{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Static maps\n", "\n", "### Download data\n", "\n", "Before we start you need to download (and then extract) the dataset zip-package used during this lesson [from this link](https://github.com/Automating-GIS-processes/Lesson-5-Making-Maps/raw/master/data/dataE5.zip).\n", "\n", "You should have following Shapefiles in the `dataE5` folder:\n", "\n", " - addresses.shp\n", " - metro.shp\n", " - roads.shp\n", " - some.geojson\n", " - TravelTimes_to_5975375_RailwayStation.shp\n", " - Vaestotietoruudukko_2015.shp\n", "\n", "Extract the files into a folder called `data`:\n", "\n", "```\n", " $ cd /home/jovyan/notebooks/L5\n", " $ wget https://github.com/Automating-GIS-processes/Lesson-5-Making-Maps/raw/master/data/dataE5.zip\n", " $ unzip dataE5.zip -d data\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Static maps in Geopandas\n", "\n", "We have already seen during the previous lessons quite many examples how to create static maps using Geopandas.\n", "\n", "Thus, we won't spend too much time repeating making such maps but let's create a one with more layers on it than just one which kind we have mostly done this far.\n", "\n", "- Let's create a static accessibility map with roads and metro line on it.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Filepaths\n", "grid_fp = \"data/TravelTimes_to_5975375_RailwayStation.shp\"\n", "roads_fp = \"data/roads.shp\"\n", "metro_fp = \"data/metro.shp\"\n", "\n", "# Read files\n", "grid = gpd.read_file(grid_fp)\n", "roads = gpd.read_file(roads_fp)\n", "metro = gpd.read_file(metro_fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to be sure that the files are in the same coordinate system. \n", "\n", "- Let's use the crs of our travel time grid as basis:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Get the CRS of the grid\n", "CRS = grid.crs\n", "\n", "# Reproject geometries using the crs of travel time grid\n", "roads['geometry'] = roads['geometry'].to_crs(crs=CRS)\n", "metro['geometry'] = metro['geometry'].to_crs(crs=CRS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Finally we can make a visualization using the `.plot()` -function in Geopandas." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize the travel times into 9 classes using \"Quantiles\" classification scheme\n", "# Add also a little bit of transparency with `alpha` parameter\n", "# (ranges from 0 to 1 where 0 is fully transparent and 1 has no transparency)\n", "my_map = grid.plot(column=\"car_r_t\", linewidth=0.03, cmap=\"Reds\", scheme=\"quantiles\", k=9, alpha=0.9)\n", "\n", "# Add roads on top of the grid\n", "# (use ax parameter to define the map on top of which the second items are plotted)\n", "roads.plot(ax=my_map, color=\"grey\", linewidth=1.5)\n", "\n", "# Add metro on top of the previous map\n", "metro.plot(ax=my_map, color=\"red\", linewidth=2.5)\n", "\n", "# Remove the empty white-space around the axes\n", "plt.tight_layout()\n", "\n", "# Save the figure as png file with resolution of 300 dpi\n", "outfp = \"static_map.png\"\n", "plt.savefig(outfp, dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding basemap from external source\n", "\n", "It is often useful to add a basemap to your visualization that shows e.g. streets and their names and other useful information directly underneath your visualization. This can be done easily by using ready-made background map tiles that are provided by different providers such as [OpenStreetMap](https://wiki.openstreetmap.org/wiki/Tiles) or [Stamen Design](http://maps.stamen.com). A Python library called [contextily](https://github.com/darribas/contextily) is a handy package that can be used to fetch geospatial raster files and add them to your maps. Map tiles are typically distributed in [Web Mercator projection (EPSG:3857)](http://spatialreference.org/ref/sr-org/epsg3857-wgs84-web-mercator-auxiliary-sphere/), hence it is necessary to reproject all the spatial data into [Web Mercator](https://en.wikipedia.org/wiki/Web_Mercator_projection) before visualizing the data.\n", "\n", "In this tutorial, we will see how to add a basemap underneath our previous visualization.\n", "\n", "- First, we need to read data and reproject it to ESPG 3857 projection (Web Mercator)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'init': 'epsg:3857', 'no_defs': True}\n", " car_m_d car_m_t car_r_d car_r_t from_id pt_m_d pt_m_t pt_m_tt \\\n", "0 32297 43 32260 48 5785640 32616 116 147 \n", "1 32508 43 32471 49 5785641 32822 119 145 \n", "\n", " pt_r_d pt_r_t pt_r_tt to_id walk_d walk_t \\\n", "0 32616 108 139 5975375 32164 459 \n", "1 32822 111 133 5975375 29547 422 \n", "\n", " geometry \n", "0 POLYGON ((2767221.645887391 8489079.100944027,... \n", "1 POLYGON ((2767726.328605124 8489095.52034446, ... \n" ] } ], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import contextily as ctx\n", "%matplotlib inline\n", "\n", "# Filepaths\n", "grid_fp = \"data/TravelTimes_to_5975375_RailwayStation.shp\"\n", "\n", "# Read data\n", "grid = gpd.read_file(grid_fp)\n", "\n", "# Reproject to EPSG 3857\n", "data = grid.to_crs(epsg=3857)\n", "print(data.crs)\n", "print(data.head(2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now as we can see, the data has been projected to `epsg:3857` that can be confirmed by looking at the coordinate values in `geometry` column (they are now represented in metric system).\n", "\n", "- Next, we can plot our data using Geopandas and add a basemap for our plot by using a function called `.add_basemap()` from contextily:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the data\n", "ax = data.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", "\n", "# Add basemap \n", "ctx.add_basemap(ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now the map has a background map that is by default using a style `ST_Terrain` fetched from [Stymen Design](http://maps.stamen.com/#terrain). \n", "\n", "However, there are various other possible data sources and styles that can be used. \n", "\n", "- `tile_providers` contain some of the basic url-addresses for different providers and styles that can be used to control the appearence of your background map:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['OSM_A', 'OSM_B', 'OSM_C', 'ST_TERRAIN', 'ST_TERRAIN_BACKGROUND', 'ST_TERRAIN_LABELS', 'ST_TERRAIN_LINES', 'ST_TONER', 'ST_TONER_BACKGROUND', 'ST_TONER_HYBRID', 'ST_TONER_LABELS', 'ST_TONER_LINES', 'ST_TONER_LITE', 'ST_WATERCOLOR', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__spec__']\n" ] } ], "source": [ "print(dir(ctx.tile_providers))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, all the names written in capital letters are the ones that can be used as different basemap styles. All names starting with `ST_` are from Stamen Design, and the `OSM_A` (B and C) are a basic map tile style provided by OpenStreetMap. Notice that the letters A, B, and C are only directing to different tile servers, they are not changing the style. It is also possible to pass other tile providers by passing in the url for the tile provider that you are interested in.\n", "\n", "- It is possible to change the tile provider by passing an address to the tile providers' web address using `url` -parameter in `add_basemap()`. Let's see how we can change the style to `OSM_A` which gives us a background map based on OpenStreetMap:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the data\n", "ax = data.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", "\n", "# Add basemap with `ST_TONER` style\n", "ctx.add_basemap(ax, url=ctx.tile_providers.OSM_A)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now the background map changed a bit compared to the earlier one as it was fetched from OpenSteetMap. \n", "\n", "- Let's take a subset of our data to see a bit better the background map characteristics. " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O2oIYE1obFssL5rOW4AYEAqkzXmZWs0SnDFNOzHPJtO1QxpDGyGGzpFnsCD7hJo3SinK2wE89yi1QMhGzw9iCMA0/tb6p5nTTS45bwSeXjjLdskmR5vIrcoS7779jfnnBq1dfMr3/ll3a0Q0nl19lBaURHHYHRGHJeDIQ08DkR4SQFLUhHxPYJYNQfPHqe3737p6q2FFaRb3+nPLyFyip2B87rNFwseQ49cQfPKLIhBb23/dMx46qtBRmRYo7hu07dtUC21ygtUKpkeN+w/ryEmU0e7ch5UyMESUFKIXWmpDGUyh7OoU3pxjJCKL3SFOSvGPs9yAkRQ1rq2hjhRAlIb+lTo8cJkNuvyD6Cis802SwOhDHRIwZmoy2AIIwBnYfPtC2a4IMyOeXqW7Y0lYzlNW0Wvx+WuXMmX8lPpoESYnCsqCtXmGsQUpJiIIHIrfW8M5vSeLITNWIoeBGvOTP7C9YqfXz8ZIilrTMETyHc6aMihIpEi01r8UntGLOe3/LfbhjSAODGEgycufucGmkqg2VKmmrOU1xhVYVFkUdFHY6RZEl9YFPXzR8sbpCS8M47/jN8DX3/Qe60POuf89duMOZCTEZgjtNfle2oCkNDx88b9+9AyKmqFBagwA3ebQpQGmGcaDreoqi5OrFksWiwh0dhyGixozCU8qG2AdSFogwUVUlSmqG7YKmhnY1Yqw55ZlkCUoweThMkcPwBHhCvycMR7YPO759N2Lmr3jwa6yKvCyfqOjYfnhPDomn2/eE4Kg++RxTVlzMl1jTcBw9WmgWZYn0msXihldXl6TsuHy54ur1Ckxie9ifXJbVBbm6RkjLw3ZgXlvqdoEE+mFgmkYe7h+wD56Fq2iaGWoUqCRYv1pStS3j5Nj5ClsvKcREosQWCiUdbVXQ1A1uHFFSIWI4/RUCqRRCnwIyEpzyj3IiZhBCne4FieQdSmtM1SKUgqQwQqGlRElLlK8QsqSJd+ThLVlPJB9hGtg8DUQPMklil/FjJhwzOA1CEIJHSo1UBhDEGHGjQwiYW8XcnK2TM/+6fDTCooWhoULlA/OLhnpZgs2sViWVTcSl5T494OWB3gx8P74lxsTMzJBCstYXvLAvKFVBKUsEAiUVS7NkpVqE8Awhcuf3uBTop5Hb6T2Vqql0g1UVVtXMzJKCGlPUTO0NsX2BwVJ7y1yVvCxnJBWw0jJrWiSCwU/sxiNaZyASc+Rt/xafBqII5HzKk5iCQ7qOSpTEMJKyRylFO5vhQwBOfvYYM6vViuVyRVFYqqZEW8mHzYGxS5isaLwkMqKLEg3UTYVuNaVRXK5W7O40fnSU7RY3HYlJYFSmLDIylwQM++lA7/cM7sB377YsFzV1bRjVmg/+Gh8CZvt/Y/xbQuyRaPrtDi0UlzevkQZKnTFGcHQepQyttZRBYoQipcz+6cjYO96+39LMZpRFSeruSPvf0ZSC/+bff8noAvL4LX73DWN/5HA4Mp/N0AlmqqIuCmbtDDMIVos5r/7daz79/A3JVGQzw7uO1H0HeaJuWwSJsqqJwZNCAFVgq+YUHTj0hKFj6jpSCAQ3PQuORkh5EhRTgJCI4In9AZkSIije7Xv2weNiQFMQeYGWkmr6geTuyTKQhpGnx3d0o4MsIAlilwlThiSY1ZeUdoYQ6jkRFaypIZ7ExCrBVfHRDPsz/0Z8NK4wQaZWJXErqJJlvviMQ32kVJFlWfDd4R1TGnhgJEuNyJJv4m9/ymBOJBrboISiEAV3/pbH+IRHc2FaQphw4ojIkZgFDofKlgVrbK4RQeCkQqc5uohEa3BeknVJpzuOVqFUz7V4weVqzRQ8UkvEMuP6SEqZLCRelajk0ESmPHFgy5V8gcwCaUrCOFDqgoFEiCNaz1BGoKzA+4BzjtvbO3b7HW27QiuFd4GUAn3/hKgbCiIBkJ3jYHZcLVds9vd0rWB9NccdE5GEP1SkGFhcTuweE9ouSNFjYiCHmigCkcThsePF9ZKLlUXKU9a9o+VD0KzlPVfFlo3zDPkl89kLNvfviFKxur5h93RPicYmST2fE6Ye5wa6/URhS542O+4fOlRdY9YWexzx778mhMDF9SfsxIrF3LPbb5m1kXljUarFaoUpSnb7PVpJrDHkpsF4zWI9o297zI1meiuI978jdbe48TV2saKoGqZppK5biBljK7KAyU1IpVC2OGXT+1NGohACqTVSG3RZI5VBZk3CY7QipVM4+GZwZG3RAi5lpDQzfLyh0O8Jw3cEPcMEz7WV3D7eIi8+oSn0adL+uapCUTQApByZfI/W5jSnIyz5lPBPqwVWgvsnosfOnPk5+HiEJTuk6TFDQ+oikx4xQUFlacoVM/PAPnkE4AMkTrkqOWdCiDzlRwpRMJNzSkp88shc0fHEd+OOLBJrc8lruWYXt7wPb9GiBB15cO+xyXIMEp8yvpho9ALheQ4GmJDZEOXAqBxFsBzcE122RJVZ6CXH4sDRJ6piQSn23FRLLtSKre8YxoEiWnKYUNrSi4y2gqh6ot5y171j0NBMl3gf0dpQliVV1VBYw34T8OOIC45m1bC78BipafeaUQbud4/0u54ylzzdHDALix4qcuroD4KEYL4aGHvNOCSkMpRaMoaa7vCEVDPWyxIpBe1yiZsmxq4jypLH/ALvH1nZjrl+4jhoxsFjpWL3+IHF5Q3GlBy2jwzHLbPVipmaEUPCihJTeHaHDQvtMX1mvP87pmlgcfUFdv0LOhfpesWcr9nvd8z5mrZ+g7Uzjn0PwOPhAEYQbaYqK/LeYRqFqQ3qs2v64Z6p26M2d1TtHFsWHDZb5rM5MUT64xPSFuScmfruJCRCII1BmecER3maw9O6YRwyu+2WclXSrlYc9zt0YSgbQ5YZn+AhBmY5M7NrfOyp1ZZuvCWrGyqleGEdH7a36IuXFEYhRP6jCiwCAUowuiNWVZAywWekheosLGf+lflohCWHgHoYoADMGvkAchkJSjDhaOYrGj+ndIq7/MgxPv40Tk9v2ad5lkM8nOpXKUvOAyFPjCFijGYTHskqc0wHcoLXzResqiu+O/6GWdEweDiM708RUPnHzOmEMAE1tciZoFeZ1iWElsioENkgMbxghfw/Ror/UCJeNIi9pqxKRB64De/4rPyUQs7odz1F5fizf/eGpzHg0hOgWdZzjuPAMI48Pj0hEGhtiTEwjYnu4ZZYatT1jFhLil6ipGI2agY/nlxofaK4zYzlAeEE3kcgI0LF8YNmftOTkyF5i20axruBEFpeXBVICfVsBsA0DM/XLkgYdvmaGHZciC1l2HNMlwg1R02Oze1bFlc3KKPpNxtkjESZOey3TGNJXTe8ehmRfsvu69/inWP96pccQ0Pse6q6oY9LuvwF88U3HHY7lvo90x6cWNBPI2Kl0BcGdZvZf9jSG0M1aWbLmk2RUa8vyL8+oMKeEALGGAprcMNA4hSIwXMNsrKd450jTsMp2TCfrBhb1ggh6LqO+w8d81YwTAM5BUpbEk0gvdIEaXDf98gESWeMFxh9Tc49Rbij11cIaSgszIPj/dMdn1y+RKt/nNOipEEqMLo8RT1HUFJSakEtA0d+5hn8Py1Kduaj5aNxtgoh6d+9Y/Pb/wj+ayQjKXforiP0W0oKJjkxTEeuigtqu4bnSXr1XGjx/fSeznXsY8dq9oKmbVBSUdkSIQRDHPi++5ZjPIDIHP2eHOCr9s94M3vBRXF6WC/kjHyMp7p+UlM1c0ylaSpLUUREAqUM2QtEMOhQUw4F5V97GCf0ZBEWNuqBRp6KJL6dvqMwgTFlXrySVKXFGkXMGU9AiIxoIikmjDE47xFZ4seRsP+ezYffUHz5BqUsi0fJ6k4wGzRSSMpmRjufM7gJ3/cUm4RwmSkm2sUSUqDrJzZ3BUU1Us0HhuM9h0PPn/3551TNirJp0MbS7XbklP44/0IbWH1FV/85Rkuu9D3juMWniI2Jx3c/oLTm+tM3RJHYPT6CyIxTT/QTDQduv/mWcYqUy1cEc009W+GzYBxHqtIiiwWu/IrrF5+w3e3Q4/dMx3uEFLTzkrmc0SrLMIzktWXXBNxm4DrMedl8TtvOGQ47dh/eE3ygaRqU0uz3R9x4EkopFVKp57KlYMoS28zQZY1WmugdMSRyClRVhQa8c/RdR5ccuq6Qtab9ZAFLy5ASmxQhG1JeY2RAHH+Ldz1TDoy5Q5g9QYlT8MSfFofMmcl1pwKr5lQkNWdQUrCwz1n5/EwPgR9LwZw5w8dksSjDy5s14zHy9Pff0F4GZPkKmwtiHjAUNGXLWO25m95Ttpe4Y4/33U+/EfDs2FKWa8wMeBRcFi9YiBnfTt/gxIQ2GiMsdZiTe8Gmu6WcZUTT8DA+obWlciWH57e7nARulJRGUdmKVg3MioatC7hyQokELiFnFfZ/fEmxKPAxMGWHCRK3C8zEjMEfmOSEzx9YLDSHjWJeSGzZsxsjQzzQyJq7D3fc3t6yPx5R/o6bvCGaid1ffsls9RnzTcG0HznEkVWhKKxhFImiKKm9o+t7LpYN+8PEYrmEMNGPE9oqirJieID5zZGsd1SzCqNGqsWCnALH7R0xxt9X/M0ZpTWz1QoQyPIFgywpDr/mpnjidtKMqkRIyeP7t8wvr2hmFwiRWawLjk9PDHd/w+a4RSVFe/0FavYp/eSxIVCXBYMLOOeZNw0y1xwOgtlsz36/Z93eE5WhHC5we4+PcHN5SalmbPIex8hKQz1vCfMFP/z2wGcXjuQ9yhZ0Y8fgBPo5V0UpfYo2DIeTK0oqhJDP3wV4LmaqtUSmSAgBrTSmKMgqIFTGHiW6l2hqdnHLpDJdDMzMmhR3FPJAjAumLBmYKKSgMCMxLxDeccqGzAglUEqjdMHAgcIW1FXNj/6yi0IRhaTRkpgzv975f3kIcjpbLGdOfDzCojP91Q3lvOX15p7b+x9geKJ89ZfEWpOPkQqFaBdspie2u7eIfMom+7HOk5SSurqiXM9wYqJ3Ryp9QWgkacoooWjEHNPVXMxnp3pbMZGtJxnL0i7YH+/xKRPtj2+XgrGwxP177P41X73+lNh7BA5hQOSM8hG0p2tGOCpyp9C6IlWZLBNFXiKl5sO+4/I6MRwMw3FGampseeDLxRMPewfukR8ee4rC8nr+ioTicTSITz8nLw3VziD6hIsBCbjoaZLB58jkBqqiQqo5q0WFFRvG4Om6HqkEVVWTvcMoEOMaI0e2Q8fl+JYqJ4Scn9K/yT95TKSUtIsFKUSOuy1FVTFbrpjUX2J3v+JF/sB9uManEiEk+/t78hKWVy8R7ge2b3/HtLvnan1FaF7R5Qq/3xF8hHaG8J7KGAZ3qucWUiKphqH8khlfc9jvubR3+L5kDCVlWSEF7N+/p12siNJjS0UWEDDUJrBeLEhK8/T0wBQjIUpMYTC2+Klel3OnIAkdO4rCY7RBSzCFJQQoS0MsJ8qywDuPVBGhIAwTQZTEMuOCw80SlYMxRRoK4AptfkCmgcJcct3MscWa45hR5oAxM8iJwpyWTth3H9ge7gnBsV5dU1ef/iTqM6to7cl6mRJ8dwwc/yXKkjgVszxzho9IWESShDIz1jNUKHllKg7bex7+4T9Sx9cI+xmgqHYtS2bszJGyueKwjQzjDqUUpZ3TXlxDkZETvFy+odQNQQZas+RFeY3wkVBN3CwWxGIkkxmPsJu2tO2CV/qC7WE8JS8+D/IkamyzRuXEu11iJTJhgKAnsoi0lWVf9JQUdHSkXJDHGToV+K5DFQWamrvNnpcvDXlcUhcG7Z7Iu3uS32H3A8MUyKkkpsTD4yOvX35BvvoF/XZkJg1D6TC1YiUatFQIdXLtzFRBu1gAMKWE1pLV+oLjsWMcx1PmvlIwDdR1Q4yZFBZoAg/be1azEZlfoM2Cyljc2JFipJ7NKKua7ePDSbyf28M0C4L4C+zub3mtb3lyMw5pSVaGw+Ye6+45Pv2G/c5xc/OGLJYcc4tPGWsMXb8jHw/EwmK84zA4RIrEEOidZ9bOmfiKGV/z8LRlNXe0s1+SRMledbhZBD/y8voCsmf31BH9RF2MHFNP7CQOQUgZREAXc6JzOO8oyoKmKqhLA8oQ48lSiT5gC0uMGaE927AjVYZBB/7SX+KeOpweUW1nQKb2AAAgAElEQVRGNAZ5cFQi0+TM3BRoMiE1xNTSNAK1+JTHfcd28w4fd2itefnir5CTIo0RAD9NhDCd7psbnpd/ODm+shAMPtIneBgT05+Wefn/Qn4uXqnPwnLmxEcjLGQBh4pJj6i1oHS/4Gb+CfX933P79XeMs0fq+Sfk6ZpGtdiqJi8N5JfE6BBCMJu9xFan8i2FLFmrFSoLsvdczWaEMDCaA8VQMkw9q8WMp90GDpa5rChWGicT7w53RF3/tECYyILWvOLzquUhH/CuYGkWHLYjhTGINtMc5qhKEpoeOomUGm0aJnUkFzucPTK+66kRHJ5+YLcdiL6jUJ6iKFleL6j0isfac/zNO+q6op2v8G3CLDT+g8coiZ61aJlBKUKMxJyJGcLxQFGWHPcb9MUlLnhUpblerzgMIzkJyrJCSMXoA1LPuVrV2HJPN76ntAERIsXsNbZsiKHHGMs0jsxXa9w4UrUtKQbGvkebGjf/C+z+V1wWW8zk2PMaQ8f9D78mZrj57Jd4MWPKYK8bDu8eyaNkMZ+z3+9RArbCoy5L9k8d63rG4Dyb/YHFfM7Al8z4HZv9hsvyljsrOJYnj1V8PDA/NsTQ0fcTIitiiux0hxk14xQZp4BTCZ122KieKwsnKDRlGBHxyGROOU/ZWCKZqmpYrlpCrPiWR8bkePA79FiwoKbpQeqIjoYqFziZMEohcmbAYppXMP6Ou7u/Y+/Hn6psOx8Zxz0V61PVbAnz2Qp0ZH/YEjMcfGKImb1PHHzi6DNTzP/yqZE/WgTszJmPSFhSSsxsTYwWN3ia5ZzDzhAXf8En5YLN4zuat09QWQ7zBrUrEGbPrKlQ4nNSlCz1gmKXkFEgjaRAkbVnzwe6cYc5NGilUMtA3A3s/7eR+LoAlbEUlKJgmweE8ijpEZxCVLMAKSS1aGil5zBFLrREqEzOkp3Yo4UBmUhOoFQNhWbSd8irjhB2xId72kPPh18ZnJNkWdPpkmltccWKV6uKUkrmseHzL97w+PDI/rDnihWVmCjWhs3DxN1v3lIIuLxentYFmXp0WVPYAucc8rkC8eP0yK7yvCwWLFXDNI6URcm2O5KFYhxgd5xYpJLSLujHJ0STEaIm+IayWpNiR7fbMl+vqWczUozsnp7w06lS8Hy1Is1+CcdfsygOaPcNT4cOYSz18is6Z5EqUb9Y4ReaWWp4+n7DzAkWiwXHvkeuDL0doYjIQVK3LYfjkePxyHy+xIk3zJJn7HZU8pL+EYxUSCE5HkcqU6OzxMeAEAIjDFlKhmnCKMnrz14z9B0xeLwI+MqBAQ4TxbFnt5aIISMllEXL3NbUwjEFgXleM0VlQcGpzIqM4GMCKfEi0+VMThmfE81iTs4aMQbk9I4kFn8QBJGZ3IFqfokpIgioUk1WK47dnn0u+PbR4xM/byzYj9bKc37SmTPwEQmLUCDwrFcLRJIchj3D7Ig0Ban7nJmsCd0tTO+ZyZo+vSYnid17anvBtJS4fFpEsd0KopFEE3g6fouTHcqAWPUoUxNjQvz9hPvft1z+T78kGDjseoq55anfsigbHndvqYsVXhiElNRFRUYihaJPI7o7LQbmD4IyLxjqHRoFe0tQHdneE8ZHjr99JG87GgWfrubIckZYGx6qgl2cYLZG6oL+eOSXtULont1+R8oJaSJ6EggNKXoWjaaPih++PVDNLFVVo2yFiIHW1IzjgcE5hpyJlwbRCN5+eOJTtWK9WLLbbshCMU2ZQzfSFBJjJYhLKglDtyXGv6cy1+T0Alu2zNfqFM4NHPc73HhyH4qYGceJ+XKJN39F9/7/4rD5QGENy+U1R1XBdAoEiBlGP3GbR8qXJcYV2GCoZIHxAnEImKLG58h+v6NtW5SUzNuGWBiUOPCff/OBz+QDr69+eSpCqRRKZlzyTGGE6E9LRMuCMcJi1qAF+KctVTMntjVd3TGVDpUFg66JtcVYQ7KJIlbMcgsa1H5P7QOf5ZZLW3ApCpSBPniWxvIkFWVwPMWAkxLVzlEpEaWh3xxovGEmu1PEmPj9EJ6mIyFObA8bhvHAMHanZY1TRERPUD8uBv0zkjlbLGf+ER+NsKAyAxMctrR2zj4+EnFIPWLmNZk1ywtJ2m/Z3u2J+h1mZlH+FYUrqYPkOHOEaOnmiTklx+0HcgdlUSIWicK0sDfEPNL+91eU/7VlcI5u55BaELrATXXJME24wrOfPpwSMTPcjY/MRcW8angyPU/vE+2rGVntYG8oVUvRKnbFPWF/z/i7e/JhYlG11C8+oasuuFWaITtYGIJoCCmTkoFJ0AvBXd/TlpGrm0tuf7hjc7hnkG8QVuLHI7VseTmvsH8VebzbMXeOxXzO4uIS6QbqpoGiRJmC/uEJ4TMLW9HdH0gq0FYNwQk204DVgqoSkBM5JpS9oYol43RPSu+o0ogQn5FMS1VJIFPWDTEEpmFA24J2Pn9eqkAQYsCFzKIRtHlHGkaCfAWqYrjb4TpwbaSaK6w3lI8SmU+1si7rBViFzxHnPG3dIEVm6LvTmjWxobAaS09rwIiWnDOmKIjBY6uSnBbEcU8tLPmFQT4myA3ddER2A1rXlKJFDh1BJJISOCrEIMjJn9b+8QcqJdgdDxRkxpy5ocJIidOSRilcysRxZFIClzOmrLB1gw6e/eOeKUi0aGnKI6qPRP5QWAb6Yc92e0vKIz8GSggBNjtKmenTz6gAP1or6mytnPljPhphEUmCzUQX8SmSiogaCip5SSh7hvkOZSMX5Q0Xac33dx+ofthSzQvkfI0/OqSFWEdWqaV0ig+xQy1HjCoQuxkpKmazknXd4rvA03Eky1PkjVEaP0hsnpFHw1VpGV3PmBzOe8hb3o8/0NhfsJAFTnh8r2lmDTkEpmHD49dv6R/vES5ysbokfHLFh+qCr6uCZCyXUbCwO8p2xaMPkBIuJ0IAqQv2wXOhHMd+h/eeEB3jOFAtS7pwQGlJ6WpWWL6f37HvIqWvCGFAlafILO0mgnfUQpEeNH4ayYArJZvDSLv6hGU4YMUelyPBh9OSxLYGKuSoQRzZdbfEOGH1a1JcUzfFaT2ZC8PxcMAWJVprcpzo3/8ndpsNry8bhJmBDCzLgJ5+4HEIqPqGcoi8CplJZ2xUDMNIVBphwTWRvHMUomC1mOODx00j0TuquqVsX/BncsPm/h3t/lsGrlHaMPqRkCIKgXADT7sNngPBtMyEQiuLDJmwzng/UHYClTPEjC0MxpagDePU0x13mGbFOBwZUmSSkkpICjIpRjSRlCKPIVApjdSWBUBRnZJCfUTWhqrWTBtJKwWKSPyDPp5yJKUJrWtiSj+uCUlKAZUDlzbz3fgzD6yztXLmn+CjERY4DTykIQsQyiDQJB2Ro8VUBX6S5Ars7BWvhGY4fEv3+J6FkCR9gdMVOlfow8QUOpr6hk68I6lMsg6dS0CyueuIKZ383KXG2pJEwXG/I/hT6OusXVCblt5NJ588sBseOMgrSDWVXtGP/hRG2r1n+PCE3x+5vniBn73iWF/ywWaOwSGk4Eb/P+y9W6h1a5rf9XuP4zSP6/gdd+1dXZXuVHcHQivpOyNqUEGjaES86CQoAfEQhIjxIgQxF/GAIl4IuYq5M5GIjSYYUEIg2oEmLVG70+mu2rX3/g7rPI/j9B69GGtX7a7U4avq3O3vD2utucYY71xzrjne8Yznff7P/19zuvAkf86ro+MherSQ1FJSbDtSyEitOLaGZ5dP8G0mDAHvPcQSa0t23QPWaJpQMJMN9/UdRlUc3nRcnp8xW8452o4yaQprEQh++9sfM1ufoqSlnl/g3ABxQzWrMMFzCA6hDCl6SIl5dULKC3zM7LsNs8ojZabjlLIqUEpQNfPJ0z0Fxptf5+H6Dc/O5hzFOS7OqbRgka+YFz3Kv+G2TYjqkjJV6Dc99UmBLBKd99zf7vF3gSJrspmaUlMIuHHAp8SqbiiqkvYwR0pBd7zGrk6RtqEtJJ+6PR/mArMbcH6S608KUvZENyALRT/3iK3AjJmmKekFjEOPdyNZzdntr1DasrIFud+RhSQCa6XJfU93e42Ski5FsvdQ1XD5jCAk1dijtGbfHVlcPkFqTRfuUe4KIxLud5zhgnHsAEkI/jue95BJKdDIiBTqH027yecNke9rK+/xffClCSwyR4ruQKFBzAxoRbICLxz2LqNURLYFqXQktSXIkmL2gmq84fXrK+aLPc3pc4qw5Jg+wxUHZv6MmX7BGO6opGHYwF4dHyeawMwkw6xD5oYyWmZVQ68dQ9fRbfZUpqYRHUlKXBoZ45HtYU8jayo94rafcXy4pW9bgjxj/Xu/znUh2OcWkV+jfMD6nto8oVk2qCR43Xq2yTN1MsAuRqRRGC0ojUbnhKmmGst4HPFdj/QNCz1jYzx5SCAE5/qcUpZ4I6iqBfcPR0YS49KRbKJ0mteffBMZevZ311z87FdRuqDdX2GrkuPoqLRiNZtz6HsEUD56tXcuU9