{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Raster map algebra\n", "\n", "Conducting calculations between bands or raster is another common GIS task. Here, we will be calculating NDVI (Normalized difference vegetation index) based on the Landsat dataset that we have downloaded from Helsinki region. Conducting calculations with rasterio is fairly straightforward if the extent etc. matches because the values of the rasters are stored as numpy arrays (similar to the columns stored in Geo/Pandas, i.e. Series).\n", "\n", "## Calculating NDVI \n", "\n", "In this tutorial, we will see how to calculate the NDVI (Normalized difference vegetation index) based on two bands: band-4 which is the Red channel and band-5 which is the Near Infrared (NIR).\n", "\n", "- Let's start by importing the necessary modules rasterio and numpy and reading the raster file that we masked for Helsinki Region:\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "import numpy as np\n", "from rasterio.plot import show\n", "import os\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "\n", "# Data dir\n", "data_dir = \"data\"\n", "\n", "# Filepath\n", "fp = os.path.join(data_dir, \"Helsinki_masked_p188r018_7t20020529_z34__LV-FIN.tif\")\n", "\n", "# Open the raster file in read mode\n", "raster = rasterio.open(fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's read the red and NIR bands from our raster source ([ref](https://etsin.avointiede.fi/storage/f/paituli/latuviitta/Landsat_kanavat.pdf)):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "36.29418775547201\n", "35.0946303937776\n", "\n" ] }, { "data": { "image/png": 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E4C2d5sWaGgGgSBNa6GKarFaUcONMZqTqZWGJ5VNzgUALC2WZJosFLXI+zSXj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ho0bBZ927Eq5QwNsTJwJb5sVCk7/3TwBK3sI8sXpUoNShqrjqZTSnM0HxCSXn9wxq2W++nE4R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\n5kdt3Oycu97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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read red channel (channel number 3)\n", "red = raster.read(3)\n", "# Read NIR channel (channel number 4)\n", "nir = raster.read(4)\n", "\n", "# Calculate some stats to check the data\n", "print(red.mean())\n", "print(nir.mean())\n", "print(type(nir))\n", "\n", "# Visualize\n", "show(nir, cmap=\"terrain\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see the values are stored as numpy.ndarray. From the map we can see that NIR channel reflects stronly (light green) in areas outside the Helsinki urban areas.\n", "\n", "- Let's change the data type from uint8 to float so that we can have floating point numbers stored in our arrays:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert to floats\n", "red = red.astype(\"f4\")\n", "nir = nir.astype(\"f4\")\n", "nir" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that the numbers changed to decimal numbers (there is a dot after the zero).\n", "\n", "Next we need to tweak the behaviour of numpy a little bit. By default numpy will complain about dividing with zero values. We need to change that behaviour because we have a lot of 0 values in our data.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'divide': 'warn', 'over': 'warn', 'under': 'ignore', 'invalid': 'warn'}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.seterr(divide=\"ignore\", invalid=\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Now we are ready to calculate the NDVI. This can be done easily with simple map algebra and using the NDVI formula and passing our numpy arrays into it:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Calculate NDVI using numpy arrays\n", "ndvi = (nir - red) / (nir + red)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's plot the results so we can see how the index worked out:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DrPB6GX45QuWlKG+9OMyWje8yfbaP/bsmULx2jIqBXZawWkUkmwWn20rbN7tw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\n+eGppiTlFyO022xkKxXudmY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tsHDbkJYnQtILs19OKToeX+ZQqVg+OEiuqGOKTsejMpk0\nVi5z2bFjnG+xsMrtZrpOx0+7JDRN9LlBVtfXM10OiV1ss/HR6/082lHmNsFKtlJhik5H9M1RNkWj\nNLSb0WiVWJ0iCpOKo5e5+MXYGK8+cYC9H4wwz2TiDVWOnj1jnGUy1YJXxnwpTn0tyhMtLZxxUTul\nYoU5l7YTCWRIxfNYXTqEl0a4cVCNt8PCwKEYrz/dQ8NHCXZd7iSXLvLxW4M8d4EBIVJAVChY6jCx\nKRKhSa2mvMCN0SplA+yboOHXra0klVUigQxLVSbc+1Ic3RNk7qI2FvZWmW8y8WZjO/2FAsv6+7no\n2FFWDw+Tq1R4dRxsS6VY5/WSSRYpFSsc/uUhhj+WprRaQSDYKVmFPGo1Y/Vqvl4XZZXbzRlGI0vs\ndjq0WvZlMrRqtcw1SsZ7r5xdsNzlIlut0i2r9/dmMnjUakSFgk3t7fywTpJYHPf3vhiNkpLtSfOM\nRn40cs9/6nX3t9c/LUr/YQmCYEQaq66sVqv/L7lyVdru/c1bPkEQvnN87BsMBrnEauXlWAztNa20\naqWIrhUuFws2SP7KLYkEDwYCnLMvS28uV+tjPBsO14isGyMRlg8O1uLLVMByp5OFFguvxGK8FI2y\nzu/noOVUrvp1hNf/xSu9eK3WWlO9QxQJlyQ1fJcocp7FwpZEApdKhUOlok8+qq5pbGRvJsNco5Hp\nej13jYxQqlZxq9VcXvVjtouIehXbJk5EJ+uWrrTbWeV2s9hm4waXi55cjvGGMg8FAkwSReabzVxs\ntTJcKPC2/Psa5P5Qq0bDA2eqWOv3018ooFMoOP9YlflLxnP+awn+qCvwbbXkE1UoFHwna+DXdski\nEwvl+MOj+0lVKlxitaJUCpy5YgqLbTbOTqjomuVBXZSkB+ccOcLgoRhnLx7HtDen8fmHoxxe7GJ9\nMMicO08iOtVIndfIwmsmEQtlSQtVGtvNjH27kQnnNXLJJyV0di0Xf6eLVW43n304ypz9Q9JOetw4\nzjx8mK3JJB/oi8wyGLBvHqMtBZmBNHsMZbYrCzgaDDRNsHHvmJ/uKSKXVw0UdVLI8PHd0kRR5Faf\nj+5cjqt3ldj1xyHGfClJ6PstD5NPc/NEKMTNegfJSoWmkrLWv3yzowOADc3NrPP7a/qvXpnI69Vo\niJXLrBwaYnM8jkmhqPHJStUqu9NpZhkM9Obz3Dvmp0mjYVMkwiyDgUeam+kvFLh9eJi3ZbzQiay/\ncWr5par/1EImCIIaaRF7tlqt/k7+cEA+UiL/OSZ//AtPOarV6q+Oj31dsk0kViqhlRHPrVot7//r\npxjvbKBX7kGsqKtj/USBLp2OXTJzf77ZTH+hwOZ4nOk6HV61mmfCYR5saqJfTsb2F4tcbLUyXadj\nrtHIm8+up/3uLqlJn0px3cAACy0WrrTba+blOzweikjN3Q/q2tiaTLJicJCnQ6HawGC+2cz9IyEJ\ncqjTkSpLeZRzjUZuLAfp/SxM9HPpaDvLYCBcKvFEKCTxymQvaKuc+OMrFFgzOopRoaBDlmhYVSru\nHZHkBWcVtdzyXpG1jY20PO7Dq1bzbWsUUa+ivs3MRUojY760FFfmEnlan2GKTsfz83V8Y1YVu1vH\nDQVJaqDRqtiSSPB2IsHYUIpj+yPs2DLI3kyGRRYLh77hYpu6wANf2YbhkkZcKpXE5dJq+Tyb5WiD\nkixVds42ECqV+EUpxrlHpT5hLlPk1Ue60W+Xjl4PnQQmTY45nwcwKhQcVkq74a8pDFLA8KJWslYV\n1XKVc40mzlTr0bcY+PdCnDs8HqYdLvCzYpSBnWMsSmvZJe+c0pUKP+lWsSUuZR6M9CVov7uL7Zk0\nZ32U4f1Mig5RpGBQMCuj4vbIKLFSCVEQWOv3M2enlli5jFX234ZKJVZ7PITk/6MOrZaBrqmSB7go\nWdc+z2YRFQo6RZGnwmH65WP8wJr9NeLGcaTSVJ2Omx1S//aE1t93avn/q/rPTC0F4NfAwWq1+vM/\n+9Tvgavlt6/m/5lW/B5YIgiCVhCENmA8UqPvr9bebJbLbTZ2Hs9x3J7G/S+TmCWP7u/weNiaTHK+\nxYKvWOSdCRNQQa2PsUy2LS1zOLi3oYF75B3StQMDAPTmcrwYi/GI0UP4tnYeCASYazRyT0NDLZ6s\nKJuEe/N5KTQ2HMakVJJJSTmTaxoaeLCpie/K2ZEz9XrubnQx32xmpdstiVnlXcMpej2fnm/lXJWf\nZQ4H5+tMPBEKsdLtpuu1CNmnBpjxuzBXOhxM0ekYKhZ5Ro40Ox515i8WJa1atco0fy+XTnFRPJZG\nvEnaUfxgS54hIwz3xjF9rOVuQxx/scifOpRc43BwkdLIMqeT86160skiW545xEq3m1KxgutVCYkz\n0pegZ/cYI30J4v8+yFd/G2ZvNkvlxWEeD4WYGIVGjQaVILD/3WHmHioRK5d5WT5SWyIlukQRs10k\nvtxw6XAAACAASURBVC1IKl7g9O92sqjtCNcfFFj07xFW1NWRP72NUKnEZRrp514a6Kf8ZoCBQzFU\ngkCyScvHbw0xIJR4cGyMce/FCPcmeLdd+v0fbixQKlTY1jGBO3NmrrTb8fXGeWhzCbNd5OzF46jb\nlUC9I8pXLmzFsD1WQyOfFR3gSocDj1rN3VoHK91u3jxV4u1fsafIGe9LGJ41fj+5SoVPCg241Wp+\nEvDXovF8xSJqQeByrblGG/FqJBN/4lbJNXKhxcLbiQQz9XpEQeB63yD9/wB2/z8xPv/fmgNcBZz9\nZ8bQC4C1wLmCIBwB5svvU61W9wO/BQ4AW4Abq9XqF8qOPy5BOK5g9x2NsTESYa3fzzS9nntGR5lv\nNrN+bIzFVivdssr/eFhqn5zDKCoUbIxEMP6ZjGGvTBZd4XLxu0e7eSEa5b1kklPkxUglCGxLpbjD\n5Wa5zPh3KVU8lLbxYjTK/YoYLyUcfKOoZ0lfH0vKBqbr9TwRCuGVm/QPBgLsSKcxKSUMd6BYZHM8\njlIQ+PiNQXa/62Ol201LuMIFV3eiUisQ9SpejEZp1WopV6s81NTE+uZmZhkMrGmUWovzTSa6ZHz1\nvePK3KSSdgKvxGJMWT6Rz3M59n/DBRUNHaIokXYPlcgfSaFUCuRf8OFRq/ntPBHRoOLD9fsB0Jsk\n5v3J8xrJpIo0T7Ti7bCgVivZHI8TvKiOdV4vsVAW+0cxJiYFDs7Qc5UjxkUmCzP7S2yKRtn7wQiL\nbTYSkRz+gSSnntvE/MOHebG9ncZz6hm3spPpOh25qsR4+6ixgwVmM2u9Xs5uizN8NM7jcjhuQ5uZ\n+iz4CgXm2yaQiueZZzTys6E8N/SrqFSq7MxlCHo17Hu0R/r7ikpSsTx6kwb/QJLez0L0H4xg+qqL\neSYT68fGWOZwsLC3l03RKFanRDU571AfP9Q5mX1RG8kFrppM5zqnk1M1I7wai7FTtpFN0enozefx\nqNXcGhklVS5zsVXqSfYXCrhUKt5SNfJOIkGqUuEUg4G5RiOzDAa2yLq1E1ZCFZTlL/b4ktX/Md2t\nWq1uA/6jvfE5/8E1PwZ+/Lf+rKkP+9hlCjB0hZnGdyKMAWsaGvj0wQOwXMLBbEulpDzHYJCpD/vw\nrhpHSf6649mSGyMR7pB5YalKpRam2pPLsbKujg3XeyEa5Xqnk53pNOatEbqnlOkvFFjldnPRTje/\n69tDdoKV4ZONrKi4OJLP0zdZh3WsxDNhK+kONZvktO1O2YR83I4ysGY/s/5lEk+EQnTpdPQXCvxo\nQoEnWltRhUI8oIijCiWYsrSR1IZj9BfgUC6HUhC43+/nEjns5FafjxtcLi60WAiXSiyx22scrJ/6\n/XRPmUJ6X5S63jixc6zcNuUoPbkC03U6hP0R5l3azudCgRnzGsmaJSqr9hor+Sf7ySQLxIIK2tQa\nfvu7HgBKhQr9ByN0nlLHLEMKy/OjhOJ5zFMc9B+MMHgohsuu5QeBHIfTQQ58PMbOeU388bPDkoH8\nXCOzd+TRNOtZEa0jGcjy/tM9HLzKwxz5/6BLp+OOgI9fU8d6TYz9kyfT3ZZl2qsBGi518OZbQ0z/\nagMXbU9TOvcYf9Dr6Q+FOGa2oVIreNlawFuEUwISZOArF7aSSxcJjWZIHYySSRYxX9uOarCES63G\nFSljtUn/ZtdrLPwiG+FgPleztG2sJDnkC5KrVmnRaDjTaGTN6Ch3ejzsSKeZYzTyciyGS55cJmW9\n3gKzGV+hwCVyoEysXOZ5a4pWhcTSO8NorLHojt+QTlxVQfGPS3D6v1lfij3kTeuexllv4JtPhOmZ\nZyH77SZJVDrJhkvuY0zX6Ziu1/NBKoXepKZDq6U/n8dfKnG/389WOVLuiVCIz7NZrnM62ZpMYlQo\nsMj6oVS5zBny3fJiq5W2LjvT9XoWmM08HgqxfsYQRz/PoJvt4GxBT3cux3S9nvv9fpqH1Zw0p57X\nYjH2ZKTQjePHC6NCwRXHjtF412Tu9/s5ks+jEgTmGY0YlUoUQ1m6czn6ZfRLk1rN85dLfTmjQsFL\n7e3s7OzkxzYPrwftPNbcTHc2y5uy3cWoULCsv1/qwUyfTst7Jm63JfmafSrfxMhdogOP7DMU9SoK\nuTI9uRyNbWa2JBJcNKZixkiVxTeehOOm8djdOqKVMqFv1vPgUhPTFjYzcflEvudOkiyX0YhKTppT\nj0ZUYnPrUSgF+g9GOenGTnr2BHE26LlCEaD0/XYePkPFlQ4HrZPsvL/hIDP1erZvGaRSqWJQKHhW\nZvq/LZvmHzWkebCpSXInaDRMne0hMJhEoRR4x1MhNJpmul4vZVYajbzhKnFZeZSlRT2XWKzs2DKI\nqFfzydZhDukq9DSrGJiq5xvfP4l7R0YwWjS8EovxjCpd803enhyjVaZTnC/o8RUKXKkw4VSpWO5y\n8U4yyevxOGsaG3k5FmO0WGRPJkOTRsM9csrWbIOhdvPaFJV6n28nk7ydSCAqFDjkLIUdqVSN6b9W\ndmKcsBLkheyLPL5k9aVYyACO7Q9jtmvRKRRsTSbZl8lw/XhJ1zPfZCIpN+HveDVLNiU1mq1KJbFS\niR83NLA3m60p9ZvUarqzWa50OGqhv4uPHmWeycQyhwOVIOArFPheNchrsRhejQaXSiUZvTsmsDuT\n4ZfZCE6Vir2ZDB9OnEjhKyLf6u+jVavFqFCwXLYxzdTrOa0qcqfHg1WpZKndzuU2Gy1y5JavUODS\nwgi5SoVpOh2tGg1OlQqVIHCx1coToRChUomxPWFeyCd4biJM1+u53ePBXypx3+go3x0cZL7JxAKL\nhQM7A+w7IyrlP3o/4bKYj7xFxc9cDSgFAZVaCv4VHu/nrtERFm1JcbchzhWKAAqlQNO+NOO+3sx7\njx3E8rSPu97I89aGA5yyJ8ny36WwqVR8cJ6Z4AwThVyZ067s4NIbuvjaNyfQkhGwfLOZY90Rltjt\nHMrl2NDSwluJBKVChbMXj8NfLJKM5mhaMYH92Sz+UgntMz6ei0R4edDDfe56okcSXJHT0VcoIOpV\nlIrSoMDxWz/f+P5JzNmb57V+M4s0Ji6Rk8iTTjWpeJ6T5zVSyJVIzpHIt/VqNV6NhiJV3m/q4Nh+\nqbVwk9VJfz7PxkiEFS4X800mxqFG1KtZ6XZzb1Ya3NSPlSSmmk7HgiNHWGS1IiokzptHpWK0WOTT\nbJbd6TStGg3rg0FADm2Wp9n+YpFAscgyh4MtMotuRV0dqfIJPsIJZVAlv9jjS1ZfmoXMbBdpWjEB\nrULBmb8J0vTgAD/fpWRvJsMqn48LTGY2x+Mk4wXU2iROlQqDUsmmaBSjUiklTfv97Mpk2CJD8h4M\nBLiir49rHA6udjrJyUJXpSCgFATWNjbSpNGwNZlkiww8HPtWAaUgcItNevK/Kav8i2qB3nyeC0xm\nyTQsSwE8ajW/KyVxqFQSD0vu4aUrFZ6LRvmgdTwftk/gwaYmynKA8MqhIeaZTNwzMsICefL6y4ZC\nDRi51u/ngUCAvZkMU3U6ltps7M1mEQWBZDRP9M1RJn8uLfKdosjE/fsRtApmfZBi7DwnZ9mCdM32\nUKpWmXPtRBbIIS6/uX8P46e7+NNDUtDKuC4HBpOGhnYzT30whNUpTV+fCoc5U63HP5hk5dAQn2wd\nZsyXovezMJcdO0bHSU5eiEY5640E8R0h/lvewNxFrex+14dVqeT+BVomBKvMMRrJViqcdm4TN7hc\nnO8d4Y2ne1CqFSzNjTI/pUahFOjZHeTMFVNonihlbbZ32XnzNJGP3uhn+eAgd6nsWJVKmgd6GB0n\n7axylQrF3VG6s1kcg3nWB4O8/fwR2qfYOZLPc184UNMYrhkdpXgsza53fASFMsFSiW2pFLdXrZyZ\nGuRIUscL0Sif29rpzeWYbTDw5vjx5KpVYuUyJoWCXLUqkWblxek+dz0AM+Q+6zKHg22pFF06HaJC\nQXc2S4conuBXURWE4hd7fMnqS7OQzb9iPN25HPsyGWbc1gVANlWkS6fjyfpmXohFmWcy4fYaCQ5n\n6c5meTYcxqhQcCSfZ67RyIq6OiaJIsscDho1GhZaLDzb1say/v4aEXZjJIIasMmN+VZZ/Niq0fCu\nrolkucxL0SiflyUx7T319WyKRFgxOEinKHJe7xFi5TJP/FmfTBQEXpURQ8sHB5llMHCl3Q5ALJil\nUpFeEBdbrfiLRc40mdgSj5OqVGrhGxdbrXjUalSCwMuDHvryeYZk3dp391UlZX8ohOFMF/PsdsbN\n9fBQUxOiIHC3DBw8e3EHw4UC2yZOpDjTygvRKMsHB9kSj0uhwbLB+xu3Tqf+2nZubs2wa5GN7SeL\nzP7vXbx/vhl/sUixWkWhEHAva2Ol200uXcI/kMTu1vM/t5Q5vDfIqXo9By5yYHXqeOKejzm8N8j7\n84zszWb5PCmgbzGQr1a50+PBMtHMpI9S3OHxcNKcej58rZ/fu1tr0g+rS+TDx3p4biIMTNXjaDBw\nfUzHvdMqvNzaztLkMI7tYf5th4pkpcJFt01nkdlCe5cdj1rN89Y8C8xmMskiQr3ID+x1xGQ94JZ4\nnFi5TLpFpJiTgJ1l2a602yJlYoZaPZSrVW4pBXlA4WSZw8HeTIaZej06QZL8HE8e3xKPS0EzoTG2\nJBKSNMjlkgKAs1l2pNOS2LlS+QcQMKqgLHyxx5esvjQLWSQgMZwW22ys9fulyC6LpEfa+D8+ob9Q\nYK3fTyZZoL7VwDyTicU2G1ccXzBKJUpVCVKoEgRMCoXkg5TtIuVqFatKhVetZr7ZXMP59BcK7E6n\nmWcycXZ2iEM5KXH7xsFB3k4ma7usVo2G82Qr1PHJ4XFUj0oQONNkqgWFeNRqNgSDzNDpcDYY2FfJ\ns6y/n4W9veSqVd5PJrl1lzTJ+25JUtV3Z7P45L/LeFcf51ssrPN6GSoUaJ/iqEkzjjx5lD+OBDnz\n0CEAHmj0YlUq6dBKuZnzzWaGikU2BIMcm9LFfz+oZI7RSK5SQWdQsfZraramUuzOZFhRJwWcuOXE\nqi6djqGkDbUgcKPfx0VHjzI+LSAaVIh6Fb2fhbC59bibTWxNpbjEasXRaeHhW1wMdIi8GI3iVat5\nf7KXD58+zCuxGOvHxgh3x+ic6aI3n+d6RZAHF2h5KBOm4yQHDW1mQiMZGq9p57w/SR7TWT09HN4b\n5NqXkjwQGmNHOs2d7SV++FXpKPn6Q5/x7ou97H7HR6pcZr7ZTF+hQP4qLw5BSSqe5zWZgrIrJh3l\nlQeTdM32oI5KIS0bmpvpz+dp+yRN3K7izbybTlHkYXWSlT5fTWQ932xmQzDIArOZn2ldtQlsSH6+\nzTOZuGd0lPOOHMGoUDBTBn0eFzif0Ppnj+wfXy90QKxcZlc6zdUOBwcvcxK80MUSu5348hZuHwrQ\nqtFgdeow20X23fsZW5NJiS5Rku60TpUk9jzO539bPmICtZ3GlQ4HB7b4mGs0sjuT4e5+LU82tTBT\nr2dHZyeLbTb2ZjLsSKeZKC8wa/1+1gUC7Je9eEZZv7ayro51str+cpuNpXY755hMNGqkhvN7qRQH\nd4/RpdNJ6djNzdx/TMVCqxVRr2LR1gxX5SS313ENmqhQEJR9j4HjdiuDBGS8zunk/UUWfjCtxEvj\nxpF8fYSP3xpiqShx4pUaBU3RCmei4xS9ntcSccZ12Wl5PcyGYJC0INm1enI5NgSD3D48XBtr52VY\n4EuTjSyx2bgra+bfdqjo2RMkFpSGCJVKlYELHQxc6OBILsdav5+ZBw8CYNkeY//4SSywWHAfydK4\ntJXH0zYp3Wqclu0GyfrTpdPx5vjxmJRKfqVIMvk0N69eYJSyBr6iYVp/iWt+E2Pga3Z2XlmHU6Vi\nfXMzoVKJdyzNkg0oVmDkWIKGdjOzDAamaUR0gnT0fyeTwtcbZ7bBwEtWL4MOBwstFoIjGRQKgVGT\nwIIjR9ibyTBeFDnlHC/pPREuEMe4Kiqy0GJhfVMTK30+jPIR8ZlIhMt6B9mhL/GWsYnLjh2rTWLH\ndXfzPywSj+4Oj4cpOh1bEglS5TLd2ewJfhX9cyH7h9cUnQ5/sYhVDhE5LlT1FQpkKxU2T2hlrtFI\nJlUgEcnxzLV2unM53kkmER/tZ+hH+9mbzdIqo6TPNJlY5nSyV8a1iAoFH6ZSbIpEyCYLdGez/CRk\nxNthYfBQDKdKxSqfjzWjo0w+XOAah4NJoshrBi+37RN4J+xkjuzFc6pUTJflFZ9ms8w1GvHKwtF0\npcKrsvL/p42NnKqRGv3LHA7WBQLMckmM+CXj0kxZ0l7jox1Xh1uVSm6pq6NP3p39qluazq5paGBD\nMMjWVIpFViu+QoGzF3dwfVOKa8eG2J3JUC1XGbIpuDTQT6xcJlmpYLKJDFzoYE1jI6/F46zzegmV\nSvx8l5Lb3G4u7O3lUC7HK7EY5U9jlDcO8XAwyD6PwMyzvTjrDfxhro77TqpQKVdZnNOx1G7nx42N\n+IpFbnk2yeiUqcw8x8uj8TCWvXtpnWTHMZjH1GXFo1LRNFjkqXCYYrXKnQppx32d08ltbjc9e8ZY\nUVfHU+Ew67xeRL0aZ4NkAfqXooV7RkbYkU5za1iHs17qTU67vYtfXmxg/AwX/QWJUHvOwWHuGw7i\n3pfiMnMYr0bDn17p4y51FH+pRPwMG08rUlw7MECwVGJdIIC/WCQezHKhMUibVstwn+R42JFOs7uz\nk5D8dZNEkcdaGzjfbOZZbYbzZebbo8EgM/R6PhakgJx7RkZYYDBhVSprN9YTWkIZVKkv9viS1Zdm\nITvOStcJAuO1WnplCUOXTse/uD3kKxXeTiQYPBTj6HWNzJQFrZ2iyMXfmYLprk4sTwySlM3TjwWD\n3O7zMc9o5MnRMlfvNdOh1TJdr6fOa+SalB6HR8+ZqUE+2TpM1JdmfXOzlO7jkhap+qIUPRY8284c\ne5Bnw2Gmy+k+ShlrPEkUOf2TFLFSibaXg+xIS2hngCvtdp5vb8exa4CmwSKv17VwS10dq4+V2Gtt\nq0kSLrZaKVWrbGprqwWthEslHmxq4uA5VjpFkXtGR/EVCvzg9Rzn7spLO6ykxON/zNYgHeGqZaYq\ntWyRA0s+TKU4e+QopxoMpMrlGiDwboebzEVuLotqOJrP41WruWZPmdBImq9fN5kxz0QMfwwiKAVa\nJ9lIVSo8mrISDmTY9Y6PciDHLIOB776RxeoSCVfLDJQlUfPOzk7eL2bwdlhYIAeG7KqX9H4nRwXq\neotM/vcA5xw+zKZolJY5UjTcv5rqGN0R5Hlrnq8tHc/q+no+skmN9V+4Gkh3GukrSgjuU7Q63p8w\ngVdiknC6a7aHlyZ4CM+Ywklz6tnuaGOZw8GsBc3c6tNyxsEia0ZHqX92hPcnTMAqp9iLgsDJgaPk\nqlXei5b51RQp5X6WwcDmeJy3J0zgWqeT6TodMw2GGiTAqlSyJR7n9Y4OOkWRJ0IhPnK1cYfHw1lH\nj2BVKunOZvHKk+sTV//ckf3DK10uM89kYk5Sha9QwCBrc3pyOY4UpDH6LKMRvUniTC13OmuJ48MW\n6e5n+14HH6ZSvB6PM9doJF2pcL/fz9MTrJza0Ms1dgebYzEmzHDhaTGRrdeiFASunF3kT6/2sbC3\nly6djp+o4yyx2fhZIkhKJk2cotez0u1mmcNBrFxmlVWSX3SKInePkzDX51w/ielyRuPbiQT3+/2c\nqzKQnNyEt8PCD1PS9/soUeFNQwGtQsF8ufG/PZ2ucdFmynmdW5NJNsdiKGVktlGpRHNtK7tm6bnD\n4+EzZQGrSkWlLDWvHw+FyKqoZWreq7Szzuvl9J4eNkYiXBBUYVMqmXD4ADf7fEzN9nO0bjy7Mxnm\nXNqO0apl22t9BIZS+Oc7eN9WJqmssuhtyTrWMsFGYDDJoU9D6PbEmXxaHXMXtjH80RhLjh2r7aCn\nxQTyCtjXOYlXYjE6RBF3rIK7xcRgvcA5l3dwhtFYCyC5Vmnm7JGjOBoM3GR08NmHfi4+epQrPjXh\nUavZU84xTSPWSLGlYgU1Apf1SpAA1b5P+ZrCwL5X+nnxkc8lHtujkth30hwP93lz3OByccZF7azy\n+ZgqijhkCcwH+mbWNjbi0RU53WDgh3a3FCFXKPBUOEy4VKqhoTq02loc3B2ycBYk1PYbqhwPjo2x\n0GKRuGsySfaE1n/hHtmJz23/P6xctcq6QIDmh+M039UopQwZjaz2eNgYiUght6EQp5X0NRqBUaGg\nO5ejvCtKb6eKVo2GOUYj9SoVNw4NsbGtjRejUS4siEwLWcg1SSp5jajkqsF+rt1dpn66BC187gId\nj2es/DSXYmVdHbszGSkd29mI4dNP+anXy4ZgkFP0eralUtwi69icKmnhTVUqxPfHKdmrpORF+bqi\nke2VLFNTCj4SJOlHqFRi07giL1q9zD10iBUuF5e8niK6RIIw+opFFlosAJzRX0H3ThKVJs1DTh3F\nr9cxqb+E2KrFXypxjt6I90A3T7S01JrTd3o8ZBJFJqUErs6M0hcrcG99PQssFqouFV0qFbMNBhZY\nLNw8NMS21/pZe10ny/r7eeLsVtTFKg/HQlAsYlQoWDE4yIormgkDxQ6RLlHJs5PgJxYX5WKZ3z9x\ngCt+MIO3Inb2aIp0iCJXBfvp9Imsrq/neoeTt1JJnirGuOVAHqNVw2WpYdbXNZGqVCT2mt3O1Q4H\n2qKSZ7Ix1o1LU8xXub5jhMU2KbT300yGD1Mppuv1TDxWIN1pZI23jlkfpHj00hlse62P6tfqOM9g\noHPnGIYbmxGTFbyff84eXQtXh8dY2N7OJa8EAQUPz0iysq6OyYledkYaeCVi5YySD7zSTrpTtnwd\n73N1iSKrR0a4wm5nv2wQnyfz8OYajaweGanhf7alUqxtbMSoUJCpbECvWP4fP/H/rvVPZf8/vIxy\nVuXZP2qnQ6vl9Y6OWl9pocVClyhyodWKyVbEqpSghZ2iyGqPh2faK9Ko/LUAAKJCwVM+E9MUWk55\nMcxN2QAaUYlGlIJVrxmS4uCy6RL3HlRzc12d1FtrlMJxt6VSEjPM5eLasSHeDTgQBYF5JhPfKOpZ\n5nCwwuViocXCModD4u8/coDtTQK5apUNwSCr3G7Sbg2TIkgShVAIr0bDTUdVNfnFOq9XQimni1wh\nGBEVCr4/qkW5M8o3BhV89MYAP1kk8uiFeibMcJF4/BhzhGGMCgXFapVULM8uQwtfE42srq9nz6RJ\nLD52jHymyJBNwR9CCnZ5x3Ob2UWwVGLF4CD9+Twr3W5C8iDh1HOb2JpMss7rZcXgIK9lJFLT1mQS\ng1LJdU4ncw4exavRMNdoRKEUuMPj4TthH/7BJKl4gY2RCD/NR7hrZISWD4us9Xol8fLwMJ/nskyL\nCaz1erlWHaLPKvDAkB7D0SzjIlV2K5u4KaLHpVIRtCtrC/mdHg/TdDp6cjkW22wczed5QOFkYyTC\nGcpRenM5TjUYmHhKHTtzGVwLGujO5Xh4bAyjRYsrU6WQL7O5o4MbFSHei5YZ/jjIR3MMBM+2s/SN\nNLqdkuzlhcYyz08W2NjayvkWC5vjcTbH49SNFunN5yVhtOzZNclG/m6ZdHG51YY2LKHKF5jNtRCa\nV2IxFvT2nli/pVD5L7sj+9IsZDvS6Vrkl69YZEMoxNZkkueiUTbH4yhWH2S4UMDbIU3oUuUyqUqF\nHTIfam82y5Ql7bwai9Gbz3PSnHreL2Z4dqFkR3q3ReBQMc8Su53TDQY2hEL891PLqDQKrnc6OcVg\nIFAssltO40nLlIcLrVa+1yLhpGcPVXlSmWKeycSKoSGccrTYpYMKSgVJY7TC5eKtoE7CT+fzPK5J\nccpRaee1wuUC4Mw9ed5OJrnd52NjOEzrJDtv/KaHZQ4H+yZoGB1IEvSlmLuolXfGj+f1uhYA6ltM\nzNTr8Wo0NKnV7NOW+KWYYnshw4ZgkPc3HuZap5MxX4pzDh/mt7vTPHbXdn6zdg+vx+OsbWzk81wO\nq1LJK7EYH7naUKsVzI4r2Z3JSFSJYpHLohp+kbXxYUrKK1hkk7A7e7NZPpiq4cVYjOl6PR82K7j0\nhi4utlrpyeU412wmebLEutKGizxW38Tg8wPMSw6yeniYew+qif9+mIlnNVDnNVDIlVFPNBHwpTBt\nHuOpcJhlDger3G7eTiY5ms9zk9PF+LyC1fX19DkV7OjsZHV9PZN68lzU28tX0gNoP44xXqFhhcvF\ncLHIuy/2EgvmOCc+yPqxMZ6xNnJDvYG+yTpWD8ZYPTKC4+pWnpkgsetmvy81v7ckEmwMh+nQarH/\nfoyfaxL8sM6DQ27aL3c68ReLWJRKput0ZN4d49j+CN07/PyiqQnhAymjYWsySacohbDU7ziRieP/\ndY+WX5qFrL8g0UTnGo28GI2y2uNhlsHA5VYrjscGqW8xkapUiAQyNQS18c9wJMcV84utVs7PabEc\n/pzNsRggLZILI2oMA7maMnuKKOIvFklEctwxPMxLMt1zodVaI81alUpeikZZ5fFwV9JEfZuZxTYb\n68fGmK7TsTESYXRdDwaTBsvyccw0GFjr9/PSZGl3Zfo4zs0aG9N1OjYEg1w3MMDBGXp+NKHA6vp6\nZhuNrHS7EZQCdrc0RJg7JnDmxW14O6w85Myh9Ofp/SyMRqvk1Mva2dQu5U9e2d/Pg2NjrKyr47qB\nAVo1Gp6cq2GBwcTVxgjhadN4coEOrUGN2a5lYziMVaVind/P3EOHeM3RjH8gySOqJCabpEBXCQLf\nNdk52qDkHU+F7w6o6BRFnjZLE9PxaYnn9WQoxMVWK3MGKww7lUQPxumQibk/T4fYm8mQd6gpFStM\n/2oDn7RM4Kd1DTw5TeA7XXk2RSJcODbADzUx3k4kOPUcLwAz9XpWDA7iUasJlUosttkYKhXRmzTs\nzWR4MRpFh4ASaGgz8+b48Tza0sJJc+qJhSQk9r1KO2su1WFzS5TWFXV1nDHWh1GhwF8sclO9cw7B\nPwAAIABJREFUgeucTloGirXgGmeDZPyfLt8kVILAJ+dZWGixcKiYZ6pOh0oQ2ByXglMmiZJmzuHW\nscVdxtthZWFvL89METAoFKTK5Zqm7hcTT6BNSaj8c2r5j67jfPSJoshMvZ5VPh+7MxncajVmu0j5\ne234CgUKuTJ+ObLrxVishpLuzmZZYrOxNSVZaXq7ulhit/PaqIkHGr08YkzTmeljlc/H89EoLpWK\nNY2NfPWidnpyOdY0NLA7k+GIbBTflkox22jkHJOJcKnELboo4dE0Qm+aFo2G95JJFlutXHpDF/s/\nDqD7wxhbk0k8ajXf6utjrtHIMxOq7NNKk8LdcrP+F4EAKhm41ymKlD8Kc2jPGCfPa+Sdn3/OI8Y0\n342OsL1JoCeXIzgiobNfsOTZkU6THc5g8hd4y9jEprY29jx3lNcKdVxmtrLAbCYSyPBvcRu9+Tzz\nTCaKuRKJSJ43hm1c199PuFRiTUMDRquW4hQT1yZ06AwqTk8osexNcmRfiA2hEB61moZ2M/HBFIVc\nmUeULvZ/PMbBug5+r2rAo1aj0aqoHyvxurvMW4kERfnIdRkGKkNSb8nVYCArCnxreACrUkparz50\nlE1t0tT2rpERXswmiCysQ1QouE4OvT3+fIjuDLEhEmKu0cgyh4M3kgkuSmo5uCfIqYLIQ4EA5v37\n+EBfROnPM2RT8IG+GYVJyjYwHUjx+JA0WOjJ5WpZow9YpJ33y7EYLXMkWnuoVKJTFGv4pONhJcex\n58eDZlKVCh61muwUE0fzeX5tz7G+qYk5RiNfj2l4orWVkDwhbj2hk8u/79FSEIQFciJaryAId/yF\nz88TBCH+Z5ivf/2i1/6t9aVZyOYZjTwXifBsOIxVqeR0o5HubBbzA8fIfrMRlSD1r359mYm9mQxv\nJxIskwM6VIJA9bE+VILAc5EIoZE0A38YRrcnTni2g1goS4tGQ6ssKj0uw9gSj/NMNoZHrWbN6ChX\n2O3sTKdZ1t9PlyiyO51mTyZDr8yq2ucRyLZLYRS3uN3URytoPTpmL2hG1KvpLxTozee5zeOhuD/O\nLUkjQ8Uia/1+unQ6tnR01GB7c3t6MD02QP/BKN++4xQOfBzA5tZzQ1zPnX4dW5NJStUqk093o3SL\nnLZL8lo+rUlz4OMADyjilADLpV5aJ9k5WipwbkTFB/oi77ZLPLZbbC7MdhFPs4l3T5bEqAss0k7j\nx2N+Tu/poc5rZG7vYSqVKqbTHPyoLsOudJqTwxLx4lsFP/usVa4tBmidZGPwsLTL3ZvJ8OEb/Yh6\nSVPnL5VYarPxQSpFwCjwO1Oe53JS4HLg0zDT5J/dKYq0/WAyAPd7vdzp8dCxK8W+TIYnQiEO5nK1\n1sGL0SieFhPjRZHhgzH2ZrM0qdXs3DJI0Jfi8UyUW3dVuURW0PsHJKO3vc1ErlLhwUCAS/UhikWp\nh3q/s56b00aeaW6twRF/3dLCgiNH8JdKLDCbeTuRYMqBA/QXCjwYCNCoUNV24MfbH7MMBu7WOujN\nSTjx1fX1PDQ2xlRRZN+HozXHR5co1m5aJ6T+jlNLOQHtEaSA3cnAUjkp7X+vD6rV6nT58aO/8dov\nXF+aqWWnKFJEIj8czedJlstctbvEp7d1sCMtYZwBtAoFLpk4sCEY5EyTiXylwt5lDbiLRV7pM7F8\nVg7IsH5/iXGCwDOkOJTLoRYErrLZad+e5EcTpCBXUaGgv1DgYC7HSrcbkxy62ymK9ORyLHe5iJXL\nrBgc5EjURWySlmucTg5uHeFAPMbAV62cPFAkFsoSbCuxzOHAVyhwlU4CKz7VLxme+/J57hkdxSWn\nIL0+roMPBwf45eQKyWSUKXo1Q71x7jMkcFpU9KalHdWuPw6hPsPJx6fq+MZYBdFjQrXQDJEIV/b1\nMVosMkkUuaFXyStdalQFgS3xODe73TyZiFAtVnB9s4VYNIq/WOS5UTW+wgB9hYLEPBvp4w17M72f\nhTnZ20iXKHIklyMWzKJQCDwwauDkQBaTMcUbXiuXTbCSd6jpAGbdOp1DOwLkB5K4pklPtf7xk1EI\nAjP1ekKlEods8IG6wn/LG7g2FeAOj4eW4RIVdZamOjX1KhWPTEjzsOhip7nID0dGmG0w8Mq4cXTn\nchwVK0yLgLnFxHRFUeo7XdzG3j+NsCOV4ltne/lxwke2WsV2upN6lZq9H4xQnGlll7WN1/V5BuoV\n3DBYwRPu5mO83DLikwJoGhqYd+gQT7W2EiuXudXn48cNDazySKEiyzMZ7h3zc6fGzq3hMVIyt/+V\nmCSgLpWlwJtUuczWCRNofKueS746CsPDlKpVOkWR1An1W1ZB8XeLoTsN6K1Wq8cABEHYBFyEBE79\nv3ntX6wvzUJWAkwKBY8Fg3RoJUjdp2eYcKvVTJT7WT25HFfuL3JLaxpRoeCFaBSvRoNHpcKoUKCT\n8x5zlQzXOZ2Y7SWObvNz1ml2WrVaftHg5drBAbwna/i3rA2X28C6mJRGPkkU6dLp6BRFbh4awqhQ\ncP6BMsnTyuzNZFhosdCjTXBDIk1nQeT6djN1XiNjj3aT7LDQt8iJJxRidzpNCdjY1kauUuGnY2Ms\nVthqtIwjSR2xcpQL3klz8rfGcfN7fp6elGFzR5GuqR7GCQJrRkeZbTSyO53mqfoshr4k55pMWJ02\nvu8fYk1DA3cbnJhHD/FAs2SP+UV7jhdHgiy0WGovxPXBID2XapgyOMhZJhMXWq14NRm2JIq8kHTw\nA02SZQ4HlOHlSQoe9Q3SpdMRLpW43BTmLZeX0b4ELpef9U0tXLGrHv/UPm4MW7C79VQFaRf06Vlm\nXg6quT4VJifHD15pt9eCU2Zr9Nw+NsLmlg5683nGZ45wh8fD3KqRp0IhHta5iZuVnKPQMlVswGAw\noKzAsv5+7vpjEdscDwGnkuwHIbpnW1mfHaM0U8AKDFgELlZYeSwYZO6YwJFWHbfWp1kn2FiaG2W9\nq4mnwmH2uwSWlu3EDme5Y7IHU7rCD8fGuKehgbV+P48VndxSLx1vN0UiErbaYEAlCNgPJbmtTcUS\nu50z1XrE3WGInEJsTg9qmxbDWzqWjj8IKhMgkTlmGQxsSSRwn9CgjyoovjDZwikIwu4/e/9X1Wr1\nV3/2/l9KRTv9L3yfrwiC8BlSPscqmRT9Ra/9wvWlOVpukgNuj8eSHd+e9+fz7JdV0h2iyKnOCJvj\nce6pr+cGlwufjLn2qNVcezSIQilIaOjRUT6friMRyWELFGnen6HtQDdGhYJroiIOt55zB4/yU7+f\nl2MxiW+2dy/9+Tzrm5t5MRajOltaAI8Huc43mwE4+c049ylidG/3UylX+ezDUZY5HOSqVUSFgqFC\ngej7Y1x09GhtAV7T0MACs5nXego88ieB384TKQH7T9HzY9HJH+IS9vmmujo8ajULzGY6ZeHmGXLT\numKU8gCuHRhgu7LAbfUOenI5tDLbbMg5nlu6FZxrlDIwj1/fppWi6TxvS9ad2z0eDk/UskEOQr46\nMUJ/Pk9vPk93NsvFVit72ycy2pegUq7yTlpyKgx1jLE5HicVL9D7WZihQzG+enG7lGbu1vHD/Up+\naHczU69nklakVK1SLlS40e9jjWxp8heL5GbMoFWj4VyjiflmM4OHYwz8YZjN/3aQo90RyuE8R0sS\n+aP3ijpeaCzTllcwfJqk27rCbufaP0rHfadKxdKsjiP5PO+7KqR3hrnD42F7KsUSm41ZPT3k5N7W\nMoeDk+c18mIsxu3JMfoLBdxqNXd4PLRHijwRClF+J8hav58nWiVL3JOhEPtOMUkT9eFhnk5FOaMu\nxtEFh9lYSTKrp4f1M4boEEUCZ6dY5nCwxG5nlcfDJRV9bbh0QupvO1qGjgcAyY9f/bVv/xfqE6C5\nWq2eBDwMvPL3/HX+vL40C9kSu53N8XhtVzTPZGKHLIBUyek3vkKBK2UTsHPfPh4NBnkrkeDFWIxY\nucxVdSIqtYJft7QwYO9gqWhhQUuclkgvL7dK9IueXI77DAluDA3Tk8sx02CAkl7acU2ZwtZUiv58\nHlGQjmjPRSJkKxU2BIP45CCK8745gek6HZFAhj2LHXz7jlP4w8PdtMlRYpfbbDw2scIkUURUKJhn\nNDLv8GHWBQK0TLTSeE07138G8d1hfhYIcMRQ5dWODnoaxtfU4LMMBnLVKrONRr71SYn+QoFdLx3j\n+6KNqTods8saltjtfJBKcVNdHeM/z+JsMJDLFLnZN8R0nY4Xwkk+c7TzXlIC6b00S4tDpSJcKtGd\nzbLO76c3l+PBpib8pRIz9VIGZH+hwIGPA1jmunhkQhnLTAe2N0MEfSl2+ZuZV/TxpCuP0G5Ao1Wy\nZnSUj7RFvB1WFg0dw7E1wjPRCLlKBYVSYJXbTTleQOvP0ymKrAsE6Mnl2JXNsNbvR3mqjdO+1oRS\nreDQnjHuL0QYe9vPo9ukrMiLrVb6tJLURvlhhEs1JuYuauVgLocKCI2k+f2Y1BJo/EodDQcy7Jf9\no1alkhdiMYwKBdN1Orq3+zn54wyPeJt4qa2dkwJVnCoVf4pIu/i+ueYa4aRLp2NNY2PNKne17Opw\nqlRsDId5PhrlhZyT8aLIffsm8lYyyaZIhHWBACuHhnhPna8Rck9I/X29ln81Fa1arSaq1WpKfvsN\nQC0IgvOLXPu31pfmaHmyfiXT9WsoVatsTSalbEG3u2YN0cpN0+NN+BV1dfTKHDJRDhD5QUDHGRY/\n547mueWQkvYpArFJJyG+6+Ztw0d81NjB9yLDeDWamvq+Q6tFFDL05/M8F4lwlkkKkwWkfExBoCQn\nLL2VTLLIYuFbwwNc7XAw8evNJJ46At90c8b3JvHO6CgetRqt/MQ/Tt5YXV/PVVERs12LyqZgfTJG\n/RwJ3/OZuo7fpuNMFUViIzk2FbKcajBw+/AwO8IGznVlWT6hyDuiyLBd5PCnIa473YlGoSJUzNCT\nKfF2IkEbUClXSUTyeDVmcpUKN7ltnBbp4xKrlVkGA7szGYZlxll/oUBJPgY+KAciH1epb47HKc6U\nmPSr3G6WDwzw2wta+U7Yx+FEloctFuabTPTn8+QPJLhjgocOUWSVxceb3vFU2qvce6yX37tbeb2Q\nkJhxiippYxlPDuaZTMR/P0zTbDOP9YgM7Oxn78Vuxnv0fHyehVUuF+e1H+G33no2DGXIDoXYsWWQ\n/psa8PWm2TlD5PKKyMxPc+zx9TLlynH0ZbOs9/uZaTAgNgv4MgVy8g7/zY7x3D4yzB+fPsSEpW2M\n12j41b/u5NmrbNy2rcxnF9gon6qlOxbjmfpmZjbr2SKbx7cmkyjl596PGxqYbTTWrEreXI7ecVp+\nHQxyw5QYnXsVDE/WIyoUvJVI0HH/CLMyGfjNiXoVVRG+IDTxC4TR7gLGy4low8AS4Jt//gWCIHiA\nQLVarQqCcBrSxikMxP7atX9rfWl2ZAAOlQqrUkmqUsEt3xWn63Ss9fvRyUe27ek0VzocTNfpEAWB\nMw4W6ZCPf82nuvioWE+HVotCIRCvU1PIlWht3spDfiNnDPeyNZnErVLVFsHpskZoltHIgoNlmgNl\nlrtcNecAwIZgkB+P6NnT2cmZMoRxbybD6pERXj/PiP5DSTe2ur4eFeD891E2RSLc7pHCN+73+/H1\nxtljKGO2i9zmdvN4KISvUODRuOTn69vYx/TcAF/7pMDaxkZsSiWXeAo1yqivWKRSlp5+PbkcY0Mp\nvGo1l9iNZKtVjkyVpqmlYoWv7JbsMzvSaRZZLHyayTBjX46tyWRNBnKKXl+zeQE11FCjRsN3Xa7a\n1HRjJMLDOTtqjcR3M0w214KJXT0Z3ni6B6OcETrHaOTDNwbIpkt41Wp+kgpynlYKqZ3sK7N6ZIRk\npUKXTodCKWG53Rc2YnPrOTepRtRLQ5yDmweZbTTi641x+NMgg4djmO1aZhkM7L/EwYUBJc/pspx2\nbhOzFjSzN5Oh+OwQy10utqVSKAWB+0alJvyrDW0A3G1wEhhM0pPLsc7v59y7ZxAsldh1vpV92SxK\nQcCoULD1d0dZPjjItlSqBgdYarPxdGsr21Kp2r9Vh1bLcwNu7hweZoXLxTyjEWeDgdO3p5lrNLLh\nMw3ZdIpHV7lO2OtHgBof7689/lpVq9USsAJ4EzgI/LZare4XBGG5IAjHPVeLgW5BEPYB/xNYUpXq\nL177n/rdqv+LvTePrrI8978/z57nOdk7yQ5JSEIgzAoCCooDFaeClZ5q1aNWbPWIVY84VXvUo75q\nxYpHWrViixUrDrWoqKigKKiIIGFOIHN2kj3P8/S8fzzb/Fy/1Xe99bR11a5ea2Wxk+yVnYQ893Pf\n1/X9fr7i1w4C/0Zr1qxZ4u7dUs/x/tF7aFWrmWsw8FwoRJVCQVYUpWCNSi/oyzCShQYD1w4NsSFs\npWeKlo5MBtf/xIiHwxz9WR2X2+3cNzrKyQ8OoVBokMlklMtlJjzUzr2jo9zodPJEIMBj9VIzuDOb\n5YPRKtANssisZZlV0mKdYTJxfErO83LJINyoUlG/L0U2XeT4M+vp2unDYFbzB1uOrmyWW3xafuHM\ncJvLRehdLy/PlHNLwUx7vJfojBlsSSRQbw3w4Rwp5q35gyiXTJTwPaFikYPt7awLhahTqYgWi2hl\nMlo/TjD/vEbyuRLpRJ6Oj0YY12alaYqNuZ2dPDFqJB7O0n6Ccyzl/LjOIzSp1dxQXc2KoSEKoiRT\n2J1KMVEjGbC9xSJXOhzsqZifVzolEsUPeoa4p64KT6HAAyoHH2ryKCq8r8UmExsiEZZ0llFp5GSm\nm5hzuJv0pHYiKkkp70yK6IwqDpRy0k0lWeK1UpIahYKpCRmOGj2HdvmYfIKTY/kcuuEch6sEThQ1\n/DYX5bhdaX7UKLUVrvmizMRZ1ezcPMjiS9rQde3nqLyBxklWAP6Uio3lT64LhXApFLS9FGDGyTX4\nWrVESyUpxOTR/cxb3EBovIb7Rke57J0M2YvqUAJrg0GWOxw86vfziNtN7FUPZzfr2TdTyndYFwqx\nMyUx4Z4Z10CxUEahlNF+5DDnWyzoZZI75LbhYf7Tq0GpkrH/Yy/vfdfM09404pxH/3+vA0EQ9oii\nOOuvuZZk7dWi5vkL/qLnZo578q9+vW+y/uodmSAIckEQ9gqCsKnyvk0QhPcEQThW+df6lefeXhHA\ndQmCcObXfa1WtZqOjBSeClJwr0Emo1GtZoZWS6taTWc2S7Zc5slgkNk6HXsmqXjQ62VHMkn7CfPI\nZdKM/+8eRtaWOO83ARQKDRqdDo1eTyGfIfxYjPMrLPdLbBLffVM0ykKDgZ+3ZnhknItbO6SBwcNH\n6pFv9nFzLsBdIyNM3hajfl+KTyYpeWOaAl93nGq3AZNNzcfJJNcelfNuk8Cjmmo2RCLMOa8Bi0KB\nv0ai0s7t7GReScXNE/NcGtGwyC+n5jw3F1mtfO5uZZXbLQl9IxGWyA3M1OlYaDTi9yQ5uNNL524/\nH785QLFQZtwEC/JtaSZqNDzSmGfW6W4mhntYd/9ubhr2cPUf4qyur2f0mV4+dDRyf60kYm2saOgU\ngsBNTic9FZGoS6lkpcfDulCIsyw6dqfTKAQBS5WWjdEoywcGmKvXsz4c5lyzmVOtAS62RCiKIjvD\nVnT7vEw+fBhlTxqZXEC1TUd9pMyGcJiXCnF+aLEyRavlJWWasC9Nz/4QG39ziGW9vfwUSfD6WDok\nBc2EJdnLonWSN7LjoxHcLWZEnZxrqqqoduuRyQVkcoHYaokYsjEapSiKnGEyoVDK8A+lCPy+n6GK\nY0StUbCzTmBbIkGyXKbngir+GJFYZadU0rfedUq7rukXjmf9JD03eDzEtvn5L2P1GCr9QDZDRFbm\ng2SCqVotNyutnGo0MrozwKW7i1Qfb2dfo4KLTypyIJPhmeZv547sH63+FkfL65G2h1/WbcBWURRb\nga2V96kI3i4EJgOLgV9XhHF/cTWq1WgEgUtsNhaZTLgUCmbpdLiUSqKlkhTAUTGXOyqNe08+z121\ntcw3GMhlPqO+tQ2N1shIXw+5jBKFUkm5XKZYKOB8eDov/TCPW6Xi6WCQFyMRSqLISpeLZLlMi1rN\nlnice6ZLpIpG137mn9fEzDXDzNbpaF3aQDKa5yKbjbl6PR/YS1xT8JNOFLjoj3GGjtm5qTvPs7Ik\nnnwe94EDY+z2t2MxDmQynDzay1ZXE0qNXDoudXZym8vF+6Lk0QN4sK6OH4c87E2nuXtkhPFTbMTC\nOfa1qznzhxPweZKMCiXSs1U8118tgSN1SjptzSy/+wQ0MhnumyfxSiTC2Ze1cW3Sy5OBABujUW6o\nrmZzPI6nUKAjnR4zP+tlMjQy2Zia3a1SsdRiYaBU4NmGRg62t481wefs9xKZOp3feU3sTKXonm0g\n3l7Fs42NaPQK9BY13klBLA4txuc8XGq08rDfhy4tcoYHPtYWmDDTwfZzzPzqmJalFgu5YJaLbDYp\n5PaiZjZGo9TeNJHXolFkcoFxEyys8nr5hdlF9/4Q217tIZMq8vRFJgZfHOBnhircSiXndHezZ6mN\nKfOczLuqjTWVIc0FK6bSn8uRLJeJVHj+0VKJGVotl9rt9OfzTBg6ynKHg83xOJ8lk1ztcPB4Wwnj\n0SP8oWocVx0RsI0WpD5uMslqt5v3FBI/TqNX4GqQdobbkklWud3cU1s71of8JkomgEYQ/qK3b1v9\nVQuZIAhu4Bxg7Vc+vAR4tvL4WWDpVz6+QRTFnCiKfUA3kjDuL671oRATNRqW9PRwLJdDU0mvUSDd\naU4yGPAWCnRkMiRLJSZqNOxIJnk2JN3J513YwkhfDwCySu9HJpdjMFtIxSNsjEZZUV1NplxGIwic\nazaPBf+6lErOyWsYrSCxm/8YQCOT8VQizN4VdTyrctH35hAavYLA/jC2HdGxCda7LxxluDfLrqUR\n6o0RfqyxstzhoH/qVP7do6BFrWaiRkOjWs1Kl4udmwf5gz7D6ECCZVYrd46MsCUex61S8WQgwAK1\nnkcVVfxIZ6VNoyFzvJmhoxFadyXZ/b6H7900g9S+CG/kEzw0KcG11dWM9MVZnBzi9P5uDmYy9FeA\nifemgmPe0S89nwpgTX09NUolyywWDmQy+IpFspVQ4wfr6rhXacehUND1Yh+vrz3MSo+HyYcOcZvL\nRXxiHTHKNJ3soj+XI1WRGMzS6VC7ddw5MkLJpUYmF5Bf3oBMLnB1VRX9R8JUuw2kfttHsVBmzh/D\nZNMFxKf6eLggZSg4FAqObBqkUaXixqEhDmQyNE6ycniXj0a1ml+mgtQvcFIuiXzX18+DdXXEljjZ\n9moP16us3Fdby4qqKkaNAlWinN9062hWqPANJLjUbueavIHZej0XWCzc5HTSncsRLRZZ7nBwaWVy\n3qJW83k6jadQYLnDwUhVEyPqMj90x5HVa5l8WNJ1nn7sGB2ZDGcNQjpRIBmTJs5nGI00q9W4lcqx\nndw3Uf/akf1/12rgFuCr8mSnKIqjlcdewFl5/OdEcH82alkQhB8LgrBbEITdgUpOIEh+y+9brJxv\nsbDG7x9DBQeLRaKlErlymUtsNhwVdXyxEgTxRjTKhkiET/6gQWc0odHpScaiGMwWZDIZfs8gRoud\nG3dLSuzzLBayokidSsUvLTXc5nJxMJNhj77EqoOSgHHqla381zt5loSVrK6vJ58tcV2bRNVIJwqk\nYjkWViZYmaR0bJ2i1bK+qYm0TqB+RALy/d4t4ZJrlEqmarUcymRQKGX8LhTiN7VSnuKtcQPRUokb\nFRaeC4d5PBrE6tbzdDqCUS5njd/PkhumM9gVJXGSlRuGhug/EmFSpzRp/TiZpOOjEc63WLjV5eLJ\nceNYYJASjW4qmyVv4T7FGCXk7tpaLu7r48qBAdYGgzxUV8dtLhcPut3SRDOX48ieACs9HtwtZuaf\n18jOVIpFJhP3eb38IDjEC+Ew60IhHvdFeMDr5X+yUjvg7pERLrfbccoU9B+JsDudJp3Ik/NmaJ5i\np/9IhJZpDjLTTVw4x0A0mMX3IzcfJBJSJuauEAMnW7gnbeZge7u0+Bii/OkEFZft13Chzca2RIK6\npfWscrvZkUxilMlQXVDHi2KSU41G9PESGyIRPs2naT9Bwvwc3RvAWyjwtiHP5liM9eEwKz2eMSz1\nRI1mLD6uKIrcWVPDlXITVw4M8JOin2O5HLe7XEw+fJjrqqvpSKc51N7OZT4lRpuGw1O1TJkrLezV\nH8eo/jzOphs7OHL9Hj59+46/8jL8y+ufdSH7X8svBEE4F/CLorhHEISFf+45lbHr1947V8R3vwGp\n2f/lx5dZrRzIZujO5TjLZCJZLksc/0pu5dpgkIkaDQaZjE3JJNFSiXfsDbwSiWCRy9n9/rvS4iWX\nYbLZiYclDc/zK6vpTBe5yK5gR2cnGpmMVW43Xdksr6pFNg9LzCi3UskFk/N0+mrxd3uZMKOKezQx\nVuY1CIk8H7eMZ/NzXbSfIK3dGpmM3G0HkelNHLurmcV702yfWmRnKsXKVidiSRzjWd1WUdtb5HIy\nxhLbjE76j0RonKTDlfbw5Isx3vpPM8NTpzJwOMKDJe+YVeqFcJgZhw+TPU3A7vHwWksLl8zpw1sI\ncZerlq3xOJfOzrPTauWC3l4OT5KOgWcUi+xD5Aa5k6nnqQioRNaFQpx57BjLHQ4ecbu5enCQ3ek0\nk5My1ooxPPm8ZM862UZjOMzT7gLBjI+HdoDqIqnf05PLoZXJ2JNM4pvRzoZIhEsxoFdI6vdgsUh9\nUc6z9hwPH6rnqqoAXXsDRHxpioUyxy2sQ7YvTnRCLcIJKpQZCU9+fk8PM6aO5wdqAy+9sY8pQRdX\nZgXuGS9wc9bEqV19rBpvHIvWW+nxsOi9JEfOkXFBQIllvNT7O9oRwDlNcocMmMtc2z/AqxNcKL1F\nLHUGHnC72RqX8DrzDdJN5LL+ftaMG4dBJqMjI5E0PhYEeidP4YNkgiJSz/aZhgaKosjfC7D4AAAg\nAElEQVSDXi8Ljx7lhqZqdqYS3F608UJZ+v1l50lwxVn3ttCiUPDe9V8w76yve5V8/RL4di5Sf0n9\nNTuyk4DvCoLQD2wAThMEYT3gEwShBqDyr7/y/L9aBOdSKlnW20tLhRbhqvTBNDJJGLnaLeFeNsfj\nrGts5FyzmYJVyUKjkd2pFA1tJlQaDSqNlmwqhUoj7dBWdyi4vdbBCz5pF3aby8VnyeRYzqRLqeSZ\n6nralGqipRL9TkiEszzVXOLteJysKNI4ycbbYpoFP2rjJWeBkRkG3v/vQapqx6FQKpmj15OZIxEo\nrq6q4oahITanEhyvk8S2tw4PsyYQYE0gwM2NGW4uBXl+ElTVG3hqvIOr7p2D4ZVR9n4wjMmmZmcq\nhUUu55VIZCw8ZahQ4NcDEipoTX29lKqUSKCRyVhmtY6ho/8QjXD4Mx+nd/VxSV8fVf05krEcVXmB\nl6obaFWr2ZNOs9rvRy4ItGk0dBklrdwdET2vVNLXbw5oebTWzSMyB99d3s53NAZOLqu50GodI6RO\nP3KEu0ZGkMkE5nd1jfUtP3mrn8UmE7/fs5vBoxHEsvQ7/MEdx1Ndb2CaPErJouTqgQF2vTfIWSYT\ndUolU7RaPt/q4bvL2+k/EqH3UIjlDgffKQzz6bkWplTS2qOlEqe+FWfCTAfLHQ46x0nIIYUg8Ha7\nnB8iQQf0nUn+2NxM2JcmXadGI5PxfCg0tjNZFwrRn8/zbGMjW+Nx7hsdJVgs0qBSsdhkYnsqyWix\nSEEU8VQoK5f196