{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Masking / clipping raster\n", "\n", "One common task in raster processing is to clip raster files based on a Polygon. The following example shows how to clip a large raster based on a bounding box around Helsinki Region.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Import modules and specify the input and output filepaths" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "from rasterio.plot import show\n", "from rasterio.plot import show_hist\n", "from rasterio.mask import mask\n", "from shapely.geometry import box\n", "import geopandas as gpd\n", "from fiona.crs import from_epsg\n", "import pycrs\n", "import os\n", "%matplotlib inline\n", "\n", "# Data dir\n", "data_dir = \"L5_data\"\n", "\n", "# Input raster \n", "fp = os.path.join(data_dir, \"p188r018_7t20020529_z34__LV-FIN.tif\")\n", "\n", "# Output raster\n", "out_tif = os.path.join(data_dir, \"Helsinki_Masked.tif\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's start by opening the raster in read mode and visualizing it (using specific colormap called `terrain`):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUAAAAD8CAYAAAAG730QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJAAFQYhaJAAFQYhaJAAFQYha/g9ROfW6uMsQsAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read the data\n", "data = rasterio.open(fp)\n", "\n", "# Visualize the NIR band\n", "show((data, 4), cmap='terrain')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okey, as you can see, we have a huge raster file where we can see the coastlines of Finland and Estonia. What we want to do next is to create a bounding box around Helsinki region and clip the raster based on that.\n", "\n", "- Next, we need to create a bounding box for our area of interest with Shapely." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# WGS84 coordinates\n", "minx, miny = 24.60, 60.00\n", "maxx, maxy = 25.22, 60.35\n", "bbox = box(minx, miny, maxx, maxy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Create a GeoDataFrame from the bounding box" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " geometry\n", "0 POLYGON ((25.22 60, 25.22 60.35, 24.6 60.35, 2...\n" ] } ], "source": [ "geo = gpd.GeoDataFrame({'geometry': bbox}, index=[0], crs=from_epsg(4326))\n", "print(geo)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see now we have a GeoDataFrame with Polygon inside. To be able to clip the raster with this Polygon, it is required that the data has identical coordinate reference system.\n", "\n", "- Re-project into the same coordinate system as the raster data. We can access the crs of the raster using attribute `.crs.data`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:32634'}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Project the Polygon into same CRS as the grid \n", "geo = geo.to_crs(crs=data.crs.data)\n", "\n", "# Print crs\n", "geo.crs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Next we need to get the coordinates of the geometry in such a format that rasterio wants them. This can be conducted easily with following function:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def getFeatures(gdf):\n", " \"\"\"Function to parse features from GeoDataFrame in such a manner that rasterio wants them\"\"\"\n", " import json\n", " return [json.loads(gdf.to_json())['features'][0]['geometry']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Get the geometry coordinates by using the function." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[{'type': 'Polygon', 'coordinates': [[[735275.3533476053, 6658919.843253607], [732783.55612074, 6697846.086795722], [698608.1329965619, 6695816.080575278], [700733.5832412266, 6656875.248540204], [735275.3533476053, 6658919.843253607]]]}]\n" ] } ], "source": [ "coords = getFeatures(geo)\n", "print(coords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, as we can see rasterio wants to have the coordinates of the Polygon in `GeoJSON` format.\n", "\n", "- Now we are ready to clip the raster with the polygon using the `coords` variable that we just created. Clipping the raster can be done easily with the `mask` function that we imported in the beginning from `rasterio`, and specifying ``clip=True``.\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Clip the raster with Polygon\n", "out_img, out_transform = mask(dataset=data, shapes=coords, crop=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Next, we need to modify the metadata. Let's start by copying the metadata from the original data file." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'driver': 'GTiff', 'dtype': 'uint8', 'nodata': None, 'width': 8877, 'height': 8106, 'count': 7, 'crs': CRS({'init': 'epsg:32634'}), 'transform': Affine(28.5, 0.0, 600466.5,\n", " 0.0, -28.5, 6784966.5)}\n" ] } ], "source": [ "# Copy the metadata\n", "out_meta = data.meta.copy()\n", "print(out_meta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Next we need to parse the EPSG value from the CRS so that we can create a `Proj4` -string using `PyCRS` library (to ensure that the projection information is saved correctly)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "32634\n" ] } ], "source": [ "# Parse EPSG code\n", "epsg_code = int(data.crs.data['init'][5:])\n", "print(epsg_code)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Now we need to update the metadata with new dimensions, transform (affine) and CRS (as Proj4 text):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "out_meta.update({\"driver\": \"GTiff\",\n", " \"height\": out_img.shape[1],\n", " \"width\": out_img.shape[2],\n", " \"transform\": out_transform,\n", " \"crs\": pycrs.parser.from_epsg_code(epsg_code).to_proj4()}\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Finally, we can save the clipped raster to disk with following command:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "with rasterio.open(out_tif, \"w\", **out_meta) as dest:\n", " dest.write(out_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's still check that the result is correct by plotting our new clipped raster." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQgAAAD8CAYAAACLgjpEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXt4U2W69/9ZyUqymiZt2qZtem6hhXIolDMMoBylHhAZ\nYSujjLgdFUccxRGFwQMqDiioMDIjngYcRtEBBxTUMkVAAQEBKXJqaaGlx7RN27RJ05VkJev3x8rU\nuX7vO3t0/7bv3r/Xfq8rV+HJypN1eO77ue/vfYigqiq96EUvevG/g+6/+wR60Yte/M9Fr4LoRS96\n8U/RqyB60Yte/FP0Kohe9KIX/xS9CqIXvejFP0WvguhFL3rxT9GrIHrRi178U/QqiF70ohf/FL0K\nohe96MU/hfjffQL/JyGKFtVkSvjvPo1e9OJ7ozsuHlWvB7ELhBBRUgdWnR5XaxKSu/17zeX3t6Io\nXuG7HPujUhAmUwIDBiz/7z6NXvxI8c3rXxO8sISnJ29BFASe/GAZoaggw8YtZ5LVystfzgFjm3Zw\n0j7tb/UCpLp41EwnKBYIxEP2ZjYWdlImy7z854cYsG3b9zqPCxee+87H/qgURC968Z/ByRfbSYmr\npbEjmXlpXezu6MAuilTJYWbGRQPgDYfZX1XA0wVVlMkyZ2UZuyiy/8J0pIwdyLWzmW65SEmf19nd\nEQAgZG2Hfi9x6thTnLJUUlCwiTNVE0F2aF/sLgRjG/KkDdqYawKIXqhewIJyE+kTHkLV6X/Qa+9V\nEL34vxYNf/yGxtrJAMzsf4xdFyZS0PczzhxfBqkfkZhUiicUYoAkcercbRQV/oXiulRwF3LpurOM\nLSsjX5Kw+nxkG6No1AXYeiUZlL6kpZ5F0gex6HSc6u6m6pNnIbOKP7edpK/JRFFMDNNiYsg1fcEb\nNWngmkBJYynhiTZ+WVdDVyjMccXCwjSRzaZlyMdf5czxTIj/SlMCrgmQtA991UxCkhM6B2rjme9C\n2VLU6FZqTz4LY9fD+8k/2D3sVRC9+B+Nk6+ehoYbQRcgI2sPteV3IPV9C/nKLbw18Qhnu7vZ3dFB\nxZWrwZsLugAoFqT+65E70nrM8l31lbwz/hx2MZ0ZV/aBuYYW10CIOY8CxJxO5lz/bu17+n5AUYUO\nTyhEtE7j8R0GA4LUTHaMmyp3ElGCwPSYGLY2GpifKlA2dj1x1kYmWeN442I2J5NKsen1/HHXU4yb\ntpRT0b9Grp2N4Q+T+dn1T7GlQSRj1GMc84oUREVxXPSBsQ2h9lpGTl7C8bIbQbEQytuKVHojiiSh\nDwTxy4sgfzWULUUofBjjvjXAez/Y/Rd+TOXe0dFZai8H8X8GbZvOUNWcD7KDuLTPaL8yi5ScXVh0\nOirO3QWWSsb1PcwNsbEs/9tCyN5MQWIjF0pWIU5cjFw1H4CJg//K8a4u5JAemqcgVl6HknqWeSM+\nYOvxecwdtRU5HOaAx0O2ycSZM3dq5njuBgriPIjAJKuVC7JMsTOGuWldHPB4sOh01Hz+IuFxD6D6\n0pGi63kxPZ3HGxrIlyRO+XzEiSLeUIhpMTHsqItnoqOZUp+P8RYLVr2eba0eUkwC6QYDxy8WYc3c\nyeCoKORwmG5VJdtopPjyYKxJR/E0TENKKdGuy34Iyh6FpAN8MOkrNre2suvUXLBUagrNUgm+TGgb\nDZITYs5D9c8hpgwUCyZnLP54PZa6TrzpMYx49Z3v9WwuXHiOrq4rvSRlL/6/wfxOOQedSQiWy6gX\nH4LUjyhKddGqKORLEltKrwFHMZMTQoyNjuaUz0eUTscFWabKma9NEoinvWkMDww7SJksUXLwaazD\nH6HQbGZdRiYbmpsxNUcRP6wWOawjNOEhFicls6Y8Hqn/em6Pz2CS1cpIs5nt9hNEF3zN/PgExn88\nDxQLFp2ObVUZIDk548rUhCvmPImWNsCANxzm5X2LmH/VOtb3F9jeHsSlKIyNjaUqaw905pOXWEVF\nxS2sFj8gX5LIlyRyTSZaFIViZww7vrkHBj5DusGK02AgURTZ0iCSbxOZFxfHUxcSScz+CE9I5Wx3\nNw6DgYr6EcwefJli2YGk02HL2E9t/dXQNprFo4t52fUlS0bt54AnzK5Tc3l7yl7uONpPIyndhWCu\n0V6BeM2CynxP+zfg910DYQVvHwViDv2ga6BXQfxfiOEfXEEOh7Hp9Zzw+Ug3Gqn2+1mbns7Glha2\nNqm82MdCXSCARa/nTZeL9k+fRR5SDM1TwFZKXNaHSH4d8zLakVUbk6Z+wDSrlUkXfWzOzmZFQwOL\nR+7DGxax6U1kG41MsFhY2djI82lprNRVctwVr+1+ioVXjs3SdsPMdwmqKmWyTHFHB4+npLAps4pZ\ntljuticyYsuDrMn+k0bOnVvO/QftzLxhBXZR5JDXS39JYvz+PKYP28KK1FTcoTgOJZdTcfxpUkY8\nQaxejz8cJt0ocfDySE3gcjf03IODX/+CuWPeZktKJlLLIbh8DxXS6+DLpPbIK2RPeoQyWeaIxw9h\nI/PSutjqOg+BeGbZovGGw7QoCujClJX9G0+FjWCpJN1g4FRNEb8fd4bNra1UVP+cjcn3g2JhgsXC\njtIbwfUTMLqRdDpmF37Erg6Zsos3YfvaTuPEIHcP/pqz3d2c8h1Bbh2hnbvsgMx3EcrvRR30IsK5\nX6PGXtbupbtQc6u48oOtpV4F8T8ID/+tjb2dnRzyeqnoDiEcX4866EWW5fp4Ycdyrit6nF3tXcQZ\nVG6y2WgMBqkPBrGLIoqqIgoCImDRRaGoKrKqcqTdQKLZQ4Iosr29na2tHj4f3IcyWUYUBDa2tNDS\nMAHSvw2vvT26mjsuWhkXp81t0etxBoNMq6hgYWIi6QYDRbGxjI2Oxh0K4QwG2dDSwqLERHJNJqoD\nASr9fs1cDhuZ2fcca9M7GLp+PvLozcieHOSyR5l028tU+/3gzWXj/l/xVms05O0GZ5FGyNkP8Yur\nz2LVmXjw8xkY+r5FVaeNovwvON0ts7m1lTfqdGRYwxiGLsMZVGk8sxjMNVQZ28BcgxBThtqZz2pn\nGarrJ4jN2Vh0OqTSK+AuJHHwS9j0erwFL9NYNZODXz2k+fjeXFAsVMacB0cxiWYvy+rdVDXnMzH9\nMtTczswR71Dq8zHJauVoVxjaRrOmaS9lnRIZ4x6gtnEM5647waAvMzVBT93NO+PPcbYbXIrCc6mp\n3Ow8j7vPBN5pa+NMYx7W+LPIJ1/RyErQ7mHNz1CTj4E3FzXjU2iegjRgDcrB4SipX/2ga7JXQfwX\n4+T6WvJiO6gNBJC7E0F2MDPrCruO3Yt14Fo8zWNBF0D6eg7yTzZogtA8hckDSniotptpVitr09OZ\n9eEdqP1f461BIe46Z4bEC+w6eRtC7h/whgU2NXWDawIZGfu5ITaWaVYrS+vrsej12EURm17Pka4u\n0ClYdDpmxsYywmxmd0cHV3+RzZ6JVTz+7CzkO3/PzLxT7Go/RF6UnorTD9JfcjIvWWDrsbuxjHir\nR0ncHh9PrsnEhpYWjnZ1oagqezs7+XVyMrkmE4e8XuyiiCQIWHQ6xPhKfmG3s6p0DPnSaeQ+lczL\nasIuitjznsYZjGJpfT0oZhC9qHo9BX0/Y9LQY0g6HTvdbjYemw/xXzF/5F/ZUpdGYoyT4sujmdn3\nHG/se4RRY59B0plYnZ7OSLOZ/m37epTS2Oholn/xS/BlomZvBkBxXGTTwfs0c11ysqDgAja9nuWf\nPKJFCIxtmhWVtA/chRz/ehGGpmTajEZacnYRl/YZB7+5E2ylHO3qwhMKseXET0nst5kPZ71NdSCR\nlUojGzKzmHXsZwz64l3y0k5SAXD5Hm475gVvLvNH/pVrDRb0F+5GcrczyWLhhvxmVjXoNKvLVqoR\nrqIXwkbEmrEoqWc1RWM/BCWrmD33abaVD/1B13MvSRnByfW19F81ivJ5g6DfSxpJ5C4kJWcXjY2j\nwJfJc2O/YPkXN2kLqeFGzUcMGzGUzyAYF9QenLkGZAf52V9QVjOWk1c3sdnl4pXP7wUgcchqNmZm\ncvOhSNjKUgkNNzJzxDvsqk9gfqab6kCAgw3pTE6rZ/+p+eAeAul/hbbRGAY9R9CTA5fv4cXrNjDS\nbGZrexvV/gAZRiNvXLbz2YgQkk6Hoqpsbm3FotNhF0UmWCy4QyGCqspsm41Zly4BcLq7m4V2O799\n52HM05difmUBgWgz6Qvf5PaEBDY8MI6VG0/wpstFXSDAgoQEdnd0IIfDVPr9OAwGLDod02JiGBwV\nxQGPh7Pd3Vj0eg55vRTFxOBSFI6cvoPJw7awvzaHuTm12PR63jjwK+1+yg7QBXiioEpTIKJIviQx\n4nA0+DJZMuIwuzo6mGS1sLFeIS7Kw0izGZei8IjDwYLqam6y2Xg/O4dXXS38uq4O/9ENqCY/eWOW\nUXFhPnQOZPakZ/i0owO54j6QnAj1U1HjKrSd2lbK/MFfMsFi4d7in7NsypsArDrbB5qnMGzEiwCc\n6gpC22gKMk4x3hJNgRSFS1F45q+/4d9nPs0bZf2QEo9g1Ws5Ci1nHwbZgf1sDR3z1/NIcjKvvLmQ\nUfNeZH9TLDNTPOw6di9vF/2FOy66yY+RKTvxG0j9CMJG9oxrYcaO+dpaG7qMtenpPFgyj8VXbSbZ\nYGDbDY7vJQffh6T8USkIIS9PLfjweqr9fjzV/6YJs7sQRC/5+X9BfWwq5bcM0zS3LqC9byvVYtLe\nXJ6Y/iordz6OOuhFbUFJTu04dyEPDDrHK1dMPSE5Ogdqmt+nMPnaJyg5NR+S9jEupRZFVTneppnf\nKbFNNLYM6CGgFg8+z6ednZR9tYIl019mTWMrfL0Bkg5ou5s3F9HZD8VxkbxBb1HhiYLzT0Kf18lP\nqiZKEHAqCkUxMQD8wm5nRUMDt8bH4w2HmWSxUOn3s7GlBZsokiDq2XjsJlL6v80ki4WtJ2/m7tE7\necPpg29egLDIWzev4v6aGs0i8mVCXSTjT/Qyc8Q7nPD5KIqJQVFVHAYD1YEAcjishSBzcxn0t3wM\nGTsIXrqLtyaXcFdVvXZN9i8haR9Fjk6KG+xMT2khX5KQdDpuj49n6JkrJEoBWmQjuAuZnnOGkjOz\nWTJmD4uSkripspKVaWncdOkSwYr7tJ1X9GK1f814i4XiZkk7X2eRtgB0AS7N+YS+++zas3MWgbkG\nS+kQBvzbCyx1OLh5+8NMvnoZI81m9nZ28s2+FwglXgDJyWs/OcHm1laO1A6AsFFbN46LDJAkRprN\nvNeuWQLb3W5yTSYAFFXlSO0A8lPPUr17BcHoaAZOeZS6QIDHHA6WXmnXLBbXBEwuPf7hW7T/RzYP\n09nrMU9fSvvpp7TNBHhiXAnOYJCpVitROh3PTLN9Lzn4PgriOxVrCYJgEwRhuyAIZYIgXBAEYVxk\n/IHI2DlBEF6IjBkFQdgkCMIZQRBOC4Iw6R/mOSAIQrkgCKWRV1Jk3CQIwvuCIFQKgnBMEITsf/jM\nHYIgVERed/zDeE7k2MrIZ43/8kJEDy5FweO8ChzFxCUf00xJRzHtr95F+QPtmuBnvqsdb2xDsFwG\nRzHISYiAKMs9SoGypZqwWCp55eRUMLZhPZeA0OdNrszfRMqYxcy8YQUlV/r3KJwjTckc9wbAWcSL\n/WBsdDTIDvaMr+f3Iy7hDYeZbbOx7Jp1PBFt15TTkKXagrGVQsx5rr3+KQgbqWjqD8AHP90AkpNy\nWcai15NtNFIXCLDps+WM/3QidlGkOhDgRFcXN1RWsrm1lQV2O9vb29l4chroAjQef56tVRkQiMcZ\nDDIv0RQ55zruOh3La1lZvDcgGsJGniv6HXeOfwvl5iPsOvIA06xWREFgUFQUNr2eVzIyWJeRQX9J\n4kx3NziK0X32AhjbWFhTA5WLYPCTWPv8mSf6hpgbF0dlfJjivDyWyDEaJxAOg+xADoc1nzvxCCWN\niUwc/FecwSCLampwKgorGhpYkZLCzBHvkJF2mNl9KpkTF8cBj0d7Pt5cbSeWnGBso+9HYxGSDsDF\nh7QNoG003QkJHD8/h0fq6iB9OyKw5kIGdcEgV13zG0jax+zB+7i3NIkz7y9h/dAmbe2Yayg78Rt2\nXM5l5ab7GRutkZj5ksShz57nYOnPmWCx8MHINqIEAXnCS/zmp7/FpSi0n1zDzNhY7RzDRlZf+wr+\nzCoMp+/QnrU3F6FqLnfe8jybs7OZOf5Fhg3Yxp0jPman280bZ4dz0udjXXPzdxHh/zS+kwUhCMLb\nwEFVVd+MCKIZGAYsB65XVdUvCEKSqqrNgiDcD4xUVfXOiAL4FBilqmpYEIQDwCOqqp74f83/S2CI\nqqoLBUG4FZitquotgiDEAyeAkYAKnARGqKraLgjCX4C/qqr6niAIG4HTqqq++h9dh3FQkhpcu77H\nv5to03GwTdSUgmvCtymujmK4fE+PFh81cDtFsbFsdrkYFBVFcbNEXHQrN9lsbDo1nYUj9rLx05Xg\n+Jv2+bbRPRlxk/OOIILmryo6bddK2geX72HmqE3sqsrTFnHbaPbMfZV2RWFxXR2N9eOZn/8NW86P\n1CwPq4kjh5/VFnXqR5qlkr6dDwtMzCpvxFL8KHlzn6fQbKbS7+dgm8jCNJHTvm6OXBrP7PyvKPX5\nkFUVhyjymMPBWy4XJVUFIHqJSzhHe3seOfbLrE1PxxsOI4fDPPjHXyL3KyWxz3ZaLs/R3KjKRSye\n9hJ/XnMLKx7fSbrRiEWno0yWmWCxUCBF4VHDuCICbNPrcSkKLkVhqcNBXTDIHfumgbmG1hlNbGhu\nJu+9JhyZVtqnJrC2qQlnMIg7FGJhYiKrvh4JzVNIHPkoLQF4p28Ga51Okg0G7rbbWdfcjE2vZ9ep\nuQwb9A4TLBaKOzs160qx8Pv+Aq+0tFDWKcHZlRAWwfYNSE7ycz8hURSJ1uk0pQKEgDk2G+2hEAc8\nHlIMBnJNJvSCwLWxsTx4OpnEpFIeT0lhrdOJTRQ505oAgXieHtDCmy4X6UYjR07fgZD7B1amplId\nCOAwGHj24GyQHYjuGOIuXcK9YAPBK7cwbsAuKv1+unc+jnfCX7X1B5C/GuHMMtToVqxDVuDpzO5Z\np08XVGETRf50XdK/lOF/xH+pBSEIQixwFfAWgKqqAVVV3cB9wGpVVf2R8b+rsoHAvn8Yc6MJ+H+E\nWcDbkX9vB6YKgiAAM4ASVVXbVFVtB0qAosh7UyLHEvnsTf/yYutjwDWBnJenQ9jIwYZ08OaiP/2Y\nJqR9XgddgJSES9DndQytWp79cWcmKxsbWZOeTnGDHaoXYNPr2drWhqlyBBuPXweWy2A/hCFjhyZE\nrgngLKJSlik5NZ8FCQkMizZgTf8EFAticzaSTkfU8dk9/vcBj4cmReHBpCSIOc+WBpHE9H1QvYCz\n3d3a+ZlruDOrg7ev2Ul+vIvucBj98efxDinj1IW5bDoynwkWC09nRWHV6RlqjmLxkFJ2fFPEqrQ0\n8iWJblXlnbY2nk1LIy/tJBmJF2gPCszNaqI6EOCh2lrWNjVx75cjkSe8xORBH9PijUesGastXHMN\nLzd4yf3lH3tIUVlVSRBFNre2UuL1sK6pCYfBwLSIqwNavcJOt5tBp7uZOWwbmGso7uzkFqfI4LEO\nzh1vZkBlgHxJIttk4iabDVEQeG/8OV684SX25uVxd5KNN10uTrVbKW6W2NzaSqnPR5ksM33o+1yQ\nZQAqWnIQjG5mp3p5qK6OcdHRJJq9miURfwJ0AUb1K6asORtJEOgIhVjicCCH9DhEka0tfoorh5Nt\nMlElhylpD7H3k2dY0dDA5KxyWi4u4MErjbhDIc54BExHHwRzDQqwITOTI5fGI7QOQu3MZ6fbzdjo\naByiCOnbod9LzJ/1LC2DBhFsHQGpH+FSFFpKn8Q7pIysTQWaOyF6OT3CCsDciS+TZjRqCVY1P4Pm\nKZzw+VjX1MTJ++f+q6X/n8Z3cTFygBZgkyAIpwRBeFMQhGigHzAxYuZ/LgjCqMjxp4EbBUEQBUHI\nAUYAGf8w39sR9+KJiKADpAG1AKqqKkAHkPCP4xHURcYSAHfk2H8c/w/hTwpB+nYUScIqdWqDvkxC\nfT/QfMrzT6JvGYBLUcCbS37R45riCMRjF0VuPTwILt9D3tD1VLn6ILeMwz92PbgLuXvCH8FdSLD8\nQe0zA58BWym1l25GdPbjvfZ2TjXmAVAQ52HUjOXY9Hq6C45w6ad7uXPyGlYdvYadbjdLP/41kxO7\noXoBI8xmFo7Ziefy7Szr54awkWyjkTsqmyn7ci23XqolNPR5jfPw5kL6dkaazVgiBFm1P8DRri6G\n9f+Q99vbqfb7udtup7izkxUNDSx1OKhtz2BybBSDJQm1bSQjo6NJMxg0S8o1gcZgEFwTiLrqYS0E\n2DmQcbHao9vb2YleEBAFgRSDgXSjkTJZpi4YZGVjI4e8Xo37sFqRw2E2tLRweojETTYbZbFdTO4U\nGSXU09HmZ+IN2SjBsEZ2ShKNwSB7Ozs5J8uMj3AntYGARtyGjVpmZWQJ2fR6SmpzGCBJFHd2srCv\ni7HR0SiqyiSLBbso0lL6pMb1WCohbORMdzejHDUc9HppD4VQVBXCRpyKormOQJmzH1QvYFysgGIJ\n0944EUVVycn/E5Njo8g2mRBEH5nXPs7khBDvtbUx6+AApLNTUDM+ZfUADzfExlLq83H/8QEYolqg\nbTQ73W7If6HnXlZ99jzISaBYuDK1AKE9D7FTYswrd6BmfcitcXGUeXXMnPoYl36+kdeK/sR4i4Wq\nThv1t32/TMrvg++iIERgOPCqqqrDgC5gaWQ8HhgLLAH+EhH4P6IJ7AlgHfAlmtUGcJuqqoOAiZHX\n/P+6S/nfQxCEewRBOCEIwgncWmhQeeQ9PGd/oy0yc40mXOYaLfc9Yz92UQRHMWc6TNqu7S5kktXK\nvEGHwVFMRcVsqFyEvmJeD7n4xt7faAIqO7Rd6u9RDsmJkv8XbfEF4nkjK4vCKC1P4Y3qGBIzi1nR\n0MCm01dD6kcaJ+EoZn/FOIT8Fyiu7sfG8mzmD9/N0a4u8OayubWV6XF6zdU4/ySTkzsgEM+e2VtY\n1kdhXXMzR7u6sOh0ZBiNHDn4PDZR5ERXFyadjmq/n0kWC+Oioyn1+Zif6eZsdzeiIPD2cBd2UcSq\n1yOIPnBN4P2cHOYV7MfjGq75zJKTwVFRZBuN7PjTryiXZUTocSMqZZndHR1kG4280exmd0cHp7p9\nlHZ3c6BfP7KNRhYkJJA3LJHUilg85x9hojCCwrpbGFL+K/qX+jjg9fJ8WhqPJCczyWLhvitXONrV\npRVTRaJI+f12MiY6Gotez/E6ra7iVP0gKrpDHPN2MclqZVpMDCUtUaypiNOiU+YabWHYDyG3jMOl\nKMgV9zHdauVNl4tRMaAH7Tvsh8hIvMCScbs4uu8FrMMfoSDrGAcPPUNjMMjOvn2RBAHVPYSKjlgs\nOh2FZjME4pFtNvJySqgO+HnqXBpnZRlkhza36KXdb+ohI49UTGbJnNW8dfMqkJxE1wdRk4+hJFXj\nt1rBm4szGARg17mpTCov54TPR0coBLKDtB0TfzD5+S4Kog6oU1X1WOT/29EURh0aB6CqqvoVEAbs\nqqoqqqouVlW1UFXVWYANuAigqmp95K8HeBcYHZmznoiVIQiCCMQCrf84HkF6ZKwVsEWO/cfx/wWq\nqr6uqupIVVVHmoIx5GzroF1RNDfAm4sh4STYD5GT/ycY8ii4JuA8tK4nxXVycgeEjWwrWaWReLoA\neHMxubsJxdWiv3B3Txwf9xCwVCJkvqfNLzm13aptNO2nnmN635Pc+vkYtrW3MzY6GoO1ihZ3Jlsu\np2M9OQg6B7Lq6DXMHXAcwkZMgsDC/tVICSdxGAzaTq5YqGrOZ3BUFATiSRn2LPsrxkHmu8z4+HpW\nHfop+ZKkseddXbxRvBIKH6LU52NhYiLXxsRwW0ICRbGxbHe7OeT1MjY6mklWK5JOh8NgYG9nJ8Ud\nHTgMBlJGPcbQIwa2Nho0padYIHcDRTExvNfejnfs33jT5WJNUxNBVdXyHwSBfEnikbo6Pu6XjSek\n7Q/nwumkXPLjDoWor+hAv0+hro+bnCHrNGWtC8DAZ1ifE2Spw0Fpdzd1wSBTj8WyMDGR1WlpUL1A\ne9lKKfPqONfdTbuikJJ8GgAh/gTv9M3gVIeJDc3NSILAx4M115LL94CtFMOFmczOrgFjG43BIAUF\nm9jd0UFL3RSOewM9dR9WMUxdhAspnPQInpqb8IZC5IxeinzyFWK/PsuipCReHNwG559k15UstrX4\nEZrG8Pac1dhFkQyDkZk5FaxISQFArr+eyTlnyIvWrFnDpfHgmsCqBhd3ffggdA5EttnAXYjUfz1n\n7/w9+pYB/LmtTbtHMee5MrgASRB4Ycdyjc9w9vsOYvyfw79UEKqqOoFaQRD6R4amAueBncBkAEEQ\n+gFGwCUIgjnigiAIwnRAUVX1fMTlsEfGDcANwNnInB8Bf49QzAH2qRp7uge4RhCEOEEQ4oBrgD2R\n9/ZHjiXy2Q//1bX4EwQmvbBPC9eJXkjaR7C9AHQBqkofJcesaA9hzP1YzS5QLOxvTIRAPEIohGD7\nBmQHhpY4Mg9+AZZKQtFdYK7T5sv9A7av7ahtI6F6AQXJV0B2ILTnQfxXlJy+BVI/wjukEG84zIKE\nBPRnFjM3pxbp5lUac539J7admgnmGu6224kSdBzo359dHR0sTkoicfjjrB7UysuHfga+TC3TTbFo\n4bzOfEw1Obzx5e3s+HIRxTXZMHwRcQaVN7OyOOj1stfj4S2Xi1+XZvJQUhLVgQD3Hx+AHA5zoquL\nHe52FFUlzWhkod3OBIuFjMQL0HAjw0atgtwN0Daa0u5u1JpbmZxzhqNdXcy22TAIAhMsFq03wuHl\nhD9+mnVNTcinVzFAisKRZcViM9L3bDeZF4ayr/0Kb5t9rEhNhfiv+Py6vTydEctSh4PdbjdlssyD\n5SpF2Rep9PvR//k67Vojbt/TGbG0KAqTrFach9YxymJkUWKittv6MsmXJO69KGPR6TRry5cJzVMI\n9t/DofXR+qaaAAAgAElEQVTzwV3IAnsC3lCIbJMJkvaRYhLIN4sgevEEJB5JTuaNGom6YJD5Qw7g\nDoVwKQrzpj7BE2mJmqsny4ya8Cjj0i5B8xTUvu/QGAySbTSy/MtpHPB4uPpAP1LytoK7kP21OVQH\nAhCIJzg0Qr013KhtJo5iQlFBsFQi185m0NcuplzzG+34ujnEfHYzt1VX8eqO5YSGPQtto1Fsnf9q\n6f+n8V17Uj4AvCMIwjdAIfBbNFeijyAIZ9HqTe+ICG4S8LUgCBeAx/jWjTABeyJzlKLt+G9E3nsL\nSBAEoRJ4GM2FQVXVNuBZ4Hjk9UxkjMjcD0c+kxCZ4z+EuVHGHQohSM2aeRdxLUwn7gLJSfXBl+n/\n4aeopS/hO7y+J1GFsBE1Zxuq6ycYMnagSBIV9/q1XICkfT05AXhzcY9s0ObNfJcz527Dav+asVMe\nxXRxnObTt41G/DQNi05HusHA67eu5fb4eFracqFzIGpYxJCzBcJGXmnsIl+SGHvUSOXe1Sza8iAt\nlT/jsNerLXZzDbXn7v82HwPwOzrAUYzUYNHG2kaTbDBwc6mRc93d2EURvQDjsk7zXlsbDyUlcW5K\nHcWdnYiCwMkuH7WXbqYpGOSpMzlsazQg6XQs+8luGv7w70xOaQFdgIV2O9gPccDjIRjSc+95EWcw\nyMZIluWosc/Q1beVkpN3YRi6jHVNTTRaBYwmPYWuqzk89Ry7xpgok2VMgsA7A6JJLPNxW6uJumCQ\nrZf68nJTEzm2Zgqiolj70ZNMHrNeu4eFD4Hk5ITPh1Wvx6rX033n6xyvnMJOt5t1TU0UZVaTL0lw\n+R4ag0FMXy7RnlUkutQytR7iv+Kd1jaqXH1oDAbJMAk0nnqCu+32SI0DbGxpgbCRopgYDng82PR6\nRkZHs7XFzwGPB0H08UaDgqKq5EsSk/t/zvScM2QbjbgUhYIB2zRyMRCPNxRi4uh130bLan6mhTUt\nldpY50Cijt2CoUP9NpfGl4leEDSrN/4r9HNWc3tCAkrh77RQe9iordMfCD+qRKno6CzVV/wL8GVq\nJbid2dobNT/7ljvI3kzOK+OQ3G7caw/Q/MVLhGKbtCQc+6FvFUuf14mzNuL+8neosVcgbCT5WDtN\n15/7dpfz5iL6FJTha0H0crggmb2dnezu6CBf0oi66kCAza2tnDl3G+MKtnLkwkwMWe/zuMPBuuZm\nVqam8nhDA6IgMMJspvjr2yka/mdK9jxHKK4WS6UZ/8ynCZ5exeprX+FYVxc7mtFCrXU/JW7M/bQ3\njWFUZinHvQEmx0YBWgLPQXeYiTYdRTExLD90HWS+S0pUkEWJiVT6/WyqyNGSoTIaGRsdTZksUxQb\ny0Gvh3PdMkUxMVQHAmQbjSxMTGR5Qz3+sIo7FMIdCrH/5F1I/dezwJ5AhsHIJKuVoooKPD47ebEd\n3BAby9nubkZGR2PR6bg9IYGz3d3UBQLce1FmcSa4QyEsOh2v1AoYjj1GftHjrE1PZ8aHtzBq5Evk\nmkxU+v2kG40URmmkoU2vpy4QYNH2peRe9TAV5beA6CWnz26qqq+BpH3kW8KUVV+FNXUvHp8dmqcQ\nl7ONXJMJSafDGQxS0RELdXOYPfJdso1GFiUlUen3s7KxkYMnfsnp2bvY6/Gw0+2m0u8nX5I44PEw\n4x8iN+WyTNXZXyLVOIi79gkcosip8lnfplFbKtGfWUxYp0ONq0Boz0MfDKLq9fxk+jIOusM8l2lj\nebXGBzk+Scc5RQFdgJx+71HlTgJ3ISOebvzOctCbSflPEB2dpaZc+wa6QIC6sWOx37CC622xHPZ2\ncaYlBYO1CvXgyyg/eQRAq004tkojtnQBpg/bQsm56xEy36O/JKE+NpUrz3yCVa+n5fyinmYlSE5N\nQFM/0v5mvqv9BQgbWT9xPye6utjyxUNE1woEzGaCWacxXBlKMOMC+qahZF79a6oDAUaazRx3Zmrz\nAhMzy7TcjfNPou82EMrYD+5CZo5/kV37n9N4FF1AO/fWNPDmMm/AcYaazSzdPxeh3zpU10/IT/9a\nS1tucjM5Nor9xx6EpH1kpByn9szinrLplIRLLEhIoNLv13bn9HTuPzKKvL4foxcEogQBuyiyMDGR\nhTU1bMzMpMTTyYfuDhq7olmSYeKG2FgKzWZiP0nXisFykzAJAge8Hqy6b9Oxb2s1EZ8cRXJdGf7C\nYcy6fIlSn49aTxwv5hr59RdFGGoHsGju87x80QFhI5OzytnfFIvV0oCsqvQ1mUgxGNhfMY5RfQ5x\nvG4gQsWdrJz9HBa9ntVOJ7+w23n2ksYzENDKyq+N1UjGnW43u3NzmVFRwSSrlZCqIul0nO3uZqnD\n0aMQ7z1wDXtmfM7ezk7WVMRpJePltxDX9x1WpqZy/7GhWvOZjP20fPoscv5X35LhtlKwVPJASjSv\nnJoI7kJsZT46MjJQc7ZBza3og0HEbpmwXkcw7ZLGb+kUyue/Sv4ff4lq8lMwbjlnymdB0j5GPJjx\nz5b9/4JeBfFP8HcFIYRCqHo9QihE5aMHNGYetIhF2aOQ+wfGpV3iyIWZoFiILs/iD/e9xR1/u4no\nSwl0pRnAVkrUhQK6h5Vo/mOMVhKc9/4F3M9+SktNEdL5Ccjpbdq8baM1c9A1gZkTV5FrMrFu11Nk\nT1xMVacN/akn+OTnv+MX1dXUHn+euZOf1biISFHR3KF7WJSYyNb2Nja9/xiBaHPPdalxFdqiM9eA\n6GVeSpCttXF8XKgjQRQZe76SybFR3Gu3c+sHvwZg2PglnJVlBksSZ2WZviYT9yUm8uDByWBsQ7w8\njYnXPsH+qgLtS3yZ2kt2YGoLcdWsZ6gNBgmpKoqqsjErixkl48jI20q60chXe1cTGrOYFzMdzImL\no1KWGRQVRXxYx1MuJ8UdHbgUhQV2O3I4zASLhe5wmFtPWSkfH+Lxhga2NRoAmJzYzdjoaFZdtGnW\n37Ex3HTn73siNckGA8VuH3EGlcccDpbV12PT62k/9ZyWvmwPafd+8OPMSzQRK+qZGWvj8fp6bomP\nZ+m5BI0rujKLW4sep0yW6VZVxkVHs6m8P3f2L8em17PT7daiFIAoCOxyu5FPvoI04gHmxcez6VKa\n9pxtpUzPKqfk4NPaTj/ySRqKn8Mfr9fWTXl/ujO6ETwpqNZGxDa7ZmVefFhT+okXkPJeRT63HBQL\neaOeYmqMlUkWK7eeNkUyUR+nINbPmVMPkLGnkaTz57+zHPyXp1r/34TqSZNQ9Xp0gQDu7GwtUaor\nGrI3Yzh5P8SfYFl+M3I4jKFqFKsnfspP/u0F7vhiLEJ7Hl3jIh2E3YV0DzrZw1HE5W0CXyYVs8fT\n8s1SjY2Ot5C7/SJcfPjbhqOKhdvi47nbaUQXDlN1/hcsyRIIpR1mxkk9c+LiIOY82w4u1gQyQlxV\n+/1cXXwVG4/dhD9ej5pwDtXkZ8b0ZT3Vf4aT94PsYOuxOzBYteapAJSuQwRaFYXXbnoBYs7jUhQG\nSxKl3d0Eg5rbsdbp5IFRn2qh2ZG/1aIjziLu7F9OSt8PMAxYA0n78E94jpL2EHF6PQ6DgarmfGYc\nSQT7IVoUhSO1AwiNWUyGScBhMJD1WQJL6+vZ09nJFx9e7nGvbk9IwCGK5JpM7O3s5L6aGsrHh1jZ\n2Mi2Fq0fA7IDETjl89FxlcTiIaXY5qxmZVoaFYfX41IUisuuYli0gfaOLF5samKS1Up70xiwVOLP\nLmfh1LUYOlSWpFkp7uwkRTRwprsbBc0FGJZSwdwBx7n3hqeYZLVy6sJcogSB3R0dzMu7QF0gwAmf\njzlxcSiqyk63m0/efZhJVivWkb9Crp3Nlg+fwBB3hpjTyRCIp+TIEhJHPgoBG1WXb8A/ZIeWJGWu\noTunBdAUu9Rg0ao0FQuC34ShqwvcQ5CbrtY2h7CRiqrpvNbioj4Y1PguyQmX7+HMsaegz+vUzkj5\nweTlR6cgQhn7Cet0hI1GrPX10HAjoZxd4C5EHwxCzHnqAgFusNlQJImlVV3MiYvjubFfaEVaMee1\nB93nde1h2Q9B6ke0X3gAvV/F0G7QHnZHFsScp/IeNziK6bvrNELVXCh8iJM+H8P19YTSDoOlkjWf\n34GU9T5HR8PL3xRqRFruBrBUIl6eBtULtDi/YkFoGQail1FDNoOtlOKz12lVnkeeIJh2iWEpFZD6\nEcHG6cjhMGP3abUI79vSub9cZWVjI/mD/4iCltnYX5IYZlUpc/ZjrMWisfnVC7SQoGsCBOL5c1sb\njVdmMNWqZfUlmr1YjTJHWuK05imSk+eGVDMzrRXZkwOBeB5IjmOPP5nbTpsotZSTL0mk/K2Vq2b1\nwR1p45ZtNPZkWlb4/axOS+PB2lrea29HMnSTGONkYvplSppiueT3c8vly0yLiaG2aShrnU7I/QO1\nV2aApZJsk4l8ewMuRaExGOSJgirQBRD6vMmH7g6CEx8DINtoZGR0NHPj4kgzGDjS1YVN1AjWDIOR\n3R0d5PV/XyN242zs9XjQC0IP6bjr0iDUiw8R1ukol2Ut3Cw7UBwXSV89h87xhzVrLmykpSZSJOYu\n1NyZujna37BRe8ayg9DfFbwvkwlTH0POdIK5DvHiTVr43FZKTvbfuDfRzq+r2zhaGI/JGQvmGqSh\ny8BZpK21Hwg/OgWR846eqtlpSG63VnglejGdnw6iF3lIMVLpjfz502cpk2VWzn4OuTALh8FAaXe3\nZglE4vD91wxASv5cG6v7KYb+6wkZDAQztMo/fTCocRJ1c8BZxKXZfVETzlFkM3O0q4s8SeLOYSWa\nglEs+FWV+VVV2q7hLiQvtgOaJ6H02fttsZE3F7X/axBznklWq6agAvFauCw6mnFD38alKCzp28U7\n4ypYflHixdGlJKbvI77cA9ULaFEULvn9PQveGikFL8qsZtupmfx63xz0fhV86RBzHpO7m2DrCOpn\nXKEgKoq8nBIkQcDTNhiAsrrhHB4ax/Ivp1Emy0x0NDM57wjLwjbSc2P5KtRG4hg7SxolrkmP5cBf\nL3F9k76H9T/l8/FIXR3LHA7yJYnDXm8Pj/D7LwSWOhzMTvVS0RFLdUDLCv1wVDvecJjqNK8maM4i\n9nZ2YtXpKIyKolyW2dbezuLRxSxISNCUk0lAUVWcisL29nYOeDwMM5uJEgTm2GzkmkxsbGnhbHc3\ng6OiMAgCIRVujrMRpdPRomiRitVDr0DqR9xw61pmxMZw5NzNPb9lUTX9amieQl5sB/MnvaCFoWUZ\nvSdOi77EfwVJ+7AOXNvT6couihpBLjso9fkQ+q0D+yEUe4NWLyJqPTY2Hr4dqhdw++35+Ad/DLoA\nclBTTqrhh6MJfnQKwutw0PeDWhqGD6fibi21VomSeG3sN5yJq2DST3+L7Se/oi7SFen59mZm7R+F\nW1FA9KJvGgqFD+G3WpEvLNEEKf4E+pJVWuqsu1B7wJZwT48BjG1gbOOtqR9THdBqDar9ft5792Gi\nS7QW7DfZIiW7MedJ3m+l8ouXwP4lQu2137YWs1RiiDsDrgksSkrS3svejHX4I4iyTL4kMcFiYc2e\nx3AGg3w4VOCx9x4h12RiblqXpgQ9OQTbCzjy+Yva7gdY9HotQzHmPJNHvKVFbTLf0xRXagt0DuSA\n16uF+MxmrWVadg0psU18OKaJ8Z8NYuGoT6j0+5lgsbA3L4/U+g4+/7CK/pNTcYdCDB7rwJll5o5B\nMpn9bMSWaoVRB7weSvr1Y11zM7mRCESromDS6dg3K5YDHg/d4TAA18bE8KbLxSSrFYfBwO8tXRCI\nJ3HgBnJNJhRV5Zb4eB5KSqKsU+K99vaeXhiTLBZ2d3QQq9ezt7OT99rayJckbKLIisZGNh28j7pg\nEIfBgBSxGCw6HffZEymMimK2zUa+JLF0j9bXY9uFUZTL/h5ehtSPNMvSfoiKS9ejqCrRFSkMu+Y3\nhEyCdlwgXqtQ3b+mp2NVY+MoCMRjyNmCJyChRhQzme9qG4wvU2vdpwuAewhehwN8mSRmf6RxZ31e\n5+nrv/sP4Xxf/OgUhHvBBjoyMkg+c0Yj9Yxt9Jn0CPceuIaCK7PY09lJe/m9fLV3NZsO38VTu56C\nzoGUNCZCQBPiURYjql6PdeBaDKPu4/OiL5BTvdA2mrd/uhZT6S3Q53UmDn+T2cO3I/VfD5nvsruj\nA6tOx+6ODjxyDN39y+lK0RqinO3uRr9kMnnJ5TTd9g5q3iYw1zBy8hIIG0lMPQS6AMHa2dDvJbJ2\nDWP7vBehbTSezmwUx0VO+HyMtVjAXEOpz8dDtbUoSdWc8Pl6kq/wZWo+9/RlOINBZFVlR5uXcSm1\nTMws48sPn9RyKALxCH20hilPjCvR+jl6vRzt6qIoJoZKvx+XonDrH/6d+UMOcLLLx4KEBJ6KT2ZN\nUxOXRiYxdU4uKxsbsen1VAUDmK0Gzjly6WyT6Si04g6FmB+fwGstLWyxZ3DA66XWr9Jy9mE6QiH2\ndGi/HtUVDpNhbe+JdqxtamJjSwtrPn0C3IXcZLORbTIhCgIftGuJXoLRjRwpvf57KLRh5+PMi4uj\nLhhEAcpkWWtO2+lg3KiXe1Lg/644RUHglqoqciWJuxPsLD9vR+hKICe+Dsw1fPG332qCnLRPi1BE\n+m9OzP8b2SYTvvh4JJ1OqwjuVwzGNnL/JGvNhSKWz9/7hwS70rAUaxEoKapFe89d+G2ORNI+iCnD\nWdQM6dtp8VkYNXo1MxMMrG1q+sHk5UcXxQgevBbl6Aatx58uoGn9zoHaK9JEJG/UU9R8uhIlSiJk\nMJA/4SHKzv675g6EtbYTfV/Lonn5DjyKjjOhZKZENdHiHA11c0gZ9Rj7FQe/t2t9H18+nwuSkwdy\nPPw5snMd7epCDYtaDsbff88h/ivN4qheoHEclYsQBq7EtHc1IYMBk8fDxw+/y9V/vR29J46fXf8U\nI6OjeXDHcmZPW8qn25cSmr4Mm15PS+mT3D3pd9xlt5MoivT9UitAShyympbzixg3TMtRO3Lqbkja\nx7yc2p7GsGdKVmkWkLkG0rfzdN8QNlFERPt9iIU1NdgiLeie3fYYH9zxCo/V13O33c7ujg62WdPY\na/Jz2OulMGJx/D11+6GkJA56vTzndCICdlFkr8eD+vUGll23kjJZ7knX3rR/CfOufp4yWabS7yfN\naKQrFGKCxYJFr+eNOh3IDqZnVFFSm6MJU+dArPavAfB0ZnNnVge7Ozq4NS4Oi15Pe0jhXLfMweoh\nEDby+YQG7KJIf4OJay9XIkUsDofBgDcUQo64QvmSxPUf3aophIglUND3M8pkmWB3IigWUuJqcQaD\n5JpMVDT154E8rVjtbPFKzfVsG6m5DbbSnmY1pur++DOrNALbUaxFKADRHaO5Gd4+WqauMRINu3yP\n9v39XtLWiWJBdKUydMuW7ywH3yeKoV+xYsV3nvj/7/jtb9etyLlvMK74LyCqXtPMLVdrpnpaMbSP\ngNgztOHBnL+DFWNOs2T4CdbVBUDfDS1XQ/xXSLHldLv/DW9aBRnRXTyS6kCyGMiwNVFqOIG34h42\nWE4yJhZSjEb21qdjPXgtte/H4rTOZXruSQDaS54jPGwt+DLAn6gpH2MbUedGMHnkQapi96I23ICi\ndxB2nCZQ8Bc2N8nMG3SYb7wW7uhbR2coxBX7Xzly+g4++9kHvHX6anyKnnEDdjHEbObnR/vxu8oE\nrdNS1ge0N04ESyXXOrp4JjWVD8U9eN39aTJVYhNF9l+cRDjtAKMGbqfxwq3gz+SAM5lq83E84TBP\n13YwyKynzO/HrNMRyiymWVFYcUZPgWIgNyuWZe1OXm1pYWR0NOdlmaeOj2NMSg0lHg8Vfj9NwSCS\nTkdAVZkWE0OzotA3+zNyJYkwsMaUyBdqN/a0A+w8uAznlRsIxB/G1d6HofEe5ickcKSri/E2gdNq\nNT5V5b6MMNFiiMt+hSnxKjNiYpicoCAKAvv2ruZY7A5Od3u5IMu0hUL0j2vGFlvH2vJkHg37kH0K\ndyYnsq6tBRUt4iMKAnmSxEGvF4fBwG63B+pnUzP4KN60S3xaOZyh9iacAQHqZ/PasGa+6uqiytWH\nJ/LbuMlm47kDP8c4agVK43UkjvgNvnBIW2fxX0HbaIZPeZqms/MwtiQQSqiDYCykbycsRaI4YheJ\nBWvwVd4JTddAKAqMbRiSDhFGBX8i4X6bSN1j+c5y4HIdZPnyxU9/l2N/dC5GhsFASnQX6X+chlA/\nFZL2aZ2CfZlaC7isPTzRN8R4i4VEUWTGnqsZZQsQl3jq/2HvTcOjru/979fsM5mZzJJMMllJSAJh\niawBokQ2U1FBRaEFhSMctVCXo6K2WFSgYEXRqketWLRgtUVbLG5ILCgowSABiQRIIIHsyWSdSWb7\nzf5/8B3Hcz+4/6fnuq33A8/3unIRZjLr77t8lvcCebuQJXUgBUx4rvo9+HKZbzLxcKCPgXCYlSkp\nCfANg9PI02jYNzRE3ltWtDc/Scvs2ZD5AQeHhznVXM5lCzaIIlX2HtG1AGi7Bb/NhCMcJub4yXcV\n77AhofbsjLP4QvFweIHJxLLS3axua0ukTdX1C9ncPoQq4wBF+Qcoy7rIUqs1oaO5o2EUE8420u22\n8MKUi6QolextyUWVtY/y7Ev0h8MoZ9wDSW0oOybTEwox22hkX3Emu/LyyFOrEzqX85OTsY8wUjAj\nnQZJEuI4vTNYciYqXtOXywmvl/cLCgARNcxPTub+tDS0cjmFGg2nfD7eGhjAE4lQ2n+Jox4v5QYD\nxom/ZtN1TyBTu1hT1EWtz8dZSUKKRjHI5Swwmeg+fxspSiULzGaKLH1YFArW2Gw8887DvDU4SKzg\nz0KVSi5nalISC0wm6iWJEp0O5EFK/C2YU3VsHurlmexsctSCUr+zb4iWYICrkpNZ/Y+laNM/p3jq\nb5kVELKB9447iysSESI01uPcejKFob/+EqJqPnK5uGLfPEg+h9T6M4onP0Nfh+hkTCrZKdKHoJm6\nDx4nMuEpApdvg965yAbGxYl/E8XvUTV9F1bC+MfBepwls54SXar2RWK+qAchbMD7xtl/yXr50W0Q\nAN3tc+i4XiKW9Sm66hVC++H3Qlqi+9RjbN7/MJWDYW6vj7Bsyruc8Plw9k2CpnuIBQVYhwtCiHTH\nhTx2dkfYVr2QMnUSeAqJ3vZXbLmV7Fg5nq71V9Nyz2fiIic3JHQF83MPU9NViFmhAMku8k7rcZHG\nJJ8TGIaomiUlhwBQ9ExAm/8muCYK4o7Sw7pDS2iQJFqCQUxKBQ1xFmpJygBPzPgCgGKtlsbmCqrr\nlrFrYECkUd8iPR3zoXcu97e3o5PJ0FrqCIV0OEIhms/cJajJ6kHCl23HIJfzaGcnC5qamH3hAo0n\n15OtVtMUCFDr86FUKQgNBlgV0OMOakGyk11gYkFTE59ct0+AmYaHGa3V0h8Oc0drKzP0+gS0+p2R\nI2k+cxd7XS6av36UuovzeNvpxN1xLbV+P0stFk56fbg9mTzf08MRj4fK4WE+7EwBrYM8tZr7zupp\nbK7gsMfD6AP5zFywUUjWRdU8NqmObJWKAwMKdvb4kQamcMLrBa0DKRYj6RsHK1NSuPGiQG++NThI\nqUHN9rrJ3FczBtI+452RI2nomEyzK41dAwPsGhgQ1yLtM4ozz4C5lttX74Dkc6LrlfYZeAqZP/5j\nGvozwZdL+eVbOFX9BHgKyb/8P6DiEQhaUZ4Q8gMx2ymRbkppxDQBEeUqPShP/Jo3Zn8hRGfirFQG\np4m6h2Rn0bdF7u95/Og2iDCIXddeCfIg/lkvMPrPjTQ81CVYl+Zatl73LKXJcHKKkd1f3Yb+o41M\nyjorFq9romhd2r8zmeHCWmQjXyNp+0oA5K//O30dc5HMZhwTJ7IwXXhEyJxFEDbQfuoxms/dgaL+\nTtr2b0F39Hakxl+waVyneL7MDwidfBG0DrGBpFYRmfCUaGuZa0U9JE7kWf/FjSwwmZhtMPLAtY8z\np6iauvZJAFRYFEJfImwA9SCKA0+iVfnBU4ht7EsJJatY012cOn8DUncFFRYB0V5V9iZjtNqEOlaq\nUsmuvDxmG40st1rZVPEKjlCII71m3nO5eNHqw/zpbJzpKl4vEKCpzJHJxDpuokmS2KWxc9/+O1lr\nsdESDLLalkrW/iLec7moObGWpb//d4iqkfrKxMJKreLCvt+gytrHB/s3s7tbRc2XWyizOVmfkcEy\nq5VstdDzKB91mKX1QivDmP0xxVotpYWfccbvZ77JBNbjuMJhHOEwi9JgiU3DvaNb0cjlEFWjAB7I\nhdFHBRFrttFInlotop+4t+f8vAssvnSJ/MwTZJh6EsI6sf7LIWilwSOn1KDmuTNjBaNTEhyJiimv\nUzkYJsPSztby/Rw5vVSI7ky8n+bBbKTGX1Bsv0A47wuB2+ibJOaX0pfAQRC0MqbiEX572zhePLIq\noTb18BVC6Cgn6+i/bL386DaIKo9QPSaqBnMt2a9dy/m7vZB8jpixm8DCZtbte5DtI0ZwxYu3IRv1\nPF6bTUiZKT0Y7V+IExjExWtYJxbZ4FSUkoSqZIMoIHVdT9+4cXgrnuTDxkkihZh+twAf2SsBiOi9\n5F7zKP6KDRSNe50NdfnieS8I5aZFI5uwq1QstMVgcBoWTSDB4kyQfYbHcs+b97H06DhagkGyVSos\n6V/RHw5ze2oq84xGVk06QNnoT5AufwmLUklJ/hER7qZ9Rkb+h+I1B6eBayJ5Gg1aYzOVw8NCAatl\nJbZRu1DKZNxoNnOodTSvxBWxd1xKZVNBhGy1mpc+2kjpZbsYdyzKlPogFTY/APPHHuSwx8M7Wj9D\ny/+Oo1XI1V+TbALA6U1BNnYLMxdvFWhWWzV3jj1Djt7LZQs2ED72EhFdiPlpEmVXPEZ/OMwapYmd\n3YJ2Pd+cRKpSyZ/H6Hlh+jdcYTBwldGIO06nX2Ay8d43URokiQk6HXu7DBwcHmbXwABGuZzhsTae\nzURTPLsAACAASURBVM7mtf5+cmz1LLVYaAoEEl0Ry4j3wZdLiU5HKKKgIxTitREjKM0+xwmvl6Is\noScy36qkpmUaZfk1Ql8k2UVR0V60cjkPZBp4Oz+f910usbgvrIVzj7Mi1wVhAw3nlvPAZBE5xvQD\nYkO6ciOYT2Ms/CN4CqmrW8X5FSOEluplogW9bd8mXp/Uh12lEtoQ/4Lxo9sgQu58ZO8+IsL6L+9B\n63KJLkLbLcIYdW8JWI8zY/sdSMXHSVUqiekHhIjI4DTcnkxkhb/HknHku8WaWiVUhMZ/RvjYSxBV\nU/z3j5j206eFMIhk53zJaGIdN8HgNHIyasSbGf8ojT2jKfztAsE4bPk38s29zCnfAK6JpCqVXGcy\nccLnQ5b9d5zt14ioRR7E2OpM0HxDoz9JWLz1hcM4Tz2BUibjrCTxU7OFO1JTqW4uhY7FXGU0Utcz\nAmPmQRZlD+KJRMSGlXwO5EF2XErlFzYb3c1xHkhqFUqZgExv7O5mft4FIsB9zQMsGdGDQaEgW63G\nfPl/UNM2EeRBupqHmZecTNPpfoo0GmYbDEzX6zFVDbPD4KPK4xHIxfwPoeke1J9tEymVUojX7Dhx\nLe1n72aBycS6GzbDyD/QGQohRaNMTUrizuFuHshWU3dxHnkaNe+5XGx1OHi0s5MyvZ5UpZJyg4Ht\nfX3c1uDjsZky5iUn81SWIK85nUWsz8igzu/HdOksG7u7cUvJmJVK1nV2kq5Skq1Scd/nV3MxcxTl\nU38vNCZ652JWKCiPaqhpm8iOESOEA1pyA0c9HopyqukICoq9KxKhse4XCZWtl/r62JKZKSKS1Cqw\nHscTjfLE3LdgeCzP/WOd2KTjRjmVx/4DTVu+QJpqHWja8sGXy8vz3uXI13eICFIe5vZPfkbNl1uI\njH7j/33S/38YP7ouRrZrDUaHg8HxRrIPDCIPhwlRQNbnDlxzvoSBMvBnETX1s2b6e7RtXIBrrAKS\nz2FMP0qkZgvRiI2Hi3s4ZdhHMKJEdfZmogYvRNWUlr5E/eR0HkoaSUvYzeBwDq9OawCZjCUjHLwd\nOo5fNUh6ei2p2xajb8ij9ZoC0PSB7QtcAS2P5al4cZxEWzDIK319nB1MpSQ5hN7UxIrCi/j1TYQO\nFeGZfpBJhf/AcWkJir4xVAZ6GJPi4GL9fKobruTz87M4l/p37kux8ZsLqdB/OVMKP6PUKnQh3u/R\nEAyYyTB34bm4Esb+BpthkHOShAc/NlsdN6RLHB01GrNSyVaHgxOnVxJVukHTx7n6W/CbTrAlK4tR\nGg2PF0Z4rb+P0yPDNAcCrLt0JW8bBiFFjSMUYs/paxidWcfK1FS+9vk45HYTJsbcsrdxRSIMxSSu\nMSWTYTuHKa2GS8EgZySJyRYfX568G1vGcT5tHc3mAvjC4yGgb2AoEqHz/G3ELF+TrVbzmdtNWzDI\nFx4P15vNFOjD+KJRjng8KOVyjsTOsMQeod7v5wazmTSVipMn1kLvXP5z6nm80Shv1f6E44qveXhM\nOy41vHDBzunWGaAaYkJqD02EONZZyJ6+KHPSh6gvHMOGXgdquZzOQAwu/RxJ3QP+LDqar+fm0Sd4\nuTNESO4nP7WVFMsllo3oxxeN8vv+fqIdiyCpHeRBdK0mjDM3E25YRCinnoaAB5LPEbGfBctJPq5e\nK4ranYtgxJsQsCFzZyAreo2MjzL/qXXwv12M/8uwXrpERKUi/00dLYvVTHr2c/wpKYT0egFwAtA6\nUPWks70zLODY9kroWIy7dwaZV64FTyGbz5tYYDKBPEh41oMoOyYLuKzfz88uXRIpTNf1MDyW1Qdv\nQgnccEQYroS6K+g+9RjGzk46f1pP6dTfgTzIosJzPDLKxe1nFTzjcLD++Aw8kQi2ZAcdwSDNZ+7i\ngNtNgyQJwIynkDOShKrPIkg+vlzsKhURjQzdwAD2mffzt24VynfLRGg7cS2H3W4KNBoMcjmflpiE\ncU/jMpEXx92y89RqFmUP0iep2V1fytj6cyxvbmad3U7ZhDcSXI1VpXuRolGOeTzscbnYNdBPuTUs\n8v1QiJKi/TTmKLn6VIQnHA5IreKIx8OCpiae6ekhQ6WiOPcYB91uNHGY9Paaa1lntxOOxVhgMrHY\nbOaw283C6a8iRaOUZp9je18frkiElmCQmqa54MslW6UiFIsx02DAGYngiUZ588zlnPB6qekYS3PX\nVDY3R5io0/Ghy8XB+Pe4xmbDUvIkC8uf5KTPR7pKSUbBuxC0cl/AyG1fp3KyLJQ4+asvXiHqDElt\nLMxv5FB9BdqPJxBrW8pisyhgl0zfBF3XU1IiwG5vDQ5iS/IgxWI0BgJUuwO81t8vMBQhnShehw2C\ne3PNY0KvEgRQrWWlmEueQuHlEVViqLpJRK6eQpGWjH4V5efP/kvWy48ugrDZriQSdz0avOoo5y7O\nJ5rczfDMT4kkxUSIl1LNiMveIXVLBbJIhMGM6wVIxZ/FcMCAbeQe/F9voE5/hDkZfTT3jyRquQTp\nB5Ad30aj+fB3Kk+D08BeydV2L39vT0PRuIyYRgJ3Eab2dgan+enqngYDZTR4FBjM57kjU8FgJExO\n6kU0cjkmhYJMtZoWZyarRnZzpOlyITRybg3h3muJ5n9MeNRetLZqjtf+HAxNBOVj8DdXEMv4AoJW\ncjKPMXzuYYYaF/PA5BNYlUqWvPsgluxP0KecwatwwdB4ckz9XJAkkhUKrjbr+GWBB280ylidjm09\nPYLXkP05ozNOI5fJOOh2c9znY0VKCkUaLR8NDdEWF1hNVij4u9PJpjwdVxoMpBsHSVcq+cYbYpEl\nGaVMxtdf3wNJrSxMFboSp2UN1IdcnPD5aAsGedehZpVdx2KLhVlGIzU+H75olOFolJ7eiZSPPMG8\nghN4olHag0GCsRihWIw+jxUUfiZYfLjV7USS2lGrfEQAnVxOKL5YB8NhRmm17L0wkZi+haFIlEKN\nhtLkGFv9A5RYnTxSXZ5Q7PoWMWm01DNep+PMoI3iwo/pV3Rh1QbI0Huo6bXz+uW1HPF46B/O4NDU\nCH91OrksKYm+UAiHcyQRTT+dJzeDN5/ikh30d5WjKnoFu0qFq/tKotIY0HV895ohE0SSIKmdYGY7\nq6btoVZyY0z9mqBMIjriIJkf2/6pdfC9RxDfo7PWlPjtTTKZ7D+/lb3/wZy14iOYlMTFigqKrf2M\n3jnA6J0DFP5uqtCE7JlOhq2e9s+eJqZQEFMoEvLvJSO+QlF/J321jwtmp2TnsNvNirxeZKlfQv9M\noVEZZ0Hiy0XmN0LHYm49ZSRjxCfi/tQqyP47jav0ovB5qkic4EltfOp2843Px/a6yeztD1LZkUlH\nMMihziww1wpzF+tximzNRMa9jG3a/Qnjna+Ki3lg5l9YMulDkIfFa7WsFNb2fWPAl8342Q9xf3s7\nqz++g4pZjyDFhCN2TEojI/0bbrVacV9aTs17j3LE42HXwAAz9Hp2XsxCcudT+fVytmVnC1o6cJXR\nSLZKxbqLISqHh1mekkLs9FacPdMxyIWeZpMkcUNI+FfO0OuRycPsysvjyJmbBAw5dZDxOh1vnp5N\nuTXM1KQklsdhyhlGJztakrn5nIfr1UY6gkHCsRgTdTrmjDifEOi9ymikr+V6CuN+GvhysVmbWGe3\n81Z+PsVaLTlqNRN0Orq9elQyGaGh0Rx2u+kIBvl8Zhcz9HoWx704/uZ00nDpKkF5j2NLCFopK9mN\nynSePQUFTEhKYlHxcaEu7ZhPhkrFMa8XY3ILd7S20tA2AzyFTPjbMpZarcLJHIQ9grMkMR+NcjlF\nU54g5LfR3DVV1LaUHnRf/UwgNwtfEjWisb9JEL52HthEqb2NxRYLxcmSsF/8F4x/NsV4AaiMxWLF\nwASgXiaTzUEY3kyIS9k/E//bOwFisVgJUAE8K5PJvn2dV+L3F8V/4nxYbgecsVisEHgOeAog7qy1\nAZiOUMDeEBevJf43z8Uf44w/xz81/CkpxHRuGs4tp7O0lIhKhSwSQdNlI5azn+7zt2Gc9aAQqo1E\nREFS6aHu1L2CeBPvYqgsdcTCSbx55nIUVc/z6ozT4gJqHQlJ/diI9xMKQlI0Gm+L3o9vVlzxuncu\n7kmNFJuHwZdLKKRj9/kJLBtTA8NjKbI10yxFBQRXPSj67m230Ng6CwanCberOLHnhM9HoUZDRzCI\nbPI9oujaZUs4VSMPU9dcTuPJ9WhLNtAUCNAXBFnx01j0AzjDYXpCIUHqsguT3p5QiLubB8ix1XNv\nvhtG/oElvyilQZJIUSqYbzJxRpIoT/UxXqvlt3//NQ9XPMerkzuYkKSj8MwZXryYQmn/JfbWXs/d\nJwso1GgwfSExaczfmDPmALONRh48MZZNpdVkq1RUeTzkaTQcKy6m++LNKOoegN65/MzRSnvdA9T6\n/RRrtSLVCoVwhEJUeYSk3LePJ6mNRzMyWNnSwnUXWpih19MfDtMSDPJ6kUlojkpCzCZVqWTWR9ei\nlMk45vWyx+kULWVDk7gOYYM4xQ1NVH/1K0LNK5ilSuKruMN5d+My3pj9BVUeD6H6h3H3T6ZQo6Eo\np1q4d039bUIWb6peT8W4fdB2C2Vlm8F6nNMfbaJt/xYyjE5WjGoQimClG1iw9BnWpJuFj6ljPjK1\nizkFJ9HqO5kz6xFqan/OzlYTjYe2YZn0/1MX4/ty1pLJZBlAciwWOxYXt/0T37lh/SDOWonPFImA\nuZaykt14RrmQRSKEtVoChScp/KMS5EGcfiMRlYqYQoFzaIToHoBoYYI4Bfw2gSuwHic89i1Wf50t\nCFuT+xNCMq9Oa6CoaC+EDSy3WiF7Dy8veoKfOVpZUXiJx2a9A4YmAaSJG7og2dl99G5wzKexZpOY\nnIUvwfBY+ly5gtCTcSAhJkPHYlQZBzg4PMx7LhfV568m1jtbiLtMe4WBWTLyR73NEwt+myAUSd4s\nmvtHsshqIFb7O8J//zVGhUKcvpId42Ub+emAmlPdRSyzaZiq1/PXp38KQSs3bqlEK5cz22DkwY/W\nkqpUMk6nBSBiaWdb3Rie6+1l+/k87rHZuHNkP82eJCHG2ztXfKZLP+dUd5FQnAbWlHxNgyRhUiow\nK5U0SRIzGhooLf6AyfN+BVG1WPjZezDI5ay/FKbbr8KsUOAIh3FFIjRLUbb3C8OcO7OjvDUwIK7V\n4DQODg/jiggf0Lvb2vjptY/z6tRLdMc3l4s3HaQjGOTNljRig1PFddU62ONyUVZwlIWlO78zdFYP\nojv3DXekptIRDLKm9GNuf+t+obztzOH9UidrbDay1WoWTfyAhqZr2XtuJoa41uVsoxGSzwkeTNf1\nBKwKApl93JeWxptVd4Fkp/HkejqCQbZX/xSSG9AMRliZkoJGJkNy53Po5O3ivbSsJDL9AZznV/+z\n0/9/NH5IZ60shJfGt+O/umH9IM5a347uWz+FsJBnJ6qmaf58mm+NQO9s2i+/ArL3sCgN5HGacf7L\nU0QNIqoWIBbrcfHTsVgo/7gmUpJ1VrRKi7dyW9Vknph4AVnmRywK6mj0KliTE2WB2cyreZnsGhhA\nKZOhV8ip8nhYmC/s50szmyg1B4WvhmSPg2TMYoOIq2arjEIIRTr17HduWtbjhPw2xut0wlFLHmTr\npMaEIlGtz8ejGRnCMUzrQDZR6Fp8MiUi2nejfoc7X0+fxyoWYWoV6zMymBBsBU8hH/xlLW/n53P5\nA3/m2UI1xVotJoUClUzG6ze8QJ5aTWcwRFMgQOeS/dCxmPOSBOZanju4lh0tyUJu3p2f8L/4ZMkr\nHJ0eIFWppCMYZCAcocrj4SuPl6b4RnGV0UjNpZnCVq9kL86hERSnCq/P/GQX862C6GWQywVoypfL\nDL1euHnFpez7w2EeHneR1TYbiy0WNjdHkCIi8jnodnPY7Wa8TsfKlhauSk6mOK0FY+rXzDYakald\npCqVmBQKPqy7Bs49TlnJblaVVBMLmlnT2srylBS2f76G/Hm/YrnVim5ggPE6HQ91dPCo3S42QOtx\nykcdpjEQoFCj4YTPx8PTP2HOlNdZUv6cMOgpeY6NXV3kT3ya0slCLGiByYRl9KuUTdrBP9bsYI/T\nycPp6ZSmOcgf/3sw1yIb/7iYA99ic77n8UM7a/3g4786a4XDHnGjayIAdd+sRtdqImbsBsdPwP4P\nAoUnQR5kb9XaRIrRfHPc9t5cy4j9neTvyP/Ooh1AHuT+tLSEpHpJ0X5mG43MNho5oAuyIk3LJF0S\nG7u6hDsWoJXJMMoVeCIRPhwI8Uix0ENYarWyMiWFObMeoaxIwKy/hdviKRTMwew9YpEPjxX3DU7j\nz2P0rD+XSqpSyaKxVTzS2QmuiUxKb+Xu9nbeGhzkuS4PNrXgQhRPfoaHOjrIU8dLN1oHZyen0iBJ\nfFLq59F3HhYbqKGJnEVPsPjSJfZ2WHnw43voCIUYikQEaKi/PyH+0hQIkP3aGrjsl8Qafonm8JMo\nh7VI04xis3LMTwC87EolZoWCnd0RZhgM7M7N46PCQqYb9IzT6ViZkios7nIPc6PZTHsohPbYz8lQ\nCZ3KGXo93miU+cnJmBQK9tZeT46lHa1MRk2/FYNCQa3Px2itlj1OJ+suhjjm8SDT9lKkU3BPWxs3\nm81INa9w5MtHccRt/lQyGe6Oa6k8fSOxwal0DxRQ+cVGysZ8COMfZWVKCjs7FWTovYSBB0/bIXsP\nC0wm7CoV2Yu3UvBlmNilO5hX34leIUeW1EFTIECGSsUJn49slYqmQIBDp1bwt5plaHP20n7+NqS6\nTTTX/pKaY4+z76ov+c1bD+DsLuf4wa2853Jxo9lMlcdDzaWZNDfdhM3cBl+9DB2LkWX//V+yfn5I\nZ61OhAPWt+O/umH9IM5aSmWc8RZ3vFIMFOAvahb/z/wI0j4T6cDpp5F5U4gpFDTerhJhedf1kPYZ\nXpuN5nnzGL1zQJzwqVWQ1MaW7m6MI9+iwqQjS6Xipd5e+sNhPnK5yFarE2Ik3xrmtASDbDuyTJz4\nrom8PTjIQbdbWNAjFkD1+ashuYH0oyFhPBunmxvVErvz84VZcNY+yP0Lbw4MQNjAjjYtGzMyBGck\ntYpTneNYZDZz6PMnoeketHHQU4lOJ0hWKhUqfScPl++mzu+ncniYdR0dhKdtxK5SsWJkB5N0OuGB\nGbRSfvkWqjwewrEYHcEg2Wo1Z/auZ3tfH4UaDYaye5lvVeL4aSXReb9kxQ2bube3k8eu2Ieq6BX2\n3fgnossOUqLVscfpxJbkoVirZVOvgztaW9leP4p9hYVY4v4TK1NSqPH5uBgIIM3+DZ6IQG7uPnsF\ndpWKjmCQHLWaB6ZVcp3ZxIGz15Fh6mFHwyga61fwVFYW2Wo1OUYnSpmMqUlJKGQy3EEt7zidlJQ/\nIArECBh+3fkbROj+bbqnHoTirWSr1Wg1Q6z+x1JwTaQ7EBMWhalfg2TnuQt2tp1PZ4xWy70FA5Rf\n9jZzLAredw0hr36RbmcOs41GCjUajnm97D2+Ujhi5f4F6eLtwtlt5B+wXbYVRv6Bm/6wmkB2J/TP\nJO3KtRRqNEixGBtqynhi8hmwV9LXcr1AXtorGa3V/hNL+X8+fjBnrVgs1g0My2SyGfFI49/4zg3r\nB3HWSoy4gWtyW3wimGvFadx2i0A05u0iNuZFgYGIi6yQWsUDmQYGlj8PyQ0Cnq0eFEy+pDaaB7Nx\nf/0Ma2w2zksSzkiELJWKGQYDJ7xe7rbZ0MpkdASDzDYaqa4RorSHjmwSkQcwXqcjVamkKRDgyc/u\nEFGDLxff7a8IrYn+maj0nUixGM/29MDgNEL1D6NS+an8ejmbSpqZkz7EHa2t6A49TFHRXhyzgzy9\nd70oWmoddB/ahicSIUWpoHJ4mOeOz6dAo2Fbp5tne3owKxScap8Eg9PoDsR484v72d2aLohN/TM5\n0nIZRzpGJhy1HaEQI27YzHsFBXiiUewqFZWnb+SRzk5uNJvZ2TfEjoZRHHa7maHXc92FFhSnvmZ1\ne1siytrY1cWxOKX6hUntzGho4KGODmYbjayz23k1V6QOFRZhSHzG70ebtY+rjEY2Z2Whlcl4pa8P\nbyTKp/NO4gyHKc87zZwJ7yQ2XL1CQaFGQ63fT8OZf+eJXDP94TB1XtGSVchkIt3SOsix1WNMOwbD\nY7kzOwpKD7U+HxXJyZD5AcV5X1Bm1DA1KQn3peVo0z8nx1bPory2hCDvxowMHkpPp3sonbQr15Jh\naU90ccwKoW49puIROC26V82XFqA5dh99J54W3J5oPOjO/IBuZw53f/gAe5xO6J3L+g8eF4/7NrXw\nFNLw9UP/9PT/n4wf0lkL4C7gNaAJuAjsj9/+gzhrffepg9A7V0iFR9XiFEj7DOOo7WKzUHoEg06S\nBO0270+gHuS5Nhj55M0J6zcc82HkH3g4IyUBkX2pr4+rkpMJxGKc9fupl/wc+PxJDrvdhBEqReNO\nDPPNze8CkFH6K1SKCHaVijy1GqVMxpGOkeLC+3LBXkkoFhO1D3kQxYEnCXmzaAoExOfQOghdvJ35\nk9/ipb4+zAoFtfs34y/di+OvvyTr1TtFsbVtKXgKKZv/KM0tP+F91xBKoGj0O1gUCkqToebCfMFr\nKO2mrOCoMNmJy+63D6WLbkic//GtolS2SkWZXs/ylhbec7mEsXFSGx8NDQnD4v6ZoHWglclYbLFQ\nYdIRc/wEVyTCrIZLXGU00h8O0x4K0RIMJoqJ43U6NnZ1scXhYHtfn5Cyc7vpD4eZqtcnXLzvbG3l\nxf2bsSmVNEgS86ptLDSbyVOr8cQNfPrCYYYiEQ5cnCLqINbjfDQ0xJETd3FvuoU1WUpWWK3ckSoM\ndNpbr6ZQo2HOhHeoHBqi3Cxnc2Ymd6SmsjBHGNRUD8VE/WjC+0gRBduys6mXJGbo9cxvamJdZydV\nHg/3jhDf00eFhRwYHsakEPUPPIUY5HKM0+6CqBptzl6xKdgrUfrCLFzylEgfu64XnI3sPSIqvOyX\nYLiEuaVFICrDBj6ZdxLZ2C2cfNb5Ty+Bf3b86BSlxoxZz8nnesTi67qejCmP0e22iJpC2ICq4HVC\nzStgeCzj/1TJmbuEFqQts4q+plvEwlV6yPlzAe03yFDlv8ntqSksswj156ZAgIfS06nyeDjsdlPt\nDkDHYt6fU8NHQ0MUaDRs+uNd+LMiCTXjsikvsyUzk3mfTmHVpAP0h8PU+nw8ZLdzX2MAi36AdJWK\nBley8E7w6okUvIuseQmGsntZZ7ez/lIYJDsrRnbw9t71hHLqeWPuQW77+0NiIg1Og6CVd2/8A9v7\n+hivE7iElSkpzDsVEQSiqFJoUSo9vD6pjyqPh53nR4Nc6GGkq1Q0NF0L9krKzXJmG42kKpXc92Hc\naMfQhCXrU5wD4zBaz+AezuP1cRFe6u0VDmJ5edzQ2EqZUUjA3WwxY1Oq2Nzqx6ITtnbZajVamYwZ\nBgOucBhPNMp4nQ4pGmVzdzdlBkPiJN7RIcdmGMQQNx2u7rOQY+phpsEgOhvhMGFggcmUeMzt1SVM\nKvgUfyxGTygk5PCGzbw+WrxG5fAwH361morSVzhQtwhLwZ9xujPIN/eikcvpCYW4KjmZv9UsQ1X0\nClqZjCy1mtKkJIq1Wta3CQJW/0gr9/p72H1+Ag+MP0dHKMTf6kuR2f9BrHc29447y4s114hNv/MK\nMq9cS7vbIlJZ9SCK9jnCFEkeTES8stQvmZqUJPQz/H4aGn4qIt/MD0QrVrIz5cn/Xhfif30x/puh\nOXYfWls1GJro9uoTRUuUHpSVW8h/xw9BMwNFRWLiy4NCGCSebljSv6K9fHqidemNRNntHEQhgyP7\nN1M5NMQpnw+TQkHy+79iYcn+BODoFzYbdyx/ntJpW5F1l4P1ONXVjzGvRugg7opXwVOVSu6rLkWl\nE7DiSEwwOlUTHiHpivvAXEts9Ku4B8cz22ikPNWH0XoGu0pF6IrHWDP9PWp9Ph677onvjGGVHjpC\nIbLVap47/HP0CjkNksSKXBflV64j//L/oCinmiUFF7m9uZOdPX6IqinJOks4FsMbiVBc+DEMTmNL\nZibZKhVKQDMYIf/dPvLfMGHdciMZtno80SgZlnZur8kXuoxAoUbDJL2K6p50+k6v47W9wqTmibwk\nnO4Mmr/8T46cW0BTIMDfnE7++Kf/YOdXP+PBzxbz0dAQ5QZRQ5qfnMyOhlGsyBREqLw49uPl0TKy\n1Wrmm0zcaDaTrlJxhUHPWwMDvOdysaW7G0vO/kQK8K0YLvIgt1/sY6vDIZS+xz7DmXh66ay/lxdG\ny+gIhWhouRJPNIojFGLV9HfQxhmuFoWCN/uFpeLWERbon8mzURd7XC5wTaQpEBDpgaeQlhIBkNre\n358QNM794gvaL94c14EQBenIuJfFIRY2QFTNw+Mu8lB6OoUaDS3BoABnKT3cOfcZ8biomjWlH3/v\na+VHuUEEMvuEf4OhCdpuYU6RALQg2bHX1sYl68Po+/rERdQ6CPXMYmHRKcjeI2Tbxj8q/BjUalyR\nCNv3b2GSLonw2LdokCTeLyhgKBJhyr/9Jx/Wl4sNBjB9fYYX929mS1YWj964BdqWCi+NjsXCvPfM\nb1DKZBgUCrQ5ewmdfJGY6zL6w2EWja0i5Lfh/vqZBHqSpruY/Yefsysvj3vS0th2Ph2tys+7Thfp\nKhWbP/+ZwG4ErZRO/Z2ICj5dT+nU3/G+a4iDbreoiVRu4WpTciJtwJeLTSt0MuucRtznRI4biEYp\ny69h1j9mcE97O6/19/P48ue48dnPUYRCROVy+sNhdufnI0WjzCk4yVKrlWPFxVR5PCxPSeHYVDVl\npc+xb9XLZKtUrP/4IZZkeXlkwUbunHyQh9LT6QmFyFn0BNgrebh8d0IncmpSEjMNBl6d3EGNz5f4\nbh7NyMAdjzbec7m478gcKo+vYfvFVNbYbJwYMwa7SoVBLmdDq59ftLWhihdstZohVCp/wh9D5m3w\nNAAAIABJREFUisXwRCKo0j9HO/oFOoJBQt0VoB7ErFAwUaej2uvFrlLxZtNI7CoVk/QqllutrPtm\nBLLOeYRjMZ7Jzoa8Xcw2Gomd3opsYJyo5agHRZQaN+htvjUi6lBBK4qhdOi4ScyHb+tjromM1+mY\naTAwXqejQZLoduaAuZYdZyYjs56A1Cohjf89jx9nivGERoT3jvmJlIGwAcIGRr8ao7W8HClVTcH+\no1xcOEEssP6ZkPYZ5Wa54EJE1TA8ljmlr+AKh7k/PZ1HOzu5KjkZTzRKkyQJk1ZPIfiy0Q0MsGbF\nC+RpNNzXGEhMgIycQ4lFaVepqP78Wcj8iIVjjvCc38ICuSPhD+kIhXBHIkjeLKEqVLw1wQ0oN8s5\n0mtG8c2vuPInvyZbpaIvjhxsaBLmOouu3Moxr5dUpVKIykh2Vk34nLf/spawVkvIqBGfNamNIp1w\nzTry5aOsmrMNg1zOMa9XIBfj71eKxdiYkcFbg4O0BAKof3M9EZWKVc9+zob2ISYZYzQFArw9ciS7\nBgZwxU/79mCQRWYza1+9k1tWvMBii4Vd/f2JSGOGXs+JOHZjj9PJMz09wvAmKYkXv5nOyXkXuerC\nBZQyGeN1Ogo1Gg673eL7kZLRaoaIHH6G0IQ3CM6Uk15fx/zkZJyRCJWOZFFcHh6LxXaKe9LS2Nw+\nBEErD+QFea4jyKI0qJck8tRqVDIZSpmMM34/BrmcjlBIOLEHrWht1RgVCu6x2djQPsSKNK0Q2/1G\nuGJtumIfz/T08Ex2Nqu/nMqdE7+gPRiksuHK77gd39oihA2oNEOEemYJsuCpOwlNeRmUHgwH72LM\nT58mL+5A5hwYB/0z+XPFfo543GyvHwUdiymf+Ti+W0f/X1aAGP+bYvx3Qz0oFiiguHizWGRRNYV/\nVHJ+2TjhdhRVc/G2wHdKydkfg2TnyOml5L8hVIpUY7axwGTiIbudKo8HpUxGdyhEfzgsJnvcUIXk\nBvyjz/Pi33/NfY0B1uREsRX/ATpuorv6RQA6QiGqWycIbw1PIW8kZ/KE0U25wYArEmG2wSCKfiAm\nV1xqDK2DcrOcu202JqUMECnajSsuuHoxEKChYzJloz9hYfmTNAUChGMxob2gdTBnzAF2fvUz/AWd\nhGxOMqY/wPzMfvK1clqCQaRolE1Xv8AJn4/K4eFEehKOiRZftkrF6o/uokGSaD+5GQBXXh4bjl4H\n5x5P+Fie8Arw07cjQ6VCKZPhzdCzw+FDCcwwGJCiUTRyGU1xly1XOIxZoaA/Xos4I0kUjzzIQx0d\nQq6+Yy4tgQANksRMg4FCjYZnRwoTouyKR6BjMau725lpMLC7Zhmfut2Up7mwaAKU5dTj/OplXuvv\nx6iW4MJajnm9zEmJiOf0yKlsuJL+cJifWSw0nlwvoOln1qIynaco6yQWpRIpGmW304lM6aPG5xOF\nx9z3WDLlXVqCQeabTKz+4H4YHsuOL9Zw1OMRxd6kuH5o0ApntqA4uRmtTAa9c1GZzov3L9khbMB2\n02+pObeYv10sEIXUqBrjqO3s6u+nRCvMc8jbJbow3/P48W4QcZRhRKUC10RG7LYJFGXyOUIRBYvm\nPpow5KVjMW7XKLTGZmQjX6P5hnxoWcnBoiKOeb28HT9BU5VKLAoBfrKrVCwbU8PLV78hXKhL9qJx\nuylL8dISCIpWl+ESjHyNG81mQp3XkZ95guLULtA6OKQK8IhLFOTeys8XE9Vq4fz48dA7lxUT/8G9\n+W6UXz9ERzDIxu5ustVqjGnHmKrXC4x+cwUYmjApRHswT62mr0MgGpflOJltMHwXPWkdQkA3PuxK\nJf3hMNv7+7nVauWl3Fy6L97MMa+XGXo94VhM2PSpRZFw1ZxtRFQqXDMuCCNcv5FwLMYdqak86XBw\npnILMw0GPJEIqUolG7u6YNTvMKolwoArHGaB2YxOJuoiKbsXYo6nFTMNBsZrtSiBl3NyaAkEmKIX\nRKlstZoar1ec2sBWh0P4hZ65i4qybfSHwxwYHsYy+lW0Mhl6uSiuZqvVcNk6nOEw7rAcRv2O6p70\nhPtWfpJAnVZfvIJlzc0w9jfi76zHCQVM3JOWlpClK01KIlulIhKLUev3c396OkpgalISfzvwpIDD\nF74ExVvZPmIEk4yxRPFxUnorxom/JpJRg/v473HcsofQyRdpPiYkAGhZyfYRI0DpQWY9wbaaOWwt\n6WZlSgr94TB3f361SDUNTTS6dd/7UvlxbhBxBWusxzE4HGA9TmdpKQGzTuzqjvnsrVpLWXrckCTu\nkyk1/oLYpTuwjHsWCl9i18AAf2u38OHFcdjjIXdTIIAh7kB1VXIyUizGyxW7WWAy4bXZmKHXo5PL\nKdBoKJ/6e/Ltp7nKaGTF+C8xKBQ0nFsOw2MxKBTkjbHwSm4uWx0O5ptMdAZDFJ4RIJk3Gy7jxbPj\nWLRwE7ONRsZotaQqlSy1WjErFFRk9FE+6jCL7EGMCgWH3W5BFvPlsiZ/mJ0ZuWzYt56yce8m2rp1\nF+fhjUZpPr6Vvri7VTgW432Xi5UtLRytOMX9aWnMT06mXpJwRyIgD5KqVFI5PEzL8rixrC+bWMYR\n/rJvE3ucTlamCr2NbTtWk61Ws+3ozcJT88JaJiYlsaBJSOu1BAK4IhEKNRoqpr/A1Pr6BIIQoECr\n4fl4R+Sw20NHMMjUpCReHTGCnPwPUcpkAvylVLJixp8IA6FYDMlvwzkwDrcnk55QiI54dPRAtpoI\nUKRTQNstDFxh5G6bDSkaFShSeVDYHQ4Xg2siKoVwCbfo3NzX2k2xVsuOE9eiV8gFjDszk6ZAgM2f\n3s7ur24TQLOf/JqFo78SeJna57m1JoMDFiEdV5R1klPnb8BdKzgyWpdL4FvG/gbGP8qdo1ogaOWM\n309O/oeiNpRaJdK1uD8ISW0UT9uIRROg1Bz83pfKj3ODSD4nDFAHp+EZfwmGx8a9EONKwalVkLeL\n6uZSXp73rrjt9NNiwoQNOL/ZQJE+wlKrlTvzhlk1+jyH3W52jBhBjUvNzLjcWUcwKCZ+UEQMC+f9\nCq1cjlYm46jHw3KrlVSlktWfLaByeJjxWqEGzajf0SRJ1EUCbOzuoiMYFJBsp5dQXZzGH694twQC\nnPD5OOx2U+XxsOPceF7s7UWKxegLh1lbr+CE18vUeF6/qnQvh90etH/6BcWXP4RSJkPpGCWgxOpB\njvQnQd4upJ5ZjNFq6fMZqPnkCbov3iyAVRfsbLiowKJUCtizpxB3NMpMg4GtU86K6GzsFrI+0qMb\nGMC1Zx3bP32I/Mv/A8/sP7HtVGmiMk/yOa4zmVhutdIRbzlK0SjhWIwZBgNTkpLwRCLU+nwc83qJ\nxEi0+fLi3YrnHIOsbm0VaZjRyNtOJ6fcwpm7SZJE/UbXR4atHpQeTnlDTIy3JF2RCDP0euYlG7lz\n5h+ZWl/Pil33MF2vZ0pSEhU5zZC3i/LMDtA6KNBoWDH2BM7OeTA8VsjLmWtpCQQ56Haz9KsRdFe/\nSMmUZ8F6PPGZPjw/HTI/4IUbnhJSgheCLMvyCgev/pmJWpJ05VaRlik90HYLO05cyyPXbmFjVxeu\nSIT27lKeKIwSicV4bcQIrjAYmJR/BJtSycSkJKGk/T2PH+cGcennwnMyrgGocFsgtQpL0U4RXcQd\ni2TNS7j7/V+RU/Buot1ZMuHVBPZ+tsGAXaVihl4v/q0dFGpTrX76wmE2nM2icmiIbadKuf1kFuN1\nQlI+VakkValEisWEcrLrMvqPvsDu1nSxwM49TpXHQ0sgQJFGS2P9CuokP7gmsqT8OV4uMELvXEpG\nv0/NMaEDoJXLaeycwqYJ58lQqTjSMZIxWi035Qwl2qbOi7dy2O2moep5llQ8QkNvHmf8fnRXrqX6\nyFMwPJZJFjcqSx1G+xfsPTMXPIWMqXiETdM/Z3OrH5QeVmT78EQi7OzxU37lOhraZlDn97PuosiB\n59uH6ZwxCU+hD/es9yFsoLn2l4IzkPmRIIx1zgPJzrp9D6KUyTArFBx0u3GEw1xhMGBWKDjq8bC7\nNZ2ddWVo5CL12N7fzz1paTycno4rHObomAKMCkWCzr3AZCJHJ9yt1tntHHBGkIZGowQYnMaKVGEb\nCLDaZuP+tDSWmC2YFQpW22xE1WoqTwti8LdgtBqvF4bHopPJeLNXEhTw5HOC/Kb0UHnuKuo6x4k5\nYj1B3ckHQenhKqOR8TodlqxPyck5RL3kB18uS3KcSLEY0/V6sFdi0bnJKdoNronceqhcRBtxXMOT\nXy7g+ZwczAoFr07u4KDbzfzkZJY2N7Oxu5tTrdM50laMKxwm5P2n+Yr/9PhRbhBTnj0iFmLuX1C2\nXEkk/RshZvrNBhFFSHYsKXHASVIb7aceg6ial8sPUXd0G7Lzq4WB7OnTvBVnZtpVKipsfvLtp5lk\nCghKryQcq791+X7mnYepHB7mxUP3MlWvF6e/1wsjXyOWclZ0JoBXr3+elampzDeZBIoy8wO2d4Y5\nWiYq9a/197Po8pdYbDbzwFW/o1GS6B5KFzUTIFut5u1JbjyRCDeazXzo9PKhywWZH6CRy1lzzaP0\nh8MUp7WQqlRyVXIyltL7QD3Iqe4iwrGYQPvJg+Skf0Ndzwg2dnezJF3GkhwnNT4fbimZJTYNR3oF\n52OhySQ219654nf1IHhGovrmtv8HtyFW+ztQelg6/1FyJjxFRfkGtDIZbw0McNjtpjCu9vXgJQ9X\nGAzkpFxkzujPaQkEqN9+B91+FYfdbubVDZGlVjP7wgVS4rWTM34/B4eHhTgO8J7Lxcv5KcKjQ62m\noqg6ITDjjkb4dHiYKwwGrmtqoiMY5Cuvl8vm/pJ351ZR2ZUqCoIN65AiCmT2f7AlKwuZ0oddpYLh\nseLauiaKgyapTZz8aZ9B9h7m5DRz86VLPNfbS6pSSXvNU5yXAkyavimRSpUmJTFwTTvO+nvFc6VW\nicdf9kvR9kxqo2Tcn7m9Tkd7/Z2s/nIqAGalkkKNhhKdjscmnKc8twHXxgVC9Oh7Hj/KDSIxglah\nDaH0oLlUkvCPYOQfcA6NEDgI9SCYa1F154iJmLcL+8z7aQkGcX/+rBBzASF5Fgol8A6VvVrKRx3m\nzcFBgdJMPkcov0a4ORua0Max/y/lxsEwnkIw15IzZgctQZHXO0Ih9g0NYUzqZ0m6jI1dXRTGKcwg\nTrg966/GplRSkT4Evlw2dnfjCIVYet5Jrd/PR0NDEFWTp9EIwhfwiD1DOGClj8SsULC3zS6MgeJG\nL7GokpZAAFXWPvrCYR4ucvJ8Tg5NksSeyi0CtBVPb14tllOkU7CtPkf04/N2cffJApFH575NeNaD\niTaeqMonQVTN7k83o1coaI/rMShlMtbEKdkv9PaCayID4TDFWi0d8bZoakMDRfqIsCAIWlnXKDp1\nA+EwZySJKfokQrEY5dmXMCgULE9Jocrj4e3prThCIRokSXRwgPddQ3Gl7i7GaLW0BINoZUL27uZa\nNTmWdtYfn4Fq3BNwYS15arXAM1y4n/cenAUdi9n96WZQepg0fRN0LBY1APUgy0b0cNjtZoxWy8VA\ngPZgkFXznuDq5GSxEQCH6hbhikRY39XJwtKdHDg/S8yBruvh9NPML/xa0PqjURblOlhT9leKCz/m\n0JCfqrjn6RtpOXgiEcwKBVG1mvynPv3el8iPd4MIC1ReqGwzqAdRBoR+Ab5cZGcfhLZbCCXpxcmQ\n+QGh0uc47HELwlMgxourp5BVU0NxkpLbj5RxqE9HaMN1pGxayPDj15L/wixckQgVRiPYK5k07s8C\n8uyYT9m4d3nb6WR3zTJSTjaKiRE/edr9wuNg9vnzFJ89y/1paUxMSqJBkoQ8XChE7ye/Faa3T95M\n+6oapFiMh+zCBOeh9HQamyuoSImQp1YzXqtF9+l6GhyjBJJRp+Pqxkby1GqKOi8Ihaqu68Vn71jM\nY6XVaBURwrEYZoWCMoOBD4eG2NLdzanGa9DMuAeFTEZ+6iWkWIxHu7po9Cqg63oh6+/LxWj/ggfs\nVlAPEmu6C2XX+O8sApQ+ysZ8yAs3PMUDaWk0nPl3HOFwAsR09akI1e1jwFwrsB/x+zzRKEUviggg\nEoshS25Aq+8k5M2iL16b+8rjRSeX44pEOOH18lCHoFm/73LR7EqjLxwW7FO/P2EZuMhs4VTPCKpb\nJxBGbLpG8wXaz94NaZ8xUadj1RWv44pE0O+uAHMtzddMEXYAvjCqjAPUSxKvz9vHUquVVRkKqjwe\n7rHZOOH1EuquwKZUMlqrJRCNsrtuDmtsNjDXcnOtmkVmCx8OhNBm7YtHXYWQ+xdK9XoWjf+MiUlJ\nCYmAhi+fIV8rx65Ucus3GnZLQ7zncrF/3yZar87/lyyTHyVQCuDkphQYnCbcrk88LarvqVXiAsUV\ngxU9E4iYekS4F1VTPPIg7XvX4y3dT9HLKUTVaqJyudCtjA9FvBcdUanQDQygfb6KU+2TKM2tpabX\nzp9LYiLP9BRC2EDk399C8VkYlUWAeT48eSukfcaagn50MjknfD5qvF4Wxiv5x+KnrWfHavquPs/D\nE77h4PBwQoJtjc0mKMlBq+CZDKWzKsdPOBajxufj/7D37tFR1ff+92tm9szsTGaSmclMMkMSyBVC\nIBLkItSggCKxQpUKPWC1So8e6U+sUmsFb+Ct2qpFj9jSokesnmKLFqxao1wVNFHABMIlkEDuyeQ+\nmft9P398J6PneZ5zTs9atut5lmevxQKGZCdM9vf2+bzfr/dQLMaVJhM72nNwZp2ndzRHkK07F2DP\n209rwWRK25voDStYtAojURWEHGwoivHkp0ugYDt03IC95A8MdC0U3oLBb6USoMqsgzR1XZwysjFY\nhXyuEu1V9+OrfQGdP0DYqvkyKV0d4ZFZtXRFo9T5/TSOmEA3zILMNGYaDOx2u3FotaSr1ZwPh/G+\nuJq+W7eSp9XS6U8nP91PgV7PcouFu9p7ebVIhOBUpqVRkjxODMZiPPnxSijZwoosE2aNJpU0fmt7\nO1VGI8/19dHZuA771F+RJUnC9xJyoDKf4MncXD7weLjRamVNRwfR7mtQdV6NqacH5fonkZJGtG39\nblZlmXjFOR756FDKVwGIBaB/IXMnv0Nt+zTWlbewuQM4+SiPLH2E3liUz3x+llssvDkyQn1vKSbr\nSYwaDcvNZnJ1Ot52u3kmL4+2SITxn3qYF1wGGadZPeksr3Rr4OSjzNi27b8dB/8rlPpbLnWEebOf\nYyBgFNvhZNqVXPhaytgUT4umJNjILlr2PoX6mo2kH7kad0EBCbUaTTSaAstoviJU6ZozhzMbOoWa\n0txApcHAy1PifP/t20F28d51vwdzA5o/zSHffoZivZ7vW61sqPozxIz0RWMc9HoFRTrp9Nw5EOYa\ncybBX/8Qc1sbltx9PN3tRVKp2NG4gDxdEstWsoXSWRsxqtUUmvtTiHgQWogdjQsgYhVtM90wDkmi\nemIdAx3V/DHqYVpaGgTGM9NgECt/yMGTFyQxqDtuIL90B3PS0zGN24ty4VahFTn3E6odHpqO3o/T\neQQMHVhMvRCxUrBkE97Pfy2Sy8YNoArrhThNN4x/aSsrrVZCiQTNoRClmaOsyBJw2qdrl9Ls17C9\noIC3i4tZkpnJ6gd3i8khqKXalmC+ycTJYJC7zirMy5C5+ZybQ65sbJJEnc9HiV7P1oEBls56hRVZ\nJt4cGcEdj/PYGTu+RIJNTidH/X4RUGNuoEyWheej4wYwtqAkJNa3+jnQa+eOjg6Wm83MKtmP+Vs/\nJuufnsbrKWBkdALbPtzEXJOeHacu5Ud9XV9SzZMLwercOGTvZ3tBgSBttQioMRlNbPzscqGNkSRe\nGx7mVpuNNaU9ghCmVvPC2QmsbxdOzZUXLjDTYCBymZVTSz7l+emd4meuGwbHh1//MPna7/j/lyuh\n49DhR8VkMFiV8tanqdU4KzZ/qZXwlcDgtyDkIGZMCAXgvFdwFxQghULEtdoUmk4diaCKx4lrtVjm\n/5R1JcNickkadl4aHMR14x9EVsLQEKqC34Ohg8NlZTQ1/JiV9SYyNRpU1qOUyTLzTSZc0SiLMzOQ\n1WpW2fXs/Nebkd1umh/YR0xRWGbTcWNWFnMnfcA7Q1HRv+9fSJ5OR/NQLsrPv0uOVkJWqWjqupgj\np5enDGcxRWGBRUO9V8VoPI429z229PcTVxSW5g6xZ0gDbbfw8vQB8jP7eH6Kn2er9qdQbt7hqeK9\nlF1oByzU7P/ll4IrycdI6wpI6MSAy/szBPLEoEsfAkMHo9X9SMCNra0c9HpZZjbj0GqpTEujecTO\n0uk7ebEwizeGh9nldvN+MjJPVquZblKo+XwNDUGxO5qeNcRhnw9ZP0r1uEE2tgeR1Wp+2tXFSPNq\n6vyiULs4IwN3LMaC/FZiisKWgQHKktQp07i9nAwG2dbvhuz9zM1UscwqsjkJObBLEjuOL055P1pD\nQithN3dw79WPifc+iX4zSQnmXfQGb1zz7zx06Xv4Egnm2QJsHRiApvUU2i6IvNckXqDmwlQkYLIs\nEwO29opiaKXBADEj88xq1mZn80ZREcppYYlf0yFARc2jmcwy6rjpooNf+zD55k4QgfEcW7XtSwL1\nYJXQOHid9PZNE1X3jNNIHhkMXZQV7aX0kg3YJAm7uYOi/ftRNJrU5CCFQigaDXGtFikUondKhQhM\nKd/CsXkj3G6zMc2QhuNTnyjwRSK8WVQEnnIqT4vuw4L8VvqiUWYaDDx5+Lt0Jf9cqpepMhoFwai7\nW3Aqupaz0mrFF4+nQLX0fIcCnQ7VuHeZJOu5rcCD1u9na/1lAMwa38CscsH5NWs01DeuFsCa/oWM\nxONEz95Fff2dKe5Cfrof2aWjxuOhQK9nS38/D3R3C8EV8HzFCM5Jr6KyHiU6+R2euvYxKNguWorJ\nFbRw6q/Z1jSR385uQp71I96+/Dj2yke595IPMDc0oP9kgE3jxtHZvhijRpzfHzhRgPzp2hRf0qjR\n8N7oKE2BGDFFoS0SEYXKvDdpDoW41GikIRhECeQRGqngbCjEmlyhBHXH45ROfo2Bniq0Sf1JUyjE\nrTZbSoQlqVR0XXQR2yZMEG3PLBOWrFPk6XRCOp3RhmwXxyDV+Ddo9RnYNjiIU69Cm96NWaPh6Y9u\n5kqTCTpuYKbBgK/2BQ5dmMnKY1m0hEIMxmLChh6NUjrjCVqbfiDUnMYWsH5ORX49e85ezq79j3PX\n8RzWjTNyJhRivtHITWUnWGO3U6DT4dBq8ZcZaQ6HOeTKpspoJOP92+j95ffY++T1dM2Z87UOk2/s\nBPHUvPeZccwr2lQJ3Zdp3SFH0sxTBpKPWMlfQXbRdOFKrjObiSkKAx3VRAwGFI2GhFotOiHJ6/V/\nO0HLmn4+CfpT4JO1HR0MxWK87RYdhY+qepDVaq7/tATt5Kd5t6QEy5Rn+fTth5FUKgr0eh6Zt4vV\nhyMsTrIO3xwZ4a8/uQxVPE7L2gvcOUtYyA/6fJwMBgUTQDfM5k+Xo5x4ilmGdLYd/DGPbT/JsUVn\nmG8yIalUNLz/GNpJzzNJllk0/TUWzNvIqimfCLaA7IKM0/w0J4fa9ml0nrmNtMUPUKLXU6LX03xE\nqDaPdJVTe3Yxrw8NYVSrBe4sZuQXLkE3qh9wMqvgc3BX0tpfxqsze1jUr+Ehp5Nr67XIKhVPtws/\nx1z7CI/39oKhg20nL0ZxXUV10UnsVz/E1oEB3qh5nAe7u3nt5Le415mFpFIRPXsXFWlplNl6WJSR\nQV80SpXRyKpcP4vyWwkpCtsHh2iLRJiTnk6xXo/FeSilr4gB3z/jx6hW0xgMcjQQ4Nb2do4Hg2zs\nHOWg10ueTsfOY9fzWn8IYxLQeyqRx9S0NAqNAdJUKnqDWpZkZtJc+yxk7xeT1kU/I6QoKJNfAF8J\n+TnHhTtXrSaUSKRSv8a8E4XmfuhfSOORDUIjYjsMw7PZXPMwc9PTueO9O5iZns5jvb1cum8KxX+d\nijEpF8dTzkyDAU/FCF0rz9G7SCFtjOT9NV3f2CJl0Z8uUDM6Suz9xwhO3yOOGhN/herI8ziq7sYV\njaI0/UzM8LbD0PMdVs/axSvHrmFZ5V84+shS9F4vwH84Zvjtdu7d9C6vDw1xJhTixfHjsSX71vPP\nnWOgayHzSj4llEhw5PP1LKv6FQe9XhHMa26g/RILt7e34x9TFKanI6vV7Fw7J1UMXfjsR2xrGQeS\njzJbD2dDIRxaLb3H7xMFVXel+L5DDlZf8keaQiFqj9/M0hn/jpRsr0oqFXlaLdMMBg56vVg0GoHa\nT7oL5044zisBK4+YfdT5/azNzk5pMJZbLOL7DwSwSxIng0HhMAw5MI3by3yTicrkfQ/V/Uy8+WMr\nZU47ja3zwNDBmuJBtvYGsOjDvN2eyWWOEKXp8ZTZrbd1KaXF79E8Yue28SG2uQKgjrAqy0RbJEJt\n4yrKyl/nfDiMf8o0dH8tY2nF+7iiUY70iFi6RZlpaFQqupP5GSV6PbdkZXH7aYl7i/1ISQ1Gnk5H\nrTeMXYfIGhlry2acBtthVjmj7Khfiqrg90ySZeySRLpazT6vN6UA9fbPEZOs7MKZJsKGy2SZ5RYL\nezwe7JLEg04nk96vEMpVIJRI4IrF6D2b1IuEHOL9sh2GruWsvvRlDvt8XGc2E0okKJFltvT340sk\nxM97rLDuqIGOGyh8uxXrhQv/5Tj43yLl33Dt7LTgdU8kaM/E+Pl8tH050L8QZfoD9DavQq9Sga8I\n1BG0aQMQM/LKoR8BsKtpdqogOTZoxwqV6QMD3Gm20RIOE1aUlL36jZER9paWgqGDQw0/oMpoRK7Y\nmJo8AIhYWdvRQZpazRq7HZsksdvt5g/3XUFcqyWRtEOfDAbFAzxYRZpKhRLKptefjsrrBJ/YjeCo\nQVv6G2o8HmEhz3uTGo+HXecq6YpE6IpEeHd0lPVnxdd+vbCQwSvfBHWEmyY2IavV3GlxfYAmAAAg\nAElEQVR0s6N+Ka0+Aw2BQKr/vtvtZmZ6Ok0emXS1Guvj12GyngRzA96T9/NO49U89v692CSJWbOf\nEjuykAO6ltM44GRRaS24qtnaqYbBKiSVis1TExQaxBFi5PhGev3p3DvjE1zRKE+UJJBVKmZlAL4S\n6vx+agcsGE/niUHncKA/2QDmBiSVSqhLDR2Q0JGn0/GQ08nrBQVcZzZT27yA2/d+l3uLRevwqN8v\nnLTNC1LPhrP4LVQD04UGwtiCJX0IVyxGxeSdKL4imoZtDMRi1HSNIxrXYE4qOecVnGCRc0AUOIGR\nz16kRK9nU08PJo2GmKKwvrubVdM+IFOjoS0SSak/j1/ziUh2K/i9aIc3/Sw1WVw4+AxPH7iNLQMD\nyCoVn2UX4YpG2bDwJY7qz6RiEVZf+jK6QOBrHSd/0w5CpVKZESzJqYAC/FBRlFqVSnUncAcCa/+e\noig/U6lU2uTHXoxA4/9eUZQnk/c5CDiBMdH4VYqi9KtUKj0iSGcGglj9T4qitCU/52bgweTHP64o\nyqvJ1wsRLMws4Bhwk6Io/6Vb5T+0OZ8dEXUHY4t4mPoXMmFXnPa7/pgqLNK/UGzdh2dTOu15muvv\nTUE8Cn5XiRQKpUJ3dIEAca1WuEMB86Z38Tz8bQBkt5uirUfZNG4cz/X18VpbNhsmuumKRKjz+8V9\nEzrslY+yxm7niN/PqWCQ5RYLu++5PLU7AWifN4941d0o/fOpmPCZkPjqhrFktqfs1R9/+HPRgRmz\nFSczNmZZfRw5V8300vepb79EKP8u3IomGqV84c9o/GwjjP8DD00eoGZ0FG8iQV80KlBzX/w0tbvI\ndx6hc2Ayc3PPI6vVuGMxwUnoqObZ2Q3cc44UX2N1aSuvNM5F076YjKq7MSZ1CgDP5efzz2eDoh2Y\ncZpVpWfY0avltrwE2y7YwNjCXJOYwPJ0OpZkZvLS4CCSSkWtzye4GEkW6Nwsv8D7ddzAnbPepyEY\n5NCggTKzh3lGowAGR6PsaimnIr+exhETN42LMRCL8cGeJ1FyPsNZugNXNMrBiRO5fPf3xNHTdpjC\n8QfxJRIMuIVMemefgiXNS45WywqLhZcGB+kNK8w16SmTZUHiCowXE+PwbNZMq+NsKIxZo+GS9HTi\niiK8MX4/slrN60ND+BIJwc+8sBz5XCWhIrEDRC2gPRsuauLJc2aWjXexq8fI85NU+OJxHvhwDYXv\nNeIZPx6jy4XO4yGjp+e/HM9/jx3E/yR6bwWgT0bvzQBu/2rWJvD9JBK/8itpXP/Q6D1A/PCHZ4s/\ne8oBaF+mQdbExcSR0FEx9wEBep3xIteZzZim/hxTwZ9QZTTR9sMWFI2GmCynipNjRcvWZbmUyHJq\nsghYrZy8/ypu+F4RBXo9S/N7BSMhHOaKDBP5034BwIDPSksoxPlwmHdLSthc8zDqRCK1c5BCIWJ5\nX7DeIeokjd1ToO0WluaKB+zAkDBmxfMPfBm3N1jFTeVHxf8XsBf8hfozK5DOXZeE4n6IFAzRFYlg\nv/hBaPk/+OJx1mZn83ZxMU/l5orUL+vnTC/eR1neF3QGtciWRjI1GtyxGPX+qGiZZu/nni9KsJh6\nhcHJ0MFBr5fCgg+JZ51nxOvkqbw8LjUa8fZcyW63GwLjWTDtj5TmHmNH82TwlAsrvK8EEjrqAwFu\ntFq50mTi5o/npKzmoZEKTMYebhsngW6YrkiE6elaFlTsYmZ6OvNNJm7LS9DkE6CdGo+HXf1gyq6j\nTJapzg7x2slv8YHHw8rqB7np4ncZicVQTj/I5funismw6Hcgu2gdLGJOejpERDuWmJEyWWYoFuOx\n8xpc0Sj5ehW1jauQVCoWWTQ4s85TYfFCzMjWxovRq1QEEwlMajXP9PWx+KNJGJNHk1tsNpqPPMJA\nw8MQchAa74LhmSnOJzGjaD33L2TX57fwxhQtd713Bw+8ez8YOuiZNZuhBY3oPB4SYzknX9P194je\nU4D0ZGZFGhABPP/Nl/mHRu+NXZbmdrFLSHYsiFgJDc0Qq66nnMb2SwQz8vylglZ0YhNmjQZl8FvI\nWcdS95GS8t2xjE+AnfseQxWPpwa3OpEgYjDgikZ5Ji8PTRKB3x2J0tm8CsqeIv2A6CAsyczkO/9y\nMcUfHEh9jYRaTW9lJaumv8OTJ8pQmU+k6ibvdDqJnr2LsowQXt848JQjXbhSnE+LfsdrdT8A2UVI\nURj85HmhcNRoxArlKyFsizNS/wTXW8xUzFvHyWCQN0dGcEWjIk7Q0IFp3F5KZJmmo/ezwq7nxfHj\nCSsKkkqFU68SEuLAeJZNbMAdjwtXqDpCq+siQooi3tOm9WwdGBBSbUMHdX4/KutRDgyk0dy8jAWF\njVich3hndBSy97PCrmeZ2cxut5sHe3owFfwJWa3mjcJCLFmn2F5QwF6PB4tWIaQouONxDjQu45k+\nIXV+bWiI6SaFd1pLae6toNAYwBtTs/PMLCrSRPamcuIpdgx5eWMsjzNi5alLPkvtltZNdMHwbBoC\nAUjoRMpXzii1ZxczcHotuKpROlbSOTCZBdP+SJ3fz2AsxnKzmUZ/FHvRm+CuJE2tJk2t5p6uLhHl\nqI6Ijk1XP3e194p8VUA76XnWVf0B1LGUQI+EjvPhMIkVdRyUt3NTWxtEzGjCCuiGCed1U/yK6Wuf\nHODvE733JiJ9qxfoAJ75Cqoe4FWVStWgUqkeGkv35h8cvQeA5MNdUCBWWlc1uKqxTH5B/DlJCrY4\nD6WQdJUG4SHoHCrGkvOZeMAQysmvtjcBkF0sW/ggUiiUOh4k1Grc9/+ZN5Lk62VmM52fbcas0fD2\nFZ9wb66JE/f+kYGTP+HNBxZj6u5GnRQ3qRMJ1IkE41Y9y44hrwgF9pSxatYOnpgofAn28i3443Gq\nHR5RN/H7ITCe1fZMkF2Upgkyk6NK0I3iWi2lU14Wk2PEjOSR2Xq2gEZ/lJOhEAe9Xi5vuiByQDVx\njk6ezM6BMHLFRna7xfHoQYcDbyLBSouFHWencWfxlxX0MrNHeD8MHVQZjQJ2Wy6CbxqCQabntGNU\nq1E6VjLLKjI3TwaDjIyUMhqPY9GHcUgSr40vYM9InIGuhYQUhcfag6xsbUVSqXigp4fHc3NxJ01p\nXVFxrMrVagUSr+9y6r0qtFnHWFF8ntYLS4SuIWbk6WYLFkuzWBgSOpG23bIWJB/rP7sElaELlRRg\nr9cLnnJ8iQTVRSfpjETYMxKnunwvi2a8jKroJW6q/JAKZzO1Ph82SaK+ewovnJ0AEasIHPIVsavL\niisaxaQRsnRCDt7ZeR9OvYqHcu1IJ38IQHRgLptPVIoJo2s5hSV/BsnHA+dkGkNB7pwURgM8e93j\n3HDNRnHEKthOxGBILUZf5/X3iN6bjahJjENMLveoVKqi5L2+nzyOzEv++mpmxt/l+n+N3gMYno3i\nPCRW4eR5eaT7CrHqSj6QXUJmLPnQ2msFlbhkC7grqTIaOdI2O7VbUEciqBOJVA0i913Rv2++YwhV\nPI46kUDRaFibnc0zeXk83tsrBDMX/YySpL6gxuNhTXs71bO3svyJD4htqSOans75xQtIbHwHnccj\n6gARK/McwszUliRJIbsY8Djo7FzAZ34/JHQEc9JAEj1/rJ/TPJpJiV5Pb/elYDuMfc5akRDuKwHH\nh8Sm/psQBEWs9LYuFUSsLBGZN89oZFNPj6jM9y5ipcVCQzDIgz09nA+Huc/hANthXjhyNSeDwZTZ\na+D0WuTDP8Edi9E0bKM0c5R6v+igNASDtLqzcRa/JTgGg1VkSRL5WefxxeOMdF7Nu6OjlJ45BeoI\n++a1iqOHp5wjSarV2CQ9BoqpzshgQ1GMY4EAO1rzU8FD1RkZ1Pl8YP2cXS4dZO9nXckwU9PSqL5o\nN7grWV3cDSVbWH3585y6qonDkyYhqZI7o7w3MWs01DRdRoFez7pxRk4FgzQEg9xqs/H68LAA0wzN\noESvx57dQKHjBGvyE0xLS8NyyR2Q0DHNkCaUu9bPIe9NQnN+xxqbjUccTmJFe8ViNVgFg1WsKj0D\njhpaz60EwJTRxoxttxN4+NuEuq/hhburOHT/VQJ/KPnQBQL/oVb1dV1fe/QecAOiXhFNHjs+AWYC\nKIrSnfzdC/wBMZnAPzp6D8QPyVEjfqkjohgp+VBlHxSr6mAVXPgXQXY++Ay1x+4QdmxHDe8cErzA\nsZ1DQqdDHYmgiUZRJxLovB4Sr93F9Px6Wq67mBv+9VO0D+yiKxLhrs5O5ptMyGo1pelCAr2ntYJN\nTid5Oh23ZGWxuStC7MFqXPf+EQq282RuLqFnP2L6jGeZZfXREg5jL3qT2lGF6OgknpgYQk7vZrS6\nn+qMJJQ1mdbVFAphyWyHiJVDF2aSn/sJZJwWPor2a8UgyjgtVrCM06lw4rZIROxWZBdvFhfTFArh\nkCTWXdTAnPR0XFGh2szTarmzs5N1Diumotdp9muwaBVMGg3PX/EWobxh9nz0JKhFxR5XNf0f/wq9\nSoiMesOKALWqI4QTCW7MymJJ0i7e2vJd8nQ6LFqFK+rjDPisvH1JHyssFhoCAXb2avl+cx8POhzc\n3dnJlRkZ1AcCuONxfnuRWxCZJB97PB7SNRruLYyKjlTESoFez6GePGr6ZWR7LTZJ4jaHoIDNP3eO\nAp0Os0bDziEv9uwGllss3DT1U8KJBJvbdKRrNMgqFZVpaRTodIQTCZw5x2kKhUTSuMfM2+5Rak5+\nW0jW+xcyN93ImlxJ7FI7boCOGyiRZd7xjNJTcZanpjfjrNjMuoVbeGMkWURPWuW9J+8nNnG32CUk\nXch6rxd1IkHh08sAUirer/P62qP3EMeKhcnX0xE7jKZk2rct+boWWAKcTN7zHxu9B6gaN1BoDFD2\nywI0Q8ViJ+GqxqzRiKStJFB0YLCcqLOTFxftQDuUjjPdjypoAtthzt8nvqQ6Evl/nP+GFn8k/A/l\nj3LY52NOejqvnKmgVJZ5fWiIMlnmlqwsTgaDVOTXs7azk6ZQiJUfXEvZo3No+XETFkmibNxJ7uzs\npNV1EWuzs1Pg2oHhklS69wNtAUJxDZl1PcxMT0+pQ7XnL2Xk+EaqjEacWeeZVyQk3GOBv+pkwa3U\n3krJletZlDNKYflLWEy9RLuvYZ3DitN+hjXt7dT7o1RnZrLz4W+zvrubvOQAag0l2DkQZrNrmAec\nTp4tsOKOxzGq1dy173rxXkdVaNMGGOm7BNQR4hWb0apUYiLwlAuAjO1TrszI4I3hYXacSVKnIlYO\nnRSTxFj2Q0s4TEMwSLpGA/0LkbVB3Mkkb4Cagz8n6s/l9qNFoluiG+YhpxNTMlynTJZZV+SjMi0N\nOm7AZBhkmdnM02cFj/IZlwuzRsPazk7KZJlZRh2HJ02iMRikJRym9cIS6F/I2VCIElnmuf5+Kg0G\nQorCSCyGLx4X5KlxMRGSPHE3e0aD2Mt+x+tDQ6yyWNEOpYsJXHbRFg7zm4EBxu37ES8PDtJ7/npu\ntdmY9GA1HdM/oGdyNxUPJU/Pko/W6+0U7/Cndqz/YaxqNFjOn/+fDIP/9vp7RO+9CBhVKtUpRFze\nK4qinAD0wAfJezQgVvwx69k/NnoPUHL30frpvxLMyqL0vfeYO30bZJzGc/g5UbEeazG5qiFmFAq+\n3PO8NGECSukrYqXtX4i7oCClhRg7YrgqK1lVfB6zRsMyq5E8rZaTwSAW5yEa/VE6R/I5GgjQEAxy\npKeEEr2etXY7td4wlf9axy2vNHJqjpreoJamnqnEFIXbJrbxlMtF/agemyQhnVhDoeMEBMbjTPen\n6Fj3fFwNtsO8fPlHROc+Rt3yP/DOiJ/Hk7zEkKKgrb+NihnPEs/9BBw14qgBXGc2C4UegFpg1EZi\nMRFxly1UpC9uPoS34zp21t4mIgKTHR+7Ds6GQtSMjgLQ6jFD3puYyp9Byd2HBlhX3iJoTDEj0aTL\nkozTrJrQx+12G3laLa0eM6unHBPF44LtSF0Xs8npBNnFopxRnuvro/GzjbSFw6yY9gEbHA7q/H7y\ntFru2XEPjPsLzsw+NlzUJAqLIQc1Hg9HAwH2eDwp+XVDMEj3qp1IKhV/+uujWLJOcdjn48T+X9KW\n1InIKhWDsRiTDtjZl2R6rqg4IGLwXFdxoLUCc5L3ea05k1/k5THfZGKZ2cxrn95KVySCSa3moVy7\nEGjZbFQZjSJeQPKBsYVDPh/TDQbK5twvEuJjRibrZZp+1sb4xkt5QeslZDZT/PYZJrw6SRxDvnJ9\ndZKIa7XU33YzX+f1N00QiqI0JLfpFymKcp2iKCPJbsaNiqJMVRTlYkVR9ic/1qcoygpFUaYoilKu\nKMrTydf9iqLMSN5jiqIodymKEk/+Wyj5OSWKosxWFOXCV772vyVfL1EU5ZWvvH4h+bElyc8N/4/+\n54NVkPdnZLebpofrqK2/jWUX1RC3dOLQasmf8IHYcls/T8liZ120XRCg1JFUpkVmZyct374y5exs\nmz+fV9a8lHJP2iSJ107MxxWLia1mz3dAdjEnSZRaUdjJbrcbWa2m+BfX0vCTqaw/lcVut5s3SnMo\ndJwgT6fDJkk0+zUUGgM01j5BrOSvVBoMlE55mZkGA5acz1jjNFBW/jobCtQMxGIsyooz5wsffLGF\ng14v841GwURYtEFkT055L6UYbAuHueOjxWwfGhI1BevnTJVlQn6Rjr3NFWCvx0NLOMyCyXtSqeZl\n4+uEkU1RRKv1/cdQepaAr4RSywDetu+h6r6C0OgkNrdYRdpUxmlC4UwaAgGeys8RsXyDQ4LFYBgU\nkJuM05QZE7wSWcf67m6IGTno8wlaVPmjhMKZtIXD7BgZofb4zchqNYVX3AcJHW1Tp/LS4CDVGRmY\nMtpoCAR4s6iI0mQNptbvR1apqG5pYWR0AnG9ipFT93Dh4DOULriXaO8ijvQ72HPqGloDEnjKiYYz\nqW+dR2VaGo2KBSQf1UUniSkKSzIzOej1cV9XF5JKxTN9fcyd8SKVBgODsRht4XBqxzXl9Gko2cI8\nRz9yzkfYk+j8qzMyaItEuGnmn1F/FBATvruSJztClP3qY85/X3TIKjbaxcCNRFA0GoJZWaQPDKTc\nxHr318ul/MZKrY/dNz1VlCNmFOo1d2VK3ILkE+lZbbeQP+lVOjsXoHXuYa3dzuYeH5z7CQsueZ4D\nx/8JufhlQs0/Egi7zzehmreOqD+XBTmjHDjyI7STn2ZOejpVRqModgLN7ZezrOxzgokEp4JBpMev\nY+XmQzxZd1Wq5QWwIsvEQa9XFLfGYK+6YZEGlSQgVRoMSCoVWZKGtnAEp1abIkFf+9YdULAdp/0M\nu4qLaQuHebavD3c8Tpks8053FrKplVDnMu6d8YnIv4hEhHRa8jEr2yXCcvY+RbTwCGtm7GWynMZd\nrUOUGRMMxWLMN5loC4dxJHdKrS3fTZG4CIxnXZnQQ/zoDS+/+icjTcM2cQyKWLktL8Fut1t4UHQ6\nao/fzLzK3+OKRmnurRD36PkOhUXvMt9kYrfbTYleT5XRSFBJCCOaoQNnznFCiUTKAetLJBiMxZgq\nyxTLet52j2JUq2kJh1lpsfBydj7FF84gq1Ti2BByiOOOsQV5kgg4aguHCXkLKbR2Cb8JUOMOgK8E\nu7WFAZ+VCosXmyRxoNeO09LJT3NyuOfgd8B2GNXZ21m8aAM1Pcn/r7vyy1Dm/oXiB1z+KG+VjCek\nKLw0OMhzeXlM27kKYkY0QS1xS6d4RvPexGKvJ/TXRzEMD2M9dy7FI/lqDazlx03MuDf9vxwH/yu1\n/huuGb+oF9u1hI7q+fensiGEeUuIb0rTNAL7pSg8NeMU0aBdsByNCVTlj7MlP599iz8SN8zeDxf+\nhZith2j9syzIGRWr9KzfMFWW8cXjvD40xN3Z2bxbUkL1xDpc0ShhRaGzcwHzf7mfwz4fpZP+iElK\ncJMtgxVZJup8Pq63mMVDMjybBc4B5lljhKIiUeqlCRM46vez83wxWz9aQ03LxSzJzOSZvj6uPSJg\nvATG81RuLvs8HlbuuVoMvmCcKzMyUBkvEBqawU0XHeRoQMBoR0ZFDsMC5wDeRIJOr4U512wU8m2E\nd+G3RTaa3BkMRIRs/fHcXN7p09Pa9AMxOSR0EDNS6DjB5o9v4RJjOgdusTM3PZ1ZtmEIjOeRQg0r\nLRZmGAz0BgX9m4zTuOPCj7Gi+DwmKcFDSaBMWyRCjlbLkZ4SNvf42PrBJuT8XWjO3kxv/UOMRFVc\naTKlJoet48cD0B2JssnpJJRIECyfRoFez4F4gE1OJ3fn5FBdvlcUqwu2Uzj11+TrdDS1XUYonInd\n3IGkUhFXFD7x+bBohfZgoKcKk2GQxu4pHBiJw/Bser0W7mmJIJf+hkX5rdy+ZCM17gC3FXj4ZEq+\nCDly9Iud6ZiL2FXN9XXjmdsLy81mBmMx5s35JeiGiWedh7w3UV20HjJOM9K8Guv5C9iamuiaM+dL\njU1yt6poNBT8rpKJf/qvvRj/k+sbO0EAOHOOQ9HvqDn5bTGQjC2CmDTxOcg4TfOpf4a8NxlwzWZD\ndze4qsnT6ZielsbtdhtHAwGu2DeDdTk50PMd4ecY9xdQR/j4w59TMzpKrc/HLTYbN2ZlEQPu7upK\nnWnr/H4O1N9E4fiDtEUiHBo00OzXkP3EMl6r+wFHHlgsEPqtGcimVp6d8zm32myiUNlxA/Xtl/Du\n6CiuWExMcI4aVk06jk2SaAgEsGc3pL6fmxsyRAJ43pustFpZ57By1C/Q6/k5x9nr9XKgW2gKCIzH\nktnO4owMXszPx24c5vC+X2A3+Hjh2BW0RSIpSMlt2WaQXSxpaREdgoLtELFSXfaxUCH6DGD9nN++\n+wg7ji8GkrRoVzUx4MExWXBADGYyTjPTYGBqWho7myeLsNpwmButVgp0OtHaTOiw6MO03/xbQs0/\nIn7JOoGO7/kOu91uzBoNZbJMnd+PL5EQgiqvl87eWdibGnnK5RIt5UxxTKmp+zFErOTnHOfKjAxR\nk0mGK0kqFb5Egj2jQeabTIwETchpA9C1XMBrxzBxxhY2FKiFErJ3Eb5Egs98flZlmdh29Nvi2NSy\nFlc0SnV2CMb/gdJZGykr2guyi3/WDgJw5et3i9qJoQNtbz40/Qzliy3gKUcufhltwE/AaiWnsTHV\n1lQ0mhS4SNFoqFt/5dc2RjSbNm362m72//Xr5z9/bpPdflnq7+e+ZQV/oeAWZDfhdl0KwVwYrRAP\nbNjO9KKDuNwTWJU3yt7ZQa57+2b6rHtoDod5raWIm8qP8mK9SOkunvYnhvFC3yIUfQiP1oXTNMzH\nPh+nQiFmpafTFYmQb+lhYLiEfOMoHvUoWnkITzzOXblGPq67D/N5F1mnR1EnEpyZc4Icg5fBoIkR\nxUdIUXi7foV4ML2TqOu3ozGfYmeFmouz3NgliQyNhlebLiKg8sFoBXMLj7DAHuDmHBm15Oc+h4OO\nSITNTeO5xDbKkX4HpaYATuMorU0/wF7wF4bCeoYSQfZ7vRjVanrTzhJQIjA8m4B7EieCARZk+/jQ\n4yFXD1ZJYqCnSoiNin/D8amlvDLiYkOumf2nr4a890AVZzTtHL0+K6rsg3wRCPDjnByGYjH82n46\nz1/PsSoP/zY4SO1n97FhzofsbCnnRLyLhr4C0gwDfOjxwNActJlNfOr309FyPSgaRi/XMjm7lWfb\ndGi0HvbZCuiREsxMT2f5hQtYNBruLYywwmJhucXCRFlmyYkQH0/M4bHjF0PIwW9mdPHAaRsq26c8\nVKRQnhmkzufHLkl8LyuTA14fvqFKTKYeQjE9SsYZQudvBd0wFfn1WCWJL4ZNFI47CioVYUVhKB5H\nYzlBVzRKf9tShjUD2DN6KTQI5Wd7JMI94zX8dXSUc+Ew2QUf0hnUom1cxfLrHmdy8T7CW1XkfKxl\nNLoaS2srAJqxlmay9qXz+Tj3gwI81/wb1kOTkd3u/3QcDA4e4oEH1j3yt4yZb/QOosxxjpumfgrG\nFiFICYwXZ15HjVh5S7ZQ749CyMGOT+7A0SAKTEa1mt7PNoOhg9daipg1sYaHJg9wRYYJTj8M5gbW\nXPEMuKqFvfrwc/RFo+w8dj0jUZWISPOV0Hn2ZpaNdyGrVHT2zsIdizFhX2PKBJb9eA3uMX6Aq5oj\nX6xl20nxMJO9X7QHx79BsV7PUy4X/kSC7UND/LSrCznnI+hfyKLCRhG8k0hwz8fV9EWjPNPXJ0hK\n406Ke7srRR0hEkl1bCpMCpXJlfxWmw0kH/OsMTB0MH3yTmRLI02hEN6O61jvcNDcN4nVkxt55Oqn\nUUkB5jQ10du8ige+mCq208k4gVafICRNShKzGgKBVN6nqeBPrO/qoi0SYVnVr3iyZ5Bj80aw6MMQ\nGE9t52QklYqbLjqIt+vbArk/8Vc8MfMLbmlrY0t/P+sKIrQGJGSDll1uN9uHhpCAmuGY0IRIEvu8\nXv44PEy1w4Nub7YoOssu/uXXP8SSdQqHVktTKMQnPj/zk9kWW8/bxEMTsQo8ne0wt2RlgaOGBcXH\naBxwsu3otylznGNqWhrNoRBalYq2cJjBWEywNs0nyHceYUlmJoe+uJVWn4FoNI35JhPNOaU0+qM0\n+qM8kp/JmuVP0RQK0RYOo970LoNlZeQ0NtJ8x1AqRX3MQayKxwmZzRTsHkYZ/Bbn7/n66Nbf6Ami\n6cKVvNaWLf6S0AkBytnbab9UJEYh+YR5a4wv+MUW6PmO2JZfso7SzFFKnY3sLi7msVO5OCVhWCor\n+xNbD/1QBMYMFqFMeZaRU/ewasZbgvY8PBtL/vto+qZR5/dzndmM1l5Lnd9PTC+T0Olo+XETtV4R\ntjvgms2ssr8AIDv3CHZiRghL4U6UniU0nb6RI4NWtvT3c0WGiWK9XqReqSNckZFBZ+tSrjObefYy\nwd10JFtj58NhSvR6SovfY2OaDc/h5yDkoHc0B1cyFeqV5kKe6etjRa6fQ8MScxxkcS8AACAASURB\nVEsPUN86j9DQDHqP38fSKfu4/eBVyJZGXjlTAYDiKRN0Jd2w+H5th7k3V6gy5Y/Xw7mf0NR2Gbk6\nUXd4+tilhBQFb0TGl0jg0Go56vej1cSZ8f4sfImEgKkkE7Ff6xFIu7Gi8vahIXZ9upaQolBlNKKS\nAuhkDRVpachJNeTQjFLeGBlJBRLVD2URVxRhZEs6dH/9o5cZGZrCYCzGUb+fAp2Os6EQvnicFRP6\ncEWjDM5soTojA5Xcz2bXMFpLIwdGgyxyDmAp/neGYmIimm4w0BwKIavVDE6bBk3rmTvtVTpbl4oo\nhIgVOm7AmRblhf5+bDW3QMzIUks6Gz+4ixdqV1B/aDNtkYiwrG94i7a1+yl8OZdouihCjil0o+np\nJHQ6pFCI4m1OsYv7mq5vbBcD4P/UDHIk4Odt9yiZGg1NPVPFQwdUV/6JmnNzxK5C8uEsfove2hdQ\nzVyDWaPBqFZTIss86HAgq9Vc+pagUWM7zPR0LfXH7oHs/cwrOEFbOIysVnOyvBz9Z62pwNyKzDC+\npMjnwEAa6IYp+fkSWr47ldLpT9M8mklhhpuQorDe4eCuz6aJBytp4rFknWLEnyVeA/CUs3TKPjaN\nGyei6iMRHuzpocpo5OljlyLn7yI0Oom5zk5qOyfjzDnOTIOBd05dkcoqNWW0YdZo8CUSlOj1xBQF\nWa3GqFZzMOk16A1qyU8Tkuma0lKWtLTQPJoplKa2w7QVdlDg7WBBZhp6lYrjSW7k8KHN6DweQosf\nQF37AvEJH4jdWrKTJJtaCY1OwmQ+x5z0dPZ8dhfILkwl/4ZDq6X5/DVg/Zwy6yDzjEa2tWUIaI7Z\nQ5NPzbGKCYJw9fblqfdIa6/lubw8QNQ+TgaFsCqkKIQSCeakp7NzZIS5RiNt4TCt7myhfRkrIkas\nqIpeomnKFCbtuAnG/4HC7CZaT9wN4/6CyXyOmUmHqaxSUef3i5DfmJEVOSp2dlrEYmP9nHnWGIfc\nCf69NId/+fUP+d6Nz6VCkKuMRhY3jvJqmYECnY7Fzc1MlmXqW+fhv3qA9LcnsbTifRofuhpNNEpM\nllOdizGymaLRoIrHab2mghkv/Oe6wf/tYvyN1+vDw5wNhXlpwgSafOqUtRZDBzUHfy628oHxMO4v\nglOpjqF0rGSk+wqmpKVxYCTOloEBmkIhtBUbQR1hllFoFsai+g4d/T+EFAWNSsXazk6kzzeJSrg6\nQqM/il6tpuP+qyjePA+LViGu1TJv9nO0RSKUmT3o1WoGYzHuOu8V1W/Jx21FgwKHpyjQshZt5llm\nOTqwF/yFhqQgaHN/HwOxGLuKi5HVal6t+oJPysp47+KYOEpIPmYaDLw7Okp+4TtgbkBlvECJXk/n\nqTso0OlSeZfClp7BcrOZa82ZPDXBQs/Hv2JOenqqyFhh8bJ07gsQM1Iw6kKrEc7KNLWaXn86RrWa\nf/3eLwmWtqJ8sUWkmbkroe0WFtmDVNh7mSzLzHJ0iMmhL1PY4G2H8Q5PFdkbyWMVQM3oKIucA+Sb\nRtCqVMha4UBtCoW4c+5O1pV10L3Ay2PjxlEiyynOpi2ZWi4BRrWa1xquYntBATZJorXlu6zI9bNo\n2h+x5L8Pw7NRDUxH6fou88+dI3Hznzj1rRhGjQYyTlORIxgcR/1+XNEoe71e4RFJF7s3VzRKwdak\nm8BdSYFOx+qcNLYPDuK/9N+ZJMtUGgy0hcOsvHCBwgw3k2QZh1ZLqSxTP6pnVtFhrjx3jkVT3uPk\n/Vel5NRjRsAxuT98aRwsfuf41zZGvtETRK3Px4HmuXRFIqzOSWNBVhysnwuPgrEFbeFroirfdgv7\nLhkVyVfFb/HirDMc2P0QDM9ml0tHQyBA9My9YP2cI1+spc7vF0eC/oUg+ZIKRSNT09KIja9jJGiC\nwSpMUoKmpu+RUKsJJxWMrd+Pc2hYolivp1Svpy8axSFJcO4nQmSlFonWG0oCgiptbCHa+AhHTi9n\nYLgEXxLy8vLgEL9wuVja0sIbw8Mc9HpZ0tLCNSdCPJOXx00F/bwz4kfxlGGWJOTMs6x3ONg7caJ4\nuGMxfIkELw0OkqfVsv7Q1exoz2FrawbvjY4Sn/EQdX7BdSzW62lsv4SmUIjSwj3Y5Qh1ZWXgqKEr\nEmGeNYakUvFcfz/2idvB2IJ94nbyp/2CDd96lz3duZg1GpaYzRwZtOJLJFg2zken14IqowmT9SSy\nVlC0ygwS3ZEIA8l0sU5/OmWyTH9hOS3hMHs9Hg76fMxMTyf3SB/rj00hTys4mPNNJkKKQuuJu7nV\nZhPQHGMLK9+6R5ja1BF27nmSPX2Z3JKVRemsjSjTHwBHDWvtdi4528SSlhYq09J4alY9skpAW3qL\nplBlNKKcu5ujgQChRIKXiwVkVgqFkJ17KMz7lJVWK3s9nlRy+PahIe5pGM/TeXlcZzZj1mjY0N2N\nrFYzJz2ds9NzkdVqEfYTCtF6+1mi6elo/f5U7QFIGQLHXvs6XZ3f6CPGRW+2UePx0HvqDrEyecp5\n77rfs7ajg9b+shTWDXWED655j1t+Op/e1TuhfyHV5XuxaDTscrtxarW0DudRYe/FIUm0hMMszsxg\nepqBJZmZzGxqwhePs9xiYXFGBpt6e2kKxDBJCYwaDb0Dk8FVTX7FZlyxGNHjT/LI4ufZOjiIQ5KI\nAVeaTGz++BbmzniRrkiEztalVJS+T+PZaymbuJuXJ0zgpUGhQowpCgcnTmTavmIqiveljhtbkx+z\nxm5nS38/DYEAMYQtt9Ofjt3gw6hWY5MkuqJRcewatmEy9uAN2DAZBrkuyWewSRK32mw8cHIcaya1\nsbX+MuT8XYQVhU1OJ4d9gmVpTMrQe8/cJrbsY+3Mib8S1X+TQuNQFtr0boxqNZUGA3dnZ3PtZznc\nO+U8T59PFx2bwHi65yksv3CBOr+fKqORQ01XAfDQrFoe6xaoN6nrYtIu+wmHJ02izu/n9i/yeH56\nJzZJwqzRsKa9nX2JcZR/tI6Y2cOKeZs56vdj1miwSRJHAwHMydi+x1rjaNMGRLZm+VRKz5yi1Wfg\ntnESh3w++qJRRsJ6EfQs96NPTkI15+YwYYcddSRC67JccYyKGcFTzqrp71Dn97OjqIg5R0VU3yxz\nhN3FxUQv+LlNPSAYpLkFvOgRBWelYyXYDiN/uhbnsWMEsrMxdXejiUaJa7WpomVMlpFCIRI6Hea2\ntv90HPxPjhjf6Ali+JVGHnQ62dLfj6xW0xaJ0Nu+mMKCD0XmwemH0VZsFKnJrmqhqBwqBk85FaXv\nY9ZoOOTKBkMHc03CI7E2O5sbW1tZ73DwxvAwjUHRPx/TWtgzXNySlcXWgQG8TT+GjNOYxu3FGxOa\n/ZUWC/d0dVGq1/PC+SwxQdkOC9jrmRWsmfVXjgeCuKJRWtuuAtthnOkCUhLtvubLoNxzP2H1vN9g\n1mjI0Wp5qKeHqbJM/ZkVLKjYhVmjYabBIGCtfh9vjbipSp7Dl5jNlOj1PNPXR4FO7JDKZJkbs7J4\nLqnCXJudzetDQ9S3zgPJx9wJx6kdsKQMZGScZl7RUa4zm9nU04M3IkxiUsOPsS+4F188TnVmJns9\nHqF1iEQY6KimuuxjjgeD9A5MxmQ9yaZx41jf3U2xXk/T0fvR96cRnvkyqwsHkFQqdj13I799+C/c\n3dlJ9Df/zIZH3qMrEmG32030iWXsvb+OcYUZfLe3je0FBVScPk2BTkdbJEJlWhp7RoN0T5tMbq1g\nVH4yQ8umnh7MksRBrxf3vl8QnfFiKuhn9aSz1Pr99EWjGNVqfIkENknCl0ikjmzrHQ52/HQ+mmiU\ncU98gDseR1apCCkKjf4oc016jgYC2CSJqbLMngNPg+ND3r78OBMaA1T6JoHk4/ilfsySxIQ9TqY+\nE8HncKQmg7Edw1jdYQycHNdqMbe1/YcQp//79b81iL/xujEriyMBkar0bkkJd2Vng7GFKzMymJ6u\nJX/6Y0TDmal0pHSNBmJGFkzeQ2PfBA55QqzIH2FVlgljMp7eF4+LQX5B5Dnk63QMxWKsm7mfJ0oS\nVGdkUKDT4XVdhmqkFEIOvC0/hIiVxxoLuf7CBRZlZLBr4zXYrS0CXGNpprG3lBXT32Hrqalicmj4\nGfkTPhDbdyAatDOrZD+oIzyUn4mq/HFeObIMVzTKrYqJqbLMlRkZzCp/U8iz09I4GgiwfWgILSqy\nJIn7HI7UvzUk4aeHfT5KZJk9o0FeGhzELEnYJIl79t5AjlYrJiNPuZgc+heCuYENVX+muuQLYorC\nPR2CZLXMpkN16h5iBolefzpLMjM57BN1FFc0ykBI8B8nJ+Py6F+I11PAG8PDRMOZNHXMIX/6Y/zg\ne7/g+Sl+SvR6tvW7yezs5Pqa7/BThwPz2u3U+Xw809cn6kBA6aF7mb3Uyu8NThY1NzN8aDMlej23\n2mzsqb8JhmdTdfYssqkVu7mDS2tNHPL52OvxsLu4mCuWPsIi5wAVxfvQ2mtFxB0w32SiRJa5zmym\nymjkqdxcav7yMCfLy1lpsaCKx+m6ZA6HDj/KtgkTOOJB0LxPPk7tqMJMg9hdHg0EkGf9CFXen7n2\nsxwMJh3ILuQvlpPVG6XgpTUUvppJyGz+kj+SxBCOmQS/ms8C4HM4vrYx8o2eIFzRKMf8AZZkZjLh\niWVCpeeqZlvDZdQPODFLErgrKcz7lMKpv8ap1XLnpHZCiQTTc9pRqWM8G7NSHwyyadw48pIrU53f\nz6ocFQc+u0vkISgK746O8sDhb/PahTzuOC84CyWX/QRT0evcecnbMFjFosJGLBoNz927AE00ikOr\nZbrFy0jQRPX4NvK0WhYUH2O5xQLWz3mhTpMKdl3ljJIlSdxZPERDIMDj48aB7TA7erWcMiZYm53N\nj0YN3JglglwaktX8sXCatCTca8/I/8Xem0c3WeZ//687e9KkTZd0b2lpCwUpFFmLoCAw4oLCuIy4\nPMK4j/JVVMYVV3DDBUcdcRtxXMARRcUFBAUtClKQQlkKbWnpQkvTJmmTZk/u548ruWkd5/t85xnP\n/H7nca5zOIfTJk1y574+12d5LxH2+3wKN2JFXh63pqczJdFAUyDANWlpXJOWxuPT32GDy8u0LDuL\nK9aDqxyp4K+g8bCrT4CLtp/IgNaLCNkr2Op2I+d9IbKt5JBS2uXodMxKShKTDFc5H7lcgndS/AJa\nS6NgfMZczlyRCB2hELv6+lgV839w3PcRBZ90KBaFS3NyeCEvj0tTUtD4/TRds5I+m41hz55HzQ8P\nECn6gJvT03m8owNb6SuQspPGpt/wYHY29t5M6JpMhVkYKJ12qIGNsZ5Gnd8vXsPipPb4CNZ1BRlh\nMPBGQw71gQB3tbURmnIncxoaGPXeVaiiUb684VUKx9/FwuZmtFpBoiod/yDjEsEZidAUCOD+5mmy\ntFoxem6+jCGHz4Ujt+Ifv4rcXb9B1so0zs1RgkNUpVIyCFUwSFSlouGmAzRNncqxKVN+cU2IX3WA\neHXnHMxqNft9PvpsNmp8Pt4562PmjhBq0CFZFm7O9b9lhNGouFu1BoOY1WpGGI08b/IwzmSiSK9n\nhsUiwC3BIKu3X8vcSS9wg83GVLOZOnsh0uDXIPEgJRahoFTXOBN316k832hByv2QTXUV7Pl4CSaH\ng2O3CD+LOVYrWn0PFrUQR93ijAjNxpSdnPf7YYT6cmhxJ/NpTw/d4TAd4TD+aJQNvb3C+q93OHe0\ntmIPhxnsbWFzby97nBbWHTfjiRn7TDAnUL31KeY3NfF0QQoPtPSwvL2bkCwz1WLhggNuLkpOJlOr\nJTPWn7g2LQ1aL2LL9sUsP1AEOgdzrFYaygezyW5kVlISUzI7kfLXgLmecpMJ9bGzhMZn4zhKDQYO\nzPmS2tpLMEgSyZZ25g3di16lwmbyMCXRoIi20HoRpQXfCnKZs4+3Ov3UHbiaj0sGkbJ0DnJM/HWy\n2cwah4PXurrEiNZgoPy+WahDIaxNTRR9VsXLY48yp6EBueM3PJ6Tw5VpiVw7cgcPHj9OaUoXDH6F\nLd1qtAlCf0hu/S3TLRZmJibijwr5/dLs/eApFnJyOgeVrphHRetF+J+8hMIvdhOwWDhjWzaeaJT6\nQICr01IpK6yktnki7miUvkgEs1qNZsoizktKYrJZKE09fsbHYOgEVZCysjewjb8VekuxPvGVImnY\nP3MAoGk+kVFPoJmyiMbLIwPMpP/V9avuQWSvqWf9oSl8N62O0yqzwNTMQyU+cnU6rv7gbgzjbiQv\nZr/miUZpCga5Oi2Vw37BDXjf6SQ5hvvvCocZYTTSFAyyxuFQml4Fej2vblgqvnSzKBniJ2JWxl66\nwmGmms1sckbElCKuZOwpxpZejb1JMAM5eD8VU+6k1u/HuXs5eePuZI7VyvO7p4PGw8WnfEeqRs1e\nr3j/7zfmiXm9I5dx6R1UeYJo1REeyc7m9a4u1LEMISDLaODk/D6qY26ajnUOD68X5rDG4RBCrKNG\nscbppCkQYGKMlfrqlw+CqZkrJ73GZrebEQYDlR4h6+ePqBln1mFQqag8Ohb9/nMJZIrAlpzzFVa1\nmuttNpa1t4sRoz+KQR1BK0nk6HRYYg3LV/dNBGs1Zand1NiFLsS0ZLWQ9h93J4VPnwvAoTeP8FWw\nj3O3Daa04Fsid88kqtMpTbyIVsvcJ7/mta4uDCqVyBYAQ0IbWknC7U9E0rmQwyZF4yLuyF1W9JXw\nNvX7Rf+oqwurWi1cwI+PAFMzo+4soc9mU16vcfp0IhMWMS9VlCIzLBZW2u3s9/sZYTCwzePBFYng\nbrqEvWft5Y7WVnJ1OgV/8tjW/wWDX0Gz80EKp99J5dChmDwREr8eQ8mbToXJGV/xoGBZ8jH+aJTE\n+SP+4T74Tw/if7j23/MbcIynIxRSJPAVyHHmlzyYnS38M4E6p41crZYXsvMUHcIyoxG/LLPV42G5\nLVuIpsb+RppGw6aGMby64xIRHIpfEBu/80xFtDQsyxTp9Wzq8Qn0m7WavIy9lFh8jMs9KCTWU3Zi\nMXWBuZ7t9mSce5aBtZqWvgTxPnUO5p3yHds8HlZ1dQtDGZWKipwG0Wh1lWNQCRJRqO5GNvb2UvfD\nY9T2CqhzWJa5NCWFtUVF2HSAP5MCnQ6DOkKt30+uTselKSm81tXFWJOJFZ2dbOjp4bWuLii/ldLy\nP/HWvqmsKijAoFLhj6jxB5KosOhFcHBFsWR+S/aseyFtG5bszWKqEgphjJVfjR4TyVqZVQUFvF1Y\nSK0jjVUFBQo1/s3hGmp69NiswgynQKdj5ln34igchLWpCY3fT/EfRnPfzGQOnNlK4KHZyoaJN+vm\nPbWVZw8KcR5713CSLe0sKYrgdxfi9icyLTUiKN1dk9FmbWLa0G8oSRCO3HE0pjXmHaoG7Pvuonb/\n76F3OFqjnd6Xqk7aHkyfTmTYqxDVMdFsVq5XVzhMRyhEayjEDTab+F5y1yrZ6bd3TOX9mmk8tmuS\nmKqFzcKouaWCs+vqSPzkd5D9iQKMiosZxxuVUiSC58Hz8D95yS+2R37VAaLxgkJI/5obmpvFaeEY\nj16lolivZ9yQDWRptdzZ1kYYoGsyt2ZksKyzg1VdXWxpLKMpGOTxnBw+yy5kRU8XG3p6BFMR2HQi\nCZovFSMua7UIAMGY5Xvp45C2jakWC4FolIUZyTD4FaTEWgr0YmNVbXtSKFtpPLg7hOYBTfN58/yV\nAsDVNJ/1NWdDxyxWn5Bp/+FZ/D4bL5eqWPPubTgjEbHh07/mJpsNydQKadvEvH/kHyFs5unYlGJF\nZyfn1ddjb54FwRSebQ1ybVoaH/1hPFv/eCa7Li5krcvFSrsdq1rNs006ivV6Kix6ao/M4cqRWznr\nUBuv6jKYmWRkYY6Qdtvv8yFpvLgP3kHjj/cpKNU5VivmmPN2aO9j4BiPJxqloMojgoI3nx19faLX\nkraNq/YJSX2DJFGRHGJzby/LcnLYog3gLCpCFY2id7upfqmKMxdPUxp2/bECb989k7ysKoF98GdS\nrNez3+fjhsJeko1uyo1GajsLwFOMVa2mKRCg1GCgJEGoT711cCwtLdPoCofxR9QUlj9Jxag3KS39\nG7empxNccSVRlYq2ceOI2A4JNGb9zcpYOSzLVPt82DvL6VpYwac9PdibZ1F6/wzUa07nrZsmENFq\nKXpLCCWTshMc45l95XNoD81mz/ZlSH2pFD85FWDAlKK/y5usVv+i7lr/bmetMcAqhF/G58AtsizL\n/184a8XX7sUTIHMD35yq4b7jx7krM5NV3d1s7hUW66rtz/PdgheFqrNWy0cuFxlaLcMMBjK0GqaY\nRbZwVk0Po5Pd7HFamGnzsckuaMnahDZCdTcKFKQqSF5WFf6Yn0R7+zgKs3eRptFQ5dJRmuhXPB+b\ngkGS1Wq2O7WkfnA13WVJTJn4JAkqFRt7e5lsNlMQ08GsDwSYmJDAHRkZpGk0rOzqYodHiNvGx7ib\nutVCBclqYpjBwNsOh2L5t71mnhCpiWlVzhrxObOTkvjT70cSNhhouCrA3OHbuDU9HatazX3Hj7N+\nyzJevOAJlnYIQZnXBg1S0mQNUKDXs27bbRSeupSzkhJZWXUOFad8gCcaxaxSoZEkZfxX5dLxXJGF\n2XYNdXkazqoyok2uIeSzsSgfYa6blsZWt5s3dp/LDeM+py8iSr6OxdOI6nSKiGvDzJkMqqxUzJXj\nIKJjU6bQcOPrDKo6Aa0XkTz0ZcaaTGxqLCM54wc0kiQmKd58DEmHscR6THFfzK1uN/au4UjWfZg/\nXkJaba1yD8UFW/RuN7XXCG5PxSkfMCMxkf0+H+uOFjMu96AomZoSKXxxDK6CAtIPHlQg03FN06hK\nRePFSYw+5R1BFOwdDlEdUt0CBn/99QCfFUAZdcafq/H7CRsM/60/5/+fnbVeAq4FSmL/ZsV+/u93\n1oqvmILUGZ/P4KLkZFZ1d/N+3TCc9tHI9X/g1Ol3sqq7C5tGgyYmtHptmtBPzNJo2dzbyzqXk97h\nwkvTsO02plosPF6khaiOIr1eZA4xk1W/LGN35dNuH4YtcycXJSeLUz1sZrTRSOWuP7ChS0VtZ4HI\nRo5eR/fvnqNkzDJqY34VclS8l/edTmXa4IlG0XeHuKO1lVu2j6MrHKZq/2XMaWhg097fCZSoP5MN\nTUNY63SSqtGwx+sVwcFazTybnruLvcw85TMO33sWu7xegiYT+Y9+CZ5iqr1eyk0mRm0axvq2VEoq\nbuemQ1omJiQgB63c0NxMgU5Hzd7r+S6/hHVdQa48fQWNHSNZ2RYmuegdtjecRk3NAvzRKE2BAGaV\nihFGIxXJwlR38L4LuKBeWCG+NmgQi/KhNRQiLMusOHGC+7Ky+ODMbaw8XECpwUBl/SQlOACEDQby\nvvsOEKeq3u1G4/fjT7IyqLKSQZUSX7cHKBz+GjMSE6n2+Zg1eD9XpKQIEeDWiyjLOMbLgwbhj0ap\n9/uZahZK6NYlZ8PR61BvW0FabS1JLS3c9+edNJ49Bm1fHxq/X5CoHOPBm88FViuPfHU1646UI9Ut\noKp1OJ8um0vp40NouvN9nKNDBE0mJTjEP4M6FKLoPSe995+DVh2BjllMya9FHvqyUlbASQXruGdr\nPBBGdTrUoRC92dn/V9vhp+v/mEHEnLWqgcFyvwdLkvQ34BVZljf/5PHzENL3cxHy9dsRytZ6YEss\nyMQfN1WW5eslSdoIPBjLSjRAB2ADLo0/Jvacl4GtiMzBDmTKshyWJKki9vyz/rvP8nMZxJC/HWX1\nN3dSOv5BbDEj3Td2nyuaVKZmppVsV4RV5qemCuPYvj7agkFCsiyUpw0GcdMHxeirPhCg8fhYUVp4\niqnIaWCUycgHThf2ruECx5+gpSZG6CrJ2U2d08aSoogA50QiYoKCYFyGusdA60VMmbRUkXarahoP\n/ky0g96j3GhULOY3OSOiz5H+NeMSYWlODmd9M1SRtzcY7fjtFaBzUJh2lMaOkSwe1sLywxkUvzB4\nwIhMVquZ8uiXfPn0PLpLSggXf07JoG8EXV3jocSopq5tDKPz9gjT3G1PsvCsh/i0p0d4WQZhnFlH\nVVcKWUknaO/JgPqbee5ckZFpJIkLk62sbEyE4+djG/4C4ZhD1qXJyeTqdKx1OplqsbDW6VRQmZka\nDfPT0ijQ6bjtmnKlMQgDT9SgyYTe7ebpN2q48M2FjDvrXnb09SG7RlKYXktYlmlxCqUnOs8Uillq\noUpde2QOZG7AoO/BHzJStPxspEgE22Ob6Lj/HEIJCejdbnqzszF3dCivH7BYaJkyQVHywjOYzOpq\nDC6Xcro3nZ9J0QctSJEILZNOI1BwWBD1Vg1Uqi5YuoEtJ5IY9PIZHJsyhaJNm1AFgyLr+AcZhM7r\nJWwwEFWp/mEW8UtnEL+Us1YOwksjvvq7Yf37nbVi69KUFHZcsoq2YJCpFgtvHEtSfCWkzC/Z0m7D\n7U9k+96ruMqczBt1hXxVUsL81FSuTE3l0uRkxSei/cQoNvUI012tbTvzbHrxxev1tAVDTExIEC7Y\nHbMIyTKRKz4Hj+BP4M3nkcNJApUXiTDMYGBRejpmlZgsHLj0rxTodJQaDFTtmy/8LdK2CSi2LLM0\nO1v4T9TeBa5yFmWbuSI1VQQHTzEVhVVIhk783WOYXSTMaBqPj4WOWSzfeCfjsuupv6QAOOnkJUUi\nbLtzOqbOTsIThQ9kUzCIQd/DAlsS92Vl8c2kLs6zWrk5PR0Gv8KOvj4aWydRM3w4WXpJjAL9mWgA\nwmamTFrKLevuZUTM9GZlu5dx6R1Q/AL2jvGCJRsrfZbXDMMvy+z3+fDLMqOMRjTAngOXU6zXs9bp\npGHxFydLiZiQqxSJMPjRL2m58hD181Vc8F0RslrN9j3XUvzQbOG54dXQ0pPBmjKZazOFa9oCWxJ3\nZWYyzGDAUvA3ZqZG8PflMMWqwl5aCoD97pmoolG0fX24CgqwNjUhq9V0kuOaagAAIABJREFUl5RQ\nf84MWs5O5ZT31jH0dTf64zYYcb8iKhs2GGgbNw5pyAoaLswjbDAQsBpJODyI4lXRAeNJVTTKjrV3\nUfh8BVIkwqDKSgDFCxYYAJaKZyD/dl8MfllnrX/7+ofOWrG1zeNhdn097tZzsIdDAjUZO1HMse5/\nXkIfecNeZUVPF0tOaSPnrQXs8noZazLxkcvFHq9XYUgCrHU6uSMjg81uNxU20Ynf1NvL+t2XC4JV\nVMcHgweTtncvtuJ3aW+ZhsG2Hcz1rNt/Jo1Hz2PdwcmscToFqtDQwVa3mw29vcIKrmCV8L/QOdBI\nEhclJwvl5+xPKBmzDIpfQCNJ7Pf5yBq0Ee3Q5xSOwbRBh1nv7IOuycwtPojkFuPdNYMHk7pbraD0\n+qP2AApWnE/xn0oZazJhUat54/BQ9vt83NrSwiPHfFz15RxKMg7jjkYpfsXKqu5uMjUazCoVswvr\nmJ+WxpKhPVQemQqlT1J5ZCqZWi2Fphi7NAbPLo6xGVfvPQuiIiCGZZnQ4VsIyDL2cJjvzq7k3J1W\nSg0GLrbp8WRmKg06EJulct29lOUc4KFx28GbTyRvC3efvoa6O38QtPhULW8O1/BER4dojKZtE/2N\ntDQ++eIR3P5EdsWaffWBAEMvf5b6y9KIaLU0nH0aGr+flCNHFDalc0wfDHkGY6MNb0oKEa2W7Kqd\nFD81SbmOEa2W3B07KH5oNtr2PJrOEwJFmdXVysbu75CVu2MHIMoOVTCoPOan3w2cDAzxkuOXwkL8\nO5212hAOWPHV3w3r3++sFVvLt1yL/ch85p3yHStrTgVPMdrU3VCwSvhxAi3dRdyRmcl3Hg+rurqg\n9HFhE+92c2lKChuOp/FYTg7zBp3g6fxMGlsn8di+UuyeFLYfmk1YltFKkhAgte7j4rItXHPsGE6f\nhYkJCcwt3cmVqanQMYtxQzZQVvIFUvanDDXo0UgSdxd72Roz35H96STrA6xrysdmCAqPyn0F1Ph8\noHNwc3o6yUY3m3t7eau7myS1GjUQap+J0z6aWr+fQoMKTM2sc3io/f2f2XvBRoo+nIG1qUnB9Pe/\nweKahwAd95+DafnvmF10gOUNCeyxZ4nmZv67QompK5uIVktPJMJrBQVsqqtg/Z6L2dzbyyOHbKJ0\nO34+OMYL/QWvoF+j8cDx83GFw9jDYUpK1pGXt4UtdRXsOTFIIE/1epZkZfHUiROUZu8XMGVJGgBD\njm+O3B078N81Q/Q4ylZD5gb2+3yMTnZjy/2a9S2iebvHKRSjkhO6mVv+CSs6Oxn5179S+Ky4XniK\n6fz2GTGSfk8Ee9veRqXWl9XqkyVF7R/JqapScBfxawcoTVR1KETdxaMIDVuPVPokJB6kJy9P2exB\nk4mjZ55JwGJRhGF6l3ysaE7+dP2UvRn/O/8dF+OfWf/TKUYlcI0sy4clSXoQSAAagGxZlu+POWt9\nBeQDfwRKZVleECtFqoBLZVneJ0nSTuC/gB8QU4znZVn+XJKkm4AyWZZvkCTpUuC3sixfEmtS7kYE\nJIAfgTGyLDskSXof+ECW5TWSJK0E9smy/Of/7nP8XA/if33eydL2dnq/fIzA+JfEzd58GXkTFtFy\n6FoY/IpoFgGhvhzBbGyeA55iXpy5mpu2x1ygYrJl2oxvGGEwoJEkanw+IrHnETZz8aAThGWZdbsu\nEy+espOynAN0hcMU6HQ4IxFGG42srhuGlPY9Uy0WzkpM5OkTJ/ioqIgzXr+RBXOWstbpxOksoTDt\nKFa1mvlpaWzu7WVDby8jYlJuD2ZnK3Tsm5ubxUZWBRVZvWX5Vvb7fLxWUEDp/v3Iz16OweUSN1ys\nKx/vrMddy3/q5nTsjjXkarWUm4TIyarubtxhFVMSDVT+eA0kHmRayXb80ShVG5cRLv8T6ByUJvqx\nqFRU+3yEQkYhNJP+NRU5DezyeoUVn86BZN3HWYmJWNRq3m8oUvpCHRNTWNTSwupuN4uzUqnx+ai7\ne+YAdWeDy4XfakVWq/FkZtK54EXOS0qiIxQiV6djXSc0nJrLihMn+MjlYkNJCbe3tnJxcjKbe3sx\nq9WscThwd07Ekr6DTK2W0LK5uAoKyLxiBQ0bl5G7YwcGl4tDd56g8OWhA8aNcPKk/+lpfvTuD1hV\nUMBV348Q947Gw4hnPMr77f/c+PcR913pf/3j2V7/FQ8QEa2W1Lq6n90HvzibU5KkcsToUgccBRYg\nSo2/IJy2gsAdsix/LUmSGXgDGA5ICGet5bG/M5aTY84vgIWxMacBeAsYDTgQAeVo7Dm/B+6JvZVl\ncfOcWNmyBlHm7AGu+D+Z5/zsmPPeEkYP/ViZj8ct94gK0syykU3c29oJrRcxd+QG1u0/UzAwrUeY\nlZTEGJOJdxwOyo1GQbOOEZDqcoYw7HgdZpWKVQUFnPaDXvxNT7HYDKlCcbmmO1VoPRSsUpzEieoo\nsfgUTYgQMslqDY99fx6kf01WcgvtjbPF4831zM4IsL7mbJ6etI3WYJAX7Hbuy8zkgWM+ypLECLTa\n66WquVz4PhjtfFBUxPW3Tqb+z3so/f0w+mw2rE1NA4JCT14eSS0tAxqA/VfYYKDpD9soTelS9Bfv\nyMjg054eanw+/CEjV6Yb+Mjlwu0agiHpMPNSUnhjy2JumP4UB3x+crVaVh8eRV7OdyzNyaErHOaO\nD+7m+vMeEE1dRzGl6U1EYqSunJgP5sSEBFbvmY1l8NtEP3uIzOpqpQdRf84MFs16mGc7HMxNEfD4\nj1wu5FU3k2C385tlG4XLWIyBWRqz0KtrqSDty3K0fX3o3W6arjko+lGGDnJWXoWhx0XD9ceEr2ba\nNvI+SKDlqr2c8piNsMGgNEvDBgPavj6lXxCwWBQR2XiGFg/A77x5gOQY6nbMlcOQIhF0Xi+Jy7fg\nWHK28hxAaXL2D+KA0neJr3jg+CWalL9qqDWIKcaOvj7KTSbW1Q9X9B+I6pg27iX2+3zY6y9DOjEB\nWStD5gZmD6tkhNHIqu5uZiUmUh8I4IpEqPP7WZieTqZWy+3V+YzO28OevhClJg09kQj+aFQY0nTM\nwlxvQnvBI1jVaspjNOGQT7gmEdUxN9uDVa3GFYlgVatpD4Xoi0YVybQrUlIo1ut54HASpelNNAQC\ntGcNpaK7kclmM5PNZlZ0dlKzZyGW4U/hrv8940a8S4Fez/s101g2fgdFej33XT1qwCkVX3q3m4DF\nojQr4eSNGDcsliIRSh76jJZQiJ5IhPBrN1D8h79wS3o6l34jAm7F6FfZ7tTy0CAjn/b0UOUwk2dx\n0nLoWsrK3uCp3Fwh5nLkCLemp7Oqu1u4iLVU8PjoOm602Xjw+HGh1ynLgjJ9+AJuGLOZAz4/+30+\nbk5P593/mqS8T21fH4euGo1txDOMiCl/ZRlD6B+7UHnMqtf38pHLxVO5uSw/cYL3HA58skzogXNR\nBYPULd4D/kyKXh6kTEPUoRCHLy+Bwa+I+8RTTPGa48p1+Tk8QuP06WTU1GBpaxswbek/adF5vTQs\ncAsfkXfU6N1u2h79ktQYIrL/5o+Xe/FSSuP3/2xjUhWN/kNNiP9Arf+JtbpuGI2dpXzR0yMyh8wN\nkLsW24hnGGoQsFy6JiGXPSbctzQe1neHKNDpaN97J2/YezjFaOC8pCT6Ro9mfU8PDx4/jsG2HZ8s\nc226lSlmMx3bVgjPiaPXgSqIZ4gLXzRK49Hz6AqHUQM0zVc8QSckJIhU+MeL2Obx0B2TSys1GJAd\nY1mz7l4eqDOCP5MSvZ6LrFbK7A14olHeOFSGQaUiR6sFa7WYMFirCcuyUKfK/oQ0jYYX7XYxEosF\nB296OuWPbaLxxhoOLxUCt/FTuf//1aEQ2r4+1KEQm9py6A6H0T92IVNvfZumYJBLfxgkgqzGI4xg\nUsJsdrsxqFRcmR2mpWUaiyatpW79A5xVZeS1ri7SNBredjgwqFTU9SRRUVhFQyBA0mYTz269juoP\n76Hq6GShIzHic1a2e9nvE7yTRxpEo9BvtdI0dSodT35NVtmz2DvGM8Ni4e7cRHK1WgJ3f4CsVmNy\nOLjhQiGeU1BTwzWyBbNaTXc4TPM9H1J3tZZkSzva1N0E7/8Ek8NB/V1fcvh3o8VN0zscgikUDn9t\nAMw5/i/ew1GHQhRt2kRiczMRrRZzRwdSJELAYlF6Bzqvl6hKRdEbFgrfUSuqUenL5ip2elGdTpks\nxYNDfMXh3T+lfP9SqlK/+gABcOXgVvwhI4TNZNkOMTvLLQxrqs7BlnYQMr88KWSatg2iOq7fNgmK\nX+Dp/EzlJJvf1ESJXo+7eQ5TYgAbtQQtwSCyVkau/aNw7Sp+AdK24XeWkVW4XuAo2mcqJK1xKR72\ner1U9fVx5dgPKTUYMMfYnBclJ0PYTPnZSyiztVOY+z3rW7L4tKeHp3JzMatUlObvYH5TExt7e8Vk\nxOUiK2MvexqnCAOXYAp+Waba6+XAO4dRBYOoolGSGxpoDQYZl9mM3CvGevHgETYYlPQ2PjFouOkA\nGDqw73gBKRLh6z//Hk8kQknedmYN34yl+C8KI7M+EMCqVovX9xTz7FEz4+YsBVMzrkiE2zOEu3ap\nwQBRHUlqNfdlZZFQdTYUrMI3rIbRhZU0VT4rvrSm+RxKKWKEwUDxM2PpWPwetsXvUTzjLpztU2jv\nyUBTewkGlYrNvb1U9UJ7dxFSJCJo4FOn4naMQP3YhYy7pYwdnz2EOxIhV6ulrOQLnH2phOpupMUn\nAs9npdlkjXqCl2d8KJqsUR2aewXsRh0K/Wxjt3/qr4pG8aWmUnfBNEwOh7Kh483L+IYueqkEgIYr\nZWXDx0sJQOlF9J/aAH9XYvQPFv/K+tWXGAde+RH/4VtA5+DKUz+lyutlqsXMvOQUztjfCZ1nkjzo\nY2Fd33zZSd+MjlkUlv6VOVYrHaEQq7+7CQa/wutDhSXeGdVeDAlthCufJZz7o+Ah5L8rADnZn4h+\nROtFCsPzykxhuLuh9nToPJO5Ux8mQyuGNBUJZj7t6WG9y4W/USgrT0sysuXYUEqyajCrVOxpL1FG\nhegc2MwO7J3l4iQ/fj4UrKI0pYvazgLGZTZTVXs+C8d8RQiZlbtnMLvsCzSSJGr1oJXZNpltr1z3\ns3VswwI3WKuxmLpwe9MoeWICUZ1OwQXEb+LWJUJZufSmCVSv2EehKcyMxERq/X4qj46Frsk8PvMN\nToRCvBDjeZhjIr2lBgNVHfkQNjN3cD3rdlzH4Qs/Ewra7WUC9KX14ffZsJi6yHzgXMIx/8zGG2uo\nyGqhIxQSWRtgUKnQPHUperdbCXIRrZbGyyPYvsoh8fhxGq4KiDS/+EMytVrMKhU7+vpIe+xCGhfY\nxWfJ30FbMEjmA4JFGg8CYYNhQPkQLzFUwSAav59gYiKA8h7jpYHG7xfBIhak4xOZeNkXp3j3V40C\nlB5GHF0ZD97xrCOi1f7bgFL/T6+Lk5OZOeZ1yoa9D8AUs5mVeydyxqfniE2s8QgGZVQH+e9SOvxt\n8USdA78ss8vrZbU9wMwJzzEuxcMNzc0CuxDV4Y+oCWceEcFBFWTZiOMxObhbRbABSP8aac8y3vr2\nVjbsm0NZ0VcUjr+LdQ4PKw+MYGW7F7NKxevJ2SxMTye56B1KjGq2HD4DTM3UtVSgkSQsKfuxFQgZ\n9ilpXux+HXkZeynNPMK0Cc8xJd3FOJOJ0RnHKDUYWDLhG1Z2dXGxVRCiqr1e1nUFkV0jYf9S9vt8\npBw9iioYHCBC0nB1N5bszdB5JvIn91PwwpnKtRx53Ss0LP5COeH8gSQigDsnB3qHE475VlRufYqs\nnO/AL3gvL9ntGD+8B7tfR1c4jDusourILPJSGwBYt1Noca5xOKhrnAldk7ky3YC0YSklT0wgfdlc\n6m7qhiUf03hjDamfnUvro79FfvS3ON1ZOBsvpj0g03LGaGXjRbRaXPd8COZ6vOnpAqPwYZrwMum1\nkqRWC3aqLDP5ia8oecmC7YsyDvv95C+eppzgslqtbOT4KDIeMPo7cPfkiWl9PIOBk6PIqEqF3u3m\n8EKncr1V0ajQl4xlFv3t9X6uIRkv+eLB4pdav2rrPYDu8ztwRaPkaLUkqdWcajLxuTMIPWWUFm5h\ndk4Xowu/p7r2QlD76Ir28VxplD7zAf42eDBjTSb+2hlApw2yrzuV67J1qJF4qSSRTJ2awqx9XD68\nClXGZl759ga0xa8QjY22SN4tSheMYK3GUPAup5nN6FQqKsxGLs7tQasOgyTRpZYZrNfzZu1IHM2z\nxfNjZc/v8hzoJInWUAj/5ic4mnSIuZlBfnCY6eoczbh0O43BIAkqFSpJ4uHsbP7S1UX18OGUHjhA\nqSXIKUYjD+Ta+NDl5OmK7fw+LY3PP0xDjtm7mRwOhj/3HbW+IL/LgHbTHpI/SEWSZaIaDZIsUzNh\nL1FPEXmfygTNZpJ2DSXx+xGoolGS9tnQbR7MlrE/4uqz0Vh6Dq9udNJaUE2eMYrlb1YSZtaiUamY\nmWSmVlPD9CQzTapGws5T6dh7Ce3Le4gEy9C6EnC+ZaT36pdIrBxGwy17wdDBm8U2yqx93DjjKDtG\n/UDoqyLKLzhIj3kv/s4pkLyb5OpUznnmW75vnsWpY3YzO8PPE9PqWD9yB005qSwZv41va88iklRN\nUJZpax/H0c8uw9zZiaG3l9QtJYQNBurnq+hJPRNVMCjGw7KMzuMhoteT0N1NyGiEOLEqHEbb14cq\nHEaWJGRJIqLXo/F6QaUiYjQSNhhI22lEiv1ekuUBylGyWo0kyyIgaTRE9PqTcGtZVl4rqlKh9flA\npfqH9nv/jPXer77EGPK3ozgjEQKy0Al8rauLDK2WWo+KazNNVHo81O54FIBvLllJeyjEpVVZ5GVV\ncYrRyOKMDKZvqoDe4ay54GX2+nzU+v0U6HTk6oRHhjLvjjle480X/YzMDUqWYklsYmlODqu6uhib\nkMBHLhc322xsdrup7BJQYM/IZM7uaKTy4HmQeJCKnAa6wmHqjp1BVt4WNhQXs6Ovj9e6usSYsWeo\n+JBHr4OCVdxQcpyPXcJ1vPJ4riK+W7N9GaUT7+HsxESlYVis13P0nt8QVanIfPhzqj+8B19Rm0A7\nvmIdAASKn161l42FtG1MK9pN032zlBp7xnPb2N3npcbnY3bMwTosy1TuvBWKX8Bi6CX1yUuQIhFc\n93xIU1kZSZ/niqZx1yQo/jNTco9SWT8J865JZNTU0LD4C+E1sSofR1ERvWdsZOagw3iiUY4vnTPA\nVCa+4tMFz9INtPclcGxMHvObmtjSUkhzXh/53d0sztOzvFHLtIweusJhNpnzOO024RjWv2HbZ7PR\nPreOQe/kKDL08XKj7voAxa+ZCBsM6N1uVMEgoYQERceh/4pnAHGMyU9FaeMy9/HrHX98PGvpj1GJ\nr/jP/lNi/ALrvqws9vp8eCIRxSOy9uAVLMo2c3VaGmVGI3pHBMImzvgxLBp/jvHk6nRsODiD6dtt\nYrqR/QltoRAvdHbykcvFs1/eRVMgwFVHXKLvEDaLMsafiaX8HtGH0HiwpOwnL7kFz/bnueWHUZQa\nDGzo6cHuSeGBmkIh7X78fJ4eAq4u4VCFqxz8mUy1WFBLElLml2I6AYRjLlwWtaB34ynm2hmPMnvQ\nMbRIIsVvLmV0xjHI3EBIlhldcS+1HUN4tno8YxMSGJuQwJ6XrkaKRPClplLr9+M74zkw12P9diJw\nsjEXT60DFgvzTnsRojrOS0pSbnhZrWbTbWfgXVhBzqO/Za3TyZa6Cvb7fCyb8RfyEgQeJL7xnO4s\nyueVCHm6xIPkVSxEsu7DHg6z7NT92A4cECm2KkhJzm5BoKqtpfDVQprumErnfbOUer4/0xHE5jJ3\ndAhfVU8xg75KZcve3zEzr5H8lgTmZUg839nJ4kIxpbo1PZ0HcaDr7f27yUGC3U7BXzOVcgFQPm/R\nGxYlcPqtVg5dn6WUE0oPod9EIo6hSGppEZlGLAjEN/rPNSPj5Uf/IPhTKPYvsX71AeK1ri7a7cNo\njW3uB7Oz+WbWt9ycns6Dx4+TqdEItl3uh2Bq5iOXi7JRLwt/xtwPRUbQIYRW1jgc+L59hlytluQx\ni0WDLJiiKD/PT01FW/YA7p1/BlUQydSKu3MiLbsfQR71EFmDNrK6Zhot7mSFhi7lfsiS0z7j9p3l\nHLAJxmZFxSOgc/BCZyfjTCYxuTAYmFFXx02b5lHr91NuNCrCI682G1jfblH0F14fbRciOGEzgWiU\nOzIzxbTGVS4s9txutAteBIRCsvPQQiRDJ7jK6bnocYABp2EoIQFVNMrqqnkQNnP7EXFt4zVzRKtV\nRnsFOh1zS3eSodVy774CXJEIcudUji2oYf6KbWDoYOzjmynYulXwYe6YiuzNpS8S4a3fj0Tn9YqN\n0DWZ+m+fwZeaym9XbKPx6jYS7HYarm1X0vI4diFO5Gq45Qc8f9nHknOXCVp27Lup9Ahw2uqqefgP\n3yKk4Xw+rm5s47A/wKHrswAGaDb4UlL/Tqglfupr+/qUJuKxswqx7spWmoj9mZjxaxRnegYsFm58\n88CASZG2r08JGiDYoo1X9SjP74+BiL8fdSj074Va/7+yfq7EmPRhM9YYvuC+tjaq0gbzjSHIUydO\n8HhODkWdUfJc9UKrcP9SyF3LouH1PHuwGEv6DtyuIUiJtcLcJGUnZbZ2QrJM7c4HIWUn2obTCJ9x\nO1ekpPDWrt+KF9U50B+pIJDbdrLs0DkEAMdVrigvAaDxsGj8Bl6y26kwm5mfmsqq7m7aQyG6w2Eu\nTU5WPBzs4TAVCQmMNZm4aW8Gj5e180RHB8626bw+4TBX1/WI12uaL0qBwhqqvV7BOQimkJzzFc6G\nyzEUvsVnxcVcc005qmiUhkWVYvZvrSb1g6sHmLbE09z4prSfcgqRS54k9clLlN/FHzv5ia/44k//\nC+2CF2lvOw2s1Wj1PYRa5mLIW8fLMWOfjlCIIr2eDUcmMrd0J+tqx4ssTOdAeyKDIZ9/TsAiTumZ\nz3wDwDCDkRU3T1SmAvEAFreoO7yoBY5eJxCW318kyjvAktiEu+vUk7aLYbOwGwDhuu7Mg9aLKFrX\noDQI6xbVMTOnja0eD4MeuUBBTwID6NhSJILB5RKI02UbyX3kgr+DXUdVKtIe+gzHkrOVkiKelUS0\nWlpOOw1LWxuusccpWBv8O9BafGLSP2D3b2gmtbTw0/WfEuOfWFaNhkc23kKuVotGknhPLTwXRhiN\n3NzSwuvGPswfL0Gz41Ex4ozqxCw/bMYTjVKYdlQoEqdtY8GgHmr9ftqCQbLGLGHuiK+543fLWTt4\nMG91+sUYMpgCwRSi0//I6FEvUzhyBVMmPknysOfFONJTLDbx4Fcg8SC1hVvwRKO8mJ/PlkMzuWpn\nASMMBvK0WoX/sCYG9a71hlnrdPK2w0FF3iEeeOtWrGo12qxNXN3YBk3zuTY3SsGnzWIzAL5oVMDL\nTc04ewZROGQNJTEuSfwmL3hBlEgVySGSGxoGpLnxkzNeF6fW1ZG+bK6S+mr8fhLsdlTRKPc6E+ga\nkU97zSKx4YHQ7ucFLmPvY2zo6SEtxgDd6haj1HUHJ2PcewaJDW7M9SZCg/ZyYNl25UTedNsZrGz3\ncsveDBpv/2xAaRHfuBGtFoIpjD5tscCRxOD0Bksj7uMzuHt4KxXJIaFq3Xkm9uZZzLBYsGo0zMyy\nQ+5aGi7OoGXSaSIQBFMEAxWxGXvy8pRSRnHejv2+z2bDb7WS9fhF1J93uiJb37/s6Xrg3AHIyDiI\nSuP3k//ttyS1tFD4no+maw4O0KCMZwpx/Yf+v4Nfhvr9q88gjry6B0MsRa/8/j6I6lg48zGqfT4m\nJiSwo6+PyoPnYSn4myBpmZrB0MGSooiQkPd6CcgysmMsC0oahdZgEPDmMzfXwTqHB4M6wtlJSRzy\n+6k9eAUYOnhxwl5ub23l2rQ0nt+yUJxgsVONTsH3mFfYwuq2BPQ7buH0Cx4WytOOEZRlCRLOCIOB\n1SdkSiw+6k4M5eWRLmYkJvKRy0VHKIQ/GhXuXBoP0zJ6aAoE0KtUNAQC5Gq1Qgpu44NgrWbhhI+p\n9ftxRSJ0LpvLscvbKHo9VTmlGq7uBsd4TnljN45nviXxnt8oZUN/0lD8ho1TlON2cFvXNpGzu4XS\nRNHAtajV7IpB3FuDQeoDAZztU8CfieFIOf78DtHMHfyKaLKGTVB+G0XLz/47eLGsVtN57zrSl80d\n8D76Q8MvfbZSAWvtiJnt2usvI69kNdaYlYEzJA7V0QlamoJBdg0bRvnBg8IBLZhC0fq9SJEI9Vck\nYih8i/lpqWy8YxqNM89g0DfbRbbSj+TW/33+tI/Qn7cRH70qyMl+TUspEsHkcNBnsw1AUcZ/35+f\n0d+KL/56Pwe3/k8G8U+sIdeOVpSi8sYsAY2H5xstzLFaWf7VTVQ6NBDV4W66RAjbmpqhdzibe3tp\nCgaJgDCpSTyIXiUxwmhkWpKRA+MNItM4chszExMpNRi4Ni2NeWM+YMeZ9dxUOY1FGRk8/8Ujwitj\n6HtcmyuEY6T8NYzOqmN1SzJEdfzXvKfY5fXidg1hVn4TNT16YRwbjVJi8QnBGY2Htx0OHu/ooDUY\nZHldMiu7uhTP0S3HhnJNWhpzrVYKdDoae6280+1A6w5Q+H6PUGuWJKqOzELj91P4huCFNNz3EQAl\nL1koWteA32qlvWYRroICeu58n9xHviCi1So6BsVPfj2Amhyfy0+/IIcrM4WU3g99fWzo6aHRlc66\nXZdRu/p2Ep67UqBU07bhP3WtCJjWapYM7YGRf2TROfdT+PS5NE+aRNhgwFlUhGXZRiUIpD55ibKx\n+uMF4hvlqRMnqPZ6ebXDS2swiH3fXSQXvUNLw4UAOAN6svQSZQlawsCEhASWn+jAve9BpCErKPys\nhs7hw2ld8jFTRnyI317B2YlJeGNubMdu+kzJAvpL4MUBWf3ZmXAzzmsKAAAgAElEQVSyb9G/2dtf\ndq5/eeRNSVHu15/qXigw+H74h3gm8kusX32AAFjekMClycm07L0TqS+V0bZ2/NEoWaMfEf0Acz0k\nHmRWWpSK1D7mlu6kNRgUMnMjRrDSbmdBhpHD/gBnJSbyXJeQSFuZn8+i01exvt2CMxJWPC57IhHI\nf5cNPT1Q/GeICv+IV/efiiF1N7I/na5wmKzkFrSWRjb39gqJ9KPXMdViwaDvoSMUEn4V4bAgPFka\nqXRoeLUpEU80yt1DXFyanCxIRcEUMDXzSHs7j+0rpdxkQmsUyMD4Tbjn0MW0hUKMXtZC5/DhSk1b\ntHSOcp3iN/DQ1Qcwdnfj7Eulsn6ScnJJkQh1d89UNobS1NPpCCUksP220yl8qQzro79lfmqqQJJG\ndbinfIFt8Xui7DF0iFJL50DTeiqPbLwFWi/i2Z2zuP5P32Pu6MBx30d0n/sZe9wSiQ9/PoDtGH+f\nUZ1ugGjtkD+eSZpGQ6EpjPPQQhjyDG8XFoKnmKZAQJR2QFMgQM2xCfzQ18fKb25AW/YA8v6Haby2\nEfcp3VjUaiodGhYNr+eaY8fENYlxdBp/Z1SuQ7xMiI9b40Cp+IpnGwMe24+qDQzY/PH1U+Zm/3Il\nnjlEVSqCJhMNl//rJcZ/AgSAqZmxCQm8eNabTJ1xF3u6U7l3pxjn0TFLcaXe8OMVbD80m3Vb76fU\nYMAZ0JNbU0OCWk2110t7KMRer5c/2jyEQegzGI0YEtpYuXsG2zwednm9rHM5SdbK7Nm+DIIpzBr5\nETXHJpCc8xX+uhtZPEgiV6ej3T6Mq9NS+SqtgLEmEwx5hrvb2rDFDHnsQeHBcflnl3OjzSamFt58\nrGo1L3R28r7TKZqfpmbGpXjwt8/k8dF1TExI4IqUFNxhFRk1NaiCQe6e+CXzU1MZ+34jabW1aGOW\nfvEbPn46jXziKw4v2YIUiVD81CSK3rAAJ0/L+MkHJ23i4n8rlJBA41U9FC/dwPM1oyF3LWk7gd7h\n7DkxCGnPMvRbH8NW/jDaAxcSHv620I94xUXpa53c9d10nBe8qQTAi216XA+eNwDaHO+LxDcgiIBx\n4CYbe7xeWkMhZo39C9TexeMdHSw842XML10NGg+P5+QIpS6NB180imXEo2RqNCSPeoinR3YwbfRb\nWNVqOsbmk6vTkanVcuKalUimVsaZdSQcKlHEaw0uF41nj6F+1izq56uwX/46fTYb9RcNUa5lvBSL\nA5ripUd/2fr4NewPze6PnYj/iz9OHQop1z/zS+u/vDX+EyAAjp/PC52drI8RnvDmM3PYJtqdeWKD\n6RxcOeJ7UV6kbcM29o+0hELYDEHkqIZhBgNpGg0PZmVRHwgwLOactN7l4uqqQp7OzcVS8DeuSE2l\nIxTCoorVo/nvMnrQD2xwhEnOqsQViaAteYldXq/wtfQUs7IxkZTGY6zfewFEdciewVyTloYrEqHQ\noCJXq2Xc2GdE8+3odUwZvIu3HQ7cHacz1WJRJPSqXDoK87eysbeXcqOR+kBA1NpTpwKwzuXiI5dL\n9AUe26QoJiUeP07T1KnK6bTN4yHL+PeQXnUoNGDEGD8FG2cP5c23DnHOM98S/ePfGDc45s2ReBBb\nYgddMw6yeMJG8OYjj1nMb+Yuxb7vLuGoHTajduZRe9+PhBISKFrdB55iMjUaQR2/9yylURdP1+NN\nyThLVVnmerK0WkbcMJbdz18Fwx+mstPKC3Y7JoeDoudHc9XW09liN4qMEXD3FtBy+Cp80Si37yxn\nq9uNJxolc0M+97a14QqHkX98Abm3lKofb0bb16dct/3XjMfS2IeuzyuyuObL6PjtLkreO6QEscZz\nyzh8Ux/7/1CM9cFPaZw+fQCvI5799AdRAUpWEm/GwklWZxzMpYpGSbDb/+Wt8atvUgKc+sExXq0+\nnVnDN9MTiTDKZGRlW1ikwJkboPNMSkv/Rm2vQcjClX5Crd+Pu3Mii09pYPkxmWPjMljtcKCVJFba\n7bgiEUEVP3od5L/LlIJ97OjrY34MeDTWZGKX10vlrj9QOHIFI4xGWoNB9tQsIHLJDtL27hVcgGgU\ng0pFpkZIs7kiEWFV12uF2rsonXgPta5Eptl8bDmRxO4xFq5paqIpGMTZcjYYOphdWMd6u6SoF5Um\n+pliNlN5w1hF8yF+SrWcdhqzL36CbR4PmRoN1T4fxQ/NxpOZibmjg47ycsZesYLjt50+gN2pCgbx\nLN2AJxLB7RpC4UtlysY1d3Rw/MUfyNVq8ckyLevuxW+1EjnlRYFHUAUpHfIREVmm+YulFJ6zBOdL\nV3Piwq+U72jQ62PQ9fYOGGH2X/HN0Z80Fd9U8dFk8hezSa2rG5Dp1F04jqL1e9H19nJosRNt6m5S\n/vIHTpxdJ8qdaCzIdMwSpUQwBVJ2Urh8Lp5712H/cSmFX+wGRNlQd31AfCaNB3LXkrjxKnwpKagi\nUfK+/w5ZrebYlCmErb3i75qaMRS9jm3FFQroLJSQMIBzEcdDxPsZ/SUAf1qa/LTh+a82Kf8TIBAB\noj4QwBOJUNULCzKEFdo1x46Rq9XS0jgbKfdD9JKEP6KGrslI6VvJ1GrJjZ2Us5KS2OHx4Jdlav1+\nivV6brDZuObNhain3oHfXsG8kkOsc7lYmJ6ORpJI02i4vT7Gtsx/F5rmYyh5iblWK35ZZp1D6DSS\n/QmLMlN49kgmWbZDzLBYeN/pxKJWY/frmJmsFsY4XZOx5W/A3nQ+lvyPcHti3giGDkpNGmq9YXGj\nJx4U7lIrhcnLT/Ue4g2z2jlzGPz116Jzf0kBo0e9jEaS6AiFSFCrydNq2eSMUGgKo1ephK+mVktb\nKERrMEjSExcrAaTpumoWFTtY63TS4tOCKsjMJJHJtG56jNApH/D6mDZueXEBnpG1lA75iNodjzJl\n8v3UBwIkqdUEHppN48LtlCwffRJ38JPTtb80W39MBJxM4Rtv/wz9tw+R9/13Az5//L3Gg2H/1Tph\nIoHSbwQ71lPMiJUHFbWo+PNND38urAzM9TGNzfPIqlhIe80itCcyyN2xg8bp0xlUWUnvHWtwNl5M\n4eoIjQu3U/TchAETiv5w6v5ZQn/sQ/9MI/7//gHjH6lK/WeK8U8utSRGhlVHJ1NqjvLGD7/jrrY2\nZH86Ld1FWPI/YobFgk2jYUqiAUzNyJ7BaIBqnw+DSsVrXV1s9Xgo0OmwB2GP14snEmHiuQ/gLR8N\n1mpWN+axMD2d5e3dPLZzKrcf9ZBncULmBhbnWLh43GpsGg2rq+YxKzGREqOAS1s0UZ7dOQs8xYwy\nGtnv8zHMYMCsUpGsD7CppVCksa5y7F4zNRk/CCNeVVB4Z6gj1Fb/FwCFBV9C12Ty3ikCTjbEoioV\nwcRE5ab3P/2NQDMC9ZcUcO2kt6ne+hQ1Pp+wqkcY/k6xCpn6QDRKjVvcc3V+P/dlZVH40GcKSrAw\nTdyorrV3iYvuKidNo0F9/zmEptxJXlYVKzo78cx6Ek3zRGq3rYCojkqHALHZNBoar25DW7XoZI+j\n3zhRFQz+HVAo/vv+0mzqUIiSZdPJ+/67AVOA/pmQsbubgMVCwGJR7pHcH3ZQ/BcNJS/rKXr/BH6r\nlQPXF57EIASD1By+AGm4ANOpj50FmV/SfuhaAWm3OWm8sQas+/jNso1YH/0tgz4QpcCgl88YMLUA\nBpRq8b5CPOD15338NDj8nGDuv7L+RwFCkiSrJElrJUmqlSTpUMyoBkmSFsZ+dkCSpCdjP7tckqTq\nfv+iMU1LJEnaKknS4X6/S4/9XC9J0nuSJNXHfDYK+r32VZIk1cX+XdXv54Wxx9bHnqvj/3KtbEzk\n+e8uR5u1iYuTkyH7E85LSgKNh4qsFgwqFVs9HmFGu+1h8OZTmNKKJxolFBGycKOMRqZbxHhUq47g\nP3Avd7W1UenQcEbdEZ4rTKUip4HlLQHGmXWQeBCtvocWn5ZFBUHh6HUsQzTJctdy/UHBrSgt+JbL\nU1NYMOYzppR+ybyUFPb06Kn2+WgKBkXzUhWEjllIw5cyLTVCWSREll4iy+IEQwehvhwen/4OHL2O\n9lAIqeCvtFzsVE7Z+GkV30gavx9VPwPcog9a+PamCRRt2oS/ewzVPh+BaBTvd89ReXQsWz0eARar\nfgabRoM/kMS9bW1kajQnhVgfuYCPbj8D10OfIWm83DC0iXUxYdnnBmVhuuc37N/6FHiKMZ5+G6Rv\nJWPvIeiazH6fD4Mk/W/2vjw6qvL8/3NnyySTCVkIJEAgIYkEAYUiCgoWRSy24lK1laqt1mrdFa2K\nC1/3rdW677XV1qVWrbhjcUFBoCACsmoSEwiBQEIIZJvMZOb+/rjz3PncJ5cWtNWe88tzTs5M7tz7\nbvd99uXF1JLVGLxokZ34xIgv0YtcIk8gEQig+fo59vVEIICqq+Y7TrQy4nFUX/mOpUZd+SI2n/4Z\nNv+k1iHqs7EWAMqeb7KR1/R6Ufw3oOKaqSi/5Rj4D70EwaJXkbapBMjYhBmHPYyyBypQPKcZ7115\nBADYOR5ixNUIzXEcYgTmEGouUiPvkO+pPXo0vin8x4/eM03zOdM0R5umORrAGQBqTNNcSW2dJr8n\ny+ID3+XRewAQbMDUsU/BC1iHtmyYhT8tPgP46lyrLoBh4M6BA62zMAe9bIdCT8zMtHXU4cEg5re2\n4tnmZsQ2/hQY/DzaEgnkZ1hFbC9da5WQm55vWiXqd+9vnbux5Tg0xGI4KScbfz2wC3NaWlDeZxe2\nDPHCaxgIezwo8geQ5rHG8KuNG5GTbh2/d2yfPpjf1mbZFga9DDPSDwvb2lA/rj+2toewtTXHPiV6\n1sadyK94An7DwIBHzkbZH332Rtqx334I7N7dY1m8sRgCu3fbeQIAUPr4ELvC1cFHzYK//0eYnJmJ\nPwwZgvLDLsVBoRBKMjswf9gwrOjstBHWk0hg2f2rcWZtLTI9Hjy3oxk5Ph/8lz+Pq/90IX746DJ0\nn/8UkLUOrbuLgdyl2L7//kBmFS7Kz8eNAwZgUCCA7fvvb3PVQEeHo8wbgB71KyRg6/TcXFSd22Jf\nL7l3qv2s7b695Qi8+ucdiLQPBDoG46zhq1F1poUi6Tt2OJDRzq5UZfhECht4+48RWXUHBixbitJ7\npmDR//3QJsgA7GPygBRh0JmnEiPBKoOEtXNilhAY+V8+By50r2q9L/BvCUTy6L3DATwFAKZpRk3T\nbAFwPoA7pZI0ITvDDFiVp/8dHA/gmeT3lwFMSR7C8wMA80zTbDZNcyeAeQCmJX87Mnkvks+egK8J\nhekxzPvi+3h8yBD8YuH3UHTITIsQRAowt8mDusUP4tP2dszbGUcwfzFyhj+IOaWleKN6BIrSY1hd\nNwaPNjbimD598OqWTMvbEWhGgd+PbtNEpseDUf03oqW72w6bnjD8DYxMT8fMgz5AWyKBx+q7cVtD\nA0amp6OpuxsDGmtwRm4uBgWs0O7ndjRjWmUlni4uxqBAAGg+2DqiL1nodlzxUhSGd2JiZiYGvnYI\nysOddjWpcPaXGBO2jrRrbR6J4K4WxEIhVF37JgCg39q1ML1euz6icNaEx4NYKGRHTALWJl1deQxW\nrz8FkUQCpWlpmLetD86srUVVVxcebWxEgd+P8a9PQ9dN0wGkErtGNVbbhWdbm0eiwOfDoEAAkZEf\n4N5/zMLo9etx26B+8K6eiYeHx/DyjHuQ8850zG9rw33bt+PN3/8M/datcyCMGO5EmqiZMsURKCSl\n8gAAwQZHsRaO1TC9XgR270ZxXS7QnYnguon4U+MuzPzeQlRdNR9rzjwSVSd8Dx39+tmqACM2qwIA\ncMkjS1H61rKUSzI5Pm0v0cgu7kpRMQTEW6OTsGQOQqBYvQjucq8HsS+wN2dzjgbwBIB1sKSH5QAu\nhXUgzmuwDuCNwCp7v0w9Ww3geNM01yT/nw/rzM0YgFdgndZtGoaxBsA00zQ303OHADgTQNA0zVuT\n12cD6IRVOn9JUnqAYRhFAN4xTXPkv5rLnoyULcXFiPv9CF4/BxNCIfzpC6uOwpUjqvG7yhwU5VWj\nrsvEhHAaFv/zakyd8Du8lzxEF1+dCwx4HRW5TQh7PNicfIE+AA3d3QgaBmKmiUhXHyCai4tLWvHg\nP49H+fC/YHwohL98NQjYfiSy1oYw5ayH8WpTFGf1T8fi9nZUd3XhryUlWNnZiYpgEKetbweiuThx\ncAM6EwlUd3WhNC0Nqzo7sbXTj3uKc3Hftm3o6/OhobsbWzv9KEqPoa7LRNntx9q6amNFBXYfuA1l\nzzfZHGlPKcKxUAiJq/6GwM3HWSdP/zQd+WXPozVu1dAwtxyLyFF1CK7caJe8K8noxsTMTCy59DBb\nNPZFIqi69k3k+E3s7AzjmsFB/OnWE5BdW4sNpx9gGWk3/QxD3qlHdm0tvjrySPRfvRqm14u1f6nC\nqJ8O7nEmpXyy1V6IgRAP0c1rToujvPQtJG481ubOQAphu4NB1P6szcq3CTSjMD1mnSXafDDuPOSf\neHj7dtQ1DrcMyWOuQGTVHSh5Zzlqr34Jx/bpgw2XH47Ki7di1MC1WD/vDpS8/36qPsQ1C1D228k9\nzrQQWwJHYPK7iIVCNpGQef/4voV4+fLDe4RVu51P+m0la+3r0XvWIA3jEAAdQhyScFpSHZmU/Dtj\nbwb5TeDfHb0HwBYzfReNx7F9+mBS8efWyVH1rXZmH5omYvHWIkwa/1s0JLMoseU4yyMQzcWG5r74\ntKMDW1tzEDQMZPt8GB8KYWAy7wAAJvS3kHfUiOdQufZszN29G/C14cSDn4b35DvxanMbTslPw58q\nSzA5nInxoRBipolbKtPxq8d+hTE5rbiyfCdWdnRgXCiEpu5uzN1UbBnCmibiijcvR2N3N1bUjbHO\nwozmYmFFBT6qGGpnCW753vew+5BVGPbMVgApsTbu96PqvO2oO/QwANbmFJHYd+sJ9qaddsAcNDaX\noWTWUQi9eSPy55Wg/NcHoDDUjo4JUZxXmAGfYaCqqwuVZ4XsDR/3+9H3+YvQbZrIz2jDHYuOxX23\nvYtIdjb82/oDX52L0ler4YtEsOH4E3DnRU+jKxxG9TlbUXrRQYjcOteuJ9nxf687uHe/W+faSMK5\nGIJEnkQCpX8x0PrwWQDgIDJyT87s14BAM8KZWzBzQCa2dvrtIj+z3j8NZ/bti/R//hTDXn0fkeqz\ngbKHUHPMWJTeegLWXHu0JYkkAth9+48xZMECe72ffv5LlN4zxU6J57RwJhiiJgixYClI7m+sqMCc\nCw52NUSyVOJWR+Lrwn/j6D2BUwG8wA2Zplmf/GwF8DwsuwLwHR69B6Ti29sKCnDSx6OxIRLByTk5\nGBM2UeD3o641BzmFCzBjyDaEPJbVvqG72w6oQSKAitwmlKWlYVxuG2qaB8EHYMHSy/BwURGKAwGM\ny45i8frpeLmlxTJklj8Kn2GgMKfOSrmuOQVoPhjzW1tR1H8VHn/zJixsa8Pyjg74wzXo/P79WNFY\niN9t3QEAeKyx0bJhBJqtOILij2F0pVmbN3slvHechNL7D8Hk0yvwy7NGwd/ejuqpU1GwciXKnzRw\n9CNLAcCuhuRJJFD2WD9EQxmo+vFIbDytHpHsbLv4inDjL677AXJyKrH+jEPgSQZS+SIRnJ6bi4xV\nDXhs2Q9RuasPfIaBiv3mOLIOw/X1qAgG0efGYzH1wBdx/dkHova4AsTGPAlj5P9ZS+nxoGjRJ/j9\nBQfDF4mg+OnBCO5qwc5Xr8OERy0BNevaowEA4+75CA2jR2PxLhM3P/EZqo49HCNv/weA1BmV7CZM\n37HDDk0W5GnPz0fLtX9HU3c3gvmL0Vr1S1zny8WEPgYq+tXijNH/APpawV23nv0omocOxYnfs9RP\nFMx1ZLOWPlnoiN7sCofxs/MOsutR2HEKyTGIi9IucEuEy4jHkbVpk2Of5iXPApU+2QMj7QY6Oux4\nCl8kgpbiYtc9v7fwbwmEaZoNAOoMw0jWL8MUWOrGHABHAEDy6L0AgKbk/x4APwHZHwzD8BmG0Tf5\n3Q/gWAAiXbwOQDwUJwP4wLR0n3cBHG0YRk7SOHk0gHeTv32YvBfJZ1/b59nL2Cixp+Q5Lxo/n4Xp\n8XQEPR6sXn0WRuVYZzo0dHfjroED8d7u3fhwW59UnkP2Smyo+qEVFxEIoCR3M24cMAAY8DqmfDgK\nqzs7rVOtMjZhdWMhVnZ04ITsbJycnY2DMjJQ89n1QL8P4M9fjAeLinBhv34484f/h1/n98Xqzk7c\nN2gQxuW2AU0TEfYlkObxoCUex/WFhQhnbgEGP4/ari6Et2wB2spQ+rtjelQwkgCbmvNXAwDeufQw\nhw4ulvhBS5ag5I0vgI7B8MRTSUQc79/nrlNQ+tp65H1pVYbpU1eHl648Ath8MmZPmAcjuB2j09Nh\nzJxk7SGxEyQSaJ59jCWtXD/NTsNGdyb2u+FHNtLIO+GqS/lr12LhJYeiKxxGNMMq57byvIMwYcY9\nKL7vODR1d+OISTfgjW1pPWwEHB/AOr/p9WLrVBM711+M5tf/z4o8DTbA5/dgcd1wbFjzSxwUCmFG\n+XqcmpODmGkis6EB6y8ajyHPDLOzXdN37LCNoZw/IUlYtiSWlAhk3QXZdREZ0+vF1rFjseLXM+xr\nOktT1oiB4ye6wmE7kO2bwH/86L3k/ZNhGTDHUxshAB8D8APwAngPwOWmaca/y6P3AGD5hadYuueA\n13FEjhc1yc1ac3wJckbcYxdpOSgjA0va262S7E25yAlvtVKEv7wc6LsQ00vXoi2RwIfVY1EyaJGF\n+H0XWmnL0VygbSiw331ANBfXjPwKd2zoh/fHdWLKO1Mx89CX8ef7z7BsIS0tSL/gj5hbXm6VeV97\nNoLljyIOK15jRXvMrucgNS0z516FwuXLHRl9jGzeWAzRjAxk19ZizWOfItPjQW5SdRDiKBtKOBoA\n1F79EgY8cjbCW+rtCD92MYp7tDsYRM3FiwFPFMH0RkTiXgy76QcOo6eMRVvtf3L/J3j5/HGO0Giu\nyyj9RbOybIlG7vFFIqi8eCuQtQ7jsizPUqbXi2cvm+i4j41+tm3gtCKU7P8HXNa/Py5dcASWTFuK\np3c04bHqvjCyNsBnGIjV/wjDHjfxxYwRdtEYbTcQkb9xxAj0X73aEeXJwVpCLDiGAYAj6GtPJ2Yx\ncXBTH3huMj55RkdT9kZS7gH+JYEomItThq3C39++GcXz5zsCUKovXoGKvlvgNwys3hkGGqYhWPIX\nTM3KwhurjseY4S8h0+tFgd+P2q4uLGsJWNJFIpCqGBVssOwVbWUYVbIAlZGIncMxb+MwINCMktzN\nyPZ6seWRX+LIy5/HQ4MH46JNm7AzHsfc2v0sItYyGjn5K7Cz5hSU/dnaRLVXvwRzzc0om/OZPW6O\ny+eN5otEbISVe32RCHaWlqJpYjPKnt1tb77uYNDy1SfPX5j82w+wYOYkR0YhrxEyNgEdg5HTZyN2\n1k8B+n2A0ruOB+CU0vh8ByYEzCU5zFjXXuR3AwDVP83BOQfPwdxduxC8fhrufGYtrjpnTI/aEAxC\ncIx4HLWXzEUwbRci9T8Cdu+PitEPoLarC7cNHIjari68ffnhjvXKbGhAZ16etacaG9FWUGDPQ0cy\nSr9CKOQ64CQItccVAIkAit/cZEtPbqdj6blwPQi9rtLHNyEQvZGUAMY+/BKOKF2O0enpiI+dDcAZ\nYVh23wE4JScHZWlpVpp0vw/gNwwsaW8HEgGsaLXCpl9ae5hthEPWOpQMtdyIZc83ofj5JMdvK0NL\ndzfOSSZc1cVi1jmghY2o+fwyNHV3Y9uEEI7PzsbJX32FF7b6MSo9HQg2YFJWEJMGb8DOxjEYNew1\nW0oou2k6St6yVAcRy4FUpCEH87BbT573RSLYcfp9FvdvabF1ZIn/l3Y//s1kh1GTw7Lx1bnAluNQ\ndt8BiLx9M4JrjkT5Ldbhs0IY5FkxNrJKwcY7+R9IpaPLdwF2uxb/vQ1rOjvxq759UXnFWlz9ywPs\n51ilkPqO4r7deP48NJeWAs0HI1J5vhUenbEJ9dEoIruGYXwohAdXHYLqGSGc+KBVxapm5jy0FRRg\n4+zXYMTjaCsocIxJEz6xBwjRYwIi8/TGYih9pQ4lr9XYsQ+y5vqPjbEiubHHRoDrYnwT6JUgkvC9\nVzbioaIitG7rxLhLk2XOFUcw4nG03/QW+vp8WL38Csyc/ASebW5Gt2liZDJD8uTsbDw47xpg5PVW\nZaiEFbMQHn0tDgqFrHThWAyL60sxo6QOxWlpWNLejg9rRgG+Njwzejcuvvc0W7+XvrNufhsrVlwM\no+K3KA4E8Ku+fXHdwh+i9MWd1n1JEVM4K3NhdgW66bCm12sfUKvvERfgV9e8guK7TnHkOUibzPlZ\nD5/w+4+x5NLDHH3LZ7ClBdGMDAenZFcfSz08TpZCBKSN3zy0BBfV1WHoHSdh6O3/wPo7TsLmc+dg\n9pB0zGlpQWfyqDxem6rLP8WovB1YvfY0YPDzuHNIDmatzbPS8Ms+w9xPf2mXGiz7QwYAYOvYsej3\n+eeO98NFYfa0d+Q9MLDKIgSS3ZuiwrG6pZ8V0NKLENSsLVscffZKEF8DzliZwEONjehb24DI9XMc\nYiOQEhe7TROrtw1Bzqg7MKelxQ6EWtjWBh9g1Rs4/EaEAxEgEUBhyRt4avqjCHo8+LDROuG6Nmqd\nHv6bggL4DANt8TiQtQ6zhzfiscZGXHHBH20O0JGbC8+Nb1oHAU/8I4YFg2jq7sZDjY0ofXGnbSEX\nPZarOAtoYiHzYQh0dNhc3ojH0TpwoM1tEx4Piu86xX5e8hxYXwacZ0gCsImDPCfEJOHx2Ea0L65e\nZaeOS/9xv98RCSkGPQD2d+bOQlQu/OgHeGzwYPgiEWT7fGi6+BkUPTodf2hqQsw07TUy4nFUXf4p\njHgcJQ9OQOKSQ60T0xqm4Zr6euTkrUV48STUn30g+i4FJsfNF/4AACAASURBVA39FMXP5toIWbh8\nuc3ptVsVcBZ4caw5naDOnJ9B1pM9EfK+2I2rgQmMjOc/ccJWL4FIwiHTh+C6py/C2tEDsHVHKRqn\nL7at3wfc9b6t0xf4/SjPr0G214um7m7s3DUExWlpOCocxu8GDUJFMIjhwSBauz0wBv0dW9deiLMX\nj8IJ2dlAx2BkejzYuv4c3DZyC/r6fLhlwYkYG8pAUagdz19yKJa9exseud2qfl118n7IaG5G5foz\n8G55OT68bCLi10zF0IsnIHjrCYhmZNgl0ZmjSxivqAGau7GuyiHDcr/p9WLblB1ou3u+I8dBbzq2\ncwA91QQBRoRARwcCHR2oOrcFNZd+hPyshh4p2nKfzVnJAOeo2BQIOIqvFP+9DXdeeAi6g0FsiESQ\n7/Oh4JpX0G2aSDcMNI4YgapTByDn9n9gxsB2Wyxfe8dHOD8/H+HlI3ByTg6yb/8xClauREe/fsiu\nrUXDlUegMy/P7mvr2LEO1YvXlRGabQwsHXmiUcf5F1rtECmCjcHyO9th+H42SMtnR79+PSSWfYVe\nFSMJf/y4Awe+dRjCZX8EAKsUesYmjJk5BA2jRyOjudniPD8PWrUpk4fSAAAyq3BW/3T8Li0ffRdO\nxOzD3sL81lYsWHoZwiNvR3FaGlZvG4JxBZtQG41iYmYmsr1erOnsxKcdHTCbD8KBN6WhIze3hzgO\nADtLS61Aow0b0Jmbh8xtDYhmZFgW/LP98NUeDt+kmRh0y/EObiXIq41+gDPajisxsQjP7kE3Czzf\nJwjLRjPt7ZCYhMqfDrdC2RumofSlbfY7YAlEq0psrHQDJnqeaBRNFRU48+JnsLCtDctaAhjTpwud\nV3wfxQ8swuRwGE/v2IH0s0ahraAAfX/7gX3gjkYoDofmYCQhLm7IzVIBr6Pp9dpFZaQdTpLTkge3\nKe+OJQVt25Hxi6RWc3Y9Sp8s7DVS/ifgwOWtOGvcq3YiErYfCTQfjLvfa7FLgpleL0peiFseiuaD\nUZS/3nJfwjrRalu2Byh+Grcsm4Bu00RwxG3I9nrhAzB72C582tGB0enpeGfXLjw1eAiW7QbMqgsw\nrfhLHPe3rxwisLgbTa8XOdXVyF+7FnG/H+nNVrBPqLHR4lYto9E99D1Etk51cHK9ebhdrQq4VV/m\nuH4AdqUm3pgAHEZG2wiXPNFa2w7ifj8SgQAqnv0cw343HMVzmu3x6PGKBMFj0ogooMOMAaD/6tV4\nqLHRij/58nK03HgsYqEQPnrpasyq2wa/YVgFZwE0XXWkw+DHpfK4XV47uc6/a5VBCK+MTxsrZe0d\nhmWlSnBimNhsZE10XzJ+6W/Ygzn4ptArQSQh/4VK1EajSDcMrIlEUBEMYvWya4BIP5TNnWtzyITH\ng5pff4H8vuvQ+NXJuHjs+7gOOTg/th2bo1H4DAOLt/XHncO6MGt9GPm5VVYZ/C3HIWfIa7h1wABc\nuN6P0gfHAHByHNncu4qK0DpwIEref992xbHPPZKdjU0zn4O5uwLwtcG/bCbyKiuR2dDg4PAcfyCg\nXWRMGPS9bHz0RSKIZlhGOubibshper2oOnUAECnAyKc/sF2CAnuyrOsxC8cEYJ+oJVKJ2C16qDjJ\n/y9+fDk+bW/HZ+eMQVc4jLaCAoTr61F5th9lT6fUJe6LObB2ybIRWKQHOXNTQCQFwJlrwS5INshy\nv9p9yclf8o50G5yPwW2y9OZJJHoUv+mVIL4G3F9UhLDHgxV1Y1AcCCBoGMD+NyOnutq+RxZ+Rkkd\nTs/NxYwD38XojAwUbN2M9ZEIVnZ2YvEuEzOKdmLWxp2o6FeLPJ8P5/TLBjxRPFtSgru3bcPs8k6b\na+644Q1Un1jq0LOza2tR9MknDqOW/CYuyNJbT0DpwyNQ9OQRGLJgAdJ37HAc5lp56UZ4olFU/aQY\nO254I7XZo6nTmQTheW7cF39yMA9AxlDF0WzOVvw0EOmHNT+fZrfPf3xNQOwmQMorwMY/RmKZiyAr\nt2V6vXjggoOx8OopiGRnY8LvP0aosRGJQAClfzEc7ZteryO4TKQAtm/I2BKBgI348l5E0mO3Ldse\neA15vWROUkbP4XFSyWTyG0tQLMGwSxiwbFfBlhZUXrEWGydNwjeBXgKRhLK0NDR1dwO5SzE+FMKy\nDcfB740jrbXV3jCA9QI/u+RQ3LvyYHQDOPevv8GI6yagtqsLp+fmwu/vxAtrD8O0XB9qu7rQHo9j\nTksLkLUOLfE4ni0pwS3LJsD0elE7eTKy7j4Vpa9WO0RG+b57wAB788mnzgJMa20FYG2UDT+vQO0P\ny6yN3Z2JyhmlQLABOyvPQvUxh6FxxAi7fWDPEoQvEkH1SUX2fGXjBTo6HMFXbC/hdGYjHrfcu/vd\nB+x/c+r4emVYY+8EkKrlIIjG9hMhCDJ/Rl4pqMLzEDefEY9j8eWH97D+s2FPX9OETPoQ4izxCEIw\nZP25HVax2D4i3gnOCREDswATHF5nHo+sDRMSkahKXqtBR24uCp+bgr4bNuCbQC+BSELF2rWojUZR\nmGZgfmsrwsV/w0EZGWg44XNUX/G+Q2eM+/0ofSYNn846CvH89ej3yFJEYul4b/dunJmXh+nDF6A9\nkcCNAwZgcyyGi/LzEc6qxdm1tTh740ag+WBUHTce3fs/axdksa3c0Si2jxiB6qlTcex1ryKSnY1B\nd893bPBQYyM80ShqfrHLRrC43w/42hAccZu1abYch+Cw+5FT8pLlxx95PfKTdR94o9Vc8Raqfh6E\nv73dFrljoRBKX6mzy6+LpMHnT/In4LQTVF1ibcoZQ7bB/8ktmPjAIkeItFjouUhNWmurrYszp+QI\nxMv+sNLxHhhJeA3ld1ZX2LsgBEZ0dlYXmGByiXkjHnd4Vmw1jrwUTOBZGhKiE/f7Ec3ISKktZGzU\nKoy0w54illykxB6fqsVr5o3FgIuexuYLnv1X2/7fQq8NIgnLH6zG1Lw4VnZ2ojUeR9jrxem5uVjZ\n2YkPV/0UxX9vg7+9HaPvW4jWeBxVV1lnS9YdehgKVq1E3O/H5okHILxxJwp+8lv09fmwePmFyB/5\ne4wPhTBv924rWi9rnVWwtWQ1qq6fhrTWVjswpjsYtOoWPBXDRX9YiUtXFAEZm1Bx+0h7s7HHQTZN\nS3Ex+tTVoXr6gSh9YxWqz9kKbPqZNbGhT2D09RnozMuzPQglr9XYG69myhSEv38FzBevRF6lVYFI\n6/UC2ujIIrPYBxIeD4pvnYuW0yuwe/Bg+z4+lJaNqNIfYBEONtYJYvH9O0tLkbVpEwIdHfZasDdA\npBsAPSQE6Zvnx+PQ+jyL/UwAtDrGY5R23Ayq7IXQ1+V/bRvRdhm3tnlOmgF4Y7FvZIPoJRBJGPxi\ntRXhuPFAnDXsC7y804pQ7OvzYftrs9Hv889Re/VL8H10DwYvWgTAeZIzu8NqT8hFzrDHrbLzAMaV\nfYBlVUda7tEvL7c6zF2Kvu/tj6ZpSy2XactoIHcpyu8tR+VZScNXsiR82etLADg3t2wmQUyBqnNb\nrJO4PVHk7/c0mhfci5L3rfLxsvlENekOBhG/+W3UrLkAZX+rdW23+or3UX7HJBvxhFsLp4v0yUZ6\n844eiMfuT9m43cGgnV7OBEj6FNct98VICziRlY2K7F5lkH64LXbXMnIygvaI+SDiI25f/l0TDW1I\ntCVEUhFFHWOCoeclcxCVicfdw3ZBrmR+D7qyda+R8mvA5iQXKxnwKdoSCUwOh9G68nY0dXfbQS1l\nN03HkAULAKREXC5hBliicni/x3B6bq7lDs3YhGWfn2klbLWMtg/fQaQAM2Y+h4pBn6WO98vYhMqT\nxgEZm3DKge8CuUutPzjdiSJ6dublIREI2EgHwGq/5QCUvLQL2bOPsRPPgFT4rWzaUXfPh/f/fojS\nV+p66Nvyf8m9Ux1IBqQ4vRGPI6PRqjSoy6OJns5IJLkdupZB9dSptguP1QZGHllblkpkTiK+M0Ix\nssp9bIRkO46Ov5Bxs4tRtyfEiDm7gDbe8powiBtV1AW9XmyAFK8NgB62G1Fp2FvC/X6TmhC9BCIJ\ny1oCWLzLxOiMDAQNA2+sn4T+y+vQ77YT7SPv5SVUn1iKL6ZPx66ioh5GtmhGBlrbBuCxpiaMOeQm\noPlgjDvgaeuGhmlWcZfBS7Bk2lI8WJ2HDW0enDLmDYtAbJiF4KgbUFi4DC9VDrcOBP5yAmonT0bu\n3fMBkCWfjHCi0wPAjKKdQO6n8EUiOPnRZQ51JBYKoSM31za8rv7NZAAp7iPAc2U9+eLHl9vIxaHR\nABxWf/aWsLFO1kh+l3uL58/Hwmc3OLiybHohwEbcKsCSsX27FWiFlJ2AkUgTFx6v2zw5lJu5Mhtn\nBdgoqNUDLeVwLoTDTkTAZ5eKymcn1ZHNSYiY2ITYZmHbSpSdQsdrfF3oVTGSsPx37SjPr0FdNIrI\ntu8jf8BCDDpnjIP6SgxC/bhxMEteQuHATxC64Uc20opoWnXtm8gPAI1VP0Ow5C+I7ByFMYWVWLHx\nEAx5bqDlJZgRQk7pcwh6PNjaONySNga8blWnunM/xEIhVJ9UhDuPeAkTQiFccGIR1v66xC61LhyT\nU7vluyAl14O0qxkljWcOxCKR1vR67SApbT3ng1oYmcTA6RYFqnVi2fzspmPXpsQ7uFnsOe2bVSGt\nVsgzDHrOck3UQ56XW1sseWivA+AkGBw9qeMbbOMm1dEAUi7Mr448EqXz5tn3/itbkFbjtMrE74Oj\nKfdFxfD9+1v+/4DZw3Yh25uPtngcNzRGkefzoamiAsGWlh5i35AFC2DMz4cncRxMb+qF+SIRVF66\nEeW3WBWdmm79M2YXDsCNWI3oJUeiNDsbQATNQ4ei9IWvAJyA6ukHwmjPQ8HEy9AQi8H89DGktf7F\n6jNjE27csgWRtddhZHwhEGxA/bgJGLhsmY00YqyTsYmY2R0OOw7gBVLI2pkMGrLFbJWV+e5r9Zh8\nekWPzc0cOoHUphXrP4u28j8TF+F0oI0rYzPicfjicYcE4VADEqny70LQEmQ32FMgkrQtkgKHUwvB\n8GDPyAikDKaIOWtSuOW0MIhaoCUJaTOeNNxym6Xz5jnmzuvGdgmWDHRAnDZs6sjZfYFeCSIJv3x7\nO5q6u7G4vd1K8fVEkf+JF33q6npwL7eYfQC2Ky/u92PSvZat4uWdO9GWSOCi/HzMvWi8jWDiswZS\nx8dVHTceGPoEyu47wKpXcEonCt/Kw9bpWwFfG0LLp9gnbzMXT3g8CLa02BtKb3aH+ElSAZ88xd4R\nN24rbTG34jaYg4qhjG0VQM+oSz1GvaY6r0MjAaeF28hAeRPaWCdjiYVCjloXPD9eK84H4THzOOQe\nNmKyQdRNgpLfuC+ODJXv8h40wuv1c1sPLcV9XQni2z5Za6xhGKuTp2E9IFWwv+uTtQBgdEYG3ty1\nC2fm5SUPxzkAocZGe9OIj5790GIL4KAXeUEvNDdjYVsb2hIJlN56At5M6vtAMqaekphs33ffhThj\ncAvy75iHAdfPQcnQN7H1pLWWazR3KQqXL7c3tq1n3/gmvDHrwFcJ+9Ub305ZV2HEjORCtNyMiPwp\nXgy+rjeujIF1eJYo2BjHG3nbqFGOdgRh2GYhvwkyOLhyMvL0lee+cGSm8py0HUFUFDf7gE61ljnJ\nnKt+lZLe5MAcm4mQQZLHwUjPBJIjO+W73b+q5cHfWcXgNvid7ClFfG/g2z5Z61EA5wAoT/5NS14/\nG9/lyVoA6qJRjA+F0J5IILjoIiDzqx4bX0RVQaREIIBAR4dD3JNNUnjnycj2emE2WBWYvbEYKs/o\nn+IeiQQqL9yBSJ9s1E6ejOqrXwO6M/GXNYdi8YK7sHiXiZqld8LouwgINuCaQVl2H8LxTa8X5uxj\nHP0DPYuX8AZhROANxwZJ4bw6QlECc8Q+IRyf2+Rn2JjGYrL8L1xU2i9cvtwxD3YV6vHbUY0khckc\nfvzz/R32FSZicp3tM4LQnKXJxl0gVf1b7omFQih5po+dyBfYvdshEWiklbEIgXeTLAQ0AdeqAntI\nmEhyu25S29eBb+1kLcMwCgFkmaa5JFmV+s9InYb1nZ6sBQA3bt2KBz85DWcvHoWucBjlL65HsKXF\nPk5tZ2kpusJhfPRiNWp+mo5dN1rl5HQGn21FTlgVnMsfT0PVT4qtNPHcpai50PIEfHHleiCzCunN\nOxDPqQM2nwxsn4zwoLcRPugSpH18EyrGX4uTc3JQHorjiXtPQ9UFmwGkiJBtD6AMQM4alPHIM9rA\nxr/xHIQrSVuywbiEPGdgsq9fDKZuBj8mDlyvQlQJ+Z1tProNseRzKLYQL3lWpDr2qggxEuRhAsDP\nM2LJPNnFKPe/+6fVjlD1RCBgHTKkDJNiBxLiyPPhqEkmBqzquElyHFehDbTy3vS7/LqwNxJECYBG\nAH8yDGOFYRh/SFao3g/ApKSY/5FhGONcnv0pUmdjDIR1lobA5uQ1+a0OAEzT7AawC0AeX1fP5AFo\nSd6r2/paEPrFCKA7E4VvFGK/t99G5a+7sP6cIZj+5Aps/P4ErL1jHu574jM0dXdj3P4vo7FlcI82\nhKIHOjqQe8s78ESjqDytCPn7P4SHD/sEFXcPQOmDY7CjvNyqhXDvJAvp+31g1ZYY9HeUpaVh14Gj\n0TX+fmxo8+ClTy6EOfsY5FRXo/zBQlSdtx1V57bYunk0I8NGUrcgIBHnOUmLQZCFbSIsngNwIIeu\nbSkg52TKfUzEmCOK9MMEJP++hSl1J+kedCsFL8ghahkbhzm0GUghhrTDBIjPspQ1YEIoXJ/HHejo\nQPpt79oE+Uczym2VTvoVlYBD0lnt1BKGSCosZbCExsRKQsNlXfnAX28shiuf+MwhtTBx/CZFY77t\nk7W+ddibk7UESl9bj7TWVnwx+0NcPGoFkAjgd2/dhLSWTnRv6sBD27fj7m3bsKzqSORnb8L26151\nFIGVl94VDmN0RgYSgQDKn6tD4IFf4ML3T7Jcl8cchpYDIhh932f46ppXMHtEvZXYNPh5wNeGFVvL\n4XltP+tAnETAOk4+2X7DaCvasu8/RjtsAkwMBMRiz7osIwmQEmWjGRkO4sHpzXKfFtH1965w2LH5\n436/Q6qwOaNLmPCyOdfbNgIZK/v2WRznZCppg5OoRHqzpRllyBTi9punVrkSTLE9VF6xFpW/7kLV\nJRtw1x8/x+Dff4zR6el45PkvbUlA+uSaD6ym8Wnb/H5kbeS7nfORtAXxO5U2RSUTJiDESQjW788a\n5XhXss5MuL8OfJsna9XDOgFLgE/D+k5P1mLYOGkSSjK6sbKzE/dMfh0ItCBj6iz8MzeBuwcNwmX9\n+wNZ61ChirtorvTxhYdg8yGW1yK4qwWlr9Rh+/77Y8yE61D6Sh12PfEZzEg/3FLfaEU/JsOjkbUO\nKJgLtJXhnqGZKEsegOuJRtGnrg5H9Em3JBBQ5qKKV2CiwJuTNy9LGlID0b4vGnXMTassMl/uU3NP\n4cZiZBSOz9KIgEgWboY4XUyGrfRCNJsqKuxnuF+2YfDaHPrQEtx54SEOFQMAqqZZJrG43w98eTm8\nNdPh+/w8nLS0AC3xOG4cMAAn3H2qI1BN5qxDvZmQcT8yRh1VqY2krD7KO2ZiLjUkhBCxe5cJ9Tcx\nUALf4slapmluBbDbMIzxSUnj50idhvWdnqwlUDt5MrIPvQSbProHKzs6cF19Pe485kFc1q8fTq2p\nwYHPXYjL6upw//AYFmwZhMnhMKou2GwjgNZpuw79HQCKsBxTiZYbj0Xt5MlWankiAKy51VIvgg3A\n5pOR4zeBltEYcUc+Hrp4goMIBFtasOnao21fuXBYjdBASk1gcVk4uzcWc3AWEV9lrOzFAJxWfBZd\nGaHlU7v2WCy2g7Uoo9KIxzHgs8/sdWMLPxtOtYQk0H/1avTdsMFhsGMkZZet/L28cycKbn4b9ePG\nObxQZXPnIuHxoO7GN4GR1yM+5F2LGOYvxt2DBmHEfacjr7LS5vaSgCaGR00MeCz8flhV00ZdNsKy\n5CNEQXuG5P3r3A0gVcPim8DekpeLATxnGMbnsE7Suh3WqVpDkydz/xXAL8xUUMXhAOrkdCyCC2Cd\n0FUFoBrAO8nrTwHIMwyjCsDlsFQYmKbZDOAWAMuSfzcnrwHA1QAuTz6Tl2zjG0HupJnYufx3iA9/\nEtH37kJk9U2Y9cY1mNPSgtiOsQiOvRgLNhyNvzZbQ5hVUAD42pwx80lkrTyjP1B1EaqOG2+H0haW\nvoKamfPwy+k3YejFExDO3IK0Ji+C/T+ysi8zNmFn4xggUmDnJlRd+6aD0zNR6KHfk3VbGw4jt861\nxpe8R9QNuVee0yHT3B7gzAkRoxwTIRmX3pgcF8B5LCJ5MQFjRJK+NHIwMnDUovTFc2O3sicatYr8\n+P0YuGyZrYZIX75IBKHnL8cno/rDu/EHiA1/A2WzjsIvzxqFgpUr7f5F5Ge1je0sMkaWgvR6yJx0\n+La0L20KCMJznxwAxmtlJ4IlJY2vC72BUgTLr5hk6f6797eSq7LWAZlVOLFiKZ4KF+L4nXVYsO5Y\nIGsdyvt/gYZYDK0t+6HsgQrHhq464XtAwVzkzZvgqEi1fcQI7B5Th/JndiIRCCB9xw6sOfVU5Bxy\nIXbWnIL8D/MRaO9AcFcLjHgcVSfvhxF/Wo6ucNhuQ+IJOI5CEGrQ3fPRcnoFWgem7LWsm7Phjzcj\nu8L4O4uwTIhsDrWHlGzA6UKV//k++V511XyU3jPFJoBc34CP+tPtCAhCSMASEyIZHwdJAVZdid9f\ncLBD7eAxx/1Wwdfzhn+JM/P64rRfjLDv43loT4OoHUwc+T3xNbfYBllzt3fCc+X3rt+hliik/f9q\noNT/NzDoZYsoBJqtIisFc4FEAA+iL0J9gzgzLw85JS/h4vKtqAgGsXXoCJQ+PMIW0e1NmLCO3kuc\nfh+qfrPI5sj9P/8cw/5knc7ti0TQmZeHUGMjdrYWYvijO9B40lvIaNxuEYdp04C+CxHJznYgHVvn\nZTN4YzH0/e0H2ByNYsX9lY5NK2Isl0sDnOoI2ynYtfnFzDpHspRWZfZU30HuYf3XiMfRmZuqTSnj\nmjmoZ7q2eCRso2JSBQCccQ3Sr1t6thBGkVSY29/3q9E9it0wAntjMUwbugbL2zsw46xRthoiY2G1\nT77ryEltO+H11kSBM2zZuMsFaGXuot5oIzJLITrMOuHxYFcRm/L2HnoJBEPLaCCaC2PXEPhLn0LJ\nw2OBtjIcMXM4Kk4twy+ycxH0eHBUVhYWPnEuMhflofqK961zFUFU3xMF+n1gHcOX2YzaMzfZor5w\n5GhGBqov/ScKly9H8SMT0R0Mouy+AyyuesFmoPjPQMtoVM9cgNrJk+1NxqndObf/A5U/+hEOfnAx\npmVlobLdC2z6WY/N2DpwoMOFqcOo+X7Z7NGMDIRz16DmzvcApFKM3WwNnKjlULdUtGPi0j/bfZpe\nL2qmD8Mblxxq/8+cmcclYrTcx/eziM4eADtsWYVAM7BhkNWbuN+P6iu+j+bZx1hl9pJqCEtMQCqQ\ni208DFry0WsOANVXv+YIq+bfZbwca2NXu3YJUnMbC6ubXwd6VQyC5TdZHK7oxf5I+AO2qN9SXIzM\nhgb4r3sV2/76G+weW20RgbYynDj+CcxpacF+N/zIyqf4WV/k7/c08mYdhQ0XJeAvnIeTs7Ox9Koj\nU5ti6lT0W7cOWZs2ObiREY+j6vQsILMKmUuORvH8+Vhz3v7IW5aO7NraHqK1EY+jZsoUK9AKADKr\n7KKsOv8CQI8NzO3sSXTnZ4Ubs1GNn4v7/aj50SgMe+mfjnoJzEWZe8ZCIbvsHP+u1RzOb+Bx8fh0\npifPW9ZDe1iES3NZNy0lAD0rVLPUwLUmuSy9rAdLBzJvuxJWUlKSeIg9FbxJeDx2lqtWJYQAcBwL\nEyKeR586a5/0qhhfE6aWL8aQF/KR1tqKjMbt9oLvKC+3QqVXXYrdI9ox8yDr4Jy0Lfl4dUsmzGh2\nikIHmtHnxmMRyc4GWkbDC2DBLcc7uOLpx8xGuL7eYe0GrGrE4aHPYvg9IRSsXIlIdjaCtYPRnp/v\n2DhGPI7qq1/D9AcWIWviZUDWOgx6bztG3dOIjO3be+jGzEk1uBEdAS3KOtLGlftMNmr5K8scxVa4\nArWMRe5nSUbEfFENBGRdRaVyM15ykpxGalEPOIqT56rDqqUtiU3g+cl4eO6iSrBtSNsTREKQOeoM\nTvt5pT4BqaIyMjeRYNjWwcTB7f0K0f060JvuTfD5Az9HZqTBwdFNrxf7vf02vpgxwioN52vDvfPP\nBTKr0DXxNiBSAERzbT0Yu4ej6tjcZHRkFH7DsEvSx0IhdOT3w8Krp8CLlKhqh+wWP42CG34ET6ID\nZb/9AP9sb8egm6y6lwzeWAzltxyDN2EFnvQFEOioQ0e/fqg+5jD4x1yBIclTtjgF2o0YsNWbObD8\nLz52r+Jsum5DwuNBgLgoczmDJAghOrLpGbF1GTcZpy8SQbcS12U+cn9aayu6wmG7D77flkZIqpDx\najejJpI6sMtHUousD6tnGvHd1sBuO3ld2nLLYeH1cGTcErFPeDzwIKXSyRqxWvl1PRm9EgRBuL7e\nIV525ubB395uSQNtQ4FoLsKrhljGS491AO/MsmaUPlqeylPIXQoccBWMAW8ib7kXret+Y4mfWVay\n1fYL/2jnEwBOkbP03knwJBKWfeKK7yMvGSR1+PE3O+IJdLCRcAgjHsczJzyAQXeebLcvodg6D4CJ\nhkTwSTvM3Vnv5s0n7bJxszsYdMRXaMMlAMemBZz5CHZJNY8Hxi3vpIgKGQnld5EKxO7AIdWsh7Pr\nV6sN/A50QhtLDPI7x1mwyiAg68DAa8FZv4DTAyVVoNjGwO8XSBEkblveFb9T/k3eiZv0uDfQa4Mg\naCkuduh10YwMy0CY3mp5NQLNwPYj8dfjH8fMzZuxBCtSEAAAIABJREFUdfkt6L+8DuF6K4izPT8f\nW8cdaFWGylqHYXcd2EP800VNWJcUYIu2napNfn7ZdBnNzVhz6qmOupP8jBa93So+uRnRtLGQOZMg\noJtezu25EQfph5Oc3IDtB2y8kzbZ/SrA68O2BQGWTqR/Hp8nGrXrV7CKxrYLeTd6neQ7Ex+95rxW\nbrUdeI1lDvxOdX6K7dFQbmgdNMXrKa7OXhvENwSm3GZ4q+X+TLo84WtDHMD2j38PZK2zbQmtAwdi\n6w+6MOnwWSh6sT/Kfn+QzTE4tJYRWOdRsLhe9eOR9qE40gZz7I78fjj8+S8x+OOPexAgacP0em2x\nmxGeN7OOtuONLBuSXY4yFr7f7lu5DrWXQPR9XmO+XxMpIx63oxRl3QT5tStP6mzK/2JHkLa0kVAb\nBEUaYeIkUpSsvZsXRNsMhGtLm7zObiqMPCNMw04/p3fFBlt+lo22PDe28/B8vg70EgiCTdf+HTVT\npiBj+3YkPB6k79hh2R2CDSgKtVtRk7v647R3j0e8/ypLqoD1YrZNMlH27G4s2J6NYEtLDys8i+q2\nGEm5AoxckexsFM3baBv7BBixdw8cgLcvP7wHwnHiEpDinJzVJyqHm5jM/TCnl83mVghFnudYEAnn\nZiIhYrqsByMfz18XrnUbi0YKDiaTeUYzMuz1kz5lbiwJCHAEoiA624lYOhI7ipvExLUqWBJhYHsP\nf5ckLF4DloykLyFo/G5E3dKeJ943+wq9BIIgtvY6FH3yCY59oRKV57di/W0fWkTgy8tRt/wWINiA\nqT+4zoqyLJiLirsH2C+g9KVtSGttxajrShy6PKsTsVBojynM8n/XTW8h2NJi641cB5JfdsHKlfYG\n0MlagLOojLjapC8J2eaEInkGQA/k4c3P6pC/vd3hThX7icxf+/Z5/Kw32+HZZGvQG5s5s7aXSJwC\nz0/Go7k+I49DgiCbhr7fzo+gWBA2VOqcCUFSmQOrB/weRA3iAkTadsJj0wSKmQe7THnN3AjhvkAv\ngSAoXLANg255B3dUWUfNFaYZ8K+3DIXouxBomoi5Sy6xDrjJaUTc73dUvV734x/b/2sDkdZRdWqv\nnTtwx0mOUvNs1OMwWzZcye9sXOSoSRbdddAM6+JyHyeeCQh3PeGRpfbmjmRnO1OfVXQf98Fl7+QZ\nUQVkXPwHOC34QIqLy/i5/JuMj4u78BjYbckGSHt+CecRd7LePEbOb9BSk6yjzcU9qWPxhGgJ0eSx\nsZrCxJNzKPS43RBeiLiW+L4p9BIIgpG/+SvGh0IYk78VFYOXYGt7CGeedAdOOeIWKwQbsLwULaNh\nzj4GpteLnOrqlKFx+IOIZGfDiMfRVlCA2lOjuP3lWgf35+Qmzo+QzagRmA2TsjGqTyzF1rFjAcBO\n/2XCwMjCmx5wFoMRbsdEQjY/i/DMLf9+2UT7u11Qlbi+DucWomUbNxVycRSmmw2C14HnoY2ibLzk\n3wVEQtFtAj3L4bnFKsg8eJzcN6d+c4DUnlQz7l/eCz8POM8R1XUsdWQpz53XTtr4unEQvQSC4O5B\ng3B9YSHmDxuGHY+fg/JwJ55cegI+u+pIy0AZbMCYkgUoea2mh6Gu8soVQHcmsrZsAWAFV8ETxayf\nDHWENzPHdPP58wbWerAgcvmL61G4fLlDP7UjC4lz2RIHuW7ZMCrgdo3Faa1iaH1cqz9scBTkYKLA\nRkfewJqrMlIJIXRERyYlMeasLH3JH3N3jSxZmzY5grCYiAlyyry16qMJiIMRUMEe3if8vjQjYHVQ\ncmekHSYcPB4BISK8dxjYtb4v0EsgCH55eAYe2r4dfeb2Q1NFBereugnIWoeEx4OK3xYDiQBar/uB\nw/gmm2Nc32aUP1hoEYsZpejObULZH30OSu+NxfDFWXkwvVYcAasHWvfVYrAdiAVnwVW5VzalbCwB\nnaTFz+kaAowQAHpIH7ovRhA5npCRRxMd5sLCtWUsPGZ/e3sPqcIt0cwuppIkgNqLYie0JXqezyFr\nK0f58XNsY9B5K1r14vGwgdORfk0FcVl65KI+0o6kc2sbAxN33h+a6MvvdpHd5DpqZrS30EsgFFy3\nZgCQtQ5m/38icsBcTCr+HK0DByIWCmHg6zmOjccI8Nn7d6HylANR9cOjAE8UOaPucKgLCY8HiTvf\nQ1H5C3ZsPZAiHHJ8ns6elM3N3gE2yDFo0V42qhsRkOvawMluNhmPmxtU9yMiPPeriZwWkQURhWDy\nBmepRwiQJmgcZMVGYbZRaALH9gQtOfF6cQyI/Oa21jIX3Savt7aZyLpy0RhuV+6xC/AqJqMlGCYk\nck1UVy3B7Sv0EggFfx27A6vGhlFY/gKw/UgsWHizjbTpzTschipA6cqDnweyV2LCgc8g+/YfY//7\nPwFghQFHbp0Lc/YxSLvhR7Z6wZuXxWv5X9sQ9CblyD5GJoDcq0pXdZMGGMn1ZuLxcCwGj4vVJZaE\ntN9e+mSk1sSJgcONxf0HpCQfmSMbNsUYqdURW1KJpup0arWGx8d5DvyO3AzF3AcX4uF1F0LAay71\nLtxAxsO1P3TQFq+p2ye703ttEP8heKqpCY82NWLrtgOBoU8AuUuxbdQoh2isuRgAHH70tUDtmZh6\n4ItouupI+CIRbDh/HGKhENaePxCe3/7EsSEdHIi4JXsQmEMyUjF35/Z0ZKH+XYvHzN3kvmiG5cHR\nKgRLCG6bWsbE/nshULxezO3SWlsdxIE3P4cHM9HhNjjRyv6NuDn3q+MbRGWT+UiIOK8PE0u3WAS3\n2A2OtRDg+IRYKOTwbmgiIxKiLxKxx6SLv2hCrok/v2s3xrIv0EsgFDR0d+Oxd24FNp8Mf6ge3nor\nUWrz+GQB2pYWh74sm6zq1hNwzVGP4Ktrj7ZfTjQrCxsvfhWlL7RbB6skEq5I6iZCcmCP/MZcTkRP\nIRQ6aIaRRW9YwMmFeSy6qrQGW/9PPs/GNiFegowSAMZIyxWtpBK2jJWLrOhIR/kunh5ZDxa5HZye\nQpJlvuJa1vkZQArB3aQn/l2/d3tcyVgMt1wM4eASN8Jr7KaOyLqyjYXnIx4LrboxY2E1RAgUu+T3\nFv7jR+8lrx9gGMbi5PXVhmEEk9fnG4bxBR3L1y95/Ts/ek9gdf0IVEy8DN72EGJfXIp4eCfM0A4M\nWrLE3tQsKgLWC8pobsbffz0WRjyOqqvmA7BeZtmd1slae+K8skEZIUU/1XH/HPLL17noLHMMtryz\nfUNzFsczpKP3EK9VvgBzUeFqutaB5sKceq6RTId9y3e5382TAPQ8gEbbJQRs928SydgQqA2c+h3J\ns/K/W7yBzqWQT51XwtIhEze5T8Lj5XlRpeSeaPJIBb0PWBpj4i3j0pXX9wb+40fvJUvRPwvgvOT1\nyQCYrJ4mR/PRaVxn4zs+es+GzCpsWHI74vnrMfqBJaj46yKUzfkM7fn5qJxRiobRo3tUXgacOuyI\n2WPt78wVAKcRiq/p4CV5vurHIx0eDLmXK0txu0DPSEj20fN9TBS4rgFnjjKCJzweR34Iu2zlGn83\n4tbBPhpx3IillgLkGo+TEUrGKWuhn3EEGiXnps8u5chJN5uCHhO3J7Cn+Az9ThhYRWACzm0yodOe\nFLbt6OA0PtqPjdxATylob+C/cfTe0QA+N01zVfL6DtM0/50J9Ts/es+GLcdZn30Xoj0/3+FmRPZK\nDF60CBtu/Ni+vTsYROX5FtKISCiiM0c3arGWA3pkM7BxTTwNZX9fY1crApybR4unAlLFWQf8AM4A\nG47SZM7NG5CrJLGNQebO3BToaQsJdHTs0T8vY+Cx7wnBNGHjNt0CrRjxWHXTEohNLJI2Gz0+t3Vj\nYsK2DU3A5D3q9QJ6nrLFiK5DtzksW0s63AYbv6U/VvG+ji3iv3H03n4ATMMw3jUM4zPDMK5S7T2T\nVC9m00lc3/nRezYkAqgYfy1KHy1H68CBML1epO/YgYYz/4zyR8NYe2UnEClwGLfKHw07Njnr4AL6\n9CrmtPLJhWgB64XWjxtnI4RsFr3xOe+C2+bwXvYYuHkX2C3JeRrsDWGk4s3GbTPSC/H4V0VVGIEc\n6obH08Nmo1WOPdVBkE8eExM6t2CyQEeHw+pvF6mlPsUeILU/5F2I2sKVqWT9WK0TaYPXWvoQGwwA\nx7zlN+0h0dKiJt7ym1vY/r7Af+PoPR+AiQBOS36eaBjGlGRbpyXVjknJvzP2ecT7CPty9B4AIHsl\nuq+fBiMet+tArv7FibYtAd2ZGHmjdS6nWxqtG+LIZnbTbTX3lnskTmLwokU92gVSSCGbVAcScf9a\n/NUFZ3T4NUs4TGx4jEKwxADmxr2FoOmoP26Hz6Rg4qFjSBxjC6QO/uUxMlcWRBI1xM55SSK4jmwV\nlQVIGRxZuuFwc1H5OGfCtrmQfUVAq5XM0QVxmVi6qV+8Rnxdv2NZB94ne0qx3xv4bxy9txnAx6Zp\nNpmm2QHg7eT9ME2zPvnZCuB5WHYF4H/o6L1pxV+i6tjDUXXs4djws4NQM2UKsP/NaCuwKlfDY73M\nqjM98Le3O/MYku6pYEuLjUTaQwE4k4y094ERVDajmy7OUoBIEXyfRii+X0sSbhF68l3Upq+OPNK+\nxsbUPbluBWm0YVSPWYDb4TnwXBlR3KoksddGPtkVqo2E0i8XkhHDpUhlPCbdvlaHZA+wBKiZiKyD\nW3i7JpbyyUFgQlB4/G72EwZWdfcV/htH770LYJRhGBlJBP4+gHWGYfgMw+ibvN8P4FgAcrDv/8TR\newCw+s5TgIK5CI65AgDQvd8czBwUQPZFT1s3JAJYfVsNyp52FkmVFxj3++0Tp5hDcDCRRA3Kcyz+\nyeZpu3Uumm97F799coU9NiZGzCWlHcDdXy8GTc3hdfq0JhZsGxn6wQf2OGSuXeGww7Pi0NNVdJ8W\nb7XqwYFM0jd/OuatXHw6ToLHzpWm9Cf3LcjM9TTFdqRjRRi0WC+qkRAZJtzyv9gUWI2Q9nksAqLS\n6CA0/uR1dWMqRjzuCDbbW9jborVy9F4AwFcAzoKlavwxefReFKmj93YahvF7WEflmQDeNk3zraTd\n4t0kcfACeA/Ak8n2nwLwl+Qxes2wDv6FaZrNhmHckmwL6Hn03l8Nw7gVwAr8B47eA4D6U1cBDdMQ\nSQSszM2mibj3s1yUPZ3AhPs/xkTDwIKZkxwiI5ASid04hOm1iozanNfFqMUbIu71Yuv6c3DP5Ndx\n6eWHI4iWHjEEWl+P+/3weL0ARd3ZcfiiwyeLmwLKDYeeaokgfdzrDJASLixSia2HUxsJjwegOAkj\nHnfo/5rDayTTkoT+zipFIhCA+S+IiTcet/NedO6LvAOuRyH32upYIOCaeyP9yFpoVdKNo4sbWIip\nnr/p9drFdvXzvOZc29IbiyFOc5KxcpKXtPR1bBC9NSkVLJ89BABQMvRN1EajMBM+YNPPUPSa6QiS\nYg4A9NQTBTm0757VBkZ0RnjA3R2oOSL3Ga6vx4qbQpgxbJV9Bof8zqI1t8nIwcAiORM5nV/BoeA8\nRhmbAI+Dn+HnuE4k6/FuHhIt4TDxYsIs6xTJzna4hfU66DUWe4BeMz0ePT8Bvk+3xdfcgqo04+B1\n4HgIIJWWLr9JP5wIqNvuU1fXW5PyG4EnimDRq6iJJFAcCABVF2H441tRd7zhQA4BeZH8B/REPju7\njoxGzHlYh5Xnxb8vbXBlKJY6vLEYdg8ejNKn8rBk1lEOHZi5GtCTg/Mc5DuLqXqzyvzdbAi6LU1g\nZA5MfLhP+c4GRiagLIq7ETuWCngeHBvA82FEE1XK3gaqbqi8OwaN9DxvHje3w89qsKUt8gIBKQ8Y\nx8dIG7JG7CXbk0HcTar5d9B7LoYLRKrPBjI2wfd4GkqC9YiFQih7djcMElc9iYR9NoFQ627awHG/\nH/w6OEVbV7pmRJRNIC/ZG4sBJBrzhjOTXI03LtsCNHcXSYK5F7cn6KEJFyOWIJLebLr+pBGPw1R+\nf1+yJB17PlhF05GbTAT5uh6/lt54zY14HB5aY538pqU0VhW6g0F4iJj7IhH7ncu7YlWO2+Cxwe9H\nVzjsiHPhe/zt7fZYua6nvDNWeRwSJweCJa/L+up9pue5t9ArQWhomIZRI56zC9Kyx0E2jgCLznzE\nvCAig3AGzZkBp9uRN4a46DhcljkVAFdjqBjD3GoByBz0ZuFzJ9x0ee5bS0qsR/N1h+RCodc8Z1lj\nN28IrxW3o8VnLc1w/ywBcFtMjAQB2eXMbmQjnkrS09KeEB0hGKbXa5fP5/XREaZ2G0mjpZY0+H/9\nLmQOLKHJPW7rqwnYvkAvgVAw9vE/YU1nJ3Je+wUqf5GDqhveQKCjA9GsLLvMG2C9gLob37Q3jlsC\nF9DT96xFW76fuT/fq2MQ2BahazpqLi7cBKCS+MngGxZJdRwFGyPdVCHmvqy2uHFTjRzCNeW7zksQ\ncHP78TpwAJhWIXiMvNZAKjaAA5A0EewRB5H02ujkM2lb1tmIJ2tXEMHlfmXc/JtWv/a0zvLppp7o\nddKSw79zhe4JegmECxTfdQp2fn8V0HQozK9+hfb8fAR278agJUscqsBTxcV2WLW8/Kyb3+6BpID7\nSUn8Xfvd+R72eTt87FTfkqUM4WJAyu2mEYDHJ9KKWNnF3adzN6RtLSHxWHWVJOZ0zNWkQI70L79r\nUdpN0mEOztILr438z+nX9vUk4RHJRYc9y5h57T2JhJ2HolU3Ix635yP9a5URSMVu8NpwO+Ie5/lz\nIBSn1GtDL89Pxq1dxl8HegmECwRbWtD/nXJrYYMNdjk1ftld4TCuP++glMstuVnbZh3lMJZpn7sb\nArDbSz+j/fKuxEUOlKFwaDtykNKx+Xk3lxd7AbQPX/oTsV2rBNKu9KWt/abX66iLyCI7l/gX0ESM\n14ZVKkYQdh26rT9nZAJOtUoSmzSIdCXqHktULDVo1UHmzP3rorm6Hzcphg3VvGfc1ooJHUtf7Brd\nV+glEC7QVlCAbYfkYL+330bZH3044ZGljt9NrxehxsYeBVL58BYOn9WbXX6XzSNBNbJJmGvZMQ4K\noR2+c6Vvil7M/en+5VmuMyAFXIRgSVush7tVwtpTrgVvaNbRtdrBkopbkRwp3qrrY/B8mHByLoxI\nGKIWcIg4i+5uAVG2epJ8P/xeRYLjAj+awOg1EYLBIeTSj1xjA66b3YkJsVZD2GbDayHS4deBXgLh\nAnWnVaP8pVX2C3r14gmOkuLaQCQvRERQLfYK52WQGg7C+aXakIBwHN2e9Cl9yTXh+HbQD1n/5Xmd\ngwGkuCgjiKgQQsRkw+r4Da0vC/Dmlv8ZWUQd0hsZ2HPNAiYqrPtz29ozJAgc6OhwrIsmXPI+mCBJ\nG9yPJlw9CKWL3cFtvfcU8qz3FqtSuj/+XxgCqy7sBeO2mocOde17T9BLIFyg9MlCVy5Z9avUITha\ndZANIpxOkIr1ZC0qA6mXzIE8vAnYCMlIr7kL2w+EYEj7tkEzmjqzUhu+NNIKQdGWci3a6jBnDt/W\n3IznxAgqm5vVJJ6bDk3XdTN5zILIjshUv7/HMzI/eT/8brR65Bb+LWvF92sbhLYR6N9sA3c0VfWK\nQ63tuVBRG90eXxcpzz5vRdlkeN/tLfQSCBfYft2rNtJV/TwlUk8f9k/7Hn758r8A2wIk7l7HJ/An\nqxXyv2xAdnW66ZC8SYUzMYcX4mYjYDKVmduyXXvKg8J2AjH4aRWDo/aEYGhdXK+RVkNk47LNg5HU\njRiL2iUitNRwlDZspEvOVdK9+RwOEfeZsDDh0pKDjFfWRkuHbpKJnWClCJReAzY2M4inim0KWoLR\n7bC3ikEXGdob6CUQLtDvthNtSeCIEW/ZVH39lUekXkJyIzJFZu4tm16QXPRYHfgjUX5AChGYk3D5\nOfnNTbTXoibr2WzNF2DE1Jycf7f1cHLlcSl2UU3ckIvnyeMURHAQKRW6LgjBqpVWAxhZhZDyeDnE\nmV29rDZJ2/729h6eGUY+N6KmRX9eByBVOtCtLADvGdPrdRzRyOsme0efeSrEXu8dfg/a28Lrt7fQ\nSyBcQDZvIhBA3dVTsGHWlzjgrvcBpLikHRWnzm8QdUI4E2C5t1j8ZwOg1sPZhSXts22CC55q7mVH\ndCZFZzepQ1QRAU78YZVCG0VZDWGiyFIQIw6rLzI+8QYBKbsKSzm6PblP7mHVRNpk6z9LPCy1yZjY\nxsLEjAkW22r+lTQkwXEy1kQg4PA4MCLrYCgtAXD/TPy1BCj7S+xPTNB0+5q4yTvrVTH+A7CjvNz+\n3h0MAm1lyFZcW1f3kRcrRjEWmUX816InkHqxIv5p+4AkfHEgFIfm8sYSJBK3FksBHOeg7QaCnOLF\n0NIDc203xNfRijI2nasQC4UQzcjoUXpNV6uSdlkV033uiUNq6Unu41oKsh48T7nGCCjz4FqWLHnx\nOvO6aMIloG0dvLYyZg6zZmLpRqS0Z0KHkbMdQmfM7i30EggX6L96tUMFKH42Fx//ZjIAZxAO4Cww\nK3op4Myv0EjHG9gbiyFr0yb7vAR9nyC92DJsIrR7t2PMEvQjIqmMQYiBqAasgggw0ripBoz8utgq\n4F7fQriobgtI1alkuwhLDEwI+FNAX+dYD3YruxnpZDw6UlITf44kZWKj36cQXR4jEwBpm4k0j48l\nQA5806oDG2+165zXgYnJnor17Av0EggXGHfPR/YGEj2WVQggxeE4sEjiIBhh5F7AGWVoer3YVVSE\nnz+5ArWTJzu4DvdlxOO2KAukkFW4mpZIhFPY6gwRFTF2ccivbEY3Lu0INVa1CKRvrSZlNjQ4CIOo\nYyIJCSHjBDNWe2y3q0tuhXzyZuf4ASG4XLiGx8eEyy3qktdX5spr7CCU0WiP9yTSkx4zP6PtFKyy\niV0lmpVlj1XePY9Pvz97HaOpU915DPwe9hV660G4gPiKtShuFw51qfOnN4NWPTQF17q3gPTBbbGb\n1K5WRIjOSMztyO+imnCkJI9BI5D0IyIqR3naRUiUUYxBc1AGDhTSayZERH6T/nT2I9Cz/qS0w596\njpoASjtAym6jXYn8jO1KJje2Xkt5V24Gab1GbBcRgiRroG0mYsfShJyBx6dLCnB/W/5xXm89iG8C\nYn0GnBFrwgU4tNmm/hSkJMREnhFgsbHqVx2Ojc91ELWkwSKscAjmPIxM0idzaJmDPgKexXqZj3BB\nnWHKUoYOC+7ByVSsBP8myMVRpPyblhS0fcJN/dDSnQZpw61+g8ybXYNyLxs4WfKwkS85Xn7Xblxd\ng/TJ0hgbNMUDI5DW2mq7p7kN3ofCMGTvakIq0sh/xUj5HzxZa2zy/yrDMB6Qsvf/SydrAdYGP+/J\nFTblZs7JXI7Ff/ZSyGbak/QQC4VQ/GxuD5ckkOL8guRan2bRl70A0heH7zJokdRRWp1CiWXjcei3\nzJV1XQHW1XW/NiKQx0bbJlgSY64nv7N05Caqa8lAQLchCMmu3B7BZlHn0X9sZJb7eI5i1JUkKx0M\nx+5gfs6N+2tJlL8LweZ4EC0tyXrodWGCztLb3sK3fbLWowDOAVCe/JuWvH42/ldO1oK12I+dM8Yh\n7uvcAfkuCM4uJx1yK8/ozZwIBByuMqHyNvUnXz+XZ5f7NfLwOAU5eZMxgjOx0MFPgvCSnMTzEGBp\niKUXnUHJ3gMeszbuemMxRwaqVn1Y9Be1iRGb4zF4PHyvED8xBjIBFNuFW1AWz5kJoYxX+mc9n/eE\nJrL83txsIpopiPQn+4ClSVk/ZkRadWTJw404/Sv41k7WMgyjEECWaZpLksVt/4zUaVj/OydrJUE2\nk5tEoO0PQKrcuYj+HIgjm5SfEY+HnSyV/NTFU+QZ7U5jYsN1KvWmYMlDR3DqsckG02qVtino2Ise\nfauMR7mm1QL5zl4Dad8xPxUjodeeJSeer3zy+sh75BgJWS8m5EwYtZSnx8Jz5X2ipSq2/8j753aF\n2Ml3nqOMS7u1ZU68Tvyslvr21VD5bZ6sNRDWmRkCfBrW/87JWnCKa4JYWlXQ4qKtQ1LuBXNNTeEB\n5xkKrPOzjgs4k7XkfyYgbkRFOI6WfLSFnzesXJPfWUdnEClHiJO2h7gRUFYfWBpgT4k8w54jh50m\nEHAQCyaUMkdWY2zunJQa9D1sl+D3I/OS67JuTMT0/QL6u5aaOISe+5W94zZGt9wTTUBsaUolmvGa\ny7z2Bb7tk7W+ddjnk7Xg5Bg6jHjbqFE9OKCbOqF/Z47DMRQ2N/sXtgOdAejmvRBE5g0u45e58ObW\nMQDaKKmJGm9IrcbocbNNg5HDlmASPc8U4XGJHQZwRkeyVMO2IJHEONRdSwfcB+dRdIXDPbIrWSpi\nNUnr8G7jcpOSGMF1TIVck33D6fdu0qtea/1uWL3j8fN6xP9F6LeGb/NkrXpYJ2AJ8GlY/zMnawFA\nnzpLaGGjky8SQeXMSoQaGwE4uYMWxzW1B5yFYLWbUCdaaRcii+ysovBG04FbbAkXIuMgICrtWfp2\ny1wUYMRhEbnHmtNmZrGXvSRuUgZzTrlXxw3Y3FZFWYrEJgjoVudSEwx5r27EmfsUBNYBaJqTuxlf\n5bqeJ6+NI+Rc2Qv0/PW74XG4ebXkups3ZW/gWztZyzTNrQB2G4YxPilp/Byp07D+Z07WYmBOFAuF\nEP7wFJtA2C+BRDqt3+m4BNm4XAdRqwFAyifPHIS5IBu3eOPZ3DfQ88g72TC6L56L5lJaOmIRWRNF\n9ue7idluhIBTrXksco9WbTSyCyERBODYAZG6eB5MHLlPLcKzBCRj0p4YHbos79Yel8e9CLAbodBj\n4ft0dK5+Z7FQqMfe0++wRz/7EPr0rZ2slWznAgBPA0gH8E7yD/gfOllLQBaTOVH/1at7vDwB02ud\nnsVipy+SPMQknjL8uenCCfou/cmf1G9gJOOx8SZgXdMtUcv0egHyjGijFovEca+Tm/K6sBqlCZSb\nB0f+Z7sBc0cJ/PJFIvYJXTI2DhLyRSJIAD10gyYUAAAIzklEQVQ2vU1sYzFA6dhuKppjTCoblfMr\neL687t5YzH5n3ph1shUARLOyHPdJP25uWxmbIHec1kR+Y0lJj4+vmV7rdDSWEA0eX3Iv2SeYG3sV\nI2WNuTeS0h1aiosdnJf1b3mJ9ePGYfCiRY7qUZwwpHVr4ezM+WUDaOMd9yPf+ZqoJYzsbgTBE40i\nFgr1OISHQ3J54zJiMKLzb25j5s0sv8m9goTSp9s4uX83tUXWwZFq7uLVcCOkbn1oYILNBJPVPx2L\nINd0UWAH4tM7tO9PrglLkWyXEaOqzq3Q8+5B1F0S9zgASwjGxgWXo3NXVW8k5TcFIx7H7gED4Ekk\nMOPhf6J14ECHj37wokWpOg9JLiiZgHqji3TA+iZzGDdxU4ATkbTHgMfKm1c2i2xqN3WIVRwtjrJR\ny77mcVaUdkNGLc7z+MWzoufopoa4IbEko3EbLFrrgCax3bCLzy0sm6VCbe1nN61k6XK/OjJR3pF8\n54hRtgmxzYS9LPZvFPatCblbJqrsC54LG3odaqln7yWI3pO19gBivOpTV4eEx4O/nfs9hP31Tgs+\niaL2yVLEBQRJ436/Q/QVaYI5oI7F56Ql5jairjh854kEErDcj8LtZDys42v3LRMQ+Q7ieDImEe99\ncaehUXslZByyPizZsPjMIPdowqcJpo1E5PPXbXIdxm5lkOX+pA9+Hyw5SBsC8ht7p3S+jB6DRlJW\ndXh+LH061i3JcJCMreF+AhTbIe0nAgFb1ZGx5n71VY/1BoAt+2Cw7CUQewBBgLjfD19ywatnLkD5\nXYc4KDdnJ7JbtJsQSXIgtAjo2EgudgCT9EtOvpJNn/B4LKSlpCxbhWAEUHq2L0mg/l975xNiVRUG\n8N/nG3WYSdMpEZIQhJBqOwStg8KIIiIQ2pTLymhpuAwX6raFtIg2kvaHFu20wGVExCRRSGPqRrRo\nkYOi8+Z5Wtzzvfvd8+4ZJd80c+58P3jMfefe99757tzzne985zvns0pAeyo7zEnn/TH1sIuoVCnk\nFMBgY5V5PF14pd+rdUqtj7bYA+0N0yGcnY3QKdU0ZsLWzw77tJ69fp9+ZtiULhhLIzvtZ/Q5sNfo\nvUstNX1+tA5Qz6KtBVxB3AONuNuwuMiRPRN8as5ZrQ8MG4p9eDfdujWyb6NiHU/2IVGlYN8P9MHr\n1ZvSpOHKVgnYB7NtBapaKTD68GN+Wy2DgZqyNMfZqkB7/T6LU1MNy2WQWCNWQbYNwfQ3hxZLdPKG\nXu1cTYchE7dvc3fQTNS7XEShlSkd6unvar3TADkNWEuVfGoRPnTtWv6BKgxXEBnsQ6APxicHn2Uw\nbZLLmE1QbQPQz0Nzvf9gYzOhr17XFlqtf20vNhxm9JtLpu34U8u0B7YrMO0q0LTXAkZ6PNto0t/V\nz/aox9r2vG1IaolZUuVq67J5YWHo1NR73XaPrNUADHfaSocqI8MVo5xSZdWlxj0OXEEsQ5tzrofp\nmUyjbAu2sb6INLBGG7B1Xmrvla75b5sms46tTUlvne44NPyOJIJzWL+kZ7bYpcN3aY7hday/eWGh\nNRJT78uE8U3Ye2T9CNbysPc7J7/Koawls7xLuILIYE1hO/9uz9t9IW2vNBwmxEYZej2WzHltxNrj\n2eXdUPfIdi3I0uQkPaNwlsywwPob2hbzpI1KlYuNz0gthzRmwTrVtE5a7zQcvWGWM7q61d4vvcZ7\n7rWJK4h7oKawpnS3DUDPbUpMfvUVpI4oO+Ulg9ENZ6E226EZldiI1zdz2o0NV5JYCkim2szGKHZR\nWZsZbtc1qFw6zNDfXpyaynrKnW7gCiKDjZPXnAkNv0LiqFNsIx5+V+xBbcSkotNf1sC3jq/Uqw80\npr9sb58OK9Jhw8iwIyqqrVev/vcb5XQaVxDLsGGx3kauPz093Ek6nSO3jbTX77NklEDqcwDqOW79\nDUbn/tOAHOtUVMWw7fLlFb8HzvrGFcQypFNZaS89dK5Rm/d2Dt7Os9tQZx9vO6XgCiJDurt0L/bq\nd7ZsYePNm26WO+uCdbVYS0T+Aq5kTj9KtVy9S7hMZfB/y7Q7hLDjfi5cVwpiOUTkxxDC7GrXY5y4\nTGWwlmXy1ZyO42RxBeE4ThZXEDUfr3YFVgCXqQzWrEzug3AcJ4tbEI7jZCleQYjIXhGZM68bIvK+\niMyIyNmY0/OsSdmHiHwQc3peEJEXTPnYcoeukEyvx3ynd0VkNvlMqTIdlyq/63kR+VpEtnVApg+j\nPHMickZEHitFphFCCJ15Ua3GvgbsBo4Bh2L5IeBoPH4K+BnYTJU17CLQi+d+oEoEJFQ7bu+L5W8D\nJ+LxfuB0PJ6h2uV7Btgej7evoExPAnuBc8CsuaZkmZ4HJmL50Y78n7aa8vdMnYqSKYRQvgWR8Bxw\nMYRwhWa+T5u78xXgVAjhTgjhEjAPPCNjzB26UjKFEH4LIVxouaZkmc6EOoXi99TJlUqW6YYpn6bO\nRFGaTJ0Ltd4PfBaPd4YqWQ9Umn1nPN5F9SAqmtezz33mDhWRe+UOHSdWphxdkekAcNrUr1iZROQI\nVXKof4gJpihPpu5YEFIl9XkZ+CI9F7VycdM1y8lUKjmZROQwsAScXI16PQhtMoUQDocQHqeS593V\nqtuD0hkFAewDfgohXI/vr0fTjfj3z1iey/c5ztyh4yKVKUfRMonIm8BLwBtRmTfql9SjCJkMJ4HX\n0vol9ViLMlWM26mxWi/gFPCWeX+cppPyWDx+mqaj6A/yjqIXY/k7NB1Fn4faUXSJykm0PR7PrJRM\npvwcTSdlsTJRjZt/BXYk15Us0xPm+CDwZWkyDes/7i9cjReVI+hv4GFT9gjwHfA78K29ecBhKg/y\nBaK3OJbPAr/Ecx9RB5JNUpmP8/Efucd85kAsn6elMY9Zplepxpp3gOtUiYxLl2meaiw9F18nOiDT\nV7F+54FvgF0lyWRfHknpOE6WLvkgHMcZM64gHMfJ4grCcZwsriAcx8niCsJxnCyuIBzHyeIKwnGc\nLK4gHMfJ8i/tckCwfJdn2wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Open the clipped raster file\n", "clipped = rasterio.open(out_tif)\n", "\n", "# Visualize\n", "show((clipped, 5), cmap='terrain')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, it worked! This is how you can easily clip (*mask*) raster files with rasterio." ] } ], "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }