{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn 시각화  II"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import warnings\n",
    "%matplotlib inline\n",
    "warnings.filterwarnings('ignore')           # 성가신 warning은 off 해준다. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 산점도 행렬"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 내장 데이터를 불러옴.\n",
    "dat = sns.load_dataset('iris')\n",
    "dat.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/24GrZh2PB154B1fNOh7XPHDoOVe1RAEMXwH2S2tX8gdVHu26RdOxd/+gaex1e3/Gg1efgcGEntM5pD4SssW5NafXaZ3BeBJXrHnJk+2w8vrM8oLLZURUYPnU+EzPM9xyyzl47PrZygGmq3/IlpO1dH0bOj6ImZYtWvsKjqgNmZ4vEgoUvUYjUb6cjitVvd1bNm3HglnHm+LcqV5vd/9Q6ri785JTccum7ZgTnYhbNm03rXvd+jbcdtEnsHHpTGxYMpM3sVFKeh7tI4tn4PaLpmBf31Bqwgs4nwdUcf1u90DO55CeWFw5vvfE4hnX+Vtnv2fbYeVVTu9HABwDICKEOB2H0hwOA1DcRBIiApB/vpSqvbD16y+nOotjLZ3WdvXEcDCh47iGSGrZu939yscWskYjUb6GEkllS22nYyGpu6vXaxyXmiYgR2r8jlbbd27rVmy55RxOeKuYdTweSiTRdcA8EawJaq7OA6rzxdhwIOdziJvzj9M61vNHPtth5VVO7+cALAQwAcAP0pYfAPC/PHoN8tCkW5/Kav2d37uwQFtCheI2L9ct1ddfv1w8Q/kaA0PmwWhCfQRBy8nZKc+3kDUaifIVCQfwzQsmp7qtGSXGdCld1eF1qtdrzXWcUB9xXDepS+byVjnVePzokhm22Hzw6jNc359hXW9gKJnzOcTN+cdpHev5I5/tsPLk7CKlfEBKeQ6AhVLKc9J+LpFS/sqL1yCi7KhaUuaT/6f6+mv/QBwr500zvUZrSxQTjoiYlq1qiaKpznzVuKmuZnhdy2Ot6xH5SUKXpvbCu3qGW2r3DgxhxZyptuPNqMNrLN/U1mGLe+txaRy7m9o6bM+5ct40bNz2HnN5q5wyHeGDmC02v/ebv2L1/NHjDVCfL45rGJvzOcTN+cdpneMaxnq2HVZe1+k9Tghxk2XZfgBtUso/efxaRDQKVUvKfOozqr6K6htMYFPbLqxdOB0BTSCpS6z549/xzQsmm+r0NtXVIGSpuxgMajjlqHHYsGQmEkkdQVZvoDIQTzi1DZb4/m93pNIeJtRHcPThEeVxWB8JjXpcGo+567Kp0HUdjyyegaQuEdAEaoIavvKZj7ETW5VTjccC9rbVm9s7sfzSUzOeB5zOFwByOoe4Of9k85q5boeV15Pe5pGfJ0Z+vxDAKwCWCiEelVLe7fHrEdEoVHm5blnzxUJBezrCwFASU46uQ00oAF1KBAMaphxdBwlhqwupKocTDGr46PiI9aWJfMvpK9neWByvdfRiyUNtmFAfwWPXz06dlNPbE3f3D6G7fxBJqX5+63HSOG5Mqhxad/8QBkeWU3XLJh1BuJwcOt3H4UYioaOzb9BWfjL9+XRdKkunqc5Rbpdly+tJbwOAaVLKPgAQQtwBYCOAz2C4li8nvURlwKl8jbWM2SeOGYcjx9XgyjUvmkoqHV4TyPh8bJ9K5UhVzm9VSxQ/fuZNAIfSdKwtto1jwChHZlRlSD8WALguh8bjp7qp4tBIA7DGSd/BhK0NsZvYcTtuJxI63th7YNTyk345Bwgp3c3iXT2ZEH8F8Ekp5dDI7zUA/iSl/LgQ4jUp5elevE5zc7Pctm2bF0+VUugbu/z2/Nkq0xvZSn42KESsFkPXgUFctnKL7YrB4zfMRlKH6W7hL93/om29RxbPMF3pdXo+tk8FwDgtO+lXY4UQeGDL3zFtUoOpwH56u1Xg0DFw+0VTsPzJduWxAEB5nGxYMtPUfjj9MUU+fhirPuKmmURAAy65L7ex1+24vac3pozPDUtmpr7JK8E5QBmrXl/pfRjAi0KIX4/8fjGAXwghagG0e/xaRFQgTqVkYkNJ02TWseyY5SuxUrSbJCqU9K9kd/cMYPXzO4Hnd5rWSW+3Chw6BjKVLHMqUcbjh6zcpAbk07ra7bjtVK4vvfykX84Bnk56pZTLhRC/ATAbw7PspVJK459k87x8LSLyjvWKQSQcwJJPT8Lc5mNTN6ht3PaerZ1lUBPKHLJQwNxGMhLO3JKSyO+sx0l9JAQh1MeAU0kopzJkwHAZP+M4+ej4CA6PhCAgoQmBJZ+eNDy5HuU1qLq4aTOfT+lKt22Cww7lJ9PPA2Ikhq3fiLhtkewVr6/0AsBrAPYYzy2EOFZK+V4BXoeIPKDKtfrFtWfiotMmYNG6Q62EV7VE0T+YMLWHfHTpDKxqidraEB8cSuLytVsP5W7Nb8bNF5yCRWvNzzd+TCGGICLvqY6T1pYonvjTLqyYM9WWo+tUEuqHv9thW3/FnKn4zhN/wW0XTbG1ZV0xZyoeeOEd3HjeyQCA1c/vZPthcp0jq2pNrMo5V8mmTbDqNWLxJBaktd9WtazvHYjnlG+cK69zem8EcAeAvQCSGL7aK6WUUz17ETCn14vnzxZzenNTDvlnqlyr3990Fhaufdn2L/d1i87AZ3/wnGnZU8tmo+9gMlWebExIw6X/5wXbY5dfeioWrXvFtCw956uKMU7LgFNO4u0XTUHrs29j6dknoqE2jI+Oj+Ajh41RnrSNK3O6riOhS7y//yC6+4fQ+uzbeK2jF2sXTsftv35d+RrLn2zHI4tnAEBRrog5YKz6hNsc2a4Dg/j2Y9ttV2utOefZvIZqLP/1DbMwGJep8pM1IYFL7zt0Hlg9P6rMZVc9l0d5vkXJ6f0qgMlSym6Pn5eI0rj5WgtwLiOTTtVWNSCgbLUaEMODV/qyvoPmPF+nHDJVa+KErmNPb8y0fZomXL03omJKz0k8feJ4LD37RIyPhNA0cnJe8lAbTp84HvddeTre3x9DOBjA+DFBdPUPAZCQEpAANCEQEMP/f9dTf8VrHb2p13Bqt3piYy0a62qQ1CWObagF4Fz+iaqDUztsVXvh8ZEwTjiyFgFN4IjaMMZHwtB1PWP8OOXhHlkXtp0HDg7po54HnHLZVecF1bYB8OS84PWktwPDzSgoT4W+ckvly8syMoC6reqjS2cqW62OCQdS/1o3lkXCmdtZqlpLTqiPQEqk7vodvpI8HfGExLUPsTQT+YsR1411NfjG5ybb0hN+/dpuXDbtmFQ1kyWfnoSLTpuAHz/zpq1EmZGy8M0LJuPup3ekJr5OdVY7PojhmxdMxpiRBi9+Kf9EpePUDts6HtfWBNAy8zhzqtq8aRhM6riydeuo8aNqFX/+lCZIIOvzgFMuu/W8cP6UJuzrH8KSh9pM21YT1DxJg/C69dHfATwrhPiWEOIm48fj1yCqaqr2k9c+uA3d/UOm9Tr7BlMTXmO9pevb0Nk3aFpP1VZ17/6Dylare/cftC2zVmpQtpac34yJltbEq1uiuOupdtPzdXwQS014R3tvRMVmxPWy805KTWCB4Ri9ZdN2LD7rRNMxM7f5WFy3vg1zohOV68+JTsTNG7dj2XknARg+JiYeMXyspB8nK+ZMxb3PvIWbN25HciQd0e0YQJXLqR22dTweGNJx/c9fNa133c9fxVBCuoqfe+aa22Df+vmP257PzXnAqf22teXwbRdOSU1407ft3e4BT+Ld6yu97438hEd+iMhjXpaRAdRtVQcdWq0OJnTbsrhlmVNrSV2XppbDgMTm9k7TY52+3mVpJio1I65ra9QxGgoI0/KAJkYtUWYsP7GxFn+8+exUG25NE/jl4hnY3RNDbyyO7//20JVg41jzS/knKh2ndtjW8djpPGC9QKqKn1g8ibuf3mFKodgfi7t6XbfttwFze2Gn2FalQeQS716XLPsOAAghaqWU/V4+N1G1ctMOWFWCRvXV1IT6yMiE85Bs2lmqUhRUpW9U9SM1TZhuWtvTG1O+LkubkZ8FNQ0bl8403YA2oT6CoCZw/pQmbG7vxOkTxyMYGF7v8EjIsW3xhPoIIuEgGmrD6O4fwt4DB1MloL7+6J8dj918ylBRZXAqJ+b2PGDtLux0DmkcZ75+OZjQXcee6jyQqc1xJOw+PS6XePc0vUEIMVMI0Q7gryO/f1IIsdLL1yCqJkbu3mUrt2D2iv/CZSu3oO9gwp4+oChf1FRXY/s6qbUliqY686CjSkf4WFOt8rEnNtXalrkpfaOi2r4Tm2qx7LyTsfzJdnzp/hex/Ml2LDvv5Jxfg8grxrF4+eqtmNu6FcufbMc3PjcZ509pSpUcW3beyVjy6Un4xucm48o1L2Ju61bc89s3sHLeNFvKwqa2DqxZ0Iz6SMh2jHf3DWHdoumOx64yhYglzKqKUU4s01jZWBvGKss4u6olitoaLWP8NNaGcaPlNRrqwrYUnFxjT3V+2/vhIB68+oyMaRC5vqbXJcteAjAXwONGy2EhxOtSylM9exFUR8kyv2HJstzkG6tu2wFnqt5gpBSoqjcA9qvJEhK3PfY/tqsIV3/qBOyPxbMufePEun1BTeALq+zlziq8XXHZx2k1cDoW1y6cjm9u3J664vvI4hm21tznT2nCHRd/wlS9QdO01BVe1fP+6rpZSOjS8dh1W8HFY4xVn8imZNlP/vg3W6Ohaz5zIgTEqPGT7/kn1/fwq+tn2bYNyLp6Q1FKlkFK2SGE6bWYZESUI7ftgJ0Eg5qtDq7TydLaunJze6ct5/aaT52AJQ+1mZYtv9Redkw1sXazffm0zCTyiuoYcToWPxi5mWb1/CiaxtUgoR+6QSi9tBkAfPTwiOuyUPGkPvwPUCkRCmi2xzm1oKXKZI1Jp7jRdR27ewZSddNrghpWP7/T1M0PABbMOj7jOcSpLJrb808mjrGf0JXP70W8e16yTAgxC4AUQoQBLMNIqgMRZc/r3D23pY6c8sBU5WW6+oYylkVzi7mKVGpOx0hDXVgZm/GkbiphtnbhdMfSZqpjzSnmk7pMXQVjSbLqporJh79yprKcmHU8XtUSzbmFtduyaLkqxXjvdcmypQD+GcAxAHYBOG3kdyLKgde5e9mUOrKWqvnh5Z+0lR379oVTXJVFc4u5ilRqTsdIUBO22GxtiaImGDCVJLv3mbdwz9ypytJmqmNNFfOr50fxXUs5P5Ykq16qmPzuU+22XHHVeHzd+jbMn3V8TmOq27JouSrFeO919YZ9AOZ5+ZxE1cyp/FeuV3vcljpSlar5//7zDdx7xWmmZbqUyuezlkVzy+v3S5St0VKKVCWY9nwYM63/Wkcv7n56B3705dNcHWuqmNd13ZZaxDSf6qWKyc3tnbjx3JNcjcdJXeY0proti5arUoz3nkx6hRA/xnBXRSUp5bIMjx8P4CcATh15nqullFu92LZCKfcb06h86LpEPKkjoUuIpA5dlzkPCk5fJ4WCmqntYyQUQFffoCl/d0J9xHaQSwll2RxrWTSicjHaV67WPNpEQkdACNv6jePCEEIoS5sBwN79sdSNbJombM/bdWCQaT5Vws0NiU4xua9vyDRG//6ms9Tje0CznUN0XWZsUe+2LFo+ip2b7tWV3nxvpfx3AE9LKeeO5ALnnyFNVAHcthJ2y/g6yZqv2HcwYW7xOL8Z6xZNx8K1h1pXrls0HQdiCVP7yUeXzsCN552M6yw5ZI05fj3F9qpUavWREFpborZjzloKyjg2733mTayYMzWVynD+lCbccO5JuHLNi6nHG22Hr5p1PL7zxF9w1azj8cAL7+Br/zhZGdtOxynTfCqL2/HOKR5q0mq2T6iPoCYosKolahqPW1uiGBhKmMby1S1R1IQ00zLVecUoi5bpWCgnnpYsy/hiQvxYSnmjZdlhAP4M4ATpcmP8ULKs2rBkWW7yjdU9vTFcvnqr7V/uG5bMtFVlcMt6ZSGgAZfcl7lkkqqc2NqF03H7r1/3rMSY2zI8Fabs47SSdB0YxLcf2267umUtzZd+bBpVGhpqwzj68DG2kmWq0ma3XzQFy59sd4ztEpUky6TkG1BJsZrNeKeKB8BexiuZHCkDOVK9IRTQlGUgl196Khate8W0zHpeKfPxuDglyzKYrVh2AoAuAGuFEJ8E0Abgq9aObkKIxQAWA8Cxxx5b6O0kypmXseq2lXA2VOXJnEompZeNUa3nddtgtlctHo6pakOJpLJc3x0XO7f5fq2jN/U183M3n+1Y2sxoJ7yr51AbYqfYZkmyQyo1VrMZ75ziwd75MmAat9/t7le+hqqtr/W8UonjcbEnvSpBANMA3CilfEkI8e8AbgVwe/pKUsr7AQXKizsAACAASURBVNwPDP9Lr+hbSeSSl7HqtpVwPtyWjXFqV+w25yuf3DXmMnqPY6qaUwwKIbC7ZyAVu47HpmbP8Z1QP9x2OP2K8OGREM6f0sTYdqFSY7UY453b8pOq80oxcnqLzQ93m+wCsEtK+dLI7xsxPAkmqnpuWwnnw23ZGKd2xdY2lTeedzLGjzH/e1rVbnLH3gO2vussWUalporB1pYo7nz8dVPsNtaGlcemavmqlihe3dmNb3xuMpY/2Y65rVuxaN0rbLFd5Yox3qnaELe2RG3lJ1XnlfFjgq7G93JS7Jze14z2xJblzwP4ipRyhxDiTgC1UsqbnZ6HOb3Fx5ze3HgRq25bCefDbf6gdb1EUscXXeQc55u75oNcxkIq+ZurpDxJL6THoBACdz7+uindwYjd+kjIdmz2xOK2nOBXd3Zjwazjlbm+ZZIfaWCseqzQ451TG+LrzvkYBob0Uc8rhbinpIh8kdP77w7LbwTw85HKDX8HsKh4m0Tkb6pWwvlQDbKJRBJDieRw0fFEEolEEsFgIGO7Yqd8sXxyw0qRy1iFE+28VOr+Mt6XrutIypE6nFLixnNPwpzoxFTpMSN2g8Ea27HplBN85YxJFZcfWQ4qJVaNix/ZtnsfSiRzbkPseE+JnnvreTcK+Zl5Vaf3CYxep/eSkf+uc/j7nwA0e7EtRORMVSLnF9eeid5YwlbmZmwogAVr08qYZdGuWJUb5tdcXZZJy06l7i/jff3wdztw1azjTe2DV8yZik1tHfjG5ybj+7/dga6+QcfYdYr19PJS6ctDrGldMH6PVbfbl0/pynzGXqfxXUqkrgDnW0bTqtCfmVdH2/cB/NsoP0TkA6p2loMJmZrwGsuWrm/Dux8MmJap2qC6zTn2c65uNq2ZqXL3l/G+5kQn2toH37Jpe2r5svNOGjV2nWJdwN7a+565U1HMFMNq4/dYdbt9nX2DObd7z2fsVY3vq1uiuMvSIjuf1vNWhf7MPLnSK6V8zovnIaLCUqUZaAKuS9pYv4oNBjWcctQ4bFgyc9TcMD+3F67EsjyFVKn7y3hfRimxdOnLT2yqw4TxEcfYdYr1jp4BW2tvo10xFYbfY9Xt9uVTujKfsVc1vgNS2SI7nzKa6Qr9mXma0yuEOAnA/wYwBcAYY7mU8gQvX4eI3LHmRkXC9q+6dAnXJW2s7YqNwTMU0CClRCigjToZ8GOubiFSLyolj1BltP1lfd/1kRB6YnHf7IfRPhfjffXG4qn3Z5QYm1gfwWGREJ7/5tnQBFKtwJ2ezxrr+kijAFVr72CFxIUfOcVqJBywjWOAvdFDoWPVbUmwUEBTrldbE8DunoFUI4qmuhqEQvZxK5+x13pPyZ7emGOajurckK1Cp8J5fSPbWgB3APghgHMwfEMaj2iiElDmRinaC4cdWleOCZlbXK5qiWIwnsQVa14y5VrVBDVzC2Of5Mzl2+Iz19QLv+cR5stpf9VHQqb3ff6UJlsL01Luh0yfi/G+fvi7Haa2wdbc3gdeeAfLzjsZk5vq8Ld9/Rk/Z+N1/+PVDqycNw3X//xV0zHlZflBMlPF6oNXn4G9Hw4qW/oWexxz2+a3sTZsa/f+82vPxJ79g7YW8Kc01Sknvl4xUh6s2xyLJ7EgLc831/1X6BbcnpYsE0K0SSmjQoj/kVL+w8iy56WUn/bsRcCSZaXAkmW5KWV5HacyYd//4iexPxY3XTG454v/gL6DeuqKwZiwhm9t+h/blYUrzjjO1rpS1c7SD2WYSlUmLYfWnWUXp6r91d0/ZHrfq+dHsfzJ9mz2Q0G5+VzSqzckdKksMWa0D35k8QxXJcjSX/fy6ARc+5kTENAEaoKa45U5Hyv7WJWQ+MJKd215Cx2rbscK1Xq/v+ksLBy50Tj9sY8snpGxKkO+rGU0a0ICl