diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml new file mode 100644 index 0000000000..a63bd9ec61 --- /dev/null +++ b/.github/workflows/ci.yml @@ -0,0 +1,49 @@ +name: CI for Windows Project + +on: + push: + branches: + - main + +jobs: + build-and-test: + runs-on: windows-latest # Use Windows runner + + steps: + - name: Checkout Repository + uses: actions/checkout@v3 + + - name: Set up Python 3.12.4 + uses: actions/setup-python@v4 + with: + python-version: '3.12.4' + + - name: Install SQLite CLI + run: | + echo "Installing SQLite..." + choco install sqlite --no-progress + echo "SQLite version:" + sqlite3 --version + + - name: Check Python and SQLite Versions + run: | + python --version + python -c "import sqlite3; print(f'SQLite version: {sqlite3.sqlite_version}')" + + - name: Install Dependencies + run: | + python -m pip install --upgrade pip + pip install pandas requests + if (Test-Path -Path requirements.txt) { pip install -r requirements.txt } + + - name: List Project Directory + run: | + echo "Project directory structure:" + dir project/ + + - name: Run Tests + run: | + echo "Setting tests.sh as executable..." + bash -c "chmod +x project/tests.sh" + echo "Running tests..." + bash project/tests.sh diff --git a/exercises/country-stats.sqlite b/exercises/country-stats.sqlite new file mode 100644 index 0000000000..147017fe35 Binary files /dev/null and b/exercises/country-stats.sqlite differ diff --git a/exercises/exercise1.jv b/exercises/exercise1.jv new file mode 100644 index 0000000000..952d84a6dc --- /dev/null +++ b/exercises/exercise1.jv @@ -0,0 +1,47 @@ +//Building an automated data pipeline + +// To make the pipeline of Airports +pipeline AirportsPipeline { + + AirportsExtractor -> AirportsTextFileInterpreter; + + AirportsTextFileInterpreter + -> AirportsCSVInterpreter + -> AirportsTableInterpreter + -> AirportsLoader; + +// To get the CSV file + block AirportsExtractor oftype HttpExtractor { + url: "https://opendata.rhein-kreis-neuss.de/api/explore/v2.1/catalog/datasets/rhein-kreis-neuss-flughafen-weltweit/exports/csv?lang=en&timezone=Europe%2FBerlin&use_labels=true&delimiter=%3B"; + } + +// To interpret the file as a text file + block AirportsTextFileInterpreter oftype TextFileInterpreter { } + +// To interpret CSV input and to output it as a sheet + block AirportsCSVInterpreter oftype CSVInterpreter { + delimiter: ";"; + } + +// To interpret a sheet as a table by excluding the columns Zeitzone, DST, Zeitzonen-Datenbank and geo_punkt + block AirportsTableInterpreter oftype TableInterpreter { + header: true; + columns: [ + "Lfd. Nummer" oftype integer, + "Name des Flughafens" oftype text, + "Ort" oftype text, + "Land" oftype text, + "IATA" oftype text, + "ICAO" oftype text, + "Latitude" oftype decimal, + "Longitude" oftype decimal, + "Altitude" oftype integer, + ]; + } + +// To generate the SQLite database + block AirportsLoader oftype SQLiteLoader { + table: "airports"; + file: "airports.sqlite"; + } +} \ No newline at end of file diff --git a/exercises/exercise2.jv b/exercises/exercise2.jv new file mode 100644 index 0000000000..9abd08b8ee --- /dev/null +++ b/exercises/exercise2.jv @@ -0,0 +1,82 @@ + +// For creating automated data-pipeline for extracting, processing, and storing tree planting data for Herbst 2023 + +pipeline HerbstPflanzungDatenPipeline { + block HerbstPflanzungDatenExtractor oftype HttpExtractor { + url: "https://opendata.rhein-kreis-neuss.de/api/v2/catalog/datasets/stadt-neuss-herbstpflanzung-2023/exports/csv"; + } + +// For converting the extracted text formatted data into a better format + + block HerbstPflanzungDatenTextInterpreter oftype TextFileInterpreter {} + +// For interpreting the text data as a CSV file by using ';' as the delimiter + + block HerbstPflanzungDatenCSVInterpreter oftype CSVInterpreter { + delimiter: ';'; + } + +// For deleting the colomn "baumart_deutsch" as it has no impact on the further processing + + block HerbstPflanzungDatenColumnDeleter oftype ColumnDeleter { + delete: [column E]; + } + +// For filtering and validating the table data and specifying the expected column types + + block HerbstPflanzungDatenValidFilter oftype TableInterpreter { + header: true; + columns: [ + "lfd_nr" oftype integer, + "stadtteil" oftype StadtteilVogelsang, + "standort" oftype text, + "baumart_botanisch" oftype text, + "id" oftype GeoPattern, + "baumfamilie" oftype text + ]; + } + +// For defining a value type for the geographic coordinates in the pattern + + valuetype GeoPattern oftype text { + constraints: [ + IDGeoPattern + ]; + } + +// For ensuring that the geographic coordinates are formatted correctly + + constraint IDGeoPattern oftype RegexConstraint { + regex: /^\d{1,3}\.\d+, \d{1,3}\.\d+$/; + } + +// For defining a value type for the 'stadtteil' column specifically for the 'Vogelsang' entries + + valuetype StadtteilVogelsang oftype text { + constraints: [ + Vogelsang + ]; + } + +// For ensuring that the 'stadtteil' starts with 'Vogelsang' + + constraint Vogelsang oftype RegexConstraint { + regex: /^Vogelsang.*/; + } + +// For loading the processed data into a SQLite database table called 'trees' + + block HerbstPflanzungDatenSQLiteLoader oftype SQLiteLoader { + table: "trees"; + file: "trees.sqlite"; + } + +// For defining the sequence of data processing from extraction to loading + + HerbstPflanzungDatenExtractor -> HerbstPflanzungDatenTextInterpreter; + HerbstPflanzungDatenTextInterpreter + -> HerbstPflanzungDatenCSVInterpreter + -> HerbstPflanzungDatenColumnDeleter + -> HerbstPflanzungDatenValidFilter + -> HerbstPflanzungDatenSQLiteLoader; +} diff --git a/exercises/exercise3.jv b/exercises/exercise3.jv new file mode 100644 index 0000000000..78bbb95398 --- /dev/null +++ b/exercises/exercise3.jv @@ -0,0 +1,93 @@ +pipeline EconomicMetricsPipeline { + + // To define the custom value types with constraints + valuetype decimalBetweenZeroAndOne oftype decimal { + constraints: [WithinZeroToOne]; + } + + valuetype nonNegativeDecimal oftype decimal { + constraints: [GreaterThanOrEqualToZero]; + } + + constraint WithinZeroToOne oftype RangeConstraint { + lowerBound: 0; + upperBound: 1; + } + + constraint GreaterThanOrEqualToZero oftype RangeConstraint { + lowerBound: 0; + } + + // To download the file from a specific URL + block DataDownloader oftype HttpExtractor { + url: 'https://thedocs.worldbank.org/en/doc/7d852628d96b9411d43e5d36d5dff941-0050062022/original/Graphs-Chapter-5-02082022.xlsx'; + retries: 3; + } + + block FileInterpreter oftype XLSXInterpreter { } + + // To select the sheet that is to be processed + block TargetSheetSelector oftype SheetPicker { + sheetName: "Figure S5.1.2"; + } + + // To extract the specific cell range for performing data processing + block CellRangeExtractor oftype CellRangeSelector { + select: range P2:S45; + } + + // To rename the columns to get clarity + block HeaderRenamer oftype CellWriter { + at: range A1:D1; + write: [ + 'Country Code', + 'Economy', + 'GDP per Capita', + 'Bond Issuance Share' + ]; + } + + // To parse GDP-related data with mentioned column types + block GDPDataParser oftype TableInterpreter { + header: true; + columns: [ + 'Country Code' oftype CountryCodeAlpha3, + 'GDP per Capita' oftype nonNegativeDecimal, + ]; + } + + // To parse Bond-related data along with the specified column types + block BondDataParser oftype TableInterpreter { + header: true; + columns: [ + 'Country Code' oftype CountryCodeAlpha3, + 'Bond Issuance Share' oftype decimalBetweenZeroAndOne, + ]; + } + + // To load GDP data into SQLite database + block GDPSaver oftype SQLiteLoader { + table: 'gdpPerCapita'; + file: 'country-stats.sqlite'; + } + + // To load Bond data into SQLite database + block BondSaver oftype SQLiteLoader { + table: 'bondIssuance'; + file: 'country-stats.sqlite'; + } + + DataDownloader + -> FileInterpreter + -> TargetSheetSelector + -> CellRangeExtractor + -> HeaderRenamer; + + HeaderRenamer + -> GDPDataParser + -> GDPSaver; + + HeaderRenamer + -> BondDataParser + -> BondSaver; +} diff --git a/exercises/exercise4.jv b/exercises/exercise4.jv new file mode 100644 index 0000000000..2f5d5bbfb0 --- /dev/null +++ b/exercises/exercise4.jv @@ -0,0 +1,108 @@ +// Defines the pipeline named "temperaturePipeline" to process the temperature data +pipeline temperaturePipeline { + + tempExtractor + -> tempZipInterpreter + -> tempFilePicker + -> tempTextFileInterpreter + -> tempCSVInterpreter + -> headerRename + -> batteryHeaderRename + -> tempTableInterpretor + -> tempToFahrenheit + -> batteryTempToFahrenheit + -> tempLoader; + + // Downloads dataset from the specified URL as a ZIP file + block tempExtractor oftype HttpExtractor { + url: "https://www.mowesta.com/data/measure/mowesta-dataset-20221107.zip"; + } + + // Interprets the downloaded ZIP archive and extracts its contents + block tempZipInterpreter oftype ArchiveInterpreter { + archiveType: "zip"; + } + + // Picks the specific file data.csv from the extracted archive + block tempFilePicker oftype FilePicker { + path: '/data.csv'; + } + + // Reads the content of the selected file as text + block tempTextFileInterpreter oftype TextFileInterpreter {} + + // Parses the text file as a CSV, using ';' as the delimiter + block tempCSVInterpreter oftype CSVInterpreter { + delimiter: ";"; + } + + // Renames the headers of the table from German to English + block headerRename oftype CellWriter { + at: range A1:E1; + write: ["id", "producer", "model", "month", "temperature"]; + } + + // Adds a header for the "battery_temperature" column + block batteryHeaderRename oftype CellWriter { + at: cell J1; + write: ["battery_temperature"]; + } + + // Interprets the data as a table with specific columns and their respective types + block tempTableInterpretor oftype TableInterpreter { + header: true; + columns: [ + "id" oftype PositiveInteger, + "producer" oftype text, + "model" oftype text, + "month" oftype MonthType, + "temperature" oftype decimal, + "battery_temperature" oftype decimal + ]; + } + + // Converts Celsius to Fahrenheit using the specified formula + transform CtoF { + from Celsius oftype decimal; + to Fahrenheit oftype decimal; + Fahrenheit: (Celsius * 9/5) + 32; + } + + // Transforms the "temperature" column values from Celsius to Fahrenheit + block tempToFahrenheit oftype TableTransformer { + inputColumns: ['temperature']; + outputColumn: 'temperature'; + uses: CtoF; + } + + // Transforms the "battery_temperature" column values from Celsius to Fahrenheit + block batteryTempToFahrenheit oftype TableTransformer { + inputColumns: ['battery_temperature']; + outputColumn: 'battery_temperature'; + uses: CtoF; + } + + // Loads the processed data into an SQLite database + block tempLoader oftype SQLiteLoader { + table: 'temperatures'; + file: 'temperatures.sqlite'; + } + + // Constraint ensuring integer values are non-negative + constraint PositiveConstraint on integer: + value >= 0; + + // Defines a custom positive integer type + valuetype PositiveInteger oftype integer { + constraints: [PositiveConstraint]; + } + + // Constraint ensuring month values are within the valid range (1-12) + constraint MonthConstraint on integer: + value >= 1 and value <= 12; + + // Defines a custom type for valid month values + valuetype MonthType oftype integer { + constraints: [MonthConstraint]; + } +} diff --git a/exercises/exercise5.jv b/exercises/exercise5.jv new file mode 100644 index 0000000000..42b190888a --- /dev/null +++ b/exercises/exercise5.jv @@ -0,0 +1,74 @@ +// To build an automated pipeline for processing GTFS data +pipeline PublicTransportDataPipeline { + + GTFSDataExtractor -> ZipFileProcessor; + + ZipFileProcessor + -> StopsFileSelector + -> TextFileProcessor + -> CSVFileProcessor + -> DataTableProcessor + -> SQLiteDataSaver; + +// To extract GTFS ZIP file from the provided URL + block GTFSDataExtractor oftype HttpExtractor { + url: "https://gtfs.rhoenenergie-bus.de/GTFS.zip"; + } + + block ZipFileProcessor oftype ArchiveInterpreter { + archiveType: "zip"; + } + +// To select the stops.txt file from the extracted content + block StopsFileSelector oftype FilePicker { + path: "/stops.txt"; + } + +// To process the text file with UTF-8 to maintain german umlauts + block TextFileProcessor oftype TextFileInterpreter { + encoding: "utf8"; + } + + block CSVFileProcessor oftype CSVInterpreter { + delimiter: ','; + enclosing: '"'; + enclosingEscape: '"'; + } + +// To setup constraints and data types for specific zone filtering + valuetype Zone1925 oftype integer { + constraints: [SpecificZoneConstraint]; + } + + constraint SpecificZoneConstraint on integer: + value == 1925; + + valuetype GeoLatLonConstraint oftype decimal { + constraints: [LatitudeLongitudeRange]; + } + + constraint LatitudeLongitudeRange oftype RangeConstraint { + lowerBound: -90; + lowerBoundInclusive: true; + upperBound: 90; + upperBoundInclusive: true; + } + +// To convert filtered data into a structured table + block DataTableProcessor oftype TableInterpreter { + header: true; + columns: [ + "stop_id" oftype integer, + "stop_name" oftype text, + "stop_lat" oftype GeoLatLonConstraint, + "stop_lon" oftype GeoLatLonConstraint, + "zone_id" oftype Zone1925, + ]; + } + +// To save the processed data into an SQLite database + block SQLiteDataSaver oftype SQLiteLoader { + table: "stops"; + file: "gtfs.sqlite"; + } +} diff --git a/exercises/gtfs.sqlite b/exercises/gtfs.sqlite new file mode 100644 index 0000000000..89d5a09061 Binary files /dev/null and b/exercises/gtfs.sqlite differ diff --git a/exercises/temperatures.sqlite b/exercises/temperatures.sqlite new file mode 100644 index 0000000000..6e2544c7ec Binary files /dev/null and b/exercises/temperatures.sqlite differ diff --git a/project/.ipynb_checkpoints/data_analysis-checkpoint.ipynb b/project/.ipynb_checkpoints/data_analysis-checkpoint.ipynb new file mode 100644 index 0000000000..1f9c9c4641 --- /dev/null +++ b/project/.ipynb_checkpoints/data_analysis-checkpoint.ipynb @@ -0,0 +1,419 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b0154079-10ac-4713-9266-914ed0b5023d", + "metadata": {}, + "source": [ + "ANALYSIS - CRIME DATA & WEATHER DATA" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c01399bd-c191-40e1-9fad-dd8bbd3f9386", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import folium\n", + "from folium.plugins import HeatMap\n" + ] + }, + { + "cell_type": "markdown", + "id": "3b62b96a-d268-43f5-bcc5-f6732f5cb992", + "metadata": {}, + "source": [ + "Data Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "27ae8e17-2fd5-4a22-8d19-28e84018c7ed", + "metadata": {}, + "outputs": [], + "source": [ + "# File paths for cleaned datasets\n", + "crime_data_path = \"C:/Users/HP/Documents/MADE/data/cleaned_crime_data.csv\"\n", + "weather_data_path = \"C:/Users/HP/Documents/MADE/data/cleaned_weather_data.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8ba293d1-b9f2-4edd-9280-919d377ca2d5", + "metadata": {}, + "outputs": [], + "source": [ + "# Load Cleaned Data\n", + "crime_data = pd.read_csv(crime_data_path)\n", + "weather_data = pd.read_csv(weather_data_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "514bd0c3-fae6-4168-b9ef-eacf498a174a", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert date columns to datetime format\n", + "crime_data['Date'] = pd.to_datetime(crime_data['Date'], errors='coerce')\n", + "weather_data['Date'] = pd.to_datetime(weather_data['Date'], errors='coerce')" + ] + }, + { + "cell_type": "markdown", + "id": "e08165ce-928f-431e-beac-e6443ec60ab8", + "metadata": {}, + "source": [ + "Temporal Patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ef11feaa-75db-4306-b0dd-85031d3d0e9d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Daily Crime Count\n", + "daily_crime_count = crime_data.groupby(crime_data['Date'].dt.date).size()\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(daily_crime_count, label=\"Daily Crime Count\")\n", + "plt.title(\"Daily Crime Count Over Time\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Crime Count\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b26827d2-f0f7-48dd-b623-3468885ed711", + "metadata": {}, + "source": [ + "Crime Type Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9ba280a6-4586-46c8-876b-aaad37e9846f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_crime_types = crime_data['Crime Type'].value_counts().head(10)\n", + "plt.figure(figsize=(12, 6))\n", + "top_crime_types.plot(kind='bar', color='skyblue')\n", + "plt.title(\"Top 10 Crime Types\")\n", + "plt.xlabel(\"Crime Type\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "84c8c418-d04b-4ef2-813a-3450c5850fe0", + "metadata": {}, + "source": [ + "Spatial Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f6b24283-a3d8-4b7d-a650-9c96bf6fa660", + "metadata": {}, + "outputs": [], + "source": [ + "# Clean latitude and longitude columns\n", + "crime_data['Latitude'] = pd.to_numeric(crime_data['Latitude'], errors='coerce')\n", + "crime_data['Longitude'] = pd.to_numeric(crime_data['Longitude'], errors='coerce')\n", + "clean_crime_data = crime_data.dropna(subset=['Latitude', 'Longitude'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "467b9575-829c-4be5-a460-02953630e994", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a Folium heatmap\n", + "lat_lng_pairs = list(zip(clean_crime_data['Latitude'], clean_crime_data['Longitude']))\n", + "heatmap_map = folium.Map(location=[clean_crime_data['Latitude'].mean(), clean_crime_data['Longitude'].mean()], zoom_start=10)\n", + "HeatMap(lat_lng_pairs, radius=15, blur=10).add_to(heatmap_map)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "54621996-8f84-47ec-80a3-51a548327d25", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Crime heatmap saved as 'crime_heatmap.html'.\n" + ] + } + ], + "source": [ + "# Save heatmap to file\n", + "heatmap_map.save(\"crime_heatmap.html\")\n", + "print(\"Crime heatmap saved as 'crime_heatmap.html'.\")" + ] + }, + { + "cell_type": "markdown", + "id": "f513a6ff-95ca-4ab6-9d90-98b8bba389cc", + "metadata": {}, + "source": [ + "Weather Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2084abac-2610-4279-a445-57ba71ad9c65", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plt.plot(weather_data['Date'], weather_data['tmax'], label='Max Temperature', color='red')\n", + "plt.plot(weather_data['Date'], weather_data['tmin'], label='Min Temperature', color='blue')\n", + "plt.title(\"Daily Max and Min Temperature Over Time\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Temperature (°C)\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d004dac9-bb75-476f-9f68-4d4e6629e52b", + "metadata": {}, + "source": [ + "Correlation Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b5b37ebb-d302-49f1-aea5-130ead3bf618", + "metadata": {}, + "outputs": [], + "source": [ + "# Merge datasets on Date\n", + "merged_data = pd.merge(crime_data, weather_data, on='Date', how='inner')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bdb801bd-78de-43b6-a60e-5ec548bdf183", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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tmaxtminPrecipitationLatitudeLongitude
