{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Analysis of Spatial Data: Visualizing Spatial Autocorrelation with `splot` and `esda`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Content\n", "\n", "1. Imports\n", "2. Load Example data\n", "3. Assessing Global Spatial Autocorrelation\n", "4. Visualizing Local Autocorrelation Statistics with `splot`\n", "5. Combined visualizations: Moran Local Scatterplot, LISA clustermap and Choropleth map\n", "6. Bivariate Moran Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "from libpysal.weights.contiguity import Queen\n", "from libpysal import examples\n", "import numpy as np\n", "import pandas as pd\n", "import geopandas as gpd\n", "import os\n", "import splot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Data\n", "\n", "First, we will load the Guerry.shp data from `examples` in `libpysal`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "guerry = examples.load_example('Guerry')\n", "link_to_data = guerry.get_path('guerry.shp')\n", "gdf = gpd.read_file(link_to_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example we will focus on the Donatns (charitable donations per capita) variable. We will calculate Contiguity weights `w` with `libpysals` `Queen.from_dataframe(gdf)`. Then we transform our weights to be row-standardized." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "donations = gdf['Donatns'].values\n", "w = Queen.from_dataframe(gdf, use_index=False)\n", "w.transform = 'r'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assessing Global Spatial Autocorrelation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We calculate Moran's I. A test for global autocorrelation for a continuous attribute." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.3533613255848608)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from esda.moran import Moran\n", "\n", "w = Queen.from_dataframe(gdf, use_index=False)\n", "moran = Moran(donations, w)\n", "moran.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our value for the statistic is interpreted against a reference distribution under the null hypothesis of complete spatial randomness. PySAL uses the approach of random spatial permutations." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from splot.esda import moran_scatterplot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = moran_scatterplot(moran, aspect_equal=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from splot.esda import plot_moran\n", "\n", "plot_moran(moran, zstandard=True, figsize=(10,4))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our observed value is statistically significant:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.001)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Local Autocorrelation with splot - Hot Spots, Cold Spots and Spatial Outliers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to visualizing Global autocorrelation statistics, splot has options to visualize local autocorrelation statistics. We compute the local Moran `m`. Then, we plot the spatial lag and the Donatns variable in a Moran Scatterplot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from splot.esda import moran_scatterplot\n", "from esda.moran import Moran_Local\n", "\n", "# calculate Moran_Local and plot\n", "moran_loc = Moran_Local(donations, w)\n", "fig, ax = moran_scatterplot(moran_loc, zstandard=True)\n", "ax.set_xlabel('Donatns')\n", "ax.set_ylabel('Spatial Lag of Donatns')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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oFpTeVpvTS9EWy5DEI4QQojtJGIUQw8o+cwbYrOixWI/Xa61+LF4v9hnThzgyIYQQaZIwCiGGlWvvvXDMmEGyaivGDvs49WiUVFMTroUHYSspGaYIhRBCSOFuIcSwUmw28i76IS23/z8Smzej2B0oDgd6JAyAe+GB+L77nWGOUgghxjdJGIUQw85eVkbRNb8ismoVkZWr0ILtOPaYg+fQr+DafwGq0zncIQohxLgmCaMQYkSw+HxkL15M9uLFwx2KEEKIHUhrwJ2Q1oBiMBmGQTKZBMBms3WrQyiEEEKMBDLDKMQwUhQFu90+3GEIIYQQvZJT0kIIIYQQolcywyjEMEqlUvz3v/8F4KSTTsKaoduJEEIIMZxkhlGIYaTrOqtXr2b16tXjtjWgEEKIkU8SRiGEEEII0StJGIUQQgghRK8kYRRCCCGEEL2ShFEIIYQQQvRKEkYhhBBCCNErSRiFEEIIIUSvpDXgTkhrQDGYDMMgEokA4Ha7pTWgEEKIEUmqBAsxjBRFwePxDHcYQgghRK9kSVoIIYQQQvRKZhiFGEapVIoXXngBgOOOO05aAwohhBiRZIZRiGGk6zrvvfce7733nrQGFEIIMWJJwiiEEEIIIXolCaMQQgghhOjVqEoY33jjDb761a9SWlqKoig8+eSTvY5fsWIFiqJ0+2/9+vVDE7AQQgghxBgwqnbYh8Nh9tprL84++2xOO+20Pt9uw4YNXWooFhYWDkZ4QgghhBBj0qhKGBcvXszixYv7fbuioiJ8Pl+fxsbjceLxuPl9MBjs9+MJIYQQQowlo2pJelfts88+TJgwgaOOOorXXnut17E333wzXq/X/K+srGyIohRCCCGEAE3T+POf/8yRRx453KGYRm1rQEVR+M9//sMpp5ySccyGDRt444032G+//YjH4zz44IPcc889rFixgsMOO6zH2/Q0w1hWViatAcWgMAyDQCAAgNfrldaAQggxjj355JNceOGFXS57++23qaioGKaIvjSqlqT7a9asWcyaNcv8fuHChdTU1HDbbbdlTBgdDgcOh2OoQhTjnKIofd4uIYQQYux59913OeusszJugWtpaRkRCeO4WJLu7KCDDmLjxo3DHYYQQgghxqnNmzdz9NFHU1payqmnntotWTz55JNZu3YttbW1LFiwYJii7GpMzzD25KOPPmLChAnDHYYQQMc+lVdeeQWAo446CovFMswRCSGEGAwtLS1cdtllvPTSSz1ev99++3HnnXcyefLkIY6sb0ZVwhgKhdi0aZP5fWVlJatXryYvL4/Jkydz5ZVXsn37dh544AEA7rjjDsrLy5k7dy6JRIKHHnqIJ554gieeeGK4noIQXWiaxsqVKwFYtGiRJIxCCDGGxGIxfv3rX3P//ff3eH1xcTHLli1j3333HeLI+m9UJYzvv/8+RxxxhPn9ZZddBsBZZ53F8uXLqauro7q62rw+kUjw05/+lO3bt+NyuZg7dy7PPPMMJ5xwwpDHLoQQQoixT9d1/vKXv/DrX/8645hly5btUpnA4TRqT0kPlWAwiNfrlVPSYlAkEgl+85vfAPDLX/4Su90+zBEJIYTYFU8//TTnn39+xut//etfc/bZZ6Oqo/P4yKiaYRRCCCGEGCnee+89lixZgt/v7/H6888/nyuuuGJMVF+RhFEIIYQQoo+qqqo4//zzWbNmTY/Xn3jiifzud78jNzd3iCMbXJIwCiGEEEL0orW1lZ/97Gc899xzPV6/1157cffdd1NeXj60gQ0hSRiFEEIIIXYQj8f5zW9+w3333dfj9fn5+dx///0jpk7iYJNDLzshh17EYDIMg6amJgAKCwulNaAQQgwjXddZtmwZ1157bcYxf/nLX/jqV786hFGNDDLDKMQwUhSFoqKi4Q5DCCHGtWeffZZzzz034/XXXnstS5cuHbUnnAeCJIxCCCGEGHc+/PBDzj77bHOVZ0fnnHMOV111FU6nc4gjG5kkYRRiGGmaxptvvgnAoYceKp1ehBBiEG3dupULL7yQjz76qMfrjzvuOG677Tby8/OHOLKRTxJGIYaRpmmsWLECgIMPPlgSRiGEGGBtbW384he/4Omnn+7x+rlz5/KXv/yFqVOnDnFko4skjEIIIYQYUxKJBL/97W+55557erze5/OxfPlyDjjggCGObPSShFEIIYQQo55hGNx///386le/yjjm7rvv5mtf+9oQRjV2SMIohBBCiFHrxRdfZMmSJRmv/9WvfsX5558vW352024njMFgkFdffZVZs2YxZ86cgYhJCCGEECKj1atX84Mf/ID6+voer1+yZAlXX301LpdriCMbu/qdMH7zm9/ksMMO40c/+hHRaJQFCxZQVVWFYRg8+uijnHbaaYMRpxBCiJ1INTQQWbmK6McfYyRTOGZMx33IwdinT5ei8GJEMXSd+Lr1JGtqQFVxTJ+OraK817/TmpoaLrroIt5///0erz/mmGP4/e9/T0FBwWCFPa71O2F84403uOqqqwD4z3/+g2EYtLW18fe//50bb7xREkYhhBgG0Q8/ovWev5Cqr0dxOkFVia9ZQ+ilV8j5+inkfP1USRrFiJDYUknr/ctJfP45RjwOgOp249x7L3J/cDbWTglfMBjkiiuu4Mknn+zxvubMmcM999zDjBkzhiL0ca3fCWMgECAvLw+A559/ntNOOw23282JJ57Iz372swEPUIixzGq1snTpUvNrIXZFsraO1rvvQfP7sc+cifJFNwrDMNCamgg8+jjWkhI8hxw8zJGK8S5ZW0fzH24nWbMN26SJqB4PhmGgB4OE33wbrS2A76eX8fu77+bOO+/s8T6ys7NZvnw5CxcuHOLox7d+v0OVlZWxatUq8vLyeP7553n00UcB8Pv9Ug1diH5SVZWJEycOdxhilAu/9RbJhgYcs2Z1mUVUFAVrURHxzZsJvfgS7oUHmcmkEMMh9OKLJLZW45j15QcbRVFQc3L4v8ot/OYPv0f9y90oDke32/75z3/m61//+lCHLL7Q74Txkksu4bvf/S5ZWVlMmTKFRYsWAR1L1fPnzx/o+IQQQuxE9P0PUN2ejEvO1oICEps3k2psxFZSMsTRCdFBj0SJvL0SS26umSw+sHo1f1j59peDFDASCTNhvOKKK7jooovkhPMI0O+E8cILL+SAAw6gpqaGY445xmzEPXXqVG688cYBD1CIsUzTNN555x0ADjroIHlRFLvESCRQrJn/dhSLBXQdUtoQRiVEV3o4hB6N8lR9Hb/+9796HqQofH3qNG5d+TYej2doAxS92qVNUwsWLGDBggVdLjvxxBMHJCAhxhNN03jppZcA2H///SVhFLvEXl5OqKoKW4brtWAQ1efD8sX+cyGG2vvvv8/JX/0qWiAIGChq19e6gydP5oYjjiSnuQXb5DJJFkegfieMmqaxfPlyXnnlFRobG9F1vcv1r7766oAFJ4QQYuc8hx1K5O2VaG1tWHy+Ltfp8ThaIEj2SSehuqUmnRg6tbW1XSeXFAXFbsOIxUBVAYVbjj2W46Z3nHA2Uini0Qieww4dnoBFr/qdMP7kJz9h+fLlnHjiicybN0/KNAghxDBz7r0XWcceQ/uzz6EFg1jzC8CiorW1ofnbcO69F9mLjxvuMMU4EI1GmTZtWsbrVYeDs2bO4oJJk7CVTUb9Yq+iHomQrKnBMX06nkMOGapwRT/0O2F89NFHefzxxznhhBMGIx4hhBD9pKgquWefhW1SKe0vvUKqthYMA0tODlnf/AY5Xz0Ri9c73GGKMcowDE488URWr16dccxXvvIVHnvsMRRFIfbpZ7T+dRnJ6mrQOlYpFbsNx/x55F9wPpa83CGKXPRHvxNGu93O9OnTByMWIYQQu0ixWslevJiso44iuW07hqZhLSnGkp093KGJMeq6667j3nvvzXi9xWJh06ZNOHYokeOcN5eS3/6G2OrVJGu2gcWCfdpUnHPnokg92hGr37+Zyy+/nP/3//4ff/7zn2U5WgghRhjFbsc+tWK4wxBj1L/+9S8uvvjiXsd89NFHFBcX9zpGdTpxH3QQHDSQ0YnB1O+E8a233uK1117jueeeY+7cudhsXc/l/fvf/x6w4IQQQggxvD788ENOOumkXsc899xz7LXXXkMUkRgO/U4YfT4fp5566mDEIsS4Y7VaWbJkifm1EEKMBA0NDeyzzz69jpHOK+OLYhiGMdxBjGTBYBCv10sgECAnJ2e4wxFCCCEGRTwep6Ki9+0MP/zhD7n66quHKCIxkvS7qeiRRx5JW1tbt8uDwSBHHnnkQMQkhBBCiCFgGAannHIKpaWlGZPF/fffn+3bt1NbWyvJ4jjW7zWwFStWkEgkul0ei8V48803ByQoIYaaYRiEkhpNkQThpI5FVch1Wilw2bCp/f5c1WeapvHBBx8AsN9++0mnFyHEkLjxxhu56667eh2zZcsWnE7nEEUkRro+J4yffPKJ+fXatWupr683v9c0jeeff56JEycObHRCDAHDMNgajLGtPU5C17EoCgYGDeEEWXYLs/PcZNsHZ3+hpmk8++yzAOy9996SMAohBs3//d//8cMf/rDXMR988AETJkwYoojEaNLnd8G9994bRVFQFKXHpWeXy8Wf/vSnAQ1OiKFQH06wNRjDqirk2C1muSjdMAglUqxvjbB3YRY2y+DNNAohxGD45JNPOP7443sd8/TTT7PffvsNUURitOpzwlhZWYlhGEydOpX//e9/FBYWmtfZ7XaKiopkdkSMOrphUBuKA+C0dk0IVUUhy24hlNBoiiYpzXL0dBdC7DI9HCZZU4NhGNgmTZIi22JANDU17bTEze23384ZZ5wxRBGJsaDPCeOUKVMA0HV90IIRYqiFkxrhlNYtWUxTFQVFMWiNScIoBo4eiRJ8+mnCr61Aa2kBwOLz4T7sMHJOOVkSR9FviUSCGTNmkEwmM475wQ9+wI033jiEUYmxZJc3Zq1du5bq6upuB2BOPvnk3Q4qkzfeeINbb72VDz74gLq6Ov7zn/9wyimn9Hqb119/ncsuu4zPPvuM0tJSfv7zn3PBBRcMWoxidNENMAzorWmRqihoulSfEgNDj8dpuesuIm++hZqdjbW0FADN7yfw+D9JVlZS8NPLUN3uYY5UjHSGYXDGGWfw1ltvZRyz55578txzz0lnNrHb+p0wbtmyhVNPPZU1a9agKArpMo7pP0ZN0wY2wk7C4TB77bUXZ599NqeddtpOx1dWVnLCCSewdOlSHnroId5++20uvPBCCgsL+3R7MfY5LCpWVSGlGVis3V9QDcNA0w3cNtluIQZGZOVKIm+vwjapDNXzZVKolpRg8fmIfvAhoVdfI+ekE4cxSjGS3Xrrrdx+++29jtm0aRNu+dAhBlC/E8af/OQnVFRU8PLLL5v7GVtaWrj88su57bbbBiNG0+LFi1m8eHGfx99zzz1MnjyZO+64A4A5c+bw/vvvc9ttt2VMGOPxOPF43Pw+GAzuVsxiZHNaVfKdNmrDcewWpdun8IRuYFVVCt32YYpQjDXh11agWNQuyWKa6nSiOJ2EX1tB9vHHoUj3H/GFZ555hqVLl/Y65n//+x+TJk0aoojEeNPvV6NVq1bx6quvUlhYiKqqqKrKV77yFW6++WYuvvhiPvroo8GIc5esWrWKY489tstlxx13HMuWLSOZTHbrgw1w8803c/311w9ViGIEmJzjpD2hEUykcFpVbKqCYUBM09ENKMty4LUPzgyj1WrlO9/5jvm1GNuMZJLk9lrU7MxdoyzeHLTmZvRwGIvXO4TRiZFm7dq1HH300b2O+c9//sOBBx44RBGJ8azf71CappGVlQVAQUEBtbW1zJo1iylTprBhw4YBD3B31NfXU1xc3OWy4uJiUqkUzc3NPdaauvLKK7nsssvM74PBIGVlZYMeqxg+bpuFuQUetgZjtMSShJM6KuCyqpRmOSjNcgza/h9VVZk5c+ag3PdAMJJJoqs/Jr5uHUYigXXCBNwH7I+1U5UE0Q8WC4rNih6OZBxiJFNfjOv+gVaMfS0tLcyfP7/XMbfeeivf/e53hygiITr0O2GcN28en3zyCVOnTuXAAw/kd7/7HXa7nXvvvZepU6cORoy7Zcc3+h33XO7I4XDgcMhp2PHGbbMwJ99DNKURS+kdJXVsFizq+N0onqyto+XOu4iv34CRTKAoKoahE/zXv/F+65tkHXuMbKTvJ0VVcR1wAO1PPoVRUtLj65PW2ornyEVy6GUcSSaTzJ07l1AolHHM9773PX73u98NYVRCdNXvhPFXv/oV4XAY6GgtdNJJJ3HooYeSn5/PY489NuAB7o6SkpIuHWkAGhsbsVqt5OfnD1NUYiRzWS24rEN3wEXTNNasWQPA/PnzR0wtUz0SoeWPfyK2di328nLUL9qDGbpOqq4O//K/Y8nJxr1w4bDFaGga8fUb0JqbURx2HHPmjIol3KxFi4i8+RbJqq3YpkxG+aL1pGEYpLZtQ83OIuuoo4Y5SjEUvv/97/Pyyy9nvH7WrFm88sorqIPYnlSIvup3wnjccceZX0+dOpW1a9fS2tpKbm7uiJttWLhwIU8//XSXy1588UUWLFjQ4/5FIYaapmk8+eSTAOyxxx4jJmGM/O9/xNdvwDF1Kor9ywM/iqpimziR+OYtBJ95FteBB5oJz1CKrfmUtkceJbF5M0Y8DoqCtaAAz9FH4T31lC4xjzT2qRXkXXAerfctI/H55yh2BygKeiyGtSAf31ln4pw3d7jDFIPkjjvu2OlM4caNG/F4PEMUkRB9MyC77PPy8gbibnYqFAqxadMm8/vKykpWr15NXl4ekydP5sorr2T79u088MADAFxwwQX8+c9/5rLLLmPp0qWsWrWKZcuW8cgjjwxJvEKMVtH3PgBVyZh4WYsKSWypJFldjb28fEhji322lubb/x+avxVb6URUjxsjlSLV1EzgkUfRA0Fyl54z4j7AduY+8EDs5eVEVr1DbN060HTss2biOfhgbBNLhzs8McBefPFFlixZ0uuYd955h8mTJw9NQELsgn4njOFwmN/+9re88sorNDY2duv8smXLlgELbkfvv/8+RxxxhPl9+nDKWWedxfLly6mrq6O6utq8vqKigmeffZZLL72UO++8k9LSUv74xz9KDUYhdkJvb+91lk6x2yGZxIjFhjCqjmXb4L+eQGtpxj5zppkUKlYrtgklaE4Hoddew3P4oThmzRrS2PrLWlxMzilfI+eUrw13KGIQbNiwocv7VU/++c9/csghhwxRRELsnn4njOeeey6vv/46Z555JhMmTBjST/GLFi0yD630ZPny5d0uO/zww/nwww8HMSohxh5rSTGxjz/JeL0eDqO4XFhyc4cwKkhWVhFbvwFraWmPrz2qz0eqoZHIu++NqIRRj8XQw2FUl0sOs4xhfr+fuXN7305w0003cfbZZw9RREIMnH4njM899xzPPPOMfCoSYgxzH7yQ8GuvowWDWHK61gw0dB2toRHPUUdg3aFs1WDT/H6MWBTV0/OyraIoKHYbqcbGIY0rk1RDA+0vvUzkrbfQw1EUuw33gQeQdfTR2KdWDHd4w8IwDMLhMO3t7ei6jt1ux+fzjdp95alUir333pvW1taMY775zW+aDSSEGK36nTDm5uYO2Z5FIcTwcM6fj/uwQwm//DJ6JIq1sABUFT0UIrm9FtukUnK+Nnh94zNRXC4Uqw0jHkdxuXocoyeTWHKyhziy7pLbttF02+9JbqlE9XpR3W6MeJzgf58h8r/3KLj4xzj37L3e3liTSCTYunUrwWCwSxtZh8NBaWkpBQUFI3rvaWfnnnsuzz77bMbrKyoqePPNN+WEsxgz+p0w/vrXv+aaa67h73//u/SpFGKMUiwW8paegyUvl/Brr5HYsgV0HcXtxr1gX7zf+Q72iqGfIXPMmI5t8iSSNdt6PGyjR6MoVhvOffYZ8tg6MwwD//3LSVZWYZ8xA6XT6XdLYSGJzZtp/esySn57M6q7I/GNb9xE+K23iK/5FAD7nDmoC/Yl/sXWH6fTSXZ29qhNQHRdp6qqira2NpxOJ06nE0VRMAyDWCxGTU0NFotlRE9I3HXXXdx44429jlm/fj05OZk7+QgxWilGb5sCe7DPPvuwefNmDMOgvLy82zLCWNsvGAwG8Xq9BAIBeREQA07XddatWwd09DoficmA1tZGfMMGjJSGtagI+/RpwzoLFHr1NVrv/guK04G1uNgs66OHwyRqanAv2I/CK34xrKV14hs30nDNdVh8PizZ3Wc7jUSSxNYqCi6/DM9XDqH9hRdpe+gf6IE21KwsNEMn1tJKyuEgeeQRpA45GEVV8Xg8TJ48eVSWXGlra2PTpk04HI4ey0eFw2GysrKYPXv2iJplfOWVVzjzzDN7HbNy5UrKh7hagBBDrd8zjKeccsoghCHE+KSq6k43yQ83i8+HewT1qvUcsQg9HCb4xL9JbNwIdMzoqU4n7v33J+/CHw57HcZkdQ1GNIo6aVKP1yt2G+gGyeoaYp+tpe3BhwCwz5qFYRiEAgGSdgeWQADHq6/hmDwZbeYMQqEQmzdvZsaMGbgyLMmPVG1tbei6nrHWqMPhIBKJEIlEhj0h3rRpE4cddlivYx555BEOP/zwIYpIiOHX74Tx2muvHYw4hBCiTxRFIeerJ+E+8AAi/3uvo9OL3YFz3lwcc/fosvw7bFQFdrJ4Y2CAqhBesQK9vd081R2NRUkmk1htNpTCQti6FeN/72GZPQu32004HKapqWnU1exLJpO9zqCrqoqu66RSqSGM6kvBYJDZs2f3Oua6667jvPPOG6KIhBhZdrlw9wcffMC6detQFIU99tiDfYZ5z5AQo9FoWJIeqaxFReScdOJwh9Ej+9SpqNnZ6IEAFp+v2/V6LIZitWErLyf0yqtdxsRj8Y7T3ull2RwvypYtGLE4isuJzWbD7/czceLEEdMZqC/sdnu3ur2daZqGxWIZ0tPSmqZxwAEHUFdXl3HMKaecwl133TVkMQkxUvU7YWxsbORb3/oWK1aswOfzYRgGgUCAI444gkcffZTCwsLBiFOIMSmVSvHPf/4TgF/+8pfYR3BLO9F3tsmTce2zD6HXX0dxu1E7/V4NTSO5tRr77Jm45s3Fr+ugdiR+hmGg63rXPXwWFVIp0DtOFadn4tIJ1miRm5tLc3MzqVQKq7XrW49hGCQSCbxe75AstV944YVmS86eTJgwgf/973+j6ucrxGDr93TGj3/8Y4LBIJ999hmtra34/X4+/fRTgsEgF1988WDEKIQQo4qiKPiWfB/nnvNJVlWRqKwi1dhIoqaGxMaN2Monk3/B+SgeD/byKWjBNvN2qqp2bVAQbIeiQvgikdJ1HVVVR10yk52dTW5uLrFYjEQiYT5HTdOIRCLYbLZBbQZx3333UVpaSmlpacZkcd26ddTW1vLBBx+Mup+vEIOt3zOMzz//PC+//DJz5swxL9tjjz248847OfbYYwc0OCGEGK2s+fkU/uLnRN5eSfiNN0g1NWPNyyPr0K/gPvQrWAsKAPAcfjjRjz42i6Q7nA6S7UkMw0CJxkDXMfZfAF8kkslkkpKSklGX0CiKwpQpU7BarbS0tBCJRMzLPR4PEydOJLuHE+W744033uBb3/rWTsdMnz59QB9XiLGo3wmjrus97jGx2Wy97k8RQojxxpKdTfbxx5F9/HEdCWAPs2fugxeS9emnhF56Bc3vx+7zYUsmSTU0YEmlYP8FsO++aJpGLBbD6XSO2q0/FouFyZMnU1xcTCgUMju9DGR9yaqqKg4++OBexzz00EMceeSRA/J4QowX/U4YjzzySH7yk5/wyCOPUFra0Z5r+/btXHrppRx11FEDHqAQYnCklwRHUs27sSzTz1mxWslbei72igpCr7xKqq4Ol6YRK51AbK+9SOy3L0oyiZJKmXUYR1tJnR05HA4cDseA3V97ezuzdtI7/KqrruKiiy4asMcUYrzpd8L45z//ma997WuUl5dTVlaGoihUV1czf/58HnroocGIUQgxQAzDoK2tjZaWFsLhMIqi4PV6yc/PJysra7jDG7cUm43sxceTdczRpBo6+mBbCgsIx+OEw2EAXC7XqO70MtA0TePQQw+lqqoq45gTTjiBv/71r0MXlBBjWL8TxrKyMj788ENeeukl1q9fj2EY7LHHHhx99NGDEZ8QYoDouk5NTQ1NTU0YhoHVasUwDBoaGmhtbaWsrIyCL/bVieGhWK3YJpaa32d/sVwrvnTppZfy2GOPZbw+Pz+fjz76qNtJbCHE7ul3a8DxRloDisGkaRpr1qwBYP78+YN6kKGxsZGtW7dit9u77ENO9/JVVZWZM2cOe5cNIXa0fPlyfvnLX/Y6Zu3atfh6qHkphBgY/foIpus6y5cv59///jdVVVUoikJFRQWnn346Z555puyFEiOSphs0x5I0hhNEUxpWVaHQbafIbcdhGd7lPYvFwt577z3oj6PrOs3NzSiK0u3QmqIoOJ1OwuEwfr9fEkYxIqxcuZLTTz+91zGvvvrqTruzCCEGRp8TRsMwOPnkk3n22WfZa6+9mD9/PoZhsG7dOpYsWcK///3vXguhCjEcUrrO+tYIzdEkAFYVYhoE/BHqQ3Fm53vIto/9patEIkEsFstYGFxRFCwWC8FgcIgjE+JL1dXVHHTQQb2OWb58uZRwE2IY9Pmdcvny5bzxxhu88sorHHHEEV2ue/XVVznllFN44IEH+P73vz/gQQqxqyoDMRojCTw2C1b1yxlwwzBoT+hsaI2wT1E2FnV4Zsd1XWfTpk0ATJ8+fdAONPRl54miKH0aJ8RACofDzJgxo9cxP/vZz7j00kuHKCIhRE/6/O70yCOP8Mtf/rJbsggdpXauuOIKHn744QENTojdEU/pNEYSOCxql2QRvigWbFcJJTVaYslhirCjNeA//vEP/vGPf5BKpQbtcRwOB3a7nWSy5+dqGAapVEpOSoshoeu62XUlU7J49NFHU1tbS21trSSLQowAfU4YP/nkE44//viM1y9evJiPP/54QIISYiAEEykSmo7D0vPsoUVRMAwIxgcvURspVFWloKDA7EG8o0QigdVqJS8vbxiiE+PFvvvuS2lpKZMmTerx+uzsbLZu3UptbS0PPPDAEEcnhOhNn5ekW1tbKS4uznh9cXExfr9/QIISYiD0bXHV6OO40a+wsJBQKITf7zcPv6RbzamqSmlpqcwwigH3i1/8ggcffLDXMWvWrCE/P3+IIhJC7Io+J4yapvVa18pisQzqkpoQ/eW2WrCqKkndwN7DLGN6v57bNrp68u4qi8VCRUUFOTk5NDc3E4/HAfD5fBQUFODz+cZ0pQPDMAiFQrS0tBAKhYCOGS0pWj7w/vOf/+y0q8o//vEPFi1aNDQBCSF2W79OSS9ZsiRjO6f0m48QI4XHppLrtNIYSWBVFVSl66GXSErHaVUpcHXvjT5WWSwWioqKKCgoIJVKoSgKVqt1TCeK0PH7rq+vp66ujlQqZX74TRctnzhxIkVFRcMc5ei2bt26nbaHlcMrQoxefU4YzzrrrJ2OkRPSYiRRFIWpXhfRlE57IoXdomBVVXTDIJ4ysFkUpvncw16LcTioqpqxxM5YFAgEqK2tRVXVLrOJhmEQj8fZtm0bTqdTivP3UzAY3GkdxAULFvDUU08NUURCiMHS54Tx/vvvH8w4hBgUbpuFeQUeatvjNEYTJDUDRYEit43SLAe5zvEzuzheGYZBc3Mzuq7jcrm6XJcuWp5eqpaEced0Xc94aKWz7du3j/mZayHGk7FfsViMey6rhWm5biZ7nSQ1A4uqYFeVEfFmZrFYOOGEE8yvxcDTdZ1QKNStw01nNpuNYDCIruuDVgtztPvKV77Cli1beh2zefPmbkm5EGJskIRRjBs2VcU2wnIBi8XCAQccMNxhjGmGYWAYRq8fEKRoec+uvfZa7rvvvl7HrFy5kvLy8qEJSAgxbCRhFEKMOZqmkUqlsFgsWCwWXC4XoVAo477NZDKJ1+sdEbPOw+2ZZ55h6dKlvY75+9//zjHHHDNEEQkhRgJJGIUYRrquU11dDcDkyZNlOXQ3xeNxmpqaaGlpQdd1FEXB6/Xi8Xhob2/vckI6LZlMoigKBQUF4zZh3LhxI4cffnivYy6++GKuuOKKIYpICDHS9Clh3HfffXnllVfIzc3lhhtu4Kc//Slut3uwYxNiVDEMg0QiAXTsietL8pdKpVi+fDkAv/zlL8fVyeWBFo1G2bx5M5FIBKvVitVqRdd1mpqasNvteDwewuEwiUQCu91uFi03DIPCwkJ8Pt9wP4UhFQqFmDlzZq9j9txzT55//vkhikgIMZL1KWFct24d4XCY3Nxcrr/+ei644AJJGIX4gq7rtLS00NzcTCwWAzp6NxcUFFBQUCCzhkPAMAxqamqIRCJ4PJ4uM4U2m41IJIKqqkyaNAm/32/+ntxuN4WFheTn54+L35NhGEycOHGn4+SEsxBiR31KGPfee2/OPvtsvvKVr2AYBrfddlvGzgjXXHPNgAYoxEiWTlSampoAzJO4kUiErVu3Eg6HmTJlyrhIRqLRKC0tLbS1tZklbPLz8/H5fIP+/CORCKFQCIfD0S3RURQFl8tFNBrFZrMxe/ZscybYbrePi99NaWnpTsd8/vnn0vFGCJFRnxLG5cuXc+211/Lf//4XRVF47rnnemwTqCiKJIxiXPH7/TQ1NWGz2bqUbbHZbKRSKZqbm8nOzqagoGAYoxx4uq4TCAQIhUIYhoGmafj9fnOPoKIotLW1EQgEyM/PH/SkORaLkUqlMnaiUlUVwzCIxWKoqorT6Ry0WEaK73//+7z88su9jnnzzTeZNm3aEEUkhBjN+pQwzpo1i0cffRToeOF95ZVXhq2N1l133cWtt95KXV0dc+fO5Y477uDQQw/tceyKFSs44ogjul2+bt26nXYnEGJn0gWhDcPoscaf1WolkUjQ3NxMfn7+mFnii0ajVFZWEolE0HW9o81iJIKiKOTk5JjJmMPhMJNml8tFSUnJMEc+9t16663cfvvtvY657777OPHEE4coIiHEWNHvU9K6rg9GHH3y2GOPcckll3DXXXdxyCGH8Je//IXFixezdu1aJk+enPF2GzZs6NLBobCwcCjCFWNcOlHqrSC01WolFouhaVqPs/KjTTKZZMuWLYTDYVwuFxaLhWg0iqJ0FEIPhUIkk0lzfPo5NzU1UVhYOGjFyT0eDzabjWQy2ePBoXRBbo/HMyiPP5zeeustvvnNb/Y65itf+QqPP/74EEUkhBiLdukdbPPmzdxxxx2sW7cORVGYM2cOP/nJTwZ9aeMPf/gD55xzDueeey4Ad9xxBy+88AJ33303N998c8bbFRUVjbsTkGJoKIrSpw9RY2V20e/3Ew6Hcbvd5hJzIpEwE8ZEIkEymcRisZjPWVEUNE0jFosNWsLmdDrx+Xw0NTWZtRfTDMMgGo3i8Xjwer2D8vhDraWlhfnz5+90XG1t7RBEI4QYD/qdML7wwgucfPLJ7L333hxyyCEYhsHKlSuZO3cuTz/99KAVc00kEnzwwQfd6oAde+yxrFy5stfb7rPPPsRiMfbYYw9+9atf9bhMnRaPx4nH4+b3wWBw9wIXY5aqquTk5NDU1JRx71wymSQ3Nzfj/j2LxWL+mxkNrQH9fj+qqvb4fFKplPl1eh9j+vJYLEYoFBrUGb5JkyaRSCQIBoMoioLFYkHXdTRNw+VyjfrDR3094bxt27ZR/TyFECNTvxPGK664gksvvZTf/va33S7/xS9+MWgJY3NzM5qmUVxc3OXy4uJi6uvre7zNhAkTuPfee9lvv/2Ix+M8+OCDHHXUUaxYsYLDDjusx9vcfPPNXH/99QMevxib8vPzzTItOx6kiMfjqKraa0Foi8XCIYccMhShDohUKtUtGbFarUSjUQzDMA+XdG7Fl56FbW9v7/bvdyDZbDamT59Oa2srLS0tZr3FvLw88vPzR22Ny76ccH7//ff7NE4IIXaVYvSzgarT6WTNmjXMmDGjy+Wff/45e+65p1nfbKDV1tYyceJEVq5cycKFC83Lb7rpJh588EHWr1/fp/v56le/iqIoPPXUUz1e39MMY1lZGYFAoMs+SCGgY9ansbGR7du3d+kiomkaFouFCRMmUFJSMmaWpDdt2oTf7+8yU5hKpcyyQumezOnyNoZhmKeXXS4X8+bNG7K9nDvrHz2S9SX5u+eeezj55JOHIBohhNiFGcbCwkJWr17dLWFcvXr1oJ6cLigowGKxdJtNbGxs7NesxUEHHcRDDz2U8XqHw5FxeVGIHSmKQnFxMR6Ph5aWFnMLQ3pWKysrq9ekRdd16urqgI4Z8ZG+lJiXl4ff7zcTYuiYYbRYLKRSKQzDwGKxmKV2DMPAbrfjdDoxDGNID82NtmTxtNNOY9WqVb2OOf744/nb3/42RBEJIYZb+jVzJLw39DthXLp0Keeddx5btmzh4IMPRlEU3nrrLW655RYuv/zywYgR6Ciwu99++/HSSy9x6qmnmpe/9NJLfO1rX+vz/Xz00UdMmDBhMEIU41hWVtYuFT1OpVLcd999wOhoDejz+cjNzaW1tRWbzWbGa7Va0TQNVVXNhNFiseB0OnE6ncTjcex2+5g4KT6QHnvsMS699NKdjpPDK0KMH4Zh0NbWRktLC6FQCOh4j0k3QhiuD8P9fvW++uqryc7O5ve//z1XXnkl0LF8ct1113HxxRcPeICdXXbZZZx55pksWLCAhQsXcu+991JdXc0FF1wAwJVXXsn27dt54IEHgI5T1OXl5cydO5dEIsFDDz3EE088wRNPPDGocYrRR9d189CGzWYbdbNTQ0VVVSoqKrDb7bS2thKJRDAMw0wYs7OzzTJDqqqa+xc1TZM2iV9oaGhgn3322ek4SRKFGH8Mw2D79u3U19d3qfHr9/sJBAIUFxczceLEYXmP6nfCqCgKl156KZdeeint7e0AZGdnD3hgPTnjjDNoaWnhhhtuoK6ujnnz5vHss88yZcoUAOrq6qiurjbHJxIJfvrTn7J9+3ZcLhdz587lmWee4YQTThiSeMXwiMfjBAIBc9nU6/Vm3GagaRrNzc00Nzeb7eI8Hg8FBQXk5uZK4tgDi8XC5MmTKSkpMTu92O126uvr8fv9KIpivsglEgkSicSY7HbTH3094bx169Ze63oKIca2trY26uvrsVqtXVac7HY7iUSChoYGPB4Pubm5Qx5bvw+9jDfBYBCv1yuHXkaB9H7ApqYmszZg+hNaUVFRtz2CmqZRWVlplopJL5cmEglUVWXChAlMmDBhUJPGRCLBb37zG2B0LEn3RtM06urqzBPK0LFUnZubS2lp6ah+bruqL4dXnn/+efbcc88hiEYIMZIZhsGmTZtoa2vLWIIsHA6Tm5vL9OnThzi6XSzcLcRIVFdXR21tLVarFY/HYyaMiUTCXN7rPMvT1NREa2ur2bEkzWazEY/Hqa+vJzs7e8hm0Ec7i8XCpEmTKC4uJhKJAOByucZdotiXJHHp0qVSvksI0YWu64TD4V5XGWw2G6FQyOxeNZQkYRRjQiKRoKmpCavV2mX5WVEU8/t0ezq73Y6u6zQ3N3frCpLmcDgIhUK0trZKwthPNpttzHRU6auTTjqJDz/8cKfjZF+iEGIgDMfisOxAF2NCIBDI2EcYOvZ/JJNJAoEA0LHPMZFI7LQPdPqEmhA7evrppyktLaW0tLTXZLG2ttb8TwghMlFVFbfbTTKZzDgmmUzi8XiGpTOYzDCKMUHTNCBz7b3Obep6G9fZUBR+tlgsLFq0yPxajGytra3Mmzdvp+MkORRC9JeiKBQUFBAMBkkmk90mNNJ784frAGG/E8Y//vGPPV6uKApOp5Pp06dz2GGHyZufGFLpAyuZkrz09H16XLqYdCQS6bE2YLrw9GAfdOqcMIqRqy/7Erds2dKtPaQQQvRHbm4uRUVFNDY2dlkFSyaTKIpCSUkJPp9vWGLrd8J4++2309TURCQSITc31yww6Xa7ycrKorGxkalTp/Laa69RVlY2GDEL0Y3X6zUPq/T0ph2Px7vsrVNVlcLCQqqqqrp9kjMMg1gshs1mIy8vb8iegxhZ+pIk/t///R/777//EEQjhBgPFEWhrKyMrKwsmpubzQOEXq932Mu99XsP429+8xv2339/Nm7cSEtLC62trXz++ecceOCB/L//9/+orq6mpKSkT90LhBgoNpuN4uJidF0nFouZM4rp5E/TNIqLi7vscczPz6eoqIhkMkk4HCYejxOLxQiHw6iqyuTJk3G73YMad7oXdWNj47BsYhZdpfck9pYsfutb3zL3JEqyKIQYaIqikJeXx4wZM5g/fz7z589nxowZ5OXlDWtt4H7XYZw2bRpPPPEEe++9d5fLP/roI0477TS2bNnCypUrOe2008weuaOZ1GEcPQzDoKGhgYaGBrMOIHQsPxcVFVFSUtLtH5thGAQCAfOTnKIoeL1e8vPzM9bBGkhjqQ7jaLV48WI+/vjjnY6TfYlCiPGs30vSdXV15sGBzlKpFPX19UDHp/R0FxghBkoikcDv99PW1oamabhcLvLy8sjJyUFRFHN/R35+PsFgkFQqhdVqJScnJ+NpaEVR8Pl8+Hy+ITnkIkaG//73v5x33nk7HSdJohBCdOh3wnjEEUdw/vnn89e//tXsh/rRRx/xwx/+kCOPPBKANWvWUFFRMbCRinEtFApRWVlJNBo1exSHw2FaWlooKChg8uTJZhFTm81Gfn5+vx9DksWxTU44CyHErut3wrhs2TLOPPNM9ttvP3PWJpVKcdRRR7Fs2TIAsrKy+P3vfz+wkYpxK5VKUVVVRSwWMzu4pCWTSRobG3E4HEyYMGEYoxQjVV8Or3z++edkZWUNQTRCCDE69TthLCkp4aWXXmL9+vV8/vnnGIbB7NmzmTVrljnmiCOOGNAgxfjm9/uJRqO4XK5us4A2mw1N02hqaqKoqGjYyjnFYjHa29vRdd08jS2lpYZPX5LEu+66i1NOOWXwgxFCiDFglwt3z549m9mzZw9kLEL0KL0fNlPfTLvdTiwWIxKJDHkbP03T2LZtG62trWadLACn00lpaekuLY2LXdOXJLG4uJiPPvpoCKIRQoixZZcSxm3btvHUU09RXV3d5TQqwB/+8IcBCUyINF3Xe91fqCgKhmGg6/oQRtVxwrq6upqmpibsdru5XJ4u7bN161ZUVSU3N3dI4xpP+pIkguxLFEKI3dXvhPGVV17h5JNPpqKigg0bNjBv3jyqqqowDIN99913MGIU45zL5aK1tTXjKeZkMonVah3yLhvhcJjW1lYcDkeXU9jpfqDhcJi6ujq8Xm/G2VGLxcLBBx9sfi12btmyZVx99dU7HSdJohBCDJx+J4xXXnkll19+OTfccAPZ2dk88cQTFBUV8d3vfpfjjz9+MGIU41xeXh6NjY09dnHRdZ1EIkFhYSEOh2NI40qX98mUqDqdTqLRKOFwOONSucVi4dhjjx3MMMeEtrY29thjj52OkyRRCCEGR78TxnXr1vHII4903NhqJRqNkpWVxQ033MDXvvY1fvjDHw54kGJ8c7lclJaWsm3bNsLhMHa7HVVVSaVSJJNJPB7PsJyQTu9ZzLRcrqoquq73WLdU9E1flpw//PBDSkpKhiAaIYQYv/rdGtDj8RCPx4GOF/PNmzeb1zU3Nw9cZEJ0UlRUREVFBdnZ2WiaRiKRMAt1T58+fciXo6HjA1NvjZLSey+t1syfy9K92Nva2gakNeBYaC/Yl/Z8l156qdmeT5JFIYQYfP2eYTzooIN4++232WOPPTjxxBO5/PLLWbNmDf/+97856KCDBiNGIczemrm5ucTjcbN8TaYOLkPB5/PR2NhodpTZUTwex+Vy9dpiMJlMcscddwC73howGo3S0tKC3+9H13WcTif5+fnk5uaOmn2RcnhFCCFGtn4njH/4wx8IhUIAXHfddYRCIR577DGmT5/O7bffPuABCtGZoijDMpvYk6ysLHw+Hy0tLTgcDqxWq3lKOh6PmzOgmQ68DIRgMEhlZSXxeNx8/GAwSDAYpK2tjYqKihGbNEqSODQikQitra1Eo1EURSEnJ4fc3Nxh/bAlhBh9+p0wTp061fza7XZz1113AR0zJXV1dQMXmRC9MAyDcDhMIpHAYrGQlZU15ImRoiiUl5ejqip+v99MEgGz80xeXt5uP45hGIRCIcLhMIZh4HQ68Xq9aJpGVVWVuY+z82NrmkZraytOp5NJkybtdgwD5aGHHuLnP//5TsdJkrj7DMOgvr6e+vp6kskkqqpiGAZ+v5+GhgbKy8uHvG6pEGL02uXC3Ttau3Yt++67L5qmDdRdinEklUrh9/vNAtgOh4O8vDx8Pl+3RDAQCFBbW0skEkHTNBRFweFwUFRURHFx8ZD2hLZYLJSXl1NSUkIwGDSXyn0+X697F/sqXc8xFAqZdSYVRcHlcpGVlUU8Hsftdnd7zhaLBZvNRktLC8XFxcM6mxQKhZg5c+ZOx/UnSUwkEvj9fvOkusvlIi8vj5ycHOkJ/gW/309tbS2qqnb5QGEYBpFIhMrKSmbPnr1L2yCEEOPPgCWMQuyqWCzGli1bCIVCqKqKqqpEo1Ha2trwer1UVFSYCU8gEKCystJMKl0ul7kEXFNTg6ZpTJw4cUjjTydwLpdrQO83mUyaPxen02kmoJqmEYlECAQCqKqaMUGy2WxEo1EikQher3dAY+uLviw5v/3221RUVPTrfkOhEJWVlUSjUfP5h8NhWlpaKCgoYPLkyYO6DWA0MAyDxsZGdF3v9nepKIpZJ7S1tVUODQkh+mR8v6qKYWcYBlVVVYRCIdxuN263G6fTicfjwel00tbWRk1NjTm2traWZDKJ2+02EyhVVXG5XFitVhobG4lGo8P5lAaM3+8nHA53ea7QMXvodrvNskKZDMdMW19OOJ9xxhnmCef+JovJZJKqqipisRgejwe3220eLLLZbDQ2NtLQ0LC7T2PUi8fjRCKRjLOHiqKgqiptbW1DG5gQYtSSGUYxrNrb2wmFQrhcrm6zQhaLBYfDQSAQIBqNkkqliEQiOJ3OHpMhu91OOBymra1twGf7hkNra6v5xr4jRVGw2+1Eo1E0Tetx/2YymcRmsw36z2IoD6+0tbURjUZxuVzd/gZsNhuaptHU1ERRUdGIPewzFHRdxzCMXmda03VChRCiL/qcMH7yySe9Xr9hw4bdDkaMP+mDHJne3K1WK+FwmFAohMViyZgcAWYR7R37m49kqqqy//77m193lj7Qk4nD4SAWixGLxbrtY0x3wCkuLh6UPWrz5s2jtbV1p+MG+vBKe3s70P1nlWaz2czZtfF8oMNut2O1WkmlUhn/htJ7P4UQoi/6nDDuvffeKIrSY2Hg9OWy2Vz0184KTXfupJLer6bresaEobfkcySyWq2ceOKJPV5nt9vNElaZuN1uVFUlEolgs9lQFIVUKoWmaeTk5AxoB5znn3+eH/zgBzsdN5gnnNPF0DNJvxaNhQLmu8NqtZKXl0ddXR02m63bv5d0l6KBOMUvhBgf+pwwVlZWDmYcYpxK93/OlASmUilUVcXhcODxeHA4HCQSiR5rMaZnU3JycgY0xlgsRltbG7FYDFVVycnJIScnZ9APVuTn55snr3d8LMMwSCaTFBcXk5eXR1NTkznWbrdTUFBAQUHBbp+OTiQSlJeX73Tc9u3bh+QDo8vlorW1NeMH1HQR9aHuKz4SFRcXm1s+0kXuDcMgkUig6zqFhYUD/m9FCDF29TlhnDJlymDGIcYpt9sNdBzwsNvt2Gw2s1e0YRjE43Gys7PJzs5GURSKioqoqakhkUiYM2rQkSjEYjFyc3MHbCkyfdI0fdAmPXvV2NhIVlYW5eXlu11EPF3iBOi2rJybm0tLSwvBYLBLYXBN04jFYjidToqKinC5XGRnZ5NKpdB1HavVutvJbF/2Jb7yyivMmTNntx6nv3Jzc2lsbCSRSHRLCtPL8IWFhZIw0jFDPW3aNOrr6/H7/cRiMaDjQ1phYSFFRUWyKiSE6DPFGO9rNzsRDAbxer0EAgH5ND7AWlpa2LZtG+FwmHg8bm7St1gsZrkcp9PJ1KlTycrKAjoSrO3bt9PU1NQliUvP/HUuwTMQ8VVVVZl1HtNvrpqmEY1Gyc7OZubMmbu1BJ5IJPjNb34D9NwaMJFIsHXrVtrb280ap4qi4PF4KCsrM38uA6EvSeLJJ5/MPffcM2CPuSvq6+vZvn07uq6bv5f0iXGPx8P06dMlYdxBIpEwC8u7XK5RtW1DCDEyyClpMSyCwSDV1dXouo7X6zVnCOPxuHkaOl2eJT0LCR3J0sSJE8nPz6etrY14PI7FYsHr9ZqzkANB13UaGhowDKPbwYB0WZtQKEQgEBjUfWB2u53p06cTiUS6dHrJzs4ekCXx0dieL32Qp7GxkUgkYu5bLSkpobi4WJLFHtjtdinQLYTYLZIwiiFnGAZNTU2kUilzGTa9x8rj8aDrOtFo1Kyzt6PBKpTdWSQSIRqNdks+kskkqVQKwzDM7jSDfXAgPaPo8XgG5P6OPPJI1q9fv9NxIylJ7Cx9WCM3N5dYLGbu25TeyEIIMXgkYRRDLplMEgwGu+xBTEt3erFarbS2tg7oKd/+SNex67wM3d7ebiaL6csaGxspLi4e0KXhnqT3c6ZbD/Y3OXrzzTc544wzdjpupCaJPUl/cBBCCDH4JGEUQy6djPW2j0pV1UHvS55MJvH7/SQSCRRFISsry1zqtdlsZt1H6FhCT5/C7tyTN5VKsWXLFmbMmDEoyYthGPj9/m7Lr3l5eTtdfk2lUkyePHmnj7Ft27Zx30pPCCFE7/qUMO6zzz593hv24Ycf7lZAO3PXXXdx6623UldXx9y5c7njjjs49NBDM45//fXXueyyy/jss88oLS3l5z//ORdccMGgxih6Z7PZzKLCnVvedaZp2oAtwfakubmZ7du3k0gkzBlDVVXJysqioqLC3CfY2tqKqqrdYk2XusnOziYWi9HU1NSn5Ky/Ghsb2bZtm7nsmo6lvr6e9vZ2pk2b1u2kdl/2JT799NPst99+Ax6vEEKIsalPCeMpp5wyyGH0zWOPPcYll1zCXXfdxSGHHMJf/vIXFi9ezNq1a3t8s66srOSEE05g6dKlPPTQQ7z99ttceOGFFBYWctpppw3DMxCAOUNWW1vbY41BTdMwDIP8/PxBefy2tjaqq6sxDKNLKRtN0wgGg2zZsoWZM2cyYcIEIpEIfr8f+LLIeHqG1Ol0mrXt/H4/EydOHNDTp9FolNraWnMPY5rFYsFmsxEOh6mrq6OioqJPSeJhhx3Go48+OmDxCSGEGD9GVVmdAw88kH333Ze7777bvGzOnDmccsop3Hzzzd3G/+IXv+Cpp55i3bp15mUXXHABH3/8MatWrerTYw51WZ3e2tql9/b1ZWz6IMmujE0mkxk7ZQzU2EQiwaZNmwiHw+aBBZvNRiKRIJlMkp2dTUVFRcal0s4nPtP1BzPpPDaZTLJ+/Xra29t7PFBjsViIxWJMnToVr9dLMBjk448/JpVKdek443Q6zeLdyWSSRCLBnDlzMAyDtrY2EomEOQOZnZ2N3W7vkpiml7pTqRTPPPMMACeeeCJWq9Xc27l9+3aqq6szLnUfc8wxADvdz1hVVQXQpT5j5xh6sqtjdV0nlUplHGuxWMykeiSMTRdAH4ixnf99DtZYGD+vET3Z8d9yX8f25zViZ2N3rP86GGN39m+uP2OH4t+9vEaM/teIvlRRGDV7GBOJBB988AFXXHFFl8uPPfZYVq5c2eNtVq1axbHHHtvlsuOOO45ly5aRTCZ7fKONx+PE43Hz+2AwOADR9126Jl9PZsyYwXe/+13z+1tvvTXjH1F5eTlLliwxv7/jjjvMAtE7Ki0t5bzzzjO/v/POO2lra+txbGFhIRdddJH5/b333ktTU1OPY30+H5dccon5/f3339/lUEUqlaK9vZ1YLIbdbuf73/8+NpuNkpISXn75ZR577LEe79dms3HVVVeZ3z/22GNs3Lixx7EAV199tVnQ+rHHHuPNN980D9fsaOnSpUBHIfE333yT1atX09jYSDKZNMen9zGeffbZuN1udF3nnXfe4dFHHyUcDnd54UzXcLz66qspKioCOgpe9/Q3+9lnnwFw4YUXUlRURDQa5ZNPPunSx/2FF16grq7O/N7pdJqHc9K19gAuv/xyc0z6b2rJkiVm15YPPviAZ599NuPP7Dvf+Q4zZ84EYM2aNTz55JMZx37jG99g7ty5AKxbt45//vOfGceecsop7L333gBs2rSJf/zjHxnHnnDCCRxwwAEAVFdXs3z58oxjjznmGA455BAA6urquO+++zKOXbRoEYsWLQKgqamJu+66K+PYgw8+2HwNCQQC3HHHHRnH7r///mabx0gkwq233ppx7N57722u3CSTyV7/3e+xxx5885vfNL8fT68Rnbndbn7+85+b3z/88MPmh6Ed9fc14rrrrjO//ve//83atWszju1cL/W///0vq1evzjj2Zz/7mbk68MILL/Dee+9lHHvJJZfg8/mAzK8RaenXCOg40LZixYqMY5cuXcrEiRMBeOedd3jppZcyjpXXiA7j8TWi87+BTPqdMGqaxu23387jjz9OdXV1t0y2tbW1v3fZJ83NzWiaRnFxcZfLi4uLqa+v7/E29fX1PY5PpVI0Nzf3eAL35ptv5vrrrx+4wEVGVquV3NxcUqkUNpuNGTNm4PF4eux921/pU8WRSIQ1a9ZgGAYOh4NAIICu6zs9cNP506fb7SYQCHQ58NL5cdIfPtrb280Zk/Q4XdeJxWJs3bqVgoKCfj2vdLebhoYGnnvuuZ2O/7//+79e3wyEEEKIXdXvJelrrrmGv/71r1x22WVcffXVXHXVVVRVVfHkk09yzTXXcPHFFw9KoLW1tUycOJGVK1eycOFC8/KbbrqJBx