{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ciencia de Datos 2022\n", "\n", "#
**Aula 20 -- Visualización**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd # trabajar con Dataframes\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "#import plotly\n", "#import bokeh\n", "\n", "# en R: library(ggplot2)\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos a trabajar con el dataset *Iris*." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['anagrams',\n", " 'anscombe',\n", " 'attention',\n", " 'brain_networks',\n", " 'car_crashes',\n", " 'diamonds',\n", " 'dots',\n", " 'exercise',\n", " 'flights',\n", " 'fmri',\n", " 'gammas',\n", " 'geyser',\n", " 'iris',\n", " 'mpg',\n", " 'penguins',\n", " 'planets',\n", " 'taxis',\n", " 'tips',\n", " 'titanic']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.get_dataset_names()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#data = sns.load_dataset('tips')\n", "data = sns.load_dataset('iris')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
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1446.73.35.72.5virginica
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1466.32.55.01.9virginica
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1495.93.05.11.8virginica
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "135 7.7 3.0 6.1 2.3 virginica\n", "136 6.3 3.4 5.6 2.4 virginica\n", "137 6.4 3.1 5.5 1.8 virginica\n", "138 6.0 3.0 4.8 1.8 virginica\n", "139 6.9 3.1 5.4 2.1 virginica\n", "140 6.7 3.1 5.6 2.4 virginica\n", "141 6.9 3.1 5.1 2.3 virginica\n", "142 5.8 2.7 5.1 1.9 virginica\n", "143 6.8 3.2 5.9 2.3 virginica\n", "144 6.7 3.3 5.7 2.5 virginica\n", "145 6.7 3.0 5.2 2.3 virginica\n", "146 6.3 2.5 5.0 1.9 virginica\n", "147 6.5 3.0 5.2 2.0 virginica\n", "148 6.2 3.4 5.4 2.3 virginica\n", "149 5.9 3.0 5.1 1.8 virginica" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tail(15)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(150, 5)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.shape" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sepal_length float64\n", "sepal_width float64\n", "petal_length float64\n", "petal_width float64\n", "species object\n", "dtype: object" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
count150.000000150.000000150.000000150.000000
mean5.8433333.0573333.7580001.199333
std0.8280660.4358661.7652980.762238
min4.3000002.0000001.0000000.100000
25%5.1000002.8000001.6000000.300000
50%5.8000003.0000004.3500001.300000
75%6.4000003.3000005.1000001.800000
max7.9000004.4000006.9000002.500000
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.057333 3.758000 1.199333\n", "std 0.828066 0.435866 1.765298 0.762238\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sepal_length 0\n", "sepal_width 0\n", "petal_length 0\n", "petal_width 0\n", "species 0\n", "dtype: int64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.isna().sum()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sepal_length 0\n", "sepal_width 0\n", "petal_length 0\n", "petal_width 0\n", "species 0\n", "dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.isnull().sum()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pandas *built in* Graphics" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,6))\n", "data.boxplot()\n", "plt.title('Iris Dataset')\n", "plt.ylabel('cm')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# guardar una gráfica de matplotlib en disco\n", "#fig.savefig('boxplot.pdf', bbox_inches='tight', dpi=1200)\n", "fig.savefig('boxplot.pdf', bbox_inches='tight', dpi=100)\n", "#fig.savefig('boxplot.pdf')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,6)) # crear ambiente de graficación\n", "data.hist(bins=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "kind\n", " | - 'line' : line plot (default)\n", " | - 'bar' : vertical bar plot\n", " | - 'barh' : horizontal bar plot\n", " | - 'hist' : histogram\n", " | - 'box' : boxplot\n", " | - 'kde' : Kernel Density Estimation plot\n", " | - 'density' : same as 'kde'\n", " | - 'area' : area plot\n", " | - 'pie' : pie plot\n", " | - 'scatter' : scatter plot\n", " | - 'hexbin' : hexbin plot." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,6))\n", "data.plot.scatter(x='petal_length', y='sepal_length')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.plot.scatter(x='petal_length', y='sepal_length', color=pd.get_dummies(data['species']).values)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rVXv1cueBanq6G9CeNEm1qqq23JQp7rp1r5mWpjpiROP//loyIgwgWz4DY9oQRelNb9axLmB/OulcwAXcx331XqOqyg3YLl7s8gSffrpbdxCt8nL3rX3LFpdbYNq00APLOTlu0Pm3v63dV1Hhnhg++ADy8twK4wEDao8XFbm8yOEGqj0eWLIEhgyJvr6tSXMJR2GMSbLNvj91lVPOXOZGdY2UFBgzxm0NkZ7uun3ALWAL98FdUOAaHP/GIC0NTjrJbaGsWhV5xlNqKnzySdttDCKxAWRj2pDqweBQutO90dcvKYmcXKauzp1d4xJKWpr79r9qVeBMo/x8+Phjt+q5bsdGXl7kGU8irowJZo2BMS1AEUV8yIesYU3M51ZSyUIW8jIvU0ghZ3EWWWQFlPHiZSpTg86toIKXeZmruIppTOMXfgl5j//8x802yslx2wEHwIIF9dft3HNd100oqq4LacgQ6N7d5Sw+9lho3x5GjIC99nKDys8959Yo/P73cNNNsEtQZLPAax5/fP31apPCDSY0580GkE1bMl2na7Zma57mqUc9ergerlt0S1TnrtAV2l27a67map7maZZm6XV6nZ6hZ2imZmqu5mq2ZuvdenfQuZt1sw7SQZqjOYqiHvWoV736lr4VUO7FF0MP2Ho8qq++Grl+VVWq550XOsxEqIHlcFv16mQRN6icmupe1w178eijUf+1t0okOxxFvDdrDExbsUAXqFe96h8mIkMzdLSOrvfcci3Xrto14FwUzdZsfVPf1E26SVfoCi3SopDnn6anabqmhzy/OmZRRYVqp07hP6S7dat/llFVlerzz6uOHKnao4fq4MGRw15Es3k8qvvuW9so7Lef6ptvxvq33/pEagysm8iYZuwe7qGIwBHWMsp4l3fZyMaI577DOyFTXBZSyL3cSxe6MIQheAjupymhhDnMCRkCO4UUXuVVwM3qiRQGoqgI6pv4J+JmJC1ZAj//7JLQxDLuEEpxsZvpVF7utuXLrXuoPtYYGNOMhfvATyedbWyLeO5WtoY9FmpGkb9IeZIrqGA72wE3mBtuABjcsfz8iLcKEiksRSy2batd2WzqZ42BMc3YKZwS8pt7JpkMZGDEcw/jsJDf7DPJZBzjIp7bnvYRE+AcxmEADB0a+Vt8aWns0ziPOKLxMYbS02H06MZdo62xxsCYZuxCLqQHPQIS1GSSyUM8FJS0BuB93ud8zmciE/mGb5jEJLLJDji3C124iIsi3lcQ/h//L6gh8uDhWI5lb/YGoEcPl9wmKyv4GllZcOqpbhFYLCZPjhzWoj4ibobSZZc1/BptkTUGxjRjFVTUhJCuJgiFFAaVvYM7GM1oHuERZjKTkzkZRZnJTA7jMPZiLy7jMj7lUzrSsd57/4pf8SIvMoQhpJJKZzpzOZfzfJ2EhY89BiNHuj76lBTXLeP1wiGHwMMPx/6e+/Z1i9G8XreB+6afnh46jHWvXrDvvq4BSUuDQw914bR79Yr93m2ZhaMwphm7mZv5G38LyjXQnvZsYlNNfoJf+IVd2TUoFHUWWXzFV/SjX8Lr+vHHLkyFiEtnuf/+jbvetm0uzeWnn0LPnvCHP7jw2Hfe6aKQtmsHl14KY8fWjk2kpLhGyYQWl3AUIjIImAr08T9PVY9qdA2NMSG9zutBDQG4J4aVrGQP9gBgCUvIJDOoMUgllXd5t0kagwMOcFu8dOgAU6YE77/9drfVVTeEtYlNLD1zzwMzcNnIKuspa4yJg1704iM+Qgl8gi+nnM50rvm9Bz2oDPHPMoWUiAPBxlSLZcygQlUfUNWPVHVZ9Zawmhlj+At/CRrEzSST0YymC7Ujs8MYxgAGBAwqp5JKRzpyNEfHtU6rV8P//Z+LFjpkCNx/P6xdC3/9q4teuvvucMMNLipptH780SWiOfVUF1Ji/froz/3gAzjqKDemkJkJJ58MX34Z89sy4VajVW9AR992Ay4/cQ+/fR2jOL898ALwDfA1cFCd46OAHcCnvu26+q5pK5BNW/KEPqHttb3maI5maqaeqCfqDt0RVO4pfUpTNbVmpXCKpug9ek9c67J0qctlkJ5eu9o3K8vlCvBPWJ+Z6VYT//xz/dd84w0XKiIjo/Z62dmqixbVf+6bb7pz6+ZCyMlRXbas8e+3taEx+QxEZDWgQKh01Kqq/es5/3Fgkao+IiIZgFdVt/sdHwVcpqonRqyIHxtANm1NOeWsZCWd6RzwRFBtAxvoT/+gxWIePHzKpwxiUFzqsdde8NVX0ZVNS4Px490gcDglJS5VZqiFaV26uCeEcIvGqqrcjKGffw59fMQI+PDD6OraVkQaQK63m0hV+/k+8Pfwva7ZgD3ruXEecDjwL9+1yvwbAmNMdNJJZw/2CNkQADzLs0HjCuAGmh/jsbjUYdUq10UUrYoKN0U00vfNuRFSKJSUwHvvhT/+ySewc2f44ytWwKZN9dfTOLGMGbwf5T5//YHNwGMi8omIPCIioSZ+HSQiK0TkTRHZK9SFROR8EVkqIks3b468lN6YtmYrW0POOiqnvN7QE9HKz499MVhZWeRE9Dt3hm8sRGDHjvDnFhREDjWRlubKmOjU2xiISHcR2R/wiMh+IjLMt40CvPWcngYMAx5Q1f2AQuDKOmWWA31UdV/gfuDlUBdS1YdUdbiqDu8S65JGY1q5YzgmYKVxtRxyGMvYuNxj8ODI3/JD6dsXJkyAU06BJ58MDmp36KHuCSKUkhJYtAhOPNENWG/YEHh8yBAX7iKc9HTo3Tu2+rZp4QYTqjfg98ACIN/3s3p7FTi1nnO7A2v8fj8MeL2ec9YAnSOVsQFk01pt0236D/2HnqKn6HV6na7X9SHLbdJN+mf9s+6qu+ogHaR36p06RsdotmbXDCB71asH68FaruVxq98NNwQP2IbbUlKC97Vrp/r994HXPOOM4NwFoc4F1csvDzz3/PND51LwelVvvz1ub7vVIB75DIDToi1b57xFwGDf6xuAf9Q53p3aldAjgB+rfw+3WWNgWqONulF7ak/1qEdRNFMztb2212/124By23W79tJemqEZAR/8Y3WsPqKP6EF6kA7X4Xq/3q8lWhLXOlZVqf71r+7DNi/Pzdrp1ct9SLdv7/bl5tbODAq1de3qrlPt2GNjS2Tzyiu155aWqp51lpuB5PW6WUiZmapTpgTewziRGoOow1GIyCUhdu8AlqnqpxHOGwo8AmQAq4CJwFm+p5IZIjIZ+D+gAigGLlHViGMRNpvItEaXcinTmBYQi0gQTuTEmvwBAHdxF9dxXVCeAy9eFrGIYQxLeF0LC90AbU4O7LOP698vL3eDuhUVLvJouO4fgIULXZmvvoLhw13+gWjttht8913gvtWr4e233TjB8ce7NJkmWFzCUQDDfdsc3+9jgY+BC0TkeVX9e6iTfA1F3ZvP8Ds+DZgWQz2MaZXmMjcoKJ2iLGJRwL75zA9qCACqqOI93muSxiA7Gw4+OHBferqbzrlmDVTWE6Pggw9cY/Dxx5HzIYTyww/B+/r1c/mUTcPF8p+hEzBMVS9V1UtxH/BdcFNHJySgbsa0Kb0IHWazK12DyqUSPI0mnXS6k/yvxHl59Zfp1s397NIl9uQzocJlR0vVPb38979gkxIDxdIY9IaAry3luFlAxUCEMX1jTDSu5Eq8dSboefFyLddSSSUrWck2tjGZyWQQnP0lnfSQSWu2sY1HeIS7uItP+CTs/deuhT9es55h49bx+yt/Zs0PyurV8Oc/uwik48bBvHnuA3X9enj2WXj99eAZQh07wh57hH+fqakuzSW4BDSxTledMCG28tXmzHGL1A4/3IWs6N3b1SPS9NU2JdxgQt0N+CtuGuj1vm0pcB2QDTwV7XXisdkAsmmtntfntaf21FRN1Y7aUafpNJ2ts7WzdtZszdZMzdSz9Cx9XB/XXM3VPM3THM3R3tpbV+iKoOvN0TnqVa9ma7ZmaIZ61aun6WlaoRWB5d4u1JTsIiWj2A3UZhSrZJZoZlZVQOiJ7GzVAw90A7a5uW7AuEMH1SVLAu/75ZeBISv8Q0XcfXdg2fffd9eqnqWUnR15APnLL2P/e33jjdCzjjIyVIcMUS0ri/2aLRHxmE3krsNwYApwMTA8lnPjuVljYFqzKq3SIi3SKq3SL/VL9aq3ZtYQimZplk7UiVqiJbpIF+kyXaZVGjx1ZqturZmZ5P/Hq179p/6zplxZmWpGh/yoZ/OE2tq3Vy0uDrz/d9+pHn20mykkotqvn+qrr4Z+z9u3q06frnrxxap/+EPke512Wox/n1WqAwaEv15OjuqLL8Z2zZYqno1BKtAT12XUG+gdy/nx2qwxMG3FFJ0SEHyu+k+mZmqplkY89xF9JGDdgf+fPXXPmnJz51couTsa1Rjk5anOnh2f9zxyZOR7pafHdr3vvw/9VOC/nXhifOre3EVqDGJJbnORr3toIy6fgQAKxJju2hgTrc1sDpmnoJJKyigLOXZQbQc7KKc87LFq23dWgUQ3xTycqqr49b2HClrnL9KU1VAKC+sfl6jvnm1BLEM3U3CLx2KIUm6MaYxf8Ste4ZWgnMd7sAc55EQ892iOJo20oOmqaaQxhjFs2eJm1IzYLx0pzQoR5i56FRVw5JHRlf3yS5g50wWRGzkSzjkncAbS8cdHjow6cGBsdRs4MHJ8pKwslw+hzQv3yFB3w4WgSIu2fCI36yYyrdUW3aK36q06RsfolXql/qA/6BgdozmaoyjqUY/maZ7O1/l6gV6g3bW79tN+epveFrLb6Ew9M2DMIU3TtP2m3XTUCUWamVk7cDtov3zFUxDYfZJWqqlplUFdNHVzF2Rnq152Wf3vrapK9aKLXJdNWlrtuXl5qu+9V1vuxx/Dr2BOSVF96aXY/14vuSR8V1F2tur60FE/Wh3iFI7iX8Bi4Crgkuot2vPjuVljYFqjDbpBu2v3mkHfDM3QPM3TL/VLfUvf0sv1cr1H79GVulJ7ak9N1/SaD3mPevQEPSHomhVaoQ/oA7qX7qW76q56buX5OnCPsqCZPl6v6gGHF2hmp3wltUIzOuTrn2/aqDfd5D6svV7XAIwb5/rg77hD9YADVEePduEhogn98O9/h58plJenunNnbdl58wIbHHAD0ddf37C/29JS1RNOcPcXqX3P2dmq8+c37JotUaTGIJZwFNeHebK4sdGPJzGycBSmNbqYi5nO9IB+fkEYwxhe47Waff/gH1zP9UGJbLx4+S//ZXjQgv9ac+fCGWeEDu3s8cDGjbXpI8WXzqq83CWQ6dAhugVl4eyxB3zzTehj2dnwj3+46KTV8vPhmWdc2Itdd3XdSb1Cr8uLiqpb+fz44y4l58EHuzULHTs2/JotTVzCUVR/6ItItqoW1lfeGBOb+cwPGvBVlPcIzPDyNm8HNQTgwlF8wAcRG4OlS6EoOJIF4BqBlSthv/2C9/fpE917iGTlyvDHCgtdaAr/xiA3F84/v/H3rSbiGoC6YTSME/UKZBE5SES+wuUxRkT2FZHpCauZMW1Mb0IH3+9Gt4Df+9AnbDiKnvSMeI+uXd0TQChlZS48RKLkRBjvTkurDVFhkiOWcBT3AMcBWwBUdQUuLpExpo61rGUlK0Omogznaq7GQ+AntRcv13FdwL7JTCaTzKDzM8nkeI7nPd7jXd6tmUWkKB/yIa/xGiecmU+onuHUVJff+N574bjj4JJL4Pvvo656VCZMgIwwM2HT00OHmdi4EebPh2+/jW9dTAjhBhPqbsCHvp+f+O1bEe358dxsANk0V2t1rQ7X4ZqlWepVr/bVvrpUl0Z9/mydrX20j4qKdtEuOkNnhCz3vD6v7bSd5mmeZmu29tf++pQ+pZ21c02YivbaXh/VR7WdtqsZaBYV/fUb/1avt3Z2TU6Oapcu7vfqWTzp6W6A9bXX4vU3o7pli2qfPsEzhbxe1UsvDSxbVeVWI2dluYQ4Ho/qEUeo7tgRv/q0RcRpAPkF4G5cuOkDgT/jQlKcnYA2KiIbQDbNkaLswz58wzcBC8Xa0Y6f+ClkWspwyiknjTQECVumjDI+4RO8eOlPf3Zhl4DFZJG8vmUJq54ZyU8/ufSRF14I27cHl8vNdesBGhMp1N/WrfC3v8Fjj7kB4kGD4Jpr4OyzaweswQ3yTprkxhKqZWa69JnPPhufurRFkQaQY3ky6Aw8hVuBvAl4EugU7fnx3OzJwDRHK3RFyPAPuZqrT+vTCb33s/qs5mpu0L3D/TlKj6o5d948t94g3JTPOXMSWvWQhg4NXZ+MjOAYSCZ6xCMchar+AvymsS2TMa3VDnaEHNitoILtbE/ovXeyM2TYinC2srXmdUFB4Ldyf6rJCdWwc2fo/apQWhq/JxVTq97GQETuh/CjYKr657jWyJgW6gAOCDlgrCjHcVxC730Mx1BFhJgLdUxkIhs3ui6gffd1H7ChlJfDYYfFqZIxOOUUmDYtOFfCoEHQrl3T16ctiGY20VJgWYQtIhFpLyIviMg3IvK1iBxU57iIyH0islJEPhORxOfsMyYBssjiMR7Dg4c00kghBQ8eruZq+tM/rvdayEJ60hNBSCGF0ziNP/EnvHhrxhmyyeZADgw6t8+mA3j12Mn07QuHHgp77w177hk85dTrhbFj3Vz/Tp1cmccfh+X6CYdzOGmkkUMO/8f/kU98Hx+uvhp69nR1ADcLKScHHn00rrcx/sL1H8W6AfeH2f84cK7vdQbQvs7xMcCbuCioB+KbtRRpszED01yt1bXaU3tqpmZqhmZojuboR/pRXO/xqX6qohI0DpCt2bpAF+i5eq5O0Ak6T+dplVbpMl2mY3WsjtSRen/FdB00uCpkOIojjlDt2tWFa+jcWXXKFLe/OnwDqHq8lZp+/a0B983UTB2mw7RSK+P6PvPzVf/5T9WzzlK99lrVtWvjevk2iXjlM4i0ActD7MsDVoObtRTmvAeB8X6/fwv0iHQvawxMc3WKnhKUf6C/9g+ZfKahRurIsAPDd+gdEc99/XU3lTTU4KzH4+IDlZe7smPHBjYENZunSNkROFidozk6T+fF7T2axIjUGMSy6Kwh+gObgcdE5BMReURE6s6v2wVY6/f7Ot8+Y1qcBSwIGshdxzq2sS1u9/iCL8Iee4u3Ip67fHn94SiqY/9/+KH7+A8uWApf7Rmwq4giPubjiPc2zVuiG4M0YBjwgKruBxQCV9YpE2oeQ9D/giJyvogsFZGlmzdvjn9NjYmDXgRHUssgg1xy43aPjoSPrNaPfhHP7d49+nAU3buHuUhZJvRYH7DLg6feUBimeYtnYxDqQ30dsE5VP/T9/gKucahbxv9f0K7Az3UvpKoPqepwVR3eJZEBVIxphDu5M2AQ14uXG7mRdNKDylZRxXzm8zAPs5ToF1FeT8gAwgDczM0Rzz3jjND7U1OVAw5w0UGrXXmliybqLy2jEjlgKbx6EoyeB6fPgrnHkaKpnM7p0b4F0xyF6z+KdQMmhNm/CJchDeAG4B91jo8lcAD5o/ruZWMGpjlbqkt1ok7UM/VMnatzQ5ZZq2u1n/bTXM1Vr+/PKB2lRVoU1T0m6sSAPvsUTdHH9fGozr3grZcUb4HbqFJyd6j0W61v/fRZQLmqKtWbb3ZjCXl5LjTEoYeq5vbc4TvXN4aQXaBjfrcpqpwGJrloTDgKEZlD5HUGJ9Vz/lDgEdxMolXAROAs37kzRERwIS6OB4qAiaoa8WuShaMwLd2hHMoSlgSML2SRxSQmcSd3RnWNX/iFJ3mSPPI4h3Mi5kOu9hM/MZCBlGzLgufOgp97wH6fwrg57J62G1+7oMQB8vPh66+hRw+44gp4/vngPMTZ2TB7NoweHVXVTZJECkcRTWNwRKTjqvrfRtStQawxMC3ZRjbShz6UErzSqyMd2ULi0ozfy71cyZWUUBJ0zIuXFaxgIKGTDKu6lb91F4JVO+ssixvU3DUquU0yPuyNac0KKQwZtgIImbQmnoooCkqgUy2VVAoJn7dKNfiJwF+4EBKmZYgluc1uvpXEX4nIquotkZUzpjXqS1/aERxTQRCO4qiE3vsojiKL0IF9UkhhD/YIe25KCgwLEx8gOxtOPjkeNTTJEstsoseAB4AK4EjgCeDfiaiUMS3Fe7zHRVzEVKbyJV8C8BVfMZWpTGYyi1kMuPhEi1jE8zzPVrbyKI/ixVvzhJBJJu1ox93cndD6jmAEh3BIyCQ6t3N7veMOv/1t6P3FxTBuXLxqaZIi3Mhy3Q1Y5vv5ud++RdGeH8/NZhOZ5uAGvUG96lVR0VRNVY96dIpOUY96NFVTVVTUq169Qq/Q/XQ/zdEczdVczdIsfVaf1S/0C/2j/lEP08P0cr1cf9KfmqTeJVqiV+vV2l7bq6joQB2os3RWvecVFammpoZevQwunIVp3ohTcpv3gMNwawXeAX4CblfVwQlooyJK+ADyHXfADTe4cI2vv+6WZhrjZwMb6Ee/oIFYQYIil6b6/lSnoQT3TXwTm2JKeJMIikZMoOPvkUfgvPMil9m2Ddq3b3y9TGJEGkCOpZvoYsCLy3C2P/Bb4PeNrl1zdP31UFIC778PH9sSexNsKUtDdqnUbQiq9/k3BABppLGCFQmrX7SibQgAFi2qv8yaNQ2vi0muWJLbfAwgIinAn1U1CSkvmsihh8KSJS7P3uAmf/AxLUAf+lBBhKk1fsT3x7+hKKOMPvRJVPUSon8UUbg7dUp8PUxixDKbaLiIfA58BnwuIitEZP/EVS2J3nwT3noLvvvO/u82Ie3DPoxgRMDMHC9e9mZvvHhr9mWSyVCGkkMOab7vXl68nMM57MIurGMd85nPTmKfl1lJJStYwUpWNv4NhbFwIRx1FHTsCDNnRi7bsyf0Cg7NZFqIWLqJHgUuVNW+qtoXmISbYdT6pKfDIYdYQ9DKvMM7jGQku7AL53JuQOrHhnid15nMZHrSk7705QZuYBnLuImb6EtfetCDi7iIV3iFvdkbRUkjDUU5kiMZxjB60YtjOZZ2tOMczon63u/yLj3pyaEcyhCGsB/7sY51jXo/dc2c6ZLbLFjgxgLWrIHU0MsjEIE5c+J6e9PUwo0s192A96LZ1xRbs55NtGSJaq9eqh06qD78cPhyVVWqt93mgr3MnNl09WujPtQP1avemlg+6ZquQ3RIXPMMhHOSnqQZmhEQS6huzoPqP/fpffVeb4tu0RzNCbreEB0StzoXFqpmZ4eeNZSRoZqbW/v7yJGqX38dt1ubBCJO+Qw+EpEHRWSUiBwhItOBhSIyzFJV+jntNFi71n2VuugiWL8+dLnXX4dbboHFi+HCC+Hzz5u2nm3MXdwVsLq3nHJWsYpl9WdubZR88pnL3KAB5HDJ6//O3+u95ou8GJTvuJJKVrKSb/m24ZX185//hH8KKCuDUaOgshKqqtzw2u67x+W2JomiHkAGhvp+1o2fezAukF1il062FP5r8kVclK8ePYLLbd5cmzkkJQW2JC4ejYFtbAua6ZNCSoP66mMRKv5QJNGEoyigIGRjkkoqBRTEdL+w9SgOk9jGp7DQ/W9rWo+o/3Oq6pERNmsIqt16q4vm5fXCmDGw226hy511Fgwd6r5+HXecW9NgEmYiE4Pm9KeQwiEcktD7dqZzyMBv4aZ0/opf1XvNsYwlJcQ/3XTS2Zd9Y6+kT1UVvPMOPPywawjCBaTzeuGkiLGKTUsUy6KzbsDfgJ6qeoKI7AkcpKr/SmQFQ2n2UUt//BEKCmCPPdzTQSSq9ZcxjaYoV3AF93M/gtCJTrzAC3ShC3dyJytYwcEczF/4S0wZu77ne2Yzm0wyOZMz6Ua3oDIrWMGhHEoxxVRSSTrpjGEMr/N6wPTULnThR34MGzvI36Vcyr3cW/OEkEYaL/MyYxkbdd39ffstHHus692srHTfUaq7gUr81tWlpkLnzm6iXV5eg25lkijSorNYBpDfBM4EVvh+T8MvNEVTbs16ANk0a/marz/oD1qlVfq5fq65mqtpmqYomqEZ2lE76o/6Y1TXekqfUo96NEMzNEuzNFuzdbEuDio3S2epRz01g72ZmqkDdIB61KOiUjMA3EW76AbdUO99f9FftIt20RRNCbjm4Xp4gwbES0tVu3VTFQkeLPZ43Jabq5qZqTpqlOqaNTHfwjQTxGkAubOqzgI3cqWqFRBmFMyYZiqHHHrTG0GYylTyya/5dl5GGTvZyS3cUu91SijhAi6gmGLKKKOEEgopZAITAspVUcUkJgWMBZRSympWU0xxzThGJZXsYEdUiW1mMIN88gMGkUspZRnLWMKSaP4aArzyChQVhR4jSE2FadPgo4/cvIgFC6BPy1orZ6IUS2NQKCKd8GU9E5EDgR0JqZUxTeAjPgraV0EF/6X+FB7f8V3I/atYFRCvaDObySd4sX7d2UDgGqMFLKj33u/ybsjkNBVUxJRLudpnn7l5DqEUFMBXX7nZQpZ6vHWLpTG4BHgVGOALWvcEcFFCamVME9iVXUPuH8CAqM4NlSSmHe3IJLPm9/a0DznYG0oKKQxiUL3lBjKwZjWzvwwy6EXsS4B79ACPJ/SxrCzYZZeYL2laoFgagwHACbippG8B/yO2qanGNCs3c3NA6AgADx6u5dp6z+1IR87l3IAZSl683MqtKMorvMJTPIUgTGZywH0EweP74y+LLK7gipD3U5Sf+ZlCCrmIi4KC5KWQQjbZDRpAPvvsyMd/85uYL2laoFgag7+q6k6gA3AM8BAu2U1EIrJGRD4XkU9FJOgZ1reIbYfv+Kcicl0MdTKmwU7iJGYyk/70J4009mIvXuEVdmEXTuM0utKVQziED/iA1azmSI4klVQ60pHbuZ17uId/8k8O5VCO4RhmMYvBDCaLLE7hFM7hHLLIohe9uJZr6Uxn0klnFKNYxjJmMIPe9CaNNIYylDd5M+TU0AUsoDe9GcAAOtOZe7iHWcyiG93IJhsPHvZhHxaxiHRiD7fesSP8+9/u6SDD18akp7vfH30UunZt7N+0aQlimVr6iaruJyK34WYRPV29r57z1gDDVfWXMMdHAZep6onRVjopU0t37IB//QsGDKjN71de7vZlZsLvf2+rcFqBUkrpRz82srGmX9+Llxxy+IVfavZlk83f+TsXcmHNuVVUkUlmyGima1kbtlsqkvWsZyADKaKoZp8XL5dwCTdyI9/yLV68cYmAumYNzJgBX3wBe+4JF1wQXaRS03LEa2rpa8CDwPdAeyAT3zTTes5bg5uJFO74KOC1aOuhyZpaOmaMC8ri9arOn+/2XXll7dy7e+9t+jqZuHtZX9ZczQ2K+5Ou6UFxhPpr/4Bzn9anQ8YbQtE/6Z8aVJ+79W7N1Myg63XSTvF4u6aNIU5TS8/EjRUcr6rbgY7A1CjOU2CeiCwTkfPDlDnIFxL7TRHZK1QBETlfRJaKyNLNmzfHUO042bixdklm9f3Xr3f7Kipgw4amr5OJuwIKgsJWhJr5AwR8WwcX8iKcUDOKoq1PqCeNULOJjGmUcK1EvDbcimWArsAK4PA6x/OAHN/rMcD/6rtmUp4MvvhC9eijVSdPVi0vd/vWr1c9+WTVs85S3bat6etk4m6LbgmIboqiXvUGfTvP1Ez9i/4l4Nx8zQ/7ZLBElzSoPit0RcCCteqIq2fr2fF4u6aNIU5PBg1tbH72/dwEzAZG1Dm+U1ULfK/fANJFpHOi6xWzvfZyoRzvvx/SfJOouneHl1+GZ5+1xK+tREc68gqv0I1uZJFFNtn8jb/xCq+Q5/vjwcNhHBa0OC2HHG7m5qBr/opfMZKRDarPEIZwHdeRSSa55JJDDgMZyGVcxmmcRg45dKITl3BJ0JOKMbGIegC5QRcXyQZSVDXf93o+cJOqzvUr0x3YqKoqIiOAF4A+GqFiSRlA3rABZs1yk7JPPz18PKGKCnjmGTfg/JvfQIcO4a+5eLFb2nn00bBvwwOMmfiroor1rKcznWvWDZRSyid8Qle60p/wI6tf8zW3cAvFFHMxF3M4hze6Pj/zM4tZTA96sDu7syd7spWtNV1YWWQxjGEsZnFMeY1N2xKXAeSGbEB/XNfQCuBL4Brf/guAC3yvJ/uOrQCWAAfXd90m7ybasUO1a1cXnCU7W/Xii8OXHTdOawK7dO+uWlISutzs2aopKa5cWprq0qUJqbppfW7SmzRLs4K6osLFRjKmGsnqJlLVVaq6r2/bS1Vv9e2foaozfK+n+Y7tq6oHqur7iaxTgyxb5kI3lpa6QO7PPhu+7Ny5ta83bYL//S90uQcfdCEhwT1NvPpq/OprWrXFLA4bjmI5y5NQI9Ma2MT4aAwa5OL5gluVs//+4csO9Itdn5EBvXuHLjdqVG1XU0oKDA/95GZMXYMYFDYcRTzWG5i2yRqDaOyyC7z1FowbB+edB08/Hb7sf//rEtcccwx88EH4oO9Tp8JNN8FBB7mVPuPGJabuptUJF44il1xO4IQk1cq0dAkdQE6UZp/cxpgEm898JjCB7Wyniir2Zm9mMYt+9Et21UwzFmkA2QLNxZsqPPmkW5j2pz9Bdnb95xgTo9GMZi1r+Z7v8eJlFyy0qGkcawzi7emnXVCXykr4/HN47LFk18i0UimksBthcmwbEyMbM4i3rVvdLKHycjebyBhjWgB7Moi3885zYR83bHCrlY0xpgWwJ4N4y8pyawheeSX8tFLTKuxkJ5dzOb3pzUAG8nf+HjL7mTEtgT0ZNFZVlVsv4B+eonoNsuU3aLXKKedgDmYlKymlFIAbuIHFLOZVbAGhaXns06oxFi926wg6dnRZxQG+/x5yclyqqBdeSG79TMLMYQ4/8ENNQwBQTDFv8zaf83kSa2ZMw1hj0Bj33OPCU2zf7jKeATzwABQVuSeGq69OZu1MAn3MxxRQELRfED7hkyTUyJjGscagMU47zY0RZGXBWF8i8lNPdd1DInDOOcmtn0mYgQwkm+A1JILYwi/TItkK5MZas8blN9jVL7/thg1QUBAYp8hEpChllJFBRosIwVxAAf3pzxa21ISRTiedwQzmMz5rEe/BtD2RViDbk0Fj9e0b2BCAS3oTTUNQUADffOMiorZhr/AKveiFFy+96NUiBmBzyOF93ucwDiOVVNJJZxzjWMACawhMi2SNQWN8+in07w+77+4GjgFefNE9KYjApEm1ZV99FW64weVNBvj4YxcA74ADoE8fWL069D1UYcoUFwG1Vy/48stEvqMm9xmf8Wt+zU/8RBVV/MRPjGd8ixiEHchAFrKQQt+fF3mRzjS/JH3GRCVcooPmvCUlB3IoHTrUJrLp29ftS0ur3Qeqa9eqfvSRqtermpqqut9+rtz++9eWSUlRPTtMTtvFi11CneqyI0Y0zXtrIpN1sqZoSkCSlhRN0Yv0omRXzZhWh2TmQG7VSmunFVLkyz9bnfegWkkJ7NzpnhQqK106TP/y4GYeFRaGvkdRUeAahnDlWqgiimr63KspSiGt630a09xZY9AYTzwBmZng9dZmP7v++trjBx0EAwbAUUfBlVfCmDGuGwngttvceXl5LrLptdeGvseRR7quJI/Hlb/nnoS+paZ2DufgxRuwz4OH3/G7JNXImLYp4bOJRGQNkA9UAhVaZyRbRAS4FxgDFAETVDVi7r5mNZsolC1b3Df6Xr0il/vmGzcGcMABkUNXqLpZS506hU+W04Ldxm3cxE1kkEEZZVzHdVzFVVGfv5WtvMqrpJLKSZxEO9qFLFdBBXOZyzrWcTRHW8RP0+ZEmk3UVI3BcFX9JczxMcBFuMZgJHCvqo6MdM0maQzKy90q4moVFW7FcY8eMHhw7f6yMreuIM0vskdVlduq9339NZx0kotieuaZLrNZampi69/C7GQnq1hFf/qTR/QN3gd8wLEcW/N7KqksZCFDGRp0/YM4iLWspYIKFOUWbuFSLo3XWzCm2WvuU0tPBp7wjW8sAdqLSI+k1ujyy133z/DhtdM+TzjBpaYcNqw2ef3997ty6enw3HNu38qV0K2b6/qZM8c1FsOHu/07d8Ijj8Bf/5qc99WM5ZHHUIbG1BAATGQiBX5/drCD8zgvqNy93MsqVpFPPsUUU0IJ13ItG9kYr7dgTIvWFI2BAvNEZJmInB/i+C7AWr/f1/n2Jc9997mumW++gWXLXJfPggVuXUBRETz6qCt3xx215/ztb+7n88/Dtm2uEfj732HdOiguDrz+nDlN8z5auUoq+ZZvg/avYEXQvv/wH0oIXM+RQQaf8mmiqmdMi9IUjcEhqjoMOAGYJCKH1zkeaoVOUN+ViJwvIktFZOnmzZsTUc9aY8e6Adu8PNh7b/d60CA3gJudDccf78qdcUbtOdWhJ0aPdk8LmZnw61+7BWh1u4RGjEhs/duIVFLpSc+g/aHCQezP/qSTHrCvjDIGMziorDFtUZOGoxCRG4ACVb3Tb9+DwEJVfcb3+7fAKFVdH+46CR8zqKqCb791g7rVOYy3b4dZs9y+6sYA3OKx9HQYOrR23+bNbgpo377u9/nz4eSTXZfTiBHuKcPjSVz925DZzOYczqGUUgQhgwxe5mVGMzqg3HrWsy/7UkABxRSTTTbncA4zmJGkmjdOcbFLtf3ii+5/0T/+0fVkii1+NhEkbQBZRLKBFFXN972eD9ykqnP9yowFJlM7gHyfqkb86tzsZxOFo2r/WuOsnHLO53ye5VkEYQITuJ/7SSV4gH4rW5nJTFaxirGM5XiOb5GhI/LzYeRI+PHH2mUn2dkuRuLjj9v/Yia8SI1BopPbdANmu9mjpAFPq+pcEbkAQFVnAG/gGoKVuKmlExNcp/gpKXHrCjwet04gLc09Vdx1lxsruOUWyM2tLW//SuNuClN4judqxgMe53Ha0Y7buC2obEc6cgmXNHUV4+6OO2DVqsA1j4WF8NJLMGGCW9ZiTKwsamlj/O538O9/u9dXXeUGkadPr41JNHo0zJuXvPq1clVU4cUbkGAGoB3t2M725FSqCfTp454KQpk4sXZ+gzF1NfeppS1XdWgJcNNG/X/WfW0SopLKoH2tPQ9xeYS3V1oa/pgxkVhj0BiPPeYGk089FW6/3e37y1/czKIjj3TP7SZhUkjhFE4hk8yafVlkMZ7xSaxV4p16auB6yGo5OW5NozENYd1EpkXbyU5+x+94gzcAOJVTeZRHg+IdtSYbNrjJa9XLWcDNej7gAHj7bVvcbsJL5gBy66bqQlRkZLjpHZFUVbluo/btG3avkhJ3nxR7mPOXRx4v8zIllCBIwFNCa9W9O3z2Gdx5J8ye7RqC886D88+3hsA0nH2yNMaFF7qpG4ceCjffHL7cDz+4RWgdOgSuUYjWPfe4PoC+feGXkCGe2rwsstpEQ1Cta1e3wP1//4MVK2DyZPddwZiGssagMZ580gWwq6iAhx4KX27GDFcGGja76K67XC6ErVvhP/9pWF2NMSYCawwa45hjXLdNSooLYhfO+PG1awz22Sf2+4wf754sMjLcU4gxxsSZDSA3Rnk5vPCC+5D+1a8i9+dv2gRffQWHH96wfv/Vq6FLF9ddZIwxDWADyImSnu6+tUeja1e3NVS/4OBrxhgTL9ZNFK1Nm+CKK9zyzoY8Tc2aBZddFn7pqDHGJJE9GURr/Hh4913XJdStmwtzHa0lS1ycgJISF8F0RXC8fWOMSSZ7MohWUZGb0QPByWrqU1LiBpCrqmI/1xhjmoA9GUTr6afhmmtg991dPIBYHHEE3HSTe0K4/vrE1M8YYxrBZhMZY0wbYVFLq1VVuTzG8aIKb70FCxcGDiqXl7tuJWOMaSHaTmOQn++6eNq1c7OC4mHcOBde4sgj4U9/cvu++catB2jf3q1BMMaYFqDtNAYffgjr17ungwceiM81/UNLPPec+zl7tnv6KC93MYWMMaYFaDuNwf77Q16eC+sQr6Dv/pFKjzvO/TzhBMjKcveZ2HIyeBpj2ra2M5uoQwf4/nvYuBF6947PNRcscBnIMzPhN79x+4YOhZ9+clNIu3ePz32MMSbBmqQxEJFUYCnwk6qeWOfYKOAVYLVv10uqelNCKpKV5RLIxktaGvzxj8H727VzmzHGtBBN1U00Bfg6wvFFqjrUtyWmIWis116DQYNcknvLKWCMaWUS3hiIyK7AWOCRRN8rYcrL4YwzXCaRhQvhqquSXSNjjImrpngyuAe4HKiKUOYgEVkhIm+KyF6hCojI+SKyVESWbt68ORH1DE/VzUKqfl1e3rT3N8aYBEtoYyAiJwKbVHVZhGLLgT6qui9wP/ByqEKq+pCqDlfV4V26dIl/ZSPJyICZM6FHDzcr6bbbmvb+xhiTYIl+MjgEOElE1gDPAkeJyJP+BVR1p6oW+F6/AaSLSOcE1yt248fDzz+79Qo9eiS7NsYYE1cJbQxU9SpV3VVV+wJnA++o6jn+ZUSku4jLCSkiI3x12pLIejXYunXBYSYKCy0SqTGmxUvKojMRuUBELvD9ejrwhYisAO4DztbmGD3vjDOgVy+XdvLDD92+efOgUyfo3Ll2nzHGtEBNtuhMVRcCC32vZ/jtnwZMa6p6NNgrr7ifqjB9ult9/OCDUFrq9j/1VOCKZGOMaUHaTjiKxjr22NrX553nfk6c6FYfezzxC3FhjDFJ0HbCUTTWa6/BF1+4EBOdfePbJ57ogt+lpNiKY2NMi2aNQSz23jt4X4cOTV8PY4yJM+smKi52q4pLSpJdE2OMSRprDM44wyWo+e1vk10TY4xJGmsMKivdz6pI0TKMMaZ1szGDF16A99+HQw9Ndk2MMSZprDHIznZhqY0xpg2zbiJjjDHWGBhjjLHGwBhjDNYYGGOMwRoDY4wxWGNgjDEGawyMMcYA0hzzyNRHRDYDPzTw9M7AL3GsTrK1pvfTmt4L2PtpzlrTe4Ho308fVQ2ZRL5FNgaNISJLVXV4susRL63p/bSm9wL2fpqz1vReID7vx7qJjDHGWGNgjDGmbTYGDyW7AnHWmt5Pa3ovYO+nOWtN7wXi8H7a3JiBMcaYYG3xycAYY0wd1hgYY4xpO42BiDwqIptE5Itk16WxRKSXiCwQka9F5EsRmZLsOjWGiGSJyEcissL3fm5Mdp0aS0RSReQTEXkt2XVpLBFZIyKfi8inIrI02fVpLBFpLyIviMg3vn9DByW7Tg0hIoN9/02qt50icnGDr9dWxgxE5HCgAHhCVfdOdn0aQ0R6AD1UdbmI5ALLgFNU9askV61BRESAbFUtEJF0YDEwRVWXJLlqDSYilwDDgTxVPTHZ9WkMEVkDDFfVVrFIS0QeBxap6iMikgF4VXV7kqvVKCKSCvwEjFTVBi3IbTNPBqr6LrA12fWIB1Vdr6rLfa/zga+BXZJbq4ZTp8D3a7pva7HfUkRkV2As8Eiy62ICiUgecDjwLwBVLWvpDYHP0cD3DW0IoA01Bq2ViPQF9gM+THJVGsXXrfIpsAmYr6ot+f3cA1wOVCW5HvGiwDwRWSYi5ye7Mo3UH9gMPObrxntERLKTXak4OBt4pjEXsMagBRORHOBF4GJV3Zns+jSGqlaq6lBgV2CEiLTIrjwRORHYpKrLkl2XODpEVYcBJwCTfF2uLVUaMAx4QFX3AwqBK5NbpcbxdXWdBDzfmOtYY9BC+frWXwSeUtWXkl2fePE9si8Ejk9uTRrsEOAkXz/7s8BRIvJkcqvUOKr6s+/nJmA2MCK5NWqUdcA6vyfPF3CNQ0t2ArBcVTc25iLWGLRAvgHXfwFfq+rdya5PY4lIFxFp73vtAY4BvklqpRpIVa9S1V1VtS/u0f0dVT0nydVqMBHJ9k1SwNedcizQYmfkqeoGYK2IDPbtOhpokRMv/IynkV1E4B6Z2gQReQYYBXQWkXXA9ar6r+TWqsEOAX4LfO7rZwe4WlXfSF6VGqUH8LhvRkQKMEtVW/yUzFaiGzDbff8gDXhaVecmt0qNdhHwlK97ZRUwMcn1aTAR8QKjgT81+lptZWqpMcaY8KybyBhjjDUGxhhjrDEwxhiDNQbGGGOwxsAYYwzWGBhjjMEaA2MAEJEJItIzinIzReT0CMcXisjwONetvYhc6Pf7qNYQGts0L9YYGONMAOptDJKkPXBhfYWMaQxrDEyrJCJ9fclLHheRz3zJTLwisr+I/NcXgfMtEenh+6Y/HLcq9VMR8YjIdSLysYh8ISIP+UKAxFqHY0XkAxFZLiLP+wILVieLudG3/3MR2d23v4uIzPftf1BEfhCRzsDtwABf3f7hu3yOX4KWpxpSP2P8WWNgWrPBwEOqOgTYCUwC7gdOV9X9gUeBW1X1BWAp8BtVHaqqxcA0VT3AlwjJA8SUoMb3IX4tcIwv4udS4BK/Ir/49j8AXObbdz0ultEwXEC43r79V+Ji1Q9V1am+ffsBFwN74sIyHxJL/Yypq83EJjJt0lpVfc/3+kngamBvYL7vi3QqsD7MuUeKyOWAF+gIfAnMieHeB+I+qN/z3SsD+MDveHWk2WXAqb7XhwK/AlDVuSKyLcL1P1LVdQC++FR9cRnijGkQawxMa1Y38FY+8KWqRsx5KyJZwHRcqse1InIDkBXjvQWXpGd8mOOlvp+V1P47jKWrp9Tvtf81jGkQ6yYyrVlvv2Tn44ElQJfqfSKSLiJ7+Y7nA7m+19Uf/L/4+vnDzh6KYAlwiIgM9N3LKyKD6jlnMXCmr/yxQIcQdTMmIawxMK3Z18DvReQzXFfP/bgP9jtEZAXwKXCwr+xMYIavy6UUeBj4HHgZ+DjWG6vqZtwMpWd8918C7F7PaTcCx4rIclzCkvVAvqpuwXU3feE3gGxMXFkIa9Mq+XJDv+YbAG4RRCQTqFTVCt/TywO+VKDGJJz1MxrTfPQGZolIClAGnJfk+pg2xJ4MjGkAEZkN9Kuz+wpVfSsZ9TGmsawxMMYYYwPIxhhjrDEwxhiDNQbGGGOwxsAYYwzw/wFOc3mdUYdydgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.plot.scatter(x='petal_length', y='sepal_length', s=25*data['petal_width'], \n", " color=pd.get_dummies(data['species']).values)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.plot.hexbin(x='petal_length', y='sepal_length', gridsize=25, color='gray')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import scatter_matrix\n", "\n", "plt.figure()\n", "scatter_matrix(data, diagonal='kde', color=pd.get_dummies(data['species']).values, figsize=(8,8))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import parallel_coordinates\n", "\n", "plt.figure(figsize=(6,6))\n", "parallel_coordinates(data, class_column='species')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import andrews_curves\n", "\n", "plt.figure(figsize=(6,6))\n", "andrews_curves(data, class_column='species')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# no funciona\n", "#data.plot.pie(subplots=True, figsize=(6,6))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Seaborn" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(244, 7)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.shape" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "total_bill float64\n", "tip float64\n", "sex category\n", "smoker category\n", "day category\n", "time category\n", "size int64\n", "dtype: object" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.dtypes" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsize
count244.000000244.000000244.000000
mean19.7859432.9982792.569672
std8.9024121.3836380.951100
min3.0700001.0000001.000000
25%13.3475002.0000002.000000
50%17.7950002.9000002.000000
75%24.1275003.5625003.000000
max50.81000010.0000006.000000
\n", "
" ], "text/plain": [ " total_bill tip size\n", "count 244.000000 244.000000 244.000000\n", "mean 19.785943 2.998279 2.569672\n", "std 8.902412 1.383638 0.951100\n", "min 3.070000 1.000000 1.000000\n", "25% 13.347500 2.000000 2.000000\n", "50% 17.795000 2.900000 2.000000\n", "75% 24.127500 3.562500 3.000000\n", "max 50.810000 10.000000 6.000000" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.describe()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "total_bill 0\n", "tip 0\n", "sex 0\n", "smoker 0\n", "day 0\n", "time 0\n", "size 0\n", "dtype: int64" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.isna().sum()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tips.isnull().sum()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# gráficos en Seaborn" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,3))\n", "sns.boxplot(x=tips['total_bill'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(x=tips['tip'])" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAEGCAYAAABbzE8LAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAKjklEQVR4nO3dUaje913H8c/XnI7FujowpcRUFsYBRSduaxhIYSRnRWa7Ll5E58WECWUgElJ6MbS9EC9aEUdJDSqUdDLZdEjmiJ1Ft5JOtwuVk9mR1XYSdMPSjGaUoFmjM+3PizyJaTfXk+Y8/+85eV4vKM15es7///0nT979nd85z//UGCMATO8HugcAWFQCDNBEgAGaCDBAEwEGaLJ0Je+8bdu2sXPnzjmNAnBtOn78+LfGGDe++vErCvDOnTuzurq6flMBLICq+sb3etwWBEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE2u6GfCsXZ33XVXzpw5kx07dnSPMqnl5eXs37+/ewzYFAR4Tk6dOpWz334x3/zvxfkt3vLiC90jwKayOHXosGUp537i9u4pJrP1mce6R4BNxR4wQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMECTSQJ86NChHDp0aIpTwaQ8t7kaS1Oc5OTJk1OcBibnuc3VsAUB0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADa3b06NHs3r07jz76aPcokzl27Fh2796dJ554Yt2PLcDAmh08eDBJ8uCDD/YOMqEHHnggSXL//fev+7EFGFiTo0ePZoyRJBljLMQq+NixYzl//nyS5Pz58+u+Cq6Lv6FrsWvXrrG6unrFJ9m3b1/OnTuX5eXlK/7YzerEiRN5aSRnd32oe5TJXP/kp/KmN9RC/TmfPHkyW7duzZEjR7pHmbs9e/bk8l5U1Vw+Ld9IbrvttksBTpKlpaU8/vjjV3ycqjo+xtj16sdfcwVcVR+uqtWqWj19+vQVnxi4Nrx6sXYli7fN6vL4fq+3r9bSa73DGOPhJA8nF1bAr+ckO3bsSJI89NBDr+fDN6U77rgjZ//rO91jTOrlN96Q5bfetFB/zgcOHOgeYTJV9V0r4Gvd0tLSd62A15M9YGBN7r777le8fc899/QMMqF77733FW/fd99963p8AQbWZO/evZdWvVWVO++8s3mi+VtZWbm06l1aWsqePXvW9fgCDKzZxVXwIqx+L7q4Cl7v1W+yhj1ggIv27t2bvXv3do8xqZWVlaysrMzl2FbAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmixNcZLl5eUpTgOT89zmakwS4P37909xGpic5zZXwxYEQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZosdQ9wTXvpfLY+81j3FJPZ8uILSW7qHgM2DQGek+3bt+fMmTPZsWORgnRTlpeXu4eATUOA5+Tw4cPdIwAbnD1ggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQJMaY6z9natOJ/nG6zzXtiTfep0fu1m55sWwaNe8aNebXP01v2WMceOrH7yiAF+NqlodY+ya5GQbhGteDIt2zYt2vcn8rtkWBEATAQZoMmWAH57wXBuFa14Mi3bNi3a9yZyuebI9YABeyRYEQBMBBmgy9wBX1ceq6vmq+uq8z7URVNWPVdUTVfV0VT1VVQe6Z5q3qnpjVf1jVX1lds2/3T3TVKpqS1X9U1V9tnuWKVTV16vqRFU9WVWr3fNMoareXFVHquqZ2d/rn123Y897D7iq3p3kbJI/GWO8ba4n2wCqanuS7WOML1fVm5IcT/ILY4x/bh5tbqqqklw/xjhbVdcl+VKSA2OMv28ebe6q6p4ku5LcMMZ4X/c881ZVX0+ya4yxMC/EqKqPJ/niGONwVb0hyQ+OMc6sx7HnvgIeY/xdkhfmfZ6NYoxxaozx5dmv/zPJ00l29E41X+OCs7M3r5v9c81/dbeqbk5yR5LD3bMwH1V1Q5J3J3kkScYY31mv+Cb2gOeqqnYmeUeSf2geZe5mn4o/meT5JJ8fY1zz15zkYJKPJHm5eY4pjSSfq6rjVfXh7mEm8NYkp5P88Wyr6XBVXb9eBxfgOamqH0ry6SR3jzH+o3ueeRtjvDTGeHuSm5O8q6qu6e2mqnpfkufHGMe7Z5nYrWOMdyb5+SS/PttivJYtJXlnkj8aY7wjybeT/MZ6HVyA52C2D/rpJJ8cY/xF9zxTmn169oUk7+2dZO5uTfL+2Z7op5KsVNUnekeavzHGc7N/P5/kM0ne1TvR3D2b5NnLPqM7kgtBXhcCvM5mX5B6JMnTY4wHu+eZQlXdWFVvnv16a5LbkjzTOtScjTF+c4xx8xhjZ5JfTnJsjPHB5rHmqqqun31hObNPw38uyTX93U1jjG8m+feq+vHZQ+9Jsm5fUF9arwP9f6rqz5LsTrKtqp5N8ltjjEfmfd5Gtyb5lSQnZnuiSXLvGOOxvpHmbnuSj1fVllz4n/qfjzEW4tuyFsxNST5zYY2RpSR/Osb4696RJrE/ySdn3wHxr0l+db0O7KXIAE1sQQA0EWCAJgIM0ESAAZoIMEATAWZTmr0k9Ce754Cr4dvQAJpYAbPhzV6B9Vez+w1/tao+UFVfqKpdVfX+2b1pn6yqr1XVv80+5paq+tvZTWP+ZnabUNhQBJjN4L1Jnhtj/MzsntKXXn01xvjLMcbbZzcC+kqSj87uxXEoyb4xxi1JPpbk/oa54fua+0uRYR2cyIWw/m6Sz44xvjh7OewlVfWRJOfGGH8wuxPb25J8fvZ+W5KcmnhmeE0CzIY3xviXqrolye1JfqeqPnf5f6+q9yT5xVy4cXaSVJKnxhjr9qNjYB5sQbDhVdWPJnlxjPGJJB/NZbcDrKq3JPnDJL80xjg3e/hrSW68+LO7quq6qvqpiceG12QFzGbw00l+r6peTvI/SX4tF0KcJB9K8iP5v7t0PTfGuL2q9iX5/ar64Vx4nh9M8tTEc8P35dvQAJrYggBoIsAATQQYoIkAAzQRYIAmAgzQRIABmvwvzHYrTFG0nUMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(x=tips['size'])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(data=tips, x='day', y='total_bill')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(data=tips, x='day', y='total_bill', hue='smoker')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(data=tips, x='day', y='total_bill', hue='time')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a visualization\n", "ax = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\", size=\"size\")\n", "#ax = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\", style=\"smoker\", size=\"size\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dots = sns.load_dataset(\"dots\")\n", "\n", "ax = sns.relplot(data=dots, kind=\"line\", x=\"time\", y=\"firing_rate\", col=\"align\",\n", " hue=\"choice\", size=\"coherence\", style=\"choice\", facet_kws=dict(sharex=False))" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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alignchoicetimecoherencefiring_rate
0dotsT1-800.033.189967
1dotsT1-803.231.691726
2dotsT1-806.434.279840
3dotsT1-8012.832.631874
4dotsT1-8025.635.060487
\n", "
" ], "text/plain": [ " align choice time coherence firing_rate\n", "0 dots T1 -80 0.0 33.189967\n", "1 dots T1 -80 3.2 31.691726\n", "2 dots T1 -80 6.4 34.279840\n", "3 dots T1 -80 12.8 32.631874\n", "4 dots T1 -80 25.6 35.060487" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dots.head()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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JsWCpfBlN7ZKqmYLHJ548xxdeGMCxFT989xbevreXiNvYDMZ0r76ui388cJZPHbyw6EAiGjJ5En3tkichhBBCCLFUJJAQCzacLtbsZu35Ab/wLwcZSRd54MZufujurbTFQ4t+Lde2eOutm/jod8+YpVEbEgt+jrBjMZ6TPAkhhBBCiKUkV1ViQTw/YDxbqjm7cHggxVCqyC89cD3vf+3uKwoiprxhz0airs2nD15c1OOnciuyRf+K90UIIYQQQhgSSIgFyRQ9tNY18xwOnBoj5Fjcvb19yV4zEXb4npu7+c6JEYZThUU9h6UUyXxpyfZJCCGEEOJaJ4GEWJCxTAnbqv620Vpz4NQ4+/paF5UPUc/bbutFKcVnn+tf1OOjrs1IWgIJIYQQQoilIoGEaJjWmqF0gXiNsq8nR7KVHhEdS/7aXU1hXrm7k68cGSRT8Bb8+Ihrky6WKfvBku+bEEIIIcS1SAIJ0bBcyafk1U5YPnB6DEvBnduWblnTdO/c10uhHPDFQwOLfo5sceFBiBBCCCGEmEsCCdGwZK5MvQ4Qj58a46ae5mXr17C9M8G+vlb+7fn+Rc0s2EoxmSsvw54JIYQQQlx7JJAQDRtIFYiFqpd9HUwWODOWW5ZlTdO9c/9mJnJlHj42vODHRkM2o5niMuyVEEIIIcS1RwIJ0ZCi55MqlGsmUR84PQbA3cscSNy2uYUdnXE+ffAiga7dFK+asGOTLnqUPMmTEEIIIYS4UhJIiIakC17dZU0HTo2xvTPOxubIsu6HUooH9/VyYSLPU2fGF/54JE9CCCGEEGIpSCAhGjKSLhK2q89GJPNlXhxILWnviHpesauTrqYwn1pEgzrHspjISRlYIYQQQogrJYGEmFcQaMYyRaI1yr4+eXqcQLPs+RFTHNvi7bdt4nB/imOD6QU9NurajKYlT0IIIYQQ4kpJICHmlS56eIHGtmp0sz49RldTmB2d8RXbp9fftJF42OZTBy8s6HEhxyJb8il6/jLtmRBCCCHEtUECCTGvyWwJS1UPIgpln4PnJrlnezuqxjbLIRqyedOeHr57coz+yfyCHqsUZIsSSAghhBBCXAkJJMS8BlMFEuHqZV8Pnpug5AcrtqxpurfcugnbUnz2uf4FPc6xLMazsrxJCCGEEOJKSCAh6sqXfArlALdWN+tT4yTCDjdvalnhPYP2eIj7btjA114cIplvvNFcLGQzmpGEayGEEEKIKyGBhKgrlS8B1fs1+IHmyTPj3LWtvWb+xHJ7cG8vJS/goRcGGn6Ma1sUyj6FsixvEkIIIYRYLAkkRF1D6WLNJnRH+pOkix737FiZsq/V9LXHuGtbO59/vn/BgYH0kxBCCCGEWDwJJERNZT9gIlciWrOb9Tgh22LflrYV3rOZHtzXS6rg8Y2jww0/xrUsxrOyvEkIsfYFgUbr6jPDQgixmiSQEDVlCh5aU7Uak9aaA6fG2NvXWnPGYqXcvKmZ67oTfObZi/hBYyfbaMhmNCMJ10KIte/IQIrHTo7x0lCa0UxRlmUKIdYMCSRETaOZIq5V/S1yejTLcLq4qsuapiileOe+zQwkCxw4NdbQY1zbolgO5IQshFjTCmWfkXSRWKWZ5qGLSR4/Nc53T45KYCGEWHXVa3qKa57WmqFUsWbZ1wOnxrAU3LV95cu+VnPPjg56WiJ8+uBFXr6zo6GeFhrIFL1Vn1ERQohaJrIlLAWObdE0rXqe5weMpoumj46GsGvRmQjTHg8RDztyXBNCrAgJJERV2ZKP5wd1ulmPc2NPMy1Rd4X3rDrbUrx9by8f+tZJjgykGipHG3ZMnkRnIrwCeyiEEAt3cTJPLDT3VD07sCj7AcOpIhcn8ygg7Nh0NoVoi0lgIYRYPrK0SVQ1kS1h1QgiBlMFTo9muWeNzEZMed0NG2iOOHz64MWGto+6NiPpoiQxCiHWpFzJI10oNxQEuLZFc9SlIx6mPR4m5FgMJYu8cDHJgVNjHBtMrcAeCyGuNTIjIaoaShVqVmt6vJKHcHed/IiyH6A16EoPiqlr9UufZ99+6Z/L98XDDlYDS5SmRFybN9/Swz89eZ7zEzn62mJ1t3dsi3KhTKEcEA3JaJ0QYm0Zy5QWdAyczrUt3KgZK9Ra0z9ZYGtHXGYmhBBLSmYkxByFsk+6UDt34MCpMbZ1xOhpiVa9P1fyyJU8NBqFwrIUjq0IORZh1yIatomHHRJhh+aYQ2vMpT0eoqMpRGdTiA3NYZoiLqlC492qp7z51k2EbIvPNDgrASZPQggh1hJz8Z8nEb7y5aNKKSwFw6nCEuyZEEJcJjMSYo50ofaFdTJf5shAiu+7va/mNvmyz82bWuhqWnzuQb7k8/jpMbTWDSVOT2mJurzuxg189cgQP3z3Vtriobrbh22bsUzxivZVCCGWWrbkky/7dMSX5jTdFHE5N56nty1WM/dNCCEWSmYkxByjmdrdrJ86M06gTZWkepoiV3byi4ZsNjRFFjVb8I69vfiB5qsvDjX0OqOZkuRJCCHWlLF0cUkv+F3bouwHTOakEacQYulIICFm0FozlqnXzXqMzkSInV3xqvcXyj6JJaoQsrk9StFbeH30Ta1RdnYleObcxLzb2pbC8wPyUoddCLFGaK25mMwTr1Kt6UrEQjbnx3NL+pxCiGubBBJihkI5wA901ZGwQtnnmXOT3LO9dp+GfNmnuzmyJPvSHHFpjobIlxZ+kb9vSytHB9PkSg3MaCjTxVsIIdaCVMGj5AW49tKeomMhh8l8mazkhQkhlogEEmKGqSTpap49P0nJC+ouawoCTWts6XpLbOuIkW0kGJhlX18rfqB54WJy3m3Djs1otriY3RNCiCU3mi7iWMtzenYsxWBSkq6FEEtDAgkxw0SuhFvjBHbg1BjxsM3Nm5qr3u/5AY5t1eyGvRhtsRAR16LkBQt63A09zURci4PnJufdNurajEmehBBiDQgCzUAyv6TH0ekSYZf+ZB7PX9gxVQghqpFAQswwkS1VzW/wA80TZ8a5c1s7To3p9lzJZ2NLeEFVluZjWYptHXHSxYWVgnVtiz2bWjjYYJ6EH2hyi1hCJYQQSylVKOPVWF66FKaOd+NZSboWQlw5CSTEJSUvIFvyCTlz3xZHBlKkC17dbtblIKAjvvRlVDubwljKnPwWYv+WNvqTBQYbrJ2eWUTfCiGEWEpDqULNWeGlEg85nB3LyiysEOKKSSAhLsmXfGqNgR04NYZrK/Ztaa16v+n3cOVlX6txbYu+9ijpBV7oT+1rI7MSEceUgRVCiNXi+QHD6SLxZVrWNCXi2mSKPmlJuhZCXCEJJMQlqUIZVSWU0Fpz4NQYt21uJVajHGG+7NMWC9Vc9nSlelqieIFe0Ahab2uUrqZwQ3kSEddmPFsiWOCshxBCLJVUwatZNW+phWyLgcn8sr+OEOLqJoGEuGQ8W70R3ZmxLMPpYt1qTfmyz8YlKvtaTcS16WmN1O26PZtSin19rTx/YXLeZVGX8iSkn4QQYpUMJvOEnSvvwdOIRMRhIFlYVK8eIYSYsqqBhFLqDUqpY0qpE0qpX6ty/w8ppZ6vfDymlLptNfbzWhAEmmTeI+zOfUscODWOAu7a3l7z8Qpoji5d2ddqelujFP2FnfT2bWkjW/I5PpSef2MleRJCiNVRrixrioVWJpCwlJl/Hk1L6WshxOKtWiChlLKBvwTeCNwE/IBS6qZZm50GXq21vhX4PeDDK7uX145c2SfQGqtKxaUDp8e4oaeZtlio6mOLnk8sZC9JN+t6miIurbFQY03mKm7b3IICDp6fnHfbqGszInkSQohVMJkzgxjVjsHLpSnicm48J0s6hRCLtpozEncBJ7TWp7TWJeATwNunb6C1fkxrPZUpewDYvML7eM3I1hiJH04VODWS5Z46sxH50tJ1s57Pto74gpYfNUVcdncnGku4dm0mJE9CCLEK+pN5oss8GDOba1sUygHJvMzECiEWZzUDiV7g/LTvL1Ruq+XHgS/WulMp9T6l1FNKqadGRkaWaBevHeO5ctW1uQdOjwPUzY/wtaYtXn22Yqm1Rl2irr2gBnX7+to4NpQmM0+FEkspAq0X1UlbiKuJHE9XVtHzmciWVjyQADOAcmEit+KvK4S4OqxmIFFt/rbqULBS6j5MIPGrtZ5Ma/1hrfUdWus7urq6lmgXrx3jNU5ij58ao689xqbWaNXH+YHGsRTxGtWclpplKba1x0gtIJdh35ZWAg3PX5icd1sFpPMSSIhrmxxPV9ZkpTncUjbzbFQ8ZDOWLZGXhpxCiEVYzUDiAtA37fvNQP/sjZRStwIfAd6utR5boX27phTKPmUvmFNyMJUvc6g/WXdZU67ksaE5grUC5QqndDaFcezGG9Rd391E1LUbLgM7kpHkQyHEyrkwWVixwZjZlFJYSjHcYONOIYSYbjUDiSeB3Uqp7UqpEPD9wOemb6CU2gJ8Cvh3WuuXVmEfrwnZold1fuips+MEuv6yppIf0JlY+m7W9Ti2xZa2xmclHNvi1s0tPHNuYt4+FBHXZjJXXnAXbSGEWIx8ySeVLy97sYp6msIO5ydyctwTQizYqgUSWmsPeD/wZeBF4F+01oeVUj+tlPrpyma/DXQAf6WUelYp9dQq7e5VbTJXxrGql33tiIfYtSFR9XFTF+XL0c16Pt0tEQKtCRpsULdvSxvD6SIDyfqjbpZSaCRPQgixMiayJVZhRdMMjm3hBZqJnFStE0IszOrMpVZorR8CHpp124emff0TwE+s9H5dayZyc/MjCmWfp89NcP+N3TXLEZpu1i7uMnWzrifi2vS0RBhJl2hpoH/Fvr5WwJSBrZXvMcVSinS+THNkeftiCCHExckcifCqnooBiLkO58ZzKz7DLIRY36Sz9TWu7Aekix4hZ+Zb4bkLk5S8oG5+RGGZu1nPZ1NrlJLfWPWmnpYI3c3hxsrAOpInIYRYftmiR7bor1g363qiIZtkrjxvdTshhJhOAolrXK7oV30TPH5qnHjIZk9vS83Hag3N0ZUp+1pNU8SlPeY21KBOKcW+vjaev5DEmyf4iLgWyXx53u2EEOJKjGWKc4pcrCbXthhM5ld7N4QQ64gEEte4dLE8Z+mSH2gePz3GHdvaay5bKnkB0ZBNNLS6I2lbO+LkGixbuG9LK/myz7GhdN3tlFJoDVkphyiEWCZaa/onC8TXwLKmKYmww8XJPGUZRBFCNEgCiWvcWKY0Z1r96GCKVMHj7jrLmrIlb1WXNU1pjbnEQjZFb/6L/ls3t2IpGioDaytFSrq9CiGWSaboUSj7q5JjVottmUGUsbQs7RRCNGbtHMHEigsCTSpfJuzOfBscODWGYylu39pW+7Fa05ZYvWVNU5RSbOuINbSuNxF2uL67iYPnG8iTkH4SQohlNLrGljVNSYQdzo7n5i2VLYQQIIHENS1X9gm0nrG0SWvNgVPj3NbXSqxGgyQ/0NhKkVilBkqzdSTCOJZqKKdh35Y2jg9lSM/TgyLsWKQkT0IIsQyCQHNxorAmqjXNFnZsciWfVF6SroUQ85NA4hqWqzKKf3Ysx2CqwD3bazehy5d8NjSHV7SbdT2ObbGlvbEGdfv6WtHAcxeSdbdTSqGAbFHyJIQQSytd8PACH2cNLWuaLuxYXJyUpGshxPzW5lFMrIjxbImQPTM/4skz4wDcVSc/ouj7a67W+IbmCBrmbVC3u7uJeMhuqAysUqrh7tlCCNGo4XQBx1r9kq+1JMIOw+kChbIMpAgh6pNA4ho2ni0RmZUfcag/yZb2GO3x6vkPl7tZr61mbVMN6tKF+tPxtqW4dXMrB89PzrsGOCp5EkKIJeYHmqHU2lzWNEVVlruOSNK1EGIea/dIJpZVoexT9oMZAYEfaF4cSPOa67vqPC6gJerOaWC3FvS2xeifLMy73b4trXz31BgXJ/NsbovV3C7sWEzkS3h+sGaXIAgh1pdUvowX6IYTrU8MZ/jccxdxbIuQbeHaFmHHwnUsQrYi5NgzPruORdieut8i5FiEHZvOROhSgNCI5ojL+Ykcva3RNbOMVQix9kggcY3KlXxmj8efGsmQL/vs2VS7CV2u7HF9e9Py7twiJcIO7YkQ2aJXtzb7vi2mGtUz5ybrBhLT+0m0RCWQEEJcucFUgbDd+LKmD3/7FCdHMjSFHUpeQMkPKHnBnOP3fH7kZVv5vtv7Gt7etS1ShTKT+XLNGWohhJBA4hqVzJdwrJkXx4f7UwDcvKm57mNbYmtrWdN0W9tjPHt+om4gsbE5wqaWCAfPTfC22zbVfb6pfhIt0bX7Mwsh1oeyHzCcLtAabezC/HB/khcHUvzUq3bwllsvH6u01niBplwJKqYHGCU/oOwFFCufS77moRcG+Oyz/bzttk1z+gbVE3Vtzk/kJJAQQtQkgcQ1aixTPT+ipyVCR41E6rIfEHHsmmVh14KWqEss5FAo+0Tc2ifMfVva+NqLQ5T9oG5DqLBjM5Yt0tdee+ZCCCEakcyX0ZoZJbfr+eTTF2iJutx/Y/eM25VSuLbCtS1iDVzjt8dc/vNnDvHw0RHesGdjw/sbCzmMZYrkSt6aPu4LIVaPrNe4Bnl+QKbozRiZCrTmSH+q7mxEtujR3bK2qjXNZhrUxcmW6idd79vSStELODqQqrtdxLVI5jz8QJozCSGuzGCyQKTBGYHToxmeOjvBW2/bVHdQpBF7elvYtSHBZ569OG9lu9lsWzGUmj/3TAhxbZJA4hqULc0t6Xd+PEe66HFznfwIX2va42s7kIDGGtTd0tuCbSkOnp+s+1xKKTR63sBECCHqKXkBo5kisVBjQcEnn75I1LV58y09V/zaSineua+Xi5N5njg9vqDHNoVdLkzkpTmnEKIqCSSuQZlCec7U+qFKfkStRGs/MB2w13LJwim2pdjaESdZpwdELORww8YmDp6bnPf5LKVI56WfhBBi8SZzJYCGKicNJPN858QIb9yzccmOuS/f2cmGpjCfOnhxQY+zLYUfaMazpSXZDyHE1UUCiWvQWLZE2JmdaJ2kIx6iu7n6jEO+5NPVFG64ZOFq62qaf+ZkX18rJ0cyJOcJEiKOzaj0kxBCXIGLk3miDS5R+tQzF7Etxdv39i7Z608934sDqXmXdM4WDzmcG88t2b4IIa4eEkhcY4JAk8yVZ6y51Vpz+GKKPb0tNUfLir7f0MX5WhFxbaKuTcmrPR2/b0sbGnhunuVNEddiUvIkhBCLVCj7TObKDSUsj2dLfO3FIV53Q/eSV0t64MZuEmFnwbMSEdcmU/TIFGWJpxBiJgkkrjH5so+v9YylTQPJAuO5Ut1Eaw00Rdb+sqbpupsj5OrkNuzsStAUdnjm3ETd55E8CSHElZjIlmh0Mvdzz5mE6HfuX7rZiCnRkM0b92zkwKkx+ifzC3qsrRQTsrxJCDGLBBLXmGoXw4f7k0Dt/IhC2acl6i6o/vha0BYL4depUGJbitv6Wjl4fhI9TyUTBWTyEkgIIRbu4mS+odmITNHjoRcGecWuTnpaosuyL2+9dRO2pfjMswublYiFHAaTCws+hBBXPwkkrjGTufKcrqqH+lM0Rxw2t1U/ceVKHhubIiuxe0sqHraxlKobJOzb0sp4tjTv+t+IazOalTwJIcTC5Es+6UK5oRKuD70wQL7s8723b162/WmLh7jvhg18/cXhefPDpgs5FtmiT75K1T8hxLVLAolrzFimOLcR3cUkN2+qnR+h9druZl2LY1u0xlzy5donvr19rQDzloGNuDaTuTKB5EkIIRZgIltqqFJToezzuef6uX1rG9s7E8u6Tw/u7aXkBzz0wsDCHqguV58SQgiQQOKaUij7FL0AZ1on5+F0geF0kT291fMjyn5A2LUarn2+1nQ3hesGEhuaImxui85bBtZSikBLnoQQYmGG0gXiDSxr+tqLQyTzZb5vGWcjpvS1x7hzWxtfeGGAotf4DEM85DAozemEENNIIHENyZV8Zo+LHan0j6jViC5X8tnQFGloRG0taoq6JlO8jn19rRzqT9at8AQmTyIteRJCiAYVPZ9kfv5lTZ4f8KmDF7mxp7luU9Cl9OC+zSTzZb5xdLjhx0Rcm2S+vKDgQwhxdZNA4hqSypexrVnLmvpTxEI22zriVR/jBQGdifVT9nW2qGsTdq26XVn3bWmj5AW8OE9t9YhrMybT+kKIBqXyHvPUcQDgkeOjjKSLfO/+5Z+NmLJnUzO7NyT4zMGLCy5tncxJg04hhCGBxDVkLFO9Ed1NPc1VG80FWmNbisQ6K/s6nVKKrqYwuToJgns2teBYat4ysBHXZjJbkjwJIURDhlOFeZvQBVrzyWcusK3DLDdaKUopHtzXS3+ywBNnxht+XNS1GU5L4QkhhCGBxDXC8wMypfKMQGIyV+LCRL7usqaOeGjddLOupT0ephzUnpGIhmxu7GmeN+HaUgo/0OTq5FwIIQSYY+5YtkR0nvyyJ06Pc348x7v2b17xJaQv39lJd3OYTz9zoeHHRF2bsWyRcp1ZXiHEtUMCiWtEruyjNTNOVIcr+RF7ajSiK5R9utZh2dfZphrpzVcG9vRodv6GSwoyBZnWF0LUly54BLOaf86mteaTT1+guznMK3d3reDeGbalePttvbw4mJ53aecUpRRo8/MJIYQEEteITN6bc0I73J8k7Fjs3FC71GBzdP0ua5ri2hYtUZdinWTqfX1mScGzFybrPlfUtRnLSJ6EEKK+kUwR16p/ij10McmxoTTv3Ld51WZ+H7ipm0TY4dMHG29QF7JtRtJSvUkIIYHENWMsVy0/IsUNG5tw7blvg0LZpzmy/rpZ17JhnjKwO7riNEccDs6TJxF2bMYlT0IIUUcQaIZTBeLh+gMx//r0BVpjLvff2L1CezZXxLV50y09HDg1Rv9kY52royGbkXRxwUnaQoirjwQS1wCtNZO50oygIFP0OD2arZkfkS/7dLes32pNszVH3boX/5ZS7O1r4+D5ybpLoGzL9JOQPAkhRC2ZkocX6LqzDCeGMxw8P8nbbttEyFndU/Fbbu3BthSfebaxWQnbMvliGVneJMQ1TwKJa0C+7BPMOqm9OJBCUzs/ItCa1lhohfZw+cVDDo6t6o6g7dvSymSuzJmxXN3n0kBW8iSEEDVMZEp1cyMAPvnMBWIhmzft6VmhvaqtLRbitTds4OsvDpPMN3Zssy2L0YxUbxLiWieBxDUgW/QJZnVlO9yfxLEU121smrO95we4tkV8nXazrsayFJ2JMPk6ZWD39bUCzLu8KeLYjM2XlC2EuGYNpAok6ixrujiR57ETo7z5lp55lz+tlHfs7aXkB3zh+f6Gto+HbAZThbozuEKIq58EEteAiVyJsD0zKDh0McXu7qaqORDZkk93c3jddrOupbMpTNGvHUh0JMJsaY/NWwY24ppAQk6gQojZciWPfMmvmns25VMHL+DaFm+9bdMK7ll9fe0x7trWzhdeGKDQwNJNx7Yo+wGZoixvEuJaJoHENWA8UyIyrSlSvuRzYiRTc1nTeu9mXUsi7MzbZXZfXyuH+5N1T6RT64PrNbkTQlybJrNl6o3BjGWKfOPoMPff1E3bGls++uC+XlIFj28cHW5oe9tS85fMFkJc1SSQuMoVPZ+CN3N07NhQGj/QVROtp0bZ18p0+1KKuDaJsE3Rqx0A7N/SRtnXHOmvX1NdAVkZiRNCzDKQKhAP1T5+fubZiwRa8+C+3hXcq8bcvKmZ67oTfObZiw1VZIqHHAaSUgZWiGuZBBJXuVxx7kXzof4kloIbe+bmRxS9gOaoW3dafj3rbo7UnUm4aVMzrq04eL5+nkTIsRnNSqKhEOKyoueTypdnzABPl8qX+dLhQV61u4uNzWuv2adSigf3bWYgWeCJ02Pzbu/aFvmST64kgypCXKuuzqtFcUkqX8ae3YjuYpIdnQliVUbNCmWfrqtwWdOUlliIoM76pohrc/OmFg6em6z7PFHXZjxTljwJIcQlqXz9C2qTfxDwvbdvXqE9WriX7eiguznMpxpsUKeUWc4lhLg2SSBxlRvNzsyPKPsBx4bS3FwjP8LXmpaYu1K7t+ISYQdLqbrBxL6+Vs6O5xirU9rQthSeH9RtcieEuLYMpQpEa8xGFMo+//Z8P3dta2drR3xBz1so+5S8YCl2cV62pXjH3l6ODqZ5caD+Ek+AWMihP9VYIzshxNVHAomrmB9o0oXyjI7WLw2lKfuaPb1z8yMCrVGouut71zvbUrTHQ/XLwG5pBeDZeao3oZCKJUIIwJTNHssWidYom/3lw4OkC96CZyP8QFca3Jnnn8yVKPvLG1Tcf2M3TWGHTx28MO+2EdcmU/AaqvQkhLj61A0klFJppVSqykdaKTX/UIVYVdnKutXpZVwPV5KIb+qZOyNRKPu0xd263VivBhuawhTqJFxv7YjTGnN5Zp7lTWHHZjwjFUuEEJAueGhN1UZ0ZT/gM89e5OZNzdxY5dhbTzJfYkdHnLu2t3PHtna2dsQoeQFjmSITyxRURFybN93Sw+Onxrk40dhsQ6rBRnZCiJWnlHqHUuqm5XjuuoGE1rpJa91c5aNJa72wo6FYcZm8x+xT2uH+JFvbYzRH5y5fyl/l+RFTmiL1l25ZSrG3r5Vnz0/UXQIVlX4SQoiKkUwR16p+Sv3WsRFGMyW+7/a+BT2n5wdYlmJTWxSlFImww5aOOHfvaOf2bW1saY9R9PxLMxXeEgYVb761B8dWfObZ+XMloq5pTieEWLPeAax8IDGbUmqDUmrL1Mdy7JBYOhO5mfkRfqB5cSDNzVWWNQGgoalKgHG1iYZsIo5ddyTv9i1tpAoeJ4czNbeZypMolFdm7bIQYm0KAs1wqlC1bLYfaD75zAV2dMbZX1k22ajJfJntnfE5VfSUUjRFXLZ1xrlnRwf7t7axuT1KrmyCimS+3FD51nraYiFee/0GvnF0mMlc/ZnXqGszni2tWB6HEFcjpdQPK6WeUEo9q5T6G6XUf1BK/dG0+9+rlPpgjW3tyu0ZpdR/U0o9p5Q6oJTqVkq9HHgb8D8q2+9cyv1uKJBQSr1NKXUcOA18CzgDfHEpd0QsLa0147nSjM7Vp0Yy5Mt+1UZ0fqCxbUWsRqLg1aarKVy3DOy+LW0o4Jlz9cvAaiRPQohrnclh0FWXhT5+eoyLk3m+9/bNM5aZzqfsB4Qca94ysUopmiMu2zsTvGxHB/u2tNHTEiFT9K44qHjHvl5KfsAXXhiYdx8A0gVZ3iTEYiilbgTeA9yrtd4L+EAGeOe0zd4D/HONbX+osk0cOKC1vg14BPhJrfVjwOeAX9Fa79Van1zKfW90RuL3gHuAl7TW24HXAY8u5Y6IpZUv+wSzTmz18iPyZZ+ORAjrKs+PmNKRCOEFtUfPWqIuOzckeHq+PAnbZlz6SQhxTRvPlOaU2Z7yyacv0NMS4eU7Oxf0nMlCiV1dcZwF9PSxLHXp2PXynR3s62tjY0uYTLHMxDyzCtVsbotx9/b2Stna+snUYcdmOC3HQiEW6XXA7cCTSqlnK99vB04ppe5RSnUA12Ouvattu6PyPCXg85Wvnwa2LfeON3qEKmutxwBLKWVprR8G9i7fbokrlS36zB6DOtSfpKclQkeVPIii59MZv/rzI6YkKksQ6uU33L6ljWODKTKF2jMOEddiNCN5EkJcq7TWDCarL2s6PZrh+HCGt922aUFFLApln6jr0NW0+KZ1lqVoibns2tDEy3Z2EnasRVVWenBfL+mCx9ePDtfdLhayGUkXr3hJlRDXKAV8tDJjsFdrfb3W+gPAPwPvBt4FfFqbi41a24K5Xp/6I/SBZS/D2WggMamUSmCmST6ulPozQNZzrGGTuRKhaSNZgdYc7k+xZ1ON/AggEbl6y77O5tgWbTG3bn7D/q1tBBqeuzBZ93k8X0uehBDXqFzJp1D25+QxAHzj6DCOpXjV7q4FPWem5LGzK75kM8S2pdjd3USmuPClRzf1NHN9dxOfffZi3QGTqf48srxJiEX5OvC9SqkNAEqpdqXUVuBTmETpH8AEFfW2rScNNC3HjjcaSLwdyAO/CHwJOAm8dTl2SCyNsVmN6M6N5cgUvaqN6Dw/wLWtmo2UrlZdiQi5cu14+PruJuJhm6fP1s+TCLS+VGpXCHFtSebKVFvV5Aeab740wp3b2qtWyaslX/JpCjl0LnEFvbaYS3PUJbfAY5VSijfs2chAssDxOsUnAFzLYkSWNwmxYFrrI8BvAl9RSj0PfBXo0VpPAEeArVrrJ+ptO89LfAL4FaXUwaVOtm5oCFprnZ327UeXcgfE0it6ZoRsemO5w/1JgKoVm/Jln66m8IISAa8G83Xwti3F3r42nj43gda65u8n7FiMZ0tLfuIXQqx9A6kCsSpNPA+en2AyV+a+GzYs6PmypTJ7+9qW/HislGJXVxNPnxuvur/13LO9g7+wTvDoiVGu6649qBkPOwylCuzsSlwz+XZCLBWt9T9zedZh+u1vWcC2iWlffxL4ZOXrR1nN8q9KqXcqpY4rpZLSkG7ty5f8Of0jDvWn6EyE6G6ae7Fb8gPa46Gl24EgAH/tj9DHQjaOZdVd03v7llbGsyXOjuVqbhN1bcYyMgonxLWmUPZJ5cszZn+nPHx0hKawwx1b2xp+vmzRoy0WonWeQY7Faom5dCbCdfO+qklEHG7b3Mp3TozWXd5kWwqv0olbCHFtaHRp0x8Bb9NatyxlQzql1BuUUseUUieUUr9W5f4blFLfVUoVlVK/fKWvd61I5cszRrO01hzuT7JnU0vNUa5ElUTBBdEaCikYPQFnHoHzB8Bb212flVJsaA7Xnerfv8VcBNQrA+vYFsVysKhERiHE+mWOtXNvz5U8Dpwa41XXdVXNnaglV/bY3pVY1tnh7Z1xCp6/4AIRr9jVwXC6yIl5ljfZSjGeWdvHfiHE0mn0CDektX5xKV+40jzjL4E3YqZbfqBK++5x4OeBP17K177ajWVLM/IdBpIFJnJlbq6SaF32A6KuXXVErSHFDIyfgTPfgfOPQ/IchOImiBh+0QQYa1hHPESpTmO6jkSYbR0xnp6nnwRK+kkIca0ZTher5pY9emKUkh/w2gUsa0oXymxoCtOyzE1BmyIuG1sipBY4K3HPjg5sS/HoybG628XDDgPJvFSyE+Ia0Wgg8ZRS6p+VUj9QWeb0TqXUO+d/WF13ASe01qe01iVMIsjbp2+gtR7WWj8JSBmIBvmBJpX3CDuX/2sPXcqPmDuJlCv5C1/bX8rB5Hk4+xic+y6MnwQnBPFOiLaB5UCsDTKDkDx/RT/PcmuKuHPK5M62f0sbR/pT5Os0sHMti4msjMIJca0o+wFj2eqBxDeODtPbGmX3hkSVR86ltabo+WzrbGz7K7W1I4YXBAQLuNhvirjc2tvCo/Msb3Jti6IX1G34KYS4ejQaSDQDOeD1mGpNbwXmJH8sUC8w/SrzQuW2RVFKvU8p9ZRS6qmRkZEr3LX1K1P00MxMDD58MUVL1GVza3TO9l7QYH5EuQCpATj3BJx9FEaPgbJM8BBrB7vKc8TaYfgoFJJX8iMtq5Bj0Rx26y5L2r+1DS/QPH9xsuY20ZDNmEzni6uEHE/nly54aM2cZUhDqQKH+lPcd8OGhpcopQoePa3RK19i2qBYyKG3NUpqgaVa793VyWCqwKnRbN3tLKUW1QBPCLH+NBRIaK1/tMrHj13ha1c7wi56LlRr/WGt9R1a6zu6uhZWs/tqMpktYc06eR3qT3LzpuaaJ7VqjZQAszwpPQQXnobT34ahQ6C9SvDQAc48MxmWA+E49D+3pvMlNjSH6wYSN/U0E3GtumVgXduiUKmWJcR6J8fT+Y2kCzN69Uz55jHTuO2+6xr7vQVaU/YDtrbHl3T/5tPXHsMP9IIayN2zowNLmaVb9cRCNoPJwpXuohBiHWho+EMp9edVbk4CT2mtP7vI174A9E37fjPQv8jnEhWDqcKMsq/D6QLD6SJv3zt3sqfo+STCDiFn1smwkISJM5AZBhS4UYh3UDWrcD5uDMrjJl+i59bFPccya4m5+PNM1d+2uZWnz9YvAwum6sqi802EEOtCEGhG0kUS4Zn5DFprvnF0mFt6W9jQ3FhX6lS+TF97jGhoZY8bEddma0eMc2M52uONLW9tibrcWqne9O/u2VqnJLapZFco+3I8FGKVKaV+Afiw1jpX+f4h4Ae11pNL8fyNLm2KAHuB45WPW4F24MeVUn+6yNd+EtitlNqulAoB3w98bpHPJTClCPMlf0ZgcKTfVOndU6URXa7ks2F2OVivBBcPmmAi1mECiFDsygKAWPuazpdIhBxspeqOzO3f0sZwukj/ZO1RNteyZDpfiGtAuujhBRp7Vq+EY0Np+pMFXnt9Y0nWfqAJtGZz29xlpyuhtzWGpRRenYITs927s5OBZIEzY/WXNykFSTkeCrEW/AIQm/pGa/2mpQoioPFAYhfwWq31B7XWHwTuB24EHsTkTSyY1toD3g98GXgR+Bet9WGl1E8rpX4aQCm1USl1Afgl4DeVUheUUldcdvZqlcqX5ywYO3QxSTxks7Vj7rS51pqW6KzchvHToH0INy3t7MEazpewLEVHU4h8vTyJShnYetWboiGbUcmTEOKqN54tYlc5Pj58bISQY/HyXR0NPc9kvsS2jviqjdqHHIttnfEFVXC6Z0c7loLvnKhfvSnqOgykZHmTECtJKRVXSn1BKfWcUuqQUup3gE3Aw0qphyvbnFFKdSqltimljiqlPlLZ9uNKqfuVUo9Wesfd1chrNprZ1QvEMcuZqHy9SWvtK6UW3YlLa/0Q8NCs2z407etBzJIn0YBqpQgP9ae4sad5zsiZ1hoUxMPTti8kYfKMyYFYalP5EgPPQ9/dpsrTGtKViDCcStZMdtzYEqG3Ncoz5yZ4222bqm7j2hapQlmm84W4immtGUwW5uSWlf2Ab780wst2dDTUOdrzA2xL0VOlCMZK6mmJcHY8S9kPGup50RoLsadSvemH795Sc3lTxLUYy5Uoej5hR46H4tqy7de+8KeYlTxL6dkz//3NvzDPNm8A+rXWbwZQSrUAPwrcp7Wulty0C/g+4H2YlUI/CLwCeBvwn4F3zLdTC2lI96xS6u+VUv8AHAT+WCkVB77W4HOIZeT5AePZ0owL2IlciYuTefb0zu0fUSgHtERdnKkTRxDAyLHKMqbGGygtiBuDoGwqPq2xGuNNkflP/Pu3tPLChSRFr35CtZQ9FOLqlSv5FMtzL7qfOjNOuuhxX4PLmpKFMts743Nz1FaYY1vs7EwsqILTvTs7uTiZ5+xYruY2SikUprqVEGLFvADcr5T6Q6XUK7XW8y0DOa21fkFrHQCHga9rU9/5BWBbIy/Y0IyE1vp/V5Iz7sIsnvnPWuupxOhfaeQ5xPLKFD0CrWdUbLqcH1ElkPB8etumLXdKD0J+EhLLXKEl2gapfoi0QmvfvJuvlIhrE3VtSl5Q88R++9Z2/u35AQ5fTLF/a1vVbZxKP4mGSuoKIdadyVyp6qrPbxwbpi3msrevdd7nmBr939hgQvZy29Ac4cxYtuHZg5ft7OBvHjnJoydH2dZZu9pUxLEZShYW3qtIiHWugZmDZaG1fkkpdTvwJuAPlFJfmech01cVBdO+D2gwRqg7FKKUuqHyeT/Qg+n7cA7YWLlNrBFjmRKONfO/81B/krBjsbNr7oE+0JrmqQ6qXtHMEkRbV2BPMfkSI0ehkFqZ12tQd3OEXKn26Nme3mZCtlU3TyIWMtVKhBBXp4FkYc7SpWS+zFNnJnj1dRvmLCOtJlUos7MzfnlGeJXZlmLXhkTDuRJtsRA3b2qZtwxsNGQzmi0uKJlbCLF4SqlNQE5r/X+APwb2A2mgablec75o45cw66b+ZNpt09ekvHbJ90gsmNaa4XSB2KzygYcr+RGzT1ZTMxeXysSOnwIdgD2zlOGysRyzhGrgedhy98q97jzaYqG6lUjCjs2e3maeqRNIuLZFMl+WdcFCXIUKZZ9M0aNjVrnU7xwfwQs0r71h/mVNRc/kUHWtkdmIKR3xMM1hh3zJb6gU7b07O/jQI6c4O5atWswDTGM6rc3ypjaZpRViJdwC/A+lVACUgZ8BXgZ8USk1oLW+b6lfsO5wiNb6fZUv/xp4e2UHHsYkXf/yUu+MWJxqa3YzBY8zo1lurlL2tVD2aY+HsCxVSbA+b5YcrSQ3Bn7RzEyskXyJRMTBUoqgzv7s39LGhYk8Q3WqkVgKskXJkxDiapPKV88j+MaxYbZ3xtleZ5nPlHTRY2dXvKGZi5VkWYqdGxJkS43lSrxsZycKeOxk/epNIdtiOC3Vm4RYCVrrL2utb9Va79Va36m1fqpScfWGqSBCa71Naz2qtT6jtd4z7bHv1Vp/svL1jPvqaXRe9Te11iml1CuAB4B/wAQXYg1I5uaWfT0ykEIDN1fJj8iXfboSIZNgPfzilfeJWKypfInU2uhDaFuK1phbtzv1VG5EvVkJ27KYlPrpQlx1BlOFOZXxLkzkeGko01DviHzJpynkrNmcgdaYS2ssRLY4/xKn9niImzY18515u1w7jKSLBAvooC2EWD8aDSSmrqzeDHyo0s1a5inXiOFMgZg7c5Xa4f4kjqW4rjtR9TGJiAvpASimIDT/KNqyUMrkSwwdWTP5Et1N4br9JDa3RtnQFK4bSERdyZMQ4mpTrlTGmx1IPHxsBEvBq6+bv1BFtlRm54ZEzZKpq00pxY6uBLlyY7kS9+7s5Nx4jvPjtas32ZbCCzTpBoITIcT602ggcVEp9TfAu4GHlFLhBTxWLKOyHzCZKxNxZ/53HO5PcV1305x1+n6gcSyLmOWZBOtI6wrubRXT8yX8xssPLpemqDszC2gWpRS3b23jufNJyjUSCEOORabkU/IkwVCIq0W64KFgRhAQaM3Dx4bZ29c2bw5AtujRGgvRGlsbOWG1tERdNjSFSTdQDvblO03jvUdP1p+VcCyL0bQMrghxNWo0GHg3pgP1GypttduRsq9rQrWTW77kc2IkUzU/Il/y6UyEUOOnzAXzWkh0Dk3lS6x+f4moaxN2rbpVRvZvaSNf9jk6UHsWRUFDywOEEOvDSLowp3fE4YtJRtLF+knWgY9dGKeUHWdHi0L55VU/zs1nW2eCouebxqV1dCTC3NjTPG/1pnjIZjBVmPf5hBDrT6N9JHLAp6Z9PwAMLNdOicaNZopzTm7HhtL4ga7aP6Lo+3Q6PkxcWJ4O1osVbYPURfO5pXfVdkMpRVdTmMFkkZZo9Tj71s0t2Jbi6XOT3LK5teo2jmWqN0mlEiHWvyDQjKSLJMIzB16+cWyYqGtz9/b2mo8NJ0/hj51kSyRMy/DUMlIFTgTcCDhRcKNmQMVywXYqn0Pm61WQCDv0tEYZTZdoidYfbHrFrg7+9tunuTCRY3NbrOo2jm1RzpfJlnwS4dX5mYQQy0OWJ61jWmuGU8U5Nc0PXUxiKbihZ27ZYKU1idRxkxexXOt0/dLCR9ym50sU08uzXw3qiIfxgtozErGQw0099cvARlyLUcmTEOKqkC56eIGeUWmpUPZ59MQYr9jVScStXi7VyQ3jps6RcTvYsHGzGbyJd5pjnRuGoAz5MZg8C4OHoP8gnH8Szj4Kpx6GE1+Hs49B/7NQql2aejlsbY9T9oO6VewAXr7TDEg9Ok/1JttSjMsxUYirjgQS61im6OH5wZwygof6k+zoSswJMMp+QKI0RMTPmtGvpaI1TJy9/P3nfg6+9d9Nb4qFWCP5EomIg4a60/D7t7RxejRbM6k67Nhkip7kSQhxFRjPFuc0/Dxwaox82ee+GsuarHKWyPiLpFSCzqbIzD4/SpnjnROBcJNpBhrvmPZRCTiibWa7wqQJJlbwuBgN2fS1x2qWvJ3SmQhzw8YmHptveVPY4eJkXpY3CXGVkUBiHZvMlU0viGlKXsBLQ+mqy5oK+RwbS2chtgQ9I0pZOP1teOSP4f++G/7130Pygrlv853w0pfh0T9f+MxEKAZeAUZeWrV1xK5t0Rp1KdYJAm7f2grAwfOTdZ+rXqdsIcTap7VmMDm34efDx4bZ0BSumotG4BEZPUxghyhhs6F5keVelTJ5bJEWc1wcfnFFj4ub26IEWuPPU7r13l2dnBrN0j+Zr7mNa1sUykHD3bOFEOuDBBLr2FCVmubHh9OUfc2e3rknNyd5mkQkbEa4Fmr6yeuRP4GPvg2++ltw8mHouhFe9SvmZAdwx4/Drd8PRz4DT35k4a81lS+RG1/4Y5fIhnnKwG7riNMeC/H02Tr9JJQyPT6EEOtWtuRT9GY2/BzPlnj2/CT3Xb8Ba/YSUa0JTxxHeXlyREhEXOKhJcgLiLVDenDm7O8yi7g22zriJAv1++Jcqt40z6yEa1t1m3kKIa6cUupHlFLPK6WeU0r9o1LqH5RS3zvt/sy0r39FKfVkZfvfXczrSdbTOlX0fNIFb05jo0P9ppLQTT0zAwmrOEk400+0Z0fjL1LKwsVn4Pzj5uOtfwbNm6BjB9z6bui7GzbumRuYKAV3/xSUs/Dsx00+xt4fbPx1lYJwwnS9jr4MrJWPd1tiIYIgU/N+pRT7t7Zy4NQ4/qy101PiYYeBVIEtHbE1WzdeCFHfZK40J1j41kvDBBruq9KEzskO4mb78aKdFAoe17UvYZ+eWDuMvmSWQ8U7lu5569jUFuXcRA7PD3Ds6sfiDU0Rru9u4tGTo3zfHX01nysRdhhMFtjRGa/5XEJcNT7Q8s3qtydfU7n/T4G9Vbb4BT6QfJYPtLwXeO+cx9WhlLoZ+A3gXq31qFKqHfifNbZ9PbAbuAtTbPJzSqlXaa0fme91ppNAYp1KF7yqudKHLybZ1hGjKTKt0kbgY48ew4o3EXKqJwXO8NJX4KUvmlwF7YMbg947TBI1wM0Pzv8cSsG9vwDlPAwdNvkSagEnDjcK2VHIjkBTd+OPWyLxkI1jq5pBApg8ia+9OMzxoTQ39MydAXJti1RBKpUIsV75gebceG7O3+83jg5zfXcTvW3RGbdbpRSRiaN4kXY8HyK2RdNS/u1bNkSaYfA56LtnaXPdanBti+2dcU4MZ+iI116i9fKdHfz9Y2cYTBbY2BKpuo1tKQKtmcyX12x3byHWudcCn9RajwJorcfrDGS+vvJxsPJ9AhNYSCBxLRhJF+c0myuUfY4MpHjgxpkX3k52AC+fpm1DT2NPPn4KCsnKrMNd0L1ncf0mLBte82vma2WZoMKN1n/MdOEm01si3mmeawUppdjQHGE0XZwZlE2zt68VS8HT5yaqBhJgljeNZ4oSSAixDo2kCpS8gKZpZV9Pj2Y4M5bjp1+9c8a2yi8RGT2E78bAsskUymzriC39hKoTNoM6g89B750rUiJ2Y3OEs2M5yn4wp9z4lHt3dfL3j53h0ZOjvGv/5prPFXVtLk7kJJAQV7/5ZhA+kPyFee7/B+AfFviqirltdT0qqQzKRBWhadv+gdb6bxb4GjPI3OI6FASa0XRxTn7Ek2fGKXoBL991uT+E8gpEJk9SdJtornFBfElm2Hy+6yfhe//OLE/atO/KmtZZjvkYPwWf+EE4853GHzt1wkytTsuSrkSYUp3GdE0Rl+u6m+qWgY2HHfqT0ohJiPXGDzQnR7NzjpvfODqMYyleOe04i9aEJl5CBR7aiRIE4Fhq+frIhJvM0tORoyuSfO3YFlvaY3W7XXc3R9i9IcF35smTiLo2E7kyhTo5aEKIRfs68G6lVAdAZWnTGeD2yv1vB6YOal8Gfkwplahs26uUqtNdszoJJNahdNHD13OX3HzrpRHa46EZ+RGh5Gm0UmjLIRKqM6o/fgr++YfhxX9bntH/xEZo2ghf+124+HTjj4s0w9iJVSkH2xRxsJSqW0d9/5Y2jg9lSNYokWgqlfhkS3LSFGI9GU4V5ozA+4Hmmy+NcOe2dpqnNWpz0xdwc8P4kVYAsiWPjc0RnBrLIpdEtB2SF2Hy3PK9xjRdTeE5w5yz3burkxPDGQbrJFRPLbOQPjtCLD2t9WHgvwHfUko9h8mP+Fvg1UqpJ4C7gWxl268A/xf4rlLqBeCTwNwGZPOQQGIdmszOTf7LFD2ePjvBK3d1Xgow7MIkbnaAvN1EPOTg1jqpeUX4+u+ZpOhtr1ienQ7F4A1/CK198OXfMHkTjbBdCDxzwlxhjm3R1RQmV6wdBNy+tQ0NHKwzKzG1vEkIsT54fsCpKrMRB89PMJkrz+gdYRcmCU8ex4uastpaQ6A17Yll7mqvlEm4Hjm6IhXuIq5NW8ytW9L63kpzuvl6SjSFXS5MSE8JIZaD1vqjWus9WuvbtNbv1VoPaa3v0VrfpbX+da11Ytq2f6a1vqXy8TKt9cmFvp4EEuvQYKowp5zggZNjeIHmVdd1mRsCn/DEMfxQgpKvaYvXWZ70xIdh4jS8+tdM6dXlEmmGN/0PiHXAF3/VzDQ0ItoC4ydNwLPCNjSFKfq1A4ldGxI0R5z5lzdNyvImIdaL4VSRkjc3H+Dho8M0hR3u2GqOk8orEBk7hB9KgDIzubmiR0ciRNhZgdOrZZuy2wPPQSm37C/X2xarWxZ7Y0uEnV1xHj1ZP5AIORb5kk+6KD0lhFjvJJBYZ/Iln3zJJzTrJPXI8RE2VtaoAriZfiwvh3Yi+FoTr5Xse+5xOPT/YM+7YMvdy737Joh485+Y2Y+xBgPfqfKyEyszhT9dc9RFqdpdri2l2LeljYPnJmsugXJti4Iny5uEWA88P+DUWIaW6MzBl1zJ48CpcV55XZcJMHRAZPxFNKCdy1WKyoFmQ9MKJhI7YRNQDD4P/vJemLdGXSyl6jaou3dXJy8NZRiep1+Ea1vzbiOEWPskkFhn0oWyybOfZjJX4rkLk7xydydKKZRXIJw8iRduBQ0KRcytEkhoDU//PbTvgLvetyL7D5hciXd/FK77HvN9uXY31EuirTB5ZkVG3aZzbYuOeJhcnSBg/5Y2JvNlTo1ka24jy5uEWB+GUkU8X8+ZjXj0xCglP+C1ld4RbuoMdmGSIHw5J61Q9mmOOEvTgG4hwk1QzJgeE8s48+nYFhtbImTqzCRcWt50cqzucyXCDgPJAl6dghZCiLVPAol1ZqhKtaZHT4wSaHh1ZVlTKHkSbTlg2RQ8n6aIQ9WKfUqZpUav/z0zqrWSpkbwXvhX+NRPzr/GV1lmZmIFu7pO2dgSoeDVDiT2bWkFkOVNQqxznh9wejRTtcLdN44O09sa5bruBHZulHDy9KW8iCmFckBPywJKXC+lWDskz0PywrK+THdzhHKdi/9NrVF2dM6/vMm2FF4Q1CxUIYRYHySQWEc8P2A8WyQyK5B45PgoW9pjbO2IYxcmCWUH8UMm8b7kBbRFq+RHnH0McmNmJKu5dyV2v7quG03juYd+BYrp+ttGWsyJsli74/RymLqoqBUEtMVC7OyK1w0kZHmTEGvfYKqAF8ydjRhKFTjUn+K+GzZg+QUi40fwwy0zmmyWvYCIa9EUWaWeMUqZYGL4CORrH4uuVHPEIeJadYOJe3d1cnQwzUi6/ixszHW4ONnAjLQQYs2SQGIdyRQ90Myo2DScLnBkIGWSrHVAeOIlvFCCqbbXWkMsMquc6/gp+NrvwIEPreTuV7dxD7z+v5oShl/8VSjXWbqkFDghs/8rKORYtMXcukmG+7e08eJAimydKX9Z3iTE2lX2A86MZmmpMhvxzWOmx859uzuIjB5GWw7anlmVKVvy2dQSoXYT2RVgOaaoRf9zjS0ZXQSlFJvb6veUuLy8af6eEmOZkvSUEGIdk0BiHRnLlLBntUn9znFzoH7lrk6c7BBWOYt2zNR6EJjp46gzbYTsUqnXBLzsZ1ds3+vafAfc/9umjOGXf7N+daZwM6QHTeftFdTTEq0bSNy+tY1Aw7PnJ2tuI8ubhFi7BpNmNsKZNRuhteYbR4e5pbeFvuACdjlDEErM2Mb3NY6laIktc8nXRjgRk0c3+AIEy3OB3pmo31Oity3Kto4Yj86TJ6GUQikYz5SWdgeFECtmleZgxUJprRlOF4iFZi9rGmH3hgS9TTbhgeN4kcuJfyXPpyXqMCP2mCr1+oY/XN5Srwu17ZWm/OyTHzH5Es091bdTCkJRGD0OvbezUsN/zVG3bg7jDRubiYdsnjk3wb3TO95O49oWyXyJbMknUauKlhBixZX9gDNj1Wcjjg2l6U8WeM8tzbip83ixuX/f2ZLHppbo3AZ0XhGe/Tik+s1FvQ7ggd819x34kClrrf3L9+kA7v0F6NwNhz8NRz5nbktsgFf/KsSrH1vmiLSYJaOjL0HXDUt+nIyGbFqjpqdErEZi+St2dfJ/Hj/HWKZIR6J2Dl5T2OX8RI6e1silZnVCiPVDZiTWiVzJp1ieWdf84kSekyNZXnVdF266UhrVunwiLPrBzBKGK1XqVWvTRG6hrns9vOdjJojQunb1kVDCBBvLuA54tohr0xpzydfIcbAtxW19rTxzbqLujINjW4zNs25YCLGyBpMFgiqzEWCSrEO24nXN/XjR1jkX5VpDAHMb0OXG4PO/AM98zOQtjJ2AybOXj2ulLJQy4FVG4y0HnOjlvItwM7RshrZtMHQIPvf+hSVSxzpMyexUf+OPWYDN7fV7Srx8V2PVm6Z6StSrBCWEWLtkWHSdSObmln195PgICnjV1iih1DG8aPvMDTTEpo98T56Fjp3LV+q1nDPlWZUClOlKHV5gt3UnAvlJ+Pp/gT0PmpmKasJxGD0Gffes2KxET0uEY4NporNmhabs39LGYyfHODeeY2tHvOo28ZBDfzLPlo6YjL4JsQaUvIDTo1laonOXJZX9gO8cH+UVmyAajRBYc2csskWPrmoN6J7+Bxg/Dff/Lux49dwXftX/V3/Hdr3OfIBZ9vnFX4WHfhne/Y/m2DofpSDeDkOHTd+eaOv8j1mA6T0l7NkzMUBfW4yt7TEePTnKW2/bVPe5HNtiOFWkqcqMkBBibZMZiXViKF2Y0QtCa80jx0e4eVMzvd55Aicyo4JIEIBjKyLOtIveW98N7/jQ0pZ69Ypm5C07CnYINt4C214FW19uvp+vrGs14YSZbfjuX9bOl3BjpspTduTK9n8BWmMh6vRhYv8Ws1RsvupNxXIgo29CrBGDyTyBrn4x/PipMdJFj9f3egRurOrjvUCzoelyQzoKk+bzPT8D7/ir6kHEQnXdAG/7ILzy/2ssiJhiOeZ42v8slJe2+dtUT4l6BSbu3dXJkf4U49n6ORCmp0S+bqM7IcTaJIHEOlDyTK3tiHv5v+vMWJYLE3levT2GnR+bk/xXKHu0xkxXZo58Fp7/F7PWdiEnoVoCD3ITJngIfOi8Hra9AjbfaZrNOSFwo9B7h1nbmxk2r90oy4F7f94kVT/3T7W3CzfDyEvLllA4W8S1aYo4NSuMdDWF2dIe45lzk3Wfx7aVJBcKsQaUvICzYzlaq8xGFD2fjz16gr6EZm+lV8xsUw3oYiHbHIee+DD8y7+HzJAZ7GjfsXQ727rFHGO1hsc+CGe+3djj3KiZzR46ZEaYllB3c4TSPGVgNfDdhnpKaOkpIcQ6JIHEOjA1ej19KcwjL41iKXhd2wj+rCACoBxoM1U/fgq++xdw8RnmrI1aiMA3lZKyo2Ztb9tW2HKPmXlo7TMnq9lsB7r3QMd15nH+Ai6eN+2DHffBs/8X0gPVt3HC4OUhPbS4n2kRNrVEyZVqj8DdvrWNQxeTNXMp4PLyJqneJMTqGpjM49eYjfj0gaMMZHzef0e06v0wrQFdKQtf+U1zvNr+Kpi9zHQpeQWTc/HV34GjDzX2mEiLGfyZOLOkuzJfT4kt7TH62mN850T9QAIg4thcnKhT/lsIsSZJILEOjGaKhKYlAU4ta9q/KUqbXUA7kTmPUUDM8i+Xen3Nry48l0BrkwyYHYFCChIbTanWba8yuRbhpvmfUyno2G4Cg0LK5FA06p6fMcu1vvvXtbeJNMPYcfBXZqlQa9ytW/bw9i1teIHmhYu1y9PK8iYhVl/R8zk7nq06GzE0NMS/PD/Oa/ps9m+sXtL1UgO64iB85mfh/OPwil9c+PKjhXKj8OY/MVXrHvkjeLbOrO108XaT8L2Y5aY1NNZTooPD/SkmcvUHkmIhm7Gs9JQQYr2RQGKN01oznCrOKLF3bDDNcLrI/d1ZvHDLnMd4vibkWISf+VtT6vXVv7awUq9e0cwg5MYg1ASb9ptRtg03mOexFvG2SWyAvrvNzEa+wR4QiQ1w549D9021KzjZITPTkV6eyiSzxUIOMdem5FUfgbtpUzNhx6qbJwGyvEmI1TYwWUBr5s42lLL8zbdewrUUP7W/ykxrRa7s0xsPUJ97v8npevOfwE1vX+a9rnBj8D2/DztfC0/8DRz469rHyCnKMgMvA88vab5EZyJcN3fsFZeWNzXQUwLpKSHEeiOBxBqXKXp4fjDjZPfI8RFcC+7tweQTzFIo+2ycfM6Uer35nQsr9eoVzSxE9x4TPGzaa2qX20tQ4CvSbPYlnDCBSiNLe275Prjt++vPfERbYezk5TKKy6ynNUq2xvIm17a4dXPLvIGELG8SYvUUPZ+zY3MrNSm/yFPPP8+Tw4p/f0uYzmj1U6TvBdhAc3Oraez54IfMrOtKsl147W/CTe+AC0821sl6qtDG8JEly5eIhmzaYm7NJZ9b2mP0tkZ5tIHlTfGww8XJnBwXhVhHJJBY4yZzZaxpQYQfaL5zfIR7ugMiibmzEQCB1oS7tsF1b4S7f6rxFws8kwexab/p5bCU1Z2mOGFzwm3ZbJZMNdJvIvDhib+FQ5+qfr/lmKZOC6mxfgXa4iGCOie627e0MZAs0D9Z+8Quy5uEWD39k3mUUjNnIwKfYPAwf/msx45Wi7fvrr6kSfllOg/+OTv7P2sa0O1+PTTXL2+6bJQF9/5HU9EpFDOzyLUq3U2JtkBuFCbPLdlubGqN1uwpoZTiFbs6OdSfZHKe5U1hxyYrPSWEWFckkFjjhlIFou7lEq6HLk4ykfe4b4tTfZRea7RfJNrRZ/IiGg0GdGDWznbvgdgyJgoCWLYpZ7jhJvOa8534LNt0gH3yI+ZEWU2k1WyzxCUOq4mHbCKOXTPBcP/W+cvAglneNCbT+EKsqELZ59xYjubpPQu0Jjx5nI+/kGG0oPiPd0SqJljbhQl6H/0NOi9+jZi9RtbyK2X6RAQefOGX4Yv/ycwq1xNth7GXlqypZ1s8hKVUzQGWe3d1EmgampWwlWI4JU07hVgvJJBYw4qeT7rgEZkWSHz7xQtEbc1dfdUbniVO/Bu3HPhl3NLkwl4sO2ZKFbb0XsEeL4BSptrT5jsrjezmOfG97P3gl+HxD1e/37JB2abp3jJTStHTEqk5atbTEqWnJcLTZ+df3jQgy5uEWFHVZiPc9Dku9A/wryct3rjD5abOuUs5w5Mn6PvWLxGePMHI3b+Kc9ePr+Ruz89yYN8PmwZ0//YL9ZOqLdsU4Rh4Yf6BnAa4tkV3c5hMofoxcVtHjB1dcR46NDjv8a4p4kpPCSHWEQkk1rB0wZsx6VAul3jsdJJ7e23CztzRstDkKbpf/HtU8yYzQt+o3DgkuqF955Xv9ELF2k0SNlb90bGWzaah3vEvw+Ch6ttEW2DirCnFuMzaE/Msb9raxvMXkzWTskGWNwmx0gpln3PjM2cjnNwwoYkT/M9DYRKu4idumzuLGxt6ms3f/lUAXrzr94nf+PoV2+cF2fU6eMMfmGWen3s/pGqUzgZT/SnwYPhoY/lq89jYEqVcI+9CKcVbbunh3HiOQ/2pus8jPSWEWF8kkFjDhtMFwtM6U79w/BTpMrxm29wTnVXO0fPkH+C5Taj7fr3xUq+FlJkW775pcdWYlkIobmYmou2QGandvG7fD5nE70f/rHoTOmWB48L46eXdX0wnVte28Gosb7p9SxslL+BQf/0KVZYly5uEWCkXJ/LY02YjrGKSyNhhvjiU4NBowE/cFqY5PPc4WGzeSrb7dk68/I9xN95gGtCtVZvvNBWkihn47H+oPzMRa4PMICTPX/HLNkccwk7tnhKv3N1FIuzwhRfqBDcVYcdmINlA8rgQYtVJILFGBYFmLF26lB+hvALffmmYphDs75417a41G579IG5uiIl7fh033mCp13LOjET13La8dc8b4YRg461meVWmRhK2G4N7ftZ0zy7X6EcRboFUvwmQlpFSio3NEbI1Gs/t6W0h6tp8+/hI3edJhGV5kxAroVD2OTeRo6kyG6G8PNHR55nUMf72OY+bOmy+Z8fl46Dyi3Qe+jusUgY/2sngXf+ZrNNET/Pcvj1rTvfN8LY/N+Vo5yv9HWs3sxKFBsty1zDVU6LWDGvEtXngpm6+e3KUsUz95VTxkM1IukjRWyN5KGL9CnxT0ayQNNcWk+fN+/3iM3Dm0SXLE7qWSSCxRqWL3oyOq8HYKb4zYPHKzS6uPXO2ITr6PE0Xv82FXT9I8/b9jb2AXzLN4Xr3Ve9KvRosCzp3mcAmN1G9E/bO18Lrf880w6tGKXAjphzsMutsCuPVmMqPuDav3N3Jt4+P1u2ELcubhFgZFybyOFOzEUGZ6MgLaGXzd0cgVdL8/B0RrMpMrl1M0vvob9B64tPERp4FoOQFhB2bRHgJSmGvhLZtcPu/N8fEM98xF07VWA6E4yZfwr+y5USdiTBBndyGN+3pQWv40uHBus+jKv8P0lNCzMsvm+XM+QnIDMP4GRg8DOefgFPfgpPfMAHD+Sdh4FkYPQaZIfDyJjdzhZrZXs3WyRHx2jORLV06qVnFJE+cHqLgu9y3de7MQb7rNk7f9TuUe24n2siUe+BDbtIEEZHqJWRXVXOP+Tz0AsS7qm9z9jETLOz/d3PvCzeZkYf8xMIa8S1QU9jBsRR+oKtWeHn9TRv5ypEhvn18lO+5eWPN55la3tQUWeVZISGuUoWyz4WJHG2xEOiAyNhRlF/gSLaJz5/I8uB1IXa2mWOnm7nIpu9+ACc/xuCdv0am914A8mWfHZ3xhleNNkQH5iPwq3ztz8xdcCMmQXrBr6HhmY9BehDe9bcmH242N2aWQI0cM7MZi/whoyGblkpPielNVKdsbIlw+9Y2vnR4kHff0Ydr1x7LjIccLk7k6WldIwNda4XWlwM+ZVX+r5T5vKRvzlWitfkbCMrm5ww88+GXzcyCVzRBgF8yVRr11KyVBQSmkIDlmFUWoRhYzbVfq1RjZYNYEAkk1qihVIF4yAEdEJ44ztf7Q7RH4Jauy4GCVc4RHX2BbM/djLbt5brm2PxPrLWp0NR1vekcvVYluk1X7nLOnORmu/AUHPkMbLkHOnfPvT8Uh5Gj0Hvn0jTTq8KyFBtbIgwmi7RE5wYB13Un2Noe4ytHBusGElPLm7Z2xC6NxAkhls758Ry2pbAw1ZecwijFcDt/9q0sbRHFj9xi8s4iY4fZdOC/opXi4it+n0L7DQD4vsZWak4Du4aUMpWy1FN/29OCA2WDHTLHKCdiLn4st3Jb5bNVOeaPnzK9dyKtC1uKqhS89rfg0z8FX/sAvPXPqz8+2gapi+bzFVTv622NcmQgVTWQAHjzrT387r8d4bsnx3jVdTUGijCzuqOZIpmit35mgZaCXzYXyX7JjJZ7BTPiXs6ZC1+vwIz3EJj/Y60rgYRtZveVBahKRcNKwKEs855TViUncvrtUwGJdfkDBZaqsV3l/VxzWW6N26dvH5TN30Y5D37RBAl+aVqeZOV1dGA+TwUJqvI52lLZT7GarqG/zvUjX/LJl3w6Eg5Odoh8Ns3jgy5v2RW6PPKtNRsO/jmJgcc4+dq/IRTuoqmRg21uDNq2QNvW5f0hrpRlmV4TF56qHkjc8aNw8usm8fptH5w7EhOKmYBp7DhsuHHZdrMzEebCRPWkQKUUD9zUzUe+c5ozo1m2dVYv2evaFsl8mUzRk1kJcdXwA83RgRStMZe2eKjmheVyy5d8LkzkaY+HcDIXcdPn8aKdfOFEmeMTAb/x8ihx1xw/EhcfxQ830/+yD1CO91x6jkzJY3NblDoD6HOV8ybhOdoGXTdVgoRKmepLnxfwhNF2SA+YpRkoM5vc6MBDax+8+lfha78DB/7KNLGbTSmTLzF0BCLNtZePzqMtHkIp0xjVqrJ/+7e00dMS4fMvDNQNJAAcWzGSLpAIL2ImZq3yPRMU+GVz8VzKXQ4UyvlpI+wK0OZC2XbNhbMbNue2Wv/vWpvHVPusdSX3UFeu8advM+2xUwHA1DZ6+m368n5VMxXQzLxxaufmbsu04MByKrNu8atjZuUaIoHEGpTKl8zfXlAmPHmch0djlIMyr9ly+b+r5fRDNPV/h9Gb3suk00lfc2T+c1J+0pzUOq9bH3+o0TaId0AxPfekFm6Cu94Hj/wPOPFV0112tli7SayKtF5eLrXEmiJu3eVNr7l+A//w2Bm++uIQP/nKHTWfx7EUo5miBBLiquEHmuF0kdFMEY1JoN3YEqU9HiK+giPMFyZyuLbCzY8RmXgJL9rORFHzd88X2N9t8+rNNm7mIuVEL6N7fpxx7wcJpi0hmrouao83OBvhFU1iZ7gJem83x6GlON5alpkpiHXA2AlTVCKcaDzHbcer4ZZ3wwv/YhqP7npdlddwIBSFgedNWe5FzOa6tsXG5gij6RLNVWZqLaV4054e/vejpzk1kmFHV+0gIVFZ3rS1PY5V5fi6bvgeFCZNOd7s8OU3lZp1IX2lI+yXZguWYqeFaIzMCa1BwxlTrclNX4DA4xvnAzbGFTd2mCnu8OQJOg/9LdnuOxjf9U7AjALVVcqYKfONt1yeKl/rlIKO3ZV1kFVGQK5/o5m1ePxvqq91VAqirTB0yAQjy8C2FF1N4ZoJ1S1Rl5ft7ODho8M1yyICxMMOA8mCVG8SVxWloD0epiMeRinF6dEsT54e5/FTY5wfz5Epekv+ni96PpO5EufHc7xwMcm58RwtVoHo2CH8cAsomw8/W6Tow8/tc+l+/q/Y8o2fw02fB8ueEUQAZIseG5rChOabjgg8yI6CVzIFI/ruMQMhSz1o40Zg4x7YfAcEgXnNauWwq7n7fbD91aaMdi2huFmDPnZ80bu4sbl2TwmA+2/sJuRY85aCdWyL8nrtKeFX3g8Dz8Opb0L/QShMmHNSvMN8xNrNzFIoDk5YlumIdUlmJNYYzw8YzxZpdzzCqTOM0sIzQznefUMIpRRWOcvGJ/8QP9zK4P5fJFcK6EiE6p/kvKKZRt18lzlYrSeRZjMKlxkxozXTKQvu/Xn4xn81tdDbq4z4264ZsRt4HvruWpYyt11NEQaShZr3v/6mjXz7+CgHTo3xyt3Vp/Jd2yJVKJMuejOaZYlF0npa4upU8qqetl7YWvjSEnFFwo59qS9OyQs4PZrl5EiGiGuzqSVCeyJMPGQvKE+o7Afkyz65osd4rsREtkzZDzDjsoqwa9EZ1sRHXsB3o2jb5blhj6+dKfPeG3zuOvLfiA8/zfh130c5MTcvwPM1AdDVVOe4GfhmBkIpk3vWtGnZ8rJmiLWbHLHJ82aGwg3PvxzJcuCB3zVf68CcF6qdE6KV2dxomym3vUDN0cs9JaolVCciDq+5rotvvjTCj758O4lI7d9XxDY9JeYdLFsL/LJ5L6T6TQUhtPn9xtokSBBXrVUNJJRSbwD+DLCBj2it//us+1Xl/jcBOeC9WusaNeyuDmaEDsKp0wS2y7fPBgSaS9Wa7MI4oBi84z8RhFso58rznOQ8c2DbfKeZBl+P2rabA3Pgz51N2XATvPtj5gRZSyheqUjykmm8t8QjhM0RB0upmmuCb93cwoamMF85MlQzkACwlWIsU5RAYjavaNYQB960ah6eScq7VNGjVLnPM/fp2TNENdbpwuVlBZYzM5lval2y5ZgLQ8udmYh4Kfmw8jEjSJm2jZgj5FiEHHNhWPYDzo7lLgUVPS1ROhIhEmFnRlDhB9oEDSWPZK7MRLZEtuxXggYTqMRcG2fq70cHWKU04YnjaKXRTpSyr/ngUwVuiU3wq+N/TCR9lqG97ye17Q1zd1JDplhmZ1fiUj+fmfdrc2wNPDOI0dJn+uGsJNuBju2Q6KqUtRw2I972PPuhA/jKb5ntXvfbc9+nU7O5gy+Y4CRUPb+rlqmeEqdHs6ZSVhVvvqWHrxwZ4msvDvGOfbWTu+Nhm+F0kV1eQMhZgxfjEjyIa9yqBRJKKRv4S+AB4ALwpFLqc1rrI9M2eyOwu/JxN/DXlc9XpSDQXJzIEymnCOWGKMe6ePhclq3NFttbzAGp3NTH2df9NVg2JS8gHrKJuzX+G3VgLqC795jRq/UqFDPBxOTZ6j+H5ZgkxONfg30/XP3iLdoGqQvm5HgFFUmqcWyLzkSIZL56dRGrknT98cfPMZgqsLFGQ6up5U3bOuLXdvUmv2yWouUnzUxTMVv5P51aVzyt4sj0z5YFdgRC1sJO4FNlN6c+vPzlGY1LnwMuJR5eqlYy54nmPveMxNrZ1VOmVUmZCnRmVFKZXh2lsp0bXfL372pzbYvW2OWg4tx4jjOjWUKuRU9LBK1hImuKEejK7zhkW0Rcm87ZCdxaY5VSOLkR3OwAKigT2CGCkCkB+amXSlxIlXmm9b8Rzk3Qf8/vkOu+vep+JQtlNjZHqudGFNOmek7zZmjfvvq9eMIJ2LTfXMgOvwi6kuRd6ziiLDMI8+TfmmVSe941dxvbNRfEgy+YgagFLontTIQ5OZypef+OrgQ39jTz0KEB3rZ3U9VBGLjcU2IiW6S7ZY2UgvXL5viU7jez5RI8rC4dXK5qVcpWktezZmatc7fJTzn0abPE+1JyexZ2vg569q723q97qzkjcRdwQmt9CkAp9Qng7cD0QOLtwMe0WUR7QCnVqpTq0VrXX1i5Dk1VOBlO5enLn8ILJRjJBRwa8fmRPWEiyZN0HPkYQ/t/ET9ieiPMW9c8OwrtO6+OC4/WLZA8Z0b/qs0+nHkUnvrf0L4Ntr1y7v3TK5KEm8ySqSXU3RxhOJ2sWabwdTd0809PnONrR4b44XuqV8y6Zpc3BQGU0pXOo0PmBI0yF9VuDBJ11nMvBbXAwGMhpgIRKrXRL1VQmeoRMKtCytQ30/MGpldeUdbV8fdcg2tbl0awy37AhfE8SinCjkVbzK0eYGuNVc5g50dxM/2ooASWje8mZhwrhrMB/+dQkbt7w2R2/yST0Q5KLdULIOSKHvGQzabWWRXjpi5C4l2wad+iKxstC6WgqdsEEOMnzdKkUNwMxFSz9wdg6DB8969Mrln3zXO3CTeZ88joCdhw/YJ2Z6qnRL7k1+xv9OZbevjjrxzjmXMT3LG19mBXPORwfiK/+oFEIQUTZ81xajWCBx2YEsBOxORW5MZhsnJe1H5lVtY3788NN5iL65PfnHm/9s3jb3q7ec4XPgnF1LTBlMoxa+8Pmtc4/lXzPpk6Zk1tc/0bTC7Q0GE49qVZM7TKvKd2P2Au3g9+fOYgCsq8t275XrMPz3zM/CyBZ2acA98Ea/f+R3Pefvaf4Nx3Z94XeHDXT8L2V5nXf+SP5v6+rvseeM2vm2pYz3zMnE+m/iZC8WllZsWVWM1Aohc4P+37C8ydbai2TS8wJ5BQSr0PeB/Ali1blnRHl1vZDzjSn2IyW6AnGMbycvjRDr51wlQ7eV1vkY1P/HeU9tCVA1YQmKUw1apiAOaPMrGxet7AeuSEoGOXaZhULVHw5nfA0c/Dd/+ydi6I5ZgDyMDzsOXuJc2XmPp/0FpXvdjpagqzb0sbX3txiB+4a0vVCk9wjSxv0tpcjBXT5oScG7s80u9GTVWaq2VGRikzGwH1l981IvDN720FrIXj6fSZijmmgofCOG7mIpZXRNtTwUP1i/sXv/sFftM6xbZ97yeXuLPm65Y9s5x0R1ficrnXqUpMkVaT5LyWZ3idkCl53dQDIy9CZhRirXPff8qC+34dPvU+01/inX9rZmxni3XAxBlzwbzA3kNTPSVqBRIv39lBa8zlC88P1A0kpnpKZIveilb8uqSYhvHTpqmfE166SlzVBB6XyqKefwIuPAnJi6bHR7rfXES/6pfhhrfAxafg4d+f+xy77ofX/qYpP1ztAjveeTmQOPwpsyxrxpJNG256mwkkRo7CqYdnLde0oK/yN5QdgbOPzpq5DczfzO4HTPB96JMzgxC02YepQOL0I2Y2bcZyUtcEDsClMrihxMylqFNL7jbcCPf8jPnenQoUEpevFRIb4Se/Pjfgy44u+r9JXLaagUS1v8JaBYjrbWNu1PrDwIcB7rjjjnVT+qbkBRy+OEk+OcLm4lmscg4v0grAw+fK7G5V7Dv+Qdz8MBde8YcEYZNwnCt5bGgO41S7IC2kzB9R981XVzJpcy+MnzEHqNmBguWY0YvP/yI89wm4/d9Xf45QzHS8Hjlqlnwt0cnAtS06E2GyxeodXQFef1M3f/DFoxw8N8Ed26qfNBNX6/KmqZr62RFT/nCqM6sbNRcvshxgTVmS46kOCKfP4+g42nbRlskz0ZaDnso3WdhOYZWz2IUx3Gw/lldAKxs/FJ9TaWn2fhSe+Cg/kfl/nGjaC9EATfUL2yAwVZqu39hM2LHMRV1u0rxPN+0zI73r5e8y2gqb7zZLOkeOmXyI2TOx4SZ44L/AZ38WnvsnczE2m1ImEBl83iyfWkAQNV9PCde2+J6bN/IvT55nMFlgY0v1ZZ9QKZGdLq5sIDE7gIh3Lu3/f/9BGDtpgoTURRMwpAfhwb82Zdr7D8KL/2bOfa1bYevLzdebKsvxem+Ht/yvy0snp5ZRRiqFSWLt8IP/PO1+5/LXU97z8fo/08t/znzUsuM15qOWxAb48a/OvG36bCzAuz5S+/FgZkf2/mDt+9u3m49appaHimWxmoHEBaBv2vebgf5FbLNuFT2fI6fOw9hxenQGP5TAi3UAcCHt89J4wN9s/TpN/Y8xcvOPUuioNFbTZilU1bW7UyOWPbeuTOWQlWTZpirKwLPVR8Y27TMHtGc/Dte93ozIVRNtg2S/GV1s7au+zSJ0N0c43J+sGUjcua2d1qjLV44M1QwkHNuidLUsb/JKZrZh8pyZOkeZ0dJQ/MpH5xeinIPkBXCilxttSeCy7L55dJBg8BTdnWHUjKVbRmC5aCeMdqIEdpTAiVYNOCwvj50fx81exPLyaGURuAm86PwJwMov0/n0/6J14BE+Z72WXff9HG6dmchUocTm9hjNEdsssdOBWdLT3Lt+ymZPZ1lmWWisEy4+bQL62fkcnbvhLX9qjq212JW/2wtPmQvajh0NzejO11MC4I03b+RfnzrPQ4cG+LF7a18MJsJmeVNfe2z5e0pcCiAGzDKgpQggJs/BS182o+/f+3fm93fw42ZWwY1By2YTPOy4D0KVWbXb32v6JdV67ViH+ajFciDRXX+/ViMwlgv7q8pqXmk+CexWSm0HLgLfD8wOOT8HvL+SP3E3kLxa8iMKuTQvvfg8oXQ/kXgTnjtzuc63znnsUhd4YPijZLrvZHLXg5cfW/ZpjrlzK4mUsqZizeY7Vj/5b7kkNpiLwVKu+trfe37GnOyGjtQOJADi7SYpMdJ8efTmCjVHHdMXtMbyJte2uO+GDXzuuX4mcqWa1UzW9fKmIKg0Xuo3idJamwuQenXrr5RXNCf8VP+0z4Ow7RWm18jQEXjol6c9oLI+d/Od8LrfMvv4rT+6nDsTbr78vujZa056tXJzRFV+oPn1zxxhLBvjpk6b+7e5vLrPpTk87e8i8FHawyqlsfQEKvCrBhwAWikCN44XrXPRNIuTH6XnwH8hkjzFH5a/nx2vfA+uW/tvKlPwaI+F2Bit9GZo3mSWU7q1R8nXjVDM9BA6/8Tl5SPTTeVHjJ0wS7h6qySgOxGIh80MR3YENt5sBmXmsbE5ykAyD1T/3XckwrxsRwdfPTLED961hUi1CllUekr4ZS5OmmBiWRTTZtY7M2CCpyudgSqmTQ+Jl75kcgmUZc7PXsH8P7zy/zPn6lpdytdbufYVVPIDSn4wo/7F1G9QTQtS1Kwvpu5TCvA1IbSENFdo1c6MWmtPKfV+4MuY8q9/p7U+rJT66cr9HwIewpR+PYEp//qjq7W/S8YrURg9w+mXDmFhEWrpJph1ANFa8/DZMq0dfYxt/RFSW++fMYJa9AO2Ns0ajZseRKzXMq+NUAo6rzfBQrVAItENP/gvtRMMp1gOhOPQ/5ypxb4EZRvDjk17zCVf9mvOSjxwUzefPniRh48O8879m6tukwg79E+us+VNxYypXpI8e7k2fXSJkhB1YGY2UgNmjXCqEizsedBUnjn8aXj8Q5e3dyLmItArmu+7rocHfs9UYyqkzOxIIXk50PQKZrS2mDJfT7HD8ONfNl9/9udM1bBom1kuEG0zFUH2/oB5z02eM0mFU7df4xcAtqX49E/dxUf+7Zt8a8jiz58q8NfPFLhnk8P9213u3Ojg2jYaG71EA/12YYJE/2PYxUnGb/whvHArBSL8SvnnyW1+Je/cWDuIKJR9HDy2hIso1WzWfzdwkbyuRFtNAu7wUVMudjat4Tv/y7yX3/nh6gMxU0Urynk4/yS0bTN5eHVmv01PCbtmTwmAN9+6iUdPjvHt4yM8cFPtvhVtsRAnhjO0xUM1C1ssSjFjZiCmAojYFcxABP7lpOKH/wDOPWZ+T3f/tMkZmD6D0FxnsEtc4gWagudTKPmkCx7pQpmip82v+dJWCo25bXaPyzn/k5UigHYuyZa2Eu1X8SXTSljVITat9UOYYGH6bR+a9rUG/sNK7U+h7KM1NRPDrkjgQ2qA/OCLnBxOE4RbiIarX7yemfRx0ud51f6dTO5+54z7PF8TstXMg+i1EkRMibWbkaJiunrVlFDM/L6f+4SpLFFr6teNQXkCho+Y6hNLcNG+sTnCi4PpmoFEX1uMm3qa+cqRIR7c11s1UHBsi/J6WN50aenSWXOBbtlmJH8pRu4Lk5cT6x7+fTjxtcv3Kcv8/+94tfl+y8vM9809phnY7NG9cBNsr1LJa4obhR/6l8rPVKwEGimzJGrK9W8wF1i5cZNjM3HWrF/eU/n7fOGT8OLnpj1n3LxP7/gx2HkfjJ+CM98xy+kiLZc/Yh1LXkFsrdjYEuFdOzx+eH87JyYCvnqmzMNny3z7gkdzSHHfVocHtoW4rt1adMBsFydJ9D9G4uJ3iI4eQhGQa97Bc23fy9EJ+Ebxtxm0Av5+b+3AzvcCvMwE13fHcXturixjukqXvrX0QW7C/N3GZgVKSpkKN5/6KZN8/bYP1u5H4UZNsDx5ziTJ1pmdUErR2xrlzFiu5izsnk3NbGmP8fkXBrj/xu6a7wfbUkRdm6ODKfb3tV35EqdixiSSp/uvPICYWrp0/Mvwmv8Mvfvh9h8xH53Xr5/cmlXmB2bZd9ELSBfKpPJlCt7l6koh2yJk20RDV/77zBVU9aRbsSAyVz/NULLA8eEMfe1R+tpjNS8GF0RrM00+coxcLs1LSRs72l69wVFF4YXP8qXQxzjW/D+A62bclyt59LVFL5/nrrUgYkrnLlMOLpSofoDODMLBf4QLT8Cb/6T2xW2szVQOmjwHbdXLsi5ESyw0ZzRktgdu6ubPvn6cIwMpbt5UfVnVml3eVGvpUrURzgU9r28S4M8/YT5Gjpokwk174bo3mMT4ll4zSpronrk+u23rkvzfAebiyOkygcl0UxVOarn13WZmKz9xOdjIT1wOEkaOwVN/N/dxu7/HVM7JDMPnf2FmkBFpMT/vzZVljaMvmYvcdUYpxe52m93tNu/bG+bpQY+vni7z0Mkynz1epq/Z4v6tLvdvc9kQn/8CXnkFtBOBwGfL134ap5xhLNTL1+Pv5F+Ld/Pt4V70sJmN2hhX/NKdUdqj1Z9XlXIU0pNs3rqb2Nabro5lTPUoZWYlzj1ePV+iZTPc92umWd1jfwGv/KU6z2VBvMME3OefNDMTbduqzk50NUU4NVK74phSirfc2sNfffMkxwbT3NBTO7iOhx3GskUuTOTY0rGwRnmXzAgg3MUHENWWLvXdffl91HXD4vZvJUwvR131M0BweXhf68r3XN5udl+cS6W0p5eCrd2YU2soeD7FckCm6JEueORKPlprUOBaipBt0xJdh/lJ1xAJJKZRuVHaUqdJFxIcHIjS1d5Eb0cb8Vh8cSNU+Ulz8s9PkCbOS6kwYdcm7NZ+rtD4Md44/jGedffSumH3jPum/p5bp5Ksr9UgAswoc3OfuZitVrKwudesP334v8GT/xvu/qnazxXrMBeukeYrXs4QcW2aoy6Fsl9zre8rdnXy4UdO8ZUjQzUDiTW3vKmYMRe7yXNmJsKNLN3Spec+Ac/+XzMToCxTyu/295qa+GDe35vvuPLXWU4tm81HLde/EXa9zsx0FJKXP6bnjmy4ydyWGzfLLKaWX00FEl//L/Dg3yzvz7GUCkm2HfpzSHTjh1vww6144VZeHeng7nv3kClpHjlX4mtnPf7+hSJ//0KRvRtsXrfN5ZV9LnH38vveKiaJ9X+X0Llvk0ge59c3fpjDkw7X5X6cl4IejhX6aA1b3NBh8++22VzfbnF9h01LuMb7M/BwCkkmgzBNu19G1zorGX5FnLApxnH+cTMKPzuJfNsr4bYfMFWcNu6B3a+v/3xuzCwnnDhjBmW6b55zTG6kp8RrrtvAPzx2hs+/MFA3kABojYY4OZKlLR6iqdHBFq3NhX/yvKmO5CwygAh8swQyFIeTD8N3/qcJoO75GVN2tV7y82oIPDPT6hXNQNDUj2uHLl/0X2qWWWnsqezLX2PNut++fNzXutLbwat8+OazXwa/BNrH88p4vo/na7xAU/I0hXKZoh9QKAVoNFqbwTPXsWizbbR9eR80CnyrUvq+fmAyx+zgBz0tD0ujtL+Ev+hrlwQS06hSmnB+mJjKgO+RPeNz/KSpjtTZ1kIs0WJGwMMJ80foRMxBefaBuJQ1Jd3SgxCKkbLbeWk4TdS1CTm1L7zs/Bidj/8hQ7qNZ6/7eV4z648lW/ToSIQI2da1HURMad9mEv8Cv3pFld0PmJKFz/2TGdHedm/155lakjPwfCVf4srWt29qiXBsKF0zkIi4Nq++rotvHBvmfa/cUbWc4ZpY3hT4ZjZt4oy5qJ36PS02OT3wTOLz+SfMRcy9PwcbbzUBydaXQ99d0HvHVbvUxyRvdlZPPE9sMHXfZ5sqkwvw6l9bvn1bDqUMoeI4bvY8dnESVWn+VIpt5OzrP0IipPjZUz/Lf/CLFDpbGfRbOJlu4twzzfzE0w9y6+YW3hF9jusHP8+OwgvYBJwOuvmn4AEeO5djY3sL0d2v5N0dNje023TF1PxBt9bYxSQA4/Gd6OYetvWu4Z4QyyXaakbLR45Wr4B354+bYFY1OBI8Y3bicdMIddbsxHw9JaIhm9fdsIEvHhrkx1+xveYyKDBLnGIhm2MDafZtbavZlwcwAx/ZEbMEs5gFx1lcFSavaPohHPq0aYJ278/DrteaHKzO61Z/6dJU7wa/aK4NLiUChM0xtXmzuVZwImYmaomqkHmVpOeypyn5AfmSmVXIlX1yRQ9Pa5TSYPtgBdiuWfnpqICQDU6lQafSAYH2KflllDaN6VTgoSqfLd+HoICly1QmLNAopi9O0kqZlhNUNsAEInpGMzwTjGhlUYq0m9+HuCISSMyi7RB+pVdDBEDDeNFjeLhAR6pAd2KMmKOnRbiYN2IoboIMrc0ymcrBaiJf5sRwmkTIwXFqH2iaz36Vruf+kiCAX/R+i9+oUh7UCwI6m8ISRExxo+aENXGq9ijQy95vlpV88w9Mw6VayW1OBMpFMz3ds/eK1ki3xkI1up1c9vqbuvnS4UEeOT7CG/dU3ydbmbrpKx5IlHKQHoLJM+biPxS7sqVLZx8zU/8XnzbvXWWZCjJBZTTouu8xH2Ku6Uu4Nu5ZsYZ0S6K5l5du/wCxtm7QAVY5g1OYNJ2nK5JbH8DNjWAXk/QWJ9iiBrFUkpc2vpsvXfD4fv0lItYg/+q+lXMd9xLv3skNHQ4fbbaq9iWoR5Vz2OUc5cQmMrEt5AKHO3rbcGokAF/1WrdcXoI3e1bXcuANf3D54rjRqmWXZidOm9mJjXsuDTy0x0M4lsLzg5q/8zfd0sO/PT/AVw4P8p47688SxUIOo5kiF8ZzbO2ctcRJa7MEM3nRVHIDc65MLKJ6nNamZOvjf20GBzffebkZWyhRv2zuctDajPb7JRMkmRtBORBpgnilsuFUwLCEjVcB8iWfiWyJoXSBbNHDC2ZWPbKUwrEtXFuRCLv1gzxgUXMCOrgUfIAyAQSVDzX9c32ZbBG9lrrTr1MSSMxHQTzigHZIFj1Gx80MxcaWCPGpHIrAMxVhiinzRx5vB2UxlilxaiRDIuLi2LPe1FoTGTuM0gH5rlsptO4i2fcA7z37AImNm4nPSiQqeQHxsEOCogQR07VsNoGbX65+wHTCcP8H4MBfzz/TEG0xlYcmzkJHneY284iGbBJhh6LnE3aqj/rs2pBgW0eMrxwZqhlITG9Ot+x107U2FxST58zonbKuLHF68qzp25DYYJZEDb9oenz03W2SEOs1ELtSWlem2cvmfRF40wK7yhdqajq/ypS9sld/dPFqoyyCUDOl0MzZponrv7/q5u8D3nu7ZmzsP5Bp7+R2x6JKQdLGBB5OMYnvxsl1344XamYiU2RvX/PyFNZYL5QyywjPHTBLdWaPzE79DTz2QXNMuP93G/u7UJYZ8S/NnJ1wbJutHXFOjWRoj1c/Fm9ui7G3r5UvHhrke2/vm/citC0W4uRohrZEyAy4lPPmeDN5zpyT7aku1IsMFgMPvvif4OIz0Lbd5NtVK427HAL/csDgl7k0w4CqlNTuMkGaGzXHWie8bMetXMljPFtiYDJPpuihlCIechoKFJZF5ZgtidJrgwQSjboUUJh640eyadpiLhtbIyRClXbt065jR1JFTo9laY642NODCO2T6D9A64lPEZ04Rq7zVi523UqpZTv/r+N9PHcsz29unXtBnC/77GgBAsxoSGiRSWZXGydkar0Pv1h7tKl5E7z+98zX1U6Y08XaYey4CSoW0MF1tp7WCCeGMzUDCaUUr79pIx/+9ilOjWTY0TX3wnqqOd1opsiG5mWafp2a9h8/DV7O/G5iHYs7IQWeSYA//Glz4t3zLtMR9ca3mmTlpTzJXVqHWzYBw+xAwYma8r6xeGUpYuUkq4NpJ+jKOl6veDno8AuV55t+ipq137YNVsgs27BcCTqWSchW9GyosuymETrA8vJY5QLasim03YAX7wZlMZ4psrMrTkfi2i7RC0zLl3gCYm715S7xLjj0/+CFf4Fb39P4c4diJpdq/NSl3Inu5iZOj2bwA13zAvTNt/Tw3x56kQOnxrh3V/0ZBNtSxB3FidOnuTWRwilMmIvMcOLKBtoKk6afjOWYikvbXw03vHl5eskEnjkO+yUzSDgVL9iOyQWMdZrPbsQcn+3wslcV01qTK/mMZ0v0T+bJlXwsZRLdOxOyFEjMJIHEQimIhR1iGnJFnxf707TGXHqmAgpgMFXg3FiOlmjo8t97UKblzFdoPfkZQtkBSvEehm/7WVJ9r8ULNB99ocg/v1hiW4vF3Ztm/rcEAbh+npZw3MxESBAxU3OPWcfvFevPOqQGTGWcu37SJMVVMztfYpFVXFobqN70muu7+PvHTvPVI0P81Kurn/Sawy7HK3XTa9VgX5Ri2kz7Jy8A2pyowotcvlRMm9KnRz5nLhjiXXDnT5gTL1z5WtxyDkr5yjfTlhO6UdOzIRS/PIVvhysJpFf4uwp886H9aUmEvll/XMqZJUblrElCD4JpwYS+HGBYjtmna7yLdr3CA0tKB1jlHMovgrLwIh0UW3ebpaqWGZxJ5ku0x0NsaZdj6CXRNnOxPPbS3GplYIKHocNwoFKZ/ZZ3Nx48T5+dOHeAUNMmtlvQP65oiscudS9n6rNS3Lmtna6mMA+9MFA3kLDKWezcMF2Z82RyBYbaWuntWuQgyBS/bAZCnvmoWRZ7/RvrF+pYKB2YY8al3CdtjmXhJgj3XM5hcCJL0ttoQbumNdmSz3imSH+yQL7km0At5NCZWN1LxULZ9I9IVcrBTn3tBxrHtnAshWsrHMvCmfbZtdSl+x176rapbRTZoocfyLzGlZJAYprE4Y/TfP4AXsf1FFu2U2rZTjnWXf1CQEE0bBPFJl/0ebE/RUssRNSxGEwWLgURl0oVKou2E5/CC7cycNN7yWy6B5TNQCbg9x/LcnQ84E07XH56f4TIrFyKQjbJhoSLLTMR1Vk2dF1n6vpXSxyckugypUMf+WMzi9G2rfp2TtjMXAwdMv0lFrHGNB52iIZsSl5QM8G+KeLysh2dPPzSMO+9d1vV2YuQY5EplbkwkWN75xUuBwp8UxFo4rSpKGa7Zm30Yi/0C5OmL0I5Zypj9ew1J9+tL7vykTuvaC7WdQDhFujecbl2fbVKM0vNsht7Da0vz2xMfRSzpjldOQf5pAlGps9qOCHzM9ihq3o2I2RbbO+KM1CymMyVcCyLWMhZ2sFU7WOVc1heCW3ZeLEuvOgG/HDzpeBhSqHsY1mKG3qaln+p4HpzKV8iaWZjp1PKFAJ4+PfNEtHUALz8/Qv7Gw/FzN9uYYINfpnxiUnCeRtr1mxfYIfQdoS37rD5u+eSXLxwji0d8csBh7Kwi0nc9HnsUhpt2fihJiKtrfRnSzS3+DQtplGd1mY29cBfm6pOfXeZKmpLxSuaARcwM+SJjZVS05G6zfyWm9aaTNFjLFNiIJk3jRkti3jYIb6MwUPJC7g4mWMyVyZVaTCXyk/7uuBd+j5VKFOa1kdiqX3ifffQvVwz/tcICSQqDp6b4MkXJnm3NUD76LMozBs3cKIM3v7LZHvuxskO4hQnKDZvQzuX629fCihKPul8mZZYiFD2Im0nPk3ThW9x9r6/wIt3c/7Vf4Ifutws6xtny/zZk3ksBb91b5RX9c29YLVKWYLAp3X3qySIqCfeZS5qS9navyfLgdf9NnzqJ+GrvwMP/rVJDqwm0mIaN535DnTsNI3OFnjA72mJcHYsR6jOyNLrb+7mkeMjfPfkGK+5vnoQ1BIJcWY0R3dzZHG9Tcp5kzw9cdqMrrtXkDztFU3d9MOfgcIEvOfjJjj7gU/UD+IaEXjmZBv4ZmlS524zrT9fl/LVpJQJDKb/H0/P3ZvK1/CKlWVUhUrp15S5cKtUMkKpSiW48FW1XKo5EqI5XCQfg4lCwHC2RFlZRFx38bMU2scqZ7H8MlrZeLFuirEu/FDtnB4/MBdM+7e21VxueE2zLOi+Cc5+t/ryTycM9/8OPP5h05vHK8FCj0WWDeEmwmFo6QwzkS2TiEx7jqnqPYHHm/s8/vEFzRefO8Mv3Hr5ItJkCGh8N443rcCGAqIhhzOjWW7sacZZSKBYSMI3/itceNI07HvDfzez0VdqavbBK5pjbteN5ri7BrreZ4oeI+kCA8kCxXKAbZkmt4nw0hf28APNufEsLw1lODGc4fhwmrNjObwqMwGJsENzxKEp4tKRCLG9M05TxKU56tAccWmOODRHXZoiLk0RB9e28PwAL9B4vqYcBKbM7KXbAsqV+7yp+4KAcmWbZKFMZ2JlZ36uRhJIVJS8gH+038HvJ9/CHZ0e/3HXMNdxlnDyNKXEJsBUVup46Z/N9vEeSs3bKbZsJ7PxbkqtO4iGbNrGXqLt+U8RHziAthzSfa+9NKPhh1sByJc1f/FMga+cLnNzp82vvyxKd5VGTFY5S6FUwt1yJ9HEVVoSc6koZWYlzj9ZP+CKd5rRtYd+Bb79P+G+36h90RZrM6PNI8dMDkHHbtPboMHR8I5EmJMjGbTWNctS3tLbwsbmCF89MlQzkLAtRdixODGc4dbNrQ299qXGccnzkB42FwpXkjydGTJLl45+3px4W/rMEgcdAPbig4hLU/0ls2/NfeZ3HG66Oi6mlaosuZp2gm42xxOCwFy0eQWz9KOQhGLSBFO6klQ5FajY4fW3RMoJmaWYXpFoKUe0lOb/b+/O4yM7ywPf/95zTu1VqirtUreW3ttub9228QImtjGLiWMzMBC2QBIyXCaQhCEJITf3JiRDchNnksmEJMyQBDAEiFnCZjaDMavdxlvb3XZ3u/dVarXWUq1ne+8fp9StbktqLaX9+X4+9dFSJdVbR6X3nOddnqelUiQ/OsTZXJ78qItpGMTCFsoKRpzHlrm8iO9hOHkMz0WbJm6slUq8GS+cuuT/o9aawWKFrS11pGNLrMDjUjK2X+Lk4xPvl1AG3PgecN4ZzA7mzwR/q1nUTWhJRTk7Wjm3dzj4/QqUhTYs6pJwa2eJB084/NqO9AU1RSYTCRnkSg49w2U66mOXfPy5pbDhZNDP3/TeoGZLLWZTK3lAB3Vg0muCQa4l0J+NlBxODBboy1UImcHMQ6qGwYOvNaeGS0HAcGaUA315DvcXzs0oJMImG5uT3HPNGjY0JahPBJvk62IhkhFrwTduDxQqQZZFMScSSFTdsL6BT7+hnS88doTPHwzxKzvbubWzk1+/6pW0JYMT+Mj6u6hkNxPOHSEyEtwSPY/iRdLYmfUkenbS/thH8EJJhja/ieH1d+FFLyxw9sKgx188WqIn7/P2bWHevi0y4T+P4RRQvk9/5iqubplFyrrVKJYNLmjLI1PXIlhzbVDw7IlPwOWvC1IUTsYMBcGHZwdLnQYPBTnDE02XXIefiFg0pSKMlrwLR97GMZTijstb+Ledx+gZKdGWnvgEmIqG6M+XGSwEa7wnNZa1ZOhYcIEaigb53ed6Evv+h4OAquvm4GTbvmP2v1Pr8/selAr2uKTagpPtPG8iXFIMI5htCcerG/urBe3GCl455WCJVCUXLDlxS/Ob7Wo+XFRzxATSWpP2HIqlAv3Do/QOjKDtPAm/TMwvozz7ogUvGm2EcBKtuLEm/HDdjIKqwaJNWzpGW0aWL1xSvB4aNgcJJyabtQzFgv/h730YSoNw519Nvkx0ErGwSX0iTL7sEp9kKdI9m8J876jD9444vG7z9C72UtEQPSMlMvFgxHpCvgt7vwFP3hdkYWrYAHf9z7n1kWPF7jw7mE1t2rpkZh+01gwXHY4NFBgs2sQsi8ZkZM6FTrXW9I1WONCX52DfKAfO5Dl4Nk/RDhK6hi2DDU1JXrOtlU3NSTY1p2jLRGectlksfUpfakfoMnTdddfpJ554YsY/d+LgHoZPH8SP1fOFvRW+tN/G13D3pjBvvTxCXeTF/wDKLQMabcWI9z1FKH+KXOcdFyx9giBS//J+m088WyEbUXzophhXNU9ycVkNIkbqr6ZiRrlhXf3SqG68HFTyQd2CRMPUFxvah97dwR6ImXArwbKUcKIaUExd2Gik5PDUsSEap8gQM5Cv8Ov3Pc4bdqzlHTd1T/q4suPhac313fUXBp++F+x5GDkeFJBTRjCiP5f84T3PwlOfghvfG5xoz+4PLgpTrbP/nWPrhDXBBUumM9ijUeM85yuW5wb7LWZ/cTKrTmS2/el0eb5muGhzYjBYM23ikwppQjgYno1vhvHDqUn/ny9e2uDr83ntNZCKWly9NrN660XMlO9Dz64ggJ2q+OTZ/fCdPwwSELzqI9C+fUZPk7dd9p7OTTki/L4H8xRd+Nc7E9M+B9quj+f7XNaeJnTxIN3JJ+DRfwiSc7TvgJf9DmS6ZtTuCyzh2Qff1wwWbY6eLZC3HWIha3ZLY8fRWvN8T45v7e5l14khcmUXAMtQdDcmqgFDEDR01McXJzXsDAwUKlyxJj3l+XkKS/vFLSCZkZhAPKT41aui3LUxzH27K/zHfpvvHrZ567YI92wKEx6XzlWPW0tabN4BzTte9PuGyj737izxRK/HS9dafOD62IRBCVpjOKMorSg2b2fENtncGJcgYiYiyeACNXc6WJo0GWWcDyIOfC9YEzudwjRWJBhpcstw+qlg5qNxSzAbMsHfKR0LkY6HKNrupJ14QzLCtV1ZHtrbx9tu6Jq0842GTAYKFU4Pl+iojwf7QUb7gsJxngPh2OxTt44ZCyBOPRW8pvyZIJCYS9Gl8nBwERxOBOuEE42zzoa1qpkWK7HLNg1FQzJCQzJC0Xbpy1U4OVTE9U1ioQSmofAcH8fz8Hz/XKbfsSyZEcsgFjZJx0PEQibRkEnYNAhZilA1Y4v0oTNgGMFG4+M7p86E17QFXvdP8J0PBUtFX/5B2PyqaT9NMhyse58qq9fdm8L89WNlnj7jsaN1eu/9sGWQK3mcHi7SNZadK9cDP/3bYNlWqpoOvOtls+srz80+VMCKL6nZBwgC84F8hcP9BUq2RzJi0ZCYW39bsj1++EIf39rdw9GBIomwyQ3rG9jSkmJjc5J1jYnaZhUUy8rKOyvVUGPc4HdviPH6LWH++ZkKH99V4esHbH7tyii3dlnTmqJ7vMfl3p0liq7mt6+LcteG0IUnNa1RbgnTLQMKJ9aInVmPZ0ZRth1UshYzk+2G3MnpVWPNnYIf/RWsfQm8+iPTXzJhRSEZDZbonHwiGFlv3BRcfF+kuyHBMyeGpxwNeuXlrTx+dC9PHhviJesmr1+RiZicOHGM5twoEWc4KJ42l70PY0ZOBifasQDixvfC5b80dc2NS3GKQQajVCvUr5teoCZWtXjYorvRoqM+znDR5uRwCdfVpGIm8ZBFPGwSMg1CVhAghE1DMjDNh1C0ul/iialnd1OtcPdH4Xt/DD/8i2BEvmXbtJ+mLR3jhb7cpIHErZ0h/s/TFb5+0J52IAFQFw1xJlchG1bUJasZo4aPw43/NViaac5yXbydD5Zkptogs3bJzD4AOJ5/rn6V4/kkI9ZsR9rPOT5Y5Nu7e3hoX19Qy6opwW/dvpGXb2pamJTOYlmQQGIa1mVM/uIX4jzV6/LxXWX+v50lvvyCwbuvjnJ1y8SH0PE0n9xd4Yv7gtoQ994UZ13m/D+ecsuYbhG0xo1kKafX40Uy6GoHN1pyaM/EJk0dKqYQikL9xmCdb+IS+0vq1gQnl0c+Cs/cD9e8ZYbPFQ9udiHY6J1oDEbwxy0JyMZDxMPmlCNv13dlycRDPPh874SBhGHnsYpnCBVOYZUq9Lh1dLfNMvPSeMWBYBYjnITR3toEEL4bZLwKV+uezKGwn1idxs9SiEUSrw8STEy1XwKCAYI774VDD59Pmar1tC6wU1GLeMiaNE122FTcuSHEF/fZ9BV8midISjIRwx5hw4H7if74UZw33UcoXg9v/uzsB1y0H6TOjiSD9NZLaFCk4nqcGSlzbLCI5+tqdqPZLxd1PZ/Hjgzyrd09PHtqBMtQvGxTI794ZRtbWlIyuydeRAKJiyivEtR+MMMvGoXZ0WrxT69O8NBRh0/urvB7Dxe5sd3iN66O0JU+f4F4ctTjLx4pcWDI55c2hvi/rokSsRTKczCcPEr7eKEk5cwWvGj2guVRYxzPpzUtyz9mLb02mG2wi5dOH7rt9cF+icf/OUiBONN9ExBcNIcTwZT3iZ8Hm7EbNkAk6HjXNSZ4vidH1DIADdpHab+a9UgT1j53bMrwH8+eZWTwLPVxM3iM5xIqnMKs5M7lTI+EM5wt2TSU3ck3FF5Kz7Pw5KeClLBv/lwwo/LL/za3zEDaD/ZqKBVcUNS1r67N00KsNNkuKA+erxkzGTN0flnTkZ8EBSrv+JNLJgdQCtoyUQ72FSYdNLtrQ5gv7rN54JDNr1819TlRuWUyh75O9sCXMNwyA2tvpzA4Qld7fPZBhFMK+vWx2kPzXcNmmsqOx6mhEieHigCkY+E57UkYLNh897levvNcL4MFm+ZUhHfc1MWrLm9d8GxnWmt8Hewt9XyNrzW+D57W+L5mbIHj2PJGCBKXmEphGMFH0whuhkKCn3kmgcQ4fryJcqqbqCpiVnLBhRyglQpSE5oRDMPilevCvLwjxFcP2Hz++Qrv/o7La9aFeMeVEZ7qdfn7J8uEDMWHXxbjpe0GpjOCcjx8K4pdtw431oierH4BwXrEsVzJYpZMC1qvhOOPBWkopzqJKAUv/30YOATf/1N4wz/PKqUhEIxUhZNB5qjjjwaf+z4NvktT3xBhA0zDuGAzaPAeg7sb4Uva4ke7nuetm3T1fo0fil+QMx2C/RInBotsba2b2bX6WABxurqE6eq3ng8e5hJEVEaDfSPpzmAZ0xJZL7wYtNbYno/tBrey41GwPfKVYGNiPGQSD5tEwyYR0zy3ll/WGIslxzCgedul90uM55SCJZJf+y248y+DOjNTSEfDRKwirquxrBdf8LUmDW5ot/j2IYe3b4tcsEdxvETPYzQ/849Y5UHyrTcycPk7sFOdDBVt0kWHTHyG51Otg1ovZgQ6bggGW5aAku1xfLDA6eEylqHmFEBordlzOsc3d/ew8/AAnq/Z0Znlvbdu4Nqu+nnbLG27PgXb5Vyyn3ERgaaa9dowzu11CpvBksawFXzPrFavNlSwJ8TzL+xzK66P4/kUHQ/X8/H1i3dGa6DszF+hu9VEAolxVCTJSKKbUDKCQTA7YbjlYA+DPYJZyWHYoyg0loa3rjN4bUeYz+xXfOOQw4NHHVwfrmoy+L+v9WkJj6CdME5iDW68GT+UnNZ0b8FxuLI5M++vd8WL1kHzZdD33KXrHIQT8Mo/DfZLOKW5Pa9SwXNrDb4DhoWpIjQ3hjk+XKEuNvG/XVsUrmwq8M3jBm+8cuosJdGQyXDJZqBQoWm6+2h2/hM8+4Xa7YGAaharEYjVB5Wtp0q7u4L41RNXpXriKtkuedulWPEo2i7jay0ZVDf9mgqlYKjocHa0gndRdiFDBXsEYiGTROTC/QAhM9gPICNrYsGN7Zc48TgkGy894LD5VcG+igf/GL76m0GBt8ZNkz7cMKA9HePoYJG0NfHF/j2bwjx6qsiPTzjc0T1uf4PWGG4RP5TAt2I48RZ6rv8Dyg3n92kkIxZHBgpcEUkTmiQIeRG3EqRcznYGMxFLILNc2fE4MVjk5FCJsGVQnwjPOpVq0XZ5eP9ZvrW7h+ODRZIRi1+6qp07r2ilPTONGhwz5GtNyfYoux7oIP1vV32cZNQ6N3Nw7ladTahVX6ersxpuNeDwtMbz9LmCdcnZVEIXF5D0r+PYrs+xgQInh4pEQ9bEbzDfCwIMr4xhFzDtEQw7R0/O5jP7DTqTmjdtVuhEC268BS8ys5znrhdE6jdtaFzyqdOWBa2DUfjiwNRZnMY/XqlgmU6NC4A5vmbPyRHiYWvSWYTvHbG597Ey/+P2OFdPkh54jOtpyo7HFWsmOUFqDb3PBkFSw8bgOJzdX5sAwvfOj9Y1bw2Wcq3Qi1zX88lXXIaKNvmKR6HiUjk3kqXRgKnOzyqEzNmdBH2tL6i86vl+9RkCSkFTMsLl7VOk5Jzakkz/KpaJgUPBbar9EuMNHoZvfyhII/vKP4OOl0z6UNfX7D45QixkYk7Ql/la865vFYha8Pd3JAiZiujA8zQ+90m0GebUzR+p9tsT783Il10y8RDrGqcoVjqmNAyooL7QpfbYLYCy43GyuoTJNBR10dCsA4iK6/G1Xaf50pMnKTkeG5uS/OKVbbxsU2PNN087nk/R9nB9H0Mp6hNhmlMR6mJzqGq/tKzME94sSCg2Ttgy2NSSojUd5WBfnv58hbpo6MK1m4aJNuJ4oThetB6HDgDSrQ6/vb6M8j3K4eSs1mP6WjNUstnYlJQgolaUCi50j+8Mlt5c6gJaqSDo+O4fBUXrOm+sWVNChqK1LsrpkRJ1k6w5vaUjxD8+Vebbh5xLBhKWqdAO9IyU6Kwft1TOrcChH8BzX4H+F2D9bcF65bargttcaB3MQPhusBEzvbaalnRlKdouoyWHM6MVhoo2WgdT7WMzA4k55mOfiKEUYUsRZuIo0/M1Q0Wn5s8rxLRk1wU1dErD01vmU78+SA/7/Q9fcnOyZSjaMlFODU3cNxpK8c4rI/z5IyW+tPMAHzDvJ9n7GG60noGtbz3/wEkusJMRi/58hUw8RHayuhWeEwyOJFuDc8YiL8+suB6nh0scGyhiKkU2PvsZCK01Pz3Yz6ceOUrfaIUb19fzxms72NxSu03jWmtKjkfZ8dAEs+ZrslHq45FzMw9iZVp5VwA1kIqGuKYjQ3++wgtn8uQrzqXXIRoh/PDspj9dzydXdtBARzZO6yTVjcUsWZHq1PzPIR669Ga5cDJYkvS9/xcuuxuufkvNRqbqk2FOjZQmTWoStRS3d4X47hGH99lRkuGpO99kxOJMrkxDMkxCl2DX52DfN4NRwGw3vOy/weZX16TtF6Rzbdh46U3sy8jYrMNgwaYvV6HseiiCk2E2FpYlRUIYRpCM4vhjQV8wxT6/cxKNQXpYpYLBh0/eGQzmjL+FE/BLf0dDIoL3xH0knCG0FUGbUXwrgjYjjK55Obd2Ztl68BPc3PcArhmj/7J3MLzh7gmTlbyIgmQ4xNH+Iok1FuGL9yOVc0Gf33Il1LUt6uyq7fr0DJc4NlgAFJk5bqJ+4cwo//LTI+ztybGuMcGfv2ITV63N1KSt42cdlIJsPEx3Q5y6WJhYeEXMOohpkEBiEkopmlJRsvEwp4ZKHBkoYBlGTbMXVNxgA6ZlBFl9muuiK2XKb+mJZaFh86VTGUIQeNx5Lzz+r8Go/t6vw9a7YPvbZ78JuypiGTSnIgzkbZKTZFy6c32Ybxx0+MExh7s3TZ3vXKFJlXs5MRhiS72F2v+tYK/CFf8p+FiLE6LnBFlbIinouH7CWhnLUcn2yJVs+vI2QwUbX2sswyAeDvYoCCEuYkWg/eogmDAvkcRizFgfpH244j8HM8NOOfjolhlbvBcyFfXFw1j9+zH9IHuiqt5XatiGF82ypaOZB+07+X9G7ua/pVq4YZI9FRM23VIoD/b3jrImEwsGB3GDWYhYfZBpbhEHRxyvGkAMFPG0nnMAMZCvcN+jR3l4/1ky8RC/dftGXrG1Zc4zA1prRssuju8TsQza0lEakmGSEUuqx69Sskdimkq2x+GzeXpzZeqic1vjV7RdirZHLGyyriFOQzIi/4ALwfeDbEV2/oI6D1PKnYan/w1e+C7c8w/B5u057p8oOR7Pnc6RjoYmXWX5X7+bB+Bjr544faJyitSd+AGZww9glfrZ9fJ/Yd2aZrIhd3ojhdNu7DCgg+rdqbZlnc7V8zX5sstgscKZXIWK46PR56ohz3bZwELxfE3BdnnpxlnPjskeCVEbI6egd08wKFPD/5uK67P71Ah10RAKjfIdlFfGt86nby25mg88VOD0qM/f3ZG4oD7TdDiuT8H2iPgl1iR80p1XYmU7F61vcz2f3lyZI/0FfF/POY1r2fH4ytOn+PJTJ/G15p6r1/DG69ZOWRB1OrTW5MoujufRUhejoz5GMmKt5tnaVfvCLyaBxAwNF232945ScjzS0dC0A4CxKN72fDLxEF0NCTKxkFRlXWhOKdgvEYrNbA3sWOE2reGB9wfLhq5526WzQU3i8NkCo2WH+CQj3187YPMPT5b5p1cl2FR//kQZGj1B5vA3SZ14CNMtUc5sYnj9XQy33EIZgyvWpLFq8Z5yK8F0f6oVGjcHmVuWqdGyw+nhEr0jFTQaUykSEWvZpVuVQEIsKX17g4AiMbdZ2osdHSgwVHAmnbEFOFv0ed+DBcIm/P0rE2SjM/hf1j5WeQjbTNAXX4+K1NHVkKClLrqgBWBdz6cvV+HwQB7X0zO6npiIrzU/fuEs9z16lP68zUs3NvKrN3fTWje3vvt8AOHTlonSkY3LjG1ALt6q5N0wQ5l4mOu66zkzUubQ2WDUOB0LTRqVe75mtOzg+pq2TJQ1mZjUh1hMoRi0XAGnnw7W7053NGVsSZNnQ6Yz2Iew75uw5bWw/W2XzJV+sZZ0hIGCzWRzB7d3hfj4rjLfPmyzKVtd3qRMGvZ9jkTPo+Tbb2F4w11UslsAMAGv5NCXq9CemcOJQ+tqUTkD2q+ZdaC02HxfM1JyODZQYLDoEDYNMvHZZzsRQlykYVOQeKEyWtNKzy2pKP2j9vkiOxNoihv82S1xPvCDAn/60xL33haftL7EeMotY9p5KulunFQXGcPE9XwOn81ztL9AR32ctkyUiDV/S4wdz2dgtMKh/gK265OOhQjNJBCawL7eHP/ykyPsPzPKhqYEv/eqLWybfXY3IAhMRssuru/Tlo7SUR+f86yGWJlkRmIOKq4XpIsdLBEPWxdE6U51A7WhFB31MdrSMdn/sJT07YeR47PfRD3aG2xs3v+t4Our3wLXv2tGv+KFM3kqjkd0gk1pyrO579FjpM78nN9KPMTQVb9Bof1mrEIv2ozgRV+8T8H3IVd2uGJNHbHZvNfGZiHq2oO878uwqJzr+fSPVjg6WKRke8TD5oKe/MZmHk+PlOgZKdMzXP04UubsaAXDIKgpYZyvLTGWNvaC71UzRFnVdLIh08BQipa6CB941ZbZNk9mJERt2UU4sTNYTlnD/uLQ2Tz5sjvpjO2YHx13+MgjJe7oDvHBG6JTLrMxKzkAyg1X4E1QpdvzNbmyg681a7Nx1mZrc862XZ+i7TJcdBjI24xWgsxrddHQnGdF+0bL3PfIMX584Cz18TDvuKmL27Y2z2nAJAggHBxP056RAGIKMipVJe+OOYhYJptb6mhNx4J0sYUKUcuk4nqELYPNzSma6iLLbgnFqtC4EcqDwX6J8MT7EKaUaoVbPhDMRuz63PmApDQcLJ+qa7vkr2iLa44fO0TC7aeS2YQbbyJ1/CEa9v4bVqmf/44GE3bZl5Mxgza6idZJf59hBClmTw2V2Ng8g9c0VsFVmbBmx5LInT5TZcejd6TMiaEirqepi4ZIJOene9M6mO0IAoQSp6sBw+nq14WKd+6xCmhKRWjPxLi2Kwj+HC+ouur6uvq5puJ45D19wffd6teO71frS2iu68rygXl5VULMQjgOrVfBySeDJU6Xyog3TS3pKIOF3KQztmN+oTPE8ZzPp/dU6KwzeMvlEwQz2scqDeHF6ilnt0ya5ck0ghSrnq/pGSlxYrBIeybK2hku5Sk7HkXbY7ho0z9aoeB4GAQpbGNhk/r43LPAlWyPLz99kq88dQqAX76ugzfsWDunTEm+DgIpz9esycRYm41L5iUxLRJI1EBdNMT2jgxnRyv05spsbE7QkIjI/oelzDCDVH/HdwZF1WZbuTTZEqRYHbPrc7Dny0HK1e2/ApEk5E4FOdXNMOz5Dzj8Q8idIlUcYKz+au/29zPadQdeNEup4QqcZBtOoo2flbr43acaeXNvmHdNY/VUImoxVHTIldxJK2hfwC1DeTSoB9GwEayps0QtNbnq/oee4fK5Yk21zlc+VLD50YGz7O8dpac601C0zwcLhoLmVJS2dJTNm5tpT0dpS8doy0RprYvWbCDB8fxzo5lCLBmJxmAf1eCBoDBlDSTDFnXREGXHu+SswNu3hTme8/jEsxXWpgxu6TjflyvPxqyMUEmvx6nrmlaSDNMIUq76WnN21Ob0cOnc5uKJliWXnSD74lDBZqBgU3aCvsEyDGIhk8ZE7S6zPF/z8L4+PrPzGINFm5dvauKdN3fRnJr9ctax5ddejWdixOohgUSNKKVorovSPMeNTWIBRZJByr8ze2a2X2IqV/7nIB/5vgfOL3sCeMO/BBfqTjF4no4boG4N+WgLx5wMkcZuAIrNOyg27zj3Y1cBrxkqcf9em+vbLK66RJE6gHjY5Nhggcvb0kx6DTs2C2GEYO11EK+f/WteYL6vGSraHBssMlK0CZsmDYna1nqwXZ/Hjgzw0L4+nj4+hK+htS5KeybGZW11tKVj5wKG5gWadTSUwlrGWbPECpbtgsoIFAchXpv00O2ZGPvP5C55UauU4vdeEqO3UOTenSXakgYbsyaGPYryPUpN1+DFZr4h3FCKdCyE1hbDRftcvZ6ObBzX1wwWKvTnbVxPo9GEDINY2JyXYpVaax45NMC/PXaMk0MltrSk+MM7t7K1rW7Wv3NsKZeuBhBrJIAQsyR7JMTqpjWceR7yvbW9mC70B4GEGYb0mqCmwwQbEn0f9pweJmSYWNbEF8IlR/Oe7xZwfc3/eU3ykkXqAIaLDp31MVomCmydElTywabxhg2zn41ZYI7nczZX4dhggYrrEwvVdv+D1pq9vaP8YO8Zfnqwn4Lt0ZiMcNuWJm7b2kxHdnEL8EnWJrGkuXZQ9NNQNUlBrTXs7cmhYVrZlAZLPu/7XgGt4WO3OGTTKcoN26ZXsG6a8hWXihvMOERMk2jImNfU7Vprnj4xzGcePcbBs3k6sjHefmMXN61vmPXAydjSTI0ONpfL/s3ZkiUnVRJICOE5QYGlGp0AZ2psc/BUxQ73Dri8//tFbu20+MObLt1G34eC7bCtPU1k7CSs/WAPhxkJKtQuk1mIsuNV1yyX8LWuySbF8c7kyvxgXx8P7++jZ6RMxDK4eUMDr9jawpVr00sm05MEEmLJK+eCvjSemV6xuksYKtoc7CuQiU9vsOPwQIXf+UGZznSIP3/DDqKR5bVUc7x9vTk+/egxdp8aoSkV4W0v6eTWLc1zrjExWnFoz8RY15iY1+xUq8DSODEsAbK0SQgzBG1Xzqxaaw1lEmHMoRKepzEnSWF4WYPFr2yLcN+eCje0OdzePfWJ1TBAoTg9UmJdQyJYUlUpBPUv6tcti1mIiutxerjE8YEiStV2/0PRdvnZwX5+sK+PPaeDbC5XrUnzy9d1cPOGRtlkKMRsROugZRv07q5Jsbp0NEzEKuK6etIZ2zGGnWdz3OGDt3Xy379/ir97+DAffPWWJTMQMF3HBgp8ZucxHjsySCYW4t23rOc1V7TOafDE18Fy0LBlsL0jSzaxfAMssfRIICEEBJWum7bA2X0LXjvBMhRtmSgnh0pTzkq85fIwj/e6/K8nS1zeaNKanPrEkoxY9OdKNKlRksk66LgeYrVZvzyfbNenZ7jEscFgmcJcK72O8XzNMyeHeXhfH48cHsB2fdrTUd5+Yxe3bW6S/U1C1EK6PdgvMXJyzhngDAPa07FgxtaapG/UGqsyhGfFKTRdw/WhOO8shvjUI0f5fDbG227omlMbFkrvSJnP/vwYP9p/lljY5O03dnH3Ve1zHtQo2R5526WzPk5XQ1yySIqak0BCiDGZzmADcmkYYnMr5jNTDYkIp4dL+H5w8pyIaSg+dGOM93wnz72Plfjr2+KTXmArr4JpF6jTPntK7aQyG1lLkoV9VTPjeNUAYqCIpzWZGgUQQ0Wbr+86zcP7+xgo2CQiJq/Y2sztW5vZ0pKq6SbtWvB8jedrXN+vftT41SWospZZLAuNm4NCdeVcMEsxB2Mztq6nsS6esfVdrPIQTnItlcyGc7PJr9++hpNDRf798ROszcb5hc21ySY1HwYLNvc/cYLvPteLqRSv37GG129fS90Ug0rT4fma4ZJNLGRybVd2ykEqIeZCAgkhxigFzZfBsUeD4mwLWJAtZCqaklH68xWS0cn/LduSBu+7Nsq9j5W5f6/NW7eNa6PWGE4ew6vgWwnK2S248UbiyiJX9njq2BCpmMW6hgTZeHjJpCd2PJ/ekTJHBwr4vq7ZDETZ8fjarlN8+alTVFyPa7uy/Jdb1nN9d/20Nm/WmlutEeFWAwXPD7K9jL3Ssd1qIdMgapkkIxaRkEE0ZBKxTCxDEQnJaKJYBgwTWqvptefYl47N2J4aKl1wcW04RQy3RLlh24vq6yil+M1bN9IzUuZ/PfQCrXVRtrTWrvp2LeTLLl966iTfePY0nq951eUt/PJ1HTQk537eKVRcSo7H+sYEa+snH3ASohYkkBBiPCsCbVfBicch2TitvOO10lwXoTdXDq4op+j37+gO8fMel0/vqXBtm8XWtB+kOgScRCvlRBt+uO7c+mQFJKMWSSxKtsezp0aIhUy66+M0piLzmnVkKq7n05src7Q/yEiVjoZq0hbP1zy07wyffew4gwWbm9Y38M6bulmTjdWg1VPTOggUbNfH9nx8HQQKGgibBvGIScqyiIaCjC9BJeugerVpBBWtl0qAJ8SchGLQdjWcfBzicytW15CIcGrcjK1ZHkabEYot1+NPUlA0ZBr84Z2X8btf3MVHvvU8f/PGq+dUb6FWyo7H1585zX88dZKi7fHyzU289SWdtGfm3j951dTYqZjFdWuyE9a9EKLWJGuTEBMZOASDhxe8yvORgQLDBWfKWQmA0YrPe76TJ2JoPvYKAzPbhRdvQpvTG82yXZ9c2SFkKjrr47SkowuWwcP1fPpyFQ4P5HG92gUQWmuePD7Ep352lGODRba2pvi1l67j8jnkWp+Mr4NgYaxK9XmKWMggGbNIRULEw2Z1RmF+00ROk2RtEgtv8Cj075/z3rNTwyXODBfJksNJtFHJbgrq4FzC8cEiv/+lZ2ipi/JXr79qURIpeL5mb0+Onx3s5ycH+xkpOVzfneVXbuxmXWOiJs+RL7tUPI+NzUna0zEZkJh/coCrZEZCiIlk10F5JKgHoVQwumbFalO0bgotqSj9o/bksxK+i2mPktU+H7wxw+8/XOCjB5t53+1rZ/Q8YcugMRnB9XyO9Bc43F9gbTZGeyZW09oM43m+pi9X5nB/Adv1ScdChKK1ubg+2Jfnk48c4dmTI7Slo3zoNVu5ecPsc61fzPGCwGtsdsFUikTUIhOPkIpa55YfRSyZURDiAtmuoC8tDUyd7EFr8N2goKfvVT/3GOsImwyfs5UcxebL8OvWTLsv7qyP88FXb+XPHniOv/nefv7gNVsXZMOx52uePz3CTw8N8OihfoaKDmHT4NquLK/bvqZmAxyu5zNccsgmwlzdkp63/luIycg7ToiJGAa0bw/SppaGYfQ0FAcABVY4qDcxh6n6ycTDJpl4iJLtXTByppwipltGGyZ2XTduvJktHTFeP3KULz91kuu667lx/cyrt1qmQX0igq81vSNlTgyWaK6LsDYbr8nmvLF9ASNFm0PVAKIuGqKuRlPufbkyn3nsGD/cf5a6qFWTVInjlR2PvO0QsUw2N6dIRC2iIYOwaSy5TdpCLElje89O/DxIZoGqBghjqqsilHF+wGb8RzMEhkXYDFHf4HBwoES9hkkyZU/o2q4sv/Gy9Xz8J4f55Y8/ysbmFJe1ptjaVsfW1hTZeG3SoXq+Zs/pEX52sJ9HDw0wXHIIWwbXdWV56YZGruvO1vRCP1d28Hyfra0pWtNR6ZPEopClTUJMl2tDJQf5PsifCUbMlAHhRE03Zo+WHfafGiQbBeXZKN/Hi6axU514kewFAYzj+fz+l56hb7TCP7xlB/VzzA+utaZQ8Si5Lpl4mO6GBJlYCMNQ59b/j2US8rwgs5DrayqOR8X1sV2fiudjO151jwDnRvFTkVDNNjnnyy5ffPIE33j2NArFPde084Yda0lEanOSLtouRdsjGTHpakjQmIyshJkGWdokFk8lDyMnwIoGAYIRAtOqfgwHn0/DyaEi+8+MUh8Lz2i5oNaap44Ps+vEMPt6cxzsy+P6wfVPWzrK1tYUl7XVcVlrHR0z2KDs+Zrdp6rBw+EBRqrBw/VdWV66sZHruuprvpzK8XxGSjZNqQgbm1OSzW1xLPsTQq1IICHEbPg+2KNQHILcqWDmAoKZitA0lkBpP6io7dnBx3P/h0EenxeGNRUVIxzP4MXq8UOTr6M9MVTk/ffv4or2Ov7kl7bVrABT0XYpOl519D04eWkdFLobG0UcW4FlqGCz8Llb9etaj5A5ns83d/fwhcdPkK+43L61mbff2EVjDTKdAOQrLmXHIx0Psa4hQSYeWkmjfBJIiBWhZ7jE3t5RMrHZV7m3XZ9DZ/Ps7cmxr3eUvb05hosOEMwMb2kJAoutrSm2tKYumElwPf+C4CFXdolYBtd31/OyjY1c25Wdl4t7X2uGizamodjckqIpFVlJ/dNyIwe+SpY2CTEbhhEUsYumob4b7GKwDjjfG+yrgGBK3gwHgYLvnM/viQZlQTgO8UaIpKpT+GGwIigzTFPR4ZmTwzQmLn2B3JGN866XruNjPzrEA8/2cPfV7TV5ifGwRTxs4Xo+SimMMIt20tJa85MD/Xx651HO5Crs6Mzwqzd3s65x4owtM/3dubKL4/k0JsNc3l4nOdeFWMLaMjFMQ/Hc6RHSsfCsgomwZQQzENW9ClprzuQq7O3NnQsu/v3x4+dmVbsa4lzWVofra3YeHmC07BINGbyku56XbmxkR+f8BA9jRssOtufTkY3TUR9flBTWQkxEAgkhaiEcD251bUHgUBkNlkDZeYjVQzhZXfcbBjMSfJxCJhYiHjKpuN60sindeUUrTxwb5FOPHOHqtWm6GmqTCQRY9GxDu0+N8MmfHeFAX551jQn+7O6NbO+ce4Vuz9eMVhxcT9OWibI2GydZo6VRQoj51VwXxVCw53SuJssmlVK0pqO0pqPctiXIMFW0XV44MzZrkeNHL5xFa3jJurHgITPv2e7KjsdoxaExGWFDU7JmyzeFqBVZ2iTEEtWXK/N8T46GacxKAAwXbX7r80+TiYf42zddsyCZSebTkf489z16jCePDdGYDPP2G7q4dUvznIsreb5mpGQDsCYbZ00mtigpIReBLG0SK85QweaZk8Mkwta87xXwtUZrFqTAm+v5jJQdYiGTzS0psnPc/yZqTpY2VUloK8QS1ZCMELYMbNef1mhbJh7md16xiT994Hk+/ehR3vWy9QvQytrrzZX57M5j/OiFsyQiFr92cze/eFXbnEf+xlK4moZiXWNiQWtnCCHmRzYRZntHll0nhgDmNZgwlJr3y0etNSOlYK/GpuYgG5NUphZLmQQSQixRpqHY0pI6t1diOvsTruuu5xevbOOru06zozNbkyVAC2W4aHP/Eyf4zp5eDEPxhh1recO1a+e83CjYoOhgmYrNzSma6iLLfrZGCHFeOh5ie1eWZ44P42u9bGspBMkeXNZm43Q2xGWgQywLy/O/TYhVoiEZoTMb59RwifppLnH6tZd28+zJYf7uoQN89M3bqVviG4eLtsvXdp3mK0+fouJ6vPLyVt5yfQcNNcjEVHY8RssO3Y0JOuvji77fQwgxP+qiQTCx68QQhYq7rPYSVNygn8rEw1yxpp5UjersCLEQ5KwqxBLX3ZggFjYp2u60Hh+xTH7vVVvIlRz+4eGDLNV9UI7n841nTvPuzzzJ535+nB2dGf7xrTt4320b5xxEaK0ZLFRwfZ9ru+pZ35SUIEKIFS4ZsdjRmcVHky9Pr79cTJ6vGShUsD2fK9akuaYjI0GEWHaWT8guxCplmQaXt6d5/MggEcuc1nrZ9U1JfuXGLj75yFH+6Kt7eM22Vm7a0LAklvT4WvPjF87ymZ3H6ButcNWaNO+8uZvNLama/P6K65ErO6zNxljXmFwSr1kIsTDiYYvtHVmeOTlMruQsyRnZIOW0g+dr1jcmaM/EZKBDLFsSSAixDCQjFptbUuw/M0rTNEfrX7d9DQDf3N3DXz+4n7qoxSsua+HVl7eyJhubz+ZOSGvNk8eH+PSjxzjSX2B9Y4L33rqR7Z2ZmtSn0FozUnZQCq5em6nJ0ighxPITC5tc05Hh2ZPD5MoOdUtklF9rTaHiUXI92jNRuhsSUpVaLHuLkv5VKVUP3A90A0eBN2mthyZ43CeAu4A+rfUV0/39kq5QrERaa/acHiFXcmd0YvS1ZtfxYb7zXC8/PzqI52uuXJPm1dtauXmBZin29ea475Gj7Dmdo7Uuyttv7OKWTY01q8LteD7DRZvWdJQNzUnZpDgxSf8qVpWK67H75AglxyMTW7z0qbbrk684+EBLKsra+tiSCW7ErEkqrarFCiTuBQa11n+plPoQkNVa/8EEj3s5kAc+LYGEEMHm4SeODhINmbO6WB4s2Dy09wzffb6XM7kKqajFK7Y28+ptrazNxmvWzpLtcWSgwOGzeZ4+PszPjw6SiYV48/UdvGpba02Dl5GSg9aaLa0pmlLTy261SkkgIVYd2/V57vQIuZIz7YQVteBrTaHiYns+Ucukoz5GQzIiMxArh5xoqhYrkNgP3Kq17lFKtQE/1FpvmeSx3cADEkgIERgs2Dx9YojGRGTWI/q+1jxzYpjvPtfLziPBLMUV7XXVWYrGGVWJHS7aHD5b4FB/nsNng+ChZ6TMWM+SiYX4xavauOfqNTUt/OZ6PkMlh4ZEmC2tKTlBX5oEEmJVcjyf50/nGC7a8x5MVFyPfCXY6N2ajtJWF6MuZskAx8ojf9CqxQokhrXWmXFfD2mtJ0x4P91AQin1buDdAJ2dndceO3asdg0WYok52Jfn5FBx2lWvpzJUtPn+3jM8+NwZenNlUhGL26uzFB3152cptNacGa1w+GwQMBw6m+dwf4HBgn3uMc2pCOubEqxvTLKhKcH6piQNiXDNT6L5ikvF9djcnKItE5WT9PRM+yBJfypWGtfz2d87St9oGaUUIcMgbAW3uS6x9HWQJcr2fOJhk876OPXJsCyxXNnkpFM1b4GEUur7QOsEd/0RcF+tA4nxZARNrHSu57Pr+DBeDYsv+Vrz7MkRvvNcLzsPD+D5mm3tdWxoSnKkv8Dh/jyFigeAoWBtNs76pgQbGpOsa0qwvjEx76kLPV8zXLJJRS0ua6tbtoWnFonMSIhVzfc1o9VBiFzJIVd2KVRcfD+4DtIwowCj7HgUqmm529JRWtMx6qIy+7BKyB+5at7OwlrrOya7Tyl1RinVNm5pU998tUOIlcgyDba2180oJeylGEpxTUeGazoyDBVtfrCvj+8+18uBM710N8a5ZWNTEDg0JelahKqrRdulaHtsaEqwNhvHqMFrFkKsHoahSMdCQIjmVBQIZlorrh/cnCB1dK7skis7EwYYIdMgX3FxPI9kxOKy1hTZRGRGy0GFWEkWazjv68A7gb+sfvzaIrVDiGUrGbHY0pJi3wxSwk5XNh7mDTvW8vrta9BQs+xKs+FrzVDRJh42ua47KwWbhBA1o5QiGjKDPVaxEM11Lw4wyrbLaMUlV3bJ2w4tdVFa0lFSEZl9EGKxAom/BL6glHoXcBx4I4BSqh34F631a6tffx64FWhUSp0E/kRr/a+L02Qhlp62TJTBYoXhok16HtIbKqUWdf62XB0h7GpI0N0Ql6JNQogFMT7ASMdCtCx2g4RYohYlkNBaDwCvmOD7p4HXjvv6LQvZLiGWG6UUm1pSPH50kIrrrZjNfVprRkoOhqG4titLJr54OeCFEEIIMTEZ3hNimYtYJtva0sGa3kXIwlZrjufTn6/QmIpwfXe9BBFCCCHEEiUpT4RYAbKJMJ31iZqlhF0suZKDp32uWJOW4nJCCCHEEieBhBArxLrGBMMFm0LFJRFZXv/anq8ZKlWoj0fY3JKqaeE6IYQQQswPWdokxAphGorL2usoux6u5y92c6ataLsMl2w2NqW4ck1aggghhBBimZBAQogVJFFNCTtccha7KZfka81AoYJScG1Xlo56qQ0hhBBCLCfLa/2DEOKSWtNRBgs2Q/OUErYWKm6Q1rWzXtK6CiGEEMuVnL2FWGGUUmxsSYIKLtiXEq01wyWbiuuzvSPLxuakBBFCCCHEMiVncCFWoLGUsCOlpZMS1vF8BgoVGhJhru+uJ5tYmrMlQgghhJgeWdokxAqVTYRZ15jgSH+BZMQiHl68f/fRsoPr+2xrl7SuQgghxEohgYQQK1h3Q4J0LMTJ4RID+QqmoUhGrAVZTuR6PvmKi+trsokwWyStqxBCCLGiSCAhxApmGIqGZISGZISi7dKXq3ByqIjra2Ihs+azFJ6vKVRcHN/HMgzaMzGa6iKkIpbMQgghhBArjAQSQqwS8bBFd6NFR32c4aLNicHiuVmKVDSEOcvUq77WFCseFc/DNBQtdVFaUlFSUUvSuQohhBArmAQSQqwy5kWzFGdyZU4NlXB8n3hoensptNaUHI+SE2SFak5FaE2nSMdmH5AIIYQQYnmRQEKIVSwetljXmKSzPsFQ0ebkYJH+fBnLNEhFXhwUlB2Pgu0CUJ8Is6E5SToWIiQpXIUQQohVRwIJIQSmoWhMRmi8aJbC9TURy6TiemgNdbEQl7WmyCTCRCzZOC2EEEKsZhJICCEucPEsRe9Imc54jPpERLIuCSGEEOIcCSSEEBMaP0shhBBCCHExWdgshBBCCCGEmDEJJIQQQgghhBAzJoGEEEIIIYQQYsYkkBBCCCGEEELMmAQSQgghhBBCiBmTQEIIIYQQQggxYxJICCGEEEIIIWZMAgkhhBBCCCHEjEkgIYQQQgghhJgxCSSEEEIIIYQQMyaBhBBCCCGEEGLGJJAQQgghhBBCzJjSWi92G2pOKXUWODaLH20E+mvcnPmwHNopbawNaWPtLId2zmcb+7XWr5npD82hPwU55rUibayd5dBOaWNtLLn+dCVakYHEbCmlntBaX7fY7biU5dBOaWNtSBtrZzm0czm0cSaWw+uRNtbGcmgjLI92ShtrYzm0cSWQpU1CCCGEEEKIGZNAQgghhBBCCDFjEkhc6OOL3YBpWg7tlDbWhrSxdpZDO5dDG2diObweaWNtLIc2wvJop7SxNpZDG5c92SMhhBBCCCGEmDGZkRBCCCGEEELMmAQSQgghhBBCiBlblYGEUuo1Sqn9SqmDSqkPTXC/Ukr9ffX+Z5VSOxa4fR1KqYeVUnuVUs8ppX5ngsfcqpQaUUrtqt7+eCHbOK4dR5VSu6tteGKC+xf7WG4Zd4x2KaVySqn3X/SYBT+WSqlPKKX6lFJ7xn2vXin1PaXUgerH7CQ/O+X7d57b+NdKqX3Vv+VXlFKZSX52yvfFPLfxw0qpU+P+nq+d5GcX5DhO0c77x7XxqFJq1yQ/uyDHci6kT61ZO6U/nX3bpE+dvzYuqT51pfeny47WelXdABM4BKwHwsAzwOUXPea1wLcBBdwIPLbAbWwDdlQ/TwEvTNDGW4EHlsDxPAo0TnH/oh7LCf72vUDXYh9L4OXADmDPuO/dC3yo+vmHgL+a5DVM+f6d5za+CrCqn//VRG2czvtintv4YeD3pvFeWJDjOFk7L7r/b4A/XsxjOYfXJn1q7dop/ens2yN96vy1cUn1qSu5P12Ot9U4I/ES4KDW+rDW2gb+HbjnosfcA3xaB3YCGaVU20I1UGvdo7V+qvr5KLAXWLNQz19ji3osL/IK4JDWerZVemtGa/1jYPCib98D3Ff9/D7gdRP86HTev/PWRq31g1prt/rlTmDtfDz3dE1yHKdjwY4jTN1OpZQC3gR8fr6ef55Jn7pwpD+dhPSptbEc+tQV3p8uO6sxkFgDnBj39UlefEKZzmMWhFKqG9gOPDbB3TcppZ5RSn1bKbVtYVt2jgYeVEo9qZR69wT3L5ljCbyZyTuXpXAsW7TWPRBc+ADNEzxmKR3PXycYHZ3Ipd4X8+191aUCn5hkOcNSOo63AGe01gcmuX+xj+WlSJ9aO9Kf1pb0qbWzXPrU5d6fLjurMZBQE3zv4hy403nMvFNKJYEvA+/XWucuuvspginlq4GPAl9d4OaNeanWegdwJ/BepdTLL7p/qRzLMHA38MUJ7l4qx3I6lsrx/CPABT47yUMu9b6YTx8DNgDXAD0E09wXWxLHseotTD16tpjHcjqkT60d6U8X3lI5ptKn1sZy70+XndUYSJwEOsZ9vRY4PYvHzCulVIjghPdZrfV/XHy/1jqntc5XP/8WEFJKNS5kG6vPfbr6sQ/4CsH05niLfiyr7gSe0lqfufiOpXIsgTNjyxSqH/smeMyiH0+l1DuBu4C3aa0nPFFM430xb7TWZ7TWntbaB/55kude9OMIoJSygNcD90/2mMU8ltMkfWqNSH9ac9Kn1sBy6VNXSH+67KzGQOJxYJNSal11VOXNwNcveszXgXeowI3AyNj06EKorvH7V2Cv1vpvJ3lMa/VxKKVeQvC3HFioNlafN6GUSo19TrBpbM9FD1vUYznOpKMUS+FYVn0deGf183cCX5vgMdN5/84bpdRrgD8A7tZaFyd5zHTeF/PZxvFrxv/TJM+9qMdxnDuAfVrrkxPdudjHcpqkT61NG6U/rT3pU2vTxuXSp66E/nT5mWwX9kq+EWS+eIEgw8AfVb/3HuA91c8V8I/V+3cD1y1w+15GMCX4LLCrenvtRW18H/AcQWaEncDNi3Ac11ef/5lqW5bcsay2IU5wIkuP+96iHkuCk3AP4BCM5LwLaAAeAg5UP9ZXH9sOfGuq9+8CtvEgwTrYsffl/764jZO9LxawjZ+pvteeJTiRtS3mcZysndXvf2rsfTjusYtyLOf4+qRPnXsbpT+dW7ukT52/Ni6pPnWiNla//ylWQH+63G6qenCFEEIIIYQQYtpW49ImIYQQQgghxBxJICGEEEIIIYSYMQkkhBBCCCGEEDMmgYQQQgghhBBixiSQEEIIIYQQQsyYBBJiVVNKZZRSv1n9vF0p9aVFasd1Sqm/v8RjzrVVCCGWGulPhVh9JP2rWNWUUt3AA1rrKxa7LZeynNoqhFh9llMftZzaKsRSJjMSYrX7S2CDUmqXUuqLSqk9AEqpX1VKfVUp9Q2l1BGl1PuUUh9QSj2tlNqplKqvPm6DUuo7SqknlVI/UUptrX7/U0qp/1393gtKqbuq348qpT6plNpd/V23Vb9/q1LqgernH1ZKfUIp9UOl1GGl1G9P0Na/XuDjJIQQlyL9qRCrjLXYDRBikX0IuEJrfc3YCNW4+64AtgNRguqjf6C13q6U+p/AO4C/Az5OUEnzgFLqBuCfgNurP98N/AKwAXhYKbUReC+A1vrK6knyQaXU5gnatRW4DUgB+5VSHxvf1hq9diGEqCXpT4VYZSSQEGJyD2utR4FRpdQI8I3q93cDVymlksDNwBeVUmM/Exn381/QWvvAAaXUYYKT2cuAjwJorfcppY4BE534vqm1rgAVpVQf0FLj1yaEEAtJ+lMhViAJJISYXGXc5/64r32C/x0DGJ5iROviDUgaUBM98BLP7SH/q0KI5U36UyFWINkjIVa7UYLp7hnTWueAI0qpNwKowNXjHvJGpZShlNoArAf2Az8G3lZ9/Gags/r9eW2rEEIsAOlPhVhlJJAQq5rWegD4WXVT4Gw23L0NeJdS6hngOeCecfftB34EfJtg3W+ZYM2vqZTaDdwP/Gp1yn1GbZXNgUKIpUb6UyFWH0n/KsQ8UEp9iiC14KLkURdCiJVC+lMhli6ZkRBCCCGEEELMmMxICCGEEEIIIWZMZiSEEEIIIYQQMyaBhBBCCCGEEGLGJJAQQgghhBBCzJgEEkIIIYQQQogZk0BCCCGEEEIIMWP/P2r8VtnRXwAWAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fmri = sns.load_dataset(\"fmri\")\n", "\n", "ax = sns.relplot(data=fmri, kind=\"line\", x=\"timepoint\", y=\"signal\", col=\"region\", hue=\"event\", style=\"event\")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.distplot(tips[\"total_bill\"], kde=True)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.distplot(np.log10(1.+tips[\"total_bill\"]), kde=True)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.distplot(tips[\"total_bill\"], rug=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "data = np.array([0.2, 0.7, 1., 1.2, 3., 3.5, 4.2, 5., 5.4, 5.5])" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "def gaussian(x0, x, sigma=1.):\n", " z = np.exp(-(x-x0)**2/(2.*sigma**2))\n", " return z" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "def kde(data, x, sigma=1.):\n", " y = 0\n", " n = data.shape[0]\n", " for i in range(0, n):\n", " y = y + gaussian(data[i], x, sigma)\n", " y = y/n\n", " return y" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[16.99 10.34 21.01 23.68 24.59 25.29 8.77 26.88 15.04 14.78 10.27 35.26\n", " 15.42 18.43 14.83 21.58 10.33 16.29 16.97 20.65 17.92 20.29 15.77 39.42\n", " 19.82 17.81 13.37 12.69 21.7 19.65 9.55 18.35 15.06 20.69 17.78 24.06\n", " 16.31 16.93 18.69 31.27 16.04 17.46 13.94 9.68 30.4 18.29 22.23 32.4\n", " 28.55 18.04 12.54 10.29 34.81 9.94 25.56 19.49 38.01 26.41 11.24 48.27\n", " 20.29 13.81 11.02 18.29 17.59 20.08 16.45 3.07 20.23 15.01 12.02 17.07\n", " 26.86 25.28 14.73 10.51 17.92 27.2 22.76 17.29 19.44 16.66 10.07 32.68\n", " 15.98 34.83 13.03 18.28 24.71 21.16 28.97 22.49 5.75 16.32 22.75 40.17\n", " 27.28 12.03 21.01 12.46 11.35 15.38 44.3 22.42 20.92 15.36 20.49 25.21\n", " 18.24 14.31 14. 7.25 38.07 23.95 25.71 17.31 29.93 10.65 12.43 24.08\n", " 11.69 13.42 14.26 15.95 12.48 29.8 8.52 14.52 11.38 22.82 19.08 20.27\n", " 11.17 12.26 18.26 8.51 10.33 14.15 16. 13.16 17.47 34.3 41.19 27.05\n", " 16.43 8.35 18.64 11.87 9.78 7.51 14.07 13.13 17.26 24.55 19.77 29.85\n", " 48.17 25. 13.39 16.49 21.5 12.66 16.21 13.81 17.51 24.52 20.76 31.71\n", " 10.59 10.63 50.81 15.81 7.25 31.85 16.82 32.9 17.89 14.48 9.6 34.63\n", " 34.65 23.33 45.35 23.17 40.55 20.69 20.9 30.46 18.15 23.1 15.69 19.81\n", " 28.44 15.48 16.58 7.56 10.34 43.11 13. 13.51 18.71 12.74 13. 16.4\n", " 20.53 16.47 26.59 38.73 24.27 12.76 30.06 25.89 48.33 13.27 28.17 12.9\n", " 28.15 11.59 7.74 30.14 12.16 13.42 8.58 15.98 13.42 16.27 10.09 20.45\n", " 13.28 22.12 24.01 15.69 11.61 10.77 15.53 10.07 12.6 32.83 35.83 29.03\n", " 27.18 22.67 17.82 18.78]\n" ] } ], "source": [ "xx = tips[\"total_bill\"].values\n", "#xx = data.copy()\n", "print(xx) " ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "x = np.linspace(-10,60,501)\n", "#x = np.linspace(-10,10,201)\n", "y = kde(xx, sigma=3., x=x)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(x, y)\n", "plt.plot(xx, np.zeros(xx.shape), 'k.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "penguins = sns.load_dataset(\"penguins\")\n", "\n", "ax = sns.jointplot(data=penguins, x=\"flipper_length_mm\", y=\"bill_length_mm\")" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.pairplot(data=penguins)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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6pBDXf74RnEnj8pRTkQV7foR9P0NwXxhxF4T26+he/SeqTdWszlnNvL3zUEkqpsVMY2P+RjSShhdGvXCqCsop4/JUUJkNexbA3gUQ1BtG3A1h/Y99XDuwq3gXtyy7hTpzHQBjw8fy1PCnqGmo4fvk71mVs4p+gf24qfdNdPPt1sG9taE8OHUSOmUIlizL+Y1fiyVJ+h0YIsvy2qb3JUn6FPi7o/p3MqSXVDOjT+h/Po+zVo2LVk1JdT2BHv8toV1B4WQpqinimY3PYJbNANSZ63ho7UN8P/17wtzC8HLyOrMtPgsTYf4MsDSGmC2ZK1ZCxjwoYrkVzgwajLDqRUhcILZLD0HaCrhpBfjFdWzf/gPuOncmRk4k25BNuj6dz/Z+ZnuI3FuyV6lo3Vkw18Oa/8Gub8R2y/Hnn9ChXas2VfP6ttdt4wZgTe4aksqSGBcxjoeHPMxtfW/DXeeOTq3k0yk40ulCsCRJcpMkyaPpe2AKsE+SpJZBtRcCHV/d6Tgxma0UGeoJ8nQ6JecL8nQmp7z2lJxLQeFkqGqooszoGK5RUF2Ar4vvmS0+AAr3NYuPJja9L9yPFM4cKrNh70/2bXUVUHz629ZWm6v58eCP/Jv1r91DZH5Nx9ctUWikMgd2f2ffZtR3ivFX3VDNoUrHujcltSJsTqPS4Oviq4gPhSPS6QQIEASslyRpD7AVWCTL8j/A/yRJ2itJUiIwHrivIzt5ImSX1+DvoUOjPjW/bn8PHbkVdcfeUUGhjQh0CaSHbw/btr+LPz7OPkR4RHRgr04BphohLgr3ie+PhKaV1UedG6i0bdc3hfZHpQF1KxNHLf/+ptrjGzOdDB8nH6ZEOdac6OLTpQN6o9AqKk3r95qmtopsyNsB+vavQO7r7MvEyIkO7Wds2K3CKafThWDJspwO9G2l/ZoO6M4pIaO0lhCv/56A3oSfmxN5lYoAUeg4PJ08eXbEs3y4+0P6B/UnpyqHANcAZDpfTtlxo8+F5c+JWGuAXhfDpKdbLyQX2hc8QuxXPCY9C+4B7dNXhfbBJxrGPAQrn29uC+7dXNvj8DHT8yKY/OwpLz5Y01DDnuI9bCrYRKhbKMNChh3R3vp40ag0XNPjGvJr8lmXtw5ntTN39b+L3v6tFFNU6Bh8omDco7Dsyea2gO4Q1AtS/oXfbxErcm4BMOtziB3bpt3Jr85ne9F2DpYdpG9gX67veT0ltSVsKdyCi8aFBwY+QE+/jq97o3B60OkEyJlIZmkNgR6nJvwKwNdNp4RgKXQ43fy6cVm3y7ht+W024fHVvq+Yf+78zpRwePykLG1+kATY9wtEDochNznu6xcP1y6EjLXiITR2PIQPbr++KrQPKpUwGAjqCZnrIaArRI9pttk9tMx+zOz/DaJGwJCbT2k3lmct54kNT9i2g12D+WLqF0R4/rcVxyivKF4f+zr51fno1DrCPcJRSZ0xMOIsRZKg/zXg3wWy1oNfAsSMhoYa+Pk6aGiciKwpEdu3rD3l4reJSmMlz256lo35G0VDMlzR7QreGPcGxbXFOGucCXcPV8xxFI4bRYC0A+ml1ac0Ydzf3YktGR1vl6hwdlNvqefLfV/arXrUmmvZkLfh9BQgBxc5tiUvbF2AgHgYDeiAyu0K7YurD3Q9V7wO50ArYyZp4SkVICW1Jby14y27tsLaQpLLk/+zAAFw1boS7xP/n8+j0Ea4+kDXc8SribRVzeKjiboKMOS3mQBJ06c1i49GfjzwIxcnXEwXXyVsT+HEUaY62oHM0lqCvU7dCoifu44CvWPhNwWF9sRitVBlqnJob63ttCBqpGNb5AiwmNu/LwrtT51ePMCdyN87upUxE3Nqw2AssoVas+OKd71FKex22lBdLF6nCvdAONzoQ+vSer7SKaLB4liDREamwdr5apMonB4oAqQdyC6vJegUroD4uekoMigCRKFjUUtqrux+pV2bhMTo8NEd1KP/QEU2eEWK+Oom/BNAtkLayo7rl0LbI8uQsQ6+Ph8+GAr/PALl6cd3bPRo+1Uw/wSIG3dKuxfoGsi1Pa61a3NSO5HgnUB5XTlmqyKQOy11lbBjPswbC5+MgW1fQG3Ffz+vXwKc+xo0hcup1DDqPlj0IJSk/Pfzt0KMVwxh7mF2bUOChhDp0TYrLgpnPkoIVhtjtlgprjLifwpzQNydNJjMVqrrzbg7KX9ChfYnuSyZTxM/RavWMnfwXP5M/RN3nTtz+sw5/ZJYLWbY9AFsmwezPoOSg6K9uhjWvS5CGsIGgJt/x/ZToW0o2g/fXtRsq7ztU6g3wPnvgeYY9+0DiyFiGPS4QGxXF8P+P09pPpBKUnFp10vxdvLml0O/EOUZxRVdr+CHAz+wPn8948PHc1WPq4jx+m9J6QptQOZ6+Ovu5u1F94GLN/S66L+dV6ODvlcIl6zKbFBrRK2asjQxYRJwakOiqk3VbC/czrU9rmV3yW6Sy5KZEDmBixIuwsPJ45ReS+HsQXl6bWMK9Ea8XXVoT5EFL4AkSfi56yjUG4kPdP/P56ttqKXMWHb6W6gqtAt51XncuvxWyo3lgKiIfkXXK7i+1/V4O3uf8PnK6srI0GfQYG0gxivm1BRBq68SQqKuEnyjRdL4kaguhJ1fidWO4iRY+7r9+/pcx3hrhTOHkoMQMQRixoClQYyDnV+DPg/8Yo9+bNF+OPSPfVvs+FPexUDXQK7ucTUXxF9AlamKKxdfSWldKQALUhaQXJ7MR5M+wtPJ84jnqGmoIb0yHX29nnCPcKK9om2rJxqV8ihw0lQXizEkW8C/a7NBAcCeHx333/XNfxcgIMbp1nlQdFhJtONdvTtOGqwN7CnZQ7ohHa1KS725nm4+3ZgcMZlw9/BTei2FswvlrtPG5JTXEnQKVz+a8G0Mw/qvAiStMo0b/70Rs9XMhMgJPDPiGcUFReGoZOgzbOIDROL55/s/Z2rM1BMSIIZ6A/tK9/FJ4ifsLN4JCHefDyZ9cPRaBLIsZvoMecJ+0j8B1C3qb9RVwupXYcuHYlvnDhd/AW6BYl+nw/5ndG4iproyG7SuwnlGbmEn3PtScA+yP6amVFQlllTinK6+x/1zK3Qy3ALEKteql8S2zh0mPydi6psozxDjw9VPhL9oG+/pfS5tFiAqNQT3gSFzHK9hqhahMQ214BMDXmGO+xwH7jp3EksTbeKjicTSRHKqcujp1LoFqqHewCeJn/B10tcAuGhc+N+Y//Fryq9YZStX97iagUEDlaJxJ0p5Ovx6M+RtF9u+8XDF981heb7Rjsf4tCJqLQ3iflJTAp5hYpzUVQgbXp9WzgHiPjbgWlgy1749vkVtDqMByg6JCRS/ePA4sckdWZZZlrmMx9c/jlk2o5JU3NbnNrydvXlj5xv4OPtwVfer6BfQ78wvPqtwymlzASJJUh8guuW1ZFn+ra2v21nIrag7peFXTfi6ihWQ/4Isyzyx/gmmxU5jRMgI3tzxJl/u+5Ibe994inqpcCbirHbMZ9JIGpxOMAFyfd560vRpNvEBwt3nh+QfeHzY40eelT20FH6+XnxIqzQw/S3oe7kISwAo3NssPkA8/P37qAiL0XnAuEfA2QtytsLub8Fqhqkvi1oPe34U9Ty2fCJqfPS+RNSB0LR4MCtLg99ugbxtYjt6NJz/fusPGwqdH4sJdn/fvG2qhs0fNodVZa6HH68UFaglFUx6BgbfJIRr7FiY/DykrxYrKDlbRAiMexCEDxTH15TAqldg+2di2zMUrvgJQk4uVLG1/z+1pD7q/9/BioM28QFQZ67jtW2v0T+wPwvTFrI2by2fT/mcISFDTqpPZy2HljeLD4Dy1MZ7yNNiu9clIgek3iCErX8CDGgsaVaRLWp5HPoHwoeAuQ6yNwsRu+1TscLh4gOXfy+snVuj+/liBWbT+0IwT3gSIoaL96oKYfkzsOcHse0dLcRR0PHX6cgyZPHMpmcwy2KlzCpb+TjxY27pcwvbi8TPvSp7FfPPnU+fgD7HfV4FBWhjASJJ0hdAH2A/YG1sloGzRoDkVNTi53bqZ5W8XbUU/sdE9O1F2ymvL2ds+FhUkoqb+9zMC5tfYEr0FCUcS+GIxHvHMzpsNOvy1tnaZveefUKWoAaTgd8O/Uaga6DDe9uLtlPXUNd6bHFFlii+1dDoCmQ1w9/3iByN4F6irWVxwCbK0qDnhSK8qus54sN6/nniQx5g789w+Q/iQ9stQNT4UOvE94V7YfsXIAE9Z0H6ymbxAZC5Dg79C0NvOe6fX6GDMBrEQ96Bv8E7SljrGvIc9ytLheoisFrgj9uF+AAxXpY9JdzRIgaLvKCRd4sVtN9b/P13fwuz/4WQvpC3q1l8gHDaWvUCXPwV6E68QG2cdxzjI8azKmeVre26ntcR5Rl1xGNKaksc2rKrsrkg/gK8nLzQ1+v5I/UPRYCcKLlbHNsyVoPlUXH/CO0rxoE+R6xwFO6F4mQhLJY8DClLxDGpyyGkHwy/A35rYeFcVwEL74Qbl7aeg+YZAuMfh4HXi8mYluFfuduaxQdAZSasfxtmfmA/oXIUKowV1Jntw09VkgontRNqSY1FtmCWzWzK36QIEIUTpq1XQIbJstyjja/RqckuryXY89Q5YDXhcwpWQH4/9DtjwsbYQq78XfyZGDmRN7a/wdvj3z4FvVQ4E/F29uap4U+xp2QPmfpMuvt2p09gH7Qqrd1+KRUpbMnfgsFkYFjoMPr490HbGCqlQkV1QzUDPQY6nH9C5ATcdUcILawpER/KLZGtQnQ0CRDXVj6owwaBV4QItakzwP6FzeIDRMjV7u/hsm/sj8vaKISK1SK283dDa7aT6WsUAdLeWBogb6eoieDkJuxvQ47xEJT8Jyy8o3l78/sw4x3H/UIHiAfI2lKoyodes8A3BuqrRYFKQx7QmGhu1MN6+zodNDTOZof0hYpMx/NnbQBjxUkJEC8nLx4f+jjnxZ5Hhj6Dbr7d6BPQ/L/VGoe7FwW5BnFT75vIrcplesx0Al0DKa8rP8LRCoAQEE2FR2NGixXVuImw9xf7/brPFGOnCY9g+OdRIUwAEn+E895uFh9NFOwWEyqHU54GtWVHNsFQqcC7lcmf4gOObZlrxXh1DzjCD2lPoGugTaACXNr1UnycfCioKWBOnzlk6DP4J/Mfh3u/gsLx0NYCZJMkST1kWU5q4+t0WvIq6ugV6nXKz+vjqmN/gf6kjzdbzazOWc0zI56xa58SPYUn1j9BYkmiMqNxBiLLMsnlyewp2YNaUtMvsN/R8y2OQLBb8FGTxVMqUrjhnxswmAwAfJL4CR9O+pBRYaMAEct+c5+b+TfzX86LPY/FGYuxylYGBw3mooSLjlxN1z1I5FvUtnhYUqnBqfF/LG8nrP0fjLpfhNGYjeAbC71nwdInReiMq2/rIkKWRbx0+lpAFhWvd8xvFh8AJQdEZeLszfbHxk041q9M4VSTtRG+uaBZSOrc4YYlrYsQWYbCRFj5gn17bTmoXR3Hy8AbRCiWRwic8z+xgrHvVzF2RtxtH24ny/ZitmU7iPMdTsw4MQt+DKyylaSyJBJLEtGpdfQL6Ee8TzxBbkFMcZtyzOOb6OrblSeGPcFr216j3lLPTb1v4tVtr9qS0HUqHe9NeO+4z3fWUZ4B31wE+myxvf5NuOAj8XfsfzXs/k78vbucK1ZaLQ2Qv0usolkamsVHEzWOK1KAWMU4HP+uIvfoRAlqZe43dgIcR55elamKvaV7yajM4Jnhz/D85ucZHDyYtMo0dhTtsO13Xux5DAwcyLDQYSfeP4WznrYWIPMRIqQQqEcEMciyLJ81T7b5+joC2iAHxMdNR5H+5AtR7S3di5+LHz7O9h+CTmonZsTN4PXtrzP/nPlHfhBUOC1JLElk9r+zMVmF5aib1o0vp35Jd7/uxzjyxNheuN0mPkAUrPpw94c4q52J8owiwDWAEaEjcNG4kFicyMujXsbPxY8efj3w0B3F1tE7Ai76HH65XszkaZyF//3yp+HCj8QMd/Ym8cE/4Ulho1qwW8RCm+vFg4N3hIiDPjzZvN+V8PFYaKgR25HDHT/4a0rEKkrMWMhYI9q6nANdjv9hUOEUYK6HdW/aP/ibqiF1ResCJGcL7PsNWiveZ64W4mX4nWJM1FcJIfL5FLh+Mez4UrhdgRAsK56DqNEiKd09SNiqjpkLv93UfE6NM0Q1PpSF9YcRd4k4fVkWSejjHrVPcj8Cu4p3cdPSm2xCwVPnyZtj3ySnOodAl0B6+vXE77Ax2mBt4EDZAQ5VHsJd605Pv56EeYRxSZdLGBo8lAZrA1/u+9KufojJamJ1zmpGhB0h1+BspyCxWXw0sewpuHW9qMcx9HbhguUbA04eYhweXCLCM3vMdDyfi4/IHctsDmMluI/IUbvoMzFe9/8Kkhpmvn9yFuDhg8WEy7bG8D//bjDyHtAcfbUix5DD5oLNFNUW4axx5pM9n3B9z+uJ9YrlzpV32u27OGMxn0/5nB5+xw50OVB+gIPlB9GqtPTw60G0V/SJ/0wKZxRtLUC+AK4B9tKcA3LWYLHKlFTV49sGOSA+rlqKqk4+BGtj3sYj3jRGho5kZfZKlmUtY0q08mB1piDLMj8e/NEmPkBYcy7LWnbSAqTB2kCFsQI3rRtuWjdbe0vx0US1qVpc32Li2RHP4uPsw4jQEYwIbX7oabA0UFxbjLvWHVetq/0JyjNEDLXZKJK+Sw9Cg1GETlVmiQfCmrLGfdNF3PXu70RIVv9rRBjDwcWi4nXSnzD1FREnbbXAoBtEUnqT+ADxEDDjXZEv0BLfGLj0a5FXIknCXcb5yPanCm2A1QLGSsf21tqsFtjysfh79r1C1HxpYvSDQhRonUWCsLVBrG6teEaIlbxtYuWkJbIV0lfBmpdFuM34R6HLVJEsvONrEYff/2oR0w9CxI5/Qly7wSgKXnocOwTGbDE7CAWDycDKnJUszlhMZX0l50afyxPDnrCz392cv5k7V96JtVGcxXnF8fb4t4n2iibAJYB6a70tpKYllfWt/O4UBOZWPmtN1aKGkM4VghsTu0sOinuUPhcSpoBnMEhamPKCMDNIaXRMM9dDcG8hlgv2iAkRrZtIVs/bLsTMpOeEsYHPEXJ7akoBWeSptYZ7oDBIGHCdSHD3iT1m6FWOIYfbV9xOpiETEOYG9w+8n3d2vsPLo1922N8qW1FJKhqsDUcNw9pTvIcbl95IfeMEgK+zL59P+Zx4n6PYoyuc8bS1AMmWZfnPNr5Gp6Wkqh53J80prQHShJeLjvIaE7Isn9QqxbaibbZwmMNRq9Rc0e0KXt76MkNDhuLldOpDyBTaH6tspbCm0KG9qLao1f2zDFmkVqSiUWno4tOFEPcQ+/f1WXy1/yuWZi0lziuO+wbeR/+g/oBIVFdJKttDEMCkqEksOLgAg8nA1RVXOyS8plem89nez1ids5oefj24Z8A99A5odAoqOShCIAy5YlvnLh78Vr4gQrAmPQtbPxX1HJqozIbhd4tj9v8mbHgnPClmp/teKlZGJj8Prj7ioUGtgwlPwKFl4mFVtoqHg6t+EbPXqESSaMRQMXsd7pi/otBO6FwdE3YlCRKmOu5rtYiaHvXV4BYkknB3fSdmpksPCEe1JkY/CJU5YGoUonXl4gGvZchMt+liFW3UfWIsrX8Hpv1PtHeb7nh9S4OY6V72lKg5M3C2ELxeR6+hYJbNFNcWO7RXmapw07pRWV/JkswlXN7tckLdQ0mpSMFJ7cQb29+w+79L06exOmc1XWq68OW+LzlYfpC7+t/F2ry1duedGd/KTL2CIKin+Fu3FCLDbheOZk3k74b5M4SI8IsXY2FDi/yifleL+42Lj7DWXfGssNL1SwBDodi/LBX2/y5WUbwioDLPUYDUGeDAn7D6ZXGPGjNXOLa5thLSp3M9dl5UI3lVeazJXWMTHwAW2cLCtIWMjRiLj5MPIW4hFNQ0m3z0DejLLym/sCh9Edf1vI5IT8eq6Garma+TvraJD4ByYznr8tYpAuQsp60FyAFJkr4H/kKEYAFnjw1vW4VfAeg0Kpy1aipqG054hcVsNZNUlsT1Pa8/4j5dfbvSP7A/j61/jHfHv6t4fJ8BqFVqLut6mc0+sYlzo8912PdA2QFuXnYzlfWV9A3oy+SoyQS6BhLpEUmcVxwyMq9vf539ZfsZFDSI/Jp8bll+C2+OfZNA10AKawp5YOADrMhegcFkYELkBFIrU20rIzXmGrvrGeoNPL3xaXaX7AZgS+EWbl1+Kz9O/1G4a6WuaBYfIGYfszaKWebuM0RiZ3GyEB2Tn4OkPxrDafSwc744prZcPATO/FDMRhoKxENAQFfxtYmht4ok4sJEiB0HCZPFV5ljhi8otCPxk+HCj2HjeyJ0ZcxDENaKKNToYPQDkL8Ddn8DaidRP8E3Dv552H7fDW/DRZ+KBGFnL4iZIITrPw8LIdNtuojTb3K8arLlNRSA/xEepgp2w/eXNoeLrXtdjM3xj4uvh1FprCS1MpVqUzV39b+Lx9Y/Zrc6Ee8dz1/pf9m26xrq+Hzv5/yb+S/nxpzbqmgxmAw8uOZBruh2BZsLNrMoYxGPDHmEP9P+RC2puan3TQwIGnDk3/XZTnAvuPZPYTZQnipWFXpcKAqXVmYJsbDtMyE+AHpeABvetT/H7m9FPtG6N4Rz2tSXYfED4C8JIVO8v1mw1JSIe9KFnwCHhcVlrbM3Uvj7XiFqel5w3D9OQXUBaZVpqFQq4r3i8XHx4dukb9G14o5VUlvCkOAhWGQLL49+mT8O/cHO4p30D+xPiFsIHyd+DECZsYyXR7+MVbaiU+tsKyJmq5mcqhzHPrQQMgpnJ20tQFwQwqNlHM9ZY8NbUGnEz61tBAiIWiDFVcYTFiBplWn4Ovvahcy0xiVdLuGdne8wd+1cnh/5vGNIjMJpx/DQ4Tw74lk+TfwUrUrLbf1us61aNGGVrfx48Ecq6yvp5d+LHn49eH27qA6uklQ8NOgh+gX2I9Q9lFD3ULYVbiPSM5LpsdNJKkvikfWP8NyI57h/9f3c2OtGGqwNfJ/8PdUN1YAoghbtGW13zfyafJv4aMJgMpBpyBQCpCzV8YepzIFeF4vZwuJk0VawW3w/6EZRJO7bWfbHyFZxrop0EV/tEwmrXrTfZ+s8uOQrIUL8GxP0j+IwpNBBuPqIsKZu54m/pe4o9ydTFaz5X/P2krkw6zPH/axm8TDX7xroPl087O3+HsY+LOqFBPUWlswewcKyWbaK1bHWVl6aKNznmKS+7TMxRj3tVxXLast4aetLLM1aCoj/lZdHvcyb299Eq9Yyq8ssFmcsBoQb1m19b+PX1F/JMmRxfvz5qFEzMWoif6T+YTunhISr1pUqUxUqxGr8jqIdJJcl8/OMn/F38Vfu7cdD5FC4dL6479SUCCezhbcJYRo3odmqGQBJjJeWeIYJU4PgXsIV69z/wc2rRL5a4gLHiubQnHvUkj0LHNt2zhcrescRDXGo4hC3L7+dwlqxGp7gncCLo15kQcoCbu93OxISMs25cVOjp9LVpysPrHmAGK8Yevn14pY+t/BJ4icsrFpo28/fxZ9vk75lScYSuvl24+oeV9PDrwfOGmcu6XoJz216zq4fY8PHHrOvCmc2bSpAZFm+oS3P39nJr6zDx63tHly8XbUUGerpdmLFTdlXuo8Yr5hj7qdRabir/118m/wtFyy8gEeHPMr4yPEn2VuFzoCXkxcXJVxEd5/u7CrexcLUhVhlKyNCR9gMCUwWE0llwrhuXPg43t/9vu14q2zlvV3v8fqY1ympK2FZ1jIADlUeYnvRdp4d/ixVpio25W3i5dEv886Od7is22UMDx3Outx1dPHpwoODHnQYf05qJ7QqLQ2HuVO5aBoTdROmCDvUkL4iZl+fCyH9IaALZK0XYVhWi4jjH3iDWOFY+TyMfQj2/iTcsZrQ6EQdhy0fi4eKw60vZatY/Vj7unCMuepn+9Auhc7F4fViLGbhZlZTKmaWPcNhaytiw9lbiI0mW2fPMBFWtfMrqCmHsnThrlZTIsJdRt0vxlFDrRA9Tp7C1KC6+OgPfi3yM2y4B7eahJ5UnmQTHyAKBs5LnMdt/W6jpK6EXn692F28m9SKVG7veztv73zbVqchpSKFWQmz6OHbA+euzvyV/hf+Lv7MSpjF76m/A9itZOvUOnRqnSI+ToS8HWI1a+D1cGCRcERTqUV4lkon3gchTn1jRS6apBKrXUY9bHoXIobBBR+LVbYu54pV27oKEepXesj+ei1DvJpoLSfEJ/q4xAfAH6l/2MQHiHv31sKtRHlEsSh9EfcOvJdfU36l3FjOBfEXEOsVy3fJ31FlqiLSI5L1+evxdvYmu6o5Kb+HXw+qTFUsOLjAds41uWv4btp3RHtFMyF8AlUDq/hi3xc4q525e8Dd9A3oe1z9VThzaetChDHAXThWQj//GMdlAlWABTDLsjxIkiRfYEHjuTKBS2VZrjjSOToD+fo6fFxPfQJ6E96uOkqqTtwJa1/ZvuMuNKhT65jdazb7S/fzytZXWJa1jGdHPqv4fp/GHCw/yHX/Xmd7cNmQv4HHhjzGFd2vAMBZ48y5MeeSXJ5sl7DeRK25ljpLHSuyV9i16+v11DTU2MRJqFso9wy4B71Jz/Xdr+e+Affh7ezdqstVpEckd/S7g7d3vm1rmxg5kXjvxrAW/3ghMFa/IrYDe4pQqdIUOPgP9L9WuBUNuA6WPt7sbpW2QoRkFSQKoeEbK8Il0laIMC5TrXCYqSlt7oyLD5gbf25jJSx5BK75HVyUXKhOj9kkKlEvvl/kXujc4eIvRbhVzmHWySUpMOtzWPakmGkefT/884g4DkTNhIlPCXesinQRBliwW7yXu02Ee/WaBfp8MbN9JMIGiOuXp4ltSRJj0sWbktoS8qvzcde5E+kZSUmdoz1rSmUKKRUpfLn/Sy5OuJhJkZMYGDQQnVrnUCTur7S/6DmkJ0EuQTw3/DlW5a7ioz0fUWeuY3DwYDL0GQD4Ofvx0OCH+C3lN+rMdYyLHCdqiSj39SNTUwZ/3i1c0py9YPCN4n5UXyXC8sY9KnI8Vr0oHLBmvi8mOUL6wr7fobhxhSN3m3DY638NJC8U96Tc7TDhcWGE0TQh4h7Uur13r4vFva6+SmxrXcW5joMGSwM7i3c6tCeVJjF3yFzmLJvDx3s+ZlLkJKI9oxkWMozfU39nVpdZuGnd0Kq0hLiGkFedR2