{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Copyright © 2020-2021 by Fraunhofer-Gesellschaft. All rights reserved.
\n",
"Fraunhofer Institute for Integrated Circuits IIS, Division Engineering of Adaptive Systems EAS
\n",
"Münchner Straße 16, 01187 Dresden, Germany\n",
"\n",
"\n",
"---\n",
"\n",
"## ESB - Energy Saving by Blockchain\n",
"\n",
"Eurostars – EXP 00119832 / EUS-2019113348\n",
"\n",
"---\n",
"\n",
"## Prediction of Energy Consumption for Variable Customer Portfolios Including Aleatoric Uncertainty Estimation\n",
"\n",
"*Oliver Mey, André Schneider, Olaf Enge-Rosenblatt, Yesnier Bravo, Pit Stenzel*\n",
"\n",
"The notebook is part of a paper submission contributed to the **10th International Conference on Power Science and Engineering (ICPSE 2021)** held on Oct. 21-23, 2021 in Yildiz Technical University, Istanbul, Turkey.\n",
"\n",
"---\n",
"\n",
"# A2: Data Exploration\n",
"\n",
"This notebook loads and plots the available datasets using a compact DataLoader class implementation.\n",
"\n",
"---\n",
"\n",
"\n",
"Version 0.3.9 (October 12, 2021)
\n",
"Authors: Oliver Mey, André Schneider (Fraunhofer IIS)
\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings, logging, os\n",
"warnings.filterwarnings('ignore')\n",
"logging.disable(logging.WARNING)\n",
"os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import joblib\n",
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import holidays as hd\n",
"import seaborn as sns\n",
"import tensorflow as tf\n",
"\n",
"%matplotlib inline\n",
"sns.set(rc={'figure.figsize':(16, 6)})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Configuration"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"path = '..'\n",
"timezone = 'Europe/Madrid'\n",
"seed = 12345\n",
"epsilon = 1e-5\n",
"skip = 15\n",
"\n",
"selected_customers = [1, 3, 5, 6, 13, 16, 22, 38, 297, 406]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"properties = {\n",
" 'data_path' : path + '/data',\n",
" 'models_path' : path + '/models/C1_01',\n",
" 'epsilon': epsilon\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Function Definitions"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def fix_DST(data):\n",
" data = data[~data.index.duplicated(keep='first')]\n",
" data = data.resample('H').ffill()\n",
" return data\n",
"\n",
"def crop(data):\n",
" hour_index = data.index.hour\n",
" t0 = data[hour_index==0].head(1).index\n",
" tn = data[hour_index==23].tail(1).index\n",
" data.drop(data.loc[data.index < t0[0]].index, inplace=True)\n",
" data.drop(data.loc[data.index > tn[0]].index, inplace=True)\n",
" return"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Class Definition for Loading the Data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"class DataLoader:\n",
" \n",
" def __init__(self, properties):\n",
" self.data_path = properties.get('data_path', '/tmp')\n",
" self.categories = ['consumption', 'weather', 'profiles']\n",
" self.files = [self.data_path + '/' + '20201015_' + name + '.xlsx' for name in self.categories]\n",
" return\n",
" \n",
" def scale_data(self, data):\n",
" x = data.groupby(data.index.date).mean()\n",
" x.index = pd.to_datetime(x.index)\n",
" x = x.append(pd.DataFrame(x.tail(1), index=x.tail(1).index+pd.Timedelta(days=1)))\n",
" x = x.resample('h').ffill()[:-1]\n",
" x.index = data.index\n",
" y = data / x\n",
" return y\n",
" \n",
" def load_metadata(self):\n",
" customers = pd.read_excel(self.files[self.categories.index('profiles')])\n",
" customers.columns = ['customer', 'profile']\n",
" profiles = pd.DataFrame(customers['profile'].unique(), columns=['profile'])\n",
" holidays = hd.ES(years=list(range(2010, 2021)), prov=\"MD\")\n",
" return customers, profiles, holidays\n",
" \n",
" def load_data(self):\n",
" consumptions = pd.read_excel(self.files[self.categories.index('consumption')], parse_dates=[0], index_col=0)\n",
" consumptions.columns = pd.DataFrame(consumptions.columns, columns=['customer']).index\n",
" consumptions.index.name = 'time'\n",
" consumptions = fix_DST(consumptions)\n",
" crop(consumptions)\n",
" consumptions_scaled = self.scale_data(consumptions)\n",
" weather = pd.read_excel(self.files[self.categories.index('weather')], parse_dates=[0], index_col=0)\n",
" weather.columns = consumptions.columns\n",
" weather.index.name = 'time'\n",
" weather = fix_DST(weather)\n",
" weather_forecast = weather.copy()\n",
" weather_forecast.index = weather.index-pd.Timedelta(days=1)\n",
" crop(weather)\n",
" crop(weather_forecast)\n",
" return consumptions, consumptions_scaled, weather, weather_forecast\n",
" \n",
" def prepare_data(self, consumptions, weather, holidays):\n",
" days = pd.DataFrame(pd.to_datetime(consumptions.index.date), index=consumptions.index, columns=['date'])\n",
" days['day_of_week'] = list(days.index.dayofweek)\n",
" days['day_of_month'] = list(days.index.day)\n",
" days['month'] = list(days.index.month)\n",
" days['day_category'] = days['day_of_week'].replace({0:0,1:1,2:1,3:1,4:2,5:3,6:4})\n",
" days.loc[days['date'].apply(lambda d: d in holidays), 'day_category'] = 4\n",
" days = days.groupby(['date']).first()\n",
" consumptions_daily_mean = pd.DataFrame(consumptions.groupby(consumptions.index.date).mean(), index=days.index)\n",
" weather_daily_mean = pd.DataFrame(weather.groupby(weather.index.date).mean(), index=days.index)\n",
" return consumptions_daily_mean, weather_daily_mean, days"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading Data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"loader = DataLoader(properties)\n",
"consumptions, consumptions_scaled, weather, weather_forecast = loader.load_data()\n",
"customers, profiles, holidays = loader.load_metadata()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Preparing Data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"consumptions_daily_mean, weather_daily_mean, days = loader.prepare_data(consumptions, weather, holidays)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example Plots for Customer #20"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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Q4uoTnnxjB/782javxSAIgiAIgiAIgvAdpLj6iNFEymsRCIIgCIIgCIIgfAcprgRBEARBEARBEISvIcWVIAiCIAiCIAiC8DWkuBIEQRAEQRAEQRC+hhRXgiAIgiAIgiAIwteQ4koQBEEQBEEQBEH4GlJcCYIgCIIgCIIgCF9DiitBEARBEARBEARhi5bOIaQkybX8SXElCIIgCIIgCIIgLLO/YwjPv9OEtds6XCuDFFeCIAiCIAiCIAjCMkORUQBA72DMtTJIcSUIgiAIgiAIgiCs46KLsAwprgRBEARBEARBEISvIcXVQ5KpFPa1D3otBkEQBEEQBEEQhK8hxdVDVm46iBeW7kZr17DXohAEQRAEQRAEQfgWUlw9pC+zeDkSS3gsCUEQBEEQBEEQhJrewRjae0e8FgMAKa4EQRAEQRAEQRAEg78u3oZ/vLnTazEAkOJKEARBEARBEARB2MD9mMKkuBI+oH8olt37iSAIgiAIgiAIIh9SXAnP+fNr2/DYy1u8FoMgCIIgCIIgCJ9CiqsPKIRpnSAIgiAIgiAIwk0CLuZNiquXBNx8tARBEARBEARBEIcGpLgSBEEQBEEQBEEQvoYUV4IgCIIgCIIgCMLXkOLqBxxe5ProCxuxYOluZzMlCIIgCIIgCILwCFJcPcStFa6jiRT2tw+6lDtBEARBEARBEERhIcWVIAiCIAiCIAiCsI+LwWdJcSUIgiAIgiAIgiDsI7m30Scprh4iT0hItJMrQRAEQRAEQRCELqS4+gAXJyYIgiAIgiAIgiAKA7kKEwRBEARBEARBEIcrpLgSBEEQBEEQBEEQvoYUVx8gka8wQRAEQRAEQRSMRDKFRxZsxI79fV6LckhQCG2GFFfCErF4Er2DMa/FIAiCIAiCIAhhhiKjSCRTWLGxzWtRCE5IcfUBfjC47jk4gJ6BKHf6p9/ehb8u3uaiRARBEARBEAThDu6FECLcghRXAgCwcFkznvjndu70vQJKLkEQBEEQBEEQhB1IcfUBPjC4EgRBEARBEMRhB43DiwdSXP2AH3yFCYIgCIIgCOJwwcX9Rgl3cFVxHRoawmWXXYaWlhYAwMqVK3H55ZfjM5/5DH7961+7WXRR4Se19eFn12NXS7/XYhAEQRAEQRAEUSwUQKFxTXFdv349vvjFL2LPnj0AgGg0ih/84Ad49NFH8eqrr2LTpk1499133SqesMHmPT1ei0AQBEEQBEEQrpG1t/rJgkQY4pri+swzz+Cee+7B+PHjAQAbNmzA9OnTccQRRyAYDOLyyy/H4sWL3Sq+qPDb+5JIplR/j0RH0dY97JE0BEEQBEEQBEEc7gTdyvj+++9X/d3R0YHGxsbs3+PHj0d7e7twvmPHVtuWzQl+/Nh7+PjxE3DxJ460nEd1dTlC4WHU1VYgFE4/isbGGtuyyXmJ5Ke8JhwuU13366fWYXAkjv/62hma9E7K60ReZhSijEMJqi8+qJ74obrig+pJDKovfqiu+KB6EqMY66usPIZQOIjy8jJfjkGbWvrw5D+34VvXnYSG2nKXpDKHd5xe1xNBKBxETXXYtfp0TXHNR2IEIApYWBTd3T2EVMp7G2U8lsCKjw7g1FnjLOcxPBxDPJZAX/8I4rEEAKCzc9AR2WR481NeMzQcU13X3TuiycsNeZ3Iy4jGxhrXyziUoPrig+qJH6orPqiexKD64ofqig+qJzGKtb4GhuOIxxKIlpZk5W/pHMLz7zThi58+BuPrKxwry0odrfzoAOKxBDbt6MDx08c4JosoynF6JJZARZitPvb3RxCPJTA0FLPVHkpKArqGyoJFFZ4wYQK6urqyf3d0dGTdiA97vNfDCYIgCIIgCOKwQ1IMxHe3DgAAWjqGvBLHt+zvGMIfF21GU6t3QVwLprjOmzcPzc3N2Lt3L5LJJF5++WWcc845hSre1xwKemtb9zDW7+oyT0gQBEEQBEEQXmPg+Ek7VWpp70l7YLZ2eRf3pmCuwuFwGD//+c9x6623IhaL4dxzz8VFF11UqOJ9jd9eDivyPLNkFwBg3kzrrtMEQRAEQRAEUQhYemvumM8G5wSAAiiuS5Ysyf6eP38+Fi1a5HaRRYi/Xg5JQB5JkiytVSYIgiAIgiAIz1EMe+Uxrd+MSkSagrkKE1pkdc93L4ff5CEIgiAIgiAIl5FtMTQUtoGL9ixSXH2A314OEXn8JjtBEARBEARB2IG1G0ohaO0axmMvb0FsNOlJ+Vx4OPgnxdUP+E37I82VcBBJkjz7ABAEQRAEQRihHKF4vfpt1eaDGIqMoqM3kj3mlwV5XtcNQIorYROR9bDE4clvntuAxav3eS0GQRAEQRBEFlaMlgC8XeOaTKULHomOeiOADQqhE5gqrsq9VwljdrX0IxYXN+079aCHHWrkXf0R80QZyJBG8LBjX5/XIhAEQRAEQRjjsVWxLbPVzLsftXoriE8xVVxvuOGGQsjhCCPRBP64aDM6ekcKXnb/UAyvrNojZlnKRmeyX/7Olj7870tb0NLp7YbJ5BJKeEl8NIn3t7QjlaJ2SBAEQRCEOayhq9cehUlfjmO89xU2VVynTJmCdevWIZVKFUIeW+zvGEQklsAH2zsN0zW3DeD5d5scVbISyXReA8Nx4WudkKKtO62sd/byW0vdwI+vGXH4sHLTQby3+SB27O/zWhSCIAiCIIqMbFRhjwe0Ka8F8Cmm+7g2NTXh+uuvRzAYRCgUyu7buW7dukLI5wovr9yDVErCxt3dOHpKHarKy2znyVqwPBQZxeOvbsXnPzUT48dU6l7rZNss9ARNvuySJPlj9TZxWDKaTE+wJVMSBobjqAiXoixYqpu+vWcE8UQKR4yvLpSIBEEQBEH4FHmNq9eWmFRK8tzq60dMFdcnn3yyEHI4C6fe9Pa6A9iypxdfOH+WK2LsPTiIVErC+l3d+PTH9RVXJ8jtCZtr5MlkCl19EYyrr3CxZPVLRRNEhB+QJAmPv7oVk8ZV4XPnzdRN94+3dgIAbr9uXqFEIwiCIAjCp+T2cfV2QOvn8bSXopkqrn19fczjU6ZMcVoW5xCo0ZFYwj05MuiJMzgyapKCH1ZktDfX7Meydfvx5YuPQ3112HYZPNAaV8JLSjLvgdwK5SAHBEEQBEEQbPw3dlWOp8mRMYep4nrrrbdmf4+OjqKzsxNz5szBc88956pgxYqq6Zs0NHlQ7YSuJzdqpU98S8cgACASSxRMcfXlWnLisIPmTwiCIAiC4EG9j6u32+EEAgEyAhlgqrguWbJE9fdHH33ke6XV7HHbjThq2KAsNDYnmqdXszHMNa4E4RG594DaIUEQBEEQ+rDGrGTc1McPll/TqML5nHTSSdi8ebMbstiG5S6bT/5ep4PDcUTj7rgL58bQxoNoJ5Q9r2eIZLwunzi8ya319lQMgiAIgiCKGBpHWKAAdWZqcVUqqZIkYdOmTYhGo64K5SbytjVKnlmyCzdedJwH0jiHPGBPqXzirU+NtHYNY/K4KtN0+bXptMV1X/sg1m7vxFVnH5ldv1hIWjqGMBwdxbHTxhS87EKTSkmIxhOodCDKtmf4ZAKHIAiCIIjiYSSa8DwgE2GO0BrXQCCAhoYG3HvvvW7K5ColDN2ndzDmapn5r8Guln7UVYdy5x1Z46oN323H+rT34CCX4pqP02tcX3t/H6KxBGLxJCrCps3VcZ5/twkADgvFden6Vqzf1YV/v3IOwiH9LWT8jA+8WAiCIAiCKDL+9FLaUHfmiZMKVmZsNIkVG9tw9txJhlv3ETmE17gWA4lEquBlsqybeoPoV1btUf3txAyP0+G7rRo3aY1r8bK7dQBAuiMtVsUVPgljTxAEQRBEkcAYMhRiHLF2Wwc2NnWjtjKEU48b73p5hcJNI4Kp4joyMoIHH3wQS5cuRSKRwJlnnokf/vCHqK6udlEsezS3DTiSz4vLdqO6ogwXnHqE6jh3U+bV/hx8N1h6o5Xsud2MpVx6SZLIRbOY8cee27ag2EwEQRAEQfBgOFQowDii2MbMfvBqMw3O9LOf/QzxeByPPPIIHn30UQQCAdx3332FkM0VRNrI3oOD2NzcYzt/s4bpTFRhhsXXRgsTvdYPkcYIe+Rcy4usJ1UQyNvHlSAIgiAIwgj1djieiaHFp4MZL8eJphbX9evXY9GiRdm/f/KTn+DSSy91VShX8aCut+/rxUWnT9NP4LZMFhqYUSCk/R1D+kUJl8RHEetSRYNfIlM7waFwDwRBEARBuAiNFRylENVpanFNJpNIpXJrRlOpFEpLi3T9m1NwPhneSZtiW4+3x8gV22GNwU8TX4c6rMBlxcahYDUmCIIgCILwK16OsEwtrvPnz8e3v/1tfPGLXwQAPPXUUzj99NNdF6xYsTJediSqsEFe1ta46p8zyo/UheKHlD6CIAiCIA5Vegai2N8xhCMn1TLOervkKBDwr9fYht3dXotgrrjeeeedePTRR/GrX/0KqVQKZ511Fm6++eZCyOYKhWwLvH7y0XjSpfLtmND4rpWtxemyfPqmEVy4vS0UQRAEQRCE1/z9zZ1IJlM6iiuhRx/nONGe/mGMqeIaDAZx22234bbbbnNNiGLDjmtvz0BUc2yTD2Yw8jFyG00xpoLs7BlL+AvW8y0aDgF3Z4IgCIIg3COZVG+b6ZWnma8CQRUJporrG2+8gQcffBA9PT2qB7tu3TpXBXMNjwflrd3DruZfkPWyiiJcr056qQtPEeutBEEQBEEQPHg93CnEriNe0D8cdy1vU8X1wQcfxPe//30cd9xxrpp+nYBnxsTrRhBwWxNj7scjno3Rs2bWc8DgnAU+2tmFxjEVylIdyZcwJ2WehCAIgiAI4pDDj6qOqP41mkgiEkuitirkkkTG7G8fdC1vU8W1pqYGF1xwgWsCFBsdvSMoYfjR5hS2nIJVSEWfVZR8rBhVvnc/OgAAqCg3baKE0xSzqzBBEARBEMRhzHPv7EZH7whuv26e16KoGIqMoqo8aEs/Mt0O58QTT8Sbb75puYBC4tZ4O5lKoS3j4vvUmzvx5Os7rGfmw5kcFqw2JSvnKX2DKzPQVCyexP+9uhUHe0YMy4zEErrnSJUqHMWkt7Z1D1MUZIIgCIIgxDGI2VLMdPQaj7dtY2HY1TMQxWMvb8FHO7tsFa2ruJ588sk45ZRT8OKLL+Jb3/oW5s6di1NOOSV73I/w1KOVMe6m3T14Zsku7HPA9F0sL4TVyZDn3mnSHGvrGcbgcBzvbT5oeO2O/X3WCj3E6B+K4R9v7TRU5Alg78FBPLNkF9bv8l9wM4IgCIIgihc3J8X3tQ9id+uA0DUfbO9EU2u/SxI5g1GVyete99rUpXT9MF9++WVbGXuCS42sOxMJuG9IGwa6qy+Clq5hHNFY7UrZ/FhXidkvp+ga14BBXrxyWL70kGL1tg6094ygqbUfc44c67U4vmVgJN0JdjMidRMEQRAEQfBQ6PHnC0t3AwBOPW489zXLN7QCgO/cf9W4X5G6iuuUKVNcL9wpXlrRjEg8iTlHNriSf7A0bZgeTWjD1jz5Rtpt+IbPHAvAvPG7bXFlxmay8EYaWVzdapYsOWUxksnDR6vNVv3hc8uWkOupqLfvIQiCIAjCE4xGD34YWcRHtcvvihWnwv6YrnEtBna3DqCty71tZsqCGcU1qR9vVd6GRtnQmQ+poAGbbCx+ZgWg0vxQlGW5pBystbMyj7+61YESigP5uXnVafqhs+YhUMzRxwiCIAiC8AWqYYTHa/omNFRmf+896F50XjvoDbtSBdiW4pBQXJ2kZyCKnjzXw7KMxTWRMBghM5U5b6MK88K6q8qwfjRfZXrZ2OWEPi7qsnyoktXHyJJoDOmtBEEQBEEcQhwztd5rEVzF7tDWVHH93ve+Z6+EAsIXnMk41RP/3I4n/rlddSzrKmxgceWlkGqY42Vld/xxR1Ugl880h5+qbo2cS7ViCyqqPYIgCIIgioBiHfb2M2L+AGodq3cwpjIEyuMzu7dsqrhu27ateCw/LokpuwonGGtcRYv2emPjWDyJh59dj03NikisgvVmtZrNmpHTzSwlSUWtDBex6Ex2tTgbDc9rl2qCIAiCIA4BWBPgNLjQRc+FWVllf128TWMIdAJ9f9AMjY2NuPTSSzFv3jxUVVVlj991112OC2MXt5RCOd+E4RpXb5Fv3WySQY7Eun5ndzZirSQovVsKlZnsfUMxtHYN44QZfEG4HlmwEVUVZfjXS453QryCkVXIPGpUbk1UHegawsypdY7ll2vzjmUpxK4D/Xhl5R7c9fUzvBGAIAiCIAjLeG0g8NqY5TRG9enUvZoqrieffDJOPvlkZ0pzmdrKEICchdRpkkbRgzixEzDJKk69mGkFNyCs6MqY3brBLjsAgKeX7EI0luBWXFMpCYOZfaOKiuxkn9fTIf7G67XAq7e2A0iviy/zRAKCIAiCIAi/oB2PSZKkMvztd2sfV5lvfetbiEaj2Lt3L2bNmoV4PI7y8nJbhbqFXF3VFfrDyIJaC72eSXGrfEn7B0+9mqUxc+uNxhLmhbjE9n29OHbamIKURdvhEARBEARBeIdnQzAHx+5DkVFDnchpWMP4D3d2Ydn6Vnz640c4UoapaXL9+vW44IIL8I1vfAMdHR0499xzsW7dOkcKLzaMGvGm3T3miQoAcx9XxVHW+8BqaKxjH2zvxIHOIRf3ceVNV/hKXrahrWBleWGVP9Sw0kJGExb3S6MJBoIgCIIoWpjb4Xi2Xsv6pTv292Hj7lwMm86+CPe1vYMxjBrE8smHNRZniS7HNxkcGeXO2whTxfWBBx7An//8Z9TX12PixIl48MEHcf/99ztSeCFJpST86aXN2L6/15X8+zIRtszcO0tcW4jLOqRflhU31FWbDuK5d5pUjdXJ15o3arOVMvccHEBr55CFK73DAc90X+Hn22npGMKjL2zCPgEXFopgTBAEQRCHAIoBSjF/2V97by+WfNAifF0ylcJfF2/Da+/ttVV+IbxPTRXXaDSKmTNnZv8+99xzkUxatEy4jJElLjaaxEg0gTVbOwookbfY29tVMGCTkRycrXbDri7GtYyyLMyCLVzWjP9dtEn4Oi/I3bN/VT05yJdVEsmUYbAzEZyopQNdw+l/O4cFyvXv8yEIgiAIwhi/7JpiJoXV8TzvdanMcGx/B7+Bx6uqM1Vcg8Eg+vv7s+6Lu3fvdl0ogp/RRBKvr9mPaFw7mbCrpc+VMpmN1Scv/6GEX6u0uW0Aj7+yFU2t1re3+dNLW/D7F+1NJBi5VPvlY0QQBEEQBOEkERdjvuzvGMoGnzSCNXlfkwmSq8RpC7ap4vrNb34TN9xwA9ra2nDHHXfgi1/8Ir75zW86LIa/cXIIbDb78fCz67FsQyt3fpt292Drnp6cJZlzvaodVK7CHugHh7pO4vUaV7P6be8ZAQB09PKvncgnPppEqsh9oclVmCAIgiAOLfweZmTLnh78cdFmdHCsX7UyTlnwbhNWbTpomo41ViwtSZdXUa6I/etwfZpGFT7vvPNw1FFHYcWKFUilUrj55ptVrsNWWLhwIf74xz8CAM455xx8//vft5UfD7tbB1wvgwuOB7hueyfOnjvZ0WIlScKabR2YNDa9F6+kOudoUfoymJw/anKt5bxbOocQjScxcwrfPqEj0QT2dwwWLFKwCHKnaRZl2S+MJpJ4eeVefOqUKairDnsqi+0Pjs8/WARBEARBuE8hR2DKoYfZMqR97Wl33p7+KMbXVxim9cOSJll5dkoWrg1P4/E44vE4UqkUgkFTXdeQSCSC+++/H0888QQWLlyItWvXYuXKlbbyzIdVNUvWGS9W7h2M4bGXtxhn6EdFIm+grSdhW/cIVm06iLc+2M84K3ZfcYGoYyLsbh3Aw8+ux6By/aTi/mRLJMsN9Pl3mvDKyj3cZb20shmL39+HkagzUc6U/PWf2/GSgCxFR16b2906gH3tg1jJMUNHEARBEAQh8+fXtpmO0d3GDyvghiKjeGnlHmZk34Aq+okbgonn6ds1rk899RRuvPFGbN26FRs2bMD111+PV1991XKByWQSqVQKkUgEiUQCiUQC4TC/leZg9wj2HGRbT5WVuPj9fdi+jz+C8Ec7OzEUYSsxVhsJy3jjtHshb36yW6asdEZjJgG2DG45Npq7VpKk9H9cUvDR1R81PO/EyyKH5U664K7aOxDF7gPW13/6Hr0qI2slQRAEQRAC9A/FsLGp2zCNJElYu61Dd5xuFT/Zo1ZuOojdB/qxs0U7fmSNsl1xaRbKk6/ysnI6VNem5tM///nPePHFFzFhwgQAQGtrK2666SZccskllgqsrq7G7bffjosvvhjl5eU47bTTcMopp3Bf/+aHB9A/FMN/fe2M7LFQOH0b9WMqEQoHUV5ehub2QTS3D+Ksj00DAITDQUMlpbqmPJsPADQ21mT/rq2tQCgcRFVVWJVGSUd/FKFwEOFwGRobawAA3cOj2fTysd5IQjcPJXJ6M+o6hlX51VSrZQyFg6ivr0S4rBShcBChUBBJCUhIUraMaEwrU/2Yyuz5/HMVFSGEMorf397ciYljqxAKBVFSmmLK3h9LpuuvMsS8L03Z9ZXZY+XlZYgn08+tJBBASpIwdlw1ykNBZh7K/JXH8s+Xl5dhNCVh7NhqQ/dW+bpwOMj9TFiyiFBb24tQOIja2grLeVhBlruhoSpbLqv8mtp+lXwH+2MIhYOorgobPt/q6nJNm7Jzfx2D8ex7KedTU5Opu5oKrjLkNDWZ97+2ppxbporKMoRG7N/H4QbVFR9UT2JQffFDdcUH1ZMYVuuL51vd3R/Bmh2daO2N4GtXzLFUDqvMhoYqhMJBBEtLsjsd1NWlx6A11ewxjR3yx0DZsUdtBeJS+nhFeRlCYbWCrhwXV2d0kbr6So18+ePpMfVVXPcQH02P08uCJcyxPEtvGTuuBuGyUtUxeVxWHi5DZuiOyspQuj5r+cZlZphqUNXV1VmlFQAmT56MUEgbNYqXbdu24fnnn8fbb7+Nmpoa/Md//Acee+wxfP3rX+e6fjSeQDyWQGdnbr/FeCa6Vl/vCOKxBKLR0ewxOV0sljAMBjM0GM1eI1+Xzbcvne/wcEyVhkWsJJAtszdznVKOPsUxI5T3x2I4OoqB4Tj6ByKq/AYV9xEKBxGPJdDbO4JQWQnisQQCkoR4JgLxgdY+SACWrm/VyNTbO4LOyjIA0JyLjMRVx/a19qte+nzZ5ecyPBJn3ld+/so6ipYGNOd3NndjYkMlMw9Wu5CfZSgczLWHTBvp7h5CPKK/tUtWjkDA9JkYySKC/AwHBiKW87CCLHdPzzDKS9IdC6v8wUybG8zIJz+voeGY4fMdGoxmz9utIyDXToaGcvlm624wwlWGnEZOP6CQ0YzIiLafIYzRa1OEGqonMai++KG64oPqSQw79cXzHe3uT3/b+wf4v9E8ZXZ3DyEeSyBZWoJkZgzb358Z4wyxxzRWUdaRXL48ZukfiGBoKK1jRCKjmnFvf19uTDOU0UX6+0Y08mnG8n3D6CxXK5csRhNJxGMJpJIlSCS0Y3mW3tLZOahRXOVxWWkgd81IRmcYVOgrG7YdzMbcYVFSEsDYsdXsc2Y3c+qpp+Kee+7Bjh070NTUhF/96leYMWMGNm/ejM2bN5tdrmH58uWYP38+xo4di1AohKuvvhqrV68WzkdG6Tbg1iJkEW/SiGJbGtVia0F/BLOIq0++sQPPLNnFlZcEiWn9//2Lm/A/L24S2rsSAKIKV2E3MKuq1i4xeYsVP7mwGCGLaea2XsjbKZa6IwiCIAjCW5RjdL9HFfYNzF1M+Fyan1myCwMj+kYjI0wtrm+88QYAYNmyZarjt956KwKBAN566y2hAo877jj84he/wMjICCoqKrBkyRKceOKJQnkoWbpeu3WMm9u/mCHP2LDY0NQFXgfyDU3dOGnWON3zkWh61oL7/RJ9Ew1ueXDYWmPjL9q4vu12KvHRpNBkRKHxepsVu1UTiydRWhpAsJQr9lvRQh83giAIgnAf+t4qcGH8Kqs5ItVs11gYjyeBSvN0+ZgqrkuWLLEijy5nnXUWtmzZgquvvhplZWU48cQTcdNNN1nOryCN2YFGEh9N4e11B7jTR+J8mwvn3//2/X3sdIa52L9Bt/RAlhJnV7H7/YubbF1/OPH7FzdhamMVLj/zyOwxzbPO9HhyW/yfhZswaWwVPvcpe9tmmeH1h4ysugRBEARRvBTLZ1ypJPojprDIGEjeDscZ7O1tY5GbbrrJlrKqRBUi2qUW6IR1TnRPTqtj8lic7cYrD/JZYrhtfRRWMCTlT3cjqRVLp+UV8dGk/h7IcptS/wkAaOsunDv3rpZ+vLFmPz798SMKViZBEARBEIXFrTEba2wsusTPTViiBAo0GLZbD3pSWs216H35ShQ1Im9x4jwOWCRFs+D3AeYoXCkHnyDLN7bi4WfX8wrBxf52vkXuSgmHGM+0OhM0qrAUsAPLKoQedZqCjXXj7nQYe9OrXPwIbNnTY+v6zc3i13tt8SUIgiAIwjqsUYkXn3ZVTJwiManwDun0xkqHreKqnHF426UNjH006WIb3hma/iGxdayOzkzpZNVQVw4Amq1wDlmKpN0d7B4BgGxUaT8g2vHLEyRWPlhF8pgIgiAI4pBkNJHEaMLZwKEi3/aRaMLWGMiP4wg/WZyVcGkA7e3t6O7uVt3E7NmzXROKl83NPegdirlejqibbxbFKFh0IM27jpNHD3155R5cd95M3fR+bZz5lMDA39kqPrx1rw15W/f2oqMvgs/4fA+7/HdkzbYOjyQhCIIgCMIrHn0hHbvk9uvmWbpeNQ62MAj700ubMaWxGtd+8mhL5atkMTvvwpidpaNIEK8KIdEs3oep4vrrX/8ajz/+OMaNy0W4tRJN2A3eXLvfNM1oIol97UOm6YzWecp1a6epbNnTa+Nql/GZ8mam5DspbtOBfpx8TGP27492dqGmqgxHT65zsBRrePVYZLfZz3ziKKHrCj3/kd9OVm5sw6nHjS+sEPB+ooEgCIIgDguc3zbEsawOdJrrGn4lWw0BlcUNCBiNRfnqLuvpmZfcatWbKq4vvfQSlixZolJci4kl6w5g215zpXFTZp0eC1FraTKVQmmJ2gtbL2iSXeSNgs3ItUntMNvo7gYt7rPEQ99QDO09I1p5TKrbTj+TP1O1dH2rSnF996N05Gers3aOUKSaUKEVbcN2YLONLNvQhrlHj0V9ddg8vfWiCIIgCIIgDLFqZa0IW19aJ1mwuRZizbDpHY0ZM6ZolVYA6Hdiz1HB9pJISCgN2SuSN/BLkjMksNVG//6Wdq50KQuhif/2+g7DfW/z8TIYTiGVE6/3cT3c6R2M4cMdndjXPogbPnOs1+IQBEEQBOECbEWLbSEsGB7OhquCRJkZkWyWZfV6XcV18+bNAIATTjgBP/nJT3D55ZcjGMwl98MaV31y1eGkCtDRG+FKl0ilEEZpnkTutERexVWGvcZVP70VhZQXPaXVTMk2Oi9JErbu7cVx08awz/OLR4hi9twKJIbdsuQ17UWy9JsgCIIgCCsU8Xeey5hjcn9rtnVg5cY2fO2yEyznYYpeVGGn17jeeuutqr+XLFmSk8EHa1y5b9gBzVUuaTjCt91OMsnaEMq+HCy4o5hlymdXh75wooqxE9hxFd6ypxdvrt2PSEzHNbuYOimfy2rFMuxkUAE7eY0mkhhhtZGAzm+CIAiCIA4bBlxcKuc0kVgC5aFS84R5rM54VbKMVDxj8X3tg2ioLUd1hf42lfJQyikDnq7iumjRIlRXVztSiBsYV6i3I85CRunl3Rrmw52dAIBRhlJtJK0XW5zoycOzlU8klgAAjMTYkwxOvDjNbQMoLQlg2gR3o+4Wy15eMrtbBwzPSxLw1Fs70cnpueAmC5fv0Q+kUFzVThAEQRCHNLxbOTpJS4d/gi2x1ArZeNA7GMNfF2/DuSdNEc43f4yvruaM95nBoOiFpbtRVVGGr1x8XDqvAug/uvu4nnHGGfjyl7+Mxx9/HM3Nza4LIorxFjVKV2EHTa42kos+SuVLGosn0TvI3vanrppvMa2sVIyOigWJcqINCuehc0EuMJl1oeKj9hXxRcub8cLS3bbz0UO+zzVbD73tXZxUWu20TZ7of2RwJQiCIIhDl0Nhnrp/OK0f7DmoNR7w3p8dg9twZBT/eGsn/rBwMzuBzqSD41GFly5divfeew+rVq3Ck08+iUAggHPPPRef/OQncdpppyEUshl9yCbcnsJFOvpUiv3cu03o6ouwI9068dYZrXF1QHMVzSNmEimZKzudNG990CIkC2HOcdPHcEXudppD4YNDEARBEIR/KKTXJC9KidwQj2lwMymntWs4+7u7P6qbT9ZV2CG5dRXXhoYGXHLJJbjkkksAAAcOHMDKlSvx0EMPYe/evfjwww+dkcAiTihUvIha+Fii2XkRuvr0rVRO1IOh7dqD9/fdDw84mt+AIrL04AjfOmXCgLw2UVluPdy6a+i026YD/Wisr3C2KEki8yxBEARBuIzTQ1LW2Fx5JJFMIViq65yqIRpPoHcwhkljq6zLZPlKRl6cg3im3mJyzY79fVx56xkQ9fJPJFN4cvEO/MeXPs48bzribGlpwVtvvYUVK1Zgy5YtmD17Nj73uc9xCesmRtFufThZ4gis/WGdwDBKrwP5lzhk9pazEVXWl6zjs7L6cZatGPBs+x4Lz+vllXsQ5gxgQNsSEQRBEMThy2hCq7g+8c/tGD+mAheeNk2T/sVlzWjvGcFt1851bV1uwUaqmYL0hlq2VwHqZDySiVWjh67i+utf/xpLlizB8PAwzj77bFx//fU444wzUF5eLiiqOxQy2q3o+NhsBocHVntPJiXkT/y4rWw5kX9ZMC10Zbl+1DEhDESKxrVreBOsKM8MFq/eZ1Wiwxqv3PGNV7nrn40x2oiMFWU1/XGiSQ+CIAiCONTpGYiiZyDKVFzbe0Ys5akaa7PdNjWHonFjBc9y+fIxh8c1+flZzV1Xcf3DH/6AT33qU7jppptw0kknWczePXjX1PlljasjQY7sZ8HO1yBjJ/XiUJkz1mIjmT7Yrg1opHxZjF7EHfv67IjlGF5Ez2Phdwu0a++DaHpyFSYIgiAI1ynEsMSp8bqTwwKlSMlMJOC3PmjBnKPGOlhKXpkW6oG5xjUXWdU8MQe6iuvixYvx9ttv45e//CX27NmDM888E5/85Cdx1lln+WKbnLbuYfNEAKw2nfW7uixd5yqMh+yE4dl4jatYAaUCawFEEVHoHO/b/K3DuUKht/BNSRJi8SQqwpxrZg/DZ0IQBEEQhJtYH1wEAoH0uNmG5qq3i4iMyLCcN62leDmC1zikt+pvhzNjxgx89atfxRNPPIFXXnkFZ511Ft544w1ceuml+OpXv2qxOAfhVmKsVc2G3d2WrgN0nqXoA2YulOZzHxDGaI2rYPayW7CbKF+w2GgSzW3G+4eqw7G5I5OT5LfswZG4J9ZPvXXkbu0vu2JDG/64aLOj7i8EQRAEQRAs3BpauTVOSuddLJmmEdbfTWTh0jJaW1vR09ODeDyOsrIylJbyBTdxkyMn1uiecyJsdKlCMRZe45qRQLlezhHLKCMP1ppOUUYNtp8RnYVJpiQ8/Ox6rN2Wc9l1U+V6Y81+LFre7GIJ3tIzEMX/vbIV63YU3gPAygycUsGOxBIYHIkbpFaz80A/ACDGudeumx8GgiAIgiCIQpC11Org9mjHAXubfkayp3BehlYNMro+eX/961+xevVqrFmzBvX19Tj77LNx7bXX4owzzkA4HLZUmJO4vQ6wpMRG/plnMRJzf+uVpetbXc1ftF0lMkrw2u0dOPW48Y7K0pbZM0rZ2PuHzBUj1S0U2VrE/sxWPvs7BvGxYxsLWra8jsIq//vyFsPo37rwNjrXZkoJgiAIgjjUcUxhcyCPQu3PapROrVtJ2Lq3F0dPrhUoz33lW1dxXbZsGc455xx897vfxfTp0x0qzjnctrYoFVerZb21lm8bFl68iJUjOiPCTO+jID9GEWUPZ5gR5UweW3a9vSKdMtp3vtLKLkPKdpTZTarNxTVN58heykU2yUEQBEEQhyKFjFlZyBGrPCwxHZ+4LBSr/C17erFiYxtOnz1B5xq+Y05vLajrKvynP/0JX/rSl9Dbq47eG4vF8KMf/chRIazAbZSx+LBl6146E7FrnW5fuRkQ6zlPz7hWN9SKbWfkpM7pVNNV6UOCmQ4M87uu+gEvAwznuwof6Bo2rT8jt3MW2xSRnEXv1UfzIQRBEARBHAoUcGzBu+tF/lX8BVj3YItk9lMdifLHHRHZpcTq/rCma1zvuOMO7Ny5EwCwceNGXHHFFWhvbze7zHUOdlvbK6kQsCrdUsQuTR7Wr53SmI4EXVUhtpdqyoE32I0+QJKktLXOhby9hqXAua2ksbJP5u1/+9zbu/D4q1sZ1+bSJQTdi7v7o0Lp80t2OrVPdiIiCIIgCMJtXBpccWfLrVcqFFyda/YeHBTKPj6a80Bk6igMrzrzvLVHc7a3PC88i9qB6b4TDz74IG655RZccMEFeOGFF/D9738fV111laXCnGTLnh6udE64FAvnwA4J7ClWF0FbfafdVLQkScJvntuAyY1VhmmKl4DiV/q38m56B2MYU+P+OnPuyRZFMtFqL1FNnbmjNUqShEQyhdISsYjXpMMSBEEQhJ9wdmxnlpv1oaSV4JZWy7LG71/cZHheHn/qjQVZ42wjA5tTt2c6kjv11FNx33334amnnsLvf/97XyitIoxyRih1EtbDGWBEVzUKMKXyhs2LyHWwp3DWZkcUQIdfRjm71k6+vXw7eyOOlek12/f14q+Lt2HPQZMtgHTY1z7I7oQYhywFVjKAlRsrCJrTywBWb+3Aoy9sQoS22SEIgiAIwgA7Bi9hry0Tq2YWGwYCHlh59gxENWWbZ6Q9pGNwxcJlzcLLywADi+vll1+uThgM4pvf/CbGjRsHAHjppZeEC/OCoYj7kX01SFqf8JaOIW0yi5v39plsTsyXC2dqJ/VWp/wwFTJ19pkrpaLuq36mI6OEd/dHMWMif6Q3IO1G8uKy3Zg/ZyJOO1692J7VUVtRXEWvKLHRJnjL2r6/D4DAOo2ittYTBEEQBGEZSfcP/iw4L5PHQKnM8jcukYQEEUumHJE1tw0Ily3fg2pkZzDO6xmIYkJDJQBg7bYO7DrQj4tPn2ZYhq7ievfdd/NL6mOcWFtqhT+9tNnW9coGLCsQH+3swjnzJtvKVxQn6o/ZkO3k5xv7Z+GRrfRWHstgJG317+cMUMX77NV9vJhgJYEA3vqgBRMzHZcQBQiaNjAcR2d/BEdPrtOco/WwBEEQBFHEMAYGI7GE0elcumgCleVsNYp3vCGPI0QMBW6MgQ2VZp1zLJHlQyxDgZmxbsXGNgBAm0kMI13F9bTTTjO88HDCqmXUafa1axde8yLfwsCwoAXa6hrXzL/9w/FsZDKnNFeex6GXZPrEGuYCdj+hVIhyvyXV31Yei1xvLCsnq06tTFqIXhEIBLBpdzc27e5GvYPrdlWi25h8efKNHYiPJnH7dfPsC0UQBEEQhGWctkWxslu7rYOrvP0dgzh22hj+jA1IpSTHAzpZEIOdh0h5Rq7CrPSMY/9cvc9wPCgWraRIkAqwNk+GNdviVmCgrCnfhgLYPyTmZmz3Xv786lYsfn8fAKDEIc3VjkgTrFj2CgyrliQJWLS8OduhWnkuWcs372OwUM/CwZlsNIlCBOBSRt3Tl8N1MQiCIAjisOVQdXCSxw8pydiOqhxnuDLkMAyqpHdSe5w5LjPQXD/a2WUqWj6HpOKaVLrZejCoZC02rqkK2c/Yg3txtP4c63msC+V0wKFCIq83sIp860ZBwXgw3qdLsH4D2p92FNKcRZrlw2LB9ZkgCIIgCEIAUXdeCRCITCksDn+WAsND0aEaK7mVLREPScXVKTfBXB5iyVduOqg5VlMptn+q01j1iXfSl96xNa48Ih0i2oeekmnJjVfU4iqYL2AiF3Mizv3gTFbTH7JTvARBEARRhDg9tDObKHd7K8msMUUyuzdJ8UtgPSzvhH0mXYS5NpW7OOYY0Ggolb9rCg+m+7iuXr0av/3tb9Hf36/K2M9RhZVWNUf8uwXPMa16XitSVteqWrxudDSpbcAFXOPqxrUsdrcO4JVVe/DvV85GWbDUmUwV9dSXce3Ol1uSgPbeEew9OKiJEKyL4BpXS8stRA2utlyFRS8wT7J9Xx+mT6yxJA9BEARBEC7gw2iIdr3XgNywRFL+4QGOetLlkQsqqp/PWx+0cOdnqrj++Mc/xjXXXIMTTjjBkYdUCFSV40FDmDdzHN5cu191zG0F2q1r7TTYD3eofdftbH3iFE6vi1y1+SBSKQm9Q3GMr69wNG8AWJJ5mVkzbP94cycAcCuuxl7SztSL0cZDrBJcaxIWb6dnIIrBEbEAZuk25X3bJgiCIAjCOYyGEslkCm+va8EZsyc6UJC31i0r3pWiQT2NbnFzcw93uaaKa1lZGb761a9yZ+gHlAN0R7bDEcyj1E7EGZMi+4ZiiMbNA8Zo87NWD3aWhA4M29lvVp9CBOXJJxrj3APUJbQW19yB+GgSoTJza6/otkR2AkCx2LpH2zEF2CGUuRiK8G3rI3oXsscErxuz184UBEEQBEG4gMEHfmdLP5rbBjCazCVKj2n4IwTLOooE60qf2+jpAazxnrCcFtQl0zWus2bNwvbt28Vz9pCCKja8LpaOmFwl/OW1bXjnwwNWLrVYpHXBk3mt3Snrmp0lro63DDngUebP197faztLpsKUJ3hS0VH+78tbxPK38CCSKQNbqqTzm0cWnd+RWAIxkwka0Wh0bvYKyVTKkwkVgiAIgjhcGDTZh17eC7QQZN18ba1fk/PgK0s4e954T4ZrItkneWUaiY5m0muvsOKJaWpx3b9/P6655hpMnjwZ4XBuX52iWePqcmwm/nWA3g5qLVueHVxPaicQj1G+1hM5h3xnO/b1uZJ/fvtZt6Mz+5sVxVo4f5PqWr2lQ/ec8lLRdqanRP9x0WYAsLx/qrJ+ZFxTLCXgdws24php9bj49OnulEEQBEEQhym8o8e12zpw5omTuPN1QmFkyyYWFElkfOLGUEYwrqZBPtrUu1sHxDMywFRx/c53vuNMSQVkQkMl2ntGClIW21TuzgDZVq4WL7bjal2S7zJdwO1wdrb0s690+Nm4MiHBMri6rIezsleWORQVW/fJC0tvNbvXrr4IRgrgui06EbhjXx8prgRBEAThMJ6ZfgQHX7LhjPcq2fDQPxw3tj46UAHJVArtPRFMHlfFyN4ZzdUpBdgIXVfhpqYmAEBVVRXzPz+jVJicUFQ8WCbLJOGAZU0UO3K7FXiHR6aIjmJzODlzrtnWgT+/tlVznPlcbEX+su7hwBbFOJMn39iBF5buFiuIIAiCIAhCAKPRSCKZ0qTJWVD58t+6txcA0NIx5Mr4VDmeWrWpHc++vQsdvVrDnpWxvqh+xUpvRU/Qtbg++OCD+MMf/oBbb72VUVAAb731lnhphyDMbUQYx0TdOVmD96GIdauXdf94GxbXvBbp2D6unl1skJ2DSjorK7OXO5lKoa1rBFPHV2ePrcxb62Hn1tkysbbVEdVclcGZxC4VhX+th2BnbEEWgiAIgiC8xY7XXEvHkIOSAG6PJrr6IwDA9lhzyFLqSEBcE3QV1z/84Q8AgCVLlrguhOMUMjYT50PqGYi6LIkxXgSOcc/iav1e7NRC72AMY2rC6oPZ4EzeboeyYuNBfLijE1+4YBYmjKlUnZMkyZWtrLIzi6pjYnk4EIDbFNfdrCkoE0EQBEEcchQ01quh8uhs7J58ugYi+mXrBWdirjFzSCADTKMKE8YDU/baQJcjQnmfHReF2Pe3rjpsnkiJjWfz18XbbFm9ebFSbd396YkRlot0fnRnFk6t1bWTS0/mHsiESRAEQRBEliKbIBbVAxrqyk0ytCpHOmCVmfHs/c3t1grIL8/gHGsoasXoc0gqrk4HzDHMjeUq7GjpDuGBUBoFzKntcBT3Mn1CtX7CDOFQbo9Tu9UwrKO4OqGjS5KEVZsPFiTwkLZstjwyrV3DmvPyxITyWtHOuhCTGzJuvQKtndq6IQiCIAiCUNI7GMPKTdote8rLSvmXMwmMZlKShBUb2/CPJbu4r9HmwZ/WcAzIOhcAmtsGhOQxjSpMGGMWjdXJfG3l58FslZX9mXiwMzFhtxpGk+q1yk7W6r72Iazewp71suOKLN+znbWbvYMxobJ4YUYVFsuCHzsu5gbu1m+t3Wc5X4IgCIIgvMF0OxyHx84Ll+9G/5B2L1oJAradPJF4RHQiuGsgEFDVB2s9q2hU4QCARcubheTgUlwPHDiA/v5+lcCzZ88WKkjJkiVL8Lvf/Q4jIyM466yzcNddd1nOi0VhfdI9cvIWxBtXYXfy9dJjRFO2g8K8+t5ey9ca13XhKswJbwe3pOXNl/eRer2umSAIgiAIfZrbBjCmJoz6zLKytds6VEEs3UJvGJEy0B9FlyXaEkQkCz25TDz1uGRxMqqwzC9+8Qv87W9/w9ixY3Pl2IgqvH//ftxzzz149tlnMXbsWHz5y1/Gu+++i3PPPddSfgVB8MH70RXfC5n8WQ8+FCpDfDTptQhqLIVHdyC9W/sgc7vhsI/l96+u7OFLEARBEIQKq1/bRcubEQgEcNu1cwEAKzZq3XTtImK/KjFYoGl99w9r50QJBOzlx9ZbxTVXU8X1tddew+uvv44JEyYIZ87ijTfewCWXXIKJEycCAH79618jHBYMsFNgjJ4Tc22ga5IUFykRx3gXUbp46gXT4l1rma/4JjL36PZaTbMQ4/K62NauYcyYWKs6x9PR2OqMTFxHhPOznYNOvgWYtNjXPojOvig+dmyj62URBEEQBGGMrZ0oHB426I4VTXyFVbFEFMf7hmIYGNa6HhcCVtUYDfudGoOZKq6TJk1yTGkFgL1796KsrAxf+9rX0NnZifPOOw/f/va3ua8vCwURChtbpioqQgiFnXuQ1dVhhML8y4HraiuE0rOorSlHY2MNANjKS762sipkWyZRpkysxabM5soAUFkRyt6TUjZRamrKs9dWK37rEQ4HIXtnVFdpn2VjYw0CgYDquF7dNzRUZY81NtYglkghFA5i7NgqjK2rYObBi9F99A7HDc/3j4wiFA5i894+XHneMar8xo6rRnkoiNoDAwiFg6iqCmPFlnac97EjslGZhyOjzPxZx+T6r6utQGNjDaoU70d9faXQc2WlbxijrmMemXKyad+98vIyREaTGKPI14gNzT0IhYOorAwhlPkgjBtXg9K8vXsqK8MIZdaqyPm+8n56vetFZx1lWs7hiuh7cbhC9SQG1Rc/VFd8UD2JYbW+jL73MqXhMu5xAWucqTemMxuzNDRUobFBvcVgfnqWjtAwtgpjarSRgisrQxiJa3WY8oqyzDg0HU+kuqJMtYtFXV1urDt+bBUGMueeygRd0ruHSsWYt6IyrQeMqa9CY2MN91gtrVMFESwtQUIR56WivAyhsDpgaRVjjK0+F8k7FkJoQJu+LKQvm6nU8+fPx4MPPojzzz8f5eW5h2B1jWsymcTatWvxxBNPoLKyEjfffDNeeOEFXH311VzXj8YTiJtEXR0ZiZumEWFoKCaUX1//iO3yBwai6OwcBADUlpdlNw4WIRQOZuUQvQeZkpKAZctpfpmRyGj2ngBYrqOBgUjuvgajpvmUZMoKhYMYZNRDR+cgSgIB1XFZzvy0rQcHssc6Owezv7u7h5HKa5vKe+XBiTYrBUs0snd1DiEcKs3W2+ZdXejqj6C7ZwRXnHUkAGAkOqopX9KRaWAgXecDAxF0dg6qnnNvj1jb7+vTpu/uGVbVMZCeqXt/aztmz2jInpvSWI0DneoNwAcHI5r8omXp/mD5h/u5ZDuYyTMSiSvkGEBpno9PJNPPKN8zGdFnf7jQ2FhDdcMB1ZMYVF/8UF3xQfUkhp36yv/es+hTjDNY6fTGXvnX5H+re3qHDccF3d1DCCTVimZ+etb4urtrCImoWqlrbKxBPMrWYSKRuCrvWIl6TNrfnxvrBiEhHktg7tFjsaGpW1d2AHj2ze3Z39t2p9P29g2js7yUe6w2PJK+v1Se4joS0epag0P6Y/LhYW096elro4rdQPIxVVwXLFgAAFi8eHH2mJ01ruPGjcP8+fPR0NAAADj//POxYcMGbsWVB8fXngkv3HO2+PKw/gPkxaqFfmxtOTr7xJVmN0kkXdjkltPT9zVFAKUYY9bMa0RdlmPxJN7bchAnz3LGtdWJd4+15VB3fxTvb27HvoNDjCv42LGvz4ZUBEEQBEEQ5uiNhHQ9hSWzdJL2l8UlasLrSnVuJlSm1U2MdA2WDaylQ3xMZ6q4LlmyRDhTI8477zx8//vfx8DAAKqqqrBs2TKcf/75jpbhuN7qbHacZXqsfGcIBu1s9etOzX24o9P6xazw3QzNNT6aREmJ8cv9zkcHVH+v3urMBs52YG8vo/8cVm05iPU7u1R73Wav02kzmjJU+7jySGlcxssr92iOyXN8iaRxSHdWh8wKPU8QBEEQBGGEV5Fa8scyko1xVj6i+kVOUVYfP2pSLdq68vaxNxSuQGtcR0ZG8OCDD2Lp0qVIJBI488wz8cMf/hDV1dbCSc+bNw9f//rXcf3112N0dBRnnnkmrrnmGkt5OUH+vkSHKof+HfLBWw+/f3GTqeIaU0QB3nNwAKs2HbQhmTOwLK6SBAyOxBHJuGNkO60AIGWmwCSBLb7yXxdJda64tt7hLoteIIIgCII4rHA80i+vsZMnncWBycJlzbj5s3P4L8gNGXmTss85NI4yVVx/9rOfIZlM4pFHHkEymcTf//533HfffXjggQcsF3rttdfi2muvtXy9GV6PMXuHYh5LoGWbIkiSEF5XpsPovTjKqGw1VSHMnFJnbtlV5JV02n3ZInqeI//3ytZcGkb3w1ICrXQypOARBEEQBOEkro0tfDJmkST1OMzEbmKbSIx/qVvO2JFnBWalLUB9miqu69evx6JFi7J//+QnP8Gll17qqlC28djLdqPJYmlefrdgI46fPsaRvKxyqO1Vybqf4WgCj7+aU+xOmdWIyY1V9lySPUJ47UKmI3Kqs3G7tUi6fxAEQRAEcSgwEk3g8de24upzjsKksVWulWM6jOAYHImMk/XGaBKkPGH0x3LytoOFGgLJVaBZJaa79M44H7uYLmBMJpNIpXJ+hKlUCqWl9oMFEeYkkyls2u2MEmwVe/t7OieHm0Ri+dF0+QQ327PUbD2mk1SWlwEAxo+p0JwzEjNgkIZ7T1ZFusK6CmuJxp2LJm46CWC451qRNP4iYDSRLOi7RBAEQXjDjv19WLa+Fa1dw0gkUvhgu7sGBDMDhXVXYc4YITrkW1z9MKLgkt1oH1eH7sJUcZ0/fz6+/e1vY9WqVVi1ahXuuOMOnH766Y4UXixs32fRzdYGNO51B2a9Mo454aXxyIKN2NDUjdGE+4PuoybXAgD2tA2IXZi5UWYny6u3il+SS+9wOzcLDV8ouJV+wpRHX9ik8oggCIIgvCeZSlnaqtGI197bi3UKZdLtL2lrfnChfApm1oR6Bw8jLTEjk9fDDNFhY8EsrnfeeSdmzpyJX/3qV3jooYdw5JFH4nvf+54zpdsgWKov+qHm3nqoYDFyt+tolAxxQ6PuJW+va8Gba/dbksttlI+Drc+z78rw/TpEXz3xaMnuyHG4MhJ1zpJOEARB2Gfp+jY8+foOVYwQxzByB7NIMXlCGbnlFvou5DEyz3aLhnVcqOBMwWAQt912G2677TZnSiwAInUTCNAg0whbrsLOieEYvB2X3ehpSlq7h/Hws+tx2gkTMH/2RM6rnERfUqP7tBacyWKYdSsXuN3AVJUjeF9+bPwEQRAE4RDyVihOLtGR8YudQ/6UJ5IpPPt2E6rKGWoTy/IoOtmdf8DpwZkN9CYmxMd7Lm+H88UvfhFPPfUUTj75ZKaWvW7dOkcEsIqhKx4NGh2jmGaorGL9FvkuTGa2nPlwR6cniquRlIFscCbrz1l5KWuDabt09UXw1Bs7nM/YRQ6H94YgCIIgXEFexmQjizfWqL3drOQlf8u37etFR+8I/3U6pekaLfOSlxhoroUeXcTi6QjE+bJ7tTRMV3F9+OGHAQAvv/wyo3AalB0uqHzuRTGaW/CoDTlZrHpDaP2MIxk3R69eG55y2WHNxQV247m29bA/Fn5eEkBdJEEQBHE4oPzcxeJJ7G0fxDFH1DufeYZILIGB4TgmNFQaXrplT48zMgCICmwfA4htN8PEMPij/K/1gUY8YVM+HQox9tFdKDp+/HgAwD333IMpU6ao/rvjjjvcl8yEw3FgWMFyUShSPFPiOI5JgCt+KoUK2PPM27tUwQ3y6R6Iao6JLLLfvq8v+/vhZ9ergpcJ3yLHBaGg6VJ81xG9LwrORBAEQRzSMMZJ/1yzD6+9txe9gzGbWesPwp59exf+8dZO8Uxd+iyzsl3wbhOSKf7AnPlBrrRrXPnK5WXH/j7hazRPRFAmp8ZFuprQbbfdhubmZuzfvx+XX3559ngikUBJifcDSSNoyOhP4qO5l9gzaxlr3ymLL5NfdZO2ruHs2hMA6MlTVJX3G8gd1Gakc3/DkVHdst14rjwBAfyGX9uGV6zZ1oGVG9vw438/02tRCIIgCJcYHE6PD0Zd3MLMqlJsZXxi51ueSErIjyNrus2enM5g3OPV+DlfJqYcXgZn+t73vocDBw7g7rvvxt133509XlpailmzZjlTug2MI1fx1076QfhvlOnUwDcQCPjGtVu5PsBPFlcWPJ2LaOfh1T3vbjXYIidzm6y1qVbk3Si4HY2dKilkfQobkn3Yp3jJ6i3tACA0A23EouXNqK4sw6dOmepIfgRBEIRFlJ87h+aZs99Qk/3S/TyxzRx7c4preFsODC94FWgjhkb0jRgsXF/jOnXqVEydOhWLFy+GJEnYvn07SkpKcOyxx/q6oQBiszH+vpM8imws/O5HB3TPeaZMcyhovKKJb5Hi1SyZeZpNu7UKp5nyFY1r10jYdQ9i4VV3YyOo8CFlcX3rgxbs2N+Hb141x2tRsjRn9ismxZUgCMIbnFB+dDHXWyFJYuMDSzslcOXLTmVnHKANhCQpfuf/KAz5Vb11b68mjZFIrkcVlvnwww/x7W9/G6WlpUilUigrK8Ojjz6KY4891hEBCDZOPWC/bvfjI72V2enwdIYHu/kjzHmJ7kRTIGD44TF7Rh9s77AhFT+ufhyNC7bM2u0dmDquGjOn1jknj0ewJjUIgiAIbxgYjuMfS3bi8+fNRF112GtxVBguPxJA3o2hpER/54OUJBlG33UCKSXZWE6Wu65nIIpx46q5r3XdQGgle5v7RLpucZW57777cP/99+Occ84BACxZsgT33HMP/vGPfzgjAcFGFbE288NCQzvUXaHFy3WuYL+4YJvhZ68CX9egDeHW7+zC+p1dmDm1DnvaBnHL1Sc6J1cRUySvDEEQhG/ZurcXkWgCm/f04BNzJnkmh5u6lexVY6TApVISUOqeDADw/LtNaKyvsBQlWV6C1dI5hOffacJnP5XiHo8ZBUKSx56F/pzyLaGzdk4ErihLstIKAJ/61KcQidjYIoXgQhkV1o6C5Fel5VCLuur17Ri1kaQDs4WuYVJEIplCz2AuuJTKXcZl8STVb2uF7WrpR8LFIBVFg187IoIgiCLDb6v1eHZrEGVbxg01PqpdkiQrs3rjSNY1djDbFnJXSz/zuDyG6sssoWrtHBZY45ofCMlZLLUhjmucij9khKnietxxx+HVV1/N/r18+XIcc8wxjhRO8JF9Oa08c8HG6ff1y3ZhBs/VHDu0lGqrFKIWzJTjJesOYNWmgwWQhHCTQ7tXIYjiJBJL4OFn12PXAfbAmyCEcbizT7IiR2bQGz78/sVNOukLO7Zjx2bijSrMka8to5b4g7L7aJ2qfVNX4dWrV+PFF1/Ej370IwSDQXR3dyMcDuPNN99EIBDAunXrHBLFI4pgRFVAvbVgeOVmy54ZtC+L11FkjSYcqsvLLOVZiGdkVkJLx5DBtYUzuXptUScIgnAaeU/vj3Z2YeaU4l+PT/iHSCyhe27djk5MHleFiQ2VumnG1pWjuz+KsXXlmnNWxyZrt+nvb+8Gbo2h/BzoswAGV3PF9YknnnCmJJ/iV8VOSSoz42SlsfrVgmowieY56Uh1YvXmtWLDahvVlWUYGhlFQ6224wf80fZN27TLIeGNyFeMO/siGFdXnm0bfqi/YsPHrz1hgyXrWtB0oB//dvlsr0UhiMMGr8cdMuq94dNfxoXLmnH7dfOY6ZetbwUA3fMAcNTkWnT3R1EZNlVTuNnbPuhYXjywHg/v0FKTjpFZ80Hr92Nt4t/mGleHGqxpi5gyZQo++ugj9PerXUnOPfdcRwQgzHEypLZ5WT7pCV2CdX9O3LLX9cbsIDOdjFEHZeiOUoClmX6ewFByoHMYr6zag3NPmoKTZo0DQEqYFbx+Twh3EN2/mfAXXnsMEUQ+h9KnwtqtGOz4kPk3amDVNsOL+i2Yq/B3vvMdrF27FuPHj88eCwQCpLgWEHmN66H0IjsVsMaJKnFGcbWfh+MUg0nQj/WWQflM+4bSwRXMgjQQBEEQxOEAa+LbaSe/9t4IRqKjeWUEIElSQcddVu7LjnwlBvu4OjFusubByZWzpVMimCqumzZtwltvvYVQKORMiYQK+QU0Qsr7VzR/P7J8Q5sj+Yi+e8zgTE6scfWxAqaHWdNYuKzJdRnM2r6HnsKmZfrzzSIIghCkCL9fxOHB7gP9ONg9gmvOPSp7zPq+qtblsOX5aP1SJl4ZbLi2cTXUWwsUVfioo45CImHdHO17fKrYqchGZ7IwQ+KwKE7RMxA1T1REeO0CaVi8jwclSzNrXfTw8vUsxskIIO3N8NYHLRiJ+qjflh9kkdYpQRD87GsfxMPPrs96qhDO4leDhJNs39eX/Z1vcS0WWPut8j66EoOETow3LWVhs90NjTjzHE0trp///OdxxRVX4OSTT0YwmEv+s5/9zBEBvMbr1z8QcHmALLBnVCGVL6/Gr7xrXIXXBluUxzEMnl2xKmCmFDA4U7Y9KCrTr9XadKAfm3Z3YzSRwkWnT/NaHADe97MEQRSObRml40DXMOqrw94KQ7iOG2OMwZE4T8lCeRZ6LTe7XngH5Tx5WceSq7CzIljGVHF98MEHcdZZZ2HaNH8MgJymmCaurJn2+feMKqSC41RZoi8fM7UDsuhthF0ojA2u7LO7Wvoxpsbvgwp1+x1NFCBilEyRbYczFBnF9n29qLS4/RFBEIcXRTT8IQ5z2Mu8RDOxXr6lNa6ZAq28Z4bLpMw2YxBYgmgFo/wLMVYyVVyDwSDuvfde9yUpIIW2LhpREggg5eIsEH/o7QAKaUNyStHjySUWT2Z/t3UNM/KQ8v4WZ/3OLgtXOYfVvbN6B4vLlWtgmGcW1j0k3T+M6R2MuT5J8MqqPTjYPYLTTpjgajlWKKYJQoI43PDHaIjgxc/dqbKvT0mSocvrIY+k+kcII3fwfQ5s63OgUzsWNsMvj9J0jetJJ52Ed955pwCiHKYINAQryh5v9gVvjwW17prMPEn5fxffZ/xw3M7A7Xs2W5ciUv5fF2+zL5AJ8dG0NTrl4z2G/CsZQRBEceH1UIXXo88thINzuiOGLvn+YYGAwJjc5art6B0RvsboecuK9oHOIcsy8WJqcX3vvffw3HPPoaysDGVlZZAkCYFAAOvWrXNduMMBrihdbheAwru6OqZ0uBQW3IvueOLYShzsFu9MABhHIPf662YDw31m3S6c5ZrkY/fh/Lry42RGMbdFgiDE8ImBhnALs5h7EqgRKJAkUS9I9bW8uLb0zyfP0lRx/ctf/lIIOQ5b3I4OxzsjVujxpGNrXJ3JxheMq6uwrLgarnEt4krysp/0o+JnhPyue73emjh8SKUkPPnGDq/FIKziF98/4pBEYmiulreyccRKYedi8XfFzkStH99MI5kKGSfHVHHt6+tjHp8yZYrTshQMOxU8f85ErNp00FFZzLCxGw536y+0JcT3lpci+6Ab1afPa9o6h+yNWSQb+Vj+s7jaMFF8ROPJQ25rM4IoFvw4uern707B6yuvuEAA2HuQc31qEXhQKSnkkN5Ucb311luzv0dHR9HZ2Yk5c+bgueeec1WwQiFq8XR6obn7Fld/4lgbd2k/K7/WmyX8PkngU1i1pvx4+M2ymae3+v5DR9ino3cE5aEgaqtCXotCEHh7XUvRTfoWNX7p4gW+hU5+Ntdsbcd5p0x1LkNDxAW3FblXq7nyX+tWsNWAnL+3sWFMFdclS5ao/v7oo48OGaXVD4h08Zb2XfLpR8RPrsL5efhMH+FiV0u/5thgJgKvk7dTVVGG4UgBNwM32oTb7bLNCvBbO/Hnq66iGN8tP/PUmzsBALdfN89jSQgC2NDUDQA4fkaDx5IQfoC9hY3FjwDjsg1N3a4prk7sPmLLVdjG99ytoYBfrOmmUYXzOemkk7B582Y3ZCkKAgGHlUF/tIOC4ydX4ULKMhQZxcPPrkdLASKvEfZwa89ft5C9Qfz0bsn4dQKNsE5sNImn3qL1rcWM2Vs5mkhi2fpWJJKC+2f7sA8S4bGXt+Cvr27xWgxT2nsjXougxaRRedU0UpJkK+K+Fbnt3Gt+NQ5FC2gwAPubHQjonyskphZXpZIqSRI2bdqEaPRwXtPisKsw65hmpsd66y/x6XjRqR07iu37KIcK37i7G1Mbq1Xn3FI4lq5vdSyvglpbYfy29bq8tq68rFQjiTNvpbv4VS7A37IR/CxZ14KNGesacQig82J+sL0T63Z0orK8DB87ttG14pOpFGLxJCrLy1wrQ4ShyCj2tA14LYYphdh6xIj85Sl+5m//3C60b30hgw3pCqBgx74+gWudFaXA2ZsitMY1EAigoaEB9957r5syuY7S/9vrB+D6zIVPLR3BkgAKqwLpw+yb/FltlojFk16LUJTUVYfQ1i1v0p1uJTv39+GFeBKfPeco332tA3mjCL+49RCHHqS0Hh7I45P4qLvfkDfWtGD7vl7ces1clPh1tp3Q4qNHVVISMLSoiiitLKx87vONEaJb2ljFicfCUtyzMnn83IXXuPqdcfUV6Oozdp+wU+dO96lsi6tz+0XyilsWLMFoQtAdyALyPsBzjx6L97e0C1+fb42OxBK2ZdouMpPlIj7Tg/yBbz6MOUH2taejAvot+JGsqMrvh9/kA1B8LhIEcRhTmhnwiLoKi77lO1v6AKTdOUsK2OlHYgmEy0qLTln2W2BAEax6lnWbeFiVlpYgHAogErU/JgS0AY6syG0vOJNgeuXY2CWDlTzG8PptMV3j2tTUhGeffRaSJOGWW27B+eefj/fee68QsllDtKVYeAKOtgme7XBczh8ATpo1TnupC41ffq9EPhRGcshKhB325+UhQfL8xST8j++GDmabwXtIMbmUEdbpMJk0JoqLQjlsebFmLpFM4Y+LNmPJupaCl20XP+utyifppJxvrDV/TkovI7uGmPwWaele9CyWPOX70VvSJ2tcTRXXe+65B+FwGG+//TZ6enrw05/+FL/+9a8LIZslUi4PjZx4YMo8WO58Tm65wzt7yXtf4VCpUPp8rMwUKovy47tMuNeRefm41U2VGR7RV2SVQ5/JRRw+PPUGBWsqRrz2zvCi70pm3Ep3MCLy59M/HGdG7neDWDxpOk5yMwDfouXNeOejA1xpA6zZUtVHWytnSqFPvvPRATz87HphGZlIkmp8+MGODnv55Q0+tuzpERcp8+9AZocHoeIFBz+qcbJwadbL8gJTxTUWi+GKK67AihUrcPHFF+P000/H6KhfVidq6ennCNjitLuvA87ors1gcGar57LMg4j1VO5vfT249rNshEdo27hTzWTLnh7b628AeO+/Y4SfZWMQiSXQXATBWQjCDubfeHsvrp9f+6xsHIORp97cgVdW7XFTHABpK/D/LNyEdz40VhzdHKI0tw1g/c4uy9ebxVZ4f2tuiZidcphlK4pOJu3VUv5dWFE+5QmGtdvElWg7744T6oRRVGGvMVVc4/E4urq68M477+ATn/gEurq6EIs5MMjyCcLPweACK8pnSVZxVeYjnI0uIlmFVFFUdfLLCKdUVsuCIrsqZdbfCWiuynp10hrNW6aTLH5/nyv5eo178y4+6SlZCM6+9AxE0Tek7TvfWLMff3t9u2UxhqOjiLkcPMUpfD1hpeCVVXuxaHmzI2vonSYlSY4skSAIM2QrUyKZKlCQv8J1ECLfrEIFOJSVrW37+jA4Ek9vndehjRxcqC3PovGEyvrb1R+x/a052DNi6Tqee1aO23bs77NUjiIze9dzYDTmFh2DFsJ9N7vG1e+uwp///Odx3nnn4WMf+xhmzpyJa6+9Fl/+8pcLIZtr2A3OdNknZuCICTVZ5c2OSd/1Ra68sgWAf730ePzrpcdnD7GURPlQqUJxFWnEqVR64CUUXY1RvpsUydiacBm1+5z9VvHEP7fjL69tY56zs7/c/760BX/753Z/K/kZ/LjHLAt5giHp1L5dDrJ2WwdeWLobew6SRZhwj97BGHoyAXE2NHXjfxZucq0sb8bBcjA7L8pGpmxJvS5cUQ+tXemI9hubtRG8CyFzNJ7AHxZuxsqNB7PHnnx9BxYub9bKo5NHIetWgnqsaMVCqsSJeF1m919qVIioXqH87cSSRsYx+bsY9XhC11Rxvf7667F+/Xo8+OCDAIAXXngBn/vc51wXzCpj68oFrxB/wEdOqsXV5xyVsz7aaCSsDX2dnM3glS2AAMJlpagIGwealnMzfOEMkCDht89twOqt7IjCzHsv8EdtbK1oGxKHqWQoOjmvZ7REKZQl3CtYHyA/6TRDiv11i0U5JKzRN5QekA07FD2TIIC0e7yy7xCNJMwiBeCllXsU24oZc7h1XR/t6sJTb+zIWVV9dP/RjJVZjvgs09aVe5Z+++z7bdxkunbcOb21IOPk4Yg/lomabofT2dmJp59+Gn19farjd911l1sy2WJsXTm6eda5ZhC3lioDK1nLoyQQyAaRyuZhIJNZ48/fIsYplEq1nL98/1YV14SFdQdOzyQZccSEGhxzRL1KEfACzze/FsWtx+Kv75CvkV8NPzabYn2MfpoEWLutw7X+7+klO3HM1HqcfEyjK/k7gSRJWLnpIObNHIfqijKvxTmkiMQS+OOizfj48ePxiTmTADjzzg4Ox7H7QD+6+iL46iXHm6a3+rZ19EWwc38fPjFnovA7YrXMPQcHMLWxGsFSkaVSajr70mPV/pE4pubLZSCYHQ8dXrIBsxjnYvEkhqPmY6SC9p6S89tV2sXs82EkrrCrMGe+ljL0gPlzJuqeM33jvvOd72Dz5s2oq6tDfX199j+/csL0hoKXKTyYUK1nteZurMRocGVrnGMgm9V9z8xClDPlVVmjLRXLTWO9+9ZWUco41h57zSGpt5p+df2j1PCQkiTEi2QtrNf4bPwDAFixsQ3LN7Rm/7Yq4wtLd+PJvOi/B7tHsHR9q84VOZIp9/f61uNA5zDWbuvAm2v3eyZDMTEUGcV7Ww5yTb6MxNL9wq4Dzrify3ujy+MbUwlszro9+/YurN3WoZkYbzrQjyde364TpVc83saegwN4cdlutHUPY+GyZizf2GZN4DwCmh/Kc9qDQaG4IhYxGGw9+84uPPFPdlwG1WUF/kQ6ObFXGOutfhniFldn5fX6GxgyaOOmFtfu7m787W9/c1QgAHjggQfQ29uLn//8547mW1Pp7kxsgDGtYUNvZZptHX35uLfD0YjBnL3KrnG1OMtoZeBTyFk0L9cJqiLKKza/ListwajPFQ6/ueg4gdk310+uwgCYQTyULP2oFet3deGWq080tRK0dg1j0YpmXPfJmU6KWDxeBAWwXu9q6UcwGMCMibUulqLFamCnwZE4/u+Vrbjg1CMclogPWfnw47pjP/La+3vR2jmMoybVYvyYSsO02W+sQy9ozkNL/bceZl+P7ft6kZKA46eP0SkPqvJkXl+zH/HRJEZHU9mt/Ozw0oo9SKUknHjUWABAn91o8Hr1YlJfcv89c2qdvfINMHom+V6NQsE2Dc7Z9XTzKrCpHmbbGhnK64RecYhiqn1MnjwZIyPWooDpsWrVKrzwwguO5inj9sAoGsspEDmd03p0JvmXnnI2dXx1YYIzGaBcvzgcSa+rKmXcAxc2n4/bChJLgfcCI9dxP1IMMh4u6FlVt+7tBcC3TcDmPT2IxZM42OtU31+kDcTF78krq/Zg4TJtoBNeCq2+9WfW1srtiPA38nuuHBN190exY5/+8/NqSkD+fugN9Be/vw+vrxaPyJ8z5OrfmZ8m03iNlQVdwlDAoh57eYvuOTP36HRwJp9prnnkt2+jIkTjhpjt4yq2+wd8PagztbiOHz8eV111FU477TSUl+fcKK2uce3r68Ovf/1r/Pu//zu2bWNH2LSD2xtpKxue/Et8jWvuN+tF89uskVIeucMsLbWWs5m9VWlpVB/TyuImbI9ld9YSM8v3qM8YUxN2Zk/RQwymo5kDbcFuHqz1/Lta+i3nF40nsLt1wPHBHM8A0k8UQ4TmQiP3+U4E7SEKh3LM8rfXtyMUDuKbV8xWpZG3e1G99w5OehdKz7JowOSGNT6xA09OXusPdvrsQvT3H+3swpyjGiBJku/GzvntTtMODQoRvRf1lk0G7pKHAKaK65QpUzBlyhTHCvyv//ovfOc730Fbm7W1AWWhIEJhtUWhPBRENJ62BDY0VCOkExk3gAAkSAgFSxEoTedRXl6GUQHXo+6hOBobawAAoVAQJaUpVFaEkJRy+ZsRDgUhZRpRZVUIoegoysO5Y+XhMshGkcrKECKjKcQtukdVVYUR4lBEamsr0NhYg2Qyla0/WaZQWSkCeVacmuowejPhxsvLy8DryDpmTKXu8wHSLjD5A6PycFlW4VXWjRWMygZy9TAUGdWkLQkETF0/eGluH8T+7ghOOW589lh1dThbZlhR5xUVYm3UDhUVIQwrOkCz+pJRtl8nqawMIeRRoKzKylD2/mtry1V1UV4VRnl5GeKZxshbTwCy/QeQVlzla5XHZUYye7SOqWGvvW4fiOmWXV0VVuUZDgeBkgDGjatGuc41T72+HTv392LyuHQ/Wl9XYSgfL8p+VjQfVvlOyGRERUUZYskUxo6tRn1N2JUyzO4h/7icvrV7BKFwEGPqKi3Vg0h9jkRHsXVPDz523AQkS0oQCgez/+nh1jMZjKe/TZWVIWYZbpVbrFRWhhAajqOhoSo3Zsl7zhv39qqeZTgczJ6TSks1z9msjvPT12b6D2W+LMLhMkiBdN9UWa5d7mXWzkOhUiRTJRg3rlq1N2a5Qb7x0SRC4SACCOi+a/n1Jo9P6uvT716FTlvkRf7m19dXorGxBrGMTKFgKeoydVddHdaUUdsygFA4iKoq7Tm7yPc6LvMNKC8vQ2NjjepbJSN/I8eMqQKQri/ld3PcuBrNThXp885Njq/a2g6UliAcDqbH0w6NF8rLy5CwOeyqr0s/V7k+JEn9jijHEPnU1VYY9rNGVFSUIZE3Vi0PBREQWHcXLisVSu80dXX6yxtMa+Vb3/oWhoeHsXnzZiQSCcydOxfV1dWWBHn22WcxadIkzJ8/HwsWLLCUx2g8gXjeHkK1FWUYyBzr6R7SnJeRLWZSMpUNEhQrDeimZ7FjTw86O9NrhOKxRHpj7pJ0HrwWuZLMtQAQicQRjyVQqjgWDOR+j4zEEY2OCskoEwoHs/mbMTgYRWfnIFIpKZu+NCNHQJIQz9uAW/kcShXymtHTPcxMK9ddKliCRF4AJ2X+wYDY81ISCgdNrx0cjKCzcxAjUW07KykJOBrN77WVu3HE2Irs30NDsWyZyjqPCrZROyjbGk99yZi1AavW6kjEWtt3guHh3PPo74+o5Hh3zb6sbCL1BCDbfwCZgEmZa5XHZR59YSNGEyncft08Zl59fSO6ZQ8Nx1R5xmIJxEeT6Ooa0l3v1Zl5PweGoojHEuhT3DdLPl6y7UoSz0cu/6V3d2JDUzduuny2IzIZEcnI29U9hNGovf0A9TC6h8bGGs1xOb38b1//iKV6YF2jl8+Ly3Zj78FBVJYGkMqki5q8kyxZegaiGFMTtrXUo7c33TZHRuKaMlj1dbgjf/t7eoYRzlS73F/JdbUkz/02EizJnuvO6/MA83aWn35wIJ1HJGB8bSw2ing8ic7OIVSWa4elZu08FksglZLQ1TWIsmCub4tlxildXUMaBSo+mtTNN7+e5HTJ0hIkkyn0Zvrd4WFtWxRB/ub396fHHbGMTFIyhf5MGUNDMU0Z/Zl6HR7WnrOLfK/dmbF0tCSAzs5BSIpvlYzcxnp7h4Epdemx00hcVa/59e7GN72zZxgxjr5JBHlcb4fevmF0dpYp8lHXYSxYolvGYOYbbIUoQ3bWON4I0fROMzAQAcBe026quG7YsAE333wzxo0bh2Qyifb2dvzP//wPTjnlFGFBXn31VXR2duLKK69Ef38/RkZG8NOf/hQ/+MEPhPNSovwUGjkxObHFyNTxDKXdxiLqrB+7zspqq/I6uQExKy+r+3aaLlY3Oea2t4ORi6ByGyMnMFprqN52qXCzXlbr1y0ZOxxbY+k8ThjfzZR5syjcTpN9/i4Z+O1k+/5m9t7PruKnBXAeEMnEdEimJMuz7wd7RvD0WztxzrzJvt5u51CldzCGkkAAExqMAzQB6v7ImT6dNzikMx2PG45JHX2R7O/s3ThUjt3uxc3uqaUzt19r04F+bNzd7V5hNmHEOHUsTzvkPx+R2KRWx9iA/lI3vxMOlea5PLMxVVwfeOABPPTQQzjjjDMApAMr/fznP8czzzwjLNTjjz+e/b1gwQKsXr3attIqU18Tth/hzYDG+grMnFqXjSYHKNe42gn/pXtIGDtrMI0aOuv24hYH1HriZScV2PvhMH65hINrDszQRMfUrRznyjRrI1YHK0XQJzrOCMc+dn7icHxGVnFZf+cmkUxh+cY2nHHCBEvXDwzHMRQZxeRxVZauV+5SErD4bekfSn+XD/Y4MwlF7ZgPuS9/Y016+yA9rw0l8iMejo4i6mAke96mo0w2MBzHhzs7cc68yQIF8ZfP25qbW53ZIogLifmTkUwyTQOko/TubR/E7Bni20QOjsSzZby8co9OKndjtIjiqHLmyn2on5jRXKCteynSPpJHaQU4ogoPDQ1llVYAmD9/PiKRiMEV3lAmb+9g0EPamcEoLQ3gtOMnqNweZAVAOPqX8nc2ii07D7uL291Sqq0G8LESFp+1BZFbGGbvcI9s5HbMKsoRK7pJFjxFVJQHNbKYXVaMg02jprrfZOsZJ8rwEj2x9h4ctLSlVVYR9OsN5+GX9rp9Xx/W7+zCqk0HLV3/+Ktb8ezbu2zLIUkS9rXba/MSgDXbOhDxyPX/cGA0kcptKWKhDcuv5/++tAXPOdRulP/ylg8Ai1fvw0c7u2xNeERlt9cBbRA7Z2DfV0qSHFtWxHyMctYm9bpwWTPeXLPf0jsnMt5Qi+FN5ylJTltcncls7baOXJ4aAQM6x9W12FDLjnEhgtvf3oY6+zLytjlTxbWkpAQHDhzI/t3S0oLSUvv7YV199dXO7eGqjHrLmS53iK+iWKGk5Y5JfDecgOa3rjusQFtThcN24J0zdBUu0abjQe92jKy76vsqjObKKsbtdep6AR0LuT6+hKOwABidoE8G+m6Rf7s9g/YHQilJwtrtHbrnR6KFG+Cv2NiGFRvbFK7C2jf1QOcQXly2G+954bJbcPga9KpNBw2sEfaRJy4TPti7dMVGawEV5T77QOcQVm5sw1sftNiSgzX+isYTBXer9yMLljZltxSx1iVLnkSNZslqZaCttxSpuY1hNdXJnmdiLmvx1Mnjr4u34XcLNprmI5N//2o9UFs7vDUzHEtPYgxaCFjkxGRjoeYpuzLR9e0YpzQ4lJWy38wXj1tcYfuT9gJea2Y2D8G6HF9fYZ5IqHz9c6auwrfccgs+//nPY/78+QCAFStW4J577nFMOCcIIAApkHlDDF4U0XZYFizJfgyzFl1WvjYsrsYH0/C+/KxQ7aJKT0D3D21Z55w0GbVVISwRGIgUwBvWFn7ZBkPdpnJKvd0PgTPrdFnuQf6oN15Y2/7ku1Eb1ZKdD+RoIolEUsLeg4OG6zb/12BPOzuwvDjkWeGJY/XXwcnrHd3eLunDHZ1o7R7GpfNnuFoOD2bv2+qt7irxcn/U2euNl5Od1zqZSqnqT9a94wnnA348+MRaxGMJfPOqOaqosocbB7sV1kmLz66tW8zCKUkS9hwcxPSJ2ui2nIbBrKxuWYVE2vG7H7WapjETU97z2DSfvL5Y+bf862D3MLr6IhjHUAx4a+upN3ZwuYorkb/pRmVYWS7jxlChvWfE8TGIE7lZ8TBkUWInkA5Pcge2eizkGNDU4nrBBRfgr3/9K04++WScdNJJeOKJJ3DhhRcWQjYhGjLbRRh9tLIVa7ZTr5ynwjxfaqi48snIKjMXm0nPVTj3f4FshTFyTdWzPp48qxFHT64TKtn0RWa6TCgs1NwlWcPoWTr9YhquNXXrRk3ybedwy2K2FdNrfKbYstqZZtrbnefz2Ctb8cdFm5Ewmdn3wq1WftccL5mzvtp7R7B0favhXrSFsAj5pbnKcnT2Oa+4SpKEjr4IlqxjTzy294xkrf57D4pHLn3s5a14hGF16uqz561g9GwWrdhjK+9DCSuTsFbe+91tA1i0vBnrtndq89NxFXbLXVx/Yty4LlIpCQuW7kZr17Bjy0BEMGrTvYMxPPnGDvVBKe9fQTr7Io70o8p9xCVJQkqSPJ36d3Kc4URWTXnrozXycXsa2pdFFK8/gYaBUs0u3rZtG37+85/j+uuvx6mnnoo77rgDu3fvdlRAuwQCwPkfm4Irzz4SYwz23JMfvtIK6YQbpuhsiFoRy2qutnF6XaTRlVbz7epnD1oMs/P6Dcrg1WDWbB20UF62c9DJ10Q2nnLd2i+Thd16GI5YH3jJLjt+se6ryFo+9JPYUWrNdHG9/kEJSxlyiwVLm9DcNoAe19bIGePmhM+2fX146o0d2NjEjhb6j7d2YiCzV7cywigvsnIir7mU1xtGYglhtzUjlErRgc7CKx1+xWrTEY3kHslMbvQN8XlidPVF8MdFm7G5uSd7LOuWKlQyP4EAsHF3d7Y959M/HMf+9kG8nglkxYvTc4uq/HTyjsQSiMbTdW5lX/lILIG/v7HD9F5F28+yjw7gt89twKhKIS7s5KvfbK479/cZ5sg7anLEq9MovU+GIryT9aaK67333ovrrrsOAHDsscfi1ltv9Z2rMACUBUsxY2KthSuNn9i8WePsZmGYnqVMq7KTBNa6mayd5RYqPw+mdcpaS1+23tgNh5WrymnWwxeskEWrt8Nxrny3lF/TbDmKLeijZRT2iTmTuC93whqaP+hwcjBvBJ/ojEQ++bgVAvlWh0ZGsWh5M57453ZP5DCaWN3bbm//xm6OSQImogNaRp//5Js7GCmtoYnOTlhHApZvEFvLbORSKvc1yj5HDpS0T9V+5Rkz8/LWbuvAnoMDaO8dYYyN2BmMJlNY8kELnnu3yTT/gjq6WCjrj4s2Y4POZFM+rFdVtrS2dRtPRmWv5ZBRgoQPMstNzL5jUxsZW0o6gCRJzgZncuF7Nzbf3ZvTKCEeR0csvfpa54xpbmGquEYiEXz605/O/n3BBRdgaKg4ZzXlB6Jcn2YcjhqYPNZ8GwEHAvfqHhWJqKe8F3lg7WSQJr2yHCnD4GUppLJqHCSqcIKoSjIolxU0zDBfR7RfrkNC54HC1G8wU1/5Jd10xWzN+k715Lfzo5n8SLH/s3CT42WIwvUEGCO7ocgoX1AT1rYUkoRlG1rR3R/1/Fv52CtbsNRkcs0v7NjXZ+t6LycBBxWWr9FEsmiiTRNa5Ha0RWFBzYf36fKkW7GxDQuXNeMfb+7EM3mRj83mMJQuypb69Lx3xkoeyVTK3B2ZM1vz10b/JR+OJPD8u026FnaeNa7q9Az5GOmCBsvu7OJkcCY3usdQ3njNyChhxVU4N4YStNCaRDWWaXQ4AJNVTFtQIBDA9u252eampiaUlLjX8Nwk+0gFTHg8H1Th7XBYllGVTGLlm5Vh9TrWkmC7+euXa3hW57fzeOmxrHzUTIsrQwA3PwJCuDVD4jC5bl1dWEU4aFy8C+PqQmwLkpIkPPzseny0s4vvAgNXYVb9xEaTeH31Pjz28hYsWXeAkUK+Vr92I7Ek1m3vxPNLza0hbjM0MooPd3T6xnfKL2vDlS64Trq4J5IpPPrCJiwTtPIRxry0otlSE7bSzRm10Vz0XW3Oqij6chaC4x15j2Czy7JjNIf68ez9WMhv2fo2LHi3CR19EfTruC7zsq99UNhdWI6wLEkSWjqG8NYH+v22CHIdG41Z27qHXZ2kcrS7dKHvzb9zo75UraZYk4VX0eTN/dTjxluSAwAmNwruJW4glGlU4dtvvx033HADjjnmGAQCATQ1NeGhhx4SE8BluJ8pwyxvrKhwprNhxnfLDTTAOMYrU34eTDdiIcn4seSG6gKqZ5+JuFZQi6tgm+bP1/49sDpb01wVbud6H66CPmaewiTmT1/w9ocHEIsnceQkbSRPJfKWXcs3tiFYan7T+cGZzK74YHsHtu7tBaCz5UQeErTBO+QmaWXfw/z38uklO1FdUWY7IrE/1EWHt3dwCCe9D+So/Vv39uKceZMdy/dwZ3frAI6YYNw3OIVhnBCGq7CxousOWb1YWZZuYfxSWJFXdpWOxhLZYIisOuF9z5oO9GPW1HrmOVZVv/Oh2qNkVCfKt/i4VmuhVdbx/o4hLHi3CRXlpmqHZRwNzuRYTgr0HqlJYaKyDI6kJ0R4tjfUlBWQn5v2Wiv5ZfPN5Delsdp2LALTFnTeeedh8eLFWLduHUpLSzFv3jyMHTvWVqFeIVecsm0bDgx4zfOKfHkmk5gGX6/WHhpey7AG552zw7i6CnT1q6Nl8rosuAXrtmqrQumZ3QIKEmDMbiiPVVWUYTgyWtBF+EZKp9kAW9nMrUZ+dAThtd/+ZMOutAXVTHGVST83DsU1b4SnelSMy/WeZSyeRDAYQKnsncMaOWbIzdSbimfKQY6tPJrbBjCxoRIV4SB2tfRjcCSOk49ptF+4AOQamyZrCKP6cBwrfZzZc2jrHsakvOVTVhXRnfv7sGNKHY45oj7XPdhsBrtb+9HeE8GnP34EAKCuOoT+oTimNFZj3Y5Ojl0NgL5Be1bQfN5e14KxdeWYe7RxvJTX1+zH1j0Kd2vOukgkxSotWBrAaCJ3jd58oci7KUnK9Ow0cmCsiIv7kztrcXUwL70i5LGdSflG71iwtCS7blkeX8mTwLyRo9ljfL5jWThf3kljK7kUV6OiuPwMx44di09/+tP41Kc+VbRKK6BsJBZapJF+64D24Mg74rSCafBSsazGVvNP5+cXVUJfDiciULN456MDmkipAcZvJyYQ7NyCxeUT6ms9JqD5oc+hMJR+Y615lEy2G1/6GCuAj169RKIJfJgZHP7Pwk147b19mjRrtrajbyiGvyzepolCGh9NCte5aPr4aBKLljdj4fJmAMArq/b4ek2rX94bJU5OMPkysrYgUsYd/8Md2u1gvMSNtsOKpm48mM38k+ljYvEkdigirb723t5MJs7I9/a6A9iiUP4qy8vMZbSAiIK9oakbbxsso5BRKa0M/vjSZv5CDeCXvfjeTd9bXIXKV3r96acbV1+ue463f5U9XwBjI4QdDyDW0sOgYIyWrByWpfARvA/HzsDbOF/ryoORVdOMU/KsBE4PAnKDfGddBjT5K34bWX51RHEUVhvJlSleOE/wpPU7u7QzY6qJAf1yxedM3KlA8eABrJPOyGJcvlxUrrBswCavv1QuYBTAZ3NzDx5+dj1zra08QFUOxlnp8uts6fpW9A2lZ9abDvRr0n+wrR1/eW0b+gZjWJ+xGlvZ0kFG1FInl2W6dYdf2oINOUyjhjLyfvSFjehwYc9YUZKpFJfref9wHC95vHer3KaWbzw81+kafZ/y3V1fX7OP2S+4jdxNyJao3z6/Aau3tgvno3EcMel+eKP/ssjPWtdSabEPdJqsq7CH3hNOfsPdmFTLr5sAS5sTJH9Zmzp/y9m6Bu9STSOKWnEVDdssP2DeWQPeSh2KCLqWMKyVzL1dTchXHoVN+zoy5cvByqKfc8+2irCBNzqv5lpAmIqz/K8V2Sz2HCWMRsJU+hyuL6MJCfm9MXNrYZ7mcNEt5KNXVuUlZ0xnplF9ZIrc/MoaS2zcnR5UyYomYOweJu/HaVYXvGtVWan88p0VlWNgJI5HFmzk2mKGe3szmzyzZJd5ojxGEynTQF56a+IskW1v6sPvbW7HouXNeVum5Ni+rxe7WwewbH2rbhqiMAQMRpEH8vb/HZT7EB0kScLabR1YtKKZeV5pGTIi3/qdr0CnUpKqnespW4lkylARM1uH+va6FjNRhfj7G9ptpIwkyO/HWjqGBPRcsY8eK/5VoZVYR5XNgk6k86Vjn2T+zFxnxT2OT6Z8zJ40S0fnfZ/zMVVcn3jiiaLd/kYDo+Ly11iy0pvRPySmuJawtUTbsJUuXiXdQCbGKdXgy6I2wgp+ZSiHSVFOYqTA2s1HD9VH0OSeDevLSB5OBZN9Uj8P7skgv2gmCqoqykzTuLEdjlfIYwm2kmrwgJiRhq1PAq7PDBztjG1Er3VrHLWrpR+JZAqbTdz99ncM4U8vbUbTAXNrIuD8rL8TewX3DvJNWoqQP8CVo61GdeRd/P4+y5FzDxesDFqtvB9GfX9rV05xbW4bQGcve7ylbOcrNrahuXWA2c54rPAAtO7/Jvf14nK2ovzIgo14fwvDMmujI2FVV37718u9k+ENYSiJoqw9Bwfw/LtN3MqkPP/Ie6vZohTp7e41LYqzFlfn0Y3NZDrgNPC64xR0Smb/3NqqkGE6w+G8A5XiRMBBU8V1x44duPDCC/HDH/4QGzduNEteUISjnmWv41fmXBnomOmtVp8ry4JpA7eNoAHWTbtvVDSEbdUMaM6NqQlz5SHSRpWWKrN+TDJKaIDZQJjPk1f8ichXGM6wFfBBO7JG2wUefnY9APP1TjIi/ZNev2eri7Pj5eFjnFYYhyKj6BuKZfdMbDVx483KwSlGIpnCknUtGIqM4uFn16vW+Sl5XbHmec3WDr7MAZQbec5YZHNzj8XGdwg0sAJgpZasPA7eNmq45VEmjyf+mdt6kTXJYrVvMbsveV9hYSuThQpjXZO0EFE9lyFfssERY2u3JtuMoPFRvsmubJA9hUA1FcZKktM4uhTKhW6mqy8/GKn94lXfqryLlPlXhEtNy0yfTycYMvGOEEe0QvXTm36N7rvvPnz/+9/HSy+9hB/96EeQJAlf/OIXcfnllyMc1h+8FxLuB2wjoqizASm0fziyTQkr6JONbHP1pc2koVZ/QbgqD+6yjPIQuwlllDWrMBUbxbHqypCu5cEoci5/+QwBmJZO0YwFytWetHKKq9x0EvcHpKw27bdhcP9QDK+vMQ+qBAA7OdeLGc6ysw39BSQngOh788qqvVzb/AgjmKWZ3I+9vAUAcNbcSdx5tnUPY1cL3/Pd1NyDjU3d2cHp6jyldDSRxMLle/i2IWDcTFRgz+GUJKGLw2X6zbX7ceSk2nSR3LmrU7P6q4efXY+bPzsHZcFSoVwffXETRkeTuPXauUJWAa8DIidTKfzu+Y3ObCdkdjPMiWXOunKgokS+ER/tUri8K4o2mjzllVBO194zgsGROGoqzRW0lZvadD0eWIorb3W55Q2ktJZzwXg0PDE+nMTvk6brtqv7ZcP4JYpTRuM83kn4XF9px3hhvYLlKwticQWA6upqXHTRRbjsssvQ19eHv//977jooouwePFi2wLYwWoFKK87YUaD5vxRU+oApDddd2DttBaXrBQsgyu3Qmwkk6kbg2DG+fmbpVbdmMs9k8G9Ml28HUS9152yeKMJFzGZzBRdo/MlBu+CWTvjkbIQHx3WJIQeXg1IRWbfrex9mj88Uwbr4HkGyqt5Z2WN8lXewlsf5NaErdp80NQttbVrGD0Dsex/enT1RbByE3/wnPyZcV4CAHoGoubBnzh4ZskuXctpPtqJCfXfew8O2d47j5ft+/rwFGMtHhtJ9Y/mrNn2JTrH1+8SD4ozmrEsWXunvCMSS8u9elveoDivcgyXRdmAt992w8XciHc/zEXyVSp3z73TZDlPltLLO8m4ZmsHNjR1M+urjum+ya25ugLvpBkgb4cTyP7OHndaKBOc3Pe6MNvzZf5xIFqv9g+DdC5gOuclWL5RelOL68qVK/HMM89g1apVuPDCC/HII4/guOOOw759+3D99dfjoosuEpPGDTgrJDsoV6Q/cnItPv3xI7IuegBQqXCLmjm1DvN6xuH04yc4IKgsh9baY2kNtcYtIKB/0gbKnM6ZNxlL17fi06ceoThv7WVhrnHlVWYNsGVlNjrGObPFzDegvweqjKSjQNiJasyQxPAsT8dvTQqfTIUGVP+oTxncu9dWFT2sBL+weius6/gH+XzPX3k/q7e0Y+veXsP0Z5wwQbUH6z/e2onykNbS9mRGkZpzlDvbuUXjOYuk7O54+3XzNOncbkd6tWy29laJBHtBVVjr8IzKUv4rwz0NppPQrcipfkR+Vpp3Ma8/e/J13skE0fLt5+HAPLghShlld307qJQzG/cfDpUiFk+i1MYuDcriewdjeGPtflx51pEIl5UWRvlCemKAuR935o9kKoVlG9zfdsxRT+ECTqTbMUrweo+JtoXGMRWaNelynZSUBDyd4DNVXH/84x/ji1/8Iu677z7U1OQ2u582bRo+97nPuSqcKdlBKK9VUWu5MmucpSUl+ORJU0yyNVdKTEVzoINRRvoVVYjZA3ntsZOPaVQNFG3BMhGzfZEKBltxDmjOGXvUBpA/FONxH2b096ayiX7vzNc3GJ3zbjbPKZjNTEd2vw595WjAdklmNq5nbXNjhLKvY7VTJ5WGpE2Xfw0OibZ6azuOyri5AsDabfzrRc347fMbcOIswT42777yH8EezqA2Ms+/u1usfAUirtuynFa/n0bbPRmxv2MIbd3DOM2BCWmvdWS5+PzlMTxPYWxduSoStle3wutlondPhY5e64R7rpGHiMj9xOJJDIzEUVsZwqrNB9HWNYw9bQM4dtoYVYUt+YAd4XgoMopEMoVgqVNuvZLm15Y9vY4EhjPDSYtrQTDQXNXjTb6xl9aYpf3Nu8Y1pLPU4rJPzMDYunL85bVtxhnp5m/pMhWmiquRO/Btt91mX4ICIteXcssPlsJoRRmw3G9mW5PikMWs8rOVBPIyUtjsCMSvOLOUw/SEgOoZ8VS0rTdDvydxehulfPRujdFELLc3M9mM7tHO2geeqrPy2KoqyjAsFERAnrzS9gHF8slTDkDio+KKndx2ZMvYckXQFBGXpUQyhYFhwa3AmPLoN2bRrWPMxN+ZcX+zM4hKplJYtekgVm06yBDA+NpYxh3V6J5TKYk7OJem+Ez5dofVhXIr9ooF76bdRZ1QXD2f4hKM/gqkLXNjasKY0FCp3sLJSrAhB+6fuw8X7aQFJ0Z4s1e7w1q7/3c/OmCeiIMVG9uwYmMbbr9unkZ+nom/ZDKF197bi8vPPNKWHKy+x+7ElFUZigVeg5XRd5Y/2KzBOQHj29GZpZSiOBk4y1RxnT17NlIpdeMvLy/HMcccg5/+9Kc4+uijHRPGbeR1R0pXJivr9ezihDts+hoOt04H/GYDCOArlxyvG8recvYMqxev5dcwX6sCKcoys66KKnglgQBSJh84ZcdRXVEGTRB+Vb5SpiyxuzVdi2pRwzSdxTPPtSDwPt803gxIRb7xbZzRaY1IKl3UDdLln3t11V52+YLV5nQty7fz0c4uvPvRAdz82TnZc72D5kGD7KDsk0cTKU1wEtkya7ZXql0GbUwoFNJ4Jfd5Tpdpb4slv/paiNFkELjtQOdQOjJ+Edyqch39gODWg24FLnJ6j29WFn2C98oixjmx2dxmf9uagOGsWWFGAEVncc3AHPcqfvcM6H+31B6k6b+Omz4G2/KX2TA8TmXG1Zdnx/cBdfK8LKzXb4DxyyqmvgE33ngjbrnlFrz33ntYvXo1vvvd7+LSSy/F17/+ddx77722BXCC/Lo880R25EbZJ1u17YhZi+FA9GVhKZxWt1DRLcOBTJQNuK4qhJlTxWdaDNe/mjRl1i3wfCOcXuPqSL4c15oHZ3JgxsPUTcToUv2Oz/T+XPqeiI4xnbaGu8FBB9ZguUF+Few56MwefbbWyhg80I92dQIAhhVW20I+x0dfKNz2cdnbKrKBG2/Anlg8iReWWndfdhOv9dzsOmEBQfTWFlsq34k1rgbt9tVVe7O/NfuzmuDWs7Gjt7Z28fXvH+7oFMqX9fx5ewM7a2zThefKUltc5Ql2e9nz4rbRyWkM45eY3MoJRzbk5aG9VDXGZqRzMuZDIfe6N1Vc33//fXzrW99CXV0dampq8K//+q/Ytm0bPv3pT2NgQGzdjFvY3fokH2FF1Iby4PZrpuyPjp02Rjcdy+VQtBOoq2ZExjNShFhWL5UCH9Ck4/MUdlhzzVrpOCcX2FNVpkXr3log719FWtFIx2bpSww+YMa3YGLJ5fEOKMSsLMPiqodXA9I3OaNUmsG7/k91nw48Ala1GdX3hibra3aNA8Olz6kDqdh/qEZZ5N/n9n29BQliIctkd/xZaHZn1t6aPZddrfrWQxa8g6in3tyJRcubVVGgRR+X50ZLBzsqs7GUW83LLX2jvSetJC5+f5+j+dqpcsfX7WeQWGvDOOs1YLPjGI6O5lyFGTEQCvUtFW1HleX6Tqde68Bm46GsnqIcl2Z/BPIOsPUa1mOXY16IjqPbzCZkGO3DMLlB8aaKayQSQUdHLvBER0cHYrF0J59Mur/YmoeD3dYtFE4MlkUfcAlDAbL0khhax7TU1+jvNfb+Fo1jqgXZ7NSl1prHLtfdHpBpDRdcA8lKx/NdUEcVdtKxgh+uIACMJI4MmAv6odBOkOSX78Q6pmJA1e4sXqdE6db0wfZOJJIpw3x5N7jnlivzbyKzdcX+jpxlWE8picWT+N0C5y2ki9/fhw9ddgsG/OXeuusA/4S2xKklik7mGO3VqaSjdwTNbQNYsk6x3lC0KjPpvbL22HryLk/kKDH+thTXjIvTrsJOwPpGFcri+va6A8yJQplCRfkW3YZsYkMlV7pa5nZF9nFiGxzVoxMds2fdh/kuMEo1OGLs2i5fG0/Y/96brnH9t3/7N3z2s5/FWWedBUmSsHLlSvznf/4nfve73+GUU06xLUAhmdBQmZ2Bk3FivanwGkxF+pSkPebICD6ATHSmXF5GlmS3Ohbh/pBhjVa+VFwWV8XvinBQOGqqJj+GwiYaYdcJKzCrLu20PYOibKfxK1krPkfaQzVAjV0lx+xy5b6Gyze0YmdLn2F6Iyu/KMq+Ql4bt1IRREnv3jv7I65ZQkaiIsHDrLFiYzrAlh8UgF6D9Vj5uGWMXre9E2fPnYzn3mnCjIk1OPW48dzXWp2kSiZT2NXSj57BqENBn4oDJyb1vG+1YuS7LC/f0IZt+3rx9ctOsJZhXhVa8dJgdW280ZrlLlizLlIApsU1c2O8E1QiBEtLNB4CrL1njQIP8faXrAi782aNw3oXJiV5AyUZjkHlH4psctuB8nkOMk858KLKuxnYwVRxPeecczBv3jwsW7YMwWAQN998M2bMmIGWlhZMnDjRtgCFpK46hPaeERw9pS4buID18J0OeGOYPttAne26GW3UgpxyXsbXyZ0TO3s+Ba8kW5byvPag6BrXqooyIcWVZ42naTrFSfnx8tR8SsfyJZeripFmtdmYpDcOOqU/O+dEUITCWpYFy/fJrLpTKAdGyjHF/g77ynr+oKu9ZwSlBlstuB1QI6m6V+sPcjSRRDSeRHnI9LPpGcWmALhtiTnQOYQDnUNiiqsNkV5ZtQcAcOJRY1ERtt9OkqkUXlzWjPmzJ2LyuCoA6T2D/7BwM86ZNxknH9NoLxCVbQlzng2HKxIkfLDdue2wnIRXAR6JJvCb5zZgloU4JjJZi6vimNw23XjPnYkFY3DOZE2fE9+t7LiXlZWZkSF7rdI7L6A6pppUYroKixlgbJHJsKzM/rZLpjnccMMNOProo/GVr3wFN9xwA2bMmAEAmDp1KoJB/37A9bj1mrm4dP707N/M9iJqxWIcmztznFB69TFOH3CjcwzLkng7ZLtQWpGHRSLBcm3RKofKfFkdcX7kTpUrtqBM+WXn/xYlq1/q5NGviP6pt9ZQvlbpipFd4yooXJ9JMBThGTiuk5yz8oo8pjRWm6fP5CwCr9W6ptId1yC/8NvnN+T+UDQ8HhfLfe2Dwtvg6FkzNzf3oDzM3i/OEoxnqZzh1R3HcTSjBUt34/9e2WqY2MoAxFEcKKuQbvH549nmtgEsEwzAo0c0rj9hyTuJ+/rqfXjunSbDNG7W18DwKFo6hvDG2pwXw3AkfV+bmq1tmQTYU86HIqP4zXMbshHFnYh+e7jjVJAsefxk5flKkqTqP8bUhIWuly9lTWQUYJm/JexsJbN9n3XrtNUymekYY0XeMCssA5cMa2xpJFN1ZZnB2dy142orDNPl0uuXZqq4TpkyBevWrdNsieNnjN6RkpKAurG65H45YYz+w1GmL8u4ILhldFDea4ug66OwMY9pveYsgFNjYu33lv+8lYEGhK3MRuc4rdeqU9moeuz0f12c28RZdM9KK5jVh1Hno7cWVOeQMLwWbbulpPM3efHzTpt9d/3gomlGNON5MCS0760CRSW8uMyZCK9vrt2P9zdr19fbQ/201MFC2E+SZ1xlNZZCIbdocCJmA29QLyfIfx6LljdjnWA0VT1aOvW3itIGZdEGlAGArXt7TZcMsJoUj+Lw0c4uvL2uRXVs+YY2ZnmsiPM2Hf41+XIRSHtlSJKE9bvSQdWSnGND7rGAh8QsrLfPr0Pv1ps7W64TnoeypXVsbbkjMuUV6G4WJuO9UQdcXoXHzArk74rRLiWqfoOzfJMLdJPPntGgn5fDmCquTU1NuP766zF37lyccsopOPnkk32/tnVqYxXzODvwDiOd4AvBch0zyoM5k8FwLzUlL5tGhbLMKj4h+KK1ZmZUjfaQUiI6Q8O0jCouiMWTmUOm5ry8fBXli2vf2kMOfFX15FBakPsVgQVYZYbKtJYp0fszW0/4iTn67v8GemvRBSYR9UTYZjK7WgR6a5ZlG9pUf8suiKYo302HAypZRqfed7eyAwQ5EeHX6QilhzMpjkkFy3lbftbuKx5b9/bi3Y8OaCJqf7C9Q2Xh5elXCqkovbxiT7Y8+VPiyHY49rNwBCcmjw/2eLOdmfN7IYtlaNRWbW+3w4A3S253YME8nLglp+dyjCyoTC9Mo7oRHM+bCSz39QGF1ikbSkSt+6a+vk8++aRQhn5g0tgqXHfeTDz79i7TtKyB/E7GAm8jTp41Dm990KL6UBo1arP1dfx6a/qqE2Y0oLI8iKMm1+KZJbvy0ijz1c+Z1UfJLh+yAmkqjx3XdQOlSDgrzsXnBmKYrm8Qn6gSnb3U/p5zZEPWGpHdH02wxsw621CwFBeeNg3D0QRW563b4bVGW8XOemxe5Ps3U+Dzz0ZMBjQlgQBSRbIQNn+CqaG2HHsF92T1u4X5zQ/YUWj1xmIigzQ9pRhwZpLLDiM2A9EVGmW1Oy27VYWuEG/x66tFJz8smnX1cpPkXK0HAfJ7H+AVXhlc88s1c3E3zU8wPas1pFISUimpoMsPJjdWodXA20IJbxN2ranrKpgSEAggHCrVHX/L/ZsqQJWRcYF1zOC+RBVzs2+frB8pJzHkayaNrdLs6W0om5kwU6ZMwcaNG/HMM8+goaEBH374IaZMmWJ2mefwzvCUZYKGnDE7Z2kSiYoI6Jn79ctnuykKFamiurIMZ544SRUAJbtWjVMjPmvuJOsCZGC6xHG+8SUGbxwri3F1Rq7YAeZvHpx4NMIzVeY5Wjpltajjpo9BDctluKAuj86m01xnMu3oRLvxKyV5vT5v4Az1dk1OSuQseUu1VCjv1RXXfOtdoCPsbxebgPAaZZt66s2duROKOvvza9ughLVchIVVg6uo4sFOL1640R6qjlvT7FybXf4i/8133aGq6OYvvbBSt054giiVQwnWouIrJzBF2xwrevyrq/bit89vcEWZZyl0UxqrceWZR2LiWL5tbgzbpMrNVpuusV47Bj1qcq1pmcqYLGYKppF82/f3AUA20KxSTubWREyrsXPjHLOsUllPDa1RSNhz0CzBH//4Rzz11FNYvHgxotEofve73+GRRx4RK8UlDCNicSquwUwjOv0E6+HrWVFrjSw6SrHlzkbU4qGC0SnIiquyjoz6jim87oIGiLoKs7DiupF/X8qqt7y+LKDzO3tI9IUXTA9GGxJQqsMhdsAb07Wa8r9GZRm4oTgFb3bC30ODNmrnDpzc0sVtSvM0V96tCpQfwaER97d44SG/1gO6Z9Io7+Hvb+5wQSItvB4r0XgCDz+73mVp/IVywK6nkPbn7c3Iu3RF+bBTksT9HJzAyjj9L4u3aY6xIrXKilIkcz+WlAIp718Bclv4yYNje8Ek/7hoM/e2LSx49+x1C027tfBAPnBgXbcTyqHyHXHSBd1sj0+nmD9nIkJlpSrDhujWheyErGutffNNq1Vhw5FLKGdEKGdOduTZf5STGdmxsHJ8nBm3sCavRe6vurIMx00fY5hm/uyJqK8Jq/bOza7TFaxLU8X1lVdewZ/+9CdUVFRgzJgxeOaZZ/Dyyy8LFeIWRoNF1o2x6ibI2KZh0lgxJY5V6UYKk/KcHAiDtX5RFDtDZyf0DubzEOwYeI226jXB6pdOtXbWJX2Cd+ZJlkx8P9uAZkbPaBF+Pv9+5RzBAvPyZZZlfs5WmQXQ/dwqopisCcFStay8Y0bPYo5YQHdNucRWlNy8t2bOSckBn0wGFBK9epe/i7sU1gThvBW/3/2oFf+zcBNGE+bKq/iAXZveSntiTQaxmrG8XEQOtmbJ3VcOziR8Ze4qp+bqIrGELYvja+/vdUYQDzFbiuIFTnaJb6874GBu+shtsqs/kj1m1Ex5DRtyKuU4vYIVDV94bZrBRLpCc50/W9CwltNcDcl6prJ0YIFb+dqlJ6DWZCeGSWOr8OWLjlPVoVyG6MS/qeIaDAYRCuUEqq2t9XQbnHNPmpz9LdpGJjHcB8oYiutJs/S3slFywpENunLku+MpYSu6ij8c6DFy61D48nVi4G3HzdY4nZiipLwXcVeIgKZEYeuqQ/6CV551JK48+0iUlcqzUg5ka9K2jCMHG8jhzOrk7C/XIrGysmXcsvD6Dpf11mQqhe5+sSUMeihnPAH+tYVu77npCCbPwe1ANqziuYOIOCpJcWDWpnYJxptQotxHdcOuLgA561x+XSvFsK+2akkkU1lX4I6+iElq/kKaDvTjydcteA7YeA2yQYQZ1mBDXGrgrV186xn9jBNrQCXJ2e+Qd9GR7WMWAb5CE1U8B0uJksdFpYpJ3zNOYASy5KgzZQqzb0NW/2QqlvpKL2v8FM1Y00dHcx4Kcjpl/lPHV2fycv+LpFLSBTBVXCdNmoR33nkHgUAA8Xgcv//97z1d49o4JjfoMrpX1gfxuGlaU3YwKGYtVfKpU6bg5s/OYaY3cn1hK7rijSS7xgRyoB5GGl7XW+HSWfKwXiTBmRRWp8EsK/c7/1Erzznhwmlm8dXct+JPOcAVz76XJapF6+mB14yJ7DUTVr8prMuqKrTrWd3qsuqq+aLHDbpkfcp1lAHNMSfydYsVGw/ib69vx4qNbeaJTZC34JLZzWnVUg5k5I9bseH6WIzVtwvO6h9O5AfkcBJWtSdSHC7DHG0kPprMWm952tSjL2zC71/chH3tg3jqDXFFk+nyB+DllXuE81Lla+GFyI435PEHZx6s/T2JNE70Syrl15kMD1nGZ7zZWMNDlsclaz6/tDSAs+ZOVu3mwYPZ+8IaW7Ku4DFkKK/btDsdwVzpti0r4srAktl7VeSVNeg4viQsnZ+oocJUcb377rvx+OOPY/v27TjppJOwdOlS3H333dakdACVJczgZpnu34zkyvVe0yfW6KZjUVpSgrJgKY6dVq85lzTYeobVbk+e1agQlK98LhR5Gc1uO6HgMbPgtTbIM1rM2S5WtvoZqxRXRjK99Z96ZTlB0iDwBlsQ5W++e+WB1WkysxB8lrxyzDt6rH4eit9J3g+v4MfVrVlEt12FZavC2m0dJinNsRxt1YcDGb1q13saei6Jo6LvpwBmbWNf+yAefnY9hqKHn6swz4SeVfZ3aIPTPLF4O/5n4SZNQB2l14EEoKsvYvi9/P2Lm/DHRVsQG00yPRby3zFJSkdX7RuyqKj7KDiTfHFA/adn+KlfkiQJW/b2Cl/HvW7bsGzbWajzczY7FUZjMKdhGooMFLF8g5D6nHrC+2PHNuK6Tx4tJI96T2aGh59SYcxepM3H6Ksij+fNRiUsi2u+bLxlWoKhJBuVL2Pq8zthwgT85S9/QSQSQTKZRHW1f2baldG58mEpYsoxS7C0RBPF79L509E/FMcgZ9RCmQrGwmkji6tyw+6p46vR0jGEWVPrsGx9a1p2zkFwTcZSVmPgW17IpXfs/Wn5rs36unNfoL5W+eIp3URYjT8U1A8xnh+VTSmbfFySJE1Hoyzf6hyA3mbRLHcKiZnSInl1mT7E12nVVIUwyDH4zN4bp/LrWrNlzJyKRgVnZltE5jKrLr/F4DoWYD1gBXoTdMITS2blK4+ZtI2NmZnwNhP3NkKMngGtkqgXubdH4Ybf1R/Byyv24OPHjzfMP5FM4W+vb2euTZWk9PuyY38fZk6tE5RckY/lK03ytZFxtivPjfA9Je6XPaWRfoe3NPd4Vr5cF048Eje7e7eCGdrbdjCg+43LWRzFy6ypDFkKThUIBEzGSxwGDUUS1jZBLMUZ0N5r/hjXKeR+V9Tiaqq4dnZ24umnn0ZfX5/q+F133SVUkBuMqQ6jT8fVqLGuPPt7zlFjkUymEFIoul+68FjN7GdZsBTj6iscmfk2GhwqZ2gvOWM69rUPqpRP3nf6uOljUB4OYkbGUqyEpYAYBUBwZI0rQ3DeBilbqFnJ7USKFw4YxalYqdcp5O/haa0u1duNmOSRtwk8fxnaYyy3Wd7mEA6WIj/0TEU4yIy0nc6fL2PXl7ja8A5g5ltEmmvKoo62oanbWUFcIr0dDvt5TBpbifYerYLY76Llz6wPLKa2U0xYnWgZjqT7roOKdpJIppiBHPWia0sAmg4MYPH7+3D6kPUdC+R78NOUUTZ+hvy3Z5L4j5iHSrQkSYZ7TAvn5+KTNeoTZWOOFeRcJzSw+3lNeoUctVUh9A/FDGO1WJmYHFtXrlJczbaVU8p02fwZ+GBHJ6pZy7kMXOXk+lXW8+wZDWjtHGbvDWsyTM7tLcsq0z6iwdlMXYW/853vYPPmzairq0N9fX32Pz9g5N4VCARw/Ix08KSJYyvxmdOmaRrptAlahQ+w504456i0K6TRg2jtHMbnPjUTV5x1JCrCQRybWXt727Vzcdu1c7m38gkEAjhyUq1xQB3FsfEGvvhOjJ2YOiKnIihHgWNtC2Q2ADHcFklQb+1kBs5gWF8NOh+nx6GOBlxgHFM/N6O6TJ9jhk7ny4Ib3ndQT0E2yNgVimg3HEcsp343vup9G/T65VWbDjpSrjKapQy7T8khulaQcJfc88gde2TBRqE8JElCNJ7um8y2jnr27V26beQvmT1szfZjFEfS5st7peKiBUubsLFIJrQKgdESMbdRluxIV+KmxdWB5U/TGQYbmWOOqDfO0NAxJ31U7bmnvi59TLZWmkxMGp5No1y6oEw/oaESl5wxXWfMxcpZNgCJeZGxPfwYBg3dHOwhaoE3tbh2d3fjb3/7m2WB3MTqrAwvR+gotkbI9W82g8BeAK6dJRFB2ZBZHddpJ0zAZh03Fluz/pmyWO7RRi+1U+O0sXXlurNrbPdlfZlYM6bK1LJ1VTWOyMvPrZdbZDscXZiVzjeLmFPaGZeayCFHtOMV1zVXItkNhjEZwTrGnW/mAqW1uaG23JG1SyLwuCUdDupRVGdCgzeCslWsRMFtzlhJSG/1F7bcaSVk+0azbFq7hrE0s0zIIMfsr4qQ/V0d5Huz0+QCgQD2t7s7Bis2mg86Z/EURvEw89dwW0F4UlgA4+8r38e3slxrhZQZjrIVwfxjekvCNOmzY3PWOSMpjWHvQKHNl7nEwaBcbkdDxthHRp54U13skncQc5xulN4sw8mTJ2NkpMjX3ljsna3srSVbS+3sSzbsgKuyPCuq3O7HiVkuI5gbgWdfQusFmK3Jm9hQiX+99HjU12gj1hotvmfBOiUrs/vbh5iz8W68y8w8A2kX90s/MSO3zsggjzNPnKQ5ZmZxNVzjyhiI8d66vIaQt65KS93pIHkt8KJBY1heD154gPKU6YRlz4k+yhnyJo1M7t/O9ipuwew3Cc+Qm5Dd7Z8CvJor2Eqy8j1VnjayNPHSNxRLB3qzcI9yZHPycNfi5fpWZXt9b7MzHiRuYTQxzdusjBQxZQRr9lgqoDlnVK7W9sgPr9dhfgnKMVj+FnaAnpeXfF+M+2OMxQ2qhimTaxjNLjAwnbobP348rrrqKpx22mkoL8+tG/VqjatIBcYyMwZ6ARn0kGcaWG5fZpQauFPyIivMDXXlqqARZrAaXNAggJXqWu5SxMj62pcEuNxoSktLNIFSTKsykLY0GSmpNZUhxJLsPfzU6bVnWW5c+Yv6zfIQRS+HhtpyNNSW45+Zv40+AKceNx4tnUNq92vO6HFsmfg0V6t3r5SjvIBRB3Odfe4IjzIRKivNBsNgd/aFH9nxPMttFqJe5qMXW4CwTjEoAmXBkkNf0WZ5liC9dc9fF2/D9Z8+xjQLScqtB+MZCRTaTVz2vJrSaD3YZjG018MJJ/r1QuGIEYXDQmp2KSsZc+eFTDq2xTV3MJLxLDt+RgO27lFPYpQy1sgbS5ejobYcZ8+bnA3gqpcuX161F5mBVdPkvlhBnCaNq0Kbzh7KE8dWmu6lawfTmpwyZQquuOIKTJw40XdrXC86fZrheXmh+lbBF/qYI+rx8ePH4xtXzhaWSVYkjKIK8zLDgqtyPqyAEiycULaMtrIx8/yU94Wsq2JESGZVpSqKr/alyj83ThGsy4kvbkDnt2MoZOzsY0xeZO5f1KWW2SqZs3LG6WTYdZ/+q5wRbZuVSXWl1uWnvMwdxdXw/izmBQAlFoI2uAFPc3Bz70w/4GZQETcphiBNvBOhfsCqLigP9vInn5sy+x3zKAgKvRX72wdVx5npzY651KTtKMxeTMwR+ry/pd1rEbgxUlx5l8oZupcqTrF2kGBZH3lMo2auxbIi16D0/jMYnxoUpbkgf6xn5LZsFl1fc52RHGDf6zXnHqWb38eONY7IbhdTi+u3vvUtRKNR7N27F7NmzUI8HldZXr3k2GljsPj9fY7nGwgE8Ik5WjdLHiaOTZv0x9WJbUrMQnjBsmJQUVMVQiyRUrkKG5bFKKo8HNRdK8biiPE12N8xhJNnNeKD7en9JuUGX1qqnalXvgxzjmxAS8cQQmXiA6OxteWa/GTk+1IGvJJ/TZ9YowkGxV3jisLyJykcUYoUv/sz0a8HFUE+ZC8C0fXQrIGKUuni2R9XGUFZaVHPHVOnB3IzcKx2Fo2lPyzKenRrEO/kYMvsI+aFIlIMyg9RvFiNv1BMLFnXAkDrDi/3T8p10iUlAeayIAm5LdN41hsyLRcS86ej1llbOR36TYFwCcNuhFfZMtC2ePsplgGC9Xplxy1KZY6rBOPJ5G6GR6Ve8n3t6rFq45gK9A7GcNrxE7B6azvzWjP7A3uJk6xoG1tcS0v0x+pHT67VPSdTXVGW7RtFuxJTLWH9+vW44IIL8I1vfAMdHR0499xzsW7dOsFi1Pzud7/DpZdeiksvvRQPPvig0LV+n0s/enIdvnLJ8ThK8eBuukLccguIK67K7X5ki5Vyr1uexedKxlRr14waEQgAt14zF2fNVSr9ckfClwfTQqy49oQjG7THZozJHGLMwJVoy5c7tcZ6xuSCgVURUO5hlzufv4+cI8qRwWyaWja+7NjWT6OyWLOZmWPK9b0lWjkqyoOabFn748rISvj+9kHcdMVs/PtVcxBPWN9WYP6cifonGRORVgMxqSyujA2//brG9VCCdb/5e9URzlFMzcvqch1ZEc2PBiyvG+S1uL6+Zr+l8rN5FGK0Y6OIw62vIZzDtTWuDIyMSKzxiNHEEMuzisUmxlpn1vtiFnFeSX7gUHlcWl+t8FLMGhLSfyr7QCMXaJWSypBX9FWX61Wv7r951Rx8+eLjmAXI1xiVaaq4PvDAA/jzn/+M+vp6TJw4EQ8++CDuv/9+c8l1WLlyJZYvX44XXngBL774IjZv3ow33niD+3rR9apekO/uWmGkNDhIKJhzr0xmGimvBTPICIZz/sem2pZJzpXVUVUposLJk9YsC7HyStlqG2K5rBkoncoOSg78w1YETV5RSS1HIWHJ1q+IIMsKxiTf98eOadTNl3cxvlF9KZ+vPPmg6iYVM5bnnTIFl505gylLRTiIcFmprSA6kxkRuzXYGHVVhNPvmfJ55H4qLc/Ojex49wcki+vhgVtRt00pouZViD5a733bts/Z9YaqQE0O6rN29h0lV2H3MRo71lUzllUVCYb9F6+11GidrO4f5kUx911gWCaNMpa95FTXciIbW/IVzeMz22bmwwo5IrebSIzxfrOsq2bGC4bF2YybPzsHF5/BXs4ZKitFsLQEszLbFqn6Eo4yTLWaaDSKmTNnZv8+99xzkUxa7+waGxtx5513IhQKoaysDEcffTRaW81CwecIlxVGCfQSVnRcHpSdgZTSRhU2ag8ss3+ZoNsuK3951pg1iB+juE/5JTWLJiuvVwgr1kCy3Bhy59T/AkrrGOdbyEi2c3+fbnIrQb3yGTTZ+0+mdyDXQc6aWqebTr5/thsMn+aayyOXiew+p+wgS7Mdb+7a0dFcYKy5R4/D0ZP1ZbWN/W+iISWMzt4oip8TsIIhsTwGaCjpHJ4phxx4NUFRTBMjdqMC86BXG6x1dYCYgVNkPawSkWdkZ7uuImoKRYsc+4NFvIiDpDkyqWswbDGLnAtWOsb4Jv+cLbE5L5bHT/lLECbkRRZm5paVk2VJ1hfJbAiY01v5K6AsWGraF8n3yrTuGq2DNis8GAyiv78/K8Du3bvNLjFk1qxZOOmkkwAAe/bswauvvopzzz2X+3rZ2nEoc+y0ett5yG1eHcksgH+7fDa+edWc7BH5ZVAO0q755NG4+tyjHRkEyy+LWQOuqUzPHk4Yow37rRRkWiZg1ZhaY+X+qMm1mDtzXM4iqCg/+ztg4kKrLR5zjkq7KleWuzuBsvuA1uLI6lB5P16Gs5OKU/JgT5k612Fq85DXZm3f15udiJDLUq5ZlZX5viH3AwMZfqhkl2XlMYPOnpkHw4ovul+wE7AUKz8rW8VGwddzCmg1Xj3lYmpdnb32JxCtYseSycwvnsTz7zbhn6v3ma5xLXSEYsI9eL5lxQhv1/q5T83UPccdmdhoIlv1WzvhblQm7z0ks/FI+NKX6CiumuCnzOVc6n+VGFqSTTIxsswaYerAKAcZFczYdPT9zW9+EzfccAO6urpwxx13YMWKFfjxj38sVAiLnTt34hvf+Aa+//3vY8aMGdzXjR1bjYvOPBITx1ahsbEGoYzi0diojcArn6uoCDHPOwlLDuWx7/zLx/Dnl7dkAz4YyVNb049QOIjamvJsHiyM7rmyMoRIfwRjx1Zlj40bV42qijJVupuvOwmjiZRKgZPzHRyJG9avTLi8DPGUhNq6imw6+brSYClC4SAqKsoQyfuY19VWZNPNPW4CJk+sxYSGSqzZ0QkAOOfkqVj6YQu6BmLZdBeeeSTOOfUI7NzXhw93datkq6wMIZRZ7P2vV80FACxZuw+hcBA1NeXAwcH07+owQgNR1NZWIBwOQqn61dZq76EiHMxuxn3NBcfiyvOOwUh0FA8//SFmTKrFnjb1puO1VSHhfUBZ5MtRVR3OHrvkrKPw5pp9OGlWIz7ama6vseOqNc+rqiqMUDiIuroK3bYUS0rZc+PH16A8FEQks3VRKBzExMZq9A7HUV0VRigcQbi8DKGMRSFYWoJEMoUz5kzCrpY+DMeT6XabWbuRX2a54l1kyWN0jkV5KKjeKBvpPkLv+qqqEEIDQVTXhHN1Na4G5eEgSkJBrnIrKsoQS6ZQWZEOgAYA1Zk2VV5ehtHMB0cuyy0qK0MI5bUz1jG/YVbHU8fXoKVj0DCNTJ2izwHk9m7diqQkWFqCkgIuTanO6++N6km5FVMhqawMIepTSw9vn+Ekem1kX+cwUx6jfljJxr29OOXYCaq0CQnYfXAQR08bY/tenairYKjMkzovJF7fX3V1WFeGiooyJHw2ScFbX9XVYYTyAhNVVZRhODKa/m7KY1aDbzlrfDx2bDUaGypRW9urGguH8jzY5HFRfX3ufayoKEMoOoqKihBCYfU3tDqTPqQYI4wbV43KcvV4mkVL9whC4WBWcTSrIwkBhMJBVNeqv2219ZUIhYM4+ZjxuGj+DLy6slkzthtTV4HBaAJjxlRqxt3yvZaHyyDvTNmQSVdZGUZoKK6615rqXP3K45qGhmo0jsl5euWPN/P/Lg2XaY4pkZ+18h4qMuP4eoO1yaat7LzzzsNRRx2FFStWIJVK4eabb1a5Dlvhgw8+wG233YYf/OAHuPTSS4Wu7e4ewrGZwEednYOIZxSKzk7tQEc+NzISZ553EpYc+ccCkoR4LIFL5k83lGdgMIJ4LIGBwWg2DxZG91yS6dC6u4ezx7q7hzCSaRzysZ6etMWMJc1IdNSwfmWimXQDA5FsusRoEqmUhL2tacvhwc4h3fsEgK6uQZSWlKCrawjjasPo6Imgv39Ec/9dXel8+hTn5DJHInHNscFMHQ4Px7L3Lcs7OBhBLJZQlTE0FM1eKx8PBqCQM3cf38wE3Xr42fUqGRsmVKOrx94eVjVVIY0cg4Ox7LGBgXTdxRTPSPmss3UyHEvf64B+WwqVBnJl9EcwCKC3dyRb9nAmj5GR9L+qZ5kZQDfWhLApkpYlqngO+VE3Bwa19atE79xNV8zGHxdt1tZTeRADeWl7e4d173VkJC3b0FBM9UzDoVL0DsZ0r1MSD5Wm6z6Uvt9QOJi952hJri4jkVGu/KwSZeQfjbpbpl1C4aCpfMnRBPc9lJcGVH2T3EadQCrwnqVd3UNZ2fPrqaysFKMKRTUgSYjruKO6iV/bF0+7coNUZuKOl/7+CJecS1bvw869Pdm0l505AyPRBJZ80IJXltnzejOqq0AgwG2xfW/DgUN6T1+v2pSS4eG4rgzx0hLP5VMiUl+sb9fs6WPw4Y5O1T139+h/yweHtGOanu4hlCST2XGfXlnymGZAMS6Sv9fyGEHJh9s6IEkS9h/MGSm6uoaya0l575unjkKZMURv74hm3C2POft6h7NjmL6+XJ9y7txJ2L6vHCWpFOKxBCKKsRgSScRjCdV4Vu6PlOnkupH/BYBYZozY0zMEJHLy54838//uU4yzWDqEfA/q55CWpa8/gsk6+0xzLWKcPn06rr/+etxwww22lda2tjbccssteOihh4SV1mLnMx8/AjMm1aoiDrOQvxusMPs1rH1OGVxyxjRcePp0dcQxYay7onz1kuNxxmyD6K75JSlcBa775EzccvWJWVfTmYy1myxXLGZUYcb61+x2LZz3Z8f98oiMa7O8CJ0Xc9cJPtcNeXashrFXqoxRWPN0GVp3a5mGjMu2ci21cuDz5YuOw+VnHpm7gHOCON+FuyIcxBETtJ3YJ0+eoln7IYyw+4u+qzCrnfFyJEcIebUcfMeKDV63oVOPG4/xmnW+DlZAgStzQ1O3/sk8ZcIrl/BDoHk5i2iFCBjIEslc4gACBXnmVpu87MmlhHes4kdY8QOm6Ayi3cToeSRS1icNvF6rLjdlZZsWFckoNgfv2C7A+CPCUCwL6X7/iRMn4fjpY3D89HrDdKw7rK4ow8eOHZ89pxS7lHNrTPlBKO/ZaFcIJUdMqM7t/KGgQmdpnVyCaNdW8N3EH3vsMcRiMfz85z/HlVdeiSuvvBJPPfVUocUoGNUKhWFCQyWuPOtIU0Vh6550RMJ1GZdZK1SWl+H0OZNsdVDC/uyKV6m6ogynnzBB4Fotk8elo8POmzlOc279ri5tHkbu+kolg7Eg3EgOO2vdJmQUx3F1Ynsfm3eUmbWoJrKdfsIEfOH8WcLKHbN0RlHzZ0/EmSdOwvgxFdnzfQpX1dqqkGqiRnlfzK2PMpzFiJDMEmBiQyW+cP4s1bFqxiAqm0NuebNBrsawAhqYRuXjyVdYDsYa10NBc+W8BaP2U0AxPMErD0GvB7x+I+GixXFQ0Y8GAoV5t0Wer9LaylxvX8xtpQhEZxk2eNGslywwvO1FkiRceNo0fOzY8ZpzcnKmQmbybc6dUyjOmX8HMzs1jBUcs+nlK0p5qBSfOW0ayoIm8XwyRRhtm8XbQpTiyjt2qIxDOrfzlUuOx2fPOSr799XnHI1Pn3pE9m+5f6wKs8dk8nhQ/RzM667gDvx33XUX7rrrroKWWZD90BjccvWJlmYw5Qaj7Jiu/eTReO6dJsf6U72N01VpOIUf5thgnYU6opu2rKMn1+GmK2brhITnk40VWVJZFs9Mmmgnr4woabX/Uko1tq5cs1F1NuiV4liS4bJWEghgQkMlRqLWnpGS1i7t/pg1laFswCxZllKDm1beV0lJANDxduS1LrDaaEU4iFuuPhHReBKPvbyFeR0rmiDvs8oG/FJufZMz42vyZTGhoRLtNt3JD1WLq19uwc91GfWRiyDhDqN5/XkhlA2rbZ494WtLFE/xi9Lt1kSR17fH3CdeR6bjpo9B72AMH2zvUKfPtLrK8mB2ksfI644tiP4ps6GhE3V4wcePwJtr9uPa82biubd3cZWrgRUtOPPylZeVapYBjkQZ3w5FHrLiqpqY0rnXuqqQZvtPJXIfFgyaVJbidEdmmRprPJuVxzg3wg7B0hJT6yoL1gvhhJuQMt8bLzoOV5x1pLAcThIA2w1Yid4+Zrx1tGZrurNTKgmsSMMyLCuOaD+y92Cuq+CJVKcka51UpD/FYA9W5QufP9BRJTN4mEmWyxFDYNYWD+ow5uk/jLY0UmYrP69jGfuTsXPQD1OfT7C0hGl5dcJSxVJ0WW3P6PVxIgox6wNUzJEms3g9qsrgJ+uiX0KwFGKLmUMZEZfD/PWjfrO4OnGdW/mIUFZWnDtV2DC4uuZ2zutObfj9431H5CwUycW9BPX+MH9XnfjWlodKcft18zBlXG7veV5D27GZ5WeTx2n3ra+tDOGceZNx+ZkzsseMDExm7cHqezmurhwNdeU4Z95k5vlcVOHcMdmCzlp+IHN4KK4F+NY2jqkwXbvKC3MQrAhHfe7JU3DqcVrXCRHqqkI4cpKxvKJt1Ypl+6LTp+GmzIJzEViilRm4DsYTOaWL9Y6eNTf9Yh3B2DfN1sc02xfzdsYZRZdVlyZ5GFk6jW5hiLFnLKsk1gee9QEymqxRKrXytTOnaCcvWPKy9yETezbsQCpieSi3U9IcU6Yz+Bg4YS1lexOI5eEETrvs8t6C01uO+BoHv2FW9wkH/GMNZ1FXbf2+CoWIsqH0iCrUez1q8Z1idXW9jL2n/QhL9kL2o4Zb1RldaGMSyS3FlddOU5IdFymPaWXKbaeozSOr5zLHSop0BnKwJt5lRJa6GeVrhMRnM2AybUINbr9uHhpqy3HmiZNw6fwZqvMnH9OY3WYSSI9tj502Bjd85lhNXixvDpYbteha37JgKb70mWMxaaxWuQZyj0lZVqgs3YiMxvNFH8v8uvNmojzk/YzZ9Rcc41heTHcHxa+TGGs+eRDt50SVgvio+Hqf0pISVIQtDHwFFQX1/lu5SQCZKY1VuP26eapr5K1ezGph2oQa7Gt3Jmo1q0PnZVx9BebPmcicgWM9y/FjKrNuGTyUlZZoBja8CpjsGjv/hFzALvkjx3puRzOUWUHdn8nBbn03FGX+9TVh9OkMvFgWe+H1rA6MjNjueYVXLUSiqvLAewtMDwAP5Cg27MU98G+leL1ujwerQV4CCCAQ8LG1W8eCVgx7yvJ6v9hZUyozpiasUegDAYNvmw1XViOcuBcWvN8f2ZVVFQDI4FLeeA7ZZXaqfAPZf/Xa46nHjce+9iFVOqXS5xZKOSvLy9JLuiw8Gh5DVrC0BBedPi373Qyb6E2qunKr38+ucdUcMvzWFL3FdfK4KjTUWl9E7UfkSMDK/ZK8GC+Ilvne5oPuCAJg9pENOFMRsIclGqtTkt0OgsFcU88pSoGsOxYrvymNaQXQrDOu5YmeGADOOWkyTrMxi8fcQDpP8tOOn4CpDHcd4Vllg87zpFm5iRP2WhXtsc+ecxSu//Qxqs5SHmiy5GC6bDs4CFLmJOqaH2DFghB1UXLgfRZZJ1TsjGPs6eZ2lFU/VaWTLrq22oifKiWPYmj7tp6jj+/PT+vtZRdD1hIUJpyyt3VrYzw4gdH4wuicnbbEmvRzAl7FVXSpDG9TSiZF6ySA26+bhzNPnJSz4DKUKVGheCf4lGOayePSATTdXo5RFixBIBDAWXNZATDZ5CyuzsqStbgqKpOn/oteceXBq60DrCLP9JystKx68BVwe3ZdJPsLTj3CdFbp3JOmaI595uPpCGdlSsVV9vQM5GYe+4fjmmtZLqEsuO5DAk6e1Yj5JlsEyXWuDkVuH1tWluyvtEy1iplI1asVYBzLEC4rZWwxoK+4KpGVFif7zJ0t/Zpjyjo3crtmugVnnxtf+bwKv3EefPkawdpiyGt4FXL3Xfy8/W7MMFnKYZUSG/fl5y9pMXznrQ78/K6Us9qU189DdjlkoVz2wlSiXGrpTo6pGmr8Z7DhvT3emBBZowCz/5c1zdwxWelLcVtyDWQ0uRkjDw/ep6zc7eHMEydh6vhqzJhYw3m1NUpKArjt2rmYc+TY7DGzdpmv1DuGgSu44YSOs1L4i4lj043iTObWGkUAw8fcTr8n7CpsvSj3S2BcOoaxdktWWFVeD7KlT5GOtXeXXNezTAJICYppnF7bFzuCqAspy4uBtR4hmdIq2NyzrtnnkP6X5eI8oaES//KZtBs+b6fJM+hguQor3aeM16dqFe4SpuuTkfLLyFc3tbEcSljt2DAPH6oiLInk+lV+6ANuW1w9rhq3bs/ekn3/tReZcBEE2bG6w4Ek+SfSLQvmJJrDZZgFcpTJBXzh63/9ZC3OJz9Al5LyMF97Z42LnGAuY8ka/24A6X/H1Su9ChUWhQxygEXRx6E3VPiXTx+Dz5w2zfBaORhmvcmaed6lCUbjAGUZ9dVhXHPu0QgVsB9j7U4hIwfamjq+Ohdk1OHyU1nrakBxDPpCZTikFddL58/A6SdMwNRG9sLgYoLT+GeCWLPz83omXsmyt8AIAqCsDWbnnkln1oHJRbCCF7Fq3GgjaKMoxLa8zBgfCiMqGRtGnzKrERMaKnHstPrsMWXkt2wnyNmhK12Fv3bZCbj63KNU57904bGqPcKSLq3LkesmyTlLm9v5JqA5ZsfiKvpyswZmw6xQ94ZyiJVphxNmaDcmZ5KRSeklEWDUr1sD+YbM/n1ed3/qbbucy9eWJcy/n4TsNg5+ppBLPs12DXASp6yrhv0udxmSUPpCLrkQzXf7vl7bZR43fYztPFiIWslY6RoVe6WOJtPuy6xt4ow8lJSvlPx+sb8dEsbVV+D46WOwu3UAQN7EeybdzKl1uP26eaplTbIRzEwmJV+77AR86cJjbQXDc5vsRBrjVkLBEtx+3Txcc+7R2fNudV/KV1We/Dd6ff3f09uguqIMZ8ye6GsFjBc7gzQ5oldZEXzYeeGd+c8pqVrLoNLCxrL2iX6LyzIRc5kuzQHmT12UljvZ+qmMvpuzfvLJFggE8IULZuFz5x3NdwGDmsoyfOH8WaotipTtUv7w8Fo+coprANUVZZpoxA215aq8OnsjunnNn6NwwWbUCWuNZD7K9mAUGTk3M5w7Jvp+siI5s5iVCXnPloPvmBFKueWAWFMZkbVFYUZ45W2rmYRB1eBDezHvjLfSSstXvj/w42fLa5GMrBFeu6byMMBYksKDBEmoPdx+3TxmhHy3YMrGOKiM2yEKbx/LYbDJmwBjpUgfNOp/eVFOaMt925yjxuolZ1JZrr81iBluTfCxH7mYt5VSEZIDJxpt26IuS3tMHud93GRZmfytZ5XFmly64kyxSaBAIK1/NNSWF3a2ShQDi6uS7HmH74WVnewqbdSdF31U4UMR+eVj96findC15x2NWDyJsqC4C8Ix0+pxDGfnPbZObM0Fc/9QXgQUNoC9fyjvOghRzD4UomsuJjRU4htXzkZ5yN7rOmGMegCvt0duPkoFU6a6skyjfMluTUZri5SUKCyudlFGABTNjjUJUsWwOMvkLK6KY4KD5q5+rRJuHE2cJYf+LDQvLHdnUfQiZebDHXGSUyF3zSoCbXv3ArfKZz0H1vvsR4yqxMqe6YVm215rFjRJAuKCW9UUsvnyrlnk7QPmzRyH9bu61PkJ3pBRf6YOzqdNJ1/qxFZfwdIARuVXK5PvhIYKbNrNn4edeAZu9SPMeuO2couVxRvPQHYtVj63BGfAJiNjiHJMc+NFxzE90kyFU3DuSVMw3sYkjlPwqqGscbST5Svb0oWnTcPZcxMoMejP/d/TH8ZY6W8umT9do2iWBALcSko+F58+HUdP5ltbcvZc9ibDeqzaZD0KMW/VKF04ZeWGFUiH9UGVZ/eNlBgl2exMp6/Mpc/3is1XWidlXFem2HCD/0TGSmm2/+HZ8ybjlGMacfSUXLCYG/9/e3ceH1WV5g38V2uSSmVPKgtZCASykgACCUvAsIUtgRChEcUWFxoXsB0dpR2X7mmZcRlau3W0Z1673xFsX7sHAUFQadsVtd27ERUaBFkUSSDsZE+9f1Ru5Vbq1K17k0rVDfy+n48fTC23Tt26deuec57zPJV5XvV3pY5rmMYBkqBcXym9SOd9KbKZOaUfYCkcVx5mJAo/D8j7UhrkEJy9RWt3lcjfp9YEU0rEF629ea7o4rJvLpKkBmjtKASavN1K67uVCrWLiNbNZSWrTAii40nN/jDj2hsnzjSFugk+ietAej9O7XdWFB2m9ePVEo3k67be9PkqRrqSRXok+hOU+lDqwCh1nNXuj0B8LdSuL1Z9jtf8WyMaGPHehiiySvVEgeLjuu6MiwrzG1Um3w+iFU6xUVZhlF9fWDg5B5W+1vWqKD0DdJUuDPzcsRQW3PX6ZpPRb6UOdlz1SOHo8HdeGJIei5llWQFtjlrBrKOntqyMPEvv8vnFuHZmnvuCX1TrS25icRqmjc4I+AlGeqXuBaM9+DmjpyfZsXxuEQam9DzzqNrR5IgwM8pL0jxmNCxmo9dgiDSyqTokXeVJMxBU9Fs92qHUJmkNjnwtjqgTqfUiX7zs1fdGRBeBWpMzeW7Pdzu0Eq/hVX1V4/pXUEZOHvLfVx0Vaat9VTJCfTvUvT+1oXWS0+e96xOrnr3Rcc9Vvy0LDM3RFEHcIw1nxDWvuxOeJwVE323V33cVyZngJ9pKuq03YbbuCDfZJqRIm29kWe2V1kBKiYLk3/HC7HhNbQvE76so2ku0VaX8HXKiJVxKhIMg7pdS3obW74FokNDfFopzEjH5snTMKHV1EOU5UyyCfRLMEp6pCZE+1zm7ozsFb1C+F2aUZqEkJzHgs8RdNVu1PY+hwv2EnsPk3TQefBNLtM3QyqUJFsuLyH/sIsLMiLGHyWaWlHdqmNWkPqGMD/lZcfj7vuPIl9WUk76kMXbvUSWpvaJkAKL2AcDc8uxehzT9eGZer9fCSPtT7cmtpxk2g0Frn0jad9E2K5p62HnUPDEYgFBhj+fqpC6q+HHenVnVF279tEsj+jjMJiPaNM6qe21X5eyYSKi/s0rH9zffn/Z5X3/X4XRqP4qDeNirHTzpTZSE6LgVhbg7FR4vbJOolE8AZlyVXv6Cyt8IUU1PrbPBgRiIFL0XYeJJtftceA7qo4HIXkT6dG1DeSMVI1yz66Jav0mx4Th+uhHx0eE41/m5y0sKhpLwEljwXmMirbh8hHe5yYDRer3VN62g3pDWisrX7YX6gkENfz9K0zprqkrCexi+DGhZ3+H6VxQW3FdZauVi7WFYPrfIIxw3KsL1uYo6myajK4nSHKXZ2G4GpkQjPUl7Ig4pQYHJaECsPcxveIY/0uhwptqww04BmeHz2J7GmYkAdgDrTl7AzLIslJekae8wCduh8HDBbaIj2rt+rnz7XVvpuljr+QciDbiIk7Wo3Ih3H9XrL9drBOCKRPRwnWRFErXjsjzXd6w3A1XCsE6Vz1VKkBYMUjtFF77tKtey9VsqPySpjEWoj+Ke/LxKx7zoWqJNEOIuqmXalZW0551k6bbe7EOl84j8LqXXUOp89yZrcobW32iNlQL8bq/zX/l1mWJdVOFnJM3a9pzHb7Twd0cbqQLFiCFJ7tuk7V2WmyR4hj6E6jdPitoTzUor4YyrDo3KcyAzOcpjzZ30I6DndTz+jv2CgfH4y6dH0NHhREqCZ1mVQL9W1+O8Q1L6aqG52jPe3PJsHK47B5us4x4eZkZTcxucTu8kSn1FSo4VqBDv8pI0lGuYRQ9qFIF0IWIwdF3YGA0emYQ9Hq5xl8gvmqU15q99dEjTNrRmHBV9bq2CdZlK4cPyqINAHAbRNit+OHFB2GlvULlGT3qm5xpP78eJcjfUn/LuWDVpDPnVSb9V2A5RAiL5Ma3GBUHJpL6ebRdJjIkQJilTYpB9j71OuDr53PqEU33kQFmhumU0fa4XJ3hRp3PPoVPej1NRb9vvaynM/vXme6HUcZZ/lsr1vkWzwf637/F4wXlS9LYiws1o9FFOTfRaotlg0b4cPCAG33znGQ0hes+JseFej3M/XrTGVeVHc6TunO87PfqtvT+BRISZcduCEn8vpRtafjf6wpSR6ch02N05W9TijKsOGQ0Gj04r4Dk7pldqfiikE+AVlw/uVWiq2u+bqL6mUbDGNZjsERbkZ8XBZOp6/+XFqQCCMwsskVLs58rCmPsrf59lxYgBSI63ecz6Xzl1CCb4SCim9ciUf5Y9dfqctrWHjS1qw83Uvb500aH1FHNWHiao8NzDxxQuIITt8N7YKdk+Ep0LRZ0yret+RXUEQ0G4zk/jrLweibK6i4jWyrs7FILH97PdoInRaFD9OR9rcA0GhDpyYJAgqaO/JokGrbzulFGs9ah6cNv3bb2acVW6ula5YdE54Ei9Kxz1qMrzlDhrsraoC/l90vpN0ddXdE6WyjF6vL6U7Ee2kfws17IsYSSe6DPqo2+8/H3Ja7lezEJ1pgizmjSXhgLYce03pA6NnmdcwwVf8u4dgwWTczAmP7nXpQvUJgASZXt139bh9FhE32Od27PbXB3BKJsFM8uyUDEyXfFp8pO89P+9KhGkkT3CgpvmFWHk0MSgvaZIIMocHDh6RvE5qQmRWDRlCPI7kxQ44mxIjInwGb6jNNIuD6nuKunj/XjN4yIav9pS3Tt/lJYZiEKFtZKH8HWVkunRpjq30dke2Wcg7Ut5Rly17dWaaVkvRO9PdGHoK2pAr6T2+puBV55NC2iTdE/LgHVza88TtAWS6KLf3zmxazBDXcfqvGCgSkqqpnQO99eOQCybCETWc9Fd0vfmrMoIHeHmFUJvReTfRXeiH8FOFEeECLancQBOsRxOgE5/XcvKujZ41bShmFc+yP23KC+JP9JsolISrlCRPnO1SbX0gqHC/YT0ZQpEXbFAu7mmCD80NLrj++Uuy01CVrLd3alzxEbAobDmTi3N+0EeEuke8XfNurUI1s70REFWPGIKrRiYEqXqB0/+GCmNe6ZD29qT3rL6SeseDFovDYakx2LPIc96iKISH778eGaeR5i21jbZws1eYb3S9zNVloG6exv9CcQI8vhhqXjvi6Pd2qbuuUqdcLWkp/bmO2VQmHEVPc4f6e0PG5yAL7450eN2aTEoLRr7vz8Dq8XU47I6ouiLOkEodCA0NftuYyASQvWEUhKpXmWt7ocSYsJRp3J9cXK8trA7i9mo6fypltqOlZw0qNHSpu47o1SqTqmz76+iQCDK4SiHCov/vy9onV0VOStLgCVlGBaNl4n2uXiZh8HrPj9ne+9bArDG1TNzvfdrRNms7lwz183O79H10rBBCchMjkKsPQwrFg5HQ4N3AqdQyRkQg5G5SRiV68DX3zaEujmq6a8XREJpiZEYOTQJ07slONIDi9mEDIfv5ECJsRHCdOrBIJ2MOjxOUOi8zQmL2YTIcG11EL1eQ/b/2anRPbrwT4gJx7LqQhQM7PuwXa11H/tKTyO1pXIAchOGpap+fqw9zO8PkNrPcPLIdIRbzdhz+BQA4LjKjkWB4D2IfrnVbk8iSrCldh1LIMLjdh90ddZFYc9qSa8vvwi60OSdtTRWZTIx6e33tJZ1T9Sfds2K9KYW7K793p3svupAKoXtBnP5gpxovZ3SjH5ygEs16MW00RmIDLeo7kSlJ2pL1Kf2YjxVY1k4f1EwSkQdadE5+aDC8gN5h21QWrTHDLA8SkEYlew+F3rfW5KjLkJJcUbQIHqgwjb8GJTmuyyeUmIjtU6e7Tqfi2YmJaKoO6U2Of0MIHR/vMdtql5JLCvFNUEgikbydSqMsln91m8VMRgM7kmduKhw3WQUBlwDCOXFaeLfxiCe9i1mE+aWZ2NZdaGqx7PjqnPS+gCjwYDykjTYddLp6C+UwlScOguxiwgzB2Vd0pLKXNxY5f8EcduPRuD6OQV91g6tmbIvy3UgMSYCsYJwnUB3xpUGM+SfUWF2PO5aMso9Iq125iJPtK5YsDtEyYZEpBBo0VpbtYe5VIdXbamGviLKLCq/cJKora+sNctoIPRktkkN0TsY2oskd0rblYQ6gYeIaDa2SDQYdBFRXd5F43Iif9EnkkDk1/iuvuezTeLfcnXPnVmWhetn5/vYrvdGlM4V4WFqO2e+RwI9kjMpbEPtkirhQKiCZoUkfkM6kwvKyXeHaPmVNMtvE8yAi84f5xtdr7X/+67BDen4iujs/KYrTIZ0b5NWot8Odz6UflDBoy+FKm5lYEq06sFldlx1bv6kQapHIcibe9BTMLKnh35r9YRslAY5C2SYxST8gekuxh7WtwMlvpczCU0oTsVV04eKLzQCvPZ7xJBETB+TKbxP+EoqL+5njxuIkUOThBeBZy/0vLMzcXgaxhQkIzs1GrWXD/YcmFBom/x78XXnbGmgkxNlJGubARKtcRU+TnAciGaFOkKQH6DvahJ6b1frsonsVNfsjNqLXbPKfALBIH1HRLOx9s6ZjN6UWYtQcV4MNukTH6YyiYlZMHglSpAjUTs4FohkhoEeBFH7nTabjLCYTRhToO63Vnndqba1q6LHj5DnlVDYXFZKFAYNiME1M/Lct0kzvvLOl9ZSUKLziHSe3NsZPeT5ePkfrn/kH6XSOVbUstOCgb2IMDOmXJaOmomDsKQyF9XjB4pf331b78+xHqHKfVVtggJOP79IJGQ2GYMa4nbRESZncv2r5YfYYDBgxNDA1+HKTo1GWUFKwLfbnwTiEj/Q2baNRoN7FrO7qs4f1CmXKSffEhmUGo3ykjThiHdvhFvNGFuYAqPBgPQku8fAhNJhvu/I6YC2Q6Sn56+6k4HtQOs4r51q0ZHeA0miYz9KIYw63GrCbQtKMG2UumUnPQmPk8QI8h70haVzChFt8943UkigWn11iPSmMy39hqkdoBCv2dT2kmozWvcVtS+ldTAqZ0BXpmPp2FR6rVaVa21FRDOuUlLJDFnddaV3YDAAVeMGeiSRjI8O89iW9Di/7ZDfpvCa/kivKh+EkP5XnKRQlMRJ3IKiQQmIslkRHx0Oi7nrvCPq/LtnfgPU0+ya5AjI5vqda2bk4erpuaFuhirsuFK/VTNxECpGDvC4rbQwGZWymTLRjKtUBiZKw2ziyiuKMdFXjdKL4II40JLiIjAmX3l02/2JBOCCKFgXVbctKEG41VWrTZ7GXe1vnXShdeK0upqmgRCqsk8SUbibXdDJkGZL5Z166YItEFkP9XjhrZVUMkJO9L4UQ5VFF5cKrylfDxgfE67Yvu6CMcs9Z/xAZCR7JsQbPywV2anRmDshW9O2ejOLs2jqEJ/3JURr22+BpjX5knyt/PK5Ragan43hQ9St7VSb8T8QFL/TftdFuo5r0Sb+0TnruFOWzE1KoNgbozt/E80enc6eHXNqnxeIc5FHx1E2M+mIs8EWbnGH14q+7mrL5ii+vuzh0rKg3pxbxMndXP9cqqHCcVFhSIgJx+DOwZ30JG1r2oOJU3nUb2UmRyEz2XNEvfvspShBQobDjtljB2JgamAz+F6qJzyRxVOH+n9QD3eXloSii6YOCU6SAT+vMbc8GzGRXaPmoUp4o6SvuhjCixTB258xJhO7DpxwzyzlZcWhckwmmlvasfHd/epCmBV2q9osxHJlhSmIjrRi+0eHALhmadQkngpEiRpRNl/hTJiK9zWhOA07dn4PABia4V1f88D3vhPpREZY3OvfJhanYdO7+/2+nvu54WacVMjRs3ByDhJjIvDUxi9Ub7O7wYJ6oaPyHD3eXk8pDYQWDIzDd/W+EwndWFWIA0fP4PVPDnvdF4jvpdpwYElynA2nOteVh1lNGJQWjUPHzqp6bnlJGt749AgGJNkV37MSW5j3vlTKTisiukdUYkv0yNa2Dph7mXHf0O1fABid58BoFcdmVKQVZ8+3KM7+GeBauxsfHYZTZ70HqqT9L5qtzEmPUf15Ap7XNvK1oFd2Dtase22P6z5hqLD3m+hppzN/YLy73b2pqCiaXWWosEuGw47bFpSEuhmKOONKFzUpm/GwwZ7rg3LSYwJWWki6YFGb5II8af0JE/0Q+xp9To6zaS4PIXedj4Qeash/nAemRHuEe+XJwpBH9kEIutwAWVjalFEK4c19PDk2Xpb5WXRtEB1pxbiiVKR1rseT1vT1pAj82CLv8PuezLiWFiR7hIyrzZrZq9DQTqKEY6LrPX/lxW5bUOJRr3hgincGUlG24pllWQDgMWupdMEpr9m9aMoQFA9OQLrs2CsrdH0m8s8mNSEyYDN00mCBaI2nWsJsxSrPH0rZea1m5ePGFm5GYXa88LhVc9iWqJwN9WdZdSGKBiV4RTIB6r8/Umh5b2b6YgSh7o7OrNHy84Hoce7H+/leSMed2llCKURXft0gLcmQEgn1JExbioiRL6kwu8vF+E5JbDAAQzNi/c4EG2Rfr9LONb5K+001WdOUEuCJ3oLW77zBYMBN84owdVR6V1gyujqatZcPxoKKHE3bBDw71VJWciZA1T9eadNFzWI29vno0YihSYiOtHqsnyH19BRpvXjaUI/EEVEqU9eLLi+URm4jZBdfpQXJaGvvQMPZZhypUz9DoXZGI9Nhx+HOUWqto8kF2fE4cPSMMBmOWmmJkdi1/4Qrmcg/6v22I91hx621w1Rn1JSTLkREF3OBWAet/uLdiCYfE7NSjVcAmFGaiVc/PCR83LiiFLzy14N+X6t75IjRaHB34uSZOScUqysZlZMeg9yMOOSkx2BotwyjUqfQEWfDmAIHzje24c3PjgCAR7bv5HjXgNHf9h5331ZakIzSgmR8ISjzEwjSxbAwYzeAm+YVwQngt5t2+dyG/JizhZtxoalN9ex5IAZC87Li8MGuHzQ9R/p9S0+0w2zu3TEuJcgRUTr0xw1Lxfud9aMDEiYv2EZpQTKO1J1DrD3MHX0xJt91myPO5rUmPkEQ1i7vWFaPz8buQyeRMyAG637Y47dJU0elozA7Hi2tXYM84VbXMSJlob8sNwmf7K7z/2Zk9n/nOhcMSovGlwdctTTdteYFx577Lcjei1K0l3ygt6wwBWWFKZpmWwEfM5Py+72b5H2njKXzu5I/MF51/dCugSHvEG/5AFlPjc5zYGBKFBxxPR/opuDgjCtRLxkNBgxJjw1KKZuLSVTnOketWUt97eZArKdLio3wOQAxf9Jgn88TzfJkKmTTlbfVajGhYmQ6rLL9EBvlP6lNTw43peyTos1NG5WBZVWFHpmvlbKc117uvY/ys+Jw/ZyCbiUIlDsDPem0yjndFzeB/U7KZy+UOipKfR35rJrSLF18VBiGZsZixNAkJHXOBkgzd3FRYe6ZwO4RCPLOpkXWxstyHbgs13+Y4uyxA5GTLv4OpMTbMKE4DfPKszE4LQbFgxPcEQPZnbUk5QmRigbFo7Qg2eOYGZoei7ioMI9MqYEQEWbGsupCjBPMWgKufe0v0dQo2cx0kp8ZO8A7i/Ut84cJjwu1y0hENR4bm9UlCMpJjxHOpvfU9NEZWDSla92ulPBrvKBmtjz8VX48zhqbhUnDvWdv5eSZnKXoBvn5tGCga123fODJXTLL2DX72J2/2c/oSCvG5CcjPjoc+QM9145L25XP7lrMJmQmRyEywnu+R0riJJ9JlN6Dxc+AhpQpW+q0Al0DZKKVyelJdoSHmT32+QCF2r1alzCJokXk0WSiGqzS/xoNBowcmoTykjR3uL788y0rTPGIYOlNlFpXdQjtsb0DOtdvZsmWmhkMBnZa+wnOuBJRSFSOycTBY2fdxbl765aaYWjv0JaERIsMhbpy1eOz8b9v7vPolFRPyMYT63cKOyfSj7+8A5sQE+6eiYuJtOLU2WbER4ej4UwTEmMicPy05zq1AYmRijO0mclROHTsrMdriEJCJWEWEy74mFktHBiPD7881hli77szmJYQibysOIzKdeB/39qH5hbXBZ0UfnXnVZdh/8EGfPjVMRw4qrD4sZv4KNcsS5jVhFG5Dr+dduniOcpmgdVswvHTje52axnl7y4lzobvO2tRhltNONco3p9jC1Ow/aNDSE2IxNETrsfHRYXh5NlmxERaYbdZcO5Cq8fgRow9DLkZsehwOrHzQAOibFbMLHWF67Z3dKC5pQNhVhOqJ2QjOc6GDqcTLa3tsFiMiLG7wqyjbBYkxUZgd2dpI39urCrAgaNn8fneesWEYVIn02AweIQdA641jeWdietWXlHscZ/ZZHSHCEvCrCafnVaTyYh2hWO0u+4lfUQZrKePyfR5XI/KcyA53oat738LABiYGo3UxEiUFSSj/lQTDv5wFkWDEvDhV8dQPWEgXnh9r8fzaycNwpMvdq3PNZuMGDY4AZ93RhZIom1W2CMsONfYqvq9SU6f9566l8+qB8KE4lQcOOo5C9e9Mxdts2JZdSHCrSYMTInC3785gebWdq/yKRGddU7jo8IwJD0WgKtz9tk/6pGaGImjx13fhx/PzMMrfz2ECcWp2PD2NwCAScMHID46HFnJUZg6KgPx0WFITYjEtNEZaGpxfYYjhyYhKTYCJ043ITkuwpWZvygF/+/P/wDgWjd9xkdyMl8DWVMuG4AJw1Lxf7Z86fp75AC8tfMofjR5iNf5Tl5aKDPZjoYzTRidn4zT51tQMDDePWOeFBuBMQXJKBgYj2MNF5CoIbFZWmIk6k81CgdaIsJM+Em3wUMpZNlsNqKtrcPjfZpVDgJWjByANz/7DjXl2fh/3Y5zeefQ3WHskHdcu8rhSOeCjg4nhmTEenyfpVDlw52/WwOSIvHpHm3RCt2P+jYficdi7FZYzSbh+u7UhEisqC0Oaok0Chx2XIkoJMKsJq9QRDWUZlyNxt4l1OiptMRILJ2d75GgxWgwYFl1oTBE1WgwIDczDkWyC++yghR8/HUdRuYmIWdADMKsJkwfnYGPvq7DyCFJ+O1LrhDH2kmDYbdZEBNpxdCMWJ8ZQ6vGD0RrWwecTuDdv7sS80izdOFhZjQ1e17MXz5iADa+sx+DBsRg/3enPe6LsllRM3EQUhNs7h/7pLgI1J9sxNRRGfjb3uNIiouA0WhwZ/W+atpQnDjj2RmyhVuQHG/DtNEZ+P22r7Fo8hC898VRvxlLJxSnocMJVIwYoLjmVbrQiww3Y/ywVOSkx2DrB65w27jocFSNz0Zmsh3lxan4eHcdhg9JxP/d+jXKS9JgtRhx/HQTdu1v8Oo8zR47EH/bdxzjhqWg/nQjxhamYO+R014dFEleZizON7YiLysOv3v5KwBAcU4ihnfWYLxq2lA0t7TDZDSiaFACslOjMSita7ZsbsUQHD/eNShhMhphC3dd3El1WAEAncfbtTN7thbbFm5BYXY8Pt8rfh+SOBURAEDvZ7i1lrZQ82q+yloBXbOH187Kx5nzLbBHWLCwc61chsOO5PgIpCfZUdwtRwLgmgk0GY1YUpnrsy72goocWMxGJMVG4Po5BQCAX//v3933u+otK79neSK3lVcUw+kE9hw6ie0feydy6k4KI5a/poja2XhpYCAxNqIrpLhzLbQkMSYCtZMGIyWha/ZqQrHru3jybDOOHj+P/Kw4xNrD3Ml9JGFWk3umrrDboISUzV0iHZPVE7I9jpvUhEh35/KW+cP8vifA8/sFuDrtE0dnob5eOaS2vDgNw3MSEWMPc5cSWVZdiPONrTAYDBjbOWgjWlO6cHIOOjqcWP+Wq9M+NDMWJYMT8e0PZ1BakIyi7Hjh83x9x6QEgGtf3Y3ICDOiI634rr5rIEFOGkgcmhHrzqA8bFAChqTHegz+zBk/EK/89RBG5yfjXGMr7BEW99pheYZz+YyrxGg0wBEbAafTiQnFaR7fwwyHHcuqCxERZsbyeUWaSpUNTovBrv0n/K5ll86Jvo59dlr7L3ZciahfUVsAPlAmjRjgc1RXThTm56uGqcFgwIzSTI/bjEaDx4WZdPE1ttA79FGapY5XKLNhNhlhNhnRIisvk+GwY/m8IhxruODqpKZFY9roDHR0uEbtp4/OwKC0GPy2W8cVgEcG76Wz82ELM7tHyrtfZAKuzq6vNcIRYWbcUuO6qKxWUbLEFm722l8i00dnYvehk3DERchCaV2cTqe7c2g2Gd3lrbqvgd+133s2Nic9xh0+O3+iKxw6Oc6GhjNNGFuYArvNgo4OJw4dO4eWtnYYDAbFzLbhVrM7cZxoTWGgQpzVhtHpJZGm1qi/ntRDnnxZOt749IhHyZeYSKtXJ8HQWRPZF6mp3b+D8k/OajYiUSHk2FeHV04+s2UwGGAwBD4EPhDcWbANnmurAVd7UxMi0dCZqbjP6kUJ2iQXyFlqwHXO7l6rOCLMrKp2tXzmFnCVTEpLjHQvqfB13Pjqb0lh4pMvS0dWchQiwkwYlBoNR5wNV04d4hH5Ex8djiWVuYiNCsO4ohS0trtmaaV2L5yc427jrZ2df3mNz+7nTKdg3alEFKUBdP02aq0TffmINJQWJHsNvPpyzYw8rH11t6bXIH1jx5WISIE0S9Zfdb/IDbO41mqtuKIYhm73S+GBP5oyRHH9kaiTrge2cLNXlubUBBvqTzUiXOUF0viiFLzz9++9Lr67MxoNmFc+yOM2UQc+lFRfp+uk56p2xjU53oZjDRcU12z7IoVsqulcKCny9VnLvm5RgcjeKnoJ/fVb3ZSaJmXl1lJDXdVrqtwhWmf09cjfex0mqy8uDbaJ1m5KAy7dO96Ad6faH3em3yAcmCajEfYIIy6o7LjGRYXpvrwLacOOKxHRRcxnaLXCRUZKL0oI6c3E4WkozI4XXqCJDB+SCCdc63oDyWdHpw+pLXuRlRKFhjNNXsmGgk1tndzMZDuONVzoUWIW6bjvTR/GbDJ2SzbmvX1A+2yS6tfvRQmhDEcUvjmsbg20Jp1vW6nvMig1GjPLsjB4QOCSSGlh6pyBzU4LzesrUZuxXI+DFiEZELgIBiGoZ9hxJSLqR7T+XOvxQieYTEajpmyRhs7MmIEWqLrRWkwQZIAVKS9ORVpipMc621AYkBipquM6INGOj1GnfkZZTpAVVavoAMykjs73v6bUl0Gp0Rg/LNWrPrkaU8dkouHUBZw8638/a6HmNGMwGHqU1yBQYiKtmDN+YEDKpwSa2tnKYC+VUUP6JgVz2aj0mlLGdbp0sBwOEfUrPZlluZTpcT0cBYdSIis5g8GAnAExqmd9+oqoUzMmv6sU0y3zh+HmmqJeDcYE4vtgUZjx9Lf5mM56t1KG1Z6Q1lCrndHN6MxePeWydGQkR+GaGXm4ojMJVYSKdbZaBHgZacANTovps5nw3lDb6dPj6TyYocJdL+r6J9TnLAo+zrgSUb8iXYwrXTxSF+lnXV5fky5uwwYn4OjxC6FuhmrVE7LxQ8MFj2P05poi/NDQiAyHHZ/vOw5LZ7IxwBXKnpkchbJC7Z2/iM7zR2pC34TD+1sfeE1lHjqczl7XKtYiLTESh4+d86gPHWcP7Prb2Kgw1J9sDOqsW3eWXnZI5eWrlEwsSVNVa1sNqbTRYB+1k7vT40BkQnQ46s80CTPo9xUOYF+62HElon7FaDBckskWaiYOwqZ3DyApVn09QMB1obN0Vr6qDKbUN2zhgU1G48/kkd6ZivUsOzXaXebnxqpCmE0GWMwmd+3k5dWFHrGoVosJNRMHiTblV5TNiiWVue6ZTy2mj8nE9o8OKa4Bz06NxoTiNHfd0e6MRgOMfsI9pfrNgGc2754anefAgES7R4isxezq5OUGKHR33oRB+KHhgnu7wTajNNOdSbynaiZmo7HFf6bqEQFcSnD97AIcP92o24R3aswZl4U2gxFWS/AGY6Ss7MkMFb7kGJz9LM3aiRPnAp7S/GKVlBTltw7ZpYT7QxvuL3W4n9TjvlKH+0mbYO6vulONSIgO67MZ09bOckrNre04UncOuZm+69D2hHxfNbe0w2IxhjzcUqq1qacBSb19B0+fa0Z7h1OxBFoohWJ//dBwAUmx4UGNXugNvR1TemY0GpCQIF6LziF4IiIiIhUcCnVZA0GasTSbjAHvtHandg00hZ7arOiXkosp+z2p1z+GKYiIiIiIiOiSxY4rERERERER6Ro7rkRERERERKRr7LgSERERERGRrrHjSkRERERERLrGjisRERERERHpWkg6rlu2bMGsWbMwbdo0/OEPfwhFE4iIiIiIiKifCHod12PHjuGxxx7Dhg0bYLVasWjRIpSWliInJyfYTSEiIiIiIqJ+IOgzru+//z7KysoQGxsLm82GyspKvPrqq8FuBhEREREREfUTQZ9xraurQ1JSkvtvh8OBnTt3qn5+QoK9L5p10UpKigp1E3SF+0Mb7i91uJ/U475Sh/tJG+4v9fS2r26sKUZTS5vu2qW39ugd95d/3Ee9F/SOq9Pp9LrNYDCofv6JE+fQ0eG9DfKWlBSF+vqzoW6GbnB/aMP9pQ73k3rcV+pwP2nD/aWeHveVzWyAzWzRVbv0uJ/0jPvLP+4j9YxGg8+JyqCHCicnJ+P48ePuv+vq6uBwOILdDCIiIiIiIuongt5xHTduHD744AM0NDSgsbER27dvx8SJE4PdDCIiIiIiIuongh4qnJycjNtvvx3XXHMNWltbccUVV6C4uDjYzSAiIiIiIqJ+IugdVwCoqqpCVVVVKF6aiIiIiIiI+pmghwoTERERERERacGOKxEREREREekaO65ERERERESka+y4EhERERERka6x40pERERERES6xo4rERERERER6Ro7rkRERERERKRr7LgSERERERGRrplD3QCtjEZDqJvQr3B/eeL+0Ib7Sx3uJ/W4r9ThftKG+0s97it1uJ+04f7yj/tIHaX9ZHA6nc4gtoWIiIiIiIhIE4YKExERERERka6x40pERERERES6xo4rERERERER6Ro7rkRERERERKRr7LgSERERERGRrrHjSkRERERERLrGjisRERERERHpGjuuREREREREpGvsuBIREREREZGu6bLjumHDBqxatSrUzdC1I0eOoKioCHPnzvX47+jRo8LHP/HEE3jiiSeC3MrgOnLkCHJzc3H//fd73P71118jNzcXGzZsCFHL9O8f//gHcnNz8dprr4W6KbrB46l3eB5Xz9++WrVq1SV/vPEcpc6rr76K+fPno7q6GlVVVXjmmWdC3STdOn/+PH7xi19g2rRpqK6uxuLFi/HBBx/4fPzZs2dx8803B7GF+iD9Fr733nset0+ePBlHjhwJUav0pfs1eWVlJVauXInjx4+HumkXHXOoG0A953A48NJLL4W6GboSGxuLd999F+3t7TCZTACAbdu2IT4+PsQt07cNGzagsrISL7zwAiorK0PdHN3g8USkDzxH+Xfs2DE8/PDD2LBhA+Li4nD+/HksWbIE2dnZmDJlSqibpytOpxPLly9Hfn4+tm7dCqvViq+++grLli3DmjVrUFpa6vWc06dPY/fu3SFobehZLBbcd9992Lx5M+x2e6ibo0vya3Kn04lf/epXWLlyJZ5//vkQt+ziossZV8lHH32EK6+8EjU1NZg8eTJeeeUVAK7R5wcffBBXXnklJk+ejBdffDHELdWP48eP4+abb8b8+fNRW1uL999/333fzp07sWDBAsyePRvPPvtsCFvZdyIjI5Gfn4+PP/7Yfdt7772HcePGAQCee+45LFiwAHPmzEFVVRW++eYbAK6Rw5/+9KeorKzEiRMnQtL2UGlra8PmzZtx++2346uvvsKhQ4cAuPbJgw8+iHnz5mHevHn46quvAABLlizBrbfeisrKSnz99dehbHqf68nx9MEHH2DRokXux2/cuBEPPPBA0NuuF0uWLMGHH34IwDUqPXnyZAA8j4v42leXOqVzlDTj8+GHH2LJkiUAXLOz8+fPx9y5c/HLX/4S06ZNC1nbg+nkyZNobW1FU1MTANf566GHHkJOTg527tzpvp667rrrcPjwYQCuY+6BBx5ATU0NZs2ahR07doTyLQTNRx99hO+//x4/+9nPYLVaAQAFBQW46aab8NRTT+Hrr7/GggULUFVVhauvvho//PADHnzwQdTV1eGWW24JceuDz+FwYNy4cXj44Ye97vvtb3+LWbNmoaqqCg899BDa29vx7//+7/jd737nfszKlSuxffv2YDY5pAwGA1asWIG9e/di9+7d+O///m/U1NSguroajzzyCJxOJwDgf/7nf1BZWYlZs2bh0UcfDXGr+wddd1yfe+45PPjgg9i4cSNWr16Np556yn3fDz/8gOeffx5PP/00HnnkkRC2MnTq6uo8woSfeeYZrF69GrW1tdiwYQOefvpp3H///Th37hwAoL6+Hs8++yz++Mc/4g9/+MNF2+mYOXOmO5xs586dyM3NhcViwblz5/D6669j3bp1ePnllzF16lSPkbCJEyfitddeQ0JCQqiaHhJvvfUW0tLSkJ2djalTp+KFF15w3xcbG4tNmzZh5cqVuPvuu923SyF7+fn5oWhyUGk9nsrKylBfX+++uN64cSPmz58fyregWzyPkxpK5yiRVatW4bbbbsNLL72EjIwMtLe3B6mloZWXl4cpU6Zg6tSpuOKKK/Doo4+io6MDqampuPfee7FmzRps3LgRS5cuxX333ed+XktLCzZu3Ig1a9Zg1apVaGlpCeG7CI4vvvgCRUVFMBgMHrePHj0aX3zxBe68807cfPPN2LJlC2bNmoVnn30W9957LxwOB/7zP/8zRK0OrVWrVmHHjh0eIcNvv/023njjDWzYsAEbN27EwYMH8cILL2Du3LnYunUrAODcuXP47LPPcPnll4eo5aFhtVqRlZWF3bt3Y9euXVi/fj02bdqEY8eOYfPmzdi5cyeef/55rF+/Hps3b8aXX36JXbt2hbrZuqfrUOFHH30Ub775Jl599VX8/e9/x/nz5933jR8/HgaDAUOHDsWpU6dC18gQEoUKl5aWYv/+/fjNb34DwDVSLY2szpo1CzabDQBQUVGBjz766KLseFRUVODxxx9HR0cHXnnlFcycORPbtm2D3W7HmjVrsHXrVnz77bd49913Pd5/SUlJCFsdOhs2bMCcOXMAuI6RO++8Ez/96U8BAAsXLgTgmtlYtWoVGhoaAADFxcUhaWsoaD2eDAYDampqsHnzZsyfPx8nTpy4ZI8tf3geJzWUzlHdnTp1Ct999x0mTZoEAKitrcXatWuD1dSQ+8UvfoGbb74ZO3bswI4dO7Bw4UIsW7YMhw8fxk033eR+nDSgDXSd5/Pz85GUlIQ9e/Zg2LBhQW97MBkMBuGARmtrK9rb21FfX4+KigoAwOLFiwHgkl/Pabfb8ctf/tIdMgy4Ih1mz56N8PBwAK7v26ZNm3DVVVehpaUFBw8exOeff46Kigr3zPalxGAwYO3atWhoaHAPYDc1NSEtLQ3Hjx9HRUUFoqKiALhmX8k/3XRcP/nkE2RkZCA5ORlOpxMmkwmLFy9GaWkpSktLMXbsWNx5553ux4eFhQGA12jZpa6jowPPPvssYmNjAbjWvCQmJuL111+H2dz1cTudTo+/LyZ2ux15eXn49NNP8de//hV33HEHtm3bhqNHj+JHP/oRrr76akycOBGJiYkes87SMXUpOXHiBN555x3s2rULa9euhdPpxJkzZ9whPfJjpKOjw73OU/qRuhT05HiqqanBDTfcAKvVirlz54b4HQSP6DwOwB0W1dbW5vH4S/k8rnVfXar8naO67y+TyeS+7VLz1ltv4cKFC5g1axZqa2tRW1uLP/3pT9iyZQvS09PdA93t7e0eSWOkYw9wnecv1msDuZKSEqxbtw6tra2wWCzu2//2t7+huLgYe/bscd/W3NyMurq6S/I81d2ECRM8QoY7Ojq8HiN9F6urq7Ft2zZ8/vnnuPHGG4PaTj1oaWnBgQMHUFpaiqqqKixduhQAcObMGZhMJqxfv97j8ceOHUNERASio6ND0dx+Qzehwi+++CJef/11AMCePXuQkZGBb7/9FrfddhsmTZqE995775IJ9+mNsrIyd/jrvn37UF1djcbGRgDAa6+9hpaWFpw+fRpvvvkmysrKQtnUPjVz5kysWbMGRUVF7h9hm82GrKwsXHvttSgpKcE777xzyR9TmzdvRllZGd555x288cYbePPNN7F8+XL88Y9/BAB3qM+f//xnDB48GDExMaFsbshoPZ4GDBiAlJQUd8jUpUJ0Ho+Li8O+ffsAwH0fcV+ppXSOku+vv/zlLwCAqKgoZGZm4u233wYAbNmyJWRtD7bw8HCsWbPGPTPodDqxb98+DB8+HKdPn8Ynn3wCwHXsyScCtm3bBsAVPnvmzBkMHTo0+I0PslGjRiEnJwf/9m//htbWVgDArl278PTTT+PWW29FSkqKOyT2pZdewq9//WuYzWYOKKErZLiurg5lZWXYunUrmpqa0NbWhhdffNF9bVlVVYVt27bh4MGDGDVqVIhbHVwdHR144oknUFJSgtraWrz00ks4f/482tracMstt+C1117DqFGj8M4777hvv+OOOxgqrIJuhtWWLVuGu+66C8899xxSUlLw+OOP49SpU5g9ezbsdjuGDx+OpqYmXLhwIdRN1bV7770X999/P6qqqgAAjzzyiDsDXFpaGhYtWoTm5mb85Cc/weDBg0PZ1D5VUVGBf/mXf8Ftt93mvs1isaCjowOzZs2C1WpFcXEx9u7dG8JWht6GDRtw++23e9y2ePFiPPPMM7Db7fjss8+wfv16RERE4KGHHgpRK0OvJ8fTrFmzsH37diQnJ4eiySEhOo8fPHgQq1atwosvvsjMpjLcV+oonaPuuusurF69Gk8++SQmTJjgvv/hhx/GPffcg8cffxy5ubmXTIRIWVkZbr31VixfvtzdGSsvL8eKFSswefJkrF69Gs3NzbDb7R5Jdg4fPoyamhoAwGOPPeYxA3sxe/LJJ/HYY49hzpw5MJlMiImJwaOPPorS0lI8+uij+PnPf45HHnkEcXFx7n/T0tKwZMkSrFu3LtTNDxkpZPj666/H5ZdfjjNnzqC2thZtbW0oLy/H1VdfDQBITU1FXFwchg8ffknMVkt5ZwBXxzU/Px9r1qxBbGwsdu/ejYULF6K9vR3l5eWoqamBwWDA1VdfjUWLFqGjowPTpk1zJ34k3wzOSzWmhogUTZ48GWvXrkV6enqom9LvtLW14a677sKMGTMwffr0UDeH6JLy5JNPYuHChXA4HNi+fTu2bNly0dcx7ykpS7yo/AsRkd7oZsaViOhi4HQ6UV5ejnHjxmHq1Kmhbg7RJSctLQ3XXXcdzGYzoqOjsXr16lA3iYiIAoAzrkRERERERKRruknORERERERERCQS8o7rk08+idmzZ2P27NnuAvTvv/8+qqqqMH36dDz22GNez7n77ruxYcMG9987d+5EbW0tqqqq8JOf/AT19fVBaz8RERERERH1rZB2XN9//33s2LEDGzduxKZNm/Dll1/i5Zdfxj333IOnnnoK27Ztw65du9xp7Y8dO4bly5fj1VdfdW/D6XRi5cqV+Od//mds2bIFc+fOxX333Reqt0REREREREQBFtKOa1JSElatWgWr1QqLxYLBgwfj22+/RVZWFjIyMmA2m1FVVeXuqG7ZsgVTpkzBzJkz3ds4efIkmpqa3HWjKioqsGPHDrS0tITkPREREREREVFghbTjOmTIEAwfPhwA8O2332Lbtm0wGAxISkpyP8bhcODYsWMAgBtuuAELFizw2EZcXBxsNht27NgBANi6dStaW1tx8uTJ4LwJIiIiIiIi6lMhX+MKAHv37sV1112Hu+++G5mZmV73KxUuNhgM+M1vfoP/+q//wrx583D27FnExsbCYrH0ZZOJiIiIiIgoSELecf30009x7bXX4o477kBNTQ2Sk5Nx/Phx9/11dXVwOByK2zCbzVi3bh02bdqEmpoadHR0IDY2to9bTkRERERERMEQ0o7r0aNHccstt+A//uM/MHv2bABASUkJDhw4gIMHD6K9vR0vv/wyJk6cqLide+65Bzt37gQA/P73v8eMGTNgNIa8T05EREREREQBYA7li//ud79Dc3MzHnroIfdtixYtwkMPPYQVK1agubkZkyZNwowZMxS38/Of/xwPPPAAGhsbkZubi9WrV/d104mIiIiIiChIDE6n0xnqRhARERERERH5wnhaIiIiIiIi0jV2XImIiIiIiEjX2HElIiIiIiIiXWPHlYiIiIiIiHSNHVciIiIiIiLSNXZciYiIguy6665DQ0MDbrzxRuzbty/UzSEiItI9lsMhIiIKstzcXHzwwQeIj48PdVOIiIj6BXOoG0BERHQp+dnPfgYA+PGPf4x9+/bhT3/6Ey5cuIBf/epXcDgc2Lt3LyIiIrBixQqsW7cOBw4cwPTp03HPPfcAAN544w08/fTTaG1tRXh4OO6++26MGDEilG+JiIioz3HGlYiIKMikGdcrrrgCv/71r3HhwgUsXboU69evR0FBAW644QacO3cOa9euxblz5zBx4kT85S9/QWNjI1asWIG1a9ciLi4Oe/fuxdKlS7F9+3bYbLZQvy0iIqI+wxlXIiIiHUhPT0dBQQEAIDMzE1FRUbBarYiPj0dkZCROnz6Njz/+GHV1dbj22mvdzzMYDDh06BDy8vJC1HIiIqK+x44rERGRDlitVo+/zWbvn+iOjg6MHTsWjz/+uPu2o0ePwuFw9HXziIiIQopZhYmIiILMZDKhra1N8/PKysrw3nvv4ZtvvgEAvP3226iurkZzc3Ogm0hERKQrnHElIiIKsmnTpmHx4sU4f/68pucNGTIE//qv/4p/+qd/gtPphNlsxtNPP831rUREdNFjciYiIiIiIiLSNYYKExERERERka6x40pERERERES6xo4rERERERER6Ro7rkRERERERKRr7LgSERERERGRrrHjSkRERERERLrGjisRERERERHp2v8HI3tPiKS4ZBUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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733334atf/WrZ/X7xi19gxx13xD/+8Q+cf/75+MIXvoBHHnkEp5xyCp544gn8+Mc/xh133OGKVsASzp/4xCdw//33A7AstkuWLMGBBx5YcX8JgiCGK2RxJQiCaFKSySR22mknFItFX+bg2bNn47rrrnMHs6NHj8bNN9+Ma6+9Fvl8HpxzXHvttdhxxx1x2mmn4YorrsDDDz8MVVWxxx574MMPPwRguXOed955iMVi2GOPPSL78f3vfx9XX301jjvuOBSLRRx88MG+BEtRHHnkkfjd737nWuhaW1tx//3346abbsJnP/tZxGIxMMZw3HHHuUlwpk+fjpNPPhn/8z//g3HjxrlWZcBy81RVFV/4whdw//334/nnn8exxx6LlpYWjBgxAldddZXv+Oeddx5+8IMf4DOf+QxGjx6NmTNnuuuuv/56XHXVVTjuuONQKBRw7LHH4nOf+1z5H6XM+a6GCRMm4Hvf+x42bdqE6dOn48orrwRQ+fk+5JBD8OCDD+Loo49GKpVyhf+KFSswZcoU7L777vjMZz6D++67D3PmzMGVV16J9vZ2HHzwwRg3bpy0TzNmzMCVV16J73znO+CcQ9M03Hrrra5V8f3338fkyZOxww47+PabPn06fvCDH+Dcc8+FYRhIJpO47bbbyma8njJlCm677Tb84he/wM9+9jOYponRo0fj1ltvdX+v733vezjzzDMxevRoHH300e6+X/3qV3HJJZfg2GOPRTwexy677IJjjz0Wqqr6vvtNN92Eq666CrlcDowxXHPNNdh5553dhE/lOPTQQ3HmmWfitNNOA2MMra2tuOWWW0q6QAOWS/lHPvIRAMB///tffOxjH3PX/fznPwfn3E1cBlgeCT/4wQ/wgx/8AHPmzMGxxx4LxhiuvfbafmcOJwiCGE4wLvPvIQiCIIgacPnll2PWrFkVxY5uSzz88MP417/+5ZZAGSpccsklOProo30TCgRBEATRCMhVmCAIgqgb3/ve9/DAAw+EEgwRQ4/3338fjDESrQRBEMSgQBZXgiAIgiAIgiAIoqkhiytBEARBEARBEATR1JBwJQiCIAiCIAiCIJoaEq4EQRAEQRAEQRBEU0PClSAIgiAIgiAIgmhqhlwd161b+2CalE+qEsaMaUVHR+9gd6NpoPNRHXS+KoPOU+XQuaoMOk/VQeercuhcVQadp+qg81UeOkeVoygMo0alpeuGnHA1TU7CtQroXPmh81EddL4qg85T5dC5qgw6T9VB56ty6FxVBp2n6qDzVR46RwOHXIUJgiAIgiAIgiCIpoaEK0EQBEEQBEEQBNHUkHAlCIIgCIIgCIIgmhoSrgRBEARBEARBEERTQ8KVIAiCIAiCIAiCaGpIuBIEQRAEQRAEQRBNDQlXgiAIgiAIgiAIoqkh4UoQBEEQBEEQBEE0NSRcCYIgCIIgCIIgiKaGhCtBEARBEARBEATR1JBwJQiCIAiiKVEySwC9d7C7QRAEQTQBJFwJgiAIgmg+OEfrwkuRXnL1YPeEIAiCaAJIuBIEQRAEUROU/HpoXW/UpjFuAADUzJLatEcQBEEMabTB7gBBEARBEMOD1g++DYCje78HBt4Y161/Gc2xEwRBEGRxJQiCIAiiZvCatcR40f5Ac+wEQRAECVeCIAiCIJoRR7jSUIUgCIIAvQ0IgiAIgmhGTMtVmCtkcSUIgiBIuBIEQRAE0YQwN8ZVHdyOEARBEE0BCVeCIAiCIJoPinElCIIgBEi4EgRBEARRW3gNkjTZ5XA4DVUIgiAIkHAlCIIgCKLmmANugfGBt0EQBEEMH+oqXG+66SZ89rOfxTHHHIM777wTAPDyyy/juOOOw1FHHYUbb7yxnocnCIIgiG0TIweW3zhoh2fFTrS/fRJim/8zgFZqV1qHIAiCGPrUTbi+/vrrePXVV/Hoo4/ioYcewt13340FCxbgsssuw69//Wv885//xNy5c/Hcc8/VqwsEQRAEsU2SXvpTtH1w7qAdX8mvBwDEO57ufyOuxZUNvEMEQRDEkKduwvWAAw7AXXfdBU3T0NHRAcMw0N3djSlTpmDSpEnQNA3HHXccnnjiiXp1gSAIgiC2SdTeDwa5Bzzwb3+whSsj4UoQBEEAdU3VF4vFcPPNN+P3v/89jj76aGzcuBHjxo1z148fPx4bNmyoqs0xY1pr3c1hzbhxbYPdhaaCzkd10PmqDDpPlUPnqjIGfJ7iWm3a6edxE6PS1ueUhpb+9iHWYrWRjCFVpg26riqHzlVl0HmqDjpf5aFzNHDqnmP+W9/6Fs4880x84xvfwPLly0PrWZUzqR0dvTBNinuphHHj2rBpU89gd6NpoPNRHXS+KoPOU+XQuaqMWpyn9oJVA7V7Y3dDLZbOcfu29iFd0GFk8ujr53dRe3qQLugwmY7eEm3QdVU5dK4qg85TddD5Kg+do8pRFBZpqKybq/CSJUswf/58AEAqlcJRRx2F1157DZs3b3a32bhxI8aPH1+vLhAEQRAEMYiwAWUXphhXgiAIwqNuwnX16tWYM2cOCoUCCoUCnnrqKZx88slYtmwZVqxYAcMw8I9//AOHHXZYvbpAEARBENs4g11Spv8eUlQOhyAIghCpm6vw7Nmz8e677+KEE06Aqqo46qijcMwxx2D06NE477zzkM/nMXv2bBx99NH16gJBEARBbNtwE2DqYBzYO/5A2yCLK0EQBIE6x7h+61vfwre+9S3fslmzZuHRRx+t52EJgiAIggAweLVQa3BcsrgSBEEQAnVzFSYIgiAIYpBppPjjnlhl3Agtqx4qh0MQBEF4kHAlCIIgiGFLAy2uXBc+28J1IDG2ZHElCIIgBEi4EgRBEMSwpZEW16Lw2bG4kvgkCIIgagMJV4IgCIIYrgzIVbc6XPdgQBCsAzg+iV6CIAhCgIQrQRAEQQxTWEOTM0liXAdSDofquBIEQRACJFwJgiAIYrgySMmZAEu4Dkg4k8WVIAiCECDhShAEQRDDlkaKP+FYNYlxpazCBEEQhAcJV4IgCIIYtgyOq3Btsgo77ZFwJQiCIEi4EgRBEMTwpYHJmepWx5UgCIIgQMKVIAiCIIYxg2VxrV1WYU4WV4IgCAIkXAmCIAhiGDNIwhVejGus42kk1v256tYYWVwJgiAIARKuBEEQBDFcGayswkI5nNTK25BY//AA2huYxVXt/QBKbu2A2iAIgiAGH22wO0AQBEEQRH1g3Ky/zdXoAzMyPgtpLeq41irGNb3ohwCA7v0eqEl7BEEQxOBAFleCIAiCGLbU31W4dcHFaJt3jtTiyoxs/xt22qNyOARBEARIuBIEQRDEMEZutYxvehxqz3s1OYJS2Gh/krkKDwSKcSUIgiA8yFWYIAiCIIYrEeVokqvvBFBj91kzL/4x8Pbc+FyyuBIEQRBkcSUIgiCIYUzjrJbM6PE+19TiSsKVIAiCIOFKEARBEMOYBpTDYSoAQNF7hcNKhGuVYpY1MiMyQRAE0fSQcCUIgiCI4UqEq3BND6EkrA+mkIhJJlLNYrUt2/+SxZUgCIIg4UoQBEEQwwox6VJtXHbLwKx0GcwsCAvD1lLGqxSuZHElCIIgBEi4EgRBEMQwgendSC/+sbCkAa7CSsz6V0jOJBXM1QpXyipMEARBCFBWYYIgCIIYLlTtjjtwOIuBAWBmTlg4gBhXM2+5OLsW1waIb4IgCKLpIeFKEARBEMOVRrjb2smZfK7CEpHKzGJFErT9/TMAM4/8hOOdxgbeR8ASw4ziZQmCIIYq5CpMEARBEMOGoMhrQHImFnYVlgpmXggvk+GrBxvRVqWIyakaEe9LEARB1A2yuBIEQRDEsCEoVOtncY1teRHgeTfGlYkxrpBbXKuB1cJV2CdWKWaWIAhiKEPClSAIgiCGCaGkSHUsh5NacTMAwGiZZi0QLaWmHt6BS5aVwhaubEBWY0GsUpZigiCIIQ25ChMEQRBEk5JYex9a551T+Q4hcdgIsWYLTJ+Lr8xVuL9ZhQdicRX7MXBXYbVnHlh+w4DbIQiCIKqHLK4EQRAE0aQkNvy1uh1C7riNy8hbSXKmqnBE54AspV4/GDcGfDbSi38EAOje74EBtkQQBEFUC1lcCYIgCGKYwAIW1/iWF+p/TEeQ+uq4yiyuVboK18BC6usHJWciCIIY0pBwJQiCIIjhQkAcKtnlDTumz1VYIlKDorocrgV3IHG6vE4xrhQvSxAE0XBIuBIEQQxhkqv/gMT6hwa7G0SzEIgjNVM71f2QjIctrtIY12qzChtZ+1ONkjPVMt7XyNSuLYIgCKIiSLgSBEEMYeKb/onEuvsHuxtEvanQ6siC2XwbYRm0Banf4ipxy602OZOZc3bsX78A3/cPZVweAMzMlt+IIAiCqCkkXAmCIAii6alQgAbFocw9t9YlclxX4TLJmap2FbaF64DEd31chZnRV7O2CIIgiMog4UoQBEEQzU6F1sKgOGTSBEe1Fa6uYHUtpBEitVpX4RpbXKXn0MwjvfAStL99ElhhU+V9I1dhgiCIhkPClSAIgiCanUqtlcHtgq7D1kYD7k7JYwJSqy6r2lXY2b7//fW7B4eFa2zLC1AzSwEAWs/7ofVqz3tQcqvD7eq9/e4TQRAE0T9IuBIEQRBEk1NxfGbIqimLNRWEoJFDesH3oPYt7nffpITELKs6xtWJmWW1Ss4kO4dMk3+2SS/+MVrnfye0XMmvH0CfCIIgiP5AwpUgCIIgmp1+ugrL9/PEnJpZAjW7Asm19wygc7J+FPwLlFiE9bcETrKngcSm+pIzSdopI1zD21vDJkXv6n+fCIIgiH5BwpUgCGKoUuskO0TzUqnFNRjjKnUxllw3Ncy4CwDMyPn+5kyr2lXYS/ZUK4urrESP10/OVKi9C0oLZeeeo6zC2zRqz3tghc2D3Q2C2OYg4UoQBEEQzU4/hau8LI0oBHl17VeK6ReuYFr15XCc7zIgi2vpGFcm9FPNrUJ60RVIrrkroi0O53x5NWaJbZH04h+jbf75g90NgtjmIOFKEAQxZGlAjU6icZg6WHGLdFWlMa4sGOPKdSiZpUiuukMQrDILZp2vJSVm9a0RdWUFfO7BkmOLAlTrftf6t+u/5dsl4UqYhfLbEARRU0i4EgRBDFXIVXhYkVr5a7TN/UZELGilFle/cGXcQHrxlYhv/hfg1h4VBVydLK7BbrEY1L5FaH/nZKg971W580D65t0jMvHvs7j2LbT20Noj2hLiZYMWZaKxcC5czwRBbCuQcCUIghiykHAdTsS6XrM+yKySFZbDCYkzbrjL3Oy8XBRzur2uzpZQpkHJrwUAxGzLphRpGZ0qkzr52ovIKsw5Uit/DbV3XngXrS20b2rZDX73Z4pxHVQSa+9F+3unDo54pQlDghg0KkihRxAEQTQnNIAankjEW6UZeYNxpNzw2rPX+crL9DeOtMrBOxcy9vKS2XtliaOqjI317SuPcWXFLYh1PGttoraAGZlwHwTBHOt8DfrIg7z9DbK4DibxzpcAWC7bXE039uB19k4gCCIasrgSBEEMWUi4Di+Y9Y9URFb4W4eSM+lee2ZYpLoxsZwj1vEUEuseqPA4JQbvTA0vU2Lyz5W0y80BxMbKY1zbPjjPW6y2Bo6n+/8NLgfAyOK6DUPClSAGCxKuBEEQQxVyWRtmOL+nzFW4MuEWTM7EBIur1OXWqZUKA6mVv0Fi/YOVdbXE4J1rIyQd88QqZ/ES7UZ8TzMLVqy+dmpkcibhXARjWl3X6lLClSyug4v77GODcGwSrgQxWJBwJQiCGLKQcB2WSEVqhRZHqdjyuwr7kwwVShwzgNEHretNSzSUiDs1Y6PD3RKtsEyDklkqj0+MEAXpJdegbe6Z5fsY7o132Ii2eWyk8BfzvltwEsC2WHO1xYp3bXCGZEJk8J59lWb4Jgii9pBwJQiCGLKQcB2WSJMz9Ve4Gq51yrPGijGulnCtZDCe2PAoWpb+DFrPOyVjbrmatD4oSW+hENfKjB60LrwE6SU/kews/55q34f2+iqved/3krfN1Rbvs9Zmu1cbYK412llpf2c1ZTdHVtdtkoEkCyMIYkCQcCUIgqgx8Y3/QHL17xtwJFGAkIgdPvQ/xrWUq7Ar4sSswoKrcDmUYof1b35j6e1tV2DTyc4L+OJamd4DAFD7FoV3LSegqxUNUVmFI7bhWjuYWUD7O19Ecs0fpMd2hC7Vct1GIUs7QQwaJFwJgiBqTHLNXYhveqL+B/KJVRpMDRukkxCVWlxlWYWD64T2HeFawWDcFWq2RTKyC7ZI5YLLsJhJuHQN1DL9sC3ElSNO7kQJV2+5GRsFpluxtFr3O77NkmvvtTa3s9hSLdfBpEQ8eN0PTa7CBDFYkHAlCIIYorBKBuXE0EMiIiuNqwvXcRUSCkmEqxfjKgpcE6y4Ndy4k0mXF8KuwmKJG9viKrrgikl0/KVnApQR0CH33TKI5yP6HHrng8dGgem9JdvkCllcB59wTeJGQTGuBDF4kHAlCIIYsojClSyuwwdZjGul5XBK1Dx1y7xILK7CtaR1v422uWdB63rDt7sjOJlZQOv8b/ubVoRMwYpmL0sgv/3JyEy92Ne+LzbU1KF1vy20FPzugayxZpU1XX33hf2Z+4VqbodThMNJSvkEm6QY18HHidseFE8TetYSxGBBwpUgCGKo4hMzZAUYNgwkq7BZjBZftpWUSbIKi1YktXe+/e9CO4OwdZ0ptguta6UFACVh/yspd6PEkd/u/0Ef8VFfN0SLa2LDg2hZcg3Unrmhfvjad/YtJcylSMrhCFbbnj1+DZ6YgMxOFyA7+Rv+7McROMK1WusvUQcGZcKO8gkQxGChld+EIAiCaE4El09u0HBquCAdjFeYnIkXrZqpEndGV/SJyZmcmFHBkulsx8DRNu8bYMWtMNK7gBWs5ExiGRuutYIV8uAs7tlGHRHL5HPjooutkltjLdN7oPYtBky/GzFX4v5Y0mrFYiA5k9q7ELEtzwAAchNPdUW+PmoWAEDNrijfpp0tmeld1mSAQkOpwWMQnnrk3UIQgwY9bQmCIIYsFWRMJYYOvETCmYrL4RjgigYm1b4lkjP53M4FEWvHuqp9C71lgnA11Vao6AAEV2HOYr5/rT/EuFpPnMY6X7MXMqQ/vCzcZSXucxYOZk0O72Aisf4BFMYebddnFWJczRzSiy4X2k6G96/E4mrvl1p5G7S+BchO/mbZfYhawwP/DsaxCYJoNOQqTBAEMRwgK8DwQRbPWuHv61pcZevchEqS5Ezidnqf/W9XuBux0T7hyp2SNz7rqtU+V1LCcTyrKTMksaFRMbwBV+FyWYXVvg+RWP8w0h9+397eO29Kfr2/KYlwrcZVGABiHc+W3Z6oB05ypsHIKkzPWoIYLEi4EgRBDFWoHM7wgtm2RZmbb6VWHq77Ss8E19kfvGUS11tF77T+za4MN6G2+LLucrXV/iDGzdpWUdUThqLYlR0zKsmOL+kT5ELbv4N1bKWwydpeFK7BTMmBtq0dKnBEY5L9iEGCkjMRxLYECVeCIIhhAJVoGFqwYhfiG/7mn3wYiKuws69ZhJnaCQCgt+0Z2MaJcRVFpkS4FjYC8Md79k2/An0zfgSuJKBml3tNao5wFa4/27rqs7jaYtdfIkcg2A/H0hoUiWVchX3xsJxDPJehEj+ye6YC4coVuUWbGAQGpRyO7J4lCKIR1DXG9ZZbbsHjjz8OAJg9ezYuuugiXHrppXjzzTeRSlkvtHPPPRef+tSn6tkNgiCIYQrFuA5VUitugtYzF3r7fjBTU/wrpYPh0sK1bd5ZMFI7g3EDZmI7dO97P2KdL0Ozs/UCAJNaXCWuwk4SJnBAiaF7rz96CYgCVkrP4irGklptcsHNNzvpNKTW3AWupHzxst4+fuHKlQSYmQ9bXI0+pJbdgPx2XwifNwQtsqZfpNuWZAe9bY/Q/pW4CldklSXqS6lJnvofPPCZRW1IEESNqdvT9+WXX8aLL76Iv/71r2CM4YwzzsCTTz6JuXPn4p577sH48ePrdWiCIIhtDxKuQwrXaikTQTLraimLKzfBip3QilY9VK6mAMbCIsyszOLqa1pr92XN5YH4WSfGVXT1tZIiWfGwDkbb3ujd9Xq0LPmJ/EAy4QqEYly13vmIdb4GpdiJvplXSdoRLa4GfBZXuwyP3r4PspPOAtR0eP+I+GBf3yrYhqg3dh3XwbB4+jJVm5HZswmCqD11E67jxo3DJZdcgnjcmi2dNm0a1q5di7Vr1+Lyyy/H2rVr8alPfQrnnnsuFIVueoIgiKrhZHEdqrhxoK4VVKS6Oq6++FEAZnycvcIvXB2LK5NYR6PgzC8ceUDsuRZXgdz2/wujZSr09v0knZUPO0IC2hasPCBcY1tfsJY7SaFC7Qjfhxel90Vm2vel+1oNVDAeCW5DJXEGkcHOKkzxrgTRSOr2pJ0xY4b7efny5fjnP/+JP/3pT3j99ddx5ZVXoqWlBWeddRYefPBBnHTSSRW3O2ZM+CVJRDNunPzlvq1C56M66HxVRug8xTX58lqT7XWPlRiVAtqb//eia8omZgJcQ2JkwvvdEpo1Duamd56c33dECog6d8J1AACJsROAMW2A0u5fnlbRNq4NiCe95cwAeImhQLoFKfG4neOAjHis7YD1GhAHnCHFuAljgAlHy9vb1AZk7f3H7A90/Ndqp4X7+orWdsDUkBgxCugL9y8xcjzSTr9ymzGOLQbAgFiHd/+NTgH5hL9dlLkGi+3ARs1KlBVhzUuMTPvaHDdaA2JD57oeFvdgQgN0zXrujajP94k8T7GUd42NbQXUhHy7bYxhcV3VGTpHA6fuU4SLFi3CWWedhYsvvhhTp07Fr371K3fdV77yFfztb3+rSrh2dPTCNCkYvhLGjWvDpk09g92NpoHOR4VwjvjmJzBi+lHY1FVBvNc2juy6ai9Ylq3ujd1eptg6oOR60Gofq29LD4x8c1/fdA96tOcti2tfR5f7u7XndYDrSHDTPU/OtZTt7EVRk587tW8d0gXPctvXbcIwe6D25H3LCz29KKyaDyW/ES0FmaU3jJED+oTfLJGNISHs25sbhdaCDm7mwXT7ui/xG6cyBmL2/sWc6n3u7HA/W8dlUAs6ChmGuKSvhayCnH2ccSt+hPyWxaFtejZ3It7d5+tvuf7FugtIFXRwrQ1Ml2+X6cr6zl/Pxg7wIZJoeLjcg235Ipiho6+jC2zDv6GPPKimz9pS50nt6XXvq+5NXYBQHmlbZbhcV/WEzlHlKAqLNFTW1Uf3zTffxNe+9jVceOGF+PznP4+FCxfiX//6l7uecw5NI/cagmgmlOxSJFffCSz85WB3ZRhQbzcyMbsluQoPSSp0FWYlYlyZ0ev726tPGnAVNrJonf8dtCy7vvL+BZMxBf42E9uhMP44ZKecV1FzYnyoWA81mCTKcRHmUa674vbF7oiDGaH7omePW0t30HFllpXKcfH3qVyc8LaC2rsQ7e9+JVLw1xIntjWx8W9oWX4jtK7X6n5MDzPiM0EQ9aZuwnXdunU455xzcP311+OYY44BYAnVn/zkJ+jq6kKxWMT9999PGYUJoslQil3WBxJCA6fuhepJuA51mJkD0wPCq8qswk7SIRdHuAbiSZmRtduvzNoKSLLsSmqY5nb8ijyeVYZTSoYpgFgux8z6j1um5IxPLCpyV01mFu170LPE8TLWMacGLmdx6O37oDD2SEnDgaETL1NbdhshseGvgJmXZo2uF05t3lCN3rri3Z+lJpQIgqg9Jc2dN998Mz72sY9h1qxZAICLLroIkydPxrnnnlu24TvuuAP5fB4//elP3WUnn3wyvv71r+OLX/widF3HUUcdhWOPPXaAX4EgiFriJnrRJBk3iSppoHBF8wlXlt+I1KrbkNn5u0BU/c5tnNTKX4HpvcjsfKGwtLrrhhW3+P7mqiNcAxbXgDisiKDl0RaURmoKchPPqL49x+LK4j5xGkoS5fRdEPGFsUchvvnf1h/i9iP3BLpWhY/lZBVmqifWlTJunc5xlZibxCm++T/+Zl2LttP30rVlG01y1e+gt+8LfcT+g92VusMd+0sDfwMWzCpMEETDiBSut99+O1566SWccMIJ7rIvf/nLuPrqq5FOp3HqqaeWbHjOnDmYM2eOdN0pp5zSv94SBFF/uD0AKOkqR1REva2gXJz5bz7hmlx3P7SeuYh1/RfF0YcNdneaEqZbbr4ty27wLKSy37LEAFnNroBlVbSuB26LM7+1lAFGQLgqccAsgMfHCLVbA4cNWFidv83kZBitu/jW9e72cwTdk8Pt2RZNRfNbb0OiOtyOIdRt9Vtc5dbZ+JZnADDLQurcKuXiIO1zVqrkTdBdOljKp78k1v0FSn4Nsjud3/9GjBzim/+N+OZ/o3u/B9zFat9iGMmJAIZLchj7B3V/zwY+/3z3IuVcIYhGEukq/Pe//x2//e1vMXnyZHfZ3nvvjV/96ld4+OGHG9I5giAGAWfQHHQRJKqnoa7CzTjz7/SJSp75EIWpY8Fs3U1YX6WrcHErjJZpQpthV2GupiTuuNZ2ZmxsuIuOS22Uy65EAJrJiTCT20f209+e4re4Gjn/drY7LhOuca61Cx0Uy97Iz0184z/sdVVcf/bEHddGRG8TcE2uVYxrYv1fENv68oDaUAob7Q+CuDaySH94GVpW3DygtpsL57qwr5OGTtxRORyCGCwin+aqqmLEiPCDe+zYsVBVGtASxHDFdYOiouoDhm3zyZmCVhECgN/y6dxvoviRCbFSyZn0bvCY8L52zrcw+cTVdCgW1hOuo8OHs+uzhi2Prukysj+lcNtjzHMbhhXr699O4hAmCEafWDRLxeya4ExBceSB4FoF5fTsSQO9ddfoTQKuwq6XShPgCFczNhqsuAVa56vu765mljSmE9xAYu2fgGDsdT1w3lMNff6JrsJkcSWIRlIyxrVQKCAej4eW6XrliR0IghhqkNioGXUfTDX5zD8fmMgZrvhEl32N+DOxyn7L6N9X0buht0xFfsLnEet+02taFH9qCkzv9O9ox8LKBB3X2oDCJknIwACfD0J7PpfboHCV9cmXzCl8Dt0/1RZXrGldbwBMQdYXQxyNPvIgZHa6APrIA6M3CpyTUHzuIKIUNgEAeGw00ot+CCW/Hr27/MxaVsL9uZbEtr6MWOcrYEYWuUmn1/lo9nXYSOHKm/y5SxDDmEiTyic+8Qlcd9114MINyjnH9ddfj4MOOqghnSMIYjBwBqbkWTFg6u2+2+Qxrs6gjpNw9cEkFjpm5r0EQpLrhsksO0YObe+fAVbcClMbgfwOX0TvrkKpm4DFNZjAxomB5ZLEWZ5bbjCDrtO3/lpcxflyr20WiL/lqp0cTriuRVdhJbvSs1KHhKuXWE4pbEZVrsKMQR81q6THScji2kTlcJxYZa4koeTXAwAU3c4UXyZTc82wjxOaKKkp/kmxQXMVJosrQTSUSIvr2WefjW9+85s44ogjsM8++8A0Tbz//vuYOnUqfvlLqu9IEMOWAQ5MCZF6D2qa21XYjU8kt3M/knI0PosrNyW3X1jMxrrecEvpmAlJbKnPuinLpmv9Lo5bsO9ocTvulftFGbeXG8nJwV0qw+ceHC34uGYlEeJKDMWRBwJQYMb9Ls3JdQ8gt+NXIoTrJuGYtZmE47GRYMVO33cAmsvi6p5TYXKEFTutRQ2yuDoTIaEyTTU9SMDy38gYf+FYDCalZyKIBhIpXOPxOH73u9/h9ddfx7x588AYw6mnnop99923gd0jCKLxODGuZHEdMI10FW7G5Ew0CRLG6POXcnGRuB/y0hMTbtkbAMVRh4TXC2JVXr+U2euiLa6+hEgA9PZ90TfjShjpXUL7VIRr9WPh2FA7yzEAFEfNhlLYgvz441yXZgDITL0ILUuvtf4w5XVpQ27GA5w46d3tRjC9F2ZiHNTMMoAxK2aY65a1tYnquDK7L4pQIkkpbLA/NCpTvJ0wqRExru590biJO9bsz12CGMaUjHHt6enBAQccgAMOOKBR/SEIYrBxswqTlWygMF7f2Xi/+2jzWVypVIQfVuxC29wzYbTuUXpDzm1NWbrshlM/tHe3n8tFiSK84mVuoo61SmKNLYw+HFxtR2Hsp0LrjBKJi8rhcxUOTI6ZsTFWd/LrAEVDfvsTQ/vrI/a3y9uYALOTNQXFQyDrLx9gVmszuaNwfMvq27Pn7QBMtL/7ZbCSyaHKNV5AevFVyEm+a3/bAwBm9LqLtO63rFXxcbU5RjnsiYRaZVuOOIj1j+P+TlmFCWKbIFK43njjjVi1ahUmTpyI73znO43sE0EQgwgjK1kNaVxW4aaMcXWFNQlYAK5br9o7r8yWMour5FqyhUGw1qqMsJuod3+LSZIKY49CfPO/wWNjUBj/2bLtVg3zLK6FMUeCGVkohQ2IdTwDrqbRN+OHZbP0montoeTWeP0OWlyDGYnr4T3iTAowRer6XQmxrS+BK3GofQuRXvzjmnTLiZ8WywupmWXWB/sZkVz9e6iZpeibWZtjhvvgWKDrf9+737efv0G/EJ+1ZHEliIYSOQ35zDPP4Oc//zmeeeaZRvaHIIhBh8rh1IyGxl01oXC1B65NKaoHgYotUO51U87iaguESpLuBMWcornHEV2OcxNPR/c+d/uttTVErN0KJYb8dv8PXGlx/4YSB4TkSjL6pl/uXxCwePLQ/nV8lrFYv0VTavlNaFl63cD7wLmbiMl1Q5dca47Ii296AmrfhwM/bhSuFbSewtVu23m2DJrFlSblCKKRRD7NZ8+ejQsvvBCHHnpoI/tDEMRg4w6aSbgOnG08xjU4uNzWqbTep/NbiklgpLVdLZHCK4hdDFpcOdM8MWv/y9W05T4ccLWtKZIEQdwWydLarRJ4bLRV8sZNROQJR719H+S3C7jd1rG0F2dq/yyuNUzoFNvyDFo/+BbU3gWlE0UF15Xrg1m0YrKrxOtDHZ9J3JkUs+8ps4j4psehdb1ZYqfaHtv63IzPXYIYvkS+JS688EJ0dXVhxIgRUZsQBDEsoRnkmtHAcjhNGWvlCjASrkB/LK6lB8iuO6g0Y3CAoAWVqa71k5lF9O56QygRU11wxSkPL6sm662S8Gq/mjqMlmnITj4bZmpy2NJXz0RzTOuXcBVjUAeK1v0uALuGa4nJkaDnA9O7wEvEvaaXXA219wN07/dAdR1y+tAIUWc6rsIFJFffCQDV97f6g0Z8Jgii3pSc3iTRShDbIFI3RaI/SK1kNaW5y+F4/WvGvg0CFSerqdRVOGsJuBJu/YUxR0Apbg67CjMVxTFHQOuZCyO5o1vmpt64GYzFmrKOYK3CMsqVpM/iymOjLNEqaWegyZlKovTPVZjpJSyZnFd1LpzzwJV46cmRgKhlZr7kNKXa+0FFx08vvAQ8Nkpo1zlOA94hzrlvZEmicp4QBEHUjfoEsRAEMYQhi2vtqPegRhxANaM4pBhXEWYGrGGOtU5J+EWt6wYZbdlhxS1Q8hsiytx45CafBQCIb3gk2BsURx2C4siD6+pKG8SJP2VCCRk37rWKmEiuJMAciyvXQ67Qvbv9HIl19yPW+Vpd4/U500IxtpVQ2uJqAqjCSmz/fsws+CcEQs0GxF2NEhqpmaUAAL39I3a7dmbjuoo65x7Rff82BnpHEsRgQUFsBEEEcOISaSa5IroXof3tk6BklkHrfA1qz1xv3TaenMkt19OEfRsUuN8a5ohOMTmStcBJOCNcP4FrqW3uN6B1veGr1VqSUBys/ds0ULQCXo1VM7G9t7DC2FYfatIT+6YeLq2TnAges63ITegqrOTXRa+s+n5xhGvWNyHga1JtCYm7AZXxKYXZuKzCrlBvoMWVlbgvCYKoL2RxJQgiAppVroiOVwEAse63kFh3f2BlvWNcxQFUM4pDmgQREUuUAABXUmDoAVdawNAlrJHEuArXks+Fs8Lsv0GBy4pdEVvWGaaib/ocmMnJ7iLeH1dhFrdcpQFLOErEqZe0qr4WV1Zp0i0BJb+hRKPV3S/c+e5mPlLAca097Kpe6TOjatflBroKI5CkqSE0eW4BghjGlH3jPf7447juuuvQ1dUFzjk452CM4a233mpE/wiCaDScxEb/kAj9hp7DZvy9KDmTiFLcYlk+HXFhW1pD7r6uy6zcstOy9FqvTacMShnKuRQ3EqNtb/+CSsr5BFESYHqn9dnUpRmJXUt2Pa+//lpcCxtLrI3or5FD2wfnIDvlW9Db9wmtjm9+Ekzvke5qJraD1jM3kBG30izXRnVW8UYmZ3Io5SJdcyirMEEMFmWfRL/4xS9wySWXYPfddwdrsEsRQRCNh7kvZbK4Vkb0c7H+sZ1NniSEU3ImEaZ3wdRGWNlfYcVpAkLCIhdH8Hv3IBPuRx4fC5ZdaW9a4YBdsUSckd4Fat/C6jtfT9z41GqSMyW8CQBelAsr+ztHuc/WhH4IV6Z3I7b1JfdvrrWC6V7MK+Om9Omr5NeC6T1IrPuTT7g6Fk53EkOcHLExk5OA7neAwhbhOBX2m+sIDRc5h5pZDKNlurDMjm11LbuNe4e48c6NoETsOUEQ9aWscG1vb8dRRx3ViL4QBNEM8PCgmShFqcH2th3jSsmZ/DC9y3LZdISr2matUIIxrrJyONY5TKx/EEp2JfT2faB1vwszMaGiY+vpXVAYfyzy4z6LtnnfHMjXqDmutbSKyRdfBl2zIInhFVyF6xXLCSuxVLXXNyts9reh+oVr9HmwnzXBZ3NAmFs1bv3LjJap1oe+FcKGlZ6X8PfTul5Dy7KfIzv5G17vnO/gtNvAyTRmZBt2LPG+bKhgJgiifODHPvvsg+eee64RfSEIoqkg4VoVMqFf54Eba/YYVzfJUBP2rcEk1t0Prftdn3XVTGwHIBx/KhWuZhGxLc8jsc6uUakk0LPHreideU1lHVCTyO34fw0re1MVblbhKgSmk4mZc8AoCPGs4jbOhEA9XYVVwCyAFbeU39bZxbaQ6m17em34qFIIm8GkX+nQNkbLNOvDmseEDSs7jiyJk5NcyskoDADMyNjbNyKrcIBBsrgquRJJtgiCqDllLa7PPfcc7rnnHsRiMcRiMYpxJYhhjywxDFEemXCtt2ATj9mE4tC1vDRh3xpMYv1DAACluBWFcUcjtvVlmLGR9tqgBc26B0VLHjPzSK24xdsEDDw+pp5dbhhOcqZqSppYFteCG08pE67esjqGOTENamYJ2uZ+Az173Or9JtwEzCwgEZFOdmmutcvbjPJ2scv6sGBppIBo42praFdTG2F96Hjd228AFlfH7iEe2y3x47Y7XN1ohURpuZVgenf0b0kQRE0pK1z/8Ic/NKAbBEE0Hc0YM9mMuLH/ssFmncW/GAPZhOKQDYLLYNOixKx4VDOP3MTTkJt4GuIbHetXUFhJ3PUD7qCOdWtYYMf6VnW/KAmA656LKJMJV8fiWj/hKiaFUopbYNjCNbnqdsQ7nkJm6kXQR+zv28exSHJHTIZcf0vfy0p2pbUPL0DNrgCMPIqjD4Pa9yGU/HqpxTXkjg5UHh8t648jogUX3dA1aRa979bIHCncrGvtXseSzLU2xLY8j9iW59G93wN1Ox5BEB6RwvWVV17BrFmzMG/ePOn6HXfcsW6dIghiEJG5KRIlKDEgq7tgGxrZLZtRVDcariTAzCKKY47wFjqiJziol2QVdgSCkZ4BtW/RgGLrenf5qTQmdLAwWqahMO4zyI/7bMX7OOLMrYcqy0zcAOHqSwol/CbxjqcAWBmgM1Mvht66q2t9DQnXwLOWcUP+9BXucaZvRXLNvYhtfQEAoCt7u5mjPUu+2KjkHFRocZX3xxaGJa9DjtTyX0DreQc9e91ZVzHpP6wuncio4QGs/2vtkVmcCYKoD5HC9bHHHsOsWbNw9913h9YxxihhE0EMW6gcTkW4YqxEVuG6u8qFk/c0Fe41NHyvpdjWl6C37gkeG1FyO2YWURh3NPITPu8u41FlYHgRrR+ch+Kow9xFSnErAMBM7GAJ1wEMmE0nUU+zwBTkJp5a1S6Oe3F68ZVADOBSi6u9rJ7WPtHiqve4TrVcbXEtkC1Lfwa9fV9kpl1mrbSFq+gqnpl6CZKrf2+XyYm6X8TYytVQM0u8VUoKPD4OyCyDkd4V6Hi6fNeryioc2tv6f5kJlFjnK9aHKLfpelDvZ6FrcW0HsKa+xyIIwkekcP3xj38MAFLhShDEcIYsrZXQ+sG3oehbgelfspcMcoxrMwpXdxKkflldBxNW3IrU8ptgpHdB38yrojc0C4CZhxkb7RdRThkY8bdTYkChE0p+A5TcKns7DcwWrnp6JmJbnvMS+2yj6G17WR+4AUB1Swv5qb+FT3QVZnq3tyJQnkfr9bzXnGRKPDbabkSHPuIjyJl5tCy/MfJeFpMdKXqvz4LJlTiyk86COuYIX4yrkZ7hL1nj63yFzwzZ/Wtfx0qho6ImmFmQuzD3h3IZ7xtUhoxrbXU+DkEQQaqoKE0QxLYBWVwrwbKMwBMig5BV2H/MJvy93NJKTdi3GuAIEKZ3lt7Oto4GB7pckk2XMw0odtnt5+ztEmBGn93GCPTseRu4um0ng+GJCTBadoZS3AKgT+oqzFW7dm1ycv064hOuPYCRQ2LjI34RC8Anou2EUmZ8nLWfY7V0hWjE/SLeR2bBJ5q5kgTX2qC37wclu9xd3jfzavdzcfRsJHq9+rHgRah9i2DGx3giWkJ8ywsojInBTOwgTLzYMa6VZlOu5eRVGWEa6Wpds+ObABhMMQkWNyTZoQmCqDUNCjggCGLI4IohsrwOnMa5CjdnHKmdHbeeGY/NIpgt9BqOk9yGlZ4DZoYtXAPZXo30bgAYCmJsJ1OBgiNc7TInqpdYh6stlshQaN6Zq63uby/NKhwfh77pc5CdfHb9OiEKV6MP7e/9n5tB2t/XFFixC0p2lRvjasbHgWvtyO34NbsBe0gWeS8LWaZ5wS+URItzRHxnYfRhvr+ZWUT6w+8jvejKiONZxDf+Ha3zL0Bi/YOAWUB6wUVQe+eW3CcIqzQRVEUEnqtBwVh3Dw8TYKpvIiq9uITHBUEQNYPefARB+HDjMoeplaz2lMgq3CgxybSmdBVmDbDetyy9BlrP3EHJ6ulZykpbWphulQkJWVxjI9C93/2BjWNAsdP67GRsNb2Mwk4CHiJQTiZCrBlte9e3D8IEgppdVmJLBW1zzwQAO86ZASyGnr1+J2xjXUeR9U/Fe9ws+jL6isJd7jYdjkd1vEaU/FrJsbznmZmaDCW7ElrvXBRH7A81uxyqYNWtCF5D4Ro4P1xNufeYRQPeXUzxuT6rvR/U/5gEQVRmcX3iiSdw4403IpvN4h//+Ee9+0QQxKBCFtf+ET5fkQPQWh+zSYVrI1yFtZ7qLD8DOlbXW2CFTd4CJ1axnMXVcRWuIMbP5yosK3nTqAQ3QwDRgh2Z6KreiBZX8doAUBj7Ke8Psd4pL1oW0mDSKGcCJOJ+8XlV8KLtJm2hOJMdgT6J6K3+uGglv95qSgvXfZWKP264LuvVUluLq/9Zx5WWwLHqa3FltquwrF4uQRD1paxw/e1vf4v77rsPTzzxBHK5HG655Rb86le/akTfCIIYDJyZ9nIJMAiLkhlL6yTYuIH4hr+BGXYMJFPqd6wB4QjXBojqel+vnKNl6U/RuuAidxEznRqipUWTEuEqLIXFAMOysHoiwbvGuEIWVwefBTvCylh3xKzCgURFTgwr4K93CjMvFdrctdxH3C/CfcSMrE8M6+mZ3mZRpY4C1nqnlBDXRpY8lpJb7S5zr/kooo7dX/ddow9Kzm8RTq691990yAuhxs8bow/Jlbd5mby5aT1zyfuBIBpOWeH62GOP4fbbb0cqlcKoUaPwwAMPkNWVIIY1ZHGtjsbXcY1teQHJtX9CYoMdS8c0MG5C2/oKWIVZPhuCpB5p/ajzMZxETEYf4hv/jva3TwLTbWFZ1uLquApXkFBJ8dyOZRZXuXVs20QUrrzM5EHd+uD77f3PTDfhEdN865iRAVeSCGF/Bya4hvsR67j647oNMcu0LR5LJVyy2rASSEmvKVFocm8CKrpv9iZqS8SK/llc04t/jNb553vPElNHfPN//BsFvRBqHOOaXPsnxDue9kr7wLa4NlEtZILYVigrXDVNQzzu3Zzt7e3QNAqNJYhhD8W4VofU4lefc+hls7UtAEwDzBxalt/YZElC7ORMDbG41vcYzPBi6BIbHgEAqJkPrUOXjXHtAZSkNPNtEJkQ8rkYU+ZSF656wpUN1kRbid/DjI9F934PIBuoUcv0Lqll0hVCTlKu0Abe8yRu12k1WndFZur3Qn3KTLsMvbteV8EXAGRDQVmNV8aL0X1zuhjhyt5fV2GnVq0jssX70BXoActnrV2Ftb6F1nHce5NbMa6ByQet81W3bBVBEPWhrHDdfvvt8eyzz4IxhkKhgFtvvRU77rhjI/pGEMRgQFmFa0edxJQjlJzBJWea6zasFDfX5Zj9opHlcGqZ/EWCO0kAwExsBwDQet63VwZqdna/DQiDZ2b0wKy05qPEepudfBbM+DhkJ329yl4Pb0RLoRkfP0idCF93ZmIH61/HVThghVT0bnkCJVsIsQqEq0N+3DHQR3wstFxv37dknVEeGyH+JdlAVrtVje6bs1sFFle1dyHiG6vz3FPs+GGxzJDz/cJiubbPG2571TCjDzAyXjkc+3d2aFn2c7QuvLimxyYIwk9Z4Xr55ZfjzjvvxMKFC7Hvvvvi+eefxxVXXNGIvhEEMSiQcK0Ku4SFzOJTt+RMTlyt47bHNCH2rBmrnNXf4lpvq65T0gZMc106lfwGe5liDajNArTud9Gy5BokNv7N21fvLusm7A74JS6vPDYavXv8CsWxRw74ewwnTMcVNrW9UAO1sciEXN/0y5GddCZ4bCwAhCxzrgU+QDmLq+warzrL9Kh97GMJYk8mUmXPLrMg75sgwl0RGZzM6XnXcq/Pb0R60eVIrrmrfF/FmF57Qs4nXO17JhT3XetyOPY9mdj4GNrf+xrU3BrL4hofAyM1xb+pmCSLIIiaU9bn9/3338cf//hHZLNZGIaB1laKryGI4U39S5gMeSpOBFQnV2EjMHhUNEDPyTceRBhvZHKm+mYSVZw4VSUeii8EONrePwNGegaKIw8C4MW1wshB634HZnJiyfZ79rgNgImWZTeE1g1W/Gaz41i+MeWkQetDKOZTiYPHx6AoZBQOWiGZ3g0eEDzWdo7FtYDk6t/DaJmOoq/2quQ+UiIsnFHseQV6xm9GevGPvGWSuFWpq7DRJxXqnKleUTBbRHKt1SfinLhUrW++sCOPTG4X63gKqZW/cf9uWXEL9C3PozDqUG93+7sHxbuaWYLEhkeR2enbkQmUYpufBI+NgT7iI9L1gJVLwEjPcJ8tzM7irPbOA4+NsjaiOFeCaChlpyhvvPFGAEAqlSLRShDbAiRYy+NLXFLCQl0nwRasx8iZKgygm8lS7sS4NqBP9ba4OpYeJeaz+ojHVvsWuWVJTHtg27LcEqJOBtdI1KTlUioTqWWSP22zKHGrfu92g2iJdkoi2RZ1WcKeUDZpbshdhZm1TOt+E/FNTyC14pbQfqHDV5LwS0SNg2ttvlhqmUgNTQQxBczIRLgKC+LTjuOupPRTqXs2vuUF/wKzAK3rv1D0Tm93J2Y8EGcc3/QEtO63EN/yrLdQ74Xat9j9M7XqdrQs/Wl030wdqRW/RHrRD+Tnx7Hw0/uSIBpKWeE6c+ZM3HrrrXjjjTcwb9489z+CIIY59EKOxjfgcqyKMuFap3MYLEnhq+PaTMLV6ctwcBV2ksKovnhXIJB4xhnYK3EwvQda97sAgN5dw5ZUKUpYpHLJMqI5cGJrjdROkdtwTSLipDGuGgAWXZvYucYFccyFkjtVIU6GmEXEOp6FtvUVb1ngfuLaCIAb8thUpsBM7ACutbqCuFR8rddodLxsVG1ktfcDAEB28jdhtEx3OuDfNz4GAKDkN7rL0kt/hvSHl/lizwGr9m58w9/Cz+9Cp7Ve75EKbO4Mn5uxfjZBDGPKvg3fffddvPvuu/jLX/7iLmOM4amnnqprxwiCGCwcsdVMAqjJkFpcZdQrq3DAtU+00jXThMMAXYWV7HIkNvwd2clnQ8mvg5maVOJY9XUVdrOa6p0I3RtuvVWhH9x0609mpl4MM+lP5BIFZxLXQ3IVbloK44+D0TINSn4dtJ73pNvI6vdGl1KJfp44kzN6ehdoPe8jN/H0MnWkS+CzuBaRWvlrAED3qFnWskAWYFNrhxqVMZcp6Jt+ObiaRHLtn61vUUHNYmYWPMuskbPEvPN9VEm5IABar+VqXBw9G4n1zrg0cM7s8+S49gKAamcGVjOLoHW96S5vXXQFWKEDxZEHgyeEBF92WTGupSOeLXbCpqasn00Qw5eywvXpp59uRD8IgmggrR+cDyM9Hdkp50Zv1EwCqMnwWfdKnKd6JWeSuQo3JUJW4dTyXwKFvYH47Ip3b1n2Cyj5teBqC+Kb/4W+6ZfDaNsr4lh1jnEt2NmaJb8pE4Sre23wIlQ7ns9MVp6Jn8sG7CRcmxemwGjbE4oj6mQTWTKRyiQW13LYmXnz230BWu98FNv3q74NpynxmSFmRuYcybX3hLI0c20EolFcK6frKhxMmCS07yKI4/a5Z0JPz0Rm+uX2/nLhyvRuK6aVMU98B+59x51ZEYQr19rB9G60LP2Zrz6yU/da0bth+ITrVrsfaSHxnXiQ0hZXVtxSto4uQRDVU1a43nnnndLlp556qnQ5QRDNj5JfCyW/VipcPbFFFtdIfAMlM/CvuF29XIWD8WeisGmmCQcn0ZeB2NYXgL5XgD0qF67OedZ657n/RgnXWtduDLUfjGtlmpe0xWdxta09XIfWMxdmahLM+IQqDiSLce2nVY1oGN6EQ2XPzWiLawRGH7Tud6yPLTPQve+fqts/iHCd+e4dM4P4xr+HtxcmVHhstM+aKeK6+Ea5twvPTsYL1tniBmDmvfJSiBauVttJ+1hOWbDAM8/2SFEzS9wEUFyJgwE+0SriZg13yFvfj6stYEa3ZA9HuIZ/79iW55Ba8Sv0zfwJjPT00HqCIPpPWeH64Ycfup8LhQLefPNNHHjggXXtFEEQg4kjNki4RiMMlErWKq2TiAxYGNwkJUDz/G5CP1h/Y1ztwb1j7XRq1cqPV+dYs4B7thkb5dWWFAfDjvWK62DFTqtcRjXC0/4eRstUqJmlVLt1iBBpYbQpjp4NZvR6bqqyGNcStM0715sgqUXMs9iGYHFlhsS6CMDURnqb2yJQtr9zz3Io1nc0896/sNySvUbtGFfh3lKyy5Fe+jPoLYLgY2rg/raObqRnAAD09EyI0wBuAimuW31jcXefKNws4A5FK3M4V5PySTH3ng4/d7Su/1qbFDYBJFwJoqaUffpdc801vr+3bNmCiy66qG4dIghisKE6rmXxiVTnPMksrnXKKsyLgQXio7xZfjfvfERZOcrhCnLHNZqHy3Z4G9fZ4sqLvgE419oAW7j6tnP6aupgeid4bJ8qj2Sdt+Lo2eibeQ1ZW4cKjoUwIqlQdso5YHoP2t4/HQDkWYVl2BZDn1W/BviSHwnPKSWiDqnevh8YLyDW8Wwoi68o7LzvxZHZ+bswtTakF18FBkek5oT9iva/3n2dXPcAWKEDMduFF7AyFIc8HgAYrbujZ8/feKVpHMRJJl4EUN66HXpG2QKeccN6tggeFvYedvvh575TOgtqlaWKKoFzJNbdh+LoT1QcN08Qw4mqK3aPHj0aa9asqUdfCIJoBhxLGcW4RuJzTSuZgKheFtfAsZqxXIpocS0G654KGH1h12dnv4D1J5SUyt9QNb2rGLVnHlrnnQumd/tKj0SV+3CswszoAzMyMGMjqzugk5yJ6yRahxBGckfoI/ZHZurFkduI9XiDtV2jqc9EVGQMadBl1t0+Br0tPAlTGHsk+qbPERqwnkUMHHr7PjBbprpxr4Ag6gBvIkqYkFIKG8LHtu+hwrhjJOtGhZYxob2wtTTingo+U51nj5kHuA4eC8T4OmECsme8K85r//yPbXkaiQ1/Q8uy62veNkEMBaqKceWcY+7cuRgzZkxdO0UQxGBCFtfyCOeGO7VKJcKpXuK/lKtw0yCK+whrqJlH+3unQm/fD5lpl4ZWB60szMgitfyXKI7YH7qd/dRdV6cY19SaO6EUrLIaZssE18rKI+pnOqVylKKTlXRkVcfTW3cDuv4NMzmxnz0mBgU1hczUMt5owgQTj5jQ0Nv3hdb9DvITjkdiwyP2BEaV8bCVECGcZZZNa0VMaiXOBVzZvdhd7xnJWcyVi2L7jkuvOCHFJBbfzORzkNj0T+ituyK+6TGUfTcJSZ/U7DIoW1eJPYzYKShcnQkoS8Ca2kioghXYyx4efu57XhelJtr6R2rlb+yD0KQWsW1SVYwrAGy//fa4+OLoGUWCIIY6JFzLY4Y/ywYwdXMVDlpcm1C4ViDandhVrfvt8EpTD7nvKbk1UPJrEet8xS3b4R2vTq7CwuCT+yyuEQN/O5GLk0gnSqBEoY88EJj4O+i9dXAzJAYXwcU2qlxMZucLoWaWu+VbwM26CKDI6zdSuGpeHG/JOHoW3kZIRCXWQHZL7ojCNVAjOTP1EpgtOyM75RyoPfNKHFdOy5KfVLZhhMXVcdEO3sdMKHsVwv4+rI7hC7w/WakJYhhQVrgeccQROPLII33L/va3v+GEE06oV58Igqgn5QRFyWRDBAD/IMctfyIbpNRJ/AdiXHkzCtcKvjuLqgsJQMmvDm9v2G6G7qBRtHzXaZJAGMjzmGBljbCCBZO8mLGx1R80NQHolbtsEkMYxpCd/A2kVt4WKjfjoiRgtO4CNbPYXmD0O0a8FFHJpKKEK1diQgkY+/nDJNFmkhI1etu+iOesEDP3HgY8gRchzLmahj7iI97mie0AALntTgxtq4/4KDjTEOt8TdpWkOKoQ61M5063g89v08kYbp17M+g5UdLi6sTzFkPragZToXW/DSW7CoUJn6vfcQiiyYgUrk8//TR0Xce1114Lzjm4PUDQdR033ngjCVeCGKqUnQUmS2t5xFqE9gBHdl7rlek2eKymrONafuIjWI9WxC39kZ4Jtc/y/AlaY8TzWy/rhigaTKGWJa8ws6uZmlTzPhFDl+KYT6I4+vDyrp62KGSm7s+mXaN4dq7KhWtUciawmFvWyUxMQGbaHGnNYced2BVvAAzhHhAndtxYVO5t6z+m/7nG42PQvc+fpFmVM1MvBjhH7N0vlp10NRM7ILvTeT7hGnpWu8LU+jcY4+qFJljHyk08DbEtz0HNLBGyGtdRuHIdLUus5KkkXIlticgn4Pz58/Hqq6+io6MDd911l7eDpuH0009vSOcIgqgDZcUUJWcqC5fEb0pjXOskpoLHasIY11BtRSA0WC+VbEnNLIWZ2B5mcgdXuIYnVSSW7xqi5Nb6/vYlZKpAQFCcKiGlgvhEJ+uv1v02UqtvBwBkd/o2iiNqVI4wIqtxaHLIxoyNAtQU+mZcCTO5o5VVW4IriIVnn7it3+Lqzyps1UwVrMuyCblSE0aMgSuJyJI+JduIEq7On6FYdades50FfNQhMGMj0bLs50Lpnzo8/5U4YBasCb3Mktq3TxBNTuQT4JxzzsE555yDe++9F6ecckoj+0QQRF2pVJCS5TUKf1Zhw/+vuJ3MVYxzMKM3cuCnZFfBTIwvXefR9Jdn4E2WVTi25UWhfAcDxNrAdnkPAL7SGL7lABS9Bzw2IjL7qdWWMDCswyBR63nPv0D4TSrJCsub0hJODAnsaye16jfus4UrydrUcIX3zOCxEb6s30FXYa61WWLWvt6N1l1Ltmukd0dh7FHITzjea0P1XOz9Ma5+l1qupn3CtV/3D4sBKC1cpaEVwYm2QLI3rrYgP+EEcLUFybV/EtabdptaeDKrDq7CVqKrQv28eQiiySn7BDzxxBPx5JNPoq/PGoQYhoGVK1figgsuqHvnCIKoAyUTawCMyuFUQNhVODQhoMSkrmKxzpeRWn4Tenf5qVUqQsTMo3XBhTBad0ffjB+G9lV75kEpbgG4blknnEFmcIAXEIGNJrXiZu8PJRauq2jHh4ruhGpmMWJbX0Buhy8DShzM6LFcE6Pid7nhm0Coh3UjtuV58PgYMDubKGcxGOkZVobVWAXZ9ZtsQoEYSliuwjw20rv+aulZYbsiG6lp0IpveYsDwrV3l2urC0VQNOQmneFb5J+kE+PSnRhXuzaymgYg1Ebuh3DlSiKq4I3QrnVfmontoOTXA0zxvFi4AWY/Y33tshjyO3wJau9C//dw9mNa6FkVqrc9UDj3hD0J18oxC1AzSyMnXdTehTBadio9WUw0DWXfqhdccAFWrVqFTZs2Yffdd8e7776LAw44oBF9IwiiDrCyllTKKlwWicU1KJw4i0mzCquZpQCAWPc7yAeEq+OaqvZ+ID1sevGPrLZjoy3rhDvIDArXAtAkWSc50ywLgQ0z817JDEHQpj/8PgCgOHIWjPQuYHoPzJbpiLwOeVGeJKtmHedQcytQGHOUXYIDgBJH34wfA4wJA9gSyJLXEEQluEmOeHhZTXCuTf/9pUgsrmJW4P5gJiZIlzPXVdiewArVRu6HxdXpq5JwXXaDOBMAfdO+D6W4FS3LrnWFamLdn60yROlAfVjb0h2MbS+OOBCxzlfsrMuBiYUaCVe1Zy4YL0LJb4Tze9UzY3E9UbIrEd/ynDVB2aDJ1dSq3yK25Xn07H4LeMKfFI3pPUgvutyuwVymnBXRFJR9q86fPx8PP/wwjjjiCFx22WX485//jJ4eynZIEEOWspZUwa2TiKCCGFclARh9SK65260JCABmfBwAgBU3h1plZpnYLPeYBb+rakAg+ZK5DDZBq4npF7FB1OxytL9zMlhxqzVojrgOWUi41nggxwuAWYQZG+EmZuFqyh1sGanJAKIH5VYnyeJK9A/HTZYVt3gLa5g9XG/bG8XRhyEbsI4imDCtFtcwU9Gz529gtO4eOJY/iRHXAsK1H8LGSQ4VlXzKatc6jzwxwbLCMRVOzKrW8761TTEwznXOQyCbeHbKuejZ8zarr0GLq1mEkl3hWsz7S3rxlWhZcg2Sq+/wFkY877TO1xDb+vKAjldP0ouuQHzj38H0Tmhd/23IOEPNLgcAIXxFwH6HqL3Vl1oiBoeywnX8+PHQNA077bQTPvzwQ0yfPh3ZbIWDK4IgmpAyLwpX2JJwjUbiKhwQrlyJQ82uQHzj35HY+Ii33BFykhd2qWRFvu30Xp9wDcWCDdJsfHzTv5BafpN/YWDg6xOrku8b3/Qv9zPX2j0LRzDW1SxCnEBgvAi1b1HNal462U+5mobeugcAwGiZ6W2gptC7+83onXmNbG9rX4pxJfqLxFpfU1dhJYbslHPB4+OQm3QGiqM+XnE/+gOPjfI/s9QWxLa+iPa3T4Jil8XiAYtrv2L3HeGqhGPQXZfl0HlUXe8Y/4Sgd3w3JjhofVZi4LHR8v5yHa0Lvoe2eWdH99fUEdvyXNUCzveuECajW5bdgNTyX1TVViNxXJ1Tq25Hy9JrodiictBwPKbKJfQimoayT6SWlhb8/e9/x6677orHH38cCxcuRGdnZwO6RhBEffBekKy4FcnVd4IVNkk2oxjXSCpwFfYJNjEWs9SEQBWii6utwrGCAmlwfrvk6jsQ2/qSb1loMCcIV1k5HCXvZfLlahvyE05AcfRhvmQv1krD54qtZpYg/eH3kVj/l6r7nVpxC1LLbvQtc7KfcrUV2UlnoXeXa0IlMczEdoDWiiCe5YhchYl+Ipv0qFO95sLYo5CbeKr7d0lr5UAQ7leutbsiJr7x79ay4ORUv2JcLWEp+w48Zrn/BpMzcaZ6fQuIa68vzgRaid8gKGpFV2FTh5LzalMrubWAWUBy3X1IrfgVtJ53otuV4LMeyupaNzlKdoX1r945uB0ZpHcl0X/KvlWvuOIKzJ8/H4cccggURcFXvvIVKodDEEMa7+UW73gG8U2PI77lOSjZFVB73oP3IDeRWPsnqD3kQhOmvKswFxM9+ERsdCymOIvOil0+F+Mg/qy2AVfhZkrcEXKfK+0q7N9YBdQ0slPOhREoLWO5CnuTBU5pCCsOrDpiW5634tTE9u2BIddaATUFs2Vaxe1xxR40k6sw0V8kok2aDbdGWNZOy1PArdea3LGmx3Du/ezks8G1EaH1IWtmv7IKRwtX07aMSutgOxZXIbWTVLiW+A2CwlvMKp9cey9a53/HchvWe9E6/3ykVt/hlvpqWXINYpv/U/q7ATBSO8FomeYrK5RafYcVklLuedpM2OeR6d3yd2INJ855iXRdTfWuJCqi7Fv1oYcewkUXWQHLv/jFL+rdH4Ig6o04K+vMCJtFtC74HgBYWVMBgBtIbPgbEhv+hu79HmhwJ5ubisrhiIMw0d2ulCs290Rd29wzYSZ3RO9uN4a3Q8CtLuQqXOKlb2ShFDbDTE2K3qaWKHbflAQAA+AlXIWdEj9Mg5GeCb1tD6EdiTVDOOes2GlvV5vBvStcQwljKtnZ/s6UnInoJ1I38xqVwpHCFPBYO1ixC2ZqMgrjj4Xetmdtj8G9sjdB7wWrD8HvV/39404YSspomXYm8JCnh2hxFdvyhWNEuAqL2wfFuHActc9KuMf0TjBbSMU6nvFtntzwEIpjj3T/Ti+4CEbrHr5t9JEHQut+B8x2rxbbyY87OrJvQZT8ephamyQhVj/Rs1b4RqXPX/ta1nrmIrXiV8hMvRj6iI8CsJJRpRdfib6ZP4GRnl6b/kUxRJNcbcuUfSo8++yzDegGQRCNg0s+i2LWFj3GEJq9bTSiMIyKcfXNzAszviUtrv4slEpuje1itjbszu2zBlTuKtyy7Dq0LrgwVPZiwJjyAYA34LMGlMznKpy3LJo2hp1l2UjPRN+MH7qxY9b+fgtKrOutiLikAWSqNIuIbX4SsS3Puxmeo+rtivRN/wF6d/XKhkTGvBFExYgTPjZ1tLgCnvDiShLF0Yf57r8aHcE+TitMrd23Jj/hhPD368f9w9Wk/a8kxjVuC9egJwvzYlxFC5yvDUeQsRIZlgMTC4ouJnhS7PY54luej+i8/92gZpd7Gc2dTZQ4wDRpoiFFqMdbEm6g9YNvoWXZDZVtXw6zALx4EtJLrq5619iW5wAAmpBJX+t+BwCg9r6P2JbnoHW/XZNuSt+LZHEdcpR9KkycOBGnnXYaPvKRjyCd9mZmTj311BJ7EQTRvEhEqmy9UAieCBJ2FQ6WkYguIWHtK491Df8esa0vIrXy16HlYqKWcHKm6Jex1jMXgOVaq7fvF7ldtbCoWCVHuKopgGcCSUUKMGNjoNqJkIyWaVD7PnQzL4vwQI29xLo/Qxk9O7Sd1vNudR0XBrGJjY8ise5+/3ElA+BQE7ZluHufe6DkViO59j4AkmuCICrFFW2C62qdhasZGwslu9I3mVRTnPcNi4Wsk2ZyYmgyjffDY8HxkOA+YcwAcJixsfZG/glCX4yr+HySugpXPjHm/z72ftwIZ252O1KBiGKadV4kbsGxznA2YSW7HGZiB9/7SOu26vaqdpzpQEmtvNVqL6KMm5TApCNX4nbZH93tKzNySK79FQAM0OvLOvdMNt6hXB5DjrLCdeTIkQCANWvWVN34LbfcgscffxwAMHv2bFx00UV4+eWXcc011yCfz+Mzn/kMLrjggqrbJYi6YOSQXHc/ctv/L6CG3YyGDT43V5nbqv1Zl6SOJ2xE8W9bGgMDCR4xMy99ebo7yV6sEa5MojUiOMCTtJNYey/UnJf4qFT8bH9Qoko+OINtJW5VnBCsypbF1RtgFkZ/ArGtL6A44mOSA4TvSWe23ne4Yqf13Sq8h8VkUL7SI9YSQJKdNBKmwkxN8QaG1QzkCELEvqc5UzzpWmcLvmlbJGUZeWuB0bo71MwSmLGRbqIkB66m3GRNA8L2zBAn85y2jZapANNQGHuUfx+mwSmHw4RwDdHLo1rvCa61+5IxOb8nM3PRGWx9njzyGrCcaZGWdyW/zr/AyKJ1wUUojjwQ2Z0vdBdr3e8BQM0mLpWClVegmvCT4G+dWP8QEngIAJDf/mRrG98kJ+9XeSSrIWHSIAQJ16FG2TvxmmusVP/d3d1ob28vs7XHyy+/jBdffBF//etfwRjDGWecgX/84x+4/vrrcffdd2P77bfHWWedheeeew6zZ4dnzQmi0SQ2PoL4psdgxsegMP7Ywe5O3RAtfUzqOhOs49qYIuFDClmMaxBhhpv7XrhmuI3gOrGZ/Hp5+z4ra3RypvjmfyO5+veh45VNjFQh8c3/hp7eRSL6LJwBpCPk1ewKqKt+h9zE02zhOtLd1mzZGT173iEdoHA1EVoWhVLsgKlWllhGHEAFzwmPjerXYInHRvli0AiiWqQxrnUur+R4FzAuF00DJbfDl1AYczh4fJxn/XSPnQZX/BbX/iTOcV1oBdGpt++H2NaXwGMj0b3PveF7OsLiWjKPQBl4bKRrceVq2ptcNHO+xEo8Psar88pUxDY/Ca33A+R2/Jq8YSUeGescFMTO8yzW9SbENYpTQ7xWbrK2kHZiiCvaxczCSM8EK3a6wtfFrmfODMHVmhdLu2mXxD73kkngkhPJRFNS1g9j2bJlOOaYY3DMMcdgw4YN+MxnPoMlS5aUbXjcuHG45JJLEI/HEYvFMG3aNCxfvhxTpkzBpEmToGkajjvuODzxxBM1+SIEMVCc5C5Bl8RhB5dYC/0bNKwrQxZZjGtwE5+rsCzGVZacyVqnj/gYMtMuA1dbEO94Ut6+z+IaHFR5bSfWPyQVycwceN06pvcguep3SC+5Ojz4cDdyYsOs/sY3PWaJ6VW/tdwSlQSM1E4ojj7M3k4uFN1BZInkKA5KYXPl30G4B2KB2DMzPja4eUX0zfhRv/YjCBcnJly8d/trcaoQvW1f69/W3epzAKbCtLODGy07+1ZxtSVsSeyHgHZiZ43UFOvf1t2RnXy2Vc5Ka484h0KMqzB55ctMLDxvczt+FZmpF5fph+AKzRjcGFe921cCxpeJmKlIrbodsa0vSWNYrW1i4JCLaFEQW43b5y/wnmd27G3NJiicc1aNEOYmuNqK3t1/GVrlfHdx8q82E63kKjwcKGtxveqqq3DZZZfhuuuuw4QJE/DlL38ZV1xxBe69996S+82YMcP9vHz5cvzzn//EV77yFYwb58UujR8/Hhs2bKiqw2PG1Cn2Ypgyblz5xCLbEiXPxyYDiGtIjBkHDOfzlukG4tatn2hRre/clgS22o+DVAww7PX2dnQdBeAp9xyCG+55Ekm0twPd9nlsb/Guqd4EsEVDIh1Da/C8ZuLW7/GxK5BWNKDjT0BmNaBqVnIQwX0sMXYCsN5uf3Q7sMrrQ2JUChhhtz12V6DjjXD/WpWBX+fd66zzoGSRNBd750Q8zohRQE4D0img07umEj3PW9+1vR34mBUjVfrp3gZ8/HZrouC/5wmLZwCT/h/wwc+8Y7ZX8d2UZLjf2x0BrH8KGDURLf05RzwNLB7YvUP3XHUMu/OVGwss0QCFAfveDHR/ULPvGNnOuIOAKX9FoiGhMm3AqN8Dr30dAJAYPwHo7gLWCfdiglV//405GdhhNyRGfxSYeggABS2KCqCENXBtCjBz1rGWcMC0+tA+ciSwxX5ejR/thR+MOzm6rT2/Daz+GxLpkUDe/i7xBJBOAgUNiQ132svsdS0t7vGgGa5ATqQ65c/T0SMAoxXISIbvMd19d48bkwKymtuG7zdflreevSkF6VpcU8tNQAfSKbV8e8J3SrS3Iz2+PfQ9E0nd6p/a5Y1VRsWAZD/7uioJ6BoSIxLAmEAbsZT8HNWJYfecGgTKCtfOzk4ccsghuO666wAAp5xyCh54oPIg6UWLFuGss87CxRdfDE3TsGzZMt96VuUMYkdHL0yTLEKVMG5cGzZt6im/4TZCufOR6s0iVtCR6cpDZ8P3vCm5brQWrBnYYk8PYgUdhe4M4vYyM5ODUtCRiGvI28u66TryEdvai5R9bhJx3T1PIvk+Ewl7ea47g4J9DhPdfUgUdBR7MsgGzmuiy1rXvTkDMIZ0MQHVbdt/jN7sCPd37OvMIS30oW9LN4yC1XZLXx6arH+dW5FPDex31brWoqWgW31b/xrM5I5WJmSBQlZBvKDDyBTQAoTOVSHDkav4+hoBlt+ANqGNgjoNObYPWtl4N141u7UbRVTWptbZZX8Hi+KYw2EW2pEo6Cjkk1X0zU97QYfRujv6+rE/PburYzieL6YXrOucmejObwcktgNq8B0rO1f1cRUO04p25x3TaULrLfruRTOTQW+/vvPMqs5VS9YA07Po29SDtkwvmG69/7p6TSSd/m3OAkoF5yV2CLDzIUgtvwkxe1/OdRisKH0OGznTe8YXPFfp3MYV7rFFMl0FxDJFt20RbnSCGfbyp/8HXGsDk7zD23o7wHQdem8vMs5yow/xjqdRGHds1Zb91r4epABk+jJln3ft4rM2YyK7qce3DAD0rs3WuSqsdJf1buqAmezfhEo6W4Ba0JHZ2g3d9PdP7el23531HucMx+dUvVAUFmmorChlWz6fdwXmpk2bYJqVmdbffPNNfO1rX8OFF16Iz3/+85gwYQI2b/ZcuDZu3Ijx48dX1BZBNI5hPjEicxX2ufgM8+9fE8q7Cov17ER3VMf1j0HmVmUAYO7AoVR2TzM+Qfgruo5rlMsZG2C5I7X3g5BLbkGS5VeWVEmkatd8ob3s5LORH388AKB3t597NW+rdFkTKYw5wj3vAwkb6NnzNvRNu7Tf+xPbNu61N8xdGY3WXa0PSioc8tCoUiVijKvgPusL96g2vtiXzKmEEFRi6Js+B8WRB/l3j8hIzlksMlGUL+GRWfBiZ30NGGB24kXxvZRcey+Sa+7uV+kZty5ulb9XVE1cre/D8MKoTMwlsBL1ZeDFuFaWV4JobspaXL/0pS/h9NNPR0dHB2644QY89thjOOOMM8o2vG7dOpxzzjm48cYbMWvWLADAPvvsg2XLlmHFihWYOHEi/vGPf+B//ud/Bv4tCIKoAkHUOIkoqJZZdVSQnMknesRtnH1l+3HDN0DipYrDKzEYLTtDza4KZxUWf+Ng3JO7Sf+zCivZFUgv+qFvmd6+DwrjPovk2j/5lruDLG5I+llZuRnf9oKYL4453FvBFG8gVMVgnwXivziLoTD6cCi5NSiMPbKqvvnaqXkNTGKbwo73LIw7ZpA7Ul/6pl4GpdhhPxtsgafErSRJdUoSFYQzFYr9HPDHUgpitUorpFiuDFz3tVscdTC4kkS842lwpsFo2xsFKIh1vupuowTrdrsr4v3KLq3k1lo1qbkJd3JazPBui16mdyG17AYws4jMtEsqapOZBUsbRmXAhxVXy/SAtZE570irXBGUpPVeMgswWqZCzSz1NhUzDFdI29yvWzWDE1aiPlmyL0rONPQoe/V/4QtfwJQpU/Dss89C13VceeWV+PjHP1624TvuuAP5fB4//elP3WUnn3wyfvrTn+K8885DPp/H7NmzcfTRRw/sGxAE0X/cF40orIa/xZUVt1o1EftdrzBcxzV8kFjENmHhyvQetM07G0Zykk/cyWbWzfh4FEdbz+C+mdbzVcku9W0T3/wkClBhtO0RbXEdgHBVc+HyaHrrnvIyDc4AjhtSQemvt1gBJS0f0dkjIwkOZpQYoCaRm1R+gpYg6gZj6N73/vLbDXXUpJAB3Hr3cCUOZhZCk0p1g6nWs8nU/c8oRV52prI2xee/AaYLmYRjY7zj2M/4YLKqYKI4d1+m9Uu4ts4/Hzw+Bn1TPTHqT85kPVeZ3oVY52vlG+QcrfPPt5JtmQUAWsnfK73w0lACP0fcd+/7ZwBWHdrU8psAAMVRhwaEa//eV0zvBZIl3gskXIccFV3906dPR2dnJxRFwT777FNRw3PmzMGcOXOk6x599NHKe0gQjWa4CzceFl1MJqyGMW1zzwKUBLr3ubt/DVRicRUyUjJZ7VxhPyW7DDALUDNL/K61kgFKbsf/gz7yAHu9bQUIiLlY52uIdb6G3l1+5mbLDjKgLI1BK2VsFIqjD40oY5O2/026YbrFkQfCSO8CgKEocy8uQ2bnC2EmJeVu7POQWvVbGC3TYAYGg1IkFleCaArqnEW4aVESAHobJyrsOq5umRgbXlk0nRTxOcK4AYglcJS499xxtivlXePra0xeKqmSXQsdUOxa3mZyR1+Yi5NlvtLJAs22Dvtq1XLJBLh9DUuzzjteSfY2xfZ9oY05HIUxR8JIz0By3Z9cq3Bsy/NoWXINeva6w7IcV4VTx1V2PZG32VCj7F355JNP4qijjsIf//hH/O53v8OnPvUpvPrqq+V2I4ghCxtIjKdZQMviK6FkV9SuQzVHqOPquAqJxc6Hq9sw5/7fZUDp9cU4Yfn14itz4DunTqF78SUqWlmFx3IpC6YP+UCmdaFVsiE/4Xj0zfyxbx0zskiuuQtKbp1s19KI34dp6NnzN5GusUbLDOR2/AqyU851l+UmnoHC+GNRGH9M9bFjAPSRB7plNXwIbcW3PFNRW6GBWj+sGQRBDBy35rMj4hpmcVWg5Deg9YNvAbBK6DjL+41Ya9UsBmJnU25NUtGrJrfDlypoNyY8o6qf2FDzawAwGMnJflfsiNI50jZ6P0DLCruMjfj8FvZtf+d/0bLU9rg05NbSUIyrmkZ28tkw0lZVElN4p8S2vgQAUHKryvYvjCNcyeI6HCh7V95444245557cM899+C+++7DHXfcgZ/97GfldiOIocsAHmRq34fQeuYitfoPtetPjfFb/6yXlRg/0jD3rAYT2/IcWhd8r1/JJ4JExsUIotJXA1A8p67FVVjmE6tCjKuk0Lw0YVAZ8WekpsJITfV3NbcK8Y3/QHrR5SX3leGz1pYRelxNojD+OJ+wrdo9uEJE0a/IEpNIdwq6Cve3yD1BEAPBaN0T+QnHIzP5HACNiz8M1kXN7fBlYI9Lobd/tP+N+iYduf+ZqSSEGFhx4rO8EOVMEK7iJGaFE26JdQ8A4OBqi+UqbOpghQ4wo/IES+lFP3TfX664jLWFYkidd60qWmVFWOlnbWbqZaE8A8ysPu6Z2xZdWYwrKBnlkKOscE0mk9hll13cv/fYY4+qS9gQxNBiuM/ACRZXd5Z1+Ftc1axViqtfFsYQ8mvE52aqiMJViGd19zWR/vD7SKy5xz9Z4hOxzgBFdB8OW1yjsky66+Nj/RYAeFkro7JXlkSY6OBlrBJyoV2nd4hwHlhxS2X7BK53chUmiEGCKcjvcArM+Dh7QQOzCguYsVHAuINDz8xqCFkThWc8V5OCaBOFU1hEZSedidyOX/UWKJ6rsPvcZ5rVZoUYLdPcuuCpFb9E27yz3VwILCpLfgSK85yNj4q21kbEp0ZlFXZ3S26P3A6nBHYqIL7hb1B7F0r3iW98DG3vn+ZLBOUJ1vB7m5IzDT3KCtcDDzwQv/3tb5HJZJDP53H//fdjxowZ6OrqQmdnZwO6SBANZkAPMju5xFCZ3HFeUj6L4PC0uLoCpRa/TVQctGBl9ce4yiyuBtS+RUhsfDSQMVHMZGkNTEzBQsklrsLlLJhmYoLvb581uB9UY3H1zarvczWyU84Z0LFL4527YLxaFCEPg4EkZCEIYuC42cEbJVz9z7CS2dz72aavfSUpf47b1kszsZ27rDjq41ZIhbMNi3mTl/YxLCFsP/sq8BjJ7vRtgMXAuI5Y5ytWU3qnfYAqLZrObxRri/y9IvMpVOLdwvwTn8zIILn2T5GeQsk1fwTTe6HkhQlqadk/RC8jmpqy00l33XUXDMPAz3/+c9/yRx55BIwxzJ8/v26dI4jG4giagQvX5kaMz5S5Cg/XGUjnew0gbinUlh+uJN2riIsWV0lMrO9lLsY/ia7CzsBEawOc5BYy9ypntt2eRRfpm3m1J2yZBnAdXG0FM7L2sn4k+uCC0A4O+rRWfwZN0eI6am8U9QoSJvUX4buwYldl+wQHLv1MfEIQRI1odCmg4D0/gPrNDqW8YLg20n3+iu/b4qhDwZUEmJFBauWtdt8CApfFvP46llcl5XrycDVdtnSMGZ9g5WAQ3kHOM7vfSfvUVHSYUUR/yllcAVhWb/u9BcCtQRsFV1us0j6+96tkgt7rXPk+EE1FWeE6b968RvSDIJqIoSA+BwCXuAqLL5bhanF1qIk1PCohkzfgiYxxdZIzCVkmfXE7EldhsdZp1Mu+d9frAa6jdaG/9p6RnORvmzsWBbtOYD+Emji4CWa47Nn9VwA30P7+adaCGgwCK+9YP35brgNOHUGCIAafBpcCCoU71OIdUSLkwIyPtmrXWkf3HVcfeSC0zteFZdbztTDmk4h3PA0w1ecqzABATYEbOesppraAFbdKj5vb8f/c40R56Tj1XKtGTVZvca0wLpcrcTDDEa6lJySdiQDxmI6rsHRSfthO1A9fyl41uVwOTz31VMgt+JRTTpHvQBBDnWH/IBO+ny2YWCjGdYi4OvcDXovvFuVeJIo4pbSrsG/mmJd2Ffal/48YEJmpyWCyhES+2Cdmt+fVrzUjsgGXoqSrsC3YudZuxc8Optu8kQt8fxmmbamuvsA9QRB1opHPDeEZprfvW5s2S4QccG1EaYusMFHpnIfcpK8jt+PXrL+DrsJKyo1N5Wp0bfLC2KNc91wzKrzELosT3bmI8ZHaYr0XOYffw8iMFK56656lj+U0ERvlCmpF90R5fNPjSK6+06oDy/y1Wn1WZ1lIlLeyoj5sC7BCh+WRFQgtajbKCtezzjoLPT09mDjRKz3AGCPhSgxbhq+rrINocbUf5D73Ul7xTOiQoob1eSu6RoSBl9b5OtSe92C07e0lZxJeokwsFyDs52YVFqysstgo2b65iadKSgfYwlUY3LBqY5oAv8iLSM7Us/tNUPKS2n0NpGX5L5CZdknJbZipgzN1GE/VEARREnvC0UjthMy0y3yrenfpXxUNWZK33MTTobfuYj3PXaEleZcoksk2pniTcEFXYTXpJlfyid5Qu4K3ToQnjNOO1RgPvce4NsL9uzhylhsj6+Z34Ab8k+MFYWI24NlSYT4BMz4WSm6N1ULBS7qXWP+gtazYAe4k9HImlcWEUM7xuYHUiltQHHUI9Pb9rH2DtWeHSn6SGhHf8FcADIUJJ6Bt3tkAgO79HhjcTpWh7Oh048aNePzxxxvRF4JoEmohXJv44cfLWFwBW7gOc5fhfsIKmxB5jZQQtOnFP7ZeCJJtfIMFMU7TjjviipAspGQJAW/fwrjPhLvHmO1OJrTXj/ICflfhiNeImobZUsd41grQut8qvxHXKa6VILZheEAIivT7GSYRZabWDjO1k/1X9BihXHIoN/eBYHGtdF93u4iQE5+rMNd9Hj4ty653P+cmnu6fGHWFqw7x/cjMvPu+4Fral/+gUrws0xBcrC3LNdN7oBQ2w9BG2b+fnUPC8CzHzvGZmUVsy/OIbXneE2e+9zFHU4/d6kBy7X0AgMKEE0LrWHEr2uaehczO34E+8qAG9yyasllKZs6ciU2bNjWiLwTRHAzAMjc0rLWS9PsB4RqMW6yltXIoo2SWoW3eOYhviprMq+A8SYWrN1jgwmPZKTVgJsYLG5cQWWVK08hchfsV02xGJ2dqNpJr7i5z/RoAU5Gd9HVkdr6wYf0iCKJJcMvK1CJxn4W0rJavvE50MsiyWd9doW23pybd94ooXHM7fs1yD5YRYXFV8huEjkS/G7ia9LehWcdlvBiwYhasRElKrMykazRm3MuyLJZvM2MjrT7n1qD93S8hseFhbzvhneq4DSsFW8v4LNp+t2bCQ80sBQDEO54Z5J74KTviOProo/GZz3wGM2fOhKZ5m99111117RhBDB4DeHgNidTq4UF8qKi3ogEQs/IZTS9QGoFTC1asEecj8OLTR3wMWtcbgY1kwlWYhRaEaX7858D0bhRGH47k6jvt9SVm6staDh1XYW9wUy4DpbQV8TpvUmul0bob1N75iG/8O4rtH4HRtod0O8Z1gGkoBgrdEwSxraAE/q0BtnDlakrI4O6JWTcMRCIOS7r7At67WBEsrnY7XPOe7YXxnwUAxDf/O3yMCtx0Gde90UJg8o8rScHbhnluzGbB945yLK6cxb1kUlWij/gYsPYeqz3h3eu8x9SsJbAS67yEXkyM1XUsrraY9SXj8r2zDVQgi4Ynwu8b2/oyUitudmvocjUFVtyK+KYnkN/+5EF3py77C1133XU466yzMHny5Eb0hyCagAFYF90BffO6mzCZ9SkoXoIilevYZh/oAqL7kX+FCnDDi1+1yUz9HrTO19Cy7IaStQl97lnCS5XHx1g19wAY6RlQ+xaV6WGZgRcLx7iC69XH9ogW+iad0BAzPIuz9OENTXA0p/gmCKIBlHAV7i9efoIkYL83RCusmbTyxhRHHSrpTxlRKWQVBlOsTMKOcK20Bq3P+hmRVd1nOQ3Wu4577zSmAqr1vGW8CC6MFVrnf8fqozay3+8KMz5GvsJuL77lxfA6WXZkMe7Vwfcdt2GLqyD045ufBLgJNWNN1ENJILXy19C634Xevh+M1l0HqZMWZa+idDqNM888sxF9IYhBxh64D8hqaj/4mjrAX/ZwDsymBgfyw6hETj3cubmasmN3wi9/feSBKI48EGputbN1uE8RMa4ifdN/EC2cy+wrbGD1QAtknuRFbyDDOZTcKpipEpOVwvUQKiXRJIhxXyVrE5rFphXfBEHUH6+8TB0srkrCm8YWrJw8Ntoq+SMbK1Q8fmDI7Pw9GC07u1ZVrraFturd7SZw1e8aHCzdxoyM3zoM+MZCLCD6uJLyx8k6n8182OOam9bxbDFvpiajOPLgCr+j1XbvLj9FYsPfEOt81euTW84vLEhl70pmyN4DZsTnbQufF5l7Pm33cyhQnImAJnjfl+3B4YcfjnvvvRcbN25EZ2en+x9BDFcGImzYUHAVriReNTCQHxLfq1Lq8F24Yrt2RV07LOYeV3Z9+VyFo6z1Shw8NkK+zt210hjXkf7FggU1tuU5tC74LtSe96JbETMiN+sstTBIDA66RJiZDw3qCILYhnAn/Go44Sy60ToEn5U1mODWR3wUPDbaDfcJTUoCMJPbgwfLnomi0ylhFiylYz/nYx3PoO390/2rlIRgGeZue8wsyie6lZgrlrOTvo78dv+vkq/nfYeWqeCxUYGF0WEuTFLWR7pM+E2a9l1WBxLrH4TW/a77t5NPAwCYm4XZGStyN4lj+XCk+lN2mvkPf/gDCoUCrrrqKncZYwzz58+va8cIYvAY3q7CFX0/RbXCPdxdGm9xZYUOaD3voDjmiNo23J/yL2X2LR+TpHjXhkw4i25NA6onWlq4mvFxUPXukOsVMwuui5nWOw8AkNj0ODJte0c0JNalbc5JDV9ylBLCFbwQmaiEIIhtADc5U30G5b27XIPEpsdhtEytUYsyt15HuEbUZw1u7rr5KuBKUsg27yVjZdwAB5Bce3e4ASUhWFy5EApTAMzweWRGH7KTzkJy1e0wkv0LPeTB57QwLimOOgTFEQdAHzULrR98W+6d5HreiOdPEKtN+i6rB4l1/pI3onD1vd8BMHB/LfpBpqxwfe+96Fl3ghiWDGTWrYlu7mjKf7+wq3DjH+gty38BtW8h9LZ9waNiXPpBv+qWOvv6sumq3nlx4oqirNlMFeJfS2cVVvLr+92/cjP4makXQ+udBx4fh8xOF0DNr0Ni3Z8tq6O9jZO0Q+t6M7oh8Tpv1mtesLiq+XX+VZmlYGYBRuuu1ndXymTxJAhi2OJNctVuwtl1P9baYbZMQ3bKuVXtn9npghITas7TWrTmWu+ikNU0ChZHYeyRKI6ajeTau+y++vdV8mvQsvzn0hI2XGv1x8m6Flf5xCtXkjDSM9C367WV9U9GoL6t+N4sjP0UjNbd7WPFwcxwjKvjeePL8+Eb22w7FtcgTBSu7hjJOR+8pMdYoynrKmyaJu644w5ccskl6O3txW9+8xsYxrYzK0FsSzgPs2GeVbgSV+FAxsHBmG1z3HqUwoYyW3qoPe8hvvGx0huJGZT13up+M19SIiFeyS1fIL92OFM9gVemHI4v3rXG8NhIFEcdAgDQR82Cnp4OAIhtFZNblLc6MK57g6pmveaF3yfW8YxvFrl14SVIL7oCyZW3WQmvyOJKENsudXAV5okJyE08DZmdL+jX/vqoWdBHfKT0RpKJSq4mJRvK981N+jqM1l3cibtgYqfExsegZFdKd+dqq5eZmHM3ORN4UV6rtQaxkcEyQUphMwDATGwHo2WmsCLhJsTyN+C9e5X8esQ6nvW/j7eVsn9meDwnjjucyQdXpHIujF8Gf6K67JV07bXXYuHChXj33XfBOccLL7yAa665phF9I4gG49Q0HUiMq7ev2rcoumzKoFJJjOvgJ2cyNSuesxoLZHrxj5Fc88eS24gW1/b3T0Nqxa8rbl+cTeZCTT7XYhd57QjW2QihV9bduEIyO1+IzLTvV7Qtj40F4LkNKbl1/jigqO/Ddbe/zeRCBABGyzQAEEo1WCi5FaFt4x1PW9uScCWIbRdHANY48Uxh3NHh2NIaoKdngsdGIL/diaF1br6FKnDfPfa/zt8lS+YwxR8na08UMrMgzSnAa1BqiActrno3iiNnoXf3m301crkSL5PI0ET6w8uQWvlriJPNamYxWLGzX31Tsit9MaNNDQ8nqfIn5QqKVMFVuAET1Vrna0gvvipyfdkr6ZVXXsFPf/pTJBIJtLW14fe//z1eeumlmnaSIJoBLwFRbSyu6Q+/j5bFVw6sU4NEcNA/GFY15+WpBNw8B0ygZm1s6wuV7+sTaULZGje5D0fvrjcgs/OF/v2YCqb3ghU2hUrmeG1UWMagDPrIA6G371PRtmZ8rPtZya9H6/xvI7bleXeZmlkKVtwa3lEQrs2QZVAkM/Ui9Ox5W9hroETsMAlXgtiGcSfomjk3hYCaRs+et8NIzwyvUxLQ2/ZCcczhVbSXspL/ubVnrXdRuSz2XHQVdt6BZkG+Xw3eE0Zqp/BCmbhWEtJETC7cdK3CzPBEdsuyG9C64Lv96lvrgu+iZcnVpTcqdpcOwWkQsiz7Pq8vd5LdEavcHQcMJNSqUlIrbwUrYbAoG+OqaRoUxbvg4vE4NI1KBxDDkVq4ifitamo2bOUZdCqxKAcsroPiKmw4rsKba9OeLRjdjHkiRsadbZYR2/oS1L6F/vMgvohZwj2GmZoEMzUpcHDrfLbNOwdmckfpMYKJMRqCMGMumyBIf3gZwFR073ufbznjuls6wqwwGUijcDJPOpMvZmIHKPm1ZZJybSMuYgRBRNKspb0qoTjqYMS2vgwwhsz0y6va10hNhZLf6L6nXG8aSdhKZuolMBPbW39IkjMxs+BLhqe37QmtZy4qCUEphykRrr6SPO6yRJlxjpBJOCBwS9b8HijzfoKWje+ie6/fA048MTesyfRKXbxrQbla8s4yd7uomOA6UWYiuexdOnPmTNx7770wDANLly7FFVdcgV122aVm/SOIpoE7wmYgFlenjSaN+4OVIa485ZMzxTc+htSyn9emU7IeZJYAKFODEwDMAtSeeeXjU9x4jfB3UQobS+6aWn4T4pueCOwrWFwVrwaq9NDCgEj2ggDCiTEaRXHUxwFYbsJSZNeyWXRdufW2verVtYHh1lG0/k2uux8svxFa1xuhTXl8fEO7RhBEEzHULK4SslO+he597unXvoVxn0bfjB94E9auxTUcq2omxsNMWsLV55nlvgOLthhk6N73fs+duRaTAoyhb8ZVyG/3BWGZzOIaFrM+uOn2p1SptJqTXR86Zmr5L9D+3v81rg+IGJ/6BLwzVvJchV0aMLY14+NKri97JX3/+9/HvHnz0NHRgS9+8YvIZDKYM2dOzTpIEM1DLWJcHYtr/d0p+k954RqKbZFYXJNr/ugrBl5TzLw321umPExs60tIL/4RYp0vl2nU/t6m5LdhZV50br/E5EzCIMedIYyq4+pNBEQlX6qVq3C1GOkZAAAlv9rrS2xk9A7cBMBhtO6OvplXozD+hLr2r984gyp7EKP2LUJ6yY+hZpaGNi2279fInhEE0UQwWZbeoUYw5rR/jQAQLK56+F3lC6vwffYsrszIWUmiGPPGUzUqNWS07mKJYft4cotrJdZLW/6UcYeuKbY7tehKHet8zfowoDJ4VSKzuIoJtYKuwsKYsRFGmXKhO2V9fpcuXYqf/OQnvmUvv/wyDj744IH1jCCajVrEuDr7ysRRE8AKHUIts1IbVuEqzHnZMizVIroHl3NTdlx71L7FpfvkpHOXff8KXaHFvnCo7jDHfdBGTXqIM9NRLyh1cEqyOC9+NecJVzM+DqqYpEJ0pbbPAWeaK3qbEdfKLczIK/n1UPsWhrctJdQJghjWOLH+tauzOkRxnu2BZ70PMZu+OMHNVAAMVh3XvCtqjfQuKI46RJpIqt8wBq61WeOZYD4OVDcJ3FCLq+IIV9HrigGwYkh5YkJdDqv2LgBXEjBbdrYWyISrJCkjE2JcvXX1Dxtj3IBZYmwRaXH94IMPMG/ePFx88cXu53nz5uHdd98liysxTBm4xdUTRw2cPasUztE272ykVt5WfttqkjNVIoSrQOt+B63zhRIC5dp3BYpY007ycHV/G1mafANqz1zrRVgKMT5WPEeu0I+yZgcetb74WKsdXqnVt9bYAxExe7MZcJ1Nrrvf+8PxJpC5aDUhwRl5K94qsI3t9kwQxLaHkZ6J3l1+hsL4zw12VwYX+9leSvj5xaqYVZjZSZGKdg4EeztFQ3anb8NM7lDbrrqZjyUWV7WtggasMUJU6E5dcKzSRi9YcStYoQNcs/qqVJnNOLb5SbS/++XyIVIA0ouuQOvCi8EKHUiu+p10fCr1BJMZcxqR74Trbh1kGZEW1/vuuw8vvfQSNm7ciHPP9Qona5qGT3/607XtJEE0AV5R6lrEuNZWzNWEUln2glRRDocZfZXXjqsAret177Baa/+y2HEDQLAWrf0QliUhMPNIL74SZmJ79O5+U2SzYgZCKN45cl6iUfGeoaQfLA5wqy2uxMAMvQZuXv3DsRaLZQB4IOGSkt8AVuyyBHeNXb/qRqW1GZVY02VGJgiisbjWqG0YR9CI9VL1tj1hpHdFYv2D9kaeG2cwpIgrmuVRxHWpJbSWuCXoJBO+VeWLGMjEOzehFDbCTGxX2fauO3UObXPPsg6f2A5M75bGE0di6kituRswC1AKGyo+fmr176B1vSn1MJJmgi5hABgQRg5qZgmMtj3k63mx5PUTueaqq6waOjfeeCMuuKB/BZQJYmjhCNaBZBh1XIWbT7hGxVbKCM52lYprYEYGHGP63a9Qe4KbNVdaysd+SCzkrQsvgZkYj8y0y4TtbIurRLg61kalsKFM37yHO4dfuPbu9gtfeRnffoE+ckUDc/OBOBbXGHITT4WRavAASnhBFEfPBleSyE/4f4hvetzbxOhD29wzAQA9e9xq97e5s8u7JR3K3It903/UiO4QBEE0NU7YDddGucu4NgKFsZ8WhKswNgiKRiVhZe3net0nNt041oG6CssEm1moaCI5se4+JDY8gp7dbyl9DL3HmiB2JkjFMY1rha18fNa64AI3c3PL4qugt++D3MQzAa4j1vkKiqMOlYdv8RJ5PmTuw45V2hfjOnCLa2rNnYh1PGONmSSWeMti3w/h6kCildhmqEFGYOa6ozZfjKsv+L7sxoHg+BLisdYxIkp+LaAkYSS3h5nYAVrfAul28U3/QmLj31AYc6S1QHCZUfJrrXZ82L+v1OLqvLzKWOeEl5zf3UYp7QoVfNizYGwQACWGwrjPlD5+HRBdrcz4WOS3/9/wRsJL0C0M3uTC1Uhb2e/z445GS+8HkduFEpERBEFsgzC9BwBgxgThGhtlWVLdjYR3pP3uyu3wRSRgTb7CLIKZxbo/Vx2hZ0qsh1yNtrhyrdU3FmJmzvoewrgv1vkKiqNnl+2D1jMPAKDoXSW3a3v/dCsfROsI+5je2MEJEapGuCp5b4JdKWxCfPN/wIw8zMQEJNY/CK4koI880D6AYIhxMilXKj6dcaw48T6QUDqnG3ZIlpJfJx83mUZJ4Ur+UQTh4qQAH7ircDNmFQ65ojiCReImGYwbKRkHYhasmVqjNgKWGRkU2/dD3y4/s15AERaz5Oo7/Mmmyj2MS1hcvTZKT1qIFldfrGyZ2WWl4K/PKo3LGbQYV++4QRdhb4V/UsD60NyCj8dGonu/B6CPONBdpo/YP7xhs7s8EwRBNAC9fR8A8NUaN2OjovMZMIbu/R5AYcLnrb+VuGBxre/EZm6HL8Fo2Rl62z6hdVysyR7sB4v7l3EjnMW2grjRwA5l91X7FnljLXGs0g+Lq4zY1hfccYZS3Cr0RxjTuMevcHzqJmcShauwLzdD31ftW4xYxzOlm7UnRpjeGbFBseR7mYQrQTi4N+AAXIXdNOIDn5WqNUGXSXdGSyaYAg/yUvEXzMyj7f0z0LrguwPuo9VezhPVShzMLJNV2LaClrP8eu664d9X6i4UdSw3M6D3oimVSAAADGEgYO0seakPkhAUZ8bFJEWOSzAg//2b3VXYRbAQiJYEb/0Q+R4EQRB1JL/dSejZ83bfc9JI71JxIj7L4lqwLHp1Tt5ntO2Fvl1+Bkjya4jClQey9XOmhSeOQ+VXKhwDOu8Wn3gL7CuxePqSPJbwBJNSQlQ7YxLH5dvaXqyEYPc36BEYUX6GSQwxzOiDklsHVuxC+zsnI775X2B6D5gtmtMfXobUyltlzbk4VnKfwPYdt3RypoqEay6Xw8KFC8E5Ry7XwNTRBFEvTB1Kbl1wofVP1bNtIvWvcdVvgtZEtw6aJEZEeJBxtaX0bKD9EFYKGwfeRwAw8278CldiljW01MPasXyWjSsuEadbaUwyN2A64k50FS6T3Kcw/jj07n6z14zkRSGzwjYE4bg+ERsfg+zkb1ib5CWxv0PQUilzISs36UAQBLFNwBTw2AjfZJ6RnimPl5RhZxUulxW23ogxrj7rK2B9t8D7N1z3tf9jwMS6P6P97ZO8MYtoXbWX+cKMbBFZqcU1vvHR0DK9bW8AgNb1XwCAkltj/ZtZCsVn1XRchf3C1Yz0tLJjXIWxY2LDI2id/203L0hs6wtoXXAh2uadU1H/rW44CSHlwtWyuEZPfJQVru+88w6OPPJInHXWWdiwYQNmz56Nt956q/IODjHUnvegSsolEMOL+OZ/oXX+t6H2vAclu9Jyc3Utcv23ljaiOHO/CSYIctPVlxZRXE2XfKhWLPoqhJl5L0sxiwPgYdEtCFlnplJqcfXVHyslXCvPuBx6EQIAyrykmWpl/rOFodeGVcPN+jhIFlcmt7gCQHHMJ1EcdbDcDXuIlMMRcUoP+CDhShAE4dFPLxTONGsiuwEW15KIE+9KoD66ooYmjsNVESoVro6g98ZWiQ1/s5uw3pnJ1XcIzdqCUbB4OuOWSoRry5KfILn23tByHvAkinW+AqZ3o3XhJUgvvNQ7lvMeD1hco0OEnO3DOU6cRJZcSXgVCSr1NLTbVYpboGSWoWXxlb5QM2aWTu5VVrhee+21+MMf/oCRI0diu+22w7XXXourr766ss4NQdKLf4z04isHuxtEnVGzy61/c+vQuuC7SC+5Gsy1uA4ga1oTugg7hES1/WCQxlaKD36t3VcqxVooCMdaClduWg9V+/iugOb+B6foCuMJV0kCqWA8RhRVfAdpqv2Ky6nYD2NXuHrncfAsrt4Aw0jPlKyXuxENGVdhAXnWZxKuBEEQLv0tD6bEbVfhIiDx5GoYooU46Cose94HxkDlwpOELe1GZVl6rWXxjqe9ZQXLwsh8rrfW+EXJLEVi3f3R3mVGDlr3O9JVsgRVTpypKIi1rjesZYFJfll5HBHGJcLVtupCsFb7LKilPBedfCOFzWhZcTO0nrlQs0uF9aWzCpe9OnO5HKZPn+7+PXv2bBhGE1uVCKICXJdI+wGi9i2EIyIUO7NeP1seWMfqily4ymIrxRlJMz4WSrEjsIHQVrlyNdVgOrVN7ePbs7ZilmZW7AIzhN/IiQ2RWE19cSMlS/pUUeNWYnEN1WktgzRd/6BZXEsLZh6ZmGMoCtfxoWUyV3mCIAiiOrjjKlwmK2wjcccStsBiMF03V2+bwDtOItSkOFl6JRPflst0YDyYs8OphDGTIyyVwmYk1j8EJb9GfqhAnonslHO9P+zvaCZ3RO9uNwKA1DLr9c0vXM3E9pHbWhuEhbyaWwXAP1b0x9aWGG/ZRgQ1uwJKzkr2qBQ22/txlCunVHa0pWkaurq6wOwZjKVLl5bZY/gS3/iY5bs+wOxfRDNgXc++G9gph1MmtbmM+KZ/WS7mTe0qHBSu1u0vFSbCS4fHRoMVtwQewl5btbS4ur9HlMXV1NE290ykVvxK2MdOzmRIXh5GBqzQgfSiH7pW9pLHlRF0sZa5ClfobuoIXCfWUrTeDlpZlnKWXvdaCMQ5DSEX28xOFyA38VSYiQmStUPnexAEQTQrXE1bmWJ5sWkmNh1h5SZpko3RgnXrKx7TOONImbeX7k7Eu9hjFF+MqRn0JutFYv2DUPsW+5cLk/BGegaKow9z/9bTu8JomYrs5HNgxieUt5gHJuqlSQt93yX8/VS7xJzoZuwfT0vEbt9iq+SSb50d9+tYa53fZyB1XM8++2x8+ctfxubNm/Gd73wHL730Eq68ctt0pY1v+icAyyJnVlHgmGggnEPt/QBG6+5lEgrYDxzxBnYD56tPQObEMRRHHlRyu9jWl1Bs3xcYjOsn8MB2XWZkpVkEEWXGx4MZWTCj14sRFB88NRSuzuybmyzBSRVvFsABKAVrplTNLHH3cTPpcblwjW981H3IRuK7Dkz/gz/gBsQVWYxrlRZX+6HMtRGWaxUQcldqGGUsvV5f0776d7IEU82KPmqW728zPs4rUdQkAyyCIIhmRR+xf0SohYeZnGhNFhsZ6GyvBvWsHNZYj2ttljjiHLlJZyC56nfCJoF3QIUGCNfTSjJm1PoWILX8JvmOJbzU0ouuAAAk1j2A7v0e8LoojFGCcbtca0ffLj/1mo+NCZXgE/EJc6aF44CD20tcoWVZkMWxM+NFcAhuxIVNSH94GYojZ0lzTTAzZ4ek2b/XQITr4YcfjqlTp+Kll16CaZr45je/6XMd3pZgsppGRFOhdb2GlmU/R3bSmSiO/VT5HXzupfbvGkwVHiCx9j5AiSO/3f+E1rESiZ1YYRNSy29CrG0vZKZfXr5vNSYc4+pYXMXi4hqCNdicGTWm97gPHDEGRDrb2A+U3Go3vtydJXXce5yHtuRYzAnql7j7xjc9Hul642tDfJCbOZ87cPD7SS2jlVof7XNutOwMo3VX5Hb4ClKrbrPXDZKAKpcx0omFVr3C7fnt/h/M5MR696wudO/1eyiFTWhdeLG1YAhZjgmCIBpBdvLZvvwGmakXld3HSE32/miaCUFbCLnGAgNmbIx/i+DYoeI8J9EW18S6+93PmZ2/i5Zl13t7Bbe3Y4NLHkkYq4ZCjQLGB661AyWFq1iDXpGGP/koNSZ2aq5yw5dgKTjhr3W/CwBQcyuhp3e1slebRS9HiZFD29yvw2iZZvcr+r0ceWWtXbvW/RyLxfCJT3zCt26HHXaI/iKDRGzzf2AmtofRtkftGjX60LrwEmSnnOddzJX6vxMNRylYsZhqbjVKy0/buupzL3XSl5cRrhv+CgBS4VrJTJ2aXVZ2m7oQmnCxZwt9pW+SljjxZZq13Fn9MRaiq7DwEDT1fidlUDNCGIJTqsd5oJr2w032QnFStkse/LGtL1R0bN9MoZnzuwOHrgfFctUZ9XEkV99p71Sd+OFqK/pmOCLdcWGqsCh4HTBapqE4erZ8pWNxVVuQnXIuzPhYy6NhqKK1AmIsTqWlHgiCILYRimMOr3ofI72b90ezZJ13JuidcQ433FwHRss0qJklbg1Sd5eKjVNOXVSJ15kwJtBbd7fHNHY4WjDGND4eSm516UOJFtdgwqmQcPUsmmZ8rBc/6nRNEJicqaH2gsgsru460xOuvrFgYCys5i1NacZG2XV+NeQnHIPk2j8BgGtgcL3p1GiPrsgR5jHHHAPGmFu7NZ1OQ1VVdHd3Y8yYMXjxxRdLftHBILXqtwDgM68PFDW7Ckp+g6+gbq0sTEQdcGb5yogA5oqdgIso/ImAKkJ8yJUMSLczqem9kdvUl6g6rmIdzxQYen3Jhpx4TGYnrWKFDv+DUHAZYWYWXJGUHKkAMbDfreNqP1A9i2upmb/+Z4MWZ1yZkQcX37nBYzINfTOtzOqOcK20Zp3z23PB5ao4Yn+ofR+GStE0kr5drole6SbxSvriaoY0/c2aSRAEQchhDEZqCtTsikFPepedfBaSa+4SPIasyWhmFmCmJqF31+vAjAzSi37gF2ZMqTxXiZucSRJeJo4J1LRdK7XT+jvgZmukdpILV8EQ4BurBiyuofI+vrhTiaj29Vcp6ypcbtzFmQaGgk8QM7PoS1XKbKOS1jMXPDYCXEmCx8d5vcithQhnwRJFHpFX1ttvvw0AuOKKK3DggQfimGOOAQA89dRT+M9//hP9JYYZjlugUtjsmedrXLeyUhJr74PWO9cdNBNhnN+rrPh0HkzCb+krhxOMc6ykreDn0HYDKLNTC4Ixro7IF2ZGcxNPQ2Ld/VaAv7Od4x5sW1zb5p3ta8cX62DmAPRPuCrFLd4x3YQKad8xSs38VYXjEu0gPsgDL6HQMaUitbJrhWuWu60pPLAL449HcdTHfWK2mXDuqaEU01qOSicaCIIgiMrhsTFAdsWguwoXxxyB4pgjkFpxi92v0QC8sYSZmgIla2XGFYUZV5I1cRXm4piAMUtM6p329n7XZCM1CWbyJCTW2UY3x4Jp9IAro+x+e/vo6RmBbgTr0npjMFe4MiUyzHEgiSFjW18SxmmCUSZwDsXxHSt2gSfSMGPemEcpbPQ3XMLiWna0NXfuXFe0AsARRxyBBQsWlNtt2OC6DJh5d6A/WBbXxIa/Qu1bNCjHHjI4Iqzcg8e1uAqTED7LaRUCyScIS9WuGlzh6otxZZrgQuM9tPQRH0Xfrtda7pQzz0Hf9Ctg2hbXqGtPfFhVVVYm2I7wYHNrg7kxrrY4ruJ38cVguinxbStzVMFtAIlNjwUaCiRnkr2QK3Q37ZvxY2R2usAvfhlrWtEKwHMVVqJnQIceZHElCIKoNWYiXHKsGXAmi3nM82xyrbDi2EyJV25xdV2FwxZXpeh3z/VZQYOVSVgM+e2+gJ49bkXPXncgM+VbVhs5R1jrVrZmpqJ3l59BDyYBDUzE+pIfOXolQrQybqDaxJBcTUFv/0jo+/iFq3/c5BvfAQBTYLTsbLukh8dPpcYbZadETNPEa6+9hgMPPBAA8Pzzz7ulcbYNBCHiDFjJVbiJcQpClxOuslgD4bc2i77Yz9II8Z4lYiMqL2pdJ8RzwjS4g/eoh9YOR8PY1ANwDh4bCTW3WuoyogguvgMpjeOLu3AtrtaLJbnmjyiMP0ZaTyyKwujDoLd/FFrPO4hv/g+U/DoYie2hZlfA1NqgBh+kNrEtz1s10swC2uaeheKYTwY6Kr4knGdhZRY8M7kDzGTz5QcojX2dlJgBHXJsU+8wgiCIxmAmdgTgt7ANJrkdTgGYisKYI8CVpG9Cm6u2ODIL6Jv+A2g97yK+9QWwYFhVgMTae8FjYwVXYUnSSDssKDPVSgIohgKFJvidyeG4lTTKaJkKAIh1vopY97uIb/y71c3UJJgtO4c7FHifSevER2IAVVpczfgEZKZdgvjGx5Bc80evG3Y4GRAwlHAOxSl34y0ElDiyk88GK2yC1jPXv7bE+LuscJ0zZw7OP/98xGIxmKY1KL/lllvK7TbkUXJrrRkC0bri+poPjqswUQGuJdUTWCy/wQoAH/FtOINw1y1YfOBwE5YQ4WC8UMp26oNV7Co8yDVeBVHNmeo+7Mq6iTCG4shZiHc8HU6xrsT8meQqLCXEilvAjIzvJSJOIrgPrWB9tWos4UyFmZqEQmoSEusfsrpnC9eyWfRgFcdmRp/70hDbDTKsXU/te6psHMyQYhj/XgRBEIOEaVs0RREzmPDYKCtDMiQJp+x3GtdaYbTtAaNtD8S2vhxpnXRIbHgEAKCPPMBaUEIT6CM+am0SGyl0KhC2FRiD8cQEFEceiPhmf1imnt7F97fRuru01F+pMZ2Z3BFKTqi0YOqh5E5lsQV7ccTH/MJVtCQ7hhIzj+S6B8Kuw3bMq/VH2Lo6IIvr/vvvj2eeeQYffvghGGOYOXMmNK1Z0lzXj9b55wMA+mb80F3GmRM/ScK1aZEIG63nPcQ6XwFWjAdGnmJv51hcxeRMumVlNXNVWfZ8N6RMnHJui8RBFq5iqR7G4FoLK4hFMVqmAZseh9bzrm85VxKhgPxKaJt3DsANfyI1UfQKDy2utvTLVVh0By2M/RQSGx5xkwGUFZqmDhbIxOf2J+Dma/07fF1Pnedd1S+3ZmYY/14EQRCDBddG2R+GQNlIpiA7+WwY6V2FZVrVRoYoTWC0elmWnSSX8gbCQlNv2xuxztd8y4qj/MkR+6Z9H9IqJyXGdGZslE+4cjUlPX5JnIRXmt+yKwpXZhahdb7uKwOU2flCaD3vIb75Sd94TypS1X4I19tvvx1nnnkmrrrqKqlr8Jw5cyIbHXRcoVCLtsTBvpOxllyFmxU3VkH2+4uiyhGuQjkcxnVwJWkVQq7C4goubhl+4DF9qzW7NNgxrqIYF5NPVWAtdJI1+WbqAHClxZ8luVJhKXkxiAJY7FNx9OGIbXkaMItQ8usrax/wiZP89l9Cfrv/RWL9X5yV0l0KY49ErPN1pFbeYs28StsVH5uOcB3GFjznBTOMLK7D2kJOEAQxSBjpmchvfxIKo6svpzMYhKywjFU+VnMNIHJNkB9/nLdpibwaXCIczcQE39/57b4Ao3VX/0ZKDIBE9NpCXJz0z+3wJTAjAyW/wd0ut+NXobft3Y9JaaeUot9zjel+i6soWgFAH7E/jNbdEd/8pK9CgcwtuF9ZhdvarODeUaNGRfe9WeF69TMIQECAOISFKzMLULKrYMbHVORy2B+0zleR2PSEz+JLVIAz0SD8lm7cqc/K4iXd8hYVwLWRYOgunf47dEzvISd7gKVW/Bpaz3tW3OQgENvyPFIrbvE9oJmRBXfFW/lJHsfNRcmv868IzIpJ66xWCDOzMNIzkNvxa76JB65oYEYW7e+fVmVGb39WPzEhVaTQZAkwMxctWkP7Ov0cvhY8z+JKyZkIgiCIEjCG/HZfGOxe9BvONH/4V8mNw9UpfAg6xKkdK23GznjsWxbYPr/9SZX1CQBPjEf3fg8gteIWxLY8DwDQ2z8KMzUJyVW/s/umWnlDgAjtI0GJWWNjZwwUMBAxQ3APl40FmQqutaF31xv8wlw2tihRTilyzcknnwwAOPdcb7C9atUqrF+/Hh/72MciG2wKuAHZLEQkpo54x5PSGSJ/EDW3l2XQuuBC6O37IDPt+wPrawQty35uH7KG1uNtAm+iIbnqd9C630Jh3GetBaJwdR9MgRvWnnmqRoD5HnIS4aoUrBkut7Byg0msux9AMKsbhzN45xW4TfKYNYEVFK6huMdqE5eJll8zD6NlBoxQqnfNXV9V0zJxWsbSxpV4+e8gWFwzU85DovvvFblbD1WKI2chvulx6O37DnZXagdZXAmCIIggdimaypAl+fQQY02N9AygdSfoxRS0nvd92xmShEtiqZh+I47tXPfedt/f1ufKNAZnMTAUfWNGJ2ZWb9sTmhBvy4SknQDQN+Mqb5/UJN86M1ZdDfuyI9b77rsPF154IbZs2YKTTz4Zc+bMwQ033FDVQRpCGXfNUsQ3PYbk6jsR3/JMaJ0v2Ng2uSu5lQCiy4PUFF5A64LvQut+2+tTYRPa3z4Jas971t/5DWh/+yTEOp62alZty1mP3QeOifjmf0MpbBbqjIo3p3yGyXVZqOYcCg85eayDkzJ9cH4XR1hb1mDhHLAqrIVKHFxrhxKI++RBi2u139E5X5xbVmBZXEMp74lSAqRkvdWIB3WUy4ySdPcRBbE+ahaw/y+H9eSS0boruvd7YAhmQy4BCVeCIAgiCFOrcBV2LK4R4x5x7KLEgf1/KZ8Alo07FM3NSFwcPbuy/gS7J0yoO5/d7MaSPpuJ7Uo36PbTG+/07najlatEbfGFVsa3vuB+1kceAKPVn1jK188qRXrZEetf/vIXXHrppXjiiSfwyU9+Eo899hheeumlqg7SGCSuoRXilPPwBI6HuMwZlPti+uqMUtgCJbsSqZW3ucu03vkAgHjHM/bfVhrp1MrbENvyPNTs8ob1r9lwf3vhGhDFpNb5GpTsishrxKl/FZwtKo0oXCVp0e24z6oy4tYUJ563DzwuuqRUF58pc3UJWVyrdBV2k2PxIgAudUctlSGvpPuqxJIszhTmJp6O4qhDAu3JU7BbCQwqjwkmmp3hO9FAEARB9BOmIcqwEdrU0QQR3mDymu+Vx5PqIz6K7v0eQHbyNyvex38s4fj2uMWMiLXt3e3n6J35kzINRo+BOPOPncRYWkOoHiHDKf9TKWWFK2MMY8eOxSuvvIJZs2ZB0zS3LE5TIQqRKjOCOYNfuXAVs2Rl7WX2v3W1oDkDK/sGEl0RAqJLKXb5/85vrGO/mh3n3Ig1WR13b4aWZTegdcH3ILoU+/ZObA8AUApVnEOfq7DEZcRZP2jJmaxriRl9gQepEvi3NNKHS1AcVinO3Qe/45IvE6Kl3HCDFlrfA7W0q3Bh3KeR3enbgfVykWzVk90GEjFtKwxjCzlBEATRPzhTKw4Vc/RBZKURiSW1bPlB6YH6+b7yCVc7NCzCLddMTgS0cOZjX+iWO76VGAUC35XpPYASR27iachP+J+S3XTG3Q5ueF8EZUes8Xgct99+O15//XUccsgh+NOf/oRUqhmzSw5EuNpJl4ywJdVncbUL6HpWIh2pZXVym3YGx461zhdr6xdnau88365KblV9+jQUcF3GBQu8m61WvEYiLK7OJEbUpITokm5/Lmvhd111B8fi6pZx0vsAqNDb9kZx5IHgqjVDVumDlKvh+z6YZbjqyRznurYfiFKLawnh6m0fLksjzxwb/cjj8THRFlfFs7iW6g9BEARBEEMVpWIN4daqjbS4SsZWgsU1O+Vb6N3t51X3sFLE4zvCslR2Y4uASGYx5CecYH+2xz6yvCjBsRvXwdUWFMYdbWc/LnVIhszO37XEMwAjuWPJzcsK16uvvhrLly/Hz372M4wYMQJvvvkmrr766nK7NR6feKjOIuwm1zHC1jJfjKu7zBORwTpLNcOeYZEKAdeCZwungFtrrPu/9enTkMB2i/XFndq/qyk8jKLEJlOtmzJqxk18oLm/Q+AhFxRMrvuyXLjGNv8Hau9C+fFqgfPQMHPWA2L6HGR3vhC5HU5BfsLnURz18crakQo25l9ficXV58btuNrYwlUijktZXJ0HsxcbK/ZH8ngrkYiqZ9efR8a4Wv0iV+HhRHH0YciP/9xgd4MgCIJoFsrVcRUrVkj0gQ9JZlzHYAAAenqGK9bqARerntiuvFxtK71TYHzDmYr8dichO/ksFEcd7C4LHUtqXa686oo+8gDo6ZlWF8q4apcVrq+++iquvvpqfOITnwAA3HDDDfjPf/5TcWcahyBUqrS4OqVPZDGI0gszIoNYbbF/Glmfgq7CAUuxkl0lFeHbBK5IFISn83v5roso4aoATCvhKiJabfXwsQCJu6mkT8LDL7Xqt0gvujzieAPHN+smikA1jfwOX4xOSBRsR2KNzE06U1gf99eKjUKYnXQEq2sVl7oKl5itUxzharu4iBM9UpEaXtaz523o2fO3gJqKrGfG1RYvPpYsrsOC7JRzkd/xy4PdDYIgCKJZYEppV2GZ8SKyrfDYxZcXpM5jCZ9wVZzkTNUJVzAVUDQUxxwhjAFlFldJLVZZss0SOGWBzDLiOvKs3XfffcjlcvjDH/6AfN4baBaLRdx99934+te/XlWH6obRZw16xQFntcJVVtPTxnUFaDiOxVVmwTK9fzn395FpANfBzHC87rZBWCS6FnJegcUViiXuIi2uEuEaEMFcifnSozOZqzA3rN+qEqE3UMQHSpXusz6kRbKFLHRMA3h5V2FfPIgjXO3rVWZx5cKspd6+L4ojD0Rq5W/sxqz73miZDqWwKbBn6eRM7jKhhlpkIW4hqzDVACUIgiCI4QcvZ3GtomqJ1FVYnJyv9yS4KrF4lil/yJnqdxYW++iMJWXjKKlwrdziCgD5Cf8PZnw89JEHlRxlRZ41TdPw4YcfIpfL4cMPP3SXq6qKyy+vn3WoWtKLfgQ1uxw9e97uLaxQuMY2PwkjPdO1Ekktrk7tSyXZIEurBWeKdfGUEAIMHIl1f/JZmXhsBFihQ4jr3LZwrNFSV2FxWYTFldsW1+hryG/Z50DYyhgUPzIrMNcBaOVdTWqAL4ZVWtu0whpe9vcyExPcjHG+B7MSk7u2mwUk1j+Ewvhjrdk+n8XV+uzEknM1Lemf/ZhS4shMuwyxLV6adcdlxYyPk+xXfR1XsKiswi1CjCu5ChMEQRDEsIOpJQwbKL0uiCS2UxRz/UrUVAWhqg8CsioRACSuwkJJHUd0S86BdOxWquqDDEVDccwnym4WKVxPPPFEnHjiifjPf/6DI488srqDNxCn9ItS8FIvMzMPJbcGZqkAX24itep2gGkojDnCWiYZdCu2cOVqIrLIcF2wB8lSi6tQ8iWx4RHfKlMbCbXQ0VCR3VS450YmXIVzGZkoidmuwvL1Pjd0V4j6Ra5VpFlcYFtcxTbtfRshXH0MRHQ5IjGxvZfqXGiPs4T0utN63kViw1+h5Ncju/MFPourm6HbPg/SGTqn/phTQFucGHCOL7PU9sO6HO0q3OpZnMlVmCAIgiCGH+XquFbj0SmLBVUbZ3GNcgvu3vvO6GM7fWaKNZ4Wx3iuVVUiXMWkT/a+JcsVDoCyZ23VqlW48847Q8tPPfXUunSoauwTxHSvJExq1W+gZFeiZ6/fRWbQct1rue6JCFlmMFsIcSUFhq7w+rphD7ClyZlsASTMehgtU6FmlrrFhRsqsssQ2/oS9NY9I9Nw15awcHUz1xreuYxMX86U0q4iwnI1uxzJxT9EYdyx/m1Cs2hOSSPBfdmx1jZAuPpjovsvXJ36xVbq8nfshRp6d/sFOFORWnMX1Nzq0H5KYbO1qSx1vONRUMLi6ll1JTGmjhXUN7PIYJ3z6pIzWYeIEK5aK7iWtj0wqg1FIAiCIAii6WFqpEce0I8cOgF8CYtK5e+oAUZqinyFzDrq4BoIEpZhwecqbFfdkFlcBZHMlSSYkak6xrVSygpX0U24UCjgzTffxIEHHliXzvQL26zPDG8wrGRXWqv0nmjhanhxoW4gdolSHtJsp/WElUjO5FoLTavGklmw4/SWuuKwWVyFldxapJbfBH3Ex5CZ+r0GHNHOtGxKRKovtjJCuMJxFS4f4xrf9BiU/AbEtr7g3yRqlklqcW1ALLLwoJXFeFYKs0Wmzy2XMZjJHezlY6H2zkNi7b3gsTFWGnQIgpUX0f72SSiM9Tw4PFfhPkvwy4RjIAW7373GXiben4pmWdT74SpcyuKqp3dDPLuq7i8bgiAIgiAaDy9ncS01ca0kSowthW0c6l1PXInbpQ/D9Vmj4EyzPAZZDEDW57nmjY/CWX9NTTBMqSnLGDFYFtdrrrnG9/eWLVtw0UUXVXyA3t5enHzyybjtttswceJEXHrppXjzzTfdWrDnnnsuPvWpT1XZbREVQBEws+FVJYQoKwrWU9eVs0RimQhf8WqDjyvHdhWW3UCuAOKWOT42yl1laiPtD2VungbhunDLfp964LoKC7+lI9xEMRv1WzMFUCrLKuxYt5Vih78LEbVA/a7CTgmmRghX4bsMwFU4P+4YwCygMPYoJNfcFT6M1gZmZFz39cK4o6H2LoTW/TYAr+ZrfLOQldzJ6G30Rd5L3qyd/bAU4lBdIe475/YzQeamUy6xklBjrW/mj5Fa8Wso+bXgWityO34NxVEHlw5BIAiCIAhiiKL6Q830HnucbQszHl2qxaqskEdxzCdQHDlLvlG9xWqA7M4XVrmHYHEFKnZnFo2ETrhc1Fh4oFTtYD169GisWbOmom3fffdd/P/27jxOivLcF/ivqrfZmWGYYVEgiggYFDwxFzBxARUUBEQiKuKNe9zQ5GiUeFTcSFAP0UQjyTkmN4LxqhcBQXE5RqNBjRpjRKIiKOCCss/a00t1vfePWrqqu6q7eqZnupv5fT+fhJleqt6pqWnrqed5n/fmm2/Gtm3bzMc2btyIRx99FI2NLhODc2Q0MXIqjXWbpwggufapHEhe2KcEumqwwexU6pRFU6pHO5ZG5oPZnMlhLqYZVAlV+wOTfDAu6pOlwj0UKGZjZn57qhOr3pzJpUlQ8mv3c0NIPtduv45zXFPLJtzuMln2KQmlx0qFbWXPXZnj6itHdNBcAIAaGpQ2fyJtfTA1blvmR0pZtglInsuS0g4hO5evmHcL9Z/DXn5inFfJ/5gI2Q9JBZC6kDaQvaOe5YM2UXk4hL8SiOrlPbIfiaojMr6fiIiISpTkt13TVX9wCQCBlqOf1B/J0JxJz0gmQoOg1BzdfWPsTkZgbWRXbYGrcU3lELz7yhA5+EIkygaj/POl2qsyNIfqiqyBq3V+qxACGzduRH19vaeNP/nkk1i4cKGZoQ2Hw9ixYwduueUW7NixA6eccgquvvpqyHIXghr9oJpLnlhlyLjK+pxYIQWSF8+pgWvZQcnA1alUOFNJaZcZGVeHAEtNZlwlJCAkn2UeoF4qWySlwmYA3YUS1VRy5Cv4OrYh3ue7aaWlkkN21ZRIyUJL9jtr+tazlApb7sQZQWfK78g942pfW9bf8l7m9cLyxDZfwyVwbR9+u3nTw4u2Ufch9cNLTSnLD+x/3f4mp258wpJx9bsFrtrfnmQGrtY5IkZJfXpw7ticKcc5rsbnSnfN1SAiIqIikbaOq/06x7zGdFhpREhBPUtZuisPGElANdBXq5KzXjMZQa1L1jnWcJr2MvMYFSjjap3jCgADBw70XCq8aNEi2/d79+7F+PHjcccdd6CiogI/+tGPsGLFCsyZM8fzgOvr9exLyyag8hCgvAyIhhGqBBC0/zihPn6g3mUh25Y27fV+P1DuAzqM9ya3Eao7CIhs1LdVB7T7AdkHqNovJVRdDSg+lDVkWdC3M8pDAPwIVfnTf65KGWjxI1TuB2I+oKoC6Hcs0P4WQgeNBnb7EarSTrCG7hhbLqIAgn6EKstQma+x/O0eILIb2AHgxLXaY7vfAP71C6D+u2nHy6RGEbI+568AFHupbqi2CohVApCcx9tebm4/FExoX8sJc3FnAAjV9NHOlVSSAIT+3pangb3v2Mab9Xe16zWg7zHauHOxzQck9P1WVTj/XA3/y/GtOZ0//gHADstxqIy7/y4AQJIQqpBR3VANfKEA/jpUOO1PVAGDTwEGTkZDbTUQB7A5+fOg3Y9Qn7LkvsrKAakdofoaoCple3J19vPR+vuIzQQ2/w6hQYdmPO4F/zsrITxW3vA45YbHyzseK294nHJzQByv1iqgRUr+LMb1QH25dp0XbtYeC1YDMes0LAmoKAeEH6E+lYDLsWhoqPZ+zVcIfm2pxlDdQUD0I4SqQto1GgD46oAv/Qj16Zv5ej6krc4R6tvX9Th0aYjZXmDMcf3qq6+gKAqGDnXpUuXB4MGD8Zvf/Mb8/vzzz8fq1atzClz37m2DiO5F9cYfI153HPzRBKSYglhzE4LGSaRn0sL7mqCorY7bqdj9CfwxBYi1AOG3HF8TjYYQ0rcZC0sIxhQIX9BsBBUPCwQiEbTsdt5HV1RFFMgxBdHmVnMMhnhrOwIxBYlwBFI8goSkoKNhLKTDH4SI90VNHIg27UPNUGB3N4wtIyFQvu1+xPqdjET1kQjt34dQTIHSHkM4T2OpjsQg6cfEOPaVmx6DL6ZA3bcdcsw5ixkKxBG1PCeEBCluf21HSwSBjgQkNYZ2h/HK4WZU6dtQ25r1fdm3EQsjeS66UJu+ghxToO7bao63ZVeL6/wHuWM7qj7+BeJ130PHt67NuO1UVeGIuY94u4IOj7+HhobqnM4fuUM2jw0AxHZ9mvE4CH8VlNY2dOxuRVXrfiTK+7iPrd+lWsC6uxVQFdQYP084jkBMQUdTG8qN3wtUyDEFbfs7oHbYt+dvbkdFTIHSHnU9H2us51bwBODbJwD7EwCcX5/rcerNeKy84XHKDY+XdzxW3vA45eZAOV6hthhCkah5PWZcD7R+8zVEoBZyRwuqYgpUyWe/1pQDSEQS8MUURFqiiDkcC+MY+b51O6TYHihFeLxqIh2AqiAaq0QopiDWGkHEGKcYhmC/OYjVnqxdi7mo7uiAlFAQblWh+Dr3M8qylExUpsgauG7fvh1XXnkldu3aBVVVUVdXh9/97ncYNmxYzgPZtGkTtm3bhilTpgDQSo/9/k6sY6Snof1tG7S2y0gpFdYDV9dyWSHgC3+KeO04BJqcg1YAttJJc46rrTV0wH3ZlK6SPJQKm3Nc9c6qgb7av74y9+VeupsaQaDpTQSa3kT78DsR+lqfFyBikDu2QfjrurwsjrlWLYDyrfdBLR+a/P1nmvieckyEFHKYBSnppcJuTZOS5a5u84i9TEg3zidzrjWg/y6d/x6MsuTURlCe2Mpou2+uceqcV3/bh5b9ppdlC19VsjmT0uz9vLBkt43FsSU1DuGrRKJyBOToNx42ksMi4kRERHTgM6bdpV6PCUXvfaJPWUrtZSJUy+szX2clKocDlcPzM948ax92CwL7X7N0IraUBUsSYv3PyLoNc7mcbioVznoVe8cdd+CSSy7BO++8g3fffRdXXHEFbr/99k7tTAiBn//852hubkY8HscTTzzRqY7CktmJNAxjsrB9jqv+mMtapqFvnoSktEINDYDS5zuu+zE79MIyr85y4S+kYPcFrkZI5bQcjqWrsGQ2Z0rS1lAqTHMm69yA0DdPJB9PRFD18Q2o+jjXDmfprHMcA01vIvT148njlClgT6TMe3Vc+kSb4+rW2Mu2fpXL+SX82VuPG23F7cvhZDiXzP16nzshR7+BpLRAsm63G+deCJ99jqsc32d+He97XMrgtKVvJLUD5dsf1Nb8svy9eRVtPAOJikMQr5uA1qP+D8LDFmjl/IDj36bR+U6KN+W8LyIiIjpwGTfDU/ucBJr/jpr358LXvll7wOh7I1muN8z+Gj3VjDT/ElUjEBl8Kbp0c18/dq5LQ3ZR1nTn3r17MWvWLPP72bNn449//GOndjZy5EhcdtllOPfcc6EoCiZPnozTTz899w0ZS5mocfPi1DHD6BLE+Fv+AQBQ+vwvyPH97vuxNGRJNmeynJByEMaSNHnPZBkZV6fut0bjIaECenMmG4dJ4z3GpYOtkZ20ZRi9UuOAJMMX3gqIWMYliNxuVjgO1Xo3SA5qx1WStQ8u1xsSybtPbjcHvPyxOi5ineEmiBFIe/5AVBVUfXiNdmfPEmw7NizKFznl48TSIEv119mfEyqEFIC/5Z/J1wRqc96lCDWifcTd9seM4N6h8VWi/FtQyw5C5KB5Oe+LiIiIDmD6OvGSiEMgeS3nb35H+7ftXwCSAa6QQ5YEhJ5wOgDWejcq19RQ/9zfbDTSLFRzpkQigaamJtTW1gLQ1nHN1csvv2x+fd555+G8887LeRtWkm09TqOLrDWIMJZEccm+yeVIVI5AonI4xP6/uu5H2MqCjV+ASH/eUq6bL+Z6kw4X38mspl4qnJKFE77ynAK4zpLiTajccjvCh94INTRA37k1cE3+8XZlPDXvn4dE5Qj42jcBAJQ+x7iPKYcSaWsALHyV+nkl25dISnuThwy7l3WvHIJeSSScmoxrMnTIdhxCQptX4GvfbFtfq1AfqCI1KBUJ8z8Q5kOdyLg6iQ48GxWf3QM1NDD9STmgd0R2p1QfZVsbmYiIiA58yev61KSRvmKHfi1mJhMCdcnA1cg0Oq1CUmJiDadDju1BrO/xOb83XncsAvtf91R92BlZr7DnzZuHs88+G6edprU5fu655/DDH/6wWwbjmTU4MZeysTxmZCmdLvZFAr7wZ+Yvw1xnyMi4WVmyU6ox39W6HyOYFQkAeQ4I9H07rkcqrHNcVYdS4VCPLIcTaH4bcuQrBHeuRmTI5frOLc2PrIGr0rX1So2g1bYPp8xyhvVZU9kWTPZVQIrv1+bIprVDt77JrXxCgnlTw8NNDOffa4aGTvp+Jdf9p77eYb3ZAlL1+ddWIiXAV7s499mg9PkOWo5+IvsLXYQPuzkv4yAiIqISYk1IWR82rr2M6yn9Gk4N1GnLxljf000lsj1JLRuI8LCfdeq9HUOvRqzfFIhgQ55HpckauJ599tkYMmQI1q9fD1VVsXDhQhx77LHdMhgvfO2bIazBirEOpENGTxIxSLG9kNQo1LJB2vvbPgTUCJTqI7W3+7S1I5XKw+Fv3ZiyAUsTmEB92n6EOUeyO+a5GnNcHYIOY46vyxxXyGWA0v3dylQ9K2Wdy+i6/lWOGVcp3gxJaXHOmhn76GJAZs9E6nMT5KBeKuy2bZfAUfZbgmYfWr+9FHJsJyo33+b4cscMdIag1FyL1ePPbP09eA528yBe9z39TluNrSzcMZsqdT7j2jbqV2CDJSIiIsob/bpEUuMQtvVKVfNxIHmNZcQGtscyTGfrFSQfElUju23znlr6TpgwARMmTOi2QeSifNv9SPgtJ4pRculQIiqpUVT/6woAQMvRWndbY06rWjYEQDKlLxwyQoCMRNUREP4qqKFGJKqOQLThNFRsXaLvwMiKKhB5mjroa/tIK7uV3ANXs3GQSAAikTbvUfgq4OvMXNJc6YG9NXC1jldSY1CDDYjXT0Loa/cMmL/lPZR98TDCh94ANVAP+CpQvfFSAEDLkX9I361xV6urgau1nEPPUAt/nfbBpTpv23FuKgCtXFsBICAkH0SwHiLR5r5zx8A1U3OmHH9m2+tUrSw3h2x0Z3UMuQrRxtNRtuNPthtBqR2HATiUCnvPuKplDjc0iIiIiDpJ6L06qj76MdoPu9XyhJE80K6jIgPmINDyLqL9TkVg36vGi/RtODX+pHzpxFo0hedr+zjtMcfSWIdyTKMW3bwjYpxgDlkpIfvRPvw28/v24bcBwmGOax4zrpWbF0IE67UADm5NfIyMo7B1MjOogXpISnPexuRKH5vc8bk2FkmyB0wiBhHs5xy0WASa/gY5thuBprcR+ub/IVE5wnwu48/fZVrAr1QfCV/HdgB6Flny2/Yr6dlr4a92zYoKSYYk+bSxGTcSMsx1dSoVloTiPsfVDFw9nmvWIFUk9LuI3R+4QvZDrRim3XyxBq5yCJFB86CWDUTFZ/dqD6b+zaY2dyIiIiLqKZbrttDOlZYn9Ksz/dpNBOrQMeQKl4RAhmUZqctKtGezw+W9U2bSNhdWn1htBq56plUPYI11Mu0bcLiQtq4TarbB7lzJohTbC19qebL+eMblcMx1XOPQjkVqqXAgOf/VKt8lo5YgSo58qY3Nsg9JjWqlt3o5tqHsi4ftm9FLM4xuz7b5rE43BRwDV8s5Yc3kZbrzJcloOeqPCB/6M0QGzQPkIIS/j9Z517KP6g8uRvUHF+vfuRxDyZc8X4x1dTPt2/FnyPT7Mea45l4qbM/Ku4bGeWWUeKvlQ9Ax+FKIYD1i/WdAqRyVHKOlKqBtxOIeGRcRERGRI8sUJtuqI2afkZQVHvTrTbV8MDqGXAmlejTU0KCeGWsvVaKBq0e2hk0dyX8lvxnQKFVHQA0NQnTADxw2kKX+1ygV7mQGsGrTjajccofLtjPMcdWXAzID89TmTMYfnuVOkBRvQs378xDY+zLyxhqkGkGIJdCW1Cggh6CmZFyDe17Ug3NtG8E9LwIAfOFPM+4juV2HYN7a7dnSgjs1aLaTAV8FIPsRrz8RLWMe1bJ+xhxX4XSDxCXjKfktS81kz7g6ynAeJcujO9GcyToWp5+pG6jBZAv1eD/LWs16lzmlZozt7yaXMmEiIiKifLM2jbTeXDen6JnVcsnwqXX0f6Nt+CIkKocjfNitrB7rZiUduHbonWzdJkLbmgbpGVUp0W5/va8SbUfcr613mUJkO/lcuo95Zf5RJNrhb3orJajQ13F1zCTbOymnre3pELjKkS8BoaAsw1xTT1QFgX2vAULYGwAZ8zmtx0KNQUghqKGD0jbj6/gMAOBv/nvG3TmvY+uw5I11rVI5OXfV+F07teV2XRPV8nut2HKn+XDFljvgmrGU5OQNBEujp/TXud8MkVzm1Rpj0f71WO6bet6Y++2pjKu2PJLksE5yy1HLED7kRsRrxyUfzDXIJyIiIson2boahqXJqbkMjh64Wq7lRKAP4Cv9TsKlonQDVzmEeP0ktH77ISSqR1ueSJbymi2qkQzypERHDh2/Mh+e5FqrDlnBeDMka9OiDCq2PYCKrUsgRz5Pf9IpmDH+cMyMa8pFvxFw27KfHfq40gOJXIR2rkD59gfhb37bFqQaJdi2YNYoFQ7Wa9lMyx+6L7xVG2q2YyScmm6lr4FqC5htGVc9cPWldxB2CyKFsQC12gF/6wfm4/7Wja7LDAkkS4XNzKvkFLhmWjbJHlRKSmvy7p5ZpuLtJomUEuCKDAFzdzACV7Us/aYFfGWA7Ed0wFnmQ0IuzPqyRERERID7tZJ53WkkUzwse0jdo2SPvHGhK4L9bOuFWoMWG6OFdaI9S/mohUsWqH34nYgcfLHlxE0PJqo3XorqjZd72o0c26ntztZQSQ9iHEuFUwJlL6XCZnmDBCnenN4YxyNfhzW4Tg9cbePVS4UBAHIQkYFzktsJaxnXbMG9lHAIXJU2pE1+twRqtm7B+rEQAcuareYyOJkzrlK8yWHfLk2vJNlSYuJQKpwa1DqxzUsVqP7gElR8drf+gH05nODuF1Dz3hzntYpTtwWYcy7UssHu+88nOYj2w+9C+FvXub/G+sGfMaAnIiIi6mYu1yLGtai5kgmrxAqmZANXLXjRWbI1wiVdX/bN/0P1xssgJcLuGdeUE9EtyEhUjUCsYYqlOVN+ugqbfxCAJcPmZf5s9lJhmH9sEqo3XorKLQs7N0ajvFny20pbnUqFjYxr8jXJYFmO79b/1QLX1tG/RXTAmWmT2h3XOwWghhrtr0tY19dNngNGMCnkCsvzRmMuS4BrI9vGZhXc+5Lte/NcEglLcyYj4yqlvy5D+Xlo58rk70xoS+uYGd+UrsJlXz2i7cI47moMsp7Ftr1ep/T5DtoPX4RYv8mu+8+3ROXhWglNBpGDfqh9wf8IEBERUSG53UQ3r0X1JW96uIqNkko2cLUSlpJMa9Bi5W/+O6R4E3ztn7gGrmlzErNdTJvNmfLTrdcWuJoZ1+xzGtPWcZWdMq565lIfq88a5OQyRqPmX8Rh7YKbLBW2BEwiYcuAW4NQKaYFhVJ8nx7g9EV04DlQbGXfcF7vFIDw16Y+YhmkNQOvZ1xl6zmife2WeTeOn6wvkWMlR3emjENrPCWJWDKD6PCBZmR5RYbMor/lfQR3P6ttIuXnllJLhYUxz1nLuFZuuR1Vm25MzsNIKzGXtXncUnG1aY81TtPWWC6ycREREVHvkrW3jemACJ9KUkkeeaXPdxCvPzH5gCUYMDrKJstB0/n0pVvSpAaqWe6oCLeMq7XJUg5BrX3uphG4esjmpo1b/15Nn+PaVZKqBaj+tg/N4En4q5PLCaU0U7J2+DU6zSYqD9deryqQY/ugBvom35BS6i05NWJClm7BlkDeDBStmXjj9+ZWVq4fv7Idj7rvwxyH3vRJjVvuwKUHYWqg1vU5K9notpxaApwSsBp8rR8AQsDXvlnbunHzI+V1vDtIRERElIHX6i9WiRVMSR758Leus5Vc2hq76BlXEeiD1m8/hLId/9fMYhnsmU2L1AYxWU9MozlTauCaDDqkRLuZlcvGnCcKJEuFHRc3Tn1jyhxX4+ewZmtdAsBc+Fo3mBnX4O7nER14jrYbfx9L6XbqMizJYxprOBWJim/BF/4UvvZPABGDHN8HpeZoy9hTst5ugatDl2DLTi1fGqXC5WmPuQaROXwgJTOuiuV96Z17hS8lM2u9oSEHLU2YjExq6jlqCVwtN0bKv/hve5ZbjQDok56p54csERERkTuP10pMBhROSWZc07p5OZSBAhIgB7W5qCkSlYc5blakZS6zlC/qJ27lltsh682GAPt8S0/LlxiBh6081N6Mx8s4kt87ZVy7FrjKHdtRueUue8Cl/2xqoDa53FBKiao14wpJRqLqiGTzI6UVUCNQg32dX59h3Gam0+k56/lhlgpbMr96x1vXknGnD6TU7KwREBuZfTWWvPFh/Z0bS+OYr4u7N9NCck5zWvdiWwm2PRvra9+UfL9+DqXNjWYHPCIiIiJXmaZz2TBwLZgSvZq1B5S2E01vuGMsVeN0EoaHXO2y3RxPREugG2h5zzIgS2DhpdRXf4094PW+3qbw0pzJqftsDvtwzFLrWUbhq0yWCqf8vKmBKJC8QSDHdmnfW0uFU5aQcWvOlLkzdPJ4xGsnAACUmrHmYx0HX4yOb13ruHav9vb0ZWzaD1uIyEEXJPdvzpNNBtDGuSZZj3VK4KotU5Nynln3Z9wYSA3YLb8rKeV3aR57WOcyp2a++SFLRERE5Mrr0ny8piqYEqwflNIzodaMqxHQGBmmlCAkUXWE+0LBsnYidgy50hYMZByLsV+9ZDS482n7K9S4Q+FoylaMNWatzYuQQ8OntAyeU8Y1PfMrJdo8lzE77lZVtLJkXwWkRDt8rRtQtmO5/UVOx1oP8AIt/9SGGbBmXPNQKmy5oaDUjEXLmOX2jKmvDPG677m+3drgS6n5N/hb/gE12A9yx7bki+QAkLCPIzrgLPjbP0GiYlhyW5IfEmLJ7rpqHMIXsN16EZIv+b1ZKpzanMnSrVkP+B0Z7+McVyIiIqIceMzncfpVwZTekXcoeTTmDwKA6tcCBCN7mZrxCw+9ynXTQs+EJcqHQK04NOtQrMGA0EOPsh1/sr2m6qMfI9p/JqKDzkvfgOQDRCIZpNiCNO/Z0LQ7P9aSVSMiEukZVym+z/v8W6cAUsT1jGsVJKVZKyVOoQYb099nZFwjXwDQjndy7PbANZRyI8DcdaaMq5x6PFyaMLmwBs/hb10DyOXazRLLdoSkBZ/WcSSqRmpBsnVb/hpIiTBUaxfklHNYgjWbqh1nOfpNyqiSNzIqt9yRMmDLskRqFFBjKNvxWMr7S7S4goiIiKgnOEwRFIG+kNKWR+RKCIVSglezDh1b9TmLgNYoCEByfUtLqXC87vsQwYYMm9bnXnpdl9USMEoZAk234Mt8v7mEibVUOJeMa8pyOA6lwk6Bp2uTKieWsSWqjgAABPe8CEgBLXhzGW+ym65lfHpjLSnepAW2luDPqbTYSabANW2ucq6sSyoZQStSxqZ/bXRKTlvGRxcedhMig+ZCLTvIugNte8bPINID19CuNeZj/qa3IEe+Sr4m0WG72ycba+tCu2Hj6/g8fSDMuBIRERF5IvTr17TrUsmfvQcOdZsDIuNqa+5jlKYaWSgjU6ZGs1+8m8vbeGiIZH094G0ua5qUzJvLfM5s0spAzVJhJTmd0uln8vpzpozN2vxIyAHXJkcAtMAvbWPaoOT4PqipNxKyBJ2RwZfA3/K+8z4lvz7vNoD24XemH8/x/wet+7IfY3tDKcuHk+XxjsGXwt/6AZSaoxE+9KdQqo503JYaGoBY/zMgxZute9D+X29qZSsV1sesBurhi+8HAFRsXeI4Rimh/f5ka6Dqdg6xORMRERGRJ20jlwBqBJWf/sL+BK+nCqoEj75DGt+WCdMCV8mSATTmIWbLxMXrjgWA9GDKdSiWgNHLsjUpROrJ38nmTK7rz1rnRapRh2AvhzVmrWOz7k8vFXZ/o8MpZmS2E+327CZSljZyEK/5DsKH/tQxwDVvWkg+JKpGQKkZY39BWb/kXNNMXLK+1vMsUTkK0YFnA5IEpc933edNG+/VS7Jj/Sab842N6gBrVYCZBXc8bsnHJDWK1tH/jXjfE+wvUaOO84I5x5WIiIjIG+Gvhgg2pMcOuVREUt4dEBlX64V/WnMfaCWZEvZmzebF+p2KWN8Tzc7E2ViDAclhDmlWqXMdnZbDcSOXWbJrqRlXh8yxGjPnWyb3l0PGVS+9TlQcAtv9DjUG4fF4GcxSZpFID1SztSKXjG7RDnOd5XJIaMst6Hcan2vgajm3ci0TkWS0HLUMkIMI7vkfANp8bB9gm5Mrx/doH4oOXaC1ucR6WbBQtCA87RyKQVLDae9lIwEiIiKiHKUFrt6vnSn/SjDj6sAWuGpBh62c1WjelO3iXZI8B60aawCXe8Y1NcCSVMuc0yx3dIQ1w+c2x9WWcY07zAv1Xt4sKa0QvnK0j7gbHYMvNhtASWoka5Y0fWN+568BD4Gr/nqnDKJ5TDpTtu1hDDk2eUrjK9N/V8lSYSDZFAwAoMYgR3fqS96kLPvkUB4dqz/Z/oCIwd/6odPOOz9uIiIiot5I5o3/YlJ6gatjxtVygS+lBxeqUSqc75PPWropOhG4pmRVpYT3rsLCMnc0LftoNn2yNGcSUahlByHaf6ZWagvkVO4gKS3mWqQi2IDwt/5de1yNInXt1ewbs3RjTgkSswXBZsmGU6mwMY6u3g1zyaY6ZfO7wlx2J+VnliOfQ1IjDvN/04PP1LVoJTUOX8dnAFIaRnFOBhEREVFOutzwk/KqBK9mMw85GVxY1lg113bNd+Bqz5Tl/PbUhk45rONqbyCUmrXUv7duX41DyCFEB50HNTTQef+Zxqo025YdMoJYqDH34+oShNo+BHIuFTbe63Ae6MdEykMZR8fgyxA+5LqUfec5cDWz+/afpWLrEm2pomC/lDckb2Ykyoemb89fZZ6HiaqR6Bg6P/kcA1ciIiKizOQy22ol5nVnnpMX1Dmldxsh29xCIxCyvs4MXPNbLmmf4+ox4yoEav55NqIDZmfOeGabp2krG03NuEpahs22vmfMEnjl2D0ZeqlwwNq9OdmQyZolFf4acx6mcOooDNiC1VwzrsYHiNPrzMfyMHE+3u/ktMe8LtXjVUJfKzjWcCrK2zdBqRkLf8s/k/tLLe0WcbSM/b/whbdCDfVP36AUgCRikOLNWmBrK8lmqTARERFRJi1H/dH+gH79pAb6Qo5+0/MDIpvSC1yzZVzNQMi6ZIsecHRqyZpMUroKe2kKpM9jDX3zVJYXWrclJb+XZECo9mDR6S6Q5NeWwzFfFDNfZwbcuZQKJ9qhlg8xv1f91ZYnk2NpG/VLyNFvUPnJze7L5OSYcVX6fBf+5nf05/UbEk6BmMPc3rzKd6lwsBEtRz8JAIjXHA3IIdT8cy7MObApx0+O7dY6JlceZns81u9kyNFvIMf2AGockhqG8FWk3BRg4EpERESUUVrfGD1hEqgFGLgWXOnVD2bLuDouk6Jl/iSHZUK6xJKBk0TMU8BkLneSlSWotK2baiz5kiH4gx6cGuNRFS1INQIvM+jLoVQ40W7PAPoqIYL1iPafmRJEJwMm1+68tkxg9oyrOSfXJj0QMwP47ur4ludyW9vx8VVovxfrscy0zJBFZPBlCB92q3ZOiLjWOdpXwYwrERERUVfo11Kqv67AAyGgBDOuwiXWFoFaqIF+loycQ7DnOWj0yBpEq3EEml7P/hbPJcUpgasRhPrKgUQ42YgILgGi5EsGcPo+zcBOPzael8MRAlKiw54BlCS0fnup9qXSCgBQav4NkP3m/FeldoLz9mzNmXLsKmy8z6nRlv7eXObuFpJTKbWQ/JCgzVO1Hu9YvymI9Tspy/ZC2tq4akx7r/U4c24GERERUW6MjKtbFSH1qJILXN2SxK2j/0v7Qm9OExkwx/IWvWlPJxooeR5V9GuUb/9N9hd6XTbHFnxZGk3JZdp31gyaQydla6mwGSyndeT1WCqshgEIh+V09DH5q9E6+rcQ+t0oEay3fe84NkOuzZmctqFTqsfAF96CyICzvG2j0BxvOFiXcUoe78jgiz1sLwBZadbfW5HSbTvHJYuIiIiIejkzwZLr0o/ULUowcM3WnClozhtMviX3ZkS58lyG7DHjas/MytofjBpPlo9aA1vH7KMl46oHy2advhEcecxMSomw9vIMd5usjZucvrc9Zwk6U5szWYMtpXq0+0R4p5JwfxXaRt3nut9iIXyVWmbUqezdmiXN8e6ekAKQXRpj5buxFBEREdEBz6xWLMGQ6QBUgr+FLIGrAzWgLSuilg3K92DQ+u3foGLrLyHHdmZ+oUgAkg+SHkSqZQdBjnzl/npLZlZIMiD5IalxM5jJVnIspEAyMDX+NYJEp+VyMpAS7drLXTKuObNli93vYIUPuzXDRtIz76Wy5EvbyP90P1+sQb3PpSuzGzkISdF/V6mBKgNXIiIiopxYG5sqNWMZwBZY6R39bM2ZHCSqRqB9+G1IVI7I+3BEsAEiWA8p8nnmF6pxwOczM65qaGDmwDWVHALQZsm4ZskeWzKuZpBrljn49Mfzl3HNjSXAdMoWO4gc9L/tQa7jeVAaDYhEsB6JYL3Lk5bfSY7L+ggpmDwv0kqwc/+7ISIiIurVpGRj0/Cwmwo7FirFwLVzWbVE1RF5HkiSkAJZ565KIg6BMjOITAsC9WVunN8sQ0ghbVEc431eAtdEFGVf/Lf5s5slumbpdK4Z1zwFrrbmTN6aBsUaT89pu6VKijclv/bayMtg6+7MDCsRERFRl3RiCUnqPiUXuLp1FS4oL2UDRhBizDdNnYPoq4CktLm8WYbwhfTXaR2SJaGgffidkON7nXcn+YG97yAYU6C2/NM+TkkCIHme82tkXJG3UmFL9i+fk91LpFQ4k8iguSjb8Vin3mvrHOzxhgARERERORPmNaso6DhIU/pX+kXAae3RNHrAmsy4pgauGdbslKT0+aWqgkTVCMTrjnV5TzL7aDSOso1T8sFrV+H8lwpbuGR9hVspbaZN9UDGNVE5AsLvbX3Vzoj1PwMtR/4BsYZpiNe6/G7d2JZIYuBKRERE1DX6EpLMuBaFksu4FmU5qIelRkJ7XkC0YVoy45oSiGZsfCQSUPp8F/7WjWaTHRHok2VMyV+t2fHYmhmW/DnMcTUa/uQ/cDW2bdVy1B8793vuhvGlaj/8zm7fB/xViBz8w5zfZrsxoZ8n7cPvhKQ05WlgRERERL2IuRIHA9diUHqBaye6Cnc3L9mt4K5n4Gv/BLG+JwAAlNpxUMKbIeBDoOlNx2ym8NdAUlogKe2I9TsVamgAlOqxUIMNUGr+LfOYrIGfGbha5kBKcm7L4chlnhsp5cRpbnAnM7sH4uLQbSPvzZyNt3LIuCaq8t+QjIiIiKh3MIpTGbgWg9IrFS7GeYweMq4AIKkdkPR5pcJXifAh1yeX6HFopiMCtcZXgCRBqTkakCTE+54A4a/OsjOHdU5tGVdfTs2ZuisojPU7JW/bOhADV7V8qOeyaXspOBfKJiIiIuoSZlyLShFGgdkUYcbV43qbQq4A1Jj2tbmmakD/Pr00NrWBU06cSm1T5rgG97yIqo+vy76tRDj3NUW96sJ2Y/2mIFZ/UvKBfDZ6KkWWmx/sKkxERETUVUaoxOZMxaD0SoWLMePqMUgQctBhTVWdY+Da+UBMOHU6Ts24ApA7vsi6LS3jmqeOwnkUGXwxACDQ8h6k+L4Cj6bwbL9zBq5EREREXaKGGvV/BxV4JASUYuBajBlXuczbC431XiU5GaiqEW0bToFhV5Y0cSwVtsxxhc/zkZTUaNeyv92sbeQ9kJSWQg+j8KzBqlR8fydEREREpUSpORrtw+9AopI9Q4pByQWuoggvyN0C17aRSyDHdqLis3u0BySfNsfVEpCaS9U4BK5dKvd0KhVO6Sqc3JHIGOhIagQiUNf5sTjoGHI51GBjXrYl/DUQ/pq8bKuUCc5rJSIiIsqrRNXIQg+BdEVYd5tNEQauPufAVS0fDLXs4OTrJD+gxiBk61I1RsbVoXNsV+ZsOpYeWwNXy3FUw+lvj+5E2VfLtaBWjUFI+S09jddPQqJ6dF632etx7VYiIiIiOkCVXuBalHNck2W0sX4n256yZcHkACDito6vStW3AcCxBMHLMjtunOe4Bhyfl4wlaUQCoR2PQYo3oWLb/QjuWgs5sl0vFWZQVOy6MieaiIiIiKiYlVypcDHG2tagLtr/TAT3vJR80tbJV4YkFFswG687DkrN0c5zSPM8x9W+RIol46o3jPKFtyK0czX87Z8km0gBWidkNvspfnnOihMRERERFYsSDFyLsFTYOsc1ZZ6hNUgN7P0LAEAtO8jyeklbk1Wkt9nuUgbNMXB1PnaSGocAIPRsti/8mdlFDUJoc1wZuBY9Wyk4EREREdEBpPjSl1kV4ZCt62emrkvq0DDHsYmOU1DZhWBRZC2ptgTKenZVEgn9gYT5vJQIa4suM3AtfvwdEREREdEBqgijwMyyB2Q9L1PG1bG7r8dMape6xBoZVw9zU5NzXPV/1TjkyNcAgLIdy7WnGBQVPXYVJiIiIqIDVfFFgVkVX6lwxvUznTKpXueudqUhkh64Oq4PC0CyZVwV+7+Wr33hz7Rv2Zyp+LE5ExEREREdoEpvUlwxBlA5ri3rNWtsdP5N7VTs7b16ptfDviS1A/79bzLwKXGiK828iIiIiIiKWOkFriWo/bCbUbnlLvN7Sage3ymhZcxjzuXGWd/q/Vdb9uUjkKM7EGs4zX1z5vxXKlqy83rCRERERESlrvQCV2s5a5FqG7EYcnyv+X2i+qiUVzgHgUqf70L4KhDY96r2gCQDne0Uqwe7AhKiB1+c7BLsQI7u0L6wLoGTioFr8dPPFTU0sMADISIiIiLKrxIMXIszgGr99lJIahQAoFYcChWHur/Y5WcIH/pTAEgGrl2Yz2uUGUsQiDVM8fQeKdHhvj1/TafHQj2nbeS9EIG6Qg+DiIiIiCivSi5wLdaSVRGsR/pKrG4v9l4q3GnGXGCH9WH1J9L3lgg7vzJQh3jd9zs/FuoxavnQQg+BiIiIiCjvSq6rsOjMfM8iI3wV3l7YhWZJyUY9LkGyQ0DrFrjG+h6fcwMqIiIiIiKifCm5wDU6cE6hh9A5lmZJSs13PL1F5NBgKY0R9HrO7gJSot1lW+WdHwcREREREVEXlVypsPDXAKrnotyi0XLkHwAAvsgXSFQc5u1NXQhck+uuOh8rp6BYUp3nuAofA1ciIiIiIiqcbs24trW14fTTT8eXX34JAHjjjTcwffp0TJ48Gffdd1937rr4+MoAXxkSlcO9l912JeNqlAq7ZVwd1sOVlGTGNdZvsrl/wWVWiIiIiIiogLotcH3//fdx7rnnYtu2bQCASCSCm266CQ899BDWrVuHjRs34tVXX828kV6uS6XC5ntdstOSw/xZNQIAiPU7BZFBc2HMj2XGlYiIiIiICqnbAtcnn3wSCxcuRGOjtn7ohg0bMHToUAwePBh+vx/Tp0/H888/3127PzB0Y6lwvG6C8xvlECKDLwV8FclsLTOuRERERERUQN02x3XRokW273ft2oWGhgbz+8bGRuzcuTPn7dbXV3V5bEUvFACEQKi+D1BT3bltdPQFPgPKgjLKGhy20e9MYPhpwN8uAiwlwvCXocF4fVA7PUL9+gF9OjmOItPgdCzIFY+XNzxO3vFYecPjlBseL+94rLzhccoNj1d2PEZd12PNmYTT8iudWGJl7942qCXYnCkXNXEJUONoa4pCjbZ2ahtSLIp+AKLRGFp2u2+jOiYgKUrygViz+fqamPZ4W3MCaqxz4ygmDQ3V2J3hWJAdj5c3PE7e8Vh5w+OUGx4v73isvOFxyg2PV3Y8Rt7JsuSaqOyx5XD69++PPXv2mN/v2rXLLCMmO3Ot2i4th5OlOZP5uuxrxQouh0NERERERAXUY4HrmDFjsHXrVmzfvh2JRALPPPMMjj/++J7afWnRA9euNGcSkrd1XIVTk6ZUPs5xJSIiIiKiwumxUuFQKITFixdj/vz5iEajOOGEE3Dqqaf21O5LixGw5iHjmigfmmVfPtenRKAOUnw/l8MhIiIiIqKC6vbA9eWXXza/njBhAtasWdPduyx9ZjCZpcw34zZkYMwihCP1GV+WKePadvhd8LdudFzzlYiIiIiIqKf0WKkweRcZ8AMAgPB1sftY3VEQ/prMr8mQ1RXBBsTrJ3ZtDERERERERF3UY6XC5F28/iTE60/qmZ3JPAWIiIiIiKi4MePayxkNoNRQf+37QJ9CDoeIiIiIiCgN0229nR64xmuPRaxhqjY3loiIiIiIqIgwcO3tjEZQcoDZViIiIiIiKkpMr/V6EoCurRlLRERERETUnRi4kibDeq5ERERERESFxMC115P0f5hxJSIiIiKi4sTAtbeTWCpMRERERETFjYEraVgqTERERERERYqBay8nWCpMRERERERFjoFrbyeXaf8KpbDjICIiIiIicsHAtZcT/hoAgKS0FHgkREREREREzhi49nJqoB4AIIlEgUdCRERERETkjBMbe7lYv8mQEm2INkwr9FCIiIiIiIgcMXDt7WQ/ogPnFHoURERERERErlgqTEREREREREWNgSsREREREREVNQauREREREREVNQYuBIREREREVFRY+BKRERERERERY2BKxERERERERU1Bq5ERERERERU1Bi4EhERERERUVFj4EpERERERERFjYErERERERERFTUGrkRERERERFTUGLgSERERERFRUfMXegC5kmWp0EMoKTxedjweueHx8obHyTseK294nHLD4+Udj5U3PE654fHKjsfIm0zHSRJCiB4cCxEREREREVFOWCpMRERERERERY2BKxERERERERU1Bq5ERERERERU1Bi4EhERERERUVFj4EpERERERERFjYErERERERERFTUGrkRERERERFTUGLgSERERERFRUWPgSkREREREREWtKAPXlStXYsGCBYUeRlH78ssvMXr0aMycOdP2v6+//trx9Q888AAeeOCBHh5lz/ryyy8xYsQI3HrrrbbHP/roI4wYMQIrV64s0MiK3yeffIIRI0bghRdeKPRQigbPp67h57h32Y7VggULev35xs8ob55//nmceeaZmDFjBqZPn46HH3640EMqWu3t7bj99ttxyimnYMaMGZg7dy7efPNN19e3trbiyiuv7MERFgfjv4Wvv/667fFJkybhyy+/LNCoikvqNfmUKVNwzTXXYM+ePYUe2gHHX+gBUOc1Njbi6aefLvQwikptbS3++te/IpFIwOfzAQDWrVuHvn37FnhkxW3lypWYMmUKHn/8cUyZMqXQwykaPJ+IigM/o7LbuXMn7r77bqxcuRJ1dXVob2/H+eefj0MOOQQnnXRSoYdXVIQQuPzyyzFq1Cg8++yzCAaD+PDDD3HZZZdhyZIlGDduXNp7mpub8fHHHxdgtIUXCARwyy23YM2aNaiqqir0cIqS9ZpcCIFf/vKXuOaaa/DYY48VeGQHlqLMuBrefvttnHvuuZg1axYmTZqE5557DoB29/muu+7Cueeei0mTJuGpp54q8EiLx549e3DllVfizDPPxOzZs/HGG2+Yz23YsAFnnXUWpk2bhkceeaSAo+w+lZWVGDVqFN555x3zsddffx3HHnssAODRRx/FWWedhdNPPx3Tp0/Hp59+CkC7c/jjH/8YU6ZMwd69ewsy9kJRFAVr1qzBT37yE3z44Yf4/PPPAWjH5K677sIZZ5yBM844Ax9++CEA4Pzzz8fVV1+NKVOm4KOPPirk0LtdZ86nN998E+ecc475+lWrVmHhwoU9PvZicf755+Ott94CoN2VnjRpEgB+jjtxO1a9XabPKCPj89Zbb+H8888HoGVnzzzzTMycORN33nknTjnllIKNvSft378f8XgckUgEgPb5tXjxYhx22GHYsGGDeT110UUX4YsvvgCgnXMLFy7ErFmzMHXqVKxfv76QP0KPefvtt7Fjxw787Gc/QzAYBAAcccQRuOKKK/DQQw/ho48+wllnnYXp06dj3rx5+Oabb3DXXXdh165duOqqqwo8+p7X2NiIY489FnfffXfac7/97W8xdepUTJ8+HYsXL0YikcAvfvEL/P73vzdfc8011+DFF1/sySEXlCRJmD9/PjZv3oyPP/4Y//Vf/4VZs2ZhxowZuOeeeyCEAAD88Y9/xJQpUzB16lTce++9BR51aSjqwPXRRx/FXXfdhVWrVmHRokV46KGHzOe++eYbPPbYY1i6dCnuueeeAo6ycHbt2mUrE3744YexaNEizJ49GytXrsTSpUtx6623oq2tDQCwe/duPPLII3jiiSfwpz/96YANOk477TSznGzDhg0YMWIEAoEA2tra8NJLL2H58uV45plncPLJJ9vuhB1//PF44YUXUF9fX6ihF8Rf/vIXDBo0CIcccghOPvlkPP744+ZztbW1WL16Na655hrceOON5uNGyd6oUaMKMeQelev5NH78eOzevdu8uF61ahXOPPPMQv4IRYuf4+RFps8oJwsWLMC1116Lp59+GoMHD0YikeihkRbWyJEjcdJJJ+Hkk0/GD37wA9x7771QVRUDBw7EzTffjCVLlmDVqlW48MILccstt5jvi8ViWLVqFZYsWYIFCxYgFosV8KfoGR988AFGjx4NSZJsj3/3u9/FBx98gOuvvx5XXnkl1q5di6lTp+KRRx7BzTffjMbGRvzmN78p0KgLa8GCBVi/fr2tZPjVV1/Fyy+/jJUrV2LVqlXYvn07Hn/8ccycORPPPvssAKCtrQ3/+Mc/cOKJJxZo5IURDAYxdOhQfPzxx9i4cSNWrFiB1atXY+fOnVizZg02bNiAxx57DCtWrMCaNWvwr3/9Cxs3biz0sIteUZcK33vvvXjllVfw/PPP4/3330d7e7v53Pe+9z1IkoTDDz8cTU1NhRtkATmVCo8bNw6fffYZfv3rXwPQ7lQbd1anTp2KiooKAMDEiRPx9ttvH5CBx8SJE3H//fdDVVU899xzOO2007Bu3TpUVVVhyZIlePbZZ7Ft2zb89a9/tf38Y8aMKeCoC2flypU4/fTTAWjnyPXXX48f//jHAIA5c+YA0DIbCxYswL59+wAARx11VEHGWgi5nk+SJGHWrFlYs2YNzjzzTOzdu7fXnlvZ8HOcvMj0GZWqqakJX331FU444QQAwOzZs7Fs2bKeGmrB3X777bjyyiuxfv16rF+/HnPmzMFll12GL774AldccYX5OuOGNpD8nB81ahQaGhqwadMmHHnkkT0+9p4kSZLjDY14PI5EIoHdu3dj4sSJAIC5c+cCQK+fz1lVVYU777zTLBkGtEqHadOmoaysDID297Z69Wqcd955iMVi2L59O9577z1MnDjRzGz3JpIkYdmyZdi3b595AzsSiWDQoEHYs2cPJk6ciOrqagBa9pWyK5rA9e9//zsGDx6M/v37QwgBn8+HuXPnYty4cRg3bhwmTJiA66+/3nx9KBQCgLS7Zb2dqqp45JFHUFtbC0Cb89KvXz+89NJL8PuTv24hhO37A0lVVRVGjhyJd999F3/7299w3XXXYd26dfj6669x9tlnY968eTj++OPRr18/W9bZOKd6k7179+K1117Dxo0bsWzZMggh0NLSYpb0WM8RVVXNeZ7Gf6R6g86cT7NmzcIll1yCYDCImTNnFvgn6DlOn+MAzLIoRVFsr+/Nn+O5HqveKttnVOrx8vl85mO9zV/+8heEw2FMnToVs2fPxuzZs/Hkk09i7dq1OPjgg80b3YlEwtY0xjj3AO1z/kC9NrAaM2YMli9fjng8jkAgYD7+z3/+E0cddRQ2bdpkPhaNRrFr165e+TmV6vvf/76tZFhV1bTXGH+LM2bMwLp16/Dee+/h0ksv7dFxFoNYLIatW7di3LhxmD59Oi688EIAQEtLC3w+H1asWGF7/c6dO1FeXo6amppCDLdkFE2p8FNPPYWXXnoJALBp0yYMHjwY27Ztw7XXXosTTjgBr7/+eq8p9+mK8ePHm+WvW7ZswYwZM9DR0QEAeOGFFxCLxdDc3IxXXnkF48ePL+RQu9Vpp52GJUuWYPTo0eZ/hCsqKjB06FBccMEFGDNmDF577bVef06tWbMG48ePx2uvvYaXX34Zr7zyCi6//HI88cQTAGCW+vzP//wPhg0bhj59+hRyuAWT6/l00EEHYcCAAWbJVG/h9DleV1eHLVu2AID5HPFYeZXpM8p6vP785z8DAKqrqzFkyBC8+uqrAIC1a9cWbOw9raysDEuWLDEzg0IIbNmyBWPHjkVzczP+/ve/A9DOPWsiYN26dQC08tmWlhYcfvjhPT/4HnbMMcfgsMMOw89//nPE43EAwMaNG7F06VJcffXVGDBggFkS+/TTT+NXv/oV/H4/byghWTK8a9cujB8/Hs8++ywikQgURcFTTz1lXltOnz4d69atw/bt23HMMccUeNQ9S1VVPPDAAxgzZgxmz56Np59+Gu3t7VAUBVdddRVeeOEFHHPMMXjttdfMx6+77jqWCntQNLfVLrvsMtxwww149NFHMWDAANx///1oamrCtGnTUFVVhbFjxyISiSAcDhd6qEXt5ptvxq233orp06cDAO655x6zA9ygQYNwzjnnIBqN4kc/+hGGDRtWyKF2q4kTJ+I//uM/cO2115qPBQIBqKqKqVOnIhgM4qijjsLmzZsLOMrCW7lyJX7yk5/YHps7dy4efvhhVFVV4R//+AdWrFiB8vJyLF68uECjLLzOnE9Tp07Fiy++iP79+xdiyAXh9Dm+fft2LFiwAE899RQ7m1rwWHmT6TPqhhtuwKJFi/Dggw/i+9//vvn83XffjZtuugn3338/RowY0WsqRMaPH4+rr74al19+uRmMHXfccZg/fz4mTZqERYsWIRqNoqqqytZk54svvsCsWbMAAPfdd58tA3sge/DBB3Hffffh9NNPh8/nQ58+fXDvvfdi3LhxuPfee3HbbbfhnnvuQV1dnfnvoEGDcP7552P58uWFHn7BGCXDF198MU488US0tLRg9uzZUBQFxx13HObNmwcAGDhwIOrq6jB27Nheka02+s4AWuA6atQoLFmyBLW1tfj4448xZ84cJBIJHHfccZg1axYkScK8efNwzjnnQFVVnHLKKWbjR3Inid5aU0NEGU2aNAnLli3DwQcfXOihlBxFUXDDDTfg1FNPxeTJkws9HKJe5cEHH8ScOXPQ2NiIF198EWvXrj3g1zHvLKNLvNPyL0RExaZoMq5ERAcCIQSOO+44HHvssTj55JMLPRyiXmfQoEG46KKL4Pf7UVNTg0WLFhV6SERElAfMuBIREREREVFRK5rmTEREREREREROCh64Pvjgg5g2bRqmTZtmLkD/xhtvYPr06Zg8eTLuu+++tPfceOONWLlypfn9hg0bMHv2bEyfPh0/+tGPsHv37h4bPxEREREREXWvggaub7zxBtavX49Vq1Zh9erV+Ne//oVnnnkGN910Ex566CGsW7cOGzduNNva79y5E5dffjmef/55cxtCCFxzzTX46U9/irVr12LmzJm45ZZbCvUjERERERERUZ4VNHBtaGjAggULEAwGEQgEMGzYMGzbtg1Dhw7F4MGD4ff7MX36dDNQXbt2LU466SScdtpp5jb279+PSCRirhs1ceJErF+/HrFYrCA/ExEREREREeVXQQPX4cOHY+zYsQCAbdu2Yd26dZAkCQ0NDeZrGhsbsXPnTgDAJZdcgrPOOsu2jbq6OlRUVGD9+vUAgGeffRbxeBz79+/vmR+CiIiIiIiIulXB57gCwObNm3HRRRfhxhtvxJAhQ9Kez7RwsSRJ+PWvf43f/e53OOOMM9Da2ora2loEAoHuHDIRERERERH1kIIHru+++y4uuOACXHfddZg1axb69++PPXv2mM/v2rULjY2NGbfh9/uxfPlyrF69GrNmzYKqqqitre3mkRMREREREVFPKGjg+vXXX+Oqq67Cf/7nf2LatGkAgDFjxmDr1q3Yvn07EokEnnnmGRx//PEZt3PTTTdhw4YNAIA//OEPOPXUUyHLBY/JiYiIiIiIKA/8hdz573//e0SjUSxevNh87JxzzsHixYsxf/58RKNRnHDCCTj11FMzbue2227DwoUL0dHRgREjRmDRokXdPXQiIiIiIiLqIZIQQhR6EERERERERERuWE9LRERERERERY2BKxERERERERU1Bq5ERERERERU1Bi4EhERERERUVFj4EpERERERERFjYErERFRD7vooouwb98+XHrppdiyZUuhh0NERFT0uBwOERFRDxsxYgTefPNN9O3bt9BDISIiKgn+Qg+AiIioN/nZz34GAPjhD3+ILVu24Mknn0Q4HMYvf/lLNDY2YvPmzSgvL8f8+fOxfPlybN26FZMnT8ZNN90EAHj55ZexdOlSxONxlJWV4cYbb8TRRx9dyB+JiIio2zHjSkRE1MOMjOsPfvAD/OpXv0I4HMaFF16IFStW4IgjjsAll1yCtrY2LFu2DG1tbTj++OPx5z//GR0dHZg/fz6WLVuGuro6bN68GRdeeCFefPFFVFRUFPrHIiIi6jbMuBIRERWBgw8+GEcccQQAYMiQIaiurkYwGETfvn1RWVmJ5uZmvPPOO9i1axcuuOAC832SJOHzzz/HyJEjCzRyIiKi7sfAlYiIqAgEg0Hb935/+n+iVVXFhAkTcP/995uPff3112hsbOzu4RERERUUuwoTERH1MJ/PB0VRcn7f+PHj8frrr+PTTz8FALz66quYMWMGotFovodIRERUVJhxJSIi6mGnnHIK5s6di/b29pzeN3z4cNxxxx3493//dwgh4Pf7sXTpUs5vJSKiAx6bMxEREREREVFRY6kwERERERERFTUGrkRERERERFTUGLgSERERERFRUWPgSkREREREREWNgSsREREREREVNQauREREREREVNQYuBIREREREVFR+/8GigWSLpGdIAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"customer = 20\n",
"\n",
"_ = consumptions.loc[:, customer].plot(color='b', alpha=0.7, ylabel='energy consumption in kWh per hour',\n",
" title='Consumption of Customer #' + str(customer))\n",
"plt.show()\n",
"\n",
"_ = weather.loc[:, customer].plot(color='orange', alpha=0.7, ylabel='outside temperature in °C',\n",
" title='Weather (Outside Temperature) of Customer #' + str(customer))\n",
"plt.show()\n",
"\n",
"_ = consumptions_daily_mean.loc[:, customer].plot(color='b', alpha=0.7, \n",
" ylabel='energy consumption in kWh per hour',\n",
" title='Daily Mean Consumption of Customer #' + str(customer))\n",
"plt.show()\n",
"\n",
"_ = weather_daily_mean.loc[:, customer].plot(color='orange', alpha=0.7, ylabel='outside temperature in °C',\n",
" title='Weather (Outside Temperature) of Customer #' + str(customer))\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}