98sMe6cjNnzuTss8/myiuvNC97++23+cpXvkJdXR0lJSXdbtPTDGNZWZksSQ/yWBjY5aaGhgazG0h6n2IymSQej5NIJMjKyupxhtlmsxGJRCgoKKCsrAxd10kmk2zcuJFwOIzT6TSTTVVVicfj2O12NE0jHo/3uHys6zqapjFjxgx8Pl+X5ZvOSw3pRDO9L7K0tHSnJ8Wfe+459tlnH/NEtyw3yXKTvEZ0HytL0rIkLa8RvY8dlCXphx9+mPvuu48TTzyR66+/nm9/+9tMmzaNPffck3feeWfQEsaCggIsFku32cR0HbyelJSU9DjearVmPFDhcDiGtVNEf7oxDNbY/tT4GwljdzxpHQ6HaW5uxm63dzlBbLPZcDgc+P1+4vF4t97NgLlXMS8vz7xfu93O7Nmzqa6upr293fwHlj5VnZ+fT01NDVlZWRlnLsPhMG1tbfh8vi4vMIlEgttuuw3oWOpKLwel73/HepAAv//979lzzz1JJBJdDtp0vt+dGayxqqr2+W9tJIxVFGVUjQV5jdiVsZmqMYzUsSPh37K8RnQYCf/uR8prRL8Txvr6eubPnw9AVlYWgUAAgJNOOomrr766v3fXZ3a7nf3224+XXnqJU0891bz8pZde4mtf+1qPt1m4cCFPP/10l8tefPFFFixYIF0hxrDW1lazr3BnhmGYy9HJZNI8+GK1WjEMwzxwk5+fT3Z2dpfbOp1OZsyYQTgcJhwOm5dlZ2fT3t7e42nvzhRFyfgJ/Pe//z3QsddrR+mZw6KiIpYvX46iKOasZ2FhYcYPS0IIIcRA6nfCOGnSJOrq6pg8eTLTp0/nxRdfZN999+W9994b9Jm5yy67jDPPPJMFCxawcOFC7r33Xqqrq826ildeeSXbt2/ngQceADpORP/5z3/msssuY+nSpaxatYply5bxyCOPDGqcYni1t7d322+YSqUIhULmspCmaSQSCXP/ZLpYd0lJCRMnTuwx+UsX996xq4vVajUTu55mEdKJaudPcn3t4VxXV0cikcDv99PW1oamabhcLvLy8sjJyRmw3tlCCCFEb/qdMJ566qm88sorHHjggfzkJz/h29/+NsuWLaO6uppLL710MGI0nXHGGbS0tHDDDTdQV1fHvHnzePbZZ5kyZQrQ8eZaXV1tjq+oqODZZ5/l0ksv5c4776S0tJQ//vGPUoNxjOtpmTkYDKJpGqqqmsmkx+MhkUjgdDopLS3F6/X2a3o+ze12k5WVRVtbGx6Pp8fHt1gsnHvuuaxZs2an97fjKVG73U5xcbHMJgohhBg2u12H8Z133mHlypVMnz6dk08+eaDiGjGGug6j2H3btm2jtrbWTN7SpXvSiaKmaVgsFnw+n3mKeerUqbtVKLy9vZ3NmzeTTCZxOBzmMvfHH3/MT37yEzNRzXTbyy+/vEu5DiGEEGIk2e06jAcddBAHHXTQQMQixIDIy8ujqanJrO+Y7hWtKAqGYZhdWhRFMZO4lpaW3UoYs7OzmTp1Ktu3byccDnPUUUcBmI/R0xJ3ZWUliqL0WjNLCCGEGAn6lDA+9dRTLF68GJvNxlNPPdXr2LE4yyg6pAtDq6qKy+Xa7VqJuyoWi+H3+2lvbwfA4/GQl5dnlrRxu92UlZVRU1NjFtLuXFvR6XR2OT1tsVhIJBJomkYgECASiWAYBi6XC5/P1+fTjbNnzwY69iymZzN3XJ6+4447uhRY7a38wXiWSqVIpVL9Os0ohBBi8PRpSVpVVerr6ykqKtrlk6CjlSxJd9SmrKuro62tzSw743Q6KSwspLCwcEgPXrS2tpoF4zvX9bLb7UyaNImCggJzbCgUorGxkZqaGgCzzE7nNn3QUXHf4XCgqqqZLALm85w8eTJer7fHePp6eCVT94pUKsW///1vAL7+9a/3q/TGWBSLxWhoaMDv96PrOoqi4PV6KSws7HZyXQghxNAZVb2kh8N4Txjj8XiXns+dS9Dous6ECROYOHHikCSN4XCYzz//3DwpnH5MwzCIxWKoqsr06dO7JRabN2+mpaWlxwMpuq4TCoWwWCwYhoHb7e6SiEaj0S5daGD3k0TRs0gkwubNm82fucViQdd1EokENpuNiooKs3Wa6KDruvkhx+FwyGysEGLQ9HtN8YEHHujSCSUtkUiY5WzE2FFXV0c4HMbj8WC3283DGy6XC5vNRkNDA6FQCF3XCQQCNDY20tTURDQaHfBYmpubSSaTXZJF+HImMJlM9tiztqioCJvNRjQa7dJpQdM0IpGIWSDb4/F0mUFXVRW3200ikeDcc8+ltLR0p8libW2t+Z/oO8Mw2LZtG9FoFI/HYx4cstvteDweNE2jurq61+4M44mu6zQ0NLB27Vo2bNjAhg0bWLt2LVu3bpVtDkKIQdHvGUaLxUJdXZ3Z+DytpaWFoqIiWZIeQxKJBGvXrgV6rgZvGAbhcJjc3FySyWSX5Vyr1YrP56OsrGxAllkNw2DNmjVompax3mf6jXL+/PndTiS3tbVRXV1tftgxDKNLQpietexs69atnHXWWeZzylTsXZLD3RcKhdiwYQM2m63Hv5f0bG9FRUWXbQfjkWEY1NTU0NDQYO7xTLe+TCaTZGVlMX36dJltFEIMqH6/k+/Ypixt27ZtGfd5idEpXdi68wGRztJ/Bw0NDTgcDrPPcrrvZVNTE6lUimnTpu32AZl08eue/vbSf5PpLiihUIhgMEgoFEJRFLKzs8nPz2ePPfagra2NWCxm1mHMzs7m008/7RLfokWLuj3PHT9XbdiwYUD21CUSCfOU9HguqxOLxcwuPD1J/35isdhQhjUitbe309TUhN1u7/IhxuFwYLPZCIVCNDQ0UFZWNoxRCiHGmj4njPvss4/5pnzUUUd1mQXQNI3KykqOP/74QQlSDI/OpWgyicfj5t6/dDKX7ntpsVhoa2sjEAiQm5u727E4nU7a29ux2+3mvsV0opGO1WazsWnTJrPWInTMEjc1NTFlypQeZ6fsdjuHHXZYxn2Y6YT0pptu4uyzz+537MlkktbWVvx+P8lkErvdTn5+/m7/TMaSvu6Blc42HQe/epoRB8yORS0tLZSUlEgLVCHEgOlzwnjKKacAsHr1ao477rgu7dHsdjvl5eXSQWWMcblcuFwuIpEIbre72/Xp0iedk8XO0glba2vrgCSMBQUFtLe3k0wmCYfDJJNJoONNUtM0UqkUiUSCrKysLgdcDMMgGo2ydetWHA6H+VzS+xE772vsyTPPPMPEiROZOHFiv+OORqNUVlYSCoVQVRVVVYnFYgSDQVpaWpg0aVK/73Ms8ng8WK1WM6HekaZp5qzweBeNRjPOxELHdpBEImEeFhJCiIHQ54Tx2muvBaC8vJwzzjgj4zKlGDtUVaWwsNDcSG+z2bokYekDI739Laiq2qdN+Okl5/RtekpA8/LyCAQC1NbWmj2goSPhS+9JTJ+q7ZzgKoqCy+UiHA5TUVHR7c02fbvO5XRee+01UqkU8Xgcj8dDYWFhjzGnx/dE13W2bt1KKBTqcvoaMGs+SpGCDk6nE5/PR1NTExaLpcvvKL1/MTs7e9ztI+6Jqqq9/t2kZ8SHq06qEGJs6vcexrPOOmsw4hAjVEFBAfF4nMbGRsLhsFnqJF3YureZDuh4s+/t0IthGPj9fpqbm4lEIkBH8pDeE2m328nJycFms6GqKiUlJTQ2NmIYhnnAymKx4HA4iMfjWK1Wc6YxfTjm+uuv57XXXsu4/xY6ZmXefvtt2trazAM8FouFvLw8Jk2a1GXWKxwO09LSQltbm/lzKCgowOfzdXmTbm9vJxQK9VjkPB1zMBgkmUzKTBAwadIkkskkgUAAwPxbS59gLy8vlyQI8Pl85oeNnv6eE4kEHo9HPtQLIQZUvxNGTdO4/fbbefzxx80Cyp21trYOWHBi+CmKwsSJE/H5fPj9fqLRKKqq4vV68Xq9bN26lba2NqxWa481DtMJVXpM55m29GnPxsZGoCNBSHdxMQwDu92O3W7H4XAwYcIECgsLzaQwKyvLnJFMH7TpXO6purqapUuX7vT57XjCORaLEQ6HgS+X5Ds/r9bWVrZu3UoymTSfcyAQIBgMkp+fz5QpU8znFw6Hza4vPbFarebSuiSMHafQp02bRltbGy0tLcTjcWw2G7m5ueTl5cnP6Au5ubk0NjaaW0U6z/qnX4+Liopkv6cQYkD1O2G8/vrr+etf/8pll13G1VdfzVVXXUVVVRVPPvkk11xzzWDEKIaZoihkZWV12beaVlxcTCgUIhqN4nQ6zWQplUqZp5Tr6+vNJWOXy0VJSQl5eXm0trbS2NiIzWYzT3cmEglzRlLTNHPGsKamxlxmSyaT5pJcuk9z+r/0Xtue2vKlL1+zZk3GvtE7tg3sLBqNUl1dbc54pe/f4XCQSqVobm7G7XZTXFwMsNPl5s5v9CNZeja3c+/twWKxWMjPz9+tvt5jXXrPeFVVlTkrn64QYLVaKS0tJS8vb5ijFEKMNf1OGB9++GHuu+8+TjzxRK6//nq+/e1vM23aNPbcc0/eeecdLr744sGIU4xQOTk5lJeXU1NTYxbrTu9HTNdMTJ+Y1nWdcDhMVVUVmqbh9/uBjpklTdPMPtXppDNdWNtmsxGPx/n8889xOp1mWZz0f6eddtpOZ1O+853v8L3vfY9p06bt8gGc1tZWc7lvx8dLH9hoamqisLCwy95OXdd7XEpNpVJYLBZmzZo1rL25M9E0jdbWVpqbm83Z25ycHAoKCmQv4TDLzs5m9uzZ+P1+c3na7XaTm5ub8RCaEELsjn4njPX19cyfPx+ArKwsc7/RSSedxNVXXz2w0YlRITc3l+zsbAKBgFlmp7GxEavVai7pGoZhzqRFIhE2bdqE1Wo1lxnj8Xi3/Y66rhOLxcz+1dFo1GwB+I1vfKNLDOn73nG27qWXXkLTNHRdp6CgYLdqhba3t2OxWDK+GdvtduLxOLFYDLfbjc/nw+l0Eo1Gu72Jp8sCeb1ezjnnnBH3Bq9pGlVVVbS2tqIoivl7Se/dnDRpUrfi/WJo2Ww2ioqK5PcghBgS/U4YJ02aRF1dHZMnT2b69Om8+OKL7Lvvvrz33nsZO3CIsc9qtZrLiH6/n1Qq1SVZDIfDZs1EwJxNTBcf3jHRSyaTZn1Fq9WKruucccYZvdZKhI6luaefftrs3hIMBvH5fBQXF5szf7uqr0vHnZfLJ0+eTGVlpdmLO10CKN3isKysbMQliwCNjY20traaxdjT7HY7sViM7du3k5WV1WO5JSGEEGNPvxPGU089lVdeeYUDDzyQn/zkJ3z7299m2bJlVFdXc+mllw5GjGKUSW+8TydnkUjEPCzT+XCMoijE43FCoVCXpKTzCegnnniCxx9/vMfH6Txz+dhjj2GxWPD5fDgcDrPbTCwWo7Cw0NxXuDuysrJob2/PeDo1fXil8x5Ir9fL9OnTaWxsJBAIkEqlUFWV4uJiioqKeiy+PNw0TaO5udnsG74jh8NBOBymtbVVEkYhhBgn+p0w/va3vzW/Pv3005k0aRIrV65k+vTpnHzyyQManBid0nXi0nsZ03sOO8/uKYqCw+EgFosRjUbxer1mPUS/38/ZZ5/dLSnb8ftnn33WbF9osVjQNM18jHS3mfQ+vJKSkt2eycvLyzP38+14MCZdOLy4uLhbkpU+MJRMJs2DPOkl3kQiwa233grAz372sxHRGjAej5NIJDLGkj780t7ePsSRCSGEGC79Thh3dNBBB3HQQQcNRCxijMjOzsZms5nLyjv2CE4vNacPeoRCISKRCKeeeupO7/v+++8nLy+PVCrV5b7Sp7B3XHJOd71IJ2q7w+PxUFpayrZt2wiHw2Yh81Qqha7r5ObmUlJSkvH26dPgO0p3rBFCCCFGql16B92wYQN/+tOfWLduHYqiMHv2bH784x8za9asgY5PjEJOp5O8vDwaGhq6LD/DlyeonU4nNpuNY445pksv6PSYzrOBp59+OmeffTaxWMysuZi+n/SeSMMwuu23gy9PKA/UPsGioiIcDgfNzc2EQiHzuRQUFFBQUDDoZWeGQrpwejwe73HJPL1lIDs7exiiE0IIMRz6nTD+61//4tvf/jYLFixg4cKFALzzzjvMmzePf/zjH91Or4rxadKkSWiaRmNjI5qmdUkCTz/99C4JXHqJs3NB71QqxZNPPmkmL533Q6aTxGg0ap6Atlgs3ZZQ0/sYi4qKBiyRUxQFn8+H1+sllUphGAZWq3XElcTZHaqqUlBQQHV1NalUqsvMbPp0t81mk1p/QggxjvQ7Yfz5z3/OlVdeyQ033NDl8muvvZZf/OIXkjAKoOOEcEVFBfn5+axfv54f/vCH1NTUAF33IqZPFKcTrnTnlUAgQGVlpbmcDB2HLdIJYzoBTP8/fRLbarWas5DRaBSbzUZBQUG/408kEl1aFe64Z1FRlDHdeaSoqIhIJNKl40o6kbdarZSVlcmBFyGEGEd2qQ7j97///W6Xf+973zM37wsB8O677/L1r3/dTDSg52Tx008/7XaK2ev1Mm3aNOrr62lvbzcPjFgsFrKyssxZr/QBm/b2dhKJBIFAwDwl7XA4mDx5co8dajJJpVLU1tbS2tpq7i20Wq34fD5KS0vHTekoVVUpLy8nJyeHlpYW85R7YWEh+fn5shwthBDjTL8TxkWLFvHmm28yffr0Lpe/9dZbHHrooQMWmBid4vE4FRUVXS5L11JML00DPPfcczidToqLizPOAGZnZ5OVlWUW796+fTvBYBCPx9NtrM/nIxwOm4dPsrOzyc3N7depY03TqKysxO/3Y7PZzBm0dAeXaDTK9OnTR8RJ5qGQXprOz8/vNhMshBBifOl3wnjyySfzi1/8gg8++MA8Hf3OO+/wz3/+k+uvv56nnnqqy1gxPpSWlvZ6vaIofPzxx2Z5mfRM4c72FqZPUwO9nnS2WCx4PB4SiQQTJ07cpfqGfr+ftrY2XC5Xt2LVVquVUChEU1MTEydO7Pd9Z6IoCuXl5ebXI1GmvtxCCCHGD8Xoa/uKL/R1hkFRFHPv2WgWDAbxer0EAgHpn7uDnSWJAPfeey8nnXTSgDze+vXrCYVCGffOpcv4zJkzp9uew77YsGFDxhlMgFgshtVqZd68eTLTJoQQYlzp9wxj+oSqGJ8uvfRSHnvssV7HnHzyydxzzz39ul9N02hrazMPWVitVnJzc8nLyzOXgH0+H8FgsMuJ6/T+yHQPZ6fTSSgUwmaz9etkdPr0b2+1GtPFwVOp1LhZlhZCCCFgAAp3i7Fv69atZgml3qRPOPdXKpViy5YtBAIBoCMxSyQStLe309zcTEVFBR6Ph7y8PJqamohEImaf6nA4TDQaNT/IpPchNjU1UVFR0eeZxnRpn/ThnJ6kE1WZXRRCCDHe9Pmd79133+W5557rctkDDzxARUUFRUVFnHfeecTj8QEPUAyPcDhMaWkppaWlvSaLtbW15n/pUjbBYJBwOExfdzts376dtrY2nE4nHo8Hp9OJy+XC4/EQiUTYunUruq5jt9upqKjA5XIRjUbx+/1m8WyLxUJOTg5erxeXy0V7ezuVlZX9mhHPzc3tcjCnM8MwSCQS5OTk7HbHmM4SiQS/+93v+N3vfmf24BZCCCFGmj6/81133XUsWrSIxYsXA7BmzRrOOecclixZwpw5c7j11lspLS3luuuuG6xYxSAzDIPvfve7rFixotdxPc0khkIh6urqaG9vNzu3uN1uiouLyc3NzXhoIh6P09rait1u77aEnL6PcDhMIBAgNzeXrKwsZs+eTUtLC1u2bMFut+N0OrFarWabPqvVisvlIhQKmbfri/z8fFpaWswZzM6FxNM1HQsLC/t0X/2RrvcohBBCjFR9ThhXr17Nr3/9a/P7Rx99lAMPPJD77rsPgLKyMq699lpJGEehl19+ucfammnZ2dl8+umnGQtVt7e3s3nzZhKJBA6HA7vdjq7rZo9oTdMyJlrhcJhUKpXxIEu6zmI4HDYTP6vVarYWdDqdxGIxIpGIuWRss9lwuVwYhkEwGOxzwuh0OqmoqGDr1q1Eo1Hz/tI1HcvKyqT+oBBCiHGpzwmj3+/vUlz59ddf5/jjjze/33///c1OHmLkS88Qb9u2rdcx+fn5vd6PYRhs27aNZDKJx+MxZxJVVcVqtRKNRqmtrcXr9fZ4UCTdF3pndlxaTrf9SyeKqqqaHV4SiYQ509jfQ1rZ2dnMnj2btrY2QqEQAC6Xq981HYUQQoixpM97GIuLi6msrAQ69l19+OGHXfa2tbe3j+lWaWPFr3/9a0pLSznuuOO6JYtHHnkkq1evNvck7ixZhI7feyQSwel09rjs7HQ6SSQStLW19Xj79HJypsMm6Vm+HesqWq1Ws4xO517OnYuEp09b95fVaqWgoIDy8nLKy8spLi6WZFEIIcS41ud30+OPP54rrriCW265hSeffBK3292ls8snn3zCtGnTBiVIMTCqqqq4++67u1w2c+ZM7r33XmbOnLlL95nu9ZyphE06icx0oMPtdpOdnY3f7zf3Iaal9w46HA58Pl+X2yWTyS6ldXZMVlVV7TUuIYQQQvRdn2cYb7zxRiwWC4cffjj33Xcf9913X5dZl7/97W8ce+yxgxIkdCyJn3nmmXi9XrxeL2eeeWbGWau0JUuWmF0q0v+lu9OMR2VlZVx++eUUFBTwz3/+k9raWlasWLHLySJ82QWkt2XlnhK6zrefNGmSebglHo+TSqVIJBJEIhEsFgtlZWXdZq8TiQQ2m82cndR1HcMw0HWdVCqFYRgy4y2EEEIMkH53egkEAj22dGttbSUrK2vQlu4WL17Mtm3buPfeewE477zzKC8v5+mnn854myVLltDQ0MD9999vXma328nLy+vz40qnl94lEgnWrl1rHgzZUSqVIplMMmPGjF5/frFYjKamJlpbW9E0DUVR8Hq9FBYW9njQpKmpicrKShwOB9FolEQiYSamFosFp9NJKpViypQplJSUDOhzHkjJZNL8+zz77LMlyRVCCDEi9XuDl9fr7fHy/iRh/bVu3Tqef/553nnnHQ488EAA7rvvPhYuXMiGDRuYNWtWxts6HI4RnTCMBslk0jxEsmNCk07A6+vrsVgsXfYMappGLBbD5/Pt9HSx0+mkrKyMCRMmkEqlsFgsvSZPWVlZ2Gw2DMMgJyfHnGXsvIcxPW4ks9lsnHfeecMdhhBCCNGrUdHpZdWqVXi9XjNZBDjooIPwer2sXLmy14RxxYoVFBUV4fP5OPzww7npppsoKirKOD4ej3cpQB4MBgfmSYxC4XCYxsZGAoEAuq6jqio+n4+ioqIuZXAmTpxIKpXC7/cTi8XMUjgAOTk5lJeXZ1yS3pHVau2SdKbvZ8fbu1wufD4fTU1N5onstHSimpeXl7EvtBBCCCH6blQkjPX19T0meUVFRdTX12e83eLFi/nGN77BlClTqKys5Oqrr+bII4/kgw8+6HH5FODmm2/m+uuvH7DYR6tgMEhlZSXxeBy73W6WqGlsbCQYDFJRUWHOGlosFioqKigoKMDv95unk30+H16vt98HT1KpFK2trbS0tJBIJLBYLOTm5pKfn9+l1V9ZWZnZgzoej6OqqllGx+fzMWXKlD4nqkIIIYTIbFgTxuuuu26nydl7770HdJ9hgt4PUwCcccYZ5tfz5s1jwYIFTJkyhWeeeYavf/3rPd7myiuv5LLLLjO/DwaDlJWV9RrjWKPrOjU1NSQSiS61FaFjCTUSiVBTU8Ps2bO7lLPJycnZ7X2eyWTS7Cudrq2YSqXYvn07LS0tTJ061VxmtlqtTJ48GZ/PRzAYJJlMYrPZyM3Nxev1joqez8lkkjvvvBOAiy66SPYwDrP0wSlVVeXDhhBCdDKsCeOPfvQjvvWtb/U6pry8nE8++YSGhoZu1zU1NXUpJr4zEyZMYMqUKWzcuDHjGIfDkXH2cbwIBAJEo9EeaysqioLT6SQSidDe3p5xT+uu2rZtG4FAAJfL1WVm0jAMIpEIVVVVzJkzh2g0SlNTE4FAAMMwsFgs5OfnU1hYOKpqJhqGYZ727+f5MzGAYrEYzc3NtLa2mrU9CwoKyM/PlyReCCEY5oSxoKCAgoKCnY5buHAhgUCA//3vfxxwwAEAvPvuuwQCAQ4++OA+P15LSws1NTVMmDBhl2MeD2KxmJmE9cRisRBLpvhwSwOKK8YEr4sZxdmo6u7NyMRiMdra2jL2lXa5XESjUWpqavD7/SSTSex2O6qqmrOQgUCAadOmjfukX/RdKBRiy5YtxGIxswh8PB6nurqa1tZW+XsSQgj6UYdxOM2ZM4fjjz+epUuX8s477/DOO++wdOlSTjrppC4HXmbPns1//vMfoONN4Kc//SmrVq2iqqqKFStW8NWvfpWCggJOPfXU4Xoqo0K6rmJPM16JlM7a7W3UtER46bMG/vbGFm59bj2/e24dVc3h3XrcSCRCKpXKOKOTLsZdX1+Ppml4PB7sdrvZU9rtdhMKhdi+fftuxSHGD03T2Lp1K/F4HI/Hg9PpxG6343K5zL+nmpoamf0VQox7oyJhBHj44YeZP38+xx57LMceeyx77rknDz74YJcxGzZsIBAIAB2zYGvWrOFrX/saM2fO5KyzzmLmzJmsWrVqpyVexrt0nc10aZq0lG6wtjZASyiGoah4s7KYVpRNnsfOZ9uD3P3qRmr9UTRNo6WlhY0bN7JmzRrWrVtHQ0NDxm4vne3sjVnTNJLJJC6Xq8fuLna7nUAgQCwW6/8TF+NOIBAgEolk/HtyOBwEg0Gi0egwRSiEECPDqDglDR11Hh966KFex3RONlwuFy+88MJghzUmeTwesrOzaWtrw+12m4dHmtpjBCNxClwKQd1O7Is/H4/DytQCD5ubQqxYW8f+RR0nlxVFMZf32tvbaWpqoqKiImOpG5fLZXZu6WmWUdd1dF3HYrFkPJCQPpST3oMpRG+i0SiGYWQ8IGW1Ws2uQ51LSQkhxHgzahJGMXQURWHKlClomkYoFDITv0AwRLbNIKw7qE96gC+TNlVV8LntNDbU0WK14nG7iSQNagNRWsIJdF0n3xmlJZTgoH3n47B3TwidTic5OTm0trZisVi6vImn+0rbbLY+nX6WE65CCCHEwJGEUfTI4XAwY8YM/H4/ra2tJJNJWuIW6qJ2FIcHvYfdDF6HQq41AaqT1kiKz+vbSaQ0bJaOEiX1IY1QvI2alRs449A9sFm63ke6r3QikSAUCmG1WrFYLOi6bh5wKSoqorGx0Sx9sqN0j2m3201K09lQ386GuiBJTSc/y8E+U3LJzxo5BxgURaGwsND8Wgyt9FJ0pr+ndNchl8s1DNEJIcTI0e9e0uON9JL+0k1Pf0ZlU5iyvJ6X5ox4iNlZUSYX5bK2LkhKM/A4LHSeiXSQ4POghQPmzeDYeT2fVk8kEjQ1NdHS0mL2lfb5fBQWFuJwOFi/fj3RaBS3290lydI0jWg0SnFxMVn5Jdz/ZiXr6gIkUroZQa7Hzsn7TOLIOUWSoAk0TWPdunU9/j3puk4kEiEvL49p06bJ34sQYlyTGUbRZwdMzWd9XZCUpmPdYXbQMAxC8SSefAttkQTxpEaOy0bnZBHAoirYVIU3NjRx+Kwi/JEEyZROrsdOlrNjmdputzNx4sQufaU7l9lJd+4Jh8Pm0rWmaRiGgc/no6CohD+/uplPtwUozXXhtnf8meu6QUMwxqPvbsXjsHDQtJ2XdBJjm8Vioby8nC1bthAOh82yOpqmoWkaWVlZTJo0SZJFIcS4Jwmj6LMDpubz9udNbG4KMdHnxmXvSOKSKZ3tgQgTPE5ys2BbWwyLqtKRLBp8mTQaYIDFZmNTXTs3Pv0ZLaE4Kd3AY7dy4LR8jp5bQsEXS8bpU887ys7OZubMmbS0tOD3+9E0DZfLRX5+Pnl5eXxY3ca6uiBleW4cti8TTVVVmOBzsbU5zEuf1rN/RT6W3awdKUYXI94OLRshFgDVAt4yPN7JzJgxg5aWFrNwt8PhID8/n/z8/FFVCF4IIQaLJIyiz7wuG+ctms7f397CpsYQyZQOKKgKTMx18a0DJ+OKt1Dv30Y8qRFJpNANsKoKLrtKrgMShoUNrQY1/giKAhNz3VhVlfZYkqdX17K+NshFR8+gMLv3E85Op5OJEycyceLEbi0iP65uwzDokix2VpjjoLo1wtaWMFMLswbyR9RvyWSSe++9F4DzzjtPuooMEsMwoP5jjK1vQTz45RWqFbyTcc48nkmTJlFaWrrTk/hCCDEeScIo+qU018XPFs9hfV2QLU1hdMOg1Odi/iQfLruFjbU6jZFqsiwacV0hqXcU+7TqGoGoSr3mYkNDOw6rhelF2ebStstuIc9jZ1NjiP+uruXsQ6f2OaYd39jD8RTWXmYO7RaVlGYQS2oZxwwVwzBoamoyvxaDpOVzjC2vdHydPQGUL7ZUpOLg34yx4RmYezqq1TEqepALIcRQk4RR9CqR0vi4uo33qlppDcXxumzsV5HPPpNzmTfJ123sw+/WUtVko9CmMyUbPDbQDIXaCKxpNmhNhImndKYWZnXbB2m1qOR77HxQ5eer+8TNpen+KshykNQyJ1+RhIbTpuJ1jczZPMMwQE+CoqKo8k90dxmGjrH9fdBSkF3S9UqrAzzFEKiB1s1QtMfwBCmEECOcvBuJjNpjSZa9vpnVNQEwDBxWC5u0EO9X+dmjNIdzD5/WpUTNmm0BqlrCTCzIoTEY59PqdmyKgaoqxDSVaEIjFE/gddsynrTOcdnY5o/SEIjtcsK4X0UeKzY0Eowmvzh48yXDMGhsj7GgPI9SX0eplGRK59PtAdbVBoindAqzHexXnscE39CWUjH0FEbD5xgNn0CkBRQFw1eBUjwPxTdlSGMZU8JNEKoHp7fn6y02wMBo3YQiCaMQQvRIEkaR0aPvVvN+lZ9JuV8ecAGIpzTWbAvwwNuV/OSYWahfLP9WNYfRdAO71cLEXBcuu4W6QJRAJImBQbbLio5BjsvWbXYxTTMMFIVel5R3ZmZxNgun5bNifSPxlEaex4FFVYgkUtR/kYieuFcpiqLQ1B7jr69vYWNDO0lNR1UUdN3g+TV1HD9/gjlusBm6hrHxBYy2zzvOCdndoOsd++6aN8DUI1Am7DPocYxJWgJ07YvEMAPVBsnI0MUkhBCjjCSMAuiYeatsDlMfiGFRFDwOCx9tbaUw29ElWQRwWC1M8LlYVxtkc1OIGcUdvbn1TnvwFEUhP8tBnsdOUjMwDAOrReHjmjYUFDRd/+IkdVetoQSF2Q4m5/fcPrAvVFXheweXk+Oy89bGJra2hDEwsFsszJqQzWkLyphenE08qXHf65tZtz3IpDw3zi8OyRiGQVN7nP98sI0cl43DZhXtcix9FmqAxk8huxBsnWY2nV6ItmJUvg5ZJSjZPdeuFL2we8Bih1QM3epG1zvqclqsnV7+9CQ4c4ctRCGEGOkkYRTUtIR5/L0aPq9vJ5rQUBRIpHT84TgLKvJ6vI3HbqEhoLOxvt1MGCf6XKiK0qVOo6Io2K0dM3TtsSSFWQ5cDitbWyKU53vM2cn09ZFkipNmlnZLUvvLbrVw+v5lHDO3mM/rO2YP87MdzCjKNh/zk5o2Pq9vpyzfjcP65eMpikJRjpOa1ggvr61n4fSCbl1pBpJh6B0Jozq1a7KY5syF9u0YTeslYdwVzlxSWZNI1X1CWPVifFHqyWq14nI6cVgMUCwoBTOHO1IhhBixJGEc5+rbotz16ia2+SMU5ziZ4HViABvr2/FHkmyoa2ePiV7UHZZlFUVBUSClfzmruPfkXCb4XGzzR5iS7+nahUXXaQjG2HdKLiftVcpf39jCluYQDqsF6xfLxTaLyhGzizkuQweYXeF129l/an6P132y7YvyO9YM5XeyHdT6o1Q1h82keKApioLPYweXguLI0ElIUcDqhMDWQYlhrIvH41SnisjT7Ti0VlK2HHTVRjIRh3gbitXAPmkByD5RIYTISBLGce6lz+qpaY0wrTDLnHlT6EiWtrdFaQzGKMpxUpTTtS5iUtMBKMr58mCK22Hlewun8Nc3trC5KYTPZcduVYkkNNpjSSoKPXz7wCmU+Fz84sQ5vFfZyodVfmJJjYm5Lg6cls+8ib4hK6YdSWi9PpbNopLSDeKDWH7HZrNxyY8uwPjoAciQuJqk6s4uqa2tpS3lRC0+FF/gExyJFhQtBEASBw22yRRNOgyXIuV0hBAiE0kYx7FgNMn7VX5y3fYuS8MAPrcdr8tGY3uMhmC0S8JoGAZ1bVEm+FzsWebrcrt5k3xccuwsVqxrYHW1n2hSI8tp5Zi5xRw2u8g8+ZzncXDcvAldZhPD8RT/29JCWySB3WphzoQcSnMH76RyUbaDpKZ3K/zdOR6XzUKuZ5A7fTh9X+xV9IOth4LlhtFRL9A3eXDjGINisRiBQAC73U7CnkWj40gciWYsqTAoKjF7PsGYgTXQzsSs8d0rXggheiMJ4zjWHksSS2r43N1Pj6qqwtSiLILRJE3BBG2RBC6bhVhKp7k9To7Lyjf3LzP7NHdWXuBhyaFTiSRSxJIaHrs1Y9cV6EhAV25q5skPt9MYjJmXZTltHFCRxzcPnNzj4+yu/crzeHVdI4FoEp+7a1LYU/md3qQ0nfV1Qba2RDAMg7J8N3uUevu091FRrVCyJ8bmlyEZ6540xvxgc6MUzunX8xMdy9GpVAq3+4syTopC3FEIjkJzjKKEicViwxShEEKMDpIwjhPBaJLV1X4ag3EsqsLMkmwKsu3YLAqJlI67h0m0XLe9I1n64hBMeyyF3aqwX3kux84rYU5phrp2X3DbrT0merpusGZ7G+9saqGqJYw/nKA+ECPHZWVKngerRcUwDNqiSV5e20BC0zn3sGndZkF317SiLA6fVcgLn9YTTWoUZDmwqgqheIqGYIyibCdf3WfiTsvq1LSE+fvbVWxpCpHSDFAMLIpKeYGHMw8p77X9YDKZ5P7778fQNZYcMhubfwPEVbC5wdAhEQarA6XicDnwsgs69toqGWeR06S7ixBC9E4SxnHgnc3N/PO9GpraY6Qr39itKjOLsynLc/NZbQCvy9btDTWl6VgsCku+UsGeZT7aYyncdgvFOc5drk2o6QaPvbuVV9c1kNAMPHYLmxraCcdTRBN2vC47BVkOFEUh123Hqiq8V9nK4bOLmFUysEuGiqLwzQMm43XbWLG+iW3+CLre0aZwr7JcTt1v4k57TTeH4tzz2iZqWiOU+r6sVxlLamxuaucvr23i0uNmUeLteZbSMAxqa2s7vplxFkrbNIyGNV8U7laheB5K8XyU3PKBfOrjhsfj6ViOTiRwOrsv9+t6x17cnBxZjhZCiN5IwjjGrdnWxgNvV5JMGZTne8zah9GExqfbAxTlOPDYrWzzRyn1Oc3r40mNGn+EioIsFlTk43XZKByAg8Jvft7Ii5/Vk+fpSA7bIgkMA3I9dmJJnc/r2/FMtuD6YmYy22mjIRjjk+q2AU8YoaMd4Yl7TeSI2cVsagyRSOnkZ9kpL/D0KSleubGJ6pYIFYVZXQ7QOG0WKvKz2NwU4q3Pmzh9/53vP1RUK0rJnlA8v6PYtKKi9FZsWuyUxWKhsLCQmpoakskkNtuXP0/DMIhGo7jdbrze3mfLhRBivJOEcQwzDIMXP60nHE9RUZDVJQFy2S1MyfNQ44+waFYhn9UGqfpi/x2AVVWZWZLNDw6dOmA9l1OazuvrG7GqKl6X/YvLDDTDwKIoZDmsBGNJGoJxygu+/NO0qAqBaHJAYsjE7bB2O8CzM4ZhsGpTC26HtcfT1qqqkOOy8c7mFr62zyRs1r4teyqK0tHjWAyI4uJi4vE4LS0txONxLBYLhtFRTN7lclFeXo7VKi+FQgjRG3mVHMMaAjE2NbRTkNXzErLNqqIq0B5Pcc3X5rG62k99IIaqKEwvzmJuqbfPSU6f4gnGqGuLkdfp1LHVomBRFDTDwKooWFSF1kiCcr7s9KLpBt4eDuYMt6SmE02kcNoy/4wcVpV4SieW0gb0Zyn6TlVVpkyZQm5uLn6/n2g0isViwefzkZub22XWUQghRM8kYRzDIkmNpGbg6CVRsVssBKPJIWmBp+sGOtB5Mi7HZcPjsNIeS5LtVFFQMDoVA2+PJXHaOvYUjjQ2i4rHaaM5GIcMnQxjSY1sp81sOyiGh6IoeL1eWXoWQohdJFMeY1iOy4bT1lE4O5NYSqMgu4faf4OgINuJz2XrsrysKgqT891YVJVwPEVS08hx2TAMA384QUMwxv4VeUwv6v3wyXBQFIVDphcQSaZIfVHIvDNNNwjFUhw8PX9QWwsKIYQQg03excawgiwHe5b5aAnFzb2JnUUSKVRF4YAM/aIHmstu4eAZBYTiqS7dUwqzncz8ovVeSjOIpzS2NIVJajpH71HMmQdXDHhJnYFy8IwCphVmUdkcJhRLmT/ncDxFZXOIyQUevjKz95lbt9v9ZZ1AIYQQYgRSjJ4yCWEKBoN4vV4CgcCoLL2xtTnMn17+nMb2OBNynLgdVvQvZu9awwkOmpbP+UdMH7IZsHA8xd2vbuLjGj9uu5Uclw1dN2gNxwGFPcu8zJmQg91mYY8JOZT0oWj2cKsPRHl41VY21AeJJXUwDBw2C9OLs/juQeVMypNkUAghxOgmCeNOjPaEEWBTQzuPv1dNZVOYeEoDA7xuOwdU5HHagjLcjl3byhpLaoRiHYc+spw7PzgQT2qs2Rbg4xo/62qDNARjWFUFl91KeYGHw2cVccDUvF2u8TicDMNgc2OIrS0RACbluZhRlD1iZ0aFEEKI/pCEcSfGQsIIHQdONja009gex6p2nIIu3MW9i82hOCvWNfDO5hYiiRRWVWXPMh+LZhcxvbjnYo31bVH++sYWNjW2o+kdZXSSuo7bZuHouSV8Y/8y6bYhhBBCjFCSMO7EWEkYB0p9W5S7Xt3IlqYwOS4bbruFRErHH0mQ67bzg8OmsvfkrieaI4kUtz23no0N7ZTluXFYO04MG4ZBU3ucWErjB4dO5ZAZhT095JiWTCZ5+OGHAfjud78rJV6EEEKMSDKlI/rMMAwef6+aLc1hphZ6KM5xku20keO0keu20xCIseyNzYRiXYtsr97qZ3NjiCn5HjNZhI5TxkU5TjDg5c/qezxpPNYZhkFVVRVVVVU9HkwSQgghRgJJGEWfbWuNsLY2SHF2RwtBTdepbArx/tZW1mxroyEY48Otfm56ei1N7THzdp9sawPIeLCmINvBNn+U6tbIUDwNIYQQQvSTJIyiz7a3RYnEU2Q7rei6wYa6dqqaw2iagcdhJdtpRQE+2trKnS9vpDkUByAc13o9hW2zqGi6QSI1/mYYhRBCiNFAEkbRZ6qioCgKBtASjtPYHsNlt+CyW8zrLBaVwmwnmxpDvLa2AYCSHGfH6ewMwvEULpsF3whs/yeEEEIISRhFP5QXeMh2WmmLJGkIdtRN7DxzqBsGKgpetw2vy8aqzc1E4ikWVOThslkIRBPd7lP/4uDLvEleSrwjv+aiEEIIMR5Jwij6rCjHyX7lebSE4oRiSTqvMhtAKJ4iy2klz+PA47ASiWu0RZLMKM7m0JmFtIQS1AeiJDUdwzAIRpNsaQoxwefipL1Kh+15CSGEEKJ3oyZhvOmmmzj44INxu934fL4+3cYwDK677jpKS0txuVwsWrSIzz77bHADHeNOW1DG3pNziSU1ogmNWFIjnEjRHkvicViZVZKNRVVIaToWVcFuU1FVhW8dNIVv7F9GltPGdn+ELU0hwokU+07J5UdHzaAs3zPcT23Y2Gw2KacjhBBiRBs1dRivvfZafD4f27ZtY9myZbS1te30Nrfccgs33XQTy5cvZ+bMmdx444288cYbbNiwgezsngtM70jqMHYXTWjc/epGnv54Ow6Lis1qoSjHQVGOE+cXZXO2NIXYZ0ouPzlmZpfOLZF4is1NIVKaQUGWnUl57lHZ2UUIIYQYT0ZNwpi2fPlyLrnkkp0mjIZhUFpayiWXXMIvfvELAOLxOMXFxdxyyy2cf/75fXo8SRh71hKK87tn11EXiDElz431i/Vp3TCoD8RQFPjhkdPZqyx3J/ckhBBCiJFu1CxJ91dlZSX19fUce+yx5mUOh4PDDz+clStXZrxdPB4nGAx2+U90l5/lYOnh0yjLdVPd2rHEXNkcYktTCIdN5TsHTZFkUQghhBgjrMMdwGCpr6///+3dfUyV9cPH8c8lCPhweBDigEkCP7sFZCiiczQjfJxOHDgrnY20u/VbiibxRw/UzFyKZX+YY5q2CmYl/iPSmJ6FitjWNNAYlswZaYc/UMoHQiqJw/n94d25b/LuEm1wwcX7tZ0/rodzXZ/zHbrPvue6riNJcjqdPdY7nU79+OOPf/u+oqIivfnmm32azS4mOB0qXJykMz9e14XLv6ir26uYMSOVFjvm9i+44K66urq0f/9+SdKyZcvk72/bf5IAgEHM0hnGjRs3yvif5/f93auuru4fneOv18d5vV7Ta+ZeffVVtbW1+V7Nzc3/6Px2NyrQX4/+1wP674x/6d+ZE7QwZSxl8R50d3frwoULunDhgrq7eXA5AGBgsnQ6Y+3atVq+fLnpPrGxsfd17KioKEm3Zxqjo6N961tbW++Ydfy/AgMDFRgYeF/nBAAAsCNLC2NERIQiIiL65NhxcXGKiopSVVWVUlNTJUmdnZ2qqanR22+/3SfnBAAAsKNBc9OL2+1WfX293G63PB6P6uvrVV9fr5s3b/r2SUhIUHl5uaTbX0Xn5+dry5YtKi8v17fffqtVq1Zp5MiRWrFihVUfAwAAYNAZNFfYb9iwQaWlpb7lP2cNq6urlZmZKUk6f/682trafPu89NJL+u2337RmzRpdv35dM2bM0BdffNHrZzACAABgED6Hsb/xHEb0pc7OTm3ZskWSVFhYqICAAIsTAQBwp0HzlTQAAACswQzjXTDDCAAAhjoK4114vV61t7fL4XDwm8cAAGBIojACAADAFNcwAgAAwBSFEQAAAKYojAAAADBFYQQAAIApCiMAAABMURgBAABgisIIAAAAUxRGAAAAmKIwAgAAwBSFEQAAAKb8rQ6A//Xn71YDAAD0J4fDIcMw/nY7hXEAaW9vV0hIiNUxAADAENPW1qbg4OC/3W54vV5vP+aBiYE4w/jLL78oJiZGzc3Npn9IuH+Mcf9gnPsH49z3GOP+MdTGmRnGQcQwjAH7RxkcHDxgs9kFY9w/GOf+wTj3Pca4fzDOt3HTCwAAAExRGAEAAGCKwghTgYGBeuONNxQYGGh1FNtijPsH49w/GOe+xxj3D8a5J256AQAAgClmGAEAAGCKwggAAABTFEYAAACYojACAADAFIURvbZ582Y98sgjGjlypEJDQ62OYxs7d+5UXFycgoKClJaWpi+//NLqSLZy4sQJLV68WGPHjpVhGDp48KDVkWynqKhI06dPl8PhUGRkpHJycnT+/HmrY9nOrl27lJKS4nuQdHp6ug4fPmx1LFsrKiqSYRjKz8+3OorlKIzotc7OTj3xxBNavXq11VFsY//+/crPz9drr72mb775Ro8++qgWLlwot9ttdTTb6Ojo0OTJk1VcXGx1FNuqqalRXl6eTp48qaqqKnV1dWn+/Pnq6OiwOpqtjBs3Tlu3blVdXZ3q6uo0e/ZsZWdn67vvvrM6mi3V1tZqz549SklJsTrKgMBjdXDPSkpKlJ+frxs3blgdZdCbMWOGpk6dql27dvnWJSYmKicnR0VFRRYmsyfDMFReXq6cnByro9jaTz/9pMjISNXU1CgjI8PqOLY2ZswYbdu2Tc8++6zVUWzl5s2bmjp1qnbu3Km33npLU6ZM0fbt262OZSlmGAGLdHZ26vTp05o/f36P9fPnz9dXX31lUSrgn2tra5N0u8ygb3g8HpWVlamjo0Pp6elWx7GdvLw8LVq0SHPnzrU6yoDhb3UAYKj6+eef5fF45HQ6e6x3Op26fPmyRamAf8br9aqgoEAzZ85UcnKy1XFs5+zZs0pPT9fvv/+u0aNHq7y8XElJSVbHspWysjKdOXNGtbW1VkcZUJhhHOI2btwowzBMX3V1dVbHtDXDMHose73eO9YBg8XatWvV0NCgffv2WR3FliZOnKj6+nqdPHlSq1ev1sqVK3Xu3DmrY9lGc3Oz1q9fr08++URBQUFWxxlQmGEc4tauXavly5eb7hMbG9s/YYaYiIgI+fn53TGb2NraesesIzAYrFu3Tp9//rlOnDihcePGWR3HlgICAjRhwgRJ0rRp01RbW6v33ntPu3fvtjiZPZw+fVqtra1KS0vzrfN4PDpx4oSKi4t169Yt+fn5WZjQOhTGIS4iIkIRERFWxxiSAgIClJaWpqqqKi1ZssS3vqqqStnZ2RYmA+6N1+vVunXrVF5eruPHjysuLs7qSEOG1+vVrVu3rI5hG3PmzNHZs2d7rHvmmWeUkJCgl19+eciWRYnCiHvgdrt17do1ud1ueTwe1dfXS5ImTJig0aNHWxtukCooKFBubq6mTZum9PR07dmzR263W88//7zV0Wzj5s2b+v77733LFy9eVH19vcaMGaOHHnrIwmT2kZeXp88++0wVFRVyOBy+WfOQkBCNGDHC4nT2UVhYqIULFyomJkbt7e0qKyvT8ePH5XK5rI5mGw6H445rb0eNGqXw8PAhf00uhRG9tmHDBpWWlvqWU1NTJUnV1dXKzMy0KNXgtmzZMl29elWbNm1SS0uLkpOTdejQIY0fP97qaLZRV1enWbNm+ZYLCgokSStXrlRJSYlFqezlz8dC/fX/gY8//lirVq3q/0A2deXKFeXm5qqlpUUhISFKSUmRy+XSvHnzrI6GIYDnMAIAAMAUd0kDAADAFIURAAAApiiMAAAAMEVhBAAAgCkKIwAAAExRGAEAAGCKwggAAABTFEYAAACYojACAADAFIURAPrIqlWrZBiGDMPQ8OHD5XQ6NW/ePH300Ufq7u7u1yyXLl2SYRi+34AHgHtBYQSAPrRgwQK1tLTo0qVLOnz4sGbNmqX169crKytLXV1dVscDgF6hMAJAHwoMDFRUVJQefPBBTZ06VYWFhaqoqNDhw4dVUlIiSXK73crOztbo0aMVHBysJ598UleuXPEdY+PGjZoyZYr27t2r2NhYhYSEaPny5Wpvb/ft43K5NHPmTIWGhio8PFxZWVlqamrybY+Li5MkpaamyjAMZWZmSro9C5qTk6N3331X0dHRCg8PV15env744w/fe3fu3KmHH35YQUFBcjqdevzxx/twxAAMRBRGAOhns2fP1uTJk3XgwAF5vV7l5OTo2rVrqqmpUVVVlZqamrRs2bIe72lqatLBgwdVWVmpyspK1dTUaOvWrb7tHR0dKigoUG1trY4ePaphw4ZpyZIlvq++v/76a0nSkSNH1NLSogMHDvjeW11draamJlVXV6u0tFQlJSW+MltXV6cXXnhBmzZt0vnz5+VyuZSRkdHHIwRgoPG3OgAADEUJCQlqaGjQkSNH1NDQoIsXLyomJkaStHfvXk2aNEm1tbWaPn26JKm7u1slJSVyOBySpNzcXB09elSbN2+WJC1durTH8T/88ENFRkbq3LlzSk5O1gMPPCBJCg8PV1RUVI99w8LCVFxcLD8/PyUkJGjRokU6evSonnvuObndbo0aNUpZWVlyOBwaP368UlNT+3RsAAw8zDACgAW8Xq8Mw1BjY6NiYmJ8ZVGSkpKSFBoaqsbGRt+62NhYX1mUpOjoaLW2tvqWm5qatGLFCsXHxys4ONj3FbTb7b5rlkmTJsnPz+//Pfa8efM0fvx4xcfHKzc3V59++ql+/fXX+//gAAYlCiMAWKCxsVFxcXG+4vhXf10/fPjwHtsNw+hxp/XixYt19epVffDBBzp16pROnTolSers7LxrFrNjOxwOnTlzRvv27VN0dLQ2bNigyZMn68aNG73+rAAGPwojAPSzY8eO6ezZs1q6dKmSkpLkdrvV3Nzs237u3Dm1tbUpMTGxV8e7evWqGhsb9frrr2vOnDlKTEzU9evXe+wTEBAgSfJ4PPec19/fX3PnztU777yjhoYGXbp0SceOHbvn4wAYvLiGEQD60K1bt3T58mV5PB5duXJFLpdLRUVFysrK0tNPP61hw4YpJSVFTz31lLZv366uri6tWbNGjz32mKZNm9arc4SFhSk8PFx79uxRdHS03G63XnnllR77REZGasSIEXK5XBo3bpyCgoIUEhJy12NXVlbqhx9+UEZGhsLCwnTo0CF1d3dr4sSJ9zUeAAYnZhgBoA+5XC5FR0crNjZWCxYsUHV1tXbs2KGKigr5+fnJMAwdPHhQYWFhysjI0Ny5cxUfH6/9+/f3+hzDhg1TWVmZTp8+reTkZL344ovatm1bj338/f21Y8cO7d69W2PHjlV2dnavjh0aGqoDBw5o9uzZSkxM1Pvvv699+/Zp0qRJ9zQOAAY3w+v1eq0OAQAAgIGLGUYAAACYojACAADAFIURAAAApiiMAAAAMEVhBAAAgCkKIwAAAExRGAEAAGCKwggAAABTFEYAAACYojACAADAFIURAAAApv4DHcZuFaVZsR4AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = moran_scatterplot(moran_loc, p=0.05)\n", "ax.set_xlabel('Donatns')\n", "ax.set_ylabel('Spatial Lag of Donatns')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can distinguish the specific type of local spatial autocorrelation in High-High, Low-Low, High-Low, Low-High.\n", "Where the upper right quadrant displays HH, the lower left, LL, the upper left LH and the lower left HL.\n", "\n", "These types of local spatial autocorrelation describe similarities or dissimilarities between a specific polygon with its neighboring polygons. The upper left quadrant for example indicates that polygons with low values are surrounded by polygons with high values (LH). The lower right quadrant shows polygons with high values surrounded by neighbors with low values (HL). This indicates an association of dissimilar values.\n", "\n", "Let's now visualize the areas we found to be significant on a map:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from splot.esda import lisa_cluster\n", "\n", "lisa_cluster(moran_loc, gdf, p=0.05, figsize = (9,9))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Combined visualizations\n", "\n", "Often, it is easier to asses once statistical results or interpret these results comparing different visualizations.\n", "Here we for example look at a static visualization of a Moran Scatterplot, LISA cluster map and choropleth map." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from splot.esda import plot_local_autocorrelation\n", "plot_local_autocorrelation(moran_loc, gdf, 'Donatns')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_local_autocorrelation(moran_loc, gdf, 'Donatns', quadrant=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bivariate Moran Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, to assessing the correlation of one variable over space. It is possible to inspect the relationwhip of two variables and their position in space with so called Bivariate Moran Statistics. These can be found in `esda.moran.Moran_BV`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from esda.moran import Moran_BV, Moran_Local_BV\n", "from splot.esda import plot_moran_bv_simulation, plot_moran_bv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next to `y` we will also be looking at the suicide rate `x`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "suicides = gdf['Suicids'].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we dive into Bivariate Moran startistics, let's make a quick overview which `esda.moran` objects are supported by `moran_scatterplot`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "moran = Moran(donations, w)\n", "moran_bv = Moran_BV(donations, suicides, w)\n", "moran_loc = Moran_Local(donations, w)\n", "moran_loc_bv = Moran_Local_BV(donations, suicides, w)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15,10),\n", " subplot_kw={'aspect': 'equal'})\n", "\n", "moran_scatterplot(moran, ax=axs[0,0])\n", "moran_scatterplot(moran_loc, p=0.05, ax=axs[1,0])\n", "moran_scatterplot(moran_bv, ax=axs[0,1])\n", "moran_scatterplot(moran_loc_bv, p=0.05, ax=axs[1,1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see an easy `moran_scatterplot` call provides you with loads of options. Now what are Bivariate Moran Statistics?\n", "\n", "Bivariate Moran Statistics describe the correlation between one variable and the spatial lag of another variable. Therefore, we have to be careful interpreting our results. Bivariate Moran Statistics do not take the inherent correlation between the two variables at the same location into account. They much more offer a tool to measure the degree one polygon with a specific attribute is correlated with its neighboring polygons with a different attribute.\n", "\n", "`splot` can offer help interpreting the results by providing visualizations of reference distributions and a Moran Scatterplot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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AsWzZsoT7HH/88WLKlCm9Pq4QQrz11luisLBQ/XwUFBSIM888U7zxxhsJ2915550CgHj//fd3+ZiKWCwmIpGIuPPOO0VBQUFCad1ASvv6eszR2/ebciwQ/9kUQojnn39eABDPPfecel330r6//OUvSd/re++9t0f5Z39K+xoaGgQAcc899/RpeyGEMBqN4v/9v//X4/pPP/1UABAvvPBCyvvW1NQIAGLx4sU9bnvhhRd6lAzG21VpnxBCnHvuuWL06NG9v4AMwREpGjIHH3wwjEYjnE4njjvuOOTl5eH111+HwWAA0FXO8f333+Pcc88FAESjUfXn+OOPR11dXdKzkYpgMIgPPvgAp556Kmw2W4/7B4PBHqVYp59+esLlTz/9FB6PBxdeeGHC/WVZxnHHHYeVK1f2KIM46aSTEi7PnDkTwWAQjY2NALrKVgDgyiuvTBn7e++9h2g0igsuuCDheS0WC4444ogBdZ7qTsSVQSQzefJk5OXl4aabbsJf/vKXAY+CdX9Pe+N0Onu8f+eccw5kWe519CwdPvzwQ0yfPh0HHnhgwvXz58+HEAIffvhhwvUnnHAC9Hq9elk585asIyJRNlu6dClWrlyJlStX4p133sGFF16IK6+8En/+8597vd+5554Ls9mccKb/H//4B0KhEC666CL1umg0irvvvhvTp0+HyWSCwWCAyWTC5s2bsWHDhh6P29d9TkdHB2666SZMnjwZBoMBBoMBDocDfr8/6eN2N5Dvh1QcDgfOPPNMPPPMM4hGo1i6dKlaetbdRx99BAA9SpMPPPBATJs2rcdIWF5eHn7yk5/0eJxt27bhnHPOQUlJCfR6PYxGo9qkqfvrlySpx0jVzJkz+7S/O/7441FVVYXXXnsNN954I/bYYw8sX74cJ510UsJo/zvvvIPdd98dRx11VK+P9+GHH+Koo46C2+1W47799tvR0tKifs8OxECOOXr7rCmPo/jZz34Gg8Gg/v1SvTa73a5WUyiUv3V/Rjnj1dbWAkCP0VkhRMLrjC+3A9Brt8i+dJIc7P1TKS4uRmNjY494M5FB6wAoey1duhTTpk2Dz+fDSy+9hCeeeAJnn322mmgoc6VuvPFG3HjjjUkfo3sJQ7yWlhZEo1E88sgjeOSRR/p0/+5lX0oM3Xdq8TweD+x2u3q5oKAg4Xaz2Qyga6gb6Coh0+v1KCkpSfmYyvMqtdzd9aeeOJWqqiqUlZWlvN3tdmPFihX4/e9/j1tuuQWtra0oLS3FL37xC/z2t7/ttUQvXn86840ePbrHdcr7pNTaD5WWlpakLVeV96j78+/q70yUK6ZNm6bOcQWA4447Djt27MBvfvMbnHfeeRg1alTS++Xn5+Okk07C0qVL8bvf/Q56vR5LlizBgQceiD322EPd7vrrr8ejjz6Km266CUcccQTy8vKg0+lw6aWXJv3/1td9zjnnnIMPPvgAt912Gw444AC4XC5IkoTjjz++T/+PB/L90JtLLrkEhx56KH7/+9+jqakp5fIMvc07Kisr65HcJNuuo6MDhx12GCwWC+666y7svvvusNlsqK6uxmmnndbj9dtsNlgsloTrzGYzgsFgn16b1WrFKaecglNOOQVA1/fPvHnz8Oijj+Lyyy/HHnvsgaamJowdO7bXx/nyyy9xzDHHYM6cOXjqqacwZswYmEwmLF++HL///e8Htf8dyDFHb5+17t/xBoMBBQUFvX6XtbS0oKSkpEeSUVxcDIPBMODvQeV96f43/Nvf/pZw0gL48SRrqlg9Hg+Arv+/qeTl5UGSpAHff1csFguEEAgGg3A4HAN+nOHARIqGTPyX79y5cxGLxfDXv/4Vr7zyCs444wwUFhYC6Kp3j68NjjdlypSUj5+Xlwe9Xo/zzz8/5ejPhAkTEi5333kpMTzyyCM4+OCDkz5GsoP/3hQVFSEWi6G+vj7lTlh53ldeeSVhoma6fPnll6ivr09Zf6+YMWMGXnzxRQghsG7dOixZsgR33nknrFYrbr755j49V3/OOnVvNAJ0zZsCfkxclC+C7pOce0uq+6KgoCChDl+hnMlT/iZEtGszZ87Ee++9h02bNvUY5Y130UUX4eWXX8b777+PsWPHYuXKlXj88ccTtnnuuedwwQUXqHOVFM3NzUmTtL7sc7xeL/71r3/hjjvuSNiXhUIh9UBvV9L9/XDIIYdgypQpuPPOO3H00UejoqIi6XbKvrCurk5ttKSora3tsa9K9n58+OGHqK2txccff5ywVEhbW1uf4x2MsWPH4rLLLsO1116L7777DnvssQeKiop6NMvo7sUXX4TRaMS//vWvhKQgHetGDuSYo7fPWn19PcrLy9XL0WgULS0tPU7CxSsoKMAXX3wBIUTCYyujLwP9HlLu1/2zfeKJJ2LlypVJ7zNjxoweDV0AqNf1tu6j1WrF5MmTU97farVi4sSJfY6/O4/HA7PZnPFJFMBEiobRfffdh3/+85+4/fbbcdppp2HKlCnYbbfd8PXXX/f4Au0Lm82GuXPnYs2aNZg5cyZMJlO/H+OQQw7BqFGjsH79+qQNBwZi3rx5WLx4MR5//HHceeedSbc59thjYTAYsHXr1n6VxvWFx+PBL3/5SxiNxh5NMFKRJAl77bUXHnroISxZsiRhQT2z2Zy2URifz4c33ngjobzvhRdegE6nw+GHHw4A6qjRunXrcOyxx6rbde94qMQGdJ2Ns1qtvT73kUceicWLF2P16tUJa80sXboUkiRh7ty5A35dRLlGWaOnqKio1+2OOeYYlJeX49lnn8XYsWNhsVhw9tlnJ2wjSZL6f1nx1ltvoaamBpMnTx5QfJIkQQjR43H/+te/JnQJBVKPNg/F98Nvf/tbvPLKK72Wfitles8991xC1cLKlSuxYcMG3Hrrrbt8HuUgvfvrf+KJJwYSdko+nw+SJCU94FXKB5VR/3nz5uH222/Hhx9+mLQUEeiK22AwJJRVd3Z24u9//3uPbVN9N6X6ew72mKO7559/Hvvtt596edmyZYhGo7121zvyyCOxbNkyLF++HKeeeqp6/dKlS9Xb419HX797x40bB6vViq1btyZcX1BQkDKxO/XUU3HFFVfgiy++wEEHHQSgKxl87rnncNBBB/Va0aLc/+GHH0Z1dbV6UsDn8+HVV1/FSSedpE7jGIht27Zh+vTpA77/cGIiRcMmLy8PCxYswG9+8xu88MILOO+88/DEE09g3rx5OPbYYzF//nyUl5fD4/Fgw4YNWL16NV5++eVeH/OPf/wjDj30UBx22GG4/PLLMX78ePh8PmzZsgVvvvlmj3kv3TkcDjzyyCO48MIL4fF4cMYZZ6C4uBhNTU34+uuv0dTU1OPs6a4cdthhOP/883HXXXehoaEBP/3pT2E2m7FmzRrYbDZcffXVGD9+PO68807ceuut2LZtmzqHrKGhAV9++SXsdnvKhWbjbd68GZ9//jlkWUZLSwu++OILPP3002hvb8fSpUsTyme6+9e//oXHHnsMp5xyCiZOnAghBF599VW0tbUltE+dMWMGPv74Y7z55psoLS2F0+nsdaSwNwUFBbj88stRVVWF3XffHW+//TaeeuopXH755WrJR0lJCY466igsXrwYeXl5GDduHD744AO1c2O8GTNmAADuvfdezJs3D3q9PmVSfd1112Hp0qU44YQTcOedd2LcuHF466238Nhjj+Hyyy9P6CZJRD/69ttv1bkKLS0tePXVV/H+++/j1FNP7THq351er8cFF1yABx98UG2N3L3d909/+lMsWbIEU6dOxcyZM7Fq1Srcf//9PUZj+sPlcuHwww/H/fffj8LCQowfPx4rVqzA008/3WOUSznz/uSTT8LpdMJisWDChAkoKChI+/fDeeedh/POO6/XbaZMmYLLLrsMjzzyCHQ6HebNm4fKykrcdtttqKio6NMJstmzZyMvLw+//OUvcccdd8BoNOL555/H119/3a94d2Xjxo049thjcdZZZ+GII45AaWkpWltb8dZbb+HJJ5/EnDlzMHv2bADAtddei5deegknn3wybr75Zhx44IHo7OzEihUr8NOf/hRz587FCSecgAcffBDnnHMOLrvsMrS0tOCBBx7okRACP1ZUvPTSS5g4cSIsFgtmzJiBSZMmwWq14vnnn8e0adPgcDhQVlaGsrKyQR9zxHv11VdhMBhw9NFH47vvvsNtt92GvfbaCz/72c9S3ueCCy7Ao48+igsvvBCVlZWYMWMG/ve//+Huu+/G8ccfnzB/rD/fvSaTqd9LdFx88cV49NFHceaZZ+Kee+5BcXExHnvsMWzcuBH/+c9/ErY98sgjsWLFioQ5SzfeeCP+/ve/q9+pZrMZ99xzD4LBYEK7eaCrw7IyD7u+vh6BQACvvPIKAGD69OkJSZMsy/jyyy93WVGTMTRrc0FZK9UijkII0dnZKcaOHSt22203tSPa119/LX72s5+J4uJiYTQaRUlJifjJT34i/vKXv6j3S9W1T7nt4osvFuXl5cJoNIqioiIxe/Zscdddd6nb7KrL3YoVK8QJJ5wg8vPzhdFoFOXl5eKEE05I2F7p1NPU1JT09cZ3qIvFYuKhhx4Se+65pzCZTMLtdotZs2aJN998M+G+y5cvF3PnzhUul0uYzWYxbtw4ccYZZ4j//Oc/vbzDP74e5cdgMIiCggIxa9YsccsttyQskJcqzu+//16cffbZYtKkScJqtQq32y0OPPBAsWTJkoT7rV27VhxyyCHCZrMJAGoHot7+zqm69u2xxx7i448/Fvvvv78wm82itLRU3HLLLT06KNXV1YkzzjhD5OfnC7fbLc477zy1y2B8J6ZQKCQuvfRSUVRUJCRJSnjO7l37hBBix44d4pxzzhEFBQXCaDSKKVOmiPvvvz9hscDePmvo1pWMKJsl69rndrvF3nvvLR588EERDAYTtk/1/2PTpk3q/ZN1bGttbRWXXHKJKC4uFjabTRx66KHiv//9b4+OZ73tx5N17du5c6c4/fTTRV5ennA6neK4444T3377bdJ9w8MPPywmTJgg9Hp9j/1MX74fkultXxIvWffRWCwm7r33XrH77rsLo9EoCgsLxXnnnSeqq6sTtuttofNPP/1UzJo1S9hsNlFUVCQuvfRSsXr16h6v78ILLxR2u73H/ZXvvN60traKu+66S/zkJz8R5eXlwmQyCbvdLvbee29x1113iUAg0GP7a665RowdO1YYjUZRXFwsTjjhBPH999+r2zzzzDNiypQpwmw2i4kTJ4rFixeLp59+usd3SmVlpTjmmGOE0+kUABI6wf3jH/8QU6dOFUajscfnsi/HHL19vynvy6pVq8SJJ54oHA6HcDqd4uyzzxYNDQ0J2yZbkLelpUX88pe/FKWlpcJgMIhx48aJBQsW9Pj/lOq7N5Wnn35a6PV6UVtb2+t28err68UFF1wg8vPzhcViEQcffHDS/6NKd8jutmzZIk455RThcrmEzWYTRx55pFi1alWP7ZT3LNlP933GBx98oL6/I4EkxC5aexERERERERYuXIhFixahqakpo+bWBoNBjB07FjfccANuuukmrcMZsPPPPx/btm3D//3f/2kdSp+w/TkRERER0QhmsViwaNEiPPjgg31uy59ptm7dipdeemmXC0FnEs6RIiIiIiIa4S677DK0tbVh27Zt6hzikaSqqgp//vOfceihh2odSp+xtI+IiIiIiKifWNpHRERERETUT0ykiIiIiIiI+omJFBERERERUT+N6ERKCIH29nZwmhcREWUKfjcREeWGEZ1I+Xw+uN1u+Hw+rUMhIqIs8Pjjj2PmzJlwuVxwuVyYNWsW3nnnnX49Br+biIhyw4hOpIiIiNJpzJgxuOeee/DVV1/hq6++wk9+8hOcfPLJ+O6777QOjYiIMsyIbn/e3t4Ot9sNr9cLl8uldThERJSF8vPzcf/99+OSSy7p0/b8bsoMkUgETz75JICu9XWMRqPGERFRtuGCvEREREnEYjG8/PLL8Pv9mDVrVsrtQqEQQqGQerm9vX04wqNdEEKgqalJ/Z2IKN1Y2kdERBTnm2++gcPhgNlsxi9/+Uu89tprmD59esrtFy9eDLfbrf5UVFQMY7RERKQVJlJERERxpkyZgrVr1+Lzzz/H5ZdfjgsvvBDr169Puf2CBQvg9XrVn+rq6mGMloiItMLSPiIiojgmkwmTJ08GAOy///5YuXIl/vjHP+KJJ55Iur3ZbIbZbB7OEImIKANwRIqIiKgXQoiEOVBEREQAR6SIiIhUt9xyC+bNm4eKigr4fD68+OKL+Pjjj/Huu+9qHRoREWUYJlJEREQ/aGhowPnnn4+6ujq43W7MnDkT7777Lo4++mitQ6N+kiQJo0aNUn8nIko3riNFRESURvxuIiLKDZwjRURERERE1E9MpIiIiIiIiPqJc6SIiIgo60QiETz77LMAgIsuughGo1HjiIgo2zCRIhoGwWAQ0WgUVqsVer1e63CIiLKeEAK1tbXq70RE6cZEimiIyLKMnTt3orKyMmENmvz8fIwbNw6FhYUaRkdEREREg8FEimgIdHZ2Yu3atejo6EBBQQHKy8thMBgQDAbR0tKCNWvWYPTo0Zg2bRrLTYiIiIhGICZSRGnW0dGBVatWAQCmTZsGm82m3uZ0OlFYWIjW1lZUVVXh888/x7777gu73a5VuEREREQ0AOzaR5RGoVAIq1evhl6vx9SpUxOSKIUkScjPz8e0adMAAF9++SXa2tqGOVIiIiIiGgwmUkRpIssy1q5dC1mWMXny5F2W7JnNZkyZMgUWiwWrVq2Cx+MZpkiJiIiIaLCYSBGlydatW+Hz+TBp0iSYTKY+3cdgMGC33XaDw+HAmjVr0NzcPMRREhHlDpvNlrQygIgoHSQxgnuCtre3w+12w+v1wuVyaR0O5bDW1lZ89dVXKC8vR0lJSb/vL8sytm/fDq/XixkzZmD06NFDECURDQd+NxER5QaOSBENkizLWL9+PRwOx4ATIJ1Oh4kTJ2LUqFFYt24dqqqq0hwlEREREaUTEymiQaqqqkIgEMDYsWMhSdKAH0eSJEyYMAHFxcXYuHEjvvvuO8RisTRGSkRERETpomkitXDhQkiSlPAzkLIoIq0Eg0Fs3boVxcXFsFqtg348SZJQUVGBcePGoa6uDl988QU7+hERDUAkEsGSJUuwZMkSRCIRrcMhoiyk+TpSe+yxB/7zn/+ol/V6vYbREPXPtm3boNPpUFpamtbHLSwshN1uR2VlJVauXIni4mJMnDgRTqczrc9DRJSthBCorKxUfyciSjfNEymDwcBRKBqR/H4/ampqMGbMGBgM6f+vZLVaMXXqVLS0tKCurg6ff/45Ro0ahTFjxqC4uJgnHYiIiIg0pPkcqc2bN6OsrAwTJkzAWWedhW3btmkdElGfbN26FUajEUVFRUP2HJIkobCwEHvuuScmTJiAWCyGb7/9Fp988gk2b96MUCg0ZM9NRERERKlpOiJ10EEHYenSpdh9993R0NCAu+66C7Nnz8Z3332HgoKCHtuHQqGEA8f29vbhDJdI5ff70dDQgLFjx0KnG/rzEZIkIT8/H/n5+QgGg2hqakJVVRWqq6ux2267YcyYMYNqdEFERERE/aPpiNS8efNw+umnY8aMGTjqqKPw1ltvAQD+9re/Jd1+8eLFcLvd6k9FRcVwhkukqqyshNFoTJrwDzWLxYKKigrMmDEDeXl5+P777/HNN99AluVhj4WIiIgoV2le2hfPbrdjxowZ2Lx5c9LbFyxYAK/Xq/5UV1cPc4REXZ366urqUFxcPCyjUakYDAaMGzcOEydORGNjI1avXs1kioiIiGiYZFQiFQqFsGHDhpQd0MxmM1wuV8IP0XCrqqqCTqcb0rlR/ZGXl4fddtsNbW1t+P7777UOh4goYxiNRhiNRq3DIKIspekcqRtvvBEnnngixo4di8bGRtx1111ob2/HhRdeqGVYRCnFYjHU1NSgsLAwo7rmOZ1OjB07Fjt27IDb7UZ5ebnWIRERacpkMuHWW2/VOgwiymKaJlI7d+7E2WefjebmZhQVFeHggw/G559/jnHjxmkZFlFKdXV1iEajGTMaFa+wsBAdHR3YtGkTCgsLYTabtQ6JiIiIKGtpmki9+OKLWj49Ub8IIVBdXY1Ro0ZlbJIyZswYeL1ebNq0CTNmzNA6HCIiIqKslVFzpIgymdfrRUdHR0aORikMBgPKy8tRX18Pr9erdThERJqJRqN4/vnn8fzzzyMajWodDhFlISZSRH1UU1MDk8kEp9OpdSi9KigogNlsxvbt27UOhYhIM7IsY/Pmzdi8eTM7mhLRkGAiRdQH0WgUDQ0NKCgoyPiFbyVJQklJCZqamuDz+bQOh4iIiCgrMZEi6oPGxkbEYjFNFuAdiIKCAphMJo5KEREREQ0RJlJEfVBTUwOn05mxTSa6kyQJxcXFaGxsRCgU0jocIiIioqzDRIpoF4LBINra2kbMaJRCibe2tlbjSIiIiIiyDxMpol1oaGiAJEkYNWqU1qH0i8FgQF5eHnbu3AkhhNbhEBEREWUVJlJEu1BXVwe32w29Xq91KP1WVFSEYDAIj8ejdShEREREWUXTBXmJMl0gEIDP58OECRO0DmVA7HY7LBYL6uvrR1xpIhHRYJhMJixcuFDrMIgoi3FEiqgXDQ0N0Ol0I66sTyFJEvLy8tDQ0IBYLKZ1OERERERZg4kUUS8aGxvhcrmg043c/yr5+fmIxWJobm7WOhQiIiKirDFyjw6JhlgoFEJ7e/uIHY1SWCwW2Gw21NfXax0KEdGwiUajWLZsGZYtW4ZoNKp1OESUhZhIEaXQ1NQEAHC73RpHMnh5eXlobm5meR8R5QxZlrF+/XqsX78esixrHQ4RZSEmUkQpNDY2wul0wmAY+T1ZRo0aBVmW0dLSonUoRERERFmBiRRREtFoFB6PJytGo4Cu8j6r1YrGxkatQyEiIiLKCkykiJJobW2FECJrEimgq0SxqamJJS5EREREacBEiiiJlpYWmM1mmM1mrUNJm1GjRiEajaKtrU3rUIiIiIhGPCZSRN0IIdDU1ASXywVJkrQOJ21sNhtMJpPaRIOIiIiIBo6JFFE3gUAAwWAQLpdL61DSSpIkuFwuridFRERElAYjvx0ZUZq1tLRAkiQ4nU6tQ0k7t9uN5uZmBAIB2Gw2rcMhIhoyRqMRt9xyi/o7EVG6cUSKqJuWlhY4HA7o9XqtQ0k7p9MJSZI4KkVEWU+SJJhMJphMpqwq0yaizMFEiiiOEAKtra1ZORoFAHq9Hg6Hg4kUERER0SAxkSKK097ejlgslrWJFNBV3ufxeBCLxbQOhYhoyESjUSxfvhzLly9HNBrVOhwiykJMpIjitLa2QqfTZfX8IbfbrY68EVGixYsX44ADDoDT6URxcTFOOeUUbNy4UeuwaABkWcbatWuxdu1arp9HREOCiRRRHI/HA4fDAZ0ue/9rmM1mmEwmtLS0aB0KUcZZsWIFrrzySnz++ed4//33EY1Gccwxx8Dv92sdGhERZRh27SP6gSzLaG1tRWlpqdahDCmlIyETKaKe3n333YTLzz77LIqLi7Fq1SocfvjhGkVFRESZKHtPuxP1U3t7O2RZzur5UQqXywW/349gMKh1KEQZzev1AgDy8/M1joSIiDINR6SIftDW1pb186MUymLDLS0tKC8v1zgaoswkhMD111+PQw89FHvuuWfK7UKhEEKhkHq5vb19OMIjIiKNcUSK6Aetra2w2+05sd6IwWCA3W5neR9RL6666iqsW7cO//jHP3rdbvHixXC73epPRUXFMEVIRERaYiJFhK4zz21tbXA4HFqHMmycTic8Hg+EEFqHQpRxrr76arzxxhv46KOPMGbMmF63XbBgAbxer/pTXV09TFESEZGWWNpHBMDv9yMajeZUIuVyuVBfX4+Ojo6cmBdG1BdCCFx99dV47bXX8PHHH2PChAm7vI/ZbIbZbB6G6Kg/jEYjfv3rX6u/ExGlGxMpInTNjwIAu92ubSDDyG63Q6fToaWlhYkU0Q+uvPJKvPDCC3j99dfhdDpRX18PoGv9NavVqnF01B+SJOXUPj0cDsPr9SIWi0Gv18PtdsNkMmkdFlFWYyJFhB/nR+n1eq1DGTY6nQ4OhwMejwfjx4/XOhyijPD4448DAObMmZNw/bPPPov58+cPf0BEuyCEQF1dHRobGxGJRNTrjUYjiouLUVpamhNzf4m0wESKCF0jUkonu1zidDpRV1cHWZazehFior7inMHsEY1G8d577wEAjj32WBgM2XnIU1dXh5qaGhgMBthsNkiSBCEEwuEwampqAABlZWUaR0mUnXjkRDkvFAohGAzmVAmIwuVyQZZltbSRiGgkCIfDaGpqQn19PZqamhAOh3tsI8syVq5ciZUrV0KWZQ2iHHrhcBiNjY0wGAwwm83qyJMkSTCbzTAYDGhsbEz6/hDR4GXn6RmiflAW3MylRhMKq9UKg8EAj8fDBUeJKOOxjC2R1+tFJBJJuf6hyWRCIBCA1+tFUVHRMEdHlP2YSFHO83q9MBqNOdnVSZIkdZ4UEVGmYxlbolgsBgApk0flemU7IkovlvZRzvN6vTmzEG8yLpcLXq8X0WhU61CIiFJiGVtPSoOkVHP7lOtzqZES0XBiIkU5TZZlNZHKVUrr89bWVo0jISJKTSljS9XS22QyIRKJqOXaucDtdsNoNKZMHsPhMIxGI9xu9zBHRpQbmEhRTvP7/ZBlOacTKbPZDJPJxPI+IspoLGPryWQyobi4GNFoFKFQSB2BEkIgFAohGo2iuLiY60kRDRHOkaKcppy5zOVESpIkOJ1OJlJElNHiy9iSJVO5WsZWWloKAGhsbEQgEFCvNxqNKC8vV28novRjIkU5zev1wmq15vwaSk6nEy0tLQiHwzxzSUQZKb6MzWw297i9exmb0WjEtddeq/6erSRJQllZGQoLC+H1ehGLxaDX6+F2u7k/JxpiTKQop7W3t+f0aJRCmSfl8XhQUlKicTRERD0pZWxKdz6TyZTQtS8ajaK8vFxNHiRJwqhRozSMeHiZTCa2OCcaZrl9Gp5yWiwWQ0dHR8r1N3KJyWSCxWJheR8RZbTS0lKUl5dDkiQEAgH4/X4EAgFIksQyNiIadhyRopzl8/kA5Pb8qHhKeR8RUabqTxlbLBbDBx98AAA48sgjc27uFBENvYwZkVq8eDEkSVLrmYmGmtfrhSRJsFqtWoeSEZxOJ4LBIDo7O7UOhYiGQTgcRlNTE+rr69HU1DSi1l9SythKSkpQVFSUdC5QLBbDp59+ik8//TSnOvkR0fDJiBGplStX4sknn8TMmTO1DoVySHt7O2w2W84uxNtd/Dyp8vJyjaMhoqEihEBdXR0aGxsRiUTU641GI4qLi1FaWsr9IhFRH2g+ItXR0YFzzz0XTz31FPLy8rQOh3KI1+vl/Kg4BoMBNpuN86SIslxdXR1qamoghIDNZoPdbofFYkEoFEJlZSU2bdo0okaniIi0onkideWVV+KEE07AUUcdtcttQ6EQ2tvbE36IBiISiaCzs5Pzo7pR1pNS1mMhouwSDofR2NgIg8EAs9msNm1oa2tDMBhEKBRCbW0tvv32W9TW1nJfQETUC00TqRdffBGrV6/G4sWL+7T94sWL4Xa71Z+KioohjpCyldJogiNSiVwuF8LhMPx+v9ahENEQ8Hq9iEQi6pwipfMd0DUqbTQaodPpEIlEUFNTg7q6Oi3DJSLKaJolUtXV1bjmmmvw3HPPwWKx9Ok+CxYsgNfrVX+qq6uHOErKVu3t7dDpdH3+7OUKh8MBSZJY3keUpZSmC5IkQZZldHZ2QqfTqYuSK3Oj9Ho9DAYDGhsbWeZHRJSCZonUqlWr0NjYiP322w8GgwEGgwErVqzAn/70JxgMhqQddsxmM1wuV8IP0UCw0URyOp0ODoeDbdCJspTSAlxZxFaWZTWJUq4HuvYFJpMJkUgEXq9Xk1iJiDKdZl37jjzySHzzzTcJ11100UWYOnUqbrrpJq73QEOqvb1d7VJHiZxOJxoaGnocYBHRyOd2u2E0GhEOh5POf1L+3xuNRvVE00htHW40GnHFFVeovxMRpZtmiZTT6cSee+6ZcJ3dbkdBQUGP64nSSWk0MXr0aK1DyUhOpxO1tbXw+Xxwu91ah0NEaWQymVBcXIyamhrIsqwmU0II9bLVaoVer1dvG6knNiVJQnFxsdZhEFEW4+lmyjlsNNE7u90OnU7HeVJEWaq0tBTl5eUwGo1qiV8sFoMkSbDZbOq+MRwOw2g08oQKEVEKGbEgr+Ljjz/WOgTKAWw00TtJkuB0OtHS0oIJEyZoHQ4RpZkkSSgrK0NhYSG2b9+O5uZmGAwGWK1WGAwGCCEQCoUQjUZRXl6udvgbaWKxGP773/8CAA477LARO7JGRJkroxIpouHg8/lgtVrZaKIXTqcTNTU1iMViPPggylImkwm77747nE4nGhsbEQqFEAqFAHTNKSovL0dpaWnS+4bDYXi9XnUf4Xa7My7hisVi6gna2bNnc19GRGnHRIpyTnt7Oxfi3QWXy4WdO3eira0NBQUFWodDREMkfnSqL4mREAJ1dXVobGxEJBJRrzcajSguLkZpaSlPUhFRzmAiRTklFoshEAigqKhI61AymsVigdFohMfjYSJFlANMJlOf9ot1dXWoqamBwWBQl5BQ5lnV1NQAAMrKyoY6XCKijMBmE5RT2Giib+LnSRERAV3lfI2NjTAYDDCbzerIkyRJMJvNXMCXiHIOEynKKT6fD5IksdFEHzidTvh8voTyHSLKXV6vF5FIJOVcKC7gS0S5hokU5ZT29nZYrVYuNNsHLpcLANgGnYgA/Lgwb6o5UCN9AV8iov7i0STlFKVjH+2ayWSC2WxmIkVEAH5cmFdZqLe7kb6ALxFRf7HZBOUMWZbR0dGBMWPGaB3KiOF0OplIEREAwO12w2g0IhwOw2w297g92QK+WrZJNxgM+MUvfqH+TkSUbtyzUM7o6OiAEIKNJvrB5XKhubkZnZ2dHMkjynEmkwnFxcVqdz6TyZTQtS9+Ad9MaJOu0+lQXl4+pM9BRLmNiRTlDKVjHxOCvnM6nQC65knxgISIlAV6GxsbEQgE1Ou7L+DLNulElAuYSFHO8Pl8sFgsrN/vB+UgiIkUDZedO3ey/DaD9WUB3+5t0uPvq1xubGxEYWHhkJb5xWIxfP755wCAgw8+mPt+Iko7NpugnKF07KP+UeZJpZpgTpROe+65J/7+979rHQbtgrKAb0lJCYqKihISokxpkx6LxfD+++/j/fffZydBIhoSTKQoJwgh0NHRwflRA+ByuRAOh+H3+7UOhXLA3XffjSuvvBKnn346F4QeodgmnYhyBRMpygmBQACxWIyJ1AA4HA5IksTufTQsrrjiCnz99ddobW3FHnvsgTfeeEPrkKif2CadiHIF50hRTmCjiYHT6XRwOBxoaWnB2LFjtQ6HcsCECRPw4Ycf4s9//jNOP/10TJs2rUf76tWrV2sUHe3KQNqkExGNREykKCf4fD4YjUYYjUatQxmRnE4nGhoaIMsydDoOZNPQ27FjB/75z38iPz8fJ598MtcBGkH60yadiGgk4zcT5QSfz8eyvkFwOp2ora1Fe3s7Ro0apXU4lOWeeuop3HDDDTjqqKPw7bffoqioSOuQqJ/62iadiGgkYyJFWU8Igfb2dhQUFGgdyohlt9uh0+nQ2trKRIqG1HHHHYcvv/wSf/7zn3HBBRdoHQ4NUF/apBMRjXRMpCjrhUIhRCIRjkgNgiRJcDqdaGlpwYQJE7QOh7JYLBbDunXruJZUllDapGvBYDBg/vz56u9EROnGPQtlPaXRBBOpwXE6naipqVHPLBMNhffff1/rEChL6HQ6jB8/XuswiCiLcdY4ZT2fzwe9Xs9ykkFyuVwQQqCtrU3rUIiIiIg0x0SKsl57eztsNlvKxSGpbywWCwwGA9eTIqIRIRaL4csvv8SXX37JxX+JaEiwtI+yns/ng8vl0jqMEU+ZJ8VEiohGglgshrfffhsAsPfee7MkmYjSjiNSlNUikQiCwSDnR6WJ0+lEe3s7otGo1qFQFtp3333R2toKALjzzjsT2mZTZgqHw2hqakJ9fT2ampoQDoe1DomIaNgwkaKsxkYT6eV0OgFAPdglSqcNGzbA7/cDABYtWoSOjg6NI6JUhBCora3F+vXrUVlZierqalRWVmL9+vWora2FEELrEImIhhxL+yir+Xw+SJIEi8WidShZwWw2w2QywePxcJFUSru9994bF110EQ499FAIIfDAAw/A4XAk3fb2228f5ugoXl1dHWpqamAwGNQ5qEIIhMNh1NTUAADKyso0jpKIaGgxkaKs5vP52GgijSRJgsPh4IgUDYklS5bgjjvuwL/+9S9IkoR33nkn6fo/kiQNaSL1ySef4P7778eqVatQV1eH1157DaeccsqQPd9wCYfDaVkcNxwOo7GxEQaDAWazWb1ekiT1cmNjIwoLC9ktlYiyGhMpymrt7e2wWq1ah5FVnE4nduzYgXA4zIMkSqspU6bgxRdfBNC1BtAHH3yA4uLiYY/D7/djr732wkUXXYTTTz992J8/3YQQqKurQ2NjIyKRiHq90WhEcXExSktL+3Wyyev19rrIuclkQiAQgNfr5cg1EWU1JlKUtWKxGPx+PwoKCrQOJasoHRBbW1sxevRojaOhbCXLsmbPPW/ePMybN0+z50+3dJfhKa3EUyVfyvVsOU5E2Y6JFGUtZaI6G02kl8lkgtlsZiJFQ27r1q14+OGHsWHDBkiShGnTpuGaa67BpEmTtA4tQSgUQigUUi+3t7drGE2ioSjDU9qICyGSJlNKowmt240bDAacc8456u9EROnGrn2UtZSDGZb2pR/nSdFQe++99zB9+nR8+eWXmDlzJvbcc0988cUX2GOPPfD+++9rHV6CxYsXw+12qz8VFRVah6RSyvBSJUkmkwmRSARerzflY3RvcW6z2WA0GlO2Og+HwzAajXC73Wl5DQOl0+mw++67Y/fdd4dOx8MdIko/nqKhrOXz+WC1WvkFOgScTidaWlo4T4qGzM0334zrrrsO99xzT4/rb7rpJhx99NEaRdbTggULcP3116uX29vbMyaZGkwZXm9zq4xGo7rOl8lkSigXjEajKC8vT7lvSFfTCyIirTGRoqzV3t7Osr4hEr+eFMv7aChs2LABy5Yt63H9xRdfjIcffnj4A+qF2WxOKJvLJIMpw+ttbpXf74fdbkckEklYONloNKK8vBylpaVJnyudTS92JRaL4ZtvvgEAzJgxQ/NSQyLKPkykKCvJsoyOjg6Ul5drHUpW4jwpGmpFRUVYu3Ytdtttt4Tr165dq0knv5HK7XarZXjJkr1UZXh9mVsViUQwfvx4tLS0IBKJwGg0oqSkBHa7PWksw732VCwWw/LlywEA06dPZyJFRGnHRIqykt/vhxCCI1JDyOl0wuPxaB0GZalf/OIXuOyyy7Bt2zbMnj0bkiThf//7H+69917ccMMNQ/rcHR0d2LJli3p5+/btWLt2LfLz8zF27Nghfe50M5lMKC4uVhOVvpbhtbS0IBAIwGQyIRgMwmQyJZRJG41GtLW1YePGjQnX+3y+pKNLXHuKiLIREynKSkqjCSZSQ8fhcKC5uZnzpGhI3HbbbXA6nfjDH/6ABQsWAOgarVi4cCF+9atfDelzf/XVV5g7d656WZn/dOGFF2LJkiVD+txDQSmza2xs3GUZnlJ+V1VVhWAwqJbg6XQ6WK1WdZ/a2dmJcDjc59Elrj1FRNmIiRRlJZ/PB4vFwlKOIcR5UjSUJEnCddddh+uuuw4+nw/Aj5+5oTZnzhx17lA2kCQJZWVlKCws3GWTB6X8TpIk6PV66PV6SJIEWZbh9/sBdM0JCwaDkCRJHeFSnifV6FJ/ml6wGQURjRRMpCgrsdHE0OM8KRouw5VAZTuTydTraE98+Z3BYEA4HIYsy9Dr9Wr5XmdnJwAgGo1Cr9cnTXCSjS71temF1+tFfX39sDSjICIaLCZSlHWEEPD5fGmdtEzJcT0pouwRX34nSRIsFgsCgQBisRh0Oh10Oh0ikQiCwaA6BzXZ8hLJWqr3pelFLBZDW1sbTCZTn8oFOXJFRFpjIkVZx+/3Q5ZljkgNA2U9KaVjFxGNXN3L75R9aDAYVG+TZRlA16hTqsXOk7VU31XTi0gkAiFEj1byycoFjUbjsLZRJyJKZUCJ1Pbt2zFhwoR0x0KUFmw0MXwcDgeArnlSbElNNLJ1L79TRqUkSVITFlmWMXbsWHVB7v60VO+t6YXb7YbX6005ohRfLhiJRPrURt1gMODMM88EABgMPG+sNY4gUjYa0J5l8uTJOPzww3HJJZfgjDPOgMViSXdcRAPm8/lgNpvZaGIYmM1mmEwmJlJEWSC+/E5JXILBoDoKJcsydDodhBAoKipCbW0tgL63VO+t6YXH40F7e/sum1GEQiE0Nzf3uY36Hnvskfb3ifpnuBdiJhpOA0qkvv76azzzzDO44YYbcNVVV+HnP/85LrnkEhx44IHpjo+o39hoYnhxnhQNhT/96U9Jr1dGSZQTejxhkj7x5XfBYBDhcFjt3ieEgBACJpMJDQ0NKCsrQ3l5eZ9aqid7nu5NL/rajCIUCrGN+ggz3AsxEw2nASVSe+65Jx588EHcd999ePPNN7FkyRIceuih2G233XDJJZfg/PPP5w6MNCGEQHt7e69f4pReTqcTO3bsQDQaZfkMpc1DDz2EpqYmBAIB5OXlQQiBtrY22Gw2OBwONDY2YuLEifjoo49QUVGhdbhZo7S0FNFoFNu3b1dHoJRmEw6HAzabDaFQCE1NTZg+fXqfWqr3RV+aURiNRvW2vrRRl2UZGzZsAABMmzYtaWMMGlpciJmy3aD2KgaDAaeeeiqWLVuGe++9F1u3bsWNN96IMWPG4IILLkBdXV264iTqE6XRhN1u1zqUnKHMk2pra9M2EMoqd999Nw444ABs3rwZLS0t8Hg82LRpEw466CD88Y9/RFVVFUpKSnDddddpHWpWkSQJVqsVFosFLpcLDocDTqcTeXl56iiQyWRCJBJR5zQVFRWhpKQERUVFAz4YVkbDotEoQqGQOgIlhEAoFEI0GkVxcbF68J1qna/4RhfRaBQvv/wyXn75ZUSj0QHFRYOjzGnrbe6b8lkiGokGlUh99dVXuOKKK1BaWooHH3wQN954I7Zu3YoPP/wQNTU1OPnkk3u9/+OPP46ZM2fC5XLB5XJh1qxZeOeddwYTEuU4NpoYfmazGUajkeV9lFa//e1v8dBDD2HSpEnqdZMnT8YDDzyABQsWYMyYMbjvvvvwf//3fxpGmZ2UESir1aomVfGjOcnam6dDaWkpysvLIUkSAoEA/H4/AoEAJElSywXjR66SSdXogrTRn4WYiUaiAdXhPPjgg3j22WexceNGHH/88Vi6dCmOP/54dUc7YcIEPPHEE5g6dWqvjzNmzBjcc889mDx5MgDgb3/7G04++WSsWbOGE0RpQNrb22GxWDhvYhhJksR5UpR2dXV1SUcRotEo6uvrAXTNq/D5fMMdWtbr63yldO9ne2tGoYxo7KqNenyji1TJFg0frT5LRMNlQInU448/josvvhgXXXQRSkpKkm4zduxYPP30070+zoknnphw+fe//z0ef/xxfP7550ykaEDYaEIbDocDO3fuVA98iAZr7ty5+H//7//hr3/9K/bZZx8AwJo1a3D55ZfjJz/5CQDgm2++4VIcQ6Cv85WGatQnWTOKeL21Ud9VowsaXlp/loiG2oASqffffx9jx47tMXFTCIHq6mqMHTsWJpMJF154YZ8fMxaL4eWXX4bf78esWbOSbhMKhRAKhdTLShkXEdDVmtfn87H7jwYcDgeEEPB6vcjPz9c6HMoCTz/9NM4//3zst99+6mLP0WgURx55pHqSzuFw4A9/+IOWYWal/oz6aKEvI1eUGTL9s0Q0WANKpCZNmoS6uroe68Z4PB5MmDChX7Wu33zzDWbNmoVgMAiHw4HXXnsN06dPT7rt4sWLsWjRooGETDmAjSa0Y7Vaodfr0dbWxkSK0qKkpATvv/8+vv/+e2zatAlCCEydOhVTpkxRt5k7d66GEWa3kTDqs6uRK8oMI+GzRDRQA0qkUnXL6ejo6PfivFOmTMHatWvR1taGf/7zn7jwwguxYsWKpMnUggULcP3116uX29vb2faWVErXH6vVqnEkuUeSJNjtds6TorSbOnXqLufbUvpx1IfShZ+lkSkcDvPv1Qf9SqSUJEaSJNx+++0Jc1FisRi++OIL7L333v0KwGQyqc0m9t9/f6xcuRJ//OMf8cQTT/TY1mw2J62xJQK6EmtlZISGn8PhQENDg7r2DNFg7dy5E2+88Qaqqqp6NA548MEHNYoqt4zkUR+9Xo9TTjlF/Z20NZI/S7lECIG6ujo0NjYiEomo1xuNRhQXF6O0tDRlF8Zc1K9Eas2aNQC63uRvvvkmITM1mUzYa6+9cOONNw4qIGXNCKL+8nq9bDShIafTidraWnR0dMDlcmkdDo1wH3zwAU466SRMmDABGzduxJ577onKykoIIbDvvvtqHR7FydQz13q9vt8nd4lyXV1dHWpqamAwGGCz2RLmtClz3TgX/Uf9SqQ++ugjAMBFF12EP/7xj4M+WLrlllswb948VFRUwOfz4cUXX8THH3+Md999d1CPS7knFouho6OD83M0pOxw29ramEjRoC1YsAA33HAD7rzzTjidTvzzn/9EcXExzj33XBx33HFah0fgmevhlqkJK2WPcDiMxsZGGAyGhAowSZLUy42NjSgsLORn7wcDmiP17LPPpuXJGxoacP7556Ourg5utxszZ87Eu+++i6OPPjotj0+5Q1lLho0mtKPT6dR5UmPHjtU6HBrhNmzYgH/84x8AAIPBgM7OTjgcDtx55504+eSTcfnll2scIWX6mWtZlrFlyxYAXYs5j9SSYyasNFy8Xi8ikUjK6h6TyYRAIACv18syzR/0OZE67bTTsGTJErhcLpx22mm9bvvqq6/26TF3tc4UUV95vV5IksRGExpzOBzweDwpF18k6iu73a6WeZeVlWHr1q3q+oLNzc1ahkYYGWeuo9EoXnjhBQBdFTAj9Qx6pieslD2Urtupvr+V6/vTnTvb9TmRcrvd6hvIhdMo0ygL8fLgXVsOhwP19fXo7OzkfDUalIMPPhj/93//h+nTp+OEE07ADTfcgG+++QavvvoqDj74YK3Dy3k8cz08RkLCStlDacqS6mSo0rWbzVt+1OdEKr6cL12lfUTp4vV64XQ6tQ4j5ymllW1tbUykaFAefPBBdHR0AAAWLlyIjo4OvPTSS5g8eTIeeughjaMjnrkeHkxYaTi53W4YjUaEw+GkXbLD4TCMRiMHVOIMaI5UZ2cnhBDqf+wdO3aoC+kec8wxaQ2QaFfC4TA6OztRUlKidSg5z2AwwGq1orW1laUmNCgTJ05Uf7fZbHjssccAAJFIBHV1dVqFRT/gmevhwYSVhpPJZEJxcbFaMmoymRJKSaPRKMrLyzn6GWdAMy9PPvlkLF26FEDXmecDDzwQf/jDH3DyySfj8ccfT2uARLuiLMTLRhOZweFwoK2tTeswKEutX78eEyZM0DqMnBd/5joZnrlOj/iEVZZlBINBdHZ2IhgMQpZlJqyUdqWlpSgvL4ckSQgEAvD7/QgEApAkCeXl5SgtLdU6xIwyoERq9erVOOywwwAAr7zyCkpKSrBjxw4sXboUf/rTn9IaINGueL1eGAwGniHJEA6HA4FAIOUBFhGNfMqZ62g0ilAopB7QK2tBRqNRFBcXc788SErC2t7ejtbWVvh8PnR0dMDn86G1tRXt7e1MWCmtJElCWVkZpk+fjvHjx6OiogLjx4/H9OnTUVZWxrno3QyotC8QCKjzUf7973/jtNNOg06nw8EHH4wdO3akNUCiXfF6vbDb7fzPnSEcDgeArtHq4uJijaMhonRT1jOSJAkul0s9Y60wGo08c50mJpMJRqMRHo8HOp0OBoNBLbWKRqOIRCJwuVxMWCntTCYT5931wYASqcmTJ2P58uU49dRT8d577+G6664D0NU5hgtx0nASQsDr9WL06NFah0I/MJlMMJlMTKSIskyq9Yz0ej1cLhdcLhcMBkPGLBSr1+tx/PHHq7+PROFwGOFwGFarFdFoNGEulF6vh9lsVrfJhPecKNcMKJG6/fbbcc455+C6667DkUceiVmzZgHoGp3aZ5990hogUW/8fj9isRjnR2UYh8OB1tZWrcOgEWjdunW93r5x48ZhioS66209o/b2djidzow6g63X63HggQdqHcageL1eRKNRuFwuyLKMSCQCWZah0+lgNBqh0+nYtY9IQwNKpM444wwceuihqKurw1577aVef+SRR+LUU09NW3BEu9Le3g6AjSYyjd1ux86dOxGLxUbsmWDSxt57760eoHenXM8y3uHH9Yy0Ed+1T6/Xp9yfsmsfkTYGlEgBQElJSY920yP9zA+NPG1tbbBYLDxYzzAOh0Mtu8zPz9c6HBpBtm/frnUIlMRIXM9IlmVUVVUBAMaOHQudbkD9tTTFNvNEmW1AiZTf78c999yDDz74AI2NjZBlOeH2bdu2pSU4ol1RGk1QZrFardDr9Whra2MiRf0ybtw4rUOgJEbiekbRaBRLliwBANxyyy0jcqRssAukKo1BlOqATJm/RpQtBpRIXXrppVixYgXOP/98lJaWssyCNBGNRtHR0YGCggKtQ6FuJEmC3W7nelJEWaIvIyOyLMPv96O+vp4H7d0MNKEZ6AKpqRqDGI1GFBcX89iNKE0GlEi98847eOutt3DIIYekOx6iPuNCvJnN4XCgoaGBc1qIskD8yIjBYEhoemAwGOD3+xEOh9Hc3AyPxwMg+w7aB5IMpSOhUdrINzY29rnNfG+NQZSkrKysrM+vnYiSG1AilZeXx3Id0lxbWxv0ej0sFovWoVASDocDtbW16OjoUNedI6KRSVlTZvv27T3K92KxGIQQsFqtcDgcWXfQPphkKB0JjbJAamFhYZ8SOTYGIRo+A5p5+bvf/Q633357wpkRouHGhXgzm/K3YXkfUfZQEgGlyYEsy+o8aaPRqO6PlYN2g8GAxsZGhMNhzWIeLCUZEkLAZrPBbrfDZrNBCIGamhrU1dUlvV/3hGaw742SzJaUlKCoqChlEqQ0Bkl1u8lkQiQSUas6iGjgBjQi9Yc//AFbt27F6NGjMX78eBiNxoTbV69enZbgiFJROsJxwdfMpdPpYLPZ0NraioqKCq3DIaJBCIfDaGpqgs1mU0v8hBCIRCIIBoPQ6XQIBoOwWq0J3fEysZtffwxmdEerToeZ1BiEzS4o2w0okTrllFPSHAZR//j9fkSjUc6PynAOh4MjUtRn++yzT59HmHnCbnjFJwWSJKkl1cocSL1ej2g0inA4nFBunYnd/PpjMMmQVglNJrRMZ7MLyhUDSqTuuOOOdMdB1C/KwTkTqcymNJzo7OyE1WrVOhzKcDxJl7lSJQXK6JNycN59IWUt1znS6/U4+uij+/z8yUZPBpMMaZXQDLZlejqw2QXligEvyNvW1oZXXnkFW7duxa9//Wvk5+dj9erVGD16NMrLy9MZI1EPbW1tsNlsXIQwwymJbltbGxMp2iWepMtcqZICo9EInU6nzpPqnjB0P2gfzlIvvV7fp+7CvY2eKPutgSRDWiU0A22Zni5sdkG5ZECJ1Lp163DUUUfB7XajsrISv/jFL5Cfn4/XXnsNO3bswNKlS9MdJ1GCtrY2OBwOrcOgXTAajbBYLGhra0vaopeItNHfhCZVUqB0Tu3o6IAkSeqc6e4H7UajEbW1tRlZ6tXb6ElbW5v6e3+TIS0TmoG0TE8XreaGEWlhQInU9ddfj/nz5+O+++5LaGs8b948nHPOOWkLjiiZUCiEzs5OlJSUaB0K9YHdbkdra6vWYdAIE4vF8NBDD2HZsmWoqqrq0dlMWauI+megc1d6Swr0ej2MRiMMBgOCwWDCYyoH7VqUesmyrHbUKy0tTWiCoejL6EkwGFTfq/4mQ1olNP1tmZ5OmdTsgmioDSiRWrlyJZ544oke15eXl6O+vn7QQRH1RmnZyhGpkcHpdKKlpQWRSKRHh0+iVBYtWoS//vWvuP7663Hbbbfh1ltvRWVlJZYvX47bb79d6/BGrMEkNL0lBRMnTkRBQQHa29t7HLRrVeoVjUbx1FNPAQBuueWWpI/dl9GTSCQCt9uNzs7OfidDWiY0SvzDPeqTCc0uiIbLgBIpi8WC9vb2Htdv3LiRw7Q05Nra2mAymVhbPUIoCW9bWxv3D9Rnzz//PJ566imccMIJWLRoEc4++2xMmjQJM2fOxOeff45f/epXWoc44iRLaGRZVluZy7KM+vr6lAmNcjKksLAQoVAIZrMZZrM5ISlI9n88k0u9+jJ6IkkS3G43JkyYMOBkSIuERiuZ0OyCaLgMaEHek08+GXfeeac61C1JEqqqqnDzzTfj9NNPT2uARN21trayW98IYjKZYDQa2Qad+qW+vh4zZswA0JWMKyPRP/3pT/HWW29pGdqI1X2h1kAggNbWVvh8PnR0dKCzsxNerxfbt29P6L4nhEBtbS3Wr1+PyspK1NXVwePxoLm5uU8jzZlc6hU/epJM/OhJXxfEzXbKmmL19fVoamrqUXarlIFGo1GEQqGEjo6hUAjRaBTFxcU5+/5RdhlQIvXAAw+gqakJxcXF6OzsxBFHHIHJkyfD6XTi97//fbpjJFLFYjH4fL6EuXmU2SRJgsPh4Dwp6pcxY8ao81smT56Mf//73wC6SsuTneWmXYtPaAKBAPx+PwDAYDDAYDCoCVFzc7P63gM/lgMKIWCz2WC322Gz2SCEQE1NTcK2yfQnWRlu8aMnyXD05EfdE+rq6mpUVlZi/fr1qK2tTfj7lpaWory8POGzFggEIEnSkDe7IBpOAyrtc7lc+N///oePPvoIq1atgizL2HfffXHUUUelOz6iBF6vF0IIzo8aYRwOB3bu3KmWxBDtyqmnnooPPvgABx10EK655hqcffbZePrpp1FVVYXrrrtO6/BGJOX/XiwWQ2dnJ3Q6XUIDBiEEdDodDAaDOmcJwKDnN2VyqZfWrcJHkv7Mr9N6bhjRcOl3IiXLMpYsWYJXX30VlZWVkCQJEyZMQElJScqJhUTp0traqrbbpZHD4XBACIH29nbk5eVpHQ6NAPfcc4/6+xlnnIExY8bg008/xeTJk3HSSSdpGNnIpSQ0gUAAsizDYEg8BJBlGTqdDlarFaFQSC2nHOz8pkxPVrRsFT5SDLRhSC7NDaPc1K9ESgiBk046CW+//Tb22msvzJgxA0IIbNiwAfPnz8err76K5cuXD1GoRD+uH8WEfWSxWq3Q6/Voa2tjIkUDcvDBB+Pggw/WOowRTUloKisrIcuyevJTaTQhhIDVaoXBYEAoFEqYs5RqnyuEQCQSQUtLCwCkHHHI5GSFoye7lskNQ4i01K9EasmSJfjkk0/wwQcfYO7cuQm3ffjhhzjllFOwdOlSXHDBBWkNkgjoOlvq9Xq5ftQIJEmSup7UhAkTtA6HMtQbb7yBefPmwWg04o033uh126EelXrsscdw//33o66uDnvssQcefvhhHHbYYUP6nMOhtLQUPp8PtbW1CYmSMhKlzH0CEucsJas4CQQCCAQCiEaj8Hg88Pl8Kdej0iJZ0ev1mDNnTo/XkgpHT1LL5IYhRFrqVyL1j3/8A7fcckuPJAoAfvKTn+Dmm2/G888/z0SKhoTP50MsFuP8qBHK4XCgoaGBJcCU0imnnIL6+noUFxfjlFNOSbmdJElDesD20ksv4dprr8Vjjz2GQw45BE888QTmzZuH9evXY+zYsUP2vMNBKcf3+/2IRCLQ6/XQ6XQwGo1qshEKhRLmLCWb36Q0EBBCwGg0wul0QqfT9ZgvEw6HeyROw5WsxCdSNDhcG4oouX517Vu3bh2OO+64lLfPmzcPX3/99aCDIkqmra0NkiSlLC2gzOZ0OtWui0TJyLKM4uJi9fdUP0N91vvBBx/EJZdcgksvvRTTpk3Dww8/jIqKCjz++OND+rzDxWQyoaSkBDqdDnq9HmazGXq9Pml76mStrGVZRiAQUA+qLRYL9Hq9Ol/GYDCgoaEBVVVVferwRpmP3Q2JkuvXiJTH48Ho0aNT3j569Gi2OKYh09raCofDkdBlikYOpctTW1sbXC6X1uFQhlu6dCl+/vOf9+jyFg6H8eKLLw5Z5UM4HMaqVatw8803J1x/zDHH4NNPPx2S5+wtllSU7nqptpVDQTS9/iICm9ZDp9fBqDcAOgmRpgaEYzFACJh/SEwjcUmNTtLBaTTAr9NhsyQhEpMhhNxjW6cQACSYDHp1hCISkyEgIAGAkOGBBEgSjAAkSDDqu/bdrUKgBRJ0+uT7ciEEjJKErmcAosovKZjiRkGisgw5bt2i1s4gACDPaoEkSSm3VV+/xQpTcQmMxaWwl1XAXFoO8+hywDUKvaV+RqNRfR+i0ShkWe7TtrFYLOHEQPcRvMLCQvX/QPdtuzMYDOr342C3jY/DbDYjLy8PxcXFqKqqSliLTNk2Go2irKws4TMpyzKi0WjKGPR6vTqClQnbKvP90rFt/P/PodoWGNw+Ip4kSQnrwfVn20gkkvLEyFBtCyDhM9ifbXf1/7O/pcb9SqRisViPLj/x9Hp9rx9YooESQqCtrU1tx0sjj06ng91uh8fjGfHlUTT0LrroIhx33HHqCJXC5/PhoosuGrJEqrm5GbFYrMdJw9GjR6O+vj7pfUKhEEKhkHq5vb09LbHcfffdKW/bbbfdcO6556qX77///oQDsOCOrfBv+AYAMMblwGl7TFZv+9uaDeiMKN/VIuEAZLTDjrNmTlEvP//192gPhRO27foB8m0WnDNjd3Xbl9dvURMX8UOipVSBOc0mXLDXVABdB0z//G4LWjqDSMyQuh7brNfj4n2mqdcu/3476jr8PyQfiRmVUa/D5QfOVC+/vakSla1d739MyPiqphEAsH95MfSSDr+atbe67b+3VGFLSxtS+eWBM9TE6/0tVdjQ5Em57aX77wHbDweBH23fiW/qm1NuO3+f6XBZug7W/rejBqtrm9D9vVWcPWN3FDls0Ot0+GJnA77YmfwzCAA/m7EbShxdi9Wvqm3E/+2oTbntadMnY4y7q0z+6/omrNhe88MtPeM4YfdxmJDnhk6nQ12TB//ZWpUQoyR1/U0lScK83cdjt4KuhkKbW1rxzqYdKWM4atJYTC/OBwBsb/Xize+3p9z2iAnl2KukqyR0p7cDr67fknLbQ8aVYb+yrv1GfYcfy77ZnHLbg8aU4KCKrnnXLYFOPP/1xpTb7ltWhEPHlQMA2oNhLFmzPuW2M0oKMXfyOEh6PTpjAn/98mtApwMkHSSd9MO/OkCnwx4V5Thu7z0h6Q2ICIFH3v0Q0OkgSTpAJ3X9K3VtO2VcBU6dczgkvR4wGHDv0he6Hkf6YbsfHlOSdJg8YRzOOvkkQG+ApNfjvseeQESOdW2rxCJJgE6P8ePHYf5FF0PS6yHpdHj44YcTmsLEKysrw2WXXaZefvTRR9HW1pZ026KiIlx55ZXq5SeffBJNTU1Jtx01ahSuvfZa9fKzzz6L2trkn2GbzYbf/OY36uXnn38elZWV6uVYLIZgMAghBEwmExYuXKgmSC+99BI2b079mVi4cGHK25Lpd9e++fPnp1wMMf6LhCidlHp+zo8a2RwOB1paWjhPinYp1Wdk586dw1I+1P25e/vMLl68GIsWLRrymPrDWFwK3daNkHs5s9xFSnxdvf6/VLaVez3726eqvR8O1uOfu6tsUAD6nu+/LIuu49As3W8or70rKUm8bTgbOCSLo3sjCZ1Ol/D3T5bgEoBYDCIWgxyJ9Pr/MGyU0Lml63A8HIsh3JB6gWu/rxme8I+VX4Hvv025bWvlBtTUbVIve79ch0gs+UiM3eXA1g2fqZebv/o27mRLIr3Dhs0bfhydb1q9Pu5kSyJhs2DzlpXq5cavv4cnEEy6bcRswuYda9XLDd9sQktH8mQuYDRgc92PiWzDd1vQ0t6B7icCYhOnQJdfhPXr16tNcNJNEv0oVL7ooov6tN2zzz474ID6o729HW63G16vl6VCWa66uhobN27EXnvtxcmsI1h7ezs2b96MWbNmMSmmpPbZZx9IkoSvv/4ae+yxR0IVRCwWw/bt23Hcccdh2bJlQ/L84XAYNpsNL7/8Mk499VT1+muuuQZr167FihUretwn2YhURUXFoL+bMrVsJxwOY8OGDT0WR1e29fl86OzsRFFRkXoQ3v1xvV4vysvL1S6s8Y+pzM2Kf9xQKARJkjBt2rQepTepynbC4TDuvfdeAMBvfv1r6Dr9QHMDQg21CNftRKB2J8KeZsT8yedtGnW6H8v1kpQBpmPbmCwj2kv5Wfy2kk6H1AVJgEGngy7ucWO9xJBsWyFE0ji6byvp9SkT2vhtZSEQ7aWESi9J0P9QXpiObYUQELIMnSTBoOsa8RFAnx9XCIFImrZVYhjKbYGuxCsd28aX3vZ3W6Wkdzi3BRJLepVtY7EY5Fjsx7MAE3YHjjlN/WyXl5ejuLhYu9K+4UqQiLprbW2FzWZjEjXC2e12SJKkzncj6k7p1rd27Voce+yxCZ8Tk8mE8ePH4/TTTx+y5zeZTNhvv/3w/vvvJyRS77//Pk4++eSk9zGbzSkrNQYbi9bbxic/8fcvLy9HTU0NQqGQusCuwWBAOByGXq+HzWZTr48Xi8UQDochyzKCwSBaWlogSRL8fj9kWU66TqDRaITBYEAgEEBnZ2ev+47u0w+U7wyzxQKTywWMLoV9j737/PqHQ1NTEyorK2Gz2brmoUUi6uLIstEInU6HQCCA8ePHD2nHw/g4UnXmCw5DHP0lhEBdXR0aGxsTyltTteLPdkKIrtEwuWtETESjgNz1r4jFIGJd/+KHf0U0CiHLELEIEI27XywKxGIwlVV0PbAsQ8gyIOSuEWVZ7rpOyIAsfvw97raukee43xPu88PIthz3u3K9ch1E3POKhPt2PZ7oem1ChhyLobXFA0nI0EsSYLUDB88F4vZ3yRaNHqx+JVJEWhBCoLW1lQu5ZgHlAKu1tRUVFRVah0MZ6I477gAAjB8/Hj//+c9hsViGPYbrr78e559/Pvbff3/MmjULTz75JKqqqvDLX/5y2GPJVL0tsDtmzBh4PJ6ElulCCAQCAQSDQUSjUQgh1DbpSrKmtGNP1pk1m9cpisViCe9P/NlynU4Hi8UCIcSQv/aRulZUXV0dampqYDAY1CRQCNGjFX+ukCQJMBgg5dghflNTEzp/OBGQrER5qBaNzq13mUakzs5OhMNhjmBkCYfDgdbWVs6Tol5deOGFmj33z3/+c7S0tODOO+9EXV0d9txzT7z99tsYN26cZjFlml0tsGswGNSDWOUARmmZ3n3NofhGVj6fT+0KJ0kSTCZTwpycbKxK0Ov1CIfDiMVikCRJbSUf32o+vmPcUMYBjKy1osLhMBobG2EwGBJGhZVW/MDQjEJQ5tHqRAATKcp4Skt9JlLZwel0oqGhAYFAAHa7XetwKEPFYjE89NBDWLZsGaqqqnrM6/F4UndQS4crrrgCV1xxxZA+RzYwmUxJz+7Gj1h1dHSoo1bKelXxiUF8++1YLAa/36/OidLpdLBardDr9Vm7TpHNZlNHpeJLE5WkKhKJIBaLDfkaivFrRSUrVc3EtaK8Xi8ikUjK92aoRiEo82h1IoAL8lDGU+ZH9dZ6n0YOJSHmmnPUm0WLFuHBBx/Ez372M3i9Xlx//fU47bTToNPp+t2eltIjHA6jqakJ9fX1aGpq2mXTirKyMkyfPl0dDXC5XLDZbOpCwAqdTodoNJpwpliZc6U0rwgEAuoiwX2l1+sxe/ZszJ49O6NGUbpTRpwA9JgEr1zW6/U92lH35+/RF8kWXwaQdKHmTDFSyxEp/bRaNJpHppTxWltb2ZUxi8TPkxozZozW4VCGev755/HUU0/hhBNOwKJFi3D22Wdj0qRJmDlzJj7//HP86le/0jrEnDGYyfwmkwl2ux0mkwlWqxWdnZ1Jt1OaKyRLqpTrCwoK+hW3Xq/HMccc06/7aEFZ9NZisaCzszOhc55Op4PD4UiYIzWUzRV6m/tWXl4+JO2jB2MkliPS0FBOBMSXFMfPl1O69qX7RAATKcponZ2dCAaDKC8v1zoUSiOn0wmPx8N5UpRSfX09ZsyYAaBrFNPr9QIAfvrTn+K2227TMrScM9jJ/Ls62FUSBL1er1YeWCwWGAwGtc17KBRCe3t7VpZnKe+P1WqFxWJBOBxW3yvlYDB+1Goomyvsau5bphmJ5Yg0dLQ4EcBEijIa50dlJ86Tol0ZM2YM6urqMHbsWEyePBn//ve/se+++2LlypVD0mqckkvHZP74g12leYQyAgUklq/Jsgy9Xg+Hw6HeDnSt1dXf8iwhhJqAu93uYT1pEw6H+5yIdE8GuneqDIVCajLQ299DaT9fVVUFSZJQUFAw4OQn1dy3TKPVKARlJi1OBDCRoozW2toKq9XK+VFZJn6eFBMpSubUU0/FBx98gIMOOgjXXHMNzj77bDz99NOoqqrCddddp3V4OSMdk/m7H+xaLBa1g59CSa6EELDb7QlJ1EDLsyKRCB5++GEAwC233DIsB9MDKbvrTzLQ1NTU4+/RvXW6snB1Q0NDTqyjNNLKEWnoDeeJAB6dUkbzeDycH5WF9Ho97HY7PB4P50lRUvfcc4/6+xlnnIExY8bg008/xeTJk3HSSSdpGFluicVikGVZbT4Q35Ic6Ptk/viDXQDq6Inyu7IIrcPh6JG0jaTyrIGW3fU1GUjWXEFpLa90+QO6DiTj1+rK5nWURlo5ImUXTROpxYsX49VXX8X3338Pq9WK2bNn495778WUKVO0DIsyhDI/Kpu/AHIZ15Oi/jj44INx8MEHax1GTlFK45SDdOX/qdKS3Gaz9Xm0KNnBrnJfSZLg9Xrh9XohSVKPhhSyLI+I8qzBlEH2NRnoPt8sFoshGAwmJFFA198o19ZRGinliJRdNE2kVqxYgSuvvBIHHHAAotEobr31VhxzzDFYv349y31InR/ldDo1joSGgjJPyu/3cw4cJbVx40Y88sgj2LBhAyRJwtSpU3H11VfzZNswqaurQ1tbG3Q6XcKBuizL8Pv9ANDv9Z1SHewWFxdjw4YNaG5uThjd0uv1KCwsRElJSRpe0dBKVxlkb8lA9/lUykhe/N9Gp9OpSVO61lHqz5wvolyiaSL17rvvJlx+9tlnUVxcjFWrVuHwww/XKCrKFJwfld0cDgckSYLH42EiRT288sorOPvss7H//vtj1qxZAIDPP/8ce+65J1544QWceeaZGkeY3ZTRFaWMLxAIIBaLqa3IhRDo6OiAzWbDmDFjBn1QXV9fj0AgoO4L4keqA4EA6uvrM7o6IRwOo7W1FeFwWE0uu4/SpWNNo+7zqZRGHZIkQZZlyLKcMMdssM85lK3WibJBRh2hKt118vPzk94eCoUQCoXUy+3t7cMSF2mD86OyW/w8qbFjx2odDmWY3/zmN1iwYAHuvPPOhOvvuOMO3HTTTUykhlj86IqSJAWDwYQDciEE3G73oCfzpyqJU4RCoaTlaZkwShKfaAQCAXXhWp1OB4vFos6TUrYFBr+mUfx8qnA4rJZJKvvU7o0oBvOcu5rzFY1GYbVaOVJFOStjEikhBK6//noceuih2HPPPZNus3jxYixatGiYIyMtcH5UbnA6nWhqauI8Keqhvr4eF1xwQY/rzzvvPNx///0aRJRbujc1sNvtsFgsaimZTqdDJBJJS1vx/pbEZdIoSXyi4XQ61aRG6aQHQJ2qkK6mGfHzqVpaWlBVVaU+T3y3w8E+Z29zvkwmE4LBILZv3w6LxaI+L0eqKNdkTCJ11VVXYd26dfjf//6XcpsFCxbg+uuvVy+3t7ejoqJiOMKjYcb5UbnB5XKhrq4O7e3tI6IjFw2fOXPm4L///S8mT56ccP3//vc/HHbYYRpFlTuSLaKr1+sTrldGIQYrWSe6eN3L0/raGU+n0+GAAw4AAESj0YTRK5vNppYrDnQkJVmiYbVa4ff71cQiGAzCbDYjFoulfU0jk8mE0tJStTtfJBJJ6zpKvSW4gUAA4XAYsizDYDDAarWmbVFgopEkIxKpq6++Gm+88QY++eSTXlshm81mLsSYIzweD+dH5QDlDKrH42EiRQlOOukk3HTTTVi1apXare/zzz/Hyy+/jEWLFuGNN95I2JbSRzkAl2UZHR0daR/p6C5Z0hYvvjytv53xjj/+eNTV1WHTpk2IRCLqwb6SQCn3GchISrJEQ/m9s7NTnbOkzCUbqjWNhmodpVQJbnynwPjPhfI3kGUZ1dXVkGUZZrOZ5X6U1SQRvyLeMBNC4Oqrr8Zrr72Gjz/+GLvttlu/7q+cxfZ6vZxLk0WEEPjvf/8Lt9vNEcccsGXLFuj1euy3335ah0IZpPuBeypKC+hMMlK/m7qXzIVCIYTDYeh0Otjtdtjt9oSRjtGjR6dlfkw4HMb69eshhEg5R0qSJEyfPh1erxeVlZUJc4+6v4ZAIIDx48ejqKgItbW16uiVUiIYvxiww+GA1WpNGL3p60hKfX09qqurk3YZlmUZ4XAYnZ2dKCoqwvjx44c8mUj3nLGmpqak73UwGITP54Ner0csFoPT6YTFYgHw45pW0WgUFosFRqOR5X6U1TQ93X/llVfihRdewOuvvw6n04n6+noAXe09rVarlqGRhjo7OxEKhVjWlyNcLhd27tyZtjIhyg5KNzIaPt1L5mw2G/x+Pzo7O+Hz+RAOh2EymdTbPR5PWuYode9E11t5Wn/KAEOhEHbs2AEhBGw2G2RZVkdSDAYDZFlGZ2cnLBbLgNZc6m0kTVnHKRaLIS8vb1hGZNK9jlL3VusK5f+mECKh1XogEFDLGvV6PUwmk5qkstyPslXfTvkNkccffxxerxdz5sxBaWmp+vPSSy9pGRZpTJkfxZbYucHpdEIIof7diWj4dS+ZUxbgdTgcyM/Ph91uh16vx5gxY1BQUKCO6thsNrVTnDJXp66uDuFwGE1NTaivr0dTUxPC4XCvz19aWory8nJIkqQekCsLAceXp8UnL8nElwE2NzfjmWeewXPPPYdIJJLQKAPoSnaUkSOgKxGJRCJqB+FdiU80Ur2n6Sp/1IKS4EajUYRCoYQFlGVZRiwWg9VqVd/Hzs5Odc0xAOrvZrMZBoNB7TJIlE00HZHSsKqQMpjH44HNZuP8qBxhsVhgMpnQ0tKCwsJCrcMhjX3xxRfweDyYN2+eet3SpUtxxx13wO/345RTTsEjjzzC+bK70N8yr94aC+j1ejgcDnX+jcfj6XWOUlVVFerr6xNKLnc1WhXfia63uFONksS/biV5UapclOeLX3MpXnyCAPR9zaX+jKSNVMnmX8Uv+qt8XuIbTyjrjRmNRvVx0rUwMFGm4ZEqZRQhBDweD/Ly8rQOhYaJJElwOp1oaWnROhTKAAsXLsScOXPUROqbb77BJZdcgvnz52PatGm4//77UVZWhoULF2obaIYaaGvwvpbM+Xy+XluVR6NRdSTJarWqTStCoRCqq6sB9F7etavytP4kL91Hr5SRqO6leINZ52moGj1kilQJbmdnJxoaGhAKhWAymdSW70r7d6vVmvA+pmMxYqJMxESKMorSUpXzo3KLy+VCS0sLgsGgOmmZctPatWvxu9/9Tr384osv4qCDDsJTTz0FAKioqMAdd9zBRCqFvrYG766vnfMUybZR5iABP7Ybl2VZPcgGgK1bt8Llcg2qdLuvyYvb7VYbIii3K2Voer0+YWQFGFgpXl9H0ka67gmuEEIt1wsEAmrZpF6vh9Vq7ZFop2sxYqJMw0SKMorH41Hr8il3KJ3NWlpaUF5ernE0pKXW1laMHj1avbxixQocd9xx6uUDDjhAHdmgRP1tDR6vryVzTqcTXq83acKltBVXftfpdOoIhSzLkCQJ0WgUa9aswaRJkwbcxa2vyYvJZILdbkd7ezvC4bC6qLBy4A90zcWVJAmhUGhQpXjpbvSQ6br/DUKhkJrAJ2sWNtLnixGlommzCaLuPB6POqmZcofBYIDdbkdzc7PWoZDGRo8eje3btwPoOvhavXo1Zs2apd7u8/kS5l7Qj5R5TqkSgd6aKaRqLCCEUJOM4uJiFBQUpGywoCRMyn0jkQhisViPDoyRSATV1dWoq6sb1OtVkpeSkhIUFRUlfd0OhwMul0ttYiGEgF6vVzv3Ke3Suze1oL5R/gZjxoxBRUWFWsaZ6vOTTaN0RABHpCiDKJ3b2HAgN7lcLjQ1NSV01aLcc9xxx+Hmm2/Gvffei+XLl8Nms+Gwww5Tb1+3bh0mTZqkYYSZqz+twZPpS8mcJEkp5yhFo9Eec2Xinzf+4Fp5nr62Gh/oGknKHMxp06ahs7NTvb/NZkMgEMjaUjwtZPt8MaJkmEhRxujo6EAkEuH8qBzldrtRV1cHr9fLZiM57K677sJpp52GI444Ag6HA3/7298SDnCfeeYZHHPMMRpGmLn6Os8p1Yh/X0vmejtgNhqNCIVC0Ol0vcYhSZI6OtZbSdxAm2cAXc0l9t57bwBd3UG7l4wnW0iXBi5X5osRxWMiRRlDmR/FL7fcpLS8b25uZiKVw4qKivDf//4XXq8XDoejx0H/yy+/zDmUKfSnNXhvlHItZRTI4/EkHBD3dsC8fv16dWQ5XvfRKaUxwa66uA20eQbQVTJ8yimn9Pr4lH65Nl+MchsTKcoYLS0tcDgcLOvKUZIkweVyobm5GbvttpvW4ZDGUh3s5+fnD3MkI0e61jXq6yhQsgPmgoICtLS0qCV+8QlUfIlfLBZDLBaD3+9HOBxOGtNgmmcQEQ0HJlKUEWRZRltbW0K3Lso9brcb27dvZxt0ogEa6DyV+DlIXq8XbW1t6oKr/RkFslgsMJvNaqMJIUTCyTEluQoGg9DpdGhubobP50taptfbIsHArhd5FUKoiaDRaBxQh8B0GOj8LiLKfEykKCO0t7cjFoupbbApNyndtZqamlBRUaF1OEQjTn/nqXQffZJlGYFAADqdLmGNpb6OArndbtjtdgSDQQSDwYSmE8rzAV3ztOx2O2w2W8oEbbDNMyKRCO6++24AwC233DLsyctg5ncNFJM2ouHFRIoyQktLi9pJiXKXwWCAw+FgIkU0SH2dp9J9DlIoFFLL8JQRrfh5q7saBTKZTBg9ejRqamrgdDoRCoXUBE1JeJTlDpTRrlQJ2mCbZ2htMPO7+kuLpI2IuI4UZQiPx6MujEi5ze12w+Px7HISOhENTvc5SMqBviRJ6lpLyqiSYlejQEBXeWF5eTkMBgNMJhOsVisMBgN0Oh1sNhsKCgpgt9sT9vfJ1riKb56RKv5MXeQ12XsL/DiyZzAY0NjYmPK19ZeStAkhYLPZ1ERVCIGamppBr9lFRMkxkSLNKTX5LOsjABg1ahSEEGhpadE6FKKslmwB3/jkRqfTQZblhBGOvowCSZKEwsJCjB49Gm63G3l5eSgoKIDZbIbZbEY0Gu2RiCVL0Pq6SHAmlq4NZnHk/hrupI2IfsTSPtJca2srhBBMpAgAYDabYbVa0djYiOLiYq3DIcpayeYgmUwmNYFSmkTEtzLf1ShQ9xIzpZRNaT4RjUYhSRJ0Op3amCIajaoJW/x8KmDkLvI62Pld/THYphxENHBMpEhzHo8HRqMx6bonlJtGjRqlrkXDdvhEQyPZHCQhBAwGAzo7O9W5Usriun1pod59XlAgEEAsFlPLBpXHl2UZPp8PHR0dauKm3F8Ioc7p2VXzjExtrjCc87uGM2kjokRMpEhzLS0tarc2IqArkaqrq0NraysKCgq0DocoK8XPQVJGLYLBIGRZhiRJ6uiR3+9HNBqFyWTaZQv1+BKzWCyGYDAISZJgMBjU9aP0ej2EEOrzKB0ClYYMyRoxdF8kuKWlBe3t7fD7/QkJQnxzBS2la3HkvhjpTTmIRjImUqSpUCiEjo4OFBYWah0KZRCr1QqTyYTGxkYmUkRDJH4B32AwiHA4rDaa0Ol06u/KSM+ECRNSjvaEw2FUV1fD7/fDYrGopXqyLKsH8CaTCaFQCLIsIxqNJsx5cjgcCaVp3Tv4dS8ZDIfDCIVC0Ov1sFqtamfB+I54xcXFmD59OgAM+8h2uhZH7ovhTNqIKBETKdKUx+MBAM6PogSSJGHUqFFobGzE1KlTOVpJNERKS0sRjUaxfft2tZQ2FotBp9OpyU0oFEJnZ2fS+8cnOH6/X20CEQgE1AQq/v+vXq+H0WhUF+qVZVntMKdINqcnvmTQYrEgGAzCYOg6hFHKEO12e49W6j/72c+G5H3rLlmJ4XDN7xrOpI2IEjGRIk15PB5YrVYYjUatQ6EMk5eXh8bGRrS1tSEvL0/rcIiykiRJsFqtsFgsamIiSZLadALovVlB9wQnGo2qpXtKpz2llXr8c+p0OjXR0uv1iMVi6giWkmApJXvdSwaV8kMlXqWE0GKxQJIkyLKMYDCI6upqVFRUDGkC0Zf1m/q6OPJgjNSmHEQjHRMp0ozS4prlBpSM3W6HyWRCfX09EymiIaSMQFmt1qS3p2pWkGxOlJIEKSWB8eV9SpKklKEplyORCPx+f0J3QFmW4fV6MXr06B5d6bp39lNG0To6OtQOgLFYDPX19fD5fEO6IG1fF90d6m55u2rKQURDg4kUaUYpA2FZHyUjSRLy8vLQ0NCAKVOmsHsf0RAZaLOC7gmOXq+HxWJRO/Up86xisZiaJDkcDpjNZnR0dECWZRiNRrUhhTJypXT583q9qKurU//vx6+PFE8Zhers7ITRaEwY6Xr88cchyzJuvfVWjB8/Xr1POrr9dU8k4+PpXmI4XMmM0pSDiIYHEynSTEtLCyRJgtPp1DoUylBKIsXufURDZ6DNCpK13VaSqmAwiFgsps6FUhIlIYRahheJRBCNRhPK/GRZVptP6PV6teFMJBJBIBCATqeDwWBIWOtK6QaoXK8kcSaTCQaDAdFoFE1NTSgrK4PRaNxlKV5fR664fhMRMZEizbS0tMDhcHCkgVKy2Wwwm82or69nIkU0RAbarCDZSJbS9EFpCNHZ2Qm32438/HwYDAY1oXK5XKisrERtba2aPAFdZXpK8wkhBFpbWxEMBhEKhRAKhdRW6TqdDtFoFMCPCZ0y10oIAavVqn63KCWGSuLTl1K8vuD6TUTEI1jShCzLaG1tZVkf9UqSJOTn56OhoYEHI0RDqLS0FOXl5ZAkCYFAAH6/H4FAAJIkpWxWED+SFU8ZdVJK/ILBIOrr69HQ0ABZllFYWAiz2Qy32w2bzQaXywWHwwGn04m8vDx1hKezs1N9bLvdro5sCSHUphaxWEzdNyjrUtlstoRRIiWhCYVCCaV48cmf2WyGwWBAY2Njj9eTSnwimQzXbyLKfhyRIk20trZClmUmUrRL+fn5qKurQ1NTE0pKSrQOhygrDaRZQaqRLL/fD7/fD6BrTpTdbk866qOsVxWf1Cii0Sh8Pp96WenIp3TsU35cLhf0ej06OjrU9ee6Jy5KQhMKhdJaisf1m4iIiRRpoqWlBUajMWWXKCKFxWKB3W5HbW0tEymiIdbfZgXd227LsqyOZMUvspusAUOqRCQQCKgd+JTkKRKJwGKxwO12q535wuEwysrKUFBQgPXr16ut1ruLxWIwGo3qc6SrFI/rNxEREynSRHNzM1wuFxdapT4pKChAVVUVQqFQ0jO/RKSN7iNZra2tiMVicDqdSZOa7qM+3RORzs5OtaOfJEkwGAwwGAxqggZ0lfkBP87NSpXQAFCTrqKiInXf0d/uhL3h+k1EuY2JFA27YDAIv9+P4uJirUOhESIvLw/V1dWoq6tLaGFMRJlBGcmKxWLwer0pk5Huoz7xiUhHR4eajCiNIuIbVMQvvBvfSKL74yiPEY1GMW7cOLhcLpSXl0MIkfZSPK7fRJTbmEjRsGtubgYAzo+iPjMYDMjLy8POnTsxbtw4jmQSZaj+rkkVn4hUV1ejvr4eFosFRqMRXq834XGU1uaRSASSJCUkPakSmv322y8hoRmqUjyu30SUm5hI0bBrbm6G3W6HwcCPH/VdYWEhNm3ahNbWVuTn52sdDhElMdAGDCaTCXa7HSaTSZ07a7Va1aYVSsc+5TH0en3SpGdXCQ1L8YgonXgkS8NKlmV4PB6MHj1a61BohHE4HLBYLNi5cycTKaIMlWy+khBC7ZgnyzLGjBmTdNSn+2hWfBv0aDQKIYQ6d2qgSQ9L8YgonZhI0bBqa2tDLBZjO1jqN0mSUFhYiJqaGnWeBFG6/f73v8dbb72FtWvXwmQyoa2tTeuQRpz4UZ/W1lZEIhE1OTIajWhpaYHBYEBpaWlC+V+y0SybzQaLxYJwOIxwOAxJkrDnnnuqDSd6Ew6Hcf/99wMAfv3rXyckSizFI6J04IK8NKyamprY9pwGrLCwEJIkYefOnVqHQlkqHA7jzDPPxOWXX651KCOWMuqTn58PnU4Hq9UKt9uNwsJC5OXlAQBqampQV1eXcD9lNCsajSIUCqnzqSRJUhtOVFRU9CmJUkQiEUQikfS9OCKiOByRomHFtuc0GHq9HgUFBdi5cycmTJjQrzbFRH2xaNEiAMCSJUu0DWSEC4fD8Hg8sFqtPeZKdV9PKn6kiHOYiGgkYSJFwyYQCCAQCHBRVRqU4uJiNDU1ob6+HuXl5VqHQ4RQKIRQKKRebm9v1zCazOD1ehGJRNR5Tt11X09KwTlMRDSSsLSPhk1zczMkSWLbcxoUi8WCUaNGobKyUi39IdLS4sWL4Xa71Z+KigqtQ9Kcsk5UquqD7utJdafMYSopKUFRURGTKCLKSEykaNg0NjamXO2eqD9Gjx6NQCCAxsZGrUOhEWDhwoXqPJtUP1999dWAH3/BggXwer3qT3V1dRqjH5niO/Al0309KSKikYilfTQsIpEIWltbMXbsWK1DoSzgcDjgdDqxfft2FBcXc84d9eqqq67CWWed1es248ePH/Djm83mpGsm5bKBridFRDSSMJGiYdHc3AwA/NKktCkpKcHmzZvR3NzMNsbUq8LCQhQWFmodRk5Jtp6UJEkQQiAcDiMajSZdUDedJElSE2SebCGiocBEioZFU1MTbDYb69wpbZxOJ5xOJ7Zs2aK2RScarKqqKng8HlRVVSEWi2Ht2rUAgMmTJ8PhcGgb3AijdQc+o9GI+fPnD+lzEFFuYyJFQ06WZTQ3N6O4uFjrUCiLKN29Nm7ciPr6erZFprS4/fbb8be//U29vM8++wAAPvroI8yZM0ejqEYmduAjomwniRHc9qq9vR1utxter5ed4DJYc3Mz1qxZg+nTp3MhXkq7rVu3IhgMYvbs2Zy4ThmB301ERLmBXftoyDU0NMBsNsNisWgdCmWh8vJyhEIh7NixQ+tQiCiDhMNh3HfffbjvvvsQDoe1DoeIshATKRpSsiyjqakJo0aN4hwWGhIWiwXFxcXYvn07gsGg1uEQUQZRFoInIhoKTKRoSLW1tSESiSAvL0/rUCiLlZaWQq/X4/vvv9c6FCIiIsoRmiZSn3zyCU488USUlZVBkiQsX75cy3BoCDQ2NsJkMsFms2kdCmUxvV6PiooKNDU1oaGhQetwiIiIKAdomkj5/X7stdde+POf/6xlGDREZFlGfX09y/poWIwaNQqjRo3C999/z/kQRERENOQ0bX8+b948zJs3T8sQaAi1trYiEokgPz9f61AoB0iShIqKCqxfvx7r16/HXnvtxQSeiIiIhsyImiMVCoXQ3t6e8EOZS+nWx7I+Gi4mkwnjxo1DU1MTamtrtQ6HiIiIstiIWpB38eLFWLRokdZhUB/IsoyGhgYUFhZyVKAPRCiExlv+H4Iw4NTRlwAA/u/aA2E1cV2k/srLy0NBQQG+//57uFwuOJ1OrUMiIg0oCwIrvxMRpduIGpFasGABvF6v+lNdXa11SJRCS0sLotEoy/pIE2PHjoXZbMa6desQjUa1DoeINGA0GnHZZZfhsssug9Fo1DocIspCIyqRMpvNcLlcCT+UmWpra2G1WmG1WrUOhXKQTqfDxIkTEQqF8M0330AIoXVIRERElGVGVCJFI0MkEkFTUxMKCgq0DoVymMViwYQJE9Dc3IytW7dqHQ4RERFlGU3nSHV0dGDLli3q5e3bt2Pt2rXIz8/H2LFjNYyMBqO+vh5CCJb1kebcbjfKy8uxfft22Gw2db4EEWW/SCSCRx99FABw5ZVXsryPiNJO00Tqq6++wty5c9XL119/PQDgwgsvxJIlSzSKigartrYWbrebX1qUEUaPHo1gMIj169fDarUiLy9P65CIaBgIIdDW1qb+TkSUbpomUnPmzOHOLcv4fD60t7dj4sSJWodCBKCrW9fYsWMRDoexdu1aHHjggbDb7VqHRURERCMc50hRWtXU1MBoNGLUqFFah0KkUppPGI1GrF69GqFQSOuQiIiIaIRjIkVpE4vFUFdXh4KCAq7ZQRnHYDBg8uTJiMViWLNmDduiExER0aAwkaK0aWhoQDQaRWFhodahECVlMpkwefJk+P1+rFu3DrIsax0SERERjVBMpCgthBCoqqqCy+WC2WzWOhyilGw2GyZOnIiWlhZs3LiR8zSJiIhoQJhIUVq0tbXB5/OhuLhY61CIdsntdmPcuHHYuXMnduzYoXU4RDQEJElCUVERioqKWG5ORENC0659lD2qqqpgsVjgcrm0DoWoTwoLCxEKhbB582bYbDaeBCDKMkajEVdeeaXWYRBRFuOIFA1aIBBAY2MjiouLedaPRpSysjKMGjUK33zzDXw+n9bhEBER0QjCRIoGrbKyEkajEQUFBVqHQtQvkiRhwoQJsFgsWLNmDcLhsNYhERER0QjBRIoGJRgMora2FsXFxdDp+HGikUen02HSpEmQZRlff/01O/kRZYlIJIJHH30Ujz76KCKRiNbhEFEW4pEvDcqOHTug0+lQVFSkdShEA2YymTBhwgR4vV5s2rRJ63CIKA2EEGhqakJTUxO7cxLRkGAiRQPW2dmJ6upqjB49Gnq9XutwiAbF6XRizJgxqK6uRl1dndbhEBERUYZjIkUDtnXrVuj1enY7o6xRVFSE/Px8rF+/Hh0dHVqHQ0RERBmMiRQNSEdHB+rq6lBaWsrRKMoakiRh7NixMJvN+PrrrxGNRrUOiYiIiDIUEynqNyEEvv/+e5jNZhQWFmodDlFa6fV6TJgwAcFgEBs2bODcCiIiIkqKiRT1W2NjI1pbW1FRUcFOfZSVrFYrxo4di/r6es6XIiIioqQMWgdAI0s0GsXGjRvhdrvhdru1DodoyBQUFMDn82HDhg1wu92w2+1ah0RE/SBJEkaNGqX+TkSUbkykqF82bdqESCSC3XbbTetQiIZcRUUF/H4/1q1bh4MOOogjsEQjiNFoxLXXXqt1GESUxXhUQH3W0tKCmpoalJeXw2w2ax0O0ZBT5kv5/X5s3rxZ63CIiIgogzCRoj4Jh8P49ttv4XQ6ufgu5RSbzYby8nJUVVWhublZ63CIiIgoQzCRol0SQuDbb7+FLMsYP348a80p5xQXF8PlcuG7775DOBzWOhwi6oNIJIInn3wSTz75JCKRiNbhEFEWYiJFu7Rt2za0tLRg/PjxMJlMWodDNOwkScL48eMhyzK+++47tkQnGgGEEKitrUVtbS3/zxLRkGAiRb1qaGjAtm3bUFZWxi59lNOMRiPGjRuH5uZm7Ny5U+twiIiISGNMpCiltrY2fPvtt8jLy0NJSYnW4RBpbtSoUSgqKsKmTZvg9/u1DoeIiIg0xESKkuro6MCaNWtgs9k4L4oozpgxY2AymbBu3TrIsqx1OERERKQRJlLUg9/vx6pVq2A0GjFp0iSunUMUR6fTqS3Rt2zZonU4REREpBEeIVMCv9+Pr776CjqdDrvtthsMBq7ZTNSd0hJ9x44dbIlORESUo5hIkcrn86lJ1O677w6j0ah1SEQZS2mJ/u233yIUCmkdDhElYbPZYLPZtA6DiLIUhxsIQFdjiTVr1sBkMmHy5MlMooh2QWmJvmHDBnz77bfYd999OZeQKIOYTCb85je/0ToMIspiHJEiNDU1YdWqVbBYLByJIuoHo9GI8ePHw+PxYPv27VqHQ0RERMOIiVSO27lzJ9auXQuXy4XddtsNer1e65CIRhSXy4XS0lJs3boVHo9H63CIiIhomDCRylFCCGzatAkbNmxAUVERJk6cyO58RANUWloKp9OJdevWIRgMah0OEQGIRCJYsmQJlixZgkgkonU4RJSFeOScg2KxGNatW4cdO3ZgzJgxqKio4NwOokGQJAkTJ06EJElYu3YtYrGY1iER5TwhBCorK1FZWQkhhNbhEFEWYiKVY0KhEL766is0Nzdj0qRJGD16NJMoojQwGAyYNGkS/H4/vvvuOx64ERERZTkmUjnE5/Phiy++QGdnJ3bffXeMGjVK65CIsorNZsP48ePR0NCAbdu2aR0OERERDSEmUjmioaEBX375JfR6PaZOnQq73a51SERZKS8vD2VlZdi2bRt27typdTjUD5WVlbjkkkswYcIEWK1WTJo0CXfccQfC4bDWoRERUQbiOlJZTgiB7du3Y+vWrcjLy8P48ePZVIJoiJWUlCASiWDDhg0wGo0YPXq01iFRH3z//feQZRlPPPEEJk+ejG+//Ra/+MUv4Pf78cADD2gdHhERZRgmUlksGo3iu+++Q2NjI0pLS1FaWsr5UETDQJIkVFRUqI1dZs6cyWRqBDjuuONw3HHHqZcnTpyIjRs34vHHH2ciRUREPTCRylKBQABr165FZ2cnJk6ciLy8PK1DIsopkiRh/PjxAIB169Zh2rRpGDNmjLZBUb95vV7k5+f3uk0oFEIoFFIvt7e3D3VY1EdcYJ6IhhITqSzU2NiIb7/9FkajEVOnToXVatU6JKKcpCRTer0eGzZsQGdnJyZPnsyR4RFi69ateOSRR/CHP/yh1+0WL16MRYsWDVNU1Fcmkwm33nqr1mEQURbjZJksIssyNm7ciK+//hpOp5NJFFEGUMr8ysvLUVlZidWrVyeMXtDQW7hwISRJ6vXnq6++SrhPbW0tjjvuOJx55pm49NJLe338BQsWwOv1qj/V1dVD+XKIiChDcEQqS/j9fnzzzTfo6OjAmDFjUFxczLPeRBlCkiSUlJTAZrOhsrISn376KaZMmcJ5i8PkqquuwllnndXrNkoZJtCVRM2dOxezZs3Ck08+ucvHN5vNMJvNgw2TiIhGGCZSI5wQAtXV1di8eTNMJhOmTJnC1uZEGcrlcmH69Omorq7Gd999h6qqKkyaNAmFhYVMqIZQYWEhCgsL+7RtTU0N5s6di/322w/PPvssu5yOYNFoFC+99BIA4Oc//zkMBh7yEFF6ca8ygnV0dGDDhg1oa2tDUVERysvLodfrtQ6LiHphMBgwYcIEFBUVYefOnVi7di3sdjvKyspQUlICi8WidYg5q7a2FnPmzMHYsWPxwAMPoKmpSb2tpKREw8hoIGRZxubNm9XfiYjSjYnUCBSJRLB9+3ZUVVXBZDJh9913h9Pp1DosIuoHh8OBKVOmoKOjA01NTdiyZQs2b94Mh8OB/Px8jBo1Ci6XCxaLhaNVw+Tf//43tmzZgi1btvTosCiE0CgqIiLKVEykRpBYLIbq6mpUVlYiFouhpKQEJSUlLD0hGqEkSYLT6YTT6UQ0GkV7ezu8Xi/q6+tRVVUFANDr9bDb7bDb7bDZbOq/NpuNI9BpNn/+fMyfP1/rMIiIaITQPJF67LHHcP/996Ourg577LEHHn74YRx22GFah5VRQqEQdu7cierqakQiERQWFqK0tBQmk0nr0IgoTQwGA/Lz89U1iyKRCAKBADo7OxEMBtHe3o6mpiZEo1H1PlarFXa7XU3GnE4nrFYrR7CIiIiGgaaJ1EsvvYRrr70Wjz32GA455BA88cQTmDdvHtavX4+xY8dqGZrmYrEYmpubUV9fj6amJkiShIKCAowePZrdoYhygNFohNvthtvtTrg+Go0iGAwiGAyqSdbOnTsRiUQAdI1guVwuuN1uuFwulgcSERENEU0TqQcffBCXXHKJukbHww8/jPfeew+PP/44Fi9erGVow06WZfh8PrS1tcHj8cDj8UCWZdhsNpSXl6OgoIAdh4gIBoMBDocDDocj4XplBEv5qa2tRWVlpXofl8uljloppYIsDSQiIho4zY7Mw+EwVq1ahZtvvjnh+mOOOQaffvpp0vuEQqGEhSzb29uHNMbBEkJACIFYLIZYLIZoNIpIJIJIJIJQKIRgMIhAIAC/349AIAAhBCRJgsPhQGlpKUaNGsUOXkTUJ8lGsJTkStnH1NXVYceOHertZrMZVqsVVqsVFosFZrMZJpMJRqMRRqMRer0eBoMBer0eOp2Oo1pERERxNEukmpubEYvFMHr06ITrR48ejfr6+qT3Wbx4MRYtWjQc4fWLx+PBqlWr0vJYBoMBoVAITU1NCa13KQfMvwEA8LcfLm7ZuF67WChr6fV6xGIxAD+enGpraxv04x5++OEsO6aMYjKZsHDhQq3DIKIspnmtWPcznMqoTDILFizA9ddfn7BtOBzWvPV3fn4+jj76aE1jICKizOB0OuH1ejX/biIioqGlWSJVWFgIvV7fY/SpsbGxxyiVwmw284wnERFlNEmS4HK5tA6DiIiGmGYLEJlMJuy33354//33E65///33MXv2bI2iIiIiIiIi2jVNS/uuv/56nH/++dh///0xa9YsPPnkk6iqqsIvf/lLLcMiIiIiIiLqlaaJ1M9//nO0tLTgzjvvRF1dHfbcc0+8/fbbGDdunJZhERERERER9UoSQgitgyAiIiIiIhpJNJsjRURERERENFIxkSIiIiIiIuonJlJERERERET9xESKiIiIiIion5hIERERERER9RMTKSIiIiIion5iIkVERERERNRPTKSIiIiIiIj6yaB1AJlACAGfz6d1GEREOcvpdEKSJK3DyBj8XiIi0t6uvpuYSAHw+Xxwu91ah0FElLO8Xi9cLpfWYWQMfi8REWlvV99NkhBCDGM8GWmknvlrb29HRUUFqqurc+IAJJdeL19rdsql1wr07/VyRCrRUH8v5cpnMVdeJ8DXmo1y5XUCmftaOSLVB5IkZdQfrb9cLteIjr+/cun18rVmp1x6rUDuvd50GK7vpVz52+TK6wT4WrNRrrxOYOS9VjabICIiIiIi6icmUkRERERERP3ERGoEM5vNuOOOO2A2m7UOZVjk0uvla81OufRagdx7vSNJrvxtcuV1Anyt2ShXXicwcl8rm00QERERERH1E0ekiIiIiIiI+omJFBERERERUT8xkSIiIiIiIuonJlIjTGtrK84//3y43W643W6cf/75aGtrS7l9JBLBTTfdhBkzZsBut6OsrAwXXHABamtrhy/oAervawWAV199FcceeywKCwshSRLWrl07LLEOxGOPPYYJEybAYrFgv/32w3//+99et1+xYgX2228/WCwWTJw4EX/5y1+GKdLB689rraurwznnnIMpU6ZAp9Ph2muvHb5A06A/r/XVV1/F0UcfjaKiIrhcLsyaNQvvvffeMEY7eP15vf/73/9wyCGHoKCgAFarFVOnTsVDDz00jNFSMr///e8xe/Zs2Gw2jBo1Sutw0qq/+9mR6JNPPsGJJ56IsrIySJKE5cuXax3SkFi8eDEOOOAAOJ1OFBcX45RTTsHGjRu1DmtIPP7445g5c6a6ptKsWbPwzjvvaB3WkFu8eDEkSRpR3/tMpEaYc845B2vXrsW7776Ld999F2vXrsX555+fcvtAIIDVq1fjtttuw+rVq/Hqq69i06ZNOOmkk4Yx6oHp72sFAL/fj0MOOQT33HPPMEU5MC+99BKuvfZa3HrrrVizZg0OO+wwzJs3D1VVVUm33759O44//ngcdthhWLNmDW655Rb86le/wj//+c9hjrz/+vtaQ6EQioqKcOutt+L/t3enUVGdZxzA/xcYhh0RhFFA0GBBgiCRGFGPaK2ACyGkqRpEUUkbcYlLG6PRHLFaTU20GkFTtwFbFhcgtdoa0bCooAIOakRjo6CeFgQtWsDI+vRDyq3jsA3MMCDP75z5cN9tnueC9/LOfefVy8uri6PtHHVzzcrKwqRJk/C3v/0N+fn5mDBhAoKCgqBQKLo48o5RN19TU1MsXrwYWVlZuHHjBtauXYu1a9diz549XRw5e15tbS1+8YtfIDIyUtehaJS6v589VXV1Nby8vBAdHa3rULQqMzMTixYtwoULF5CWlob6+nr4+/ujurpa16FpnIODAz799FPk5eUhLy8PP/3pTxEcHIzr16/rOjStyc3NxZ49e+Dp6anrUNRDrMcoLCwkAHThwgWxLCcnhwDQzZs32z3OpUuXCADdvXtXG2FqRGdzLSoqIgCkUCi0GGXHjRw5khYsWKBU5ubmRqtWrWq2/cqVK8nNzU2p7P3336dRo0ZpLUZNUTfX5/n5+dHSpUu1FJnmdSbXJu7u7rR+/XpNh6YVmsg3JCSEwsLCNB0a6wC5XE6Wlpa6DkNjNPH72dMAoNTUVF2H0SXKysoIAGVmZuo6lC5hZWVF+/bt03UYWlFZWUlDhgyhtLS0Hnff5ydSPUhOTg4sLS3xxhtviGWjRo2CpaUlsrOz2z3OkydPIAhCt17Coalcu6Pa2lrk5+fD399fqdzf37/F3HJyclTaBwQEIC8vD3V1dVqLtbM6kmtPpYlcGxsbUVlZib59+2ojRI3SRL4KhQLZ2dnw8/PTRoisF+tN157e6smTJwDQI66XndHQ0ICkpCRUV1fD19dX1+FoxaJFizB16lT87Gc/03UoajPQdQCs/UpLS2Fra6tSbmtri9LS0naN8ezZM6xatQqhoaGwsLDQdIgao4lcu6uHDx+ioaEBdnZ2SuV2dnYt5lZaWtps+/r6ejx8+BD9+/fXWryd0ZFceypN5Lp161ZUV1dj+vTp2ghRozqTr4ODA8rLy1FfX4+oqCi899572gyV9UK96drTGxERVqxYgbFjx8LDw0PX4WjFtWvX4Ovri2fPnsHMzAypqalwd3fXdVgal5SUhMuXLyM3N1fXoXQIP5HqBqKioiAIQquvvLw8AIAgCCr9iajZ8hfV1dVh5syZaGxsxK5duzSeR3t0Va49wYt5tJVbc+2bK++O1M21J+toromJiYiKisKhQ4ea/RChu+pIvmfPnkVeXh6+/PJLbN++HYmJidoMsVdS51r7MutN157eZPHixbh69epLfe1wdXVFQUEBLly4gMjISISHh6OwsFDXYWnU/fv3sXTpUvz5z3+GkZGRrsPpEH4i1Q0sXrwYM2fObLWNs7Mzrl69igcPHqjUlZeXq3zq9qK6ujpMnz4dRUVF+Oabb3T2NKorcu3ubGxsoK+vr/KpaFlZWYu5yWSyZtsbGBjA2tpaa7F2Vkdy7ak6k+uhQ4cQERGBI0eO9JilDZ3Jd9CgQQCAYcOG4cGDB4iKisK7776rtVh7o/Zea19Wvena09ssWbIEx44dQ1ZWFhwcHHQdjtYYGhrCxcUFAODj44Pc3Fzs2LEDf/zjH3Ucmebk5+ejrKwMI0aMEMsaGhqQlZWF6Oho1NTUQF9fX4cRto0nUt2AjY0NbGxs2mzn6+uLJ0+e4NKlSxg5ciQA4OLFi3jy5AlGjx7dYr+mSdQ//vEPpKen6/QPb23n2hMYGhpixIgRSEtLQ0hIiFielpaG4ODgZvv4+vrir3/9q1LZqVOn4OPjA4lEotV4O6MjufZUHc01MTER8+fPR2JiIqZOndoVoWqEpn62RISamhpthNirtfda+7LqTdee3oKIsGTJEqSmpiIjI0P8QKa3eBmvlRMnTsS1a9eUyubNmwc3Nzd89NFH3X4SBYB37etpAgMDydPTk3JycignJ4eGDRtG06ZNU2rj6upKKSkpRERUV1dHb775Jjk4OFBBQQGVlJSIr5qaGl2k0G7q5kpE9OjRI1IoFHTixAkCQElJSaRQKKikpKSrw29VUlISSSQS2r9/PxUWFtKyZcvI1NSUiouLiYho1apVNHv2bLH9nTt3yMTEhJYvX06FhYW0f/9+kkgkdPToUV2l0G7q5kpEpFAoSKFQ0IgRIyg0NJQUCgVdv35dF+GrRd1cExISyMDAgGJiYpT+bT5+/FhXKahF3Xyjo6Pp2LFjdOvWLbp16xYdOHCALCwsaM2aNbpKgRHR3bt3SaFQ0Pr168nMzEz891dZWanr0Dqlrd/Pl0VlZaX4MwNA27ZtI4VC0a135u2IyMhIsrS0pIyMDKXr5dOnT3UdmsatXr2asrKyqKioiK5evUoff/wx6enp0alTp3Qdmtb1tF37eCLVwzx69IhmzZpF5ubmZG5uTrNmzaKKigqlNgBILpcT0f+3AW/ulZ6e3uXxq0PdXIl+3L63uVzXrVvXpbG3R0xMDDk5OZGhoSG99tprSlu4hoeHk5+fn1L7jIwM8vb2JkNDQ3J2dqbdu3d3ccQdp26uzf0MnZycujboDlInVz8/v2ZzDQ8P7/rAO0idfL/44gt69dVXycTEhCwsLMjb25t27dpFDQ0NOoicNQkPD++R94j2aO3382WRnp7e468j7dHS3zLP/w3wspg/f774e9uvXz+aOHFir5hEEfW8iZRA9L9vrDPGGGOMMcYYaxfetY8xxhhjjDHG1MQTKcYYY4wxxhhTE0+kGGOMMcYYY0xNPJFijDHGGGOMMTXxRIoxxhhjjDHG1MQTKcYYY4wxxhhTE0+kGGOMMcYYY0xNPJFijDHGGGOMMTXxRIr1CMXFxRAEAQUFBVp/r7lz5+Ktt97S+vswxhhjPc348eOxbNky8djZ2Rnbt2/XWTyM6RJPpJjOzZ07F4IgiC9ra2sEBgbi6tWrYhtHR0eUlJTAw8ND6/Hs2LEDsbGx7W6vyUle07lYsGCBSt3ChQshCALmzp3b6ffRFk1NQokIUVFRGDBgAIyNjTF+/Hhcv369zX7Jyclwd3eHVCqFu7s7UlNTleqzsrIQFBSEAQMGQBAEfPXVV52OlTHGupPs7Gzo6+sjMDBQpS4qKgrDhw9XKVfnepiSkoINGzZ0MkplGRkZEAQBjx8/7tQ4VVVVeOWVV7BixQql8uLiYlhYWGDfvn2dGp+xF/FEinULgYGBKCkpQUlJCc6cOQMDAwNMmzZNrNfX14dMJoOBgYHWYmhoaEBjYyMsLS3Rp08frb1PWxwdHZGUlIQffvhBLHv27BkSExMxcODATo1NRKivr+9siFq3ZcsWbNu2DdHR0cjNzYVMJsOkSZNQWVnZYp+cnBzMmDEDs2fPxpUrVzB79mxMnz4dFy9eFNtUV1fDy8sL0dHRXZEGY4x1uQMHDmDJkiU4d+4c7t27p7Fx6+rqAAB9+/aFubm5xsbVJDMzM8jlcuzcuRNnz54F8ON9b968eRgzZgzee+89HUfIXjY8kWLdglQqhUwmg0wmw/Dhw/HRRx/h/v37KC8vB6D81KexsREODg748ssvlca4fPkyBEHAnTt3AADbtm3DsGHDYGpqCkdHRyxcuBBVVVVi+9jYWPTp0wfHjx8Xn2LcvXtX5anKyZMnMXbsWPTp0wfW1taYNm0abt++LdYPGjQIAODt7Q1BEDB+/HixTi6XY+jQoTAyMoKbmxt27drV5rl47bXXMHDgQKSkpIhlKSkpcHR0hLe3t1LbmpoafPDBB7C1tYWRkRHGjh2L3Nxcsb7pU76vv/4aPj4+kEqlOHv2LG7fvo3g4GDY2dnBzMwMr7/+Ok6fPq00trOzMzZt2oT58+fD3NwcAwcOxJ49e9qMv7OICNu3b8eaNWvw9ttvw8PDA3FxcXj69CkSEhJa7Ld9+3ZMmjQJq1evhpubG1avXo2JEycqLTmZPHkyNm7ciLffflvreTDGWFerrq7G4cOHERkZiWnTpimtroiNjcX69etx5coVcQVIbGwsnJ2dAQAhISEQBEE8bnp6deDAAQwePBhSqRREpLK0DwAqKysRGhoKMzMzDBgwADt37hTrmlu18fjxYwiCgIyMDBQXF2PChAkAACsrK6WVF0SELVu2YPDgwTA2NoaXlxeOHj3a6jkYN24clixZgnnz5qG6uho7duxAQUEBP41iWsETKdbtVFVVIT4+Hi4uLrC2tlap19PTw8yZMxEfH69UnpCQAF9fXwwePFhs98UXX+Dbb79FXFwcvvnmG6xcuVKpz9OnT7F582bs27cP169fh62trcr7VVdXY8WKFcjNzcWZM2egp6eHkJAQNDY2AgAuXboEADh9+jRKSkrECdDevXuxZs0a/O53v8ONGzewadMmfPLJJ4iLi2vzHMybNw9yuVw8PnDgAObPn6/SbuXKlUhOTkZcXBwuX74MFxcXBAQE4N///rdKu82bN+PGjRvw9PREVVUVpkyZgtOnT0OhUCAgIABBQUEqn15u3boVPj4+UCgUWLhwISIjI3Hz5s02428SGxsLQRDa3R4AioqKUFpaCn9/f7FMKpXCz88P2dnZLfbLyclR6gMAAQEBrfZhjLGXyaFDh+Dq6gpXV1eEhYVBLpeDiAAAM2bMwK9//Wu8+uqr4gqQGTNmiB++yeVylJSUKH0Y9/333+Pw4cNITk5udfn6Z599Bk9PT1y+fBmrV6/G8uXLkZaW1q6YHR0dkZycDAD47rvvUFJSgh07dgAA1q5dC7lcjt27d+P69etYvnw5wsLCkJmZ2eqYmzZtgkQiQVhYGD7++GPs3LkT9vb27YqHMbUQYzoWHh5O+vr6ZGpqSqampgSA+vfvT/n5+WKboqIiAkAKhYKIiC5fvkyCIFBxcTERETU0NJC9vT3FxMS0+D6HDx8ma2tr8VgulxMAKigoUIknODi4xXHKysoIAF27dq3Z2Jo4OjpSQkKCUtmGDRvI19e31XMRHBxM5eXlJJVKqaioiIqLi8nIyIjKy8spODiYwsPDiYioqqqKJBIJxcfHi/1ra2tpwIABtGXLFiIiSk9PJwD01VdftfieTdzd3Wnnzp3isZOTE4WFhYnHjY2NZGtrS7t3724z/iYpKSnk6ura5ns/7/z58wSA/vnPfyqV//KXvyR/f/8W+714LoiI4uPjydDQsNn2ACg1NVWt2BhjrDsbPXo0bd++nYiI6urqyMbGhtLS0sT6devWkZeXl0q/5q6H69atI4lEQmVlZUrlfn5+tHTpUvHYycmJAgMDldrMmDGDJk+eTETN3yMrKioIAKWnpxPR/+9VFRUVYpuqqioyMjKi7OxspbEjIiLo3Xffbe00EBHRyZMnCYAYB2PawE+kWLcwYcIEFBQUoKCgABcvXoS/vz8mT56Mu3fvNtve29sbbm5uSExMBABkZmairKwM06dPF9ukp6dj0qRJsLe3h7m5OebMmYNHjx6hurpabGNoaAhPT89WY7t9+zZCQ0MxePBgWFhYiEv5Wlt7Xl5ejvv37yMiIgJmZmbia+PGjUrLAltiY2ODqVOnIi4uDnK5HFOnToWNjY1KXHV1dRgzZoxYJpFIMHLkSNy4cUOprY+Pj9JxdXU1Vq5cCXd3d/Tp0wdmZma4efOmSk7PnxtBECCTyVBWVtZm/E1CQkJafYIVHx+vdH6a1rQ3vd/ziKjNp1sd6cMYYy+D7777DpcuXcLMmTMBAAYGBpgxYwYOHDjQ4TGdnJzQr1+/Ntv5+vqqHL94H1JXYWEhnj17hkmTJindJw4ePNiu++j+/fthYmKCa9eu4cmTJ52KhbGWaO+b+4ypwdTUFC4uLuLxiBEjYGlpib1792Ljxo3N9pk1axYSEhKwatUqJCQkICAgQJxs3L17F1OmTMGCBQuwYcMG9O3bF+fOnUNERIT4hVkAMDY2bvMP7aCgIDg6OmLv3r0YMGAAGhsb4eHhgdra2hb7NC3727t3L9544w2lOn19/dZPxv/Mnz8fixcvBgDExMSo1NP/lmu0Z/JgamqqdPzhhx/i66+/xueffw4XFxcYGxvjnXfeUclJIpEoHQuCIOamCW+++abS+bG3t0dJSQkAoLS0FP379xfrysrKYGdn1+JYMpkMpaWlSmVt9WGMsZfF/v37UV9fr7SEjYggkUhQUVEBKysrtcd88d6hjqb7kJ6enhhLk+fvwy1putecOHFCZVmeVCptte+hQ4dw7Ngx5OTkYPbs2Vi+fHmnJpSMtYSfSLFuSRAE6OnpKe1c96LQ0FBcu3YN+fn5OHr0KGbNmiXW5eXlob6+Hlu3bsWoUaPwk5/8BP/617/UjuPRo0e4ceMG1q5di4kTJ2Lo0KGoqKhQamNoaAjgx13/mtjZ2cHe3h537tyBi4uL0qvpiVZbAgMDUVtbi9raWgQEBKjUu7i4wNDQEOfOnRPL6urqkJeXh6FDh7Y69tmzZzF37lyEhIRg2LBhkMlkKC4ubldcmmRubq50boyNjTFo0CDIZDKl9fW1tbXIzMzE6NGjWxzL19dXZU3+qVOnWu3DGGMvg/r6ehw8eBBbt24VV3cUFBTgypUrcHJyEr9TbGhoqHSvaiKRSJotb68LFy6oHLu5uQGA+ESr6UMyACrft2ruPtq0CdS9e/dU7qOOjo4txvLgwQMsWrQIGzduhLe3N2JjY/GnP/0Jf//73zucH2Mt4SdSrFuoqakRnyZUVFQgOjoaVVVVCAoKarHPoEGDMHr0aERERKC+vh7BwcFi3SuvvIL6+nrs3LkTQUFBOH/+vMouf+1hZWUFa2tr7NmzB/3798e9e/ewatUqpTa2trYwNjbGyZMn4eDgACMjI1haWiIqKgoffPABLCwsMHnyZNTU1CAvLw8VFRUq/8dFc/T19cWlEc09xTI1NUVkZCQ+/PBD9O3bFwMHDsSWLVvw9OlTREREtDq2i4sLUlJSEBQUBEEQ8Mknn2j0SVOT1NRUrF69Wq0NKgRBwLJly7Bp0yYMGTIEQ4YMwaZNm2BiYoLQ0FCx3Zw5c2Bvb4/NmzcDAJYuXYpx48bh97//PYKDg/GXv/wFp0+fVppoVlVV4fvvvxePi4qKUFBQIJ4/xhjriY4fP46KigpERETA0tJSqe6dd97B/v37sXjxYjg7O4vXPQcHB5ibm0MqlcLZ2RlnzpzBmDFjIJVK1X56df78eWzZsgVvvfUW0tLScOTIEZw4cQLAjys/Ro0ahU8//RTOzs54+PAh1q5dq9TfyckJgiDg+PHjmDJlCoyNjWFubo7f/OY3WL58ORobGzF27Fj85z//QXZ2NszMzBAeHt5sLO+//z5cXV3F+6yPjw9WrlyJX/3qV/j2229Vzg9jnaLLL2gxRvTjBgUAxJe5uTm9/vrrdPToUbFNSxs6xMTEEACaM2eOyrjbtm2j/v37k7GxMQUEBNDBgweVvswql8vJ0tKy2Xie3zAhLS2Nhg4dSlKplDw9PSkjI0Pli7l79+4lR0dH0tPTIz8/P7E8Pj6ehg8fToaGhmRlZUXjxo2jlJSUVs9FaxtdPL/ZBBHRDz/8QEuWLCEbGxuSSqU0ZswYunTpkljf3Bd4iX48nxMmTCBjY2NydHSk6OjoZr9A/Ic//EGpn5eXF61bt67d8Tdt6KGuxsZGWrduHclkMpJKpTRu3Dhxc48mfn5+SueCiOjIkSPk6upKEomE3NzcKDk5Wam+6Xy8+HpxHMYY60mmTZtGU6ZMabYuPz+fAFB+fj49e/aMfv7zn1OfPn0IAMnlciIiOnbsGLm4uJCBgQE5OTkRUcsbUzR3r1i/fj1Nnz6dTExMyM7OTtzwoklhYSGNGjWKjI2Nafjw4XTq1CmlzSaIiH7729+STCYjQRDEa3JjYyPt2LFDvK7369ePAgICKDMzs9lc4+LiyMTEhG7duqVUXlNTQx4eHjRv3ryWTyJjHSAQPbdolTHGGGOMMcZYm/g7UowxxhhjjDGmJp5IMcYYY4wxxpiaeCLFGGOMMcYYY2riiRRjjDHGGGOMqYknUowxxhhjjDGmJp5IMcYYY4wxxpiaeCLFGGOMMcYYY2riiRRjjDHGGGOMqYknUowxxhhjjDGmJp5IMcYYY4wxxpiaeCLFGGOMMcYYY2riiRRjjDHGGGOMqem/FxMvPiIwuSEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_moran_bv(moran_bv)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local Bivariate Moran Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to univariate local Moran statistics `pysal` and `splot` offer tools to asses local autocorrelation for bivariate analysis:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from esda.moran import Moran_Local_BV" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "moran_loc_bv = Moran_Local_BV(suicides, donations, w)\n", "fig, ax = moran_scatterplot(moran_loc_bv, p=0.05)\n", "ax.set_xlabel('Suicides')\n", "ax.set_ylabel('Spatial lag of Donations')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_local_autocorrelation(moran_loc_bv, gdf, 'Suicids')\n", "plt.show()" ] } ], "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }