diff --git a/Projet Maman 2/Stats MOOC RR.ipynb b/Projet Maman 2/Stats MOOC RR.ipynb
new file mode 100644
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Projet Maman 2\n",
+    "\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "donnees = pd.read_csv('inria_41016_session02_grade_report_2019-06-03-0808.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         Type  Num  Id     Label\n",
+      "0        Quiz  283   1  Module 1\n",
+      "1        Quiz  268   2  Module 1\n",
+      "2        Quiz  285   3  Module 1\n",
+      "3        Quiz  259   4  Module 1\n",
+      "4        Quiz  234   5  Module 1\n",
+      "5        Quiz  190   6  Module 2\n",
+      "6        Quiz  188   7  Module 2\n",
+      "7        Quiz  181   8  Module 2\n",
+      "8        Quiz  165   9  Module 2\n",
+      "9        Quiz  149  10  Module 2\n",
+      "10       Quiz  136  11  Module 2\n",
+      "11       Quiz  129  12  Module 3\n",
+      "12       Quiz  127  13  Module 3\n",
+      "13       Quiz   93  14  Module 4\n",
+      "14       Quiz   80  15  Module 4\n",
+      "15       Quiz   74  16  Module 4\n",
+      "16      QuizP  126   1   Jupiter\n",
+      "17      QuizP   95   2         R\n",
+      "18      QuizP   77   3   OrgMode\n",
+      "19      QuizP   77   4   Jupiter\n",
+      "20      QuizP   53   5         R\n",
+      "21      QuizP   43   6   OrgMode\n",
+      "22      QuizP   70   7   Jupiter\n",
+      "23      QuizP   45   8         R\n",
+      "24      QuizP   35   9   OrgMode\n",
+      "25      QuizP   69  10   Jupiter\n",
+      "26      QuizP   43  11         R\n",
+      "27      QuizP   36  12   OrgMode\n",
+      "28  Exercices  195   1  Module 1\n",
+      "29  Exercices  117   2  Module 2\n",
+      "30  Exercices   85   3  Module 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "## Tableau\n",
+    "\n",
+    "Type_init= list(donnees.columns[3:19])+list(donnees.columns[20:32])+list(donnees.columns[34:37])\n",
+    "Type=[i.split()[0] for i in Type_init]\n",
+    "Id=[int(i.split()[1]) for i in Type_init]\n",
+    "Num=[(sum(donnees.loc[:,type]>0)) for type in Type_init]\n",
+    "Label=[\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 3\",\"Module 3\",\"Module 4\",\"Module 4\",\"Module 4\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Module 1\",\"Module 2\",\"Module 3\"]\n",
+    "tableau=pd.DataFrame({'Type':Type,\"Id\":Id,\"Num\":Num,\"Label\":Label})\n",
+    "col=[\"Type\",\"Num\",\"Id\",\"Label\"]\n",
+    "tableau = tableau.loc[:, col]\n",
+    "print(tableau)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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IhkaOyH/U3Q+k0eW4+z4zG0Fw86NVqPho4B9m9iXBVCq5wFFA97BTnwod1zvKdtaa2ZPANaEiI3h/bzGzDwg+P4kE/4b5n68vgD8BD5Xhkq4GDgPOCm03BG4Hbjezz4F1/HQz5GCCRPjhZai/MzAl9LPDzD4GtgA7Cf4b6UTRhUp/BMaUoQ0RERERqUJKmIuIiIgI7p4DDDWzBcD9FE0a/iz0U5rdwAvARHf/b2yjDLj7FjO7AJhP4WT9sRS/gORmglHQ0S7aWZy1wEUEI4WbEiTrB+7n+GnAjRVoL27c/XMz60cwlUz4dCxHhX4izQd+BSwqY1O/AY4BzggrSwTOLebY/JHefcrSgLvvNrMBBJ/pcUDdsN2diG4O/GhHtbcASpuyZxtwqbt/FGWdIiIiIlLFNCWLiIiIiBRw9xcIEuO/BN4iGE1cmizgHwSjZtu4+6jKSpbnc/clwIkEyVov4bBtBCPku7r78hi0uQjoAcyl5PdlLXCeu18bWtzygOTuKwlGRj9FcBOkOF8CNwDnu3uZF7B092xgAMH0P9klHJYJPAic6O7ry9pGqJ08d7+Z4HqeJvhc7PcU4N8ESfau7v67Yo6ZC1xOMOXLd1GEsYngOjq6+9vRxi4iIiIiVc8O4L/jRURERKSSmVljIIVgZPFhQGNgD/ADQeLxM2BtPOfpNrPDgdOBdgRPUP6XYPqY98qTyA3VOYJgipp8Z7p7etj+VsBpoTYTQm2ucPd/l6e96szMEoC+QHugCUGC+HPgw/CbAmaWzk9Tsmxw96QytNGQYKR5R4IFRLcA64EMd99T4Yso3FYdgs/0cQRPCjQHdhF8ptcBn7j7D2Wssz3B0w1JBPE3ILgJsJlgGps1B9hc9iIiIiK1lhLmIiIiIiIRSkuYS1EVSZiLiIiIiFQXmpJFRERERERERERERAQlzEVEREREREREREREACXMRUREREREREREREQAJcxFRERERERERERERAAlzEVEREREREREREREACXMRUREREREREREREQAJcxFRERERERERERERAAwd493DCIiIiIiIiIiIiIicacR5iIiIiIiIiIiIiIiKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4icWZmw8xsUbzjEBERkZKZ2Sdm1ifecYiIiEhh6qNFYk8Jc5FazszWm9luM8sO+3msqtp395nu3r+q2hMREamtzGyEmX1sZrvM7L9m9iczaxHNue7e2d3TKzlEERGRWqmy+2gz62Nm+0Lf97PM7DMz+2VMghepgZQwFxGAc929WdjPr2NVsZnVi1VdIiIiUj5mdhNwP3AL0AI4BUgCFplZ/TiGJiIiUqtVYR/9nbs3A5oD44EnzOz4GNYvUmMoYS4ixTKzP5vZnLDt+83sbTOz0Haqma00s+1m9r6ZJYcdu97MxpvZKmCnmdUzsyPM7BUz22Jmmfmj2EN30t8NO7ezmS02s21mttnM7giV1zGz28zsy9D5L5lZy9C+Rmb2Qqh8u5l9ZGaHVdFbJSIiUq2ZWXNgMnCdu//N3XPdfT1wKXAkcLmZzTCze8LO6WNmG8O215vZ2aHX28OeSttpZm5mSVV5TSIiIjVBPPpoD7wG/AAoYS5SDCXMRaQkNwHJoYT26cBVwJXu7mbWHXgaGA0cAvwFeN3MGoadPxQYDBwEODAf2EBwp7wt8GJkg2aWALwF/A04HDgaeDu0+3pgCNA7tO8H4PHQvisJ7sQfEYpnDLC7wu+AiIhIzfD/gEbAK+GF7p4NLATKNDWaux+U/1Qa8CiwBPhPjGIVERGpTaq8jw4NRruA4Lv6xxWIXaTGUsJcRABeC92Jzv+5xt13Ab8AHgJeILjjnX8X+xrgL+7+f+6e5+7PAnsIHh3L9wd3/9bddwM9CZLct7j7TnfPcfd3KSoV+K+7/z50TJa7/19o32hggrtvdPc9wCTg4tCUL7kEifKjQ/Esd/f/xfINEhEROYC1Ara6+95i9m0CEstTqZn9HLgcuMjdcysQn4iISG1VlX304Wa2HdgKpAFXuPtn5alfpKbT3MIiAjDE3d+KLHT3D83sK+BQ4KWwXR2AK83surCyBgRJ8Xzfhr0+AthQwh8BRBz3ZQn7OgCvmtm+sLI84DDg+dC5L5rZQQQJ/gn68i4iIgIEX4xbmVm9YvriNsCWslZoZt2Ax4D+7l7m80VERASo2j76O3dvV/5QRWoPjTAXkRKZ2VigIfAdcGvYrm+BKaHHvfJ/mrj7rLBjPOL49lEsAPotcNR+9g2MaLORu/8nNM/bZHc/nuCRtlRgeBkuVUREpCZbSvAk2IXhhWbWFBgIvAPsBJqE7W5dUmVmlgi8Cvza3VfEPFoREZHaQ320SDWkhLmIFMvMOgH3EEzLcgVwq5mlhHY/AYwxs5Mt0NTMBofmIC/OhwSPk/0udGwjMzutmOPmA63NbJyZNTSzBDM7ObRvGjDFzDqE4ks0s/NDr880s65mVhf4H8EULXkVfxdEREQOfO6+g2BBsT+a2TlmVj+0ANjLBCPbZgIrgUFm1tLMWgPjiqsrdPN7LjDT3WdXRfwiIiI1lfpokepJCXMRAXgjbCXtbDN7lWBak/vd/d/uvg64A3jezBq6+zKCecwfI1h88wtgREmVu3secC7BIp7fABuBnxdzXBbQL3Tsf4F1wJmh3Y8CrwOLzCwL+ADIT6a3BuYQJMvXEtyFf6Gc74WIiEiN4+4PEPTlU4Es4GuC0Wpnu/tOgunN/g2sBxYBJX3RbgecDoyL+NuhfSVfgoiISI2kPlqk+jF3L/0oERERERGpMcxsJMGIttPc/Zt4xyMiIiIB9dEi8aeEuYiIiIhILWRmVwC57v5ivGMRERGRn6iPFokvJcxFRERERERERERERNAc5iIiIiIiIiIiIiIigBLmIiIiIiIiIiIiIiIA1It3AAeyVq1aeVJSUkzq2rlzJ02bNo1JXSLVlT7nUlvE6rO+fPnyre6eGIOQar2DDjrIjz766Eqrvyr+/1bZbegaqkcbuobq0caBXn9VtKFrKEx9dmxUdn8djXh/Z4l3+4qherSvGKpH+4qh+sRQ5d+x3V0/5fzp0aOHx8o///nPmNUlUl3pcy61Raw+68Ayrwb9XU346dSpU1nf/jKpiv+/VXYbuobq0YauoXq0caDXXxVt6BoKU599YPTX0Yj3d5Z4t68Yqkf7iqF6tK8Yqk8MVf0dW1OyiIiIiIiIiIiIiIigOcxFRERERERERERERAAlzEVEREREREREREREAC36KSIiIiIiUivk5uayceNGcnJyKlxXixYtWLt2bQyiil8b5am/UaNGtGvXjvr161dSVCIiUttF9tdV0eeWJt4xlLX9ivbXSpiLiIiIiIjUAhs3biQhIYGkpCTMrEJ1ZWVlkZCQEKPI4tNGWet3dzIzM9m4cSNHHnlkpcUlIiK1W2R/XRV9bmniHUNZ2o9Ff60pWURERERERGqBnJwcDjnkkAony2srM+OQQw6JyQh9ERGRkqi/rphY9NdKmIuIiIiIiNQS+vJdMXr/RESkKqi/qZiKvn9KmIuIiIiIiIiIiIiIoIS5iIiIiIiIVBEz44orrijY3rt3L4mJiaSmppapnqSkJLZu3brfY0aMGMGcOXOirjMjI4Pu3btTr169Mp0nIiJS0zRr1qxc502bNo3nnnsOgBkzZvDdd9/FMqwqo4S5iIiIiIiIFDVzJiQlQZ06we+ZMytcZdOmTVm9ejW7d+8GYPHixbRt27bC9cZC+/btmTFjBpdffnm8QxEREYleJfTX5TVmzBiGDx8OlC9hvnfv3soIq8yUMBcREZG4MbNGZvahmf3bzD4xs8mh8pZmttjM1oV+Hxx2zu1m9oWZfWZmA+IXvYhIDTZzJowaBRs2gHvwe9SomHwJHzhwIAsWLABg1qxZDB06tGDftm3bGDJkCMnJyfTt25dVq1YBkJmZSf/+/enWrRujR4/G3QFYv349Xbp0KTh/6tSpTJo0qUiby5cvp3fv3vTo0YMBAwawadOmIsckJSWRnJxMnTr6miwiIgeISuyv09PTCz0B9utf/5oZM2YAQZ85fvx4evbsSc+ePfniiy8AmDRpElOnTmXOnDksW7aMYcOGkZKSwu7du0vsi/v06cMdd9xB7969efTRRyscdyzUi3cAIiIiUqvtAfq6e7aZ1QfeNbOFwIXA2+7+OzO7DbgNGG9mxwOXAZ2Bw4G3zKyTu+fF6wJERA5I48bBypUl7//gA9izp3DZrl1w1VXwxBM0zsuDunUL709JgUceKbXpyy67jLvvvpvU1FRWrVrFyJEjWbJkCQBpaWl069aN1157jfnz5zN8+HBWrlzJ5MmT6dWrFxMnTmTBggVMnz496kvNzc3luuuuY968eSQmJjJ79mwmTJhQbb6Ui4iIlGjcOBovX160z81XSn9drCj769I0b96cDz/8kOeee45x48Yxf/78gn0XX3wxjz32GFOnTuXEE08ssS9++umnAdi+fTvvvPNOhWOKFSXMRUREJG48GCKYHdqsH/px4HygT6j8WSAdGB8qf9Hd9wBfm9kXQE9gadVFLSJSC0R++S6tvAySk5NZv349s2bNYtCgQYX2vfvuu8ydOxeA3r17k5mZyY4dO8jIyOCVV14BYPDgwRx88MFF6i3JZ599xurVq+nXrx8AeXl5tGnTpsLXISIiEneV2F+XJv8JsaFDh3LjjTfu99jS+uKf//znlRdoOShhHm8zZ8KECfT+5hto3x6mTIFhw+IdlYiISJUxs7rAcuBo4HF3/z8zO8zdNwG4+yYzOzR0eFvgg7DTN4bKiqt3FDAKIDExkfT09JjHfuhbb/GzJ5+k9/ffk3PooXx19dV8f/bZMW8HIDs7u1Kuoarqr4o2dA3Vow1dQ/zrL6mNFi1akJWVFWz89rf7Pb9p587U+fbbIuX7jjiCnW+8QV5eHnWLG+2WX/9+ZGVlMWDAAG666SbefPNNtm3bxt69e8nKyiIvL4/s7OyC1+5OdnY2+/btY+fOnQXx55fn5OQUnAuwY8eOgu3c3Fx2795NdnY2xx57LG+//XahOPLy8n56P8Lkn1fcPoCcnJxK//eTONB3cxGpjh55hN1ZWSQkJBS/PykpmIYlUocOUMG+ql69euzbt69gOycnp9B+Myv2dXHcnc6dO7N0afHjnJo2bVqBSGNPCfN4yp9naNcuDH6aZwjUMYuISK0Rmk4lxcwOAl41sy77Oby4v8S8hHqnA9MBjjnmGO/Tp09FQy1s5kx4+OHgkUeg0ebNHP/wwxx/3HGV0o+np6cT82uowvqrog1dQ/VoQ9cQ//pLamPt2rUlf+GOdN99Bd9VCjRpQp377iMhIYGs/X15L0VCQgLXXnsthx56KKeccgrp6enUq1ePhIQE+vTpw7x587jrrrt48803SUxMpG3btgXld955JwsXLmT79u00a9aMtm3bsnXrVn788UeaNWvG4sWLOeecc0hISKB+/fo0btyY7t27s23bNlavXs2pp55Kbm4un3/+Oe3bty/2GvLPK+n6GjVqRLdu3cp17VJN6bu5iByopkwptr9mypQKV92hQwfWrFnDnj172LFjB2+//Ta9evUq2D979mxuu+02Zs+ezamnnloRTEJ5AAAgAElEQVTk/Py/FwCOOeYYtmzZwtKlSwv1xZ07d65wnJVBq5nE04QJhT/QEGxPmBCfeEREROLI3bcTTL1yDrDZzNoAhH5/HzpsI3BE2GntgLItvR4r6sdFpCYbNgymTw9GqJkFv6dPj1nysF27dtxwww1FyidNmsSyZctITk4mLS2NZ599FgjmNs/IyKB79+4sWrSI9u3bA0Fye+LEiZx88smkpqZy7LHHFqmzQYMGzJkzh/Hjx3PCCSeQkpLC+++/X+S4jz76iHbt2vHyyy8zevToavslXiqB+nQROVBVQn+9d+9eGjZsyBFHHMGll15KcnIyV199dZGbxXv27OHkk0/m0Ucf5eGHHy5Sz4gRIxgzZgwpKSnk5eVF1RdXFxphHk/ffFO2chERkRrGzBKBXHffbmaNgbOB+4HXgSuB34V+zwud8jrwVzN7iGDRz47Ah1UeOKgfF5Gab9iwmI+uzc7OLlLWp0+fgtHwLVu2ZN684H/54aPYDznkEBYtWlRwTvgX8+uvv57rr7++SL0zZswoeJ2SkkJGRkah/ZFTrpx00kls3LixbBckNYP6dBE5kMW4v/7kk0846qijAHjggQd44IEHin2ybOzYsaSlpRUqmzRpUsHriy66iIsuuqhgu7i+GKiW05xphHk8hUZFRF0uIiJS87QB/mlmq4CPgMXuPp8gUd7PzNYB/ULbuPsnwEvAGuBvwNjQlC5VT/24iIhIzaA+XUQEgGnTpjF06FDuueeeeIcSV0qYx9OUKcG8QpFSU6s+FhERkThw91Xu3s3dk929i7vfHSrPdPez3L1j6Pe2sHOmuPtR7n6Muy+MW/DF9eMNGsRkvkARERGpQsX16TGaA1hE5EAyZswY1qxZQ//+/fd73Pr162nVqlUVRVX1lDCPp7B5htwsuHt9zDHwxBNQzCMKIiIiUo1E9uP168Mhh8Bll8U7MhERESmL8D4dgnmAH3lEC36KiNRSSpjH27BhsH497/zjH8FK3O+/Dz/7GZx/PqxdG+/oREREZH/C+/G//hU2bYJZs+IdlYiIiJRVqE9f/pe/gHvRRUBFRKTWUMK8umnZEhYuhIYNYeBA+O9/4x2RiIiIROPCC+GEE2DyZNi7N97RiIiISDlkd+oEp5wCf/oT7NsX73BERCQOlDCvjpKSYMEC2LIFBg+GYlaSFxERkWqmTp0gWf7FF/D88/GORkRERMpr7Fj4/HN4++14RyIiInGghHl11aMHvPQSrFwZzIWqkWoiIiLV33nnBX343XdDbm68oxERqXbMjCuuuKJge+/evSQmJpKamlqmepKSkti6det+jxkxYgRz5syJus6HHnqI448/nuTkZM466yw2bNhQppikBrnkEkhMhMcfj3ckIiJxUbduXVJSUujSpQvnnnsu27dvj3dIVarGJszN7Gkz+97MVoeVzTazlaGf9Wa2MlSeZGa7w/ZNi1/kYQYPhj//ORht/utfB/OoiYiISPVlFiTL16+HZ56JdzQiIhUyc2bw8GudOsHvmTMrXmfTpk1ZvXo1u3fvBmDx4sW0bdu24hXHQLdu3Vi2bBmrVq3i4osv5tZbb413SBIvDRvC1VfDG2/AN9/EOxoRkf2qjP66cePGrFy5ktWrV9OyZUueeOKJild6AKmxCXNgBnBOeIG7/9zdU9w9BZgLvBK2+8v8fe4+pgrj3L9Ro+D22+Evf4H77493NCIiIlKagQODuU/vuQf27Il3NCIi5TJzZvBVZMOGYNzOhg3Bdiy+hA8cOJAFCxYAMGvWLIYOHVqwb9u2bQwZMoTk5GT69u3LqlWrAMjMzKR///5069aN0aNH46HBROvXr6dLly4F50+dOpVJkyYVaXP58uX07t2bHj16MGDAADZt2lTkmDPPPJMmTZoAcMopp7Bx48aKX6wcuMaE0gLTqsd4OhGR4lRmf53v1FNP5bvvvotdhQeAevEOoLK4e4aZJRW3z8wMuBToW5Uxlds99wSf+Ntvh/bt4fLL4x2RiIiIlCR/lHn//vDkk8E8qCIi1cy4ccHsjyX54IOi9/x27YKrroInnoC8vMbUrVt4f0oKPPJI6W1fdtll3H333aSmprJq1SpGjhzJkiVLAEhLS6Nbt2689tprzJ8/n+HDh7Ny5UomT55Mr169mDhxIgsWLGD69OlRX2tubi7XXXcd8+bNIzExkdmzZzNhwgQeffTREs956qmnGDhwYNRtSA3Uvj2ce27Ql6elBaPORUSq2LhxsHx50T43X2n9dXGi7a8B8vLyePvttwvd3K4NamzCvBSnA5vdfV1Y2ZFmtgL4H3Cnuy+JT2jFqFMHnn4avvsOfvlLaNsWeveOd1QiIiJSkrPPhtNPh3vvhZEjoXHjeEckIlImJT0gE4sHZ5KTk1m/fj2zZs1i0KBBhfa9++67zJ07F4DevXuTmZnJjh07yMjI4JVXggeEBw8ezMEHHxx1e5999hmrV6+mX79+QPDlv02bNiUe/8ILL7Bs2TLeeeedsl6a1DRjx8K8efDyy/CLX8Q7GhGRIiqrv969ezcpKSmsX7+eHj160LfvgTHmOFZqa8J8KDArbHsT0N7dM82sB/CamXV29/9Fnmhmo4BRAIcddhjp6ekxCSg7O7vUuur95jd0+/prGqSmsuKPf2RXUlJM2hapKtF8zkVqAn3WpWCU+ZlnBtOqjRsX74hERAopbWRZUlLwkGukDh0gPR2ysnaTkJBQ7vbPO+88br75ZtLT08nMzCwo92LWbQoeEP7pd7h69eqxb9++gu2cnJwix7g7nTt3ZunSpYXKs7Kyihz71ltvMWXKFN555x0aakSxnHUWdOoULP6phLmIxMEjj+y/zy2tvy6v/DnMd+zYQWpqKtOnT69Va3vUuoS5mdUDLgR65Je5+x5gT+j1cjP7EugELIs8392nA9MBTjzxRO/Tp09M4kpPTyequpKT4ZRT6JmWFjx3sZ+RESLVTdSfc5EDnD7rAkCfPtC3L9x3H1xzDTRtGu+IRESiNmVKMAfqrl0/lTVpEpTHwsiRI2nRogVdu3YtdJP5jDPOYObMmdx1110sWbKEVq1a0bx584LyO++8k4ULF/LDDz8AwSCm77//nszMTJo1a8b8+fM555xCS1lxzDHHsGXLFpYuXcqpp55Kbm4un3/+Oe3bty903IoVKxg9ejR/+9vfOPTQQ2NzoXJgq1MHfvWr4Mb3v/4F3bvHOyIRkUIqu79u0aIFf/jDHzjvvPO48cYbqV+/fmwqruZq8qKfJTkb+NTdC1ZwMbNEM6sbev0zoCPwVZzi278OHWDBAsjMhMGDITs73hGJiIhISe6+G77/Hv70p3hHIiJSJsOGwfTpwdcPs+D39OlBeSy0a9eOG264oUj5pEmTWLZsGcnJyaSlpfHss88CwdzmGRkZdO/enUWLFhUku+vXr8/EiRM5+eSTSU1N5dhjjy1SZ4MGDZgzZw7jx4/nhBNOICUlhffff7/IcbfccgvZ2dlccsklpKSkcN5558XmYuXAduWVQfbp8cfjHYmISBGV3V8DdOvWjS5duvDiiy/GrtJqrsaOMDezWUAfoJWZbQTS3P0p4DIKT8cCcAZwt5ntBfKAMe6+rSrjLZPu3YM51M49Fy69FF5/HerV2H9KERGRA9dpp8GAAXD//TBmDFRg+gIRkao2bFhsv3BDMG1ZpD59+hQ8mdWyZUvmzZsHBFOm5D+Cfsghh7Bo0aKCcx5++OGC19dffz3XX399kXpnzJhR8DolJYWMjIxC+yOnZHnrrbfKdjFSOxx0UDAdy3PPwYMPQsuW8Y5IRKSQquivX3rppQpNxXagqbEjzN19qLu3cff67t4ulCzH3Ue4+7SIY+e6e2d3P8Hdu7v7G/GJugwGDoQ//xkWLgweEStmrj8RERGpBu6+O3gy7I9/jHckIiIiUh5jx0JODjzzTLwjERGRKlBjE+a1wjXXwIQJ8MQTwfyoIiIiUv307AmpqTB1KuzYEe9oREREpKySk6FXr2DQWtgisyIiUjMpYX6g++1vg8fDJkyAF16IdzQiIiJSnMmT4YcfgmXuRURE5MAzdix8+SWETQ0kIiI1kxLmBzozeOopOPNMGDkS/vGPeEckIiIikbp3hwsugIceChLnIiIicmC58EI47DAt/ikiUgsoYV4TNGgAr7wCnToFnfjq1fGOSERERCJNmgT/+x/8/vfxjkRERETKqkEDGDUKFiyAr7+OdzQiIlKJlDCvKQ46CN58E5o0gUGD4Lvv4h2RiIiIhEtOhksvhUcfha1b4x2NiIhITJhZIzP70Mz+bWafmNnkUHlLM1tsZutCvw+Od6wVNmoU1KkD06bFOxIREalESpjXJO3bB0nzH36AwYMhKyveEYmIiEi4SZNg50548MF4RyIiEhdmxhVXXFGwvXfvXhITE0lNTS1TPUlJSWwt5ebjiBEjmDNnTtR1Tps2ja5du5KSkkKvXr1Ys2ZNmWKqxfYAfd39BCAFOMfMTgFuA952947A26HtA1u7dnD++cG0qDk58Y5GRKTSbNy4kfPPP5+OHTty1FFHceutt/Ljjz/GLZ4xY8aUqU+vKCXMa5qUFJgzBz7+GC65BHJz4x2RiIiI5DvuOLj8cnjsMdi8Od7RBGbOhKQkevftC0lJwbaICDDz45kkPZJEncl1SHokiZkfV/z/D02bNmX16tXs3r0bgMWLF9O2bdsK1xsLl19+OR9//DErV67k1ltv5Te/+U28QzogeCA7tFk/9OPA+cCzofJngSFxCC/2xo6FzEyYPTvekYiIALHvr92dCy+8kCFDhrBu3To+//xzdu7cyYQJEwodt3fv3gq1U53Vi3cAUgkGDIC//AWuvhquvRaeeCJYHFRERETiLy0NXnwR7r8/WAQ0nmbODB4v37ULA9iwIdgGGDYsnpGJSJzN/Hgmo94Yxa7cXQBs2LGBUW8E/38Y1rVi/38YOHAgCxYs4OKLL2bWrFkMHTqUJUuWALBt2zZGjhzJV199RcOGDXnqqadITk4mMzOToUOHsmXLFnr27Im7A7B+/XpSU1NZHVrHaerUqWRnZzNp0qRCbS5fvpzf/OY3ZGdn06pVK2bMmEGzZs0KHdO8efOC1zt37sT0HSpqZlYXWA4cDTzu7v9nZoe5+yYAd99kZoeWcO4oYBRAYmIi6enpVRR18bKzs/cfgxkndehA3u9+x786dKj69quAYoh/+4qherQfrxhatGhBVtisEXl5eYW2w7209iWuW3wdu/cGN6I37NjANa9fQ87uHC497tJytZ+enk79+vW5+OKLC9q95557SElJoU2bNixZsoScnBx27drF66+/zk033cR7771Hhw4d2LdvH1dccQVDhgyhS5cuXHLJJWRkZLB3714effRRJk2axFdffcUNN9zAVVddhbtz1113sXjxYsyMW265hYsuugh35+abbyYjI6Og3t27d5OVlcWKFSu444472LlzJy1btmTatGm0bt26yHXk5OSU+99OCfOa6qqrgi+9v/1tMFrszjvjHZGIiIgAdOwIV1wBf/4z3HwzHH54/GKZMAF27SpctmtXUK6EuUiNNu5v41j535Ul7v9g4wfsydtTqGxX7i6umncVTyx/gry8POrWrVtof0rrFB4555FS277sssu4++67SU1NZdWqVYwcObIgYZ6Wlka3bt147bXXmD9/PsOHD2flypVMnjyZXr16MXHiRBYsWMD06dOjvtbc3Fyuu+465s2bR2JiIrNnz2bChAk8+uijRY59/PHHeeihh/jxxx/5xz/+EXUbtZ275wEpZnYQ8KqZdSnDudOB6QDHHHOM9+nTp3KCjFJ6ejqlxnDzzXDddfRp2hROOqnq269kiiH+7SuG6tF+vGJYu3YtCQkJQNBfL//P8iJ9br7i+uvde3czdtFYnl/zfLHnlNZff/311/Ts2bMghnwdOnSgXr16fPTRR6xatYqWLVsyZ84cvvvuOz755BO+//57jjvuOEaNGkVCQgJmxlFHHcXUqVO58cYbGTt2LO+99x45OTl07tyZcePGMXfuXNasWcPHH3/M1q1bOemkkxgwYABLly7l66+/5pNPPmHz5s0cf/zxjB49mkaNGnHbbbcV6tPvu+8+nn766SLX0ahRI7p167bf97okSpjXZJMnB0nzu+4K5jcfPjzeEYmIiAgEffMLL8B998Ef/xi/OL75pmzlIlJrRH75Lq28LJKTk1m/fj2zZs1i0KBBhfa9++67zJ07F4DevXuTmZnJjh07yMjI4JVXXgFg8ODBHHxw9OtHfvbZZ6xevZp+/foBwUi9Nm3aFHvs2LFjGTt2LH/961+55557ePbZZ4s9Torn7tvNLB04B9hsZm1Co8vbAN/HN7oYGj4cbr8dHn8cZsyIdzQiUotVRn/t7sU+ZZVf3q9fP1q2bAkE/fYll1xCnTp1aN26NWeeeWahc8477zwAunbtSnZ2NgkJCSQkJNCoUSO2b9/Ou+++y9ChQ6lbty6HHXYYvXv35qOPPiIjI6Og/PDDD+eMM84AytanV4QS5jWZWTAdy3/+E4w4b9sWzjor3lGJiIjIz34Gv/wlTJ8Ot9wS3Niuart3Q6NGwe9I8YhHRKpUaSPBkx5JYsOODUXKO7ToQPqIdLKysoqMPCuL8847j5tvvpn09HQyMzMLyvOnWgmX/6W9uC/v9erVY9++fQXbOcUsxOjudO7cmaVLlxYqL+nxdghGwV977bWlX4hgZolAbihZ3hg4G7gfeB24Evhd6Pe8+EUZY82bB0+LPf00TJ0KrVrFOyIRqaEeOeeR/fa5pfXX5dG5c+eCm9f5/ve///Htt99St25dmjZtWlBeXL8drmHDhgDUqVOn4HX+9t69e/d7fklJ++L69FjTop81XYMGMHcuHHssXHhhsBioiIiIxN+dd4I73Htv1bedmQn9+gXJ8vr1C+9r3BimTKn6mESkWply1hSa1G9SqKxJ/SZMOSs2/38YOXIkEydOpGvXroXKzzjjDGaGFh9esmQJrVq1onnz5oXKFy5cyA8//ADAYYcdxvfff09mZiZ79uxh/vz5Rdo65phj2LJlS8GX69zcXD755JMix61bt67g9YIFC+jYsWNMrrUWaAP808xWAR8Bi919PkGivJ+ZrQP6hbZrjrFjYc+eIGkuIhInldFfn3XWWezatYvnnnsOCEZxT5gwgREjRtCkSeG2evXqxdy5c9m3bx+bN28u85zhZ5xxBrNnzyYvL48tW7aQkZFBz549OeOMM3jxxRfJy8tj06ZNBVO3RdunV5QS5rVBixbw5puQkACDBgUjzkVERCS+2reHa66Bp56Cr7+uuna//hpOOw2WLYOXXoJnnoEOHSgY2zFokOYvFxGGdR3G9HOn06FFBwyjQ4sOTD93eoUX/MzXrl07brjhhiLlkyZNYtmyZSQnJ5OWllYwJUpaWhoZGRl0796dRYsW0T70JEz9+vWZOHEiJ598MqmpqRx77LFF6mzQoAFz5sxh/PjxnHDCCaSkpPD+++8XOe6xxx6jc+fOpKSk8NBDD2k6lii5+yp37+buye7exd3vDpVnuvtZ7t4x9HtbvGONqc6doXfvYE2SvLx4RyMitVRl9NdmxquvvsrLL79Mx44d6dSpEw0bNuTeYgb6XHTRRbRr144uXbowevRoTj75ZFq0aBF1WxdccAHJycmccMIJ9O3blwceeIDWrVtzwQUX0LFjR7p27cq1117LaaedBkTfp1eUpmSpLY44AhYsgNNPD74IL1kSPEYmIiIi8XPHHUHC/J57gt+VbflyGDwYfvwRFi8O/i4AGDaMd9LT6fP730N6OuzcCWGPWopI7TSs67CYJcjzZWdnFynr06dPwYJqLVu2ZN68YOaO8EfQDznkEBYtWlRwzsMPP1zw+vrrr+f6668vUu+MsLmlU1JSyMjIKLQ/ckqW4hYBFdmvsWPh0kth4UJITY13NCJSS1VGf33EEUfwxhtvFGxnZWXRsGFDRowYwYgRIwrK69Spw9SpU2nWrBmZmZn07Nmz4Omx9evXFxwXeV74vgcffJAHH3ywUPtmxmOPPVao/fy/CYrr02NNI8xrkxNOgDlzYM0auPhiyM2Nd0QiIiK1W9u2MGYMPPssfPFF5ba1cGEwEq5RI3jvvZ+S5eHuuCOYruWJJyo3FhERkZpgyBA4/PBg8U8RkVoqNTWVlJQUTj/9dO666y5at24d75AqTAnz2qZ//2CBscWLYfToYO5UERERiZ/bbgvWHLn77spr46mn4NxzoVMnWLoUjjuu+ONOPTVIqv/+98EodBERESlZ/fowahT87W+Vf+NbRKSaSk9PZ+XKlaxZs6bQKPIDmRLmtdEvfwlpacGcpb/9bbyjERERqd1atw4e6Z45Ez79NLZ1uwd9/tVXw9lnwzvvQJs2+z/n9tth40Z44YXYxiIiIlITjRoF9eoFc5mLiMSIa4BrhVT0/VPCvLZKS4MRI4LfYXP7iYiISBzceis0bgyTJ8euztxcuOqqYOT6L38Jb7wRLABemv79oXt3+N3vtIiZiIhIadq0gQsvhKefhl274h2NiNQAjRo1IjMzU0nzcnJ3MjMzadSoUbnr0KKftZVZMDXLf/4D11wTzKHar1+8oxIREamdEhPh+uuDJPWECdClS8Xqy8qCSy6Bv/89uDmelhb0/dEwC0aZX3IJvPJK8FtERERKNnYsvPQSzJoV3KwWEamAdu3asXHjRrZs2QJATk5OhZK/sRDvGMrafqNGjWjXrl2521PCvDarXz9YBPT00+Gii+DddyE5Od5RiYiI1E433wyPPQaTJgX9c3lt2gSDB8OqVfDkk+X74n7BBXDMMXDvvcFC4dEm20VERGqj008PbnY//jiMHKl+U0QqpH79+hx55JEF2+np6XTr1i2OEcU/hqpuX1Oy1HbNm8OCBcHvQYOCOUtFRESk6rVsCTfeCHPnwsqV5atj7dpg4c7PPw+mYCnvKLe6dWH8+CCOv/+9fHWIiBTDzLjiiisKtvfu3UtiYiKpqallqicpKYmtW7fu95gRI0Ywpxw3IOfMmYOZsWzZsjKfK7WUWTDKfMUK+OCDeEcjIiIVpIS5QLt2sHBh8Pj2oEGwY0e8IxIREamdbrwRDjoIJk4s+7lLlsBpp0FOTrC458CBFYtl2DA44ohglLmI1EqbZ25madJS0uukszRpKZtnbq5wnU2bNmX16tXs3r0bgMWLF9O2bdsK1xsrWVlZ/OEPf+Dkk0+OdyhyoPnFL4KBaI8/Hu9IRESkgpQwl0DXrsGItrVrg0evf/wx3hGJiIjUPgcdBDfdFIwO/+ij6M97+eVgLZJDD4WlS6FHj4rH0qBBME3MkiXBtG0iUqtsnrmZz0Z9xp4Ne8Bhz4Y9fDbqs5gkzQcOHMiCBQsAmDVrFkOHDi3Yt23bNoYMGUJycjJ9+/Zl1apVAGRmZtK/f3+6devG6NGjCxZCW79+PV3C1n2YOnUqkyZNKtLm8uXL6d27Nz169GDAgAFs2rSp2Njuuusubr311rjPFSsHoGbN4Morgz75++/jHY2IiFSAEubyk7PPDuY6festGDUKtBqviIhI1bvhhmB6lmhHmT/8MPz853DiifDeexA232GFXX01tGoF990XuzpFpFpYN24dK/qsKPHn06s+Zd+ufYXO2bdrH59e9Skr+qzgs0GfFTln3bh1UbV92WWX8eKLL5KTk8OqVasKjeZOS0ujW7durFq1irS0NIYPHw7A5MmT6dWrFytWrOC8887jm2++ifpac3Nzue6665gzZw7Lly9n5MiRTJgwochxK1as4Ntvvy3z9DAiBX71q2Dw2ZNPxjsSERGpAC36KYVdeSV8803wJb1DB5g8Od4RiYiI1C4JCXDrrXDbbfD++/D//l/xx+3bF4xGf+SRYPHu55+Hxo1jG0uTJjBuHNz5/9m78ziby/6P469rDGMJJfs6lKyJUindaPopu1vuiuZGtgnjFiFbITV3KClliYg00aJuS3S3aLRpX8ktLUOKCIVEluv3xzXVYDAzzjnXmXPez8fjPGbmOud8v++TeXTmfL7X9bluh08/hQsuCOzxRSRs2QNZT5450XhO1KtXj/T0dBYsWECrVq2Ouu/NN99k0aJFADRt2pQdO3bwyy+/8Prrr/Pcc88B0Lp1a84666xsn2/9+vWsWbOG5s2bA3D48GHKlSt31GOOHDnCoEGDmDt37mm8Mol6NWvCVVfBjBnuvTxWJRcRkbxI//eW491+O6Snw7hxrmjeo4fvRCIiItGlf3+YNMldwH7llePv378funSBZ591M9InTXIbdQZDcjJMmADjx8OCBcE5h4iEXPUHqp/0/tXxq107lmPEVYmjQVoD9uzZQ9GiRXN9/nbt2jFkyBDS0tLYsWPHn+M2i1WuxpijvmYWGxvLkSN/zYTfv3//cY+x1lKnTh1Wr1591PiePXuO+n7NmjU0a9YMgK1bt9KuXTuWLFlCw4YNc/biJLolJ8O118KyZfD3v/tOIyIiuaCWLHI8Y9wV8auvdq1Z/vtf34lERESiS5Eibob5q6+6DTwz27nT9St/9lm4/343wzxYxXJwfdX79YOnn4avvgreeUQkrFRLqUZM4aM/LsYUjqFaSrWAHL9Hjx6MHj2a888//6jxJk2akJqaCsAbb7xByZIlKVas2FHjK1asYNeuXQCUKVOGbdu2sWPHDg4cOMCyZcuOO1eNGjXYvn37nwXzgwcPsnbt2qMeU7x4cX766SfS09NJT0+nUaNGKpZL7rRt6zbN1uafIiJ5lgrmkrX8+d1mJXXruk1AP/nEdyIREZHo0rcvlC3rZpn/MeMyPR0aN4b33oOnnoJBg0KTZeBA97fBxImhOZ+IeFcmsQw1ZtYgrkocGDezvMbMGpRJLBOQ41esWJFbbrnluPGxY8fywQcfUK9ePcaMGcO8efMA19v89ddf5yqDXTUAACAASURBVMILL+Sll16icuXKAOTPn5/Ro0dz6aWX0qZNG2rWrHncMQsUKMCzzz7LsGHDuOCCC6hfvz5vv/12QF6HyHFiY+Hmm90KsfXrfacREZFcUEsWObFixWD5cmjUCFq3hnfecVfKRUREJPgKFYKRI2HAAChblqbbtkFMDMTFwcsvQ5MmoctStqxr0fboozBmDFSoELpzi4g3ZRLLBKxA/oe9e/ceN9asWbM/W6GUKFGCxYsXAxzV9uXss8/mpZde+vM5kydP/vP7AQMGMGDAgOOOm7kfef369Xn99dePuj9zS5ZjpaWlnfK1iJxQr15uP7Bp0+DBB32nERGRHNIMczm58uVd0XzvXmjZEn7+2XciERGR6FG0qGuVtm0bBtxGn9bCd9+FPsvQoe78998f+nOLiIjkJWXKwHXXwdy58OuvvtOIiEgOqWAup1a3Ljz/PHz5JXTsCL//7juRiIhIdBg79q92LH/Yvx9GjQp9lqpVoXNneOQRyLRBn4iIiGQhORl274aM3vsiIpJ3qGAu2ZOQALNnw8qVbnlZFrvXi4iISIBt2pSz8WAbPtzNlHvoIT/nF5HTZvV3/GnRfz/JtssugwsucJt/6vdGRCRPUcFcsq9LF7j7bpg/321AJiIiIsGVsaldtseDrU4daN8epkyBk/T+FZHwVLBgQXbs2KGiby5Za9mxYwcFCxb0HUXyAmPcLPPPPoO33vKdRkREckCbfkrOjBwJ6emucF6lipttLiIiIsGRkgJJSbBv319jhQu7cV9GjIDFi2HmTBg82F8OEcmxihUrsnnzZrZv337ax9q/f3/QC8fBPkdujl+wYEEqVqwYpEQScW680e0BMnUqXHGF7zQiIpJNKphLzhjjdvrevBn69IGKFaFFC9+pREREIlNiovs6ahR20yZM5cquWP7HuA+XXupatU2aBP37Q1ycvywikiP58+enatWqATlWWloaDRo0CMixfJ0jFK9BolyRItC9uyuYb90KZcv6TiQiItmgliySc/nzw9NPQ716bufvjz/2nUhERCRyJSZCejqrVq50q7x8Fsv/MGIEbNkC8+b5TiIiIhLe+vWDgwdh1izfSUREJJtUMJfcKVoUli2DEiWgVSvYuNF3IhEREQmVq66Ciy+GiRPh0CHfaURERMJX9epw9dXwyCN6zxQRySNUMJfcK18eli+H335zRfOff/adSERE8hhjTCVjzGvGmHXGmLXGmFsyxscaY743xnyScWuV6TkjjDFfGWPWG2Ou8Zc+ihnjZpl//TU884zvNCIiIuEtORm+/97tASIiImFPBXM5PXXqwPPPw4YN0KEDHDjgO5GIiOQth4DB1tpaQCMg2RhTO+O+ydba+hm35QAZ93UC6gAtgGnGmHw+gke99u2hVi0YPx6s9Z1GREQkfLVuDVWquF7mIiIS9lQwl9N35ZUwdy6kpUGPHvrQLCIi2Wat3WKt/Sjj+z3AOqDCSZ7SHlhorT1grf0W+Aq4JPhJ5TgxMTB8OHz2mVtxJiIiIlnLlw/69IHXXoMvvvCdRkRETiHWdwCJEDfe6PqYjxwJ8fGQkuI7kYiI5DHGmHigAfAu0Bjob4zpCnyAm4W+C1dMfyfT0zZzggK7MSYJSAIoVaoUaWlpwYrO3r17g3r8UJwjN8c35ctzaZkyHBg2jI8LF3atWgJ8jpyI1n+HcDuHXoP/44fiHHoNIjnUsyeMGQPTpsHDD/tOIyIiJ6GCuQTO8OGQng7//rdbbpaU5DuRiIjkEcaYM4BFwEBr7W5jzHTgLsBmfJ0E9ACyqshmubTJWjsTmAlQo0YN26xZsyAkd9LS0gjm8UNxjlwf/447KNi/P83y5YMmTYJzjmyK6n+HMDqHXoP/44fiHHoNIjlUqhTccAM8/jjccw8ULeo7kYiInIBaskjgGON6srVqBf36aXm2iIhkizEmP65YnmqtfQ7AWvujtfawtfYIMIu/2q5sBiplenpF4IdQ5pVj9OgBpUu7C+YiIiJyYsnJsGcPzJ/vO4mIiJxExBbMjTFzjDHbjDFrMo2NNcZ8b4z5JOPWKtN9I4wxXxlj1htjrvGTOgLExsJTT8EFF8D118OHH/pOJCIiYcwYY4DZwDpr7f2ZxstlelgH4I/38yVAJ2NMnDGmKlAdeC9UeSULhQrBoEHw3//CRx/5TiMiIhK+LrkELrrITTTT3l8iImErYgvmwFygRRbjk6219TNuywGMMbWBTkCdjOdMM8bkC1nSSHPGGfDCC1CyJLRp49q0iIiIZK0x0AVIOOaC9kRjzOfGmM+AK4FBANbatcDTwBfAi0Cytfawp+zyh759oVgxt8RcREREsmaMm2X+xRewapXvNCIicgIRWzC31r4O7Mzmw9sDC621B6y13wJf8dfSb8mNsmVhxQrYv9+1aNm1y3ciEREJQ9baN621xlpbL/MFbWttF2vt+Rnj7ay1WzI9J8Vae461toa1doXP/JKheHHo3x8WLYL1632nERERCV+dOkGJEm6WuYiIhKVo3PSzvzGmK/ABMNhauwuoALyT6TGbM8aOY4xJApIAypQpE7Bd1SN1h/biY8dywdCh7L7ySj6dOBFboIDvSOJRpP6eixxLv+sSlW65Be6/HyZOhNmzfacREREJT4UKuf0/Jk+G77+HClmWHkRExKNoK5hPB+4CbMbXSUAPwGTx2CwbillrZwIzARo2bGgDtat6xO7Q3qwZlC7NmTfeSNPHHoPUVIiJ2IUNcgoR+3sucgz9rktUKl0aevWCGTNg7FioVOmUTxEREYlKffvCpEkwcybceafvNCIicoyoqlxaa3+01h621h4BZvFX25XNQOZPdRWBH0KdL2J17gzjx8PChTBqlO80IiIiEixDhrivkyb5zSEiIhLOqlWDli1dwfz3332nERGRY0RVwdwYUy7Tjx2ANRnfLwE6GWPijDFVgerAe6HOF9Fuu81dRR8/3s08ExERkchTpQokJroCwPbtvtOIiIiEr+Rk2LoVnn/edxIRETlGxBbMjTELgNVADWPMZmNMT2CiMeZzY8xnwJXAIABr7VrgaeAL4EUg2Vp72FP0yGQMTJkCbdq4PwyWLfOdSERERIJh2DC36feUKb6TiIiIhK8WLdxMc23+KSISdiK2YG6t7WytLWetzW+trWitnW2t7WKtPd9aW89a285auyXT41OstedYa2tYa1f4zB6xYmNdW5YGDeCGG+CDD3wnEhERkUCrVQs6dICHHoLdu32nERERCU8xMW4V9htvwOef+04jIiKZRGzBXMJUkSJudnnp0tC6NXz7re9EIiIiEmgjRsAvv6gNm4iIyMn06AEFC2qWuYhImFHBXEKvbFlYsQIOHnQbnezc6TuRiIiIBFLDhtC8Odx/P/z2m+80IiIi4alECejcGZ54wl1oFhGRsKCCufhRsyYsXuxmmLdv73qdioiISOQYMQJ+/BHmzvWdREREJHwlJ8Ovv8K8eb6TiIhIBhXMxZ+//Q0efxzefBNuugmOHPGdSERERAKlWTNo1AgmToRDh3ynERERCU8XXQSXXgrTpoG1vtOIiAgqmItvN9zgPkg/9RQMH+47jYiIiASKMW6WeXq62/RbREREspacDOvXw6uv+k4iIiKoYC7hYMgQ9wfCvfdqsxMREZFI0qYN1K0L48drJZmIiMiJXHcdlCzpZpmLiIh3KpiLf8bAgw9C27YwYAAsWeI7kYiIiARCTIxbQbZ2LZQtS9OEBIiPh9RU38lERETCR8GC0LMnLF5M3LZtvtOIiEQ9FcwlPOTLBwsWuP5tnTrB++/7TiQiIiKBcOSIuzi+fTvGWti4EZKSVDQXERHJrE8fsJbyS5f6TiIiEvVUMJfwUaQILF0KZcu6JdzffOM7kYiIiJyuO+44fhOzfftg1Cg/eURERMJRfDy0aUO5F16AAwd8pxERiWoqmEt4KVMGVqyAQ4egZUvYscN3IhERETkdmzblbFxERCRaJSdTYNcuWLTIdxIRkaimgrmEnxo1YPFit2S7fXvYv993IhEREcmtypVzNi4iIhKtmjdnX4UKMHWq7yQiIlFNBXMJT1dcAfPnw1tvQdeurv+piIiI5D0pKVC48NFjhQq5cREREflLTAw/tG8Pb78Nn3ziO42ISNRSwVzC13XXwX33wTPPwG23+U4jIiIiuZGYCDNnQpUq/NnJvG1bNy4iIiJH2dqihbuwrFnmIiLeqGAu4e3WW+Ff/4JJk+Chh3ynERERkdxITIT0dFa99porlr/4Imzf7juViIhI2DlUtKh730xNhV27fMcREYlKKphLeDMGJk92vcxvucX1NhcREZG8a8IE+PVXuOsu30lERCQAjDGVjDGvGWPWGWPWGmNuyRgfa4z53hjzScatle+seUZyMvz2G8yd6zuJiEhUUsFcwl++fPDkk3DJJdC5M7z7ru9EIiIiklu1akGvXjB9OmzY4DuNiIicvkPAYGttLaARkGyMqZ1x32Rrbf2M23J/EfOY+vXh8sth2jTt5yUi4oEK5pI3FC4MS5dC+fLQpg18/bXvRCIiIpJbY8dCXBwMH+47iYiInCZr7RZr7UcZ3+8B1gEV/KaKAMnJ8NVX8PLLvpOIiESdWN8BRLKtVClYvtxdaW/Z0u0cXrKk71QiIiKSU2XLug29x4yBt96Cxo19JxIRkQAwxsQDDYB3gcZAf2NMV+AD3Cz045pyG2OSgCSAUqVKkZaWFqq4Wdq7d6/XDH+c35QsyWVnncXuceNYExfnJYNPvjP4Pr8yhMf5lSF8MoT6/CqYS95y3nmwZAkkJLi+5q+84nYQFxERkbxl8GCYMQOGDnVFc2N8JxIRkdNgjDkDWAQMtNbuNsZMB+4CbMbXSUCPY59nrZ0JzASoUaOGbdasWcgyZyUtLQ2fGY46f79+lPz3v2kWHw/x8X4yeOI7g+/zK0N4nF8ZwidDqM+vliyS91x+udsxfPVq6NIFDh/2nUhERERyqkgRt/Hn6tWwaJHvNCIichqMMflxxfJUa+1zANbaH621h621R4BZwCU+M+ZJN9/sLijPmOE7iYhIVFHBXPKmjh3h/vvdB+yhQ32nERERkdy46SaoW9f1Mv/9d99pREQkF4wxBpgNrLPW3p9pvFymh3UA1oQ6W55XqZJbWf3oo7B/v+80IiJRQwVzybsGDoRbboHJk+HBB32nERERkZzKlw8mTnSbeWv2nIhIXtUY6AIkGGM+ybi1AiYaYz43xnwGXAkM8poyr0pOhh074OmnfScREYka6mEuedukSbBpEwwa5K6+X3ut70QiIiKSEy1awFVXwbhx0LUrnHmm70QiIpID1to3gaw2olge6iwRKSEBataEqVPd+6SIiASdZphL3pYvn+tnfumlkJjo+qCKiIhI3mEM3Hsv7NwJ48f7TiMiIhJejIF+/eC99+CDD3ynERGJCiqYS95XqBAsWQIVK0LbtrBhg+9EIiIikhMNGsA//wkPPOBWjomIiMhfunZ1m2VPneo7iYhIVFDBXCJDqVKwYoW7+t6qFWzf7juRiIiI5MTdd7uvt9/uN4eIiEi4KV4cunSBhQtdP3MREQkqFcwlcpx7LixdCps3Q7t2sG+f70QiIiKSXZUruw29n3gCPv7YdxoREZHwkpwM+/fDnDm+k4iIRDwVzCWyNGoETz4J777rlnYfPuw7kYiIiGTXiBFQogQMHQrW+k4jIiISPurWhSZNYPp0fc4VEQkyFcwl8nTo4HqgPv88DB7sO42IiIhkV/HiMHo0vPoqvPii7zQiIiLhJTkZvv1W75EiIkGmgrlEpgEDYNAgePBBVzwXERGRvKFPH9dmbehQOHTIdxoREZHw0aEDlCunzT9FRIJMBXOJXPfdBx07wq23wqJFvtOIiIhIdhQoAPfcA2vXwty5vtOIiIiEj/z5ISnJzTD/+mvfaUREIpYK5hK5YmJg/ny47DJITIS33/adSERERLKjY0f3/j16NPz6q+80IiIi4aN3b/dZd/p030lERCKWCuYS2QoVgsWLoXJlaNcOvvzSdyIRERE5FWPcSrEtW2DSJN9pREREwkeFCq41y5w5sG+f7zQiIhFJBXOJfCVLwooV7ip8y5awbZvvRCIiInIql1/uZppPnAhbt/pOIyIiEj6Sk2HXLnjqKd9JREQikgrmEh3OOQeWLnUz1dq21ZV4ERGRvOCee+DAARg71ncSERGR8NG0KdSp4zb/tNZ3GhGRiKOCuUSPSy+FBQvg/ffhxhvh8GHfiURERORkqleHvn3h0Udh3TrfaURERMKDMdCvH3z4Ibz3nu80IiIRRwVziS7t28OUKa6v+cCBuhovIiIS7kaPhiJFYNgw30lERETCR5cuULSom2UuIiIBpYK5RJ/+/WHwYHj4Ybj/ft9pRERE5GRKloQRI1xrtVWrfKcREREJD0WLQteuro/59u2+04iIRBQVzCU6TZwI110HQ4bAM8/4TiMiIiInc8stUKmSe98+csR3GhERkfDQrx/8/jvMnu07iYhIRFHBXKJTTAw8/jg0buyWsr35pu9EIiIiciKFCsHdd8MHH7iZdCIiIhEmNRXi4yEhoSnx8e7nU6pdG668EmbM0B5dIiIBpIK5RK+CBV0v8ypVXG/z9et9JxIREZET+ec/oX59GDkSDhzwnUZERCRgUlMhKQk2bgRrDRs3up+zVTRPTnZPfOGFoOcUEYkWKphLdDv7bFixAmJjoWVL+PFH34lEREQkKzExcO+9kJ7u9iERERGJEKNGwb59R4/t2+fGT6l9e6hQQZt/iogEUMQWzI0xc4wx24wxazKN3WuM+Z8x5jNjzPPGmDMzxuONMb8ZYz7JuM3wl1xCrlo1WLYMtm6Ftm3h1199JxIREZGs/N//uQvcd98NO3f6TiMiIhIQmzblbPwosbFw883w0kvw5ZcBzSUiEq0itmAOzAVaHDP2MlDXWlsP+BIYkem+r6219TNufUKUUcLFxRfDwoXw4YfQubP6v4mIiISriRNh925XNBcREYkAlSvnbPw4vXtD/vwwfXrAMomIRLOILZhba18Hdh4z9pK19lDGj+8AFUMeTMJXu3YwZQosXQoDBoC1vhOJiIjIserWhe7dXVuWb77xnUZEROS0paRA4cJHj8XE5ODacNmy0LEjPPaYVkyLiARArO8AHvUAnsr0c1VjzMfAbuB2a+0bWT3JGJMEJAGUKVOGtLS0gITZu3dvwI4lp6FOHardcAOVp03j68OH+a5TJ9+JIop+zyVa6Hc9+4wxlYDHgbLAEWCmtfZBY0wJ3Pt0PJAOXG+t3ZXxnBFAT+AwMMBa+18P0cWnceNgwQK3AejChb7TiIiInJbERPd11CjYtMlSooRhx47j+5qfVHKye0988kk341xERHItKgvmxphRwCHgjz2ntwCVrbU7jDEXAf8xxtSx1u4+9rnW2pnATICGDRvaZs2aBSRTWloagTqWnKYmTQA455FHOOfKK+GGGzwHihz6PZdood/1HDkEDLbWfmSMKQp8aIx5GbgJeNVaO94YMxwYDgwzxtQGOgF1gPLAK8aY86y16qUVTcqXh8GD4a674NZb4ZJLfCcSERE5LYmJ7paWtoqmTZuRkADDh0OHDlCqVDYO0Lgx1KvnNv/s1QuMCXpmEZFIFbEtWU7EGNMNaAMkWut6blhrD1hrd2R8/yHwNXCev5TiVUwMzJ0Lf/sbdO0Kb2S52EBERALAWrvFWvtRxvd7gHVABaA9MC/jYfOAv2d83x5YmPHe/S3wFaBqaTQaOhRKl4YhQ9RGTUREIooxMG0a7NkDt92WgyclJ8Onn8Lbbwc1n4hIpIuqGebGmBbAMKCptXZfpvFSwE5r7WFjTDWgOqCmmNGsYEH4z3/g8suhfXt46y2oVct3KhGRiGaMiQcaAO8CZay1W8AV1Y0xpTMeVgG3D8kfNmeMZXW8P9uolSpVKqhtckLRhifY58iLr6F8YiLnTZ7M5ykp7Ljiijz5GkJ9/FCcQ6/B//FDcQ69BpHgqlXLXRMePx569HDzuU4pMdFV2KdOdTPORUQkVyK2YG6MWQA0A0oaYzYDY4ARQBzwsnHLk96x1vYBmgDjjDGHcP1Q+1hrd2Z5YIkeJUrAihVw2WXQqhWsXu02UxERkYAzxpwBLAIGWmt3mxMvI87qjiynF2duo1ajRo2AtVE7SmoqjBqF3bQJU7my27Xrj0akARbsVj+haCUU8HNccQWsWMH5TzwBw4aR9tZbee81hPj4oTiHXoP/44fiHHoNIsF3xx1uy45+/eCjjyB//lM8oUgRuOkmNz198mQoUyYUMUVEIk7EtmSx1na21paz1ua31la01s621p5rra1kra2fceuT8dhF1to61toLrLUXWmuX+s4vYaJqVVi2DLZtgzZttOO4iEgQGGPy44rlqdba5zKGfzTGlMu4vxywLWN8M1Ap09MrAj+EKutRUlMhKQk2bsRYCxs3up9TU0/9XAmM2FiYMAHWr4eyZWmakADx8fo3EBGRiFC4MEyZAmvWuK/Z0q8fHDwIs2YFNZuISCSL2IK5SMA0bAhPPQUff+w2AD10yHciEZGIYdxU8tnAOmvt/ZnuWgJ0y/i+G7A403gnY0ycMaYqro3ae6HKe5RRo2DfvqPH9u1z4xI6e/a4/Ud27tSFCxERiTjt2kHbtjBmDHz3XTaecN550Lw5PPKIPruKiOSSCuYi2dGmjesD98IL8K9/aXMxEZHAaQx0ARKMMZ9k3FoB44HmxpgNQPOMn7HWrgWeBr4AXgSSrbWHvSTftCln4xIco0bBkSNHj+nChYiIRJApU9xb3aBB2XxCcjJs3gxLlgQ1l4hIpIrYHuYiAdenj5u1Nn68W+49bJjvRCIieZ619k2y7ksOcNUJnpMCpAQtVHZVruzeF7Ial9DRhQsREYlw8fGun/nIkW6brZYtT/GENm3c3yNTp8K114YioohIRNEMc5GcSEmBzp1h+HC3+4qIiESvlBTXXDSzmBi4+24/eaLViS5Q6MKFiIhEkMGDoWZN6N8ffvvtFA/Ol89N+Fq5EtatC0k+EZFIooK5SE7ExMBjj0HTpm738VWrfCcSERFfEhNh5kyoUgVrDJQo4dZLb9t26udK4GR14aJwYTcuIiISIQoUgGnT4Jtv3KLnU+rV668niYhIjqhgLpJTcXHw/PNwzjnw97/DF1/4TiQiIr4kJkJ6OqtWroSffnLvCyNGwGef+U4WPY69cFGlivs5MdF3MhERkYC68kr39jZ+PGzYcIoHlyoF118P8+a5DbJFRCTbVDAXyY2zznLN4woWhFatYMsW34lERMQ3Y2DWLDfTPDER9u/3nSh6ZL5wkZ6uYrmIiESs++6DQoXcvp7WnuLB/fq5YvkTT4Qkm4hIpFDBXCS3qlSBZcvcjMI2bWDvXt+JRETEt5IlXeuuNWvczlwiIiIiAVS2rOs69vLL8Mwzp3hwo0bQoIHb/POU1XUREfmDCuYip+Oii+Dpp+GTT+CGG+DQId+JRETEtxYt3I5ckyfDK6/4TiMiIiIRpk8fuPBCGDgQdu8+yQONcVPR166F118PWT4RkbxOBXOR09WqFUyfDsuXuyVvunIvIiITJkCtWtCtG+zc6TuNiIiIRJB8+WDGDNi6FcaMOcWDO3d2LUWnTg1JNhGRSKCCuUggJCW5pfezZmVzy3IREYlohQu7fqHbt8PNN+tiqoiIiATUxRe7meZTprgFzydUuDB07w7PPw8//BCyfCIieZkK5iKBcvfdcOONrnCemuo7jYiI+HbhhXDXXfDsszB/vu80IiIiEmFSUuDss91C5yNHTvLAvn1d+9BZs0KWTUQkL1PBXCRQjIE5c6BZM3cF/7XXfCcSERHfhgyBJk1cT/Nvv/WdRkRERCLIWWfBfffB6tXuo+gJnXuu22PlkUfg4MGQ5RMRyatUMBcJpLg4t9StenXo0MFtriIiItErXz54/HF3UbVLFzh82HciERERiSBdurhr88OGwU8/neSBycmwZQv85z8hyyYiklepYC4SaGeeCStWuF5xLVuqT5yISLSrUgWmTYO33nKbgYqIiIgEiDHuz4zdu2H48JM8sGVLiI/X5p8iItmggrlIMFSuDC+8ADt3QuvWsGeP70QiIuLTjTdCp04wZgx88IHvNCIiIhJB6tSBW2+F2bPd9fks5cvnepmvWgVr1oQ0n4hIXqOCuUiwNGjgNnr7/HO47jr1ihMRiWZ/TP8qWxYSE+HXX30nEhERkQgyejRUqvTX/p5Z6tHDtRGdNi2k2URE8hoVzEWCqUULmDED/vtft3W5tb4TiYiIL2ed5fqZb9gAQ4f6TiMiIiIRpEgRmDLFzdd66KETPKhkSbfibf5818NFRESypIK5SLD16gW33w6PPgopKb7TiIiIT1deCYMHw/TprnWXiIiISIC0b+86go4eDZs3n+BBycmwd6+7iC8iIllSwVwkFMaNc9uX33GH/jAREYl2d98N9eq5ZdHbtvlOIyIiIhHCGDe7/NAh19M8Sxdf7G7TpmkFtIjICahgLhIKxrgZ5gkJ0LMnvPqq70QiIuJLXBykpsIvv7hVSPqwKiIiIgFStapb4PzMM64zaJaSk2HdOnjttZBmExHJK1QwFwmVAgXgueegZk249lrtTC4iEs3q1oUJE2DpUpg1y3caERERiSBDhkCNGtC/P+zfn8UDbrgBzj4bpk4NeTYRkbxABXORUCpeHJYvhzPOgJYt4fvvfScSERFf/vUvaN4cBg2CL7/0nUZEREQiRFycq4V/9ZW7Pn+cggXdyufFi0/S7FxEJHqpYC4SapUquY3efv7Z7cii3clFRKJTTAzMnes+tP7zn3DwoO9EIiIiEiGuugo6d4Z77nGF8+P06QNHjsAjj4Q8m4hIuFPBXMSH+vVh0SLXluW661QkERGJVuXLuw+q778Pd93lJ0NqKsTH0zQhAeLjUKmcDgAAIABJREFU3c8iIiLZZIypZIx5zRizzhiz1hhzS8Z4CWPMy8aYDRlfz/KdNdpMmuRmm/fvn8WWKVWruglcs2bB7797ySciEq5UMBfx5eqrYeZMeOkld3Vfm76JiESnf/wDbroJUlLg7bdDe+7UVEhKgo0bMdbCxo3uZxXNRUQk+w4Bg621tYBGQLIxpjYwHHjVWlsdeDXjZwmhcuXg7rvd5p+LFmXxgORk+PHHE9wpIhK9VDAX8alHDxg9GubM8TezUERE/HvwQahSxbVm2bMndOcdNQr27Tt6bN8+Ny4iIpIN1tot1tqPMr7fA6wDKgDtgXkZD5sH/N1PwujWty80aAADB2bxJ8bVV8O552rzTxGRY6hgLuLb2LHQrRuMGQPz5p3y4SIiEoGKFYP5890M7wEDgn8+a+HTT935srJpU/AziIhIxDHGxAMNgHeBMtbaLeCK6kBpf8miV2wsTJ8OP/zgPnoeJSbGVdTfesv9XSAiIgDE+g4gEvWMca1Zvv8eevWCChXg//7PdyoREQm1xo1h5Ei3drp1a9eqJdD+9z9YuBCeesp9fyKVKwf+3CIiEtGMMWcAi4CB1trdxpjsPi8JSAIoVaoUaWlpQcuYHXv37vWaIVjnb9PmPB54oBy1a3/AOef8+ud4bPXqXBYXx4+jRvHlkCFBzZATvjP4Pr8yhMf5lSF8MoT6/CqYi4SDAgXg2Wfhb3+Da6+FN9+EevV8pxIRkVAbPRpefBFuvhkuu8xdRD1d337rCuQLF7rZY8ZAs2Zubba1MHjw0W1Z4uJcP3UREZFsMsbkxxXLU621z2UM/2iMKWet3WKMKQdsy+q51tqZwEyAGjVq2GbNmoUi8gmlpaXhM0Owzl+vHtSoAXPmXMwbb7jJ5X/65z8pv2AB5Z94As480/t/A4jcfwdlyFvnV4bwyRDq86sli0i4KF4cli93y/JbtYLNm30nEhGRUMuf3224uX8/dO8OR47k7jjffw8PPACNGkG1ajBiBBQu7Hqlb94MK1e6onyfPm6VU5UqWGPcuu2iReHvajMrIiLZY9xU8tnAOmvt/ZnuWgJ0y/i+G7A41NnkLyVKwL33uv3F58495s7kZHfx/Lg7RESikwrmIuGkYkVXNN+92xXNf/nFdyIREQm1886D+++Hl1+Ghx7K/vO2b3dNSps2hUqVYNAgOHgQJkxws8zfftv1Ry9f/ujnJSZCejqrVq6EV1+Fn37KosmpiIjICTUGugAJxphPMm6tgPFAc2PMBqB5xs/iUbdublHzbbfBjh2Z7mjQwK1smzYt9xfrRUQiiArmIuGmXj1YtAjWrXP9aw8e9J1IRERCLSkJ2rSBYcNgzZoTP+7nn+Gxx+Caa6BcOejXzxXO77wT1q+HDz90n4rj47N33iZNoHdvV7D/8MOAvBQREYls1to3rbXGWlvPWls/47bcWrvDWnuVtbZ6xtedvrNGO2NcTfznn93is6MkJ8OGDfDKK16yiYiEExXMRcJR8+Ywa5b7Y6V3b9djVkREoocxMHu2a9fVqhVUqULThARX+J4zB558Etq1g9KloUcP+OorV1z/7DNYuxbuuMPNVM+NiRPdcXv3hkOHAvqyRERExK+6dd0itFmzYPXqTHf84x9QqhRMneotm4hIuFDBXCRc3XSTWxI/b56bKSgiItGldGno0gW++w42bcJYCxs3Qs+ero3Kxx+7Fivvv+8K5ikpcP75rth+Os4807WC+fhjmDw5MK9FREREwsaYMa4baN++ma6Nx8VBr16wbBlxW7d6zSci4psK5iLhbPRot+nbnXe6JfciIhJdnn026/EyZVzx/L77oGHD0y+SH6tjRzeDfcwY+OabwB5bREREvDrjDLcP+KefHjOhvE8fAMovXeonmIhImFDBXCScGQOPPOJatCQlwUsv+U4kIiKhtGlT1uPbtkFMEP+MM8Z9go6NhZtvVmswERGRCNOhA7Rs6bq4/fBDxmDlytC2LeVeeAH27/eaT0TEJxXMRcJd/vxuhmHt2m7G3yef+E4kIiKhUrlyzsYDqWJFGD/e7acxf37wzyciIiIhYww8/DAcPAi33urGUj9PJb7RagoO/IX4SRVJ/TzVb0gREU9UMBfJC4oVg+XLXV/Z1q1dP1sREYl8KSlQuPDRY4ULu/FQ6NMHLr/c7Q62bVtozikiIiIhUa0ajBwJTz0Fw59MJWlpEhsPbMMa2HhoB0lLk1Q0F5GopIK5SF5RoYIrmu/dC61awS+/+E4kIiLBlpgIM2dClSpYY6BKFfdzYmJozh8TA7NmwZ49rmguIiIiEeW226B6dZj08Sj2Hdx31H37Du5j1KujPCUTEfFHBXORvOT88+G55+B//3PtWX7/3XciEREJtsRESE9n1cqVkJ4eumL5H2rXhhEj4MknYcWK0J5bREREgiouzm1bcqhI1vumbPrlBPupiIhEMBXMRfKaq66C2bPh1VehVy9txCYiIsE3ciTUrAl9+7qVTiIiIhIxmjeHwgez3h+lctEKIU4jIuJfxBbMjTFzjDHbjDFrMo2VMMa8bIzZkPH1rEz3jTDGfGWMWW+MucZPapFs6toVxo1zm7CNGeM7jYiIRLq4ONeaZeNGGD3adxoREREJsAnXpMDBo/dNKXAIUn7/m6dEIiL+RGzBHJgLtDhmbDjwqrW2OvBqxs8YY2oDnYA6Gc+ZZozJF7qoIrlw++3QsyfcdZebcS4iIhJMV1zhNgF98EF4/33faURERCSA+jdJJLHYTPi5CmCIyxdHLIaE1LfhyBHf8UREQio2N0/KKCa3AM4FSgDmmIdYa63Xaa/W2teNMfHHDLcHmmV8Pw9IA4ZljC+01h4AvjXGfAVcAqwORVaRXDEGpk+HzZvh5pvdpqAtjr1GJCIiEkDjx8OSJdC7tyua58/vO5GIiIgEyNxbE1nTMJEfftjPix9spPHc8+lXZyPPvfgiplUr3/FEREImxwVzY0wD4DmgMscXyv9ggXDsE1HGWrsFwFq7xRhTOmO8AvBOpsdtzhg7jjEmCUgCKFOmDGlpaQEJtnfv3oAdS6JLvgEDqP/11xS69lo+efBB9lav7jvSCen3XKKFftclYhUvDg8/DNdeC/ffD8OG+U4kIiIiARIb6+ZkXX55QRY8VINxbe/kNjuSpxbeTicVzEUkiuRmhvkjwNnAv4C3gJ8DmsiPrAr/We6kaK2dCcwEaNiwoW3WrFlAAqSlpRGoY0kUql8fGjWi4Zgx8M47UDnrDVt80++5RAv9rktE69DB3caOhY4d4dxzfScSERGRALnsMmjd+gcmTy7Ph11vY5GdSv9yH3PlF+9RpvYlvuOJiIREbnqYnw+Mt9ZOs9Z+aq3dmNUt0EED5EdjTDmAjK/bMsY3A5UyPa4i8EOIs4nkXvnysGIF7NsHrVrBz5FwHUtERMLWww9DgQKuJZjNco6BiIiI5FG9e3/DmWdC/375mN1xPnsKQP8FXXzHEhEJmdwUzL8D9gU6SIgsAbplfN8NWJxpvJMxJs4YUxWoDrznIZ9I7tWpA889B19+6Wb+HTjgO5GIiESq8uVhwgRYuRLmzvWdRkRERAKoePFDTJwIb74J7394JWN/qsOzsV/yzMepvqOJiIREbgrmDwLdjTEFAx0mkIwxC3CbdtYwxmw2xvQExgPNjTEbgOYZP2OtXQs8DXwBvAgkW2sP+0kuchoSEmDOHEhLg549NetPRESCJykJrrgCBg+GH3/0nUZEREQC6Kab4PLLYehQ6HnNQ1z0AyQv68v2X7f7jiYiEnQ57mFurZ1qjCkEfGGMeQI34/y44rK1dk4A8uWatbbzCe666gSPTwFSgpdIJET++U/YtAlGjYL4eLj7bt+JREQkEsXEwKxZcMEFMHAgLFjgO5GIiIgESEyM2wD0wgth9IpmzP2sGheW/ZYBLw5gQUe954tIZMvxDHNjTCXgRiAeuB23Ceijx9xmBS6iiOTYiBHQuzekpMDMmb7TiIhIpKpZ012gXbgQXnjBdxoREREJoHr14JZbYOYsw69XTGB0mmXhmoU8v+5539FERIIqNy1ZZgF1gfuADsCVWdwSAhVQRHLBGJg2DVq0gH79YPly34lERCRSDR8OtWtD376wZ4/vNCIiIhJAY8e6rUv6vtSBwR8Xo8GBEvR9oS879u3wHU1EJGhyUzC/ArjPWnubtXaxtXZVVrdABxWRHIqNhaefdtMCrr8ePvrIdyIREYlEBQq41iybN8Ptt/tOIyIiIgFUtCg88AB8/Fk+Hr1gFo89sYcdv+1g4H8H+o4mIhI0uSmY7wJ+CHQQEQmCokXdEvmzz4bWrSE93XciEZHjGGPmGGO2GWPWZBoba4z53hjzScatVab7RhhjvjLGrDfGXOMntRzl8svdDPOHHoJ33/WdRkRERAKoY0e45hq4/ZOOlP7ubEaZpjzx2RMsXb/UdzQRkaDITcH8MaCTMSY3zxWRUCtXDlasgN9+g1atYNcu34lERI41F2iRxfhka239jNtyAGNMbaATUCfjOdOMMflCllRO7J573Jrt3r3h4EHfaURERCRAjIGHH4YDB/MxuPQTjJyzgXql63HzspvZ9Zs+X4pI5MlN0fstoCCw2hjT0xjT3BiTcOwtwDlF5HTUrg3/+Q98/TV06AAHDvhOJCLyJ2vt68DObD68PbDQWnvAWvst8BVwSdDCSfYVK+b2z/j8c7j3Xt9pREREJIDOPRdGjIAF267ijW/P5bES3dn26zZufelW39FERAIuNhfPWZHp+4sBe8z9JmNMs71EwkmzZvDYY5CYCN27wxNPQIwWiohIWOtvjOkKfAAMttbuAioA72R6zOaMseMYY5KAJIBSpUqRlpYWtKB79+4N6vFDcY6AHL9YMWo3bUrJsWN5v1IlfqtUKfDnOAn9O4THOfQa/B8/FOfQaxCJPsOGwfz5ln7pM/ls9kCGDx9OyhspXF/7elpWb+k7nohIwOSmYN494ClEJDRuvBE2bXJTA6pUccvnRUTC03TgLtxF+LuASUAP3IX5Yx178d4NWjsTmAlQo0YN26xZs6AEBUhLSyOYxw/FOQJ2/AULoFYtLp09G1auPOribJ55DR7PodcQHufI68cPxTn0GkSiT8GCMHWqoUWLc7jv5XrcMaUz/yn1H3ov7c3afmspXrC474giIgGR44K5tXZeMIKISIgMG+Y2/xw/3hXN+/TxnUhE5DjW2h//+N4YMwtYlvHjZiDztOWKaDPy8FKunGvJkpQEc+ZAr16+E4mIiEiAXHMNXNf2N+5eejs33juJx8Y9RqPZjRjy0hBmtZvlO56ISECoH4NItPljx5bWrSE5GZYtO/VzRERCzBhTLtOPHYA1Gd8vwW0+HmeMqQpUB94LdT45hZ49oUkTGDoUtm71nUZEREQCaPL0QsTGwr8ev5iGZ9Zh6OVDefTjR3np65d8RxMRCYgczzDP6CV6Stbax3MeR0RCIjYWFi50fc1vuAFWrYKGDX2nEpEoZYxZADQDShpjNgNjgGbGmPq4divpwM0A1tq1xpingS+AQ0Cytfawj9xyEjExMHMmXHABDBgATz/tO5GIiIgESIUKcGfSDwyedg2Lb3uZsQ+OZfH6xfRe2ps1fddQNK6o74giIqclNz3M557kvsw9RFUwFwlnZ5zhZpc3agRt2sDq1VC1qu9UIhKFrLWdsxiefZLHpwApwUskAVGjBtxxB9x+OyxdCm3b+k4kIiIiATLggWrMm7OeAbPqsm5CHHPazaHxnMbc9vJtTG8z3Xc8EZHTkpuWLFWzuJ0LXAOsAN4H6gQqoIgEUdmysGIFHDgArVrBzp2+E4mISCQZOhTq1oVu3aByZZomJEB8PKSm+k4mIiIipyE2v2Fa/3V8d7Ac4/r8wGWVLuPWy25lxoczWPntSt/xREROS44L5tbajVncvrHWvmytbQP8BiQFPqqIBEWtWrB4MXzzDXTo4IrnIiIigVCgAPzjH7BrF3z3HcZa2LjRbQiqormIiEie1njM/9Ej/3zuf7IMa9fCXVfeRfUS1em5pCd7f9/rO56ISK4FY9PPRcCNQTiuiARLkyYwbx68/rqbBXjkiO9EIiISKR577Pixfftg1KjQZxEREZHAOeMMJnT7gmL2F/r1+p2CsYWY034OG3/eyIhXRvhOJyKSa8EomBcHigXhuCISTJ06wYQJ8NRTMEJ/3IiISIBs2pSz8TCVmuq6ySQkNFVXGRERkQwlB3djAsN4/Z0CzJ8PV1S+ggGXDuDh9x9mVfoq3/FERHIlYAVzY0xxY0wHYDDwTqCOKyIhNHQo9O0LEyfCtGm+04iISCSoXDln42EoNdV1kdm4Eaw16iojIiLyh5o16ZGwkcsKfMCQIZZduyAlIYVqZ1Wj55Ke/Pr7r74TiojkWI4L5saYI8aYw8fegJ24diw7gP6BDioiIWAMTJkCbdvCv/4FS5f6TiQiInldSgoULnz0WKFCbjyPGDXKdZHJTF1lREREnJj+/Zj+e0927HDvjUUKFGFOuzl8vetrRq3Um6WI5D25mWE+LovbncBAoBVQ01r7RcASRrqM9b1NExLQ+l4JC7GxsGABXHiha9Py/vu+E4mISF6WmAgzZ0KVKtg/xhIS3HgeESFdZURERIKjbVsuqLSLARWeY8YMeO89aBrflOSLk5ny7hTe2vSW74QiIjmS44K5tXastfbOY27jrLUPWWtftNYeDkbQiJRpfa+xFq3vlbBRpAgsWwalS0ObNvDNN74TiYhIXpaYCOnprHrtNejeHV56Cb780neqbDtR95jYWJg6FXbtCm0eERGRsBIbCzffzJ3fdadcqYP07QuHD8P4/xtPlTOr0H1xd347+JvvlCIi2ZatgrkxJiGnt2AHjwha3yvhrEwZWLECDh6EVq1gxw7fiUREJBL8+99QsCAMGuQ7SbZl1VWmQAEoXx7693dfu3SB118Ha7M+hoiISETr1Yti+fcz+cIn+OgjmDEDzihwBrPbzWbDzg3c8dodvhOKiGRbdmeYvwK8fIpb5se8FPCkkUjreyXc1awJS5ZAejq0bw/79/tOJCIieV3ZsjB6NCxf7m55QKauMhhjqVIF5sxxb48ffugmzS9ZAk2burfOe++FH3/0nVpERCSEypSB667jurcG0jzhECNHwtatkFA1gZsvupnJ70zmnc3v+E4pIpIt2S2Ydwd6nOLWB/gYMBk3OZUTre8tWhR+1U7SEiauuAIefxzeegu6doUjR3wnEhGRvG7AADjvPDfL/PfffafJloyuMqxcuYr09L9asF94IUybBlu2wNy5rpvZbbdBxYrwj3/Aiy+6ZekiIiIRLzkZs2c3Dzd9lv37YcgQNzyx+UQqFK1A98Xd2X9Ik7BEJPxlq2BurZ13ohvwBFAAGAVcCLwHtAhe5AiS1frefPlg926oW9e1wxAJB9df76bLPfMMDBvmO42IiOR1BQrAAw+4PuZTpvhOExCFC0O3bvDGG/DFF3DLLbBqFbRsCdWqwZ13ahGhiIhEuMsug/r1Oe/ZfzN8mCU1FV57DYrFFePRdo/yv5/+x9i0sb5TioicUo43/fyDcboA/wNmADuB9tbaRtbalwMVMKJlWt9rjXHrfOfNc5+uChZ0faNvuMFNWRLxbfBgSE6G++6Dhx/2nUZERPK6li2hdWsYN86t2Y4gtWq5t8vvv4enn3ZtWu68E+Lj3Z93zz3ntggRERGJKMa4z4yff87wJm9TrRr06+cWk119ztX0bNCTe9++l/e/f993UhGRk8pVwdwYcz2wFpgHHABusNY2sNYuDWS4qJCxvnfVypX8ub63SRP45BO46y5YvNh9ypo+Xa0wxC9j4MEHoV07N21u8WLfiUREJK+bPNntjzFypO8kQVGgAFx3Hfz3v/D113D77fDZZ9Cxo2vZMmwYbNjgHpua6grqCQlNiY93P4uIiOQ5N94IZ55JoUcf4uGH4X//g0mT3F2Trp5E+aLl6b64OwcOHfCbU0TkJHJUMDfGtDfGfAIsBGKBLsD51tpngxEuqsXFuU9Vn38ODRu6y7KNG7tPWSK+5MsHCxa438nOneHdd30nEhGRvKx6dRg4EB57DN57z3eaoKpa1U2mT0+HZcvcqvVJk1wr91q1oEcP2LgRrDVs3AhJSSqai4hIHlS4sNsNe9EiWtbfQseObi5gejoUL1icmW1msnb7Wu56/S7fSUVETihbBXNjzDXGmPeA54Azgd5ALWttqrXWBjNg1KteHV55xW26+NVXcNFFMHw47NvnO5lEq8KFYelSKFcO2rZ1U+ZERERy6/bboUwZtxFoFKymi411nWj+8x/47ju45x73J96xe5/u2wejRvnJKCIiclr69oVDh2DWLCZPhpgY9zYP0LJ6S7pd0I3xb47noy0f+c0pInIC2Z1hvgK4CPgIGA9YoJsxpseJbsEKHJWMgS5d3Fqmrl1hwgSoUwdefNF3MolWpUu7TWkPH3Y9aH/6yXciERHJq4oVg/Hj3aqlJ57wnSakypVz8yAOH876fm0SKiIieVL16nDNNfDII1Qqe5CxY92cqyVL3N2Tr5lM6SKl6b64O78f/v2khxIR8SEnLVkMrmg+FXj0FLdZgY0pAJx9NsyeDWlpblPQli2hUydtCip+nHee+4tn0yZo3x5++813IhERyau6doVLLnFNvffs8Z0m5CpXzno8f3748MPQZhEREQmI5GT44QdYvJhbboG6dd0s819/hbMKncUjbR7hsx8/499v/Nt3UhGR42S3YH5lplvCMT9ndUsIeFL5S9OmblPQcePg+edd48sZM6JiGbOEmcaN3WzA1avdKgj9DoqISG7ExMCUKbB1K6Sk+E4TcikpruNZZgUKuC1tLr7Y9TPfvt1PNhERkVxp1QqqVIGpU8mfH6ZPd3t13H23u7ttjbYknp9IyhspfLr1U79Z5f/Zu/f4HOs/juOv7zanOZMz20iOOUV0Nod0ROncKnIYklOITFKaFFGELMdK5xSdpGh07hdJRCexlOigwpxdvz8+W9tsK7Ld17b7/Xw87se9+3vd7uszu7frvj7X9/v5iMhRjilh7nneiuO95XbgQa9IEbjzTmsKetppViPsnHPssUggXXklTJwIL74Iw4b5HY2IiORXrVpB164webIV9Q4iMTGQkGB5Bec8IiNhzhyrcZ7aE7VOHZg61UrCioiI5HmhoZanSEyE9es55xzo1s1OHb/80p7y8IUPU75Yebot6sbBwwf9jFZEJIPjKckieVGdOrBsGcyfD19/bcnzO+5QU1AJrMGDbX3dpEk2Q1BEROS/uO8+m1p9221+RxJwMTGweTMsX76CzZvtcenSdmj9/HNo0cIOtaedZrkHERGRPK9HD5vsN306AA88ACVLWrUWz4Py4eWZcckM1vy8hvvfv9/nYEVE0ihhXhA4Z7U/N260shjjx1uBsDff9DsyCRbO2Rn9ZZfZVLiXXvI7IhERyY+qVLEVdK+8oubm6TRoAEuX2mKuv/6CNm3gmmtsBrqIiEieddJJdsB6/HH46y8qVLB0RWIiLFhgT7m8/uVc0/Aa7llxD+t2rPM1XBGRVEqYFyQnnWTrd995x2ZnXXghXHed1QMVyW2hofapp2VLuP56+OgjvyMSEZH8aOBAqF3bLsAeOOB3NHmGc9ClC2zYAGPGWN/tunWtFuy+fX5HJyIiko1bboHdu+GJJwDo2dOqsA0ZAn/8YU+ZetFUyhQtQ7eXu3HoiGqPiYj/lDAviKKjbe3umDGwcCHUqwczZ6oho+S+8HCbFVitGnTsGHQ1aEVEJAcUKWJ1zL/6Ch55xO9o8pxixeCuuyxxfvHFNiG/QQNYtMiWt4uIBJpzbo5zbodzbl26sTHOuR+dc2tSbhf7GaP4qGVLaN4cpk0DzyMkxBqA/vorjBplT6lQvALTLp7Gqm2rmPjBRH/jFRFBCfOCq0gRO5tauxaaNYM+feDcc2GdljhJLqtQAd54w87aL7oIfvnF74hERCS/ueQSO4bcfTds3+53NHlSVBS88AK89RYULWpV0S66yK4ziIgE2DzgwizGJ3ue1zTl9nqAY5K8wjkrWr5hw99NOJo1g1tvtdLmn35qT7uq4VVcUf8K7kq8iy9/+dK/eEVEUMK84KtbF5Yvh3nz7AyqWTMYORL27vU7MinITjnFZppv3QqdOun9JiIix8c5m2WenAxxcX5Hk6e1b28LCydPhg8/tDY2w4ZZrXMRkUDwPG8l8LvfcUgedu21UK6czTJPcc89UKkS9O0Lhw/b2LSLp1GycEm6L+rOYe+wT8GKiChhHhycg65drSnoDTfAfffZ2dTSpX5HJgXZmWdaTfOPP4aYmLRPQSIiIseibl2rZz5nDqxa5Xc0eVqhQlby/euvrf/7xIn23/fEE6rIJyK+utU5tzalZEtZv4MRHxUrBt27w8sv26QqoHRpu9j76aeQkGBPq1SiElMvmsrHP37MC1tf8DFgEQl2YX4HIAF00kkwdy7cdJOVaLngAmvOOGmSXdoVyWldutinoEGDoGxZWu/eDREREB9vSXQREZF/cuedlvUdMADee88mAUi2KlWy6wt9+kD//vaRb8YMKwV/2ml2HTsuDpKSWutwLCK5bQYwFvBS7h8Eumf1ROdcLBALUKFCBRJTynb4Zffu3b7G4Pf+cyuGos2a0erIEbaMHMnm7vZWqFQJTjutCcOGlaRSpY8pV+4glb3KnFP+HOZ8P4czXz+TiPCIHI3jWBXUn0N+i8Hv/SuGvBNDoPevhHkwatPG1u6OH2+zzV9/HR54AHr0gBAtOpAcdtJJEBYGu3bhALZsgdhY26azdBER+SelS9tnlR494KmndNw4Ri1bWnmW+fNhxAho0cJ6wn/0UWqVNKfDsYjkKs/z/m5A4Zx7DHj1H56bACQA1K1b14uOjs71+P5JYmIifsbg9/5zNYYFC4haupSoWbOgcGG6IgqqAAAgAElEQVTADu+NG8PLL5/N44/b054//XnqPFyHmT/PZGW3lYSGhOZ8LP+iQP8c8lEMfu9fMeSdGAK9f2VHg1XRojBmjCXOmzSxM6bzzoP16/2OTAqauDg4dCjjWHKy1dIXERH5N926Wcb39tth926/o8k3QkLg5putTMugQfDOO5lbiqhEvIjkFudclXQPLwfW+RWL5CH9+lkz74UL/x6qW9cO8U88AStW2FjlEpW5tfatfPDDB0z9ZKpPwYpIMAu6hLlzrq5zbk2621/OuUHOuTHOuR/TjV/sd6wBUa+enUHNmWNdq5s2tTMnNWmUnJKUlP34XXfBtm2BjUdERPKXkBCYMgV++gnGjfM7mnyndGmrvpddNZvsDtMiIsfKOfc08CFQ1zm31TnXA3jAOfeFc24t0AYY7GuQkjdceCHUqpWh+SfYXKqaNa0B6IEDNnZ+xfO5tM6ljFw2km9//9aHYEUkmAVdwtzzvK88z2vqeV5ToDmQDLyUsnly6jbP8173L8oAc86mIG3caDXNx42DRo3grbf8jkwKgohsas4VKwZjx9r266+3deKeF9jYREQkfzjzTOtm+eCD8N13fkeTL2V3OAabxL9kCRw8GLBwRKQA8TzvOs/zqnieV8jzvOqe5832PO9Gz/MaeZ7X2PO8Tp7naZaM2EXwvn2tL8natX8PFysGU6faHL7Jk23MOcejlzxK4dDC9FjcgyOeuliLSOAEXcL8KO2A7zzP2+J3IHlChQpW7HLZMjuQdegAN9wAO3b4HZnkZ/HxEB6ecSw8HB57DL75xrqSvfaaJUNatrS1ePv3+xOriIjkXePHQ6FCMGSI35HkS1kdjosUgXPPhZdfhosugipVrGFoYiIcPuxLmCIiUtB1724lYqdPzzB8ySVw+eVwzz3W9gqgWqlqTL5gMiu3rGT6/6Zn8WIiIrkj2BPm1wJPp3t8q3NurXNujnOurF9B+a5tW7vaO3o0PPeclW2ZNQuO6Iqu/AcxMZCQAJGReM5BZKQ9jomBk0+2deI//mgfmPbsgZtusmlwo0fb8nsRERGAqlVh1ChYtEir4P6DdIdjnPOIjITZs61e7Pbt9t/aoYNdt27TBqpXh4EDrXmoFoCJiEiOKVcOrrsOnnwS/vwzw6aHHrL7QYPSxro17caFtS9k+NvD2bRzUwADFZFgFuZ3AH5xzhUGOgF3pAzNAMYCXsr9g0D3LP5dLBALUKlSJRITE3Mknt27d+fYa+WYNm0Ir1WLOpMmUaZXL/6YMoWvb7uN5KgovyOT/KZaNZg3j927d1OiRAkbO/r9Xr8+TJtG2dWrqbZwIeXvvRdv3Dh+ad2aH7t04a8GDbIvwCqSx+TJv+kiBcHgwXYRf+BAa1xeqJDfEeUrMTF2S0xcQXR09N/jRYpAp05227PHFn498wzMnGnl4yMj4Zpr4Nprrd2NDsciInJC+vWDuXNthfuAAX8PR0RYm6vhw6Fly/JER1tploRLE2g4vSE9F/fk7ZveJsQF+9xPEcltQZswBy4CVnuetx0g9R7AOfcY8GpW/8jzvAQgAaBFixZe+pONE5GYmEhOvVaOu/FGmDePMkOH0jI21o5eI0daoTGR43BM7/M2bWy5/aZNuGnTqDR7NpWWL4fmze3D1DXX2Jm9SB6Wp/+mi+RnRYrYyqTOnW1l0sCBfkdU4BQvDldfbbc//7SZ588+a//tDzwAdeqkJc8bNPA7WhERyZeaN4dWrexY3r9/hiuxgwdbHn3KlNoMHGjlxGqUrsGDHR4k9tVYElYl0KdFHx+DF5FgEMyX5a4jXTkW51yVdNsuB9YFPKK8KiTE6oxt3GhnR/feC40bw9tv+x2ZFGS1allzt61bYcYMSE6Grl2hRg24804r4yIiIsGnY0erHXLXXfDLL35HU6CVLm2V0l57DX7+2Uq6VK9uHwUbNrSPg+PGpfVhXbAAoqKgbdvWREXZYxERkSz16wdffWU91NIpVMhO/37+uRjjxqWN9zytJ+1rtWfYW8PY8ofa0IlI7grKhLlzLhw4H1iYbvgB59wXzrm1QBtgsC/B5WUVK8Ljj6clys8/32afqymo5KYSJawD2fr19t4780zrXBYVZRdwPvhAxVVFRIKJc1bkdM8eiIvzO5qgUb489OpleY0ff7RSLSVL2o+gdm27zn3zzdaozfMcW7ZAbKyS5iIiko2rroKTToJp0zJtOu886NDhZx54wObtgZVmmdVxFgC9XumFp3NAEclFQZkw9zwv2fO88p7n/Zlu7EbP8xp5ntfY87xOnudt8zPGPK1dO/jiC5vl++yz1hR09mw1BZXc5Zy99xYtgm+/tWX4S5bA2WdDixa2bm/fPr+jFBGRQKhf35Zwz5oFq1f7HU3QqVLF/vvff98S5BMmWBL94MGMz0tO1jUNERHJRtGi0LMnLF4MSUmZNvfp8x3Fi9tE9NTceGSZSCacP4G3Nr3F7M9mBzhgEQkmQZkwlxxQtCjccw+sWWNrcnv2hOho2LDB78gkGNSqBRMn2tn5o49aorxbNyvXMmqUyrWIiASD0aNtZtqAAVpp5KOICBg6NHOyPFUWORARERHTJ6UW+cyZmTaVLXuQ++6D5cutEXWq2OaxtIlqw21v3sYPf/4QoEBFJNgoYS4npkEDWLHCZnitWwdNmtgJrGb6SiAULw69e9t7b9kym20+bhxERlpHsvffVxJFRKSgKlPG/ua//37GM2nxRUTE8Y2LiIgQGQmXXgqPPQb792fa3KsXnH463HabNaIGCHEhzOo0i8PeYWJfjVVpFhHJFUqYy4kLCYEePay42DXXwNix1gXqqOYdIrnGOWjbFl5+2TqPDR4MS5fCOedYB/Z583QRR0SkILr5ZjjtNBg2zGqai2/i4yE8PONYaKiNi4iIZKtfP2vi/cILmTaFhloD0B07rCJsqlpla3F/+/tZ8u0S5n8+P4DBikiwUMJcck7FivDEE/DWW1bPvH17uOkmO/iJBErNmlZMdetWW9p34IAlVGrUsEKqW7f6HaGIiOSU0FDrPvnjj1C1Kq3btrWm0Oo0GXAxMZCQYJMFnfMoWxYOH85ywqCIiEia9u3hlFOybP4JNv/plltsc/q2JbecfgvnRZ7HoCWD+PEvleQUkZylhLnkvPbtrSloXJwtka5XD+bMUWkMCazixSE21t6Ly5bZbPPx4y2RcvXV8N57ek+KiBQEmzdb4vyvv3CeZ10oY2OVNPdBTIz9OJYvX8Gvv1p7m0GD7EciIiKSpZAQy4h/+CF89lmWTxk7FipUgL597WIsWGmW2Z1mc+DwAXq/2lulWUQkRylhLrmjWDG491474NWvbyVboqOtbItIIKWWa3npJSvXcttttgri3HNtGf/cuSrXIiKSn8XFpZ09p0pOtnHxTUiIHWI9D7p3t8WHIiIiWerWzep6ZTPLvEwZmDQJPvnE2qelql2uNuPajeO1b17jybVPBiZWEQkKSphL7mrYEFautCYea9dabfO77lKCUvwRFQUPPJBWruXQITuLr1EDRo6EH9RlXUQk30lKOr5xCZioKJg8GZYvh+nT/Y5GRETyrDJlbJnSU0/Bzp1ZPuW666BNG7jjDqtpnqp/y/6cVeMsBi4ZyLZd2wIUsIgUdEqYS+4LCYGePW12+dVXwz33QJMm8M47fkcmwSq1XMvatXYWf+65cP/9Vv/8qqvg3XdVrkVEJL+IiDi+cQmoHj3goovg9tvhm2/8jkZERPKsfv1g715bnpQF5+zi6+7ddkxJFRoSypxOc9h7aC99X+ur0iwikiOUMJfAqVQJnnwSli61pdNt29rSq19/9TsyCVbO2TSFhQutXMuQIVbv/LzzrFzLnDn2oU1ERPKu+Hhbxp1eeLiNi++cs+XzRYtC166Zq+eIiIgANqnu7LMtK55NHa969WDYMJg/3xayp6p7Ul3GthnLoq8W8cy6ZwIUsIgUZEqYS+Cdf741Yhw50hpy1asH8+ZpRq/4KyrKZplv3WolhA4ftmlxNWrYuj+VaxERyZtiYiAhASIj8ZyDyEh7HBPjd2SSompVeOQR6+f24IN+RyMiInnWLbfYRKYqVWjdtq2dox3VxDsuzg71t9wCBw+mjQ8+YzCtqrWi/xv92b57e2DjFsktCxZAVFS2vw+Se5QwF38UK2Yzv9asgbp14eabbabvV1/5HZkEu/BwKyH0+eeQmAitW1vd85o14corbSqDLu6IiOQtMTGweTMrli+HzZuVLM+DrrsOrrgC7rwT1q3zOxoREcmTUjPgO3bgPA+2bLFSmumShOHhMHUqrF8PDz2U9k9DQ0KZ03kOuw7s4tY3bg1w4CK5YMECe/9v2ZLt74PkHiXMxV8NG1q96IQES1A2bgxjxsD+/X5HJsHOOUuWv/gibNoEQ4da3f3WraFpU5g9W+VaREREjpFzMGMGlC4NN90EBw74HZGIiOQ5d92VeSw52aaVp9OxI3TqZKmD9AuBG1RowN3Rd/PCly/w/PrnczdWkdwWF2fv//Sy+H2Q3KGEufgvJAR69bKmoFdeCXffbYnzxES/IxMxkZEwfrx9Gps1y8Z69oTq1WHECEhK8jc+kXzOOTfHObfDObcu3Vg559xbzrlvUu7Lptt2h3PuW+fcV865C/yJWkSOV4UKNkfis89UYl5ERLKQ3XlVFuNTptjC30GDMo4PPWsoLaq2oN/r/fhlzy+5EKRIAHjecf0+SM5TwlzyjkqVbGnJkiW2FKtNGyvVoqagkleEh1td8zVr7IJOmzYwYYKVa7niClixQuVaRP6becCFR42NAJZ5nncKsCzlMc65BsC1QMOUfzPdORcauFBF5ERcdhnceKMlzD/91O9oREQkT4mIyHq8ZEn47bcMQ5GRMHo0LFwIr7+eNh4WEsbcznP5Y98fDFgyIBeDFckFngdvvQXnnJN9biG73xPJUUqYS95zwQVW3PKOO+DJJ60p6Pz5SkRK3pFaruWFF+D77+H22y2BHh1t3d1nzcq8dEpEsuV53krg96OGOwPzU76eD1yWbvwZz/P2e573PfAt0DIggYpIjnj4Yahc2Uqz7NvndzQiIpJnxMfbJKX0QkPhr79sktKoUfB72kfG226D+vXh1lszVss8teKpjG49mmfWPcNLG14KUPAiJ8DzYNkyOO886NDBZpHffHPm34fwcC3TC5AwvwMQyVJ4OIwbB9dfD717Q7duMG8ePPqoNQkVySsiIuC++2x6w1NPWQeaXr1g+HAr23LLLTb9QUSOVyXP87YBeJ63zTlXMWW8GvBRuudtTRnLxDkXC8QCVKhQgcRcLPW1e/fuXH39QOxD30Pe2EewfA8DBpRl+PAmdOuWRJ8+m3JlHyciv79+IPah70FEclxq0+64OLykJFxEhCUHmza10q3x8Xa+NXAgDB5M4bJlmT7dFv7edx/cc0/aSw0/ezgLNyyk72t9OS/yPMqHl/fnexL5N4mJVr9/5UqoVg2mTbOV7UWKQLt2mX8f1Nw+MDzP0+0/3po3b+7llHfeeSfHXqvAOXzY8x591PNKl/a8woU97+67PW/fPr+jkv8gKN7nR4543ooVnnfllZ4XGup5ISGed/nlnvfOO7ZNgkJOvdeBT708cLwLxA2IAtale/zHUdt3ptxPA25INz4buOLfXr9OnTr/9cdwTALx9y2396HvIW/sI5i+h969Pc85z3v33dzbx3+V318/EPvQ95BRMB2zc/OW28frY+H3OYvf+8/TMaxd63lXXOF5YPmBu+7yvJ07vRtusFTBV19lfPqabWu8sHvCvJgXY3Jm/wGmGPzff67GsGKF50VH2/u5alXPmzrV8/buDWwMx8HvGAJ9jq2SLJL3hYTYLPONG6FLF7vy1qSJ1YsWyWucs2VUzz8PmzZZuZaVK23aQ5Mm8NhjKtcicmy2O+eqAKTc70gZ3wrUSPe86sBPAY5NRHLAhAkQFQVdu8Lu3X5HIyIieV6jRlYWc80aaNvWZp3XrMnEKg9SrKhHv34ZK7k2qdyEuHPjWPDFAl756hX/4hZJ7733bOZ469aW53r4YfjuO6stVLSo39FJCiXMJf+oXBmefhreeAMOHLB60d27Z2r+IZJnpJZr+eEHmD3bLv7ExkL16pZI37zZ7whF8rLFQNeUr7sCi9KNX+ucK+KcqwmcAnziQ3wicoJKloS5c60dyPDhfkcjIiL5RpMm1u3zs8+gdWsqTRjKuIPDePtteG5exslJI88dSeNKjen9am927t3pU8AiwPvvw/nnw7nnwvr1MHmyTbIbMECJ8jxICXPJfy680JqCjhgBTzxhTUEff1xNQSXvKlbMLu589pnNNm/XDiZNgpNPhssvh3fe0ftXgppz7mngQ6Cuc26rc64HMB443zn3DXB+ymM8z1sPPAd8CSwB+nmed9ifyEXkRLVuDYMGwfTp8NZbfkcjIiL5StOm8PLLsGoVvdt9S3M+ZXCPv/hr9ETYtQuAwqGFmdt5Ljv27GDwm4N9DliC0ocfWiPPc86BtWvhwQctUT5okOUKJE9Swlzyp/Bwm7m7ejXUrm1redu3h6+/9jsykew5Z1eTn38+bTrdu+/acsLGjSEhQeVaJCh5nned53lVPM8r5Hledc/zZnue95vnee08zzsl5f73dM+P9zzvZM/z6nqe94afsYvIiYuPt57u3bvDn3/6HY2IiOQ7p51G6Csv8+j8cH72KjJ6bBjUrAnjx8Pu3ZxW5TRGnDOC+Z/P541v9NFRAuTjj23C51lnWRmhCRMsUX7bbZbTkjxNCXPJ3xo1smUtM2bAqlWWdBw7Fvbv9zsykX9WowaMG2flWubMgbAwq9VfvToMG6ZyLSIiEjSKFbPFgj/9ZJOtRERE/osWNzWg7y0hTA0ZyJp618Idd1ji/IEHuLP5bTSs0JBer/Tiz326Oiu56H//g4svhjPOgE8/hfvvt0T50KFQvLjf0ckxUsJc8r+QEOjTBzZsgMsug9GjbWnWypV+Ryby74oVg5tvttUS775rKyUmT04r17J8ucq1iIhIgdeypeU15s2DxYv9jkZERPKre++Fk05y9D38CEfe/xCaN4fhwylySj3m7mrHtt3bGLJ0iN9hSkG0ahVceql9qPn4Y6uKsHmz9S8rUcLv6OQ4KWEuBUeVKvDMM/D667BvnxXF7NFDTUElf3DOapo995wdVEeMSOue3agRzJwJe/b4HaWIiEiuGT3aFgvGxsKvv/odjYiI5Edly8LEifDRRzB7/RmwZAl88AE0a8bpI6YwbFVRZn82m6XrdXVWcsjq1dCpE7RoYe+1+Pi0c3olyvMtJcyl4LnoIus4fPvtMH++NQV94gnN0pX8o3p1O8j+8APMnQuFC9sqiurVbRnX99/7HaGIiEiOK1zYSrP8/jv06+d3NCIikl/dcIPNnxs+HH75BTjzTHjzTXjvPcbsbUW9X6DX3Mv5a/J42LvX73Alv1qzxqocNG9uq8XHjrVE+ciRULKk39HJCVLCXAqm8HCrE7V6tZW2uOkmOP98+OYbvyMTOXZFi0K3bra067334IIL4KGH7D3duTMsW6YLQSIiUqA0aQJjxtiCq2ef9TsaERHJj5yD6dNh1y5Lmv/t7LMpunQ5cy+cwdYSR7h9+R12bjVliq1SFzkWa9dCly7QrBkkJsLdd1uifNQoKFXK7+gkhyhhLgVb48bWFHT6dGu80KiRFTU7cMDvyESOnXNw9tlWcij1ivWHH1q981NPhUcfVbkWEREpMG6/3cp/3nILbNvmdzQiIpIfNWgAQ4bYgt333su47YxL+zD4rCHMbAHLW1WEgQMtcf7II0qcS/a++AKuvNKu7i9bBnfdZefno0dD6dJ+Ryc5TAlzKfhCQ6FvX9i40Wbl3nmnNQV9912/IxM5ftWr20WfpCTrjFa0qL2/q1e3T4SbNvkdoYiIyAkJC7OqesnJVs9ci6lEROS/uPNOiIiw06WDBzNuG9tmLHXK16FH9J/sfus1S5j37w+1a8P06ThNspMU4d9/D1dfbRMyly61N9bmzbYkrkwZv8OTXKKEuQSPKlVsbe9rr9kZ2HnnQa9eVihTJL8pWhS6doVPP7VVFBdcYEsJa9e2hiNvv60Mg4iI5Fv16sF998Grr9r1YRERkeNVvLidIq1bZ/fpFStUjDmd5rDljy2MOPA6rFhh51BRUdCvH61uvNFW8ipxHrw2bIBrr+X0Hj3gjTcgLs4S5ffcY91lpUBTwlyCz8UXW1PQYcNsfVa9erBggZKLkj85B2edlVauJS7OWsKff76Va5kxA3bv9jtKERGR4zZggDVtGzgQtmzxOxoREcmPOnWCSy+16hlbt2bcdnbE2QxoNYBp/5vGii0roV07W4m+dCn7K1SwqemnnAIJCUqcB5ONG+H666FhQ3j1VZKuu87Ote+9F8qV8zs6CRAlzCU4FS8ODzxgzRRr1rQ22h06wLff+h2ZyH9XrZp15k5KsrXsxYpZAdjq1eG22+C77/yOUERE5JiFhNjchiNHoHt3uxcRETkeztns8iNHYPDgzNvj28ZzctmT6b64O3sO7LF/cP75fDZ1KixZYivVe/eGOnVg1qzMtV2k4Pj6a8sNNWwIixdbU5XNm/m+Vy8oX97v6CTAlDCX4NakCXzwAUybBp98YjNy4+N19Vjyt6JF4aabrNHtBx/ARRfB1Kk2O6JTJ3jrLa2oEBGRfKFmTZg0CZYvt0VTIiIix6tmTRg1Cl54wXLg6RUvXJzZnWazaecm4pbHpW1wzspefvghvP46VKxoJV3r1oU5c5Q4L0i++cbOn+vXh5dest5g338P48fDSSf5HZ34RAlzkdBQm4W7YYMlE0eNgmbNMrfSFslvnIMzz4Snn7a17KNGwccf22qKhg1h+nSVaxERkTyvVy/LWdx+u53TioiIHK8hQyzX3a8f7N2bcVvrqNb0O70fUz6ewntJR+UBnLMJSB9/bI01ypeHHj2stOu8eXDoUMC+B8lh330H3bpZovyFF2wJwvffWzWCChX8jk58poS5SKqqVeG55+CVVyyJeO65EBsLO3f6HZnIiata1ZqTJCXB449bWaJ+/VSuRURE8jznYPZsKFwYLrkEIiOhbdvWREVZGxoREZF/U6SIzRfatAnuvz/z9vHtxxNZJpLui7qTfDA58xOcs4PQJ59YuY4yZeDmmy3Z+vjjSpznJ5s2Wa23unXh2WetacqmTTBxoq0kEEEJc5HMLr0UvvwShg61pVb16sFTT6mEhRQMRYrAjTfaB70PP7QmuKnlWjp2hKVL9V4XEZE8p1o1uPZam2GelASe59iyxeY2KGkuIiLHom1b6+V4332ZVyyVKFyC2Z1m883v3zD6ndHZv4hzdt706afw8stQogR07QoNGsCTT8Lhw7n7Tch/t3kz9OxpifKnnoJbb7VE+aRJULmy39FJHqOEuUhWiheHCRPsIBgZCTExthZYs3CloHAOzjjDPihs2QJ33mlJ9AsusA9706bBrl1+RykiIvK311/PPJacDHFxmcdFRESy8uCD1vLp1lszzxNqW7MtvZv3ZvJHk1n/5/p/fiHnoHNnWL0aFi6EYsVsYlLDhnaOpcR53pF6hf2UU+yiRt++lih/6CFr6iqSBSXMRf5J06Y2C3fqVPjoI2sKet99agoqBUvVqnD33TZl74knoGRJ+wRZvToMGgTffut3hCIiIvzwQ9bjSUmBjUNERPKvypUhPt4W1r7wQubtD5z/ANVLVeeBrx9g36F9//6CzsHll8Nnn8GLL1r9sJgYaNQInnlGiXM/JSVBnz6WKJ8/H3r3tkmQU6bYObDIP1DCXOTfhIZa8nDDBqtZNnIknHYavP++35GJ5KwiReCGG2ym+UcfWXmiadOgTh1777/5Jhw54neUIiISpCIish4vVAiWLw9sLCIikn/17QvNmtncoL/+yritVJFSPNbxMZKSkxiTOObYXzQkBLp0gTVr4Pnn7fF110HjxtYrTedRgbN1K9xyC9SubWV2e/a0SWCPPGI13kSOgRLmIseqWjW7BL14sZWqOOccu0KppqBSELVqZUVhk5Jg9GhYtQouvNDKtTzyiMq1iIhIwMXHQ3h4xrHCha18bLt2dphas8af2EREJP8IDYVHH4Vt22DMmMzbO5zcgUsqX8KEDybwvx//d3wvHhICV14Ja9daQ0mAa66BJk0sn6DEee758Ueb7HjyyTBrljX2/PZb6/Zao4bf0Uk+o4S5yPHq2BHWr4chQ+yPcP368PTTapQoBVOVKvYpcssWq/dWujT0728XkAYOzNwtR0REJJfExEBCgrWXcc4jMtImjv34I0ycaAukmjWzxVLff+93tCIikpe1bGnz36ZMgc8/z7y9z8l9qFqyKt0WdWP/of3Hv4OQELj6akucP/00HDoEV11lB6qFC5U4z0k//QQDBliifOZMa8L6zTd2VSS75Wki/0IJc5H/okQJOzP79FP7A3z99XDRRdY4QqQgKlLEMhUff2zlWjp1ghkz0sq1LFmiD30iIpLrYmJg82ZYvnwFmzfb46JFbR7Dpk0wYoSVkK1b15ba//qr3xGLiEheNW4clCtnJVqOPpUpEVaChEsT+PKXLxm7cux/30loKFx7LaxbZyt49++HK66wMq8vv6yJdydi2zY72J98ss0iv+EG+PrrtKvrIidACXORE9GsmTUFnTIFPvjAOmKPHw8HD/odmUjuadXKZpsnJdns89Wr7YJR/frWIPfoQoAiIiIBUKaM9Wb/9lubXDZ1KtSqZaVc9uzxOzoREclrypaFCRPslH7u3MzbLzrlIro17cb498azetvqE9tZaKhNtFu/Hp54ApKTrVlo8+ZW9lWJ82O3fTvcdpsd5B95xGrFf/21VQCoWdPv6KSACMqEuXNus3PuC+fcGufcpylj5Zxzbznnvkm5L+t3nJJPhIZaiYovv4SLL4Y77rCrxR984HdkIrmrcmbTW4oAACAASURBVGW46y4r17JggX3iHDAAqldXuRYREfFNtWrw2GM2ma9dOxg1yvp+zZypOQ0iIpLRTTfBuefC7bdnvSppUodJVCxekW4vd+PA4QMnvsPQUJsJ/eWXMH++TTbq3BlOPx1efVWJ83+yYwcMHWpJ8YcfttrwGzdafbZatfyOTgqYoEyYp2jjeV5Tz/NapDweASzzPO8UYFnKY5FjV726rQFetAj+/BPOPtvWdv3xh9+RieSuwoVttsRHH1nJls6d08q1XHwxvPGGyrWIiEjA1a8PL70E779vq7X79IFTT7WPa8pHiIgIgHNWzeOvv6ys19HKFivLzEtn8sWOLxj37ric23FYmGXrN2606e07d1q/tFat4PXXdaBK75df7IpGzZowebI1Vd24EebNsyviIrkgmBPmR+sMzE/5ej5wmY+xSH7WqZNdLR482Gpn1atn3bF1wJNg0LKlLTFMSoK774bPPrOkeb16KtciIiK+OOssePddW/EeFmbn2WecAStW+B2ZiIjkBaeeaqfvs2dnvVC8Y92O3ND4BuLfjWfNz2tydudhYdCtmyWAZ8+25PAll8AZZ1Du44+DO4/w66/USkiwRPmDD1oJmy+/hMcfh1NO8Ts6KeCCNWHuAUudc6ucc7EpY5U8z9sGkHJf0bfoJP8rUQImTYL//c9mnl97rSUNv//e78hEAqNyZRg92sq1PPUUlC9v5VqqVbP7r7/2O0IREQkiztnEvbVrbeX2Tz9BdLTlJNau9Ts6ERHx2+jRUKOGLRI/dCjz9ocvfJjyxcpz86KbOXg4F+p7FSoE3bvbedJjj8H27TQeMcKu+r75ZnAlzn/7DUaOhJo1qfHMMzYpcf1666NVt67f0UmQCPM7AJ+c7XneT865isBbzrmNx/oPUxLssQCVKlUiMTExRwLavXt3jr2W5DH330+1l1+m5uzZuPr12dy1K1uvugovLPh+/fQ+D1JVqsB991Fy40aqLVxIxRkzCJk6ld9atuTHLl34/fTTIaRgXb/Ve11EJG8KDYWbb7a5DI88AuPGQdOmcOONcM898N57EBcHSUmtiYiwhqExMX5HLZK3OefmAJcCOzzPOzVlrBzwLBAFbAau9jxvp18xivybEiWsLHaXLlCxIvzxR8bjQLli5ZhxyQy6PNeF+9+/n1HnjcqdQAoVgp494aab+OqOO6j7wgtw4YWWOB8zBtq3t6vABdHvv9vEwylTWLCrI3Hhm0jyTiLiA0f8Koip53eAEkyCL2MHeJ73U8r9DufcS0BLYLtzrorneducc1WAHdn82wQgAaBFixZedHR0jsSUmJhITr2W5EHt2sHw4TBgACcnJHDyhx9a56kzz/Q7soDS+zzIRUdbAdnt2yEhgfIzZlB+xAhbTnfrrbYUsVQpv6PMEXqvi4jkbcWKwbBhlpMYP96SJAsWWA7CZhY6tmyB2JS1qEqai/yjecAjwOPpxlJ7hI13zo1IeTzch9hEjllyss3j2bkTsjoOXF7/cq499VruWXEPnet2plGlRrkXTOHCbOvYkbrjxlmN8/h46NABzjnHEudt2xacxPnOnVab/OGH4a+/WNDyIWLX9ic52SZV6Xgsfgi6hLlzrjgQ4nnerpSvOwD3AIuBrsD4lPtF/kUpBVL16rBwoTUFvfVWawrap49NbSpTxu/oRAKnUiW48067iLRwIUyZAgMH2pS+bt3s90NL7UREJADKloX777dDT/36sGdPxu3JyXZ40gm6SPY8z1vpnIs6argzEJ3y9XwgESXMJY+Li4MjRzKOJSdbffPUU/aOoVN5I2QZXR6/mQfrf0Soy7202tq15dizpwjU6ANTe8DSpfDcs9B+EjRcagenxo1zbf9pMeTSi+/ebfmRl1+Gvclw1nC4/noG3x1F8r6MT9XxWAIt6BLmQCXgJWdX4sKApzzPW+Kc+x/wnHOuB5AEXOVjjFKQde5sV4NHj7ZE4Usv2ZXUq64qOFeIRY5F4cK2Jv7aa+HTT60paEKCrZG/4ALo3x8uuqjAlWsREZG8p0YNOxnPSlJSYGMRKSAy9AhLKYeapfRlTytUqOB7WTu/S+v5vf9gjiEpqTWQ+Zz8l1/g0ktTH50EDabx59VX0/n+ifDeiFyMKH0yvBBwScoNWA+MzMVdZxlDTisBxKTcgA9SbtnYssWjXr1dVK68L8tb0aJHsv/HJyBYfx/yWgyB3n/QJcw9z9sENMli/DegXeAjkqBUsqQtObrhBltbdM01MG8eTJtmHaBFgk2LFjB/PkyYYEnz6dPtU2nt2tCvnxWcLV3a7yhFRKQAi4iwZd9ZjYtI7klf9rRu3bo5Vvb0v/K7tJ7f+w/mGLI7DlSuDIsXpx+5ihGrr+TdDnfxxN2dqFWyQa7Es2rVKpo3b571xv37bfLd/HnWJLPF6ZZbaNo0cDEcr9274dlnrQba7l1wXmuI7QV1Mq4u7tQJfv458z8vUcIRGVmKzZtL8eGHcOBAxu0VK0JUlN1q1kz7OioKIiOtHNt/Eay/D3kthkDvP+gS5iJ5SvPm8PHHligfNQoaNrR6ZIMHW7MPkWBTsaL9LqQv1zJ4sI2llmupp24vIiKS8+LjLdeQfqZ5eLiNi8hxO6YeYSJ5SXbHgYkT4fTTMz736QbTaDDtHSZv6s773d8nNCQ0x+PZs2dXpv2mKQLnXAv3drb+aOPHQ+wMawp6993WJDTXYzhGu3bZauIHH7TGnp06wV0T4bTTsnz6xIlZ/xwefTStJMuRI5ZU37w57fb993a/erVdSzh4MOPrVq78zwn1IkVO8PuUAkUJcxG/hYVZ/eYuXawExfDhdsV15kw44wy/oxPxR6FCtvLimmtg1Sr7gPXYY3ZxqUMH+125+GKVaxERkRyTehIeFwdJSR4REY74eNVLFfmP1CNM8p3jOQ5ULF6RRy5+hOtevI7JH01m6FlDAxtsqmLFYNAgyzA/+qg15jj7bDtnuvtuf3MKu3dbuc2JE20W/KWX2gTBf5mxfiw/h5AQqFrVblldGzhyBLZtS0uip0+qf/IJvPBCapPvNFWrZp1Q3769GAcOWEVRCR5KmIvkFTVqWLOLl1+2WbRnnQV9+1pTUJWikGDWvLmVLHrgAUuaT58OHTvCySfb74rKtYiISA6JibFbYuIK35c+i+QXzrmnsQafJznntgJ3YYly9QiTfOd4jgPXNLyGZ9c/y6jlo+hYpyN1T6r7j8/PVeHhcNtt0Ls3zJhh505nngkXXmiJ85YtAxfLnj020WnCBPj1V5voNGZM5mn6/+BEj8chIVCtmt3OOSfz9sOH4aefsk6of/CBVY45fDj12a248UZ7rexmqNeooSIBBY0S5iJ5zWWXQbt2cOedNqs2tSnolVeqKagEt4oVbZrB7bdbuZapU9PKtXTtasnz+vX9jlJEREQkqHied102m9QjTAo05xwzLplBg2kN6L64Oyu7rcyV0izHpXhxGDrUJt+lJq1btfpPSevjtmdPWrL+l18sWT9mjO0/jwkNtSR3jRpw3nmZtx86BD/+aAn0JUs2UrRovb8T6itXwlNP2Sz2VCEhUL169gn16tWtuIDkH/pxieRFJUvCQw9ZU9DeveHqq+0AN22a/bUVCWbpy7WsXm2J89mzbeb5+efDgAFw0UX2KUhERERERCSXVC5RmSkXTeHGl25kysdTGHzmYL9DMsWL20SjW26xsigTJtgs82Msi3JckpPTysHs2GHlYMaMsRnu+VRYmNU1j4wE+Jno6Ix9tA4ehK1bs56hvny5Jds9L+35qQn67BLq1arp9DWvUcJcJC9r0cKagj7ySFpT0LvvtprnWu8jYo1i5s7NXK6lVq20ci1lyvgdpYiIiIiIFFAxjWJ4dv2zxC2Po2PdjtQuV9vvkNKUKAEjRkC/fjbRaOJEyzN06mRJ7WbN/vtr792b1nB0+3ZrODpmjNVQL+AKFbKkd82aWW8/cAB++CHrhPrSpVYOJr2wMIiIyD6hnn42uwSGEuYieV1YmDXx6NLFEoDDhsGTT9qBKQ8ubRLxRYUKMHKk/X68/DJMmWI1/O68E266yX53GjTwO0oRyccWLEhtPtWaiAjUDFJEREQAK83y6CWP0nB6Q7ov6k5it0RCXIjfYWVUsqSdL916q50rPfigTT667DJLcjdpcuyvtW8fJCRYonzbNmjbFp5/Hs49N9fCz28KF7aWWyefnPX2ffuyT6i//jr8/HPG54eFnZchgX50Qr1yZSsLIzlHCXOR/CIiAhYtsmRg//62vOmWW+yMXQ0PRUyhQnDVVXb77DObRTFnjtXSa9/eyrVcfLHWu4nIcVmwAGJjbcUxOLZsscegpLmIiIhAtVLVeOjCh7h50c1M+2Qa/Vv19zukrJUqZavX+/e3XmmTJlmOoUsXuOsuaNw4+3+7bx/MmgX33WdTpKOj4emnoXXrgIVfUBQtCqecYres7N0LSUlpCfWVK7dy5EgE338Pixdb5Zv0ihSx8jHZJdQrVVJLvOOlhLlIfuIcXH551k1Br7hCfwFF0mvWzJLl999vH+ymT7elhzVr2syK7t1VrkVEjklcXGqyPE1yso0rYS4iIiIAXZt05bn1zzFi2QguqXMJtcrW8juk7JUuDaNH24Sihx6CyZNh4UK48kpLnH/+OcTF0TopyYpvt2kDb79txbnPPddWvbdp4/d3UWAVKwZ169oNoF69TURHR/y9PTkZtmzJPEN982Zr8/Xrrxlfr2hR/nGGeoUK2aeTgnWVpRLmIvlRqVKWJE9tCnrVVXDJJdYU1LpSiEiqChXgjjsylmsZMiStXEv//irXIiL/KCnp+MZFREQk+DjnmHnpTBpOb0iPxT1YdtOyvFea5WhlylhJloEDLWn+0EPwwgu2IvfwYRzYB57582069NtvWwkWTdbzVXg41K9vt6zs3m0J9dQyL+kT6p98Ar//nvn1skqob9hgCwr27oVgW2WphLlIfnb66fbXbsoUS/41aAD33GMHuzD9eotkEBZmMyauvBLWrLEVGnPnWkf3du0scX7ppSrXIiKZRETYScfRnINx42zRSqlSgY9LRERE8pYapWsw6YJJ9HqlFzM/nUnf0/v6HdKxKVvWcgmDBlm29K+/Mj9n/347b5I8r0QJaNjQbln566/sE+offAB//JH9awfLKss8fqlLRP5VWJg1N/zyS7vSO3RoWiJdRLLWtCnMng1bt9ol86++soY3tWtbA5ydO/2OUETykPh4m3mTXtGi0KiRnTBERsLdd+tPh4iIiECPZj04v9b53P727Wz5I4sr7nlZuXKwa1fW2374IbCxSK4pVco+x3bsaFV5Jk2yijyrV9vn2Z07bY5ZdgsJgmGVpRLmIgVFZKR1f3jxResAccYZ9pcvqyvDImJOOglGjLDL6s8/b9NIhw6F6tWhTx9Yv97vCEUkD4iJgYQEO9Q65xEZaa0R1qyB//3Pel2NGWNLV0eNgt9+8ztiERER8Ytzjsc6PgZAz1d64nmezxEdp4iI4xuXAqdMGWjSJLjfCkqYixQkzll36w0boF8/eOQRK2q1cCHkt4O0SCCllmtZscIyYNddZ3X6Tj3Vlh0uWgSHD/sdpYj4KCbGlqkuX76CzZvTlqG2aGHtEdasgQ4dbDZ6VBQMH27Xr0VERCT4RJaJZML5E3h709vMWj3L73COT1ZL68LDbVyCSjC/FZQwFymISpWy+swffWQND6+4Ajp3Do51MyInqkkTmzr6ww9WruWbb9LKtUycqJoLIpKlJk1socq6dba8dcIES5wPGQLbtvkdnYiIiARabPNY2kS1YcjSIfzwZz4qZ5JuaZ3nnC2xS0go+EWrJZOsVlkGy1tBCXORgqxlS/j0U0vyLVtmTUEnTYJDh/yOTCTvSy3XsmmTdYqPjIRhw6BaNejd27JiIiJHadgQnnrKWotceSU8/LD1zhowwNomiIiISHAIcSHM7jSbI94RYl+NzV+lWVKW1q1YvpwMS+sk6GS3yrKgU8JcpKALC7PpbV9+CdHR9nVqIl1E/l1YmK3SSEy0mgvXXw+PP25dUtq2tVoMqeVaFiyAqChat21rU0sXLPAzchHxUb169qdi40Y7sZgxA04+Gfr2hS35rP+XiIiI/Dc1y9ZkfPvxLPl2CfPWzPM7HBE5RkqYiwSLyEh45RWbKfvzz9CqFQwcqKagIscjtVzL1q0wfjx89x1cfrllwa67Dnr1gi1bcJ5nGbHYWCXNRYJc7dowe7ZVd7r5Zvu6dm3o2dP+hIiIiEjBdsvpt3Be5HkMfnMwP/71o9/hiMgxUMJcJJg4ZzNlN2ywKW5Tp1qZlpdeUlNQkeNRvrx19PvuO3jxRau38MwzsHdvxuclJ0NcnD8xikieEhUFjz5qfzb69IEnn4S6daFrV/jqq78XqNC2bWstUCnAFnyxgKiHomi7oi1RD0Wx4Av9oEVECrrU0iwHDh+g96u981dpFpEgpYS5SDAqXRoeeQQ+/NASf126WFNDNQUVOT5hYfb78847dkEqK/q9EpF0atSw69WbNlld8+eft/ItXbvawhTPc7m2QEVJeX8t+GIBsa/EsuXPLXh4bPlzC7GvxOZ40lxJeRGRvKd2udqMazeO1755jSfXPul3OCLyL8L8DkBEfNSqldUyf/hhuOsum20+diz072+JQBE5dhERWRcmjogIfCwikudVrWp9uIcPhzp1MldIS062pPmKFVCyJJQokfE+q7ESJeyW1SF8wQJ7veRkgLSkPARP8ya/xS2LI/lgcoax5IPJ9Frci7e+e4uShUtSonAJShYpmeHrEoVLZPm4aFhR3FEXa1OT8qn7SU3KA8Q00g9aRMRP/Vv25/kvn2fgkoG0r9WeKiWr+B2SiGRDGTGRYFeoEAwdCldeCf36wW232TrxhARo3tzv6ETyj/j49NkoEx5u4/KfOec2A7uAw8Ahz/NaOOfKAc8CUcBm4GrP83b6FaPIiahUCXbtynpbcjIsXgy7d8OePcf+msWKZU6mr1oF+/Zlfv24OCXMAyXpz6xXHO09tJfl3y9n94Hd7Dqwi0NHDh3T64W60ExJ9LXb17L/8P4Mz0s+mEzcsjglzEVEfBYaEsqcTnNoOrMpfV/ry0vXvJTpwqeI5A1KmIuIiYqCV1+1pqADBkDLljbTfOxYO9MWkX+WmnGKi8NLSsJFRFiyXJmonNDG87xf0z0eASzzPG+8c25EyuPh/oQmcuKyW6ASGQmbN9vXhw9bgnvXLkug79qV8euj748eOzpZnmrLFpg2DVq3toVmISrYmGsiSkew5c/MP+jI0pFsHrQZAM/z2H94vyXP9+/6O4n+b49Tx45OlqfKLlkvIiKBVfekuoxtM5Zhbw3jmXXPcF2j6/wOSUSyoIS5iKRxDq66Cjp0gJEjYcoUa2g4darVOBeRfxYTAzExrEhMJDo62u9oCrLOQHTK1/OBRJQwl3zsWBaohIamlWL5L6Kisk7Kh4bCrbfa1+XLw3nn2a11a2jc2LZLzohvF5+hXApAeKFw4tul/aCdcxQNK0rRsKKcFH7Sce8j6qGoLJPyEaVVHkxEJK8YfMZgXvjyBfq/0Z+2NdtSqUQlv0MSkaNoDomIZFa6tE03++ADKFcOLr/cEuY//OB3ZCISfDxgqXNulXMupeIylTzP2waQcl/Rt+hEckBMjFVCi4wE5zwiI+1xTi5QiY+3JHx64eEwfz589x3MmQMdO8KaNTB4MJx2miXQO3aECRPgk0/g0LFVCpFsxDSKIaFjApGlI3E4IktHktAxIUdLpcS3iye8UMYf9NFJeRER8VdoSChzO89l94Hd9Hu9n9/hiEgWNMNcRLJ3xhnWFPShh9Kagt57r01F05QzEQmMsz3P+8k5VxF4yzm38Vj/YUqCPRagQoUKJCYm5lKIsHv37lx9/UDsQ9+Dv/uoVg3mzbPXL1GiBAA5uZtq1WDw4IrMmlWLHTuKULHifnr23ES1ajtISoKaNe3WtSvs2FGEzz8vw+efl+bzz8vw6quWgC1W7BCnnvoXTZr8QePGf1Cv3i4KFfL+3sfbb6e+fmsqVtxHz56baN9+R859E+nk1/dSNaoxr+m8tJ/zb+TofqpRjcEnD2bW97PYsX8HFYtUpGfNnlT7rVqOfz/5+fctUK8vIpKd+hXqMyZ6DHcsu4Pn1z/PVQ2v8jskEUlHCXMR+WeFCsGwYdYU9JZbYNAgeOIJmDlTTUFFJNd5nvdTyv0O59xLQEtgu3Ouiud525xzVYAsM3Ke5yUACQB169b1crNMTmIAyvDk9j70PeSNfeTm60dH23XvtH00SLlldvXVaV9v2wYrV8LKlWGsWFGOWbPKAdZc9MwzrXzLgQMweXJaWZnt24syeXID6tdvkCutHPLzzyG3Xz+aaO7l3nz9PQRqH4H4HkREsjP0rKG8uOFF+r3ej+ioaCoUr+B3SCKSQiVZROTY1KwJr78Ozz4LP/5oTUEHD7ZOYiIiucA5V9w5VzL1a6ADsA5YDHRNeVpXYJE/EYoEhypV4JprrFrbunWwY4e1OImNhd9/hzFjrORL+hrsYI/j4nwJWUREJM8LCwljbue5/LHvD/q/0d/vcEQkHSXMReTYOWdTzjZsgN694eGHrUzLIuWqRCRXVALec859DnwCvOZ53hJgPHC+c+4b4PyUxyISIBUqQJcuVrHts8/gt9/sI0JWkpICG5uIiEh+cmrFUxndejTPrn+Wlza85Hc4IpJCCXMROX5lysD06fD++/b1ZZdZY9CtW/2OTEQKEM/zNnme1yTl1tDzvPiU8d88z2vned4pKfe/+x2rSDArWxYiIrLeVqVKYGMRERHJb4afPZxmlZvR97W+/Jb8m9/hiAhKmIvIiTjzTFi1CsaPhzffhPr1YcoUOHzY78hEREQkgOLjITw88/jOnfDqq4GPR0REJL8oFFqIuZ3n8tve3xi4ZKDf4YgISpiLyIkqVAiGD7eipmefDQMHwhlnwOrVfkcmIiIiARITAwkJEBkJznlERloT0Hr1oGNHGD1a19NFRESy06RyE+LOjWPBFwtY/NViv8MRCXpKmItIzqhVC954A555Bn74AU4/HYYMUVNQERGRIBETA5s3w/LlK9i8GQYNsupt3brB2LFw6aXWJFREREQyG3nuSBpXakyfV/uwc+9Ov8MRCWpKmItIznEOrrkGNm6E2FiYNMmagg4ZAlFRtG7bFqKiYMECvyMVERGRAChWDObMgRkzYNkyaNHCGoWKiIhIRoVDCzO381x+3v0zNSbXoO2KtkQ9FMWCL3T+LBJoSpiLSM4rU8bOjN9/HzzPEudbtuA8D7ZssWS6kuYiIiJBwTno0wdWroQDB+Css+Dxx/2OSkREJO/Z8OsGQkNC2XNwDx4eW/7cQuwrsUqaiwSYEuYiknvOOgtCsvgzk5wMAwbA//4H+/YFPi4REREJuNQWJ2ecAV27Qr9+lkAXERERE7csjkNHDmUYSz6YzIA3BvDd79/heZ5PkYkElzC/AxCRAu6HH7Ie//13aNkSwsKgYUNo3hxOO83uGzeG8PDAxikiIiK5rmJFeOstuOMOmDjRyrM8/zxUq+Z3ZCIiIv5L+jMpy/Hf9/5O7am1qV6qOtFR0bSJakN0VDQ1y9TEORfgKEUKPiXMRSR3RURYGZajVa0KU6bAqlU23WzxYityChAaCvXrZ0yiN2kCJUoENnYRERHJcWFhMGECtGoFN99sh/rnnoPWrf2OTERExF8RpSPY8mfm8+eqJaoy6rxRJG5JZOl3S3ly7ZN/Pz81ed4mqg2RZSIDHbJIgaSEuYjkrvh4q1menJw2Fh4ODzwAV1xhN7Ba51u3WgI9NYm+ZAnMn2/bnYN69dIS6M2bQ9OmUKpU4L8nEREROWFXXmmLzC6/HNq1s48GgwfbIV9ERCQYxbeLJ/aVWJIPpp0/hxcK54EODxDTKIa+p/fF8zw2/LqBd75/h8Qtibz2zWvM/9zOm6PKRGVIoNcoXcOvb0UkX1PCXERyV0yM3cfF4SUl4SIiLImeOp7KOahRw26XXWZjngfbtmVMor/zTsaGoXXqZEyiN2tmTUdFREQkz6tfHz75BLp1gyFD7OtZs7SoTEREglNMIztPjlsWR9KfSUSUjiC+Xfzf4wDOORpUaECDCg3o17IfR7wjfPnLl38n0Bd9tYi5a+YCUKtsrQwJ9GqlVANN5FgoYS4iuS8mBmJiWJGYSHR09LH/O+esdEvVqtCxY9r4zz9b8nz1akukv/8+PPNM2vaTT05Lop92mt3Kl8+xb0dERERyTqlS8OKLNsN85EhYtw4WLrRr4pL3bF+wnU1xmyAJPoz4kFrxtagUU8nvsERECoyYRjHENIoh8RjPn0NcCKdWPJVTK55K/1b9OeIdYd2OdX8n0BduWMjsz2YDULtc7b8T6NFR0VQtWTWXvxuR/EkJcxHJfypXhosvtluqX37JmET/9FPrIpYqKipjEr15c6hQIeChi4iISGbOwfDh0KIFXHut3T/+eNqiM8kbti/YzlexX3Ek+QgA+7fs56vYrwCUNBcRySNCXAiNKzWmcaXGDDxjIIePHOaLHV/8nUB/bv1zPLb6MQDqlK+TIYFeuURln6MXyRuCLmHunKsBPA5UBo4ACZ7nPeycGwP0An5JeepIz/Ne9ydKETluFSrABRfYLdXvv2dMoq9ebVPWUlWvnlbKJTWJXlkfEERERPzSrp0dsq+4wmqb33EHjB1r/cDFf5viNv2dLE91JPkI3wz6hnKXlKNQmUI+RSYiItkJDQmlaeWmNK3clMFnDubwkcN8vv3zvxPoT697mpmrZgJQ76R6GRLoIsEq6BLmwCFgiOd5q51zJYFVzrm3UrZN9jxvoo+xiUhOKlcO2re3W6o//oA1azLWRV+82Oql/7+9Ow+zq6rz/f/+1lyVeSySkEoIkCCEKYmBMIYGFRBQFG+jsbVbb+f2vdrDvT2oxQBu2QAAIABJREFUnXs7VHvT7dgOyKU7NjT+FPRxgJYGbEGkVJAxEQXEgISkgMSEKZCkSGVavz/2qUqdVCWpJGeqqvfrefZTdfY+tdbayap91vnUOmsDTJqUH6DPnZstCeMdyCRJKomWFvjZz+DP/gz+8R+zD43ddBOMH1/ulqmzvbPP/Ttf2sl94+9j1JmjGHfJOMa9fRxNb2oiHD9JUsWprqpmzqQ5zJk0h7884y/ZuXsnj/7u0e4A/Ru/+gbXPnItANOapnFJxyUsnL6Qc6edy4RhfkpbQ8OQC8xTSuuB9bnvN0fEk4B3PZCGitGjYeHCbOuyefOeEL1rNvodd8Du3AyqiRPzQ/Q5c7J3874JlCSpKBoaYPlyOO00+MhHsiVavvc9+M1vYMkSaG8/l33dR1zFU99ST+fa3qF5bXMtkz48iZdvf5nVf7Oa1X+zmobpDYy7ZBxj3z6W0QtHU93gxwQkqRLVVNUwb/I85k2ex1+f+dfs3L2TletXcs+z93Dzypu54dEbuObhawCYPXF29wz0c6edy7gm7xWmwWnIBeY9RcR04FTgQeBM4KMR8QHgEbJZ6K+Wr3WSSmbECDj77GzrsnUr/PKX+SH6nXfCrl3Z8XHjeofoRx1liC5JUgF9+MNw8snZEi2nnZYtzbJ9O0Cwdi0sXpw9z9C8NGYsm5G3hjlAVVMVx3z+GJoXNTNj2Qy2Pb+NV+54hZdve5n116/nha+8QFVTFWPOH5MF6BePpeHIhjKehSRpf2qqapg/ZT7zp8zntJ2ncebZZ7Ji/YruGejX/eI6rn7oagBOaj6pO0A/Z9o5jG0cW+bWS4UxZAPziBgOfA/4i5TS6xFxLfBJIOW+fh74UB8/txhYDNDc3ExbW1tB2rNly5aClSVVqgHZz088Mds++EGqOjsZ9swzjHjqKUY8/TTDn3qKYXffTVUuRN8xfDhbjj2WzTNnsnnmTLbMnMkbkydDVVWZT0KlNiD7uiRVqHnzsr9bT50K27blH+voyGacG5iXRteNPVcvWU1neyf1LfXMWDYj74afDUc2MHnxZCYvnsyubbvY1LaJl297mVduf4WX/+NlAIadPKx76ZaR80cS1U44kKRKVVtdy+lHns7pR57OJ87+BNt3beeRdY90B+jLVyznSw9+iSA4+YiT8wL00Q2jy9186ZAMycA8ImrJwvIbU0o3A6SUNvQ4/lXgtr5+NqW0HFgOMG/evLSw57IOh6GtrY1ClSVVqkHZzzs74bHHYMUKaleuZMyKFYy55Zau6W8wciScemr+bPSZMw3RB7lB2dclqYzGj89ecvvS3l7atgx1zYuaaV6UTRxasHDBfp9b3VDNuAvHMe7CcaSrEx1PdvDybS/z8u0v0/6pdtqXtVM7vpaxF41l3NvHMeZtY6gdXcuGGzeweslqaIf7W+7vFcpLksqnrrqOM6aewRlTz2AJS+jc2cnD6x7uDtCvfeRavvDAFwiCUyed2h2gn91yNqMaRpW7+VK/DLnAPLI7z1wHPJlS+qce+yfl1jcHuBx4vBztkzTA1NdnU9/mzduzb/t2eOKJPUu5rFwJ/+//7ZkWN3w4nHJKfoh+3HHZ58wlSVKfWlpg7dre+1OCt70NrrwSLr88u12JKk9EMOz4YQw7fhgtf9PCjld38MoPX8lmnt/xMhu+vgGqofHYRrY9s420I7she+faTlYtXgVgaC5JFai+pp6zWs7irJaz+D/8H7bt3MZDLzzEPc/ewz1r7uHqh67m8/d/nqqoYs6kOd0B+lktZzGyfmS5my/1acgF5mRrlf8B8FhEPJrb97fAeyPiFLIlWdYA/608zZM04NXVZbPKTz01W3wVYMcOePLJ/BD9q1/NPksO0NjYO0R/05ugtrZ85yFJUgVZtixbs7zrpROym4O+9a3Zh70+9CH4kz+BCy/MwvNLL83+Rq3KVDumluYrm2m+spm0K/H6g6/z8u0v89xnn+sOy7vs7tjNqsWr2LxyM3WT6qifVE/dpLrurWZUDXEQ95FxBrskFU9DTQPnTDuHc6adw1KW8saON3jg+QdoW9PGPWvu4YsPfJHP/vyzVEc1cyfPZeG0hZx31HmcOfVMRtSPKHfzJWAIBuYppXuBvkZTd5S6LZKGkNpaOOmkbPvDP8z27doFq1ZlAXpXiH7DDfCVr2THGxqy53cF6HPnwgknZIG8JElDTNc65UuWQHt7oqUlWLYs258SPPwwfOtb8O1vw623Zn+LvvTSLDy/6KLsZVWVKaqDUWeMYtQZo2j/x77X2NndsZt1/7wu74ajXaoaq7rD873D9O7Hk+uoHVfLxps25t241BnsklRcjbWNnHfUeZx31Hm00krHjg7uf+7+7gD9Cw98gc/8/DNURzVvnvLmvABdKpchF5hLUsWorobjj8+2P/iDbN/u3fD00/kh+k03wT//c3a8ri67CWlXiD5nTvbYFECSNAQsWpRtbW0/ybtXRATMn59tn/sc3HdfFp5/5ztZgD5iBLzznVl4/pa3+AGuSlbfUk/n2t4L1tdPq+f0Z09n1+ZddK7rZPv67d1b5/o9j7c+vpVX7nyFXa/v6lVG1AZpd4K9Du3u2M3qJasNzCWpBJpqmzh/xvmcP+N8ALZu38r9z9/fvQb65+7/HJ+671PUVNUwa/gs3rHrHZx31HmcMfUMmmqbytx6DRUG5pJUSaqqYNasbHvf+7J9u3fD6tV7AvQVK+C7382WdAGoqYHZs/ND9JNPzqbWSZI0xFRVwdlnZ9uXvgT33JOF5zffDF//OowdC+9+dxaen3uutxCpNDOWzcibAQ5Q1VTFjGUziAhqRtZQM7KGYccN2285uzp29QrTt6/fTvun+p7B3tm+j7vKSpKKaljdMC6YcQEXzLgAgC3bt/Dz537OPc/ew62/upVP3/dp/uHef6C2qpbTjjytewb6giMX0Fjre14Vh4G5JFW6qio45phs+/3fz/alBGvW5Ifo3/8+XH99dry6OlsDvWsplzlzsjXSh+3/zaUkSYNJTU02o/wtb4Frr4U778zC85tuyv7u3NwM/+W/ZC+vCxbAN7/ZteTLubS00L3ki0qna5b36iWr6WzvpL6l/pDWGK9uqqbx6EYaj84PUzZ8c0PfM9hb6g+90ZKkghleN5y3Hv1W3nr0W3lbzduYu2Au9z13X/cM9H+49x/4vz/7v9RV13H6kad330T09CNPp6HGT16rMAzMJWkgioCjjsq2K67I9qUEzz2XH6L/4Afwta/t+Znjjsu/seipp2afU5ckaZCrq4NLLsm2jg64444sPP/qV+Hqq7OZ56+/Djt3AgRr12Y3GQVD81JrXtRM86Jm2traWLBwQUHL3t8MdklS5RlRP4ILj7mQC4+5EIDXO1/n3vZ7uwP0T/70k7T+pJX66noWTF3QHaCfNuU06mv8Y6gOjYG5JA0WEdDSkm2XX57tSwnWrdsToK9YAT/+MXzjG3t+5thje4foo0eX7zwkSSqypqbs781XXJGF5LfemoXjWVi+R0dHNuPcwHzwKNQMdklSeYysH8nFx17MxcdeDMCmbZvyAvSr2q4ikWioaeCMqWd0B+jzp8ynrrquzK3XQGFgLkmDWQRMmZJtl166Z//vfrcnRF+5Eu69N/scepejj84P0efMyabeSZI0yIwcCe9/P3zgA30fb+97yetDcuNjN7Lk7iW0v9ZOy6MtLDt/GYtONI0vtWLOYJckldbohtFcMvMSLpl5CQCvvvEqP2v/WXeA/nf3/B2JRGNNI2e2nNkdoL958puprfYu4OqbgbkkDUVHHAEXX5xtXV58MT9Ef+gh+Pa39xyfPr13iD5hQsmbLklSMbS0wNq1fe8vhBsfu5HF/7GYjh0dAKx9bS2L/yNb88XQXINVRKwBNgO7gJ0ppXnlbZGkwW5M4xgum3UZl826DIBX3niFn679aXeAvuTHSwBoqm3irJazugP0uZPm5gXo/pF7aDMwlyRlJkyAt70t27q8/DL84hf566J/73t7jk+duidA7wrRjzii9G2XJOkwLVuWLcvS0bFnX1NTtr8Qlty9pDss79Kxo4OP3/Vx3jv7vVRFVWEqkirPeSmll8rdCElD09jGsbzzuHfyzuPeCcBLHS/lBeifuPsTQHaz0a4AfdvObXz6vk/7R+4hzMBckrRv48bBBRdkW5dNm3qH6N///p7jkyfnz0KfOzfbF1H69kuS1E9d65QvWQLt7YmWlmDZssKtX97+Wt9ruzy/+XnqPllH8/BmJg2fxKQRk7Kvue8nj5jc/X3zsOYDfnzcGXGSJO3b+KbxvOtN7+Jdb3oXABu3bswL0D/2o4/1+XMdOzr42F0f84/cQ4SBuSTp4IweDeedl21dXn8dHn00/+ait9+e3XQUoLm5d4g+daohuiSpoixalG1tbT9h4cKFBS27ZVQLa1/rvebLmIYx/I83/w/Wb17P+i3ree6153johYd4ceuLJFLec4NgfNP4PaH6iElMHj65+/FjGx/jM/d9hjd2vgE4I04VIQF3RkQC/iWltHzvJ0TEYmAxwIQJE2hrayttC/eyZcuWsrah3PXbhsqo3zaUtv7xjOc9w97De45/D69sf4V33//uPp/3wuYXaPhkA80NzRzRcET2tf4IJjVO4oj6Izii4QjG1I0peKBe7v+HSmhDqes3MJckHb6RI+Gcc7Kty9at+SH6ypVw552wa1d2fPz4LDzvuaTL9OmG6JKkQWnZ+cvy1jCHbP3Uqy++us8we8euHWzcupH1W9Z3h+nrN69n3eZ12fdb1vP4xsf53ZbfsSvt2me9HTs6WHL3EgNzlcuZKaV1ETERuCsifpNS+mnPJ+RC9OUAs2bNSoX+Y9XBamtrK/gfzAZS/bahMuq3DeWtf9qvp/X5R+6xjWP54zl/zLObnmXNpjU8vOlhNm7dmPechpoGpo2axvTR07u3o0Yf1f39xGETiYN8z1vu/4dKaEOp6zcwlyQVx7BhcOaZ2dalowMee2zPLPSVK+Fzn4OdO7PjY8bkh+hz5sDRR0OVH3mTJA1sXYF193Ipo/a/XEptdS1TRk5hysgp+y13d9rNSx0vsX7zek79l1N7zUqHfS8HIxVbSmld7uvGiLgFmA/8dP8/JUnlta8/cn/5oi/3et3eun0ra19by5pNa7q3rkB9xfoVvNSRfwuHxprGvDB970B9fNP4gw7UVXgG5pKk0mlqgtNOy7Yu27bB44/nr4n+pS/B9u3Z8ZEje4foM2caokuSBpxFJy5i0YmLCjpLqiqqmDhsIhOHTdznsi8to1oKUpd0MCJiGFCVUtqc+/6twN+XuVmSdEAH80fuYXXDOH7C8Rw/4fg+y9qyfUtemN4zUH/whQd55Y1X8surHdYrUN/64lZGrBvB9NHTGds41kC9BAzMJUnl1dAA8+ZlW5ft2+GJJ/JD9Guugc7O7Pjw4XDKKXuWcpkzB447Dqqry3MOkiRVgH3NiFt2/rIytkpDWDNwSy7YqQFuSin9Z3mbJEn9U6g/cg+vG87sibOZPXF2n8df73ydtZvWdofoPUP1+567j03bNgFw1a+v6i5v71npPR+PbhhtoF4ABuaSpMpTVwennpptXXbsgCefzA/Rly+HN7Ibm9HUBCefnB+iH3881PhSJ0kaGg522RepmFJKq4GTy90OSapkI+tHcmLziZzYfGKfxzdt28R3f/Rdxh8zvtcM9bY1bWzevrlXefsL1Ec1jCrFaQ14pgiSpIGhthZOOinb/uiPsn07d8KqVfkh+r/9G3zlK9nxhobs+V0B+ty5cMIJWSAvSdIgVIxlX3racOMGVi9ZDe1wf8v9zFg2g+ZFzQWvR5IkweiG0Rwz/BgWHrew17GUEpu2bepzdvozrz7Dj1b/iK07tvYqb3+B+oj6ESU6s8pmYC5JGrhqarIA/IQT4AMfyPbt2gVPP70nQF+xAm68Ea69NjteVwcnnpgfop94ItTXl+88JEkaADbcuIFVi1exu2M3AJ1rO1m1eBWAobkkSSUWEYxpHMOYxjHMmTSn1/GUEq+88Uqfgfqql1fxw2d+mLeMG8DYxrF9Buovbn2RedvnMbxueKlOr6wMzCVJg0t1dbae+XHHwfvel+3bvRueeWZPiL5yJXz729mSLpAF77Nn54foJ50EjY3lOw9JkirM6iWru8PyLrs7dvP0XzxN0wlNNB7TSM3wyn+L6Sx5SdJQEBGMaxrHuKZxzJs8r9fxlBIvdbzUZ6D+xItPcPvTt7Nt57bu53/okQ8xvmn8PmeoTxs9jabaplKeYtFU/mhGkqTDVVUFxx6bbb//+9m+lODZZ/ND9H//d7juuux4dXW2BnpXgD53brZG+rBh5TsPSZLKqLO9s8/9O1/ayYpTVwBQN7mOpplNNB7bSOPMxj3fz2ikqr6qlM3tk7PkJUnKRAQThk1gwrAJzJ8yv9fxlBIbt27k2U3PcsfP76BpclN3qP7LDb/k1lW30rkrf2wwcdjEfQbqLaNaaKwdGJPSDMwlSUNTBMyYkW1XXJHtSwmee27PUi4rV8IPfgBf+1p2vKoqm7neFaLPmZPdmHREbp23G2+EJUs4t70dWlpg2TJY5I3WJEmDQ31LPZ1re4fmdZPqOObLx/DGU2/wxtNv0PFUBy/d8hI7Xtqx50lV0DC9gcZjcyH6zEaajs2+NrQ0ENXR/dRCzQBPKZG2J3Zu3smuLbvYtXkXv/3L3/Y5S371ktUG5pIk9RARNA9vpnl4M9smbmPhWQvzju9Ou9mwZUPejUi7thXrV3DzkzezY/eOvJ85YvgRfQbq00dPZ9qoadTX5C+VeuNjN+65mfmjpbuZuYG5JEldIrKgu6UFLr8825cSrFuXH6LffTd84xt7fmbmTBg7Fh55BHbsIADWroXFi7PnGJpLkgaBGctm5M3OBqhqquLozx7NxCsm9nr+jld38MbTe0L0N556g46nO/jdz3/Hrs27up8XdUHj0dmM9LQz8epdr5K2JyCbAf6bD/+G1+5/jeGnDGfX5l3d4XfPrzs37+zzWNqZ+nVu+5o9L0mS+lYVVUwaMYlJIyaxYOqCXsd3p92s37y+z0D9wRce5Du//g47d+/M+5nJIyZ3B+hbt2/lB7/9Adt3bQdg7WtrWfwf2XvsYofmBuaSJO1PBEyZkm2XXbZn//r1WXjetaTLbbdlNxztqaMDliwxMJckDQpdM7BXL1lNZ3sn9S31+539XTumltr5tYycPzJvf0qJ7Ru2Z2H6U7kwPReqdzzR0auc1JlYd826vH1VDVVUj6imenh199eaMTU0tDTk7dv769MfeZodG3f0qqO+xZt/S5JUSFVRxZSRU5gycgpntpzZ6/iu3btYt3ldn4H6z5/7OWs2ren1Mx07Olhy9xIDc0mSKtKkSfD2t2cbZMu19KW9vXRtkiSpyJoXNdO8qJm2tjYWLOw9m6w/IoL6I+qpP6Ke0WePzjvWVtUGfU0KDzi9/fQs/B5eTVXNoa2HnjpTn7PkZyybcUjlSZKkQ1NdVc3UUVOZOmoqZ087u9fxqtYqUh+DgvbXiv8eu/x3XZEkaTBoaTm4/ZIkqZd9zfSub6mn4cgGakfXHnJYDlngP2v5LOqn1UNA/bR6Zi2f5frlkiRVmJZRfb+X3tf+QjIwlySpEJYtg6am/H1NTdl+SZLULzOWzaCqKf9taqFngDcvambBmgXwY1iwZoFhuSRJFWjZ+ctoqs1/j91U28Sy84v/HtvAXJKkQli0CJYvh2nTSBEwbVr22PXLJUnqN2eAS5IkyG7sufzS5UwbNY0gmDZqGssvXV709cvBNcwlSSqcRYtg0SJ+0tbGwoULy90aSZIGpEKsky5Jkga+RScuYtGJi2gr8XtsZ5hLkiRJkiRJkoSBuSRJkiRJkiRJgIG5JEmSJEmSJEmAgbkkSRqAIuLCiFgVEb+NiI+Xuz2SJEmSpMHBwFySJA0oEVENXANcBBwPvDciji9vqyRJkiRJg4GBuSRJGmjmA79NKa1OKW0HvgW8o8xtkiRJkiQNAgbmkiRpoJkCPNfj8fO5fZIkSZIkHZaacjdAkiTpIEUf+1KvJ0UsBhYDTJgwgba2tqI1aMuWLUUtvxR1eA6VUYfnUBl1DPTyS1GH5yBJkgYrA3NJkjTQPA9M7fH4SGDd3k9KKS0HlgPMmjUrLVy4sGgNamtro5jll6IOz6Ey6vAcKqOOgV5+KerwHCRJ0mDlkiySJGmgeRg4NiKOiog64Erg1jK3SZIkSZI0CDjDXJIkDSgppZ0R8VHgh0A1cH1K6YkyN0uSJEmSNAgYmEuSpAEnpXQHcEe52yFJkiRJGlwipV73yFI/RcSLwNoCFTceeKlAZUmVyn6uoaJQfX1aSmlCAcoZ8iJiM7CqiFWU4vpW7Do8h8qow3OojDoGevmlqMNzyOdrdgGU4PW6P8r9nqXc9duGyqjfNlRG/bahctpQ0vfYzjA/DIUcEEXEIymleYUqT6pE9nMNFfb1irSqmP8npfg/L3YdnkNl1OE5VEYdA738UtThOahIivp63R/l7hflrt82VEb9tqEy6rcNldOGUtfvTT8lSZIkSZIkScLAXJIkSZIkSZIkwMC8kiwvdwOkErCfa6iwr1eeYv+flOL/3HMof/mlqMNzqIw6Bnr5pajDc1AxVML/SbnbUO76wTZUQv1gGyqhfrANXcrdhpLW700/JUmSJEmSJEnCGeaSJEmSJEmSJAEG5mUXEddHxMaIeLzcbZGKJSKmRsQ9EfFkRDwREX9e7jZJhRYRDRHxUET8MtfPW8vdJkFEXBgRqyLitxHx8SKUX9TX8VJcP0vVdyOiOiJ+ERG3Fan8NRHxWEQ8GhGPFKH80RHx3Yj4Te7/Y0GBy5+Va3vX9npE/EWB6/ifuf/jxyPimxHRUODy/zxX9hOFantfv2MRMTYi7oqIp3NfxxShjvfkzmN3RMwrQvmfzfWlX0XELRExugh1fDJX/qMRcWdETC5k+T2O/VVEpIgYf6jl76uOiLgqIl7o8XtxcSHLz+3/09zrxBMR8ZnDOQcdumK/XvezDWV9b14J75kqZTxb7DFDP+ov6piin20o6rjjAHUXfUzSz3YUddzSzzYUfGzTjzqLPvY5hPoLNi46jDYUdOx0IAbm5XcDcGG5GyEV2U7gL1NKbwJOBz4SEceXuU1SoXUCv5dSOhk4BbgwIk4vc5uGtIioBq4BLgKOB95bhGvPDRT3dbwU189S9d0/B54sQrk9nZdSOiWlVIyB/JeA/0wpHQecTIHPJaW0Ktf2U4C5QAdwS6HKj4gpwJ8B81JKs4Fq4MoClj8b+GNgPtm/zyURcWwBir6B3r9jHwfuTikdC9yde1zoOh4H3gX89DDL3lf5dwGzU0onAU8BnyhCHZ9NKZ2U61O3AX9X4PKJiKnAW4D2wyh7v3UAX+j63Ugp3VHI8iPiPOAdwEkppROAzx1G+TpEJXq97o8bKO9780p4z1Qp49lSjBkOpJhjiv4o6rhjf4o9JumPYo9b+tmGYo1tDuQGij/2Odj6CzkuOtQ2FHrstF8G5mWWUvop8Eq52yEVU0ppfUppZe77zWQv9lPK2yqpsFJmS+5hbW7zRiHlNR/4bUppdUppO/AtsmCkYIr9Ol6K62cp+m5EHAm8HfjXQpZbKhExEjgHuA4gpbQ9pbSpiFWeDzyTUlpb4HJrgMaIqAGagHUFLPtNwAMppY6U0k7gJ8Dlh1voPn7H3gF8Lff914B3FrqOlNKTKaVVh1PuAcq/M/fvBPAAcGQR6ni9x8NhHMbv9X6udV8A/uZwyu5HHQWxj/L/O/CplFJn7jkbi1W/9qvor9f9Ue735pXwnqkSxrMDfcxQCGUYd+xPscYk/VHMcUt/FGVscyClGPscbP2FHBcdRhsKOnY6EANzSSUVEdOBU4EHy9sSqfByHx99FNgI3JVSsp+X1xTguR6Pn2cA/7GumNfPEvTdL5KFarsLXG5PCbgzIlZExOIClz0DeBH4t9xHxP81IoYVuI6ergS+WcgCU0ovkM2ebQfWA6+llO4sYBWPA+dExLiIaAIuBqYWsPyemlNK6yELmICJRaqnVD4E/KAYBUfEsoh4DljE4c0w76vsy4AXUkq/LGS5ffho7uPX1xfhI+gzgbMj4sGI+ElEvLnA5at/BtXrdSGU8z1TBYxnSzFmOJBijin6o9Tjjv0p+JikP0owbumPUo5tDmSwjX0OV9HGTl0MzCWVTEQMB74H/MVes56kQSGltCv30cUjgfm5j/GpfKKPfQNy1n+xr5/F7LsRcQmwMaW0olBl7sOZKaU5ZB/p/0hEnFPAsmuAOcC1KaVTga0U6aOwEVEHXAZ8p8DljiGbnXQUMBkYFhHvL1T5KaUngU+TfVz2P4Ffki0voP2IiCVk/043FqP8lNKSlNLUXPkfLVS5ueBgCQUO4ftwLXA02dIQ64HPF7j8GmAM2fIXfw18OyL6eu1QcQ2a1+tCKPd7pnKOZ0s4ZjiQYo4p+qNk4479KdaYpJ91F3Xc0h+ObSpTscdOXQzMJZVERNSSDfxuTCndXO72SMWU+8hkG96jotyeJ38WyJGU/qOch62U188i9d0zgcsiYg3Zx+x/LyK+UcDyAUgprct93Ui2zub8Ahb/PPB8j1l23yV7I1sMFwErU0obClzuBcCzKaUXU0o7gJuBMwpZQUrpupTSnJTSOWQfo326kOX3sCEiJgHkvg7IZTQi4oPAJcCilFKxw8GbgHcXsLyjyUKMX+Z+t48EVkbEEQWsg5TShlx4txv4KoX9vYbsd/vm3DIUD5HNaD2sm5fqkAyK1+tCqKT3TGUaz5ZkzHAgRR5T9Ecpxx37U6wxSX8UfdzSHyUc2xzIoBj7HK5Sjp0MzCUVXW6mznXAkymlfyp3e6RiiIgJXXfqjohGskHeb8rbqiHvYeDYiDgqN0PmSuDWMrfpoJTi+lnsvptS+kRK6cgw0dLpAAAJCklEQVSU0nSy/4Mfp5QKOkMoIoZFxIiu74G3kn2MtiBSSr8DnouIWbld5wO/LlT5e3kvxfnocztwekQ05frV+RT4BmIRMTH3tYXsxlDF+gj3rcAHc99/EPh+keopmoi4EPgYcFlKqaNIdfS8MdllFPb3+rGU0sSU0vTc7/bzwJzc70rBdIUDOZdTwN/rnH8Hfi9X10ygDnipwHXowAb863UhVMJ7pnKPZ0sxZjiQYo8p+qPE4479KdaYpD+KPm7pjxKObQ5kwI99Dlcpxk491RS7Au1fRHwTWAiMj4jngaUppevK2yqp4M4E/gB4LLceHsDfppTuKGObpEKbBHwtIqrJ/iD97ZTSbWVu05CWUtoZER8FfghUA9enlJ4oZB0leB0vxfVzMPTdZuCW3EoKNcBNKaX/LHAdfwrcmAtzVgN/VODyu5a5eAvw3wpddkrpwYj4LrCS7GOsvwCWF7ia70XEOGAH8JGU0quHW2Bfv2PAp8iWzvgw2Rvq9xShjleAq4EJwO0R8WhK6W0FLP8TQD1wV67fPpBS+pMCn8PFubBlN7AWKGj5hX7Pso9zWBgRp5Atz7GGw/jd2Ef51wPXR8TjwHbggyWY7a+9lOL1uj8q4L15JbxnGgxjgsNVijFFfxR93LE/xRyT9EeJxi39UfCxzYGUYuxzCPUXbFx0GG0o6NjpgG1wPCBJkiRJkiRJkkuySJIkSZIkSZIEGJhLkiRJkiRJkgQYmEuSJEmSJEmSBBiYS5IkSZIkSZIEGJhLkiRJkiRJkgQYmEuSJEmSJEmSBBiYS5IkSZIkSZIEGJhLkiRJkiRJkgQYmEuSJEmSJEmSBBiYS5IkSZIkSZIEGJhLkiRJkiRJkgQYmEuSJEmSJEmSBBiYS5IkSZIkSZIEGJhLkiRJkiRJkgQYmJdGRCLi6z0e1xDxIhG3HWQ5a4gYf4Dn3EDEFQdR5jlErCRi50H9nIasCFIEX+/xuCaCFyM4qP4cwZoI9tufI7ghgn73ywj+VwS/juBXEdwdwbSDaZMGjmiNFK17rqvRGjXRGi9G68FdV6M11kTr/q+r0Ro3RGv/r4/RGn8SrfFYtMaj0Rr3RmscfzBtkiRJkiRJ5WNgXhpbgdlENOYevwV4oYzt6akd+EPgpjK3QwPHVmB2BJXYn38BzEuJk4DvAp8pc3tUPFk/bK3I6+pNaWk6MS1Np5D1wX8qd4MkSZIkSVL/1JS7AUPID4C3k4V47wW+CZwNQMRY4HpgBtABLCalXxExLve8CcBDQOSePx24jZRm5x7/FTCclK7KqzFiLllQMxx4CfhDUlqf95yU1uSeu7tgZ6qhYJ/9OYJe/TklfhVBn/05gunAbSkxO/f4r4DhKXFVzwoj6NWfUyKvP6fEPT0ePgC8v2BnrEq0737Y2vu6mpamX0Vr39fVaI3pwG1paXZdjdbsupqW5l9Xo7X3dTUtzb+upqXp9R4PhwGpUCcsSZIkSZKKyxnmpfMt4EoiGoCTgAd7HGsFfkFKJwF/C/x/uf1LgXtJ6VTgVqCl37VF1AJXA1eQ0lyy4GjZ4Z6ElPMt4MoI9tmfc7O8e/XnlDjo/hxBd39Oif725w+TBaoavLJ+2Lrv62pa2vd1NS09+OtqtO65rqal+7+uRmt8JFrjGbIZ5n92UGclSZIkSZLKxhnmpZLNGJ9ONgvyjr2OngW8O/e8HxMxjohRwDnAu3L7byfi1YOocRYwG7iLCIBqyJ+NKx2q3Izx6RygP6fEjyMYF0Fef06J2yM4pP6cdef99+cI3g/MA849iDo0wORmjE/nQP1wafpxtMa4aM2/rqal6fZoPbTrarTu/7qalqZrgGuiNd4H/G/ggwdRjyRJkiRJKhMD89K6FfgcsBAY12N/9PHctNfXnnaS/+mAhj6eE8ATpLTg4Jsp9UvJ+3NKHLA/R3ABsAQ4NyU6D/R8DXil74dLD+q6+i3g2oN4viRJkiRJKiOXZCmt64G/J6XH9tr/U2ARABELgZdI6fW99l8EjMk9fwMwMTcTvR64pI+6VgETiFiQ+/laIk4o5MloyLse+PuU2Gd/jmAh8FJKvL7X/l79OTcTfb/9OSILzCOojaBXf47gVOBfgMtSYuNhnp8GhqwfLt33dTVas+tqbm3xnvt798NsJvr++2Frdl2N1qiN1t7X1WiNY3s8fDvw9CGemyRJkiRJKjFnmJdSSs8DX+rjyFXAvxHxK7Kb03V9dL8V+CYRK4GfAO25cnYQ8fdk6/U+C/ymj7q2E3EF8OXc8i41wBeBJ/KeF/Fm4Bay0OhSIlpJyWBdB5QS++3PEfTZnyPI688psSOC/fbnlNgewRXAl3PLu/Tdn+GzZDdj/E5u6Zb2lLjsME5TFS4t3f91NVr7vq5Ga/51NS1NO6J1/9fVtDRtj9bsuppb3mVf/fCj0RoXADuAV3E5FkmSJEmSBoxIqa9PpkuSJEmSJEmSNLS4JIskSZI0SEREioiryt0OSZIkaaAyMJckSZIqWEQszAXh/7XcbZEkSZIGOwNzSZIkSZIkSZIwMJckSZIkSZIkCTAwlyRJkgaciGiOiJsi4rXc9p2ImFTudkmSJEkDXU25GyBJkiSp/yKiHvgR8Cbgn4EngQuBO8rZLkmSJGkwcIa5JEmSNLD8V2A28KcppY+mlK5JKV0KrCpzuyRJkqQBz8BckiRJGlguBTYD1+21/5/K0BZJkiRpUDEwlyRJkgaW6cCalNL2vfY7w1ySJEk6TAbmkiRJ0sASQOpjf1/7JEmSJB0EA3NJkiRpYHkWOCoi6vbaf1w5GiNJkiQNJgbmkiRJ0sByGzAC+PBe+/9XGdoiSZIkDSo15W6AJEmSpIPyr8B/B66OiBOAXwMXAVPL2ipJkiRpEDAwlyRJkgaQlNK2iDgf+CLwAbK1y+8iC83XlbNtkiRJ0kAXKXlvIEmSJEmSJEmSXMNckiRJkiRJkiQMzCVJkiRJkiRJAgzMJUmSJEmSJEkCDMwlSZIkSZIkSQIMzCVJkiRJkiRJAgzMJUmSJEmSJEkCDMwlSZIkSZIkSQIMzCVJkiRJkiRJAgzMJUmSJEmSJEkCDMwlSZIkSZIkSQLg/wdyanFcUsHTDwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1800x504 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Graphs deuxième version\n",
+    "\n",
+    "def Graphique(*donnee_toutes):\n",
+    "    fig1,(ax1,ax2,ax3)=plt.subplots(1,3,figsize=(25,7))\n",
+    "    for donnee in donnee_toutes:\n",
+    "        donnees = pd.read_csv(donnee)\n",
+    "        Type_init= list(donnees.columns[3:19])+list(donnees.columns[20:32])+list(donnees.columns[34:37])\n",
+    "        Type=[i.split()[0] for i in Type_init]\n",
+    "        Id=[int(i.split()[1]) for i in Type_init]\n",
+    "        Num=[(sum(donnees.loc[:,type]>0)) for type in Type_init]\n",
+    "        Label=[\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 3\",\"Module 3\",\"Module 4\",\"Module 4\",\"Module 4\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Module 1\",\"Module 2\",\"Module 3\"]\n",
+    "        tableau=pd.DataFrame({'Type':Type,\"Id\":Id,\"Num\":Num,\"Label\":Label})\n",
+    "        col=[\"Type\",\"Num\",\"Id\",\"Label\"]\n",
+    "        tableau = tableau.loc[:, col]\n",
+    "\n",
+    "        ax1.plot(Id[-3:],tableau.loc[tableau.loc[:,\"Type\"]==\"Exercices\",\"Num\"],\"ro-\")\n",
+    "        \n",
+    "        ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 1\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 1\"),\"Num\"]),\"ro-\")\n",
+    "        ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 2\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 2\"),\"Num\"]),\"bo-\")\n",
+    "        ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 3\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 3\"),\"Num\"]),\"go-\")\n",
+    "        ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 4\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 4\"),\"Num\"]),\"mo-\")\n",
+    "        \n",
+    "    ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Jupiter\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"Jupiter\"),\"Num\"]),\"ro-\")\n",
+    "    ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"R\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"R\"),\"Num\"]),\"bo-\")\n",
+    "    ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"OrgMode\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"OrgMode\"),\"Num\"]),\"go-\")\n",
+    "\n",
+    "    ax3.legend([\"Jupiter\",\"R\",\"Orgmode\"])\n",
+    "    ax2.legend([\"Module 1\",\"Module 2\",\"Module 3\",\"Module 4\"])\n",
+    "    ax1.set_title(\"Exercices\")\n",
+    "    ax2.set_title(\"Quiz\")\n",
+    "    ax3.set_title(\"QuizP\")\n",
+    "    fig1.text(0.5, 0.02, 'Id', ha='center',size=\"xx-large\")\n",
+    "    fig1.text(0.09,0.5,\"Num\",ha='center',rotation='vertical',size=\"xx-large\")\n",
+    "    fig1.text(0.13,0.05,\"Module 1\",color=\"red\")\n",
+    "    fig1.text(0.23,0.05,\"Module 2\",color=\"blue\")\n",
+    "    fig1.text(0.32,0.05,\"Module 3\",color=\"green\")\n",
+    "    fig1.suptitle(\"Graphiques\",fontsize=40,y=1.05)\n",
+    "    ax1.xaxis.set_ticks(range(1,4))\n",
+    "    ax2.xaxis.set_ticks(range(17))\n",
+    "    ax3.xaxis.set_ticks(range(13))\n",
+    "    ax1.grid()\n",
+    "    ax2.grid()\n",
+    "    ax3.grid()\n",
+    "    plt.show()\n",
+    "    \n",
+    "    \n",
+    "Graphique('inria_41016_self-paced_grade_report_2020-04-02-1234.csv','inria_41016_self-paced_grade_report_2020-03-27-0806.csv')"
+   ]
+  }
+ ],
+ "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": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Projet Maman 2/Untitled.ipynb b/Projet Maman 2/Untitled.ipynb
deleted file mode 100644
index ba5c516ac382880ddd3d7abf426031619adb4eba..0000000000000000000000000000000000000000
--- a/Projet Maman 2/Untitled.ipynb	
+++ /dev/null
@@ -1,192 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## Projet Maman 2\n",
-    "\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "donnees = pd.read_csv('inria_41016_session02_grade_report_2019-06-03-0808.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         Type  Num  Id     Label\n",
-      "0        Quiz  283   1  Module 1\n",
-      "1        Quiz  268   2  Module 1\n",
-      "2        Quiz  285   3  Module 1\n",
-      "3        Quiz  259   4  Module 1\n",
-      "4        Quiz  234   5  Module 1\n",
-      "5        Quiz  190   6  Module 2\n",
-      "6        Quiz  188   7  Module 2\n",
-      "7        Quiz  181   8  Module 2\n",
-      "8        Quiz  165   9  Module 2\n",
-      "9        Quiz  149  10  Module 2\n",
-      "10       Quiz  136  11  Module 2\n",
-      "11       Quiz  129  12  Module 3\n",
-      "12       Quiz  127  13  Module 3\n",
-      "13       Quiz   93  14  Module 4\n",
-      "14       Quiz   80  15  Module 4\n",
-      "15       Quiz   74  16  Module 4\n",
-      "16      QuizP  126   1   Jupiter\n",
-      "17      QuizP   95   2         R\n",
-      "18      QuizP   77   3   OrgMode\n",
-      "19      QuizP   77   4   Jupiter\n",
-      "20      QuizP   53   5         R\n",
-      "21      QuizP   43   6   OrgMode\n",
-      "22      QuizP   70   7   Jupiter\n",
-      "23      QuizP   45   8         R\n",
-      "24      QuizP   35   9   OrgMode\n",
-      "25      QuizP   69  10   Jupiter\n",
-      "26      QuizP   43  11         R\n",
-      "27      QuizP   36  12   OrgMode\n",
-      "28  Exercices  195   1  Module 1\n",
-      "29  Exercices  117   2  Module 2\n",
-      "30  Exercices   85   3  Module 3\n"
-     ]
-    }
-   ],
-   "source": [
-    "## Tableau\n",
-    "\n",
-    "Type_init= list(donnees.columns[3:19])+list(donnees.columns[20:32])+list(donnees.columns[34:37])\n",
-    "Type=[i.split()[0] for i in Type_init]\n",
-    "Id=[int(i.split()[1]) for i in Type_init]\n",
-    "Num=[(sum(donnees.loc[:,type]>0)) for type in Type_init]\n",
-    "Label=[\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 3\",\"Module 3\",\"Module 4\",\"Module 4\",\"Module 4\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Module 1\",\"Module 2\",\"Module 3\"]\n",
-    "tableau=pd.DataFrame({'Type':Type,\"Id\":Id,\"Num\":Num,\"Label\":Label})\n",
-    "col=[\"Type\",\"Num\",\"Id\",\"Label\"]\n",
-    "tableau = tableau.loc[:, col]\n",
-    "print(tableau)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 172,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## Graphs\n",
-    "\n",
-    "plt.figure(1,figsize=(20,5))\n",
-    "plt.subplot(131)\n",
-    "plt.plot(Id[-3:],tableau.loc[tableau.loc[:,\"Type\"]==\"Exercices\",\"Num\"],\"ro-\")\n",
-    "plt.ylabel(\"Num\")\n",
-    "plt.title(\"Exercices\")\n",
-    "\n",
-    "plt.subplot(132)\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 1\"),\"Num\"].plot()\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 2\"),\"Num\"].plot()\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 3\"),\"Num\"].plot()\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 4\"),\"Num\"].plot()\n",
-    "plt.legend([\"Module 1\",\"Module 2\",\"Module 3\",\"Module 4\"])\n",
-    "plt.title(\"Quiz\")\n",
-    "\n",
-    "plt.subplot(133)\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"Jupiter\"),\"Num\"].plot()\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"R\"),\"Num\"].plot()\n",
-    "tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"OrgMode\"),\"Num\"].plot()\n",
-    "plt.legend([\"Jupiter\",\"R\",\"Orgmode\"])\n",
-    "plt.title(\"QuizP\")\n",
-    "    \n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 187,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1800x504 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "##### Graphs deuxième version\n",
-    "\n",
-    "fig1,(ax1,ax2,ax3)=plt.subplots(1,3,figsize=(25,7),sharey='all')\n",
-    "\n",
-    "ax1.plot(Id[-3:],tableau.loc[tableau.loc[:,\"Type\"]==\"Exercices\",\"Num\"],\"ro-\")\n",
-    "\n",
-    "\n",
-    "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 1\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 1\"),\"Num\"]),\"ro-\")\n",
-    "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 2\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 2\"),\"Num\"]),\"bo-\")\n",
-    "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 3\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 3\"),\"Num\"]),\"go-\")\n",
-    "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 4\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 4\"),\"Num\"]),\"mo-\")\n",
-    "ax2.legend([\"Module 1\",\"Module 2\",\"Module 3\",\"Module 4\"])\n",
-    "\n",
-    "ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Jupiter\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"Jupiter\"),\"Num\"]),\"ro-\")\n",
-    "ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"R\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"R\"),\"Num\"]),\"bo-\")\n",
-    "ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"OrgMode\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"OrgMode\"),\"Num\"]),\"go-\")\n",
-    "plt.legend([\"Jupiter\",\"R\",\"Orgmode\"])\n",
-    "\n",
-    "ax1.set_title(\"Exercices\")\n",
-    "ax2.set_title(\"Quiz\")\n",
-    "ax3.set_title(\"QuizP\")\n",
-    "fig1.text(0.5, 0.02, 'Id', ha='center',size=\"xx-large\")\n",
-    "fig1.text(0.09,0.5,\"Num\",ha='center',rotation='vertical',size=\"xx-large\")\n",
-    "fig1.text(0.13,0.62,\"Module 1\",color=\"red\")\n",
-    "fig1.text(0.24,0.41,\"Module 2\",color=\"blue\")\n",
-    "fig1.text(0.32,0.26,\"Module 3\",color=\"green\")\n",
-    "fig1.suptitle(\"Graphiques\",fontsize=40,y=1.05)\n",
-    "\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": "3.6.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/Projet Maman 2/inria_41016_self-paced_grade_report_2020-03-27-0806.csv b/Projet Maman 2/inria_41016_self-paced_grade_report_2020-03-27-0806.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8f7a75af7609d197f6a3e0e3398502a287517492
--- /dev/null
+++ b/Projet Maman 2/inria_41016_self-paced_grade_report_2020-03-27-0806.csv	
@@ -0,0 +1,2997 @@
+id,username,grade,Quiz 01,Quiz 02,Quiz 03,Quiz 04,Quiz 05,Quiz 06,Quiz 07,Quiz 08,Quiz 09,Quiz 10,Quiz 11,Quiz 12,Quiz 13,Quiz 14,Quiz 15,Quiz 16,Quiz Avg,QuizP 01,QuizP 02,QuizP 03,QuizP 04,QuizP 05,QuizP 06,QuizP 07,QuizP 08,QuizP 09,QuizP 10,QuizP 11,QuizP 12,QuizP Avg,ExoEvalPair,Exercices 01,Exercices 02,Exercices 03,Exercices Avg,Enrollment Track,Verification Status,Certificate Eligible,Certificate Delivered,Certificate Type
+10757403,JuuFUN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+839341,lfarhi,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.958333333333,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+7056857,brospars,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+2465657,Cedricfun,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+141500,MHC,0.09,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.875,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+10731327,lfperso,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+8647338,AurelieLagarrigue,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
+720592,jm_ProfCreateur,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,honor,N/A,N,N,N/A
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diff --git a/Projet Maman 2/inria_41016_self-paced_grade_report_2020-04-02-1234.csv b/Projet Maman 2/inria_41016_self-paced_grade_report_2020-04-02-1234.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7303a8c0b172e5a841d951a9d2fabb7a66857cb7
--- /dev/null
+++ b/Projet Maman 2/inria_41016_self-paced_grade_report_2020-04-02-1234.csv	
@@ -0,0 +1,3243 @@
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