//3uwt3QsI45ov9n1hd06DyUBqZSrRXtH4ufoxu9dszos9D7Wkxs/lJGyFFc442joE6w/gc0QOyIm6YI2XZbnFUwGPACtkWX5FkqRHGrcfbv3QzkFeZR3dgo5iKfof8XTWnJQASS5L5rzY807omJ7+PXly2JN8lPgRL215iaeHP33C11XoHCSXJTs8uHy691MmR03G39UfWZbxc/FjWsw01JLaYWUiyDWIOnMdWpXWLrHQWe2Mm9aNF7a8QGldKU5qJ67veT2rclaRUpHCm2PfZHL0ZLIMWWzK30RyWTIjwkYwKGgQfi5+XBI5hR4uIWQY0glxC6GnXy+8mzzrc7bCoeaZYYr3i7oMvS8Xs4wewTDtDeG939JaFyB1JZz7qvigDu4t4vWbioft+lbE8G/+UIRm+cbCkDnNQgegYKeYvVQESOen9CD8fU9zyJOpGv64Ba74EfYuEKslshVUWogeAdlbYPqbUFsB+TubxUcTe38Ws9RxEyHxJ/v38nZA70tg9Jiju6D5xsDVv4iK6MbKRvejfiSVJXHfqvvIr8lHI2m4e8Dd9A/o73D4sJBh7CnZw4DAAehNeuaumwvAE8OecNjXWeNMmj6N75K/Y2jwUC7ucjFBrkHEesXS078n2VXZTI2eyr7SfWwv3E7vgN4UVBewt2QvGklD30BlVvqIGCvFyhoIM4OVzzWLAKtZVLe/fjHcuQ3qa4SLWu/LxNfiw8KrsjeJsL3KDGGOMOFx2PubWCkxG4VzX+QwkZ92OKF9YfbSxnudFUL7NxdhPQZatZZRoaPYV2rfn/5B/RkQOID558znYMVBfJ19CXYN5t7V93J9z+t5b9d7GEwGXDWuzB08l/L6crr7dreFUfUL6Me3yd86fK5oVVryq/PZUrCFXcW7GBQ8iCHBymqyguDU2zPZY5Rl+V1ZllfJsrym6XWS55qJqCtC49cLTkkP25DCSiO+bZgD4uWio8hwYla8FquFtMq0414BaYmTxolb+tzCmpw1bC3YesLHK3QOVCrHf3u1Sm1rr7fU8/X+r8nUZ+KkcuLp4U/j6+wLiIrK1/e8nuVZyx1MDK7sdiWv73id0rpS23k+SfyEmXHCXWfe3nnkVuVy/+r7eXHLi/yW+hsPrnmQb5K+wdxQi+fG9xn+7RVcuehZxv8wm8DfboWqRoeuwwv/BfcRITNJv4nk44ihItShtSgElQqS/hYzkcG9RRXjmR/A0NtgzAPCnjdiKEx5UcxarnjW3s41Zjy4KTN2pwWGAsd8i9pyER5z1S/CfWrY7XDx5/DnPSK5/PtLRWJxa0XgVFoR1ne4qG0idIBwSDoWTcUwB98IEUOotpp4ecvL5NfkA8Lx6s0db9IgN/Dw4IdtoYd9/PswIWICO4t3MiRkCMuzlttOWdNQQ7Crffztld2vJMAlgJt630SZsYxtRdtYmb2SWnMtcd5xhLqF8tj6x/h076f8cugXnt74NC4aFz7e87FdSI1CK7j6Q9gg8b0h17GYoCxDXaUQBkufEIYGC28TOR6toVIJO95t80DjJlz1GmqETXhov6O7VwX1gP5XwYBrWhUf1aZqNuRt4L1d7/Fbym9kG8Tf1mQx4aR2YkLEBCQk1JKaGbEzMFqMOGmcGBA0gCu6XcHU6Kmsz1vPtNhpfJL4ic08pNZcy0tbXiLOOw5vZ29qGmqI8YwhXZ/ONd3tV2GiPaOJ8Ijg+c3P89TGp/g99XceX/84b+14i5qGGoc+K5x9tPUKyDuSJD0NLMXeBctxDdAeGVgqSZIMfCLL8jwgSJblgsbjCyRJCmztQEmS5gBzACIjHS3h2pOiKiO+bZwDklZSfULH5Fbn4qnzPOm4XxeNCxfEX8D7u9/n65CvT+ocZxudaUyCiNf11Hna1eq4o98dNpHhrHFmROgIvtz/JUnlSXg5eXFrn1sJcQuhuLaYkroS4rzjGBQ8iG6+3ViXtw5vJ28SfBL4Yv8XDtfTqrSMDR9LQXUB6fp0UipS7N6fnzSfC8LHE711nmhoSt7M3ykqj3sEQdTwZjcrrasIfVnyUPNJ3AJg4tMQ0E08SDaFMUiSCGPQ58GvN4nVjd6XQNYmOLgIXPxEsrFnqJipDO4jCoHlbRdFDSU1THkedEc3bDgd6Wzj8pTgGdqcD9SEq79wQ/tuVnO71lUklhfuEatba16D898V7Q21zcf2vVzUblDr7ItPgpjBbq3K+XFQUV/hYLoAkFuVCzI8N+I5TFYTaklNjakGT51YYWmZHPzerve4s9+dqCQV+dX59PLvRV5VHu/teg+VpGJm3Ewi3SPZJG8iyDUIgG2F2xwe/pZkLGFo6FA2F2xmRtyMk/p5TiWddly6eMF5b8JP14qcDfdAkf/ThKQSoVlfzxB2zmsbTQ/UOlEUMHdb875dzoHAHsIRy6iH1KViJdaoF/lB3ke3aD4WizIW8cLmF2zbsZ6xfDjpQ4pqizBbzYwKG8XU6Klk6DNYm7eWgcGO7nFWrDipnRxqOpmsJjx0HmRVZTE4aDA/p/zM5oLNTI6azDPDnyGxNBFvnTcqlYodRTtYn7fe7vjFGYu5rud1x1W8UOHMpq0FSG9EIcIJNIdgyY3bR2OkLMv5jSJjmSRJB473go1iZR7AoEGDjjBt1fZYrDJl1aY2zQHxctGecAjWoYpDhHmE/afrDgkewu+pv3Ow/CBdfVtZIlawo7OMySbiveP5fOrnLM9aTm5VLhcmXEiwWzCVxkq8nb2pqq8i3COcMWFjiPKKwmQxsad4D04hTvyV/hfp+nRcNa5MjppMaW0poe6hfLH3C86LO48g1yCHuiJeTl70CejD9NjpyK3MJFusFiyyxXHmGpqFRPRo4XWf9Ad0PVcUGGxJTUlj4cEfRE2QskPCxSp6lPhqyBWWmX/fK5yt+l0Be74TDxJN1pfXL4ZNH8KGt8Rs5vA7hHe/38k9ZHZ2Otu4PCX4dxFFKv++V8wuO3mKAoEb37MXJQ21UJEpcjeqCoRQLc+AcY+IvCKjAcIHQc428WC592eRc9RlKmRthoAEEX7z+60w9UUI7HZC3fTQetDFp4uDGPfUefLp3k/tbEsfGPgA9w24D71Jz9ToqVQYK+jt35ssQxZ/pf3FsyOe5dIul7Lg4AI+SvwIEPUbfjn0C08MfYJBQYNQSyL5vNZcy+HUW+oJcgnqNIUIO/W4DOkLs5eBIQ/iJ4k6NEa9EBnT3hDhU03jrOleZzGJFdbI4SJEMLCnsOs16kUtGJVaFK784Qpx3wofDNPfENc6HKNB1BupzBRjN6SfXXHBktoSqkxV/HTAPlywsLaQncU7eWz9Y7a2cPdwJkZNJMgliBEhI6g0VlJrriXAJQCtWsuY8DGszl6Ni8bFLrRKI2nQqrS4qd1YkrGEzQVidXpZ1jJWZK/g0SGP8vbOt6lpqOHWvre2+ms0H278gVjRSypLIseQg7+rPz18e+DvehIV4BVOG9pagFwIxMqy7JjJehRkWc5v/FosSdLvwBCgSJKkkMbVjxDA0ey8E1FWXY+HswZNGxQhbMLbVUtJ9YkLkBC3oyRMHgdqlZphIcP4M+1PHvJ96NgHKHQ6uvl2o5tvN7L0WcxLnMeSzCWEe4Rz34D72F+6H4tsIdY7ll9SfkGn1nF196uprK8kwiOC3v69uSDuAhamLSS1MpURoSMwWUwsSl/EHf3u4L1d71FnrkNC4opuV6Cv11NWV8ZV3a6isr4SP2c/yoxltr6cF3se4d5x0G0GHGiub4BnOPg3ClyvcPFgOfIesf3jlY4/lCxDTbFIQveNFUmcsiy2W8b2lxwUH/jXLxGF4Uy1Yr/ydFj9UvN+694QD7RnqAA5I9HooM9lIkG8pkSE6XmFQW2p4771hmbrXmOlCGv58QrwCBUF4g78JYq8bRYP9Wz5WOSSJC6AjFXN8f+L6+HyH8D5KPl++jxR7NJUTVFgN37JW8WshFl8sPsD2wzzdT2uQ0Z2qJnww4EfuHfgvRjNRq7sdiWfJn7K/P3zSfBJ4PZ+t3PXyrt4ePDDLMte5nDZ7UXbUUtqqhqq2JS/CXetOxpJg1lufgCcFjON4tpiLky48Lh/zWc1HoHiBXDLWuHI5+YPvvHNJgWFiRA1Ulj1yhZh1ezsBd6RkLlB5Cb5dxXOak7u8MuNog3ESsnP18Psf8Uqi9kkxk5ZqpiQSVsh8t9AJJ9PfYlqlYplWct4Z+c7GC1GZsTOoKtvV1u9mElRk/hoz0d2P0ZudS5dvLswp/cc9pft5+WtL5NTlcO06GnM6TOHXn69kGSJQNdAXtv+Gg3WBtSSmlv73sq8PfMIcgtiVPgoVueutgkKq2ylqLbIJliKa4uJ9YolXZ9uu+6AwAFEedo7eVllKwtTF/Ly1uZq61OipvDU8KeUQshnMG0tQPYA3pyAWJAkyQ1QybJc1fj9FOA54E/gOuCVxq8Lj3yWjqdAf+L1OU4UbxcdZdUnpO04VHnIoQbDyTAoaBDzEufx4KAHT6oSu0LHUWmsxFnjDMC7u9612X5m6DO4f/X93DvgXiyyhbd2viUOaBD7vTDyBTbmb2R/2X6mx04nvyafivoKfjz4I/cPup8NeRvYkLuBV0e/SlVDFVpJS2V9JT7OPjhpnHDTueGmc2Pe5Hn8nPIzu0t2My1mGlOjp+Lk7CVmksMGiErAUSOEo1XLUARnD/G+sUo8ZG54u/k9lUZY5TZVKy5PFyEO+hzHxGKPIPFhnvS7mE3M2SIeWFuzS93zowjDUTh9UKlF8m7LBN4ht4jE35aE9m9+kBt4A7gGwLV/iYfFmhKxkpa5rrm4HEB1CRTssT9P5jphEe1svxpstpqpNlXjVl+D9ufrMDp7YvKN5h9zMR/vnYenzpNZCbPQqXX08+/DgOBBLEpf5PDjVNRXkGXIotZcy59b/yS5XNS8SS5PZnXOauYOnkulqZKrul3F2zvftluBDHANYHH6Yi7ucjE3L7uZAJcA7h90P+vz1lNlqmJS5CT0Jj3nxZ2nhMScDD7R4tVEQHeRSL7qRRh5rwgJldTgHS1WLQqFaxTBfYQN8683ihw202Gh1OXpot6Ie6Cw+/31huYVlbgJ0OdyahpqkOsNuJemsFsy8tTGp2yH/3jwR27oeYMt1NbHyYcKo6NpqEW2kF+Tz+3Lb7eJ0j/T/6TeWs+LI1+kT2Afojyj6BfYj6KaIg5VHuKvtL/IMGSQZkijoKaA6THTWZjW/DjmpHbC2ria/UfqHzwx9AkOVRwi1D0UF40Lfi5+1Jnr7IRFTlUOb+14y65vS7OWckW3KxgUPOhE/iIKpxFtLUCCENXQt2GfA3I0G94g4PfGh1oN8L0sy/80nuMnSZJuBLKBS9qu2/+dIkPbCxA3JzX1ZgvGBgvO2uOrVJ5WmcaI0BHH3vEYRHhE0GBtIEOfQay3MkN8OlBQXcDSzKWk69NxUjsxLWaarY5HE2bZjKeTJz8e/NHh+K2FW+np15P5SfMxWUz09O9Jn4A+vLPzHV7b9hp9AvrgrnVHRubVra/aZnbjveN5aVTzykIX3y48OvRRTBaTTQgBwt9+9P0w7FZQO4NshgYjaJ3tO9JQK5I9R94r8jhc/aHH+cImc84qKE0Vs4oB3cRqx6b3RRgWCDejsEGw/XNw9RPiA0SiaGvJxMFHSQRV6PxYzCIEJn6CqHC+/m0hUnvPEsUlxzwotg8tg5pC6DpNhMtYzVC0F9a82nyu6DHg2UrRJTd/YffbgvTKdL5P/p61eWsZGjSQmZMf55P984n29WNz5hJA2JR+uf9LAG7qdjWjIsYQ6h7qsEJxfuz5LM5YzI29biS9Mh1/F380Kg3h7uGkVqby6PpHAVG36aFBD9lqg4R7hBPlEcXrY4UtttlqpqCmwPa/6qnzJMozChmZMI8w+/9FheOnvlrkDqlU4OQmQjfjJ4l7im+cyEtKmCrCAPN3QsRgsdr7y2xxvLqV5wSNs3BW0+eJauktQldrG2rZ0H0Cn6QswCpbudtUyqaSXQ6n2JC/gSlRUygzljEzfiaxXrF8nfw1aZXCDlotqUnwSSC9Mt1uvAEszVzK3f3vJq86j19TfiWlMoXZPWfz7i776u4ZhgzOiT7Htj00eCjBrsHc3vd2rLIVK1bMVjMxXjF8uOdDW5hfrGcs7054lygvsRJSZ67DaHE01GkqXqtwZtLWAuSEvVplWU4HHIIfZVkuAyaeik61B0UGY5vmfwBIkmSrBRLhe+ykcrPVTG5VroNzysleu7tfdzYXbFYEyGlAg7WBDXkbKK4rZn/ZfkLdQ6lpqOGeAfdQa65FJan4K+0v8qrzMFvNhLiF2IoRNuHt5I2zxpkhwUOI8Yzh+wPfIyFxQ88bWJyxGIPJwGVdLuOvtL/sEhdTK1PZW7qX7n7dbW0qSXXkBx5JI2owbHhXzD4Pu0MIB5fGFQr3QBH3vP1ziBkn8jiWPiFyOHxj7RODo4bDzatFbLXOXYgM90AoSrKP29fniplMt4Bmdxs3f1FNXeH0JG+HyOkpPShW07qdLyx1zUb45XpRrLIJnRv4JYjv1RrxCh8sxk5ping/qCdIaoyj7iPNzYtK2UK4uYGowL4izKuRcmM5c9fO5WDFQQD+SP+b7cW7GRE2gtTKVAJdA8k0ZNp11c8tkNqGWgz1Bu4fdD+L0hdRWFPIxMiJqFQqBgQOwGAyUFRbRJhbGCPDRgLwTfI3tnOYrWa+S/6ODyZ+QJ25jijPKIJcg3DWOLM+t/lnlZHZU7IHX2dfthZu5fsD3xPrGcs7E94h2iv6VP4FzmzKM4Sdd9LvIr9j0GwxRnRuYqW2JWH94ZxXRD0ZUy0gQ5O1ecYasaKb2KLC+ZQXhHgpSxUufU1IKnb0vYD7tzYnmD++5Xmu73k950SfQ4xXDDIylcZKKusruXfAvVTWV/JP5j8szVpKL79eXBR/EcuzlnN7v9vp7tu91ZWRG3rdwKL0RSzPXk6MZwwXxl9Ica1jIItGpSHWO5bHhjxGlGcUAS4BvLjlRXYUi4KMvs6+PDjwQTbkb7DLMUo3pLOpYJNNgIS6hdI3oC97SppXF101rqckWkOh89LWldCParkrSdImWZaHt2UfOopCgxFPl7Yv6uTjqqW0+vgESH51Pt7O3jhpTo01cFefrmwq2MSV3VuJx1foVJTUlpBYmmiriNxgbWB3yW4+3fspFtmCVqXl9n63s6doD0llSUyPmc7G/I3UmesIdQslwiOCgUEDeWnLS3w48UOqTFXEecUJpxSVEw8Neojl2cvZmL+R1MpUh+vvK93HoKBBxydW83bANxc0z/r9cr0oJtfrIrEtSeKB0lzfuJLhDxd/JSqjt0ZgN8ck4V4XigcISWq+zpr/wTmvgqsPIImHCb+4Y/dXofNRnATzZ4Cp0fFp8YNiRnrcYyKUb/obsOplOLgYgnrBOS8Lu93DCegiXo1Um6qZ7+vHx3uFY5urxpX3EibQsrJBjiHHJj5AFP3z0HnQL6Afvk6+RHtFs7t4t63IZ5BrEJUNNXyw+wPOiT6HxzY8xtiwsVze9XIMJgPuWncKagr43zbhqnSg/AAbCzZy38D7HLqbU5WDl86LwcGD7dq7+nZlSPAQthY226df1f0qvkkSAibdkM6K7BXc2PvG4/8dn83UV8O2z2DHVyJ8qmi/KD44+1/wPoLFfcvcEUOByE8y5AkhHD9JuPi5B4miq0G9xIqKZ4iYZMlYLY4L6sWfFfvtTmswGejq05X1eev5J/MfAMI9wnlhxAto1Vre3vk2y7OFfXNKRQpBrkF8PvVzWx5GpGckcwfNpbqhmh1FOzBZTRTWFLI4Y7HtmG1F27i1z62cE3UOmwo3EeYWRqYhkwsTLuTjxI95aNBDjAgbwV9pf9nEBwgxnl+T3+pnQksDBk8nT54d8Swf7P6A1Tmr6erblbmD5iqC+AynrVdAjsUZu+ZboDfi14Y1QJo4ESesDH3Gf05Ab0mCTwK/pPyCLMtKHkgnp6ahhr/T/7ZtnxN9Dp8kfiLcpxCC5NPET3lp1EtUN1Tz26HfuK3vbYS5h7GtaBtltWWU1pUyNXoqAa4BLMtaxmf7PsNsNeOudeeBgQ/wT+Y/BLkGMS5inMMMb7hHOF/s+YRnBtyHxuMYK3CH/nWsu7DxPWFd2ZQ07B0hbCuH3goaJ7FacSLEjBVhXJOeFcnFVQXi/DGjwC/+xM6l0PkoSmoWH01seh8GXC/yigK6wYWfQE2pKE7Yssik2QS5W2HPApFb1OdSsRqi1nCo4pBNfIBwlXp64zN8O+1bW3VnXWNIjVpSc3PvmzGYDORU5VBZX0ludS7rctfx9vi3SS5LwixbqLfU8/m+zzFbzYwOG82ro1/l5a0vsyp3FefGnMvsnrN5ddurLX8SEUOvc0zOHRYyrNWk3QDXAF4e9TJJ5UlUGCswWoz8mvKr3az0rmLHMB6FVihLg+S/hEX4kDlQVy6EiCFPrJYdSYC0xDMELv8OFj0oLL+ri4RjX8RhRfqcPEQR1eVPCztoZy/83ILsdukX0I8MQ4ZdhfPcqlyWZS/DQ+dhEx9NFNUWkVOVQ5RnFIcqDvHA6gfIMGQAwhDksi6Xce0/19odU24sp7y+nHGR44j3iWdv6V6mRk9FJam4stuV9A0QQSstk82bWJ2zmtHho+1EOYjq6S2J847j5VEvU24sx13njoeu7Yo4K3QOOlqAdC6LvVNIkd5IfID7sXf8j3i5HL8TVro+3eYHfyrwc/ZDkiRyq3NPqrChQvvhofXASe1kq2huls028dFErbmW/WX72Vm8E61Ki8li4skNT9qsO5dlL+Pp4U9TUlvCi1tetCUaVjdUozfp0UgaimqL0Kq0TIycyKqcVehUOi7ucjG7i3eTVplG9aF/8O5zhRANR0LXyv+Nk4ewQ22JSm0X+nJCuPmLkAlDngjLUWlErPbh+SYKpyetFRXUOIsx04TWufV6C9mb4Zvzm0Xwrvlw3SKIGk5RnWNRudzqXOHu1ihAor2iuTjhYnRqHX9n/C1qewDr8tYxI3YGVqwsOLiAWnMt2wqba0P4OfthtpqJ8Ijg63O+Rq1S4+fsh8FkwFnj7GChq6/Xc2e/O/km+Rv09XoGBg3kup7XEeTW+j0+0C2QQDcxA//jgR8dHggnRp42Ec4dR3WxyN1ocrtKXQ7dzhPiIXN96+PuSIT2h6t/EyFWLj6NK6+tENhNrABXF4LOg+nGQn5JW0i9RXzunxd7nt2qQxNbCrZwUfxFqCW1w71eq9LSYGlg/v75NvEB8Hf634wNH4tOrbOdv4loj2i+3v81SeUiNHdN7hqmxUxj7uC55Fbn4qJ2oY+/Y85cvE88EhIz42byV/pfaFVabup9EwOCBjjs66RxIsT91E2SKnRu2roS+llLUVV9myehA3g4aymtOj4nrLTKtCN+OJ0MkiQR6xXL/rL9x95ZoUMJdg/m9n6346wWD9hqSY1OZT8+vZy8qLfUs6t4F1d2u5I6c53DQ88X+77AYDLYxEcTv6T8wgujXsBT58m3yd+iQsVb497i6h5XszZ3Levy1jHWvw8emz8R9ReORvxk4RDThCTBqHtbFwdWi3CMKT0kZq5PBEkS9r4BjVa7ivg4cwjuI0JcWjLhKTHz3ERtBRQni3CYJmQZtn1qvwJntUCiqKsQ5uYoeBO8E/Bz9rNtu2hcuKPfHfT2720TH00szljM6PDRbC/azuiw0bb6HOHu4Vzb41oe3/A4y7KW8UfaH/yS8gu7S3bjrnPn7v53253H38Wf4rpifjjwAzNiZ3BLn1u4s9+d9A88QhjiYYwNH8vMuJlISKgkFZd0ueSUmJOc8ZQcbBYfTRz4W1juhg2CwO6tHmZHXWXzuHPxEveeI4mPJnSujdbiAfT2783X537Ng4Me5IGBD+CudSfKI8rhkFFho0guS+aSLvZ+Pb39exPnFUeVqYpNBZscjsvUZ3JLn1vs2uK84tCqtTbx0cTijMUsyVjCJX9dwqy/ZlFnruOmXjehaRRiQ4KHEOASwJf7vuTGXjeycOZCfjv/N+b0mYOP8zF+ZoUzno5eATlj43ZKqurbPAkdxApIcZWje0RrZBgymBo19ZReP8Ijgn0l++ycMBQ6H6V1pYS5h3FLn1sIdgtGq9Ly+LDH+d+2/1HTUIOXkxePD32c1IpU5vSag06la/UDwipb8dB6oJJUdiKkzlzHoKBB/DTjJ/T1ejx1nixI+pb5B75HRqaPb3eu0IWgLkkWSZhJf4rE76AeEDpAOL40EdoXblgCKUvBVCVWKMIHO/SFmlLY+qkoHGg1Q//rYMwDQlQonN34xcI1v0PqCiFQEyZDRIt0w4I98Odd4qtHMMx4V8ThSyrhnHU4jSuH8d7xPDnsSV7d+iomq4kg1yCeHfks3s7edrv7u/rbqpe3REbGRePCE0OfoLK+kvsH3o/JYkJC4r1d73Ftz2v5O/1vCmqEKFqYtpCnhj+Fm9aNl0e9zM7inQS5BmGVrXy29zNMVhPfJn+Ll5MXF8ZfiKv22LmAACHuITwx7Amu73k9kiQR7h5+ynIDz2haK5YKQvD2vVIYXByNwr2w8C4o2CXyPSY/JwoTBvcSEyLHSQ+/Hjbb5H2l+4SVcux5tjDbgUED6e7b3WbZ/NjQx0gqSyLeO55473gWZSwi2jOaa7pfwxs73rA7d4JvAv0D+hPjFcOm/E1EeERgsppazeMA0Jv0gCho+fC6h/nmnG8YGTaSnUU72V2ym++Sv+Pl0S8T4RlhEyYKCtDxAuSaDr5+m1BvtlBrMuPu3Pa/Xi8XLUkF+uPaN9uQTbDbf3fAakmUZxQb8zee0nMqnBoarA2kVaRRWldKdlU2FcYK5ifNp85cxwXxF1BWV8aV3a6kh18PjGYjr297neqGaub0mUNVQxUNlgac1E52S/HXdL+G6oZq3h3/LtsLt7MqdxVldWW8NPol2+pamLuYJb6j61XMkDwwNdQSUXQQr2XPQd8rRG2NrR83d3TqSzDsdvsP4ND+4nU0MtfDmleat3d8ISpUD7v9P//uFM4ADq8F0kRNGfw2R8TwA1QVwoKrRFG5wB7Q/ypIWdy8vyRBd+Ec76J1YVbCLAYHD8ZQbyDEPYRA19YfOsM8wghyDbKryzE9djpdfbpy98q7bdanfs5+vD3uba7rcR0DAgcQ7xVPeX05VaYquvp05a3tb5GmT0NCOA/OSphFcnkycmMEs6vGlUeHPEplfSWBroFo1cdnfuKscSbeR8l3OiECujbaex9obus+E+LGC/ero1FbAX/c1lwLpLoIFt4BYx+BhhqIHHZSXfJ38Wd51nKsWLm1762EuoXi6+zL/rL9uGhcGBQ0iG+TvsXXxZfK+kq2Fm4l0DWQ3SW70aq0TIuexuJMMd4vir+IaM9odhTvoK6hjlkJs/ho90dEekXSw7cHcd5xNhtfgOGhw9lXus+uP4cqD3FJ10sIcw9jaMhQfJx9iPCIUPJEFRxo0ydkSZIuAl4FAhGrHRIgy7Lsifhm31EOP20pqarH21WHqh3+4bxdtJQcRwiWvl5PvaUebyfvU3r9cI9wOzcLhc5BjiGHz/Z+xqKMRYS4hXBJl0tYnbOaOX3m8M7Od1iYupBb+t7Cd0nfcUOvG+z83VdkryDAJYA9JXu4u//dJJYkUl5fzpSoKejr9ewq2cVPB3+isr6SS7pcwsy4mXTx7eLQB2fvCLpETxT2kpU5cO5rYrbvq3Ptd1z5vFjl8IsVRQNry8DJC3QuDue045Bj5Wf2LICBs5VwqjOZ+iow1Qkr5pO5xxry7R8gQYy78gwhQAr2CBvU9FWiiFzsWOGq1WUKAGqVmhivmGNeprS2lEu7XkpuVS5Zhiz6BvQlyDWIL/d9aRMfGpWG63tdz8eJH7O1cCvbi7ZzQcIFfLTnI2oaalBJKu4beB8f7v6QOnMdSWVJbC3cyrU9rqWHbw+2FG5BX6/ntW2vUW4s561xbzExSsnlaDM8guHSb0QBy4zV0GMmdD3v6OKjvloYItSUNIuPJqxmsBiF5XjoQNCcuHNmpj6TbUUilyipLIkXRr7AI+sesdXQ8NR5MrvXbMLcw1iXt46lmUvxd/Xnsq6XUVZbxhXdr+CybpfhpHHCU+vJXavusokMjaTh/kH389aOt7DIFub0nsOAwAGkVqYyMXIiFmuLgrWNNAnyEPcQJZ9D4ai0dQ7I/4DzZVn2kmXZU5ZljybxcSZTZGif/A8QKyClx5GEnmXIIsQt5JTPQvg4+WCxWiitKz2l51U4eUwWE58kfsJvqb9Rb6kn05DJmzveZHL0ZPKq8ghyDUKSJIJdgrmmxzXsKdnD7F6zubXvrdzW9zbOjT6XUmMpZcYyXtv+Gun6dCxWCwfLD+Kudeedne9QUFNAnbmOr5O+ZlXOKrvry7KM3qinwdIgEignPQ3XLW6u2THuUVF5umksNtSJD+HSFPj7fvhoBPx0DeTtdPjZ7Aju5dgWOqD1wl4Kpz9WC6SvhvnnwycjYfXLUJl72D5WMdNsbmhuM+QLsXpgEZSlg7OXeB2Oq5/I/cjZAsueAqNehPktfQIKEk+4u7XmWt7b9R5bC7eiklT8euhXjBYjpcbme+V5sefxW8pvbMjfQIO1AQsW9pbu5e5+IufDKlv56eBPTIqcZDumuLYYtUpNSV0J+0r34axx5uIuF3N7v9uZlzhPuRcfidoKsWqa9CcU7hPj6WQI6ALjH4Xrl4jVVp/I1veTZXEPW/kCfDIGivaJZPPDUTuBIbe5LsgJUmeus30/Lnwca3PX2hXwM5gMOKmc0NfrSdenY7QYya3K5c3tb+Lp5MnijMX0CehDvFc8iaWJdiscZtnMH6l/MDZ8LFbZyseJH1NYXcjzI57nmh7XMDBoIG7aZvE1KWoSPf1bKeiqoNAKbR0jVCTLcnIbX6PTUWww4uPa9jVAALxctZTXHHsFJNOQeUodsJqQJIlwD1GR19/lBK1QFdqE4tpiO8tdAItswWQxUVxXTIJ3AnP6zOHvjL8prStlZtxMCmsK+SLlC0Dk9Tw46EHuWXUPIJbUAabFTHOw1wX4OeVnLulyCb4uvuQYcvgj7Q8WZyymp19PZveaTQ/JVdTrSP5LfHjHjIFDe8WH96YPRJFB1wD46VrIbgznS10m7ClvXgW+jbPN+nxRUNBqBv8uImbfL0G0gXiAHDxb+OcrnHkUJMK3FzU/OK55VdSCmfi0+JuXpcGOLyH5b1HNfMSdoPOAn65unnl28RG5IdPfgN9ubk42H3qLWP2QJBh4vSgOl7u9+dp97BN5j4cYrxhcNa7kVeeRV50HiCrWU6On8vEeEYIY5BpEhiEDZ7Uzd/a/kx1FO9hauBVntTP/G/M/5q6dS3Ftsc1hC7CFf0lIVDdU88HuDwDhbHTfwPswnagZw9lAbbkQkru/E9sqDVz+PXQ5wZxIWRaGFxUZ4OINAd3t89eaqC6G/b+LWiEu3jDybtgyT9Sh+Wdu87jreRHkbIYhNzdbjJ8gTeOs1lyLFSuFNYV279/U+yZyqnNYm7eWeO94Hhz0IO/veh+jxYjRYmRh6kLOjzufzxM/b7XuRnFtMf0D+6NT6bij/x0cKD/ArStuZUL4BC7pegkLpi8g05CJm9aNeO94h3woBYUj0SYCpDH0CmC7JEkLgD8A2zS9LMu/tcV1OwvFVfV4tUMRQgAXrRqLVaam3oyb05H/nJn6TAJcA9qkDyHuIaRVpjEs5ORiWBVOHTUNNejr9fi5+DlUrtWoNPQL6Iefix/Pb34es1WEgbyz6x2u7HYlwW7BFNYUklOVQ4Y+gyeHPsm8vfNwUjtxebfLWZKxhEHBgxyuGeIWgpPGCaPZyNs732Zp1lJAeNFvyt/E991vIWpjY4hXRQbkbhOFBNU6GHwzDLtVWExmH5ZLVFchKgE7e4mZxP2/iSKFJQeEw9FVv8C1f4iaD9YG8QDpe+zQGIXTlOIkx1nrbZ+JWgxOHmL1rKlgW0WG+H7Gu/ZhL3UVsP5tEaY3/gkw1wl7XtfAZpvn2PHiuLWvCdvecY8Il6MTJNormk+nfMq7O9/lQMUBRoeNxtfFlzivOK7tcS1LMpbgpnVDI2m4vNvlfLnvS8qMour19we+J60yjZt730xpXSkHyg4Q5RnFzLiZfL73c5ZlLWNi5ES7/LsGawM/HviRc6PPPVKXzl6K9jWLDxCTGH/dA3NWi7Cq4yVzHXx/qVi1BRh0I0x4Uoy/yhxR6dwrQoTvLZnbfFzudlG3aNuncPkPou6QqRoK9kLCVFGD6DiwylYy9ZkU1hbi7+JPjGcM7lp33hr3Fp/v/Zxdxbu4tc+tbCncAsDosNHsKdljs3vOrcplb8leLu92OV/t/wqNpCHINYgFBxewuXAz0+KmcUufW9CoNGwp2ML2ou1cGH8h58acy6TISTy54UkKa4XA+Tr5a/aV7eO9Ce/ZKporKJwIbbUCMqPF97XAlBbbMnBGC5AigxFP5/YRIJIk2aqhH02ApOvTifNqm6rOIa4hHKo41CbnVjh+KowVfLD7AxanL+bG3jfyzs53bImq3X272+xCdxbvtImPJpZkLGFK9BQWHFwACGeVyVGTuar7VagkFRHuEcR4xWCRLYS7h5NbLUJfNJKGq3tczaGKQ1hlq018NGEwGUg3lmL38VRbLsSH2SQqUKu1YlZRrQNLi9lbn2ixqpG5QSRs6nOFzWX/q2HD2+Lhc9rrza5XtRWw7zfY+TX4xMCAayDM0Wte4TSltTh7N3/Qugpr5ybx0URVIVRmOx5TnASJP8CeH+zbg3sItzVXHxh4HXSbDkjg5ud4juOkT0AfHhj4AL+n/s7O4p38nf433k7evDjqRYaHDKfB2sB1Pa9Dq9baxEcTWwq3cG3Pa6m31LO3dC83hdzE3avuxmgxMiJ0BPnV+Q7Xy67Kxmg5PlfEs4qaEse2qgIwGo5fgNSUwp93N4sPECu7ceMh8WeRSB4zBrI2wd6f7I+VrSIPJHYcpK2E3d+LQph9Lj+2c1YL1uSs4eM9H1NRX0FxbTEPDXqIDfkb2JC/geEhw7mh5w308uvFnf3u5Oukr+kX0I/3dr9nd44yYxnOamdivWIxmAzc3u92CqsL6TmgJ89uehZ9vTC1mR4znRdGvsCQ4CGEuIewOX+zTXw0sbN4JzlVOfR0UsKuFE6cNhEgsizfACBJ0khZlje0fE+SpBOfSjrNKNAbCXBvP0tDb1cdJVX1RPkdOREuy5DVZj7vIe4hLM9afuwdFdqEvKo8SutKKTeW2wTEovRF3D1AxJFHeESQ4J2At5M3f6b92WoekLvOndqG5pofQ0OG8sSGJ2yFC9WSmtfHvs7+0v3MHTSXVH0qJosJrVrLG9vfoKtvV4YFD3NwzQJwas16UVJB1HAhPkAIhjFzYdULwp5yxF0iJ2TbZ+JDe+d8KGyMwz+4BMbOFWKjOEmE3/jGQ9If8Pe9jRdYBYk/wo3LWs8VUeh4rFYxY1xXKUTksR4EQ/uBbxyUN8aoh/SF0Q/AsicgeqxYrTh8haS1opZdp8PeBY7t1fYrhrj995DSTH0mW4u28sPBZrFTWV/JUxue4pIul/Bx4sfcO+Bem3NcSzSShkpjJRvzN9LLvxfbi7bT2783ER4RLMtexvSY6Q7HjAsfp4TCtoZvnAiva1nfJWqkfV2YY1FXIVbWDqdgNyQvFN+nLhdFA1NaqeJttYDWTayimKrFCsmcNcd9+WxDtsjldA+hi28XYrxi+GTvJ1zR9QrW5a0TttBuQdy07CZcNC6cF3seIe4haCSNzfSgiWivaG7vdzs5hhw+3P0hjwx5hPd2vWcTHwCLMhbRL7Af/2T+w7iIcehaya1TSapW2xUUjoe2zgF5Dzh8CrK1tjOKYoORhMC2r4LehLfr0RPRrbKV3KrcNskBAQh2CybLkNUm51Y4MrIssy5vHY+uexSDyWBXPOpQ5SHe2fkOGpWGxRcuJtgtmK/2f8WbO97k5t43E+ASQEld86zg1d2v5v3d76NVaZmVMIuimiKb+ACRQ7I+bz3dfLqRXJHMR3s+sutLQU0BQ4KHMCthFt8f+N7W3suvFwnuEfYdD+krcjjChzSevNGBKGEyRI+GmmL47SYR3w8idGLKC40hOGYwG8XMZex4+O5isf/Mj2Dt/+yv01Arkk53fi0eXqNHgfcREkbbALPFyu6cSlYdKEanUTG+ayC9w70UO0qAhnrY9zMsflDMKHuGwaVfQ7hjiJ8Nn2i4+hcRzlJbDh4hIm8IRFJxn8vtw2wihopK90NuFmPAYoLuF4gwPfVhE0QqNXif2jCSwppC7ll5D1Oipzi856xxpqCmgKHBQ9lTsgedWkdf/77sKd1j22dm/EzmJ80npSKFRRmLeGzoYwwPHY6HzoNfDv3Cv5n/cke/O/gm6RsMJgMDAwdy78B7cdYoDnAOBPaAi7+CRfeJsRM2CKa9JkKnjof6KuGOFjbA0RxDc5hb377fYMTd8Puc5jZXXwjpI+yfh94i8ts0TmLcHU5ZGta0VViKk6kIHc9BdQIhIaEkV+2xq9nhonHhpt43UW+px0PrwZDgIaRUpGAwGTCYDHx/4Hu6+HRhVpdZtokpEIUINSoND6992FYhvbi2uNWCwiV1JcxLnMevKb/y4aQPGRM2hrV5a23vX9ntSiI92u+eqnBm0VY5IMOBEUCAJEn3t3jLE2jlP+7MoqjRhre98HTWUlJ1ZAFSXFuMs8b5uItUnSg+Tj4YLUYMJkOrxbcU2obsqmweXPOgzQWltZmoYcHD8HbyJrUy1Zb4On//fGb3mk29pR6LbMHP2Y99pft4avhTHCw/SHFtcatFp6yylXR9uq0AVkskJAwmA7nVuTw17Cnyq/OJ8Y5hYOBAAtQucMUCkWzpEyPqewT1EisXVcWQtV58uCcthCG3iBWQvlcKq8t6g7hA8l9CnKQ3Om5pXUX8flVjFevMtc0x/C2pLYXtn4HVgjV+EqqLPjt21eFTxPasCq78dDPWxknXD1en8dMtw+kb4d0u1+/UlCTBn3c2z0gb8uD3W2H2P0dfefCNFa8GI3xzYXN7wW7wiYLz3hYPiEE9hTnByufBL14YHnhFgEeQeH/cY5C9Gdx8wFSL7BNDarUzi5enMCDKh/4RPv+5jlNqZSrphnSQwNvJm8r6Stt71/e8nmWZyxgQPICP93zMqpxVPDviWabFCqOHOO84NuZvtLM4X5a1jGnR02z/5wcrDlJmLGNm/ExcNa6MCx9HnHfbhNme9mh00PMCIXDrq8AjVFQhP14K9ghBMfk5YatbmiJCAsc8LHLTmpAkEcZXWwZX/iSc1EBsFySKFZCmMT/hSSFMWqLPQf7hckxO7uztfym76nbg415MbfkgPj/wud2udeY6ahtqcdW6Mi5iHAtTFzIjbobdPikVKcR5xfHyqJdJLEkk2isaLycvO/EBUFZXRr+Afuwq2WV3vFOjUM+qyiLLkMWTw59kZ9FOUipS6B3Qm34B/ZQClgonTVutgOgA98bzt5xiMAAXt9E1Ow2lVfXt5oIF4OGsofgoAqTJgretkCSJELcQMvWZ9Ano02bXUbCnqKbIzoJxe+F2Lu96OT+n/IxFtnBO1DnM7j2bJRlLyKvOs33gmKwmPk78GBeNC7f1vY21uWvpH9ifpNIkunh34ccDP3JL31vYXtTsAqSRNMR6x/LF3i+Y1WUWXXy62D0cTYycyLbCbewo2sG5Medyz8B77Dvb9RzxaklFJqx4Hvb/KgTFqPvFKse/j4gZ8XEPw8b3hciwmptnC3Vu4B0Of7QoOHhgkQjh+vfR5jYnD5FX0hiWo0pdjrn4AJrwgZC/SyQnu/oI/33f6CP+npMLDOzNEw8SfcK86BZybJFtscp8uSHDJj4A6s1W/tlXqAgQEAm7LcNhQAiG6qLjDH2y2ucLgRCwvnFgrBThMvt/bzxvqtiuLoH8naIYppMb5O8QwsUjBGnSM+hqC3h3ZRUWq8xLF/biyqH/bUXE0jju5u+fz619b0Vfr6e8rpyhIUPxdvLmmp7XYLaa8Xfxp7SulKc3Ps2d/e+kpLYEo9nIyuyVduczW8wszVpKsFuw7f+vtK6Ub5K+YVzEOKZEOa60KBxGU77YiVKRKe4jy5+BXrNE/Q+rWRQPXPmsWFE75yUxps1GsdK64ytIWSJEx+CbRIjh0JvBKsPVv4sVusNoyN+LtqqQNSMe4+uC9QwJGUJRXR4upnKHMCoAN60bBdUFqFVqzLIZi2yxid1BQYPoH9ifBJ8EPDQeGC1G3tzxJnf1v8tOfKglNVq1lsnRkykxlpBblYtG0nBp10vZUrDFtp9VthLsFsy02GlMY9rJ/R4VFFrQVjkga4A1kiR9JcvyWRWbYzJbqa4349lOLlgAXi46igxHFyBtFX7VRKBrIFmGLEWAtCP+Lv5oVVpbqNSmgk3o6/V8dc5XACzPXE6WIYunNz1NtGc0F8ZfyI8Hf7Qdr1VpCXcPx0ntxGd7PxMPNv278MyIZyipLeHFkS+yMmclTmonzo05l38z/6VfYD+iPKN4Y+wbrMpZxY7CHfTw70FxbTHLs5czKXISg4KOEkbThCyLD+h9v4htU42YrZ74lNg25MGK52DkvcJudfDNkLoSht4K3c4TdqstqasQlpiXi+Ri2TMUyTMU1r1ht1ttfQOeqcthwZXND8D+XeGqn0SIz2Ek5lZy+bzN1JrEB7abTs2Ptwyjd5j3MX48mSqj4wOD3nhyXv9nHK3le3iGOs4IHwmtK4y8R9SLaUKlFrPPkgTmWmHPW5wMtaXIXpFI698QVaeL9sHub6HkoDiuqgD+vJPIyS/y/fQErl1Szyv/HGBc10BCvY9RDPMoxHnFcWufWyk3lmOxWlidsxpZlunu251dxbv4PfV3XDQuXNfjOjYVbGJ70Xa+2PsF9wy4B0+dJwvTFmKVrbbzjY0Yywe7P8BsNTO712wmREwgsTSRbr7d8HX2JczDMY9E4RThGSq+WhpgT+M9NHQgjLgXbvhHrKosfhDK08UKXeRwOCiqi2OqFqYZl8yH3heD25HdKI1GI1W9LiBLo6aXfy9bPl2URxTX9biO5zY/Z9tXq9KiVqnp4d8Dfb2eBO8E3t/9Pjf3vpkQtxCWZCyx3ddv7XsrnlpPXhvzGsGuwbwy6hWWZS9Dp9IxLmIcm/I3sThjMTPiZvDwoIfRm/TM3z/fZsEe6BJIvHf8qf6tKpzltHUOyPuSJB02zYUe2A58IsvyGWfXUVpdj5ertl2qoDfh7aolo7T6iO9n6DPazIK3CX8XfyUPpJ2J9Izk6eFP8/TGp7HIFjSShqt6XEVXn64sSl+En4sfWpWW2/reBkCcdxx+Ln5syNtAmHsY58Scw++pv7MhX/hEFNQU8Hf631yYcCGSJFFjrmFQ0CBcNC7MXTuXW/rcwojQEThrnIn2iuYGrxu4odcNpJSlcKDiAEODh9LDvwfBbs0Pl5X1lRwsP0hZXRkRzr50qdbjJFtFDsi+Xx1/qMoc4XxVWyZyQHRucMWPIj7fPUg8ZPrGwYh7RDJnU+Jwr1kQ1EMcV29AsgaJGXFjc1Kl2Scei1sw/HaZ/ex76UHI392qAPl5e65NfADUmCws3JV/TAGiUau4bkQ0G9PsnY1m9Ak96nFnDYHdRRjU6pfEttYFzv9A5HUcL3HjheDc+omIp48ZA5VZQnS6+ol6Hp6h4B2JpNJA/2uEcO11ESQeloRuaUCqLWZI4gesvfQtKkvy8KpOA+8TNzCwylaSypL4cPeHbC3cSt+AvsR4xZDgnUCgWyCldaX4ufhxY+8bUaGizFjGebHn0c2nG3E+cRjNRnycfHh/wvv8kfoHNQ01DA0ZyorsFbbJhs/3fc5jQx4jyDUIf2d/hoYMZVvhNkwWE/He8cR6x55wvxWOQnBfmP6mCOm0NIj7UvQYcPWGhlDYs0CID4CoEZC6wvEc5WkiDKyJ+hohhvXZYpwG9cbgkYA2sAgvnRdZhiyWZy0nwDWASI9IYj1jubPfnWwu2IynkycDAwfy1f6vuDDhQlZkrWBWl0u4b8B9pOvT2V2825arUVBTwLObnuXV0a/i5+zH/vL9PLvpWbr4dKHB2sCSzCXcP/B+glyC6O3fm6qGKjx1ntzS5xa+Sf6GXn69OD/u/JMWuNWmag6WH6SwtpAw9zC6+HRps3BwhdOLthYg6UAA0GQBchlQBHQBPgWuae0gSZLUCJGSJ8vyeZIkPQPcDDRlzT4my/LiNuz3SVNc1X5V0Jvwdjl6DkiGPoMBQW2b9x/kGkSmPrNNr6Fgj0alYVrsNLr7dafCWIGfix+hbqGUG8vZWriVSVGTeGXrK3T3645FtrAwdSEPD3mYbYXbSCpLIswjzC7MY0DgAPxd/HlwzYO2tjm95/BD5g/UmevIMmQxLWYaq3NWo1FpSPBOoLSulJuW3mSrvBvlEcUHEz8gyisKQ72Bd3a8wy+HfrGd78Weczh/7Yfiw9u/i6NNqpufmE1sInK4EAufjhehDQAh/eDSb+CmlSK8RucK/t1ETPfOb0S17Iw1wiEpqCfkbsMQMpJdARcwUOfk6HYEIq67FXLKax3assprjvp3aWJknD8fXTWAeevScdGouWVsLAMivY/r2DMeJw/hdNZlCtSUifwNvxOcYXXygIghwgK1MgP+fVwkCQ+5WayoZW2E7E1iX5UGLp0vktTN9aK2TAtxCoDaCakyi6DSTQStew22uMG1C8WqynGSW5XLjqIdfLznY5tV9dbCraTr07mq21Xk1+QT7RvNG9vfoNYsxlaUZxQ9/HpgwcKzm561nevhwQ/zv9H/Q5ZkPtj1AXtKmhPUtSotJouJ/Op8ZsTO4KE1D4l8E0RYzqdTPqW3f+8T+30qHBmrCZL/FPcWEOPpykar3YpMseLWhD5XrII05ac14dUiWdvSIMTw0seb28Y8BL1vp1w3msSsH/gz/U9ARDC8ueNNPpj4AfP3z6erb1fyq/Nt9+5evn2JcR7B//bcx7U9rqWrT1e7pHMQoriwppA9JXtILBFugi1DaFMrUpk7dC73rbrPFurVP7A/Y8LG8Hva71Q3VPPQ4IfwcjqBvBnAaDYyf/98Pk782Nb24KAHubL7lWhV7RclotA5aeuSwf1lWb5SluW/Gl9XA0NkWb6Dozth3QMcXkH9LVmW+zW+OqX4gMYq6O0YfgVNLlhHrn7bHiFYQa5BZFe14rmv0KZoVVq8dF4klyVz36r7mLt2LjnVOXjoPMjQZ3BJ10soqCmgtK6Uy7peRqY+UyQqSiL2t6Vl5/DQ4SxMW2h3/q/2f8XUaFEtONIzkjnL5nDXyru4bflt3L78dpLKkmziA0Sy4qYC8dCXWplqJz4AXk75nty+lwkb1AHX27vQBPUSjkhNsf3DbhdJ6yufbxYfIOL2c7eCd4SYBY8Y2pxQWt6YPC/LsPZ1yFgLcZNYEnIrQXF9cfcPh0Gz7X+JKrVYPWmFy4ZEOLRdPNCxrTXcnTWc2zuEH24expc3DGZs10CctGe8B8fxo3MVhgQJk8A/QYROnSgNdXDgT5HTAyLBPH83csz4ZvEBIl5/yzzofSns/VmIn5bX6zVL7K/SNLebamDtGyLh/TioN9fz4e4PyanKsYmPJkrrSjFajEhIrMpZZRMfIO7PFcYKlmQssTvmvV3vcaDiABqVhsu6XcYd/e4gzD2MAYEDuG/gfXyd/DWJpYkcrDhoEx8gipF+te8rGixKuN8pI39Ps/gAMZ6WPCzEs7OXyPNoMsHIWAPdZ9jXrQkbCJEtcj7KUmH50/bXWPc6YeYcLM4uLMteZveWVbZSUlPCtT2vZXvRdg6UHwBgVsIsQtwi+XePiRC3cL478B2RnpGtRjx4OXmRqc8kxsuxWGu/oH68tu01uzyTXcW7kJHJrcplYdpCO8FyvGToM/gk8RO7trd3vE2WXomWUGj7FZAASZIiZVnOBpAkKRJoeuJp9YlZkqRwYDrwInB/a/t0ZoqqRAhWe+LloqOsph5Zlh0sPhssDRTVFhHoevzFjk6GANcAhw9dhbbHKlv54cAPfL5POKRkGjLZUrCFN8a+QXZVNq9ue9W2b1JZEk8Ne4qefj15fsTzLDi4gGu6X8PbO99GRnYoTggiYV0lqQh2DSbQNZBMQ6btvZTKFMrqyhgeMpwMQwaFNaJIVVMoXktP+SaqG6qpdnIVAqFor1ilaKgFSS1qNoT2FxaZ7kGifoe5XjjOHI4hr/VfSPcZ9gXmKjIx+3fhwr6x6DSND/9DbhYPmju/Em44k5+D4NZzl0bE+vPyRb15d8UhJOCeSQkMiz3OPIVGnBXR0Xa4BzXa737b3Ja3A/o5rlyRuQ7GPSryRw4thakvi9Ct+mrhopa2EobdJhzXmihJFuNTe2xr28KaQhZlLGJOnzmoJJVd/gYIwV9vqSfb4DhRU1pXyoDAASSWJlJaVwpArbkWU6MYD3YLZmbcTELcQliUsYjXt7+OVbZySZdLWi1IeKjiEEazEa1amWU+JdSVObZVpIvig34JYuxMeR52fQfVhaJo4WXfCVMFF18I7m1fc8SoFyKmJbIMdZWEhUUR6BJIVpX9Q7oVKyuyV3BX/7uot9TjpHZia8FWyk353DC8O2lVc3hp131kGbKY02cOL25+0VaIdlToKLr5dCPENYSi2iJWZq+kqkGsNPu7+OOj8yGv2vGe2tKKvbX7+bEwmAy2PjRhls1UmaqOcITC2URbC5AHgPWSJKUBEhAD3C5Jkhsw/wjHvA3Mxd49C+BOSZKuRYRmPSDLckVrB0uSNAeYAxAZ2f7+1MXtWAW9CZ1GhU6jQl/X4GD/m1udi5+LH5rWisGdQjx1njRYGhQr3lZoyzFZVFPEt8nf2rUZLUasspW1uWsd9t9WuI2LEi5ic8Fm/kr/ixivGO7sfycqVPTw64GrxtVudjbMPYzBwYOZHjudR9Y9YneumXEz0ag1WGQLI0NHEuoeysd7PmZYyDBArJjoVDpM1ua5hm5e8YSUiMRGIoaImP/iZOGlH9qXXBUUuTjj4+RDlM4dtc5DPGBufMf+Bwnp3/ovJGoUTHtDFDS0mmHkfWi6ngOaFiLAO1Ikuw+9RVz3KHacXq5arhgSyZQeQUiAbzsWGG1rOvpeeUrQ6GDMg2LVIvFH4Z527v+QXHwcC8/1mCkEbuQw8WCocQFkUeDSPRAGzoZN74nx2ESfy487MV6n1uGmcWNt7louiL+A3w4127NOi5nG1sKtRHlGMTZ8LN8kf2N3bJx3HEnlSUyOmoyHzoO/0/5mdq/Z/JTyE1/t/4pLu16Kp9aTBQcXMC5iHL39e+OkdiKpNKnVOiPnx5+Px/HWuOhkdMpx6dfFsa3nRUIAa5yg39ViBW3kvcJ5r65ShGHFjW/9fN6R4t7XIkyrJmEy21Um/tz4PDf2vpGnNz5te3iP9YrFRePCoYpDttWPJm7vdzsDQn3oWjeSLoHfYbLU8uLmF7iz/52YLCbivOLQqDT8mvormfpMxkWM461xb7G9eDsSEiaLiW+Tv2VU2CjW5NoXRmyy4dWoNER6nvjfIsw9DE+dJwaTwdYW6BpIqLuSC6fQxgJEluXFkiQlAN0QAuRAi8Tztw/fX5Kk84BiWZZ3SJI0rsVbHwHPA3Lj1zeA2Ycf33jNecA8gEGDBh2eAN/mFOqN7VoDpAnfxmroh187U5/Zpha8TUiSRLBbMDlVOfT069nm1zudaMsxqVFpcNO6OVYf1zi1Gq/r6+JLdlU2v6T8Yisq9d6u97ir/108velp7up/Fz8e/JEsQxY9/Hrw9PCnbXU/pkZNJaksCYBuvt2QkXlnpxAGWwu3EugayOtjXqd/oBAHsV6xvD/xfZ7b9By51bkM9O/Lo8Fj8Fr+Mkx7XRQidPYUeRrAloIt3L/6fgwmAzqVjseHPc6M2BloB88WyZ97fgAnT5j8vIj1bw0XLxhyE3SbDrJVJHe2FtojSceuvN0CvzNIeDTR0ffKU4ZvDEx/C8Y+LJLZ3fzBbBKF55Y8BDUl0GUajH+8eSWj5d8+Zoz4ajSAIR+K9gvnon7XQP+rjrsbIe4h3DfoPp7b9Bx+zn7c1f8uzFYzXX26sjZ3LduLtuOkdmJA4ACmxUxjaeZSnDXOXN39apZkLGFb4Ta2FW4jzjuOewfey6PrHrXZpa7MWcmzI56lylTFe7ves11Tq9JyR/87bJWs6831XNzl4larpJ8udMpxGdyneTzVlkLX84SjWlMNDDc/6H6esHo2G8X4Otrqk2coXP4d/H2fqDES3JeNQ6/l/jUi6ONQ5SHuGXAP7lp3fJx9CHANoLimmKt7XM38/c1zt5OiJtncqdxctPR16UFhTSHFdcW8t+s9BgQOIMAlgE8SP7EVnt1SuIWru1/N9sLtHKhoFjMPDXoIq2xlfd56fJ19md1rNn+k/kGIWwhPDX/qpFywwj3CeX/C+zy3+TlSK1Pp7tOdJ0c8SZBb24aEK5wetPUKCMBAILrxWn0kSUKW5a+PsO9I4HxJkqYBzoCnJEnfNuaOACBJ0qfA323c55Om0GAk0q/9HR68XXUUV9WTEGQ/65VpyCTApW0dsJoIcAkgtypXESDtSIBrAPcNuI8nNz5pawtzD8PfxZ+LEi5iefZyW2iVTqVjesx0EksSWZ69nPNiz+PBQQ9SbarGWe1MYU0h7+x8hynRU5gaPZVyYznBrs0PalNjppJamcrf6X8zNnwsn++1L4xVXFuMWqXG00msgEmSxPDQ4Xw77VuqTFX4O/ngXlsGt5wr8jdaUFRTxCPrHrHNlJmsJp7d9Cw9fHvQza8bnPcWjH4AfYOKFXla9i3NZnicH4OjfVoX/J7HL7oL9XVsyShnV3YF/SK8GRrjR8h/sF9V6AA0Wvsx1VR4LmKoCKHyCAWd4980v7KOzell7M3VMyDKh2Hdryag61QwN4iaEZoTm0yaFjONSI9IUipSiPeKx1nrTJh7GIHOUSR49cFQryfaK5IV2Su4odcNdPHtwuvbXqeotsh2jmpTNYkliXa1GgD+SP2DO/rdwYe7PyTDkIG/iz/PjniWOO84EnwSGB8xHrPVTIhbiBJ6darROkGvC8Xq2VHGE+4n8FkbNhDrNQupKMknw+TEp8nNCekZhgze3vk29w64l8u6XQaA2Wom0iOanr59SK3IJNQtgj4BfWz32yaC3YK5Z8A9vLDlBYYED6HUWGoTH038ePBHPpjwAY+tf4wyYxkxnjGoJBVOaideH/s624u2s79sP+Mjx+Pt5M3goMGoWiv0ehz0D+rPl1O/pLK+Eh9nnxNOZFc4c2lTASJJ0jdAHLAbaLqbykCrAkSW5UeBRxuPHQc8KMvy1ZIkhciy3LRWeSGwr+16/d8oqarHpwNWQLyO4ISVXpnebrMNfi5+5FYpeSDtzeToyQS6BbK1YCsh7iHEecZx54o7scgWHhj4APp6PVq1lgGBA4j3jiddLxJW/07/m0Xpi/DQeXBVdzHTa7QY+TNNuK+EuIVwd/+7bdcJcw/j6eFPc2PvGzGajQ4C5Ej4ufjh5+InNpxb//Apqyuzxb43YZWtFNYWCgGicSJfHcp187dyqFgkvX+xIYNHz+3GnDGxDrlPx0uN0cwr/xzkj11N8c9ZnNsrmFdn9WnXWj4KbcRRhGhlrYnHf9/LqoPi4ezLjZlcNjiCp2f0wFV3ch+Nblo3hoYMRavS8k/GP3g4eVBjqiHSeTDv/e1FVb0bIV4Sj114H8n67SBjJz6aODx/BEBC4o9Df9DLvxeToyfTN6AvY8LH2N5XwlragROY2DgedhbLXD4vi/HdvbB6OS72SIj7WnFNMTuLd7GzeAeL0hcxMGA4dRU9+W1dDu9dGeDgvDk9djrhHuHo6/VkGDJaPW+4RzjfT/+enKocimuLqTJVMSNuBo+se8SuwK2nzpMp0VMI0pz8c4S3szfezt4nfbzCmUlbu2ANAkbKsny7LMt3Nb7uPuZRjvxPkqS9kiQlAuOB+05tN08dxR0oQIqrHN1a0g3p7RKCBSKZrbUES4W2xU3rxojQEdw78F5GhIzgzlV3kl+TT1FtEX+n/42HzoPfD/3ODf/ewKPrHyXOKw43rXBokZExmAy2/I+W3Nb3NnycfezanDROxHnH0cW3C1d3v9ruvRC3EBJ8Ek7qZ/B18cXX2T7WXkKyc287UGCwiY8m3l5+iJyKOk6W9NKaFuJDsGRfIeklR66ro3BmkFpcbRMfTSzYlkNmaSsJ7CdAQXUBKRUpbCncwrzEeazLWwe6Iq4e5UGtyUJaiZFnf6njqq43Mzp8tEMFcy8nL3r69UQj2YugsRFj2VK4hb/S/2Je4jx0qvb/nFE4tXy7OQuzVWZdioEpoVfavadT6RgaMpRDFYeYu24uD619kGVZy7ix942kGpKo0W0iu6KWQ0WOCd3uOndGho1kYuREQl1DHUxorup+FaHuoYS6hzI0ZCgz4mZwZfcrUUtqO/EBMDBoIF46ZdVC4dTT1iFY+4BgoOBYOx6OLMurgdWN37daL6SzYbZY0dc14NUBM6deLtpWq6Fn6bPaTYAEuASwvnx9u1xLoXXya/KpaWiuU3Fe7Hl2TlhbC7YyLnwcjw55lJqGGgJdA/Fy8iLeK54vp37JooxF5Fblcn78+QwOFvUPKowVJJclU1JXQrh7ON38uuGmdePantcS7xvPvxn/0tu/N1Oip5z0LGywWzAvjXqJ+1ffT625Fo2k4ZEhjxDr1VxQzWQRs8Ljol24vVsNAeZCKjV+uJgrgZMLe2ywOM40t7yWwpnLkf72R2qnrlLE6xtywSsCQvq2uqJXXFvMJ4mf2Fb0squy+WD3Bzw+8H+2fWpNZkxmM7m16YwMG8mosFGUG8tRSSoGBg4kvTKdV8a8woqsFRgtRqbHTEeWZQYHD2ZQ8CB0Kh0NlgYq6irwcfFx6INCO1BfA4V7RB0Q9yAI6XPUKueHI8syeqMIjzU2WPlnuxd3D3qVRP0ygtz8OD/ufKI8orhr1V3sKNoBCLe0d3a+wx397uCP1D/oFzXcNl6r6qtI06eRachEQsLX2RcfZx+Ghg7F18WXTQWbyNRnMjJsJF46LyrrK+1s2AF6+ffi0i6X8lOKqHES4hbC7f1ux1lzbBc4BYUTpa0FiD+QJEnSVsD2dCzL8vltfN0OoazGhKezBrWq/aqgN+HtqiWrzH7mrtJYSYO1od1cqfxd/cmrOYI9qkKbk2PIwWw1o5bUWGQLEpIt/2Nw8GCGhQzDXetOmbGM9XnrmRA5gW+SviG5PJnhIcO5re9tPDT4IbtzVpuqeXfXu/yS0lzPY+6guVzZ/UoCXAOYGTeTmXEzj7+TNWXCJcbZ0aFnROgIfp7xMwU1Bfg6+xLtGW0Xy94lyIP+4e68Er2N4NXP29rlqhtg8nM0aN3R1zbg4aLBSWNvfVtWXY+zVo2bk/0tL9rfld5hnuzNa3Zp6RrkTqy/+/H/TAodS225sHE+ipuZoa4Bi1XGp0WoSmyAOzH+rmSU1qKSYFS8PwOjfIjxayW2v6EONr4rqqw3MWYujHkADns4q26oJsw9jJt63USDtQGtSsvy7OWgqSEhyIVDRXXcOT6B/ZVbuHfVvTanoyFBQ3hlzCsEuAZQUV/BnSvv5Lqe1+Hv4s9LW17CSePEDb1u4J+Mf9hZvBOAC+Mv5KHBD+GhOz0drzoNRoMoDujmd3z7W62w53tY3Fy0lX5XCWvno4zDlkiSxDVDI1l1QBRG3ZlZy+4s+OmWJ+kW7IG7s5b0ynS2F223v7RsxSpbuTjhEnys3sQFOrM5fzMV9RU8tu4xWy2PGK8YRoWNYmDgYHQqDblVuUhIvLfrPerMdTw9/Gku7nKx3bn9XPy4f9D9XJRwEbXmWiI9IpWEcYU2o60FyDNtfP5ORZHB2GFuOT6uOrZlltu1ZRgyCHUPPen4+BPF39mfktoSLFYLapVS+6A9OVRxiJuX3oyvsy/X9LiGr/Z/BYCr1pVe/r2I9oy2c8+5re9tLMtcxq4SUcBtZc5KMvQZvDT6JXr597Ltl1aZZic+AN7e+TajwkYR4+1Y0OqIVBfD/t9h0wdi1njCExAzTiR3NiJJEpGekUe0e4wNcOeLGX74fP2qXbu040tqel7O87tcWXmgmEHRPtw5Pp4eoV4U6Ov4bWce323OYlrvYIbE+iHLMjH+7iQEuuPr5sTbl/Xnh23ZrDpQwtguAVwxNAJ/jzPP9eqMo6YUkv4UwkDnBuMfg7gJwgmrEWODhXWHSnlz6UGqTWbmjI5lWp8Q/NycCPJ05pOrB/H7rlz6RnhRqK9Hb2xgzaEy+kd6E+7TYlWt9BCsf9P++uteF9a+wb3smoPdghkZOpJXtr1ia5vdazYWaz2Xj6vC2zqUQXEaZi970a5GwtairSSXJxPgGsDa3LV4aD3QSBre2N4oeurhpS0vce+Ae20C5PfU37kw/kL6Bx3Bllrh6DQYIX0VrHwR6g2iQGXPC469klGRDsuetG/b/R2lXS4j36MvCcHuuGiP/Xg1NNaPT64ZwMdr0lFJElcMieSj1akU6I08MKUr3cNd8XP2o8zYXIdkUNAgfJx8+C75OzydViC7XsSa3DUUVBfYFRLM0GdwTvQ5vLbtVa7ufq2Dxe5vh37j/Ljz0antQ/nctG709FeMZBTanra24V0jSVIUkCDL8nJJklyBM/bJtMhQj087FyFswtvVMQQrQ59BsNvxW43+V7RqLZ46T4pqi5SEyHagylRFWmUa1aZqDCYDDdYGDlUeQqvWcme/O/F08iTULZQZsTN4Zesrdsd+uvdTbux1o02AgBCsa3PW4qx2Jt4n3naNwzFZTdSYaxzaj0ryX7BkbvP295fCDUsgasQRD6mtN3OouIrymgYifV2JDXDDR1PfXCm9BVl5+fy4TYiGxXsL2Z5ZwZ93jmTB1hzeXnGIc3sFk1FWy2frMwFw0qj4/PrBjIr3Jy7QncfO7c49ExNw02lQdcAKpsJJkPIvLGqRDvjjlXDdX822usDu7Epu/rp5BvnJhftx0qi5dLBwzArzdmZyjyA+XpPO0iSRDK5Tq3jxwl7M7OfUXLyy3mBfUwSEzXO9gcMxmo3MS5xn1/blvi95fezrfHHgFX6e8TMWuYGS2hKHY0vrStmYt5FQ91AGBA1gQ/4Gh31SK1MJdw+3FX5tKiincBLk7YAfLm/eXvygWKEdeN3Rj6uvEatih5GdX8hFy6t59vyeXDk0Eq366Gm2bk4apvYMYUyXQNamFHPX97tt4Z83zt/Ob7cN58lhT3L/mvuxylbUkpqp0VN5YcsLAFzT4xre2P4GU6Onsqtol8P568x1lBvL8db5O7wX4xnDgfIDhLmHNZuEKCi0I22ahC5J0s3AL8AnjU1hwB9tec2OpMhgxLuDBIiPq47SansBklaZZpfE2x4Euga2WlFV4dRSUVfB69te55ol13Dbitt4fvPz3Nb3NjSShqSyJL7c/yUSEi5aF5zUTo7VaFupeq6W1MjIpOnTbG2RnpG4a+3DkeK84whzDzv+zhr1sOVjx/aMdUc8pNrYwPurUpn5wUZu+Gob099bx/rUUvCOAv+u9js7e2HxjuXSQRE0aYfiqnpyK+r4alMmAN1DPFmRXGw7pN5s5ck/9lLW+D+jUkl4OGsV8XG6YKppfUwdWmq3uSbF8SH/iw0Z5JTXsGBbNj9syya/0mgTHyDyf95ZcYjsliGtPtEizr8lnqGi/TBK60rtZqJBmD2YLCbOjTlX5F65BDI1eqrdPmpJTWldKbcsv4UGawMSkkOMPogk9SbR4apxJcozyvH3oHB8pK1ybNv8IRiPIeq8I0RtkJbo3MiwimTv5/9OIqPk6JM0VtlKxv/ZO+vwtq7zj3+umCxLZmYMM1MDTVNuV6atvDKuNOh+67bCunXtOiiuKzM3xbRNwwwOmJlBtmQx3d8fcpQodtq0iWMnuZ/n8ZPo6MKRfHzvfc953+/XWsPalrXU2qrZXGfhhhNyuXlBHpdOy0Qll7GstJ3t5Sn8atS/uH/a//Hbab9ldfPq8DG0Ci02r431reuZlz6vfzfVJuakzqfXHkOsZu+qjkFpYETsCC5eejE3fX0TDb0N3/95JSQGgcFWwbqBkLeHDUAUxQog4Xv3OIppGwIX9D3oVHL8QRGHZ++Nr7Kn8ogVoO9BkuI9Muyy7OLdyr1Oy3afnQ+qPuCEjBNQCAp+PfXX/Gvrv7j8s8tRyBREKSNzxBN0Cf1Up87OP5tvG79FI9+b055hzOBfC//FiJiQGeGMlBk8MueRfupY34tMuTelIWsWzLsH5t4VNiCMoLsO6tbgaSvj4+17A1m3L8hdb2+nPWCAc56HnJDDsD9xDNvmPMMl77azpb6bmxfsVeGSywhPCAxUVF7T6cTu6R+IHQxWl49tDd1sb+yh1+37SceQOARkCjAkw+I/wllPwc+eg2nX90ud2V+eFCDRqOb9zU04PH7sngBlA6gINXa7IsdMdBpc+DqkTQ29Tp8OF7waCkL2I14b3y9wMKqMaBQaetw9xGniUCvUXDPmGk7KOgm5ICfVkMoDMx/g0+pPAXh6+9MUxRRxfuH5EWpXMZoYcqNzsXqsFJmL+PfCf0sByKGgH8DlPioJ5D+UHCKDkx6C3AUgCPjjR1Iy73n+tC50PdGp5Lh8gQPuLYoiy+qXce5H53L1F1dz0dLzSEzZxXtbGnhiWSXflLVzx4kF+AIiz66o4zdv9rC5NImPqz+JmBCqs9ZRZC6izlaHQWXglOxTUMgUxGvjuX3i7XS6OpmXfgLPfW3nlPgH+NPMB7l3yr3cMuEWOt2d/HzkzynpLGFlkyQeI3HkGewaEI8oit49NQiCICiA4eFsOgi0WN0RRY5HEkEQiNWHzAiz+wpta6w1nJpz6hHtR4wmRloBOQIMlL5R3l3O7NTZnJN/Di/teoluTzcAj2x4hOvHXc8bZW9Qa6slz5THL8f8ErffzR9m/IE6Wx06pY4t7VsQRZHCmMgVhvEJ43nmxGfo9fZi0pjCEr4HjUoXcqne+gr4PfBtXzpY8liIK4D4gtDrqq/h7SvA1U2sQsPSBX/mvLVZ7GoLyUu3WN30uHwkJI2C81+mqq6OZzZYeOeTXnwBEavLR3OPmzSzlpw4PYhw75Jirn1pExpF/8zPOQVxP6nWo67LwW/e38GKipDK0aIRCdx/2kjSzDr8gSC1XU5cPj/pZt3AJokSB8bngoZ1sPN90MVC8WmQMq7/dgo1zL4NPrsHWraG2kacAaPODW8SCIpMzDQTrVVidYWCRLlM4IqZ2Vzxvw38/fzx/HnpVm5dWNDv8FOzY8iM2W+cp06AS94GVzdozaAZWNzDoDRw58Q7eWbHM1T1VJFpzOTq0Vfj8Dr4sv5Lrh93PSaNiW8bvqXF0cLloy6n09XJk1ue5JScU6gsqcQX9PGf7f/h7VPf5pWTX6HUUopSrmRE7AgSdYnMSJmBQWWQTN0Olex5od+lK3StRCaH2XdE1BH1o6sKVvwNtr0C2fMQFz6AM2U6P3u2A1/Qy4Pz9MwRtpK04V3oXgDZcyEqcvWsvreeX6/8NZ5AaAXWH/Tzj5I/84upT/DYUjeN3S421lqYVxiPwxsgzqBi2U4nNy25EpW2ia/qv8Lld/FV/VfcMfEONHUaXtr1EtOSpvHPBf/E5XNR0VPB1o6tvFPxDmeOfpyM6Bg+qHqe9a3rw/0YGz+WxZmL2dq+lQuLLjy8362ExA8w2AHIckEQ7gO0giAsAq4HPhrkcw4ZLVYX2XE/8uHsMBKjV9FqdZMdp8fld9Hl6jpiLuj6tl0Y2naTpdNQ0St5gQw2aVFp/dpmpszkrLyzsHltvF7+erjd5rXx981/5+E5D2NxWdjQtoF7V96LL+hjQsIEzso7i053J6fmnMq4+HED1g0Z1cZ+jrs/isyZYGuB96/d29ayDTY+B4v/DLYmeP+6vQ8CfjeGL+7kidPfY+EboaaipCji9wQMagP/3ubn7ZLIHPydzVZuW1TA2qoufEGReQXxvHntNKo6QnnZj35eRq/Hz4QMEzfPz+eFlbUERJE5BXGMSTUdVArW5ztbw8EHwJe72plbkMDpY1N4eW0dj31Vji8gMibNyF/PHUd+oqRQ9EOIosjOJisp7d8S8+E++fdr/wVXfBYKVvclGISd7+wNPgB2fRBaGUubgMPj540NDTz5dQVXzMwiIIJOKWdaTgxGrRKVXI4vEMQfFPl4ezO3LSrguRXV2Nx+xqRFc9WsbPwDmAGiMR4w8NhDp7uT5Y3LuXrU1QQJIhNkrG1ZS4IuARkyBEGg1dHKMyXP4PK72NaxLbyvQrb3lpykTyJGF0O8Nj5kxrkPOuVPk52W2I/EEaFatPp1obS+jKmQ8gMF/Y0bYOvLof9Xf4NQ/Q1Ro8/l4gnXESU4OKfqHpQdO0Pvb38dpv4SFv0hFDT30eXq6ue34Q/6CcpC1zOFTKC600FuvIF7lxTRYHEil8vwOnUszCsmOzqXjS07cHr9OG2ZJDhu4JrsAOOyZdzx7e3YfXt9jIwqIwuLEpGrbPxxx/qIc27r2MaMsTMGvJ9ISAw2gx2A3ANcCZQA1wJLgWcH+ZxDRrttaEwI92DS7TUjrLXWkqRPOiJqVLFlX5C+5mkcCYVc0raLewsmDfo5j3eKY4v51aRf8fjmx/EGveSb8rl14q3hXPORsSPZ2bUzvL0n4CEYDJIZnckDax8I14Rs79zO7RNv58z8Mwe3w3IFdOzq317xBcy9J5R61dsa+Z4YJMnfBJhIj9HyyDljIv6+puXE8PamyHS/cekmHvuijLgoNSkmLWqlnKw4Pd+Vd/DxthYunJJBXoKBgkQDFz27Dqc3lCbxxLIKXr9mGpOy9qZkuLx+tjZa2VbfQ7xRzcRMMxlmHV/s7O9cvbysg+w4PY98XhZu295o4/FlFfz1vLH9ZIElItnWaOXF5Tt5xP5Y5Bs+Z6hWaP8AxNEJNd/1P1DjRroKL2JDXTd/+Dg03h77qgK1Qsbs/DgunZ6JUi7w6Llj6LR7UMlllLb2YnF4OW9yOlFqBQlGNZsbuilMNlLRZmdzfTcmnYpJmWZy4n9YnjleG893Td/xWe1nRKmisPvsKAQFl4+6nHMLz8XutaM8QKruHufrRF0ij8x55IhNIB3XJBSHfg6Wth39moS6Vdxy/t3YW9tQbt8Z+eb6p2HS5RC/N4iM18VjUBoiAgWVTAV+I5fPFTDHNOMT6ig2C7z8HayuCG2nUcqYlDEdjzuDJ95vR0DAuY9QyLs356OWqyOOe+3o65mSkcP2ju0DfpxEXSJTk6Ye/OeXkDhMDLYKVhB4pu/nmKe91zNgzvGRwqRV0WYLBSBV1qojokSltjWTsfpf1E//Jd6oJLTlX/CLqtUhxZgjJP97PKJX6rm4+GJmp83G6XOSYkjB4XNw7ZfXIiJyy4Rb+MuGv9DmbEMuyDm/8HxyTbmkR6Xz38X/5fO6z1HJVCzKXMTo+NHh43a6OvEGvMTr4lHKDnM9U9LY/m3Zc0EdFZpV1seFHiz3IAhooxP54IZJpJg0xEdF+i3MyI3jtLHJfLQt5HM6PsPEiBQjBrWCgCjSYnWTZtaxqrKLJ78JFdY/vaKarFgd03Njw8EHgD8o8tKauogA5Mtdbdz8+tbw69x4PS9eMYUTCuPZWNcd0ZeZebHUdPYvOv2mtB2L3Uuy6XtSOiT4eFszMoLIBlA4G0j1DF0MpE+DjrKIZjFlHH/4eAfpsZGBgscf5Kvd7VgcXnQqOX/7shyPP8hti/J5Ylkl7b0e3ljfwM0L83n083K8/iDzChK47Y2tNFtD19TkaA2vXDX1B4OQdGM6D89+mLtX3I3Na0Or0HLnpDuJUcdg9Vr5vzX/x+0Tb+fq0VfzxJYnwvuZ1WbmpM1hVuosEvWJ/dyrJYYJ8UX9msTUyXxS7afI66DfWoIYhGBkPUh61N4xYvfZ0Sq03DzmNzS3qNnu/SvlpXsnay4feTu17Rk0W90hw8KdrSwZlcQ1s3MREVHIZDy3sgZ/IEisKpVnFz1LeU8FnoCbRF0yI+NCwVWWMYspSVMiUrAmJU5ibtpc4nT9xQ4kJAabQQlABEEo4XtqPURRHHOg945W3L4ATq+fKM1gLyodGJNOSUvfzbKyu5Ik3eBL8KateQZL9my8UaFzOfLmk1D1Nb6ab1H2FQpLDA5ymZzs6L1eHBtaN1Dfl/72Tf033DHxDjrdncSoYyg0F5JjCrmKT0yayMSkiRHHcvvdfNf4HQ9veBiL28K5+efy85E/JzXqR6hd/RAZ06H4dNj9Yeh1TA5MvTa0OhKbB/N/C5/dG5r1lslh5q3IEwoYazKFD9HR62Zns40uh5ecOD1/PH0Ul8/IprHbSavVRVevh5oOO1+WtjO/MPQA99WuyBULrUpOt6N/4Xi304soigiCQEevmz9+sjvi/aoOByVNVk4ek8IXu9rY1mgFQvUCJxQlUNlu73fMMenRGLVDI0xxNNHj9PJpuYMbT7iGrOW37n1DpoiQ1Q0jV8CEy6BuFXRVhtpyTqA3aSofvNvA7YtCdR1KucDlM7PRq+Qo5DKsLh82t4+qDgdj0qKxu/08fdkE1td04/UH+c+3VXQ5vCjlAisqOrh6Tg4PfLyL4mQjk7JiqOtyHNQqyNz0ubx12lt0ODsIBoOUdpfy0IaH6HJ3sShzESWdJZyacyophhQ+qvqIQnMhJ+ec3K/+SmIYkjYFik6B0k9Cr00ZMP16Pvi0B2dqIuOj0pDtK8Qy8mww9/dMmpQwnWty/4EjYCHZEE9Pj5Hc9BpeWh+5Uvxm9VP8Ys4/aOlKoqXHRbfDy6/fK2F7n3mqXiXntkUFpJq1JJuVrGlu4vHNf6fN2capOaeSFpVCtDoao9rI76f/nm8avmFl00pmpc7ihPQTpOBDYsgYrKflI1v5PAzYk34lG8JZ/xi9ioq+h6CKngpGxY76gT0ODU1PA8bmrVTNvyfcJpMpWGOM5aRVj0sByBFm35ziT2o+4av6rxgbP5aHZofclb+PXV27uGP5HeHXr5W9hlqh5raJtyETDpNYXnQKnPFPmHlzqBg9Ni+kOAMhI7mcBXD209BZCdGpobQb015Twi67h3vfLeGrPjndKdkxnDE2hadXVPPzGVlsrOthdVUXY9NMPPfzySRFh3Kux6ZH80lJS/g4pa29/Hx6Fp/tjEz5ml+0d8bZ6w+GC5cNagXzCuMRxVB7dpye538xmaoOOzJBIDfegFmvQq+S8+uTi9jS0MM3pR2oFDLuOamon/u6RH/OGJ/K25ubeKQ6izvm/YvMqpcR9HHIp1934Jz8tElw0VvQviuUX584kq2tSqCBnc1W7jmpkPQYHQ8uLaWxJ/S38eTXlbz1y2k8fv44Pt/Vyotr6lhXY+H0sSn89cvy8O/8lNEpfF3agV4t54EzR7GqspN3NzWyvaGHQBASotTkJhi+93ebHpVOelQ6X9R+wcMb9ppnflrzKWfknoFKruKUnFM4JeeUw/Y9ShwB4gvglL/DpCtDognxhQhx+Vw+o4Vfv1/C1FOfI6fhPQyt6/EUnUln+klsKe0hJ85HYZKRXrePXc02qjrspBnTKGmO4pFvG5AJFm46zd3vdE6fkxi9jH9+0UhWnJ5zJqaFr4EADm+Amk4HV8zMZpdlJzd/czPBvvqlD6o+AOD+6fejlCtJN6Zz2cjLuGzkZUfkq5KQ+D4G5c4oimLdwWwnCMIaURSnD0YfjjStNjexQ5h+BRCjU9Ha05eC1VPF4szFP7DHoZG47W26M6cjKiKVhKpi0lHXrQWnJZQqIXFEyDflo5Apwh4fnoCHUXGjDspkqsxS1q/t/cr3uWzEZT8YvPwoNEZImzzwe+b00I/fA3IVHn8Qb5/EbZRGye4WW/jGm27WcvrYFH79/g7OnpDKa+vqw8H3qqpOSltt3LOkCI1SwcLiRN5Y30BVX4pUQpSaYBDuWVLEpyUtBESRi6ZkkGLSsEexLylayyXTMtjV0su0nFg+3NqMIMAJRfHY3X5iDWpiDXvHvc3lZXl5J6+tb0AhE3jgzJFMyjCTdRCz5RIwOcvMsz+fxL++qeSuXZncfeILjE4z4/AF0ftEtAcSK4vNCf0ADo+PvHgf50xMpTgpCmffg9me4APgjHEplDRZeWtjI5vrewDYWNdNaWsv955cxPMra5mdH4c/EGRXi42fTUjl05LWkAcNsKWhh5te28I1c3JYU9PFFTOyUSpkuL0BRAG0yv61Pu3O9n5t3zR8w03jbzq0L03iiOLw+FHIBdQKOQF9PM60OaF0z6CI2+1jQoaJWxbkc8uyOjJjzuaaubewvq6Xvz8VWqGTywReuWoK729p5u1NjczKj2VmXjxPLKsMn6PDYkKr0EZMJp2Qtpi31jno9fgpabJy02tbuG5eLn//qiK8TV2XE0GAamt1OPjYw8fVH3Pd2OsO72q2hMRhYKin5jQ/vMnRQatt6CR492DWq2jrdePyu+hwdgxqDrHM6ySm6htq597R7z21NgaLOYOEsqUw/pJB64NEJEWxRTy18Cme3PokzfZmzi04l9NyTwsXtn4fA/l6pBpS0SgO859oIBCqDZLJ8AWCAzoFe1GyrrKTf35Tid3j5+TRycQb1Cjkoc9x/bxcBEFgfY0l1E+Tlnc3R0o/dzm8qBUydjT14PYGuXtJIbVdThQyGUaNgvve24EghOpI5LJQUDIhI/Qd9Lp8VHTYmZYTy8zcOG59cys2Vyiou/Ot7Zh1KhYUR8pqrqzs4o639qoZ3fnWdv53+WQpADlI9gSKM3JjEUVo6nby1Ipalu5oISNGxxUzs5mRFzfgmLH0OllVZaGpx01Hr4fRqSa2NfawvdHKnPw4fn/6CB79vJwYvQq5TKDF6g4HH3uwe/wY1AoKkwx8UtJCR29IHvWEogRufDXSYdrlCxAURR75rIyJGWbsbj//+KYSURT55dxcZubFRayMDFRInqxPRquIrAvyB/woftB/QuJI09nrYVlpG1vrutCplJw4KpkPtzWzrsbCwqIEsuP1vLSmjvOnZHD/h6H0qZpOB9+Wd3LPkiLyEgwkGtVsb7CyrcHKprpu7llSRG2nna9LI4PTF751cv85f+fD+v9Sa6ticebJ0DudD2p6wtt4/EHE/RLcz5+cjiAIGFX9FdoSdYn9xpqExHBgqK92x4wnSKvVNaQKWBByQ+/o9VDVU02yPnlQFbBiK7/GGZuHX9Nfh96ojqLaGE/CrvelAOQIIhNkTEmewn/i/kOXq4udXTu567u7KDAVcE7hOYyIHXHAfUfHjabAXEB5dzkACkHBrRNuJUp1mCRkXVao+RbWP0NAF0db0WX8frOBGfnxnDImOaLAfGtDD5c9vz58k93RZOO2RQVkxmg5aWQiG2ot1HQ6WDIqZLIpCKHZxUAw8nISCIoo5DK8QT+VzXbe39JMvcXJFTOzuHBKOu9ubqKh28G9S4qZUxCPUi7D4vDwl8/LeG19yBnYqFFw26IC/vTJbvx9x39rU2NEABIIiry0tv+i7wfbmplbKBUS/xh0KgUen5//ranjlXWheqbyNjtrqrr481mjeGF1HaeOSWbxqCTSdAHE6u+IXv8Ui5VGGgsu42N/Ok8tr8LjD5Ieo+OtjY2MSDHym1OK8QdFHvmslEumZaJWyPD4I2eKNQoZp4xOZnujlWitkitmZpGfYECvkuPwRhYRK+QyAkGRFRWdGLUKSltsOLwBrnlpE//9xWTmFsRT2+UICSEYCyg0F1LWHVplVAgK7px0Z1jWuqG3gS/rvmRZ3TKmpUzjlJxTyInOOQLftsTBsLOqlsm9azjH+jp+Yzpl7efz2Q6RLoeXynY7U7JjmFMQx/tb+vtfVbT1Mq8gnk67l9sXJRIQRc6ZmMaflu4mJ87AyJTIgKHb6WP1Lj3GwNVMUfs4PX0E5z+9vt9xc+L1JESpEUW4ek42s/Pj6PH0oBAUjIodxY6ukFKXTJBxaf6t2JwqYqQYRGKYMdQByDFDc8/QByAqhQyDWsHWlsFXwIrf9QmWnAGKQ4FodTQl6m6mVawGnxuUx8xC11GBRqHh4+qP+de2fwEhrffPaj/j5ZNfDhei709qVCr/mP8PSi2lOHwO8kx5h7cgtvJLeOdKAORASulH3HzSW6xwxnDfuztIMWlYMjoZjUJGc48TvUoR4VL+5a5WipKiOH9yBpe/sAGARKMGk07JV7vauWByeviBFWDRiESc3gDVnXY6er0kGjXctbiQ97c28fyqWs6blMoXt81Bq5JHmAXubLKFgw8Am9vP25saWTgikc92hGpGkvZT45IJkDiAoWFilDTufwo1nU7e3NgQ0ebwBqjqdLCloYctDT2Uttp4eEQdsrcuQ05oTOVULuVnZ72HZ0IaDo+fynY7l0zLpNfto8XqJtmowahVsrSkhcumZ/HMiurw8afnxmLWq5iSHRtSSPP4sTh8BINB7llSxG8/2CutOjHTTG2ng1i9CrsnND5OG5vC6xtCff54exNuf4BbX9+Kxx9ErZDxzBUP4lM04PDZQ39b5tDflt1r58F1D7KiaQUQksVeVreMZxY/I0nwDgM67W4KOr8keeWvAZCzhjFlH/LI7Fe48rPQNlvre7hiZhYJURpm5cXx1e42djaHCsRTojXERmlo6nGxtsbC2eNT2dLQjShCVYedC6ak89XutrAiX5RaQU6cgYc+CxWxLy7ycvOC/AhBjIkZJnRKOQuLExEEmJwdg0mn4s2y93lg7QOck38Oc9Pn4g/6yY0ay1/e9+Ka0s7Vc6TVWInhxVAHIMeMTmtzj5uipKE3HIs1qNjWUk6yIXnQzqGx1KJydOBIGPgB1aQysc1nCyl/1K+G3PmD1heJ/rQ52nh+x/MRbb2+Xsq7yw8YgACkGFIGJ3D19MLK/fwdgn6ybBu5ZLWfHmeozuP1DQ3csiCf/66q5Y4TC3j4s1LcvtAstV6lYFZeHHaPD0EIqTz/69tKrp6dgyCEJHInZZmpaLMTrVOSFq3ltx/u5MGzR/PQp6XUdDqQCfDzGVnMK4zH5Q2SFL235mMPbb39i0B3tdiYWxB6GNQoZZw1ITKXWhAELp2exdKSVryBUH91KjlLRg++Ct2xQjAosq2xh893tlKQGIVGIccX8Edss6/Ah91hR1j9xH4HCRDXspxNtYtY25eet7Kyk0UjEhmRYuSvX5Vx28IC7ntvBzuarPxqcSFOj59Usxabyxeu37C7A/z2gx0sLw/VfVw7J5sXr5hMRbsdXyBIbaeTDbUWbpyfx1+/KMfu8RO3TwA6NTuWO97cFl5h8fiDXPVcJZ/cPIv8jMh7RH1vfTj42EOVtYqanhopABkG6Lzd6Lb/M7LR7ybfX4lClkFAFLnrpEIe/LSUui4ncpnABZPTidWr2FTXTWGSkZte3xJezf1iVyt/O29c+Br2z28quW5eLgKh8R2tVVLXtVfOW6OUs7HWwl2LC+l1+9Gr5fQ4vTh9AV5dX8+i4gSyY/VYXBaeKQm5Hbxd8XZ4/yuKfkVDdxxrq7u4eo60qiYxvBjqAOTSIT7/YaO5x8XMvKGXs4s1qCnvaOeUpMFzNo0v/RRr2kQ4gDpStNpEl6sTkqZD1bdSAHKEEQQhlH4XmTWCXBgqMzwB5P1XB10BGcF90qY8/iBdDi8uX4AXVtdy2pgU3trUiCDARVMzuPfdEoqSojhjbArvb23G6Q3w+LIKJmaYSDCoSDBqkcsEqtodPP5VBTNzY3l9fUPYnyMown9X1fKrxYVMzjL3Cz4A0s0hh2mdSs7pY1OIi1KjV8nJjNFx/2kjmJwVw6jU/mmHEzJMvH3ddDbUWlDIZEzOMjMipf92xztWl5dWqweDWkGqeW9OyNaGHs5/eg2+gEiSUcPF0zL4z/K9KxRpZm3EiphJqyYYVLH/iA7KlFR2RMohf7mrjek5sRQmRGHSKfnf5ZMpbbOhEGSMSDJTZ3HS2O1id0svSSYNn+1sCQcfc/LjUCnk+AIiV8zMZkeTFbunjTFpJh76tBSPP0hBooH6LicQcrCO0asiPGYAvIEg7TY3+YmRAYiMga+hh015TuKQ0KmVMIAfUlCQo5TLuGVeLt+Vd1DX9/sPBEVeWVfPI+eM4cpZ2byxoSGiXkMU4YsdrUzIMLOprhu1IiQNPTHTzPtbmvhyVxvXzMkhSq1ABNQKOZ/tbGNVZRe/nJeDxeHD7QvVQT132SRGpkZj0qnocctQCP0f52TIEUVYUCylgkoMPwbLB6SXges7BEAURdFI6D/9LUWPUoaDChZAjE7J+m47aYbBCUCEgI/Y8q+on/7LA26jU+rwBfy44wvR7HxvUPohcWCS9EncMPYGHtn4SLgtVhNLQUzB0HRIbYA5d8LrF+1tU2qpNU7E5nb221wgpOpy54mFGDVKxqRF09LjxukNsLm+hzSzjrtOKqTB4iQrVkdWrJ6vSzsob2ti8cgkgqKbn8/IZFp2LNe/srnf8bUqORMzB1ZnG5kSzf+dPpKgKPLcyhoau12kmbX89dyxnDzmwKtDgiAwJs3EmDTTj/12jhtKW2zc/c52tjVaMemU/PHMUZw4IgmVQsaH25rxBUK3jFZbyOvl/04fSUlTD+lmHWqFnEe/2KvUNjIjngauIat+9d4TKNT0pM6l0969/6kxahXERam58dUtyGUC50xMY1JmDM+vqmVFn8IV6+r5zSlFYaf7mxfksbG2m398XYlOJeeuxYWcPjaFNJOWZ1dU4/EHSTNr+b/TR7KxtptbFuQxrzABk07Zr25ErZCRGN0/CT/TmMlpOafxUfVH4bZx8eOkGpBhQjdROMffRuo3t+5t1EQjJo/nkXNSaLA4Wde32rYv9V1Oel2+AR+CfMEgF05JZ/GIBBAE/rGskmdX1DAhw8yvFheyrsbC704rZmRKNEnRGnLj9Zw5PpWnlldjc4eC8FfX1/PiFVNIig6leZo0Jm4YfwP3rrg3fJ4oZRQyXyanjNEzT6pFkxiGDJYM7yHlIgmCIAc2Ak2iKJ4qCEIM8AaQBdQC54mi2P8uM0T4AkG6nb6IXPKhQq8BV5v2oKRXfwqm2tV4DQn4DAdODxAAs8ZEu95MRmd5KAVHPfTpaccTp+edTkpUCl/WfkmOKYf56fPJNGYOXYdyToBL34cd7+DXxmLJWEylNRXYOwehVsiI1avo9fhJidYwNTuG08aGHvr/vHRvDvSH25r5dIfAgqIE0k1aRODNTaGZxi0NPaSatPR6fEzLjmVUanS/B4ScOD1y2cDZnwaNghMK4zntyVVhT4jGbhfXvLSJT26eRVrfConEj6PX5ePX7+8Imzf2OH3c9NoWPrxhFqPTonF5I9OtVlR0IhfApFPx3MoaLpueyR/OGIkoQlyUijGp0by5Npf5C18ms3kpfqWR8rgF9PizyI33UtWxN43lxBGJBEWR97c2AxAMiLy2voExaaZ+Y+PZlTWcPykdu8dPTYeD1VVdADi9AX7/0S7yE6M4b1I6U3Nisbl8pJg0xEdpmJ4bufr9+AXjueX1LTi8AbRKOY+eO4bsOH2/70Wr1HLzhJuZkjyFVU2rmJA4gVkps4jRSvLlw4FAEB5ryOPK+c+R3vwZLl0qO6Pn4vCl8JfPy8iNNzAyJZrN9ZGPIzq1nEc+L+MfF47ns52tEasgU3Ni+dXb23nkZ2P41dvbw+2b67sxqOWcMzGN08ftTfP89cnFrK22hIMPCK2kPLGsgkmZMWhVoXXAeWnz+Of8f/JZ7Wck6ZKZkXwCBiGdK6fo0amGOtlFQqI/g7UC8r1XT1EU+08ZRHILsBvYIxFxD7BMFMWHBEG4p+/13Yfc0cNEq9VNjE51wIeaI4kos6MOJg/aEn7CjvfpyZjyg9uZ1CbaPd1kxBVC/TrIXzgo/ZEYmGh1NAsyFrAgY8FQdyWESge5J0DuCSgAhcNDya4y/njGSL7c1UaMXsWI1Gie/q4avUrOw+eMIcGowen1s6PJSk6cnqcvnUi9xUmv249JpyTVpOW19fWMyzRH3OCb+nwfmnpcXDcvl+oOBx32kKzq2eNT6XZ66bR7iDMMbC7RbHWFg489WF0+GrudEQFIl92DAMQc4DgSe2nv9bCpLvIhTRShtsvB6LRozhyfxhsbGyPev2xGFn5/kLXVFgqTjLRaXVj7HsKc3gAzClO55Z0uBOECPP4AaR1a8hMsXDkrm+YeNxvrLCwsTmRWfhy/ems7+7OuuouMWF2Eg32r1cOcgnhkgsB/V9f226estZeZeXEDBhP7snBEIp/cPJu2XjfxBjXZcfoBU/4gtGJ5Zt6ZnJl35vceU+LIExelZnJhBl/ZkjBmTMQXEGnodjIhWqTe4qSx28lvTx1BvcVBp90LwJnjUhiZHFJeK06O4tWrpvLKunq8/iCTs2N4b3Mjd55YiMsX6He+lZWd3HtyUfh1eZuN8vZeEo1q7jixgDc2NNDYHbq+9Th99Di9aFWhlTWLXaCtLZvehnPYYXGSNzeW0UUG1AN400hIDAcGKyzeRCgFa6ArrggccH1ZEIQ04BTgT8Dtfc1nAPP6/v8/4FuGUQDSYnVHFCEOJT6hE9E/OLNn2q5qtN31NE+4+Ae3jVZF0+HsgPhCqF8jBSASQEiuendLL0q5jB6Xj1abG5vbj16jwOnxc/7kdFKiNRg1CtZUdbKrxcYDH+/mlgX5PL6sghZrqEjcoFZwx4kFeP1BPL4gY9Oiw7PrALNyY+m0e3jg491cNDUDnUpOqlmLQa3gxle38Ndzx/KziQOnKZp0KhQyISy7C6Hc/j0qdz1OL0tLWvjH15XIZQK3LsjnxJFJGLX9c8UlQkRpFCQa1bTZPBHtKoWMj7c3k2HW8fo1U/nXt1X4A0GunJXD1OxYtEo5ySYNT35Txed9qVEAvzmlmC92tbKwOJHcBAPegMiqyk6qOuxYXT5qO+1cOzeXF9fU8fH2ZkalGilpskacuzApirLW3oi2cenR5MYbSDVpWVXVyfqayKApOfrglc2y4vRk/UCgIjH8STXp+M37O8MpgiOSjZw4IhGDOqTU95fPy7hwSugak5dgoLbTwe8/2oXL62dSVgzTc+OYnhtHm83FziYb9586ki0N3f3qhABy4w0k9aXqNfe4uPvtErY09ACha9C9JxfxyGdlePxBThmTzGXPr+fymVkUpxj508e7KW/vZVZeHPOLErj+lc28de10JmdLq2kSw5NBmSYXRTFbFMWcvn/3//mh5Na/A3cB+4q0J4qi2NJ37BbggAmNgiBcIwjCRkEQNnZ0dBzqRzkomntcw6L+A8Dqb8TnGZw0keTNr9CdPQtkPxy3RqujaXO2QXwx1K0alP4cLQzFmByO1HU5uOKFjVz+wgYueW4dk7NiEAnNZi8taeWxryp4eW0dDm+Ahz4rw+Lw8shnZRi1oRv9nuADQsZxa6q6sLp93PnWNq6ancPPJqQyMsXIHSfmc/viAv7xdSUuX4DnVtbwj68rueedEjx9qlpvbKwn0KdY5Q8EcexT4JwbZ+C+k4sj+n7fycXkxIVkLL8pbee+93bQYnXT2O3izre3h1N53L4AngFmNocjR3JcJhg1PHj2aBT7rBKfPjaFtzY2cOOrWzjjX6uwOHw8d9lkXrhiCguKE9GrFchkAi02T0TwAfC3L8uZkGHm6RU13P1OCe02NyvKO5iaE8uH25o5b3IGH21rprHbhdsXZGKmmfh9Vqqy4/Skm3VcOSuLk0cnkRmr46zxqZw2JoVgUCQpWss9JxWjV+2dPZ6RG8vYdNOgfk8Sw+t62evy8ZcvysLBB4RU8Xa39HLt3JACn9Mbusa02tx8tL0ZpVxGTaeDVpuHz3e0sqGmi5oOOze+uoVb39hKfbeThz4rY3eLjdn5e1P31AoZfzhjJGadCn8gyLY+yekJGSYWFiegU8t5bX0Dl0zN4Kb5eexstlHRbue+93awqqKT7Y1WbC4/S0taWVvdxbzCeHa22Ibia5OQOCgGKwWrSBTFUkEQJgz0viiK/StDQ/udCrSLorhJEIR5P+Xcoig+DTwNMGnSpCNidNjU4yJGPzxmP9s9tXh8efgCIkr54UsJ03VWYGzaQs0Jdx3U9tEaEzs6dkBeEXz3CAT8cJy6/A7FmByOrK+xsGufG+LfvijnvlOKuWdJEd0OLy5/gJYeF499WY7TG+CqWdl4/EGSozVhZ+p9aepxkWjUsKPJRkV7Lwa1giWjkvh0Rytb6608cMYoHl9WTot17771llBtQH5CFHK5jK0NPTy7opqqDjvnT05nycgkEqO1XDglnQkZZpqtLlJNWgoSDSgVMnY09vDmfqlCAO9vaUSvkvPXL8tRygWunZPL9NxYNMM4/eFIj8u5BQl8fNMsarocKGQyXltfH3aCFkX49XsljEs3IQBVnXY0Cjm58QZcnsiALj/BQJxBHZbNBfiuvIOFxQloFQJ3LS5ke2MP1Z0O5hfFMzEzhpfX1nH2hFQ0SjkyASxOH1/saqPX7afV5mJMajTbG3t4b0sTEzLNxBjUTMg089FNs6hst6NTyylKNA6ble5jmeFyvQwERdz+QFjhal86ej0sL2vnjkUFJBo16FVynN4AFe12Hl9WAYQCChGRj7e3UN7WS0FiFDJBYENtaLLig63NnDw6idsWFaCQCcwrjGdEspEdTVZeWFVDYVIUvzt1BN+Vd9Dc4+biKZl02D1MzIrh7re307vPpMnqqi7GpEWzsS/NcW21hZsX5BGlPj7vuRJHB4M1Om8HrgH+SqQaltD3+kC6rDOB0wVBOBnQAEZBEF4G2gRBSBZFsUUQhGSgfZD6/ZNosDiJHQZ54CJBWp1NRGllWOxBEqMP/uFH4epBa6nFY0zGG5UY8Z4Q8JH17V/pLFxMUHFwKQhmtYkOV0dIAcmQCG07IGXcj/k4EscY1Z2OiNe9Hj/vb27kmrm5LN3RgsMbYFZeHKNToylpshIURSZnxeD1ByhMioJtkcebmRcXNqyL0ihxegM8+kXIyX1ns40VFZ38/YJxPLW8im197tZuXxCDWsEFkzMoa+3lomfWhlMhfv/hLjp6PdyxqBCtSsG4DBPjMIXP1+3w8tiycmIN/Vc7E40a7npnezg/e221hVeumjospLmHC3KZQFGykaJkI5+WtISDjz10O0OGgZtqLdi9fuSCwNel7SwemYhGKUOtkHPDCXlsb+yhzeZGo5Rz0qgkPtvRSmKfaEFuQhS3v7ktXAdU3mYPGRJOzeDWNyMH0F/OGcOv39+B1x9kd0soFUsmgGKfiZuceAM58ZKB2/FEdYedD7c18115JyeOSOR3p47g9n3GTkGigaxYHU+12Sn9opxnL5vEMyuqmJkXx1PfhaSj5xbEMzHTzJqqTmL0ahYUJxIIBNnR1EOSce89dGlJK0tLWllQnMA1s3Oo6XRw0bNrsbn8/OviCdz2xtawn8yuFhvXzc2l2+GJCD4A4gzqsPkhgFYpR6OQ02x10d7rJkEyRZUYhgxWCtY1ff89GfgEsAI9wId9bQfa715RFNNEUcwCLgC+FkXxkr79ft632c+BDwaj3z+Vxm7XAQtajyTtznZ0Ch1mvZx228GngSSUvMvo135O+pr/MPLtX1L44R1E16+HYAC5x07ulw8QUOqwpv9w8fkeotXRWL1W/EF/qA6kccNP+UgSxxBTssz92i6dkcW1L23iq93trKnq4i+flzEnP56rZmVR2+lgUqYZs16FWafkjkUFGDUK1AoZ509Op9vppcfpY8moJLRKGR/0qRztwRsIsqPJyqljkhmVYuSx88YyJs3Ie9fPYHRaNGWttn552K+uq2dbYw+Pfl7GL1/exNKSZrqdoeLSXrefZbs7GJtuiph9N6gVFCRGhYOPPXywtelwfXXHHFmx+oh0LIDRqdFsa+hha0MPURpleObY7g7wzGWTuGl+Ho9/Vc7H21vYUNvNg5+Wkm7WkW7Wcu7ENJ5fXUtNpyMcfOxhTbUFdyDIFTOzUCtkRKkV3LYwn3SzlhMKI9X8zpmYjuzY8ceV+JF09nq48dXN/P2rCjbXd/PQZ6W8v6WJ+5YUkp9g4P7TRlCcbGRNtYVfn1JMZqyORKOagsQoxqWbuXRaBnEGFeMzTPzty3LWVFv4pKSFv3xeRmGykQkZMeQnRmHW7c2YUMllXDQlg2ari4o2OzZXKLio7rCHg489vLq+nrHpZgz7rGxolXJm5cdStY//zfUn5OILBHjsy3KqOyInfiQkhguDvT73P8AG7LGsvRB4ETjvRx7nIeBNQRCuBOqBcw9bDw8DTT3DIwBpsDUQr0tA5pPRcZABSEzF1yRvfZO62bfg08VA0I+xaSvpa/5Dbm8o79qWNpGW8RfCAVRcBkIuyDGqjHS6OkmKzYeGdTDl6p/0uSSODcZnmLnv5GIe+7Icjz/AnScWsLvZFlHsDfDZzhZ+tbiIe97ZTnNf3ce3ZR38+cyR/PuSCcgEAYUAO1p6efaySYxJj8brC/L0dzX9zqmQCywv7+BnE1L5aHsz6WYds/JCJWRKef/5l8tnZnPFCxvo7nNn/2xHK787dQRXzMomNkrF3IJ4/vVNJdefkIvbF0QQYG5+HG9s6J+WpVXKcXj86KU0iH4UJEXxn0snct+7JbT3ehiXbuLUMcn8eelu/EGRT3e2ct/Jxfx56W7m5Mdz2Yws2m3uCG8NgLc3NfC388ZRb3EyKiU6YvViDzIhVKe3prqLd6+bAUB1p51N9T2o5DJuX1RAr9uPUatga0MPCpmMjbUWvtzdhkIQWDgikbFpJmTDQOVQ4vCzo8nKst1tWF0+puXEsqslUpjgu4pObl1YQHa8gWte2kSMTsWZ41OxOn08dPZoPi1pIVqn4tV1dZw7OZ0xadH885uqiGN4/EE213ejUshosDj49SnF9Lr9eHwBVEo5971XQnqMjjsX7fVq2v+6CKFrSpJRw9u/nM72JiuiKDI6NZoYg4rHLxjHzmYbRo2SlZUdrK0OpXoNdJ2TkBgODPadsVAUxbH7vP5GEIRtB9x6H0RR/JaQ2hWiKHYBw0RPNBJRFGnucUUUOA4V9b31xGlj8XsF2qw/HIAoXFYyVj5J49QrQ8EHgEyBLX0StvRJyHwuREGOqPhpBfZmjYk2ZztJ8YVQ+tEP7yBxTGPSqbh6djYnjUoiEAhSZ3HwdWn/IlO5TIbT4w8HHxAqWN5U38NvP9xFICgyvyiB358+koyYvYILv1pcyE2vbQm/jukThhAEgY9LWjmhMJ5up4+dzVbGpEUzIsVIiklDc8/e88TqVXQ7fchlAkq5gNsX5O/Lyjl5dDJJ0RruO7mIu97ezl+/KMeoUXDvkmJGpUYTBN7b2kSg76FBJZeRatbxxa5Wzho/OKagRzNymcDC4kRG3xiNze1jdVUnf/h4d/j7E0VYVdHJ2DQT9ZY+l/EBHqQUMhk9Li/3f7gTAJNWycRME5vqesLbnDspnfXVFhotLtQKGQaNgmteKmNsejSddi8fbW9BrZDh8Qc5d2Ia3U4PFz27jj3Pf0+vqOb1a6YzMbP/Cp7E0c3OZivnPbUmvBJ6ICU7pULGu5ubSDZquGxGFv9ZXkWP08e7mxu5cX4en+5oISjClvoeajsdyGX9x6rHF+R/a2oxapTcf9oIHvh4F6eOTsFsUHFCYQIfbmsmIEJuvJ6qDgf+oEi8QR2WEAe4+6RC4qLUxEWpKUo2Rhx/4YhE1lR28nRfGhjACQXx5MVLSmwSw5PBDkC2CIIwTRTFtQCCIEwFjilJpE67F7VSFjYDGkrqbfXkROfg8stp7fnhACR58yv0pozBE5064PtBZX/n3h+DSW2m3dkG6SPB3gFOC+gkScDjEYfbT4fdQ5RGQUaMDrs7ZER36piU8MPfHk4enURFux29Ss6pY1NINKpJM2u5+52SsN/H16XtFCVFMTU7hqJkI4lGDfOLEnjqkgl8vqsNk1aJWa/iX99UcfuJBby3uZFUs5ZnVtTw3MoaJmfF8OezRvHiFVNYUdFJbZeDeQUJWF1erpqdja6vqDRWr+Lr3e2IfScuTDLy4hVTaOpxoVeHPosgCEzMMPPvSyawbHc7CplAeoyOZ1dUo5TLmJsfL3mFHIDEaA2J0RqeX1UbDj5GphiZWxBPrEHNmqpOxvQpT41MMWLSKelx7vVouWp2Nh29Hq6clc3SkhaMOiXj081MzY6lsdtFTryezl43eYlRjE03IZcLdDm8NPW4aOpxcem0TCZnxdBgcTItJ4aTRiWydHsbv5yby/LyDnY22/AFRD7Y2iQFIMcgKys6I9IwazudjEuPZmvDXsnmU0YnE6tT4g8EOXdSOn/7ohxvn4Keze2nusPO2ePTkMkE6rqcfFvWzi/n5vHoF2XhY+hUcqI0SrJi9Zw4IpEYvYp7lhTR1O1Gp5Szu8XGnScWolXKePbnk1lZ0UFNh4PHzh/LrhYbrVY38wrjmZB54PunXqXgtkUFTM+LY2OthbHpJqbnxBE9DAySJSQGYrBUsEoIFZsrgcsEQajve50J7BqMcw4Vjd1OEodJgVeDvYGpydPoDcrY0eD93m3lbhtxZZ9TO+f2793uUDCrTTQ7WkAmh/gCaNos+YEch5S12vj9RztZU2UhI0bLn88azejU6LBE7u2LCihv68XhDbCwKIG3NjUwOz+eO08s5NmVNTT1uJieE8vdJxXxyGel4Znpb8raKWvrRaOQ8aezR2N1+qjqsLNkVBKrKjqp6XBw38lFfLStmZsX5HPTa1vCcpobai08uHQ3T148gctnZof7uqOphyeWVUYUzP/5rFEkm/YG49E6Vb+bukIuw+r08W1ZO8Eg4VnLOIMKv3h8CZ9ZnV7sHj9xUWrUioObmDlzXAqvb6jn0mmZWF0+nv6uGp1azjWzcxjfF4CoFXJuXpBPVbsdi8PLvMJ4bC4/j3xeikYh56KpGSQa1fz6vZ1olXLio9R8uqMFX0Dkb+eNpdftQxRFtEo5hYlRlLX18tLaOjRKGQlRGq6Znc1nO9p45ItSnJ4AJ49OZlJWDP9bXRsh0yxx7ODeTzL7/a1N3LW4gDPGpbKhxsLMvDjMeiUnPb6Cm+bnY3X7wsFHeoyWS6dl8cKqGp5dWcv03FiunZPDdfPyWFHRzm9OKWZbYw9apZyceAMdvW5GpUbz7+VVPL+qlounZlDa2svqqk7uXVLMY1+V88Y108iO00cYXc7Kj6xT+j4So7WcMS6VM8YNPKkoITGcGKzkwFOB04CTgGxgLiEjwWxCJoPHDPUWJ/HDQJrR7rXj9DkxaaIx6WQ/WIQeX/oZ9oRi/NroQetTjCaGVntr34s8aNo4aOeSGB44vX7abW58fSsaVqeXu97ezpqqUD5yvcXFlf/bSIfdw4VTMuiwe3jw01LW11qo63KgVclZV9NNcrSGPy3dHS4oXlPdxRc725hflMD4dBN3nljIGWNTmZYTi9MbpKS+h3XVFqo6HNz02hZK23qZmhNDVqyOSVlmytp6I7T8Ab4u64iQ9xVFkV6Xn/xEQ4SE9RPLKukcQAZ4f0akGOlx+iJSJq6dk3vcKNAEgyKrqzo5/+m1nPDocu55ezsljT18WtLC0pIWajsPXAw7PsPMa1dPQ6UIiQn4gyI2l59HvyinusNOu81NbaeDP3y0i2W72+lxeqnpdPCnpbvxBUR6PX6e+q4apUyGIIDLF6De4sQXEDGoFcTolaSbdXy0LdSXOxcXcGJxqBbI6w9y8bQMLE4vf/h4F3Pz4zlnYhrraroIBEVSojWcPUFKozsWmZUfx/6lPSadmgumpPPwOWMw61Vc/8oWbG4/725ppDjZGC6FPG9SOg9/VhpOFV1T1cVTy6s4bUwivz1lJHnxBpweP3lxegQgJVpLeoyOM8elYu8br5OzYggERb4ta6cgMSqcbriHNpubr0vb+GBLE7uarQQHqAuRkDhaGZQVEFEU6wbjuMORhmESgNTb60nQJSJDRpRWxOUVcftENMoBCidFkfhdH9M2+uxB7ZNZE0Orsy8AicuHhrWDej6JoWVbQ0g9qqTZyuIRSVwzNwevPxjhUA6hgszyNju7W2zctjCfb8o6MGoUzC2Mp7TVxk3zc7G6/P2KMDfXd/PrU4rosnsj0hvOGJeCSilQ22UnEIS8BANrqy2srbbwjwvHc/b4NCra7exPZowOlSI0B9PU7eTV9fW8vr6BpGgN9ywp4r+ramnsdtHt9OLx/3BK48iUaF67ehrPraqhvsvJJdMyWFCc+IP7HSuUtfXyi+c3hGeI39vaTLvdgyiGfApi9SpevmoqxfvlrgPUWez4AkG+3NXW772vy9p54JNdpJp0/P38cSH/lyg1z6zoLzqwqb6b+04u5k+f7AZCtSa3LMxHJsi4+Y3N2NyhlYwko4aHfzaaK2fnYNAoyIs38Pr6Om5dWMBbGxvxB4LcPD+PoChy1rhxjEw1HcZvSmK4MDbNxN/PH8+bGxtwePycUJTApztaiDOoeH1DPVGavTUhu1t6eerbKn45J4d/L6/G6w+G0wb3sKbawspKC4lGDQ0WJ2uqLZw4Mon73tsR3nZChplzJ6Xx1sZGKtp7STPr6HJ4STRqItStmntc3PzaZjb21TMp5QL/vXwKs/aR9u5xetEo5cPab0hC4kBI8giHSHWnY3gUoFvrSdCFZvRkgkCMQX7AQnR9224EMYDLnDmofTKqjTh9DtwBD8T1pWAdZ+koxwt1nQ4ufX4dKyo76XH6eGNjA/e+W4JKLgxohpViVJNs1PDOpiaitUoc3gB//GQ3Zp2adzY1YR8g5cWsUzIm1cR/V9VGtH+wtRm3T6TF6mFjnYVUk5Z7lxShksto6HbydVk7qyo7mVewN5VBKRe4bEYmH29vxuX18/yqGv75TRVdDi87m208uLSUC6dkAHDa2BQ0qtClUhRFHB5/uCZkfyZkmnn8/HG89cvpnD85Y1io4x0pqjvs4eBjD6squ8K1E10OLx9ui5RKDgRF1lR18et3d/LmxgayYnXsj16loMHiYnl5B39auhuLw8tLa+tIi+lfo5afEMX66i5uX1TAjfPzuHlBPk3ddt7b0hgOPgBabW7WVnfx+Y4WYvVq1Eo58UYtD31aSoJRzc8mpvHimnpeW99IW6+334OmxLGB1eXjwaW78fgDRGkUPP1dFYGgSFOPk6o2e7+/3+1NVnyBIL87bQRZsf2Lu+MMKkpbe/m/j3YRa1BzyuhknvymMmL8bK7vJt0cGucJURq6HV5OKEogP9EQkXpV0tgTDj4AfAGRP368C6vTS3OPi399U8npT67imhc3sbHWcsBrkoTEcEUKQA6Rui4nicahT7GotdWSoN37gBVjkNHaM3DeclzZF9hSx/8oWd2fggyBGG0MrY5W0MeBXAndtYN6TomhobrTEdav38P6GgsBUeT3p48Mt6kVMv5+/jhe39jIsrJ25hcnkBOvZ1NdN9mxeuIMKjrtXna12CICBkGA6+blUjWANj7A7tZe3tvSRGO3i893tvHC6lounpaBTimnpcfNy+vq0ark3LaogFsW5PPviyciFwRc3iDVHQ5eWVcfcTx/UMQfCHLB5HSMGgUub5DKdjsPfVrKz/69mkc/L6Omo/+qCoTqQY7HGcl9Z4v3YNIpI4LJ3fuYpbl9ftZVd3Hpc+tYX2vh4+0tzC1IiPBYyYrVERTF8O+8o9dDfoKBFqubGbmxETPGmTE6ipKimJ4bx9rqLl5ZW0e7zc2iEclUDeCF0NTjZnuTjZKm0ApdWZsNpVxgVl4cf/uynLK2Xna12Lj+lc1h92qJYwuNUk6qWcuG2m4sTi83zc/HFwjyaUkrF07LJN2sJXWf+q8otYKMWD2IUG9xMHe/a9QVM7P5aFsz9RYnVpePkalGmvbzB4JQUXqaWYtJp+D6E3IZnWLkzLEppJr3BuDd+4gt7KGuy4nLG+B/q2t55PMy6i1Ovqvo4OJn11Ha2ttvewmJ4YwkUH+I1Hc5SYoe+gCkrreO4tji8GuzXjawElYwgLn6O+pnXn9E+hWjiaXF0UyWMTNkSNi0CWKyf3hHiaOKgVTgVHIZCpmMU8ckkxOvp7HbRZJRw3WvbKLTHhJJ2N3Syyljknjw7FGUtdpZV23BoFHw2Y5WzhyXzDOXTaS5x02v28/bmxoZl24mM1ZHXdfeXGm9So7NFXmzbrG6iY9S4/AGqO8ObfvpjlY+39nKb08dwV3vbMfiCPXBrFMSo1NFyP5CSDb4nc1NTMw0oZQJXP3a5rBjdmlrL6uquvjvLyZj1ksqMwDFyUZm58exoqIz3Hb5zGxeWlMbfn3G+FBxrMPj53+ra7B7AuFUO1GEf3xdwS0L8lAq5GgUMio77BGpVhMyTBjUCu5dUkRlh51fzs1Br1agVcqZmReHLxDk2pc2MSbdxMmjkylKiuKGVzZzwZQMtu+XCjgtJ4bffrCTTnvo955g0DA2zcSqyk72551NjcwrTDhs35XE8ECvVnDniYVc9t91nDYmhQc/LQ2/t762m3uXFHHy6CRi9CqidUparW58gSAPLi3FqFVy54kFnD0hFUEQ6HZ4eGltfThw6LJ7CIpw0qgklpa0ho8rCKFr4+9OG8Gy3W2UtvZy/6kjKU6JrMfMTzD06+9Z41PxBoO8sLo2ot3jD1Le2jtgeqOExHBFWgE5BJxeP1a3j5ghlrnzBNxYXBbitXtzQ2P0Mhot/QMQY/NWfDozPn1cv/cGgxi1mabePkfo2HxoWH9EzitxZClIjGJBUeQD2q0L88mM1bOlvodf/HcDN722hZWVneHgYw9LS1pp7nHzwupa8hINWBxecuP1XDA5g4mZZp5ZUc2jX5RR3mbng61NXDY9M6yMlBuv5+FzxvD6hsgVDIDcOANf7Wpl9D439rkFCXy0rTkcfAA88lkZdy4ujNg3O05PvcXJ6FQjNy8ooN7iCgcfe9ja0EPN9xRWH2/ER6l59JwxPPvzSTxyzhhev2YaMX0rIBplyPBvdn7oulPW1sujX5T3M0nrdvp4c2Mj2xt7eH1DA05vIJy+Mr8ogaKkKG56fQu3vbmN9zY3kWrWoVcrWFAUj0IusL3Ryv+dMZJ2m5svdrVR3manx+Wn0+7lgsnpIR8QtYI7TyxgeXkHgaBITnzoQW9qTkzIKX2AlRy9RpqrO1aZkh3Dq1dNY2tDT7/31lR1saHWQqpJx+jkaHY12WjucaNTy7nhhFwe+rSUW17fyh1vbsXlC62YXjU7m19Mz2RlZSePL6vgzHGpzCuMRxAgIUrNXYsLeXFtHTubbLyxoZFtDVbe3NiAf7+V3VGp0fzjwvHEGVTIhJBS3DVzctAo5EQNMB7VSulxTuLoQrqqHgK1nU6SozVD7pDb0NtIvDYeubB3FjrWIKO8pb9yT0zlt9iTRh2xvsVp46i29s1gxhXA9jeO2LkljhwxehV/OmsU5zVaabA4KUyKYmxaNF12D7e9uRVr3wrFQH8qCpmAIAj8anEhS0YmcUJhAkatghi9GqvLG7G64vEH+fPSUh48azSzC+Ko73Lx9e427ltSTJ3FSWO3i4+3NzMjN47VVZ1cNCUTpy/AvUuK+OsX5eQnGvjffrOHvR4/SrmMt66dzs5mK2a9isKkqLDrsFopp8c5sKz1QM7bxzOJ0VoSo/emrEzJiuGEvsA01aRF6Ev7bLO6CYoQEEXio9QRamSXz8zi38urcPsCXDMnhxm5sVS12xmfYWJTfQ/nTUrng61NNFvdvLWxgZNGJvHV7nY21nXzzuYm1AoZJ49OZlx6NB29od/b25sayY03cMXMbMx6JYIA8QY1D50dkoQGyEuI4g9njKKsrZevS9vCqmlqhYzpObFH5PuTOPLIZALpZh2qAf6WjRoFdy8pIi/BgFIu4+4lRXy4rZmzxqfxn2+rsbn9yARYNCIRh8dPUVIU725p5PIZ2Ti8fuzuAHKZgNMb4IYT8uhxePn38ipsLj+mfUwPt9T3YHP7IvyC1Eo5p41NYUp2DG5fgKRoTVjW+t4lxdzx1l5P58xYHSNTBk/RUkJiMJACkEOgptNB8jBIv6q11ZKoj5x9jouS07J/ClYwgKlmFfUzbzhifYvTxrOyeWXoRWw+dJSB3wOK46c493ghKVpLUnRkYXBjt5WWfVKbOno95CUYqNxHlerSaZmMSTWiVyswG1QR3hHRWhU3nZDHza9vDbfp1XIUcgG1Qo5KIVCQaOT3H+3C7vFTkGDgyYsmsLKiA5NORX23k399W8WdJxbw0U0zqLc4KWuNYXl5KM1G0RcRxehVTM6OYXL2wEZfOfEGFhYn8NXu9nDbqWOSyYmTXIa/D5lMIM3cv7A8zRwaJ898V821c3Pw+IK4fSHvDYDzJ6WjVcmRCQImrZIWlZxb39iG1eUjI0bH3ScV8dCnpWyq62ZkSjQ6lZx3t4RWWj3+IO9taeK9LU3886LxaJVyXL4AVR12/r3czq9PKebhT0t54MxRTM2OodftR6cK3QpzEwxYXV7uPLGQVpsbmSAQZ1CRPUDBscTRjc3lpby1lxabG6NWyZnjU/mkpDWcEiiXCczMj6PD5mZpSQsTMsxMyDCzeGQSX+1uC8tt/2pxIUtLWlla0opGKePn07P4cGsTN87PZ8koP5+UNKOQCTz5dWX43CeOSMSgUaBXyXF4A8zMi8WkG9iFfaAa05NGJZFo1LChtovkaC1TsmNIj+n/dyYhMZyRApBDoKrDPixMCKut1SToIuU+DRoBXwB6XUGitKGl2aiWEvzaaHz6IzebZ9aYsHlsuAMeNEoNmNKhZRukTzlifZA4sji8fjp7PUSpFcQZ1CRHa8JByCvr67l2Tg5nj0+lqsNOUbIRjULgrne2s7A4EZvLR1acnvgoDTF6Ff5AkAaLk3uWFFHTYcegURKjV/G7D3Zi9/h57Pyx3PbG3pnA8nY7T35dSYpJg1EbSo0UgH9+U8XM3DiufnEz951cTI/Tx4LiRHyBIAa1YsCUhn2J1ir5wxmjWDKqi411FiZnxTA9JxbDAOk6Ej9MQWIUD589mt99uJMnllWSEaPlyQsnYHX7uOz59WGxvGitkr+dN4ZHvygPPxjWW5z8d1UtZ45PpbbTway8OOQyGJlsZMc+Re4QEsL458Xj+a68k163j8IkI29tbMAfFPmuooPnVtbQ6/bx0NljmFsQj0wmMCbNhIjAivIO5DKB6TlxjEqVZpePJURRZENtN48vq2B7o5U4g4o7TyzgsfPHsbqqk0AwlN5pcXjZ1WzDoFHy31U1lLbamJUfz9TsGOIMKrJi9ayrtoSFDNy+IE99V82dJxZicXi57pXNKGQCj543hnmF8ZS29DIqNZo4g4q3NzWycEQiTd0uzpqQikx28ClUerWCWflxzMo/MqnUEhKDgRSAHAIVbb0RqhVDRa21lsVZiyPaBEEgwSij0eKnODX0IBZTtfyIpl8ByAQZcdo4Gu2N5EXnQlxhqA5ECkCOScrbevnjJ7v4rryTzFgdD509mkfPHcN1r2zG5vIj70vB+bqsnUXFifgDQV7a0MSDZ49mZ7ONPy7dTUq0llPHJJOfGEVegp4XVtcRpVHw21OL6bR7qGx3EK0N1RbUDKBuVNJkZV5hPCqFDAEBf1CM0Oz/y+elPHLOGH77/s6wQpNWKee1a6Yxrq+2ZCBSTFp+NjGNn02UTOkOFbVSzrmT0pmcHUOP09cXMCr5+T7BB4RkUrsc3n6eMPUWJ+dNSmNhcQIrKjrwB4KcOT6F6bmx4aL1rFgdq6u7yI7ToVHI+KrGwjubm8LHmJYVQ3asnqoOB9e/son3b5hFYVIUCrmMiZnmsHywxLFHXacjHHwAdNq93PfeDv558QS+Ke1AEEImqmeMT+HV9fU0WFxMzY4hL8HAY1+Ws6nOwu2LCmm3uXl3SxMXT81AIZfx+Y5WWm1u3L4AWpWcxSMT0SnlxOnVfLq9hfJ2B5+UtOALBPntqSMYkxZNmikybVFC4nhBCkAOgcoOO5OzBk7ZOFK4Ay66XF0RBeh7iDPKaewKUJwKiEHMNSupn3bNEe9jvDaeBltDKACJL4C61TDjxiPeD4nBpdfl4953SthU3w2EJCN//vwGPrxxJjeekIdJq0KrktFl9zI6NZpAIIgoCFw0LZP7P9iF0+vnjHGpOL1+3tncRKpJwy0LC7hmTja1XU5ufHULZr2KS6dlctGUdMra7Cjk/WcN08xa8hMMuHwBHv4sZFh42fRM4owqfnNKMSKwua47Qh7W5Qvwxob67w1AJA4vMpkQLgAHsLl9EeIAezAM4CNj0imZnGXm0x1tvLulEa1SzoVTMpiSHcPW+h7yEg0kGTU88XUlAvDylVP4vM/kUCbAH84YyfLyTr4r7yAvwcBdJxXR3BOqXZI49ul2+vqpogVF6HH4+M+lE0I1SSLc8OqWsLfNuhoLHn+ARKMGq8vP48sq+OOZI1ErZby0ph5fMMjPJqTRYnWRGavjH19XcNn0LP7xdSWf7tzI/KIEThmTHE7FemNDA2dPSCNaK62iShyfSAHITyQYFKnpdJBqHtqZizprHYm6hIgC9D3EGWTUdvoALYbWnfhVenyG+P4HGWTidfHU2Wr7XhTD5hdDmpuD7EMicWRptrrDwccevIEgdV0OsuP03PL6VpzeUF1Sdpyeh84eTafdww2vbglv/9LaOq6encOKig4umpKO0+PH5vaHfTocXhcPflrK388fS0asnl63l4umZPDq+tD7aoWMe04qQquU8XVpO4lGNTeckMu8ggR+98FOvintYGSKccC86gaLC1EUw4XSEkcWo0bJFbOy+fV7O8JtggBquTzidyyXCfzf6SNZVWUJy5HaXH7+/lUFD/1sND+bmIbN5ePbsg4mZZqJj1KjVcn545kj2dVsoyAxise+KmdrQ+gBdGezjZrOMl64fPL39s/p9VPe2kuz1U2qSUtBogGtSrqFHo3ER6nDnkP7khmn5cudbfzz2ypump+HNxBEJZcxMy8OlULGqspOZufHY9KpSI3WYHP5+duXFeH9n1tZw90nFRKlUXDJtEzueHNbePVuaUkrC4sTmJhpZlNdN112Lx5fAKQAROI4Rbp6/kQau11EqZXh4sWhosZaQ5I+acD3EqPlrK8KFcrFVH6DPfnIpl+F+6FPYmVTXyG6oa9WpbsGYnKGpD8Sg4NOJceoUUQ4TofaFfxvTW04+ICQgIPD6+fb8o5+x/mmrJ37TxvJsytrmJ4TyzubG/ttU9Jk4+2NDTxy7lgummIiMVqDLxBELgg88Mku2mwe3v7ldEakGNGpFHxb1s43paFzlbb2smRUMl+Xtkcc84Ip6VLwMcScNCoJAXh2RQ1GrYIzx6VS3mYjPUbLbYsK8AWCKGUCWbE6/v1tVb/9tzdY2VRnocvh5benjODtTQ3sbLaxoryTn01MY2JmDFXt9nDwsQenN0D3AKsve/D6A7y6rp4/frI73Pb700Zw8bTMflLCEsOftBgd/3f6SG56bQt7svvOHp+KRqHgn33jSimXUZwcxVnj0/hkezNuX5Cr5+RQnGTgia8r2VLfTXZcf6+OL3e1o1XJmJod2y918OvSdq6bl8emum5OG5uMTi2NHYnjFykA+YmUtfUOC9WJip4K0gwD56QnmeTUdwUQA35iqpZTP+O6I9y7EInaBFrszfiCfpQyBSSOhLo1UgByjJEeo+OJC8dz9YsbwxKmJxQm0Gx1UdEe6Ro+OcvMmxsaSI/pry6UZtLyvzV1bKnvIVavItGooc0WKSmtV4fUY373wQ5e+MVk/rGsot/NXiYTaOpx0drjJiiK5MTpqe50EAiKrK7q5NaF+by9qZFgUOSmBfnMypMKOoeaWL2ai6ZmcsqYZBQyGV5/EK1KjtcfYE1fsa9cJuPZlTWkm3X93J8TjWparG6ump3DXe9sDzuoP/plOTaPn7tPKsLQZ1zo8kWqBA7k/7GH6k5HhEkdwB8/2c2M3DgKpLSto5LFI5P46KZZVLXbiTOoGZFiZEdTSMQgPkqN1x/kF9OzuPvdkvA+ZV/28sAZI6lqd2DQKJhi6O8BlmhUU9vlQOz3Dn3CGgGumZMNIjg9QQySIKTEcYoUfv9EdrfYSB/i9CuAamsNyYaUAd/Tq2WoFOAs345Pazpi5oP7o5QridHG0NDbZxYXPwJqVwxJXyQOP6IosqW+m7vf2c4Lq2p58OzRPHDmKG5fVIBOJefvX1Vw6pjkiH3SzDpKmmzo1XISovbRvlfIOHtCKhtqLQAsL+/gzHGpYblcgPQYLT6/iD8o0mbzIJfJuGVhfsTxL5icjsPt45THV3Lp8+u55sVNnDo2mdx4PWqFjJx4A4lRap66dCLvXT+DC6dkYBpiQ1GJvURrVSFZZr0KjVKOUaui2+Hlya8reWNjqFbnpFFJqBV7b2HxUWoEAWxuP/5gMBx87OF/q2spaezB4vRw7dzIyY/Z+XEY1P3TWPfQ7fCGRQz24A+KWA7gDyMx/FHIZYxMieb0canMyIvDpFOFVtoW5rNkVBK1XQ62NVn77ffWpkam5sTQ0esh2aTFvI98rk4lZ2Kmmd0tvbT0uPrVlN08P5/cBANrq7oYl2Ei9nuijzabm/U1FnY123D7+psKS0gc7Qy7FRBBEDTAd4CaUP/eFkXxfkEQfg9cDezJ2bhPFMWlQ9NL2NlsJT9haGe+LG4L/qAfk/rAEpEpZgWtO3fTmzr+CPasP0n6ZKqs1eRE50DSKPj2z0PaH4nDx85mGxc8vTb8wPdteQe3LSrgme+qw4Xe2XF6LpmawesbGtCp5IxIjkKnkvPvb6u4clY2aoWMgCgyJSuGzfXdYSUkX0Dk+VU13H/aCARBwOsPolIIuHxBipOj0KsUJJs0/Hx6JhMyzDRYQuagydFazvrXqnABqT8o8q9vqrjjxAKUchkvrK7l5bV1CAJcOyeHX87NlQKQYU52n+fKpdOy+PPSUmJ0Km6cn4cvEAwVBjt9PL4slI8vHyCVTq9W0Gpz84+vK5mSaebhn42m3uJCrZBR3eGg1eZhzAHOnWrWYdQqsLn2pheadcqwn4nEsYFereDLXW3saLYRZ1Bx0qjkftuYtMpwOumTX1dy1exsTFolcpmA1e3nyW9CReavb2jg3xdPwOry0e30YtapEGTQ7fCxvcnGu5ubmF+UiFzWP/Dd1Wzlmpc20djtkq5REscswy4AATzAfFEU7YIgKIGVgiB82vfeY6IoPjqEfQuzs9nGouKBay+OFJU9laQZ0hA4cN56SlSQyqoAEyYObQCSqk+hzFLGooyFEJ0OXid014E5c0j7JXHorK+x9Jtt/nBrM/MK4/l4ewsAUWoF9582kqvn5KCUy7C5fPiD7czIjePfy6tQK2TctrCA0WnR+IMiBrUiHLw097iIj1Jz6+tbce9znj+cMZIpWTHh1JmZ+6RQbay14PBGzhr6gyIT0s3889tKGrtdQEgL4T/Lq5mZG8fsgiMv0CBx8IxOi+bxC8axoqKTQFCkw+7hr1+UAzAlO4bLpmWSEaOjot1OQBRJN2tp6Ps9A1wyLYNfv7eDa+bk8OgXZVw9O4f/rqrF5Qsg63vIOxAZMTqevnQSv3p7Gw0WFxkxWh49d9yAJosSRy9V7fawl0yn3UtKtCZsFgghAYTLZmSxpqqLkkYrbn+AkkYri0cl0dztoqbLgc3lQyWXcfnMLOweP79+f0d49UwmwINnjwZgY103VpcPjTIyAHF6/Tz8WZl0jZI45hl2AYgoiiKwJ2Fc2fczUDrlkGFz++iye4bcBb3MUkay4fuDoAJfBatlozlHNbTFtalRaaxsWolIn8pQ8lio+Q7Mlw5pvyQOnYHqtmVC6MYplwlcNSubiZkxKBUyMvscpVNMWhKjNSwqTuL2RfnIZQIN3U5eWFXL2DQTfz13LOtrQ4HN+PRoqjocEcEHwGc7Wlk8IrH/yQm5B+8/Y61WyDBoFayrsfTbvrHH1a/txyCKIiWNVtbXWpDLBKZkxzAyRTKvO5zoVArOGJfKjub+aTFyAVqsTn57SjFdTi9KmcBdiwup73bRYHGSGavjm7IOuhxePt/ZyozcuLCKYbvNzZ/PGk1eooHytl421Fiwuf1MyTIzJt0ULjKflhPLu9fNwOLwEatXERclJe8fC4iiSEO3C38giLjfo8ZT31Vz/Ql5iKKI3eNnfLqZDJOOBrOTX8zIRCGXYXX6aLW6+cc3lYxPN/GHM0YxIzeWJKOa37y/MyJ1LyjCV7vbGZliJDfBMKD7eY/Tx9rqrn7tjT0uuhwettT1sLPZSm6CgYmZZpIlDxGJo5RhF4AACIIgBzYBecA/RVFcJwjCEuBGQRAuAzYCd4ii2D3AvtcA1wBkZGQMSv92NFrJiTcgkw3tQ31Fdznz0k/4ni2CjO1cxvO+K/AG2lAdOMV50DGpTSAItDpaSdYnQ9JoqPwSJhz7AciRGJNDyZTsGDRKGW7f3gDhpvl55CcauHVhPlmxepSK/uVmZp0Ks05Fm83NdS9vYnN9T/i9e5YUccm0dHwBkTSTjgc/K+23v9sX5MFPSzlrfCq+QJBmq5vCxChGp0WTHqPjyQsncONrIQNEvUrOX84dS2aMjslZMays7Iw4Vqrp0G7im+u7ufDpdeGUL61SzhvXTmNMmumQjjuYHE3jss3mYlujlZYeNzNz4/jvytoI0YElo5Kp7XLwp6Ubwm0nj0omJ07HstL2kK9DH76AiFwmMCs/jhtPyMWoVZEeo6O8rZfzn1pDt9MHhILo/10xhdn5e2ed46M0xEcN7cTTsc6RHJdWp483Njbw2JflePwB7j9tBOMzTGzpuxZZXT4213WjVspYW23hP8urSTKq+fsF48iK1dFh91LW2saLa+sA2NLQQ5RGwQWT01HIZQPOnPoCQXLi9dwwLw+1ov9NOVqnHPAalRyt4enl1Tz1XXW4bUFxAn89d6yUmiVxVDIsi9BFUQyIojgOSAOmCIIwCvg3kAuMA1qAvx5g36dFUZwkiuKk+PjBWa7c0tBNVmx/9Z4jidPvoMPVQZJ+4BlgAEPrbrQykURDkDLL0F6gBCArKpOdXbtCDSkToHo5BI/94rojMSaHkpEp0bxxzXQun5nFKaOTef4Xk5lfnEhxcjT5iVEDBh/7Ut7aGxF8APz9q3JkgoyCRCM6tYKFRQnsH+8vLE5gaUkrv3x5M1sbrfzug52c//RalpaE0r7mFMTzyU2zeee6GXxy82yWjErCoFFyz5IikvbxAbliZjajU3/6aoUoiry4pi4cfEDI2PCTvn4MV46Wcdnt9PKb93ZwzYubuP/Dnfz6vR08edF4zpmYyokjErl3SREBMcj/1tRF7Ld0RwtFycZ+5oaLRyahlAnMLYhnZKoprGa4rrorHHxAaLb68a/KcXojZaUlBpcjOS431Vv489LduHwBgiLc/+EurpqVzW9OKWZ+UQJ/OH0ko1KNLC1pDY+jVpuHNVUWrvzfRnqcPr7c3RZxzMtnZocNUs+d2F+h8qIpGfz+tJEHNL3UqxQDXqMSjRqeWVEdse2y3e1UtNn3P4SExFHBsFwB2YMoij2CIHwLnLRv7YcgCM8AHw9VvzbWdTMm1TRUpwegvLuCVEPqgAaEIURiyz7HljqWXKuPLW1qRscPrWJLZnQW2zq2sjBjAejjQBcLjRshY+qQ9kvi0BmbbmLsT3QRl8sEbl2YT7Cv8vyF1bXYXP6IB/pp2TE8e9kkXt/QQK/Hz5z8OL7a3R7aJkBEFdQDH+9mZm4cySYt6TG6fnLZo1Kjee+GGdR3OdGrFeTE6w/JzycoQnuvp197xwBtEj+estZevtwd8mw5d1IaaWYd9RYn03Ji+XBrMw99VspN8/P6qVRBKDj83+WTeW19PT0uH6eNTUEmwHmT0zDtZwC3b7reHrocPnz+IEgTzMck66r7p2P+9YtyPrhhJlfNzqHD5mbJE/0VG32BIKNSjMhl8PvTRiII0NTtIjFag1opC/nVyGVMzDTz8pVTeGF1LUERfjEjq2/F+PvTEQa6RlW12xlgiOP2H/uTeBLHJsMuABEEIR7w9QUfWmAh8LAgCMmiKO6ZUjwL2HHAgwwiwaDI5roezpmQPhSnD7OrcxdpUQP7fwAYWkqQBXw4Y3LIl/v4qlbLZaN6D7j9kSA7Opsvaj/HHfCgkashdQKUfSoFIMcxNZ12fvvBDqo6HAAY1ApuW5TPxtpu0kx7Awe1SsH84kSy4vT85v0S/vpFeUQKzr5mcDa3r1+9yP4kR2sPW+60XCZw2bRM1lRF5m2fMW5geWyJH4ejT4zgwinp7G7p5a2NIWNKpVzg3iXFrKuxUN5mZ0KGKWIlLd6gZnymmTSzDpc3wDMra/jt+zvCHjXP/2IS84v2riBPzYlB6Ktd2sMVM7OIltJbjln2KKvtS3FyFGpl6HoSb9RwxcxsHvm8LPy+XCaQZFQzryiBBz7ea0x51vhUdjVb+ePHu3j3uhmMyzCjVsqZlR/PjNw4xL59D5b9r1EZsbqwi/oeEqLU5AxghighcTQwHFOwkoFvBEHYDmwAvhRF8WPgEUEQSvraTwBuG4rOVXXY0SplxOiH9qa0s2sHmVFZA74nBLwk7PiQnoypIAhkGX20OxW0OYawCATQyNWkGlLZ3rEt1JA+DUo/GtI+SQwtqyu7wsEHgN3jZ121hftOLkI7QNGSyxtgQmZMRPBx3qQ0vtvHUf3U0cmk7CcQ4fUHBpwhP1zMzIvlb+eNJTfeQHFSFP+6eAKTMmMG7XzHE7nxBqLUCpKitWxt6Am3+wIir2+oZ9GIRD7f2crJo5O5dFomydGavlTASaSZdXj9Af75bRXrayzh4APgi52RqTNj0qL57y8mMzYtmsxYHX84YyRLRveXYZU4dpiWG0tR0t4H+Ci1gmvn5qLapzbjZxNTue/kItJjtEzOMvPbU4qxuv08u6Im4ljvbWliUnYsQRGaelx49vHukMmEHxV8DES0VsUjPxvDZX1j/LSxybxw+RRSJSloiaOUYbcCIoridqCfZqwoisOiWnl1VRcjUoxD2odutwWrx0qSYeD6j7hdS/Ea4nGbQiskchmMivfwTb2WC4qHNl+0IKaQ1c2rmZI0BeLywWOD9lJIKBrSfkkMDTVdjn5tVR0OTNqBA3yVUsZ3Ze3ccWIBHn8QvUpOiklDWWsvRq2CM8emcuXsbNR9KQ5ddg/flLXzyrp6MmJ0/GJGFuMzzIf9cxi1Ks6ekMaC4gRkCERpD+yqLfHjyIrT8+KVU/oV5QLUW5z83+kjOXtCKkVJRhKNGi6ZlsGqyk7ue28HS0YlccroZLJidRHBC0D6fhK6KoWceYUJTM6KwRcISoW9xwFZsXr++4splLb24vEHKEiMIic+ckUh0ajlmjm5nDsxHbVSRmW7nc113WEvkH0JBIP8anEha6u7+M/yak4dk8zJY5L7jbWfSm6Cgd+dNoJbFuYTpVFEBEoSEkcbwy4AGe58W97OiOShldfc2bWTzOgsZAMsYOnbSzE2b6V17DkR7ZMSPbxRZuDcQjvyIVz3KjQX8m3Dt/R4ekLKWJmzoOQtWPDboeuUxJAxMze230zizyakHvABPitWz4kjk3i0z/8BQoWez1w2iSAicXp1uAAU4P0tTTzwSShNYkt9D5/vbOXd62YwYpAkcqMPEDhJHBrjM8x4B0irO31sCpP6JJ4BWq0urnlxI3WWkKxySZOVzfXd3LawgM92toaV2sw6JQtGJAx4Lr1aui0eTySbtCQfhAqeuS/rYUyaiYQoNS+vq6Oyfe8EilohIyfOwMOfldJidQOh8bejycoj54wdcEX3p6CQy77XQV1C4mhhOKZgDVs8/gDrayyHpJhzONjcvoVsY3a/dqW9g+TNr9KVv4CgIjIFJd3oJ1oVZFnd0C7XquUqimOKWFb/daghey5sew2C35+zL3F00NHr5sOtTdzy+haeXVFNdcf3r7hNyDTzu1OLMagVKGQCl07L4IxxqQfcXimXcdn0LF65aip/PmsU//3FZO4+qYgEo4YkozYi+GjvdfPv5VUR+7t9QXb2GY1JDC3VHXaeXVHNLa9v4YOtTXT0ur93+7HpJv5+/jhi9CoEAU4encR183IjVNYq2+3h4GMPX+1uBwHeu34mj547lscvGMfbv5xBUdLQrmRLDA+2N/Tw8Kel3PPOdlZWdODy/bDqWVK0licuGM+EDBMAGTFaHjtvLCq5EA4+9vDR9hbqLP1XeiUkjnekqZ4fwbpqC+lmHdFDmF7hDXgp7drN7NRZEe1yTy9pa5/GmjEFj3HgvOWTsp08X2JkYpKHWO3QPfBPSpzEK6WvsDhrMYaYHFBqoWY55H6fp4nEcMcXCPLcyhr+szwkFfnB1mZeW1/Py1dNPWDBd7RWxRWzcjhxZBKBoEhKtPYHZXuNWiUz8+IinM8HQi4IqAZY7lPIh9a/RyLkbn/1ixvD9T8fbG3munk53LGoMCKI3BeNUs6Z41OZmhOD2xckOVqNRhl5C5PL+u8rCKGxUJRspDhZCjok9rKjycp5T68Jr4y9vqGB538+ifnFB5a338OIlGj+d/kUOuwejFolcQY1Kyv6pwnKZQLygdxaJSSOc6QVkB/B0pIWJgxC/viPYWfXDpL0yegUe3NKZT4X6WuewhWXi/17ainSjX6mpbi577tYulxD96s3a8wUmAt5r+Ld0NNB3omw7qkh64/E4aHB4uS5lZHpVFUdDspaf1h9Lc2sI/MAhoU/lViDmjtOLIxoM+mUQ76CKQHlbb0R4gMAz66ood7i/MF9k6O1ZMfp+wUfAPmJBsbvJwd9/qR0suIOTw6+xLHFiorOCANVgCe/qTxo75corZKceANxfSlRBYkGRu4X5F42PZPMWGn8SUjsj7QCcpD4AkE+29HK/50+ckj7sbZ5Lfnm/PBrIeAlbd2zePXxWFMn/uD+89JD6Qk3fBnPr6b0MDFpaLwKZqfO4oWdLzA+YQKjcufDu1dBZyXE5Q1JfyQOHVFkQKWpwVSf+iEWj0wkRj+Zz3e2kmbWsqA4kbyEgQ3AJI4cBxon4iEOlThDyKV6RUUnW+q7mZ0fz/TcmAGDFQkJX6B/JoDbH/zJ4zDBqOFfF09geXkH2xp7mFsQz7ScWKlYXEJiAKSr8kHyTWk7KSYtCUbND288SLj8Lko6S7hqzFWhhqCf1PUvEFBo6M6aEVpN+AEEAU7IcJER5ecv602cVeDg/KIjr4ylVWg5NedUntr+FLdPvI3solNh+cPws2eOeF8kDg9pMVrOm5TO6xsawm0JRjUFiUP3wG/QKDmhKIETigYuOJYYGgoSo0gwqmm37Z0AOX9yBmkxh16jlhmrJzNWzyXTMg/5WBLHNrPy43h8WUVEQHz9vNxDEiLIjNNz2QD+IhISEpFIAchB8tLaOuYUxA9pH9a3rifTmIVeoQeCJG95DVnAS0fhiQcVfOxLrtnH9eOtPFdiRC6InFN45Ivk0qPSOTHrRP626W9cmHsG09e9iNCyDZLHHvG+SBw8rVYXu1t6cXkD5CcayO8LMNQKOTcvyKcwKYoPtjYzIcPEuZPS+zmRS0ikx+j43+VTeGtjA5vrezhjXAonjkhC/RNmioNBkbK2Xqo67Bg1SoqTjcRHSSpBEj/M2DQTr109lRdW1dLt9PLzGVlMzDCzvsZCm81NmllLYVIUOpX0qCQhcbiR/qoOgsr2XnY0WblqVs4Q9kLk6/plTE2eBojEl3yAyt5OR/EpIPy0vPlodZArRtn499Zockw+JiR6D2+XD4J8Ux7RhdF8VPMp3aYY5r97Ndpfrga5NDSHIw3dTm54ZTPbG60AaJVyXr5qKhMzQ7VRKSYtl8/M5uJpGajkUtqBxIEpTjbyu9NG4g0EDmmsrK7q5PIXNoRNBucVxPPwOWNIHMLVaomjA7lMYEp2LJMyYwiKIr5AkH8vr+KJZZXhbX5/2ggumZZ5QHEECQmJn4b0F3UQPLGskhNHJKE6jAWyP5YySxkun4vs6Cxiypdh6Cils/AkRNmhPaibNEHOLbTz6Hozvd6hUepI0MZzafEl9GZMpbq3gW9eOIE2R9sP7yhxxNlc1x0OPgBcvgCPfVnWr2hTCj4kDpZDGSsWh5f7P9wZ4XD+bXmHJLUs8aOQyQQUchmVHY6I4APgz0tLqemUZHQlJA43UgDyA+xusbGiooMTR/6wLN9g8kHlB0xKmoy5di3mutV0FJ1MUHF40gzyzD6KY738Z+vQqQPJBBnjEsbDzFuZ0F7Fi/+bx9vlbyMealWqxGGluae/V0N5mx2np78rsITEYOP0+qnt6q+cZXEMjbiGxNGN1dk/C8AbCGJzH5wqloSExMEjBSDfQzAo8pv3d3DW+NQhzQHd2bWDdlcHM10u4su+oL34FAKqw1vktjjLyZY2NVvahtbJWa6LoXPmTdzY68T31e+589vbcPik2afhwpi0/kHqWRNSidFLDuASR574KDUnj0rq154TbxiC3kgc7aSbdUTtV4CeZNSQapbS+SQkDjdSAPI9vLC6Frvbz4KioVv98AW9vLzrZS6Tx5O0+1Pai0/Frzn8KxVqhcgZeXYe22jC7R9a0ySfPo7GWTdzqqjlto3v8/BrJ1LbU/PDO0oMOmPTTPzprFEYNQpkApw1PoWLp2Qgk0lGWxJHHrVCzq2LCljQp3IWo1fxxAXj+nkxSEgcDJlxep77xSRy+nxjRiQbeerSCSQZD12dTUJCIhLhWE5xmTRpkrhx48aftO/m+m4u/+8G7j9txAFdnI8EL+16kbyaNUy2W2kvPmVQgo99eavMQLw2wC2TrD+88WAjikQ1b0VXuhSXz4G3cAlZ438BqZNAM2QPGIf0pH0oY3I40djtxOsPkmrW/iTlIonDyiFHf0f7uHR6/bRa3WhV8iG9XktEcNSOyy67hx6nj1iDCpNOWt09xpBmy4YJktTQAFS09XL1/zZyzZycIb2ZfVf+PlNLPiZdaaRt1JkElIMvZ3pqroN/bo5mWZ2WBZmuQT/f9yII9KaOpzdlHL0tW7BUfo6qbjXJLjuCMRmSx0H6FEibEpLu7VPOCopBbB4bIiJGlRG5THpAPtykmSVpXYnhg06lkNKuJA4bsQY1sQZJyllCYjCRApD9WFnRyc2vb+GiKRlMyDAPSR8CPge7Vv2FSQ2bcCSOpiNz2k+W2v2xaBUil4zs5amtRnQKkemp/YuOjziCQFTKBJSJI3m3aQXlXbs50VTAWAFM5Z+iXPMkckcndaYkvtOo+VjmplmtRSbI8QQ85JpymZU6i4WZCymOKUb4kZ4pEhISEhISEhIShw8pAOmjtNXGf76tZmVlB9fNzWVU6hFWhPK78bZux1L+CdFNWzCq9bSPOB1ZVPKR7QeQpA9w2cheHt8UzfYOFecX2zGpg0e8H/ujkatZmLGQSYmT2dm5gxcczTiwo4iPJzkpk1H+IIudvVzS2YqocGJLnUh32ghKtXpW9zZw89c3o5ApWJS5iDlpcxgTPwa1XJrlkpCQkJCQkJA4khyXAcj6Ggs3vbaZNlukVKNOJWfJqGTqLU7qLf2lHQ8NEerXQmc5iEEIDCzr5xPkWFSzEdBDlQ+oP8z9OHhGKTW8VzGC9yr2pjZM1ldwW9JHqGRDJ7uqAMb2/YCyrzX0+2pRKGmJz8bkspJYu4KCss8oAE7f9wAlawBwCwI2AZoVCu6Kj6NJo0ev1PObab/hxKwTj9CnkZCQkJCQkJA4vjimi9AFQegA6vZv1xXOMsad/qs8QSYXAo4en6+rPuC3ttsY5O/ipKyAMc8shvX8fAi4BQGHIMMaFIIBvxhkgC6IoigIgjBkvygvKpqFHJmFRFmmWBa4MPh3jxIfAMEgCpmMYSuSvqd/OgEhXRGUJ8tFuVkmyoyyvYVoNkHgqoQEcbdOLQC0vNZS1/V5V+cBDtkpiuJJP7U/BxqTw5w44EDfx7HM0fK5D2lMwhEdl0fLd7o/Ur9/PIdrXDo4Or/7H8vROsZ+LEP9OQ95XEocHo7pAORgEQRhoyiKk4a6HwdiOPdvOPcNhn//jgaO1+/weP3cg8nR+p1K/R46joXPcDBIn1PieEPyAZGQkJCQkJCQkJCQOGJIAYiEhISEhISEhISExBFDCkBCPD3UHfgBhnP/hnPfYPj372jgeP0Oj9fPPZgcrd+p1O+h41j4DAeD9DkljiukGhAJCQkJCQkJCQkJiSOGtAIiISEhISEhISEhIXHEkAIQCQkJCQkJCQkJCYkjxjEdgJx00kkiIP1IP4fz55CQxqT0Mwg/h4w0LqWfQfg5ZKRxKf0Mwo/EMOGYDkA6O48HTx+JowlpTEoMR6RxKTEckcalhMSxyzEdgEhISEhISEhISEhIDC+kAERCQkJCQkJCQkJC4oihGOoOSAwddV0Ouuxe4qPUpMfohro7EhISEoOOxe6hzuJEr1aQHatHqZDm4SSGHxa7h/puJzqVNE4ljk2kAOQ4JBgU+Wp3G3e8uY1ejx+TTskTF4xnTkH8UHdNQkJCYtAobbVx06tbqGi3o5AJ3DQ/j1/MzCJaqxrqrklIhClttXHjq5upbHegkAncvCCPX8zIwiiNU4ljCCmkPg6p6XRw02tb6PX4Aehx+rjx1c00WJxD3DMJCQmJwcHtC/C3z8upaLcD4A+KPPZVBTuarEPcMwmJvbi8AR79vIzKdgcQGqd/+7KCkibbEPdMQuLwIgUgxyEtVhcefzCizeb202ZzD1GPJCQOD15/EEdfYC0hsS/dDi/fVXb0a6/rkiZeJIYP3U4vKyr6q3/VSxOEEscYUgByHBIfpUYhEyLatEo5sQb1EPVIQuLQ2VhrYfqDy5j8p694ZV3dUHdHYphh1CgZl2bq154crT3ynZGQOADRGiXj0k392pOjNUe+MxISg4gUgAwDRFGkqcdFS4/rR+/r8QWotzjpsnsOep+ceAN/OnMU8r4gRCkXeOScMWTFSoXoEkcnnXYP17y0iatmZ/Pns0bzyGdlVLb3DnW3JIaY+i4HpS027B4feo2Ce08pJka/N4/+/EnpjE6NHsIeShxPtPe6abA48e2XgbAveo2C3546gtsXFTA9JxaACyZL41Ti2EMqQh9iOnrdvLa+nn9/W41cJnDLgnzOnZSGSffDxWY1nXYe/byMpTtaSTZqeODMUcwtiEch//64UimXcdaENMZmmGizuUk2asmJ1yMIwvfuJyExXPnLZ2XMyI1lXLoZgJNHJ/GPryt5/ILxQ9wziaHA4fHz1e42Hvq0lDabm0UjErlpfh5j00x8eONMajsd6NUK8hIMRGmUQ91diWMct8/PFzvb+MPHu+hx+jhvcjrXzc3tpz4ZDIqsrOzkN++X0NDtYn5hAu9cN53CxCgM0jiVOMaQApDDQJfdQ1WHHVGE3HgDcVEHn8q0vLyDv31ZAcCoVCNOX4Dl5R2MTo0mO65/UFDf5aDO4iRKreDLXa18UtIKQLPVzdUvbuSDG2cd1EyJSiGjKMlIUZLxR3xSCYnhR1OPi093tPDXc8eF2+YXJnLrG1uwunxEa6Ub9/HG1voebn1jK6IYev35zjYEAf56zljSzDpSTVpqOh1srutGo5KDCDF6FXFRKqo7HHh8QbLj9VJ6lsRhYXujlZtf3xp+/eq6eqLUCu4+qQjZPunQZW29XPHCBvzB0MBdVtqOLxDk35dMBMDvD1LSbKWx20WSUcPIlCh0aun6JnF0IgUgh0htl4Pb39jK5voeAEalGHniwvHkxBt+cN9AUOTNjQ0ATMgwMzotmr9/VY4ogk4l5+lLJzErPy68/ea6bi5/YQNWlw+As8anckJhAt+UtQMQFKGq3S4t1UocV7ywqpY5BfEYNHsvZwaNgpEp0Szb3cbZE9KGsHcSQ8GeCaF9+WJnGw0LXRQlKVle3sF1L2/G5QsgCHDFzGy21ndz2tgU/r28ijabhzSzlmcvm0RRsjRJI3Fo7Grur2D11qZGrpyVTYJxb21HZXtvOPjYw3cVnbRa3eQmGPi4pJm73ynB4w8ilwnctbiQi6dkYJAmWSSOQqQakENk2a62cPABsKPZxifbWw5qX7lMoDAxdHObX5TA/1bXhm+aTm+AO9/aFlamsrq8/O6DHeHgA+C9LU1MyDRFHFOa7ZU4nvD4A7y1sYGFxYn93hufYeLLXW1D0CuJoSZK239uLcWkRa+S02J18au3tuPyBQAQRXhuZQ1zCxP4y+dlnD0+FLA2drt4ZkX19+brS0gcDAMJvGTG6tCp5BFtygHSp8260D19V7OV332wM6xgGQiKPPxZKTtbJHleiaMTKQA5RNZUd/Vr+66iA3H/6bcDcMGUdIxaBW5/oN97rTY33Q4vAFannx0DzKLsK6c7Oy+OkSnSbJ3E8cNXu9rJiNWRaOyvEDM6NZrVVV0Egwf3tyhx7DAmNZrxGabwa5kAd59URHqMHovDS8cAoh3eQBCHN4BcvjclZl2NJeyXJCHxUxmXbmLEPitpSrnA3ScV9avr0KrkzMiNjWi7clYOAtBh92BzR47FoBh6TpCQOBqRUrAOkRMKE/hqd3tE2+KRSQdd0D0yJZr3rptJbZej33uZsbpwPUmMQcmUrBjW11oitpmQbuKx88YSrVMyMsUYsZwrIXGs89bGBmbmxg34XqxBjUGtoKytl2Ipjea4IjchikfPGUNJk5Vet5+ceAOT+gKSeIOalGgNzda9D26CACq5jGitEo9v76TO/MIEjBrpNilxaKTH6Hj2sknsbLbi8AYoSDQMWH9p1ChJiNJw+6ICvIEgWqWcbY09XDw1A78oEqtX0dU3KQmgkAmkmqQ6JYmjE+nKeojMK4zn5NHJLC0JpV0tKEpg8cj+6SDfR26CgTSzlofPHs3vPgwtscZHqfnbeeOI61u6NaiV3H/6CK57eRP1FhdKucAdJxYyJTs2Ivf9qCIYgO4a8HvBlAHqH66bkZDYQ7fDy4ZaC5dNzzrgNgWJBjbXd0sByHFIbkIUuQlR/doTjBoev2A817+ymQ67B41Sxi/n5vJtWRu/PbWYPy/dDYRmrS+bkRVSFXRawNYMmmgwpR/pjyJxDJBi1pJi/v5goSgpiomZJv74yW48/iDJ0Rr+c8kEzIIds9jMexelceUHbVS0O9Cp5PzutBGMlrIeJI5ShINNFToamTRpkrhx48ZBP4/D7aemy4EoimTH6X+yXF4wKFLb5aDb6SPFpBlQgaW9102jxUWURkFWnH7AnNGjAlcPbHoBvv0z+D2QdyIseQhic4e6Zz/EIWkVH6kxeTzw+vp6PtjWzM3z8w+4zbLdbXTaPfz92JbjPWT97ONxXLb0uGi2ulHKBEREYvRqEqLUVHc68PgDZMXqQ3LoLdvh3WuhYxdozXDqY1B4Cih+WCr9OEcalz+BQFCkttOB1eUj1awl0VkB7/4S2neAxoT3pL+wRT8bnU7LyGQjMtlR+gwwdEh+A8OEo3TqfHih1ygYdRiUp2QygZx4Aw0WJzubbZS29FKYFEXKPkusCVEaEqL2plm5fX7KxYXj/wABAABJREFUWu009bhIjtZQmBSFTjUMfq1uG7TtBEc7mLMgvjjyht20Eb66f+/ryi9gfS4s/hPI5P0OJyGxPx9sa2ZKVsz3bpMTbwirxEkcX1gcHkpbe7G5fGTHGShINESkxiabtCT3XVu7HV7KWm3saLaSHatnTKopJI/q7IYPbggFHwCubnj7CrhmOSSPOfjO2DugbQd4HRCXD/GFh/OjShxltFpdlLb24g8EyU+MIjNWH35PLhPITejLBnBZ4aNbQ8EHgLsH1QfXMPXqb3HEjmJbo5UWq5s0s5aCxCg0yv3unb1tofuwzwnxRRCXd2Q+oITEQTAMnlQl9qW0xcalz6+nozdUJJkTp+fZn08aUNbXFwjyxoYG7v9wV7jt1ycX8/MZmagUQ/gQ7+mF7x6B1f8IvRYEOPs5GP2zvds0b+u/3673YPbtYEg4Mv2UOGrpdnjZ3tDDNbNzvne7dLOWxm4XTq9/eATmEkeEjl43v/twJ5/2+SSp5DJeuGIyMwaoF+pyePjjx7t4b0szECoQfvbnk5lbEA+9LdC6PXIHMQiW6oMPQGzN8P4NUP116LVSB5e+BxnTfvLnkzh6qe108MuXN1LaagdC/jMvXTmFkSkDTGLaW0OTdfsiigS7qnix3MDDn5WFm/905igumJKBfI+vSE89vHM1NKwNvVYbQ+MubdJgfCwJiR+NtHY3jLC7vLyyri4cfABUdzr4unTgGdyaTgd//GR3RNtDn5VS3dG/oP2I0r57b/ABIZ3LT26D7rq9bTHZ/fdLHgfq/jnbEhL78+XuNkanRfef8dsPhVxGmllLaWvvEeqZxFDTYHGworwzHHxASOHqt+/vCKsK7svuZls4+ADwBUR+/V4Jnb0e0JoGnhD5MZMkTZv3Bh8Qmo3+8vehiRqJYxKX18+qyk5+/+FOnvy6gl3N1vB7Kys7w8EHgMXh5cU1tQQGUuvTRENUcv/jq2J55POyiLb/+2gXNZ373Psb1u8NPgA8Nlj+CPhcP/2DSUgcRqQA5AgTDIq02dxYXf1vhOtqLJQ09Zfa3d7YM+Cxup1efIHIi1YgKGJx9j/2EcXR2b/NbQV3z97X6VMgc/be1xoTzL0blJKih8QPs3R7CxMzvz/9ag/pMTrKpADkuKDL7uG2N7dRPYCqYHWnA/sAkrqd9v7XS5c3QLfTS7csFk57AmT7rJ5NvQ4SRx58p3oH8IVq3ykFIMcw35V3cvGz63hhdS2PflHOhc+spaLNRqvVRa/b12/7bQ1W3P/P3nnHR1Gnf/w92/tueu+dGiD0Il2RomDvXc9+Z7mzl7ufnvXsp2c7PXtHEFQQBESk9xLSe++7m+xmy/z+mJBkSURQQoLu+/XKi2TmO2WTYWae7/M8n4+rpxQ/xnBY8DzIu/WVZl1FmSqph9Fmu8dLU/dnf2NRz/1V7QanredyP376AX9NwgmkvLGN9zcX8/6mEsJMau6ak8HE5GCUchk1VgePfp3N9PQwdpY2+Ww3oxeTNYAoi5ZAvYqGbrN6Jo2C6P6W5QuMl26Ynm432qAUMEV1/WyOhnPehJr90N4GIaknQwP675b6tnrsLjuxptj+PpVfxOZ0s7mogUvGxx3V+CiLlmy/WdcfgtwaG1uLGpmW1jNDMSs9rFNVsDsJwXqfn2dkhDIs2swlb2xGLhO4d85QZl29BmVzEehDIGQQaI5BeSgkveeyQWeCLuTo9+HnpKGlzcUz33VlJzRKGbfMSOEfyw6ws6SJcUlB3D0nnSe/Pdjpen5GZhR69c+8jiXNgGvXSWV/uiAIG4TapsCgVvgE1CEGtU+/KJG9CG8MOUvahx8/AwB/BuQE4fWKvLupiJe+z6ex1UV2lY0r39rCvo7UrMcjUt3ixO50M39YBHKZgFIucNXEhJ/1OYgO0PGfS0YRF6Tr+FnLq5dmERuk73X8CSM4Dc57DwwdgVPoYDjrddAf9jkMoZA4FdLn+IOPfmR9+XrmL57Phcsv5NFNjx61iWZ/8X12DenHILYQG6hjvz8A+UPg9kgeHsv3VPKXmSmYOhzRxyYEcuecNLSqniV76eFGnjs/E7NWiVohY0x8IM+szKWqxUF5Uxs3fLCLNU2hkDFf6tvQHqPsaWQmnP40qDr6+JJnw6RbQfHr1BL9DGy8okhre5eXzIVjYnllbQHrcupocbhZsa+aj7eUck5WNDIBzh4VzfzhPcusOpHJIWwQZMyDuPGgMRMfrOfVS0cRaZYEaRKCdbxyyUjfACRqNMx+ROo5AshYAKOvAr9qlp8Bgj8DcoKosTp5b2OJzzKvCNmVVjJjAgg3a/jTKYk8tSKHzBgL109NQgackRnZaUbYG6PjA/nsTxOot7cTqFcSYhwARoQyOaSeCteukeR2jeGgO7pyGT8nFmu7lXt+uIcbM28kxhjDE5uf4PPczzkr9axf3rif+HrP0ZdfgZQB6fe+KD8nhKRQAzEBWvZVtFBrdXLOqBjig3TMGRJO8M/cG9VKOWdkRpEVF4jb6+Xuz/b0GLNkZzmzBh2bv1PXAYzSi1/KTHA5JB8RVT9PEvnpMyw6FddPTeTuzyXlKoNG4dPXCZBfZ+fvZw7hqkmJxARqUf8K0ZgJScEsvnEija0ugg0qgg7P7mlNMP5GSJ8LnnYwx4BK96s/lx8/xxt/AHKC0ChlhBjVtDh8a5CNHSaCgiBw7ugYAnQq3t9cQnGdnSsnJfgYabW7veyvaCav1oZZq2RIlJkIs5Zgo/qIQUp3RFHkQGUL2VVWNEo5gyNNPhKAx4WmUqjYCe02CM2QGun8DEg+PvgxGUEZpAakAnDFkCt4dvuzzIqfhUk18AyuHC4P63LreOqc4Ue9TaBeRWu7h+Y2F2atf9b590yEWcsbl4/mw80lGDQKwk0aZIJAWWMbJq0KmeimrXQn1GZLqkDhwzGGS4IYUR0mcbFBOjYU1PvsNzrgN764CYIkR+7nd83BKivZlS3oVAreumI0L32fR6hRw1kZei6OayDAXUedIow38owE6VUkh/42891Qk4ZQk4Zaq4Pvs2uoszmJD9YzJNKEVqWQrrveBF/8+BkA+AOQE4RFp+Lu0zO45n9bO5vHkoL1DIu2dI4JNWq4aFwci0ZFo5QJkgNvN9bm1HDtO9s6t8+KC+CFC0Z0atkfDduKG7no9U043VKKODpAy/+uHNOrzO+vorEIPrhA6u0AqXnz4s+kUis/AwpRFPkk5xOuHHJl57JYUyxDgofw7v53uSHzhn48u95Zn1tHfLDumAIJQRCIDtCSV2NjVFxAH56dn4FAapiRqycncssH29la3ARI72GvX5rFOHEnxk8vAK/U8OsKHYZ10dsYw7vknC8YE8uXOyto62gKNqoVzD1SiYwfP0hiMRe8uhF7u3TdBBsked1ovcjC6q/Qr3kNgHggfcLfUAVNOOp9e72i5EvTC412p4/kNMDji4Zy3piB38/n54+NPwA5gUxJCeGz6yewv6IFs1bJsGgzMYE9Z9a0vUiL1lmdPPDlPh/li63FjXy1pxKny8PcYZE9mikPx+ny8OLqvM7gA6CssY2NBfXHLwAp39YVfAB43bDyQbhs6bE1bvrpc/bX70cUReJN8T7L5yTM4cktT3LlkCvRKAZASV83lu2pYFTssZfzRZg1FNbZ/QHIH4D8GhubCxs6gw+QlMB3HCxkWtkDncEHgLJmN47KHdAtABkeY+HzGyawp6wZmQBDoy2khfvlwf38PF6vyP9+Ku4MPkBSV1udXcuNqS2w4zWf8YaNT0HmmRA66Ij73V3WxIdbSimotXHB6FgmpwYTqPetdjhYZfUJPgD+sewAE5KDe32/8ONnoOAPQE4gKoWMkbEBjIw9+pegWqsDm8ONXCZQY3X0WN/S5uKF1XmsPFDDm5dl9awD7YbD5aG4obXH8srmnvv91bTW91zWXCJp3/sDkAHFqpJVZIZm+rhDA0ToI4g3xfN14dcsTFnYT2fXk3a3l1UHavjnomNwoO4gzKShoNYvP/l7p7rFwXXvbGPO0PAe6yxKN7KWsh7LBUdzj2UZESYyIkw43R4qmxxUNrUdU6bZzx8Lt9dLXk3P+0tRvb13uWWvBxzS8uoWB23tHsJMGh+RhINVLT4ZlY0FDTw4fxBXTPQtqTq8rBskpcDW9p7L/fgZSPjlEAYoXq/ImoM1nPHij0x7ei13fb6Hf52TSfcsrEyQghqAXaVNv9hoa9apOH90TI/lYxOOoyxf2NCeyzIvBr3f3Xyg8UP5DwwN7uXvBZwScwofHvzwBJ/Rkfkxr47oAB2BetUxbxtu1vgb0f8A5NXYyKu1oVHKObxipUluwTH4fN+FgoAYnNbrvkrq7dz92R6mP72GOc//wKfbSv0vdX56RaWQ9/psnT0oTOrBOFz6NiAetyWW5Xsqmff8eqY9vYa/fLSTwm6TJPsqWnwyKgAvrM6jpsV3wjAhWI9a4fsqNyYh0FcRy4+fAciAy4AIghAD/A8IB7zAq6IoPicIQiDwEVIJZRFwriiKjf11nr+Vkno7FU1tuL0iDpeXEKMKu9ONWiknJdRIRVMbV7+9tVMnfEN+PU63hxcuGEF+rZ1tRQ1MTAnh/U1d7uJHo663IDOS5jYXb/5YiFGt5K7T0xkZa/l1H8LrhbocqencECzp3UeOgHP/B9/cDa11MPJyGH0t1B2EpjIwhkJwqt9wsJ9paW+huKWYJEvv8sdDg4fy7v53yWnM6WxQ72++3FnO6PhfV0IVbtLw7b6qXx7o56RGJsC1UxIYHmPiX+dl8syKHMqb2liQGck5WQm43Nfj9brR7X0fDGHYpz+CJnakNEtde1BS7QuIxxOYxFsbivh8RzkATa0u7vhkN9EBWoZGWcirsdHY2k5MoI5EjR2hrsP3IThVUv3z8/ulLh8aC0FrkZ55aql8eUZGKHfMTuXlNfmoFDJun53KmIRA0Krgwk+kZ2L5FoifgmvG3/mpSs6N72/pLKv+Zl8VKqWMJ88ehlohBdDT0kLJjLXg8XpxuUW+3lvJYQlrkjUtbLlAQWGjk6UVJkqdOm6ZnsKesmYEQVKGCx0I6ph+/BzGgAtAADdwuyiK2wVBMALbBEFYCVwOrBJF8TFBEO4C7gL+1o/n+avZWdrIv1bkEBuk592NUgChVsi4fXYaL32fx+zBYUxJCekMPg6xrbiJCUlWXvo+j7+ems6SneUU1UslVeMTg46qjyPCrOWO2WlcPC4OhVz4bTem3G/h40sliT+AGQ/A2D/BoDMgdjy4nWCMgIPL4bMrJWNCQYDZj0LWFf4gpB/ZUb2DJEsSClnvtwCZIGN85HgW5y7mr2P+eoLPricOl4dV2TU89ivKr0AqwSprbEMUxR4lZ35+P8QEaNGpFFzyxha0SjnzhkUwd1gEo2IDMGiUQDKueU9im/BnBKUWfWC4FHSseRw2/VvaiUqP97yP+GZvT4f0feUt/JhbxyvrCtCrFTw4QU1C7r0IjQWAIEmdnvcOBKecyI/t50RRtB7ePxfaO7KpY2+AqX8DrYUQo4YbpyVz1qhoZIJAmKnbszV6FFz8KTiaqPMauPHjg4xJbPTp6ZTLBDbk1VFrdRIdoCMtzIhSXsUzK3MAMGuVPH3OcF+p/er9CF/8CVP1HoaLXobGTqDltBc496Od5FRL2ZTBESZevGjkL/aI+vFzohlwJViiKFaKori943srcACIAs4A3u4Y9jZwZr+c4G/E5nDxyLJssuIDO4MPAKfby6vr8jlzRBSfbC1DIe/5kmTRKbE53XhFeHLFQW6ZkcLsQWE8NH8Qj581jADd0ZWmyGQCkRbtsQcfbU2Qu1J6WO/8AIp+7Ao+AFb9XbpBr3kcCn+Qgo2WMlhyU5cr+uirwdEIPzwt7aut6djOwc9xYUfNDhLNiUccMz5yPMsKl+H29n/ZyffZNSQE639V+RWAXq1AIReos/V8qfTz+6GwvpXnVuUiitDa7uHjrWXc/P4O8rqVtiiVKgxhCVLwAVC1pyv4AGi3o1j+Zz4/U0dKsO890qRVEuCq4pvplawctYl5QRXIxv0Jsq6EUZfDsHMhZ8UJ+KR+Tjj2elh6a1fwAdJ1U9XlGyMIAhFmbVfw0VAEuz6AtU9CxXbQBrAq38amogaU3VQubx2t5+uZdXwzYiPhVWvAXkdVi5MV+6s7xzS3uXh1XQE2R8eztLlCet5Gj4Kpd8HghchKNkDhWkob2jq321fZwsr9/uyvn4HHQMyAdCIIQjwwAtgEhImiWAlSkCIIQq9NBYIgXAtcCxAbO/Bk6FocbvaUN7FgeAQLhkeys7SJko7G8Dpbe6cviFwQODMzksU7KwDpXf7qSYm8taEQAI9XRKeS8+qlWSfmxL0e2PomrHq4a1nUKBh+gXSDPUTZZlj3lPR94nQ45a9wqMkz80JJJat8e9f4GQ/CxD/3rB/zesDRIqW35Se3d8NAvCZ31OzglOhTjjgmQh9BoCaQTZWbmBg18QSdWe98vr2ccb+xVynCpKWkwU7IUXrm/N4ZiNflb6WmxekzqwzSPbfhSIGntefLmVCfR3jlKl6aMIzTv1Lg9ooMizYzOshJxOYHUdfs7Bo88VbY/yU0lYBCAwtegtZGyfRN4b/WjpUBe106mqA+r+fyjuvH7fFidboxqhWShH5zGXxwPtQe6Bo7/wUK60YDUNrYyqi4ADIsHv5kXo+2ejfkr4YtDpj4Z1xhV/c41K6yJlocbgy0wop7Yd/nXSuHngMxY1FU7SLUlEhxfZfgzMaCBq6d0nu5rR8//cWAy4AcQhAEA/AZ8GdRFFuOdjtRFF8VRTFLFMWskJCQvjvBX0mgXsmjC4fyY149O0ubGJcYxPWnSDeG2EAdNS2SY6pRo+CB+YN496oxPHXOMP52WhpLdpV3zuCqFbIT22TWWAhrH/NdVr7N11xLkIG82wO3YLW07FBNtCXON/gAWPu4tO/u1ObAt/fAa1Phq9ugej8nMwPtmvSKXrIbskkw/7JB1ejw0SzNX3oCzurnaW51sSG/jrGJxy6/250wk9rnofxHZ6Bdl8eD6AAtysOyxyFGNRHmI2R7A+J6LoscCTUHSD7wEh9eMYw3L8vi1UtGEdKa5xt8AGx5AwadKX0/6nKo3AGvT4dProSyrb/l4/whGbDXpT4Eokf3XB4QR061lQeX7GPBi+t5aOk+cqutULnbN/gA+O4BLk2Xvv1kaxmnp+p5MK0Ebe5XUsByyt+kY/z0AiMMPRUlp6aFEKhXQl2ub/ABsPdTSJqGO3YiFU1tPqtmZYT9lk/ux0+fMCADEEEQlEjBx3uiKB76X1YtCEJEx/oIoKa/zu+3UN3i5B9f7eebfVWUNLTy8dZS9pQ3s2B4BFdMjOebvZXcPSedoVFmAvVqJqWEcPaoGIZGWajvCD7MWiUvHUVNp93hZn9lM7nVVtrdniOO/UXc7VJPx+EIMqne+ZS/waLXwFYtLes8iRqY+BcwhIHYyzm4HeDptt/WevjiOtj0imRquON/8OEF0FL5287fTydFLUUYVUYMql/uGRoTPoa1ZWtxuI+jVPMxsmR3BcNjLOhUvy1hG2RQU9qLDLWf3w/Doy08unAopo5McohRzWOLhpIRaf7ZbRxyPUy5U8peAAQmwtCzIedrZK21ZEUbmJ4RRrhZi5ZeMikuOyhUEDVSuv/99CI0FMDBr+B/Z0jN7X5OfjQmmPsv6foA6XqZ+y8aTWnc+P523ttUQmlDG+9uLOGm97fjdvZyr3FaCRdruWx8LEq5wGRlNsolN0D1XqjaLVUYpM8DUcSi9PK309I6A+pBESZum5VGc5sbm60XaV9RBFMUxE2Q1Lc6WJgZySlpAyiQ8+OngwFXgiVIHaJvAAdEUfxXt1VLgMuAxzr+/bIfTu83I6mnuHyWrc+r4/MbJqCSCXxxw0TignQ9XNAnJgez9OZJ1FidBOlVv2gwVFxn5+Gl+1h9sBa5TODqSQlcMzmR4F9bfmKJhdTTIOebrmXaAGmZIJMyGZ52SQVr+n1SP4guCAQ5fP9/MPx8CMkAjUVKZR8i9XQpM3KIhkKpVrY7jUVS6tvkdyM+HmTXZxNn6mXWtxfMajMJ5gTWlq3l1PhT+/jMeuejLSWcPuS3/+1DjGoK6/1SvL9nNCo552TFkBJqoMHeToRFQ0ZE78GHKIqsOVhLTOU2kvd+Jk2gVO0Ga6X0Iuj1UD3oSrToOORgJAtJAZUB2rt5Pgw6A0o2SiWnPz7je5B2G9QcgJDepX79nGREDIMrV0jeVmozBCaSW9xEbrWvB8jBaht2SwpmpRZc3bIRg85Alr2Ee+c+zpUTE4j55vKexyjdBMPOQxmcyDWRJmYNCqe13U1MgI68WhuX/3czFw9Wcb05FllzSdd24UMgZTYWYzhPnBPBjdOSEQSIDzL4+Iv48TNQGHABCDARuATYIwjCzo5l9yAFHh8LgnAVUAKc0z+n99tQK3reCFRyGRatkkC9igOVVvZXthAfrCctzNjp8wEQadEeVdmVKIp8ur2M1QdrAalf5D/rChgZa+HUX/si5/VKvRrmaEnVKnKENGvY2gir/9E1rmIHmCJhwq0w9Czp4eu0wubXYNeHMPVuyPtOmhUcvBCyrgJVt0yOQi01vBxeyO2vpT5uHGg4QJQh6qjHZ4Vl8VXBV/0SgORUW6lscjA82vKb9xVqVLO1qOG3n5SfAU/mL5i9Ol0e9lY0c/172/h0mkrKWHz/CIy4GHJXgDESa+ZVLGnN4iI8ULFTGqMLgun3wsGvoT4fkqZDUBJYqyVVP6Wup/Gcopfyr7pc6d6oUEPYEDAf/f9HP/2MIUT66uBwD45D1GgTMS94UeqdbCqG5FnS39tpQ6WQExdsAH1wzw11wVJjuasNhdZCcpAaqvNx5eWialZxSrSJ5zbZGHzaC2SVvo2haqO07/E30qYOJrukkbLGNiLMGtLDTf7gw8+AZcAFIKIorgd+Tidzxok8l74gLdxIVlwAW4u7LExumJZEoF7FY19n8+GWUkB6B3/hghHMGxZ5zMewOtws39OzZGlzUeOvC0CcNlj/NPz4rFRulTgVUudID95Nr/YcX7gOTntMypqoTFLtrL1WejB/ew9cugTCBoM2sGfzeWASjLoStr7RtSx9vqSv7+e4cKD+AGMjxh71+FFho/jo4Ee0tLdgUp1YN/uPtpQyOSUE2eGucr+CUKMkxevHz9d7q8irteFwednqjCY9KBVFbbaUuU2eQdOY27lgbQD3z0tCV/AtfHq5NCky5Q5JwS9uEiRMgeIfYcc78Kf1UiZXbYCvu6nDh2RIM9PdKd8ulWY5O1obQwfB+e91lfb4OalICtGzcEQUX3R4xgCcNTKKSLMW2uOlwDR+MuSvkhrWL1/WtXHWFVLvxiGVSIUGIodLaltXr5Ky/jnfwMeXohS9DAfiU85CTL+Uy5fZyYq+jMcXPkhSbBRu5Hy0sZiHlnb1TP5lZgrXnZKIRjngXvX8+Bl4AcjvCZvDxebCBpbvqSQqQMepQ8IYFGHm2fMy2VzUQF6NjVFxAYyMDeBglbUz+ADpWXff4r2MiAkgKqBn1qOiqY3syhY2FzVQ1tjGzIwwJqcEE2RQo1PJyYoLIP8w5+f0COOv+yB1OVLwAdLMXV0u7PsCznsPEHuOTz5VUoTZ8KIUSS16TerhaCqGhMkQlQXKn2kKVemkfpLEqVI2JXwIxI6TTJ/8HBfymvI4K/Wsox6vU+oYFDSIVcWrWJiysA/PzBeXx8vn28u4f+6g47K/QL2KxtZ2nG5Pr5lIP78PiuvtrDlYy7biBk5JC2ViUhDh5q57aGlDK/cv3svVkxN4eLKe6fKdCONuwONqxWutoTF0LBvbE3lwQQjRsgb4/C9dGVm5Wvq+6IeuA5qiQBMAZVskidYzXpTukUGpED9ByhpX7YEDXwECVO/pCj4AavZD4Xp/AHKSYtAouWtOGjMzwthX0czgKDNZcQHo1QpJKXL6fVC4jvbAVKoCx/DZfiNXOH7C5G1G1lIG856F+gLpWak2wJrHQG0EmQJPUznyZbeB6O08njn3M84+ZQEf7VOyrdxOmyoA5EoKq608sty36f3ZVbnMyAhjSNTP90D58dNf+AOQ40yN1QEihJo0rNhfzW0f7+pc998NhXx4zTgsOhVzh0X4vAQ1tPZsbmxqdWF1ugDfAMTqcLGxoI5/rcilrEPt4qvdlfxlVio3T0tGIZdx+cQEVh+spdYqNXhnxQUwLrFDxlQUoaUC5CqfVPLP0otMJa426SFalwtJM6TZHQCNGYafC2/P77ppbnkNLl8OIy785WMBGMNg0ALpy89xpcnRRKu7lSDNsUnajgkfw5L8JSc0AFmdXUOEWUvEcVJ7k8sEggxqKpscxPtNuU46Wtpc2JxugvQq1MreA8g6q5NbP9zJztImAJbsquS80dE8vGAwGqUCe20pOo/AA1PMRJjtjN33HMrC1dLGCg1tGefxjyoTmUkqLC4320tKiG7tVrZX8hMMOw92f9SxjRrOeEnqW/v4kq5xAYlw3rtSUFGTLd0P2xphyFlSwHE4DfnH4Tfkp78IM2mZO0zL3GS19Gw0dEjHCwJEjiBXnswN729najRcPrgRS81WKXt2qKdSGyCVNWss0NYAU+/BLUJdfR3htp56O2axhYvHjmBicjDJoZKYSHObC5fHd0JQFKGpl3cLP34GAv4A5DjR1NrO0t0VPPddLl4R/rloCE+vyPEZ09Lm5vuDtby4WpqVuHVGCilhUlYiIUiPQib4uJ8Pjzb3Kh+ZV2Ojuc3dGXwc4t/f57EwM5LYID0ZESa+uGECeTU2VAoZqWFGgg1qKROx/W3Y+G9plmXmw5A2x7cP43C0Zqm22dVN1cMSJ90stYEQPgziJkjLo8dKylXdZmzwemDHu1Imw0+/kteUR4wx5pjdwIeFDON/+/9Htb2aMP2JkXSUyq96qZH+DYQa1ZQ1tvkDkJOMbcUNPLLsAPsqWpiREcpfZqWSEtozo5tbY+sMPg7x8dYybh5rISDnM/SeFvS2Ks45sATREI6QdQVYy6Qsr9uBYc/bzJ88jz+vyOEfZwzBqw2nPXwUqqpt0s7yV0ulV5csllQBAxPAEA7/Pc33RBoLoGQDhA+WMrltHSW3JRsl4Y6GAt/x8f3rs+PnN+Juh4Lv4Zu7wVYFIy6DcddDgORjUlTdyCtZVSRtfxRy62Dhf2Dl/V3btzVK19bZb0JIGmL+GnYGzmNLWRtXRo1DXb6xa6wgQx+Rxjcbqli+t4pbpiezIDOSqAAtoUY1NdYuVUmjWvGLgjV+/PQXA1KG92RkQ3499y/eR52tnQZ7O2sO1uLyeHuMa2330O4R+Wp3JX/9dDfVzVIQkRJm5NVLRxFmkpqtR8UF8NhZwzBrfZ2f290e3t5QRNNhSloAXlGkW/xCdICOqWmhTEgKloIPgL2fwZp/SuaAzWXw2VWSn8cREWDG/V1qVaGDYNyfpIe2IEiGSKv/IX2tesA3UDmEq/9kXP10UdBcQLg+/Ji3U8lVZIVnnTBPkHqbk82FDYz9jeaDhxNsUFPa6JfiHcjUWZ1sKWpgV1kTNoeLglobl76xme0lTTjdXpbvqeKuT/fQ3NbbPbDnPVevUhBYvgb9gQ/BVikZp7bbERrypZfA4ef7jJfhxeMVyauxkd0E24c/THvkGGmlMRzG3SAFIWmndahbiZIC4OEcquv3uruWtZRLxqqDz5TUA1V6OPVRiB7z635Zfk445Y1tbCyo50BlC06Xh+Y2F9airfDBeVImq90uOaRvekWafAOGywtJWnWtpOjYbvN1U++Oy4F7/1IKR/6N5zY1s67UwU/p9+CMGi+tN4RRM/dN7vrB3fmu8dDS/azPrSfCrOU/l4wiLVwKzOODdbx+WRZxQf7JFj8DE38G5DixuFsDGsB3+2u4YGwsz6/K7VymUcrQKGV4OqKEHaVNfLOviunpocQE6pmeHsbSm8y0ONyEGdUYtT0dwKtanCzZVcGfTkkiQKf0kfS9eFxcr/0inbQ1wbY3ey4v/EF6oP4cgYlSY2XiKWAIlaRy81ZJpVeHShEOUbETFt0I2V/5Lh95CX76n7ymvF8VgABMiJjAOwfe4aqhVx1zBuVYWbankhGxluOu4BKoV1HmD0AGLDnVVm58f3unrOmiEVHMGhyGvd3XQ2hbSSPlja2Ytb617UmhBhKD9RTUdb3gXTchGt3ux6X71fb/+R5QFKUJkw7lvbaYKXxdoefMEWZWHqim3e2lPtbCx9oHmDrJzbiMBEKj4n33obXApNvgyxu6lsmVENvx0hiZKTUiH5Jj3fQKnPUGTHsA5ApJrKOP/z/5OT7sKGnk6re3Um9vRybALTNSsDvdXKrZg/Fw5cbtb8P4G8EchaX5sLK7lgqIGQelXZkNMXQQ1fo0tmW9xj2LS7E7rdwxO40rl2czP/0epk70UN6mIEqWwA8Fu3x299HWEuYPj2BEbAAfXjOOens7ATolQYcmHv34GYD4A5DjREKI7yxDrc2JWaPgH2cO5ovtFURaNGTGWHh5TVetb0a4AYtWxYp91URatAyNNhMdoCP0CEJDGoWMYIOa//5YxK0zUthf2UJJQyuLRkQyNNrClzsrUMkFhkSZSQw5zGhOoQZLvCQf2R3TLyhtGcPhrNelmcP81ZCxQGoSr9wDxgjJPPAQolfqSz/nLdj+DsjkMPZPEHP0qkt++o78pnwmRE74VdsmWZIQEdlavZXR4b04Ah9HPt9ezqxBx7/UK9igprTBr4Q1EHF7vLz1Y5GPp8LnO8qZ2ct1oFHKegSnNc1t7C5r5pLxcagVckoa7Fh0Ks4YFoajOQmNvVa6l9Xn+e7MGAGRI7AnzKEgbDaTXMHk1drIq7ExPjGwY6LHQHRKPKFRPyPvmz4XlP+V5MaNkTD2GinwAAgfCpd9Ja1rLISsKyFxGuiPb3bPT9/S3NrOPV/sod4uZbu8Ijz7XS53zE5DpumlydsUCdX7oHQTKp3Fd92qhxDPexfKxiEUrcMbM462tIXc+LWDyydGEqSvobnNzor9Vfz11HTW5tSytEzO1ZMT2FPe3ONQSSGGzkmhAL2KAL2qxxg/fgYa/gDkOLFgeCQfbC6hpU1KtxvVCtxekaeWZTMqzsLZo6J4e0Nx581Lq5RzxaRE/vzxzk6BlYxwI69dlkV0gFSz2e72oJDJfCRIA/UqHpw/mBvf387TKw8yf1gkc4eEkxpm4vxXN+J0SyUIIQY1710zltSwbnXSSq0kI1n0Q1fJgCkK4if98gcMSYOZD0nbyTtubpEjJP369zssWWLGgiECqndLbsCTbpdmgPwKVgOGopYiFqUs+lXbCoLAKdGn8M7+d/o0AKlsbqOg1sawqOMvvRxiULG5sP6XB/o54Vidbtbl1vZY3tLmYu7QcJbt6RLD+Ntp6cQFdk36ONvdvL+llGe/68o4zxkczuXz47HoVchHXAifXwWT/wIrH+jsURNDB+OIm85X7sn8d3M1+78rB8q5fXYqYUY1f56Zysi4AOSCcGQpaK0FhiySJmcEWU958egsSRHJ65ayI35OOurt7Ryo7OlAbtIqyJMnExI8CFVdR6ZDkMGoy+CTS8HVhjjtHsTAZGQNHcGvTE6DS8nztoUExSxiTYGdQQ4tb16RiU6lQKeSc83/trK9pIndZc0szIzk9lPTCDdrMeuUmNYoOt81DGoFZ4+K7jyfdo8HhSA7LtLlfvz0Jf4A5DgxONLMZ3+awL6KFmxON/X2dl76Po82l4f1efXUWJ1cNDaW04aE09zmIj5IxyPLs3389g5UWdlT3oxaIWN1dg0fbi4lKdTAJePiSA41sCG/nrd+LCQhWM8HV4+lrKmNT7eVEWxU8fr6gs7gA6QMzA85tb4BCEhlAVd/J83MKDQQMVzy8zha5IfNrCScAlevltSwdr0nZUMiMyVzrXVPQNK0rgZ1P/1Kq6uVJkcTwdpf39g9MXIid/1wFyUtJcSaYo/j2XXx7d4qRsYGoJAf/xa1YIOa8iZ/BmQgYlQrmJISwvubS3yWm3VKbpiazMTkEGqtDuKD9AyPMXe+YNVaHewsbeLf3/tmdr/eV8U5o6OZnhpM+74vpb41ZFI2t6USj0JHjWkwlu3/45yStUxOnM7qtMncs8bOWz8W8dYVoxkSZT62ckP5ER6pguAPPk5igvQqMiKMPYKQAJ2KKz6s5qXTnmK6rgBlWzWCLggBAcwxUJeDsPZxWhe9S4u1BT0OnIFpnPtlK4UNXaXb20samZoawtd7qtCp5bx1xRiqmh0YtQqGRpk7paQHR5r5/HrpXcMrigyOMJMabqTB7mRtTi3vbiwhyqLh8gkJjIi19Hm5rB8/v5Y+D0AEQRgGxHc/liiKn/f1cfuSljYX1S0OzFoloaYulaqUMCMpYUbe3VjMMyt9FbCqW5zk19gZFmPh0eXZXDUpgZoW5+G7prnVxcdby3jy24OA1CdS1mDnhmkpbC9upLLZwdbiRiItWp7oGGPSKns1WKto7qXxWxCkoCNi+K//BVhrwNEI+lDQBUi9JQeXSzN8yKRa51P+JpVoedql9f4sSL9TYi0hTB+GTPj1L/YahYZpMdN4ZdcrPDr50eN4dl18s6+aCYl9U54SaFBRb2vH5fGi7IMAx8+vRyGXccXEeLYWN5BbY2NaWiinDQ4jLlDHHZ/sYn+3F78zMiN5bNEwNEoZH20ppd3jpb0X0Q97uxu8blS1u2Hnf33WuU59mpDvbkVRJ3knhFds59y4zXhnPsCDq2sQBIGahiZCvHXI5ArpXqY2SeZwv4amUnA7pKyzyq9MdLJh1ql4dOFQrvnfVupsUg/I305LRy5IEt9JsgrUy27q2kAQYNY/YMV94PVgqylitWsYJqWHAG8UFS37uHKEiUmRINcHsb1eTruzjRuGQavDRlV1LmMSE4iP6nm9JYcaST5MBW7ZnkruX7wPgG3FsD63jneuHotKLiPEqMai85dl+RlY9GkAIgjCm8AwYB9w6OkgAidtAHKgsoV7Pt/DjtImwkxq/rloKKekhiLvlu7MiDAd6mns5LysGBaOjOyU5l2XU8tpQ8J93FNlAhg1Cv5vWZeZ0AVjYmh3e7nyrS3IZQLnZsVg1ir47kB155jNhQ1cMi6O7CrfmZmxiYHH98OLIhSuhS9vguZSqbZ50Rtgr4H6XNj3ufRwHX8DfH0XpMyCne/Bdw/D/OcgYtjxPR8/x0RxSzHhul/XgN6dWXGzuO/H+8huyCY9MP04nFkXNqebXaVNXDelb0zZFDIZAToV1S2OzlJHPwOHlDAj7189jsJ6O8+szOGvn+0hUK/iqkkJuDzl5NZI/SFLdlVww9QkTBolL6/JZ0ZGWI/ZaZNWQUWjg73VbQzJurKH2p9bG4Smzte4TVG8jgvStzH07Exqiw+QWPgSsoQxsPdzyevDECYZx6XMPnK2oztOu6Q+uPI+SX0wfT7MevjYMs9+BgQjYgNYctMkShtaseiU5Nfa2FPWzGkZwSTk/tt3sChC1W5JxMUQikUNF226ANqtuAedy8YLz8e0+k7kBw7gtSQwePZzGPd/gHrfR6DUMnTUFXh2eUBxKYQd2Yy13ub0yQAGG1RcPzWJ697ZRlljGxkRRh47axjDoy198Fvx4+fX0ddTgONEUcwSRfEyURSv6Pi6so+P2Wc0tbZzxye72NGhM1/d4uTa/20jt7rroVdUZ6eptZ2XLxrJJeNiMagVXDslkcsmxJERYUbTYaCVW2MjUK/irJFR6FVyEoP13H16Bnk1NsYkBHD77FQeWzSU2EAdn20vx+0Vcbq9vLOxmFCTpnM/IBkQJYbouWJiPBadkgizhr/MSmVDbh12p5vD8XpFSqobqMvZhH33UtxlOyUd81+iLhc+OF8KPkBy9z34Fax7UvoeJJnJVX+HzAtg6xtgjoXabPj8GrD7a+/7k6Lmot9UfnUInVLHgqQFPLThIdzentfXb+HHvDrSwo0+1/fxJsSopryXjKGf/qHR7mRTQT0r9lWxqaCe0no7L63OY0O+dL9osLezOruGm6cnc9P0ZP4yM4WYAC0yQcDmdKOQy1i2p5IzhkcxKyMUjVJGZoyFv8xM5aXv87jhve3YYmfgmfkP0AWCMYKKWS/jlfeuECR3NjKo5H3GVH+ETimDPZ9KwQeArRo+vli6px2BdreH/RXNfLe/CnvRFlh6sxR8AGQvhQ0vdsn0+hkQtLS1s7WogVUHqsmvsSEermrVQaRFy9jEIFwekZve38GbPxZx6pBwREUvCpRyNRjCaB99PeqVd0vmvaKIQm8mYPmfkHcEwDLRRXDhEtR7P5D6k9rt8NOLyA3BiMvuoLC8ks+3l7HmYA11LT0rGwRB8Mnonj8mlqe+zemsjDhQaeXG97ZT08u2fvz0F31dgvWTIAiDRFHsxfr15KOy2cG+ihafZW6vSFG9nfQIE7tKm7jkzU2dzWEzMkJZfMMEEkMMnfXKC4ZHsnxPJV4R3lhfSFqYgRcuGMGSXZW8sjaf6WmhRFm0PL0ih1NSQ2jsxcV0c2EDV09K6HxAAxTW2Vmxr5ozMqNwuDy8ub6Q5jYXl06I76GGtaOomsi8jwje8IC0QJDhmf8C8swLezZPdqexqEtKsvMX0C75gfgsc4LYIZtZvU9qcs9dIQUnfuWXfqOopei4mQhOiZ7CjpodvLzzZW4eefNx2SdImcHBkUeQgTsOBBlU/j6QAUJ1Sxv3fbGXlQckt2eTRsFjZw3zaUbPigsgLdzILR/uBEAhE3h4wWCUMhm3frSdP89M4ZmVOTz2TTb/OHMwsUF6yhpbee2HAuztHlocbvJbtQyfdAv7Q05lb1Ur09WFmHK+gOjRULZFOpBSC4POhJJNKAMTUe7/QlKs2r+464TlStAFS0aC4UN6/Uwer8iXOyv462e7kQsCa6fl08OJYd9ncMqdv6xA6OeE0Ghv54lvs/lgszS5plHK+O/loxmf9PMTNkX1drwiON1e7l9ygMnn3oSqcGVX6YNcSUv6Oby8V8kN9VtRAagMUvmdxiQFs4eIGSspTPY4sSKExnz25+Rw27dS9u/80dHcOjOVCHNXwBOoV3Hnqan846sD1Nmk0u42l690dVljGxXNDp+ycT9++pO+DkDeRgpCqgAnIACiKIonZS2OUaPArFX2MMAK1KtobXfz1LcHO4MPgFUHajgvKwaNSs7mwgayq1oI1qv517mZrM2pRSZAWriJssZWEkL0hBjVpITp+eunUjahoqmNjAgTu8t8ZffCTBpaXW5eunAEGwvq0asVDIk08cLqPN7eUNQ5LtykwaD2/RPXtDiwlh0gYuPDXQtFL/Llt0PsWAhO+flfgK5bSZdCDRNvhaBkyVHdeZg6iEILU+8CZNKNdvY/pHF++o3ilmIGBw0+LvuSCTKuHHIl/9j4D0aEjWBS1FEoqR0FP+bVce2Uvi1NCdSr/BmQAcLu0ubO4AOgxeHm7Z+KOCMzki92VABwSlpIZ+kqSJM+T644SOz5Wi4aF09utZUrJiYQadGgUchwur2khRsxaZXEBOjIr7Vi1CjYXtJITrOWEeEegr+8HVobJLfqtLnSC6HTKpmzJkwGrwd3YCoKpw10QZK4RuZFYImRejkcTZLMuCEMYsb49LgV1dm5b/FeRBHcoohN0cukS3Cq/344gNhf2dIZfAA4XF7u/WIPn14/gUB975myQJ2KQL2KZ6cIpDt2ICv1YDv7IzxFG/C0O8gLns7emmgaRBsyS4z0PGxvla6zoFSIHNmVWWsuk0q1Ggp8D2IIA7mSYIMGkAKQD7eUMTMj3CcAKW2w0+byMH94JPFBul6DDI1Shknj1x3yM3Do66vxTeASYA9dPSAnLdEBOh45cwg3f7ijc5LjwjGxpIWbsDrc7O5Fn9vjFfnLRzvZUtTYueyCMTE02p3k1dr5bHs5r10yime+202YScOgSCMjYwPYXtJIbo2Ns0ZFsz6vjoYO+d7oAC06lZzcGjunDQ5n7jBpBq3e5mT+8EiW7pIe2nKZwCMLh/S4EbW0uYhRtHQ6tHbidkBrHXCEACQkHSb+GX58FsbfBDvfh7iJMO8ZWHE/WCulcUPPAW2A5Lhu7yarGZAIgQm/+Hv20zeUWcsI0YUct/2Z1WauHXYt9/xwD58u+JRQXehv2l+N1UGdrZ24wL7tzQjSqyn1ByADgvJehDIOVLZwxYR4lu6q7Cw9PYRcJjA5JZjgDoO1x74+wPwUHaJSSUWrl2lD4/iwxsq7BQ2d21w8Nha70805r/yExyvy7xlK0lo71m98Werp2PCC5GKtUEPyTNxDzqUwYCIpq66DCTdD0Y/S/XHne9J2O9+TvD/a7VB7ECbc1Gkm2NDq9Dnnb5siiY0cj7biJ2mBQgOz/u4PQAYQNdae12FBXSvWNrdvANJul6oA9MFkRBj5cJ6a1OXndlUGyBRUn/kRf/pBS+m+Vq6ZDBOSg5EFuGHPu2AKh8rdsO2/iAteRPg6WzLCLN2E95y3kZVulsq0QJK+DxsCGlNnVuMQ1d3Ot6bFwU3v72BXt4nKRxcN4capSbzUzXfswXmDife7ovsZQPR1AFIiiuKSPj7GCWX24HCW3DSJ4no7wQY16eFGzFolOqWc0waH8dHWMp/xAvgEHwCfbC3jT1OTWJNTh0GtoLLZwRUTE8iptvLY19lkRJi4d24GT317kOe+y+WWGcmoFXJaHC6sDjf/XpPPyxeNJK2bxG6QQc3DCwZxwegYGlvbSQjW95TgdbWRUPc9glgCKr10Mz2ELhBM0RwRtUHy9kg9VZoFHHeD1FxZvAGGXygFKIeyIa11vsEHwKqHpYBF9zNmXn76jFZXK63uVixqy3Hdb2pAKpOiJ/F/G/+P56c//5v2ta2okfRwY5/r1wcbVBysavnlgX76nOTDzVKB8YnBfLK1lGfPz6TV6SbCrOVlmUC4ScNVkxJYuquCnCorM+PkrDqlkICdryAqdQjDL8Cz613uHTKXq+rUVHeoDL6/uYSMSBMerzRrtKdFy2kBicgaO2abbdVS8BGaIWU5dn+MYtWDJGRdQ8vCd9E4KlGFDu7yOzpE9jKYejeseRQGzYeAeADCTVosOiVNrVKm/F+b7LjH3ssNUxxoPK0Qkiody8+AIa6XF/PxiYGdgS6iKD3nvn8UmopgxKUEjLgEc+1q37Jkr5uwva/xzsg5bFNmcu+qYkKNKubObJNEC/JWSRmzwWci/vQSTecvwVWTh9ISianoGxh7neQhIsik52d9Dq7qg6x3jfQ5t4Ru53uwyuoTfAA8vGQ/y2+ZzNS0UKqtDmICdKSdgHurHz/HQl8HINmCILwPLEUqwQJObhlelULG0CgzQ6N8nU+VChnXTkmioK6VLUUNqOQy/jIrpdPLICPC2OnsXFzfSohBxT8XDiXUpMaiVfLQ0n002F2cNTIamUygtsXBFRPj+WZvFcmhRp5flUOoScOwaDPPnZ9JTIAWq9ONWdulKx+oVzMhufd0MQClm5F/cgkYQqUH54/PQlAKpMzGG5GJ7GikcrUmqW66tR6+fEAy1gJY/zSMvkZyGl77uGRAeDjOFvD6Gy/7g1JrKaG60N8kwftzzEuYx30/3sf26u2MDBv5yxv8DJsKG0gJ6/lCerzxe4H0Hd6OnrgWh5soi4YQ45HrzYdFm7nrtHSe+S4Hp9tLZoyFoVFmdpY2Iorw5LcHeeuK0Ty2aCj1diePLj+A2ytiUCvIsG4g4Ie/AtJEDyvuRT7rHwzZ9FfWXPgmTfZ2mpXB3LS0CqfLy/T0UIZGmZHLBPISnye5YQ0yga7S0mHnw8r7O2v4FSvvxXT60zDmaunlszdEr5Q97tZQHhOo4+WLRnLrhzupsToJNqgYNTgddUpwZ5bEz8AiNlDLKxeN5GCNjRX7qvCKIg/OH4xOLaewzkag9SDmd8/sMvBd8yhumRpZWy/CKs4WDAoP44R9XDciiXa3G/myv3SJt+z/EupykSVMorjdzL/2J3JRZgCnFqzuIW4gjrmWtjG3kFBsZJHSyOoDNdw2O5Vh3d4/nL3IT7d7vHhFkdEJx1kJ04+f40hfByBapMBjdrdlJ7UM75FICjXwxmVZlDW1olHIiQvSU9HUxvyhEZh1Sv79fT5ur8jFY2OpbHby2g8FeLwi956egcPl5dysaF5ZW0Cby0OkWcM/zhzC6PhAbv5gB/fNzWD5nkqeWZmLIMDpQyJICTWwIDOyR5P5z3JwufSvrQZ+eBpmPIhYuglh9d+RiSKknApzHj9ymVRbM2x5HRSqruDjEHs/hayrpJu0xgwyhe+Y8TdJwY+fE06ZtYwQ7fErv+qOUq5kTsIcXt39Kq/MeuVX72d7cSNnjIg6jmfWO0EGFVUtDkRR9Jt0HUfaXG6+2F7B37/ah8PlJSZQy0sXjmTYEaQ/TVol10xJJECvxO70YNTIKW1sw+Z0s3hHGbfNSuOy/24hUK/iorGxuDuyGNMS9cTlvtNzh3W5MPFWtB+chdbZQoQhjM/nvcoBlYmVB6p5blUuOpWcMxapke16H1oqYPp9YI6WXhAPVz7a9G8YerbU6xacBnUHu9aFpEvCGsMvAIuvKef4pGCW3DSROls7gXoVkZZeFJL8DAjyaqz89dPdbC9pQi4TuHpSApeMjyPEoOaz7eXcv3gvy6eWY/b4CsIo1v2TtjPfRLvjf747HH4BrHwQdVsDlxgjsM14DKFbfwkANftxTfwLhsBw7jk9HLNOCcJNsMTXR8SacDrj36zC3l5Oerj0fjEq3jeoSAk1+GTcAOYMCffLjPsZ8PRpACKK4hV9uf+BiEmrZJDWTJtL8jMob2zjzBGR7K20cv3UJEKNGsJManaXN3PrjBR2lDRhc7o5IzOSp1fmdD7/KpodPLLsAI8tGsrDCwaRX2tnQ349d5+eRphRS4O9nQizhvW5dZQ2tKJUyHC6PNidHto9XlJCDaRHmHzN1vTdXv5dbdBSjrDrg65lud9K6eEpd/z8B6zcAav/DtPv77lOGwAtHSVoW9+U6pyzvwJ7HYy5FjIW/PpfrJ/fRJmt7LhI8P4cEyIn8EXuF1TaKokwHLtRm9PtIafGSmJw39co61QKFDIZja0uAvV+c67jRXallXu+2NP5c2lDG3d9tof3rxl7RBM0uUyguKEVj0ekxSFHQCArPpAIk4YnVxykwd5Ona3d5wWr0eHFqQmmR77XGCZlYA/V0duqMX11LYFnLiUrLoAx8YGMCXUT+/35UvAB8NNLMO1eRHsdh4ejXm0ITXYnyqYiNLMeQZ69FFnxD4gx4xDCh4LTBsPPk3pHDiPcrO10r/YzMHF5vLyxvpDtJU2A1LP5n3UFjE0MoqrZQWlDK9edkoje0EvJptZCu1yHdtbfYd9iaeJt1OWSbHNbR4+RtRKDrajntoKAXRdLa7sHnVrBzpIm6gyTSJ37AurNL+HVBtA67jbOWe7F3i71a2ZX2fj3mnwun+hmuK4RVf0BnC43qoB03r1qDK+uK2R3WRPzh0dyzqhotKq+kzL34+d40NdGhAnAzfR0Qv9dv4mKosiSHRX87fM9GNQK/u/MIXyzt5IQg5ohUWbu/3Jv59gFwyOptTpICjH0mHwrqLOzLreOfRUt1Fgd3HVaOnXWdv65vGsW7prJCQTqVazYX02dzdkpzSsT4OWLR3Hq4G7Gc6mzpbIrZwsExEnNk4dzYImUqVD+TOlEQ6H0b7utY9awW8/L+BvhwFfS900lkgPs/OchfZ6/76OfKbGWEKTtOwlklVxFVngWywuXc9XQq455+4NVViLM2j71/+hOqFFNRVObPwA5jpT10ti/v7KFelv7L7owT08L5Yb3tlNjlSp1LTolz56X2Sm+cYgZGaH8lF/PhiIrufOvYUjJ2i5BDY0Fwgb37D2zVWNsr+Ptn2y0tLn59wwlQlNx1/q2Rlh+B7bzF2M8pHgFIMgoHnYLIcVrMSy9RloWOgjniMvZYjoVtyhjwugkVAr/i97JSnOri++6qbAdYndZEx9tKaWyQyQhemYUiwKTkTXkdY6pGHsf5oNfQf0eCEoElwPa6iWz3u4U/4gr40yUBxZ3LmoaegXXr2xjyqB6Xl1XQGNHcJ0QFMu9M9/jk52VDKoM42Btrs+u1ufV8bdRIqYvLwJbDRrArAuievr/uOu0kejUklKnP7Pr52Sgr0uwFgNvIPWAnPQqWL2xr6KZr3ZVUlhv58zMSMYnBtPU2s7DX0nWJwtHRGJzukgI1qNWyAgyqEgI1lNYJzWAL9lVwW2zUnt9EQo1qmlqc1FYZ2NsYiDhZg1PfOsbNLy+vpBHzhxCUqiBJR0KWABeEe5bvJcRMZYuJazwoXDlN1CyUXpoix4p4OhO/OReZ/M6OaRb/9OLMOEWqdSqpUKSC9z2NkRnSXK+Xi/EjIao0f7gYwBQ2lLK6PDRfXqMkaEj+bro618VgOwuayY+6MSVDAR3eIEMOayXy8+vJ9TY874RE6j16VP7OX7Kr+8MPgCaWl2s3F/NoAgT2VUt3DgtmcZWF6JX5LZZqehUcnZ5PXhmf0JUy04CDBpchkhkMi0qQfAtpdKYaZGZaGlrAqDEoQF9sJSZ7cbOajeeCW8xzJuN096ENWg40UEGdJ9262er2Y961QMknJHBlE/cLAsPJz28b31r/PQdRq2CkbEWvt1X7bPcpFFS3c2072+rm0k69zUS2vbgbCin3DCEYnco84KbwFYoSTWrjUAvwWj5VqrP/Bx76Gyi3SUUKxL5oCKUCjvk1dg6gw+Awno73xe1sbPSyZC4nkHE5ORgoiq+kcqoD9FaT2zpEg4GpB/Rt8SPn4FGXwcgDlEUf5s0zgAmt9rKBa9t7PT++GZvFY8sHMLwaAutHWnTEbEB3P7Jrs7n4Zc7K7jn9Az+b9mBzv14RRG1QsYt05N5frU0w6JWyLh2SiLPr8qlxeHmkvFx2J3uzhroQ4iipIsfG6DlhqlJbCpsYFuxpLpVa3X2dEIPGyx9ATQUSanj0o3Sz4FJMOISqbGyuQLkKqmkoTuRI6Qa110fSH0k0x+Qvj/k8lu1G2RyuOBjSJn563+5fo4r5bZyTted3qfHSAtM45Xdr9DgaCBQc2zNj7tKm3pVoukrAg1+N/TjTUaEietPSeTltZK6lE4l5/FFw3B7vFQ2tRFxhD6I7Cprj2UHq6zcOzedFfuq+Wp3ZeekzeqDtcwfFkF5Uxv3ljgwqIcwIyOEmRlhbNhVxt1THsa07kHp5ihX0jzrGV7Y0fWS98oOBzOmP0FK4bvS/ayxCFvAIDa0BLGj0olcGEZhvZ0PxxShs1VKGZLDUDib8Hj1PTyh/JxcqBVybpmewvbiJmo7pG5nDw6j1uqg+6PW4xV5O1vGJWPn82NrHRsPVPBywNsoD7wvDchbBcEpeLKuwjXlHjQ//FO6/hRq8ic8ydkf1uLxBvOPM6fyxeY8ZsfJiAvVs6a4p/xvZbODrLgADlZZmTs0nGV7qgApK3jJ+DjUW/f12MbctJ921+9yjtfP75i+DkCeEwThQWAFvipY2/v4uCeEvRXNPsaDAM+uzOXzG8aTFm5EIRP4dl+Vz2ScV4StxY2khRk5WG1Fp5IzPjGI+CAd09JDGRkXwNbiRgJ1KvZVNNPikPb/z+XZvHbpKMJNGqq6zcyYtUoSgvQ88OVeihtaOSU1lNtmpfKvlTlMTQshzHwEFZrAeDj/XajNkdSpgtOkpvGVD8CW16TsxuxHpBIqVcfstCFUalTPugKay6VeEmNEVwACUuBiifmtv14/xwlRFKmyVxGk6VsXeoVMQVpAGpurNnNa/GnHtO2+yhbOyzpx10ygTkVZY+sJO94fAZNWyc3TUzhtSASNre2EmzRsKWrkune2AXDzjBTOHhXVq7Hb6UPDWban0mfZOVnRjE0IoqnVzds/FfusW7ankpumJ7O9o4duZGwApw6OINigZrcrivQLJyDaqvGaovnrmlbSI7qCH6vDTY0slCRBgWz9vxBDMvAMvoTynQJnDI8EQSC/qJjYPc9LPgxRo6B8W9fB5UqshjhCjFZi/Y2+Jz2Do8wsvnEC+XV2tEo5qaEGPtlW1mPc7MFheBH5Zm81z03XYf78A98BdblUyyP584F0Hl+4HHlbLbrQBOq8ETy8QJLGjxfLmKV+Cd3GFbgD01hwyiPMrVJRa+sqNRwebaay2YFSLmN4jJlZg8JosLuosTp45rscRow5A1Pu1z6HLo09gwD9L2ca/fgZSPR1ADIUyYhwOl0lWGLHzyc9hyUjAPCIImqFnGfPy+StH4uoszt7DhJBJoOEYD2XjIvjxve38+qlWYSZtXi8Ii92ZEH+MjOFqakhrM2tJUCvQqWQcfP0ZN7bVML+yhZSQg1cMj6OTYX1FNZLL1PfH6yh3ePhT1MSODsrFp3qCH9iaxXU5YFSDcFDpIBjzeNSeRVIad7Pr4HLvpLcgdttUJsLHqfk9aE2SIZcIy+BfV9A2VYISIBTH5VKsNztklqWn36l3lGPVqFFoziyJOrxICUghU2Vm44pAHF7vBTU2og5gS9zwQY12X4vkOOOTq1geIwFgKW7Knz63R5dfoAIs4b5wzvKOF0OqM+F1npmhEXxwLwMnvw2B68ocs3kBKalhaKQy/CKPWd2RUAhk6GSy7h8YjynDo5ApZDhFeHit3Z1jBKYnOJkcGQAtjY3L58Zg7m1iDCjmoTGlcjyVkijavZj/vwCHjn3M3LLi0lOG8wedQiUeyTlwJkPSWWpxRsQzbE0zXiCf+9V8Nqlo46Y1fFz8hAVoCOq2/3n9KERVDa38b+filEr5Nw+O5Up8Traq7K5f3AtZkVoT8U0oLzFzebSVtbZEvB4w1kYGs1YvQoaS6B5H2L5VoTY4dCwD0V9NqFLLuKt+UtZ9Ek9MkHg3NExHKy2snxPFdefkkRisJ4nvj3Ixg5jzXCTigJZHMMm/xXZxhdAFKnP/BOtsVNJj/CXAvo5uejrAGQhkCiKYvsvjjwJGRxpQq+SY2/3oFbIcLq93DI9mVCThlCThvvnZbC5qIFVhzW5zcwIpaihleoWB0+tyMbjhZwqKyNjA0gLNxJuVlNnbef51XlkxQXw1NnDMesU7K9o4YlvDzJrUBjTM0IpqW/lkWUHuHZKos/+f8yr5+H5g0kOPYI8b/V++PBCaOxoKh+8UCqnOlxSEKB0M4QOkpzNA+Ik9+CWcmldxgIo3wH6EEk9S2WEbW9C/mo47TGppEvpf0j3J+W28j5VwOpOiiWF97PfP6ZtiurtBOpUJ1S1JdigoszvBdKnfNbLLPLn28ulAMRph62vw3cPgehFozZyxXnvceptU/CKEGXRdpqmpYWbiA7Q+jS5zxsWwcLMSBaOiCTSokPeMTYl1EBKqIHcGhsAP+TWEWbUcP1QD/Hf34S8pqN8JXacZPq26T/Sz642jFWbGbnmIdgUwISLPsM16Q6Uy26F7x6EpBlwyl24U0/HqknmwWQl5l9orPdz8hJp0XL3nAwumxCPXCYjSuWAdY/DxpcYD5B2Op7BZyHf95nkbO924LYkssUegkHdxvAYM8OjLVIzeMVOSWFy3ZMIHpc0fupd0rVnrUTdXMDT505hd1kz3x+sIbdauna/3FnO/OERncFHkF7Fu1OaSP7mEqnqYMx1eGInIIuYwCCT8Wc/ix8/A5W+DkB2ARagp8zE7wC5AK9eMorSxjbKGtuIC9IxOq6r4dqgUTIxKZj3rh7LOxuLEYAzMqNosjtJDTWiVcr562npmDVK1AoZNoeL6AAdz58/gu3Fjbi8IhnhJpJC9Xy2tYyMSBNeEZZ31IQeQtHN3fSCwToujasnPv9/0JwslQ/oD3v59LikLMeh4AOkDMaIS6UMRvNhLw6mCKjcCdV7oaGgK/gAqYl93nOw52Npv82lkLtSchRua4TNr0nN75GjJBNDPyecClvFCQtAYk2xlNvKsbvs6JVH19ORXWUl9gQ2oAMEG9VU+gOQPiU13MiaHF9FqtRDRpM1+6VSz0M4rQhf3kDU1askM1OfbYy8cMEIvtpdyZ7yZqalhTAs2sy63DrcXpEIswan201GhJnkUCOvXDyKr3ZXsD6vjmnpobS7vQTkvt0VfIAkxBE7HlQGKbML0n0OoK0R4cubUF78Cej+B9v+K73wxY5D2ZBDrPUHCE6FqJGgDya7qoVdpU0ADIu2kOGfiT6pyK+xsbO0CYfbw5BIyWRYJhNQyGXEBnbcw/I3wcaXujY6uBzmv4greTbKhhw8phgq9IMoP6jlrSuGkBnT8R7Q1oxY8hPC2ie6PLHcDlj3FIy+Gn58loDAECyuBs7U7uWyQZXUjYjlzYJAqt0aDBpFp8fHLaNUJK+/Qyp7biiAH59FvuF55JetAtOvN4D146e/6OsAJAzJDX0Lvj0gJ70M797yZv76yS4mpATz+g9dL/LT0kJ46pzhWHQqHC4PerWCicnBZIQb+WhLCbd/spNbpqdw9+K9nRncuCAdswaFUdnsYGRcAJe8sRmnWyo7MGkUvHPVGKICtLy6Lp8Lx8TyzsaueuirJsXT3KGiMTlez53aLwlc/WbnenH0NbimP4hK222GxNECRT/0/FDFG2DaPfC/M7ocXwOTIWacND40A/Yv7rldu1UKQt6cJQUdgxdJgcjO97rGzPqHJNMr80tWnmjKbeXH3BT+a1HIFMSZ4thfv/+oVbcOVllPuFGbWSsZ3zlcnhMm/ftH48zMKD7aUtrZqG3WKjkjUzKadDWV06NivbkMsbUeoVsA0truRiWXMSI2gDCThie+OYBSLuOG93Z07letkPHX09J4cMlGPrhmLGnhJm6dmcotM1J48puD5FfVEdi+vucJ1ueBOUqSI0+ZDe5u5bK1+6WfBy0ABDj4Fex4B/Z+1jVm7PUUDr+ds17Z1unVoFPJ+fDacb2aL7rcXlxe75HLYv2cUA4JydR19GAoZALvXT2WsYld/XIer4jQXIqs+4bBqchr9iLfJBmvyoGw5NMZnXgvH28tJcKkISpQB45GhNa6nqa97TaQK3CkLsCqjWLsvsdRHpD8maOA+7JuozjjT8QG6rljdhr3Ld5LlNIGjibf/Yhe8vLzkMsTO0sf/fg5WejrO+GDx7qBIAhvAvOAGlEUh3QsywReATSAG7hBFMXNx/E8j5lluyuZmh7KG+sLfZb/mFdPbrWVZXsq2VLUyOzBYaSFGXlhdR6pYUYeXzSMJ1cc9CkfLa5vxahWsHR3BbvLmzuDD4AWh5sluyqwtrnZVdaCQaPkjtlpONweYgN0JIXqiTBrmJQaQrpYQOBHb/qcj7DlNfYFz6MtaAijEwIlY0KNWXrgbnnd90NFDJNmBa9eLc1QKrUQMVwqu2oqge1vQ8xYOOjbAEdwKqj1XfK9oenw/aO+Y77/P0g/XXIU9nNCKbOWEag9MQEIQIwxhgP1B446ADlQ2cKgiBMrhysThE4p3qSQI5Qq+vnVDIo08fn1E9hf2QKIHRkK6Xdt04RzuDi315JAs8xCAFDV7ODrvZV8srWM1DADV05KoKrZwfq8eowalY/6lNPt5ce8emICtPyQW0dahyyuIAiMiAtgaLSZprKZWCp3+h4wZrzUZC7IoDYbbN2kWCNGSNKqTcXw5fUw4WapBLU7m1+hPWJ+Z/AB0Nru4ZOtpT4BiCiKbC9p5LV1hZQ2tnLJuDhmDgoj2HAEuXM/J4Qf8+s6gw+QFCVf+j6PzBgLaqWc/RXNvP1TMZeGBzK4+4YZC2CDr8CnOm85WUOu4u1qLXd8uovrpyYzNMSISReCXK7qmtQD0JixR01mq2URyfaqzuDjECHbn0efeTZljUa+2F7GnaemYQlsla7JQz41ADIF1QSxfmupPwDxc9Ih++Uhvx5RFNf29nVovSAIP/Wy2VvA4R2sTwAPi6KYCTzQ8XO/UtbYikIudAYLKrmMMzOjeOysofyQW8fS3ZVkV1l5flUen2wtIyFYz5JdFWRXWam39WyJ0aoUnDY4nEZ7O4F6FVdMjOem6cksGB5Jg92FwyU95H7Mq+epFQd5cXUeP+TWcuenuyltaGN6eiiRut5l+OzWZi5+Y1NnmQByheRMHpEp/WyMgAUvSv86rRAxVHL3HbRACj4AIjOlOuiYcVLAASAIMPZ6sMSDNhjOehOm3SsZgh2O2ymljv2ccMpt5X2ugNWdGGMM++p7SkX+HDnVNmICT3yfUIjRL8Xb1ySFGpg/PJL5w6N8etJyxBjKJz0qKeYB6EPYO+Zx6rwm3B4vb/5YyMNL97O/soXFOyu48LVNKOUCRo2Sptae9896m5MAnYqqDuO4uooiavN3kG5sJ7eqCXvcTNwx4zvHezLOlCZYBAFMkXgHLZSa4pVayeto3r9Aa5HKZdptPWewAUQRd5utx+LSBt9ran9FCxe+tolv9lWxr6KFuz7fw5c7ynts5+fEU9vSUySmotlBu9tLcb2dS97YzEdbSnnhgJaaUbdL1+ugM/CGDfYNKDrQuRqZGOFlV1kz1/xvKzZ7K80BQyTlSFVHOZfGjHXuy9zwo5YDVg0VtXU99oPXjU5w4vZ4GRUfiMPl4e19boqmvgDajtBdqaV4ytM8tV2kpKEVsZemeD9+BjL9nQvuIcsjiuI6QRDiD18MHCqsNQMV9DNnZkbxwZYSsuIC2F3WzF1z0nl/cwmLd5YTbFBx/SlJvLOxmLLGNtbk1PLvi0ayq7SJ5XsqOWtklI+spFwm4PJ4eXtDEY+eOYTC+lZeXptPg72dtDAjd56Wxr7yph7nMCjSxFd7Klmxv1pKGQcmSsFAU1HnGK85ju32QLxiC+tyasmK75gJD0mDiz+Hqj1StuPbeySH9NhxUjlVaLrvwbQWmHwHNORB/BQpFdxYCLvelzIjE2+F4h+lr5GXQ9aVsLVbNiZuEljijtNv38+xUGWvOmE9IACxxlh+KOulxK8XnG4PVc0Owk19r9B1OEEGda/u3X76nmCLmWu/HsI14z7GgpWDDgu7CnQ8maWloqmNt34s8hlvc7ppsLdT2tjKuVnRLN3tK9k7JTWEN9cXcvO0RKx7vyb42z+DtQpvUAo3Tr8f+Zc3Q9I03Kc/Q4UqDpdcT+KWvyNkzIXvH0HWUoEYkIBw3vuS4IapowzMHAOpc6TSUnOMVFragdeSgCw4EcjxOZfzRvvKSe89LKsN8MraAuYPj+wyifXTL0xKCealNfk+yy4bH49Rq2RTYQP1dinI+CavjSr7ZF4/expB6x9Elv0VRI+Bsm6FGBoLgW1F3Fb8D+ac/iQeFER/fiZCQx6ED8d1zrs029rYag1AJkukpS2fDXl16CJDGX14ZiNiBE5TLOv31fPexmLs7R5GxwfwnTOdMXOXUF9ZRJ3XxLMbPZQ3Objt1MF+93M/Jx39HYAcbcj+Z+BbQRCeQsraTPi5gYIgXAtcCxAbG/tbz+9nGZMQSFObiwZ7O6cPDefdjcUUdBhl1dna+WRrKXedlk52tRW1XEZDq5NLJ8TR2u5haKQZpVzG5zvKCTWqOXtUNO9sLKbG6iS7xsq/VuR0SvwerLby9LcHmT88klumJ/PR1lLUCjlnj4pmdXYNogh6dUcNuzEczn8Pcc1jCEU/YI+cwPbE63jxa2mWLjMYKPpRepgGJUlqHI5mcDbDuOulDMXmV2HVw1I2Q3XYrLRSLZkYetyw/E5J7eoQa/4JMx6AwnWw9Q04/WlIOU0yOcyYJwUomuPYnNnWJAVOrQ1S4BWSLmkbD0BO1DXZG4c8QE5UDwhApCGSMlsZLq8LpezI2vSFdXbCzGoU8hP/twvS/7G9QPrzukwKNfD3M4fxxDfZZFe5mDs0gDtOTUCvUuBqy+fzGc04UPF9YzAvbZFMCvVqJa9fmsWSneXShM+mEpxuD4tGRNNgd3LXnHTiqMS4+HIpcwHI6nNhxb0w7xmoy0FhryLSFIn8u5sRMubD949Au3TfFhoLYfGf4Jy3oWKHNEkTlAinPoL7p3+jGH8TYu5KhPKttEZPZGvctQTqQnjibA3PfZeLKIrcMiOFCYe5USsVPa9ttVKGQu5/YeyNE3ldjoi18PJFI3lyxUGsDjdXT07gtCGS+e7hf58okxzLxscRyrdB6GBJOdIYBoUd/ZGDF4LThqy5mMHN6yRhl0OCLVW7UH58IapzPmEcNbTrTGSEqrggvhWZrZLmea+j3fwCqqrtOBJmopl2JztrBe5b3CVjvaWokSC9inGJKdQ7AnhuVS6iCP9cNISJyScuw+3Hz/GivwOQo+V64C+iKH4mCMK5wBtArzbboii+CrwKkJWV1Wc5SaNWyVmjoqm3OcmptnYGHwChRjVnjojmlg93dAYSF42NZWZGKDe+v4PWdg9xQToeWzSUxTvLefLbg50zZA6Xt4e/yIEqKzMGefh4Swl/P2MIK/ZX89q6AqxON2qFjJkZ3dzKw4cgnPUaxeXl3PdtOT98JQUfV4wwckrBU7DkY2mcQg0XfiwFDrUdruyGMEkecNXDYK8B1c9kLFrrYP8XvSxvkEoYXG1wYClc0OGQrgsGxXE0SWptgJUPdkkGy5VwwUeQPOP4HeM4cqKuyd5oaW9BLpOjU544lSmVXEWQJoji5mKSA47c85NXYyOqn7wUgg1qiuv/uAFIf16XAKPiAnjzstFY210E6dUo5TJshVuxfHw2lg738SHhWQROvJ//7veSEKzj2e9yATCp5SwcEYUMkWExFpbtruSxr7M5baG7M/jopLkU6g5KaoAr7kcx4Saoy5HKr9rtvmNt1ZD/naRSpA2ASxZDZCaO6f/Huh0HKAgchWB2sKHCS0CpkX+O1jMkysLM9FBEpKza4QyLNhOoV9Fg7yrZufPUtF4NGf2c2OtSo1QwZ2gE45KCcHm8hBq7MlLp4UbSwgwc7JDFnZsgQ7GmI7NrDIVv74bIkTD0bGgohG/+BpNvl9YrNb5qkQCuNkxt5bDyHvC08/AZ/0H5ycUgekEQaJz9Ikti/8rQ1BTSQoMpKCrpcb5rcmp5YP5gzs6KYXp6KF7w9xL5OWnp7wDkaKeALgNu7fj+E+D1I4w9oQQZ1FisTkxaRacr+hmZUfxnbb5PIPHephKSQw20djQsFte3sqOkie+za33S86peZoKD9CpsDjc11nae/PYgD84fTIhBjU4lZ1p6aE/FFaWW8KgEbpoVQPqBakwaJVdFFiH/6OOuMQqNlA05FHyA9PCt3gtJM0F9BF1xtRHChkLROt/lGlPXwz92nOSeruqDF9+qPb5+JR4XLL0Frv5eejD46aTCVkGw5sSVXx0i0hBJQXPBLwYg+TW2fim/AqkH5Kf8+l8e6KfP0GsU6DXSY8jldKD46TkpQ9uBpmori4aXMO2KRRTV2/l6bxVBehUTkoKwOd243F5KGtrYVtKEvd2DoOvlWlfppR60za9CxnxpgkRjker5BcHXUE6h7srLtzXCD/+Cs17DoNOSOTgDR0E9W4saOXtMAOMSgzBqpImVwCO8BCaHGvngmrGsOVhLZbODGemhjIw7vAXfT38S0IunS7hZy0sXjmRDQR0KmQyF0IJoiUNoKpZMdtUmqNgufR1C3nEdiCIodeA6bILDXgtT74bld6Dc+DwkTYO8VSCKBKy4mZmXrMIUKWUzQnq5ptLCjBjV0v+XI11zfvycDPR3zcolRzmuAjil4/vpQG7fnM6vIyPCxL2nZ3DIjkOtlGF19mxabDyseXLNwRqeOz+TRSOjMHU8hAN1Ss4aGdU5Ri4TuOPUNHaVNQGwcEQUGRFG7j49g1tnpvoEH82t7dRZnR3nIGdsYhD3zh3EzTNS0LU3+J6MIQzqfWtfAckZffyNoDtCyY5KL5VbqbqpB8WMlZzVRRHMsTBk4c9v/1ux1/Zc1lwmlZL58aHSXkmQ9sSn58P14eQ15f3iuNwaGxHm/smAhBjVlPu9QAYMLocVTe3uHsu1zQUkhhqo7bi3XTMlkUeWH+CN9YV8vbeK/RUt3HlqKnq1nDWNAdjG3d61sSDAhFtg76eS7K4lDvZ8AhNvgezlkhhHdybcDPu6KRJV7gSnNAMeadGyaGQ0jy4aysKR0cfkgp4WbuK6U5J4aMFgJqeGoFf399yfn6MhOcyIXqXkni/28pevyjuEE5Rd11D3vosRl0DB9wDY9LGIMx/yXZ91lVSWdciXqy5H6tk8hOjFQkunAefQaBPT0kM6V2uUMu6bOwij9perCWwOFzUtDryHl1P48TOA6NO7oCAIi4DHgVCkbIcAiKIompC+2dvLNh8AU4FgQRDKkKR8rwGeEwRBATjoqA8dSMwbFklckJ7iejsJQXqW7qyguKFr9kMpF4gwdT2wpqaFMCTKzN+/2o9MELh9dhp6lZxNhQ1MSQkmNcyI1Slp4L/xQwF/P2MITW3tfLG9nE+3lXH77DRmpIeiUytoc7lZe7COJ1dkY3d4uGZKAmcMjyLY2G2GJDDB94QbC2HU5bDvM9/lKbNBdhQOvzGj4do1koa+2gDGSGgsgtTTpCZOS8wv7eHXE5jYc1nshB4GZn6kAMTSmypZHxOuDye/qZcA9zDya2yMTThx/SndCdSpaGprx+n2oFb4vUD6G60xCHvKAvSbfeVNK4xDqS2sJy5YT5hJTXG9HYfLy+lDw4kO0LF0VwVbihq4bVYq72ytQDfuAmadPxZlxWYp07v3M2mCIuEUKNsCthrY+T62af+gzu7Csmga1uYGwkOCUX7/d8nk7RCDFx55MsbP75pGezvPr5bmO0fHB7LcHsDoOV8S461EZgpDuOBrykvyEHXBCEod6EvQjrib/9ss8uoMAeXUe8DjlDIj+aulf6v2SDtPnObbxK4ySEIHHYSZtDx19nAOVlmxOl0kBhtICTuy47nXK7KpsJ7Hv8mmtKGNc0fHcOHYWGICTqzRqx8/R0NfT8M8AcwXRfHAL47sQBTFC35m1ajjc0p9g16tYFxiEOMSgyhraOX/Fg7hoSX7yK+1E2xQce3kRBxuN2MSAtlV2sSo2ACeXtmlnvLgkn3ceWoan20v44sd5fxlViovrpZmkAUBPKLI0l2VDIo0MzjKzAebSzBrFUxJDWVnSTN/endb577+8dUB1Ao5F4/r1sMRPhTOfBm+/pukdhWRCQnTYdHrUJ8DtlqpXyNskPR1CFGUHsj2Oskp2NKtKTA4Rfo6REjq8f619k7oYDjrdVh2h6TGFTEC5j555LKxPyiVtkoC1Ce+3CNcF87a0rVHHCOKIsUNrf2WAZHJBIINaiqaHCQEH51ru5++Q5DJ8GZeSntTIaqcpaBQU5N5Cy/mBfLV8s18edNE7p6TwbqcWmZmhJIZY6GorIL/G92OW5Dzwf5S5g6LRq7WkqsdTpyuAv3394PTihg9Bm/mJcgXXwNyJY6kObxdaOHJHxsJ0iu4Zso4avZUcVP8XALrc6WSrfT5MPIy31lsP38oXB4v6eFGFo2IIi5Iz8r91Ty6pwnQ8rfTIsjQtxBmCmd/k5LndrgYHjOYBZGRZCa1UKmQER2UjKwhH3K+QfS4EabdDR9cgJg0A0/WNcgX/0mqQzdFSs/noCSf4wcZ1ExIPvpSq/2VLVz65mZcHinz8fKafOxONw/MG9QvQh9+/ByJvg5Aqo8l+Pg9sLWogee+y2VzUQPzhkVw6bg4xiQEolbKEUWphKqpzcW9n/dI/rCjpJH0cBP7K1twurvMrRYMi6Sq2UF1i5Ov91YBMGtQGKUdGZb1uT1Lkt7eUMSZmZEYOmqUUWoh80KImyjp2muDYPcHsPr/JI17SzwsehWis7rcyj1uOLAEvrxRqmXVBsA5b0Hi1OP5Kzt2lGoYeg5Ej5WCKXO0JBPspwcV9goSTAm/PPA4E64Pp9RaiiiKPysPWWt1olbI+rUcJcSopqSh1R+ADBCMkSlUzn6eraFX0uaR8dpekdxa6T6XW23ljMxIws0aNhXWkySr5jLb31HnSLPI49LPZ6/xZkrblBwoquEqswNGXQkKFaKtjiZdHDULV7C/ys67B2XcdXoqN6nrsTvd/GdtPo2tLtaFjOejS84kSCtIky0q/3XxR8bmdKGSy3imQ/xgRIyFG6cl8/aGIs4KKib062ugtZ4MpZYZM57g4QITu8qaGaqqImr5Pciq94Ig4Bl1NXkJFxOs1aC7ah2f5Av8840yrhrxIuNHexiUnEhA2G9X/MqtsXUGH4f4YHMJ105JJNqfBfEzwOiTJ39H6RXAVkEQPgIWA52OP6Ioft7bdic7NS0OVh2o5oc8yVjos+3lfLa9nHvmpHPtKV0zGxadmuiAnrO+AXoV2VWS5KRZqyI1zMBpQ8I5e2Q0/91QxPaSrubMlfurGZco1fYHGXvOkESYNZLreY+DdGRFitbDdw91LW8qktSvLvyoK5NQlwOfX9NlwtXWCJ9eCdeu7dsSq6Ml4MRKh56MVNoqGRV24pOHOqUOjUJDbVstobrehQHya+1E9pMC1iFCjerOQN7PAEGp5cGfPDTYfftz9GoFgiBQ3thGbpWVy03LUFd0lbCYsz9kWPJ0rl5q5ruz5BgX39W5TgYYa3LIm/QynxZV8ufZiWjVis4s8yEK6lqpVUUTFHocJcP9nLTsLGn28ZzZUdpEeoSROyeYCF1xeZd3h6sNy7e3smDqp+SLFsZVvY+8umOSURSRb30Nt340f1oXzcKR0TzwtbTuxc0tvAjcNK2N22f//GTN0aJT9iwlDdCpUPciBe3HT3/TV1fl/I4vE9AKzO62bF4fHbPfsTrc7Clv6bH8+5yeGYoLxsSiUXb9+g1qBUnBBsoa24gP0uF0ebh5egoywKRVsrmwocc+9lVITdcz00O5elI8oR2BiEImcMO0ZNS93Iw6aW2QGseV3V4Ai3/0NUNqKe/pANxaL6ll+TkpqG6tPqEeIN0J14dT3FL8s+sL6+yE9bMRW5BeyoD4GThEmLU8fc5wUsO6RC6GRJkYFCEFBbnVVlIDZZhLvpOytVEjpb4zQF2xmWCjCl1rT6dxVflPDAmW8/YVozklLZSEYL2P4AfANZMTSQzxZz38SGwtbuyxbEdJE0PNDtCYOyoGOuZxRS9pmhbabfWYmw9ISpCWOOlfQxjBrXm0ubxs72WfK/dXdypk/hYGR5lI6/b/BuD+eYMIMfoNL/0MPPokAyKK4hUAgiBMFEXxx+7rBEGY2BfHHAjo1XLSw42s78iAHGJIpIlPt5UyISmYSIuWptZ2aqxOHpg3iKZWF0aNghCjmn3lLdw6I4XWdg/PfJfDTdNTeHZVHrMHhzM5JZh9Fb7BzZTkICjZRGzuCu6t28g9EyZTGX0qdZoEhkaZ8Xg97K7bzec5n9PS3sLZqWeTFZ6Fti5PkuBVaCTVl7pcSZ0jfBhsf0dS6Ug7XWrqFmSSTvkhNGYpaNn6X0ktJnYCVUMWsLZ+LyuLVzIqbBSnJpxKormXRnE/JxS3102joxGL2tIvxw/VhlLUUsTo8NG9ri+os3UGzf1FiFFNXo2tX8/Bj1Rrv624kV35Zcw35XNK/kdMjg+h/tTz2OVNZlCUWVKdqtjFnz3vIne34R1yNjK5Eop+ALMeRlyEVxdB7RYnDu1hghQRmYiZF6H77i4ElQ5GXY4xegx3zUlnzpAIiurtZIQbGaMqQLnsz1Kj+qjLIGHygOgta3Q08lPlT3yZ+yWJlkQWJC0gIyjjmPaR05jDV/lfcaDhAPMS5zExciLBvckW++kkM8bC+5t9/TimpgaTFlgLYUOkqoBp90DBGij6gSoxgHNSQJRPQKjeByMvBQSwVhCcnMUZKGnXGXocZ1JKMNojTRgeJdEBOl6/bDQ7SpuotzkZHGlmWLT5mPaxr24fi/MWU2YrY2HyQsZGjMWs7rmPvMY8lhUuY0/tHuYmzmVS1CRCdCG97NGPn97p6+LrF4CRR7HspEYUxU45z9mDw/ipoL4zWBgcaWJYtIUvdpSzsaCe/ztzCF/urODBJfsAyfdjbGIA101JQkTkix3lqBQy/nXucIrrW4kO0GJ3upk3LBKDRsEHm0opb2pjUnIQp4fWw4oHoGSjJDFWtJ6o6FVEXfghyAR21+7jym+uxC1KWYzVpat5fspTTPvs5q4sRuFaGHud5OuReSGsuE/KehSugzP+DXOfhuV3gNcjaeSf8z/Y9B/Y/jYADq+bl8QaFpd+B8Cmqk0sK1jGG6e+QZi+m0GinxNOXVsdJrUJhax/eiyCdcGUtPQ00zpEQa39mB+Ox5swk5pV2f6MXn+zo6SJ+xbv4aNJ1QQtl0QOZUDY3o+YfeW3EBABNQfg7XlonC2Sh8fcp2HJzV07yV6G7MLF3D4rimW1jZw/8joM2/8jzVAPPQfh6zu7xu79FC5fTkjsOLLiZaSGGohsO4jirXng6ZBLz/0G16I3UAw96zeXxvxWluQv4amtTwGwoXIDX+Z9ybunv0ui5egmekpaSrh2xbXUO6QM98bKjVw77FpuzLwRmeAvz/k5JiQHMTklmB9ypUnFxBA9F8Q2of/4HEmoACR1q2n30J62gPjwAAK+vAyhsVBaV7QOMhaAvQZ58QaumPgXNmjiGZsQyKaOqoakEAPnj47plN/9rcQE6ogJ/HX9HgcbDnLFt1fQ5pbeZ9aXr+eh8Q9xVupZPuPKrGVct/I6atpqAOm5f9mgy7h11K0oZcfRdNjP75q+6gEZD0wAQgRBuK3bKhPwu9K7rLc7+XhLKS+szsMrivzplCSeOmd4h1Skh30VLdzy4Q5GxAQwISmInGobL6zusjGZMzScEKOaq97eikImcM2URIINau74ZDcKmcAD8wbx3YEa3tpQhFIu44apSYxLDCIxRI8qfwmUbPQ9obLNkjRu3ATWla3rDD4O8d8D7zA+fCiavG4vXTvehXnPwbLbukquDi6X+kIyL5ZKtWzVYIqWsiE73uk6XMo0vsx/1+cYxdZi8pvz/QFIP1NlryJIc+I9QA4RqgsluyH7Z9cX1dmZPah/r5FQo4ayRr8XSH+zp6yJGydEELD1Pt8VnnZpMiRqJFTtlkQnQMpMdEyCdOJ14y1Yw9bq0xgdH0Re4i3EZixCKQPDj4/5ut56PXBgCXvk6dz5yW4qmtpYPWEPwYeCjw7kP/yLNd5MhqfE9JtzebW9mld3v+qzzOqykt2YfdQBSE5jTmfwcYi3973NwuSFRBujj9u5/p7wekWK6uzEBekYFZeCUaMgJlCHsuT9ruDjEHs+5bWEF7lMldMVfBwieylMuRPWPoGiqZDA4AwWDI/g8gnxWHRKkkIMhPZzKeoh9tXv6ww+DvHK7leYFjONQG1XKW9uY25n8HGI97Lf45y0c4gzxeHHz9HQV1OjKsDQsf/u+esW4Ow+OuYJRRRFCurs7C5tot0jkhRiYE95M89+l0t0gI64IC0b8hpQK+X8eWYqK/ZV8dGWUsYnBiF0PAr1KjlJIQb+tTKH6AAtZ42MxuURO25KegL0KhpaXfxnnaRL73R7eeLbg7x6yaijctIVejGal5Ydbk4kSNrkzsP7VwRQqCBssPQFUPvzL5SHH6fF2UJBcwFt7jbiTHFEGiKPals/x4cqexUBmv5zXA7VhvKd9bte13m9ImVNbf3eA2LUKPB4RZpbXZh1/pm7/kIul7E2p5YFvWUaBAGHy4Pg9tIZAohAL/c3UZChwUOcqwBtlRVvVBJlykjSexnrEQX++slusqusGNUKei3BFwS+2lNJq0zH3GED6/7V2/39SGNHhI5gYuRE2r3teEUvS/KX9OHZnRwU1NoobWglUK8iKdSATqWg3e0hv9ZOUZ2d3Boba3NqKW2QXsrHJgTw7+Sec6heZJQ2uSDil4+5raQRm0ZLQV2rZGB8nDIfx4PerqlwXThVrVXsb9hPqDaUeHP8MW3vx8/P0Vc9IGuBtYIgvCWKYrEgCCZpsWjti+P1B+tyarnu3W04XF4EAS4dH49SLrC9pIlv91Yyf3gk/16Th9Mtrb9yYgKbCxtocbi5fmoST3ybzchYCxsL6om2aLl4bCz/WplLu8eLTICHFwzG7fWyeEcFIDmi65RyrE43Kw9UM3twOASnSrK6xd3abGInQEg6AJOjJ/P63tdxd2skvyLjEjSf3SyVJSi14LTCqCs6t+kkfR4E+mqSAxAQDyMvh21vAhCTs4qFCbP4vGRF55BEUyLh+nAe2fQIywuXAxCkCeLlmS8fc92yn19Plb2q3/o/QMqAlNvKe5XirWxxYNQo0ByHuuffgiAIRJg1FDfYGaaz9Ou5/JHZVFjP97lWbpl5PYnV13etUKjxxE3m7Q1FjNLFk6UxS35FRT/AtHslY8FDyJW0xkzlAflmgn54UMrWylU0T32JxuHXEliwumusTE5r0umU/WRDKRcQBMjTDSdSoQG3o3NY0eDrWf6dnVahst8CkDB9GNcPv57HtzzeucykMpEekH6ErXxJMicRb4rnlV2voFFoEBF5aPxDf+hJoR/z6rjmf1tpbfegVsi4cVoSl42LZ9neSu7/ch8er4hSLvDnmam8u7GYymYHmwobaZmQRZBSC66uTEHxkBtZ9WMbD0yIk4xyD5lZqgyQNkfqEQkdRLs5kXe2eZkzxMMXO8q5bkrigMl+AAwOGoxOoaPVLQlzhOnCOCP5DC5afhFurxu5IOfecfcyIWIC8cZ4qlurkcvk2Fw2Lh106R/6evJz7PR1cXiIIAhf0ZEFEQShGbhSFMVtR95sYFPZ1MYdn+zG4ZKas0VR8t24fXYq20uauGBMLLd/sgunu2v9G+sLuXN2KjnVVhKDddw5O5XoQB3FdXbSw03c8P4O2j3SeK8ITa0ulu2pJDFEz/AYCwE6Fc1tLkKMasIONe6GD4WZD0HeKqn0Kn6SZJ7V4dw7JHgIb536Fl/mfYnVZWVhykJGGuIlv4+qvWCvlno/KndD9R6Y/zwcWCq5mafMBk0vzZcKjZROjhoJ+79EHTuO69NPZ1jUBL4r+Y5RoaOYGTeTguaCzuADoN5Rz0s7X+KpU55CozjyDdcrejlQf4BdtbtQyBRkhmSSGnh0Jod2l529dXvZV7ePcH04w0OHE2WI+uUNf4dU2Cv6NQOiU+pQCAoaHA0EaX1LwYrr7ESaB8aDN9Skoai+lWHRlv4+ld81NoebXaVN7C5vJsqiYWRcQKc3QXqYka/3VPHvsjjuPuM9TNkf4dEFIw47nyIhkX9+/SN3nZZO64T/MqR+BabWIpoNKTjmvkNA7qe4lUZyIxYQhoroHx6QbroAnnaSfryDXad/SeXMd0go+Qy3Qkd92vmYW5vZMGk3KnM4LrmO8jYVZfM/ILBwKTJ7DUUxC/nnvkDaXG2khfdvI/q8pHmE6kJZmr+UREsicxLmkGA5en+fWkcteqWeq4deTUt7C8HaYFaXSAFZha2C4SHDGRU+oL1+jys1Vgd//XQ3ogh/nplCu9tLi8PNnormzuADwOUReen7PC4bH8/La/MxaRUUK1OwnPMFsr0fo3PUUBa3iA32CJbNKEN78Hs49Z9QlwdqA9iqEFUGxNQ52GRG/puvZ0y8EaVcRkKQHp1qYFWkpwam8t/T/suygmWUWcs4P/18bv3+1s5JTI/o4ZGNj/D67Ne5eeTN1LfVU++oJ8mSxPCQ4b/Yb1hpq2R33W5KraVkBGYwNGQoJpVf8vqPSl8HIG8CN4ii+AOAIAiTgP8Cw/r4uH1KU5uLWpuzx3Kn28vZo6IoaWijsdXVY71Jq+LdjUVMSA4myqLllg92cuepaWwtacTm9O3VcLi9ZFdZuXl6Ci+vzWNvN3nfe+dmdM0qx4yRvnpBJsgYHjqc4aHDO3baIjVfbvy3pHx1iJkPQ953MON+SfnllzBHwshLpC8gHDgrdJBPo9rK4pU9NttZu5MWZ8svBiC7andx5bdXdt70DEoD/z3tv6QH/vKM39cFX/Pwxoc7fx4UOIjnpz//h+xHqbRXkhHYvxmnMH0YZbayHgFIUX3rgJGGDDWoKaqz9/dp/O75YmcZ9y/e1/nz8Ggzr16aRZhJw2lDI/hwSykZcRGM+7SZtPBraXV6aNrdwvPnS/dSq9PNpd87iA44ldOHRvDDmlqyq60MirgGh8tD/jY7a88s7wo+DuFoRmhrZN4yORnhVxNhUvJo+fcEbn6sc4g6ZixplljamoKpm/AAf/0ym01fN+AV2wgxqJkz5DBVrROMRW1hdvxsZsfP/lXbuzwuNlVuIrep675/3bDrqLBV8Mz2Z9AqtLw4/UXGRPT+LPm90dTqorypjdtmpfLfHws7n9dapbwz+DhEa7sHuVzK4F49KRG5TOCd0mA+z19AoF7F9YPCmVv2FJYN70sbbHkN5j0LS24EUZQEYgxhrBnxKs9saOLNy5NZua+av56W1mUUPIAYFDSIQUGSrPWO6h09ekI8oodKWyXvHHiHAw1dPtN3j7mbCzMu/Nn91rfVc9+P97G5qsu757ZRt3HZ4Mv8Qgh/UPr6r249FHwAiKK4Hjjpy7CCDWpiA30N1AQBRsVamDcskrwaKxGHze7KBPCIXuKC9DTa29lW3EhiiJ6txY3YnR6C9Cqf8doOj5CCOptP8AHw7MqcX9c4W5cryUt2Dz4AfnoBsq4C5fFxSm1yNqGSqXosHx8xHovGcsRt3V437+5/16dszOaysaZkzS8et9JWyb+2/ctn2f6G/RxsPHhU5/17o9refx4ghwjWBlNmLeuxfCBI8B4i1KShoM4vxduXlDW28vjXvv8Pd5U1c6BDLTAtzMhH147jm71VuDwie8tbKKiz02Bv52CVFaNa3ilTWtbYxvI9lYyItSCKsK+ihfzajgDSHN3ly3AIQyjqgEhEEfZXtnBapIOw7c/4jindBEHJaLf9hxixgkfOHMoLF4zg5YtG8sn140kLP7lnaVvaW3yCD4APsj9Ar5Q8T9rcbXxT9E1/nFq/EGxQkxljpsXh6jFZeLhpn1mrJDXMwB2z0/hufxXbSxqpaXHgcHnZXtKE3lqI5cD7XRskz4TN//ENhG3VDPNKZdcFNTaunpLImIT+vTcfDaG60B4ZCrVcTbu33Sf4AHhu+3OUW3v67xwitzHXJ/gAeGnnS5RaS4/fCfs5qejrAGSzIAj/EQRhqiAIpwiC8G9gjSAIIwVBOGmleEOMap45b0TnC5RWKefJs4czMTmYdreXL3aUc+2UREIM0nqdSs6D8wexPqeWc7OiGRZtZkxCIMkhBppa2/lkWyk3TEsisCMIMagVJIXo+fPMFNweb4/jt7o8neVdx4S7DcReOi0dzRCU3PVzc5lUlmWt+tldNbQ1cKD+AOW2njecdk87e+r2cHbK2cgF6aUhNSCVM5LOQCXvGZh0xyt6qbb3lEU9XHGjN1xeF3Z3z5lsR7ea7j8SNa01/VqCBRCoCez1AVNYayd8gNQ+h5s1FNX6zQj7kna3F3u7u8fyVlfX/ciiU1Fva+8xxup089jZw9he3MCl4+NQyATKGtuIDdIzruMlThBg3rAIDrjCKDrlOan2HkAfQv4pL1AjBPH3MwYzOSUYndzdU8UIpHuj6AVXG4kWOXPDm5kT3ky8uX9krI8nYg/hEWlip6a1675a11bXY8zvlUC9ikfOHEKr0/d5mF3ZwnPnZ3LbrFRGxQUQoFNyy4xkHvhyH0+tOEhRfSs2p5svdpRzy4xkQgxqPM7D7h0as2T0exg6j5WFI6LYkF9PUoAaoS4HqvdB+8DNvkYZo3jqlKc6ewkNSgO3jri112ulzd1GnaOOlh5iNhIOT8/nsNPjpN3T8/+8nz8GfX1nzez498HDlk9A0jGZ3sfH7zNGxQWw5KaJVDY7MGuVJATrEQQBk1aJSiHj6RU5nDUqGqNGQYBWSUqIAbNWyb/X5LO9pAm1QsZl4+OZkBTExoIGnluVy9kjo9GqFExMDiLSouWZlTncMiMVvUqOvZtEy/S0UBS/JnQMTIKKnZKfR/cH8IhLITRdmrHJ+w4WXw/2Wmk2cdHrEDfeZzd76/byt3V/o8Ragkll4qEJDzEtZlpn/WeINoQEcwJrytZwzdBrACi3lf9i9gNAJVdxQcYF7Pphl8/ymXEzf3HbMF0YcxPmsrRgaecyjVxz1FKVvydcXhfNzmbMqv712QjRhvQagBTV25nZzxK8hwg3aSiqH7gvAb8Hoixa5g+LZMmuis5lWqWclNAuUzaTVskVE+O5/8t9PtuOTwpiTHwgJo2S3GobT5w9jNKGVvJqbJyTFcXZWdG0u73sKGliW6mN5/JiuWTke4TJbXgNEWyq1vDWF1twe0VmDQpj0KAhuMqnoSz8vusgGgt43FJfnTYAlt0Ou94HBCk7PPl2MB2FxNEAJcWSgkau8XkJnB4znY2VXTLuc+Ln9Mep9RuDoyycPtTVaTR4blYMbe1ubnhvOyKwMDOKP89M4ab3d9DcJmVJWhxuMmMsvL6+kMe+zubxs4Yh8zTgDUhE1tjReJ6/GnHYeQgbnu86mCBgDx3J/31+gC8uS4XVf5dKob1uGHSmVAYdGH9CP//RMj5yPB/N+4ja1loCNYHsqNlBi6sFrULrU541KWoSz257FpfXxcMTHibJ4itik2BKwKg0YnV1FcFMjpr8h+3R9NPHGRBRFKcd4eukDT4OEW7WMiI2gMQQQ6fKj4DITdOTyYyxsHx3JUV1duztbgrq7Xy1u5LtJU2A1C/y6g8FCDKB22alEqBTsTanltQwA0a1gpyqFh5YMJhluyu4a04645OCCDGqWTQyirRwIx9sLsXrFaG9Fcq2wt4voHQzOI/wImWKgKQZUn1q9GjJ6Xzin2HSn0GuhPo8+PgSKfgAKRPyyaXQ3JXlaGhr4K51d1FilW7aLe0t3Ln2TgqaCjrHCILA2alnMyt2Fl/kfcGGig2Sc+9R9iNMjJrIg+MfJNoQTaI5kadPeZoRoSN+cTu1Qs0NmTdwxeArCNGGMDZ8LK/Nfo1kS/Ivbvt7o6a1BovGglzWv02OIbqeAYjXK1LW2EbYAOkBCdApafd4ae6lb8vP8UGtlHPH7FSumZxAiFHNxOQg3r5yDM1tLpbtrmBveTMuj5c5QyJ4cP4goixaBkUYeeOyLDKjLQiCQL3NiYjIWxuKeH9zCSatkmRFHXNVO5gu38UFGQqaWp1cMDqWFZU67t2spcwbyOvri3B31PWv3F/N4n0ttM96jNbMK8EQipgwFabfJ2WCF70Oeath53vShIzolWr6C74/4ucb6CQHJPPq7FcZEz6GEG0IF2dczOz42TQ5m4g3xXNj5o39Zljan4yOD+S1S7MYGWMh3Kxm6e5KvKL0p/98RzlbChu4eVoyKaEGogO03DA1iSiLli8vTeLjma0MbllHpMbNjvEvYEtdCIZQPHFTqIydh+2Uh8EcjTd8OEWnvs0/tmv4y6wUUh27YcPzXZ5b+xdLvZkDmEhDJMNDhxNjimFS9CTCdGHcnnU7WWFZBGuDWZi8kNSAVLZWb2VX7S5e3vUyzsOyjHHmOP4z6z9MippEsDaYC9Iv4G9j/obuOJV++zn5EMTDG/aO584FIQx4FIgURXGOIAiDgPGiKL7RZwftRlZWlrh169YTcahO6m1Obnx/O6IouaAX19tJDDUwITGIG9/fQethYvP/d+YQ5g+LkBLkovSAvPOz3YBUVvD0OcORCbA+tx6LXklOlZV1uXVEB2j56sZxWPa+Dd/c1bXDWX+HMX8C5RHq693t0NphSmUMlw4EULQevrwRGot8x1+1srPRPbs+m3O+OqfHLp+b9hzTY3vGlA1tDagV6s5a42OhydmETJAds0qGV/TS6GhEp9ChVWp/eYNj4zcJnZ+oa3J79XYe2fQId42565cH9yE1rTU8s+0Zvjunyw+kqtnBnOfW8e+LBo7qzgNf7uXxs4cxMrZ/S9Z+Jb9ZfP9EXZder0iDvR0BePa7HN7ZJE1kyAR48cKRnD5UyjI02J0oZTKM2q4m3T1lTVz37jYyIkwE6lWcH9XIqHWXQ1sjAGJIBq5z3qVZG0NujZW1ObW0tbv5Ma+e1nY3KoWc4vpWkkIMLL5hAloFOFvqUGp0qEQnaAJAJoe35vQ0eE2fB+e/1+e/n76mzdVGq7uVxzc/zvry9UyJnoKIyNqytWSFZfHijBeP5+FOmuvS7nDz96/28dFW3361cYmByAWBAJ2KqEAtwXoVscpmpu++E2Vlx3mpjbgv+oK2oEEYRTtoLDhEOd/tr2J3biE2l4BDpscjiuRW21ia+DnyDhn7TkIHSc9ZtYGThUZHI6Iosq9+H09seYKilqLOdSqZiq8WfkWEoWfW0OF2YHfZsaj7bYLMb1YyQOjrKY+3kFSv7u34OQf4CDghAUh/EGRQ8/TZwzlYY2VTQQMBejXDoyzU2dpJCzeyoyMDcogIswazTuqLyK+1ct+XezvXiSL87bPdPLFoGAvCaklvXo/K1EDp3BmsaAnEaCuCFYc5B3/3EOiCpDrUuImdkryAZCKYs0JqQk+bA7HjpeBDFKF8G+R8I7mej75achmuy5W8Qrrtw6Q2YVabaXY2+37uw1SODtHdPfVY+bUeFjJB9rPn80ehyl5FgLr/X6aDNEE0OBpweVwo5dLLZFG9nQjzcQ8MfxPhZg0FtfaTNQA5aZDJBIKNajYV1HcGHyBJj9+3eC9Do8yUNrTy9d5KAvQqZg0KZ2iUVEY4NNrCvy8cyYaCeuSih8yK9zuDDwCh9gCqkh9wJJxHTYuDEZpqJqq2cn98PkLsWBz2FvLlCaxtDUSrkqOQy1AE9VJWFTexZwASPbpPfh8nGq1Si1apJdYU+//snXd4FFUXh9/ZkmzJbja9915I6F1AqgUVCyqiYsWGvSt2/ezlQ+x+KnZRsWADK73XQICQ3ns2ZZNstsz3x4aFJaEJIQvMy7NPmDt37tzZ3MzMufec36G5sJmfC3527jucVeYTmtrdsHsxVGVD4iRaggezqhKiO3YTXvU3TygamH72WB7dqGFzhcNVLTPCwORkHf4NWwkUGqFuN7K6coSUM0Gjh7y/wNyMYvlL6KZ+BMpAAFSAQePJu+v3PCeNAKQE6xxufvsTMcTxrD2B2BNfKIqii/EBkOSbhJdH98aUSqE6pBKmxKlBTxsg/qIozhcE4UEAURStgiB0l2/2pKLNauOu+Vswdrp0fLOhlLsmJnLZ4Eh2V7U4JXcnpgYR46+httmMv86TxlZrl+Byi01kjE8VPotmQIdDqcewfR4JF32G3Oyzdxl3D6IdGgpg6UsOv9IRtzuMjPoC+OQCaOp0p9r0MZzxHAy9yWF8/Ho/hA90BMT9+YQjv8jvj8LZr7okJAz1CuWJYU9w95K7sXUGtF/f53riDfHYRTs1rTWo5Cq8Vb0be3CqU9VadVgxNz2NXCbHR+VDhamCSH0kAEV1JgL17qGAtYdgbxW51Se8QN8JQ72pa+CpyWxla2kjt3y+0Vn2/rICvr5xGGmhjvtJ30gfYvy1iOYW5F9s7dKG2N7AjpydpHjLSNh0M7I997usz/EaeSeZG94g6aw5KOTdvAR2Yk69CI+sbxCMRY4C/yTHCsgJxKHuxWfFnMUvBb843SNj9bGMixx3vLt5/DCWwGdTHc9GgM2fIox8CG/dCBL+uBgsjkDyDD7ghfEfcvavKoL0KgxqJSEV/+Dflg+bPnGoSO7htLuhapujrDLL8ezcx4hID9XxwQVhLCtoYf72Fqx2kaempGNWh6IO6YdQsclR0SsYBl/nWH1zE4ztRsw2MwGagENK5Kb6pTIxaiKLixzJiNUKNfcOvBedR+/mzpFwf3raADEJguCHI+AcQRCGAo0HP+TEZ0tpo9P4AId7gZennBW5tVw7MgaNh5y4AC12UeSSd9cgFwTunJDAsFg/QrxVVDTuDRQM0HngVbHGaXzsQbXiRbjoA9D6g2kfRQqVAWyd517yPKRdAD6RjsSDTfspVv39H0g5BxpLwDvM4ffsGwcTnnIYJTetAp+YvS5anYyOGM38c+ZT1lyGr9qXeEM8TeYm3t/6PvNz5uOn8uPugXczPHS4c9Zb4vhSYapwixUQcASil7aUOg2QgloTAW4iwbuHMG81W8tO+luT2xDtr0UuE1xyLkwfEsG7S/Jc6rV22FiVV0daqDcWm50VubX855cdTO/nx5Vx4xCqO6VAZXIY+wiUbWBi3svYgzOQDb/VcY/bo8qz/kPoOw3VqtcgfjQoXWdh2y1W/tpZw0uLqrkq/U0mBBjx81LhEZIK+hMnw3N5Szlf7fqKb3K+IUATwF0D7mJY6DCUsr334lhDLB9M+oA8Yx4CAnGGuJM7V1LVtr3GRyfaNa+SdnaS0/jYQ9zOt3j1/LdZX95OQ00l/uUvQualrsYHwIYPIf0iWPsujfFTKDXKSdvjadxUhmHDx4xd+w6nq32458LHqAo8jd9zGrhxaQEzB/yHC4c1Y/AUkAclgyGyBy/+8LHYLKwsX8nL61+mrr2Oi5Mu5uLEi7t1pdqDv8afR4Y+wrTkabRYWojWRxPtHX38Oi1xwtLTBshdwI9AnCAIK4AA4KIePmevs7907tl9Qvh2Qxnby/fK0+nVCqYPjqKm2RGodf+3Wbx7xQDeurw/932zlZyqFsIMal6+OBNleXY3J2kDbQBc8jn8cLMjgNwnGobcAEtecNSxW/bK7totdIRkUJh+Ls0ChLfUE7TpS4fyy4aPId+RFZeKzVC7y2GEqLyhfKNjVsc3Hjwdd1eFTEGiTyKJPo7s5HbRzv+y/sf7294HHIHpt/51Kx+f+TF9A/sek+9U4sioaKlwJpPqbfzUfi5yzfk1pl7PLL0/oQY1CzYdWMNe4tiSEOjFO5cP4MEFWdS0mMmM8OaSwVEsz63rUnfPqvD2skau+WgddhHMHTqHWlXqFNjxI6RPhW0LECodqyKy4pVQswMGXgMrXnM0ZOsAmfKAcuSbihu5+TPH6suOOh0RShlxHp5E/ov4teONyWJyuMGI8Fvhb3y0/SNg7734kzM/ISPANf9vsDaYYG3vJlg8buzvKQBgsyCjq5y9YGnn9+wKfshu5JbBeodiZHexstYOCB+MqbWNnz0m8dx7a/lx1kii/bWw5UtY4kh0KbQ1oP1uBl4XfcezvzpUo/6ztIP/AJ9cO5jTDAHH8kqPiu1127n1r1udss3vZ72PTJAxq+8sp9BOdxhUBgYGD+x2n120U9xUTG1bLQGaACJ1kQdtS+LUoUcNEFEUNwqCMBpIwhH4s0sUxZNeaiY9zBtPhcz54Iz217Jwa4VLnaY2Kwq56x/hj5vLmTu9P1/OHEZtixmDRkmgTgUeIxzJtfa9iY68E1R6iBwC1yyC+nzYOh/+fGrvjM6gG8A7AoCWoDQ+S5/Im3mfYhftBKgDmHPhW6TbzHuNjz1Y2kCphXnnOowRcDzIxzwIXoFdrre2rZavc752KRMR2VW/SzJAeomq1ipGhI3o7W4AjjiQfZMRFtaZGJXoPg9dcMRiVTa1Y7ba8FS4jyvEyYpCLmN8ahDpYXqa2q0E6VV4q5XcODqOu+bvleCWywSGxzniuXZXt7BnweTN1TVcdWYAHk1lcNpd4JcAW790PUlbg0Pdbw+Z02DnT46VEo+uRsXaAofx85/RWi4ofQ7VshUAiAkTEc56CXyijuE3cOyobq3mvxv/y495P3JZ8mUszFvost8u2slpyOligJxSBKY6DNZ9YoZaM6+mwOpPmkwO9r0GaUX6TH7/3eFxMD/bzNXDbsZf1ubILbOvJ0LfabD8NRoGPcALv5ppareSX2siWt0G6/cLMgdkZevReWbSbN77HP97Zw2nJbjPvXBn/c4uOWO+3vU1lyZdSoDmyPtps9v4o/gPZi+fTbutHY1Cw/OjnmdMxJhj1GOJE5keMUAEQbjgALsSBUFAFMUFPXFedyEt1JsvZg7lw+UFlNS3khaqx0Muo2O/lRGF3NW3MsrPIUfnq/VwJiUEILQfzFgIq94EUzUMnunItroHrb/jo/B0zPJVbnU8bFPOAbnjV7zT1szc3PnOQ2raavjPro95e/gz6D11YN7P/93aBo0lFIx7iB0qFSICSQ05xHcaIPXt9WTXZlPTVkO8IZ5ATSBGs5EzY84k3hCP2WbGV+2LyWL6VwpYEkdHdWt1r2dB30OAJsAp0yyKIiX1bW6ThHAPCrmMEL2KvGoTqaEndtbrE4lgbzXB+4QojEsJ5PVp/fhoZQH+Wk+uGRlDRrgBAK3n3seVsdXKexVxXN9vBsrNnyB4BTuMDZvr/JZdH44stD8knuFY7R33GMR1rwAfoPMkwMuT0+2rUJWtcJYLuxc78iMNuvbYXfi/pLa1lqzaLMpayvBT+5Hml0Z2XTY/5v0IOJQD/dX+LrkWgG6VBLfUbGFX/S4EBJJ9k+kTcOC4mBMevzi48gdY9z+o2AJ9p2GNPpPsIjueZ35OZM5HKNuNCENvQOY/gitb6li2u5aJqUGQngrVK2HSM1Cw1BFPGTsGmkqhehvhf9/OrP4f8fRyC16ecsdzWBfqkLHfB5var0uMZ6jBve6D3Y2TQE0g5S3lLC9bToQuApPFRH17PWFeYaT6peLl4UVFSwXZ9dk0dzQTZ4gj2TcZpUxJYVMhDy17iA67I+ar1drKA8se4IOJH5Dq7x4r9BK9R0+tgJzT+TMQR9LBPVPspwP/ACe1AQKQEebNa5f2w2a3IxME7hifwAuLdjn3n9UnmJzKfVyyVArOyjiAn6VMDlHDIXywI8hccYBs4iGZjhwfto4u/s0Vpoou1bNqs2hUKNBPfBoW3r53R+wYqM4mZ9yDXFv4NUazEb2Hnr6Nu7hdG0iINoQFOQv4ZMcn1LfXo1PqeHTYo/xS8AstHS28vul1Z1MPDH6AacnTDhnIJnHssNg6kxB6uocQQIA6gKWlSwGoaTbjoZC5vEy6C+G+anKqmiUDpBfxVntwTmYok9KCkAmCyyRNnzBvkoK82FXlmIV+aVUjaTMmMuaKCwDBMYny5xPO+mL6hchSz3X478sU3d47rTa78xxDYv0YElNDSGU3OT/y/up1A6TD2sE3u7/hjc1vOMsuTLiQcK9wBgcPZlvtNv4q/otZ/Wbx8vqXnTPZsfrYLu6YGyo3MOuvWbRYHN+l3kPPnLFzGBDkPtLYx5z9no96YGoQtFsiUfQbj4BjfIQA958RwB3j7aiUnauhQRc5XLF8E2DFK7Du/b2xRa11RHk2c1afYBKDdODp4cgr8+kFe70WDFHIooYiCHuV3/y0Hoxyo9UPgD7+fYjSRVHU7BBgkAkyrkq7imsWXcOA4AF4Kb34veh3Z/3b+9/O2TFnc9vft7GzfqfzmA8mfkDfwL5Ut1Y7jQ+FoCAjIAOzzcyS0iV4KDxOyRxdEnvpkbcAURSvBhAE4ScgVRTFis7tEOCNgx17olPa0Mqi7VX8vLWcQTG+XNg/nMQgHZcPjSIzwkBBrYkQbxUZ4d7UmTo4PTkImeBw20oMOoRfvPwwfl0yGci6zqp05+ub6pfqyJSdPtXhwlCzy5EXJLgPrJjD75Y6jGYjUxOnolao2VKzhW92f8OAwAEsL1/OWTFnAY7Z9oW5Czkz9kweXP6gyzle2/AaI0NHEuXtnu4LJyM1bTUYVAa3MfoC1AGUtzgyYBfUmgj1dq9Zvz2EGtTsqGhiSj8pM29v49GNG1yEr4b3Zwwiq8xIY5uVpGAd6aHeoOgc5wOvg7ABUJcH3qEIIf1cZcj3oayhjcXZlSzcUs6g6M77dLCO+85IoW3zeNQla1wPiBlzbC/wX5BjzOG9re85t72UXkR7R5NvzKfD1sH0lOmUtZTxbc63PDPyGcw2M3oPPal+qYTrwgGHO9bO+p18n/e90/gAR6zI74W/n9wGCHT7fHQaGfsgCELXcoUnqL0dxqi4z0qG2ofE2DgeHxKNoVNSn+iRjrweVdsc7syh/fD3jWHBzeFsL2vCUykjPcybuAD3yvsRoY/grfFvkV2XTbOlmUhdJE+teooOewf9A/u7GL8Ab2x+gxTfFKfxEawN5oqUK5iXPY+3trzFNenXoJQpSfNLY3TEaFaVr0Kr1BKpj2Rz9WbJADnF6elpyOg9xkcnVUBiD5+zx3BkcG5FBMIM6i4uVG0dNl5evIvvNjletnZVNiPaRc7tG0akr4YR8f6MiPd31g/QqUgOPj6zrcm+yczMmMl7W99DRMRX5cvDQx5G7+k4vymsLzU+YWiVWoev59AbKN48h8yATBrNjc4Yjy01W/ir+C9mD51NTWsNNtFGgk8Cr2x4hRT/rpnO223ttNnajss1SjioNFW6jfsVgM5DR4etg+aOZgrrTAS5qQES5atldX7XIGiJnqO6qZ0Ws5VAnSdeqkMr5kX4aojw3Zs52WK1U1hrQi4TCPfRIcSOhtjRB23DbLHx6h85fLPB4SKzsdjIz1vL+eqG4UT6aaHvhVDwO5SudRwQMwYSJ/zbSzworZZWqlur0Sg1BGoCqWuro7mjGYVMgdVuJVgb7MyZYLKYnLPJAJenXM67W951ulttrtnM9OTpXJ56udMNZv9JiB11O3hp/UvdBgGXtJT0yDW6O6IoUmZsw2oTCTWoujV+nfgnYj7zVTwX3eNw9/PQsnvEK+wy6Zkcp8Jis1NubEMmCISF9EMW1t95qIDDPXuPpLS7EqGPIELviB3dUr2FUlMpZ8acSbQ+mnPjzmVx4WLabQ6lTqvditVuZWbGTEwWE1G6KF5Y/wLWzpWfMlMZjwx9hIb2Bl7d+KrzHCvKV/DMiGeO/8VJuBU9bYD8IwjCIuALHFK8lwLdrG+7P3UtZj5bU8yb/+Ris4tcNTyG60ZGE7RPQrXiehPfb3YYH4E6T24YHcuHKwp5d1kB/SMNPD0lndReuvnoPHRc3+d6JkRNoMncRLgunFAvh7Tk7obdPLvmWdZVrSNIE8SjQx9lRNgIJsVNJrshh/ey3nNpq29gX9ZXrefLnV9iF+1cmnQpN2feTG1bLRqFhlbrXlnDdP90QrUnjoTlyYC7GSCCIBCoCaS0uZT8GhzCCm5IlJ+GD1cUHLqixFFjs4ss213DgwuyqGhsZ3C0L09OSTuiCZlyYxtvL8nj8zXFeChk3DE+kYsHhu+dhT4AxfWtfLvR1T+/1NjO7upmwnzUjniBaV9C3W4QZI7VYc2xl7TON+bz0vqXWFa2DD+VH3cNvIuFuxeyumo1qX6pTI6dzObqzdzW/zai9FFE6aJI9EkkpyHH0YBAl1iPBbkLmJY8jRfXvcjMjJlclHiRM2EcwPqq9WTVZnF1+tWsq1zncuz4yPGcajS2dfDthlJeXpxDu9XOJYMiuGVMHGE+mu4PUHiwUBiF57D5+IqNlNl9eHGJBb0qh/QwPZ+uKmbeqkIUMhmzxsYzbXAEvlr3khw/EsK8wnho8EN8sfMLfi34lUhdJLf3v523t75No7mRWO9YChsLeW/re+g99czsM5MknyS2120HoLS5lIqWClZXuib2tIt2dtTvYHLciZVfR+LY0tMqWLMEQTgfGNVZ9K4oit8d7BhBED4AJgPVoiim71N+KzALsAI/i6J4Xw91u1tW5dfxyu85zu33luUT7adh+tC9rkUyQUCg09IaHMELv+1yBp1tLDZy25eb+GrmMNQecnKrW6htNhPuoyEu0Au5rOdl6VQKFcm+yS5lzR3NPLnqSTbXbAYc6km3/X0bX03+ioEhQ5HLPZEhw94pV+gp9yRGH8PbW992tvHJjk+YPWQ2SpmSO/rfwXe537HbuJvR4aO5td+tzlWWQ1HUWERxczFeHl7EG+KlREb/ksrWSreJ/9hDoCaQspYy8mu9SQnugb61GR3iC80VDr9rtQ/4Jzjy2hymK5qf1gOLzU51c7vbGkknC7urmrlu3nqsnbJWawvreeDbrcy7Zgje6r0rIRabndzqFiqMbQTqVcQHejldYxZuKefjVQ5fdWuHjf/8soO4AC3jUg6ez0IQHPdq237SqrJ9VwW0fo5PD9Fubee1ja+xrGwZAHXtdcxePptZ/Waxumo12XXZtFnbSPdL590t7/L48McJ9grmsaGP8daWt1hduRqVvOsYlQtyrHYr7bZ25myaQ5A2iDHhY5z3YIVMgdlmJt+Yz/OnPe9MRBjjHUMf/5M4CP0AbCxq4Mmfdji3P19TTJi3msuGRLK7upm2Dhsx/lrHylgnLRaBe/5oAzwAEwBRvhqW7Krl/eWOCQyLzcaLi3YR66/lzD4HzqHh7tiw8c7Wd6hqrQKguLmYNze/ycVJF5NVm8X4qPHkNuQiItJobuTF9S/y2LDHONtyNgGaABrMDfip/NhQvaFL292NX4lTix6PBO00OLo1OgRBWCWK4rD9ij8C5gIf71PvdOA8IEMURbMgCF21YHuYRdsru5R9u7GUSwZFOF2xIv00zBgWzcKt5YgiXRQvcqtNVDa288eOKl79YzcAHnIZb17en/GHeGj2FNWt1U7jYw820UZxUzFJvkmEeoUyOXYy3+d9D0C8IZ5ttdu6tLOoaBHvjn+XmvYaTo84HTt2fFW+TveBQ7GpahM3/XkTJovjhj4lfgp39r8TX7X7zOSfKJS3lLtNEsI9+Kn8KGkuoaBGybjkYzjWGwpg06cOZRvfOND4g1zuyIuT9Q0gQur5kHQGyA8+My4IArEBXmwra2RssvRw7EkK6kxO42MPm0saqWxsdxogoijyS1YFd83fgs0uIgjw6ORULhscidVu59dtFejVCpra9sqaLt9de0gDJNJXwxVDo/hoZaGzLCHQi8Sg4+ePX9NWw98lrs4AIiIdtr0uVgWNBUyMmsgH2z5gVr9ZhHiFkBGYwfOjnqeqtQq7aOeT7E+oa9/rNnhh4oX8VvCbc/vP4j/ZXb+bGWkz8Nf4MyBoAGqFmjNjzuS1Da85g43jvON4euTTB004dzKyOr++S5mxrYOHFmSxrqieelMHerWST64ZTJ9ONbbB0b5oPOS0duyV7r1rQhLP/7azS1t/7Kg6oQ2QipYKp/Gxh2ZLM2FeYWyv285/1vyHGzJucNlv6jBhES08uOxBrKIVhaDgqRFPsbZyrbOOUqaUpHglet4AOQRdnvKiKC4VBCF6v+KbgOdEUTR31qne/7ieJiVYz8ItrkpSGWEGlziQ2uYOMsK9USpkRPpqmJQWxKLte/94tR5yGtstTuMDoMNm5/5vtrLw1pGEGtQcb7RKLQZPA0az0aXcW+WN2Wpm7qa5aJQabsi4gVxjLvGGeDpsHSwvX+5SP947nqWlS0n0TXQGPB4uTeYmnlv3nNP4APg+93vOiD7DbXJZnEhUmCpI90s/dMXjiL/Gn8LGIkoaggk6FhK8os2R7GvHQogZDaMf6KoOJ4oOKcz8v2HHD3Da3Y58AAchyk/D1pJGxh5LI0miCz7duEkZNEq89lFHK6wz8cC3Wc5s6aIIT/2UzbBYP2x2kVGJAfSL9CFIr+LT1UWUNrQRF3hoI8JDIeemMXFkhHvz545q+kUaGJscSLD38bv/ahVaQrWhlJvKXcr3zVauUWiw2C1E66PRKPe6BOk99c4VjTlj5/B38d8UNxczIHgAq8pXubwwJhgSUClUZNdlM0ozimTfZD6c9CG/FvzqND4A8hrz+KfkH9L93eu+0dNE+7lKxAsC9Is0oPVUYNAqCfZWs7uqmVd+z+HN6QNQe8hJDfXmy5lD+TWrkurmds7NDKNvhDfpYd5sKW10aS/pOMV49iR74pH2ICBQ117H6orVeMo9se2X1DPIK4jHVz6OVXQcYxWtfLj9Q14e/TJLSpag99RzZsyZp9xYk+hKb8vkdJNetFsSgdMEQVgjCMISQRAGHaiiIAgzBUFYLwjC+pqammPTS2BCahBh+2h2+2iUXDwowrldb+rggQVbuXP+Ft5dms+932wlWK8ibR9Jz8fPTaO5vWtG1jpTB8bWji7lPUG7tR1ju9G5HaQJ4uEhD+NwHnMwOXYyiYZEmjua2VKzhZ/yf+Kj7R+h99DjKfck2TeZAPVe+UA/lR/DQ4fz9ta3+TT7U9osBw86b+5oxtRhctneUbejS72a1mP3++tNempMHgh3iwEBCFQHklNTi06l6FZ15oiwdcDf/4Hi1TBsFkSP6F6aWhDAEAH9r3TkzfnrKciaz8FuO7H+XmwqMR5d/04Qjve43JfkYB0XDdg7USEI8NR56Y4YjE7qTRbaLK4vN3YRalrMXPzOKub8mcuHKwp5adEurh4RTby/1kXk42AE6VVc0D+cN6b357rTYok9zmpEvmpfZg+djVzY+7cwPHS4I5t5Jzdk3sC6inXcN/g+p0ulsd1Iu9URAFzWXMbDyx/m+7zvKWwqJEQTwqbqTc7jg7XBpPimOGL1Ol1oc425vLn5TbbVdV3F3l67vScu9Yg5nuNyWJwfCfsYrVMyw1iwsYzX/tjNF2tLePX3HGSO3GU0t+/NMZMRbuD+M5N5+eK+jE4KQOOp5LIhkRg0ew3IcB81Y5PdS2YXXMdQh60DY7sRu2jvUm9n3U6eXfMsl6dc7lJ+cdLFWGwWYr1juTnzZv4s+tO5L9M/E1OHyWUyESCnIYddDbvYVrcNtUJNgk+ClA1dotdXQA4XBeADDAUGAfMFQYgVRbHLm4Qoiu8C7wIMHDjwcA2cQ5IQpOPLmcPYWdmEzS6SHKwn2n/v7ElOVTPLdte6HPPpmmI+vXYINS3tRPlqSQ7WkVfTgkyAfb0Povw0x2ZW+BBsqt7EO1veobCpkPPjz2dMxBgWFS5iS/UWHhv2GDJBRqhXKIk+iRhUBqx2K+MixzE/Zz5mm5mCxgJGh4/moeUPcUnSJU73qg5bB7sbdjMqfBT/y/ofZ8aeSWZAZpfzN3c0s6R0Ce9nvY9CUHBj5o0MDx2Or8qXkWEjnf7QezjSlRR3pafG5IGobq12O9e1QE0gxXXtR7/KZ7M4DAmbFQZcfXjS1ABBaaAPh82fOVZFht/uyK+zH/GBXnywogBRFE/6B+TxHpf7YtB48PBZKVzQL4xak5loP8f9cV9CvFX4aT2oM+2dnAk3qFlTUI9pH/cXq11kZW4dn143mGDDAYKH3ZDhocP5cvKXFDQW4O3pjZfCixyjI2O5gMCSkiWMjhhNlD6KSlMlP+X/xLc53xLmFcZNfW/C1GFyGizB2mAW5i/k4sSLkcvkCAiYLCZWlq8EHIljATZUbWBzzWbOTzifDVWufvnDQvf3hu4djue4jPbXMu+aweyoaKLDakenUnD5/9a61Fm4tZznL+zT7ardvqSFevPdzSPYVdmEXCYjOVjnotjW21SZqvil4Bfm75pPqFcoV6ddzd8lf7OsbBkTIidwcfLFROkdMa1lzWX8Vvgb2fXZKGQKbu13K2abmWTfZHbW7WRh/kKGhQxD56HjrNiz0Cl1tFpbCfMKY3PNZgLUAdS07TUeFTIFckFOfmM++Vn5TIye2CUeVeLUo7cNkMN9wpcCCzoNjrWCINgBf+C4TtvtLwG5L+b9ZurAofSiUykYFrc3r0BCkI7/XtqPhxZk0Wy2EmZQ89olffHz6jmljIqWCoqailhetpys2iyaOpqYu3kuZS1lbK/bTk5DDmur1qJVavni7C+cqikKmYLLUy8n15jL5prNnB5xOjvrd9JqbeXD7R8CMDBoIAODBxJriHXWt9u7zqYArKlYw4PL9uYJufOfO3l97Ov4q/25OfNmqlqryGnIwUPmwR0D7iDFr6usr8TBMdvMtFhaus1o25v4qf1oaPYg1ffgD/GDI8KK/zoSgmVe5tD0PxLU3jDoOtjyBSx5Hkbf38UI8dV64KGQUVjXSoy/9gANSRwLfLQeDD/IikWoQc0bl/Xn1i83UdNsxqBR8vyFGd3G4zW0duDbg/fQf0OlqZLatlp8Vb5OxcF9kcvkJPsmk+ybzK76Xcz8fSaXp1zOW1vewmK3kOGfgdVuJas6C6PZyH83/heA0pZSNi7eyGunv0aELoJJ0ZPwU/nR1NHEe1nvOd1l1Ao1t/e7nVCvUPxUjoD6lo4Wmjqa6LB1MDp8NEtKlyAgcGbMmfQP6o/FbnFxAzsVCDWonRMjK/Nqu+wXRQgzaFAqDn2/ifHXuuV9w263s6l6Ey2WFgaHDOanvJ+4tfpWbs68mQpTBR/v+Jj8pnweH/Y41a3V5DfmO1dFttZuZWvtVq5IvYLn1z7vdPFbkLuAXQ27OCP6DKfUequ1lRTfFIYFD+PdrHfZVrcNvYeea9Ov5atdXzn7Y7aae+V7kHAvetsAueIw630PjMUh65uIQ36i652iF4kN8CLAy5Oalr1/WMPifInaz2BRymWckxlKZrg3xjYLwXoVgT20+iGKIivKV/DQsodoMDfgq/LlhowbeD/rfRrMDSzMX8iM1BlOWUeTxUSeMY8Y7xhnGwHqAKYlTeOsmLNYU7GGVmsrQ4KHsKZyDVMTp1LXXsfbWxyKWGMixhDuFe6IQbCnuzzI7KKdr3Z+xf58n/s9Jc0l1LTW8PLol9EoNc5ERe6SSO9EospUhZ/Kz+2+O4VMgdIagZe6qwviYbP1a6jPdRgRR2p8ODviAX0vc6yErJwDI+9g/3mQpCAd6wvr3fJF4lRjaJwfC2eNoLrJjK+XB+E+GhDg49VFLvWuGh598PwNx5nV5at5YNkD1LXXYfA08MzIZzgt7LQDrqrlGfOob6+nw9aBxW5hcuxkRFHk3ax3sYt2hoYM5aq0q/ho+0cAWOwW2ixtTIiawCfZn2C2mYnzjuOO/nfw8vqX8ZB7cFu/25iXPY8KUwVapZZHhz5Kv8B+CAh8sfMLBgcP5saMG0nwSSCrJosrfr2CmX1mclnKZW6none8iPXXEu6jprRhrxtxnzA9qSHuNaFzJJitZn7K/4nn1z1Pm7WNCF0Edwy4g1c2vILZZna6Xw8JGcLNf95MTkMOnnJPru9zPf0C+znd+rQKbZeA9O112zkj+gweW/kYdw+8mw+2fUBJc4nT+J2ZMZOd9Tv5OPtjp1hCsk8ykfrI4/slSLglPfKWIghCsyAITd18mgVBaNpTTxTFLo6ogiB8AawCkgRBKBUE4VrgAyBWEIRtwJfAjO7cr3qTCF8N864ZxLl9Qwn3UXPtyBj+M6UPOnX3s0mRfloywg09ZnyAQzLv7n/upsHcADiW4d/e8jZT4qcAoPfQE+Mdw02ZN3Fj5o3MzJiJVrn3pau2tZYV5SvIbczFJtrQKDWsKF9Bn4A+XJJ0CT6ePvxV/Jez/j8l/6CQKXh27bMUGB1yhI3mRtZWrGVF+Ypu3YK8lF6YLCYazA3c+MeNqBVqor2j3e4F+kShwlThdvEfexAtwSg9Wg5dsTvKN0H295A5/ZBqVodErnSsoNTsgqxvu+xOCPRilZSQ0G0I9laTEWFwGB9A/ygD7105kIxwb+IDvXh5aiajE4+7MOIBKWsu4+4ldztfuIxmI/csuYfipuIDHrPHnVUmyFDKlITrwvm54GfnLPTqitW0WdsI0uwVRxAEgQ+2fYDZ5pj0ymvMY0nJEi5IuIAZqTP4bOdnVJgcwikmi4kHlz+Il9KLtye8Td/AvlS1VqGQKVhcuJiPsj/Carfy5pY3u1U5PFUI9lbz/oyBXDQgnHAfNVcOjeLVS/rioz3Ke04vstu4m8dXPU6b1WFUlTSX8N3u7xgfOR5/tT/PnvYsjw17jBVlK5yTkWabmbmb53Jp0qWk+qYS4x1DrHdsl7ZlggyTxcS4qHHOyUSANmsbz617jrzGPDzlnvQL7EeoNpRLEi/h+VHPu+SmkTh16ZEVEFEU/3UCB1EUpx1g1+UHKHcbUkO9eemiDFrMNrzVyuOS2+NgVJoqXZICgkNCTyl3GEWPDXuM59c+71Ri0XvoGRsxFnDMpM9eMZvVFY4EQgqZgpdGvcSiwkW8n/U+E6ImUNLUNXPuttptxHjHUNZSRohXCHM2zmF+znwA7h14L78X/Y7F7gjmU8lVxBni+CHvBwA67B1UmCqINXS90UkcHu5sgJjbvLHL/8WLfVs9LHsZ+kx1uFEdC/ashKx5CwKTIWivIktKiJ7X/tx9kIMlehO1UsGE1CCGxflit4P+AJM8vUVVaxVNHU0uZW3WNipMFUR5R3V7TKJPIv0C+yEicm7cuc4JnH3ZVL2JZN9kqlqrCNOGOY2LfVlXtY7ZQ2fTZm3j3ax3XfbZRTslLSWMixxH34C+NLQ3cMPvN7ioYYEjMe2prD6YHKzn2fP70GqxofWQuyhdnoiUNpd2Kdtt3M3UxKkEaYK4f9n9TE+ZzpqKNV3q5TXmEagN5Pz481lRtoLBwYNd5HTPiT2H5eXLGRYyjEWFi7oc32Zt492t75Lim8IzI5+hb2BfFLLedryRcBd6ZCQIgnDQNyBRFLuKb7sZdrvI5hIjP24up91q47y+YfSPNOB5CAUfD4UcXzdxBfBT+aEQFE45PHDIPCYYEvhg4gdsr9vuND5UchUz0mbwc8HPzNs+jxFhI1xcqKx2Kx9t/4iHhz5MQWMBWoUWs83MyoqVLueMNcTyT8k/+Gv8yTXmOo0PgHnZ87it323YRBtyQY4dOx9u+9C5XybInL7KEv+OSlOlW84umdrt2GxKmmxHmGlctMOSlyBsgCND9bFEbYCUKQ7jZsqboHD4gYf7qGntsFJS3+pWQaQSrnh5Ou5PxtYOVufX83NWOXEBXpyRHnxEGdWPNT6ePnjKPZ0rE+BIEOinPvC9LVwXzr0D72VF+QrarG2k+qeyqMj1hS7DP4MEQwLDQoZR217rVDLalwRDAn4qP9psbfiqfJ3B53vwVztibjRKDTJBRqQ+sosBcrKIf/xbiuta+XtXNWsL6hmZ4M/oxIBekcg/VvhrusZZBWuDsYk2SltK6RfYj5KmEhJ8EpwrIM56mmD0HnpWl69mfs58Lky4kP5B/altrSXVL5X69np+yPuBJJ+kbmWlPeWOuKyd9TvRKDWS8SHhQk+Z9huA9Z0/9/+s76FzHlM2lxi5+J1VfLSqkC/XlTDtvdWsLXR7u8mFKO8oHh76sNOdSSbIeHjIw4wMHcmgkEHkN+Y7616ZdiWfZn/KJ9mf8Gvhr8xeMZsEnwQCNXtdG7bXbae0qZRQbSifZH9Ckm8SCYaEvefTR+Gr8uWSpEuIN8S7yP2CQ53p5Q0vc1rYacxIm0GINoTmjmbAoS1+z8B7pNWPo6S0udQtV0BK6234eNmpau06a3tQti2AjiaIPb1nOhaUAt7hsOlzZ5EgCPQJ8+6iaifhnny/qYwbP93Awi0VvPbHbqa/t4b8mn/p6ncMiPKO4tGhjzoldmWCjIeGPES0PvqAx9S01vD4qsd5Y/Mb/FLwC3VtdaT5pTn3h2hDOC/+PC5LvQyDysD7We+TXZfNxKiJzjoahYaHhz6Mt8qbYG0wTw5/0mUS6abMm1zu1yqFill9Z7kkLR0bMZaMgIxj8TWckNSZzNz99WYe+3E7P2dV8OCCLJ75eQembuTzTxSSfJK4Ku0q57an3JMrUq7g9U2v88K6F0jzS2NjzUbOjz/fxQX7vLjzqGmrYUnJEnIbcwH4dve3vL/1ff4q+YtlpcsYGzkWvYeeXwt+5fLUy12ym58Tew4bqjYgIHDXwLu6deGSOLXpKResmEPXcm9+3VbRJVPvB8sLGBbrd8IsySplSs6LO490/3QKGwsxmo18kv0JvxX+xl0D7mJU+Ci+y3UkqZcLcmesyB6+yfmGc+LO4bMdnwEwIWoCE6MmUttey1sT3iLOEEe/wH7kGfNot7XjpfRCrVATZ4hDpVARqY/EQ+ZBh32vjGaSTxJBmiAEQWBC1ATiDfFUmCoIUAcQ4x2Dx9H695/iVJgq3PJGX1pvJUivpNLUVcHogNTthm3fwNCb/33Q+eGQeAasmOPIlq53KNb1CfPmr53VXDZECpZ0Zyob23nlD9dZ2zpTB9nlTcc9t8ceZIKMM2POJNk3mcrWSgLVgcQaYp2ur92Ra8x1mX3+OPtjzos7j+v7XI9VtJJgSCDWEEtuQy7+an/UCjV/lfzF8NDh3NL3FmSCjOEhw0kP2OtKeFr4aXx9zteUtZThq/IlzhCHWuE6k5/qn8rnZ39OYVMhGoWGOEPcKRuADpBfY2Jdoetz8OesCm4cHevMhH6iofPQcWPmjUyMmkh+Yz6lzaV8uP1Dp3v2gt0LGBs5lre3vs205GlE6aII1gaT5p+GxWZhSMgQchtyWVe5DnAkFqxvr2dSzCQSfBL48uwvKWouQqfU8dlZn1HZWom3pzdahZZyUzm397udWEOsM85JQmIPPeWClSyK4k5BEPp3t18UxY09cd5jicXaNcbdanOruPfDQilX4u3pzfPrnqe2zTGjm9eYx+1/3877E9/n9n63d/EV3oNNtKFRaBAQGBs5lpv73kyUPopEErHYLRQ2FmKymBAR8fb0Jlof7eL+E+sdy9xxc3ls5WNUmCroG9CX2UNn461yPOAUMgUJPgkk+CR0e36JI6fCVOF2OUAAimqtBHt7Umoy02o1oVEcQmHK0gb/PAfJZztcpXoSTx1EDYdNnzqkeYHMcAPzVhXSbrEdfeJEiR5DFEW6U/3uXgj8+KGUK0n0TSTRN/Gw6u8JEN6XH/N+5LKUy0j1SwUcwcMPLX8IlVzFc6c9x4vrX2Rl+Urq2uq4Z9A9+Kn9qG+rp7CpELkgJ9o7mjhDHHGGg7suhuvCT3m3qz3Y7d0/40+8J78rWqWWPgF9KGwq5O2tb7vsc7pE2+2oFCqy67OdcZox3jEMCBrgzEXzcfbHCILAjNQZ+Kn8WFm2kgSfBEaGjXS2t++Yj/eJPz4XKHFC0lMOeXcBM4GXcf3bFTq3x/bQeY8ZZ2eEMG91IftqbV09IvqEWf3Yl5KmEqfxsYcKUwW1bbWMiRhDU0cTcYY4vJRetFj2ui5cnnI5FyZcyHnx5xGkCXLOYFhsFr7P+56SphI2VG1ga+1WFIKCPgF9eHrE006JPUEQGBY6jC/O/oLmjmb81f54efTOrOSpgCiKVLdW4686vGzQx5PiWiuZkR742fwpb6kg3nCIB9Oat8A7AkK6JrTsEaKGO2JBGkvAOwK9WkmUr5ZV+XWcnuQ+CksSrgR7q7h5TBwvLNrlLNN5KkgJ/tc6KL2CzkNHmFcYZS1lzrLTI09HKThWTbbXbmdN5Rp21O8AoHJNJfcPuR+VXIWnzJNZf87imoxr+LP4T7LrsgEYETqCR4Y9QphXWNcTSnRLbIAXqSE6siuanWWnJfgT7XdySHIn+yajUWhotbYiE2SIosjFiRejUWo4P+F8QrWh7G7YzZOrnwQcrn+vj32dJN8kZvWbxQWJF1DfXs9bm95yTlyOCR/DHQPuOKShKyGxPz3lgjWz879nATcDI3EYHsuAt3rinMeavpEGPr9uCPNWFdFusTFjWDRDYt1vZnl/Gtob2F67ndKWUsK9wknzT+v2pV8myNAqtTR2NPJNzjd02Dq4td+tbK7ZTKWpksHBgylsKqSmrcbpE1zWXMa2um0oZUpe3/Q658SeQ6Q+klHho2iztqFRathcvbmLxref2u+gAZgSx4b69no85Z54KtwrIRs4XLAmpKvxb/ejvKX84AZIwRKozHK4Xh0vFJ4QMRSyvoGRdwIwIMqHn7dWSAaIGyMIAhcPiiBIr+LLdcUkBum4dFAkCUHub4C0W9vJrssm15iLSq7i9v63s7ZiLRG6CFQKFW3WNurMdQj1As+ve56piVOdwe0VrRXc8fcdAMzqOwudSkelqdJpfACsKF/BqvJVXJR4US9d4YlHgM6TuZf158ct5SzNqWFSWjBnpge7ndJad1jsFnbW7WRn/U68PLxI90snQh/hUifBJ4F5Z8wjpyGHytZK1Ao1GoWGF9a9gE208cyIZ1zUrCpMFbyx+Q1eGPUCKoWKYHUw72x5hxUVK5x1/in9h1Hho8g35mM0G0nwSSDNL+2gLofd0dLRwva67RQ2FhKoCSTNP80lBlXi5KOnJQnmAU3AnM7tacDHwMU9fN6jRimXMSzOn6GxfogiyHpZUvdwaLe2897W9/hkxyfOsstTLueGzBu4MvVKPs7+2Fl+Xfp1ROuj2VS1iTsG3kGVqYpn1z5LrHcsfmo/Z92pCVOx2q3UmGp4P+t9fiv8jctSLiPcKxxPmSdGs5G5m+c627067WqsdqukdtELVJgq3NLQa2qz02EBb42Ar9qX0uau8s1Omitg9dvQ/0qHUXA8iRwCy1+BtqtBbWBwjC+zv99Gh9WOx2FkQZboHfy9PLlwQDhT+oYid8MVartop8PW0cUH/p+Sf7h36b3O7RTfFK5Lv443t75JnjEPcIhzPD78cXIbcqlvr+fS5EuZt32e85gxEWPYWruVWO9YF+NjD+sr10sGyBESG+DFHeMTufX0eLccTwdibcVabv7zZmfumEhdJG+Nf6vLhKDFbuGp1U/RbnOoqOk99FzX5zrare0UNRV1aXdD1QYa2hsI8Qqh3lxPeUs5p4Wdxq6GXVS3VgOwo34H2XXZbK/bjoDAnLFzGBMx5rD7bhftLNi9gBfXv+gsGxsxlseHP+6Wqo4Sx4aefktMEkVxXx+KvwVB2NLD5zymCILAAZLXuh0FjQUuxgfApzs+5dy4c7k+43pGhI2gylRFiFcI0fpo/i75m093fIpOqePKtCv5RfcL+Y355DfmMzp8NKl+qby+6XX8NH6MixhHlamKS5MvJUwbRklzCRcnXcx7297rcr7zE853yaYucXwoaykjQB3Q293oQnGtlSCDHEEQCFAHsKVma/cV7VZH3EfMKPDuBbcRDy0EpsHuxZBxMf5enoT7qPl7VzWT0oKPf38kjgh3fFnMqc/h65yv2VKzhbNizmJi9ERCvUKpaa3hubXPudTdUb8Dk9XkND4ARETe2/oe01OmU95STnlLObf2uxWzzUy4VzgrylewqHARQZogRkeMZnvddpc2B4cMPi7XeTLijuPpQDSbm3ltw2tO4wMciYi31W5zMUDsop0vdn7hND4AmjqaaOloQaVQEabret/NDMjkf1n/Y2jIUCJ0EUR7R7OtdhunR5yORqHhw+0fEm+IZ2HuQsAxZl9c9yKZAZmHbTyUNJUwZ9Mcl7K/Sv7iCuMVDAweeETfhcSJQ08bIJsEQRgqiuJqAEEQhgArDnGMxL9k/6SD+5YbPA0MDx0OQF1bHdtqt7G8bDltljYGBg1kc/VmHhnyCE+seoLJsZMxqAy8sO4FZxtLS5fy7MhnyTfm46/x5+kRT7vEi+zBYrd0G1Ap0fOUt5S75WxRUY2VQL3jYR6oCaSspRSHR+Z+lv2mz0CmdMRj9BYRgyHra+hzEQgyRsT5M39diWSASBwxZc1lzPx9pjMj+o76HeQac3lk6COYbWaMZmOXY7q7d9a21TI4eDBVrVWMCB1BbVstRrORxvZGovXRyAQZnnJPhgQPIUYfw6LCRWyu2czpEaeT7pfu0laFqYJWSytBmiApHu8kot3eTnVbdZfy2rZa8hry8Ff7U9tei7eHtzNb+b4UNxdT0FRAjD6GqYlT+SbnG0REInQRDA4ZzMvrXwYBXtv4mjNvzI76HQwJGcKDgx4kzCuMi5MvZlHhIqpaq6hpq3HJg3PI/tvau61vspiO4FuQONHoERNfEIQsQRC2AkOAlYIgFAqCUACsAkb1xDklIEIXQag21KUsVBtKhG6vH+j6yvVM/3k6s/6ahafckxFhI/g4+2Pe2foO/5T+w8NDH6a5o5kvdn7h0o7VbiWnIYd52fO4Z8k97GrYhYiI3sM14Veqbypq+YmbtOlEpqS5xC1zgORVWQjydihJaZVaBGTUt7tKXVKdDbt/g/Tz6dUlR30YyJVQ6VilGRbnx9rCeiobuyZ9k5A4GLnGXKfxsYcf836ktKWUIE0Q58Se47JPIVMQ7hXuzB+yh7NizqKgqYBvdn/DLX/dwkvrX6Ld1s7qytUEa4N5ZsQzTIqexEPLH+KFdS8Q5hXGnNPnYLVbufK3K/km5xuazE0sKlzExQsvZsoPU7jlz1vINeb2+HcgcXzwV/lzcaKrZ7uAgEqhori5mGsWX8OUH6Zw5a9XcmbMmV2OHx0+moLGAv4o/oN0v3Q+OuMjnhz+JENDhvLfjf8FIFAd2CVp5ZqKNRhUBr7a9RULdi/gvPjzyAzIZGri1CNajQ/1CqV/oKtoqpfS66C5cyROfHpqjXEycA5wBhADjAbGdP7/7B465ylPoCaQOWPnMDp8NBqFhtHho/nv2P86A7lKmku47a/bKDOVoZApiNRH8uH2D7HYLdhEG15KL+5Zcg917XXd5uOwiTbsop02axuvb3qdurY6nhj+BJkBmWgUGkaFj2Ji9ETmbZ/nlPGTOH6UNpe6pQtWQY2VYIPjpUpAIFgbTGHTPhnRre2w9GVIOdchidubCAKE9IXdfwCgUsoZHufHZ6u7+kZLSBwMuayrfLNcJkcuyFHKlczMnMllyZfhpfQi2SeZuwfcjYfMg7sG3EWcIQ6dUsfUxKlEe0fzT8k/bKjaAECzpZm3trzFuXHnUmWqcrhpZb2H2WZGROTngp9ZXr6cnIYcTBYTT6x6gm2127h3yb3OVZeN1Rt5bs1ztFq6XzWXOLEQBIELEi7g6rSr0XvoidZHc+eAOyk3lfPyhpedOWZKWhzKlbP6zsJP5UewNph7B92Lh9zDmUSww95BZkAmWqUWH5UPN2XexODgwQRpg7qeFwGL3ULfwL6YLCbe3fouFydezPSU6d2O/wOh89Dx2LDHmBw7GY1CQ//A/rw94W2ivKOOzRck4Zb0iAEiimLRwT49cU4JB0m+Sbw4+kV+mPIDL45+kWTfZOe+spYyrKKVIE0QlyZdyrbabS7HCoJAm7WNZWXLmBw72WWfl9ILjULj4jtaYaogpz4HvYee8xPOp9HcyGsbX2NR0SLq206srPEnA2UtZfir3UuC12wVqWq0Eajf+zAK0gRS2Fi4t9Kmz0AfDEFpXRvoDUIyoXStwzACJqYG8+maIto6bL3cMYkTiQRDQhe1txmpM5x+9hG6CO4ddC/fn/c99wy6h1c2vEKOMYc5m+YQb4hnVr9Z1LTW0GhuZFX5qi7t5zXm8V3ud6ypWNNl39qKtWQG7A2/LGouQtwvm8WayjXOIGKJE58QrxD6+Pdhcuxk0vzSeGvLW8gFeZfA8sVFi1HIFIyNHMuwkGG0W9v5vfh3RkeMJsY7hhGhI1hTsYb7l97Pu1vf5fVNrxOsDcZT7km6v6tL3/io8bRb2ylpLnFOdJptZkK9XD0xDodYQyxPDH+CH6b8wJvj33QZvxInJ5JU0UmIWqHukvF2T/mlSZdS315Pkm8SoeZQfiv8zbnfQ+aBgMMI+av4L54d+SzLypbhq/Il1juWVze86tKet4c3ckHOsrJlsFe+njhDHFrlyaGbfqIgiiJVrVVuZ4AU11gJ0MtRyve6VQV7hbC9ptP4NRZB7u8w/LZe6mE3eOrAOxxK1kLMKEINahKCdHy1rpirRkjiChKHR5A2iNdOf42VZSvZUb+DEWEjGBg0EESHstDK8pV4Kb0YHjocrVKLxW7B4GnAbDOzqHARhY2FROgiKDeVE6mPJL8x36V9T7knjebGbv/mo/RRlJvKndu+nl1dM4O1wXgppTiQkwmVQsXnOz93bnfYOrrk9wKHN8PXOV8jF+Rcn3E98d7x9PHrw6iwUXy0/SOCNEE8d9pzzF45m3ZrOz/m/cgZ0WfQL7AfQ4KHUNRURJwhjtq2WipMFfir/Wk0NwIc1TPIQ+5BsFaKtztVOHFkHiRcaLO0Udta66J6cSA6bB3kNuTy4LIH+XD7h/yQ9wOPrHgEm2ijb0BfZ72NVRu5Jv0aALJqs/hy15fEG+JZVLgIs82MVbQ662b4Z9Dc0UyFqcJlpkIlV3HXgLukAMfjTG1bLSq5qovUZ2+TX20hxOC6FB+mDaWwqRC73QZr3oG4MeDpZuMlKB3y/3FunpsZypv/5NFukVZBJA6fKH0U01Km8eSIJxkROgIBgbWVa7n6t6t5d+u7vLLhFa767SoEBJ4a/hT+an+GBA8BYFfDLvoG9mVD5QamJk7FQ7bXLXZQ8CCKmopot7VjE20uSeD0HnqGhgx1rnAPCxlGsm8yZ8fs9X5WCAoeHfoo/hr3mrCQODpS/FIYHzme08JO4/z489lSvYXb+9+OsI/gxzmx5zhXzaanTCerOov+gf0paC7gweUPMj9nPq9vfp2XNrzE48Medx4nIKBVaPli5xfkGfP4aPtH+Kv9ya5zZE5vt7UzPHQ4aX5uspIt4fZIKyAnIJurN/PGpjfIbczl7JizuST5EpdA833Z3bCb97PeJ847rov6xXtZ73HfoPsYFjoMERGLzcL22u28Ne4tqlqrMKgMBKgDyAjIYEfdDp4Z8QwlzSUYPA2oFWp0HjpMFhOTYydjspjosHcQ4x0jZUTtBUpbSrv10e1tdpV3NUAcY0dPTd4igporoc/UXurdQQhMg12/gKUVlBriAryI8tPw6eoirjsttrd7J3ECYbVbWVe5jtc3vk6kPpLSllIXd6gWSwt/Ff/FosJFxBpiuTHzRs6JO4eS5hLMNjMXJ12MxWbhhVEvUN9ej85Dx5KSJfyY9yMA87bP46q0q7i93+2IiMR5x2G1W3l1zKtolVoSfRLxU/vxwOAHuCDhAhrNjUTqIw+eDFTihMRP5cclSZfwxuY32Fm/k8mxk0n2SebpEU9T2lKKr8qXJJ8kKkwVXJZ8GTJBxvjI8RQ1FfHBtg9c2qo0VdLS4Vg5kQky/NX+zEibwfCw4ZS1lKFX6lHJVYyPGk9pcykjJoxwjjUJicNBMkBOMPKMecz8faZTrnFe9jyqW6t5asRTXTJg17TWcNtft1HaUsqNmTd2aavN2kZBYwH/2/Y/BgUPYmDQQMZEjkHnocNX7UukLtLhQ9pcxOc7P6fCVOFy/IODH+SylMt67mIlDpvS5lK3c78C2F1lZcoATZfyCF0Y6i3zIX4CHEGw4nHDQw0+0VC6DmJGAzB1QATP/rqDiwaEY9B0FWmQkOiOHXU7uOmPm7CJNoK0Qd1Kixo7jDRbmvm75G+yarO4q/9dvLP1HZc6mf6ZeHl4kWvM5fLUy1lZsRJvT2/OizuPJJ8kUvxSXF7+4nxcJ4IMKoOUF+QEor6tnrKWMjRKDZG6yMPKLL6rYRc3/XkTVrvDW+HD7R/SYG6gtrWWFL8UattqKWkuYVryNMJ14QAsKlyEh9yjW0ECi92C3kPPo8MeJc4Qh1KupF9gP/oF9nOpt2+s6R4qTBVUm6rxUfkQoYtAOFESqkkcNyQXrBOM/Mb8LlrxvxX+1sU4AChqKqK0pRQAGbIucSHnx5/PzvqdnB9/PjoPHW9teYvn1j7Haxtf47eC37hnyT38lP8TN/5+I2dEn+FyrEJQ0Me/zzG+Ool/S3FTsdtJ8Da322losRGg73qbGWiVYetocZ/A8+4ITIWCpc7NCF8Ng6N9eXHRrl7slMSJRnZdNjbR4bq3umI14yLHuewXEAjzCqO+3SHcUdtW260r5WUpl+Eh96CqtYr3s97nqtSrOCP6DOZunstNf97Elb9eyc66nT1/QRI9zu6G3Vyz+Bou++UyLvrxIj7Y9gFNHU2HPC7XmOs0Pvbwc/7PTImf4pTbX1y0mOLmYuf+BEMCv+T9wgUJF7gcp5KrSPRJZP4585kUPemwDKA9rKtYx6U/Xcrlv17O1IVTWVy0uEu/JCSkFZATjO5ybGiUGpQyJbVtteys34mx3Ui0dzSe8r0rIp/v/Jxb+93KirIVlJvKOSP6DFL9UtEqtGyr28YrG15x1l1ftZ54Qzw5DTlE6aMQBIEmcxMvjHqBkuYSVHIVffz7kOqXelyuWeLQFDYVEubVC9nDD0JOhYVwPwVyWdeZrz4V2Sz1VDLObsPDXTMOB6Y63LCs7dD5QnjRgAjuX7CVCweE0z/S/ZI+SvQuHbYOdtXvoratFhERY7sRmbB3fLdYWthZv5NZfWexuGgxeg89p0ecztc5X7u04yH34I2xb/DB9g9otbRyVdpVjAwbSbp/OnGGOP4o+gNvlTevrNx73y5uLub5dc8zd9xcSQTkBKbd2s7rm14nz5gHgFW0MnfzXPoG9qWPfx9y6nNosbQ45PJlHqT4pRDtHU1pcyk2e9cYNW9Pb9ZWrXUm+qs0VfLSupeYPWQ21W3VWO1WLk+7nMaORvQeehYXLSbUK5QrUq5gcMhgTBYTG6o2UN5STpAmiGTfZPSe+i7n2UOlqZJ7l97rNKhbra08sPQBvj7na+J9JLc/ib1IBsgJRqJPIn38+5BVm+Usu7P/nWgUGh5Z+QhLSpcQ4x2DWq7mjv53cEH8BSzIXYDRbOSFdS9wU+ZNpPilMH/XfOra67h34L1k12V3Oc/W2q0k+iSypWYLp4efzoCgATyy/BHMdrOzH/89/b/OZVyJ3qW4uZi+gX17uxsu7CzrINy3q3uVZ2Mpnq0N1AaEUthYQKJvYi/07jDw0IB3BJRvhEhHdnYvlYLLh0Ry9/wt/Hr7aaiUbug+JtFrLCldwttb3mZg0ECnGtG16dcSog1xrlIvKV3CsJBhxOhj8Pb0prCxkMKmQmcbI0JH8M3ubxgcNJi3xr6FXbA7DQq9p57b+t3G1WlX80/pP13Ov75qPQ3tDZIBcgLTYG5gZfnKLuV1bXV8l/sdZquZj7M/dia5NHgamDt2Ls+ve54rUq4gWh/tMp5uzLiROZvmuLS127ib3MZcnlr9lLPsldGvMCN1BhcnXYxWqUWj1GCxW5i/a77LBOU1addwY98bu1XaBIfr9/4JOK2ilXJTuWSASLggGSAnGIHaQF4a9RJbardQYaog1TeVdP90ttRsYUf9Du4ZeA/b67bTamllt3E3M9JmMCp8FFm1WcQZ4lhSsoRFRYuc7b2z9R2uTb/WRY4XHAZGaVMp01Oms6x0Gb8X/86t/W/lx7wfyWnIIachh621WyUDxE0oaS4hWONe8oXbSy0MjffsUu6Tt5SWoFTCtDqy63e4rwECEJgMhSucBgjA0Fg/NhQ38PRP2Tx9vuSGeKqR25DL4qLFZNVmcWbMmQwPHY6/2p/q1mqeWf0MU5Om8t7W95z152XPY0bqDAI0ATR3NOOr8uWrXV85k8ONjRjLU8OfIr8xnzCvMDzlnry55U2GBA/hg+0fEKQNYlX5KnQeOqbETyEjIAO9p55AdWCXviX7JKP3OPDstIT7o/fQk+6f7kw8uQc/tR95jXm0WlpdX/BFaGhvYHrKdJaWLmV6ynRsoo0qUxU6Dx1eHl5d3LfCtGFUmapcyh5e8TDfnPMNkfpIZ1lxUzFzNroaLx9s/4CJ0RNJ8+/efdZH5YNOqaPZ0uwsExC6Ha8SpzaSAXICEqoLJVTnmuinqaOJ6cnTeW3ja05fyyWlSwjSBtHHvw+VpkqKmopcjI89xwVrg7ko8SJ8PH2oaq1iZ/1OwrzCSPVNZfaK2U6p3z+L/+TugXfz6oZXsYt2alprqGmrocPaQaAm8Ih8RCWOHcZ2Iza7DZ1HL2cR3wezVaSo1srUIa4zsbIOE7rK7VT0m0akTOCn/J9pt7U7s/C6HQGpsOp1sFtB5rhdCoLA1cNjmP39NobGlTM548iTbkmcmJQ1l3HjHzdS1ep4eVtetpxr069lVr9ZzhdDURSdMR/gUMH637b/cVPmTeiUOj7O/tglOdxfJX8R6hXK7vrdVLdWk+KXwrMjn+WmP27ixr438sSqJ5x1f8j9gXlnziMjIIMU3xSmJ0/ns52fAY4X14eGPnRQ9xgJ98Zmt9FobuTegffy4LIHKWgqAOCC+AvQKDW0WlpdVjcALk25lNKWUl7e8DJWu5WfCn5CISi4a8BdvLLxFfoH9ufu/nfTbG2mrLmM5WXLmZ46HUEQkAty51hts7Z1EUho7mh2kd/fQ3fxKLVttbRb2wnSBPH0yKe5Z8k9WOwWZIKM+wfdT4y3lENJwhXJADlJiPOOY0PVhi6BXh9v/5iLEi/ix7wfGRQyCIOnAaPZ6NwfrAlGJsioaKng25xvidBFcNfAu2jraGN99foueUZWla+ij38fttRsIcwrjEsWXkJ9ez3nxZ3H9RnXSysivUBRcxEh2hC3UhnZWeaQ3/VQuPbJu3QDrT5R2JQqPIAQr2C212xnQPCA3unooVB7g9YfKrdCaH9nsdZTwW3jEpj93TbiArxICZFe+k4FchpynMbHHj7O/pgLEi4gUBPIyLCRNJobCdIEudQzeBowWUz8Xfw34yPH879t/3NpIyMggzCvML7O+ZqfC35mSPAQHhryEN/nfu9SzypaWVKyhIyADLxV3tza/1bOjj2b5o5mIvQRB5Rjl3B/Kk2VfJr9KZ/v/BytUstt/W4jRh+Dh8KDWO9YChoLmL9rPtf2uZblZcudx2kVWvKMeS7PfqtoZVHRIoaGDGVIyBCWlixlXdU6Yr1jeXjow7y95W0C1AFkBmSysXoj4PB6CNGGuPQpzCvMxX0QHIbuvuPMYrOwpHQJz659lrq2Os6JPYfrM67nm3O+ocJUgZ/aj1jvWDzkknKghCtuGv0pcaR4Kb3QKbvOgNtEGxUtFYiIfJPzDTdk3ECCIQGAVN9U7h54N5/t+IwV5SsQESluLuaeJfdgUBm6DWgTEdEpdTw27DE+3PYhNW012EQbC3IXsCBnAfnGfFaWr2RX/S46bB09ft0SUNhY6HY5QLKKzUQH7D+/IWIoWk1rYJKzJN6QwPqq9S55EdyOwBQo6uqTHeOv5fKhUVw7bx21LeZe6JjE8aY7I1/s/KdRarhv0H3Ut9czI20GKb4ppPimcP+g+7l7wN1olVpq2moI14VzQfwFKGQK9B567ux/Jza7jTmb5jizna+pXMMnOz5hYPBALk66mBszb+TmzJuZFDUJi93C2vK17KrfhVKmpE9AH4aHDZeMjxOcX/J/YV72PCx2C0azkSdXP0mH2EFGQAZeHl4o5Uo67B3sbtjN9JTpqBVqVHLVQfNu9A3oy8K8hayrWgc4VDQfW/kYE6ImIAgCQRrHc2Nw8GCePe1ZDCqD89iixiJ2G3fzzIhnODf2XACSfJJ4Y9wbLhON2XXZ3PXPXVS3VmMTbXyf9z0fbf+ICH0EI8JGkOybLBkfEt0irYCcBGyq2sSsv2Yxq+8sFDKFy0zI1KSpfJH9BZNiJjFn0xze3PImjw97HAGBv0r+It+Yz+aazS7tWe1WNtdsJt4nHpkgc1kFmZY0jTT/NFaXr2Zr7VZnucHTgLfKm0t+uoR2WzsyQca9A+/losSL3C4798lGQWOB2/nXbirqYFyaa5CiZ2MZMms77fq9LksB6gAUMgW763e7byxIQBps+B8MvRkE1zmbEfH+lDe2cd289Xx1w1A8FVJQ+slMgiGBQHUg1W3VzrLLUy53KtDFeMfwzMhnqGmrYVT4KH7J/4UX1r2AiIhaoWZW31m8vP5lnhz+JJckXYJSpuS73O9otbZ2kVfPacjh9n6388qGV8hrdCgiDQgawMToiVz7+7XIBBn3DbqPCxMulO6xJzhN5iYW5C7oUr6+cj3DQx3xZ5G6SCZFTeKf0n8I0gRxcdLF+Hj6EK2PpsnchEJQuLhLTYmbgkapccYa7WHPOJueMp1Y71hm9Z+Fn8rPRbhgdflqbvv7NtqsbQgI3NrvVn46/yfHc97T26W9/Mb8LhNIC/MWMjNjJsFa94pLlHAvJAPkBMfYbuSp1U/R1NFEm7WNu/rfxeaazbRaWxkUPIiFuQsZHTmaZWXLuKP/HQC8uuFVGswNPDn8SeSCHL2HvotPp0KmYP6u+dw78F621mzFbDczKWoSwZpgvD280Shdk8tNjp3M+1nv025rB8Au2nlh3Qv0C+x3wGA1iWNDnjGPZL+uiaB6C6PJTk2jvYsClnfxOkz+ibDfLHKqXyoryleQ6JsAuI8bmRMvf1BqoGanQ5p3Py7sH87rf+3moQVZvDQ1061c4SSOLWG6MN6Z8A6/FPxCVm0WZ8eczYiwEShkex+lKoWKCF0EK8tW8uaWN53lbdY25mXP47Fhj7GlegsDggbgq/bl8tTL2VKzpcu51Ao1ZpuZ0RGjmRw3mS92fsGGqg0MChqESq6i3dbO82ufp19gP0kS/QTHU+5JlD7KJTYIINRr72SNh9yDS5IvIcnXsYIcrgtHq9A6YgBFG0+NeIp/Sv7BbDMzNnIsNW01lLaUolaouxi3KX4pDAkeglrZVcmqprWG2StmO48REZmzaQ6DQwYTpY/qUr+7mKNQr9BuUwZISOyL5IJ1gtPU0cRu427AoTH/v23/w0/lh6/Klzkb57Ch2qGksal6E69vep04QxylLaWcF3ceczfP5anVT3FF6hUubQ4PHY5ckGMX7Ty/7nn6BvalsqWSB5Y9wPyc+ayvWk+aXxqpvnsfelql1iW2BBw3rpq2mp79AiTIb8wnVOs+gdCbCs3EBu2X/0O0oy/bhCkgoUv9UK9QrKKV3Ibc49jLIyQwFQqXdbtLJgjcMCqO9UUNfLamqNs6EicP8T7x3Nb/Nt6b+B5TEqYQoAnotl5zRzPjIscRo98bfFvdWk2uMZdfCn+hw9ZBh62DUK9QRoSOYEr8FJfjL0+5nJc3vMwH2z7gzc1vclXaVYAj58+ec4qIVLR0TUIrcWLhqfDk+j7Xu4hxROgiGBQ0yLm9rnId1y2+jjmb5jBn0xxeXPciW2u3kt+Yz8fZH7O2ci0RughaLC08vupxzDYzvxX+xvSU6S7nmhA1Aa1C263xAQ4Z4P3jnIADjrM03zQy/DOc23JBzn2D7sNb5d1tfQmJPbjdCoggCB8Ak4FqURTT99t3D/AiECCKYm1v9M/d8PH0IcM/g621W4nSR3FW7FmsKl9FmFcYdw+8m4+2f8SwkGFE6aMI0YYQoYsg3hCPwdNAQaNDYeOPoj+4td+tWOwWYvQxVLdW813udwwOGcx52vMoaykju96RK+S73O+I0EWQ4pvCf8f+lx11OzBZTcTqY1mwe4GLwSETZF2C2iSOLRabhQpThVvFgKzLNxMf5Hpr0dTkYFXpsXbzUBIQSPNNY3nZ8k6deDdcQQhKg02fwqDru7hhAaiUcm4bm8CTP2UzKNqPpGD3USSTOP4UNhaypWYLBY0FpPmnMTluMm9ufpMQbQgahYYrUq/g9r9vx6AycE36NfQP6s9d/e/izOgzqWqtQilT8sXOLyhrKQPAYrewsnwlmQGZROmj+LP4T8Dxsufl4dWblypxjOgb2JfPzv6M3IZcPOWeJPsmE6ZzuPaZLCbmbprr4g69J/4yVBfK6RGns65qHTH6GEZHjKbB3EBNaw1lLWU0m5v575j/UtBUgFwmx0PmcdAxoxAUhOvCKW0udSk/kMpisFcwL495mZ31O2nuaCbWO5ZkX/dZkZdwX9zOAAE+AuYCH+9bKAhCBDABKO6FPrktOk8dDw99mNc2vMbayrX8mPcjALnGXNZXreeV0a8wIGgAA4WBzmMeGfoIayvWOrd3NexiV8MuFIKCm/ve7ExalN+YT7+AfkTo9wY32kQbZpuZDnsHwdpgFx/PF0a9wN1L7qa+vR6VXMWjwx4l1ju2p7+CU5rCpkKHBLLMPSSQzVaRrGILY1JcfdL1JRto9TvwWAjThbGtbht5xgLiDG44ZryCQK6E2l0QkNJtlVCDmksGRXD7l5tYeOtIlO6a4V2iRzG2G3lo+UPOZLH5jflE66O5LPkyovRRNJobeX3z6876qytW8/7E99F76IkzxDE8bDj/WfMflxg7gPr2eiZETqDKVIXFbkGtUHNN+jW4s36DxJGR6JNIoo8jFq6lo4XdDbtRKVTIBTm1bV3nXG12G38U/cEvBb8ADnfcDVUbeGL4E9y39D7CvcI5I+YMbv/7dhc36wviLyDRJ/GAweHTk6fzv23/o7atFk+5JzPSZhy03/u/C0hIHA5u94QURXEpUN/NrleB+5But11I9UvlvkH3OW9CezBZTGyr3caPeT9itjpUejZUbmBj9UYi9BEufssA58Wfx6JC1zwhm2o2ubj3JPkkEaQNIlDTNeh5YPBAvjz7Sz458xO+PudrJsdOlnKD9DC5xlxnAKw7kFXcQYiPHK3nPrcWmwWv6mxa/Q6cBVdAIMU3hdUVq45DL/8FggBB6ZC/5KDVxiQGoPaQ8/6y/OPUMQl3o6i5yGl87KGwqZC+gX3RKrX8Wviryz67aOf3wt+Z+ftMLv35UlaUreC0sNO6tHthwoVE66PpH9SfO/vfyWXJl7G4cHGXnFASJz75xnxu++s2pi6cypKSJTyy4hHGRY1zqSMg0DewL78WuI6nBnMDbdY2Xhj1AnPHzqXR3NglxvP7vO/JM+Z1e+5gbTCbqjYxMWoiMzNmcmXqlfxV9JdLPIqExLHA7QyQ7hAE4VygTBTFrpF6XevOFARhvSAI62tqTp34A61Si6e8a9Zpm2jj0ZWPstu4mz+L/qSspYwIrwgazY3cN+g+Uv1S8VX5cnXa1Zwffz4ToiYwM2Mms/rOYmTYSAQEAjQBGDwNjI0Yyw2ZNzAsdBiybtxQAEK8Qugb2Jdo72gpGLeTnhyTu+p3uZWb24pd7SSHuBqdXlU76PAKxOahOcBRDiJ1kRjNjVS2VPZkF/89wRmOOBCxqzz1HgRBYMawaN76J4+qpvbj2Lkj51S9V/Y03cmXA7Rb2/m54GfUiq6+9wq5gj7+fZiWPI2a1hoEBB4d+ijR+miCtcFcm34tGqWGOEMcqypW8eH2D9nVsIunRjx10snvnurjssPWwac7PmVg8EDuGnAXNtGGn9qPKF0UV6RcQYA6gHhDPHcOuJPy5vIuE4ngEDBot7WzrW4bKoUKheBax0Pm4ZLbY180Sg239b8Nm93G17u+ZmvNVp4Y8YSUSFDimCOIovstKAiCEA38JIpiuiAIGuBvYKIoio2CIBQCAw8nBmTgwIHi+vXre7azbsQn2Z/wwroXnNvhXuGMjRyLQqZgaelSco2OIF8fTx+u6XMNCkHBpupNeHt6c3369Wyv386Tq57Ey8OL0uZSJkZPJM03jQsTL6S5oxkPuQf+av9T3bA4qos/1mPyht9voH9gf/oH9T905R7GbBWZ+W4tN43XoVPvNVBD136IxcuflsDuXZf2ZUf9Tiy2DibHTe7Jrv57Vr8Fg693SUrYHV+tK0YuE3j54r7Ho1dH/Qd5qt0re5Ls2mw+2PYBi4r2riaPCB3B+fHn88DyB3hq+FM8tPwhp3SpVqnlmRHPkFWbRUN7A6UtpaytXItGoWF85HjGRo7lP2v/g4+nD5+c+QkKmQKj2YiXh1e3xowbIY3Lf0GFqYK/i//m1Q2vOlUlBwYN5KyYs3hn6zuMDBtJS0cL/5T+Q7gunDHhY1wSWyb5JjE8ZDgfbv8QgDBtGNNSpvHS+pcQEAjThTEpehIFxgJeHP3iAd2wrHYrDe0NeCm9DhiwfoJySr/AuBPuGAOyP3FADLCl88U3HNgoCMJgURTddKr02LOjfgfLSpfR0N7AmIgxZAZkolKo6LB1kFWTxdrKtfir/XlmxDOsqVyDr8oXD7kHX+78kgsSLnAaH+BYos2qyaLV2oqfyo/1leuZkTqDoqYizo49m7r2Os6PP5+1lWtJ9ktG76nvVmpPovfZVb+L8+LO6+1uALCxwEyIj9zF+BCs7Whrd1MeOfiw2ojzjuGn/J9ps7SiVh58xaRXCMmE3b8f0gA5JzOUu+dvYXdVMwlBUkD6qYTFbkGr1HJj5o2UNJUQrgunob0BO3ZSfFPYWLWROwfcSX5jPhqFhoyADKdkarpfOmqlmrWVa2m1tvJj/o/sbNhJv4B+eHt646nwRCbIDqi8JXHiUGWqYl3lOjZUbSAzIJMhIUMI8QpBISj4bvd3TuMDYH3VeqYlT6Opo4lvd3/rLM8z5vH0iKfJCMhgdflqIvWRGDwNPLT8IWedMlMZ9W31vHDaCzRbmtlWuw1RFJkQNQFju5FAbfc5pBQyhTTOJHoUtzdARFHMApx/IUeyAnKysKt+F1f/djUmiwmAT3d8ytyxcxkdMZqs2ixmr5hNaYtDseL+wfczKHgQL69/GaPZSIQugrq2ui5tFjYVEuYVRog2hLNjz6apo4nPdnzmVLH6lV+ZmTFTymbuxtS21WK2mfFX+/d2VwD4Z3s76eGu7le6ym2Y9aHYFV3dA7vDQ+5JmFcYWbXbGBxyeEbLcSUkE5a9Ah0tcBAlGY2HgrP6hPDy4hzevmLAceygRG9jtplZkLsApUxJoCaQP4r/wGwzE+IVQphXGKsrV/P17q8J0gSR5JNEbVsti4sWA7CocBGZAZmcFXOWM6avoLGAsZFjGR85/oCurxInFiaLif9u/C8L8xcC8M3ubzgt7DSePe1ZbKKNgqaCLseUNpVyddrVvLXlLefq2ay+s4g3xJPun06HrYMFuxdgsVu6JAYsaSkh1CuUp9c87SzzVflya99bmRQz6YAKVxISPYnb3c0EQfgCWAUkCYJQKgjCtb3dp95mfdV6p/Gxh7e2vEWjuZFttducxgfAnI1zqG2t5dnTnuWxYY8xM30mmQGZXdocGDQQD5kHw0KH4evpS1lLWZecHV/v+rrbYHMJ9yC7LtttYm0aTDZ2lFtIDXNdzneoX8UdUVuxhli21G7BLfUmPLTgnwAFBw9GB5iQGsSagjpyqpqPQ8ck3AWNUoOvyheL3UJZSxlmmxkvpReRukjS/dIZEzEGgKrWKlL9U/m96HeX47fUbHFJ+DYmYgxT4qY4E9BJnPgUNxU7jY89LCtbRkFjAb4qX8ZFjutyjL/GH29Pb2YPnc3jwx7nw0kfckXqFagUKipaKnh90+tk1WYxImxEl2PHRY7jvaz3XMrq2+upbqumsLHwmF6bhMTh4nYGiCiK00RRDBFFUSmKYrgoiv/bb3/0qbT6AY7gxf3xkHvQ0N6A1W51KW+ztvHG5jfYUbeDJ1Y9wSOrHmFVxSquTrsapUyJTJAxLnIc/mp/zo49m+112zGajbRaWrue19aOt6eUTMhdyarJIkrXNTNtb7Aku52UUCWeyr3GkLyjBXVDMa2+0UfUVoA6AKvNRpm7JlgLGwg7FnIoA0mllDMpLZjX/9p9fPol4RZYbBau73M94V7hgENV6Oa+N/PU6qd4acNLyAQZY8LHICAgQ9ZlthpwrnQMDR7KrH6znPkgJE4OLHZLt+VWuxVBELgi5QqGBA8BHDFCMzNmMj9nPs+ufZanVj9FZWsluxt2o1FqaGxvpMHcgNlmpsXSQklTCVMTpyIX5CgEBefFnUeAOsDFpWsPoih2eYeQkDheuJ0BItGVQcGDkAty57afyo+Lky5mxm8ziNRFovdwjc84P+F855I+wJ/Ff1LSXMLTI57mtTGvcUH8Beg99Ly64VUEBBbmL6S6rbpLQOPVaVe7lcKShCubaza7hTKJXRRZnNVG/xjX1Q9d2WbafCIR/4UUc7R3VBcpU7fBLw6sHVC57ZBVJ6QGsSSnhpL6rga+xMmJh9yDxUWLGRQ8iJkZM7l7wN28u+VdjGYjAPO2z2NC1AReGv0SgZpA+ge6xhNF6CIYFTaK7879jtfGviblUjoJidJH0S+gn0tZvHc8Ybow5u+az5W/XYmnwpOHhzzM/YPu58e8H9lS4xAB9fb0xi7a+WLXFxQYC7jlz1uYvXw2UxOnArAgdwG76nfx4qgXeW/Ce1yTfg2DQwZzVdpVLufzlHvio/JxWW2TkDieuH0MiASk+aXx/sT3+Wj7R9S11TGr3yzuXnI3JouJH3J/4InhT/BLwS8UNRVxRvQZZAZk8nXO1y5t/FH8B9emX8uayjX8UvAL0fpobul7C0VNRfyY9yPent7c2u9W1lSsoaq1igsTLmRc5Di3cO+R6IpdtLOtdhuXJF3S211hc2EHSrlAmI/cpdy7eB3NoRn/qs0Y7xgWFS5ifOS4bmUmexVBgMihsH0BBPc5aFWNh4KxSYG8sySPp88/eF2JkwOFTMHg4MHUtNXwT8k/mMwmZg+bzU95P1HVWsWIsBGUtZQxOXYyy8qWMSZiDCm+KayrWkcf/z6cG3suqf6pvX0ZEj2It6c3T418ih/zfuSfkn8YFjKMCxIuoNpUzXNrnwNgaelSlpYuZVbfWZwffz5/Fv9JpC6SzMBM3tr8Fn38+5DfmN/prgpnCGdw98C7+TX/V7w9vVEr1fQP6o9M5phnPj/ufLwUXizIXUCgJpDJsZNJ8U3BV+3bW1+DxCmOmz3ZJbpDLpMzMHggfQP6YhWtbK/b7owJWVK2hNWVq5kSN4Urh17JnX/fyYryFS5BjADTU6YT7xNPmn8a05KnIYoiO+t3cs/SewAwmo28sO4F0vzSeHL4k6T4HVoyVaL3yDXm4uXh5RYucj9tbGVQrIeLserRUo2yrYE2w7/LUaBRaPDx9CHXmEuyb/Kx6uqxI6w/LH0ZjMVgiDxo1Ulpwdz37VbumJCIv9fhBeNLnLhE6aMw28ysqVhDgk8Cy8qXUdNeQ5AmCDt2vtj5BQCToidxWcpltFvaUcgVGNuN6D31B5RFlTi5iNJHMavvLK5Nvxa1Qo0gCPxW8FuXenM3z+XLs7+kpKmE3cbd/FH8BwqZgtERo1lcuJhhIcNYVbGK1ze9ToA6gAcHP8io8FF47if84afx49KUSzkv/jzsoh2NUuO8Z4uiKE02Shx3JAPkBEIhV6BAgb/KH7VCTZu1DdiruhKkDaK2vZba9lrGR47n1n63opApSPdNBwEeX/k4zR3NXJJ8CQODBqL31KMQFFjFvT6gBY0FaJXa3rpEicNkfeV6En0Se7sbFNVYKaq1ct4AV8lc76I1tAQkwVGo9kTpo8iqyXJPA0TuAVHDYMsXMPr+g1Y1aDwYGuvHhysKuXeSFEh8sqNSqLg2/VrS/dPZVruNsRFjWVG2gq9yvnLWGRoyFA+ZBz/k/sAPeT+QaEhkSvwU/DXuoWgncXwQBAHNPnLjQdqgLnUidZGEaEO4LOUylpUt47Tw09AqtXyc/TGVpkpuzryZVRWrAKhpq6HV2trF+NiXfXN6NHc0s6ZiDV/nfE2gOpALEy8kMyBTMkYkjgtSDMgJSKQ+kqdHPI2HzDFTppApeGToIyzIXeCs80fxH7y+6XVCNaF4KDyY+ftMfi74maVlS7nlz1tYU7GGcK9wZg+d7XRx8ZR78szIZ066zLonIyvLV5Ls0/sv5gvWmhgc54lCvs8Dy27Fu2QdpsCje9mO1EVQ1lLWRQHObYgcCuWbob6rZOb+nN0nhE9XF9Hc3n3wqcTJhUFlQClT8tmOz1hettxlX4A6gFv63sLC/IXMXjGbdZXr+GznZ1z3+3WSItEpToIhgVl9ZyF05srTKXU8MeIJfNW+CILAO1vf4aNtH/Hfjf+l0uRIg7avi+qosFEMDj58+fIlJUu48587WVm+ku/zvufaRdeyo37Hsb0oCYkDIK2AnIAIgsC4yHF8fc7XVLdWE6AJIFgTzNLSpZQ275XklQty4nzi+KXgF2yizaWND7d9SGlzKV/v+pobM24kxCuEZN9k4g3x0uyHm2OxW9hQtYEp8VN6tR9l9Va2lnRw60RXEQRdRRYWjQ9WteGo2pfLFIR7hZNVu42hIUOOqq0eQaGC2NGw7j2Y9AwHS7AbpFfRJ8ybT1cXcdOY+OPXR4leI0ofhUyQsbhoMYODB3Nz5s1oFBqi9FGsLFvpzFS9h0ZzI7sadhHtHd07HZbodbw8vJiRNoPREaMxmo2EeYU5JwTDvMKI0kdR0Lh3wkOn1BGgDuDuAXeT4JNAun/6YbvlNnU08e7Wd13KOuwdbKzaSKqfFIMk0fNIKyAnKHKZnFhDLENDhxJniKPD3sGFiRfy4OAHuTzlcuK843hj3BvEese6KGjtQSaTsbRsKQXNBczdPJeHlz9MTWuNlOjqBGBT1SaCNEG9Hv/x+YoWhsZ7ukjvAvjkL6UlKO2YnCPWEMuW6s24ZU4QgIgh0FIFxasOWfXczFDeW1ZAa4cke3kqEOsdy9vj3ybRkMj6qvVk12VjFa3c/s/ttNpau53osdgsLCtdRp4xD5vd1k2rEic7KoWKZN9khoYMdfFG8FH58OKoFxkeOhwBgWTfZG7uezMvrn+Rlze8zGMrH8NsMx/WOapbqykwFiCXdfNuIL0DSBwnpJF2ElDRUsF9S+/jpj9u4tm1z/JH0R88M/IZRoSNQC6TMyp8VBclofGR41lfud6lbFP1puPZbYl/ye9Fv5MR8O/UpY4Vu8ot7KqwMDjO1ddY1VCEsr3xiHN/HAh/tT+CIFDUVHxM2jvmyOSQcg6setORHf0gRPhqSA7W8dGKwuPTN4leRRAEBgYP5INJH/DL+b+Q4pfCaxtfwy7a+aPoDy5MuNClvp/Kj7zGPG7+82amLpzK0rKlvdRzCXclyTeJV8e8yrwz5hGhi+Dl9S/T1NEEOBJblrWUHbKNfGM+1y66lut/v54zY8502adWqLvIQktI9BSSAXISsK5qHasrVju3K1srmb9rvjPBULp/Oh9O+pBpSdOYHDuZdya8Q1FjkUvwOTiWeCXcG5vdxu9FvzMweGAv9kHkvb+aGJumxkPhOovrl/M7TSEZRxV8vj/xhnjWVa47Zu0dc3xjITAFVr3BoVZqLuwfzrtL8zG2dhyfvkn0Ot4qb8J0Yc6YPYCyljIqTBXcP+h+xkWO47r067gs5TI+yf4EcLhZPrriUcpbynur2xJuikapwVPhye9Fv7s8wxWCAp2H7pDH/5j3I4VNhbRZ21hRtoI7+t/BhKgJXJl6JR9M+oBkv96PLZQ4NZAMkJOAnPqcLmUbqjfQanUkP5MJMvoG9uWhoQ/x7GnPMjx0OJPjJ7skHowzxDEgaMBx67PEv2Nl+UoMnoZeTRD5y6ZW5DKBjAjXBIOqhiJUxlJMgcf2ARbjHU15Szn1bXXHtN1jSuIkqN0Nu7rKaO5LqEHN4BhfXvm969+sxMnNmMgxBGn2qhytr1rPwKCBvHb6awwOGczrm153caExmo0Y24290FMJdyfWO5aZGTNdyu4YcMchkwpabBbWVK5xbm+s3sicTXOI1EVy76B7SfdP75H+Skh0hxSEfhKQGZDZpWxcxDh0ygPPhmQGZPL52Z+TZ8xDJVeR6JsoZT0/Afhi5xeMDBvZa+cvrrWyYG0rV4/x2s+H3U7gtu9pihiIeIwTB8oFBQk+CawsX8XkuMnHtO1jhtwDMi9zBKR7h0HwgV3kLhwQzgPfbuXigRGkh/V+HheJ40O8IZ6PzviIXQ27sNltJPokOgPO/VR+yAW5i1hIsDaYAE1AL/VWwp1RKVRclXYVw0KGUdVaRag2lCTfJJQy5UGPU8qVjI8cz7babc4yu2gn1hDb012WOI4IgvALcJkoisbe7svBkFZATgL6BfXj8pTLncFjg4MHc0HiBYdUs4o3xDMpehKjI0ZLxscJQG5DLltrtzI0dGivnN/UbueFhY2Mz1Dj57Vf1vPC1chsHY7cHz1Aok8S+Y0FVLdW90j7xwQvf8iYCn8/C7UHXuHQq5RcOiiSO77aTLtFCjQ+lQjXhTMuchwToye6qF3FGGJ49rRnnTmYAtQBvHDaC5IBInFAdB46BgYP5OzYs+kX1M8ln8jBmBQ9iTHhYwAQEDg//nyGBLuhyqDEv0YUxbPc3fgAEETRTdVljgEDBw4U169ff+iKJwFmq5ni5mKsdivhuvDD8gWV+FcclUbxvx2Toihy0x83EaYL44zoM46mC/8Ks0Xk6e+MGLQCZ2S4Pug8miuJXPEG1annYNH49lgfco25lLWUMT1lunsrtVRlQ/YPcPpDENyn2yqiKDL371xCDWpevCjjaKWvj1o3+1S6V7ozxU3FNJobCdQGurhrnaBI49JNMVlMlDSVIBNkROojUSlUvd2l44lb5BkQBEELzAfCATnwFPA88BVweme1y0RRzBUEIQB4G4jsLL9DFMUVgiB4Aa8DA3EEID4hiuK3giAUAgNFUawVBOFy4DbAA1gD3NzZxv/2Oe4DURRf7dEL7gY3fopLHAmeCk8SfBJI8UuRjI+TkJ/yf6KoqYjxkeOP+7mb2uw8uaABlVJgYh+1yz55m5Hw1e9jjBrWo8YHOOKU7KKdleUrevQ8R01QKvSZCn8/AzsW0l1guiAIXDcylo1FDby0OIeTeSJI4vCJ1EfSJ6DPyWB8SLgxWqWWZL9kEn0TTzXjw504AygXRTFTFMV0YE8AYZMoioOBucBrnWX/BV4VRXEQcCHwfmf5I0CjKIp9RFHMAP7a9wSCIKQAlwAjRFHsC9iA6UBfIEwUxXRRFPsArkmJjhOSASIh4easq1zHc2uf47o+13WRU+5pNhWaufezegL1cs4doEa2z0y9p7GEqOWv0xKciikgscf7IiAwNGQoW2qy2Fi1scfPd1T4x8PgmbDrZ/jtwW6zpas95Nx3RjI/by3nvm+2SvlBJCQkJE4dsoDxgiA8LwjCaaIoNnaWf7HPz2Gd/x8PzBUEYTPwI6AXBEHXWf7GngZFUWzY7xzjgAHAus5jxwGxQD4QKwjC64IgnAE0HeuLOxykIHQJCTfFZDHxafanfJL9CTdk3ECkPvLQBx0D2jrsbCrs4LfNbdQ02zgrU0188J7gRhGP5kp885bhVZlFQ8xIWv3ijku/wKFTf3rEGJaWLKWspYxR4aN6PSHjAdH6w+AboXQ1LH4I/OIhfgKE9QcPLwC81UoenZzGvFWFjH1pCbeMjefczFC81QcPJpWQkJCQOHERRTFHEIQBwFnAs4IgLN6za99qnT9lwDBRFNv2bUNw+O4ebPlcAOaJovhglx2CkAlMAm4BLgau+VcXchRIBoiEhJuwsnwlb295m+rWamdCKZkg46KEizBZTF0SRx4NjSY5/2wx0GaW02ERaOuQ0dyqwGbfu8IR7t/OUO9CVJuLqbJ14Glpd+4rVaqo052GvUYONUXHrF+Hi7+YQnljPR8XOVatlTIFnnIVUfpIZyCv+xAM/heBsQj+/hHHBFYnnjpQauin8EQjC+WR79t55HuHQo3GQ06oQY1BrUSvVnLfGUkkB+t75xIkJCQkJI4ZgiCEAvWiKH4qCEILcFXnrkuA5zp/ruosWwzMAl7sPLavKIqb9ym/o7PcZ79VkD+BHwRBeFUUxWpBEHwBHWACOjrjRfKAj3rqOg/GSR2ELghCDXA4b0f+QG0Pd+docOf+uXPf4Nj3r1YUxX8dBX6wMRl0UVBwwOSAMADRLtJW1NZib7X3iF+OSIoC2S1eXXc0ilBhA4sIkCJY5BEym9NVs0UUaBVl7nPTEAD53hhue5toEy2i/Vg0LSLKBIRj0ta+CALoPJBrFGIXF9gV5fKWOounXekfoZGr9S4TRHWL5ha0bP6tvpsmj2pMOvp02PfKo8Xd7xcHQur3kXOsxqWJE/O7P1JO1DF2pPT2dR71uDwWCIIwCYdBYQcswE3ANzjiMc7CseoxrTMI3R+Hq1UKjoWDpaIo3tgZhP4GDjcrG44g9AX7BaFfAjzY2Z4Fx4pHW+d59jyDHhRF8dfjcNkunNQGyOEiCMJ6URR7L7X0IXDn/rlz38D9+3cicKp+h6fqdfckJ+p3KvW79zgZruFwkK5TYl/Dobf7cjyQgtAlJCQkJCQkJCQkJI4bUgyIhISEhISEhISERC8iimJ0b/fheCKtgDh4t7c7cAjcuX/u3Ddw//6dCJyq3+Gpet09yYn6nUr97j1Ohms4HKTrlDilkGJAJCQkJCQkJCQkJCSOG9IKiISEhISEhISEhITEcUMyQCQkJCQkJCQkJCQkjhsntQFyxhlniDiyREof6XOsPkeFNCalTw98jhppXEqfHvgcNdK4lD498DmhEAThfEEQREEQkg+w/x9BEA4qa7xvHUEQfhEEwdADXT1iTmoDpLb2lJBSljiBkMakhDsijUsJd0QalxISTAOWA5cei8ZEUTxLFEXjsWjraJFkeCUkJCQkJCQkJCT+JdEP/HwZ8B8gEigGHip87uzPj6bNzkznI4DTgR+BxwVBUOPIYp4K7ADU+9SfCDwBeAJ5wNWiKLbs12Yhe7OkXw7cBngAa4CbRVG0HU2fj4STegVEQkJCQkJCQkJCoqfoND7eA6IAofPne53lR8MU4DdRFHOAekEQ+gM3Aa2iKGYAzwADAARB8AdmA+NFUewPrAfuOlDDgiCkAJcAI0RR7AvYgOlH2d8jQloBkehVjO1G6trr8Pbwxl/j39vdkThCms3NVLdV46X0Ikgb1NvdkZCQkJA4jrRZ2qgwVeCp8CTMK6y3u9Nb/AfQ7Fem6Sw/mlWQacBrnf//snM7AZgDIIriVkEQtnbuH4pjVWSFIAjgWNVYdZC2x+EwXtZ11lcD1UfR1yNGMkAkeo2s2iweXfEoucZcQrQhPDXiKYaEDOntbkkcJjn1OTyx6gm21m7FT+XHo8MeZVT4KBQy6bYiISEhcbJT1FTEC2tfYGnZUnRKHfcMuoczY85ErVAf+uCTi8gjLD8kgiD4AWOBdEEQRECOI4h+E90H0wvA76IoTjvcUwDzRFF88N/28WiRXLAkeoVqUzV3/XMXucZcACpMFdz6162UNpX2cs8kDocmc5PT+ACoa6/jrn/uosBY0Ms9k5CQkJDoaSw2C59kf8LSsqUAWEUrr296ney67F7uWa9QfITlh8NFwMeiKEaJohgtimIEUABspNNVShCEdCCjs/5qYIQgCPGd+zSCICQepP0/gYsEQQjsrO8rCELUUfT3iOmVqUpBECKAj4FgwA68K4rifwVBeAo4r7OsGrhKFMXyzmMeBK7F4ad2myiKi3qj76caZquZrLos1pSvwaAyMCR4CH5qP9ZXrWdj1UaCtcEk+SSR6JOIr9qX8uZyNlRvILchlyTfJNqt7XTYOxgcPJhYQ6yz3QpTBZWmSud2v8B+jA4fzVc5XxGpi2RQ8CCivaOPuL9NHU1k1WSxvnI9EfoIBgUNIkIfcSy+Col9qG6rdhofe3hs2GOsq1rH/N3zyfTPJEIXweqK1bRYWhgcPJgBQQPQKDWUNZexvno99a31RHlHsblmM14KLwaFDKJfYL9euiIJCQkJiYNR0VLBhuoN7KjbQZQ+ikSfRG7vdzt20Y7JaqLd2k6rpZVf83+lxdJCYVMhKb4pDAgaQIhXiPPen2/Mp19gP/oG9sXgaejtyzoWPIQjBmRfN6zWzvJ/yzTguf3KvgX6AepO16vNwFoAURRrBEG4CvhCEATPzvqzgZzuGhdFMVsQhNnAYkEQZIAFuAUoOoo+HxGCKB5/WWRBEEKAEFEUNwqCoAM24Ai2KRVFsamzzm1AqiiKNwqCkAp8AQwGQoE/gMRDResPHDhQXL9+fQ9eycnPkpIlzPprlnPbx9OHh4Y8xL1L73WWpfqmcmnSpYwIG8F9y+5jQ9UG574LEy4kqzYLY7uR/036n9OoKGgsYOrCqZhtZgyeBqYlT+OtLW85jwvzCuO9Ce8dsfHw2Y7PeG7t3r/ZOEMcb41/ixBtyJFe+oEQjubgk2VMVpoqueSnS6hvrwfg/kH380vBL2TVZjnrXJRwEVtrt5LTkIOAwEujX6JfYD/u+PsOdtTv4Pb+t/Py+pcRO1eT9R565o6dS78gyQg5Qo5qTMLJMy730G6xcd289RTUmvj42sHEBXj1dpdORaRxeRJhbDfy0PKHWFa2zFk2OXYy1aZqTgs/jZc3vMysvrNYW7GWYK9gfsz70VlveOhwZg+ZzQPLHnCZuLo582ZmZsxELpMfz0s56nHZHT2hgnWy0ysuWKIoVoiiuLHz/804pMTC9hgfnWjZ6+d2HvClKIpmURQLgFwcxohED9Lc0czrm153KWswN1DdVs3zo57niWFPMLPPTOra66hqrWJH/Q4X4wPgh9wfGBMxhuq2apel2Sh9FA8MegCASdGTmL9rvstxZS1l7KzfeUT9LW8pZ87GOS5lecY8cuq7nQCQOAqCtcE8MvQRZILjFuLj6eNifAB8n/s9YyLGACAi8sG2DyhpLmFr7VaGhw7nl4JfnMYHOFavNlS7jh8JiX/De0vz6bDZGZMUwAPfbj30ARISEgclvzHfxfgA+KXgF/oH96e6rZogTRBNHU30D+rPT/k/udRbWb6SnIYc+gT0Qe+hd5a/l/Uepc0nh9t14XNnf1743NnRhc+dLev8KRkfh6DXo0UFQYjGsaS0pnP7GeBKoBGH9jFAGA7/tj2UdpZ1195MYCZAZOS/jv+RAKx2K80dzS5lKrmKIHUQL65/karWKjQKDdf1uQ5PmSdmm7lrG6IVWaed225rd5bLBBmT4yaT7JeMyWLih9wfuhy7b/3DwWK3dNuH7sqOJyfrmBwdMZovz/6SurY6ylrKuuzf93cPYLKYsNkdi5YapQZTk6nLMa2W1p7rsIQLJ+u4tNrsfLiykAfPTCbEW83i7ZXsqGgiJUR/6IMlep2TdVye6HTYOrqU2UU7iNBubcdL6eVavh8763fyS/4v3Jh5I+9ufRej2YjFbsFit/RovyXcl14NQu9MsvItcMee1Q9RFB/uDLb5DNjj+9Pdklm3vmOiKL4riuJAURQHBgQE9ES3Txl8VD7MSJvh3JYJMmakzuDVja9S1VoFQKu1lbmb5xKuCyfJJwk/lZ9LG0OCh1DfXo+H3INkn2SXfSqFinT/dAYFD+LylMtd9nnKPUn0OVj8VFdCtaGcH3++S5lGoSHeEH9E7RxrTtYxqZQpSfFLwSbaKG0p7fK7Hxw8mO11253bFyVeRKg2FG9Pb1aWr2R85HgEBBIMCQwIHECiTyIDggYc78s4ZTlZx+XKvDr8vTwI99EglwkMj/fnh81dDWQJ9+RkHZcnOtHe0QRrgl3KMvwzaLW2EqOPoaCpgDT/NHYbd5MZkOlSL1ATiMlqosHcwNtb3mZK/BQAJkROIEx3ykr3nvL02gqIIAhKHMbHZ6IoLuimyufAz8BjOFY89g0GCAfKe7yTEkyKnoRCpmBD1QYy/DNQypRdZrvtop0GcwNvbn6TR4c9yuLCxWyt3crpEaeT5JPE3yV/88yIZw4YzyETZFyafCkGlYFvcr4hUhfJtORp/JD7AzbRxpkxZ5IRkOF09zkQSrmS6zOuJ1gbzML8hSQYErgm/RqX4HeJw8NsNbOlZgs/5f+EWqHmrJiz6BPQp9vfwY66HXy580tu6XcLm6o2sdu4m2EhwxgfNZ43Nr9BnCGOc2LPYXzkeMJ0jtieD7d9iEau4dmRz/JP6T/oPfRkBmRitpl5ae1LBGgDGBM+hijv4yrKIXESsHh7JQOifJzb/SN9+HR1EQ+cmdKLvZKQODEpbylnZflK1pSv4ckRT/Jj7o9sqd3C8NDhjA4fzYKcBUTro/nPiP+QZ8yjf2B/5IKcOEMc6yrXkeSTREZABnM3zQUcrrY6Dx0zM2YyJX7KqSjZK9FJbwWhC8A8oF4UxTv2KU8QRXF35/9vBUaLoniRIAhpOAySPUHofwIJUhD68eOnvJ94cPmDTE+Zzq8FvzqDj/dwa79bnfEiZ0SdwTV9rmH28tnkGPfGX/xn5H84J+6cg56nqaOJfGM+V/56pTM+QCFTMO+MeWQEZBz0WJd2zE2oFCo85B6HfcxhckoEoa8oW8GNf9zo3D7Y72BR4SLuWXIPAGl+aUToImfWVFAAAQAASURBVNDKtRQ0F6BSqNAqtYyPGs9ZMWc5j7HYLPxV8pfzOHC49+0JSJy7aS4x3jG8Pf5tAjTSLOghkIJ992Hk838x6/R4ovy0ANjtIjd+toE/7x5NoE7Vy707pZDG5QmOqcPEoysfZXHRYqbET3HGZUbro9lZv5MY7xhMFhNrK9dyecrlnBZ+Grf8cQtDQoYQqYskMzCTT7d/yrb6bc42VXIVn531GQk+CXQmwDve9MpJJbrSWy5YI4ArgLGCIGzu/JwFPCcIwrZOebGJwO0AoihuB+YD2cBvwC2HMj4kjh2N7Y28vfVtAH7K/4mr06/GQ7b3xX5a8jSWli51bv9R/Aebqze7GB8Ab255E2O78aDn0sg1vL3lbZfgZKvdyh9FfxxRn/We+p4wPk4JrDYr87bPcy2zW/mz+M9u6/cN6MvosNEAbK/b7pj18ktiY/VGVpavpLmjmX4BrspWZpuZd7e+61LWbmvHaDayomwFQ0OGktOQQ54x7xhemcTJTrmxjeZ2KxG+e9UwZTKBlGAdawvqD3KkhITE/hQ1F7G4aDEAIdoQdtbvZGf9Tn4r/I3CpkL+Lvmb/kH9Afhq11folDoGhwxmRfkKvtj1Bd/s+oZz4v/P3nnHR1Gtf/iZLdmS7GbTeycBQui9g4AIYu96bXBFrNfuVX+KXvtVsffeFfVaQURUei+hJQTSQ3rfZDebbfP7Y5Ily4YiJNR5/OTj7plzzpyZHWbmPed9v+85npVzpaDkkZGP0COox/EyPmROII6LC5Yoiivp3ApdeJA2TwJPdtugZA6IiOgJHm5sbeSzrM+Y2XcmUfooYg2xvLT5JW8FJKHzIDSX29Vp+f776iwozel2Ht1ByBw2B/oN2q+B/Ynwj+CJMU+Q15hHq7OVxMBEBEEgITABP4UfKaYUgrRBXm1EUez0N3WLblxuFwqVwvNdRuZwWV9QR+8oA4r9Xm5SwiUDZEa/6OM0MhmZk4+O91+x87DbfdtFEYWg4Nmxz5LXkEeru5UkYxKhulAGRQyiylpFpH8kSYFJh3SnltmHIAiRwEvAUKAVKAR+AM4VRXFGJ/XfA+aJovi3MkIKgjAAiBZF8YDv4V2NfBXIHBKT1sQN/W7wfK+0VvLhjg/pHdKbfmH9SDAmEKINYUzMGOIN8UTqI8kIzUCr9HZ3mN1vNsG64IPuS61Uc3X61V5lCkHB5ITJXXdAMgdFrVRzTfo1XmUKQcEZ8Wd0Wt/ushOoCWRwxGBGxYwiOiCaKP8oRkWPYkjkEB/jA8CgMXBD3xu8ylQKFaG6UEbFjGJt+VriDHGkmFK67sBkTnk2FtZ1mvMjLTyAzUX1x2FEMjInF3aX3WN4xBviGRU9CoDallqSjEledUdGjWRnjSQ0cl6P80g2JWPSmhgcOZhR0aOICohCrVTTK7gX42LHkRaUhlqhPrYHdBLTFq7wPbBUFMUUURTTkZIbRhyojSiK//y7xkcbA4DpnW0QBKFbFiuOuwyvzMnBpPhJ+Kv9mZ8znyj/KC7teSm9Q6Sgzuv7XE9sQCzLS5czPGo456WcR//w/nww9QPm58ynzFLGxWkXMypq1GHta3jUcF6f9DpfZn+JTqXjit5X0Desb3censx+jIge4fkN9Go9V/Ty/Q3Km8v5o/gPfsn/hb6hfbk47WJ6Bvc87H2MjxvPvAnz+HrX1wRqAhkdMxqdUsf6ivVcnX41M5JnEOF/wPusjIwPm4vruWyor3RrUpg/e6qaaXW60KiOadIzGZmTghprDUv3LuW7Pd/RI7AHl/W6jIzQDP5v+P+xpHgJfxb/ya0Db2VX3S7WV6xnfOx4QnQhfL/ne+4afBfjY8ef3gHljwb6JCLk0cajzQUyEXCIovhWe4EoipmCIJiASYIgfAtkICXz/ocoiqIgCEuBe0RR3CgIQjPwMjADaAHOE0WxUhCES5AEnlxIKS8mA/9ByrA+Bnga6I0Uc50I1AiC8CDwKVKOPoBbRVFcLQjChLa2tUBPYDlwsyge2n3huAShHyvkALaux+V2eWUtbXG28MiqR1hUuMhTFuUfxSdnfUJkQGSnbQ4Xt+hGQDjRfEVPiyD0dg70GzhcDp5e/zTf7P7GUxasDeaz6Z8RZ/h72evb9yEiLeEf6fVyGiMH+yJlP+//2GLeuXoIfirfxf0Hv9/OK5cPpG9s4HEY3WmJfF2eJIiiyDvb3uG1zNc8Zf5qfz6b/plHxr7jfbnjZ4fLgVp5Uq1qdP0LhWR8vAvoO5RagRuOxggRBOF2IEkUxTv3K58A/Aj0QVKEXQXcK4riyv0MEBHJVetnQRD+C5hFUXxCEITtwFmiKJYKgmASRbFBEITrgCGiKN7ato9HgXOAMaIotgiCoAfcoijaBEFIBb4URXFI21gWAelAUdvnt0VR/PZQxyevgMj8LZQKJSXmEkqaStCqtLQ4W1hUuAiD2sBlvS5DJahQKpSUNpd6DJAjfZmU/USPLxXNFeQ15qFSqEgOTPZSoyptLuV/e7zVs+tsdWyu3Ex5cznB2mASAxNRKVS43C4KGgs8uUJSTCno1R2ChNt+Z6HtuSAbHzJHwq6KJmJMuk6ND4DEED3bShtkA0TmtKfCUkFeQ55HLtcluvhgxwcATEmYQlpQGi63iypLFQmGBPIb8ym3lBOuDyc5MBmtap97tVqpprG1kdyGXJrtzSQaE09H+fSn8DY+aPv+FJKCa3ewXhTFvQCCIGQirVSs3K+OHWhPS78JmNL2eRXwkSAI84HO0mC085Moii1tn9XAa22xIi6gY6K29aIo5reN5UtgDCAbIDJdy46aHcz5fQ439r+Rt7a+xZW9rkSlUHHzgJt5c+ubmO1mAMbHjifOGEe4Pvw4j1jmSNhTv4ebl9xMhbUCkOR1nxv3nCeXiyAI0mrFfmJ0Zc1lvLDxBW7oewOF5kImJ0xmRekK7lx6pyfofHa/2czMmIm/2h8Zma5ie2kjiaH7vwPsIz5Yz47SxmM4IhmZE4/c+lxu/fNWTz6vXsG9eGrMU6iVas5LOI9KayWvZ74OgNHPyNNjnub2v2733OvvH3o/l/a81KMyWWut5dkNz/Jr4a+AtHLy1uS3GBA+4Ngf3PHD1+/z4OWHy07g4gNsa+3w2UXn7/MOcZ+bk6eOKIpzBEEYDpwNZLYZFZ1h6fD5TqAS6I8UP27rsG1/V6rDcq2Sp5hlDpsWZwuvZ77O9KTpWBwWRkePRikouX3g7SwuWuwxPgCW7V3mCU6TOblwi26+3f2tx/gASV53a9VW6m312Jw2YgNimZkx06tdnCGOUF0oMf4x2Fw2KSlh/R7mrp7rpXj1zrZ3yK3PPWbHI3N6sK2kgYTgAxu1CSH+7Cg1H3C7jMzpwI95P3olE95Vt4ttNdu4beBtxBniWFu+1rPNbDfzwc4PuKn/TRj9jAA8t/E5isxFNLY2YnFYyG3IRalQMiZmDEpBicVh4bkNz9Fkbzrmx3YcKf6b5YfLn4BGEASPYosgCEOB8UfTqSAIKaIorhNF8RGgBinRdxNgOEizQKC8LbbjaqCjq8IwQRCSBEFQAJfhuxLTKbIBInPYNNubGRMzhkprJd/u/ha1Uo2f0o8EQ0KnL5TllvLjMEqZo8XusrO5arNX2XV9rmNb7TYu/eVS7lp6Fztrd3JFryt4fvzzTEuaxi0DbuHynpfT2NpIn7A+fJ3zNXmNedS01PgkrQSosdUcq8OROU3YWdZIYujBDBA9e6qacLlP3bhHGZmD4XA52FjpG1Ozvnw90xKnoVL4TqLvqd+D3W3nsp6XMTFuImfEncHasrVcseAKPtjxAZuqNrGlagtN9ibuHnK3J19Is735WBzSicKDSDEfHbG2lR8xbasXFwBTBEHIEwRhJ/AoUtzH0fCcIAjbBUHYgRQ0vhX4C0hvy8t3WSdt3gCuFQRhLZL7VcfVkTXAM8AOoABJueuQyC5YMoeNzWXjve3vUdMivTz+lPcTfUP7MiRiCMOjhrOk2DtZYHJg8vEYpsxRolVpmZow1ZP1dmD4QIrMRfxV8hcg+Q9vqtzEl2d/ydTEqQRrgrlz6Z30Cu6FSqFiVdkqQJJrjgmIIcmYRIG5wNO/QlAQGxB77A9M5pTF6XKTV20hPvjALlh6PxUmnZriOitJBzFUZGROVdRKNVMTp7KjZodX+diYsRg1RtJD0n3aDI0cysrSlWTVZnFT/5sQEPjvxv8Sa4ilobWB+TnzASkucGfNTm4ecDPZddkEaw8uuX9K8WjjFzwaCF2vgoUoimXApZ1serdDnVs7fJ7Q4XNAh8/f0haXIYrihZ30V4eUa+RA49gD9OtQ9ECHz1ZRFDszWg6KbICcRtS21JJTl0OjvZFEYyJpQWl/K+C3xFziMT7a2V6zndHRo+kd0pualhoyqzPxU/hxy8Bb6BPap6sPQeYYMS1pGiaNicqWSsJ0YRSZi1AJKpyi5EpldVrJb8wn2ZTMtpptNNobGRA+gLe3ve3Vzw+5P/DixBd5Zv0zlDSVYFAbeGTkIySbZONUpuvIr7EQGqBBqz74/Sw+xJ/scrNsgMictkxJmMLOmp0sKlyEQlBwWdplDIsaBkBGaAZ3DLqDNzLfwO620ze0L+kh6fxR/AcAf5X8xdCIoczpP4dkYzJPrHvCq2+n6MQturllwC1oVBpA8pzIqc+h0lJJdEA0aUFpXiIkpwySsdFdAeenJLIBcppQ01LDo6sfZdneZQAoBSWvnvEqY2PHHnYf7TeUjigF6YH/1ta3mDtyLiOjRzI8cjgDwgfIakYnMY32Rl7c/KInrifaP5pZfWd5GRgapXQ9tPsGO91ONEoNra59sXF2t51dtbsYGjmUaUnTGBA24G9dczIyh0N2uZn4kEO/1MSYdOwqNzO9b9QxGJWMzIlHTEAM/xn9H2b3m41CUBBniPMElBv8DFzX5zomxU8ipy6HRYWLeG3LPmneEG0IQyOH8sDKB5gcPxmjn9Er9hMg1hDrSSBrc9r4JOsT3tz6pmf7PUPu4creV8oJCU8RRFFcCiw9krZyDMhpwq66XR7jA8Alunhi7RPUttR6yqqt1ZQ1l1FpqfS5qdRaazGoDdzS/xYvP9Ere12JSlDx0PCHWFiwkDe3vsnzm57H6tzfHVLmRKfSUkm1tRq36OarXV95XQNlljKsTqvH2EgPTqdnUE/sLmmW7IIeF/BXyV9cknYJID2Erk6/mpv63USNrYb/7fkf72x7h/uW38fepr3H5fhkTl2yy83Emg6dBC0uSE9WuRyILnP6YW41U95cjt1lR6fSkRqUSoopxWN8tKNUKDH6GYkKiGJd+TrENkEjpaBkZsZMfsj9AYvDwpLiJVyUdpFX24lxE0k1pdLYKqnNFTQW8NZWKYdetH80V/W+ihJzifwMkAHkFZDThgZbg09ZuaUcq9OKn92PxYWLeXXLqzjcDs5NORclSibET6BfWD8yqzL5eOfHrClfQ4ophXnj55HfmE9KYAp5jXl8vPNj3Li5oMcFaJVaNlRswOqwYvA7mKCCzIlCbUstP+b9yPvb30etUHPrgFs9K1sdaWxt5KreV6FUKBkSMQSL08ILq17g96LfSQpMYk7/OVhaLbwx6Q3Wl6/nmz3f4K/255K0SxgQNoDM6kyaHc00O06r4ESZY0B2eROD44MOWS8+WM/3W+SXH5nTB1EU2Vi5kWfWP0NBYwFTE6dyY78bSQxM9Klrd9lZsXcFz218jlZXKw+NeIjS5lIabA30D+tPrCGWvMY8ACwOC78X/s4dg+7AbDczNGIov+T/wuULLicpMIn7ht6HWlAjInJ20tkEagL5KfcnNCoNqUGphOnCCPAL8BmDzOmDvAJympAYmOhJ9NbOxLiJhOnC2FS5iUfXPEqtrRaz3cxn2Z/hp/LjrqV3sbt+N69seYXlpctxuB3sqtvF/SvuZ0LcBCxOCy9tfon61noaWxv5aOdH9AruxYyUGYToQo7Tkcr8XZbvXc6LmyR3q1pbLY+tfYz+4f19EkHGG+KZnzOft7a+xYfbP+TpdU+zsGAhDreD3fW7+b+V/0ezs5m15Wv5KOsjLA4LVdYqXs98nQlxEwDoGdSTKL3s/iLTteRUNB2WC1ZEoIaqplZa7K5D1pWRORXIbcjlxt9vZHf9bhxuB7/k/8JzG56jxdHiU3dnzU7uWHoHpc2l1LTU8MCKB6iyVrGxciP3LL+HrVVbmZIwxVM/qy6Llza/xMiokczfPZ8FBQs8z4ObltyEUqEkxj+GSP9Ivtj1BU2OJmpaanhi3RNkVmcew7MgcyIir4CcJvQM6skLE17gybVPUmurZWzMWOb0n0N2bTa/Ff7mU39t+Vrm9J9DtbWardVbvba1OFsot5Tza8GvPu02V27m/mH3e9y0qq3VZNVmUWWtIiEwgfTgdHnW4wTC7rLz7W7fhKXry9dzY78beXf7u6gVai5KvYgdtTuotUkue5f1uoyb/7jZuy+3HUEQWFG6wqe/QnMhZ8Sdwc0DbiZQK2eiluk6mmwOGlrshBl8Y9T2R6VQEGPSsaeqiX6xpu4fnIzMcaagsQCH2+FVtrx0ORsrN2Jz2gjSBlHSVIJOpUOj1KBSqMgIyWBc7DisTiv+Kn/69OxDhbWC6pZqQrQhPDbqMeZtnIdTdHJp2qW0OFs8KontONwOKiwVvDjxReaunuszrmUlyxgTM8bzvdneTFZdFkWNRYTrw0kPSSdMH9Y9J0XmhEA2QE4T1Eo1UxKm0D+sP1aHFT+lH8tKlvHVrq8YHj3cp35MQAzrK9YTb4hHr9L7xHQ02BqIM8T5tIv0j0Sr0gJQb6vnyXVPehQ0AP497N9c0esKn9l1meODSqEiMTCRbTXbvMr1aj0bKzdybfq1BGmDaGxtZGnJUgD+M+o/7G3ai0FtoMnhnWxKKSgJ14VT0FjgVZ4WlMYFPS6QjU+ZLmd3ZTNxQXoUgnDoykBskI5dFbIBInN6YFD7ukIb/YysLV9LpH8k9y2/z6NuGO0fzc39b8bqtPLKllc89R8b+RgfZ32MxWHx9Dl35Fy21WxjUeEiBkUMIlAT6In98Ozbz0BqUCrxhniy67K9tsUa9kmxu0U33+d+z383/NdTNjlhMnNHzMWkNR31OTiZEQQhAngRGAHUA3bgv6IoHlaujf36ugN4RxTFEyJIV34LPAWpt9WT35BPva3eq7yupQ6L3YJaoSanLocCcwH55nxCdaFemt06lY4zE87kj+I/WFS4iCt7X+nVz4TYCWTVZjE8argnKBkgQB3AWYlneVy9chtyvYwPgJc2vURJU0lXH7LMYWJxWCgyF5FTl0OJuQRRFLmi1xXoVPsCeIM0QYTrw9lQsYH3d7zP8xufJ8GYAEB6SDoGPwPv7XiPq3pf5dX3qOhRbK/ZzoS4Cfgp9gU2RuojGRE5QjY+ZLqF3ZVNxAQdOgC9nWiTjpyK0ypLs8xpRoWlgoLGAqwOK2nBaYyOHu21/areV1HbUsuigkUe4wMksRGdSse3OftWxRONiWyo3OAxPgCaHE2sLFvJH8V/IIoiScYk7h96v9c+RkaNpGdwT1QKFdf0uQatUuvZFqINYXTMvjGVNJXwyuZXvNovKVpCboNvguPTCUEQBOAHYLkoismiKA4GLgeONJHWHcAJo4F8XFZABEGIAz4BIgE3kkX2siAIzwHnIFl4ecD1oig2tLV5AJgFuIDbRVH09RuSIbMqk0dWP0JBYwFJxiQeG/UYAyMGsrlyM89teI6zk8/mi11fcGWvK6lrkTJUv7vtXa7pcw0qQeVZfm3PYl5uKWdDxQZuH3g7NpeNHqYebKrYRJg+jN8KfuPuwXdjd9s9Llf3Lr8XgLuH3E2Qxjco1OayYXPajtHZkOlIfkM+fxT/QaG5kIX5C1EqlFzf53qu6HUFn0//nJy6HBxuB3ub9/Le9ve82locFt6Z/A4LChbQ7GimylrFyrKVnuvCT+HHwPCBlFvK6RXUiw+nfsi2mm1YHBZsTimB5fV9r6dXcK/jdPQypyo5FWaiAw/fAIkL0rM6r+bQFWVkTjJana38UfIHT697mobWBsbEjOG+offx+OjH2Vm7k7qWOlpdrfyQ9wMpgSlUt1T79FFvq8eN2/PdpDFRbfWt12Br4Ia+N2DSmDBpTUxJmEKsIZbCxkKCtEGkh6R7YkEjdBE8MvIRipuKUaIkxZRCqDbU01eLswWby/e9oKPRc6LT9+O+V7JfIsLt124/2rwgZwB2URTfai8QRbEIeFUQBCVS9vEJgAZ4XRTFtwVBmICULb0GyAA2Af8AbgOigb8EQagRRXGiIAhXIGVrF4AFoijeD3Cg8q7meLlgOYG7RVHcLAiCAdgkCMLvwO/AA6IoOgVBeBYp0+L9giCkI1l9fZBO4BJBENJEUZQjCTtQ1lzGbX/eRkNrAwAF5gJu/+t23j/zfW778zYuSr2IN7e+idlupsXZQp/QPvxW9Bs2l413tr0DwGOjHmNkzEh21OxAIShwi2521u6ktLmUEZEj2F69neTAZOZtmse/Bv2LuWvmkhaURg9TDxYWLPSM5dE1j/LR1I983LcGhQ8iOiD6mJ4XGWhxtPBG5hvEGGL4Ke8nAJwuJ29te4sUUwpnJZ2FWqHmmfXPSPWdUoCi0c+IUlBitpspbCpkQf4CpidNx6A2sKNmhyej7pCIIZyddLYnodWigkU8u+FZrzGE6kJJG5KGQiEvvMp0HbsqmhiXevi+4rFBOnZXykpsMqceu+p2cf/yfe+KK0tXolPqeHrs0x4hkM+zPierNovallomxU/ii13e78jJpmRSTalsqtoEQFZtFrP7zWZdxTpActs1aUz0C+vHE+uewOl28vqk1xkXO46B4QMZGD7QZ1yLihbx/MbnvcpemvgSk+InARDjH8PAsIFsqd7i2e6v9vesvJ/otBkf77JvdSEBeLfvx305SiOkD7D5ANtmAY2iKA4VBEEDrBIEYXHbtoFtbcuAVcBoURRfEQThLmCiKIo1giBEA88Cg5FcuxYLgnA+sL6zclEUfziK4+iU42KAiKJYDpS3fW4SBCEbiBFFcXGHamuBi9s+nwd8JYpiK1AgCEIuMAxYcwyHfcJT1lzmMT7aaWhtILchF7PdjFqpxmw3MzJ6JGqFGoVCwb1D7+WTnZ/Q6mrlH73/QYIhAavDSq/gXjw5+klyG3LxU/rR0NpASmAK6yvWE2OIAST5Vr1Kz+CIwSzIX+AznkJzIW9PeZvnNjzH7vrdnJ9yPmcmnsk3u79BKSgZGjmU9JD0Y3FqTnuqW6ppaG2gwlrhs+3P4j85K+ksSptLWVW2iodHPEy8IZ6ogCiqW6oJ9AtEq9KSXZtNnCGO5zY8x7PjnuWtrW9hcVi4Ov1qKq2VLNu7jCGRQ+gZ3NMnpgTgj5I/+Ef6P4gK6FwFq95WT2ZVJjtqdpAUmMTgiMEHrCsj005uVTNXDjv8F5VQg4amVgeNVgeBejkZmsypQ6G50KfMJbpYvnc5u+p2kRiYSIBfANekX8PPeT9L7lHp1/D9nu8J1AQyM2MmerWeUTGjCNQEsqZ8DYnGROKN8dw+8HbqbfUY/AyY7Wa0Si1nxJ3B4qLFbKzYyLjYcZ2Oyeqw8nPezz7lq0tXewwQg8bA3FFzeXvb2/xV/Bc9g3tyz5B7OpUKPkF5Cl/XJn1beZdlRxcE4XVgDJKXUBHQTxCE9vfkQCC1bdt6URT3trXJBBKBlft1NxRYKopidVu9z4FxgHiA8h+66jjaOe5B6IIgJCJZa+v22zQT+LrtcwySQdLO3rayzvqbDcwGiI+P78qhnvC0z1a7OiwMKQUlgiCgEBSoBBUxATGkBaXxwqYXAAjUBHJZ2mX0MPXghU0v8Frmazwx+gnO63EewdpgdtTuYF35vp/m3JRz8Vf5A1KAmc1lo9xSTpwhjp21O33GMyB8AG9PeZtmRzNlzWXMWjwLp1vyOdUqtXw49UMywjK6+9QcV06Ea9Jf7Y9bdJNmSvNRNUs2JQPSUjvA17u+ZlbfWTy48kHPtaRX6Xls1GP8UfwHZruZu5fezQPDHiBYF8ztf92OW5SW7APUAXx01kfEBPj+80w0JnYaEAngcDn4NOtT3t3+rqdsWOQwnhv3HMG64E7byBwdJ8J1ebQ0Wh1YWl2EBvgdunIbCkEgPtif3VVNDE2Ur60TjVPhujxe+Kv9vb6nBaURrg/nrmV3ecoGhg2kZ3BPpiZOxeqwsrN2J/cPu59ddbswaUxsq97GN7u/Id4QzyVpl7C3eS8PrniQp8c+zYaKDawp3zfve27KuWSEZhx0pUKj1JAekk5OfY5XeXu29I7fnxj9BHWD6whQB5xsMYMHulCP9gLeCXiyPYqieIsgCKHARiQ3r9v2D0doc8Fq7VDkovN3/QOpdhyemkcXcFx9IQRBCAC+A+4QRdHcofwhJDetz9uLOmkudtanKIrviKI4RBTFIWFhp5eEW1JgEnNHzmVOvznM6T+H8bHjubzX5SwpWsLlPS9naclSbu5/M/Nz5nvaNLY28s72dyg0F1JprSRYG0yRuYjNlZtxi24v4wPgl/xfaLA3kB6STmNrI27Rzcq9Kz2+oJf2vJTZ/WZz75B76R/eH4AAvwAi/SP5Zvc3HuMDpHiQRYWLjsm5OZ6cCNdkiC6EWwfcSt+wvkyOn8yc/nO4bcBtPDz8YdKC0qi0VJIUmMQNfW9Ar9azIH+BlyFrdVrJqcshRCv59La4WlhfuZ7Psz/3GB8AzY5mVpetZmjEUHqYenjK/dX+XJ9xPQGazh8qJU0lfLjjQ6+y9RXrPUmvZLqeE+G6PFpyq5uIDdIhHKYCVjuxQXIg+onKqXBdHmtEUaTYXIxGqeH2gbd7Ar4nxk3k2z3eMutbqreQEZqBSqFicdFiGlsb2du8F4OfgdKmUr7f8z0z+8ykZ1BPtCoticZELkq9iHpbvZfxAdL7wFmJZzE4fDDbq7eztmwt5c3lXnWUCiWX97rcS7Am0ZDIqOhRPsfhp/Qj0j/yZDM+QDIG/k754fInoBUE4aYOZe0rLb8BNwmCoAYQBCFNEAT//TvYjyagfRZwHTBeEITQtniSK4BlBynvco56BUQQBBNwDdISj6c/URRvP0Q7NZLx8bkoiv/rUH4tMAOYJIpiu5GxF+io+RqL5Nsm0wGz3cye+j18vkt6KRwZNZIY/xg+z/6cQeGDmJQwiUBNIK2uVp+2btFNhD6Cq3pfxXvb3+Pd7e9y64BbO62Xakpl4NCBFJmLmN1vNhqlhnXl63h23LM8suoRKq2VBKglo+OM+DNQKVS4Rbcnh0RHOiuT6R4yQjPYWbsTp9vJW1vfQkDgzIQz0al1PL72cf479r/MzJjJlIQpPLn2SZ/2Da0N3DP0Hsqby7G77fQP7c/j6x7vtF5acBovjH+BXXW7sLlspJpS6RvW94Bjs7vtXmos7ciCBTIHY09lM7F/QwGrnRhZCUvmFMHhcvBb4W88vvZxrE4r0f7RPD32afbU7yEpMMlr0q+dvU17WZC/gEdGPkKwJhiFoCCvMQ9zq5kmexNGPyNrytdQ2lyKXqXn38P+7aWU2I5bdJMenM6vhb/y7vZ3cbgdpAWlMXfEXPqF9/PUSw9J54vpX5DbkItKoSItKO1Uc699EO8YEABrW/kRI4qi2BaX8aIgCPcB1YAFuB/4Bum9e3ObWlY1cP4hunwH+FUQhPK2IPQHgL+QJvkXiqL4I3hEn3zKu5quWAFZiHQStiNF27f/HZC2k/U+kC2K4rwO5Wchndhz99Mp/gm4XBAEjSAISUh+buu7YOynFJsrN/Np9qeeGek15WvIa8wj1ZRKs6OZD3Z8gCiKnJN8jqdNiDaEEZEjSDAkcFnPy3g983XMdmkxqqG1gQh9hNc+BoYNJM4QR2Z1Jg+vfph3tr3Dq1texSk6mbt6LpXWSkCaCb9v+X3kN+YDoBAUXJZ2mc+YZyTP6JZzIeOLn8qPVncrZZYyQrQhiIj8VvQb4fpwLA4L9yy/hyZ7E71DejMjxfd3GRwxmDv/upMn1j3B65mvE6gJ5Nr0a0kLSvNSPBsbMxaQXLumJ0/nwtQLD2p8AMQZ4nxmxEK0IR73MBmZzthT1UykUXvoivsRG6Qju9x86IoyMic4uQ25PLjyQY/YS5mljJc3v0xpcyk/5//MiKgRgCSvnhaURoQ+glZXK/Wt9cxdPZcI/wgGhA+grLkMQRC4Jv0aPs76mNLmUkBa/Z67ei5xhjgi9ZFe+x4YJgWcv7H1DU+yw931u3lr21s0tXob+AmBCUxKmMT4uPGnmvHRHmh+A1Jchtj2/xu6QAULURTLRVG8XBTFJFEUh4miOFEUxa9FUXSLovigKIp9RVHMaCtvFEVxqSiKMzq0v1UUxY/aPr8qimIvURQntn3/okP7+zq06bS8q+mKGBCtKIp3HbqaF6OBq4HtbQEyIFmKryDJif3etqS+VhTFOaIo7hQEYT6QheSadYusgOXL5ipfsYRwXThnJ59NZlUm56acS4IxgTn95xAbEIterae+tZ5iczH19nqSA5O9Vkfm58zn1oG3klOXQ2Z1JuNjxzMudhxvZL5BalCq136CtEFUWLwDnF2ii7LmMtKC0gAYHjWcZ8c+y/vb30elVDG73+xOFTNkupacuhz+KP6DmIAYlIKSmIAYBkcMJlgbzLvb3iWnLoc4Qxy763dTaC5kZ+1O9tTv4ab+N7G4aDEahYazks5iT/0eBkUMQhAEZmXMAgFaXa3EG+MZGTWSKP8oEowJ9Avrd+hB7Ye/2p8Hhz/It7u/5fei3+kf1p/rM67vNJZERqadnIomhif//TiO2CA9e6qaEUXxb7tvycgcD6wOK1uqtvBrwa+E6cOYkjCF9JB0SptLEffzSC80F3J+j/NJJJEx0WMoMBewo2YHe5v2cmnapWypktSmLA4LFZYK4o3xXJh6IRsrN2L0M/oEs4uIVFgqeH3S63y882M2VW1iYtxELut5GSv2rvAZ69rytWRWZ/JT3k8MDB/I2JixxBl9ExefSrQZG10WcH460BUGyKeCINwA/EKHwBdRFOsO1EAUxZV0HtexsJOy9jZPAr5+ITIeegb19Po+JWEKGys3sqFyAwBL9y5lY8VGnhr7FNOSpnHtoms9LlCLixZz64BbifSP9BgSdredN7e+yXfnfodeqed/uf9jzpI5APQI6uG1L5vThtHP6Fk9aSdUt0/rO8AvgOnJ0xkXOw5BEHwC5mS6nvyGfGb+NpMAdQBTEqfw8c6PPdvCdGH8I/0fON1OtlRtQafSsad+D9/s/oaM0AwWZC1gdPRo7G47r215jWvSryHaP1p6YPnH88muT/gs+zNPf7EBsbx6xqv4KQ8/ILgjCcYE7hx8J7MyZuGv9ketlBWKZA5OfnUzFw76+0ZqkF6NWxSpabYTZtB0w8hkZLqWlaUruXvZ3Z7vn2d/zifTPiFM5xsnE6INYXL8ZBICEyhrLuOlTS9RZpG81v8s+ZNL0i4hyZhESXOJJ1fHytKVPL3+aS7veTkh2hAf9+gQXQhpwWk8Nuoxmh3NGPwMKBVKnwznAL2CevHN7m/4q+QvFhUu4ueQn3lt0muefcnIQNcYIHbgOeAh9gWGi4DsO3GMGRQxiP6h/dlaI6kcpYek8/Lml73qLN27lCJzEaXNpT43mI92fsS8CfPYWLkRhaDgz6I/uS7jOmIDYslvzOf1zNeZmjCVUTGj0Kv0vDzhZX4r/I14Yzx+Sj/+O+6/PLz6YU/Son8N+pdXIHI7J2GA2UlLeXM5V/a+kh6BPXhk9SNe26pbqjH6GWmyN2FxWLh/2P18sOMDKiwVnJtyLpsqN7G4aDFxhjjuGHQHOrXkAzwxbiJ19jq+zvnaq7+9zXvZ07AHrUpLuaUck8ZEojHxbxkSCkGBSWs66uOWOfVpsbuosdgJN/x9FyxBEIgP1rO7skk2QGROGGpbaikyF+Gn9CPJmIS/nzRJZ7abeXPrm151W5wtbKncwrk9zuXGfjfy9ra3AaR8TmOfoaCxgCJzEVan1WN8tPNj7o88N+45nKKTEG0IlZZKXs98HYCFBQuZ3W82r2x+BbvbDsDsfrM9z3KVUoXL7mJr9Vb8lH70CurFpPhJ/FH8BwAGtYHpydO98n7sqN1BfmO+bIDIeNEVBshdQA9RFOXUsseZMF0YQ6OGMipmFKIoehSL9sfldnkpF3nKRRcbKzbyzvZ3UApKZvebzfqK9SQHJlPTUsOVva8kpy6HuavnAjA1cSr9w/ozb9M8nG4n/mp/nhn7DGqFGpPGRIopBa3q778cyHQNxeZi3tz2JlurtzIzY6aXqlU7Jo0Ji8PCjf1uxOF2eFa/nG4nF6ZeiL/aH1EUeXHzizjcDvQqPYMiBgF0eg1VW6v5ZOcnfJnzJSpBxd1D7ubitIvl60Cmy8mvaSYqUItScWQuVLEmHbsrmxjdI/TQlY8hoijS4mxBr94/rYDMqUxeQx53L73bo/w3I2kGdw65k3B9OKIoemIsOuISXfir/ZmZMZPxseOpaanBT+nHK1teYXvNdgDuGuzrIe8W3eyo3cG7299lXMw47hh8hydY3Ww382nWp8zsO5PYgFiSA5NJMaV4rse8hjzuXXYvexr2AHB20tncPvB2LuxxIU2OJqL9o7n1z1t9njcut+w1L+NNVwSh70SK9pc5zvgp/egd3Js3t77JW9veYkPFBnoF9/Kq0y+0H8HaYHoG9fTKyRCoCeSuQXdRbpEk9Fyiize3vulJPLetehuBfoGsr9gX+59qSuX5jc97blwWh4VHVz9KsimZPqF95JfOY4AoijhdvionAIsLF3tyfvxZ/CfnppzrtX1Q2CAEBD7L/ow3tr6B0+UkOTCZmIAYKqwVvJ75OhaHhRc2veB5+FmdVh5c+SCBfoGcl3KeV38h2hBqWmoI14czJnoMMYYYnt3wLLkNud1w5DKnO3nVFmJMf18Bq51ok47s8hNLCcvqsHLdousY9eUo/rPmP+wTgpQ5lXG6nXyZ/aWX7PgvBb94YjUCNYH8s+8/vdqoFWpPDKVeradvWF+MGiMrSld4jA+QpPaTA5MZGT2SWEMsAGclncWKUil2Y3npcrZWb+Wm/vuUXiutlXyW9RnpIen0DeuLXq3H4XLgcrv4teBXQvWhngnOP0v+pNJayZjYMZydfDZpwWkMiRjiNdZEY6IsKCLjQ1esgLiATEEQ/sI7BuSgMrwyXYfL7SKzOpPPsz8nTBfGU2Oe4sfcH7E5bdzU/ybWlq9lZ81ORkSPINo/mgdWPsDZSWfzxJgn+LXgV1JMKSgFJT/n/0yKKYWXJ7zMw6sfxmw30+pqZUv1FqYlTfPcsNqxu+0+s+C1tlrqWuqI8j+1VC5ORHbW7GR+znzyGvO4KPUixsaO9cTcuEU3y/buk+4uNBeSEZrBrQNuJbM6k+lJ01lZupLvc7/nhr434K/2JyYghkdGPEKhuZAvd30JgMPt8PmNG1obWFG6guiAaG4feDvL9i4j3hBPiimFKmsVdpedRnsj/UL7cUGPC6i0VJIRemonm5Q59uRVNR2RAlY7scF6fsos7cIRHT3/3fBf9Go9r5zxCs9teI7v93zPhWkXHu9hyXQzFruFVeWrfMqzarOYmjgVkFxfnx//PF/v+ppwfTiX97qc9JB0r/pWu5Vddbu8yhxuB9OSprF873KGRw7nzkF3srZ8rVe9laUrGRczjvuH3s/iwsUkmZIYHzueZ9c/S4ophWGRw/gs+zNmZcyirqWOZnszUxOnkmRMotZWyxuZb7AgfwGX9bqMvqF9uW/ofQwMH8jvRb8zPGo4M5JnEK4P74YzJ3My0xUGyA90Q4p2mcNnR80OZv02y7PkqVKoeGPSG8QZ4jj/x/MxaUw8MfoJnlr3FAXmAgC2Vm/l2vRr6WnqSVFzET/k/gDAtpptLN+7nIeGP8T9K+4n0C+QvqF90Sg19Azq6fVS66fwQyEovF5QQ7Qhsp/nMSC3IZdZi2dhcVgA6ff816B/MStjFoIgZb4fGT2SzOpMT5tf8n/hgWEPMDNjJjcvuRmbS8qxkVmdyZz+c9hQsYH1Fev5ZsY35DbkklOfg1qhRikovZbTTRoTJc0lfJr1KUY/I3cPvpv5u+dTZC4iyj+KL3ZJQiDba7YTqgvllYmvHLsTI3PasKeymcTQIxeyiA3SkVt94ihhFZmL+L3od54a8xQ6lY6r06/m1cxXmZEy44iFHWRODvz9/BkdNZqvm7zj6joaGIGaQKYmTmVS/CSUgrLTa1bvpycjJINNlVImhGGRwygyF3me29trtrOmbA1nxJ/h1S4lMIVnNzyLSqHiqTFPsbliM//6618ArKtYx+Kixdw56E6e2fAMReYiT1+jo0ejVCjJrM4kszqTxUWL+WzaZ6QFp3FdxnX8o/c/UCm74jVT5lTkqF2wRFH8uLO/rhiczD7qbfVsrNjIytKVlDZ5z9qtLlvt9YLodDt5cdOLBGmCmDd+HpemXUppcynTk6eTHLhvGfSrnK/ICMvg57yfvfqrtdXicDuY028OaoWaqYlTEQQBm8vG8Mjhnnq763dz75B7USmkG0yAOoCnxj5FpL+3VrhM17O7brfH+Gjnve3vefKwiKJIekg6dwy6g1sG3MLo6NEMjhiMWqGmxFziMT7a+Xb3t4yJGcPV6VezpXoLkxMmMzBsIAsLFnJDvxtQK6RAcn+1P//s+09+yvsJkPyF39vxHkmBSYyMHsnvxb979VvTUkNNixweJtP15FVbiD4KFyyjVo2fUkGF+cRIdvl59ueMix3n8bVPCkwi2j+a3wp/O84jk+luVAoVV/S+glTTPnn7c5LP8eTZaMfpdpLfmM/yvcvJqsnySdSqUWgYGT2SfqGSFPqgiEFek4Yg5QnpGdSTCXETAMlIiTHEYHVaMdvNNDua+Sj7I682NS01uHF7jI92VpWt8jKSWpwtXqpYsvEhczC6IhP6DOBxIKGtPwEpgaPxaPuWkShvLmfu6rmsKV8DSKsMb015yxPf0ZnKkJ9CmjGrtFbyWuZriIgoBAWz+85mQcECSppKUClUCEiz5fsHjJVbyon0j0SlUPHE2ieYN2EeF6VeRLO9GavTisPtIEwXRqwhlpHRI6m31RPhH0Gc4dTW+j5RUAi+cwcqhcpTvrJ0Jfctv48WZwsgBTTGG+PZVLmJoZFDO23b2NroUUIx+hl5duyzWJ1W9Co98ybMo8pahdHPyDPrn6GxtdGr7cjokdKKGArceLtsyXK6Ml2N2y1SXGclKvDo4szigvXsrmwmKvDIDZmuwO6ysyB/Af834v+8ysfGjmV+znzOSTnnAC1lThVSTCm8d+Z7HhWsRGOiRwWrnSVFS/j3in97ntf3DLmHy3pehlalZW3ZWu5edjezMmaRYExgdMxoeph6+HgpgGSEKAQFT4x+gnXl69hRs8OzTUDo9D4udJo5wReloDySw5c5DemKIPSXgGuBEFEUjaIoGmTjo2vZUrXFY3yAtELxwfYPcLikwODR0aM5O+lsJsRNwE/hR1pQGncMuoNKayVPrXvKk6TILbp5f8f7TEuaBsBFqRfxc/7PXJp2qdf+YgNiaWht4MtdX7KlaguR/pEkGBNINiXTL7wfI6JHMDZ2LLGGWEREUkwpDIkcIhsfx5Bewb0I1u5LwBauD+c/I/+D0c9IibmE5zY+5zE+QApoVAgKeof0xu6yY/Tz/id6Tfo1vL/jfc/39pWNb/d8y01/3MR7294jUBOIv9rfZ/VkRvIMnlj7BO9uf5dzUs4h1hDLjOQZDAwfSJIxqVMpZhmZo6HCbEPvp0Tvd3RzaNEmHXsqj38g+orSFcQGxHrlTQLoH9af/MZ8yprLDtBS5lQiWBfMwIiB9Ant42N8FJuLmbt6rtdk4QsbX6CgsYAaaw3vbH8HlUJFhaWCjNAM3tn2DuXN5UxLnObVT4ophZqWGv4s/pMKSwXRAdGIiIyNGUuAOoAmRxOX9vR+JxgdPRqTn4npidO9yqcnTmdjxUbP90BNoGdFxOV20WBr8LynyMjsT1esj5UAO0RZrqPbyG/M9ynbWr1VcsFxwK66XWTVZeGv8ufFiS+ypHAJD656kGGRw7hl4C28vuV1nKKklORwOwjSBPHwiIdZUbqCpSVLuWPQHfzf8P9jVdkqYgJiCFAH8O72dxERmdN/DsmBydyx9A5mZcxiXOw4lIKSVaWreGvbW4iiyD/7/pNxsePk/B7HkMTARN478z3+KvkLg9pAna2O5zY+R3xOPDf2v5GCxgKfNv5qfz7N+hSb08Zz455jSfES6m31ZIRmICD4JJHcU7+Hu4fczYU9LuT3ot+Zt3Ee42LH8cL4F1hZuhKz3czUhKmoFWomxU8iQB3AtKRp+Kv9+bP4T1KDUvnXoH/JLnkyXU7+UbpftRMdqGVXxfE3QH4t+JXBEYN9ylUKFYMiBvFb4W9cn3H9cRiZzIlCY2sjVqe34KiISE1LDSqFinhDPOkh6fxV/BfZddk8NeYpnG4nCkHBfUPuY0PlBuIMcagVaj7Y8QEAepWeQE0giwoXYdKYeHTUoxjUBkZFjWJA+ACWlSxjauJUlu1dxlPrn2Jg+EBePeNVfiv8jRFRIxgYPpCCxgJiAmKICYjhjPgzSDYlU9hYyNc5X/Nn8Z8MCB/AzIyZ9Azu2dlhyZzGdIUBch+wUBCEZXirYM3rgr5loFMFockJkzFqjCwsWOhJMHdh6oU8v+F5T6D5j3k/kmhM5Lwe5/Hdnu8AKUmQzWWjxdnC0pKlALy0+SXuHHQne5v2sqVqCw2tDQCMiR7DL/m/eBIM/XvFv5k3YR5apZa7lu3TFr9/xf28PPFln8A2me4lNSiV5MBkXtr8Eh/t/AiQkgGqFWqGRgxlQ+UGr/rtCanOTDiTcH04q8tWo1Vp+bPkT24ZcItP/xPjJjI8cjhX/3o11S1Scsmvcr4ityGXVya+gkGzT8Z5ZMxIWpwtPLTiIU8cSJmljC1VW/hi+hckBCZ001mQOR0pqGkmMvDoEwjGBun5YcvxVcKyu+ysKl3F46Mf73T7oHDZAJGRVhdCdaFeMXVqhZpgbTAx+hhMGpNnFbu4qZjtNdt5Y/IbbK7cTJW1igRjAj/k/uA10WTUGHlo1UMAFFHE9uXb+eSsT4gzxhFnjGNk1EhuXHIjWbVZAJQVlJFZlckn0z/xqFrFG+MZHzfe06e51cyjax71BMKXFZSxoWIDn03/jOiA6O49STInFV3hgvUkUh4QLWDo8CfTRfQP688/+/4TlSDZi8Mjh3Np2qXYXXY+y/rMUy9cF+4xPtopNBd6JHEvSr2Ih0c+TJAmiARjAi+Of5HB4dKs2676XZyVdJbHbSfNlMa1fa6lwdYAQJAmiJv634TFbvEoZnXkm93fyJr1x4FKayVfZH/hVba8dDlX9b6KFFMKAFqlljsH3UmyMZnbBt7GJT0vISoginuG3EOsfyzPj3+eJGMSs/vNZnT0aG4beBu3DbiNc1POpdxS7jE+2tlYuZGS5hKfsZQ1l/kEoZvt5k5X8E4Ymqsg7y/Y8T+o2AFu3+SKMiceuVXNR5QBfX9ignTk11iO671rQ8UGogOiCdQEdrq9V3AvCs2FspjD6YrLAWWZWOrymJUxy/Pib/QzcuvAW7E6rVhdVn7M+9G7mehiV+0uHhr+EEVNRcQExHgMAD+FH//s+09Wle2T/o30j+Tm/jeTXZfN6tLV1LbUUtxU7DE+2im1lFLYWHjA4e5t3usxPtqpbqmm0HzgNjKnJ12xAhIsiuKZXdCPzAEI0gZxc/+bmZE8A7vLTpwhjgC/ABwuh1ccwIGkJPuE9OGZMc/wS8Ev3Lf8PgBUgoo7Bt/B+LjxTE6YzM7anUTro3l4xMOUNJWwt2kvNy25iVsG3EKtrZbLel7Gy5tfJkwfRv+w/j77CNWGnhBSlqcbaoUag5+BWlutp0xEpKCxgBv73UixuRitUovZbubOZXd66tw/9H7Oij8Lm9PGvcvuxSW6mJ40naTAJF7d8qpXvThDHCVN+wwOpaD0iBzsPxaNUkOrq9WrXKM8+pnqbqGpEn6+HXYvkr4rVHDlfOgx6fiOS+aQ5FVbGJ4cfOiKh8CoVaNSCFQ3tRJ+FDlFjoa/Sv6ib2jfA25XKVRkhGawYu8KLki94BiOTOaEYPcimH8NqskP8nrR/zg7+WwCNYHYnDY+3vkxL054kSZ7EwY/g4+R2uJs4b4V9zG732wC1AFc3vNyam21JBuTyazK9BgSWqWWa9KvYd6meZ7EwmOjxzJnwBwEBE8caTsHu6d3Js9/qDYypyddsQKyRBAE2QDpZtRKNSmmFHqH9PbEWqiVaq7PuN6jOrGlaouPG9S5KefS2NrI3ua9rCxd6Sl3ik6+yP6CosYiGlsbWVm6Erfg5v9W/R9vb3ubBQULcIpO3tz6JrMyZvFb4W/YXDZKmkroGdzT62aiVqi5OO3iY3AWZPYnTB/GnYPv9CqLN8TTL6wfK0tX8lrma1idVt7d/q5XnRc2vUBVaxUvbX7JE9SYFJjEZ9mfedV7cdOLXN37aq+ya9KvIcHo61IVa4j1yqYL0C+0H6lBqT51TwjKt+4zPgDcTlhwN1jkmeYTnYIaC9FdpFwVG6RjT1Vzl/T1dxFFkWV7l3U6qdORjJAM/ir56xiNSuaEwVwGv9wJopuErIVcFDOBr3O+5p1t7/BJ1if0CelDqC6U9RXrOb/H+V5NQ3WhuHHT7Ghm3qZ51NpqeXTNo7y65VWeWPcETtHJZT0vQ0BgcsJkvs752mN8AKwoW4HNaeOynpd59TslYQpJgUkHHHKCMYFr0q/xKhsbM5aUwJSjPx8ypxRdsQJyC3CfIAitgANZhveYMjB8IJ9M+4T1FevRqXQMDBvIjOQZ7KrbRa+gXgwIH8Db297GpDH5tC23lBOiDyHOEMesjFk02X2DMe1uO0Fak9cM+Ec7PmJO/zk4XHZ0Kj1DI4f6ZGSVOTZk12aTVZvFHYPuoLqlmkRjIiOjRxKuC+eNzDcAaSl+/xksp9uJ1WH15A1pL9sfu9tOj6Ae/Hfcf8ltyCUjJIMBYQM6ldZVCAouTruYtKA0tlZvJcGYwKCIQYTpw7r4qLuIljrfsoZCsFvAP9R3m8wJQavTRVWTjXBD18yoRpt05FY1M7rHsf/N8xvzcbqdxATEHLRe39C+fJXzFQ6XQ5a1Pp1obQaL5ALrV7qZmUEJDOp9AzsFO3FBPai2VnPbH7eREZpBTn0ODw1/iGprNU7RiZ/Cjw93fujpquP9vdZWy7jYcaSYUvjorI+os9WxsGChz+7LLeXc2P9GRkSPIKs2izRTGgPCB2DUHPj1Tq1UM7PPTAaFD2JH7Q56mHowMHwgJq2p686LzCnBURsgoigeNN5DEIQ+oijuPNr9yHSOSqGiX1g/+oX185Slh6YzJWGK5/uo6FHkNeT5LKWOiBpBfkM+TpeTBQULmDtyLv5qf68Ed5H+kfT2j2VG1Gg+LpCSz9Xaanl588t8OPldhsSMOAZHKdMZlZZKbvvzNo8REawNxqA2cEb8GejUOs5JOYdNVZtwuB0Y1AaaHPsMzDBdGBH+EQyPHM66inWAZKjoVXovpZUo/ygSAxM7zR3SGYGaQMbGjmVs7NguPNJuIqSTGble50BAxLEfi8xhU1JnJSxAg0rZFQv4EGHUsvs4SfEu37ucvqF9D+m+atQYidRHklmdedj/FmVOAYxRkDAGiiTvheAd33NG1s/0uWklV/51K1UtVSgEBdOTp/NT/k+8uOlF/jv2v8zfPZ/lpcs93QgI+Cn3uc0OCh9Ev7B+BPgFEOEfQauzlTMTzmRR4SKv3ScGJhKqC2VS/CQmxR++a2qQLoiJ8ROZGD/xKE+AzKnMsUhT+SkwqGOBIAhxwCdAJOAG3hFF8WVBEC4BHgV6A8NEUdzYoc0DwCzABdwuiuJpmx620lLJjpodVForCdOFEaQNooeph9cMgyiKZJeb2VXRRLAhGYO6hjsH38lHO6XZjiERQ5gYN5GYgBj8lH6E6EIQRZG5I+fyypZX2Nu0l1RTKvcOuZdVtdsZ1+Mcyt02fi/6nQB1AHcMuJne4W1+y61NkjtLXb708hY1QCovz4TmSghOhqj+oJG1CbqSkqYSrxWMBlsDdw66k5WlK1GiJM4Qx5W9ruSH3B+4ZcAtfLnrS4qaikg1pXL7oNvJrctlTv85uEU3m6s2o1fpeWL0E8zbNI+9zXvpHdSbuaPmEqY7cVYwKhptbC9tpK65lZTwADJijGjVB7mNuZzStVmdLV1/UQMhKF7apgmEc1+FJY+CtRZ6TIEzHgb1YcQCVGVD+TYQFBDVD8JkicljRUGNtUskeNuJMen4Y1floSt2A8v3Lmdk9MjDqpseks6KvStkA+RUoaUByjOx1xRi0UawV9eTZL8Gmp115AoiLQqBqpYqAsbOJmbKAxSVbSDKEIdbZ6K4JpNbBt6CRqFBpVThJ/hxU/+b+Hjnx1RaKzkr6Sz6h/dHIShYUSLFDn2/53sAhkQM4cHhD3rJ5mtUGm4ecDNWh5XlpcsJ0gTx72H/pldQr+N0cmROB46FAdLZ1I4TuFsUxc2CIBiATYIg/A7sAC4E3vbqQBDSgcuBPkA0UtxJmijul777NKC2pZaHVz3slZjw5v43s7Z8LTMzZqJX6wHYVFzPVe+uo9XpRhDg9esSaGjdwr+H/huQ8oEICDTbm3lo9UOe5dlRUaOYN34era5WMiszufnPm3G6nQgIPDH6CXqYejAkuDdDq4tAoZFUg7Z8Cose2DfIPhdAeB/464l9ZWc9C8Nmg6JrZi1lpLweHXl01KN8nPUxlZZKZvWdxcOrH+a2gbdxbZ9rqbfVMzF+IgPCBrC0ZClfZX9FgCaA3wt/Z2bfmczuN5un1j1FhbWCqYlTOVt/NmOix9AntM/xObhOqG5q5d5vtrIid1+MxguX9OeiwbEHbpS/FL64BNoDIsN6w5VfQ6sZPj5HMiD6Xgy6EOh1NoSlHXogZZnw8QzJ8AbQBcE1P0mGiEy3U1DTTLix6wJao006Cmush67YxVgdVnbW7mRmxszDqt8ntA/f7f6Ou4bcdejKMic2jlZY8zos/y9+gJ8gYDjvHRp3reBxlYUh8eN4cdOLnkDuFFMK0xKnkWPewxfr96kenp10NsmByayvWE+ppZQHhz/IF9lfkFUnKVcJCDw99mm+yfmG1OBUhkQNQaPUeJS0OpIUmMTz45+n0lqJVqWV8zfJdDvHwgDx0TcURbEcKG/73CQIQjYQI4ri79CpmtN5wFeiKLYCBYIg5ALDgDX7VzzVyanL8TI+AD7L/ow5/eawu343Ybow7G4n28rr0fkpaXW6GZFs5H+FH7CuYrVXuzn955BZlenlG7q5ajMVlgq0Kkk5aWbGTGxOG78V/sabW99kcMRgfsn7ic/VKZjiR4BCCUse8x7kzu8hvLd32R+PQuqUzt1eZI6IpMAkrk2/lo+zPgakTPe5DblcknYJX+z6AhERp9vJK1teASDVlEp5czn5jfnM6T+HnbU7iTPG8cGOD1Ar1B4J53aZ5WUly/hw6oc0OZqwu+1E6iPRqI6fkkl2udnL+AB4fEEWI1NCOp8Rt9bD4v/bZ3yAtBJStgUqtkFLvVS2rm2+o7kKZrxw6IFs/nSf8QFSP1k/yAbIMSK3ykJEF0jwthMS4IfZ5qC51UmA5lg8EiXWV6wnOTAZrerwjiUlMIUySxk1LTU+GdNlTjLqcmHF8/u+J45FlfkJOb2nYLBX8O3ub71UpPIa8kgMTOStbW95dbOgYAFPj32aHTt3MC1xGnaX3WN8gKSI+OKmFxkTM4avc772lA8OH8zgSN/Elzq1jsTAxIMPvaUOs91MsDb4oLEgMjKH4tjdbQ+AIAiJwEBg3UGqxQBrO3zf21bWWX+zgdkA8fHxXTPIE4hmh69ai9luRqlQcvWvVxOiDeHq9KtZVreMm8++iK+XBhASoKDIWubTrsHW4BXvYdKYuLHfjTy/8Xkmxk+ktKmUP0v+RK/Sc3mvy9levZ0gbRBVLTW0mIZhsjeDQg1Om+9AXQ7v744WsB/7WcYTge66JrUqLbP6zmJU9ChsThvFTcWAFIdR21KLgIDDve93CNIGkWxKRqfWcf+K+1EKSi7ocQG9g3tj6+Q3DNOFsbBwIS9teolmRzPTkqZx68BbiTPEddkx/B2abA6fsgargxb7ARZCnS3Q5HvdY2uA2jzf8prdIIpwMH98UZTq+bTNPXCbE5ST9V5ZUNPM5N5dF6ejEASiTTryq5vpF2vqsn4PxfK9y/+WeIdSoSQ9OJ01ZWs4J+WcbhzZ8eVkvS7/Fq3N3hMj+lCo2EYzLoK1wVRZq3ybuFo7FQpBhJv638SnWZ8Sogvx2VzbUusjQtPZe8ThsKFiA3NXz6WkqYT0kHQeGfHICbVKLnNycSz8YewH2iAIQgDwHXCHKIrmA9WjczeuTjNHiaL4jiiKQ0RRHBIWduL4rncViYGJqBXeKigjo0eyfK/kt2m2m/kx90fGx43nq9yXuWa8jvX5LUyKOddTP0gThFqhJjYglgHhAzzlF6VexGuZryEi0tjayJLiJbhFScbvve3vMS1pGqvLVnNh7ETCqvPAlAimeIgZ4j1IjQHapIE9xA6V6p6GdOc1GaQNYlTMKMx2Mw63A4WgYG35WibETUBERKfSYVAbCNYGU2+rJ9AvkJ/yfsLpdtLqauWrnK9IDkzu9ME1NWkqj699nCZHEyIiCwsW8tWur3C5j4/nY4/wAPz2Czye0jviwPEAAREw8FrvMkGA8HTIuMi3/qBrDm58tLcfdI1ved+TT4b6ZL1XFtVaiQrs2pwdUYFaCmosh67YhawqW0VGaMbfatMruJdX8rhTkZP1uvxbBCVCUJLkAuofCkWroec0El0ia8vWegK+TRoTGqUGAQF/lT9pQftcRP3V/kT5RxGqC+XlzS9jd9nRqrQeWf52JidMZk3ZGq92ncmoH4qixiJu/eNWjyJmVm0Wdy+7W06QKXPEdMkKiCAIMUBCx/5EUVze9v9OZZIEQVAjGR+fi6L4v0PsYi/Qcdo1FuhkavPUxNLqJLOkgY2FdSSF+PPqxDeYt/k5isxFTIybyKT4Sexp2MPFaRdjc9rIrstGp9Lx0IiH2Nu0h8cvTyJQPYYooxGLw0KZpYwEQwIBfgHEGGKwOW0sLFiITq3D4rAwJWEKq8tW+4yjpKmEmenX0s/uRNW7F/i3vbSe/wb89aSUUyGiL5z1FAgqyF0CldshbRpMeAB0nWf6lTl6fsn/hUprJXcNvosqaxXDI4cT5R+FQW3g2j7XEh0QjUt0sbNmJzf1v4m8hjyP4snuht2MihrF46Mf5+2tb1Nrq+WqXldR21Lb6X6uy7iOMF0YZruZbdXb2Fa9jThDHIPCBxFjOLic6NGQFmHg45lD+c8v2eRXNzOjXxS3TOyBzk/Zaf0aqxNLjysJt9vRbfsE0RCJMPUpSSQhxAJnz4OlT4PognH3QcoZnfbjQ8pEOOtpWP6cZGhPeACSxnXdgcockBa7i4YWByH+XesKGGHUkncMc4GUmEuwOW3EBhwkfqkT0kPSeWHTC4iiKCd+PZkxRFBz+WdsrdjALnMBPQLiSDH1J654DfcnnkOxNoChEUPJrssmTB9GenA6K0tXcmGPC9EoNZjtZsx2MxqlhhZnC3P6z6HCUoHT7eS5cc/x6pZXKbeUMzF+ImcmnMmPuT+S25BLD1MP7h167yHdrNrZXb+bjRUbpWvVEOulkAhQ2lxKeXO57BIoc0QctQEiCMKzwGVAFpJCFUirE8sP0kYA3geyRVGcdxi7+Qn4QhCEeUhB6KnA+qMZ98nEbzsruGv+Vs/3tIgA3rn2bVQqG63OVu5ecTdnxJ3Bnvo9vLH1DU+95MBkJsVP4rvc55nTdw5Ot5MXN7/o2Z5qSmVgxEDWlq/lgh4XEOMvvTxWWiqJM8T5LAOrFWr+b/Vcnh7zFHERHVwHwnrCBe9ICdy0RukP4OrvwWaWZngOR1lI5ojpE9qHdTvWsaliE4GaQLbXbicpMIln1j/DyOiRbK3eyorSFZ7605KmMTB8IFuqthCuC+f1zNdpcbZwac9LmRI/hT6hffi96Hef/SQZk/BX+SOKIt/v+Z7nN+7zY+4b2peXJ77cbXk/BEFgZEooX90wHIvdRWiAH36qzo0Pm8PJa3/m8tHqQnqGn8UlA2ZgMho4M74PRpUaVH4wdBb0miG5QhijDn8g/qEw4mZIv0CawTTIsr3HisJaC1FGLQpF1758RwVqyT2GBsjqstWkh6T/bSMiXB+OAgUFjQUkm5K7aXQy3Y3NaeOt/B/4eve+uIypCVOZO/IRhtks1NZu5r4V//Zsi/SPZHrSdJ7Z8Az/N/z/eHPrm9hcNhKMCTjdTt7Z/o6nbnpwOlf2vpIAdQAf7fyIeTXzOCf5HBICE9AqtIftMpVTl8P1i673yLffOuBWnzoapcZLTUtG5u/QFS5Y5wM9RVGcLoriOW1/5x6izWjgauAMQRAy2/6mC4JwgSAIe4GRwAJBEH4DaMsjMh/JyFkE3HK6KGBVmW08tTDbq2x3ZTO7yhzEGmMptZSS15BHz6CePlms8xvzidBHUNBYgFKh5NXMV72272nYQ6g2lJKmEr7a9RWR/pHM7jebdRXrmBw/GZ1qn2tLqikVi9OCU3TywuZ51O2fxE2tBVPsPuMDpM+m2CMzPszlUrBwQ8mh68owI3kGIdoQeof0Rq/Ws7FiI6vLVuNwO8gIyfAyPgAWFSxiRNQIIvQRmDQmam21WJ1WPtr5EdUt1SgVSvqF9aNvaF9PG61Sy78G/Qu9Ws/e5r28nvm6V5/ba7azu76T+IguJlDvR7RJd0DjAySp1o/XFAKQU2XliRVm7llQ6vuSaYjYZ3xY66FsqxTP4XZzSIxRsvFxjCmosRDZxe5XcOxdsFaWraR3cO9DV9wPQRDoFdKLteVrD11Z5oSl0FzI/N3zvcp+K/qNgoY86vw0vLj5Za9tFZYKtEotcYY4MqszsbmkmL3J8ZM9IiTtZNVloVFqeH7j8+Q15HFFryv4cOeHzM+Zz5jYMV7P9dKmUrJqsqhuqfYZ46rSVV65o1aVreKStEu86tw79N4jcueSkYGuccHKB9RA6+E2EEVxJZ3HdQB8f4A2TwJP/u3RneTYXW6abL6BZzaH9ILUfiNCwCugvB2n6PRsb3G2+GyPCojiuXHPkWhMJDUolV7BvRgVPYr6lnrenPQmRU1FVFoqqbHV8FmWZOA02SVVpG6jcCV8NwuaKkAfAue/JSloyS4HByQ1KJVPp31Kdp2UGV1E9GS276im0o6ISGpQKtOSpnnNngGewPXogGhenPAiu+t30+JsIdmUTA9TD6mOy9Fp4LrnejzOtDpdiJ1EidmcB5i3qMqG7+dIuWtUWpg8FwZeLeeuOcEoqLF0WQb0jkQadRTVWY+Ja5PL7WJTxSbOST6yQPJeQb1YXbaaK3tf2cUjkzlWtLpavZICt2OrysLhZ/DcuzviEl34q/29tqkValpdvq9eaoWafw/7N9EB0VgcFp4Y/QQpphRSTJIKpdPt5K+Sv3h09aOY7Wai/KX3gP7h/T191LfWe/W5pWoLKYEpvH/m+9TYaogNiCUtKA2FIEvryxwZR3zlCILwqiAIrwBWIFMQhLcFQXil/a/rhnh6ExWo45qR3jMMGpWCnpHSi1EPUw90Kh31LfVe2c8Bz0yHTqXD7rL7bNer9PQL7cdZSWfRK6QXSoWSAL8ABkcMZnLiZAZHDqZ3cG/e2f4O83Pme26YV/W+qlMd8S6hoQTmXyMZHyAliPvmGqg9+VSGjjVxxjgGhg9kd91u4gLiGB41HICG1gai/aO96vYO6k2f4D5UWau8lFV0Kp2XC1WEfwRjY8dyZuKZHuMDJOPkzMQzvfoMUAeQEnhiyCwnBPvTL9ZbIjI2SEdyqL9vZXsLLPmPZHyApOq26AEpgaHMCUVeVTMR3bACEqBVoVIKVDcf9jzaEZNTn4NRYyRIG3RE7XuF9GJz5eZOJxZkTg7iDfE+Sf5i/KNIKN1K+N5t/KP3P7y2qRQq/JR+7K7fzaCIfXmdM6szGRU9yquu0c9I39C+nJV0Fv3C+jEyeiRnJp7pMT5A8o64b9l9mO2S9k+5pZx7l99LjXVfQPm4WN+4tgHhAxgWNYzpSdPpF9bvsCWkZWQ642hWQNqzlG9CitHoSKcKVTJ/H6VC4PrRSRh1ar7eUEJiiJ5/TU6jV5sBkmxK5r0z3+PTrE+ZnjydEF0IfxX/Rbwhnkt6XsKC/AXMHTEXq9NKlD6Ki1IvYnXZaml72iWH9CPuFdyLd6e8y5tb36S0uZRL0i5hRvKMg896uJxQugF2/ggI0Oc8SSlLeRiXm7lUMjo64miBxhIITT10+9OcMH0Ydw65ky1VW2hxtnDnoDtZmL+QmRkz2Vi5kczqTMZEj+Hq9KtxiA6CtcFcknYJq0pXEWOIYWLcxE6Dz/dHq9Jyx6A7iA2IZWHBQnoF92J2v9mHHdzY3QT5+zHv0gF8tLqQP7OrGJESwuyxyUQGtrkfuF1QuhGyfpSyo+cu9u2krgASxxzbgcsclPwaCxkx3SNmER0oJSQM78IcI52xoWIDPYN7HnF7k8aEwc/A7vrd9AqWM1WfjARpg3h21GN8vuMjltdsYZipF9cZexPx2yNQV8LF572ETqXjm93fEOkfxcWpF/N59mcMixhGtH80j416jM+zPqempYZ7h9xLWlAavxX+RnpIOjf0vYGEwIO7RZU1l+3zjmij3FJOlbWKUL0UUN4vtB+vnfEab2x9A6vDyvUZ1zM+bny3nROZ0w9B7MxP4e90IAj/EkXx5UOVHQ+GDBkibty48dAVTxLqLXa0amWnqj+trlZaHC1olVrqbfWYtCYsTsklK0AVwH/W/oef838mJiCGgeEDqbBUcEHqBZybcqhwHQmb04bNacOkNR26ctFq+OjsfTrnCiVctxDiOxVE86ZmD7w9VjI62hEUcOMKiPx7kpXdxFH5Zxyra9LhcmBxWHCJLoS2/wAQwOBnQKVQUddSxz9+/Qcut4tBEYOotFaysWIj7535HsOihh3WfkRRpKG1Ab1Kf1yTFB4Ip8uN2ebAoFGjVnUwmovXwUfTwe2E3udCfaGUnLAjV34Dad6rPCcoR+0zdLLcKwf+ZzFPXtCXIL1fl/f91rI8zu4XxaVDujfPzc1LbiY9JN2zQnkkfJr1KUMjh3J1+tVdOLIu57S5Lv82rU3w+6M4A8JoaizCUJmNqmyLtG3Kf2D0vwApV5dWpcVP4Ud5cx06lQqVUoFRY6TZ3owoihg0Btyim8bWxsO+D2+v2c6VC7xd+Ix+RubPmO+jZNj+HDH6nTJJB2Vf7hOErnDeu7aTsuu6oF+ZTsgqb2RrSYNPUjaNUoNJa0Kr1hJliEKn1hGqCyVUF4pWreXaPtcSqgultLmUX/J/QUBgSPiQA+zFF61Ke3jGB8CmD72TLLldUvbo0s1QvQcqs6Q4j/oi37bBKXD2i5LRAVLcx1nPQGiab12ZA6JWqjFpTYToQgjWBROkC5L+tEGoFNJKVLAumLkj51Jnq+OX/F/YULGBy3peRs+gw5+dFQSBIG3QMTc+imotrM2vJbeqCZf7wJMoKqWCYH+Nt/EBsPUryfgAyFkIA670jvfIuEiKPzKfNmrfJzyNLQ5sDjcmnfrQlY+AcIOGwm4ORBdFka3VW73yORwJqaZU1lecNkKQpx61ebDxPVRAUNHafcZHWG/oebanmklrQqvSUtZoo6RGoMqsQKeUVKcCVHoMTRWQ9xeK4vUE1RWjcR5ebGYPUw8vVSuVoOKxUY91KqPur/Y/lYwPmROII3bBEgThCuBKIEkQhI4uWAbg0D4cMn+L/Opm7pq/lcySBgDO6hPBwzP6EBN0gCRs+9EzuCefTfuMAnMBGqWGlMAUgnXB3TNYRyeByLZ6WP2qlIBpzatSpnRdEFz2mbebi0IhvfxF9pXcrgxRksyvqutnPGVgWOQw5s+YT3FTMSaNiRRTygkvq7gsp4pbvthCc6sTjUrBUxf05dwB0aiVf2M+paOevdsJy56FyY9Jmc5b6qB0E/z2ACRPgJ7TIXpAVx+GzN+koMZCTJCu24LEI4zdL8VbYC5Aq9QecfxHO2lBaXyd87WcD+RkpT2Z6/L/wpCZoL9U+p4yGUJ7eFXdVFTHDZ9sos5iR6kQ+PdZvbhqWAz6Pb/AjzdLMWt+ATD+ftj4AYy/DwIPno9Jp9JxTZ9rGB0zmpqWGmICYkgKTOqOI5WROSBHEwOyGigHQoEXOpQ3Ads6bSFzxHy/pdRjfAAs2lnJpN4RXPI33AViDDHdmijOw5DrIXu/sKD4kdKN8s8n9pW11MP3N8I//wBD5L5ylZ/kbnViuFyd0giCQJIpiSTTyfHw2Vtv5V9fZ9LcKq1etDrd3PfdNvpEG+kV9Tdm6QZcJa2CtNNSD5oASQmr4+pdzCBY+ixc+A5oZUWs40lBTTORxu6Lz4gwavkju7Lb+gfYWrXVKxj4SAnWBaNRaigwF5AcKOcDOekISYHEsVC4Ata/K5VFZMCQWV7Vaptbue/bbdRZpJUNl1vkyYXZXBTfjP6HOeBqW/GwN+8zZopWQr/LDjkEnUpHRqj8jJU5fhyxC5YoikWiKC4VRXGkKIrLOvxtFkXRVzdW5ohpcbj4c1eVT/n6grpOap8AxI+Eq76DlElSdukzn5Be9jqRbaVxr5TAUEbmMKhpaqXB6u1+6HKLVDT+Tfnf2GFw9Q+QeiYkT4SrvpXiQvZXFqrYAbY6yUCROa7kVVmIMHafq1+kUUtxvSTF211sq9nWZXkTegT1ILMqs0v6kjnG6Exwzisw8f8gehCMuxcu+QgCvNUl6yx28qp93QLd5rJ9xkc7rU2gVEv3MRmZk4CuyITehK/qVSOSStbdoijmH+0+Tne0KgUT0sLYWWb2Kh+a2E0uVEeLWgepkyX3FUuVFFRuqYE+5/vWNcZAm+qGjMyhCAnQYNKrvYwQpUL4+9Ksai2kTJRmIUFSaKvZ41svog/UFYL+6FxmZI6e3KpmeoR3n3tggFaFgEC91UGwf/e4fG6v3s6FqRd2SV/JgclsqtzUZf3JHGNCkmH8vTD6djhADF2wvx/JoXrya6xe5QpjtGRsuDpMxmgMkgJl3OEJiMjIHG+6IhHhPKAM+AJJXeByIBLIAT4AJnTBPk5rBEHg4sGxhBo01FrsqJUKappsjO7R/S/uNdYa8hrzcItuko3JRFjroaEY/EOl2Aw/f7A2QNVOsFRLgbsB4RDSQ3qpM0ZLiQS/uQ6yf5HUPda8LvndawPhgrfBGHmoYch0A63OVvIb86luqSbSP5KkwCTUiu4J8O0q4oL1vHjpAG79YjMWuws/pYInzs8gJWy/F1ObGWpyoKVBijs6kISzUgVOu7TSERgDl38hGSLOFhCUUkb0CZfLCQlPAPKqmxmb2r33vKhALYW1lm4xQBwuB4XmQuKN8V3SX4ophY92ftQlfckcR1Qa6T5VsU0SvTBEgZ8BghIICQjh2Yv7c8MnG2mwOlAIcO/Unmgj4+C8N+CnW8HZCmo9dee9Tp7bgsMYSWR9KeW1fggI9AgPILwbXRdlZI6UrjBAzhJFsaOe4DuCIKwVRfE/giA82AX9n/a43SJb9zbyxIJsXG4RQYDHzu3TLRmBO1JsLubeZfeSVZcFQKIhgZejJpP821ypwoQHYcA/4PeHYed3UpkuCCb8W3qJ6z1DKkudAnNWSO5WARHQ91LJpSUwDoITu/UYZDrH4XLwvz3/4+n1TyMiohSUPDX2KaYlTjvhg1on9Axjwe1jKWtsISxAQ1KoP6qOAejWelj2DKx7S/ru5w9Xzu88p4fbBTu+hR9vgbF3QfbPUJ0DgBjam/xx8zC7Ehh4DI5L5sC43SIl9VaiAg9PdONICTdqKKmzMii+61e88hrzCNeHo1F2zX07NiCWKmsVZrtZVik6mWkxw/p3YOlTkgiGQgVnvwBbPoWxdzE0MY5fbhtDSZ2VIL0fSaH+aNRKSawlqj807qVUH8hDma+yqXozAJH6KC6KeYRnfmokPcrI61cNIqmzJKwyMseRrpDhdQuCcKkgCIq2v0s7bDttExI6nG4arHbcB5EIPVwKay38+3/bcLlFVAqB8alhrMuvpaD2AIotLidY66T/HwXLS5d7jA+AwqYifnHWgqltBm/ZM9BQCIjg35Y9u6Uedn4P2+dDffG+zoKTIWmctGoSmQFJY2Xj4ziS35jPMxue8WS3d4kuHl39KMVNxYdoefyxu9wE61WMilKSGqL1GB8utyj9m6vYLhkfCaOkh7Q2EH6+AyydiPPV5sIvd0grd7ZGj/EBINRk41/8Jy//sYfGFodvW5ljRlljCwEaVac5kLqSsIDuk+LdVbeLOEPX5RhRKpQkGhPZUbOjy/qU+Zu43dKEh3Pf/aHJ5sDSeoBnr70FbI3YnS4arHYp3qhy6z7jAyTvgMUPQ8JIKF4DQGyQnpEpofSKMkrGB0j5tcJ6Qo9JrLMUe4wPgAprOXm23+kRrier3MzvWRXdcvgyMkdDV6yAXAW8DLyBZHCsBf4hCIIOuPVgDU9VdpY18t7yfDYW1zM9I4orhsWTeBSzD3UWOzaHm5Qwf64YFs/C7eWU1LewOreWkAANIf4dZtSqdkmzKXl/SEHgw2dD2JFly82szPQpW99UgDMoCZXbBaNuhaXPQFOppLphrYWtX0LlTmlmpqUWgrrG3UCma6ltqcW9X8B1i7OFelt9lwXJdgdb9zZgK8+hZ+m3ULQYV9wIlKNuo0CZyGfrilmcVcF346oJP+tp2L0YyrZIMrqCALYG8A/x7tBaI7kwRCZ0GgMSVr0OS+sZNNkcBHZT/gmZQ5NXbSHa1L2rHwDhBi0Ftd1kgNTuIiaga1UIE4wJbK/ezqjoUV3ar8xhUJsHmz+BrB8gdjiOkbewqCqM15fmolEpuG1SKqN7hKBTq6SV1qLVsOy/0FRGc8b1fNk0kBZNKHdGlqPcX/ig1SwZIh0mRA5GVk2WT1lu0zaSw84kt8rK2vw6Zo87evU1GZmu5KhXQERRzBdF8RxRFENFUQxr+5wrimKLKIoru2KQJxN7661c98EGvs8so6SuhbeX5/PIjztoth35DGqEUYtJr+aSwXE8uTCbzcUN5FU38+jPWSze0UE2srlKirXY+L6U2Xnj+/D1tVL5ETAmxtdlZYqpN6rKHTB0Fvz+CBQul27Ea16T/OQD46SZ54a2HB4yJyRR/lE+riBBmiAi9BHHaUSHJq+qmW9X7mRA5iOYMt+B+kKU275C/PwStmVl8f7KAkrqWlAYwiW55/y/oC4fNrwHtibQdyLaYIiRVkiqd0tG836URk8hLEDTbUHJModHXlUzUX9XaOAIkFywWrql75z6HGIDYru0z6TAJLZWb+3SPmUOA1sTLLwXVr0kPWu3f43684uoK8tlV0UTW/c28s+PN7K5qEGqX54Jn57f9rzMJXjZQ1zkt5pvNpVg1saAcr/7S0CEtCISO/SwhjMk0jepcP/gsezYK6kDTkk/ce/rMqcvR22ACIIQJgjCg4IgvCMIwgftf10xuJOR3KpmqptbvcqW76mhuM56gBaHJi5Yzzv/GEy52Ua/mEDuObMnt57Rg7vPTGNNfg3mdveQujyozvZuXLNLMhCOgJHRI7mgxwUISDEBk+POYLJTKblZOWzeChwA27+BQdfA4Ouhz4VSpvOdP0LpFnC0+u7AXA57foesnw57pkema0gITOD58c97fMdDtCE8P/55ogJOXKNxd2UTY0Ob0ZSu9SoXmsroq6lg+ZVG1p9vJtC2F+z7zWLv+BYqs6BpvzwPfgFw3uuSokxrk1cW4ubUC1ijHMq/Jqei9+tksbipEnL/hJ0/SH13o3zr6c7uyiYijd2/AhJh1FJyFPfqg5HfmN/leZiSApPIqvWd/ZbpZhoKJS+DjliqydB4uzot2F4ufSjdIq1odCBy53vMP0eHu7UJ8ZxXpIkQkIyP6f+FxlKIGy49Z8u3wo7voWC55F5dXwS7FsKuBVBXyOCIwVzR6woUgvRKNzxyNHr7cMoabVw4KIbxaWHdcRZkZI6KrnDB+hFYASwBXF3Q30mNRuXro6xSCKhVR2frDUsOobDWglal4PnF+17WZ41JxN3+4nOg4MYDSPwdigj/CB4c/iBXp1+NW3QTZ4hDb2uClDM7Nxi0gZKk7tdXSUvOhihppeSba6REbh2TIzUUS6s1pZuk737+cPWPEHd4Mz4yR4dCUDAhbgLzZ8ynvrWeMF0YEf4n9iyZRq1A8NOAoPDJ15Ggt6P8X5vowYQHfBv7+cOuXyS1qwvekhSvmiql+I/iNdK1qTHCwH/gnvgg1lYnNeoYpgQGdr76YS6DH26WVllA+jf2j/91Huguc9TsqWpmap/uV8sL1vvRYHVgc7jQqrsu3qTB1oDNaSNI07XB7SHaEOxuO1XWKsL14YduINM1KP2kYPH9jAqn4P2sDWm/d/j5umCLmkASct6HHd9BeDpc+J6kvqcxgMsFo24DP51kZHz9j333vPPehL+eBPNe6XtAJGFXf8/dg+/m0rRLcbqdhOuiqWyEc9MhIcS/22OnZGSOhK4IQteLoni/KIrzRVH8rv2vC/o9KUmLCGBUiref+Q3jkkkMPrIYkKYWB+UNLdidLlLCA/hgVYHX9g9WFe5bXQlNhX6Xe3fQ7zJJEvcI0aq0pAal0jO4J3q1HgwR0n4iMsAQ7V15xC2w5BHJ+ABoKpeUr4wxsOAeaam6nZL1+4wPkGaslz4N9u6ZfZTpnBhDDBmhGSe88QHQO9KIXu/ve40njUe557d931vqpUzDHRkySxJHKFwO5VuksoptkLNQqr/uLSmT8Hf/RGGIIiBhABGhwdgcLlrsncyrlGXuMz5AiiP57UFoaeySY5XxJr+6mZhjEAOiUAiEGTTsre/a+1B+Yz4xATFdrjAnCALJgcnyKsixJigZRt3uVeRKGMOSmn0Gpk6t5Mx216fYIT5JBoUBV0LOr9KXqiz48lKoyoZPL4Bvrpa8Gcxl0iRJu/FhiITSjfuMD4DmCtg+H41KQ4+gHvQK6UWw3kjvKCO9ooyy8SFzwtIVKyC/CIIwXRTFhYfbQBCEOOATpHwhbuAdURRfFgQhGPgaSAQKgUtFUaxva/MAMAtpleV2URR/66Tr405IgIbnLu7HhsJ6dlc2MTA+iEEJpiNaAdlQUMcTC7PIrWxmWt8ozu0fhcPl7eYhilJGdIUgkBETCJMfhZ7TpCXbqH4QNxK0XSjRWLpJiv2ozILJc6HVArV7pIRtlTslN5aO1BdKuUD2bpByM7TT0InaUlWWZIj46btuvDKnDFEmHYEhbsi3wsSHpGvIFCdlEv784n0V178Do27HbYxBUbUDTAmQv1QyiAGaqmhssSPUluPzL6O+AOzNZDWqeO63HNbm1zEyOZh7pvYkPTpwXz1Lte8Aa3aDvRl0gb7bZI6YOosdu9NNkP7YiABEtMWB9Ajvutwv+Y35RPp3zwpObEAsO2t2MiFuQrf0L9MJKjVkXCyt8ldsh+AkFIljOFdIIyisBj+VgpEpIfRpv2eYEuDCdyUXqpYGxKRxCCteAEcHQ1cUwd3m1uxokSZG/Py9YzgN0W3Kk/tRskFqf4JLqMvIdKQrDJB/AQ8KgmAH7EjJCEVRFA/21utEypK+WRAEA7BJEITfgeuAP0RRfEYQhH8D/wbuFwQhHSnBYR8gGlgiCEKaKIonpMtXTJCemKCje4neU9nE1R+sw+aQZj6+3bSX3lEGwgwaqpv2xVMYtSpqmluZ9fEGfrh5NFGmKCnjeGdZx4+WugL47CLpxgjw879g/P2S4bB9Pgy/ybdN7BBY84akxGXs4P8c3Ulmhb6XSnKoMjIHQB+WKClb7fpZcvcbdoOkdhUYK622gTRbuOE9WmcuR1ezG/74j3cngTGszasjwBbO6P130HMGdQoT//x4I2WNUgDnnznV7K5q5rubRhHRntCrs8SG6ReAv+wG09XsqWwiPlh/zPLThAVojipmrzMKGgu6zUUqwZjA9prt3dK3zAFoaYCfb4eyzZIEfUs9gkpL39lL6TuxE4+Dsi1SELpaD2o9glIFzfvFo2mMHul80ZSAMzARtSEM4kdB8WqpTlWW5JqVu1/8Sf/LZeND5qSjK1SwDKIoKkRR1IqiaGz7ftApd1EUy0VR3Nz2uQnIBmKA84CP26p9DJzf9vk84CtRFFtFUSwAcoFhRzv2Y43T5Wb73gZ+2VbGR6sKWJxVQW1zK7srm/hxSyk/bS0jr1rK7ZFX3ewxPtqZt3g3L17anx7hkjtXfLCeOyan8dWGEirNrRTWdsFD01Ir3dy2fQt5f8GWz6VA8vpCSVGo3fhoZ+WL0g0xKAkaS2DQtVJAr9JP+txQAqE9pRiQjhKoMYNh2nOSv6sgSPkahlwPiq7wCpQ5YWiulAyELZ9C4SppxaypEnb/JpUVrQa7hSqzjT93VTJ/YwkbCutosR9ARz8gAi79GMJ6S32LImR+BiNvlTTxAUwJOC76EJ2/v+SykHKGVK4NhHH3gsPKT1tLeXarmqIJr3jUsVoTJyBOepg9dU6P8dHO3voW8qqaWbmnmq83FLPdnYTr3NdAa5IqpE2DsXdLM6MyXcqequZjIsHbTqhBQ2EXS/HmN3TfCki8MZ7suuxDV5TpGizVULACUibAxAelyQiXXZLOrfMVfLE73dj3bpHuVXaLVE8XDNOfRwyV7lliUBJMmgubP0YM703z1JfIcYRI3gtnvyB5MoD0PWE04pi7pGesUo192C2YY8cfwxMgI9M1HPUKiCBNS10FJImi+Hibe1WUKIrrD7N9IjAQWAdEiKJYDpKRIghC+5RRDFJ+kXb2tpV11t9sYDZAfPyJlYNiU2Edi7OreH/lvjiOCwZG02J3sWinNBsSpFfzxQ0jCND4/jSCILCxqJ4XLhnA79mVVJptPPdbDi0OaSHIX3OUvp6tTVJw2+aP4Mwn4Mc5+5SugpLhgjc6aSRKvvShqZI7jEIDs5ZIN0q1XkruFhABOpN3M61RylGSNlW6eQfGgbr7ZTaPByfyNdmtWOvg1/ul2It2pj0nzeJt+tBT5Dr7RZ4vHMT8TaWesmcv7Mtlww5wrqIHwrW/SAZIXb7kxvD7I5B+HvQ6B1rNbGyJYqCoQrP9G4SACI/hwZZPcUx5ivhgfxZsr+Cipmhu6P8xEVoXVl0EV4b1JMDuG8chCFBptnHn/H2Sp/dPHckNN65A5bKBMfakcx08Wa7LnIqmbs+A3pFwg5atexu6tM+ipiKmJk3t0j7bCdOF0eJsoc5WR7C2E6npk4wT+rq0mWHJY9LkSTsjbpbcpGp2S6p6+7G+oJZU0R9PlN2YO2HjB2BrQEg/H/pcQFPCZOpcOvTnfIojIIrpH+by7U1tz/OIdLhqvuRCqjGAMZq17nSKXRMQgI+yRTSFJbxxZRhRx9BQl5E5WrrCBesNpDiOM4DHgWbgdeCQckaCIAQA3wF3iKJoPsgSe2cbOtW8FEXxHeAdgCFDhhwTXUy3W6S0oQVRFIkJ0qNU+A630Wonc28jn64p8ir/fksZL1zSn5zKZgpqLNRbHfy6o5xrRiQyNjWUFXtqPHWvHZXI1xtKUCsVJARJN5qLBsfyy7Yyzu0fTUq4783Ph6YKaRbaGOX7wlSdI+UOSZ0iKXN0lNmtz5fkfPtdLrlbpZ0laZRH9JViQJoqpBfNSY+CJlC6EQeESTPQByPoxE1611Ucj2vyhKAq29v4AFgyF4bN9ipS/v4wfQd8wXcKgfN7GxgV6aK4rITS+tB9rozOVsnFSuknGbr6IOlPZ8IdPwpF8WpJBhoom/oOJTWN9Aj2o27040T/eBkULAPAEZxGqb435w+MRqtWUGd18E5mGTaHi2/mxLC3rpkEZTXfXR7N/X80kFstrSpeOzKRT9d6xy09tziHCb3G0jtKWvB1uUX21ltRCAIxJh2KTu4DJxIny3W5q8LM5N7HTiRBygXSdS5YTreTCksF4bruccESBIFEYyK7ancxKubkT0h4Ql+X1dnexgdIeYZG3467JpcaXRJ+VjsmvaR+1VRfQy+hGCEyHfeo21FoDG0uW3XS83Xb1wBoe2bx78bZjO8VRcUeG3dO7kliSAfhGq3RE8tZWm/lnu92Utrgna9mR1mjbIDInFR0hQEyXBTFQYIgbAEQRbFeEIRDZu0SBEGNZHx8Lori/9qKKwVBiGpb/YgC2qOv9gJxHZrHAmVdMPajpqaplS/WF/HG0jxEEW4Ym8S1o5IIM3jL8VkdLmwOF3aX26cPl9vN+LRQekcZWLi9goJqC6EGDc9c2JeF28uptzoI0KhYkl1FeaONwhoL5Q0tfLaumLAADY/MSGdcWij+neUqaMdph92LYOHd0mxN2lnSKkdHX/b2AHL/cCnIfH8sNXDm4zDgStj6lRQw98NsyS2r1znSrPTOH+DVARCUCOe8AknjZN/U05XWThShHFbJRa8j9maC/Zx8eraeITv+g9+q9bhNiTjSXwLTBGgogqXPwravJD/pKY9DxoWgCQBDJFWTX6Mhfz3+znocIb0JqlrHpRvvgDVOzP3/SeEFP6CsysKmNLDKGouqWs/a9XtYsL2CIL0f95yZRkZ0IDt25zKx6WcCtr7JYGDh8FvZFn0pVnUQej8VH60u9Bq2W4Rmm+QqVmm28dHqAt5fUYhSIXDLxBSuGB5PiP+RSWDL7CO3qpnrRiUds/2FGzSeCaWuiDspt5Rj0phQ73/ddyGxAbFk12WfEgbICY2tybfMZccZPYQPbJN5at5mekUaeOaivgxQFBLwy50YGgph0iOIuxdBzW7EiL4IUx6XYtPagtD9Ggt4+0wtMxdVERLgx71Te6JW+roj7yhtpKCmmUqzzWdbk+0AbqsyMicoXeFw7xAEQUnbioQgCGFIKyIHpM1t630gWxTFeR02/QRc2/b5WqQcI+3llwuCoBEEIQlIBQ7Lxau7WZ1fy7zf92BzuGl1unntrzyW5vhmHg83aIkI1NIz0nuVwqhVUW91UGdxkBZhwE+pYEY/Sd42JkiPUafmrWV5/Pe3HDYXS/EXfWMC+WK9NBvb0GLnP79kUVrve0PyonKHlI+jXVFj9yJpKdnRYRYlOFnyhy9YJilp7U/MEFCoYfFDkuHy11OSm40oQvZPsPljKGnzlKsvlPKB1OYf+iTKnJqEpPro37tihkpuUx1wx4/GpQlk+Ob78CuX/lkrGgrRfHOF5Naw8UPY+oUUXG5rgJ9vg9LNnvbq4Fhu2RTF5KWJOBvKCFrztPRgd9kxbn4DRcV2rtyYxow/QnhqjRWDTs0v2yoQRbA5XPywpZRP1xYy2LWVsE0vgtMGohu/Te8xxLmZcWnhRJt0hO83qRBj0hEfIq3Q/LWrijeX5mN3uWlxuHh+8W7W5tV2w0k9vahuasXlFo+ZAhaA3k+FSiFQZ7F3SX8l5hIi9N27ghNriJWleI8FISn74r7aEMP78PqeYF5d14hJr2Z3ZRNrtmYjfnsdQvkWKRZyyWMINbsBECq3w+pXpYm8dlImEfjjTM5PdHDBoBgCtL7Xe01TK3d8vYUGq4Mz+3hfTwoBehyOB4SMzAlEV6yAvAJ8D4QLgvAkcDHwf4doMxq4GtguCEJmW9mDwDPAfEEQZgHFwCUAoijuFARhPpCFpKB1y4migPXLVt+FmO827+XiwbFes2dKhcDolFDCAzS8t7KA9QV19IoycNGgWF5csptrRyaytaSRFy/rz4jkfcHaZ/QK556pPXnzrzz8VArumJzKbzsrEYFZY5Lw1yiptzgob7DS2OIgs6QBlUJgQJyJfrEmArRtP3Ftrm+m5pxfKCrMRxGSRFywXnKHuvJbKZ8BwJCZ0kqHLgjOfBJiB0tuWJU7IfVM35OxexEM/Idk7AybDQmjpORvDqskCdxcLQUKxwwG1SEXyWROdkJTabl0PqrFD6CuycKSNJWNyTcTIjSRXr0HRU029JyOMPEhxjSaUf6xX3JLR4tkgGz90rfvunzpGipeR4jOxP8uGcK8TJHoim99qsYXf8/Cs5NwNVZQGzKYr/IbeWBaLwJ1avJrLGREG1mfW0FS+QJQKGHkbaBUSf7edivYrUSb9Lx/7RCeWJDNpqJ6hiUFM2tMEouzKhkYZ+LXHRU++120o4Kz+0X7lMscPrsqzMSHHDsFrHYijFpK6lsICTj6FaySphJCdaFdMKoDE2+M5/ei37t1HzKAfyhc/AH8+SRUbIXe5+Ic/E+uLtrIzIkuKk0DWNbUg2F+hQgbC6U2SrU0cdIRcykEREoxHf0vb8uZVczkKBu6YAtN679AaCyCmMFUGvuyrNCGWxS5ZkQia/JqSQz1Z0a/KH7PqiQqUMs/xyYTG+QdQ1nRaGNzcT15Vc2kRxsZGG8iWF6RlTmBOGoDRBTFzwVB2ARMQorVOF8UxYNKcoiiuJLO4zpo66ezNk8CTx7NWLuD3lFGFmd5y+n1jQns9IEZF6ynvKEFEfjn2CQKaiw8uSAbnVpJq9NN/9hAnxeWMIOWm8ancMGAGJQKAZVS4O3l+Vw1LJ6Ve2rIqWxCIUBiqJ6nFmbicktGhlGrYt6l/Zmc3haDoeskA68xlq+31bGyrJ53rx0iSYzGDoarvpGCx3VBkrKP0m9fEiVNgDSrreokYDwoScr50e9S6fOif0uxIe2c9Sx8diFc8qHkAiZzylMTPIj3Qp+hR5KbxcVuVvzciJ9SwW83fUVSgBv8wxDUWoIV+dJ1Zd9PfUgfAqFp3pKVap0Uv/TBvqDeQEMU/3fNAoTsvpCzXx5UUwIGSxGsfQmDoCa5z+s88KuFOyan8r/NezG3RHBHQhGK8hhJSjrrRykfSDsaI/S7hL6xJt6/dgi5Vc289lcu//xkI6IoJRx75sK+LNvtnRukV1QX5t85TcmpaCL2KCXNj4QwgyTFOyDOdNR9FTcVE6LrXnnxKP8oKq2VWB1WKWGsTPew43+w4C7p+ZU0FsJ7o/7qUoLtknqlQamm6YzPsQiB0jPSafN1OQWpLDAWBl4tZTpvKAJBICw0DPHHmagr94ldmEf9h/c396W0oQV/PyVPXpDBHV9vpU+0ketGJVLd3EpWmZma5lbmjE9Gq1bRYLXz8I/b+T1rnzfGjeOTuWtKGhqVnJhQ5sTgiF2wBEEIbv9DitX4EvgCKY7j5JfiOEym940k3LhvViHY348LB8UesH7PKCMJwXreWpbPbzsrcbpF/jk2iTV5NUzrF0VJnZVd5Wa27W1gT2UTNc02ssvNtDrdhBk0BPtreOL8DMIMGnIqJX/UqX0i+GtXtcf4ADDbnKzKqyWrrJHcqmacEX0lxSmtSVqdGHcvtWe+yre7bGwrbSS7vEOSQK1RCvTVBEg3yY4ZXIMSYdp/JcOiYy4PpZ+UEyQsHXqeA7Z6b+MDYNNH0o17yX8kA0fmlCcuWM+AHgk8vMzMigLpIX3+wGiCg8Ola8zlgIodIIo4z3zau/HQG6jWp2Id84D0MI8aIKlZzXgZ8pd5120qh5J1WBKnIAZ2+PenC5LaLfsvTH0a5aArGR8q/bvZUVTFh2cbuT7VSuSKh8AUL9XvaHwA/P5/knQwEKBV8/m6YpZkV3kWFFscLraUNHDp4Fhun9SD287owRm9QvdlQZY5YraXNhJ3HAyQ0AC/LgtEL24qJkwf1iV9HQiVQkVMQAy5Dbndup/Tmsa9ktqe2ymt7G+f3yYj3ryvjstBv9IvUWq0uCY9JpXtWSy5YXXANe5+WlsssPYNyfgAxDH3YG+s8DI+AKI3PcfsftJcscXuIru8iWtGJLCzzMzby/NZllNNXLCOl//YQ361FVEU2b630cv4AHhvRQGFNV2b30ZG5mg4mhWQTUhxH+1T/e1vv0Lb5+Sj6PukoWekkW9vHEl2RROiKNIz0kBS6IF9MQN1av49rRfn9o+mrLEFk84PtVLg3AHRZJWZ2VrSSH5NM3/squKBs3rxw9YyssrM6NRKHpzeiwsHxTI2Nczjn9w7ysDk3hF8sKrQZ19NNifL99Tw/G85/HNsEred9TK68vUoFt4NlmpCDJ/x4cQXuPJ3NTb73/BoSz9fWoqOGyoFtyOCoIRf75VeBDMuhYjevu1a6iTjpqVWUjWSOS2Y3jeKpNAAiuoshAZoSI8yEqhXS+58C++DvCWgVNM09lGqz/4Wv+ZSwqITyHYncN1rm9GqFXx17veklPwPYeU8cLugx2Qp98ea1zz7aWyo4/1KJXOmzCOwZnNbZmEXLHtGmoms2gkr5xHR+3y+ufAG0oq+JPCnz2HkLVJiseXPSVr8+9PS4FGEE0Wx0wDQpFA9m4rqeeWPXBQCXDEsHqOuKzxcT2+yy80MTTz281lhBi351c2HrngYlDaVMjZmbJf0dTBiA2LZVbeLfmH9un1fpyUuO9g7BKFrDJ1OpCmbKxiqLsYdnCQJZrQ2SjL2PaZILqWICIHxaDa+D2f8HyjUuCL68mt9DClVG/F5ctotBKj3hdXurW/BX6PkjSsHUW+1U2+18/IfexBFcLhcfL6umJpm3+eryy3S6jwhPNdlZICjWAERRTFJFMXktv+3f27/7jE+BEHo0zVDPXGJD/Fnap9IzsqIOqjx0Y5J78eoHqFcPDiOyekRjO8ZjrXVxdyfduISRZZkVzEqJYSlu6vJKpNWJlocLh7+cSdZZWaUCoHBCUGEBvhxdt9o5v6UxRm9fCUehyQEsWhHBU63yFvL8qmvq0Xx481SIiV9MGgC6LPydh4YpSct0nD4B9xULi1F5y+V1Ila6uGnW8FcJr30bf9aWilR7LfU2/9yaTZoxM3eqyoypzQatZIB8SbOGxDD6B6hBPn7gdstST7nLWkTPwghaOlD2C31TFwcxvyaRC75JJvmVieNLQ7E2jyEDe9KBgVA7hJwtUL8SCm+KCSF3coe2Bxuspv9YdXLsOxZWPG85NbV+zzI+xNEEWXW9wywriawYIEU2J7zK/S9WDJSHFZpNa8jQ2+QZKuRJE+vHO4tHR2kV2NpdfHT1nLignVEGrV8vq6YlblyEPrRYHe6Kaq1Eht07KVFww1dlw293FLe7TEgADGGGDkQvTsxxsKAf4BC1eYWWi25LO9PyhlQthnFL/+Scmpt/hR+vBn+N0u6Z616CYW9Gap3wZ9PwJK5OIo38sSSUnLdMT7CHc2p5/NDvoKUsAACdWoGxJvYUtLAuoJaPlhVgN3lxuZwkx5lxGp38X8/7KDJ5vQRzRgcH0RCsOyeJ3PicCym6D4FBh2D/ZwQVDXZWJtXS01zK2qlgi3FDSSH+RNu1BJu0DAkMdgnyWBBTTOZJQ30ijSyqUhSuuofa+LNZb5ZVWuaW3lrWR5ZZWZundiD0AANza1OciqauGViDxZsK0Pnp2T22GQEILOkwdPWWVcszeJMeEAyGpoqIDKDS6PtKHa9DasLpYzkohN2LZT0yntNh6j+UgeVWdKLX0C49EJmLocL35Ze8vZn1wK48D1Y86qUXX3AldJM8ohbpJc9mVOWVoeLzcUN/LqjnECdmjPTI+gba/Ku1FIHNXukGcLyTClLuSmBCHMewfoh1DTbPS5OZ6ZHEN+wyHdHRWtg0lzE3N8R3S4ywtUkBpZhKvkD+7lvot78EUJdLmLP6QgKJez8n6epOm8xRGRAwXJJoCFpnLQSsmsB7ukvIGz7GqGhCAZdA/2v8DKmR6WE8OKl/Xntr1yUCoFHz+nD52sLeXB6b3ZVSBMEqeEGNhXWcdFB3DFlDk5uVTMRRu1x8VmPMGrZW99y6IqHwGw34xJdBKi7X6Eo3hDPL/m/dPt+Tld217Si7TWL2KgBKAqW4Q5KxB41DPX5b6Nc/bL0bM24SFKC7DEVRtwE5Vslt2dTHKx8EQyRiGc+iZD3hyTYovSDVS+hzfmBYbGjeWxNC6Mu/IygTa+gqNmNO/18bGmXMarYnx2lZq7sHUwf+2ouj1qO2b8/V04fx6IygcuHxjFrbBKbC6X3h8/WFnHP1J6szq0lu9zMpN7hzBydRKBeFn+ROXE4FgbIaZMEwu508dbSPDYV1ZMcFsD3W/Zldu4ZYWBAvIkGq4PzB+5L4l7R2MKcTzcxo380xXVWhicFk1nSQHGdlbRwgyfOA2Bcaig/ZJbyW1vW9J+2ljEqOYRpGZH8uqOC9YV1jE8LQ6dW4na7+X/2zjo8juvqw+8sk3a1YmY2yCAzBgxhaDhpyGFog23Tr5SkadM20CRtOGmYmWOKY2a2xczM0vJ8f4y80loyy5Jsz/s8euK9e2fm7GZ2Zs495/zO62t9mx6qzCHSQ9aWN6QoBsDeL1Cc/gepM2t3MwQmwNK/9G60/r9www+g0sKb50rKWGv+DV09q7s1u6R0mKIVvl+GORJSz4boaaBSg0ovrTAbj28xpszws7awkRve2OR9/eqqYj6+bRqjIy29k7R+iMkLEL67v3dMY0J//qu0rXHi16PeZtAoyYz2x6NI7X+gyImw9C8IdXsQAPOW1zHPexS2viT9pZ4N8/+K0FAAP/3VZ1MxYjxCbh+nZvPrNEz7I++F/5383S5+d86bRBqRUg33w6xXc9GEKE5PD0FAwKxXU9du476PdrCvDEutFHj2ivH9tpU5fPZWtxEzTCu2gSYNDR12HC4PGtXRq9VXdVQRrA8eEhWvaL9oClsKcXvcKPePPsscEyUNnTz48XbeTN+IYvUjgJQ+otn9GeVnvkBsUCooFLDhRSldM+1c+OE3vTvQmmH63aDxQ/jspt7xoGTIuhGbw0VeiYvbxmuwLLkHhTUKEuagyPsercLEJzunEm5SMDr/QyzZ7wHgx4c4IyZz6TmvERyWhMPlYb1bui/bXR4e+zabCTFWLhoXya1z4/E3yApYMiOLwegDcihGVifT40hpUxdvritlTmowX26v9Hkvt7adCIuOJ5fkUt3SzfayZnaUN1PW1E1ubQdrCxuZEh9AbKCRSH89i/fUcsXkaAya3hvJ/FFhXudjH2uLGpmdLD0ktXQ5+WF3DWlhfoRa9NS19eaBToz1RxmSIqVG7XM+vDt5TqrrSJ4POz/yfc/eDmXrpELhrkZpJbirT2pJ7W6IypLSaPZhjZf6iFRvl+Ybg0BrlJ2PU4Bup5v/LM/vN7Yqv8F3zNYt9Y3pi6MDsT4Po0bJ2Cgzi2bGc0ZaCEv31oEhWIpY7MMvXFKhqdvTOyaKUoQueoqUWpXzjSQZ7bZLKRM9uAOS6U67FM/EG2Du7yByAi5LHBvUWTy9tpGJSZEEBwR4nY+utkZaC9bTWrCe7rYm734seg1mvRpRFPl+Vw19NCBwukXWFzfR1u1gW1kzOytaaLc5j/JbPTXZXdkiyYMPAyqFgkCjhqqWY4uCVHZUDkn6FYBBbcCitVDaXnroyTJHxJ6qVi5KFPHf+KTPuKK1DGd7I5UBk6TeV1Nvh3OehA0v++7A3oaoUMGm13zHG/IR/SIoTbgCo07DZEMNqpYiKTK7/T1oKsJv4zMsGq3kqiQXlhxfSXJ11UaMbYWolQqKGzpZV9TImem96c3Z1W1MSQyQnQ+ZEYlcJTmIuD2iV4nKM4Db5RHh4vFR3P/xDtb2NCmbkxLEDTPi+N+akh4HxMBvF6biEUWaOh28dl0W64uaiLbqMesHbsbV7fTw+MVjEATw06rIr+ug3ebk8zunk1/bgUalIDXUjyA/LZQNEIJ12SVZQIVKeljr975DUv4QBOnBbn++fQCu+aSn14gHtBZ483xpXwGJcPnbEHrSlwLJAB6PSLer/znSr/jR40Fw9S/mVohuPrl9OglBJsZG+lPU0Mkj3+ylu3Qr+ojxkH6u5GgICihe1d8Alw2UfW62oghrn5XSHUZfTJtfEm3aMCK+vAlFSwkIAs7Jt1OecCW5ZVrun6/gzPQQ76p3e3UBmh/uw1AqqW7Z406nfeG/8AtL8jmEzdn/M3fbXfzxiz182dMraMGoUP583igi/Ie+puFEZFdl27AqiYWadZQ2dREXZDz05ANQ1VGFVTeABPpxIsYvhpzGHBIsp4QGzJDh8ohoFHjFKHzes7XxYUcmd0VWovn5HzD6kgHvo4LHDbW7+o036GI4/+MWFo4OI8w0wCOZx4VaIaISPP17efW8D+D2ePhuVw2np4Vw77wUXG4PItIzgYzMSOSYIiCCRPQhpg1OO9kRiiiKiD0XhdgAI3fMTaCp08HcVF/ZxXCLDqtBTaBRw9rCRnRqBb8YH0mAUYNJq8KsU7GhuIknFufx7a4atpQ2Y9arWJ3fgFmvoqnDzpaypn669KmhJnJq2vn957to7XZxx3vbeG11MSmhZqKsBk5LC2FGUpDkfLhdklqVdr/+BJNugtwfoGAZjLrY9z2lGmKnQUi6lEalUEs5rTHTICRDmjPtLggZBaMukpRB3v1F7wW4qVAqBnYeolO7zEmBUavi1tm+Dz9KhcCsZN9VYL05gI5Jd/turFAhxk0nKciAQiFg0qkZG+XPLyZEUhY8B7a/Aysel86nFX+HxNOkZpf7zkOA5AVSxA4k6V61XsrN3vw6zl1fsMGZSMjmpyTnA0AUUW94ntbqAp5dVoDTJRLh37vqLuR+i7a0V/JXW7Ic8n70NVshcN0M38J0gBnJQV7nA+DHPbWs3i8SJDMwHo9ITk3bMT38HyvBg1CIXtleSaBu6CK/ckf0o8cz0KphDxlhZnZ3+NE9/mbfN3T+ZHuiOd2/Ds3G//ZGYUcPcB+1REo1kH3TOk2hfN8Qgt3l4cvtVaxoDpIEYvrQPfY6trWZWVytpzvWt02a25qAMkRKT40LMjI1IYDlOXU8vSSP55YXsGRPDbGBw/cbkpE5GMfkGouiKAqC8AUwgBSEd87UYznGSMXhcrOltJk315Xicnu4aWY8To9IQV0nLo/IVVNiGB1hYUVeHWOj/JmTEszb60oIMGp57spxtHQ5+WZnNeEWHaMjLTx20WheWlnEgvQwxsX6szy7DrtTpN3uYmNJE2ekh9Lc6WJ6YiCjI8xsK29hdKSF01KD+WhzOc9dOZ6vtldxeVYU10yNIzFkgKJHe5uUbjXnN1CxCVrKIWEOojUe7B0INTulh7mLXpYUikxhMO12qY+CQgHXfS093M17GHZ9CsFpcPofJdWOty4AawwkzZeax/VN0yr6WaovUYcP2f8fmeHjtNQQnr96Am+sKcHfoObGmfFk7l+EDijSzqZTpUO/7VWc+mC6M69H15ADK/4MsTNh7GVUqKJJNruJt7sQz31GahLo7MY+/T7UnbUoFCoITocpt9GtDaLbbicgbCwuSyzu8dfiKt+GKTyT7pg52BMWMrszF03Fmn62RAkNPHbRAualh6JQ9ObrG0r6d5fWlyyD2Xf6jE1NCOS167J4bXURaqWCRTPj+XBzeb9t1xQ2cNmkQ63ZyJQ1dWHUqDDrBo76DhpuB2R/DVVbpbq10Zd4FfqCTFpKGjoPsYODU9lRSXrgAJLkx4lYcyyrKgeIDMockNZuB2sLGnl3QynhFj1XTYlhXLS/t26npctBTm07xU02lo+6hNPnxaLf8z6OoNHUp12DozOCyM7c3h12N0u1kaf9HjF/CfiFI2ReCRUbpfvnhBtAa8LTXEpu9GUEKmKZnliGSikQkZCALeNzPJtew9Cwi860S1mrmUbRDjuzUsIpDvkzCbFT0eV/S1fkDNyZV+EXHANIKaGPXzyWL7dXsnhvLbNTgvnFhChp8VFGZgQyGLG59YIgTBJFcdOhp548bC1r4apXN3gjolMSAvnbd9ne18tz6vjwlqlcMzWG73dXc+vbWwBJ3jHCX8eLPxd597Vkby3PXjmeT26bTnFDJ9f/byMXjIvkmWX51LVLkYRNJc38YkIkK/PraepwkBLqx5qCBs7PDOflX2ahUio4Mz0UtVLh8wDlg9YMEeNg8R+kfHq/UNj8OsLc30NHHRis8N2DUjrVdd9IaS7KPqdIVBbUZUuSu/vI/U5qDleyEkqA3Z/CrAdg+aO9c2JngN7/WL5umRMIs17N2WPCOTM9BIUgoFIOHGg1WILYHjKP5xSRxBm03Lvzv+jyepSqytYj7v6M/Gn/I7F9E5ZVD0jnY/RkMIYhNhahXNKnyDPvOzbMeJc7lyuZFvsIOocG6x4dKaEXYRh3Hn7OehZ8caUkkRmZBaW+Tog1KJyrR/WPYnRFn4apxPeBrjtmLvuLVhs0Ks5ID2VWShAKpM+8qUeRpi9T4uU6qMNhd1Ur8cc7+uHskq6FglI6J9rK4Ztfw5kPQ1AKoWYdu6uOrWFqVWcVMyNnDpLBhybWHMtru15DFMUhKXw/GVi6t5b7P97pff3Vjio+vX26VzTj213V/N/nuwFYVwRh5iQ+uflz3t1czQtvFaMQGll8Xig+OQ95P4LbgRA7Q1qoW/F3qOk5Rtl6iJsF0+8mMXEy6Uol80aFIogCapWCLoeVj0LvITBOweOLi6hskWo21xc3oT83g4zTf4Nj+l3oNToEhe+1NS7IyK/PTOHWOYloVQr5HJAZ0QxGEfppSE5IoSAIOwVB2CUIws5DbnWC88W2Sq+zkRbmR35tO786PZm7Tk/ivnkpjI2y8L+1JdS12Xh+heRsmLQqHjorjY83V/jsq9PhZk9VG90ONzk1bdS22dGrlV7nw3vM7VXMzwijqtXGz/n1LBwdRlyg0fuA5/SI7Kps4efcOooHaqKlVEmh4YAEqXi8YJn0QFefDWlnQdQkmLQIWipApfF1PkCS0135L98xl03qBKvqWWVxdgOCVE8CYImG0x6SUmFkTik0KqWv89FSDoXLcRevoaKqghU5dVQ1d7O7ppvxfq2Y8j7z2V5oLiLRU0LMnuelAdEj3by1BvSb/uMzF2c3Sc5cXG6RZfktfLu7jkCjlto2O7kNDtLFImllUh8gpQr6hfVuO/YynOLAN2ox/TwcEZO9rx2R0xBTzzrwZ1b2fuaLxkcyJqJX+WtOSrBXMELm4OyqaD3OClgirHpSWpQZf7XUODV5vtQvZtkj0N0k1YA0HlsKVm1nLYH6oXM6LVoLGqWGio6KQ08+1bB3QOVWyF8KDVLH+NYuB88tl/4tCHD5pGhun5tIfl0HdW02Gjvs/Ge5b3f5mjYb2fV2Xvi5GJBqO7+uC8Ix4cbeSX7hUuPBtc9Ac3Gv87GPklUoavdiqytmRU4deTUdFNW3s7GokdX5DXQ6RKraPVS2+KYu/+enAurabGh0hn7OR190aqXsfMiMeAYjAnLgu/FJjLJvmoZGybhofx7+ei92lwdBgGunxWFQK0AQUAoCCgHum5fCrqrWASMUgiD9KQ5y0VAIMC7anwcWpOB2i6zIrWdneStPXjYWs17Nf5YX8MqqYq9Nr183iamJ+938bO0QP0fqxSEooXKzFLWwxkv59SA5KMHJ0srN/kYOKO8o7Fcc55HSvDwuSDwDwsYc7KuUORWo2Q3vXQZtlSgBa8xp7Lbew3NbunlgQSoqV2mPyIFvHrYoKKTIh8+gRzp390NEgdhHdE/6PcHra0q44TxV77Zrn5VU37R+kqNctAJXd9uAZvtFpNB56bt01+ciIKAMTcVsCR5w7v4kBJt448ZJFNV3olQIJAYbZR3+w2RnRSszj6ezVvgTtJbD5Nt8z6/QDGivgtXPEDrnD1Q2dx91NKHb1U23qxs/zRE0eR0E4i3x7GncQ7SfnOrnpbsNVj8pSciDlDZ85QcQNtV7L799TiJLs2v5sFZavEsLM/H0ZeN97vX7UAiC93KVEKjjEnM2mtI8+MWrUJ8rqUcuf7RXMGMgFArWF7dwy1e5KAT4z1UTeOTrvdS0SU7Hbxb2lx5X9hxXRuZk4JgjIKIolgLRwOk9/+4ajP2OdC4aH+m9MGVG+/PE4jzsPeo/GqWCiuYuzkgPIcys46op0cxOCeabndV8ua2Ky7J8bwxmvYrMKAtuj4e0UBPRVj3tNme/DsCXT4qmprWbl38u4uml+Wwrb2FjSRM/5zWwp7LN63wAdDncPPT5Tho79lPjCB8rOQZb3pTCwvlLpM7km17tndNUBNve7X0YdLukJoI6f5jzO9/9aUy9hb4gPdSJHvjpb5D9DfjHHc3XK3My4XLCuv9IN+X08yHxDIwVq1hoLsYjiry8sohqRRht6Vf5bCaGZKAJS6Vxym9Ab4WMCyBhrqR+NfV232No/chWpuB0S+fsqAgz9W12VEoFbo9Is1+KlNuf/RWMuVTS61/5L+k3UJeNGDb2gOYbrSGoYqehipuKsY/z0Wl30eVw9Zvf0e2kvuchItCkZVJ8ABNirbLzcZiIosje6jbijlfxrKNTqnHLuLB/lBcgfi60VWCo2YJGpaB+/2voYVLTWUOgPhDFgR5AjxPRftHsqu+vtnRKU7er1/kA6Rz48m4s7hZ+fUYygUYNXQ43ebW9mQM5NR0szanlobNTmZsazMJRoZyd5s/fzoohKdjI5VnRxAToefpME9GFH0Dpaqk56p7PpeuLs0fCWesHUVN87Uk8A7cllp+qNRg1StLDzXy5vcrrfAA4XB7Met/z8955yQT76Qb8iE6Xh9Zuh1cUR0ZmpHPMERBBEP4MZAGpwP8ANfAOMONY9z2SGRftz4e3TOXzbZWkhfrxv07pAXxCjJUz00P4bnc1f/l6L3fOTWLhqDDGRvpzx3tb6XK42V3Zyv3zU9he3kJMgIHT00Losrt4/PtctpY186szkqlo7uL2uYlUtXSTX9vBjKRA6tvtvLKqmF9Oi6OgroMf99QAsL6wAZvT3c/G4oYuWrudBJp60qMqNiGuegqhIQ/3uGsQDIEotCZor5VWA/tSskqS520qhPUvSDnzqWdLnaGv/BB2fiypemScLzkno34hvY6dIUVU5j0qzTeH9bNL5hTD0SF1/J1yC+R8K92Q5z1MQHsD/oZo6tvt6PUGVoTdwOkxkzGWLEEMzwSNH+HfL8Ix63eIs+5H2PY2GIJg/l+l9MH5j+Eq34zHHE1ZxAKKm8M4I72ZtDA/YgKMBBrVfLerhueuHE9YfCD88kvce74EPHD+83jyFuMwx+HJuABz9OgBTe+wu1iVV8/zKwoQgDtOSyIrNoANxU28sKIAlVLBHXMTmZkchEahYFVBAy+vLKSu3cFF4yM4e0w4CcHHvwv2yURVqw2lQiDAeJwctj2fS/LglgN0qVeqIGUhbH6NMPOvKWvsIuQAD30Ho7qzesh6gPQl3hLP8rLlQ37cEU1bTf+xlhLobuH09AQi/PU8uyy/35Q1BQ1Mjk9BAO5NayEx9yVUu4qpt1/JQxNOR63/CcOqbyTxlnmPSgsaU++QFuQa8xHj54KzGyF5HmLSGVC1DSLGI0aM5/OqALaVt3Dz7AQUwCdbfXuHvbqqmL9eOJqdFS3UtNm4IDOSqYkB/WwE2F3Zyssri9hZ0cJ5mRFcMjFKVr+SGfEMRgrWRcB4YCuAKIpVgiAMbcx5GFApFWTFBZAVF0Bdu40oq56qlm7mZ4Ty+A853nm3v7uV16+fxIzEQGYkBbJkbx0/59WzpqCB1DA/rpsWS1F9B19sq2JbeQsAD36yk1HhZs4fF8GX2yv51yWZ3PjGJrp7eg3k1xVw52lJrC9S09rtJCnUzxt96UtmlKXX+ajbC2+ej+CUcpqVq5/EM/lWqNgCSXP7f8D086Wc+fcu73VO1v0HqrbDFe9B6kLf+cln9v57//dkTm10FghMhCV/6h2r2Izu4rdp6nQQG2igsKGTVXndPNQcxrrr78H88eWSkpoxGE3VRljzTM+GuVC+Hk7/I52dbbwW+HuiAww8+lU2DlchicFGtthdfLuz2pvPnRzaczkyZqAM7ZXsVU64mkNpLG0sbuT2d7d6X9/13jaeuDSTez7c7h275e0tvHnjZDRKgVve3uyNwjyxOA+b080DC9L2363MQdhV0UrC8SpAd7RLUbCpdxx8XlAKFP9MqKKFksYusuIGfvA7GNUd1Vi1Q9cDZB8JlgReaH4Bl8eFSjEYt/iTAGt/gQnCM8EYjEmrIisugAWjwli5n0z2zKQgbnlrC/+apST1x6ulmkcguOERPM5qFEU/SRkDTUWSylXWjbDqCfCPxXHZ+2jePR86pX0Keitdk39NSdL1XPjiehwuqalwTk07v1mQysykIN7bWOY9dofdRW2bjUCjmt+dlYZGNXB3+9LGTn752gaau6QeJc8tL6CovoMnLh2HXjPwNjIyI4HBuDo5euR4RQBBEA7rziEIwuvAuUCdKIqje8YygRcBE5Km0tWiKLb1vPcQsAhwA78SRfHHgfZ7vHG4POTVtlPa2EmQn5a0MDMhfjr+ffk4nluez8aSpn7bvLO+FD+tkvMzIylr7Ca3th1BkORKTVoVAUYtM5KDuGpKDJ12Fw2dDrQqBSqFQEWzjW1lLTwwPxWFQiDYT0tdq41Wm5O5KUGICBjUKr7eWcUdcxN5bXUxdpeH2EADj100Bsu+5oV12ZLqSx8UW/4H0+6EtmopHSH7SyntKmWhVKjbkNs/MlK6GpqLQD9eynWtz5O6nIeMklS1ZGT2x9EB29/1HRM9uCu3kRoyh2fPDcWvNY/rA+zkiNEo9nzeK+OcPA92fyblUU+6SZJ4Fj2I/rGUByZjalSztrCBxy4czauri/jbLC3WrmJUOj9azQrWFTfR0GGn2+5GrVaQFmYmuEeWsrK5i5yadkQgNdTP23U7v7aN3JoONEqBD/aT0s2M9ueTLf3ldT/bWsFpqSFe52Mf720s5+IJUXIU5AjYXdlKTOBxKkDf+40k22w4hEMhCBA/l+CduyiuTzmqQ1V3VuOv8z+qbY8Fg9pAoC6Q/Ob8IZUAHtGEjoLznoEffielRlnjpNeGXgfxtLQQzhkTzre7qnteB+Nv0EiLfGKF1/nYh2L7O5Jkfc0OqedQyRrJcV3wV9waC4qqLV7nA4DuZgyrH6M7YC5XTo4hwKDGI4LT7WFFXh33nZlCTk0bW8taUAhSmneEvw6b08NnWyuJDzKSFeuPUunrVOTXdXidj318t7uGe87s6l18kZEZgQyGA/KRIAgvAf6CINwM3Ai8chjbvQH8B3irz9irwAOiKP4sCMKNwIPAHwVByACuAEYBEcBSQRBSRFHsn3d0nFmaXctd7231djq/dmosDyxIobbNxoykIArq+qtP6dVK/u+L3Zh1Kq6dFoPFoKGl00FLp4NNJc38/fsc5qYEU9LQyTc7pYufQoC/XjiaC8dHkFPTzlc9Dc0UAvxmQRrLc+q4b14qP+yqZl1RI7sqW2mzOXn1uizMOjWR/npf/W/lAFrgGqN0Md7+rtRYcPZvwBQqaeHrLdBe3X8bQSGl05RvgLcu7HVqYmfAxS8fOK1B5tRFocKj8+9XGKY0WPnraX7E/HADmoY9AERaE3CNuax3kqMLtCaYeS/s/QIaCwEQDAGEX/IJk+KsbK9o4c9f7mHppVrMn5znPScNUTMYM/0JLnptD789K41/L8ljfIyVJy7NpN3m5IY3NlHRLOVph5q1vHWjpHb16DfZrC5oICXURNJ+/XS6HW5Czf1/SwFGzYDFoUatEo1Krho9EnZUtDDpKCIOh8Rth5yvIGvR4c0PSiZUUUhRSTFw5A/ylR2VBOsPT7BgsEnyT2Jb3TbZAdmHWg/jr5X6C9laJXVGvxCfKRH+em6ZHe/9zefXtZNT0w6AUzFAOqDGBMU/99ZPZl4p3R/dLpRf3w1zHxrADgMhFhOr8iop6ukxYzWoeejsdARB4DcLUqlo6aa6xUakVc8760vZUCzJeWtVCp6/egJnpPsu9CkHuPBolIoDyp/LyIwUBqMI/QngE+BTIAX4kyiKzx3GdiuB/cMFqcDKnn8vAX7R8+8LgA9EUbSLolgMFACTGWIqm7v5/ee76Nsw9a31peytamNDUSOBRi1jIi1o+vzwNUoF42P8KWvqIsLfQHSAked/KqSpy0mXy8PTS/MAmBhn9TofIEn7/evHXOZnhHqdj33jr64uYkJsAGsKGsiIsrC6oF56UxSJCzSSGe3fv/lQ2Fiw+naoZvaDkPeD9G9HZ++FWduzahKcJkkJ9mXyLWCOgKWP+EZUStdAxebD/zJlThnsCi2NUx6CKbdCygJJSU1nIVc/noDa9V7nA4DmIhTWGOnmDpD/I0y4DtxOr/MBQFcTmm2vo8TNV9ur+PPCGAwrfc9JXcUaoruzcXlE3lhTwgXjIjDpVJQ2drK+uNHrfADUttn5bFsl2dVtrC6QVi3zajuYEGNFrey9wRfUdXDe2AifMa1KwQXjIogPMnqjK/u4+7QkoqxyLvaRsLfqOBWgF66Qmg2aQg45FQBBIDwylpLq+qM6XHVnNQG64+BIHQaJ/olsqjmlWnMdGoUCgpIgamI/52MfaqWCTSVNPLMsn+921RDpr8OgUbLZFo3bvJ+q2KSbpXqifex4H/BI2QaBSYAAsx6EsZdJi31A5cTf8HG+xydlurnLybrCBpbn1GDQqnh1VRFPLsnD7vR4nQ8Au8vDk4vzqGj2bY7pr1eTHu4b6bhiUjRaleyAyIxsBitBdBegB8Sefx8tu4HzgS+BS5HUtQAigfV95lX0jPVDEIRbgFsAYmJijsGU/rTZnLTsF+qclRxEdk07S7Lr+GFPLYtmxvH81RNYX9SI0+MhPcwMiNx3Zgofbi4nyqqnuKETh9uDQiFg66nrGKiGo7nLOaAsb0OHAz+disrmbsZEWbhwfCSBRg1zU0O8aST9sMbANR/jKV6FULMbISBeWl2ecB34x0iNk7a/J0U2tCaInS6lKZz7tNS9tWaX1CckZopUnF6/d4AvqLL/mMxxPSdPBITGAox73oOi7xGD03H/4g3qNVE8ucLBM4FF/eYrNr9Kwy8+QV2xDsHZhStkCv41r/dbLdHX7wCXJP6Q4Ceiaszrty9lZw3++mQqW7o5LTWEp5bmcfNbm1kwKozb5iT4NATdXtZC6H7Fxq+sKuL+eal0O120dLvIirXy35/yuX9eKpUt3SgUArOSgsiMkjonv/zLiawraqSuzc60hECmxA99DcDhMhLPy7o2G063hyDTYBegi9LDYvL8I9oqLDqZ0tx2xPo8hOAjS8Wq6awhQD88DkhqQCqf5X92QjYkHM7zsrGnJm1irJXqVhuCAP++fBx7qlrZddr/SOnahq2xFGX0JCzbXuxNFd1HSxk0FsC4q6CtCvZ8hqiz4p7/d0rcofxzp5Y2sYkIfx2VLb0LINnV7Vw9ZTQdNicv/TKL9UVNtHY7+tlX1NBBa5eLqD6Xldp2G9MTgzgtNYT6djvRAQZ2VrTQ2u0kwl/uvyUzchkMFaybgD8BywEBeE4QhEdEUXz9KHZ3I/CsIAh/Ar4C9v0CB7qCDqg1J4riy8DLAFlZWYOqRxdu0ZEe7kd2tRSWVSkEpsYH8vDXvQ/jrd0u7vt4uzcs+mZXKeOi/Im06ims72RNQQOzU4JQKwTq2+1E+uupbOlGo1SgVAi4+4RX0sP9sLk8KAR8oi6jI80U1nUwIymIBz7eIanFiHDl5ENcrAOTUAQmQe6P8OFVMPsBKF4jyeYW/yzNqdoG71wMN6+AkDTwj5b+xvZJi3G7YNTFvtK9IHVXl+nH8TwnRzz2dtQ/PIim5/wSKjai+vJ28uZ+TEqohVpzFoHSV+OlI3Ye537ahVKZiVGjomhlDesunEvw9rd95rWl/AKlzoggwKZ6JbHJ52HY5TvHFZhGS7eNaQkBvL+xzPvb/XhLBWeNDiMzysKOCqnb9QXjIgg1+zogtW12NpY0MSs5kLfWlZIa6sfuqnZ2V+UQYNTgEUUuyIzwPuSNj7EyPmbkOh19GYnn5e6qVhKCTYP/0Fy9AzxOSQzhCDDp1aiUChrWvk3wBY8e9naiKFLfVT9sEZAgfRAapYaClgKSrcnDYsPRMpznZZRVz1fbq3C6RQKMGraUNjMjMZCvdlbxjkLBwxecyz/X5HCWQ81v2+t8F0WUGqk/UcpC6Kj33h+FriZU3/yK5tPeY3FhF384J5anl/gulpyeFsJTi3P503mjiA00EhtoZPGe/spdp6eG9GvQGRto5K73tqFUCFgNGurabaSHm4mwHLlym4zMUDIYMboHgfGiKF4viuJ1wETgt0ezI1EUc0RRnC+K4kTgfWBfzkUFvdEQgCigav/tB5ui+g6+2VHFl9sqya1px9+g4clLMxkbZQZgamIgOytbfLZRKQXaul00dzm9hWHbK1pIDJFCsDsqWsmIsFDa2El8sIk7T0skOdTER5vL+f3Zad4UjtERZn4xIYofdlbx78vHeVcER0eauWhcJMF+Wtq6nURZDWhVCp65cvzhye41FoJSCdN/JRWQZ17R63zsw9kNDf1Xk70oVZKKTNp50mutH5z9JEROOPTxZU54ypu6+H5XNZ9trWB3ZSsez0GeEVrKEPY/vxwdZOrr8TdqWOtIonbyQ1KOtqDAPvoKNpnns2B0GA3tDgrqOjhnTDhdYZPomP4bqdhTUNA15hpsKecRH2Tiv1dNwKTXUZa2CHtiT19UrRn3vMdwaAM4PTWI66fH81OebyrN4r21zEoOQqUQuHFGHGekhUgNRc8f5dXfnxIfwE0z43l6aT5/OCeDyfFWpvc09/SIIn85bxSjIsyD9t2e6uyqaCX2eHRAz/4aoqdwNF3cIv2UFO9aA07boSf30GRrQqfSoR2o9m6IyAjMYG3V2mE7/olCaWMn3+2q5vOtFdicHt65aTL3z0/hkqwo7jotiboOO23dLho7HVS1dHHd9Dh+LHKxKesJ3CE9i27mCDjjz3icNkT/eMj5ut9xojt3s2hGHAFGDb+cFotWpUAhSAsfsYEG1hY1UdHcxedbK/huVzXxwQb+eG4GZp10LZqRGMj1M+Lo3k9yPyXUjxevmYhZr6amzcaYSAv/umSs3HdIZsQzGClYFUB7n9ftQH+ZmMNAEIQQURTrBEFQAH9AUsQCKRryniAITyEVoScDG4/e5EOTW9PG1a9uoKFDCsIYNUrev2UqY6P8eXvRFGrb7FgNal5dXeyznVLR36fTKBW4+2RYPb0kj8cuGoVGoSDCqmdCtD9Bfjqqmm1clhXFpLgAzFoVqwsbUCgVfLy5nLtPS8LpEbEY1JQ0dLKmoJHzMsN59dosLHp1/5qPgajPkQrH26shKBkyLpJyVbV+UpO4vmgPoZ4RmCgVnbdWgEo7sMyhzElHaWMnN76xicJ6KQ9ZrRR4e9EUpiYEDryBSg9qQz8FNj+zldUb6wEBMi5h4jnzqW3txG6M4Ldf5hEfaODDW6YiCAIqQeDMF9Zw26wLuOrqi1DgQTRHExZoAeDsMeEU13dwy9uFPL/gQZJjs8DWgnLjC4TaHufJSz7lx2b7/k3WCTBoOHtMOBdPiCI6wIC6p3bruulxTIj1p9vhJspfT6fDzfe/mk1kT2PQl385kepWGwaNyjsmMzjsqmwlI9wyuDvtqJNSSGcvOKrNQ/00FNvGMDn7axh76WFts68J4XAyOmg0P5X/xHWjrhtWO0YyRfUdXPvaBipaJOdyRmIgCcFG3l7fK4d744w4b+aD3SXy0s/5nJ8ZwepODWVjXiSEJibF+KGt3oSyZJWkCmkKle6NffALDCPCLqVgT4qzkhFuQRBgZV49v/1UylzPrm7nyZ7oSJRVzwe3TGV0hJm6dht7Klu57KX1nJYazL8uyfTe85UKgTMzQhkdaabN5iLUrMWil50PmZHPYDgglcAGQRC+REqLugDYKAjCfQCiKD410EaCILwPzAWCBEGoAP4MmARBuLNnymdIjQ0RRXGPIAgfAXsBF3Dn8VbAWppd53U+ADodbt5eX8o/LrZg0Wu8P/Dzxkbw3voy2u1SR+T82nbmZ4SyNLuWBaPCOD09hAiLjuqWblQKcHkkJauYACMGtZK8ug4sBg1f76iirEl6SLt2mguHy8MHmyQ/buGoUJJD/VB2VFHX0sHqXAeNnQ5Sw/xIDDFJuaZVdWAMlqIT9k7wCwPNfiuJ+Ut7la0a8mHTK2CNhzP+DN890Dsvfq4kW3goNAYYKC+6s0EqaDeFHNqRkTmh2FLa7HU+AJxukScX5/HGDZMwaqXLSafdRX27HT+disCAnvPrhz5B0aR5YArlpukG7nh/F+VNXbRMiCQrLoo0k5vlN0RjU5iIN3fSZbOxtFLN9MQg/vNzKc+tkG64r10bgk3sxKxXE2DUEB9s4rcLU/ErfAUKP5YaZI65FHK/w7DzTeot9/ikTwI8sCCFjIiBH3bHRPof8Dsw6dQk6w7VQUTmaNhT1cbZY8IHd6e530P4OCl6dhSEGhUUKDJh6xuH7YAMZwH6PjICMnht12s025qx6k6MtMChZm1hIy4P/GGWGZNKRDSH8NCX2T5z3lxXypvXjUPRXk2woZ2pFwTxRaGNM4O7MKtF6jSJCC2bUP7wG2mDmp0w7xGo3g4e6TFFtERTqB2FRaUm1KJjZ0UrnXa3zwLm+ZkRrCvqrSmpaO7mp5w6/ruikJrW3ujbT7n15NS0MdPPV2EtzKInbJB9dxmZ48lgOCCF9KZKgVRADnDQJ09RFK88wFvPDDQoiuJjwGNHbN1RUtzQ2W+soLYDl8eDRtGrw61RCfz2rFTq2u0oBYExkRY2FDfy2nVZPL+ikAc/3klsoIFbZyfwzk1T2FLSxLiYABKDjby7oYyXVxahEAQunxRNTZuNH3bXUNNq8z7MXToxijHBCmJLPiZy8+Pg6GBB5i/ZOecGlpW1cJYxH374PdTugpB0OP1PkjMRNka6CAan9n6A5j7RmuBUSTZw+cPgHysVm7sckoxu5ITDV4rpiyhKHdS//rXUmCl2Jpz1DwiTa0NOFurb7f3Gypu66Ha6MWpV5Na08+g3e1ld0EB0gJ7HLhzDzMyrUQTEQ+1u0FmhdjfKl6YzN/Navr72JlbUaHl5ZRHTTTVErnocdcU6xIBEhMm3YFzzDLPjz8EZfynTEtJ4ZlkeDyxI5d/L8tle3kJisJG/XTSGKQmBzEwOQt1ogrRzYPPr4HHB2MvRmkKJ9dcyOT6QhaPDsTnchFt0LBwVNgzfoMyBaOly0Nrt7FeHc0y4HZKSWtaNR72LCJPA9s5wqNktFRn7H7owurqzmgDt8DogWpWWMcFjWFK6hMtSLzv0BqcgBk8nn03aS8SWf4Gzi+7M62medi7/XNd7/390tpHJxS+iMfrDihcgIJGs5HkIi58Deztxoy/BNfaq3p16XGDvgHOflXpmqXR0Bo5mWakSg8nBP3/M5azRYdw2O4HZKcGUNHYSbtGxMq/eR/ESoLLF5lMXuo9Wm7PfmIzMicYxOyCiKD4MIAiCWXopth9ikxOCBaNC+WSLbwj1isnRPt1IW7sc3PfhDnZXtaHoSS3WqZX84+Ix/P37HPJqpZ4gpY1dPPLNXu6bl4JBq+LJxblcmhXNc8sLvPt6Y20J95yZzPLsOsZGWRBFDyF+GgJNGsYJOUSu/p13rmbb/4hRBnD72Ivh45uhvadYrS4bvroLFvwdPr9FWn257E2vBCDJC3oLx8deDsselpyG9hpJ/Wr0JTDxelAf5QNAQx68e2lvw6bS1fDZLXD9N4du/CVzQjAu2r/f2BWTowk0Sg27Hv56D2sLpVW88qZuFr25icX3zia+bL3UEf3be73baba9TowxjDc2TuSiVB2Tt/0GVYO0+ig0FcKyv8C0u7Cu/BfTp4TxfzWzuW9+Cm+tK6WsqQuzXkVxg5QS9s2vZhEfZJQc52V/6TVu61s4z3iExTkNNHU6WVvYiEoh8I9fyDnSI409VW3EBxkHVP47akrXSOkwR7Og0kO4ScGneSIkzILt78PcQ5c4VnVUjYiow7TwaXyU+xGXplx6wqlhDQVnmEqxLP6D97V+6ytcMiWIN/yyqGu3kxpi4JzuL9EERcLyR6T75ZTbEJY94t1G2PkBKr1VqjEq3yBlFbRVwIq/SZLjogeTKDL3tLd4Mj+MyXEBfLOzGrNOxSPnj2Z2ihTJGGjRc1piADk1bazI7a1fUysFEoPkxqYyJz7HXIQuCEKWIAi7gJ3ALkEQdgiCMPHYTRteJscH8OiFo/A3qDFqlDwwP4XT03xvYlUtNnZXtQGSStWlWdHcMjsBp0f0Oh/7sDk9tNtcWA0aNCoFn2/1dW4AdpS38uiFo8iM9kelVPHQWensqWojrHV7v7khBZ9g6irtdT720dUI7h4HoGAJtPV5P2YqnPuM5Ay47PRLit/zKXTUHt4XNBBNxf26xVK3p18urMyJS2a0hWevHEeInxatSsFNM+O5bGI0hfUdfL2jivRwM79dmEpCkOT0Ot0iuq4a6UGwsaDf/ozZH3JGnJbJgd1e58OLs1emMqL4U/xVDhKCTKSE+nHfvBQuHBfJr85I5uyx4RTVd7ChqAFnwU/9jqHO/YrObhtTEgIwaVXcNz+FOanD0yBO5sDsqWrtp/BzzGR/BdHH1jIqzCBQ0yHiiJsrNW3d/7o5AJUdlcMmwduX0UGjaXe0s6Fmw3CbMiLRVKzuNxZS8DHXTbAiCHDrRD8seZ9JNWyiCHqrlPK8H0LO13TMfUTqoxU/C/KXSG943N7zJbxjLzsrW5gQKzmmP+yppby5tzbuvMwI7pibiE6tIMgkCd5kxQbwx3MyOGdMGEqFQGKwkbcXTcEtiry1roQ315awu7L1OHwzMjLHn8FIwXoduEMUxVUAgiDMRKrdGDsI+x42LHoNv5wax/yMUDwihJl1/VaQjFolJq2KDruLc8aEU9bYxYebyrltTgIGjZIuh2+Zik6tQECgtcvJuGh/NpY0+7yfFGJEq1Kw6I3NONweUkP9SAvzo9MwQMuT4DQU+gBphcXT5ziCAOqe1RFTqFQQ5zXADFnXQ+pCqBigSZUlVioYPlr0/v3HNEapr4jMSYFOreL8zEimJQTicHkIs+gpqu/gylfWe2umFAL8/ux0/vFDDk63iF1tBn2AVKO0H66AVEraRMYEaAcsVkcp1Vp0+KfS1CmgVggEGjU8ubhXpW1GUiACcMe72/hmQiL7VxC0WjLoblIQbtHx/s1TGBPlP4jfiMxgsbOildjAQXRAGgugowGCj60buFopEGwQKFUnkowoXTsP4dTUdNYwPWL6MR13MFAICs5POp/HNzzOR+d9hEYpR/364rLE9RuzB6bRLWq4fU4iDXYbLv8EVPvUzBydA97nRGscb+draIt5kSmhemY2lqDaV2/ZQ6cuBLNWTVOnlMYaY9Vj1vfWkoVb9DwwP5VrpsaiUgqE9PQkSgwx8dTl4/h9ux2DVkV5UxeXvLDOq4alVSn48NZpA0anZWRGMoMhw9u+z/kAEEVxNb6qWCc0oWY94Rb9gOFro1bFU5dlsmhmPKMizN4Csq93VLNoZrzP3LPHhDE6wkJDh5175qWwYHQoVkPvxSc6QM+kuADabC6umhKDRa8mt7adUZEWNotpOAL61HKoDVIX87CxMONen+Mw5Q7IWwyCAs55UipG3x+/MIicBAmn944plLDw71IEpP0ooyAh6TDxBt+xhY9LIWmZk4pgPx2RVgNKhcCmkiYfwQaPCF9ur2J2SjAXjY/A3+KPZ8qt0jkWkNC7E42R7qm/pqrdzX93uKmc9mffg4y6CMo2gNaP7NhfMjMtnOLGLj7eLzVyTUEjZc1dNHY62KKbhmju47DrrewOu5C5aSFUtdgk0QaZEcmewe6Anv0VRE+SOmAfI5EmBfktIsTPkRq2HoLqzuphV8Hax6TQSQTqA7lvxX202uXVch/iZuEKSOp9rTGxK/YG/rOyjOdXFPKvn6vIG/MAtFZKTqfbIWUPBPURX1Hr6Z7ya/61spoXNrXy783d1Ey4z0f0wB08inpTOtdNj+WbHdVoVQpun5tIp8PFnqpWqnuaEioUAhH+eq/zsQ+tSkmk1YDVoOGr7VU+Urx2l4cPNpYhI3OiMRgRkI2CILyE1LdDBC4HVgiCMAFAFMWtg3CMEcfOihbu/XA7hfWdWPRq/nRuhve9ypZufsqt48EFqfjr1Zh0KkL8tPz2052UNXUTYJRWV26bk4BKqcRfr0arUvDIN3upaO4m0KjhztOSeG11Ec8uy+dP56ZTvOANQrvy0QsOtBGjpYd9gMm3ShfGlnJJi9wQCK1lMO22gzcGNIfBRS9K8pS2ZmmF+qfHoHKLVIh+8asQO+3IvhSdBc74k/Tg2FErOR5ho49Ke1/mxKG1u39BZEu3g4fPzyAuyEhZUxdP/Gzg8cmzCJmfhbK7EY+goESdzHelZm6fq0MQwOBvRlzwN4TuZrDG49ZZaetop3bc78nvDKa0ro0Ak2bAosymTskB+qnRinXWWwS05yHgps0vBWVAElkqgZQQEwbNYFzyZAabboebqpbuwZM1trdB2TqYed+g7C7cJJDf5Ia0uZLIx1n/BNXA0QSby0ansxOzZmT0hxEEgUVjFvFJ3ics+HQBmcGZXJB4AQvjF6IQBmMN8sTFLzKN9ss+RqzZBS477eZkFr3fW2/hdIvcsELL57+4Bv+kJrRZbTidTjjnPNRtpbhtHbT6JbGsI45HzxcxaJUY1UpylArazv6cFFc2qu5GlJ11TN72EIlnPo1mfgohZh02p5vLX1pPdauNYJOWpy7LZGZy0CFrdapb+/ejqW7tPiG73suc2gzG3Xhcz3/3W75kOpJDcjonGY0ddq/zAdIDWF5tOwFGjfdBaHdlG2qFglCLjrRQE2+uLcHplh6cmjod/PPHHO6Ym8Qzy3J5/urx/OWrvdT1KAw1djp4cnEu981L4V8/5mLQqEhNzQAy+hvjFwJ+++vbTzm8D+IXKv01FMBLs3rTX1or4KNfwi0rJGfkSDAEQMKcI9tG5oRmUlwAguCbGn/DjHgmxAb4/Fam92RNKRVWHj4/g50FrURaBX776S7ummzGsuouhNYS7z6UChXrZnzMHZ/WcvfpfnyxvYpzxoSRGWlhR5+852CTFn+9mtRQE5FWHVd/WgHs06Ns4I/nBLNoVp/Ii8yII7umjegAA6pBiFYAkPcjBGf0CnAcI1F+CrKbPFJaqyUKCpdB6lkDzq3prCFQFziiHu7VCjVXpl3JeQnnsadxDy/tfIklpUt4Ys4TKPuoOp6K+IUlQFgCH20qZ29OGwaN0mdRxV+v4Ykdaj7b6iI5JISMCDPTPAH856dOKpqNQDuCsIuEICOPXDCKF1cUEuSn5ZLQVlQreh1gBWD5+U90Rj3G5uZu9lS1EWXVU91qo77Dzq3vbOHbu2cSH3zwKO3FEyL5dpdveteVk2Nl50PmhGMwVLBOGwxDTiTq2u0+vRAA3l5fyn+vGs8768vYWdnK1PgAUsPNmDRKIvz1VLXaSQrxIzHYyFvrSqls6fbmf9a22b3Oxz7sLg9qpYJHLxxNYrCRvVWtLM2uo6nTwfyMUCbEWtGpB+nG0VrWP/e+s14KOx+pAyJzyjE2ysL/rp/Ek4vzaOp0cOPMOM4bK1ViDPRbcXtEbE4PBXUd3mjGaL9OFH2cDwA8LmKV9dw/bwKlTV2Mj/FnbloIsYFGogIMbCxpYkyEhSsmR1FY38moSAtWg4Yz00NYml3n3c1XO6oI99dhc3rIqWnn7NFhNHc5WZZdS5TVwGnpIaSGyv1qhpM9VW2D1wFddEPON5LS3yAR5afgh2Kp1xNxs2DH+wd0QKo6qwjSBw3asQcTk8bElPApTAidwL+3/Jv/7fkfN425abjNGhaaOu1sLG5iRW49aWF+KBUCH24u5755KawtaGR3VSsTY62MjbR4mwPm13Xwu7PScLk9VDRLaVPTEgKZlRxETk07G4ubuW56PA9/vYc7A6v7HVNTvoqFMwXKCUIURbocbq6dFsfn2ypYnlNPZUv3IR2QKfGBPHvFOJ5Zlo9HhLtPT2J6YgBddhebS5tZsreGMIueM9JCSAsfGVE4GZmBOGoHRBCEa0RRfGdfw8H9OVADwpMBs17lE+0A6HK42VXZxo0z4/lyexU7K1pICDbhUSu5/d2t3gctlULgt2el8di32fhpVYyKMGPRq9GrlT55nYIA7XYXj3yzl2umxJAQZOSpnovgG2tLePW6LM5MDx2cD2QIkmpGxD7t2tV6WTpX5rDQqJTMTQ1hYqwVh8tDoEnrfW+g3wqARqkgyKglLcwMVFLj0EspfDbfHPWkuHi+3ONAIQjYnG52lLfw1rpS4gKNnJYaQmKwkUe+yfY+DHy2tZIbZ8QRHaCnvEkaSwox8Y8fcgk2aYkPMvJTbj3PLMv3HuOVVUV8fNs0Eg5x45c5fuwsbyFmsArQyzeBxjSoiycRJoHydg8Ot4gmdqYkc25vH7DRalVH1bA3ITwUaoWa60Zdx2MbHuPi5ItHvL2Djccj8s76Up5a0nsdiA8ycHlWNI99m82EGCt/PCedl1YW8cPuXiXJIJOG3Jp2wi16zDoVSoXApHgr//wx12fO3acnD1hv47HGg87CLa9swe6S7rcfbi7n35ePY21ho8+180CYdCrOHxfJnB753n1y4l/vqOLu97d55728sohPbptGsry4IjNCOZYY8b7Ytt8B/k5aIv0N/P3iMagUvSHPSydGsa6wkddXFxFu0ZFf10GAUcPGkiafnHWXR2R7WQu/PysNm9PN3acn0dbt4Pa5ifTZHddNi2PJXunC99HmCkItvkVpzy7Lp7On+/oxE5QC8x7tfS0IcPaTEJA4OPuXOSUwaFS0dDnZVNJIeZMUURvot3L7nATCLFpmpwZhNagZFWHmv9udFE/r0c3fx5zfog0fxTmZkfywp5pNJc18ub2Ke85MJqemjY82l9PtdHudj328v7Gcs0ZLEZhwi46EYBOljV1sLm1mYpyVDzb5Fmw2djrYXdl2nL4VmcNhT1Xr4BWg7/0Soo5Nend/NEqBMINAYYtHUhMMGw053w44d6T0ADkUIYYQxoeM56Pcj4bblCGnvKmL//5U6DNW3NBFqFlyAERRpNvp5tppsVyWFY1KIaBSCPz5vFG8vKqIl1YV8ruz0jh7TDgfbCz32U9DhwOFAF/XBtGSdkXvGyodtoVP8Ul2t9f5kI4F728s45VfTvTKlx8OFoPG63y0dDl4YnGuz/ut3U52lLcc9v5kZIaao46AiKL4Us9/Hx48c04czkgL4eVrJ7K1rAWNUsHawgbWFzXhb1DzyAWjOS01hLKmTmxOd79tPYgUNXTywaZyAowa/vmLMcQGGTg9LZi91e3UttlYll3nfShyeTzsX3bbaXcPWIx7VKh1Uqfg2OnQXgWWGAhOGxT1GJlTA4fLzZfbq/jDF7uxuzxYDWpeuHoiUxMDOSMthG9/NZPSxi6CTBpSQs2oFZBT2873u2sZFWFhvr+OnxWxOC/8DqG5hPj4RFSh6aA1khkFX981k4K6DgwaJUkhJmYmBVHe3E3bAAXwLo+HmUlB6NVKOuwunlnau8opilJPnv1xuvuPyQwNDpeHwvrOwekB0loOLSUw5tJj39d+RJsV5DS6SQ9USmlY29+HzCv6zStvLyfSNIB0+ghkTtQcXt31KreOvfWUqiFwiyKuAe6fMQEGPrh5Ct/vqeF3n+1CFCEx2MibN04m0KShtdNBS5eTli4n3+ys4s7Tkvl6Z/++IA0dDgz+weyMeIDRmVehdrQgBiTiF5lBe/aefvNtTg+joyxojzKt2u0RsQ9wXbPL1zWZEcyxpGA9e7D3RVH81dHu+0RApVQQZtbx6qoinwea2+YkEmk1EGk1oFIKTEsI9OliCjAuyp/Hf8gBpIL0P325hy/unEFIiA4/nZqLn19LY5+UlfmjwmjvdqIQYGyUP063hxtnxPloiB8zGgNETgAmDN4+ZU4Z8ms7+O2nO9l3T2/ucvLrD7fx1Z0zCbXoSA0zkxrmm4+cGW3F5YZLX1pL32eBZ6+YRXKM7wNcbKCR2D4r5MF+OjIiLOwob8GsV9HW3RsNPC8zgqrmLlYV1LO1tMU7nhBkpLihg19MiOT1NSXecZ1aQUaEnCs9XOTXtRNq1g1OTVv2NxA5EZSDr3YW5adgT6Obi0Dqer3+Beio69dlvbKjkszgzEE//vEgzhyHQlCwq2EXY4NP6NZdR0SUVc/lk6J5b0NvNFSKxloobuzkzbWl3vHC+k4+3FzOvy4ZS5NeTUyAnrKmbtYWNlHSsIOrJ8fwws9F3vk6tQKVUuDZ5YWMuWoCAem+oiynp4XyzoYyH9GOq6fEYDUcOv3qQASatNw+N5E/f9Xr3GiUCjLlnkcyI5hjuUpfDPwfYAWaDzH3pCQjwsL7N0/l9dXFlDR2cfWUGJ+6jFERZmxON49dOJovt1eiUAhclhXN62uKfS4+Va02GjrshJh1xAYaee36LN5dX8be6jbmpAQzLtqfbqeLRy4YxdLsOgwaJUEmLXaHC60sKyozAqhu7Wb/BcXaNjv1HfZ+6YN9GRtt4d2bpvLyykJau53cODOe2clSAW9uTTtfbK9kW1kzF46L5LS0YFq6nHy2rZId5S1cND6S01JDeOWXWXywqYy82g6mJQbSaXfxu89389wV48iKbWV1fiNjoyxkxQbg9niICTCQHGrivQ3lxAUauHFmPOlyseawsbuylfgjSD05IK5uKPoJpt117PsagFizglUVPY6uSic5Ibs/ham3+8yr6hi5Rej7IwgC40PGs6R0ySnlgGhUSu46LYmEICOfb6tkTKSFX06LJS7IyJLsmn7zV+XV8+PuGtptTp68dBzf765ma2kLt85JoLnLwX3zklm8t5Zoq4E5KcH8lFPH789OZ1tZC2eN8W2NOjk+gJd/OZE315bQ5XBz1ZQYZicd+/lybmY4Ro2St9aXEuWv58ae/mQyMiOVY3l6bQNWAF8Bp5wS1j7Gx1h5+nILLo/YbwXP5vTw7vpSypq7yYq1klfThs3p7pdvHuKnJcDYqyk/LtrKmEh/OmwufthdxR3vbuWBBak8/n2Od84Pu2t4/fpJzE31XX2TkRkOQi26flK8QSaNz3k9EGqlgmmJgWTFWvGIojcFobypi2tf30Btm6QOt76oiX9fnslj3+ZQ39E7duvsBB5ckMqoCDMvryzk7fVlNHdJaVkPf7OX++anUFDXybqiRj7YVI5Ro+SzO6YzLSmIi8ZHSbndSjnVcDjZUd46OOlXRT9LvYcG6FQ9GMRaBF7e4e7ttxA/W1LD6uOA2N122hxtJ0QNyD4ygzN5P+d97s+6f7hNGVIi/PXcNCuBq6bEoFUpUfbUqcUH9hejGBNp4Z0NZYSZdXy+tZK//2Is10yN5fKX1lPfYcdPq2JinJX0CD+2lbXQanPy+Pc5PHpB/15cRq2KeRlhzEwMwi2KmHSDk8kQaNRySVY052ZGyNc1mROCY3FAXgR+ABKAzX3GBaT+H6eM8L5KqUA1QPZAaVMn64ubuDQrCo8I42IDWF/YyG8WpvLU4lwuzYomzKwjLdyMyyOytrCBli4noX5a4oKMBJq0ZMUFcvGESJbn1Pns2yPCkr21zI1WQX0uuO0QmAyWEyP3+Jixd0JDLnQ3gzUWApMOvY3McSM5xI+/nJfBI99k4/aIGDRKnrw0kwj/3sZyVS3dFDV0oFUpSQo2YTVqvGM6lZLkEAPalgJoKUcnmgk3Kahtk1IaHpxiJMuzk6eme/ii3MSn2ZK07+trirlySgxxgUYWjArnw829XdLvPTOZp5fkU99H4rrT4WZrWQs1rTZCzDoSZeWrYWdnRQu/mHCsilWiJL0bP3cQLBoYq1ZAEASqO0UiTAKEj4O1z0J9HgRLnbErOyoJ1gePqB4ghyLeEk99Vz21nbWEGgdJWfEEoai+g/KmLqxGDUk9jUrHRftz6cQoPt4iXUuumRJDVlwAxQ2dtHQ5mJcRx66KVpRKwbsY0m53sSK3njUFDfx5YSLzAmr5S4ad8NBmbGUN0NVIszaCBk0k8YEmTDoVeu3xyV4YNHl+GZnjzLEUoT8LPCsIwguiKN5+yA1OQVSCwPXT43hqSR52lwdBgEUz44mx6nn2ivE8vTSf/LoOQErXmpUcxIs/FxHsp+X+eSlMSwwkMcTEA/NTuOfDHf32Pz/SBZ/dCgWLpQFLNFz1IYSOGsqPOfR0t8Lqp2DNv6XXGhNc9RHEzRhWs05ldGolV06OYUp8II0ddiKsBuL6yKrmVLdx45ubqGqRuvielhbMr89I5vZ3tlLdaiPAqOHbBR1YFt8KLjvBgsCLU/6Pu4QJ3DdewfT1N8HmWqKAcYnnEjLxJl7Y0oVCENhXOjsq0sJbN05mZV4DXQ4Xrd0uH2W5fdS02vj957tQCAJ/u3A0F0+MQi2vFg4LDpeHgvoO4o41BashT5LFDTp+CxGCIJBoUbCz3k2ESSEptsXPgR0fwJl/AqCivYIgw4mRfrUPhaAgPTCdjTUbOS/xvOE2Z8hYW9jATW9upsshCcXcfXoSt85OIMhPy5/Py+Cs0WG02128s66Ud3pqRaID9ExNCOTuj7dyz5nJ/fY5OUrPpZ7v0K56WAoHq3Rw+h9g9VOEu500zHmVp7dGc/cZyfgbDh4dlpE52Tnmu67sfBwYtUrghZ8LvZJ7ogivripGQGBNYaPX+QCpEZdSIXBaajANHXZ+2F3DzooWAIJMOq6dFuuzb4NaySRFTq/zAZICzPoXwd1fGeikonZ3r/MB4OiAr+6GzoZhM0lGyqtOCzczIzmY+CCjV1XH6fbw6upir/MB0NTh4NWVRVS3SmN3jtcS/tO94OqJVogiYev/yh8mQWbRy9BR693Wr/AbLgiqRiHAzbPiibIaejYRKWns5PNtFWwtayG3tp0rJ8f42OinVaHoSRVze0T+74vdFNV3IDM85NW2E+I3CAXoOd9LxefHOfIQaxHYWddH2TBhLux4DzzSNb68vfyEqf/oS4o1hfXV64fbjCGjrt3Ggx/v9DofAM8tLyC7ph0Ak05NWpiZgroONpX2lriWN3WzLKeWhCAjXQ63V7Z3H49OV6H96S+9uaguG6x+GsZcBvZ2Mrb+iWSzi+xqKQ3b4xFp63YOnqKljMwJxLBVMAuC8DpwLlAniuLonrFxSKldOsAF3CGK4sae9x4CFgFu4FeiKP44HHYfCW3dblq6+jsD7Q4XuT0Xur7sqWojyl/PH8/J4MNNZdS32Smq7+D9jWUUN3TyxCVj+TmvHo1KwaVZUajznul/0NLV4Og8bnnQI4L2/h1maSqU0rGMJ97N/2Sn0+5iY3GTz1hiiIkNRb1jkdou6f/ffiRqWzHWbe43HuKo4Jkr5jI1IQClQqCooYOPNpWzZG8tE2KsjIv2x+lx43SJ/P7sNDYWNxETYCTET8t/fyrw7sflEWlot5MaNogfWOaw2VHRQlLIMabBOTqhbC3M+PXgGHUQEvyVvYXoAAEJUgS2+GdIPI3StlKC9cHH3Y7BJsWawos7XxxuM4aMli4nlS3d/cbr2noXSSKsep/0zX3srmwjIdjIG2tKuOv0JLqdLvJrOzh7TDhB4tb+B+tqBK10jisbcrEKneyubMVfr+GzbRUsy65jZlIQ10yLJUVuGihzCjGceQdvAAv3G/sn8LAoiuOAP/W8RhCEDOAKYFTPNs8LgjDiEx1DzNp+KyRKhUBbt4vMaP9+89PDzHy+rZJ//JDDjTPjSQv348FPdvLKqmKWZtfx4Kc76XK4eOjsdEL8dJTo0vvtQ0w9B7QnufKFf2z/sfDxYDzxbvynAmadmnkZvrnluypamZ3S6yzmdhrBHOG7oUKJJigBe/y8fvvURo7hvMwIgv10tHY7+N0nu3jx5yIK6zv5eEsFL/xcSIfNzWPf5fDPH3KpabMRE6Dn+Z8LaO/TwFOnVhDep05FZmjZWtrsk6p3VBT/LDVNHaAr+WCT5K9gd70bT1+1haTTYcsbAJS2lRJiOPGEQSJMEbTb26nvqj/05JOAYJOW1LD+58u+aOo+piUG9pszIcbK3qo2HG4PTy3J46zRYbx63SRMWiXrmwz9o3CWKOiSFlsc4ZNYXOpmV2Ubv/1MurcXNXTy1vpSbnt7i48DJCNzsjNsDogoiiuBpv2HgX1PzxZgX4efC4APRFG0i6JYDBQAg9vq9jgQatbx3JXjCTZJTohRo+TvF40m2KRhbJSFuam9D8xnpIfQZnPS6XBjd3mwuzwoFQq29An/iiIsy6knv7advNp23q0Op3nMjVLncsAeMYWO0dec/A0EQ0fB2U+Aqse584+B854+uaM+JzAKhcDVU2LIipWUgRQCzEwO4pdTY5kQ4w/Aq9s6KT/9P709FTRGWhb8h52OcJxT7sQZNk4aFxR0TbobMbK3X01pYxcbS3wvJRXN3Zi0Ku6fn8JtcxNZMCqMFXn1/PMXmfgbJNUZs07Fc1dOGLwO3DJHzLayFpJCjtFxyP1OSr8aAsxaAbNWoKC5T4O3+LlQsAw6GylrKzshHRCFoCDJmsS2um3DbcqQYO1pABzRIxGuVSl47MLRON1uvt9dTW5NGx6PyNSEQK6cHL3vFsv0xEAirTqqWm1oVQr+cn4GSSF+ON0eXltTwhNbBUrnPA2anmuKKRSm3w07P8TjH8fW0f/HF9ntxAcZ2VnR6mNTUUMnRQ2dQ/k1yMgMKyOticQ9wI+CIDyB5BxN7xmPBPomqFb0jPVDEIRbgFsAYmJiBpoypEyOD+Sru2dQ02rDalCztayZ+z7egSjC3NRgnrw0k26ni+931/Dufk2R/A4gz6dRKVArFbyxo4ucmAu4dsa5qHGystGPW/QxnPRBXI1B6tyeMBdsreAfLV3oRygj7ZwcDhKCTbx2fRaljV1oVArig4xoVUr+d/0ktpa1sL28hd9sbGRO6usk61ppFP1o7IogEyWmqFF0XfkJXQ1FCGo9upBkNLreqIVaqegnARwbaMDm8vDk4jzv2LXTYon01/LN3TOpb7cTaNQSc6yr7ycww31etnY7qW61HZsEb2OBJEoxhCp4KVYFm2rcpAT0BOG1fhAzBfe2t6jtqj0hHRCABEsC2+q2MT9u/rDaMVTnZWa0lS/unEFlSzdalYKPN5fzf1/sBkCtFHj9uknMSgnmT+dmcO20OFxuD3GBRmwuNzMSg/DTqYkLMqJUCLjcHvz1ajYU2bhyXRS/mvAeQcpO/IKjae/oIPncD/ioQODV7ztwe0QO1HReI4thyJxCjLSz/XbgXlEUo4F7gdd6xgf6uQ5YtSWK4suiKGaJopgVHDz4KTmNHXYaBsgLPRjhFj3jY6yAwB++2ON9UFqRW8/9H+/AatCwpqDRO/+M9GBSQv2I8Ndx5aRon32dnhZCUrCJ9HAzScEm1pd1csdSGzcvdRMTHk6U9QjTSdproesE7COpUEJQMkRljWjnA47/OTnScLo91LR102lz+Yxb9BrGRvkTatbR1i3VRlkMGtLDzSzZW8O6oiYeX9PGomUCu7sDya5p9+ZEGyzBWBKnYI4Zi0anx+5yU9/WjaOlikQ/J9dP903Lu2F6HE8vyfMZe3t9KW5RSrMYH2M9pZ0PGP7zcltZM4khRm//haMi7weInDCkUd9kq5L1Vb7nNikLETe+TKDWH7VicPo6DDWJ/okjIgIylOdliFnH+Bgr3Q43NpfHmzLtdIv8/otdNHbY0WtUpIebGRPlj8rZjt5ez9hIM4khJu+5q1IquHFGPEqFQFWrnd+t6OSulQq2tRpZUmtiaVsU7++xeQVpdpa38qdz07liUjTBftIx56WHkBAiR2NlTh1GWgTkOmBfJeHHwKs9/64A+j6JR9GbnjUkdNicLN5by1NL8nC5Re48PZFzx0RgPUSjtb6UNXX6qG705Z1FU1hdUM/k+AA+21rJpS+tY0KMlV+dnsyclGA2ljQzJtLM5PhALAYNFgO8el0WawsbKGroZHpCIBNjA7zKQ4ekvUaSj1z/X9Ba4Mw/Q9KZoJbz4WWOnuKGDl76uYjvdleTHmbmtwvTmNCTetXtlLTy//VjLu3dLhbNiufiCZGEWXS8cM1E1hY0kl3TRmqoH8FmLenhZoJM2n7HyK9tp7Awj6zmb9HsfRPREMz/nfEXTk8ez0/5LaSEmjDr1d6b/T5EEdq7Xf32JzM8bCpuIvlY0q9cNiheCdPuHjyjDoP0QAVfFTh7GxICBKViV6g4yzniSxMPSLw5noKWAhxuBxrlqSERa3O6WJ5Tz79+yKHD7ub8cRHUt9v5akcV5U3ddNhcBJq0uF0uuvN/Rvfzw+jbyunKuBJ31iL8whK9+5oYa+XjW6fxU67UsyspxIROrSQ2wMDOyhaeu3IcOTXtKAA/nZrnfiqg2+Hm6ikxjI2ykBZmxl9/anzvMjIw8hyQKmAOUof104H8nvGvgPcEQXgKiACSgY1DadjG4ibu+6i3F8cfv9iDWafmgnGH1/ivuKGT5dl1RFn1VDT3qm9oVQpSw/xICvEjI8KPq1/dQHa1pJC1Iree3ZWtfHnnDBaOCe+3z7gg49Hr5+/5HJb+Wfp3Rx18eA1c/53cS0PmqOm0u3j4672syJUKWTcUN3HNaxv4+q6ZJIaY2FHWyu3v9KrEPP59Dnq1kuumxxEbaCT2MGoxmrsc/P3bvfwjZDFBm58EQOhsQPXhFcy6cTGzzpNKw2pabQT7aX1UbIwaJdGD0XFbZlBYX9zEmenHEL0sWSUJUugtg2fUYRBmFHB5oKxNJNbS44AIAvlhaVxUtZ0TVQxcq9ISYYpgb+NexoWMG25zhoRtZS3c8W7vNem11cXcNicBf4OasVEWgnsiIl3l2/H7+DLwSAsYhs3/pdttw3X2P1CppYiXSqlgQqzVu+DSl7N67t8zkoJZnV/PNa/1Pr78e2k+//jFGE5Pkxf/ZE4thi0FSxCE94F1QKogCBWCICwCbgaeFARhB/A3evJARVHcA3wE7EXqvn6nKIoDhxKOE1/v7C/9+t6GUtxuzwCz+1NU38EHm8tZNDOexGDpQSvUrOW5K8d7uzGXNXV5nY99NHQ4KB7swrSuZtj4cv/xktWDexyZU4rKlm6v87GPLoebwp4+G2sK+z+avbWu1JuOdTiUN3Uxyt9BcM5bvm+IIlT1po+EWXS8dM1EEoIkhyPCouPla7OOveGdzKBgc7rZWyVFu46anG8hatLgGXWYCILAqCAFqyt9o2mb9ToCHTZM1buG3KbBIsGSwM76ncNtxpCxOr//NWlpdh1XTo7mD+dkYND0rNHWZXudj33od76Nran8iI+5LLuu39hb60rpcsjRWZlTi2GLgIiieOUB3hpQzkQUxceAx46fRQdnoNqKaKsBxWHmLxu1KmxOD49/n8PZY8I5a0w47d1OUsP8vGF8vVqJUiH0a0rkvQgOFiot+EVCU5HvuOnkr0+QOX5oVQr0aiXdTt+1gX3n775c576EW3RoVIe/DqJXK6m3CbgMoag69ruR6/x9Xk6ItfLxbdNp6HBgNagJMesO+zgyx5ctpc3EBhrQa44yZampQGo8GpQyuIYdJqOClKwoc3F1Rm/KTHlnFRVxU4ja+D9yz3+SA1Yaj2DiLfFsrdvKtaOuHW5ThoRg88DXpJtnJRLQN71aM0CvGmMwgurIoxahlv7XoSirAfXJrl4pI7Mf8hl/mCwcHYZZ1+sI6NQKrpkae9g1FymhfpyRFoLd5eHzbZX8Z3kBkVYD0X10x+ODjNw+J8H72qBR8vD5GfjpVIO7OqIxwNzfgqKPY2MKg9iZg3cMmVOOmAADvz0r1WdsVlIQaT16+9MTA72S1AAqhcD985Opb7dR3dq/KdhAxAUaiQwLpSjzAR+9fdE/VhIk2I/AHr1/2fkYWazObyAj/Bj6Fe39BqImD5vk+NgQJeurXTjc0mKRW/RQ01GDI24W2o5azOWbhsWuYyXRksiuhhM3gnOkzEgMIsjU62iolQJ3nZbk63wAhI/DGZThM9R52qMYA8MRRZHKlm4qmrvwHEZH89NSg7EaeoUKNEoFN8+KR30ECzEyMicDI60GZMQyKsLCx7dNZ2dFCy6PyNgoC6MiDj/3OMCo4W8XjWZ7RStVLd2khJoYE+nvE0HRqJTcNCuByfGBVLd2YdZp+Nt32fz5q73MSQnmD+ekkzxYnVJjp8OiJVC9Qyo8j5woqUrJyBwlgiBwyYRoUkL9yKvtIMysJTPKn6CeyEdSiB8f3DKVHRUtdDvdZIRLjTff21CGSafioYVpnJMZgUl74MuSWqXg2qlx5NeYqb7kS/xbc1AbLKiiJ0FgwgG3kxlZ/JRbx+VZ0YeeOBD2NihbAzPuHVyjjgB/rUC4UcGmajczolTUd9dj1BjQqQ3Up51N7Or/svvy8YjKE0sRK8QQQrerm9rOWkKNI1tdcDBIDvXjw1umea9JYyIsjI7sf1/3C4un/ZK3sVVuRehqRAwdjTZ6Ii1dDj7aXMEzS/NweURunp3AtVNjD7rgkRpm5qNbpWM6XSKjoyyMjjjJmwfLyAyA7IAcAalhfgN2Tz1cQi16FlgOHrL1N2iYnRJMbk0b5z63GmfPCtvPefV0O928dl3WAfuDHBEKpSRf2aehm4zMsWLSqZieGMT0xKAB308MMZEYIqUzPLssn7fWlQLQ0uXkt5/tItJqYGbywNvuw2JQk5UQCoQCswfTfJkhoLbNRmVL99EvpuR8B8EZoB0gLWYIGR+q5IdiJzOiVFIDQr3U/6MjbBSW8s2Eb3mXqsnXD6uNR4ogCKT4p7C9fjsLjAuG25whoe816WD4hSVBmG+/meW7a/jbd9ne1/9ZXkCUv54rJh+8f0lyqN/gLSbKyJygyDG/EUpRQ6fX+djHxuImqlttw2SRjMzg0dTp4KPN/Qs4N5c2DTBb5mRi8d5axkf7H13/D7cDcr6RIrjDzORwJd8Xu3B7REpaSwjW9zYgrB1zISF7vsJUs2cYLTw64ixxbK3deuiJMvy4p6bf2Eeby3EepjiNjMypjOyAjFD89f2jHP4GNcbBLkiXkRkG9GolCUH9Vx0j/WUpypOdb3ZUMTE24Og2zl8MfmFg7i9LPtREmBSYtQIbqt0UtRYRZgrzvufSWagd+wsSFz+CuvPEEuZNtiaztU52QA6H5AEiJ+nhZlTH0lxTRuYUQXZAhol2m5OcmjZKGzsRxf6Fa2lhfpw71vcm+/D5o4g80k7nMjIjEL1Gya/PTEan7r0EJQWbmBR/ZA+mTreHovoO8mvbsTllGcuRTk2rjT1VbYyL9j/yjd0O2PkhJJw26HYdLTMjlbyfbae0rYQIo+/1uiNsFC0xU0j59nco7R3DZOGRE2+Op6S1hC5n13CbMuKZkxJMaB91P7NexVWTYw6/IbCMzCmMvJw+DBTUdfCHz3exvrgJvVrJ785K45KJURj7FN9ajVr+cv4oLsuKprHTTnygkfRjUY2RkRlhTIy18uWdM8it6UCvVpAeYSbKeviNAhva7byyqojXVhfjFkUuHBfB/fNTj2gfMkPLJ1vKmZoQcETSy172fgnmCPA/yuL148CMSBX3Lu/izPhg9ANIsjYlnYbS0UHq1w+Se94/cWtHft6/Wqkm3hLPtrptzIiUG9MeiB3lzfzmk51cNCESo0ZFiFnLxFgrSSEj//+xjMxIQHZAhhi7y82zy/NZXyzlunc73fz5qz2khvkxNSHQZ26QScvsFLk3h8zJS2qYmdSwo3Os1xc18tLK3l42n2+rIj3czC2zEwfLPJlBxOX28M76Mn51xlGo7XU1wq5PYPKtg2/YMWDWCiT4t1LfNXfgCYJAfcZ5BGd/S9oX95J73j9xGY4y/WwISfZPZmPNRtkBOQD17Xbufn8bZU3d5NZK0S21UuDbX80aZstkZE4c5BSsIaaxw8HiAQrXiusHudu5jMxJzoq8+n5jX26vwrZfI0SZkcHXO6sIMmmIP+Ju9CKsfQ5ipoDp4Appw0G4aRc768bS7TpA2o0gUJ9+Dp0haaR//is0bdVDa+BRkB6YzrqqdcNtxoilptVGWZNv7yKnW6S8SU5bk5E5XGQHZIjx06q8jdn6MlBHVhkZmQMzZgC9/qxYK1q5odeIw+Hy8NSSPC4YF3nkG2d/A+3VED93sM06ZtweN22ObBL9nXyccxApV0GgMeVMWuKmk/7FPeiaS4fOyKMgwT+BkrYSWmwtw23KiMSiV+M3QL+iwP0bGMrIyBwQ+U49xPjp1fzhnAymxFu558xkfnVGEg+dlcbYAR6mZGRkDsyclGDSwnof+iL8dVwxOZpt5S3k1LRhd8mRkJHCyysLCfHTDdjk7aBUbIId78HYK0A58jKGKzoq8NOYOTvBzlcFRsrblQed3xI3nYaUeaR99QC6ppHrhKgVatID0llbtXa4TRlW3B6RwroONpc0Ud3SG/GICTTw94vH0Ffs6u7TkuTeHjIyR8DIu6KfAiQEGxkd4c8zy/IRRUgL9eO0tJCDdk+VkZHxJS7IyJs3TCG3th2Xx0OgUcPd72+joK4ThQC3zk7kljkJWA3yquRwsqeqlVdWFfPoBaOObMOy9bDm3zDuajAGHnL6cJDduJcovyisOg/z4rr469oAnj69AYO6v7LhPtqis0AQSP3mQXIueBq75SiiQkPA6KDRLC9fztkJZw+3KcOCzenms60VPPz1XuwuD8EmLS/+coJXQnrB6DC+uXsm5U3dBPtpSAkz+wjJyMjIHBw5AjIMbC9v5bU1xexT382pbeeFnwpwyCu2MjJHRKhFx+yUYGYkBfHSz0UU1Em1VB4RXvi5kJ0VLcNr4ClOQ4edW97awrXTYgn2O8wFFtEN29+Hdc/BhGvBGnt8jTxKnG4nuc15xJqlrtdTwm1EmFz8fmUgLfaD31rboibSmHQ6qV8/iLpjZPYJGR8ynjWVa3C4HcNtyrCQV9vO7z/fjd0lNRWs77Bz30c7aOiwA6BWKsiIsLBgdBgTYgMwyc6HjMwRITsgw0BBXXu/sZ/zG2jpcg6DNTIyJz4tXQ5WF/R/kCtukItCh4uWLgfXvLqBaYmBTE88zOLx1nL47kEoXw+TbwNL1PE18hjY27SXIF0QBpUk+ywIcH5SJxEmF7f9GMy3hQZsBypMB1pjp9IaPYnUbx5EaWsbKrMPG4vWQow5hlUVq4bblGGhsrm731hpY5fXAZGRkTk2ZAdkGIgL7K8CMynOimWA7ucyMjKHxqzTMDHW2m88Rm7cOSw0dNi5/KX1JIeauHj8YaQYuR2w/V349gEIToGsG0A/cuvi3B436yrXkRaQ6jOuEGBBfBfXZLTzU5meq74O5dG1VlZX6HB6+u+nKXEuXUFJpHz7EApn/wfe4WZK+BQ+yf9kuM0YFsIs/SN2YWYdAXJKp4zMoDBsDoggCK8LglAnCMLuPmMfCoKwveevRBCE7X3ee0gQhAJBEHIFQVgwLEYPEuNi/PnFhN6bcphZx6/PSEarPngBo4yMzMDoNUrun59KSJ+uxJdlRTE2yn/4jDpFKW3s5KLn1zAm0sKVkw6jK3TNDvjiDqjZCdPuhJjpIIzstbFNtZswaUwEG0IGfD/a7OKXo9q5f1IzoUYXH2Sb+OU3oXycY8TeN9NWEKhPOxuX3krKd79H4bQNzQc4TCaHTmZn/U7K28qH25QhJyXUj98uTGXf6WvUKHnysky5VlNGZpAQRPHAxXLH9cCCMBvoAN4SRXH0AO8/CbSKoviIIAgZwPvAZCACWAqkiKJ40KKJrKwscfPmzYNv/CDQbnNSUNdBt9NNfKCRcH95pfYE4RBPUwdnJJ+TJwNVLd2UNHRi0CpJCjZh0p0SUcVjOidh8M7LLaVN3PLWFi4cH8mZ6aEHn2xrhU2vQtU2SDsXQjOO+fhDQXVHNR/lfcS82PmY1Iff06S6Q8myUgN1XUruyWphfGif2grRQ9iOj1E6u8k7+zE8miPtlXL8+Dz/c5SCkkdnPnqkm46Y8/JosTvdFNR30NTpINpqIO6Ie9jIjECO+byUGRyGbZlJFMWVQNNA7wnSktllSE4HwAXAB6Io2kVRLAYKkJyRExY/nZrxMVamJwbJzoeMzCAR4a9nelIQ46Ktp4rzMSIQRZH3NpSy6M3N3DQr/uDOh8cNud/BF7eB2wkzfnXCOB+1nbV8mv8Jk8MmH5HzARBucnPNqHbOTujknxutPLvF0lsjIiioybwUl85C+ue/RtPWv1ntcDE/bj4rKlawp2HPcJsy5GjVSkZFWJiVHCw7HzIyg8xIjXPPAmpFUczveR0J9I0BV/SM9UMQhFsEQdgsCMLm+vr+nZJlZIYa+ZyUGYkM1nnZ0GHn9ne38tLKIv54TgbjovvX4gCSulXxSvjydsj7ASZcD2lng2rkp7SIiGyr3caHuR8yIWQikaajl85NC3Ty64kt1HUqufXHYDbX9KQNCgpqR19IW0QmGZ/eQWDuYhimDIW+GNVGLku9jAdWPjAkjQnl66WMzKnBsKVgAQiCEAd8s38KliAILwAFoig+2fP6v8A6URTf6Xn9GvCdKIqfHmz/wx2+lTkpkVOwZEYaw5LqUtdu4931ZbyxtoTZKUFcMiEaTb8u9CI0l0LpGshfAlojxM+BoFQ4VG3ICMDhdpDblMfGmg0oBAVZoVlYtINXHJ/TqOabQiORfm4uS+sgM8SOUgBtSwVhuz7Do1RTM+4yWuKm41EPb6T8s/zP2N2wmyfmPEHqfsX3B+CET8GSOSkZ+ReeU4QRJ1wtCIIKuBiY2Ge4Aoju8zoKqBpKu2RkZGRORTaVNLE6v4FOu4uGDjvFjZ3sKG8FIMZfy9URtYQ5SihduxacdnB0gK0FOuphn7KTKRSCTgdTCHQD5dXD9nn2xyN6KG+vwO6x43K7cLgddLm6aHe04RFFVAoVocYoLBoztbUd1NIxaMdWAOeEKtjREsLvV0ppa4GaLmIMSoK0txHSXUfskt1cJTyNXumk1RJJhykYu9aEU63HrdRQGTmWFmv0wQ80CIwNHkubo41Lvr4EnVLHpLBJJFgSuH709QTpD1NmWUZGRqaHERcBEQRhIfCQKIpz+oyNAt6jtwh9GZB8qCJ0QRDqgdLDMCUIGJndoCRGsn0j2TYYfPsaRFFceLQbH8E5OZIY6f+Pjxcnyuc+pnMSDn5ehl71eLIuerR5/3FnU1V3gNqhjDN7DqhL6vQgOj303mREBASGP6+oL4IgCKoDrIoOsaV1YiBt9PuqeUr9N/Fi5e4BbfxA0Ln+qDIP2C1Q9IgqQSG4BtNGQS0otKFab95c+YvlBa3rW1sHmDpY52UnJ8bv8Fg5Ua43x8pwf85jPi9lBofhVMF6H5iLdDLWAn8WRfE1QRDeANaLovjifvP/D7gRcAH3iKL4/SDaslkUxazB2t9gM5LtG8m2wci370TgVP0OT9XPfTw5Ub9T2e7h42T4DIeD/DllTjWGLQVLFMUrDzB+/QHGHwMeO542ycjIyMjIyMjIyMgcX0aqCpaMjIyMjIyMjIyMzEmI7IBIvDzcBhyCkWzfSLYNRr59JwKn6nd4qn7u48mJ+p3Kdg8fJ8NnOBzkzylzSjGsRegyMjIyMjIyMjIyMqcWcgRERkZGRkZGRkZGRmbIkB0QGRkZGRkZGRkZGZkhQ3ZAZGRkZGRkZGRkZGSGjJPaAVm4cKGI1EpK/pP/BuvvmJDPSfnvOPwdM/J5Kf8dh79jRj4v5b/j8CczQjipHZCGhlOhqajMiYR8TsqMROTzUmYkIp+XMjInLye1AyIjIyMjIyMjIyMjM7KQHRCZI6LF1kJNZw1uj3u4TZEZQjqdndR01mBz2YbbFBkZGeTfpIyMzImNargNkDkxcHqcrK9az782/YvarlouTr6Ya9KvIdIvcrhNkznO7KrfxRObn2BP4x5mRc7iznF3kmRNGm6zZGROWXY17OLJzU+yu2E3MyNncue4O0m2Jg+3WTIyMjKHjeyAyBwW2Y3Z3LX8LjyiB4B3st9BEATun3g/SoVymK2TOV6Ut5dz29LbaHO0AbC0bCnl7eW8Ov9V/HX+w2ucjMwpSEV7BbcvvZ1WeysAy8qWUd5WzqsLXsWqsw6zdTIyMjKHh5yCJXNYFLYUep2PfXyS9wn13fXDZJHMUFDWVuZ1PvaR25xLZUflMFkkI3NqU9pW6nU+9pHXkif/JmVkZE4o5AiIzGFh0pj6jYUaQtGpdMNgjcxQYVQb+42pFCr0Kv0wWCMjIyP/JkcuHo/Is8vz+XxrJfFBRn5/TjopoX7DbZaMzIhEjoDIHBYZgRmkWFO8rwUEHsx6EH+t//AZJXPcSbAkcG7CuT5jd427ixhzzDBZJCNzapPon8gFiRf4jN2ReYf8mxwBPLUkjx9213Db3ETig41c9uI6NpU0DbdZMjIjEjkCInNYRJoiee7059jTuId2RzvJ/smkBaYNt1kyxxmz1sz9WfdzdvzZ1HbVEu0XTUZgBiqFfOmQkRkO/DR+3DvxXhbELfD5TaoV6uE27ZSmuKGTt9eX8vjFY/A3aIgLNBJm1nHr21v4+u6ZRPrLESoZmb7ITxEyh02EKYIIU8RwmyEzxATpg5gVNWu4zZCRkekhUB8o/yZHGC+uKGReegj+Bo13bGyUPwtGhXLfh9v54JapCIIwjBbKyIws5BQsGRkZGRkZGZmjpMvh4ttd1ZyRHtrvvXPGRNDQYefrndXDYJmMzMhFdkBkZGRkZGRkZI6Spdl1pISafKIf+1AqBK6cHMM/f8jB6fYMsLWMzKmJ7IDInHR4RA+N3Y10O7uH2xSZw6DZ1kyHo2O4zZCROeVotbfSZm879ESZg/LDrmomxB64B8uoCAv+ejXfylEQGRkvsgMic1JR0V7Bv7f8m0u/vpRfLf8V2+u2D7dJMgegsauRt/e+zeXfXM6NP97IyoqVON3O4TZLRuakp83RxleFX3HVt1dx9XdX823Rt/IiwFHi9oisLmhgfPTBm0AuHB3OK6uKhsgqGZmRj+yAyBwWHtFDU3cTdpf9oPNabC10ObuGyCpf7C47z29/nv/t+R/13fWsr1nPzYtvpqClYFjsOdVptbXS1N1Ei61lwPd/LP2Rf276J9Wd1WQ3ZXPXsrvY1bBraI2UkTnBcHvcPtdim8tGs635iPaxsXoj/7f6/yhrL6OkrYTfrfodW2q3HA9zT3p2V7bib9AQYOyfftWX8dH+1Lfb2VslR5xkZGAIVLAEQfAHXgVGAyJwI5ALfAjEASXAZaIoNvfMfwhYBLiBX4mi+GPP+ETgDUAPfAf8WhRF8XjbLyN13v0o5yN+LP2R9IB0bs28ldFBo33m1HXV8W3Rt3yQ8wEhxhDuzLyTSWGTUCqUQ2ZnbVct3xZ/6zNmc9soaikiyT9pyOw41WnubmZx2WLe3PMmBpWBC5IuwKKxMCNyBoH6QEByTt7JfsdnOxGRzbWbmRA6YTjMlpEZ8ZS0lvBeznssL1vO9PDpLIxfyGu7X6OsvYyLky7mgqQLDkup8JO8T/qNfVX4FXOi5xwPs09qNhQ3khF+6GaDCoXAjKQgPt1aQUZExhBYJiMzshmKCMgzwA+iKKYBmUA28DtgmSiKycCyntcIgpABXAGMAhYCzwuCsO8J9gXgFiC552/hENh+0mFz2Q64Ij0QXc4untz8JG9lv0VtVy0rKlZw65JbKW0tpcXWgsPtAODLgi95astTVHVWsb1uO7ctvY3spuzj9CkGRq1QY1T17xIsd2sfGrqcXbTZ21hevpy/rv8r5e3l5Dbn8s9N/8Qtullftd47V61Ue52Rvli0lqE0WUbmhKHd0c6j6x/l/Zz3qe2qJdIvkruX383Gmo3UdNbw/I7neXPPm7g8rkPua1rENM6KP8unkWyosb+Ck8yhWVfUeNjdzqclBPL1jirktVMZmePsgAiCYAZmA68BiKLoEEWxBbgAeLNn2pvAhT3/vgD4QBRFuyiKxUABMFkQhHDALIriup6ox1t9tpE5TLbVbeOen+7him+v4KUdL1HdceiCuKqOKn4q/8lnrM3RxrrqdVz2zWX8btXv2FG3g0/zP/WZ4xbdZDcOrQMSbgrn3on3+oxlBGSQak0dUjtONZweJ2ur1nLLklt4Zusz/SIbALsadrGncQ8FzVI6nEFt4I7MO1AIvZegAF0Ak0InDZndMjInEpUdlWys2eh97fK4cHgcPnM+yvuIdVXrDpiS5XQ7WVO5hsUli9nTsIeLky9mQewC9Co958Sfc1ztPxkRRZHtZS2H7YBEBxjQqBTsrGg9zpbJyIx8jncKVgJQD/xPEIRMYAvwayBUFMVqAFEUqwVBCOmZHwms77N9Rc+Ys+ff+4/3QxCEW5AiJcTExAzeJznByW/O5+bFN2N3S3nD/9n+H5psTTww6YGDdtBVK9VolVrvdvtosbdQ3VlNdWc1G2s2cn3G9Tyz7RmfOQa1YfA/yCE4O+FsYswx7GnYQ6gxlHHB44Z9Ze9kPyf3NOzhtiW3ISKiV+kxa8z95uhVej7P/5zStlL+NedfGNQGssKyeGvhW+yo34FJbWJcyDgS/BOG4ROcmpzs5+XJhkahQSWocIlShKOv874PP7UfqypX0dDdwEXJF/V7f0/jHm5fejsi0gr867tf594J93Jr5q0kW5OP7wc4TE6k87K8qRulQiDQpD3sbcZH+7Msu5bMaP/jZ5iMzAnA8U7BUgETgBdEURwPdNKTbnUABmoTKh5kvP+gKL4simKWKIpZwcHBR2rvSUtBS0E/J+KjvI+o7aw96HbRftHcnnm7z9jooNFUtPf6g6321n4P+WGGMEYH+taJDAVGtZEp4VO4ccyNnJNwDpF+A/qpQ8rJfk5urd3qfaDZVLOJM2PPRCn01v6YNWYsWgvtznZWVq6ksqMSkFLmMkMyuXbUtVyccrHsfAwxJ/t5ebIRbY5m0ZhF3tdtjjbizHE+c65Iu4Ifin/g7b1v0+ns7LePLbVbvL/VfXya/ykh+pB+c4eLE+m83FHRQmKw6Yi2GRvlz/KcuuNkkYzMicPxjoBUABWiKG7oef0JkgNSKwhCeE/0Ixyo6zM/us/2UUBVz3jUAOMyh4lW2X+Fxqg2HjT6AdIq2/kJ55NsTSa7MZswYxh7G/fyXs57PvOC9EG8sfANttVtI0AbwITQCcRaYo/YznZ7OxqlBq3q8FeUZAaHTmcnChTo1foj2s6o7q27SbWmUtZWxh+n/pHG7kY6XZ3olDpe2/UaIDkdhzrnZGROJdocbeiUOjTK/ipKNpcNt+j2XquvSb+GsUFj2du4lwT/BC5MupBNNZsobSsl1BjKivIVNNubSbYm+ywC7MOk6X1Y1il1TI2YSrQxGpXyuOvRnJTsqGghLrB/3eHBSA3zo7C+k9YuJxaDfC2UOXU5rlcdURRrBEEoFwQhVRTFXOAMYG/P33XA4z3//bJnk6+A9wRBeAqIQCo23yiKolsQhHZBEKYCG4BrgeeOp+0nG2kBaSSYEyhq69Uhv2/ifQdNT7K5bKyvXs8rO1/B6XHyQNYD5DXl9Zs3MXQiKdYUAvWBTAydeFT21XbW8mPJj3yS9wkx5hhuGnMT40LGHdW+ZI6Mdkc7qytX8/qu19EqtdyceTNTwqYcsni/sr2Srwq/wqA2EGYI4+qMq9lWt421VWvRqXRcmHgh/9j0D9ZVr/Nuc8vYW4j2iz7IXmVkTg1qOmv4vvh7Psv/jAT/BBaNXsTY4LGAJCm+sWYjr+x8hS5XF9ePvp7ZkbPx1/kzO3o2s6Nne/ejEBS8k/2ON7KoEBTcMvaWAX+/E0Mn4q/1J9E/kRkRM1hSuoSG7gY2VG9gWsQ09KojW3w41dlV0crc1COL0qiVClLD/NhY0sS8DLnwX+bURTjeagyCIIxDkuHVAEXADUipXx8BMUAZcKkoik098/8PSarXBdwjiuL3PeNZ9Mrwfg/cfSgZ3qysLHHz5s2D/6FOUMraythat5XqjmrGhYxjbPBYn9Xr/VlbtZZbl9yKn9qPK9KuwOF28Hb221yacimJlkQKWwsZEzSGSWGTDkv68UB4RA/PbXuOV3e96h3TKrW8e/a7pAaMuALygdIBD5uReE4uLlnM/T/f7zP26vxXmRI+5YDb2F12Hl73MF8XfY1epefR6Y/y941/p9HW6J0zK3IWv530W3Y37qaktYQxQWMYGzLWR3lHZlA4pnMSRuZ5eTLj8rh4astTvL33be+YXqXnvbPfI8maxMbqjSxavMhnm3/O/idnxZ814P7ymvPYUrOFTlcnk0InMSpoFCrFwOuLBS0F7GnYwx/W/MFn/MUzX2RG5Ixj/GQ+nNTnpSiKZD68mH/8Yiz+hoP3ANmfL7ZVYtKp+OO5shzvMHDM56XM4HDc466iKG4HsgZ464wDzH8MeGyA8c1IvURkjpIYcwwx5sMv6vu+6Hvmxc4jzhzHzxU/Y9Fa+Mesf7C5djMf5H7AjMgZhBvDj8n5AKl/xzt7fZWT7G47ec15I9EBOalwuV390ukAfiz58aAOSFVnFd8UfQNAt6ubwtZCH+cDYFXlKmZGziTRksj82PmolXK6gYwMSNGP93Pe9xnrdnWT35JPkjWpn/IgwLvZ73Ja9GkDRjZSrCmkWFMOeVyXx4XD5eD74u/7vfdFwReD7YCc1NS02VAqhCN2PgBSwvz4YlvlcbBKRubEQU78lDkg4aZwHG4Hr+x6xTu2rXYbd42/i6LWIopaiyhoLiDFmoJOpTvqfhtqQY1RbcTmtvmMD1S3IjPICAwYkThUPw6VoEKr1OKn8WNM0JgBGz2qBBWCIHDzkpt5Y+EbcoNBGZkeVAoVBpWBNodvV+x917yBlOQsWgsqof8t2+VxYXfbDxrN3seexj38bf3fiDX3r8/z0xyelKyMRHZ12xHXf+wjMdhIfl07NqcbnXromvXKyIwkhqIRocwJytzoufxQ8oPPmEt00WxvRq/SMypwFFMjpvLrn37NLYtvYXnZcrqcXUd8nCBDUL/+HRGmCNID04/JfplDo1KouCb9Gp+CVZ1Sx5kxZx50u0i/SP4646/Mi51HeXs5y8qW8aepf/LJIT8/6XxEj4iIyLqqdQfZm4zMqUWYMYx7JtzjMxbjF+PtWTQneo7Pb0khKLh+1PX9isV31e/id6t+x7XfX8u72e8eUtVwS80W1Eo1UyOm+qRoaRQaMoMzj/FTnVrk1LQTaT26mhmtSkmU1cCeKrkfiMypixwBkTkg0aZoDKr+vTxUggqPx8OCuAU8teUp7/i2n7bx/BnPMytq1hEf68zYMwkxhLChegPhxnCmhE+Ri5WPMy6PC5fHxfiQ8bx11lusq1qHWiE9nGQE+uYme0QPNpfN29vF6XayunI1XxR+AUB+Sz5rqtbw8PSHWVO5hmi/aPKa8mi0S2lZ+6/Ouj1u7G77sPSKkZEZCZwVfxYRpgg2Vm8kyi+KyWGTvbLhGYEZvHnWm2yo2oDD7WBW5Kx+6bMFLQUsWryIblc3AI9vfJz6rnruHn83SoUSm8uGSqHycTQMagPdrm521O3g7nF3U9NVg4BAiCGE4pbiofvwJwHZVW1EHaUDAlIUZFtZCxNjAwbRKhmZEwfZAZE5IH5aP+4afxe//unX3jGL1oJWqSXeP56tdVv7bfNJ3idH5YAY1UamRUxjWsS0Y7JZ5tCIosiO+h28tfctKtsruSz1MuZGz+XWzFsHnF/QXMDHeR+zuXYzZ8acybkJ5+ISXXxV9JXPvFZ7K8WtxayvXs/XRV9zfuL5rKxYiVFtJME/gVZbKxadhdymXD7M/ZAd9Ts4O/5sFsYvJNI0/P1aZGSGEpPGxIzIGQesu0gPSCdYF8zqqtX8dcNfMagMXJl+JdPCpqHX6Mlvzvc6H/t4e+/bnJ94PtvqtvFR7kdE+UXxy4xfkhmciSAITAidwHPbnuOCxAt4esvTmDQmRES6nF28Mu+VAe2QGZjc2namJAQe9fbxQZIDIiNzqiI7IDIHxOayMS18Gq8veJ3VlasJ0AWQak2lsr2Sy1MvZ3vd9n7b9NWZP5LjaJVaBEEWpxgKcppyWPTjIhweBwB/WfcXHnQ+yLWjru03t66zjhd2vMDSsqV4RA95zXnsatjF/Vn3o1ao+zW3DDGEcEbMGUwLn0a7ox2r1sr82Pk8tOohHpz0IJNCJ3Hrklu9Bet5zXkUthTyp2l/OuoaIhmZkwVRFLG77d7fwsrKlfx57Z+972+o2cB/Tv8Ps6NnD6hypVPpqO2s5euir8lpzmFv015+rviZd856h7TANFKsKfxvwf/YUL2Bh2c8TEFzAQ63gxBDCF2uI0+fPVVxe0RKG7uI9D/6CEhCkIlvd1YPolUyMicWcg2ITD+qO6p5c8+bXPv9tTy5+UnMGjP3TryX8xPOp9PZydb6rXyU+xHTwqf53ARVgooLki447OOUt5Xz0o6XuPb7a3lqy1MUthQej48jsx85TTle52Mfr+9+nfrueu/rDkcHy8qW8ZtVv6HV3sr9E+8n3hIPSOpWHtHDjaNv9NlHgiUBjVKDRqnh+R3Ps6ZqDZnBmby08yXaHG28vvt18prz+qllfVP0jbeHgYzMqUp+cz7/2PgPrv3+Wl7b9RrFLcV8nPexzxwRkVWVqwBIs6YRbgz3ef+Wsbfwfu77KAUl9028j0T/ROxuOzlNOd45KQEpbK/bzjNbn+Grwq/4vuR7nt76NJ/lf0ZOUw7HW5r/ZKC0sROrQX1MBeQR/nrqO+y025yDaJmMzImDHAGR8cHusvPCjhf4vOBzALKbsllatpR3zn4Hj+jhic1PUNFRAcDTW5/m/yb/HwWtBSgFJSnWFJLM/dWQBqLd0c5fN/yVtVVrvcdZUb6C1xe8TrBBauzkcrtA4IB69jJHx0CdyHUqnY/Czvrq9dy7olcYYGPNRu7Luo8nNz+JgIBSUGJSm7hr3F0UtxYTagwlzBDGmoo1fFfyHSD9P11fvZ6r0q7if3v+h1Fl7Pf/UqvUMiFkgo/imcPtQK1QyxExmVOGmo4a7lh6BzVdNYD029nbuJdxQePY3bDbZ+6+6Ei0OZqXznyJddXrKGsvIzMok88LPvc2/txUs8n7m90nge3xeLC5bfjr/KnrqvPZr0ap4aFVD/HYjMfICJL7UxyMgroOoqzHVr+mVAjEBRrZW9V2TKlcMjInKnIERMaHyo5Kviz80mes0dZIQUsBlR2VXucDpP4dD69/mMlhk7HqrLyf8z6v7XmNguaCQx6nvK3c63zso6SthKLWIrqcXfxU9hO3Lb2Ne366hw3VG3C65VWiwSIjMAOr1uozdvf4u7HqpDGH29GvL4uISF5THpGmSC5LuQwRkSe3PMkLO15gR/0OPsj5gEZbIz+U+qqmNdoa0aok5+LWzFtJtaZ6+xXMiJjBzWNuxuay8dSWp1hftZ4Pcz7k2u+v5YnNTxzWeSQjczJQ2FrodT72sbh0MTMiZyD06ZumU+qYFdlbYxfvH89V6VfxQNYDfFbwmdf5AOk3m92YzZigMYwOHM3mms38Yc0fWLR4EeGmcH4/+ffeuSqFiozADApaCtjZsPM4ftKTg4L6DsIsx54yGhNgYG9126EnysichMhLyzI+KAUlCkGBR/T4jO+vprIPAYEmWxPPbH0GkHTml5Yt5c2FbxJmDMPlcaEYWkQaAADpsElEQVQUlP1Ws5WKgUPXaoWaDdUb+NVPv/KOraxYKfeRGEQS/BN4bcFrrK5cTXVnNXOi5jA+ZLz3fQUKb0QkMyQTh9vB7obdRJmiuDb9WsJMYbQ6WlEKSpwep9cp9YieAc+dYH0wr81/jbHBY9GpdDw992k212ym3dnOE5uf8M77qfwn7h53N3sa97CncQ/LypbxxsI3CDOGDc0XIyMzTAx0PVQICoINwfznjP/wc/nPGNQGZkfNZlLYJFxul48kr8fjGbCGyqwx89jMx2h3tnPPintotUuyr7sbdnN56uU8MfsJytvLUSlU3q7sA0VIZXzJrWknwnL09R/7iA4wsKtSluKVOTWRIyAyPkT6RXLDqBt8xhIsCQTpgqjqqCIjwDc0f2HShXxZ4Bsxqeqoory9nK8Lv2bRj4v405o/sat+l8+cGHMMFyZd6DM2MXQiceY4741wHyIiS0qXHOMnk+lLsjWZG0bfwO+n/J4ZkTN85HBVShU3jbmJu8bfhVJQYtFaeGLOEwToA/jrxr/y9Janabe3s2j0Ip99Zjdmc0XqFT5jiZZE5kTNYXL4ZO8DUow5hjPjzuTT/E995ro8Lhq6G/BTSw3RKjsq5bogmVOCREtiv2vr+QnnU9leyajAUfxx2h+5P+t+IkwRvLnnTa774Tr+u+2/bK7ZzP+zd9bxbZX7H3+fSJO0aeruLqtMOndlAhs2ZAPGcLkXd+7F+WEXG27Dh8tgjI0x5u5Sd3dN2zRtkvP747TpQjrWjm0MljevvVie8zxHsuTkfO3zfWnPS/xQ8ANTQqbYREuUMiVnR55NhFsEuY25VuOjh29zv6Wxo5Gd1TtBkIwVnZOOFJ+UU3LNf2fya1qPuwfIkYR5OpNR4YiAODgzcURAHFixiBYUMgULExYS7xnPtoptjA4cTax7LLetu43S1lLuTLuT+fL5bK3Yykj/kQS7BnPT2pts9jPIaxC17bU8s+sZmo3N7K3Zy+ri1Xwy+xNiPWIRRRG1XM2/h/ybkf4j2VG1g1SfVEYHjEbnpLOm7ByJk9zpVL0NDoCWzhZe2fcKyd7JeKo9+SzrM6aETuFA7QEO1B5gfdl63pz2JrEesWws30iCRwKCILC3ei+3Db3NGvnqq8s6gBw5TjL7f1OdSodZNPfOO0qkzIGDvxM90cGj4ePsw/8m/o891Xsoby1HJVeR35zPretv5Y5hd7A4aTGGLgPL85azqmgVhc2FjAkcwy2/3cI1Kdfw5PYnCXYN5o60O8hpyEHnpLOJHPYcO9Q1FD8XPzLqM6zn1drZygu7X+Dp8U8T5R5FjEfMyX0z/uaIokhBXRsBJyAFK8TTmcK6NkxmCwq5wx/s4MzCYYA4oLqtmvWl6/mp8CdSfVKZGzWXUQGjEASBL7O+xEvjxaKkRbQYW1hTvAYfjQ8TgieQXpuORbQwO2I2KwpWoBAUXJ96PU0dTXyW9RnzoubRae7k8+zPMZgMFDUXUdtey2dZn6GQKVgQv4AZ4TM4O+psm/O5IvEKtpRvQURSY1HKlEwNnfoXvDNnJp3mTjaVbeKe4feglqvZVrkNAQGFoOCciHP4sfBHGjoayGnMYVrYNAwmAz/k/4BGqWFG2AwqWytJr0tnRvgM1petZ3Xxai6Ou5iRASNxdZKiG2bMzI2ay3O7n7MeV6PQEOIaYu3KnuiZSJRb1F/yHjhwcCLIa8zjh/wf2FezjzmRc5gUMumoKYWdlk5ym3I5WHuQFJ8UtEpJ0vzdQ+8yJWQKu6t3s7NqJ/Ge8ZwXfR4m0YRSrqS8tRyTaKKopYjndz9PsDaYMF0Y5W3lVLRWkOqbSoJnAvcMv4fM+kzKWsu4MeVGfJ19WZ6/HDeVG3em3UlWQxazI2efyrfnb0mN3oiTXIar+s+nqqmVcrxcnCiqbyPa1/UEnJ0DB38fHAbIGU6XuYulh5eyLGsZAPtq9rG+dD2LBy3m4W29+vNritdw4+Ab2V29G4DfSn/jv6P+S5leyv+/IeUGPNQefJzxsbUmYH/tfiaHTCbNL429NXsxi2Zu+PUG6z5/K/mNpWctJc0/zeachvkNY+lZS1ldtBq1Qs30sOkkeyefzLfBwRHIkBHrEUtrVysv7HnB2utjV/Uubky9EZ2TjpbOFlyVrmyv2M6DWx60rt1Utolbht5Cqm8q/936X0wWEyCpaj0z/hnrA44MGen16dw+7HYy6jPQKrWEuoZSb6hnevh04jziGBc0zqqI5sDB342K1gpu/PVGa3H5/tr9ZDdkc//I++0iutVt1dzy2y2U6Eusc3vuna1drfxa8isv7X3JOn9T2SaeGPsEKd4p1pTFHspay3BXu+Oh8rAeRyVX8c7Bd2g0NiITZEwJncI9m+6xrtlSvoXHxz5+Mt6Gfxz5tScm/aqHEE9nsqr0DgPEwRmHwwA5wylvLeeL7C9sxhK9ElmavtRmrNPSSZOxCY1Cg8FkwGg20tDRgJPMiY1lG+kwdXDT4JtsVLIA1peu5/qU61HKlKzIX2GzTURkRcEKOwPESe5Emn+a3biDU4OIyG+lvzHIa5Bdo8Ef8n9gcshkotyjaDQ28nXu1zbbzaKZ2vZaBASr8dHDu4feZXzweFydXNE6aZkRNoPb1t9GhC6CdlM7LZ0tfDTzoz4bIjpw8HcjrzHPTtnq27xvuTzxciLdI23G85vzrcZHDz33zmTvZO7bdJ/NttauVirbKtF36VHL1VyeeLlN7dz0sOm8uf9Nrk+5HoDcplwajY2AdH/fWbnTZn8iItsrtw+oj9OZSkFtG/66E9c0NchDQ1alnrMdpTcOzjAcBsgZjiAIkkLVEb2nzKLZmgZzJDJkNk2qvDReBDkHEaANIL0+HWeFvS66IAjEesQSrA1mdfFqu+2OHh+nHwICSqHv9AK5IGd2xGye3vk0AdqAPj8nKrkKX2df/Jz9qG6vto4rZApkR+hejAkaw1vT3uLnwp+J9YhlbNBYuwczBw7+rshk9jn9MmR91oKo5fYPtIIgMMR3CCGuIX3uq6WzhT3Ve9hTvYfJwZO5b/h9ZNRnkOafRkNHA2/PeJtkn2TrvnqwWCx91lapZPa1dw7sKahtxfcEGiAhHs4crnAoYTk483BUPZ3hBGmDWJS4yGYsvzGfhQkLbcY0Cg1aJy0d5g4idBHck3YPm8o2sSx7GQqZAk+VJ2G6MGLcbQsY50TMYVf1Lqraq5gSaqvSIhfkzImcc/IuzsExqW+v54f8H7j+l+t5cc+L5DTmoJArWJi4EGels51RedPgm1DIFBS2FLKzaqddbc4FMRfgrnLnt5LfmBA8gX8N/pfVyLwm+RpcnFysczUKDaMCR3FB7AXkNuXy8t6X2Vi2kfau9pN/4Q4cnGSi3aMJcw2zGbs04VKCtEEANHQ0sKJgBdf/cj3rStfxwIgH0Ch6U3vOjz6fYX7DCNGFcPPgm232465yt5G7Xle2jmF+w3hy/JNMC5tGrEcsbx18i2d2PkNGfQZxHnH4OfsBUpPD4X7Dbe7FMkHG3Oi5J/w9+CeSV9tG4AkoQO8hxMOZnCr9CdufAwd/Fxzu5zMchUzB5QmXE+MRw9ritUS6RyITZPxc8DNPjnuStcVr0al0DPMbRqe5k5nhM5kUPIn7N99vLRL/pfgX7kq7i5vW3sTDox+m2djMvpp9RHtEU9New2dZnwFwT9o93DP8HnIac3CSOzEnco6jtuMvxCJa+Dznc9488CYAWyu38n3e93w862PS/NJQyVUEjArgUO0hGo2NnB15NsP8hnG4XurMbLKYWFW4ijuG3cGB2gPEe8RTY6jh+T3PA7CjagcBLgHck3YPBrPBptt5D+l16SxevdiarvVb6W+8NOklpoY5RAcc/L3xd/HnlamvsL50PYdqDzE5dDKjAkahlCsRRZGvc77mlX2vANJ3z13lzkOjHmJl4UriPePx1nhb77GzI2bjrfFmRf4Kgl2DcVe5886hd2yO1xPl2FaxjTcOvEFek9TIc3n+ct6b/h4L4hdQ0VZBZVslMmQ8P+l5tpRvsTqCHPK7/aOoro25KYEnbH9+biqq9UYMnWY0Tg7VPwdnDg4DxAFezl7MiZzDxJCJ3PTrTeyr2Ue4Lpwt5Vuo76hnbOBY9lTvoa69joviLmJtyVrrD2MPu6t2E+8Zz8NbH+a7ud8R4hrC/Zvvx2AyWOd8kvkJ1yRfw39G/cchq3saUNFawfuH37cZ61G3CtWFkuafRl5jHnqjHkWrArNoRkQkyi2KWI9YchpzyGjIoLq9modGP0SHqYM3D75ps7/KtkraTe28vPdlYtxjGOY3DK2T1rp9a8VWu1qR9w6/x5jAMWiUJ67Q04GDU0l5azkbSzeyoWwDU0KmcM+Ie2zUr6raqnj30Ls2a5qMTZS1llFnqOOTzE/oMHUw3H84MR4xuKncCNeFU9lWSYhrCKuKVtncW6eGTqW5o5lNZZtYUbCCSLdIzos+j8+yPqOstYzsxmxe3Psi3hpvfDQ+vLD3BWSCjBXnrXA0+hwAnSYLVc0d+OlOXLqaQiYjyF1DXk0rycFuJ2y/Dhyc7jgMEAdWLKKFFqPUFKnHwBgTOIYP0j9Ap9JR1FJEZXulXcOsHhI8EyhqLkIpV9Lc2WzzAwmSh25UwCiH8XGacLSOxz2pGUXNRdyy7hZK9aUAfJz5MU+Oe1KSz53wHCsKVpBen86FMRdy78Z7j1o8bjQbpc+TYL/tyNz0I4/f17gDB38H9J16ntz+JJvKNwGwpWILQwuH8tLkl/BQewDYOXB6EBBsakR+31gwqyGLkpYSbky9kVpDLXlNeQz3H05FawUZjRk8v/t56/y1JWu5bdhtPL/7eev3qc5QR52hDpBqtX5v/Dv4Y0ob2/HSOp3wnh0hHhqyqlocBoiDMwqHAXIGkduYyy9Fv5DblMuciDkEagNZV7qOvKY8ZoXPYkTACK5LuY57N91LcUsxF8ZeiL+zPxNDJlLYXMjFcRej79Qz3H84PxX+ZM1BFhBI80/DU+1JkGsQz+16jnnR86yKWT3ckHoDIbqQv+ryz3gaDY3sr9tPg6GBHZU70Cg0PDH2CV7a+xLlreUAeKm9CNeFs7JgJSsLVzI6cDTzNPN46+BbdFm6eOPAG0wInoBckPN93vdMCJpAUUsRHeYONpVtYlbELFYU9KqdBbgEoO+U8puvS7nOJvoBkoH75oE36bJ0WceuTr7a2jXdgYO/G8XNxVbjo4e9NXspaimyGiABLgFcm3wtS/Ytsc7xUHkQ6BKIu8qdhQkL8dVIQg7bKraxPH85rkpXXpz0IgVNBTjJnXBTuxHhFoFckBOkDWJL+RabY5pFMzkNOcS6xxLrEYuX2ov6jnrr9quSriJQe+JSic4ECmtPTAPC3xPgriG72lEH4uDMwmGAnCEUtxRzzS/X0NDRAECkWySPb3/cKs24tmQtdw67k/mx83n/rPf5Pu97vNXevHfoPbIaswDJkzcxeCJGk5E7h93Jvpp9WLAw1Hco6XXpqOQqMhoyaOlsYe/Wvdwx7A4KmwupaqtibtRchgcM/8uu/0xHFEW+y/sOuUzO/3b/zzq+PH85L056ka9yviLBK4E5EXP4ufBnm1QqX2dfFiYsZFnmMqJ0UQiigIhIa2crkR6RVLdJSleZDZnEesRybfK1HK47TIpPCuFu4awrWcfrU18nzc9eVjnRK5H3Z77P8tzlNHU2cX6MVHjrwMHfln4E7wRB4IKYCwjSBrGiYAUx7jH4ufjx+I7HMZgMbKnYwvyY+eyt2cu/fvuXdd3XuV/z6JhH+TD9Q3Iac6zjVyddbaNkKBfkRLlH4a3xZvGExcR4xPDOjHdYVbSKzPpMZkfOZlTAqD/szu7AnsK6NvxOoAJWD8EeGnYWNpzw/TpwcDrjMED+wYiiyOG6w6wsXEmQNshqfIBUfN5jfPTw5sE3ifWI5eucrxnkPQidk85qfPSwoWwDC+MX8kH6B8gEGYIg8FvJb7ww6QWKW4pp7mwmSZ1EmGsYL+99mdenvs4QvyGn5HodHJ3Ktko2l29GKbdNuzKLZrZXbuf1aa8DUKovZelh2x4wNe01+Dn7cVXyVeQ25PJlzpfMCJvB7Wm3syJ/BZNDJ6OSqzCajSzPX45GoeHFSS8yNmgsACP9R7K9cjsPbn6QZJ9kJodMJtwtHJDUd1J9Ukn1SaXeUM/m8s08uOlBUn1TmRQ8iTA3WxUhBw5Od8JcwxgbOJYtFb0RiVSfVMJ14TbzPDWezI6czezI2eyp3sOVq6602V7WWmZXo2WymMhqyKKxw/be/UH6Bzw9/mm2V21ndMBo0vzTOFwniUWYRTMAMR4xxHjYqhQ6GBj5ta0ntAdIDyEezny8rfiE79eBg9MZhwHyD+Zw3WEWrVpEl6WLG1KlDuReai881Z42ucVapZZAbSB1hjq2Vm5lTcka1pSs4daht/a5X7VCzUuTX+KX4l/YWbmTR0c/SlNHEy/vfdlmn1ckXmFXB+Lgr0NAsOnj0oNNHrgIfs5+xHvFs7tqt9VIlQkyq1rW2tK1fJ37NW9Ne4tVhavYWr6Vu9PuZk/NHpqNzcwIm0GqTyoAXeYulh5eyieZnwCwpmQN3+d+z9sz3sbPxc96WKPJyGv7X+OrnK+s837I/4E3p73p6Ibu4G+Fq8qV/4z6D+tL17O+dD1jg8YyNXSqNf2qL4wmo92YIAg2Urs9WCwWu8iFWTRT31HP8xOfp0RfYnMv/ib3Gz6a9RFR7lHHfU0OJArq2pga73vC9+vjqkLf0UVLRxc6dd+1eQ4c/NNwGCD/YDaVb7Lm1gsI3Db0Nqraqqhpr8FT7cnM8Jn4OvsiF+QUthQyO2I2LZ0t1vXl+nKi3aOtco4A00IljXkXJxeuS7mO61Kuo6SlhGt+ucbm2K1drQiC4PjRO03wd/FnuP9w1Eo12yq3WcdlgozZkbOtr/VdeubFzCOjLoPFSYtxVjjzxoE3rIWrPVS0VlDdVs05UeewsWwjhS2FJHomsqF0AzEeMdZaj7LWMqsMcw8FLQXkNuXaGCCl+lK+zrHtqp7TmEN+U77DAHHwtyPYNZjLEi/jssTL7LZ1mDrYV7OPVYWrcFO5MSN8hrVnSLFe8oL7aHw4J+IcOiwd7KvdZ10rF+QkeieytWKrzT7HBo5lY9lGwnXhrC1Za7OtpbOF7ZXbkQtya+TRwfFRVHdiu6D3IBMEQjylfiBp4Z4nfP8OHJyO9NsAEQRhaB/DzUCxKIoOKY3TkJ7QO4DZYuaTnE+sD5K/lf7GbUNv41DtIdaWSj9Y60vXMz5oPGMCx7C1Yivf5n3L29PfZn/NfrZVbmNa6DQmh062aSZnNBnZVbXL5lg9eKg9bB4yHfx1yAQZ82OlnPL/jvovG0o3oFaouST+Eqv+f1lLGY9ufZSMhgxA+oxMD5vOW9PfYtHPts0qo92j2VS+iQ8zPrSOBWuDeXr80wzyGmQds4iWPhV/fh+JEbv/+z19eYAdOPg7s61iG7esu8X6+rOsz/hw1ocsmbKEnwt/Zlf1Li5PuJy7N95Nolcitw+7nR2VO3B1cmVyyGTK9GVcEn8JlW2VHKo7xCCvQZhFM59mfkqYLqxPZaumjiZu++023prxluOefJwYOs00tXfhrT05HeODPZzJqW51GCAOzhgGUoH2OrAdeBt4B9gGfA7kCIIw4yScm4M/yfig8cgFqbGRXCa382K/c+gdglyDbMY2lW+yps94qb0I0gZxfer1vD71damQ8eA7vLbvNbIapNqQstYyXt3/KudEnmOzH7VczWCfwSfpyhwcD17OXkwPn8782Pm8Nu01np/0PMP9h1vleHObcq3GRw9ritfQZGyyawx4VthZLMtaZjNW1lpGc2czcllvM61gbTDnRp1rMy/AJYBo92ibsWDXYGZHzLYZC3ENcUTQHPyjaO9qt2sg2GHuYEflDpxkTgRpg5gaMpV9tfvosnRxoPYAS/YuobWzFWeFs5ROlfERG8o2MC5wHGdHns2P+T/yaeanAARpg7gu5Tqb/WsUGhQyBfkt+TbRbAcDo7ihDT83FTLZyZEID3LXkFnZcuyJx0ljRyNGs32qnwMHfxUDScEqAq4WRTEdQBCEROBu4HHgW+CXE352Dv4Uyd7JvHfWe3ye9TkahX1TN7PFbDVQjsTVyZXLEy/nvOjzCHYNBmBT2Sbu2niXdc4nmZ/w0ayPAElbPr85n5sH38yOyh14qb04P+Z84jzjTtKVOfgzHK3HxtF6AlgsFnzUPtw+9HbWl60n1DWUaI/oPqMTZottJEylUHHj4BtJ8Ergp4KfGOo3lHMizyFAG2AzT6PQcOvQW0nxSWFV4SqG+w9nTuQch7fWwT8KEZFOc6fdeIepg4e3PUx6fTqDvAbZyOOaRTMH6w4iF+Qk+STho/EhwSuBBzc/SIpvCrcPu53lecs5L+Y8xgWOQy6T46x0lpQMNd4keydbjZ6+ItUO+kdRXRsBJyH9qodgDw1rMqpP+H5NFhMPbXmItSVrUcgU/HfUf5kZMfOEH8eBg4EyEAMkvsf4ABBFMUMQhCGiKBY4moadnshlcob5DWOo71D21+5H56SzqfG4LOEychpybNYM8R1CvaGeycGTERBYengppS2lhLuFMypgFNsrtwNSjceB2gPMiZzD7IjZrCxcybaKbSR7J6Pv0hPpHnlKr/VMpqWzhb3Ve1lfup4wXRgTgiccV+TA38WfcF04RS1F1rFRAaNQK9Q0GBsI1gUT5xHHlootxHjEcE7UOXyf9711rpfaq0+VHX8Xfy6Jv4T5sfNtoiO/J1AbyMKEhVwSd8kfznPg4O+Ki9KFq5Ov5p6N91jHFIKCSLdIwt3CSWlIoVhfzJiAMfyQ/4ONkT8veh6rC1dTZajCW+PNnKg5lOpLMYtmnp7wtE1H81nhs6hrr+Onwp9YXbQaAH9nf7vIo4P+U1jXju9JNEBCPZ3JqdYjiuIJbcT66r5XKWwu5PlJz1PdVs1TO59C56RjTNCYE3YMBw6Oh4EYINmCILyBlHYFcDFS+pUK6Dr6Mgd/Nen16dy27jauS7mOzPpMylrLmBU+i8yGTBJ9EvHT+pHVkMWogFGYRTPvHX6PUQGjuOaXa2waV12fcj05jTlWOd8uS5fkuR5yK0leSawqWkWydzLzoufZ/Bg6OLn8XPgzT2x/wvr644yPeX/m+4TpBiZh225q55Yht7C7ejeH6g4x0n8kUe5RbK3cynd53/Fd3nfcMuQWpodOZ0XBCpK8krhy0JXsrd5LjEcMl8RdYo2Y9UV/jQqH8eHgn8z4oPG8OOlFlmUtw1nhzMiAkTy/53ksooXZEbNZU7yG7IZsHh/zOGtL1tJuaueSuEtwUbiwrWobc6Pmsrd6L4frJZndNcVruCDmAu4bcZ+1gadKoWJO5Bw0Sg0rC1Yy1G8oc6PmOhoP/gnya1vxdT15BoibRolMEKhuMeJ/gpodlunL+DLnSx4b8xgquYpQXShXJ13Ng1se5Idzf8DVyfWEHMeBg+NhIAbIlcBNwG1IrZY2A3chGR+TT/SJOThxbCrbxLSwaTQbm/FUeTIiYAQtxhaajc0sz19u9XzrnHS8fehtPNWe1BpqbYwPgK9zvmZ62HS+yP4CpUxprRUJdA3k8kGXc2n8pSjkDmG1U0l1WzWv7HvFZqzWUEt2Q3a/DJBmYzN7q/eypXwLo4NGs2TfEjxUHgz1HcqGsg3sr92Pi1ISHYhwi8BF6YK7yp2s9CyyGrLQOelI9Epkb/VeRgeMxiyaGeQ96BhHdeDgn0mTscn6fYp0j2Rs4Fg75Smtk5Yk7yTUMjW1hlqe3fWsdVuPAVGiL+HhrQ/z3bzvCHYNRiFT0N7Vzq1DbsXH2Ycf8n+w2ee3ud+yIH4BsZ6x1rEAbQALExZycezFjvvyCaCwro2Zg06eY00QBMK8nMmqajlhBsgH6R8wMXgibio361iCVwKDvAbx+v7XuXfEvSfkOA4cHA/9viuJomgAnu/+83taBUH4RhTFC07YmTk4YfhofNhTvYcdVTsAUMlVnBN5DhfFXsT6svV0mbsobC4k2j2aB0Y8QIxHDLmNuXb7MZqNBGmDmBk+k4UJC0nwTLDZ7viRO/VYsPSZU360eo4jEUWR7/O+t3ZG/zr3a24fdjt1hjp2Vu1kUsgkPNWefJPzDS4KF65MvJIndjzB1clXW/fRI/EJkNecx3+3/pcPZn5AolfiCbpCBw7+HoiiyLe53/LinhetY6Guobwz4x27yINZNLOjagedFtvvbo8SnM5Jh6uTK0aTEYVMuq8qZApqDDV9FhKLiEet73Dcl08MxfVtJ8wwOBohns5kVuqZFPfne40YTAZWFqzk4TEP2207N/pcHtr6EIsGLXJkKzj4yziRd6Y+k/4FQSgC9IAZMImimCYIgifwBRCOVNx+kSiKjd3z7weu7p5/iyiKq7vHhwEfABpgJXCr2FdXtTOUzPpMNpdvprWzlfHB40n1SbV2vfZz8bMaH/Nj5+OucqestYz6jnqeGvcU+2v302XpItUnFS+1F3GecQiCgEahsWkkeFXSVSyMX4hcJqfL0sWOyh3UtNfQ0NFAqb6UEQEjGOY7DG9n77/kPTjTKGgq4GDtQS6KvchGDtdZ4WzjCT0alW2VvL7/detrs2jmf7v/x9vT3ub6lOvZU7OHLeVbuDLpStq62thTs4erk6/GR+NDnHscTZ1NVLdLRZPjAsdxqPYQBpOBLeVbHAaIgzOOirYKa7POHkr0JeQ05tgZIP7O/lyReAXvHn7XOqZValEJKu4Ydgd1hjr0nXrK2soIcg1C66SlVF9KU0cTQ3yGEKwNpqy1zLp2bOBYQlxDAElpa1/NPraWb8XXxZexQWMdtR9/kjajCX2HCU8Xp5N6nBAPZw6VN52QfW0o3UC4WzieantZXzeVG+ODxvP2wbd5aPRDJ+R4DhwMlBNpgPyRMTBZFMUjNWDvA9aKovi0IAj3db++t1tZ6xJgEBAI/CoIQqwoimbgDeA6JCnglcBM4OcTeP5/W7Iasrhz/Z20dElpVe+nv88b095gbNBYQIp4AEwJmUJJSwlfVUndpuM943l9/+sYzUaUMiW+Gl8qFBWsL13PmKAxvH/W+3yU8RFFLUXMj53PpOBJOCmkG/DakrVsKNtAXlMeGfWSdOuXOV9yWcJl3D7sdpzkJ/dGfaZT0lLCdWuuo7q9mrMjz+bqpKvZVrmNKLcoFiQs6NcDh9litvPAAjQaG9lVtYvb1t/GhTEX8kX2FxyqO2TdfmHMhVwUdxHZjdlEu0fT0tmCp0aKlAA2RqsDB2cKZouZLrN9OWRf0Ui5TM6lCZfi5+LHd7nfEekWybzoebR2tfJ/O/6PWkMtAN/lfccTY59gXvQ8BASUciUbyzeyaNAiDtUdIqcxh1SfVJK9kq1y2utK13Hfpvusx3r/8Pt8MPMDRxPCP0FxfTv+bmpkJ1lwJ8zLmZ8PV56Qfa0qWsUwv2FH3T4jbAb/2fIfbky90dHs1cFfwkD6gJxI5gE9LtsPgXOPGP9cFEWjKIqFQB4wQhCEAEAniuK27qjHR0esOaPpsnRR1FzEyICRzImYw61Db0Wn0vH2wbfpMHUAUhpAjHsM8Z7x1kiIn7MfJS0l1nD+5YmX813ed7x18C1WF6/mhl9v4EDtAe4adhcfzfqIC2MvtEY2Wjpa+Cj9I4K1wVbjo4dlWcso1ZeewnfgzCSzIdMafVhRsIIvs78kzDWMO9LuIMk7idbOVjaXbebN/W/ydfbXFDUX2e1DIVMwJ2KOzZir0pUotyjWFK/h1qG3kuCZYGN8AHyb9y21hlq+zPmS/9v5f6gVapYeWsrU0KnIBBnjg8eftOt24OB0JUAbwEVxF9mM6Zx0R3UGOCucCXcN54KYC5gdMZtPMj4hvynfanz08NLel1hZsJI1xWuIcIsg2j2aJ3c8yf6a/fhofFhfup7/bv0vxS3FNBgaWLJ3ic36+o560uvTcXD8FNWfnA7ovyfIQ0NlcwftnX+ut3OnuZNtFdsY7Dv4qHN0Kh2jA0bzYfqHR53jwMHJ5ERGQI7mGhCBXwRBEIG3RFF8G/ATRbESQBTFSkEQehIeg5AiHD2UdY91df/99+P2JyEI1yFFSggNDT3OS/n7sLd6L/duutcq16hRaLg+5Xq2lG+x5gS7OrmyOGmxTe6wk9zJ5rWzwplzo8/FaDbSZGwiTBfG1oqtqOVqZkdKDeJEUSSjPoPN5ZtJ9E7sM3fUIlr6VX9wJnEyPpO/f4/1XXrWl63njrQ7ANhSvoXS1lLK28ppN7XT2tXKDPkMm1QQk8WEs8KZm1JvYn3pevy1/gz1HYrZYmaI3xCe2P6EXVMz6O5OfsS3/Ye8H7g88XIaOxp5c9qbJHknnZBrdHByOdPulScbpUzJ4qTFBGmDWJ6/nATPBBYkLDhq5OGnwp94YvsTzIqYxTDfYbip3dAoNFwcdzFfZH9hnddh6uBQ3SE+yfwEjULD42MeB6T0rhJ9iXWeSTRhFs19RiD7qhM7XTkdP5eFdW34up6cDuhHopDJCO2uAxkW5nHc+9lbs5cgbRA6J90fzpsePp3Htz/OdanXHXOuAwcnmuMyQARB8ABCRFE8eMTw0eQUxoqiWNFtZKwRBCHrj3bdx5j4B+P2g5KB8zZAWlraP7pGpNPcydLDS2204v2c/fB19iXVJ5Wvc75mVMAo4jzjUMlUFDcXE6mLpKClgFJ9KfNj51vXhenCeH7P81S1VVnHbky9kcr2SopbionzjONQ3SEWr1psTdtZlLgIP2c/qyceYELQhD+UYj0TORmfyRj3GLsanSsHXYmfsx+17bXkNuXy1sG3rNuCXILw1nhT1VZFglcCGoUGuUxOiGsIOY05zImcQ2tXK59mfMq0kGn8VvIbFtGCvlOPv4u/zecizS+NrAbpaywgoFKoyGrI4ru873BWOPPhzA+J94o/EZfp4CRyJt0rTxX+Lv5cMegK5sfOx0nudFRJ6aq2Kj5K/4hR/qMQEHhiR6+M9jC/YZwVdhari1fjqpSawq4tWQtI6Y2H6w6T6JlIRoMUfdYoNEwMmkiIa4jV2fTCnhes+3OSOdkJhpzOnI6fy/zaVvxOcgF6D2Fezhwub/5TBsiW8i0keB3739xb402KdwqfZ33ep7PJgYOTSb8NEEEQ1gNzu9fsB2oFQdggiuIdAKIo9tkJXRTFiu7/1wiC8B0wAqgWBCGgO/oRANR0Ty8DQo5YHgxUdI8H9zF+RmMRLbQYexsLygU5F8VdxH+2/MdqlMyPnc9gn8HkNuYS7hbOv4b8i43lGzlUdwiLaOGZ8c/wU8FPdJg66DJ34SRzshoYX2Z/yQUxF1i97T8X/GxTM7AsaxkPjXqIXdW7SK9PZ3rYdOZGzrXKtjo4ecR6xvLujHf5MP1DilqKuCDmAqaFTUMQBFo6W/gs6zOb+eVt5bSZ2vgu7zuKWooY7j+cl3a/xO6a3ajlaiLcIzCYDFwUdxFNnU1W83510WoWJS4ioyGDnMYcJgVPQkDg3cPvMj5oPIN9B1NnqMNV6coViVfwccbHbKnY4jBAHJzRaJSao27rMktps6MCRzHEZwgPbH7Auk0pU1LcUszs8NkM9RtKk7EJg8nAokGLeP3A6xi6DJhEE5fGX8q+2n2E6cIQRZFmYzOH6g6R4p3C3Mi5aJVaPs/+nGDXYK4cdCVxnnGn4rL/sRTWtZEYcGoiBOFeLhwobfpT+9heuZ15UfP6NXdmxEye3/08lyVchrPS+U8d14GDgTCQCIibKIotgiBcA7wviuLDgiAc/KMFgiC4ADJRFPXdf58BPAb8ACwCnu7+//LuJT8AywRBeAGpCD0G2CmKolkQBL0gCKOAHcAVgG3zgzMQtULNFYOusHbVTfNLY23JWqvxMS5oHA2GBh7c8qB1zTmR53Dv8HtRyBQUtRRx2crLeG7ic+g79UwMmYi3xpsOUwcfZ3xMW1cb8Z7xFDYX8mvJrwTrgq2eOZDqT1YVreLlSS9jEk24ODkMj1NJik8Kz4x/BqPFaGP0qeSqPtMw6trr+D7ve1YWrOS/o/9LpHskbmo3hvsP5+P0jzlUL9V6vH3obV6d/CoTQyZS2FxIraGW4X7DWZS4iDiPOPbX7qeuvQ53jbtND5IY9xgujL0Qfaf+5F+8Awd/IwqaCthVvYtGQyMxnjHcvu52REQ8VZ5W6d1L4y/FzcmN6vZq1Ao1m8o3sapoFSA5l54e/zQ7KncQrA0myTuJob5DuXHtjdY0rPfT3+eR0Y9wQewFzI+bz5zIOShlSqsaooPjp7i+/ZTUgABE+mhZl11w3Ov1nXqKW4qJdO9TmNSOIG0QcZ5xLMtaxjXJ1xz3cR04GCgDMUAU3dGKi4AHjzW5Gz/gO0FSjlAAy0RRXCUIwi7gS0EQrgZKgPkAoiimC4LwJZABmICbuxWwAG6kV4b3ZxwKWIAkv/jM+Gf4IF3qvdDTkwFgYvBEntzxpM38Hwt+5JL4S0jxSaHN1MYgr0Fk1GfwzqF3rHN6HiSdFc5sKN3A8oLl1m3nRJ5DsneytTD54viLUSlVqDj5+bEO7FHIFXY6/wEuASyIX2AjzatRaJAJkubEFYOuYMneJdZi169yvuLWobeS35xPu6mdDlMH1YZqnt75tLWOSKPQsPSspSjkCtL80/DWeDP/x/k2x81tymV62HRGBIw4mZfswMHfiqLmIq795VpqDDWMDRzL5orNVqPDaDaS6pNKiGsI6XXpHKyTfHrf5X3HhTEXEusRS05jDmbRzLe532I0G/k692uCtEE8MvoRmxoQkArWxwWNw8/Fz+HNPkHoO7po7zThcZIleHsI8dBQ3mSg1WhCqxp4lvz+mv1EukVaVdH6wzmR5/DcrueYHzvfpmmhAwcnk4F8uh8DVgObRVHcJQhCJGDfre4IRFEsAFL7GK8Hph5lzZPAk32M7wYc1a2/Q6fSMTtyNpNCJiETZMR6xHL/5vsB6aGxL2rba3n/0PuMDBzJzIiZvLz3ZZvtuU25LEhYgIfKg9vW32az7afCn7g77W7Mopmrk65mhP9RHjabSqFkO9TnQtBQCB4BzvZ65A5OPHKZnMsSL8Nb4823ud8S6hrKyMCRvHPwHUnKU6a0U9r5NvdbpoZO5ceCH0n1SWVlwUqbxmYGk4GNZRutBeYiYp8N0YJdg0nxTjm5F/hXI4pQuR+KNoMgh/CxEGB3m3PggIrWCnZU7aDGIGUZaxQaqtp766lUChWjAkbh6+zLioIVNmu/z/ueq5KvIqcxB5CEJtxV7gCUt5ZT0WqfhdzW1XbUhoQOjo/i+nYC3DQnXYK3B4VcRoSXCwfLmhgTNfCeWnuq9xDp1r/oRw+B2kCG+g3l1X2v8uCo/vqXHTj4c/RbhlcUxa9EUUwRRfGm7tcFjs7npw/OSmdqmi2oTYO4Z+gjxLjH4KJ0IVwXbjMvyj2KTnMn+i49K/JXEKgN7LuzriiS3ZBtN24RLaT4pPD+We8zI3xG3/UerbXw3Y3w7TWw4RlYdjHsfBvMDnWsU4W/iz9XJl3Jp7M/5d9D/82yzGU0GhsRBKHPB5TWzlarx9RZ6dxnGlWTscn690CXQKs6Wg+uSldSfFJOq5SPji4z2wvqeW1dHp/vLKGgtvXP77RsF7w3A375D6y+H5aeBeV7/vx+HfxlFNe38c2eUpaszWFTbi2tHX/+XlXXXscDmx6guq1XpGNH5Q6mhkq+N61SiwwZbx18y6aWrweTaLJGLUGKaO+u2t07QQC13DYtaEH8Avyc/f70uTvo5VRJ8B5JpI+WfSWNx7V2X82+42o8eV70eawuWs2+mn3HdVwHDgbKQIrQnwWeAAzAKqTIxm2iKH5yks7NwQCoaDJw/cd7yKxqQavSMjb2Tlzw55L4S9hfs5/D9YdJ8U4hxTsFFycXRFEkQBuAxWJhSugUq8oKSA+SCpmCAG0A/s7+Nh67ob5DkSHj86zPcVO5MdRvKBFuEbYnU5sJxZtsxzb9D5IuAO+Yk/k2ODgCi8VCZkMmGQ0Z3DP8Hn4r+Y3dNbsJcQ1BIVPYSPnOj5svqet4JTImcAxmi5kDdQds9tfz4ASS5/bfg/9NiDaEnwp/IsEzgauSriJMF3bKrq8/rM+u4YZP9lpfB7qrWXbNKMK9/0S90u6lcKSsaZcBDn0DQUdv+uXg9EW6d+4mq6rXOH3qvGQuHfnnJGBzm3LZU7OHccHjUAgKTKIJfZces8XMCxNf4GDdQYJcg0jxSaGlswUvtRf1HfXW9aMDRtNqbCXGPYbzY85nc/lmOsxSbycnmROJXom8M+Md3j30LoXNhZwfcz5zIuccVXnLwfFRdIokeI8kxlfLzsJGbp48sHUmi4nMhkwWJy0e8DG1TlouT7ycuzbcxWdzPsPX2ffYixw4+BMMJAVrhiiK9wiCcB6SKtV8YB3gMEBOAfWtRvaVNJFd1UKUr5YhoR74HeGVyaxsoayxHYVMoK3TxLbcVnYX5PPh9Wk0GhrxUHmgUWjQKDXc8tstVi/4vKh5nBt9Lj7OPmwu30yseyxnR52N3qjHU+PJlUlXcqj2EAdqDzApZBKTQyazcOVCLEiF7r4aX9476z1brfuuDvsLMHeByT7S4uDksad6D4fqDtFobKTeUE+iVyIXx11Ms7GZ/4z8Dz8W/EidoY6JwRPpNHVyQcwFZNRlsKpoFZfEXcJdaXfxfd73OMmdmB0xG5Xc9kc4yDWIm4fczGWJl+GscD6tIh8ADW2dPPWzrep3RVMHB8ua/9AAKaprY09xIzV6I0NC3UkNdkPj1H2rFEVorbZf1NeYg78FGRUtNsYHwFOrMpkY50Ogu30aa1ljO7uLGilvMpAS7MaQEHe0avvPfo+x8FX2V9w9/G5+Lf6VdnM7Sd5J3LnhTiyiBQGBfw/5Nw0dDdyQegPbK7eT3ZDNuKBxDPMbhgwZk0InEaGLoMvSRam+lFBdKNcmX0ucRxyCIPD8xOcxWoyOPg4niYLaNnz/VAREBIsFBmAYxvi5snRLIRaLiEzW/9SvvKY8PNWex61EOdh3MJVtlSxatYglk5cQ4+FwGDo4eQzEAOm5w84GPhNFsUE4RTmRZzodXSZe/S2P97cWAbB4ohuV5lrMQj2DvAcR5xFHlzKXS2fkk+AVg9FsJK8xFy+nUDQyN/xd/CltLSXCLYKHtz5ss+8f8n9gfNB44t3iGeIzhM+yPuOO9VIzu0TPRK5OvppGYyPvzngXrVLLVb9cZTU+AGoMNRysPWhrgPjESvUe7Q29Y9HTweP08o7/06loq+D1/a9bpZM1Cg0Pj3qYMF0YGfUZ3JByAz8V/sSKghXoO/Usli/GxcmFicET0TppMVvMLExYCEBTRxNbyrf02Vn3ZBUtlje2s6dYetBLCjr6g97R6DJbaDZ02Y0b/qDLcGlDO1d/sIv8ujbr2JJLBjN3cHffU0GAtKsh/zfbhakX9/u8HJw+VLd0UNdq7xhpM5rpMlv6nH/zp3s5UNZsHXt0biKLxkTYzY10i+SKhCtwVbniqnRlathU2rvaqTPUEe0eTU5jDiIiS/Yt4YERD5DbmMvE4In4anzZUrGFz7M/B+Ce4fcQ4BLAUN+hxLjHIIoiu6p2UWeoI8UnBX8Xf4cIyEmkoK6NQUHHeY9rLoFfHwVDI4y4HmLP6tcyTxcnnJ0U5Ne2EuPn2u/DHao7ZJ+RMEBmRcxC66TlylVXMsxvGMP8huHv4k+gSyBxnnE4yU9NMb6Dfz4DMUB+7G4iaABuEgTBB+jD1e3geKloMrCvpJGyRgOJgToGB7vjqlFSWNfOB9uKUMgEFoxx42DnEr7en2Fdd8fQO1iWvYxgbTANXQX8UvyLtUmdUX41RnMHKwtXEupqn1IgIpLXlIdckLN0z1Ib+daMhgxq22tp62xDLpNjEk02dQA9tHb9Lq/eIxwu/x42vSDlxifOg7SrQNX/G6mDP4fFYmFT2Sabvi0Gk4Hd1bs5WHeQZVnLuDb5Wn7M/xGzaOaa5GtYnr/c2lRSQODu4XezZO8SOswd6JS6U1qcWNPSwS2f72NPcZN17JG5iSwaHU5/HR++rioWjw3nxTW9WhkKmUBCYK+nuKS+nb0ljdTqO0gOdqehrdPG+AB44qdMRkd54ePa7QWNmADnvwubnpe8mhPvgdAxx3+xDk45zYZOsiv1vL+liPhAHWqljI6uXoPj4rQQAt3sox+ZlS02xgfAs6uymRLvR4inreqUVqnlcP1hhvgOYcn+JTbNPG8fdjulB0oxmAxoFBrK9GVkNmTirfHms2zbHj4fZXxEincKj257lCF+Q/gy+0vrtglBE3hy3JO4q93/zNvh4A8oPt4aELNRMj7Cxkq/ibvekZxwPv3rkRQf4MqOwoYBGSAHaw7a1X0eD+ODxjPMdxj7avZxoOYAGzs3UtteS52hjksTLuWG1BsGpLLlwEFf9NsAEUXxPkEQngFauvtytAH963Tj4JjU6o3c8eV+thc0MChQh0UU2VfSRIinMwE6Fbec5YZMXUygu5HvdmTYrH3r0FtcEHMBLkoX8pvyuXnwzTQapbSr3MZc5kTN4ZPMT2g0NhKkDaK8tdy6NtItkqr2KiLdIvvsHWE0G5kXNQ8fjQ9ymZwrEq/gxT0vWlO4ZIKMQd6D7C8oIBXOfxuMetB4gqzfegcOTgBtXW00dzbbjbd0tlDWWgbAtsptnBV2FhvKN6AQFDYd7UVEvsr5ikkhk1DJVQS7BlPQXMDm8s0keyXjpj65Uo2ZlXob4wPguVXZTO3jQe9oCILAxWmhqBVyPt5eTIBOzeJxEShkMkRRpLzJwLUf7SK7uteAfnye/We52dBFp+kIb7haBynzIWYGCDJQOwzrk01ls4H9JU2UNrYT768jNcQNN83xeWLNFpFlO0roNFn4Ob2KHUUN3DszntXpVZQ2GJg3OJBLR4aiVNjfszo6pfueIIBKIRkt7V19R0tyGnPYV7OPkQEjbYwPgO9yv2Nh/EK0TloaOhqI0EXgpnKjy2IfsWs2NlPTXsPk0MksPbzUZtvG8o3kNeWR5p92XO+Fgz9G39GFocuMh/NxPGxnrgAXbwju/reJmQG73oXZ/+vX8nh/V7bm1XHZqP5nDhyuP8yl8ZcO/Fz7wFnpzNigsYwNGmsdqzPU8UnmJ6TXpfPK1FccRoiDP8VARaaDgOmCIBzpDvjoBJ7PGUt2VQvbCxrQqRXMTg7ghTU5iCKYLCKvLgpiefV/qO+o54aUG+zWtne1o1ao8VZ7UygU8ur+V63bzgo/C1+1L0umLOGt/W+xKHERu6t3s792PyP8RxDpFslr+18jzS+NySGTWVe6zrrWRenCIK9BFOuL+Sb3G8J14bgoXLg77W4MJgObKzZzfcr1DPLqwwABUKikPw5OOb8U/8LU0Kk2fWFA8mw9vO1hFDIFEa4RpAWkEeYWZlffAdBibCHFJ4VN5ZtYnt/bC+aGlBu4LuW6k1rzYeiyV+pq7zJjNNk/6P0R/m5qJsX6UFDXRnVzB//+bB8KmcDn142iRm+0MT56juskl9F5xAPlFaPD8e/DG47GoZd/Kmho6+SBbw6xLqdXOvqemXFcPyEK+QDy43sorm/jpV9zuX5ipHX/j63IYHSkF6MiPZmd5E+IR99GbrSflqsnuuPpVUWrqR53RRitzQEE9VEr0mHqQCbI+jQqALydvXl659PW17Husdwy9BY7gYjZEbOp0FcgR24z3kNfjiMHJ4aiOkmCd8Dp5uYuSP8OhlzeOxYwBPLXSdL0XseurUgM0PHl7jJEUezX8TtMHZTqSwnWBg/sXAeAt8abfw3+F6/tf42X97zMXcPvOmnHcvDPZyAqWA8Dk4BEYCUwC9iMwwA5IRi6PWsXDw9BpZBx7fhIBEHA2UlObvOWXnUUAWt6VQ9TQqewu2o358ecb+2c28PqotUsTFjI5JDJBLgEcLj2MJNCJjErfBbNXc08svURAHZU7eDutLvxd/FnbclawnXhLE5azH+2/MeqgqWSq7hlyC08t/s5/J39eWPaG0R7DFzuz8HJpbilmFf2vUKsZyz/Gvwvfiz4EZkg48rEK3F3cufmwTfj7uTOrupd1pqgW4feikyQYRF7H7xnhM+gy9zFtoptNvt/99C7zIyYSZR71Em7hhhfLS5Octo6ew2RWUn+fT7o9UVZYzsHSpuo0Rtx0yjJrtKzv7QJ6PWAz0zyt1v30dYi3rsyjVd+y6O0oZ1FY8IYEeHFl7tLEYDUEHcSAhzFvqeSnGq9jfEB8PKvucwc5E+kj9ZufnVLBwfKmhAt0GToos3YRVKQOynBbqiVcowmC0aThRaDCX+dmqqWDkQRtubXkxigI/AoxgeAm7aDbMtbHMjslSq9f/iDqJT2vW8i3CK4NP5S4jzikAtyG/nr61Ou57ndz9leZ1MOTcYmHh3zKF9kfUF1ezVTQ6cyIWgC2Y3ZqBQq7h9xPy/tfcl6//dQefzpnH8HR6ewvg1/t+NIvyrdLtVB6gJ6x2QySSkvZzWMPrYB4uOqxkkuI7emldh+pGFlN2YTqA086WIgCpmCxUmLeWTrI5wddTbxnv1LKXPg4PcMJAJyIZL07j5RFBcLguAHvHtyTuvMI8pXi1alIDXYnTu/OmD19IZ4aDh/Sm9O+udZn3PLkFtYW7KW4pZi5kTOYXb4HFYUrMJJ1ndKQs9Dpb5Tz6PbH+WqpKvwUHmwpngNtw69lR/zf6TT0omzwhlnuTOLEhcBsLZ4rY0Er9FsZF/NPmt33oz6DIcBchpiNBlpNjazrWIbh2sPMz54PLEesShkCgr1hQgIuKndbIzV73K/4660u/ip4CfqDHVcHHcx0e7R5DXl2e3fJJroMJ3c8q8oXy2fXDOSF9fkkFmlZ15qIJePDkPjdGwlmcpmAzd9upeDR+Tq3z4thrLGdupapZqYsiYDEV7OdtGOKQl+jIr0YliYB4ZOM+VNBi55ezvt3YaQi5Ocz68bRXKw+4m9YAdHpd1o7/XvMSJ+T5Ohk0d/TMfXVc3mvDryanojXK9eOoSzUwMJ8dQwPtqbz3aWcNdZcWzJqyO9vIWJsd5cPzEKzz/oeJ3TmMOBOts+Ca/sf5mJIeMJcg3qPY+OJopbiqXGg21VPDX+KT5I/4B6Qz1nhZ+FIAh99v6obKtEq9SS4iMZNKMCRvHvdf+2RlHcVG48MPIBXt77MsneydyQegPBrifP432mc9wSvLlrIHCo/XjgYNj2Ooy8AWTHfvxKCtKxObeuXwZIRn3GKZNB1znpmBM5hxf3vMhb0986Jcd08M9jIAaIQRRFiyAIJkEQdEANMLB2mw6OSqSPlq9uGMWrv+Xb/LCWNhoId0m2vm4yNvHsrmd5bsJzpPmn4aH2QCbIiPeKY13pOoJdgynTl1nnB2uDCdJKP4xBziH4Owew9PBS7km7h8yGTHKbcpkQPAGlTIlSruS99PcAiPWI7fOHrdHYaJV77KvGoE8MTVCxTwo9u4VIN2ZXR7Osk0GZvgx9h57ZkbP5If8H9F16GjsaOVx3mF9LfrXOWxi/kCTvJA7XHQagRF/CC3teYMnkJSgEBaODRgMQ5hbGJ5mf0NDRq2iW4p1CiGvISb+WIaEevHV5Gq1GE14uTv2Wo8ysbLExPgA+2FrEvMFBfNCtJLdwRCgRPlo+vnoEz63OprihnYvSgrl0RCjKllKU5XtwNjTSIg8n2kvJwUrJAGnrNPP9/nKHAXIKifLVotMoaDH0GiJjorwI8bCPhuVVt7LyUBW3T4+1MT4AHluRwchIT3xc1Tw6bxDvbynkrQ35zEsN5M7pscT76/qs+ziSvtKd2rra6KzLhrx1EDiEDq8o3jv8Hh+kf2CdMyNshtTxXOPLryW/srtqN1PDprK6aLV1jlKmREDg/cPv88a0N/BWe/PI9kdsUriajc00GBr45pxvcFY6o1ac2gZ5Zxr5ta02cvf9wtgCNRmQcLb9No0HuHhB1cG+DZTfkRjgxoacWq4ad+wo1+G6w6fkvtzDhOAJ/Fz4M9kN2cR5xp2y4zr45zCQyuDdgiC4A+8Ae4C9wM6TcVJnKtG+rtTq7T3L2cXuvDLlFWI9YvFz9uPOtDsZ5jcML42XtVNuTXsNj29/nItiL2J80Hg8VB6MDxrPPcPvwVUpeU9clJ4sjn6UMf6T+S73Ox4a9RAx7jHsrtqNk9yJziOaq+U15ZHklWR3LiP9R3Ko7hACAsneyXbb7TB3wc534ONzYeXd8NklsOo+aG86rvfIwdEpby3n37/9myvXXMlI/5FcGn8pXmovxgePtzE+AD7L/oypIVNtxsJ14bR0tuDt7G0di3SL5I1pbzApeBIeKg/OjT6Xx8c+jk51atKQNE5yfFxVA9LCbzPa1480G7rw06kI9tDw9PnJjIvxRhAERkZ68eHiEay8ZTx3zYgjWKiDzxfCN1fBT3cQ8cP5vDykBp2611dT2uDIuT+VhHm58PFVI5kY64OnixMLRoTwxLlJfUoy90SqzBb76Ehje6dVTCDSR8vD5wxi5a3jueuseJKD3Y9pfICUVvX77uPTA8cQsOlF+OFf8N50iqsP8GH6hzZzfin+BbVczRsH32B04GgyGjLwc/bjvOjz8FJ7keqdyt3D76agqYCnxj9FrGcsGqXGrngdoNZQi6fG02F8nAKK6toIGKgBUroTvKLhaP8+PvFQsr3vbb8jKUjHrqIGWxGMo5BRn0GY66mTulfKlEwMnsinmZ+esmM6+GcxEBWsm7r/+qYgCKsAnSiKB0/OaZ2ZKOUyFo4KY2dRo834yAg/JoUkM9RvKCazCU+Np3VbY3snh8qaMcsbaOho4IU9L5Dqk8q0sGnkNOZQ016Di5PUlMhN40SXIYD6wgsZEanC00mGh9qDWI9YtldtR6vU4q3xps5Qh0W0sLViK7cNvY1vcr/BbDFzcdzF5DTmEKYL49ahtx69+PxIGgpg4zO9rwcvAI8IOPgZ+CVJIWmHPO9x09jRSHpdOuWt5agVamvK1INbHmS433DuHHYnHmoPu3UW0UKQaxCjA0aT2ZDJYN/BjAkcQ6gulGh327S6RK9Enpv4HPouPe5O7qddw8HfE+OnRaWQ2UQSzx8azMXDg7l4eAieLrYpFS5qBS49BkZdHsTPkv7IFLDtdSJ2P87lKW/z2k4pqnLhsGCyKls4XNGMIAgkB7n1K0XCwfGTGuLOm5cNQ9/RhYeLE0p538ZChLcLni5OOMnlKOUCXWbRuu2S4SE2DeUUchm+3dLKFU0GDpY10dDWSbSvlpRgd9RK+3S/KPco3p7xNq/sfYW8pjxmhUxioc8I1IoDEDIKZAoMzSWIiHZrLaKFGPcYLKKFG1Ju4Nu8b4l2i+bZCc8SoYugubOZmWEz8dBI31eNUsOl8Zfy0NaHbPYzIXjCwN9AB8dFSUM7fgOtASneAj4JR9/uHQcHPwdE4I8dK65qJcEeGnYXNzAmyvuo8zrNnZS0lJzydLxxQeN4eOvD3DfiPpyV/VMndOCghwGpYAmCkAKE96wTBCFaFMVvT8J5/WNpMXRxqLxZ0hZ3U5Mc5NbbXwCYEOPDE+cO4rV1+SjkAndMi2V4uGRw/L7TbUeXmTfX5/PWxgKGhmmZEjeTX0tXcqD2AAdqD6CUKblvxH02a2Yl+2PsMuPiVsyhhkw2lG2wbvsy+0tuGXoL2yq2caD2AF4aLzxUHowJHEOKdwojA0YyV5iLk9yp/x7wrnYpCgKQdAE0lcL+ZUec0LMw4jpJ19LBgDCYDLx98G0+yfwEkApbj2RX9S4O1R3i87M/x0fjQ62ht5A3XBeOWq4mxj2GKPconORODPUdetRQulqhPq09rs2GTg6XN1NcL6nWfHrNSJ5amUVBXSvnDQniyjHheLoc4/wrD8BXi6QUCpAM4wn3wG+PE+kuJ9hDw61TYwhwU3P+G1ut3nadWsFn141iUKBDFetkonGSH7MGKMTTmQ8XD2fplkIenJ3I13tLqWjqYP6wYC4bFdan4VLd0sG/P9trlX120yh56eLBNLR1IpNBUqCbTS+GIb5DeHXqq7R1teFZtBX5Nzf2fmactIRc/CHhunCKWoqsa/yc/fDWeDM2aCwVrRV4qyU1oXiPeBK8pYdVHxcfu3ObEDyB+0bcx9LDS1HL1dwy5JY+m4E6OPG0dHTR0WXGXTMAh4u5E6oOQcwfNBx09ZfmtVSALujo87pJCnRjQ3btHxoguU25BLgEnPImgR5qDyLdItlYtpGZETNP6bEd/P0ZiArWUiAFSAdrK2wRcBgg/cRktrBsRwlPr8qyjp07OJBH5ybh1q0z7uHixPBwT+6cLkcmE0gJdkertv1nMnaZSa9oIb2iBReVgstGhfHJ9mIuG38h7mota0pWE+oaym1Db7OLUvi6qrlibBA3r32KWI8Ya8QDoMPcwVc5X/He9PcQBRF3lTtGs5EhvkMoby1nS8UWYtxjiPf6neqFUQ8V+6Voh9YPAof01ni4h0vyg5X7wCcODn9ju/bXRyBmOng6yokGSlFzkdX4AEml7PdqO/Pj5hOuC+e1qa/x2r7X2Fe7j+H+w7ks4TK8Nd4keCZQ015DTXsN5a3luKnc8HexV4c6ndAbujhY3kxJQzv+OjVJQTp2ZhUR0JbFeFMljQYf8uTRvHn5UEQRvLQqG7nWLrOF9PJmcqr1uKqVJAe7EezhDAe/7H2QBOlzXX0Yxt3JtOGDmTxShqeLige+PWQ1PgBaOkysOFjpMEBOIQW1rRwub6bLLJIYqLNRJksOduf/zkuhpaOLeYMD6LKIeLscPY0vo6KZPcVNOMllXDUunJRgd/61bK9VgW1qtJYlEwRc9IWg9YWAwTjrAiSPb9EW289MZytemT/zzIRnePvg2+yq2sVgn8FcFHcRe6v3ou/Ss6V8C+OCxrGicAXDfIfx2NjHjiqz6qXxYmHCQmaGz0QuyB0NB08hRXVtBLoPUIK3+rBkYDj9QTRAEKQUrcr9/TJAkoPd+HxXKffPPnpUJas+ixDdqav/OJJh/sP4qfAnhwHiYMAMJAIyShTFxJN2JmcAxfXtvLAmx2bs+/0VXDYqjLTuKMeB0iYufadXdcfdWcln146y+YFdm1XDTZ/utb4eFKjjyQtC+arwfxgszcwKn0VNew217bV93jyNZiNVbZUcrD3ALUNvYV3pOjLrMxnuP5x/D/m3jSeuzlDH3RvvJrsxG5A6ZL8y5RUmhkyUJlgssO9jWHV/7wESz4WzX5RkCJ094Lw3YeP/QLRPS6CrHbocOfXHQ7up3eb1t3nfcsewO1iev5yqtiouiLmAi+MvRi6Tk+CVwKUJlxKgDSCrIYvFqxczPmg8syJm8cDmB6z7GOY3jOcmPIePs7039nSgy2zh4+3FPLs62zr2zoJUhtd8he8uqcFXCBAafykNEQ8TGRxgt49NubVc8+FuLN0fxwR/HR9cNRy/+gL7A7bVwrRHcdNKBc+iKFLc0GY3raS+3W7Mwckhu6qFBe/soL5NqllTK2V8du0ohoT2phr2J1rSQ2t3zdB1EyPZU9RIeaPBanwEuKl5NCITl2X39i6Ing7nvQEuPtBcarc/owC/Fv9KQ0cDsyNmk9+cz7rSdRhNRjZVbGJ66HRGBYxief5ySvQlmEUzCuGPf4q9NF79uhYHJ47CuraBF6CX7QHPfsiTe0RKc+PmHHNqjK8r5Y0GavQd1pTB35Nen35S+3/8EUN8hvBF1hcYTAY0iv7JpDtwAAMzQLYJgpAoimLGsaeeWeTV6MmoaMEiQmKg7qj54O2dJhvJzx5au2UmLRaRj7cV2XhXm9q7+CW9ioQAHZ0mM1lVLTz8Q7rN+vSKFlQuHRxukIyS/KZ8APbW7MVViKNF70xKsBsGoYzsxmy81d7ckHIDRfoiNAoN86LmMS5wHBFuEfi52KpTZdRnWI0PkDpkP7vrGVKUnnj4xENTMfz6qO0FZXwPI6+HsDHSa994OPc1qM2CrUug84gHuIiJ4B569DfXwVEJcQ0hwCXAKt05N3IuRrORRYmLiPaIJt4zHpkgo6K1gkN1h8hvysfPxY+tFVsBGBM0hud22fYi2FO9h6yGrNPWACmqa+PFX3MI8VDxxEiRMHMR/kol6j0v2sxzz/oMy5ArAFsDpLGtk8dXZFiND4DMqha25NUyNe5C3HJW2h5w6CIbLf+e7upb8uptpl0wNIg9xQ1kVrYgE2QkBroyOMS+9sbBn+e3rFqr8QHQ0WXh/S2FpAS797sxoaG1ha7yfcgaChjv7MsPV8awrVqOWRSp0Rut825IVRC88wnbxXlroDodIidB6qWQbfuZKRp0Nu9tvA2LaGFfjSTZu6tqFy9NeolEb8mH903ON1wUexFp/mlsKN2ABQtNHU0EagNJ9Ey01oE4+Os4Lgneij0Q34f61e/xjITsn0C0gPDH4gdymUBSkBubc+s4f2jfRkZGfQZnR/bjuCcBrZOWcF04u6p2OeqTHAyIgRggHyIZIVWAEal6ShRF0b4D0xlERkUzl76zg2aDVOfgqlKw7LqRJAe5280N9nQmKVDH4YrekL1OoyDCWyoSN4sihX14UksapLF1WTUcKGumvtVoN6fTYr+u2dhMfXsjd3yezZMXa3n+0B3Mi55Hel06GQ0ZzI+dj1KmxEXpgiAIvLT3Jc4KP4trk6+1Fhq3drba7bfWUIcx/RsIHQNaf+irJ4RRb/taoYKAVLjsO/jlP5JMYfzZMOFORxH6ceLr7MuSyUtYsm8JIwNG8taBt9B3Se+7zknHe2e9h85Jxy2/3UJ2YzYx7jHMjpjNpfGXIooiwS7BNBmb7Pbbb3nlv4Ae4/ztcQYS1l4JFhNMuBss9spXzth/Jzq6zFS32H9/Cura2VDhxd3j/o/gA0ukaN3EeyUD+XeMj/HmsXmDeGVtHjIZ3D4tFo2TnCve22n1nHs4K3n7ijRr/ZaDE0dpg/2/a1F9OyazBbns2FEP0WLBvP9TdL/21sepYuZSHHUvB0qbuGFiFDsKJdlpd6XZ/l4GvWMRE+Dsl2HDU9bPTLvKxaahZw+ZDZm8dfAt5IJcUid0cuWVfa8wwn8Ey7J66+IujLmQu9Luos5QR2ZDJiaLiViPWGI9Y495bQ5OHAW1A2xCaGiEtjrQ9SMSoXEDJy00FvUr/TgpUMe6rJo+DRCzxUx+U/4pleD9PYO8B7GudJ3DAHEwIAZigCwFLgcO0VsDcsaz4mCl1fgA0BtNfLW7rE8DxMPZiRcuHsxLa3L4LbuG1GB37p8dT5iXZIAo5TIuHRHCnmJJBSvS24ULhgWjUyv4+XAl+0ua2FHYwPREf1an98ozKmQCMZ6hKGQKTJZerfxJIZNQaur432Xu/Fz6EZ2WTnydffmq4Svmx84nvS6drxq+AqTUqtuG3cbSQ0uZHjadGA+pU2uUe5Rdh+zzgifjnb4aMn+Cy5dD8HAo29V7oSpXKce1L0JHwuXfQkeLlMKgOLVFc/804r3ieWHiC7yw9wWr8TE+aDyDfQezvWI7HmoPshuzrY2jXtr7knVtqk8qtw27jRePiB4oZAo81afvQ3OIpzPXj/Qh+uBdkvEBUjGndwzU5fZOdPZE7WvfbdhXp+aS4SEs3VJkHZMJoFHKWZ7VxubSWBYMepfLRoXhF9h3ZM7DxYkrRoczc5A/MkHA21XFbZ/vs+na3tgduXQYICee6Yl+LNtZYjO2YEQoqj5Uq/qitSoP1w2P2Yxpcn9g9ODFDAvzILOyhRsmRvL1njK212k4O3Iq8oK1vZMVaunzBqBxh7QrIW42CCJo/Qgx1BGsDaastbcfk7fGm7YuKfJrFs18k/MNyT7JTA2dynuH3rM5l69zv+bsqLO5a8Nd1vo8jULDezPeI9mnH9LnDk4IhXVtDA5x7/+CqoOSMSHrZ3cDj3CpYL0fBkhykBvf7i3DYhHtapmKW4pxV7n/pSpUyd7JvHngzb/s+A7+ngykD0iJKIo/iKJYKIpicc+fk3ZmfxMK6uzzwfNqWhH7qncAYv1cefHiway7cxLvLUqzS9OYHOfLg7MTCHJXs3BkKP/7JZv/Lk/nxk/2sjmvjkGBOqJ8XDgnJQCNUk6Mn5b3Fw/HT+vNHcPuIMY9Bo1Cw+yI2cR5xHH/5nvYVvsd1YYKAKuB4uvsS0ZDbzadiMiyzGVMD5tOe1evhzHeK55Xp7xKuC4MjULDwvDZXGFSoajJgJZywAJzX5XqPhRqyRi57Bvw+oM8WJUruAU5jI8ThFqpprhZ+ioO9hmMp9qTV/a9wgt7XqC4RRqfGTHTTq/9QO0B3JzcmBE2A41CQ7R7NE+OfRLDaVyT4+nixJXD/VC2lvcOHvwChi7CEj0DFGq6QsZQMusjWjX2BZ5ymcDisRFcPS4cFyc5kd4u3DcrgW/3Sg+L9W2dvLKzhUKDyzHPxVenxttVRWeXmbJG+/esL0+9gz/P8HAPnrswBT+dCndnJffPimdaQv8bm4qdbVLt2e8or6wmNdgdQ6eZX9KruHtGHGmxwZjPegpSLgalRhLUuPw7qZfDkbj6SgIcSNHHu9LuYrj/cFRyFcP8hnFV0lV8k9srwFHVXmVVLDKJtp3e3VRu7K7abTU+QFK8+zjzYxsHk4OTS0lD+8AiIJUHJNGV/uIRJhkt/cBXp0btJCeryj4al9mQSajur01jDtIGYTAbKG2xr4ly4OBoDCQCkiUIwjLgR6QULADOdBneeYMDWXXYtlnURWkhf6icoVLKCXDvu1jLS6vi2gmRzEj0Y+F7O2zqttMrWrhlcjRmRLy0KibE+pAYoGNQkBtGk5HDdYeJdIvkliG3UN9RT2VbJf8a/C8aDA2MDx5PUUYRTnIn5IK8zx+yOkMdwa69ndNBajY0Png8yQo3OppL8G4sQSG0Q+ho8E+VUrDcFHDeW9BeCyo3UPdTorexRLoBd7aBbyL4JznkeI+TeTHz2Fq5lTGBY3j9wOtE6CKYGz2XAJcABATcnNyo76i3W1fVVkWpvpT5sfPpMnexp3oP82Pn/wVX0H80ngF0Db4C5ZbnpQGLCX75Dw2XrmaVz21srzCzclkLn1/XTLOhi/LGDvzcVKQGuRHo4UyIpzMPzE7kmnGRaIw11ObsYvrgJsrkITy2W0GzUSTMqx/exOZyqDyAk7GFlyeGsWCFmuKG3nTE6Ymnt5rY3xWtWsn8tBAmxflgEUU8XVRkVrSwMbcWnVpJUpAOf7ejF8MqPcMwBY1AUX5EH10nF/JFf97eVMCbC4eytaCe19bns2BkKE6eoTDqJki5CBTOdtHdgtpWMipbQISEAB1mRQVfZH3B3Ki5zI+dj4vChS+yv7Dpon5+9LlYzGaq26vtJHuDtcFUt1fbnXdRcxEmiwmFbEDq+Q6Og2ZDF0aTBbeBSPBWHYJBF/R/vkcEZK+iP/1AQJLj3ZxXS2Kg7e9rRn2GzW/2X4EgCCR4JrC9avtfpsbl4O/HQO5kGiTDY8YRY2e8DO/oSC8emzeIl37NxWwR+feUaCbEHl2vu780GbqoaratrUgIcGVfWRNvbuhV67lyTBjlTQZ8XFXckHITn2V/Sq2hlse3P25thjXUdyhzIueweNBiVhas5O7hdyOKop1k69TQqUwKnmTTCRuAjhbcd78Pu5f2jk28BwZfAfLuj5BSDW4DuPE0FMCyS6Cuu8Bd7gRXLO8tXHcwIEYHjOae4ffQ2tWKVqnl3JhzeWnPS9w4+EbuHX4ve2v2Mj5ovE3fF4WgwEvjRW5TLi5KF2ZFzCLUNfS0zjU3mS18trMUk2Eii9IMaA58AC7eFAx9gAd/MzIlKYQV2ZkA5Ne0cv93h61rLx0ewl1nxVlleVWGarQrb8S9VCrKjxBkfDjzPRqDpx7VQWClqQS+XAQVkvBDkEzON3M/ZfZPKswWkesnRjI6ypF+dTLp6Z+0NrOaaz/qVTVLC/PglQVDCDiKEaJ29aB0wjN47Xwel6LVdHknUjHqYeRCLDdNaqXDZGF3YQNzBwdy3pBASP8evr+hdwcJ58DZL4GLNxmVzSx8ZweN7VIarptGybvX+hLmFsZ/t/zXuuTS+EuZGjqVLeVbmB42nUleg/Ep388HJgPzY+ezsWwje2r2kOyVzN3D76bJ2MRXOV/ZnPeFsRee1r14/kkU17cR6K7uvwSvoVH64zoAp4PGXWp22lwObseuG0kM1LExp47rJthmF2TUZzAuaFz/j3uSiPOMY1vFttPegeXg9GEgndAX/9F2QRDuF0XxqT9/Sn8v3J1788EtIv0K2ZotIpmVLeR29yEYFKQjwE1DXauR9PIWavQdaFUKHp+XREN7JysPVZJe0cL0RD9eW5dvs68Pthbj4ezEdR/n8vT5ycwJXcCtG6+06cS7t2Yvc6PmsrNyJ2ODxlLUXISL0oVHxzzK2wffpqKtgrMjzuaqpKuIcI+wP+G6bFvjA2DzS5D0J240pTt7jQ+QGjP99iQs/BKcjp3+4sAWD7UHlydeTn5TPnqjnmWZyxARERBYsm8J08OmMy1sGk5yJ9aVriNEG8K9I+4l2TuZcUHjEBDQKrW4qU/fXhbF9W3sL21C32HCyTWIT+VXIRsyhxqDyKdr29GqTbiqFNw1Iw4QUSnlCEKv+vNnu0o5OzWAsdE+ZFW2IObswrPb+ABAtBC49b+4XjGatZkdNBu68NepaTZ04aSQkRTk1ivLWXnAanwAYDHjveURfrp2Oa2Clggf7Sl7X85kGlqNPPJjuo2q2ZgoL/YUNVDb2kmwhzPJ3RGR3Go9WVV6LKJIbo0L6cYbmJR2Axn18O3Xev41pZ1XfstDEOCVS4YwOzkAWXMprLrX9qCZP8LwayFyIj/ur7QaHyB5zk1mkS9zvrRZ8lnWZzw25jGCXYPZXL6ZvIZs3u3U8kBjMbWiK7MTFtM59jF0Tjq0TlpaO1t5ZPQjvLLvFTrMHSwetJgpoVNO5lvp4AgGLMFbkyHVdPS3/qMHz3BJUa0/BkiAjrc3FtBltlgbaoqiSHZjNgsTFg7suCeBeI94luctRxTFgfVOcXDGciJjufOBM84A6cF3ADerbfl1XPn+Lkzdv5qDQ9x56eLBPL8mhx8PVFjn3TYths92lrBgRChOChmR3i6YLfa1JT37eXZ1Ng+f50tDR4PdHJkgI70hnfSGXglfjULDkslLCNOF4a3xtipf2dHRhyqSuRM6+1CH6S/6KvuxxgLobHcYIH+CKPcoZkfM5tOsTxEQ6DR30m5qZ3n+cpbnL2eQ1yCuGnQV86LnWfOG+93V/i8kr0bPFUt3UtEkRQVdnOQ8dm4Sd66UPptKucDt42P57/LDdJml70OcnytXjgnn/SMKzpu6HxZ/OlTJefIW7GipYEdOGdcsrwGkmpH7ZsXz4pockoPcePmSIZKTwdBov7a5FB+VGR83h/FxqjB0mals6o0UXz0unLImA0t+y7OO3Tkjlilxvlzy9nb03ZLnfjoVC0aE8vCvvcIFpm6JdFGER1dkMCLCE9+u9r7vf91jOdX298D6dkOfKljlreV8mP4hINWJdHiOQ5f+PQEV+0AUYOpD1rlaJy0XxF7AxOCJmEUzvs6+joe6U0hRXRt+A5HgrT58fHLybqFQfQhi/6BzejeuaiUBbmoOlDZZ+4ZVtVWhEBS4qf56x5G3xhuZIKO4pZhwt/C/+nQc/A04kQbIGX93LKprI7OyBYsokhig69ML2tQu9SEwHWFI7C9tIrOyxcb4AFi6uZCLhofw3pZCHpiVwP7SZoLcNZQ39eYSe7o4WaVJG9o6aW93YZT/BLZV9abayAU5sR6xXBhzIQleCXSaO3FWOOMkd0JATlWTCVeFwFFFZDwjQe1m+0PsHQfuYcfxLnUTNMx+bMgV4PLn09fOdGI8YpgZPpN1petI8EzghtQbrMbIJ5mfkOydTKA20GZNYVMhOU05yAU5cZ5xf6mkY19syKm1Gh8AbZ1mfsuqJilIx+HyFqbE+/HN3jKr8QGQXa1ndrK/NQri7qwk0scFi0Uku0pPaWgwkYJM0uLvxjToQt7e2yssYbaIfLytmNnJAXy9p4z0imbJAPGJxya8ApC6wFqI3EN+TStZVS3IZQIJATqr4p2DE4OPq4rzhgTx1R5JRCA5yJ3bvthvM+fV3/LwdVVZjQ+A6hYjTYYuPF2caGjrRK209VzXtRql+6pbEISPh6JNvRvlTuAt1YGcOySItVk1Nmv9nQOZGjqVRK9EjGYjKrmKzPpMYtxjuCHlBpRyJeb2Brx29xalE953Co1dOqyDU0J+bRsBAylAr06HqKkDP5BHGBz4vN/TEwJ0bC+otxogGQ0ZhOvCB37ck4AgCMR6xLKvZp/DAHHQL06kAdK37NMZQnZVCwvf3UFdq9Qgy8NZyafXjCQx0NYz0d5pprQPxZymI6R8e2jpMKFRymkxmACRL3eX8sDsBJbvK2dXcSNJQTouGBrM879I3dVHR3rx86F6hscuQBuqZm3pGoK0QTww8gHiPeNJ80/j/k33W9OzRgeMZlroNDLq1jC08UJmJUSjVPQRQvaMhAVfwc93S6knkZNhxhN/zlgIGgbnvwO/PAiGJki7GoZc5ihCPwGoFCpuGnwTY4PG8uj2R2k2Soajl9qLB0c+SIhriE0ha0Z9Btf+ci0tnVJEwM/Zj7emv0WUez86+p4iCmvt1eaK6tq5ckw4T/yUSaC7mu0F9kX2ZouIUiYj1k/LfbPiSQhwY0teLUlBbjy+u4nAqe8QtesxZPoyuhIuoHLwLex811bitaLJYG1I1tje3QAvYDDM/whW3Qet1TB4IYy+ubcmCjhc3syCd7d3f3/B303Fx1eNJOYojUodDBwnhZybJ0cjAt/tK8fQZd8PxmiyWP8NjqROb8TTxQkvrRMLRoTy2rreqMmMBD8pBcdJDnOeh7WPQ/YK8IqB2f8DnwQAxkZ78cDsBF5Zm4sI/GtKNOGevsR5JvDKvles+7si8Qq+yP6CXdW7UMgUvDTpBeTr3wJnL5j2mKQe6OC0oaiujSH9leA1G6GpVDJWB4rWV8okMDRCP5pPxvm7siWvnn9NkWSgM+szCXL9awvQjyTKLYpdVbs4L+a8v/pUHPwNcERAThArDlZajQ+Q+gB8t6/czgDxcVVx/pAgPtlh+5AT6e2CSiHDaOr1xqYGu5FTrSctzIMZg/wZG+1Dl9nCmCgvMqpqULvUkFO/m5tnudHYGIhO5crza7LZnAcrb32QO9Nux1npjIfag+q2ap7d9axNbci2ym0M9RuKj9aNFlMhBXUBxPkf5eEodCRc8YMUBXH2AtUx0kzaGyRVkNYaKc/VL0mSsezByVlSlYmYKN3AXQNtHt4cHB+17bVkNWRhES0cqj1kNT4A6jvqyazPZGXhSmI9YtGpdFhEC19mf2k1PgCq26vZULbhtDJAJsf72n1nLhgaxMxBfqSFebApt47piX58vae398K4UA1XRTRwS6iA0FoIphYM9ak8+mM+4V4uTEoIZOEGuGTQG0yLdiU0LJKGxi4EocQmsDE1wZcteXUIAkT3RDUVTpA4F0JHSY04tQEUNhopz62lrrUTs8WCTBBwViqsD79VzUZ+zaxxGCAnmHBvF/7vvCRumxZDdYtUP9d6RLQj0tuFQHdbb/bgADUPDm5H2VxKm9ILk66NERNacepqwugWiWtoNBqn7pCwTxxc8I50L1O5gnOvuICni4rrJkRyTmoAiBDgriG3MZe3Drxhc7yPMz7mxtQb2VW9C5PFxGv73yDxhvX4yFUDK1x2cEoYkARvfT64+kmRsYEiyKRMgpoMCBt7zOnx/jreWJ9vrQM5XHeYwb6DB37ck0S0RzTvHHznrz4NB38T+v3EJwiCpyiK9sUFvXz1B9v+8WRW2ueTp1fYjynlMq6dEEmn2cI3e8vxcnHikbmDiPF15snzknltXR6FdW2MifJiQqwPu4saeOr8ZDxdVHh2Z290mbv4tWIdr2x6ybrfy+Ov5dc9KQS6aXj83EFE+7ihkPd6VNpN7X3WhvTI8XoqajF1GYE/eDjSuEt/jkVHM6x9DPa83zs27zUpwvF7XPuv3+/gj6luq+a+Tfexu3o3aX5pNsZmD2WtZXSYOmg3taNT6TBZTOQ05tjNy2/Ktxv7K0kL9+CxeYP43y/ZGLssXDM+gjkpAbhqnHDVONHeZabLbOHslABWHa4iLVTH24kHcK4XYM1DYJYijOrgEVwY/V/+b0s1gW5qzkkNxCAIFJt0pLhqSdRYePOyYTy8PJ0afQczBvkR6+vKgdJm3rxsmJ1DAa0vABkVzXyzr5wdBfUcLpe+905yGffPjuf/VmZaU8P6qhlw8OdxUsgJ9nAm2MOZJZcO5umfs8ipbiUt3IN/TY5mb3EDC0eG8s3eMkI8nPlgeCHuX94KgFfyfMT2eoT836SdCTJaz/sQfOf2HkCpkdJljsKRilutXa026oIg9Vk6cqxMX0YrFnwcxsdpx4AleGuz4M9Iz7qFQHX/DBCtSoGfTs3h8maGhHqQ1ZDFvOh5x3/sE0yQNoiGjgYaOhpO64a2Dk4PBuJy3iEIwn7gfeBn8Xed9kRR/L8TeWJ/N+amBvJrpm0u8AVD+1a2CPNy4Ylzk/j3lBhUChm+Oil95D/fH2JOcgDnpAZI0ZAuM4+ck0hwt+VRUNtKTrUeV9d6Xj/wis0+P8l6lxfP+oDO9gDajCayqvTE+btiNLeT05iDwWRgdMBotlVus66RC3K0Si2VbZVEdZgI9awGjiOtqqsDKvdLqlYqndThvHy37Zyf75VusJ59qGw5OCGk16ezu1p63zPqM1iYsJA91Xts5iR7J9PQ0YBMkLGpbBPtpnauTbmWx7c9Tq2h1jpvcsjkU3rux8JNI6nNTU/wwyyKBLppbDoCR3q70G40EeKpYdHocAYpSnGudJIMj/PegfpcEC0IzWXM9anm/3CmormD9zYXAvDNjaMBcFLIOGuQP0ND3TF0WfByUVLf1sXlo8Ossq998cWuUry0KqvxAdBptvDV7jKmJvhZewWdNcjxwHmiMVtEsqtayK9tQ6dRkBzkzjMXpFDeZCC7Ss+OgnqCPJxxd3bi+fmpBFiqcf/5P7078I5FWPdk72vRgvbXe2kNGobWq4/0lrY6qDoM7XVSTxDfRJumqoEugfg5+9n08nBXudNh7q1hmhI65agPaLXtteQ05qDv1BPhFkGMRwwyYYDqSg6OmwFL8NZk9UvF6qh4hEHB+n5Pj/XTsquogWBvE53mTrzUXsd/7BOMTJAR5R7FwdqDTAqZ9FefjoPTnIEYILHANOAq4BVBEL4APhBF0d59egYyNtqbe86K45Xf8hARuWFiFBNjfY4630khJ8Szt9lZc3snHV1SVORIzkqSHljSy5tZ8O4Omg1d3DpH0aeHrbmzhYpaHV/vKaWkoZ2Prh5KRtuPvLL/FQQEbh92O3KZnM3lmwlwCeCqpKtwUToTa4bodc8jDxo18AsXRTj8NSy/uXcs6QIYfg1s/B80d3dG7WwFo8P7ezI5Mt2q3dROeWs5C+IX8E3uN8gEGefHnI9KruLC2Au5e8Pd7K2RZGSdZE48Me4JHtn6CAA3Db6J4f6nZ0767/tzlDW2k1mpp1bfQUVzB0s3F3Jxooah5jeg4FeY/jh8d52k2gYQOBT36JnMGxzAjwcq8XJR8fDcRJLsUiV7jQ0X1R97Qs1mC+kVLYyIsH+gLG1oZ0yUFy5Ocm6bFsuoSIdX8ESzNb+OxUeoCk6M8WbRmHD+tWwfN02K4ufDVRTVS53PXVUKfrjIzfZeZO6032lLBaKx1X68rV5yphz+WnotCFItUGJvtMTPxY+XJ7/ME9uf4HD9YWI9Yrkh5QZe3PsiMkHG5JDJ+Lv402HuwA3bz11NWw0PbH6AHVU7AFDIFLwx7Q1GBRzHvdnBcTFgCd66HAgZefwH1AVLTXnNnf1K44rzc2V7QQOxEaVEuEecdupoEW4R7K/Z7zBAHByTgfQBEYE1wBpBECYDnwA3CYJwALhPFMVtf7iDfzheWhU3Topi7mBJXSjIXTOgG0O4twtKuWCj4jM01J0ANw0Wi8jH24tp7i5Ub9G74uvsS017b8TFTeVGVqkT767L5p6Z8by+Po+Munxey3kNkAyUF/a8wLjAcXw042NcO+pRtjfgmv8bnge+krqXH0vVytQpqX00FkpRDr8kaKuRfpCP5PA34JcoGSJbXpLGfJP+nJfIwTGJcLONLq0sXMlVg67i+3nfYzQbUcvV+Dj7sLFso9X4AOi0dPJRxkd8NfcrlDIlAS4Bp/rUB0aXAarTMdQWUtvmzDdZGlblGXB3VnLr1BhGWA4g3/AzJMyF/ctsHzAr9mIx6EkKdOPGidGoOxvw7shFmbsXuvTgESkVlcvkkme7HxE7uVzGhcOCewvUj2De4EAWjw1n8bgIgo7V3NDBgGlo6+SRH9JtVAU35NYxf3gIWpUciyhajQ8AvdHEznpnwv1TEKoOSoNKjZSLf4QaWmfkDJzcg8ip1qNvaSaZPBTNhcg0HuAdC/Nel4wYrR8c+koS1TiiCHmQ9yDenv42jcZGmvUV3LrlAaaGTkXrpGVH5Q585Rq8ZPYPuRkNGVbjA6QU2Wd3Psv7Z71/Wvfo+SdRVNdmFZ04Jh3NknPN5U9EIRRO4OoL9XnSPecYxPq58uG2YobW5hKiPb3UCkEqRD+y4a0DB0ej33FdQRC8BEG4VRCE3cBdwL+R8nXuBJadpPP7WyEIgjUPeaBeiRhfV95bNJxgD+khZXSUJ0+dn4ybRkmn2cLhil7v9hfbW7gi8hFiPeIBiNBFc23sE3y+VY9FhPc2FzI3JZB2k95Oj35zxWbauozIGiHot//huet9LF7RiBd/CrpjPHhmLod3J8PXi+HDs2Hto9BYLN2Af09Xh2TUAASnwYzHbIo3HZx4EjwTeHbCs3ipvRAQOCv8LC6IvYBg12Ci3KMIcg3CSe7UZy1QcXMxKpnq9Dc+LBY4+AW8OxXN8msY8usCnvBaw4RwZ5rauzhY1oyn0J0GpQuUjOXf0apvZE1GNRm5ufjueRFt0WpkXy6E5jL46gr48nL4fAEsnSnlZveDyfG+qBQy7pgei6eLEzJBSsu8dkIkQR7ODuPjJNHeabIxMHro6DTzyqVD0XfYq18t3duEee7rWEKlnHtL3nqMc98EV+mzb4qaQeeURzlY08ntX+wjuWUdTsvORbbiNqlzddVBWH6T1KDwm6sgZoYkRPA7XFWuhOpCiWko4/bI81hVtIqlh5cSqvLkcsEDRZe9sltjh31/meKWYtpN9tfo4ORQUNvW/75e9XmSY+3Ppsi5hUJNZr+memlVqJUytpcUnpZytxFuEWQ1ZGG22CvSOXBwJANJwdoGfAycK4pi2RHjuwVBePOPFgqCIAd2A+WiKJ4tCIIn8AUQDhQBF4mi2Ng9937gasAM3CKK4uru8WHAB4AGWAnc+vs6lL8zMpnAhFgfvr9pLHqjCV+tChe19M9T1WzgkrRQ6hKMqBUyTBaRhgYLd6e8QBetfL2zgSe/aaGzu5FWrd6Ir07NIL8I3MvcaTI2WY/jpfYiyisUnb8PzSHLcTa3oHHzPXZxeWMx/HSnbd+DPe9DwjmSSkztEV3NFWopN7qjBSbcJUVNvr4KrtsgKWIdi24PN02lklHkN0hSn3Hwh6gUKmZFzGKY3zA6TB34OfuhUth78vpSt5odMRsvzemTS3w0jDW5qFbdZzPmfeB1bpkxleGxsQAofOOkB4LiLdLD4eFvbPfhEcf0Qf7EWfbi7OEHm/4H/qlSKsSQy0GuhLpcybN96Cvwe/iY5+WnU7NoTASVTe3MTPLHSS4jwF2NSnG05joOTgQ+rirmJAfww+96KEX5ahkS6kFDm5FPf6eeNiXOh06vaHInvkVuQQG5zTK+/9nIJQnvEKK1kJoQj9zJhb351bw32xWnbx/qve+ZjZC1ondnokVyxFzxY/d2E9RmSspIzp7gl4TaNYBzVt3LiNT5GFU6/PLWo/JXg4uv3fX8PooJMDN8Jt4aRz+QU0VRfRuD+yvBW5drNVz/FG4h0m9e0gX9mh7r50p6eQeXp55+NZVaJy3uKnfym/OJ9Yj9q0/HwWnMQAyQuKM98Iui+Mwx1t4KZAI9LZfvA9aKovi0IAj3db++VxCEROASYBAQCPwqCEKsKIpm4A3gOmA7kgEyE/h5AOf/t8DbVYV3d/i3qb2TvSVNHChtQi4T2FPUQEqwO6+tlxSKXl4LN06MIr/KYjU+ANLCPIj2deGhbzK5bsbjfFP8EoUt+cS4x/LImIetXm4XH3+gn0WxRn3fHYEbi2DoIulBrWKf1A121M2g8YQf/m2b/mLso/P07zGbYN8nsPKu3rHJD8KYW0A5gLzcMxhfZ/sHmyMZ5DWIJ8Y+wXO7n6PF2MKM8BlcMegKm94gpyONbZ2Ul5ST1GXfR8dfaeD5H6RytB991Hw251281t8PsWchxs1CyFkFaneqxzzM2qYAQr01aKqaQGaWvNppi+HHW3o/r2FjYfACLOV7yatqIdjTGWenP35/5DLBKhjh4NSgUsi5bVoMhk4zazKrraqCiQHST42+w8S14yNZtqMYo8nC7OQAdBolv2RUk13VxifbO6wNCl/eYcRfp+ateBXXvL0dk8XCgkucJUnxHtrse83QVtsbBc77Fb5YAD3e3+SLaJnwEB2j/oPf1keho4m26Lm0JF2NTx+y4wmeCTwz/hme3vk0TcYmpoZO5brU61DK+6nI5OBPU1w/AAneuhzwOAFGgEco5K5Caqd27OyJQA8Ze3KD8FAfu3fIX0GEWwSHag85DBAHf8gxnzgEQfiR7iaDfaUViaI4127Qdn0wMAd4Erije3geMKn77x8C64F7u8c/F0XRCBQKgpAHjBAEoQjQ9dSZCILwEXAuf3MDRG/oJKNST0l9OzqNAmeVApkgEO/vikIm45lV2Xy2U/LeyQR4dcFQbv18n80+3tyYz4dXDyKrIZd2Uwu+miCGBcTz2roCyps6+L9vZcxOvZtJoSJTI/xIaa2C2h+kCIVPPMj6GTp28ZJqPqoP947JlVItyNdXQtxsiJ4K+mrJ++cRBjOfkhRjjHoo2Ai6fjRMasiH1Q/Yjq3/P4g9CwJS+3euDrCIFvKb8iluKUbnpCPGI8b6Y6VWqJkXPY+RASMxmo34O/v3GSk5rajLRVmWjofaDdE9HKGpqHeb0pndzTpAegjMqe1gyk+u/HzVavIr6/D1mYlv8tV0iEo+L3DC18+Fjk4z/lHJ0KKFua/CphdsjeXiLRA5iWLtEM59fSt3TI9l0ejwvht1OjghVDQZyKrSYxFF4vxcbUQ6eqhvNZJVpaelo4toHy0xfq5E+mhZcukQqpoN1Ld1Utncwdb8egQkMYFavZFnL0wBoEZvJNBNzd1fH0QmE7h9eiwfbSuiqL6dhAAdH84PobNiE++P1qMKTKTIoiEpdjZC8FApzcoj3K5ehODh0kNodTqsuA0sZgyBg8lPvYBysRPv1jwyxWSmzX4flWAiq03H22v1vLKgC63a1rBQKVTMjpwtRTHNUhRTrXA4Xk4VLR1dGE3m/kvwNhT0Sz73mKjdpc9UazVoj+0UVGnqsRhOvwL0HsJ14RyoPcAFsf2L6Dg4M+mPy/N/3f8/H8ld/kn360uR0qeOxUvAPdg2mPATRbESQBTFSkEQely2QUgRjh7Kuse6uv/++3E7BEG4DilSQmhoaD9O76+hxdDFuqxa7vnmoLX54MgIT0I9nalvM7J4TITV+ACwiJBbo7cpUgeYkeTKD6VvsbpESgtQCApe9HqJojop9cNosvDdniauSHEhrvJxyFkuLZQrYcGXEDXl2Cfb2Qa7P4TBl8LBryTJXV0gnLMEVO4w4V7Y/rqUmhA1Ter38dMd0NKdFuEWDBcu7V+hnqHRXpVGFG29kH8z/orP5I7KHdy89ma6LJJwwYywGTww8gGbNCt/l7+JJGzZbvhoHtrOVrQKNeZZ/4MdbyKvOYzFLZzWmS/wxDe2n5lmQxd76p2ItDQQ98MiKa0PuD5kIntDniBS1Yxm+U3QVAJjb4OGPLvDmuUqPquOpb2zjad+zmJ8jM/RG3X+DTmd7pX5Na1c9eEuirvrOXx1Kj5aPIL4AJ11TnWLgfu+OcS6bEkuWqWQ8dFVIxgZ6YVaKWNvSRN3fX3Ami11UVoIY6I8+TWzxho1dtMoeX3hEFq6a0OeXZ3F2SmBnJ0ayIJYEZ8VixEq9hIMoHajYt6XWAadj/z766QHxPAJiPNeQ/j1EelhMWQkzHgCmoqk6Ie+EpNXNN+nnsP/ZXU3ZMv+kNvir8Bj64+oKg8wWumMbuoH6I0mOwOkBz+XM7c/0l/5uSyqayPArZ8CMp16ybn2ZwrQexAESQSmNrtfBojeUoipKwi9wYKr5vRzikS4RfB59ud/9Wk4OM05pgEiiuIGAEEQHhdFccIRm34UBGHjH60VBOFsoEYUxT2CIEzqx/n09a0/WkzyaOlgbwNvA6SlpZ1WNSI1zQYOV+qp03cQ5atla349N0+OxmiyoFbK+GZPGRNifRgU5EZZo32aSWNbFz5aFbWtRuvY0Oh2Xj0iJ9kkmnhix+PcMeU1bvq4N2Xq/IB61BuW9+7M3AUrbodr1oLLEfnFxjapK6u+EtxDwCdBuilueEpSBoqbDTHTpHQslTu010h1IPGzpXzYzB8h/7de4wOk4t789f2TKnQPlToD66t6x1S6P2wCdrpzqj+TjR2NPLH9CavxAfBL8S+cF30e44LHnezDH5uOFslb3FYrqUz5xEsG8RFUNXeQXaXHTdlFyuYnkPWkuJg6kK+8nepzPmFbrQq9oGWIawxKuW2/E2cnOT5OncTtfNZqfAA4l25gUFoZuvIdCE3dBn7JVoiaCjmrbPaRLovj7b1SobDZItLY3tuos6yxnZwqPYIgEOfvSuDfsMj8r75Xthg6ya7SU9fWiSjalpfVtBj5Zm8ZD86RVIFqWzo4WNrMxFgfLhwWzBc7S9iYV8/jKzL49NpRNLV18t/lhxFFuGxkKMMjPGkzmnBzduLKMWHU6KVakBq9kezuHknZVXrSAlTM867A09KAX10XQsVeSQp15PWgdMafOmS/3Ncb8SjaiNBYhPniz5ALovTQqNLCl4ukh8iQkRTHTuXZnE9trnVJ9ieMS76CuMoD0NVO3KHnIWU0UkmjgyP5Kz+XRQNJv2oolBxxJ6pHS09DwoiJx5xa0JKPr7s/2ZVdpEWeftHrEF0IpfpSDCYDGoXjM+6gbwaS9O0jCEKkKIoFAIIgRABHb3QhMRaYKwjCbEAN6ARB+ASoFgQhoDv6EQD06MmWAUfqygUDFd3jwX2M/22o1RtZsi6PT7ZLDz2PnJNIp9nCC2ukvHWZAHfNiCPGT8uD3x3mslFhyGUC5iPkJQ+XN3P/7Hhe/S2Pgro2Qj01uLrY99aobq8mzFfGRWnBfL2nDCeFjDB1HyoqjUXdHpxuA6TLADvehN8e651zziu9RXYWs2RgZHYXXKrdpF4fggALvoZ9H0NXO7T14dX7fWPCo6ELhIs+kfqK1GWDezic+xp4RvZvvQPautoo0ZfYjTcYT4MokqFFMma3vy69FmQw/0ObPgrF9W3c+MleMipbuHm4jsE1v1OiMnchVhzg89IJXDQ8gI+2FXPLlBje21JIXk0rwR4aHps3CJWpDkV9Nr9HbjIgqz1CcaZ0J0z5j/TZLdwIanfKRz3EY3uUSFoY4O6sJNhDSgnKqdKz6P2dVDZLykdhXs68tyiNaN9/TnTkZNNi6OSFNbl8sLUIkOpn7p4Rx1sb82lslwznvSVNmM0WGtq7WPJbLh9v701HfWxeEjVtneTWtNJqNNHc0UV7p5mL0oJxUsi49fP9gHRrum1qDN/uLeOGiVE8syqLL3eX8fDZiXyzM4+73dbhv+FpKZU0fo50chPvhd3vQUsFsgl3SWmkR9JcQmd9MQyai0apgNZaKTVVXwnTHqVZrcJksVXfsogWGulN21LUZYKpld6ySAenA0V1bfj0V4K3oaBf0Yp+4x4KuWuOOc0imilpKSHRexrZFZ2npQGilCkJcQ0hsz6ToX5D/+rTcXCaMhDT/XZgvSAI6wVBWA+sQyouPyqiKN4vimKwKIrhSMXlv4mieBnwA7Coe9oioMc1/wNwiSAIqm4DJwbY2Z2upRcEYZQgxUavOGLN34KMimar8QFS+Oa7fb1NBy0irEqvYmNuHTV6yft391lxeGulxkTJQTpmJvnz3+8PMzjUnX9NieaWqTEEa0MQfhcgSvNLI9w9kMfPTeLXOybyy20TcA+Otz+pmLNAe0TBcm2O1Ldj/F0w8R6YdD+U75JCzMrfeTHcQnrTokQRvr9RioRUHYaQEfbHSjy3/29WyHBYvBJu2gHXrIHw08Br/zfCS+PFhKAJduNhrqdBFKk2o9f4AMmzvOJWSfGsmy15dWRUSoIFa4pNNESeY7cbMSAFN2clkaoWrvArYLJ8Hw+Pc+WWqTGMi/Yms6KFLzM6aImYbbe2pNMZ8feph+uehMGXUXvFJj4e/CmbnKdTY5Buj6GezryxcKjVAPluf7nV+ACpaHV1ejUO+k9Wld5qfIAUYXpnUwHzBvdm1p47JBC5XEZGRbPV+ADpXvns6iyunxDJ7CR/vLVOBLipCfHUMC7am6VbevcrivDWxgJmJQfwyfZiZiUFMCvJn6Ubc3hoqBF/jUkyPn3ipXuae5gk3dwTwa0vAP9k25OXydnSqOOr3WV0mS3g7CWpF4kW+PVhAkSFXZdzrVJLkPEIqd5B50lGj4PTivza1v43IazPB9cTmCqnC5Qa9/Yh6XwklW2VOCtdiPBRk1ne9Ydz/0rCdeEcrjt87IkOzlgG0ohwlSAIMUDPk2xWd7H48fA08KUgCFcDJcD87mOkC4LwJZABmICbuxWwAG6kV4b3Z/5mBehHpk0BNLZ3cvW4CLQqBYIgNdQqqmvjcJmUNlVc386bG/KZmxrI8HAPDpY18dTPWZgtIt92d0ufleRPnL8zT49/lqd2PkmTsYlUn1QeGPkALkpJjSfSRysdUJcC578DP98j1VmEjYPpj4HTEao97XUw+X5Y/wx0NEljQUMla+niZfDDzdIPs3cspF0lyU/20FYjSZkOXQStNZB6CRz6WnJBjrhBKlAfCC7etqlhDvqNRqHhjrQ7MJgM7Krehc5Jx30j7iPesw8j9BRgMlvIrWmltKGdsaYq7HSi2hu6Fdak4Gd2dW9UL6emnTWD5jIvqgJ1/kpwcqE67W4e2q1ifnwnyev/jbxWipD4uvjTNeINrtplkDzf02JZx2XM6KhDU7QWVK5UjniAz0s9eTROD2lXw76PpAfH1EtBEDjc6cd/15eiVqZzTmogcwcHUtPSQWh3QbTFIrK32L5Xw4HSppPwzv1zqW+1b9pY39aJTq1ALhNYODKUaQnSw11dq/3PTIvBhJNczr+mxqBSyPFxlfPqgqGkl9sr9bV3mlHIZRTWt3HjpCgSA1yZ67Qbty//1atWNXghtNfD6H9B+re9izN/gOmPIiJDqDoALt4UjHqS/9suUNqUwahIL2L9XKX7YVMJZC4nYP0zvHT+K/xn/xJK9CUEuQTx+NDbCPnhbmmfsTNh7C12aYcO/nqK69oZHOzev8mNhRA768QdXK6Usg3q8yXp+aNQ0FxAoDaAYE8FX21vw2QWUchPv2L0MF0YB2oP/NWn4eA0pt8GiCAISuB6oMe1ul4QhLdEUeyXCS6K4noktStEUawH+nwiFUXxSSTFrN+P7waS+nu+fxWFdW0U1LbipJChUyto6zTT1NaJVqXguQuTqWyWohsJAToe/zGDim5PariXM4vHhtPRZWFf98NMU3sXH20rJtzTBVe10iYdCyDO35Xl+8v5bswUvjwnlbauNvw0frj21TNDqYKUiyB0tCQZ6Rbc21ujoVCKfrh4Q84vvcYHQPleqM+RDIpr1kl5+10GKFgLc14EQz0oNNLazjYYd7v0MCnIYNyd0v89whw/tqeYKPcolkxZQnV7NRqFhkBt4F92Lmsza7hp2V7MFpG3Z7gyQybvffAD8B1Eh8aP9OJGGlqNDAlx50OKrZuf2NrB6AX3Ejr0YswKZ/I7QklRyBna9bPV+ACQtVXx/+2dd5hU1dnAf2fKzszO7GzvvbHA0otI76hYsGCJXWMssUaNpphETb5EYyyJGntiiQ27omIBRJogvS5s773Ptmn3++PcbewCi8DuAvf3PPPMzJlz733vzJlz73veNrbyU5JDF5EeJLg8ohh9ax265N/Q2HoHrR6BEpTKhFIvTmMtlthJMPQcWdth5/vgdBDgLy2OrS4v722SeS/OSA8nWLVE6nSC80ZHsSG3uzvbGSOkK0ZNUxv7yx00tblJDLF2LgBodCM+2LeHi+nwKDuzh4YxOTmY+GArkf7S6poQYsWoF90ScCSGWEkItlDb5OTjoiJ89HqGRtpIDrNhMug6EnsARAdYaGpz893VYcQ4f4CWYPTrf9d9DG57U6b7zliKc8i5+BSsl+1eN3zzJ5SLXyfHHYTR00JLTRl/mODlyR0mappURSooEc5/Hmb/DvQ+jA1M4I3IiVS3VhNoCiTENwSuGSpXt/1juy/8aAwa8mv6WITQ64H64u4eBMcC/xiozDikApJVm0WEbwRmoyDIpie30k1qxOC7vib6J/Jl3gm1TqzRzxxJDMhzgBFo95+4Sm274VgLdaKyrbCWq1/ZSEOrG52ARy4axZ8/29ORZ37e8DDOGB7BL2clU9fsYlRsACX1Mtg6r7qZaocTH4Ng8bhoPtxajF4nWDw+hsgAMxtym1g0JorPtpd0tGeWO1g4IhJ/i5EA0cdiSAGx3d+XbIP/XSBXoSf+QsZdHEi7e4zZDjuXSAuKLVwWHDSYwVEmrR62cOlec8ZfpKXE2QQhKZryMUDYfGzYfAb2BrikroXffLij40bzr5sUkmc/R/IPv5O+9WEjcJ/3DE+uq+KFVTkAnDUinBtnJPHq2jzcipdPLrQQ99EiaK1DD0xKnE3tkIewGwKkq6DQy3z8uz4gsHorj8+9khFt2zBUVMjaM1+9gWn27/Bb8RdaYmcwd8qdWJb8vLN2Q/IcWpPPpClqNkND/Hj0olH8Zan8305JDuZv84Ix56/CoyhUW5IItJp54uLRvLQ6h8wKB9dNTWBaSgjlDa088PEuvtkj3bFsJgOvX38a4+IHZ67+gWRIuB//vnwsv/1oFzVNToZF2rlyUhyXvLAel0chJtDCf66dyJBwP0ZGB/D4xWN4eOluqhxOkkNt/H7hUErq2/jdhzs7rMvDI+08cE4ajy0ezV8+30NFYxuJIVaunhzPBaEl+BetRAgdeFqkS+iWV7tFvitA6YT7oKWG8LMeQ99QDJv+C8PORlewnkQfK7pVjwCQLgRDp/0VEdglsYaPRRZlVQmyBBFk6eKKFZhw/L5QjaOmodVFq8tDoG8frleNxTIG8linL/ePlUlgOHj62qy6LBbELwAgJljPvhLXoFRAIqwR1LXWUddaR4A5YKDF0RiEHIkCMlFRlK6FGFYIITT7mkqT081jX+3rSO84c0gY72ws6FA+9DrB1OQQHvpsD3qd4MrT4xkXF8CM1BBW7a/kq93l7C5tYFxcAFWONl697jSa2tw0tbm5452tuDwKN0xL5B8XjyavqomvdpeTGGLlkomxPz0XuLtN1j9oj+XI/U5m4Nj+dvd+0WPlc9U+0Btg038g7UxZ8yNnpfzM5Adn/FW6XO3/Gr76rWw3+8OVH0LMhJ8mo8YJTX2LqyOoGCCvpo3FKwP54IovSLK5wS+SbRWwvXAfd88fgtPjxaAT7C2p55GLRoKrhfidv+1mldPnfceZkyvQf/iHzvb4qTD2KpoS5jF6ze2IdsuIPVpa5Ta+COkXYNn2JkrK9E7lAyB7BSVJV/DhTif3nmHg0omxTEkOptnpIYlijO9eCLU56IHAwBRc6Y9zz/ImHj4vnempIUQH+GI06Ph2T3mH8gHgaHPz1y/38uq1Ew+abvVUxaDXccaISEbGBNDQ4iK70sFd727rsHIU1baw5MdCbp2VTKDNxHljohgW5UdtkxOPV2HJjwV4FNHNtXVPaQM1DjePfrWXexcMwWoyYPbR09ziwr+lCLHtzc7YjtChMOVOGfMGoDPgjZtK+Io/oy9UrR++QbDoGfj+MUg7C93qf3SegKIQue6PMHI2MOz4f2Eax50jSsFbk3ds4z/aCYg9ZEHCFnczNa01hPrK+KGYIAN7ip2cM65nzZyBRid0JPonsqt6F9OitThOjZ4cSRC6RwiR3P5GCJFEe4oYDRytbqYmh3DbnBTuWTCESYlBZJZ33uTMTgvlk20ltLg83DUvldfW5fHXLzL43Ue7aHV5WTQmimGRdr7YUcbwKH+2Ftbyzo+FvLY+n/Hxgdw9fwhmHz1VjjaSQq08c/lYnrx0DPHBR2HKb3NAyZbO91WZ8oYtZZ58bzDDvAchWlUenC2Q8bm86QtK7lQ+QGbT2vyqrCvSWNK5MtRaL2NFijbLDB81uT9dXo0TjnC7iZSw7mO0odVNm28khKdT1GqmuK6Fc0dHkV3p4JkVWTy7MovxCcEU17WQXVSGvuyAdY7EWejWP93dVTB/LUrUeEyNhZ3KB0BDsSxuKXRgl1ZC0VzdI3WmqbWKCfYalP1fQf56Ys1O0iL8MO79GGpzOvoZa7OY1LqWEJuJPy/di8urdBQnLGvoGTy6t6SBxlZ3j3YNSVSAhaGRdj7fUdqjxtGWgjqeXplJUa3M4Jca5sdpicF8tLWYpFA/9qqJCrpS6WgjxGqirKGNvWWN7CpuINJXQeSt6p4avDJDLpaY/WUQ+dmPoy9Y26l8gFyY2fqGnMu8HumO1RWPS8aNaJwU5FU3E97XFLx1+cfe/QrAEgher8ys1gs5dTlEWCPQC1nnK061gCiK0mv/gSbeHq8FomsclCOxgPwaWCmEaL8aJwDXHXOJTlC2FdTxxDf7cauuJvcuGMJfLxjBvgoHPnodJr3gnyuymDM0jI+2FuNo67yYrdpfyUPnpbOjqI7dpQ1MSgoixM+H3SX1/HJWMrtLGjrS9frodTx12WgqHa1YfPTE+BzFyoclUGa6qi+QcRyB8dL8O/3XMO8hmfkqMLGzWrrZDhV7ZT2QLrUVOqjMkEqNJVBaV9op3QHb34IfX5afXflRp1Xlp9LaII/XUitlDEmVNxQag4ogq4knLxnDXe9uI7uyiQBfI3+9YCQer5c1mZXc+c42ZqaFEh/ky+kJ/vx6jIeq4iyaycIcN5zd5ijc1p9hiBoprRYGExgtiM/v7nEsIXSI0m09hajMgNT5ULYTAI89Fn3XStaAf2g0s764VGYzsobKtKpDzoKCtT3PqXoL0QGzqGxs64wBAJJCey4GLOgSP6JxcOYOC+OLXWWYjTp+O9nKCFMZIQEG3s1X+DG3piMDWVNdJfcNr0NpzWfmvGi+Kg3HoNMhBBTWNJMaamVSYhBPfLOfc9OsXJbQRJrwl/UVDqS+EGb9Hq9/DLoVD8n4uAOpzIC406XyYbJLl752LIHSZUbjpCC30kFYn1Pw5kLwcUgNLwQExslx14uCk1mXRaS1M54vwFeHTgjK6j1EBhzJ7Vz/kGBPYEfljoEWQ2OQciQWkLXAC4BXfbwArD/kFqcIxbUt3P/hjg7lI8Tmg0Gn41dLtvPMiiye+GY/FY42rpwUR3ywL/u7ZPlpp7bZyYdqWt7C2mb2lMg+cUFWPtjSma7X6fHy8Gd7aWhxc8Gz69hT0jPrS5+py5dKwXePwLd/gq//IK0ery2UikhQUqfyARA8RGZw8Xpk8a0DSV0AwSnSJ7/rCnPiDFnNGqTCsOIv4OylLklfaamTaVNfmQ9vXQIvzpD1GzQGJSNjAlhy02S+uGM6H/9yCnnVTfzxk928siZPWj4qHLzxQz5TxU5iyr5ljMhkCtsZWrmML7bmo6TMgWX3QdFGqMtHcbVC6pk9juM1WigM6WnqV+KnQ3Aq5K2hdPIf2aYbjjvmdPmh0Ze6mX/BnPMlnHYj5K2GVY/CF/fCu1fJIPUDKImaR2Z5I/4WI9FdChCOig7gD+cMw2yUY39SYhC3zk7Fx6A/Rt/kyUt6lD8XjYvmlTPMXLPn54xf/QviP7uE22r+SqSQdTgaq4sRy+4jZMl5hH56FaM+P5+FAcU8szKLp77NJLuyCb1ex4urc7l8hC9/sbzN1FWX4/fJtVKJOJDIMbDzXYTOAEPP7VUBUZLmQPFm2PkenPNUZ00kexRc8sYJXSBVozs5lU19T8Fbl39sa4B0xR4NXesUdWF/zT6iuyQUEUIQF6InY5Cm4030T2RX1a5Ba6HRGFiORGV+HWgA/qy+/xnwBmoK3VOZuhYndV383BeNiea5VdkdCgnAK2vy+M+1E/l6VymTk0JYua+i2z6sPnrunJuK26uQHmlHrxNcPD6aql7SVZY1tFLZ2EZMoIUXv8/h74tHHdlNTrv1oCYXpt4JDaXSn7Vyn1z9HXYefHanTMEbnNK5ndFH+tPXFchq51Nuh40vycwuMafJfPlLrpRpemfeJxWbuMkQOUqms2yndItcSfyp1pvyXbJgYjuuFvj0DrjhW7BpufUHHV4vwc25BDsKqNf5s2ZPEwkhQewpaeC2cSbOtpYRF2Ql3OCGr/8hXVsA32l389+5CRgqM2Sa1NzVsO0tBKAs+Asifgrkr5NWkfHXUS6CebsyjDvG/gLr9v+A4sU7/AKahl7MmswK/GYtwSSciLpCquY8TqhFweH1QWcwY/jfv2HY2dINsZ3SLTDlVhh7FWz7HyBoHH45HzUMw2Z287cLRuJv6YztsJkNXDclkblDw2lxeYgJsOBn0WI/+sLarCr0uJlQ/D+Z0ELFt2gNI0fvBcaglGzHN6NLilx3K0OdO/nm3ATKmwWbW3REtOXy0XwHSeF6/NdmyH5NlaAoKGkLEfu+kBbc0ZeDPQbv2KvRlW2X8W++wTJl+OZX5BhMmIGSfgGZ8Zdis9mJShwO8VPk/mxh4HecbkA1BoTcqibGxAYcvqOnTbre+QYfH0EC4iB7ZY9mj+IhryGPBQkLurXHBhnYXeRidvrgqzgeZA7Ci5fy5nIirNr/RaM7R6KApB0QhL5SC0KXhPuZiQuyUFAj3ZIsPnrqW3quSGwpqGVYlD9nh1qpbXayrbAOk0HHjTOSsFuMPLpsH26vghBw4/QkDDrB3GHhCNEtWQtp4X5kVTiID7ayKb+GJqen7wpIc420QGx6Rb73scH5/4ZPbut0L5hwvQwab6ruroCAtJD4RUJQAvjYZdVgd4uMCfn4Ftmnaj+4WmWdkbB0eGtx930MPefoJu/Gsp5tdXkyJkBTQAYfWd/AkqvA3YY/8NT4u3ncMZ9/zzOStGwxONTA7fgpMOZK2Pxf+X7NE5hnW+Tq89groYt7lfjmDyjz/4wYcha0NeC2RfD4diPBwaH8sf4SZkxeiF4orKrw5XIlmiYfhUnFLxG0+3W5g402uOI9/OOnyNimkRfDgbEmAFteg8vfg8m3AlDiDEVk1DB/uJM73tnGojFR3LNgCEFW6bqh0wkSQrQUq0fK5vxaQgytmMo39fjMUicz8xmaDij2OPt36De+SFJDMUm2MCZNvRvdB3+QyoMQMOkW+VyyFTY8j0iYDhe9Aq5WFEsg4v1r0XnUBZ6JN4DeB/JWyeB0nQ5KtqHb+ALNYx/GHhIj2+yRHbFEGicX+TXNRPQlBqS+EHxDpSJ7PPCPkZknPU45JlWKGgvx87FjMXRXNOJDZT2QwYgQgmT/ZHZU7tAUEI0eHIkCslUIcbqiKD8ACCEmId2yTikURSG7somi2maCrT6khNkI8TPxz8vGcsfbWymsbcHR5iY6wEJxXWechF4nMOp1PPTZbt66YRLXTUkgu8qB26MQG2jhoc/2dFhMFAVeWp3DnfOG0Ob28H/nj+CvX2TgaHOTEOzLpRNjyShrYGdxHb+fFU5AxSa5KhOSKievQ1G2o1P5AOlXv/KvMGSBrIUAMsvVvAelm8GBtNTKVLwHMuNeWdCtneLN0m86ZiLMfkC6tXicEDdFWk6OJjVvb+ksoyeA9TgEBWocHfXF8Mmt3WKCwjY/weVnzyF61yudygdIa8bw86X1TGeUCQ88baB4pNWrK4qC2P4Obee/hMnog8sWh7Ewg3lRrWAqoFWY+aDAxscZNfjby7gzuQK/5a93bu90wNK74bovZLajsVfAThPkfNf9OMPPB6MZwoZR3+zkzhd/IKOs04XyzQ0FnDUigmmpmuJ7NMweGkZuRSPN9vPw1blkVj2hh8oM3FHj8QFabXF02EzDhsmYngbVPXXUpehW/a3DeoaiwIbnYNbvpAKiM0DyXGld8YtAfHa7nI/a+fFlWPSsjHGr6OL+EhDHiGh/DH6Db3VZ49hR3+zC6fZ2s2gelNrC4xOA3o7eR+6/OgvChnc0Z9ZlEeMX3aN7iJ+OZqdCdaOHYL/B5+4ZZ49jZ9XOHpYbDY3DKiBCiJ3InHBG4GohRIH6Ph5ZsfyU4vvMKm58fVNHoau75w/h59MSGRsXyIe/nEJGWSPbCuq4eWYSz32XTUl9K3azgZtnJvPOj4U8/bOxPPDJLqYkh1Bc18LyvRXcNieFJmf3hGJeBcwGHYW1LZw1MgKryUBWhYOyhla+2VPGxMQg7pzgyxn7HkB8uUJuZI+BK5YcsogR9cU92yozYNgBvu7W0J41Q0DeGAQmQG1eZ5vQgf6A4L3o8VIhcLXC1Ltg+CLpKhUQDxb/g8vXF8LT4bxnYNn9aq2RIXDOk0e/X41jT0uNdFk5gDBjC6bSnqvdVOyBjKXSxWHSLWCLlKuBY67o2Xf4+Zgi5QXaAvxhvBPfJZd0ZCYanXo+oWOvY2NeDSKsF6tZ5V5pNfMNkvUbRl0q3Qt3vis/H3mpjGtSqW9xd1M+2ilv7FmpW+PIGBHtz6vr8rh67nwsX92EUDNWeRNnUWOJJwLY4Ulg6OkPELHpMWmZLd/duQODSWbc64qidCokC/4iUzHX5MjFkt6yV7l7+R3TzsJgPU6uNhqDhtzqJqICzH1LwVuXJwvvHk/8Y+V1uYsCklGzlyhbTwVEJwQJodINa8awwaeAJPknsbKwp0uZhkZfLCA9ozBPUcrqW7h3yfZuVXaf+GY/01NDGBsXSKifmVA/MymhNgprmnj8ktG4PF5MBj0Wo56zRoTz4ZYSsiqayKpoYnJyMHfOTWVSYhDvbCzoFu/ho9eRFuGHzUeP2+0lJsBCVIAZvRBUOZzYTHomNm5Fl7OiU8CGIvjhOXkzfjALQ2+uT7Gny0xVXQk7iBJTnQWTbob1z0pTtMkurSXV2XT4iqVfKJWCFX+GKz+QtUNCUvv4LfcBo0W65MRPkel//WOO/wVBo08oikJuVROFtc0EW02k+YVhDEqSN37tCB0BIVG0ppyFefOL3Xdgj5Y3h4oii1ou+At4nLh9w9CNvx7dlldB8eJOPZPm1POxq5t52powf/+XbjeW9syPuWDmQkwBY/AGGWDWb+R+HeWw5XVpjbN2sVyEpMj/ztQ75PvAJPCxUNnYRnalA4/Hyz0LhvDEN/u7uUTGBQ6+HPwnGj/kVDN/aBCBu5/qUD4AdLnfYR2+mx+IpFXnyxW7xnPLxHcJ9RWM8/sOv0o1zqOlTrqGNpZ27lRngLChtPzsI8w5XyHax6CjQi6E1OV39hU6MJhRJt+G2PCcTLSRMB0m3tjhauPyeMmudFBe30qEv4WkUCtG/ZHkcdEYrMgaIH0MQK/J61Zw8rgQEAtlu+S1FACFzJpMTos4rdfuccEGdhY6mTGsj+fQjyTYE8ioycDj9aA/Xm5rGickh1VAFEXJP1yfU4XaZle3wlftlHfJ/9/q8vDFrlL+8vleFAVMBh13zx/Cf9fm8X8XjGBPWWcax/XZ1ewursfj9fLLWSk8tyqbysY27BYDv5yZwu/VKsF/u3AkD322mzvmpvLkt/tpaHETYTfz7cgd9FAz8tdKq4AloPeT8Lhg9u9h9eMyeDwkVQaWL1MLB/pYYeE/uq28dKO+CJY/DKMvkyvHHhe0Ncn4kRn3yT51hVI5OfNvEHKcJmohIDj58P00+pU1WVXc+PpmWlwehID7FqRx4/kvov/gWjl2fGxwzpO0BSSyKeAC5sTtQFfwQ2dgcNmO7gFPrXW0Jswh2zSS9z3pnH/uJZTWOPi00MSq57N55ZogTk8OJq+4hOSuNW1UEnQVzAlvwrL899BucYkcIzMYgUy8EDJEppgGmRihiwUxp9LB7W9tZbdac2JElJ37zkjj0WX7MBl0/PasoQyPsqNxdBj1OkyeZkylG3t85inbzfq68WzMq2FmWji/+74Ap8fL8wsXMC9pB4ac5bBjCcrZTyC+eUDGiJnscl5b/jCWiFHSsgVy/PmGyPi0r34nXbhMfjD3j1BfTGvcLMxjr0J42mR6b3VcuD1ePtlWwv0f7MDjVTDoBI8tHsV5Y6LR67T03yc6OZUOQv36ePNeXwiJ04+vQIHxkPkV7QUJy5rKEToddp/e55rEMANLBmkciM3HRqApkOz6bIYEDhlocTQGEYMvcfQgJszPREKIL3lVnSlkhaAjRz1AVoWjQ/kAaHN7eXVdHg8vSqfa0calE2I5Kz2c0oY22txeFAWGhFv5/Ue7uWBcNGPjAthd0sDLa3I6LCKPfJnBPfOH8L8NBTS0yPohlY42imwjGHqAjM7Us9lX5SU22EmA7wH1B+oKpPUge6UMqm13narMkMqCjy/4Rcv85gczRQclgqtZxomAtDyMuUIW7OrKnD9A+gVH9P1qnNiUN7Ry73vbaXFJd0JFgUe/2seUW6cw+oblshCcJQCCkvDzKuxuC2H65F9hmtAg3fXWPQ3Z33buUKenNWY69xXOwpKh48rR/tQV7MaOi9QAM1+5vdz3wXb+c81Enl1fwyOJ8zDt/aCbTBaLmaH1qzG2Kx9CJ5Xnz+7otJaMvxbmPECR00peVTN+ZgPJYTZsJgNf7irrUD4AdpU0cPaoSL64Yxpmo574YKt2A3oMqG9x8eEeB5cmzieo9qVun7kjxvL0h5l4FahoaOMXM5IwG3ToQ/y4P/9X/OHiWwmo3oLY8qq0mFVmSHeqDc9La5e7FWXsNYiyHTBHXXzZ2CJd7sLSZdahij2guLAs/x0V57xGnhJDXJuRCPWeNLeqid99uBOPGqfn9ir85sOdjIoJIDmsl5TkGicUWZUO4oP6kDzC0ybdSo9XBqx2zAHyubEM/CLZX7ufOL9YRC/V0QFC/XS0uRTK6z2E+w8+K0NSQBI7K3dqCohGNzT78REQbJNF1dpNtRajnv+7YAROt4cq1TJS3tDabQFXp4M/nTOczAoHJfWtLNtdxuqsajJKG3lmRRb/WZOLj0HPReNjeHNDAdmVTby8OrdD+dAJmJUWSqDVhzNHRHDuKJmBxeNVeLs0kpZxN3bU3HDGTGGpcT7nPrueu97ZRnHtAbU2KjJgx7tQsE5ehL9/DFb+Ra4AZq2QmbDKdx76S4gcK5WLdhevpLnSVHwgWl2OU47aZiflDT0thCV1rTJlafQ4WVsGmZThhrRWfJbdCx/+At69QhYBbE9t6mPDs/BJbl6l49O9DUwIcDB07V1MX30FU9Zcy+0Fd/H0PF8KalpodrqZNzKWkpG3ooSPlNvrDDDxBkTlPswlGzqFSZkHuz7oHgOw+VWa8zZz3jNrufKVDSx6di2PfplBTVMba7OqepzPhpwahkf5kxRq05SPY8TO4nqyK5v53n4ubdFqzQ6ho2HsTWwljSHhfvxqXipnjZTj4/Uf8smpdDAlKRjbmv+Tmf3y1kgX0TVPSWW2PcGB4kUEJcLk22H3R9BUJa3Em/4DX9wjs599+ye53eifkVtUzO6SBi5/aQMZqsW60tGG09O9eGWb29urRVzjxCO3UsaAHJb6Qum2ebxdiYSAgISOApoZNXuJ7iX+o7O7ICnMyK7Cnmn7BwPx9ni2V2pJUzW6o1lAjpCxcYF8fOtUsisd7C1t4NkV2RTXtTAtOYj7zpJFyPQ6QZDVh0smxJIY4ktJfQufbCtmf7mD9Cg7M1JD8TXp+XxnKS0uD3/4eDc3TE/gV/NSSYvw6zhWepSdW2en8OQ3+3nnx0IAxsUFct3UBP67No/XdjQz6oKbCZ5zDkFmeD1D8P63Mkj2u/2V/JBTzUXju/inCwFFP/Y8qeociD0NPK3w6W2ynsfB3Jss/rJ2yLBzZSahgETY/SFkL+/eb9i5st5IVSa4mmSaXv+DT6AaJz6htp4WQuhuIezA7cT64zPygg5yLC27D+8FL+H0QKs5lLcK/Pkuez8BFiNnWvdhzPuuY3NDbRan133OzdOv58td5Tz/fTajo/15f85vMbgc4BsIjkqoy0cXP1W6JrbWSd/tjS/1EKexIp+aps4Mcm/8kM/84eGckR7OuuzuAcvzhof/5O/oVKeguonCmmYCfH1IDrNhNsobudlpYSzbVcavljtYn/4Ac6c1kxwRyD+3ejktzMb0VD3/XC6tIBajnvvOTCMl1EpdaQ6Gsi6ud9vfgbP+LlepXa3S4msNgS/vg7l/gB97WWBxtchsfanzwd1KWowff/2qhFExAbz0fQ6PXDiKSH8Lvj56mrskC7GZDH2PG9AYtCiKoqbg7UOms7rC/su2GBArM72lzGFf7T4Wpy4+ZPeEUD1b85zMHTH4MrYl+yfzxp43Dt9R45RCU0B+AuF2M1/uKuXPS2W6RrvFwKyh4Vz24g+E283cf2YaOiF4/Ov9tLg8crV3WiJGvY7dJQ1MSgzC4qNn8fhoogN8EQLSI/25491t3DQjkV+fkcaazEpOTwpm1f5KMiscHcfeUlDLpMQgAiwGrpuayAc7KvAz28ipdJBZ0T1Dz46iei4a3yWTlcclFY3a3O4nFJwEH98oM8tMvlVmLTpUfIXe2D0Ib8gCyFsEez6R74eeK6uff/W7TtcsexRcvkQqNxonJcE2E09cPIZb3txMeUMbZqOOh84bwZDwXlxU2hpl2t0D2hw5G5i9eSomQz2XnWbnV/NSmRAfiLLtkx67CCpfx7x5d7L4Fbmy9ttxbgxf3iPHZkA8bH1d+oFZAvGe+Si6pXdA6XaUuCmIrskbgBLRU6koq29l7lCpgHy1W66mLxwRwew0LeXuT2FjbjU3vLaJhlY3QsCv5g3h+qmJ2MwGpqeGsGhMFJ9sK+HdXQ00iUhuTU/hzDFN6AQ88ElnxqsWl4dnV2Zx74I0vs92Mj9mOuZC1eJqtMhA9DVPyEByo0WmAdcb5fwUezrkHJCRxxYuY96++xsoCgGWF3l4+gusaA7lg81FNKrpz5/+2Vh+tWQbDS1u7BYD/7x0LPHBWs2XE53KxjZ89Dpspj7cDtXm91/Ck8BE2PU+lS1VuD1uAs2Bh+yeFGbk212NeBUFXV+yefUjMX4xlDaV0uhsxM/H7/AbaJwSaArIT2RXUT23zExGrxckhVh598dCmp0ecquaaGhx8fbGwg5feI9X4cXVOfxq3hB2lzSQWd7IXfOGsGxXGe9vlmlxJ8QH8qdzh9PsdGM26rluaiLfZ1ayp6Shx7GL6pp5aNEIxscHcM6oKFpcbj7bXkpmhYPYQBP3jNMTJmqJi3fLi3C7udg/RioZUWNlbnwhYMRi6a7i9ciA3Ppimc63HY9LujU4KmSGouDkzviQhhL5GUKm2p10i7zgBydLd4iucSENJbDyb7D4FdlH46RkXHwgn9w2lZLaVgJ8jSQEW9HpBPlVTRTVtRBs9SEp1IrwseOKn4vvjle7bV9sSaO22cn5w2xcFllBaW0jOeURVARPwD60TiqwBrmq7fG4CfOUc/5wf64e4mK0dw+MukT6Ty9/qHOnLbWItf9kzzkfU1TdSEyglbT6IvTV+0FnwD3t16xpigYquskSE2ghJsiXJy4eQ+4cGeCZGGLF2pcbFQ0AapucZFc6MOoFv35vBw2tMoZNUWQGwcnJwUxMCCIqwMJfLxzJjdOTAIVmp5efvfQDdc0ubp2d0mO/VQ4ndc0uvsxs5Iqz72GyowhdbY6MO9v5Psz4NRh8ZTBvXQGc8Tf4/G6Y9RuUhmJE1X45L467Foy+suBkOy21jNj6J/aPfJG/zg0hoGIjwseXuYkprL8hBm99KTr/KKyRWua9k4HsyiaiAvp4TarNk0kr+gNbOLTWkVO6mVh73EHjP9rx99VhMwtyK9wkhx9Fna3jgEFnIME/gZ1VO5kSNWWgxdEYJGhX0p/I7KFh3P/BThxtbvQ6wfVTE2l2ethZXA9CUN3U3RdTUejwIR4a6c+2wrqOgEaATfm1jIkLwOqjZ31ODQtHRBJs9WF0bIDcZxfig63c/8EOHjpvBJdOlBYOX5OBwmoHv47LIHH1PTII8wcTLHpOXpR1OggfISfQ2lzpbqD3kcrGNw907rxsR+cKj9spY0Y+/5VURIy+sPg/kHaWNA2//bNOF5rh58sq6SMvhqgx0q3rQArWSTcYTQE5qYmwW4iwd/7Ga7OquOmNzR3/ld8tHMo5I6PYHXoxMyK3YyiVynBt+rW8XRrJr06Dnzf+G98lywgD0kOGUT//SZSiTxEbX5TZjb64F72rmTidgX/M+SOGzW9KBdoSKNPtHoCo3INLmLh1RR3QwN1TnubsmU52VLiJSUxnntnCB3sd5FU1o9cJ7pybyohoWVfGajZ0vNboO3nVTdz73nY25dVy25wU8muae/Qpq+/MIGj1MZAe7U9ds7ND+QAwG3XohKyN1E6kvxl/iwFFgeu+bOGGcf9ifHoD00J1mIY74ft/yEKoPlaY9VsZ8zbnAZy7P6fmzJfZnVcERitDrQ6i63r6pusr9zI33EHgFzci6gtloPrpt2L99o9ybjWY4IIXYNgiObdqnLDkVjX1rQI6SGU2YdrxFagdnQ4CE2ks/IHYiAPTzfROUpiRrXltg04BAVkPZHvFdk0B0ehAmzl/AuUNrTy8dA+ONrma5/EqvLQ6hwXp4QRZfRgeaSfc3r0wn07I2h5TU4Jxebz85Yu9LFQDytvJKnewPKOCpFArcUEW/rk8Cz+TgXFxnabXhSMjqGpso9XlZVNeDXjcULyFpIoVPDPDTeLqezsLarnb4JNfqlYK5IQ2/Dy5Opg8T6Yj/fr3MiiznSELZeVngKr9MltQezEvVzN8dLM0Q3/3SKfyAbDnY2n5+OhG6Scb2ssqUfIcsAQd6detcQJS1djGj7k17Cis4+4l2zr+K2ek+JLk3I+l7Ee8Zn++P+15Ns59j/3nf8kDTZcyIkRwQ3w5vrGjO2rHGOrz8K/YKN2mRv9M3ky61JtZrxvD8gc78+W31ILH00MeV/holud7uHlmMn+/aBRFTivzlzRxz3dt2KxWhkXaee+mKXx4yxS+uGM6t8xMxt6XqsgaB+Wb3eVsyqsFoLCmmZReskVF97LyXNfsYm9ppzvpJ9tKuH1OKiaDvFwFWX34xfQkqh1tfHBZFBsWu/l5ShO6gDg8RhusfkIqHyCDzVc/Dqnz8O54j0+TH+SZnToe+NHMz79s4sKvzZQHje8hgxI5lsCytVL5AJkxq135APn88S3d69tonJBkVTQSbu+DAtJfGbC6EhCPtXI/cX7xfeqeFGZgS+7gDERPDkhmS0XPVOkapy6aAvITqHb0nu1HURR+e1YaWeUObpqRTKCvvIExGXQ8cPZwbCY9Pno9r67LQ1FkYauuTEwMxM9Hz0XjYjqCHZ9blU2Y3cQdc1O4c24ql06IJcLfzLxhYZw1PAx2vgevLoQlV6HLXiFre3TF3dqZDaadoCSImyT9npPmdLbHT4VRF3e+b2uQVYNn/VbGdIC0YDRXy6DeA2mtkzeGTVUQNQ6m3N7prhWSBtN/LVcONU5qMssbueLlH7j4hfVszq3kgdMEb8x18fHiAB61v8fs7y/F/vY5zN1wA6HUccnnLu5e5ebB0XVcsvkKLJ/eKG8ahy2SNTnsURjK1FVqo1kqGV1RvOB1db7P+BRm3i9dCwHsUWwf/Sf+/UMVT6/IwtHm5s0NBRh0gicvHUNSiPTjD/UzMS4+kLQIP4wGbWo8Wlbtr+x4/eXOMq6YFEeYn/z/G/WCP507nKGRPf3BA60+jI7ptDhlVTj4YEsR/7xsDLfNSeH8MVE89e1+LoyoYNzamwn85EqCP7qUWfv+jEFxyvHQlZZaMFrQlWzG1dbCR1uL+cX0JIKsPpQ3tPHbjWaaZj7YbbyIM/+K0OmkNW3YedKEfWCldFcLOMqOyXelMXBkVjgGVwasrof0CyW1tZnA9rS8hyEh1EBhtYemVu/hO/czyf7J7KzaiffA/6fGKYvmgvUTCLH5EB1gobiupaNNCBge6U9WpYMnl+/Hz2zg4vGxWHz0DAmz8fLqHHYUd8Zz6ITMGtTOtJQQqhxOzh8XQ6ifiWZ1xRhg2a4ylu2C+GBfSupaeG9zETNSQ5jmVwJv3C0vhACKR7pJubq4Ohh9O1ObHoh/NJz7FEy7U1YSVrzSjQpk+r9PboOabPl++CKZJjVnpSzklTgL9nzUfX+WQJnS1xYG1mAZ/DnqMilPYCLYtODdkx2PV+GN9fnsK3cwOtLCBcq3BKx7QK5Im/2lYpBph7YGRFUGqQXvMCx8EeckKoR+c7sMTgfZf83jMOt3sPpxPOOvR7/7A3A2ywKYzTWdB9XpQddprfC2OsgJOwPdhXMJ9XHxUa6ev31Zj1dRuHlmEmNjA3jxqvGE202MiPJHd2AqXVcrVGfKLG5BiTKBgsYRM2doGGvUNMZOj5fHvtrHU5eOIcjqg7/FSGKIFUMvlcRdbi/3nzmUu5dsp6yhFb1OcOG4aJqdHp5ZIa25M1MCichegmivhA6IzK8wpJ3Vcw60hoCzibaoSfxQptDk9PDftbm8f1kU+oZimo2+vFE2m+uvnISPq15WVP/2T5Dzndw+brLM6me0dM61IN27Dja3apww5FQ2cf6YPmRorC2U17Z+JNfTwlAF6lvqcFsOHYQOUrGPD9Gzo8DJ5CGDK0Ob3WTH38efrLosrR6IBqApID+JMLuZJy4Zzc3/20xtswsfvY4bpieSX92Eo82NokBDi5tX1shsU3aLgT+fN4I/fLqLhhY3JoOOW2Yl428xcM+CIXi8CjuK6vnv2jz0OsGfzhnGe5uLuXlmEq+sycXlUQi2+nDtlAQeXSYvuN9nVqFM8na/0G57S97gff+YTGvqY5V+ysE9gzg7UDyw+xNY8w+5yucXCVe+D2v/1al8gMwgM+cPsuhgYBzMvA/Kd8kbNSGki0Llfrjgxc50u0YzRIw41l+/xiDG0ebi+0y58n3XKDcB3/22s7J5a72szzDqEvjxZQDM+au4cuy1BLvKZPa1rigKeNrwhKXjij4dXdrZiO1vS6vcqr/L/RnMuOc9jEHdH7Zwto15iMveqsDp8fLf6yZy1hQ7w9OasZoMVDucXPLiDzQ7PZgMOv5x8WgWjozsrOfRUgfr/iWzKLX/H372joxr0jgi5g8PZ9X+Clbtl0rIxIRAhkX6EXuIgm+Z5Y3c+tYWCmtaWDw+hrQIG6lhfvzxk93MGRbGNVMSeGN9Hmcm+aDbu67H9qJoM+Xz/kX4N7dJ6685QMYMbX2TzNMe5bMPGrGZDLw5z0ncBwul1VZvZMjM36P/+kNpLU4/v1P5AChYD8lz4cxHZGY/Z5OsqH7hizK9uMYJS6vLQ2VjG2H2Pljma3P7LwWvSm5jPpF+oVgr9lEff3qftkkKM7I5d/ApICDdsLaWb9UUEA1AU0B+MpOSgnn8ktFsKahDAEt3lDItJYSYQEuPgEmTXk9GWSPXTUkk3G6ipL6VD7YUcd7oaJ5dmdVtvx6vgleBYJsP3+wp55ezkhkVE8C+skae+Ho/ra5O82W9MYwwH6u8IIJMP/njK3Dlh1KxsIVLd6t2NyhXm4wHaauHwAQZhF64AVY/1ilAYyns/bz7BbgdrxtS5srXlkCZftf3cpmvvKVWzZEeLoOBm6tkgHtg33xXNU4ObCYjs9JCeXVdPkGeyk7lo70CuX8MBA+R8UW531MbNYMdVV4WD4mWq4uOLpmohKAqdDLvtZ7JhQW7CHe3wqSbZNzT/IfxoMMTlEqVx4zPWRPYV1DCrqYAsnLg+TluBAKzq55QvzBC/czkVzWx+I1NHe6NbW4v9yzZzrBIP1LCVFeg0h3S/audxlJ503n5u9K6p9FnYoN8efpn48it6swg1jWuxuV00lq2D09TNfrAOCyhCby6Lo/95TLt+Bs/5APw94tGkV3pYF95IxeMjeKfl40lyKLD2zQVXeW+bsf0RI7lmvWh3DjpHdIDFGL9DbQ119NyxgtUu8N590YD4bp64t5XlQ8Ajwv9yoektS33eyjZ1vNkSrbARf+BhOlSSTlwbtU4IWkPQDf0JZFAbS6EDj/+QqkoKBQ05DMpMAV7+Z4+KyApEQZe+96BoiiIQTY+UwJS2FS+iUuHXjrQomgMAjQF5Cgw6HQdLgEgA2//esEIbp+TwnPf5eD0eLGbDdw0M4l/rcikocXNr88YwjMrshBCpvkM8DV2ZHsBWSG6vsXFhPggvttXyT+XZ/HgecMpqGmmsYtbFsA2ZywLzn5Cppd0NkkXgVn3Q/R40B/w07Y2wMYXZK57r0eu7M76DTQU9zyx/csgaZbMgNWVrjU8mipg/bPdPw8bBv6xMrDd45RKyiWvd8aPaJz06HWCK0+PZ0NuDTV6o7xBUxSY/TtZgXzbW7LjsPPwTr6dnbYzefezUr7cZeCLc/9FzDc3ScuG3oeiKX/m5m/BLZq5Lm6TLHbZpeClPnwEev8YojK/onHUz9lnvQyPt4kHvc9jXf0lAJ7Y0yHy3xCcTHljK01dCsmBdA0qr2/tVEDqC3qeVMF6aK7VFJCfgN1iZHRsQI/21pZG3Jv/h9/KP8gkF77BNF/wGhtyeyYQyKpoJMjmQ0VDGx9tLeGjrSVcPD6G8eMvxlS0EVG+CwAlbSGO0DHsLy/ja5uF6a3f4/vFP/FVvATao6mb+Tyx6ZMxVhRKxbIrqrWNqn3S3bRwQ/fPk+eCj5pi/FA1kjROKLIqHL0mQuiV2oLuMZPHmfKmCkw6E0pICr5b35FxbrrDJ8YItukxGQS5lW6SwgZXIo0hgUNYmrN0UCpHGv2PpoAcBSNj/PnF9ERyqpoYGe2PyaAjLcKP0XEBTEoMZl1ONS63l2dXZtHQ4ibUZmJ0TAB3zE1BJwTLdpXywMJh/OnT3TSpLiG3zErm0+0lXDoxjtvmpNDidJMUYmNosIHzI6ppaWliba0/ha0WRsQGgv0SWXitvlj6qkeM6ql8gEybu+Ivne8bS2HTf2ThwQPRGWHybVC8uTOD1rhrIGZCZx9rqPR/buwShJl+ASy7r3PVu6UWPvwF/GKl5kd/CpES5sebP59EeU09Tsvf8dn6GlRmQMXezk57P6X1vJfYWBHMnXPDSA618sT+SsaO/h8JhhpCwqO57asGsqtbMRtdNE4Yj5kDKulGjYG8taAo+G1/mfPOn0tLdSHWrV92dNEX/iAVn5n3EeZnxuqj76aE+Oh1hHXNgOPfpXBnOzGTZGV1jWOGs2QP9m+7pEtursb8xW38euob3PRRU7e+wyLtxIdYefDT3bg8Cnazgdlpwbh3L8EcMRKGng1ChyjaSGPhbu6aO5mpxr2ErnyycycNxaRs/jMlEW/gI+xE+UX2VEL0JmmB87HJRZzizbI9ea5MW65x0pFZ3ti3FLxOBzgb+3UeyGvII9wWjsdowWkNwlqVTVNY39LxpkQY2ZzTNugUkDDfMNxeNyVNJUTb+hB3o3FSoykgR0Ggrw9Xnh7Hw5/t5alvMwFYl13Nw+el42vSkx5l55OtxdQ2u/AzGXhs8Sjig3x56ttMNuXXckZ6OP6+Ru45I42aJicC+HBLMQU1zbg8Xp5ZkUWIzYeL0kxEb3sK/z3yBmxG+EhyZ/5TliXS6WRhwaixhxa2a8rcdkq3Q6tDKhftVaP9ImDhoxA5Cq79UsaBGC0QkiIvzO3Yo2S8x5Kr1BVrI9giOpWPdhrL1CKGmgJyKhFkMxFkC4Po6yBxOrxzWY8+3tLtpMVMxWzQ41YUpqeG8MePy2lsM/LY4gjOHeuPokg3iXerLNyQshBz1hdy4/B0WRizNrdjf3ZPLYE1G3sKs/9LmHoX8cG+PHHpGO56ZxstLqnwP7Z4FEmhXcZ15GgZM7D2qc7/w1l/06wfxxilrud8pKvNY2Koh1/MSMTXaEAnoMnpZl12FaNjA/jktqk0tLjxtxjZmpmPreAb6e7ZhUh7AqERMxlGXY/9+5RspLCkmF8ureLzc58k7lvV2qYz4Jn5O/R7P5Edt74Bl38AXqd0HQxOAUvAcfgWNAaa/eWOXtND96A2X3oNiP7Ljpdbl0uCv3RhbglKxK9kW98VkHAD6zLbuLhvXlv9hhCCtKA0fiz7kegUTQE51dEUkKNkdWY1yzM6/daTQ208tHQP3+2TAbUzh4Ty5s9Pw+Kjl9mzAn156ZoJ7C9r4OkV2dz0xmYeOHs4720q7Ejte9G4aLYUyFSjNU1OTKWbOpQPAH35TkJ2v8Ym731EBnSpWn4o7L382cNHQP5qqMuXweuhQyHmtM4gcr8w+TgYSTPhxlVQXyQzzbhbO11u2rGGyofGqYneKF1WYk+XRTC7YAkfwiurc9lWVE98sC+/nJnMXy8cic1k4OOtxXyyvQSAUTH+pAyLZkPSn9HFXMuoCDPWqu0Ylv+p2/587GF44qfC7ve7y5A8Hww+CGDB8HA+v2Ma5Q2thPmZSQyxds+CZQmQ/4X0C2Ua6sDEzv+DxmFxe7zkVjfR0OImOtDcrSBlV0Rv36l/LC5zED9kF7BTzRi4eFwMk5KCeOH7XNLC7YyLCyC3qolxyTEodZMRBygg3tCh/N/nGUw7LxTfA3bvjZ7A0v0tNLa5WfSFkf+e/ynNlXnUKna+zjfx8Blz8BcOCEiQcW0aJz37yxuZldaH61Ntroz76SdcHhelzaWcFnkaAM1BiUTs+ABG9c0NKz7EwHsbmmlo8WK3DK6U4qmBqWws3cj5KecPtCgaA8zgGpknICu7KB92iwGjXtehfIDMhb9iXyX3vreD5RmVLN1Rglfx8n1mFWuyqvAq8PevMjhrRCRPXTqaF68aT25VM8v3yv0GWX3wq93d47gBRStoqq/t0X5QIkbB9Hs7gyZ9g2HiDZCxFIq3QHW2vEk80putoES5wh02DEKHwVmPdebT97F1z4qlcWridEh3qaCkzrbUBbgUQXF9K8Mj7Zw7Ooo/frqbe5ZsZ0dxfYfyAbCjqJ4qRxuPrizhqmVuXi6IYD2j8Nq7KN/jrqXcOpQPG9Jojp3V0axEjpFZt1SEECSF2picHEJymK1nCl6QFr/IUbLisTZ2+0yL083/NuRz9j/XcNFz61j0zFq2FfY+R/lEpuOY9VDnirLZn+azn+HlrU0dygfA+1uKKKlrZVZaKG0uD//+LpuF/1rDSyt2IcKGQkiXbDpJs0FvJNBqZLeSSNWYWzvnO2so+8f+gWq3zHZU2+ziue0e/rg9kDtWtDI2OQpTzCgZZK4pH6cETreXoroWIv37EANSndOvKXgLGwsJMgdhVK+lHpMfLt9gbBUZh9lSYtALksIMbMsbfEUJhwYOZWPZRpQDvSU0Tjk0C8hRMi01pMMCkhxiY09pfY8+e0oaCLT68PyqbM4YHkFckC8/5HTWMWh1eXl1XR5npIdz88zkDusHyKrAjoA0Dpz66iOn4OsX0HdBLf6yAvrwRdLtIDBBFgUMHSJrfwQPAfNRupkYzdKdK36qTKkaENv9plPj1MTkJ11lEmfAyMXyprN4M6XNgrpmJ1dPjufxr/cDEBtkIbvC0WMX67OrSQq1klHWiFGv44ZlLdw28d9MDaxjREIUhKbyzbYayrwhfDfybwSm5ON2u4lMHklKSEI/n/CpSUZZIw9+uqfjfXlDG7/5YCdv33g6gb4+3fqarXZck2+iIWEW3qZq9EFxeP3j+fKjNT32W1zXysp9FYyLC+xwda1oNdBUkYs1dpJMmyt0ULodh8dAXZOLXTWC10rmc920WViVJva2BvPkp81cOzWSb9XFnWkpwVw3NYEAi5HkUJtWfPIUI6fKQZifCZ++/O41WZA87/gLpZJdn0OEb3eLS3NoKv5563F0TQZzCJLDDWzKaWPGsMGVjjfCGoHT66SosYhYu6bsn8poCshRMndoGF/uLGNjXg35Nc1cPD6GtVnV3fqkRfixdEcJVQ4ndl8jZfXNTIgPZHN+99XBiQlBDAn34zdnDeXvyzLwKmA26qkNGktjyiL8sqSPsicggdyUaxkWG3xkwhrNcmW3K8d6VcfgA+H9l6pQY/CgKAp51U3UNbuI8Dd3rizqjTJ97juXQ00OAE0p57JDNwyXp5w2d2dq6YqGNmKDDnSegRHR/uwsruPmmcl8vqOUNreXx9c38Dg6VtyTRmFBM49/s5/aZhdWHz23zk7lrU0F3GCBlIT+OHuNotqWHm0ZZY3UOJw9FBAAo8mCMWFMx3uXx8vU5GDe3VTUrd+wSD8i/E3ohaxWX9nYhq/Zhy0h5zF5068w1EjltSlhPpuU4QRY6zEbdKwvaGZ9AYAP0Eh6lJ3sSqncTk8JZnZaGDG9jDWNU4N9ZY3E9eX393qgrqhfi07m1GVzelT3AI6m4BT883/A0FyN2/fw1/7UCCMrdjfi8SqddY4GAUIIhgcNZ33pek0BOcXRFJBD0Ox0k1/dhMcLCcG+2Mw9fS/jgq28cNV4sisd6HUCr1fhh5xqthdJS0h6lB1fHz1VDidBVh+MOkF1sxuTUc+wSD/2lsrKz1NTgpmaEsz+8kYWDA9nTloYlY2tRAdaUBQo8fs/ok7/JYqrBYctgYTgaAJ6uahraBxvnG4PuVXNtLk8xAf74u/rQ1Ormw251ewsrierwsGG3BqevXwcExOD5EZhw2i9cimuikwUvYm3sn3AG0BMYAPRAWbunJuKgsL+cgf1zU4mJwWzPkcq8smhVhaPj+Hi8TH88dPdZHWxkMQH++JVFO56dxu1ajrrJqeHp77N5JZZycQF9jHFpsZR01s2ofhgXwJ8+5aJx6jXcf20RH7IqSa/Rioz84aFkVfdxGvr8rGZDNw6O5n//VCA2aijxBDHxhmvEthaiM5gJJcojL5BPHVJAnq9juomJ/9dmwdAoK+RB89NBxR+MT2RpBAbgVZt/jyV2Vva0LcUvPWF0oPA2D+WhNrWOpxeJ4Gm7hm3FL0BR9gwgrJXUTHywsPux27R4e+rY3+pi2HRg2usDw0aytritVySdsnhO2uctGgKyEEoq2/l8a/38d5muRo3Oy2UB89LJz64ZxXfQKsPY8wBLNtVxv0f7GBBegQL0iNIDLGyJrOS51ZlYzbq+P3CYQT4GrjhdZnecfG4GM5Ij8DPbCApxMaVL2+kusmJzWTgsYtHsWB4ROfKRagNkKsF9n75BjQ0elLT1MZL3+fywvfZeBUYHePP3y4cyQdbivjv2jy8CoyM9ueK0+O5452tfHLrVMLsZnIqHdz/QT4/5jWhE01cMSme5oZGbpyRxPbCet7dVIiiwLi4AIZG+HH+2GiEELg8XpJCrITZzTha3Zw9MpJ/rciUCapMBh69aBSNre4O5aMdp8dLoK+RUTEBA/NFnYIMi/Djzrmp3X6fv180imBbH6pMq6RF2Fly8xR2FNbR0Opm1f4KXlsnCxI62tw8+U0mj1w0km/3lvObj3YC8MiFI3nxuxyyq3Iw6nO5fU4qdc1OogMs3DN/CE6PF5NBh91iIC1Cmz01JLtLGpiYEHT4jtVZvSdxOU5k12URZe09a6QjciQR29+lesg8PKbDj+XkMANbctsGnQKSHpLOu/vexe11Y9Bpt6GnKtovfxDWZVd1KB8AK/dVMnFHKb+cndJr/6xKB3e+uw2PV+GjrbK4X5ifiT+cM4wgm4lwPxPDIq1UOVzcNjsFBfhqVxnvbS7i+qkJ/HtlNtVNMmDM0ebmzre38fkd00gN19J/agwethfW89yq7M73RfX8Z20ee0sb8KoxhTuL60kI9sVuNlLR2EaIzcSbGwr4MU+6HIbbzdhMBqalBONj1PO3LzI6EqdtKahjfHwg4+MDexSqspkN3DIrifnDw6lrdhIb6Et8iJX86iZsJgOOLoU6dQLGxwcS4tf3m1+No8NmNnb5fVzEBll6XbA5HOF2M/PTI1ibWcmn27vX6hACmtvcfLFT1h+aOSSUD7YUk61WW3d5FJ74Zj9PXTqGu97dBsCY2ABmDgllfU41wVaTNiY0AMgobeTi8X3IIlm5T6bg7Sf21+4nwZ7Q62ceH1+aQ9MI3v9tn6wgqRFGvt7ZwhXTjrGQR0mAKYAQSwg7KncwLnzcQIujMUAc16g7IYRZCLFRCLFdCLFbCPGQ2h4khPhGCJGpPgd22ea3QogsIcQ+IcQZXdrHCyF2qp/9SxznMpqrMyt7tC3bXYbT3bNSL0BxbQseb/esDhWNbewrd/DMiiweXbaP/OoWHvkyg6dXZPHCqmympoQwNSWYAF9jh/LRjtPjpaSup0+1hsZAsre0oUfbqv2VpEf5d2v7Ma+WiYmBBPoaaWh18c2eckCmqf7ZaXG8vj6Pm/63hd9/uJP7zkzD1CUQdPneChpb3fSG2WhgRLQ/01JDiQ+RN7fxwVYeu3gUPnq5D71O8OdFI0iL8KOkroXthXUU1jQfk/PXODSdv09In5UPl8dLZnkjO4vrqGvunAejA32x+ui79Y0P9uXHLrFz6VF2fsyr4UAqG2VK8/NGR5EYYuXpFZk8+Oke7np3K3lVTT36a5xaVDnaaHa5CemLda5yX+8FSo8DLe5WyprLibQePN6kIXos9uKt+DSWH3Z/McF6apu8VDX2ft8ykKQHp7O6ePVAi6ExgBzvtB9twBxFUUYDY4AzhRCnA78BliuKkgosV98jhBgOXAakA2cC/xZCtF+BngNuBFLVx5nHU/Dx8T1Ns1OTQ/Ax6HvpLVftDlSJ/C1GWtSqyxeMieL9zcXsUWM+XB6FV9flMTUlhIkJQdhM3Y1ROjXgUkNjMJEU2vOmcmxsALlV3TNXDY+yc87ISHkTaTJwmhoLcv7YKJ78dn9HNfKS+lZeW5fHeaM7XQ4mJQXh69P7/+xgLBgewed3TOO1609j6e3TuHhCDJvza1n0zFoWPbuWc55ew7d7yvF6tdSPg4n6FifPr8pm4b9Wc+7Ta7nmvxvJrJBzZHywL49dPBqjXk6sOgELR0R2CxzOrWpieGRPV5RAqxGDTpAcauWjrcUd1rk1WdW8v7lISwF6irO7pIHkUFsPK2sPPG0yBsS/fwrp5tZnE+Ebhv4Qbkkeo4WG6LGE7/gAOPQ41glBSoSRLbmDLx3v6NDRrChYMdBiaAwgx1UBUSTtdyZG9aEAi4DX1PbXgPPV14uAdxRFaVMUJRfIAk4TQkQCdkVR1ivyyvF6l22OCzNSQ5kQH9DxPjnUykXjDu4HmhJm44Gzh3UoIT56HbfMSuaTbcUEWX2YkRbaEVTbFR+9jgh/M48tHtXtQvunc9NJDu1DhVYNjX5kbGwAZ6Z3rs6F+pm4ZVZyt0DjMD8Tt85O5rREmanFqNdxw7REogLMtLm9HHjvl1fdTJhdBnjGBFq4ZkoCBv2RTU16nSA13I8xsQF4FYV95Y38fVkGlQ65El7f4uLWt7aQW62tfg8mdhY18PjX+3F55KDYXljPc99l43R7EEJwRnoEn98xndeum8gLV47n852lNDs9jI6RFrdv9pRzxaQ47JbOG7bF42Moqm3hytPjyavuafn6cldpN0uLxqnHzqK6vmXAqsqS7lf6/omhyKjZR7Tt8PEmjREjMLQ1Yi/cfNi+KeEGNma3HgvxjilJAUlUt1ZT2Fg40KJoDBDHPQZEtWBsBlKAZxVF2SCECFcUpRRAUZRSIUR7Ltho4IcumxepbS719YHtvR3vRqSlhLi4uJ8sd1ywLy9cNYHMCgder0JymI0AXyP7yxvxKgrxQVYs6iptVWMbpQ2tzB8WzumJwVQ62gjzM+F0exkeZSfU5sOL3+eo7gLdU++2uDy8sjqXxRNieOfG06lvcRFuN5MSasNkPLJVYBRFVmxtbQT/GLAeYZpejePCsRqTg4FwfwuPLB7JDdMTaXF5SAyxEhPoyz8WjyazwkGLy0OUv5kWlyzy1X6RHxpp5/ObxuCqyiVlri8v74FdpfLmMNRmYmJCIC9eNZ6RMf59KgxW0dBKeWMbgb5GYgLlMbIqHNz//g42F9Tio9dxxelx2MxGVmdWAdDm9lJS26Ip9iqDYVy2uNzcNieFioY2PtlWTJvby7d7y6lpTiPCbkGvEwwJ92NIuB8rMyrIrHCQWeHg/DHRzB4axrgII6NttSy8Noq9rSEoBiNDw2yUNrThcLrYX+boiMlrZ1iknTd+yOfSiXGE2wdXjQSN/hmXWwvrSO/FctaD8t39VpjS6XGR35DPqJA+1PkQOmqSZhC2+1OawoYcMiA9JdzA51tbaHMpmIyDJx2vTugYGzqW5fnLuXbEtQMtjsYAcNwVEEVRPMAYIUQA8JEQYsQhuvf271AO0d7b8V4EXgSYMGHCUdnZg22mjgwu5Q0t/PmzPby1sQCvAueNieK+M9KocrRxx9tbKahpwW428LcLR7IgPQLjASu4Z6ZH4lG8Ms1oi8zYM3dYGP4WI9sL6zj/2XXoBPzstDjumJNy5MqHqwV2fQBf3gfOJlmV/KKXoI9FizSOH8dyTA4GAiw+TDgge4y/r2zbUVTHz1/fRF5VM34mA/93wQjOHBGJT30ugV/cB9nfcr7OwLTRt/CPoLl8tK+VG2cmce9727nstLg+ZaXZlFfDHW9vpaS+lQBfI48tHs301GD+/V0Wm9Uink6Pl/+uzePXZ6R1KCB6ndACkLswkOPS6faybFcpv/9oF41tbuKDfbn/zKE88mUGY2ICsPeS8nxkjD8XjYvhgy1FfLytmI8vj2bY1r9hyl4GOj1pI2/gWefZZMXGc9H4GKwmA9EBvkzeVcb6bGl9jvQ3MyLKn0eWZRAfbGXRGK3S/WCjP8blzqJ6zh3VB7eq0m39dg3Nqc8mxBKCj75vc5TTFoojbCjh2z+g5LTrDtrP4qMjOkjPjgInE5MH1/w3Lnwcy/KWaQrIKUq/lX5VFKUO+A4Zu1GuulWhPleo3YpozzUriQFK1PaYXtr7jTVZ1fxvQ0GHL/Gn20r4Ymcpf/p0NwVqzvqGVje3v72VrPJOf3ivV2FvSQP+vkZSQ208e/lY/nL+CH41fwi+Rj351c0dlXm9Cry5oYDVWVVHLmDZLvjkVql8AFTuhaV3Q2vPoGENjeNBTVMbdy/ZRl6VtGw0trm5891t5Fc1wubXIPtb2dHrJmTr09yXXs/NM5N4ZXUuVQ4nz6zIYlN+z4DirpTVt/DLN7dQUi9dCuqaXdz65hZyq5r5dk/PoMz6Fhc+eh1CwB/PGU5yLzEsGv3P/vJG7nx3G41q5rL86mbe3FDA4vHR/GbhUPKrm8mpdOD2dBapbHV5uGpyPJ/eOpWPbplMSulSqXwAeD0EbX+BS8IKeXjpHvaUyHkvJtCXpy4dw+8XDuPOuamcOSKCJ76RhQu/398z0YjGyU9pfQtOt5ewwy1GeJxQtQ8CE/tFrl1Vu4jzOzJrS0PMOMwNxdhKdxyyX2q4kY3ZbUcj3nFhaNBQChsLKWosOnxnjZOO450FK1S1fCCEsADzgAzgU+Aatds1wCfq60+By4QQJiFEIjLYfKPqrtUohDhdzX51dZdt+oWVeyt6tH25s6xH8LhXgcJa9QasxcVzq7I5/99ruezFH7j/w13ohMDPbODJb/ZT1eRka0Fdj/0u7+VYh6Uuv2db0UZwHD5ThobGsaCisY2siu4xFooCzqZa2Ptpzw2KfuStjYWUNXT6J6/NrKKw5uBxGmUNbVQ0dr+QOj1eGltcjIj279F/ZLQ/z181jqW3TeOyibEHTSKh0b8U1jT3iAXKrnSwaEw0//hqH2f9czVnPPU9/1qRRZWjlWW7Sjnn6TWc/+xabn9nK4EGJ7asz3rsN6x6E5EBZvK7jKEwPxPlDa38c3km/12bh1NVasbEBhzPU9QYpGzOr2VIeB8C0Cv3gi0cfPoQK3KUtLhbKWosIvoIFRBFZ6AmeSbhOz5E5zp4pr+0KAObc9p6ZOocaAw6AxMiJvB5zucDLYrGAHC8LSCRwEohxA7gR+AbRVGWAo8A84UQmcB89T2KouwGlgB7gGXAraoLF8AtwMvIwPRs4MvjLHs3xsYH9mibkBhIQ0vPdKHt2as2F9Ty2Ff7aHPLC96WglpeW59PapiNucPCKKxpJjW8pz/6+F6OdVhsYT3bAhLAHHDk+9LQ+An4m42E9pLWUmfyoy2iZ653Z+AQ6g8oIGj3NfL+5oOvhgVYjD1SswoBviYD95+Z1i0Y+Yz0cE5LDGLO0HDSo/2P3K1R47jRmytcqJ+JkroWVmRIy4TLo/Cv5ZnsLW3ktre2UqeOlfzqZv78VS7OqIk99lHvP4yqRidhfp2xHUIILpkYS0xgZ2zRyGh/pg8JPdanpXEC8GNuTd/qaxVshODU4y8QkFG9l0hbJD66nq6Hh6PNL5KWwATCdveyyKMSaNVjt+jIKHYdtM9AMTlyMh9lfaRlpjsFOd5ZsHYoijJWUZRRiqKMUBTlYbW9WlGUuYqipKrPNV22+T9FUZIVRUlTFOXLLu2b1H0kK4pym9LPo3VOWmi3dI+xgRYuHh/LHXNTO7JXAdw+J4Uh6uSWWd7YYz/rs6tobHXxj8WjePzi0SwaHUVcUOeFcWiEjbnDwo9cwPCRMPEXne8NZjjvn2DTLrIa/UNkgIVHF4/sqMcBcMvMJAL9fNkZfw1YO8diS/QUWiJPw8/cqTCMiwukpsnFZ9tLaWjp/UIZH+zLIxeNQq/r/M/df+ZQUsJsjI4N5LPbpvHfayey5KbTeeTCUVqQ8SBlWIQft8xM6njvo9fxtwtG8NKanB59c6uacB+wcrt8fw1No6/H26VAXGvEBL5zprFwZCTpUd2DcoeE+7Hkpsm8fv1pvHnDJF65dgIJP6FIosaJz/qcatIOq4AoULAOwob3g0QK2yq3kXiQ4oN9oT7uNKzlGViqsg7aJy3KyLr9gzAbln8SOqHjx7IfB1oUjX5Gq4TeRxJDbbx63UT2q1mxUsJsRAVYSA61sfT26RTWNBNi8yE13A+r6pYVGdAzm09KmB82s5FAq4lJSXIV8N2bJpNZ7kAnBEPCbR0pSY8I30CY+0cYdTE010JQIoQMOapz1tA4UmYNCWPpHdMoqG4mWP0/+OgFjxX6syf9P4wwleMSRr6uCmJckz//uCSYbQV16ATkVDXxvx/yWTwuuiPD3IEIIThzRASfh02jqLaFMLuJ1DAbZtW6ER9s/UnVtzX6F5vZyK1zUlmQHkG1w0lcsC9xgRY+2VbCnpLuCzfhfj3nQ3+LkabAoRiu/BKlIgP0PpSZEkjXB3JBmB/+vj1XkqMCLET1MidrnDrUNDkprm0h8XCxYJUyTgi/gxcEPFaUOcpodbcQfojig4fDa/ChNnEaEdveJXf2faDvOf7To428ttrB9bOVbgs4A40QghkxM3hz75ucFnnaQIuj0Y9oCsgREGY391AO9DpBWoQfaRE9V1Qmxgcya0go36nBjn4mA7+Ynthj5S3S39Kn1KOHxWyH2ElHvx8NjZ+Irkva1K5cPzWRq17ZSE2T9KeemGDgurgAFEXh6eWZbFFjoUJsPlw/LbFHFrmuGPU6hkbaGdqXNJoagxabycDYuO7upjfNTGZtdjU1TbJOx8SEQIZG+nH7nBSeXiFXd/U6wSMXjVTTLydCuAwS1kaDxuFYk1XF8Cg7Bt1hnD8yv4LIMfSoLnwc2FS+maSAFESvyT77TktQAr7V2YRmfEFl+qIenwf76fGz6Nhd5GJUXP/UNekrU6Km8Jvvf0NhYyGxRxgHo3Hioikgx5Fwfwv/uHgUO4rrqWtyER/sy7BIO76mQfi1e9xQlwdeLwTGg2FwpevTOLFJj/Jn2a0TUWoLUPQGfEKSCLJJZf6Fqyawv7wRp9tLSpiN2L4UCNM4KRkR7c8nt04lq8KByaBjSIQfITYTN89MZs7QMCob24gL8iUl7AhquXg9UJsnnwPiwKi55Z2qrNhbzoionskqutFaD3mrYepdx12eRmcjWXVZnJN09jHZX13CVCK2v4cjciQtQUk9Ph8RY2Tl7pZBp4BYDBZmxs7k5Z0v89CUhwZaHI1+YhDeCZ9chPiZmTN0kF/wHJWw4XlY9y/wumHsVTDj1/1WgEnjFKA2j7DlD8Gej0Bvglm/gXHXgm8goX6mjsQNGhqxQb49lFBrL9aSPtFcDT++Aqv/IdOqjrwEZv9eLrJonFK4PV6+21fJw4sOVYoM2LEEIkaBqQ+B6kfJxtKNJPon9rn2x+HwGM3UJE0ncvOb5M28G69Pd2+LkbE+PPtNI81tXnxN/VaFoU8siF/AA2sf4IYRNxBr1+49TgUG1wjUGBjyVndeoBUvbHkNMpYOtFQaJwuKAlvfhN0fytfuVvj2QZkmWkPjeFKwAVb+H7jb5Njb8S7sfH+gpdIYADbm1hByuMWO6kzIXg7Jc467PI3ORnZV72Jo0NBjut+WoARaguKJ2vw/eT3vgs2sIzncwKq9gy8Y3eZjY378fP6+6e8DLYpGP6EpIBqQ+XXPth1LwDX4JimNE5CWOtj5Xs/2wg39LorGKUbe6p5tO97RCrSegny4pZhJiUEH71BfDMv/DMPO7Rfrx/dF35Pkn4TFcOwTI9TFnY7O1ULYzo+A7hnkJiSa+GJbC95BmPZ2QfwC9tXsY3nB8oEWRaMf0BQQDYgc1bMteoIWB6JxbPDxhcjRPduDU/pfFo1Ti9BeVpejxoFRizM6lWhsdfHVnjKmpYT0/LCtQS6QfHEPJM+CiJHHXZ6ixiJy63MYHpx+fA4gdFQPmY+1KovQ3Z/RVQmJD9Fj0MHGrMFXGd2oN3JN+jU8tO4hypu0IsonO5oCogEpC7oXXLKGwvhr+iUDiMYpgMEE0+7qXhQzcizETxkoiTROFRJndL+htATC5F+CXgt/PJV4Z2MBo2L8CfBVg69bamDvZ7DsN/D+9VC2AybeIBfejjNOj5PPcz5nXNh4jLrjNw69BhMVw8/GWpFBxJa3wStrKwkhmD7UzNvrmgZdZXSAIYFDmBM3hztW3EHzIaq7a5z4aLOwBoSkwNWfQMVumSkmdBgEJQy0VBonE1Fj4RfLoXKfLJIZNhzskYffTkPjaAhKhMuXQPkeGeMWNhR6yQ6kcfLS1Obmhe9zuGdBGlTtl3FAZTsgdLi0zI5YDIb+yQqloLA0ZykhvqHE+MUc9+N5DWYqhp9LcPZK4lc/TcmEa3BZgxkSYWBDlmDZ9mbOHjv46iYtTFxIZXMlty6/lWfnPouvZrE8KdEUEA2Jf7R8aGgcL4JTNLcrjf7HHiUfGqckj3+9j+EhBhK2PyEXQBKmySyPhv7NTulVvHyd9xUNzkZmxszst+MqeiNVqfPxK9tF/OonqUo7g7qEqSwcY+G/qxyMijMRGzy4bgWFEFydfjVv7HmDK7+4kn/O+adWH+QkRHPB0tDQ0NDQ0DjpWLYpg8827uOKiselC+i0X0nXz35WPlpczXy4/0PKmyuYHj0dvejnWy8haIwcScXw8/Ev2Ej8908S68xj/kgLf/ukjqpGT//K0wd0QsfVw69mQsQEfrb0Z7y++3VcHtdAi6VxDBlcaq+GhoaGhoaGxk9FUXCX7eb1T7/h6bwofh29B3v6zeDT/65GLe5WdlZu54fSjSTY45kQMQFdfysfXXD5BlAx/Dx8q7OI2vIW51kCUILO5rdvK9w4186EJB/EIIr9FEIwP34+I4JHsGT/El7b8xqXpV3GwqSFRNs0j40THU0B0dDQ0NDQ0DixqNwHdYXgbISmKrYW1LCpsImdVQpfesYTYozitpFe/O1jqWlyQ1P9cRGjqrWaNm8bbo+bNk8bze4WGtrqqGqtpqGtgSBzEKMCxmE32qmpbzwuMhwxhjAKE87AVlfErKqPiG4L5tmlZ4LQMSm4kvgAF4E2QYTdS1BqAt5+ipE5GGaDmauHX01eQx6rilbxr63/wmKwMDJkJMkByURaIwkyB2Ez2jAbzFiNVkaFjhpQZU/j8AhlEOaCPlYIISqB/D50DQGqjrM4R8Nglm8wywbHXr4qRVHO/KkbH8GYHEwM9t/4eHGinPdRjUno13F5onynB6LJfeQcq3HZxAHnoBPg+aN9fNe201qfpYLAjvdBSt3RHLrPDCKDwU+m/RSqCOjx2aXBt3o+tViO3Y2igkBwdPvTgcFqOOQCeu6juRlNe5uaevnoqMelxrHhpFZA+ooQYpOiKMc//95PZDDLN5hlg8Ev34nAqfodnqrnfTw5Ub9TTe6B42Q4h76gnafGqYZmn9LQ0NDQ0NDQ0NDQ6Dc0BURDQ0NDQ0NDQ0NDo9/QFBDJiwMtwGEYzPINZtlg8Mt3InCqfoen6nkfT07U71STe+A4Gc6hL2jnqXFKocWAaGhoaGhoaGhoaGj0G5oFRENDQ0NDQ0NDQ0Oj39AUEA0NDQ0NDQ0NDQ2NfuOUUkCEEGYhxEYhxHYhxG4hxENqe5AQ4hshRKb6HHi4fR1nOfVCiK1CiKWDTT4hRJ4QYqcQYpsQYtMglC9ACPG+ECJDCLFXCDF5MMk32BFC/EcIUSGE2NWl7UEhRLH6m28TQiwcSBmPB0KIWCHESnXM7BZC3Km2a2Onjxxk7LzbZdzkCSG2qe0JQoiWLp89P4ByH/FvL4T4rRAiSwixTwhxxiCT+zF1/tshhPhICBGgtg+K7/xYft9CiPHq9ShLCPEvIQZfVY4juZ6fqOd5pNfdE/U8NY4xiqKcMg9kvR2b+toIbABOB/4O/EZt/w3w6ADLeTfwFrBUfT9o5APygJAD2gaTfK8BN6ivfYCAwSTfYH8AM4BxwK4ubQ8C9w60bMf5vCOBceprP2A/MFwbO0c3dg74/HHgj+rrhIP1G+y/vfrZdsAEJALZgH4Qyb0AMKjtj3aRe1B858fy+wY2ApOR1/YvgbMG+vx6Od8+Xc9P5PM8kuvuiXye2uPYPk4pC4gicahvjepDARYh/0Coz+f3v3QSIUQMcDbwcpfmQSPfQRgU8gkh7MiboFcAFEVxKopSN1jkOxFQFOV7oGag5ehvFEUpVRRli/q6EdgLRKONnT5zqLGjrmReArzdr0L1gZ/w2y8C3lEUpU1RlFwgCzitX4Xm4HIrivK1oihutdsPQEx/y3YojtX3LYSIBOyKoqxXFEUBXmeQ/T+P8Hp+Qp7nT7junpDnqXHsOaUUEOgwh24DKoBvFEXZAIQrilIKcnIEwgZQxKeA+wBvl7bBJJ8CfC2E2CyEuFFtGyzyJQGVwH9Vk/fLQgjrIJLvROY21aXjPye7G5IQIgEYi7SQamPn2DAdKFcUJbNLW6L6P10lhJg+UIJ1pY+/fTRQ2GWzIrVtwDhA7q5cj1xJbmdQfedH+X1Hq68PbB9MPEXfr+cn6nke6XX3RD1PjWPMKaeAKIriURRlDHJV6DQhxIgBFqkDIcQ5QIWiKJsHWpZDMFVRlHHAWcCtQogZAy1QFwxIF5DnFEUZCzQhTb8aR8dzQDIwBihFutKclAghbMAHwF2KojQMtDwnET+ju/WjFIhT/6d3A2+pK6kDxhH89r35pQ9YPvuDyS2E+D3gBt5UmwbVd34Mvu9B9TscyE+4np+Q58mRX3dP1PPUOMaccgpIO6qJ8DvgTKBcNf+hPlcMkFhTgfOEEHnAO8AcIcT/BpF8KIpSoj5XAB8hXQ8Gi3xFQJFq1QJ4HzkxDhb5TkgURSlXFXcv8BID4G7SHwghjMgbojcVRflQbdbGzlEihDAAFwLvtrep7hfV6uvNSD/wIQMj4RH/9kVAbJfNY4CS/pK1KweRGyHENcA5wBWqO8ug+s6P0fddRHf3sgH7HQ7CkV7PT9TzPNLr7ol6nhrHmFNKARFChIrOjCAWYB6QAXwKXKN2uwb4ZCDkUxTlt4qixCiKkgBcBqxQFOXKwSKfEMIqhPBrf40Mdtw1WORTFKUMKBRCpKlNc4E9DBL5TlTaLyIqFyB/85MKNUbhFWCvoihPdPlIGztHzzwgQ1GUDvcKdS7Wq6+TgFQgZyCE+wm//afAZUIIkxAiESn7xv6St52DyS2EOBO4HzhPUZTmLu2D4js/Vt+36tbTKIQ4Xd3n1Qyi/+dPuJ6fqOd5pNfdE/I8NY4DPzV6/UR8AKOArcAO5E1Ue0aWYGA5kKk+Bw0CWWfRmTVjUMiH9PXcrj52A78fTPKpsowBNqm/8cdA4GCSb7A/kG4ypYALuSL1c+ANYKf6nX4KRA60nMfhvKchzf07gG3qY6E2do5u7KjtrwI3H9D3InUO2Q5sAc49kX574PdIC8I+BihTzyHkzkL62Le3PT+YvvNj+X0DE5DX8mzgGUAM1Dg6zDnPog/X8xP1PDnC6+6Jep7a49g+hPqja2hoaGhoaGhoaGhoHHdOKRcsDQ0NDQ0NDQ0NDY2BRVNANDQ0NDQ0NDQ0NDT6DU0B0dDQ0NDQ0NDQ0NDoNzQFRENDQ0NDQ0NDQ0Oj39AUEA0NDQ0NDQ0NDQ2NfkNTQDQ0NDQ0NDQ0NDQ0+g1NAelnhBAJQogehdyEEC8LIYarr/OEECHqa8eR7usYyDhLCDGly/tXhRCLj/VxNAYXx3Js9rKPnzyGtPF4ciKEuEMIsVcIUSyEeEZtu1kIcfUAydMxto/hPhOEEJd3eX9t+7lqnDwczbVYnd+WHmuZNDQGO4aBFkBDoijKDQMtQxdmAQ5g3QDLoTEIGARjcxbaeDwZ+SVwFjATWYAMRVGeP54HVCssC0VRvMfzOF1IAC4H3uqn42loaGicEGgWkIHBIIR4TQixQwjxvhDCVwjxnRBiwk/doRBCL4R4TAjxo7rfm9T2Weq+3xdCZAgh3lQvwgghFqpta4QQ/xJCLBVCJAA3A78SQmwTQkxXDzFDCLFOCJFzqNVn9XirhBBLhBD7hRCPCCGuEEJsFELsFEIkq/1eFUI8J4RYqe5zphDiP+qK6Ks/9XvQOGqOydgUkmeEEHuEEJ8DYV0+G6+Okc1CiK+EEJFq+3dCiKfUcbZLCHGaNh5PToQQzwNJwKfIqsnt7Q8KIe5VX/cYD136vCGEWCGEyBRC/KLL9r/uMgc+pLYlqL/jv5EVwGP7IN+V6hjZJoR4QQihV9sdQoj/E0JsF0L8IIQIV9uT1fc/CiEeFp3WwUeA6ep+fqW2RQkhlqmy//0wcjiEEI+q/5Vv1f/Ed+oYPU/tc60Q4mMhxGdCiFwhxG1CiLuFEFtVmYIO/4toHAN6mzvnqr/DTnU+MQEIIc4U6rUXuFBt06ljIrTL+yxxEKtcX+cstc8mIcTu9v+E2v6IOj/vEEL8Q227WP2vbRdCfH+wE1XPbYm67btCiA3iKO5fNE5RBroU+6n2QK6IKcBU9f1/gHuB74AJalseEKK+dhxmX7vU1zcCD6ivTcAmIBG5elwPxCAVzvXANMAMFAKJ6jZvA0vV1w8C93Y5zqvAe+r2w4GsQ8g0C6gDIlU5ioGH1M/uBJ7qss93AAEsAhqAkeoxNgNjBvq3OtUex3hsXgh8A+iBKHVMLAaMSEtGqNrvUuA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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.pairplot(data=penguins, hue=\"species\")" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "distplot() got an unexpected keyword argument 'element'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_lower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkdeplot\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1441\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_k\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabel_k\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mplot_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mTypeError\u001b[0m: distplot() got an unexpected keyword argument 'element'" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid(penguins, hue=\"species\", corner=True)\n", "g.map_lower(sns.kdeplot, hue=None, levels=5, color=\".2\")\n", "g.map_lower(sns.scatterplot, marker=\"+\")\n", "g.map_diag(sns.distplot, element=\"step\", linewidth=0, kde=True)\n", "g.add_legend(frameon=True)\n", "#g.legend.set_bbox_to_anchor((.61, .6))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### FacetGrid" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, col=\"sex\", hue=\"smoker\")\n", "g.map(sns.scatterplot, \"total_bill\", \"tip\", alpha=.7)\n", "g.add_legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }