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March 11, 2020 16:12
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 346, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Populating the interactive namespace from numpy and matplotlib\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import mercantile\n", | |
| "\n", | |
| "import rasterio\n", | |
| "from rasterio import transform\n", | |
| "from rasterio.crs import CRS\n", | |
| "from rasterio.vrt import WarpedVRT\n", | |
| "from rasterio.warp import transform_bounds, calculate_default_transform\n", | |
| "from rasterio.enums import Resampling\n", | |
| "from rasterio.windows import Window\n", | |
| "\n", | |
| "from affine import Affine\n", | |
| "\n", | |
| "from rio_tiler.utils import get_vrt_transform\n", | |
| "\n", | |
| "%pylab inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 347, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "WEB_MERCATOR_CRS = CRS.from_epsg(3857)\n", | |
| "WGS84_CRS = CRS.from_epsg(4326)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 348, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def get_overview_level(src_dst, bounds, height, width, dst_crs=WEB_MERCATOR_CRS):\n", | |
| " \"\"\"\n", | |
| " Return the overview level corresponding to the tile resolution.\n", | |
| " Freely adapted from https://github.com/OSGeo/gdal/blob/41993f127e6e1669fbd9e944744b7c9b2bd6c400/gdal/apps/gdalwarp_lib.cpp#L2293-L2362\n", | |
| " \"\"\"\n", | |
| " dst_transform, _, _ = calculate_default_transform(\n", | |
| " src_dst.crs, dst_crs, src_dst.width, src_dst.height, *src_dst.bounds\n", | |
| " )\n", | |
| " src_res = dst_transform.a\n", | |
| "\n", | |
| " # Compute what the \"natural\" output resolution (in pixels) would be for this input dataset\n", | |
| " w, s, e, n = bounds\n", | |
| " vrt_transform = transform.from_bounds(w, s, e, n, height, width)\n", | |
| " target_res = vrt_transform.a\n", | |
| "\n", | |
| " ovr_idx = -1\n", | |
| " if target_res > src_res:\n", | |
| " res = [src_res * decim for decim in src_dst.overviews(1)]\n", | |
| "\n", | |
| " for ovr_idx in range(ovr_idx, len(res) - 1):\n", | |
| " ovrRes = src_res if ovr_idx < 0 else res[ovr_idx]\n", | |
| " nextRes = res[ovr_idx + 1]\n", | |
| " if (ovrRes < target_res) and (nextRes > target_res):\n", | |
| " break\n", | |
| " if abs(ovrRes - target_res) < 1e-1:\n", | |
| " break\n", | |
| " else:\n", | |
| " ovr_idx = len(res) - 1\n", | |
| "\n", | |
| " return ovr_idx\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 349, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def tile_read(\n", | |
| " src_dst,\n", | |
| " bounds,\n", | |
| " height: int,\n", | |
| " width: int,\n", | |
| " dst_crs=WEB_MERCATOR_CRS,\n", | |
| " resampling_method=\"bilinear\",\n", | |
| " warp_vrt_option={},\n", | |
| "):\n", | |
| " vrt_transform, vrt_width, vrt_height = get_vrt_transform(src_dst, bounds, dst_crs=dst_crs)\n", | |
| " \n", | |
| " out_window = Window(col_off=0, row_off=0, width=vrt_width, height=vrt_height)\n", | |
| "\n", | |
| " vrt_params = dict(\n", | |
| " add_alpha=False,\n", | |
| " crs=dst_crs,\n", | |
| " transform=vrt_transform,\n", | |
| " width=vrt_width,\n", | |
| " height=vrt_height,\n", | |
| " resampling=Resampling[resampling_method],\n", | |
| " nodata=src_dst.nodata,\n", | |
| " src_nodata=src_dst.nodata,\n", | |
| " **warp_vrt_option\n", | |
| " )\n", | |
| "\n", | |
| " with WarpedVRT(src_dst, **vrt_params) as vrt:\n", | |
| " data = vrt.read(\n", | |
| " out_shape=(len(src_dst.indexes), height, width),\n", | |
| " indexes=src_dst.indexes,\n", | |
| " window=out_window,\n", | |
| " resampling=Resampling[resampling_method],\n", | |
| " )\n", | |
| "\n", | |
| " mask = vrt.dataset_mask(\n", | |
| " out_shape=(height, width),\n", | |
| " window=out_window,\n", | |
| " resampling=Resampling[resampling_method],\n", | |
| " )\n", | |
| "\n", | |
| " return data, mask\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 350, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class tileReader(object):\n", | |
| " def __init__(self, src_path: str, x: int, y: int, z: int, tilesize: int = 256):\n", | |
| " self.bounds = mercantile.xy_bounds(mercantile.Tile(x=x, y=y, z=z))\n", | |
| " self.height = tilesize\n", | |
| " self.width = tilesize\n", | |
| "\n", | |
| " with rasterio.open(src_path) as src_dst:\n", | |
| " ovridx = get_overview_level(src_dst, self.bounds, tilesize, tilesize)\n", | |
| " if ovridx >= 0:\n", | |
| " print(f\"Selecting overview level {ovridx} for {src_dst.name}\")\n", | |
| "\n", | |
| " options = {\"overview_level\": ovridx} if ovridx >= 0 else {}\n", | |
| " self.src_dst = rasterio.open(src_path, **options)\n", | |
| "\n", | |
| " def __enter__(self):\n", | |
| " return self\n", | |
| "\n", | |
| " def __exit__(self, *args):\n", | |
| " self.src_dst.close()\n", | |
| "\n", | |
| " def read(self, **kwargs):\n", | |
| " return tile_read(self.src_dst, self.bounds, self.height, self.width, **kwargs)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Int 16 dataset\n", | |
| "```\n", | |
| "{\"blockxsize\": 256, \"blockysize\": 256, \"bounds\": [-2335815.0, 1601985.0, -2075985.0, 1867515.0], \"colorinterp\": [\"gray\"], \"compress\": \"deflate\", \"count\": 1, \"crs\": \"PROJCS[\\\"Albers\\\",GEOGCS[\\\"WGS 84\\\",DATUM[\\\"WGS_1984\\\",SPHEROID[\\\"WGS 84\\\",6378140,298.2569999999957,AUTHORITY[\\\"EPSG\\\",\\\"7030\\\"]],AUTHORITY[\\\"EPSG\\\",\\\"6326\\\"]],PRIMEM[\\\"Greenwich\\\",0],UNIT[\\\"degree\\\",0.0174532925199433],AUTHORITY[\\\"EPSG\\\",\\\"4326\\\"]],PROJECTION[\\\"Albers_Conic_Equal_Area\\\"],PARAMETER[\\\"standard_parallel_1\\\",29.5],PARAMETER[\\\"standard_parallel_2\\\",45.5],PARAMETER[\\\"latitude_of_center\\\",23],PARAMETER[\\\"longitude_of_center\\\",-96],PARAMETER[\\\"false_easting\\\",0],PARAMETER[\\\"false_northing\\\",0],UNIT[\\\"metre\\\",1,AUTHORITY[\\\"EPSG\\\",\\\"9001\\\"]]]\", \"descriptions\": [\"band 4 surface reflectance\"], \"driver\": \"GTiff\", \"dtype\": \"int16\", \"height\": 8851, \"indexes\": [1], \"interleave\": \"band\", \"lnglat\": [-120.99077329711274, 36.038289774246074], \"mask_flags\": [[\"nodata\"]], \"nodata\": -9999.0, \"res\": [30.0, 30.0], \"shape\": [8851, 8661], \"tiled\": true, \"transform\": [30.0, 0.0, -2335815.0, 0.0, -30.0, 1867515.0, 0.0, 0.0, 1.0], \"units\": [null], \"width\": 8661`\n", | |
| "```\n", | |
| "\n", | |
| "#### Summary\n", | |
| "- forced overiew and non-forced overview results are NOT equal\n", | |
| "- gdal/rasterio difference are High" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 351, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Selecting overview level 1 for https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/Int16_nodata9999.tif\n" | |
| ] | |
| }, | |
| { | |
| "ename": "AssertionError", | |
| "evalue": "\nArrays are not equal\n\nMismatch: 41.4%\nMax absolute difference: 12894\nMax relative difference: 15.18297872\n x: array([[[ 744, 503, 476, ..., -9999, -9999, -9999],\n [ 628, 397, 437, ..., -9999, -9999, -9999],\n [ 582, 895, 1148, ..., -9999, -9999, -9999],...\n y: array([[[ 744, 503, 476, ..., -9999, -9999, -9999],\n [ 628, 397, 437, ..., -9999, -9999, -9999],\n [ 582, 895, 1148, ..., -9999, -9999, -9999],...", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-351-3964aaec258e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtile_0\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mtile_1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massert_array_equal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtile_0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtile_1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;32m~/Workspace/venv/py37/lib/python3.7/site-packages/numpy/testing/_private/utils.py\u001b[0m in \u001b[0;36massert_array_equal\u001b[0;34m(x, y, err_msg, verbose)\u001b[0m\n\u001b[1;32m 916\u001b[0m \u001b[0m__tracebackhide__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;31m# Hide traceback for py.test\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 917\u001b[0m assert_array_compare(operator.__eq__, x, y, err_msg=err_msg,\n\u001b[0;32m--> 918\u001b[0;31m verbose=verbose, header='Arrays are not equal')\n\u001b[0m\u001b[1;32m 919\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 920\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/Workspace/venv/py37/lib/python3.7/site-packages/numpy/testing/_private/utils.py\u001b[0m in \u001b[0;36massert_array_compare\u001b[0;34m(comparison, x, y, err_msg, verbose, header, precision, equal_nan, equal_inf)\u001b[0m\n\u001b[1;32m 839\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mverbose\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheader\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mheader\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 840\u001b[0m names=('x', 'y'), precision=precision)\n\u001b[0;32m--> 841\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 842\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 843\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mAssertionError\u001b[0m: \nArrays are not equal\n\nMismatch: 41.4%\nMax absolute difference: 12894\nMax relative difference: 15.18297872\n x: array([[[ 744, 503, 476, ..., -9999, -9999, -9999],\n [ 628, 397, 437, ..., -9999, -9999, -9999],\n [ 582, 895, 1148, ..., -9999, -9999, -9999],...\n y: array([[[ 744, 503, 476, ..., -9999, -9999, -9999],\n [ 628, 397, 437, ..., -9999, -9999, -9999],\n [ 582, 895, 1148, ..., -9999, -9999, -9999],..." | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "src_path = \"https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/Int16_nodata9999.tif\"\n", | |
| "x, y, z = 42, 100, 8\n", | |
| "\n", | |
| "# Force OVERVIEW Dataset\n", | |
| "with tileReader(src_path, x, y, z) as dst:\n", | |
| " tile_0, mask_0 = dst.read(resampling_method=\"nearest\", warp_vrt_option=dict(SOURCE_EXTRA=1))\n", | |
| "\n", | |
| "# Let GDAL handle the overview fetching\n", | |
| "bounds = mercantile.xy_bounds(mercantile.Tile(x=x, y=y, z=z))\n", | |
| "with rasterio.open(src_path) as src_dst:\n", | |
| " tile_1, mask_1 = tile_read(src_dst, bounds, 256, 256, resampling_method=\"nearest\", warp_vrt_option=dict(SOURCE_EXTRA=1))\n", | |
| "\n", | |
| "imshow((tile_0[0] - tile_1[0]) * 100)\n", | |
| "\n", | |
| "numpy.testing.assert_array_equal(tile_0, tile_1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 354, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Creating output file that is 256P x 256L.\n", | |
| "Processing /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/Int16_nodata9999.tif [1/1] : 0Using internal nodata values (e.g. -9999) for image /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/Int16_nodata9999.tif.\n", | |
| "Copying nodata values from source /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/Int16_nodata9999.tif to destination 8-42-100.tif.\n", | |
| "...10...20...30...40...50...60...70...80...90...100 - done.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!rm \"8-42-100.tif\"\n", | |
| "!gdalwarp -t_srs EPSG:3857 -te -13462700.917811522 4226661.916057106 -13306157.883883482 4383204.949985148 -ts 256 256 -r near /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/Int16_nodata9999.tif 8-42-100.tif" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 355, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x12d3eb310>" | |
| ] | |
| }, | |
| "execution_count": 355, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "with rasterio.open(\"8-42-100.tif\") as src_dst:\n", | |
| " tile_3 = src_dst.read()\n", | |
| "\n", | |
| "imshow((tile_0[0] - tile_3[0]) * 100)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 356, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x12d392210>" | |
| ] | |
| }, | |
| "execution_count": 356, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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RzfxD6xi+yvP79FePk/1GJ4/PvGLrsBf4AegvsYn997J5ce8WpPjVgKuBfPxVkLw8J1DsDqWFUch4r5CePbJcv6nwojZB8TAKvgUyDn+VsKMSxnqJrCcjqRvXk9yxZn0ihB6XUMMEAaWRZ9WHw5Ds4v8aq9/lzSdps0fsW3W7SuvvnAvAzVF5AEwZspGPR30ACJdEg7tRuKHbWQCyprfX9yXXGTg32sS3Y2cTkCs+PH4oCYNV0o0CwA0mG4q/k7jvXPvTVhuaUYjMKEE1qHz/u+506Jqnb/fw2sewvF/C2jvn4XNZHKNfr5MtDGRFB5XAHPF9yCmJDl3zOD/c2MIoGGslglPLyb5LELI3TjgB4GEUtPuhEXcZC4ooyQrH8n6Jh1EwVYjjBaVUkPZ5LdkzO5M7zhvvYs9H0t0oaL/RjAJA4elI2nU5z4BbjuufhZyQeHzwVjp1PacT1bJT5d41k/l2zw26URjZ74B+vOi9YtxZr6Zzz188V4QA2W900glbDZpRAHCaVYx1El/uuOWqNAq/FleFYQj1rtMnB8Crc5YAcN+A3QD4n5fJ/EMbLtUJ33z7uNn6ttqNj8woIf7THCSHRNkNKvamVUNhH4mnh2zCt1BGDbNR3knlH70/AWD/vXMA9BXGjNtXAOLtUte7joIhCoHJlUiKeDNlzL7AxAXTCD0usTM/FYD5W4YzfbJg4F+NOACIMKQGKdLK0YMpgIuhB4jbpuBdIjNm7vMMnrSPyJ8ESek0N02sdy8B0G3PYwSc9iJ/gEzSGmHQQo9LJHQsJOCcuGYdQ4uQnBI9Pz7M8bNx3NQjWz+XczN9Gb3nSbx6CfKxa4Ag6VQvcZyloxchKdDQXxBo7760kNyNgvz9fPRCACzvl/D56IW065fLzHZrSF8uVjBnq1wuT6+emeLc/1GLqUpmw751QkPRtw0AlV1dqo6v75xP8mfi/GrrzeTc64+pUsa3UKYhWiEsXRCBGoGp3e/4rXVY3i+hf68TnJ24WJyHDKcPt+W7veJtrvg5qeiosnTpUI4fSuL+1B8JypYo7C0M/7IxghhcMnoxWQ+m4vBXMVXIFN3iFhWKlgRP9Jy4nynLGzCXyyx+eBwgiMwZt6/g6SGbMNZL+r11+Kkt3LFrFVeFYXBXEPolVfHEuoeJbX+Zz77rC0BtW/GGGxUjQm23L3oeywyxevi6y4cAFGdGkPVyiuuN9XcxEb4dO5sFW4YRv6aYR27cA4g3adhRie5fTdWPe+quBcQaBcs9+OXdBAfWI9cZqM4VEZDC05FkTksgfvkFyjupNGSKz+8bsJsLQ4XvPDZFjDf7wUDit4oIhVpsJmGTg4BzMoVVgSSvFmHV/P+x0xihUJuosGpnT4pvguAPipGbWP7ua8QqQ1Uk6hLE+WtuR3knlQsn2pA8PgeA77+5AYDOPheRq4z89GO6Lr6x5fvx5A07GZN4jKBsiceCz+B3Uca7SIz5gTVPcluf4wxLOS3OZ/Pj1KUJA3T3TuGGZD0Rwb1rJjMy8iiT103SJ0PQvZWEHhf/37c/AxAhP1uQQsqXj1PSHcKOVmGwSix4S0RfPh+9kDu/nkLm09GkfNXIjXHCWNqCFVZPnoWkoLtoq74Uk//xjrcDcKmfH1lPRLBjX0fdzZMU4QrFbxHX+4+9twJQ30YheWUji7cOpipdxbtExlQlc8oqIg2vP/ko2Q8H4/BVifrJTshJl2Gwta/HWeSjE6tn7vbGGqZQ1kG4OV++N5fXvpnAltFdcPiK5y33WCzexfIVOa5rDVcFxxAYEKuGveGapDf1yGZW/FpuWzkNc7mM3KWKhvMBKD6KrnRsDSEnJEJP1VPe3peKjq7zUrwV5EbX7/wuytR0sCFXG5GcEPedYP01IlND0hqbBwcALrLQXdzkWyhT36aJOPVzMrLrETbs7kZgciXVucE6meWOz0cv5NFFT1Mfq/D68K+YvnH8r7pmqpequz8aWvP1Iw7CzOkf8tjaR1vdj6YkbLNHJfBUBVmPhra63fo753L3nGnUJCs/ex+OTpjPMwUD+W5vJwJyZWqSxXlrIjINse0vU3AqSv974cglTF43yUOF2Bpm3v4lL2+ayG09T7A9Ox2pzNSCMwEhGPOqMrgUjk2Rl7Yb7Jwf4RKGaREgd3Vsxtx8Zu9ezh1fT+VKSHvxMLVrYmkXcpn8R+PJnhSM4uuk3QvZZL3e7oq/+2/imiYfpUir0CQ0hd2uhAPj5/JNfTxhhlre/sMDXBxsQDWoSE7PyaKFopoj7Ys6cu5x+Yjj+//AVztubrGd+wPj/v9fgleNhD1AHDc4tRx5VRhBeVZMFyvImhzV6m/8kqrwXxbE5Zs9pcytRQx+DmFHhTu1b/wcermRbNHtiik6HUncNoWqZCM1SQp/Gr6Kv2wc6/F77R6oMrT9xsGFYUYif4KgRy6Sc9RTtHVDt7O6q3T3bXtYtr13CxLUPUJhaJBw+qgYGiRCT6mUdHPtKzi1nPKLwboC1FwmYw37ZcNp+aAM+98aPVSqINwMyc1erL9zbsvJLoEhSoRgW0PG/AIe3LqLpZduIfuHRN3Vaw2/9OL6b+OaIx9N1SqxO4Tf9reeguBpbhQs75fgl1TFWyOWATDslWd57ZsJTF43iYuDxbJ4WK+jBObIHoq4KouqL3cBBvU+iuXtXN0o+F0Ul+CrHTcT/60Txex6kpI7F3gYgvKcUMb3/4HQtHKPsfldlHWiMuREk8+5rFT/vvJMKOWdVc6NMnH6xTBSO+cjRzVy923CtdHIy7pzQbqCr6Q7OgGrGYWdbtyKdk5hR5sSr05KNFEclN0gtu/11bNkzL5A4no7AE5FnGv+QJmaJHGef58hjMLIfgd0kZBabKZfr5NICjzzN3E//B8uIOdoPBnvXqLbTTn6OM5/nkpQlhjDhvNitfVcmCACk1cKt2jFruW0aVeMd7GM00eMzenjMgqJ6+1YPiyn8kwoqV/aSX9JqBetYWKM0zeO1zmTthvsmOLq9OcAIOuxMHKPxTJp4A4AFH8nUqTVwygA3PH1VDaOncNNPVyK09RO+R5GwRxfi6FR0snTzCmxvLThbk4fbovTrOpq0APj5zKx/15dUQpc1Ubh1+KqOBNboET+EIk5WYP0zzQWPnZHk/z4iQjinrfx0oa7ASjtopK8SvjraZ8J4mz38q7EfJOPw1/VH14lyIFXvcvKn32hHR02luiTLe6jEySuExOnpLOX/rYCOHNWvOVUQ1N0wkvlSBewhBbrk2jZmAXUxSsM/NP3ADTcXk3K8gaq24eS+uxPgFiuAshWCbnGyJljcSiXvfm+WLxpf//F7/VjnrprARGWUqHcdFv8WBYVc+vKaSj+Tnza1lCTKFh6zQhUdFD1iWC58QK+hbJ4U09LwPxqIWqoTddHeNU0Ga+VjaQ9fQpjrcT3i28ic1oCGQuKSJ26n8KnhIJy/mShDbj8Tbwebvxd9PcgCWNSmaES/aUgHqMCxH3o/5yQPueO80YNtfFVbQyFpyPZO3kOGbPyALF6AZhzx2fk3eGFer4Ay+un+NOSJWS/dSPGOjFGy8LL/Gn4Kp0zOT/CiyXdPuGlDXdjufECio+iR5e0VYpca0AtNrNx7Bz9+vklVZG01kaOPYxHo3fqn9ualJJBKYJfUk4F4PRWOfWiIE01gjd5tZXQtHLsgeIid/9qKtvm9aa4h9DSaEb5t4KrwjAkBxcj2SRqT4VS5Agi451zeK//CVNcHQX9xRBVg0rWExGY413a9ICZYsKN/Ww7APUxih4SO/iTyDTcOWg+384WxFenrucw1tpZtbMn7WbmASKEmDfSi41j53gIgZQAB3KdgbYbHTzSfwcA6e3zOTPvZvbtzyBzmkiOWl3ZjZhdKl99eSsAYf/04+xdPrz0zqecmSPSN88ci0NSQDGrmEtlBvU+CsD69v9i1ogvMFW7LEC7lU9RkhWuC3lSl9Whhtq4OEsQX0Y/Ow3nA7AHqNhCxHiXjVlAzx5ZeuLVwuTl1LdR9OV71pEEpHITwZmS0HakCnn1oPf3sPtoBg5/VeSdAJlPR1M3tgddPxRE79YlH5DyVSOyHaZu2wDA5HWTQIV1u7pzaMI8UMU4CqqC2DJ2NsU3ueWNlJt0N+Cdkp4M+/Y0lpk5+M0QhPMHN4tBZ7/Riazp7Xl4xRMAhGQ2hQ8nR7Vwde5dMxmAm0LPIzfIYnkfYSVhszhm1A9iu0/Ke/HAgF2AWI2dG2XiD+se4tPi3gAsH/MeiQFi9SevEStDe4CKsVYiNK5J8n5KvHxyx5hbuJGlXcQYs2d00N2+3wquGo7BMnaqvrxtDZqgyF1Bp6nY3JG43k7eHZ5Zh16xdSRNytUFKs2zLV8YtpZ3No0i866F9PzLUzonoQmO9HE2kYjRe1WP8FZzKN4KHdpdZFDEaQ+lZsryBs7c561nBV6J/3hgwC6WftdPT+Fujqj94Li/jFHxxzHLdhZvHdz6OJoyNn+OG0m74SJl9X4tvk/Y7NSjLa1B8/9bgzvXo/goIKvIdQYSNgm+ojUkr7JiqLXpiUz6+Jq4oKlDNzB3s8jvuG/Abj1iFb0PinqJbTUCs1WEW1FsBuRqoy5lbw2pX9Z7JHfp59QK2etOQP+ceOtqwTVNPqoyeJeKCailwVo+KKPrskyWbe/d6u/dVYhavYZfgqlKpu36anLuFVmbzY1FZEYJxZkRvDfyE/6w7qHWx10m05BiJeC4GdmOzsC7QyPeriSTTX/lGNkzOwMiBdq40ouThxI9tnl88FaKrEGs3nWFXGxcpF5zY+lTJLQBGtwVmZYPysh6TFw3y4flV4xIaDg+4T0MkkT75U/r6ctqiB2pQhhi72KZmL0N5I4xkzG/QE9Cag4lyIH5ogl7oNJq6vz/DXwvydTHiPPS0uVfGLaWNbd1IntuG5TL3nrOiQZjTD192uayY19HwUvJENezANNUX7InBf+q42vE69WMa458RBIMOggWOWGjEAgZ54ll3tk/++gX3bfQNWRTpciOLMsOI+3FwwCEhApXQyMBAcKOSHiXyHo6d79eJ7EFKVy6NVDfJiGokrMTF5P2hcjqK84Ugpy/jRfL2MgfBZcRll6mayisYQpypRd18Qo1yYruuxvrJQ5NmEfcNoWyW8Ry3jekwYMETX/1OFvGzubMa+LNNbTPEfIWt+HkoUQy71rocXlqnd6s3tWDtM/FuQ3qfZSv75yvZzaCIPOkSCtJt+WJ8WaUINskGqIVJg/e4tpXooJlUTGKj6IbBWNMvW4UNGVm+qfVun8tN/nwnVb8gfbLBX+g1TSQKrxI+6IO2SrRGKlQ0FcQee5GQQnwTHdvu1LCHqgQ+SO6UfBOqNHPu00T/5C0xqbrPtyRMTdfJ2zNpWKMCf88q3+vEZHvbBpFyCoryfOdmKpk4l4VvJOm3Ez942V27OtI7E4Fh7+KnF5LZYO3bhQ0fksJcHhcaw0T++/Vyd8jlXEtvr+WcXUYBlXiluUirBa9V0Wut2Gskzh5TizNHJd8RSakQaW+jaLXHLAFK0T9pNCp6zkaB4i3bs9oQQpGHBA+YtqLhym7UaXtymK8vhSHKx4fyNd3zmfek38HRJZj3WsxTLrQl5x7/AhOLSd9ifh95tO+zBrxBUVD7OTcF4B9QwRZr1n0hzzt+UMYrBKW6adJXCcmriOhka4rniF/oExJN/jT8FX4rw5k4Z/e00+5/a4GhqyahtRW7GfLji481u57pg7dQMbyyaIyEqI4zI89Axja5wgFr4gHdWtmO+78egryeTEJvWpE2rdXlg+26cIQlR6NRDGpEG5l28hOfN8U0fC/IJP1ZCShsZXEthd1Fn7s/Xfiv20SZJkU7huwm+wHA4kbKwxp8ipxXjG7Vdp8r5LYSagWtdoHOff4kfyyoOcTBogiQVqNiJQVDcg1RiSHpEeafArqUA0qxT1EKDbiADReCGBk254E5shUfSfOwVRQSe4Ysz6RtePlj03gnU4ifGPoLu7Te/tXAuhCpW2XLXTqeo6SWyo5c7cfoSed7NufQdgRifTlT/LwwO2UDUoi8kdRj0N7IVSeCeXz0QsxxdXR7hURXYlfL6Ne9iY4VbyoFB9xH7bPuoWwlUIWfvpwW35LuCpcCZ/oeJ3tgEYAACAASURBVDX6JeFKBGVLVN3SCKWivoIjQBRjcfcl3aGl6M68/UsWnLuNotORIsx3BQpADbNh8rZjL/Dz4Cuaw7dAps2eOi7188M/X6F0hEjHVnydmIKtHuFU1aheUfGmCYiaQ1t6Jna6RN7xGNJfOwlJsZx50dtj+5H9DnD49a5cHC7x54Ermb5xPGqIndQPnZwd79pO8VEIO2BokQzVXNzlro/w2C7AATLIVa1zAJqIy7K4lKzHw1vdBmDf+DkMWPgcf3hwNe9sGqV/7l4dCmDq0A08EpSrr0A0nLprASPvepSz473p0DWP3G+SPVyhA+Pncm/nEeROaYc9UMGrWm7VJdFcHNWoEr9FJX9A6+/AlBUNNEaaKbhVxjexmvq8QN4f+THTFj3qUcauOT8yst8B1md2Im1Wo55Gf7XjmuQYOgx9hor+wiDEdyjiQlbUFSebZiTcy6Fp8C2Q9foDA245zpG/dyYo18qdi7bq5FVzXzPyJyga6ECubpmm7NO2hobzv76459d3zufOr5tljIZb8T/g0yLrUkPoMZGK7G4QATaOneOR7ffc0HV6HcrmcCfpZLuE0pQT4V6qLX1JJVXtgnXNROZdC8lYPlnfR4SllMZNkUx9cvnPCoseGLCL/bdG8NCPR/QwshLoaFFGTglwYL7kpQu+NDQXpDW/Lxlz8/loz7+4ZeMzP1tKLma3SkBWJSXvqB4kqnu9SoD4b51cHNRyP91uytGjWK0h7YaL+HtZ8TXaWmR6Xku45jgGyYGQMJcKBv4Dy+e6UfAtaPJzoxr15W5Fuub7uoavLW/di5J8t7cT/3r9r5wbbdInixLgoC7aiGVxKcGZ4hjFN6E/zI2RCpaZOdw3YDcJm500nA/gg1Ef6vtM/6TKY+wB52Qsb+d6fKb4OlsaBYBSs24UtLJsRFj1c9XqEzj8Vd0vb9OumOGrnmV4n8P06yWKYP1180gsH1V4HA8EWz938wjm3bFUfO6lEnJSIuoHsHVOBETZvOxJwR71ETOWT9aXxwC1jWZqkhQPoxB+WGJQ76N6shTA0IDjZL3eTjcKAJnD3md8/x9cYwsSpKt79SpoYvmbqVQL+hk9yqJlTo2jz8ppulFIe/Ew+8bPwfJRBeGHXL+91Fci65EQynNCdR7H57LsYRQALg4y8P7IjwEhyQ49LuGfJ7cwCmnPH8IQ3aD/nXM0nsMHUnWj4H9exrtExv+8TPqrx/kt4qowDGrTC0Z7KIavelZ/uI1N5RmVy966tW+IFZMm7cXDWD6qIGVFA3nHY/TEJRCRinZdzvPQM8+iBDnImCNqEso1Rso7qVwaEkllhpiARyfMxy9fJjKjhJjdKgQH8v3Um/VwnZZnMOeOz/hwnTASGQtE6biqG21kvZjscT5yvQH/PFn3szWjFXZE0om82nNNy88SM8a2wocPPyQJXUOlzPGhokTd2LgjhB2R2Ph9F3bt66BzH1mPhND75lMowXbiE4XK8vMTImqhFTAxWEWdhb3zFnN+mDC65x9Moe1GB1H7xeHX3jkPgLt7ismcfdciQj7zx7tYJnqfcEVAxOwfi9jJvv0Zetbh9Bv6AyKMq6H98qdR1JY5HLUJnqsk34sGMmZf4NuxLjXni6O/xhYkthva5whHJ8wneZUVJUjcb8ctHej11bNkPhFMaVeVPw1fBYjMTsVHwTIjC6+6JjGa5BKmgVhlmiplvRZlwakoyjup1CYq9OyRpb8kAHJmdfVQQx6f8B7mUhnLIkGKmgeX0BihUN3J1qJGw28FV4VhkBQRttMeipH9DvDM+gcwxdVRnaagBDnIvGuhrk4zhQqGOOftLry27gvOTvDBK7YOv1OX8c+TibCUUpYdRqJfOZf6ShhLvCi7NV5XO97Q7Sw1yQqyTSKxbQk3rJhCY7hKyakILk9o5OxD0VwcbMLyRjaWDwXhFHhW5qUjd3Lbsuc4NGEemU9HC6K0yohqEvuVHBL9e50gbWkNtYkKb24ag+LvJO94DNvHzca/wKaPQY5qRAlwMKLvQewFfqQ9f4j2k0/w/IZ7WDVpNncNvh+AhVuH8N1MMXmNdRIXbw9l/Z1zSf2ynj0/tOfvfZfqyUip8+xCcITw6Q31Eoqfk0JHrSAigYZohfPDjfqKYczyqZji6vhyxy3E7lBIX/4kl/pKBFxUMD1aiNwo6+nPd63+AyGnJHL+2l2sPJoSzqyhCi8ME7V+B/U+yvb3byZum0Jy5wLaxpVSPqARU1wd0fvEMS03XqAhWqHw/QAGrZrG13fOx7tE5o09dwDCBdj8/Y103/soipeMXGVEirTqVZ9D2laQdsNFIXwKt7JvfwbGQBulozIoHCBeDtZwBckpEXFQGIWop84i20S0yrdAJuKgCG0DlD6XQGWGSs8eWcTsVvVVxcKRIv3fqjroPeooWU9GIkVa9dB46hIHU4Zs/L997K9qXBWGQZXh3Auu0lkH3+hG4BkZW77IZ5CrjGQsn0xNrbDiSRFlJK0VN3VGNyGjjg+rJPOPMdQmKrr0d+P3XYhuV4xiUgl95AKqqamY6fQEUTXaJNKXxSBAjbLiLPLBkFGDPdJO1qvp1CWL0FV9GxVbvh+KSaXrimcAeP+v7zKo91FdsDRtxFp27OvIpg2f6wVA5FoD5vha9jbE03fOD7w0QqwiOsUVINcYWb9flITLmdWVy/eFE/edwh1fT2X51n8CogRb51WiHPnq++bQECW+PzPRl4SOhTyx7mG9zsPZ8QH0O/A7cTpRVmwhCnKdgT4rReGRnj2y9GIy2lJc8VL166ypTGN3KpR0g5FtxDL55aVi9fbeyE9cCsmmYjJj+oloxNvfjcS3QOaHL7pQ0V6lx4yfyD0WKxScJWZiF3m5yOOxDRgaJarOhnB8wnvc+fUUGiMUXecRelD8ay/wI2+kF4boBtRiM4aGJperIJixbUR4WnM/J7Q7RNmNKg/32o0xpp7Ulw8T3a6YhjCZol5w9GAKjZEK9TES9bEK1WNqCQmtxVwuU53kQ8JmJ/t/tHCpr8Rbkx8EoE4R++752bN6vQe12KyHwrcu/4S5+1oXl13ruGrIx+al3Zo3BWkO/zyZkZN2s+aLvnrKc6v7bqUfBQhi8ru9nUjY5CDvThnZ3w4lLVWGraX0tgZ3oU/z30Xth7inBMGVuqyOM3f7tbqPF4atpb9vTouyYs37UTTHy8NW8+amMb84xuRVVozVgkXXiM7WcCVVY2SzJj3g2UfBPWLRvOCqByR4eMB2Pt522/9KRuLS0Yv43bLJem0ELXXbt1Dm5nFH+W5vp1brchprJUJPqxTf5Kmi1dLlr4T0T6qumUiEO6458lFDYHIlY2/dT++bT3kYBUODROJ6uy58AVG8Zdn23tS3UfQElvgtTiyLil3EHqIfxdEJ8/W/3xqxjMROl/Q3QKeZR8WDWWIWOftuCD4tCVemiQjs0v0Mocckj/1r0IyCwSphmZlDm+0lehm4yz1F7obl7VwPo6CtejRf+J1Noxi6tWWzkqp0VRceaQSsVqoN0I1CYLLgHyIzSnh44HaM9RJbxs7WicXcsWb9gS7vrJKxoAhTlasylMY3WMMUPQFJu3Ze1XILowB4NFcZskrcCHejYHld9DFOXG/Ht1AWfIsKfwgV+SKaUZAcEpIiyFxjneTKkG3FdulFVcKteCfU8Piip3SjAOj1HBze6Pf5yVMn8C6WOTRhnp505fBXqW4rjq8ZhYUjl3gYhSWjRbEY95Jz16JR+LW4KgyDj6+YkJWXA9iQ24E9P7T3KI82ZPAhKtJNFJ6O1Imu/RPm0OZ7FUOjpMflC3sbyXoyEh+TyJaUrRLdbsqhzztTeXigSLR6Yedd5B2P0SfLht0i99eyuBRKzAQmV+KXL44ReMFBcucC2qU0lSG7rZLyziq2w0I6nbJCMNehxyT9/232OMl6JY3yOapH7n/SGkFStutyXk/dLerhzX0Ddnuw8wmrZV2pqBGN6++cy6g+YtJpBOwzDwrijXBx7cxlMtW5wcR3KKLyhyg+3nYbqgxDVk3TJ9+puxbg07aGjAVFpN1wkVnfLcOW0qAXoxn1tXCRFB+F1/JFOHRJlUWMf/Zxj0ZAjw8WlZKM9ZJedeq+QBE1aTMuDyXQwdShG8ia3p42e1Ty7vCiNtVO9eexqF4qg16cgqlCJuyIRMhJCWeAE1WG+l51OPxUwo81rTaaRay9atwK15aaabwQQH2sQshJSed6tD4Pjox6DI1iB8+sfwDf3qV0XfEMPfoJ8Zgxpp76JPGsaO7BU/vvYeWYd/W/p00XSV1aCFtTvUb+xG8aV4VhaKg1I9sk5DoD1ov+SFGNZD0itAOx7S/z7bl0qtJVZLuENVSwyD2/epbKe2txeqt6kdCQTJXMuxZSkhVOt5tyUMwqf2+7jrpe9ayfKUqIy7ViYmWPfB8Qb4jXh39F1uPheFWLyRUwuAhjTD2yXSH3WCy5uxIBaBzchbCjEtPv/ZzwwxJnJ/iwf/wcyjurnJ3ggzm+Vu+t4ONlp+0G8dCtHPMu50abUMNsnD7cFnugQkCuTMI/cvjsu74eocfydkY2/643SJA9KRhDdAN3fD2VAYHizet/Qab3zad4c9MY0Sin1IwaasMaphBhKeXiyWi9DL+26lp75zwUs0L75U/jPBLE2QdjeDx+pzAEpWa2j5utZyYChB00cLyoDZbXTzF/y3BxvWZ0IG6tMNYPD9zO4q2DSbvhIilLipDO+5CxoEgvspp1JAG52sjczSPwuyhTPK6RZWMWINcZKO8skpFKuoGpGgZN2UNFBxW5QeaFYWv1aEDRLRIT++/FFFfnqpGhiuxH7Y2vRVbivlMo6+5E9XYS+SNCdyKB//e++jWwvHmWgPcCsXxYzr79GfTqmUnqs2XIdQZidypEHBSrQLXYzN1LnqGio4rl7VzKbhRkZNgRieh2xWS9ZmHSwB0U34SuJv0t4qrgGIJ8Y9TQt57F95KMLVDFq07CWA9etSp2f4maJEVXOGoITi0naEEg54cb9fLk7iXWNIScknjjhX8wed0kj0pIlpk5ZL2SRvprJ7nwVCeOPfU3vcgpwOTBW1i4dQjpH1eS/YIPlJp5esgmVr0yhIJbZV1cZayVeOd//onFq7hFdSBNZSjbJYYPOKCvTtzh3jsSxJvLvSzd0tGLeC13DL3Cz7Fse+8rKheTVzZiKqhACfIjb3QwtmCF0LRyGneFU5vk0NWPprg6lnX/iHGr/8i8O5Zyq08ZXVc8o5ea19R/zfH44K18uHYIMd0LuSUily933NLqvYzZrdIQJuskpQbZLpH84o/kLLlB9MlsuhfNy95palTZKqGYXXUwtMzG1C/ryXnSSEpsCX5GG8cPJZH+0hGy3/Ls+6C5Jlo0RutJ4d4/Qru+D6x5Um9YBCJK5pPc8jq4l4s3xtTTL/Gs7qpcC7jmlI/esfHqbaYJnH4+xqNRaWvQai4CekMQd7RGZjVvTpLQsdAVjXBD6rM/6TUUACxv53poFNzl1+7Nb8HVw8G7WCZu0AUcM6NaNJ0NOCd7pJa7l39zR/MGrSASdrTJGJZexu+S9jJn3Sj9wW8N7j023PHBKFEDUlMpttYgN+IAhO6/TPbjUagGEUJet8vzmQrKkqhspyI7RGSpteYr4CItm/fiCE4VVZs0GKIbMB/20427alKR62WUCJsHsdscsTsVirsa9E5eGpqrVrWM2eY4MH6uR2Hg5tfqka0PIzfIHqraaxHXHPmoypB3T7xuFDSyTxMs6SXHQuz4d3b1GLRMcbXDjMwoAeDJPtsIyBXVi8IPi/29kT1CzxQEdKOglRIHkaqb848b9f4KAG/+sE7///7xc7CGi9Jvf7/QDxATAUTil9bYpTFSIS2whNz7AVV0SQZI+7yW2LX5HuetVVsGQW5pgqiiEbYW18j9DR0y3Zt5K0fRdpNVj8VrMXcN/XudQLLUepB3mijrtRcfAVxqz5DpIvFJ41YAEp7IoeCONnp+g2YUtD6floWXcZol4rYrrBknSEt3o/Dc0HU6YWf3E+epp8Y3ka2dIwoBkYfhf0HG73s/jxXfJ8P/jrlCIn1BIyP6HgQ8S/CDuO92X5mArmXUpjg8vjNuFyShVrilcl/rtTb7/k2Ec9M+r9U5Gw2PrX2UoJNGLIuKMdWoek9UjbD9reKqMAxIrt4OAedkvPNN+CVVUf6YUAQWLfZH8VYI22Wi8kyoPtl27euA4u/E0ChRZxVL8X+sGEpNsqheVNpFJWmtjbLsMMyVKnPu+AwQRF3cdwr3/+hq0276nYgsVKcpmMtk0j6rYdzqPxJ4VmbqUFG5SHJIYHBpH+r61NG/1wnqIwwkbHbqNRx/XNgVudILJBhvERmBxTcFeBTyODB+Lg1Ril7CLmbQRT6aMQbFR/FomxdhKcU3sZq0pTW6SvC1f32Kw1/UkNRckAv2MNKW1gjlJnC2Ohx7gR/eJa5bXHBHDA8M2EXRLZJufAGO/JCG/3kZ38uuSXnwpzRiPxGG1zIji3l3LCV5lZXfPyCuxdmZAdQmKvhtO82or5/RicmktTYy5hcwf8VofWVXN6TWo2mPT6GBDl3zKHpMpGbXtrNSm6BQeYMd/zxZ70p+yR5CY4RCzn0Buht25mw05jJZr7tZUhFA8U0Q4VfrsVKcNHAHNcmKOE7vphVmn0t6Y5nkVVadNJVuFiTvjBVLyHi+kOBMiV49M/UXR+zai5wfH01lhsqfUsTLwlBv57eMq8IweHnbcfiq+CVVkTExE1uQQt25IOqaZMOVZ0JBEv0UgjMlHKU+bB83G0kRZGLa4nx9W3uAovcYUIIcnL3HgBJsR1JUnl1/H5a3c7GGKRj/WKRnSD48cDunXhKTPeOdc1jDxMOIBNUpCov+OZKeXz2LHNWIXG/QeYq050rZsa8j1WkKL/xtKcu29+aBAbsou0FF8Rdj+HLHLVg+qqAqXWXlmHcJOyJhWVxK96+msmXsbPIHyET+JGoIBJ+qwivIypaxs+nS/Qw7x82mJCuc+rxA8ocGMWjVNFSjyvR7JzG8jxD4aDLd+Z+PIeeBAC71lTg7cTEXT0Zjeb+EqQ+I6EW/Xiepi1FZ+l0/on4Q0vCIA6KYrGVOLrVtFb0469A+R0jY7CTr9XbsHz+HrNcs/HHHvXiV1+tkpOOSL0lrbVz6XScSNjvJ2FCCZWYO50aZyH/XH3ugoht7w4EAvR7lfQN24/BTOXkoEcmhIFslJFlwDXKdgbDToqy/b6HMK99M1NPbtZVKTEIZ1jCF8pxQwg9JegPiwupAPeekZ48slmzrj/8FGettJXrU5+LJaIpukQhMriR3rBl/v0ZSn/mB+rxAXh62mrtXP03m84mEZFmZFLWbu1c/jaSI2hJaVOKxtY+SsNlJcY9fn1h3LeGq4BjcBU7BpyVu/N1xduzriF9SFXXngkQ4yyxRnapwU49sfvoxvcU+gk8LfxdcGZbtupxvkSffpfsZKl9LIGPWSQ7N6dKCo9AqHilmBVOZAYe/6lHKzVgr4UxuRC0268KjuG0K+QP/PRsbfliitIuq9zMwRDegXvD14Ar88mXq4pQWTXe1RrUAsk1CMam6GCfkpIT/JYdHdiKI3o/7dnZAMat4J9TQeMHzgZacELVfpfBWWDTsE700WmulzEB0jx78p90MDTjOvWsm612e3ZG2tIa8l2TCVvjiV9BI/kA/bBkN+B7yoS7OtSrRRGZpX9RxuUcAPqUKl2/2zLoMPyRR2lXVG8t+POoDbKpBz3lwh1Y2v7nYDETW6efTR1DzP9U8lr5HN3DNofFMzXtVap3RtX+vRVxz5KM5IV7t9tE9/1ZzUne0NvHd+0VoDU/VUBs+/tYWk0JTJ2qFWiW79Iuqt38X7mSdpuIMzpTY/ad36bTiD63+pkPXPPGG69aerN+bdYlw82Ytvwbuyk8tDVsJtvPNbQuu2FDFo9ake3NhSbTWc69t8HNRkuYNajWEnJKoaK9iiqvDtCdA7zT2c7gSkaqhV89MvRuWHumIsGIwKHoItHn6esa7l8gfE0dtW4X94+fo4VbLjCyyXrN47N+d1P5ZVedVjGuOfAS4dMbFFrv7xdqSGdDFKhoa/tKy+GZBfzH5/ZKqKKvxE/55XDEx87x0taCmG9Aky0qEDSnIRsbsC8QHV2KZmaOLi66E4xNENSZTpWusmt9rmZHFj391XX8tlh61u4zxA0U5do23cEftX2IpeL4nGYtPk7RcfJbxXiEXRztbbAuiHJrfRVnnHrTKzO7QjEL6p9U4QkTSj9nPxv0zXRPEPYU55KRE4mzRd8EcX4u51FXdKDBb9jAKyaushG4S22qZjpqQDEPTPrVdu926yJ3C/TH+GECPu4/qn2sCJa2kmobHB2/Fp0TCXCaOrQmY3OFoeo1HtyvGq0ZkhZpyfLBXuWTuw1c9q3MMhugGqru2IXbZGQAWlruiUdmvCqOgkZYvD1vtwV9ci0bh1+LqMAwqSHaRCReZIVJaA3JlkGDfh0Lf/tzQdQQ2lfXTaiteGCqW2dqDYmhTr4erGrKCseX7EbnAhzPH4sgd501DlILkkKhLCiJ5ZSNKsJ3A5EoGWrKg1MzZ37fl5KFEKgemkT0pmODT4jhad2zFW9FTgBdUNGUWJjcSlN3U9OVN8WZK3lLPn9/4WC9JlrZUjO/tb5bquQSHqtvS++ZT+FyW9R4K50d4kfBRFut2dSf8NUHmlfaNQa70Iihb4uiE+bosPKFjIXemHKMuXmHoF8+J829yM7wTxPH2j5/D0QnzUUPs5L5kRK41sOHBvtgL/HSdQdrntZR2VUl77gBLRi/mzRc/4lBxLMP7HCZwtT/WMAXJasdUJWOuduUSAJROa9CLv7w3fxwj+h7ki88HMuP2FeSOERNS69lhKhdZmt7FMllPRKB4K9THKOy5KJKxMt4rJOi0cINKOxn1iIbirbB87hBqkhQCLogx208KfYHG46wc867uXpZV+1HbViE4phpbsOstb2iUiN6rErjpFN7FMvYKM0U3y2S9mEzyKiv7B7lqVJqa0uCLbhGuw6oh3fEtkD0iW791XDWuRPT0p/TwWYeueZw8mCh8eIvaauKREujAq9gLe4gTuUHWOQZ3rgFc2gGfIpno/Y2cG23Sl+aaqMU3sRr78SBdU6DxAIC+jalK1tPCtR6XXjUSj43dzMKtQwBP3zjtuQPk/LU7cdsUfDYf4f4TZ/WmKe74duxsBq2ahm+hTPS+BoqfbXTVamhaxmst4zSRzgMDdlHh8NVdFckhcf+QnSz9rp+rGnVTr0bttyCqSs26NIx9+zOYNeILnt8gVi/aMl3Td2jnofE5Wlm24xPeY0Kf8WT+MYad42Zz68ppenVtQ6OEuVwi8qCV6rYmXnn5nzz/1f36asndtQg9LlF6swOpUUZySi0qUmniMVOlTNKyy2Q9EaELnrQSbiP6HmTD7m46B9F8ea/dr549ssivDabgVBR337aH74tT9J4d+vGaKj1NGbKR5a8Ow2BT8Nl23EM0lb6kkuxJwS0EUtcS/r9xDJIk5QE1gBNwqKraXZKkUOBLIBHIA+5SVbXiSvsAMMfFq/Fzfq/7gu6lwEEIYRptXpiMTqpzg1uURNfgFVuHtdaMscTLg8xTzApygB3/ADHp3H12jeiDloRbxqw8Lo1NpjpV0f1urUy7O5JXW8kdY2bhyCXMevJ+8u5RWxXkuJeQj92pcN9b6/mmuJNH74rWkPrMD5yZJxRPmlKvtR4KbfaoeP2+iAsn2hByUqIqXaRVt3a9tHJuKcsb2LLyU717tGaMTFUyQ0f+yLpd3VvNtnx9+Fd8dbm7Xure76LsUSPR47y9FfzPGluIg5rzE9o4NRFbWHoZMf7VNE4NF1EiNxiiXf0me/bI4sDFeCKCa0XNzybc1CObsx9b9Ea/V8pSba1EILiMmRQl6n3+XC3RawH/vw1Dd1VVS90+mwWUq6r6tiRJLwIhqqq+8HP7aS3t+pdugqlKRpVVnKkNrRZb1aDd9Oaqu+YqNjXMRuQWEyXdPGsluq8UWkPbjQ7ODzeStNamFxJpFRJMGbyRrj7neGCNS3rd/Dy1dGh39lu2SaycOK/1cnHA9nGzmXjyQRzLI6my4NF4tXnH7kMT5un1JDLm5pM5VZQ9v5KxdYdiVgg7aPCQbDdH2w12zo0zYKiTPYq/Nu/30Ro5aWiUILH+ig1mQRCLjWmNrOr7vkdmpz7GJuN7JVK0eTq/e58NDUlrbRQ+1ZKsvtbx3yYfRwOfNv3/U+CXCwVIrhsVflhCckLKV00195omTcQBV8UdAFuQgj1ARbnsrROFWhzbvdSYbJU9qu6A4DFWPz0LEIVG0j+tRioz4fB2FS8BoYd3NwovD1tNv14nsSwq1utAlnQWD7u7UZCbVh1aWbT94+eACkP9T3kYhbD0Mv38tGxPn3InCR0LPUJiiknVjYJWBSnyJ5cy9LaV0yjOjKC8s+phFPzzZGEUJFeK94DDD7oatjYZBTXEjrmPsO1qqCBhDQ0Snbq6sim1a1nRUdXVgb6JIqmq982n9G3Oj/BCbnQzCpI4z+ZNgCRFJcJSip9bCvt7E/7RwiiEnJT0NnOW90uwhgoBmLtRMMfXkto5XyS+Na3ISrp7Etc+l2Xiv3W2qPFRm6i0OM9zo0weRiH0mLhJ7kTzbx3/r2eqAlskSTooSdJjTZ9Fqapa2PT/IqBVHaokSY9JknRAkqQDUkmdzoyXdlEJyJXJHSseEMUs4vkl3SEqUjxE2gMJQpasZSEqZkXPwNTSZqWoRm5LzUa2SYScEp81ro/iwamClV+9qwfZDwoyy7tCTM6AczKGRomwVb66MvGFYWtZdKYfe77rSNbkSOYOEmXIQjNdCsIu3QXDnbyqjrCjkp64pIXBDG76ZGNMPWU5YXrNhpCjBgLPyBT0l7lwvI2roKuPokcFUlY0UNRLGL7im8DhK/avvKT5pgAAIABJREFUqQ69aiSdkAtOLcen1JWVePeibwAIH5XDC9vX6b05AFI+Voh6SBiG1MVOVKsVp4/KiXwR9UldVqdvK9slvWoS+4IJSqlgzw/t9TTshI7i1mtl+CQHxPhXM/N20dQj5ISorXF2gg/FpYG0CXBFGBpV4X6lvyYUl17VMhUdVH4cnQrAxTFR+j3V63tKkPCWyr2xP+C45MuYfj8yqPdRFF8nG/d04bmh6whOLachSuHiIAPtugj5d+hxiZjdKgmbHJzelYypUtYNkFYLQkul7/3UT6JJUfBvPxqh4f/VlYhVVbVAkqRIYCvwNLBWVdVgt20qVFUNueJO8HQlNLJMS1jyyPYLt+oPZfMy782hJQi5L5HdiTit/6G5XMbhq+IIUDDWigapapiNoB+9qU5RWoiCtH0owXbkSi969siicoRC3kfxLSpFaYKk2J0KXjVOvlm6mPbLn/aoFuSeRQiueHzsDoWC/rI+Tsv002S93s5j/1obOMtHFZTOUoj2r2nR3s43sZrQj8W48gfKKP5OPfXcHRrRKNslEjbZyBvppWeggig/n/f3GBpqzIzufFQQn+4ahyYY6yTscSLpKfInKOonIgPNW/1pWgYtI3bSwB3UO02sP99BV7Fq0ARL2rVq3k7QHZoL0TyBKqFjIeXrY1ENINtFEd/dg+dza1PZO/2eBdvpknKBowdTODphPjesEM9ll+5nKJqfQmGfa5dk+K8InCRJ+jNQCzwK9FdVtVCSpDbADlVVLT/3W++YeLXNCy7/WfFWiEkq1YkkraFLc2OgiYi0rL6EjoUUVQbqNQz1/bkpBkFUWbJH2vUio5qxaJ7a3bxZTPhhidCjlZBzXu832RoUs2jycugulz8PLQm6gFyZmmSlpT/8C/yKJsz6ub6aIMjIwt5iR+79JkJOSh6NaRR/J8Zyo07Ypr96nOkndjBx42RPUq4p0mEulbGGK/hekqlNdng0tGkNqkn1yJrVRGTxW52UdfDyIJqvhOaZqS2O4aZ21LY1l8lEHHFcUZU6degGvCU7b24a49F7Mu3zWr2n6W8J/184BkmS/CRJCtD+DwwBTgBrgQebNnsQWPNL+1Ld+pNM7L8XuVGmMNsleNK4A4829cF21u3qjsEq6Vl9F060aWEUHh+81cMobBk7G6dZ5aFuoiiqZhRUmRZLRdMJX/zPuy5RaReV7IeCPIyCoVFC8VH0BC2/fBnZKuN/UfYwCoN6H23B2i+f9lfkqEYPozDm/7D33tFSFen68FPVufvknDk5kHNQQIIkAUlHHcMYrmMeRwUxh6uj1xEFA4MyOoyKgRFJCoiAIBIk53RyTpycO+/6/qiu6t4n6Mxdd30/0HnXch3ps3ufnerdVe/7hPFHVEmBhTqwes57kv8BeIFZvkkhKIdI3IRQLnbrieQoiKSQOrBCJgV9E0XwBQLarsGkiafkvvJeGYCbNz2sSgoXblzOk0J8O+xhfKedMWqXKyE0KxSjRRAHQUA+xwFQO0FrURACCijKp2hkUkhZa0XmsgqkLT6GQcMKJZgp9kf+e9+kIIBQAq+hjelUdYF8txVJIeQsQfR+hhljT0qS1rLtM6UsnkgKCdvdPSYFodz0W4n/9YyBEJIMYKPnn1oAXzDGXiWEhAJYCyABQCl4u7Lx5/ZlCYtn6Z/cruLm+4ZiVJA96ig2bx4Dl5mBaRli9jFUjVO/VgV/QMBXBdeiq5NzT29aJcAF0q5FQAGVrtXamE6VFd2wEfk4diKVJyrirYDH7Vaga3eh+Ho9mI5h1ugT2Hx0CD8mz8BJ2O7GpeE6WGNdiNxPUTecy9ifPp7S7XyFSExv+gYHs5dizLpFiN/pRsUkDZhG3dLsLYTN2pDhBWif2Iz8N4b32KrTRFlB8yyYPusI8m5JRO79YVAsbmT+ta2bC7S2nYBpObpTXHcaacPKUZ9KPw65fAmzg7XooQ2zwtlsROB5LdpGWoF6Q7dZTNcQ3YPeuArRBxj8SjuRf4tFclsMjRQR46q64RZEp8mvlKIzhkHRMRUHJzClCVGLnMh9MKJHAdwrNf5/mTEwxooYY4M8//VjjL3q+byBMTaZMZbGGLv2l5ICALjMUCWF52dsQNaQUjlTeG3SV9h4cTCcAYpkNoop8oQx56AY+bRa0Xtk3rSet0wTH9TSydmDYPzL4juQ9nm7NCkFgPTEGhAFCM7zdj7c5Wa8et2XUtvh+NE0TB51Dodv4EKpWW80Q2MlsCysQMkfPN4SToLbQn9C9I8U1EZlt6F8igb2UAWjBhbg0kT+xrLfbgJ1EpAIO56c/g3vXgAYZeZFzM5oJo/7rVmroQRxFOHkdxcj8jDfpyGJvzXJ8P4YNTIXTM+Q8pVVwnmDz3M2JwC0/pEXbU8eS0W+B7JN7RQJ290YMrwAGYO57oW7xoS1dyzD5r3DJVKTdmiQd1cQMt6v41oPngmMM0iRlX5qpRx63arHQ5/fK5GjugYt/MoojBdMIE6CIH8rqJWipZ8LqDfA0EAx8j7eQTDWUqmJoW+hUmfC4Sk7KAam0mRIXs+p05YNx1A3lL/pw/9Ywq9viILy81GgkTb4lVKEH+OksaS1/Hq091Fw4VZu7HP0SDrWzn0X4Rn1aCkMxo2b9/Nr5hGLFX/ntxKXBfIxom8os9z3DHStFJkTClHzQRLqhnvfjAAki+/+KTuxcucURGTWwfBuCMqn9u5pKMKXSBSzl6FqPEHIGYKOOKKSFQO4NmDuMylAmB2GXBPsoQoStzhRMsuzfi3yzihEpA6swOvJ67Fg0yMw1lHukeCZvXQNxaBAY6Uwp/DZjCbKivANRsneBCD3obpGR4Dakd5/9zRjErWU9I9bUPiUHu4aE5K+dmDQ0lPYtNf7ZSGFR1wEKYsPwvV9AkrOxniBPPC+oZMHVqLoTGw3A2BfUpGo/YjrrLET2TbV2AiUBM5GVQJdeOmqTT36YYakNaIxLwTBF3lRMnvCIazbM1p1TCKEPLwsfjJg/oTDWP/TSBVArWttqTfz4bVz30X29j+q+BD9hpbg/IlE5N34Hla1xqkMeq/UuOLYlZa0aBZ/yxPdBmlP4cuyExDh3rYRuoIRmXUwal09yrkBfKkybnAO/LQO/FiW8m8DW7qapwJqCToBMWYhDqBd16t83bHsZbhl5n+h/LoQHPnj25KFOWHMOew52F+17cNTv8PyHdPlw//ijHU/a0ALcIRg9cspqB2mR/ZNP+Kz3eN63C7pawdKZulVACUAsvjoG1FZtbJIbKyjSJpazBmvP1NA1cd1QKdzdes+AGpwWU8hukS/5EfRmwwbdRAkP3lQLrt62k/oaQJFi59d2lyJ8f8a4PRvh8uulUlh47y3JUtQLBsijvJBA0BFvfVNCkIxODS9QW4jvl+bEy6TglCUZjom/SiojeLUV/2xff9gmRSMtVQSefRxPn38yO5Tyvit3UeASArTxp4CcXPFJNKol0lh4zzu1zBsRL40yn2/aQjy7gqCNVJRUbO7JgVtTCfm+5/jx+N5I760LVsNwPGAkGaMPSnlyA4fyUDZdC1s4YpMChkfNko3KUM9/37xHD3ifuiB0emTFASIrPGQ9x7YwhVcPNkHlnJOgBOFT0ESEz8dFRZ0FAfKgq3pEkXyJjtSv+zslhT0TRQBhd7zEvfHdzAzjy5F9H7vdztjFRXQDeBJQNEzVS2GWqkqgeXcuAINg5gqKcT2vdT9WvzK47JIDFTvloN43sZHAcUDTnJ53aiFWKexjkp3Z4BP7QGgJclDyV3Zvb8dfYCBRNgRktYIR7CCoNRGLmHuyZ2h6Q3Y8ugSKAZFUr77fJgLW4QCSwW3yhMJRbQvVZJpHms3kbyenP6N7O/nPtkPikmBuUiP0NMEg4YVqo7tZFk88u4MRL+hJTBrvBqOAogDcC4G4B1oJMcPE7v03wFgwJRcPDz1OwCAxlNn2bZ/iEygaU+dBHUQLJ31GdbO5bTx3HtC8F0Jx0eIbkPUT0xlFy9MecG8hjci8Y2Ydk5+B+Bv5I54BZakFploXBaOlnRZ+DaGRoot85Zh0Zbb+HdGN6ForgEFN5mhsRLviyHEAUewoiJHiWsg6N2aKCuIg6ClJEiFMVACXbCHKEhZZ5N1ntCjGtAuszV9XAfMfXjthekZ+q3+I/e3rPLe3/sS93a71r/2uCwSg+LQQNvOD2XmuOPIer4YaZ+14a7Je2SbTmMjSBxQBVu4gogD3nVjWzK/+YHFfBDXDuW/E0Kri6dtRvXVBKnRtdB9GgJtO0H7qVBOFGqmIArQ2mHkA83khi1cQegpgpBv3GDBTrRlOJE2qBxGDxtEwJ3twfwhV/xdUifi8UrOsvzHK9fLt1DJbB2onxO2cAVtCUR2IW47xQlQipsgYbsbOQc5keofYz8GALQv4XDlmyb8hKWfcA+M9L9zIdywUTWYPf6YhPxmLuMis0fPpWDndD67uLs/bx1SB8HVoy9wM9q/DEFAEbCsaAqyt/3RewOO8yk9cfMkoOtQuAaBZ3bU8k8PJZl4DW9S1jSBhTpw4FBfzB5/DM47eSGXJvLZVUdxIGwRCmikDcY6CqJhUg/DbeRmPBF8oiKXFPomCreJQdfI7yHRMPiVUklr17VSMMq7EutXTAIAuBwahB8HMp48BW0n8XqMhLUhtu8ldEYZkPUcT8YRWwqR+C0/p0enbpP+qNQDyTeXa5C6uh4R++vQGaPI5PDc7gX4rcVlUWMwJMSziYF3IPcPwTDWUliqGRoGMQSfJ3D6cwt1laqQTwi2I9MwBF2kiDjS2o2J5xvPTN+ETxfORvlUzc8q8fiVUoy8+TSmB5/FE1tvwd2TuddixoeNuHPTdjy99Wa5ra8seUAhBRQv1kAWynqIjMFlaF6ZgEujOYnJbeBWafHfu1VvbMXI8QKCFu1fRHHzvTux8fXJUqexp0jc7ATTEpTO0Ko+70ocEgzTPludKJ3Ji6ynb3gbN2RNkY7WIgQJKSKzDo8k78aqirGYGnkBK3eqzV3XzF2OJ+9/AGXTtapWpC8pTdRHRPs4YbsbZdO85x15GGha0IGQryxozPSiRXuKkLNEsihFLJ62GX97b06v99hUQxE3rRT5p+NlGzTz9WKU3ZZyRcvE9xZXXPGxR3blz4R4gMOPc3hrVw8G1b49lGHfwdtvaAnOXkhQgXMyBpch91QCALWpaVc5sN7270vH7gpz/rkIPw7V4E4cUIWSs2plqojMOjg3RHQzcfENjZXAFWeHttKgIgqlP3tGBcjyRUCK8CujaM1w/Wwxz5LUgthby3Dp9wPRktH7caR93o6i+f7dqOlC3xHgxVr/iHZV8XHN3OW4edPD0ER3wl3N28xhJwkCC60ozFZ3JUSCHDMqB8d29oUz4GcQkR7UpehwZfy9Caiq7SbdJsJXIu7XFldc8REa9UMk1oQApM9j5tuV0jtCrDPrhvWcFJQAFyZdxS3cbZFuGGupymjk3Nk+oDYOgBIGtbmnEmS/n2wLxtq57yLzzbJuScEXgQgAA2fkAIBqILj9+AEK9J4IYVkHcCy/MaFNJgXB8Cs5GwNdK5U2bKdveBu1OeGqpJD+SSu0MZ1gwXx/sT8qcJsYAg8ZVUkhcYuzG3T701dndkPxWcOZKin4lXhUjzzHEJVVi47iQOS9MkCVFDRWgsx3q6EEuGShtnZ496Tw0JQd2Pu95zgYkPVsCTqKA6EYFKmKdPOmh6FrIzIpABxpWpht5NfRpzRQv4MvbQ4ezpRJIWOFukBoiG8HC3EgLpUrXom2d+4fgmVSiDzk9YcIPUXkPsXSxddn47cWl8eZu7kIa2AuNzilVioZbtvu5PTonEdj5eAWrkkZr+YjOqtWuh+HZ/CBTVu1qLNx3EJgQgvm3bRPVpapg4A4CfyLKTqKA/GnjB+ga6WI2cckmKdppBMvjJuHnMcToLERaXZirqQIeoqDgIJy+N8s/ht/yOJ2+RTInJzX8T93rJZ/09SnDbpWB9IGlQMAtHsCYSvzB6PAq9d9KcVa0p89A2eAgmsn8/rBuON3AuF2JG/gBcht85ci744AuKrMEJO98f99EKkLD8M+qVUmTQBY/LfPkDWkFFEHvTWXkY8d7/a2dJsYZo/nLRpqJ7BdxaXNBBah5mIEZo47jrTP2hBxhBvEAIDLX0HOn6JBW7USrk5mNmDUSJ54Vl3/AQzx7Vixcyo23LqMA7QIkPtMCl6buQbUTiWKUQlwYfi1FxF6mqiSQMYHDQgZWwMwr87mpj/yZ0JI/MXsY8h9iDMvX5u5hv/uQABIox6VF/jnP3p8Jg9nL0XaUycRfI7ghVc/kloVQuk69DRBzE0l/J5+nIPfalwWSwlTVDyLeM0r7eZXRtGeoEj5rj5bnVB0FFHPFeLokXQpKwZ4gShPTv8Gb/1zLoLyFXREqclKIWcJ2voQUBdHwwmotC8QhyhA4hYutiKh1WY3gs7q0JqiIHVgBaq3JqAjXsG1V5/G9wcGdcMOCEIW0zIcmrsMY9YtkgIu38x7C7ctWSRrDyTShrCgdrg28tmAJakFcU+7kHtvaDdxFaEsJeTFho3Ixy2Rh7Foy23Yv+BNjPXpUIg1fGh6A8w6Jxq/i0FHvIIxo3Jw6EAWmJYh8/ViVNyUIusMgoEqfhprKayZNgSHtKO5IETeB99jEQQzgSW5a/IefPLdRBA3Ly5Ouuosdh8YABAvp0G0GmP7XkJ5YTj0jRrccf1ufPztJLj8FdnKFaI62nYClz8DGE8CbgOga+egtLsm78FHuyZIFmriFieKbiWgLRzWvvnJJbhm/eN4Zvom/M+xGUC9QWIuJIAs3I7EjyiKsjWgNoqog0BnGEVHPIMzyP2L5LArLa64pYSih2xRAkB7goL0p0/Jh7F0pg7lUzU4cpJTgMdtWYiMD3kV3KzlU8HXv7sejiAFtSOAjnhFtrz0LRSNAxjifrAhYSJvAXYWBiLjlTyVqEnIWYKakXwtG7/Libwb3wPt1KAlk+8n/3ysTDbfHxgEgGMHQDwGuylNGJzAZwNMx+TUVQi4zDt0HyJO8Dfx6RveRp9VGtTlhiH4d7yj0FEciNx7Q8GCnSieo5ctQhJp44g9N7Bp26cAuEuUaPXJpEA4qtN0iXH2445wlJ+PQls6h18fPJwJpuVw6Zwnk3DD3bv5sVLANK4efiW8EAdwshqt0wNbuLiNywfppOvSthWt0NXfToSiY7BUEnw+ZwV2H/QkhTqKJYPWY2HfXZIQ5f8HJ6idImlTG1btmgi3gUHbSqGJ4voHza18OaFvJQg7zp8Lpz+DomewhygIyiH4cvUkzzYugAEls3QS09GaqsgXx2hTMdJi+XJC/xaHxktUaZ0BJbN0IGaXvBataRziTW0UqY8dwm81LosZQ0/Fx8x3qlSWbl0jbVA57EtiUDLHK4giREt9Qx/X0Y1xCXgp1ob4dvT5sxv3rdssB5tv/JyWofh90LRqVNUHSaZm1zDVUEROqZBFRV/tx65U8szXi5HzpFcDUryZ9U2Uc0U859eTDuMz0zdJtqAIQyOF6RJTCeSqjt8ze8qecAjrd48GtROEDqmFw6XpldQmj7WXe+TbQWI6Br9iDTriFJXIbtfQx3VgYmI+tu9Xu1YHFFC0X935s/J90ty4CzKzJ/PhnqInmPuvMa64GYNYFxtrKRR/F96d/bH6gSOcLu1LgS48loCyaXwKmLqQwx7TPm6GuYrKgiLAUXYhZ72zkRdnrOOfeyjW9nI/5N0ZiEVbbsO0sV7qMcAHX0e8IiXaTt/wNoy1VGVG2xGvoPJCpEwKQTkE2nYCJdAlSU+M8qKi8JUUSSEisw62CEUiHwGgblUAJl11VlqzKZeMCExpwn03fQum8Zq6iqQg0IMAZFIQBduYffwN2zUpUDv3ZmRahrjb+f7W7RkNRnm9oaYiRCYFUQhOWWeTalaKgf/8/fZ9Uh4e8Bbydn75kZzRESeRYrv1QxiUQBcemrJDFjgNjRRJXzvgqLBg+/7B0vNDoDVbU5Uek8K0sadkLcJ+q4cM55MUFJOiSgriXvgWtgG+rGlLVqQfKsCTlKX8shga/8/isjh7gXoMGH8JX1/7V/xp853IfLNMglVCTxHc8vxitPdR5MBwR9qhb6bIGFyGgmVczjvv7iDYwhg6CngbLOIIR8bVj/MyJl8+zmXKReVZBHED2/cPltJkgDdh6Rv5a3rEBwthi1Cga+XfjT7AqcZ+pVQeq3+Fi/M02jXc2BZ8am5ObEXVOAKNjUhosPGdEMT+qGDbtjXyby5M/R6789LhqjLj/dmrAAAthcFYfmIiEjc7UXyKV+TFg/7ie7cDADL+UiRRj/YIPjWuuJZxuTePga1gXIZc4EuLpE0utF3LUY/aduIt3rZrQD0diXuu+hEAULPY7jWb8fx49tubUDPKIDs1hTfyhDdw6YOS0frazDXIeDkXSpATxloK2qrFip1TYWjmaFR7iILiOXqEpjcgc2k5nGF8GWF8ms/yTH3aJKgMAL6Zx521t+8fDJOndhH5FP+9KAinrLOBWqksqAJA0DEDbp+0t1tLttlqBHERKOXeWaWjwgKlu8j3byoui8RgNvKKe21OOOZtfBTx/Wpw4aUYDmgJs+PxZ77graubVqLoTCwCCihIox4RJ1zIPZWA/Z6KszGhDSShE0zDawu1IwFnkwERP+glxZrVGnD/lJ149JGvAHjbWiC8ndj4bSxC0xvAtEyuRaMO8QffEawg6icGa5SCkLME1VcT+BVq0d5HgSNYgekSlcAkXQuVdu+h6Q3oLAkAUYCh43PhsjBo7ARl0zSovIZizOP3y+OvcwUA9QakrunAA5vvRsZLF5H5ZhlQb0DJbJ1XObpZB0tSC9oTFDAdg7uuAZuemIKog14NCGqn3CuDcHXo4MNVCCikqB/CoIvtQMksnWRoho+4xGse5wj8SikUA0cdrto1Eauu/wDJwY2Sf/HTdRz6/eOCN2HrZ0X5VA3WzF0Oaqd4Zvom2MK9MxQjcSL3hQwY/Rx8yeT5Vd14Jy/UeqjwDXmhqFjQB21xBqQNKpcgNWupP87dyrsRlqQWPJR3MzJWXEL4cUjpttw/cBh8cyZDyFmCwmwjvpn3Fjbv5UYxRAGC8x1YvXu87KjE7GMwJ7big4GfYcG1B+XLKfwYEL2f/aJi9q89LosaQ7+BetZ592vIeK8WzGxA3p2BeH/2qh6NS0Wsmbscd3z8CBxBXlp0b2IfIWmNaMznb7C0QeXIPx0PaidIHFGBgtxogKLbm2Tu+CPYtmE07GGK9MNkOobpo05j+/7BKsOW3qTXBcOvJy8KFuwEs2lUZjmAF7zTNRI3O1Ey23uOW+Ytw/yPH1epWD85/RtJD/YrpQgqdKFiEkX0AYbJz+/vkU1paKCIOWBDfX8jn1JbCUIG12FcVGE3YxXRrRGdEL+kFoyLLcJ3eX17ra8Ya3ktpBtTE5wLQT1dHMBr7iNC1IHENRH6kF3j5okHsHbbWLiNTAVI64qkBLw6mQi344fxy3FvwU3IPx2vuu6+YLhfU1xxyEf/oDi2eP8QfLRrQq/baOwEI8dfxOGSRC+RqQdB2J5UkcyJrbDlBfaojwB4C3wzxx3Hj5+PQHvCL78thPNxb/HDgjcl0UmYrCZ940BDX2OPqkwAN9ox1XE4uG8hTQlyAm4iaxNdo6v7li960DcM8e1wOrQ9rtl9DVx6i4yV9Vi6fXWvZrgA14ssXTioG4W+K725K+JTxC8NyojMOjyXtlWlwHXvtbvwwfeTu20rXgK+24SeImhJgyR0iRBtV79S+i+Z7F6JccUVH80xnTgwxuv7IDwQBC06ILkZbgND4z2RSH3dLrezh3iFN8T6OL8hHLdP2ouUdTbJdrQWBchpPcD1DQAOZgEAy0EzTDUUZ14YDNdYbyHQV+HJNzRWAm0nwbb5XHEp/dkz3bb5/UN88MT3q4EtjFOA7/3bevx10V/lNhFHvdtnLq9B/HUl8C93wFxFEfyjUZ5/THSTKikkbHdLQFXEUaA5i8kaR+qX6qQgPgcA3f4AmRQOZy+V6FAAGBhXKaf1vYVSVIbPm/ksInUgb7N2rdX4bzci/CSvaQhtxRWzP0LKly7VdtZs73VO+tohQVGxfi2yeAp4gVlC3aqmKhgr5szh18VTzBVJYfG0zQD4DA6ATAoAsPav1wIAmrKghox7Cr+i7XrDf+3+2WvwW4nLIjE0t1tAw72JobWPARkfNqIzih/e75KPI/3jFqzd/gny7gyUPgtMyxCUw992tUX8+4ZvA7F693gUZhsxfvnjiNulgFHeVhSV5p++HQj/Igr3As5WbEtW4AhkKJ+iga3MH9RO8P7sVYi6vx1pT52EObFVajIEXyCI2+2A28gwYyOfspZ/xtuLqV96OgmBLlmoCzO1gyjAsjtW4emtN0vDmfjv3agdwQ1ZA/IpyubH4PPUdSiZxVWTm/oy1A3nbE7yIX+Dxu1WoLETmEqbwbQeSfOxHkrxBTeismrR+BxnD6Y/dxYRRwBDs9coxeFR4TdXUozY8pjkLviVUpw8lgrmohgziqP99E1UmgULT4j8JUOxcS1fjqQE1MNcRaFvZUjeZJeD+WhOEiomU55kPFqST717t8qQ59qrT6O9OBBjRuUgeWAlYl4rQPO9fAlx8lgqkl47wa/1OQLTJQLqIJh4jOtHfjv5XeT+IRi6VoqqcQQZr3C37eQNdmzszwd38nVFAHiCYJQnr+ZMJmsnYB62ZhtB2QsUOTeuQEA+hbmKYtXxq6U/yG85LoulRGTfEBY263mE5Lrw6YplPWoNCBmv1EVHUbU+A49m7sYrB2dxUIuP30RAPoWi53p+5sRWhP3NgkGvnsR3hVlwVlqga+V4AF+RT8WgwFCvgdPfKykGQDLuBKOwKybimembsPKNeWgcwKQAafwON8qnakAi7Ph9/8NYvXs8Ml7OxeZzu5C+9kGkPnYITVvT0JD9fCUUAAAgAElEQVQXKv0R5o4/IqXXog8wVE5VQDs0iDgKpPwxB8WtIbBtiERzFkPkoZ75IRmDyzA4qAJHHhuOzDfOY9v+IaAO3gXxJRkp/i6EHtShqT/jSSehA+5qMzJWXJKwYgAIzOWGwumftCLvjgD8sOBN3H3rwyiab+jW9xdy8ob4dvS5oxiarQFcxQlcr5I06LmPxDU2XnysN8ili7gf2naCARPycXZPGlx+XmFZU582WDYFqPAPAsMRlNoIw2chCHmgVP4931h1/Qe4+5t75fWpXpeI5gGcLObr/fnQlB1Y+9rUHi3tfk1xxdUYfAFOoekNqKsKAm3XSFru4mmbsWTn7J9d0wsDE8DrVynMZn1DMSow1GrhDOhZl1GawYTZER3egmqPbJnQPDTWUoyecwZ7DvaXuovERRCY2YDmghAkD6yEjrolU9M3UhceRt77I5CwxWP+0os8mSjC+crY+QaJsOOdUWtgIQ488fJ9aBjMVLqUItJXNSPv7qBu3/d15Vadsycy366E+yMFqf712LV1WK/eneHHgLf/vAJ/Kb+umzFvT2t1wVodNiIfeupGzj+yeLKo97lHPcjHyeuysl7yWbqGL7w9do+CxiwtrP2tiPpar9LT7Kr63BNIqzf17is9rrjE4B8Yx/rcu0gCYf7VEG9p3/B9q78/exXeq5yEws0piP84V7oqiRBIydi+l34Wudhb+Bq19qT7qNq2y2AUkfFyrorU9NrMNSqtB42VIPKogsYsjUogtutbW8ifBec5VPoLvrwSwOvQ1TV6k2UX4Zukgs8RaWwrnLJU2/rI7jM9g6aNImN0Caq/SOwVgfnNvLdww6pF3YqWQozWd9+541ZLd+7sCYfw7edXoTNW6Va4FLMVee4exKlvlwroOYn9GuOKKz46AglidvMiUFAOkfLhAmkHAOlPn+r2Pd+kkPkO5xa4C71mIQ9svhtnTyShM1ZB7rNp0LdQXHv1aQmSEkY3vshF3wg5SyTass82D55ey2RBzNeo1TcpCLqyoCIDQObKJlksE5E6sAJ5K/gUeP41h6Fvonh6680IP+7dxm3iqta2cEX6NUYfYLDMrEHhTSvldq0pXAJNJIX0T1rBNKybBRtt1UpZdxGWcqpKCokDqjBz3HFo7AT6Fg+T0o9h1Mhc+JVSuQwBgM/OjETXcFWZkflOFfQtFMRBMGXySVw82UcmhdDTnN2qie6UEnnXb3ysRzFg36QQmEvgqjIj5cv75f1et2c0bwlHWVVJgbgISIMe5moqmbVEz20GfJNC8Hkik4KphkqpwN96XBZXwWy2YfwnvAT//XNL8f7jywEA9gca+cAMt6P6nqEAfFyOPGCb2D38pj6zexP8iygsZQR+ZR49AQ8pJ+0zXkRzBCr4/sAgFJ7nU0df8VQl0IWII+rPgnOtEqxjD9TAXEVBXLwgBkBCckmkTUKtmY5BSbBCYyOqVqpxZROaUzTQRFml9oKLUTw9hKMVtxT2x5q7OKovZMtFAF4NSYAX18qn8OTjn9eC2sYA/tb05Jod89+U2+rjOpB3RwBXpvYRV01f1YyMDxthjSRIf+4sFIMCfZOXCxJ2kp+Qe1kkfqxIhdvAEJjv8diMtOHiF1mwh3hk0Kr4ticmvieh5Bo7QUABRdaQUvT5qlZ6T+z5mt87/yIKxaAg7MAltI+yImqNEbZwPliFqbEoYoqfQtA1NL0BLRkclJTQvxqtQ6PlvXpxxjq4a0zIXM5h1Np2AsWsIGYf47iH98PhX0RBGvQ4Z42XiRsA2qZ4hH7D7LBGKYhe1f0F9FuMyyIxdHYasePJ8YjezzB83UJ8VD8WAPBoyi6091EwN+u0nDYLAE/C51pQB0FnGB8sde4AtCUrCJpXCW0Hf3jdNSboWyjyb/OXIqsAQNzc5MW3bRV8VIfakWqbusJso4TGNmZ57dSCCjkcOaCAIjqrFm6rFn8+wd2viZOAXfIKpmQuKQEAlDSHoDNGgbvGhPOVHEhTcjYG4VouRJp4RyGenZANQwOFu4V/NnzdQmjbCZ6ZvglF8w2yvVg3KhgaLR91r87kHYOpGx6X7VVHhUV2SMKSGuUbk5l0yL0nBPYQBXmvDAC1U4SddUttx+Dz/O+WT9GgM4/XJkRBTrnE8Rfv3vJ3AED0+3xaM+X07ZL45DYwtKYqsP45BtuODYQ1zomE/tWI3cOPpS2Z135yH4wAqzWgOYXPbrY1DcKwP53EitkfyUKpM0DBizPWQdfKlzgNTXwm2F7jh7Jz0agaR+S96lQM0HYS5L7CjzlpUyuIg8Bh4Y935TV82aUEuvDB95NhaPTSu/3MNsTsY0j7L+6w/XOepL+luCxqDJbQePaXA2lScqwnN+Pw48ClyU7JP+gpsiccwqmhBCWvjJYqxgAvJnUujETNGJ48eqvsdzV60bYT6NsIOqP5Q6Wt00HfTEBGtKiclLuGPq4DgRYr6nLVhbKu6/j7p+zE+8cmSN9FAUwSjEcRQamNaC4I6VYk7CmEL4OvyY6Iuyf/gE++noSrppzD8bUDemWNrp37Lm7c9Kdun1vKKdrS1RJwvgVUQz2FNZ7/vmuX46YJP+HLPVfJf48YmYcL6zO7HUPXWkzG+3XIfcC7RDicvRTjD98Hl1Pzs4As3+NiOgZDnQaOIAXB5wimP7xfelX6htAB+bXGFVdjcFm4weiSmV8A4KSh732mxgBHyfkmhfh+NdDYCULSvCCkdXtGo2DZKFVSYBqG08dTkH+rn5x1XBoNFaMRAPySWtCZzGcVilGBXxmFy4/BNYIvQ2gLd4O2RSiqpKBr465W1Gd66qiwdEsKhgbvOj4gn2sPrNw5BaY8b21DAJO6GrGIpGCP8MrKCV8K37CUU+nLELucX6vg8wS3TdoHAFi1ayJcfgx7D/aTA/LzOSskoEyAoW7c9CcVg1TMtjrivYNN2NlRK0XG+1xyzx6mwFDLZ3C+SaHf0BJVUtDYCI4eSUf7oC4eHWF2nhQ8f/rq0RdgTQ5B6iIvEmzUukWwl/upksLVoy+o5OvFcfkltXCFaqd3dtHUn8mk4F9MoW+hMNZRfHD9h7/qpPDvxmWRGITX5BNbbwFx8zfk3LeeAAAJYGEahtD0BvmV8vNRHA3pU0hKf4FPB8Mz6jFiJP8eDXVg2Ih81Z97+bqvkHcnH3xpT5xA/E432osDYajkxURq42+O4PNEhVsw1nEWpb6FQmP1FCCz2tE4kKnEX/1KqcqYRjEq3OpuQBUUk4LWNAWKB2TjO0NRgpxglOs/vjWLy8KdvuFtpH7ZCUeworJfm7fxUcTvdCNtULmkEttDvccg2rRN/RhWnxgNbQd3vo7bpeBw9lJJ677164ck+MgRzNmrS2d9pkquvkXWzHc5+zT3VIIEmuU+EC6TSlCeh/PxHS/WGhopzp9IlPULgCMPqYOo9gsAqbef4uIonj994FBflE3ToGAp7y8SN99fUA5Hnooa0oFDfWUhWsi9KRZ+T8X1FcmP6bgi1KBhhWCE151s4Yo04P1P8LgsEoO+kciuA9MA/gYHXJ4XQu5z6dC2ExA3wYMpnAIsTE8Ar2xY/E43Kh4YAL+kFtTlhuHSy8kAAMsxE3LXZSDsJEHKV/xBev4Qh9T6F1HkLxmKjgf57CFhu6cQRTgUV2tlsmpurqZwBDDYolxwBCqSFOWbOIRqVFuqGylv8DoEUQBoGHStFEUFUcgeyd9+LwzdAsAL+0762gFCGa4akYOzJ5Lw5Kd3AgBGvbcQxdfzvyFqDO/PXgWm50jN/NPx0LZqoAS44DIzSRsPOUM85+QGbdbBZWFwWxRYwzQYtW4R9Me9ywy/EgoSYUfUQd4FEII1AvmY0L8aeTe+BwCo+ysfzJYKivxbvOfuP4rPGhpnWhF2koBpCMaPOS87DYue+0Juq4vtQNzQKuhi+fXWRFnBQhwoXjMABW+Nlp0gTZRVajykrLWCabg0X+NgN/bd/ibcNSYEJDcD4B0eQ3y71KkQXaKQtEY8M30T+r5xFqmLjoI4uaHN6eNeaTtRnP5hgXqW+luOy6LG0JOC08vXfYUXvr0BGS9dRO6LXDNArAGj9zPpOtTV7FWEMG4VHoqKUYFfkVYWELvG+DHncbiij9eUNc4G82kTOmPU1uviGASJKvWxQ9DGxiDn8QR8M+8tXL/xsV7P07d2EnUQaLyhQwrJdPVEEGhL4iKwVHpbaqIX/8H1H+LPhbNRfj5K2synf9yCnEcsoC1axO1SYClqlroIvhH1E0PVDLeUQvP1nxShWNzQtGnAKG+PCndx38hcUoK8R5Og6L3Iz55AYzvmv4mpex8G6g2I2ctgC6JoHMjwzPRNeOWH60Ht6veTuKdd6xK+EbdbQcUkKvEjvsxaaifQt/CuEHUShPav67a0E7F6zntYWjENp4+nSH3OX2tccTUGEPWD9MOCN/GSp8qf+2IWPpqzEhorwUsP8um1rxWZb1JQgpySuCMfBMLBP9RGZVIIO0HkTGD+NYcRfgzYe7AflPMBSN5k5wi6OoPc3rdg2JbMZwWZ73HSVsFbo5HzOEc5+iYF32WPWK83lwdJDEHNGO9sQySFYSPyJZFJdDWYlqFtsJc4JshU935zD0xP8JqErl4LJdCFvDsD8eTobQA4sjL3nhB8P/9NhKY3yPNN+sbBB7CPC3TNxQhEZ9Wq7gHt0Mjzrr6aIOPFC92ManOeSJRJQEzl05eXye9FHeQ/p254HOHbDRgwtBhV4wkaB/Lv/M93c2VS8C+mkpilaPm+vtxzFTJeuoiuwTRMclGCzvBaii/dXjEwXDOf8y0UHZPPgiC9ARzUlrqmA7d//SBaX+Rkq19zUvh347KaMZirKaJ+6kTRAiP8iynaknovBglKbco6mzQk+TnXJxHpz51F3isDkDaoHMV1oRKh1zVCTxG0JxBYY10wVmu5PmQ9BXWhm/aCr7uS/DtdjF66nXODZ1+RXr0HgM9c9h7s1+v3hDpyQCHFgnt3/yxVPfQ0QcMghtVz3pPkLQAqbgnQnaZ99egLyPlbP9SNd6oSiAihLbll3jJkH78Hfl8HdNNyjN/pRvkUDXSxHXBWqjU3RXfFL6kFnZ0GyfjsDR36r4Tga4gw9WmDtdRfBZXv8dx9oNS/9rjiZgzGSr7274xW0Jps4m0xn6SQPeEQls76DIlbnBKckl/Fp76+LkXWSEWiDQ0NVMqfEcVbxa/6A1d4zj8d3y0pkAg7gs/x/TcMZrAH8yq8qGhHnHR6k4LPs2SLc4B53pzCVKbghUHy96Kqr2+hWDxtM5iOwR6q4O/3ciCXSAq3TdqH/Df78m2bqQRxmRNb8dCUHQCATe9MBMCRjr5JQZjPaKKsstbRksqhxr5JwVJOoc83yWsUu0eBu9osi4oAL+Y1DGKgLVq5xtd2ckLWsexlUlty1saFsJX5y6QgZkMs2CnBWCIphB/nLk8kwg5HMJ/itxcHyqQQmEfAPBJ0A4YWS1NfYUjjG0KijngKvM/P2AB7mILnZ2yQ21hL/ZE1pFQmBRbq4AVjkRQ8989tYEgbVA5zYmu3v/Nbjl9MDISQfxBCagkh53w+CyGE7CSE5Ht+Bns+J4SQdwkhBYSQM4SQof/KQdhiva2n+iEMwXku6JupNGc5M94fizf+HiWzdIg8zAdm/BdaxPerQVBqI5iOSapsZ6ITM8cdhz1Ugd9Fj1Ix5VX82yftBXXzeoMmyio7CwCfbbBaA8L/ybUVwjPqQRS+JBB07fIpGkQd5G9YwfYEgJDIVjAdP67iW/lnrmD+kKd/0grSqIdfGZ9VLP9sDrTtvLthpk4QBdLsdXtlFqqvJhg2Ih+OIAWmc/y6dJYEYMVObph71yJetBw1MheZS8vlkiXzdf5gu2tM0NXzt7yiA2Z9/zAUP54oJow5h454RRborMkO+BW0gDoIcv4UrVr+mPq0ofCmlXJ67YzjSUq4jgt9i+DzBAunbUW/oSVoHMOTyNCUUuhavfb1isWNumHAiW19ocs3wdBAobFx3gMIbzHagwlosw6KnxtnTyShcDcnZYkXxJKZXyB2j4KHpuzApdEcA/L44J0AgJf2c9DbyzvmAeBdrRljT8Lp1kjQV2BgJ9wmhph9jCdRz61/ccY6rui1tzvZ7Lccv7iUIISMB9AOYDVjrL/nsyUAGhljfyGEPAUgmDH2JCHkOgAPA7gOwCgA7zDGRvW2bxHGmHgW/eSjCL5A0DhAAVGI13jVc3hiau5bCEx/+hTyXhssqbu9hVBQAvg01pZkBxwUxmpdr8xBogA0hlODkwdWonJ3PNwD2+GsN0ljFBG+xTttJ0H4sEuovhiBgHwqDWYA3kpz+ndXWupK/ukJgCXAV8nrbdj4z5UY9NWj0uy2a4Qf44hFAfLRN1MkvHxQiuZmfNjYrSip7SBwWbhmYsMgJpmsQ4YX4OSxVP49D7vRV8rOV4nJVxa/K4HJN4IuErQncBWl6KxayWDlX4SqjgGobQFS1tlQNM+I1GdPIv8vQ3rcP8BdqwZ8xUFavubFv7RE/TXH/+lSgjG2F0BXKaM5AD7x/P8nAOb6fL6a8TgEIIgQ0l3AsEtYAm1If/YMmvp61piM6yn4Tteb5vH1+t/mfig/c1zF1+K+ScEQ395t/04Lk5wBR7AC2qwD7dR4XZeNiopTAHik24r4UqPoTCzsYQpcVWZVUojyFOxqLkYgoMBDNjIzVF+MQERmnSoppK9qViUFALDs94NiUlRJQddGVEnhhwVvQjEqcA3i51W0wIhBX/EOjm9SWHX9B5LoJWDM1EphrOVLIZEUAKDqWl6M2zjvbYmXMF0iGDUyF40DeFIQbVSRFABIyrNvjcVXnk0khYz3amVSiN/ploVPWYTNYtC3EvTZ6lQlBUtSiyopWMq5oG7cD972dGG2EUwDVVJQTAoGDSv0vbQY8NWfpLR9a4oil3O+SUHgIAQ46j/hjf9tjSGSMSYWpTUABMwtFkC5z3YVns9+Nto7jLJQJwYYC3XIHrW5kiIoh/eafYEowsPSN1wuCsXMHyTpzWBgEhykb6KIPMwTiPDHpDYKTbv6Umg7CNxJ1m77V4zcHg0AFiZ/D4C3Fn11HPVxHajNCVexK4nTJY9LAJI64lg3PQanP5OybYpJwcT1j4PaqKoeIqrrlnIqB3CZM6Sb3T0AFZEr8rDnWBSg8KaVmLfxUTy2hcvPtyUrOHyE078jMutkchFekP2GlqjOR8TzMzZIhynhCeGKCEDCdn6u5VM4XVzfRBE4uF7uY/SC0yidye/f53NW8OtRHCil9QGOtCRuIpW3AT7bOJy9VMWCpFbao36C7/MhwFS6NiKXTO4aEz6as7Ibdf8/8X9QfGR8LfJvp1xCyL2EkGOEkGPu9g7JkmxNVXDhxuUgDXoEruTQ47Tr85F/mz/un7JTGpkAvBItkG6ChjsusQi0kz9IYjDde+0u7rkYaYMjWEHTgg7Yy/1g9rAkzZUUfuX8/wVCz2VhYJeMUAL5W1jQjKmN4qtV3B7thY84EIi41MKw/mZeFLNFKBKAVXRLBGinhqMiPcnAbWCyvRqeUQ9tJ0HOjStQMZn/PvZ7vn4Pz6iHvonKB3r+8XuROrACHfEK6j0vzjf+caN8a26c97ZEIqZ/0iqBRLZb+MBtTVGknsGSmV+AOjmSMGYvv421OeFI/4gnZaENcf5EImwRCjJfL/bcQP5j2QfZqLyG/y0h416YbUTpzW6Z5DPfqYIjWIF9Z7hMVLt/GoC0J3hL8dZvHkLaEycQu0dRibQq/i6krLUi850qr0VAM8OodYu6OUelrLXi/dmrVF4SCLOr6ia3TdoHpz9DfR3XuHt46nf4nwW3ysLxf8Ib/9vEcEksETw/RRO8EkC8z3Zxns+6BWPsA8bYcMbYcE2AGZUTKJ6fsQF+pRRLG/ojOqsWlhy+29PHU6CL7cDKnVNgi+M3dc3c5Xjo1s1w+jMsmfkFyt+2wFxNsedgf1x79WkA3ir5nlHhkvX48NTvYK+yIPPdarSmcFKNdYgVrakcstwe6317xO/kIKDUgRVQdAzjx5zHM9M3obW/Exqrl1bt8mNw+/M3ZOyPClpOhUEJ5NbwQf/0gxLo4opRdgJFBzm1JgrXRwhNb0BdbhicQQoWVY9Gylo+U7H7UyzbPhN1uWG4ccGPaMgLhbGOwlrqj4Izcbh54gEwDScadUYr8q0554eHONmKAXl3BMBRbQHTMyzr9xUC8qn0xUz6xoF9belQdAz+RUDVeG5WS50Ehb/jgzz92TP4fM4KpH/UjLQnTiDnySQ+G2C8dsOoV3xVMShgeob0p0+BNOrRmsp9OHIeiUHEEX5Nb5+0FwCvo+QvGcpNYhjQPmcI2mM0kqqdPLAStE2LwhtNqJoZh7HrH0fKOhvAGNbM5d2czHer8cz0TVBMCgpvNOGBzXdj814+1dHYCfSFJjTkebREw+z44YWrEb/DDdKkQ1RWLZpcFuTf7t+tZvSf+BdxDISQRABbfIqPbwBo8Ck+hjDGniCEzATwR3iLj+8yxnrAJaojc6CBOW97TcU3ALwoQ3M1Rdz2JuTdGYikrx1wPdMIy10O1E7r0w0xaOrThpBPLKicQJG5pASafwItbyTIt7AIIf8mYsTIPBw9kq5SYtI3UbjNrFufW/TbU9d0oH6wHyJ/rEPJDRGwhyqS3SjQiPJcPCpBTM/Qt18ZLp7sA8WgwD+mDfotQRKgoxgVpKdXoeBMHEJPEZjrXCifooHGThC/04HK+xxwVlqkX6NvYXX93HewYNMjoJE2EMLgqjeC6RgsxVpVXSAoh4ujhpwhaBzEEHnQW+wUeopC8zFzWQVyFsZxF+tA9TllLq9B+TIT3EeCYQtXpPeFkOQTIVSqFH8X+qwnKJ+qgbmSIrDErUJUHsxeipvv/BNKZumgBDnx2lUbpM1cV8YpwOHwtjJ/MC1DwjZFtkjTFh9Dy+Y+aGixQCm3gGm990O4YwOczBa9vgC5TyXjtxD/p9JuhJA1ACYACANwCcCLADYBWAsgAUApgBsZY42EEALgrwCmA+gEcBdj7FhP+/UNQ0I8G3DtY9xPAdw1aehXvUOLxWAQg9A3uukketqKSpCast3VFLZbddwTgXkELem9XyN9C8WgKTk4WtynR61CARG+evQFHDjEMQq+lOjk9Ta4zVqUztD+IsDHF/ab8fcmOXUX4avxKMBeaZ+3o+AxXa+ydalfdqI12Sx1EEXXx6+MgjrQqwcGwLkbFff1Qdl1QSoyWLdr4PHtANQ0amMthX+ZgrrhQNaQngVdRQjJu4zBZT3qafp2aJRAFyL26BCy9iRKnhyq0thYM3c5bt70sPz3L93fX1P8X3clbmaMRTPGdIyxOMbYKsZYA2NsMmMsjTF2LWOs0bMtY4w9xBhLYYwN+FeSggiRFAzx7Sj1eEWkrumQvw87SaRjUeJ6DkfumhQAPq33pUBTB0H6qmaEHtBLXMSAocUyKQiD1uqLEbIIFpRDkPFhI6jd+9AsnrYZIWmN0MV2YPWc9+T+HYEKjh5JB+q8dmvBF4isLQjI8IFDfZHwnQssxAF7uZ9kJhbcqkfpDC00UVZEHPF4MF4kqqqN8EswZnPBFWNCW7ekAHDvTsEiNDTxHeTf6ieTgrGWSnIVjbQhMI+g4CYzAvM7JBtVtILbE5RuScFcTaVqkn8xxe6fBsBt0qmSQuqXnVAMCjKX18j6jCbfWzjNfSBc3p/4KaWoG851LXMPJQLg7VEhWWdooLJYKWoduacSJD4C4IVSANLKHuAU+fohDDlvD4QjSJF1Bk2UVSaFFbM/AoDfTFL4d+OyQD5Cw6QjtfanAMzb+Cgy/lKEgpstUv+wfgiDJY4Ptta+fFBkTzikcrIW2gyKgclW1YxJx5B3dxCWPfM+cku570BZSxBmjuM7Jk7uXk0jbXhgKX9oXEaC3KctUAxMDvY3ts9GY34IjPv8cfvXD8o6QeayCmyZt4y3O5v08vu2Mq9mgziHSyP1sjqeezcHL5nCO6EEOeGuMaFuGEc8NmcxIIIDijJezsX6+zi4yX8+ly6zdeoReprI7kiUD8+hJZEngaidvGnENAyhpwnidimwRSgILLZDMSnIiq2Rg6Lgdxae3MBnGiTCDsWoIPgCv7ai4NsZrci3b1uSAv9iisIbTeg3tEQyP4vnWkDtFDkPR8nlhDNAwfxrDstjfGDWdn4NcmIRfpzrWioGDjw6eSwVM6b+DgAQu88q6zi+3Yq03+UieQO/PkkB/NgyH1G3K6OyanH7mAOYNvYUjgzhPqUvDt2C9E84EOyhzXfhozkr8Z/oOS6PxOAm0GTzzB953Ir4nW7kPpWMxdM2o24YX58zLUNHBR9sYl26bs9oWaxaP/cdpAXXIaF/NYibt6ridinYum8YtJ0E/7XxfoSF88Ri+jQIW/cNw8xxx0EUwFIOBO8wIWReBSIPgQOr6g3QWAk0NXygpQ6sQEByM9qSFaQ/fQq2cAXr576DnIVx2Ng6BMZqjexMtCUr8s0dmEvQHkdBHQQuEwMIV24WnQlrkwm0WQdjHeUoTuqhb9cZYCmnyH0hA8GvcVGU0tWetXC9AfUTHPho1wQoJgUHBm7AzHHHofi7JEEp52GeBDWdFA2DGComU0QcAf6x+l1kvdOE8ycSZduUUd4CTfraAWukAlZrgL5Rw+HE4Xbk3hMiYda+jl5tSQr8iyia3u6D3T8NgDamk9djwuyIPMQhyxkvXYSxjmJzQX/E73TD0EglilPXqkHdMI7BKLxpJSZm5kIxKci7Owifz1nBNSU8+UBoTGa8mo/2e0NRNN8AxcRbrP2GlqB+bl85+xs/5jxqLkZg3T+vwfb9g5Hy5f0IyiF47/kbkHdHgJwVHev8bdQW/jdx2ZCo7tk0Dlv3cbQMC3bCnGPoRogSBbfMtyvBOm1w/9OA/Aux3KauFz8CgegjCmAp42jKhP7VqDoSA5LWLrH8Xck+Nx9KKysAACAASURBVE34Cd+/czUa+3GGoy/5Zvb4Y7L6DfBOhGjZdY1j2cskjNg3FIsb8d8SaDsV1A7RwxnA4IhwqYp7IkS94Jnpm7B+wXhcGheKIy+sQPraB7ttqzr3mE7odO5uMnSi0CqCRNrALhklylF4aPQkiS9qNQunbYWOuLF0/ZxuPpDi/LLeaOD6jj4y++J8Mmfm4fj5ZFArRZ9tLkx6c3+PhDBBkhMmwoL0lPHiBeS+1Fe1rfSfTGoBJQytRbze4lvjCDnL4df/rlXBryGuOBKVvpnJpAAAWf9d1y0pFN60Eh0eyzrDpzbkPpOCgjNx0rsSdQaEH+egIF8KscvC1YL0TVQKc5SfiYbLzFSJwFlpgaHeezm+3HMVAn9fIesavoy8zXuHqxSaRFIYP+a8/CwwhWMGhq9bKOsN2+YvlUsY2qFB5TUUpbe7YY1S4DIzEL1bRQQSIeoFbnAqdXMm65YULBUUx7KXyVakEuSEq8oMv/XqpKBY3KqkAADskhFJ3zgkylHgQHyTguCLZC0sAhiX4nv9u+t7TApBFwkCz+mQ+2AE0p89A9KgB9MxiT60Rio4eSwVn03lU/nSGVr8dPMgL0YCXpm5+KUFiN/hls7iokPkmxRumvATIjLroP9v3rVoLw5Ea1GQXGKJpKCJsqJxAPtNJoV/Ny6LxBDoGTih6Q14fsYGfHNgkwS/CNjq5AvXwzqKF+xEv14w4mTRb+NZ6Bo1qLrkJcSY+rTB0ERksXHA0GK4Q5yygKVvorLI6Qxk8EvyakH6ehoAHH/gX0TBQhzw288Lar41Dl+6dEuLWUq6K2f5Azvzn4/jzAuD1SfvM8vxO23EO8uzAfC3X2AuQegpAv9yTioTCtkiMpfyYmrqwArYQxgmn7wL06N4chIdmNADVchcViFl90OP9uyY7fffHG4St0uBJrpTEq9ECI3I5B2dCPbgQ3xrGyL5aaKs6JzSLqHHSv8UgACpn9vA7DzRiOv9wJlb5fdz/xCMttHeroQQvTVoXLCG8WMWBronbnhLdWxf7bgaLQciUTvcIo9j2Ih8jI0sUmlp+OpERnXRn/hPqOOySAzN1QG4f8pO/K7Pcfz9uXlIX/sgaBAfTOJmOpdHwV1jkoKx6+e+A+PmQKyY/RFC9/DB5RiVCbeJyWlr2qBydDSa0JHslH+rcHMKaLMOnZEM8TvdCMpXkLC8CADvcrSVcQBV9H4mHzJRGXcGMLT0dYE06tHcn1fBI7YVY/Wc9zBj7EkoJkVW7XVFJtz2NDd7CT3ngUJ75NjMidwMRhfbAWNCG+6e/AOIi6AjXsGBp9/GzHHHUX4+Ci0ZDA2D+XcSX+eJ0q+E7z9tdRs2HeaDfV70SbjMDG05IVi5c4qEkqcNKkfOIzFwVVTi7fMcrdnYn3GgEHi9QPArThdyXFrFtRQ01w+pnzihBLpk0dCc2IoXZ6zDtv1DMPZ+Lk9XdyoShgZ+PLYyf8T3q4G7xoTR8SWyWJh3F79/hTea5Ayk4GYLtB0EHcWB0FiJRFm2xWrlC0HE9v2DEbaPJy23nitEzXr4UZgrvY9u/C4n7KEKT0bH+XPT9GwCr0F5Jgczxp4EAGR80IBXr/sSto2R+E/0HpdFYkCoE3kdUVixcyqqryZ4fsYG5D7LZwUZg8sQmEdQOYEi/eMWPLH1FiRvsGPBpkfQOIDhoc13SZCT4USBhBhr2wnyT8fjy8nv49pBFxC/040d899EZywfvC4/PuBqRwI5r/fHiJF5SP+oGabYdmS8mo+IR4pgK/NHxit5sEUouHniAbgNDI+M57oIMcn1MFdS5DyRiNu/fhDb9g9B8lo3HEHckTqgmElsQFO6BhkfNmLhtK0AOI06Za0dzkoLlNOBWLVrIlKe5NDASWduwdZ9w+QbbfWc9xB2kuC5Cz9x16REjtDMv90fmWsfAsA7Jhnv1SLsJENgHoHtZAjiv3dzIZu1VhQsGyVxE0ThkGV9EwVxExiPFyHtiw7QFu7TAeYhpWkIiEbBhh9HYcbYk+gsCcBL27IRfJ5g897h3DSHQc7EQs4QlJ+PQsbgMhzdNAAstQMaKwG1UVA7n/mI8C+mcFm4HJzbxMAu8sTc79YLyF8yVLZOl876DOlPn0LOIzHIeL8O7YkKFD135go9z5N95rIKlM7QIukbBxIHVMEWrqDf0BIUzeXF26CL3Nls2/4hyHyzDLn3huKlM7PQnPn/vrZ2OcdlU3zsqvk46aqz2P3TABzOXopR6xZ1+44okPUWAhXXNUiEHazWgMzXi/HmoY0odQVL12OhbWhObIXrdBBnZWrV10cAaQR1ecnML3CVsQpjPVZw/sUULf2cPR6bUFQSwXRMpfzsG6IQKBCIviGKnebEVnSWBEjNyK7qT0I3U4Sgp7MQB7RVBpXhjm+I4xK6k0LfUqgi9XQsLNiJ9OU2rNjwN3zdNlB2HkT4IheDzxMceOld9F3rAzTy6GGmftmJSR8exAffT0bCdjfKpnW/jg9N2YFNz12Lymt6NwYWoQS6oKvRQeljQ2RoC2ouRiDpaweK5/z2ZNyuOFNbQ2Ici3nMi3QUg1eEuPkJ/atRds7L4hYPbPoL55H3cj8QF4GujXQzZUldeBg1j4xRGZf6mr2unvMeXh06EbkvZsFYS1WMxK4hBgvgdW/uKboi9HrTjOiqW8C0zFtQBcf8v5v9D6TpGjB1g9qH0lLutZfTthNs+P2ybmK0ir8LxkA7LDv80NSXdRN+FR0al5l1q953hZv7Rvz3bsl63L/gTZkYe4rF0zbjje2zu/+iSyfJ1wwX8F6zJTO/wDuLfyehzD0lg6CLRHpjig4GwuwI2mfs1Uj3txZXXFcCVH3jDB7lIvG2DohqQ+JmJxq2xcrqeNLXDqQv4sDKvJf7ye2HTb+Ah6d+h9sn7ZUIuvZtSYidUwIAEuDia/Z6z4nbUXV7PyDcrtKl9TXVBTjD0vctG73YM519pwoRHk8UgQ1wPxmq+m7MAV4gzfhLkfS5JJE2hOxTt1h9IdHEReBfDPzx67vwxzn3AvAWXNOfPqVycVL0wLu1k+RxArzI1/fVOsxKOSclzmouRkj6d+brxWjoMCN5bTNvAVd7ZfIsv1PL0JurqSzyGmspyq/VSO+ISau4B4hYz4uaAcBnYb5JQTBA01a3IWa9XnpUAoDfLm+XaOa44zKRvlk4Ba0J3qKpSApi2fj8jA2I2uztaPx5OWe9ZjxUiMYRHjPiEO+x/yd+OS6Lq9TPn0Oc0xYf40Wr4S2IPsDADNyYtL04EEW3EbQnu9ERz/v5xXP0cF7DdRXN1RSZb1civl8NDh7OxPId0/HF5muQ8uX92DjvbSxO2QHba9zItvgZDSwVVGoohmfUIzPiEtqSFBgvmGCNVKAYFWS8koea22ww1VCZoMzpzYjf4YYutgPJ623IfSAct03ah5xHYlA7gr/xqJVi0lVnseiLfyJ7Ahcn1DdTzoXQMuQ+lYyXtmWDhTpw38B90HYyLhUHPgO66ZqfAHB9RKZlaBzlRN/hJci7IwDZEw6hs4QXR/NeGyxFVsyVFIqe4fsDgzBqZC6HiofbUXCzBTl/isZ3pVnQtVIkbnFy16xODTI+aEDOk0noKA5E7r0BuLgoBoxyCLkmyory81EwJ7aicSCDsZbCGs5ALxlA7V5Wadl0PlgdQQrCj/Hj3zH/TdSODkbQRQKNlWDzW7yDIJy6Tx9PAQtxcFbj/bWYf/1+AJzFaZvm0V1k4O1rxturAS9Z0JasSGRrxnu1vH7RqkXiFieWrsqGO47zL/QtHp9Kfxdid7phDumEuZqCNOo9zNH/wwf3VxyXRWLIt3KI8/gTbdwPoMwfTeka0A4NqsZ5HIYu6UCcBGvnvivFSI1FPKHEr8pBzqOxKD8fhbSnePXZ5akPzNv0KD4YPRJl0/hD/MHwT9ERp+Cve6YAACIs7Sj7NBWRh7yuUOZyLXKfS4erygyNDaCet01rkxmVE7RwVlpQ+hBPFtuXjJOzBDEN3v3TADyw+W7sv8SRdY40K1iwE5ZyPvWO2cdwTXo+7yAUW+Fn5vBeogC7qznG4EwtXzLRFi3On0jEjLEnsW7PaIwZlQOAt1kz9RwtKmTPorJqpdhK0D4jFI+46jdDP8D92d+iZJYO9SP5AM29l89oQs4ShB+meHvGp/wcQlxIfcUGbTtBh6dDY4tQwLQMUYcUKAYmlZhybvTa2wX+F5d+n7rhcTRnMTRn8cJijZu7aQ3783F5v4OCO0AdBP8fe+8dJlV5/v+/zpnZme29sgW2L71KFaQKqBQRNUajMUbFFlHUGI36icaYGImKQRGDokEJiBUUBUV67yBsg20sbO9lZnbmnN8fz5xnZnYXNfn4+V34De/r8kKWs7Nnzs65z/Pc97uUn4hjw6siLi7/2QHcmClWgBuM4BdFcCnqnxAj60ezviB9dTuXrMkj423x3ouv8qOthyYNdZPdoUGJSXVs2tkfu80iEq8RfAbbkDYu4vtxQfQYgrPi9Zh7HgaEycgjp69Bn3QWxWKRFl4ZK1spvCFI+iR2DiANOqOel7iS80KpzH5I6F2FS1d87NQMdO4DGCpOoxmnRzrQnSoDM8o4djDV53u9ew+WBhVbUkcXFuO7sxZz4yf3yL/rER0o9X4eq/Um8eQfMi7PJ/A1qEzFOboJe1lwF7k4eCTd3wdTu/sc3bsVb7/GzrbqnaHE2jEXBqA6wBbnOq8K9IYJO7BrZj7c4mv1ec+UDbz5z2ldrPcNH8yhlxTgb+qQClQDQy8poM1p4eShnqSvbufUdQFdfk9qnI3lI99k/h/vIaTUIZ2hOveAwvIUWnpy3qbr/+v4yTUfw6zx+qhet5B3d1fZ83fBktTqExEHoFt0abyR9qGdwl+Y2TLtRabuuavLsd4wOuDeGQ+qXcEZ04Ha1D0pCESC9D/zhqOqWrdTEAPS3BaP2WvECQVblEjTVr7/vvZ5b90VA+98CC3YhfWsHx2hGlnLG2VWJ4i9ufGe0le30/D7No+hiRuKJiL8vkt2ndinEudbcVR2svtdNGM5i6dfcd7f51uzlvCna2+k5dl2mjbG/0dMRG9ad/afTpH3mK+1W2KfSspPeLgKBuW9uxTw/xb85JqPtjg/+SHKHFjGu7MWc9ukb6Q8N/e6xT6hqAZ8bnR3BkPB7Nfklx5f/jZqq4kJHzzkc6zRM8hZdE7mFtT098PS6JvH6Oph9ykK8Tt1IjPrpGNR4DmVZV9PIGRdsE9RSF9jk7blBpxBgjKtBWgyPat2VAftcZ6iYEiId81diLVWlRkVBqfB22nIKAph6fVoIU7CM+p8QmPUFpN4qkbbZVHQ/XRCC1T5nnqt6+DUdcLlyNsCDUCPs9OUoclcidC0BpbNXIolySOFLz8hikLUEXFehh3/lw39uxSF8aOOQ4wd3U/n1k/mYf9zC+dOxsqicP34nWT/4STBpeLaGurJjAFnuoyMAfbtzZLZmisPfUriZk0E4nqdm7GVAkj/TRXr5yz8ry0K/y4uiMKAW7EXdURhWGQpt6y8l2VfT2DDDX9F0WBls6fy75orjFDT19jkBybihELYDn90k86MQVPZ4t6j3rdE+BoqXuxea52KbtXQwjvI/U2C3J+39dAIqNSZN2Wj52DNl/qb+kAedfVBcjls7F1rB3mW51GHFV589zWGxZVJo1Y1zob/qBqqrg0jY2WH9Gh4cey/AOEkBBD851DS19goc/phj9KovVfsh+tbAqUlmjfFN/KYQuOpCNRmMxELgzG3KgSeU7lt0jfi9UpU3hrzFmqcjYQdYjv09iN/k5LxhgwLy2YuFf/fJIpK0iZxbcK3iQlFyTSxvbgzcxu//vgOHGeCZF/BYHka3Awj6Lfd5cURiLaT83wxm05mk/mig8uGnQDg7ex3xftxTzpWbR7NlTtPc+Rh4XVxdr6DnuudPnoY430ZZKm1Q18HYOjKBwn4dB+FL44ksFzlo6tfYs/chfR54gxZvxdy8KrpaUz/cIH8eRfx3bggthLWlGR9fOQvyb/VlxNgzMpjsmuoPRqDZtWJ2w1v/OVFrvr8fkILzD59BgOGG1P66nZOXR8g9vCTfff7wamN9I6plMtRIzbNcEk6eO2LjFi2AHuMs8ue3nA5MrcKD8e4fRpVc9txnQsk+4/55P3eV6TkjT1zF3LzpJspvjYO3Sw6+t52YwBfzXmByR8+5JOxYETTBVSqdAxuITu+Cuddod2G1hq9g+/qu4AYrebMP0rpA0N8uBsmu4KS2orzbKB0PLrv8i/YWpvZxY35wamf8eKhyehVVp69YhWLnryeuj4qfSYUdDn2jslfs+WaAcKsxc2ZiD6oUDPE8xkMLRTbl75Divn2YC9AjFVzfyt6OllvNdD6VzvlJ+Jkb8abk+INgwAG4joqTk+j9r8RP7kegzfz8dT1S5h7arJPngH4Eli8YYTOACRu1vCvslNwq8VHGRh4TpVPd0A22rzzJc1tCkFnfB19OjMJjXxEo/k1ecwRvtrhiaLzRo9tupyoRB1WqB2kCwHWpHpaOnkXGpg85gilt/dCC/Cj8HrPtiB7SQ1acZlPlkLOwjJyFyRLe7uBQ0/RP+ws7+wa40P+sTSoXazN3qgaz6ad/QFPb+WGCTv44KOx8tjIzDrqCiK7eFd2h3lTNrJk4xTP5T2kyNg63U9HD3KiNvh1CeDpnFQeeUzBEaZ0KfadG83dwZuYZvRwVIdCwk6XT9H9b8ZPrjAEZSboT34y0OfD9UOgOhQy3q3vstLwhuJUuuxRLfUiUNbbkqxzs8rwQDBSlwxPge6mAt6Mwc4wGISdj5k4+hj5f+zLmYmqvLG+y9fBG+ZWhcihVdQeif3OQFYl1g6KsMEHZGPVSLU6H7z9E71XQJ2DY8HXQzFzRTO1A0KpGyB0EEZegxJn48a++1ixaaz8vs4MTKNoGEa154N/SjM9n+gg7/bI83pkZv/5dBeD1/CMOjo2R/9XS65/cs1Hp90si8LCq1bIRqJ3qtTTV7zP9eMF+SfnBeFopFl0n6JgWHUtnvGWtJBP2dhB4DmVrN8dJnuJ4D34DanvcmOUn4hj0YzlgLCMa+/bztRLD8t+gt4mGnaqXUWJs0nuAnjp/b28Jg1fhLr+OiabglbpzyXD86UD0n1xX3NmosqymUtZsnEKup9OfaZZshJBsANBGKFGnFCYPU4IrfxrxbjVuyjE7RE0b4Pn0GtdB3qVlcADnpWH0Vjt/N5jDoiJx32XfyHeo02VDVHvbZE9WpM8EcO74sZdngCggptCCCsWv7uwr/KlAjJludmnKIRn1FFxMlYyJxP7VPL2I38TtnZeReHU9UuYN2UjI4bn8ewVq8QXD4TJ7ZN3UYjdh7Tdr3hD8GKyB5VKdmRDYSQxh+xcxA/DBVEYQLDZ4nbDA1/9HGqsRB1WsJcFy/SkJz+/ljCz+MVXThe6/bQP7YwZeUI2w27ZIGjD96y9la+3iSW+uaWDtgSNvOcHkvxPId81Kbr0Ycx89BBPTV/DrrkLeWTZrwD4YvloMnpU8+X2QShORdihu5+gcbuFsYm5QSyvFaci6bYd0Z7E6eJjPeR7iz0g7rIjZxPlh3n2lrsxtyncvudmQtMa0IOctPXQiE+pI/CcSlCZSsHNIRBj55l/3Eh9H50PD4uMYFuUTnLfCrIXC3PYlbNfoXIE3Dnu59T9WjyF/bYfJ7TQ02MwkptCT4kUcKPhCaArCopD4ZUN0wChHdFVsQIIqPAUCUWDs/cK4oPqrl/qKUFfN4J/in4lbuzLtxfRkiWux5lbO4Quwo0R8aVoQS4a0wTfoOxMFPN/fQ+2FAcZD+4h/X2PB4cJnT17s/nLy8IM9pu7/op/lcqcy/ZgSWqVx1ZM6aB4piiCzi1RWOpV8g6noFqEnRzAW8tf5iJ+GC6IrYQ1JVlftyXIJ37OaCz5wN2Mu3niViodoXy5fRCLZ7wl1ZHdwQh4jd+pE3akhry7YlBi7Twy5Eve/ONMGcXWBbq4iQb94hhbd/WVRJx7pmzoohxMf7+dU9e69R0mnaRNutwSeBOfvP8fRAM0PqSZwqNJfHr1iyyunsCX2wd12dcbSsvXZizjrrW3ocbZcHWoPnZp50POonPk/kawKIPKVOwROo54J4qfhlLvG/FniNfmTdnImydHyxGvoapcPXsR1669D8WlyK1VZ9s2g68Rll6Pris0nQ4n4oRC7NZqmX0J0GOrTshvysg7nEL0IYWOQLA26lQN9yVeRZxQqO+j8801LzDhg4fIevwohf8zUDqEewvgjPM07N++a4v334ifXI8hID5Zj/+dR3bdmdmmR3RgDXKg5QV3ayVm4OC1LzJ0y91dMhS+b9/qHWn/fftvb3Q+z4jjCvX9hAtUc2moryDK7avYGctmLuW2T+/wvGanRGzFqTB27HGOv95PGr2eD0ZD0ht6lIPRGafZtSen2+9J7FNJ9c4EnwYlnF8SbkjTQUjfw771o7F/V5an4bUJbsZlgFf0nLuHoUc6SPzETzZpu4O3gjTlC6fUZ3wfvk+O/d+In1yPQXM/cIx9eUeoxh43X+HdWYtR6v1wnAnyKQpPTP+Qx6Z97CNRHvL+A7IoZKwSHICUL13dFgXdT5fEnMmjj8ivy6IQY5cejt5EGYPcZJxnxoJ98hzq++lY6lWay0RRyHzYE6uhV/r7kLQCezWhRzp8igKIUFsjjBfAWq+wdVff8xYFb+/Jgnu6BrEotRZZFOZfvl6YsQCfXi3ETeUn4th9+8Ku3+dVFAyiWfoaG6rTcx5qm4nmVA21xSS3U32HFDNvykaf35UrQCd+l8c38rmJws5dqbPIopD1+FHJOTD6N6b4dm681cMrMYqCHuFRQoWfVNCjHKSvsfkoNdV2leS+wm7f2EpcxA/HBXHFDAJS07uJQgFnV6Q5yxNFQjCVNqDcJ+H4mS/m8Ny6q9HNorkHgr/g16Ty2LSPWbBCpDTb7ndbsrs9DA2z1eOzX6F2oI7mr7GzXMzIzS2KR5ZbbZWjypxXBNvPUq/SmiVugOQN4vXS9/ihm3V5wzkiNFkoFIuoeFqAxqgRudQM1uWHPvLNYLEU7zQx0U06zrOB8jzsURrWGiF59pYMB5eohBSpaJX+Mlk6Y2RJl2ubvaSG4GKh+Hxpw3SemS1IVYZvQ1CZysg3xLVWYu0omoelaGR/mtycoFNz/X2mJjH7hf4gbjcE5IrVUMuzST7TJcMarmqYIp/8/7xMzCj7DymSieP5zw7g5RNC8frcBFE4kv9hZulXk+RrGYX6vXFLJWM1dm8jSq2Fc6MCffUTduEoNXH0MbT+zV2uy0V8Ny6IwhAZ3kyvdR289MRi/A8Goll12cw6fTQRtUPh9LFEmtM0aYAamio0/5YGlYwVgn7s1MTS/p1HZnLX2tuYOPoYVbkx9H6+FLXFRNwemBoobMQ+bY1Ds2r4Rdiw28Re2xmso7l3IamfOojfJfa7ufME3bnn+BKyfu3uWrofqBu/HowaZyN2v/hQGjevbtbJXdhPnGOEjV17cgg8J5KurTUqZyaKpp7iVHx8DnWLTs7LZyURxxWkcezuvxO33oItVpOJ1C09NVwW4TNQfou4c2/usUucg9urMnGzRt68aC6/ZRf7/zkQS1Irf3r9Bm6b9A3TLz1E9CFB0HKEa/QfUoReZUV1KGw61AeqrdgjxJuccdVubp20WTAdFWR6duwdxTRm61SOhF7LxXUtmWYmY8E+eY2uDBOrsYgTnkTy/PlpaEEujh1MpSNMXLeYA/B6jZhcHGoTzWWXVZjzJH8lCt/BVYJ7ce+z93L7PJHO1fCcnVEjcvnXvQsFT8Tde8h4r57sJTWU3ZuGxeJZ8V3ED8MFURjq60IovsqPmz+5m7ZEjdWzFxG/x22wYdKZPnE/6MJ+PXdBMhHfiqaWbtZxhGsyrq06L5rZ4/ZyZqJKcInKVydy5Pgv6/GjnLvcKZ2GHv/8elS7iutcIKkviw/Tuqv/hiNMEyuDRxqpGAWBFR1yfFdwJJm/FYmRqdEYjfwWNJeCX5tG5sAybLEa86ZsRHEqcpLhPBuItUYlvFCci6UZUAR7slf/sxQ8P0SO9kLyzeTe34P/uVlQhtV2lZljZlM1XIwIz44TvozRhxTaEjWUOos0zI03NzJ4WCG20hASN2sEby0ge3ElH24ZQVO6huNMEK3JGr+NOsncyH3UDNZpj9d4bcYyjh1MZf7l63H56wSfMpPQu4rxc0UR3PWn4bz19Xgc4RpXXnpAeFWGd1DVGiwLZO4jvURytQKFCy+RaVbGVql2oEi9Brh0/HH6/KkSxSVGjv4pzTSnqHy8dTjZb9SxZvNIeY1rWoIom2zCv0qQnDJWtRGz8giL3xPmL1W5Mezak8PMjx5gyQOvoHQoLJqxnPyHA8ibF03Bz4O6hOFexPfjgmg+9ugbrlvveAIQzkxV89t9fplGwMuVYw9wuDZJEpFic6p95NPBqY2ELQ+Ry11DgReVVUttQZRPHuSGOS9IqzRrjcobt/2dmz/pGuDy0dUvcfVH87t83fvc8icEokSGyw9+ZwSWq9iGtHk65F7NzlEjctlb0tPH2vyHQAtz4l9s8bGxM9iKBgyqtXeQ7H2Xf0GIapOeFuDp/Hvj3VmLeeLm2zh9jadhmvahndNzfBu757Osu3LsAZ+sEO9JQ1h6PZZVEXIiZATFwPcHGusmHUu9ifB87fwTpYvoFj+55mNts0eZ6FfXRmtRmCS/gAh4Cc+o47NtQwl8VMyqp196SBaFzBVi6dxSFOazBzZ0ENVnwuWNmLWsAb/EVm587CFpOGKP1rotChkP7uHqj+Z75vixdiJOKIKE5XVueX/oI4uCFupEtSukfWz36hPoaJX+nn6C1z24a08OH40SxKy0AeVEH1RQ4mw+akfv3kpMtiBpqY1mWRSM7UVdQaRs8AG0xZqwJreQd1cMJ657BYBFX03zc4GGrgAAIABJREFUKQoA9X102cTM/qMgJt34yT0+RQHg9BwrsTnVkngWUNF9UTDZFFkUTO0K2U/nEXDLOamcbDwlioLiEtfUKApRRxSfojDnsj0kbdJkDyput1hhmNvoUhSMBqlhK5f5TjOxe5FEt4v493BBFAbFawuYf2s4aodC6TSzDFM12RSaWwJ4cOpn5N0nnqxb/zVU3ngFN3kKS/azBTJMJn6nuGFC8v3kDTXxX/voKA+iehg4Az13qEEWstaIJyyAaVMC6e+3E1ro6dDX99FZsE54CqZ9YCNrWQOa1SNPVszC5ejUtRbJ3Xf566QNKEdxKuT8pUgyLB+b9jFPTV/DjM33AqKfoqtiglGbHyWl281pYpuiBWhUnRK+CUaSNMDZcYpkIrYma3L60ZKMlBkbjsyKJjQKIG7s7D+cJOqwQub9gvxV/HoPgstFJmWPbZ7G7m2TviHwrEpVbgypj4jCEFqiScs28Cg/LQ2KDJV5+pp/kfdkNtbHQmlJ0aSPZu51i9FNcGO/vfLaRW+vIKWf8Jr0r1L5cMsIzkxUSdghfk9tseIH/Prmz4k6ohBa6FalFqtobhbo6cfdocF3BlE1nPNqWS7iu3FBFAZLs/iwhOcqJOzQGX/ZUUwJbTzz2QrCcwUp6Ntxb/LZyFSZoNyapOHntgbwr1IxtyjE5lST93gmTekawaUqFaMVst5uIviMxvz0rwF4bctkrMkt0lfAP6WZHtt08u6JI6F3FfZoDf9/NJHzlyIK9vTk1LUBBNSI87NYO+RK5qaJ2zh9jT9qazuqXaVolkU8AessBJeo+Me3yg/u9EsPcfpoIlqYk5NP9OI3a39JxAmFP30xm7EBxZJoNHH0MRrcdIPgEpX6umCsyS2ocTYKjiQTWGKWEw+10SwNaJVYO6HFGoG9mkj91EHNYBEk0xEipiDxO3XZlNNCnVQNF9OE9niNllWRtCUonHyuJz226djLgqWwSbmzCpe/zq65C1n29QTaeoj+Se598YSmNVA1VJG9lsBeTSiaaEy292/HlF+K5q/x+OfXE3lMoXyCKN6vvvIyH8x+mZzV9xCU2siKTWMZ+qJovjqSI4QLeLRd2MlZdAIqRF/l6SvepzlN/B5e2TCNmvEOmjI0VLvI2jAltDH0kgKcZwPRQpxcPkSMPo3E7ov493BB9BgCY5L1uN/PJ+eVCm754ht+99kNLJ35hg8TsjsBT/Y/6sn7dYTco/YeXMK3eUky00ELdnHdsH2kWGv5+I5JnL7GX+ZNGDLrMSNPUH1XEorD2a2EOfvZAgoXZOHy1z225Hj25fG9q/hHzgqu+uhBQopUGc0GyFBYg33pbZ92w4QdrH/tUhpydB8xkCHp7izq8oYWoIGfRlC+hfZ47byW98b+f/XsRUSqDiZ/+BDpq9s5e1kQjjDdh4UpCUEKZD60n4K/DpMuUVnLGsi/LZzMd5oFTdv7d+dWrgaVqcRdWYb9lQQqRpq6iLsMq38D8pq4obiEJDq4VCUir4OyKSay3m6irn+YjywbRFH+5qkxMlsjIrD9vNfq3yGs/b+OnxzzMcwSpw+avKDbcBEQS/bO+12gWx2+t3WXqV2hI8IlpwM+6JRpYNiiZS+pkdTdhB06wadautwMnWFuU3AGiqfzjSN3sfKbMVKdeT74Nak4M9rRq6w+SsQfguw/n6Z4cSyukyE4g7v+/maP28vHW4ez7uq/cdVHXZO2dZPOzDEHWLt1mA+z8PvQXfp1ZwSXqPi16l2amd7XFehSRKOyaqnNjyI0rQGH0yQdsbpTSno/JDJWtUmJemd6fOfMjv92/OSaj7Z4iywKiZs1kr7WmH7pIdlDqHrILm3PvHHZBw9JlqAxux+QcBZLo/i+F659u9uikPKlC6qtLJu5VCouZ2UdY9SIXJ8P7/ZFr/sUBVN8OxkrWxk49JQwOXlJ7MvjhgmGndqusvIb4Xrs5xGGAuJG8E9pJjStgeSNLpEIVSkKk3dRMPdokz0IYysyZuQJ6eAEkPdoGvayYJzBHr5HzisVIrNSgY+3ir3AVR89KLgS7saiEcCraCJmru+QYvkUDy5VpbAMPA1PYwtisinnLQoZDwoS0/ZrXqClp4Z/vW+hSRtQTt68aAJ6NkuFqMsiErkTtovXNzwnmwvCsZWGkPaxXb7XzjCKQtqAcgqvD5SNWp+iYNIvFoX/Bb63MCiK8qaiKFWKohz3+tr/KIpSrijKYfd/V3j92+8URSlUFCVPUZSpP+QkLI06OYtE06l8vMozi5ayfvtguTw2qRpVuTHE7xR04SB3InXW74/hKhVCn6h/ij9DzHYcbtLMA+tuFt4LdoXAclXSma21NpL7VvDXcdNkITjW0MNXTxBtJ33VPNkAzF5ai6sigLiXSyh+LwO1XSXv3iQAmtYJkZJhOabG2WhKd/cl3L2MhK0N2EpDaDodTkO6H4G9msgcVIYW5GLqpYfRglwkbdJwng3k73PE1MAwYt2xuw/vbBonZd0x2TWodgW1QyHtX+KmODc1QTgiux/Ud0wWPRVzqyI0GgrUDnLbqPuLTv+3B3uR9H4xsXuhJUWjtr/baLZUpce/CgAIShQF15zZjGpXZIitUaiijiiYIgWP5K2GoSy8agWtsSb0iA5Z2NZkrybymEJ7q4UPD4hpRWuKC7XBj3OXKlgaVFkw1s79G6FpDZROEStELdw3CCJ+lyf1unWpSCN3fCmmU8b0wpLUiuJSPFLti/i38UNWDMuBad18/UVd1we5//scQFGUPsDPgL7u73lVUZTvNdNyRELubxJQXGJp+JsXxegwtEBFibVTXx2CEmunYrTC68NW0FoUxvNXvofeJ02MAKPtYkypw46yVPkkVztEXF3coEraEjXa4zUWzViOvu8YrtfiyH0ohYwHdmOtUSk4kkzyRpeHb19jxVqr0lAYSVBqI3l3RBGzH6rGtsksST93onNzmkZin0pqB+ncPHErWqU/2c8WeFysFci9Vyx3dZNO4prTtBWHUnAkGUulmS92D0RtNXFmosqYkSd8PCYMCrVfk4rLqhOU2kh1XjSaVSfzkhLZF2ke207QGbei067w5olRxPeuImmTHXOLgimuHcWloIU6MbWq6CZhy9b8ppXLH93GrrkL0SxuyvZl9TROSMdkV6Q1mr0smNhBldijNK4fv5N3No3j6Svep3aSTXo2LPt6AgvW3URTplBuNmVo3DRxG0Pef4DwAhvUWFFbTYSfVKRfZNxuwbz8eOtwdIsuVjlfREithdrgJwtM3yHFtPRQcYQqbLnmBSoFD0puSXSTCJxxnAmSjc+L+M/wvYVB1/WtQN33HefGLOBfuq7bdV0vAgqB4d/zPeBSSOhdhW6CwusDZffZEQZ6lZWUj1ReHiG0D/cfu56orFrCTa1Ev1zGxNHHPHkIivgAf7hT6CGcIS6RLbAxXv6o36z9JYUvjqR8lpguFL44Enu0xm2TvqFsigl7vHhCJWzXGTNDzMAX9RdPnuphcOpPl8jXMlYmGavaeC7zAwCWHxhNSJFK3uOZHmdqHdRmMU25YtRhzr0uyFuaVcMZ7JtVuWN3HzlaBU8cm9EobD0dRlieOD7vcArB7tWTVukvvReiDwm9RfWhOIpmWXAG67gqAvCvUklOqiW4RCVjwT72N/Xi7NF4Vmwayy+umSd/XktRGBWj6GIEkxNeRchplS/PiJXVk59f2yWLQgty+TQZ918h6M2FvzAz9BKxCmnorUsFaUuS2ynqqRPoAeKR35il02ud+D1kDDiDpVkce3J3Ki09RYH37i1Z61TpGG1LEqNP1abKUetF/Pv4Qc1HRVF6Aet0Xe/n/vv/AL8EmoD9wAJd1+sVRfk7sFvX9RXu45YB63VdX9PNa94B3AFgiogYmvzU44Bo5KW930j+LaE+x2f9/hj5f+z/nedpSWqlZ1QdecUJcqwJdOnah2fU0VAYKWXSRNtJWwpnJgRgj3WdN4FanstbDeTfGi6bjt01ubx9ChSngivagdrg1yWlu7P1nBJrx/ptALYYjeyltZyZHkNrsuAVGAUTkJZz3kgbUM7po2J5nbFgn6AmOxX6DC+SxqqAz3Rk2cyl3H3o511s1dPX2Dg7NpCQEs3Hl9EbYXkKTWNtXWTuGQv2oQYFykzRzgguUWlOdwkTnPAO1Aa/bo/rDg9PXcvaSf0pn5smr8fUSw/z5fZBPseZW5RuG7P/zfj/o/n4GpAODALOAV11u98DXdeX6ro+TNf1YaZgT5ZD37GF9Fkm7MmijihkDBDRZ78/to13Zy0GPASdzjDvDaHgiNuPwG0P9+nVL6L5iVASw1Yt8i9iWV/fz/3BqbFyeo4Vaz0EFZvIXlLDlWPdnTi381D2Ug8TMf/WcJRYuyRIGUVh8LBC8S0HkEXByL40V4m/935ZPOEN8lbqEPH+/FOasdap/LL/Ljley7sjirRZp8heWktjH6fcbyfs0Gnv197l/fupLgIqxa804BvRO8l6vYLB4UJ4ZqwuAo966Ne3fXoHt+YI8VVgrybZvymbFEh7fNeioLut7/1Tmqkf3kHITvFaBqsRhFai8sZ+fDVH2PiPGXnC5zXa43X8mlQyBpwhJKKNsPR62Wg2WJwGFs94C/BI3/0UF8W/TEOd4vl9GEUhPFcU9FEjci8Whf8l/qPCoOt6pa7rLl3XNeANPNuFcsDbKSTJ/bXvhOISoqDwXIXKV9L4eOtwVLtC7UCdBT2/BODmT+4mxiRuhtpZYhJhblMwtypEfCs+EG0Dxb+rjWaCQ0Qn/upd83BEaFjWqOQsdn+Y/lCLpV4lfXW78H1wLxCaLrHRlqiR8HYF6/PF0y57finmNoWTj4gVTOcPbua7LWQ/K5bIbTPEjetfL5bEz125UjzVY+xoFh1ziyJ7Arm/DRYqy63icrVVB9Ge6uDNg2NI+8BG+hpx/mf+mca5iTFiaVwjiktDhkk+8RXNk7VxsqiHLCpHDwsped49cdJvMTu6CnOPNtp6aMQcEP4MAJun90a36LSeDZEaFUeECPc1EFKkCs/KQCc9tuqMTipGbTQTWiJuWIO9mvaxHS3IxTMPvcWMA3cCsHtzX1K+dHlCZN6uwRmoU/1+Mq1FYXS4TCJrNNLB2XEeRuOnV7/IA+/cJhS17k/qP56ejS1Wo6HB7S7lLoRakEtwJWLt1N3SlY9yEf8e/tOtRIKu6+fc//8AMELX9Z8pitIXeA9RKHoAXwOZuq67un1hN6wpyXryvQ/IPa2xJDbm5tbkFlLvr6NuXEqXJ5hhVZ6z6Bx5d/fAFeIi4RuVumtaMZs12ktCuo2yA4+7c2CvJjqOhdERotNjqy4UjG6kfuqgaKbvNsEQVumqGOOlfdBCXb9g6vp3vZZamBO10SwJRLpZR410yOW3QWgyYIxfnWcDfazJOkerGbmXxp8mu8LY8cfYvKsf/lUqjv5tJL1txq/Fyam54jUMglbUEVF0c54v5sxrEShfR/hsUwACz6rYo3QCyxWa0zRCilTuvutj/vLFTJ/jUr50MexP+/lwywhhu/aPLD4bs5irlzzchXSVPagU5RcKuQuSJTfFIDbJ34ldQbPqPluM+Zev56UN0wFh+Lvk3AT27M1GdSjcNG0LPa01PLN+TpdrfxG++FEJToqirATGA9FAJfCU+++DEMOxYuBOr0LxOPArwAnM13V9/fedhDUlWU949H6ZPwCe0BhveFuEGTkTnW3Dzod7pmxgZfEwWm0W7GXBJPetoDQ37rzhrMkbXQScbaXpzzYqTsbK/IYT170idQfnw9zxu1m9ZziJGxVu/eMn/OmL2UQfUqga4/TpLwSWq7hGirDanp91cO5OB7Y6f6L2mQm8tkKy+bpjfRpZjMkbXQRs/pa85wZ0n3/pReRK7FNJsMVO3uFunJ5c0GO7x74+8KxKW48fRnzq7IPpnR9hqCE7QjWstSr2qO8IIlZEJIDh53jq+iWkrxJN0e7IbN6EK2+Go3ev5SI8+MkxHwNjk/W4xz3S5s5y6heveodHVt5C9FFN+g12h9C0BsJfC6F0qslHDuzXpKL0aT5vqG3OS+UM//QU72wax5zL9nRJav4uPDx1LX/9cgam+PbvlE73WttB8QxR9Lz9CLMHlVK5sme3YTrnw4xx+zlxX19pQHs+nI+pmNLvnNAkGMd1ysowVjELr1rBM7lX0FAoluZGs9UbnT0rUz9xUDTL4hPWk/2Hk5x+sI+Pl+X6OQuZ/uECzwu5G6JGEpiBzmFBi2Ys54WiqfL8uysCnenWFyHwkysMRhKVd1pz7D6ouuT8XPfYvVCfo2JP6Oj2w29EnXUuMsbWoOd6J8VXmlE0TwfbeIL1H1LE8f2pjB3j+XAbugHdpJPyhSbFQ94eBca04ptrXuCyLx8g/V0XRbM825A7Jn8trco6R7QDcvlssiv4Vyu0Jgl2Ze4fo78zot6AX5NQGRp8h9aisC5Tj+6mAJZGldvnfuHz1P9PNQbdGe+ae7ThPBvY5Vjv9G7oftICYqWYubT8vH4X4JvgfRHd4ydHiQZ4avoaXOcCyXyvlfjeVVQNFyIo7w/nc1cKLsNNE7fRNLeZjlANvzrxYTA8GCMzRbffYA0aRSGkSBUJTs+U4F+tUjLdTMa/RLPSGayT2KeSuD1if6+hoKuwZ11/As+JS/Sne99EC9BQXAols8T5BJeqnJ5jlb4O7332JgB3zJnHnmkvUTTLQvoaGyOG5zFw6CneOzWMzIFiQmAUBWPCErsP6FDRwpxY6kVR0CMd5M5PJPCYWBkYFmdaeId0fDIoyxHHFSyN4JfZBCCbiKYUTzp17F6I3+jH/rl/A4SHYtQR4Qi1eOPlPj4THaG6/FmApC4bku6MAWdQ42xk/zFfvv/gEhEYo8bZ8K9SuWeK8HB01IoeR0x2DXdM/hotQMNkV0jJrCT7H/WYWxSyB5XSHq9J41bje9+Z9SquAJ056/fil9hK9lOeCYchxwZQm8wMHHqKi/hxcEGsGDrbx/da10HrAsHwM7cpwtvQzXCkxiqXj93Nqg1786AzKgHVOs0zm/H/KoT6wU5WTHldGLJ4OSiBGOM11QeSllxN8bEePtbpxpPdiHfrAh2WzRLLaWP10HO9k5LpomB5Nw2NPgWIEZ5DM7NvbxYx2TW41sR0m9sI0POzDkqu9DQap196iM9P9sVk1rrkJhi27SGnVZqyPZwMvyZVBvRmL66keUBsF9t2I5fB2/odPIIn76i57DfqyLs9kqwnv/XhK5jbFIIH1OJwmmmpDURtNhOTXUPdkRgfNac3YnOqqSiKIvVDF+UTLD7bleeuXMnvPrtBZneY4tsJDrLReCpCHqNZNfwrzKS9VUrug0nd/oyL+AlvJbyRuaKZgptCup0K/BCoDkXGzXtDC9DwC7N32w8YOPQURw6kyx5A5z16zH645ncbeWvVVOyR519mq3E2nHaTXLIbQTOBvZpgRzhtiZpUE3ojMrOO5gPRPr2RjlCNgJ7NKLvDfIN5OyGgZzOt9QEE51l8jutMqJJfd2c7xOyHiQ/tZNXm0QSnNsrAXSO0pTO8VZEjhucR69/Mt/P7d7F88y7aWohTMj9BxA0++fm1hKY1oG2O/M7A2s6hMTkvlZM7P1ESuLxxvuDjixD4yW0lgoM82QgLr1pB6ClVujIVzbRIgZXBWzBgKCMNKC6hgASRaxl51B2MEuSSghq1XcVVESCdghL7VKKFOkn9xCFj243GoNpqIvCs5xJVD4M3Pr3cpyiEFqrSOt6AVunvs483npRtxaG0JYrvrTsRLfkPhhV6XUGkj1VaR6iGuUWhvSTE52ZX42wosXap69DCnLSXhBBU4FsUgktUn6JgWOib4tsJLjLL97Rq82gAWRRmjNvvUxSMbYTup+N3ueea79mbzdqtw3yKQniuQlh6vc9KTm02E1qoSn3E8ydFL6PpdLgsCopT4YYJO3yuoxpnQ3MpaFbPe8qdLxqNRlFQNOi53knGg3ukzf1F/O9xQRSGllb3rL5G5Xh7Ek3pmk+GQu5vEjDFt+MM1HFEuffZYU6pjDQk11lv1vmsBIyQFrXVJAU1IUUqPT/roPR4Alqwi3NH4nntsn9SNMsilYMGdD+dth4alwzPB4TBqdqh+ATaNmVo3a5M5o7fLW3URwzPA4TnQ/arVeK1zTp5j2cCEH6VsFXPvW4x86Z4Ala+mvMCzmBdqAW9gmW0Sn/0Kiv+7nvUv9RCQKVKay/BMgpNE76HLT019IgOjl27iNicatQWk1i9VATIAhLQs1keH1qgYm5T+HzDJcTv1OV1PXepW67dofiYzRp28GNGniBxi9sGfvlBn2W+pd7texmBTLvSdop/Vx2KVLzqZp3d890rAPfljPvQKoRXXhOTzEcPoZt16aSVPOAcJdPNlK7uR+3Ai6uFHwsXRGEwuT/z9miNf703kYCezdhiNUmpRYcJ6floIU56pIq7ofdfG6XRp2HqkXd7JChIy3hDbBRxXJEp0PG7mim50o/4nTpqiwnNT+eetbcy/dJD2KM0Io8qklprbhHJ1qf+kQ3AiJDTdIR6Ro1Gt3/GuP1o4R08Nu1j6YG47nRfyh4TY8+yF4T60HUukNz7YgSfILWRjJWt+DWplFVGkPqpg5zV97C6eKg0W53sdrF2nAlixchlgMjTJEYoJp3uRv+d135Oe5xGQLRonja3uO3kd+oo9X7M7T+VuoPusNsmBcUlehHBpSqxSwJoOh1O1GGFpkyN4FJIX9VIxWhFXteAns2EZ9SRs+icyJx0r3Ba+glx2o7dfST/oebmIdJPYvCwQunFGHnSxcNTRRZEW4II0dEsuixmQamNlEz3iOF0P9ErCk5tRAsS1zTihELBnwcTVGaSqVSlxxMYM/IEfrtDeGzax+f/kF3Ev4ULosfQb4BFb73tOYJSGwlcE0b1UF+SzPlg9AIMkpOlQcWW4PTJLLQ0qlIF6Q2DYZe1vJHh7xxla1WGz2zfmNl3bjrGZNdQnRctCUBaqBPLOT/ZrPMWbGUtbyT/lx4b/M5htZ1HqQaismpp3xJDW4LW7ajPsNM33Jd0s1Boft/Izr9aRRss+BwGI9NA6ClVekjI83UfE1qg4pjU6GOJ1+Wc3WzKZ69YxTNv3yCnSSFFKvZIcPrruII1lA5F5nN2tnsz+i49tumcHSucts9cFkDSZWVduAoG18Igf6WvsUmG50V0j59cj6GkRDzNWovC+PS5hbw7azFxS/fKSDLw2IN7Q0qSA3TCcxVsSR0+mYUgpNHG3trA7HF75ZMs/5dhrNg0ltLjCT6W7c5AHSXWTsHPg8h812PHVJ0nti+WJvc2pcns08GX5jI2hYLfiidg/C73eK9F+BgaqMqNkT0RA4OHFVKbHyWX+slLxM2b0LtKHrN26zDCcxWZ+WnItj+Z9Hd5TPafRTJUbE61KILhHdhiNEny8i4KWpCrS1HQVfCrEH2SpkxNrh46FwVD5GQs4x///HpsMRrvzHoVEF4JjjANk8OTh6lntwr1aaf6UpsfhRpnk9OS07OtOCI0n6IQXCJMXVwRYqVhMEIvFoUfFxfEiiFngFVP8X+MghuDv/9gN4LOqKTNPMWxg6nnPSa0UGXULw/y5fZBWOtUn6Zh4hbNJ4MiY8AZCo96Rl3+Kc1wIAyGNuK3OUxqCbpbgXiTenoPLuHkoZ6kr27n1HW+kw+DAGUgLL3eZz8Owtuh4tEO2QjsjM6sxe9K8u7sqxhcquK8tFHe5N7J2sYKKXmjC5dV9dGLgMcT85trXqBVU7nqowfPSw83Jh4gXK2SbivkyIF0gotVWnp5zqcL7brTGDnz4f3Ebgtk35meOM4EydVTd4xOb6blRXSPn9yKoaghVhaFUSNyefqK94k5gDTamDFuv+xoG2hN0nyKgqGw1C3iSQ/gmNjIl9sHMXH0MZ+ioJt0n6IAULQnmbQB5Wxw9zVspSHYYsWT0ltgZETY9diqk/noIQAeW/Cu/EBXLe8ljvtDo++bjLGLzAyHIvfojh1RPsnWADUDg2RRmDj6GGH5Col9KtEtYtxZ95l4ehpej0ZR8LZHM7cK45vmVE1wMtzXoyVFvB9jimJuU9CCXcIwxs0dKJti4uw4hbg9IrTFwA29DxCzHyZ88BB3zhej5St+MU++NnjIT78bv042IyO/bebIgXQyHzlISy9NyrOtNapPYxeEz6SRjwFQ8Ndh9A8pR8sXn43oD8SW6rpLRFP3wamfAaIHcrEo/Li4IAqD4vI0CnftyeG1x+dSPRRW/+wlAPZVp+AI10jYoRNUpko2XtLXmmQAGt4K2Y8cJ/CAeFIre8NI+dLFpp39QYEPZr8MgMmtcjRuUIBvb/k7p48mcvlWzxMw6WuNI9e+RNZbDdJTIPKowue3Pc/ZcQrzjoutzt9OT5bS7dH37SNmPwTe2MrkMUcILnb7DHxgIX6nCHBRJ4stS2uWQ/YPtFAnyX0raMjRyXhgNwA71g6kMUundksCikPYrLX0FFbtPbaK2ZweJf60R2rSBNbSt5FzJ2MxtStcM3qvx0jFfY6uQI2g1EY6gnWUNpPo+kd7bnCA6sEKBTeHyOL3z62XUj1MNDRXLBLMSWtlC5aTAbLZuPxpIf/e1ZguC+/ly3eKseqATMJPKqhuC8eAGp3YvTA7Wry+f5XK6F8cxOEu4Mb7enXfeNLfqxOp2b8S26m/xB0G4PX8S8X7ORomvTou4sfBBbGVCIxJ1nv8/c4upKNe6zoovkrscw3yjbGUvmniNv655VLQlS57VW+GoV+TirVejO6y/5gv/Qk78/QNGA0w1S40BnonbpB3BqOBgUNP0fpQPIU3BGGpVzHZwTWsGYfN7KNxmDzmiE8ykqENMJqG4ScVsm/JJTGggY9yBwoTVyD6oEL9FW24KgLIXlpL3h2+xKiYA1A5Tiyvc69bTM7qe+S/KRqMHJUrjW4zB5Z5zGzwiJQMtqOxpehOMDV4WCH3SKPNAAAgAElEQVSH9mcQWqjSMKiD4OhW6Ql5PlgaVAKH1Ughlvf5J27WqB5klmPM8zWKja2DIfbqLmvzIr4fP7mthCsAWRTmX75eEneMogBgs/vhn9Is99crNo1FcfkWhdh94oZ3hniajR2hmsxNMIpC9qBSn6JgrDpSP3EQ/Usx09esXYsC+BYF46l25EA67BMm2o4I4UnoOBPkUxQSduh8tWMgyV+5ZAOyY0gLcXuQk4SG3jp79mbz4ZYRsigA1AzR5fWRRSHG84SvHorcc3sXhaDURnQVH/frgiPJPvmWydOLCahUZQPVGagTk10ji4KRCwpQ/loGILgbaouJtuJQUj/1ZRUtnfmGb/M3XKOhMFJyP4zzf2vWEsrHq7IoKE6FgErxM/sOKZbfr7gAI33LzWeov8zD6QCx/TSi7y7ix8EFURj8z9mlM9JLG6bzPz9b2eUY59lA2TQzEFyiYkpw50pUqUKNedbkkyXhl9jqY4QCoPzcME11Oz8lajw8dS1FsyzkPSbYj7E51ZJkZRQAEE99w9Q0515h5RZcrFL4N49UO3NgGe/MelVmYAJ8/fLfyf7zacomm6Sf5d4xr1PppfA2BFY91ztJ2KHLCDpzSzdSc7fHgiHyCi5xsyC9WIKtRWHyXEHcfIpT8QmYqWsPpD1OI7hEldepOi9aTkvMC4Uo7YPZL1PlxUBeOvMNQDBTDav60LQG7vj0dl7Les/nVAcOPSUnSLdO2iz+3HErUVm1MkJON+s0ZonPwLcHewmTX4SJi1EQMt9rle/d3KNN/v3Y6j6cmXhBfJT/n8EFcTVtCVZqBrhlzAPKeelpwVK8ZHi+3PtmvdVA1u/E3tJQ4LX01IhdI56k7b1txO4DZ4gu2XQAQQF2rMktaAGa9HEsfEmMR2sGu/sSr1bxwbkhJH/lkuO30CtOY4vVBP241kJYej0gQlIP7BOMxdrZouHliBDbHuOmLNnck5s/uZu8u2IkOWfOmGtkeIrhvTjk/Qd4YvqHXDI8n6RNGpUfCEflkulmzo1RZKanQS82EqtzXqkg4lsF3aLjcKsgo68S3pHeLMHwjDoO7M2Uf3eFuAQpS/EUEGP82tJT4+eXCUqyFuLEcliMNf1Noikwd818nxzIhdOExDTz0UO8ky96G+8NfBM1zsZrNZcxY9x+yfxcmvoxPdc7MbcqbL1TVEK9yUJtfpTcEmQ/dYKUfueI3SumGgOCxfvJWtYgf2bBz4MkUc15NpD8e8WK8spbtnMRPy4uiMKAoovm4nad00cTqR4mlvVtTgvUWIk6rKCfPE3+c4NI+dKFPVIja3kjSqydlh6ioCi1FqouEZbnrmFi+XvJ8HwC34qgvckftV3ls21DRT6DSyVnYZlIpALy7o7l9NFEyiabWLDsNgDOPTCK4BIVrdKfnOeLaT4ZSULvKhSnIpuY/e4WTzVHmMbZsYK6a6RQh+cqPDj1M3qk1BJSpJJ7fw9ismuIzakmLEAshfVIB8+sn8PeQ5mcmajiCBPiJaPb3h7pzuC0akRm1tFn9X1MHH2M3Pviqe+r4x/XijNIZ8OcF6j5LImMVWL1ZBTGhoYgFE1wGrRwwfEILlGJOqyg2lXumPw1up/OxNHHGD/qOCu/GcPDU9dy38hNtPW1EVCpcmi/2D7oZh11tmCdJm90kXd3LHPH76bgH32wlYYQm1PNVR89iFbpz2fbhrJ26zAKF17C0plvcMmX91M+TpDATl0XwPhRx3ly0keAyB8FyPtDH0ry4qkaDllvtUsrt/zbwmVC1lPT1+DUVclLUeoszJuyUWo9LuLHwwXRfLSmJOuZ1z9Ia5JGr3UdhD1VypED6ZJNt37OQl6tuYztSy7p0nQyLM70SAcmP42AQDuxLwVQfk8HIeuCqR2kE31QwWXFxxkIPArCrLebqB4aRn0/nemXHmL99sHfeb4GYzHznWby7gziuhF7+XDDKDSL3q2VuTe0YBevT1hOWUcUK86MoPR4QpefaXATRo3wNA0N38PYfeCyiOvizRfwhmFS89qMZdy19jb5dcUp6NBRx3SmP7KVj5aNR5lUR9PpcB/Hq/su/4Kl/7oCe6QYJ5oVjVeSP+fn03+FYnfQd1XReV2u/KtV1s97ngkfPESv/mepaAzBVhpC+vvtmA7mkf+c77VJ/spF2WQT6avbKbjZ6vN+og4rKDpo19VSVxBJZGadj1bDQM4rFeTeF9/l6xfhi5+87LpzR/zTq19kZcNw3s8bLMZ7OnL05o3sV6so+lNQFws3LcyJX5UfpnYFR7jm4xQFgszUP/4c+/ZmdXlNQyLcWf5roPfgEr7NTaZXeqUP8ajLuXUKZ408qtAWr9ARqhMzuJKKk7FcMjy/23PojP1z/8ba1hRW3HplFxLVd8Ho7s+bspFXd0zsVo59PsT3rkJ5Iwb99moqOnlxdkb0QUUmVCuxdvQqK3G7Yf4zwlvhfPCeJoEIuVnw9Hs8+tGN3QrVLuLfw09uKgGCpGJMGJyBumy4RRxXmPnRA6z8Zoyc+X91zQuSCJPYp1K+Rt7dsbIoGIrB8aOOozaacVl1IkdVoGgQFODgsWkfy56FrTSEfXuzZAc+e3ElUUcUnpj+oUhbAlkULI0q14/fKX/myUM9UdtVSo8nyMwFxanIPog8t0fT0Pw9Qbguf0GfDjynUHEylhPXvcKhM0lSYg6i6AAElbnj3o+LazLu5Yf4w/q5PkVBibORvVhcC2tyiwz2tTSqJH0tLmzPT8SxSzZOkUXBWqvKJutNE7fJmLuASpWstzz7+4qTsZy7VCHEIno+iZs1AipUtBAnuklH9QrpqRmi8/yV7zHnsj3oVVYyFuyjciSyKKyevUjK53ut6yB+p9C5aH46PT/zZFVWjoBHPvs5mkWXGaDfXPMCwamN+Kc0C/epi/g/wYVRGFSd9pIQtBgHz16xip7rnWjuSWWTu3emxNnk3nnyhw9hj9YIPKtSfiJOduTNrYpk9TVUC7bcobf741+tEnVE3IC6KnwA3nxyFvnPDeKxaR+jxNnIWNlK2pJTxO2G5gGxtM1s4pn1c8h68lufU01dWcWqzaOZeqkoKqb4dhRNTAUsbtl2ZJ8aH6ZlzkIxbVBcivQTMNKwbdE6++f+jT6r7+PeflvI/U0CMQeEQOzkoZ6kfCGuRVtxKCE/EzJnZ7CwPjO68vOmbESv9Cf3/ljUOBv2smDU/qLB6QjTODNJnFfpdBW/ZqGqNGTc9iiN+37xCf4pzfxz81jp2twep0n69rqr3YSm5Bbq2kVxDjlQTnu8RvQOP5+xcXCx8Kd49KMbOdkklvfVdwzHWqvKINzHbvg1ziCdsHyF4qv8sEWoaH1ayH6tmpIrPSNqc482FE1sFY6PfhuAGxYsoKUoDFtpCLUDdR95/kX8eLgwrqqmkLhZQ6m18Pjn13NupIXgMwopXzhxWXVMdpHYbKQvBVSoBBe71Y1BLuE7EOXAGaQTXCL8EgzHoMYsXYiHQkSQqh7pYNfchVSMVtAjOlj+2Cz0Sn/MZdWcHuUk4PaznB0rzFEijiuY1ooCo5t0sgeVkjcvGpNNEX2EaOEEddmY4wRWalJ3UJsfJQNjsp86wWd7PyPymILSoRDYq4ng1EZqhuhEH1LoCNYZtuZBsp/OY1t9Bv4pzTz85Huo7SpbrnmB37/6lrgBDylyq+II01iWN4qCnwcxb8pGlmycQtQRRYTWVvoz/dJDPN1/LdmvVpH6qUMmcMXsVekI0WlL0NEr/dH8hTLz+U1XoR0Nkzd378ElRHyr8PQV7xNUJnQRiVs0nE6V2vwo5o7fTe4CN0nqmlqstSJw991Zi0GFhEEV6Ek2Th4SU5bGbB17lMaq98ejhTopvD6QqZcepjFLeG029NYxHw4m764Y6Wv58NS1OM8Goquw6JsVZK2+m8jMOipGK3JSFZzayG03fvF/+cn8r8UF0WPw75GsZ9z4oHxaGc0zA4YwKSxPoTFbl5mTWngH4fusPvJsb2v2xM0aXyz+O/3f/w1pA8opqoxCr/SXoTLeeZC/nfZplzAVEOOy/NvCZZOsO/jkanbqfzx7xSoe//z6Lmy9nuudWB49x7S4b3llwzRic6pp+yKOll5aF7fkD2a/zDUf3y//nrGyFVNjO3nzoqV8/Hzwzt24ZHg+ewt7oTtMPvJvEI1YzeTxmDBcoo1AH+/GX2CvJh/G49KZb3DHp7dLb0of27oYO7pLQamzyH6NAaP/YMBaq/LSL9+QDdPzuUYbMCTwF/HD8JNvPgLkX/cqWavv/tF/lm7SMdlU2eRS4mySZdj5JjPSkgwkb3BRdrm4oboLsvXOpEjsUykDY7J+d5jCN3PQKrsmL3015wVpyAJ0mTSkfWznyle/4dW107FkNdFe4iZ5eQXTGvC2pE9/vx3X0/UkBDax42iWj0dF54BcQ+VoNGU1qwb+Ghlvuzg929rt6xvwLnhJmzSu/vMGXtkwjaRNmg/pqLMHZ2eFZOxeqBoOYfmKJDpB99bz50sWu4jvxk+u+Wjst0MLVOktMPHOeT7HGPtTA/7Vnphzo6/grcw7H8LyTeiJNtmX+FW/XdKC3Rnp9Dm27fdNPn8PLKxl8LBCEjdrBIeKbY2Rxwj4jPAq6kLl0jzi6wA4E4CuQuQxca5GY2/Wokd8fkb6anEOxpNb6dD4/PbL6LHVSVa0x5Mh55Fzko5s+FfGhXjoy8F/PkvxsR4cKE8mNL7ZJ3PTHomPPZ0tSvybMalR7SpKi4nCn5tJ7lshGZnxT9AFN80XQWPxO3Va7mig3C5k5D0fy/U9MNnjOxFaqBK3xXfFYkQPNqXrMrty0YzljEgp7vIzkyIbunztIn5cXBCFwUDDoA5cYU5GDM/jzCRVGrVogS7eXX8ZfYcUS2Xl+nnP02+MoCRHDxA3jD1GQ9GQjTWDwBRUpsrGpbVBQ6+yYh8tbqL33p2EbtIFbbfV5CODdr4bR8J2XTIOy2bHc3R7JuXjVdRN4gYoukvsk43iYvycnrF1ZP1ReD3uLkhD89Pxa1aoHeQ2iLk1nOBSEXATm1PNytniZzSmWsVWIcpTcJqfaMFvQQVHDqRL+XnuI71w/q6OE9e9QsU20dCs+Lin/J4jB9LRwjvo6DChb4tg4GOiWepfJfQJ143YK4uUK0Q4UYN7K2ZX0INdmFpMlH0bT9nGnvKcAUk4yljVxisbponr2uiioTCS38eKic2O3X0AWDn7FUJOqzgbPKuryFy7TIryVrj2WteBboLZd2wG4N5Nv5Cvo2hw8NoXAWhYkdStcc9F/Hi4IApDh9ufRW01gVlnZvRhAs+q7PqyP5Z64XQc1q+WvO2pqA1+RB5VmPDBQ9LVuSo3RozMYm3oKuiV/vg1qZRONWGtUWkd0k5HqGgeVg8VtOuOcrEUbY/XSMsUN11oWoNYtirC5almiE5Dpok+q+9DC3PS1kOjxzbxRG9O1URjr9Kf8hNxKB0KPdc7aY8Xfg1tS3qQ92Q20YcUlHo/Mt9pxs89gtUjHSRvcNGSopH58H6qcmPoZXYQlq/w2R9eoPCGIDkePXVtALWHBTMzoEJF6d8kXjPWTtm38Vz6+99IVyVzuy5HpppVo2diLWpJAK1JGuu3D+bmiVuxxWpkDyplzeaRMoQ3LKlRNFu/VUTwrgmCT1ikdsJwpYrKqiXyqCKEZAoUXh9I1GGFtAHlMkdjS3sUme80E56rsGvuQm74+D6Cz7pQQzrIHlQKeMRxyV+5aE7VyH6tGkujyoZ33sDcqvDOpnFCnt5qkiPkzH82MeT9B7AktVI3QP/OvspF/O9xQfQYBg206I2/es7na0bDsUvwqRc6NynBEzhjeAJ2ty8G4WbUkuLxVAyoVHGEi3g3PaIDvd0k9uVKpyaYOyTWR77s3u/fNukbtl8/AL2knMInB6In23yaa94Bs/G7wK/Z07MA2DN3IWddJm5Y+iA7717IkPcfAITj9JrNI2XIS2cEVKhETjyHpivYV8VRN0CXfYTxo46zeVe/LtdHj3Sg1Fm4YcIOVp8cQtCOIJp7abL/Yez5O8PIqdDCnLw49l8sWHcT8Tt1MS3wQv8hRdS0B3HOPSL2VsEGl6g0ZTkxtZpQk9roaPM7r1elIbM3gnuiDitMnr+Dbc+M6hKYcxHfjZ9c8zHMEqtH/vW3zLlsDx8cH4xSa0ELdJF9zyEK/ireR3cBKN5hNFqok/F989i6q68PvRe6drcDezVhMTulR4ABPcrB45d8zp++mH3ec1141QoWrLsJoNvQmPPhhgk7WPnNmC5fXzzjLe5Ze2uXr39fqnZ3fgnZS2qkpT4IObmRY+ENU0IbVqvze70UOiN+F1SM+u5jYg5A73u72qwF9moi+eF28u6J6/b7tBAnWf9wUHi9b6MxoXcVFXWhPjL0i/jP8JNrPtrixVP0wy0jmJJzkoAKlbTVGnlLBa9+8LBCMpcIxqARMpO5otknoUptMrN1V1+fGHVj39+W7GsG23o2pEtRMLUrmMutvFo4Tn7NyHI0pMuxOdWyKACeoqAgeQs5zxcDbkm3+74Nz6jj0DRPIGtMtvs9vNPMXdtu8mEYBrmVl52LwvhRwu8h48E9APx61gbuu9x3hm9eKrq4BqNz6/3Cps7SoMondq+1HaT9xcXAOEGWMvb4xrUKLVClbVxntN3YIExl3D0c74amgU+fW8jcaKGqfHjqWuG8BCT9AUrnCh5G9EGv0CA3WxOnStkksaeMOK6IqY9Tobw4Gr9cUSyMpqTRO7qI/ztcEIXBWufZwzo1E+3xGg3pFuFkHGPn0P4Myl4KIvO9VvLmRZPzSgVll4dx88StrJ69SDb8FE0kUBlW8kqHQmihSvi3KsGpjZhbFYLKVBSHIoNYTXZBdHIF6FgaFRoKIwnLUzh1/RJ+9+7N9B9SxIF9mUQcV2jeHCebXoacOrFPJejCpTi0QCX3kV4EnlNpyIYe24UEvKEwktzfpkqWXnVeNA9PXUvBzSHcP/xr2YjMvW4xP0s7CIjtw32Xf8HAoad48ap32LyrH+ZWhcK/jeDmiVsZEXiK9/4qFIi3TfoG3U8nb2sqKV84KXx6MP5VKsPWPIjqEPoQo19QPMOPgptDOPKxaOr514meg9KhCIOUqXV0hOj/X3tnHh9Vdff/97kzyUz2fSMkJIEsbCKIAoKooIALIipYbau2ttblcV/q0tbaX90XcEHbWh8trTuoLD7ihiKIgCyyJ2FJIEBCQkL2zEwy9/z+OHPPzGQI6vOgxNdrPq8XLyaTuXfOPbnne8/5ns/388GW2eFPDPrGf/PuROJS2tS2qwn7pnp5+LzXiclv0uzO15oHc9OiqxAmzP3LVN5ZNoqBw/fgeryNyy9Xug2dMxro84VK2pbdkMHJp5Qz4NVO3Kkmi6c/xfBrNiHqIznl1FKSvrHhSVJSdM0DTIru28Stz776Q9yGYQSgVywlHPl9ZZ9bbqXgPTeVv5OkLnLiaA4mFFlEo8ACqPvPmccDH1zCu9NnM/3dW/js4ie47I47Qqa73b0Ti5+vpfU5qXgGaW4G9q1h294s0lObj2i+alU/Og6pnIM7xfR7WRxW0nFNQztDlItHnVLG6jXFmFEmWZ8ZNAzyL3EClwrdeQXg96eQNklCuS1I3j1xQAONO5P9/gw2ifAKcodU83Thm0x/V3FCLOXkvp8qWnTxgzvY89tiXOlmEBegu9ybxbWwTG5Nh4nzoJJgizpo0JERujy59AzlfxnZt428v3Zh1B6m9K481l7yFL8YM4OKK/vhSZRIu6T4n4cp+00SN5z9EXM+nqTZmxbXwWqPLbMDKqPJ+cSD45sKrcAVxv8OP7kcQ1RGjsx48voQwlAgrBvZMjyRdoktxU1BxqEg2ffuiMlvQnyeRGs/NZhtLoEnSdmweyPlEas0QTlMn/7kV8xdOh7HIYO1183mhGW/Y0rRNtY8N0JvOx4JKUX1NDZHE/9pNKdeu5YHMpYxct5txBc04pVCW9RbsILMy9P+xqNnTtX1FFayMnOlJOH6Ksq+yQ06LtA0Zs7Ul1nSNJRFX4zUztAASBCZLvL/Lth9oYPkTUJb94Fyk/79FzN04IxsVNuZsXsNzvzFGhZ90fN9JJM9xG500pZjhpDDFk9/ivPfvc1/jQE5ovwFHprvbDlifubqiZ+xsqGA7Rv6cefkRTz+4dSQz5Q8VknpXXk9tiuMI+OYBgYhRA4wF8hATSr/IaV8WgiRDLwJ5AGVwEwp5WEhhACeBs4F2oGrpJTrj/YdgcxH4YXfTv6Uf3wyMegGj99pkHpRqCNRIKKrDSZduoollQODZOCcuS0hsnCBkAaQqLL0gYlKi858VAiI6NOGLI9VYqq+XQ5LP6EnXHT6aha/N4b09V205NiC2H7fijQ3L5/6Mn+86RpdIPVdYOkWxO8w8E46HBKgQM0Soh2ekEGbukHQdH4r6QmtmtHZkw7CSSfv0CpX22Y+y/h7buLQcMmF49doJWtAiccEmP92d6t21Bu4U0wiGw0Sy80j7pKE8d1xrJOPXcDtUspBwGjgBiHEIOBu4FMpZSHwqe9ngHOAQt+/a4AXvu0LRBe8MFV5M0obXJu0CYDak3zyYnVqW7J7UIjd42c/xu9Uascf7S0hZpHKtqevUdPuIwUFM9armZLChIwlarYS2aRuzJh9Bg9tn6I/bxnT9p/n0q7MiaUqwWi3m3jSFb/BvjEWe7vgqeWTASU2YuGDi54kubCBjy56gneWjeL+n7/OvomGDgoTTt1Mzkf+xFrxi0pvMaLZXw1pOkyoc/CrBdcGBQVbVrtmc1q5DCvpaL1vDeLmQpO2igTMKJN7p7wXJKTqdkVQX55C9AGDiOw2/f6h4RJjcxz7t2VorcxzF69j2Em7VP8X+BOoW5YU68rP4S/crCX0AoNCwXwXRmMEfZb7A0H66kZdlg5qyeZoMPAM6KD2FPX3BFhx8ROE8cPiWwODlLLaeuJLKVuA7UA2MA34l+9j/wKsPb5pwFypsApIFEL0rGAC5KXWct2iqykcVsXkcd/o/ftpv1kGQPqZ+zUzT/sfCIidUoPXqfwhmgeYTB2/lvbKeHKvVrsISWtrlUJxgp/qLFM82NwCw9mFO9Wk5Kl9ZKzy79knl6nzt/U1SZirAowZ38XqNcVEtAia72vl6xNtxOQ30Viikosde+JwJqmBa5zcSFe0JGGbHTPWS/2JEsMtiN1jcN2vbyLl/ggm+WojrNmItWOwdOVQ9p6j/iQxVQZlv00mfY1Suh6dV6nal+MfgFYAKPpXM97qaDpj1PTela6SdQxpQRrgrPfrHFi7HpF92zA6DB5aciHS5he87Wq3k7pe0N7HxFMXrftadZ76zxroT314HrvnqZlBVnwzxSfu5dVpc3Cc3ED9ULXD4E7xuWoH6HAmbxZUXKeEaS0uQt6iTvL/WUHpLdmYTnXM3GnPk/F1JxxyUDJ7v/4b/eb0nxPGD4vvlWMQQuQBXwBDgL1SykTf+wI4LKVMFEIsBh6RUq7w/e5T4PdSyrU9nTdwKSEjJTLKi9Fk1yawMtnDotPnMHXZDcgOe1BBUCDs7QJvfge2iigl9uKb1ve0n28hfqeBaYfWPJPih3ZppejUDYLWbEFnggzhUFhI+UbQGat8JFtzTZ1AkxGSHdNf6LEQLHdJF/uv6sRbExWy7OheaAX+fIIwoe/QGqq2Zn7rEslC0UuNuPvEUj06Ek9hR0jxFUDOYHXO0plzeL0lgwc+uEQnTy1kf26y/wwDR04rnR478XHtIdu+gDalBTXba8/twh7vwTzoDEq0BlrkBcJKRoZcx7+a2fWzhB7/FmEcHT8Ij0EIEQvMB26RUgZVF0kVXb7XX0sIcY0QYq0QYq23VZmcAgiPwGiyE7fbICdX7feLhkguePdWRENkSFAItK7rilY6A3l/UE5OVlVeYFCQkVKrK1lT0+YBJq15pjKKzfXLliVtbsaVbuob0VJJtmzqAepPlDQPMGkeqJ7IVgVh0SttOiiY0V71nUKpFwHsnWInfZ6T9DUEBQUzxhsUFKy9+4xPVXJQGlC1NZP4gsaQoGAVVaVsFJgxXs0XSPlHDXvOsSvq9CFHkMQ8qCK0vdvVMqPkrRv4+x8vBmDt8pIgCzpnnXqdENOBedCpdkaa/f3/+ykLkUmd7DvfS8mzylvClabK4CMifVRyX1DoP8+ldlSS/YVgxc+rmpc3Z0/S50xfg1auajghHBR+LHynGYMQIgJYDHwopXzK914ZcIaUstq3VPhcSlkshPi77/Xr3T/X0/kduTmy74236kFlbccFfabeoKNfZ4iOgLVNtuLiJxg3/46QrUlA1Vt0oa3Zj4SenKmK7vkmRMDUQu6QapIc7eydO4DDgyU3Tlqii4q6I8TAFfQ2Ivi3JwFt7tpdr+BoOBp1PBD2VqHl6NOKD+FenE5zoRligGu5TlmwZXaEOIX1hO7ajYFaFlZy11lnMG3GCt744tQQJ7GjoftuRxjfHcd0xuBbJrwEbLeCgg8LgSt9r68EFgS8f4VQGA00HS0oWLAXtOr1r2d5qvYksOBOMbEfVgM+fodBRLOB4Ra8/fFYEsoF4+ardXvctuAtTzPWiyfJJHF8jcqCZ7gYOqICm0uQN/SA/txDZ70VlChMW6umtJV3jQCUyEnaWnVjW1qMe7dksXFdfzrS1XFWUOg/z0XRfSqBGtFsEL/TQIw9jM0tdEUjwL6Jht/0pr8HhK8s2zemYtZEEZHdRuHcFmLymzTr0ZoRgBrAADnzqog87P9zRjYZSjWqS+jrimg26IqVWq6uriyV5kJlfNvdFXvPy4UYnYLCu9SGUuwX0Zw1dmPI381Rb+in/nmnrcNZa2BmuUgLWDhWnWVj8fSnyFwp8SSqi/MkSt783B8Uiu7bhEh3s3HGbB4+73UK5qucTeHcFq1ABYSDwo+E77KUGAv8EpgghPjG9+9c4BHgbCHEDuAs388A/wPsBut/NAwAACAASURBVHYCLwLfSW3Fsy+GtooE4gsaaS3sZMd/q6d0+czn1QfS3GR/pqajjSM9dMabmA6JGeF3MCp+ZDfjLvPdyD5X5a+nzEZGSlpcDjIymjAPOmnpdOB1Sio3K5qymdDFi9dfxG33vgHA5HHfUDtK8rePz2ber5VR68YDyu+iI9PUkmWg8gHWzW0JsFb+l6T8wRMAiN+tlhqd3yThdUhd0SiTPaSvgdZpalUmOmzYs9ppGCq1wW9rnkn+Q15inzlIW0UCO59Ueg+dMYKCAkUlrnpRJf9qpvTFk2Tqwdv30w4ahkq8MV7NufAkeSl+sYHyv6g6BsuoN6LRIOcTr6Ynt+aapK45jBkh2fmICozJpW4++XKY9oGwdh3ksBZiN6k6ho8Xn4wr3eSckm2MvGUDj52nHKnyhh7g/Hdvo2GgDUe9urasYTUUnLAf0SWQBrxdvhRZ62Dqb27knvcvo2mAmp3suCIO4RUMOEEZ0GgKdRg/KHoFwclRkC3zrrpDG5oWn7g3iMxjGa52V3WydShSjTTQ1YITTt2s3K1RU3Fvhw2jxR6S6HLktJJ3bwdl16WpN3zTdwtWVWJgIg2U2creyTaEid6XD1QnWjh9FjNeuj1IDNbCpWes5IToKp5+4FJqT1YiL7sv8i8VrGRfXIVB1tIGJr+5imc/mhKy3w+wccZshr2tErbpJXU8XPQutz/2O0b8ehOr5g3Ty5YQo1gBg4dXsnV9HqS6yVoQyf6JUqlGBcjSZQ6sVeK5PlZl2lo4eHqw6lL0AYPWwlDG57eh8LU27n7jVa5eeA15Qw/oAA0c0RrAMjTurvoUxvfDT475eCRpt4T+h2nalRT03tHW8N8Gy9UZes6G77r0b/R/068cFdWvheiF8dQP+/59ZGXfLUOcQNJPIB477zXuev/y731+S1rOKi8/EnoqObeSqD05RsfuMXCcXUd9eQpmtJeYtHY69sRheASGx2+ZZ8FipVpmO4G7GTKpE3E4AtNpkrLWxuEhvtmdjxYdiO4VozmfeIkur6fgtf3fagIUxrfjJ1ddKboVy5kOUwcFm0tgZLiI6tfCa4+dQ+KABv25pK2hyULLCPZXEz/n/nPmMXhEJX0/NXnymhf1Z2wufxGVhfwFHh0UoqsNZISStG/JVQrWum1RoTMBy+8y/WuV4Y+uVkHB5hZaEGbd14Uh3ylTPPzpFVWtKboENl+BVu6Q6iDPhPvPmRd0XMnTBzR93AoKVkWl5dwNquhp7rTn9c9Fr6gczuFBUgcFM8pk6IgK+nwhtQt3az+TzvfVTMpot2mdSTNSBgWF2EoDaZM4I9WOjOXAZXE+AMThCMaMKsVwGTooAFT91f/kt/IuXdEyaBek6iwbZdenh4PCcUCvCAx6e06o7TnDbejBNvfS5zAPOkn6t7KbC9ytsCznrMFRMnu/dmSe/48JPPDBJXh/Bp0xRpBVW+L4Gv1kyhlcQ9FLjVRMi9TS5TkvlZKyXp3Uk6T27i1Y26V5i9RgGDOqVOspZPyuAjNS0lqgciGBW2tmrBczYLPEWWuowS3Vk9J5SNCZrs65d0uWnqWkbhD8c89pgBI/AWgdmsn6GbOCjG/KHz5Rmfr6OEklj1aQsRquWKCWXtmDDlJ+laJAF8x3aQMXo8Ng0+Y8DowX7D1HzS7enT47SHnbCsZmjFcHRltmB615JnG5zSGzEjO+i4QdfjOgg3flqbL0VP+gb6+M15Wq+b8uJ6LZ4KyxG4N2YRLKhcoxpbn1/RDGj4NeERic+zuIzmsGqTgFfzn3bW5Y9CvyF3j4+YIbuGXSBxwYL/TMwqInpxTVY8Z4Eaa6UUtvyUZGSFZf8iTN/U1yP/Sy69oCDo5WCUXLjDbxV+3YMjuIyW+iamsm5VcnkrFaPaGGj9xJ2R+KOHSKl+j9hp4t9H9LiZlmfalcsiqnRhCR3cZXq0soHFbF+hmz2Lw+H5tLkJZzWF0P/qehiPTSleAFodrtSje5YsIXtBe5iWwUOA9JondE8th5r+Gs8ztDHRouiXw4iX7vd7J5fT4pGwX7JhjECgdvfn4qxQ8pSnLx3w6R9Nu9eJJM5fvw+3yWPTmHZRc/oXQNtmVoPcv2Pk48+2KQSZ1K6+LGNaSuF7jSTR4+73Wmv3sLr06bo8q5UzyKPRplkrtQSb+ZUSbemihmnT8XuTwJW4e6xpzBirtw/ajPMCNQZkB7DXZf7KTx3jaKnnQTfUBdmxmlkseXnrGSdV8X4s7xsGzJiVrrofiR3TQVSc7vfyr2CO8RxWzC+OHQa3IMOY//Dm9NFP3f6mDXzCgt6WUhJr+Jzm+S8CSYpK1Fi4laqkX9PuiiamIEZqTUnggWLj1jJa+vHk3xf61nx+MjGfBmOzsvjWbq+LUs+mKkrm6MqjGIbJZBBU1W8jFQFcra87/0jJW8te0kZK2D2D0Grf1ClxkxVQZtOabOBdjcAke9oCsKVl3zJJcNPZe9vxuI+4R2HBuj6cg0NYfAWp93x9UTP2Ny3GZ+++jNzL/ncc565w5dYt0dgT4bA4fv4cCbebT0g/wF7ey+OCqEYWmhcG4LO66IY/AIlai0twuStknd74GwSuGzl5nsP90I4mSYTpPEPmpWkbYOcq9VuZboagPGNOIu85OWzGgvha942DUzKqi8e/UlTzJq3u1HbmgY3xk/6eSjRcDJHVJN3SfZutIxf4GHimk9l2WT6iZmQ5QahN2IQWnrUAKmPnT3KrAMXUSXIGUT2pD1u8CSegvcDTkSApOf4K8kLP5rOeXP9DsqkanwtTZ2XO73URDpbiLKo3D18+iy6++C4udrqbw0E3eKGZIMPWvsRj75cliPx1p9Zm8XpH5j4k4wODxYHpGM1t0boifyWGACMm9RJ5VTQ4NgGMcOP7nkY2SjuonidhvkL1R0471bsoJ0Gq2gECjvXvK0IihJm4RDDtpy1OcDB1lUjREUFEBRpT+5SFXo3TvlPa6/W7k8Sbv0uzRnuPxJv4C1ccpGQenMOZry+0KRGlyBQSGqRhGwrOUEQHuWqfIMPmKSJ0ENlLI/FOn2pq73L5fMGC+/mLCc2EqDsmsdenlhXZ8n0QwKCm9d+AxJW5Ric/R+g7jd/uWItZwpuz5dFzXVPNFfHxvZty0kKDhyWnXFq9VnES1q16DmVEFEm+qnVSNe159x1hqQ6qapSOLIaSV+h2+m8uTBEF+Q+Rc+ze0LVf/a3AJHteqr/IUezX8AQohuYfw46BWBweMr/Xc0SnZfpKrynHWGrvgbM6pUE506XWowLJw+i7ELVa7hxfP+CfhLf5MLVbJMJnXSkWmSUlSvvyt70EEmj/uGix+5E4DXrzuX2pFq4Ay4dZX+TnnQyYMbzwXg0iHKSCH7c5OU+VsoeesGvFUqKO14WpX8WcavZrSXjkyT9PVdZD2hgpmVJDRabXofPr7SvxVjOUUfGiHxxnkpeM8NXsF/lp6GK11iNNuDlka/mvg5pLl13gMBM9+7ifoxnezelE17tkn8XpUA/c/S03ClCor+sBl7uyC9pI7ovGb+67E3dZv7PWKSuN3/RLd1CNxVsTy+R20NWxJvnXESM06d16p0LHnrBnXdThNXukl6ajOGRx1vJTAbT8pggNNPTBImXPzezYyIVBWzAx4tpWmW6o+KCyIZFKmCbmKpoPzF8I7E8UCvCAxIRWo6NEJqWTV7B4j6SGxuwVerSyh663oiDxuIhkjMKJML37iNc+M2UfL0Aa5Z+FsAnR1v2JHMgFtXIQ5HICMk9eUp3Dl5kXK83pBJnN2FK0WQslFQMS1Suz7VXTsGUa/8FD656Akm99+OTOrkzc9PxUzo4uBIG29s/wgE7HhMMQKFVw2o89+9jfFjtmK028j6UtL2m0Z2XeLEjOvihOgqsgcdxN4uiDqoutySWxfpbswI5b4Um9+E0W6jdngUhsvA5hZ4UrycMWYLiQMa9O7Ay5+egT3Cy66ZUUqoVip7vXOGbdEsTGetm4L5LoadtIv2LJPyvw5FdAlqS9NwlSdwz/uX8fNH1Lp9wN920jhQUnCC0kKweRTTcPembAqHVWnvB1tmB8VzVDCyitfs7YKTTt6B4TIwE7poXp5B9rIu4ncZnDNuAwDxO1rY3tGHAW+2s3j6U0hDJWDvrp4IQOmfizm8PJPzTltH7B5lojvg9TYaSyQxOyLDs4bjgF6RY8genCgjr/kjfZeaiBtraVrYh6g6k4OjFdOw6mxbkIyZBcvk1lrfZw86SNXuNAyXQf95LnZd4iS62sCVIoN8EwH9+5JHK2gal0fbL5sY26eCD1YMJ2OVoh1b9OVAWDkQKwFZMN9FZ3wEVWfbNEvwSAVToGo8rKdoVI0SUXnl+tnMfO+mIN1Fy/PCQtErTZRflaC/+9Vpc/j5ghuO2JdWslETnwK8LEBJud3z/mWh19WnnYIHPdptqifMnfY8Vyy4nqI/bSXtI8GKdQMRnaH5A1tmB9ErY2gpMPV3xu02yJizmrM2NfLilrH0f8jDlW9/yFnR+zjgtTH93Vu0n4iFhdNnccG7tx61TWF8N/ykk4/pJXXERnrYvSk7KCHWXXvAEmgNhEh3E7UxCk+8pCvGf12JpYLWXEWg6S58CmrH446Sj3ngg0s0/dqCJTQLwc7RFqJqDDbe9BzFr92gZx7dcSRKc2STQUQzOi9S/MB2yu4fCBDShm+D5T4dWDlpoXviz9r1CUE3KnJiqaCxRJ3rSH4SgVTmwGSvtQsTCEu014KR4cI86MSM8ZKc1XRETYcwjj1+cslHDKlVe2pL07SEW9UktUYvvHsD7XUqK299blNDH6LzmkkvqdOnkbUO2rNMuvLUXviYUaU46wzciX6qbfUi9TT64znvYMtSicy2igR94wYOyMyBtUx/9xbN4ovbA6S6gyokOzJNit66XgeFrBW+5KXpJ/joy/QIbcDrSTBpy1EJybTiQzooRNUYQW1w1ioPz4hmAxkpdZtFulsrOLlLFXFJFLcGfh0lz1QjPIK4CkNtDwLVp8UEqSmBKku3gsLGGbNJKFdBIX+BRylV9VefD5Rvq9zcx+9J4duuBUjZ1hmi9/DAB5cw4dTN2j+jq13N/Iw2mw4KMkJq74yiP2xW115n6KKtMH5c9I7AYAqc1epmMaNM4ncp1+uqa9S+/M6HhnPGidu5YsIX2Np95rR25aTU9rESJl0/YxbCq3wp41epJ+KBP/XHlWZiRvip0h0ZatD9vw8u4oRslUBMLBUUP7AdUMfbfR6TdYfjiKsweOkXcwBondAGhxwcOlUxFBPKBMmFDZhOpU1oxnXRkquSiwsunkVVhaIVjynara4tUmLktfmTo5ESo9WGu9POLZOUa3Tsfr8HRM7gGlzpJp9/M5A+y90Ij8DpVN8tax240k2yVkgGvKKCY8GNKhBZ19q1Zx99l5ok7ujUS5vTZqzXuz0lT1ZRfP82PEkmj533GhHZbUy78gY60gTOWoOKaZG0VSRoTkJ+kkriWuY6M3/zqf55zZ2KPNaUbye20r/ks2WqnMSuPw7Uy5TkNWr2ZASUoYtOwc6/DsJ0mtT9TFWm5v17b0g9RRg/DnpHYABcuR7tWtTc38Qb66U9S8nESwM+317E3KXjNSHnnIytmImd6qkb42XE27eydOYT7N6UTXN/k+RNgj3nqRuw36yNmio9YNQeZFInxc/XsmHtALI/N2nLhrL7B/LRRer4/q+rAdD35Qha8k1ufUCt552rYjEdJkaLncvO/JKmYknH8lQMl4E72cRotmuj2stn344zRQ2K9Z8MJG63wazz59J1IJqGHckqH+FR2gvNuxO1ilPMgU6ECRHZbVRtzcTeLhCd6lpEl5KeL36hjuIX6jATO6keJ8j7jypJ7izJJrraUNea6qb6llHsO9NQ/pg+9+wPV5xIQrnAjOui9PYcyh4YxDNTX+Gu9y8n+Z0YKs+PIG6vxJVu8uC5bwLKn8KMMtmycgCJ2wW7LnHy+oXP8tKnZ7L2kqfYdYlTe2S4UhWLM3mz4LzT1nFJyQYyVsOec+x6q9lSgo5s8uVxhEo+77+sE1t8p66pMJO/XbYujB8GvSIwOBrUYGvzOojap2TdDJdPwblLPVFiSh28O322liv79wtTiP9GrWsj69QT6tqTL9Juzw0n+O3rT/vqkN4SLF+XizgcwU0fvA+AN1KQt7CF3CHVWqTVMo7dc44dM7GTN//yuPqeiYfI6a+ezq+uVIvujkyTj3ycCIQiU+14fCSt/UyMDerGdmd7aCkwWdTgz4kIr1BbhAHresOjqNaOBgNzt9q29WR1YvMNamu5UnZdGmXXpZG4Tl3/x58O56yxG6m+2YMr2VJsVbyOr2Y8qX8GxRRtKpI4q9QyLWafwf5Odb21vtVn/TDJ/AufZkO7WnZte34IRoeB1yH1oL7svRsRGS7We9Q1WkE9eWwNDUMljUXw/vKTePPzUzmoZCQ0qSwmv4kxo0r9rEsJZd/kImsdrDvdX/Rl1XaE8eOjVyQfEyLSZNp/bj6qdNjJp5Tz9Rq/E5FVm3+khFt3BOolxO8yGPnLjSxdOTTEfKW7I5TlfmUhsIzZ5hIhjlWB+NXEz3n50zP0cZ5VyX7ptgB0T8xZhi/fhpLZ+/3GND3AkrkreawSGRtN2fXp/GLCclaPjMEoyu9xmp7zkXLhDhTRtbcLvJGQscYMcbYGgijjgcnKASfso2JNDlKAN9rU27tAiHu3lZQseM/N7gsd5C3upPL8MBvyWOEnl3zsTHYyIrdK/xxdbejEGqgsfWBQABhctI8Bt66i/1y1rnbmKrKMxfgDVTgFBG1VtvWRfLZ8KHOmvozR5VddctQbNA3z6CIfgNqHgweoFRQyVkNnklfL0meulPT7QL228gPbWrKCjrOejplfweYZShA2er/Bg/NnBH1HYFB4Zuor/l+kupV2pa/IyJscH+QHkTvEr55nEboGzlJ9UnpXHq8uVQa9/1l6Gv/ctZSKGSlkDzqoJdgSS/28ig//qZ7agSK6KZskES2CQXds0V4egSzUQHfxM+/9Ur/uejADb44LAZQ8WKHfTy+poz0vQf+NAMQe9WDYfaGa3YSDwvFDrwgMXgds+MwvU+4e3qafriefUk5XjFITtgg+mQNr2b6hHztnjWb7nYo2+eqI/wbgthveApQYyYcrTqTvUpP0kjoyVinFJG+UpP/wfbxycCxDbtis1Y3cJR0YLXadpDM8gpsLl1J84l4ACl9VGX+R7qZpRgtGh8HgAkUIav9FE3vOUcuZkSftYNQpZTT9MoHoaoPsZb7E3b/2krEKDkzpYk6j2oGYc/3zerdERkit2Ri3W1Uwvn9Y6Rs4c1vgkANPkknsymjMxE5y/lbJvgmG1nhw/bcKRGZcF/a5qk/K740m5yMvztwWRs67TRvsTH3sLjwJJvWfZ/GPB2dzxpgt5Fy+m+IHtvPEKW9z8lM388LUlyj6w2bSFOmTupME3kGtLF05lC5fEIhaEctZYzcqOvZWQfE/VEDa1JSt5ekqptuhzkHB/euRrW06cRk5J4Wqs218WDpQ/93Thx/EmdtC8QPb9feGcXzQK5YSzuwcmXXXLZp0BHDFhC945atxSnq82eCEiWWs+7qQrIG1VG9PV3oGJkH1FBas6XjxC3WUXZdG6gahTVKctQZnX7KGL587OWgZAWpwljxbT9m1qYBf0VgXQKW6id4YpZ+kgXZ2VrsCpdSspYcZZeJM6aDPC5FUTo1A2iUlD+yk7L5CovcbmGOaNEfDccjAnWpy0emreWfZKN02S9HK6BREFTXSVpHA0BEVbF6fr2XpAqtOA3Ht2R/zymuTQYJrkPKV6C6TZjpMDLdBxiqY/kfl62BdX9paSF57SPfLkWARk0SXoO+waiL/nKDtBRdOn8VtP/sdOy+NZuOM2dxdfTofrBhO4aut7Ph5bMi5vrVgLoz/FX5ySwlrmm0FhcjDBnOXjmfQw2p6XHLGLtZ9XUh6SR3V25XvgyvdJHGnN/RkAjLGqm3Iw0+rLcFDw6UuaHKlmyz6YiTX3vVu0GE2l8r+l1+jbv6iV5rw+giD9rE+1ahDDu78zVv6GCsoRB00OLAzTb+fXNhA5sBaGvcrJyujw8CzL4a9U9TNLroEZfep4qv2bJOoJepzMVUGaZvUkiQwKJhRJn0TlPrSn6e9pT0nN6/P93WgkmMTv/BzOgLxzwWTcKWpWgYrCWkFBTOxk9T1AudBNeOZ+aclzH/kbOV0PVTtqtSNpMeg8PK0vwGwfUM/4ncYRFcLqrZmUjXJXw16wbu3susmdasNe/sWPlgxnBemvhQUFArecetlza/+voAwji96xYzBYj5aSULHIYO4vfJ7lT9bCJx19IQj6STaMjvobIn8XmKjVjm0s87A65RH1JHUCGAWWrOC+8+Zx4Mbz6XTbT+q03d3RB42sLtg2uXLef2zsT1+zkoiWnDWGpx50To+WDFc6zQG/u5IyVHdfANKHtpN2d0FpBUfoq4slbGjt/HlqkFHbeuNk5bw4SnZlP9VVZ9aPiAAuR96OTDWrpPHgdoRYRx7/ORmDMJnLWklCaMPBgeFrBW+9Xea2razFIMCjUpKZyoSUssfWvR7KUX1GB5B1sBaxo/Z6pdCk9D/7Y6gNkRsigkKCpb8/JhRpcgA8xQz1qsHuK1KOSd1RXULCkIxNJO2+WXPbR6hz+lOVQ1fUj+UrgPROigIU80mlLqRSckzasb07vTZQTJuniST9iwzKCiYiZ1BDlkA1WPtxOwzNBPRlW7ywYrhSEPJ9cfvUH3qzG0JCQrR1QZTx/vNIYxUNzUvql2MujI1e/hy1aAgjcacT5TjVuoGofUl5/9xMuV/HapJY1ZQWHHxE+ydbCOpTPXbvVPeo+AtNQPMGlhLGMcXvSIwRFa3UXin/yYsuKocULsRAC25NtzpXqhzcPXEz/BGSWL2GfRd6t8ZGDFbEWwczyVr2rGcn0ruSfupqU/gi68Gs/b64ThrDaQNPImR+vwAfVaoQHHjpCUAdI1rovj5Wr5aXULyN0rfoPiB7diabRjpKoH2+5Ufqs/GSp0YTS+pI6LJwNZq45rbFlC+J1NJoTkkhkcxKy29xUFxauBbNGrTIUnYoZYeRcUHKL0pC2mXTH/3Fl5fp+qcA92hLSOW6AMGRmMEttVqSTL/wqeRKR7uuWQ+bX1N7K027SJdPvN5Xpn6N1LXC1XQVedArEnQtn0DbluN6VCBp2ysWl5EZLchax007vUxFzepfsscWMuvh6qAlTf0AFVn2YhogeYCQflVCZx08g4aSnwOVLX+vt484xnGzb+DzK/Qug7zRxXh2FQJQGykP9iEcXzQKwKDOyeGyE/VUyh6v8Hmj4vJW9SpahNQBij9B6q8wUufngkoN+qqs2zEJatB1jbEReweg8ufeF8vE1pzBZWb+1B8r/LA3DUzCle6yYAT9lF1to3+s/zakS+9+iy2DsHTXyozVdfeOMquV/mMw4MlLQUmZfcPRBowyuc8nW1rZcyoUvrPcxFhU0/cmEcT6IxXjM1Hl1yA0eQ34W0eYFL5dV8S34nBWWvw8X3jAei6WmXzRadSdcpaIdm5qS+2rHZN8Br0kLqGt2Y/qcVeLE6AtZNi/X/pq7cg6iN54DNlQG640ZyHos+u5qPmoRwaIfUWZUemSUe2CrBdE0Zw4/hPMBO6tDWfpXRd8qxqp+uCJuytgtgID/NemEDsHkMXVLX2M3Xydd3XhbQXeBBdguuvf0//vWc3DCVut0HNGBj9R2UgWvbAIBqmFBKzz6DhX35PkTCOD3pFjuGEEyKkGP+YLkk+2nrX8i4ANd3t83kLOy/zr5W7ay8OOGEfOzf1DTnPjZOW8Pym03skVWWsgurJ/lLvpK2Cw4MlGasgaeU+Sm8LPaeFudOe5+YHbwiSSwcVgOpqEjCae5ZjM6O9DC2pYuv6PBz1BjddvoDMiCYeLDuXhh1+MlBgP+hjA9bosXsNmks6MdptIbmArBWS6nECmexBttuxxXcGqV4FaiwGai9Ku9SBqicU3beJfa/m0V4ZT9IWoftARkqiMltDjHiL799G2QOqbetnzGLE2+ES6x8KP+myawvdb3zLgh1CjUmAoHLq7mzIpG2CzvMaafVl8wNLnMFv2OpoMJRKUURon/SkW+jMbSHyswTs7fKI+g0pRfXUl6eElFLnfOwlZv1eSn+fjxllkrME6n7egWdfzLfqLwbCKo/unkzUv++mydiTQU3JM9V0ZibqkuySxyopvStPi+F2d80CVT26f1sGptPEcBnkfqhcuiIPG8pZuwdsnDGboR/9F0aTPcjw9mjtC+P/jp9c8tF5KHjb8ZIzVvHpElVXYJU87z/DIK7CIHvQQR0ULMIOEKSx0BUrNTvPWWtweJDUQQGg9c1k4ncZem1vzRrcKSZmhMTWIcj52Mttk9/Xx8Rmq+3O+IJGrTUJasnR3N+kYajU6397u9DsxvpyRTbKX9CKo97QNRtVZ9so/X0+RX/aitFhEHvzPuyr40AQFBSSCxuwtwnidxra9yJ/gUdLsVmaCRkvO7V8u4X4nQb2t1O0jmR0tYE0/HmUQJTelMWOqxXTMHdINaV35QGw/Lm/A3D7y68h7ZIBr7fpY/Zvy+DGSUtIylaJxvGPrmTW+XMR3eLj+DFblTqVR3D1xM8Y9vYtFPVTbQ0MCkNHVLBy5pMhbQvjx0evCAyuZHVzbJwxm7GjtzHv89F0JpnE7jXw+DwgZbKHlnyT/dtUmbXNJbjucjVwray7pugKWHCZusHsHWp6Hoj92zJoG9dK9ThBn+VSD/SIJoOcwTXY3ILakyJ46sPz9DEWd6C1LInSm/tooVOraGvtJU/R5fQlPQvaGfr2TUHfuePyGLpi/LORmPwm7p3yHrv/mc+oU8rYXpmFMe4wSGU2a11TYlSH9tto+K3adagZ7dTFTFYCtepsGwfWZ+mAaHMLmgeYXHH3KIfufAAAEw5JREFUYs0TKTx/B0UvNfLsR1OCEq9ISNoiGDVQlYfv3ZLF+hmzALQ71w2LfoXoErj/2qL7vOAdNy+8cw5RPieqfy8bx62Lr8B5SFJ451qtpXDwvAhaKxLI+dhDsr2VPsslYnINxQ/touTpAxT9YTNmlMnm9fmcNevO7rdHGMcBvSIwWK0Y9vYt7Hx6kHJB7lQlyZZsmOwytEgLArxOqUuVDbc6gbcqWg0o6bdLb+1nMmbITvp8IXXmnTQ33mpV6XfgNEHFL/qyePpTdMabVG3NxJNoalNaSxjlpQv+AYAZoWoGrHxIyTP1kOpm5LzbdGl3YN7CEk9N/5qgoqu2igRevfE8PPVOVq8pxmiM0LOaFTsGYLgNcpd0sXtTNpFDmvQxAB0ZplZdjh1Wj7RJhp20i64+bvq9r3ZXLK+GOMO/LbtxXX/MbTswo710xUj6LjUxo0xSius5PEQG1aMc6PLNRFb7urxLicxUbc3Ufb7g9b8j7VBdo7YxB7yhdmvaMwVlLw7TRVplf1DnjbjnII9/OJUDpwmMj9Mpu7c/e2f0pfyvQ0nqo65xw+3PEcbxR6/IMSSWpMuk634f9F73Sscg+HQMhVdxHwIr9rrDkdOKu8rPsLPOK22SyMx2nXEHv6uyBUvD0ULO4BqqV2fRFSeDnLGPhMAkqBllEllnoytWhvhLZH0pqR4rtCRaj9Jr3WBRmI8KAYX/bmHHL+K0uS6omVXi+zGaJt4dkYcNXJldQec/6eQdrN04gJL7SoPyM0BIctOM79IJ1m0zn8UrJUPfvolnpr7CTYuu8h/YTU7uhrM/Ys7Hk7712sP43+Enl2PoaPcntSyjWmkjSILMUR/QVJ+4qbQRNHDjCxqx92ln/Jit/nPXRWNGmXrP3wo2wus3nLVldnDb5Pd1UBjwZjtmXBfCKzhr7EZ9rqqtmSqp2W08WVWOlgJ0zsfeoJ0Ro8OgK1aSvczUQSE6rxkzvovqsar9lk7irplRfHTRE1qFGfxPbWuZENlohAQFi/JteUtmDqwFCeVXqqAYGAC7DkT7g0Kqm40zZgNoEpKVOLS4D6C2HoVH6KBgeJTYy0Wnrw5hPxrNdt3fg966kUsm/5LYPUZQUMhcKYOCghnjDQeFXoReERgiWlTVYuZXMPp36wG1BAgskLKMUkA5HSVtFRTeuRYzyiShv1rLtm1PoutAdJBVm+EylGqyL4BYAyd7mcnA4Xsw3IIBf24LyifsvDQao8XO4ulPBSUCcwbXMHREBUaGS7MY753yHvsmqNfWtl7XTfWaZAV+rce6E+x6wLe3OTCa7Tx8nt+wxcKkd+7Aech3bIZLC51YzNCnf/kiKUX1OvlqdAraK+OJPmBgb1IJhctzvyalqF5fdyBz0tYh/InKQw7OvlPtCGWuDvC6cBtBeg+OegPhRV9XV6LSeljyRjeVWFROJ3mz/9bafnM8rf3MILZpzalCJ1CTtgqyln53KnoYPzx6RWCIzmpH1jo4cIbJc9nq8eg4ZOhBnPOJVyfjIrLbaCqSNJzmZteDJ2N0GFwzYAUA/RarG8/KC+QvVOYxxc/XatHYiMPqBqw70a4Kfyrg9HkbdfmyvV2w9hJlxPLzR28nZp9B1pdqQNYu60PjI7mYB520DFfr6RcrxmmTXUe9gchwUb09HSOvzc9ojFTy9bGnHNJ6C8mJbRScsJ973r+MvMWdui9yBteQNbAWjyIxEr8sSs+WpKGerNctupr68hQMH5Xcm+nG0WDw6U2P05WqzvXi36ZSX55C8Yl7iWw02NKsCEi5Q6rxRklOTlXsMTPK1BWZ4qZaSHUzfsxWZLJH95kztwV3iom0wcDRSlMhokEtFcSpKihbDFRnrYHRbuPwIElEs09ENr0V02nqasu0dYoh2uwzw7rrrteomeLvgzCOP3pFjsHZN0dm+Z5aY0aVsuvZEiI6lEGq5TuZ8o2g7YLmIIJMYNkzqBvYbjNprUgIIs4YHoG9XQSJoJjRXox2/1MqfqfBx3c/zqh5twepI1kcBwvdzXbBT/wxY7w4auwkbZfUnqLKuAM9Fxz1RtDMJ3NgLV7ToK4sFcMjSNoOnbGC5v7BuRXhVcsmSzLf4g8E4uqJnzH/uQk0DpRBHhwlT1ax87rcEN5HICwOiOYqCIjPb0R+khyU5znS9yb0P0ziM7HsOS+Czy5+ghbTxisNpwZVh4LKa6wZ+/ceCUyWMW4YPxyOKcFJCJEDzAUyUKvrf0gpnxZC/Bn4LWDV+t4rpfwf3zH3AFcDXuAmKeWHR/uO2KJM2W/672nvY35nTwUzyiQiwU3qe1EcHK3es6TBjoakLYL2LEHKVi/7z1CFTVnLFXuyu1zbJWesYt7no4OOz1ypvButJOKyi5/g9Pl3fGt7UzYq4VNpqFxBV7YbUR9J0b+aaXu0I2TAHQ19lkvy79zO8o0lIdWIFtuwu3EvqK3VESfsYsPaAdg6BF2xfqm17ia3PcHSibCIWz25fAciYxX6bwT+ZKUZZYJd6X1aehZh/HA41snHLuB2KeUgYDRwgxDCyjbNklKe6PtnBYVBwM+AwcAU4HkhxFEXkJ2uCM3zj2gVIb4HoJ5W0dVKSATA1mrgrYkKuuHMWicxVaHHZg2s1XUBp1y7AXeKyYHxAmGqmoudl8VgxnhDNBznfT6anI98XpIAEmouUMsTK4n4m/4TKJ7j948oeMetk4RWW2wuQf0wycjRqjjM65S6orL8yng/NyOzQ/szWOcsPnEvhkeQUO6feRw4TfDlqkE6KJQ8tY/ovGZi9xiagmwFBWEqwVcA4RFsWDsAgJGnl+qgELPPCAkK9naByHDhqDf01mhEi9AzAYu4JbrFhNhKI8gEGKDj8kbMxE6dC7KSlU9P/I/WpLwmL9j0Nozji28NDFLKainlet/rFmA7cDQV0mnAG1JKt5SyAtgJnHK073Ac9t9dHRkm7X1VEswyNImrMPD+M532LJO6aWptn7RNYMvsCA4iEjrHtHD1xM8AtMlK3dcZmiF4oD2B1y9U6tG/mLBcJxGNNhsyws+YBFVnUTXJRtVENQu5YdJHfqETn/bijsdGUHZDBvG71HkKn9qO1ylx1hp0ZPpl0lM2hupW2tuEyqX41ufemiiaB6u1dsNoFSxqX+2HGSm1rXze4k5yh1STuVJqQxvZ0UF7ZTxTrlxJd0gDvJFqe9N0mFpLc/urA3UOpivaX8qe84mX6GqD5Vc8QU7aYdwpJmvOLwDQpeVW7gSgJd9ERkiGjlC5B8+4Ft1HFpp3J7L4zOdo2qV4DQunK/LUvZunU/JkFaV35QUJ4oZx/PG9ko9CiDxgOODbQOO/hBCbhBD/LYSwJIezgaqAw/ZxhEAihLhGCLFWCLHWE63YdDJCGatKuyTqoPKGlEmdtI1up+ZUQfagg5gHndj7tNMwVJKfXq9yDL77NCa/CVeLg5c+PZOLTl9N2xAXxSfupStWapfnzevzuey9G7FltfOfpaeRsaYdxyEDwyPoV1yjBnWdQfImQeWqHJK2CjrjJOtnzGLOx5O0QGvMKvVElkmdFP+ljOb+JmZiJx+uOJGie75BntSM6XNX6sgwqR8mdaACxRXoipE4DqPyAaluPrv4CbAp7YkRNyuRVHFhPc5aAzPaS/GLDVSeH0GSo52Gme3s35ZB5kpJ2X2FnHTyDj58+VR9/mEn7cKM70J0CVzpivNgxHXiSjfJ+cRLc6FJxQVq1mJvA2+UZPCISqrOsvHG9U9y+ot3sndLFnmLOyl9OI2UonpyPvKStg6qxwm9tZmyUXDfxAVsXp/P3GnP0+8hk/kXPg1CBZuoGoMPLnqSnz1/O7dNfp+Hz3udC969lfiCRlL/GU3p7TnIZM/3uQ3D+BHwnZOPQohYYBnwoJTyHSFEBnAINSz/H5Alpfy1EOI5YJWU8j++414CPpBSzuvp3AnRfWTyw7eTVnyIg3uSMVwGxc/X6rJnUNl6i3UHij59476z+eKrwTjrDFxpZgghyYLhFpgO/3VmLzOpG2bHk2iycPosfjbndtr7mDrR2N1YNRBWAdfQERVsLM9F+LZCpV2StMXQM5PuSN0gqJ/s0lWMacWHuCrvK0ZEVTI80tB28rqNvqKxyL5tRC2NpalIIpM6EYcjuGXSB5r12R1WgjBQIzKwKMzqK6uQzDqXTPEghNRPe8u0NwQ+UpLjkMFDV83lxbMn0NknSe84WDBjvCRsjqClwNQmvZZBccnTB9j+5zTWTXyWkfNuC1GaCuOHwTGvrhRCRACLgQ+llE8d4fd5wGIp5RBf4hEp5cO+330I/FlK+VVP53fk5sjRL18alO3v7vjcHRZjEL67F4NGqjtkugtqfdya1/N5EsqFntJb+P2UhTy65AK9c3AkBJq+WojOa4YvE2nPDmY79n+rg/13dIWUJwciql8LHXvU7+N2G2Qta6D8V4kUP7SLsnv7B312wK2r2DnLn4jpzu60kLpB0NpX4EpT1z91/FoWfaHuofSSOmpL00KOKX6+lsqZmfz5yle1g/Zfzn2bP/3PDDJWo/kX3ZFSVE/ajZ2U3ph55A+E8YPgmCYfhRACeAnYHhgUhBCBe3bTgS2+1wuBnwkhHEKIfKAQWPNt3xMYFEadUkZrrqmnmDmfeMkaWKv5CQDVYwUnn6KSeUHbkHFdmgUYV2FgcwucdX5OBACHHEG+FaBu1tY8U9dj5AyuUeW/UsmQATQVSUqeDa5gfHTJBep4n6pR2jq1YxIos2YFhbgKgzGjSgFor4ynM14FmV3X+9vSdn9LSFBIKarnVxM/B5RmQceeOFI3+NStCkztCbn9keBZzj8ueJGds0Yjkz1aYq7vjS3+mpMAHBoucaWZJG0VZC8zdVAAdFCIyW8Kqmgtuz4dd6rJPe9fxuARlQA88O5MbG6hg4LN7euX4kN6+dG+PI3SGzPJ+fgIYr5h9Ap8lxzDWOCXwAQhxDe+f+cCjwkhNgshNgFnArcCSCm3Am8B24AlwA1SyqPfAT6tw7RiRffb/vpASHUjDvts1NbtpXp7ut7nthhzX68pwllnMOykXbqycsKQUjzb1BOxuciL1yFxNMigbT1L4zBQr7Dzf9IoeWIvV5yqzFKqtmaqbL6AcQHbkaU3ZlLylBpkmqYtocG3T1M/RGB0GHQ0Bm+bxu5VU/Mtbwwi6qBB4bAqhCkoPnEvzm1ReqDXbszg3ilK7cgKcPXlKay8WH3B+MeVgIpFabb0KBMHNOj6hAFvqr7IsTcz7KRdyE6D+cVqJbf76lxt/2dzCQqHqXRQ5GGDpC2C+pFeqsfYgijZFlr3JOBONfX1C6+aWcyd9jynpewAIKHcX8AFMH2ymig2rUrXGhnJ27twNBhUna1EZMLofegVBCchRB3QhspZ9Hak8tNoJ/x02hpu57HHkdraT0oZuiY8AnpFYAAQQqz9ruuf44mfSjvhp9PWcDuPPf6vbe0VtRJhhBFG70I4MIQRRhgh6E2B4R/HuwHfET+VdsJPp63hdh57/J/a2mtyDGGEEUbvQW+aMYQRRhi9BMc9MAghpgghyoQQO4UQdx/v9nSHEKLSx9f4Rgix1vdeshDiYyHEDt//Sd92nh+gXf8thKgVQmwJeO+I7RIKz/j6eJMQYkQvaOufhRD7u3FjrN/d42trmRBi8o/YzhwhxGdCiG1CiK1CiJt97/eqfj1KO49dn0opj9s/wAbsAgqASGAjMOh4tukIbawEUru99xhwt+/13cCjx6Fd44ERwJZvaxdwLvABSmVxNLC6F7T1z8AdR/jsIN994ADyffeH7UdqZxYwwvc6Dij3tadX9etR2nnM+vR4zxhOAXZKKXdLKT3AG6iy7d6OacC/fK//BVz4YzdASvkF0NDt7Z7aNQ2YKxVWAYndKO0/KHpoa0/43mX7xwqyZ4mBXtWvR2lnT/jefXq8A8N3KtE+zpDAR0KIdUKIa3zvZUgpq32va1DqVr0BPbWrt/bz/7ps/4dGN4mBXtuvx1IKIRDHOzD8FDBOSjkCOAelXjU+8JdSzdV63dZOb21XAF4A+gMnAtVAr/Gm80kMzAdukVI2B/6uN/XrEdp5zPr0eAeG/UBOwM99fe/1Gkgp9/v+rwXeRU3BDlpTRt//tcevhUHoqV29rp+llAellF4ppQm8iH9qe1zb6pMYmA+8KqV8x/d2r+vXI7XzWPbp8Q4MXwOFQoh8IUQkSity4XFuk4YQIkYIEWe9BiahyssXAlf6PnYlsOD4tDAEPbVrIXCFL4s+GmgKmBofFxzrsv1j1KYjSgzQy/q1p3Ye0z79MbKo35JhPReVVd0F3He829OtbQWobO5GYKvVPiAF+BTYAXwCJB+Htr2Omi52otaMV/fULlTWfI6vjzcDI3tBW//ta8sm342bFfD5+3xtLQPO+RHbOQ61TNgEfOP7d25v69ejtPOY9WmY+RhGGGGE4HgvJcIII4xeiHBgCCOMMEIQDgxhhBFGCMKBIYwwwghBODCEEUYYIQgHhjDCCCME4cAQRhhhhCAcGMIII4wQ/H8fuhimcT7vyAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "imshow((tile_1[0] - tile_3[0]) * 100)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## UInt 16 dataset\n", | |
| "\n", | |
| "```\n", | |
| "{\"blockxsize\": 512, \"blockysize\": 512, \"bounds\": [399960.0, 5290200.0, 509760.0, 5400000.0], \"colorinterp\": [\"gray\"], \"compress\": \"deflate\", \"count\": 1, \"crs\": \"EPSG:32619\", \"descriptions\": [null], \"driver\": \"GTiff\", \"dtype\": \"uint16\", \"height\": 10980, \"indexes\": [1], \"interleave\": \"band\", \"lnglat\": [-69.60816422063394, 48.25750287610834], \"mask_flags\": [[\"nodata\"]], \"nodata\": 0.0, \"res\": [10.0, 10.0], \"shape\": [10980, 10980], \"tiled\": true, \"transform\": [10.0, 0.0, 399960.0, 0.0, -10.0, 5400000.0, 0.0, 0.0, 1.0], \"units\": [null], \"width\": 10980}\n", | |
| "```\n", | |
| "\n", | |
| "#### Summary\n", | |
| "- forced overiew and non-forced overview results are equal\n", | |
| "- gdal/rasterio difference are low" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 357, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Selecting overview level 2 for https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/sentinel-2/B02.tif\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "src_path = \"https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/sentinel-2/B02.tif\"\n", | |
| "\n", | |
| "x, y, z = 314, 354, 10\n", | |
| "\n", | |
| "# Force OVERVIEW Dataset\n", | |
| "with tileReader(src_path, x, y, z) as dst:\n", | |
| " tile_0, mask_0 = dst.read(resampling_method=\"nearest\", warp_vrt_option=dict(SOURCE_EXTRA=1))\n", | |
| "\n", | |
| "# Let GDAL handle the overview fetching\n", | |
| "bounds = mercantile.xy_bounds(mercantile.Tile(x=x, y=y, z=z))\n", | |
| "with rasterio.open(src_path) as src_dst:\n", | |
| " tile_1, mask_1 = tile_read(src_dst, bounds, 256, 256, resampling_method=\"nearest\", warp_vrt_option=dict(SOURCE_EXTRA=1))\n", | |
| "\n", | |
| "imshow((tile_0[0] - tile_1[0]) * 100)\n", | |
| "\n", | |
| "# Check if array are equal !\n", | |
| "numpy.testing.assert_array_equal(tile_0, tile_1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 358, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Creating output file that is 256P x 256L.\n", | |
| "Processing /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/sentinel-2/B02.tif [1/1] : 0Using internal nodata values (e.g. 0) for image /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/sentinel-2/B02.tif.\n", | |
| "Copying nodata values from source /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/sentinel-2/B02.tif to destination 10-314-354.tif.\n", | |
| "...10...20...30...40...50...60...70...80...90...100 - done.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!rm \"10-314-354.tif\"\n", | |
| "!gdalwarp -t_srs EPSG:3857 -te -7748880.179438028 6144314.081675607 -7709744.420956017 6183449.840157617 -ts 256 256 -r near /vsicurl/https://s3-us-west-2.amazonaws.com/remotepixel-pub/data/sentinel-2/B02.tif 10-314-354.tif" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 359, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x12d371150>" | |
| ] | |
| }, | |
| "execution_count": 359, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "with rasterio.open(\"10-314-354.tif\") as src_dst:\n", | |
| " tile_3 = src_dst.read()\n", | |
| "\n", | |
| "# Show GDAL - Rasterio diff\n", | |
| "imshow((tile_0[0] - tile_3[0]) * 100)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.7.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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