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@alvations
Created December 11, 2019 21:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from collections import Counter, OrderedDict\n",
"\n",
"from lazyme import find_files\n",
"import swifter\n",
"import pandas as pd\n",
"\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"column_names = \"url1 url2 src trg hunalign zipporah bicleaner evaluation comments\".split()\n",
"\n",
"dfs = []\n",
"for filename in sorted(set(find_files('.', 'sorted.*'))):\n",
" trg_lang = filename[-2:]\n",
" df = pd.read_csv(filename, sep='\\t', names=column_names, quotechar=\"\\0\")\n",
" df['trg_lang'] = trg_lang\n",
" df['line_num'] = np.arange(len(df))\n",
" dfs.append(df)\n",
" \n",
"df_all = pd.concat(dfs)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>url1</th>\n",
" <th>url2</th>\n",
" <th>src</th>\n",
" <th>trg</th>\n",
" <th>hunalign</th>\n",
" <th>zipporah</th>\n",
" <th>bicleaner</th>\n",
" <th>evaluation</th>\n",
" <th>comments</th>\n",
" <th>trg_lang</th>\n",
" <th>line_num</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>http://photo-forum.net/en/index.php?APP_ACTION...</td>\n",
" <td>http://photo-forum.net/bg/index.php?APP_ACTION...</td>\n",
" <td>The unauthorized use of the photos is illegal....</td>\n",
" <td>Снимките в този сайт са със запазени авторски ...</td>\n",
" <td>1.340220</td>\n",
" <td>-10.653994</td>\n",
" <td>0.500189</td>\n",
" <td>L</td>\n",
" <td>NaN</td>\n",
" <td>bg</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>http://wildlifevideos.eu/videos.php?l=en&amp;pageN...</td>\n",
" <td>http://wildlifevideos.eu/videos.php?l=bg&amp;pageN...</td>\n",
" <td>№ 354 / Whiskered Tern, Add to Shopping Cart</td>\n",
" <td>№ 189 / Горска чучулига, Добави в количката</td>\n",
" <td>0.669231</td>\n",
" <td>-13.256839</td>\n",
" <td>0.500231</td>\n",
" <td>A</td>\n",
" <td>NaN</td>\n",
" <td>bg</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>http://hitrini.com/en/brand/5/rainbow-dust.htm...</td>\n",
" <td>http://hitrini.com/brand/5/rainbow-dust.html?C...</td>\n",
" <td>Sugarflair paste colours +</td>\n",
" <td>Гелови бои Sugarflair +</td>\n",
" <td>1.425000</td>\n",
" <td>-55.337337</td>\n",
" <td>0.500245</td>\n",
" <td>V</td>\n",
" <td>NaN</td>\n",
" <td>bg</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>http://freerecipes.eu/aa/search-free-recipes/s...</td>\n",
" <td>http://freerecipes.eu/bg/search-free-recipes/o...</td>\n",
" <td>Currently listing 574 recipes in 48 categories!</td>\n",
" <td>Налични 389 рецепти в 45 категории!</td>\n",
" <td>0.582143</td>\n",
" <td>-6.063202</td>\n",
" <td>0.500836</td>\n",
" <td>A</td>\n",
" <td>NaN</td>\n",
" <td>bg</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>http://askwomenonline.org/lt/page/23/</td>\n",
" <td>http://askwomenonline.org/bg/moms-health-bg/pa...</td>\n",
" <td>1. Painful Latching Moments:</td>\n",
" <td>1. Неправилни, болезнено, или отсъства Периоди</td>\n",
" <td>4.831320</td>\n",
" <td>-3.302734</td>\n",
" <td>0.500941</td>\n",
" <td>A</td>\n",
" <td>NaN</td>\n",
" <td>bg</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" url1 \\\n",
"0 http://photo-forum.net/en/index.php?APP_ACTION... \n",
"1 http://wildlifevideos.eu/videos.php?l=en&pageN... \n",
"2 http://hitrini.com/en/brand/5/rainbow-dust.htm... \n",
"3 http://freerecipes.eu/aa/search-free-recipes/s... \n",
"4 http://askwomenonline.org/lt/page/23/ \n",
"\n",
" url2 \\\n",
"0 http://photo-forum.net/bg/index.php?APP_ACTION... \n",
"1 http://wildlifevideos.eu/videos.php?l=bg&pageN... \n",
"2 http://hitrini.com/brand/5/rainbow-dust.html?C... \n",
"3 http://freerecipes.eu/bg/search-free-recipes/o... \n",
"4 http://askwomenonline.org/bg/moms-health-bg/pa... \n",
"\n",
" src \\\n",
"0 The unauthorized use of the photos is illegal.... \n",
"1 № 354 / Whiskered Tern, Add to Shopping Cart \n",
"2 Sugarflair paste colours + \n",
"3 Currently listing 574 recipes in 48 categories! \n",
"4 1. Painful Latching Moments: \n",
"\n",
" trg hunalign zipporah \\\n",
"0 Снимките в този сайт са със запазени авторски ... 1.340220 -10.653994 \n",
"1 № 189 / Горска чучулига, Добави в количката 0.669231 -13.256839 \n",
"2 Гелови бои Sugarflair + 1.425000 -55.337337 \n",
"3 Налични 389 рецепти в 45 категории! 0.582143 -6.063202 \n",
"4 1. Неправилни, болезнено, или отсъства Периоди 4.831320 -3.302734 \n",
"\n",
" bicleaner evaluation comments trg_lang line_num \n",
"0 0.500189 L NaN bg 0 \n",
"1 0.500231 A NaN bg 1 \n",
"2 0.500245 V NaN bg 2 \n",
"3 0.500836 A NaN bg 3 \n",
"4 0.500941 A NaN bg 4 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_all.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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xwXc8wKzm3jOWt9R+9zMnlJRJ9ao4i+kWQA0WFx+NzsysiV+cu7LnRsl+p4wrMZNNV0cMtdFbK/7p5Jbaj//8eSVlYta5PrugtW/kX56x6X4jf/RT9xRuO/HsN5SYSf/wUBtmZpZrUG9BWHva75IDW2r/i2OuLymTzvO+i65rqf1/HDe9pExsU+AtCDMzy+UCYWZmubyLycza1qUXrm6p/dGzckfosV7yFoSZmeVygTAzs1wuEGZmlssFwszMcvkg9QC7/hvvban9gZ/8eUmZmJk15y0IMzPL5QJhZma5XCDMzCyXC4SZmeVygTAzs1wuEGZmlsunuZptgqZfdHnhttcdd0SJmVgn8xaEmZnlcoEwM7NcLhBmZpbLxyCso7zn4k8Xbnvjh/+5xEzMNn3egjAzs1wuEGZmlssFwszMcrlAmJlZLhcIMzPL5bOYzKyQQ+ff1lL7/ztzakmZ2EDxFoSZmeVygTAzs1wuEGZmlssFwszMcrlAmJlZLhcIMzPL5QJhZma52qpASJou6X5JD0o6rep8zMwGs7YpEJI2A74DHATsDhwpafdqszIzG7wUEVXnAICktwNzI+LAdHsOQESc1aD9uSNHjjx56tSpPL9sReF+hu00fsP0c8sebCnHzXfaZcP004/cWThuZNceG6Yff7R4HMB2EzfGrln+u8JxO0zYc8P0YyvuaKnPHce/acP0I4+1Ftu1Yxb70MrW4nYet7HP361u7THac8zGx+h3qx9qIW7njXGrHmmtz7FddbHFX397jt34+rtz1cqW+txj7Li62DUtxO2wYfquVY+31OdfjN1uw/Tdq9a3FPvGsVsBsGTVcy3FTR67+Ybp1Sufbyl2zLhhG6afXF48dtSEjXHPLm0t3xGTNub73EPPFI7bfOctN8YtebKlPjefPGrD9PNL1xaOGzZpNAA333zzmogY01P7dioQhwHTI+Lv0u1jgbdFxInd2s0GZgMTgdcCf2qwyqHAC71Mp7exVfTZl1j32Vl99iXWfXZWnz3FDomI4T2uISLa4g84DLig7vaxwL/0YX2LBzq2ij43tXzdZ3vGus/O6rOvsbW/tjkGAawg2yqomZDmmZlZBdqpQPwG2FXSZEnDgA8BP6k4JzOzQatthvuOiBclnQhcD2wGfC8i7unDKudVEFtFn32JdZ+d1WdfYt1nZ/XZ11igjQ5Sm5lZe2mnXUxmZtZGXCDMzCzXJl0gJC2VdEwb5DFBUkiaNJCxOeuaL+mCvq6nv0naTtL1ktZJWiLpaUk7thjX2vUuW8+x5ddSf77+JP1M0md6EbdI0ucGKq4MkuZKunGgYweKpEnpPT6hD+sISfv0Z15FbNIFwqpXsCj9PTASeG1ETI6IkRHxWIHV18d19AWOI+KgiPg69P7DoKoPkXbNo5lNobC0AxcIGwhTgPsi4sX+ipM0tF8y64Uq+7aBN5if704oEFMk3ZJ2WyyW9BbInlRJ50haI2mVpM+kUWJn1gdLGinpbEkPS1ov6V5J75L0IUn3pXmrJS2oixkr6Sdp18cfgOl1y/aXdKukJyStlfRDSTsUiU3LT5B0d1p+u6T3dls+IuW7RNLjkq6TtAtNNItpdj97ik+7RI4GZqTH/2llgy7Wx14LzKhrs6DI5nZO3M2SXpR0rKSHgVcNKpQe22trj62kWamvST09L0mXpIWpv7slvSOtd76kS9P/x4FvFYx5xZaVmuySUtrlI6k24NbP0zoL7TLsQ9yVks7tNm+mpIckqS7vz0m6Ka37Lkl7SDoyvafWSbpA0pBGeaR1nJ73WBXIcamkM5TzPu9NnKQjgNOBfetet1Ny4m6S9DTwQUkfVTbS9DpJ/y3pXQ36PCm9T9ZLWiHpKzltpkj6vaQv9ia+SEyR57WQvv4Uu8o/YCnwGDAVGAacBqwFtgbOAH5P9i10ONmb+gVgZrd1XA78CpgMCNgF2CO13S+12RJ4V13MQuDHwDbAWOAWIIBJwD7AW8h+YzIW+CVwWcHYE4AHgT3JivfBwNPALnXxlwI/Bcak+/zFdD+HAvOpG66kQMw2ze5nX/rsFr+hTbqfAUwo8PzWx+2b4i5LeY/Iab8Q+FF6/ncAFrXwvCxNj/0byH6Hcw7wQF0ezwNHpGUjCsZc0C2/pcAxDe7rIuBzaTqAfQq+B/oUl15ja4ChdctuBj7fLe8HgP+TnvNLgIfIzrPfEuhK6zi6UR49PFZzgRt7+T5vGNvHuEeBN5N9JhwJ/BF4W3r9zAKeAXbqFvc64FngDen2KGBv6l7zwNvJRoiYmdNvbnyz57ZJnz0+r4VeJ600bre/9ET+U91tAY8AR6UX4/F1y4YDz9U/MWQfIlF7cOvmj0gP+j8A23VbNj7F7Fw374A0b1JOjn8NrCkSC9wNfLhb/LVs/ADYPrXtqlv+GmAd2QfgfF79odQs5i8b3c+C8bl95qxjQxv6XiC6GrSdkJZPqZu3f5Hnpe619Om6229IsdukPH7R4PXXLGZTKBCbkX2IfiDN3xl4EZjY5H4enPoaXTfvCuCcRnn08FjNpecC0eh93jC2j3Fn1N3+OfDlbm3+C5jTbd4UssFDDwdG1s2flO7rKcAq4D0N+s2Nb/bcNumzx+e1yF8n7GJaWpuI7JF4hOzDYjywrG7Zn8i+PdSblP7/oX5mRDxL9iaYDjwk6TZJR6XFtV0jy+pCltQmJE1VdubNKklPkX3jHV0klmwr5juSnqz9Ae9O96W2HODOuuWPk32rqx/Hql6zmPFN7meR+EZ9luVlsm92eWqPUf243Rse5x6el5r68bdr4zZvlf4vbdBvs5i2FxEvARcDx6VZM4GFEdH9ca6/n88CL0XE2m7zerrffXmsltYmur3PS48je50v6bb8Ibq9/iPiYbJdricAj6VdW/W7iE8DrouI3IPjBeILx7TwvDbVCQViUm0i7VvrApaTbcbtVLdsOK/+QFia/u/afaURsSgiDiH7Bv0l4BJJO7NxAMGd6ppPqpv+IfBb4HURsTXZ5mlNT7HLyLZ6RtX9jYyIj9YtB9i1W5sREXFZ9/tQJKbJ/SwUT/ahPVAivcnz1B7brrp59dPNnpciWr2f68l2vwAgaQjZFmsRje5jWXHzgemSxgEfBi7q5Xr6mkczk2oT3d7nvY3r6fmsX/4or3yfQvbN/VUfthFxdUQcQPZ+ugK4hmyPBGRbrVMlfbfRcYC8eEkj8toWiJlPH5/XTigQx0vaS9mZBp8mezL+A/g+8Gllg/9tAZxFt/sbEWuAq4B/VXYgU8oOvr5N0gclbZMqce1qHi9FxHKyzfOvS9pa0hiy4x01W5PtflkvqYvsW0Otv55izwHmSnpTymW4pH0k7VaX7w9SvuMBJI2S9AFJI/MenB5idmp0PwvGjyTbZJ4iqdLXUt1j+1VJW0kaTbYLpabh81KS24D90+tvc+DLZFtdRawi50tLWXER8XtgMXAh2Tf6H/ei7z7n0YNG7/Pexq0iO8FgWNPozHzgI5LequxA/HHAm8jeFxtIer2yyyaPIDu2t46sWNaKzSrgr4BpwPfTl4ZW4l+lWUx/PK+dUCDmkR2AfoLsIOL7ImIdWUG4Afg12ZbCSrJ9ct0vF3U8cAfZAZz1ZBV/GPAxYKmk9WSXQp0REUtTzFHA5mTfIH5FtilXMxv4u7Suq4Eru/XXMDYi/h34Olmlf4Jsc/jzvPKD5QTgfmBRyu0u4G9p/q2tUcyLPdzPIn1eQPZN+X/SLqjNqM5RZB8Ay4H/z8bH/jl6fl7626VkoxH/lmx3xCMUH77+s8CZys64Or+FPnsbB9lr7iDgBxHR2iXV+jePRhq9z3sbdyXZe3BVet1ObrSCiPgB2YkZlwD/A3wUODgilnVrOozsC99Ksi9bJwEfBP5ct67HyY6NTQSuSl8emsZHxJ9prKeYPj2vg2awvvRt9wngryLiP6vOx8on6UCygj+8ya4pa3OSlpIdiL9kIOJso07YgsilbJiG6cp+D7EN2beIpWTXnbAOlHbN7ZF2z00hO6ZyuYuDWe90bIEgu29fIjvjZgnZmQuHRERvr+9q7W9bst1HT5P9vuRO4ORKMzLbhA2aXUxmZtaaTt6CMDOzPnCBMDOzXC4QZmaWywXCzMxyuUCYmVmu/wXSpM47MfIJHAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b341e1e10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b340a5198>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33cc3438>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33bc7128>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33a87208>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b3354e160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b333ef4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"label_names = {'A': 'Incorrect alignment',\n",
" 'E': 'Translation error', \n",
" 'F': 'Free translation',\n",
" 'L': 'Wrong language ID',\n",
" 'MT': 'MT Translation',\n",
" 'T': 'Wrong tokenization',\n",
" 'V': 'Valid translation'\n",
" }\n",
"\n",
"for label, rows in df_all.groupby('evaluation'):\n",
" if label not in label_names:\n",
" print('\\t'.join(map(str, rows[['trg_lang', 'line_num']].values[0])))\n",
" counter = OrderedDict(sorted(Counter(rows['trg_lang']).items()))\n",
" x = np.array(list(counter.keys())) \n",
" y = np.array(list(counter.values())) / 2000 * 100\n",
" ax = sns.barplot(x=x, y=y, palette=\"husl\")\n",
" ax.tick_params(axis='x', labelsize=13)\n",
" ax.axhline(0, color=\"k\", clip_on=False)\n",
" ax.set_ylabel(label_names[label])\n",
" ax.set_ylim(0,100)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bg\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b333f3d30>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cs\n"
]
},
{
"data": {
"image/png": 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ZpB31xjl38wcf8w/+zWX8nR6s5sezjs/jfV7hWp5kIM8whAnczx42ljpuAt/yCrE8QX9e5lrWMOes49tZSRzX8DSDmMo/ceI4fSyPHOK4miPsKnJst8uJ2+XCP/Ds0PeA4BD2bVxZZB9nft757YNCSD92iLTk/QA069iT3WuW4HI6+XPtUpp17A7Aj2/8g8sffpGw+o1KvGa3y0XMullZVuWqLgnxmgJTfG2EpmrRol/DSFLx2cAHwAKgDRB0ggMZMxj3WQqHdnj6fHnk0IIO3MxzBHD+/qEmtOVW/s2/mMmTfElDLuBDHiKDlGLHXM73/MR4ruQh/s1sruIRfuA1kogHwI2bqYzlYm7hKb7mAFtZwfTT/efyPv0YRQs6nj+4UgSFhdO65yCWffoG6ccP43a5SPx5Ggc2ryYzJblImzoNvoLtCXPZuWoRbrebE/t3svyr8QBknDDupzf952O2LJ7F27FR+AUEEn3vc2xc8B1ul5MOF8XwxaPX81ZsFD+NewyXw3HeOeptWJja036qfrE/GN9wjfbv1y206NdAklS8E/gOY5bWHAi3k+WYyX+/30fSCk+eqxvDiOUx+nAFUkR9koFcS2cG0YhWNKcDN/IMdrI5RPH3n7XMZSg30Z+raEQr+nMlQ7mZRXwGQDapZJHKMEbTnA70IJqj7AFgH0nYWMlIHixy7II4/Vtf+RyxWBg3qh0vDLKy8ruJ9Bp5GyJF/8oPuPH/GHzbI3z15E28cFEYH919CT1H3mqMae6Ba3phNx74dAnPzd/N6Ne/wu1ysvCD/3DDvz5g7n+foEVUL56YuZljf25l7axPzxo/7+Cu3NFHqjQ8szy8ozdu1R206FdXbDIYm/Qo7nCSildJKj4BY4E3FGikcKsFTFq8kcU/uXG5qsxWEycOVjCDYKy0pHgNcZKPP2e7tQMIYj9JuHBgpQERNGY7K8knlz/ZwAV0woWTb4ljNC8QQNEeEmXmYWjY6kIe+HQJcStSeW7+Hv721UpcTgcNWrYvsp+IcOVjbxD3eyrP/rybfy06SKvuAwBo0LJdkX3mj3+OQbc8SIOW7flzXTy9Rt6Kf0AgPUbcxJ/rlp25XnuO+9bN81z+Rd01qwehwDQdv1830KJfzYiNkYBD8dIe+BFYgU2uKal9korfjrHAmw1cALCaHzcm8O2XDvJyvG4wkEQCTzKQJ+jHMr7i73xCBMX7t7swlNXMZj9bUCj2s5WVzMKFkyzSEIT/420WMInXuIGWRDGYG1jMF7ShO1YaMJ67ieNqfubDswc/J04/MCSMiMbNyc1IZdeqRXQdXnLSSYufH/WaXIB/QCCbFnxP656DsNZvfF67P9cuI3nnZobe8ZhxWrcbl9Nw6bgc+Sj3mXtupzU/prVw5VpLPLHv6Qc872sjNN5Hi341IjZGAqyhPBsYwAqM0Mxw4Cds8mRJ/ZJUfDLwKrATaAtYdrD6wDw+mJxDxglv292JAfyTGTzJV3RlKJ/xNOkUf9pRPEg3hvEOd/IYffiER7kIo+ZHwWT4QvryLN8RxwJu43lOkcxKZnA9TzKVf3IR1/EcP7CBX9jCb2cGN2vk7ly5kB0rFnDq8F52rV7M5Acup3HbzvSLvRuABe//m08fHHm6W3ZqCqunT+L4nu0c2bGRuW89SdLimVzz9Nmx+gCOPDs/jXuUG5//CD9/o2ZNm95DWfntRI7v2c76uV/SpvdQw5ztazNHpu8rrbh5dWFselxcJ18bofEuWvSrCbExIsCtz43hviYNaVbokAV4B5tMxibFPn6bsfzvAksxhD/wGHvTZvDmlFMk7/am7UGE0pjWtKMXd/AyfvizkpnFtg8kmL/yCuNZSxwLeIWFNOQCggnDStH6+C0vcx1PIFg4yDb6MYpgwuhONDtZc6ahMub69qx05rz5OP+7sQfT/3MfbXoP5b6JP+NnpizKTDnKyUN7zjrHhnlfM/HOIXx8bzTH/tzGmE8Wn3bxFGbJJ6/Q+eIruaDrmcSVsc/+jxP7dvDh3RfT9MKuDL71YfJST1SX8MyyEogRJKCpxdTp0nrVjEvujOUfvTpTtNMZ7gc6YJObiFKnimqQpOIdPST6K+AwcBdwPIf07BmM++ZKHhrZii5VUjRb4cZJfqnt/Aigvnl/W88vdGMYliLmIauYTSAh9GUkOWQA4MJp/uuAIlzlPa+4hZ5X3FLsuW+JOztSMax+Ix6ZurxUmwFG/eO1875r0LI9D39x5onD7XYx7LdZWVblrG7ROqVxeXpc3K31XnzxB18bovEOeqZfDYiNkQ4XtuIf14+gtJzn0cAabFLsKqm5wLsEeAuoBzR041I/M3HBFhJ+duN2l8e2PHI4hI1D2FAoUknmEDZOkUwuWcxlAvvYzCmSOcBWvuYF0jhGX864Tr7kX3zJv05/PsY+1jKX4+xnH0l8xjMcYTexPHbe+TM5yS98zG38G4BQImhOB5YylYNsJ5FFXEifQj2qR/KdiPWL0nrbT9Y0wS9gfHpcXLivjdB4Bz3T9zGxMRIqwsNP3cvgAH/KEj3RAViNTW4hSi0urlGSit/SQ6JfBh7HCOtM/p3pf6Ry7NRgrr/Fn8AyFe3Yz1YmcN/pzz/zIT/zIRcRy208TzJ/soofySGNUCJpQzce5wsuKBS9c4qzY+MVbpbyJcfYhx/+dGIAT/EVDY116LOYwZvEcNfpJwKAO3mVr3ieBL5lINfSm0KpD8p1S/MOeYd228cc2VCv2sbqlE4L4CXgKR/bofECompKWsJaSmyM3P1/N/HwdZdRXteLE3iUKPVRSY16SHQ94BGgE3AAUBfQueEI7v1LCNaassBYZk48xMHgBzq38tX5nfYc901LJ+W0cFb7aJ3ScACd67344l5fG6LxLNq940NiY6Rbp7Zcf/Vw+lWguz/wITaZgE38imuUpOLTgXeA3zFSNwQcZsfJWbz1aRrH91XIcE2xdFzzU1otEHwwcvO8WJGOIlKtc0GJSLSIDKlAn3nm+1gRGesd6yqOiNwjIi1Ka6dF30fExojVYuH+p+7lIn//SrnZ/gHMwyYRxTVIUvH5wOcYu3hbAqGZnMydzhtfHWHXhkqcu/qhfOfUd9vWZY5K31ubnp7+mh4XF+VrIwojIv4lfS4j0UC5RL8wSqk5SqlxFe3vRe7BcM2ViBZ9H2CGZ95y/80Mbd6Y5h4YchSwCpsUF/lDkop3J6n4+RhhnfWB+i4c7jm8N3c7K39VNab8SCko33jS89JSHHfvWlaTwjPLgh/Gxr8KYc6O40VkhojYRGSamEVjRGSAiKwUkU0islZEwkUkWEQ+F5EkEUkUkUvNtveIyBwRWQosMcddLiJzgG1mm7+a42wUkUkixtOviIwSkQ3meZaISFvgIeAJs+0l59g8UERWmedfKXJ+0IRpzwfm+wtFZLVp86sFTzmlXPs+EXnDPP8fItJXRH4VkT9F5KFC53lGRNaJyGYRiTO/aysi20VksohsFZGFIhIiIjcD/YFp5rghxf2/aNH3Dd27tOe6Ky8pNVqnPHTFiOwpMUd6kopPxNjI5QZjdTSBb1av5sdvXThKj7Os7vjg3uV2u4heOzPbqpzVJXumJ7k5PS6udyX698EIJugKtAeGikgg8D3wmFKqFzACyAX+BiilVA/gdmCqiBQEHPQFblZKDS/0+TGlVCcR6QLcBgxVSvUGXMAdItIYmAzcZJ7nFqXUPuBjYLxSqrdS6tw4XRtwiVKqD/AfjKy2JfEe8J5p86HSrr3QsQOmrcuBL4CbgUFAgbhfAXQEBgK9gX4iMszs2xGYqJTqBqSZ1zcD+AO4w7yu3OIM1qJfxcTGSLgIYx6/m4F+fhTri68gjYDF2OSekholqfj9wCvAEYxMnbKJJbt+5dMpdrLTPGxTrSd8w6LU3vaT1TWZWmURKjHbB9YqpQ4ppdzARoyNg52BZKXUOgClVIZSyolRyvFr8zsbsB8jAAFgkVJn7U9Zq5QqWGS+DCONxDoR2Wh+bo8hor8VtDunf3HUA6aLyBZgPNCtlPaD4XQK2G/KcO0FFOQSTwLWKKUylVIngDwRiQSuMF+JwAYgCk6nld2rlCrIX77+nHFLRYt+FWK6dUbHxtDNQ26doggEPscm/8VWTEpJIEnFnwL+C6zF+KXxP8DW47N5Z3IGKQe9ZJv3qWKfft7hP+1/Obyhtgp+Adekx8V1qWDfvELvXVQ8TDy7hM8CTDVnuL2VUp2VUi9V8DyvAMuUUt2Ba6GIfOJlp6RrLzjmPqed22wnwBuFrqmDUmrKOX2LGrdUtOhXLVH+flxy8xX0qoJzPQPMwibF1mFNUvF2YBIwE2gNhKRzPGc6b0w9yt7NVWCj56lC944zL9d986a5jmqcPdNTCFBi/qdysgNoLiIDAEx/vj+Gq+MO87tOGL+TZakRsQS4WUSamH0biEgbYDUwTETaFXxvts/EyGtVFPUwdrSDsTBaGquBm8z3o8vQvqz8CtwnIlYAEbmg4PpKoKTrOo0W/SoiNkYswK1/uYYL6oVTVfVRr8PI1Fls3Lq5wDsHI+dKIyDSQZ7rR96ZvYt1S30YDFMxqnAht8OaH1NbOnPqys7VO9Pj4s5PN1oBlFL5GD7490VkE7AIY0b9IWARkSQMn/89Sqm84kc6Pd42jAyhC0Vkszlec9Nd8gAwyzzP92aXucANRS3kYjz9viEiiZRtBv048KR53g5Aehn6lIpSaiGGu2iV+fOYQemC/gXwcWkLuXpzVhURGyN9goN48vPXuS4spPS7sYc5ClxPlFpTUqMeEn0h8BjGL/txgL6M7NKPK2/ww79G5Fo/cZ/7QPDfu7T29nnctnWZf9u5qK4IfgH/rvfii6UtbNYpRCQUyFVKKREZDdyulLrO13aVhJ7pVwGxMeIPjL7vRlr7QPDBiNKJxyYlPn4mqfg/MRbtUjCKr8sGft2+mC8+zyM3swrsrDxVMIfJS0tx3rVzaW2M1CmNh9Lj4jwdfFDT6QdsNGf6j1ADUldo0a8aBkaG0/LSizg/T2/VEQx8i01ewibFukCSVHwKMI4z0QZ+e9mYPId3J2dy6kjVmFoJvCz6breL4WtnZYbjqm0x+WWhFVBiUZ+6hlJquVKql1Kqp1JqmFLKq2nMPYEWfS8TGyNBwG1jbqV9UCDF+tmqkBcxxL9YW5JUfA6Gf3UuRkhn8EkOZ85g3OcnOLCtiuysllg3LE7tY0+pqdkzPcFdvjZAUzm06Hufi5s1osmgXhXKr+MtbsNw9zQrrkGSindhRPVMApoCEXnkOGfy1vQ9bPytuH4+x4sz/bzDe+x3HFlfz3tnqBFcnR4XV9tDVGs1WvS9SGyMhAE333sj7cqYNrkqGQiswybF7rY0c/OvAN4AgoDGoFjIp8s28OssXxRfLx3vqL4RnjnH4a//ZoI4E6KoqYHU9V9gbxMTGEBIny708LUhxdAS+B2bXF9SoyQVvxNjgTfd7MNa5iYt4+sv8rGfu2nGt3gpxvTCNXPS6lB4Zmn81dcGaCqOFn0vERsjwcDVN11BZHAQob62pwTCMDZxlZgqNknFH8PIQ7IVI0WzZRfrDs3l/cnZpB+rAjvLhhfi9F07/si6Ku3P2pQ9s7IMT4+La+lrIzQVQ4u+9+gJBA0fQGWSVVUVAryBTb7AJsWGIiap+CzgfYzdgm2BwBPsT5/BuM9Ocnhn1ZhateSln3TetXNpdXPN+RrBWBfS1EB0uUQvYObYubJ7RywtmtDG1/aUg7uBC7HJDUSplKIaJKl4Zw+J/hYjWds9QEoumVkzePO7UTwwog3dK5yn3CN4cLehcru5ZO3MzIhyFDdfsW8f769cyabkZJIzM5l43XXc0edMDd/Il14qst/9Awbw9tVXF3ls+d69fLh6NRsOHybDbqddgwY8PGgQd/Y9k6R1U3Iyf//pJ/acPMnF7drx8fXXUz/UeMB0u92M+PRTno+JIaZDh7JeSmlchVGcR1PD0DN979ASaHvTFaczBNYkLgbWYpNiswuaC7zxGFvWrUAjhVv9wseLNrFkTnmLr3v9qKrTAAAgAElEQVQUD3r0wxKXpPXLLV94ZnZ+Pl2bNGHcqFGE+J8/p9rx1FNnvb67/XYAru9WfDLHtQcP0q1JE6beeiurHnmE/xswgMfnzmX65jPpkR6dM4dh7dqR8OCDZNjtvLP8TMbgj9esoUOjRp4UfICL0+PiakOFsDqHFn3vcHFIEKp7xypJrOYN2gErscmVJTVKUvHbMBZ4c8Coar6K2YnL+e5LB3nF5vOuCeQd2Wu/4/C6YquRFccVnTrxnxEjuK5bNyxF7IFrGh5+1mv+jh10aNiQi9u2LXbMp4YN4/nLLmNQ69a0bdCA/xswgGu7dGHO9u2n2+w8cYK7+/alQ6NG3NyjBztTjAe1A2lpfLR6NW+MHFneSymNQCDG04NqvI8WfQ8TGyMhQPTNI2lYTTZjVZQIYC42eaykRkkq/ghGUZZdGH5+y3ZW7p/Ph5NzyCzSReRNxAMLuc48u/vGjd4Pz8zKy2PWli3c3bf8tXQy8/KIDD6T9bd7s2Ys27MHp8tFwp49dGvaFICn5s3j3zExNAwrNtlqZRjljUE13kWLvufpBQRe0p8+pbas/vgB72KTj7EVX4s0ScVnYBScWIYh/AHJ/Jk6i/9OSeXonqox1UB5wMHTfs1Paa2d2V4Pz5yRlES+y8Xtvcu31r9gxw4S9u7lnn5n9vtNiI3lp23b6D1hAoF+fjxx8cXMSErC6XYzvF07bps2jd7vvcczP/+Mw3PbK7To10C06HuQggXcbh2wNGtEsemMayAPAguwSbH+7SQV7wC+xKh81BIIyyLVPoNx0w5hW1dFdlZa8l07N2RdXUXhmVM3bOCqzp1pVI5Z+OoDBxgzcyZvXnkl/VqeiZrs0qQJ8++9ly1PPMGnN9+My+3m5SVLGH/NNTz3yy/0aN6ctX/7G9uOH+eL9es9dQnt0uPiauK6VZ1Gi75naQ20vnxo6RXpayCXAauxScfiGpgLvAsxojrqAQ1cON3z+GD+VpbPV7i9nwOzEmfISz/pvGvH4iqJaNucnEzikSPc3a/s2TlW7d/PLV9/zT8vvZT/G1By7r7nFy7k/gEDaNugAb/t3ctN3bsT6O/P9d268dvevSX2LSeDPTmYxvto0fcsAwFn1wvp7GtDvEQnDOG/tKRGSSp+M0bZOQcYN8DlfL9uBTOnOXGUWhSjclRM9ZXbzcVrZmVGKGdlyuOVmanr19MmMpLo9u3L1H7Fvn3cMm0az0VH88jgknU2Yc8ethw7xiODBgHgVuq0Syff5cLl2eCqgZ4cTON9tOh7CNO1M6R5Y3KbNKQ271ZsAPyKTcaU1ChJxR/EEP59mMXXt5Dw5wImfWonK9VbxkkFZ/qhiUvS+ttPVDp7ZlZeHpuTk9mcnIxbKQ6lp7M5OZmDaWfqzefk5zM9KYk7+/ZFiojwiVu8mNipU09/Xr53L7dMm8a9/ftzS48eHMvM5FhmJinZ52fAsDscPDN/Pu9dey3+fkbq+8GtWzNpzRp2nDjBNxs3Mri1R2vMaNGvYWjR9xwXAPVGXUxrS+2vmRoAfIJNxmOTYotqJKn4NAxXz0qMMFD/Q9hSZvH25HRO7PeGYRXRfHvyPvtfDpU/PLMoEo8cYdikSQybNIlcp5M34uMZNmkSry9bdrrNrK1byc7P545iFnCPZmay99Sp05+/2biRHIeD91eupPM775x+XfrJJ+f1fTMhgcs7dqR3izMexjevvJJdKSmMmDyZLo0bc/9Aj+p0z/S4uLpYW6DGossleojYGLkCGP2/57ioQxu6+tqeKmQ+cDtRKqO4Bj0k2gJcibF1/yiQ40eA5Rr+dk1zOng0yunErY79wWO7l3kXtDPfrmIXT8pqUwXROrWYQfVefLHEUpya6oOe6XuOIRYLaS2b0c7XhlQxV2Fs5GpbXAOz+PrPwHsY7qH6Lhzun3h3jo3VixQenHmUc6R2a+ac0oJfaXxZEU5TTrToe4DYGIkAWg/qhTU4qEZvyKoo3TBSNwwtqVGSil+PsZELjLq9xPP1yjX89J0LZ76XbTwP184NWdek7m5Y1eethRSfQ0JT7dCi7xnaAwzsWedm+YVpDCzBJneW1ChJxe8D4oBkjBBX2cjinQuZ8lkeOemVtqKMDw35GaeqLDyzDuDRpD4a76JF3zN0Bxyd2nKhrw3xMUHAl9jk9VKKr5/CSNb2B+YC736Sjv3I/yZncPJQpSwog+Yrt5shVRieWQcodu+GpvqhRb+SmKGa/URIbdLASDqm4Z/ADGxSbPGYJBWfi1F/dzbGjD84laPZM3hj6jH2JXnTuJCNS9MG5B6vy8XNPU2r9Li4YuswaKoXWvQrT2OgXud2BAcGoH/xz3AjRinGYm+ESSrelaTiZwMfAk2AevnYnbN5e9Zu1i+rUOXDUrrkJe/Lu+PgWo+EZ2pOY8F0cWqqP1r0K08LgK4X0sTXhlRD+mAUX+9fUqMkFb8aeA2jqE9TgMV8/tsfzJ/uwuUszwmlBNl35tvVDYk/5QeK/r33AtrFU0PQv/yVpwWg2l5giJXmPJoDv2GTW0pqlKTi/8TIzZ+CWXx9Pb9sW8rUz/OxZ5X5bCWkVm6zZk6qDs/0GrUpwWCtRot+5bkQyGnRRM/0SyAE+B6bvFBSoyQVfwJ4A9iMscDr9ycbjvzEu59kkXq0TGcqZp7v3JWYHZu6Wxc39x469LWGoEW/8rQFshvV16JfCgK8jE2+wSbFRs0kqfgcYCLwM0bOnqCTHMqczrjPTnBwe3H9Cigqn35+RqrzTtviYtNFaDyCFv0aghb9SmBWyaofGEB+vXAa+dqeGsLtwDJsUqw7LEnFu4DpwKcY7qHwPLIdM/nvD3vZtLy4fgCi1FnuHaXcDFk7MzNSOXR4pnfRT1E1BC36laMJoHp2ppGfRf8sy8EgjB28PYtrYObm/w3D3RMCNAbFr0xemsjC2W6KKf90zjw/JHFZ2oAcHZ5ZBeiZfg1BC1XlaAJI53batVMBWgMrsMm1JTVKUvE7MBZ4MzAXeNcwZ3M830x1kJdTRJfTsp93dH/eHQfX6PDMqkGLfg1Bi37laA24WjfXol9BrMCP2OSZkholqfijGCGd2zGLr+9kzcF5vD85m/TjZzU2Jd+Vn6euS/wpT4dnVhmRvjZAUzb0H0TluBDIjrCiwwArjgX4LzaZgk0CimuUpOKzgAnAIgzhDzzGvrSZvDnlFEd2FbQrmOa3Wjs3tZ0jS8/yqw6dx6iGoEW/crQCskOD62RmTU9zH7AYmxTrJjCLr38DfIFRtMaaQ0b+DN78dlvgylMATlduuHP3xqzrTu3UC4tVS20vHFRr0KJfQWJjxA/DPeEIDkRHhniGYcAabNKluAbmAu9SjIRt4UAjNy6VEPr9sT9aLFqlHOlBd9oW6Vln1aO1pIag/6MqTjCmNyGobubQ9xYXAquwyRUlNUpS8VsxFnhzgBagZMMFc8OPqnd/W8vabX+E7dy3Qw7vT3amHc102NPdSnm0GrjmPLSW1BD0jKjihABugKAAPdP3MPWA+djkMaLUxOIaJan4wz0k+lXgYcF9Vag9O+VQetqeKV9LYvvLAlp2ujYwJqyppRkALqUCT4VmBp8My7amWvOtmWEqPNdqCXeFBIVLiDXEP6DYjKCaMqHdOzUELfoV57TQBwbqmb4X8AM+wCZdgceIUkUmXktS8Rk9JHp8YIPUhhZJHWwP5jKL2+Jn+82Rb/st52ibgYFp3W8MaR3Rwq9efuPc8PzGueEZpJw3juRZHEEpoZmhJ8PsYWlWR3i2VUXkhQWEu0OCrZbg8AA/P51BtWS06NcQtOhXnBCAwAAsAf4UG3WiqTSPAB2xya1EqbSiGiSp+Hzg2V7DIxsBo1DEWNyWYD+3JW/rNot1e1L64c6Dwlr1vNLaPqKZf5E3aBXkDrBfkNXAfkEWpzh23nG/zIDc4JSwrLBTYfawdKs7PMcqEY7QgHAVEhrmFxhusVjqunsj19cGaMqGFv2KEwJI04Z6ll8FXI7h57+WKLW7uEabEtJSgK97DY9c6PZzX+P2c18CnAK2b9xsX7Mx6SQDR9bv1n1IRHRouH+50ma4wh0h2eFpIdntirjvuJQKSA3JCD1pzQ1NDcuzZljdEfYwv3BnaFC4BIcF+wWESfGFxGoLRd6QNdUPLfoVJxiQhpFa9KuIKIzInhuJUgklNdyUkHYc+KzX8MgFwLUYaR/yUBxbuyB16x+LUrcNurJBz66DIoYHh/lVPkWDn4ijkT0ivZE9Ir1I15E4g06GZoactOZY06zO8Cwr4XmhfuHu0BCrJdga6OcXVGkbfI8W/RqCFv2KEwJYIsKpDX+wNYUGwCJs8jBRakppjTclpB0BJvUaHjkfuA7oD+S6XRxfOe/UpjULUpOGXNugT9SA8GFBIX5e28ilgpS/vUV2fXuL7PqpRbiOLJn+uSEnw7JDT1rt1gyrMzw7zBLuCAsIVyEhYX6B4X4WS03IEFr5ovaaKkGLfsUJB1xuV0Vq+mkqQQDwqRnL/yxRpYdibkpIOwh80Gt4ZFuMMo49gByXU51YPvvk+tXzT20cGtuwX6e+4ZcEBlusXrW+CNzhzpDs8PSQ7LbpnDjnmHIrFZAakhmaEpYdlmp1WDPDXOG5VkuEMzTYKsGhIX4B1mriOtIz/RqCFv2KYwWcuXmUq5yfxmM8BQzHJi8QpRaUpcOmhLR9vYZHjsfYC3AT0BXIcOSpk/HTU9aumndqw8XXNxzYoZd1aECQpVqEcIpFxNnQHp7R0B6ewcnzG+SLMzglNCvkZFiO1Yg6wmoP84twhwZbLUHhgX7+VfUkqkW/hqBFv+I4AcnOxeFrQ+ow/YFfsMnvwPOl+foBNiWkKWB3r+GR/wU6AbcAHYCMvFz3qSXfnli5cu6pPy65oeGg9j3CBvsHWKr3HoxA5W9vkR1pb5Edmcrx8w77Zfnbg1LCskJPhdmt6VZneI5VIvJDAw3XUZAnXUfnL2ZoqiVa9CuOHfDLztGiXw24GIjHJkuAF4hSq0rrYIr/jl7DI1/DmPHfipHILS03y5W28Kvjv1kj/ddecn3DwW26hg3yD5AaGafvsjqDc6zpwTltz19iVm5FYFpIVnBKaHZYqjUvPNOqwnPCxIg6Cgkrp+tov4dN13gJLfoVJxewZOdq90414jLgMmwyH0P8N5TWwRT/rb2GR8Zh+PoLxP9UVpoz45cvji2r1yhgzSXXNxzaKip0oJ+f1Jq/GbEIjgZ2q6OB3ZrJKc4rQpwvrqCToRmhJ632sLSw/PAsqwrPC/MPd4UEh1uCz3UdHahC0zWVQJTS65AVITZGhgH3BvhzcOYESiz4rfEJCvgR+A9RaktZO/UaHukH9AJuA5piuC2yABo0C7RefF3DS1p2DOln8ZNyuUXmTDrCvE/OltWIhv68vbDo4mEpR/L417Vbz/v+0fcvpPuQegAcsOUw9eX9HD+QR+f+Vu6Na0tYPeOe5HYrxt2zg+sebkG3wd4JTLJk+9sDj4faW1DfVi8r/Ib+d08tW/F6jU+pNbMWH+AAlMOJ2+XGrcslVjsEuAG4Dpt8D7xElNpZWqdNCWkuYEOv4ZGbgX6cmfmfOHU0P2vOpORfGrcKWjH02obDWlwY3MdikTL/vzdtE8TTn3Q6/bks3vTH3u9Ay05ntoKE1TvT6ctX9hPVP5wH3mjHl68cYP5nR7nliZYALP3uBE3bBHtN8AHcYc5ge7uM4D1k9BjTd70W/BqCFqqKc9qX73Jpv341xoJRjH0bNvkcm7QtS6dNCWnOTQlpa4CxGAXaA4A2QMiJg3kZP354ZN7sD458kLzXvkm5y/a47Ocv1GsUcPoVXr/07B1hkX5n9fEPOPMnm7zXzsU3NKJpm2AGjKxP8l47ACeT81jyzXFufbJlWczyBMXuktZUP/RMv+I4MFMrO104AgP0Jq1qjh9wD3AHNpkCvEqUOlxap00JaQ7g917DI9cBQzDi/JsAx5L32lNnTjj8Y8uOIcsHX9Pg0iatgrqVtPB54lAez4xMwj9QaNc9jBv+1oLGLUv+tfno6T048xVNWgcx4i9N6DfizAbiVp1C2b4mgyatgrCty6RlR+OJYNobB4l9uDnh9avsz3tX6U001QXt068gsTHSFXgSOPT1f/lHhBVdqalmYQcmAW8Qpc7fJlsMvYZHBmNEC92AsSv7GJAH0LZraJNBVzWIaXRBUOdz+yWtSCcv202zdkFknHIyf8pRju6z89IPXbFGni/OmalOVs07SYfeVix+sCkhnfmfHeXeuDYMusooLnbkz1ymjTvIySP5dOgVxh3/ak3S7+msmHOSe+Pa8NWrB0jea6f70Hrc+mRL/AO8tonr1TF91+t1rRqCFv0KEhsjHYHngEMfv8TdLZrQ1scmaSpGDvAB8F+iVBG7n4qm1/DIUCAaiAUCgaNAPkCH3mEtBo5scGmDZoEdiutvz3Hx79itjLqnKZf/tWmZzjntjQPs3pjFi993LfJ4drqTV/9q48mPOjJzwmGatw3m6jHNePdvu+k3oj6X3tq4rJdXXmLH9F0/11uDazyL9ulXnPyCN2kZejdiDSYUeBbYi01exib1ytJpU0JazqaEtPnA0xhRQo0waiYH7N6YfeSbNw9OWzTt2Gdpx/P3FdU/ONSP5u2DOX4gr8yGtusexvGDxbef/u5hom9pTOOWhrtnwMj6+AdY6DeiPrZ1mWU+TwVY7c3BNZ5Fi37FycAsHHEqXYt+LSAceAFD/P+FTcqUg2dTQlrWpoS0OcAzwHwMf39LwH/HH1kHv37j4NT46Se+TD/pOFi4nyPPzdF9duo1KnsphoM7c4ttb1ubyaGdOYz4SxMAlBtcTuMp3ulw43Z554leKbVnTN/156YM0lRjtOhXnAzzXzl+Sot+LaI+8BqwB5s8hU3KlDp7U0Ja+qaEtJkYTw2LgebABYDflpUZe18evf3QV6/tX7R3S/bxPUnZfPzsHvLtbgZfaywFzXr/MP976Mx66Mq5J1nzyymS9+ZydJ+dhV8eI/6HE1x62/kuGkeem2/ePMCdz7fBz9/w23foHcaS706QvDeXVXNP0bG3d/LIiYie5dcwdPROBZmzVLliY+QUEHToKKm+tkfjcRoDbwNPYZPXgU+IUvml9GFTQloq8F2v4ZGLgasw/P5Op0NFrPjpZI/ls06GBoZYcjv2DrOM/aJzUMPmRvROeoqDE4fOdt3Mn3KUk8n5WPygaetg7n6x9elF3MLM/SSZHkPr0abLmRxxo59pxZQX9vHG3TvoeXE9or3nz9eiX8PQC7mVIDZGngJatWhC/scv8Yyv7dF4lQPAK8AXxdXrLYpewyObAlcDl2CsAx0D3AhcNKp+926D60WHhvudr+Q1h4Fj+q5f52sjNGVHi34liI2R0cClQPIP43kmOIhqkY5X41X+BOKAaWXJ5V9Ar+GRLShcxcsQf2XxQwZd1aBn14siooPD/CK9YrGXUErZRSRiTN/1enNiDUKLfiWIjZGLgfuAA5PiuLd5Y1r72iZNlbEdeBGYQVTZ/4h6DY9sBVyPkeIhFzgOKP8AsQy+tmGfqP5Wr1bx8jC/jem7frivjdCUD72QWzlOAG6AlNTzih5pajddgB+ARGwSW9ZOmxLSDm5KSHsf42lhF0Zqh8ZOh3Ivn5Wy/ou4/RO2rMxYkG93Z3nHbI8y39cGaMqPFv3KcQIzbPPg0SKKn2rqAr2An7DJGmwysqydNiWk7QXGA68CB4F2QENHnnLFTz+x5stX9k/YvjZjkSPfnesdsz3CPF8boCk/WvQrRxrgAvzWb9FFJOo4A4EF2OQ3bDKsLB02JaSpTQlpu4E3gTcw/Pxtgfr2HLdjybcnVn716oF3d27IXOZ0uMu+i6sKUErtG9N3/fm5n4tARJSIfF3os7+InBCReSJyr4hsNF/5IpJkvh9XqP3IQm2yRGSH+f5Lb1ybec77ReTdUtrEiMigQp//JiJ3eMsmT6F9+pUkNkaeBxqKkP79//RiruY0izEKuZQ5pLHX8EgBumGUcGyDMalIA7BG+gdfckPDIW27hl3k518tqnhNGNN3/WNlaSgiWRiZOAcrpXJF5EqMm9whpdQ1hdrtA/orpYotvSgi8cDTSqk/ijjmr1TZI6tKsfl+oLtS6vES2rwKpCilSrw5VDf0TL/ybAQilIJDx9jna2M01YYRwCpsMg+b9ClLB3PmvwXD3z8eIy9QOyAiK81p/+XzY0u/efPge/u2Za9yuTwjbpVgZjnbz8cIXQUj1fW3njDCnJH/KCLLgF9FJEJElorIBhHZLCLXmO06iMgWEZkiIltF5BcRCTaPPSEi28z2XxdxjutEZI2IJIrIQhFpIiIXAvcDz5hPHUNE5FURedzs09fss1lEZooY6T1E5HcRGScia80nliGe+DmUBy36lef0Nsqde7Xoa87jamA9NpmJTbqVpcOmhDT3poS0TRhpISYATgy3jzU9xZEzb/LRhT+8c+i9Azty1rrdyuU1y4tBudUJ4PdydvsOGG0KbU9gjQdN6gPcqJS6DCMi6nqlVF+MG+/4Qu06A+8qpboVtDO/fxborZTqCfy9iPF/AwYppfoAs4CnlFJ/YtRZeEsp1VsptfKcPl8DT5pj7oCzquuJUmogRuqO/1T4qiuIFv3KU+DLt6zZzF6fWqKprghGHv7N2OQbbNKxLJ02JaS5NiWkrQf+BXxsjtMGCDuZnJ815+PkX6a/e3jC4d25G9zusu8ZqDTCzDF915frfEqpzRg3rtvxfNTPQqVUwa54AcaJyGZgIdBKRBqZx3YrpZLM9+tNewC2Al+b/vii9hy0BhaKSBJGOvUSb94i0hAIVkqtML+aChRe55lVhA1Vhhb9SjJnqbIDe4DwxO2k5NipCaF2Gt9QUMVrOzb5rJxVvFZjVPGagpHKuS1mFa/ZE4/MnT3xyAfJe+2bVRUs0onItAp2nYOR2sIjrp1CZBd6fxdQD+irlOqNUeM42DxWeDHcxZk0NCMxbqoDgLUi59U/ngiMV0r1AB4pNF5FKbCjsA1VhhZ9z7ABiAA4dFS7eDSl4gfcC+zEJh9hkwvK0mlTQppjU0La7xjuiKlAGMbMPzh5jz115oTDs+d8nPzhsQP2rd7SfpdL2cb0XV9e104BnwFxhWbb3qAecFwp5RSRyzGS3hWLKfAtlVJLMX6ujeC8YIx6wGExyqLdXej7TIzsrGehlDoJ5Bby198JJFTkYryBFn3PcLpG6A7t19eUnQDgIWA3NnkXmzQpS6dNCWl5mxLSlmH4hL/BmHC0BoIO7sxNmT7+8Iyfpxz9OOVw3g5PG2yx8EFF+yqlDimlJnjSniL4ChhiumJGU3opR3/gG9MdtAF4Wyl1bvGBl4DZwDo4az/OT8Ct5gLvuQuydwLjzXG7YuzHqBbokE0PEBsjQRiPgEe6dyTy9Sf4h69t0tRIsjlTxetUWTuVVMWrYx9riwFX1C+xildZcbtVrsUizcb0XZ9RemtNdUWLvoeIjZGxQDMg7ctx/C0ygkal9dFoiiEDeBf4H1Eqvaydeg2PtAKXYUQM+WGIvwMgakB4q/6XR8ZENg5sW1GjXE415aGBG+6vaH9N9UC7dzxHIqZff6ONzT62RVOzicAI5duDTf6JTcLK0sms4vUThtvnFwpV8bKtyzz49esHp8bPOPFlxknHoYoY5ecvFXbtaKoPeqbvIWJjpBXwMrC/Q2si3n6Oxy1i5OXRaCrJcYxUDR8Spexl7dRreGR9jMiUywEFJGNEjNA7ul7H3sMjL7VG+jcvy1hOh3vDwxcl9iu35ZpqhxZ9DxEbI4KxWBMMZH70Indd0JR2PjZLU7s4ArwOTC5LFa8Ceg2PbEShKl4Ybh83QL8RkVE9L6l3aViEf2mLyHeP6bvea7luNFWHFn0PEhsjl2Ks2h+45wZ63Xj56R1/Go0n2Y9RxWtqBap4XQNcTKEqXmJBBo5s0K37kIjoEOv5VbxcTpXs5y9tdLGU2oEWfQ8SGyP1gXeAg/XCCfjsNZ4O8CfA13Zpai27MfL0fFOBKl6xwEWcW8Xr6oa9ug4MH164ipfT4X7k4YsSP/Kw7RofoUXfw8TGyJNAeyDlzae5oUt7evraJk2tZxtGLHlFqnjdAPSliCpenftaY/wDJMs/0NJSz/JrDzp6x/Msw9gpSfxaNvrYFk3doCtGFa8N2OTasnYyq3hNwHha2M3ZVby2fvHy/q+y0p1XacGvXWjR9zzbMB6ZA379nX1ZOeiNLJqqojcwx6zidUVZO5lVvP4HvMaZKl5tnPlq1jMjk9Z7x1SNr9Ci72HmLFV5wAqgsduN2mgj0dc2aeocA4FfsUlCOat47eJMFa95lD99sqYGoH36XiA2RjpgpMM90LQhIRP/w+OBAVSHakeausli4HmilCdz2GtqKHqm7x32YBRNjzh2ktwN21jra4M0dZoRwGqzildvXxuj8S1a9L3AnKXKDcwAGgB8NpOVDidl3kyj0XiJqzEWe2dgk66+NkbjG7Toe49EjNl++NEUchO3c14hZ43GBwhwE5CETaaVtYqXpvagRd9LzFmqnBjFoxsCfDGLlU5nkaXYqoyXPgDpcvar2SVnjr/wHkRdBWF9of5FcNm9sLKUZej4teePKV3AtudMm0UroNMoiOgPdz4L+YWeebKyoeNI2LLTs9eqKRUL8BfOVPFq42uDNFWDFn3v8gdwErAeOkb2RpvvZ/ud20Hyb2deST+dfWziC8Z3v38N7S6AUWPgWErp426de/a4HU0JcbvhL8/AQ6Nh1bfwx1b4ZPqZfs+/B6Ovgu6dPHudmjJTUMVrCzap52tjNN5Hi74XMWf7MyiY7c9mpdNFmXOleAN/P2jW+MyrcYMzx/4aC5cNhvatoFtH+N9YyMyGjbbSx23S8Oxx/cwqoympxuuR240xYy+F7X8ax9ZuhoUr4fmHPX+dmnLzWXly92tqLlr0vc8fQM3c1uEAABAvSURBVBoQdiCZrM078Olmlz2HoMUwaDcCRj8Jew4W3S4/Hz75ASKs0Duq9HH73wzNLzFcQssKBQY2bgDNG8PCFZCTC8vXQ8/O4HTCAy/Cxy9CkA5m9SlOJ3aqUTk/jXfRou9l5ixVDgzffmOAz2bye76DPF/YclFP+OJ1WDAZJr8MR1NgyF/gZOqZNvOWgbUfBPeG8VNh0RRoWkINsOaN4aMXYeYEmDUBOrc1hH+56cgSgR/GwysfQbdroU8XuO9GeOszGNDdeEIY9lfDr/+SLtHhEzJzeJ8odcLXdmiqBr05qwqIjZFAjJ2OTiD773cw6IqhjPSxWWRlQ/srYOwYePIe47vsHEg+YbhkJk+HJasNX3zzMpXsNrjqAfD3hzkfFn1893644n7YMBNG3AcPj4Zbr4QBt8A7z8LV0ZW9Mk1ZycsnLSiQlkSpbF/boqka9Ey/CpizVOVj+PabAHz8HWtOpnHMt1aBNQy6dYBd+858FxYKHdrAoN78f3t3Hh1lleZx/HsTskHYQsCAIMgmyqINOu04qEO5MTKWG+0MdqPYnmnHdu2WRj3tcexzWqabAe3WI0yjbNICQkAoZJpFik32gKAgYtgCEQIkkJClUlWpPPPHfSNpTAJoyFtJPZ9z6oRa3+cF8nvve++t+zLldUhoBu9lXtzn/vhayM6p/fknXoM/vgBxcbBttx3IbdkC7hkCfv3OaIM6XcQzGvixRUO/4WzCrmTYviKCvL+IJW6fZJUH7dTKju1rf02lQPAiv1a2Y0/tnzltAbRIgZ8MtTN7AMLO0HYoDJHIxW1LfX/HTrI+42b5q9t1qIalod9AfH6JAO9jl12OX7WZI7v3sb0haxg9DtZsgYO5sHknDH8OSgPw6H1wpgRe+ZN9/PBR2wL/+W8hN892vVR55EV7q/KnGbDwE3u2sDsbXn4DFq6Epx/+7vZPFMDv3oGJr9r7bVrZM40J0+CzLyFzGQzWq7A2iECQQP5pRrhdh2p4GvoNyOeXHGAZ0AngjemsKAtQ3FDbz82DEaPhqrvhgWftrJlNc6Dr5XYq5+59cP8z0Gso3PMkFBTC2pl2tk2Vw8fsrUooDL/5HxhwH9w8Ej7dDkv+Fx6oYWHf58bCC49B54yzj834gz1IDBkFD95pb+rSO3yUV/p7pZa5W6op04HcBub1mFTsxa1DQMkDd9B71P3a4lIN59hJtne8WfScKkZpS7+B+fxSAkzFDuqaBSv4eu9BvnC5LBUjgiGCJ0/xE7frUO7R0HfHTmADTjfPhGn8raycEndLUrEg5yi/H3CvHDj/K1VTpaHvAp9fBJiN7eJpkZdP4L15zKuspNLl0lQTdjyfXaPH8brbdSh3aei7xOeXImA6cBkQ98lGDq/YwHJ3q1JNVXEpJfuP4HUaHCqGaei7Kwt7KbsuAO/MYrP276v6Fq4gsmYr/3HTCDnodi3KfRr6LnJaXXOA/UAGwO/ewVdQSJ6rhakmZeVG/jJ5Lh+6XYeKDhr6LnOWaJgEhIFWJWVU/PE9PgyGKHe5NNUEZO1i9cTZPK/dOqqKhn4U8PmlAHgbe03dxK8OUDhzEfMrBf1FVd/bgSMcmDSb+52VXpUCNPSjhs8vXwMzgc6A8a1i36dZrHa3KtVYFRRSmLmMf50yXwrdrkVFFw396OIH1mGDnwnTWZudw253S1KNTXmQ0OJVjBozXva4XYuKPhr6UcTpd50JHAU6iMDLb7DgYC57XS5NNRKRCJVL1/H6qJdl0flfrWKRhn6U8fmlHNu/Xwm0DYWpfHE883KOku1yaSrKVUSonLeMyVMX6KUPVe10wbUo5fWYrsBLQBAoTEkifvwYRnTpSA+XS1NRqCJCZMZC5i5ayeM+vwTcrkdFL23pRylnGeZxQArQOhAk8uIE5nxznEPuVqaiTUWEyLQFZC5ayS818NX5aOhHMZ9fDmKDvznOHP4XJzDr2EkOu1yaihIVFUSmzGfu4lU84fPrTB11fhr6Uc7nl/3AeKAl0PJMCeEx4/kgLx+9AEaMC9vA/3DJap501nJS6rw09BsBn1+yscHfBkgtKib00gQN/lgWriAyJZNZS9Zo4KuLowO5jYjXY64BRgMFQGlKEvH/9TT3XNODa10uTTWgYIjwlPnMXrqOp31+abDLbaqmQUO/kfF6TD/gV0AxUAjw3CPcNOTH3B5nMK4Wpy65wmKK//w+72/bzcsa+Or70NBvhLwe0x14HkgAjgPcdxu9fuZleGICia4Wpy6Zw0fJGzuZGUdP8HvnsptKXTQN/UbK6zHtgGeAK4AjgAzqS/tfPcqIVqm0dbc6Vd+ydpE97j3eKg8xRadlqh9CQ78R83pMMvAYcCM2+Csy0kl57Wke6tSBbq4Wp+pFRYSKeUvZOnsJ44DFPr9E3K5JNW4a+o2c12PigGHAcCAPCCQmEPfqL7l7wFUMcrc69UMUFXPmzRms2v4lY31+2eJ2Papp0NBvIrwecz3wn0ApcBpgxDD6PnAHw5ISSXG1OHXRsg9x+L/fxZd/mgk+vxxyux7VdGjoNyFej+kGPAe0AI4B0rUTqb95nHuv6EhPN2tTF6Y8RCBzKdvnLmUuME1n6Kj6pqHfxHg9pg3wKDAIu0RzOcAvHuL6uwZzR0Iznd0Trb7cz9dvTuez4wXMBJZq/726FDT0myCnn/8m4BHsEs15AL260vrZkQzr2olebtan/l5JGWdmLGTLsk/JAqY638BW6pLQ0G/CvB7TAXgc6INt9QcBfualv3cIQ5OTaO5mfbGuUpCsL9j155nsKC4lE9u6D7ldl2raNPSbOK/HxAO3ACMAwbb6JSOdlKcextOvNwPj43QNpoZ2qoj8SbPZuvlzNmL77nPdrknFhqgLfWPMKuAPIrKs2mPPA1eJyJN1vK9ERFKNMZ2At0RkeA2vWQ2MFpGscx5/HpgsImX1tR911VjH822Ah0VkonO/1n25WF6PSQd+iu3rP46d5cPVPWg76n7++aor6a/LOFx6ZQFKVmzg85k+9oTCzALWaN+9akjRGPq/AP5RRB6r9tgmYIyIrK3jfXUGqvOa1dQc+oeA60Ukv4b3xIvUzy/lBYR+N+BjEelXH9s7l9djDHA9MBK7VPNxnIHeQX1pP9KLp3sX+lyKbce6sgAlq7awdcZCjpYH2Qb81eeXk27XpWJPNIZ+GvAV0FlEQk4QrgW6YqciLgLaYtedeUXEXgC6Wku/G05wGmNSgGnAtc5ndgKeqh76xphnscsW7wXyRWSIMaYE+AtwO/AU4AHuwV7FagPwhIiIcxDZDAzBLnv8uIisM8b0dbabiF2++kERya5WY2pN+2GMmQPc69SyAnin2r4kA5OwoV0B/FpEVhljRgFe7IVWegAficiYuv6OnW/yDgYeBJKwXT4hgMED6TRiGB69LGP9KCunZLUN+28C5ZwA5gBZPn+U/eKpmBF1oQ9gjPkYeNcJwpeAdBEZbYxpBjQXkTPGmHRgE9DLCeCaQv/XQD8R+bkxZgCwHbjxfC19Y4wA/yYic537aSJyyvnzTGCuiCx2Qn+biLxgjLkbG8S3G2PeBjaJyAfGmEQgXkQC1WqscT+wB7ZvW/rn7MsLQF9nX/oAy4HewL8DrwI/wg7U7gUGi8h519r3ekwL7AHLC8Rj5/ZXANz5T3Qdfhe3ZaTT5cL+1VR1NYR9Jjbsw27XpmJbM7cLqMVsbJgtcn4+7jxugLHGmFuwUxEvBy7DmZJYg1uAtwBE5HNjzOcXuP0IML/a/SHGmDHY1nQasBtY7Dy3wPm5Db5d72Yj8FtjTGdggch3puDVth91GQy87ezLV8aYHGzoA6wUsRfSMMZ8iT14nDf0fX4pBT72esxa4E5gqPPUseXryVm+nqm33kDnoTczsHc3+iU0I+F8nxnrzpRwev12dk5fSG6gnJPYsN+qYa+iRbSG/iLgTWPMQGyLeJvz+E+B9sAgEQk7LfTkS7D98qp+fKdbZSL2TOCIMea1c7YZdH5GcP4+RWSWMWYzdk2c/zPGPCEi/mrvqe/9CFb787d1XCifX84AmV6P8QP/AtyGPRidWLOV3DVbyU1rzbLhd9H/xmsZmN6Wjj+g1iYnXEEo+xBfLlvPV6s3ExS7DMY8NOxVFIrK0BeREmcWz1Rsq79Ka+CEE5RDsC3auqwFHgb8xph+wIBaXleMHdj8zkAuZ8M43+mLH45tvdXKGNMdOCAibxljrnC2Wz30a9uPqjpqsg57sPAbY3pjl1TeCwysq5aL4fPLKeADr8d8AtyK7fpJBopPFXF68lyyJs8l66Yf0fHuWxjYpzv9ExNIqq/tNyYicOwkORt3sGP+ck6WlNEMe1GbTGCLhr2KVlEZ+o7ZwEfY7p0qHwCLjTFfAFnYwdm6TAKmGWP2AHuwXTA1mQwsNcYcFZEh1Z8QkUJjzLvALmw30tYLqP0hYKQxJuy8Z+w5z9e4HyJSYIxZb4zZBfwNO5BbZSIwyXlPBTBKRILG1P8sS59fjgNzvR6zCOiH7frpjdP63/AZxzZ8xpJWqSwffhf9buhH/4x0roiPJ77ei4kyxaUU7tzLzo9WsD87hzjsmdV2bANjr88vFe5WqFTdonIgV0Ufr8dkYJd28GBnUZVir9UrAK1SSbjtRq687mp6dO9Mz9YtSXOv2vpTKUj+KY5m57Bv4w5y1mURFjsjKxc7mL5TF0VTjYmGvrooXo9JAPpi+/37Og8Hsf3Y3y4h0Kc7bW69gZ7X9KDn5ZdxZWO6jGPhGfKP5HF49z4OfLKBIydO0Rw7tbUUWIWdpvuNTrtUjZGGvvrevB7TGugJXIcdW6hat/8MUIRzFpCYQNytN9Dl6u506pxBRod2ZLRpSXpcFCz/UBaguLCYgrx8ju/ZT86n2znyzXESODu2UortvtmK7b7RvnrVqGnoq3rhrOzZGft9g3/AHgwMts+7CCjDjgkAkJJE/HVX0757F9Iv70C79mm0S2tDeutU0up7cDgUJlRUQsHpIgpOFJD/zQkKDuZSsHsfBUXFRIBW2JCv+mXIxob819gWfWUtH61Uo6Ohry4Jr8c0B7pju4D6Yr+LIPDt+j6lQAC7DMTf/SdMaEZcWmuS0tqQ3LYVya1akNQyleTUFJJbNCe5eTJJSYkkhiqoCIYIBUOEy4OEAuWEAkHCgXJCpWWESgOECwoJHMmjFPvt6ObOrRn2AGSwg+LZwA7gIJDr80v1KbBKNSka+qpBeD2mGdAByMCeEXQDugDtsKFfdUCoulVUu0XOuR+H/QZx1e3c+1WPVTqfG48928jFfmktFzsInQ+c1gXPVCzR0FeucgaG05xbc+z3ApI52+WSip0tVPUzBQhjB4/LOXu2EKh2K8OeSZzChnuBzy/lDbZTSkUxDX2llIohrs+eUEop1XA09JVSKoZo6CulVAzR0FdKqRiioa+UUjFEQ18ppWKIhr5SSsUQDX2llIohGvpKKRVDNPSVUiqGaOgrpVQM0dBXSqkYoqGvlFIxRENfKaViiIa+UkrFEA19pZSKIRr6SikVQzT0lVIqhvw/WfXPPG0sunoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b335ae828>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"da\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b339a04a8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"de\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b34151780>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"el\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b34050080>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"es\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b3336e0f0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"et\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b340f8f98>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"fi\n"
]
},
{
"data": {
"image/png": 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8SjuOHUsf5py5FFDVhVRAdq0O+ANsI5/DPMuV3MgQbmQIv7KUzazgRoZwiB3H3WOlnHd5gLncQxZ7sGOlP6MJJ5q+DOdP1jRpfFafcqvf1X28ZWNlYxDgZe2PaV1ogWkhzJwokSHB3HrNeYyz+NT5vvYEfiZDTqtekK5SN2PsUC4GOgOkk/rXV7y8sJSiI24xvBEsJoW1fMGNLKQjVTPZRNGFMNqRwS9Hr1kpYxvr6eVcRqtOdwZyFx8xnw+OPuJJpjdDmc8HRFVz+AN8zSv0YyQ9SUChsHPsgEkbVhRNc53kjyg/YAkN8GtSI55LDPCY2UZomg8tMC2AmRPFAlx504UkRYTSkG+IYcBSMuSm6gXpKnU/8CDwJ4ZfxmcPWw5/zOOv5nF4tyvtbgzv8SCr+IRLeIRgwsgni3yyKKMYAEGYwIV8wyI28C37+ZM3+Sf+BDOcYyszz3AFnzqznQcQTAx9qzyCCCWAEGLoiy9VP+cPsI01LON0jAwi7emBBV9W8D5/sY6trKZXtTDnxmCEJvfy5KSWruCKlDRrstlGaJoHjzwFTdNoxp+cyIRRCcf5XerCAjxFhsQB1xOrjn4VT1ep+fGS/CRwPnAKsCePw8Uf8PAb07luRid6N/vhYyuc2cuf5Yoq10/jGqZzLQCTuIxyyniff1FMPj2I53r+QyDHzprKYg+RdGh0/wrFO9zH2fzf0fb8CeQiHuJ9/kUJhUzhKrozsJ6WaievS8FBv35xHU+4Ae9AgFdS0qyD5yf6eey+K41r0LnIvJyZE6VDSBApL93LGeGhRJ5gM98Bs4lVVZbB4iVZMA5RuhA4hDM1+ATmndyPkacIokNPXUjW/YEHAmZ0b0nRY3Xx2PxEP488JEvjOrTAeDHOpbHb77yK88cMIb6Jzf0BzCBW/Vm9IF6SBwPXY5wKmAOQyOT+w5l+tgXfluovaFaKggsLHD8Nqy1NfEvEDoyan+i3zmxDNO5D+2C8m/EnJ5I0OqHJ4gLGhrhVZMiE6gXpKnUjxnGxVgxHLWl8s/UbFi0qozjfBX23eopntcjQ5LqwAAtT0qx6mb4FowXGS3Eujc27ei6jXLhQ1Rb4igy5qnpBukrdgyEyuzDSy8hONh78hCdfKSB7n8ssaIVYfcqsflf1bYmhyfWRAOhlshaMFhgvxLk0dumN8xjeBL9LbfgB/yFDniJDquxiTFepucDjGIcl9QR8j3Cg8AMefi2TnZtcbEerIX+U9YAl1L+1LjXek5JmrX7apKaFoAXGOxk/cjDjXLQ0Vhs3YeQxq7LFPV2llgELgfeArkBQOaW2j3j8w79Yn6rQPr3G4MCh5JbeLT00uS4CMNIVaVogWmC8jJkTpT1w/qWziG+GGK5pGJsye1S+mK5SHekqdRnwDBAFxizqWxb9sI4vF9ux26o3pKmZ/K4Fh/z6RNSep6Z1MDklzTrabCM0rkcLjBfhTGR54aQxdOrcoVKeFPcyECO9zMnVC9JV6jqMTZkK6AiwlmW/f88br5VTWthM9nk1tqtb+raXBlNztlGNV6MFxrvoAwyeO43m3ugYjZEoc171gnSVuhMjvcwBoBsgf7Fu3xKefqWQ3IPNa6Z3URRSkB9wWjetMAanpaRZh5tthMa1aIHxEpyzl9kzkmnXPsrIE9bMBABvkCEPkVF1cS5dpeZgJMpci9P5n8We/MWkLMpib4YJtnoFxWcF55ptg4dxt9kGaFyLFhjvIU6g/9mnYva3vDuBxWRIcOWL6Sq1BPgP8DHGTCawlELrYh55bycbV5pgp0dTbimz+l9Vc9bkHetW8MbNs3h4Sg/uHOrPuiVvVCn/YMHl3DnUv8rjhYvG1tvn9nU/8uz5o7h7dCiPnt6f1YtfrlKe9vnbpJzWi/uS2vPZE7dXKcvL3Mcj0/tSkH2osUNtDDNT0qw1ZybVeCVaYLyAmRPFB5h99hTaR0WcQCIt13MW8BMZUmUmla5S7ekq9WPgBaA9EA6KL3n52w18+4kDu90MYz2R/FG2/T4h/jVuMiwrKaRD74HMuP0J/AKDary/z6hTuOvr3Ucflzy7pM7+cvbt4LUbZtI9YQw3vP0ryZf+H0sevZlN330EQNGRLD564Gqm3ZzCZS98zobP32bLj8eOml6SciMTr7yL0Ci3//n9090daJoPLTDewSCLD71mTjB99lKZRGANGXLc2TPpKnUV8BBGMtUOAKv45LcfeOcNK2XFzWum5+HAoXxu6VXr/qXYsacx5YYHiZ90NiI1/4ta/AIIbdfx6CM4vG2dfa5e/DJh0THMvOMp2veKY+RZlzN0xjx+fONJwBCgwDbhDJ5yLl0HDqfX8CQO7zBWNzd99xGlhfkMP+OSExxxozg7Jc164hlDNR6FFhgPx7mp8ty50+gYUdvJWebRCfiBDDm3ekG6Sv0Lw/mfBcbBKltZtfsznnulmPzDzWumZ5HXveCQX++mhSbv2rCSB0/pzONnDuCjB66mMCezzvq7N66m7+hJVa71GzOZfVvWYbdaadetD9bSYvZnpFGcl8Pezevo2Dee0oI8Pn/qTmb98wWkeXKbCvCP5uhI4360wHg+Q/x86TYtiZFmG1ILQcC7ZMhxYabpKvUw8DCQjuH8txxiR+5iHlmYw/6/mtlOj8F+TacmfVL3O+lUZj+wiCte+pLptzzKnk1rePVvp2Irr/3g0YLsg7SJal/lWpu2HXDYbBTlZhEUFsns+xby/j2X8fy8kxk6/QL6nXQqXzx9JyPOuISiI1k8d8Fo/n1W/HG+GzcwR+/ubxnoRHMezMyJ4gvMOetU2oWG4Mm7vQW4jwyJBS4jVpVWFKSr1OJ4SX4OOBuYAewrJq9sMY+8PZW/TenGgFEm2WwKhW0K8gJO7d8kR0bClDlHn3fsG0/nAUN5ZHofMlZ8zqBTZp1wuwMnnsnAiWcefb0zbSW701cz7dZH+fesQcy+fxHte8XxzJxhdE8YQ8e+bksk4QPcAVzmrg40zYOewXg2w4H2ySOINduQBnIe8D0ZUuUDNF2l2oEPgFcxltVCHdjV57zwZTqpnzlwNO2cYS+i5JyQPFe3GRYdQ3j7LmTvqX1SGBrVkcLsqstohTmH8PH1JSTi+JVXW3kZnzx0HbP+8QI5e7djt5bTZ9REwqI70XP4eLav+9HVw6jOuSlp1uD6q2k8GS0wHopz38vMvt2xxbSnp9n2NILRGDv/B1e+mK5SVbpK/RFjySwIY/MmK1m8biUf/M9GeenxTbUsyi2l5f5X9HZ51uSiI1nkZ+4jtF3teza7DR7Fn6u/rXLtz1Xf0TluGBa/4/Nsfr8whV4jJtBt8CiUcmCvlP3Hbi3H4f6AwBDgDHd3onEvWmA8l+5Ap7NOpa8XnhvZDVhJhpxevSBdpW7FcP4X4HT+/86KHZ/z0qslFLboM1HyT7If9AmuOTS5MmXFhezfuoH9WzeglIPcg7vZv3UDuQd2U1ZcyOdP3sGu31ZxZP9Otq/9gddvnkVI2/YMnHBseev9uy/l/bsvPfp61DlXkZ+5n6WP/Z3M7VtY8/Ei1i99g/EX3XJc/4e2b2bDF+8y5br7AYju3h+LxZfVi19mx/qf2Pbr9/RIPC5zkDs4vzk60bgPfaKlhzJzopzvIyT/7zHmtAnGW5MhOoD5xKrHqhfES3Ib4G/AYIwzZhyhRAVN57pzI2jfo3nNdD8OHCrvo5hC3x7h9Z5auX3tD7xy1eTjrg89fR5n3vkcb956Dvu3bqC0IJfQdp3oNSKJydfcS0THY+npXr7SiBi76pVjs5bt635k2RO3cWjbZsKiY0i65DZGnVP16B+lFP+5fAJJF99GXNKMo9e3rvyKJY/cRGlhHuMuvJnky+5o/C+h8ViBjvMT/Vr0F4+WjBYYD2TmRAkEnpqeRPjf5jDXbHtcwCLgamKVtfLFeEn2A84FpgB7gXILfj7TuXZ6DH2HmmCn2zjSM++A74cjO5lthxdy9fxEv/+YbYTmxNBLZJ7JICBg4mi3nvfSnFwGfEuGRFW+mK5SrcDbwGtAZ6CNHatjCU8v3cLPXykcLebbj/2aGEv9tTQ1oJfJvBgtMJ7JpHaRlPfq4jXRYw1hPLCaDImrfNHp/F+OkSwzFIzNpD/w9qpf+OQdG9baN3d4CYWhBbkBk7q0r7+mpgbGpaRZu5hthObE0ALjYTgPFOt37lS6WSy0tG+9vYFfyJAp1QvSVervGM7/EiAGYCPL//yKVxaWUuTVWYdLZocUmG2DFyPQIpaJWyVaYDyPkYAaEU+i2Ya4iXBgGRlyffWCdJW6D3gA2IYRReezh82HP+aJV/LJ2tPMdrqEcktpuf/lfV0emtzK0MtkXooWGA/CmXds8uD+KA/JmuwuLMCzZMjzZEiVsN10lZoPPAn8APQA/PLILP6Ah18/yPaNzW9q08gf6zjgE+Tb0maizU1iSpq1JS0Xtxq0wHgW/YGwpBHNdhyy2VwLfE6GVEmDk65Sy4HXgbcw9soEWymzf8K/P/6DNd8pvMP378ChLDf3jqq/pqYBHJdQVeP5aIHxLIYD5bG96GO2Ic3IZAy/TJUxO53/XwH/BiKBtgDLef2nNXz2vh2b9fimPIu8XoUHfLuHtTHbjhbCRLMN0DQeLTAegvNQsRFtgsmPiaa72fY0M7EYEWZJ1QvSVepvGH4ZO0YeM9bz1ZZv+e+iMko82nluvzZGJ5N1HaNS0qwBZhuhaRxaYDyHGCBk0hhiWmD0WENoC3xDhlxevSBdpe7GiDDbg+H8lx38dvBTnny5gJz9zWxngygIy88NmNhZhya7jkDw2CMrNLWgBcZz6AcwJI7eZhtiIn7Aq2TI42RUPcoxXaUeAR4DfsE4W8Y3h/2Fi0n572F2bzbB1jopnRPq0bMrL2W82QZoGocWGM9hJJDfPYYeZhviAfwd+JQMqZK3K12llmGk/P8A6AoElVFs+5DHPthOmtvzxzeUMt/SMv/L+ujQZNdz3BKqxrPRAuMBOHOP9W0XSVlkOHpZxWAGRkbmKv6odJXqSFepS4HngCggAhRfs/D7dXz5oYNKeeVNomCc46BPgA5NdgW24oJ8tWNT5sC/Vq8486c3ovLuu09/ZnkR2gnpGXQDGDeMrj6C9yXndx/xGGfLnEms+qVyQbpKXRMvyVnALUAH4NAaPtuUy6HcccyZ609giBkGO7Arn5v7HH+Cl6ZeHHabzXEkMzs8a09Jj+xdvnF5+yKjbSVhQBgc/eIVC3jckqimZrTAeAa9AAb1bXXRYw2hPcYpmZcTq96qXJCuUnfES/J9wI0YS2Z7/2TN3lwyX5nKVeeFEN7sm1Xzehcd8OsaqpfHGoCtuCDfL2tfXoes3Y5+R3YH9y06HOWPqu89G4kWGK9BC4xnMAQo6NbJmMlojiMA+J8zUebdxB47YyJdpWbHS3IKcDkwAth9mF15i0lZNIPrz46ic7/mNNR+fYyf/qc6HofdZnPkHs4OP7yntHv2TsuAqrOTxjACI/u2xgvQ/wsmM3Oi+AN9gP2R4cYxwppa+QfQnwy5mFhVXHExXaWWxEvyi8ABjGN295dQULqYR96dwpWTehB/UnMYVxCefyQgqb9+DwFbcWGBX/a+3A5Zuxz9cnYHNXB20hAGuaANTTOhBcZ8YgDp2pEgfz/0RrL6OQfoSYbMJFYd3QOTrlLt8ZL8EYbIXAHkKhz5X/Kfb8YwKyueCTN88HGrg7h0blhhoJF1oFXhsNvtjtzM7LCsPcXds3f5DsjdF9HeVhyKcfyCq2lNWS68Hn2ipcnMnCgjgGsmjYEb53FpvTdoKtgHzCRWra9eEC/JfYGbMVK9ZwLEMqb7yZwzx4+AIHcYU+ZbUla6YpBva4ges5UUFfpl7c1tn7Xb1i9nd0i/osy2/qjmGrcC2oQvWFBcb02N6egZjPl0BFS3GHTkUePoDKwgQy4iVn1YuSBdpf7pdP7fhOH835PBL7vyyHxlMpefH0yYy3/XBUnqYECAb4sL0jBmJ4ezw7J2l3TL3m0ZkLc3ooO1uA1gVo41wQiK2WRS/5pGoAXGfLqbqyorAAAgAElEQVQCJZ2i0Vl3G08w8AEZcjex6l+VC9JVama8JD8EXAkkArsPsO3Ihzz66nSum92WTi7LmGDHriw3920RvhdbSVGhb/b+3A6Hd9n6Htkd3K8wMyoAh6ftzeqDFhivQAuM+XQBiqMjtcCcIAI86Iwwu5xYdfSI5XSVWhQvyc8Bs4HTgH1F5JYtJuWt07h6alfiXJLbKr9v0X7fzm06u6Kt5sThsNsduVnZoVl7Srpl7fIZkLs3oqOtKBTzZicNRfthvAQtMCbiPGCsA7AvIsxIR685YS4Aejk3ZWZWXExXqbZ4SX4X2A9cCmQ7sBcs4/kvxnJu1gDGTm2q899xYxf/ppnePFTMTtpn7bL3zdkT2L/wUDsPnJ00BC0wXoIWGHOJABDBEdZGC4wLGIOx8/90YlV6xcV0laqAH+IlORNjU2YAkPUT76/J5WD2aM6c7Yt/4Il0WBCRn+N/sueFJjscdodzdlLcNXuXz4DcveGdrEVheP7spCH0MtsATcPQAmMuUQB9uxPua9HvhYvojpHD7Hxi1WeVC9JV6pZ4Sb4fI8KsM7BvEz9uzyVz4Slccl4QbRot8qXnhxcFYv6XA1tpcZFv9r4j7Q/vtvU5siuof0FmVCAOjxM+F6EDYrwE/aFmLlGA9O2u/S8uJhQjG/PtxKp/Vy5IV6kH4iX5QeBqYCCwey8ZWR/x2KszuG5OOO0bHAlW6ldS6j9vULP7XhwOu8ORl53d5vCe4m7Zu3zicveGx1gLwwBT8q+ZQLjZBmgahhYYc4kB7B3aaYFxAz7AE07n/7XEqqNHLKer1IJ4SX4KOA+YBOwtILvkfR5+YzrXzYihT2JDOihM5lBzhCYbs5P9R6Kzdtv65OwK6l9wKCqo5c5OGkKE2QZoGoYWGHPpCpQE+uNntiEtmCuAPmTI2cSqnIqL6SrVGi/Jb2Js2JwHHLZjLVrCU0uSueBwf0ZPFqTWzNZ2sTksN/dx+Ye8cjgc9rzsnDZZe4q6Zu30icvbG965vFXNThpCY/OXaUxCC4y5RAOl/n5aYNxMMrCaDJlBrNpacdHp/P8uXpIPATdgHMubncpbv+RyKHsEM8624FtjhFhev+IDfp2aHppsKysptmTvPxJ9eJe1T87uwNjCg1FBytEO7WeoC9+8++4LCV+woMhsQzR1owXGXAIAm7+ffh+agT7AKjJkNrHq28oF6Sp1U7wkP4Dh/O8EHNjAt38c4eDCiVx0fgDBx635qxu7NDpvnHI4HPb87JyQw3uKuhq+k7Au5QXhGBtGNY0jAtAC4+HoDzZz8QfK/PQMprmIAL4gQ24kVr1YuSBdpe51isy1QD9g9y42ZX7ME69M49q5YUR1qahbEJmf4z+mf70zjIrZSbus3dY+2bsD4woP6NmJ6wjHWN7UeDBaYMzFH3D4+er3oRnxBV4gQwYANxOr7BUF6So1L16Sn8DwySQBe3I5VPQBD702g+vP6EDPeIDSC44PTVYOh7Ln52SHZO0p6pK1S+Ly9oR3LdOzEzfSEvbztHj0B5tJzJwoglNgtA/GFK4H+pIhc4hVeRUX01Vqebwk/xcj7f8c4JCVsuKPeeKjUX5nRsZxUlTAhYM728pKSyzZ+3PaZe229s7ZFRhXcDAqWNn17KT5sNdfRWM2WmDMw4KRR0v5+WqBMYkpwC9O5//2iovpKtUBfB4vyQcxlswClC9+v4Qvze1+Yea2M5evTOhWnh+BsVlTYw7lZhugqR+3HsCkqRNfjLMt0Lv4TSUOI8JsXPWCdJW6HngAcIgvIyIGOmg356txFOx3y5kymkZhrb+Kxmy0wJiHHxUCo2cwZtMOuLumgnSVuosumU/7dsiPTL4gv7OvPz7pgzYUNrN9muPRAuMFaIExj6OzFu3kNxelUMCdtZX79Np/UpfxmYe7J6pIgKLYnKidjsN7m81ATU1ogfECtMCYx9FZi8OBw0xDWjsFRXxGrFpXU1lCUkQMMGnceZEdxefYxv4NJ20Iszsc2tFsHlpgvAAtMOZxdImspJQSk21ptdjt2IICuKGmsoSkCAHOHjgmrGNkB/8elcvKo0vCfg/cpWcx5qEFxgvQAmMeR7/9FpVSbKYhrZn8Ihb5xatdtRT39fFh+MipkcNrKtw6fnOnEptVv3fmoP1gXoAWGPMowQhTpqjEdTOYh1+GEbMhbDhEnwSnXwOb/qhap7AIbngQuiRD0BDofxo8+Vrd7R7IhPNvg9hpYBkIl9TgsfhmJfSbavQ97/+gvFIgaWER9J1yvC1mUm6lKDKMO2oqS0iK8AHmjjytbZeQMN8ak1qqILv/ug4Zh91qpKYmcsMXLCg12whN/WiBMY9inL//wiLXzWBSf4Vrz4Of34blr4GvBSZdDjm5x+rc+ggs+wHefAS2LIN//A3m/xve/LT2dsus0C4S5l8JowYfX+5wwPm3w9Vz4Zd3YO3v8PIHx8r/+TTMnQaD+rlqpE2nqIQUYlVuLcWJAUE+/QePDR9ZVxv7Rm/vlmMtynaDeZra2W+2AZqGoaOXTGLJcmWdOVGsgKWgyHUzmK9erfr6zUcgfCSsTIPTJxjXfk6DeTNhwijjdY/OsPBDWL0R5p1Rc7s9OsMz/zCeL/7q+PKsI8bj2vMgMABmToAt24yyXzfC1z9D2kdNH5+rKCnlUGQYj9ZUlpAU4Q+cN+6sdj38A33qTEkiPiJrBvxmnfLnSW6xU1MjB8w2QNMw9AzGXAoA39wC9/lgCoqM2UVkpRM0xg6Dpd/DHue/6c9psCEDpo498X6i20KnaPh6JRSXwIp1MLg/2Gxw1QJ4aQEE1Jj43hzKrfwfsaq23eDjwqJ8O/cd0qZG30t18mKzOu6yZ+nEi82HnsF4CVpgzKUA8MvNd18U2U0Pw5A4GDPk2LVn7oKEWOg2EfziIekieOTvMGPCifcjAu8/CQ+8CANPh8Q4uOwseGwRjBgE7aNg/IWGH+be55o+rqZQWExG+Aj1Rk1lCUkRbYBzJsyOjrX4SoMlMW3MhjY6bLnZ0DMYL0EvkZlLHhCZleueGcytKfDTOvjpLbBYjl1/9i1j1rLkBegeAz+uhdseM5bBph6XMKXhjB0Gayr5Xf7aBa98AOs/hEmXwTVz4dzTjCCEEYNgevKJ99UUlOLaOoqndOoZGN2lb1BCY9os71AcviVg965B1h5uP0JZowXGW9AzGHPJB/wys10/g7nlYXhnmeHo79X12PWSUrjzSXj0NsMnM7g/XH8BzD0NHl/kWhv+dq8xM/LxgXW/G07+0BCj3+WrXdtXQ8krIDV0mPq+prKEpIho4LTxZ7eLF5/aj0uujYxxv3cs1WHLzYFeIvMStMCYSy7gm51LqSt389/0ELzzuSEusb2qllltYLWCpdo7b7GAQ7nKAvjvRxASBLOnGj6gir4Byq1gN2ExyeHAEeDPNXVUmdU3sU376M4BJxTr5gixB6xvn5F1guZpGs7W+qtoPAEtMOaSB/gpBflFHHFFg9fdb3y4v/2Y4dg/eNh4FDoPlw1rA0kjjLDk1F9hx1547WN441OYNelYOxfdYTwqs2GL8cgvhJw84/nmv463ITMb7nseXrjHeB0RBgP7wBP/hbTNRhTa2GGuGG3jyCvk3cAElVFTWUJSRA9gzEkz2jbJsr2jt3fNtRbnNKUNTZ1YgS1mG6FpGNoHYy5FONPFZB8hMyKUqKY2+MI7xs9TLq16fcF1cO/1xvN3nzCWyS643RCK7jHwwI3GUlkFu2tY5U48q+rrpd8b9+78rur1mx6Cv18KXToeu/Z6irE589m34KIz4OxTT2x8J4rVRmlQILfUVOZMCTNn6CkRnUPb+sU0qSOLyK+xv5Wdum1Mk5rR1MrW8AUL9FkwXkKdAiMi3wMpSqmvKl27GeivlKp1qUFECpVSbUQkBnhGKXVODXVSgduUUmurXb8ZeFkp5da17Aob6yiPAM5XSr3gfF3rWJpADhhLYwezOdy7G3FNbVA14Ltdx2j470N110mtIcaqIW0DvPPE8deGDYT0JQ273x0UFvF05CiVWUvxIIufDBw6IWKEK/rKHXC4054/svd1tUTpA8lcz0azDdA0nPpmMO8Ac4HKW+vmAv/XkMaVUvuBxn4g3wz8D46PrBIRi1KquVbvIzBOM3wBTngs9ZGJc5lyzwEySXRx6xoASss5EhnO/TWVJSRF+ALnjz0jqntgiCXCVX2uH7UhuPOvExw+Pj4uX4b+94oVLN2yhb+ysvD39WV4ly4sOOUUBnTocLSOUoqU1FReX7eO3NJShnXuzOPTpxPXvn2t7X7y++889dNPbM/JweZw0KttW64dM4bzhxyLcX9/40bu+/ZbCsvLuWDIEB6aOvVo2f78fKYsXMh3V15J+zZ17k9tClpgvIj6/vgXA9NFjP0AItIDiAFWiEgbEflORNaLSLqIHLcHXER6iMgm5/MgEXlXRLaIyMfAcacCisiNzva/d86eEJFCEXlCRH4DxojIPSKyRkQ2icjLIka0j4ikisgjIvKriPwhYpxQKCIDndc2iMhGEelbrc/axpEC9Hbe91i1sQSKyH+d9dNEZILz+iUi8pGIfCkif4pIjTvFK5GLsabs+8dOdE4rN1Faxt3E1jojHh0SZukeNyK0zpQwjaWsU1HkFv89e1zZZgU/7dzJ5SNG8NXll7Pk4ovx9fHhzDfe4EjxsSE+vXIlz//yC49Mm8byK68kOiSEWW+8QUFZWa3tRgYFcdv48Xx7xRWsvOYaLkhM5IZPP+XrP4wEctlFRdy4ZAkPnHoqH8+bx/sbN/Ll1mP+9tuWLeP2pCR3igtogfEq6hQYpVQO8CtwmvPSXOB9pZQCSoFZSqmhwATgiYoP+1q4BihWSsUBC4DjnKlKqWcwQhAnKKUqtv2FAKuVUglKqZ+A55RSI5RSgzBEakalJnyVUiMxZkELnNeuBp5WSg0BhgPVU6zXNo75wDal1BCl1O3V7rnOMFfFA+cBr4tIoLNsCDAHiAfmiEhXamHJcqWAPUDwxq1k2e3ojXoupqiEHRGhvFhTWUJSRBAwJ+mc6D6+/j6BNdVpClvG/96hzG5zeQj6R/PmcWFiIgM6dGBghw78Z9YssoqLWeXUM6UUL65axc1jx3LGgAEM6NCBF2fNorC8nMXp6bW2m9SrFzPi4ugXHU3Ptm25ZvRoBnbowC+7dwOw88gRwgICOGvQIIZ27sy4nj35I8sImvt082byy8qYl+j2abgWGC+iIdP3imUynD+dbmQEeEhENgLfAp2BDsfffpTxGEtfKKU20vA/FDvwYaXXE0RktYikAxOBgZXKKrJdrQN6OJ//AtwlIncA3ZVS1f/hGzsOgLGVxpIB7AIqQlu/U0rlKaVKgc1AfRvvdgAh5VYc2bkcrKeuppE4HNxMrKotBPyUdjH+HXoMCB7qlr5DbIHro7bW5vdxGYXl5TiUIiLQ0MhdR45wqLCQib17H60T5OfHSd27s7qBkyqlFD9s385f2dmc1N34E+4dFUWJ1cpvBw5wpLiY9fv2MbBDB/JKS7nn6695+vTTqfs7ZpPJDF+wQKfk8SIaEkX2KfCkiAwFgpU6evLfBUA0MEwpZRWRnYDLvwUCpRV+F+cs4QVguFJqj4jcW63Pivm/HefYlFJvi8hqYDrwuYj8TSm1vNI9rh5H5TWIo3bUwXbgFID9mexvH4V2DLuI/CLWhA1TNYYWJCRFRAJnJM+OHuhjEUtNdVzBnjHbusYt6Xkkwi840l19zP/iC+I7dmRkV2OyfKjQOColOiSkSr3okBAOFBTU2VZeaSkDnniCMrsdiwiPTZ/O5L7GqnJEUBAvzJrFNR9/TInVytyEBE7p04ebly5l3tChZBUVcfnixRRbrVw9ahSXjXBJzERlatwgq/Fc6hUYpVSh0x+yiGOzF4BwINP5oTyB+r+p/wicDywXkUFADUnfASM/VyhQ04a1ig/+LBFpg+F0X1xXpyLSC9iulHpGRLo5+60sMLWNo8KOmliBIUzLRaQf0A1j89eJfBPejzOSbPte9g2Jw+X/la0RpcDPUuemytO7DwiO7tA9YIBbDfHF59d+G0tO3THaLQJz15dfsmr3br687DIsLognCPX3Z8XVV1NYXs4PO3bwz6++ontEBEm9jB27p8fFcXrcsWDHX3btYs3evTx46qmMeO45Xpo1i/7R0Zz84ouM6taNgR3qWwxoFN/VX0XjSTT0L/IdIIGqAvMWMNy5VHURUOMGtkq8CLQRkS3A/RjLWDXxMvBlhZO/MkqpXOAVYBNGZNuaBth+LrBJRDYAg4DqAbg1jkMplQ2sdAYTPFbtnhcAH+c97wGXKKVq957WzQGMZTpJ/0OnwHAVeQUsCRqiavwbS0iK6AxMGHdm1BA3L+kAkDsoM2avLcfl7+2dX37Jh5s2seTii+nRtu3R6x2cTvbDRUVV6h8uKqrXAe/j40OvqCgGd+rEDSedxBkDBvDEihU11i2z2bj1s894asYMdh45QrndTlKvXnQMDWVsjx78tHNn0wZ4PFpgvIwGbbRUSn2C8/TFSteygBp3k1XsL1FK7cT4UMfp+5hbU/1q9z4LPFu9rUqv/wn8s4b7kqvZ1sP5PAUjIqw2G+sax/nVLlWMpRS4tIb6rwGvVXo9o3qd6ixZrspnTpR9QEjaFrLKyikN8HfLUmOrwW7HFhzEDTWVOTdVnhM/NqxjRLR/syWmXD8qLShm7USHj4hLwpbv+OILPt60iaWXXEK/6KoHbnaPjKRDmzZ8v20bQzsbK66lViu/7NrF/ac2boerQynKbbYay55YsYJxPXsyomtXNh44gM1xzNVVbrdjd7gs+xFKqR0R99673WUNapoFnSrGM9gChDocqJ37+NNsY7yd/CJe9o9Xu2sp7ic+DBtxamSDznpxFaUxRZEZvntdErZ827JlvJ2Wxitnn01EYCCHCgo4VFBAoTMEWUS4ZvRonl65kiWbN7P50CGu/eQTQvz9OSc+/mg7M19/nfu+/fbo68d//JHUbdvYmZPD1sOHefbnn3lv40bOHXz8anZGZiYfbNzI3aecAkDfdu3w9fFh0Zo1/LxrFz9u386Ybt1cMdyKMenZixeiU8V4Bn8CkwE2bOGP/j2Jr6e+phbKrRRGhnFXTWUJSRE+wHljprftEhzq266ZTWPzuPT2vb/rVBpg8W3SDPXVNcbK8BlvVF3tvSMpiTsnGNH9N518MiVWK7d//jm5JSUM69KFj+bNIzQg4Gj9HTk5dA47dhJdUXk5ty5bxv78fAJ9fenXrh0vzZpVRZTAiDC7eelSHpo69Wh7QX5+/GfWLG77/HPyS0v5+/jxJHZ2abyKFhgvRIwtLRozmTlRwoCngD1REfi/+iD/Z/HRs8sTITefOyNGquOWRAESkiKGBwT73HLx3d3P8A/0Campjrvp9mOfXaPzBugzYxqBUkqJSMfwBQvcHvKtcS36Q8wDWLJc5WOEK4dl51J24DC7zLbJGykp5UBEGDVkQoOEpIgA4Pyks9r1NEtcAHaf9FfXPGuJSzJntyJWaXHxTrTAeA4/A2EAm/7U512cCOVWbidWWWspHhce7de5d0KbZvW9HIcvPmv6bHTbEdktERF522wbNCeGFhjPYQvOSL3vftEC01gKivg9fIR6q6ayhKSIUOCcCbPb9bf4il8zm3YcOYMPxeyzHdHH/jYApZQNeN9sOzQnhhYYz+EgRvr+4K07yM3JQy8JNAKROjdVTo3pHRjduXdQbZt7m531I9ICHNoBWi8KluvlMe9FC4yH4Ex8+TMQCbB1h57FNJS8Ar5rM1TVuBswISmiPTB1/FntBotPM+yqbCAlXQrbbrXsqy2UWuPERy+PeTVaYDyLjTjfk5XrtcA0BLsDe4A/19ZRZVb/4W06tIsJ6NNsRjWQzePSo8vtthPNANHicWbH+KjeihqPRQuMZ7ETKAf8VqxjX3EJdWcm1JBfyFuBCeqPmsoSkiJ6AWNGT49yS7bkpmIPswZviPhLZ9CunaXhCxbo/wEvRguMB7FkubJh5GiLUgrStrDebJs8GauN0sgw/l5TmTMlzJwRp0Z2Do3w7dTMpjWYnWP/6JpvLc012w5PREReN9sGTdPQAuN5rAX8Ad5Zxlq7A9cldGphFBbzb2JVTVm3AQb7BciAIUnhnp2d2hefNb3Ti+qv2LqwOxy7gc/NtkPTNLTAeB6bgWIgcPcBCv/axe9mG+SJlJaRHRnGgzWVJSRF+AHnjz2jXY+AYEt4M5vWaLITDnQ+YM3VS2WV8BF5JnzBAv3lysvRAuNhLFmuyoEvgfYAS1NZba5FnklpOf8g9rjTSSsY0ybC0q3/8DaePXupxNoRaX5Khy0D4FCqVEQWNaSuiBS6256mICLJInLSCdzzmfP5TBGZ7x7rThwRuUREYuqrpwXGM1kJKMDnxzXsy8xGHxNbiaIStkeE8kpNZQlJEcHAucnnRPfx9fMJqKmOJ1LStSDqD5/9Lsm27O3YHY7XwhcsMD2djoj41vW6gSQDjRKYyiilljiPHPE0LgG0wHgjS5arI8BqnLOYH9boWUxlHA5uIFbVtnwyqX3XgA7d4oI9MnKsLn4fl96u3G5v1WHLSimHn8XyaGPvc37rTxWRxSKSISJvifM0OREZISI/i8hvIvKriISKSKCI/FdE0kUkzXmabcU38yUishz4ztnuChFZgrF8jYhc6Gxng4j8R8Q4cltEporIemc/34lID+Bq4BZn3XHVbB4pIr84+/9ZRPrXMK5LROQ55/PeIrLKafODFbO3esa+U0Qedva/VkSGishXIrJNRK6u1M/tIrJGRDaKyH3Oaz1EZIuIvCIiv4vI1yISJCLnAMOBt5ztBtX2vmiB8Vy+BQIA3vuC34tL8OilgOYiv5BVocNUjc7fhKSItsDpSee0G+jj45qDvZoTW3h58G/hf7XqFDLldvvS8AULdpzg7YnAzcAAoBdwsoj4Y5w6e5NSKgGYBJQA12Ekao4HzgNeF5GKYxSGAucopZIqvb5JKdVPROKAOcDJSqkhgB24QESiMU7bPdvZz2zngYsvAU8qpYYoddxm4AxgnFIqEbgHeKie8T0NPO20eW99Y69Utttp6wqMAxHPAUYDFUJyKtAXGAkMAYaJyHjnvX2B55VSA4Fc5/gWYwQjXeAcV6259bzun7AVsQPYDUSUW3Gs38xasw0yG4dC+fpydR1VZvaKD2nfoVtgXB11PJodJ//RtcBamme2HWaglFIBvr73NaGJX5VSe5VSDmADxqm2/YEDSqk1zj7ynfnNxgL/c17LAHYB/ZztfKOUyqnWboXonQIMA9Y4j2E/BeMDfTTwY0W9avfXRjjwgYhsAp4EBtZTfwzwgfN59QwHNY29giXOn+nAaqVUgVLqMFAmIhHAqc5HGrAeiMUQFoAdSqkNzufrqrVbL1pgPBRn6pilGH+ERsiyHbu5VplLXgEfBw9Rv9VUlpAU0RVIOnlmVGIzm+Va/JVlbY9NrXJzYbHV+ln4ggVpTWii8vKinRM/ULF62Hjl1wK87vzmPkQp1V8pde8J9vMA8L1SahBwOjTpqPS6xl5R5qhWz+GsJ8DDlcbURym1sAHt1osWGM9mI8Yfd+CegxRt3ckmsw0yC5ud8pAgbqypzLmpcnbC+PBO4e38ujazaS7n8ND9XQ5a81pV2LJDKbu/xXKLG5reCnQSkREATv+LL8Zy0QXOa/2Abs669fEdcI6ItHfe21ZEugOrgPEi0rPiurN+ARBaS1vhcDSA55IG9L0KONv5fG4D6jeUr4DLRKQNgIh0rhhfHdQ1rqNogfFgnCHLXwDRAAsX873Njs1cq8yhoIiX/ONVbdF0sT4WhgyfHGnuWS8uZO3QNN/WFLZcUFb2Zrv779/m6naVUuUYPpNnReQ34BuMmcILgI+IpGP4aC5x5j6rr73NwD+Br0Vko7O9Ts4lp6uAj5z9vOe8ZSkwqyYnP/Ao8LCIpNGwmcHNwK3OfvsALllKVUp9jbHk9ovz97GY+sXjNeCl+pz8+shkD2fmRIkEHsNI52+78yomjhlC9T/UFk1ZOfkB/nQhVh23dJSQFGEBFow9I2rckOSI5Oa3zn0kLh2+uy8x3cy2w93Y7PZSX4ulW/iCBYfNtsWTEZFgoMR5hPRc4Dyl1Blm21UXegbj4ThDlr/AGXP+wjv81NoiyopLeaAmcXEyPKiNT5+BY8JGNqtRzcDGcRujrHZ7udl2uJsiq/VpLS4NYhiwwTmDuRZqzsPnSWiB8Q6+xEgfE5xXQPnXP7PcbIOai+JS9kWG8VRNZQlJEQHA3PFnRffyC/AJbmbT3I49ojzkt9BtLTpsucxmyw0PDHzAbDu8AaXUCqVUglJqsFJqvFLqL7Ntqg8tMF7AkuWqCHgX6ADw2sdsyDpCq3ACW23cSqyqze+UHNneL6bX4JBhzWpUM7J93NbOhdayfLPtcBelNts/whcs0Mk+WyhaYLyHVcAeINLhQL33BV+ZbZC7KShiY/hwVeN57AlJEWHAWcmzo2MtlhNK4eEd+Cvftd03tch9MUdKStK6PfzwC2bboXEfWmC8BOdZMW8BEYB89RM7t+8hw2Sz3IrFh2vqKJ7WpW9QdEzvwPhmM8gkMoft65ppzT9kth2uxGq3W4+UlJxnth0a99Jyv/m1TDIwdtrGAQdf+YBvHryJvhYLFpPtcjm5BXwVMUL9XFNZQlJER+DUcbPaJVTkXKqNP9YX8PWbmezeUkzuYSuXLOjOSTOjqtQ5tKuUj57dR8aaQmxWBx17BHLFv3rQqWfN0Zfrlx/hh8VZ7NlagrXcQaeegUy7vCNDkiKO1tm8Kp+3H9lDfraVhKQILr6nG75+xve50mI7D56fwTWP96Jzn1ojPKuwJjHNZ1r6eOoZrtewLz//34lPP62PBW/h6BmMF+Hc3f8+Ro4yy+9/kZO2hV9NNsvl2B3YQ4K4to4qZy+OHFwAABWESURBVMWNDG0f1cm/V31tlRU76Nw7kDm3dcEv4PgP56x9ZTxy2R+0iwng1pf6cu/7Azjz2hgCgmrX7D/WFRI7IpQbnu7N3W/HEj82nBdv286faUZwn8OhePUfO0k6ux3z/9ufXZuL+PGjY+eiffrCfkacGtlgcQEo6pkXvU0O7m7wDR5MTnHxtoMFBXeZbYfG/WiB8TKWLFcHMHbexgA8/Sap+YWYntrcleQX8rrfILW9prKEpIjeIowcNa1tgzZVxo8NZ9b1nRk2KRIfn+MF5pPn9zNgdCizb+1C97hgorsEED82nLYd/Wttc+7tXTnt0o70HBRC+66BnH5VJ7rHBbPhe+Pk48JcG4W5NpJnRxPTO4iEpAgO7igFYMemIjavKmDaFR0bYn4VNp68sa3VYbc2+kYPwuZw2LOKiuZOWbhQHybWCtAC450sA8qBoLwCyhd+yMcOBy1ix6zVSnFkGLfXVPb/7d17fFTlmcDx3zuXzOQ+IYlJDEGQq4hMQEFBJDRKsavgpa1Vq7a2ttut2q1WXWvV6m5ttepqq9XWVditFG/VYqQGsAZBpBJQCBDIoEBCuIbcb5PM5bz7xxkw4ARIyGRyeb6fz3wyM+c95zzDh+SZ95z3fV53nssCXDtlTsrQhGRbxqmeyzA0JR82kHWmk9/d9jl3XryJR24sY93yk6lTeLS2liBxSWavJzHFRnKandKPG2n3Gny2oZns0bEEA5qXH9nNt+/LwR7T9V+9wJD2hM3xu/Z1ecc+ZG9DwwtTnn120BduHSwkwfRDBUW6CbMSbBagVqylsngzH0U5rB7R7OVxxnVaiXai3aHGuWcm98hKlU21AdpbDQrnH2T8BYnc8dwops5J4aX7y9n04ckP3Frx+iHqqvxccJlZfkopxQ8fHcHfXzzAQ9dsZdjYWC6cl8byPx9k+Pg4ElPsPH7Ldu6/spSCP3UtX+y4aFt2S6C9XxbDrGpu3t7i890e7ThE75EE03+tAYoJXSp7Yj4r+vvcGG87h1KS+E24be48lx24/qKr0oY7Yq1JPXG+w2WScvOSmX1DBjlj45h9QwbnXZLCitdPbmL5J+/X8den93DLI8NJzfpiAc3RkxL4xcvj+M07E7j+3mHUHmjnw8XVfOOn2cx/oJxplw/h/r+MY92yui4lM+3QtvVDt9Z37ZNGX4vP1/rp3r1zpz333KCuCD7YSILpp0I3/F/GLKed4PNjPLOQNwMB+u01ep+P+xjXacHBCxNTbDljJif0SO8FIMFlw2KFrDOPrpKeOcJJ7YETV2j55B91zH+gnO/953DcM13HbbvwkUquvj0bpRQV21qZMicFZ7wV98xkPOu61iE5OKUy55C/qapLO0VR0DD0PysqfvKtRYu2RzsW0bskwfRjBUW6AXgBc2lly4ZtVL+zgrCrPfZ1za18lpzIS+G2ufNc8cA3Z30zfYzNbnGEa9MdNruF4WfHc6Di6Jx2cHc7qVmd3+QHWL+8jvkPlnPzQ8M595KU47b9qKCGmFgL581OOdJrCgbMnwG/xjC6fvtsnXtjvylUu3HfvoUvrls3P9pxiN4nCab/24y5RkUOwIK/sXHr52w8/i590m2M6/Qv5uyMYY6MnLGxuV09aFtrkEpPK5WeVgxDU3vAR6WnlZr9Zg9lzk0ZrF9ex6q3qqmqbOPDt6pZt6yWWd9MP3KM+Q+WM//B8iOvi5fV8uL9u7j6tmxGT06godpPQ7WfloYvV7RprPWz5IX9fPtec5mauEQbp4908t7LVewua+XT9+sZlZvQ1Y9F88i69F1UVXZ5x162q7Z2y+OrVn2/0OPpH9lQ9Kh+8y1IdG5evnJirlHhAqoT47E/ez8/SEkm/QS79gmNzXyUdJ6eEW6bO8+VCjx2zZ1DZ5yW4xjb1WN71jfx5L9+9qX3p10+hJsfHg7AmoIa3l1wgLqDPk7LcfC1mzOZeumQI22f+KF5ZeeuF8Yceb39ky8XtB5zbsKRNof9z327GDkxnvxrv1i/qWJbKwt+WU7dQT/TLhvCt+4e2q0JlPYaZ9Pc1Rc7bRarvcs794J6r7f+rS1bcu9YsqQi2rGI6JAEM0DMy1enAw8DtYB30lmk/eJH/CDGzvGv9USZYWD4A7gdE3XY1Trdea7vjXTHX/m172bO7e3Y+oPR740vn9Q2ani04zhWq9/fttTjuermN95YGu1YRPTIJbIBoqBI7wNexBy6bNmwjer5b/JaMEifHrXT0Mybx0kuw4CLLpybOqmXw+o3Pp9Zlt0a8PWp9YF8wWBg8ZYt90pyEZJgBpZi4B+E7se8u4qdbyzjb321kxoI4Itz8u/htrnzXAq4JndW8ulJqfahvRxav6Edhn396Vv7TCWHoGEYb23Z8nzBtm3PRjsWEX2SYAaQ0NDlV4FSYCjAoiWULltNYVQD60RTK886JurOFtQab7Wpc869OOWkSsIMZvunVORU+5ujviKk1pq/l5W9tri09K5Cj6dP95xF75AEM8AUFGkf8DywF/NyGc+9QvHHJayOamDHaPfRkJLEL8Ntc+e5rMB10+cOOSM2wTokXBvxBWVRrJu4Ieq1vVbs2LF80caNPyj0eAb8Ms/i5EiCGYBCK2A+BTSAOZLs13/i/S2fsSGqgXXgbechxunO7h1MjU2wjhh/QdLUXg2qH2saVZexy4jesOW1u3cXv1BcfG2hxyOrU4ojJMEMUAVFuh54EggCKQAP/p53yvcS9dnUrV4qXYk8E26bO8/lBK6d9Y20UfYYy8nXsxdsnF6SHDCMzpaXjpjV5eXrnlq9+opCj6fP3AsSfYMkmAGsoEgfxEwyTiAxEETf9xRvHKgmqhP0AkHuYJzu7Bp9fmpWTNaICfGTezWoAcCf7k0qjS3f05vnXLZ9+9pn16y5ptDj6dd18ERkSIIZ4AqKdAXm5bIUILa5lcD9T7Ootp6oLMHb1MKGpPP0m+G2ufNcLuDKvG+knWWxKllttRu2X7T1dG/AF/HLVIbWenFp6aoF69ffUOjxlEf6fKJ/kgQzCBQU6TLgOSATiKmqpe1nv2XB3oOU92YcWoPFwr8dp8m/DBsbm541wjmh14IaYHSsEbM+a1tNJM9hGIbx+qZN771aUnJTocfzeSTPJfo3STCDREGRXg/8L+bw5Ziaetrv+A0Lt5cTdpJjJDQ08278JL023DZ3nisLmH3RVWnugbLufLTsm1qeU+Nvrj5xy64LGEbw5Q0bliwuLb250OOREjDiuCTBDC4fAC9hriET3+YjePfjvFm8mTWRPnEwSCA+llvDbQtNqvz62dOSMlIyYkZEOpaBTlmUWnd2SY/f7G/x+Vqf++c/Xy30eG4p9Hj69cqaondIghlECoq0LijSK4H/xrwn49IafvU87xV+SKGhI7fscmMLC+wTdHknm0dZLEyZemnKuZE6/2DTOLYms9w41GM3/Pc3Nlb98r33XlxTUXF7occT9Umdon+QBDMIFRTpTcCvARuheTLPv0LxX97h9UCQHv/m6/PTmpLEf4Tb5s5zWYBrp146ZGh8ku20cG1E92ycvjEpaBinPKN+w759n/186dLf7WloeECGIouukAQzSBUU6Z3AfwEthGb8v7GUsmcW8ue2drw9ea5WL48yTnf2hyk3xmkZc85FyT22UqUw+dK9SaWOim4PSQ8ahrG4tHTtYx988FBbIPB4ocfT2JPxiYFPEswgFpon8whQCQwD1Iq1VD7yR15qbKZHvql626hyJfFYuG3uPFcMcP3Mq9POdDgtiT1xPnE0z8ytp3sD/tau7tfq97c+s2bN0ldLSu4EXin0ePrtUtwieiTBDHKhZZefADYAwwFLiYeanzzCn7btZNOpHt/n5x7G6c5qU81ISrVlj56UIAUtI0THBWM+zSjr0oiyz6qry39eWLjw4927by/0eNbIapSiu2TBMQHAvHxlA64FvgrsA9oArr+cs6+6hMsdMTi7eszmVsoS4hgfbilkd54rAXh83o+yzh82Nk7We4kgbWg9e/EltUPs8anHa+cLBNre3LJl3dtbtxYCf5T7LeJUSQ9GAFBQpAPAXzCHMacSuvm/aAml9z7J83sPsqurx9SaW8Mll5A5WSOc6UNHx7q7HbQ4KcqiVPH4kuNe4qqoq6u4d+nSd97euvV3wJOSXERPkB6M+JJ5+SoL+CEwAtgDBJSCn9zA9FlTybdasZ7oGA1NrEyeomeF2+bOc6UBj33rrqEz0rMdY8K1ET3vgsXT9w6zpmV3fM8fDPqWbNu2/rVNmz4CXpCZ+aInSYIRYc3LV3bgMuAqoA6oBzh/Ihk/vo6vpySbPZxwDAPD52eC0623hdvuznPdMnpSwrw5N2XMjUTsIryYA3H1c9fmJ1otFivAztranS+sXbuxvK7ur8DiQo+nR0cPCiEJRhzXvHw1GvgRkIy5iJmOi8V2z/e5ZNJZnB+uqktdI6+kTNXXhzueO891BvDwdx4YNjtxiP30CIYuwhi/dGJFTlNmwqslJetX7NixDbPXEvaLgBCnShKMOKF5+SoeuA6YCRwAWgG+cj45N8zl0vQhHEkUgQDtQYMzHBP1l6o1h0rC3D0533Xx9LmpX+2l8EVIsF23VS7TxZtfayv3G0YR8FdZIExEkiQYcVLm5SsFnAt8H7AC+wGtFHz3SnLnzODiuFgS6hr5bcpU3dms/QnA3bEJ1r0zr06bNmJC/HSbXcX03qcYnIJBHdi5qq3B83rwA189JcDCQo+ny4M2hOgqSTCiS+blq1TM4cxTMZdkrgVIjGf43d8jPvcsvsM4HXZinzvP9TCQgdkLwpVuj5txReqFOWPjzrPaJNH0tGBA+ys9rRtWv12zs3UP/sTmhEUOf8zyQo/HiHZsYnCQBCO6LNSbGQPciFn+vx6IA+4JLdUcljvPdT5wA5CAmWTaARJTbM5plw+ZOuLs+PPtDktcpOMf6AJ+7dtd1vLJh4trdjXVBlqAAuD9kpX1chNf9CpJMKLbQpMzp2HenykoKNJLT7SPO88VC+QBVwAO4BCYtc+ccRb7BZelTh6dGz/NEWdNjlzkA1N7m9FUsbVl40cFNRUtDcE2YBlmYpE5LSIqJMGIUzYvX9lCEzVPmjvPFQdMx0w0CUAN0AxgtSlL7qzkMWMmJ547JNM+UskKZJ3SWlN/yL+rbF3Txg0r6huMID6gEFhRsrK+IdrxicFNEoyIqlDBy/Mw59ukA42Y8240QHqOI2nyV1yTho2LneyItSZFL9K+xe8zvPt2eEvWv1fv2b+rTWOW9vk7sLJkZX1TlMMTApAEI/oId57LBpwDXIp5f8cAqgjdp1EW1MQZySNHuuPPTh/qGGuPscRGL9roCPiNtqrK9rIdJS1lW9Y0NgcD2gbsBt4FSkpW1rdFOUQhjiIJRvQ57jxXJua9nYuBeMw1a2oxkw5Wm7KcdX7iGSMnxo/PGOYcF+O0JEQv2sgK+I226r2+7Ts2NZduXt1YE/DrBCAIrMZcAruiZGW9/BKLPkkSjOiz3HkuOzAeM9FMABTmJM9azD+yKAtqzOSE7DPOijvztKGOEUmp9qEWq7JFLehTZBjaaKwJVFZVtu0sL23d+fnG5hbDIAnzkuF2YBWwqWRlfXN0IxXixCTBiH7BnedKBMZiDgyYiFkJvB3zfs2R9WbsDmUdPSlh6LCxcSPSsh3DE1zWTJvd4ohK0Cch4DfamuoC++ur/Pv27vBWlK1r2tvWYsQDhy8B7gBWAqUyGkz0N5JgRL8TGuo8FpgC5AJOzN6NF3NOzhel6RVkDXemZI9yZqZlOzJdafaMhBRbpiPWktSbo9MMQxs+r9HQ2hysa6zxHzy0p31f5Xbvvn072+rRJMGRXooP2IS5ANz2kpX1tb0VoxA9TRKM6NfceS4LkIm5Gmcu5kCBw1UBDMz7N83AUcOobTHKmp7tSBqSGZOcnG53JbpsyfHJVleM0xJnj7E4bXblsNqVw2ZTTqtNOZTly8lIa60Ng2DAr72BdsPr92mvv93w+toNb7vXaG2uC9TXVflqq/f56qp2tzcEAxrMe0qJgA0zoWjgc2A98Bmwp2RlfbDn/6WE6H2SYMSAEko4WaHHGcAozHVtYjATjhUz2bSFHu0ck3zCsdmVBYVSCrSGYEAb2iDcL4/C7FE5MS9z2UPnPdx2D1CGeelrP3CwZGW9rHcvBiRJMGLACyWdFMyeTgpmPbTM0CMNs6LA4d7EYarD4/DrY9t0fK06tKnBTB57Qj/rMAcmVEsyEYOJJBgxqIWWEIjFrKXmCD2cHZ7b+SLJgDl6zQj99IZ5tMmwYSFMkmCEEEJEhCXaAQghhBiYJMEI0Q1KKa2UWtjhtU0pdUgptUQpdbNSamPo4VNKbQ49f7RD+zkd2jQrpTyh53+OYMy3KKWePkGbfKXUBR1e36qU+nakYhIDW7+d8SxElLUAE5RSsVprLzAb2AugtV4ALABQSpUDX9FaV3fcWWu9DLOcPkqpD4C7tNbrjz2JUsqmddcqVZ+ifKAa+DgU5x968dxigJEejBDd9y5wWej5dcArPXHQUE9jsVJqBbBMKZWklCpSSn2qlNqklLo81G6UUmqLUuolpVSpUqpQKeUMbbtDKbU11H5hmHNcoZRaq5TaoJRarpQ6TSk1ErgFuDvUm5qulPqVUuqnoX0mh/bZpJR6UymVHHp/tVLqUaVUcagnNr0n/h1E/ycJRojuexW4NvRHfSKwtgePPQm4Wmt9MebotCu11pOBS4CnOrQbCzyttT77cLvQ+/cAuVrricBtYY6/CrhAaz0JeAv4mdZ6B/Ai8LjWOldrveaYfRYCd4aO6QEe6LBNaa2nAncDD3b7U4sBRS6RCdFNWutNSqnhmL2Xd3v48Mu11odrjyngUaXUDMwh0jlKqbTQts+11ptDzz/BrGgAUAosVEq9DSwOc/xhwOtKqUzM4djbjxeMUioVcGqtPwq99X/Ayx2avBUmBjHISQ9GiFNTADxBD10e66Clw/ObgGRgstY6F/MeiTO0rb1DuyBffGmcA/wRs15bsVLKeszx/wA8pbU+B/hxh+N11+E4OsYgBjn5jyDEqZkP1GutNyulZkXoHMlAldY6oJSaDWQfr3EomQzVWhcppVYDlZgTSY895t5Qwc/vdHi/CbNW2lG01jVKKa9Sanro0tmNmFWeheiUJBghToHWeg/w+wif5mXgHaXUZqAYsyjm8diARUqpRMyrFE9orZuOKR79EPA3zBI2H2DWbgN4G3hDKXU1cOsxx70ReF4pFYtZoPPm7n4gMTjITH4hhBARIfdghBBCRIQkGCGEEBEhCUYIIURESIIRQggREZJghBBCRIQkGCGEEBEhCUYIIURESIIRQggREf8PvqGJo7vc3y0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b34084c18>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"fr\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33a50be0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"ga\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33fc9e80>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"hr\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33b95b70>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"hu\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33b95cc0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"it\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33c15160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"lt\n"
]
},
{
"data": {
"image/png": 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++2YtVa7yW/icWqpYzbecyNElODzALjbyC4MYe+hYLxLIZil2bGxiOT2dyQM/4mHO5RbCOPr4kQ4cdvMJ3WKO+sT2x2vpmdaE5qtpOgpaWNogaaky+vxU/j5uBA3nSW4GviFbXK5SylIZecCjwEaMnNkBO8na/wVPv15G4R6PGt0KVvI1dqwcT1qL6j/FFdzOGB5kMv1J5jz+SNlxOQ+yhu95gHMwYeYMrmMV3+DATgLH8zIzeICz+YRHsWNtUX/VkdVFASE6ggFG8q230jOt+n6iAbSwtDnSUiWuXxz/uCLtsFSn9TkdWEq2DHRVmKUyKoDngO8xxCWwmLzKT3ns7f3syPKI0a3kVz4jiUmE07JoKdfyJHfxCVfzBBtYwve8eaisBwO5nbd5mAVcw79xYOdLnuMS7mM26fQmkXuZx1628jOzW9Rf7UCqWnVh7ZMTgTt8bYTGP9DC0oZIS5Vgi5lb7rqOlKBAmkrKlQgsJ1tOcVWYpTKswAcYKWJ7AWFWau2f8+ScLaxarPD9SsE9ZLOL34/KDdaZ7vRgAGM5hzRu51texo7NZd3PeZKTmE4svdnMcsZwNmYsJHMGm1uYZtx+XKj+/hzOw9olpgEtLG2GtFQRYPotl3NWz650b8Ep0RiT+n92Veic1F8E/BsIx8hdzkLe/mkV33xqx+76juwlfmE2MfQikfGtOl+hcGDHgeOIsk0sJ5dNTOJPh+oeFCA7VhQtW+hlOrlrRKuMa7+EoF1iGrSwtCVGnzyWy04Zx4ijOMcCvEG2PEm2uPxbZ6mM3zEm9auAngCr+XbDIt5+q45qtyevqqWKPWSzh2wUimL2sYdsith3qE4d1azka8ZzgcuVY3P5P57jukPvV/Alv/EdeWyngN38xnzm8SyjOB0Lh4dGs1LLJzzKpczChLHOoT/JZPA+eWxnOXPpz+hmr8NqqquyJHaObO3n0I45Ebjd10ZofIveINkGSEuVLlERPPHS/VwU1onWxvv6EriMRFXhqjBJUiKAv2C40XYDjhjiws/mxkvD6NyjlX0ewWZW8hzXHnH8eNL4E48CsJTP+ZAHeYgFRNH1iLrvcQ9bWMVDfAfAKr7hB97mADtRKKLpyXFMZhJ/IrDBXpm5/B92rFzAPw4dK2A373A3+9jKME7mch464ryGlPUqz5Uvx/Y66g+gY1AFJMxMtuT62hCNb9DC4uekpYoZuOu+v3DpcUkMO8bm1gHnkah2uSpMkpRA4DIgFUNcrEGEWs7llqld6D3kGPtuVxScWbMj6PGR8b62w4/538xky598bYTGN2hXmP9z6vEjmDB2+DGLCsAIYAXZ4nLiIktl1AHvAO9j7HUJraXS+hn//iSHtUvc0H/74cSopoc0msvTM63jfG2ExjdoYfFj0lKlm8XMxX+5hLHivvRK3YDFZIvL3dLOSf3vMEJ1RAHRoPiO1xf9xoLPHdg7cggTABRKmSd2O/odlR0LAZ7xtREa36BdYX6KcxXYHTMuY/qZE/HUk98jwP0kuv4nSJKUPhgTsaFgzK4nMK73SUyfbiGoo0X0PUR1aFWRbUlys5trclYvYcl7T5O7MZOyA3uZ9sAbjEm78lD53aNd51w74aKbOP/u5xptd/OvC/jh1YfZv+13zIFB9B05nrNvT6dLX2Ol797sTGY/eAOFu7bSf+wpXPTQm3SKNMx1OBy8fNVETr/5QRLGn35U191KLp2ZbPnIGx1p/Ac9YvFfxvbvzcRTx7dgiVLruRf4mGxxGe8qS2XsAh7GmG/pA8hmVuz+kuder6Q034N2+TU18Q6XCyAaUltdQbcBwzj3H09hCT7yI/7Xgl2Hva78v88BSDpjWqNtFuXm8N6dF9IveQK3frCCP7/8LdbaGt6+9fxDdT576CYGHDeJWz5YTk1FGRlvPnGo7NcPXyC2b4K3RAXgifRMq3YbdjC0sPghaakSDlw14zKGmw+uifUcFwE/kS09XRVmqYxi4D/AMqAfYM5nZ+lnPPHfQvZu8bBtfoltdMviTiZOPJszb32EpNMuRFys9g6P7X7Ya+OPXxLbdxD9x5zcaJu5G3/DbrNy5q2PEttnID0HjyLlmn9StGcblcUFABzYkc1xU6+lS98ERp41nfycbACK9+7klw+e59y/PdmKq241fYDrvdmhxvdoYfFPpo4bQZ9BfRnkpf7GYkzquxwdZamMWozQ+59i3ChCqiirm036h7v4fZmXbPQbAk6OdXuK59qqCtZ+9wnHTXW5n/UQcUPHYjJbWPn5mzjsdmory/ntq/eIGzaW0M6xAHQfNIKtyxdit9nYtmIR3QcNB+CLx2/l9L/MOlTPi/wjPdNq8XanGt+hhcXPSEuVOGDStRcc1UZId9ALWEK2uIyhkqUyHFkq40uMOGOxQJTCob7h5e/WsfhLB44jt7i3Q+wBtjrLqBi3T9yv/fYj7NY6Rp/X9Ardzj37cu1L3/LDqw9x3wlhPHhyLHlb1nPVs18cqnPh/a+w/oc5PJmWiMkSSMo1d7Fm/kc47DYGHp/K23+dwn/SEpmbfht2a8sCbh4jvYErm62laTdoYfEjnBP2F545ka49u9LXByZ0Aj4lW+5prEKWyliFMekfgLHCjF/57Lef+fg9K3XV3jHTd1TF1BSJyeS+NXpOVnz+X4amnEdY5y5N1isvyOOzh25g9OTLmfHer1z/2g8EhYbzwV2X4XBqe7cBw7jhjYXc9c1WLnnsPRx2GwteuJ+p/3qBL/99Bz0TR3LHZ+vYv+13Vsx5w92X0hgz0zOtOhJ0B0ELi38xUCD5knMY40MbBHiEbHmPbHEZ6DJLZeQADwL5GE+jsoFfdnzLy29UU17oRVu9Tl1iQK2729y7aQ25G1Y36wYDWPrJywSGhHL27en0TEym35iTmP7I2+Ss/olda5e6POebZ+7ihItuJDquP9tWZjDyzIsxWwJJOu1Ctq1c7O7LaYyBwMXe6kzjW7Sw+AnO0crFF51Fj5goYyTgY64AFpEtR8ZUAbJURiGQDvyGEX7ftJctRZ/x7zdK2J/jPTO9ixof4fbFFCvm/JfOvfox8PhTm61rrakmIODwB39xvlcuvJHbVixm3+Z1TLj8tkN17DbD/WW31qEcXt2W9K/0TKvbR3sa/0MLi/+QBAyafMoRybt8yYkYk/rDXRVmqYxq4BVgHtAXCK6guOZTHv9fLptWedFOr2E6peUbI2urKti7aQ17N61BKQclebvYu2kNJfv+iKhTV13Fmm8/5Ljzr0Zc7IKd//w9vHHjmYfeJ048m73ZmSx87REKdm0hd2Mmsx+4nsjuvek19PC1F9baGuam/5UL7n0Zk9nQw76jJvDrhy+Sv30jq798l76jJhz1Z3AMDMcIF6Rp52hh8QPSUiUAuOTsk4jsHEnTTnbv0xf4lWyZ7KowS2XYgTkYAtMNiLRjc3zJ819v4Of5Cke72YFbG1RTZu4R1qml9XM3rOb5S8fx/KXjsNZU88MrD/H8peP4/pUHD9VZt+BTrNWVjDn/KpdtlBfkUbhn+6H3A8ZNYvpj77Ih40uev3Qcb82YjMls5poXviQw5PA9qwtfe5jBE88+THDS/vk0B3Zs4qWrJtJtwFDGX/yXFl+/m7jB2x1qvI/eee8HpKXKcODvL83i5Lhu9PO1PY3gAP5Oomo0TEeSpAwCbsN4YMkHSCJl4PGcP82MpanEZG2CkgHlu02fju3tazvaOHVA3MxkywFfG6LxHHrE4mOccyvnJg8lyI9FBYz/lafJltfIFpd7ErJUxhaM3C7FGJP6ZJGx9Tte+28NlcXeM9UzWEcFdYgl1R4mEHA9PNO0G7Sw+J4+QOKl5zDU14a0kOuB78gWl7GyslRGPvAYkIWxU9+0m40HPufJN0o54DJcf1tBJsa02A2maRK9E7+do4XF95zRuzumQfG4nCD3UyYBy8iWwa4Ks1RGJfACMB9jjiaolANVn/L4u/vYtsaLdroNBw675fiuzQae1LSIhPRMa4qvjdB4Di0sPiQtVWKB8RedRS9TQJv7WwzCEBeXa2SzVIYN+Aj4L9ADCLdRZ5/LM3M3sfwHRdua3KuOqi4KCDbrDX7uQ7vD2jFt7WbW3jgZcCQP8Xr4FncRBcwnW25yVejM7fIjxn6XThihYFjMe7+sYN7HdmxeiSfiDmoGqSpf29DOOE/vxG+/aGHxEWmpYgFSTxqLJTKcGF/bcwyYgZfJlufIFpc3iiyVkY0xqV+JEZOMTL7f9D1vvllLVZn3TG09juPC9XfFvcQAp/jaCI1n0F8W3zEYCD1zQpuZtG+OW4GvyJYIV4VZKmMfRoyxTRg79QN2sC7vC555vZyiXO+Z2TpMp3SJ9LUN7ZCpvjZA4xm0sPiOk4IDqRvcr01N2jfHWcBSsqW/q8IslVEOPAsswhCXwGL2VXzKY2/ns/N375l5dFjNdVWWQZ1dCqbmmJiiQ7y0T7Sw+IC0VAkDxp5/KjFBgbS37HpDgeVky0muCrNUhhV4D3gHwy0WWkeNbQ7/mb2V3zIU/jenX9Wjts3vwfFT4oDjfG2Exv1oYfENI4GAcSNI9LUhHiIW+IFsudpVoXNSfyFGZspIDH87P/Dmj6uZP9uO3eY1S1uAdZjFr+xpZ0zxtQEa96OFxTecajZT1rcnA31tiAcJBN4iW54g20VeXiBLZazHmNSvxViSzCq+/n0x775dR02L8sp7hQmd23w4Gj/mdF8boHE/Wli8TFqqRAP9Tj2ByEALHeGG9U9gDtkS6qowS2XsAR4GdmBsppStrM6dx7OvV1CS5z0zXaNQyjyhm94Y6TmS0zOtemFEO0MLi/cZBKhxI0jwtSFe5HzgZ7LFZQDHLJVRCjwF/IwRBsZSwO6y2aS/WcCebC/aeQQ1odXFpqigQF/a0M4xBdVVT/S1ERr3ooXF+4wDqgf1YZCvDfEyozByu4xzVZilMuqANzF268cBnWqosM7miY93sO4XL9p5GDX9HP7jkmsHKKWwlRUVmTet2jdsxdytf1rwfN6185/R+1naGW7PhqdpnLRUCQSShg6gLirC2IXewegO/Ei2XE2i+rhhYZbKUMA3SZKyF5gBBIEqns9rP5zAlAMjmHReACav7ta2jemkvyTHgHI4lL20oDAif2dl/wM55uGlu6I72+sauha9mm1M43l0PhYvkpYqicA/bpxOt8mn4DJxVgfiQRLVA40VJklKX+B2IATIAxjMCX0mctF0C0FeizJc+N/oosDkLnqOpYU4HHa7ozi/sHP+zqoBB7YHJpXtiQ1z2JpzJdYCkZGzZtV6w0aN59EPY95lBOAY0BudLApmkS2JwNUkqpqGhVkqY2eSpDyEsaO/H7BrE8t2lbD/9TO5/rJORHg806YtwFZrGRHd4lTEHRGHzWZVRfsKY/J31CQU5AQPLdsbG4Kj61E2EwQkA8s8YKLGB2hh8S5jgOKeXbWwOJkO9CNbzidRHbECLEtlFCdJyr+Bq4HxwO795JTM5on/nsst06Lp4dHl2tWxNcViMnX3ZB9tDbu1rlYK9xZ2zc+xDi7ICUms2B8biHLHZzQcLSztBi0sXsK5275Lz64URIShn4L/YBywkmw5j0R1RK6WLJVRkyQprwF7gWnAvipKq2eT/sHZ3HRmb4Yc7ynD6oYE1Hb05WC22ppqc8Geou75ObYhhTtCB1Xmx5hEenqgq/YSM0+DFhZv0htQJ4wkzteG+CFxGMuRryBRfdGwMEtlOIB5SZKSB9wIlDuwl3zNi/MnMO3AME4+J4AAt69wdIyP7HDfD1t1ZUXggd3FPfNzHEOLdoT3qy6KDhDpdaiCeCy0lxaWdkSH++L4kL4Aif21G6wRQjE2Ut5NonrCVYUslbEiSVIKgduArkD+L8xeXcL+ovFMvdhMoFvjrplP7tbuR5a2yrLS4AO7Snvn5zCseGdk79qySCDsUAXPCUlDhnmrI43n0avCvERaqvwd6P3yLNJ6dSPe1/b4Oe8AN5Co6lwVJklKLPBXjCCWewDVk4SY07n2shDC3LKCqzaoprRu6ch2tyPcVl6xL2yLAAAgAElEQVRc3Cl/Z3nf/O2SVLKzczdrdVjzZ3mNiMhZs8p9bYTm2NEjFi+QliomjB33B2Ki6OZre9oAVwEDyJapJKqChoVZKqMgSVLSgT8DY4Fde9lcOIf/vDGZGRdH0TX+WA2o6m0tMxsBMtssSjmUvbSwMDx/Z2W/A9vNw0t2d46x13YGv53jMyJja9o8Wli8Q1fAHNeNoOAgQnxtTBthIsZO/XNJVBsaFmapjKokSXkJI1lUGrC3nMLqT3n8vcncPLkng0YfS+f2UcGOtvblcDjsDkfJgYKo/B1VAw5stySV5MaGK2sstJnNuIloYWkXtLXvTlulK8DQgW3mC+4v9MNIHDadRDW/YWGWyrAnScpnwD7gOqDYjrVsHs9+eQqXHUhk/BnS2kmCk6K9tgmztTjsNpsqyiuINvaQBA0ry40NUUe9h8Sf8MRqM40P0MLiHboB0qdHm85t7ysiMFIe30mieq5hoTMMzC9JknIAY1K/C3DgRz5YVkxe4fGcN82E5ahWDTvEbrOM6+p3fyu71VonhXsLu+Tn1A0u3B48pNxte0j8hbYsipp6aGHxDv2B6u6x6NAgrcMEPEu2DAFuJVEdkXgrS2Vsdu7Uvw1j+fKedSzaUsL+/6Zy5aXBhEa1tLOqqOqigCCzz29y9rraGlPBnsJu+Tm2xMIdoQkV+TFmMfLWtFN8/plr3IMWFu8QB1TFRGlhOUZuAgaRLReRqI5IF5ylMvYnScqjwA0Y0ZR37uL3/M956vXJ3HxJBLEtWupdO0iqfbEx0lZTVWkx9pDYhxTtCB9QVdhgD4kPjPIuWljaCVpYPExaqgRguML2RYTT4qdmTaOcCixzTupvaViYpTIqkyTleeBi4CxgTyn5VZ/y+DuTmZHWnf4jmuvAMS7MK+kkbFXlZUH5u0riDuQwvHBHRJ+6siiM/TwG3ttD4i/oFZPtBC0sniccI++NIyQIl1kUNUdNAoa4TCNRLW5YmKUybEmS8iFGGJirgQIrtRVf8PTnqVx1YBBjT5UmHv9NJ3f1yDJjW3lJSacDu8r65G+X4cU7I3tYKyMw5pA0BnrE0k7QGyQ9TFqq9AXuA/bMeZ57zCYt5m7ECswgUb3eWIUkSRmKsZnSBhQAjObMIWM4e6oJs6Vh/TpzXWXtiqRjfgBQyqHsZUVFYfk7K/odyDElFe+KjrHX+P1KMx9jByyRs2bpm1IbR9/kPE8ngIgwLFpU3I4FeI1sGQr8jUTlaFghS2VscE7q346xUz/3N77bWExecQpXXBZESHj9+tU9aksCOPqRpXI4HPaSA4WR+Tur+hdsNyeV7I6JdFhjQK8EPApMQCBGfhZNG0bf6DxPJ0B6dNFuMA9yO5BAtlxCojoiJEiWytibJCkPA3/B2N29K4e1eaUceO1sbro0nOhD+yesSYG2oBZ06LDb7ao4r6Bz/o7qQQdygoaX5cZ2UnaP54jpAHg1Q6jGM2hh8TydgIAundFuEM9yDvCrM/z+joaFWSqjPElSngEuw1gAsLuIvRWzSX/rXG6Z2oU+RnTdCVEudcVus9ZJ4b7C2PycuoSCnOCh5XmxQTj0ZLP70fekdoD+I3qeKMAeHamFxQsMxwgDM4VE9WvDwiyVYU2SlHcxdupfDuTXUlU5m/98Nj5oareRtSnR5gndosHYQxJQkOvcQ5LTKaEyP8aC/+whKa+t5dFFi/gqO5uCykpGdO9O+tlnM7pXr0bPUUrx8rJlvLVqFTtLSugcEsKlI0fywOmnA7B23z5umTuX7YWFTOzXj1emTKFzJ+Pf1uFwcNobb3BvaiqpAz2aX02PWNoBWlg8T2fAGhJMeLM1Ne6gC7CIbLmORPW/hoXOnfoLnLldZgDBmJXl16h5uxwJ1T+NzRmcNDZ/T+cBVQXRpvp7SPyMv86bx+/79/PylCn0iojg43XrmPLuuyybMYOeEa4Xmt3z3Xd8t3kzD51xBsO6dqW0tpb95eWHtXlyv368NW0at86bx1NLlvDImWcC8Mry5QyMjfW0qIAWlnaBV9brd3AiAWtAgP6svUgQ8B7Z8hjZrjeDZKmMdcAjQB3CYEKltiT5my6m4Q8PXN/9605rbHnVdXb7EYsB/IFqq5V5GzYw67TTOKlfP/rHxHD3pEn0i47mzZUrXZ6zpaCA11as4INLL2VyYiLx0dGM7NGDMxISDtXZfOAAV40ezcDYWKYlJbG5wAgsvaukhJeXLeNxp8h4GC0s7QA9YvE8wYAjIKAD7Jv2P+4GBpMtfyJRVTUszFIZu5Mk5eGAqNoPzaF1Q0MddTYJANvw/JBtw/PZXm2q65nZJy8hLz64iyXcb/ZY2BwO7EoRbD786xtiNrN01y6X53yTnU185878sHUrF7//Pg6lmBAfz8Onn06XMCMly/Du3Vm8fTv9o6P5cft2hnUzppD+9tVX3JOaSkyoV9afaGFpB+inaM8TACiTHrH4iguAJWS7dmtlqYwSEjd+LaFbloVGllXXL1Mh9sDcE3P6LL5gcdd5YxYWZ1l27Ki2WY8QKG8THhTEuLg4nvzpJ/aWlWF3OPh47VpW7NnD/ooKl+fsKC5md0kJc9av56UpU3j1ggvYUlDAJR9+iMNhDMyeS0tj7oYNjHruOQJNJu6YOJHZWVnYHA5O6deP6e+/z6hnn+UfX3+N1W731OUdEQeuMUTE9cX6CSKSIiIntuKcr5y/p4nITM9Y13pE5GoRaTIStR6xeJ4AQOkRi08ZDSygkfS3IoTbAq3bwuIJBwa4qlPTs7Lzxp7rOm+0rXPE/N49d1BOf+ICYnoEiPjkgeHVCy5gxty5DH36aUwijOzRg2nDh7Nm3z6X9R1KUWu38+rUqQyMNbI3vDp1KmNfeIHf9u5lbFwcQ7p25Ztrrjl0TnFVFQ8tXMi8K6/krm+/JalHD96bPp2p773H26tXc/24cZ64NL/IICkiZqX+CHba8H0LSQEqgCMWkrQEpdQ8YF5rzvUwVwPrMSJbuEQ/RXueg8KiP2vf0pSwhwO2oBBT8yv3zAQUjszrtWzKr70+P/m7mhXh2TtLrFVHBMT0NP2io/nmmmvI/de/+P3OO1l0ww1YHQ7iO7tODtktPBxzQMAhUQEYEBODSYQ9paUuz7l3wQKuO+444qOj+SknhwuHDyfQbGbKsGH8lJPjicuyR86aVd18tcNxPuVniMhsEckWkfdFjLk1ETlORH4VkbUiskJEwkUkWETeEpEsEckUkUnOuleLyDwRWQQsdLa7RETmARucda5wtrNGRF4VEZPz+Fki8puzn4UiEo8RNPUOZ92TGtg8TkSWOvv/VUQGu7iuq0XkBefvA0RkmdPmRw6O1pq59h0i8riz/1UiMlpEvhORbSJyU71+/iEiK0VknYg86DwWLyIbReR1EfldRBaISIiITMPI2vq+s12XiQv1zc7zBEBHCEzr9xQ2URYOWINCAo4qu6c9qq7TjpTNfRdc8EPnb4YuOZAtubvq7Hav7hoPDQyke3g4JdXVLNy6lXMGH3F/AuCE3r2xORzkFBUdOrajuBi7UvSOPDI02o/bt7N+/35uPuEEwBjxHHR/1dnt2B0eWddwLKOVZIyNskMx0lRMEJFA4GPgNqXUSOA0oBpjNaBSSiUBlwLviEiws53RwDSl1Cn13t+mlEoQkSHAdGCCUmoURgiay0WkC/A6cKGzn4uUUjuAV4BnlFKjlFJLGtibDZyklEoG7gcea+b6ngWeddq8p7lrr1e2y2nrEuBtYBpwAnBQQM7ASJs+DiMi+BgROdl57iDgRaXUMKDEeX2zgVXA5c7rcvkgoF1hnicAUNW11PnakA6OS2EZeUpUAMYm1iJLkOunr5ZQMaC4y7oBq8mqDbB2WxO3OyE33tLNHNldPBSheOHWrTiUYlBsLDlFRdy3YAEJsbFcnpwMwIM//MDq3FzmXXUVACn9+zOyRw9mzJ3L42edBcDd8+cztlcvknse7i6vsVr5xzff8NoFF2A2GXPp4/v04dXly/nrhAl8sGYNl4xoNkh0ayhqvkqjrFBK7QEQkTVAPFAK7FNKrQRQSpU5yycCzzuPZYvITozApgDfK6WKGrR7cHh2KjAGWOn8u4YA+Rg36p8O1mtwfmNEYgjaIEBhhCdqivHAFOfvHwBPNnPtPzvLDrrSsoAwpVQ5UC4itSISBZzhfGU664VhCMouIEcptcZ5fLWz3RahhcVLVFTp+Ec+prERSxDGgFJZggKOeROrCnJY8o7f1TuPXQTu71Qav7Zf8aDKuJhQc5Bb9zGV1dTw4MKF7C0ro3NICGlDhnDvqadicQpBXnn5YaOTgIAAPr7sMu769lsmv/UWwWYzkwYM4NEzzyQg4HDHxRM//sjpgwYxqp7gPHH22dwwZw6nvf46ZyYkcJ1n5lcKjuHc+t8vO62/t1U28V6Ad5RSd9evICLntaKfh4HFSqmpTrdZRivaOEhT136wzNGgnsNZT4DHlVKv1m/QaVPDdlv84KWFxfNUA1HllVpYfExjT5GdMJ4YsQQenSusOeq6VUVuPuP3yE2O9arzxm57B27t7+hLbA9TQMAxL6mdOnw4U4cPb7T85alTjzjWPTycdy6+uNm2Z5122hHH4qOjWXDddUdn5NHTlLuyNWwCeojIcUqplSISjvF9XIIReWGRiCQAfZx1RzfT3kJgrog8o5TKF5FoDDfqMuAlEemnlMoRkWjnqKWcxtMiRAK5zt+vbsG1LAMuxHDtXdKC+i3lO+BhEXlfKVUhxqZgazPnlEPTG771HIvnqQTMZRXU+NqQDk5jN60QnMJiDmy9K6wpJECkZFh+z1XnL4v74tT51qVRv+8sslYcy9N5e2W/OxtTStVhzIk8LyJrge8x9pW9BASISBbGjfpqpVSzD35KqQ3AvcACEVnnbK+HUuoARtbSOc5+Pnae8iUw1dXkPfBv4HERyaRlD/i3A3c6+x2I4eY7ZpRSCzBca0udn8dsmhENjLmaV5qavNf5WDxMWqpcDYwb2Ieap2dyh6/t6cDc4Cpvy8hTogYBd0kAuTc/2f++gytqvEGnnREF/X/vXzmgrme3IJM5uPkz2j33Rc6a9YivjfBHRKQTUK2UUiJyCXCpUup8X9vVGNoV5nkqAHNRqXaF+ZimXGGEdzYHe1NUAKr6lsWu77smdn3dWnuXrJ57Enb1C+hp6tzD23b4EVt9bYAfMwZ4wfm/UQJc62N7mkQLi+epAMzFZdTa7Nh0si+f0ZQrLCC8s8V30acDlenAmNy4A2NysRQGl/dZ068wobR353BLsEdSJPsxWlgawblceaSv7Wgp+ibneaoAUQoqqyiNDNcZBX1EY8ISCkhopMkj8ytHizWmJnzbqRvDtzo2ELklNm/g5v518Y6uPcwBpuaWo7YHtLC0E7SweJ5KjKV9lFZQooXFZzTmCosEbJ3CW7Dr3otIgFA2uLD7b4MLyaw21fVc03vXoH3xwV0tEX4TDNPNFEXOmlXiayM07kELi+cpwbnqqKSMkj5+kyqqw9HYiCUSsHYK8y9hqY8KsQfmjt/RJ5cdBO0NLe6/bkDZwOpesSFmS3tKd61HK+0ILSyepxhnRJfCEvQTmW+oIlE1ttw7ErAFhfqHK6w5av0sGKYb2exrAzTuQwuL5ynDEBbJL9TC4iOajRMWfJRxwnyOMxhm4cg8zKWBVXGZ8QcSivpERFk6uY5C6f+4zlCmaZNoYfEw8xYpW1qqFAOBu/PwehRcDdB0DKoIwBoYcuzhXHyFLdIIhrmDzYRtizowYOOA6n627t0CTaYgX9t2FCz3tQEa96GFxTvsB3pkbiTfoVABooMde5mmRixhQGFgcBsbsTRCxYCSLmsHrGZdrdi6ro3blZDbL7C7yXPBMN2BUqrWuQNd007QwuIdcoH+5ZWUlpVTGBVBbLNnaNxJY5GNTRghPmyBQe1DWA6igpR5/7jdffazm8ADIWXxa/oXD6qIi3Z3MEx3ICKZkbNm6ejf7Yi2PuHXVsgBAgH2F+I6xd8x8OL7MOJ8iBhrvMZfAl9n/FF+9d0gQw5/nTC9+XZ/XAFjLoTgkdD/dHjlo8PL3/8Sek+CzsfDnemHl+Xuh/hTYb9/RMRqzBV2KE6YOyIb+yt1XaojNp/+e9+vzp8f9n3/Zfu2O/L32B0Oj+UWbgXaDdbO0CMW77AP5w1s1172Du5Hkjsbj+sOT/wNBvUFhwPemQtTboXVs2GEM+/TaePhvSf+OCewme12OXvgnJvg2gvgf/+Gn1fDzQ9Dl2i48AwoKIbr7oO3H4P+vWHyTZB6PJw7yTh/xsNw31+gm3+MzRpzhdWLbOyZAJT+hASIFA/L77FqWD6ZFeaanpl99yQc6BsaYwnz9V9pmY/717gZLSzeIQ/n6HDTDvadPqGZ2kfJ+ace/v7R2+Hlj2Dpmj+EJSgQundpeZuvfAQ9u8Dz9xrvhwyA5evgyTcNYdm+GyLDYfo5RvmkcbBxuyEsny2A0nK49sJjvzY30YLIxu3LFdYc9jBb8O6TtvXdzTZCdoUX9l8/oGJgXc+uQSazLz6HpT7oU+NBtCvMC8xbpKoxMs11WrWePE8GlLbb4aOvoaIKTkz+4/jPv0HXCZBwFlx/H+Q3k/li6Ro4o4EAnjkRVv0OVqsxOqqqhswNUFQCK9cbIlZaDv/4D7z2IPjRfHFTwoI5UEwmswR60R6/orpPeczv56zpO3fyN4GLe67es8dWtNfhpbDnSqmNkbNm7fRGXxrvoUcs3mMzMKaolPziMvKjI3FraI6szTD+UqiphbBO8PlzkORMtnrWRLjgdOgXBzty4d5nIfVqWP2ZMZJxRV6B4T6rT7cYsNkMN1iPrvDO43DlTKiuhSvPN4Tnxlnw5wvhQDFc+neorIbb/gQ3uTM10dHTVGRjiYyxdKjRSqNY+CMYZlFQRe/MfoUJpX2iIjwYDFNEvvJU2xrfoYXFe2wGJgLk7GG7u4VlcDysmQOlFTD7O7jqbsh4B4YnwCWT/6iXlABjhkHfU40J/gvOaH2fU083Xgf5eTUsWwtP/RMGnwPvpsPQATBiCkwY/YfQ+YAmIxuHRZnb7cR9a7FG14ZtPzU7bDvZRGyK2T/ACIbZ3eL+YJhaWNoh2hXmPfbgDEa5Jpvt7m48MBAG9jVE4/E7YVQiPPOO67o9u0JcN9jShAOieyzsb3A73l8IZjPEutjbXVsHNz0Arz4A2/dAnRVOHW+MbFLGQcaK1l6ZW2gqsrEKjWgb4Vx8Rdngwm6Z563s/cUZ89Uvset25VvL8t3RrlKqGPjFHW1p/AstLN5jN0YuafPi5eyw2/Hock+HgtpGMlcXFENuPvRoYjJ//Cj4/tfDj33/K4wdBhYXz6yPvQqpJ8AJo4yVabZ6V1dnNeZ+fEhjrrDOgDUkXAtLSzgYDDPjgoyu88YsLFlnydlRbbNWtrY9Efk2ctYsf1r2rHETWli8xLxFygasBzqXVWDNL2SPu9qe+RQsWWXMn2RthrufNkYIl58LFZXw93/D0kyjPGMFnPcX6Bp9uBvryruM10FuusQQn9sfg43b4I1P4e0v4O8u8tZt2Arvf2WsRgMY3A/MJmNl2ZJVsHAZTBzjrqs9ahTNhMwP8ePIxv5KTc/KqOyzsuK/PO/bkIV9V+TutBfkOhwOx1E2o91g7RQ9x+JdfgNGA2zZyfYeXenrjkbzCuCKfxo/I8NhRAJ8+5oxmV5dY4jNu3OhpBx6xMKk4+GTZyC8XtD1XQ22bfaLg29egTvSjaXLPbvCc/8ylhrXRym4YRY8M/OP9kKCjT0zMx42VondcyOMHe6OK20VpSSqxp6KIwBrcCc9Ymk1ZgIKR+T1KhyRx+rSwKq4zL75CUV9I6IsnaKbOk0pZRWR+d4yU+NdxEurCjVAWqp0Ax4Hdp00hp7/+DPX+9qmDsB2EtUAVwUjT4l6CAiZ/Ofu4/sND3Xz7qKOTdj2qAP9N/Sv7m/r3i3QZD4iGKZS6ouoBx6Y6gvbNJ5Hu8K8Sz5QCgQvWc3e8kodRt8LNBcy39aWIxv7KxX9S7qsO/e3PnPP/tb0U7fM3ftsJXn1H2JF5F0fmqfxMFpYvMi8RUoBq8FIT7xhG7/71qIOQWMBKAUjsrG1vUQ29kdUkDLnjdvde8nUn7rPHf9D2UrLlrxaZd0MfO1r2zSeQwuL91mJc25r4VLW+9iWjkBjIxYLYAIclg4WzsVX1HWpjsg5a2P3L877Zr6OZty+0cLifbYBlUDQsrXklZThH/F/2y8tiGws2hXmRUTkNV/boPEsWli8jHPZ8RIwcrKs36rdYR6mBZGN9YjFW9itauX1o1fr//l2jhYW37AKpzvsuyVk+diW9k6TASgBzB0gZL6/YLLIC762QeN5tLD4hhygDAheu4nCfQfY5WuD2jFNucIkJMwUGBAgJm8a1FGx21Qe8KGv7dB4Hi0sPmDeIuUAfsTpDluymlW+tahd05QrjIhon+Qf6ZgI6dePXt1IoCFNe6JJYRGRxSJyZoNjt4vIy82cV+H82VNEZjdSJ0NExro4fruI5ydTD9rYRHmUiNxc732j19JKlmGsSpLZ89lQU0uVG9vW/IGObOwH2G2qxGTSk/YdheZGLB8CDTNpXEILh7NKqb1KqWlHadPtOJ8mGyLiVZdFFHBIWFp5LY0yb5HaixFKv3NNHfbMjax2V9uaw2jMFRYBODrpyMZeweFQT18/enW1r+3QeIfmhGU2MFnEyK4nIvFAT2CJiISJyEIR+U1EskTk/IYni0i8iKx3/h4iIh+JyEYR+Zx6k6f16v/V2f5iEVnsPFYhIk+JyFpgvIjcLyIrRWS9iLwmYuQpdI6AnhCRFSKyWUROch4f5jy2RkTWicigBn02dh3pwADnef9pcC3BIvKWs36miExyHr9aROaIyHwR2SIi/27m852PsfubD79mpd3B0Qbx0zRPYyOWSMAaEqaFxdPY7arSEhjwrK/t0HiPJoNQKqWKRGQFcDYwF2O08olSSolIDTBVKVUmIrHAMhGZpxoPPvYXoEopNURERmAEZGzY33MicicwSSl1cH9HKLBcKfU3ABHZoJR6yPn7e8C5wJcHr0cpNU5EzgFmAacBNwHPKqXedwpkw1GPy+sAZgLDlVKjnH3F1ztnhmGuShKRRGCBiBxMYzUKSAZqgU0i8rxSancjn8l6oBwI2ZFL+dad/D64H0mN1NUcPTYSVWkjZYawhLYusvG3b+bx2+IS9u+swWwJoH9SJ6be0oteA//QKaUUX762jyVzCqkqt9FveCiX3dWbngNapmUr5hfxxj07SJoYwa3PDjx0fPk3Rcx5IZfaKgcnpsVw8Z1xh8qK8+v497WbufudwUTEuDsnV+tw2NRLNx33W5mv7dB4j5ZM3td3h9V3gwnwmIisA34AegHdmmjnZOB/AEqpdcC6FtpoBz6r936SiCwXkSwgFRhWr2yO8+dqIN75+1LgXyJyF9BXKdVwOH601wFGJsiD15IN7AQOCstCpVSpUqoG2ACNRzCet0hZMUJbdAH4+Ft+1jFB3UpjbjAwXGG2oE6t28OyaXU5KRd14a43B3PnK4MIMAnP3LyFylLboTrfvbOf7/+XzyX/jONf7yYS3tnMMzdvpaay+RQkB/bUMvvZXAYlhx12vLzYxruP7GTa7b24/cWBLP+miHU//aGdH6TvZvJ13f1HVOyqxhIU0NzIXdPOaImwzAVOFZHRQCel1MG5gMsxbohjnE/1+4FgD9hYo5QR9lxEgoGXgGlKqSTg9QZ91jp/2nGOxpRSHwBpQDXwjYikNmjf3ddRW+/3Q3Y0wdKD9VatJ3/rLr1h0o00JyzWoJDWucJuf3EQE9Ji6DUwhLhBIVz7cDzlxTa2rjXWhCil+OGDfM66uhtjTu1Mr4EhXPNgPDVVdpbPb8ossFkVr/8rhyk39yS2V+BhZQW5tYSEmTjujGjih4UyeGwY+3bUALB6YTHVFXYmnB/TmkvyCHU1jieuH71aR5foYDQrLEqpCmAx8CaHT9pHAvnOvAqTaOLJ3MlPwGUAIjIcGNFIvXKc8w4uOHjDLxCRMKDZyXQR6Q9sV0o9hyGSDftt7DqasmMJhiDhdIH1ATY1Z4sr5i1SZRgjpe4A/5tHhkOhxy3uobnIxtbAYPdENq6pdKAc0CnceI4oyK2jrNDGsBMiDtUJDA5gUHIY29c2nXTxi5dyie0ZyInnHSkQXfsEUVfjYFd2FZWlNnZsqCJuYAhV5XY+ezaXP93bB+e0o8+pq3HkBYeaHvO1HRrv09J9LB8CIzlcWN4HxjpdUlcC2c208TIQJiIbgYeg0VVQrwHzD07e10cpVYIxSlkPfIcR0LE5LgbWi8gaYDjQMFy3y+tQShUCvzgXCfynwTkvAQHOcz4GrlZK1dJ6FmCEFzFnbqRg6049anETTUU27gTYAoPds+v+4yd303twCANGGNnOygqN7Rrh0Ye7pCJiLJQWNr6V4/elZaz+voQr7unjsjw0wsw1D8Tz5v07eOzKTZwwOZphJ0bw2XO5TDg/hopiG49ekc39F/7Oj7MPuOPSWk1ttf2O60ev1sEmOyAtyiCplPoCYy6i/rECYHwj9cOcP3dg3Mxxzm00XLrs6tzngecbtlXv/b3AvS7OS2lgW7zz93SMFV6N2djUdVzW4NDBa6kBrnFR/23g7Xrvz3XVbkPmLVLFaamyADgT2PPeXDIevJVhAQH4x6Nn26Uxn1Mwxv+zsgQde5ywT57ew9Y1lfzzvwkEmFr/JysvtvL2Azu57rH4QyMfVySnRpGcGnXo/ZbMCnKyKrnojgTuv2AD1zzUlx79Qnjoko0MGBlG3CDvL3yrKrOtuvPUdR95vWONX6BTE/sP3wNnAJa1myjclMO6IQMY6Wuj2jhNbY48GIDymFxhHz+1h5XfFfG3VxPoEvdHosSDk+flRVZievwxT1JWaCWykYn1vdtqKC2w8sxfthw6pj9LaFcAABIhSURBVJwL0G8a9xsPfDKU7vGHT/9Z6xy8//gurryvLwW5tdisiiHjDPdbwpgwNq8u97qwOBzKgfBnr3aq8St0SBc/Yd4iVYKxr6U7wGufsMhqQ4e/ODaajWx8LAEoP/rPbqeoDKJHv8Nv+LG9AomIMbNhefmhY9ZaB1vXVNB/ZKjL9uKHdWLWx0O474M/XiNOjmRgchj3fTDkiIl8MJY9J44Np39SKMoBDvsf03N2m8Lhg51RlaX2D247ZW1LV31q2iFaWPyLHzBWiAVu203Zz6v5ydcGtXGajGwsAYjZIq1aAfhB+i5+/bKQ6x7pR6dwM6UFVkoLrNRUGUuJRYTTLuvK/Lfz+G1RMblbq3nrgZ0EhZg4/qzoQ+08fdMW5jyfC0BQiIleA0MOe3UKNxHcKYBeA0MwWw7/uu7dXs3yb4v/v707j466vPc4/n6SEAJhCYvsGm6hGpcS5N5rXXqLTqW2ljOC51699rhUj1pvvXWpPb0ebHs81UvdzhWt1FoVFFBkEXBYBNQhsQYEFzJE1iSShBCSTEgmmcxMJpmZ5/7x/NiTEGCSmcl8X+fMAZLJzDckZz7ze5bvw4wHxwAwMjuDlFRF/nI3xdub2bPNy8TJ7YdYd2ltiXj69kv5dY8+qYg7MhQWRxxO3Wi3qRXArUD5q4vZMuUSJg8eSPysH00snXY2HpiVlqHOcglV3jKzgvb/jhu2Aph+/yjsvzQv9DfcNZLWYIR3nzmA3xvmny7L5JG5E8nIPLZH110ZZMjIM99zorVm4dMV3PLY2KOPl56Rwj1PZfPuMwcINIe58Z5RjL+k54JFa01Dbev9v5+x09NjTyrikup4o7yIBbtNpQNPY47ObZx+LRPuv4XbY1xWorKRo09ZXZg7NetK4P6xEzOaZz44Vt5dR4m7Mrh2lv2bLi1YEb2bDIXFGYdTt2KWRA8D1Jo8Sr89cNql3KJ9nQ2FqczB0tk4WvzeUF1tZfDkVZQiSUmwxKedmD06owD+upj1bSFkP8CZ62goLAsI9R8oDSijIRLRuqYieNecXxVLPzABSLDEJYdTa8zGyzSgz74yGj/8lA0xLisRSWfjHlBbEVw4+44962Jdh4gfEixxyuHUtZimmmMB3ljO1/srz65tTJIKkHNKw9EjBgOhjLPsbCyO8da3ldceCN4X6zpEfJFgiW8bgTKs7sfPv8lqOWmyyzrr9DgQaMvod+677pNZiz/sK93h+9lfHi6RYVpxAgmWOGa11f87pgVJ38oafEvXHz17RnSuswaUg4C2dAmWsxYO6fDOzU0Pzf1NqfS1E6eQYIlz1hHG72BO1mT5BvbsLKEwtlUlhNN1Ng5Fq7NxMtrzhfe1LWvr58e6DhGfJFgSQx5QBIwGmP0a6+o91MS0ovjXUWfjVMwVYCg9Cg0ok1H5bn/+pqXuR1z5HtkEJ9olwZIAHE4dAeYDEaC/10fbs2+yJNhKR5PTovNd9xGAaHQ2TjZ1B4P785a5b3Lle6SPneiQBEuCcDj1YeBvmGOT03aX0vD2Kt6PRORQsA502icMIC1dyVDYGfA2tDV87fRM/2xVXePp7y2SmQRLAnE4tQuzBPl8gDV5lOZ9wSexrSpudaVlvlyxdFFzY6ipwHH4lmUvVu6KdS0i/kmwJJ41mNM3xwHMeZuCYjlxsj0dDYX1B0hLV6mpaerUPvTiFH5vuHnTEvcj77908ONY1yISgwRLgnE4dRiYh3lHPhzgyVf4oLqOAzEtLP502ids0NA+crXSBS2+sN/5Xu0T5bv9b8W6FpE4JFgSkMOpm4GXgXQg0+uj7fdzeLe+kdoYlxZPOjvkSw0ckibBchrBQLhl01L3n8p2+V+RFWDiTEiwJCiHUx8E/oK5asmoraflyVdY5PUhZ2EYHQVLJkDmIGnn0pnWYCSYt7zu2dIdvhdc+Z4YnEMpEpkESwJzOHUR8Dpm82SfsoN4Z7/GwkALvhiXFg867WzcTzobd6jFF/Y7F9c+X/x189OufE841vWIxCPBkuAcTr0ZWIRZKZa6s4T6OQtY1NpGMMalxVpHwWI6G2dKsLTH29DWsPr1Q8+VuHxPufI9oVjXIxKTBEvv8BHwAZANpGwppPqlBSxI4g2UjeTojl4UBwNt0tn4VHVVweoVr1T9uaY8+Iwr3yONJcVZk2DpBazzW1YCn2DCRf3jK6qee4O3knRY7HSdjUN9pQHlCQ6WBMpWzq2a5a0PvejK9yT71a44RxIsvYTV9uUdIB8YD6R88Q21T73KvGY/yXay3+kaULalZ0iwHFG8vXn3qr9W/XfQH3lLhr9ENEiw9CIOpw4Bb2POcckGUr8ppv7JV5jX1Nzpu/jepqMGlAoYgAmWpB8KC4d1aNuG+s0bFtTcW5jnWStLikW0SLD0MtYGysWAAxMuafvKaHxiDvPrGqiObXU9pqMQTQP6AJFkb0Dpbwp5Vr92yLFtfcP9rnzP5ljXI3oXCZZeyBoWWwEsBS4A0suraH54NvNKKkiGXk+dbY60OhurpA2WgyWBbxc/X7mwsjjwG1e+R9oBiaiTYOmlrAn9tcACYCzWDv3HnmXZZ1+Rp3v3oEdXGlAm3VBYJKzDX37UsHXl3Ko5gebwE658T3msaxK9U1qsCxDdxwqXj+025QYeBDK05vBzb5J/6yHct/6EGWlp9Ilxmd2hKy3zk+qKxe8NeT5+t/bTij2BucDHsptedCcJliTgcGqX3ab+BDyC2aVftWQduyqqqP/17fzngP4MjnGJ0dZZZ2PVb0BqekqKSu3JgmJFa61Ld/h2blrizgsGIi+58j0lsa5J9H4yFJYkHE5dCTwFlGItR95SSPVD/8vfSivYHdPioq/TzsYDhyZHA0pfU+jwunnVH65/q+bNYCDyhISK6CkSLEnE4dSNwIuAExMuGXUNtDz6DEvX5rM2FKa37GHoNFgGDO7dwRIJ69Cuz5u+WPh0xar93/ifB1525XuSbS+TiCEZCksyDqdutdvUQqAEuBsIAnWvLeHLrS7KHrqDm4cPYXRsqzxnnfUJi2QO7r3tXOqqgvs/WewudFcGC4AFrnyPO9Y1ieQjwZKErEn9zXabKgP+C7PfpbJwD3UPPMkbj/6CqVdO4prUVBJ1HqKjK5YjDSgH9WQxPcHb0HZo2/oG1+5t3m+BhcA2maAXsSLBksQcTl1lt6mnATswHTjc2kbTs6+z6fKLKXrgVqaPHkF2jMs8U2GgsYPPmQaUA3pPZ2O/N3x4+6aGL7dvaqwGNgErXPkeb6zrEslN6V6+oUF0jd2mcoBfYl58D2JeoLl7JpN/+kOmZfQlUYaP3OToEe19Indq1uPAyB/fMSL3wikDr+vhuqIqGAg3FRU0bdv2YX1VJMIeYKkr31Pa1a9XSmngHa317da/04BDwFbgfeBh666XAHsxvw/rtdaPW/e/AXjWus9EzO9MANihtb7znL/B9mu+F7hMa/1IJ/exAX6t9efWvx8EPFrrd7qjJtE+uWIRADiceo/dpp4AfgbcCPgB9/yVFK77lL0P38m0SydyuVKxrbMLTtfZuK1vv8S9YmnxhxuLv27eXrD6cGWoVe/HdFfYeRZ9vnzAZUqpflrrADANEw5orecD8wGUUmXAdVrruuO/WGu9Adhg3ScP+K3W+suTn0QplaZ1h0cYdAcbUAd8btU5twefW1gkWMRRDqf2A8vsNrUVuAvzTvRQzWECs17Ecc3lfHHbdH50wWgmxLbSTp2us7E3ETsbe9xt5bs+byoszPM0RiLUAEuAwnM84XEd5o3EcuA2TI+5fzvXWq0ri+lYiyWUUjOBVZjTO9OAWVrrNUqpidbHtwJXAhXATK11i1LqUeA+IIS5Crr9pOe4CZgFpANu4HbMz/deIKyU+gXwK8ybpDqt9Ryl1BTgVczqwGLgHq11o1LqM+AzTCgNBu7WWkv/tHMgwSJO4XDqCrtNzQauBn4ODAcOFWznUMF2Fv34GrL/4wauHzmccbGttF2ddTbOBBrSM1RCDOuFwzpUXdZS9NVHDbsq9gbaMHNHy4GtrnxPWxSe4j3gj0qpNcAkYB5RCBbL5cBkrXWDUqoPMENr3aSUGgEUAGus+10E3Ka1LlJKrQBmWHX9DsjWWrcqpbLaefxPAYfWWiulHgAe01r/j1LqDawgAVBK3Xjc1ywC7tNaFyilZgN/AH5rfU5pra9QStmBPwI/idL/Q1KSYBHtsrok/8NuU0WYyf1rgTagZmMB5RsLeHPm9Vx4kw3b0CxGxrLWk3Q0FNYXUICO987GvqaQu2JPoGjrh/UHmj0hDezHvBAXRSlQANBa71BKjcdcrayL1uNaNmqtG6y/K+AZpdQPME1Az1dKDbc+V6K1LrL+/hVmfxXATmCRUuoDzFXNyS4AliqlRmF+tvs6K0YpNQzI0FoXWB96G7N67ogV7dQgzpIEi+iUw6k9wAK7TW3EBMzVmEna2pUfs2/VJ+y7eRoXTbuaq8bExwqy03c2To+/YPF7Q3VVpS07d25pKj6wL3BkmfdnmM2s5d14VooDeAHzxmFYFB/3+JNL78QMMU3RWoeUUpVAhvW540+rDHPsNekGYCrmd26WUmrSSY8/F5ittV6nlLoeePwc6z1Sx/E1iLMk/4GiSxxOXQ383W5T64GbMUMdPq1xv7+Rve9vZO9Vkxk143quunA8l6WmxKyrQ1caUMbFUFigOVxf9W1g566t3r3lu/wRzHxBC/AhsNmV7/H0QBnzMKumipRS13bTcwwGaq1QmYbptt0hpVQqME5r7bTmPw7AKasSBwMHlVIKMx94hBcz13ICrfVhpVRAKXW1NX9yB+a0VdENJFjEGbHmX17CTOxPx4zNh4CaLYVUbylkZfYYPvr5dK6YnMOUfhlk9nCJHQ2F9QNQKai0Piqjg/t0q9aWSHNDTWtZdXlL2bc7fJUHS1tSMAePtQFbgG1AaU8eD6y1rgRe7uanWQisVkoVYb7H4tPcPw14Vyk1ENN26gWttVeduCTxSWAl5uedB0e7RXwALFNK3Yzp6H28O4BXlVL9ONZ5QnQD2ccizondpsYA11m3FMwKnQBAWirqxqlM+OG/kPudcVzUQy36byFHLzv5g7lTsyYBDw8amlZ35x+yf9cDdRBsiXg9ta0VNeXBsv3f+MoO7AsEMCujUoFWzJLYrUBJNOdOhIg1uWIR58Th1FXAO3abWo1ZMjodOA9oCYWpczgpcTgpGTKI9Jt+xMVXTCJ3zAjGpyi6a0dM5w0oh0S/AWVbMOL3NYVqvfUhd4O7rdZdGaw9WBxwN9WHFMeW2PbHDNN8hJmYLnble1qjXYsQ8UCuWERU2W2qD3AxZtnqFMxVTBPgwTq9cdxIMm1XMmHSRXw3ewwT+qYTzRf7yeRo18kfzJ2adS1w1+jvZDRd++/Df5qWnpKR1kdlpPVRR1eLaY1GozXWnxqtIzrcGoz4goGIL+iP+Fp84eZAc9jnawr7mj0hX93BoKehts2PCa5Mjp1SmQLUAl8De4AyV76no1YzQvQqEiyi29htaiBwGWbj2ZFNlU2Y/RgazHDZD/6Zsd/P5bsXZjNxWBajUs5t4v8CcvSBkz+YOzVrJmaz3MGzeEyFmQtJP+7Pvpjv4UiI1ADlmPNuqoEDPTT5LkTckWARPcJuUyOA7wHfx4SMwkxa13PcktMB/Um7YhKjL53A2PFjGTfqPMYOzKS9DXIdySRH+0/+YO7ULDtmNduZTIwr6wZmGKsRaLBqrsH01nIDbpkjEeIYCRbR4+w2lYlZVZYL/CvWkcGYCe0mTJ+yo8aNJPN7FzHi/FEMGzmcocOzGDpkEMMGZjLkpNb+LeTodofVcqdmpQKDMPsnMjhuw2QHt4hVRzMQkBb0QnSdBIuIKbtNpQBjgHFAjnUbgXlxV5gVZkduJ/TFSklBTTifQUMHk33pRIpnXM92cvR7PfoNCCFOIcEi4o51RTMWOB9zZTMWGIVZpntkTkNjhtJaMTvGFzqcen1MChZCnECCRSQEu00pzFDWUEyQnIdpjpll3d5zOPXpNt4JIXqABIsQQoioilU/JyGEEL2UBIsQQoiokmARQggRVRIsQgghokqCRQghRFRJsAghhIgqCRYhhBBRJcEihBAiqiRYhBBCRJUEixBCiKiSYBFCCBFVEixCCCGiSoJFCCFEVEmwCCGEiCoJFiGEEFElwSKEECKqJFiEEEJE1f8DYxZ6T5F448AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33b0f160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"lv\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33c25630>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mt\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b333f3438>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"nl\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b3347b0b8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pl\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b3347b160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pt\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b340670b8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"ro\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b340673c8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sk\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33a6a160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sl\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b33fd5320>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sv\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b34097c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"label_names = {'A': 'Incorrect alignment',\n",
" 'E': 'Translation error', \n",
" 'F': 'Free translation',\n",
" 'L': 'Wrong language ID',\n",
" 'MT': 'MT Translation',\n",
" 'T': 'Wrong tokenization',\n",
" 'V': 'Valid translation',\n",
" 'O': 'Others'\n",
" }\n",
"\n",
"for trg_lang, rows in df_all.groupby('trg_lang'):\n",
" counter = OrderedDict(sorted(Counter(rows['evaluation']).items()))\n",
" labels = ['V', 'MT', 'A']\n",
" sizes = [counter['V'], counter['MT'], counter['A']]\n",
" # Add 4th label.\n",
" top_other_label = max((v,k) for k,v in counter.items() if k not in labels)\n",
" labels.append(top_other_label[1])\n",
" sizes.append(top_other_label[0])\n",
" # Add other labels.\n",
" sizes.append(sum(v for k,v in counter.items() if k not in labels))\n",
" labels.append('O')\n",
" labels = [label_names[l] for l in labels]\n",
" # Plotting candies.\n",
" colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue', 'darkviolet']\n",
" explode = (0.1, 0, 0, 0, 0)\n",
" # Plot\n",
" plt.pie(sizes, explode=explode, labels=labels, colors=colors, \n",
" autopct='%1.1f%%', shadow=True, startangle=140, textprops={'fontsize': 14})\n",
" plt.axis('equal')\n",
" print(trg_lang)\n",
" plt.show()\n",
"\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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