YfIrLg0N6T+BZ19gS/oqwKUhyRdUXYfJPbV9/ict0wyHM61uSUsHKGa05I7beo2LFOW26OFsoZpqinptMQSClR2ynzUUoyDh2Hw4GUE9Ws5ryuya4nGYVsLqi6NxwPe07mDwy+5GRxSmULTDfQxYgLE4tPAaNJlL6HkClvMiqXNFXGCkE0liQUCIUbOzKe5ew5NgxIY5lLhY+BUmlizpjFijgODFIgtaOYL2hj4CggKEkTIsPY4d5+Sj1f4McBhED/jnwFYsxsNluUagh+Eu5XSmELQUoRnR1WFgy/G2rxF/GeYvwePwBfmsCSnCe8fUMvJbzyENyk8aQkMWuEyigUfWuQWbE/GIyGWgeWpeKwP1D8+m8xO90hixVmtqANO0oT0OMJLncUNfh+8i+RxhBdpo87OtlRyyWFmhPbEWEh+Yj1lhfmGcc88jq9RsrMIPYswo7x/h7lDzh1gVqdUX50SnsC24db9n0F0tCEG0oM9WxBKBxhsLiciGSUkCghkQhSJRlyYpAGqxoWCwgxIBD40U9NfkpSzhbIbAkhY7NhbU7YB08aA1Jn2kOLaCUbN5LHyF1rOVl+RK1ByMx+d4dIA8Flcs7EMHK6WHG6LAk5YbThbnOPrhYgBKZ4zhxF292S0ifMm4R3C/rDAb/7jPbmt1jNCpI9o2dNowoOfkSaEqFrwuLnGfafUNs3PJNX3A8LfDolN5PCrwRmVYkyClVqokoUQtFYi+87Dnc3ICVNCMzXa7rDOXm/w+3fIhZLwsGyXCxxeXhskhVEBU5lijERzEg1M6T7REgOZwXaJ7yYrKNjktjC0px+xExpRLchIYhSIqJgiAGRM7iBY/BkKSilIiNwOSGEorQV7WFPypEcMjmFSelagfyewKIU1KsKrda03fHxP5D5XGsl+hEt5r/7yfTFbOU93uP74EsTWJS1rD/8OVazFdf3V1xvPyUlj+kTepjWoYexw5aSl8/W2NJzu9E8XSlsLVloye7Qc3/ziuWqpfMvyacFYzsS81vanaJeQbnyxF48uvcpTJJoNDtxQ2kG6mbGWByQhwIzWiSCMnlqYSmj56m/ot8MaGlYPj2HxTe4MpGDFei2pz22ZLVGqwpXzHhmTxGLgigcSUUKJRF+cqMEUEwaUUpIUoaUC2aNpm4Kjrue67dveP7BM6QAEzOHapK3qVtNrDK6BNNmdqHjKHtmixPO9gvSIFksT9nuRk7mhu5wz9B3jM5jjCOlRM7QjpHCFqxPT6mbGbbv8H5AKoMuaoR4xkxoOnfNm+4zZnZBlaHff3syJWueskszZtoigJgid5sNerdlvVwh65fs3YzGv+aZ3tCFAb8X1LMzgk0IBTpLQkrMtGE4HtlsHkj5Ua8sRrr2MAlkVpfU9RWHtmXd3DIMJbmeQYhoJdBG4AzgM9Jl4nIgKkh5km2JOXPIclr2k4bMZGFstWZwO/Zjj0KwVOo7xmBWS8LZJV30iAylLXApMsZpnEAScpiELIupDjXm+GiS/TtVvnIGYxrGseX7CXcFP6DsP+Js5f0y2Ht8H3xpAkvKmu2wxCyfcf7VDziEC4LwLG9AukwYHDFn0J7yYkAPBjXTKFOwOLkghki1vWHYfspxv6XJEbX7Gqmu6Isr6iHTbSX5pKChQCdDcg5UJjtDUQqGck8wPcdjx5k4AwRSKLIW2K7lvHWMXWK2bNBnH6FnL/HBUjdHHI4wlDyvXrAZt/ThQFmds9DnOLEnRgk584EoeWZqrkPPfRoZCCQBpdAspKEMFbIp0SYxOoeMgtaPNMZgY0FfDnTaEerJV92MgaKVmGVJ5Tx+u0GIBmsKilKxWjTEoSUGWK5W5PR4QRMQQyCniFGZ7XbDN799w+/52gfofkt3mGoNCIkuLqhz5nDouOu3PDd7BhdYPP1p2lySRaaLHpkySkpG7xFSsD9saaqGZn6Oyyt8/4ZifEuV/gH97hVD9ZymPqE/HOjGATdOlWuhJFZZyBnvHME7usOBeVORyoLoO8b9NXKx4LjVKAE5R4yxCCkRQ0JmSWFrVFDEmFBy8l6RyoC2eJ8nqwZdYXWm7XqSEPicceNApRSVLpBK0KZIypnlY7A5xsmUbV7P8W4iP0gpqcqanBKKSVU6ZPkPFc6lNJBH+E7p/gtzIDhWDez873Yy8b5g/x4/FF+awEKelsMerr5NVVtenl/S+5Yu3CKVIQkNRHIocB0UTUHXlkRAy4IoAs6ukScl+uG3Oew3zPkm43iJXa4I646684z3inq5RBmN8AN6WJDDSDFbELIjmkDVGLb9nrOq5BhafP8JJ5seIQ3Ns+fY05+msKckEm26R/nI4fAJyUtm84KLVBExmLxAJoHbbXFhZKnniD5TBMmH2nIRMsfkOOrMqp7xRDeEXnBz1bJYWtp9w+Z6Q9u3DPWa3hnqKqNFxqlElJNI5lEe2R9HhnZDn3qa1YwzPUMJMWlNGUXUknYYkEJCcEipsFVDYS3Jj5gUKQvLb33zFT//ja9QaUNIEYRESUmqKlYnmatv/9/81rc3/NTPPMXFTCEFjvz4OUgMkFOYyEgpczhsGdzIfL7ENF+h1Wfo7hobbrgYv4UfPmUcNVYuSdIQ4mTA9R2F5ccLZLe/Yx22SDUS6zmb3Z6lfcWYNapckGLidHVKzhVhF5FI8l4QHjMHqQRaTTUk7yMiS6RSVNWcODxMGRyT7pwHkhCMYaSLEi0Vcy0ptGEIgTFnrLFkBCF55rM5ShtS8HRdSyk9KYP/nuk7JWADSjek3AGCnCe2GWRCcCxxlNIy/KTt9u8pxu/xDvjSBJaMJEpAHOBYYpXk7MlXOJ4btlfXFJWmqis2t0fcaKhXnnpxhgyCw/aBsplTVzX7/YC++Fma3cccd68xpkfH53C6JtuEfNrSpESONc7t0UWJnCtcGpgPl8Qc8bKji7eM9ZaTY2D70CF1gT87Q61/ipk94zd3kctKEGNg+3BgjHuCM6Rhhwqak3yBKVo2TeIu3pK7gb2+p5I1lWxYFecUWaKD4oKCZbFkdAEpFeQZiCu6vqeqKo6bA/7pCoaR6zd72mKL0ookBVoq4nDg6Ft+ZvHTbMdbXo9vWBRrFiz45P4Vm3JPqhJRR+pqzmK0iFawYctar7EBQs7MisBiVvLqzWssifDIeCIlpIQiPaDHDd/4+ldpdcCYB0pREAaw2oCQZAEwgpAUStGliPeOzeaOqihpmgVUz3jYaop8wKp77q4/Zjmbs6jWeLnAqZooFN57hJxqUZY9Ou7YuAVHsWLWZPb7Pav1FW031Vd8kjTJUq0r7ExC7+m6HqUVUk4t7c47lKpQMhBERS0jIkOhDMfop7qKkIiUWCpNFJJdDCgBXilmRclSgKrn3OxuOI57iq5kvbzACJjVDZUuiUMB5hJiImcHRITIhNBNxftHVph8VFjOORJj4OHmLcX8OcNPOPUfS03vY8p7/FB8aQKLkoLCTF3tdVPQLE7p+3uyzCzOnrC/vyUDdWNRMiPSkZx2dK3EjQPt0HN6fsn65JzueCQ1L1jqgnbzbeL+M3SK5NUpXgdcbJnbNczPccOOeAwURQlxUr+98we8dej2ge3rLUoa/NkLbmTPvLtjbi/Z+cyTWmKVxvc9ulJkIchBIlLBql5ijOJOjsxPnpEPB9rdPcdw5J4Nt/GWmZrRmBkrYxiDI4oEMlNXJ1Sl4uz8hM39Dn8c8Bm0jcRkOC1X9CZgskRmuJMbnlcveLb4KqfxKd8O30JkuHq44sbeEcx0918takxTYHtNbQxipRm1Y9YvMDvHcDygQofUJe0YsdqQpSImhx5u2O8+o5zPWL/8fbibjxn8Aw/6FYU+IetTgjST14l8tIv+Dm82o5GEYWQ33tI0c2brS5LUHJvMQZVsPntLvf2Ei2XNzDZgVzgzJ8gaLTRNduQMPTVSluj6OWVw9N0GVUr6kOlHy5nTbIYNQ1FgQ4k0C+gnll02JUIpGhnoEhS2hGFHypnaFFTasBcjbfQYIOVMMBr96ODipcSXlrqqaEfHcdwRc6KPPaLdoLPEECn0hjFlirqi1g0566mxdOzIKaLs1BgKiZTC75gHIgeUH0DPfvxJ9F6+5T3eEV+awJJkQlaRVbtmPX+CFIK+79i3G6r6lNXZUzZ3bxEpQBYcdxllJ5dCpS2ZzHb7QGlLisLitCEC1Vrijq8Z9q8wOWD0C5SsGNob6tkFMVlycgR/JGXPEFoIW9Zj5HC352R2QqgucGXDSagoXUl2Hb9w2qCloI8lxihK0xD8iMagvMDoqQAc3QbpF3jbooWa2GBZIRIc4hYnBpCeh+M1R3qack2tFyghyHkk58zt61te/OxPUZaabKG2lqaG8XBkVInF+oT1eIoUCqk0T8oXmI3g9PSE+3Rg47c05YxFMcN4gUyJfh7QKeNFYm92FKua7CM5ZQoSuTCTb4qASns4XOMri/jq7yFGhWCJTgLn7gn6FhmOKE6Rco7RGs0k66+EpJAaFz1RTDbJvt2zoKS8cGxlg/7oHPPBC8TNgW9+dk1++4alesvLyzOq2SlDXFDKQMiGrGdkBCM1zfKST17dsogtu06xnkPqIo035FHj/IDUBoFE6AJVlMwLiP2ekiVVoQnJMAwHnBBUtqAsSopcIAGtFLmq0VLR7Td459i5EbU64+HwQGTqhco50Q5blNDMSCjt2feeXb5BCMlstsaYkkymsAuEmPqpvl8BX6mMCQ6l+R5O2Y9GfpRveR9T3uNH4Z0CixDiPwD+LaZq4P8D/PGc8/C47799/H32PWP+VeCvAP94zvlXhRD/DPDnAQs44D/MOf8fj8f+AvAXgQr4a8CfzDlnIcQJ8D8AHwLfBv61nPNGTMp7/w3wzwMd8Mdyzn/3h70HJRQnsxXVyYIUI9ubt9i65Gxxys3VHazg9PI5/f6Ww/aAHAzzmQcZSElTVhVSSrq+pUiRup5zcAbmLxEIivQpm7s31CbjCkPKgdZ/yv39PSkN5M9ZSGRMTNxtHV85OUeefIOqrCmzow+aGCKHh1uaZUI1c7S0mEIyK08RNbj2LbOqmqyLhaQIcLu5pqxnE/MrRGIK2KLkYvaEROLYH9AR7KxCrkqGUfLkyQXHbsvdTUupDAwR3Sikz4io8WPHzf0rFmrF5fIZTTGfKK9kll1BEJ7SVjSuopUd53KByhoZQPWSsQKVNHoQJBFxyaOkJUVPNZ+hg0cKGLo9JnzKMQgOL79CuTiDnUSZAm1eMLSW4O5JdmAIb9k+bPjq8zWVXtAd28k4TBuEkJAiUgiyyIhqz70YCeOc2SYQKok8XTM/X+Ne/Tzt4YprecsL2TMXHUoIxlgwIzJgcSh09RWWJ5m3b6+ozYjRpwx9RwwRqQ2SiJGZ2XwyXytMwpYN97sDQmbyeIvUknqxBucYXY/PaVJ1FgmFZDxsprqUEI9eKhYpNdJO1spKRYSIk+R9zpQ6I4j0+bGrljy5l/Z7+v7IqLesFh/yA6vrIiHCgBaZmH+MCPG+tvIePwZ+ZGARQjwH/n3gGznnXgjxl4F/HfiLQoh/DFh9nzHzxzF/5wub74B/Ief8Rgjxc8D/Bjx/3PffAX8C+BWmwPLPAn8d+NPA/55z/vNCiD/9+Pt/BPxzwNcfv/7A4/g/8MPeR4ieNt+hguRwv2UYHD4H1qrGWovrDwQXWJ9dEpPhcLzF5UBRaVyXSDkijWReLTlst0htWKxO2G8fEOU58/qc8dO/x+HNW1bPTpF2CTHz9ORDjsZyLA+4rFi5B+pXDzx9skatf47RnuHbDTJ1pPj5PWRgOG6nJQctmBVzWieoLiRqdk7Y9OS5Ie8iMznndf8WK2cMxRqlHWuv2ak9smlQErLLtOypjUZphVOR0+UZ5xcjN2/m3F7d8NH2CKcrzLwhxUg+dPRuIKYNT9QTpHG0xY6ZMGxefUy5vCA3NXMxwwrLeViQekEXe46DQx4kSWaEkQgUIkuIBSIJYggMfYeND1zaOz7d9Hy8XTN/siCPHinMpPqrLdX8CePBoOJIpXvKJz2juKZqBqwB10u6MDGnxETfQtkATWavGkRpMIPAdImhFBROUasF7swyLC/4Vu+o2o71sGEpRk7Ep6SscJS4cY2uF5RP93x607MqRoL/mC5VZF0gDBMNuK7xhx1Ka8a+xwdFUya6YUAmSe9GKmMpmgUWOLR7huQxBcTgH31dQCKo6zkhRlbrE3w03D9sabuOEEZEjox0bFXis75i70Zigrra8sFL8RibElpPpAHn9v/QUljOCUVG5ASoHzX9vzvu82/vY8p7vAPedSlMA5UQwgM18EYIoYD/Avg3gH/5e47/T4H/HPhTn2/IOf/aF/b/f0AphCiAE2CRc/6/AIQQfwn4l5gCyx8G/uDjmP8e+JtMgeUPA38pT11rvyKEWAkhnuac3/6gNyCRzOIpw35PdA4pBXVp2B96ludzIHPY9HR3b2nWlyit6Y8D5SzhPQzFgVQ6dNsrJ7gAACAASURBVF9gZzO6sSNmw2JxTn8Y2LQH7OqC5aFFdz2i/ClUuSb2ey7mFxzzA4W7o7zZoY0hnX6VaM6J4xEROyBPgotpkjw3dcW2fYufHQjG4/ZzlG5QSZO0IDeaOCRsb3lunnEXdqj5M4T01IVBhAqBRHsQ9YxsCpTIxENP5x25XLBaarr+yKyeMx4Co5acLEZ0zAxXA1pKoorcp3uex5LYjtzuXtN3LZJ7tlJSaYPuPaP1SG2wyqKeJLSbWGVRe2QCosTcZKTWOO+I/S1n5hZpNPrFN/D7LafOcJ5OkSKhcia4Aak0QmqUbtC+RyVH1x/Z+APPXjaIk4n7+t1yS0YqRfQfcNkvkAiwIBI0A+SssDNNwEHMCAtCC3INbeoo0g4ddhi/p8y35OR4Kz2rpwuOLmDUwKqIiPQbyFQQ85I0jhipGPuOvhuxdklwexAwW64JwdMdD6ScWa3PaATIYSBEj5SKmAJkKIqCFBL7bsO33iT+1v95S4yBrj9OBmEIlmZES/DWEGIkBM98tuPli8mILeVEih5jCur6khgD49jiXE9KkZQSQky07R/LiOWxIVK8z1be4x3wIwNLzvm1EOK/BD4FeuBv5Jz/hhDiTwK/nHN++8WTTQjx+4GXOef/RQjxp77/s/KvAL+Wcx4fM6JXX9j3iu9mMpefB4vHv3PxuP058Nn3GfODA4uUxDFy7EfqxlAXU1AZYyA+gFKS2bxkc3ekvXnF8uySsvkp0N9mL3ckbxAbQ24yWZRIUSKSZXd/R8gO05Tk+ATLwLh7Q3X4mKxrMCXxsONsVpO3r4nDyN3Zgntx5HK4ogl5uoN8/B9KpTBVRdcekZ7JoGyeCG5k+M2MPJWcLp/gZUSKQCUVS71kn46UWbC3iVBkCl8y3kPXaYoqsi4aKAV329dsHnZcnC+ZzysuLtdcvdlw+9kdFz9/gZSBLAW+MlR+hqxLGrHCDZGrN9fYHKmWH7I7vsXcv6IbRqyxrM+eMXYHyqpG3I6064Qyk62vHSV201Og0UoQfMupukVLwXVaM64KLl+cslxNlOysYbZe8HD7QFKKFCOqtvjoEHqFTpbj5sh1MggZ0CYjZEQpMVF87YJu74hpM0nwZ5h1fw9DmiT6c0RHj8iJqSqTQEuinKR42vU/yT5ZFD2l2XF386sM3cgxep6eNshyRUyRIrX0my3I1xRK4ZOmkGcYLTn4I1IXKCUpqwVhHCmrht3uAedGyqKiVHPGYWAgEGWirmaEECnqCj/cEELEh5GcI9ZYJBkt06RoLPTUMGkzxgSePfmAm9tXxBi4e7gjMgAOa0vKsqGul4TgGIaOlA2XteHjY3gnb5b83iHyPX5MvMtS2JopQ/gI2AJ/RQjxS8Af4bvZxOfHSuC/Bv7YD3m+nwX+M+APfb7p+xz2o873dxojhPgTTEtsvHj2lK49wKMjoiw0YYyUyiCiwJaa3bZDKMnipGR794bV2TnNbMk8HtlHCUJhuiWmWiIZ6Ptb0ApbLojegZCk6hl17OiP91T2E9Ty6/huz3q/4faupV/VvJ69IJkZN8OWD1KFStOSRM6ZqCX75Gh8QCEohxljUhgTKWrL7r7lzdt76lVF6TNBWnJOOJ/Jhy0vXiyJQhD2jrCv8SUsThX2IOEgaKolte64H468rBVKeXLOjMNAOibC2UTptcs1J2lNnktyq9lcHyhkpqgvkMqymJ9ycrLgzd09292WsjsiEbTHPYfdHao3cDGj1BVpNwlRnp7PCUMP99dILbke17jyHHXnqFLmPrVc11tyzhQuE0ykcAIlFUPfQkqUxrDdBNo+sjw5JeWMD1NACSGTY6RoGgZ3IPKo2VZUqHyEMOBDRCiJ0mZilz2eONEGhMyIaGjbHYfjOCkz2IRarjk7PSOGJU71ONFS6pbMSO8jx1RMXqBxpLHXyHDLWiW8L+mu78h2hdIVUitc62jWa9wwMA57mrKhWr5k9AcICR9HUBJjpxpKCJN7aWELsmsROTGERE7d1KwpJVortC6oqhnH45au69FWoHTGuR7neoSQWFtRVQuW8xN2Qn7vdPnBSExeNO8+4j2+5HiXpbB/Gvg453wLIIT4q8B/wlRo/+3HO+1aCPHbwC8APwf8zcftT4BfFkL8i48F/BfA/wT8Us75m4/P/wp48YW/9wJ48/j4+vMlLiHEU+DmC2Ne/oAx30HO+S8AfwHg933j9+bRe8qZQbSR9lsbTn//im4caM4rvI+kfSJHaA8jQiu2Dw+45GjmBfuyx2tN3a+g3dEnh5ktEHIKCkIIwjgVgWfnP0MI/y8Pt/esinOMVhxu/gHNbM7NyUckbQHoiop7MfIsLsh+oom+LTJ3InIaE5deohBoX1BamFVz9HOLOziOr47sD4EsM0JJyJaUIy4pxFEieo1DoopAtAJfZ6q94iQsMWvJ680t7Wi5uGy4fjvQtnv8fWBRK0KZ6ceR2GaWbkkla/b+BlPPQCbCeASd8DFTFyUPSbDdHThZLpBC4l3iSTpj+8k1+lRTiIarwnESHHLzMUXqGcqP8MlgqyX0Bzw9PmWizJAzfZXgK4p469G3ibpsyCIzDj1CTI6gOSWksaQYSCEQ3IAx9juff1HPAUHww2RwlScbXqsUpIh4/BxyTkg39cpELxniDUJUSAXa9jgfpmOMwIkld6wxQnEyV6ybB86Ge8bjLd96e88+GZLUFFZS2yOzcosOdzSr5+wOmpxBG0NZ12wfHohCEkWFtBUxeFQO9H1LWdX48Ib8WOyXUpGze1T+0pOYS0qMbkRKwdurT5HKoHSFNZkkvuvF8vl7HMcWrS1VVfH64N/NSfKL2cr7ZbD3eEe8y23Lp8AvCiHqRzbWPwX8VznnJznnD3POHwJdzvlrOeddzvnsC9t/Bfg8qKyA/xX4j3POf/vzJ39c6joIIX7x8fl/CfifH3f/MvBHHx//0e/Z/ktiwi8Cux9WX4FpRQkpKeuSRacY/+oV8cFz2PfctLds/QPaTgpMPmZCM5BKx3Y70B4Ey9xwGj5E9B0jATtbfieoRD/i+wOltayXazoH0s6IvkcePyF1r7naKurlRzzVLynEY4YiDPda0VaB1dkpbl7woBJJCu5qw+tiouvmamQxXzCzc6xX2EXB06+c8fWXz3i5OuPico6eK5w5EPI92J4sEqPSaAuzo8apxJWevFMaGlZNwevdNcNwADF1Zd/fbOlzIopM1iDmCT8TtHdX9GNLUTdoEn2352o38PrNW9I40naZQ+9xMWAMiDhyd7tBdxnuBowTfBhrzOE1Nuy5dwu8OvnO8p+QkpwmkUUBUyZRKbIR2CcFz7+6IjCgpEJLwaw2zGr7XaZdiqTgv7v+LwAhpsK464njRIxIOT+6VYrHcy+RgiMHh04CAuQwYrVksVhTNTOQDqMMORu0LdBWIWQk5YGxUNytzjgWXyGokmcnDadVjxivsOyZlYKjk3zzNvJrf/8TbndHXKx4uN2wvbsj+4AqlyjpqCqHrgSyPqdZPKMqLTlFBAKri8lThUTMTHaoPJo3Zogp40PHOO4RIlNYi9ZztC743uS+LBvuxsjt8I5k4/cF+/f4CfAuNZa/I4T4H4G/CwTg13jMAn5M/LvA14A/I4T4M4/b/lDO+Qb4t/ku3fivP37BRE/+y0KIf5MpwP2Rx+1/jYlq/NtMdOM//q4vYhwi9dfnNP/ehxyFAwu1XLDQDTvRImTClJoya5LpGQSMbsW6ySjl2cppsqfoEUISXE9yPcvZAqU1D8d7UqlR8QnL2R15uMfHxJNVxTEq/ObAk1XDZ/IwuRRKDVkwDD3j2GKLTFAKpGBbaaL2PEmC4fqaoWyJOWEXNeMwYnNBUxbUZcH2ridrz27/wLyRNFXDzHlsmckuE3NmN/M0QTNv9WQ8FhMJhxRh6vwfR0KhqVJiWaxIQiHuWu4fblGmYLu9wfWRbFZcnF0i/Y7TusAFzSfXr9ntD5wsnnL59EMOxy2mniNVCTmg2g0y3LBxNUfWrBCInHDtFoFAKzWxo7IkpakgLzPMB3CHkSeXc/woGJ0mIVmd1RgFRkAuikkZK4OUgsKWLMpISAmhBKJuKGKByIIUAzlPDYk8qgsrpZFS4dxIFoqmrnFlTRy3hOhpzByrT/Ex4seBhKAoLGMRsE6yP/Zk+zWU2LFaOp5+xTO0Vww5MJeKhXbcHhJXb34TUZ0xn5/RlBVn6xnD4DF6xGWNthqRR7bbPeMoKIs5KTqIiRgdVmR84juBhcfGyi82ipIjCU/wAltItG6ASAgDQgiMrfik9XThHfKVx2xFvG+IfI8fE+/ECss5/1ngz/6Q/d+3jTfn/Ae/8PjPAX/uBxz3q0xLaN+7/Z4pQ/re7Rn4d37U6/6dg6Yf0cO+HdnnyTelqc/QXtCPjtm8IacjKiSiGnG6JWmJ8UvGcUdV37HgKcdDTxhbYs4oAaenF3Tjgf14IMw92Q6ofIqqTjlsXgMwP12R7Jy426M3Cy7OKqIYeZ4K8hh4rUd2KvG0h4eZYPt40Yhe0h8CKnpC7il0QbhvQQhGG8gxk7wljYYnL5/jxw3eJNLCMBMBkAQyDz4wV4ZqVMSU8DlgbEUqD5yeWK6ue27eXvHBw1cxM0NZaPb7G+6+9RvM5s+ARE6CPiierRu2m56UNe0oyTQYc4lHc3dswHdoGTDFKd55cnLMuQe9QBZfmcQwq3oiVMTJt76VBucSm02mjZGcMzOp+VpZsB9axu5AM6+pZhZdVfT7gZAy6rELXwgx3b2HSN+3FFXDsN9MDYZpei4Zp6WkSeaEqfflUZ/Eu4GERClNlJLse4R8IIwebSu0lBS2QFQl3jlsVTIgSbuOKBS6qMlCI5dLOtfT9yW1PFDbFu8lYzaczXuudh8zbl5xK0542Jwy1x2LmUbXJ5iiYRx65osZu+Oe6B3KVAgykoTMEKOcLvTTPKAoCqxMnMgGnwNRCFRR0o+OGHtAPAYXhTEGnwV7n9+xaD/9fB9T3uPHxZem8/47E0lALgxKR0xak7vAYRzIKbE+X2K05XA4THd4C4FJzyC1PIgtyxSYyw1Gz7C2QCs1+ZEXJeN1j/EKMVqiDCTpwZ5RNxt2u5ao5mhTUJWG3XHHZX+JxDHGkatKspWZpDU2eV4Mkmpm2I+OJz4Rc8TqEqvLqa5ApsqZPAzEFBlDS/aRWWzIzSl3/R1DVaGURXgYibwcSnSWqCRIIjMmR2kq9Mk5h7evEIAxkrx3CLvktrnGrSKhKvAO5lVJjoGnZ0vmJYR+z6gyTTWnKGokBaYsIRzpxg1l1RBiQmpFke7I+chDeI4THoRnd2yRj23cOWeCDyQqvIfxkQbrMxRlweIkM3SO86crRAak4DeurhBZQz1HagtCTrL60ZOGyQhrzKBthe9bYkzkEPApTFfMnB9FTzTKVJAl5Agk/HiPL7ds2yOnTQ2DoXctWWpSClhjsAnmveGmd0itScFTG00WkmPb4cUCnxoa/Yai6JEqcecUhzywiAfO65423HC3L9luYDW/oWrW6HKB05qcHDE6BBllCoSYLMaKZkXEEIOHFFFKEXxC/q2OSgv4J1Zga5ScbiqklI+BIWLtki4k/LtGlffyLe/xE+JLE1gmJGLKFEawri/wD45j2z3excJhd8A7SNkQo2UWKjRw3zpEOGWzuMfMH9j1e6LTiCgo24azkydobZhpgxSSnBMxekSZqZ9cEn79UxjuiP4ptppRjA8c90eaUuJyYJ8lKU/lrk2haLqBD2KDVzVO3XFIUwE3pYiQEi8FCSiyQAmBCC0yS8RBYFXFiV3hjcJ4STHCEAJCarpZpG4VykkqVZEthFTx1Q8Tm4dbbm9vcF3iaA4IkZDGIBdLtp92lChqq5k1Ja5rUUWmBpLvaGrLfdhhsmcctzR1TTk/YegHGtUxY8fDUHIwNaauSX6k7fdYramWp0Q/kp0npYT8Qtkv5knVWKnp4pgztHuPUIqcJgq5tiUhpcnUTE4d7DJFQKC0nQrapkB4NTkqCom2muAdMUayEIBH6YRMfloOK3fsuwo3FFTNBbJsaMcBUsTYCp8iPng65wgpInxEC0HQc7q7O5ScrtwqBoQe2SXPN2cnoCv8yYrrz96yub7nZz+44MMnhrtd4s0ucre7obR3zJuC6CzkQEqgUkam6TyNISNUJqZJIU0IhdIC+2I9CU2agqKoeHIxZ3P4FPKkeGyMZb4449Me3tlA8n195T1+QnypAkvO0A89lRZEIRhsD1IiMigt8WMiZYGwMyqzRI89G/8Gqy1739NRUHNkXgk2QTKuO0IX0TuLMYb9focQAq00TVNTrRPBW6q6omu36OoWs3rJbL5AC4mUJbkbOR8iV7UgI0hSclVm6sMOky05JQo1ZSpCKe5M5q5SRAEzl3g5SqyxaOvY15FaWBJLiqOZakEJlCrY20xMiSQVViikXiMLiTSOuXUU9o5MzfXbz/j6R8+QTpC14Mwu2c13nKyXzGYzXn/6GUPOLBbT6qdGcGhbUkoE15ODR89WVHWDVYl5/zHdmDiqJxSzk4nw8OjZkh8zB8TUNZ5i4ot8kgz4EUqlmc1XjJ3EjRPFFgpCnFhRQiqSGyAFckqUdvJaCa4nRgexR2qJSJlEJOGmjFIkyCODm15H8B5Q5CBY1c9pasm+T9RlZr5Y0rZHkusxSqG0YbfdYKoGEJRacrPZsWoK6qJmODywNrdIPCE4nvUDlg6BIJ+sSZVFMVLrxAdnkucnmXYQ3LWZ2+PIw3GkbR1GCaKS1DZNiswpkkMk5Umxu/MeITJ3Xyt4+uSMwlqUkJSUKCu5u/82KQXmsxWimHN/7H/0PEkJYprutt7jPX4CfHkCi5AgK8iBg9tRyYrT5QleRW7fbMhZA5KsNFhNreB42NH1gfJp4rqwBJmZhcQLGzFeEYeSbCLdseWiuYQq0tNi+xmij9hly/bB4Flye9hyql+TzQINzBcLZNEwOsep39G6xN5Oa/9GTgZOhdUMvUApTUqJJCTXhaB/vCMeTebcQSE152cladYwMFBdJ7SKFFWDVpM6sxj6qZyAQGpNvR45WDCxoS5qLi8v+PW//wlt2+HaRK0yzTFgTMMh3vLZ9sgiKvZJ47r91ORXVpRlSWktZ6cNu7glLWaE1tNub1nzFqLjIV2iF2dTUMnpu8rEaio/CyERQnI4ekjflRkZcuTNMDJrLLUXdNe3JDQpejYPB4TSrLXC1jMi8ZGOO4IawVryeEvMHlTk0N1h3B4QSCQpZ7TUaKFBhOn/JDJSSFwy6PqEsqroHh44DiODd8xnc1IIKK1p2yNZTFkRfqQbE0SPMTOOxz3LdEtdDEQqGvMMpRfcioGRxJM8Z7YSpDDSuQGdBoRyzGvHehb46Byud4q/XUb6MbIbE0OIGA26cNSlwRqFtSVKZbQGGQeOm1tSVbNcrhAqUtiKsijwvqUsG9qQCO/SbZ8zhDDFeCGmrO4xG+QL/S9SCBSZSTTmfWrzHt/FlyawKAXWRnRO0Jdkb2n1QDWzzFc1QxeJEZQVGA1je4+0liZW9NuOr76Y1r3pSrrD/8/em/VYlqXnec+a9rzPFEMOVdU1dLPVpCzJsPQ3fOGfbBi27wwbBiU21azurqqcIjLOtOc1+mJnlcgWCbYs0nAr8wUOEBEXAUTE2euN9Q3Pm2i2gXhqKbKKYldgG0FbbHHjjAwCIRzBetzSEEvD5zcnvn/9W77af0m1uacfeuTQs2lvOZ8Xns8TTgZaobm3kv1mwzxMKCGYoyPFQIFBhkhmVpaWTYlZQikVwzAiZ0ku11tEXBZmH/B2BiLaGISW5EUJUuJlAAUuLEjtUVWBMRnv3z/gjl9h8orMeqKU7HY7zqPnuzdvmBbHv355Q1sWuKJEiYhj4LEayco9ZdC0tabqviMPA49xjzM3mOjxw0iMIKKnLUsyo9FSIrUmUNFOE6NUpLAuBcaUOPdXyu0dMQlSjFjfQ3Lk+UK7l2TlxGIfiGkBve62HMdAXKeoUdLQ1AdSfgLjKchhgXmeyVSOjREpNch1nVJhiBhsAfH6A+JuRz7kuOvI6XJh0zQ02wPzsqDSurtUZhlP748ctg1lXeO7N9S6w6aKa/YVczCkAFWxIcYLS5/QMkOYHJ8K9rctzjncNFMNf8Pj1PDW7vif/kcw0uF8ZFoWuikgsOTpgSUaUI6yyGmbGrxlmROSRLvZ4LzHe8iLFutmynLD4xL+uN0VJGT5aiwpwQcAJjFC8ustX2tudWKXZq4i5xwE9p8o9fiT/vT10RiLyRRf/PyOaXS8f9vh3IRLEEKgKDOSjvigkWmDnD2OQJAJXQhEpyg72OSf4fF0w3t0PXNzl+Ozht7MBCx7WupphxUWnS3YGYQukTJhmufc7q4M59/jhCGZkuRnjF4oNzekyzu+HCxNlaG3Jac8sck08Zxw47Ki050nSoFLywfsfeAYEikJUgzIiwYXYYhobZAysiwLWml09MzTRJyOCAO59qSsoWXmEhzpIBESqqpgGCwv5pqoDD6LFHWLHB8xRtDkGm0cWmtsOvOYzbhNjswb1CLI+yfa8UQuwO5+RRwNw3kkTvMKck+QGcUXnz1DR8EyT+gY8Nqg5bg25/+WwhJIb6/4YmEWT7x+mri7DVxcR5oLhlNBW619MxE1hWxQKYHUCJERo6DObnDtc04hIKNh7EdCJSnLin5ekFlBYmHxA1puaIsCW3XkJmfRI3Kv2ZYt8TTTTyOFXbh9/jn99cw09sw+YrSg3W4JbqZK71FSMja/JIQMP1+5efY5V9+RDYIyN8hMM40z1gayKeBmy3a/wbo7tsURUe2I5QtckEzvv+NQWbJ7TakCra7p3/Vch4mOjGMHp6ulKAxKT1yWSFHWSFVSFgWfvfwlQkq67h/PJP6xPCl+pBgLwd8pT34YetAIblVEzzO1idwUJU788VDLT/pvWx+NsbgQkEp+oLQ6YkhIrRB5RtCKzo1MMfFS7OmXC2JX4jYLyhpqkXF9nBH1FZmg2RxwecRkj1xiQpBRhQIxBKqixtqRrI0MpwyEIleBcv8NJo389ttf08qC4vaXJCk5VRMbo1DzDpUuLHXGr2PPNAW+3m9p2jukG/HXCYOiToIFQEikEAQZMFEhtGDuFrZNRX1TIoTE5AWUYd0gJ+N9/wqbD2Ai47KwnC2HXPPWZjgik53ou4Gb288IL/aImMBA3Eo2vqYQAaFh3OU4ve6TCGPIhADvMd0Dh+FMUhV29xdctMQZS6MzVJJoFMmt5a/Jz+gpcB17ZIq4JDldE9vngotYYYoQkTIi3BPfvfuBKis5NBnKG37+2TOUzBgyhxAapTJ8EjxdhhVJU+REEtumIctLTnNgQBFjxOkMozQBgc9ypDbEmIgqEGVO0objsjDHgB8lRWZxhWN/39Bcc4ZpICXIy4qyaXl6eFjBn0Lgrq+5MRYrb6C8YX54Tb3ZU202vHn9GjkmxEaDyLBzT1YYlmk1BZ1r0v3nhKPhZnxFtI/46iV6956wON7a5zyFlj606GJgW8w8azxj8BTGo4Tn9C4xPXpO/i3vxwFd1RS7PVEbTqoi6AKp9U8jy6v+1scfjF0KQfWBDRbSmgAa4hqpDGuWy5xgo9dQsYpE9OM/92P8SX8i+miMxXpHPyycHi54FxFSUO4qutwjJZTmhr3cMJ+OiCzDCYtcID1Z8BIloGo22Ay+ZeRpHviVjGyUQ9sb3HnmPPZoCYfdLUVxwmctjW6JwXG5npH5Z9zfPfHm3W+4b+4ReYs4Wo77C26OiE3Fb911zckQ8Ora84vDjvxmR+hmSmGQMueUC6TURCIITxM1Xi4EBVZ4toUiusAQHslTg5MDHousBcopXHJcxwkxzHw7g3n236Oy9zz/4hmhCzi3YEOk0BLtBH3jSZ9VSBUJSpAtMOSJzAvyJTJmCzfv33A/TVxNwZv9HZ/nB+bpgSAW8IEgQSrIMkNIgagdUTq8eEAaQQhw7c/cXw98U4JLAaJHhMDv33YY0VLmL0mZQecV5gMi3xSCarMhlJ7RDmxEIqpEaiUxg1IVCK9Zh+40COj7mX2riMn/tPUPEYGABNF5tvuCbupZfGLyiUw6dDoStCaWNf76iB48xe6G3X7HfIXTq+/YinfIQhKbn2GKkrxs2N3eE1LirnlGNz+iTMP+7iV5uWVZrvSnMyFEysajVE7a/BxX3KOGH8iH36KSZ1EblMnQaHwqEdkWh2cJC1YsSAnSz7x99Wv8OFIoxc+MoUxbftdfmFWO85GgDVZqUBpdlpibZ0iTI5RaR5pjIn2YOuz9uqelBGghKMyPRrOWxSotaNsDwVuSksQ/ao75kz4GfTTGYqTC20DwkRgjJtMURY51gfPyhEs7iuDACIqqwl9PqA8oj6wq2LYFS5P49XjksgRu8pw6bql54vr0gBdbTL3FzQND9w6pIAWBNHDqrqiiIbgF3X5G23f0D7+m/fx/QE6gqsRy8PinieI2Z8AiEkzW87YfuCsKhFYgJFkEYsSJNdTKrGB4QKD3htlazu7KRtf4csGYnA13nNMbBn9BWg2Zoim22PcDrmwRqcTIiWgCb9+9Y1oi3fgZtkkoK4lH8HlCiABbQ5RrZPFsEpvuys+O76ld5F29Y2i3THbid2/+L+x8wocBNy0rbkXApqrXfBYpUWLFowznDKUEf/ZNiUrL2itSGufWMLMX2xe8e2NJjURmOUobYrAoqUjBo3LBUV/wnUP4SFgieVbxrNyjPDw9vsVnW6LWeO8wSiClxLuENApI6yQUK5TSWc92KnGV49GdmYYJ6yreWksMkSp0vKAFrem7M0YZmt0NxBF7lhwHQcfIXWV5+eU3vJuufHt5TyYVZtdgqookBZvdLSFskUkxX0+MowEypJBIuSO0G0R+pUpPCA7oc0/wHoGnArxzCCUpq1vy/Y7rPKL/ImM6H7HDTFwUL5ucr4NDhZGgBX2wiJi4TAuXTnN9GRdiCwAAIABJREFU/wpXNKSqZb/bcdjumI1hCqzstg9ekckVHfOjdbRacFNlKJGwJZyr6x8HiPqkj0IfjbFIkUgETG6IwRF94Px44iKfuMqZr9TnDMOZvG2RAvKsIvqFZr9HVopTPhKj4z7L+EIW7Gxifuw55Qt5NTGdJVm98q9MYZmmjGEcETojz3MW7xBKk9qv2bsLr199hz1/T374BnVcKO9zxqeRQ99iG89iB+Iy8qYHdluaOodFooLni1lzzUCmyN0ikKyN7lQbRGs4v+rxzRXTeGyYmPsJzwwVpA0YveVgMt6KVyRpkE6SomV71xJPEIPgOA5kuwg2YpwityuwsTAZWieU85j5xF33hE6SJ1NwDYHw+g3iOpPEhu32OVZdCPcKYzTKKTh7RBKUeUVdbrj0V/JWkxvD/pBzfhoIEfKipl8GQvRIociyM+IDFh9WCKVWGiFXssDy3hEfA01VIrSACTrX0TQtTdtynSXXMaKkRihBP0Z8kOQxkps1AliKdfQ8eIc4wgtxS90UnM2ZZZ6IStMWGVtdIQZodweEknTnE+d33/Ise2TMAr/rcqK4Mv3+r9jfPOdbsfAY55/WQn7rLtyOJ/6sveeu2kASCF3hnQb8h2wZAUlRt/dcQ8NwfmRzuKO/nmGZqaTkHCO7pmYpCx6uT9g5MFmBrm8wO03K7/hrIcFH8mXEnd/j5pGDH/lXu5ywzPz7779nQjKrHFFv2Pz8G5qqIRU1yWQEZViQeOSPdzqEEBwKg/YLD+6Bc5VwV09y/6Vhx5/036o+GmNZoRgXiqrFO4n3gSlcYeP4THxJGzOGsmAaeoQUNE1DvMs55xMbn6M96FRymAXj6cLFnBC1BGso1YIxHd5Wa0M+l3QXjS5Krmmk3Ta491eQJW4eEPWX3B6uvHv7V9xVe1R5gLcTjRD4xbHLJG+8JZKwMXCaZvI6x4SEnyZurOLGr8FPAoEnkHSBixFjHeXecJl7XoRbhLWoKVCUBb0IJNMSsprkHCFFlGnQmQG/gew9p8sJLQxzCOxe7sidor4oMiuJfsE/doisoxh65DJyQfM31xYnI4fniVLUlNUdeXFH8/KOR95RBLBGkMaA6B1KlxAsSlZrjkpWkLzFjQmVGdzoscOCQqDyihgCozWUsyePF/Jmj0grwyragL1MyIugqQqKIkPnBSCYrme64yPbQ0vdGqJVHzJbzLoLEuVPB6WNkiQEWVZgFAQ74R8HqsIg2THGDJTABEmuClRyRGDpO9w80vo3IBfe2xafGwSJZRp49+q3iBzKumLOc6IU+BR5Z3vsxfNvo8DNI960NEXGGCWPc+SLSiJSwGSK08OJx6dXkKDe33J+eCAFjy5LbFnw7vyOttix+I66kGhZEEMkU4oiSKayZCprpu0tISYeneV/czPV0lGUz6mHE+70RB06Pgs945yY54nkIk5qSiNJShDW5BpSjIQYeBUs89whl4UmBKrwjw8HfNLHoY/GWEKCyXeU2hA3M2NMaKVRsqBatpzmV5gyZ9M2GF3QZxOTGPFAEiU3dsv56ZGLnojtiDIZdAYWyaI09W7kel6QciLpyLxJuNAjck0sZtp9w/TUkZU10WnyzWfk/Q+4yxvyvEVnDTEO3LQVhkBHwVlBIXKWAH2p2d6WuO9H+uWKEhohxLpVXuWwiYT+PffyJaf+wmzPvJOWX2y/xG6fkAiUyvG6WIGNIvLy83su+g4bPLq4x/iB+5d3nN9dOD+ceDE8I5gJp54o+54wnPHTRAyRqDW63jDuG+oXGpsV+LZEXiL6WhJ9oBI5VcpZWAi9R5w9YbboXFJVFUVZsQkBpTOE0VSFopSSxQRciFy664rCV5pdLck0IBRuWbNIlrDyvgSSKs/XzfuqZFaOnIK83ZG8pSg0chyQssItgaJSpBTw3sIHEL2NDoXGOYsRgrooEEYxMKFkohT5h4koSbZIIhCcYxxGcv+ebTZzcTuu5GhtUFIx+Q7wZDZx4ztoKkS5xRGYCdzLhrm78DZF3nLkV+mWyeU8zIkv6rXfI4VgHK8kEuf+ibJqaW9vuFyujH2P9jOlqQjzzBQXcpWz3+3x1mKKhu56pEoLPhXMKseTIC+Z85Kp3sH+c0TwZMvMLnckZmLfodzIbRjRw7pEjBS8OV0YFkuuJMTATVPR5BmIhNCA+tRj+aRVH42xpJT4/eXMz/eKQESahYAhC3eIyWKSJo6O0RzZt/dY4SjJMVYRTwuuEMxFjzMzZdpSuS0uzlDnCJEQ8R1FcUJrsMphk0XFHXmxI0jwFbRzTUAgZE7e/AXPheb0/jV6fkPMnrFtGlIMqGnhudwTmwVLgAR9krgiw+QlxESWFeR5xVLDUlqyOVDGjIWZQ97QLAvvLo5TfqUtC3wYEMERw0Iea6xMbNoNPYoYIIYco/dY/8D1ckILTfFXG2r9HjtdObtEbnK22wMi22BThsxadpstcWdJckFHgSoNDRXGSrRQ7IaK69ny5qkDEkoI8nxtBqcY8X4hRo/Iah4vA0pAkefM80BwC0WW0+62zIujyDLUhx2epm4JOkPMM36ZEUojtGDxE9oaxvEMUqFqxW/6EzKv0GK9qSbShwjoFSDjg2e20GQSEixuYbIdRV1TbUuu1UxIqwllriB2C1Vdr/0Oe+FgLjhqxOFf8Cwk4iwQSaLEI8N8BCDTB+7qZzS1XgkLAEms+B8sIo2QInd54i5XyBSARNd3zPMAwGQnnp5eUzY7YhpYwpVMHTjsPuN0fEV1f0M2Cap2w3A5I0hooylLxbFzhJT/nWfix5iBpAy20PxNJumVp91sWHzHFFqaxVKdj5SLZZtrtLdYvxBjQqaIFP8JVpn+zqTZJ33M+miMBQRX63jXd9w1G4I3WBlpXIuQI3fP98QQuZ5G3DRxpw/005mzeouYDUrcIeeMOjsQloVJe1IISCwhRIItqcuAlwbXb6mFQqeceiqRUqKQyPpDRoj3TEFgNi8pujcoe2Rz+JJhXkjaI1UknkduzY63+Ugk4ULk9TjydbPl0N6j1PqnO6rTitvvFCY2XBmYZkehDDXwbnxLWX7NrM4EPNJNxKJEklBSI+eIHDvMZSbre2Z6zC6S1YnT8T3lLrHdPiOIkiALfFWy2d/RCJDLssYcs8U1FblVpAkIETuNLPPC9drhouD+7jnhww1BSMV5njmYjHmZUSYjhZ4QI5pIbgwpJdqmJdvXvC9GLq89+2KH0RIpFdVmxzQNVEVONw8URUk6sOa6PC1Ib9k+v+G78MR3s6OWiY1YoZhOrGYt1rcFQkNJQghFTGuUMTHSXa+kzlG3hnq3Yco95QA+WkyWM/ZXWnEhV9CXX6LzltgHbBzohyNSlRTZHh8DtzdfkBdw7U+YrCAz+YdsGPhaNfwsVagkCG76sDqimKznu+/+BqWWn97F1+nKaEFnkqJoKPOKy+WCLu651ZEhXlgWy8pYWH8mBKiVLMYfBq2u8QGJpAVzhN9HjQktuWwxIqCrgKw/o06evU9kdmJjJ5S3hLDwKna4lAhKkVWbf+Zn+JP+VPTRGIuPji/KXyASvO8HbhpNYQQ6HVnkRHccSFEiksBajxpLxlOHyAXKBKR0lDqgzURSIyqbEMkhZMDHitg73CjQuUe4ApzEq8gwDcjo8CGs/9nJFdVu7YIyFYfnv+Tp9V/Bw18y55+x32/Ic8PsjnSXnv2h4qgnpIBCCkxWrPgTl5BAJgyv/InrNPPMllRVzVvxhqsCEWCJM6NdKIua6Bdy1yBThrQzej6x/Ob/Rs0TFRKJ4Hlb8sOjZ34/8uzlHfd//hUpOi7XlTFVbxoKo1iWhXlZyKsCDdRjgbOe87UjZYbgLHnwlGWN63tiDJiyXrtCwWPthDEZ23aH9ysUJCsLYiZRWlKaDBk85/6KGz1+ElzklWKzBT8ilOb90wPnybI/NMipR55LirzkMl7Z7vdcZc/sA9FAFh0hRjyJShl8WlvRIQaStAg+RE/rDCkhLYCsMFkFdiS+s5RaUSlNVIa574jjiU02s8gNTjYwetwyMfsL0gSIESVaAgt5FiFIpj7S88DhcEdZVEi54v4NkuA93fWE1Iay2XI+n4lxXitRUpDn1ZolEyNSVOR5jXMeISNuuRJTThA5l86hEUgZCJGVxC09X9WK386J4UMWS0pprRHLvxs77OL6WonPEuJ6TEgtUdkOma8jyAKPN68p9MR2LDiY2/+PnuZP+v+7PhpjUUJhXMI2V6YAP5w1X+Q1egdaBRj79SBQEoHCaNjTI2RCaYlSR7IQ8KkjOIk0LVPvIJR4O7EP7yiwuKJhloLFJMSkOQ2B/W5HUVUkqQkh4KeeyhjqpmQaNxRly/n0RL3TXI457aEkNxlee8pZILYFbZZoESxzWrEoCIwEguGr/Bti2ePkwsP8imO6oIViX7TUKcfagZfF56RwIl2OjN1vmMae4Dz3QlC/eI5qDwx5iZsk+v2/Jx88DkdRah7fHvExMo4WZMLZEWUkg3dUVYYk5/3DW6SQbJoNS/CEskIZgx97tlXF5Xpm8RYtFSYF2rql6y7M/gNmJCWEVpyqiZACMm6pJ0sWJDIoZKWAiDIZ3i8rfkUpiiIjNOCAcOkhSG7uXuBTx5jP6ELws14gbaJ3jk1VISO4GIkCwGKdx4gMJdclRyEkpdR0ISIR6Lxe0yrtxLiMKGPIM8Wm6FECjmmPmxwmzUxuTdLRsmD2gdlN7OsWNwVESGyzA+dZ8PD+NTf7e5pmgxTiw235SIiRsqhIIXC9ntF6XX7f7Z+hdweCDOSXiX7oaIs7ohvohoEqz6hzzeAmJg+P14GyjGRascwzUiSyPxwH/vHy8oEJ9p/pw4h4WvMFCC4SpAD5oYyWFCq9YC8XGr+soWSf9El8RMYiZCKWC7GYyUlMmWLwLcLtOEpFOPYMywktE+2m4FmlmAdDCJKkNUiNTIbRdMROMMeJQkMhS7yN2JjwIuPsSpqNR1wFoZnIfM71fEbttwid4aeBuijQSnO5niErofwSMSTOpwt7c6S/Nggy6hw2OuNOllzdkcWvy5rBB5pC4qQjRshkRt7e4ivHdZk5dx25yJiTRRYFV9eTjt9xfPMtMQTyXFO1BalumOo9l3KDVA2d6pm6jmJXMJyOXM4dl8tIN8xY59FGEQkcTz1lXjJPlkptOM8nhMpIJufcXdgfbinaLe8f3rLME4WS7HcHur5jGjuqdovWhuvQo6oNSipicOvCo1zx9joCQmLtWgZaUSMf/pZCkkhIKcm1pHs7okpDq2uG64lSQhKW51S8tldcpVieZupDw05rQj/SyMhke6b4SLgmDu2BQudIHwjzQMozGiGxU8ciW7JMUuiMwTt6eyUPT+RyoOcGynuyZBALSKGQIiPPbujsWwrjIFlkrNcwsuBpsy2dlTw+vSUEz6bZ0p1PeOepdwfyImdaPDf7PYgShKTZ7/kr39H5hX9TH9iImuvlhFSsFAXnsdbRZJp6U1AViq6fWZZIzHKIkX4JLOEPbitK/KdI53/o2REC5Lo4ua7hQ1KstcRkeG8NgynZm0+LLJ+06uMxliQ45yMxCEopcREmc6aMhmIpOcuRo7K42fE8VGxli/Wgi4pZHPHDggKiXF92cmSlIOmIETVqybnYDJdqkp+oEPRSoDYO+yAYup6mKtk2Ld47Lv2FKAS5ylDFPaG5wOW3xOENSdXI6oY4B5wcaIqW7lqCCSACzgekgLfFI1kwtDZDaYM2GXfiJf1yJiWPWjLa/A4j3vD0+28pmxy7veGc7TilLQsFdlbg4LZeyAtYlo7NXUv3Q8fT6UhA8bOffcb7hys+BJqq4fbmjv48olLNslicj5i2xgdHAERWMF3PlCLhU2T2iXA5sWm3VEWJEoI379+jpEIuI16ZFYz5oVzoFwvCUQqFUmo9BMUaK+zt/AGMyGpEWUkL9Jee3iQ+f/GcyXVM44iZFV+/3DN4uN5GbvOa4emMHToyCYfW8nB64kW1JUeSpUC0I1Ikmv2BkBLj3JP7hBGWbhmZzUwVf6BOliA2+PKXKFmjhCQISaZKtNYUjWETNN56jCmYxiN53qBMgQ7QmBrcM94f37IsMypK6u2OvMgxeYmpFL6wLD5QJOjo6Z3HkjjJmc/NFq8BU9AER5EXPB5PXPpIU2TsNxt0W5GyjLTMbIuasxX49MFU1n3QPx5KLNZyWVr3SX8qoQUSfRL0SE7xU/P+k1Z9NMYSgae5oNSBbnoGURIklEXi/PRIp69YFSjv90zTxOvuFQdzxzIPuHbGpcQyLuzyCpEl5KCQQbNUV7JBQ5hxssLlE/1Vst0HlmOGKyNNndHWB0pj6IcrIUVMliNlSZgD785vuHYLWcgIoWOjv8cLDdKQMKSkOLQ73o0OX1kiAu89aREErwhLxowCqSho+aL+c675wDIccQ89bRp5N5Q0L7/k1+FniEkgEqQkCAkWL5k6wbP9kWgt5bZEGokQkd+/6/nFl8+4fX7g+tgxXEfmcaY/Tywusqtq3rz3vMgWghvZ3twzTwPX4yOFMew2W7qhwybJtbtw2B14upyQSnLte9pUUTcFzo5kbcNwPPLu//xLvv7mX6J2LznUJSEGnH3AeUeYB5RcM1m00kxTj0CwbyqqsqYsS8gCZdWQCUkhKpTR5H7k+uYRHyHEwBCunI+PPDt8Q84N1+6KHS4UOqNUBpYF6QONdljX0btEqhKFeM3BjSsBufkZpsrRKaBEQGaSGBLIiF8WCt3gZY5dJmKyTPOZqrpBKUMuNVLUpPSCa/eaw/6WLC/Q2pBlJf14xmnP0V+BGWkbCqEIEzwNR+6/MBQ+593jE1WmKbOMptAonXG8dmS5o20anAAvEtdxYlCGn659MYH+x28rfyjxt8tjIZE88OH24v9Jn9hP+lPWR2MsAnhe9kx2x8Wu4UwjCZkSd2WBWyyutNyqDbJIvH76PbOduC32yKDRQTBbS/AL5ALc2uAVFYho17x1pQnFxGJL/Kypa8s01+xubhCi5ul8JlOSumq5XC5EPxF9ZJhGFueYY40WAdU9sTElsfg5WXsLfsAoxb7YMyhPmgw6RF6GW2QCKQJddWGeO2Y3sK1veBbuOUnDRXxPd9WUpeQktsSg0B/yXIRYzwQlEtYpzpeB1iiKuw0iE/Snjsf5kdLuuLcZza5BB4dbLIPt2FYVzXbDL1u4nI8U7QatNcfTE8LkOKm4dNd1ustZtCy4XM9ElaGFYruRLNZy6S68uDkQ6sTwfiDawJM94eU9lSgoipztzS1z37E9bBFJkBclMlNkbgYtKKTBkDNfLwAEEVmkAiPxbuL89ITOcsTYk8LMafyeu5tb8uwZRblB6oz+eqafJ3Kl0Ham1AYXPXndUDYbon1FOTiEqliqr0n1cwavQGlKEdAxYKqS8bqQbMLogrB4QprXw5jEODyRV1syXZEZzUG2hPgMbXK0ycmLCmtnLAtJSkSsCCRUfuUm7eHR0rcF/9EPfB0Smkg/LSA6jDEc9nvatsEuC3ndEOYBqRQOwRDSOkDyY8P+vyJyWAjxd28v4sNt5pM+iY/IWHxUzHbDdTz8ra8Kzg5uyg16mdHC4J1lb7dsmxtiZ4lIFJok0oeJHEHCo5QhpISJklxDdApkhhAzMY+M15LDPeRih1vAppEkFBHJ8emR3l3Y3u3ZhucIEm/89ywWunBAiSP+/Vu++vNv6MdHrvNEUZaErSEXCak8WmUIpUGsPRdrF+QIdhx48g696zns7rktf8U4/++QwaMokH/ApRcCchmJBhafsZEzwY/sbrakKXF+88Tdv37O26Hh1mYc6oxvXz+RaY0QiXkaEHIFQaJz3r95hVASnVUokxPsTDeNbDd7YvAsY4/UBUpKTF6hshk/DUglsdIhNwVf/fIbwqFir6C/PIGArN4yxkicRqKHfJ7x5UwwAZFJlG8ZTw/YFAlJo6RGa8Grb39DJmF7+4zoLItfmMMTWicO228YhhmVN5wvRwqTs9kUjOOKzI9ZSZtlED0uCTLvCKJlzl8i6xekqPjrXiBE4N/sJCI3TLNjHge0ySEmvP8QsCbEGnCGJ3oHOpFIKCW5aw44H+kHBwIW6ziWI4MNKJ1QogOVkc5ws63xheCbtmFrIm7ybFRON1uu40KIR/abDTJGQoqrqTiLTRX2x2njxPofxX+lxB809/GfFiQ/adXHYyxJ8nD9nD8sLAfgweU8L2qGvmM6zDT1jjI7sKQe28/kEUT2Icc85iTWZmY0kRQkTGdsMMQ8ICaNvmYUxR6hJoL0LL4ghIASGdLkVNogTA5GkaKh2TzjXmku3RGBwqUbxvNf87u//J8xu68x9S3zPFEoON14pBdkssIoRYqJhEDMgSQFwlfUc0Z3vPLb6sJLDGHpUdsbFsx/XlL/sLexTkFvEKkjjhOm0szzzHgeiYtl2XY8HBWh21PmG4qtwi0z0zKjs4Kb+zsuTw9040gmBCUCqVfzE0pxHiesXajzAm9HksnXDBmpyeoNx+ORG3HDy/Yz+DKiksRdrgzLRIoCPU0UOueH7440dwX3mx1KaKwKbFOFdw4bFnSREeaEEomn8wnczMPjG/KyIsVIZKafH7nZ3HA9zxyefUF3PjKMC7P0tGXBze1zAtBPC946VJwJ/RGfaoTaoVJOMUayWvHzjSAXCSXlSv1VAmEUMQRIiRDdh19zQosCKTXz1K8LlFlGLkuUBKESTzbQP50xpiTFHSo7kgvLLBWFumNjdhy2hl+YQG00HovWgtxkpJSo84LBB3wCZTKklJjM0Gy2zE7jr34tgf0RDfv/EgkhSOvV+Z/se37Sn7Y+GmNZzeTvm1oRXDzsi4bSlwzzxHnXM88DWdIkPFIYVCEpG43KFVFoikagW8AGjAhMIiOpQNm3NJtbfJZxjQOb4kwYEl6sfQ0VFpp2Qzkl7OIJ8YgEbvY1222GdR5B4qospzd/TT7/B26//LdEXWEnSzNWjDLirEUk9dMBYZxi9iNbnaPGM3t1w3T8HhvWHPpUtwT7Dzz4H5rjsGJirHRsvzpQf3vCTZbTD0fufnWPLB1vbc8iFl64im1R0afE/v4FyzSgtKSpCqbZYl1ATh2Zydg0LeM0EtMK/1w/H5iWiSQkShuUkkTnSe8DebPFTQM+eZ591vL0MNB1C5lz3G5Kfjhd2O1qmgVEUMS94i9Fx76R3JxGlCrpxhW7X1Y1mz/7C7xbSARO/fc0ZYnhht3+nug9Y3dFlzcEN64Naa2xi8XkGW0mePcf/lfuGoNt/wK9u0cGhw4SOzqaUqO1WhlaKRGcxy8zzg4U+Y6qumUcj8S0juIG71FKofN8ZZbFRJLwROR3NkDyZPPMz9uW3N8xhRHTwmbaEboB6wuufuGtm8FHokuURq6BdUVOVRREa8nbFovgbCGTOW8XR/oRVfzPcP7/UxrVJ/3p6yMyln9YCXh0GV/t7mgyx9F2zP2Z2SVkvKEOBSIo7vYtSTi8U5imQJsSD1RVT5Q3mLJAVVvmZSKdHzEFxG3EpROza9BZQbQz/jhTVw3jPH6ALDp0d8JkGX5ZkNpQb265dBNy+jX9w69pXvyrNWr2slBUBVGkn0i/AgjOc3p8hVEFUkj8+S1Z8ChpEZnmqhviJP7edYW/LZFY9zTqCo8n2sj4qkfebvFbA9mCznNenQZev078y5+/QGkFaKSs0Hpkuy2wMTL0A81txeV8JGYFpqhJfmGYeqqiwuhAN42I4GjKmmt3wcbI9P7EZ3e3JCcYe8tYCa5TpA2SUnkOlJy+O3Hz8p7clDz0F4IJXLdwkxVs4h3TuzeUmSErK6J3BG8R2RmTJWpzR7v/grLd8vb7bwlkSASFCpSbG6xzFHVNcDNvfv2/MJ/fMt3+O8zmjsFafhg8ByQvKoNMCSEEISW89aQpoNBYEiE5CpFTFlucn1nmjhglITjU1FFVB5BwUYHvpvDT4qIVgt+NHZVUtK6AweDFSCUSGijFGhTmCYxx4eF8YZpHysXybLvDBY8KgXej56+vFinAhUT6oxv2P5a0PpnFJ/2/0ydjAUAwBBhFyRfVjjaWPNYJkSTFXLExB4IGp2BOkrN4xM2PpEEgY+RX/sxjnVGVW8oUuYYzooVGGK4yo9oNTK/W8o8pGpydiN7T5DlWCopyy3B5j46RXGsskKInReh8i3x6QOW/p7z5BmsXcqEhFwipfqrdF82OkLWMj0dEFAitOOwz0usjuiq4+pYYxd9TCvvxN7A2lxMCnTTVJMmbgkt35untEy//3WeYiyMfHcs2ku0y2iannz3zdESKQEqJZrtFlBonLpRvC14/vkMhaA85KUW29QYXLZfLhbps2LcbREpM1jKHCCninGVaLMPsMFHgsoxTqRBS0ciWrRy5nC5YkSH8AhfLl0WEumSTHbDKs3l5CzMEOzMvEzK/soSO+81nBL+l3d/irCWhEFITXUe9qUFrVII8z3n4/v9gevo9z7/+7/BffEWYPb/pAu8X+N5GhhT4qhWIcSQqTZoCIkpyU6GUYfED43SiKnbIXP8EsUwikemVoDDqyO+mSPe3+hMuwaODAocIhrYwnLsTQYANAaU1VZYhDRS5QQnJXGimecYHR15WyLLm1dNESB9yVCL/SKkqkZEwIlHhMR/CvuYkuUS1ln8/6ZP+SH20xrI1kptckinB23kEueCVZ4meG/OSndzi3Uy+VSzW8sPwDucWqnLPGCxhsSQimRqJYeEyv2NZJKJ9Rlls6MXA6CHKjJKFqvGMw7DmhRc1/dSxb1pk8BRlhlvqdXkwL1mGjsv5ymG7oXixQ3b/kXcPvyUrN6jqDrdMGFER3HpjSSkiElT1lmnpyaPhIC3F0yM2JOL9HYMv1y7r33c+rOx4QoQxzDSUhDxx97M7/NURXWSaLfq+IegA3rJdal7e3vFD8Y7hwbGfIBeeUAWmg8J1Dp088jPN+DDh373m+W6LFglrZ7I8xwZLZgxFWXHtr2vtV+OAAAAgAElEQVTDWwgYF1yMeO84dQu3N7f8YntD3P8/7L1ZrCXZmt/1+9YQ0x7OlGNlZtW9dfs2bfdgZnhClg2yn7CQjLD8YCwh+QXEIFkCngwCPzDIfjAIZKkZBIIGLCRaliUsBBYvthmN7dvt665bc+V4pj3FjljTx0PsHKoqs6qgzQOq/KfOybNXRKwdsSJifeub/p+h9IntkzXWwPX1Bc3slPn8iH2/5ngzx3SGdbmGyrDwx6wfX2OqK0JZsaxPuTF/n7FYrp58wZAG5ken5ARhE2hmc3JJON+yefy32D/5TW7ee598/8f47PlwU7hMIAayVT7aJMb4iHvdkoYZNlt2wxXWOOpqPvlT4o7t/nwaZGsmIXMwye5c5m/vM+vXVF4UgDTw7PKS1aJjNj8hZOVWt8QZJcU9Pg7UTc04DjRVxaKbAUo/9GgzZ/+CuuXw642+lUkTeuAHTN7AvrCcz7DWkjF8EGBVnmdEvhn5bTmWtzjgeytYOif8YOHxAvN2x0of07GkMktKGVguFdWJT2Oz2rAbH9M1p2SJzI9bdFyQZ5H5MGCfPgJjcVXNleu5E48wpWU0ERXoTcfiZMvQR0rJiDFIPWO723B0dMLQbzGiGGOx1rDtR06OltjKU3wDBG6mkcsnP+Xkfoedn2KNJQ4TjUbRgoiwMB3z2W3qqwuGy0vAMLv1Dpv2BqZ/Q8SO8oLOo6kNi+aYRiwXwzO0LWy2G7yvCJcDendBOnW4wXIrnjJcrahmMNzLbB4JZeOpZ5Y4DNhrJc4L44klLGZsP9iy+fySd2/N6aoKlzLZGEpRri6fsVgckVTow4izhlIKiFA7w3azpqJhfnJMP4yklFjeWFCqwLZ/SludcXbzAaFfsVk9oT07QhtlLNdUx4VPf2vPO7eXXNc3EFFu1BUWZbhY8+jzD6h9y/H8BJxlddUTtxdcf/Q/c+/2Ddy9XyL6ho/PC4/7wqEqL5KE02qHygoNcwI9EhyaDKEE4nCN9w1WO8K4wTaOmT+jxIg4z1jBz8bXCxUAS2YxXjPrCsYG4rghuobHYQQVjDRUZsaZqdmbDVYH7Bhp40hV11wmXiZDfmOGveIF3rEjNTs+SR9xv3uXCz0nhJGFXXLXzlDmbJ5rLgc648YKy8riDKxCYfc2keUtDvjeCpY+Kako3grzcsz6Yk90N/mwOG52G7xvGPst3aLl5OYRN1cnPLy6pIQrajx9LszkjLhdTVUjF0uc9dgsrMyOY52TyBRV9qaiqyxNF+h3A8lVWF8TjGe9WeP9lB19spyoTry/JKZM280o7Ywg7+DSlnb4iNXT3+L01j9CJpBli/WRKD2mJBbXkbQ6Z7vbMj8+Zpid0ocZTW/o6sh+5/naqlNfNjVNRdvOaVzNqW9o6sDVrSt2m56LT885u3OE1Jbb7V2CBDYXF3RDh13WSBtJW2H3OFNVEG8Z9jNHFrjcZcJZh2ek2qy5vzzBVo62nbHarIkK+82K5XzJomnY+Yow7CgIVTujqRvS0FM/jVw+vOJoscQ0DcFcorMlQ3/Fs4uRrmuJacfqkyc0yyVUGz755DGo529dzkl3M3Va83eLoSuFG8c3qDaekBN127Ja71lfrth9/pe5taxp7vwyvjrmyWXii11+4XnIQTjzO7L9GUt7G5OElEdi2OFNC9kQS0SzEPMIxtJWJ1SmoUgmePgwZK7Cm4S90sUNLgz4WihxQ43Bmxs0pUedIRnHPglPrgeepMiya5nbORurLI3l6cVAsa/c39cqGxOR6W3bM5ZPWJU9WTLBDMQ8sMkrLtI5Tjxze5Nl/UN2aSKgXOaBm8sZdV0Y8p5Tl9j4t5LlLSZ8bwXLJhU+3AZOqh390x3XsSLOLVEhri1tNSIl8/GzD2iampvHN9kMEVnM6cOeYXVFuLpGc+KTkhitIceeY7dg7yImbTlJHU+aDQllCB2z4zVDH0hjD0zv/H4cWC6PaLo5q/UaW2XaWctqtaUKA5WrcFVLaB9wfGPg6vwJafUbpNs/INSWpiTq7Y72+prN+Qbva44f3GM1WxCqGeYyUEqEVA5E6l+FvtBYxIF2lgTMSkvq4GJzSdpEjrdHZFW6UtFQ85n7gnIXzOVId+2wYtlqT2da6m7JtevBFAzK8dyw0sKddzsa6Xj00Zab9oi4XZPE4rwnhT3X2w0lWv7aX9/R73pCAeNqUCHs9/Tbj2i7Obns2MeRQialDSUWYkwolqqqoAQKH5M0gFqCbejNwO/9I+8yayy77YayT1TW0nVz6pwY+sDlKpEvfsLNeeD4nd+FX97ieix8sksvxq0UcGT25afMBU7tLbyrJq3RrMhDArEIhhAGikQWxyc0rgOB4oTPUuJ8LK9/MFVpSk/dX9I4oWgiaKCShhyVzf4JSsYZT1V5kq2Jbs7jmDAxYmNAYiFuM2nmsJWftJUiU77JlFQDTC6XM7ujzx+yyVdYDJ1pqIzwMFygqtTiCRrY5XN+efkDKvEYLRS7BC3sxy2fbz6mY87I8Hf0HX2L///ieytYisLnu8zlsGaZoBzdoSgYlFW0PF4l7pw0XG+2pHDNbuZZLG+RELR2yJEjl0LeeHIc6K+ucE2LDZG6anh2/QVV94CF8azSwLoY6soxWySGvUXHnlISJ0cnuErIuZBiz36fJhNQ7dkOkZnZ4efH+O6IMT9geZz44qMNd7tzNN5g3l9Rzp+w6QOnZ7fg9A57U2NNIS4tlRdyLKTovi5U9BXPPSCbQLnYs186YrIoyrvvvsvTT56wudow5sR8XqOxkMmUWujPlLNLj5WKMASSZDQXjjYL+v1Tdn6PijKvBImObcx073ZsHvekq0jb1tj5EVW3QMTw8PMLfvKbVzjvCWFEGYBCHMOUl9HvUVVSmsr2IoWS01TTpRRC2FPVQjowKSdp6adijMyKcHefSLs18+6MUgq77ZpmtmC9Udh+ik+POLv7c+zdGbof+GR0PJcBqlASzMyAyMhd92NqaQAwYmibY9QX1Akx7Nnv98zqJa2bg0C2hYeaeTSW1wj4FzeFNm6wpeCaGlMMJU9mwSyBqHtAyTnhI/QZSnVyIOaEWDVQQXEJrnvwDjFTAbOJyPOQIalQm8iQPmQ3XNE0DgSuw4aQI946Gj/DGouNPbeau3jrMUWRnCgymSuHTeZmdZ/j4xuk9AZh+RbfO3yPBMvrXmXFRqVzNclMzmsA8coXfcWiGbl//GN+6/I3OH/8kHfPfsT8uqIxHf3c8dn6GdYWnGa8MWgM7I0Q+56n10/wxfOg+xHD2JMKNK7h5GjLuB/o2iO6WUs992x3G0hwenLG0/On2GaOcZHNes1+PyB2i58t8cu75LLH8JD42VOOZj2/+enAe2cNt+7/iF4WKA4XLd5Z9uOANkIolu1VzZfsXq8ZljF58kmD+EIpwMbRnc7RT55AhvFyIJ5GrHFU4tkzgrNsbKTaZ1xVY62duLH2O+xyst8HoxQpJDXkCmIt+BsNxnnGXcLs1timw9Ud1ggqExdaVVWUnBmGKQfEOIdYj5Y8reRjxhlF7BRxpSQwO4YxU1cO7ywhT5FuFcLpJhDYMBblOlTcbI7Zp0DIiSO3Zu8HqrMHhO592vmSoSj7r0yWWoRlFZhX9zh1t0Ah5MA+DC8SBSUKYqDrjmncfCLQNMoTprDi8iapokpT9th+g7WJWKAyLZXMSVJIcYdzLUUTqpkiEMRRXsnPeu5HMbWDWQ1DgKpD7MuIQAGOTeaG2fMw7KitoQictTfZhDUpB47tCXmAYjN9GvBVRQgZQbAFhv3AGCOL5RFt0/Bw+ymfnn/2Hd7Dt/g+4HsjWKbgyS9PrELGjRHrLCkXoh5MQgBO+Hzj+HFjeHDyPpf9U1xR4jxSVpYYKo6Pb1KlgXfzlsfzJdlUzNoFV5dPaFxDP27QkJlXjs0+EdWTfcXJmaGtj8AlogaqrqZ/tsY9TMxOWvoU8e2cWcms1xuqMGL8iPEV0Sy5dbvnk08+orLn/OL993GLd3kWPVJ2yJhwxtLNT1hslHExcj06cnqDof0Vh24wLblSmpOBMib0cc+4yzTNHFR5+tMLJBjm73ScnpzwWJ9SKOx8ZjiPGBWsr0CVkiL1rmC6lloEdRbnBFs8w0WP30OFRWc1/a6n2/domZL8rHOkENjnhDcOkEnIAEUzxnkqgRQiKRdqW8hloOgwZbgbT04O5wttFSiDwWTD/voKvzQIsEsDbtiSC9i0Z5F/xsmR5cOrmyzNgo06Pu0zu/xSsJQMtWS82XJsznC4F0MaU5zyWUqmUOiajtrPJ/OjUc5N5uM+v5n1RJWqDMyGS5wo1hZKDqgainVgBI9i1JFFwNY4V5Pya+7pwWFvugr2iu4GqkXDDZdxZISAlBW7ssEIjFXmrD3ld9z4Ja7GS352+Zucx6dETZSQ8c6TrDJfLDFmGr/Zc5qakhjHnuuwIr31sbzFAd8bwVIZpTKBUCqel21tbaBKSrdoEBFKeZ7LMVEfPRstZ7vMreUZs7OOQTKpN1zI57iQCOGMvg+8FwO7/hJ/9z2KsRyd3aKazdhfXPDF6jNSNZEZXu0qei3M3IZ32x6TDVePrhFjKA8H+l/9AvdHfkA8nSZPtFB7y27bo1rw3QLjE8Epvqs5dtAe3WFd3YGwpYxbrAipZMJ+S9V6cm8Yhjfc5hd5cIfa5yrsLw0tEUmZpq754c279E+2xJhRtSxv3WPVJBa54Q43uOYKUynSZHRfiHEqL9BUHp8K8VHEzAvlqCNZmO8cpneUUsgpYRyYI0O/AbvdourRA32+Sco+7Kh8TS46pWFMVcHQkrHWoJpIZSCkLZWvsdIg0iDGMQ4DVR1YNspuF0i5QTA0rsGqZxvGyc8wfo6mK1bz9+nv3eDIezZJuQpf1lZKgZvW86B6h850L8awdjU3l/Xh40vJoaJglWvJfNhnwrdYitq846ypGSVSSkIpkyamEMMO0YIeQnrFWFQMgzn5+m19UcBLsF1Ns9lwlka8W7PO1wxlD1pQCgMRKUJII0/3j3Hi+NHRz/NkfMr5/gmxRE78KU2cEcaIOENOI95Br2tGMyLGUC1OqdP6my/wLb43+N4IFpXCjWrg0egoxdD5xK02sJSbLBcdzV5ITAlsoESBQZUvBs+8ilSuY7Xr2edECD2b/pqZ9EhKYB1HR8eMVUVJhSSFUjl81SLecLe6wUW4xqlnkIG5N6Ar2tkdzu4ccf7BJfEycPQvvk84sgxP96ArqnZO5xuu9k959nTDnQc9kSsKmfcevMP+2WNS2BD8GqlXSJyIMgFCGQFhWzxDekMOwmssY7tgWKzAzS1+3jKTjLOJ7XZDkw1N6xhs5JF5wn1zk7N0yoW/JN31yD4jKsySw1YOISK5MHQtQ6X4PEUUNW1HzonQ72mrhtYL1Y2K82fPOL9YkWIEsQz7QN1U+LpiDIFcCq5kSixozhOho+4oKE3VoaVGrMdYD4CxDWGAqsnMZkrbQGMbvEwBAQoseIRNTwnVTS7PbmLqmrDxPN2NXxuuWS3c945OqpeK3lfG77nBSVURgbXJfNBnhvxmr8p0nFIbIecB7ytKseQ8EMuB3wsFY0EnoWuNJaoQTf0lrXOqtTLxdnmBe3bAn/Q8268Ydpd4/5wQM5NKAGvIJXPRn7NOa1rb8Pfe/Af4he4mn7qOj1Yf0NFxGVc83heCZcr1McLAADbwoDJIfUwwbytIvsWE703Jt0xG/YbObVlo5EyEW+4utVUu1yvGVNgGZT0WVqOyC1MJ4F0SPttaTF+QcMVq/bcw4mm7B1i3pJIFKVd0BXwR0hC42q5YDVvccs7p4han/ojKV8RKado5xs1JZUtOA9285aivMH/+nGyVGCdzQsmKsR5Xd8yO5mzGcz7+4kNUC5XcIuXFdF3pgtF+SkgbjC+omZbF+1kmdIkRQ35TAabXzHXFVqyHOZqFrY6MswKijCFw8eyCHAesheQHvuARSMNSTomVEI4MTVMx+h5VR60nRBuRuMVniEan2u1di6/qibbf11S2pbKGO/fvcXrjjJgz4xgQsTRti/Oetm0w1pBKQUsm68gY11SVofVzNFcoU+ln1TztE0ZQRxw8KcLZLc/RyUHtEaHjilYfo6bl6dl9TFPhVbncb7jaTPf/VSysMDffToszFSaD7UGo7L6N9VeVRkc6HQhhS4w7VDPedYiBUgIignMtlV9Q+RlaPPskFLGvdHMo4AU4K9xpofFXXJUvSH6FasNeA70O5DySzfT6i5MDLQ/EEnm4/YzH4Slr2bOY38DNK3IrPDOBKwIbMtucCMUSiydrgZiJ8a1geYsJ30mwiMi/JCI/EZG/KSL/pcghFGba9mdEZPuaY/6giKiI/P2vtP2rIvKBiPxURH7fK+2//9D2gYj8K6+0/1BE/qqI/JaI/FciUh3a68PnDw7bf/AdroLGO95vW5yBh6PwyToSY8S5hjFZxhFChBSnLGJrp7n3OhlCLtSzBcY7qlY4mrccmSUn3Q1666hDoIgy5EDMgXmuedfc5U5ZYkLgTneT49mC+fyUjXhWKozjFf0uYX68wPzRd9iUgJbM2Y0ZSZU89oT9BVI9Y3k2cvvOGZW9R93eg+oI5yvS0NMmQz3Osdri5kJpIM4MuzoxmvJmZzH6dUVGhN7OuLoWzp895jr2tMsOI0Lja/br/bRfLsQw8nk8p4SG9/ID3hmO8CFDNuzThjFG3HBM6gV3Gak2lmG7Z7/tJzoVEbabK7brS66vrwkhcHp6TNe2jHHEeUMMgTDsyTFhRDBSKCaQdWA+m9O4JaoN1jcIBUVIIRBjmOqZSEGAMnrWl8rJ7cL8NNJIz5F5hCqs5j8gzJdELJKEUfvJpPWVcYsv5+1ve9TobeZnIbP+DlTyhsxJ2aKxB5RSEuAZximhdmrLxLglxC25BMaQyPJ17nspSldbfvHIM5NHfDx8yHXZMNCjBtDJR1IKpEOqvIiwqJf8/PHv4Hb7Dk92jxl84t6dH/H+7V9gNj9lnbbEsn9xfcik26MGUyy67icn1Fu8Bd/BFCYi94B/HvidqroXkf8a+EPAf3IQGsevOWZxOOavvtL2Ow/H/SLwDvA/iMjPHzb/+8A/BnwO/K8i8uuq+hvAvwX8aVX9NRH5D4F/BvgPDv9fqerPicgfOuz3T33TddRS8wN3n6sCaxLFwEVKLExDShV7zVT1K5PAK8vSqdSEUrUtp9U7tHtHuS6IKNfVhpgMx+OA5ERra276Y050Rtn2XAwD3jq66oxA4vHumn3KuFnN0vW4sme9C/h7DbkPUw17KywXHZUVNvEz9mPPrRt3UDlFZ0qipwDWN6TYU6tSrCfGRNvOCXcKMSRcee6S+AaN5TWbCtC7M+pFJO6nSQce0vd7tpdrZneO0aTokImzwHl6yhhajmRJWx3TOfjs0Wd8sXlC1TgSHi1gdCTN5jx45y4Vyrjbst2sUC2YVKjE4jqPsXYi0swFkYQ1MlmBNKJmoGihqVu8WeCsAclMxiRFVUAcpVZMpZSo+CAIlnBZsz6Hk6OIDBeEXSQ0d9jGO9jPFVLB2oL459xpX8ZYlIC+rvjAK0OqjDbzUcxcvSGr/ssHKMu8pcl7YgmHR8+SkgEmc9x09o6iU2BAKYlcHGM1f8HhpaqYAmed44dHniOX+Wu7c5KmiXU5K0dmQedvInbA+UQ2lqSJrInT9gYLv2TuF2ziiv3VOQvb4roZV5uBdR7Bz148NrfEc6IG72uWxvOpeci8Wnz79b7F9wLf1ccykaqKRKADHoqIBf4d4A8D/8RX9v83gH8b+OOvtP0B4NdUdQQ+EpEPgH/wsO0DVf0QQER+DfgDIvKbwO859A/wnwL/GpNg+QOHvwH+HPDviYio6hvfZCcGZxxIxprDig14TM2YmMoFi9Llnq2bUXjVbg0qBhMjw+Ul8+42rvY8tpeMEvDO045bbm5g5m8Tx57N9pJcFXznGLeROgcYFecyBqVkz8ZEFvmKqjlivlyw2+wBw+a6x1qw3Y7hvGfW3CC5FtNlUMh5ooA31YIStpAjGhPWWPYp0aWKfhYhyURX/MosKarY8tzOPi0ylckfoPZ5AqVQimE0N/H2GceLOc5aMHD59BnVgw5TBawIeT2RT4a55dpcs94LxzjKPaGxMxpg9AUtgsmGGDMfpId0peP2bMlpN0PDgKZCv1mx3a2wZFQNMR8ESlacHclM9e69aRDaSZDWLaZEUskTyaZMxdytTCYrrYSBgh2UlC16PSPvPqLymWp+k4fuFOkTXgv7JGjKFLGvLbIQVdmjzN7wjClKMIWPU+b82zz1hwerKgNH2pNS/6JZ6MhlwJjn8e/gfUvJUxRhKQrWkUz1cgGksPTCL51VNAb6FNi/0metC06aBWt9xC5sAcUaNxWxy8olF2zGNY3tmNkFcQz87Z/+hJPTW/RBIbfoLpP9JOxqLPOidFWFGI9K4pfOfte3X/NbfC/wrYJFVb8QkX8X+BTYA39RVf+iiPwLwK+r6qNXOYhE5O8BHqjqnxeRVwXLPeCvvPL580MbwGdfaf+HgDPgWlXTa/a/9/wYVU0isjrsf/7G63jxT6iMEMtkZ98eooxEhKVTbjNybipW1IwHh6s14J0jhB3r3TVnR7eJrdAyp46ZVgs+rDkZEsVn1qknLwJjvSWZmjYsyXEgXOw5vddy1Ck4uEqezuzxOuf6cmTcR9pZi9iKzAXPrp9wtniHfd9hHLDJmNFOoaTiODp+j1V/RRquSXaJt5awMAQX8RisWrYih7X8K8XNik45+AdywikQeRI0L3cTSvGMnGD9yGw2Y7PdkPYJSS2lPeRsbMH7jCsV25JYjcroR44rhy2esXfsN44ULSQzOc19Zpz1DGHggbnBUdWy6S/Y7HdTRJ4mjGSGIHStJevAEBNN5UE9Rmpc1bC9vuQ6bKjaU3LKeAvWCClnSrCIEWJVyDW4An22xN3nPBmeYW1HOvoFVhg2T/akEInZ0297UlVx41bLg3cXfBED24OFpwA7LZwdBM9Xn69kCp+VxONvTIB8CUPhOF1hdCCVfEiKr8jFIPLl4IGQ94g4nG3JSSg5v1j8POcDC04oOq0l+twTDhpQZSvuNLdYlcds44YxDNS+5kZ7i9PmlNW44rg+oY89F/tL1vGStCs8/a1rLrodx9UJPgeGPEVfWGf5FOGTnHnvvfeoTjzP9s+wk6X6Ld7iO5nCTpg0hB8C18B/IyJ/BPgngd/9lX0N8KeBP/q6rl7Tprzez/MGI803For42rssIn8M+GMA9+69Qz8MfLG3LzrXlzsCkA8r3dOwImlHVsuiMjR1hXER52tu3LlPaAU3KrWvSbWiVSDtBBcvCPmUVAXGaoXKpJnU84rd1Q47Flgl3G2LC4ri2RGph2dsLltcc0SIjhjWRD3HSEVX3UNiz2azJ6RMShFrDG095TA4N5X/Tfcte1NQAlPFWIvPQmPBO2UM01WrCHiZanMI4L7JEy0MqeY6RAQhxMDmao2MFqfHSJVo0w5bPLlzzIsSrcWHhu2jihgMKU+T3QtiZREYDP3Oc9ZEPmuu2VcnWFsz2pr13vMrPxLyA6FtFO9HIHHUVZwtamIcMSbQNIH9dssn1x1333+Pylhy6mkXR1ACuzjibnuG04h/Wqiva/6v//0D/uO/8hTBgmtQ/xiMJYXAGDJiLDkFchF+6RcjP7r1Ayr35VfkMhfueKXSlwmHipJN4QtNfPEdhQqqdGlNFVdELYfRFqBDdf+lxcDkEynAQEog0lDqjiL2pcNeICgMWemssAlrVAvvdPd50N0npMCj1efcnd9j6Zd4U7GQJVXdcLt7B1RYhSt2ZctWDNImbv7OJUt7xp3mJtYqgwae7Z+iUkglkVPm3HzBsCoUCp+sP/kuV/4W3wN8F1PYPwp8pKrPAETkvwX+daAFPjhoK93BtPX3Ab8E/KVD+x3g10XkH2fSOB680u994OHh79e1nwPHIuIOWsur+z/v63MRccARcPnVE1fVPwv8WYDf8cu/or2p2aXIWPS1L/+uGEJzROnX7KNSaeKHRxXxaMdeLE3xdPMlqWTkIqA3K7QCdZZkPT70SNojo8O5GSZaGrtkaLe4haUNju0q4G+0SCwM+0AKiQddwvlwmNgSmDVhHKjtEf1my/HtW3y+fYRG4dZgMWXSvUJMjNkSNivsjTVbVTAQdgG/XFKYkSRyslCeXLSvkbzfdNsPsIaNGOaLIza7DUYM+6sdprLYohQDSS1llclqCLNjti94qV5+z6xpvtb1ttSUAo9iorVzdOlxXeH3/EogD2uMi5RS8FJTykBXVyhCiCPGDtAaTt57n+Qsi9mS7UrIejAheYc7H3EbMKPnyJ5T6flkSpSWmD3kAczkz8EIRQvGOqyzU7XFHDFfESzXqfBTAj/2nmbyhlNEeayZz4ZvCpT4MpxGjsp20hwFwCCyIKcpIk4Vck4v6+00Fc5PctlXFcF0L7XQQwEvb4TKAKoYMbzX/ZA7zT3IytX+Kfux58pecGd2l04m0+vVbkV0gdP2jNlszoP6PYZNz/V4hfVCIvNp/AhNmVo82USGHBAjFFeIRcg2k0smv+XNf4sDvotg+RT4h0WkYzKF/V7gT6nqn3m+g4hsVfXnDh9vvNL+l4A/rqr/m4jsgf9CRP4Uk/P+x8D/wvRa/VhEfgh8weTg/8OqqiLyPwF/EPg14J8G/rtD179++PyXD9v/x2/yrwCEAn/jKvBN6QRJ4YPBYu0J0Uzrxy+qPSc2UhdDrRbRqa5GulVR/GR2sGrYVo7zjz5m2d7G+xPs2BD6geD3ZBexrmArQzUK5qqw9oGUA+7ZnuGkY34UWV2uUGDUNTFVtO6EMReG7Y6Z85TGYEJmJzXZ1RRXkxAGM8fGOVcIagzGevy2osdQXM9xu8PZhvg8S/v5KvcFdxR8Scp85c/sHNshsN8PpJRZP1yz/Lt+jkEcaoU+gzFQVIlv0jVfgxLjhoYAACAASURBVALEKFSVMuZAV3f4BmZxTrIrdruetjXkYfLj7Eel7Y5o3Evv+qzrSM0xrm5pzJz9akWiZxgiOlpcqjDlGev0iKte6WON1EcvzkCLUgTQiaTTGItqRnKiSSOmbr923hepkIn8qPHMgKcl8fHwDVn1X4UWlnmNy3te6jctpYwYM9B2k3FS1b1imTxoNWIZ3Jy9zKcjDwW8RAR7yIYXLbzb3if5TBwD26Fnl9YczWfUjfJMP6SRFtvMeLJ5xvn2GTfjLc7amwxpzyasp7QZbRh0R8w7vPckSVTqqHAkKRhjUBG8ODJvhcpbvMR38bH8VRH5c8D/weTv/j85aAH/T6CqPzlElP3GoZ9/VnXKIxaRfw747wEL/Eeq+pPDYf8y8Gsi8m8evvdXD+2/CvxnBy3pkkkYfSu+JUcNgIK8WHUqsNtWtPMBK4UkSrCFLAoNSIJ6Z+hsQ+1uEMyHnH/2Mc37HV01h1iI//lj7O8/Zvi5PWIdt2/dpkhFvr7i6QefYoqQlrdpzTVVvWO7Szy5Vk6XDc4tEbHsNhveuXFCzAPWJpLU7F0LFHTekscFXmq6qmbQjHMVpoDBUtdLtGy+rK0okMpkBntDVcFXk/LVWbr5MW33DBHB6EjjM7u9YYehALmAM/KKoPp6f6/7pqKKlimCragjpcRms6UmEIZA2zbYqkVSme6OlMnUZww5JUoaySEwhhFjLN2y5kqeMnQXuG3F6fiM4APFJ5ZHjlQ7TMmYF2wDinFyuArQnLECSCFVz8sMfP2arlPhb/aBs0o4D4X4XfkXVWnLnnneTKzTAHhUDbA7DJK+GPuvHIpxDRvaiR/s4CObThh2SfnpKvLzS8fcGMY4ojEQ8oAryv3lGbhJ2y0ykKsB1wR8sFwOz7gYnpFzoeRMWy2mCDsT8ca/OAfjPA5YmpqhRGIZMZhDns33Jt/6Lb4F3+lJUNU/AfyJb9g+f0P77/7K5z8J/MnX7PcXgL/wmvYPeRk59mr7wOTj+f8UMyfcb2ps8Zhi8NmyyC271Z5wNZA2AZGadmbZxsSsazh/fE5zP6M12FbYvhvRxYZj9w5ybFjOW4adsPTHzH/0C5S4xXoY9o6T2xFZjWRXOG1PSWOklJGUE2bIdMWiFGrr2YuQs2KMBzEQM+IKzlq8scQ0Yozg1LPuFy85pZ4XfjLy8udr4zvt4uyIMQmpxylDO0+aw3p1xV2NGOspaTLDqIITITNRkHxVD/rqt1jNVJrRg/ZhxJHDSAqBlCKVLUiZNAqrShbBHJbosSSMOsKwZ5OvGL2nrho0R5wz3Lh5AlxxxJrS9AQrnA2GXLcYAWsdpSiqk74gRck6ufoMgBhycaCC+QaPyViUh8N3VVOej0NhWTaQB1Sfk0a2QP8tiZeC9y07f8TO1JP8fk0Br6dDZp8LP7fwHDtHKJaRQip3yZIpukEwGAkIyqxu6F2kFKWoghduzm6jWvP58AHPA1sAjqoTfuH0F4k5UNsaUXi8/Zzz4RmjhheVMd/iLd4uMd6AuYUfziw3PaweR0JbkSuhKo5sHXPTILOWLDVRLYmOua0oOWCHRFoObP2W/PsWHFfH+N6h6rDOMwxrFm1HXwrFNtjaEUcHMrLarLl5dgONt2ibOUagNhmhEEJkt12zyRDryRRisVRNRwo9rgXE4KydIo29p8+G9d4A8mWh8s2WQ4oqRj7C6DVtd8rpg7s8e/gztrsdYRiQMWP9lDRoD6qgxoLTgxZy6Mcc3NBfVVnUGIyDzllsUPI4oiWj5eC0VkOfK9wwRYahU/VGAYopE6moCNZ71DrUeTRHCit8teJeH/HSs8qZ21pxLQ5nTrBlw/PF/hRMYNAX8VUCZJJa+gAhl+9q1ftuUKUre+q0ncpJC0CDakLkmwkcrXUoykbtpFEXOERpfA2bqPyNq8BNV6jHyHV1h1USdmvInKEqLOsRYzJFDYvmGqMjMY9UarnTvs+H/W/yzuwe1+GKPm1pbMuPj3+BhV+Ch4e7z3jaP2ZMIx7PXBak8lawvMWEt4LlNXACd+nphkIyHbEkttuRJ3rJabdgNloUj+06HIYYC9bVaGqYt55+fU1z1OJosMkzruBaVxwdL7m62LPbBk5Oj7l55zbr66n4l7We1fVA5R2UiiEoSsEYQc3APvT0JUHMVJUlG8eYEyhYX5H2WxrxiHHsh56cE7ZAzA4t6RW/CpPB8RvmMT38FIk4I1TS0tSWkgspJWIa2e967MmMaN204i8QHFiRL5mFnk/YDsUc4p68hXllqBDKOGlkL2SPCIh9TndFVT8/o5fnVg6MbgdPxJSME3q8v6Y9hdW6QsebLMuKIUNblEzBWoNByTmih0gqBaxYxDmUaazEWMRU4JaH8/87U2fEkjjKKzQ/pz4xqFbAt5M35hxRIo3s2Nv5dEruTeWGJ3/hw0FZRthMA8UmAkxmrX16+erP3IKjynDSBZ5sf8IXu59xq3nAjdkJ58NjVuGKO91dFm5JjBljDathy3YIHJmOHx57FnUhvvWzvMUB3yPBogdiwG9fg86M0pURMS2FQl5AwdHuoRkM2itVs0RFKKUc7PQVQVrayrEPG7x9wJZrjFSc755wGS65tb/JPfM+KSZiyqwuB1IsODsRLV72hVlzhsm36aoKFabvCImYFWeELcqRmdiBUUWLIM5OU1+MBMohNJVDxv0rDqND9NALvGEoBPAG6vqExrUc7UesveLo6IghjIQwsj2/pju7xVAUtYKokpNO5XC/NOov+3QGWi+0otiUQZWUIqIcfB4TKYuKwYqhbT2Cf+lsMJZUCr0m5ubwRSUBA81Rplk64nDKuBpR39AHz/U+U0xCqgYr09kYBHGOUjJizIvAXmMzGEHJZEZck7H623xFXtEMl3mHT7tXHPYdMCDy3cxpArgyIlknuppvO8AYhpSY2D/ffB27pOxS5tlgWdh36cvnVPmCD67OeW/xY25UDxAx5Hzg/i7Cne4BRgvvzxuWTc86tXyye5t5/xYTvj+C5bAMV75duDhnOVrewFnDxm7YI9gIZSjYWlCmaBiYVtXWTHkhycxompr9uMFnxzDCo93HZM1TQuR4xXG7pUIIQ08KI7EUjPXk4Zw+7yA12LLDmD0CzNvZ5GOxbqKKn1nO9xvcvKKyDjGCdYbRVpASlW8xrpm0HetRe+B1yS+dvG8cIn1BjItIwQgsh0itW0SWzLuWT4eB2XxOv99xRAKmpDixQknlhSbwpaRZYOGEthJMjOSYKALe15OJ5zD5GmMgZ0QsqOCsoRSDkBExGJm0pgqLyOQjMdpzcqtBrbDf3ESzRYsipSG5U9z4lNg6GhR3yGRXgTzVAgU1WGtwB9PatE3RUhDNyG/bvKPM0zUGmJfJYT/5Vp477L/OovxNyOInWWX5uncfeEGnIJOwBzCHio+Hp/+gFX792FjguhxzXHWM+pikG4zZU3nDLq4Z056YA6GMrMcrVCwr3uGj6zmP9h3DV1cVb/G9xfdGsCiCBqYrPjz/b5IvfS584UeWNnFhBz7fBu7XNRZDCYoVg6Q4UamkiORE0oIxLV03I+kAceDB8R2e9U9JZaJbUVWejo+4q7e5Xq0pOTGbz3F1e4jGKeA8tlsiYohDT4hhyuWoW7ytyLs9zB1S1whCzpkSFWMc+6Fgq0hSg6nN5Lw3ZSJuFPOCPPCbIrdiMVS24NyeRQos9AKoQQKLRct8vmDX79hcX3P/UARLFYwo2QokReyXbf8CzIxFhz0xP5/0wFr7QkCXUqborGSJODBQco+pPE3bvEgCNNbgNU/dO8UfB+JR4fIJkM9BDNYLRQy59txczhg0I1WDd1OZXnOgzLcGrChqhFTKdE850N2EjMkJkZcRUf9v4DWwCOfUxlBKfmnuowN2rzyDB3vVC0PkK+Mnk+kTVYJpvsSi8FWoKvunD5GSKSlRkVExxEP/1WyBP731xuMLcBkqon/AsV/x8eYTrCjrsCbliBFP5ZcYe5OxHPHXr2piqfnOMeZv8b3A90awiABeIOpEwmqn3Ates3jbJ+WLSwu3RvyQuL8ptFYZloawUU5mNfvtlHNirKeqZzjnMSXiNg+521jSzODnR9xu7vDp+lPu1fdx4nkcHpFIGDcjhIAeTFpFA2AQNYzbq8P8n5BqSc4FyZEYExIKViHYhBVDiAGxjqpuSHnAiTD6hlEz1kxax2I5sFp3fNvLn4tMZhkzMjcrTso5RhIwQ0lUdUWIgaZpKClBCNiqJhcQPXg+rEza0XMhxjR5C3mivOcQlZUTRZX03H8hTIIVg7qKEgyumiHiUDVYlwBL0cmxryooQoxzSjni7M4A5EO+h6K6Iuz3+FghKuSzX+TGOKOdfYQAKYNYQ2UFY2Uq3WsM1hkqbzhd1nTdksv9wG+nukSSilV1i2Ve0VhBC6h6Svmyw36/z+Qs1LXD+y/7KoyrCd0drrMj5Mkx9CatW0Rob70zkYSWjLl6TNZCfXwHU/lJK/wO2ERhn445qVqMPsHY2zR+SdaWdXKE8Krn6a1QeYsv43sjWOBQJ8mApIKqUPKhtob9qnARwuhIY0NVB5o5yCaxqDucGMR62sUJTpT/m7036bEty/K8fmt355zbWfMab8IjIjMqI8ksZZWUJSTEACFGDBnChA/AmDFfhwEMGSNGSAwgq5BAmVVkZHh03rzGmtucZneLwT723KOriIzICby3JJf7s3fN7V6za/u/11r/JseFbuhZlplpmcnRMAwwH488ToFbc+Btt2UwG6IuZM0sdaYPAxiDPuWL1Mg8e/KcMfaMWEtJFWVm4z0pRrabgW7YcqyesbQbvreOWCsYjzULtpYWVVZp45wq7K4T57FS8rdGFd+6FD/Rg7MKnZvZdq95Xt7gZcJKT9UOpTGZnHWkFDnGB8opsfk4c4qesraBiiKmgYvadtB5UzGmtMOwVnKKmDZQJNTaGFK0fVUpmbuj4auHjqIdOXsMjlJBzY63szLHRC6wqOfjj275D/7iM6zOmD6DUbyx1FhxMpOWkWArX31lsLbyX/9Xf4U6z2syx1QIVliq0lvhlCreCM86w/d2juP9HZeoIJvf3t7+jlIxjO6KxW7p68imLmxzXQ015d1+pe9bGJvILxMFRAwFSzIdSzFtP/NbnkrTuwq1rAJSCsVuMHGkmI6qjlob9spqTipPjRK//hKzwuulozPfI6+TVCvyO0PLPtSHeq+ABdYxhwMpuhJhDTULxukv/WJVhbcPnsNtx7ZP0DmiVA7uOekyYpwlbHqWNKNWiDlhrIXhFtVfwHyP2htEDZXKj5cfrb/IlvM2E8OEvbQ9QS0ZyOx2gitDMyG8DbhLYec7gnXklKkmEFNqgUpuQ6kQQt8Wz9ITSMQ44ztFgsE8HewCxirl20ywXzlEYjFAZejvuC1HBjliTYfqmg9iIsNm29TWgHWW8XzPS9eTK0y5iQlFVnPK0r7H2DZe86Xw3FVSPBKXhaqVG3/L8XxCxHC4uiHmmePjG/73/6fyb/7WYWxFs8OZ5u/mgnAfIUrgiTD8Wa30P5h5bit3j5ZjBjOdcPOFQQtdhMFl7uo9YjzhMlJub1mcYalNHxOLImKIqzL2zVJ4TJXL0lFyBKd/MLCsbzqKeC5yYDaFpI/syWg5oDoCaQWYXz+wRQzVheYL9kSd+w1Nh2q7TJQsaBGWi6MWj5OP2NkT52OPcWB9xXltpqYKObXHWl9xXcV6xdhfFmguK9ZVhfz7OaF9qPe83jtggRVcLG1yorVlzmfBul++DZ4XIX4R0M3C8KLQL8L9dA8PF/bXNyDC4eaGnDJd3zNsd+ji0buv8HXhOE/EwWHEIlX5xH9GKIZQtjjd8lZfrwd3QqW2Be/uCjCcGMELOSe2wxaZRtLliHWOQxfwTqi20nXt9czlSG8fOd79mO3mTzjuDhiXkWxI2dH3mbT85ojiJ8LYbpu4kpkD9zgJa956xYmlkCl6oa6q9ZIzr159ycd/5Xlpbnm1VJbc4cUQK+v3VyEryQifj4W9tTzrX3LYFWwaCd6v9OTC4/1bvDH0YcCa4zuihTVCMHZlwX3r2T8ZhxY4IYzF4o2hIIxl1whwLrOvGzpmFpdxzpJMZCoZK56iEItSFOZc1x1Ts6W5pAopg3F/HKj88huPgmWxjl06NnErW0qJ/DaBZNuvdCxldTHWXwe5pw/XLNRkmC+WfldwXUUobKdEcpFSHCUL08miFaxvl6l26RBKcu8uWb4vGNdAxlhFnrQ/v4Uv8KE+1LfrPQQWxVqlrkaJWtp4xlFx5xNiDeR2LzOhI3Zb3s63PFsidTci0xmJiW1t4UneW+ZpfHfg5WpIarEmMj5LzPuOF3ffo4vgR0/JC77vqUvk+c0NeT5T0gRSMeIw2jqpoTq6occXi+uHtuMxmckqIgVlojiLNZUXwzVxtpRYiOX/Ru+/hOGA3FRstdhs2HaVNGRSaiCqsJ4S7ebf94XrIdLliJGwgs2ImCuS9Bg1hGDp+54YI9M8tyV4rlz7xMFfkbuMq5V/iI5LbuDSJjLKuMBoCm+TsjGGG3/gBY7hYOmWMzHOLHEB61qnhQHN5JIJ4lZTy5XR90TPVSilAU4BChXjobtylHhDjcrl4WuOmnjsA37/GeoMZCFlQODJVCULiFFU2tVfcgLnWNu+f7q3nwjJ9Cx2QygTVs6I7IDxtzzeUGxH/padwbefja6NTs1CyYaShe11woa1A1fBOXi5ySRrOGVtzD2VlkkUDXkxLS/HKjYoWoSSDMtF2sdXgAlDQSzvOhpddVFa21i5/rYI7A/13tV7ByybUPj0JpEKvDp75sVSi0AWqgtoUYxrDKpqXbvFquHV647NJOz8gpeE1kopFecM3ntOjw+kGOn6jiUpu6BYWXBpy7Vcs9/2nHUi2a5pPuYLYXdF0mYaiLVs+xuc6xHncBSyqYy+MJYjUw/GBDrp2JrAIJ5lnknLzOn0FWmeOJ7uCWFgenjF9vYjxocXUJUrmehOSjCV83YizgF0j+uUSQp9nxhY8HrCBUNyz5hqwqYdzg3YeIVZFE+i5Fecz2ecc7x69RV/8fjnDJ8e8BiMOk4yIevb6t2C+Wm1U5ScCkdTOZXCl0tiayw34YbrfeVQE9Px7Wqj8qQ7MhRt+gmLtgAvvnWgpsqvWgobFAmgTtjc3PAX3R0P85akBtJ680faSOlbljZKiz4WFcQ11t2KZ/+k2JIl8Lb/jOvla7b5ApTf0q0YVCziOnJiHYP9CttE2/irZmE+WTbXGdcpwSrdNnHjLR/NWzKRjOONFe5Te/lLUYwrhDVAThVKMuRoKEnWHVD7MiUJUS0lGcSuwXAVjFOsU3KSf9Lv0Yf6/3a9Z8CibPvKJ24DUrm6GflqFt489hQMVYZ2o10TJmsVZFm1KmIY40BnHV09k9NCLls6wHc9KCzTRDcMRHosic9m5bw45vOJqVvIyTDHxLhMRCmw3BFDZRcS5iFTnjmOIaNUQnXgNgw4gngOqpR5IS0jU7zHDVseHu4g9EiOXG/3OBeow0eY8ZHN/eecdCLlA2ItO+dRmUm1crMRwiJEp6RhJDBjiGT7QMCvGo+CqR1dvOGwf8lFCss4c9gfUIR5nvHesdxX+o863Max2Mg2CZ+YiZ+ee5YnctOT4eNTB1NBcyUaJWrhYRbCYnjme76/vWbYPGLtmawJ51bNvhgqhlx11X02MKlKE2j+yqkmtGVzv3MMAs865S6sl/6qa46JvqMxK9IW3yqouMYcLKtrimmjIPSb//6jDlGRxnTTvLLefrMNgoihGMf8ZOPyK/sVrbROoQjTydHvCt1QuN5Ubg8Tpos4tZiwwVVLMmc+To7n2fImOb4e30Fn2/8BxlZ8X78B7irUAnmx5GXVbhml2xYwvCMfhN9NOvxQ71G9Z8DS7EScWKx0XBmDHU6ILLy676kIkit1TTq86gVrv5ktWwO2Oqzt2uIzF87nGecMzntyjMynE9YeqFyQceEhz0xLgSVhBkN43nFMgREoAlWUfZgxY0X8lp2/YaieWhPpMhGXE5dlQRGcaXuElCLZWqwRcIFSMilHeh+YzDO63XPGN6+5Co4vJbJsP6U6JV0JXizdKWN8RUrB8AWnueLtjrR4jiwUbWFhL90WYy/MnOnMhlEWailcxgvWWi6XC//w4x/x4tqz/+4tr7aPXBH4VB3BRD4/dVxWL3lRcE2S2IBhjRyWAmIhS+WOiZuh53D9Mc6fyGlGXGNC5WoYs5LWBbZISwIdgGtvyKrvWM5PcpDBGT5yA3Y0fM8XbraBx1TJqmRVlqqkFWSkgqw7JdU1tlkbANQiSIU0G5aLxXWVMFRcqG0s9Jv1hv/esppxdQF6YP6NjxExzBKaFcuv7FeaDrKBShwtoa9cXSeeX80Mm4UcKloNLsPdcEIUZq+YmgjRcB0tfXC8uXSc4q+zAZ7YYtYo1oELGfbfjL/k6VM+gMmH+g313gHLcREetiO3sqerHR0O342kbeTNW98Ee1URo1ySeeduG4zggWQEQk/OC/FyhFoYNlu89bjDNbimFo/H16iOmGu48te4WJm8IodAPh5ZIiDKxjp6cYgP3A7PGN+eeXu+NBGhsauVRsE5T4dS04J3gZTzSjUuuG7DOJ3Yb7dMlwtl+A5hfiDdPRBeBKIzsG2Gij6DniNpOpJCm4+Ln5nzgq1bVA3GSbPAl0I9V2JOFM2oOPb7A3EFF4AYR8YU8H2lSOViZqzpeNlv6Uzk87PlMRq0NnB5OocUkCdNxdo9RIXPTyem5cRYK2jluERUetKTmSXgjbA1ls4KN8bwl32PGoNqAVGeYpbFCJoOFOnw0xuud9/hsLWUIuTqmGrhLkUeU0UtDE5wIlxSJRfFaoX6BDRC6BTrKjlalrNlqg5jFecrrm9A8/t2M65GrBaUlUXym0oME13ryr714XeL+idQGQr7XeV7twvBZeK5InuDdZbBduySEGsjB+yntiNTA5uQ+MxXfv7Yc1qe3Nd+y1N5amw+iOs/1O9R7xmwCOfR8TOb6XYTB7NFcGzzwJ90Z06PCxcX8NcWzRXNyqaX1hnQXHuzgu123IQBXCV7YbSZ2SfUVKqpmJroF9jlyLxcuNeOzw5bkEwuiVvrsb3h47Dnpdmh8y/48fmBr9JXmFFAfWOr1Yx3nmGzwfcBJ5b7uzvEWFKa6LueaZ6o1mK04pzHCeSwx2w+Qh5/zsfjTHq20OdALoI+ZOwj5JJxVcm5ZzssjFoodcFWQ286fCdQIKYtVjZYD9V75jlyOp5Y0oIxhq++/oIv33zBrvyQkIUlKH+fR/Y5891uyz+3lVOunLJwisKYDUuBsqrfn34u7bQULjXwi8cLp9OE1UrWjLqM6RxGhMEYttZgyOS4MF4iD29/wsuPP0U6S9SEq01NbzD02yum9B1u5B94/eZ/I28HQpfY1Y946fZcm8DPjaH6DiPCJa95Ly2UpXUzgNS21LcGvCuN/LGOztJimR48tYLrKr5r1N1vU9h/CWxUCbXFDzcXmx2qiUYlKIisuyWEZEI775/cjGn7FK0wnxyuK/ih8mKAKy/slj33+UyZlGf9LZ16Jp2ol5lP6p5QA5c0s8wTai3zbeXlYWa5H4j592s/1qngB+Lxh/qt9Z4BC4Bwf3b83Ee+v5vY1YE0QRktt/uMLBWZoPTtAIyL4gMYBS0tU/yNwk2/R3dHjt3E5BcEoSuG2ZWmnvcDVyWy1YlzXznqjM+ewV3zLAy4UkmnC+fzL3hz+gXGBUQM+80WiaBaSSmx2x84DQszEzd5h3OeDJRaCaFjs3YzdrNBROhDx+lyYnv1J+w7w9s3P4XNTzg//xSfO+wDiEqzMkkGM2/x/cxtsBAUUYOtllFHdFXM15wpmqEs7Pc7Yrrh7f0dOSdub2/54hc/45/d/ynysSPJwnFWHspCGQq31bAzlat+AxtPrrBUwynBY1QuSVhqGzs11xnLcHONG+5waUarozhHMIadNQRRah5Jq4d+BbbbwKtXX/L8s0+gA5ZCpWKwUBf66+8xPcAz8wWDWZAEP/3y/+Lr84S1wg9uXzB8/Jec3HP+9tQCyxwQ6zeG+o2AILAyomxtXZZWcLZQe6EWQ85tXJYWQ78rbSfztKdZx0uCEupMIygcMcYBDmS7AlYLNMsI+clSZt0FvQOVc9Oe9LuCN3A1JCqFcZ44+C2dHzC1GWzGurAxW2SGQiTnTM2JXb+HcSIOM5/sDb947Mn/HmbXzgnPe8tNZ6gKD7FySpWlKLHq7x929qH+f1/vIbA0ecUxCW/cEYrgQ8CnwNXNgubK6dKRAHUwLhCiUliXzxbcVnkdJjqX2TGwSz0XuWAUfDVIFeZwoM4nXtjApvsOvlg0JZbHM5d0JM4TvhtQlM1mIThHf2fYhIFjPvHzn33O/d0b/vKv/hpXHHVZiMbgrWFZLo0i7TzOeaZlIo0FK8Kz61u60BHTwqXbYr2jvnnFEdg9/1N6u8XkCyJKRyDVjkVf0xkl0/Q0W93hnrhZEpmWM1ebDqszcR6Z54UudFhrGccRVHj4+iuev/iE0Ub6QclzG/BMJkJ9RPI9Rgz9smMjPdvQ8fHBNl1HXWNiUAqJ7TTxd0MCEXrxYHs6I1AWcs5gDM55tGZKKpSU8NYic6bcnVlKppaCWM+xPuCdw4dnMLzE9B7VyrNNYns58nh64KvX/8DH6f9g/+m/5PvdS356qeRcV8+zX9k/rKw07PrP2tGYqlALvhS0/4YMoM2lptHa1zJiyP6GCw5XJ5wmjE6Ijo2JZhxgiLJdkyLbfqXW9jOZTg4R6A8ZMbAL4PzCFCovr28J1SHSNFBJEs55hmFLPB0BQdNC6T3zfCIeKrlkNpvIy+T48ux+oxfZlTf8i9vA1gm1FFKK3HSC3XcUhHOq/LvH9Guf96Hez3ovgUUE+iHy1Tjz4DM/HJ5z3QWSGAKRfi7cjT06ebII1axhi0bZ7RJXwxZt2AAAIABJREFUOyV0lqkkZn9hV3ZYekbNbC89m9TRsUPMW8L8yP3Pf8opG1LO7dCwPVUtVg25FIyplFzJGYpTYikMtx8xxYjmjIyG7eaKtMwM3QYfOgxKrYXLMiPdFodQx0eM9xznRy5DIu8PBP8c/uELNpc7bPiE2m8pZ48lYVF2/TWP6RrpjuhqJ5JsWa3dlSyFaBQXtsR4Yb/fkYpy//jQfMpECN7z9Rev+ezPv9uU7HFddmfazkoNjAYdlNidKWWkRiVHBWvpwo7edBhxqBFuhj0vb25J8Z6hP9B1G5xVjB3wwRGCo2rCO8cweMKwYRonxtOZlJuqv6aIC4oYyxIj83Th9tkL/vv/8d9yOkVEhZwzS1FKec7p7muG8K9h85K77Iiq/Ef/+Q+4/Wj7O95L7RAWu148nH7DPCuto9HEShNeAccIFw7Mdo+YgiPjWeh0ItR53b9kFtN/MyXM0pI6s+C7StgUjGlRBC8OESEx6JYOT80RQZjCwqIzB71iHi9453Gh49o5CpWkkfurCb844rKw28Mu7Tgtv75I2Xmht61TjsvCMl4w1rILAWuEVJXud7hnf6j3p95DYFFCV/A+8foMD2Nm7t7yL8NLbss1D+aBuX7NdmPZ9gcu04Y5OayrbIfCzSYTBtvMGWePJ2DShud2w3I+onGi5DOXGBlMINR78vIWs/s+1lQoC1YKlQipYLgQNeOlAxsopeCtYbff07vvsb+6YpwnXBhQDHfHByxwc3XL6XRETVP2l2VkO2ygKvVZYOkq2Sp6+5LuzT1ymtGrI6edsuM5MvVIntj2nnl5RtJT8wvLiqZCzULOkN8UpnHi54+vmeYLP/n5ifv7C3OEFwfPp8+g5nv2MRK+3rPzE3bJGK3Yx8q1Uzb5wuifc1d+ANmhUhFnKKIYHJoEKYZsc3Mfvtnxn/6XPySejnTugDU93lmstdTcLG2qKtaFNp+sJ5yziO/ZeoORRqN1IaxebM1dIeTMw/3M47m5TVvnKFpJsRCGa6yeqHlGa0varv8IT6x3j/xWRyP2STMDWpuKU4uiCabcqGRqLFEskY7RHBBRjM14SRTr2x5nFXOqth2O67/Z2XQWep/IVplsA6etc8gYiQ9HEpnYB5bTic1uh3Qd1Rrmy4lwfUDNQg2V7lSpZeE7+8BPCUzRrIxu4coLnw0GLRVjDMNmw7DZAFCq8rNz5ken9GEU9qHe1XsHLCLw7GpkZ+GwheOsTLlSXUVi4kYDnfsOX+c7znrHdnjkervFhYHeVDpj6BZDnxwvoidlQ7CGeJ5YLo+MS6WKRfwVkxQGeaRn5DKdwHhqXIhlpFTl9vqazf6an776gpura8pSyWmhD4FlHHHWYIwh18ppipQcUePIOZJLYY4L+J50fIM3Bjfc8HD/lu6jHYaZKmB0w3z75yyPEW+vQQ6cjCKDRUpgHBequyFFg0rmb/6XH/HTv3ugmmbxrnNAqyc4QyqF6VKYJiEl4dO/Svzw6oyi9B2Exx/zLMAlje9ov4aWfTL3G05icdXhBaQIxjTmVqPrNoFdIaJVMdWv46y2NE+xUASM940WbgxVC1oKcblgTKDUSokzxprm8msM8zKzpIQxBmsMWSspZ9QqpVYwLd64aMWZjlQjRpWqUHL9TQ4qrVShrMmc1jaF/m98v33T0WC/EXbqCjIUfTd6UhGwzVes4NG8fu2qq5P2L1ObOyPsLbhSmT0kibzyD3TG8vLcPr9Ti+tBu47L8Ug1gnbCaZ9w5sR+cQQdcDsDVckl8939iYv23F0cB/F8b2jHxFKVTrTFRyukorxaKj8+lw+g8qF+qd47YEHh+TJy4yZst2c3wC5uOY4zEh/oO8txsHxcXiAZcm3L+FAcISoaE3mJxHhGjPD51rAPW+R+Yrfd4t3A7O9Z7Mw87tHquN51WLfnyzd3KxNI8M6yxBGWE4/Hic9eODoz4Lyn64dGxdWWWZKXhVruUFVySfQhoFrBOlzXU+PEfrfnMp5YUqRfdvhgW8zuQyaXa9gkzmdBO2WRhCMTTIfmiHWBEncYA4M+x9QZNQtQEbPe+DEYzWtSZKZqJRewrrkZ5pwpJWNwbRm9quURUFGMZKwTTHGoTUhtyu5cK1IsGEWdYnFAoUqlqlJKplbBikGtxRiLdRZR8M6RJBPYYo1lmjMpJbwYFIdfrflLyagagunw3q6O/oLQ2FfWGt6tQGpByKh60gKahSqNveXtN51JQRDbQsX+MWKOdwt8A3hQbQwErTSr+yet5Po4lTZWNP6bdU8t7fOGQViKkrJBLpFdcCyhkqSy9IaN7ylGKQ7Cpsf0Dt8Fkolcm2tMgcCmiSQFiha+fPUVNxvHd3vP26sCNvL2bPj5pRIMHJzQWSHWljy5VP3NwPuh3ut674BFAauVqzJRExR/xbX0/CKf2SyZ7SYw28Qrd8TTETB4U4iXEfN6pqzmiCA4YzjgOY4L2xJBB1IZic8z1hqqGuqlh/jIeXzFdrNDVQmbPbVk4vKKt8c3vHx54HF8jS4WK5abwxU5Z3Ip5JwY50jVBZFGfb7a9jjrcChlPNKHgDGGJSWwnjwubHCkTWIZKkSPcRZNC2FeSMGhpaJSKVYxoqiuN25XqCatR6VgHVRTsCZQC/jg6foeVzJqCuiEMY06nEvBSMCIRUUpeaYgGKMYVbwzoBa1sYV6qbRMD1cQpLG4ANR8K664Yq1refXWoqXl0FjnyCk2E8+iSJoJNqAObp53vPl6RLXFGmutGOvYX1/Thy/xPmONWSOc289SxIAYRApGDFZa4qSz7RAvqb2OKoo3zTp+cJbxj7SQf4ptwICsjsO6djRUmqZKtREB1iyWp/exqmAsVDXoXFk2wtzIfcSamAclekVlor+c2QzXiFg2smtuzjKv/t4GVSXOM5vg2Q0HuJzZDZbHfeIRYSmOpcApfSAZf6jfXe8dsBiUYFoC4VWeidLj1TBRcLky300tNEsds08sthCqIfWJwTYhXbXgs8GEjo9kR7y7J7jMcnkECXwyXqN5IY0Tl3lh5zJGZ6R7QRxP1FIo6cx5fMOmP2BMIqaFznuMGxinC85YplKQCv0QEGMopZJzYYwLzjl2uwPGGPphQ1wmtsOGXDJWLL30zNOEOzddt8qAc1Cnha4PLGbVZ3ihUjDGkusM3UQ1lSoZo2vqpGE1flRKrizzgqKr6aBSq66WK4p/Gv0gONfjxbCxZmVQtb9hFTvWd1nvSpGKWRlQglCkUGr9xgZGKqFz1KIsU8SswKAAWhFj2feBhwjjeVm9rCrbYUPvPT50aErEOBFTxBrT7Pj1nanJt6y41tegilglGOGSW9fybbHiP+UR++7Wv1qr6Le0o6QWStd6wPZAa5SxFl4EGAJod0ALlEvFKCzSnAJMTpRQYXKMOlJ7Q2cGjBVijEjXLjOqyjJd2O72ZFVsCOQ0ItUyhILgPuhWPtTvXe8ZsCjXfubaTe1Pqut8OnG1M6gYSvZQLdZnrNFmxKcwWE/+1GCsaXRRIKnl8tNHgs44f43tesJ+QVLmePeIDQPn5Dj4SKgnohh8v0PTyDR9TbA93j4nlZ+/s6g3zpOWkX47IDFinMX3W6zvVo+pSs2JU0xomdqv+2B5ezXhB8sQOzrXY31PpzMXOWFGIQaLCx31NGGmBel2SGkCQJWCcy3zBYQ8W1SaU3NVA2LpBoezjuAU51xjXmnrJqBFC+eS2Zi2K9EnC0cFo9JU5iKNeSayHpFtzPR0tD/ZvVRRnnoJUEotUAw5lfXrts8xdrXTp1FrH8fCnCucIrvDhvkyEVMCVWxc2PYbnHcti2TNha+16YXa6K4BpWj7uatW6uoWUJ92LdqEsk9BmU9lRHErOLTVyR83H/q2sFKtNqNU07qmpospHMzIS2e5cge8WiQXrkPmnEZcDfzd33/OZTqSugKPiYCjH3ps/SniHP3B8cM/+2H7OoB1HmMtl+MjLmcMFd8p+kFu/6H+kfUeAYuytYm/2L2mM80W/142PNqeTjMH23HcwTkncrpQp4IJFlwDk85YAo7klNkWqihzKcz5xO2nHeN8pIQTc37gM/sZ1lqsD2R7oNQLg12Y4gVVmMYvyXlht/0M4zerZ7uiNVGWadWoOAbvOV3OoJWFUxsJmZX1ZG1bzoth1siFCKny6n5i83LgOm84cCD0gVe2YIshOkdYOuoSsaFSvaeKIIuCa/N9nZ8cgytQyYAxFtUNzjhUI1VrG53kBiaqirN2HWcpQSxR8zvbdlHTvBOLRb0i+JYzD8SsuKI4eepWlDwYDJW+S2sX0+zx5ylTS27dkeq7ceElJVguhGEHxjVX4GJwwRNTgwu7ssRCcKDNNcBYR80JVcVYSy4G1DV/LKQtz2kYZE2bTBmRFVikWdnTuodPbiM+JIIaUhWOZ88YDakI6Y+wk1eFWk0TVXp4MVi+ngpX3cifbQMbs8Grh1yoCE58MzBNlT99+TFLuWUJC+l5ZC8HDHa9wFhM33QuWiGoY3u4Ii0L/XaDFeGyPLCYC2nxH7qVD/WPqvcGWJxU/vrqC25980xKKhT1FGuw1ZHPC+eHN01YmCOZ2kRmNdOHjiF0WG+wCH6p2JsBtZ7qDHf9wnl6i9HA4A+UYHHWtqWx27OUrxhsQac7Zo3EdGG/+Q5uuG6iOnsga2LwHd56/HaLMcLQ95ymqdF+cyFNkev9npvbZ9TcxGjdZsvl8sgneuAcLxyfVR4vI3pQTIR92rGvgQdrCGII/Z7x8Q3ECH2H1K7dzlMkOIv3zVhR10RzUcHbNscqqlRt+Se1VlIWvA+reK82saIU9tYzaQQyVQJVKhBJRpiKYAQGB1Vgyu2w3hmDaYsaTIVQEw9zZNt3LZgN1lEguJXR5bsejZE4AdUxX2a8c3z23e+x2w6UqsSUV/KB0HWB/dWB8LoiKNZZSmjvD1sErc3sc5BK7+CFFP5ZJ4xZuPSrAaYR5tJGZnVlQh2GgtlfeDMlXvYBZ4SPukzBkaPy5mHgYf4DwWU90UWaC8B1MJxSYeuUQ7/HYInzzHI+sdntMdWQzgvb/Z7d/oCinJZHynPhhuvVR02pUnkob3nQBxTo79vMM4gnHDqm8UzpEskJ06n/w577h3pv670Blq1L3PoWpnSqga+nxLz3bGRL1szd6Q3jMjOIfZcBX2sllQxViDGTa0ZLRc4L4XHD4fCcj25vqTqz9YHSWTbbHVlh3/eczmdqFeYSuOkjvt5zf84cNh8jbkPOGR8CTp9TUmQqhrlWWEaCZrabDdYIdhjodHXhNZb7h3tqLYByDVCU+e1jU/MfDPvrQC+Ovdsz3h8Zi2A313gXiFWwPlCXgrPd6pI7NfNGY9poaz0w17U27/4kgjEG5xxGDaUqKcaWMuk81tg2HjOFPnXkEpoOw2ekKoZGMTYrNcoAwYGtUFdKLZ3FVKgxohVSBB+aLb4YMEGap9c4stkM1FooqQkKvQjkwv3rr9H5wDRPpFrIy0IpmWc3z5nHEzEuUDKh61hMhGrxRuhNodTCqJBL5T4qU4GNK1xLCxlTUSKGh6Sk0vYuQzjxOD4gRbibRizCIRw4bLaM7sxuKjzMf9ivmtaVqrx+j35+ycQCYxGyZoI0bU8oBS/CeRpx3hP6ARGh5sRcJpCOugJsSjNHOfPQzeglYg4d5hZkyUgfiPWCDMrsrnj96DjNH0ZhH+ofV+8NsDx5PsVq+FFMTJfCjTXYIJzPD4zz3Ob3Ytm5jqVmYs2I6wDQUrCnhe9++gPkuSPmhf32Gn/wnF695WreU0bFEqm9IRwOHGgzfF+/Q1l+zGU8s9t+iuueoyVyPXTkGjlPD0R9TbAbuvADbBhI04m0LKQ5ksqIcR5vDca5ZhvlA4jheHrk2fUt0zxiXUcXLeFNYbjeM11OdN2ATpEYIw5hlITzPXo+YUtsOwrRtreoivOeJ0hB9d0i+yl0S1ByTpRamWMlhNCW6KrNWUChSIUa2pjLKoIFzViT2dNRnaFI04h4J1htEQJSAKPYkiml8vKjK8ocqGrayt9Ie/25UpZInGfECH3XY1MT75XcKMd5mamloFpXunF7HxgqJTXWW9vnCLZalIiUhYjnhCcXeDsqXyWQ3LqpIDBYpRdlp4XrAJ032BCQ2iMGMgWNBfWVeT4h0owr/+BaacesP5UnVtYpBh7TyIvQ0YcOkwtS2/5p0w+YUlDTVETjFdQ84ZKSfGUeMrMrVAsmBHwWgu1YhsSr/AYeL7jtd7h70/MYPwzBPtQ/vt4bYMkYHmvP3TFyWi50eSBKoiOzyEphFcNgPI95wWK5cR1TiSw1k7XZx9+Nd2yHHd54OtNzfnuPqOJ3lm02mMXxYBJHe+G63/F4f8c8z4zzjEtgdgfECBvbsd0FXr1+RHBYA0uacDKhJeMFvjqdmJ8J1TokVswl8/3DNRvXsSwzS4z4fmDqYHd7w+nuAamVzeaK8e0jMSWurixO28I91YStQqFHZETqCGa7eo6s5ohhnQ2x6jy+pdGwa8fiQ8DVipKaoaFWrLEYaTRhNYIamEUJtjKYtq+pYsAKZgWymJXBm3cWKBjBaKXMiWU9zK0kpAb8CnhWDUkK1AxFEbW8uc/ksZKWmVyUnCeGsBBTs2zJKbMsiT4sXB0c/9l/8gInyrMXt5x3M2IN+3jh5bjwE/enfGFfEhU6cVRRrIFUG1NrKmAQ5sXhfWVT4NNBeK4Hln3GKmhceDjtkCDI1dhEnn9orYSBX/o3kIrnF+OZg5/pQk9xDs2Z7bDBGoMa25JJEfxFOT9MnF4KcVCyWX++CvszBPXszIZx+YrH+y+Zao9ZAkv9ACof6g+r9wZYRIUfOcc53mPUst8+Z5BrnnPNcljACuntmRgrEgWDkKmgwiCBRS3lds9MZp4fyTUTjdCHSA6G095g7ya2k8dPgBfGciFWEL8njQavGa0JFJyzZBWG/TXGWs5z4WdfvGZzdcLqjv3hpt1Ot0p61ujRJgkyGtJpYV5m+tBjdx3/Or9lawJ/fnONqcLp9MhGLCE4xvHC7vCcyQiSoTOGYhUdPHkZsdsNOYMYiwuWru9WG5I2D1Mq3lY2nTIEoXcVx4RI4WqjHP3HFBUKhmB7yvAcOk8NA1/PSuiEPlww2rP8T/8zqgkTM+5SCDFjaiXNC7okTFFSmphPZ178d/8NMGBsi4BOKYJANIVChdXCRYzh3/yfr/nyFzMlR55O4M57jLHUp4AswAflP/5Xz/jrf3GDiNB1HUmaiHKIBdsF/l6v2VqPLIrHUCo4bcQCh5BUMbZSgYQwKyQvDFZwrmMyC7ut4fK1wXvYZsup/OHLe5E1yZRvNCzr3/Bm3vCzYeT7weBwjXWXK3lZ8F1FrMOo8rF/gbyw5JpJl8SxnrgMmc1s6N7C1c019/Mbfnr/OUvtUfNnpNr9wc/5Q32o9wZYCrDVDbZ8xHKJGDVMCYrved7d8PVB+SQM1LeRt/VMXTUjTahn2PaeG3Not2RgcREbhMPtSx79I0sGd9OhOcMpcYp33ObbRnXt9ojrSfMDfT4S/YFUYIOl63cIcG1vGW++5vpqg9drjHNsrCG9mrj70ecM33/G5sU12VTSPJPEkWIkPET+5GrPj/KJt3XkWe3ICnXYkBDyeOTyduJvfvQ15ZLQ2AwvLYXx/iuM35JdoGZPrIXvvLzw3/4XdxgyxrQYKm88rt8QjGEcLzyemiXNpB0/uf0P14NbcN6h/R7rDXhPDhk1kGxCkqP8r/8D5EJRpax84mzaoem9oCWj5cRgLESHzQ5rC8XabxTvlSbmNCtDDNvEqE/2KsC3T+BayzdjsFI4TyOPZ9c+XgvWB6gFJ19zn+DYhTa6qqY5WVeLVdekPEmwpmBtXseEzfrlMnqunwm9c1g8nTlREd7eK+VkeFv+8B1Fm0Q2CxX5dsuCUIrlJw+GvL/wnc7iQyClhdlGDlLpbUCkw67fByeOOmfCJDjTsZGB/rYnSeYXp58ReUE1f7KGj32Q03+oP7zeG2Cpopy+mLFT5TB4hIlQMz/5xQPb/pabzS2uCi4Yttcn7qc7zmlmLJHBez796Dsc3QV9HLHRMM8Gaz2d2eDsyOX4ijoJVzc7LvUNaYnU0fKs35DnEesOwCNBFpw1DP2AD4FYJ6iF6A3iAm8ev8ClxPX+hi2V42Vh/ndfUlNi8/wKyZBqxfZbjLUslxPbU+Zf7W55ff+GetjgjXDJCWNbONbxbuJHf3NHSbEdFynhnCFroi53hN0VxU1QPHFn6b00vy5pSYxZK6ZWjA945ymlkEtpzgI5NxsU5xjCBlMMUtvC/doBWJba0hi9EUotaG103iai9M0iJlUKsWlWqkeXTE0FrGIUclGce0o5VMS6Rm92Dt8PGDc1rQdN4Fhp+5ZcyupZJtSSSbE0irXz1ARu2FOnR6bLkX/7YEnftdQKdvEY1/5fapRam060JsFWT1eUqpGiyuujJWjl2W3BB4vvBv78xcTbiyMvhuWP6FigiSNrbqNJ/dbeq+l34KcPHQ/byEe7I/2mojnxlplbPD0DWivH+3uMaQr7/e4aZwOxzmSb+eLxcx6LofA9FPfb/dE+1If6Peu9ARZdKkMBvxHu88SmWrZisSby+f3fMf3tkdvNgaVUvvv9f86nh+/xdnlFPL3i+f6GaZ9JJrObDW4x5E3k/ObIoXtJTQvn+zds/XNKdpxrh93ekpJibCB0HS58Qje9RktEKIzjBXrLV5sRJVNtYWFDuTxwPWTmuOCdI/Qbrj76HsVYhntLKJa5Kt404yqh4lyPWQovnn3EnBPb3RXHx3uSCFvvURbeZXqo4gBbhdx16HKmxoixPWoqkhzWblCxWGNW4WATOYIgRlqHUCuOgrEW41wLoaqZWpRpHun70ixonMGUtqjHOKgLhsYog4qtbZmeNXF/jtxeDRRVTMhUmwCDd+CsxXhLWiLGOsjNyuVJuNhICGYVM+pKMYbmkSL/L3vvFmrrmuZ3/Z739H3fOMzjWmvvXbv2rqruLpJ0EhKwMbmMbSOKF02DQuwL+yIQBYMh3qggRMEbDySB2AiBNgRFWwyCQYIG0YsoEkRNJ53EWIfuqt61D2uvteYcp+/0Hh4v3m/OtWrXrqpVh64W9nwWkzXmN8Y3TnOM9/8+h///T9HMnYlKUaqA5OJZ4svE0J+Yup9CgVgUGxIpFIzAIi5cPXmAOQvR3EnhKHmeeW8s3AwtmwZWIdB4x6rLTNYh04/44V3UDzR/Wh5RwX93DJxGx3o9k9NImj7gkXnKu2c/zSac0WxajDEE21TxzpRIJfL+4Rs80xOue4exr6Zi9+RMfrzqAg/x2YnPDLA4I4hJRIWtrTa0N2WkFOX03vvgHfvzNSUJWQs3NxPb9ZtcP75CXOZpv6dpPWVtGecjs890dkVME+NtokxbJhM4HEZG01XL2UbIuTCPPXMeaYzQn/YYd0MJl4R+xEjmQMJvhYsna/r5OdieKbZsLh/h58QX3/0Z1pszWrHc7D4GWxeAOBxZOU/Oid044gdLs96CNWy3Z9zcPidstsS4I/u6CJskqLVVrkQaTNMTpxETGpIxHHIilRlnWzTPGCrnQwvknMk50XiHtwaV2sNIOaOl4EUx63MMhpJz1SdbGsgi4IJfxorL/cSZKsRSyYZd67BmheaEy4Foql9NcAZrLFly7ZnkQomJOCd8EzBEyHFh9FN7WNZijGHOd46MdbWMKTGN4yLNojQqdDKyG2fy4yvulu6ohTLWceiC0vj6HJ2pwo9q7ij5BeJE6TYco3CMALLojbmqkvwjrs4iS9YS5XsUqISULLtdC7RItjyLX0PjP2bbXjDEE4Y6tj3mERCKWAbbkNyX6cqazsp9w74xwmVjSAWOqTAkfQCZh3jt+MwAy93U5qQFbxwOwYslG6W7OEc2Lb0DscKz+RkXpiPverzv2F50tPlImSLFCTd5j/drHj16RD+O1Xu+7dGUmPsTxRrUOEbfcuoHtk2DW10icUXqe7pypMg18zSTVp5neeJLc0MoG+zmnDTPnHdrvHNcbDcg4Bzgqhw8IsR+T2Ngc3bJixcf49oViOG0vyH5wLpbcb45xxrLnddWqa0JighpjlgXMF1HigPMCW0NSUesRkR9ZfiX2lMqC7iIWFabLWDRkmmb5h5YVAspV6Mt5a5sxVJSU2SRgqltA10EJAtzFlJxWGM5jdXi93TosduOcR5og8cGT/QjohZJtva/RHDW0gaP91U2P6YERZlUaUOguZ9yA2sdqlL5LzljQ1WGtunEPkL2d6ZeiglVHi1rxY5xhpSFYKkkzaa+BqYRfPNKearG4lz84/0AG+pMxfds2SzvdVSmseH9MsC0rxwif0nGAR0geHvOhkv2vQMrfPnM441UaR4rrIKj5Myklt+4iZzSA7Q8xOvFZwZYALxxBDEcy0wxls4GUPBvvMVRE1PqmcrM0/QhRwLXsmajHR987DnbXHPRwTG+YGU3FCxGIK4j5+6CM3/BTRmRU+SYKxFNc+akI1sUYz3FbTHyHIkHaDKxKO/aax4R8Eclx8SsKw7TBzj9mMOxv+O/IyiPnrzBer1ht7tls94iIhz2t6y6FYdhwLZrCsI8T6y7FZuzC549+6iSEseCiEOX0eI5OLxVrG0oTknzCdtYVC3BWkqesYt0jAJeLMYagusWFryS+pE0jUxZQQvWwemwr4RJv62Adq/Gm5EgIAm9a0ijYGXxGBFyrqx6ayBgcL4lzqda5ipVT96ybN8RUpWaxlizAFsVyrzzYwGY43z/93daSClQcsKYqp2WY4+mE7M/p9iAAbwVpvKyJGQWwy7vKljYO8zMCdGC+vC73pSo+mCL6rH5/g+n4Qxsi+IQV8hAlraevMRUBJ/hysNlY3gUBBHl2J8oAokVaZ6gWfGAKQ/xg8RrUbdE5M+JyD8Qkd8Ukf9KRNpXrvvLInJ85fd/VUT+voj8XRH5X0XkZ5fjXkT+2nLdPxLVkr93AAAgAElEQVSRf/uVc/5ZEfnHIvJVEfm3Xjn+JRH5OyLyFRH5r0UkLMeb5fevLtd/8fu9hoJyO048PZzYHQZe7Htu9j0f3u54vj8SovAkbGltg4hhlMwH7HmqtzzVj/itw1d472aPS0+4to/4Qnib0YwUW5jCQJMaXowTk778Bqox9FbviXrJbvDekeKElolUlNyP5N2emE5M84k4GZyzDOk56j1+fUnYXmFDx/OPPsRZz/XVI+Y4sxsGTtNEipFVCMTjLSvvuTy/quZguxua0LBdr/A2YFVwztaGuC+IzUxjw+waSsnYNDBHKBhECiYEjHVYW0UplWqwBWCMYZxnrBVC8AvPBHzbsr28Yr05I7jKPwlNwIVIlIHMRNaJVGaKJsaYyGVm5RONUzYtdA1YjQtQ1DKaqMXnBqMOLUoqMM6ZmCJFM+muF4RUtWO0yq4smUNZnCRzroiR5on5tMPpzDz1pLO3UWO5Cobfv7V80mV3SRQrSNtFHFIVDe13ZCu/WyEG9DV0x0QETAN+i/gOZF1/7qe9XmFdAl/aON5uIU49pSihaYjjSH/YUULHN/rC/KPW8x7iMxXfF1hE5G3gXwd+TlX/EPXT+SeX634OqqrIK/FfquofVtU/CvyHwF9Yjv+LQKOqfxj4J4B/RUS+KCIW+FXgnwN+FviX7sAI+A+Av6iqXwZugD+1HP9TwI2q/gzwF5fbfc/IqmAgeItvPKu2xYf6/yo0GGu4jScUWLkOb331ODGFXiMH7Xk/fpPfevF1jscAeUVIvvrW+8TkEh1N9f5YyhEA/npD23ZVLr94jF/x8d5h0olSEinGKvJYlBgzJQea1ZY5j5TyAqO5yo34gGnX7I87yuIe6do1frXlNE94H3h89RjvHLvDDdM8cBqOhKahC3dgVjDeYNuID5DnlmKEXBxYQ5lm5jlXGxCEmArzPJFTIue4bJfhTt7FOofmynSPKVEAHxq2F1eY0JKwxCzMGQoO7y8xpUVSiyktJrcMfR3h1aI0tmCN4jyUBoyzL7fmGZjAlJqVeCu0viY8wS89I8CYqnpsjcVYi7Om/jiHdR7rGs7ajottlVy52HQ8utrizx8DwlUQssrrlbGcB/sTTPoN9/0u/RHXeW/gjQB/YGu56jxtE+gWcmXJiW67pW/O+M195lt9fuivPMQPFK/7rXBAJyIRWAHvL4DwHwG/DPzS3Q1Vdf/KeWu+3b5iLSJ3Rd4Z2AP/JPBVVf06gIj8OvCLIvKPgJ9f7h/grwH/LvCfAr+4XAb468B/IiKi+t2/biLg1XCcq5fHKfXV/VCVMSdSmRhcrM3okgjWcxnOOKb+/j6mkohywzj0HKYrHm/f5NFFx67bMZuJy9AymoGcKsehsXApjrPmnPHU460jrAaG/is8eXxFat7AO4eWyDCeaDuHWuV4Lpj5wDw/g6MH9RjnEd8Q50gTEqu25Xi6IXRnmNAyzyMaPMfxyBRHaDO+WbPf3WBMWKgmGWvAqGeODtWMZotIobiATCP0gsFR9E72pA4zIKZK2aeafSF1nNeE2rsoJSPkZdIqU4rWya86DoZZ5ENU62SZUEePhYkmCBrNYl5VORtzmrFLD8aE6p0iUp0kBaUS8ZXQNrSbjqYNqJGX5liAMa6C1p17FkrOVXrmrhW9NrcU8ahpaQTOveGD8fUW0p9UpvJtj2m0qh2L/tBUEwM8CcKX1oKUxDgWrK29uJQyGMNHpeG3j+mhBPYQP1R8X2BR1W+JyH8MfBMYgL+lqn9LRP4s8DdU9YNPfsFE5F8D/g0gUMEBKgD8IvABFZz+nKq+WDKi33nl9PeAPwZcA7eq92at7wFvL5fvz1HVJCK75fbPPvE8/jTwpwHefOsJIRgedxusVtXiUtXq2eWRF2WqNual7so761mLZRvOuc0jt/HEmCeMGE5mYswfMuwOXI1vcn1+BW39Qupww3ycFiEqRW1GHjmctYzzSJoTpUB/+y24WBG6DSVaVptLnPcYI2wloW9d8t43/z5+5UjxjNBa4jwhPjCXwubikrTPTMOxNmtXGybbM/uRfDFgG0c+RsaxUKzDNw4xPSkLUzRY8r3/unWeJIEyR6bhRMtEdGvUWHKJ9UZaSPOM2KoNZmz1Ymm9p58cRhzGzq+o8VY2f4X6pVPkPXbx172zDO5axWiDWnt/nkIlmhpTy3Amk03EqAMxaMmIccwxUk6RlCa2lw7OPa4Idi4Eb9is18Q8Vol4C20IXKw9Y85V9yxHbDixi5YnKyEExeWZ/ViQrFVrS16rWvwTivqBNab6sxj5wW2BvcAbDbzTKq33/PY3PuB4PN2XMtu2YfPkLb5xegCVh/jh4/sCi4hcUgHhS8At8N+IyL9MLW39iU87R1V/FfhVEfll4N8BfoWamWTgc8Al8LdF5H/i0/dd+j2O832ue/V5/BXgrwD87M/+vmWNq74V3jqkKJnMSCEuZR5rLE4MV66jE0tCeexWtMbzTI5M5WUzeBMcRW/44PmRrXvM4+tztmnF7UWPrgzOejp1xHFifzyg1iOzsp8C6+MO094yjzOHm0iOSmgcbesZp8LF+QXX6ysO8TlPn42ceuGyy7VkpwofPuU4DJxtz1DgNO3BZlJRzNBhsNzuE9Mws12PjNMekcKcqkxLfKnaAtmBKLMaxmFkt79lu04kd/6S5y2gmrA2IMZTYiHOip8i2wQmJ5h77GlCnt9S5kQZIpoSZZ4Z++e0KWMuNtVHRedqc+zOKdGjUrMK6wLGKN/8jfd5/zcKJR3ph4HDcaKxW8hu6QO0HA8HQrD8gT/yJn/il/4QcSWYBPQZg9I2LeM03X9irLF0Bsz+o6p5ZjJOZ27jhq+8/zGXwdI54TBUMJbtBbiXU2W/1yFSM0jQpd/CazXyXw0r8Na8p12fYa3lS198l1cT/ZiVr50KsXyPO3mIh/g+8TqlsF8AfktVPwYQkf8W+Peo5ayvLtnKSkS+uvQ8Xo1fp5auoJa0/getY0lPReR/A36Omnm888o5nwfep2YfFyLilqzl7jjU7OUd4L2ltHYOvPheLyJpqQKJKIVapgliaVI1bVoZDwKZwplpuXAdBSWVjAfGPHHhOw7JMpUZL3VcuTWOZDIlf8T7H+9YdRf4fka3kH2hJ7ItTR37bTpKbHjrPGJQrFFCY3nz8xvKlEGU06mQ4kicJmDLG48C593A86cdvr3AiKnOhnHG5IlWJ5quRUxGtFDIaCqghfPziflswMXMz/+RRGiA3GJIiMk4A9aCswXvHI3f4KLytf/+W0yHkc3qjOJs7a2oormgGdLUkaJld7tjdl/DzTMiQkyRcdNwfrFd9L10KW0pyoHp7Irh4+cUmWlai5k7kmZKnoFSrQC8R4xQbiZuYo+xibkUinHEpDhjwGRKiVVK31Z/F2cMdvExFm+pfiueVkCXhokYi3eGi+0ZIDQoOsJu9SbanfN466tsyiEtgPr/Q/r5HXnxjo1vXj+tEODdlWEz1oESqEMYwL3fTa/wdMzf/U4e4iFeI14HWL4J/HERWVFLYf808BdU9S/f3UBEjnegIiJfVtWvLFf988BXXrmfnxeR/4JaCvvjwF8C/iHwZRH5EvAt6mDAL6uqisj/AvwLVID6FeC/W+7rbyy//+/L9f/z9+qvAAQXENOwS0eCGEpJ4FteuMhhGrluzzjbOpJagoYqQJgyLtespVXLbjrRl0TrGooWvjXe8LjZsjKBSSJWCi/6nvEE/oXQvhXQR4ZkM9baxcO9wVpTd+194sXTEffYId7SHAbmsWCNIZfCcT8zjdBtC9uzkSltce2mjsvGAz8Vvso8TngNWB+qc2LJlByxNmFyIeeqSPz5P6jEyQBjtVbOd72HCrZI7eOYonx462G/Z/fsI7pty4ylFAMqtCtB8IhYfKOEdsKy+Hz4jHF1FLm2NRaNK1MoOXI4vcD5SLABLS1qamlLnJBzrgMLZIwRxt0ebR9jnKOxdUhiiJFEApQouTo/4tDluclYEFMdP3NKlJKryZgYUpyBiFXHi9sbRGDtBpRzbmWFiGHlhOcz6GuUv77Px+37xg/dnxGqXp0VjFVKEox7vZJY54QrlzkZi0sFhvHeUqDpOhLCN0+Z+SFbeYgfMV6nx/J3ROSvA/8XVd3i/2YpL32X+DMi8gtApE5y/cpy/FeBvwr8JvXr8VdV9e8BiMifAf5H6sTZf6aq/2A5598Efl1E/v3lcX9tOf5rwH8uIl+lZip/8vu9joLj8fUX2I47Dv2eQ79n7BJNZ3m3fYfGXvNiKuwSIIngJkSFrhnobKQtLQTQvqdPc5XZN47bPOPF0RhPopBkJncJX9b0v5MIL6A8aQiu9gTEBDCWNBeaopA7+p1FnSH1QkyZVdeRMYg1iLUcbjMXj0biixviCHmeKlCKqSA1Vw2wOgqc8CGTc6nKvA6kWPJsKMtEFaJU263abBcsajzkRNFEdoFiziDf0h8msB1ZqrpXaRRMdWX0ziCtx5QJUETB+UwpuwouAKLEONKfBs7efoxOHZINxiy+91r7HSrL7lkBFbyB7BQlYktAs8WIMg8HfLvGSCHmTJojca4DBdYHcoyoCDFGjDGklBdHzPrSi9ZykuaISmYURzKGRdH/O8aMPxl67wK3/H8HMD8gUOjiRvnq5O9rgc2is6KLoJeIvjQDe41TQ9MCim8COaU6BSbC07maiO0eUOUhfgzxWlNhqvrngT//Pa7fvHL5z36X2xypfZlPu+5vAn/zU45/ndqb+eTx8bvd13eLqSi/uYu8053z+OqS8/VAn2diCbzIlt2ciXr3xfYMufp/7OYWZyPezpx5T+MLlJlJE0kTG9MQgUYEp7Wk1hnPWCawhnlu+PDrex5v2roYpomSGvY9PNrckt0W3fWA0GvBOodxHUktYlbkDCkVjreJ7cXEzdNbxG1JaQBqr2EcBkpJBA/WKnHKYAVrLGm2aKmTW0aqd0ouBYxHVeuUlTiKreKLJUMSYU5K6zYM/YkmzBXkjCcmZXc4VQMrq5i8Ig8jIRREYJ5nzCs7fhFovCOcXbPfO9oUa9O55CpeaR3G1JKjMw5jDNYYOh9gKogTMBktjqnfUVIk58h6syUXYUqFmHLNVIwhc7f26j1hsiwewnfyMtZ6rCSCzUTTVHdGhd/uC/2n8DVeggksMsP1J00VuacRuvUPBi4Lxt8DFNQ+k3w72NT38JOkmpfvLbaWxNR8/6ylT8r/u0+8tWo5F0Nyjpup8PGQeT7FH1l65iEe4i4+U8z7XS4cjxNhscbNNFXC/V5m8JMhKJaYLTE3THHFVgyJp7TGs7EeUeVF3DPYQGs83oIphqJK6wzWF3qXeJ4C7z56k9V8wNnnlGnH5fU1cvEO42nPPE/M8wyloClz6vekeSY0Lc43TBP46cDmcmL/wtJahxNDLonQCCnNpOLAgO8cJbekCUqZlwU1YaxDcgJRSo6IDagxiBZyihhrK9gEj/WemC0hZKY4YrRgfGHqM957rJHKGfErsheCVWRZgG3TMeURM9/V7oXUGOJsaWDRNWa5BCIVFEQsRqrO1iKMTJGqsowYfLtZMpYNipKK4EWYx0ROmZLHSmK0DmcrSEk2ZFV0GUGuSUYh6Mha9rynl0SqusDH0yu79SUTEa3cmaLUcWZb9bYMkE2Lk0WxeeyRHwRc5O5h7p4Vr4DNy8dnmZJ7RSHn5W0X0qbYZUrMfm9wUeDDIfN0zHS2cnXG/KAB9hA//vhMAQvUsbThO+rjr7MYCFktJzmn6xxOIisb6PLMKvc8z7e8SBNr5+lWhXYKkOqi4UMhmhs+PhguusesL34ae/MRw+4jijzCNx2rbcvG2NrnEMGt1uRcFj2txHA6ME/K1VtHpnmHHjbkMmNcrhNCUrkkSMM4WqwWBEsp1Wc+l4JKxohhnmdiTHQNqG8o1iM5kdOMtR6xUstTBoxZs7GJD29nmg68b6A4otbSm5lbJM2ksohViiFHU90i79fL+i94wSYDRl7Kvy+ulNaaKiWjFWgkZuymNvJZuDNN27IKDjWOlBONH2mCx4jDu5fKvNZa1FVgeSnRe9dPAkoi6ICI8lzX9bnySt9kySSMwraxjKrEVz4yhtqvOKUq/6KhJZceTTPifzCDrAoEdykIOIGrxjJlZTe/HAl/NbNhmQZ79T7uXuLrfJSL8qD79RC/q/GZA5YfLYRYLJEzBGWfDRtRrkzLG8bRx5Gnfc+ULOcNvJh2bGxgu4WVB3Mc2Y/f4pgtQTxzf6AvHyO+q4KKTYfznrk/4nzAWIv3HucDF9ePcc4g5gXbyw85lCNOM1oEsUqwhn4PUwLrdFljKt9DiSjCNE2kUnfbrbd4EdS6urhbj2pBNdOs1kx6wDiHMY5pnDA8w+tM5+z9xlrFEUIimYQRQ9ZathEFX93lq8qZgksG21p8Dlh5xbLK1CzJiCVlrb72Yqr/S1xkWhyEpj4XwaMIVj0lZ1KK9OPEHCeMsfc7/DkmnC47+FIfzRnw5cRj8y1aEzmxZaCt2YGCre2neo4zGAPWCSl+YlcvtT1y/6sATcenTLy/dliBq8bwpHXMpfY7ag/llQddZGso3/5QVWpG6ybih+C2PMRD/LjjAVh+4KjfWkVICrcqTGbL28GwlheYPHAYJ6aYWTeeroNt8OQojKlwk0+sMTQCKc1oiRizxjhfd9S54JoVWjLzNHPa3yLWEWNizonNxYrHT1o2ZxE9CNZDyR6NBm8L4zzjbFga9OCtYc6GVOpPcJbGKGogYauUOsviZD0pTogTrLc4GxiGHrC8cXnBaTggeUTtBhBKSsRpRmO6SxWqZH4BUwBdZOyplrkqhWmasNZw5yalmMWbvWYaFAUn5GkgN9Xl0ZhMKrURctcnAYgp0zhBxC5yLVWNV41BGwtiMFmqDIwRXDkimjkZz3PW3Ji3ibPcyxBbV10j79bsOwBFYe2Ed1vBSy2QvpgyB8wrvftPNEZeM6zARTB8buXwRvjaIbKfy6dDlMiihlA5P6ov+y9iQIr+UNyWh3iIH3d8poBFWOrsy3ZZf0w8haEo788d73QtF9ozHiemOHEmDYaGgyba4hEFSqHXxJlR0lC5Lq7JGHxVFDaBNM84HygY+jmTS8KYibPLkdXmxAcfdowny++zLTkqJSlFq8Whs4Y5Rhrvl4WxKhirdThrMFqwUhfyWRNa0pI1FHSRtmGVUFM4HneL2q8l0dI1iX7sWa8cRVaVlG5sZc0vi14pCZXqr35XhZJFnVlLqax9YZkIEwpyPxxVSrlfECWnhf9yB04vOTF3i6mqIgjzVAUrc0rLdJgBU8tvFsFo7asIiYzjH8rv5xAtetdas1VmJrNkLCwfElWWoWwuLbzdGqZ5oqD0Vni1HiWiGKvk9BJgrEBnheOnlJ0McNEYPr92tFbICh+NkUEj1kHOhs6BmqrdNs93KgbySnnv20PsD85teYiH+N2IzwywSEm4m49qySYnbLdmXp39mMBFsb4H41g3whtlg0uOM9NgChxOmRgK68bR2DNexL46MTrl6mpF8Vt8qLV56wPDcGIusHv+FEdmcz6zPp/pY+C9D1fcfjzQObDXK8QmxninZ1Z956dxriq+LoBY5hjBeYLURbwAotUxhRwruGjCCqzXHaIHpuNIMFXAsU7GCsW0ND4yjie6TUdRj3EOta76teRUS2FCbcALzAuQoFByqkCzNAXEGOZxpgk1u7gr9ahqHWJQqjFYLqQ0kXK+l64vZXHhbDzcFsZTFRCNc6FgGaaZYBNtWxBRcszYoWeYDP3ZGzSNocSpildqpqWwcoaL8y3eW0r0jMNEypGtcXyhs8w50Z9OuCbQmcCVU8QoxwJtm7k4H/joecc4VhXhrTf3+e395xA4C4Z31o5Lm5njjr0EXqRCs534/FVGVcjR0BklNhlUGHrHzSEwDt/9K1tnHJQ7s8yHrOUhfq/iMwMsKoayvaIs37Yk5ntUxPXbZJ8DmQn7qSDkDVwEeHNV8GPLzdEylcgj2+BFSN2EyYlIJAdD9g1n3RqODkrPcHrBCzdjBDbhjE13RcqGFE+cbQurswks3Owu+fgmM94euTpruL4+Y9x/jVXX0DYt0zRy1wlogqefEs4YfHCcbke260LwVV4+q5IWQ6zgCmIdmEpzzGPGIbSu+s0YqQ3wWBKIxfs1ueyJ0w7jt4h093SOVFimxSBjKUYq4Cx9lNI62jcvsE1Vk3aNo9FEaD3GCSw9jbYLNMnwz3Q3eJtp3InWrxCxNEHxRrFSSDnhLVhr+Eu/9n9im44UK8fGOUMuE6lEVt0ZaMGnPVN2/FO/dMa7reE43C78H8Faiy+Wbja0rsVIJLaB05jY2MWCWA1iW+ZpZhUcX+48gwrHLqMWpElcnU98nOqYeGOFF1NlsQu1nPb22vFmZ0AiL8bnjOtEcA3XuY5WR1NItmAb0CxkV1Ootc2chczNoeP53pPuJhE+OYl8x8i/G4t+iIf4PYjPDLAghvyauk8W+Jw94ZtqiiXDxO/IBXNpv+O2T1pF9Lf47dtnXPI5YsoE56pWCgYzC1JmkkZOBlw3stFzil+RdI+hYM6Eyd2iQyLvC77Z4JpntG3huN8wjJmbmxONc1z/9BXblUGGRDIwDj1dt8YHmKcRYyzFWnzwnMbIuW94dLEiadUCiymTouJCAwL7mOh8S8yGw3Fk0znOrtb0jy5qBqJV6kOSXeRU1qyi5dCPGM1oUlJR0jxTsiBzos1Uj3l9pZGsyvbdx/zULzzCOwcCVgzjHPHeLoBUs5a2aZlSAY0ghULBaCLnREyF9aoBDClVuwFr63SZNQYT3MuSmzFororGrowIhWgC5zazdYbHb7+JGgu5MExjnaorhWF/YOxPuLDi/PoLdCtLShMffPAhcUq0XcM09wSfubq64rrxjHJkQGlXkfMSSX3LpOCNsLIVUB61BszMXvaMEinnwjp1rI+eEFYgwtyPjHYGa2mKUAzMpkABOyrmfKAVw7deVNtglU8ps1kWkco7m7iHeIifbHx2gOUHCiXyAcUd2dgttrF0Q8c8VhbGq3E79UzTt1hZz64cUBFaFcYSSWIppfDRdKyih8mwnh0jLzDxSEiGUIRQqiR+3hlS3nN+vqNkYXd8zGnoef7RgSdvXmHfaojnihiHjY5IQG56ZBxYbc6w3jNOE1rAecPaKOi4sLMNOfYIsGoc1tRRZm+EUia8Zq5XtWz17HSCw8A8T1AKssjfRyOIsSQ1rIDdYUfWgovCuvFVxwyqyVSesFIN1upbqjgqB6QLrk7MCsyplucq410XbsYdvbyOPxkji3G8UBbQuGfCmDp1Zs1idVwKOafKjRFPCEqKPa2NHEsLzZr5Wokrw9f/3t/l6vGbPHn0JlNKpHlCBHJKy7j1GltO3H7wAlWllcJmZTjbdtwedqR54sWHO7p2xfb8km13zmwTfTnQmAmajjdbhzdK42AvtxzcQHawTR3rncVlYTgeac6bqghwyvg5o5pIEsiqGJM5O7skpsScDrA58mZZ8eELS0p8Z6hClsrdeXWm4A6DPsmH+VHjAbke4hPxACyfEkaUUUa2OAyBWI684W5xLRxiS8x+KYsJY3Z421GIzGUi0DCWhBODEkklY4xhKJEeKDOsrcEgxNjQRDCjxw/nNMD1OwNjmnj24oprG3h2+zHvPLlGNo7ezXBUnvuE5MIbRTGmNr1zmrGhwWYlj+O9yVVOkZQzUzK0XnCu/skNggqINbSbLePxCCWRS+1JFC046yik+8b2y4XeoNqy7SJHHTkLgWRqNlinluqFfOdvfxepNt7reLFgEYJz94vfnSDi/fTT/YkL4Ki85HVInYqqGQt4J6+A2B2B3dA15xT9mCErai1aZo5loFih5AFxE95KHU1eTMLUGMRuWJ9tOe4/5DScMNYjphJfU8pL6RGM8/TjyDh/ROM95+sNwohKh40TVhO7TSYbJZuE9Z5H84Z2dByONxTv8F3LlAaOu4F0FBrrCd5TijAMM75RhtOe7fkVje34jdPXKGbk+uyKj3tP+RTdMuOk+rbYB4mWh/jJxwOwfEo87ixN6HAzcCwEuUBM5q3tM64FhrjidtwyZU8bTrzZXiAp8Ds3txitC9xtGgjGkUrmlGcKuigT39XGLWfNnsYVjlOiO1eunsxYI7z3jZYSV/Rx4vHFJRfbNcYI5zeJOc6MqZbofA8Og/OeaU4QM23bUlImp2nRDYAxF7quwxDvF/TKQxF815Gl4LxjHlOd4LJCjgnfNLW3sGQAIgZQyiL+aP2WsyYy3s6EzlEk3OtnfVqJX/OdL31d+JMWrLOgWkuC9RpYZsHuG/3LjxgWk7A7VnyhaJ02c5KYS8SUgpZYjcEQbJoxKEfZYjQxD3u2H6zZXF7wB//oHyNZh2tWXHoh+lp6UnX4tCUdn1JyxrmAouR5Qmx99yrogkNQayvgLE6ac5woBrp2Q9MEds0JRLmetqymhnTq2fW35FIoKOVCGJqEeX+iNWumWIhxJFjwxtC5gHeeaZoIbsuZfYOvzc+49reswzXH+TtFM79tXOAho3iIn3B85oDFAJeN4WYun2o/6wQ2dqiDqStBwoQ5GGxuseMW3yRad2R1tsPkgJhEkMDoBtZrx3SCuCz8EcGJYWMDk2aiFuYcwVS2uIjQrKB9EllvE2OfuL3p8POKNjTs9h+RcuI4HKu0f9threXFbU/jLedYMEI/9JXgiEH0RNu2jP1cp6mwiHP4piNPM4ohoxgfCCEwx5EoidYHXHTENC91+1r+Ck3DPFetMRFhnmeKVP5GUWUVLKP22DLUJv13VUNUdE4YkSr7n+8AptzR4WtPhzoF4PJM0TpggClIyYhA8IKmKt0ipU5yWQMXzciunysLfXGXLAqaLdF5vCqSHeIKT59/xPZoOHv8eciFUQdSM5EbjymGMF2ytvXvVQpMU1wm6eB8u6XbnFGA57d7jmNP1irn/9bjR2zde74AACAASURBVISmwc+OxgfmaUT6xFt6gYihPx65nXaUorimpQ0dae6ZT0e8D8jKsf94JGqDiOWysWw3gXnM7PZ7jHOcOc/nunPeG3fsdeJJNzDE9XfofFUsfn2Byod4iB9nfIaARbFSNX2/uLYYlI+n70SWxoIzEzlaiiZacYS1oeTIeBDc0EGrmDBjbcHnltnNjPQUdYCpDXStPIqoBSPC1jRoKbVnIYLNldntwoSaif72gt3zGQlruvUFEo+0bcs0DVjrcKFlSoky95ytW5y1SGoZhh3eGLwRUk6ULKR5pu1WjMPAcIys1ivEVk+YAvimwznPnCdKmpEMUzvThUAuCd84XGjIpQpWmsWtMXiPDx1lHqsqMcqsLcY0nPqJ9WqgSEBMBp0RMmgtrYHQFrho50qIlDtgWQZy5WWGYk0hN1VSBakyL0YCEBj7I96AcaF63BhLwqLtNfMksPjVxFI4FVCxSIazELFhJk6G8+YR88e3fLTbs370BuZ8S5GWMBvK1LIuwun0lDklppIRZzGlTs/FnJmGnmEcEAtN6zBisMZyGnoihe2TLb8z9GxzxlIYnj2neI9vW5gt7WZNJjAlwZoVbhzQqeAaTzFwcfaIcRzoWsPpcMNUWqxv0Twxjz3rtuVJs+G9aUL8RLArhiR8siImslQvH+IhfsLxmQEWg7KxzxnyNX0GawxO8nfYr/Yp8Y3jB7zRWtxpTZJEVosxLUUsuIBkgxwtWWDHDVPZ4VvDME1YPHNJ1VhM5J7ZfgJWSSjjkUdffIs8d3A0HJ4Vxl1gtTnncusYpp6imZhnnBVM29add0kYa0AdXdPR+ADHeu/9MBC8Y7VaVeFFqhDjarMllgNN48kY2lUVoY7zyDRPSBfIncGOhdInEkLbrmjXhZgSOVdgQITgw9JVqgZhQvWMUQzWe5DIHGfapqBqXr5+5yA41BiibyndGWPpyVLBxGjNftRVwqEgrKSliJJUMaqYNHIcPd629FPP1dmqqkIvatSCorYjyx2BUsEanBgQZZ4iUVZgBd9MbM4tn794l9vjjuP7H2J2N2zf/SnQwO2HA/vdb2E1sznbormWD+8GCmKO5JwWwLVoSbjQEMeBCOyGEXP9iG+WyFtnDe9GQ/+sxxnPvi3MQ8GkRKJDxNTXaAJz30Or9OMJJ8LHzw5cfuEK7wNjH8nSEkJgGnqa1YZ32g25PMOlM8YIOmSwjnLfptJv0xN7iIf4ScZnB1hKQm5vIWW+nq+Yjf/UgRhVwxgTz+wtW39JjJHOwoVb4SSD6ZlXO4oqjgaZE6fjBCfFadX8Emrt3Ul9e4tmGuMIjUNby/NTT04nhiHwpAPrW+Z0QI+GmITWjpyt1+SSmWMVjMwloxTUGeYUq3xKVSrBNJ5spPq9SO1BpJwQ63HO0QZLcR7SjJZCnuv/JUVopJalMmSzMGGMUpbSkzGWEALGQZwimsGHUJWYUUzuUR0YY2WPD0nBCinX87q2obRLkV89alsSaVGUfknFyGlRBFCqz0zJaMwImRAgxpHT8UQwEwXPMWbyUKAxbJ3gXWW+pymxj0IKQikZm2e8FISMFovmFZGG7nGi2BY/bBjmHfvf+gpiPkc5wOOLLafDkRfPXrDZrpY32UABxd/L8ecUF003h/W+biDGE4fdkZ/pHOwmZhzGW26M4VvuQBMM7TxiXMs8RUrcoz7z/gcDoT/y6PIxpvS8884lQyysui1m2NN0trqGBo8xFu/hsu1IPbgB0seZ8y94blmIpUkg88DCf4jfk/jMAEtjHD919kUONrDPhSNChCqpvvTTnYFWZjRlyiw812ecpp6175j9kfP2Eb41ZDOSzUikbuivz885DRNpBC8Wb1y13OWOWKfkkpgl46jAtUJ50kVKqdpcYbUh9kdOQ2S2Mz5DLLC+6NhcdrjiyGNkHAfmVKeLnPOIlnsbALTUaTVVsqb70shpf0uxEVMmmq7DNS3zOIAW7ASpKLkUrCaGocd5W5vfUomDWaHEgi63kxhxzqDznkYMvQl0q4AnMs89