MRBDY2N7M+HGa6TseJgT6JQZfPY1coOMNoHNMpKtXfzOIiIO1c/pK3b1v9rxcy\nURRvF0XRLYpiI1IT/31RFC8BXgcuqzztMuC1yuPXgQsFQVBXhHCtwK6v85pr/H4S5TKefJ5lVivf\nt1gpiCItlTCS3ek0IO1q1gaDbIrFeDkSYaXTySV2OyN9cbLpNNGAv7KgaUgn4uzbHpbCTdQxrnI4\n8OTzBItFFh87Nsagmt7fhd+TZJ5eLzWSz3NikMnYN2kSLWo1h3f5aPpCQsEMFwpEnsqRz0n0g3K5\nzFUOB6t8Plb7/QS/kqU5W6+nUaViR8sEljsc3Fdby49fT43BI9+uJJmvC4V480wDyrk23l7fxRkm\nE7rXfMx7JcQ8vZ4DCYFTjUZUaimkxTwohbNc2SlwVZ+c34VCzDcYKIki+9JpXmsQadXKeXLcON6r\nLnFXKcwvE0EivjRzKyJii1zO/bW1XDMgmcgdCgWLlT6u70nQrFBR7TbwZDhIOiGJLI+V82h00tF7\nrl5PURTZ2trKPL0epU09BpqcPQrHLazDoVDQMt2BzqhC/30349osUgpVjZ6eGeNJ9SaZrNUy9bwG\nLu/v5+iEdi7u62PfCToW+Pv44GwTzuXNFJ4d5OFdMjrSaRYaDFxYyTI9bVkzNqeOVT4fuXIZIV5g\nUyxGdy7HkAEWpJXksyViO4P8aryUfnX3yAh9+TxupZL5BgN1FU1gdy7H8Tod99XV0aJWs8BgYJZe\nj0Eu53yLhXl6CdA5RaslPWMmy6xWPPk8dwyoiRaLbG1tJVoqMVevp7YjiUOh4LL+fjoyGYwW55/5\na//b1796ZF+vHgQWCYJwDDij8j4VwdtLSA73zcC1oih+LaPZYrOZ2TodLRUm2QfJBMVbDrJicBBv\nQcIJe/J5+nM5gpUG7ZuxGIlyme5cjpZpDmlKWSqh0mgI+7wAqDQacrcdZJ7BQOCOA1geCTLjFxIW\ne8XgIC1qNWsbGogGMly7p8zC7zWTLJelZKNIBINMRtPJLh4eX2BpTw/ue/oZ6e0hnUjg9wwx6/4J\nrA+HSVaGCK9EIhREEYNMhiefZ2cqxR/jUTrSEsn1kXM0rHa7yc6cSUdawuZM0WpJlkrsTqfx/3sd\n0VKJSbOqabu6jSv2ibi0BT4IyRk/xcZCo5GtDonEkJpnweaUUNHzu7qYqNHQoFJRo1Syc+JEMqLI\nFSYbJxkMnGc2c3JuCG+hwIU2Gy1qNaOFAjsmTqReqeRqh4M3UlXEJ9Zx3YiHYbPAIpOJeWUPAMah\nHI9Hg/Tn86wNBsmUy1h9BbYkEtwwNMSmlhYaVSpGG1QMGaSj9/aZanZuHuAkpQ6VRs4qr5efjA4x\nvHmE3kMhfqqxos2KXNejYG8xy86Ikh+b7dy7Q+p/mnfHmXaSdCyfpdezJhDg7ViMrrc8HNjp4/TY\nILe5XHTncvSpy8zQanmmdhzbkkkeF+KkEwVcDUbux0Z/Ps+aceOkNkRaCgNeUFkYTz9a4uyAgstk\nxjEC8EqPh2sHB+lIp9lYSZKPlkq8l0wQLBZpE1T0zNCxYmCUiYcOsawC5YwGMnz801382mdk8OYO\nyuVvxm8pCNLv/C95+7bV3+Q7FkVxmyiK51Yeh0RRPF0UxVZRFM8QRTH8lefdL4pisyiKbaIovv11\nXydblrhRCysJO26VCscj01lRXc0snY4WtZopWkmsapDL2VxhkvV/GcL7fSfxcIhsOo1MJkelllTx\nyViUl2+pRQGYbBrikQDZdJqfPhbkR/8T45VIhMDv+1FPsxA6w046kefO4WEutNk4P6ri0KdeNDIZ\ndwxreDtkx2CxIJPL0eh0zDh5IUt6ejhpUJr4PVrrZlMsNpYVuTOVIlkusz4cpj+fx6VUUqVQMFTR\nPr0YibB1wgRuGx5mqcXCw18BLz5iTpF4Z5R0Mo+nfQr3NGjp+GiEdaEQlxolE/u2ZBKNToFdoUAu\nCLxX1chDXi8jt+xjz8u9vBOL8UDIR38uR1YU6Z08hZXO/7NDMFaoHFMzclKH43zRqiRjkLPMYqFF\no2GN38/G5mbSiTxio47FJhMzFRr+5JYU83cJEe6qqeHpkSJPBAKc9kV+rIf0oNfLtkSC5numMbWn\nkxe0GSnM+KMsc85roHmag2meY7xfSmMwq2jLyLiiRi65BSwqml72s7Vdwa3WBF+caWaxycQsnY7h\nQoG6xbUYzSqueS42lhtaBOapdLybTTLfYODUT9LMOLmWZDSPwawi9Z6PNX4/V9jtJMtlCqLI9mQS\n2VCGuXovT5jTZNNSlsFr1noscjlTK3mrBpls7Ei2oaKl6xLz6OVynmmq44mGBg5ms6zx+3niOBmT\nHz2eYqGMrbp2rFf7965/5h3Zt+o4vCES4aaYnqfK0h/Kl9SC+0ZHaawcL7/EYUdLJYIVUqyvWGS+\nwcAig5H7AY1ORzIWJZ/LYnO6iIfDY1akaDBDuQhmuxqAdDInGcEvaWNof4TWdJG2k2s5lrVze3CU\nRoua62N+rvEUaHk5QDoZRaXSkU2nUSiVtE4P4p80FYVSxrmZNDePDo/xrZKlEnX9eXLVOjbFYszQ\nSuJSl1LJjUNDPDluHM8GzCyV94xhX66p2GwWm0wYZDKmneSgWCjz1rOdcJaFlmkOfu/Q8UIyylA+\nz3KHA1W0yB/6LLRMszN56Cgd7e3cd88oTrudtRoNYq7MqmgAg0zGH6IRHvJ6OZAq4FJLmqKP29pQ\nOzS0OLTc1NvDElHHDX4PD9TVsdzhoCknY/P6o2R+WMdpUQWfVhfpyGTYlkhwm8tFo0rFeeYCS3p6\n2D5pHLuKRf7jsAytTsYjjXKW9PRwXVWVJHuRyTi7Wc/H6TS5vQE2GM08Y4pyw5RqsoEiC41GhH+z\n0PvLLj6/0kV3PM58g4Gpr4eZsryaKVot56XUXD88zFNtLu6vy3J8Pk9zHLYICa6NRjnVaGSyVov2\ndDvRQIaPXutl/GQbrTOrmJCXYbJJsp2tle//ZzI/XVOmsDYYJFWlYuqBA1xis7Hc4WBLIkGjWs0a\nv58j2SxtGg0XWK34KlSTqT0FqmN5LqiOcF+ddJz+sof3zvPdlEtlNBUz/t+7vuyR/TPWt2oP6VBI\n6uu5ej13joywJhDgIpt0lNIIAlvicZY7HBRFkclaLdv9EhlULQic+bkW2We9mGx2NHo91e5xaHR6\nwj4vmgqq+PQKhkcUy6STeRKxHHddI9l25HKBRLuB99rkBItFCvky14S0XOeo4j53Nd/flcdks2Mw\n2RDF7JhbQD/dytuZBO8lE2Mma9/7Xq7s72eWXs91mjBrg0EWm0wEikUAHtM7ubOmhoPZLJ+3q1jX\n2MjudHosr8Ail5OpCGmP8/WgdmmJn+/itC/yXIkfY/cBzsqqqVep2JZI8EBe2hR7B5I816OnI53m\nB4dFtEfTHNg2Qkhe5gq7ndg2P6FikSfHjeNSh4k7XS5ea24mWiohz5WJh7OsqK5mqzzLfIOBQ5kM\nzmCJWDhH25Ut2BUKfqmKI27xs7nSi1o+MMD0I0doSAu809qK0ayi6qMon8zSoDNKiJyrHA5uzpr4\ncdmIt1DgqF7L3SMj2M+upXSSjXtEK6cfOwZIfttNsRiNk6wURZELLBZmaLX86Uw9wWKRw5s9KJQy\n7q6pYbg3zo1dcoRPwxztkGxG6wtV/HBIztxhSeXv9yTRGZU4z6lDXslG2PS7I9xdW8tSi0U66quk\njNI5ej2rfD6WOxz8aFhJXz7PFI2G7mwWh0LB7S4XJeDDijtgczw+Jtb9Epk0Z2+WoQopWKuXUe2u\nR/EN4a6/nFr+M+7IvlUL2Ry9fgwx8+Xi9WkqNcZvd6tUFEUJu2KUyejUCwSLRVLlMmumRrjRrSKf\nzZLPZvF7BlEolVgc1SRjUZbsznPj0BDye9uRK2UYzGqmznXxoc/OrS4XL2RjZN71UqdSccPQELl0\nAZtTy673htDKZIycZuP9fy+TjIepun8qD1ytJZ/NstLjIVgsokA6GmtkMtoW1bHIZEKLwJvNLSyz\nWscixvZmMowfOUp3Lke2XCZQLLI7lSJZIZTO0GoljhdS1meTWk3OmyFULFLIFvn5ESUkx/MoMeo/\nkDI7Z74U4IH6HD5PEp1RhfCuNEhunGRl6sJaTBmoEuVMP7N+LPTYUyHLbk8m6cxmSSlh5zuDbI7F\nqPooOnZcd9TqKRXKBItFXqtkJIQW2jjHLKnyAWbrdEwcOUboAx/xcI6++SaWjMgoVYKD/6to4Q5l\nhO/EBpmh1VI3TeK8NarVzNLpuIMwV9jtKJQy3PtTXDes4oOT9Vy2t8RDXi8KQRLUZj4PU99ixmBW\nsyWRoG1mFTMW1JLLlijmy/j2hnCOMyKXC3xcC4HDUY5N0nDashayokg8nOWtZzv57vJ2hO6UJOFw\nOvluwsPGaJRWtZpVbjcHMxkKuRKvVXbPj/r9TNFqSVTkQA6FNCHdm05jc+rYuXmQFdXV7LluNzve\n6CNy6yFO/SRNqagiHg6RryCx/971z3y0/FYtZKkKp32uwcAUjYYZOh2P+XwsNBrZEo9zgdXK434/\n9SgIFosoJ5tp/NJKk8+z2GymXFGZl0slyuUy+VwWpQoOfJLlSLXEzL/2wXnMuWcGz5+h5XftsDWR\nYFMsxp4TDXxPZeRxrZNZwV4uTY5wVX0Si1zOs8Egsx/z8POrGrljZISP29qY8FA7q9xunJUJ2IK8\niu5cbsyPmEHKVlzt93Mgk+Gx+nqeGjeOeXo9M7RS1uVTgQA7UxIxYaXTyRStlv58nvWhEHVKJVc6\nHPwk62NTNEq5LHLiOQ10GgvcXVPDnO+Np+RQ8cNJJ/NyIIfRrGLcBAt9Cy2oNHI+eq2X9eEwcS0o\nlDK2xOOYX/PhVCq53G7nyWCQBQYD3bkcTwQCdC2y0qhW88FsNavrpQDdZyIhaptMtHolC1e2XOYM\nk4lrqqqInGJl74SJ/KSqig5LE9c3prlDGWHekEhogo5FOj9b4nH+QwxwTaeM1xW1XHxEMmnfI1p5\nJRLhwr4+QFLD79QVKRbK7G2Tkozmn9fEi8PS//Fqv5/Wk1x0fDRCRCXSrFbTsX2EYqGE0axi/zw9\nhclGAp4k7ZVepDDBgFom4zF5nCv7+/msQc6+c608FPEz3CdJLQ6tPYZVLmeKRsPOVIonAwGmaKUF\n+uIvivwpGuXhbsloXlWRVXw5cLrIZuNtTY5Mqo77RkexVFVRyCuQK0Q6to+QSX3DaUXCvxayf4jy\nFAoSqufaz7AoJCW6S6lkbTCIoRLNBnDlyCA7UynWh0IczGaZ39WFRiaN5zX/3Uw6kSCbTqPR6SiX\nSoiiinwuy5RAD08EAtR6OulIp5lVMU+/N76FF92NXJTRotLIUShlbJ0wgZMqMoU7Rkb47tMFPr3e\nzTV1SjprW7lvdJRoqYRbqeT24WGS5TJ3ZYN0ZrMYZDJuHR5mUzTKr+IhvIWC5CMsldgQDo/9TE+O\nG0cBaeflVql4p+KBTJZKTNFqGa6IgT35PBvGjyfsy1AslBlu0eDvS3D1wAA7Uym2lw4QbmpAo1ew\n441+CdY4Vcv9M0SWFLTMOHKE0WKBs7RGxl/YSH3Fu3osm2V7MkmyXOYWWzXXOao40yPlJnRms6yo\nqkIjkxGRlfm3speCKLI5Hue5Cg3iPJOZD9NJFhmNfPRaHze9k+fGQRVHm5ScdKSH2Tod3kJB2s2c\nZMXZYqJ0ko3xb4YolURGCwVWud1cYLWSEUUajmT4Y5uUq7Ciqoo9uQwhb5rlAwOsbWjg0PvDzLti\nAp/99ij9uRxhX5rXxTQHJ2v4OJlEIQj8UO7nniY5ZxilY+zZRhPeQoF6lYq7RkbYlkxyvcrK0bkS\nXujK+SXWNzVxbiXAZEdFaA3w4vFKBvJ5TKdVs1XlZtf1e5gQELnB6cR/y0HqVFKgS/tPVJzz/3jI\nplLIZDLkci3ZdBGt3kA+l0VnNH4j14+Mf3kt/yHKIJOx0unkuIV1pP4wyCqfjzl6PRa5HItczukm\nE8OFAjN0Ojz5PHMNBto0GoLTpxMtFvldKMTaYJBTzm/E5nRRLklm8WIhz4LvVnNPTQ2EZ/Fso2S5\nWWqxoAC+2DbMC8kodxBmXz5Lj05kbTDIRRW90tUP+6j9We0YH+1DRY6lFgvflxuoO3BASv0ul8mK\nIo/6fGxLJHi2sZEng0E2RqMcy+V4YjTFpliMI1mp/7TUYqEjk+GhujpWu92oBYGnU1b6c7mxi3+p\nxcLEwSJP+U2sGBwkOJLi860echtHeM2Y46LtOTbH47TNdJBKFHizTqT+8vE8VFfH9y1WVrndKJQy\nnvpUzkldXbyRjpMsl2ktK5mh1fJaSwtTtVquE00cK+cZLRY4ti+EqyJMXVehm17Y18eDR6SLenXF\nEQGQEMusCQQkZPTlTZzxgxY+mKiQFoK4tFvtzGYJFotMjwrse38Y3/p+5nynHrtTR6hY5M7hYVZ6\nPMSf6eXAJ6McvzHMiUe7uHt0lLtHRnjrdD2z9HoK/iw1TSZih2Ic/6MJLPbJOW5hHblymXPL0u/q\n9GPHuHuPwCV2O2/H4xLVdaCfbLnMKrebqRUx7dSRY5welKxJ65uaMJYEFEjJUBM1GlwKBc55VdQp\nldwaN7A9maT3UIimR6bzw6KXJqUKV0MTiVVB3r/5IFM1WtRaHfl8mlIpQyaVpFQUKJfLlEtlEt8Q\nk+xfR8t/kOrP59mXydB7MMzbZxm5wGrlRqeTg5kMwWKRqRoNdUolu1Mprq6qYl5JxZ3Dw/TncnRk\nMrSq1WxqaWH7G/2cebGTaMiLxVFF+L9bcJ7sZEF/mddmRziWy9Gfz7MhHOaiQyIvT5R6bcCYVu1n\nhipW+3yc+8AID95o597RUZ7ym/iBYMClVHLr8DCfyvM0qlR8ZGlgWyJBdy7HddXVBIsSmjpYLHKu\n2YwSWGCRsSkWo1Wj4UGvl4OZDEv8CmrelQI7vm+14mvV8rjRNTah3RAOc406xPZJSnYkk7TdPhm7\nU0ttkwmLQkG128Cit+KYbBp+XPazI5lEuTvK1OEyc7qkXadKoyCbLnCp3c76cJjU26Nc7BtkezLJ\nK5EIm+Nx5E7NmExE+F4t9t4sw5tH+EFUzSqfj9edjcxe0sTq+nqcwRKz/xBgjkbHJX19XG6306qS\nTPGjAwmW+BXkymWyJwos6+3lyYqlR6WRYzCrGPpeNcGRFEf3BrjEbmddYyMvJ+y4xhlpn+3knlPl\ndFaa69lKP/TGsI4/KtI8q0vzuC1Nal+EewxxdrzRz7y+ErO9PVjfCbLK7eaMH7SyJR6nVa3GKMg4\nlstxd20tHek0K51O7sqaubOmhk22AjdiJvfcIHWdB8lUbkbBYpGlFgub43FqlEo2OPL82GzHd4qV\nnmyWZVYrvw4GuHhlHU9dUiSbSbBqxYfkMmnkcgG11oy7xYzOaCKXSSOKZaoU38ws8Z+52f+tmsZG\nSyU0gsDAfzZwp9M5drEFi1LMWkcmg69Q4AyTiQV6Az/o7yNVLrNiaIhsuYxLo2FZTw+PLBnP8eIQ\n9hur2TqhgZFQiC3xOKPuMh/6/UzUaLi7pkbyQdaouGK0RGGykcvtdszIeDMZ59+DQ8x92M+5T53I\npv5+oqUSkxfU0HLwIJ+ZGnmoro61wSDnms0c0JfZFk4w32DgUqOVRpWKmVkFi00mGlUqXh61oFzg\nIP2+n9mnu7k9OMpEjYbxbhs6oxJtEbpLBaKlEvmcQItazYqqKi7v70dTSch+pbmZbYkE504x82Ei\ngQt4/5VujtzSyKJ8mWurq+nKZmlbUMWDXi9vFN14jyTYHfbgbrZwQJR8n7MXtXBhKcmkzhyZ6QZ6\nnjpK908sHMxkWBRWMA2IpQpMPqee1X4/K9VOfpEKctFROe81CNgNCs5ZOZ09uQwTNRrOMZhIxnJk\n9dI90zrJzE0HD7LJGGOxyURnNsu1vQq6y9Lu7qKClcx0FbreFPtf6Md8gpPq4+0M98To3h9i7eXj\n6c/lCBSL3OR00pFO85KzwFl6MzX+IkNVckojCS54L83sH01gz3PdLD/HwS3Tw2yXG7jf78Wtkhh1\nu9NpOrNZ5MdSbDNLYMRuh5zzkmrGh7u5rHkK956uYLnZjK+yCwbYnkzynREZhTY9Vw8O8m8+JZst\nSZoroIKNsRgDlTg9yyoXLqWSwtteQqNOjnbsQSazIJOBWqtDJpN9YwvHlzuyf8b6Vu3Ifj3uvv9z\nR4zF0AoCQ/k8Sy2WMaU9SDu38YcO8lu7m0DawP2dKg5kMmwIh3k6aOblmXKeaGhgpdPJK5EIHek0\nO5JJfIUCcytKbm+hQNO2KOJEAxNmVhHYNIxGJuOLbcPcNTJCXy7HpbdNZvLhw6xrbGSl08mszk6W\nWa24xhm5wGQZQz4rKtKQZEkiuLZ6y0TMkmB3YzTK0pqoBH5c7Kb+6CFON5nwFAoUC2VUajmn93ez\nI5kkWy5TqFKxpeL5O1CZ3mbLZX7Q28ulWR1FUWp0b0sm+ekj89mdTrNLyDJJo+Fyu53dqRR3Vbsw\n2TSEfWmKhRIPtBf5ubmabLnMa6UkF5gsPOEuIHwaZumPJf3UA44aPnKUsbeY8A0mUCaKRItF1oVC\nBItFWqY5uEJpYpnWxEqPh/5cjttVNga7oiiUcjZGo3w4XhooREOTx9BFFrmcZCyH/EQ7Jwguvtg2\nzKe/PoLBrOLRBQruMcTZ+1IvLdMclC6qI/HmCC0aDSs+nc3ZRhM/c7r4zqEiG8Jh3jcVmanQYLSo\nmX9eIzUKJQNHJcbafXV1nDjcjaciXr3AamWGVsuKqioO1ct5vNbNTYNedqZS7Nw8yEU2GyqjAr1M\nknLM0umYpdNJOO1slk/rBdqUUqBzsVDisr0lPkulJP5aBUa5Nhik7VCW7kcj7Hk/SC5zDJ3RRDIW\nJRYKks9msVRVM3LzAf7Hf9/f/wL6V7P/H6dWud24lEpcSiWz9HomaTREK03y/rwERQwWi3zfauWW\nmJefN2h5oL3IFQ7JPLypRcBTKDCczzNcKDBXr2fNuHHM1evHUpS+tBMplHKipRI/943yzCw5+k+H\nOcEcpiMhcKndzqu6LI+43czt7ET5ZD/v6NyMXzNEsVDms6wUWKIVBA5kMtzqcrEjmeQzVQF5o44j\nleMRwMGqZk7tLtF88CCeqVN5yOvFWygw4ehhbs8H0QgCiwZE5gVlREslCsBkrZYrHA7eiEZ5IRLh\nmqoqbE4d6ysBKUstFt56tpPHu9SIm31MPHSIt+NxpucUfJZNM9InaZzSi6pY5XajOzDInroWvivo\neD4W4RKbjSdaSujea+cxey1XeYcwv+ZjeH+Y05a14B1IstLl4nVnI3fX1NCxfQTvQJIuMc8HiQQF\nIGKWM3g0wqt5aTfalc1yek7NszPiuJRKLtKY2RAOY3Pq6Hqyi9sn+pl1muS59HTH2NTSQptGQnMf\n3uWj/WielmkOJmo03HjcDoaKksfTYFaNHdG79gY4vEuylx3tCDDp+Cp2p9PMTSu4oXKsLwBTtVpW\nOiW9XrRU4plIiPvc1dwU0vLydyR/rUIQuMrhICuKWD15ytuCeAsFZul09OdynN/fy0SNhiecOXRG\nFdd8UsSlULDMasVy7yBrGxpYagkRHBkmn8sycDRKIhJGZzSh1RsQZCIR/yAWRzXxW/8qZP1fVP9q\n9v8D1eZ4XBLD+v3UK5QcyWYlJEpFsnAwkxlbIJY7HJyyI8VJBgNPjEqGbl+FZrE7nWZG5agQLUq2\nE4tcjlupZH0oxAndRU48p4Hj1Vp+ZpCmcwscac63GVhgkXGh1cpVDgeLespEpk7H70my4dEO5DKB\n633D3DkywiN1btYEAixJqHktGiVQLHL90BBXDw4ycbDIi/pabvdqCY6m+KBFziKTiXO7u3EplawL\nhfhs4kR+0iPnRYsbo03DSF+cFUNDrG1o4Eank8kaDb8aN45f1dcTLBbZkk/xgKsW1759nKLU8fTp\nap4/TsFTs+TcVVPDO7EYNyZ9xF71YHFo0BlVvBgOc8PQEJ9Nc/Hhxj46Phpl8r4Ma4NBllosXDrj\nXX6ZCPJcMM60i5t5u7bMtld7qJtm49zubn4aGUEdKyI/0c7F6gCy/XHeaW2lXqmkI53mmRkyZut0\nKIBHa924R7vYnUoRLZWIh7NM/lMIV4ORJ87RceK7ccplkfGTbXRN1nAwk+G493tmON4AACAASURB\nVGLYa/RMmOkgPsXAPZoY7/zmMApBMrXveKOf52qLtKjVLCpqiPgynHlpG88ICQr5MicvGc8cjY5h\ns8ANQ0NM0Wr5ocWKq8Ksu7C3l85slgttNmbodNRMt/PCkJUN4TAHK3mpZx47Rmachn0n6DguJOBU\nKrnEbpfU/QMDPOKsY9ZpbvZ/PMr1Mb1EMtbr2Xj1pzy5X4W7ZQIKpQqL3YVcoSCfzSKKWZz1TYR+\n3srSq92otX//xeNfzf5/oGpUqaQwW7OZM7uP8U5cmrQ1Vu6gjWo1l1fyBe8cHubclgT7Mhmuq5Ho\nBG/EYtQplbx8ZDbnqYxsiERYEwiwIRweC719Yfx4Dk9Q8XEmxWOhAKeN9OCpxKQtNBpZXV+PvSRj\ntd/PNLHIb37+GSqNnHJJZPtVTp4YULPUYkHdsZeJGg2/UMZwKBQ839SERhDYMH48neMUvKvN45zt\n4FJtiCuUkpJ+hk7HG9EoT44bR6IzTucMHZt+e4SIL82kM+pYbDJR25GUAoMVCi7o7WWJUdrZaAWB\n7v1BvNOnk1MJkom6ssitD4dZUV3NpbuLPHGigsO7/DzQlOd39Q08kbOzKRbj8FlWRhdIKeE7kkmW\n9faOSQ1atXKeDARYZrFgPrt2THh8X20tH73Wh0Uu58Wyk/I0E7U5GXX9eeYbDLwcidCiVtOUk3Hd\niIezzGYWGo3crLWx441+HLU6vtg2TKBYRG9UUj3Sg6tHhvZPXpYPDGC0aYgGs0zsOZPFx47xu642\n3jvbxHSdjnWhEEdONFCnVJIVRcK+DO4WM4VsielbYzS0WThWzuM+fJDVfj9bJkzg53Yn13uGxnyu\nZ5hM3FBdjUIQOCEpZ7XPx4tTRVxKJfVJqYn8lm0cR1/oY7hQoLrJyEqPh89+dRjheQ9upZIrRwZ5\nLhJm+d0nUCyUuLik59JbWzDb1Xy+ZYSFPzXSfsJcokE/KrUGuaJAoVAm7PNi+q8uFmU9qO9u/7tf\nO3/rZr8gCIsr+RvdgiDc9mc+f7EgCPsFQTggCMIngiBM/8rn+isf7/i/Es3/V/WtW8g8FcrFfIOB\nuQYD55rNzNLpuMruYI3fT1EUeTIQGAMuPtXQgEuhYIZOR3cuNzYhOlx9mF8mgoCEYP6VwUVfPk9B\nFPEVCqwPhxkqFFhsMrHEYqEzm+X6ytHk+L0h9pVzrKiu5nxXHptThyjqWXuNA7dKxfrJSprVamIT\npuLJ5znXYuGU3/ppjcFar4k1fj9d2SzRYpGsKPJi2cleRYGdqRQbwmHurKlhdzqNzanllIic2vEm\n2uY68R2IcPrhIoVZFkrHktg2SQbn+/3esZRzhVLO0u5u+j7x8W+DMva9P8ybtU20qtX8ZGCAk5eO\nl0JpZ8q5u6YGxd4DhMZrcCikqLWsKFIslCUtW0MDGpkMi1wuHZfkcmoUSm7zSEr3jc3N7EgmGTfB\ngjlcxObUcp/Xi1guo20zMuvIET6eOJF0vMDDmTBz9Xout9s532xh/S/2Ui6LJE9zoDOomKmVtFVP\nNdbyzvElTrm8jV8d0/KfzRn+Y3waY8tvqVOpoGjgvtraMfHpZQYrF9ls9OdyhMZrqHIbSCfyaHQK\ndm/1sDOV4pdbSvwpGmVtMMiRUg63SjUG4Ly8YhBPlqQovtvtTjbH4zzmNWBxaHEoFBSsSlqn22lR\nq9kYjfJ0n57aJhORC2t4qbqBOXo93kKBq9Je3nHDtld72fZqL9X1elqn2/jt1ds5uncPBrOFTCpJ\nLiOiNyrR6kWUShn3f9Q8Frz8966/1UJWydv4FXAW0A5cVMnl+Gr1AaeIojgVuJcKLPUrdaooijP+\nFmlN36qpJUiZjdeXTNiMGrw6aZJ05/Aw7yUTY4vVGUYjBpmM5Q4Hq/1+tiWTbI7HmaXT8WBdHRlR\nZOLxJizBAEa5nCutdkJiiZ5Ikrl6PYk3R1h5lotTdst4vbePe2ZmmavXM89gYEs8TtfxNnTDOZYL\n/biUSsK+NJtW2DFWciCXaU10iXnSsTyd2SwPer386QbpZuT3JLlh4QSUCHyeSbMuGOQ/3Q4aDEqs\nB5Jst9VzeyaCRaHgE3WBN7MxXPP1RJ84xGdLrEyp11Lz+jDrTtJwxnlOTqogV242VfHbdIQjTrj9\nIxmpxSa6cznOyRs5Z6SPG6qrmR2VcXiXj4v78iydlKIIXOe08l48ziUxDbFxBrRH0xgsKhaqJLfE\nRI2GLyEzyXIZXcdenm9qoj+f57lQiKlaLZ5pctgfo2ZuFdMLWk4Y6eFQezsrXS5W+3y0aTREi0Xm\n2+2c1NWF75UM0++YSqNKReCzIAm5wFyDnrMnD+EazdOqVtOiVnNZuUyjWs3LxybRdUqMjdEof5J/\nzJZ4NWeYTBRGMmwx57GW5GPAgG0FCYk9cb4J64ZRPHkdv1ukYFvUzkCjjo3RKK9EoxIVJZ9ndGcA\n5SwrwWKR+0ZH2djczM0BLbfWJVgej+GuuAZ+otMRLOY4JaCkdmEd2XQB7/PHeOvf5XxYybi8xGaT\nqLO5IjKZjGK+THW9ZAhXKJUolCrkCgVKFaTiJcx2OTqjimMdn3Lv5Qv+7tfO39g0fgLQLYpiL4Ag\nCBuQcjkOf/kEURQ/+crzdyLBVP8u9a3bkWXLZZamhzm8yzdGHLjQZuPziudyRVUVm+Nx1ofD7M1k\nxrDH11dXsyOZ5D6vlz2pFOWyyFmVROxfhYMs6+1lSzyOt1AgtsjBKUeP8scZeQbPc/Cn5mbmGwys\nD4WYXCFUvPJ4L1Mf6B8LZb3S4WCKVsqizKYKHMhmCVnlbBg/ntVuN0c7giz09zH5wvHcPTrKG/EY\nBpmMhUYj76zvYvnAADqjCrlSGsefuTnBTK2Wy+12TtqRYvwUaZJqe93P3MXjeMxZh0IQmKrVUqVQ\n8EY+Qb1KxRUOB8ef30TPmi5kvx3g4E4vd3QIZNYNsOvdIfLZEpO+38ShyZMJFos85q5n1vtxnjFl\nMA/m+F1VjqEqOd/5Is9z4bAUwluZTH7pQLh2aIgt8ThXOBzUDxY4MadkpE/qXVrkcq5yOFgxNMSM\nSlDtVQ4HK10ucvujXOVwcPodM/AWCuxOpymXpUlzdzZLlULBR+VaVjqdKASBaSfV8Iy1livaumj7\ntIRFLmdnQhL5lnxZvp8Z4SGvF2dfjgttNuwKBQuNRpJlKULiloUCp32R5zcH1TSdKGVyTtRo+NDR\nSK4vRVtGRs3cKrKVaffldju5VJGXHz/Ig3V1bEskUHbEuHREQSKaY7nDwazSEE+kwvwk6aXqR02s\nqwArL7RamdQtIYqmzHWRzxZRqGTs/3iUchHi4TDpRByFUkUhD2qtQDqRR5AL6C1q1v/ii7/7tSN8\nvaml48vcjMrbj/+vL/cXZ3BU6krgq+guEdgiCMKeP/O1v3Z96xayuXo951ss7GhTYJDL2RqPEywW\nGS4UWOXz8UokwlKLhaUWCyVR5I1YDLdSydZEgjtranApFKwJBPi5b5RXIlLu4nyDgbtratgcj6OR\nydiSSLC+qYkHvV4WmUxsjcd5OxajUa1mmk9klk5HIR+jfbaT9wz1fO+aKazx+/EWCsw+nEcmFzDK\nZKzy+VgfkgStnbv9XOFw0LBniMlaLRvCYT5IJDjj2DGe+Y5G0o1NtmF36nimdhz3L5DR++4IB1Yd\n4sU5KqKBDBe8l6Z5io3fF+Ic3uVjulfk86e7OPLYEbKVn+PD9Uc5smUYR62ety6wkE4UGOmNEw9n\nyaaLjPTFKXQlMAYLvBGNsvbuXZx4dgN3Vbvo3h9kodHIwG97aJ5iIzZjBq9EIiw2m1lisXDBjiyL\nXo2wKfj/sveeUXKU19r2VVVdndP0dE+OmhkllEASiGSEhUBgYWFABttgwICJNmCDAYMNHMAkAcaA\nyQYMNmCSSEICCQRISIBAAWVN1PTEns6purqr6v1RjZaPv/O+nxNnGS/vtbSmp4NaNZrn6f3sfe/r\nDnBVTQ2bV/QjSgKvPrqd/U4dx2mBAO+VN/Yr0m7ui0S4vKbG3Jj37GFogoMb+0wHp0mdKvWfZQhU\nO3E4LdzT0MiqbBV3B3JIgqmVOybax++LKR7/9BssbjZnal8f38KZlZXMjHYzp0zXfTFkauzml0d9\n3i43hG6qr6dufi1fX9xOYTjPeXEHFSvGiI3k2bp+GLWgUf0+dBRElieTlAyDN4sZREmkwWrl/FCI\nUlGnc0sUl8eck/100iTOtfp4pqmFyO96mOVy7dtA22aGyL86yO6NY1isIi2TApz9m8MwDB1REtG0\nPEU1j1Yq4XCFECWBTNw8XiYi+S997Yj8TWDFMcMwZv3Zn788Fv7VIQjCkZgb2ZV/dvdhhmHMwDya\nXiQIwtf+0Wv7SsUhcYlZTifbFIWTKiqotFioLptwvN7eTrUsM1YqMdFu56CUxNM7HXQWCrhFkdnb\nVW5taGBV1jRUXejz8UQ0ypLhYaRVEa6qqaGtr8jPiz7eSCRYO248yTURrnMEuam+nrNkL3fYU+xQ\nFA69fRZrj/MRrHNxQm6Aa2treaGtjZZJFfxGiXOMzW2y4hWF/ie6OerUDvyShGxLcqLVg1uSOKJb\nZ8PEifypqpk5LheGAJdEBzkl3MsCn4+H9zPwBx2cvVNgNJylbVrlPonFYE+KxcYwTRP8fP+qmWi/\n7ea+0VHuPVhi1rwGfj5Lxy1JHFffxrcvmc7n59RS0+wmNpKjd0eM5U/t4lt+P3NPbCPcmSQ2kqN9\nWpCDVJkD5zeiaQan9fSwwOtlhsPBc7EYiYhCKlbAG7Cz647t7N2VYMOqMC9+28/KVMokpm422JTL\nUWxzclvez64PhtiUy/FIj4vVmQzvDBhMikFkopNZrjS14300TfDzWso0ePmGz8dNQ+aHzCK/n8UV\nFRw7bSlXdJt+De+l07TbbGwMtXFe3Jx06FVVFF3n89WD1Mgyt682cIkivldGqFIEWrdvxRuwk0kU\nmHBSC03j/STG8vT4BXZWxPn47X6u60/Sd+0Whm8b5vsPHUqqN0OzYWH7VAeHHd9C55YxpI/irLj+\nM141cqx5rYdgnZOZr8eZ7XSy+YUeMrrO/QdJHHzuBNadXMkjkwyW3b0Fb8CGrukUCwaCIFHT7CGb\nMgkkkqXIcF8aUfrf6BT+U4v9f5UHhyAI0zDtIhcZhrGPIGkYxkD56yjwMn+jNeRfxlduI/u+NkIJ\neDmRYKHu4IKQOac20W6nRpaJlkp0Fszjx3eUIV6ZY2Ohz0eLzYbtwIAJIyx4uW5wkJXpNCdu1rh6\n2MHcOpUbamppV8L8TIjyWFUj83o7+WFdmleEHPM9Hh4vmkPbz8Xj1MgyPkni6uFBni6GmF0epF4U\n78cjSSQtBuuzWS6trmbWvAa2rhtmltOJX5J4SU2brtpNOoUPo9jsEr2qin3jRj7JZk2Gf9n8JFDt\nYOv6YepavfRsi/HJqjC37pBp+3YLcz0eph1ay7J0isi5ptnIXI+He6IRjvf7+UXBxwZhhMsig/w0\n5+GAufU0jfezd1cCtaBxc95PLm1mkPmQldB4H6PhLNEmG7XNHnaWZyZ7VZUnm1vY9W1Tq/bhsl7m\nLGhCVUp8tKiCa7qs5HWdWS4XHx3s4saCn6WJBLe40+zeOEbfPbs4vTnNjZ/ORC1oWGSR0M4ciCpv\nPbkLJVuiwWqlbU41O36+i19ttXBXl4PLqqtxZDRmOJ0caDRxXjDIHJeLatFCLl3ksYDCB6/1suiD\nPJsf2U3TBD/vLtkCwO7xkznk9A5Ul8iLoxU8f98WUrECvpTG3t0Jph5Sy9Z8nsHuFAvb01zd4EUQ\nnGQSCZYMDxOrlfmolGeq3c7jRhqrXWLtFCvHnTGRY71eonMD3Lk/bF5YweeP7eGOmbBkZISjvF6W\njIwQtFg44P4sg10F0vEiomQuNdkK8VENJVdC18zGit1poVTU/8ff939m/JPNRz4BOgRBaBUEwYrp\n2/Hqf3s/QWgCXgJONwxj95/d7xIEwfPFbeBoYOs/cGlfvY1sYhmvDOCptHN5OMxUh9ld8kvSPo7X\n9HJ9ZqHfzxPRKAt9PjoLBSrfM9g2R2Rv9Xjm9xnMnFvPYE+KGxp9LOruYrbbypUDpmZrWU0rDzU3\nMz8tE92b4YFIhMc8tdxUV8fl4TDPlY+mhXYn8c/jGOtjTLTbaZBlloyMoOg6zVGdxcYw645wU53Q\nWSc2cKTbzawyzNHts3JKuJdjslbubmhgUtlU+NKqKjp2KHTsH8LpkQl3JcgkC+QzRR6bIXLt4CBP\nxWK8oaQ5IC6wIZcjZEhMfjPOVQMDJhu/XubmZnOQfTScYdP7Q4ybUsm0Q2tpmVRBuDPJi20w0ejH\nkyhh08HhkWnLCQiS6eV4mNtNRtN4+vbPaHxsgFJRQ5JFOrdEsVhFU2Ba1NmczxNWVS50BKhr9TLH\n5SKhacw9cRzegJ0b6urIfmOANw538NpjMb5uG0GfOY2mU5rRdYPv9fQQ60mjaxoN7X42rIyzeUU/\nhw5102K14gl+xi5FYUMux/aPR/i9J49dEEjHFXLpIqIoEAmYZrfxU2vxbttMWFXpXzdK99YY1Q1u\nurdFcftttKu93F6dZ+qmPPF5lbzQ1saEJ4dQclkW/bANiyBgfJrAIggctHMnw8Uigz0p6p8f4cNl\nvWxfHmaRx8clH5t8OX/ITn9ZmlP//AinBgLY/6sPiyxjtZs4dYtsxWq3UyzqFPI5apo9KLkSqmJu\naqL41dKRGYZRAi4GVgA7gD8ZhrFNEITzBUE4v/y0XwKVwG//QmZRDawRBGEzpgHRG4ZhLP9Hru0r\n17Xcz27n6WiUMysrWVnmhFkEc6jbLghcW1tLgywT3RDFdkA1F+/dy4uhJpRECcUr0V2TZsOjYR44\nxs5Px1ezTkly9Jwa3iglzfEiWUZukdlWKHDFWD9+SeIG1c+NtiTv+5uxBe1MHVN4MlDPAwXTmVzR\ndVasHqB9WpBLq6ooGSYwcE0mQyapck5NEPnBXsa+YeHDN/p483uVbMrleNOo5bKKOI/Za0jFCkxc\nn+T78xuZN9zDkpERLlifI5cucvJFU3n10e3UNHv4+uJ2Sr/ZzCmXzUBancPWXOKQdB8Pb7URnpZE\ntpqEkLN3aNhdu2ix2Tg/FOLo4ACxr0/npQe2MvnAKmxOC++MEykVi8x2Oul3w2uREbJ2nVmSkzXh\nMX4rhLg9k+QgtxtvyMFwXxpV0RBFgfZplZSKOofWhSim05wWsOKXJLopMVZQaLHZ6C0UuMES56wJ\nfm5JJGiQZc4PheAKuPTSLj65K0d1v8pgT4oLZobwVroRJQklV8QiW4kO57h4VojV6TRj06ezOpNh\naSJB0/gA3w5n8QZsVFxaQ0LTWPf4bnYqCh0/nkhG1xltnUzflgQ9uxPIZzSR+mOYr5/cTmwkR40s\nc/WYk93dYxyxX4CxoSxbelIEaxu4zJNkZSTN8SNess8nOWtekNP3Sky8aBrd26JsXTfCumW9ZJMF\nXD5zzKr2eB+L43FmOZ2cdrSdozIZTv3NTFbfGSObGsIwzGyrVFQBkUC1HfdPxtMOeESRPdduJp8r\nfelr54ti/z8rDMNYBiz7i/se/LPb5wDn/A+v6wam/+X9/0h85TKygWKRJ1paaLfb2aMo+CUTPX1t\nbS1uyZzpezmR4NVWWNTVxZKGBob7MsRGcuy6Yztb1g5x8kVTebqlhclhjYSmEaozHbaXJ5McszlP\ndULn9WSSR5ubuamuDqnFyf01DTwgpOgtFPjQVuSZUpr9HA5WplJ0FgpYZIlnJpjF1IqwykGqzC8q\nq7HazCwxUO0kMpjD7TcHiy+vrqZdCfN8fQvvOlRsTguhhfW8K5jX9GxrK1Pm1OD5UTvLfr+TA49u\n5Pv7KVhWhAjWuliwZw9/2trFcR4vKzo6OGlilg9qDBzfrKOzUACnKT6dVKZpyILAN7o6ee5YF++/\n0sOyFlieTPILXxVrJkyg3W7nEmcl89bm2K+nyOKtOp9VGtxUX4/35WEyyQJ2pwVvwI4gCWxdP8wt\njQWeikbJtjmYmpfY9uAuKsIqT0SjbM3nObmigjWZDGfXpXkyUE/l5gz5dVFeunA9Lr+50X1aDbYj\nQgwXzYL9F+BLURLZsiaCevsot5UCtG/dSo3FwpGvJBgbyvFuvUGg2klw82aWp1K4/VY25HKsTKW4\ndXiYW3JRdk+woWsGsyMCB8yt525HGqnazpKGBoYmONi7O8Hrj+/gT7/ZgiQ5yCQTLPD5WJeoYu/u\nBImxPJfFnKiKxoZ3wuzcEGHtN/1MnFnFtENrGehM4pck7otECFpMPNEXeKD7RkepvNBBLlNEslgo\nFVW+MA1TckU8osjBZXS257ovXwwLZkb2Hxel/yEEQfALgvCCIAg7BUHYIQjCwYIgBARBeFsQhD3l\nrxV/9vyryyrgXYIgHPP3vOdwschPy/joc4NBWsqzlZV7CyzwenkhHmebonC4283DnaaGxx+ys/3j\nUax2CbvLwm/HImzM5wnWOTnK46GLIoe53Szw+YgeXInTY6XZauW+0VGWp1L0qipXjg5ygt/PhlyO\nxjKPq7X83h1ZgZe/4Waux4NfkthYBaWizp+ySZY+vI2TtulmcXmrWetst9lY4POxSQlRVHVOrqjg\ndjnJ6kwG8eUhNpVlI4c6hnlwbIzqc9r4+K1+nt7pYH7HOqaf3MofXHVsPLGSpQ9v47SeHj4x6nk6\nGuXW4WGWJhLIgkBYVVmXzbImkyFS3uyPcLsp/HgcAE86ayk6RFY8vpOSYXBXdozTJubxBx28M8PK\nDKfpCSmeXE9Dmx+nx4quGfgC5nHp4lCIb5W5aR+/3U/beePNazfMRsHWfJ5ffWR6LNydN7n5NzSZ\ndbdM3GB6b4mOHQqX9vfzQCTCO3dEAHj5we2oioJuFDniWwHeD5rI79N6ezn4uGZ2bzQFzz8dGSA+\ndTrGQz28MsfGAq+X4/cY5HXTmXxrPo8ki1wiRbnRldpn8Bwtlbh+aAiXt5F03IHN7gJg75U1zHI6\n6dwSpW1aEJfHSkEpMe3QWjTNwBuwceyaPK8d5eKtP+6m9uxx2D6Mm+YqEdNL4Ftl8fTqdJrJYY0z\nfz6LE86bBIBsdeBwiVhtFjb9+FOePncNC++OMf2zPFc/fOTfsxz+pviPQe//Pe4BlhuGMREzVdwB\nXAWsMgyjA1hV/p6y6vdUYD9gAea5Wfpb3/CgR4dpLeNSelV1H0Fhar6X15NJ7m5s5DsbNR4dG+Nn\nEwpM37GD7q0xZv5gPG3Tggx2p+iw2zkgLvDO810Ml0r0qCrPxGKsTqepECWm9+5ipFjktLJo8t2y\nW/fnisJim8n68ksSl4fDJoBPFnk5keDawUHGSiX6VZXHhDRZTeOHNx7Ebe1FFl91AJ+fVs3EmSGC\nFgv5rQlebIP3yHNOXx/PxuNIwEtHOlB0nYl2OxdXVXGY2032+TC+89sY6kvz5rh2HBmND9/o4/xQ\niBNnmzZuUwnzGFW8ORikGJ9KfXmw/v7Gxn1mu0tGRrgwGOJkv5/12SzvOlQ2v76XylOa2KkonJUx\nmxEv2POcXlmJI6KysOwlandZqG72kEkWOPq74ympOivTaSojZnNl0uJWqvvN7mFG11kxHODtdJrB\nhUHabTYOXZNFyRb53utZDpg7D0FQ+Wz1AB+8muC1yiaufjBPIjKKKEk4PR6UXI55i9s52h1hqt3O\ndwIBaiwWPl0V5qnDzE32at3PZ6sH8AdNB6y0rjM4wzQhvqCvD7ckIVtN79BzgkFO8PtZ1d5Boox9\nap2skkkmABi+pgGLIPBgJMKB8xuZNDPEhDPacHms6LpBqM6JRZawO2XO2g7+oIOee3ex4g97OCki\ns6fRNB9emTKz9oSmcaMrxR32FFUzK/EGKikVVSyyRCpumtPINgGbQ+PdF/u568fv/4NL8f8//p15\nZH/3RiYIgg/4GvAYgGEYqmEYCUx175Plpz0JnFC+vQh41jCMgmEYPUAnf0fL1f2T8bhF0SxE79qF\n32Lhk1yOSouFBquVwTt3su4gBz/qsvAtv59jvd59m8efpoksOH0CsxULr7kKhL7bTGhjmlcSCUIW\nCydVVPBuJs3StjZKwMpUiqM8HmY4nTxdpqGufqmLhZ2d2EWR+5qazNk+j4Ub6uqY5XRSI8toQH15\nDOb9pd1c02dj7q5dTHc691mNrWzABCt+ZuH8UIhTKyo42O3GLYqsHD+eS/v7Oaecce49PsgBUYHc\nmY28l8uwe+MYVY1uFnV2IgsCexSFSouF2EiO3y7fya9f/4iHt9q4psvKAp+PJ1pauKGujplOJxGt\nRAl43FeH9kQfdpf5+TvwVA/fLA2yMyNif6CX9+/Zyr1CCr8kkdyWxB90EAlnkGSR39/yKW6/jeXJ\nJMue3Mn4PwzzVDSKqpgI7oNcLk6pT3LXSo1zK4Ms8HrJZ0uoBY1v/Xgqn777FkquxJ5NMe74Xsnc\njEJVKGWn+FKxiEWWWfV8Jx02G8d0drIum2VpezvzTung0ZYW7KLI8qfMjueqBR7meb18TbfRtC3H\nk5kAr7e3c83AAIVvVLOkoYENuRzn791L2tDxWyzcOjzMR2+NYBgF5t45jYl2U8tnEQRsHW7GhrLU\npg2aJvjJyrD8qd10b4uy6YNBVr/URSqm0L8njSiJPH/vThRd5+mWFpZ3dFAjy1xXV7fPFOcPl68j\nFYuilUqUihqCIKFpeSyySDpRxF0h4C1nuV9m/DsPjf8jWWQrEAEeLw+DfgpcAlQbhjFUfs4wZocC\nTNXv+j97/f9VCVxW+v4QoKmp6b899r3AVTTKd3Le3r37NoDlySRuyRxq/uiUDh7R8uTSKkGLg+9V\nVqKXDGbu2EFW07ihJsjql7o5+5zJHNvdyYw2J8tjSZblqjhE6WZpm9m1ssA+5vqjY2N85G2hxu9h\n2SKJTV4vmqpjkUV+NTLMwS4XbS9GOP/8yeYvdDRK0GLhKK+XtnSR9mlOmrlWxgAAIABJREFU1nXU\ncU80Ql1rkIeGJOxY2FPp4vJqC64Rlat1P8f09pIolTi5ooJn43ESmsYdUhCtxkYhkmFilZ2peYm3\nZ5g+mAOpIheXfS5XVDYj1gl88GqcdHKYlkkB1i/vA2Bmswd3nZ1IqcSqe7fidFux2iWeOt5NXMvy\nVjFEaE4Nr1osJA2F0FkNnFUYpr1UYk0mw6nTAnzySg9fP7kNSZZ48/c7OeS4Zn783B5cIQcXHqIz\nKZ1mrUvghrV5VjXlcUkSjeO9XDk4wLRnzC7z1xaN49l4HIfLS6loIngu/V0S8WtOEpFRrHa7yegK\nhoiNDHP1w0cyf1WYMxtKHO/zmW5UDujN5dCWDhJqcFPV6MIuqlR9kuKZ6XaOCdhZFdRYHokw1WFq\nCDflcsz8zQDn1E/i/l3v4fFXc1ZiFIvVzfj957A0MUxG07AIAr+pqGNoe4q+djv2wQJnp4e4usdK\nOlngtJ/tz3P37KUiJDHQHcEiWzGMAoV8joOzFmSvmfle2RfnvtZKpjudFO7LoORKGIaOP+ggnSii\nlUqABU3TkK0iDqeFwZ7UP7AU/7r4Zxf7/5XiHzlaWoADgAcMw9gfyFI+Rn4RhmEYmKMIf1MYhvHw\nF4riUOj/yzN/Nh5ncYWJWvleTw92UeT8YJDD3G7+GDDT+sdmmHSKLkXheSHLgKryQlsb/W74/JsB\nlmfT3NfUxLNlKkRju4+emvHYRZFQSmeKw8E9IyP8enSUGU4nE+JdLEuneCWR4NBdu3gmkyCwZTOO\nsiFw45nj9uGsL6mu5tb6eua4XKxa4OHdap1N7w8yb7fG72/9FIss8rZFoWJPHsdQAUe9kyMye3kq\n6iet6zwRjXJqRQUNVisfeTXCxSK+CV7cksR5GZNsuqdQYE/9eP7LW83K8eN5/KYd+Lt6KRVVTv/Z\nAVQ1uJg1z2Tyny6YUweHjQoc9/2JTD6wmvH7h7hl2MVb1S3ckY9xjTdFJlkgHS9wm5DgD756On7T\nz9Z8nov37uXA+U18/HY/q1/qQjqtkd0bx9CKOk3j/Tzyqcyq9g7uVytxHRpkaz6PZhjEDvMz7ZlR\n6lu99J1WS884K4cOgpLL7rPlszmqWP1SN6IkIYoioigy0t9H21QfN521imCdi9/tdfPI2BhD7w6T\n3Z6iIwkHzm/kj0fY2P7xKLOcTiYcWcfKdJrFxjDzYxY+yGRYfO8I9c8Mc7e9CsNwIUoSM++cRe6n\nlRQLBko+TeeWTbhEkYPcbq7QfHTLJXa3mgiiFZUlDr6znxV/6OT9qxq5WjUhA6lYlGBdPW6fH0Gw\nIUoCv71qHb++7ANabDae66hmtsvFqlSKwd49ePzVVFQ7ScVNxy63z4rDJVLb7MEwrAz2pGga7+eG\n0xf/Hcvwr4//ZGT/c4SBsGEYH5W/fwFzIxsRBKHWMIwhQRBqgdHy43+VEviviQ1le7Tr6uq4oK+P\nXzc2MlwqMcXh4HC3m9YhjYZ2H58reWpkmdVpc6D8iWgURdc5LRCgua/IpGIXyv77oxgGvYUCc3d3\nEhksgW7hc62as/Zvo3dHnO+nBkmnWrhhcJCFPh/DZRfpkMXCOcEgSxMJFMNgaSLB9bW1HFtuOvSq\nKjc6zTGXj8NjzFnQhNNjZVq0m8V+P0cEKtjmNzBe7GbObBcnGFFuqq7jqDC8Ume27I91eAh3JtnZ\nbHCQ3clTtU1cMBJmttNJx8Bu7lpRSyoWxSLL3P8yZBSFQouD+y/6mK3XNDCn2c3FFnNY+m5dYelY\nLW/V6ZwVDOJA4KBdO+lVVbqaJvDOyi4qvtPEdQXz18J39URqikXcksTXw138eCjPlDk1WDpVNuyI\nYbVLiJLAW/NcGI/vwLa4gTXxOBeHQpwaCPD5Y3s49rQJvP9KD81Pp4hKAka1E4tsRdXMOtFIfx82\nhxOLLJPPxqlr9TLU6+SKrwuc+e39GPs8y8xjGmFLHG/ARkO7j1JRY9mTuzjnB630RXZxy+Agl4fD\nPNrSwspUigeELHe9rtGVN+jZnkELWlFyOQr5Trb/UqLCqzIiiTjdXoqFFD/UJ3BNOso22cIJhp/7\nR0f52h2jjJY7jRXVTi6vqeHjSz5F8XhZePcMLu3v57TKGjJXJ5CtDgRBpZCXiPWkyfh0Vl36EYc2\nuBmVBBLRYQCqGtykYgq5TBGn25xPtdldCIKEkithc3y5juMCfCWhiX9N/N0ZmWEYw0C/IAgTynfN\nw5x8fxU4o3zfGcAr5duvAqcKgmATBKEV6MAUw/3NsaShgXCxyHvpNEsaGnCXufXVFgvn9PWRy6hs\nVPL8enSUnneGCBeLKLrOzfYgd7urqd2Vx+mRebqlhUh/hkv7+5lks9M5ZQr6/gdApp1Xmg02vBOm\nVNS4s6GBY+vGWFHZzIQ/RXhtxMbj0SiXVFWxMpVidSZDgyxjEQQaM2ZndX02y7EbVJweK51bosQW\nVrHp/UFiIzmWxSs5clkKl89Gz9072TbXR6+qcrDLxQWhEGubRHYqCsfs0SkVdaon+Ql1Kpwb3ssF\nI2EarFYarFYkQeClk9KUikXsTtc+0eWyq3YgShI3Zn1syGZp/CjNDkVhoFhkYq6HWRsV7h4ZoXtb\njHUdE7ivsZEPl/URqHaSeiHMGlklFSvsw1EPF4vc09jIt388HSVX4hB5CKfHilZWph/xWtJ0696c\n4ZqKKgCqM8Z/G7vxBex4KuxEBrOcd9P+iJKIksshWSwU8jksspU/XVbDG6cGOGDJVI7yevFLEq9M\nkbjljFV4RJH0ZDcbKaAqGt6ADeGtUbwBOy5R5BN/K8kne3k+HmdlKkX/d2s55nvtlEoKD579PhZZ\nJh13cN5NU4gOlzAMjf2/5mPk2nb+JOdovakLz/W76HpoN/cqASRLEcliYLVJHPCLaVwZDjN6Qxv7\nHeRmYz7PsfcPM3j1TkpFFVEUKapQKim89uh2wj/ZTLFgEB0y5RYuj4zDaSGTKOz7eeQyRaw2CVU1\nr71Y1JEsxb9nOfzV8Z9i//89fgT8QRCELcAM4FfArcB8QRD2AEeVv8cwjG3AnzA3u+XARcYXwpq/\nMV6Ix3k+HkfRdZYmEvuoBrcND7Nj4mTWNol4dudQdJ3JB1ZxSWWIBT4fG+0l3n+lh00fDKIqGqf1\n9nKnmOSXJT/Ln96FowR1Wz9n+WCYb4/IHDC3nshEJyvLg+nvL+1h7Lu1XNYEU+12zg8EKRkG7TYb\n8/bs4Qi3m3tLCS7u7+fMykqmL2zi8ZQ5F/lNwUlDu59Z8xp4e4KEP2jnnlyU+xa7WRSTcYsiF24X\ncW3cyPJUilMDAZIzPLxdyhLZnSQ93snWfJ7He0LsVBR6VZXucZP4wfsquqaRS6cQJYlgXT1Wux2L\nLPPKI71MuW2YCfPreW7cOMJTp3JuMIjTIzN9eYLRcIbPVg9wSlc/65fvZcchbiRJ4DiPl2Kzg1Cn\nwnyLC0XXWZPJcMPoMM9MgEfXSticFmTZtFyrPaOVgXkBPlzWx57NYywZGUHXDZwemcSYQvzkGlLf\nqiEdV/AF7Kx+qXsfEdXp8WJzOImNDHP7ZgvTHQ7WlLE4K1Mp5rhcnPvYEeycMoWuh3YjfBBlzWu9\n+4CLaqHEkR4PCzL93DXfikeSOKOyktMVJ8U5FVxw8xwAjj+7BYB7fvIxhXwOp1vmyv1Mtt2UtWms\nNrP73PV5gtd/twMArSSgFjQ+u3ELV7/dwEFuN4VvVDPJbicVM2tjuqaTz2bwB6swdIPRcAa704m7\n7IOpaQapWIFS0fxQssgiFlnEapMQBLPAL1tLJEYLWOQvV7/1N9IvvlLxD/3kDMPYVK5lTTMM4wTD\nMOKGYUQNw5hnGEaHYRhHGYYR+7Pn32wYRpthGBMMw3jz//V3/78iaLGwuKKCKQ4Hh7rdHOX1ckzW\nyiUPx+ncMkZG11nXaKr9YyN55nd3clVNDeFikcOOb8HpttK9NcpRHg+Hr0ghNjoYv3+IaZ07WdXR\ngWdRPRZZZG5f5z6W/1yPh0sP1pntcnF9XR2nBgJcPTxIRtfNrEeWOdjt5gd5F79uaCD/6iBb83nO\nCQb5xg8no2sG9wZy5NKmRdybc+wct1snq+vc5kzz5pjI7RNLTC2PVhUNg8NdbvYfBa3VSeXeAnsK\nBRoru3iupZVf6Obgc3iPhChJuP0VZBJxYiPDpGIx3D5zIem6zsMXfsTgshrO7O3l2tpapsypoWVS\nBdLXgnww1YpfNu3YjvJ6qT+5iWuGBnk9mUTXde5IRbi0upp2m40GWWbRBhVdN5AkAX/Iznu5DPsp\nEvKTe/dtXO/GQ3xgVYmN5Ni7K86CMkGkpOpkkuaCbRpfQbCuDrU8zylKIrs+K1J5b5rFvQJBi4Ud\nisJwGXL5+NgYE2dWMdyXBkArapSKOkd/ZzwJTePsxw1u2T6HB5ua6LDbOVEZZJbTyX0/+xCr3V4e\njB9GVRQcLjcjV7Xx68ZGnswEWPfmMEXVgpIrIVkM0smCCT/0mtTf6GCWKT+UKeg6c1wuSoZBVYPb\ndEGygKciwEW3Taau1WTxq2qOA4+uRFVzGLqB22dKOAzDSiapomkGFlmkslZCkgRyGTMTU75kdf+/\nc43sqyfhxaTEtttsXOgI0FUomOhhr8aFtx5CYaIbRdc5IiLyaEsLj3nznFpRwZKyocdAd4oVCzy8\ne4iTiXY7c08cxyvXfcpRDPKdcoF97u7dPOLPc26ZXnHd4CBBiymxiJRK9H00SovVym11ZkHfIghU\nWiwous5bviL1SYPGE5tosFq5LxKhf1ucm5Uoz8bjCKLppXhzqJb2aZXMcDp5IBJhtl/ljpSXZ8eN\n46a6OhKaxkbFRDc/EY3SMgIj06bxSryS3ZsiaJrB+0t7yGXSWG1201ZMtuINVO6b8XO6PWWgn8xn\nq1dx2MMF/JLEu5k04w+som64xPmhENv94zhgbj39y8LUJw3Ojtmp/uMQa5tEjvJ6uWjv3n2eBh8d\n7KLyjBbmLGgiFStwpNvDOy90YbVZsDtlerZGySQL7D8KtrNamHxgNfXveniothHXeeMIVDsRRNOc\nNjZi+oqWimrZLFklFYvyxhPdjLuvn9kuF4vyds7S3ExZm2ZsMEupqDNxVoiZX2+kZVIFVrvEQ7WN\nnHhzB7Utu3GLIolSiSdbWng9mcRqlzjo6GrWHuZixm9mEqiuoaqxifXZLO/86BPe+uMeJEsR2VpC\nEAU0zcBml0DQyaY0PBWmJZ+rT2Gx5ObtdJpIqcTMa6fRPm0GegmKhRQ3n72aga40gmgeH9e+1oOt\njD8HUyBtc2i4fVasVidaycrYYBa704IgChiGhud/QYLxH0Hsv1AoZUb/PbkoDVYrl1RV0VkocFd6\njPP27uWnwSpauto5avduSobB6nSaEuCXJOrHeTm70+w0/ijlQsmV+PaPp7Fq/HiO32OQ0DReb2/n\np6KfX4+OckqPyaO/bnCQtKbxh2iUO2pNw5OLwv2UDIMZTidTHQ7eTafJ6zrBjyfz69FRImtGsQsC\nZ1nHuKWmjtfb24kOZTmrshKLLHJefJCT/X48osgnw0107B/i0bExFMNgVm+JtpzAy8kELVYrWGP0\nbBpjbDBLVYObl37bR327D2+gElGSyCQTWGSZ6FBnWVCa3SdxcJY5XaqicOuZ79Jut3NCVxe3y0n2\n27aNdI2VVUe49i26V6pKnHjBFOpXmM2RK8omyLYXhnCJIo61cXZvHGPG4XUM9KQwTjFVNME6J9MO\nrQUg3Wjj8JxJz111cITXH99B9qFuBrtTePxWwp1JLLKVVCyKrumcd9OBXHDLVLi+lYtum8nhC1u4\nJevj47f7eeaubuT51Si5Eg3tPob70kSHspxUFWdaeA+/vWodS3/ZxbN3b2ZTPr/PZWvg5u0UCwYn\ntmcoYTrVO9xZxl/i48Jl1bi8EokxkwNmtVuoaWrD0A0KeYP6Vi+yFQr5JKIo8NTtn3Hfzz4kfPVm\n7CtGmS7a+MaZ1n1zlIah8a3zJ6OVzHqYrhuIomCKdWUJp1tG1wycHiuyrYim5TEMK7LdglYmX0QH\ns1/quvlPRvYvFpdXV5PRdRyiyEKfj4FikbCq0lUo8IfWVi4bDDO19QPmejyEVZWgxcL1tbWc7vAT\n8YrcP67EXLcbp0fmKUuWaIXE1nye/Q6vxeg2SbN9PoFP2yYQsli4rLqa0ysrkQUBv8VCu83GnDLB\nYmU6zSynk5MrKvhZoIqRUgncnaYkYGYV31IdnFJRwcF7duHZniGXVpmzcyfL0inOD4XwvRmh0mLh\nyPoBSobBLb2mDm2BPMKdapy5Hg9zXC5m+1V2jbMSrHPx/L2mTG/7RxolVSWXNjVIuq7hCzaj5HKm\nvKGgYJFlVEUxpQ1l1XzPG6as4p6GRn65VOHZWAxF17EtqOGoeB/zdmuMDWU5dGErvg0p5ml2pm9R\nGA1nCDw9gKYZFIs6vTtiXGhEKDzeS8XpzdicMi2TKujvTPLZfTt4/Xc76NwSJaPreAM2lFwJb9kN\nqrbVu+//s6qhkRV/yNJFEYtgTlzUzgkRmuxnpN+JaMnwzo8+we2z4g/aqTim1mSqdXTw3oQJVFS1\nE6iupeu/2jnM7eb9Sz7mwYs+JpMs4A0EODcY5KqaGgCEi8bxwU8/Ye+uHWW2mg1RFMhnRCID3VRU\nO7ngVwei5EpY7RJaSSCf1dHKHqN2p8yn74xx6w/f5a70GH03dmAYVlzeClMcrebN42NJ2Kfi1zQH\n+VyJYJ2LTMK0jrPIIqWSQrbcABDKm96XGSLCf2Yt/5UioWnM9XiwCQKRkmkF1mC1ktBMHPI5QdP7\n8NraWk6uqGB9NsvSRIJwZ5LV6TS9qsr1Q0PYnRYmrYizJpOh3Wbj1J4eqhrcNCcN6sc0XsulsJRn\nFg9zuxkuFslo2j7e1Aynk025HFcODDDRbufhpDksPaN2D+uzWfp3x2ka2c3iigpmuVw8UqMyNMHB\nkoYGKiSJw11uKk5ooHd0IgBPx2LMDmRYk8nwoaeZ5+NxzunrY4Js45OMygynE3/QHG5WsllEScIw\nolx413QuOW4Sp1/ZSklVscjyvmzMarfvE5qaYzJF5jYlcEkSd/34fR7/tpcHxsawCAIZXedYn48r\nqjN84tdZt6yXob40K5/rZMM7Yb55zmSUbImPZztobPcx4aQWdioKJVXn0nCYcUfX4fRYqW/1Eh8x\nMx1BFCg8tZf1h7sBM2sDcDhlCvkcdpeLed8OMOMSL11/7OHBSIRxUwK8fMOnbHsrzA+uayYTN6hu\ndPL5uhzhziTilhR2p8xNQ0OkPouROFvk6B+5ubS6Gs9YkZ88eiSBmlouvv0QxJ/XUzIMFnZ2sjqT\nIa/rqAUNXdexOZxkkiqZpIqq5nC6rQA8cM16osPm5u/ySjg9XkRJ2McM8wYqqW0Zh/Hznex/3wD7\nHVSBqijc97MPcftMLv8XfSxdMzD0DDa7RP+eNGpBIzlmkM9oOJwW1IKG0yPj8dn2TVl8WfGfYv+/\nWPSqKmFV5cjykWlDLseDkQhPtLRQ+dEQwXLWdFU4zCX9/bzQ1sZCn48360x+1Fy3myUjI2z/ZJQD\n5zeS0XXO37uX+xobUXJFEmMm42pDLsdEux2fJNFitZoOQ2Un7zWZDN/r6TEdya1WJmzuIavrvLz9\nMDb170+L1Uqg2kmj1cr1Q0PMdbu5uaJmn6fmwU4XJ/V0Y6yJEptaZGlbG0sTCdK6zup0mjfdKnZB\n4PfBRsYGsxzpc5jKdlnk2NMbcPv95NIpOqbPQ0aguybN81qGXCaNKJojrMHa+n2yDIDB7i6ufPAQ\nnmttZbbTicNdxR8tNXhEkTvrG8zBea+Xx6jC9sYIY0NZ2qYEmDAzxLRDa6locDFnQRPWu7roq7cQ\nUgX2RFqx/bCVh/pcrH1oJ0/cvIFAtZNHfmCyAjYv8KNrBk1PDmJ3Wti9cYxcusjW9cMcMLeeQE2J\n9cv7GCuVOOasidz/uVkQd/9kPJVHVrM6nUYQzMaBzZGjc0uUybOvYd2bUU5ZmSdwQIAzRA9SoogF\n+GY6zNxdu4gO9RAbyXPf6ChTHA5arFaCFguxn21BECQqqiQcLvMoLUoCkiSQGMuTGC2gFXU8fhkl\nV0TJlTj8m1WE6swJE0H0ll9jbnDJmELX5wVUReFri1pRFQ3JYuCtsJPPCtQ0eygVdXLpIrKV8uMq\nngoZrWTF7rRgtVlIjOUp/i/AFf9da2RfxX8zm3I5hotF04AXB132ArfW17P59b2cNV3g8TKv7LSe\nHi6rruaU7m4W+ny8EI/zcdsEChaNl+0JftKapzE/QoMss9Dn48zeXhb5/bznyrCkoQH7mMKZlZW4\nRZETurrYUygwx+WisUy9uL+xkSkOB+fv3cttzRXM36VRf+g2Omw2PslauFqN0m6zUS/L2EWRHqlE\nbdrgqpoaLgn3s9Dno2Oen/DHEb45YrpYL2loYHM+T17X6VVVIuEM+XEOllrbOGjnTl5payMYtdA0\nIcbsea1sWbuJ1S+J2BbUcOjuHMGrJ/L4TdsQJYlSUWVscABd17nitwezPJsmj4Hj5WFmbS/hDlbx\nxE2f8X3gseY+sskw2lUdvO4s0rSpxEkXtTHcl6b64BA/6+vjonSanhe6mDqnmv5ikevHhtju9tH7\nehxrg5tEJI/bbzXxOKe3MzBriNMCVbwTMo++mYS6DyI4br8Am9eM4PHLANhKJZYmEhx2Ugs1soxR\nNpP50wXr8AeriEeGiAzkcXq83Be9hQkHONj2UYruK9bz8zPchGsncE7fXp5ubWVNJsOoEWNuMcxt\n9fWcstnGBW05xDs7AZAsBrGRHBZZNAv8RR2L0/xMLxXNgnwhL2EYApqmsOKPu5EkAafbrOnJVrPD\nKEoCgiCh6zreQID3X+lBEAUcTgtKroggQLFoI1jnIp8rER/JMX7/INGRPLIsMprM4PJWoBZMAq2m\nfrkb2Rc1sn/H+EpmZOcEg5SAawYH+VhQ9o3RvH+g3Wy/22ysTqc5zG0eZxb6fDwdi6EYBh8Usryl\nZznS4+GK6mqOcLt5IR7ntECARX4/z8XjnOw3GfR+i4XrBwcZLhY5we/ntvp6jvR46FVVxsoL79rB\nQZ5oaeEEv5/HWzVuGx7mmD17eC4e59eNjcQ1jRficT7P5zm7r48hj8ADkQjzlptH3MiWGFeGMvTG\nGtjpbOU00cM5wSDHRSz0NkzgDEuET+/ZTmE4z2PNzUzfvp2Vz+0hOpRlz5YoE05qwe23Yfs4gdVm\n4eWHTBSO2+cnk0wgShIHLpnK8myaRlnmxds3susz0yBEyWU56cLJpG7sYGxwgGTUnEv0SRKJsVHS\nNVY27mfDm4fLNhjEH+6istpBaEEdj42N8YstIqe4ohy+aBzrVuzF7rSQihUY7ksTtFgY7E6x7Mmd\nhL7VSGwkt2/zSCdsdG+LMXhDG8feMosTztuP5k8yRO/YxTM/WcebqRSPjo1x/eAgx91/EPHIEIZu\nLkD/L5s5zO3G7rTg9HjQSnZmOJ0M9aV5dtw4FnaakpkLfnUAP/29yM5LN/Lc9ALzl6VIxxQEQaJU\n1PdJILSibh4FdRt2pwVdMyiqFvLZDL5KEVkW8QXsiKJAqaihlczh95pmDx3TZ5G6sYNcOkU6EUW2\nOpBlkaJqHhldfhvpmEJkwDzmV1Q76d0Rp6iUiAxmzU20lEbXDGwOH26/9UtdN//Oxf6vZEb2dCzG\n8mSSTZMnE8oZePaI3D1Oo1aWeTYe5/SKAGpBY6U1y9pMhtMCAfySRMEw2F+xEPfZsAimU8/qdJpl\nuSr63x3mELvE5IjE1yttfKd5BH+ZXnBmby+X19RQMgz8ksQCrxd7eZrg87zpCrQ0keD6ujrCqrqv\n83hqdzcOUeRIj4eCYXBnQwMPRiKcVlnJr4/Kc0vKwRX+OKWSQelQH1vXDXO6MEpC03hZr8bpsfK2\nq429CxIo2RJTnXbWZ2t47hSDg95I4PLIKLpO/EAfx7x9MJd1LGdc1uxWKrks3kAlp19ZSyqm8K5c\nYNbOnfwm5QESWG124qN7iUycxRG6To/PjyJnGX9jN6WiTm3LON68egP5rMAvf9HErae08/DV65k6\np5r3/msT54bsrP08wR8bJnE4nfzuuGZaJlWw9o0+BrqS9G8aY8eno0iSwGBPilJRJxlVaezwkIpH\nGLhpPBcHg1RnDLzjTe+AuSeO48XfbifwYYLDZrvJ6DrTrXaWCRIzjqimabyfM0dHeW7cOAoumQt+\n1cYl4X7er67nqXSc07Fwd2OjOXBfKhGKDOGpsLL7p5sxDI2LHp3L0kSC7K27yKagkAeHy40gFqgf\nN56R/m14AzZku4DD5SCXVrHaTWKtWtCwO2XsTnPJRAazqMo2gjeJ2PwyibESpZKCoRtYbSo2uwtN\nNetkNoeGmnchCKZ8RMmVsFjs2BwamaSKy1uBy1skFftyTXq/KPb/O8ZX8qrOD4UYaJlEWFV5oJDg\ntckSWxWFjK7zbCxGf6nIBSNhViSTHLtBpWKkyHuZDI+MjRHxmhtQZ6HAu+k039sBslVkvzk1eAOm\nU/V6NcqaTGYfF2yh389wschYmUzhFkWejcV4ZGyM2U4n+1ntnFZZycV799KhyzSUj54AjxRMh+rl\nySTDxSLhYpFPslnTwq5B5uJQiEV+P4lIntZDqpniMDtXFlkkLRl8Z7CPkXAGp0dm3nAP6aTK/i9F\neeVoF3anheWpFEfaXPQdvxG7KJJLp7Da7Tx6toXqxjQjeok9LoPh24a56xkbqZiJIxobGsBTUcPy\nVIr7R0e5/0zIppK4vQFsDidn/LyZ+b+aySV3HcgFUQeSDl+7bgaqonHcGROJjpi2Zq//roufLS8Q\nanBjd8pkkyo//K+D8Abs1Ld6mXtiG4FqJ8moSsf0AFI5C/rOJ0Um2u08VEqy5OL3WPlcJ8/fuxUE\nnY/f6mfg8k3kf7GN+674ELfPz45vBHixDZ5VTG3fm9NlPn7btFXO/fz2AAAgAElEQVTs3RGnwWrl\ngWSU+0dHmWC3M/5eUzibTZvZkK4Z9K0dYahYJBlVka0lswlSULDIIqsXZ/AHTbdzTdUp5CUySZVs\nukipqCOIAulkAbWgoRY0ZFlEKzlxerzks4I5J2mYy6mQ1ykoWSSraA6ViyLZVBxV0bDaJJxuK4V8\nDtluQbY6sDudpgnM/8Im858a2b9QDBeLWFwyimLQsXQM13ebaLfZGC4WebG2hQgGc1wuNuRy/Lgj\nz4/cKjU5C8+P1bGILnYqCrOdTiKlEm98rZ2oppH7NIIxuwLrliLnN2aYYXXiFsV9BNoTypvZ0kSC\nrYrCrfWmdqpXVblsMMxORWF9NktPbS1rMhlmOJ0MF4tYDYkjR3R2+jzM9Xg43umlnxJLRka4dXiY\nJQ0N1Mgym1WV/QZy3FNdz+3yKHs/TvCuN889WiXOmTIX5EdY5Pfzm8l5HpnTwcZCDLtTJq0VUHJF\nnlLiVN7Sic0TpGWyyD3bZc47QMHf1cXboRY+VJSy1sycx9Q1HSWXI6O5mOvxMEPT8FWq+6QaX4D+\nNM1AvWkSU1ImgLAC0y39R3OP4YEPPmU03E8iIvLHO7Zz5MkNJMbydG6JMtiTZPb8Rt4bJ5J+OVwu\ndJumtQBr3+hn2yejyEqJ7BcGHBYBDJFUXMHlraCkqiTGMlTWVKACiVKJ+4MlSimFe+saWD4nzfUu\nF52VBZK/68L/3XreDNfxQpuD38tj++pfoCNKAm88uROPz0ZetpLPqmilGA3tPlIxhfprdzPmkdFK\nAnMWNHFzm8qBv8qBIVIqmplVRaiWfDayL6tSC1GEsmmI1erEMDR0zUCySGilEtlEgYoq84OpVDSL\n+6qa4wvZayFrNgCKhSipWAG370s+Wv6TMT6CICzAhKtKwKOGYdz6F48L5cePA3LAmYZhfPbXvPZv\nja9kRhbqLXBpOMzFe/dSf7pppHtwv8HkN+N8Yii4ouYMXdBi4c6GBu74P+y9eZRcdZn//7p1l7q1\nr71Vd6fT2TdCAgTCZlBAQFBAYYSvIKigIMwAAwwgICBBQERBBUFRQFABEUFAUBajBBKBQBISsnUn\n3Z3eu6q69rpVd/v+8am0zpz5zg8Fzpl4fs85dXq71VXVXfe5z/JexsY4JRZjuEvmk5EIt7a3M8vr\nFVvGXI5Hslmq+0d4sVDgWy1Vfj1zJlFZUHZm6ToH+IV6RNqyGKzXOS+ZZHWpxNpymeWBAIcFg9zS\n0UHfPvtMJSfLdTkjHmdXm8zNwSL3TEywvlLhj7Uyz+Tz3NvVxa87uxl6ZpDia2nsZ0dxHJc19Qqf\njESQj2xieTDIR2q7eVYz2F2vc+e4YBQcPdHHyVscXv1dHwcHAjx137t8MhLhnOsPxHFsPvL5Obxy\niJ/nZ88WCrq7tmOZJsFIdOqq77oOiqqy1RAzxs/ulCjlcziOQ71mIElefIEYuB5Oi8VYUVJ5OJtl\n3v7NjO0uce6CTSz+WgrrlvkkUwGWHdXEi4/uYMnhKX5x+9vofjHEL127mVq1gutq+EMadcMm1R3m\nuDNn88SXkpQLNsuO7EDVfETiOu0zgji2S3EyS80o03/jbP7lm3NINmhiQVlg/gCG6nWCHg9RWWbu\nl2ZxejDK4alBzunr4ysrZ+M67pSihOtIJFr8OI4zpZ8vKwrjg6UpS7Za1UVWXMYOCnNbIYwsS3TO\nDuE05mnF3BjJtgAejzTVYoZjTZx4zgKq5RKu81csmGhJLcYGyuQmqsxZ2kQkKZJIMV/DH1LxBlQq\nJbOhGPvh1xQf5Iysoe58F8JgdwFwekMF+m/jOIQ4xGyEvuAP/477/l2xVyYyPaBw+U6VK1tbUd/M\ncdU6qBTrHH/WPGaMOziOy6gpktn6apUz4nGezOU4pNiP0eDLjVoWp8VinBqLcXtLO2vLZVpVlWMi\nIqGtr1b5ZDjCK6USZ/f1sbpUYtA06dA0VjVI6m9WKhyk+1ldKrHFMLhscJCoLPNAJsNXjSCn7NxJ\nq6pybDjM2OxFwnFnU5kew+CaoSEev2sj5aKwGvOFNJ756Rb2rSlcPCgULiJrcrwW6sJwHEIeD2vn\nzeP4N2p0aBozFsYZ/3w7y4NB/nCKwMoVsjVyExPcff5aTovHeSaf57ymJn78bARFVfGHwkSbmvHI\nMpIkHJQeUM7nnGSSl+bIKKqGx+MhGIkSjEQpZLN86br9eeWmDRxb2s1vps9g09pRhnoF0b789DAX\nNjXR1h1m2twYgZsWcedsi0M+0YVHlijn67TPiuAPqTR3dLJjQ4HdPXk+dc4C/rRQ5Sdmkv2OOJLX\nX9iNZdYp5WsMbM9NJYOv3fcxTohEeL5QoEPTUCSJY8NhftDZSSFrYLou6Yb44/OFAg8VJ9lRq3Fe\nUxMrdmyfWhC0dHYxunI2x54xF/nqeSA5jeQkKqBK0UT3qwTCMqG4zsZ/X8efn9xF4KZF7O7J45El\n4i0iIQ7tKuC6Guff/RFRNZomT/14K5LkQfK41KoyLZ3CsGT6/FhDzjrKljfyjPYXUVVPo8pzKOdq\n+IMqsRY/gaiXasVi5Rc/+6GdNx/wsP9AoMd13Z2u69aBRxAq0H8bJwI/c0WsBaINaa/3ct+/K/bK\nRNa3ZZKPJzO0qCr7fiTFjEUJZiyKA9CUCtCzMcM8XeeKVmEVtq1RdXw0FOLsZJK5k/BsqpvLWlvR\nPR4cx53acPYaBqfEYjxaTpDa9A6PZrOckUhwZWsrMsI4ZKthcEIkwn1dXRy9U8hej5nCwOSedJpP\nbrTY2exhna+LW0ZHqbouxwztRB6tMWdpE4OmyeMzZ/KtY730H59geFdBbMcuns3rL+ymQ1WR+iro\nfoU1EZtT3QBnPlGk+HqGDYeGuKylhfRImRZV5btjY6Qti9BDg3i7A+h+ccL99tKNUxVkKTeJUakw\n2t83NSOLt7Ri1es89r1v89qlG/HcPAxAvSZa0FmLlxBtauLFR3ZQ+7cZ3JBKkR2rkOoOE4ho/P7h\nbUwMJXj1J9twbRevX2HlyAibDIOPT/Oxac0oo/1FqkWTaNLHsVe2CkMRC+5fuZFZXi+O43LcmaJt\nsy2LaNKHpstYpo1Hlji5bydH42O/HeaU6u7D2SyjlkXPxgwHB4OEq3BsOMyLhQKW65KxLB5vaKK9\neHUHn71oPuXCCAf4/RS7dS6IJ0m2dvLFa5fhC7jIsk+g+2UhN23XHby6TDGnUL12M4fcsWxKlULz\nyiiKABff+aU/IstVzFoB17XRdB1V8zU4pBXiLX6GdxVo7ghSq+ao1yskUgECUW9DXNGL0thwZobL\nuLaLbTq0dYU+tPPm70xkSUmS3vyb25f/y69rB3b/zdf/neLz/+uY93Lfvyv2ykS2oiXDre3tnNDT\nw33pNHdGymx/O40rwY4NaT7WIpLcUAM421evszwY5IRIhDmmgj+kUjcsrhwcpMX2kFdcunMuRdvm\njESCkC3xCX2cqCyztlxmltfL25UKX0020aFpfH3cz4W7d3NOfz+bqlWWBwKsr1SoOg5Xtrbyla4y\nVwwNoekyN3sS+CSJl6bPYnPURfJ6WFMuc0pvL/d2dbHZMJAumsn4YIlNhsG+p3TTV6+zpdXD2L5B\nMWvrL+L9cjehAxNc9HYn1wwP070kyTVDQ1zkT3DuSzXGBgSXtFouEYxE0XSdz40qDau0GO9elWLx\noYcTb2lFUVUqxQL1egXLNKlVK5QKWSSpDpIDksObL/+B7gUKv/xMmLRl8VFXxyhbDO8qcOgnppNs\nC9AyLcv0+TF2bs7w5I82c/tzFrdvUHh5pManz19ELl0l3uInPVLmoX99Fcnj4pE9BGMSmy9/i7ui\nFW48+2XCMR2PLJEeKSNJXhRVJpJo5suvmPRvy7Hmd/0cfv84axuCmkcEg7R1h1lTKvEnqjwyOcl5\nTU18ZavDDzo7OW5VhcdzOZ5t7uIvf/AgK2FOicWYpetkxyrkM0P8JlqnmK/hukbD8dtmfLBELl2l\nUjQpFyZxXY23v/Y2dcNmclyobdSqFbw+gT/LZ8Twf8/A3rIMzLpoe/OZOl1z92WwJ09rVwjbdHBt\nl9xEFY8soekylZKJ64o2M5+pI6se0h8m39IF13Le0w1I71Fpbtx+9OE9sfcfe2Uiq+93Dy8Wi9zZ\n2cm5iSQHBYOoy+NsNQw2zNG4IZWiSVEYNE3Oa2rCdF1Kts2hRYVASCWfrTE+WEb3eLh8YpieWg23\n2csphnAsP6a/l575C/mt2cJlLS1cOTRESJb55tgo0huT/KFbmpJz2bpwIeurVe7v7GL5pjpHBIO8\nEOzkDy3TCUS8qCkfB2Y9vGPXONwbYNvaMfpmL0D3eFiq6FyaD/DRIYlgRGN1qUTasriwqYl9cxLT\nNY1WVWXT2jF8vxklbVn0f7TIyT+a4GffEIoUtYpJ35Ysmq7zs28MEEkk+T83z2VyfIxHvruBOd8c\nwiiXuaeri3dfX8vWL3rY9NUAmq6j+0KUC3kueeBj+INRAlEviqKjKDrT5sxHkhawyOejxzD4rVvh\nOi0n1G5f2E1qRhjLdBjYJlrBprYAR502G6NiMbA9x+N3vQOIxcCSw1O0TJvD8mOmMXzDTIGetyTi\nX+9pCCyaU6Rq162RS1fJZ8Y54tMzicR1PnvdAZzwxfmUbJumZyc4b2CAQEjl6HCYj8l+TovFOBof\n2bkhjptUGe0v8vP2Lu69ZiNLV9SJXzuNhzIZ7k+neeanW/jcf+xH2rJYcPt+jQrQoZAVnEeBT1OJ\nJn24bg1vQMz6XLeG62qNY9QporfuV7Asg3xGSH+HYzrJVADbsujftgGAsQFzCqPmOkICyChbqJqP\numELonnAg1eX8Yc+vIG/CziO+55u7yHei+Lz/+uYD0wtek/slYkMYHe9zvP5PMf39vCXUokV27ez\nfOtWft9wHtc9Hk6JRunOuTyhp7itrZ2nfAauBG1dIabNjXJ9KsU1bW3MrwiirJoSXognRaOUJZe+\nLVnWVyq8UGii5fk0UVmI750Si9GuaTw+YwZvViocFQrRb5sEoxqHewMEIl7y2Rq2abOpWqVWsUgq\nChtfHSE9XEZRPdzX1YXjuKxrl7g0mGPBgS3M03WeyeeJKgpnGiO0qiozN22ieHoKy3Q4wO/ngXSa\nk768kOzoCKtnzWHn5ixmTSU7PkzdqOKRZe678A1izS34AkE8Hg+lfI7S0CeIt7TyUDbLdcRwHIdg\nJIqsKPz00o3UDYPceG2qsigXdrHujy8w855BDr57hPEbNnFsOMxRn52NR5bYtGaU4Z2FKaCradq8\n+MgOSvkasuohGPFSyNbwXjqbXLrK6f8u2uGjf1fg3BsOAMCxHRRVaHUJnJYYePsCQfxBlbuvWEf/\n9hybqlXeicOoZXHQ/5nFafE4W/yCynVFdoSE7eF7xiRb/A7ydD+HXr4PT/5oM5d+fxnnBibZahic\nmUhwyBaTKz6lUcwaPJnL8aX+fpqvW0QgLFRt9xgQV4ommi6z5PAUpmHhDzXYBz6xIKiWxVDfo4j5\nWigiwLSyKpJybkJUZbYl4ZElsan0qxQmDcIxnYHtOWpVGbMuPES9PhtNF48949pFH95J4woYynu5\nvYd4A5gtSVK3JEkawurxt//lmN8Cn5dELAfyDWOi93Lfvyv22kR2XDjMD6ZN48mZM7nR30SnpvHM\nrFlYrktHQzvr+UKBK8w0T/gNfjKZ4aLdu6mVLXqtOtvcOiXbJlQDb1KnNlqlp1Zj5cgIrQ3J7FdW\nBJnu9TJ9foyhYxK8VCwyZ2kTVw4OcoIjkt4hrs6qYpFtj+5CUYWG/ea1o2xeO4qmC//LWWmd5/N5\nyssiRD6RYnhnge2/3EVZhSuGhninKtqNZ3I53qxUmLAsLmxuJrlhA392UhzYY3H06XNwbZdNhsHT\nPx1BDwT41+FB3lniY+GtCwjHmqgUixjlsiCKe3X8oTCO4/CJO5bSMn4TlVKRqx6E39wzQqVYwDJN\noklxEmu6TnPHNIJRsanMjAoBwoXLW3H/Yzbn3XQwQGPLJ7BU5ZJJvMVPuSEMqGge6oZNOV9naKeF\nJEWZs1awCN5aNcTyY7pYcGAzP77+dRzbIRiN4ro1ZNmH1xeZUk+t1wzMusJBxzSza1OGiV/0k7Ms\npmsaFw4MsEjXGXlwF4brcpUjwLQhWUaRJN6uVlk5MsLCc2Yz2JPnztEgJdsm6PHg8UhMVIIklsRZ\nNWcOPS2zWfBOlVxmdIoU/sI5zXzy3kMp/2s31U+2cNRnZ3PeTcuFWoXpEG32EghDLi1oRmLbKWPW\nwR+MTokjyoqComr4gyIJVkp1wjEdy7TxB1VUr/ib7SGKV4qCTzr+ve0f2jnj8t6S2HtJZK7rWsCF\nwO8RfraPua67WZKk8yRJOq9x2O+AnQjrxx8DX/2f7vt+Xttem8jerFT49tgYWw2DfFgmqSj8YGKC\nUcvCcF0W+XycEY9jOA7P5vOYroth+tit2OgeD7N0nZxtM7yrgAIUsjXm12VWl0o8mctxViLBRVKE\nM4cVZg9tFwYjjkNNk7g3luLy8jgr/EEqfomrm1uZtThJc0eAvxgVDjiyg/6Px9H9CqFdBncuLKPe\n0wdAbJdBKV+jpTPIhif7ODOR4HmzRSiGKgpvlMtsMwwMx0EGWvaJMTlWpW9LltxElbMSCWLNBoXJ\nCc5JJvlcIErklUn2PSxApVjEHwpTyuc4/d87p/Tk36xUeKskhvu5iQmhKBuJYlTKHPM54dZn1esY\nlTLZ0RFCUZWZ+0RpaleY8fEUny56OWt8N6OWRX6al64vz6a5I8g+y1s44tMzOPPypZQbyqey6iHe\n4icQNsmMDvPyY71YDQ7h1nXjQkba9eBRwHVKeDwSrisclZyGFtgem7W6YfOpcxYgeeZRvWcnl8Sa\n+Pn0bs4bGGCwJ0/his3sbpK5tDLOUaEQy3x+VEnis/E4PTUxe3pjgYYFHLVjB7+eCcUFnTyZyzFq\nmlxVT/PCLwcIRbyEYzpdKxfzpaRwgbJcoU23cZ6XJ364iZohMGKxK+bxx/NbWXddN4u+tR/xFj81\no4yqQaWUE6qxskQoqqJqFo4jhBr9QQ3VmwCEXn8pX8cfVKkU66i6MiUZNLb7Q0T3ux9oa4nrur9z\nXXdOQ/X5psb37nFd957G567ruhc0fr6P67pv/k/3fT+xVwJiQYBigw1M1Hn9/axMpSg5Dm+Uyyzy\n+Xh8cpJLk80cGgzSpChcMTTEdD+c0VCsOCeZ5IRolLuiFeZlHK5xhpnYGkT3uhwVFgoHUpOXQ8Z2\n8GImyRlKntte97DC3MYno1G+39xObqLKaETiyXKO1NtpClmDprjOPSmxGBgfLNHUEeT58X6uWCRO\nrnjRIhLXuTlZ4YhQlBv7+1nRG6ZvyyTnHJ0UUtrDwyx7LsddJ07Dcl0CR7cQGaxzbmWUj33HoFI0\nwPXwytVvsdab4KOfibPAgGVXpbj6FYdDT5jDL78jlkIeWeZUOUh9jo9gtEAy1U56eAh/SLzGkZle\npl03nRNDEb5/2Qbq9QpGBVRvgnCiSu9zQ5TyNU5OVwlGDDZmB/HqCoWswWh/kexYFd2vsN8R7ax+\nehczFibQAwoPHefn4FsrqFqQXe/mGOkTUjkAgbBKIWth1hVct4YvEKNankTzahgVo6FKIWzSfnrj\nGxSyNXS/wh2XvELNsLn1/EU8PtmHVw/g21Bg/1l+Og2Jd9wqi3SdlaOjzNN11rsVjLrL8ZEIZ8Tj\nrLlyHQO3xThuTOWBy19lYUwnV65ifH0hJ0Wj5GybvrpQHWlVVWZ5vfzpktexbZfP33M4j09O8vNM\nhiV+P2eNqTxx6zo8HglV8+G6AEK2u1w0URQdUAjGJEqTLoVKFc07ilkX7V0wok1tSnMTVRzHJdrs\npVr8cGlK77Ft3Otir01kT2gpOkcKPDRN5wfTpjFd07h5dJRTYzG6XIXnXJdLhgc5KCjaw6V+P8/l\n87SqotS/sLmZ3lUjjM4wsVyXU2Ixbp3WzPCuENsUhY+GQtwyOkou38VPZhX51XCCtz6lcni5zEOZ\nDH014TLUM1ZjZXs7fafobPr+Nk67ZAnnekWCHdie4/szLc5JJln6qTDr0mn+0C3RoToc/7MCiw/1\ns3nRAqbNkvlWOc35FZ03NJOzEwkGPmnxhXicFwsFYZCR8DGr6sUyC/hDYVSvAFL6g+P8/ucGd8oy\nhckJMt/aly1f24bH42Ht5c1ctUvje8YkH99s8ZWVc7lkeJD9H1ZJXtDBgkGbYEHil6rJcTt7WHRp\nkgMf72b72+so5XKomgdNlykN1DHKFh6PRwz2UwEOPLqTno0Z3umSyd3fR7TJR9f1+1C5v497P6rx\ndqXCydOEhE1LZ5T+bQWQwHVcSvk6ul+hXhOzJMdxkGUflim+XynVqRs2lVIdry9CU3sTp9w4C3fE\n4Edf/wu/ve9dUt1hxgdLvPyrXoo5E2PlMv500wYkKUoqPY4Z8HD+VfszEvPwYrHI8kAA29L43WXv\noActYi1+MsNlnv1aBw/H4+Rsm62GwbmJJJ/ZtZMzGjg8n+nguXkhP79gNRfdewTqbT2YdZ21re6U\nPplQkhWQi3xW8C19AeEi5fMrWDUVSaoLrFixju73o+kydcOm2lDRqFYsNK8zBST+MMJ1mXrO/2yx\n1yYyVfXw0j4R8jgc39PD0aEQb1QqPJPPc24yScayODuZJG1ZXDY4yBvlMvv4fNyUSmEBz+TzXNeS\n444XPfSemGSJz4ccFIDQ44Nh3l07RnSmzO+XyszeHeSFmTadz07wmZDKkzMFEPN2rYl3En99Yxx4\ndCev/2E3n+susmruXORDEugTEywddikFbDpUlQcyGd6uVvn25ztxfT6isowvoDD/J2OM7u/ysFOj\nr1bjgECAR7JZFEni7ESCH0xMsPS+EUayJcLxOOWCjVcPUC0bgKAeHXjHMjZc+RaWZdPWFeLmfIgn\nHt3EF+46jCHG2P72BLcvbmfislbmbd7MyvZ2zoiHOWZjhSPmdVB4eZxdtV7iLa1MTowQjCbYtHYU\nx3ZZdHArmdEKc5c28Zt7dvDWKgEvOfDoTnr8KoM9edJ/HiYY0bivq4uz+/q44lMuT+yO4NVlJoah\nOCl8aGRFtFL1mmjXKsUCsuLiuhKSpCNJDqGYjlkrYNYKaL4a9577J8KxPVitGoWs0XA5suicHeJn\nN69DUWWO/GyCdS9XsUyHn9ywgWBMoq3Fxyvbcriuxil37sejF75KKK4TSQhT54t37+byDRKnfiTF\nO0aV6ZpGVJZZ4vNhfmc/MpZFfE6Un161Fn9IZaQ/R3m70ByrVQXkRVYU6oZFUyqA68TJZ4ao12ws\n00ZRBeDW51dwG1APxxYmJ02pAKYhLOOaOwPkJowP7Zxx3ffeNu5t8b5mZJIkXSJJ0mZJkjZJkvRL\nSZJ0SZLikiS9IEnSjsbH2N8cf5UkST2SJG2TJOmY9/PYtVYvVdclsWEDL+gd3KAn+frrQqvsjHic\nc5JJ9n9bkL+PCYc5OhxmutdLT63GG+Uyb5bLnByN8omz5rFsbYVZumDAtewT465smrphs8Tn40h/\nEHm2cGrynpRC96t8f62gycRb/GxpzLPWlstcGi2QmhHmmVmzGHp+mLHHB7i2FmGwJ8+vrnidZ/J5\nSo7Do93dZCyLlSMjbDUM3lo1xLFnzCVwUIKrdnt5cuZMztzssmJE4slcjqSioAAnfHE+yVSKYi6D\n5hXqCa5rC1/EepU1F/xFXNFdDyN9Zfq3TqNt+ly+PTbG0wtkkqkAnxvq55z+frbFZk6p5WpeofLx\n9Tl1Fh/aRnZsFNeR2P52egrcqXlluuZGee13fahek2QqwFBvkdVP93HCF+bTcnY3Bx7diR5QWV0q\ncfqjea5payN1dBvPP7yN4mT2P/lc7iFze2SJQFgW8tmNrsrrs7GtIpfdtQKA3HgNySNx9tX7C1XZ\nxoDd65NYcdsyQrFFjF05k6Xf2JcZBzazuycv2vp2lXKuRu87Oeo1G6/P5lf/9hq6X6GYNfD6DKbf\nMclHbhtnYHuO1U/3McNUOH6NwYGuTuiZcYa+tg31u730bsyQGS4z0lcmEFJRNR+FSQNF02jtChFt\nFvi33ESVanl06rUaFUtscjXPFH5R1UX9EAgJT4NSvo6iyvRuytI5J/p+Tov/z/gAt5b/q+IfTmSS\nJLUD/wYc4LruIgT58zSE2/hLruvOBl5qfE2DS3UasBA4Fri7wbn6h2JVscjRoRDnJpP0bkzzY6fA\nG0eFOb+picnBMook0ZcQjkoZy0KRJL6vNHFGIsGZiQQXt7Rwe3sHP8xn2PeEaVMt3MqREQ4LBulf\nGmCZrdG3RWiJfXtsDAuIrWimmK9xWDDIcTt7ODkaZbBeZ+avJ/jC81XyM30MPNpPz8Y0tu3y7htj\nvLHcz8UnHMTpr9T4SlMTyySdszwh5uk6a8pl5ixJMrAtR862WbS8lSuHhth9UIjY/AiPdHcTsSTa\nbuzh0Tt6SQ8PEwjHaJuuYVRMvHoAs16d2o5Zpk2DecPrLzxHZqSH9lt3cqkWIxjxckt7O2cnEti2\ny79vkdlH9gIwb/NmLm1pmcJTeX3irdE6LUS9ZvHu62Ps3JTF45EIRrxYps3sJcJh6K1VQ0RlmT8/\ntROAzG3beOFzCdKWRVPFZcnhKXwBwaGUGyh5RdEb3o4yZk3FHxQncM0oY9bEa9m0ZpQ7LkgQbfYi\nyxJ3X7WGaNJHrSrTNt2LrIT4/QVrmH+ASJqLfD6Kg2XGr59NMOJF1abhOO4UX7JcFIqvRsXCtoQi\nbK0qgMBGxWLD6jGe/NEmNq0Z48dfX8ubLw8iK3UyYwKVLysK0WbvFDBW88oN+R2DalEAbEEkaY9H\nwh9UsUyHYMRLbrzGYE8ex3FJtPimiOiaVyYY0chn6vj8CrUP0RLO/YCH/f+b4v1uLRXAJ0mSAviB\nYQRn6sHGzx8ETmp8fiLwiOu6Ndd1dyFWsgf+ow981vYcK4jVscUAACAASURBVEdH2dfn408H+TjT\n8NOhaQyaJp3pHfzljs2EZoVYmUqxyOfj+rY2BnvyXDgwwFbDIGcLCMEX1DAPZDLcMzHBqmKR61Mp\nRkyTVlVll9fBNzfEsYEQl+YDzN5t0eUqzF6c5GvjfnK2zfRNmzggEGDJRwSFR16XI35qJ+G4zthA\nkZ6jY1zS1Mzlc8d45cgQXa8VeKiaoxyWubK1lVNjMYr5OtL+UZYqOot7trLE76dVVdHKDs8XCpw/\nNijEAK0CHd/ZF6teJztWxayDommomo9KycTr86OoMq6roXl1QlGVek3MYa6tTHBRZphdTw0wYVk8\n6K/wrXkWOzdnWGEP8pLWQen+Pv701E5CMRXdrxJrbmmYyorrTTFfQ9EEpcuqO9QNm2jSx35HtDNP\n1zn3G8vxf76LumFzaZ/GryYnuefqtWx4dYR6zSCSSOLVBadTVFYqiqrRvTCA65Twh8LEmtpwXYOa\nYRNt8nF0KERp0hUA2hY/1bKErAh+anEySyAcY+b+TeiSxDP5PJkmhWMiES781iFsOtNi5NpZLDiw\nBVlRiDen8Pr82LZLOJ4gmvRRLdmYpqAVzT8gSWa4Qi5dnZLcqVYsok0+cuM1mtp9lCZdfCGNUCxO\nIOrFbMhYg5j/mXUx9tB0BbOuoKgesmMVfAFPg5yuMrBNVIgAwai4kCAJjvD4YOkfPSXeU/z/Fdl/\nCdd1h4BvAwPACALs9gegpQF6AxgFWhqfv2d+lSRJX97D8ZqYmPhvH/9bD+1Gu3obh22zeDib5cea\nIHI/2NzJEcEgC/9tPpbrYrgu90xM8I5h8KeFKssDAb49OkpHY+i/Wxc8y5Xt7ZwUjXLk9u3kbJvV\npdJUK7rm+QH+/OROcukqq57oJfSRJh6b5vCZO0Y5NhxmfaWCP6Sy7tw28ktChDYWOekrCznomGl8\nuqJTxeX4N2qcFosxd2mSsxMJVo6OsrpUwttX5U8xm6iikB4pc++0aSwPBMjZNg+s3MGGi99kv7vK\nLFrein3NXHLf6KdeM8hnxNW/Uiyg+/04tosk1cmlq/gCLgtvXSAUTRsyPFcT48RolPzRSQ4OBlmx\nrsYSvx/foiivaJ28+fIg8RafkNHJ1ihMGhSyGfSAQs2w0PQ9eCcTVUtNOWePD5a4+dxV3P6VVTzw\nzTfZ/vUNVMsSiw9t418f8ghytqKD5KD7A0QSAhYiqx6KOUHR2bkpg2U6uE6JXHocSdLx+RXWPj/A\nT1LTBCdSccmnxWu0LVHpzNu/mSUrZ/P0Dzez1TBYHgiwtgFfsUyHk6JRDgoG+c18DxffcSirvuwV\n1K1Ll3LwcTEqxTqlb87l8rtWkGwL0LclSzFnEmtu4dTvHUK0yYfruJRzNUJRwRiwLAPTsDBrQr67\nWqzT3BFE8ypIkoyqiaonn6kjKyaK6uHfv3c4lukQb/HjD6koDYiKP6SRmxAjikDj+5mxyj90Pr6X\ncF0xn3svt70t3k9rGUNUWd1ACghIknTG3x7juq6LYEb8XeG67o/2cLyampr+22P2bF9eeaaPw4JB\n5uk6ywMBjhnaSc4W/4inbnyLobfSvDpjDic4Ppb4fLxZqXBlayurSyXW2QZJReG5fJ59stChqjzm\naaVNUThx2MMrpRLP5POM9ReZsSjOde1Vmk7upPZ6li8VfJx858EYjsOFu3dzgT3BBQNC6iY7VmHj\nqyOM7CpMPd+xFTHa8y6JVIBVpRLP5fNsMQz+8Ivt7KPrtHsUWqeFuC+dpnPYIr46RymfQ/JImPUM\n9x+lc+S7FpWiICknUylsy+Ki7xzMyedNxx9SmbO0iViLn8Kkwdar1wMQbfJxbaKFR/Uq2R/2MHzL\nFp7+yqu8/Fgv6ysV1ty9hfV/HmbGwjjZsSoLD2pq/H9lHNuhlKtjGsJ1yDRsPB6JwZ4doiozHcYG\nS3h9Asl/5CkzMSoW3QuC/OA/XmX517sw6yBJdS645WAqpSJju3fh9Ulo31yIbVnYtkugUZVUy+J/\nWq8ZeAMqOzdnuPvKNRQmDeItfmy7ilGxhJmuJPPx/zObx3M5jjljLoWXx+mr1zkiFGJVsciBvdsA\n+H0+j/+a7TxhFTktFuOwm+fx8G1v8bsHt1LK17Fcl7uvfI3JcUfQkSSHWJPJoxe+ysRwGc0r09oV\nIpcWoGVVFYleUT1Ui/WG8q2DUTGJNgvyeSiuo2oQjuvEW/zcdcU6HMelkDWm3rsTw2UmhsuYddjd\nk8exXfHa1A8R2vnBIvv/V8X7+asdBexyXXfCdV0TeAI4BBhrSHXQ+DjeOP4D5VeZNQGcLGYN7t+y\nDyXHIW1Z3NLezhkNw5ATr92Pl7sksmMVtvkcXiwWMRyH60cE/WexrfFCsci5ySQP6RXerFT4vr/E\n7FGHpsVxYrLMqVtdLvsIjPaX0D0e5jsq8/Zv5rXf9TFT0bhxl86oabI8EGB5YJQ7OjtZfGgbiuph\n99FxXglbFAfLHDIptnQn9fbycCbDmYkEpxg+Zi1O8PYd7/JSpcQtX/kjs2/o5Vc/6OXNFyfRdJ3U\nt/bFsV2OvGuUGYviBCNRvHqAQjZLMKLx4C1vcYma5byblvPLj/s55vQ5qJoPb0Cl2pi33HHJK5wQ\niRCMeonEvA3QpoecbfPqp2M4jktzZ5Bl58+bouMgOXh9Hkr5GnpAIT0sKoXB3jyds8NoXpn9jmjH\ndQTMoFKs84df7MAyHbavn6CQrbHjRzv42k+PQJJ07r3mbSqlHJ6bF2KZDidEInz9waM45I5l5C/u\npl4TiwvNK5JAadKlbtjk0lUc26WUq+HxSDR3BFnykRSfu2xfXvMKx/lx3WVisMQOQ1CPLm5uFkDj\nQoHDgkE6Z4c40fVTcoRnqCTJaLqMP6TSdnPvFL8xM1xuDOCraF6ZplSAZCpA35ZJokkfqe4wRsWi\ntStEMhWYmrW5bg2PLJEZLtM+Yx9qZTGL29OySlKdUFxH8yqkh8tEm3wEQiqBkEqiVScUEXO3aNKH\nWYdbv3L6P3pa/I/xAXMt/1fF+0lkA8BySZL8DSXIIxF0g98CZzWOOQt4qvH5b4HTJEnySpLUjRBb\ne/19PD7+UAhZ9nHjr57k++PjjK/LoHs8yAhX6VXFIl9NNvFqyCLz691c2doqWs1pQlH2KbtEx58m\nKTkOUVlm9g7hkrQm6SDnTO4YH6d6UJSfdHVx7VEyQY+HNY64Mge+2M1d2TSntgkn8FHTJL9kCa8+\n2iMwUEWT0/UIRzQs6/xdAcyUzgV/sXmnWuXckh+pTadvi5BA3nzteiGpLMlUSqIaM2sForLMspv3\nw3UD/OA/XiOfSeO6QmWhWrHIDJc5+Pbd3HHJao4Kicph8aGHU87VkGWJWllINf/i/NUMbMvRt3WS\nQBgWLT+UM3+e47R4nHDcy+qn+9j11ACZkSSJVABN82M2yNS9m7Lk0lWGdhWQJCEBbZkOq5/ehVcP\nTDkKGRVBjlZUD75AkB0b09z4+Rep1yvUqhWaUgH8t+xAUT38+vxX6dsySefOOtsMg7bps0Q10PCd\ntCyj4VLkmSJ2u65GZqzCS4f6+V2TRXJtnuOHhO/oouWtPJjJ8Hw+z4hlcVGiiUW6Tstvxtm9o8j3\nLnuVies2MfO7A4SiKl5fhHiLH8t0KOVq2LbgPZaLJsV8rTEb9JCbEIBfPaCQm6iSSAUoF1TSw2V0\nvyKqS6+MxyOs36rlXuo1m3iLn2LWwBfS0P0qpmE1kqdGIWug+1XCcZ3ipFjQ+EMamVEDr+9DNP74\nJ67I/mEcmeu6f5Ek6XHgLcAC3gZ+BASBxyRJ+hLQD/xL4/jNkiQ9BrzbOP4Cd4+L6T8Qa6+dxohp\nck5yJp/sd3Fu2cRzwXFmLEwQzNdIXBJnnq6zae0oB7b4qX+2m5ENGU6ZHiWpKKwtlzk4ECCwv0pp\ne4lF3T6O8e5ka2QRJ/T08Iyqsq/Px9qyUMnYXa/zvViKT4328cKMWVyxc4i1LTM4dk6YlpKLL+7l\npN5eLgHUlI+hkMVSv4w8VmXNS4Ms+UiKh/wVokfHeCvZxNOFPN7HdrJ7h9DY9wU8+IMq1bKDouhT\nm7TNl6xj7tIDWfyNmXTu7OSX39mAaTqomo+mdpWJIZN4izixJq/ZxHNVh1PuTfLOa6KF8TSkmFXV\nQ6VUR5Jk8pk6ufSf8QdV9jEV8vs388YLuzn8lJk89u00pUkXSapN/a1t08EXCFItlwCH7JhFNKnj\n2C41Q7gBheNC5mfPfCXRJjM+KOE6EoGQOjVPA7Gpm/Gd/Vj/2DCtXSGUqMSnrm7nR1/pRdUsVE0o\np4ZjOoVJA82rUC07dM728pkLlrGgfyvzdJ2XZsmc+UKBFYvnsVzpZ+3seTw+OcmD6TTG94X12/a+\nsqjyvCaqliCXFg1CU7vCSH+Z9u7w1KYWxMBe8kgYFSFZFGvxo9RFshMO4hr+SA1V9TIxXMZ1BJ6s\nmDOxzOoUoLVuiGo4N1HFH4xiW0WsRoUWTfooZA00XUbyOPhDXvwhlXIBQEBbPpzYO6ut9xLvqyF3\nXfc613Xnua67yHXdMxsbyYzruke6rjvbdd2jXNfN/s3xNzW4VXNd133u/Tx2UJY5JRZjXaXCyFwf\nmq7jOl563ynRvzXPqUN9bDUM+rflKGYNofDak+cTcpCHs1lOiESYWDVGrCPA6co4n9m5kxOiUe6Z\nmOAAv5++ep2XikVM12WJz8d6OmjqFQoQR+/s4Ya2NpaN9pKYtCmHZdZXqwyaJjMWJSj2FNl30CFn\n28wf76GtK0S2TeXgQADv3RVWfvElVlhexneXCIQVJKlOpVSfmhFZpkhikUQSVfMxvKuX9dfs4LmH\nhglGozSlAtSqFZo7gvz58maGdxXwhzRcVyOS8PL7K99ozJJ8XHbXiqlqRpK8U+2bonr46LeWMRnw\n8C01z66Tm5i7eTOfu6wJVbNwXY1QxCsUNGSJes1AVhS8Pj+J1hSDvXksUyityrLE5HjDMSigT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2GqwszJdMAWqNwgRIyXSkPGgKSEoUJvC9GKWqgoGRrIBfkHIsEdVnJluIwwQK/wxejF5XR+j/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "# Plot the NDVI\n", "plt.imshow(ndvi, cmap=\"terrain_r\")\n", "# Add colorbar to show the index\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see from the map, now the really low NDVI indices are located in water and urban areas (middle of the map) whereas the areas colored with green have a lot of vegetation according our NDVI index. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }