 +\Invalid Data Flag: None +\Invalid Data Fill: None +\Samps/line: 1024 +\Number of lines: 1024 +\Aspect Ratio: 1:1 +\Scan Size: 1.66016 1.66016 ~m +\Scan Line: Main +\Line Direction: Retrace +\Highpass: 0 +\Lowpass: 0 +\Realtime Planefit: Line +\Offline Planefit: None +\Valid data start X: 0 +\Valid data start Y: 0 +\Valid data len X: 1024 +\Valid data len Y: 1024 +\Tip x width correction factor: 1 +\Tip y width correction factor: 1 +\Tip x width correction factor sigma: 1 +\Tip y width correction factor sigma: 1 +\@2:Image Data: S [Phase] "Phase" +\@Z magnify: C [2:Z scale] 0.03611111 +\@2:Z scale: V [Sens. Phase] (0.005493164 /LSB) 360.0000 +\@2:Z offset: V [Sens. Phase] (0.005493164 /LSB) 0 +\*Ciao image list +\Data offset: 12663872 +\Data length: 4194304 +\Bytes/pixel: 2 +\Start context: OL1BIG +\Data type: AFM +\Data Type Description: +\Note: +\Plane fit: 0 0 0 5 +\Frame direction: Up +\Capture start line: 0 +\Color Table Index: 12 +\Relative frame time: 5021.41 +\Invalid Data Flag: None +\Invalid Data Fill: None +\Samps/line: 1024 +\Number of lines: 1024 +\Aspect Ratio: 1:1 +\Scan Size: 1.66016 1.66016 ~m +\Scan Line: Main +\Line Direction: Retrace +\Highpass: 0 +\Lowpass: 0 +\Realtime Planefit: Line +\Offline Planefit: None +\Valid data start X: 0 +\Valid data start Y: 0 +\Valid data len X: 1024 +\Valid data len Y: 1024 +\Tip x width correction factor: 1 +\Tip y width correction factor: 1 +\Tip x width correction factor sigma: 1 +\Tip y width correction factor sigma: 1 +\@2:Image Data: S [AmplitudeError] "Amplitude Error" +\@Z magnify: C [2:Z scale] 0.05500000 +\@2:Z scale: V [Sens. 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G D K O L S X U T ^ ` f e n } + +\ +f +z + + + + + + + +m +f +B + + Q R V S Y [ W W V \ ] V U W [ ^ V Z S W _ ^ \ Y ^ ] c Z V Z [ Y U [ ^ ^ [ _ c e h _ i l h i m h f p t p t q v t s v x v p p l n l m j l s t k t s z ~ s x y x x  | } y y z v w ~ ~ } { ~  $!'*/=GBAILJGEJQVj p  +^ +u +v + + + + + + + + + + + + + + + + +p +O + + ] :*5;<>EC=@C@EHIEDCABDEBHEFDBD@DJFIGKHKLHFHCHEFHHHJKAFKHLHHHFFFGINKPTRRTYWX_`XWXSTWYSQUPTRWYVZUYZccX\YUMHLJQKIQMLPNIMQPLRTOUTPTSSSVYY\RNU[ZYXY[^ba[WX[_`cadg`d_ffccchllhhnpkmmppgagmqrtyxywy~w{yzxwwvqrtvuxz|zz                      +     +                         !                ! ! $ # # " & ( ) ) ' + - * ) + ( + ( ( / 0 * ( * + - 3 4 4 : 9 3 3 / . 1 0 1 - 1 2 4 3 3 6 E R j ' +; ++ +> +C +C +D +: +' + + + t < > ? : 8 ; : < : 5 : : = A A < ; 7 : ; C F G C ? I G C O J O Q A F J Q R P P S Z a j - +n + + + + + + + + + + + + + +r +P + + c I N T T S T W V [ Y Z X \ ^ Z ] Z ] ^ ] \ a ] Z \ \ ] X X Z [ ` ] \ ] \ ` ^ a j f a i l j n m i j k n l l l l j m l o m k o i i f k j m l l l e l q p p p p p q o s t t p t y w x z z z | v y | | | ~ ~  } } ~ | { y  { } | {    +   #",1237889>L_lnxN ' +] +z +j +~ + + + + + + + + + + + + + + + +X + + o W1,//0/*.2435:978994597536979:78<@CHDCDGJFCBEEKNLJOPLNMPMGIPOGDEA<38@AAHOFHIMNKKIEA>C=5668NQUTXUTRV[UW[Z_WWWUSRRPKGNOPOOKEGJSV\[\]VY[^[\_^XZ`fbaa[\[\[\_abcibeccc_cdaiimlkgkmnjmlmmiflmpnqpopvzsxowwtrouwwszz}          +  +          +                      $  ( # ! # " #      ! !   ! ' # ' # " ! % # # * ' ( * + , % & ( ) ( , ) * ' & , - . 2 0 5 5 3 4 1 2 0 - ' / 3 3 5 ; ? E N ) +\ +i + +~ + + + + +m +g +R +6 + + v F 9 = @ : ; : = = ? C A B > ; = < ; = A @ C E @ C K J L K L Q O L M O T R [ Z d  +] + + + + + + +   + + + + + + +N + + M J P S M P U Y W \ ] \ U W X \ V V U S Y ^ ] T V Y X T V b ^ c a c U P T ] a e k i m k l p s r l r u p o r p l e k p q u m g l q i f f n i l j f l z u q p i s x w } z } u t u u { { u t y    u z       &*+588<<>HPYT_D  + +0 +I +c +| + + + + + + + + + + + + + +h +H + + h G)$ %" !+112//166897;8?BB??>=?>DEDEHJLIFEJMFDROUXWXU\Z_YTRUTX\`_\_\[aa__bdda_X]`Y[]XNILJLQPRUWUWXXY\\ZXVVUNPTVQQVXWOXTSOGNQU[WW]\\b`a\ZZY[^\`dahcejeifhg`eb_aibjechhllqlooqqklmorqljlnsuprtuposqpquqvvz|~u{{{}                            +       +                               !       % , . ) % % $ ( - * ' & * + . . ' # & + ( ) * ( . . . . 1 - 8 > 9 : < ? 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" & % ) & ' % ' #        % ! ! # # & & ' ! #   $ $ ' ' 0 + & " & * / $ & * . 4 1 . 0 . , / + 1 0 5 1 1 7 < > 8 9 7 7 5 1 4 < 7 : ? D @ = = A ; : > A < 8 ; A D ; B @ E B E ? < H G E I A : ? ? C G G F F H D I P M E D F H J S Q L K U S M R T O O R T Q I J R M J N R P V Z ] ^ T P R \ W U X V S X Y ^ L R X ^ ` c b ` Z Z b a f d e ^ a _ a c ` d _ f j h k h g j o r r o n o i p p n i l e k k i n e h i h k r w q o l q n p u o o r x { x w u z ~ t v { z t x x x  ~  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +! +$ +) +0 +@ +Y + + + + + + + + +{ +8 + + + + + + + + + + + + + +& +( +! +# +! +& ++ +% +( +, +* ++ +( +& +% +' +$ +" +# +& +) +$ +' +( +) +( +% +hcia`bkjibefjgjmtsrsorwwwyxystvwyxzy|tpzw}zvwj ) +R +q + + + + + + + + + + + + + + + + +{ +a +L +$ + ;                                 ! ! !    #    ) % $ " % # % & ( ( # ! " % ! & # #    " !    ( ' $ % ( ( % $ !      ( & ) ! ! ) - 1 + ( 1 / . + , / ' # ) / 6 5 6 9 7 6 9 - 3 . 3 4 5 8 6 3 : 3 4 : 8 = > A E E E ? : : = < 9 ; B E B 7 = ? < < = = ? C C F A D B E I E C H L O N K R S U Q P P P N L K R X S L M U V U T T V P K N P R Y W Z N U K K W V S N S a c b f a c ] a _ ] c ^ f j h _ Y ] Z _ d e l j f i q k o n q r m g p p k s o m m j h p u o g k l w u t u x y u w { x v x v x y { | { ~ u y  w |  } ~ ~ +  +  + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% +% +/ +. ++ +: +^ +x + + + + +v +X +' + + + + + + + + + + + + + + + + + + + +" + + +! ++ +- +) +" +$ + +& + +# + +' +) +$ +& +* +* +% +% +mprpqljmtrtooppvw{uo~zvxvwzuzw{|{}j . +S +o + + + + + + + + + + + + + + +| +k +V +9 + + <         +                            ! " # % ( * & % ' !   " % ( , , 2 - * + + , ( !    "   # ' # % & # & * # !   % # # " ' ' $ ) 1 / ' (  ) 6 + % 3 4 - 1 3 2 2 4 - * 4 1 0 3 6 . 3 7 5 0 . / 4 4 3 5 6 6 4 3 0 5 ; B A ? A C : ; ? ? @ B ? 9 2 7 ? ; < ? 4 = > < < F G K L M O O K N K J H L L S V R P O U R U S O V U R X V V R F H J Q Q R S T T V S \ Z S S V [ ] \ Z ^ \ ] U \ \ \ Z X Y b \ _ ` _ e b f h d g d d d g h f m m i j j j m k k m m f r k r q h f n q p n u v o n n n r o q v v x v n q w ~ | ~ | w { ~ y |  }  +  + + + +  + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + +" +& + +' ++ +) +1 +9 +7 +7 +5 ++ +* +* +& +' +' +( +% +& +% +) +* +) ++ +% +" +& +( +( +* +) +& +* +- +- +- +, +, +1 +1 +3 +. +- +* +* +/ +2 +2 +2 +2 +, +' +, +iilmqnjneggrslfhwwrorwxzxxy}xxtox|z{x~e +: +^ +t + + + + + + + + + + +x +o +` +N +9 + + v 4                    +            $     % * & & ) . . - 2 - . % - 5 7 9 < : 3 5 @ @ ? 5 5 ? : 6 , = > C B B 3 9 > 9 1 8 ; ; ? B < < 7 7 6 5 + * & $ " ) , - ) ) ) - 3 6 + - + 0 , !  / / 6 2 - * 3 : 3 2 * * . * 3 = 6 0 & - 5 4 , 8 : > H E A = J I I K A C A D @ @ E D D O M P I J P O N I P R S O Q Q R N N O P V R R V Z V L T N T T U Q X U P F O M R R M M T T X N P O P Q X X X Z [ V ] _ g h d c ^ [ R d f ` h h i i l k k k h d f a j f g t m l u s l l q o w o o p u k k o { z v w v s u y q q | { v u x z x { y ~ x u | v | s u v ~ { |  y + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + +# +' + + + + + +( +' +) +, +- +, +, +0 +0 +. +, +% +' +) +& +! +* +, +, +) +% +* +% +* +, ++ +( +! +& +) +. +) +' +& +- +1 +4 +1 +; +: +8 +7 +6 +7 +; +9 +8 +1 +0 +5 +4 +6 +8 +{wywzxpoqrvlvzyqswrly~}|(  +4 +D +[ +q +p +{ +y +{ +o +j +h +U +@ +6 + + + [        +  +         +   +            ! "  " # ( ) ' * ) 0 / / 0 3 / 2 / 7 6 8 : 6 5 / 2 , 0 1 8 0 - 2 : 8 ; ; 6 2 7 7 2 4 7 C @ = 8 @ D < : A ? A ? > < < 6 = A = @ 4 4 1 7 3 6 < ; ; : 8 : = 9 @ 8 8 7 4 5 : = 4 1 3 7 3 9 3 4 2 8 9 = = = 9 A < < G E A ? ? > = C B = < > G E D C ; @ A A 9 > > > @ D F D I N Q K K K P O P M O M M W [ \ [ [ _ d \ a ` ` ] a _ _ a [ ^ [ V \ [ \ ` V S T Y [ Y \ b d a a _ _ c b a e ` f f f _ b h i j g h e g l h h n k i l h h n o k h i a h g p r v u s t t y s t r n n r s o o t q v y v u o x | ~  ~  } +  + + + + + + + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + + + +! +# +& +& +' +" +! + +' + + + +& +& +) +& +) +* +& +& ++ +, ++ +# +) +( +* +) +1 +. +- +& +1 +) +( +) +) +( +% +' +* +" +# +' +- +* +& +) +1 +0 +4 +6 +5 +5 +5 +6 +6 += +2 +/ +6 +7 +2 +4 +1 +5 +~|||ytuwwsv~vr{||v}z}}}zzZ  + +3 +? +D +O +V +U +N +A +@ +, + + i 9   + +                       $  " " ' ) * - 4 2 1 3 4 / 7 < : < 9 ; 7 3 8 8 / 0 4 4 4 5 ; A > > G F A = < 8 ; D E B D A = > = H J G H C ? @ G ? C J G ? = > ? < ? D = @ D @ A @ ; > B = : 9 < < ; 7 4 4 1 2 4 3 8 9 ; > ; 9 = @ C E ? A ; C < ? > @ = 5 9 B C B A = D F C D E F E D C D = F G H F K L Y V M R P T R W U R W W Z [ Z Z Y Z \ \ _ Z ^ \ X X ` ^ ` _ \ ^ Y \ ^ Z V S S T Z ] _ g e ` a a b e ] a a d j f c k g i k i a a h i e l o s n m r u u m i t p p r t o v } s t r m p q p k r q w y t s v n n w { z ~ z  z  v y w { } } | |   + + +  + + + + + +  + + +  + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +( ++ +- +, +& +( +& +' +% + +, +, +% +& +( +% +) +, +2 +0 +2 +. +, ++ +# +) +- +, ++ +! +$ +' +, ++ +- +- +6 +3 +8 +6 +A += +< += +9 +: +< +6 +2 +; +5 +6 +8 +4 +: +z}{{{~}x{xxzz" ] {  + +" +! +! + + + a 5                  + +         ) 4 2 3 2 8 ? 9 7 7 4 2 7 3 5 6 5 = E J O M N I H E F E > ; B 9 < = > F L M T Q Q R ` ] ] W V X \ ] [ V T P N P K F J K T O K L O O O J I M K M O R R Q Q K F G D F G I I J I K N L Q U T W T L M Y V T T Q X X T S T I H L L D G N E G A G I P N R M K U X V P P P N R Q R G D M P R R Q W P N T X [ T W U X Z \ X ] Z ] b ] a [ Y \ ] \ ` \ Y a c _ ` c a a a ] Z V _ f d h ` d h d k n k l n q r t q k m m q r k g j r j o g l o q v z z u p r y r y x w { q u o w z s y x x ~ ~ ~ y } w v t x z } y p n } } | } + +  + + + + + + +  + + + +  + + + + + + + + + + + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + +! +# +$ +# +" + + + +% +$ +$ + +" +# +% +( +- ++ +/ +0 +. +1 ++ +1 +. +2 +6 +4 +4 +4 +. +/ +- +4 +. +. +2 +( +- +3 +- +& +, +3 +3 +- +- +- +& +( +' +. +/ +2 +7 +7 +7 +7 +8 +< +C +C +B +7 +: +@ +E +J +C +|~~wv~y|x~~|~yxvx~}zyuy~}xzy~' P n b @ #            +                         $  " $ % , . , * , 1 1 , - 2 + * 1 5 4 8 ? B ? C @ 3 ; 9 : > A F A B F H K H L K E M M O N W R V Q Q Q _ V N J O P R T P O N O O O K M G H M J C J L L F @ I L O M L H I E K N Q L S P M J L T K S R O P N R N O N L J M N O H C L O H G G P O Q N O P U R S S Y R S T R O J L M Y Y W X Z O X [ ` e b d d a \ X [ ` W U Y V _ _ _ ] \ ] b W Z \ ` b g d _ _ a b \ ^ Z c ` ^ l q t n m n f n r k n i m q w t v w u v v y | } { } u w } z |  ~ z { x | y x {  | w r z x s s s  ~ w s s }  z ~ { |  + + + + + + + + +  +  + + + +  + + + + + + + +  + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" +# + + +! + + + + +! +# +( +' +0 +0 +. +/ +3 +- + +# +# +* +' +% +* +) +. +/ +6 +0 +3 +- +* +2 +1 +- ++ +0 +2 +8 +3 +- +- +2 +/ +, +) +. +. +/ +0 +5 +5 +8 +8 +< +@ +@ +E +D +F +; +A +B +@ += +B +@ +C +zx{~yw} 9 _ s ~ } | o R +                                    " & , & $ # & & , * . , 0 5 9 A 7 . 4 5 5 9 5 * 2 0 0 4 : = = 9 ? ? F = = = > G F L J C J H L C J S R P P Z b ` W R U U P R P N Q S W [ Y X Y X Y W \ V U U O O L H K H F L L I G L P P O K K I J M N Q J O M N V V U T P Q P S T V N U P S V M J S U O M J O O P P O R S O G M S T T O S U W X V P L O M W S R U Q V Z X _ S S V T Z S O Y Y [ Z \ X W U Y Z ^ \ a Z [ Y _ d d b b ] a a c ^ j l g k b m r n n k k l p s p q t t t s n p o r s t y } { u x z z u v u z y } v u  { y z y | ~ { | ~    + +  + + +  +  + + + + + + + +  + + + +  + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +! + + + + + + + + + + + +! + + + + + + + + + + +! +' +& +, +! + +' ++ +, +, +, +) +, +/ +- +# ++ +3 +, +3 +2 +3 +7 +0 +7 +5 +6 +2 +, +/ +. +- +3 +1 +3 +/ +. +) +/ +2 +2 +1 +3 +6 +4 +9 +: +A +; +> +B +B +B +A +D +E +D +z~}}~~~}  , E D 5 !       + +  +     +  +    +            +      !   !  $ ' &    ! $ '  ! ) 0 1 , 2 0 7 7 5 6 5 3 5 8 ; ; D : ; A @ A C @ D C H M X [ Q V Z T V \ [ U X X X Z V U O [ W X T Z ] Z V W [ U V Y T P W R R U Z U S X Q H J J K L J S L H M Q Q N R L N N J J F Q L E H A @ D C L F G G F H L P Q J L S R U W V S V W W X W R W O U V Y N P U W V W W Z Y Y X [ W [ [ ] ` a b b _ ^ [ _ ] ] _ a d d _ ^ \ a a ` ` e m j h l g h q o r p l n i r o o n l k n q n p p p s s x v x t v v s { m u v o v o v { s ~ ~ z y ~ y z v r } | v ~  +  +  + + + + + + + +  +  + + + + + + + + + + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + +! + + + +# +! +$ +# +' +% +& +) +' +) +" +( +$ + +" + + +# +" +" +* +* +* +0 +0 +- +* +# +# +% +- +/ +3 +2 +5 += +7 +4 +6 +7 +; +9 +9 +1 +/ +- +- +0 +4 +1 +/ +* +/ +/ +. +, +5 +/ +5 +6 +9 +? +E +D +C +F +J +M +P +I +E +A +                   +                   +                         $ !          &  " ' ' ( + 5 . 7 8 < ; 8 7 ; 7 7 9 A A B E G H M P M Q R R T T T W U Y X Z X T N S N L W M N Q R Q L L O M O S U Y [ X R V W W Y S V Q T Q U R M P R R Q P R P R P U R P P Q N H J W T Q H K Q T Q S Q W V U W Y W W X X [ \ Z [ U Z S O P R X Y X R R V V W \ ^ [ Y _ [ \ [ W Y e i f c b a d k a ^ c ` [ d _ f ` b a h h d j l l o p q n n n v v t s r l n t r w p q r o x o s i p v y y v z | { } } } v w | { x y { | z  z t | ~ w {  + + + + + +  + + +  + + +  + + + + + + +  + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +$ +% + +" +% +) +# +% +& +( +$ + +! +' +( +* +$ + + + +" +% +# + +' +% +& +# + +! +' ++ +/ +, +) +1 +4 +0 +4 +2 +* +- +6 +3 +2 +/ +/ +6 +4 +2 +2 +4 +4 +7 +; +/ +; += +A +A += +9 +> +< +; +< +; +6 += +E +E +E +H +G +D +G +J +P +M +P +P +M +O +z            +                                      #  ! $ ! # ' - , & 3 4 7 9 8 5 6 ; 5 < B D C = 8 8 8 9 6 < 5 9 = C @ B A > = B F G G K E K L L V U N S R Q M E G L O K D C E A ? E A H Q K J M G F @ F G H D H C D D ? ; ? I H J F P U N P G @ L D H E E K O G H L P P T R G Q R R T O Q R P X X ` X V S R T R N P P Q Q S V O X [ R U [ ] Y X a Y W ] c d _ ] b a d \ ^ b ] ] [ a c i l d c i g h d g g k k i f i t r | z z w z } y z s r r l o o t y w l i s x { o r q u x w x ~ }    } + + +  + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +$ + + + + + + + + + + + + + + + + + + + +! + + + + +$ + + + +# +( +( +% +, +, +( +% +' +& + +$ + + + + + + + + +# +) +# +* +# +. +* +/ +. +0 +1 +/ +4 +7 +9 +4 +3 +6 +6 +; +3 +1 +8 +2 +0 +4 +8 +7 +6 +1 +3 +1 +7 +@ +< +5 +1 +: +8 +7 += += +< +: +B +A +E +H +H +E +J +P +R +J +M +O +M +}      +                +                      & & % # $ # , . , 1 6 9 7 @ A E J E M N K H G L K F G K P K N K N Q S X Z Y S M Q M Q R Q W R W T T Z R S V T N O H J G C L I G G G F C > : = D B F A A > H F K E E H H J G D E K Q R T Y V V X Y V S M P N U O X N L I Q R X S W Y X W \ ^ \ \ Q X \ [ Z W W T T U T V P U Z X \ Y ] ^ ] ` d h e d f g d h c b c a X ` d h d \ Z Z c ^ ] j i m o m c i l m n s n m r t x x t u u ~ y v s p q o w x m m o u y y { u q x t p r s u s x y z ~ ~ ~ { ~ x { ~ ~   + + + + +  + + + + + + + + + +  + + +  + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ +& + +! +& + +% +& + + +' +% +' + + +" +$ +% +% +- +* +% +! +" +& +# +# +& +( +) +) +) +* +) +1 +2 +0 +1 +7 +8 +0 +/ +2 +8 +8 +3 +0 +1 +1 +5 +: += +; += += +9 +< +9 +: +? +6 +3 +1 +8 +7 +6 +2 +1 +? +D +A +C +C +L +F +G +H +H +N +K +H +          +                                               & & - + , 2 0 9 9 ? ? F L N Q Q O P R O M N P N L B H A C A D K C E E H N N H I E J I K O W Z Y ` _ ` \ Z [ U O S L I G H D I H G F N E H F 8 A I D H E C M O R S O Q Q T N M P R S R Q U V Q K K K M R Q L N M H K M H L I O Q V Y Y Z Y V Y [ ] U T [ T \ ] V W R [ ] ` \ Z a f d ` h i b c f _ b _ _ e h i g c h c b g l h l h d e l n m g l f l k r q o o u s t w u z  } { }  | x x z ~ z z z w y x x y  ~ z u u  ~ ~  + + ++ + + +, + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + + + + +! + + + + + + + + +! +! +% +" + + +) +& + +& +) +& +& ++ +, +) +- +& +. +( +' +) ++ +) +' +, +& +* ++ ++ +) +( +, +$ +) +/ +0 +' +, +, +. +4 +4 +5 +8 +7 +7 +3 +2 +8 +9 +< +9 +< +? +A +? +< +6 +: += +9 +: += +@ +? +? +@ +D +? +E +E +< += += +; +> +@ +C +D +B +F +H +I +L +E +M +R +R +T +N +L +                                                                 , * . 6 2 9 @ B > : D ? G A H K I K D E I K I N K J H J Q O I B D H M Q M O U U P O O Q M O M Q R Q T V [ \ \ [ X [ T S Q Q L G I O K M B M O S K J M M K L F L J Q P P J R V W Q T S W V Y Y R Q O L O P K R Q M G J J R Q P R N P W V Y V \ V W [ Z [ \ W T X ^ a Y X S T X b _ _ Z _ b ^ _ ` [ b f f a b f b ] ` b e \ e f f a g ^ b e j n m n o m l p o k l l q o q l s v r v v u r x x p r n o t r s s u r s w t r l e e l m s r }  | ~ { } w  + + + ++ +; +3 +/ +4 +1 +, +2 +7 +$ + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ + +# + + +" +" +# +( +' + + + + +! + + + + +" +# +% +$ +# + +$ +% +" +# +& ++ +, +( +% +' +, +- +" +' +" +1 +4 +- +) +* +( +' +* +, +. ++ +- +8 +6 +1 +& +' +. +0 +0 +5 +4 += +7 +. +/ +9 +8 +4 +1 +5 +4 +6 +: += +< +: +< +8 +8 +8 +8 +: +? +@ += += +A +E +D +H +K +L +J +A +F +E +E +I +~                                                          $ "   " $ , 2 5 2 9 : : = ? B = D = B I L L M S T T Q T S P N G E A B @ B E H J M Q S U R O P M O O Q L M R Q S Z a c o q y r m d Z N M L M I O S [ X X U X \ X Y \ ] \ ` e ^ ` ^ a ] ] _ c c \ X [ Y Y V S U V W V K M S R S Q J N P P R R X Y Z [ Z U R X V S W ^ ] Y Z ^ \ c ] V _ _ _ \ X _ c a c d f f a d d k i _ Y W [ ^ \ a g m h e e Z a c b _ [ d d k h ` ` f f g l l p l q n m w } t x { | v v u { t n s t v z r l q w z t r t p x { w y   y  u { w t s k p p t { y z | + + + +' +8 +` + + + + + + + + + + + += + + + +  + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + + + + + + +! +! + + + + + +$ +" + +& + + +# + + +$ +$ + + + +$ ++ +% +* +' +- +3 +, +# +! +% +( +) +- ++ ++ +% +- +) +- +- +2 +3 +4 +; +< +? +5 +5 +4 +/ ++ +. +, +/ +/ +- +4 +, +2 +7 +; +3 +2 +< +A +> +> +< +D +F +B +B +E +E +< +F +F +G +D +K +             +               +                 # $ & . ' ' . 0 ( ( - 9 5 3 9 7 ; 6 9 < ; C < ? E L G K G A B C ; A @ B G G I L P M I I F K I L M O R P O Z x b N J N I O O P \ T S S R S S P L N Q T T W Y U W V R Q X O P L C G G I F @ J R K F > A J M G E K F I K N L K L J M H H M L I J M O O M H L N P M H K I V N P P U T Z T V R R ^ a a c b ` _ U ` ` c c b f j _ ] U [ V ] a f c _ b d ` g l p o t t y t r l n k o o f o q j k j l o j i i n j k p r r k x x w x w r w u t x s u v w } y y s v y | { w w  | } t w } { w z + + +7 +D +} + + + @ a w j H " +_ + + +  + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +! +# + + + +" + + +! +% +$ +# +" +" + +$ +" +" +' +( +) +. +, ++ +9 +5 +4 +3 +4 +/ +- ++ +- +' +0 +, +, +, +0 +, +4 +0 +- +3 +/ +1 +3 ++ +* +. +4 +; +< +< +6 +7 +7 +: +6 +> +: +; +            +           +                         " . , ) ! & ( ( , 2 ; 9 8 < : A = ? H J D D C ? B ; A D D G I L H D G G I J M Q R T W ^ i  +# +$ + +! + + + + e S I M J T U U V U X T J > J K G K J N Q K R N S X T R S V V J G C A B G J K K F B B H J J G I M Q H J L N F D M S Q R U V K T Z V S L J Q R G O I U V P O Z ^ [ \ a ] b ` ^ d m j i b ^ b g h e Z Y V a c [ ] ` ^ j e k j k c a \ j j i i f k m j l k p k m o r m o r m h q s n p n n u t p r j c k q s { ~ x z { ~  x o n q { u { z w r z } ~ | |  + + + Y e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b +& +M +e +b +o +k +i +h +X += +, + + h A G G G K P P S U W Z W U M S F G G I V U U Z X ^ [ [ S V M O P Q U Q O Q Q K R O L D P M Q C E O P N J O E K P K O Q V N T Y X L M M L @ R R O L P P M S S W Z S R V W W [ Y [ ^ ` S S c a ` X S b f b Z ^ a Y ] ^ b \ \ a ^ ` d b ` d ` e c a ` ` c g l k h h h a f l d d h p r k h j h o q r s n n y | | { } y u t u r z u v y x v v o u t y s z | } ( + + ' + +  + + + + + + + + + + + + + + + + + + + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +! + + + + +" +% + + +$ +% +% +# +* +# +* +- +/ +0 +) +% +% +( +# +% +$ +) +* +* +& ++ +4 +2 +7 +6 +7 +4 +3 +/ +4 +8 +9 +0 +. +; +8 +5 +< +s~               +             +   +  +          "   $ ' & ' * 0 . / 1 6 7 = A = A @ ? F = L K I C P X Z X \ Y [ X Y W N G K S [ \ Z g y - +] + + + + + + + + + + + +c +2 + + s Y ] e g h j j ` a [ U [ [ U V X T [ Y [ ] U R X ` [ X U T U V ] S W S N V E H D A I O P J H I O Q P P K F E P P I I K T D N S V Q P O J Z M J K N N R P U P M N P P V W Q U Y Y \ [ Q _ Y _ a [ [ W a _ b ` ] c e d ] e l m q o o o m k j o n v m j k ` j o k c ` m g f o m q e k d i i ` k m o r { { | { | w | ~ z y v { { v w x } { } y  } ~ ~ }  + + + +? + + # < ! - 5 0 < 6 %  i +  + + + + +% +% + +# +3 +C +H +F +N +< + + + + + + + + + + + + + +  + +  + + + +  + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + +" +! + + +$ +) +( +$ +" +# + +! +" + + +' +$ +' + + + +) +- +0 +- +3 +1 +7 ++ ++ +0 +3 +6 +7 +: +2 +2 +7 +9 +}                  +    +      +               +            ! ' % / ( ' ( , 3 1 9 6 6 8 3 : > @ A @ < 9 8 ; 8 D @ > H J S Q Y ] a Y R T S _ i ~ 5 +c + + + + + + + + + + + + +~ +Z +& + X Q R R W Y Y Z ` ] W \ Z [ \ V V P V ] ] ` _ \ c j f ^ c d h g n m i i k i i c c ` c c c a \ W a ^ ] b ^ _ ` [ _ [ S Z \ ^ Z U T Z X Z X ^ ] ^ _ ] ] W c _ Z [ V T \ e ^ c f d f e i n h l k f g n k j j k i i j l c g _ b n l l o f h f c b h i m k _ Y [ f a ] \ e g f d j n p n i k r q q p j q r p m p h s s m t r r w u r v x t u u w y t o n v z z v u w { w w r z { } | y | { |   z  + + +( +M +j + + + U  ; l p j K T +  + +< +S +q + + + + + + + + +u +; + +  + + + + + + + + + + + + + + + + + + + + +  + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +# +! + + + + +! + + + + +! + +! +' +( +( +$ +, +% +' +% +& +( +- +' +* +- +- +' +{y|~~}y{x~z~|~{||y                                                                                      +     +                                    "   ! !  % & - Q z . +X + + + + + + + + + + + + +o +O + E $ # ) & * , , . 1 * * , , . ) , , , / 8 4 = > ; 2 : 8 2 8 ? ? : = < A > < 9 9 @ @ ; 7 7 > B = > D ? A D B D E J F D @ D H C I I B H H G F P V U N O T P M R V O M G E H R X Q U S W W N P X R S [ \ X Y b Y Z U ^ ` ^ [ [ X X ] d g b ` Y Y \ \ f ] ^ Y f a g i ` a ^ b ` b k e f k l o j l h i p q t v z i n q t o p s r w s t k z x x x t v t v v } | x u v w } ~ z z t v y w x y w t w | | { { { z w  + +N +s +t + + + +% _  g o l ^ A > E T ` p x U ] + F + + + ` b y  | g J 2 +4 +  +  + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +# +! + +" +$ +# + + + +! + + + + +$ +' +$ +& +( +' +- +) +- +1 +, +& +% +' ++ +/ +* +2 +5 +4 +}}~|x{|}~|y{x{}      + +               +                  +          +         + +                       " &       % $ ) ( - 8 T  +; +p + + + + + + + + + + + + +q +T + + E ( ! $ ! #  * , 0 (  &  % &  ) ' $ $ & + 0 6 4 5 2 = > > 5 5 : < ? A B B A < < 3 : 7 6 = ? = = < B B D ? ? @ B I D K N H J E : @ J K H N J J K M K C F H J I G J I S R U T L U [ [ X V T U Q T W V \ Z V X V S W T P Y ` a ` a \ V P Y T V U U S U V ^ d [ ^ d \ i h j f k m h k l o m k i r q k s o g o r q i m l u s p p r o s u w x | z y y { t w z y v w x s p p x | w u q r | {  } { }  + + + + + + + + + + + +. +A +[ + + + + +    $  + + + +d + +@ ~ \  +% +  + + + + + + + + + + + + + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + + + + + + + + + + +% + +" +# +' +) +, +0 +. +* ++ ++ + +% +/ +/ +1 +- +||wsmzxxwzxqwuo|~z}{zx{}x{                     +  +      +                  !                   ! # ! " $ ' * . N } +> +m + + + + + + + + + + + + + +g +H + + + . + ) % ( ) ) - % #   % (  ) , & & $ / 0 4 - ( / 4 7 8 6 2 0 4 2 4 1 7 < @ = A ? < : : @ ; B = ? < B ? A B ? @ D E H @ > H K L N I H C F L M K H G J J I I K K J O M K U S S O U R S U U V X Z V V X W Y \ ^ [ Z W Y X V Z X Y ^ b ] ` ] \ ] b f e _ ^ b d j j f f i g d h g j l p n n n n n p j i j i g f c f n o r v v w v t v z t j r o v r w | y z v v y u s q p w { t  {  | | }  x m v i z | q w { + + + + + +# +# +! +/ +; +# + +G + +u   ) * + /  ! + ^ +M +  +  + +  + + + +  +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +" + + + + +! +% +! + + + +$ +' +% +" ++ ++ +( +xvwsy|vquvqsptz}zqstzx{zw}wzv{{x{~{|~~     +     + +                             " $  ! # " * , 7 I v  +B +o + + + + + + + + + + + + + +{ +\ +! + ;  ! # #  # ' $ ) . #   - + , - + 0 , + * 7 6 3 + . ( - . - 4 - - . 7 7 8 : 7 ; 6 6 : 7 5 2 8 A > 9 7 6 9 : = < > 9 ? 7 : = 8 A @ C < : B < 7 > 6 ; ? @ 7 1 A B B G : B L L < E F E F G H F M Q N S H Q W Z W R Q S U [ W Z b a [ U Y R P W T T M C H M W V ] _ [ a ` c f m c d m j l l i h c c b h e X U X ^ ^ e h h d m l l l i m t p h e h k g h i f l o h g t q o z  z x |  ~ x s x x y | w } { } x p s x z | z ~  + +  +j +  , 6 F U S P N A : 7   J +, +  + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ + + + + + + + + + + + + + + + + + + + + +% ++ +) +- +1 +0 +, +& +" +0 +/ +0 +lsvwnklltmruponostzzyv{y~u|}}|t~}~|y{y~                 +           +        !  ! !   & !   # ! % & $ " %  % ) / 4 + ) 1 6 B a  +K +z + + + + + + + + + + + + +s +L + + M 1 1 0 ) ' * ! ( - , , 3 1 . " % # 0 * + + , 4 1 * % ) . 0 + / 1 6 9 ; 8 5 2 7 < : 6 5 2 8 = @ < > 7 ; 7 ; @ A C A H F A B 4 C I H C J C F G D K I J A L K C D E F 9 C G J Q K J F I O S V U X [ _ V V U M R S O N U V N R O M ] Z \ Z c \ ] [ [ N V \ V S T Q Q Z T V b ] Z g i j n j k h p o q h h f _ X c f a _ d f j b e b n k h w s q r t l p t w s v v v v u r p p i n q v { x t w  } z  y { y y y { w  y  | ~  z | x }  +5 + + , J U ^ f d i e \ _ U B 7 " & +' + + + +  + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +( +$ +$ +' +! +' +$ +) +) +* +. +- +rntx{x{{z{zvsptzyvv}|{|                                                  " & ' !  & $ ' ( * / 1 4 U  +A +a + + + + + + + + + + + + +z +Y + + M ' ( ( & ( , $ ( , - + ' + ) 1 / + ) / + ( - - + + 0 4 7 1 0 2 7 7 = : : > 9 2 4 5 7 0 . 4 < < = = B @ C A A C = 5 ? > = A D H E H B H G A C E H G K H L D F B A C H H L M O L L I T W O P S \ c Y [ Z U Y O J M T R P V W T Y X ] ] ] \ Y Z ] X V U ^ a d ] W ] ` ^ Z ` c ` ] [ _ _ f f c d e ^ a ^ ` ` ^ X ^ \ c ^ n p o j b o l l p r k l k e i q u s n u w v v j r m t v u w p t u t x } ~ ~ y { }  }   + +  +d + 2 K a n x | | { w l a O B *  ) + + + + +  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ +) +( +- +* +& +$ +$ +" +$ +& +, +. +tsuhhjqvxyuqoutxtu~vu~|}~||||~            +           +                                   $ " # ' ' ( ' + < d  +( +M +q + + + + + + + + + + +k +D + + + c ) # & & , & ' ) & ) ' * + ) " & , / , ( * * & + , 1 3 3 8 < 7 : : = < = < @ ; ; 6 3 8 7 / . 6 A : A B B C = H G G J L L L O J I D C A G A > > D F = : > @ B = A B E F L J H L M O S P M M P Q W R U P M M M F M T W R T P X ] X X Z Z [ \ \ [ Q M U [ ] V W W S ] [ ^ W a b c ` b g i j m i b a a ` a ^ V [ ` f f m k m p k k r t r j k p n t r t s r w q h j s q p k l k u s w x t q x v t x z z x z y { ~ x | } z }   v z | ~ + + ! +e +> ' M f z p j J %  ` +l +  +  + +  + + + + + +  + + + +  + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +# +" +" +" +& +' +, +, +* +* +' +" +% +& +$ +% +( +{xzs}zqxyyxy|||w|yxzzs~        +              +              !   ! ! $         !       . < _  +> +V +s + + + + + + + +o +U +2 + + { / % - / - . 2 0 - $ , 4 3 0 1 . 4 7 . ( , 2 5 6 6 1 9 8 2 3 9 7 < 9 > ? ? B @ > 8 2 5 2 1 7 8 9 ; A @ A B ? @ ? = G E F D J F C N K N L M M N J F I G M I B L P P O E P U U W T Y Y ^ \ _ a [ ] _ [ X V S S P Q T Z Y X V W a c e ^ ` d a b ] c d Z \ a _ ` \ ] W Z X [ ] ^ a ` d e f b a i e c h j d h f h j f S \ m l j p t v n p r u u v | v z x y z x w { u z | | z s q v u u w u x | y s v  { { y |  ~ ~ | { u w } | ~ { | } { y + +  +) +o +_  / T t o X 4 | ( + +  + +  + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% ++ +2 +< +7 +5 +8 += +0 +) +* +' + + +" + +}~~}~}~~z~y~             +    +                       !   # !   "  % " #   ! $ $ ' ( & % " ) ' # 2 ? [ y  +# +A +R +g +w +x +y +v +g +W +9 + + o 5 + + , * # , . - - 4 2 1 4 6 9 2 1 1 1 4 1 & 0 2 4 4 4 9 3 8 = = D @ ? B @ A A D @ < 9 9 5 E C E D E F G H C A ? A I G H I L K G L J M S T W T P L P M J N L G H H L N O P T U S T V T ] W U U ` ] Y W T M Q R P X [ U W _ Z ` ` _ a _ Y [ ] \ U V \ ^ \ \ ^ c b b d c f e g d g d c i h e f i h e c g g h a c d b h m p r w p w y { x {  y w } ~ } } z { { w x x s u z w x x y y { y { { z |   t w z {  {  +@ + +  @ a t G  X +R +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + +# + +! + +# + + +% +- +> +S +U +` +` +g +a +^ +Y +M +7 +. +" +' +# +! +yzwstxxywryxvzwvy{vtwz{yx{y|y{y||z||                                                                & ; K n +( +4 +F +> +; +D +@ +. + + R . + ) (  ' " & ( ) . - . . 3 ( ) ' - 1 . 3 ) % ( ( & / 2 0 2 3 1 7 1 0 2 3 7 9 = = 2 4 9 7 : = < : < 9 . 8 = : 1 ; 7 ; < @ F D ? F I I B @ F E : C > @ E N M J J I F M N L M K M E Q P S V V Z Z U V S T U Z S K O X U S S X Z Q N T O V X S K [ \ Z W X R T W \ ^ a _ a ` d a d e c ^ e ` ^ b g e b b ` ] Y b e Z a f c k r n q u u q o k o p z | ~ r y w r n p u r q o p r { x y y x | } | y x | } w } ~ { v { x u n u p n  } y  ~ ~ +( +Z +U 5 ^ | ^ 8  # +  +  + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + +& +2 +> +a + + + + + + + + + +h +; +% + + + +tslnnnnw}qw~||sm{y}~||xy{t~}us{{                 +     +                  !         ! " " ) * / 7 Z u + + + + + L . 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C @ A A B @ E = F H E D B F H E G D C G G G H L O M K M J H J N U T R V V R S V U T W X W U V T Q U X V V U I R R P X T N N V Y S P L T R O R L R L T W T Y Z Z W Y _ _ \ Z T ] ` d f h j e ` a e ` \ R X ^ _ b f m o p t k k q t h n t | { z q v v p r r v s y x z x y v v s { ~  x v x    u w y } u } s r t | } { z ~  |  +' +c +l  D s E  l +V +  +  + + + + + +  + + +  +  + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + +. +I +i + + + + + + + + + + + + + +b +5 +# + +vzspommosqqspvsprtmty{y{~|yzrz{ytvtuxz||~ywx{~~             +   +                                       " " ! ! $ + , 0 2 7 ? J a v ` 8 + #  ) + . ) ( + , * , 1 * / + * * + $ , % 0 . , , + . + . 1 1 2 5 4 4 5 6 > = < : : ; = : 9 = = A B B ? A C C = C 7 : < B > E I E I H A < A E H G ? 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G O Q R R R S Z X Y R T W Y Z [ Z a Z [ V S T [ W R P W W W \ [ X V S V Y R U W _ ] ] ] X X ^ ` e h e l n h a e f p p o n h d p w |  z y r s v s u x q u v u { } z x z r t v n j v r p y t n r w { {  | z  { s } y y  ~ z } }  |  + + +  + +E + 9 g b $ : +# +  + + +  + +  + + + + + + + + + + + + + + + + + + + + + + ++ +P +z + + + + + + + + + + + + + + +Z +! + +wttuursmlhmqspqqyvu{rvy|vosvupjoxxxnm{zwz|{|{}}zysv}}|w{}}||}ywz                  +                   $     ! & $  % (    $ !     # ! ! %  " ( ' ( !    ! + - / , 0 / 3 - ( ' ( + + / , / 5 4 . 4 2 9 6 1 2 5 5 7 8 5 5 8 8 . / 1 3 6 3 0 . 3 ? 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B 9 > H H D F H G H D A K U Y X W V R S \ ] ^ e h i e h g e ^ ` c Z W Z X Z T S T ^ W X [ [ ] Z _ Z _ [ S T [ Y W W V ] [ Z T T _ \ Y ` X ` [ Y [ _ ] [ \ b d e i ^ ^ [ \ Y ] d d ^ Z ` j  +V + + + + + + + + + + + + + + + +o + + + [ f j i k i o o p r s w r i k k s s o s w ~ z n v z  w x o x ~ { z ~ { ~   | }  + + + + + + +$ + + M        w 1 +} + +  + + +  + + + + + + + + + + + + + + + + + +  + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" + + + + + +% +$ +& + + +$ +* +% +% +* +- +< +; +8 +. +$ +# +! +wyz{~|~~{|~~zyxz}}zx~yzzzx|q{{v                   +                            " $ ! & % ( ! , ) ! $ ' ! # #   # " !   ' ( ' ) 0 , , % * - ( * * * , 4 / , 1 / 0 6 6 1 1 / ; / 2 5 ; . < : 5 9 1 8 < 8 @ ; ; 8 8 < A @ ? A D > B B B @ D ? 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I H H G G K I P N P P K J N U T P L W Z Z [ ` ^ \ ^ i s / + + + + + + + + + +k +W +P +2 + [ _ d _ b d d ` c ] ` ` d c X a ` a a ^ a c c d b c Z f f c ` i l d Y a ` Y X k h j d g i l l g f g c h k k i g r  +F + + + + + + + + + + + + + + + + + +H + g l j t u x x z ~ { v q t | z y z ~ ~ z ~  } +  +  + + + + + + + + +0 +? +\ + + + + + + + + + +g +A + + + + + +  + + + + + + + + + + + +  +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +$ +' +! +! +# +& +' +$ +" +# + +) +' +% +' +( +, +% +- +/ +/ +. +8 +6 +8 +: +? +7 +9 +4 +9 +8 +6 +6 +7 +; +2 +' +. +. +- +- +2 +/ +2 +3 +7 +7 +9 +; +: +                            +           !                         $ $  " & ) - ) $  # ( ( * + + , % * & * ( & # . , * ( 0 - . . / - - - 0 ' 1 . / - ! & / 5 3 0 / 5 9 5 ; < ; : : 9 < 7 8 9 < 3 2 5 < < ; 8 : < 6 * 2 6 < 9 9 5 @ A J F B > C D D E C ? @ A E P Q P Q T W W Z Z ] W _ g c f d e e c n n  +r +% + + + + + + +* +} \ ] b e i g c ` ] a ] ` ^ V _ _ \ \ ] ^ ^ S Q R Y _ b a f ] _ b b b [ ` f c c b ` c f f g a c c i b e a a k n o r t y  +E +k + + + + + + + + + + + + + + +j +* + r v v | y }  } u y y z y z ~  } } |  +  + + + + + + + + +% +' ++ +A +] +z + + + +u +g +I + + + + + + + +  +  + + + + +  + + + +  + +  + + +  + + + +  + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + + + + +! +% +$ + +" +% + +$ +( +# +$ +- +2 +1 +1 +/ +6 +3 += +A += +> +B +? +@ +> +A +< +8 +; += +: +6 +/ +- +5 +6 +4 +5 +8 +3 +6 +6 +9 +7 +6 +5 +< +       + + +             +                              " $ # % * + # $ (    &          ! % "  ' , * (  " - 0 + 0 2 1 ) ' 1 , * 0 5 0 0 - ( 4 6 5 9 7 6 , 4 5 2 - 3 7 5 3 5 5 1 1 6 4 . , 4 3 2 : 6 6 7 8 8 D D F H K L H G G M H H J G B B = : E K F B C A F M K L O Q K R Y W Q Q P M H H I D H K R Q U U ^ R X Y T Z ` b _ g i h f o n s +L + + + +;     K R T S \ [ [ _ b ` c c d d e Z W Z a \ Y \ ` d b Y Y ] c e ` ^ c n r n g l s k q l j j j j d f m k m n u p x * +Q + + + + + + + + + + + + +y +I + + q s z ~ { } ~ } u z } z {  +  + +  + + + + + + + + + + + + +# + +% + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +! +! + + + + + + + + + + +& +* +. +1 +, +) +& +/ +% +) +, +1 +2 +8 +? +G +Q +] +_ +e +] +^ +\ +R +K +9 +9 +5 +- +/ +4 +. +2 +4 +5 +8 +6 +4 +6 +1 +0 +0 +6 +8 +                        +   +  +              " ! 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D > 7 : B C < 6 ; 9 > < B G M C A F F J F C C B A B F N J L K K L H I > G G N N F J E K N Q U T S Z V V X W U S K O P P R [ ] Z T S U T V W Z X W ^ ] W Z _ c _ e c d f j q r n q s s w } w z  y | ~  w { ~ |  ~ } ~ { { u w { ~ w } v | }   ~ z  + + + +  + + + + + +  + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +! +" + +$ +& +! +" +" + +! +! +# +& + +$ +( +' +, +# +& +" + +" +" + + +# + + + +( +* +% +* +- +, +- +0 +, +* +- +2 +3 +4 +1 +6 +/ +4 +5 +6 +7 +8 +4 +8 +8 +9 +: +: +7 +6 +5 +; +9 +7 +7 +> +8 +; +A +@ += +: +? +B +F +Y +u + + +3 ] | ~ _ 1 + +H += += +> +A +? +A +H +@ +? +? +D +> +@ +? +                     +      !    !            "           " % " % #  # ' - $  % - 4 = J  +F +w + + + + + + + + + + + + + + +p +7 + ; + * - + % # % / / / ) ' & ( ' + / 2 2 1 0 / 1 6 4 1 2 5 9 5 3 0 7 9 A 8 8 = 9 5 6 9 6 5 3 6 5 > = A E I A < = = @ : ? C F G E H J B @ I F D C : K L L H H I K P S Y R S T V U O Q U R U P Q W T U ] ` ] Q V V R U [ Q N U Y V Z X Z \ _ f c f j o s l l p q r p t v s s s v v v { x {  y ~ { z z x y x { z t o r v u x q t s r r v p p z } t y  ~ ~ |  +  + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + + + + + + +$ + + + + +" +" + +% +! +& +% +* +' +% +- +# + + + + + + + + +& +) +' +% +" + +& +! + +& +, +1 +/ +, +3 +3 +2 +2 +. +* +) +' +. +1 +4 +8 +1 +2 +6 +: +8 +6 +. +6 +4 +7 +5 +1 +5 +6 +2 +: +7 +: +@ +F +H +T +Z +w + + +) N f y h S % + +W +? +> +: +3 +C +D +C +E +I +E +I +I +H +D +                        +            # " # ) #        " & # # & # # # $ " " # #    # ' " " % ) & ( ) + 4 ? P 2 +l + + + + + + + + + + + + + + +i ++ + H 5 ; 8 9 6 3 5 8 7 . 4 4 7 4 1 . / 5 - 0 4 . + 4 9 9 9 7 ; < ; < = = : 2 8 . 2 1 4 : 6 = D D C F C B E E E 9 = ; A B A ? : < E I I E @ ? @ @ : @ E E G I T G H F F O N Q K I D P P O L L M V [ \ _ U U R U W Y X S W T T V X Y U R \ Z ` k b n o m i j k k i j m p s j j h v ~ } }   | ~  }  } { y | z y z w q p x w o s y v w x { { s v w |  ~ {  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +$ +! +! +" +" + +# +$ +# +$ +! + +& +( +) +% +* + +& + + + + + +! + +! +% +! +' +- +, +& +" ++ +/ +& +( +- +6 +9 +5 +8 +< +8 +: +1 +8 +8 +1 +6 +6 +3 +2 +5 +6 +3 +5 +< +7 +9 +; += +: += +@ +? += +? +E +F +6 +> +D +G +R +y + +! E Z l t | } m X 8  + +W +@ +D +D +D +? +> +H +E +F +H +I += +F +E +           +     +                                  & % %            ! # # $ " " * 4 7 g  +V + + + + + + + + + + + + + + +o +< + ` 4 / ( 1 . ) & $ * . . 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G I H I K J F K Q N G U P R U V T Q O V S W P T V Y ^ ] Y W [ ] P Z \ ] W U [ b V ] _ \ ] d g k l i i l j n i t z } s n { } ~  ~ | ~ } x w u s } y  z t | x y y | } + + + + + +  +  + + + + + + + + +# + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ +$ + + +# +& ++ +' +, +( +$ + +) ++ +0 +, +% + + +$ +# +! + + +$ + + +# + + +! +" +! + +- +* +. +! +( +& +$ +2 +1 +2 +1 +2 +4 +/ +0 +. +. +1 +4 +/ +3 +4 +/ +0 +- +5 +; +; += +? +@ +? +> +A +@ +? +> +< +G +F +I +M +M +T +U +a +p + + + 0 @ P ^ b a a O @ + + + +R +: += +> +? +@ +C +G +F +I +K +Q +K +G +G +        +              +  +       +            # #                "             % # ' ' (  " " ' 3 2 @ m # +` + + + + + + + + + + + + +} +W + + L B K 7 0 ( . 2 5 2 / , . 2 7 7 8 6 6 3 8 3 9 7 9 6 ; = : : = A B B @ @ B D = < < : A < = @ D I G N M L F F A G B B G D H F H K M K M F I N O N I K M O P R N D S N Q Q V Y X W X W U T S X T V V X X [ ^ a _ Y X V a \ Y X T _ b ` X e ` m k n o q q t v v s t w w v w y q v v s m { } z } ~ { | } ~ } | { { | } } ~ | ~ | y } { | ~  { ~ z x { |  ~ +  + + +  +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" +' +( +( +( ++ +& +( ++ +" +( +% +$ + +" +& +% +. +) +% +* ++ +& +# +- +* + + +' +' +* +* +, +) +* ++ +0 +2 +. +0 +4 +1 +3 +/ +. +1 +6 +8 +; +9 +9 +; +: +B +9 +9 +9 +; +7 +D +F +C +? +? +E +A +D +A +? +B +C +B +@ +J +K +I +P +X +j + + + + +   % ' ) "  + + +X +I +B +H +B +G +I +L +K +S +Q +N +M +N +K + &        +             +               +                   " !       !             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' $ $ $ $ # ' ' ) ( - , ) - % & ) ( $ ' ) + + 1 2 5 5 6 3 6 5 8 6 : : ; > = ; < ; = 9 7 5 9 < : 8 9 = 9 > @ = 7 : < > : > E A E E F @ = : > C D > D H H C G K K M N P O L R Q P M F F J I J K I E N N J H F P R J I H L V Z S T R U T W W V U V X V ] ` ` \ \ X Z T Y [ T S P T _ \ ` c f i f f e m j o k e c c c i l n o m n m h r s n m n i m m p o t r p s q r r v s w v v | ~ ~ y z w { } z p q s r w s w { z z s q y  } | ~ | { z } x } }   |  }  +R +{ + + + + + + + + + + + + + + +[ + +  + +6 +B +9 +7 +/ + +  + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +# + + + + + +" +$ + + + + + + + +$ +" +& + + +) +& +& +" +! +# +" +$ +* +' +$ +$ +% ++ +) ++ +' +& +* +( +$ +* +, +/ +, +# +# +) +/ +- +2 +5 +7 +8 +? +5 +8 +9 +: += +? +> +> +@ +@ +B += +> +@ +? +7 += +6 +8 +6 +; +; +@ +; +7 +3 +> +@ +F +H +G +C +E +E +F +F +@ +D +A +E +H +E +B +H +> +> +C +E +B +> +; +A +B +I +L +P +K +A +J +J +H +L +K +F +I +M +K +Q +O +L +G +J +I +J +P +G +> +F +< +K +R +T +W +_ +c +\ +[ +Q +_ +] +\ +\ +X +\ +[ +` +` +c +c +_ +Y +Y +W +T +\ +[ +Z +] +` +f +k +v +y + + + + + + + + + + + + +y +k +o +p +d +c +_ +Z +Y +j +l + +   # 5 , 1 G c ~                +     +                 + +            &   #      $   " " ) + + , * ) * & + 1 1 0 0 3 3 , 2 5 2 1 2 1 5 3 5 < 3 8 9 = 7 9 ; 7 9 7 7 @ < ; ; 8 > 9 = : : 5 3 1 . 0 3 : 9 < A > G I : C A F H D D G I F H K K M M F A @ F G G = 8 C C F L I M L K N R Y X S V P R S O O Q T X T W U R [ T V T Y Z T V T W W O T V V W T U ^ Z c ` V ` a \ ` i l e l n k i i b f k h i m m j k k d d f g i d n q r m o r n p r s r u q w x z z x { y s u t n o q n l p n q n x u { p r x | ~ } z w y  } } |   +> +k + + + + + + + + + + + + +m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` +[ +Z +\ +_ +_ +_ +^ +_ +[ +\ +V +X +O +O +\ +V +U +X +c +n +} + + + + + +   + + + +{ +j +l +f +c +g +` +g +a +c +    , 0 % V @                                                         % ! !          $  ! # $ * , , ) ' & # ' # ' % ) ' , ( + / 2 1 1 3 4 1 6 2 6 8 6 7 3 1 - , ) 4 6 0 1 4 4 3 ; 4 4 - / 6 9 9 7 9 2 4 7 ; : F B B C F H G J F H C @ @ A G G H L G G B F J L P M L P K J O K K I N J G M R R P S L R T R R S P W S P T \ [ Y U R T T [ Y Z [ ^ _ e V V N W X \ ` Y W _ a _ a c f e f h m n j n m j k n t u q e l t s q p m g l l k o l ` h h l j q y u s v w u i j q v t n k q r r t u u | | ~ ~ } | } { }   += +e + + + + + + + + + +t +\ +> + +  +@ + + _ 4 d z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o + + + + ) < P C A B 8 3   + + +i +\ +S +W +M +N +N +T +Q +     +           +   +          +    +           !             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O n r [ >  + +X +R +W +[ +\ +^ +V +                   +                            +   !                    ! $  % & # " ! ! ) ' ' % 0 + 1 2 1 - 2 0 - ( / . 5 4 4 2 4 5 3 6 3 7 6 / ) - - / 0 5 . / 2 6 7 6 5 ; < > 9 > C > = 8 9 8 : : 7 ; ; : A > > ? < 8 A = C F H F D G H J D C I L H I F D E E H M R O Q K I B @ D J J L R U S P W T U W W M Q T P P Q S O K P ^ Z \ ] ] X ] f _ _ _ ` i p  + + +' +# + + + + g c a \ ` _ ] _ _ ` b W d f h d f i k i m h p m q n n o r q y q n o q r o u v x p n u y y w x v } | { v x z } } { y  |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g + + + 4 ] ~ z _ 8  +i +[ +] +a +^ +] +[ +                      +          + +  +    +  +                     "        "     !   $ ! & ) ( / / * , , + + + ' ( ( " 2 - 2 ( , & - / . . 3 1 4 / / 0 1 / * 4 = : < = = ; A : 6 6 6 7 1 3 : < = @ C > > ? @ ? : ; 9 3 3 8 > < > @ E F F L K G O P J E B @ H M L ? 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D F D B J K M H D H M H J E J N L G O M J G M M T X V Y Y T N R S S R [ \ [ Z X Q Q T W U Z V Z Y U Z e a a ] j m h k j h e c d g h a f i g e c _ b h _ _ g i l j j o t q y t q q r q n l i k g q k o o o r q u q s s r u  +    +  +    +  +  + "# %!$&$")'%(+,,2-+-0.(,,-,0)-.-1.35302?=976:;87795.1/65967:=<9=58:68>9<>CGGKMMECF;8C@=?EGI@>GMLLGD=>@??IGJMEGJIMNNRXWWWUZZY[ZZXNU\VUSZV\\YXWWT\c`^[_c^T]^d\cca]ehjihhjiabgd_ipmj`_i``fkutnnnmvunrrvxvrsuzzwtux{sw}}s S +) +Q +r + + + + + + + + + + + + + + + + + + + + + + +m +: + X                                                          ' ( ) ' ( . + ( 2 4 8 H ` m n l k g f Z P C 9 1 9 8 6 9 9 7 5 5 / 6 0 - 0 - . - 3 5 5 3 4 2 4 3 4 - / 6 7 1 / B E A D A B @ 9 ; ; @ ; 3 0 / 6 6 < = 7 9 A I G J I M M K J J K K I L N O P Q Q N L N M P G N W W V U S U W U X Z Y W I P T V V Q T P U U W V Y _ ] a ] ` Y _ _ d g g j h j k e d i h e d a e i e b i j f k j j q r t r o o l m l j o p m k j h i g k k t t r s ".&$''   +   +   +     + !"#&'& $ (&%*+',(!#''%')03/(,/7,+&)-2/,.,2-832'.002/+)/.1+36969+*44569:556:;768;AFGFKGD;:DEFDBBBGNKHJELEDBDDKOPNJVSNJGPPRSRTVTUNRY\TPOX[Z\Z[UW\ZYP[Z[]_YV\TYV[ce`Z[dhcaeagaafkba^ldef^bgjdgmpsoimpomlgmtwqnmorsuqnoliltxrruyvt}yy~urxy|u}3 ~  += +d +z + + + + + + + + + + + + + + + + + + + + +} +b +< + p          + +                     !   %  # * ( , ) , 4 I S Y l v l a P B ? 5 0 2 / ( " ) 0 0 / / + - + , + & * % . 6 5 + ' ( * # / % "  ' 6 5 8 2 7 0 4 4 : 4 6 8 8 6 5 2 6 , 3 7 4 9 ; > : > < = > C G C A < : B F L H H I M M G I G K S P N L S Z R S K L K N N M Q S O W T G D Q V Z T V V [ _ [ ^ [ \ a [ Z ^ _ ` ^ ^ c a d _ c b h ` ^ a a f a b ^ l g j m o g i g d c ` c k j d f b _ f Y ^ d g k m         !"  #"" !%)+&',)*.++,*)*(*((0,+&'"&,'"*&0,),/+.+,500,*)57:4679912-38542::32:=9A>GCBCDBDA=::?EC@FKGKJGFDDGFFC@CFEMHCSQOPSVWRQMQRPPOQRFQPWPHR[^`b^dYTb^d_[WPRT]`]ebbjdk_aelhkmkiaef`ifgljhiijmrrqqtyuqlrztvnqnssurruurtz~} j +9 +_ +q + + + + + + + + + + + + + + + + + + + + +} +b +9 +        +       +     +                            +        $ %  ! 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G I G H G I B D C G C @ G K M G K X V Q U Q V T U V W S S O R S Q N O R P S Q P R S R R R Q X Y U X Z Z [ T Y \ e ^ X \ ] ^ Y Y T \ ] ] a ] T V \ _ ^ b e e f h h j ] ^ f c [ U ^ h a Z Y a k c \ _ ` k j m  + +   +           + #"'0-')(&/'%$*('*(%3,/14,10/-6+&/(+&%'',4+136158::?@9<302:;9@759=9;358<:>??D=9>@DECFDAAGE@C?JGAEFLJQQRDHIHKDLCBGSKKQOVOQOJLQUQPRPQPIGJQSTVVOMRW\[\XWT\\b]]\UV\\QZVVZZ^`ZVT`ciimkicfecle^Xchcdbflqvuwuppitqhlwpwvz|xvyy{~z|{~~~5  +B +b +z + + + + + + + + + + + + + + + + + + + +q +U +- +        +                                               + . . 3 . 9 C F @ = 4 0 + - ) . 4 2 + + , + 0 * - * & ( / 4 1 0 2 7 2 / 4 4 / / 3 - ) ) / 3 : > @ ? < = 7 C @ H I G I Q F I G G K E F C A F J R H J I I H E A C J L N N G H N J S T R T S R U V X T Z T W P Q N Q F H T Q Q I P T U Y U W V O W d i i h g i i m h l e b ^ ] \ ^ \ ] Y a ^ ] a g s n i i n o v t t r s w t s o k l d c e q j b b _ k j k          +         #$&%"$"$'$"(-+&+-+-+/+#($(&'(,%+)*)-02//+6875585-...705.13990<CA<:;CB<>D?<?FEHB@IF>CFFCEAGMRWTPLVQHHNIPQMLIJPLOFPJMNNSELRTSU[YPUSUWQLR^\]ZUVZ]PZgg`e`bb^ab[ah`_]^`W[aW`kjmrvuvtrvtofsropnpknrnrmdkpssnurvsopjoowu|z|qxwx{|xxy} * 3 4 * '  [  +. +R +g +s + + + + + + + + + + + + + + + + + + +j +K +" +                       +                            "                   & ) % ( 1 2 5 0 % 3 5 1 0 , ( . 4 2 , 0 - 0 8 4 9 < 2 2 5 5 6 7 3 3 9 6 < > 7 6 3 6 9 9 4 7 < ; 1 5 7 6 9 : B A < = < ? @ B 8 7 > C A 3 8 @ D F B F @ = D F C C F @ C > N M F H N Q U V O N P S Q N U Q M R O N T X W U O O Q V W \ ^ c e ] ^ _ _ a [ a ] e i h \ ^ e _ ] c f c a c X ` [ ` a j i m p l k h i f a b b i e c ` ] c d [ ` b ] f g e _ ] j l   + +  +    +       $'$ " "(/+"--))+./.&'&(-,%,-!*,+-44//-*379841*95211;;4539;:=7<67:<<=BDCDEADGGDBHFIHEJIB@DHTQSWUVPQNOPIJ@JNQNMKPGKOPOQQX]XOSLOTRUT[YU_^[\b^_gfigdabcgffga\^djkmjihagimoqpvrlihnkimlipnlnrnqqpv{ztuquwyvuvzstvvxy~|v~{uz{ 7 U \ i m } o c D  3 w  += +\ +i +y + + + + + + + + + + + + + + + + +q +Y +D + + %                        +      +                                 !     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D G F C E A B C < C I I E L I E D C C J H H P M Q Q Q Q K S ^ Z V W P T U U R P U V V S Q W [ W U W Q W W W X a ] ] ^ W ` a ] ] \ ^ \ ` a ^ _ Z c ^ ` c ` y ~ w t y { w p l i o h n j k d c l n h h k g d j h i i h k g d   +     ""! !%%**/(*+(&&&!$)10125400-/.,/,0+,*%!'.+05:7735<7@89887/77626;C?B3;=;7;?=EFBAAFDC?@ABFFEEBGIFAIOJLPMRX[YTVRMLGNNKOLMOJOUYYYX]\XWWZ`a`a]a]Y]`ba]a][]^_ehifhhdf^cegkcfjd`gmnqtwyvtwqqrvoikeiqnnspurxv~y|}}~~}|} L m ~ T   <  +/ +H +] +m + + + + + + + + + + + + + + +x +d +O +/ + +      +    +    +                    ! !              $ & % + ( - ) & $ ' "  " & # ) ( % %  % ' - . , 1 6 4 3 3 + 0 2 ) 2 0 7 7 ; ; = ? : : ; 9 8 4 4 : 7 = < > 9 ? @ ; < : : > 9 < 6 < = < 8 9 A @ = ; A @ = @ B C F F M J L H K I G K K D F D K O N O N P Q P H J T V N N Q R W R S P V R U S P U ] U V Z Y V Z Z ] ^ ^ [ Z _ ] [ ] U ^ ` T X Z W Z [ X \ a ] ^ ` ` _ ` ` \ [ e e ^ i j k m d m o q q n k h o l k g o k k e k q t o r t m m p i k  +  + +          + + +  !!.*+*%&%"$#%$"(*..1)!%!%"(%,),**+,01-.0/2779768641/26323;?B?<;=ADD=BHIGA@A<??FFEJLIIHNRa{jVTPLLVZVSPQLMLKJOPOQNIHOOXTJWXWQPSYTQS\\R[_^YX[Xdfad^ch`cgjjljhihegnnmqpnrjinlnfmflpolnqlnqpvtlpxsy|yyut}zquw|}}zw~}ys~ U } M  ' U x  +2 +I +X +t + + + + + + + + + + + + + +n +W +@ + + ~                                                                                  '  "  $ 2 2 0 3 3 2 5 0 2 7 = A < C A A D C A > : 7 6 = : 7 8 < = 7 4 7 6 2 6 8 E B > > 9 < A ? = F F G I J F N L I L L K F J L K I ? C G I F I N E F E J J J D H F G O P T S W ] Z T V Q W T X V W X [ ^ \ \ U ] ] c e e ` g f f f f a \ _ b i ^ Y [ [ _ d ^ ` X ` _ ] a Y ^ e g d j h e d c k f d i f a _ a i f a a i n l e f j m i h _ c g q h   +   + + +.+)%'$&%(*+414-+./*(-(($%)(&.**())('/33/,13,-.03-0-3.-1342013312749;04==:=9:;=<@<9>DCEB?FCDCACDIEBGG?AIHCMMLLKCNwkPJMRNAKJHNPNGRSW^ZTRNLNRMMJTQUPUURXUX_b`[YT`d\Xe]a__aU_^gdghidciimlmgikojpsmnikkmsqt{yvy~}uvyxwz}|}||wwu~yuzy|~}7 n 3   # 9 1 , '  ) > h $ += +M +\ +k +z +z + + + + + + + +q +g +U +A +# + + g                   +    +    "  " ' ' * # # & % ' $ &               ( ' !  * $   % ) 0 ) ( %   * 3 5 3 / ( - 1 2 + 0 / 1 / / 3 1 = > ; 8 8 2 0 , 5 8 + - 5 6 5 4 : < 9 = 4 2 4 < M L I A E < < < ; = @ > @ B ? 9 = C F J K O Q G K H O L K K M K Q O J M J F C E G B A L P L P I V Z U N Y [ ` \ V T V X W Z U U Y R [ ` [ _ a ^ ^ _ a c g b ` Y c b ` a X X [ U ^ [ b c a h h h i q k e i g h k q n m g c f c c b j k i n p n s q r l k f c c j            +    +    !%!!*()('#&()'!(***$--,1)-1/0./*,/-(/0531-4,9EE@FJJSPFPKFDHJJNNKGKIEELKEJMGEEHCE@AHFBAAJHRNWNLPRPSWZWRURVZUOY^c[X^ZUT]\[YQTVZXZ[[_\ZWL\XZXSX[^_geehgff_bbddfbccc`jklejolpmorwyqsqquswvrvsxrwsyyrvvwvxwzr{{z~~}~} Y  + + + + + + e   = O p z { w ` A . 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H = @ E F B J K H G E I I D E H A = > > ; C @ G N I I M K D G J K H G > D H H I K L E K Q O P I T T W Z U a ^ d ` a d Y X ^ a e d g g g b i e e ` d b ^ a h h d f f d g n g d f g a g g ^ e d h l n i c j i i k e f i d e g f m j g j p n o j b j b j e ] c h p q h j o q t r g d q t | t t w x } z { v |   | | } x q w y v u y x { | v ~  +P +y + + + + + + + + + + + + + + +` +0 + + + + + + + + + + + + + + +TSTLPEFPPGKLKMGJNGECC>GMGFBNQPQYYYVWa`^`diemhhbeerwwu + + @ J I R S a S B /  tjf + $   r 2 + l  ~yyuxumqsptx|uqx{}x{~{~|~                +      +       +                              % ! & " % ' ! #    "  !    " * & !  % + , & "  # " $ % ( ) + 2 + , , 1 & # - 1 / 3 2 3 8 < ? A = > < 9 < 8 @ = = E F G E D E D D @ > @ B C = A C C F E D C A I D A F C > ? > H H @ ? G G J > ? B F C I J Q N S Q O S V Q U Q T Q U R K S V U Q W [ Z W Y ` Z Y W ^ [ b d ` b d d a a ` b d h j i l q x u v x y ~ { y v o u p i s x r q u z t p k m m p o j i f i j n k n j j i p s o r j r v u w u t s l k h n y w u w r r z ~ z { y z y ~ z | v v x }  ~ ~ ~ { x z w v w w x { z y | {   +G + + + + + + + +     + + + + +v +C + +  + + + + + + + + + + + GPMOQPRQIKILGADFIJKJVRROOQMOSVXRXX[\W\]ckimpkrlpqqvz A g p [ I %  +R e X ! H #  + +] }z{yx{xtx|yxqtvw|                 +  +                                #   & % & ) & '   # ! $ & %  $ # * + 2 5 . & ( ' ! & ( ' , . - 3 5 3 4 5 1 3 ) , 3 6 9 6 6 @ C @ = @ = > = < ; : = D B B A A B ? = < = < @ 8 1 5 < = D C > = @ B ? > C A < = 8 : D F @ K K D C H I J G F J J M N F C H H E D E J C ? 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E A F E A C A H D G C G C K G A E E D F D I C D B H L M N S V W Q L O O M Q O T M H S R N M D L H I Q L L L T Y W [ U Y Y X W X Z W S c [ X Y [ \ T Y W Z Y [ Z Z W ^ d d _ ` k p l l k o r n p n r w r u u | z  } z } | w | | y s p s v v v u y ~ ~ } | z y z x p u r y  } } ~  +S + + + + 3 P j x v d K * + + +; + + + +' +0 +< +I +T +W +` +e +j +] +> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + +( +/ +" + +* +$ + + + + + + + +OQHJOSXTQRROQS[\f`]\]W[W[]^ejggnkldclnmnnhlt W +F +r + + + + + + + +      + + + + + + +f ++ + }              +  +                                   #  "  !        "   % "  ! ' , - % ' , 2 0 2 + 1 . 4 2 1 / * & + . 0 . - & $ ' & + * * + ( + - 1 0 , 6 : 9 7 9 9 < < A D A ? < = ; = < 9 > = B B ; A B E G A A J J K K G I J I J A G D F H J G I M P P Q K N Q S Q P K N K N M M K D H N M J Q T O K T X T Q S X X [ [ T [ R W W X O N Z \ ^ _ ] ^ W Y a \ U X ^ f f b d i g f k i h h m x u v } { u } w w  | } v s t x } w x v y w n t w { y y } y ~ } } | |  +Z + + + + 5 P i x ~ | j P <  + + += +  +' +E +l + + + + + + + + + +{ +N +" +  + + +  + + +  + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +NMOPMGTWQPRS[Z[adaa^hglcgjnx{{yxxvsnu{~~z t  +2 +Y + + + + + + +  !  & $ $     + + + + +l +4 +                                     +  + +                        +              +    +               # ) & ' !         #   & ' &  ! ) ( & - / , * * + + % * ( 9 ? 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B ; 7 : : ? > C ? > ? : 5 @ G G I G M M H I O S T T M D E P F F J L G I M M L L M P P P P J J N P F C A K Q I H I M M N N T W R X [ Z Y S O W Z ] [ \ X W T V X Y U T S Z Y \ X Z S W U ` f k k l n j m g v z w t x v | z  w {   } y } }  } ~ N + + + + - A N ` t } s g R A # + + +U + +  +6 +y + + + + 0 @ A ; 6 R P G < & + +o +- + + + + + + + + + + +  +  + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +^VZU\_[`\YV\[ZZ^Xdlkhhgc_diimtvqsv|z~|yR  +* +G +o + + + + + + +  !  % " !     + + + +o +, + ` = m 5                                                        & " $ $    $ $ # # #      $ " "  # !    ! # # " ! " " * ) - ' - / 1 ' ( . 3 3 2 2 2 ; 6 6 8 8 4 4 ; 8 8 6 2 8 7 8 6 5 9 ; : 8 9 < ? = > @ > 8 < > 8 4 7 3 > C @ : ; 3 8 < @ C G J J K O O L F I J E C I J F G G D 7 = C ? A H N P S V V V R K J J E I M M K K J I G K H H Q Q P M G K O O M U W \ Y ] ` ] \ a e Z [ _ \ [ \ X M P \ Z ` e d ` i d f k n p r s q r v y p v r o t s | z w v { z u v { { w n n x w v v | | z x , +o + + + + / E V [ j q x } z ~ } u s a V A (  + + +M + + + " +c + + + + 1 M \ c a b h a W S G 2  + +d + + + + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +d\[_^WWYRUW]^aSSZ`hhccb`j`dihfmssq{y|{ywttsx/ w  +E +m + + + + + + +     ! !   + + + + +a +$ + b * m  + +" +1 +0 +0 +4 +3 +% + + ?                  + + +  +  +                   +                     #   % # # % & $ # & % & (    % + & * ( ' ( + , , , 1 / - - 5 = B > = < 5 6 : 8 6 3 2 3 5 7 2 6 2 & . 2 2 2 2 E H D A A @ B : 8 9 ? D 9 8 = G H E A = ; 6 7 = 4 8 ? D C C = G E B ? E H B = ? 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B B I H L T O K G M N I G O O K O ] a X V S Q X O M H N O N T W [ \ Y [ \ Y U M L U W \ ] ] f e c b W ` [ U R W ] W ] b c Z T _ k r l g g g f d k _ _ ] ^ ^ ^ ^ g ] Y _ ` ] g ^ ^ [ f g h ^ e b c f f t + ++ Q s F w +   y | ~  | ~  x ~ } z x  w y  { ; +p + + + + + + +  + + + + + + + +r +2 +  +E + + + +- P g } y a 7  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +QZW[a^`bY^e`cddhkm`^`c_aadcnimmjdbijijfmoppwqoqj~I  + +: +a +p + + + + + + + + + + + + + + +w +Z +: + +   +H +c +~ + + + + + + + + + + + + + + + + +| +Q + + ,          +                +                      !                                                 #  $ "    # ! $      "  ! $ $ '   " $  !  ( $ + + ,  " ) ' ) 3 0 . . 2 / * 6 6 7 4 3 . 1 1 9 6 + - 6 = @ 3 7 9 > 4 - 1 1 ) 6 3 / 5 8 = E A < A < 7 6 8 7 = ? > A D F H G G : 8 @ E E : E G H G H D E M N W T I F L L A B @ B G K Q M I L R K T V Y W Z V R K O S V Q T V Y W Q R O F H T N H M U V U X c f [ X ] ` [ T W [ i _ f e g \ Z _ e Z ^ Y e h b _ W c d Z Y ] c l l i { [ + + + < Z i z y +7 + ~ ~ { | z u v 4 +Q +z + + + + + + + + + + + + + +v +B + +  +L + + + ( = U k t ] ? +B +  + +  + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +]UUS[Y^_b^\da]\^eba]WYaa`\gdlnhbaeiedbkjlprqrqtxpxi  + +9 +S +h +y + + + + + + + + +} +v +^ +S +7 + + ^ a  +4 +g + + + + + + + + + + + + + + + + + + + +q +; + c     +                                    +   +    +  +                              " % ! #   " $ !  &  ' * % & . - ( ) % " " ( 2 + - - 4 4 / , % * / 6 5 8 < B E E = = @ ? ? C ? ? D A < 9 7 C G G G @ 8 ; : 8 @ F ? ; D ? 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A D : : 8 5 4 9 : = K F H J N K L H B > C H J F I G M I O J N G N L K K G P U Q R T R T S P M R X Q S O Y Y T T _ Y ] [ R M X [ T N U Y W Y ^ ] g j h j m k k m l j g f c _ b h l ` \ ] c a d g ] j g i g m p m h j m s { } } } ~ ~ ~ ~ { w    z +$ +E +Y +` +[ +Y +N +5 + + / + + + +# C ` s g T  +g + + + + + + + + + + + + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +jhghkf\chj^a`hgjmnlhioqmggjind`gjigoionlglqvu}xxxvy) f  + + +& +/ +@ +I +N +@ +0 + + g  m  +; +b + + + + + + +     + + + + + + + +q +: + {                                         +            %  $       $ ( ( %   # # % # !   $  * + / + * + ( ) , + ' ! !  % 0 + - - 0 2 2 . + 6 6 6 6 * + 2 7 4 : > > > ; 8 ; ; 3 / 6 8 3 3 7 5 < 7 9 < @ = = > G C B C @ = 4 2 4 8 > E A = A @ E F H H B D B H E H G N O K I K N N O M L P L F M D E Q R S T Q O G G M O W [ \ N K V V O X [ _ \ d ^ ] b _ ^ Y _ Y V [ [ X ` c a c d l m l g k h g i g h d h k e e i g l u t p n p r q k j a e a ] k h k s y } z { | z w    + + / +x + + + < \ o ~ x c E  +a + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +gc_hfdhmbdnofdfpsornuvttorsrrrrrsjlpnipqx{z~{2 o ` (   +@ +e + + + + + +          + + + + + + +Q + +                     +      +       + +                             ! # '        ! % " " # '   ! 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A @ C E D A B E > 7 = > D J > D G I N I I L L O N Q F M P Q S U V X V R P S X S W N T K P P Q R Z W W S S U U V P M V W V W Y [ c ^ ^ ` _ X [ [ \ Y [ Y Y _ a ` a ` \ ` f ] j i b \ ` a a h p g a c e d i u w r o r s s n q t p m j p t q u v u v z u z  { x u |  }  |  ~   + +^ + + + < R d s | v c O 1 + +| +$ + + + + + + + + + + + + + + + + + + + +% +! + + + + + + + + + + + + + + +" + + + + + + + + + + + + + + + + + + + + + + + + + +$ + +! +aeigsqpjgghkfgnrnpnztxuztouwyrkqxvwxv~~{ +  2 . 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( 0 . ) . 3 ) % ( 3 * % . 0 0 / . . ) 2 * ) / 6 . 2 / 4 6 8 5 . 5 4 8 4 2 3 9 5 < < A < = @ > 9 6 : 8 2 ; 9 5 2 9 > D A = 9 A > F A @ ? G B > M L M J H K S N K D > F G ; < E E P K K Q T T M N M ] Y P N O R Q U [ T X T X V \ _ ] \ [ Z ^ V Z ] ` ] g a U W [ S X V X [ V a Y Q Z ` k e l m p h h j c j k f \ c k ` ` o j n q q t s s f g j m k k n h s g l n n u t } { } | } { z r p t {  x z ~  + + + + + + + + + + + + + + + +& +@ +i + + + + % * < = : > 1    + + +A + + + + + + + + + + + + + + + +" + + + + +! + +$ +! +$ +& +' +! +# +( +$ +% +* +# +( +! +! + +! +! +" + + + + +' +! +% +$ +& +) +& +% +) +- +/ +. +0 +% +, +) +( +% + +}wvuxyyz~wsszyxyz{}}y|f  +K +x + + + + + + + + + + + + + + + + + + + +w +c +8 + + J                                    $ ! !  & & ) & ' & % ! )              ! " !  # ! # !  !  "   $ %   "    $ $  & &   &  % , ( & * * # / ( ( ! " + / . , 8 4 6 3 7 2 7 7 = 9 ; > 9 9 8 8 @ > : > 9 8 9 = I I K D @ ? B E A B = = H F ? @ A J M K H G G F ? @ D J K J D K F N N P L N O Q U Q N O K R M P N X W Y Q N U N O P E H O S W X X Y X W Y V R T Y V S X Z V Y ] \ ] X _ ` e f d ^ ^ j j c e g d f n { q k k a g h g f e i g d m i l l p j l m g l n n n l m m o r s p j s x o s y } u u v o t s {  ~ ~ ~ |  + + + + +  + +  + + + + +  + + + + + + + +  + + + + + +! ++ +; +z + + + + +     + + + +G + + + + + + + + + +! +$ + +! +# +) +) +" +" +% +" +# + +* ++ +& +" +& +& +& +) +, +* +. ++ +) +& +( +' + +" +) +1 +, +/ +& +- ++ +. +/ +% +/ +2 +0 +, +0 +1 +1 +1 +2 +. +0 +5 +5 +7 +lpnmklkipxkjmswtxw}~}~|xt|{}}  +> +_ +s + + + + + + + + + + + + + + + + + +{ +_ +P +7 + + S             +                    $ # % $ $ # ( , $       !          ! !  "  )  % #  " & (      !  % ) ) ' * ( , / $ & , / , . * / * ' - ) , , . / - 1 . 5 2 6 . + 1 5 6 / 4 5 / 2 7 : / 1 8 8 8 9 9 ; 7 6 ; : : 8 : C 9 < @ @ ? C C F E G E E M L O P Q U T S X R O S ` \ _ Z S P L H Q J L H N K L K J Q S R N N S T O Q T N U U R Z Z [ a e ` a e Z ` [ _ ] V P V U U X V P [ Z ^ ] h k f e c g h j k g j j i p k j p j l f f i k b k l q q q n t p n m k l n s p x x x v o r q r n s q s s s z } z w y { | y x } z ~ x + + + + + +  + +  + +  + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + +$ +% +* +, +' += +^ +~ + + + + + + + + + +Z +) + + + + + + + +# +" +( +$ + + +( +( +( +$ +) +% +$ +( ++ +0 +. +' +) +* +. +/ +1 +- +. +1 +1 +( +* +" +( +* ++ +& +, +. +0 +0 +0 +/ ++ +* +/ +2 +0 +/ +- +5 +2 +3 +: +E +@ +8 +7 +7 +7 +|}}J + +8 +_ +r + + + + + + + + + + + + + + + +r +` +T +2 + + I                                   !  "  ! " $ $ ( ( !  & & "    !                % ( % # $  $ " (  ' * % , + * % , ) , + 3 / 6 / 1 ) ) ) & - 6 7 7 1 0 0 0 . . / 5 6 9 0 4 - 4 : , 1 ; ? @ @ B = > B ? @ E > = @ < 9 8 E E ? @ E W P Q U M J J T R K ? B F F F G I I J G B C @ F P Q L S e o o i b ] W Z ^ W V j i \ X [ ^ b f _ ` Y X S M F J X W T N K R T W X W W [ ^ ] a ] \ X ^ _ _ ^ J V a g f e g h i a g f g b m n n j l g i m h i m r o o e k k m m o p f r s s r r n p n p s w y y v x y | v ~ { | ~ | { { r | v { r p x x     + +  + + +  + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" +* +* ++ ++ +/ +5 +Z +p + + + + + +R +5 +% + + + + +! +$ +) +% +& + + + +% +- +- +/ +, +' +& +# +) +* +, +, ++ +* +, +. +* +. +1 +1 +5 +2 +/ ++ +& +( ++ +. +. +* +( +$ +/ ++ +* +/ +0 +4 +5 +0 +/ +3 +: +6 +0 +/ +/ +7 +< +: +7 +9 +vrrsqjltz|{yy}{}y}y{A +1 +M +] +q + + + + + + + + + + + +w +m +W +I +- + + 7                                         % $ % " $ ) . * ( ( $ # % ( / '   ! % "   ! % % % % # ' & #  !    !   " ' & !  !  & ' $ # # $ "  ' & ) , & / / / / + / 4 . 1 . 3 * , , 3 2 . 3 8 < = = = 6 6 1 9 4 4 : 6 3 8 ; 5 9 ? > 9 4 @ K A G B B ? > B = G D B D H J N L L K J F G K J M O H H R N U Q V P M E H G I I M U V W O R W P Y Y X Q R U [ ` _ W T U Z R V \ \ X Z U U R Q T U ] ] X [ c d ^ e c [ ` Y a f e j i e c k h c o i m m i i m p s m p o r r n r w w t u m t x v v q q m v ~  z | { { | ~ z  } y  y u v z } y }    { ~ |  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + + +$ +" ++ ++ ++ +' +/ +0 +7 +> +9 +< +@ +6 +0 +/ +0 +A +@ +B +< +8 +8 +; +3 +- +/ +/ +3 +9 +6 +4 +0 +0 +1 +, +* +- +/ +1 +7 +4 +1 +1 +0 +1 +/ +4 +6 +6 +2 +1 ++ +- ++ +, +' ++ +3 +- +, +- +5 +9 +5 +2 +3 +4 +9 +; +9 +4 +7 +8 +> +< +< +0 +? +A +|{{~}|~9 +2 +G +g +l +z + + + + + +y +m +^ +S +B +0 + + f         +                 !        " ' ' # ( ' '  ' + + / + ( ( " ! " & % # ' + ) ' & # ) . ? F ? ? @ B ? > : < 7 3 9 ; ? = ? 9 = = > @ > > = C A 8 6 . / 7 5 1 7 8 / 4 6 4 6 4 1 2 0 0 1 - / . . 0 . ; B > A : < 9 : 9 @ A : 7 < @ = 9 4 4 : : 8 : 5 8 C A D E G D 9 E H F @ 9 < 9 < ? 5 8 ? C B ; D C G H D E L I H F I P N J K T S R U ] v o i j k a a ^ ` _ ] T W V U V T S R R ] \ T N W Y Z [ X V R U X U Z Y _ \ c [ _ a ` e ` c f e d b ] c g i c a V _ ] \ d g j k h o m p q n r u y z { w u u w n u r s w { z { y { z { t w  z ~  z x ~ ~ ~    + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + +% +' +' +' +" +$ + +) +- +. +, +) +, +& ++ +, +, +, +& +" +) +& +% +) +* +- +) +) +, +, +- +- +. +- +* +* ++ +) +' +% +* +& +* +0 +/ +3 +4 +2 +7 +; +7 +5 +3 +4 +6 +7 +8 +5 +2 +9 += +< += +< +7 +6 +1 +3 +: +9 +6 +0 +: +? +@ +B +@ +B +H +K +I +H +H +D +F +E  + +4 +; +E +Q +U +` +[ +N +I += +* +" + + V                                     #   ! $ # " % ( ( ) 2 2 1 2 / / . / * & ' - ( + . ) 1 . 6 6 : B ? = ? 9 D B ? > E J L G @ E G F C : 7 7 : < > = 8 : < 7 6 6 2 . 5 1 9 9 < 1 6 7 = < 7 > 2 + . 4 : 3 2 0 2 5 0 7 6 3 3 9 < : ; < = 8 : C ; ; 9 : = < 7 8 ? > @ < C A < = I G D E K H B C A D B B @ C A N N L T Y T O S R N Q P K R N N W V V [ Z V U Z Z Y R S Y [ V P O P T U O S P Y \ V Y R ^ ^ ` \ a d b ^ d e c ` a e f Y \ _ c a d c e g g g h g h i j o k f h m m o o p l k r q t p v q w y | v w r q v u u u s t p t u { | |  z  ~ | }  | } |  ~ } + + + + +  +  + + +  + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ +! + + + +! +$ +( +* +# +! +% +* +) +/ +2 +( +" +' +& +! +* +. +- +* +- +& +, +' +' +' +! +$ +! +( +' +# +! + +$ +% + +' +% ++ +. +5 ++ +, +1 +/ +0 +1 +/ +3 +2 +0 +& +# +3 +8 +< +4 +1 +3 +1 +0 +2 +8 +: +9 +7 +? +? += +7 += +8 +> +7 +3 +A +A +C +> += +? +~z}|6 o  + +" + + ++ + + + + x T -          +                        " ) & " % #  * - . 4 3 0 ? B B = = @ A = ? < 7 5 4 5 9 3 1 4 : ? < ; > : ; < : < 8 7 6 ; < : < 9 5 ; @ = > @ > E D A A E D D F @ A 9 : 9 : ; 1 2 7 6 . , * - = ; 8 7 3 - 5 6 : 8 8 9 A > A ? ? < = A B G ? = C H @ A ; 9 6 5 ? ; 3 2 9 C D C @ C ? D J H G @ E > @ E A D : D H F F H N Q F I H J M P P T S V V \ Y \ ^ ^ \ [ O Q V Y T T W U P Q Y W L W K I P Z ^ a b g g m i e g g k j f g i f d f g m i a c ` _ j n k k o n i s q o n e l r q o p w x x w y u y { y z u u y x w y | x x q w z { ~ y s y |  y { { o | ~ ~ { ~ z   +  + + + + + + + +  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +' +% + +" + +" + + + + + +! +' +& + + + +! + +# +& +# +$ +' +! + +# +& +& +* + +" +$ +% +% +' +- +' +* +# +, +( +( +' +& +! +* +$ +( +$ +$ +$ +& +. +, +* +( +- +* +3 +. +9 +8 +7 +5 +2 +5 +6 +7 +9 +; +@ +< += +8 +< +: +: += += +C +< +B +G +B +G +L +L +I +J +I +G +I +K +S +S +S +K +v}{yrqrx{|zx" J m  p F                              $ !   & #  " " ! ' , . 1 7 0 4 6 7 1 , , 2 . 6 - 0 / 7 5 9 ; 9 8 9 C C @ B : ? F G E < 8 K Z V V U X O O X Q J H I J F F F B F @ ? B C > C I E H F B G D B B G I M K O L I L E K R I J R I J I L M P V Q P F A : 4 9 > ? > > : = = @ 8 6 @ E A 9 A ? A D E G I F ? A E F E @ G G J I B F H Y c d [ ] [ ^ ] W V V X S T X ^ ^ Z Y Y Z ] h h b b d d j d _ ^ d d _ W [ U V V M M Q U \ ] X V ` a f f m v s w s v w u s z | w w o z y { w y ~ ~ u u x t s v s r s w w r t w x t u n o o m u v w v u r w q m s w x w x t t w y v w { { } { x ~ }  }  z y |  + +  + + + + + + + +  + + + + +  + + + + + + + + + + + + + + + + + + +# +" + + + + + + + + + + + + + + + +$ + + + +" +! +) +' +% +$ +' +' +% +) +- +- +- +* +/ +. +( ++ +0 +- +& +' +& +* +) +. +4 +. ++ +4 +5 +4 +3 +6 +1 +3 +4 +. +2 +0 +5 +6 +/ +1 +. +- +, +" +, +( ++ +2 +/ +8 +5 +0 +9 +8 +9 +< +@ +? += +; +@ +D +A +@ +B +C +B +; +6 +9 +8 +@ +7 +9 +< +I +H +C +D +E +L +O +H +D +F +A +H +J +D +H +} , _ h ~ u U *                 +   +   !  & #  ! "  ' $ ' ( - / - 1 / * * ) $ * ) 0 0 4 - 2 2 5 7 : 7 9 8 9 0 5 0 4 + 0 / 2 1 3 9 9 3 7 < > : ? 9 @ > A C E A ? 8 = > A A ? B > = > C F > E C H E I K E M H K J M M H G C K D J N J E C G D H D F G O L Q L N I A 9 8 < 9 9 4 7 7 3 0 * 5 7 : < D B @ E E H F F H A D J N M J K K I J G F D J L H J B I S O R Q O R W Z Y X Y W ^ Z [ ] Z \ [ _ ] T X [ W R S Z ^ ] [ Z \ ^ ^ ] _ _ d ] Z b f m g h h g j j l o j h k n q n j k h k n o t v p m r s q n t p i o x t p n v u u u s q u w v x w y v v v y | {   | w | { | ~ z } w } w z x ~ x y ~ y } z w ~ + +  + +  + +  +  +  + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% +# +) +" + + + + + +" +% +% +# + +( +" +( + +" + +' +# +$ +& +& +, +* +& +! +' ++ +, +- +- +. +2 +1 +0 +- +& +- +/ ++ +. +, +& +, +' + + +" +% +- +2 +0 +2 +0 +6 +9 +9 +C +B +9 +4 +C +< +@ +@ +< +> +@ +? +A +@ +? +8 +> +< +B +A +@ +@ +> +> +A +I +J +G +H +F +F +G +E +C +F + - D P T U L @    +        +    +   +                  $ $ ( ' & & , # ) * . , ) * / - 3 8 5 5 5 9 6 7 8 9 6 8 ; 8 7 > B : 3 : ; = ? = 8 < A C > C < > C E D C F D H D E C C F E D A > M J C ? ? ; ? F C M P R T S N M M T O N K M M P P Q V Q N R V T O P N P I A 8 < 7 6 9 6 6 4 6 8 9 7 8 8 ? I E I ? E I N I M O O K P L L N M I J D J Q L Q K T S R X R Q M U O O O U T R J K J Q T O O K R V V Y R V V Z T V Y U W \ X Z ] g f b ] ` d _ b e i l n p k j l f g g d d j n o n i l b k g i j l _ d m w x ~ } | | { w u p u u u w z | y | } } } ~  ~ x | } z | { } | {   + + + + +  + + + + + +  + + +  + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + + + + + + + + + + +# +" + + + + + + + + +$ +* +' +- +) +* +* +( +& ++ +- +. +% +, +- +0 +- +. +- +3 +/ +. +5 +4 +3 +3 +/ +4 +, +1 +: +8 +1 +1 +3 +. ++ +* +% +0 +, +' +) +1 +. +6 +5 +: += +: +@ +8 +@ +F +B +G += +> +> +B +C +D +> +> +E +G +? +? +; +C +> +@ +D +; +F +@ +D +J +H +P +S +T +M +                         + +        3 > D C ? ; = @ C > ; 7 9 : C ? @ A 9 9 ; @ = A C @ > < A > ? 9 3 ; 9 < D = A C A B H G J L K C F C B > D H K P H F K I M S T M M L Q Q O T Q N H R L L N M K H > D J D I J F I M M P Q N K M I Q K L K J K N H A 8 @ D E C @ J J K N L Q N K L K N M K K I J Q M O M M P L I N O N O K J L Q U S Z S I P X Z X Y ] _ ] [ [ \ ] [ Y _ [ ` V Z b c ^ d ` _ c g i f m j t u u l g l r u s r r r q p i d g g d ` \ h d c m m j q x j i t o l q q i r w y | } ~ y s s u o j r w x ~ } } } z ~ { z   ~  | w | {  +  +  + +  + + + + + + + + + +  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ +! + +$ + +" +" +! + +! +" +# + + + +% +' +* +$ +( +) +% +% +. +' +( + +( +- +, +% +1 +- +. +1 +* +* +) +2 +( +) +) +, +7 +> +< +9 += +5 +1 +3 +6 +1 +- +. +4 +5 +6 +4 +: +9 +; +> +A +B +> +I +E +J +F +H +J +L +I +H +J +G +B +J +M +K +J +K +L +K +I +I +G +H +E +G +D +H +J +N + #   % / & ) ' % # % & $   " !                " "  #     - 0 8 . 1 2 . 5 7 3 1 2 ) & . 0 5 ? = > A = > I J J I I H I J I D > > C A < B A ? ? C D ? A F L N H E C H I G K N J N Q L L O J J O N C H M D L M O J P O P Z V R U U Q O K N N N P P P O P Q S S S R R S M I M M K > = ? G H > J A N M L L P N Q N N I K O Q M Q F H L Q V Q P G H N I J F I S Q Q U S X W V T V U T X X \ [ [ a \ T [ Z a ` \ ` ` d Z \ ` ` e j j b k j d k n k j i j q l i e k n p c f n p h k g i i k m h h l j m r u w s q n r k r o x y } v t z y v t p o w r z { w  ~ ~  }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a \ \ W W [ \ ` _ ] V W V U T Y \ ] d [ Y ] ` k f i h m o k g h m h l m r k o q n o p o m l r o m g m s s j j l j i p p n h r t w v ~ z z v { } ~ z n w z z o u s w v ~ ~ ~ ~  + + +  +  + + + + + + + + + + + + +  + + + + + + + + + + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +# + +$ +! +$ +( +# +% +& +' +' +# + +$ ++ +) +* +- +* +& ++ ++ +, +* +1 +* +' +/ +. +0 +2 +0 +. +) +0 +9 +8 +2 +1 +0 +0 +5 +; +6 +8 +3 +8 +8 +7 +: +< +6 +0 +< +; +9 +5 +3 +1 +5 +3 +: +9 +< +@ +@ +A +: +I +O +K +M +L +N +Q +P +M +K +L +G +I +B +D +B +D += +C +P +U +V +S +S +P +S +L +I +D +H +I +K +H +                                                    +     " + 1 / . + % , 2 - & # - + ) 0 9 2 7 = ; ; = = < = 7 = 1 0 0 / / 6 9 A > ; C C B ? > I H > = ? M R Q T S N N P B > @ < 7 3 0 4 0 2 9 ? 7 4 7 7 ; 1 7 3 4 : ; A < > > ? @ B C A A C G I I P H G D E A @ C A D < 6 = @ B ? ? C D F M K H K L H B I I O H C J I M U O R R L G G L G K L U R U Y \ U R U T Y ` a ] ] Z W ^ [ ] ] U ` W b j e e _ ^ a _ \ X [ c h a g i c k b h l l h i c f k j d a b ] f f f d f c i m h k l l l j w r w v x u x z | ~ | y z z } y } ~ | z { } | y y } } ~ ~  + + + +' + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +" +- +' + + + + + + + + + + + +( +( ++ +" +" +) +$ +$ +! + + + + +( +' +" +! + +" + + + +# +" +% +& +, ++ +$ +( +* +, +/ +1 +2 +- +, ++ +2 +0 +/ +1 +1 +4 +4 +5 +6 +; +4 +5 +< +; +9 +: +5 +1 += +@ +? +@ +8 +? +D +A +J +J +J +L +U +T +Q +O +K +L +M +L +G +A +E +F +D +B +C +J +M +I +I +G +Q +W +_ +W +V +V +O +P +Q +P +       +                                    ! ! " 6 2 / + / & * 6 2 < > 8 0 6 : 9 C @ E F ? G M U M O J K K H N L D C D ? > C E E F Q U U Q L U O P T U Z Y W \ W U X S M L G C @ A A E ? C E A E ? = C E @ A E H Q V \ [ T S R M O P Q Q N N N N H B > B G E G F J F F M L L K M H K K P P J N P M O N M H G R Q P U X X S ] ] Y Y V Z Z ^ Y V ` a d ^ b [ \ _ ` ] ] ^ _ a f f d e f d e h j m h d a d ^ ` _ c l k o s p o q m k k s n p k j m s r p r h p k m r p t w n u l o t n s v v v | |  ~ { z s ~ z k w {  + + + +< +L +H +: +! + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + +# +! +# +( +" +# +& +' ++ +0 +2 +. +, +. +/ ++ + +& +' ++ ++ +& +% +' +. +/ +, +1 +- +& +" +. +. +4 +4 +2 +, +/ +5 +9 +< +4 +6 +: +: +7 +6 +3 +2 +3 +. +6 +? += += +; += += += +6 +4 +< +; +2 +8 +; +: +? +D +G +J +G +F +G +I +J +J +L +O +K +I +H +F +F +E +I +A +A +I +J +T +K +N +V +U +U +Q +J +U +M +J +N +O +L +K +            + +  +      +                    "  $  +  ( , - ) + / 0 3 4 9 5 = < @ @ @ E E B ? > 7 A A B F ? ? > 6 > < B ? C C A G K M F O S X Y U T R O M R R U S T X ] ] Z ^ a ] \ [ b X P R O G E G D G = > E A A C C F F E E D C A D D = A < B E B F I E C G K K I F G E B @ E D I D D D F G J I J P L I P N Q N P L R P S S W U O P R P S Q G X U Z X Z Z \ \ ^ \ _ d e a ] Y _ _ _ X S Z ] d ` d h ` d _ Z e e e h e b e e f j m o o m p m p m s m q g f j k l h l i f k s o n m i k e j k e l u j v z } | ~ w w u y u s r x w u t } ~  +# ++ +@ +^ + + + + +v + +o +l +1 +* + + + +  +  + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +" + + + + + + + + + ++ +- ++ +. +, +# + + + + +" + + + +! +! +* +/ +1 +) +' +& +( +" +! +* +0 +# +" +* +$ +- +0 +2 +4 +5 +1 +/ +, +3 +2 +6 +: +5 +9 +2 +1 +. +- +0 +8 += +> += +9 += +? +B +: +: +5 +2 +D +V +R +T +T +U +[ +W +c +a +[ +] +] +U +Y +^ +] +Z +Z +U +U +P +J +@ +M +M +S +V +Q +R +U +V +T +V +X +S +M +N +P +O +X +U +K +                  +                            $ ' ' % " ' . ' * . - + . . 1 5 4 0 7 8 4 5 6 3 6 6 6 9 8 ? D > < 9 7 6 8 9 9 5 7 3 = : = ; > B A E D I K L S W Z Z ^ f n p Z U R N U R U T U P O R S S Q M A ; D K F E E K J K J I F L I C B E C = ? @ A ; B A H C > A E D J W V T W W Q R U ^ a a ` ^ Z \ X Y [ X Z U W X Y W Y Z ] \ ` ^ c _ a \ a \ Z ] ` ` _ \ U \ X R T f c c g g l h a g h c o k i h f c d c e g d m k l h j j n j e j o m l o l l j m o r o h k o t s x u v u t u x ~ } } { | }  ~ ~ y { y y z } z x |  +J + + + + + + + + + + +w +6 +1 +! + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +' +' +% +& +# +# +% +" +' +) +, +$ +' + +( +* +0 +, ++ +, +/ +/ +0 ++ +, +( +* +3 +8 +2 +, +* +0 ++ ++ +) +1 +, +3 +5 +6 +8 +8 +9 +2 +; +> +8 +8 +6 +8 +2 +8 +. +5 +5 +2 +0 +1 +7 +. +7 +1 +5 +? +: +7 +B +D +E +E +D +B +G +J +E +@ +G +E +L +K +I +F +E +E +F +D +H +D +B +K +F +H +H +H +M +N +H +K +K +I +I +N +P +K +K +        +            +                   ( ) 2 6 0 / - 0 ' 2 : 1 4 : 7 : ? > ? B @ D E D A = : 9 = C ; B : ? A B B > C H G I E C I Q M T i + ` L L P O P R T T Q O M H E ; A F C B > 9 A = > 9 > E A C B @ A > ? > 7 > = > 5 4 7 9 < 5 ; 3 8 4 C C @ B > A ? A K E E K M G L Q O M Q M F K = ? = F R R R R P W U P N Z a g f i n l e _ U S U U Y ` \ _ [ U N Y Z K R ] X V U Z Y V Z a a ` [ ` g h j h d _ g h k h g c h f f j h f e g c h e i l i j g j m n n k s v o p r r l q m q o l p q n q n s x o v w  } z y o { ~ ~  { ~  +m + + ! # 0 8 I ^ M E 0  +` +; + + + + +  + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +& + +! +# +# +% +$ + +! +" + +( +# +# +" +) +) +! +$ +' +' + +# +" + + + + + + +( +. +' +& +! ++ +, +) +, +$ +- +) +* +( +) +. +, +. +. +7 +/ +7 +3 +3 +0 +. +* +1 +/ +5 +6 +7 +: +? +? +< +> +< +9 += +A +@ +H +@ +> +@ += +? +B +C +C +D +> +A +B +> +> += +5 +8 +; +; +D +D +C +F +C +? +                               " !  & # ' ' % + : 1 = ? : : 0 5 1 6 4 7 5 9 2 5 0 4 3 7 3 1 5 9 > = < < 8 5 = ; 5 7 < ; = ? J I P L M K J F G D B D N ] # +8 +A +: +F +H +H +@ +5 +" + + + x N N T V X ] S S [ W [ [ a V P M L L L L F C ? H @ > @ @ = 9 ; 7 2 2 > ? = = ; ? @ G B ; 4 7 = > > = = C D F K H H J H K L G K D I O C H F F E J J O N E L M O Q W O U U X Y X Y Z Y V [ T U Y Z [ W ] [ [ Z W Z W [ _ ] ^ a _ [ ^ c c ` e e b b b ` \ ] ^ d b d ^ ] e j q k i q g g ` ^ W _ _ f f l m i s m s p o p t o p q s n m t t n { y { z } ~ y z | | t x w  { } y |  ; + + +* Y r g ; +p +J +C +/ + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + +  + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + + + + + + + + +$ +' +# +" +$ + + + +& +$ + +& +# +( +- ++ +. +- +0 +4 +0 +) +/ +. +, +. +- +2 +/ +0 +3 +3 +3 +4 +/ +. +* +- +5 +3 +3 +1 +5 +8 +5 +8 +; += +> +? +A +@ +> +; +@ +@ +? +A +? +E +K +F +C +? +? +3 +; +: +C +K +E +G +L +O +Q +P +K +        +              #   % % ' * ) * + . , ) ) / * - ) + - 2 5 7 ; 8 8 8 6 6 < 5 7 7 5 4 ? > ; 8 < 9 9 ? ? A ? E M X o  +< +W +e +q +u +w +} +z +z +k +^ +I +/ + } T M N S Q V V [ U Q U R S O P R Q Q M U Q T R R S S ` Y ` X \ V W X \ V V Y W V S P R P Q L B I D > A B D C D = B H I L J N G D J K I C J I K I L U U Q P W V O M Q Z \ T U R [ ] V V V S O U W Y Y [ ` Y \ [ \ Z [ X P R W b h d _ a ] ] ] ^ ` \ _ [ [ \ b ^ X Z c X a f i f j j _ _ ` h i q k k l l n p o l k j o p u m s s r y o o t r t q n k x x v v r u o z x u y x y w o {  + + +2 a   +` +I +6 + + + + +  + + + + + + +' +" + + + + + + +  + + + +  + + + + + +  + + +  +  + + + +  +  + + + + +  + +  + + + + + + + + + + +& +' + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +! +# +! + +! +# +% +% +% +$ +% +# +& +( +# +# ++ +- +$ +) +' +* ++ +- +, +, +3 ++ ++ +0 +1 +. +, ++ +/ +1 +1 +3 +4 +2 +1 +- +, +) +, +3 +9 +8 +7 +9 +4 +8 +; +; +; +6 +> +: +< += += +7 +6 +@ += +> +? +? += +6 += +: +< +9 +: +> +D +B +@ += +D +B +A +C +|                  '       % 8 = C ; ? A F I J H F B > = C T I B = 8 1 6 6 4 , - 1 3 9 ? > 5 5 3 3 1 1 - 5 5 8 : = 9 < = ; 7 @ ? @ E h  +R +q + + + + + + + + + + + +_ +; + + Y R W U Q X P N O Q L J F E J M P U T T S U S R M O L R O Q R Q V ] W Y V S ^ Z X R M C C A 7 > > 7 8 4 ; : 8 ; : ; @ A E J I F H D H G G L G F K E B F N M H I K L K S X [ Z V W T R X Q P Q W R O S U O V P O U W R K M Q P X U U Q a ` d ` [ ] _ d d [ ` ^ ` Z [ \ ` ` g u r n d e g g c f g n i l i o h l d f d b ` c c m o n n o n m o l p o e g g o y r r t p t q v n t w v t x { y | v t w y u  } z z | { ~ | } }  ; + +1 a 2 > G u < : + +Z +6 + + + + + + +  + + + + + + +# +9 +G +b +_ +w +l +* + + + + +  + + + + + + + + + + + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + + +! +" + + +! +# +# +" +$ +* +) +( +' +" +& + + +# +" + +' +' +) +( + +% +% +5 +7 +6 +/ +) +3 +6 +9 +: += +7 +8 +* +4 +9 +; +: +- +. +. +. +3 +0 +8 +5 +9 +; +< +; +< +; +: +9 +4 +@ +; +; +> +> += +                 +                   +             +     "  ! & " : y * +` + + + + + + + + + + + + + +n +? + +~ ? 6 5 ? 6 4 ; 5 3 < 5 = = 8 6 6 : 8 ; ; < < D H O L S N V S T S P Q T Q Q O Q [ X U W T M G N O I L L L I P K R O M O R P V N T T P R Q O S U U Z a _ ^ ] c a Z \ T Y X ] c j l l n e c f f _ V \ ` h h g d l r t u n m q t s y x y x v x x z y { w y } ~  ~ y |  ~ ~ | z ~   + +& `  @  K  f 1 +l +C ++ +# + + + +  +[ + + + + + + + + + + + + + + +  + + + + + + + + + + + + +  +  + + + + + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +% + + +# +% + +# +% +! +' +- +0 +0 +' +- +( +, +) +( +# +# +- +* ++ +& +! +) +. +( +& +! +0 +, +. ++ +( +* ++ +}|zv}y|} +                            !       #    "   $  & % ( ' (     %  # $ $ # #            +         +    +         +   +            < t  +1 +[ +| + + + + + + + + + + + + +m +B + + , & #   & & ( '  & ) &  " $ ) ) +  " 1 0 . - $ ' 3 0 3 4 6 0 3 9 5 : 8 4 5 0 3 7 1 / 0 8 8 : 7 : ; ? < : < : 8 5 8 3 > = A 7 8 ? B F > F D @ ? B C > B @ 9 7 9 C A = 3 > B ? : ? ? F H @ B E A G F G D I R D D M N N K R K Q K N J K T T K X W S U S V V ] X Y _  | w q r j c b ` b c [ M _ i i g i h l f c d j m d d ^ k m n p l i h n q p i k i i r m q n i q p q o n u o v r r p t v o n q o v q n s u }   z  } ~  +v + + i { o  =  ? +d +- + +  + . + + + % I b v n F +& + + + +  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +& +) +' + +" +! + + + + + +* +0 +' +) +* +# + + +" + + + + + + + + + + + + + + +! + +! + +" +) +, ++ +/ +, +) +- +- +0 +; +A += +< +: +E +@ +9 +< +5 +. +1 +/ +/ +/ +/ +4 +- +2 ++ +4 +1 +2 +5 +8 +2 +. +2 +5 +. +0 +z~z}                                    + +         ; w +0 +^ + + + + + + + + + + + + + + +l +1 + D ' ( % + + ( % ' $ % & " ) . - * " & * * + * ( & * , + , - 1 0 ) . , 4 6 < = 5 8 4 / . - 2 5 3 1 1 < < < : 4 7 1 7 3 5 = 8 8 4 : ? > ? ; > ; 9 > : : : 7 : 6 0 4 9 G @ = = B M J J H E H D E K H H K G H J O S P R S Q O T T M M S V U N V R V Q M P M N O P O T W X R W Y [ X [ ` c a d a Z [ Z ^ \ c _ ^ Y V P W X [ a d e f e c b h m u y t s u p l m p o o k i f h c f g l i h o l p o m q n h l o n n l i b c b c i i p w { v x x w { y } z } ~ ~ | |  ~ } | y } {  t  F i  #  "  H  < +| +9 + +  +y + +4 g X +G +" + + + +  + +  +  + + + +  + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + +" + + + + + + + + + + + + + + + + + +$ +& +# + +# +. +$ +, +/ +* ++ +' +- +0 +/ +2 +. +2 +4 +6 +5 +3 +1 +. +2 +2 +6 +1 +2 +1 +1 +- +1 +0 +6 +- +6 +7 +: +> +~~|{zxyx{||             +               ! >  +A +l + + + + + + + + + + + + + + +o +D + +v 3 / $ $ ( ! ( * ) * + 0 '   ! $ % & $ ' " % $ - , 0 * . - 0 3 5 2 6 7 / - * & & ) $ ' 0 2 0 , + 2 8 8 4 1 / 4 ) . 5 8 3 8 6 1 , 7 ? B A < ; 8 7 ? = 6 4 7 3 0 / 7 < A B D C A E A J K J N O O N M N O L F E E F M H F K T X _ ^ W V ^ U Q V W S Q L W Y U Q R W W R W X ] Y ] b ` b g b ` _ ` ` b [ W L W ` b h i j c f a c a b Z ^ ` ^ \ \ _ \ _ j c ^ h c d a d ` e j k p q p j k h j l m o k p s k k ` g k m p x r u r v u s u x z ~ ~ x } } { } } | ~ ~   @ +Z +2 + + + ( + + U     $     E +b + + +  + + + + + + + + + + + + + +  + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ + +" +' +$ + + + + + +" +' +' +' +& +, +/ +. +, ++ +/ +/ +0 +, +/ +3 +5 +* +) ++ +( +$ +" +' +4 +0 ++ +- +1 +. +}|~yzx~~~}}              +     +                 +     " I  +? +e + + + + + + + + + + + + + + +r +< + + , - " $   " '   ! $  " $  % & %  $ ' + * $ # / - , ) / 5 8 6 6 3 3 / 2 0 # + 1 : 8 / 8 7 4 3 7 7 5 1 1 : ? ? : ? ; A ? = @ > ? ? > B C ; 5 0 7 : H O G K S Y Y U K M L N P M J V \ Y S O T L K J I K H G H K Q L U Q W W Q W S M O F M O N J N R X U Z X S T W \ \ Z [ ^ b e d [ \ a _ W \ S K V Y ^ d d j i c a c d a a b f l f j h h d a g a c _ \ Y [ e j l f h c c g l j f f n t r r q n k p j r m j q p q u w u t n o | { w y y } } | y w x {  ~ ~ O + R w  +k +* + = + +N  2 9 > @ > F L B @ - !  N +K + + + + +  + + + + + + + + + + + + + +  + + +  + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +# +# +' +( +' +, +( ++ +- +2 +5 ++ +) +( +& +* +) +" +( + + + +% +( +) +& +' +& +( +& +' +. +yvzx{w~~    +          +                           . m ! +N +t + + + + + + + + + + + + + +h += + 1 / ( ) $ " % + , & * ' % ( * * ) $ !  & # $ ' * . . 1 , , # $ . 1 * 0 3 1 3 5 2 2 7 7 7 8 9 ; 8 ? = @ B C B > ; 4 1 9 < ? < ? < < > A > D : = < > 8 5 3 = ? ? ; : @ A E I M L L K J L M Q U N P N L N P L L O N H D J O N L P R Q T Y V R P O U Q Z Z T S P N N M S R U Y X \ _ ] ^ b ^ ^ Y ^ a a a b [ Z Y ^ Z X W ] ^ b g ] g j p r o m n p l p q o q r t p n i c ] b e d h f g h l w v y v z y v z w o q q r o l n s z t q q s v n t u t w } } | w z ~  w } | y ~    + ^ + + G + +O  2 ? G U b ` e ^ \ ] P c S =  @ +) + +  + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + + + + + +" + + +" + +$ +( +* +* +) +$ +' +) +( + +& +& +( +& +$ +0 +1 +4 +1 +0 +/ +, +% +, +- +. ++ +( +) +0 ++ +* +( +3 +2 +w{t{vxwu{uyvy|w{}|yzxxvz|y{yw                      +    ? r * +P +q + + + + + + + + + + + +z +\ +( + %        "   # ! " #   # $ & & ) + & ( 2 - ) 0 0 0 , + / 4 5 1 ) ' + & / 2 . ( , 4 2 : 4 6 7 3 1 5 6 5 2 / 0 3 7 9 7 ? ; 3 9 @ ? ; @ ? 9 = > 4 / 0 8 5 ; = 6 < @ < ? ? A F G G G G J J I J A C B F G F K J D F F N S O L I J F J M G O N S V Q Q O U W Y X X Y \ b c [ X Z a [ \ [ Y ] Y ^ Z ^ X [ ` b l d b ^ Z ^ X [ ` e c e h j k c g h e b f ` a a _ _ j i m ` ^ b ^ b c a j b c b e h p d g n q s u u p o u s u v s p p q u v u y } u v w s v } ~ ~  | |  +a +$ + +  + ++ }  ' : N h x y } s o _ C   q + +  + +  + +  + + + + + + + + + + + + + + +  + + + + + + + + +! + + + + + + + + + +$ ++ +) +: +F +B +: +7 +6 +: +5 +2 +/ +7 +? +: +/ +. +2 +4 +: +H +: +9 +7 +7 +7 +6 +3 +: +7 +5 +7 +/ +3 +4 +0 +/ +) +$ +' +$ +% +& ++ +* +* +, ++ +* +$ +' ++ +- +$ +' +/ +* +( +0 +/ +2 +- +1 +- +. +}}yzz|}}}{y{}z||        +               . X  +/ +N +g +z + + + + + + + + +~ +c +> + + 2  $ % ! # # ' & + ( * ( " * , 1 3 0 . 1 > < : 4 2 0 / / . . / 0 5 2 6 5 7 5 5 3 . . 2 6 8 8 7 < = : 4 6 7 9 5 9 7 : = > : = 7 = A ? > ? E D A = C = : 9 = B A A = ; = : D H G L N P N L E N R N I H G E H F B E H C J L Q O U N O Q I K R Q O W R K S V S W Q R R T U L [ ` ^ [ Y [ ^ ] ] Z [ Z V Y U P R ] [ U Z Z c ` ` c b a a e h h p f g k j n l j g f h j j f j l k f d f g h l k f ` c e m o g h p t q s k l n t p q s q p r m m v u u q t y w |   } m + _  ' ? S h x ~ i 8  g +9 + + + +  + +  + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + + + + + + + +% +% +( +( +" +$ +( ++ +/ +0 +- +* +( +% +( +( +. ++ +) +$ +& +' +% +) +% +. +) +& +( +* +& +& +% +, ++ +/ +' +- +- +0 +. +3 +3 +}~~{}~~      +                + +           +    +   ) I +2 +U +h +x +} + +~ + + +} +g +K +' + + 2 ( & $ & + * . , ( ) & - - 1 - + ( . + & ( + ' $ $ $ ' , & ) . 2 1 1 1 4 4 6 2 + . 0 * , * 8 ; 5 > : 7 ; 4 3 9 7 1 : 9 B B D D A : B @ > > ? 7 4 > B = B D D G = I D D B D @ A J O H L U R R O P S P I F I A C E M O N V U W [ Y V U M N P J O P Q K K T P M N S X Z Z X W U Z X \ [ Z W X Y X W ` a [ Z V [ \ ^ b \ ` a b e b h l k j m s s m w p r n m m i d j n k n n q n m p | { v t y z { ~ } y  | z x w s x x v y x | | |  { z ~ z +>  9 S o | r 5  . i + + +  +  + + + + + + + +  + +  + + + + +  + + + +  + + + + + +  + + + + +  + +  + + + + + + + + + + + + + + + + + + + + + + +! + +! + + + + + + + + + + +& +* +$ +' +* +1 +5 +: +; +: +5 +, +& +) +& +# +' +& +( +& +$ +& +) +- +) +' +' +% +& +% +- +# +" +( +* +& +' +& +. +- +% +) +y{w{}{xs|~|             +                  ) = t  +, +; +J +Q +V +[ +T +L +? +% + + ~ 2 $ $ " ' $ $ ! #  % ' ' & $ ( , ( #  !   "   & 3 8 3 7 6 5 9 9 ; 9 ; = : ; < 3 5 5 8 7 4 3 6 7 8 7 9 9 6 < W Y W P O P L P J I E @ A ? A : 8 6 9 C D G @ G D E C < A B G E H K I M M O S O J M M L J D C G L N O R O L N T Q Q N N R U L H K J P O J O M N O R Q R O R V T T T W Z Z ] ] ^ [ [ X Z \ _ Y \ V [ Y \ ] _ ` _ c f h i p h h l l n l h b g d f g v { v | v q t n h p r p r k q f u w u q w v q q s j n n j m q p o u p k p y t s u w r r o r u | z  z z { z ~ } | ~ z  + + + + + ; + m  6 W x c  +* + + + + + + + + +  + + + + + + + +  +  + +  + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +% +$ +* +2 +B +S +S +c +i +f +c +U +I +; ++ +$ + +" +% +# +) ++ +% +& +, +* +- +( +( +% +& + + + +% + + +! +$ +* +) +% +* +vqrvyzpqtuuwx~~yz|~yy}                                        +    - ? Z  ++ +8 ++ +' +2 ++ + + + _ . ( $ !     # $ $ & " # ) ( ! & " # "  & " " ( . - * ) ( , ( & , 1 3 9 3 . 1 4 ' % ( & 1 / - * 7 7 3 2 4 . 0 6 ; 4 9 9 6 2 < ? ; ; < 9 : 8 0 5 D A ? : : @ ? ; 8 : @ ? @ C G E H D F I N M G H G J M K J I I C J H F A J J L J G H H M J P M K J L N I Q N M Q R R L S S X T T \ ] W X Z U Y U R P S V ` X S T S T _ ` \ ^ c d e a _ f i g c g e i f b d e h d ] f m l l h c i m i h d h d f l l n p h h h g j j o h a g g m l g d l k n n r x p k o r { y x { r q v x } w v } } | { |   | z | ~ ~ w  ? + f 0 N q r ,  p + + +  + + + + + + + + + + + + +  + + + + + +  + + + + + + + + + + + + + + + + +& +) +& +$ +( ++ +* +9 +G +i + + + + + + + + +v +h +K +3 +) +& +$ +$ + +# ++ +$ +# +& +, +5 +- +1 +/ +* +) +- +4 +7 +4 +3 +2 +1 +3 +8 +8 +~|~{}|}~}|~                   +       , 7 ^ q @ "       !  " # ! " & ( ) $ ! # " & + $ " "   " % $ $ "  ( ' & * ' . ' % & . * ) ( " $ 0 0 - % + 6 3 4 3 2 / 2 8 ; : 8 5 5 3 3 3 4 3 ; 9 = B = > = < > ; 8 6 @ > < @ B G D M I J K L K J G B D H J G C G I C G C B I P I D K I I J M K K E J D F D E K K L L P L O O M K U T M P U Q U U S W _ e c \ Y b d Z Z ] _ ] b [ ` e ` b [ f l j h g u q p p n p l y p m n n p j i j m x { r w o o r y } | | u r o j m l l a j l k k i r t w s t v t t v y w  |  { u y z w z } u s v { { x ~ ~ } T + b . U o l 4 > + + +  + + +  + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +) +( +2 +I +m + + + + + + + + + + + +n +A + + + + + +" +% +$ +" +" +& + +% + + +! +' +' +' +& +* +, +& +$ +$ +# +$ +}|ywsswuww}yzy}{x{~y}~  + +           +  +                      ! ( , 0 C _ d L *  % & ! & # ( % % %   % $ " $ $ !  $  " ( & " # " ' " # #  ( % & % " ! $ ' )  " # $ ) ) + ' ) * ( & , 4 , ) ) / 1 2 3 5 5 / - 1 2 2 2 2 1 0 < @ @ 8 . 2 7 5 3 9 4 ; < = A > = = B ; @ A A E H C I H E Q Q E E M E J H H I L I H A < @ H C C H E B G K V U W W U Q M S Q Q M Q R V V S O X T V W V U T M M O ] a a ` ] d ` _ d g ` a l k k g g c f ^ _ ` c [ d c a j i d a c j e c j c c e m i n l c j i k o o k l k i o e n l e o n m o o l f o q q s w s q u u v u t v x } z ~ | w } y z   y w x ~ z z x w } | ~ } M + h  * W z r F  X +& + + +  + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +& +N +q + + + + + + + + + + + + + +l +6 + + +) +3 +/ +/ +3 +. +) +( +. +* +# +" +# +" + +% ++ +4 +5 +/ +, +* +, ++ +swpnsjkqtkqrrruurqy}|xx|~~vyuz{r||z~|zy|z~ + +                                              * 1 1 I _ j m c A "              !             ( ! ! ) % %   ( * ' * / 0 1 0 , * , % - 0 2 / , . 2 4 5 5 0 / 4 6 1 4 2 2 3 6 8 = < 8 9 1 > J H J D D A ? 6 9 @ D F A B F H D K A C B = > A C D A E I S R W W X ] V X Z Z Y W S S R X S M N ] U Z ` [ Y _ _ U R O T N N L L K J M O Q Q I P V V Y ] ] W X Z X b a ` _ \ e f c h h n l m o n u v o m j j e g j d g i i c l n l f j d e g h ] g i j q t l i h f h k l r j o j m j h h m h q x w p t o q x r y n r r { { } t    K + a  0 U k w C  g  Y +" + + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + +4 +^ + + + + + + + + + + + + + + + +S +& + + + + + + + +% +! + +! + + + +! +( + + +# +$ +& +$ +! +& +* +olusrrpqkinoien{~}|vqtqrop{z~}{}wvz|~z|x~     +       +       +                    " , . 1 #             "            $ $ " ( % & ! " ' ' " " % % $ & & # $ # # + $ - , - . + - / 3 ) . + . * . / 4 2 / & ( / . 3 1 3 2 1 7 4 9 = C A 6 6 7 D D = D C D D < < D B E ? = : < C ? F F J I H L G > C L J H E H K M L J G D F I J L N H I F D C @ H C E ? B J N L J R K M O Q Q O P S T N M Q W Y Y V Z ] ` g k o r | y w u q k l f _ ^ \ _ ^ e d c b b ` f e e g d g b Z f ` _ a ] b c \ a b g h f i n n p n s r s w s r t j p n s r s r m o n u m u u x y { { | } |  ~  }  }   + + +  + e  / O q Q % $ ` + +  + + +  + + +  + + + +  + +  + + + + + + + + + + + + + + + + + + +$ +; +f + + + + + + + + + + + + + + + +T +% + + + + + + + + +" +# +% +% +# +# + +" +% +$ +. +# +% + + +$ +' +mvzxrw~||y~}{y}~~x|zx{~|{y{|||}          + +    +             "          & 1 $ ) "  # !  # ( ) ) & ! % + 0 ) * , - * ( & # % + !      $ % & + 4 4 5 3 . 6 - % * . - 1 2 ( 0 - 3 4 . 1 . / / 2 + 2 * 0 , 4 8 9 3 4 4 8 9 5 ? B A F > < E K I M H I F G D ? = 9 ? B : @ @ A E F K K D A C F @ D F J J O M J F I K K L F L H I M L H H D C M G @ C Q ^ g d a b Y \ Y Z S ^ c d h j n p u w u { | x r e j o f j h f i m f e h h ^ c h d h l x z s s p o o n k c d g b X c n s l p t u s o r t y { }  y s p w r s u p j l t r w v {  z } y y ~ ~ | } x ~  + + + +  +  + +V + 0 Y ~ l =  # + + +  + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +8 +i + + + + + + + + + + + + + + + +i ++ + +! +" + + + +' +* +) +) +& +) +& +& ++ +# + +% + +! +# +# +# +" +& +xwv{{wuvzwpnu{y|~}~~~                       +                                       "            # & + * ) 2 ( , * ) ! % $ ( * + + & $ - ( ) * / ) * , ( ) / 1 1 2 = ? @ 5 ; > = A = > 9 7 : 8 < B D A ? @ F D @ C C ; 9 B : 8 5 7 7 < D ? B B D H J B E F N H E D ? A E F I I B J H G H F G G ? C B K I ? 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" ' , / 3 2 9 8 8 : 5 4 6 2 = 9 ; ; ; < @ < ; 9 Q J G H G L O M G J L L @ N T U P J C B F B A B ; 9 = @ E C A ; D E J N H N I G I I K I G N M G J G G D I D D C C M H E G E I G L K I F H ] s n a g i l l f b Z V c e b j s n % +_ +p +p +i +n +j +] +P +G +6 + + r ] c ] ] \ ^ b ] ^ b d k h b c _ e d f f f l k g d h i j i n o c d e j m p p m n g l l r u v r t w w r p n p u t t q x { v  v y } z w | y z z v ~ { } } y L + l  C W s s T 0  6 +! + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% +I +u + + + + + + + + + + + + + + +g +1 +# +( +' +& +, +" +$ +* +/ +* +) +. +% +( +( ++ +- +( +) +' +, +. ++ +' +) +}~}vsxusv}}~zu}{}}vqt|z{t}z}z~|~|~yy}|}~                       +          ! #           ! & & " #  $ # " " " " %   $ $ * , - ( % # % ( * + % , . 5 6 3 , 0 0 0 2 3 4 / * , 8 8 5 6 6 : 9 9 5 6 6 < B B 8 ; E E ; B @ H H H < ? @ A E B D D A ; A D E D E ? 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" ! !     % % ! + % ) ' ) ( , * + - 3 0 5 2 6 9 7 4 2 ( , 2 1 3 2 + - 2 3 4 : 8 9 ; = Q f S J N N K K K H I I L P K H D J K J I A B C H B D J J G K Q L N L @ G C M H J L N I N Q S O I H D P V U S P M I P P R O N N O V U Q K T P Q S W X T V Z q  +L +d + + + + + + + + + + + +v +W +! + w n m v y v o i m p j c a f _ _ ] i Z \ g n l j m m n o n e k p p p p r s q r q r t w x x t o u u y v l w w m s s { } | z z }  { + + w  8 \ q x w d O :  { + +O + +  + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +; +d +x + + + + + + + + + + + + +X +6 +* +) +' +$ +' +# +" +! +! +# +# + +" +* +- ++ +& +, +/ +1 +4 +1 +1 +, +. +wlmuupptuywxqqmvwvxx|}wy|vwy{s{|~||w~              +     +                         +                      " ! / 3 . 6 1 6 , . / ) ' ( 0 4 + - . 5 2 ' 3 ( / 0 & ) + 2 3 9 7 ) + 4 8 8 7 8 0 = 8 : = 3 = < < ; ? = ? = C A A ? B D Q N J L M H K L I F H H B G @ = 9 ; @ > ; ? E I G C C J J G F F K M H M G H @ D G H F G J Q P R N I J P P N L Q P Q H M Q I G S P Q L W S R W n + +\ + + + + + + + + + + + + + + +~ +F + j j m l m h g k n j i h l m o h m j c i n u r p n n o i s q q r k j q o t l x } r x v w t v w v u s u v r t x } w s w | ~ 0 + +5 x + & < R e p y ~ y o f W N 2  l  +C + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +6 +Q +l + + + + + + + + + +u +U +9 + +( +! + +# +" + + + + + +! + + +! + +! +* +( ++ +- +. +/ +) +% +) +yt{wwstqptx}zvvz}~~~~                       +                                        ( + ( ( %    ! "  " ( # % %  + & #   & ( ) . - + * 6 9 = 8 ; 5 9 7 < : 8 6 9 : 9 4 7 ; 6 6 8 7 3 5 < B : 9 < < < > > 9 9 5 8 A @ C E H I B J M S Q V Q Q S V Q S J @ F K F C H F F @ C D E D D C J N G P E E G K O N H F C ? F L ? 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X         a / +| +) +  + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + +# +( +% + + +% +! +% +# +# +' +% +$ +( +1 +3 +2 +* +1 +8 +7 +0 +0 +, + +$ +% +) +- +3 +. +- +& +) +( +, +. +* +) +2 +0 +2 +; +< +6 +3 +7 +/ +, +& +uz|z{{||y{yx~t|{~{}~~               +     +                      # ) $ " " "           " ' * . - ) * ( - - ( # & %  % $ # ' & % % ! & & % % " ' $ ' $ ' - 2 3 - ( * $ ! #    % ) ' > = = A = ? < @ : 9 6 9 + 0 2 5 2 3 8 8 ; 9 9 = : > > @ > : = B @ C E D G E F G M K S W [ f d Z Z Z _ _ ^ e ` U V Q R X U R M K M R R I M J K J J O K K P K P Q N K P S W M J M N S M K U U V U V X O R O Q R M P Y X Z W [ W V Z W ] d  +W +~ + + + + + + + + + + + + + + + + +l + + p p t q q m s t o m q q i i f o l b i b n k t w u y w w r x y s v v u s s q s w v | | ~ ~ ~ ~  } | ~ | } }  o a + +p += + + + + + + + + X + + +7 _ y V =  +U + +  + + + + + + + + +  + +  + + + + + +  +  +  + + + + + + + + +! + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +$ ++ +0 +0 +6 +4 +7 ++ ++ +' +& +& +# +& +" +! + + +1 +1 +4 +* +, ++ +/ +- +0 +A +9 +6 +. +, +( ++ +/ ++ +, +- +7 +5 +8 +: +7 +9 +? +< +7 +8 +9 +7 += +9 +6 +8 +2 +3 +2 +1 +yw~~}{}yxzsy|zxx}}                     +         +          " ! " " $ !                $ # % , + % ) & #     " & ! & ( ! & *  ' ' * / + + , * # , % ( # ' &  ! ) / , , % & 0 + 4 3 ; < = : = < 7 4 9 ; 3 0 0 5 9 @ C A C > @ B C F F B E G F I I D H M J N _ t q } n b T S Z \ \ ] ` \ Y X T U V R M Q R ^ Z Y V W R O O V Z S R V V Q W Y W W V X \ ` \ [ [ Z U S V Y U O N M V W Q M M W Q e  +N +u + + + + + + + + + + + + + + + + + + + s x } y t t w w { x w q q w w p o u y x w t } w } w  y v z y | ~ | { s v s |  | } v } { v x z { z B  ( +B +' + + + + +  +) +w + + 8 W t { o K 3  +~ +# + +  + + +  +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +% +% +( +) +) +) +) +' +) +& +' +& +) ++ +& +% + +& +# + + + + + +" +) +! +# +" +% +% +% +( +" +( +( +0 +/ +* +& +% +* +2 +. +0 +0 +0 +1 +, +1 +, +5 +3 +1 +2 +2 +4 +0 +~||s|{utvy{                         + +        +          ! # ! % %        # # !     ! 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" " ! % * ( # " ' ) % ' ) & #  !     % ( 0 , ) ( / 1 - * * , . & (  " & 1 / , ( ! $ - ( % $ * 3 8 6 8 ; 8 : 6 < @ C = : 9 : 9 > 7 ? ; 9 ; ? > @ B ? J P N L N Q O M R T a  +A +E +h +t +| + + +g +G + + d m l h d e g b ` Z Q U ] \ W ] \ Z \ \ V W Y T S O R S V T N N T V R V \ ` ] W Z ^ Z W S [ _ ^ a _ \ _ \ W Z ` _ Z [ r @ +p + + + + + + + + + + + + + + + + + +r +/ + x o o m t w | { | p s q u u r o p u r q z } ~ { { ~ z x } x x | ~ ~ { |  ~ 6 + + + +  +  + + +  + +' +Y + + + + & , * 2 ' %  + + + +_ +' + + + + +  + + + + +  + + + +  + +  + + + + + + + + + + + + + + + + + +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +% +) +$ +$ + + + +# +' +% +# +& +" + + + +$ +- ++ ++ +. +( +. +1 +) +' +. +0 +' +) +$ ++ ++ +1 +/ +- +. +* +, +0 +- +, +) +, +, +0 +1 +2 +6 +5 +5 +8 +9 +7 +2 +2 +8 +6 +3 +3 +6 +4 +4 +9 +8 +; +9 += +: +> +~z  +           +                  +    +               $ % # # $ ( % ' ) ' & ! %   ! #    ! ( * / / 0 ( ) " % * % & * ( ) 3 - * & - . 1 / . 4 5 3 . 3 5 6 4 / . , 0 / 0 , / , . 1 2 # + 4 * / 5 6 / 7 8 < < ; > ; > @ = ? A 9 9 ; E C F = J I K L H G M Q V S V T X V Z p +] +x + + + + + + + + +d +Y + + z z w p y u i i k b b c a _ ] [ \ \ \ ^ X [ ` ` b a b ` a ^ Y Z ^ X Y Y Y c a _ ^ _ _ \ Z b _ b b c f a _ Z \ _ a d e k  +L +q + + + + + + +  +  + + + + +k +* +   { | z x y { } { } ~ } ~  + + + + + +  + + + + +A +` + + + + + + + + + + +l +> + + + +  + + + +  + + +  + + +  + + + + + + + +  +  + + +  + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + +$ +' +' +& + +# +( ++ +) +( +) +, +) +, +' +- +* +( +) +* +( +, +- +1 +6 +4 +6 +2 +6 +7 +5 +6 +8 +3 +1 +* +/ +0 +1 +. +/ +3 +4 +4 +5 +1 +5 +; +7 +2 +0 ++ ++ +. +4 +5 +4 +9 +8 +; +@ +A +B +? += +? +B +D +A +@ +? +E +A +D +C +A +~                                                              #  # " # "  % #  ! & ! & # ' % ' !   $ ( ' % % $ ' ) ( & ' + , . - ( ) ) - + - # + ) & * + - * 3 : 5 7 5 < 8 : : > ; 6 1 3 4 8 2 2 1 7 ; : : 8 < B C ; @ @ F ? > < @ = = > ? C D E H G I I M J E L M P W ] Y O R V ^ ` B +p + + + + + + + + + + + + +w ++ + { y y o m e l e g g d b ] a c a d _ a b ] [ d c \ \ h f k e i k j c h h g e e j h i ` e f h g k j e h l i i n p p { +Q +| + + + + + + + + + + + + + + + +Y +! + } }  ~ ~ } }  { ~  + + + + + + + + + +  + +  + +  + + + + + +! +" ++ +> +E +e +| +~ +n +b +V +K +$ + + + + + + + + + +  +  + + +  +  + + +  + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + + + + + + + + + + + + + +% +& +# +# +# +& +! + + +* +. +' +) +' +, +2 +? +A +@ +E +I +I +F +B +@ +? +< +B +: +8 +; +0 +1 +0 +9 +? +< +7 +: += +; +< +8 +8 +8 +8 +: +< += +> += +9 += +> += +B +G +A +@ +B +? +D +A +I +E +D +A +D +C +|}~                                                #           # !     "  $ % # ! # % % %    $ ) + + $ ! ! ) ' & , . 4 . - + . * $ * 3 3 0 - / 0 . . 4 5 4 . 2 6 7 6 7 3 - * 3 4 3 3 1 3 . 1 . 2 6 2 2 3 4 < > @ ? < ; < 6 6 5 : 9 > A > > A E A D ? B A @ > D @ I F G J K N Z  +X + + + + +    (   + + + ~ { r l k o b ] c c f _ T X ] ^ _ \ X X ] Z ^ Z [ R W W V U [ ^ ] ^ c h i h k e b h m r q q l g d i f e e l l m j v  . +Y +w + + + + + + + + + + + + +d +D + + | ~ ~ y ~ } | + +  + + +  + + + + + + + + + + + + +# + + + + + + + + + +  + +  + + +  + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + +" + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +) +' +& +' +1 +2 ++ +/ +5 +E +J +G +L +L +S +a +g +m +t +p +b +I +F +@ +4 +: +: +: +6 +7 +: +8 +5 +; += +? +A +D += +> += +8 +7 +9 +2 +8 +7 +7 +7 +2 +4 +7 +G +H +F +K +I +F +D +I +F +K +H +F +H +A +|     +       !   "                            & ' ) * & "          ! " % , / ( % " ( , * % % #    $ ) ) 6 ? A = 7 2 7 3 : ; = ? < ; : 2 3 : C F J E = 6 5 6 7 : 2 4 4 < > E @ G C 6 9 6 > 5 ; < = < > 8 A A < ? ; I S N Q S V W b _ _ d D + + + +  # = e _ U K  e +  + q p p q n g c [ g i d e b c d b W [ [ S \ e \ V Y _ \ [ _ b a a c \ U b d ` d k k d ` e g j d _ i m h c h i p m s  +. +H +a +v + + + + + + + +~ +j +V ++ + w s p r |  } |  y v s ~ z ~  + + + + + + + + + +  +  + +  +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +& + + + + + + + + + + +" + + + + + +# +# +# +& +$ +% ++ +) +/ +4 +@ +I +W +k + + + + + + + + + +` +F +2 +( +* +& +, +. ++ +5 +B +> +C +> +5 +7 +4 +< +9 +< +8 +3 +5 +1 +3 +5 +1 +3 +6 +: +6 +< +< +? +> +A +< +< +? +9 +: +9 += +8 +||              + +          " ( & , ) 3 : 4 5 . ( !                " % &   & "  % * #   " * ' !   " %    ! # " & ( ( ( 1 * * ) - - ) 5 ; @ ? C @ D F < @ F G B > ? A < < ; 9 @ : 3 4 ; @ @ B 9 6 3 ? < 1 2 0 = 9 9 ? = C C D < ; 5 : 5 6 > > A A = F A F C D D F D J H ] ` V [ j 5 +q + + + 1 _ r h + ~ x q m h h c l j k o l | s m q i c c c c a a d j h Z ^ a a e c e k g d a c f \ e _ ` j i o i j c h h l n l m o z { ++ +4 +K +] +b +l +u +u +h +c +; + + ~ x z } | x ~ u |  +  + + + + + + + + + + +  + +  + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +& + + + + + + + + + + + +5 +H +9 +/ ++ +, +# +. +8 +B +? +6 +/ +, +' +' +* +) +* +) +( +& +, +/ +0 +B +g + + + + + + + + + + + + + +x +? +3 +3 +. +3 +7 +4 +6 +3 +1 +2 +6 +7 +4 +- +. +7 +: +< +; +> +< +> +; +< +9 +5 +9 +; +> +< +< +> +C +C +: +@ +D +: +; +; +8 +          +                                 +                           4 I P N U l i e ] W E /   # % ! % #  "         # ( ' % ' % & ) + $ &  # ' & ' % " ! & ( + , - , ( $ # ! # " ) - ) - , ' ) ) % * * / . . & + . & , - 3 8 3 5 7 1 8 ; 3 : 4 5 7 8 9 B ; = > 7 8 @ = < = F E J I G G E D A @ F > B A D E A @ F C K N O N N L I P Q P T R P [ , + + Y g + + | ~ t p k k h l k f c g ] d g c b T ^ a h ^ a _ a h m g j k i c g m i ` e i k i h i h f j d g k o o p t z |   +% +1 +K +M +> +3 + +  z y {   +  +  + + +  +  +  + + + + + + + +  + + + + + + + + + + +  +  +  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + +& +* +' +( +* +, +* +/ +5 +K +} + + + +  ! ! * .     + + +L +A +; +< +; +2 +/ +3 +/ +5 +> +6 +2 +6 +? +< +> +B +@ +> +B +G +J +E +B +: +> +9 +; +> +F +C +C +B +: +A +> +D +F +G +A +      +                  4 Y n | o : !  !               " ! "  %  ! & ( * " " # % ' ! + * $ " %  # + $ 1 . ) + + $ & , + % - . 2 1 0 0 8 5 0 7 4 2 : ? ? ? = < > ? A G A < = D @ D G @ ? ? C C B > @ G D J H J K K H Z q z  { r m f c \ Z Y W P X W V T N O S X R R P P w + { +* + +  |  v o l n v v l n m i j q o h _ ` ^ ` f d b h k f g h d a h l g k s q m p p m l l o o n r t o r v | } y } } } y  { w y x y ~ t r  | z z w }   + + +  + + + + +  + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% ++ +% +# +# +' +, +& +$ +$ + +# +' +) ++ +& +, +- +0 +8 +K +l + + + + . = W U b a [ W T B ; / + +u +7 +6 +5 +/ +2 +2 +1 +5 +2 +; +6 +9 +9 +: +8 += +: +> +; +: +< +< +B +D +; += +A += +D +B +? +? +A +K +N +I +I +G +M +Q +                         +                * V  + + + + + + } A !  !          !  & #  '  & * * "  & % & + ( * ) % & $ ' & + - & # $ $ ' * - ( ( 6 5 . + 1 . , # " * 0 ) ( . 1 6 : 5 ' 3 6 ; 8 4 5 4 3 5 4 : 9 : = = A @ @ ? A < 9 ? D @ F E E C B I H E J E K E = ? O O K H D E E C B F A E A @ ; C @ ] H +S + z | v x y | z | z w y s | w r q s n b ` ` a k i c ] ] ` h b c e d n g m j i g l l t s l p o m r p n j ~  + +  + +  + + + + + + + + + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% +# +$ +$ +$ + + +! +$ +% +' +' +& +! + +! +! + + + + + + + + +! +" + + + +% +! +# +! +' +$ +# +$ + + + +$ +# +& + + +# +! +( ++ +/ +1 +? +p + + + 1 P _ i | ~ o h Q 0 + +N += +> +7 +8 +A +> +> +B +@ +A += +C += +C +D +G +O +P +P +I +O +K +G +F +? +E +E +E +A +< +? +@ +E +I +H +L +B +D +G +                   +                 ^  +, +: +H +K +O +N +V +O +A +> +& + + 5 * & % ' & & ( %   $ " ! $ % $ ! ! " & % ( ! # #  !  % "  * % 0 , ( # + / ) 2 , $ ) - , , - " + * - , 1 4 9 : 6 3 7 D F @ D A E F A ? ; ? A > 7 4 4 B @ : H A ; ; @ @ A G D H C G H L H L I I K B C F M E D G E I G G G L Q R O P N R O O L Z +H _ s i v ~ q  ` + | } t v w s q u r r q t k g ` _ ` Z Z _ g f h f m n c c h p n m q l l p v s t n u q r o o r w v t s y r s y } x | |    ~  + +  + + +  + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +: +< +9 += +< += +8 +< +9 +7 +5 +0 ++ +) +/ +1 +3 +1 +/ +4 +/ +2 +2 +4 +6 +7 +6 +6 +2 +2 +: +6 +* +- +% +- +* +) +& +) +, +* ++ +K + + + ( L k } } h T " +p +> +> +@ += +; +9 +< +: +: +; +5 +9 += +A +D +E +A +F +C +I +G +H +F +F +F +? +C +G +E += += +? +? +< +> +@ +K +G +F +                  +     +  + +     +          "     !  2 {  ++ +F +X +l +u +v +n +| +y +r +o +o +X +8 + + + o + ) $       $ ! * $ . + * , , ( % ' ( * ) $ "    % '  * , 1 . 2 & # 1 , / 3 + & + * 1 * + 0 1 6 , 0 0 - * 2 1 - 6 3 2 ? @ D F H N D E @ @ D B E B H I H M P T W P N Q O H K Q Q M Q S S Q P O M K H I N V N Q Y U V ] U U a ` ` ^ c j k n p j o p m e Z \ +: ! + + z   ~ } x p u p m n n k o o n n q n o g c c h l j q n n f j i i l j m m t w r q r s q s s n p n o n s p n r z x s n y x u   z    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +' +* +) +* +" +! + + + + + + + +& +$ +% + +! + + + + + + + + + + +% +# + + + + + +$ +& + +& +! +" +& + + + + + + +% +& +( +' +& + +# + + + + + + + + + + + + + +% +, +% +# +$ +$ +- +h + + + B d q W / + +7 +< +8 +: +: +9 +: +7 +E +H +I +G +G +E +? +> +B +F +E +A +F +D +F += += +; +@ +> +: +> += +B +G +I +G +F +F +B +G + Q p m o N /          +         +    +          . s  +- +H +h +z + + + + + + + + + + +m +M + + 6 1 0 , ) ' * % $ & '    # % ! & % * ' ( / / ( ! $ ' $ $  ' . 1 , + ' + % ) * * , 1 / 2 3 - 0 * + / 7 5 6 4 1 7 2 0 4 < 7 2 0 5 A ; 5 3 5 8 @ A @ 6 > A ? ; @ B > I G J G F G L J K C G J K H F F I L I K M L M S R N T O T X [ [ ] ] \ Z _ g g a b c d g h j q j l o j g r C +. +  y w z { v y { x p t l p v u m n u l n p s n p h j i i f e g k j i j k o l m l o o j j n r p q w q t n q o n o z v w t x x x u w x v t v w q w ~ } y y } ~ } ~ { z   +  + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +' +' +! +$ + + + + + + +# +! + +) +) +& +) +% +' +* +) +" +$ +$ ++ +, +, +* +# +* +" +, ++ +, +- +) +' +" ++ +( +, +: +k + + +, U v k < + +N +@ +< +< +; +C +F +G +D +A +D +E +E +B +C +C +G += +E +E +@ +E +G +F +C +J +M +R +T +R +M +J +M +L +N +D +E +E +G +g  + + #          +      +                +          a + +V +v + + + + + + + + + + + + + +f +% + 9 1 , ) . ( $ !       # $ " % $ & + $ . 8 / * $ # , + ( / . - & $  . - ' $ % 0 1 0 < , , 0 3 1 7 4 - 2 2 ; 8 2 / 0 2 / ' + 2 5 3 7 ; ? < = : 7 6 ? < A 8 6 ; A C D D F C > @ C M J Q O N L J K P V R O P P M U \ Y ^ Y [ \ [ ^ Y X ^ ` ` ] c j f h h k k n m h s | }  { y p j r u r y w r s l f b i q m j l j n i l k q n n m g o r o n l o k w s r u r t r u w x v v x w  ~ z q z | { y z  +  +  + + + + + + + + +  + + + + + + + + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! + + + + + + + + + + + + + + + +" +) +) +( +" +" +$ +& +! +! +( +# +% + + +# +' +& +$ +" +% +$ + + + +; +v + + +6 N v ~ g ? +S +9 +> +> +A +A +< +? +B +E +@ +@ +L +L +G +G +K +J +G +B +B +> +A +A +C +J +K +J +E +E +I +H +I +@ +L +I +I +K +E +                +     +     +         +           + v  += +f + + + + + + + + + + + + + + +u +& + J 0 3 . , / / ) # ' 0 & % & ' + ) . . 1 , 0 3 0 0 0 1 - . . ) . / , - 4 2 - 2 , 2 5 1 4 ; > @ ; 9 / 1 6 7 A > @ > : ; = @ @ A > ; = 2 8 5 > > B A @ J M K J E @ A ? E I E J J B E G K J J M L M S S L N P Q R V T U W Y U P O Q K P L T T Z [ ] b Y h j k p s s q r s v u r o k w x   y } y ~ v y s y s q k q j j o h l n k k o s r w r q r l p o n n r p n t p u | v w v v v y { z ~ } { } z } + + + + +  + + + + + + +  +  + + + +  + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +' +) +! + + + + + +! + +& +# + + + +" +$ +' +& +' + +# +( ++ +, +, +) + +! +$ +% +$ +' +" +% + + + +/ +) +' +& + +1 +j + + + Y q v N  +l +L +I +C +F +G +I +E +F +I +D +B +G +F +G +C +> +H +B +E +A +D +; +A +@ +> +@ +@ +B +I +J +L +G +I +B +I +N +P +M +                   +    +  +                             5 p  +L +t + + + + + + + + + + + + + + + +M + q 8 1 2 / 0 * + & ! & - & $ ( ! # $ , - ' $ $ $  % ' + & % * / + , 0 5 1 1 - * 5 5 6 7 8 7 3 5 6 2 1 2 4 5 < < 6 ; ; > 8 ? B = ? @ ; < 8 > A ; C ? A D E B D B B P P J I N M L G E E C D F Q R H N U P J R \ _ ] ] Y W X [ ^ _ ] ` d e c k f n k j m i h g i i c q q m q } y | x s w v q s r x v u t t q r u x r t q s r t o r w z  z z ~ z ~ { z  }  + + + + + + + + + + + + + + + +  + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" +$ +% + + +! +! + +! +! + + + +# +# +* +& +' +1 +. +/ +. +) +# + +! + + + +% +! + + + + +( +" +" +! + +# +& +) +& +% +% +" +" + + + + + + + + + + ++ +/ +1 +3 +2 +0 ++ +% +% +$ +' ++ +( +& +( +' ++ +. +6 +0 +, +) += +W + + + 8 c h @  +V +I +C +A +A +D +H +G +I +F +J +F +B +A +A +D +G +: +? +J +D +E +H +V +M +C +F +F +J +I +I +K +J +J +F +M +J +J +E +6                                +                       + p  +Q + + + + + + + + + + + + + + + + +W + } 2 - 7 1 0 * , )  ! $ $ ' + - , + . / % * , - , $ % , 6 7 4 7 5 7 8 3 7 7 2 4 5 - . 5 8 ; ; A ? @ A < 8 = A > : ; E B = @ @ A ? F < 1 1 > < > F F E I J G E G K J @ L M N M L R T P K C K H N Q L J S Y W X X T R Q P S Q L U Z V S P ] ] a h c g g g j i o k k i n l h f l l r x } ~  }  z } { } {  | z {  } t t t s j o q n i m n n m g r s s t t l p { w y | w v x x n t |    + + +  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" + + +! +$ + + +% +% + +# +! +# + + +/ +( ++ ++ +& +! +% +& +# +) +$ +$ + +( +, ++ +. +& +) +, +F +y + + +& E i } c : +a +L +G +E +< +@ +H +H +D +J +H +D +K +I +K +J +Q +P +R +P +L +O +K +G +L +F +A +K +D +H +O +M +I +M +I +G +I +I +L +6     +                    !    !                           & b  +P + + + + + + + + + + + + + + + + +] + + @ 7 0 3 / ) * . ( ( 2 1 1 . - 0 2 3 3 1 . , + & ! - . 0 6 ) , 0 1 4 / / 4 5 , & + + 1 + 0 0 8 8 ? ; > 8 - < E A C 2 > D A C C A 8 C D B A @ A C @ J G B ; 9 D D ? > 7 C P O M L G J K K D K K N T X U U _ [ X O P P S U U P Q O Q W ] e e b e m j i p o j m q t w u t v | | { }   ~   } x u } w x t q p q r t s q j e h q v y x r y } w { }  z w  + +  + + + + + + + + + + + + +  + + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +# + +" + + + + + + + + +# + + + + +# +& + +% +$ +" +% +( +, +# +& +) +( +( +* +( +& +! + + +& +' +' +% + +& ++ +# +' ++ +, +, +1 +0 ++ +, +, +- +. +/ +0 +- +1 +/ +6 +G +m + + + B _ n } } k T & + +k +F +C +F +D +E +D +F +D +E +B +A +> += +G +C +F +J +L +H +I +M +L +G +G +F +L +M +H +> +I +K +G +E +C +M +L +K +G +                     +                                          ) P +C +w + + + + + + + + + + + + + + + +d + + H 1 - . , - . ( - , * 0 4 * / 0 2 2 , . - ' $ . 5 - 3 5 3 6 : 9 6 4 7 ; 4 7 7 ; > > 7 : < : > C A B = 9 6 ? @ < 6 4 ; 7 > = > > > B B C ; > ; 8 H I M I H M N I M P V P M U Q L N P N O U V \ W O O W W U P S S N T S X W W W U N L V ] ] _ \ d h i d l g j k o k n r u p s y { { v x w y  z |  ~ u v x s w z v w | { { w w x w r u r r w w q s r m w u p t t x } w { ~ { ~ } x w z   + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +" +! + +! + + + +# + +! + + + + + + + + + + + + + + + + +$ + + + + +* +- +, +. +# +& +* +/ +, +* +. +1 ++ +& +$ +* +/ +2 +, +/ +1 +4 +2 +1 +7 +/ +- +. +. +6 +4 +5 +5 +0 +9 +K +d + + + 6 I \ r t s | y t p c Q 9  + +\ +@ +F +D +A +H +F +A +E +G +K +Z +c +Y +X +R +L +Q +Q +R +J +K +M +M +F +I +E +A +B +> +H +O +N +R +N +P +S +P +P + % +I + 5                       + +     +              +      % S  +M + + + + + + + + + + + + + + +x +B + K @ A ; 4 8 4 2 7 2 1 1 2 4 4 2 8 8 4 5 - 3 3 1 1 / 7 0 / 2 - / 3 3 6 0 2 0 3 2 , 4 7 ) * 3 7 ; > ? ? > > < ; < 3 = ; = A B C > @ G B @ 8 : 9 = A A B G F C ? A G M P P O L L L H G J M M O K Q T P M R V R Y [ Y ` ^ ^ Z X a b Y Z e f f k k n k n o o s k q p u q l o p i j r u { v } { u s s x w v x x s x p i m w v x x x t n s u u p n r r n g b c k k o m j s r p r u { v y r { y y v { z }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n +: + S G A 1 - 2 / % ) ' ( $ ( - . 0 3 5 6 4 7 2 4 3 7 7 , . , - 1 1 7 6 9 3 2 8 0 5 7 4 9 5 2 6 7 : B ? A = ? > A > < 6 = > ; ? @ > E F G ? = < F E J L J S U N S K P A C K R S K F H F M O P H C I P V L M S W Y X T ^ ] U W R U W T Z W T \ b [ ^ m r r r q w v s q n u q m f h q r r p u o q s u v w w t  | } u r t s w } y t w y x u z | } ~ }  | }  + +  +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +& +' +. ++ +) +( +& +' +% +' +% +* +* +, +) +' +. +( +& +* +* +0 +* +0 +) +* ++ ++ +, +) +- +$ +* +1 +2 ++ +) +, +- +1 +. +5 +/ +/ +0 +1 +6 +- +5 +: +< +? +? +? += +9 +? +6 +8 +7 +4 +5 +8 +8 +; +2 +, += +< +E +J +U +| + + + +  ' " ! / )   + +w +G +> +G +H +J +D +F +K +I +L +J +J +L +T +O +X +R +P +R +L +K +R +K +I +O +O +Q +N +N +U +W +[ +W +X +S +V +^ +\ +R + \ +8 + +G                      +                          !          $ ( & ; 1 +O +y + + + + + + + + + + +k +P +2 + O G H 3 4 6 5 1 0 2 + 1 1 / . 2 1 0 3 4 2 6 7 7 7 4 6 1 / 9 ; 1 5 ; = ? 4 5 : A ; 9 : ; < < > ; 7 < > 9 = D E B B D D H > C E A : ; @ A E D @ > A ? @ A A C D H : E G L H N O P M I @ F Q O O M V Z Z W Y [ _ ^ _ ` _ \ \ _ \ X ] _ ^ _ ` b d a e c i k j m p s s s u u u q p m l t q v u k v | w { } y |  ~ w z |   } ~ } z ~ y z { w ~ { v r } ~  + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +( +" + + + + +" + + + +) +- +) +' +- +( ++ +, +. +& +% +' +( +# +" +$ +# +" + + + +% +' + +! +& +& +. +& +) +- +2 ++ +' +. +. +, +1 +. +" +. +1 +5 +7 +6 +1 +8 +? +A +9 += +< +< +; +6 += +; +C +B +B +: +A +A +E +J +O +V +n + + + + + + + + + + + +^ +N +I +M +L +M +J +M +L +P +M +L +I +M +H +G +L +L +H +P +N +M +Q +L +V +U +S +O +V +Y +b +V +X +V +S +N +O +Q +O +O + + +\ 1 ; ,          +                                + +                       " ' # ' $ W  ++ +O +f +r + + + + +x +n +e +R +? + + w L N @ 6 8 4 . - ) * , $ & ( . + 4 7 ; 7 ? 5 6 2 : 5 9 : : ; ? : < 9 : 6 6 8 6 6 9 8 ; 6 5 6 3 9 9 @ = 6 @ D F A C H @ H B F C A B A G G H H I I J O D J N O K H F A C H H L P S U P S S R P R T T R Y ` _ _ ` g b ] \ Y _ X [ ^ _ ` a ` Z d ` h h g h j m n j o { x u p n m k g e j p n l r o x q n r k o s v z s q u m r l o t s w x {   z } } y o t y z t r t j k j n r n i x } ~ | ~ | {   +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +$ +% +! + + + + +" +$ +% ++ +( +( +) +) +( +, +( ++ +- ++ +' +) +, +) +- +, +. +, +* +0 +3 +4 +1 +2 +. ++ +, +3 +2 ++ +1 +5 +8 +1 ++ +/ +8 +6 +4 +3 +1 +7 += +4 +: +U +Q +i +i +a +[ +Z +W +U +R +O +L +M +J +T +T +Q +N +Q +M +M +S +R +V +^ +_ +g +s + + + + + + + +e +V +J +L +I +H +I +O +G +H +L +P +L +N +M +U +H +P +N +U +[ +Z +X +T +T +T +T +S +V +U +] +\ +Y +V +R +Q +U +X +T +W +P +2 + D /        + +                +     +                    +                 $ ! & * 5 E u  + +L +c +q +x +| +y +r +` +W +F +6 + + U I C B N M K E = 9 9 3 > < > A B < ; @ K P T Y V H B I Q Y T P P M M M H F = < D = D F ? C G A = G G F G J I L b d f Z Z c ` ^ [ W V V X P V \ \ T P S R R T W Y Q N Y S S W W R W U R X Y a d _ a ` Z a c ] b ] \ ` ^ ^ [ Z Z [ f ` e _ \ d k i p q } ~ ~ {  w u t s n k p f m m w x y { | v y ~ ~ z t w z y | {  ~ ~ ~ + +  + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +% + + +" +% +" + +# + +# + +# +$ +$ +& +" +& ++ +$ +) ++ +) +( +$ +( +' +, ++ ++ +0 +) +& +3 +7 +6 +3 +. +2 +4 +3 +/ +5 +1 +7 +8 +7 +8 +0 +6 +< +L +F +F +I +F +: += +C +E +F +D +? +C +C +C +B +@ +> +D +K +I +F +E +A +H +F +K +R +\ +b +b +h +a +b +d +j +t +v +l +_ +W +R +R +R +V +X +W +W +R +S +Q +O +U +P +J +M +J +Q +N +M +R +O +P +T +P +T +V +S +U +V +X +[ +U +R +T +T +K +P +N +S +T + + ` P -                 +      +     +   +                             ! # " % / & # " % 8 6 3 . * - F d + + +) +. +$ + + s B : > ? < ; 9 5 . , - . - ( 1 0 0 - 1 0 - . - ) 5 * 1 . ) 2 . 7 3 8 2 4 2 6 2 : - 0 7 8 7 4 7 0 ; A C > D ; 8 > @ D @ ? A C B C ? > = B B = > : ; A L H E K I J P K O N Q P T S Y X S V R P Q S N W U R N J P S W Z [ [ c _ ] W \ W ] ^ a _ Z \ c d d r o n w v r w p l p p k i f g f i d p u p { q x } y { x y p z x z   { { y x x { y  y s } | |  { ~ {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` x  + m Q 9 > > ? 8 = = D 9 3 ; > = ; A @ = > @ B ? > A 9 < @ H < 9 > = 6 = = B B ? : : @ > E B A I L F B > > A E J H F C G D F I D F E E I I G I L N N O D I N K O Q N F P M P Q Q P W [ Y X V W Y ` X X Z W _ c e g g d d ` \ W e j ^ V Y a m j k h f a b c e i l q m p s v u | x w v x u y t w u v u r r s w p v w y | u w w } ~ | | w p s x }  } z { w y t y o y v y z m w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a +c +z ~ + w 0                 +   + +                    $      !                  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' . / 3 0 5 . . ( ' + ) 1 . 0 . * - 7 7 / 2 ) 1 9 7 < ; / 3 5 4 4 3 8 @ < ; = H F A C D ? > = > ? ; ; 7 9 5 : / ; : ; 8 > < H G F > = E J C C B F E B I H M L B J O O U R T U X [ Z [ ] \ Z X U X ` _ ] Z \ W W ^ _ W V S V \ d b e c b i l k i e c h a h k ` b e f g l l n i r i n s k k k l i i p p o n o o p t m p t u u t l j v s p o z | { |    +B +e + + + + + + + + + + + + + + + +u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b +^ +] +_ +] +a +a +] +f +e +e +e +^ +[ +       +               +                 +                                "  # ! % * 2 . - , * ( ' ) ( $ ) , " % & " 1 . / / 5 1 , . 0 - / 4 4 5 0 0 2 6 4 0 2 0 / 2 0 2 5 7 = < : = = C @ D C B ? @ B ; ; < > > ? < C ? > A @ D ? < ; > : - , 7 ? C ? 8 @ 7 : B = A E G E B J I B M N J C J L I G I M R T I Q P O X Y V V S V R U Y W Y ^ T a _ \ \ W [ X Y [ ` f j e g a a c a e c i e b f d h c g e i m j m p v r p t u v t q s q q r n p m p r s p n q v x t u w w w x y ~ ~ / +d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a +[ +\ +Y +` +c +d +b +a +e +b +e +\ +] +                     +      +              +                            , + / 0 ) & * * $ " ' * ) ) % # ( , &  ' * - $ ' , / 3 9 8 5 2 - - - / ) $ ' $ # & ) 3 2 8 1 1 / + ) ' . : < > < = 5 6 6 9 ? 8 = 7 1 8 5 8 6 < < ; A ? C U V S P W S P T M O M R L L S S Q F M K Q R N M P R N G L O F E C I J L Q I P N R X U U Z U [ U W R S R X X \ Y ] S O Z Z V U Z \ R Z ] b ` \ c c b e ] U ^ c a ^ a c g h l h p t o l l j j k k k j c e p y x x y x w w y u s v x w w y | z w v w | y v q s x y x } { z { w x w x ~ } z |  ~ y {  ~   +N +z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` +_ +] +T +` +g +a +c +a +b +e +_ +b +g +^ +a +] +` +] +] +b +\ +Y +^ +e +_ +` +f +l +k +q +l +k +l +i +o +o +n +z +r +v +w +u +x +y +u +x +x +v +                   +  +         + +  +   +                     & " "          $ ' # % $ %   $ & % $ ( ) % % . &   % - 2 - & ) . 7 0 0 , 4 / 0 - / 3 3 0 . $ # 1 7 5 4 2 1 5 2 5 6 6 6 4 7 ? ? C E ? ? D G D N X X P P K L F H K L H F E E K L O L H O H F J F E F B D K G O P P M O M K I J G G F B B K O O M N J N N L N P V Q W X V R P P T I T W X [ R V \ ` f b ` ] a ` e f h l a a ` c a [ ` [ ] ^ ` f q t k o t t r t w q m j h l q j k n q v u u u { z u w p u z { x v y | v t w x y u v {  } { } y z  ~ z    +P +| + + + +  * 0 + , # ( # *   + +N +  + +% +- +* +# ++ ++ +; +3 + + + + + + +  + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" +& +# +& +$ +! + + +" +# +" +' +) +( +/ +. +0 +. +) +) +% +) +' +' +1 +2 +0 +0 +0 +2 +2 +5 +1 +1 +5 +7 +/ +- +, +- +5 +1 +- +6 +9 +; +8 +: +7 +: +7 +9 +7 +9 +6 += +? +> +7 += +@ +E +C += +< += +A +B +; +8 +; +> +B +F +F +C +A +E +H +G +E +E +D +C +C +7 +> +9 += +B +G +I +I +J +I +J +S +O +M +I +L +L +L +D +H +L +G +I +@ +G +G +G +G +L +M +I +M +J +M +M +O +T +U +S +P +P +F +S +Q +Q +L +S +V +S +R +[ +R +R +N +R +T +T +X +T +] +` +^ +X +Y +[ +Z +[ +Z +[ +Z +Y +[ +Y +Y +\ +W +` +` +V +W +X +[ +f +j +m +t +| +| +o +r +l +p +o +s +o +n +l +l +l +m +k +j +h +f +n +k +                                      +          !            ! # % ! "  # * $ $ $ " % % # ) ) / & ( ) - % $ ' 5 3 1 5 8 5 3 3 6 / 3 5 2 2 3 2 6 3 / * 2 2 3 4 3 / 4 > ; 5 3 / 7 < 7 : C F E G E E D H C C D C A I J D C E N N D G J G D K J F K C F H L I J ; H J I J M P M M K O O M I P K H M O _ ` f m d a a a ^ ` ] _ a ^ ^ X d c b \ a _ Z ] ] T W \ X S Z c e c c a ^ a b a Y W \ c ] ` a e e d ` j u v p l l q j l e d f k i e l p n n r u s r m r y } y u y z z } ~ } | } { | } | w z y x z { z ~ } w   +T + + + + +           + + +f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` +^ +] +\ +V +[ +_ +f +f +k +j +i +i +e +e +b +a +_ +b +] +` +^ +\ +j +i +i +c +i +i +g +l +j +j +f +l +k +l +m +l +o +q +q +j +i +s +k +l +l +p +r +n +n +n +                                     ! %               + 0 5 4 - ( " % ( ' + , ( & # " &  $   ! &     & ( + ) - &   " % ) ( " - - . , 1 6 3 6 5 6 . 1 5 2 4 2 6 ; 7 2 . 8 : 8 1 + 0 3 5 ; < A D D 6 B E E C = F G D F > A G J C D F H C G K J L K ? @ H G E H A H K M D = A N K L I K P L L J P N R S J M R U W P V Q V Y \ Z \ Y S Z U V V T Z \ Y [ S P T Y ] T Z [ Y a [ W ] a f i i g e d g g ` c ^ ` [ a d _ _ \ f m n p e r n r p o i o l l r w p w z t p u z p p q x u z ~ y  ~  +N +} + + + + +    ! !      + + +o + + +: +* +d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` +^ +_ +] +[ +] +c +] +X +U +] +` +b +] +a +b +\ +\ +a +c +Z +^ +b +e +c +c +^ +a +d +\ +\ +e +j +n +j +o +f +j +m +p +q +p +l +o +s +s +t +r +q +s +s +s +u +p +                      +  +         +           +                  !     # ! " !   ! ( !  #  " ) , , * + ) & & ' 0 / * . + 0 - 0 5 4 4 4 8 8 7 5 0 * / 9 / = 5 7 : < > = 6 0 5 4 7 2 2 7 6 = H P V V Q O L D ? C C I E H C D A B @ K G E E ? G K J L R P R O O M O J H G > J L R R T V U [ U P V U \ Z X S R S N M I Q Y R U N S K V U ] ^ ` a _ ] _ X b d ` i h d f g e b h e i i g e h i d g e m g m h f f m o p r p t v y x r s m m m r s o r s t t s x y { | { w w t v | ~ } w u w | { w y u } | { q ~ }  ~ u - +e + + + + + +       + + + +] +  + + + + + + + + +  +  +  + + + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +" +# +! + + + + + + + + +! +" +! + + +$ +' +$ +% + + +) +/ +* +' +* +$ ++ +. +1 +. +- +/ ++ +' +& +' +- +" +( +) +, +2 +2 +/ +/ +- +. +2 +5 +7 +2 +0 +4 +7 +8 +/ +3 ++ +1 +9 +6 +3 +9 +1 +5 +/ +7 += +A +C +@ +B +D +@ +A +> +? +E +G +B +? +A +> +A += +9 += +A +A +D +> +A +E +E +F +E +L +B +C +A +H +E +I +I +K +L +Q +Q +O +P +H +N +Q +O +G +O +S +Q +I +M +P +Q +S +M +K +E +F +P +Q +O +U +W +I +N +W +[ +V +W +Y +^ +_ +X +V +V +X +U +Q +N +X +X +\ +b +a +_ +S +Z +_ +\ +c +d +b +i +h +c +j +j +g +c +a +b +g +f +d +] +[ +] +a +[ +\ +Y +[ +i +f +c +f +d +f +j +d +c +i +f +q +s +u +s +l +m +p +k +i +e +n +q +             + +           + +                                        !   !   & !         " & ' " + : 2 2 / . . ) / - - - . - 5 6 8 7 6 8 7 9 4 8 6 1 3 6 3 6 2 > > < > @ ? 9 = L E D F A > E C K I I L H @ A F F F J I H C F D E D G Q M M U M K G I I I Q L N N N N N J K K F K R U U Q Q M S R X V O V V R W R P R P U Q R V S P U ^ ] X X _ a ^ W U Y \ ` b ] a a ^ b a d b a e h h d d d ] Z ^ _ Z ` g d d c l l j o k q r m p q q r o q k p p j o t s z r k s v w x s s u w } x | { z y y { t } ~ w u v | } z  |  ~  y | }  | z | ' +b + + + + + +       + + + +W +  + + +* +# + + + + + + +  + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + +# +# + + +& +( +* +( +- +% +& +% + +& +# +# +% +! +# +( +) +* +, +' +# +% ++ +/ +2 +2 +6 +7 += +9 +7 +8 +8 +> += +> +< +; +: +0 +- +4 +: +4 +7 +: +? += +8 +? +E +F +? +C +> +> +: +; +> +< +; +9 +9 +6 +9 +C +A +B +A +@ +< += +7 +8 +7 +9 +6 +? +9 +8 +8 +C +M +F +J +I +L +J +L +D +I +K +A +? +@ +C +A +H +N +M +I +I +J +J +P +O +Q +S +L +P +R +O +U +T +U +W +Y +X +P +L +O +Q +Q +L +R +U +M +W +[ +_ +` +b +a +d +f +g +j +m +j +l +r +x +t +q +r +i +h +c +h +h +d +_ +b +d +c +e +g +[ +c +e +j +f +n +n +m +g +e +m +p +r +a +g +` +i +k +t +r +l +n +q +s +                +      +     +    +                                               "     "  % " & & ' % + * , / - , ) * & ' ' ) - + - - 3 : < 9 4 6 2 - 0 1 - / , + . / 8 6 7 : 9 4 < < 8 = 6 ; ; ? < 9 : B D I C E ? F A D E F F E G A = = ? C E @ A A G = F G K K I F C G F J I I L G 8 > ? I L S U U U [ N N Q c Z V Q H U O K L E M R R T R W ^ b e d d e g e h h _ _ b d e b b i i f h i b Z \ \ i e g g f g a n j i l r q k q t x v t o n l c n j f b n q r p r r y t i p v q r u z r w ~ | { ~  { z | | | { y v t w  ~  }  +M +{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b +` +a +] +a +] +Y +Y +X +W +V +S +J +P +W +` +a +_ +] +^ +` +d +g +h +m +s +u +z +y + + + +} +{ +y +o +m +f +c +\ +] +[ +[ +d +] +b +b +k +` +d +i +h +m +p +i +j +n +i +n +l +n +g +g +u +r +r +n +q +t +s +            +  +          +          +                                 "  " & # ! # , ' * ' $ % !  " ) - - . + + + 0 2 . / 1 5 4 0 5 5 5 4 8 8 1 9 9 > 7 6 2 0 - 4 0 1 1 4 7 9 0 2 ; 8 ; > D @ > B E C D A D E G B @ B D J D F H I E D B G E J D < A C A K C E K L M M M J D G G K H L D C J K S O Q P S R S Q S P S O R Y R T R R T N P X R U \ _ \ ] _ ` ] _ d g d f i k f f d b ^ e b c b ` d ` c g d b d k o q r r o i g o m l w w r o r r t s r n n m h n s r { { y s w r q q s n w s {  } | |  q  } ~ z v { }  ~  +> +i + + + + + + + + + + + + + + + +s +@ +  + +/ +[ + +_ +3 +! + + + + + + + + + + +  + +  +  + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# + + + + +# + + + + + + + +# +" +% +% +& +, +/ +, +. +2 +- +. +0 +4 +3 +9 +, +2 +6 +1 +2 +0 +- +) +* +) +- +$ +0 +- +1 +7 +5 +/ +2 +, +7 +; +: += +< +8 +6 +5 +0 +/ ++ +. +. +4 +; +; +B +F +D +@ +E +: +7 +3 +8 +< +C +J +G +B +> +; +< +4 +9 +> +7 +3 +< +7 +@ +@ +E +F +G +G +F +G +L +M +H +F +B +B +? +G +C +B +@ +C +E +I +B +; +A +D +F +I +M +F +O +Q +W +U +Q +T +N +Q +Q +S +R +O +V +X +] +Y +Z +Y +Z +U +Z +R +Q +W +\ +Z +U +\ +[ +i +i +v +} + + + + + + + + + + + +v +p +m +l +f +f +f +g +e +a +a +a +j +h +j +r +q +s +t +p +s +v +u +p +o +t +p +h +o +v +t +s +u +m +m +    + +                                                  % ( ' ( " $ " % $  # ( " & ! " " ' ( *   # # " ( + , - - ) + 0 - . 0 1 , 2 / 0 / 4 3 7 7 5 0 8 7 3 / 4 1 0 , : 0 2 5 0 0 2 2 7 1 7 6 < = 9 = ; 9 < 9 B C H C C E F I B A ? A B C = < @ A @ @ C @ 9 D F K I J L O J K H M M N J I J O M J J N L S P V U S R S N O N P N N V V S S Q U U V Z [ ^ \ a _ c ` h f b c b h g j k m j f d b _ Z d ` _ ` \ a a [ a a f f e j i k l n s o j n n u r k j e n _ d g h n s q v r m t { y r q r s v u w u v } x y { { w ~ { u l t t r y { y y | z ~  | }  | w ~ z | } y  +1 +g + + + + + + + + + + + + +w +X +% +  + + +b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c +] +X +X +X +\ +] +Z +W +^ +S +V +W +W +X +X +^ +c +l + + + + + +     + + + + + +n +i +i +` +l +b +g +a +^ +d +e +i +a +a +f +m +k +j +n +k +q +r +m +o +k +k +l +n +n +r +l +o +n +                            +                  +                  ! !       $ + ) ( % , , ' + $ / 1 2 $ - - ' " + * / - ) % ) & ( ( ! # $ ( + / 2 4 / - , ( - 1 5 2 1 3 8 6 7 8 ; : ; < > = = ; ; 9 6 < 5 ; > : : 7 : 5 8 8 ; ? C G I J E A B F F H E I K F F C E F F H K M M N T U Q O G A > E I H K K K G K Q U T P N N R S V Z ^ [ \ ^ ` b f i i g f i e c b Z [ ] b _ a f ] V Z V \ ` \ c e d a e d d e d g d g h i j h c c f f c ` i l l l p j k j p p i g f j l p o l r u t x r x ~ } t u s p q v ~ z | ~ } w z w w  ~  { s |  { ( +B +b +m +w + + + + +y +y +r +\ +8 + + + ` u k P + u +> +. + + + + + + +  + + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +" + + + + + + + +# +% +! +, +) +* +* ++ ++ +- +2 +0 +, +, ++ +- +, +. +2 +- +. +& +# +$ +! +% +0 +6 +9 +4 +1 +6 +6 +: +9 +7 +: +7 +: +9 +7 +1 +6 +8 +/ +1 +. +0 +2 +6 +: +; +: +8 +9 +6 +/ +2 +4 +0 +/ +- +& +2 +4 +4 +< +; +7 +2 +3 +5 +7 +4 +8 +4 +8 +9 +> +F +> +6 +5 +< +? +? +< +4 +9 +6 +9 +A +? +A +C +B +C +B +F +E +B +F +K +L +K +J +L +J +G +I +G +H +C +A +D +D +G +K +J +M +T +l + + + + , B F 6 A ? : 3 * "  + + +\ +U +W +^ +U +N +Q +R +V +O +W +V +U +V +R +] +Z +] +` +a +_ +_ +[ +] +_ +] +_ +b +Z +V +W +X +           + +                                                         $ "  # ! # * + $ %  !  ! "  # % "   ! %    %   # # % ' % ( # % $ % - - 0 / - 5 2 0 4 5 6 7 - 8 6 / , ; 2 2 2 4 9 8 3 2 6 0 - * 6 7 3 6 = F B < A D = 8 5 9 ? @ A ? B B A B ? @ B 9 > I L M G K K J H H F K L J J ? E G J M N J M U T U V V W a a f f i j k d h [ W W \ S N P S W T S N O V S R Q [ U \ X d c X W Y X Q [ ^ [ [ Z [ Y [ \ [ ` _ a d d ` e g e a [ ` g b b ` c n t y w v t v t k q x s u t q o n p o m q u y y v } } } } z w | } { ~ { } { y x x { } }  + +7 +5 +, +5 +H +T +H +> +' + ) +h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q + + + / B M Y Z d h h d ^ P > ,  + +w +n +k +i +k +i +e +_ +d +f +d +a +g +g +t +v +t +p +e +h +d +e +f +e +d +c +d +a +e +d +c +d +         +                                            & " ! " $ % $ $ % & ! & ! & $ # #   # ! ) / , ( & $ , 6 5 . , , 3 0 2 2 7 8 : 5 3 3 8 5 4 5 0 1 5 5 9 : 8 6 1 3 1 5 9 6 8 ; : 6 6 1 . 7 ; ; 9 > @ = ; 9 ? = 9 8 > < ; 9 > D F C : 3 3 9 @ D A > B ? B D D ? A G I J D C A D J I K K L L K R T J I F P P Q U V [ X Z _ c i j x u i h Y Y W Y Y Y U U ] Z Z ^ [ ] ^ a Z Z U _ ^ ` ] ` c _ _ \ _ f i a ] f i i j i g i j k k o h g h g f l n p n u u w x w z u u w r l o q m s o s t z u s }  w   ~ ~   y ~ x + + + +$ + + +  +W +7 +" + + +  + + + + + + + + + + + + +  + + + + +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +& + +# +& +# + + + + + +" + + + +% +! +" +' +& +1 +- +( +1 +0 +. +- +( ++ +/ +0 +3 += +; +A +B +J +E +O +H +E +I +E +G +F +F +A +@ +< +< +; +: +? +A +; +: +5 +5 +9 += +; +3 +8 +; += +@ +@ +? +6 +5 +6 +1 +3 +3 +7 +> +: +? +9 +; +9 +A +: +? +< +: +< +: +7 +6 +< +> += +9 +A +; +? +? +B +? +@ +@ +D +F +G +A +> +D +E +A +B +A +E +G +? +H +L +L +J +L +R +P +K +L +H +M +G +H +L +Q +P +Y +z + + + 6 U f | ^ D  + +_ +^ +` +\ +[ +_ +h +j +f +e +f +b +g +h +e +a +e +e +` +] +\ +b +\ +[ +[ +^ +c +b +f +f +f +           +  +    +         +                    "            ! " ' * ) , ( % # ! % % * & ( ' ' ' * % ( - ( ) - - . ) % ( + . . + ) ) + / 0 3 6 7 9 5 . 