tmax1.0000000.622751-0.2102140.000425-0.000295
tmin0.6227511.000000-0.109333-0.0031010.002882
Precipitation-0.210214-0.1093331.0000000.003608-0.003421
Latitude0.000425-0.0031010.0036081.000000-0.998633
Longitude-0.0002950.002882-0.003421-0.9986331.000000
\n", + "
" + ], + "text/plain": [ + " tmax tmin Precipitation Latitude Longitude\n", + "tmax 1.000000 0.622751 -0.210214 0.000425 -0.000295\n", + "tmin 0.622751 1.000000 -0.109333 -0.003101 0.002882\n", + "Precipitation -0.210214 -0.109333 1.000000 0.003608 -0.003421\n", + "Latitude 0.000425 -0.003101 0.003608 1.000000 -0.998633\n", + "Longitude -0.000295 0.002882 -0.003421 -0.998633 1.000000" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate correlation between weather and crime\n", + "correlation = merged_data[['tmax', 'tmin', 'Precipitation', 'Latitude', 'Longitude']].corr()\n", + "correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c0ee68d1-1dc0-4b20-80d2-27c0ea1eca05", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot correlation heatmap\n", + "plt.figure(figsize=(6, 4))\n", + "sns.heatmap(correlation, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", + "plt.title(\"Correlation Between Weather and Crime\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a45c872-2035-4a41-aa2f-9510dc6c3998", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/project/analysis-report.pdf b/project/analysis-report.pdf new file mode 100644 index 0000000000..f16f426f15 Binary files /dev/null and b/project/analysis-report.pdf differ diff --git a/project/data-report.pdf b/project/data-report.pdf new file mode 100644 index 0000000000..69963c22d0 Binary files /dev/null and b/project/data-report.pdf differ diff --git a/project/data_analysis.ipynb b/project/data_analysis.ipynb new file mode 100644 index 0000000000..1f9c9c4641 --- /dev/null +++ b/project/data_analysis.ipynb @@ -0,0 +1,419 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b0154079-10ac-4713-9266-914ed0b5023d", + "metadata": {}, + "source": [ + "ANALYSIS - CRIME DATA & WEATHER DATA" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c01399bd-c191-40e1-9fad-dd8bbd3f9386", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import folium\n", + "from folium.plugins import HeatMap\n" + ] + }, + { + "cell_type": "markdown", + "id": "3b62b96a-d268-43f5-bcc5-f6732f5cb992", + "metadata": {}, + "source": [ + "Data Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "27ae8e17-2fd5-4a22-8d19-28e84018c7ed", + "metadata": {}, + "outputs": [], + "source": [ + "# File paths for cleaned datasets\n", + "crime_data_path = \"C:/Users/HP/Documents/MADE/data/cleaned_crime_data.csv\"\n", + "weather_data_path = \"C:/Users/HP/Documents/MADE/data/cleaned_weather_data.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8ba293d1-b9f2-4edd-9280-919d377ca2d5", + "metadata": {}, + "outputs": [], + "source": [ + "# Load Cleaned Data\n", + "crime_data = pd.read_csv(crime_data_path)\n", + "weather_data = pd.read_csv(weather_data_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "514bd0c3-fae6-4168-b9ef-eacf498a174a", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert date columns to datetime format\n", + "crime_data['Date'] = pd.to_datetime(crime_data['Date'], errors='coerce')\n", + "weather_data['Date'] = pd.to_datetime(weather_data['Date'], errors='coerce')" + ] + }, + { + "cell_type": "markdown", + "id": "e08165ce-928f-431e-beac-e6443ec60ab8", + "metadata": {}, + "source": [ + "Temporal Patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ef11feaa-75db-4306-b0dd-85031d3d0e9d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Daily Crime Count\n", + "daily_crime_count = crime_data.groupby(crime_data['Date'].dt.date).size()\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(daily_crime_count, label=\"Daily Crime Count\")\n", + "plt.title(\"Daily Crime Count Over Time\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Crime Count\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b26827d2-f0f7-48dd-b623-3468885ed711", + "metadata": {}, + "source": [ + "Crime Type Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9ba280a6-4586-46c8-876b-aaad37e9846f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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pkrKyshQcHKypU6fqiiuu0LvvvuuMfLlQz2OOj49Xs2bNdPfdd2vNmjX68ssv9e677+qGG27QDTfcoKpVq2rcuHHasmXLBbuPCrMyZcooJiZGe/bs0auvvipJmjRpksaPH6/PP/9czZo183OHOJf8+OOPGjp0qN58800tXbpUklSvXj1VrFjRuepGQb4HZGdnKyAgQAcPHlS7du00btw4ff7555KOnf6Y87d3+PDhuuWWW7R69Wp99tlnBdYfIEmLFy9Wy5Yt9fbbbyswMFB33HGHHnjgAf3888+65557lJGRoYCAgEIz8iUrK0tFihTR4cOH9eyzz2rAgAF6+eWXdfToUZ+/82FhYZo7d66qVaumrl27Kjs7m5EZ/8Bbb72lAQMG6KmnnpIk9ezZU1OnTtXo0aOdkS+48OS8Ho8cOaKPP/5Yb7/9tn766ScFBgY67xmlS5fWbbfdpjfeeEMfffSRJk6c+M82+o+jG+AsyEkXN27caIMHD7bQ0FB7//337ZtvvrEhQ4ZYZGSkRUVFWcOGDW3kyJHm8XjsqquusrVr1/q3ceRx5MiRfJfnfOvEyBez+Ph4CwkJsUcfffSENXPnzrXrrrvObrvtNtu6dauZXVj7qDDL/Q3J4MGDrXr16ta+fXsLDQ21JUuWmJnvv9UHH3xgmzdvLvA+ce548sknrU2bNlapUiWrUKGC1apVy6pXr24ej8dmz57t1BXEe0DONg4ePGhRUVHWpUsX27Rpk6WlpfnU5R5JEBMTY1deeSXvUfCb3McYr732mjVs2NC6detWaEa+5Gw/OTnZ6tata9HR0dakSRMrUqSIDRgwIN/f+eqrr6xZs2b29ttvmxnHAGdTenq6M/Ll6aefdpazjy8MuV+P11xzjdWpU8fCwsKsdOnS9t1335mZ77FeSkqK/fvf/7a2bdvatm3bzni7BC/wu++//97uuusuS0lJMTOzzZs3W8+ePS00NNSWLl1qZmZJSUm2cuVKe+SRR6xLly4WEBBgHo/Hfv31V3+2juP8/PPPdt9999ny5cudZbn/iB0fvjRp0sSeeuqpPAf057MtW7ZYaGioDR482FmWex/lfqN/8803rUWLFtaqVSv78ccfC7RPnFzug/gRI0ZYYGCg9enTxw4ePOhTN2LECAsLC7NffvmlgDvEuSAnqM553ScmJtrevXttwYIFNmPGDOf1/9577zm/UxAfDLKysuzuu++2W2+91WfYtdmx036PHDniszw9Pd0uu+wyGzt2rOu94cKWlpZm//vf/5zbuf9m5rw2cocvd9555wm/ECooOX0lJydbpUqV7Pbbb7dDhw7Z/v37rU+fPubxeJwPe2b/95gOHTpksbGxduedd/ql73PZ9u3b7aeffjKzE4duucMX3rsuHDmvr9yvx19//dW+/fZbq1q1qtWuXdv279+f5/fWrVtnNWvWtDlz5pzxtgle4Ffx8fEWHBxsjzzyiM/yrVu3Wo8ePSw0NNQ+++wzn3UZGRm2bds2++233wqyVZyCZcuWmdfrtbvuusu+//57Z3l+wUJ6errFxMTYDTfccMHMDRAfH28lS5Y0j8dj9957rxM2Hi/3geQrr7xiHTp0sJ07dxZUmziJ3P82uQ/mhg0bZlWrVrVJkybZvn37zMzsscces5CQEFu9enWB94nCb8uWLXb33XfbjTfeaLfccku+f9PWrFljt912m1133XU2f/78AustLS3NbrzxRnvjjTecZevXr7cJEybYZZddZg0bNrQBAwb4HJxOnjzZ+vTpU2A94sKTnZ1tw4cPt5o1a/qMBMv9vpzz/0eOHLHXX3/dLrvsMrvtttv8PpIhIyPDrr766jzzNg0ZMsSCg4Pt22+/zfeYYPv27VajRg2fYyqc3JEjR+yOO+6wEiVKOF9anSx8mT59unk8Hps4cWJBtgk/SktLs0svvdTatm3rs/ymm26yqlWr+szdl/u9Y/LkyXbdddc5c56dLoIX+E3O6RYjR47Md/3WrVvt3nvvtdDQUFu0aJGZHfuD6u/hosjrwIEDdujQITMz++abb6x69ep2xx13+Bwo5D4wOnLkiB06dMgyMzNt165dBd6vP+SEjKNHj7a1a9ea1+u1O++885TClzN9g8fZ8dtvv9moUaOc5/iJwpchQ4ZYlSpVbPr06TZo0CArVqwYB8vIV3x8vIWGhlqvXr2se/fudumll1pUVJQTQuc+0Fu1apXdcccddvnll9uHH37oSj/HTzCYmppqVapUsYceesjMjp0ud9VVV9n1119vAwYMsAcffNAuv/xye+GFF5xeV6xYYU2aNLE///zTlR4BM7OVK1dabGysNWvWzN566y1neX4jXzIzM+2NN97w22TnuV/Hf/zxh91///1WpkwZe/fdd83MbP78+RYYGGjVqlWzdu3a2SWXXGI9e/a0119/3Xbv3m2pqamWmppqw4cPt40bN/rlMZyrli1bZp06dbLKlSs7p2uf7PPDjBkzbNOmTQXVHvwg9+tx4cKFVqtWLWvXrp3t3r3bzI69Hj0ej1188cXWs2dPu+222+y///2vM3LK7NjfuV69evkEM6eD4AV+sX79eitVqlSe0GXUqFH22GOPObe3bdtm9957r5UrV84++eSTgm4Tp+DPP/+0G2+80Z577jnnjWjJkiX5hi/Z2dmWnp5uDz74oPXs2dM59/p8l5SUZJUrV7YRI0Y4y7799lsnfDn+9JQc/v6GDsc8++yzdumll9qQIUOcOYlyH+TnPuVi6NCh5vF4rGTJklx9DflKSEiwYsWK+VxR47HHHrOiRYs6XzKY+T6vvvvuO+vRo4crp9fmvM8cOnTI5s+fb3v27DGzY6c6BgQE2CWXXGIej8f+9a9/2YoVK5zfa9y4sXXr1s3nvpYtW+YElMDZcvjwYXv88cedY4wffvjBYmJirGnTpj7hS+6/mbNnz/Y5Jamg5XzIP3TokP38889mdizEHzhwoJUuXdoGDBhgoaGhNnXqVEtKSrKff/7ZvvjiC+vQoYNVr17dwsLCbMeOHWZ2bP5DvoD5e1u2bLEXXnjBub169Wq76aabfMKX3O+rR44csTFjxnAq9wUg5/WYkZFhZsfeK9577z1r3ry5dezY0V577TXzer329NNPW3x8vM2ZM8f69etnFSpUsIiICOvUqZPz3Pnwww9PeNz+dwheUODS09OtYcOG5vV6fT54P/PMM+b1evP8ody2bZvdfvvtVrVqVTt06BAfRguZzMxMa9++vTVq1MimT5+eJ3zp1q2b8wE0KyvL+vXrZ0WKFLlgRgL8+uuvlpqa6vOBKec5vHTp0r8d+QL/O3z4sD311FPWqFEje+SRR/INX3J/k/biiy9aQkJCgfeJwm///v121VVX2aWXXppnkmaPx2PPPfecbdu2Ld/TL92cC+vIkSN26aWXmtfrtddee805qFyzZo3NmjUrz/t1VlaWde/e3UaNGmXZ2dnOexqXvIUbZs+ebdWrV7devXo5wV7u8OXNN990arOysmzSpEnm8Xjs888/90u/uSfuLFmypM/krTt27LBBgwZZcHCw9ejRI8/vpqWlWXJyMsH9acrOzrZp06aZx+OxCRMmOMtzhy9btmwxs2P/Punp6davXz/zeDyMdDnP5bweDxw4YGXLlvX5nPnuu+/atddeax6Px5555pk8v7t582ZbsGCBxcXFnZVeCF7gF8uXL7fw8HC7/fbbzexY6FKmTBlbuHChU5M7YNmxY4f98ccfBd4nTi7nzSwzM9PuvPNOa9Cggc2YMSPfkS8rVqyw/v37W0hIiP3www/+bLvApKWlWfv27S0yMtISExPN7P/S9hy5w5czTdBx9v3+++/23nvvOfMIpKWl2ejRo08YvqSnp9uwYcOYoA8nlZGRYSNGjLBrr73W+vfvb2ZmU6ZMsZCQEOvUqZN17tzZGjZsaBEREfbEE0/Y9OnTC6Sv1NRUi4qKMo/HYzVq1LAZM2bYgQMHTlg/a9YsCw8Pt2+++aZA+sOFLS0tzZ5//nlr1KiR3XvvvfmGLzkjX55//nkLCAiwuXPn+qXX3KFLlSpVrEuXLnlqtm7daoMHD7bSpUvbf/7zHzM7dsyb36kwfNl46g4cOGCTJ082j8djzz77rLM8v5Evffv2vaCORy9UuV+P1apVs5tvvjlPzbx58+zaa6+1Nm3aONMf5Dci/2y8Fgle4DcrV6600NBQq1Gjhl188cVO6JL7if3GG2/YsmXL/NUiTiLn3ym/8GX69Ok+c75ceumlFhYWdkGdfrFt2zZbuXKlffXVV3bDDTdYrVq1nPDl+KuELF261MLCwqxDhw6EL4XAhg0brG7dunbrrbdaz549nSAxd/gycOBAJ3w5fPiwPfzwwxYQEGDr16/3Z+soxHKHdE8++aQ1adLEGjdubBdddJGtWLHCeV/YuXOnTZw40Vq3bm3lypVzfc6UnPfwOXPm2IMPPmh33XWXlSlTJt/wZcmSJTZhwgQrUaKEM08F4KbcV0OcMmXKCcOX5s2bW+fOnS0gIMDeeecdMzOf0VgFIffVUipXrpwndMk9cuy3336zAQMGWKlSpXgt/UPHX/Z3woQJeUYw5IQv1apVsy5duliJEiUumOPRC1Xu0CXn6kW55Vy0Ijs7295991277rrrrFWrVk744sacogQv8KvVq1dbtWrVrFGjRnmGUT/22GPm8Xg497KQ+fHHH53LfB8fvmRkZFhMTIxdddVVtmDBAmf5t99+a/Xr179gPpTGx8ebx+OxmTNnmtmxeQ+uvfbak4YvX3/9tVWpUsV+//33Au8X/2fTpk1WpkwZGzlypE8IlvNcPj58SUpKsiFDhljx4sU5iMPfyhnxlp6ebmPGjLFLLrnE59zx3JKTk0866uRMneh0oO+++87q1q1rmzZtsqeeespCQ0NtxowZztwS33//vd16663WrFkzZ6g238bDDZmZmT5zBeUXvvTu3dsJv9etW2e33nqrFS9e3AkxCjp0yXH48GFnTojcPvjgA/N4PPbVV185y3777TcbNGiQeTweJyzCqUtKSnLeU3N/SE5OTnbCl9xXKlqzZo21bNmSkS4XkNTUVIuMjMxzWt/7779vFSpUsO3btzvL3n33XbvxxhutSZMmrl34g+AFrvu7CVRXrVplZcqUsdtuu805yPz3v/9txYsXv2DmATlX5MzR4vF4bMmSJWaWf/jSokULu/rqq/NcyehCsH79eitevLiNGjXKWZadnX1K4UvOQST8IzU11W699Vbr1auXz7/N8fNXpKWl2RNPPGFNmjSxatWqWbFixQhdkK8tW7bYRx99lO8cAhkZGfb0009b48aNrV+/fs7IquNPRzybck+k+9FHHznD7nP069fPbrrpJjMzGzhwoIWFhdmMGTPs0KFDlpaWZgkJCc5Eof76YIvzW0ZGhtWvX9/GjBmTb/h95MgRmzBhgl199dU2adIk5zmYkJBga9euNTP/Pjd/++03K1u2rLVt29b27t1rZsdCF6/XazNmzHD6y13/0EMPnbU5JC4Uu3btsjZt2tizzz6bb/iSkpJi48aNs4suusjmzZvnLP/hhx+YuuAC8s4775jH47FXX33VWTZ//nwrXbq0vfzyy2bm+2XE3LlzLTo62lauXOlKPwQvcNX27dvt4Ycf/ttkeeXKlVamTBmLjY21YcOGcRnWQmzv3r3Wu3dvK1asmPPNTe5LN5odmx+jWLFi9uWXXzrrLoQD9M2bN1toaKjdeeedzrLcH+BPJXyB//z1119Wo0YNn4kaczs+SBw+fLhdccUVtm7duoJqEeeQAwcOWIUKFaxBgwbWunVrGzJkiG3fvt3nvTA9Pd2eeOIJa9y4sQ0cOLBATjU8cuSIValSxTwej9WpU8fGjh1rGzZsMLNjI75atmzpXD7zoYcesoiICJs6dSoTgKPAPProoxYUFGTPPfdcvuFLenq63Xnnnda6det8f99fxxs5292yZYtVrlzZOnXqZG+88YaVKlXKCV1yyzkOyPmC8kI4TjpbDh06ZJ07d7ZmzZrZ888/7+zD3OHLrl27rGvXrvbQQw+5ctoICr/k5GQbN26cFSlSxN59911bvHixlSxZ8qTzp7k12sWM4AUuW7x4sZUoUcLuu+++vz3NZNWqVRYSEmIej4chgIVQ7j9af/31l/Xs2dMJV8z+70NpVlaW/fDDD3b55Zfb5s2b/dKrP6xdu9ZKlixpxYsXt3vuucc5HcvMd9/lhC/16tVzfe4GnLqsrCxbuXKlBQUF2caNG83sxKFYzqSNR44csX379hVYjzj3tGvXztq2bWurVq2ya665xlq1amW33Xabbd261ZKSkszs2PNo7NixFhUVZcOGDXP9w1d6ero1b97cIiIirHfv3lavXj279dZbrUuXLrZ9+3arX7++3X///U79/fffb16v17m0LeCW3M/9MWPGWJEiRfKELznvy7NmzbIaNWr49TLLJ3utbt682apXr24ej8cmTZqU53def/11i46OdsIXnLqcY6rU1FTr3r27NW7c+IThS58+faxFixZ+6RMF60Svx4MHD9qTTz5pAQEB5vF4nGO43CPjZs2aZcOGDXM9oCsiwCVmphYtWmj+/PlauHChJk+erA0bNvisz3H06FHVrFlTq1ev1rZt21S/fn1/tIx8HDp0SJIUEBDgLCtTpowmTJigmJgY3XTTTVq4cKGKFDn2dlKkSBH997//VUhIiMqWLeuXngvaDz/8oOjoaI0cOVKffvqptm7dqhdeeEHfffedpGP7LisrS5IUHR2t8ePHy+Px6NZbb1VWVpbPawEFKz09XdKx522NGjUUGhqq6dOnS5ICAwPz/Nt8+OGHeumll7Rv3z4FBwdfMM9xnJ7s7GxJ0hNPPKHAwEBVrlxZcXFxGjFihEqUKKGrrrpKvXv31nvvvafg4GANGzZM/fv3V58+feTxeFzpxcyUlpamoKAgffbZZ6pbt67++OMP9evXT/369VN2drZ69+6t9PR0vfvuu/rpp58kSTNmzNCyZctUqVKls9oXcDyPx6OjR49KkkaMGKEnn3xSgwYN0syZM3XgwAFJx96XJWn79u2qV6+egoOD/dJrdna2PB6PMjIy9P333+uFF17QpEmTtH79eqWkpOiyyy7TZ599pho1aiguLk67d+92HuPs2bN13333qU+fPgoPD/dL/+eygIAAZWZmqkSJEnrxxRdVs2ZNvfPOO5oxY4bS0tKc9dKxf6crrrjCeR/E+Snn9ZiVlaV9+/ZpyZIlWr58uSSpZMmSGj58uCZMmKAiRYro8OHDko79TfR4PJo7d67uvfde1alTx+ezjitcjXWA/+9///ufVa5c2Xr06JFn5Et6ero99NBD1q9fv7+dDwYFa+PGjVavXj3r16+fbd++Pc8w+D179lifPn3M4/HYE088YRMnTrRHHnnEQkNDLT4+3k9dF6yUlBRr0aKFDRw40Fn2ySefWKNGjaxr164nHPmyatUq+/XXXwu0V/j6448/rFatWrZixQozOzYk9fbbb7dq1ao5l/g83siRI+3uu+9mPh6ckp07d9rVV1/tM8Fj7969rXz58tarVy8LCgqyhg0b2uuvv+7K9nN/M/zvf//b3n33XduzZ4+ZHZtT6sYbb7TGjRvbxx9/bGbHRuQ988wz9sQTT/j8PqdAwC0HDx60WbNm2YEDB5zRLLnnOXr66aetaNGi9sQTT9jmzZvtwIED9uqrr1qZMmXs008/9UvPOa+LgwcPWseOHe3aa681r9drkZGR5vF4rG/fvpaQkGBmx047qlSpkt14442WlpZmc+bMsSJFivh8646/t3XrVvv0009ty5YtedalpqbaPffcY9HR0TZy5Eg7fPiw/fnnn/b4449buXLl8p1jC+eP3K/He++915o2bWoej8eCg4OtcePG9tFHH1l6erodPXrUnnzySfN4PM78Lm+99ZbP5NZuvx4JXnBW/fbbbzZjxgzr27evDRkyxP7zn/84EwZ+9NFHecKXo0ePOpO1Mjll4TN16lSrWbOm1a9f3zp27Ght2rSx5cuX219//eXUZGdn28SJE+2qq66y6Ohou+uuu5wDjvPdjh07bNOmTc6BQO45QD799NO/DV/gXwkJCdaqVSurWLGirVq1ysyOHSSHh4dbzZo17ZVXXnFq//zzTxs8eLCVK1fugnl+4+x48803LSoqyvbt22f33nuvlS9f3pkXaPXq1da7d2/btm3bWd9u7kvbXnnlldaiRQubNWuWZWRkOOsOHz5sLVu2tCuuuMI+/PBD5pxCgcrKyrL69eubx+Ox+++/3+677z779ddf81x5a+LEiVatWjWrUKGCNWrUyKpVq2bvv/++mRV8cJH7ErWXXHKJdenSxb777jtLSkqy5ORkGzFihJUsWdJiYmKcyau3bNli1apVs/Lly1tgYGC+pzrgxJKSkqx8+fJ29dVXW8uWLW3EiBH2yy+/+NQcPHjQBg0aZFdccYUFBwdbs2bNrFatWhfMl4AXqtyvx9q1a9ttt91ms2fPtjVr1th7771nl19+uYWFhdmsWbMsMzPT0tPT7emnn7agoCDr1q2bBQUF2Zw5c8ysYF6PBC84a9atW2eVK1e2G264wZo2bWoVK1a0smXL2rXXXmv79+83M9/wZc2aNTZgwAAu61aILV261Dp37mw//fSTrVu3zu6//36rVq2a3XXXXTZz5kzLzMx03qT27NljGRkZF8xIgKysLGvYsKHVrl3b50NT7mAld/jy3Xff+aNN5CN3cLhu3Tq7/fbbLTw83Bn5smHDBrvsssusbNmyVr9+fWvevLldf/31VrVqVeeqGcCp2rlzp91yyy0WFRVl1apVc66WkPPh0s2w49ChQ1a3bl3r0qWL7d+/3+f9KfcVjlq0aGENGjSwBQsWuHpVJeB4kydPtk6dOtnMmTMtJibGIiIirH///rZgwQKfupUrV9qCBQvsk08+cUYw+Cu4SElJsWrVqtmdd95p2dnZeYKiZ555xoKCgmzMmDHOss2bN1u9evWc0ZSELqenZcuW1qFDB1u2bJldddVV1rp1a+vWrZv9/PPPznxZaWlp9ssvv9jrr79u33zzjf3+++/+bRquynn9pKSkWJUqVeyOO+6wtLQ0n9dVWlqaXX311VahQgXnoi05c74UKVLEZ6RLQbweCV5wVmzbts3KlStnjz76qHPlg9TUVBszZoyFh4dbnTp1nEtFf/zxx1a9enUrX768lSxZkpEuhVyHDh3s9ttvd26vX7/eKlSoYB6Px9q3b2+jRo2ynTt3+rFD/9m1a5fVrl3bGjVqZD/++KOz/PiRL02bNrW2bds6H+zhP/v377dq1arZ8OHDnWXx8fF5wpcdO3bY9OnTLTY21u6++2576aWXODUMJ3Wyg7YRI0aYx+Mp8OBu4sSJdsMNN9ihQ4ecZQcPHrRffvnFFi1a5PRz6NAha9OmjV122WXOSAKgICxatMhuvvlmZ/Lmd955x8aPH28ej8d69+5tU6dO9XOHvo4ePWpNmza18PBwnwmnjw9gevToYWFhYT5Bf87rkNDl1OXs0+XLl1uHDh1s7969tnfvXvviiy/szjvvtNKlS1vXrl3tv//9r587hT8cOXLEIiIiLDo62lmW89rK+aJh3759VrFiRevatatTk5yc7BzTFeTrkcl1cVa8/vrratasmcaNG6dSpUpJkkqUKKEhQ4Zo9OjR2rt3r4YOHarMzEy1b99e06ZNU2hoqL777jtdddVVfu4eOSzXRKI5k8GOHj1a+/fv1/r16yVJU6ZMUfHixfX555+rTp06eu+999SyZUtnsqoLxdGjRxUREaGvvvpK+/fvV2xsrLZt2ybp2EStORO5tWvXTv/617909OhRVaxY0Z8tQ8ee4/fcc49eeeUVjRkzRpJ0xRVXaNSoUbr22mt18803a9WqVapUqZL69Omjt956S2+//bYefPBBValSxc/do7DZtm2bhg0bJunYpJl23GTMObeHDBmiq6++Wl988YWr/Ry//d27d6tkyZLOhKQrVqzQsGHD1KxZM3Xt2lU33HCDZs+ereLFi+uDDz5Q+fLlFRER4WqPgPR/kz63bNlSBw8eVN++fSVJd9xxhw4ePKigoCDt379fr7zyiipVqqRp06YpIyPDL5PR595mQECAYmJiFBwcrBdffFHbt2+XdOz1X6RIEWdy4LvvvlvZ2dn69ddfnd8tXry4U3u2J9E+H5mZc+GG8uXLKzExUe+8847CwsJ04403qkSJEipRooSKFy+uLl26qFmzZnr55Zf93DXclvv1GBwcrKioKP3xxx/66quvlJmZ6by2AgICdPToUZUtW1Zdu3bVtm3blJycLEkqXbq0zzFdgb0eCyTewXktMzPTWrZsaQ888ICZ/V/SmPPfjIwM69atm0VFRTnzvZjZBXNKyrnit99+s9mzZzuX0s2xf/9+a9asmY0bN84efPBBK1++vDMfxtGjR23v3r0XzGVGf/vtN/v888/zzNOye/duq1Gjhl1zzTUnHPmS+7kP/9q9e7c9++yzFhoaauPHj3eW5x75kjMSj8lFcTIffviheTwe69+/v7Msv+dKWlqa3XfffXbttde69rfv+G/5zI5NBl2uXDmbN2+eTZgwwSIjI61r16726quv2g8//GD333+/1alTx5kvgec53JSRkWHbt293buf8jVy9erW1bNnSdu3aZWPGjLFixYrZ4sWLLS0tzXbs2GExMTG2aNEif7VtZse+Wc89Sev06dMtMjLShgwZYj///LOzPOc19NZbb1lkZKT98ccfBd7rue6vv/6yffv2mZnve9Krr75ql156qR04cCDPfFnLli2znj172k8//eSXnlEwcp4PmZmZPn9LW7VqZeXLl7dFixblO5fiwIEDrXbt2paWllZgveaH4AVnLPeH7ZYtW9ott9ySpybn3PVly5ZZUFCQrVu3jg8yhVDOnBadO3e2zz//3Fmec1AUFxdnHo/Hypcvbxs2bPBXm371559/2kUXXWQej8duvvlm69y5sy1atMg5ENuzZ49deeWVds011/jMup+zD3m++9/Ro0d9wrA2bdqYx+OxcePGOcvi4+OtW7duFhgYyKR8+FtHjhyx999/30JCQuyhhx5yluf3el+7dq1VrFjRdu3a5Wo/PXr0sBdffNFZ1qFDB6tSpYqVK1fOJk2a5PPB97nnnrOoqCjnVGDALQcPHrRu3brZAw88YMuWLfNZt2vXLrvmmmusXr16dtFFF+WZ3yWHP/6O5pyG0KZNG2vSpInP6fEnCl+ysrJs2LBhdvfdd/uc5oe/t3nzZmvbtq3Fxsba3r17fdb99ttvdvPNN9ull15qVatWLdD5slB4ZGRk2FVXXWXjx4/3+VIzd/iS81zIysqygwcP2j333GMjR440M/8ejxO84IzEx8dbYGCgvffee2Zmdu+991pkZGS+l3kzO3bO7qWXXupMgIXCY9OmTXbRRRfZo48+esI5LP744w9r0aKFMy/GhXhlnoSEBLv11lstODjYYmNj7aGHHrKKFSvaxRdfbN26dbOXXnrJ1q1bZ2XLlrXOnTtfsAFVYfPbb7/Z1KlTnT/OOQdoEyZMsLJly1rPnj3N6/Xa008/7fzO999/b927d3euSAHklpqaan/88YfPCJN33333hOFLenq63X333TZ8+HA7ePCgq7399NNP1r59e7vuuut8LlH9888/O5eRzu2ZZ56xtm3b+sxDAZxtKSkpdtlll1mnTp0sLi7Ojhw54qzLeZ0sWLDASpYsmWdOl8LypcX69eutatWq1rFjxxOGLzmh5ptvvmkXX3yx30fpnGvWr19vF198sfXv398+++wzZ3nu58C//vUv83g8zkgXXJiGDx9uwcHB9uKLL+YbvixcuNCZKH7mzJlWpUqVQnGRC4IXnLb4+HgLCQmxESNGOMu2b99u5cuXt1atWtmuXbucDzc5H9AHDhxoN910kzPxLgqH1NRU69ixow0YMMBneVZWliUmJvpcru+pp56ysmXL5nvwfj77/fffnSGvP/zwg911111WoUIF27Fjh6WkpNhHH31kd9xxh9WsWdPq1atn1apVM4/HY3fddRdXB/GjnAO1Rx55xC655BKbMGGCMyx1zJgxVqZMGfvqq68sJSXFnnnmGfN6vTZ27Fjn93N/MABybN261bp27WotWrRwvj0z8w1f+vbt6yxPS0uzfv36WXBwsPPtrNsSEhLs7rvvtiZNmtjMmTN9esyRnp5ur732mpUsWdI+/vjjAukLF6YjR45Y06ZNrUuXLicd5v/rr79a27Zt7dlnnzUz/37Bk3tkZHZ2tvPt+aZNm6xixYrWoUMH5wopZv8Xvjz++OM2ceJECwgIsHnz5hV43+eynTt3WvXq1W348OEnDdv++usvq1+/vk2ZMqXgmoNf5X4+5H5fGDNmjBUpUuSE4cuKFSvszTfftMDAQHv33XcLtOcTIXjBadm6dauVLl3a54AzKyvLjh49anPmzLEyZcpYkyZNbO7cubZnzx5bu3atjRgxwkqWLGnr16/3Y+fIz6FDh+yaa67x+WZ00aJFNnToUCtTpozVrFnTunTpYmbH/p2rVq1qw4YNKzTfQLlt7dq15vF4fGbLX7dunXXo0MEqVKjgnIqSczA5f/58mzx5sl1zzTWMePGznJA3PT3dHnroIbv66qvtlVdesSeeeMLKli3r823a3r17bcKECebxeGzixIn+ahmF3Lp166x8+fI2cOBAW7p0qbM8J5jNysrKM/KlX79+FhISYj/88EOB9rphwwa76667rGnTpjZr1iyfdTNmzLB//etfFhER4RyMXijv6Sh4y5YtswYNGvjMvbFjxw775JNP7MEHH7THHnvMkpOTzcxs1KhR5vV6XR8ZdjI5r4XDhw/n+3d8w4YNVqFCBWvfvr1P+DJjxgwLCQkxj8fjhC68rk7dggUL7MYbb7QDBw44+23Tpk32zjvvWNeuXW3GjBm2ZcsWy8rKsnvvvddatGjh9/k64L6cEDQjIyPff++cy0IfH760bdvWPB6PFSlSxObOnWtmheP1SPCCUxYfH29er9c8Ho+9/fbbedYfOnTI4uLirG7duhYUFGQej8fq1atnV111VYFfQhOn5o8//rBKlSrZiBEjbOfOnTZx4kSrXbu2derUycaOHWuTJ0+2yMhIe/rppy07O9seffTRC2bisvj4eCtZsqQNGzYsz7offvjBbr75Zp+J3XJLT08viBZxAmvXrrVLLrnENm/ebGbH/mD36dPHLrnkEgsJCbEPP/zQzHy/Odm9e7c999xzJzxdEhe2n3/+2SpXrmz/+te/fJ43zz77rNWqVctWr15tZv8Xvni9XgsPD7eSJUv6nJZwthw/GiC/A8oThS9Dhw61O++807788kvndwvDASnOT19//bVVqFDBvvnmGzMz+/LLL61jx45Wp04du/LKK61MmTLWuHFjMzs2mqFGjRoFNjrsRI4cOWI1atQwj8djd9xxh/Xp08fWrFljO3fuNDOzbdu2WdWqVa1Dhw7OxQbMjp1iFBcXZ2a8rk7XSy+9ZKGhoc4cWG+++aa1bdvWqlWrZtHR0RYUFGS9evUyM7MvvvjCwsLCbPfu3f5sGQXk0KFDdvXVV9sVV1xhL7zwgn344Yc+x9njxo0zj8dj06ZN8zmz4rbbbvP5cqEwvB4JXnBK1q5dayEhIfbvf//bJk2aZEWKFLHp06fnW5uVlWXffPONvffee7Zhw4YL7tSUwm7Xrl22ePFiJxmeO3eueTweq1KlihUvXtymTZvmfPhMTU21Zs2aOVesulCsW7cuz+l0ZmbLly93/n/9+vV2yy23WPny5Z3RXDnDkQvDm/uFKudUyJz5iHJ/W9KvXz+rU6eOTZkyxXn+5/4Am3t4OZDbuHHjrE2bNj4H+k888YR5vV6rU6eOVapUyQlYsrKybO7cuVavXj1Xv3RITU21r7/+2sxOfFCZO3x56623nOXMtwY3HT161Hlv3bBhg11xxRXWokUL69y5swUHB1vv3r3t008/NbNjI6mDgoLsrbfesoyMjBPONee23K+fX3/91Vq0aGEej8f69OljLVq0sOrVq1tERIQNHDjQPvnkE1u1apVdfPHF1rNnzzyTBReWD3mFXe6Jh7///nu77rrr7Oqrr7ZOnTpZiRIlbOjQoU5gN2/ePPN4PM777P79+/3SMwpOzmvogw8+sBIlSpjH47Fu3bpZ2bJlrUGDBs5FLvbt22dTp061oKAge+ONN/I8NwrT65HgBX9r586dFhoaao8++qiz7Omnn7YiRYrYjBkzfGqZUbxwS0hIsIYNG1r37t2db2XMzDZu3GjffPONJSYm+tRnZGRYx44dbcyYMWZ2YQQKP/30k3k8Hp/nu9mx57zH4/GZ92b9+vV2++23W3BwsCUkJBRwpzheTkCcE7rkyLmcZ87Il6uvvtrGjx/vHPQRuODvtGzZ0m677TbndmJiovXs2dMWLlxomZmZzumHOd9+p6WluX66xJgxY8zj8dhHH31kZnkPLnP+f8OGDda9e3e7/PLLfeZ8AdyQmppqffr0saFDhzrfSi9cuNAefPBB69y5s7377rs+r43Nmzdb7dq1beHChf5q2ecStTm3t27dam3atLGoqCjbv3+//fzzz/bCCy/Yrbfeal6v19q2bWthYWHm8XisS5cuzulSODVbt261O+64w15//XXnb/DcuXPt4Ycfts6dO9t3333nc7ng5cuXW506dRiVegE4/pgsMTHRZs6caVFRUXbfffdZUlKSvfLKK9aqVSuLioqyiy66yAYMGGChoaEWEBBgr732WqG9CAjBC07qyJEjlp6ebv/73//yrDtR+ILCacOGDRYaGmoDBw7MNyQ4PlTJzMy0UaNGWcWKFS+Y04vMzL755hvzeDz2yCOPOBOsjhs3zsqVK+eEVbn/KMTHx1tMTIz9+OOPfukXx2zevNmKFi1qzzzzjM/yiRMnWmxsrPMNf074Eh0dbU888YTPgR2Qn8OHD9uNN95o9913n5mZM2l27iHNR44cscjISGcofEHYtm2bPfzww+b1ep3T5070zd62bdusW7duheKqDjh/paSkWJ06dezWW2+1l156Kc+llPMLuWfOnGm1a9d2Tg31l4yMDKtfv75NmDDBWbZt2za75pprLCoqygnw09LSbP/+/TZ79mwbPHiwVa9enQmqT1POfFndu3e3WbNm5XnPyu95MmzYMGvSpAlXYLtAHD582Nq1a+dcUnz37t32yiuv5BkIsHnzZvvggw/s3nvvtYYNG5rH47HPP//cX23/LYIXnNCPP/5osbGxPhOvHo/w5dzw119/WePGje1f//pXnnXp6el55iSZP3++DRw40C6++OICnxSyMPj000+tWLFiNnToUOcKOPl9G5dzGh1zuvhXZmamde/e3YKCgnzmBhg3bpyVLFnSFi9ebGb/d1pRRkaGxcTE2I033shBHE4o94eBBx980Lxer3MQePwHg6SkJLv99tsL5G9h7m3//PPPTm854cvxvb300ku2dOlSRqTCVYcPH7arrrrK7rjjDktJSfnbEbJ//vmnTZ061YKDg+39998voC5PbtSoURYUFGQvvfSSs2zbtm3WpEkTq1q1qv355595fifntIYLYUTw2bB9+3arVKmSDR8+/JRGJfz88882bNgw83q9XKTjArJt2za75JJLrEaNGs5x2r59+2zGjBkWFhZmDz74oE99ZmamZWdnO1+CFtbXI8EL8rV+/XqrUKGC9e7d+2+HJj/99NNWrFgxe/755wuoO5yuTZs22WWXXebzoXT58uU2btw4u+KKKyw6OtoWLVpkZmYrV660xo0bW8eOHW3jxo3+atnv/ve//1mpUqXM4/HYJ598kmf9o48+at26dWPEhJ/9+uuvduDAAfvhhx+sW7dudvnll9umTZvsxRdftDJlypzwm4/09PR8D6KBtLQ0y8rK8jkdYtmyZVaxYkW7+uqr7cCBA3l+Z9SoUXbppZf6nIp4tuR8OMl9IJk7RMkdvuS+Alt2drZNmTLFPB6PffDBB2e9LyC3+fPnW/PmzW3Pnj1O+Ld7926Lj4+38ePH2/Lly53gcvr06datWzerWbOmzZ8/38wKxwel7Oxse+aZZ5yrpOTYtm2bNW3a1KpXr+5M/poz8q0w9H0uGT9+vN10000+o6F+//13W7Zsmb388sv21VdfOcuff/5569Spk9WrV8+5iiQuHBs2bLDo6GirUqWKT/jyyiuvWFhYmPXr18+pzRmhnqOwvi4JXpDHtm3bLDIy0kaMGJHniZxb7if1iBEjrGzZskzYV0itXbvWLr30UpszZ46Zmb388svWqFEju/7666137952yy23WKlSpZyhvr/++usFM3HZvn37bOXKlTZ58mR78cUXbceOHU6YsnDhQitevLj169fPJ2B5/PHHLTAw0OdqBih4Bw8etKZNm9qAAQPMzGzJkiXWpUsXi4yMtODgYJ8rzeQYNWqUM8s9cLzNmzfbHXfcYdHR0XbbbbfZkiVLzOxYUDd58mQLDw+3unXr2tdff23bt2+3xYsX2wMPPGClSpVydXTgwYMHrU+fPjZhwoR8h+Fv3749z8iXSZMmcWlbFJjJkydb+fLlnePGpUuX2t13322VKlWyMmXKWEhIiD355JPOuueff96ZKLWgJ788/jWUe+RF7vBl2rRpzrIff/zRmjdvbhdffDGh/T9w7733Wrt27Zzb7733nnXu3NnCwsL+H3t3GVBV9rUB/Ll0KiAWKqigYisgIIio2DKKCnaOHWA3toLY3Tljjj32OHY3mCiKHQgGnfc+7wfee4YrODPOX7nE/n0Z2edcZgEn9lln77VpZGREGxsbzpgxgyS5a9curlu3js+fP1dXuEI2+PLcz3g+3r59m87OzlkmX4oXL84+ffpka6z/K5F4ETKZPn0627dvz+TkZOlkeP36Na9evcqVK1cyNDQ0y7XUo6KisjtU4V9KSEigp6cnra2tWbZsWerp6TEwMJB37twhmV4Mz8LCggEBAWqONHvdv3+f9evXp6OjI01MTGhsbEwzMzNOnTpVKjR84MAB6unpScMaJ02aRF1d3R+yRKzwbRQKBTt27Eg7Ozup7ezZs2zXrh2tra2lVaiU17EpU6ZQJpNJCRlByCg4OJgmJibs168fBw4cyJo1a7JcuXK8f/8+yfTky7p162hnZ0eZTEZdXV3a2tqyTp06P3wIvLLOlIeHBytXrsy5c+dmSvSEhYWxf//+LFSoEDt16kRtbW2VpItIvAg/0pkzZ+jg4MBu3bpx2rRpNDExYdeuXbl582aS6ddfY2NjaVSYuqe+JSQkqCyz/mXyJSgoiBoaGty6davU9vDhQzo5OUlLsQvfbsuWLdTU1OSECRP4888/09zcnIMHD+aJEyeYlpbGXr160dnZWRpxKIrf5w9JSUnSMwmp+ndXJl+sra2lF/wfP37k0qVLaWJiwnv37uWa+5tIvAiZdOjQgY0bN5a+3rVrF9u3b09TU1MaGhqyRIkS3LZtG0nxBi2nynjBUnZuYmJi+Ouvv3Lp0qV8+PChyv4vX76kg4ODNOQ3PwgODmahQoU4bNgwXrt2jdHR0Xzz5g19fHxoYmLCkSNHSsnEQ4cO0djYmFZWVjQyMuL169fVHL2gvPY8ffqUJiYmXLBggbTt/Pnz9PHxYbVq1aQRC/7+/tTT0xMJMyFL9+7do76+PqdPny61zZ49mzKZTKW+k1wuZ0pKCo8ePcrdu3fz7t272VIn6ODBg7SxseHHjx+5fv16du/enUZGRpw6dSqPHDki7ff69Wv+/PPPmUa6iHu18KMoj62YmBgGBASwfv36rFSpElevXi1NyyHJy5cv08rKKsdMYQ4MDKS1tTXnzp0rtWVMvqSmpnLMmDE0NjZWiVk5+lWcU/9ext/rhw8fGBAQwJo1a9LJyYmHDx+WpqCR5KpVq1i+fHmphp6Q96WlpbFz585s1qyZykjyjM8yN2/epKOjI1u0aCHVVYyOjuaLFy+yPd7/hUi8CJmsXLmSdnZ2nDRpEocOHcqiRYtywIAB0spGTZo0Ya1ataT5rULOcv/+fU6cOJGHDx/+15+ZOHEiK1asmOsuYP/V3bt3aWBgwClTppDM3IHq0aMHjYyMuHPnTqntwIEDtLa2zpfFhnMqhULBmJgYtm/fnt7e3ioj8ZTJl1q1arFdu3bU19cXCTMhS58+fWKVKlVYuXJllc7+hAkTKJPJOGvWLN6/f59PnjxRY5Rku3bt6OfnJ917r169ShMTE5qamrJFixY8deoUP378yE+fPkmjdETSRfgREhMTs1yFSPmiJ6s6SPPnz6eTk1OOmabz4sUL+vr60tnZmbNnz5baMyYJwsLCWLZsWWn6nvBtXr9+rTJ6PqP4+Pgsa+T5+vrSy8sr04pYQt62bds2Ojs7s3Pnzir1KDMmX9avX8/KlSvn6mcVkXgRMnn06BF9fX1Zo0YNVq5cmfv27ZOmXZDp9UFq1KiR5Y1VUK+kpCQ2adKEFStWpJWVFbt06cJff/1V5cKV8QZ448YNDhkyhCYmJrx165YaIs5+UVFRNDc3p6urqzQXXfk7ydjhqlmzJuvUqaPyWdERUK/ExETpoTPjMX3o0CHKZDJp9SKlCxcusGnTpjQzMxMjXYS/NWXKFDo6OnLEiBFMTk7mggULqK+vz6ZNm7J3796sUKECLSwsOGTIkExLlv9oymN927ZtbNSokXTvXbJkCY2MjLhlyxY2aNCA5cuXZ4UKFVQeZkTSRfjekpKSaG1tTV1dXU6ZMiXLFf8yTiP6/PkzV69eTUNDQ/7+++/ZGepXZZxGP3DgQDo5OakkX5TxR0ZGsmbNmt/0IktI9/TpU8pkMrq7u3PGjBk8f/68yvYvk8LR0dEcO3Yszc3Neffu3ewOV1CTjMfA3r17WatWLXbq1Ekl+aLsm58/f54lS5ZkWFhYtsf5vYjEi5Al5QNOVg+affv2pY+PT5Z1XgT1GzFiBL29vfn582cOGTKEdevWZZUqVbht2zY+fvxY2m/58uWsV68e69atqzKvMj8YNGgQy5cvzwULFqgMcSX/Whp6wYIFtLGxURkqLajP06dPWa1aNY4aNSrT8ZqWlsZWrVqxbdu2jI2NVUnKXLlyha9evcrucIVc4OXLl9JITjJ96oG9vT3r1KnDggUL8sqVK9KxFBYWxj179rB+/fqsUKHCDyn2+E9JkoSEBNrY2HD+/PlctGgR9fX1VVYrOnr0qFTXSBB+lM+fP7Nt27YcO3YsO3TowLp169Ld3Z1nzpzh69evVfbdtm0be/bsSUtLS6moeU5JBmaVfAkMDFTZZ82aNSxXrlyWo3uEv/fixQtWqFCB7du359ixY2lkZMTRo0dzx44dmfadP38+vby8WKZMmXzzElD4y9eSLxcvXlTZb9GiRXRxcWFERER2h/jdiMSLkCXlSZDxASY6Oprjxo2jubl5jpmjK/xF+Tf79OkTy5UrxwMHDjApKYnJycmcPn06DQwMaGlpyaCgID558oRpaWm8cOGCymimvOzdu3cqD+zDhg2jlZUVFyxYkGVh6JEjR9Le3l5MqcshoqOj2b59e7q6ulJXV5fDhg3j3r17pe3Lly9n4cKFpSGo6i7cKORsSUlJbN++PR0dHVWOozlz5rBUqVJs27atyrVR+cYtOjqaMTEx3z0e5fdPSkriwYMHOW7cOA4dOpTLly+XksEkuWPHDpqYmLBgwYJS3KL4pJCd0tLS2LdvXw4cOJBk+nLmHTp0YKtWrWhvb8/9+/dL0/KWLVvGSZMmSaMdctrUt4zJFz8/P1arVo3dunXj9u3bOWXKFJqamqpMORb+HWUtrDFjxnDOnDkk00em9u/fnw4ODmzevDn37Nkjvdhat24dJ0yYoPJyUMhfMl4X9uzZw9q1a7N58+bcvXs3Q0NDuXTpUpX7Xm4lEi/Cv7JmzRq2b9+epUuXFjUucjC5XM60tDSOHTtWZX37fv36sVy5cpw5cyZtbGxoYWGhsj2vi4+PZ7Vq1ejj48Pg4GCpfdiwYSxdurRK8kVZN6RTp06cMGGCeKjJATLekF+9esVly5bRwcGBZmZmbNq0KX///XfGxcWxTp067NmzpxojFXKTc+fO8aeffmLjxo1VCosHBQWxZs2aHDZsmDSyRS6X/7AHRmXSJSYmho0bN2adOnVYtWpV2tjY0NjYmNWqVeOzZ89IphcBLlOmDP39/UnmnNEDQv6gPN7evXvH0qVLc8uWLdK2Dh06UCaTsVSpUqxfvz5HjBjBFy9e5PjR0cqf6f3791y5ciXt7e1ZsWJFtmjRQppiJM6z/2bLli00NzdXWdChQYMG1NfXZ926dVmhQgUuWbKE9+7dU5nqLeRPGc+zY8eOsV27djQwMGCFChVYo0YN7tu3L9N+uY1IvAiZfHlAv3r1ilOmTOHYsWNz9by6/OTkyZM0Njbm/fv32b9/fxYvXlwqLPr06VOuX7+eoaGhao4ye+3du5dly5blzz//rDKUVZl8mT9/vpR8mTBhAsuUKSOO9xzkywTYy5cvefr0abq6urJ8+fIsV64c69SpQ1tbWz569EhNUQq5QcZ73OXLl9m8efNMyZfAwEDWrFmTI0eOlJa//REyjqQpW7YsfXx8pKWpU1NT+euvv7J8+fK0traWhldPmTKFlpaWubrAoJB7paWlUS6Xc9iwYRwxYgRJMiAggHp6erx48SJv3brFuXPn0tzcnBcuXFBLjFm9MFGe91/+98t/k2RsbKw01T6njdLJbTp06MAJEyaQTF+4oFSpUgwODuatW7c4ZMgQWllZ8eXLl2qOUviRvjwfv1Z38suvY2Nj+fjxY4aGhkpTxnP7+SgSL4LKEOevSUhIUBnuLORcyguSr68v9fT0aGlpKSVdsupw5AfKn/fQoUMsVarUV5Mvq1at4ogRI6ivry9GduUQX04Z+vLYTUlJ4enTp+nr60ttbW2amJiIujxCljK+Uf1a8iXj6iVz5sxh6dKlOWHChB86dS02NpYlS5Zkz549M/1/0tLSeOzYMZYuXZru7u5MTU3lo0ePWL58eS5dulSMyBPU5uDBgyxcuDC7d+9OQ0NDlXpDJBkXF6eWuJTneWxsLEeOHJlpavzf1fz6uwdC4b9ZsmQJGzVqxBYtWrBEiRIqRVNJ/pCpm0LOoTwf4+PjuXnzZukepzy//m559rx4DorESz6nPAGePXvGnj175rtRELlVVkvwfWn79u00NjbmmTNnSIo6AEpfS76MGDGCMpmMRkZGYgUcNbt37x6HDBkiff21IchfHtNXr14VhXSFLD19+pSNGzeWpuyQmZMvjRs3ZuvWrVVW1Fi0aBHDw8N/WFzKkQMymUxaylpZV0oZn7JOl4mJiVTks02bNjx+/PgPi0sQ/o2uXbvSyMiIu3btUncoJP86Z2JiYmhra0tPT0+VmhCPHj2ijY2NNGVB+PHkcjkrV65MQ0NDlSLF+fVFYH6i/NtGR0ezRo0abN26tcrqk9evX6e3t3eOWWI+O2hAyNe0tLTw9OlTuLi4QEdHBxUqVFB3SMI/uHnzJnr16oXXr1//7X7t27dH1apVsWTJEgCAhkb+Od3T0tIytZEEADRv3hwrV67E8ePHsWTJEgQHBwMA5s6di5kzZ+LKlSuws7PLznCFDGJiYuDp6YnFixeja9euAABNTU3I5fJM+yqPaYVCAQCoVasWSpQokX3BCrmGjo4Obt68iU6dOuHly5cAAJlMJl0XnJycMGHCBJw9e1a6JgCAn58fypQp811jUR6vyhg8PT1Rv359uLu7482bN9DW1oZcLodMJoNCoYCOjg769OmD6OhohIaGAgB2796Nhg0bSvELwveW8Tj9mgYNGqB48eJwcHD415/5kWQyGeRyOTp37gwbGxscOHAALVu2lLaTRK1atXDr1i0A6o83t3vw4AHOnTv31e1yuRwaGhrw8/ODo6MjtLS0pG0ymUzlv0LeI5PJkJKSgkaNGqF8+fLYsmUL3N3dpe3379/Hs2fP8PjxYwDIF/ez/PMkJmQpJSUF3t7eaNiwIVasWKHucIR/EBISAmdnZ5QoUeJvHzCVnYkhQ4YgODgYly5dyq4Q1e7evXuYOnUqYmJiVNozPmRlTL4sX74c169fBwCMGzcOlSpVyvaYhb+kpaXBzs4OderUQXh4OLy8vAB8PfkC5K+kovBtSEIul8PCwgLBwcH48OEDvL29VZIvyutl3bp1Ub169b99kPgeNDQ0kJCQgOPHj0Mmk6F+/fqYPn06ihQpggYNGuDdu3fQ1NREWlqadGwHBwejZMmSqFGjhsr3Eg8two+SnJys8nVWSYoePXrA0NAQY8eOBZAzrsVJSUn49OkTHB0dQVIlpvLly6Np06ZYt24doqKickS8uVVISAhq1KiBK1eufHUfTU1NAICzszNCQ0Nx7Nix7ApPyCGePHmCmJgYDBgwAPr6+irJt65du8La2hpBQUEA/rqf5eUEjLji5HF37tzBqlWrvrpdR0cHu3btwsaNG0UHLocLCQlB7dq1MXr0aMyZM0dqz6ozpOxMODg4QFdXN9+MAggJCUHVqlWhr6+PAgUKZNr+ZfJl1apV2Lp1KzZt2pSpkymoh5mZGRo3bozg4GD4+Pjg7du3aNu2LYC/T74IwpcePXoEX19feHt7Y86cOShRogT+/PNPREdHw8fHB69evQKQfr2Uy+VISkqCrq4uKleu/EPjIokFCxagRYsW2L17N2QyGWrXro2AgAAUK1YM9erVw9u3b6GlpYXU1FQAwI0bN1CjRg0YGhr+0NiE/C0xMRFr165Fp06d4OHhAT8/P/z5558A0s+TjP0N5bW4e/fuCA4Ols4nddPR0UFaWhqOHTuGwYMHY/HixZg2bRr69u0LPz8/hIWFITk5Gf3798esWbOwfPlydYec6yj7oyNHjsTIkSP/cf9q1aqhbdu2WLRoEZKTk/P0g7WgSkNDAw8fPsTRo0exf/9+nD17FhcuXMDWrVuxa9cu1K5dG58+fcKGDRtw6tQp3Lt3L08/j8oojv48Szk6Yty4cZg0aZK6wxH+B3fu3IGbmxsGDRqEmTNnSu1TpkxR+W9GCoUCGhoaSE5Ohq6ubjZFqj4hISFwcXHB0KFDVX5HQPqDTsYLecavjx8/jtKlS6NcuXLZGq+QmVwuh6amJkiiW7duqFatGooVK4aAgABUrlwZu3btUtlPEL4mJCQEjRo1gqurK/T09LBr1y4EBARg1KhRePnyJRo1agQDAwOsX78etra20NLSwvTp0/Hrr7/i+PHjsLa2/qHx3b17FytWrMCBAwcwb948+Pj4gCQuXbqE8ePH4927dzh58iQsLCywYcMGDB8+HNu3b0eTJk1+aFxC/hUbG4umTZvC2NgYmpqasLS0xNatW2FmZoZevXrB398fQOb7aVhYGD58+ABnZ2d1hS5RxhYTE4OVK1di/fr16NChA1JTU/H27Vvo6OhAX18fixYtQpkyZWBoaIjp06ejVatW6g4911D2tYYMGYKAgACpff/+/ahQoQJsbW2z/Ny1a9dQpEgRWFlZZVeoQg6xZ88erFq1CqGhoXBzc8P79+/x/v17AICRkREuXrwIU1NTJCcnY//+/fDw8FBzxD9Q9paUEbJLcHAwDQwMOH78eHWHIvyPUlNTWalSJRoaGvL169dS+6xZs2hsbMxDhw797efzQ+Gy0NBQampqMjAwUKV948aNUsHKL+WH30tu8ODBA/bv35+PHj3ihw8fSKYX0x09ejRbt25NktyxYwcrVarEtm3bSp/7WsFdQQgJCaG+vr50/0tLS+PgwYM5ZMgQaYnYiIgIuri40MrKivb29vTy8mLJkiVVCm5/L18rbH7v3j3279+fJUuW5G+//UYy/bp04cIFuru7s3r16ly4cCG1tbW5bds2absgfG/R0dEsXbo0fXx8VApQv3jxgs2bN2eZMmU4b968TJ/Licej8t7w5s0blixZkidPnlTZ/vjxYzZo0IBPnz6VVvPMiT9HTvT69WuamZmxQ4cOKu0zZsxgyZIlGRISoqbIhJxKeW79+eeftLGx4Zs3b1Tuib/99htdXFwYGRmpcu3Jq8RUozzo9u3bcHFxwbBhw1Te/G/ZsgXHjx9XY2TCf6GlpYVdu3ZBT08PAwYMQFxcHGbNmoXZs2dj165daN68+d9+Pi8P2QPSR/YcOnQICoUCVatWldqDgoLQs2dPPH36NMvP5fXfS27w+fNneHl5YdWqVRgwYABGjBiBzZs3Q1NTE5MmTUJoaCg2bNiAtm3bYvz48Xjy5AkaN24MAGLEi5Clly9fwsPDA56entL9T1NTE5GRkTh9+jTs7OzQpEkTXLhwARcuXMDYsWPRvHlzNG3aFGfPns1UQ+V/xf+vMZGYmIizZ8/ixYsX0rZKlSrBz88PzZo1w7Bhw/Dbb79J044CAwNhaGiIYcOGYdOmTejQoYMYni/8EPHx8bCzs4O9vT1+++03WFpaAkivAViqVCmsWLECFhYWWL9+fab7aU68jyrvDdra2ihUqBBu3LghTdkDgJMnT+L9+/dIS0uTRgPnxJ8jJ3r27Blq1KiBZ8+e4erVqwCAwMBALFiwAGvXrkW1atUyfUZct/I35bmlqamJ5ORkJCYmqtRWevXqFYyMjKClpYVSpUoByOPHjHrzPsL3FhERwdKlS9PNzU2lfebMmTQ3N+fVq1fVFJnwXymX/H7w4AELFChAKysrFi5cmH/88QdJ1bep69at4/79+9USpzp9+PCBo0aNoqamJk+dOsWlS5eyUKFC0u9IyJmioqIYGBjIChUq0NXVlb/++isLFy5MHx8fzpo1i5MmTeLw4cNJpi+hvnbtWtauXZsvX75Uc+RCTvX06VPWqlWLLVu25Pnz50mSgYGBNDAw4LRp07h27VpWrFiRpUuX5sOHD7MlpqSkJFapUoUymYxmZmYcNGgQAwIC+OHDByYnJzMyMpKDBg2ipaUlt2/fTjL9LeHp06elpe0VCoV4Ky98V8rjadKkSdTV1eXq1aulbcp+hfK/wcHBlMlk/OWXX7I/0H/wd+fFokWLKJPJ6OvrS39/f44ZM4YGBgbcuXNnNkaYt5w+fZpeXl50dHRkv379WKRIER49ejTTftl1fRVyj7p167JChQr8888/efDgQc6fP596enr56rlFJF7ymLCwMPbs2ZNVq1bl2rVrSaZPSSlUqFCWF0ZSDNnPqTJ2JpR/o4cPH7Jo0aK0t7fP9PDp7+9PmUyWb292nz9/5tChQymTyaipqckrV66oOyThX3jz5g3nz59PMzMzLl68mDExMVywYAHr1atHmUxGLS0tvnr1iiSZmJjI6OhoNUcs5HSPHj1i06ZN2bJlS/bu3ZtFihThsWPHpO3Pnz+nTCbjihUrpLYfmdSIjo6mp6cny5Qpw2bNmrFjx46sXLkyraysaGdnx3Xr1nHevHn09fWlpaVllp1QkXQRvjdlUuXDhw/s2rUrXV1duWzZMullT8aXOklJSbS0tJSm86rreFT2hf7p/59x+/Lly1mzZk1WrFiRHTt25OHDh//V9xBUZfx9nTp1iq1bt6aWlhYXLlxIUvVZYuzYsdTT02N0dLT4PedhX5tG+7X9njx5Qg8PDxYoUIAWFhZ0cXHhnj17SOaf81EkXvKghw8f0tfXl5UqVWLLli1ZuHBhHj9+PNN+p06dyv7ghH+UmJgo/Tur5EtoaCgLFChAT09PPn78mCQ5efJkGhgY8Pr169kbrJpERkbyxo0b3LlzJ48ePSpd1JOSkjh58mRqaGjw999/J5l/Lua5hVwuZ0pKilRrg0zv+AcFBdHQ0JDz58+X2lesWMGDBw+SFH9H4ds8fPiQjRo1or6+PufOnUsy/RhKSUnhq1evWL169Wx56628NkVFRdHb25stW7bkihUrmJaWxj/++IPDhw+no6MjixYtymLFilEmk7FgwYKMjIwUx7zww0RHR9Pd3Z0PHjwgSX769ImdOnVi7dq1uXz5cqm/oTx+79y5w8qVK2eql5KdlLHExsayb9++7NChA728vHju3Dl++vTpbz8bFRXFpKQkJiQkkBQjyL5FxofrjL+z06dPs3Xr1rS3t+elS5ek9okTJ9LIyEiMsM/jlNeIuLg4Lly4kLNnz+aaNWtUEnBfO8cuXbrEJ0+e8M2bN9J++eV8FImXPCo0NJS+vr40MTHhkCFDpHblBVQ5OuLNmzf55mDPDZ4/f85evXqpJMWySr48ePCABQsWZLt27Th48GDq6urmm6TL7du3WaNGDdasWZN6enqUyWSsUaMG161bx+TkZKampnLo0KHU1NTkrl27SIqH9pzi4cOHHDhwIJ2cnFijRg02atSIZ86ckTrEQUFBLFCgACdNmqTuUIU84PHjx2zcuDGbNWvGs2fPSu0TJ05kmTJl+OLFi+/+/8zqIUU5giAiIoLe3t50dnbmL7/8Iu0bERHBR48eMTAwkB07duTevXu/e1yCoBQdHc1SpUpJxcqVx+HHjx/ZsWNHKfmiPG5Jct68eXR1dVV78cu4uDiWLVuWDRs25JAhQ+ju7s5SpUpx9OjRDA8P/8fPi77Av5fxwfhryZdTp07Ry8uLNWvW5J07dzh37lzq6enlm/5ofhcTE0Nra2s6ODjQ0dGRRkZGdHd35+HDh7McnfZvR8jkZSLxkgd87UaiTL7Y2tpyzZo1Uru/vz8NDQ3FhTEHOn78OMuXL8+OHTtK9QnIr498kclklMlkvHnzZrbHqg7379+niYkJR40axQcPHvDp06c8e/Ysa9SoQXNzc86bN4+pqalMTEzkyJEjqaenx82bN6s7bIHpK82YmZmxU6dOnDhxIocOHcrKlSvT0NCQM2fOZExMDOPi4jh79mwWLFiQM2bMUHfIQh6gnHbUpEkT3rx5k0FBQdTT0/sh10zldTo+Pp4vX75UGdWlvG6/f/+ePj4+dHV15apVq756/xYPiMKPoEy6+Pj4qLR//vyZZHryRTnyZdmyZSTTVx0xMjKSRpGqg/J8mDNnDl1cXFS2zZw5k/b29uzfvz+fP3+ujvDynNTUVHp6etLIyEia6vt3yRdvb2/q6elRS0tLPFvkEwqFgr1792azZs1Ipo84f/36NZ2dnenk5MTt27eLUhZZEImXXOzhw4dS8dB/Sr5UqFCBW7du5Zw5c0Q2Ooc7fPgwHR0d6ePjo5J8yXjTS0xMZFpaGt++fctHjx6pI8xsl5CQwDZt2nDAgAGZtsXFxbF27dosXrw4L168SDK9IzlgwAAWKlSIMTEx2R2ukMHr169Zrlw5jhkzRqU9Pj6eHTt2pKamplRvIyIigvPnz6dMJuPs2bPVEa6Qxzx69Iienp4sUqQItbW1f+j9LykpiaVKlWLVqlU5cOBAaRnojJQjX+rUqcN169b9sFgEIaPY2FiWLFmSPXr0UGn//fff2bt3b3748IHkX9OO6tWrx44dO1Imk3Hr1q0k1Z8QnDFjBu3s7BgXF6fSJ1qwYAFr1KjBwMBAJicnqzHCvOPx48d0d3enlZWVVFPwa8mXS5cusUOHDrx79262xymoT5s2bTh48GCSf43s/Pz5Mxs3bkxHR0devnyZpPqvGzmJSLzkUnK5nGPGjKFMJvvHQmGhoaEcOnQo9fT0qKGhIZIuOcyLFy+4fft2BgUFSUNljx8/TkdHR7Zr1y7TyJfk5GT6+vqyc+fO+aqD8enTJ1asWJEbNmwgmXkY/8ePH1moUCH+/PPP0mdiY2MZERGR7bEKqnbu3ElXV1e+f/+eZPrfLmMHzsvLixYWFlLh3Pfv33PJkiUMDQ1VS7xC3hMaGsqWLVv+8AeD1NRU2tnZsUmTJlyxYgXNzc3ZqVMnzpkzR2W/t2/fsn379qxevTpXrVr1Q2MSBLlczsGDB1Mmk6mcA7t376aOjg7Xr19P8q+RWZ8/f2bbtm2pr68v1ULK7joMWY30XbRoES0sLBgZGUkyPdGpNGbMGBYtWlSaHiN8u9jYWEZGRkq/39evX9PFxUUl+ZJxFENiYiIDAgIYHR3NlJQUtcQsZI+M52NqairlcjmbNWvG1q1bS+3KZ5KYmBhWrFiRXl5e2R5nTicSL7lYQkICBw8eTG1t7X8sQPn69WuOHDlSKqQm5AwhISG0trZmhQoVqK2tzcKFC/O3334jSR44cIBOTk4qyZfU1FQOHjyYGhoa+WZ6kdLDhw9ZpEgRqW5Lxpu88t8DBw6ki4sLY2Nj1RKjkLXJkyezfPnyKp1k8q/r1aVLl6inpycd+6SYCyx8fz/iwSCr43T79u3s0aMH09LS+ODBA06ePJkNGjSgra0t582bx5CQEJLpBT99fHx44cKF7x6XICjFxsYyLCyMR48eZatWrejo6Mh3797x5MmTNDY2/mri7+PHj9Kxmt1JF+XDfXx8PN+9e6eyrWLFivTw8JC+zrgggYWFBRctWpQ9QeYx9+7dY9OmTVm2bFna2dlJI05fvXpFV1fXTCNfkpOT6efnR5lMxnv37qkzdOEHU56PX95DT5w4QR0dHS5fvlxqU56Ply5doomJiSiy/AUNCLlKREQETp06hd27d0NHRwczZ85Ev3790Lp1axw6dAgymQwKhULaPzk5Gb6+vnj16hXmzJkDW1tbNUYvZBQSEgJnZ2d06NABf/zxB0JDQ+Hs7IwhQ4bg06dP8PT0xKRJk/D8+XMsXrwYZ86cwdixY7Fu3Tpcv34dNWvWVPePkK1KlSqFAgUKYMuWLQAAbW1t6VjX1tYGAMhkMgCAgYGBeoIUsmRsbIz3798jOjoaAKS/m/LvVblyZWhoaODz58/SZzQ0xO1J+L6U14nvSUNDA4mJiejSpQsSExMBADY2Njhz5gwOHDgAW1tbTJkyBbVq1cLDhw9x5MgR1KtXD76+vnj69Cm2b98OFxeX7x6XIABATEwMChcujFWrVqFJkyYYNGgQChcujDp16qBJkyZYvXo1+vbtC5LSZ7Zt24bjx4/D1NQU1apVk9qV1+sfTS6XQ1NTEzExMahSpQo2bNgA4K/7xrJlyxAaGgpPT08AgJ6eHgAgLi4OFhYWKFKkSLbEmZeEhISgdu3aKFWqFPr164eiRYti/vz5WLVqFUqUKIFffvkFVlZWqFOnDl6/fg0NDQ0MGzYMa9aswY0bN1CpUiV1/wjCD5LxfGzYsCGOHDkibXNycsKwYcMQFBSE9evXA/jrfNTW1oaJiQmMjIzUEneOpe7Mj/Dv3blzh7Vr16aXlxfHjRsnFe77/PlzliNfkpOTOWTIEMpkMt64cUOdoQtfePnyJWUyGUeNGqXSfvToURoYGPDcuXNS2+HDh+nq6spixYpRX18/X/4tlW/aZs6cSSMjIwYEBKhsV7517ty5M4cPHy5GS+Qwly5dYrFixdi7d29pOU/lm5O0tDSGh4ezVq1aKse9IOQWJ06cYMGCBXngwAGpbcqUKaxTpw5JctasWTQwMOChQ4f4/v17rlq1iuXLl1eZRioI35uykG7Hjh1V2v/44w96enqydOnS0kgF5RvtLVu2UCaTZVmbKDso41DG3qpVq0z7JCQkcN++fSxZsiSdnJx4+fJlhoSEcNOmTSxQoIBUV0L4dx48eEADAwNOnTpVanv16hWrVKmiMlUkPDycdevWpbW1Nbt06UJDQ8N82R/NTzKejyVKlMhy6tC9e/c4aNAgFi9enLNnz6ZCoWBiYiI3btxIKysrhoWFZXfYOZpIvOQS9+7do6mpKSdMmJDlcn5ZJV8GDRpEfX39fDclJTcIDg6mtbU13dzcpAdRMr22S4ECBaThvUoHDx6ku7s779y5k92hqsXXKqGHhYWxadOmLF68OMeNG0eFQsHU1FRGR0dz0qRJNDU1FdPp1CwqKoo3b97kgwcPpJotiYmJ7Nq1K4sWLcpx48ZlGq7q7+/PihUrirn5Qq4UHx/PGjVqsFOnTlLbpUuX2LRpU7Zu3ZpGRkbSFEkl5bkhCD9CbGwsK1euzLp160ptGa+7yuRLrVq1eOvWLZLkpk2bqKGhISVd1FUQMzY2lpaWlioJo9u3b/Ps2bMqdb9u374tFdUvWbIkrays1JYwyq2SkpLYrFkzFi9eXHrxoayb179/fzZr1kxlinB4eDjr1KmTr1bTzK+U539MTAwtLS3ZoUMHadunT5+kaWck+fz5c86cOZO6urosX748HRwcWLBgQXE+ZkEkXnKBz58/s379+uzdu7dK+5dv9T99+sTBgwfTwMCA9evXp5GRkchG5zDKjk9KSgqDg4Npa2tLBwcHkukFRYsUKaKy8kvGjk/GpUnzsmvXrrFFixaMi4tTaVf+Lu7evcsOHTpQR0eHpUuXZqVKldiwYUNaWVmJ413N7ty5wxo1arB8+fLU09Pj4MGDpVW3YmNj6enpyUKFCtHFxYXbtm3j4sWLOWjQIBYoUEB04oRcSXkf3rdvHwsVKsRjx45J23x8fCiTyaTVBzMSqzwIP0p0dDTLli1LmUzGjh07qtwXM77UUCZf3NzcOHXqVGpra6usXqSOY1Qul3PQoEHU1dWVah8NGDCAVatWpampKXV0dDh06FCVBMzFixd548YNPnz4UK2x51anT59m/fr12bJlSx46dIhk+qhsfX19Ll68ONP+jx8/5uvXr7M7TEENUlJSWK9ePVpYWEi1W8aMGcM6deqwWLFidHBw4IkTJ6TzLTQ0lPPmzeO6det46dIlkuJe9yWReMkFnjx5wkqVKvHIkSNZbs+YgElOTma/fv1obGwsHmRymJCQEJYrV04azZKamspbt26xXLlyrFKlCkuWLEk/Pz9pf+XfNT9dtIKDg2lgYEBfX98styt/F5GRkbxw4QJHjx7NoUOHcsOGDVmOBBOyT3BwMI2MjDh8+HDevn2bo0aNora2NlevXi3tEx8fz8DAQNauXZtmZmasVKkS27dvn29Gcgm525cvOzI+xIaHh9Pe3p4TJkyQ2m7fvs1atWpx9+7d2RajkL99/vyZJUqUYM+ePXnt2jXa2NjQ29tbpcBlxuP2+PHjbNCgQaYlo9XZ7/jjjz/YunVrNm3alK6urrS3t+fRo0f59OlTbty4kZaWlhwxYkS+6ht9b0+fPuWOHTuk0Sxnz55lnTp16OPjw02bNrFUqVIcOHCgtL/4XedfI0aMoJOTE2fOnMlWrVrRzs6Oixcv5s6dO9m8eXOam5vz1KlTX/28OHZUicRLLnD8+HHq6ur+bdXw5ORkbt68mXK5XGUpOCFnSEtLY6tWrSiTyWhubi69gUpLS+PNmzdZt25dGhkZSaM8vjbVJi+7d+8eDQ0NOXnyZHWHInyjO3fu0NjYWGW01qdPn1igQAG2b99eZV/lw2tYWBgTExNVptoJQk6XkJDAEydOqKykojRr1iwaGRnxxYsXJMmIiAh6eHiwZ8+e2R2mkA+lpqayTZs2KnUYLl68SGtra/r4+Hw1+XLs2DFeu3aNpHqXjM7ozz//ZMOGDeno6JjpJeLy5cupq6srRl38R69fv6apqSmrVq3KDRs2SEsAnzlzhnXq1KGRkRFbtGgh7Z8f+6P5VVZLuJPk+PHjaWFhQScnp0zT+T08PFivXr1sizG3E8tG5FBpaWnSvw0MDJCSkoInT54ASK8w/aVdu3bhxIkTAABzc3OYm5tnT6DCv6KpqYnmzZujbt26cHV1haurK65fvw5NTU1UrlwZCxYsQMmSJdGgQQMkJiZCU1NTZXWqvO7u3buoW7cuSpUqhb59+0rtzLDSwpcybvu7/YQfb/Xq1YiLi0PDhg2la9eSJUsQGxuLxMREjBo1Cvv378eNGzek1YpsbGygp6cHfX19dYYuCN/k559/RuvWreHi4oIDBw7g2bNn0rauXbvC2toamzZtglwuR5EiRdC7d29s3LgRb968Edcp4YfS0tLCyJEjsXfvXgDp/cjatWtj8+bNuHnzJubMmYNr164BSO+TKPuSjRs3hoODg/R9snP1IplMhuTkZDx9+hQ3btxASkoKAMDDwwMTJ07E0KFDUbFiRQB/rWpkaWmJIkWKQFNTM1vizGvevXuHz58/IzIyEjt37sSWLVuQkpKCunXrYs6cOahevTo0NTVx/PhxAOnHirh25X3K81Eul0MulyMpKUnaNnPmTAwdOhR9+vRBuXLlAPz1nOrs7Izo6Oh89czyvxCJlxwoLCwMffv2lRItLi4ucHNzg5+fH968eQNNTU3p5qS8GF6/fh1GRkYqCRshZ3F3d8edO3fg5uaGn3/+GXXr1sWNGzego6ODatWqYdu2bUhISED16tWRlJSUb5bTDQkJgaOjIxwcHJCcnIxZs2bh0aNHAP6+A5hxW3Z1FAVVHz9+BAAsXrwYPj4+aN++Pa5evYqAgADMmzcPQUFB6Ny5M6KiorBo0SLUq1cPjRs3xpIlS9QcuSD8N2vXrsUvv/yCcuXKoWfPnvDx8cH8+fPx9u1bWFhYwN3dHb/99pt0TapXrx5CQkJgYWEhrlPCD5GQkIDLly8DAGrXrg0g/aFI+QLH2dlZJfly/fp1AMgycZFdxyhJaYlaV1dXdO3aFc7OzvDy8sKcOXMAAHXr1kXLli2l5WmVfaL79+/D2toaWlpa2RJrXmNnZ4eZM2dKfa7Vq1dj27ZtSElJgbOzMwIDA/Hx40esWLECBw8eBCD6WHmdQqGApqYmYmNj4eXlhWbNmqFixYqYMWMGrl69CgAYNWoUvL29peuG8vyLi4tD9erVoVAoRILu31DfYBvha0JCQiiTydi+fXs+ffqUJLljxw6WKFGClStXltrI9IKs48aNY9GiRVWKjQnqpxy+mdHcuXPp7e3Nmzdvsm3btjQwMJCmHaWmpvLatWt0dHRkeHh4doerFo8fP6ZMJuO4ceNIpi9lWaJECfr6+kpFWYWcKTg4mOXKlVNZurN169aUyWQsUKAADx8+rLJ/VFQUDx48yC5dukhFEAUhN/lyyP3hw4c5atQo6uvrs0aNGhw+fDivXLlCExMTLlu2LNPnxVx34XtLSUmhpaUlZTIZR44cyVWrVqlsl8vl0nF76dIl2traskWLFrxy5Yo6wlWRmJhIJycndujQgY8fP2ZwcDBbt25NQ0NDDhkyJNP+Hz9+5IYNG2hgYKCydLvw7ykXeNizZw+9vLwYGhrKTp060cHBQWXa0fnz51m1alV27Ngx00IHQt4UHx/PSpUqsU2bNty3bx9nz55NMzMzOjs7f/V827hxI01MTPjnn39mc7S5l0i85CAJCQnSRe/WrVs0MDBgmzZt+O7dO5Lk6tWrWbZsWerp6bFz585s1aoVmzRpwhIlSohCujnM3bt3Wb58ea5atYpnz56V2k+ePEkHBwc+efKE0dHRbNu2LfX19VVqvmRcui8vCw0N5fTp07lmzRqV9s2bN4vkSw4XHBxMXV1djh8/nqTqA2nPnj2po6PDo0ePqiQflbVdxHxxITfImCT5MmHy5dfh4eGcMmUKK1WqRFNTU8pkMrZs2VI8sAjZol+/fuzbty/Hjh1LV1dXVq1alevXr8/yZdz58+dpZWWVI/qMJ0+epL29vdTHJcnLly/T0NBQ6gMo3b9/nz/99BOLFi3KHTt2kBSJzH/r+fPn3LlzJz9//qzS7uTkxBEjRki1gZycnFSSL5cuXRKLFuQjS5Ysobu7u0oR+ZkzZ1Imk9HJyYkHDx6U2q9evcoePXrQzMyM27dvV0e4uZZIvOQQL168YPXq1Xns2DHpwfvmzZs0MDBg69atGRERQTJ9NMyoUaPYtGlTNm7cmIGBgXz8+LE6Qxe+kJyczHbt2lEmk9HV1ZXNmzdn69atpYJUgwYNYsuWLalQKPjy5Ut27NiRMpmMt27dUm/g2Sg4ODjTUoUZL/Zi5EvOdfv2berr69Pf31+l/dOnT9K/27RpQzMzMx44cEB6w6YkOstCbpGxgO6XKxp92S6XyymXy7lkyRJ6enpmGvElCN9TxuNu1qxZ7Nq1K8n0EQ2jRo1ijx49WLx4cS5fvlxallkp47VanQ4ePEgrKys+efJEanvy5And3Nw4YsQIVq9eXWW1lF27dkkvstS98lJu8eLFCxobG1NbW5uVK1fmtm3bpNFOJ06coKenJz9+/MiYmBi2bNmSderU4cqVK7McsS3kbVOmTKGHhwfJ9NEvJLlv3z7Wq1ePTZs2ZceOHfnp0yfK5XKGh4dzxIgRPHr0KElxPn4LkXjJQapXr05ra2uePHkyy+TLq1evpH3FSiA5V1paGq9fv87GjRuzWLFivHTpElu3bk0PDw/Wr1+f06ZNo6urq5QwCw8PZ8+ePTNVCs+rlEkX5fSijDKOhlAmX4YOHZpvfjc53dOnTymTydinTx+V9tmzZ3Pu3LnSzZok27Zty6JFi3LXrl2Zki+CkNPJ5XI2btyYjo6OKm1fk7HTqRzpIjqiwo+QmJjIXr16SSNa4uPjWbp0aQYGBkr7DBgwgDKZjPb29qxevTo9PT158eJFKhSKvz2Of6QvzwflSoYTJ07k/fv3GRUVRVtbW/bp04fx8fG0trbm9OnT1RJrXnH79m1Wq1aNrq6ubNCgAb28vFirVi2OHTuWR48epa2tLdevX0+SjImJYf369dmoUaNMo2OEvG/p0qU0MjJSedlZsWJFBgQE8Pfff6e2trbKFEVlv07c576NSLzkABkfNt3d3VmiRAmeOHFCSq4oky9t27bNVPtDHPA5x8OHD6V5jmlpaQwJCWHVqlXp7u7OmJgYhoaGcvz48SxWrBhlMhkvXrwofTY1NVVdYWeru3fv0tDQkFOmTFFpv3fvnpRszHhMb9u2jXp6ehwzZox4eM8BPnz4QGNjYzZq1Ij3798nSc6ZM4e6uro8fvw4SdXrWaNGjVi2bFnGxsaqJV5B+F+cOHGClpaWbNasmdT2b5MvgvCjHD58mLq6uiqjQZYuXcrOnTuTJAMCAqivr8+zZ8/y2bNn3Lt3L8uXL6+yf3bLeG5k7O/s3buXRkZGLF26NAsXLkxPT0/pXt++fXt27NiR5N+fd0JmHz9+lJ4hrly5Qnd3d/bo0YOrVq3ipUuX6Orqyu7du1Mmk7Fq1ar88OEDyfSk8cuXL9UZuqAmaWlpbNu2LXV1ddmgQQMWKVKEDRo0kLbb2tpy+fLlJMW97n8hEi9qpjx4M9b1UK6V/uXIl4IFC7Jx48Z88eKFWmIVvk4ul3PkyJGUyWTS0Du5XM7bt2+zYsWKdHBwYExMDMn06WLKaUX56eL16dMnWlhY0M7OTrrJk+TUqVNZv359vn37VmrL+HvZuXOnmG6UAygTKu/evaOFhQWbNGnCESNG0MzMjCdOnMhyX5KiEyfkWnK5nGfPnmXp0qXZsmVLlXZBUKfmzZuzdu3a0r3y4sWLLFGiBH/66ScaGxtzz549Kvsrj1l19DkePHggjXBdv349AwICGBkZKcXy4MEDHj9+XOo7kenJmZ9++okzZsxQW9y51bt379ioUSNOmzZNGoV6/vx5uru7s3nz5rx69aq0mEO/fv34yy+/kBT11/KL69ev89dffyWZ3r/OmJBVKBRctmwZAwICuGTJEqn99evXrFKlikqdF+G/EYkXNQkLC5PmqmZ8k79o0SIWKlSIFStWZKlSpVSSL1euXKGFhYV4kMmhIiMjOXjwYGpra0vz+5XJlypVqrBq1ar5/s3/9OnTWaZMGU6ZMoVpaWmcN28eTU1NeejQoUz7io5WzqN8U/n27VuWLl2aMpmMa9euzXJf0YkTcosvEynKei1KygKDXl5eX/2MIGQH5XG3c+dOlitXjqdPn5a2jR07lnp6ety6davKZ3LCvXTZsmWsV68ey5Urx6lTpzIsLIxk1rHFx8dzw4YNNDU15blz57I71FwvMTGR7dq1o4uLi8oU4IsXL9Ld3Z1NmzblsWPH1ByloC6xsbEcOnQo27Vrx4oVK3LgwIF89+7d397T1q1bR0tLS969ezcbI82bROJFDVJTUzlo0CDKZDKVJbgCAwNpamoqFUKrW7cuLS0tefr0aanIX35Z8Sa3ePXqlcrb/k+fPnHAgAFZJl+qVq1KBwcHRkdHqytctbh37x4XLVokfR0UFMRSpUrRw8ODpqamPHPmjBqjE76VMvkSGRnJUqVKsX79+rx3756aoxKE/01iYiJHjRolTaFTHuf79u1jwYIFOWrUKJYoUYJNmzaVPiOSL0J2Ux5zsbGxtLGxYe/evaVtf/zxB2vWrCklY3JC8luZWFm8eDFNTEzYo0cPqR/75SgchULBx48fMyAggEZGRmK1lG8UHx/Pjx8/kky/nvXu3ZuOjo4qyZdLly7R3d2dLVq0EAXA8yHluTZhwgQaGxtz/Pjx0r0uqyTo3bt3GRAQQB0dHWk1MeF/IxIv2Ux5gD948IC9evWimZkZ79y5w5UrV9LMzExlqCVJenh40MjISMr654Q3F0K6u3fv0t7enq6uripvZb6WfLlz5w5LlChBNze3fPN3vHXrFvX09Dh79myV9nnz5lFfX59du3ZlZGSkmqIT/k5oaCgnTJiQ5baMI18sLCxYt25d6YFVEHKjffv2sXLlymzfvr1UtHTXrl00MjLi6tWrSZLnzp2jhYUFPT091RmqkI/ExcXx7Nmz0sqW5F8Ji19//ZUlS5ZU6X80adKErq6u2R7n18jlckZFRbFevXpcvXo1V69eLU0fWrp0KUeNGsVp06ZJS0p//PiRe/bs4fnz50mK1VL+rYcPH7JXr15cvHixNG3775IvHh4edHNz4x9//KHOsIVspLxu3Llzh1WqVOHOnTs5bNgw7tu3jyR57Ngxbtu2TeV6EhwczLFjx/LIkSMkxTPo9yASL9no+vXr7NKli1Tr49GjR+zevTv19fWpra2tUvcjY/ExT09PUeMih7l79y5NTU05evToLN/2f/jwgf369cuUfLl3757K0ol5WXBwMA0MDLJcvYhML8pasmRJTpkyha9fv87m6IR/MnXqVNarV49k1jfbjMkXKysrVq9eXXpgFYScLqtj+pdffqG7uzu7d+/OJUuWsGDBglyxYoXKPufPn2eBAgXYqFGj7ApVyMdGjBhBmUzGevXqcfny5Sqrzdy+fZsVKlRgUFCQ1Hb48GGWKFFCrX3Go0ePqkyBSkpKorOzM0eMGMH4+HiOGDGCFhYWdHd3Z5MmTejo6Mju3btLxWAzjiQTD3r/LCQkhBYWFuzWrZtKf5P8awWsL5MvZ8+eZYsWLUTNyHzgypUrKteNhw8f0tLSkidPnmRsbCz79OnDKlWqsG7dujQzM6OzszM3b94s7a88ZkQS9PsQiZdsEhwcTF1dXQ4bNkyl/cGDBxw0aBCNjY2lmi9yuTxT8kXIOT5+/EhHR0eOGDEi07aMy3wnJSWxb9++NDQ05P79+7MzRLW7ffs29fX1OXHiRJX23377TeUNS1BQEEuUKMFp06aJDkAOs337dhYuXFjlTeuXlNeo169fs2LFinz27Fl2hScI/5lyCkZCQgJ37NjBxYsX89OnTyTJDRs20NXVlZqamtLqa19OKTp79qzKNGFB+FEUCgX37t0rvchxdnbmsGHDpAL18+bNo4mJifTy4s2bNwwJCVFbvCkpKRw6dCiXLVtGMv1ck8vlHD16NKtVq0ZbW1s6ODjQycmJw4cPp1wuZ1BQEF1cXHLE1KjcJjw8nBYWFhw7dmymUgTKh+SEhAT+/PPPdHR05IIFC6Tl7pUlDIS8KyIigl5eXiojkl+8eEE7OzvWq1eP3bp1Y8WKFVmmTBkGBgYyKiqKbm5uHDRokBqjzts0IPxwISEhqF27NkaOHIn58+erbLO1tYWvry/atm2LVq1a4cSJE9DQ0ABJaGlpqSli4e98+PABKSkp6Nq1q9R28eJFzJw5E1WqVEGzZs2wZs0aaGtrY968eWjdujX69OmD+Ph4kFRj5Nnj3bt3aNmyJWrVqoVp06ZJ7QEBAejbty/Mzc2lttGjR2Po0KEIDAzE1q1bIZfL1RGykIFCoYBCoUCFChVgYGCA1NTUr+6rpaWFtLQ0WFhY4M6dO7CyssrGSAXh2ykUCmhqaiI2NhYNGjTA1q1bcerUKSQnJwMAevTogQEDBsDJyQkPHjxAWFgYNDQ0oFAopO/h5uYGDw+PfHE9F7JfSkoKXr58CQCQyWTw8vLCypUrcefOHdSqVQuHDx9GxYoVMWTIEJiYmKBatWrYv38/SKJ48eKoVq2a2mLX1tZG0aJFsXz5cqSlpUFTUxMaGhqYPn06pkyZgokTJ2LWrFm4fPkyLCwssHjxYujo6EBXVxfR0dHinPpGv/32G+zt7TFjxgzo6uoCAN68eYNTp05h2bJlOH78OPT19bF06VJUr14dK1aswMaNGwFA2l/IuwoXLoyoqCisWrVKaitVqhTWrFmDqlWrwsLCAuPHj0d4eDhevXqF69evw8nJCXK5HGlpaeJ8/BHUmfXJD0JCQmhsbJypVoK/vz8nTZokff3o0SP26NGDRYoUkebSCTnT/fv3qaenxw0bNpAklyxZQkdHR7q6unLEiBFs0KABa9SowWvXrpFMr/mScankvO7Ro0ds3bo13d3duWbNGpLk7NmzaW5urlLDKONb5Llz54rpdGr2+fPnTIWfq1evLi07+E9DTMUQVCGnUx6jcXFxtLW1ZYcOHfj582dp5FbGN+4bNmygu7s7fXx8pGuTOMaFHy0xMZFVqlShtbU1ly5dygcPHqhsT05OZkxMDP39/dmwYUNqaWlRJpOxUaNGKitkqlN0dDQbNGjARYsW/WMB6j59+lBbW5u///47SVGw+luNHDmSTZs2laaD7Nixg97e3ixUqBCtrKwok8mkZYETEhLo5+fH8PBwdYYsZBPluXTs2DE2btyYN2/eJKlazPpLLVu2pIGBgbTIi7jnfX8i8fIDJScn097eniYmJio3xFmzZrFgwYI8cOCAyv5hYWFs27Yty5Qpw/j4eHHA51CJiYkcPnw49fX1WbFiRero6DAgIIDBwcEk0zsdhoaGnDdvnpojzV4RERFS/aJ79+6xe/furFu3Llu2bElzc3OePHky02dEkjFnePHiBatWrUpLS0v26NGD48eP55YtW1ijRg0uXrxY3eEJwnejUCg4atQoNmnShFFRUSrtpOqD38aNG9mgQQO2aNGCDx8+zPZYhfznwYMHrF27NqdNm8batWuzWbNm7NSpE1+9eiVNh1N6//49Dx48yAYNGmTqT6pTSkoKhwwZwoYNG6rU/crYpz158iSXL19Oc3NzduvWjVOnTlVHqLnenDlzWLRoUU6YMIHdu3enubk5Bw4cyOPHjzMmJobjx4+nhYWFSLbkY2FhYbS3t5de9meVeLl16xZ3795NY2NjNmvWTCq4K3x/IvHygyhXarlw4QLNzc3p4+NDMj3pYmZmplLnIuPB//z5c1FoNBd48eIFDx48yPnz56t0yOVyOSMiIujm5sZdu3apMcLs9eHDBzZp0oTdunWTingpky9mZmb08/OT9lU+2EyaNIlGRkZ89eqVWmIW/qJQKHjw4EEuX76cI0eOZI0aNVi/fn3KZDI6Ozvz8uXL6g5REL6bunXrcvjw4Vlu+/KN+5o1a+jq6iq9LRSEHyk5OZlNmjThlClTqFAoeOLECbq5ubFBgwb09vbm5cuXGRsbq/IZZW25nPCyThlDVFQUrays+NNPP0n1aJTb5XI5Fy5cyAEDBvDEiRMk00cO/109MeHrBg4cyPr169Pe3p4HDx5UWSly2bJlrF69uvRSTMiftm/fTplMJo1gVlIoFHz//j379u3LJk2a8Pjx4yTJUaNGqRTkFb4fkXj5AT5//sxChQpx/fr1JNOXbjMxMaG1tTULFy4sJV0y3iQ3btzIixcvqiVe4fuaNGkSK1SokK+KxaampnLChAmsU6cOBw4cKF2wQ0ND2b17d7q4uHDVqlXS/v7+/tTT0+P169fVFbLA9FFK58+f57lz5zI9cMrlcu7atYteXl5s0qSJtLynIORWaWlpjIyMZJEiRbhu3TqS/GoR+w0bNkjD91++fJltMQr5l/IafOvWLVaqVEnlmtuwYUNqamrSyMiIXbt25cyZM9UVJsnMCcqM/VnllL379++zUKFCbNWqFR89eqSyj1wuFw92/6OMUyMTEhKYnJycaZ9hw4axVatWmZJ1Qt7yb6boTZ48mVpaWty6dWumbRERESovQUWh6x9HJF5+gLS0NLZp04ZeXl78+PEjSfLq1assU6YMnZ2dM1UenzhxImUymahxkQtl7EicPXuWw4cPZ8GCBaWlwfMD5QU6MTGRAQEBrFOnDn19faV6IcqRL7Vr1+bmzZs5c+ZMkXTJAW7fvs3q1avT2tqaZmZmbNCggfS3zHgTP3DgAJs2bcoWLVrw1KlTaopWEL7d10YAuLm5sW7dutI16sv97t+/Tzs7O7WuDiPkT3K5nB8+fKCXlxfnz59PkgwMDKSenh4vX77MP/74g/3796ehoaHa76FxcXEMDAzMcpvyHnL37l2WLFmSHh4eXLlypVit8zv7MpmlFBUVxTFjxtDU1JR37txRR2hCNouLi5Nqs2QlPj6eEyZMoIaGBv39/Xn79u0s98sJI+fyMpF4+UGWL19OMzMzhoWFSW1Xrlyhqakpvb29pQ7fpEmTaGBgoPYbqPC/2b59Oz09PVm3bt2vXszymowX54xvWho1asRixYpx8ODBKtOOevXqRXNzc2pra4vjXc2Cg4NpaGjI0aNH8+bNm1ywYAFlMhlHjRpF8q/h4EqHDx9m7dq16e3trbJkuiDkVMokYkpKCl+9eqVSpHTq1Kk0MTFhUFBQlm+C161bx/r16/PNmzfZFq+Q/yQnJzMkJIR37tzJVL9l/fr1tLKyoq+vL/X19blnzx5pW3x8PN+/f5/N0Wa2bNkyVqtWjWTWD2vKtsjISPbr148eHh60tbXl+vXree/evWyNNT8ZN24cu3TpQhsbm3z1EjC/UigUVCgU7N69O3v37i21fc327dtZpUoVNmnShMOHD+ejR4/E0uLZSCRevrOMB7udnZ1U20Xp8uXLNDMzY7du3ThmzBjx5j+X+KdhfE+ePOGlS5fyzRzl0NBQzp8/P1Nncf78+TQ1NWWPHj1Yu3ZtlWlHd+7c4cCBA3n//n01RCwohYWFUU9PT2WltQ8fPrBw4cLs1KmTyr4Zh5seO3aMz58/z7Y4BeG/Uh63MTExbNq0KatVq0ZtbW0OGzaMZPp92s3NjQUKFODkyZOlh9i3b99y0aJFNDY25v79+9UWv5D3xcTE0N3dnVWrVqVMJmPXrl1V+oKJiYls0KABCxYsKK34kxV1vp0+ePAgjYyM/nZatfJcTE5O5ufPnzlt2jSOHz+ea9euzTGrMOU1s2bN4pgxY/j48WN1hyJko0GDBrFOnTp/u4/yehEaGsr9+/ezTp067NevH3///Xcx0iWbiMTLd/Dl1CHlUMq5c+eyZs2aUlV35Q3oypUr1NXVpUwm440bN7I3WOGbKf9uERERPHfunJqjUT+FQiEV6goMDJRGb82aNYumpqY8e/YsSXLmzJl0dnamr6+vlKARHS31ksvl9Pf3Z5EiRTh37lypfdasWZTJZHRwcKC/vz8nT57MV69eiXnhQq6jvF5HR0fT0tKS7du3565duxgQEECZTMagoCCS6dexpk2b0tzcnBYWFnR3d6eLiwstLS3522+/SfsIwvcWHR1NKysr+vj48Nq1a5w/fz61tbU5btw4lf2mTp1KGxsbaUSpOo/HL6e0yOVyhoeHs2zZsv/4MuXLuBUKhagh8R8pny+ymrL1tVHIQt6mPJe2b99OBweHb/78+/fvMz3HCj+OjCQh/GdPnz6Fn58fWrVqhQ4dOsDIyEja9urVK1SvXh2DBg3CtGnTVD4XEhICIyMjWFtbZ3fIwjeQy+XQ1NTE8+fP4e7ujmHDhmHIkCHqDktt7ty5g0WLFmHt2rVYunQp/Pz8sGzZMkRFRWHhwoXYvn07GjVqBABITU3FvHnzsGnTJnh6emL27NkAAJlMps4fId+LiIjA7NmzceHCBXTp0gUJCQkICgrC6NGjUaNGDRw7dgxXr17F8+fPoaenhzFjxqB3797qDlsQ/rX4+HhUqFABTZs2xdq1awEAb9++hZOTE8qXL4/jx49DJpOBJHbt2oWLFy/i/fv3qFOnDpydnVGzZk0ou0bieiV8T7GxsahevTpq1qyJ3bt3S+2VKlWCjo4OLl++DD09PQBASkoKbG1t4ePjg6CgIHWFDIVCAQ0NDaSlpSE5ORmGhobSNnt7e3Tr1g1DhgwByb89X/5pu/D3lP3Rp0+fomfPnti2bRuKFy+uso/4Hed9yvPxy7/1o0eP4ObmhmPHjqFGjRr/+vsI2UtL3QHkdklJSQCAAQMGYNOmTXBxcYG/vz+0tbVRsmRJjB49Gps2bULHjh1RsWJF6XPVq1dXV8jC3/jyQqapqYkXL16gWrVq6NSpE/z8/NQYnXqFhITA3t4eEyZMAAAMHjwYaWlpGDRoEABg7969UtJFLpdDW1sbI0aMgI6ODtq0aSM6AzmAXC5H0aJFMWbMGMycORPLli1DWFgYjh07Bg8PDwBAkyZNAAD79+/H1atX4ezsrM6QBeGbkMT69evx5s0bNGvWTGq/cOECXr16BUNDQ2zbtg2pqalo06YNfHx84OPjk+n7iOuV8CPs2LEDz549w+TJk5GUlAQ9PT3s3LkTDx8+RI0aNRAYGIhKlSrBwsICbm5uaNq0KW7duoWoqCiYm5tne7zKh/24uDj07dsXt2/fRtOmTVG0aFHY2dnB1NQUiYmJAP75nBHn1P9G+RLQzc0N9evXR7FixTLtI37HeZsyWRIXF4cpU6YgOTkZLVu2ROHChaGhoYFixYohOTkZwD8n4UTSRT3EiJfv5M6dO1i6dCmOHz8OuVwOHx8fdO/eHSkpKfDy8sLSpUvRqlUrkWHMgR4/foz9+/djxIgRWV6orl+/jo0bN2LJkiX59qZ2//592NvbY8yYMZgyZYrKcbx+/Xr07t0bs2fPRp8+fVCwYEEAf3XYBPVKSUmBjo4OgPQbsUKhgKamJiIjIxEYGIgTJ06gc+fOGD16NAAgOTkZurq66gxZEL7Jl9eaBw8eYM2aNVi/fj327t0LTU1NNG/eHH379kWRIkUQGRmJDRs2wMbGBtra2hg5ciQ8PT2hqakp7s/CDzdq1CgsWbIE27dvR1JSEnr16oWhQ4eibNmyePjwIS5evIjQ0FC4uroiMTERY8eORYMGDbI9TuV5FRMTg/r168PV1RWlSpXC/fv3ce7cORQtWhSXLl1ClSpVsHbtWjg6OmZ7jPlJUlISevTogQIFCmDVqlX5tj+aXynPx9jYWLRq1QoGBgaIi4vDp0+f8PjxY7i4uODEiRMYOHAgAgMDYWxsLEZA5UTZP7sp70pKSuKnT584cuRIurq6UktLi5MmTaK5uTmrV68u6iXkUJ07d+ZPP/2U5bZ/KqqbH9y5c4fm5uasWLGi1Jaamqryu1m4cCFlMhkDAgKkYrqC+j148IAODg6cPXs2T5w4kWl7REQEhwwZQicnJ86YMUNqF/PvhdwmPj6eI0eOlL5+/PgxfX19aWhoSJlMxt27d6vs/+rVK27fvp0eHh48evRodocr5CMKhYIJCQkqdRSGDRtGmUxGLS0tLlu2TGX/yMhIXrhwgT4+Pjx//rz0PbJTxlpJJUqUYIcOHVS2KxQKRkdHc8uWLfTy8mKTJk3+dilb4dt87e99+/ZtUXsqH8p4PhYvXpz9+vWTtsXHxzM4OJinTp1ily5dWKdOHc6YMUOqvyiOl5xFJF5+kMjISG7YsIHu7u40MDBgwYIFc8Tyf0Jm69ato52dHePj40Wi5QvBwcE0MDBgvXr1aGFhQT8/P2lbWlqayu9r0aJF1NbW5sSJE6ULvqBeY8eOpUwm4/z582liYsLhw4dLhUOV3r59Sz8/P7q4uHD8+PFqilQQ/jenT5+mTCZj+/btpbawsDCOGTOGhoaGKsvxZlV4UnROhR8hLi6Oo0ePpre3Nzdt2qRSYH7y5MmUyWTctGkT4+PjpXblfVVdCXDl/zc2NpZWVlZs166dyvYvC7seOHCATZo0oaenp1RcX/g20dHRfPPmjcrKmBn7V+L6lH9lXKWvZMmS9Pb2Vtn+5XOLn58f7e3tGRgYKF6E5kAi8fKdfXlxjIiI4JUrV/jkyRM1RST8k99//52mpqZ89+6dukPJUa5du0ZtbW1OmTKFaWlpXLVqFc3Nzf82+aJc2SgqKkodIQtfePbsGStUqMBjx47x5s2b7Ny5M11dXenq6sqDBw/y5cuXJNOr2vft25f169cXfzshV0pOTuaBAwdoZmam0jF99OgR/fz8WKBAAZXVisSDjPCjRUdH097enp06deKaNWv48eNHkuSHDx+kfYYOHUodHR2uW7dOJflCqudhO+Ob9erVq1NTU5ORkZFZ7psxvkOHDtHNzY2NGjWSVjEU/p27d+/Sw8OD1tbWrFWrFufNm6fukIQcImPSpWbNmixfvry07cuES8ZE7bBhw2hra8vp06eLEcw5jEi8CPlOYmIiExMTpa9TU1NZtWpVaZis6JCnO3PmjEqS5fPnz/8q+aLsXArqJZfLmZaWxqFDh3LixIkk06dDKhQKamhosHz58ixbtizXr1/Phw8fMjk5WeVtmyDkVBmv0Rn/nZKSwv3799PU1FQl+fL48WP6+fmxUKFC3LJlS7bGKuRP8fHxrFKlCtu0acOoqCjpHnno0CF2795dZWTI0KFDaWhoyBUrVjAhIUFdIUsxfv78maVKlWKjRo1oY2PD+vXr882bN1l+JuP59/vvv/Pq1avZEmteERwczAIFCnDw4MHcvHkzPTw8WKRIER45ckTdoQlqpjwfo6OjaWlpybJly1JbW5vLly//x8+Q5ODBg6WpikLOIRIvQr7y/Plzli1bli4uLhw2bBjnzp3Ly5cvs0iRIlyxYoW6w8uxlJ2r6OjoryZflPuIxFXOsnPnThYoUICvXr0iSfbq1YsWFhb8/fffOXXqVBobG7Nu3bqMiYlRc6SC8M+U15eUlBTpTfzXki8Zpx2Fh4ezb9++1NfX59u3b8W0UuGHCggIYN26dVVGi2zdupUGBgY0MjKij4+PSk2UAQMGUCaTSaMQs5vyrXh8fDzLli3L1q1bkySfPn3KMmXK0N3dnW/fvs3ys+Ke/9/cu3ePxsbG9Pf3l9rOnTtHmUzGBQsWqOwrRi3kLxlHupQoUYI+Pj5MSUnhnDlzKJPJuGTJkn/8rJAziVWNhHwlMTER69evR1JSEs6cOYOwsDCYmJjgypUr8Pb2RkBAAGxsbNQdZo4WExOD7du3Y8KECejatSvmz5+v7pCEf9ClSxfY2NggNDQUp0+fxrFjx6Ql7W/cuIFixYqhRIkSao5SEP6d1NRUdOvWDaamppg4cSKKFy+usnpDamoqDh48iEGDBqFbt26YNWsWAOD58+eIj49HpUqV1Bm+kA+0bdsWurq62Lp1KxQKBWJjY+Hs7Izx48ejSpUq6NChA6pXr45BgwbB3d0dABAaGgpbW9tsj1W5Wkp0dDRatWoFJycnBAUFSdsfP36Mxo0bw9LSEtu3b89yGWPh3yOJ1NRU1KtXD0+ePMEff/wh3Y+nTZuGKVOmYOjQoXBwcICNjY3KalEUq9TkeRlXE2vYsCEqV66MDRs2AAASEhKwdOlSjB07FosXL8bgwYPVHK3wzdSa9hGEbBIVFcXg4GA+fPhQKm6nfEvz/PlzbtmyhaVLl2afPn14//59dYaaK0RHR3PNmjWUyWQcO3asusMR/sGSJUuop6dHW1tb3rt3j6R4SynkLl+OUBk+fDgdHBw4ZswYaRpExmM6Pj6e/v7+bNiwYZbFvsXxL/woaWlprFWrFnv06KHSnrF+VkhICA0NDTlq1CipTR2jRjPWdClZsiS9vLykcy1jHI8fP/7HkS/Cv6P8nV+9epWVKlVimzZt+PjxYwYFBdHY2Jjdu3fn/PnzWa5cOVarVo2VK1dm//79eePGDTVHLvxoX64m5uPjk+nel5iYyKCgoH8c+SLkTBrqTvwIwo929+5dNG3aFG3atEHdunUxePBgvH//XnprYGlpiU6dOmHu3Lk4cuQIli5dirt376o56pytQIEC8PHxwYYNG9CzZ091h5Ovff78+R/3GTRoEGrUqIFatWpJb/vFWzMhN9HQ0EBSUhKOHTsGAJg3bx5atGiBP/74A4sWLcLbt28hk8mgUChAEgYGBihTpgzCwsKQlpaW6fuJ41/4UUiiSJEiuHnzJt6+fSu1m5mZAQAUCgWqVq2K5s2bo2TJktJ25TGZXcem8s16XFwcatasCQ8PD+zduxcaGhqZ4rC2tsbx48fx4sULdOnSReXnEv69O3fuoG/fvoiJiUGtWrXwyy+/4M6dO/D09ERgYCD27duHjRs3YtiwYbh27RoOHjyI+vXr4+nTpzAyMlJ3+MIPlPF8rFq1KurXr4/ffvtNOh+V9PT04Ofnh1mzZsHPzw8rVqxQU8TCfyESL0KeFhISgtq1a8PNzQ07duxA27ZtsXnzZuzduxdAegdJoVAASB8avGTJEmzcuBHr169HSkqKOkPP8QoWLIhu3bqhfPny6g4l3/r06RPKlSuHwMDAr+4jl8shk8nQvXt3PH36FA8fPszGCAXh+yCJSZMmYfjw4fjtt98AAFOmTEHLli2l5MurV6+goaEhXdOjoqJQvXp16OjoqDN0IY9LSUnBjRs3cPr0aXz+/BlaWloYOXIkHjx4gKCgICQnJ0OhUEiJQQ0NDaxduxa3bt2Cq6urWmLOOJ3ByckJT58+RY8ePQBASl5+ydraGn/++Sdu374NHx8f0Uf6RiEhIbC3t4eVlRUKFCgAhUIBe3t77NixAwBQsWJFmJiYSPsXKFAApUqVwpIlS7B3717R18rDlOdjbGwsXFxckJCQICVUsnpxoEy+zJ49G4MGDcLixYuzO2Thv1LreBtB+IHu37/PAgUKcPTo0VJbREQEdXV12bdvX5V9ldOPSPLAgQN89OhRtsUpCP9VYmIip02bRh0dHS5cuPBv93306BE1NDTEUpVCrnX+/Hm2b9+edevW5bZt26T2SZMm0cHBgb169eKTJ08YERHBdevWsWDBgvz999/VGLGQ18XGxrJly5Zs1aoVhwwZwri4OJLpU+MmT55MDQ0NlWkiDx8+5KJFi6itrc2dO3eqJeaMxfItLS1Zp04ddu3aldWqVeMff/zxj58PCwvjyZMnf3SYecqtW7doYGDA8ePHq7QrV9i8ceMGy5Urx9atW/Py5cvSdlEoNe/LOL2oVKlSLFOmDN3c3Dho0CBpldCvFYNPSEhgYGAgDx06lG3xCv8bkXgR8hxlp6Jbt27U0tLiwYMHmZqaSpKcMWMGZTIZfXx8OGnSJO7atUttqwgIwvcQFxfHuXPnUiaTqSRfMs7PT0xM5J07d7hlyxbevXtXHWEKwn+W8Vi+fPkyu3XrRldXV+7Zs0dqnz9/Pt3c3KipqUkHBweWK1eOu3fvzvR5QfheYmJiaGtryw4dOjAkJERKuty5c4fv3r1jamoq58yZQwMDAxYoUIBFixZlhQoVaGtry127dpHM/mNT+f+Lj4+ntrY2O3ToQDK93kiHDh1YpUoVHj9+/Ju+l/D37t69Sz09PU6fPl2lffXq1Vy5ciWTk5NJktevX2e5cuXo4+PDc+fOqSNUIZspz6GYmBgWKFCAXbp0IUnOnj2bzs7O7N+/Pz9//kzy68kXsaJo7iISL0KeEx8fTzL9YbN58+a0t7fnyZMnOWPGDJqYmHDixInctWsXPT096e7uTiMjIzZp0oQbNmxQb+CC8C+8evWK+/btU1luMjExMcvkC0kmJyezb9++lMlkfP/+fTZHKwjfLmNxT2VnMjU1VWqfNWsWdXV16eLiwu3bt0ufe/78OQ8ePMhz584xNDQ00/cQhO8lKSmJDRs25E8//SQlXEhy7969LFq0KNu2bSu91Ll//z6XLl1Kf39/HjhwQCrgn93HpvLNemJiIl+9epUpEXDp0iV27Njxm5Ivwt/7+PEjHRwcaGNjozKyOjAwkHp6etKS4spr282bN1moUCF27dpVGg0j5E3K8zE1NZX79+9n165dpW0pKSmcNWsWnZ2dOWDAgH9Mvgi5h0i8CHlKSEgIPTw8+OTJE5LpnaPGjRuzWLFiNDY2zjQcLzExkRs3buTPP//MBw8eqCNkQfjX7t69S0dHR/bq1Ys///yzyrakpCTOmTNHJfmSnJzMQYMG0djYmNevX1dHyILwnyQkJLBt27Y8d+6cynD7PXv2sECBAhwzZow07WjHjh1qjFTIjy5evMhq1arx0qVLUtv+/ftpZGTEdu3asV69euzUqRPDwsLUGOVfvpzOsHbtWmlbxoc5kXz5vlJTU+nv7y9NHSHJhQsXslChQl+d1nX9+nU+fvw4O8MUslnG87Fx48Y8deqUtE05Ql8ulzMoKIi1a9dm//79+enTJ6ldyL1E4kXIM4KDg6mtrc2JEyeS/OvClpSURC8vL1pbW3P//v3SsM6Mb5oyvokQhJzo7t27NDEx4ahRo/j8+XOp/fDhw3z27BlJ1eTL/PnzOWbMGOrr64tlKIVcRy6Xs2jRoqxatar0cKt8sF25ciXJ9OkR3t7ebNCggUrNF0H40VasWMFChQpJD0nKtl9//ZUkuXbtWtavX5+enp6MiIhQV5gkMyddfHx8Mu2T8edQJl9q1qzJo0ePZlucecmbN29469Ytkun9yxkzZtDFxYWOjo4sWLCgNNIlo7Vr1/LFixfZHKmQ3TKejxYWFmzXrl2mfbJKvmSs+SLkXiLxIuQJt27dor6+fqbCZZGRkST/GvliZ2fHXbt2SYkWkTkWcoOoqCg6Oztz4MCBKu2BgYGUyWSsVauW1GFLSkri/PnzKZPJKJPJePPmTXWELAjfJOO1WHl9Tk1NZfXq1WlnZ8fZs2ezQIECXLNmjcrnrl27xhYtWtDFxYVv377N1piF/Gvz5s3U0dGRprRlZfjw4XRwcJDeVKuD8rxSJl28vb1VtitHB5OZaym1atWKtra2jIqKEtP1vkFMTAxbtGjB5s2bSyNNU1JSGBAQwHLlytHT05NJSUkk/3oInzRpErW0tPjw4UO1xS38eP+UBM14rVCeu3K5nHPmzGG1atXYp08flSSpkPuI5aSFXO/BgwdwdnaGv78/Zs6cKbUvXLgQixYtQmxsLHR1dfH777+jcOHCmDNnDnbu3InU1FRoaIhTQMj5nj17hoSEBHTu3Flq27p1K6ZMmYLNmzcjOTkZbdu2xcuXL6Grq4s+ffpg3bp1uH//PmrWrKnGyAXhn8nlcmhoaCAhIQHz58/HkCFDcPjwYWhpaeHGjRuQyWQYM2YMBg8ejN69ewOAtGS0g4MDJk2ahKVLl6JYsWLq/DGEPI4ZllguUaIE9PT0sHnzZnz69AnAX8ekXC4HAJiamsLGxkat/QzleVWtWjW4urpi586dUpy7d++Gt7c37t27BwCQyWTSz+jk5IQxY8Zg27ZtKFSoEGQymdp+htzG2NgY3t7eSEhIwNy5c3H9+nVoa2tj5MiR6NGjBz58+IDhw4cjJiYGmpqamDhxIoKCgnD58mWxZHQep6mpibi4OFStWhX16tXDb7/9Jm3bt28fRo8ejaioKADp565y+flhw4ahQ4cO6NGjB7S0tNQVvvA9qDvzIwj/i6SkJHp4eLBo0aIqb56UhcuUSx4qM8RJSUl0dHRkvXr1GBMTo5aYBeFbrVu3jgYGBtIILrlcznPnzvHq1ask05dJr1y5MqtVqyYVYRNvKIXcIOMbeQcHB/r4+HDatGnS9DnlPg4ODqxSpQqvXLkiHdtixKKQHTIeZxn/3b17d+rp6XHx4sXStVm5z5o1a1iwYEEeO3YsW2PNyqZNm2hiYsJhw4ZJbTt37qSBgQFXrFiRaX+xhPF/l/F3t2XLFtapU4cdOnTgtWvXSP417cjZ2ZkjRozgyJEjqaenJ2qw5RMKhYK+vr7U09NTmca3e/duamtrZxrRSYrzMa+RkRlS+IKQizx48ADFihXDuXPnsHz5cujq6mLlypXYtWsXpkyZgm3btqFx48aZPpeUlIT379/D0tJSDVELwrfbvn07unfvjtu3b6NChQoq20hCJpNh/fr1WLx4MY4cOYLixYurKVJB+HYJCQlwcnJChQoVsHHjRhgZGQFIP7blcjm0tLQgl8thZ2eHtLQ0bNy4EQ4ODuItvPDDxcXFoWfPnrCyssKUKVOgpaUFPT09AOkjW9q0aYOjR4/Cx8cHXbt2xfv373Hv3j0sXboU69atQ/v27aVrdHb58v8XFRWFX375BevXr4eXlxecnJzQpUsXBAUFoX///v/qewh/782bN9DU1IS+vj4KFCggtf/6669YuXIlSpUqhZEjR8LBwQGpqamYN28eVqxYgcjISJw7dw729vZqjF74kb48l06cOIFly5bh8+fPCAoKwufPn9GmTRvMnTsX/fr1+1ffQ8jF1JbyEYT/QUhICGUymbSk7o4dO9iwYUNWqlSJhoaGvHz5MknVt1Pz5s3jkSNH1BGuIPxPPn78yBIlSrBZs2ZSm7JItJKvry87d+4sLacuCLnF3Llz6erq+tXlzpUjFtPS0lizZk1aWlpK13hB+JHWrFnDkiVL0sHBQSpw+WVh1KFDh7JcuXKUyWQsWrQof/rpJ6mvoa4lo1NSUvjgwQPeuXOHCoWCiYmJnDdvHitUqECZTMZ169aRVC2qu3btWrZo0SLbYs0rwsPDKZPJaG5uTgcHB86ePZu///67tP3YsWN0cXFhx44dpetWSkoKFy5cmGNWvRJ+jIx1WmJiYqT6ZVeuXGHLli1ZrVo1ampqcvPmzSr7k+nPNatWrcr+oIUfShS4EHKd27dvw9nZGRMnTsTQoUMBAO3atUP//v1hYmKCatWqSW8clBniyZMnY+zYsShRooS6whaEfyUiIgInT57EiRMn8O7dOwCAvr4+fH19cfbsWXh7ewMAdHR0AAAxMTEYP348tm7divHjx8PAwEBtsQvCf3H9+nUULVoUhQsXVqmjAaS/6dPS0kJaWho0NTVx9epVGBkZITk5WU3RCvlJxYoVYWVlhX379mHKlCkAAA8PDwwfPhy//vorAGDBggW4ffs27t69iwcPHmDz5s1o2rSpdCxn15tquVwOTU1NxMbGomnTpmjdujWqVauGjh07IiwsDAMHDkSfPn1QoUIF3L17FwCkehFbtmxB//790bZt22yJNa9ISEiAiYkJjI2Npdodmzdvhp+fH2xtbdGrVy8YGxujcePGSEhIwNKlS3Hjxg1oa2tjyJAhsLGxUfePIPwgytplcXFx6NatG5o0aYKaNWti8+bNcHR0xIQJE1CqVClUqFABhQsXBgCpHtTmzZvRoUMHmJqaqvNHEH4ENSd+BOGbhIaG0tTUlP3795faMr6x2blzJz08PNiyZUtpKb+JEyeKObRCrnD79m1WrlyZ5cuXZ6FCheju7i69EYuMjOTYsWNpbGzMChUq0N/fn4MGDWLLli1ZtGhRsWS0kGs1aNAg02orXxo/fnymEYuijpGQHTp37kwvLy8mJiaSJO/fv8+yZctSJpOxQYMGXLduHZ8/fy7tr47jMuNqKZaWlvT29ub+/fs5f/58GhoaskuXLpTL5YyKiuKcOXNYpUoV+vr6kiR37dpFDQ0Nbt26VW3x50bBwcF0c3Pj58+f+ezZMxYqVIidO3fmtWvX+ObNG86cOZPe3t4sVqwYa9SoIa002KNHDyYnJ4vfcx6W8XwsW7YsmzVrxnHjxtHd3Z16enrcvn07SfLMmTNs1aoV69evz4MHD5JMXzFNQ0ODW7ZsISnOx7xGJF6EXOPWrVs0NDSkTCZjly5d+PTpU2lbxuJTO3bsoIeHB9u1a8cePXpQX19fJF2EHC84OJiGhoYcNWoUw8PDuWjRIurr63PYsGHS8NRPnz7xwIEDbNq0KatWrcpatWpx5MiRYglKIVfr2LEjbWxsVArqZuxsRkREsH379jxz5ow6whPyKeWw/0uXLrFRo0a8ffs2yfRpywULFuSePXvYpUsX1qhRg4UKFVLrstEkGRsby9KlS7NNmzYq7dOnT6e+vj4fP35MMn3q6pw5c1izZk26urpmesgTD3r/7NatW9TW1ub48eOltrCwMJqYmLBx48Z89eqV1H7z5k2ePHmSHTt2ZP369Xnv3j11hCxks5iYGJYpU4bt27dXaXdwcGCtWrWkl8Znz55lq1at2KxZM/r5+VFLS0ucj3mYSLwIucKtW7eopaXFOXPm8NGjRzQ0NKS3t/dXky87d+5k9erVaWJiIkYCCDneo0ePaGxsrLLqRFpaGosVK0ZPT0+Smd96REZGMjU1VazsIuR6169fp6GhIbt3787Y2FiVefEkuX79ejo4OKisXCcI2SUpKYnOzs6cNGkSly5dSn19fe7atYtk+nX5zp070qo16rRt2zbKZDIuX76ciYmJUsJ+//79tLKy4v3796X7yMePHzljxgxaWVlx586dJMVD3r/14MEDGhgYMDAwUGpTPkQ/fvyYZmZmbNKkSabrVWpqKhMSErI1VkF9Bg0aRJlMJr1QUP7tR48eTXd3d5VE7blz59iwYUNqaWlJo2HE+Zg3icSLkOOFh4ezZcuWHDNmjNR28+ZNKfmS8S1pxuTLwYMHVRIzgpBTTZkyhaamppw7d660zHlAQABlMhnr1KnDAQMGcNq0abx27ZpYBl3Ic1JTU7lw4ULq6OiwY8eOPH/+PMn0qaWLFy+mnp4e9+7dq94ghXxJmfw7deoUdXV1aWBgwP3795PMmVMAZsyYQU1NTc6fP19qs7W1ZefOnaWvMyZfwsPDpbac+PPkNLdv36aZmRl1dHSkZIsywaXsfyqTL02bNhXFc/OxN2/e0MHBgdWrV+eDBw+kdktLSw4ZMiTT/ufPn5cSuOJ8zLvEctJCjhYcHAwnJyesXbsWXbt2BQCkpaVBS0sLwcHBqFOnDpo1a4a5c+fCysoKwF8F5gQhp0tKSpKWJh06dCguXLiA7t27IzIyEkuXLsXEiRNRq1Yt7N27F8+ePcORI0dgZWWF9u3bY/LkyWqOXhC+n48fP2LPnj0YO3YsEhMToauri8KFC0NTUxPTp09H27ZtxZKagtq8efMG7du3R82aNbF48WIoFAqpEGZOkDGe6dOnY+rUqZg7dy62bt2KQoUK4ciRIyr7iXPp24WEhKB27dpo2bIl3r59i+joaJw6dQqmpqZSv1TZ/3zy5AlcXV1hbW2NX3/9FWXLllV3+IIavH//Hs2aNQMAbNu2DV27doWpqSmOHj0KAF8twC3Oz7xLJF6EHOv27duoXbs2Bg4ciDlz5qhsU97cvpZ8EYSc7uXLl5g0aRK6deuG+vXrAwB8fX1x9OhRvH79Glu2bEHr1q1VPnP69GlcvHgRrVu3RsWKFdURtiD8UG/evMGff/6Jd+/ewc7OTlr14WsdVEHILitWrMCYMWMQEhKCMmXKqDucTL5MvkyePBk2NjY4ffo0LCwsxMPc/+D27duoUaMGJk+ejMmTJ+Ps2bMYPXo0kpKScObMGRQsWDBT8uXRo0do1qwZTp8+jVKlSqn7RxDURJl8uXXrFurWrYtDhw7B0NAwxyVvhewhEi9CjvTgwQO4ubnB29sbK1euzHIUS8bkS/369eHo6Ii1a9eKG5yQKxw5cgTjxo1DhQoVMHjwYLi5uQEARo8ejUOHDqFbt27o378/ChYsqHL8i5u1kBt8eZz+m4c+cWwLOZHy2I2OjoabmxuaNWuGmTNnSksx5yQZz6F58+Zh1KhRWLJkCbp37w4jIyM1R5d7Xb16FYcOHcLUqVMBpPc/L1y4kCn5orxXK5Mwqamp0NbWVnP0grpFRESgQ4cOeP/+PQ4fPixeEudjoocj5DghISGoVasWSOL06dN4+vSpdCPLSFNTE3K5HDVq1MDx48dx79490WkXco1mzZph2rRpiIiIwMKFC3H+/HkAwOzZs+Hh4YGdO3di6dKliI6OhqamJhQKBQCIY1zIFTQ0NJCUlITz589DoVBAJpPhn97ziGNbyG7K6+rfUSYMCxYsCFdXVzRp0iRHJl2A9HNI+TONGDECU6ZMwYgRI7By5UrExcWpObrc5/3797h58yb09PSkpItCoYCmpibc3NwwZ84c6Onpwd3dXbpXK5MuAHLscSJkr6JFi2LHjh3Q1dVFmzZtEBYWpu6QBDURI16EHOXGjRto0KABBg8ejC5dumDo0KEICwvDiRMnUKZMmb8d+ZKcnAxdXV01RS4I/17Gt5L79+/HggULUKhQIQwdOlQa+TJkyBBcvXoVDRo0wNixY2FsbKzOkAXhm/Xs2RMXL17EwoUL0aRJE1FbQsgRkpKSMGrUKAwePBgVKlT4VyOt/ssILnXKGK+/vz8CAgLw9OlT8ab9G9y9exddu3ZFYmIiHj16hJ9//hkLFiyAsbGx1O8kifPnz2PUqFFIS0vD8ePHYWpqqu7QhRwqMjISderUgaamJm7cuAF9fX11hyRkM5F4EXIEkkhNTYWNjQ28vLywePFiAMD169cxYcKEf0y+KL9HTu4ICfnb27dvYWRkJCVQskq+FC9eHGPGjEGNGjUAAL1790Z4eDh27tyJQoUKqSt0QfhPoqKi4O3tjbS0NIwbNw7NmjX7avJFXL+F7HLs2DGMGTMGpUqVwsKFC2FtbZ1rp7n93WICGX+mx48fw8bGJjtDy9WCg4Ph4uKCIUOGoEWLFrh37x4GDBiAwMBAjBkzBoBqoeKLFy+id+/eMDc3x9mzZwGIelT50b+5jrx//x6PHj1CnTp1sikqIScRiRchR4mMjEThwoVVOuE3btzAhAkT8PDhQ5w4cQJly5YVKxcJuUpycjKqVKkCa2tr/PbbbyhQoAAA1Zv0rl27MHnyZHh7e0tDmoH0ucFFixZVS9yC8F8ph9t//PgRLVu2BEmMHz8+y+TLrl27ULBgQTRq1EjNUQv5xW+//YbVq1dDR0cHS5YsyZR8yQ2JGOU5plAosGDBAvTq1QsmJiYq+3y5ipFIcP6zsLAwVKxYEYGBgRg1ahSA9GL4zs7OcHJywp49ezJ9RqFQ4MqVKyhevDhKly6dzRELOYHyfCSJM2fOoF69euoOSciBcvZdRcgXwsPDceLECbx+/RqFCxcGkP6mQFnTxd7eHjNnzkSFChXg4eEh1XyRy+XqDFsQ/jVdXV1s3LgRt27dQu/evRETEwNAdT6+t7c3unTpglWrViE+Pl46vkXSRcjpMr6/Uf5bubqHmZkZDhw4AA0NDQQEBODw4cMqNV8WLFiAdu3aiVoIQrZq164dfv75ZyQnJ8PX1xdPnjxRuR5raGggODgYr1+/BvDvasFkJ5JS0sXBwQHXrl2DgYFBpv2UySNlskUkXf6eXC7H/v37oVAoVO69mzdvxtu3b/HgwQMEBgZi9uzZePTokbRdQ0MDtWvXFkmXfEoul0vnY82aNXH48GHxjCJkSYx4EdTq06dPqFy5MsqWLYvo6GiMHTsWjo6OKFeuXKZ9b9y4gcmTJ+PcuXMICQkRNzgh17ly5QqaN28ODw8PrF27Vhr5onxTsmfPHgQGBuLMmTNZdqIFIadRvkH/2spbyvZPnz6hZcuWUCgU0siX5cuXY+jQodi8eTM6dOigzh9DyMNiY2MxY8YM2Nrawt3dHUWLFoWhoSEAYPfu3Vi0aBGMjIywaNEilCtXDgqFAsnJyahTpw4UCgVu3bqV7TFnHJnytVEqJGFtbY3y5ctj586dog7Yd/Ly5UusWbMGCxcuxPr16xEVFYVx48Zh+vTpKFCgAN69e4fly5ejYMGCiI6ORkBAADp06JDjR0gJ/13Gc/Bro+EUCgXKly8PGxsblZHNgpCRSLwIavXhwwe4u7vDy8sLdnZ2CAwMhKGhIezs7DB8+HAULVpUZSm+S5cuYd68eZg1a5aYryzkaC9evMDly5fx7t079O3bF3p6egDSl6Vs1qwZGjZsiOXLl6vUbhkxYgRCQ0Oxc+dOkXgRco3k5GT069cPjo6OGDhwIIC/T75oaGigbNmy2LRpE7Zu3YoOHTpII2XEG3nheyKJn376CYcPH0ahQoWQkpKCunXronLlymjXrh3s7Oywe/du/Prrr0hOTsby5ctRpkwZKBQKXLhwATNnzsSiRYtQoUKFbI1ZJpMhNTUVcrkcenp6X33YW7NmDdq1a4eCBQtmW3x5Vcbf8du3b7F06VIsXrwY8fHxuHXrFqpXry7tGxMTg1u3buHXX3/FiBEjULFiRXWFLfxg/3YBj+fPn2PWrFkICgoSSRfhq0TiRVAbZedi3759CAwMxJ9//ol3797h2bNn8Pf3x6dPn+Do6Ah/f39YWVlJ1b+TkpKkh1hByIlu374NLy8vmJmZ4cmTJyhWrBhu3rwpHcOXL1+Gp6cn7OzsMGzYMJiYmGDfvn1Yv349Tp8+jcqVK6v5JxCEfy88PBxDhgxBdHQ0fv75Z/To0QPA15MvzZs3x5UrV7Bz5060bdtWJF2EH+rixYvo3r077OzsUK5cOZiYmGDt2rVIS0uDjo4OWrZsiWfPniE8PBwFChTA2rVrUbp0aXz69AkTJkzA9OnTs724eWpqKnr16gUzMzMEBATAwMAg19WgyS2SkpKgo6MDDQ0NlZF7r1+/xtq1azFv3jwsWrQIPXv2BACxgmY+ojweYmJiULNmTQQGBqJdu3bqDkvIxcRVW1AbZSe7SpUqMDU1xcmTJ1GuXDk0atQI5cqVQ1paGiIiIuDi4gJPT0+poJlIugg5WUhICJydndGpUyccOnQIV69eRWxsLA4ePCjt4+zsjMuXLyMiIgKDBg1C7969cfnyZfz5558i6SLkOmXLlkVQUBBKly6NNWvWYOPGjQBUaxgp63KRxKlTp3Dt2jWRdBF+KGWNBRcXF6xevRrXrl3D27dv4eXlhdu3b+PYsWNo27YtXr9+jaNHj+L69es4efIkoqKiAACmpqZYvHix2laU09fXx7Vr1zBr1iwkJCRkqkEj/O9CQ0Ph6emJYcOG4f379yr1qkqUKIFevXrB19cXQ4YMwZo1awCk12zLaTV/hO8vY9KlSpUqsLe3z5R0EceB8K3EiBdBbTK+WRg+fDj++OMP3L17Fz///DOOHj2Kw4cPo0aNGti8eTNOnDiBcePGoXz58mqOWhC+7vHjx6hatSpGjhyJ6dOnS+1ubm5wd3fHq1ev0KRJEzg7O6NMmTJISEjA8+fPoaOjg0KFCmVakUIQcpov37QrC+XKZDLcv38fgYGBCA8PR58+faSRL8rRjQsWLMAvv/yCw4cPo3jx4irbBOF7kcvlSEtLw+vXr1G6dGlpZMvx48fRt29fODo6Yvz48SpTR168eIFr167BwsICtWvXzvbjMuP/T9k3SklJgb+/P86ePYtGjRph3LhxmUa+CP+dQqHAjBkzsG3bNtjb2+PixYvw9vZG/fr10axZM2m/ly9fYuXKlVixYgWmTJkCPz8/NUYtZAflOaZMujg5OWHnzp3S9levXqFkyZJqjFDItSgI2eT58+fcsWMHFy1axMTERJJkcnIySTIyMpLNmzenjY0NLSwsePXqVZXPKvcThJxKLpdz3LhxLFy4MBcsWCC1BwYGUkNDgx06dKCTkxN1dHQ4dOhQRkdHqy9YQfgPFAoFSTIhIYGvX79mXFwcSTItLU3a5969e+zSpQtdXFy4YcMGqX3evHmUyWTctm1btsYs5C8xMTHs1q0ba9WqRUNDQ9ra2nLgwIGMiIggSR4/fpylS5dmp06deO3atSy/h0KhkI717KA8f1JTUzNtS0pK4ogRI+jo6MiJEydK55xcLs+2+PKyP//8kyVLlmRkZCSPHTvG4cOHs0CBAuzfvz83bdok7ffx40cOHjyYJUuW5KdPn7L1+BDUIz4+nqVKlWLXrl1J/nX/2717N11dXRkWFqbO8IRcSox4EbLFP9W8UBZn3LZtG8LCwmBpaQlAvA0Vcpc3b95g9uzZuHz5Mnr06IGYmBjMnTsXv/zyCxo3bgwNDQ34+vpi06ZNuH37tliZS8h1UlJSULlyZVhaWqJw4cIYOnQo7OzsoKOjI+1z9+5dBAUFITw8HP369UNCQgIGDRqErVu3on379uK6LvwQsbGxqFmzJqpVq4bGjRujdOnSWLt2LS5evAgjIyOcPn0aFhYWOHHiBPr06YM6derAz88PDg4O6g4dcXFxqF69OipWrIiyZcuiT58+KFiwICwtLZGamorp06fjyJEjaNKkCcaNGwdDQ0Mx8uV/kPEa1Lt3b+jp6WHevHnQ1dXFs2fPUKlSJWhpacHGxgYjR46Es7MzSpcujaioKBQpUkTN0QvZYfny5Rg+fDimTJmCsWPHAkhfBa1r165YsGAB+vXrp+YIhVxJrWkfIV8IDg6mvr4+J0yYwHfv3vHRo0csUaIEf/vtN5X9wsLCaGZmpvKWQRBym7dv33Lw4MGsUKECNTU1eeLECZLpowRI8tChQyxbtixDQ0PVGaYg/Cdv375l8eLF2bt3b86ZM4fFihXjzz//zOXLl5P86018cHAwe/ToQQsLC5WRLtk9mkDIH1JSUujp6UkfHx+V40sul3Pt2rUsWbIka9asyaioKJLkmTNnaG5uzvbt2+eI0Yf79++nTCajiYkJq1evTisrK5YtW5YDBgzgrl27GBUVxUGDBvGnn37i5MmTGR8fr+6Qc6XPnz8zIiKCT548kdo2b95MFxcX6R7dv39/lipVipcuXWK3bt1YsWJF2traSiO1hfzh+fPnnDRpEm1tbbl06VIeO3aMxsbGXLFihbpDE3IxMeJF+KG+teZFnz59EBMTg9WrV4vlEYVcKyIiAgEBATh9+jS6deuGESNGSNuGDh2Ky5cv48iRIzA1NVVjlILwbfj/b4k3btyI3bt3Y//+/Th79iwuXbqEDRs2wMLCAs2aNUP//v1RsGBBhIeHY8KECejWrRuaNWsmCukKP0xERAQ8PT0xffp0NG3aFACQlpYGLS0tyOVyLF26FDNmzMDUqVMxYMAAyGQynD59GiRRv379bI9XWceFGUZerFu3Dn369MH8+fNRuXJlREVFYcOGDXj48CFMTEykcyoxMRF+fn6YOHGiGPHyDe7fvw9fX188e/YMsbGxGDFiBMaMGQMAqFmzJlq0aIHIyEgcOHAAv//+uzQS6saNGyhatKio6ZEPvX79GitXrsTWrVvx9OlT/PLLL+jSpYtKjcp169bhypUrWL16tZqjFXIDccUWfhiFQoH169fD2NhYZVWAWbNm4eLFi3jy5AlCQ0PRo0cPLF68GADg6OiIEydOiErhQq5WtGhRjBs3DnXr1sXOnTsRFBQEAJgxYwbWrVuH1atXi6SLkOsoHxArVaqEqKgoXL58GfXq1cO4cePQsmVLXL16Fbt27UL58uUxduxYxMfH49dffxVJF+GHCw8Px40bN1CiRAmpTUtLCyShqamJgQMHolixYrhw4QJkMhlIol69eqhfvz7U8f5RU1MTCQkJGDJkCO7duwcA6NWrF2bPno2RI0fixo0b6NixI44cOYJHjx5hwIABcHd3B5A+NdvFxUUkXb5BcHAwHB0dUblyZfj5+cHLywvjxo3DggULAADjx4/HokWLcPr0aRw8eBAODg5SP9Te3l4kXfKwvzv/S5Qogf79+6NTp04oU6YMXr9+DQBS0mXLli3o27cvateunS2xCnmAmkbaCPnE69evOWTIEDo5OXHFihUMCgpi4cKFeeTIEWlI+uDBg2loaMjw8HCSlIrgCUJup5x25ObmRkdHR+rp6fH69evqDksQ/mfdu3enq6sryfQC0gYGBty3bx9jY2M5ceJE2tnZ8dy5c2qOUsgvQkNDaWRkxCVLlqgUeyb/mv7WsWNHNmvWjCRzxHS358+fUyaT8aeffuLDhw+ldmUh6oCAAH78+FHlMy9fvuSLFy9I5oyfITcIDQ2ltrY2g4KCpLb379/Tw8ODzs7OlMvlfPr0KcuWLUt/f381RipkN+U5lFVh64xevXpFf39/VqhQgdOnTydJbt++nRoaGty6davK9xKEvyMSL8IP929rXjx48ECdYQrCD/H27Vv27NmTNjY2vHXrlrrDEYT/ifIh9vbt22zZsiVbtmxJAwMD7t69W2W/yMhIdYQn5BPJycl88uQJb9y4IbW5ubmxWrVqfP78udSmfBiSy+Vs27YtJ0+erNKuLsrzSFnbrnnz5ip1v+bPn0+ZTMbAwEB+/vw5y++h7p8hN0hKSuKgQYOoo6Mj9T1TUlJIkr6+vvTw8JD6oosWLaKVlZVKEkzI+1JSUlizZk3Onz//b/d7+fIl/f39WbVqVTZv3pxaWlrcsmULSVG7TPj3xDhF4YcrVqwY/P390aRJE1SuXBm3bt0CAGlFoz/++AOFCxdG0aJF1RmmIPwQxYoVQ1BQEM6fP48aNWqoOxxB+J8opzeULVsWKSkpOHDgAI4fP442bdoA+GvYtrm5udpiFPK22NhYeHp6okmTJnBwcIC3tzeePn2KwMBAvH37Fl27dsXDhw8hl8ulqW2bN2/G6dOn0ahRIwDZP+WNGaYzyOVyaGhoIC0tDTY2Nrh8+TIuXbqE4cOH4+HDhwCAYcOGYd68eZg0aRIWLVqE6OjoTN9TTNv7Z7q6uujSpQs6d+4MX19f7Nu3D9ra2nj27Bk2bNiAFi1aSH3Rhg0bQi6X488//1TL9DNBPeRyORo1aoQxY8b8bZ2WkiVLon///mjSpAkuXbqELVu2oFOnTmIarfBNtNQdgJA/KGteKBQK7Ny5E2lpaRgzZoxU8+LChQui5oWQZxUuXFjdIQjCd0MShoaGmDlzJu7fv4/Pnz9L20TnU/iRYmJiUKVKFdSuXRt9+/bFx48fMW7cOEyePBmbNm3C0qVLMXz4cDRs2BDu7u4oU6YM3r9/j23btmH16tVwdXXN9piVyz6npKRAQ0MDWlrpXW8tLS2kpKSgXLlyuHLlCpycnDB8+HDMnz8fFSpUwLBhw5CSkoJx48ahS5cuYsGB/8jZ2RlaWlpIS0vD5MmTERUVhYCAAHTp0gXDhg2T9qtUqRLatm2LBg0aiOtYHqY8HxUKBWQyGTQ0NBAUFISCBQuif//+ICktFc0Mxa+VX8+ePRt9+vRB+fLlRdJF+GZiVSMhW7179w4zZ85ESEgIkpOTcfv2bZw/fx729vbqDk0QBEH4l0giMjISvXv3hrW1tVSkUhB+lISEBJQrVw6NGjXCxo0bpfb58+dj9OjRCAsLg5WVFcLDwzF58mQ8fvwY8fHxqFOnDry9vdGwYcNMD1LZGXvFihVhbm6OMWPGoFy5cqhZs6bKPmFhYXB0dISLiwsWLFiA8uXLAwCePXuG0qVLZ3vMeUHGv/f169exZMkS7Nq1C66urvjjjz8AQBoZJYoV533K1Yji4+Mxffp0fPz4EeXLl8eIESOQmJiIhQsXwt/fHytWrJCSL0qzZ8/G2LFj8eLFC1FsWfjPxFVGyFbFihXDhAkTYGNjg48fP+LSpUsi6SIIgpDLyGQyFClSBG5ubli6dCkiIyPVHZKQx/3xxx94+/YtqlatCgBISUkBAJQuXRrFixeX3mTb2Nhgy5YtuHjxIq5fv46VK1dKSRd1+fjxI0xMTGBubo7Dhw+jbdu2mDp1Kq5evSrtU65cOVy+fBlXr15Fv379pGlHlpaWAP5+9RUh3ZcrYipXsAIABwcH+Pn5wdvbG69fv8ahQ4cApK9QI0Ys5H0KhQKampqIjY2Fk5MTnj9/jpo1a6Jbt26QyWQwMDDAsGHDMGPGDAwYMACrVq2SPrtgwQJMnDgRv/zyi0i6CP8TMeJFUIvIyEgoFApR10UQBCGH+JbRAMp94+LiEBYWluntvSB8b/Hx8di4cSOGDBmCadOmYfz48VAoFKhSpQrs7OywefNmAH9NJcgpSCIxMRGjRo1CtWrV0Lt3bxw4cABz585FgQIFYGxsDH9/f5ibm6N48eJ48OABnJyccOLECdSqVUvd4ecad+7cwbJly7BgwQKpbovSlyNfFi9ejNu3b2PSpElSfSoh70tMTIS7uzssLS2xbds2aGtrA1C9ZiQmJmLBggXw9/fHqlWroKGhgT59+mDr1q3o0KGDmF4k/E9E4kUQBEEQ8iFlZ1P5UJKSkgIdHR1pOPa3Utc0DiFvy/hQlJKSglWrVmHIkCGYOXMmDh06BGNjYxw5ciTTvjnN9u3b4efnh7Nnz8LW1hYA0KZNG+zbtw+Ojo4wMjJC9+7d0bVrVyQlJUFPT0/NEeceISEhcHR0xIQJEzBp0qQs98l4fbp58yamT5+Od+/e4c8//4SBgYG4duUDu3btwpw5c7Bx40ZUrFjxq/tlTL4AwLZt29C+fXuRdBH+ZyLxIgiCIAj5jDK5EhcXhwkTJuD169fQ0tLCzJkzYW1t/dUHWJFcEbKLcvUfmUyWZfJl3LhxMDMzw4sXL6T9/0vCMDt17twZ5cuXx+TJkxEUFIQZM2Zgz549SEhIwIEDB7B+/XoEBwejWrVqAMT59m8EBwfDkNRd8wAAcpFJREFU1dUVQ4cOxcyZM6X2tLQ0qZCxUsbfZ3BwMIoUKQILC4tsjVdQn5EjR+Lo0aO4e/dupm3KY0OhUCApKQn6+vpYuHAhKlasiKZNm4qki/BdiMSLIAiCIOQjygfUmJgY2Nvbw9bWFgYGBrh79y5iYmJw5cqVTA8jyk6p8k28eCAUfqS4uDi0a9cORYoUwcyZM6UpORm3b926FQMGDEBQUBBGjhypxmj/vTlz5uDo0aNwdHTE4sWL8csvv6Bt27bS9jdv3ohEwDe4d+8eHBwcMGHCBGl0AgCsXbsWMpkMPXv2zJRAFteu/OHLlwcKhQIjRoyQlm9PTU2VphpltHz5csjlcvj6+krJO5F0Eb6XnDkeUxAEQRCE746kVGBQuSzvnj17sGPHDvTr1w+vX7/GqVOnVPYH0jucd+7cgY+PD168eCE6oMIPdeTIEYSGhuL169f46aef4Ofnh71790rbjYyM0LlzZ2k6wLRp09QYbebCt197pzlq1Ci8efMGQUFB2Llzp0rSBQCKFy/+t58X/hIdHY2OHTvC0tIS48ePl9pnzZoFPz8/VKxYMctRe+LalT9oaGggKSkJ4eHh0tdVqlTBlStXcP78eWhra0OhUKica3Fxcbh27RrMzMwAQBoxJZPJxHEjfBci8SIIgiAI+YRMJkNaWho6d+6MuLg4LF26VHrrp/xveHg4IiIi8OHDB5XO5vXr1/H06VM8efJELbEL+UeFChVQqFAhLF68GKtXr0apUqXQuXNn9O3bF4sXLwYAGBoaws/PD9OmTcOUKVOkByx1UI4Gu3HjhvT1l8kTuVwOAOjduzfq168POzu7LL9Pxv8KWXv58iUKFiyItm3bomjRohg2bBgAYNGiRZg7dy727dsHFxeXTJ9T/g2EvE157rVs2RI//fQT7t27BwBo0aIFatWqBR8fHwQHB0tTGZX27NmDK1euoFKlSmqJW8j7xFQjQRAEQcjjMta/kMvlmDp1Kk6dOoVq1aph2bJlOHbsGLy8vGBnZ4eiRYvi1atXePv2LXx9fVG0aFF0794dQHqNCgDYsmWL2n4WIe/KeJyOHDkSN27cwN69e2FiYoLIyEi4ubnh0aNHsLOzQ9euXdGwYUNUrlwZz549Q+nSpdUWt0KhwJAhQ3Dp0iXMnz8fdevW/eq+9+/fh5ubm7RsrfBtQkJCULNmTRw8eBAeHh6YPXs2jh49CoVCgdDQUBw6dChT0mXTpk1o1qwZihQpoqaohezwZZ2nN2/eoHbt2ihdujRWrVoFW1tb7N27F+PGjUNUVNT/tXfX4VGc7dvHvxvDCe7uBA8eikuLU9ytOMEhQHGHAMW1uAWKFYfiWqC4uzvF4rY77x+8u01K2+fp8yNZIOfnOHpAdmbSa9vZ3Zlz7/u6mTFjBkWKFOHly5fs3r2b8ePHs3z5curXr2/HZyFfNENERES+WOHh4YZhGMa7d++MTZs22R4bP368UapUKaNy5cpG3LhxjVWrVhn+/v6GYRjG9evXjYkTJxrlypUzYsWKZZw6dcp23L179+zzROSLFRAQYLx7984wDMOwWCyGYRjG+fPnjUqVKhnHjx83DMMwJk+ebCRIkMDYtWuX0b17d6NEiRJGnDhxjOfPn9t+j/XY6PDnf9eGDRuMGjVqGFWqVDEOHDjwl/tZ/96vXz8jW7Zsxtu3b6O15s/duXPnjHjx4hmDBg2yPRYSEmKMGTPGyJYtm1GrVi0jLCzMMIw/3veGDh1qODs7G9evX7dLzRK9/P39jX379hl+fn6GYRjGs2fPjDRp0hilSpUybt68aRiGYWzbts2oXr26YTKZjAQJEhjp06c3ihUrZvt81GtSoopGvIiIiHyhIjbSzZo1K2XKlGHdunWYTCbMZjOTJ09m4cKFpEyZkp07dxI3blzgjwaUr1+/JiQkhNSpU38Wq8bI58fX1xc3Nze6du3KwIEDI22rVq0a6dOnx83NjYEDB7J8+XJbX5Q7d+7g7+9vWwEoOlkbd1osFoKCgogXLx4ABw4cYMKECZjNZgYNGkTZsmU/OHbLli2cPHmSmjVrUqxYsegu/bN148YNihYtSrt27Zg8eTLwx8pFYWFheHt7s3XrVooWLcrYsWOJHz8+Q4YMYeLEiRw9epTChQvb+RlIdPj+++8ZP348GzZsoHLlysSLF49nz55RuHBhMmXKxNKlS8mWLRsAx48f59WrV6RNm9a2wpWhRroShRS8iIiIfIEihi558+alVKlS+Pj4fLDP5MmT+fnnnylQoADjxo0jUaJEf7nig6HVQOQjs56bJUqU4Keffvpg+/nz5ylbtizh4eGsWrWKWrVq/eV5GJ3nZsSl2D09Pblz5w4hISEMGDCAb7/9lv379zNx4kTCw8P5/vvvKVeunK3GSZMmMWLECHbt2kWpUqWipd4vwblz5yhbtix+fn5MmzaNVq1akTBhQuCP/x+hoaF4e3uzbds221Sv6dOnc+TIEYUuMUyLFi3YunUrixYtonLlysSPH98WvmTOnJn58+erj4vYhZrrioiIfGGM/796ka+vL/ny5aN48eKRQpd9+/Zx8OBBHB0d6du3L3Xq1OH8+fMMHjyYN2/e/OUymwpd5GOyhi7FihWLFLpcuXKFwMBAANKnT0+JEiWoW7fu34YuEH3nZsQws2DBgjx9+pTChQtjNptp1aoVW7dupXz58nTr1g1nZ2fGjh3LwYMHAZg6dSoDBw5k3rx5Cl3+hXPnzuHh4cGQIUOYNWsWPXr0YO7cufj6+gLg6OiI2WzGxcUFLy8vatWqhY+PDzNmzFDoEgNYxw8YhkF4eDgAy5cvp1GjRnTu3Jk9e/bg7+9PqlSpOH36NHfv3sXT05OLFy/as2yJqewxv0lERESiVkhIiFG4cGEjb968kR5fv369kTBhQmP9+vW2x8xmszFx4kQjX758Rvv27W19EkSiQmBgoJElSxajTp06hmG8P/8MwzDWrVtn5MyZ0zh58qRt3w0bNhixY8c2fvvtN7vU+me+vr5G5syZjYYNG0Z6PHfu3Ea5cuVsP+/atcuoVq2aUbVqVaN9+/aGo6Oj4ePjYxjG+x4S6iPxnz158sTIlCmT0a9fP9tjkyZNMkwmkzFhwgRbXyDD+KOnS0hIiDFlyhTjxo0b0V6vRB/r68f6/93695CQEMMwDGP37t2GyWQyUqdObWzYsMHWv+zZs2dGggQJDA8PD9tjItHFyd7Bj4iIiHwc1t4TAKGhobi5ubF9+3a2bNlCzZo1Wb9+PW3atGHixInUrVsX+ONb/F69ehEaGkq5cuVwctLlgUSdffv2ERoaSuzYsQkJCSFWrFisW7eONm3a4O3tTdGiRW3fZFepUoV8+fKxaNEi8uXLR6xYsexae48ePbh37x6//vorAEFBQcSJE4fKlStz7do1fH19SZgwIVWqVMFkMjFq1CgWLlyIj48PDRs2VA+Jf8HFxYXZs2dTtWpV23tbnz59MJlM9O3bF4BOnTqRMGHCSCNfevbsad/CJcqZTCZCQ0OpUKECLVq0oGPHjphMJlxcXFi3bh3fffcdK1asYMeOHbRp04bFixdTpUoVUqZMyY0bN7h8+bKtN5NItLF38iMiIiIfT1BQkFGtWjXj6dOnxrNnz4zOnTsbiRIlMvr162ckTpzYmDNnzgfHXLlyxQ6VSkwTFBRknDp1yjCbzcbixYuNYsWKGS1btjR8fHwMV1fXSOdmxBEh06ZNM3bt2mWPkj9w+/ZtI3fu3EapUqWMO3fu2B5Ply6d0adPnw/23717t3HixAnDMDTS5b/17Nkz4/79+5EeCwsLizS6YfLkyX858kW+bBFfPy9evDA6dOhgJE6c2FiyZIlhGO9HdMaPH9+YPXu2bb+mTZsayZIlM3766adIo1z0WpTopuBFRETkC3Ly5EkjefLkxooVKwzDMIybN28anp6ehpOTk9GhQwfDMN5P7bBO71iyZIlhMpmM69ev60JUoozFYjG+/fZbo0KFCoZhvA9hFixYYBQpUsQwmUzG9OnTDcMwIk1zmzdvnlG0aFHbufqpnJ/37983cuTIYZQtW9a4d++eUaxYMePrr7+2bf+7gOVTqf9Tdu/ePSNu3LhG8uTJjfnz5xuHDh2KtD00NNT298mTJxsuLi7G8OHDDV9f3+guVaKZNXgLCAiwLQ398OFDo1+/fkaCBAmMLl26GIkTJzbmzp1rGEbk95Jvv/3WiBs3rvHs2bPoL1zk/1NzXRERkS9I0aJFKVSoEPPmzQMgW7ZsdOvWjc6dO7NmzRo2bdqEg4MDDg4OLF++nA4dOrB06VJy5Mih6Q8SZUwmE23atOHAgQOsXLmS2LFj06xZMzp37kzhwoU5evQoQUFBtmluK1aswNPTk06dOtmmz0Xn+Wn8w6KfGTJkYPfu3Tx9+pTMmTMTP3581q9fD7yfumcymezaBPhzFhISQrly5WjVqhV79uyhR48eNG/enJMnT+Lv74+zszNmsxmA3r17M2TIEKZNm0ZoaKidK5eoFLGxdcqUKVm1ahUA6dKlo0ePHnTp0oXFixdTvXp1OnbsCLxvvGxtuLthwwaOHj1KypQp7fYcRLSctIiIyBfCenF64sQJ6tSpg7e3Ny1atADg7t27TJw4kZUrV7Jx40bCwsKoWrUqK1asoGnTpuo9IVEm4rnVtWtXdu3axfr16ylQoAAhISGsXLmSuXPnkjFjRtauXcumTZuoW7cuK1asoEmTJtG+lLn1dRQYGEhgYCDJkiX7y/0ePHhAvXr1MJlMbN68mVSpUkVbjV+qt2/f0rhxY6pXr063bt04deoUgwcPxtnZmcDAQMaMGUP69OlJmzat7ZjXr1+TJEkSO1YtUSli6JI/f/4PVkIDuH37NgsWLGDWrFnMmDGDVq1aAe/feywWC46Ojrb3keh+PxGx0ogXERGRz5DFYvngZ0dHRwAyZ85Mzpw5bUvZWh/r168fLVu2pFKlSgpdJMoFBASwZ88eAgICbOdW3bp1cXV1ZcOGDQQGBhIrViyaN29Op06dePLkCW5ubnz77bcsX77cFrpEp4g3ecmSJWPu3Ll/u2+GDBlYv3497969o2HDhjx8+DAaK/3yWCwWEiVKhJeXF5MnT+bYsWMUKVKEnTt38uzZMw4dOkSLFi1o06YNI0aMsC0pnThxYjtXLlHF+rnm6+tLvnz5PghdTp48CUDWrFltI+S6devG8uXLgfefadbPRet7kD7nxF4UvIiIiHyGHBwcCAwMZOPGjTx79sw2HQMgRYoUdO7cmcWLF9suTOF9+NKjRw969OjB1q1bFbpIlDGbzTRq1IgqVaowcuRI241QxYoVqVSpErNmzeLJkyfA+9VrmjdvTsuWLXFycmLdunV2OTcjhi758uWjZs2aDB48+B+PsU47un37NvXq1SMkJCRaav1SPHv2jLt37wLv/z+bzWYKFy5M8eLFuXr1KgBt2rThyZMn3L59m7lz51KkSBHmzJmDn5+f7Tj5Mjk4OBAcHEyOHDnInz9/pNBl48aNlChRgr179wKQNm1aunfvTteuXWnVqhVLliyxU9Uif01TjURERD5TPXr0YOHChSRLlowBAwZQqlQp8uXLB7wfsl+rVi2KFCmCt7d3pG/+AgMDiRs3rkIXiVKjRo1i2LBhDB8+nMOHD5MqVSoWLVqEk5MTFStWJDQ0lCNHjtj2Dw0N5cWLF6RLl85uoYu/vz/FihUjbdq07N69G4i8TPvfuX//Pvfu3aNs2bLRUe4X4e7du5QqVYrixYszbtw4cuXKZds2ceJE5s2bR8GCBfn111/5+eefKVq0qG17QECAlgP+gllfjwBPnjyhSJEi5MqVi1WrVpEqVSo2btxoW36+Q4cOkaYPPX78mMmTJ/P111/z9ddf2/NpiESi4EVEROQz8Vdz0w8fPsz69etZuXIlKVOmpEKFCnh6epIjRw4mT57M5MmTuXr1Kq6urpEuZkWiwzfffEOSJEkYPnw4zZs3J3ny5FSvXp1YsWKxatUqateuTffu3e1aY8SRLoULF+b27dv07NkTT09PsmTJ8q9+l/pH/PemT59Oz549KVu2LBkzZqRfv37kyZMHeB92eXh48PDhQ7Zs2YK7u7udq5XoFhAQwOTJkxk6dCh3796lUqVKZMuWjUaNGtGrVy8mTpxIhw4dIh3z7NkzUqZMSXh4OM7Ozno9yidFU41EREQ+A9bVUsLDw3n16hXHjx/n1atXlCpViqlTp7J9+3batGnDunXrqFGjBo0aNaJ48eI4ODgwadIkAIUuEqUCAwM5deoU/v7+tsf69etHcHAwfn5+/Prrr5QqVYqTJ08yYcIEnj59yq5du3j27JndajYMA0dHR969e0fevHkpXbo0Pj4+rF27lilTpnDjxo1/9ft0k/ffa9KkCVmyZCE8PJwXL17g7e1tm15ksVgoX7486dOnJ3/+/MA/rzQlX55Dhw4xfPhw9u/fT+bMmdm9ezcPHz6kXbt2DBkyxBa6WM+LxYsXU6tWLZ49e4azszOg16N8WhS8iIiIfOKsDQb9/PyoX78+VapUwcPDgxw5clC2bFmuX79O0aJF6dOnDzdu3KBbt268fPmSKlWq8OTJE/bt22drRCkSVTp16kSFChXw8vLi1q1bABQsWJCECRMyf/58HB0dGTBgAIMGDaJ58+Zcu3aNHTt28ObNG7vUaw0zQ0NDadeuHfny5WPRokU0atSI8ePHs3HjRmbOnMnNmzftUt+XLCwsjOTJk+Pp6UnhwoWpVq0a165dY/z48Vy5cgUnJyd69erFjRs38Pb2BnQTHdPkz5+fkiVLsnPnTgCyZMnCtm3bcHNzY+vWrbYeUSaTiRUrVtCuXTu6du1K6tSp7Vm2yN/SVCMREZFPmHWotJ+fHwULFsTd3Z3mzZuTNWtW1q9fj4+PD76+vixfvpyKFStGOnb9+vVs3bqVRo0a8c0339jpGUhMYRgGo0ePZteuXdy4cYMpU6bQsGFDnj59SsGCBRk/fnykqQHbt2/H1dWVUqVKRXutEacX1a9fn3bt2tGwYUPb8zCZTKxatQovLy/q1q1Lt27dyJ49e7TX+SV5+fIlb968IUeOHLbHtm/fTs+ePdm9ezdnz55l/Pjx5MyZk759+5IvXz7atm3Lw4cP+fnnn9XTJQYaPXo03t7e3Lx5k5QpUwJw584dqlSpQurUqdm5cyebNm2iRYsWdlt+XuS/peBFRETkE2c2m2nVqhVBQUGsW7fOdlEZGhrKxYsX6datGw8fPuT06dOkSJEiUi+X4OBgYseOrYtRiVIRz7mLFy+ycOFCZs2aRe3atenSpQuBgYFMmjSJKVOmUKhQoUjH2nP1ojx58lCyZEnbaimGYWAYhq2ZbsTwpXv37mTLli1aavzS3L59mzJlyhAeHs7gwYMpWbIkRYoUAaBdu3YEBwezYsUKFi1axMKFC8mZMydDhw7Fz8+PePHi/eteO/L5+HPz6oivwZcvX1KpUiVq1qzJyJEjMZlMmEwm7ty5Q9WqVXn9+jVv375l2bJlkZaf12edfIo01UhEROQTFxYWxvXr16levbrtgtIwDFxcXHB3d8fb25vQ0FCGDBkCRO7lEjt2bEAXovLxRfzuztHR0fZzvnz5mDp1KuvWrSM0NJQWLVowbdo04sSJw969e7FYLJF+j/VmKjpEDF3y5s0bKXSxPicHBwdbjU2bNsXb25stW7bg7e39r3u+yHtbtmwhPDychAkTsmDBAiZNmkS1atW4c+cO5cuXx2Kx8Pz5c9q2bct3333Hr7/+yoQJE8iTJ49Cly+cdcnoQ4cOAe/fD6yvwaRJk1K0aFF27dqFxWLBZDJhsVjIkiUL27dvJ0OGDKxcuVKhi3wWNOJFRETkE2axWLh16xZubm7s27ePMmXKfPANodlspk6dOvj7+7N//347VisxRWBgIL1792bs2LG4urpGCvsijq66f/8+R44cYdiwYdy5c4c0adJw6dIlEiVKZKfK36+W4u7uTrZs2di2bZvt8f379/Py5Uvq16+Pg4NDpOexdOlS+vfvz759+3Bzc7NX6Z+dkJAQYsWKRVBQEBMnTuT06dMkTJiQ9u3bM2fOHF68eIGzszO//PILgwYNYtSoUQCsWLGCr776ikyZMtn3CUiUs1gstGrVip9++omGDRvSuHFjqlWrFuk9JH/+/IwYMYKePXtGOjYoKIg4ceIodJHPgka8iIiIfMIcHBzIkCEDmTJlYtmyZQQHB9tuCuGPVVny5MmDr68vZrPZzhVLTLB582ZWr15NkiRJPlgtK+LNT8aMGWnWrBmnT5+mQ4cOzJ8/3y6hS8TvGbds2cLNmzcpWbIkT58+BWDDhg1UrFgRJycnW6hpMplsx7Vq1YozZ84odPkXHj58SJs2bTh69Chx4sShX79+FChQgDt37rBz5058fHyYMGECX3/9NYkTJ47037Z58+YKXWIIBwcHevfuzerVqzl79izdu3encOHCbNmyhVu3bpExY0bq1avHgQMH8PX1jfRajhMnDhC9o+ZE/ldO9i5ARERE/pmLiwtFixZl27Zt1KhRg+rVq+Ps7BzpG/kXL15QsmRJ25QPXYRKVCpTpgxJkiTh/PnzFChQ4B/3NZvNuLq6Mnv27A9GkkQH6/Si0NBQXFxcaNy4MY8ePWLatGnEixePBAkS0LdvX+bMmUPdunUjHWsNX0wmk1ZL+RfMZjPPnj3j+vXrTJo0CWdnZ4oVK8bAgQNxcHBg27ZthIWFMWLECIoUKUKzZs1IkSKFvcsWOylUqBCFChXi66+/5uDBg8yfP5/OnTuTOHFivLy8cHd3p3///ly6dAkPDw97lyvyP9GIFxERkU+YtefEnDlzSJAgAf369WPt2rUEBwfbbgqXLl3K+vXrbTeNCl0kKpnNZmLHjk1AQACnT5/+j/tbR8REHEkSXSL2dClbtixbtmwBoG/fvnh6ejJu3Di6dOnC999/T8eOHf/yd1jr1evqv3Pq1Cnc3Nxwd3dn8ODB+Pv7M2rUKE6ePEmcOHHo378/NWrU4NChQwwcOJDAwEBSpEjxQe8fiVnMZjNx48alatWqbNy4kQULFlC9enU6duzIxo0bbdPVQkNDUacM+RwpeBEREfmEmUwmzGYziRIlYseOHbi4uNClSxdKly5Nu3btaNy4Mb169WLevHlUqFBBF6QSJUJDQ3n9+jXwPkhJkiQJFSpU4MmTJwCf5BS3iKGLm5sb6dKlo2bNmrbXSP/+/RkyZAiurq6Ehoby+PFjO1f8+Tt//jwVK1akUqVKODo68u2339K5c2eCg4MjhS9eXl5Uq1aNM2fO0KNHD4KCgiL1rZIv2199TlkDWmsA98033zB+/HhOnz7NN998Q5EiRWjXrh0uLi4KQeWzpOa6IiIinwHrdIeQkBC8vb05d+4cv//+O6VKlaJq1aqULl1aDQYlSoSHh1O0aFGCgoJIkiQJ+fPnp0qVKsycORMnJyd27NjxyU1x+/PqRcWLF2ft2rW27U+fPrVNHfL29mb69Om0b9+e9u3bkyZNGnuV/Vm7evUqRYoUoWfPnowZMybSEuMbNmxgzpw5xI4dmyFDhlCsWDGCgoIYNmwY586dY/ny5aRMmdLOz0CiirUhvPU9Ijw8HCcnpw8axf/dcfBHo+ZP6X1G5N9Q8CIiImIn1ovKiBeXf76ojHjzEvHvf0UXpBJVDhw4gNlsZufOnTx9+pRz587h5+dHWFgYixYtolKlSjg5OX1S52BAQAB58uThq6++YsWKFbbaNmzYwMqVK/nhhx/ImDEj8D58mTNnDk2aNKFr166kTZvWztV/Xi5cuGBrTnz+/HlbvxbrDTZEDl+GDh1K0aJFCQ4Oxt/fn2TJktmzfIlC1s+tgIAARowYwcOHD0mePDmdO3cmd+7cn9R7hkhU0pg+EREROzCbzTg4OODv70+7du3YsWMH8MdolWvXrgHYRhJY/w6Rh2lH/LsuXuVjinhulStXjooVKzJx4kRWrFjB4cOHOX78OPnz52fIkCFs2bKF8PDwSCsB2YthGBiGwYQJE3jx4gUVK1YE3r8+1q9fT9OmTalSpQoZM2a0TZHy8vKiTZs2LFq0iMDAQHuW/9k5d+4cJUqUoFatWoSHh9O+fXtu374NgJOTk+2/cd26denSpQvh4eH06dOH06dPEzt2bIUuX7CII88KFSrEpUuX8PX15ZdffqFp06Y8fPhQn1sSYyh4ERERiWbWJaD9/PwoXLgw7969IyQkxDa3/eHDh9StW5dJkyYBHwYqEX/WRatEhcDAQAYNGsSJEydsj4WHh9tCFVdXV1KnTs369etxdXVl4sSJbNy40Ra+2IP19WNdWrZBgwY0adKEBQsWsH79enbs2EGbNm2YNm2arZFuxBFkQ4cO5ejRo2TPnt0u9X+Orl+/TokSJejWrRsLFy7k4MGDHDhwgN69e3Pnzh3g/X9ja/jy7bff0qpVK5IlS6ZVjL5wET/n8uXLR/Hixdm4cSPbtm2jefPmXLx4kcuXL0faX+RLpuBFREQkmllHBXh6epIuXTrWr19PnTp1bNON4saNyzfffMPVq1e10ofYxbVr15g2bRozZ87kzJkzALYpI/B+hSKz2Uy8ePHYvHkzJpOJMWPG8OrVK3uVjIODA0FBQYwbN443b96QL18++vTpQ/bs2Rk+fDjVq1dnxowZdOzYMVIz4FWrVuHl5QVA5syZ7VX+Z+nu3buMHTuWCRMmYDabcXNz49dff+XAgQP06tXrL8OXxo0bs2zZMtKnT2/P0iWKmUwmwsLCbA2tp0+fTqxYsQBInDgxFouF69ev8+bNG96+fRspsFUII18iBS8iIiJ2YLFYePPmDVmyZCEgICDStqRJk9KgQQM2btzI+fPnAV2ISvSxWCy4u7uzc+dOjh07xqRJk2zhS8SpRNab6bhx47J3715+/PFHuzdIXbVqFYsWLWLYsGG8e/cONzc3+vfvT+HChcmZM6ctyLSOdFmxYgUtWrTA3d0dQCvr/Jfu379P6dKlKVOmDL179yY8PBxHR0fCw8Nxc3Pj+PHj/xi+xI8f357lSzRxdnamQIECpE6dmunTpwOwc+dOevfujZubG8eOHaNUqVKULl2a6dOns2HDBkAjOeXLpOa6IiIidtK+fXv2799P3rx5yZ07Nw8ePOD169fEiROHhAkTsnnzZtKnT4+HhwfOzs5MmzZNF6QSrfbv3893331HiRIl6Nu3ry2gsPrhhx84f/48c+fOJU6cOHaq8g9hYWFMmjSJzZs34+7uzrhx40iYMCFXr15lwoQJ3Lhxg9atW9OhQwfWrFlD06ZNWb58OU2bNlWTz3/h4sWL1KpVizhx4vDbb78RL148WyNda1+Pq1evUqJECSpVqsT48eM1hSuG+PPKRQD9+vXj0KFDZMqUiW3btjF//nyqV6+Oq6srR44c4fjx4yxatIinT59y4MABChQoYOdnIfLxKXgRERGJZhFv8NasWcOkSZNo1KgRCRIk4OXLl8SOHRvDMBgzZgyZM2cmVapUdOzYkTp16ti3cPlihYaGcvr0aU6cOEFYWBjFixenUKFCJEiQgH379tGuXbsPwpepU6fSu3dvVq5cSZMmTaK95j8HJdYbvZCQEBYuXMjcuXOpUKECI0eOJGHChFy5cgVvb2/u379PmjRpWLNmDcuWLbOFLqBv2v+Nc+fO0a5dO3x9fTl79uzfhi958uShSZMmLF26NNJ0Nfmy/Hlp6NDQUFxcXGw/9+/fnyVLllCsWDFWrVpFggQJIh33+PFjzGYzGTJkiPbaRaKDghcRERE7sN6YBAUF4eHhQe/evWnRooVt+9u3b2natCkjR46kSJEigJaLlqjh5+dHs2bNePPmDbdu3SIsLAwHBwcqVKjA9OnTSZEiRaTwpV+/fhw5coQePXqwevVqGjZsGO3npvXfFxYWRkhIiG3qivVmb+3atTRp0oScOXNSrlw5xo4di6urK1evXmX48OFs376dhQsX2moHhS7/yZ9vpC0Wiy188ff358yZM8SPH/+D8OX69esA5MyZ016lSxSLuGT0qFGjuHz5MteuXaN48eJUrVqVZs2aATBw4EB2795NjRo16N69O0mSJLEdK/Kl00RWERERO7BeaJpMJpIlS8aePXt49+6dbfuGDRu4ceNGpBsd3RjKx+br64u7uzuxYsVi4sSJXL16lTt37tC0aVOOHz9O06ZN+f3336lQoQKLFi3i1KlTNG7cmJ49e7Jq1apIwUV0sYYuZrOZIkWKMHbsWN6+fQuAi4sL69ato127dkyfPp1WrVpx5swZvv/+e969e0fu3LkZMWIER48eVejyL1y/fp0mTZrQu3dvLly4wJ07d3BwcMDd3Z0VK1YQP358ChQogL+/P05OTraeL2azmZw5cyp0+YJZVy+yLhl98eJFMmfOTK1atTh79iwtWrSgf//+AIwbN45y5cqxZcsWZs2axatXrxS6SMxhiIiIyEdnsVgi/T3iz3925MgRI1asWEaVKlWMFi1aGJ07dzbix49v/PTTT9FRqsRQfn5+Rvr06Y2WLVsaYWFhkbaFh4cb48ePN9KkSWP07t3bCAoKMgzDMA4ePGikT5/e2LBhg2EY//nc/tjCw8MNwzCMoKAgIygoyJg6darh5ORkjBkzxjAMw9i0aZMRP358Y/bs2YZhGEZoaKgxZswY46uvvjLatm1rvH37NtLvi87aP1dBQUFGvXr1DJPJZJhMJsPd3d1IkyaN0a1bN+PHH380/Pz8jOPHjxuVKlUycuTIYQQEBBiGYXxwTsmXKzg42ChdurTRsGHDSP/fr1y5YvTq1cswmUzG0KFDbY8PGDDAyJkzpzF48GCdJxJjaKKliIjIR2YdOm2dux4WFhZp5IoRYVqGxWKhVKlSHDx4kNGjR3Pv3j0KFCjAxo0bqVSpkqYXSZQIDw+ndevWvH37Fm9v70hTQywWC46Ojnh5eXHy5Ek2b97M4MGDiR07NmXKlOHixYu4urpG+2gRa33v3r2jePHieHp60qNHD0wmEz179uTixYvs3LmTKVOm0K5dO8xmM87OzvTr14+QkBC2b9/Oo0ePcHV1tf1Ovbb+s9ixY9OpUycMw8BsNlOsWDHc3NxYtGgRa9euZerUqSROnJjChQuzb98+ChUqxLlz5z6JZssSPS5cuICfnx9z5szBycnJ9rmVO3duevXqRWBgID/88ANly5alQoUKjBs3jvDwcL7++mv1/ZEYQz1eREREPiJr2OLn50fbtm15+/Ytz549o1evXpQvX57MmTMDH4YvDg4OhISEECtWLNsNZnTf2ErMMnnyZLZs2ULmzJkZNWoU6dKlixQWOjs7c/r0aUqXLs3+/fspVqyYbTnp6D4nra8JX19f8uXLR6FChfj5559t22fPno2npyc1atRgzZo1tpt+a7+RsLAwHjx4QNasWaO17s/ZgwcP2LBhAz179gTeLwM8f/583r59yw8//EDBggXx9/dn/fr1nDt3jl27dnHr1i3Cw8O5c+cOmTJlsmv9EnX+3Jdl0aJF9O7d2zbl78/vEceOHaNSpUrMnDmTtm3bRne5Ip8E9XgRERH5iBwcHAgMDKRIkSIEBwfz9ddfU758eQYOHMjQoUM5fPgwEDlMsa4EEStWrEg/m0wmhS7y0VksFgD69OlDgwYNuHnzJoMGDeLJkyc4ODhgsVhwdnYG4NKlSyROnJgsWbLYzkV7hS4BAQGUKFGCcuXK2UIXs9kMQJcuXZg1axZbt25l6tSptn5J1pE8zs7OCl3+BbPZzOzZs5kzZw4TJkwA4JtvvqFz587EixeP3r17s337duLHj0+rVq2YMmUK+/fv5+LFiwpdvnARR5798ssvAKRPn56goCAOHToE/PEeYf3ywMPDg8yZM3PhwoVIj4vEJBrbJSIi8pGtX7+euHHjsn79etsUo3LlyjF58mSmTJmCs7MzJUqU+NvjFbZIVIo4oqVr164A+Pj4MHDgQMaNG0eaNGkwm804ODhw8+ZNypcvb1vi3J4jXYoUKcKtW7eoWrVqpH2so3Q6d+5MWFgYPXv2xNHRkQ4dOpAoUSI17/wfODo60q1bN4KDg9m4cSMWi4WBAwdSuXJlAGbMmMEPP/yAo6MjX3/9NQDJkiUjZcqU9ixboljE12PmzJkpW7YsVapUIXny5Dg5ObFu3Try5s1LkiRJbMcYhsGrV6+IFy8exYoVA/QZJzGTRryIiIh8ZIZh8O7dO16/fm17rG7dugwaNIhHjx6xbNmySCsYiUQ165SQK1euANhGtAB07dqVJk2acPv2bQYOHMijR49wdHRkyZIlzJs3j9atW5MgQQK73CxZb/IKFChA7ty5+fHHH1m+fDk9evSwbTcMwzaKp3v37kyfPp0BAwYwa9Ys24gY+ffSpk3LgAEDKFq0KJs2bWLcuHEAVK5cmW7duhE3blx++OEHtm3bBqCA6wsXMXTJmzcvVatWZePGjQAULFiQwYMHM2vWLObMmcOzZ8+AP0Ztbt26lefPn+Pm5mbPpyBiVxrxIiIi8pElSZKE58+fc+/ePVKlSkVoaCguLi5Uq1aNN2/e8N1339GkSRNKly5t71IlBjCbzdSqVYurV69SunRp4saNy7Bhw0iVKpWtF0rXrl2xWCysWbOG0aNHkytXLry8vFi+fDmVKlWya+2pUqWiatWqrF+/noCAAMLDwxk8eDAA06ZNsy1bbB354unpSXh4ONmzZ1cY8H+UKlUqBg0axJgxY9i0aROAbeSLg4MDI0eO5Mcff6R8+fLEjRvXztVKVLGGLv7+/pQuXZqMGTOycuVK4I8+St26deP58+cMGTKEEydOUKNGDZImTcrly5cZP348S5YsoWDBgvZ9IiJ2pOa6IiIi/yPrjd5fqVevHidOnOD06dOkTJnS1jgXoHjx4nz11VdMnjw5OsuVGKxr164cPHiQFStW0Lt3b0wmE/HixWPIkCHkyJHDttLP7NmzmTFjBtevX2flypU0adLE7itrXb58mTx58th+fvfuHWvWrGHQoEE0bdqUadOmAe9vDk0mU6TXpL1r/1I8e/aMMWPG8Ntvv1G7dm0GDhwIwIEDB8iaNSvp06e3c4USVf480uXRo0e2Va0KFy78Qbg5b948pk+fzt27d0mRIgVubm507dqV6tWr6/UoMZqCFxERkf+BNXQJCAhg2rRp/P7772TJkoXy5cuTJ08e7t+/T6NGjXj58iWHDh0ibdq0wPsbwSpVqlClShX69etn52chXzrrt9GPHj2iU6dOjBo1ivz587Nnzx6OHDnCmDFjqFu3LpUqVaJTp04ArFixgvTp01O2bNlPamWtiDdtvr6+rF69+i/DF41yiRrW8OXs2bOUL1+eUaNG2bskiSa+vr7kypWLypUrs3TpUooVK8a7d+9YsmQJxYsX/+ALiDdv3thGejo5OZEgQYJP6r1ExB4UvIiIiPyP/P39KViwIEmTJiV58uQcPXqU/Pnz06BBAzw9Pbl06RKdOnXi6tWrTJ8+ncSJE/PkyRN69OjB9u3bKVu2rL2fgnyh/jway9fXl6ZNm5IpUyZmzpwJvJ+m079/f1q1aoWPjw9ZsmShfv36tmk8n/qNkjV8GT58ODVr1mTevHn2LumL9+zZM1sfoNWrV5M0aVJ7lyRRzGw206pVK8xmM6tWrbItKV+0aFH8/PwihS/W952IIalGuYi8p+BFRETkf2AYBl5eXly8eJEtW7bg7OzMgwcPGD16NKdOnaJRo0b079+ft2/fMnDgQHbs2IHFYiFBggQMGzaMhg0b6oJUooSvry99+vShV69euLm52c6zY8eOUbduXY4ePcqGDRsYNmwY69ato1q1aty7d4+RI0fSsmVLypUrZ++n8F/z9fVl2bJlDBkyhKNHj5I7d269pqLY8+fPAbSC0Rfsz59N165dI1euXACRps0WKVLkg/BFRP6aghcREZH/UdOmTQkJCWH9+vW2C9WnT5/i7e3N0aNH6dq1K61atQLg1q1bxIkTB8MwSJcu3Sc/mkA+T76+vuTMmZNSpUqxbt062+OGYeDn50ePHj04d+4c9+7dY8GCBdSrV882Pcc6LelzCwR9fX159+6d+oyIfATWUStmsxk/Pz98fX2JEycOyZMnt+1jnUYEf4Qv1ilICl9E/ppeGSIiIv+S2WzGMAxSpUqFv78//v7+wPsL1tSpU9O7d2/Spk3L6tWrCQoKAiBr1qykTZuWdOnSAX8ssynysVibX5YpUyZS6BISEoLJZCJhwoSULFmS8+fPM2fOHOrVq4dhGLaeKE5O7xe7/NzOy4QJEyp0EfkIzGYzDg4O+Pn50bJlS6pVq0aBAgXImzcvgwcP5tSpUwC4uLgQGhoKwKlTp0icODH16tXj+PHj9ixf5JOm4EVEROQ/MJvNwPtgBcDR0RGTyUT9+vXZt28fP/74o201FYvFQvr06Rk9ejS7du3i9OnTwOd3MyufFz8/PwoVKoSHhwdr1qyxPb5+/XomTJhAYGAgAB06dOCbb77h+PHjtlWARESsIaz1vcTf358uXbowbdo0GjduzIQJE+jTpw979+4F3ocvYWFhABw/fpzkyZPbfhaRDyl4ERER+Q8cHR3x9/enc+fObNu2zfa4h4cHEydOpE+fPixYsADANsw6SZIkuLm54ezsbJeaJeYwDIPGjRvbGp9abdiwgcaNG5MiRQrixo0LvA8PS5Qowd69e3n58qW9ShaRT4zJZCI8PJzmzZtToEABNm3aRPPmzWnZsiXTpk1j7dq1nD17Fm9vb+7duweAs7Mz4eHhAJw7dy7SSmgiEpmCFxERkf/CqFGj+PHHH/Hx8WHXrl22xzt06MDw4cNtf16/fp3AwEC2b9/Oy5cvSZgwoR2rlpjAZDLRt29f0qRJw6RJk3jy5AmbN2+mdevWzJo1y7ZMtLV3Q/v27Xnx4gWPHz+2c+Ui8il59uwZjx8/pkOHDsD70Z7WkZ516tRhwYIF7N69m8OHD9uOsU5RtNIoOpG/pua6IiIi/4Xx48ezZMkSUqZMiaurK507d6Zq1aq27fPnz2fAgAG4uroSP358njx5wuzZs2nUqJEdq5YvnbUxLsD+/ftp27Yt6dKl4+zZs0ybNo3vvvsu0tLS27ZtIzAwkPLly5MsWTJ7li4in5jffvuNcuXKsX37dsqWLRtpeWiLxYKjoyPlypUjRYoU+Pj42N57ROQ/04gXERGRf2D9fqJAgQI0aNCAWbNm8fr1a+bOncv58+eZP3++7RvCEydOMG3aNIYMGcLevXtp1KiRhl1LlLCeV8+ePQMgPDyc8uXLs2jRIh49ekTu3LkpXrw48Mf0t+XLl1OzZk0SJUqk0EUkhrP2LosoYcKEWCwWLl++DPwxesVkMtlClvjx4+Pr66vQReRfUvAiIiLyD6wXnunSpWPXrl3kzZuXcePGERAQQLNmzejUqRO3bt0CIHv27NSqVYuGDRtSsGDBSMeLfCyBgYGMHj2aihUrUqBAAYoXL8748eN5/fq1LXz5/fffGTduHGfOnAFg1apVtG3bluXLl1O5cmU7PwMRsTdrI91Ro0bZVubLmjUrNWrUYPTo0Rw/fhyTyWQLaMLCwjAMgyRJklCqVCkAfbEg8i8oeBEREYnAOp89IrPZjKurK+Hh4bx69YrSpUuTNWtWrl27RrFixSJdfOpCVKKSr68vpUuX5tSpUxQoUIAffviBuHHjMmvWLJo0acLLly8pX748CxYs4NixY8yZM4eRI0fSokULli5dSrNmzTAMQ+epSAxnsVj46quvGDZsGN26dSM4OBgnJycaN25MvHjx8PT05Ndff7WNbHF2dmbVqlVs2bKFsmXLAvpiQeTfcPrPu4iIiMQMgYGBttVfAgICiBcvHvD+m8EMGTKQPn16/Pz8mDt3LitWrGDMmDH88ssvjBkzhuDgYL755htdiEqU8fX1JV++fBQrVoy5c+eSNGlSAJo3b87YsWNZuHAhHTt2ZMmSJVSsWJHFixfToEEDXr16xerVq2nYsKEtcNF5KhKzOTg48O2332IymVi/fj3Pnz9ny5Yt1KtXj1evXjF16lTKlStH69atcXR0xMnJiaVLlzJv3jzKlClj7/JFPjsa8SIiIjGeYRg8evSIbt26YTabWbBgAX379uXOnTu2faxNBsuXL8+4ceNYtWoV/fv3Z/jw4QQEBKhnhkSpoKAgihUrhpubG2vXrrWFLmFhYTg4OODl5UXDhg05cuQIe/bsAaBcuXJs3ryZvXv3KnQRkQ/kz5+fePHi4ePjw+3bt6lWrRoWi4UOHTowb948+vXrx+nTpzl+/DgWi8W2RL1GzYn8e1rVSEREYjzDMDCZTOzdu5eBAwfy6tUrunfvTpUqVcidO7dtvy1btjBkyBBGjBhB7dq1bY+/ffuWRIkS2aFyiSnWrVtH7969qVKlCuPGjSN58uS2MND6Z3BwMLlz56ZGjRrMmDHDdl4DCl1EYrCIq5/9WaVKlcicOTOdOnWiVq1aFChQgM2bN9uWifb39yd+/Pi236H3EpH/jUa8iIiI/H8PHjzg3r175M+fn2+//ZbcuXPbGguazWZq1qzJ1q1bI4UuAK6urvYoV2KQ+vXr079/f65fv07fvn15+vRppNAFIHbs2GTKlInXr19/cLzJZNKNkkgMZW2kO2jQIE6fPs2rV69s2/r27cvvv/9OxowZ2bhxI6dPn6ZOnToEBwcD2KbcRlzhSO8lIv+eghcREYnxDMMgJCSEzZs307NnT3r06MHEiRN5+vQp48aNo0WLFnTq1Injx4+TLl26D47XRahEJWvD565du9KwYUNu377NwIEDI4UvAI8ePQKgSpUqdqtVRD49ZrOZSpUqMW7cOL7//nuqV6/O1q1befnyJV999RVXrlxh5cqVFCtWjC1btnDhwgWqV69OcHCw7fPNGvCKyP9GryAREYmRdu/ezfz584H3F5SxYsXC0dGRU6dOkS1bNtKlS0fevHnZsWMHrq6uPHjwgKFDh/Ly5Us7Vy4xTcRwpVu3bjRq1Ihbt25FCl8ANm3axOvXrylSpAigQFBE3nN0dKRHjx7EiROH2LFjU7VqVfr06cN3333H8uXL6dWrF6tXr+bJkycUK1aMNWvWcOHCBS5dumTv0kW+GFrVSEREYhyLxcLZs2dtw62t0zUqV67MggULKFy4MFmzZqV48eKkSpWKUaNGceTIEfr374+zs7Odq5eYKOK0om7dugGwZs0aBg4cyOzZs9m9ezd9+/Zl1apV5MmTx87VisinpmnTpphMJpo3b061atVYvXo1d+/e5fvvvyc8PJw7d+7w4sUL0qRJQ8mSJbl165am0Yp8RGquKyIiMdK2bdto1aoVx44dI0eOHLbHf/31V4KDg4kbNy7Fixdn8+bNHD58mNSpU7Nq1So2bdpE2rRp7Vi5fMkCAgIYMWIEnTp1IkuWLB9sj9jTZcaMGWzYsAE/Pz/OnDnDypUradKkSaSmuiIiES1ZsoTvvvuOoUOHMmzYMEJCQti6dSsBAQG0bNnS3uWJfLEUvIiISIzVtGlTMmTIwJAhQ2wNBP/KkCFDGDduHPPnz6dt27aRbn5FPqZr167h5uZGo0aNGD9+PBkzZvxgn4jn35QpU5g/fz5jx47l22+/1YojIjFYxND1nz6nli1bRtu2bfHy8mLs2LHRWaJIjKWpRiIiEmMVLVqURYsWUbVqVcqWLfvB9p07d3LhwgUWLlxI7969OXnyJNWqVSNVqlR2qFa+dBaLhVy5cnHq1CnKlClDWFgYEydOJHPmzJH2izjtqFevXtSvX5/06dMrdBGJwazvCaGhoYSHhxM3bty/DV9atmyJyWSiTZs2uLi4MGTIkL9dblpEPg4FLyIiEuNYvxXs1asXu3bton379mzevJlcuXJF2u7n54efnx8rV66kfPnybN26FQ0UlahgNptxdHQkLCwMd3d3bt26RYYMGUiePDleXl7/GL6kT58eUOAiEpM5ODgQGBiIh4cH2bJlY9GiRSRMmPBvw5cWLVrg4OBAixYtCA8PZ/To0XaoWiTm0FQjERH5Yv35gjPiMGzrjW5oaCilS5fm7du3LFiwAHd390jTjgIDA4kbN2601y4xQ3BwME5OTjg5OREWFoajoyMODg4cOXKE8uXLA1CnTh0mTZr0l9OORESsli1bRuvWrcmfPz9ubm7MmTMHV1fXf5x2tHTpUpInT061atWiuVqRmEUT1EVE5Itl/QawXbt2BAcHRxoR4OjoiMViwcXFhUOHDpEhQwa6dOmCt7c3N2/etO0XN25cjXKRKGGxWGjTpg158uQhJCQEZ2dnHBwc2LhxI1WrVsXHx4ezZ8+yfft2+vXrx4MHD+xdsoh8wtzd3UmRIgXZs2cnKCiILl268O7du0hL0v9Zq1atqFatmj7nRKKYghcREfmi/fLLL+zevRsXF5cPtlkvRmPFisXu3btp1qwZ169fp0iRIgwbNoxffvkF0BQO+fiCgoK4du0aTZs2JX78+FSoUAGAPXv20LJlSyZNmkT9+vXJmzcvR44c4ZdffqFLly7cv3/fzpWLyKcgYlBiDVXy5s1Lt27d8PX1pUiRIty9e5euXbv+x/AF9DknEtUUvIiIyBfNzc2NV69eceLEib/c7uDggNlsBmDAgAH4+PiwePFi4sWLx7NnzwgKCorOciUG8PX1JUWKFOzcuZNq1aoxYcIE/Pz8yJYtG3Xq1GHevHl07NgReD8lrlChQuzdu5fdu3fz6tUrO1cvIvZmsVgwmUyEhobaQhVrEFO0aFGcnJxo0KABHTp04MaNG3h6etr2s37eiUj0Uo8XERH5YkTs4QIQHh6Or68vHh4e/PDDD/84h/3Px4pEBV9fX/Lly0exYsVYu3Yt8D5c2bdvH6NHj+bu3bu2KUXh4eE4OTnZ+hH5+fmRIEECe5YvIp+IwMBAypYtS0BAAJMnTyZdunTky5cPgMqVK5MuXToWL17MvHnzWLJkCTlz5mTatGm4urrauXKRmEkjXkRE5ItgDU7CwsJ4/PgxAE5OTiRJkoT8+fOze/dugL8daq3QRaKav78/JUuWJEuWLLbQJTw8HEdHR8qXL8/gwYNJkiQJHh4ehIaG4uTkZNsO2Jo+6zszEVm5ciXXr1/nxo0bzJw5k969e9OnTx9evXrFsGHDCAgI4NatW7Rt25aWLVty9uxZOnfurBEvInai5aRFROSzFzF0qVChArdu3aJ48eIkSZKEypUr8/LlS+LHjw9gG5KtoEWik6+vL4ULF+b27duUKlWKS5cukTdvXpycnLBYLDg5OVGhQgUmTZpE3759qVSpEnv27InUm8i6KonOXRGpXr06L1684JdffiFhwoR07dqV3r1706ZNG16/fs2DBw9svaHat2+P2WzG3d3dFuSKSPTSiBcREfmsWUOU8PBwnJ2dGTt2LAsXLiR//vw8fPiQRYsWcfjwYfbs2cPq1auB9zeuGjUg0eXdu3fky5cPDw8PVq1axdmzZ5k8eTLnz58H/mjybB35MnnyZJ48eULp0qUxDEPnqkgM91fvAWnSpKFFixZUqlSJ8+fPc/r0aU6ePEm/fv1wc3Pj0aNHvH37Fng/+tPT0xMPD49orlxErNTjRUREPnuhoaE0bdqUIkWK0Llz50hz2C0WC6dOnWL+/PlcvXqVTp060aJFC9s26ygCkagQHh5OzZo1AdixYwcAK1asYOrUqeTPn58ePXpQoEAB4I/zMTw8nP379xM7dmxKly5tt9pFxP6sPZ5CQ0O5e/cu165dI0WKFOTKlYvEiRPz4sUL5s2bx7Jly2jRogVDhw4F4PLly+TJk8fO1YuIlYIXERH5IjRu3JgbN27QqlUrWrdujaurq220gIODAxcuXGDChAk8fvyYli1b0rZtW3uXLF+44OBgbt26ZWvwHNHKlSuZMmUK+fLlo2fPnh+EL1aaFicSc1nfD/z8/KhduzZv377l/PnzxIoVi8SJE+Pt7U2jRo3w9fVl1qxZrFy5km+//ZZx48bZjjeZTHoPEfkE6Gs+ERH57ET8ziAsLAyA1atXU6xYMRYtWsSSJUvw9fWNdLGZP39+Bg4cSJIkSZg/fz5PnjyJ9rolZrCenzVq1KB58+YkTpzYti08PByAZs2a0atXLy5evMjUqVO5cOECwAcjsHTDJBIzWb808Pf3x93dneTJkzNnzhxevHjBypUrKV68OG3atGHKlCkkSZKE9u3b06xZM7Zt24aXlxfw/v1E7yEinwaNeBERkc+Kddi1dandP2vfvj0nTpzgu+++o02bNiRMmDDSKIILFy5gsVgoWLBgNFcuMYX1HH348CEeHh5kzZqV2bNn4+bmFmk7vB/5MmPGDDJnzkz//v11XoqIjWEY9OzZk/v377N+/Xrb+4bFYsHf359evXqxcuVKtm3bRsWKFXny5AmzZ8/mp59+YuvWreTIkcPOz0BErBS8iIjIZycgIIBChQqRK1cu8ufPT9OmTUmSJAmpUqUCoGfPnuzevZv27dvTunVrEiVKpH4uEi1CQ0MpUaIEAwYMoGHDhjx9+pTChQuTPXt25syZ85fhy5IlS5g6dSrLli0jf/789ixfRD4x5cuXp3Tp0owcOfKDbc+fP6d27dqYTCYOHTqEs7Mzz549w9/fn2zZstmhWhH5O7oCFRGRz86ePXu4desWO3fu5OjRo5QqVYrq1avTuXNn9uzZw7hx4/Dw8GDTpk0sW7aMd+/eKXSRaPH27VuSJUvGsmXLuHv3LqlTp+bMmTPcunWLzp07c+XKFQAcHR0xm80AtG7dmu3btyt0EREbs9nMq1evuHLlCqlTp7Y9FlHKlCmpVKkSz549IzQ0FIBUqVIpdBH5BOkqVEREPju1a9dm4cKFmM1m6tWrx+bNm+natStnz56lc+fOFChQgODgYH777TcmTZrEokWLPrhgFYkKKVKkoHnz5ly6dIkjR44A72+ETp8+/Y/hS5o0aexWs4h8ehwdHUmaNCkFChRgyZIl/P777zg6Otp6SFn/TJ8+PQ4ODvqME/nEKXgREZFP2t/NiG3Tpg3e3t706NGDs2fP0rZtW44cOcJvv/1G586dyZAhA3HixOHZs2cUKFDANq1D5GMLCwvj999/t/3csmVLPDw8GDRoEMHBwUDk8KVbt25cunQJQOeliGCxWP52W4UKFbh+/Tpz5szh7du3mEymSKud3bp1i8KFCxM7duy//bwUEftTjxcREflkWftghIaGcuHCBe7du4ezszNfffUVrq6uODk5MWnSJLy8vPD29qZPnz6RVnB49OgRISEhZM2aVcvySpQIDg6mRIkSxI0bl2nTplG0aFEAXrx4gYeHB6VLl2bx4sW2/Z8/f0727NnJnz8/u3btIl68ePYqXUQ+AdbPuYCAAObPn8/du3dt7x1p06YFoFq1ahw4cIBu3brh6elJ+vTpCQgIYO3atXTt2pV169ZRtWpVOz8TEfknCl5EROSTZG2G6+vrS82aNQkKCuLKlSuEh4eTPn16WrRoQZ8+fYgXLx6TJ0+mX79+TJ48mR49euDg4PBB0KLgRaLCmzdvKFOmDE+fPsVsNjNw4EC++uorPDw8mDZtGosWLWLChAl88803hIWF2ZpfXr58mYoVK9q7fBGxI2vo4uvrS6lSpYgXLx7h4eGcOXOGrl27Mnz4cJImTQpAgwYNOHjwIBaLhXz58uHo6MiVK1eYMmUKjRo10mecyCdOwYuIiHyy/P39cXd3p0CBAgwbNow4ceIQGBhIz549uXTpEvXr12fixInEjRuXKVOmMHDgQEaMGEH//v3tXbrEAGazGZPJxNy5c3n48CEZM2bkyJEjvHnzhvLly9OlSxdKlChBvnz5WLlyJfB+1SMXFxdAYaBITGZ9/fv6+lKgQAFKlCjBvHnzSJgwIR07dmTlypWcPn2anDlz2o7ZsGEDZ86c4d69exQvXpwSJUpQtGhR2xQjvZ+IfLoUvIiIyCfJMAy8vLy4dOkSW7ZswcnJybYtMDCQ9u3bs2vXLiZOnEibNm0AmDhxIv379+fOnTtkypTJTpXLl846csXq3r171K9fn1atWtG1a1c2bdpEjx49qFy5MhkyZGDEiBEsXbqUFi1a2LFqEfnUhIaGkjNnTpInT87Jkydtjw8cOJAJEyZw8OBB3N3dNSVR5Aug5roiIvJJMgyD8+fP4+7ujpOTk635oNlsJm7cuCxevJgUKVKwYsUK2zH9+vVT6CJRKjQ0lLp161K3bl1ev35NWFgYmTJlYtKkSQwZMoQ9e/bw7bffcv36dUJCQjh37hwAY8eO5c2bN/YtXkTsLmIjXRcXF0qUKMGdO3fYu3cvAJs3b8bb25tEiRIxf/58MmbMSLdu3ViyZAmPHj1SA12Rz5SCFxER+SQFBATw7Nkz20Wq9U9rs10XFxd69+7N9evXuXfvnu04a+iii1OJCr6+vpQpU4bz589TvHhxZs+ezaNHjyhXrhy9evXCx8eH27dvEydOHJYuXYqnpyetWrVi4sSJJE6c2N7li4gdmc1mHBwcCAgIYM2aNQCsWrWKGjVq0KBBA4YOHUrr1q2ZPXs2N27cYP78+UyePBmz2UynTp2oXLkyt27dsvOzEJH/haYaiYjIJ6tChQr4+vpy6tQp4I9GhFYzZ87E29ubixcv4urqaq8yJYaI2JMlODiYDh06cOHCBRwdHZk7dy5BQUFMmDCBLl26UL16ddtx1vNWPV1EYq6IjXTd3Nxo1KgRkydPtm3v0KEDCxYswNPTk+nTp39w/JMnT3j69CmFCxeOzrJF5CPRiBcREfnkWL8T6NGjBxcvXsTT0xPAFrqYzWYAfv/9d4oWLWq7qRWJStbQxGKxEDt2bJYtW8bIkSPJmDEjJUuW5MiRI4SEhDB48GACAwNtx1nPW4UuIjFTxNAlf/78FC9ePFLoAjB79mzat2/PsmXL2L17N/DHZ6HZbCZNmjQKXUQ+YwpeRETEbiLOdY/4s/UGtUSJErRt25YFCxbQoUMH3r17B7wfbbBs2TK8vb1p27Yt8ePH102tRAl/f39mzJiBr6+v7TEHBwfbuVqrVi02bNjAjBkzWLduHeHh4Zw/f57BgwcrDBQR4H346ufnR6FChShRogTr16+3bbt+/ToBAQE4OTkxd+5c6tSpQ/369dmzZ4/tcy3iSE8R+Tw5/eddREREooaDgwOBgYF07dqVefPm4eLigsViwcHh/fcCKVOmZMCAAcSLF485c+bw888/kyRJEjJkyMDly5dZvHgx1atX1xQOiRK+vr5kzZqV+vXrkzBhwkjbrOeoVefOnSlcuDA7duzg2rVrfP311zonRcSmR48e3L17lyNHjtgeW7t2LS1atOD48eMULFgQk8nE4sWLcXR0pEqVKuzcuZMqVarYsWoR+VjU40VERKJdxKDk2rVrFCtWjEKFCrFnzx6cnZ0jhS8Afn5+PH78GB8fH169ekXhwoUpUKAA7u7utlEFusmVj8nPzw83NzdKlSrF6tWr/3HfiOdzaGgofn5+JE2aVIGgiNjcuXOHGjVqkDhxYg4fPsyWLVto3bo1o0ePpmvXrpH2NQyDli1b0qJFCwUvIl8IBS8iIhKtrHPdI96gnjlzhsaNG5MiRQr2799vC19MJpNuXCXa+fn58dVXXxEUFMSNGzcACA8Px8lJA4VF5H/34MEDKlasSHh4OK9fv2by5Mm0a9fuH49RgCvyZVCPFxERiTbW0OXdu3fkz5+fQ4cOAeDu7o6Pjw/Pnz+nfPnyhIWF4eDgEKlHxsiRI6lcubLt94hEBWvzy5cvX+Li4sLMmTMBcHJy+qAnkYjIn/3Td9oZMmRg7969pE6dmnjx4lGrVq3/+PsUuoh8GRS8iIhItIi4qkPBggXJnj073377rW174cKFWb16Nc+fP6dcuXK28MVisTB16lRGjRpF06ZNATUalKjx7t073Nzc+Oqrrzhx4gQ1atRg5syZTJ06FYjcVFdE5M/MZjMmk4nAwEB+//33v9wnQ4YMrF69mvjx41OnTh0eP34czVWKiD0oeBERkSgXMXTJmzcvRYsWZcuWLbbtz58/B/4IX168eEH58uUJDQ1l3rx59O7dmxUrVtCmTRutFCNRZuzYseTNm5fly5eTPn16OnToQK1atZg7d67CFxH5RxE/55IlS8bcuXP/dt8MGTKwZ88eXr16RZMmTXj06FE0Vioi9qAeLyIiEi38/f3Jly8f7u7ukZbSXLNmDX379uXYsWOkT58egNOnT9OiRQseP36Mv78/K1eupHHjxmqkK1EqJCSEWLFiAX/0Vbh79y5z5sxh8+bNdOrUiZ49ewJ80ABaRGKuiKFLvnz5KFGiBGvWrPmPxz148ICSJUuSNm1aDh8+bHv/EZEvj64YREQkykTM9n/++Wfu379PxYoVCQgIAGDjxo106tQJLy8vW+gC70e+LFmyhNy5c7NmzRqFLhJlQkJCuHXrFgAuLi62x63nWebMmencubNt5MuMGTOAD5eTFpGYyRq6+Pv7U6JECXLkyGELXf7T6LgMGTJw7NgxJk6cqNBF5Aun9vwiIhIlrBej1lEEzZs35/79+3Tv3p2ECRPi6OhIhw4dmDx5Mh06dIh0rL+/P8WKFeOXX34hYcKECl0kSpjNZrp168aNGzeYNWsWefLk+csVRKzhi6OjI+PHjycsLIzevXvbqWoR+VREHOlSuHBhbt++zTfffMOdO3fIkiXLfxXQZsyYkYwZM2r1IpEvnL6uERGRjy7ixWiRIkVYtWoVAIMGDWLIkCG0bNmSZs2aMW7cOFvoYg1XfHx88PLywtfXl4QJEwJoWWmJEo6OjhQpUgRnZ2eGDBnCpUuXMJlMf9lHKHPmzHTt2pVGjRpRuHBhO1QrIp8SwzBsq/TlzZuX0qVL4+Pjw9q1a5kyZYptKfr/lj7jRL5sCl5EROSjihi65MmTh1y5ctG0aVPbzeywYcOYPHky8P7G18/PD3h/0bly5UqaNWtG2bJlbaGLyMcWFBRkmwrQoUMHWrVqxdu3bxk6dOjfhi/bt2/HbDYzceJEypYtqybPIjGYdfWi0NBQ2rVrR758+Vi0aBGNGjVi/PjxbNy4kZkzZ3Lz5k17lyoinwgFLyIi8tFYvwH08/Mjf/78lCpVirVr1wLvg5W3b98C0KtXL4YPH46npyeLFy8G3o90admyJStXrqRRo0a6sZUoM2XKFPr27cvs2bMBaN68OW3atPkgfLGaPHkyDRs25MmTJ7alzPXttEjMFPHLhRo1atCgQQO2bdsGvP8MbNasGd7e3mzYsIEZM2YofBERQD1eRETkIzKZTISEhJA9e3ayZcuGj4+Pbdu6des4dOgQw4cPJ0mSJAwdOhSTyUT//v05cuQImzZtYvny5TRp0kShi0SpOnXq8OTJExYuXIhhGHTt2pUWLVoAsHjxYoYOHcqoUaPIkycPP/zwA15eXixfvpySJUvauXIRsac/j+gsWbIkDRs2BN6HLtY+LU2bNgXAy8sLgO7du5MtWza71S0i9qfgRUREPqpYsWKRIUMGnj17xuHDhylTpgxbtmyhWbNmTJ06lSRJktiW4h0yZAgWi4URI0awZs0aGjRooEa6EmWsN0Vubm50794di8XCwoULAWzhi8lkYtGiRQwfPpz06dMzffp0Vq1aFWkUls5NkZgnYuiSN29eSpYsyU8//WTbbhgGDg4Ots83a/gyaNAggoOD6du3Lzly5LBX+SJiZyZDXyuKiMhHYr0wBShbtixPnz6lZcuWTJw4kSlTptC2bVvbvtaLU4D79+/bVnUA3djKx2WxWGwNmiOuHHLjxg2mTp3K8ePH6dChA506dQLeT3ubNGkSZ8+excfHR6GLiAAQEBCAu7s72bJls00vAti/fz8vX76kfv36ODg4RHqfWbp0Kf3792ffvn24ubnZq3QRsTP1eBERkY/G0dGR8PBwAA4ePEjGjBkZOnQoHTp0iBS6ALZvBgEyZMhge1w3tvIxBQcHU7t2bfbt22cLYKwhSo4cOejZsydFixZlxYoV7NixA4AmTZrQv39/Dh8+rNBFJIaL+B31li1buHnzJiVLluTp06cAbNiwgYoVK+Lk5GT7MiHi+0yrVq04c+aMQheRGE4jXkRE5KMLDw/Hyen9bNYqVapw8+ZNFi9eTOnSpW0jYkSii3V4/6JFi/Dw8PjgG+mLFy/Spk0batSowfDhwz84PuK+IhJzWEdxhoaG4uLiAsCkSZOYNm0avXv3JkGCBPTt25cJEybQsWPHD463vnfoPURENOJFREQ+OicnJ9vIl19++YWMGTPSqlUrjhw5gtlstnN1ElNYz7UbN26QPHlyWrVqxdGjR20jX6wjrvLly0eRIkXYtWuX7byNSDdMIjFPxJ4uZcuWZcuWLQD07dsXT09Pxo0bR5cuXfj+++//MnSBP9479B4iIgpeREQkSkQMXw4cOED27NmpW7cuhw4dsnNlEhNYlzYPDQ0F4OjRo6RMmZLWrVtz7NgxwsLCcHBwsJ2jjo6OFC9e3DZSS0Riroihi5ubG+nSpaNmzZq26UP9+/dnyJAhuLq6EhoayuPHj+1csYh86hS8iIjIRxFx5qr17xHDlz179pA7d24tFS1RKjAwkCtXrti+YXZxcSEkJASAY8eO2cKX7du3ExQUhKOjI8uWLWPdunXUrFnTnqWLyCfgr1YvWrt2LfB+5Iq1t0u3bt3o168fc+fOZcGCBTx58sSeZYvIJ049XkRE5P8sYk+X/2a75rtLVAgNDSVLliz4+vri6elJ2rRp6dq16wf7ffPNN9y7dw8nJydy5crFkSNHmDlzJvXr19e5KSIEBASQJ08evvrqK1asWGF7X9iwYQMrV67khx9+IGPGjAB4e3szZ84cmjRpQteuXUmbNq2dqxeRT5FGvIiIyP+JNVSxWCw0bNgw0hKbVn8OZXRjK1HBxcWFkiVLUqpUKZImTcr06dOpWLEi06ZN4+XLl7b9du7cyZAhQ6hbty6VK1dm06ZNCl1EBMMwMAyDCRMm8OLFCypWrAi8/8xav349TZs2pUqVKmTMmNHWQ8rLy4s2bdqwaNEiAgMD7Vm+iHzCNOJFRET+z8xmMyVLliRx4sRs2LCBePHi2bskiWEsFgsODg4sWLCAU6dOMXv2bPz9/Rk3bhwPHz5k7969DBo0iDx58lC+fHl7lysinxDr+4fVxYsXmTp1KteuXaN3797EjRuXRo0aMXHixL9tpHv79m2yZs0aXSWLyGdGI15ERORvWVd9+bufrVq3bo3JZGLdunUKXcQurDdNlStX5ueff2bWrFkkTJiQcePGkTJlSp4/f87GjRtp06YNzZo1Y/fu3QDqOSQiODg4EBQUxLhx43jz5g358uWjT58+ZM+eneHDh1O9enVmzJhBx44dI63Mt2rVKry8vADInDmzvcoXkc+AghcREflL1m8Ag4KC2Lt3L/D+4vSvwpcFCxawf/9+EiRIEN1lSgxmNpt59+6d7WeLxULGjBkZPnw4v/zyCwATJkxgzpw57Nmzh8WLFzNlyhR+/fVXYseODWjam4i8t2rVKhYtWsSwYcN49+4dbm5u9O/fn8KFC5MzZ07bZ5+joyMAK1asoEWLFri7uwNEGjEjIvJnmmokIiJ/KyQkhBIlSuDv78+IESNo2rQpEHlY9p+HaItEh4CAAPr370/SpElp164d6dOnt207duwYnp6eZMqUib1797J48WLq1q1r2x4WFoazs7M9yhaRT1RYWBiTJk1i8+bNuLu7M27cOBImTMjVq1eZMGECN27coHXr1nTo0IE1a9bQtGlTli9fTtOmTdUfSkT+I10pi4jI3zp//jxXr14lTpw4rF27lmXLlgGRR74odJHo5uvrS4kSJbh37x558uQhRYoUwB/Thjw8PPDw8ODnn39m0aJFkUIXwzD+cQUuEfny/fl75/DwcJydnenduzctWrTg8OHDDB06FF9fX3Lnzo2Xlxc5cuTAx8eHZs2a0axZs0ihi4jIf6KrZRER+VvFihWjVatWhISE4OTkxLJly1i5ciXw99OORKJSUFAQZcuWJXfu3KxatYoGDRoQK1YsIPK0oWbNmuHh4WEb2WI9V00mk76ZFonBrKNTwsLC8Pf3B96vvBcaGkqsWLFInjw5V65cYffu3QwcODDStKMUKVKwefNmVq1aFSl00XuKiPwnCl5ERAT4sHFuSEgIAM2bN6d48eI0adIEV1dX5s+fHyl80bd9Ep22bNlCggQJmDdvHgkTJsRkMvHy5UtOnTrFlClT2LFjBwDu7u7EihWLOXPmABqZJSJ/hC5ms5kiRYowduxY3r59C7xfjn7dunW0a9eO6dOn06pVK86cOcP333/Pu3fvyJ07NyNGjODo0aM0bNhQoYuI/Cu6ChEREVufluDgYFsjXesoAjc3Ny5fvsyDBw+YN28eyZIlY8GCBbbwxWQyaeSLRJt3797x9OlT2zfVhw8fpnfv3tSrV4/JkydTvXp1Bg8eTKxYsRgwYAAHDx7kzp07OkdFYjiz2YzJZCI4OJiwsDDatm3LxIkTmT17NgCbN2+mTZs2jB8/ni5dutCrVy9q1qzJhQsX6N27N+/evSNXrlzkz5/f9jsVuojIf0vBi4iI2EKXEiVKULlyZerUqcOOHTu4e/cuSZMmZezYsaxYsYLg4GDGjBlD4sSJWbp0KUuWLLEdLxJVIo6qSpw4MS4uLkyYMAEvLy9q1aqFyWTC29ubO3fu8OOPPzJ+/HguXLhAvnz5+O2338iSJYvOUZEYzGw24+joyLt37yhYsCALFiygR48eTJ48mcGDB9OkSRNatWrFlClT6Ny5M2azGWdnZ/r160eFChW4cOECjx49ivQ7FbqIyL+hVY1ERASA48eP06lTJ1sIU7RoUU6dOkW/fv1Inz49c+fOpUmTJtStW5dLly7Rr18/AgICWL16NWnSpLF3+fKFCgwMZMyYMbi5udGsWTMAhg4dysmTJ3n8+DHdu3enZs2apEqVCoC9e/fSvn17duzYQc6cOW2/R6uOiMRM1tDF19eXfPnyUahQIX7++Wfb9tmzZ+Pp6UmNGjVYs2YNceLEAd433HVyciIsLIwHDx6QNWtWOz0DEfkSKHgREYmhrNOLIt6Qbt26lSVLlmAYBnXr1sXJyYlJkyaRJUsW1q5dS548eTh16hSxYsXi8uXLhISE4O7ubudnIl8qPz8/ypYtS7p06fDw8KBHjx62m6LQ0FDCwsKIFy9epGNmzZrF8uXLWbduHenSpbNH2SLyibCGLgEBARQtWpSiRYuydOnSSNsA5syZQ9euXRkzZgxdunTB1dX1g31ERP4vtJ6iiEgMZL2YDAwMZPHixWTKlInq1atTo0YNLBYL8+bNY/ny5cycOZPdu3dz+vRpXrx4QdmyZYkVKxaGYZAnTx57Pw35ggUEBODh4UGePHmYNWsWiRIlinQD5OLiEmlZ6Ldv3/LTTz/Rt29fVq9erdBFJIaLONKlSJEi3Lp1i6pVq0bax/oFROfOnQkLC6Nnz544OjrSoUOHD95zRET+LxS8iIjEMBaLBUdHR/z8/KhYsSIpUqSgdu3ahISEECtWLGrVqoWjoyPTp0+na9eujBgxgooVK1KxYkV7ly4xyPz580mdOjXz588nQYIEmEwmfH19CQwM5OzZsxQtWpREiRLh4ODA/PnzOXfuHNu2bWP58uXUrl1bU4tEYjhr6FKgQAHy589P//79GThwIOHh4UybNg1HR0fMZrMtfOnevbvtz7CwMAYMGKDgRUQ+GgUvIiIxjIODA/7+/hQtWpQCBQrg7e1N2rRpI40eqF69OmazmVmzZjF8+HAGDx7MV199BahXhkSPq1evApAwYUIATp48ybJly9i4cSPPnj0jZ86cjB49mrp16xIcHEzChAlZtWoVpUqV0hLnIoLZbCZVqlRUrVqV9evXExAQQHh4OIMHDwb4y/DF09OT8PBwsmfPrtBFRD4q9XgREYlhDMNg0KBBXL58mZ9++sm2bHRwcDCBgYHcvHmT4sWLA7B9+3Zmz56Nr68vY8eOtYUvIlFt9uzZLFiwgC5dumAYBiNHjqRUqVKULl2aRo0aUadOHQCOHDkCQFBQkK3/i4gIwOXLlyNNi3337h1r1qxh0KBBNG3alGnTpgF/LDUdcfUzfckgIh+TRryIiMQwJpOJO3fukCRJElvocvr0adavX8+yZcsICgoiW7ZsbNy4kWrVqhEUFMTcuXNt+4pElYg3OmXKlOH48eOMHj2agIAABgwYQO3atcmWLRsA7du3Z/jw4Tx79oxUqVIpdBGRD1hDF+t7i6urK40bNwZg0KBBQOSRLxEpdBGRj0nBi4jIF846hNoqICCA+PHj8+bNG/bt28fz588ZNmwYefLkoUOHDpQtW5aOHTvSsWNHtmzZQr169ShTpgzJkye347OQL1lYWBjh4eGRwpO8efMybdo0wsPDCQkJ+aBZ7q1bt8iTJ88HqxqJiPxZxBAlYcKEtvBl+PDhBAcHM2/ePE0tEpEopalGIiIxQHBwMC1atGD27NkkT56c/fv34+npSXBwMI8fP+b777+nXr16tm8Hhw8fzqZNmzhy5IhubCVKBQYGUrx4cVxcXJgwYQIZMmQgR44ckfaJOBImLCyM5cuX07t3b3x8fD5YpURE5L/h6+vLsmXLGDJkCEePHiV37twa5SIiUUbBi4hIDHDu3DkaNWpEnDhx2LNnD8mSJePGjRuYzWZixYpFlixZIu3fq1cvXrx4weLFi3FxcbFT1RITXLp0iVatWpEhQwYCAwPx8/OjWrVqtGzZkgwZMkTad9OmTezbt4/Vq1czffp0GjVqpD4MIvI/8/X15d27d6RPn97epYjIF05TjUREYoACBQqwePFivLy8KFu2LAcPHiRHjhwfTEMym80sW7aMJUuW8NNPPyl0kSiXMmVK0qVLR9OmTfn666/Zvn07Q4YM4cyZMyRJkoSRI0cSP358YsWKxaFDhwgICMDHx4cKFSpo9SIR+T9JmDChbeU0EZGopBEvIiJfOOuIAMMwOHbsGF5eXrx7946DBw+SNGlSW/iyc+dOjh07xqxZs5g9e7ZGE0i0WbFiBQMHDmTPnj3kzJkTgEqVKrFv3z7c3Nxwd3enWbNmuLu74+Ligqurq50rFhEREfnvOfznXURE5HNhsVg+eMwauphMJjw8PPD29sbV1ZVy5crx6tUrHBwcuH37NrNnz+bKlSv4+PjYQheR6FCnTh2KFy/OoUOHAPD29ubEiRPs37+fPn36EB4eTtWqVXn9+rVCFxEREfnsaMSLiMgXJjg4GF9fX1KkSBHp8b8a+eLr68v+/ftJliwZjx49wsXFhRQpUmiki0S777//niNHjlC5cmXGjx/PsmXLqFevHvB+Ctzjx48/6PkiIiIi8jlQ8CIi8oWpU6cOV65c4cCBA6RJkybStj+HL99//z337t3j1KlTWi5a7MJ6ToaEhJA3b14ePnzI2rVrqVmz5j/uLyIiIvK50FQjEZEvzA8//ICzszMNGjTg8ePHkbZZb1it045Gjx5NypQpuXr1qj1KFbEFgU5OTtSpU4dSpUr94xLRCl1ERETkc6MRLyIiX6AHDx5QuXJlkiZNytq1a0mbNm2k7YZhsGPHDgoXLkzs2LFxdXXVSAKxu2vXruHu7s7s2bNp3bq1vcsRERER+Sg04kVE5DNlNpsj/WxtrGuxWMiQIQO7d+/m1atXNGjQgEePHkXad9q0adSoUYObN2/ampUqdBF7y5UrFw0aNGDhwoX4+vqqwbOIiIh8ETTiRUTkM+bv78+4ceOoU6cORYsWtT1uNptxdHTk/v37VKlSJdLIl6lTp9K3b19WrlxJo0aN7Fi9yIcuX77M77//TtmyZe1dioiIiMhHoeBFROQz1rp1a5YtW0by5Mlp1KgRuXLlokuXLpH2uX//PpUrVyZVqlSUL1+e0aNHs3LlSho3bmwbUaDRLiIiIiIiUUPBi4jIZ2zVqlVcuXKFSpUqcfLkSWbOnEnOnDmpVq0aLVu2JGnSpMD7ni/lypXj3r17rFmzhgYNGih0ERERERGJBgpeREQ+Y7dv36ZkyZLMnDmThg0bEhAQwPz58/H29iZevHh4enpSokQJSpQowf3793n69CklSpRQ6CIiIiIiEk3UXFdE5DNlsVjImjUrI0eOZOHChTx8+JB48eLh5+dHeHg45cuXZ8uWLVSuXJn27duTLl06SpQoYTteoYuIiIiISNRzsncBIiLyz/5umWfrY/ny5WPhwoU4ODgwZcoUxo0bx9q1a6lRowb37t3j2LFjJEqUCEdHxw+OFRERERGRqKWpRiIinzCLxYKDgwOhoaFcuXKFo0ePEidOHHLnzk3JkiVt+7Vp04alS5cSO3Zs1q5dS/Xq1T/4XX8X4IiIiIiISNTRiBcRkU+UdUlof39/WrRowdOnT7l27RrOzs68evWKPn360KVLFzJnzkyfPn04efIk3333HdWrV7cFNhEpdBERERERiX7q8SIi8gmyhi6+vr4UKlQIFxcXJkyYwJs3bzh8+DBjx47lhx9+YNSoUbx69Yrs2bOTLFkyTpw4AfBB6CIiIiIiIvahqUYiIp8oX19fChYsSJEiRVizZg3wftSKdcrQjz/+SKdOnRgzZgwDBgzgxIkTlCtXjmXLltGgQQM7Vy8iIiIiIqARLyIinySLxUKNGjV48eIFPj4+mEymSKELvO/r0q5dOyZOnMjjx49JnTo1xYoVI0OGDHauXkRERERErBS8iIh8IiwWi+3vDg4O9OzZE8Mw6NevH8HBwUDkPi1OTk588803hISEEBgYSIYMGVi3bh3FixeP9tpFREREROSvqbmuiMgnwsHBgeDgYEJDQ0mYMCF169bF0dGRhg0bYrFY8Pb2xsXFBfhjhaKQkBASJ06Mq6srAMmSJbPnUxARERERkT/RiBcRkU+EYRg0adKEwoUL8+bNGwBq167NmjVrmDNnDl5eXoSGhgLvR75YLBbOnj1LmTJlSJAgge1xERERERH5dCh4ERH5RJhMJkaNGoWLiwvVq1e3hS916tSJFL5Ypx0tX76cJUuW0LZtW+LEiWPP0kVERERE5G9oVSMRETuxWCyRln22/nzt2jVq165N0qRJ2bZtG4kTJwbg559/plGjRvTt25ccOXLQtm1bVq1aRaNGjez1FERERERE5D9Q8CIiYgcRe7RcuHCBokWLRtp+/fp1atSoQbJkydi+fbstfNm8eTN16tQBYNWqVTRu3DjSSkciIiIiIvJpUfAiImInwcHBeHh4cO7cOWrXrk3OnDmpV68eWbJkIWnSpFy7do2mTZvi5OTEzp07SZIkCQA7duzAycmJypUrY30LV/AiIiIiIvJpUo8XERE7uXr1KgkSJCBp0qQ8ePCAp0+fUq5cOSpWrEjHjh25fPky8+bN4/fff6dly5a8fPkSgKpVqyp0ERERERH5TGjEi4iIHR04cIDFixdz5coVFixYQLx48fj111+ZNWsWAQEBvHr1ivTp0/Pbb79RvXp1NmzYgLOzs73LFhERERGR/5KCFxGRaPDnPizh4eE4OTkBsG