wUNpWgoGjQkx4Ii42NPMO7xGKj38Tu7FVA7JAvVGCqhSC3dgirDuHMEJU6rGXHOshEwpQkQJwSJGKRRSUpIu5mckLJkillwy1jqGY0uMl4SL59jVSHO6xjSWLM9xZ2vmveetqyv23cCz21u8c1xdXS5qyUJoWjZAcDPG1vepkkWlgrnNBG+xFxbRhjYFjs9vmUUYfeF8LGznF6hG+nTk8PTEWlZcXD/m/Oys+u8MtfRW0sh6ZZinI023ptueYTvLh/lDdqeei9jwhXVAOsPBKG4sZCfgIE0G+wAsD/F7EJ8ZYNH9Ef+3/w/euDinazreffsJenFG7x3G1vr0bv6QIX6LN8Pn8N6DU76x/xpQGPVEHBOPzDWOjtCsGMyem9MNAGftGTrVCaU7bWErgpEq9GjF4DF4YxFjaOcTlucY55DgqpkVdXPsnCWXyOE40LTCIJGu2VIQQrelE2g2Z+Sx+qaUUu530UYstm6ua2+Cu+eUyGng9rRje3mNcZ6SEzHlRazSUs2xCnNeDLhQ5nmq47dC9ZIXoaSBRhLFGobUUZaEJKmn8YF+HNiuYc5QsqXVar8V1VDUklLloyiCMRbnA1McuFNz886DwJgKzoKVGaxBs0MXORibFOfrBN4hG25z5nZWxBrotMo8awGq+KURwbcO7y157gn5MUneJskN6+sDzidOR4+Rie56or9JbNs1cn3JMCVO/cTZ9gy7aLGZ0EJRZmOXaTnqsEO3Yp565kkx3uDagauwpvPC52JhkMxsHLt0ZHpx4qzZsr7qaNdniHEc+oGz7SV2esFqVYmYm9WGLIaw3tCuV7yYn5Jj5Px0RTzAmCcOKkxZsQq6thS/WBfnqh32IO/yED/J+MwAS8yJ/+drX+GNswveOLtE3n8fVh3rqwv0zSfIo3OSH9nlHU9zomTlnfXnSabQrYW28YRjy4oNY9ixTo9xZs3gqMq7yXPZXLD2LSYLORf2u0NduHOuPBAjiDdcXF3QxBNDUQiXSDFoykQdiUWQEkAjzluuH1+w3q4ZdpGPjk+ZUqGxhm3ooFO22RBKqNlEztUhMhcwhqIFW+tZWPn/2HuzWFnX9L7r97zDN9W0pr3P3mfqPj3YjYc42AYiFJQQLCDkInARhCIRhBCWUSIiuAAukCLuUEBGIoqQcgVRRCxASAThyAmWAlgYAyF226Yt9+npTHtce61Vq6q+4R0eLt5v7b27+3T3sX3aDjrr2dpaq6q+r4ZVVe//fYb//1+mx6x1xGmkWayI00jOPVakSN2kAjJDCsQY8c7MlBHF1J5sAi73ODORTIPY1SzWOJSJVjEkWmof2R4CxwtH1sgoNdEsUVczsSGbOZuj7PDxLWM8kBGyCrXvMGJ4ZhuyrzF1RKxjHBqmMOAXLYdhXaT2neEKx6d+IvKmyThvCAohFDb/Rq9YusD9dcuqa1guFmgu/JoGQdMxaVrg3Ja0c/ST4hd7mrMd407R6Hjl7l2eXTzjy994SGUtd+8WNWqlTMZZV5Fz+VsvNyvGvaAE0hiwNhDdEjGWZZ/RXeC9dy9xwGfeOGa1XCDArg9oymTjSKlnsWgIYUSTJUvLydkxpvZcpKfIFLmrZ+SN4UEVedwr07cmJrMItLFKCoL1t+ByG79/8YkBlur4iE//038U8+ApOgSICbY7dLtD3vkAbVtO7h7h37rPdrWlnyYeDw/pY4+PNdSO5ANDOmC05tK/z/XVwMVhQGSB9Uov50RzzK6fcFMupabakDQTjCLG8CzsuLja8cr1YxoRXLPGVjW9XiMdSHSIQkxK5Ys0i4ghTJGohnqxxKeRmDOae4JOZFGoHTZbbPbEKTHFWLKuHMlYpgjqjhnU0g81xIYpNWyvDCFCUks/JkISbD6m+1Nv0i1WRDJJwC4c3h6I48i0OMKcnNCYhmqf+Xv/45eIWQlZCxslB652OxadR03NlMsEV1blC+0PkXVkmkYEwXnParXhKjxBpGR00TuqqmabHMl4TBWxVgg4JjvinUFWG2zlyTmhIeOWkXFQtEpUpuhvTr1ltAuST2RpsJPlTDKvLRxWIKaMGIPXmtS/jqkirblmOngO445uc2C5XtJvr8mi3L+75IMnPU+fXHC0WVB1HVN/jbUOa/3sXxNBIjqU0Wd8JtU9YLl4ekXbLfjCGydo1dAuFozDnkV7RN5f4mqhaRr6w5b1esMYPMtVR7tpyZXy1fQu4idqHGaXeX+fuZi+3QGyiHe+yFSMVXIUjLsFl9v4/YlPDLCoCPHNz+Fe+xSPH36D9ukjFs9GTJ+hsnC9g4sr2kcdizfWTJ9d8E4+x1rhMEwMUyhfYL2iwwPCrrcs6lNO792lbWseP3mHp5ePCQeDvR5pTteIySTNRM3UCJV1eLGIdehMqpumHbSZTKRmoovPmMKBSpXd156SmhYdBk5U4JBwmkj563yjWfLu0R+jqzxqPHmAOIFZlAkw6zwxTajCe196yP/+P3+1+MLnTEqJqu3IqSpNfIokvDXC/TfW/JN/8geI1lF7Txyv8GZiipnrfaY6WWMXDUkF2yuXuSWGiaQQEkUsctnRT9c0lXlODFWK7pgpuvlkTcQwTx6bYvFrVZCZse+NQWe3yRu/gyKvP+FduR9LGau1leI0M+0trs5Yr7g6M+xrnFXCpIgkng2Jiynz1tLRipbPRZwY9hdUzYZUHVGZijxV5F1CNgG3ekKTK6ZDw5uvLJhixfVujx9GRDLZRNRlvBhy6qE7kKMv8jAiPPnaIw6HyHKxYLXZ4KylD4E4RfoDWDmw2dQchhHNiURF0prTux2mtuy55ll6xnnoOdWW813Ds60ypQ/5nN+gzI36wKzur8pHsi++jdv4OOITAyxFDDax6hrk/n2erJXxC5csvrTDXSTEW9xYykT7R+dUlzXHn21oX1lQjx3ZTby3fUgImWlSJDdYY1ietAzjFf2ghJgIMWBcg9u0ZJn9QG7GjuWmnZzJ1pI10yxrctPS91fEEDnVKxb5MYmITcBBsMHjQqCpasI0UVc14zAR68+xs0uMGhgcpCJvolqeC94zOUU14RcV3leMU5GfR4Q4jbSLJXE0TNOIc64wzKMipsifEA80XhltS2ormqUiVWHcJVFipdjakXJm6MukV9sYjFhELGgka+F6iCoxwWbR4WbCpXUOXzdFm4vMFAN+bpLHFMniEEqPx4ohisy9oESIkfASk984pV4mpt6SUwGWapEJgyUlwbcZFXjUJ7ZT5s2F5a6HECaGaWScHtO2S3x7SrIVS5+4fPaMkZpuM7BYwuGiIWHZbNaMw8TT8wvaytEtLNhI/zhxPQZ2/chqk5meKEu7ZHO8pl6uiXGisg7GRH8INF2NSsSZClIiYlluVnTrFqmUJ/kRgxwIDk6HDU+fVWzHD1fmvpG7yalkJzfxctZyawR2G78f8ckBFhFyOIB3LJsVYzjjupuI/5Sw/GKP2SUmK7QPlUjF0HnOLiu2y3vsriZEFqxjhclQOU/lOmI38fDh4zIWHAeM+LJbF/CuQlQQFWKONKaCBDZBtqCmCFTueYoxFUoGpwwx01ihqZpCENSMsQ5yJoYiTyJiIWc6mYjZolPZuaP5eWZQzMI81s+ujCHPpD5bFhrAGUMstPpC6JzdGXNSrA5UMqLZMNkN0QnZlfa6mfkj2RR9rSknxlAIk3VVrI+LposBMlbsc1mRIpBZkVIsDfycyTlhnMMaQwpTAWJji4il3Niz5WJmpsKNYvw2Fs6Km3kmN8NxVZeIkyH0FlclfJNI2TLtLb7NGKv0SfnyNnLZGE4jLNoFYTgwTD1V29N2HTGCrzfoKOzOd9SLHd1ZRLY1aey4d+ceq0XHs2fPiClwuj6jbhrupBPGUPxi0lLwdUOMiUq1EF3HgbZdkvIlvmkJw8QwRo6Pzwjmirq75oIll+ka8YLJluG84/HWMX0HwuOHgcrL4HEDvCkIBr0Fl9v4vsYnCli8q4ia8cazahcc9iv0OLP7MVj/n3vCpzzjeqTpF3jb4E4blmJYdR19GtnUK6wxtGJBah6KYYqKqiAUKXdudLgASWWls7lY9qoqFRUqGYwr1Z1dIDcB2wmNrMj9jmwyMSaMuFL+0Yi1jsqCGlAs3lV0U0WPmY20EmIsOQVuVvE4jTR+yTRGQoxgDJoSzlistYQYyCFQt13hpowjohGmK2oZCerJ0qAhE4Jil5bkn2tAQhbikAlDxBnBV7OWWE7zQm8xRjHVC1Vo6xuGw55+v0Nnnoyvarz1GEk4MXhfUTUtXgPZOsQYrI3gK8Q64mz9mBWaIovM/pvfalyVyVaIg8VownYZY4XQm+dlskTJXp5eH7jnEvdP1lTekaQoLUhKiGvxpsLHisO+4nrcsTwaaU5ahu01Sub49Jh+f+C9b7yL64557dVjpjAypVTUHkyDNY44JIyzhAmqKuONMvUHnDRILbjlEzRdMuyPGMzAuIkscsW0bXhw5b5NtuUmvheovPx3sV5JU2nm32qI3cb3Kz4xwGKARd2Qc/EYcWK5u3qdkYapfof2H99wZ1GTPgeXX87UX+3huqf5TEdeWhDLqOm5KGLO8blcxs0iehM37dSYEje2vDEXAyqVMrCTxCDG4HKFGTosoNWCJBdlRzmLWd60F8I04aylcg0ZIQzgncWQZ3l0KUKRxYwD7zwiUnxFfIV1hd9SOY+iTGGC+TlMQ0/TLdDY49IBDZZJW4xtIBdFY8lK6gsPRAUkCnEf0ZBovBAj5FishZ2xJTXJkRgCqmMZEwZ2ux3tib/RmiTmiDGG9eaIrEJIgqMoKxuJs2hnkcfJzHL5YooKQWQe0f72FfKm/FN1iXAQQi+4er48WKaDxTep9HZWJ7y/u+Tqg3M+ffeYVeeKR8v1M6wq3eIYqhM60xDGirwX9GjCLB7hYkUYSiO+qhu+/v6OFEbeuH+Ga4Xz7ZYhXLNpK5ZtC2RC7ZiGa9puw35UuvUB15wzTp4cXodccWKFeEgk43m89d8GKs9JkIBYRfN3B5WXw/pioXw7KXYb36/4xAALKGIyEpREwNmalK45cYaqWZEr5eoqkg8dbn2EWzzFfO0BkhT7Y58liYFZTTeQi5vSjUr7TIA0UnTCYs7glap1JE2lkWoEi2NMoSySUmGtx4lQNwucc5xPAdVpznmEFGajsdkHxfiKmDOHQ48V6PyNz3xGbMlWNBcJlvLUEjmVfs5is6ZyjpgiMUaMdfNON4Emcn9OazJjduxjh7FNUQc2hpAS1hhiyDAWu+B4mHACzhmct4QQmLmZaJoI08D1qKwWC+xcnnPWY6oOsYqvO7yxHMYDMca5TNeQTFucJEOg7w/kelHIklp8WMCQksG5xMJanEDgww2mb0pjvs2kSYiTxbpcSmPBMPUWV2WsB7pjdrrkS08vuF/vuXe8KgrMKbG9fkpbL3DNCa5tcU64evyEKI7l8UjVRA7bBoPn/r0l+8stw+HAYr3k3it3uNpes1h0c4+pjHIHrekqx9HqEdYMxHgHycXpMueMJIeNx7x7SBzCN786VYiTMGw9zSrOwgAfDSRmGhDG3U6K3cb3Lz4xwJJzJKWBrJlpinT1gmbzhMr3jBee7bMOq5SSkfSsPn0X2R7Q8yt47wn59eOy4IuhNo6cIUxp5m/Mir1FOYusmZgTYoSoCZNfZDVFyt7M0zqG8bBlzI/o7AmKoaoNdpizH5Gi+SQJXzlSSqQUqVzROivTUW7ujyh5ZsZ7Z8k5Ym0ZB8o5Ujc1WYuJFRT/eUQQDdQMmATBHSNNxTT0JFWyltdnjZkNpwxhH1HNVEYwrvRvrFAATSMuT4QUyW2NdRUqFiNKwpAQnm4PLFYd2dYMOZFdyzZkUgJLQuOeaA2VqzAiTDm/kMmngNowGppGWfry90xRv/s23YB1GWMKGz3nslsvEjCGHHXOYCzV+g7vj3v2zw7c7yyLtiIMPf2wY914utUJIYy47oi0t+TJUnUX+Oaa/UXE0BBri4qyWK0w1lI3Df31lrqtsNETc027PGCaJzjtSOENjFQYV1wfA8p7Q+bRqAT9ZsEvVZh6w7S31IuImaVsfifg8PxYcwsut/H9iU8MsABY49F2gl7RxfuIj1w/aJl6h9KyqFsOXDJqZEwT68++Srjao+8+xt7Z4BoPwFWIpAwudazNkkF7vG+Zcpn/NKZ4l2S0OCxaW0o+koEEGrE5Q1acyUSlLFaTocuJykSSD7iqJEaQGfoBIx0OV8o3kphiGYH2zjGMEwh0radqChs/DgnvKlJKjMOAq2tiimgqWYrVidpMJHX0WiMh03QO4xx5FkS56RdlFWLOVN5ROcsUAnku9RkLRicqBtQabHNCahx5N2LFoDkCCVFhWVcsnHC13yFaRoS7ulg5p5zBLaikPLqd7YZL6yohNmGMUFUR72oMBdDkI66KIopvM3E0pKmM3vo2EUeDccq4t8TJ0K6FC53YXV7y6sJz7+gI0oRvOyDQNA7nM3VzTAiGfmtx3tCuLwh1Jl0NiF8xhAmfLCYlsgrnhwOrjeFknVDpSdMphAppPNYW8D4P8M4hsw0fwk/JPH+OzSphXUbs764J/01jyLfgchsfc3xigEXE4NqacTdhaovUI88OjrWcULmJYRpI7oiWBpmGUtvfLDD3TkjvPcY/eMbqJ3+U64unHMTimoam37O2NXW8hlw84Kd+ZNgfsOKojaFKEaegObHqak7O1vPElLJdVtQnHW0dcP4ZpgF/mJCLgLNCTqXk0R8ideOom0joAeNQU+xrVZW6bmbL3qK3lWLCYAupMITn2UcMgappmQ5XOA44yQStSVQYKfyWceipm7Ys2KYoCPQxExN0jS2S92pwxhByRsjU7JhkIOCJWmNipgqGxlvSFJ8vkJoT++0Wc+8UVAnjAWcMoonVYkOMcR4+UKp6xXJlSNlSxsAmjCvClz7HMklmSqbilNKjetlg50bd8uXVeZ46cHUmRyFFQSfBVWWBvikP9deOqjWwPuPdNBGi581Fi1iLtQYRwdmiw2VsRmTB2AvTVCNyyeaVyGF4j+H8QSGBuppusWbZHnBOIZ8i06tU4unzgBlHTNexj/DVfWL/LZLbc5uJcWfJSUr5y2oxPvs9gMHLY8g5lU3MLbjcxscRnxhgMc6BeJxfU3cPsKJwaej1GpMTWSMhHjhyGZ16Dmlgd7igeyVjHin63iMOfcC8opwuMjYr1k5Yq1g7YI0ijed6Ep5uM8ZajLMYa6jrYmtrvcO1zawwrBznjNiKaVKGXY01Ncto0MMjNCvjMCEi+KqBLGiO2CoSpiLcWNUZI4ZxHPDOEaKiqTS3Y86EWLoPmjOVFfI04hpHZ0digkE7EM+NJ6PI3C+KkapumKaRkIp2WVtReihACIG6qtE4YPOB2itPtUHnZn/KBcS8rwhpwtoyEScIYQplvQ/DnM0oZGU8f8wwDEVapmyjGWMiJYCinOwlYchU5pLK9SxtM/ctEuLgnQG+iTP48vpspIxdI2AU44rybwqGOBlspRijRDFohuHakhqhXhg+GGGbEp9awN0GKlfKU8YYKq84q1i7IG4XkAytP8VxRUp7jLMkFbAOM90nHRx11SDOgjW0fkmMkasp85Vd4vBhoJKgv3ZYpzTLhMylr48DBJ6PIUcp78WcxXxc938bn8z4xACLZuX66SN0eozvt6yWGaMByRkjZaFx6TE2RyobObKzJKKH/nWhfwx1d4mvBXGGrIasjqQWdQtERkwaWbU1i7bm+fiXCnmXyDslrBLx2YGYirz7xfaC47PXGdwJvlqiJMYxsMRyGPZYa3FVGbFFlThB1RSWt6EhapHVxxQfk8rXJRNIxUulgIVgjS3n5B1mzFBviCHjjcF5Q11ZrLcYK7jK4ZzwwdfP2V5dU1cOo6BaspdpjKQQ8HGP1Yn9pEy6YLMGEKaUngtiOgu5djgrxFQk8WPMWOeonEdmBWVf1WiY8OsVddty2O3JYcLHQNvvUesYpsyydhjNpGZPHi/p3CkmeqJTFmQODTwO33k1VAPEmQRjwVgpyghBSKHwYFxdLldtJk6G/YWhWUWuVfnSZeKiUT61NCwrS+FxSjFs05FF5xjDipgnnDnlsFtS1a4Aa1zja8HJhPEWrC18o6w8DIZ39pH+pdGvGwb9TZPe1Qnf5OeZyscZImBnjgsJxp0rWdFteew2fpfxiQGWMO559pW/i6SR9u4RlT3DWiUbIashqZCyIUrLGCKilkmLp8rhjiOtNqRWiZKog2XIitJilysaXxRmU38Buy0pWYLawho3Dv2VK/j7O/K/ehe39KgYRM5xXOAFdjmj04B3cHF1QMVRL+8REaKCGI+4mhwD6gW/yVxfVuwmRxv2GJRVt2DRrbg8f8KkShqLMGTVLZHDExbpff7lf/MPE+0SUy2wzjEOPaDklF8QGBFiUn7hb/4a26uRpnZlxHhWI9bY49MBYxT1KzIVVZU57MvsdSYXYqRGIJOS0rUVdtZeqeoFzWLJOqXnfvXW2jJ+DWVcWgSNZTx7JoqDyGxxoKzaezy8fJvgL+iae8Qwcnn+lDWWsTvlKn74aigiqAOSQlLUzsDry2Kdo5BnwcYs4KSAzOHSl0a5hW+MykWf+YFj5ay1OGuIMaEClZkwHkJsEDKmqhArNJXFecVpRJxFTcngDgm+vk88HtK32WSXrMmRgsE33z9QefG3mcElCsZlpoOlWcVbrstt/K7iEwMspIHX7h6BX9Ocfop8+hqPvvHVWTZeUAwbI4gT9owY0bLDrTxm6hG2oAEhFsmTFKlsDVcQ46EsJGQs4DVTkRDVImH/j56w+6E72DstEgyd8/Sx7Fiz8cSQaZxw/ugpIi3+6A9RH5+w310XCXsRnMBy0TEY2JkPSOtMuFqzJrBsF0zhwHC+Z1M3XFxd4FyFhgP19gOO7BUH6ZjsGnEVMU5YX+F8hea5VRjPhwAAIABJREFUV5MLSyRlxVmh9oI1EGImp6koAOhIzUg2llE6JBm8N7NMf3pRQ1FFmWVHRBmmqZQeRdhut/S7ay6ui1laSpG2blgBYQqE6Rk5l54JZlY/pig3iy+6Y5I91ldcDw9oqmN81eCqCrbXnIolNMccPkRHC2ZwscxkohlcuOkvKCmawk63WsqbInNj3+HrjG9LD2Q7GY6qohwAghrDfnvFYRuo2hpTe85OGky+ARRHEovOSgKPx8zXdvHbSl8vnmgheVZd+lj6KR8lxJSymG8y484xzJnLbdZyG7/T+MQAi68bhvazsyf7Eev6CPFrGpmoZt7HYnwbGS9ouJmEysgos1e9lLFZKazzYBc49ugUkFk23pqyuwdlCiOai/VuXq1Jb1jsZJlC8UeXeskUIaTMGBwfvP8eXS3cee0+rl3Rh8Cq67jcXeOtYdkt6IeewzCgpubkbk9jHSYv2fd76Dw6JCSMrBdLdrtzlvkBrYtcxCN6OZkzjlg4LzlR1YUFr6rPLZq9NVhr8M4UDktMWCu4vMebRNAKNW3RPnMVMSXWdYPZhVL5AxSDoOXDZYUplWzGWhAp2mA5z7t0LX0du1hhVRmuLpHZG8YZS7YONLPoPE1VXBqda6lOz9g+eYdjO7A5ehXftOyuvsbuwZa7b1R8YBdM+UVJ6ZvlTQQ1CllgUtSXN1VMaeSnIHOvqpAJJUKzjM+HAVTg/T6zz8pZY1l7qIBpyjx5HDl7JXLn+IymcXOfxxNuSlti+Nou8uAQP5RJf8Oi1ySl72M/Gunx4wpjgJlY2m8dxlqqLt2Cy238juITAyxJHSINjbEsbAVAjAFNkUJJVEiJKr00xSSm6H3NWlc6E+6MMVjf4CUWAmKaLYihkBpFSCrF/zArwyEy2g05Gc6vIl0T2V1MNDHz5OkDHqunXlYs6mK+JaaYSTkRTjbHTB2cby+x6sviPQnPHlqoHiNZaO4tuFpObLYt0/k1mzpz1z5gssqh/hzDrmQkooo4B1LkXqwxZee/L6rGXeNIuZhyGVumsSqJxLGnqgwjHVkcTmzhx6Q4Zx0J5yumEGelgFTcFnNGVXCm9FhqV2GWDdnmAsApoeZGnLPIuyzP7qLTiI4Dq7MTpjjhgtJ0HdOUGPs9gwsEt8HdPePxxVdYH91jsdpwfOce0/ge5vqcVzaOD6gJGTQXkHjO97ixDFUFJ6U0Zm84Q6UUpkZJSchREFtASOdekwL7EfqgPB4CrSpHVli7FSf3a6zPjJMFC86X3pR1losp89XtxFX4dsGvGwDUVB7D2CK58AexoMvM+2lWkelgn49p34LLbXzU+OQAS1YOIeAkspzJga5pGYN9bjlLqiEXR0CRIteuuSxCWV6sRYoyjIHEgDNKTIItLMFSwnCu+I3Pc6KVETbtmnHYU9+p6IcJv2r4/P17ZBmwLjNer4j7HdZ5cpyIIXLZGuqjiHpHrBrSwwFCxBmLMUt2w0RID1ikz+NGYdo+5SQ9pQ7Krj3laazogqP2hpAnjAHVjGZIKkz7HmcNq1VHitPzMlZKESMBl/Y4iWAtu6nwY1DFiJC1aIKpSFFSFou1WnT7oXBcZnFIby3eCtvdyHm/h8pwfHwCqagEGDGYVEanx6FncXLG9PA93s2XTDlwtEusUuThwwdcXF1y/IX7pHaBtKeM+6/z21/+Jb7wg3+C1966S7NInD/6AD9ccao1T/ya7GaFmQTWanmbVFErLwiusVxmLn+JYyYQvgRMUnThbkIzpCgMQbmMka0WrpREqMfEm3csG2cZVXhvG3nYRz4EU8pn6ibdexkA/4BCBLBgUao2MewcxgZsddvMv42PFh+pFSgi/46I/KaI/IaI/E0RaV667a+IyO6lyz8jIr8uIr8qIr8kIj/00m1/SER+eb6vX7+5HxH5ifny2yLyn8u8hRWRExH5uyLy5fnn8Xy9zMe9LSJfFJEf/16vQRWuLvc8ebbjy994l1/9tS/y4NkV10Pi2XXPk4sd57sDh3Hk0JeS0xQCKooame2Lc+kVaKbzSq0BGyf63cQ0jGV10IzkVH6W50qYejRODPsdOStd1+Krhsf9EbVRjoYdpp5IOZKmkTAUj3ZpRh6FHdfTjpCmImJZVWTJZLE0ds1yEZiuH3P08II7+69Tkbk0n8Ye/yD6SsdkI1W3wFmHvZmEso4pZiRnHEpVeayxxFgeQ9JAJ3ucJEaaMvVmDHEKGGMLsORCjsy5bPhDGPAzxwMEMWYexy1GZWKhrT3pMuCzZ+gP9CkRrWe7v0aNQ/sJmw15iLhqycJ4PrVZUVWlvNicrak/dYJtHC4p4OHeffZc8s57/wBEObl7n3tvvsVbn/sB7jXCmU+YMoFdNghh/jxYea77hhHw8zhyZp5qK2Uh6/W5BpdqMc+6YY2qltcfxRCTENUQEgxjZh+VSZSHQ+LXLwPv7r8dVIpHysuaX//wcEluOC62UppVLNYDQV74vdzGbXyX+J7AIiKvAf828JOq+iOUvuq/Mt/2k8DRt5zyX6vqj6rqHwb+MvCz87EO+BvAz6jqDwN/HJi/5vwXwE8Dn5////Pz9f8B8Iuq+nngF+fLAH/ypWN/ej7/u79QY7H1iqbb0K42iG2p6wUmB3QaOFt2bJYr6qqmaWqaui6SKBR/9mKcJMSU2O8PPL3s2Q6liVu1DVEdh9EyBkc/TuV4yg6vsgbvHG1VYVMgR0hJuDAnXE0rThmpJyVIxbavUM0YnYiXE4/OJ67PR463HQtq0pw5ibEY2+L0iHz9Dm3/Ltmc8kw+Q8+GONXcMUekE8N+3OKPKsQYxjEVSZvKUvsCBGEYqJqmTAblA40MiPcMskBNU7I7V5jxORdp/owQMwz9AVLJUmKMVL7CGMFbR+UqUipy975x1OuGvp949O5jhsPEtDswXF2TojBGZTCZnsDl9VP6ynDX1Cydp1lUuKWjOl7T3T9iWlrGLjNhiHWNff1VHjz9bd5/8BsYIxyf3mW53nDv9Te4byMnVWHqiM4Zx0vlt5c+56UsplrEEV72ebFaWO6m8IREXiZiFlvnvnPsW8euc/Sriv3C8uVD5re2kd2HcVNyUSNGmWVZ/uEAlJfjxWsv4DruHDndgsttfO/4qKUwB7QiEoAO+ECKnO9/AvxZ4F+6OVBVty+dt+AFTe2fBb6oqr82H3cOICL3gbWq/vJ8+a8D/yLwt4E/TQEggP8K+HvAvz9f/9e1fPv/DxE5EpH7qvrgO70AI/DZN0+w1rE/9Dw+WLxTvKlYNA1t5amzx+eiveWsISdFpSj1eueKuKQ6QojUkqnnUkpVGXIuu2pjDCFanLWINagIztdo63GsMK7h/OIKX3tinHgndbwZd7xinsLxGb/1laf8cHdKs9yQds84GxyvbBasWssuK6IUR8YUEZTV4i5WDzzbjej6TUy9xhhLPyQWZkFbTeztBf00sRtGjKtpa18UkaH0XMJEGg90MpFMZKJFm1OQp6D5OZCJUYZxlqzHICQqX2TtmUHXOUdTt6hmwqyg7JuGkcxlHnDO8WA/8upxyzQN7Keropm2m/CkMo6LsHcDg0AeAtIoQ5UJGAb1GAE1CYIg0WG6I9rXB975xhc52txnubiLMYbVeoMRIT3achkUdYVbpLlkB98azyfGUvmv9kY1mlk6pYwh57mxP3/iAXleLiufbYjBEOMMGN+yfcvppqf0B9dH+ahxQ6B0ZFRh2DraTfjQv99t3MZNfE9gUdX3ReQ/Bd4BeuDvqOrfEZG/CPwtVX3wIbu/Pw/8u5RhmT8xX/0DgIrILwB3gJ9T1b8MvAa899Lp783XAbxyAxbz49ydr38NePdDzvmOwIIR9uywfc0YlRAyx6uGOIyl5mFKk161jBKV35WcA3aWhI3hZoa17PTt/OWqvCGnRMoKFJHGUQx7U/oGPh4Yzx+Rk3J8fIY1EdN06G5grxsexZG3FhfE+l1OXzsmTAP7i+KT8uaxw4WJ/fVAt1igYSQawRhhtVgzTCPXU8fSXrAdL7DtUSnDSQQqlsOa7faKPkxUxwbxgtqMsZ48leEFwh4rI+pakt2Qs5Qu8s37CaCZpvakmIrQpS3lLhGPr2tkmMiUhVekDB9YX2G845rALoYioNha6lcyuZ8QawjjARXF1xvqri7GYWMiTCN54WmzQzL0omAUbxLVZBmjRZJQbWu0suTlfarTnrff/mV+9Ef+OZhn+8Z+5PG7PWPjsOtSksuJ77LrlpKTJ4VYxpG/6WNUHNWeg0OZBdCb9tTz+5325UTfprLjt7P2lxaAEnPTrX8xCfZ9iZsRcD7KY7x8wDd/pw2KM+U19BeOdh2+OXO7jdt4Kb4nsMx9jT8NvAVcAv+tiPw54M/wIpv4plDVvwr8VRH5s8B/CPxr82P9UeAfAw7AL4rI3we2H3YX3+tpfZRzROSnKaUy7r96n/66ZrU5oWlhY7Z0bUvUQFblct9T9wOrOKJokUNJSlU5vK9A7DwpVRaXrIqR2bFREzFl1JTSmVBqjJniv2K8cvf1Yy6fbhEyXoR+GrCm5tQv2S0N18M16xBohz2XyXG23NAY6LIyofRjj3GObrEipoj3Fbv9NYdxBKnpzTHd9A4fPGx5/fUzmrZhOIy8++4HtEc19z97l2d7pa/K2LSLEeMsMl5hZCSaFqXFOUcKE9YVNr/eTFEBzlqMwOHQ40yFtY5MJobANE1Fjt1mxGSqpkNN5IKeIbwYN147oasMukvYpqOt1sU6WQqvZ9hPdMsa3zq21cQhZrwamFKxefZgiYgvHKHQCmGqEOeQ1+6z/+0v8+DRb/DGaz9BmpSqqjm7b7mYLEMs741mmH3PmLU2P+zTU3ouz/FVbxC2lK/yi2GOG1B56U9F3QXiZBm2DhHFVRnf5FJSu3m8b33MjylzEYGlKyKo+xe+bx/h/r/7AdYAJjMNlmlw1MtbAuVtfHh8lFLYTwFfU9UnACLy3wP/EdACb8/ZSicib6vq577l3J/jRf/jPeB/UdWn8/38PPDjlL7L6y+d8zrwwfz7o5sS11wye/zSfb3xHc55Hqr614C/BvBjP/qjenR8RsiBw27Pqu2Ihx4jntQMqA5I1UB0pZfbUxYVMUxhwvkamVlqIoXbUhYTmRcXee4l7yqPdZ61nZV3tcK6is3ZhrQvsu2iFadHHWYFxjVcv7/k/OEDXmsi14sNZgKTEuJtKTHNoLZcH9H3e55dnJNkzhrIWFOzNufs919B45qLJweenD9ltwvcvdNBvyMsOmISvEKWhHeCJMuYlmAqsiqSArWzdK1ltSwN/+Ixr3Sdw4oDGlIYWW9amsoRcuDN12uWqxpxhm51xFgnnB+4qjq2g7JshTvOctw1SJoZ+mFCc0LEsL2OmCHS1UVPzM3luqFRxv3I+xePGTXixGArh9Piw7I+PaZuII8e07bUb77Bo/e+xrp7heXiNVZHa+6ngbw98LXBMs4U9xxfjPS+HN+5LPXihoUT3lp6LgflneuidP1Na7eUxr53GdsUaf44WXJvqJep2Eubj0/v6+WoDLy2cNxvHVdT5reupu/oPPk7DVUwleLJhKG8JlffjiHfxrfHRwGWd4A/IiIdpRT2zwA/q6p/5eYAEdndgIqIfF5Vvzzf9KeAm99/Afj35vuZgD8G/GczaFyLyB8BfgX4c8DNff8tSrbzH88//4eXrv8LIvJzwD8BXH23/gqAGEPjhWEf2azWhO2WIWwx1jEsnxFOe6qtwWQpXvMmQzLPN7Rgyg7WQO0rxENyIwJESokpmjKLkEXIg+K1aGHtp8yj9xScJ8bM5c5h1jWHPnDfB8b+KwxT5PTuW9yVc7bylKfO0k+ePu0Rsaw2JzhfcfHsCVVVz3yLBpue0abHNNKT8sRZ7Xj09DGjGk43Na+9sialyJ7EAjC2p7KZepw46w0Xh4mF32B1oj/ssNaxbhr++I+f8BM/WNMPE8aVcWFrHTlnmu4UTYkw7jg9WrPfbWlrx/KVBSk0fGn3lCt/hZC5h7Da7ohXew59pu3usU3KK9pRRTCzDlrbGnxTYUjUrccoNOfKdCaMGe5PG3LO7F0grg3rVCGpQkaHzKrE1bXD7l/h0Pa8+/5v8oUvnLK7TkzDwKlXVDJfOZRRa2OVnOV3PNrrDXxhU3HWGF7pwFv4+jYSZjfLm2zkpkxkbBnZ9U2edb8crkn4Ohem+8fMV1lXhs+uPFagFnhUGZ6OHzLj/LuIm+dofUHS0Jfm0S243Ma3xkfpsfyKiPx3wP8DROAfMGcB3yH+goj8FGXi64ICCKjqhYj8LPB/Ub6DP6+q/9N8zr8F/JeULOhvz/+hAMp/IyL/BgXg/sx8/c8D/wLwNqWs9q9/z1eale35Fqkt0zThbY2MheGNCqKGSCZFGBPkvWUcFXEN6mqma2E7QZ+Lg2EcI1ovCMkSB0NOMKqQUrHXDWORNUkq5Ag//lMT/qaJq3DkBCOwTxeMQ2JcfZ4v7TvActc+QM0FO39EFRyxWpKNY9v3jNNIp8pqseSwfZ+wewJu4po7iGQW9oKl22FlzeZog7WWw37HwjRMeWBcZeL2QPjqU6ZP38E2LavtSOuX6GJNTpl932OM4zAEfOWpfTEZM9azaBxta+ljw8XlJZqesGlappAJg8PWDcddy6I7pYpgM7z7tUsuv3rO+jOvsrpzjB+g2c8yLcaTUyhMfyJxOxF+dYv70RXaGGyE3Br0rieME4dhoh49pnZs4pohRkaZMCZTJwiamKTDyTN2+w8Ih5aH33jC8d1TFvGKO1LziHYGgcJp4XvKpcwEE1Vaa1j5crA3wmc3jkPKPDgkNEm5P3lxCjADh+JqcFUkDIbDladeJKx/CWD4vQPMdsqcj4mz2uBMAZqPC1hgfn7z83V1Zrh2NBLx9cf3GLfx///4SFNhqvqXgL/0XW5fvvT7X/wux/0NSunrW6//v4Ef+ZDrzykZ0rder8Cf/55P/OVIATOck/yGPglts2LNHYyF3eC5Ouz50tsH/tdfOgYjGGvIphhNZRHyCAe1ZARnMmvjy+jp83/FwfG5NZYxOHfD+Ia1HWHogczxyrHwLaMpTXNrLNvQciWOX9c3+JGUuCdPcfach/kUM+0JUpfpK2AYdywY0fABQ6r4oPosvX+NN5rIUr5INgsOU8c0joXQaCzpagQXaTRz+f9+gG4adOHxWEYjHJ4+w5klOvWMoZiRvXr3DvthAOtwKbBoO9DMxeUzpmyoasflxQXdqx3dYsUwjBhbIUapJgiVJYhy9NZrdJsl7Z0zuquK3E9lOguBnFBNoJakAXaJ9L9doPdq7GfWRBfxTmBhaRYN62mFWCFZuF70TC6DWlwuOm93FkvaRcX+4cgHDy55681XyfmaiycX3H11xWmEZxMEhWwKwdGa71wrOnLwamO5DolnU0Yuz3n76YGqqkr5E+GyOsKYqnCe8rdMjb0EMMYoqqWhb5zSbx3WZepFQt0MLvPm43cLMFOG37yY+MzK89rCkfXjX/BvxpABXJ2Y9sXi+TZruY2b+MQw71WEqm7ZhwkxNaayxMZxMJlhaomLgDlTqGsywpiFOEuwF6gojd/WKZ0RKoWQQ+m3YLBGUClSJjlGjPFIbebHBtdkDBDMAdkt0Kx0riVrR07neJdAKvZ4fkM/DVG5Yx/TP93Rrt/AeYvYGpt2NOED+n4g2g2Plp/haXWEEUM3Gu5VMClFZ2sckcoSp5H10TEXF4/Z/vZ79BZWp6/S7C0LZ5haz1Qlqn6k7ZaYEIrsvrFUVZG/6dolMU1kG8AarCiikWax4P1HB46PI423bJojGtcANe0AkpWq3nB9f82wPRB3IzmmYgrp7Gwo5gChdjXp1Rr3Mw3V6YoDI4lEmL2+qixMLZikTCFSe4sXT3VYsMqCOUSG6z1X20CcVvha+eDrz6iaipxht7VM/cAmZnZ1Rd+astiHjLFFvflFZ730ze464a5MLMKOjRjau0cYXRdF5pxIxvHsYBjTi928NWVqTG+Enl9q8EMZGhCfWRwH4mSKwGWbyuKcKRNjvwfRySnD29vAoz6xj9+fTEKkPE/r9YbGdBu38Tw+OcCCQLaMqtSdpY89V6ueQ4Rd8AzhiCfDgevwrJQz5nrGTCTHiVLbTJWF2liMiUwUeRM0k3X+GW92bmVEWWYG/lI8h+1EZ5Z43zGEa4bDDjE7ck44mcePRGZweYsfzp5/5M4Trvq3Ga5KP8KkHmeEbf06v53epG8KgTErxBxRDaTpmuXJGTkqWTPL9YZ+d8Xlw/cYxgNnP/ZZGBbARKgTkyakdYQoSC4Lk3EVu2FguVhSofT9JauzlnG0SC/kMLLrJypnCdOO4dCwOrvD9mJPjJdlas66MoZdVbTeM14GcFUhnibFihBuzLcEYsqkrGgt5LFHl4Y6CJPJiDNEUTKKHx3Nled01UKfifuese8RV5FTYtFm9v6SozNLZWqaZoVzHbZyyNMrNk3HofZ8MCqXYybvrwn7K8TZ4qSZEohh0bW8f3FgsOU9VWN47/9j772SJLuydL1v6yNchMpEAmigqu6laLt3DuQwOAROjDPhBPjAJo2kdVeXgEgREa6O2pIP2z0yswCUaKCbzc74zdKQgQyPcHnWXmv9YjfSWsN//buX9cBgLdc5cBzi5eUD6om+yPeq+lKe3lL1+2T9n6ZJaJeQEsIsyUlg21R1Mz9jwR8LPPp/3fGUoD6Oi6vBM0PsGRd8MoUlColyFiMMRQlOw8T9KHgoLSmf7TmKqkI3ytmQsH5WrMo0JZPGQJawJMGqbdEiknPGWMs4TdQYWo3SmpAy0guMrbsUPy44u0UKz2HeMflaUFxTQBQ08f2dPReXfyhf81/MDVebB/T4jhQXZNMR9At+G79msgohzxeuDNo6Qm7pxYFpPuH6NaXAtHtNbwWrtsN9/QIpVxRbYJPxFHRSEAsyF/rOUaJnmU70bYfJobLhZOF4WBgOC/MS8CHVnBGtuLrumccZZVrm4wBSElOsefXANC1MPrGEAmHhxc0NSil2j/eMU2IJgi9ftVzfbcgqY4zieBiZVCIpRTvVE/xp9ORdoLu5Qd8apnd70q6ahpacUSIgS6Fxa4KE66s1Su05Phhkbjnt7gk+oHTktl3wTcvOZ8Rqg2zW1bql1A9FTpJFF3K/RTiBkYUpwcHDogT7caIhEzLs/Q9Hae8X3ZVYcNGwwPvO5UleUqgplqZQ8iX/JaFdpav/azHIfjbOuyPb/URGwTM+WXwyhUVJwWvX8vsxE6bAnZ8Iopo7wpkCjHwqKEbW4mKlQIREXDyNlkhjyTnjvScj8TGAWFCqnriFlIQYoBRykMjGMs+RaWm4vmlZhpGwzGfLkGp0KQUfF5YzhsOO/91PXDuHU1+wbhTrviclWEvH3udqqXwpgDqwW674zHxHGH/HzNd04sA2P+LTl7j1Lc42TLqQSGgEIirEQ0IsUJThdNyTkRyGkSIVc/A0SqFVy+PjvmpShKBvDKZp8d6TUGSp+ebtW0SOXDw9CaHunko5290rpBSM04mb7TVKK9pesFIGSqZtNcJJcik4J5nHQw0AO2RYCiokWlGImz2RnuxyFRtmaJyjcQ1GW+4PM+VmzUGvkHlBt4/EweK04/7gGQ8z/aqhjRNOapYiKLJ2ffIsoESCUgIjBX/w1cLGSUERNa8mSUUInuAjw08Gi9X/Sn3evWTx44f6IlhOCmVqByNVYT4pxKhoVhFl6jj136VSvzyzwp7xQ3wyhSUWCEhCXPAITkXRpQWyo0iNVGBctX5pdcKajEoaharOwFYjz0mK5MQYM0IJXKsQ5ayLkLDMM9oapDakEJjGgpAaoSFMjzWWNpezAWKpjsBCYMSPjC1WW+ay4dtz8emE4joqtqoK937TGaSqJ+ZAYeUEuvuScczc2O9Y4m8RJXHKLwjC4W475mnEBTAIxM5VK/60kIsnLxOHxZMobFY92jWEeWQICy9vX6KmGV08bduRpiMqRW7Wa7TSvLu/p6gGazKpZMjn0ZCsbtHBz8hzcmI5+43BefdAqXb9pWC0ICdJa3rUN498+8//RGMNX3z1G4qMT9H1ISf6pqW7cTjtmIeBaRo4xhOPc0H9qsWLe8pS6I8aF45kv8a6hpgDD28HtHW8zILXRbIocfbBql2D1AV9HtVdXpl8Ho1qITC6FttsHGYMxD8jFvlo9/LBaOzDsVl3FZiOmumgsW2m3UZyFMwnXcWV7cWvrpxT0P6dFJh/D/fhGf/u8MkUFiEErwfP8HBPCZE388AqL2T1SJAKpGTT3bI1iWwy2YPNBSkjSlZqV0qx6jco4ATWSMgKayQyZPwciSRySpUhJnQd06SAnxdWzuCaDmHu6BuJVBM+/hGtW6RYn1NhxOUOgzZP4uwMnIBTLPwx1sCuXheujOTlWtIqxbVdk2MgiK/wy4xpZt6ML1lKS792zPoBqzrEpChFMg5HhJSklJkXT0gJoxWt0aQUyeMJSWHVrwkpcbteszsdQQqsa1ivNoQYOE4DKSdyyTgDpmmJ81AX82cRp1K1wJQcsdahtEZIgSwa5VpInhQ0h7ee4TSx2z3y7W//b6x1bLZXUEp1l5aGjVrjco8Kguwsovgzk0+RfKa0GmxGZoHXhb1oUdJz5R64+kySk0HhQDiup4VgLN+Xai6Zo/joYvlj4vidz/yfGbSQTDl8lFX/0++/+tOUrvoZ8g+vyK5LFKodTIoK4zLtNpCTYNprtMt1/1J+/oL/l8DTeK58oOF5xjP4hArLkgqHJJDrFwBoEdmmAVUyD3rF553hs5T434RiHDOyFBIBJW3duaaIFIJRFVTrQGaSzJRQECFTYsE6R2EmxIJztuaoJ48QkslnBp+ZwkASjrePC9vNjhASm82vOY0GyQcOIj8FIS6hhAwhMZz9y4yWXDvFl71i5dY8pL+n675hvY7kt5H5uCe1C2rWWNPRNS3tOanxNI4sfqZr7DlypJTrAAAgAElEQVRqV1KSR2nD1WbLssychoHWWTZdXy1l3JrJLyjX4mzHMi2kBK1rKOTa1ZTCu92BnBJIQU4ZawzbTXsuNAIhJMtwwGrNOMw87B4oUpNK4e7zr2iajlRgnBdSAdFrSII4LKimQwTPu7ffUYDGtUit0L3AzB4hBM4V5A10g8YgwZ1A7dFImuLo5xUuaIZJcSiFFETVlgiIpZBLVdq/ajWxFPa+mnKmXDgl8PkiXPnLaEThWiV8LuySxqfaepRSx2TTsXYn7SaSkmA5aaSSuD7RrCNxloyPBtMmbHt2fhD/NrHFPwlBtdNHPGtZnvGET6aw1OwLiTSXE6lkFJm7cOLvO1nddmNGSoUmI0S1GkkxYJ0jxEh2gkYbfInkUFARksqoWBMVY4yAwTmBNQLvAwhZXZFTOtNwA6aNrE0kyMhxXDHsR5QExfovF5YLpKh/StVGhJh5EzL3U+TKSb5uHfPpK0zzmrvPJ8K+Zxlv0J0jd4pRR+xR8PDugQxPYWdCSlL0+JjxKaDGiVQKWQhSjPS3G5Z54mH/SLO5IZfCPByJpebeCyGJKRByJuWMkgItFca6SpSLnuNwRJ8DvmKMZy2LgmpuT44eJRXadcznfJTNqkdJMFpz3O9YX10jlEQJibWOYZ45DSf2U0F9vkIWRTNLTsvMIY/Y/ZqcCurqFt8v7MwCTNyKt2xd5Mt0y2mpeSul1JHY5bW4axT/zaZ2n7MPhHnGtB1zSPzT0fMuXkzH/uw7kBuV+FzMpBJZmYbfy4YYqwrKDwptKk35Qj9uNzXBcdrXr+15oe8nxTArmnWsC/8k/j9c8BdiUORQY52f8Qz4hArLxf77aa6NYGs1L1db1l2HMrD89g3LuyNq2xFjQpaEMoZcYJoXpFAsAuaYEQhUoyGfMz4C5CKQWlBSpJRqmZ9zxgjww5FhLKhtQGuNOMBhH2lagWbC2g06VqrvE0qpwj94GjdoCV7yNPfnbOt+ua6lDPdjwubEq3xg2DvCteL6emJetzyUheIMicjd7IBz2iOQYiTEREZgtEGJui/JwdNYy6pfsdvd09imdhrTSFgmDsuMdIYwBOZlJknQtsUISactyc9nJ2RRl/FSnYPCqtWOOme4aGPYbLYUXXicBuTguW4bmqZhGgZKKqimoe17huMB2zRYa9lsrjiN3xJCIRmJdgX5ECnHglxLJjMT7TV2zKTHCSs7RCwsQXM4LUg3ksY1RIcQZ4pwOduxSNjqD/SOfiH6mVM54bB8oQRTcgzlL1/R90nx0mpkDNyZzGPJHLQkZ3B9YjpqhCxInSszrEu4PpJT3bVIWfVQjYqkKIiLrFkusu6FSvnlLWL+EgRnavVzTXnGB/hkCgu8/7A1An7TST5TGoTij2/39LpQ/tfX5D9MiE5hmw5JJuWEXyaclXWUozSiUUgt6NaSVkv6oFDjglICZxxZgNIaaxRGZrSEVaegQM4R0UGfr0niDaEMNHaLkAL9g6uBIEueXHOlgM+05FQK97n8+INTUGS19tgSCMue47eOZcnoz94wnm5plAAliA426y3jPPP6/oG2bdBas2pbOud42O/IwRNTRmvL4XQi5ExMmU2/4u1+x9tlRL5s2Kw70u9qvHEpGa0U6jxqE1Iiz/MaKRVK1iJpjEVT0EajOovoNMcusGPANJrWa4yptvzBe1zbIqVkGk5oY2qhyoU5Z3ZjzcC5+nrD4PYo11COC+UY0UoTRORme4MUBWccw6AQhwNSr5iWwFXT8d/pxD+GgleFFOR5UV9oKIiY8DEyDhPH05F9P7Jpe67EirXKZ2bYn7uaC4YCfwiGX9uCovBCRU7Z1l1Jk+l1IMwSPymUyeQM81Fju0R3FZ70IlLV8Zcy6azmr79XyPP+hl/OIuYvQlCL2o/sjJ7x6eKTKixbUxfV/6XJ2Djz7bsDzhka23GaA+v/8SX/039d0X25pW1aTqcZKSZc22Ok4HA4cBCZ+zvLIgsrI/gqWcS7gXGZz4FOLdZYWqPIy4RSCi0VISeScMRJUcwEFLRyzP5IkQUtJeqHdeWDzqT+/T4XvtKSuSSG8tG3Pi2aBTAVOOSEKp6CZ7+zvNpmVo0nJ8NqULTSoBrDtEzcXF9hmw4/HvHB07mGxjXcH45IKTnNI67fIuaRkCKqsXjb8hAyWWnUkmgkGKUhLQz7B1KsGpNcqs4EITBac3e1pVutSSpxVBOzTIxmYTNnJrHASvFyusKtI/vjAWMtTd8TvSfkzOrqmlwEu+PAfn9iPB3YbLb85tf/Ld+dvuN4iNh+g5oMp3fvuCoO2yRSmPHBI0oix4gQghwj2jS0TtIKyeuTZ1cE6PrMzwJmoZiCxy8eP44s40ivDLOdOGTFmNu/8h0oeMiKJmleyEgnajS0Rzx11LZLKFNYBgWldiHTUWMui3t1fp0FSFGeKMyXEV5O1VJG/UIWMX/FQ0Kq6uD8jGdc8EkVllQKL3Tm8PiAFAKja2CWFIF3U2L72RV3dx27wxvm4z3joFh3PR2ghMBaTTPOXA+ZcuV4uTg4DCw+czxZjBXc3DT4Zc/h6HGqQSiJ63tUyhRp0KZB5AmtFUq+4OH4Pcc0suo9SnUQf3rLIoCxFN6lzJda8tuQCUArBHdS8U2KtRCdR05jcWykghxJeWHYKe7uMtN9Icwz+zyw7lekXGi6NcqYulvwEw+HPSHDZtWDlEilEdSx2ZADb8Qj35dIVhoNlFHQakvftMy+cBynep/PHcyTkJPCMA6YrmEvj0RRCALW9CgiW9FyX6ZqBaMVyhimYaBfb4gxkpC8fvPANE21K5Ka08Mb/HDiyy+/pongXmcmd0KXwqvPXpBSxjqHkjBFj2k6lBNI01JyIqWIX06Y9ooXJrBPBSFFFTaqws4nrl2lh9/cXbG6WXMKJ343/44HYRjyX7Nj4fz44dtoeBAaIyB+cLunpEqZkbpUa/qTRupM9JIwS5p1tX6pxg7iqWDkJAizRMjKKhOq4Pp07m7KU/bML11gnkaEmX+9sLJn/P8On0xhUaLwIs3k3QNLifzdF18wnY4UW5X3221gd3hk1Wvm+QQI2rZnnBeULHRdg5KKTWMxXnITVgynkcMYKULz5RdX3D9MHA+P5BIQIqHwbPtb9ocjxzkgcsa1HcYmhBTE5cA4njDduiZN/pkPvQY+l7XA/TEVWin4XEv+GDNLKSgBL5Xi+1QLk5AwiYaNMFACBRhOgdX6nnkuOH1LDiO5VKZWzpEwecI8Ms8LGbha9azalt04QCkc9w9MJLpXK042kSM4Wbh1Gv1YWHUd+/FIlpK+78k5U3Kk5EqKiGGphVwqoszEksmhkCjsl4E+KrauZ1gW/ji9Y930mKJok+U4LZxOS80yKZnOKASFkD23L16y2r6sLsGicNU1hCyYQuTN/SOdkWhZEEpj2zUhZIbjnna9RSEYh5lpnjHNlmstaURiPDOucobvpsTWaLZG89bfcx/eEWJG679jTi/528QcldU3FcH0Exfii8mjbav7sR8VMUqkqn/PUVS1+1n5Xoo4OyTDfFRoW4vJfKhjNO1yzYy5qPh/yS7mfB+A5z3LM57wyRQWkxNqeKBpLI3bME0jq/WGx9OE7z30b1m+E+jpjrbZME0HUpmQWjIu4EygtxrZdnRao63Dl4C0a+42irhM3DYThzmShUSVBtEVDuVICQkhDNJUyi1SUtYJmQ1915CKZ55nfBhANj+4740QfCUSfTiA1Exqxfcx82ujuJGCd7nwbYz8WhsmUdif/cmKMAjVIqMnl0TxmhgiUg7Ico0UmhACRgjGecBqQ1GaoAJ9vyYDISU2bc9+Hhhd5uqza+y6ReUZWUask+SdoEOSw4JwDUYJ4rxHG4V1jnmYWJYa05yCx63W+MNUY6ELlQasJEkJjrbSnFdeMZ8WfFEcTgOyZFpruF6teTzsKbLGSIvsca7j+vaKb4//iPYtNzfXDMNEyYmoNMM8060kbduzzCPBzxij0aIglUErQ1GJVBKdEtzoxBR0jeDJAp8K/9c+8EJHFtHhy29I0jBH/YuFaP0pLqJKbQtSJaIt+FEhRCEGQdzrartf/Tu5pFT2N5kwK5IXTyLL6CV+UJgmY9r0kdHl0+/6WXe2HmTK31Rgn/EfGZ/MYLSUzKsXdzRGo6wjFs2pgP6io2sjxmm+fPUZh8MeYzYobcglYXSgsGCaFdI5ilaMs2d3OLLpFGsz40MA7ShCYIxEyUgmwaZFXnVIU9i2km1naLueOGc4FGTWOOdq5knbEefpR+97KwSbEqs6Po28LBONgG9i5lZJWlGT075LkS+04isl+E8CrFQ4s37SviQy45hR7cLiD3y/P3E8jWjbsF3X7BYEdJtrpDaEZWSYJ0rX8G54w/T6W5KKBJVpm54XTYtA4b+bWWvN4ifCPCLLwGpt6HvNF1/fsr1pEUKijUMbgzGWZZ6R1ERK47pq1lkyJWaYC/evR+xicFGwahvWmyukNuRcMEqjXYNtVyilub55yWTfkdpHlnhi798w9q+RW4Wzhm3fsdneVJPQ4Om6hn7dMx53NTMngxSZ3mQyugaAXaKIz4XDF/gmWN75nkNoGf4Vi8oFF/qwVNXqpd2G6h+W6ghs2huW8ayFyeI88qqdzsW/axkrFdg0lQww7U219aeOzy4uzOXnPBYBiPI8CnvGEz6ZjkUphV9m1n3P7rQglcOaTFaSXrxkmVaMw0RrJW/fPvLy5S3L6YGcA0IWDtOCMD2n04CQiZwmOrOl5ITWhpwiRSp6t6aXME8j8c2eSRywwtB1LTllktQYe40V1Ym4hJ7jYYIcUeLHP5m7nLlXDTeyJeYRGU58YTS/LYZTLvxKK3a5sBKFNYF1OrGkwAMbFtnS6I4lDsQSmSbo2sS0jEgq3fjx4b6ejrsNsm2Iy0T0E3OIFFU47O7xjyMiZIZ/+p7Vf/8F3lab+fj7hWthiXEGXbuIecr4Cbp1Q/CVYTWMkSUktivHcfEMPpFy/Rl5CuRU89OdcTijsASIArveIpUhhZm4TMwl0bUd+2kEBM526K3gMX2PxbD0Iw+Pgv6zxNx8T1M+h0EwzyNd12Jcw3g8IJWi6dZEPyEISGsIy4RprrnSmn3OjJyX4hnED5gV/3a4dC+k6sv1tNznHHu8SNpNtbvhosoX4skqJoW6nxGiZsGIMz354ouXMzXs7jwmE/BXT/cuXDhtys8rTs/4D4VPprAgamZGXiJzOODHE+v2K5q9Y3/YMauZuBnoTEv4buF4DLRtT1xGuuaKlBOH0xHKyDKfMLph8Z6mafDTCVEKjdXE7AEFouBDoFAIwiNOFuvW+OnAN9+94cuvrhEqk4JnXkZmfYJkP2J3XVCAb1KmNWucD+QScPHA1/aaTik2BK7KTAgLsRRSSRQKPYETDZ1uKOGERJK94HgcMbZlbVt8ThQEPkRUTvhxJsXAYRzpXq1Zf37DcTcT/jFxe/uKXitiyozLQJ4S7/7pO7zueLA9200VOQLEFHk4LXz7+ohWmtwaRhQmabT3UDJGCcRZKCmkJsdA6zR921LSQsnhyVsseY+gYLShX28YU8KPI+svXrLL/wwUkkiU1lNOjjhJdJvx+h6K420YuIlXbLobQBBjpF2tCfPAkiJJSsYQMeXIjWn4nV8ub5u6xJfvNVDig9fl3wwFlkEjKNiLEn+RLIOq3cuhqvabdXyiHyOqcaWQGWUyJYunLiUFiXHnPY2sOxnOnnd/0x7mA/KASM+jsGdUfDKFpeRMKIL9/lsQCWtaYlH404mIRKuONHvEorhetbx+POCaO1zTkXOhNZL7h3tcq7jafI6UFj8eafqWq27FPE+MYWQ/PnK7+QytLDovhJIopeailJxQSpFzJsuEskCU+OCREmTOSArpR46LAfh9Fvxns0X6R3KJXKWRtdkw+cDkjx9d6ASKa6XZZyiqw6oGowwA87yg7Ehig9QWoSQhC5ZlIReDlBJlAsEn9n88oovmxavfoJXmNM8s/7Cj7TqkLnzx4paGlvjPI85ZWIM1DcsyUnJGG8um7/G3gqsSuJoajg8HitFP8xcpxVlMmvDBs+p6JJCFJI4nUopPhAJrI8NxjxWS9uYlk35gSnuSiDSlQ6OxV46N/AwKHPMBv1lotEYmwTgfabqePE2Mxz3aOoRtAUGYJ7w/cnuzYjV5xktEzlPXUr9ulODrleZxybyZ/2WW8aVAIZNyREtNoTDHqY5fpcWqphqVvn9BaTcBP6onbYtp3ncvFy1JTuLJ4qWceclClHrfZUGqSmFOAZZRI0QN67rY2FwW8TnV2xX4q7oYoaoDwDOeAZ9QYcklcTr9AQH07Q1KaKZxqBexnJmmgVaucc4wy4mrmy0PDzte3l5jVP2Udo1jGBdaPQELPibG/Tuck2zcpl58EIQYSKUaMFZHWknfr3HKEVNCa4fLPTpIstug9FsgI8l/dgIxlMIfhOE3ZovJHqdbfPAscT6bAJ4pvaXgVI91HXZeiLrFqoZSEkIqrvtfkcVAoifnquVQpmO3P3EYZ3795Q0xK8ouIXVCyEzvLFIUjLJsimH7+Q2THihJsTlsGP6X7+B/cEx/r9jvdjgjzzkpiWWe0GWFkYLsY7XaTwnTtNVRIFfzRaUtQlVVft92DItndzyipKRpHFIKfIqkIXD34kvmduQQviWKgCkGUcALjwiSUXleuBfMesGrtwi5RmfDdByQVOeF6XhkNoEYF5R2KGPRxrDEhWtjeZuW85Lj467F50KjBC9bxds5/Qs7l8JxeSRmjxT1ueq0ZWUs7+Y9Uki0tE+v6YWK7FYJEzM5Cfyo6u5lU9X5+ZxYefEP+yh8q9TMocu/2S5Vm6MgCEt9RmyX6r4li/czrvxXdDGinJ0bngvLMyo+mcJSSkIWgRKK6GeUaTilyGORfH3Vc+2uWMKCzwlhe46Pga++egWxBnJJqTDGYnxmfxzRzpDSkVwC3gs626OEpu+uySER0vJ0IhfAPI4UJ2pmiwBnNKIUIhpEoZBwuvmLbIpdzhx1y5d2DaIwLg/EPH98ugVi9pjk+awkSOBDxqfI7WZDoxrWd7/i+9ffQ8lIkeibhra54jMhWLWWzmWSsijpKBSkAoQgLDNOS5YmMoqFLPa02zWr//lXTI1CLJHMCELQr66QWpPHI26RaGkI84I0DkQghYBUlTYsAa0U1hica+j6NfHxns1aoK1DGUeYBnJOpCKJOnMK3yEoNLkhikjIkeIF7tAwNyf2vWPiHVlEYlkIYgYhGKeBvl8jXYO2DofDtR0pRXb377Cuo9dbNAvh/HxWWm+9qKYCr6dEzOVfPA7LJZNyYK07coloIfhP645eF3xQ7Mfv6O0GIx1CGqSy5/tRw8OkLkQvnroXZapzMqIWkEtREaI8FQohL7Rg8TQmk652LPUfzoVJ1sd6UdNfbledn3+oiblYCuXnjuUZZ3wyhQXqh1mLugd4XQwPeo1Onv60Z9tvGMOM9xNkw6++vKVgGT0QFnyuXmBto4k+s6SZQjyPHDLDeGDVbAhjwucFSE8di5IaITXK9ZQYiTEwLBO2c8Ql0bU9xmhu+g0PWeLjj1+uRCnclMA6BVBrKAIjLcsP+hyBTzOn44gPkZxAaWhcQxKF43RkzR1d1/Lw7jVKabyHfr1BKMV42tOtt5xOA1ompHUMxyNCCKx1uK5nP71DNJpVuqaIQug7lhiRuirBYyporSu7TEoI4LTj5A+UXBA5PRURq00tQDESUmQYTkilCKXg+g1SVmsYzkr50+Lxy/9DqwEFWRSEUEglkVawbCNpbTmIB6I0uNIhUGQV6fpNHbn5hfX2itNxT4oBKNimxXVrSgoYUZ6K/GV5nnMN+hICvp9+XmqiOHu8pTggcqB3BhkD+yVyp6FH8P3wHcJu0XYN0nzUKggBzTqRQmY+amQo2Ca97yok74vDZcRVLqLK94y3SxdTl/iX7uhsaKnOtynvWWdw/r7yXhNzYa492+Y/44JPqrBobRjVmge9JUjNmoXPmoJRhvvTnuX4luvtK2LS1WRxGWowlCjIWJB9JhuB2WdWasNp2eH9SNeu0dowp5khHOpiWihKKTTKnvNWJH48EmIg50xiJsipsnGEY331Eqk3mEPkx8zzFfAyz9yWEymDlxqrW5RyKCGJpd5GKsNxGAkxoaTEGIlpNdo22LYn+hnvZ8b9jvXNNct4wipF2/Wsrm4Ivuo/pHZovZAbhY6VCuyajrbtSSEhdpmiIn5tKTKyNg1lWcjUyICSctW1aAsISspoo+lci9IKdQ5NW8LCME+EUEWcqulIfuFwOLK9uiJHTwgB7RpyDJwmT2gDulmQRZBFIYqALBItWlrd4W2ptG8/EYQjK4OJHnFOvJmGAWMdy3iiX205HR/JuZBzxjUWkuQHtf3HWBU/AwJBr3vm6TW5ZKTPGGG5spKtFfhUw9BKSaQ4I/WaP82fvHQv3XUgTAo/KUybKem888jvHYef/MQuYsbyvjjAnxQgPigeZ1+yy57p6fvU+2U/1EOPeFZIPuOMT6ewCMUb9zmTbHB54UtOXDeScdjxsAzIdgvaMi91PHP/8EDXdWjdUkpDKWO9+LgE25n4KLjevGD2AyF4TsOuajKEIBfJkiNCSq77a6zpeXN/T06JlAuvPv+clbPoLBHdyBTu0VaipMGUH0YUQ32hbpVExVIvjv4RJTVKarS0pLQghWbdrnHacBwHcskobaodi6wRAHEecUZDyThhud5eczodOAwjU4jk4MlCEvZ7kIViLS/6O3JMJCTEQFGazdUd03GPv58IQlC6SBgHdkvgpm+4ut7glwlNwq1WWOfqyL5kpmGq8c1CInTdIyRE3QGlyEVGnmNAuxbw+GHP4jPeFFadJccFlMAVh0ShsqQkg84bLAE9KXJpsbqgioOkSVrimpZ5GFjmmaZbIQSsNtdM08iwe8A4S9Ovkfns3XYuJhfV+odL/J/1dhQCqzukXRHiwuAHShGsbYsRMMeIUhopBEq5H4w63/+c+ueiWykJ5kmTwqVQnIuDoGr+y3sh44UJVsr7buSpq+EsoDx36k/dyWVMlur3CmohS1Hil1/giXnGfwh8MoXFC4NHsZneYfyIdIrHcaScT1l5GZDNmmF4ZJkTxhiur1fk7Lm7e8HurWcaR0ySLECMiWE4MC4DpRQEiiIEPtUkRaU0re2JAVyneHnXsYyBHDPagMj1IpqYSCnw8OYPbNcN5idOxQvwnWj4SgZKHkklMC07+uYGrSwxF1bNHUYqpCucpgGBQBtXrU+WqWaJyMzVyxsGB825WMwxs8REPA20jaWUTO8axIuWUS8cyww5scSAM4Zl/4hebVltryi+Y54GpJJsuhW76R1919Gv1kgpeP24g5LorGaz2jAsMzHGc0xxtaiBqjMiZXTJOOfIMRPDgpiOlcWUCgtgfuXwazDeQMx4fBWjSkXKHkJEZsMiAiQFMoKEhGXJnmAnVtst4zARw8JwDKw2VxhjSMYS/cIiJD5LTCl8+BH5Merxz4NEmiuczhTdU0Ti5fqOkBPjMWPcGqU7pDzL6/8MnvYdmifF/TIo5lO1eHGreCZKvO9MftC1/IWvc+RcTApS1NFkQYAWiHLZ9j/jGZ9QYVElsT1+hyoRrRNQDRc5eyjlFJAFitE4IldXV+z2j0zTwOIPXG0/ZxxH4nFhWRLHuCedc93L+SSolEEpSS7Q2harV5RcSCnx6vMtMSTuv91RwsKyCOacKeYISETWxOBRWVPj398zeC4XjYdS2Oo1V+G8jM4Tcxiw2kEY8HFEqTXGtRilmBfPcNqziEzpFebOYhvJ3Hh8LHQp0hiHUZJ5nshIUo5MrcL2DZvikAnkkonImoZ5pk6nGAjBk8PC3c0dgoJCoXY7HvYHjqcTKSWmmMgFrLVkaiEJTzHDCkPBalNNOdWKFCMxJ6AKKFVKgOD69nMaN3GaH4kbg5VrBAcyGUdHkZJiZrQeSCR0ESSRiWJGlBYvenTZsU8jW/UFgjqaE6I+diUVrmvxc11OLNOJLhn26uOPSF2G/zJdSxUxVgsfKzXH5ZFd1FhlmYtk5TYoaf8lP/a9U7Kufme144LyI4v5J90L75lfTwJKee5OMu+7GCHIyA8ElTWgLD+zwp5xxidTWGSOGLGgznboOQeUMqTia8aFENiQCM0G228pRTCOR0qZeXycGYaB4DV9azBCUkLBcLm6CIwybFa3DOOBOQykUsV9MXikb/GLQWvB5nZLeBgIS6DIgM8HrjYvaPILck7oUjUJF13AJbzpzAPAC0nrrhnmd2QiSzig1S2tXTMuR4xusFi6bsMpPGCvW1RfUNYgvCS9G8i9JK0FgUgrDavNFYtfWCbPUTUUp4njzDQtHDcz0hsMGiEqlToDVmvCNGLbnmEc8dNAa1skhSg05EiOkbbp2J9OFCGIZ42KMxZrLELK6ueVEuM0Es+pk3VkWMPUSkq0/TX2boWXnn6Q5HFm4VSLU25YVGWZ5RygFDwenRVGGBrREMRCFoqIxZeRJCOr7RXj8cgyz3SbLWM8olrJyl3jhyMyRUyRH8cRCCpZ4BftWiqUMBjV8A+P96ztlupJ8PMcly5srQ9r42V0Vi7L/A86ZMEHXQoF0kVNL846GPHDLia9393Y/ucRGp7xHwefTGERoqDU++XiZQQmpKSUjFMNRjeUacJd3XI6HIH5aZnp/RGlGvbHgLUXhXlBCkVjOrSwxCWSsma9vkVKjTUN2nakMHP/eqbkupDVKVUrWHsi+kRj72j1FSEEXBJIketJUtQ8cT44HRshMMrhzJo57MgkpmVP39zQuMIQJ+ISK923X4PSqKNHFl0TGLkmTYKlW7gXB7b2BVko1usNMT6wP460wdD2a4QUlFQLXMqFORaGxx2bvsU5R4FKBgie/mqNRLJqW1S/wo9HhnFi2xZSqrnwKSc2/YZDOnI4HcjnZboQglzeWxhqa+ldy7q/Br+2M1wAACAASURBVK3JTWSv3p231ZmUJqL0IGDxntf+hCSS84JCnVvQwot2zdq6sxHCCcEdXuw4lQdasaZd9fhl5vjwjtJ7ZqmxpceHkaAmUnY/8WbiY43IL/L+FLS6Z7/ckwpoaRnDkd5uEYif3LH89M/7K/5dXIpJ7dxro1hqV3ZWRIoPpnAfLe7zx4yyZwPKZ3yIT6aw/BhKyQghEUiMamu6oZLkGIlxREpJzu+LUUo1YnecLF3bI/A0usHYNdq2LMMO7yPKJEqZGMc9Sq5oZLVBqb+zVPGbNYxM9N015DVKKaTQbHPi1zrzh8X/CDcM9PkDbG1PygGfBmLxTP5A12xZ4onTMtM2LUoqZDb1tJ4iUjtKlqTpnoQkSUFQkSJBXnV080QuE9McGeVULeoN0Hj2uxkZNS/v6tjruN8xTQM+JD579YLRnGhSg1UKoRTFOoQ4Qo5IKYgpEkQNPBuXhZgz2jYIqvLeGUvTdriuJVtJkhkxFpIv7OLviAJUFhQpoGhkNujkaEWL3EpsXph3J6y0WGMoMhGtJ5aCTRYpPLCA6JjTnkkdcbJHrxRLPhB7zdwIVmFh594xHRSLdj8ggn24xP9Qy/FLIJWEQGCl5FV3xZvxgcfpNVY19HZbUzj/VvxEASyXViVTk9iorwPqXCTORaRcfsafMsj4eBdTinhKrXzGMz7pwgJnlbp0uKYnhgXdNMzzTM4zShkq9ff9B0bKjHOReVGs2jVKiuq6m+JTqNU8z0+3KcoiXI8UPOW+a2XAzsRjYrv5AqdaRMpgLNuNwcXIvQ8cS/nRi4IQAlUUzq3JcyDmhZBGvDe0UpPiCYdjdbUllsyUBuLDiFSKeT7hXEtZAmNbOHDiRq94LAOPKSBTojOC1dUN1hpmFt4+vkNfG5pRMBx2FATzsuBDwpkqVhxSQKLrbsdPCAR3N7dIKXjZrqpRZ/AgJM41NP2Kpu0wziGtxOvExMSjeGAWHp0KXXG42JGMh2LxIXNIki2O9XKFzpYkEtnuMUlijgJ9Y1maBZNVHaWJGmOQRSHKA6XcokvhMfweLRxJLWTXEJ3FRkmZC9MbgdJ37IX5UYpxbYjOzKlf8H24xBGnW4yUvGwVd81LvhkmDv7IHAdavfrbOhdRR11PG5QPi0n1lDl3gefWBXFmj9VdTF32n8djT6OzD3QwfEBjVgXTPNONn1HxSReWqqjXoBpiSsSwUIRlWSYgk3NESl1n9x8h0jjFMHtEWz3GcikgNEpZGgOcRzwCwWrV0616hKyb+HF4y/3hD/T9FiW2OKHISErOnFImp8tJ8P1M/II6usj4MIJUWLMmLZFCYgpHOrtCIlmWCdu0pLIwbAJ26RAZmtaRY0AdErJVHDlxKzYoCesvrzh9vyccF7LJjP1CUwx/136Ol5HH4YFpXqiJt5ntusMoySIyv58zr5zni65lGiaUdWgyrWs4zRNGK5rVNe2qx16v8SLiRWAsJ3wcOMnKWpIFVBTIxeF8ixGGjf+Spbzlm+x5JxucEKyFIklPNCd0DixE2DowCVkKAo0qgiQ8hTraKWRUCkh/h7f3eI4IoSi2oQRTn6OoWK1u+efQEX7iOvlLU48vSDnS6IYpFX53ilgp2LoWJQWvhx2t7vlb5m9P9OLzqOvSmdTt/oUd9tM05outi+BjDUvtaPhI93LZBz7jGfCJF5Z6qcl4GckykYxl2g1Ymz76nh9Dygtaa2y7wYpAVBE/DcTkK+sppxquVSbYR5T9krZbI0qiiHcIGentZzhpIQmKlPhc+D/2M0vOzNTdhvhgvNAKQV8CIcK47FHS0LZXOLNiCQcKqbLEVENOmRLqfTKtxjOjJ2jWV2RjCK2BpTD7TFglbFbEFu5e3ZDkiCyCGAOP4ohQCiEkuytwXUu3T2jXQC7YxjDKcD7wFuxqjYugrabt6mjLZk9gYSozh3wgloR0DYVS3aBFQmZIRZKiwvqW22jx04Ex1Nx5Y1/xan2kkUc0C5Ob65MiEhJJHAsqS5SURBERyWDimtkckSojUMgi6YpFx5fACkxE0TDtBN4PzO0fITa8zdcM+S/Qe39x6jE0puPoD2yd4qtVy8OSeDt5QFQmXknov2YcdrnCl7prejqh/Eln8tfgicas/qSLORe4D+1jpHyuLM+o+MQLC5ATaT6Q5yO5uKoIL8u5U5BPS/4fg5SJm+sbkt9zPOwpUdas9BzPt6unuHEZePv6D2zW12xWmsNxx83mMzr9gjh7vGqQBd76yOOSQZ9PgdSD5QWtEIhwxIvqgZwKeD9gbU/OEZ9GckkoKVjZa7QUdaE+OaJpSF0h+pkwD4S14+QtYlKkNvH/tnfm8VVU5/9/n5m5W+6SjYSEfRcFERRcsS6sQhV3BKqCW636q4gKRRQRARWRqtVWFHGpdcMqRbAqit0UraIoICDIFkhCNpLc3Ju7zTy/P2YSEgREG9uv7f28XvO65545yzNnzpznnPM853mCrkyMVALiccyggQDuuJuQ5iNJPRFXHKVZpDSbMjFNFEKGL5NkTRUd3S58wRAZWibKZRDx1FNBDXFVjigTEQtR9orESCmiEsZUtulNt+nCHXeTIW4CmhstaVIRrqc07iIkLqK6iQrHCMXd5IZakXTvsbXAlKCc/X+v102yVsO9tx7JcYEoTJUiYURwKYMEzsl7JRg+iIsiJTFcpoleL7ix2BvLojIVQNddqORhGJdsYj/sX4VSCo+eAShq41WUaZmEkwkiyQgK286adqjlkexTe7eZiROnHAE8B1+dHBZ9NGiTccBVDJBWN06jEWnGQsN3IZhJ0znb4PiNVxqWdeCT8AC6rpFKWWRmt7JPtadSuFw6pllPw0qnQU04kqwnURPHcs4R6PFWRMIR6hNhMkKt0HwudkWTWMo+KiCW40ujybfqRhyDhR4UBm6Xv9GOltsdgHgSt+7BZWQgomGJhj8zl7pYPaZlkayvw/ImUBkKLRwhX7MPLabMJHu1Mly6D7fbh7JMzJTtSyaV0tC1AFnJAEGVIulOoYVMNJcHX4Yf3WOg+X2Yuu0PpSpeRm2ihog3hRKF5vBlS7NtelkoXCmNRFQhdYJWl6JVKESmy0XUFKpi9ZQnLCpMg6RSlCXsLUZN16kzo2TXxMn0tMETiGBKmHisnlg8johGKqwR1xSpOpOk2ouWMuz294KBgSFudGlFJFmF5qpFUhZRw0LchRTXe6hNgEKR47UZ+qE8RCoF2n72ww4HLqc/HMgcnM1cfCgUFbE6dGWQ7c0HHJ81+1cisk+43sBMFPu2uUQ1epv8vsgwFH5DkaFgb1KoTckBVzGWuY/BpJFGmrE0QmFaYLD/CuXgo4uuK8SKkTJ9JEXD0lLYToIPnMcfEKKJCFneAlIxIRKrAs2FobkpjiUIJ6VxO0Gsb2rZeJQAlrOSShFP1tj2o5Rmqz0bPlyuDGzHuraKsKEUyUgtusuDQpGss0iaCtENMjItPEYpHhVDUhZmSidihTC8uUSr6omF6/Fn+HG5XM72ioZb8+D267h8GVRpYcKESelJTJXClQRLd1ZZFpi6kFKO3amUDvUaVq2JqkviMgW/z4fu9VGXUuypT1CWhBgaStPRDYUBRFMCKcHl1oioAAnLQ7wuQqapk+kvxNQqMVUtSS0Omk7U9KAlUlg+i5QWwSVuEiqOjoYSN4blwm8oUjEfW3fUU5/rpVa5Gx0WCFBxuD5WvsdAus9PysHuK9y6F7dzcPK7MJPGpGrfs/wrco8cj8aRIYMMLJQIlUnYGIFIE67YIIvRVNqDZBr7kGYsDjRNIzMzRDweAfZtgx1qq0Oh0HQLXbPwekPE40li8QP7rTcMcHlSaCkDl8oiloqTSuoYPluGsLsugQWN7mWdCprUBV6lYehe24eH7qJBgipi2m6HEynQ3XgMF+ICMWwV0pyc1iREI5moAx30gEJzg0iCorBBTSSXhKWhKyGkQyt/HPHE2Ftfw95IGOKCoQzatmmP7vPZ++q6jhaBZErDbRhoLtBESCpBdItUSoOUjifpJiNhULWnGq/S8LhcuHw+TM1gj6lTGxeSKDy6ge5SeEVICSQtsVcMuj0bjqcEtw6G4aZCGUQTEWJmDSFPDqGgj3qtgrpUBD3qxa1nYPndpLQ4SlkIFproVFfVk9DLyfLksDcC1coHCdvZldJBvqP74QbHWGIB2sH7SVMkDkNxan9m0qjNdZCVyYHyNM//3bfrdAWdAgZaIkpK0zE0jWzNolBPsc10HXg1l16xpOHgf56xKKWhaQa67iIjI4N4rK7Zx3qoD9ISQXM0vbw+F25Pa/x1IWrDlcTilZimI2BGCAQVpWUJOrRuBXFFPGGyd49JQVc/ZUmLiLnviJnlmChvWrcGeJRCOe78dE23ZQvuIApIWglETHRloLk1lFdHN02U6KR0KDH2UKbKSSkLT8pFti+TlFLUiJuqhIeGh66JCxUx6JYdoiDfTUKPkhCTpFiUU4pYQjweR8UUIby01nJJRnRsv5cWGUDKMPGLEPR68KIQK4mRmUONqVGSEqJJcKOotsCjK9xKkbIgJtY3ByzlCMpFkRDBTFi4dUVUCxBLuUkl6ggkPGQHO+POKiNhmHi1IFGpxCNeNEswVZJEHMd9gE5lJeyJ2kzXm7TAgrhH+86MBfYJ8VVLC66/bZsLDotbfN9tMK+uCLk0EB1NKaKROjK8PvINi1rLoix5ACWC9IolDQeHdeJKKXWTUmq9UmqdUuoFpZS3yb3fKKXqmvy/Vim1Vim1Rin1D6XUUfuV1UEpVaeUuqVJ3HCl1Cal1Bal1K+axHdWSn2klNqslHpJKeV24j3O/y3O/U6H9xwabrfPZgbO4/t8QftcgmWfQ9mnn2+vBjTNIBjIJRjIsQf1JojFEsRi9taX2+3G43GTnZtJu7YdKMjvQSjYDsPw4XJplFcmbbmJ2QrTMjA1RTDfQA9kUhpPURjMID9oN6s4ngCbwgAMhGQyal+JKJaVwuX1oHvduFwe/H4/3gyPbdE4ZmHWQyJq20ZLSBRLA13pKAti2LIjl2e/bR8F9UmLL6tT7Kpy44qH8Oguki6Tqkg1xdWVlEZrMHWTpCdF2F+HyonjDgmegIbfr9HK7SFoatRFU3xVk2BN2OLLeo3tcagxFfWiqDGhdUYGWV4v1WFFTY1Gyvzm1k2jjStRWKJIaVBvCpISEhiUqSD1FtSEk2jxNgQD2YgrBaJIqThuy4MkPNTv1fGFhCy/F8lykZcfxO02SBkaZsiF5Tm8w4eGpsjyuslw7ROkKyVkGAZZXje61nwk1zVFhksnw6U33vPoGi59X30eXcOlaY6ZfAFLCBoGWS6XPfPTFBi2VpfS7FP4PrdBwH3oeaHH0PB7NDz6dz9YmbCEyriF25uBoTQMTaemLoxbN+iQmYHXaK5I8G1bfIALOAroTMutbbKA44CeNLNP0WIoBFo3+Z8PtPkB6vk2ZANjgV7fI68f6Evz58gBOjpxjW6HgCHAT2m+4MgACr5rpd/a45RSbYFfAv1FpDf2C7zEudcf++U2xfMicrSI9AXmAvP3u/9r4M9NyteBR4GzsDvemCbM6D7g1yLSHdgLXOnEXwnsFZFuTnn3feuDahq9e59Cbm5X+vYdhGG46NXrRLKzO9Kr10BHG8zC681okssiN6cNea3aUpDfgeys1o1MKTe3kGOPPZWcnFa43R42b95MMpmkpqaGPeVlZGYFyc0pIC+3O7m5WcTqK9EFlATBFSDDl01OXhZ7UlAQ8pNVt4cj/RB0ub7BVAAMZcscxBS87hAFbbrS9ogeFFXtpipWTX6XNoQK8gi0ziVlWcTrLVIp2w+6GbdwoeOxNLAsUprgMhXKVCTlwN+4aQl76i12VmsYKS+GrlMvKWoSCeotg4imkxnMJyvWitRehVsFaJXbFneGj7iVYnsM1tRa7IhDBHsgdTUZdAszMyg0q+mkx2md5cYyFdFqwzmQ15yWBqOKYtnngkSDpALLgoToFIuPrSmNumQClBeXK0SQApIVASqrLMJVgj/gwaf52RV10bN9W6p2rqNPrwL26jqJwxAO6JpiQNtWDOmQS25tKcdluhjevS3tMjM4/+j2HBMQcmtLGdm1gKPy7U/Co2uc1aU1vb0Wvb0WwzvlcVHvTvykMMSQDrnk+710zgrwk8IQgzrkkONxk6F0Lujdkc5alLz6ckYe0YbOOUFn9azQlOLUTq05LmRwhJFg5BHt8BjfHFPbBDM4rTBEH7/FKfkZXNirI8e1ycV9ACaT5XUzvHtbBnUpxHDeUdKCTTUJyiNJLN3AcLtxGwY5bTry9bp1nNg+71vbrAkuNk0zsXHjxvW7du3aCpQDvb9LAQfA5Gg0unf16tWfbNmyZYOIpICNwA5g1Pcs81dAMTAHmFxeXl5cVVVVClwNjKuurt5TVla2G5jxL9L+XXH/e++99wfTNNdx+AxUAdNjsVjdF1988VllZWUp8B5wfjgcrtyxY8f2srKyUhExgZeAi3fu3Pn2pk2bXgfOc8rIjMViuysqKkqAG78LwYe7FWYAPqVUEpuDFTsM4X5sTtpACCJS2ySfnyYLZKXUucBWINIkzfHAFhHZ6qR5ERillNoAnOmUD/AM9gv9HXbHmeHEvwI8opRSIgcfIXy+DEwTevTowaJFixgy5CeUlVXRu3dvXn31VQYM6IPb7cPr9VNTU8nu3Vvo0qUXoVAulmWRTMRtobKuEw5X0r37sVx99dXMnz8fr9dLaWkp+fn5rFmzhp07dzJ+/HiCIRe5eS5iMRe7dhXRvvAYcgsKMNwGsUiEvXX17Kmup5M/g2XLlnHSSSdx1umn83VlmNp4glZ+L7tro1TU1dOvIIegEvam6klKPUmXxU+HDmXkyJGEw2H69evHOeecw/gJ43nuueeI1NagRMeT4aW2vhaPClDgCtE50AmP7qE2ESOcSNIp6CXmM1lfVk1dPEXPvEzaBjPYWx9nQ0UN7XICdM4M0VFMwvlhdkSLqI3F8VteAmaQyVNudtrXx6ZNm7jiiis495yzCSbCDAgFyfJ52F0bYWNFLd1yQnTMCmCJYGgaaz/dSkZGBjm57ejcM0BhyEuG22BbVZikZdEhM4CuKarq42yqqGVPXT0BQzWaNgknLTplBsjze9lSVQsBL16/G0nUE/AHaFvYg1giQm1dGeF4Ma28XWmbl4vPZTBv3jz+uPR02mR56ZEXwq1rfF0Vpj5p0is/i2yfm9p4ki9K91JaV0+/whw++PNSnn32Wc444wy2bt3KkCFDOPvssxkzejQFBQW0a9eO6dOn89prr7GhrBq/28Xna9Zw/fXXM2TIED777DPGjx9Pv379mDJlCkuWLKG+vp6RI0fy6quvkrAsQgE3q1ev5tVXX8Xn83H99dfz1ltvURyOkjAteuSG+Ojdt3nuuefIz8+nY8eOjL7mOv65q6JZf8/yunjooYdYt24dbdq0YePGjYwcOZLLrr6WbdVhOmUF0JRiZ3WErrlBnvjtowwYMIBzTjyJXbURgm4XLl1RURvh0+o68n0eckI+dMPg/vvv5623BjOoSyHbq+sIeVzomuLz3dWMGzcuC3ugesP5ZvuXlpa+9LOf/YyBAwdSVlZGLBbLffLJJ9cqpR4Dfg6EgXeBu4Dt2AP8BcCn2IP85cB1QB2wCvhTUVHRfWPHjmXUqFGUl5czaNAg+vbte8SsWbN4+OGHlwCbsSfObYD1zjhxBvYq5Ensyew52JPmIPAccM8ll1zCiy++OBXgxhtvpLy8nBUrVjwO1F122WVomsaSJUsucModDqzDnkDnO/T3BFY749QivrlBOBi4ClgK1AI/A7YAx2JPrjcCfwLudtLeDJz64IMPcvLJJ6Pren8nrq/Tzn8CbnfGxK+Ax4EHgGs+/vjju6ZMmcKQIUNYvXo1AwcOPH3ixImnP/fccyxbtowePXqwadMmTjzxxIvvuOOOiz/77DN2797NEUcc8TLwMvDHLVu2ZM2fP59FixYdc7Cx9UD4VsYiIruVUvOAnUA98LaIvK2UuhFYKiIl+wsOlVLXA5MANzZzQCnlB6ZgL7duaZK8LVDU5P8u4AQgF6h2ZiIN8W33zyMiKaVUjZO+2dellLoGuAagW7fOAAwcOJBly5Yxbtw4HnlkOueccw4Aup7B5MlTSSQS9O/fn+uuu46PP/6Yd955nK+//prs7GxmzZqFiJCdlU9RURF/+ctfmDx5MiNGjKCuro5EItFYt9/v56WXXmLFihWEQiHuuusu4vE4N066kVQqxUknncTIC0YT31vfOENfvnw5zz77LD179uTWW29lzpw53HLLLdQEfax8cxl9+vQh5DNwi5dPP/2UAQMGMGXKlMY6X3vtNd5//30mTpzI5MmTeeaZZ/j666/x+/3Mnj2bQFaAqVOnEovF2LNnDxMnTuTJJ59EKcVDDz2Ex+Phscce45NPPiE/P58ZM2awfv16Hlj0Dhs3bsTn8zF//nzeryqlJGGR65jNnThxIp2698CjKU444QTOOuss2mb5ufvuu6iqqmLQoEGMHTuW5cuX88ArrwBwxx13UFdn76Ae3zuLWbNmsWPHDnr06EGfPn3o378/9987h5KSEiKRCPPmzUOZBrkqQUHAiwXsrEvRt20O9913H1fccCMBTXjiiSeYOHEid911F8lkki1btjB58mT6HHMiH7z/AQsXTqFbt25YloXfbVBohpl+83SSySS/+MUvOHXAAO6++25M08QwDK6eeDNV9XFyNIv58+fz4YcfsrEyTGHQR8ils2DBAk4++WQu+/n1lIajTJw0iZgpzUaTU045hXvvvZcvvviCefPmMWbMGE477TQWLFjA5s2bufXWWylOQCRlUh+xOKVnb+65ZwAAmzdvZteuXfhcIRKmRYcsPxMffpg//elPBAIBTjzxRG699dZvMJYGjB8/ntOGDCXD0Bk8eDBnnXUW7kSCydMfJJFIcPHFF9N7xAheeukl/v73vzNo0CAGDx7MlLlzSSQSnHvuufQ/cyj/LCrHpcE5+ZBIJJgyZQolJSXccsstGKEQK1eu5IxzL+LsZ57petddd3W98847j8dmLDfOmjWLSZMmMWLEiFeAoydNmnTE0qVL6dq167VLly5l27ZtIb/ff96cOXPOy8jIYOHChXz44Ye0atWq+4wZM0Zv2bKFN954g6+++srrcrnO/vWvf332+++/z/Dhw7nlln1DycKFC1mxYgUTJ05kxowZ3e+//34ikQi9evXqP3z48P733HMPsViM8ePHP/STn/zkrq+++irrgQceIJlMcsMNNxxnWRarVq1i4sSJjB1rz2dzc3PZsmULHo8nEAgEiEajAL1/+9vf9v70009xuVztZ86ceVZeXh533nkn8Xic4uLi4yZNmrSwb9++GcBv9nslc2fPnt1v2rRpo4Hds2fPbjtt2jTmz5+Py+Vi1apVPUeNGtVz9OjRV+7cubPVnXfeSSgUYu/evQDU1tZ+ePfdd1NZWcmQIUNuHzNmzO2PP/44dXV1fP755z2eeeaZediM5fZJkybxwgsv0K5du9+IyP8788wzOf/88wG48MILmTBhQlhEgpdccgkffPABAKtXr+aqq64iOzv74lmzZl18wE51OGjY1z3Yhb2/txLIw94nXQJcBvwDMJw0dQfJOxZ4xgnPAy52wjOAW5zwRcDCJnkudV5GHvZKpiG+PbDWCa8H2jW59zWQe6jnOO64vlJTUyPDhw+XG2+8UbZv3y4XXHCBzJw5U9544w2Jx+MSj8clGo3KpZdeKtu2bZMlS5bI+eefL5ZlyWOPPSa/+93vJBKulr17domIyIUXXig1NTUiIjJ16lRZvXq1LF26VB555BH58ssvZfz48WJZlqxcuVJmzJghCxYskN///vciIhKLxWTDnr3y0ufbZM3uKpkzZ45MmzZNRER++ctfyl//+lf53e9+J88//7xYliVnnHGGJJNJ2fz5ain9ukjq6upkxIgRcsYZZ8jMmTOlurpaEomEjBw5UhoQDoclkUjICy+8IA899JCIiLRp00Zqa2tl+fLljWXOnTtXlixZIu+9955MmTJFRESee+45efzxx+WNN96Qiy66SCzLkjlz5sjSpUvlH9tK5cVPt8nX5bVyxRVXyBdffCHvbdolOytr5dprr5W3335bbrrpJnn//ffFsiwZN26c7Nq1SwYPHiyxWEwsy5J4PC6PP/64vPLKK7Js2TK54447RETk1ltvlYcffli2b98u/fr1k1gsJkuWLJF7771XKiv2SMnWjVK6/Sup2rVVSoqLxDRNOeussyQcicrevXtl9OjRIiLSvXt32b17t5SWlsp5550npmnKwIEDJRKJyJo1a+TYY48VEZERI0ZIRUWFRKNRGT58uIiI9OnTR7788kuxLEvWllbJu1uKZdWqVXLFFVfItqqwvLx2m7y8dpsU10bk0ksvlU8++UTeWFsqL67ZJq+s2y5/XLddXl67TVZs3i2rVq2SHj16yCWXXCI9e/aU9957Tyrq6iWVSsmwYcPkqquukkg8KYudMl9eu03WlFTKkiVLZPDgwTJ69GixLEteXW+XKSJy/PHHi4hISa1Nc2VlpbyxcWdj/pfXbpN1pVUyY8YMWbZsmfz161JZV1ols2fPlieffFLq6urENE2pqamRQYMGiWVZMnv2bPnLX/4iIiKRSERM05Ta2loZMmSIJJNJWbxuW2P9HTp0kKKiIqmoqJDBgweLZVkyaNAgSSaTsmzZMrnnnntEROY5397Hxx9/vNTV1YmIZIrIBa+99ppMmzZN3n33XRk6dKiYpil/+MMf5P7775d//OMfMnHiRLEsSxYvXiyPPPKIvPvuuzJq1CgxTVMeeOABeeWVV6SiokIGDRokgwcPlnvvvVfq6uqkpKRELrvsssb+X1hYKBUVFWJZlpx77rmye/duicfjMnToULEsS4YNGyZVVVUSiURkxIgRhpJr4gAAFyBJREFUIiIydOjQxvxjxoyR5cuXyx133CGzZs2SP//5zzJq1KjGbyuZTMrKlStl6tSpIiLSsWNH2blzp1RWVsqZZ54pIhI/wFj01bBhwxqqiDaEL7zwQnnjjTckmUzKqaeeKiIiF110kWzevFlqamqkoKBAYrGY/PKXv5RVq1aJZVkyZswYKS4ulmuuuUYWLVoklmWJiCwXESOZTEqfPn1ERLY79d43depU+dOf/iS//e1vZdGiRSIiE0Tk2ieeeELuueeeA453a9eulQkTJoiILDrU+Lr/dThbYYOBbSJSDqCUehV7yecDtjirlQyl1BaxZR5N8SL2khDsVciFSqm52HIZSykVw142tm+Spx32PmcFkKWUMsRetTTEg716aQ/sUkoZQCZQdRjPAsBll13GVVddxbnnnktVlZ1tx44dTJ48me7du7N9+3Z27twJ2LPNVCLGwIEDeeyxx9A1Dd1lkIzHGsurj9Z9o47PPvuMoqIibrrpJkzTpEOHDowaNYrJkyfz8ssvc+WVV9L71DObqYIOHDiQHdV1DBw4kPXr1/Ozn/2McePGUVhYyMCBAwlXV+LSfChDw6yPs+z1ZVTXVPPMM89w/fXX89RTTwEQqa3B6w9w/fXXk5WVRTQaJRQKAdCrVy8Mr4+OHTvSp08fkgIdO3akvLyczZs3s3HjRiZOnEgikeC4444D4MQTT2RvNEGXLl0oLy+nQGmYyX0GCAGSgNdtUFNTQ1ZWFqtXr8ayLF5++WUMw6CqqoobbriBiy++mKysLObOnduYd8OGDZxwwglsr4pwwgknUFxsv+Zjjz2WiAldunTh73//O0iKiuowtTXVIILH6yW/dRvHYnQTtVzsZ8prXYBL14hEIlRVVVFYWEh5veKYY44hGAxiWRbr1q1rXIlmZmaSSqXIy8vjyCOPZPG67QBkelwEg0HC4TA+R2gfcBsUBjP2xft1apKKNkEfIsKummijba5hw4bx8MMPU1RUxKWXXsqyt1ewsaKW0047jSOOOIJ1e6qarXDqkyY/PfscfvrTnzJ+/HhWrVrFKb2OYnc4jog0qhYbmiIej+Pz+Qh5Eui6Rk1sf7t2AIqgx0VNTQ09e/bk/fff58knn6Rz584UFRURDocbU+6ormP756t59NFH6dKlC8XFxVRUVODWdeIpW9GjU6dOtC5sQzSZwjTtuLPPPps33niDZ599lkcffRTsLRmAcCgUora2Fr/f3xZoGw6HG/vjySefjKZpz59yyiljZ8yYgdvtZsuWLdx0000kk0n69OnT2Ac1Tfukc+fO/ffs2UNubm7qnXfeoaKiwnj00UeZOnUqt912W8NjPAtcdtRRR5Gbm7saOG79+vXcf//9iAg5OTlUV1ezYcMGZs6ciYgQCoWa9R/gBWBM7969WbRoESLC1Vdf3Xhz6tSp9gBqGJSXlzf2ufbt28eAjSLSV0TcSqkzgBLsLS6gWT/VmtZ50kknYRjGap/PdxxAZWUl3bp1A1jZp0+fM8EeV5RSvPjii7hcrsbx6yc/+QlKqR7YW4BK13VM00REOjrKVo3tvnv37n0dA46qqakhMzMTsMc7pdTzp5xyytgFCxYwcODA/TuTGxiIPQZ/tf/NBhwOY9kJnKiUysDeChsEzBeRxiWeUqqugakopbqLyGbn1kjnQRGRU5ukn4G9ynnEYQzdlVKdgd3YigFjRUSUUu8BF2IzqMux9xPB3p+8HHu/9UJgpezXKw6Ffv360b9/f8aMGdPwEbBixQrGjh3LBRdcwNlnn92YdvXq1bg8Pj755BN69OhBrD5KCkFZtgvdaDRKQcE3lSZ69epF27Zt+fWvf41SikjEFis988wzxGIxhgwZwjsjf8rHUtWoI7N69WqGDx/Obz/5hKFDhxIIBGjfvj233347zz//PIm6OF5/CJM4MctARerIzs5myJAhrFixAl3XSSQS+EOZ7N69G9M0eeihh1iwYAFfffVVQ9s7Rm1VszBA7969KS8v57777kNEiEaj/O1vf7PdB7BvQNM1heFSzVQ/zuxawMqVK9m0aRPHHXccvXr14qKLLuKUU04hHo+jaRpdunRh1KhRPP3007zyyiu43bZ3xD59+vDOO+8wcuRI5v/1r3Tv3h2wFS6sJgNpTqs2fLlxK8effCpfrP4nbpcLpRTRaBSf18uHq1Y10qM5WlYNz5ydnU1JSQmFQZ1NmzYRDofRNI1u3boxbdo0WrVqRSQSwTAM201yE4QTSXr27ElxcTElWzZxUd++hMNh1q1bx5gxY7jvvvt4+eWX8fla8c9//pO+ffuxe2+kuT0e7AGltrYWDdVoDxKan8LvkOXnyJDHzqo0vF4v8Xgcv+GC8m2odq3p1q0bX3zxBe3bt8eyLHw+H/nJXYRCIdYqxd76RLN6B3Zqxccff8zy5cuZPn06kyZN4u6776Z9+/YsXrwYoLEvd8wK8OCSJdx2220cddRRvP7669/o2zt37qS6qhKvd98hzssvv5zzzjuPwsJCWrdu/U/2DTp/Hz169Blz585l/vz56yORCAsXLmThwoUUFRWxevVqRGTs6tWr6dGjB0cffTRbt25t9t189NFHDX0g1dAXSkpKjMzMTFq1asUZZ5zBwoULG58Be0el4T0mgeKuXbu2ueWWW2jbti2RSAS/30/nzp2ZPn062dnZRCIRxzq5YFkWmqaNaXjeCRMmkEwmG/thKpVi48aNrFixgqVLl/LSSy8BUFRUxJ49e7x+v79vwwRg7dq1K9u3b09WVlZH7LG02O12d6+uriaVSnmKivZJARzFoMZnzMzMpKioiFatWp25fv16AI466ihGjx7NSSedRDweb+yrTZ4VQJRSb5188snDXnjhBcaOHVu/Y8cOPvroI+bOncuGDRsa+uOT69at4/e//z1vvvkmH330EatXrwZofB9NMMG5+Pzzz+nSpQvBYLAA2PONDsLhyVg+Ukq9gi1ISwGfsW82ciDcoJQa7DzkXmwGcKjyU0qpG4C3sDUeFonIeuf2FOBFpdQsp94nnfgngd8rpbZgr1Qu+bbnsCx7z7x///6YZpIbb7wWr9dFt27dyMvLo2/fvkyaNIm3336bvn37kp2d3biveeWVV+LxeJg3bx57K0rZbbrwJOq54YYbmDZtGiNHjqRHjx6EQiGSSfvdHnPMMZx++ulcfvnl6LrOhRdeiIiwePFilFLcfPPNFNVEGtqALl26sH79eiZMmEDbtm05/YwzqKwNM27cOHbs2EFBfh7VJcVYupBKxAnHktx4442NnX3evHlomsbw4cP5+c9/zh133EFBQQFXXHEFnTt3pmfPngAMGDAA0xICgQBHHnkkliUUFBQQDAYZNmxYIw0AV199NXl5ecTjcUwnXSwWI6QJYoJlCkcffTSzZs3C6/VyxBFH8M4775BKxJg9ezbTp09vlOE8+OCDTJ8+nXA4jFKKWbNm8dlnnxEIBDjllFNYv349V111FcFg0Fab9nrp3bs3pti0NtB/6623smrVKnJyssFwU1UX4dJLL2XMmDH069ePvn37Nj5n0hLcTljXdW677TYuv/xyOnfuzLBhwwD4zW9+wy233IKu6xQWFjJr1iwGDBjgLOntvmMKfFxcxeLFi7nrrruorq7GMAx+9atfMXDgQKqqqhrbrFOnTvTv398+YQhkZWWxc+dOxowZg8/n46mnnmJLVS2CvRJr3bq1bRnbgUfX+dvf/sbTTz+NiHD88cdz+umnU1xczPLly+l1dB/mzp3L1KlTSSaTPPjgg6RMk1WrVtG9e3e8bbrY/R3o1q0bTz/9NC+++CIdO3bk7bffxjTcXHPNNdx+++3k5eVxzjnnYBgGF110EbNmzWpUwLj77rvJzc1l+PDhuN1uRPYxq/PPP5/Zs2dTWlrKPffcw/qyarrmBMnLy+PKK6+E5pqg88ePH3/zggUL/GPGjEEpxYwZM+jevXtFUVFRK6/Xy1VXXYWmacyfP59gMMjatWuZMGECSikmTJhAbm4uXbp0AYi1bt0at9vNnj17uOmmm9A0DcMwmDlzJtnZ2fTp04ef//zn3HvvvQwYMABsUxhTHnnkkd9Pnz698Z088MADPPLII9x0003ouk779u2ZMWMG1157Lddccw1XXHEFxxxzDF6vl5EjRz4LJGpqaq469thjMQyD008/nfHjx9OjRw+OOcaWa7dv3557772XkpIS5syZA8CcOXOYM2cOWVlZAac9XpsyZcppV155JV27dm2cxPbr1w/DMADiDt3ce++9TJ48mezsbM477zw0TWPOnDlMnz6dJ554Ak3TeOihh+jduzc+nw+gqf2pyQ899NCwmTNnMmbMGNxuN3/4wx/w+XwbOnTocOSiRYt49913adu2La+++ioFBQVf5efn9+jQoUOz8a6srIyKigpGjx4NwLhx49i4cSMXXXQRwWAwl4MwFvUdJvo/ahx5ZHd5663XCQSyKS3dSm1tFR6Pj/bte2KaKcLhKtq1647X6wdsRvT668vYvXs31113HdG6WmqrqyhO6WyL2H7cu+cG6ZDpJ+i23W+lUkmsVArdSFC852N87k7k53cHFPV1EVCCLxDAAjZX1LKuuBZLWfgMg+Pa5dA201Z13lUTIZZM4qkPM3v2bC644AKO7tGFVDRKzExiplLkt+6EPysLl9dFLBphb3kJ0bow+QUdyQgGiVtxLJcQNOwth9K6eiKJFD5D56vKWgqDPvwug00VNXTJCaIpxYbyGrrlBOmUHSBlCtv3hvG5DRBYV1LDUQUhfIbiq117KTVNMj1ueudnkuM1MDTBMk2SyRhimWi6gcfrx3B5qK5PUFUfJ8MwKAj5qIrE2bNnD9k5OSQEOmQHeOGFF8jPz+e+++7jscceI5BfSCwpbKyoplO2n0yvmwxJ8eabb3LeyDOoj8TZEYettSa9CrLpmOXH0DQqIjGqYwkyXAbbq+twaxqFwQw2F9eRG3JxREEmbl0jkkjxWUklhqZxRKsQ2T4PJbVRaqNJAm4PX5dF+XpPPboh9oFUw6Ig28UR+SFaB3zUxhJsKa+lqKaO7vlZtM/0E/S42FUTYVNFLeGEbfG5b2EOIY8LTVNEEybF4ShFNREyXDpHt87BFIs1JVWknCWMS9folZdFO6cv7K6NsqG8hu65IYIeF5sqavDoGscWZmNoGpsra4kn4vTMy6IiZvJxcSWmJfhdBkcXZOM1dJIpi3Ayyc7qCNWxBN1zQxyZl4nH0LFEWF9WTTiepHN2AJeuEUua5GZ48Lnseef6smq+LKsGoGNWgL4F2bgNnfpkik0VtXTM8rP244+YNWsWb775JpqmeYF4k88vG5gGXIy9xf00sGHlypVvf/zxxw0KKB8At2KvdKYDV2DvkDyFrcllADOxFX8C2NqlZwL9gPexmdk64DZgANAJ+Du2vPZtbK2p27C1UFcAs7G31ycDfYDXsbVcB2NrexVgqy7/3aEd4E5s7a0XgPOx5cMAHwInDhs2jLfeegvswXYu8P+eeuqpThMmTCjBVjhybEnwK2xttHzsbbI/Ah2Aj5yyJmJryVU5dXbFniv8yqFnBjAMW4zwFnAksMl5vqYDeneH9rOxFwaPOOU/4NRXD2zA1phb47TVeCfvX5z3MdZpnwZ3qh2BMoeOmx26voH/GcailCrH7iiHhSFDhvgXLlzYMxqNMm/evK1PPvnk3hYgoxX7aa4dDJMnT84bO3Zsh7KyMnr37p3o3Lnzung8/u9+WYdN77+C4uLio7/88kt3WVkZJ510Eh988EH5uHHjdjZN46xyCtq1a+e+6aabdldVVR3MoNe/heYWxI+NXtiP5m3btvX+6KOPPCeffDKzZs2qW7BgQfAwyuhTUlLyeUVFBUcfffRV7NuN+LFi+9tvv91x6NChq4CTnbgLsMUB92MP4P8z+J9hLN8DChiKzanfoPky8/sVqNQnItL/MJN7sDsl2AdKD2yE7AfEd6T3X4EfOA1bqeNL7NnT98K/keYWwY+NXjggzV2xBbprsWfGh4tBQAhYjr1l9WNGZ+BU4B32KRn9z+J/3lbYISDYy8z/FOLAq//B+v+diGAz7zR+nPjaub4r3m1pQv6D2OZcaXCYtsLSSCONNNJI43CRZiz/XhxKm+7/In5s9MKPj+YfG73w46Q5jX8j0jKWNNJII400WhTpFUsaaaSRRhotijRjOQiUUu2VUu8ppTY4vmhudOJfcnzNrFFKbVdKrXHixzWJX6OUspRSffcrc6lSal2T/zlKqRWOv5kVSqlsJ14ppR52/M18oZQ6tkmey530m5VSlzeJbzF6lVJupdTjSqmvlFIblVIXOPEH9YOjlJrqxG9SSg1rEn8wXzstSe8YZfsA+kIp9aZSqlVLt+/3pNmllHrGoW2DUmrqYbRLZ/UdfRAdou1bhN6DlfNDtHEa/yX4LobF/pcu7ENZxzrhIPbBraP2S/MAMP0AeY8Gtu4Xdz7wPLCuSdxc4FdO+FfAfU54BLaKsQJOBD5y4nOwD4blYB862wpktzS92LbgZjlhDWjlhK8DHnPClwAvOeGjgM+xVaQ7Y2sI6c71NdAF28bQ5w00tRS92JqNZU1onAvMaOn2/T40Yx8ue9EJZ2CbhO/0Le3yMnCJE34M+MX3afsWpveg5bR0G6ev/47rP07Aj+XCtlM2pMl/hW26v/sB0s4BZjf5H8C2Bn0UzRnLJqDQCRcCm5zwAmDM/umAMcCCJvHN0rUgvUWA/wDp3gJOcsIG9iE5BUwFpu6fzrneahLfLF1L0Ittcbsc+0Swwh6Mr/mh2/dwaHbKe91pq1zsATnnYO3i5K9gn9XwxnTfte1bkt5DlfNDt3H6+nFe6a2ww4Cz7dAP2+RCA04F9sg+g5tNMRrb7EMD7saeGUb3S9daREoAnN98J/5APmraHiK+xehVSjV4BL1bKfWpUmqxUqrBrWkzPzhAgx+c/xi9IpIEfoF9OK8Ym3k3nOL+Qdr3O9D8CvYZnRJsA4TzRKTqEPUctg8ivr3tW5LeQ5Xzg7VxGj9epBnLt0ApFcC25TNRmnvHHENz5tGQ/gQgKiLrnP99gW4i8tp3qfYAcXKI+BajF3u22g54X0SOxbYgPe970vWD06uUcmEzln7YXv2+wJ7FHwrfm97vSPPxgOnQ1Rm4WSnV5XvW/+9o44PR+23lHAj/Uhun8eNGmrEcAs6g9UfgDyLyapN4A1tm8tIBsl1C84/1JOA4pdR27O2wHkqpvzj39iilCp0yC7FlBbDP30wDGnzRHCy+JemtxF5ZNTDCxdiG95rRpZr7wflP0tsXQES+FhHBllE02Gpq0fb9HjSPBd4UkaSIlGEbS+x/iHoafRAdoP7v2vYtSe9By+EHaOM0/gvwn96L+796Yc+sngUePMC94cBfDxCvYX84XQ5SZieay1jup7ngc64THklzwec/nfgcbLMR2c61DWcPvCXpxfZ/c6YTHg8sdsLX01yA/LIT7kVzAfJWbAG14YQ7s09I3asl6cWeXZcAec7/u4EHWrp9vw/N2G4fnnLy+bHtoPX5lnZZTHPh/XXfp+1bmN5DldOibZy+/juu/zgB/1cvbKN6gr21ssa5Rjj3ngauPUCe04EPD1FmJ5ozllxse0mbnd+mTOJRbA2ftUD/JnmuALY414Qfgl5sQfjfnLLeBTo48V5n4NsC/JPmA/w0h95NwFlN4kdgC4G/Bqb9QPRei2099gts4XNuS7fv96EZW2ljMbYr7S+BWw+jXbo4bbvFyev5F9q+Rej9lnJatI3T13/HlT55n0YaaaSRRosiLWNJI4000kijRZFmLGmkkUYaabQo0owljTTSSCONFkWasaSRRhpppNGiSDOWNNJII400WhRpxpJGGmmkkUaLIs1Y0kgjjTTSaFGkGUsaaaSRRhotiv8PesHH1CQulygAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Take only grid cells with `pt_r_t` travel time values ranging from 0-10\n", "subset = data.loc[(data['pt_r_t']>=0) & (data['pt_r_t']<=10)]\n", "\n", "# Plot the data from subset\n", "ax = subset.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", "\n", "# Add basemap with `OSM_A` style\n", "ctx.add_basemap(ax, url=ctx.tile_providers.OSM_A)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see now our map has much more details in it as the zoom level of the background map is larger. By default `contextily` sets the zoom level automatically but it is possible to also control that manually using parameter `zoom`. The zoom level is by default specified as `auto` but you can control that by passing in [zoom level](https://wiki.openstreetmap.org/wiki/Zoom_levels) as numbers ranging typically from 1 to 19 (the larger the number, the more details your basemap will have).\n", "\n", "- Let's reduce the level of detail from our map by passing `zoom=11`:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the data from subset\n", "ax = subset.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", "\n", "# Add basemap with `OSM_A` style using zoom level of 11\n", "ctx.add_basemap(ax, zoom=11, url=ctx.tile_providers.OSM_A)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the map has now less detail but it also zoomed out the view from our data.\n", "\n", "- We can use `ax.set_xlim()` and `ax.set_ylim()` -parameters to crop our map. The parameters takes as input the coordinates for minimum and maximum on both axis (x and y). We can also change / remove the contribution text by using parameter `attribution`:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8435000, 8442500)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the data from subset\n", "ax = subset.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", "\n", "# Add basemap with `OSM_A` style using zoom level of 11 \n", "# Remove the attribution info by passing empty string into it\n", "ctx.add_basemap(ax, zoom=11, attribution=\"\", url=ctx.tile_providers.OSM_A)\n", "\n", "# Crop the figure\n", "ax.set_xlim(2770000, 2785000)\n", "ax.set_ylim(8435000, 8442500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see now the image was cropped to fit better the extent of our data. \n", "\n", "It is also possible to use many other map tiles from different providers as the background map. A good list of different available sources can be found from [here](http://leaflet-extras.github.io/leaflet-providers/preview/). When using map tiles from different sources, it is necessary to parse a url address to the tile provider following a format defined by the provider. \n", "\n", "Next, we will see how to use map tiles provided by CartoDB. To do that we need to parse the url address following their [definition](https://github.com/CartoDB/basemap-styles#1-web-raster-basemaps) `'https://{s}.basemaps.cartocdn.com/{style}/{z}/{x}/{y}{r}.png'` where:\n", "\n", " - {s}: one of the available subdomains, either [a,b,c,d]\n", " - {z} : Zoom level. We support from 0 to 20 zoom levels in OSM tiling system.\n", " - {x},{y}: Tile coordinates in OSM tiling system\n", " - {scale}: OPTIONAL \"@2x\" for double resolution tiles\n", " - {style}: Map style, possible value is one of:\n", " \n", " - light_all,\n", " - dark_all,\n", " - light_nolabels,\n", " - light_only_labels,\n", " - dark_nolabels,\n", " - dark_only_labels,\n", " - rastertiles/voyager,\n", " - rastertiles/voyager_nolabels,\n", " - rastertiles/voyager_only_labels,\n", " - rastertiles/voyager_labels_under\n", " \n", "- We will use this information to parse the parameters in a way that contextily wants them:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8435000, 8442500)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The formatting should follow: 'https://{s}.basemaps.cartocdn.com/{style}/{z}/{x}/{y}{r}.png'\n", "# Specify the style to use\n", "style = \"rastertiles/voyager\"\n", "cartodb_url = 'https://a.basemaps.cartocdn.com/%s/tileZ/tileX/tileY.png' % style\n", "\n", "# Plot the data from subset\n", "ax = subset.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", " \n", "# Add basemap with `OSM_A` style using zoom level of 14 \n", "# Remove the attribution info by passing empty string into it\n", "ctx.add_basemap(ax, zoom=14, attribution=\"\", url=cartodb_url)\n", "\n", "# Crop the figure\n", "ax.set_xlim(2770000, 2785000)\n", "ax.set_ylim(8435000, 8442500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see now we have yet again different kind of background map, now coming from CartoDB. \n", "\n", "- Let's make a minor modification and change the style from `\"rastertiles/voyager\"` to `\"dark_all\"`:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8435000, 8442500)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The formatting should follow: 'https://{s}.basemaps.cartocdn.com/{style}/{z}/{x}/{y}{r}.png'\n", "# Specify the style to use\n", "style = \"dark_all\"\n", "cartodb_url = 'https://a.basemaps.cartocdn.com/%s/tileZ/tileX/tileY.png' % style\n", "\n", "# Plot the data from subset\n", "ax = subset.plot(column='pt_r_t', cmap='RdYlBu', linewidth=0, scheme=\"quantiles\", k=9, alpha=0.6)\n", "\n", "# Add basemap with `OSM_A` style using zoom level of 14 \n", "# Remove the attribution info by passing empty string into it\n", "ctx.add_basemap(ax, zoom=13, attribution=\"\", url=cartodb_url)\n", "\n", "# Crop the figure\n", "ax.set_xlim(2770000, 2785000)\n", "ax.set_ylim(8435000, 8442500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we have dark background map fetched from CartoDB. In a similar manner, you can use any map tiles from various other tile providers such as the ones listed in [leaflet-providers](http://leaflet-extras.github.io/leaflet-providers/preview/)." ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "3.5.0" } }, "nbformat": 4, "nbformat_minor": 2 }