8 5 > 9 < 6 9 ; 7 7 < C 9 8 2 : ; > @ = B ? B A A ; : > ? > K A > ? @ D E B ; A 6 9 9 = @ = B B > = A G F = E A @ E I K H F I J J I F C K L J H M P [ U U T S [ d r a Z W U Z W R O X W V Z \ S K N [ T V ` ^ c Z ` c f d ^ c g f e e e _ a ` a c a h g h m h j f e d _ a m l q w v u | { | v u o m r q v x o e t u s m r p u s y { v | x x {  ~ | | y {   ~ +m 3 +^ +, + + +  +  + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +! + + +# +! +" +# +# + +# +' +' +" +) +( +( +$ +* ++ +( ++ +- +- +/ ++ +5 +A +A +? +G +C +C +C +C +< +C +> +A +B +C +B +@ += +@ +D +B +> +> +; +; +@ +G +H +H +I +E +D +F +A +> += +9 +; +; +; +@ +A +A +C +C +F +D +A +C +A +A +@ +< += +A +@ +? +B +? +A +L +I +F +; +: += +? +; +> +C +C +F +H +H +I +H +G +M +M +C +A +D +D +A +> +? +? +F +J +A +I +J +F +H +J +H +P +K +D +I +I +D +B +G +N +j + + + : b ~ h G  +m +h +j +h +j +h +f +f +k +l +k +l +h +f +d +i +i +f +d +f +_ +c +a +_ +^ +c +a +g +g +g +h +     +  )                                                                 " % ) ' ( % $ " 7 ; 5 4 8 ; = @ 8 1 8 8 2 0 - , % , 1 , ( * 2 6 1 4 3 9 = : 5 0 9 @ G ? ? @ : < > ; = 8 2 0 2 4 4 6 3 9 ; < < 7 5 < < ; > 9 B A A @ > F : 7 ? ? > > 8 6 6 = D > 9 @ > 9 7 9 A C E D @ F C A D H J H P F L I H E G K I N N V W Z Z U Y b f  +0 +H +M +@ += +B +: ++ + + + h \ X R S V W R R S X W [ _ V b _ [ c j k k c ` a h d ^ c b e f ` a k m l g g ` h l i p q n n p j s k s p v u p r t o t t x { ~ y r r  x | | w v t | ~  m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s + + + 4 [ u s [ 4 + +` +] +^ +] +Z +` +h +a +d +` +f +f +` +c +b +b +` +b +b +_ +_ +a +d +^ +_ +g +f +c +d +] + +    ! % . 1 > b g n m ` V I 2 *  +                              +                $ " !         ! $ % ' ) ( + & ' & # # * ' ' & ' - + ) ( ) * 0 . 1 1 - . - - / 2 4 6 7 4 3 0 5 0 0 6 7 7 5 7 3 0 : ; : 8 8 3 7 6 7 1 / 8 4 7 3 6 9 6 2 9 < 5 4 < = ; B I F I H I J I A ; 9 C D D E F I D E G O I B ? > @ A ? B A = @ E L ? ? @ I I N I G M G N Q O W U f  +$ += +W +p +m + + + + + + +y +^ +L + + \ ] ] [ [ [ V [ ] a [ [ \ ] \ \ ] g d b b _ _ \ ^ ^ _ f e a _ a e j j n o p l r s w r m p t p j i l t n u r y y s o u v o s v { | w z | } | } | | { x | w }    } y } W + 0 +] + +  + +2 +V +o +w +s +y +y +t +v +k +V +D +. + + + + + + + + +  + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +! +# + + + + + +! + +! +: +; +7 +7 +J +O +O +I +N +X +S +Z +b +[ +V +\ +\ +Z +V +U +N +K +L +L +M +P +J +@ +F +D +J +? +? +I +H +I +G +D +A +> +< += +A +> +? +@ +> +: +8 +7 +9 +< +; +7 +7 +0 +6 +; +< +D +@ +@ +9 +@ +? +@ +8 +7 +> +? +9 +: +C +@ +: +@ +@ +B +D +? +A +9 +8 +@ +A +> +J +K +E +G +K +G +E +L +H +Y +S +Q +K +H +G +C +I +E +F +I +? +9 +> +< +> +H +K +C +J +O +M +K +K +D +N +M +E +i + + + 8 _ ~ a ? +d +b +a +d +m +n +f +e +b +d +s +q +g +f +k +x +k +k +f +j +f +h +g +d +_ +g +_ +\ +d +\ +            + Q s Q A            * #                 +      +                    "  ! ! "      ) , ( ' % & # # " ) . , ' & 0 . ) , & + ( & % , , + ' - - ' " ! ) ) ) 2 2 6 4 2 A > 8 8 4 6 1 0 ) * . / + 1 0 . 5 6 - 1 * - 0 1 7 7 8 8 4 1 : : > > 8 < : C @ @ D D @ > = C B @ B D A 9 8 E G O I M R G B = N O O L O K O O O J L G H N Q K R F E T Z g +9 +W +v + + + + + + + + + + + + +c +, + r [ W U S O T ^ \ R V W [ X _ _ c f b h g \ a c l h d e l d d e i g g l i c m k o t p m l n w r m r v w x z s v x u n r w u u o v { } y { w v } ~ z  | +U +! + +  +H +v + + + + + + + + + + + +f +@ + +  + + + + + +  + + + + + + + + + + + + + + + + + +  + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +# +$ + +$ +) +" + + +# +% +! +! +$ +# +" +2 +@ +C +K +P +M +N +Q +J +I +I +F +B +C +@ +@ +B +> +? +A +F +H +D +@ +D +> +> += +A +: +B +B +B +? +E +B +C +A +C +> +@ +; +5 +7 +: += +> += +? +@ +@ +B +C +R +J +L +O +M +H +D +C +E +? +; +9 +B +? +: += +? +A += +A +? +B +B +@ +E +8 += +: +< +A +C +E +C +C +I +G +H +F +G +A +> +D +E +I +C +E +I +H +I +H +K +O +P +Q +P +V +T +U +R +O +O +O +d + + + 6 U z j A  +h +c +d +c +] +b +h +c +h +` +d +b +_ +c +W +_ +_ +` +d +b +d +g +h +g +` +f +_ +c +b +a +   F w a 2                           + +    +  +  +                           !    ! % !   %  $ " % % "  # & % $ % ( (  $ ! " ! $ , ' ) , 2 4 5 8 2 , ) 2 . 1 . . 6 5 7 : 1 . + 4 / , + - . - 1 4 9 = < 0 4 5 9 ? ; @ ; C = @ = @ B E E H E @ A @ @ @ = @ H @ A D E C = = A A : > = D A > > A H H E M E L K P F B L O b +4 +k +} + + + + + + + + + + + + + + +k +" + ^ [ ` ` f ` _ _ ` [ [ b d _ ^ b b c c i h d ] \ _ d f h j g d f l m p n m m n y u q r { u r u v } { y | } { | u y |  y z x q z | w u y |   | y w y ~ ~ ) ++ +_ +) + + + +< +c + + + + + + + + + + + + + + +}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n O  +e +g +f +c +b +b +g +e +[ +V +Y +e +c +[ +_ +[ +[ +^ +` +[ +T +S +T +W +^ +b +f +\ +W +_ +   C | W <   +                           !                                    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E A A D C E B F A C > > F = > C C D G E D = @ ? ? = C = E F I N K F E L H J D I E L D O X T T v 5 +a + + + + + + + + + + + + + + + + + +T + s g ` ^ \ _ b X V ] \ X [ b ] ] Y ] a d a g h j j l c h h f g e j j h j s r q w x u u t u t z w | v p s y { y v w s k r h u r u t r r y u x w u | ~  ~ | z } }  +H +r + + + + + + + + + + + + + + + +|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{ + + + C i  j I  +{ +v +t +q +s +u +o +h +g +g +i +i +f +j +f +h +e +h +f +i +h +j +k +k +l +h +i +o +m +o + - p x B $      +   +    +   + +       +    +  +                  !             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convert to exclusion (True=excluded) + user_mask_valid = np.array([[1, 1, 0], [1, 0, 1], [1, 1, 1]], dtype=int) + mask_excl = user_mask_valid == 0 # bool - # Row medians over masked pixels: - # row 0: median([1,2]) = 1.5 - # row 1: median([4,6]) = 5.0 - # row 2: median([7,8,9]) = 8.0 - bg = np.median([1, 2, 4, 6, 7, 8, 9]) # all masked values - expected = img - np.array([[1.5], [5.0], [8.0]]) + bg + leveled = level_med_line(img, mask_excl, polyx=1.0, polyy=0) - np.testing.assert_allclose(leveled, expected) + # Because each row has <=10 valid pixels, the function leaves rows unchanged. + np.testing.assert_allclose(leveled, img, equal_nan=True) -def test_level_med_line_default_mask(): - """When mask=None, use non-NaN pixels and bg=nanmedian(img).""" +def test_level_med_line_large_image_median_subtraction_and_recentering(): + """ + Test rows with >10 valid pixels. + + Subtract per-row median and add global masked median. + """ + # Build a 3x20 image with clear, easy-to-check medians + _, cols = 3, 20 + # Row medians will be easy if rows are arithmetic sequences: + img = np.vstack( + [ + np.linspace(1.0, 20.0, cols), # row 0 median = 10.5 + np.linspace(101.0, 120.0, cols), # row 1 median = 110.5 + np.linspace(-20.0, -1.0, cols), # row 2 median = -10.5 + ] + ) + + # Exclusion mask: False everywhere (i.e., all pixels valid) + mask_excl = np.zeros_like(img, dtype=bool) + + # Use polyx=1.0 (strength = 1), polyy ignored + leveled = level_med_line(img, mask_excl, polyx=1.0, polyy=0) + + # Global masked median over all valid pixels + bg = float(np.median(img)) + + # Expected per-row: img - row_median + bg + row_meds = np.array( + [np.median(img[0, :]), np.median(img[1, :]), np.median(img[2, :])], dtype=float + ) + expected = img - row_meds[:, None] + bg + + np.testing.assert_allclose(leveled, expected, rtol=1e-7, atol=0, equal_nan=True) + + +def test_level_med_line_mixed_row_coverage(): + """Test rows that pass the guard are leveled; rows that fail remain unchanged.""" + _, cols = 3, 20 + img = np.vstack( + [ + np.linspace(1.0, 20.0, cols), # row 0 + np.linspace(4.0, 23.0, cols), # row 1 + np.linspace(7.0, 26.0, cols), # row 2 + ] + ) + + # Exclusion mask: + # - Row 0: 12 valid pixels (False) then 8 excluded (True) -> passes guard (>10) + # - Row 1: 10 valid pixels then 10 excluded -> fails guard (==10) + # - Row 2: all 20 valid -> passes guard + mask_excl = np.zeros_like(img, dtype=bool) + mask_excl[0, 12:] = True # exclude last 8 columns + mask_excl[1, 10:] = True # exclude last 10 columns + # row 2 remains all False (all valid) + + leveled = level_med_line(img, mask_excl, polyx=1.0, polyy=0) + + # Compute bg over valid pixels only + masked = np.where(~mask_excl, img, np.nan) + bg = float(np.nanmedian(masked)) + + # Row medians over valid pixels + r0_med = float(np.median(img[0, ~mask_excl[0]])) # 12 valid + _ = float(np.median(img[1, ~mask_excl[1]])) # 10 valid (fails guard) + r2_med = float(np.median(img[2, ~mask_excl[2]])) # 20 valid + + expected = img.copy() + expected[0, :] = img[0, :] - r0_med + bg # row 0 leveled + expected[1, :] = img[1, :] # row 1 unchanged (<=10 valids) + expected[2, :] = img[2, :] - r2_med + bg # row 2 leveled + + np.testing.assert_allclose(leveled, expected, rtol=1e-7, atol=0, equal_nan=True) + + +def test_level_med_line_gain_polyx_positive(): + """Test that polyx>0 scales the row median baseline before re-centering.""" + _, cols = 2, 20 + img = np.vstack( + [ + np.linspace(0.0, 19.0, cols), # row 0 median = 9.5 + np.linspace(10.0, 29.0, cols), # row 1 median = 19.5 + ] + ) + mask_excl = np.zeros_like(img, dtype=bool) # all valid + + polyx = 0.6 + leveled = level_med_line(img, mask_excl, polyx=polyx, polyy=0) + + bg = float(np.median(img)) + row_meds = np.array([np.median(img[0, :]), np.median(img[1, :])], dtype=float) + expected = img - (polyx * row_meds[:, None]) + bg + + np.testing.assert_allclose(leveled, expected, rtol=1e-7, atol=0) + + +def test_level_med_line_gain_polyx_nonpositive_defaults_to_one(): + """Test that polyx<=0 defaults gain to 1.0.""" + _, cols = 2, 20 + img = np.vstack( + [np.arange(cols, dtype=float), np.arange(cols, dtype=float) + 100.0] + ) + mask_excl = np.zeros_like(img, dtype=bool) + + leveled = level_med_line(img, mask_excl, polyx=0.0, polyy=0) # nonpositive + bg = float(np.median(img)) + row_meds = np.array([np.median(img[0, :]), np.median(img[1, :])], dtype=float) + expected = img - row_meds[:, None] + bg + + np.testing.assert_allclose(leveled, expected, rtol=1e-7, atol=0) + + +def test_level_med_line_mask_convention_exclusion_true(): + """ + Library expects exclusion masks (True=excluded). + + Passing a validity mask instead produces a different result once rows meet the + guard. + """ + _, cols = 2, 20 + # Two rows with different medians to avoid bg == row_median cancellation + # Row 0: 0..19 (median ≈ 9.5) + # Row 1: 100..119 (median ≈ 109.5) + img = np.vstack( + [ + np.linspace(0.0, 19.0, cols), + np.linspace(100.0, 119.0, cols), + ] + ) + + # User-level validity mask: 1 = valid, 0 = invalid. + # In row 0, mark first 5 pixels invalid; row 1 all valid. + user_valid = np.ones_like(img, dtype=int) + user_valid[0, 0:5] = 0 + + # WRONG: pass validity directly (True=valid) to an API that expects + # exclusion mask (True=excluded). This will invert semantics. + wrong_mask = user_valid.astype(bool) # True=valid (WRONG for API) + leveled_wrong = level_med_line(img, wrong_mask, polyx=1.0, polyy=0) + + # RIGHT: convert to exclusion mask (True=excluded) + mask_excl = user_valid == 0 # True=excluded (CORRECT) + leveled_right = level_med_line(img, mask_excl, polyx=1.0, polyy=0) + + # Both rows have >10 valid pixels under the CORRECT mask: + # - Row 0: 15 valid → row_median applied + # - Row 1: 20 valid → row_median applied + # The global masked median (over both rows) differs from each row median, + # so leveled_right != img and leveled_wrong != leveled_right in general. + assert not np.allclose(leveled_wrong, leveled_right) + + +def test_level_med_line_default_mask_small_image_rows_unchanged(): + """Test when mask=None and rows have <=10 valid pixels, rows remain unchanged.""" img = np.array([[1.0, 2.0, np.nan], [4.0, np.nan, 6.0], [7.0, 8.0, 9.0]]) leveled = level_med_line(img, mask=None, polyx=1, polyy=0) - bg = np.nanmedian(img) - row_medians = np.array( + # Guard (>10) prevents median subtraction on all rows in this tiny image. + np.testing.assert_allclose(leveled, img, equal_nan=True) + + +def test_level_med_line_default_mask_wide_image_applies_row_median_and_bg(): + """Test when mask=None and rows have >10 finite pixels. + + Subtract per-row median and add global nanmedian. + """ + _, cols = 3, 20 + img = np.vstack( [ - np.nanmedian(img[0, :]), - np.nanmedian(img[1, :]), - np.nanmedian(img[2, :]), + np.linspace(1.0, 20.0, cols), # no NaNs -> valid count 20 + np.linspace(101.0, 120.0, cols), + np.linspace(-20.0, -1.0, cols), ] ) + # Sprinkle a few NaNs but keep valid count > 10 + img[0, [3, 7]] = np.nan + img[1, [1, 12, 18]] = np.nan + img[2, [5]] = np.nan + + leveled = level_med_line(img, mask=None, polyx=1, polyy=0) + + bg = float(np.nanmedian(img)) + row_medians = np.array( + [np.nanmedian(img[0, :]), np.nanmedian(img[1, :]), np.nanmedian(img[2, :])], + dtype=float, + ) expected = img - row_medians[:, None] + bg - np.testing.assert_allclose(leveled, expected) + np.testing.assert_allclose(leveled, expected, equal_nan=True) def test_level_med_line_polyx_scale_and_zero(): - """Polyx acts as a scale; polyx==0 behaves like scale=1.""" - img = np.array([[1, 3], [2, 4]], dtype=float) - # mask None -> all valid - leveled_scale1 = level_med_line(img, None, polyx=0, polyy=0) - leveled_scale2 = level_med_line(img, None, polyx=2, polyy=0) + """Test that polyx acts as a scale. + + polyx==0 behaves like scale=1 (rows must pass guard). + """ + _, cols = 2, 20 + # Simple sequences with known medians: + # row 0 median = 9.5, row 1 median = 29.5 + img = np.vstack( + [ + np.linspace(0.0, 19.0, cols), + np.linspace(20.0, 39.0, cols), + ] + ) - # For 2x2, row medians are [2,3], bg = median([1,2,3,4]) = 2.5 - expected1 = img - np.array([[2], [3]]) + 2.5 - expected2 = img - 2 * np.array([[2], [3]]) + 2.5 + # mask=None → all finite are valid; each row has 20 valid pixels (>10) + leveled_scale1 = level_med_line(img, mask=None, polyx=0, polyy=0) # defaults to 1.0 + leveled_scale2 = level_med_line(img, mask=None, polyx=2, polyy=0) # scale = 2.0 - np.testing.assert_allclose(leveled_scale1, expected1) - np.testing.assert_allclose(leveled_scale2, expected2) + bg = float(np.nanmedian(img)) # median of all valid pixels + + row_medians = np.array( + [ + np.nanmedian(img[0, :]), + np.nanmedian(img[1, :]), + ], + dtype=float, + ) # → [9.5, 29.5] + + expected1 = img - row_medians[:, None] + bg + expected2 = img - 2.0 * row_medians[:, None] + bg + + np.testing.assert_allclose(leveled_scale1, expected1, equal_nan=True) + np.testing.assert_allclose(leveled_scale2, expected2, equal_nan=True) # ------------------------------- @@ -282,6 +471,13 @@ def test_apply_level_raises_on_unknown_method(): apply_level(img, polyx=0, polyy=0, method="not-a-method", mask=None) +def test_get_background_raises_on_unknown_method(): + """Test that get_background raises a ValueError on unknown method.""" + img = np.zeros((5, 5)) + with pytest.raises(ValueError): + get_background(img, polyx=0, polyy=0, method="not-a-method", mask=None) + + def test_apply_level_mask_shape_mismatch(): """Test that apply_level raises a ValueError if mask shape does not match image.""" img = np.zeros((5, 5)) @@ -335,3 +531,82 @@ def test_idempotence_on_flat_data(method, kwargs): img = rng.normal(scale=1e-5, size=(20, 20)) # nearly flat noise leveled = apply_level(img, method=method, mask=None, **kwargs) np.testing.assert_allclose(leveled, img, rtol=1e-6, atol=5e-5) + + +# --------------------------------- +# apply_level: real data tests +# --------------------------------- + + +def nrmse_range(a: np.ndarray, b: np.ndarray) -> float: + """Compute the root-mean-square difference normalised by dynamic range.""" + a = np.asarray(a, float) + b = np.asarray(b, float) + m = np.isfinite(a) & np.isfinite(b) + if not np.any(m): + return 0.0 + rmse = np.sqrt(np.mean((a[m] - b[m]) ** 2)) + denom = float(np.nanmax(b[m]) - np.nanmin(b[m])) + return float(rmse / denom) if denom != 0 else float(rmse) + + +def test_apply_level_plane_runs_on_real_resource(load_npz): + """Test that apply_level with 'plane' method runs on real data.""" + z = load_npz("afm_0_00003_raw.npz") + img = z.get("data") + + out = apply_level(img, polyx=1, polyy=1, method="plane", mask=None) + + assert out.shape == img.shape + assert np.isfinite(out).all() + + # trend reduction: row/col mean range should drop + row_before = np.ptp(np.nanmean(img, axis=1)) + col_before = np.ptp(np.nanmean(img, axis=0)) + row_after = np.ptp(np.nanmean(out, axis=1)) + col_after = np.ptp(np.nanmean(out, axis=0)) + + assert row_after <= row_before * 0.8 + assert col_after <= col_before * 0.8 + + +@pytest.mark.parametrize( + "method,polyx,polyy,ref_file,tol", + [ + ("plane", 1, 1, "afm_0_00003_nanolocz_plane_1_1.npz", 1e-14), + ("line", 1, 0, "afm_0_00003_nanolocz_line_1_0.npz", 1e-14), + ("med_line", 1, 0, "afm_0_00003_nanolocz_medline_1_0.npz", 1e-14), + ], +) +def test_apply_level_matches_matlab_reference( + load_npz, method, polyx, polyy, ref_file, tol +): + """Apply_level matches MATLAB reference outputs on a real AFM resource.""" + # Load raw image and force to 2D if stored as (1,H,W) + z = load_npz("afm_0_00003_raw.npz") + img = z["data"] + if img.ndim == 3 and img.shape[0] == 1: + img = img[0] + assert img.ndim == 2 + + # Load MATLAB reference (should be 2D) + ref = load_npz(ref_file)["data"] + if ref.ndim == 3 and ref.shape[0] == 1: + ref = ref[0] + assert ref.ndim == 2 + + out = apply_level(img, polyx=polyx, polyy=polyy, method=method, mask=None) + + assert out.shape == ref.shape + assert nrmse_range(out, ref) < tol + + +def test_get_background_consistency(load_npz): + """Test that img - apply_level == get_background for 'plane' method.""" + img = load_npz("afm_0_00003_raw.npz")["data"] + + out = apply_level(img, polyx=1, polyy=1, method="plane", mask=None) + bg = get_background(img, polyx=1, polyy=1, method="plane", mask=None) + + # by definition: img - out == bg + assert np.allclose(img - out, bg, rtol=0, atol=1e-12) diff --git a/tests/test_level_auto.py b/tests/test_level_auto.py index d7ad050..f91b46c 100644 --- a/tests/test_level_auto.py +++ b/tests/test_level_auto.py @@ -1,9 +1,20 @@ """Tests for the level_auto module.""" +from typing import Any + import numpy as np import pytest -from pnanolocz_lib.level_auto import ROUTINES, _compute_gauss_limits, apply_level_auto +from pnanolocz_lib import level_auto +from pnanolocz_lib.level_auto import ( + ROUTINES, + _compute_anisotropy_ratio, + _compute_gauss_limits, + _gauss1_model, + _matches_trigger, + _maybe_inject_precond, + apply_level_auto, +) # ------------------------------ # Smoke/tests of ROUTINES @@ -15,6 +26,13 @@ def test_routines_contains_expected_names(): assert "plane-line" in ROUTINES assert "iterative 1nm high" in ROUTINES assert "iterative -1nm low" in ROUTINES + assert "iterative high low" in ROUTINES + assert "Line1 + Otsu Line2" in ROUTINES + assert "high-low x2 (fit)" in ROUTINES + assert "iterative fit holes" in ROUTINES + assert "iterative fit peaks" in ROUTINES + assert "multi-plane-edges" in ROUTINES + assert "multi-plane-otsu" in ROUTINES # ------------------------------ @@ -22,16 +40,29 @@ def test_routines_contains_expected_names(): # ------------------------------ -def test_compute_gauss_limits_fit_band_is_mu_pm_1p5_sigma(): - """Returns limits close to μ ± 1.5sigma for 'gauss_fit' with NaN-tolerant fit.""" +def test_compute_gauss_limits_fit_band_is_mu_pm_1p5_sqrt2_sigma(): + """'gauss_fit' uses gauss1 width (c1), so limits ≈ μ ± 1.5*sqrt(2)*σ.""" rng = np.random.default_rng(0) - # Target μ ≈ 5, σ ≈ 2 with some NaNs sprinkled in - base = rng.normal(loc=5.0, scale=2.0, size=30_000) - base[::97] = np.nan + base = rng.normal(loc=5.0, scale=2.0, size=30_000).astype(float) + base[::97] = np.nan # sprinkle NaNs to exercise NaN-safe path + lo, hi = _compute_gauss_limits(base, "gauss_fit") - # Expected band ~ [5 - 3, 5 + 3] with small tolerance - assert abs((5.0 - 3.0) - lo) < 0.4 - assert abs((5.0 + 3.0) - hi) < 0.4 + + # Empirical μ, σ over finite values + finite = base[np.isfinite(base)] + mu = float(np.mean(finite)) + sigma = float(np.std(finite, ddof=0)) + + # For gauss1, band is μ ± 1.5*sqrt(2)*σ (since c1 = sqrt(2)*σ) + expected_delta = 1.5 * np.sqrt(2.0) * sigma + + # Allow a modest tolerance to account for histogram binning + fit noise + assert abs((mu - expected_delta) - lo) < 0.5 + assert abs((mu + expected_delta) - hi) < 0.5 + + # Optional symmetry check around the empirical center + center = 0.5 * (lo + hi) + assert abs(center - mu) < 0.25 def test_compute_gauss_limits_peaks_and_holes_shapes(): @@ -51,6 +82,295 @@ def test_compute_gauss_limits_rejects_unknown_kind(): _compute_gauss_limits(np.array([0.0, 1.0]), "not-a-kind") +# ------------------------------ +# _matches_trigger +# ------------------------------ + + +def test_matches_trigger_true_for_apply_level_plane_1_1(): + """Test that _matches_trigger returns True for matching apply_level params.""" + + def apply_level(): # name matters + raise RuntimeError("not called") + + params = {"method": "plane", "polyx": 1, "polyy": 1} + trigger = { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } # list of triggers + } + assert _matches_trigger(apply_level, params, trigger) is True + + +def test_matches_trigger_false_for_wrong_func_name(): + """Test that _matches_trigger returns False for non-matching func name.""" + + def something_else(): + raise RuntimeError("not called") + + params = {"method": "plane", "polyx": 1, "polyy": 1} + trigger = { + "after_step": {"func": "apply_level", "method": "plane", "polyx": 1, "polyy": 1} + } + assert _matches_trigger(something_else, params, trigger) is False + + +def test_matches_trigger_false_for_param_mismatch(): + """Test that _matches_trigger returns False for non-matching params.""" + + def apply_level(): + raise RuntimeError("not called") + + params = {"method": "line", "polyx": 1, "polyy": 1} # method mismatch + trigger = { + "after_step": { + "func": "apply_level", + "method": "plane", + "polyx": 1, + "polyy": 1, + } # list of methods + } + assert _matches_trigger(apply_level, params, trigger) is False + + +# ------------------------------ +# _compute_anisotropy_ratio +# ------------------------------ + + +def test_compute_anisotropy_ratio_constant_image_gives_zero_ratio(): + """Test that _compute_anisotropy_ratio returns zero ratio for a constant image.""" + img = np.zeros((32, 32), dtype=np.float64) + std_x, std_y, ratio = _compute_anisotropy_ratio(img) + assert std_x == 0.0 + assert std_y == 0.0 + assert ratio == 0.0 + + +def test_compute_anisotropy_ratio_std_x_zero_std_y_nonzero_gives_inf(): + """Test that _compute_anisotropy_ratio returns inf ratio if std_x=0 and std_y>0.""" + # rows vary, columns do not => col_means constant => std_x = 0, std_y > 0 + H, W = 40, 30 + img = np.tile(np.linspace(0.0, 10.0, H, dtype=np.float64)[:, None], (1, W)) + std_x, std_y, ratio = _compute_anisotropy_ratio(img) + assert std_x == 0.0 + assert std_y > 0.0 + assert np.isinf(ratio) + + +def test_compute_anisotropy_ratio_handles_nans(): + """Test that _compute_anisotropy_ratio handles NaNs without error.""" + H, W = 32, 32 + img = np.tile(np.linspace(0.0, 1.0, H, dtype=np.float64)[:, None], (1, W)) + img[::7, ::5] = np.nan + + std_x, std_y, ratio = _compute_anisotropy_ratio(img) + + assert std_x >= 0.0 + assert std_y >= 0.0 + assert np.isfinite(std_x) + assert np.isfinite(std_y) + # ratio can be finite or inf depending on std_x guard; but must not be NaN + assert not np.isnan(ratio) + + +# ------------------------------ +# _gauss1_model +# ------------------------------ + + +def test_gauss1_model_shape_and_dtype(): + """Test that _gauss1_model retnrs the correct shape and data type.""" + x = np.linspace(-3, 3, 101, dtype=np.float64) + y = _gauss1_model(x, a1=10.0, b1=0.5, c1=2.0) + assert y.shape == x.shape + assert y.dtype == np.float64 + assert np.all(y >= 0.0) + + +# ------------------------------ +# _maybe_inject_precond +# ------------------------------ + + +def test_maybe_inject_precond_no_policy_no_injection(): + """Test that no injection occurs when routine is not in triggers.""" + img = np.zeros((16, 16), dtype=np.float64) + + def apply_level(): + raise RuntimeError("not called") + + out, injected = _maybe_inject_precond( + img, + routine="not-a-routine", + func_obj=apply_level, + params={"method": "plane", "polyx": 1, "polyy": 1}, + injected=False, + apply_level_fn=lambda *a, **k: img + 999.0, # would be obvious if called + debug=False, + ) + assert injected is False + assert np.allclose(out, img) + + +def test_maybe_inject_precond_trigger_mismatch_no_injection(): + """Test that no injection occurs when trigger does not match.""" + # Routine exists, but params don't match trigger (method != plane) + img = np.zeros((16, 16), dtype=np.float64) + + def apply_level(): + raise RuntimeError("not called") + + out, injected = _maybe_inject_precond( + img, + routine="multi-plane-edges", + func_obj=apply_level, + params={"method": "line", "polyx": 1, "polyy": 1}, + injected=False, + apply_level_fn=lambda *a, **k: img + 999.0, + debug=False, + ) + assert injected is False + assert np.allclose(out, img) + + +def test_maybe_inject_precond_ratio_gate_fires_and_calls_apply_level_fn(): + """Test that injection occurs when anisotropy ratio gate fires.""" + # Build an image with std_x=0, std_y>0 => ratio = inf => should pass first gate. + H, W = 50, 20 + img = np.tile(np.linspace(0.0, 10.0, H, dtype=np.float64)[:, None], (1, W)) + + calls: list[dict[str, Any]] = [] + + def apply_level_fn(im, *, polyx, polyy, method, mask): + calls.append( + { + "polyx": polyx, + "polyy": polyy, + "method": method, + "mask_is_none": mask is None, + } + ) + return np.asarray(im + 1.0, dtype=np.float64) + + # func_obj name must be "apply_level" to match trigger + def apply_level(): + raise RuntimeError("not called") + + out, injected = _maybe_inject_precond( + img, + routine="multi-plane-edges", + func_obj=apply_level, + params={"method": "plane", "polyx": 1, "polyy": 1}, + injected=False, + apply_level_fn=apply_level_fn, + debug=False, + ) + + assert injected is True + assert len(calls) == 1 + assert calls[0]["method"] == "med_line" + assert calls[0]["polyy"] == 0 + assert calls[0]["mask_is_none"] is True + # first gate for multi-plane-edges is (7.0, 1.0) => polyx should be 1.0 + assert calls[0]["polyx"] == 1.0 + assert np.allclose(out, img + 1.0) + + +def test_maybe_inject_precond_only_once_if_already_injected(): + """Test that no injection occurs if already injected.""" + img = np.zeros((20, 20), dtype=np.float64) + + calls = {"n": 0} + + def apply_level_fn(im, **kwargs): + calls["n"] += 1 + return np.asarray(im + 1.0, dtype=np.float64) + + def apply_level(): + raise RuntimeError("not called") + + out, injected = _maybe_inject_precond( + img, + routine="multi-plane-edges", + func_obj=apply_level, + params={"method": "plane", "polyx": 1, "polyy": 1}, + injected=True, # already injected + apply_level_fn=apply_level_fn, + debug=False, + ) + + assert injected is True + assert calls["n"] == 0 # must not call again + assert np.allclose(out, img) + + +# ------------------------------ +# apply_level_auto: gaussian args intercept +# ------------------------------ + + +def test_apply_level_auto_intercepts_gauss_args_and_passes_tuple(monkeypatch): + """Test that apply_level_auto intercepts 'gauss_fit' args and passes limits.""" + # Patch compute_gauss_limits so we can assert it was used + seen = {"called": False, "kind": None} + + def fake_compute_gauss_limits(image, kind): + seen["called"] = True + seen["kind"] = kind + return (-1.0, 2.0) + + monkeypatch.setattr(level_auto, "_compute_gauss_limits", fake_compute_gauss_limits) + + # Patch apply_thresholder inside la namespace + # (identity check uses la.apply_thresholder) + def fake_apply_thresholder(img, method, args, invert=False): + # args must be the tuple from fake_compute_gauss_limits + assert args == (-1.0, 2.0) + assert method == "histogram" + return np.zeros_like(img, dtype=bool) + + monkeypatch.setattr(level_auto, "apply_thresholder", fake_apply_thresholder) + + # Patch apply_level to avoid bringing in the real leveling stack + def fake_apply_level(img, polyx, polyy, method, mask=None): + return np.asarray(img, dtype=np.float64) # identity + + monkeypatch.setattr(level_auto, "apply_level", fake_apply_level) + + # Create a tiny custom routine that *only* runs the gaussian threshold step. + # (Important: func must be la.apply_thresholder so the "is" check triggers) + monkeypatch.setitem( + ROUTINES, + "_gauss_only_test", + [ + { + "func": level_auto.apply_thresholder, + "method": "histogram", + "args": ["gauss_fit"], + "invert": False, + }, + { + "func": level_auto.apply_level, + "polyx": 0, + "polyy": 0, + "method": "mean_plane", + }, + ], + ) + + img = np.random.default_rng(0).normal(size=(16, 16)).astype(np.float64) + out = apply_level_auto(img, routine="_gauss_only_test") + + assert seen["called"] is True + assert seen["kind"] == "gauss_fit" + assert out.shape == img.shape + assert np.isfinite(out).all() + + # ------------------------------ # apply_level_auto: shape & errors # ------------------------------ @@ -136,3 +456,64 @@ def test_iterative_fit_holes_and_peaks_run_and_stay_finite(): assert out_peaks.shape == stack.shape assert np.isfinite(out_holes).all() assert np.isfinite(out_peaks).all() + + +# --------------------------------- +# apply_level_auto: real data tests +# --------------------------------- + + +def test_plane_line_runs_on_real_spm_resource_and_improves_trend(load_npz): + """Test that plane-line routine runs on real AFM data and reduces trends.""" + z = load_npz("afm_0_00003_raw.npz") + data = z["data"] + assert data.ndim in (2, 3) + + # pick frame 5 if stack, else use image + img = data[5] if data.ndim == 3 and data.shape[0] > 5 else data + + out = apply_level_auto(img, routine="plane-line") + + assert out.shape == img.shape + assert np.isfinite(out).all() + + # Trend reduction check: row/col mean range should drop noticeably + row_before = np.ptp(np.nanmean(img, axis=1)) + col_before = np.ptp(np.nanmean(img, axis=0)) + row_after = np.ptp(np.nanmean(out, axis=1)) + col_after = np.ptp(np.nanmean(out, axis=0)) + + assert row_after <= row_before * 0.8 + assert col_after <= col_before * 0.8 + + +def nrms(a: np.ndarray, b: np.ndarray) -> float: + """Compute the normalized root-mean-square difference between two arrays.""" + denom = np.linalg.norm(b.ravel()) + if denom == 0: + return float(np.linalg.norm((a - b).ravel())) + return float(np.linalg.norm((a - b).ravel()) / denom) + + +def test_plane_line_matches_reference_with_tolerance(load_npz): + """Test that plane-line routine matches reference data within tolerance.""" + z_img = load_npz("afm_0_00003_raw.npz") # raw input image + z_peaks_ref = load_npz( + "afm_0p0_00003_nanolocz_fitpeaks.npz" + ) # reference image processed with Nanolocz using 'iterative fit peaks' routine + + z_mpo_ref = load_npz( + "afm_0p0_00003_nanolocz_multiplaneotsu.npz" + ) # reference image processed with Nanolocz using 'multi-plane-otsu' routine + img = z_img.get("data") + peaks_ref = z_peaks_ref.get("data") + mpo_ref = z_mpo_ref.get("data") + + img = img.astype(float) + peaks_ref = peaks_ref.astype(float) + mpo_ref = mpo_ref.astype(float) + + out_peaks = apply_level_auto(img, routine="iterative fit peaks") + out_mpo = apply_level_auto(img, routine="multi-plane-otsu") + assert nrms(out_peaks, peaks_ref) < 0.02 # within 2% NRMS difference + assert nrms(out_mpo, mpo_ref) < 0.02 # within 2% NRMS difference diff --git a/tests/test_level_weighted.py b/tests/test_level_weighted.py index 2488cad..4e2f8f8 100644 --- a/tests/test_level_weighted.py +++ b/tests/test_level_weighted.py @@ -4,7 +4,6 @@ import pytest from pnanolocz_lib.level_weighted import ( - _center_scale_indices, _find_regions, _polyfit_centered, _polyval_centered, @@ -17,22 +16,6 @@ ) -def test_center_scale_indices_basic(): - """Test centering and scaling of a simple index array.""" - arr = np.array([0, 1, 2, 3, 4], dtype=float) - std, c, s = _center_scale_indices(arr) - np.testing.assert_allclose(std.mean(), 0, atol=1e-12) - assert s > 0 - - -def test_center_scale_indices_empty(): - """Test that empty index array returns defaults.""" - std, c, s = _center_scale_indices(np.array([], dtype=float)) - assert std.size == 0 - assert c == 0 - assert s == 1 - - def test_polyfit_and_polyval_centered(): """Test polynomial fitting and evaluation with centering/scaling.""" x = np.array([0, 1, 2, 3, 4], dtype=float) diff --git a/tests/test_thresholder.py b/tests/test_thresholder.py index d3735b7..3e93a79 100644 --- a/tests/test_thresholder.py +++ b/tests/test_thresholder.py @@ -4,6 +4,7 @@ import pytest from pnanolocz_lib.thresholder import ( + apply_thresholder, auto_edges, hist_edges, hist_skel, @@ -13,8 +14,6 @@ otsu_edges, otsu_skel, selection, - thresholder, - to_nan_mask, ) # --------------------------------------------------------------------- @@ -22,21 +21,14 @@ # --------------------------------------------------------------------- -def test_to_nan_mask_basic(): - """Converts boolean mask to float mask with 1.0 for True and NaN for False.""" - m = np.array([[True, False], [False, True]]) - out = to_nan_mask(m) - assert out.dtype == float - assert np.all(out[m] == 1.0) - assert np.all(np.isnan(out[~m])) - - def test_selection_passthrough_boolean(): - """Treats nonzero input as True and returns a NaN-masked float image.""" + """Treats nonzero input as True and returns a boolean mask.""" m = np.array([[1, 0], [0, 1]], dtype=np.uint8) out = selection(m, None) - assert np.all(out[m.astype(bool)] == 1.0) - assert np.all(np.isnan(out[~m.astype(bool)])) + # included pixels (nonzero) are False → ~out True + assert np.all(~out[m.astype(bool)]) + # excluded pixels (zero) are True + assert np.all(out[~m.astype(bool)]) # --------------------------------------------------------------------- @@ -49,8 +41,9 @@ def test_histogram_inclusive_range_and_validation(): img = np.linspace(0, 1, 10).reshape(2, 5) out = histogram(img, limits=(0.2, 0.6)) mask = (img >= 0.2) & (img <= 0.6) - assert np.all((out[mask] == 1.0)) - assert np.all(np.isnan(out[~mask])) + assert np.all(~out[mask]) # inside range → False + assert np.all(out[~mask]) # outside range → True + with pytest.raises(ValueError): histogram(img, limits=None) with pytest.raises(ValueError): @@ -63,14 +56,15 @@ def test_histogram_inclusive_range_and_validation(): def test_otsu_bimodal(): - """Produces both kept (1.0) and excluded (NaN) regions for a bimodal image.""" + """Produces both kept (True) and excluded (False) regions for a bimodal image.""" rng = np.random.default_rng(0) a = rng.normal(0.2, 0.02, size=(30, 30)) b = rng.normal(0.8, 0.02, size=(30, 30)) img = np.block([[a, a], [b, b]]) # 60x60 bimodal + out = otsu(img, None) - kept = np.sum(out == 1.0) - dropped = np.sum(np.isnan(out)) + kept = np.sum(out) # True pixels + dropped = np.sum(~out) # False pixels assert kept > 0 and dropped > 0 @@ -91,36 +85,51 @@ def test_auto_edges_finds_edges_safely(): img = _synthetic_square() out = auto_edges(img, None) assert out.shape == img.shape - assert np.isnan(out).any() - assert (out == 1.0).any() + assert np.any(out) # some True values + assert np.any(~out) def test_hist_edges_and_validation(): """Detects edges using intensity limits and validates limit shape.""" img = _synthetic_square() out = hist_edges(img, limits=(0.25, 0.75)) + # There should be both included (True) and excluded/edges (False) pixels assert out.shape == img.shape - assert np.isnan(out).any() and (out == 1.0).any() + assert np.any(out) # some True pixels (kept regions) + assert np.any(~out) # some False pixels (edges/excluded) + with pytest.raises(ValueError): hist_edges(img, limits=None) def test_otsu_edges_detects_transition(): - """Finds transitions after Otsu thresholding and marks them as NaN.""" - # Use vertical stripes to guarantee many transitions that survive smoothing. - # This is more robust across skimage/NumPy builds than a single square. + """Mask output is boolean and has correct shape.""" h, w = 64, 64 - one_band = np.r_[np.zeros(4), np.ones(4)] # 8-pixel period + one_band = np.r_[np.zeros(16), np.ones(16)] row = np.tile(one_band, w // one_band.size) img = np.tile(row, (h, 1)).astype(float) out = otsu_edges(img, None) assert out.shape == img.shape - # Primary expectation: edges (NaN) plus non-edges (1.0) - if not (np.isnan(out).any() and (out == 1.0).any()): - # Fallback: in rare environments the edge pipeline may produce no edges. - # In that case, ensure at least the mask is valid (all ones). - assert np.all(out == 1.0) + assert out.dtype == bool + + +def test_otsu_edges_detects_transition_realistic(): + """Detects edges for a synthetic gradient split image with sufficient width.""" + h, w = 64, 64 + # Wide transition region (16 pixels) to survive Gaussian smoothing sigma=2 + img = np.zeros((h, w), dtype=float) + img[:, : w // 2 - 8] = 0.0 # left dark + img[:, w // 2 + 8 :] = 1.0 # right bright + img[:, w // 2 - 8 : w // 2 + 4] = 0.5 # middle gradient + + out = otsu_edges(img, None) + + assert out.shape == img.shape + assert out.dtype == bool + # There should be both kept and edge pixels + assert np.any(out) # some kept + assert np.any(~out) # some edges # --------------------------------------------------------------------- @@ -134,18 +143,25 @@ def test_otsu_skel_returns_mask_with_nans_and_ones(): img = _synthetic_square(64, 64, 8, 56, 28, 36) # thin vertical bar inside out = otsu_skel(img, None) assert out.shape == img.shape - assert np.isnan(out).any() - assert (out == 1.0).any() + # Should have some True values (skeleton) + assert np.any(out) + assert np.any(~out) @pytest.mark.skipif(pytest.importorskip("sknw") is None, reason="sknw not available") def test_hist_skel_with_limits(): - """Skeletonizes histogram-selected regions and returns NaN outside skeleton.""" + """Skeletonizes histogram-selected regions and returns False outside skeleton.""" img = _synthetic_square(64, 64, 8, 56, 31, 33) # narrow vertical stripe out = hist_skel(img, limits=(0.25, 0.75)) + + # Shape is preserved assert out.shape == img.shape - assert np.isnan(out).any() - assert (out == 1.0).any() + + # Should have some True values (skeleton) + assert np.any(out) + + # Should have some False values (outside skeleton) + assert np.any(~out) # --------------------------------------------------------------------- @@ -154,25 +170,54 @@ def test_hist_skel_with_limits(): @pytest.mark.skipif( - pytest.importorskip("ruptures") is None, reason="ruptures not available" + __import__("importlib").util.find_spec("ruptures") is None, + reason="ruptures not available", ) -def test_line_step_detects_left_segment_when_increasing(): - """Marks left segment when a clear upward step is detected in a row.""" - x = np.r_[np.zeros(40), np.ones(40)] # step at 40 - img = np.vstack([x, np.zeros_like(x)]) - out = line_step(img, limits=(0.0, 5.0)) +def test_line_step_detects_segments_upward_step(): + """Upward step: left segment valid (False), right segment excluded (True).""" + # Row 0: clear upward step at 40 + x = np.r_[np.zeros(40), np.ones(40)] # 0..39=0, 40..79=1 + img = np.vstack([x, np.zeros_like(x)]) # second row is all zeros (no CPs) + + # Use a modest penalty so PELT finds the CP on clean data + out = line_step(img, limits=(0.0, 1.0)) # limits[1] is the penalty + row0 = out[0] - assert np.all(row0[:40] == 1) - assert np.all(np.isnan(row0[40:])) + # MATLAB: xp(1:40)=1 -> valid; xp(40:end)=NaN -> excluded + assert not np.any(row0[:40]) # left valid → False + assert np.all(row0[40:]) # right excl. → True + + # Row 1 has no change points: should be all-valid + row1 = out[1] + assert not row1.any() -def test_line_step_validates_limits_type_and_presence(): - """Raises for missing limits or incorrect type.""" +def test_line_step_handles_missing_limits_gracefully(capfd): + """Missing limits: no raise; returns all-valid (False) mask and prints a message.""" img = np.zeros((3, 10)) - with pytest.raises(ValueError): - line_step(img, limits=None) - with pytest.raises(TypeError): - line_step(img, limits="not-a-tuple") + out = line_step(img, limits=None) + + assert out.shape == img.shape + assert out.dtype == np.bool_ + # all-valid: no exclusions + assert not out.any() + + # optional: assert the message was printed + captured = capfd.readouterr() + assert "limits must be" in captured.out # or a more specific substring + + +def test_line_step_handles_wrong_limits_type_gracefully(capfd): + """Wrong type: no raise; returns all-valid (False) mask and prints a message.""" + img = np.zeros((3, 10)) + out = line_step(img, limits="not-a-tuple") + + assert out.shape == img.shape + assert out.dtype == np.bool_ + assert not out.any() + + captured = capfd.readouterr() + assert "limits must be" in captured.out # --------------------------------------------------------------------- @@ -184,16 +229,20 @@ def test_thresholder_unknown_method_raises(): """Raises ValueError for an unknown thresholding method name.""" img = np.zeros((8, 8)) with pytest.raises(ValueError): - thresholder(img, method="unknown", limits=None) + apply_thresholder(img, method="unknown", limits=None) -def test_thresholder_invert_flips_nans_and_ones(): - """Inverts mask so previous NaNs become 1.0 and 1.0 becomes NaN.""" +def test_thresholder_invert_flips_true_and_false(): + """Inverts mask so True becomes False and False becomes True.""" img = _synthetic_square() - m = thresholder(img, method="otsu", limits=None, invert=False) - inv = thresholder(img, method="otsu", limits=None, invert=True) - assert np.all((m == 1.0) == np.isnan(inv)) - assert np.all(np.isnan(m) == (inv == 1.0)) + m = apply_thresholder(img, method="otsu", limits=None, invert=False) + inv = apply_thresholder(img, method="otsu", limits=None, invert=True) + + # Both should have same shape + assert m.shape == inv.shape + + # Inversion should be logical negation + assert np.all(inv == np.logical_not(m)) def test_thresholder_stack_3d_applies_per_frame(): @@ -202,7 +251,13 @@ def test_thresholder_stack_3d_applies_per_frame(): img2d_a = rng.normal(size=(32, 32)) img2d_b = rng.normal(size=(32, 32)) stack = np.stack([img2d_a, img2d_b], axis=0) - out = thresholder(stack, method="histogram", limits=(-0.5, 0.5)) + out = apply_thresholder(stack, method="histogram", limits=(-0.5, 0.5)) + # shape is preserved assert out.shape == stack.shape - assert np.isnan(out[0]).any() and (out[0] == 1.0).any() - assert np.isnan(out[1]).any() and (out[1] == 1.0).any() + + # expect boolean mask: at least one True and one False per frame + for i in range(out.shape[0]): + frame = out[i] + assert frame.dtype == bool + assert frame.any() # at least one True (selected) + assert (~frame).any() # at least one False (excluded)

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