/fPqZPn87Dhw+ZP38+hQsXJjAwELPZzMqVK3nw4AFLlixhxowZ1KtXz15PQURERERE/gcKXkREoph1taLQ0FBev35NqlSpADCbzTg6OgLvR75MmzaN+/fvM2vWLEqWLBnpdwQGBhI3blw10hURERER+cwoeBERiQYhISEUKlSIzJkzkyFDBiZMmICLiwuxY8e27bNv3z5mzJjB/fv3mTdvHkWLFrWFNn9eelpERERERD4PuooXEYkGV69e5enTp1SvXp0nT55QpUoVunbtym+//WZrkluhQgU8PT3JkiULzZs35/jx47awRaGLiIiIiMjnSVfyIiJRwGw2R/q5YMGCNGjQgCNHjrBp0yZ69uxJrFixqFGjBu3bt2f58uUAVKxYkX79+pE1a1bCw8PtUbqIiIiIiHxEmmokIhJF/P39WbFiBZ06dQLg2LFjjBw5kunTp5MjRw4A6taty4EDBzCZTBQqVIivv/6aLl26YBgG8ePHt2f5IiIiIiLyEWjEi4hIFNm4cSNdunTh4sWLwPtRL2/evGHatGkAjB07lp07d7J8+XJOnz5N4sSJWbhwIRcuXFDoIiIiIiLyhdCIFxGRKHLr1i0aNWpEw4YN6d+/PwCHDx9m0KBBpEmThk2bNrF69Wpq164NvJ+e9OLFC1KnTm3PskVERERE5CPSiBcRkSiSLVs2ihcvzuzZswkLCwMgQ4YMmM1mtmzZwt69e22hi8ViwdHRUaGLiIiIiMgXRsGLiMj/kcViifSzYRi25rpeXl44Ozszffp0ADJmzEi7du1wdHQkTZo0tmO0apGIiIiIyJdJV/oiIv9HDg4OBAcHc/78eQBMJhOOjo5YLBZSpkxJ/vz52b17t23/atWqUbx4cZYuXaqVi0REREREvnAKXkRE/o8sFgstW7bEw8MDLy8vDh06BLwPZOLEicOAAQPYv38/q1evBiBlypSkSZOG5cuXExQUZM/SRUREREQkiqm5rojIR3D37l127drFmDFjiBUrFlmzZmXYsGFkyZKFVKlSUbduXeLHj8/s2bOJHz8+r1694uLFi5QrV87epYuIiIiISBRS8CIi8hE9ffqUgwcPMn36dB4/fkyaNGkYNWoUJ06cYNq0aRw5coQcOXLYu0wREREREYkmCl5ERKKIj48Pu3btYvXq1ZQrV45ffvmFtm3bMn/+fDXTFRERERGJIRS8iIh8ZIZhYDKZbD8fOnTIFsDMnDmTqlWr2rE6ERERERGJTgpeRESigcViITAwkPjx438QzIiIiIiIyJdLwYuIiIiIiIiISBRRkwERERERERERkSii4EVEREREREREJIooeBERERERERERiSIKXkREREREREREooiCFxERERERERGRKKLgRUREREREREQkiih4ERERERERERGJIgpeRERERERERESiiIIXERER+a8dOHAAk8nE27dv7V2KiIiIyGdBwYuIiEgM9OzZM7p160aWLFmIFSsW6dOnp2bNmuzdu/cfj/Pw8ODp06e4urpGU6V/hD3/9M+SJUuirR4RERGRf8NkGIZh7yJEREQk+ty7d49SpUqRKFEiRowYQf78+QkLC2PXrl3Mnz+fa9eu/eVxYWFhODs7R3O1EBoayuvXr20/9+jRA19fXxYvXmx7zNXVlThx4kR7bSIiIiL/iUa8iIiIxDBdunTBZDJx8uRJ6tevT44cOciTJw+9e/fm+PHjtv1MJhNz586ldu3axIsXj9GjR38w1WjJkiUkSpSIrVu3kjNnTuLGjUv9+vUJCAhg6dKlZMqUicSJE9OtWzfMZrPtd4eGhuLl5UXatGmJFy8exYsX58CBA39Zr4uLC6lSpbL9EydOHGLFikWqVKkIDg4mTZo0XL58OdIxM2bMIGPGjBiGYat527ZtFChQgNixY1O8eHEuXrwY6Zhjx45RpkwZ4sSJQ/r06enevTsBAQEf5z+6iIiIxFgKXkRERGKQ169fs3PnTrp27Uq8ePE+2J4oUaJIPw8bNozatWtz8eJF2rZt+5e/MzAwkOnTp7N69Wp27tzJgQMHqFu3Ltu3b2f79u0sX76c+fPns27dOtsxbdq04ejRo6xevZoLFy7QoEEDvvnmG27evPmvnk+mTJmoVKlSpNEvAIsXL6Z169aYTCbbY/369WPSpEn89ttvpEiRglq1ahEWFgbAxYsX+frrr6lbty4XLlxgzZo1HDlyBE9Pz39Vj4iIiMifKXgRERGJQW7duoVhGOTKleu/2r9p06a0bduWLFmykDFjxr/cJywsjDlz5lCoUCHKlClD/fr1OXLkCAsXLsTNzY0aNWpQvnx59u/fD8Dt27fx8fFh7dq1lC5dmqxZs9K3b1+++uqrDwKU/0a7du3w8fEhJCQEgPPnz3Pu3DnatGkTab9hw4ZRuXJl8uXLx9KlS3n+/DkbN24EYOLEiTRt2pSePXuSPXt2PDw8mD59OsuWLSM4OPhf1yQiIiJipeBFREQkBrG2dos4EuSfFClS5D/uEzduXLJmzWr7OWXKlGTKlIn48eNHeuzFixcAnDlzBsMwyJEjB/Hjx7f9c/DgQW7fvv1vng4AderUwcnJyRaiLFq0iPLly5MpU6ZI+5UsWdL29yRJkpAzZ06uXr0KwOnTp1myZEmker7++mssFgt379791zWJiIiIWDnZuwARERGJPtmzZ8dkMnH16lXq1KnzH/f/q+lIf/bnhrsmk+kvH7NYLABYLBYcHR05ffo0jo6OkfaLGNb8t1xcXGjRogWLFy+mbt26rFq1iqlTp/5Xx1oDKIvFQseOHenevfsH+2TIkOFf1yQiIiJipeBFREQkBkmSJAlff/01s2bNonv37h8EK2/fvv2gz8vHVqhQIcxmMy9evKB06dIf5Xe2a9eOvHnzMnv2bMLCwqhbt+4H+xw/ftwWorx584YbN27Yply5u7tz+fJlsmXL9lHqEREREbHSVCMREZEYZvbs2ZjNZooVK8b69eu5efMmV69eZfr06ZGm40SVHDly0KxZM1q2bMmGDRu4e/cuv/32GxMmTGD79u3/0+/MnTs3JUqUoH///jRp0uQvl5YeOXIke/fu5dKlS7Ru3ZpkyZLZRv3079+fX3/9la5du3Lu3Dlu3rzJ5s2b6dat2//lqYqIiIgoeBEREYlpMmfOzJkzZyhfvjx9+vQhb968VK5cmb179zJnzpxoqWHx4sW0bNmSPn36kDNnTmrVqsWJEydInz79//w7v/vuO0JDQ/929aXx48fTo0cPChcuzNOnT9m8eTMuLi4A5M+fn4MHD3Lz5k1Kly5NoUKFGDJkCKlTp/6f6xEREREBMBnWLnsiIiIin7ExY8awevVqLl68GOnxAwcOUL58ed68eRPl06hERERE/kwjXkREROSz5u/vz2+//caMGTP+sjmuiIiIiD0peBEREZHPmqenJ1999RVly5b922lGIiIiIvaiqUYiIiIiIiIiIlFEI15ERERERERERKKIghcRERERERERkSii4EVEREREREREJIooeBERERERERERiSIKXkREREREREREooiCFxERERERERGRKKLgRUREREREREQkiih4ERERERERERGJIv8P45b20+m1XMwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_crime_types = crime_data['Crime Type'].value_counts().head(10)\n", + "plt.figure(figsize=(12, 6))\n", + "top_crime_types.plot(kind='bar', color='skyblue')\n", + "plt.title(\"Top 10 Crime Types\")\n", + "plt.xlabel(\"Crime Type\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "84c8c418-d04b-4ef2-813a-3450c5850fe0", + "metadata": {}, + "source": [ + "Spatial Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f6b24283-a3d8-4b7d-a650-9c96bf6fa660", + "metadata": {}, + "outputs": [], + "source": [ + "# Clean latitude and longitude columns\n", + "crime_data['Latitude'] = pd.to_numeric(crime_data['Latitude'], errors='coerce')\n", + "crime_data['Longitude'] = pd.to_numeric(crime_data['Longitude'], errors='coerce')\n", + "clean_crime_data = crime_data.dropna(subset=['Latitude', 'Longitude'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "467b9575-829c-4be5-a460-02953630e994", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a Folium heatmap\n", + "lat_lng_pairs = list(zip(clean_crime_data['Latitude'], clean_crime_data['Longitude']))\n", + "heatmap_map = folium.Map(location=[clean_crime_data['Latitude'].mean(), clean_crime_data['Longitude'].mean()], zoom_start=10)\n", + "HeatMap(lat_lng_pairs, radius=15, blur=10).add_to(heatmap_map)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "54621996-8f84-47ec-80a3-51a548327d25", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Crime heatmap saved as 'crime_heatmap.html'.\n" + ] + } + ], + "source": [ + "# Save heatmap to file\n", + "heatmap_map.save(\"crime_heatmap.html\")\n", + "print(\"Crime heatmap saved as 'crime_heatmap.html'.\")" + ] + }, + { + "cell_type": "markdown", + "id": "f513a6ff-95ca-4ab6-9d90-98b8bba389cc", + "metadata": {}, + "source": [ + "Weather Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2084abac-2610-4279-a445-57ba71ad9c65", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plt.plot(weather_data['Date'], weather_data['tmax'], label='Max Temperature', color='red')\n", + "plt.plot(weather_data['Date'], weather_data['tmin'], label='Min Temperature', color='blue')\n", + "plt.title(\"Daily Max and Min Temperature Over Time\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Temperature (°C)\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d004dac9-bb75-476f-9f68-4d4e6629e52b", + "metadata": {}, + "source": [ + "Correlation Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b5b37ebb-d302-49f1-aea5-130ead3bf618", + "metadata": {}, + "outputs": [], + "source": [ + "# Merge datasets on Date\n", + "merged_data = pd.merge(crime_data, weather_data, on='Date', how='inner')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bdb801bd-78de-43b6-a60e-5ec548bdf183", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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tmaxtminPrecipitationLatitudeLongitude
tmax1.0000000.622751-0.2102140.000425-0.000295
tmin0.6227511.000000-0.109333-0.0031010.002882
Precipitation-0.210214-0.1093331.0000000.003608-0.003421
Latitude0.000425-0.0031010.0036081.000000-0.998633
Longitude-0.0002950.002882-0.003421-0.9986331.000000
\n", + "
" + ], + "text/plain": [ + " tmax tmin Precipitation Latitude Longitude\n", + "tmax 1.000000 0.622751 -0.210214 0.000425 -0.000295\n", + "tmin 0.622751 1.000000 -0.109333 -0.003101 0.002882\n", + "Precipitation -0.210214 -0.109333 1.000000 0.003608 -0.003421\n", + "Latitude 0.000425 -0.003101 0.003608 1.000000 -0.998633\n", + "Longitude -0.000295 0.002882 -0.003421 -0.998633 1.000000" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate correlation between weather and crime\n", + "correlation = merged_data[['tmax', 'tmin', 'Precipitation', 'Latitude', 'Longitude']].corr()\n", + "correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c0ee68d1-1dc0-4b20-80d2-27c0ea1eca05", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot correlation heatmap\n", + "plt.figure(figsize=(6, 4))\n", + "sns.heatmap(correlation, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", + "plt.title(\"Correlation Between Weather and Crime\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a45c872-2035-4a41-aa2f-9510dc6c3998", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/project/pipeline.py b/project/pipeline.py new file mode 100644 index 0000000000..525e22fbbc --- /dev/null +++ b/project/pipeline.py @@ -0,0 +1,90 @@ +import os +import json +import requests +import pandas as pd +import sqlite3 +import io +import gzip + +# Define paths +DATA_DIR = r"data" +SOURCE_INFO_FILE = r"project\source_info.json" + +# Function to fetch data +def fetch_data(): + with open(SOURCE_INFO_FILE, "r") as f: + sources = json.load(f)["data_sources"] + + datasets = {} + + for source in sources: + print(f"Fetching data from {source['source_name']}...") + + if source["data_type"] == "csv": + # Download CSV data directly + response = requests.get(source["data_urls"]) + df = pd.read_csv(io.StringIO(response.text)) + datasets[source["source_name"]] = df + elif source["data_type"] == "gzip": + # Download and extract gzip CSV data + response = requests.get(source["api_endpoint"], stream=True) + with gzip.open(io.BytesIO(response.content), 'rb') as f: + df = pd.read_csv(f) + datasets[source["source_name"]] = df + + print(f"Fetched datasets: {list(datasets.keys())}") + return datasets + +# Function to transform data +def transform_data(datasets): + transformed_data = {} + for name, df in datasets.items(): + print(f"Transforming data for {name}...") + + if name == 'Los Angeles Data Portal': + # Drop specified columns + columns_to_drop = [ + "Date Rptd", "Vict Sex", "Vict Age", "Vict Descent", + "Weapon Desc", "Weapon Used Cd", "Crm Cd 2", "Crm Cd 3", "Crm Cd 4" + ] + df = df.drop(columns=columns_to_drop, errors='ignore') + + # Add transformed data to the dictionary + transformed_data[name] = df + + # Debug: Print dataset information after transformation + print(f"Transformed {name}: Rows = {df.shape[0]}, Columns = {df.shape[1]}") + + print(f"Transformed datasets: {list(transformed_data.keys())}") + return transformed_data + +# Function to save datasets +def save_data(datasets): + os.makedirs(DATA_DIR, exist_ok=True) + print(f"Ensuring directory exists: {DATA_DIR}") + for name, df in datasets.items(): + output_path = os.path.join(DATA_DIR, f"{name.replace(' ', '_').lower()}.sqlite") + print(f"Output Path for {name}: {output_path}") + with sqlite3.connect(output_path) as conn: + df.to_sql(name.replace(' ', '_').lower(), conn, if_exists="replace", index=False) + print(f"Saved dataset: {name}, Rows = {len(df)}, Columns = {len(df.columns)}") + print("Data successfully saved in /data directory.") + +# Main pipeline function +def run_pipeline(): + print("Starting data extraction...") + datasets = fetch_data() + + print("Transforming data...") + transformed_data = transform_data(datasets) + + print("Saving data...") + save_data(transformed_data) + + print("Pipeline execution completed successfully.") + +# Entry point +if __name__ == "__main__": + print(f"Current working directory: {os.getcwd()}") + print(f"DATA_DIR is set to: {DATA_DIR}") + run_pipeline() diff --git a/project/pipeline.sh b/project/pipeline.sh new file mode 100644 index 0000000000..dbafd6e436 --- /dev/null +++ b/project/pipeline.sh @@ -0,0 +1,7 @@ +#!/bin/bash + +# Activate virtual environment if necessary (Uncomment if you use one) +# source /path/to/your/venv/bin/activate + +# Run the pipeline Python script +python3 project/pipeline.py diff --git a/project/project-plan.md b/project/project-plan.md new file mode 100644 index 0000000000..4baacd5db9 --- /dev/null +++ b/project/project-plan.md @@ -0,0 +1,53 @@ +## Title + +Crime Data Analysis in Los Angeles + +## Main Question + +1. What are the patterns in crime types and locations across different neighborhoods in Los Angeles? +2. How do crime rates vary by time of day, day of the week, or season in Los Angeles? +3. Are crime rates in Los Angeles related to its weather trend? + +## Description + +The objective of this project is to analyze and model crime data in Los Angeles to identify spatial and temporal patterns. By examining historical crime incidents, we aim to uncover insights into when and where various types of crimes are most likely to occur. Leveraging a dataset that includes information on crime type, location, and date, this project will employ data analysis and machine learning techniques to predict potential crime hotspots. +The analysis will provide a deeper understanding of crime patterns in Los Angeles, potentially aiding in proactive law enforcement and community awareness. This project will involve data cleaning, exploration, feature engineering, model development, and visualization to provide actionable insights. + +## Datasources + +### Datasource1: Crime in Los Angeles Dataset +* Metadata URL: https://data.lacity.org/Public-Safety/Crime-Data-from-2020-to-Present/2nrs-mtv8/about_data +* Data URL: https://www.kaggle.com/code/fadymamdouh01/crime-in-los-angeles-data/input +* Data Type: CSV + +This dataset contains records of crime incidents in Los Angeles, with details on crime type, location, date, time, etc. It offers a comprehensive view of crime in the city, allowing for spatial and temporal analysis. Key attributes in the dataset include: + +- **Date Rptd**: Date the crime was reported +- **AREA NAME**: Specific neighborhood and approximate location of the incident +- **Crm Cd Desc**: Classification of the crime (e.g., assault, theft) +- **DATE OCC**: Date when the crime occurred, useful for time-based pattern analysis +- **TIME OCC**: Time when the crime occured. +- etc + +### Datasource2: Weather in Los Angeles Dataset +* Data URL: https://bulk.meteostat.net/v2/monthly/72295.csv.gz +* Data Type: CSV + +This dataset provides monthly weather data for Los Angeles, including temperature, precipitation, and other climatic variables. It is ideal for correlating crime patterns with weather conditions to uncover potential relationships. Key attributes in the dataset include: + +- **Date**: The specific month and year of the weather record +- **TAVG**: Average temperature for the month (in °C) +- **TMIN**: Minimum temperature recorded during the month (in °C) +- **TMAX**: Maximum temperature recorded during the month (in °C) +- **PRCP**: Total precipitation for the month (in mm) +- **WSPD**: Average wind speed during the month (in km/h) +- etc + +## Work Packages + +1. Extract the data from multiple sources +2. Implement the data transformation step in ETL Pipeline +3. Implement the data loading step in ETL Data Pipeline +4. Perform automated tests for the project +5. Continuous integration pipeline for the project +6. Final report and presentation submission diff --git a/project/source_info.json b/project/source_info.json new file mode 100644 index 0000000000..45d3c04618 --- /dev/null +++ b/project/source_info.json @@ -0,0 +1,17 @@ +{ + "data_sources": [ + { + "source_name": "Los Angeles Data Portal", + "source_address": "https://data.lacity.org/Public-Safety/Crime-Data-from-2020-to-Present/2nrs-mtv8/about_data", + "data_details": "This dataset contains records of crime incidents in Los Angeles, with details on crime type, location, date, time, etc.", + "data_urls": "https://data.lacity.org/resource/2nrs-mtv8.csv", + "data_type": "csv"}, + { + "source_name": "Meteostat", + "source_address": "https://meteostat.net/en/", + "data_details": "This dataset contains monthly weather records for Los Angeles, including key variables that provide a clear view of climatic conditions over time.", + "api_endpoint": "https://bulk.meteostat.net/v2/monthly/72295.csv.gz", + "data_type": "gzip" + } + ] +} \ No newline at end of file diff --git a/project/tests.sh b/project/tests.sh new file mode 100644 index 0000000000..b61b334df3 --- /dev/null +++ b/project/tests.sh @@ -0,0 +1,57 @@ +#!/bin/bash + +# Set paths for input and output data +OUTPUT_FILE1="data/los_angeles_data_portal.sqlite" +OUTPUT_FILE2="data/meteostat.sqlite" + +# Run the pipeline using the virtual environment's Python binary +echo "Executing pipeline.py..." +python3 project/pipeline.py + +# Validate the pipeline execution +if [ $? -ne 0 ]; then + echo "Pipeline execution failed!" + exit 1 +fi + +# Validate that the output files were created +echo "Checking if output files exist..." +if [ -f "$OUTPUT_FILE1" ]; then + echo "Output file $OUTPUT_FILE1 exists." +else + echo "Test failed: Output file $OUTPUT_FILE1 is missing." + exit 1 +fi + +if [ -f "$OUTPUT_FILE2" ]; then + echo "Output file $OUTPUT_FILE2 exists." +else + echo "Test failed: Output file $OUTPUT_FILE2 is missing." + exit 1 +fi + +# Validate database tables in los_angeles_data_portal.sqlite +echo "Checking database tables in $OUTPUT_FILE1..." +TABLES1=$(sqlite3 "$OUTPUT_FILE1" ".tables") +EXPECTED_TABLE1="los_angeles_data_portal" +echo "$TABLES1" | grep -qi "$EXPECTED_TABLE1" +if [ $? -eq 0 ]; then + echo "Test passed: '$EXPECTED_TABLE1' table exists in $OUTPUT_FILE1." +else + echo "Test failed: '$EXPECTED_TABLE1' table is missing in $OUTPUT_FILE1." + exit 1 +fi + +# Validate database tables in meteostat.sqlite +echo "Checking database tables in $OUTPUT_FILE2..." +TABLES2=$(sqlite3 "$OUTPUT_FILE2" ".tables") +EXPECTED_TABLE2="meteostat" +echo "$TABLES2" | grep -qi "$EXPECTED_TABLE2" +if [ $? -eq 0 ]; then + echo "Test passed: '$EXPECTED_TABLE2' table exists in $OUTPUT_FILE2." +else + echo "Test failed: '$EXPECTED_TABLE2' table is missing in $OUTPUT_FILE2." + exit 1 +fi + +echo "All tests passed successfully." \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000..b65714ceb8 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +pandas==2.2.3 +requests==2.26.0 +sqlite3==3.45.3 \ No newline at end of file