95n36e57j+PxuOilCw7KITQALwlhLgBwG4ATR6/BhG54JQbJQDTV6wAcMdB3da6UlV26ZpPmTOV3Ob+lkKpyqT5PY/QC6r9ZX3fTrmxpdoPbj6X9Pfl1J7beF8JXbp6f+mvu6FtFza07QIAbLnlnHKb8JYlt23XSzGOuR0rsrkXI6EX/sZIa8qD0z7Ndf8VMhXO60nv/wtgLIBlAJYDOBfAVR6/BhG54JQbpcrVtea4hR1yyFSPVS3zQymyUpVJ83N5tkKyvu/03FhDKffDaO2FVTm6Qji3EzZycTPlY+q6hBACG5fORHf/UKrObzXEg19lMy6Waqyw3jsRUpS7c7oXQ5UjXuh7DMqpXbGnBQKllK9IKfsAfAhgmZTyC1LKF718DSJypz4SUpYTO65hrGmZkeOW3iI4oevK9pMnNtWay9fMj2KCpZ3lqpaoL9pUlqpMmp/LsxWS9X1vauuwxV8p94Pqc1kxZyrufPx17Nh7AImEbmqV/cCWv9vatxr1ele1RHHk2DCWWY6R9LbCRi7v5au3Ym7rVix/sh3f+NxknD+lqSriwa+cjk/ruFjKsaLvYMI0HvcdTNjWqxm5F8M69jZEzNvstgV8PozcZKdjwU+8zultxvDNbONGFu0HcLWUss35UdljTm/xMac3N6XO6bW2Q93U1oHvzZmKpI5Rc9zWLpyO23/9esZ84I8fPQ7ffbLd9hp3XnKqL9pUlqqKQpavWzFxWg7VG/7vhwexpzdmu/K6YclMU8vV1fOj2NTWgZs/dwriSR11Y0IQkDgY17Fx23u4avYJyhatRh6jU77mhiUz8ZHDxpTrTY0l32gvYlV1fALFr96g2paABlxynz1uHr9htmnc1nUdP/vvv9vaC1s7reVwj0HWivEaOShKTu/PAFwvpXweAIQQn8LwJHiqx69DVNVUg7auS1ObynBAoOuAuaB314EhxBM6NO3QlzzxhL0G5NhwwFU+8B++fpYy9/e2C72p2QjkN3H1OjfM7baUojxbKVjTAQIC0DQNRx9+qI6tn/aDpglIKTG3dSsA4PSJ47F6fhRN42ogpcSqedOwZ/9BPNO+Fyc31eGaT50AIYB/uve/bc81b8Yk/NsXP4neWNzWnhhwzteUUpbrhLcsObXvVcWlH2I1ntDRWFdjqufc+uzbtnH7YEJXthe+csYk0+/FuMegnO5j8HrSe8CY8AKAlPK/hRAHPH4Noqrm1Ep4fyxhKiOzdtF03HbRx/HVX/4ptez/XHk69vUPYclDh9Z7+Ctn2nLDBoaSrvLeHPPKPGqt6qfyX37aFj9Q7Q+jpNfX/nGyb/eLkUfZWFeDb3xusq0k2as7u9Ey8zjMHylftXbhdGWMv93Vj0XrXkk9ztqeuFpzu/0kn/a9xaA6hlbPj+LOS6bgnx9+bdRx++eKcduol5uuGHFYTrHu9af+shBitRDibCHEWUKIlQCeFUJME0JM8/i1iKqSUytha5vKXR/EUhNeY9kH/fHUwGks++5T7cO5uWm5Ycc1jHWV91YTFK7aEHv5XkvVRtRP2+IHqv1htOv1834x8iiXnXeSst3w3OZjU7V0AeDeZ95Stg++95m3TI+ztieu1txuP8mnfW8xqI6hJQ+14YP+eMZx+66n2rFy3jRbXAYD5n9oFiMOyynWvb7Sa/RTvMOyfBYAieFqDkSUB7fla1QpCqplm9s7sfzSU21tKgG4Wnb0YTJjG2Iv32upvjbz07b4gdP+MEp6+XW/GG1Za2vUKTwBTZiWv9bRi7uf3oFfLp6RShK84eHX8FpHr+lx1vbEfm69XS3yad9bDE7HkLV8mtO4feO5J9naWv+7pa11MeKwnGLd00mvlPIcL5+PiOxUXyWp0gxUKQpOaQua5j7HTbXMTRtit9Jz8IKaumyU6mszt/m2Tjl+mZTTV3jF4LQ/jJJeADA0lMC+gXjW+7rQNE0gEgoqtz+pS9vyrr5BaELgo+Mj6DowiC7LlUKnUlHVktvtV6GAvdSXU/pVPJ4cbriQoaWvl9yWT3Mat/f1DdnbWnuUWpatcol1T/eOEOIoIcRPhRC/Gfl9ihDiGi9fg6jaqb5KUqUZTDxiuO2wm7SFfFvuelUOx8jBu3z1Vpx1z7P4zhN/sZXlUW2v2+2wPv/lq7fijZFyVZmU01d4xaAqiWeU9FoxZyq+88RfsKOrH3c+/nrW+7oYnEqYbdz2ni3m0lN2MpU+87IUFOXnyLEhZVmvI8eaS2nF40m80dmHL93/Is6651l86f4X8UZnH+Lxwn5b4bZ8mnLcnt+MiZZykarUsmKULCsnXpcs+w2GqzV8W0r5SSFEEMBrRktir7BkWfGxZFluClWybLTqDelpBpomClqax+tSNXt6Y7YyUOdPacIdF38CABy31+12qJ7fKCPlpsRagUqglWWcppfEaxpXg4a6Ghw4OJyLmF4K7PaLpqSuRmWzr4vBqfrE+DFBdPUPOabsjFb6zA8tuAuorGJ1T28MD2yxl/W6avYJto5iqpbSxWjp67Z8mmqZasy3fpPi03JixVCUkmVHSik3CCG+BQBSyoQQwp+JXURlTPVVkqYJ5WSikKV5vM5zVeXgbW7vxG0XTsGxDbWjboeqzI91O/LN8SuXr/CKYSiRNJWre2TxDHzvN29g6dkn4tbPn5L6DManFaj3Uz4lMPrnOdrE3Fr6zODnXOZqFE/qeHlnL6ZNakiNCy/v7MW8GeYYdGopXYyWvk4x6GaZ05ifjvcimHk96e0XQjRg+KY1CCFmYLhBBRFVIK/zXLPJwUsXCQfwzQsm4+aNh8pP3TN3KiKWG0JyfX6ys372upTKz0BP+zaxkvY1c7z9LxJSjwtjLLm6TvcOqPK0yw3j1MzrSe9NAB4HcKIQYguARgBzPX4NV5iuQFR4Rk6atXZtrnmuTXU1aG2J2upqZiqBltBl6sQGDF/JuHnjdvzq+lmePD/ZWT97IQS+8eifbZ/B97/4SQDel7MrNa9jnwpDOS5cZx8XVrVEcV3auLCqQmKVcWrm9aT3RACfBzARwBwAZxbgNYjIJ7wuVRMMajjlqHFZl0BTdZXb1RND3HLTVK7PT3bWzz4p1V8Rf/TwMfjjzWdX3L4upzJN1copnSluSbEJhQI4pakOjyyeUdTqDcXAODXzekJ6u5TyUSFEPYDPAvg3AKswPPklIp/yU6tfTROmEmjA8M0Yo21bNl/hBYNaKW9aqyjGZ2/c2KX6DCLhYNnkQWf7mTPH21+sn18oqE5nUo0LoVCg4DetFYNTDDNOh3k96TUyoy8E0Cql/LUQ4k6PX4OIPOSn9rqqbWltieLeZ97E5vZOx23z+is8P+0TvzP21X+82oGV86alupkZXxGPH1MeX/bxMy9vqs/vwUVn2NKZyikms8UYzszr75l2CyFWA7gcwH8KIWoK8BpE5CE/tddVbcvS9W2YE5046ralf4W35ZZz8Nj1s/Ma6P20T/zO2FfTJjXgvj+8hdsvmoJHFs/A7RdNwY+feRNdZbLP+JmXN9Xnt2Dty4gNJcs2JrPFGM7M63/uXA7gAgDfl1L2CiGOBnCzx69BRB7yU0mb0Vrbpv+u2jYvv8Lz0z7xO2NfjY+ETCXMDLdd6J8SZaPhZ17enD4/XUpT1zKgfGIyW4zhzLxuQzwA4Fdpv78P4H0vX4OI3HOTo1jKkjaqHLzzpzRhTnRiqq7mprYO9MbiGbdN9V6TST2n1qIs8+Oesa96Y/HUZ/fRw8dgTCiAgaEkAprA3v0xaJqG+kgIPbG453nSXuRf8zMvb06fX11NEL/72mdMzSmCAQ17emOm9tgAbO3JVc19ipEmkGs8M4Yzq8zEFiJynd9VqpI2qu37xbVnYtl5J9ty8J780y4AcMzJc3qu3ljCVobolKa6jBNflvlxb/yYYOozuuHck3DfH97CVbOOx3Vpub0r5kzFH3fsxcWnTTB9tl7kG3qVx8jPvLypPj9jDFi07hXTGBAMAF9YuTW17OFrz8SHsYStlOHYcAALfvZyUfNj84lnxnBmnrYhLhY3bQhZp9dbbEOcm0K1IXYjm/aTpahUoNq+tQun4/Zfv27b5rULp+OD/qHUld87LznVVIFB9Vy/v+ksLFz7cs6tRYu4T8o6Tvf0xnDn46/jXy7+BL58/4u4/aIpWP5ku/IzNCYf6cvzbYfqZZtVVuzIqOQ7Y7RYtX5+Q4mksr3wukVn4LM/eC61zGmsWH7pqVi07hXTskK37803nhnDKUVpQ5wzIcROAAcwXAEiIaVsLu0WERVWPoOTm8dmk9+VTz6s2/dhXU/XdVvr4CPrwrZtnnVCA8aEAmgcV4MjasMYHwkjkdRNZcxU71UTyKu1KMv8ODM+S13XIaXETf94MgSAH19xOsZHQmisqzHt+109MQQ0UZB8w9Hi3BpzmdIr+JmXN+vn9253v7I9eUADVs+PppYFNPVYMdbS0XFXTwy6rmcsoZiNREI3pVXoDvWu3R4njOHR+WbSO+IcKeW+Um8EUaHl8xWW28cWI7/L7bao1lu3aDr+1z+dgq9t+HNq2cp503D+lKbUzVCXRyegZeZxuGLNi6Z1xoS01NWQCfURPPyVM23vVZeo2NaipWR8lj/83Q5cNet4PPDCO7hq1vH4yoOHvhq+Z+5U3P30DrzW0QtgeL8HHFq95huPTnEeCmo5lb+jyhEJaso2xDVBLfVtxIT6CH6uGD8m1Edg/efx+VOasK9/CEse8iZFJ5HQ8cbeA6a0CqdtYV6uN1hOjKgE8ikt4/axRn7XhPrhNIBC5He53RbVeh0fxFITXmPZ9T9/Fbd+/uOpbV581ompuq/p6/QNJk3LvvtUO1bPj5rea01QYFWLeVmltBYtJeOznBOdiFs2bU/9N/3zuHnjdiw77yQASE00IuEAWi2fhxfx6BTnQU3kVP6OKkdCqtsQv/dBzLTsrqfasXLeNFMM3TN3Ko47ImJadtuFU1ITXuOx+cRQZ99gasKbvi2rC3Cc0DA/XemVADYLISSA1VLK+9P/KIRYDGAxABx77LEl2Dwid9zEaj6lZdw+thjtJ91ui2q9seGA8rH7Y/HU15FBh6/ErTa3d2L5pafa3utHxukV2VrUC7mOqeklytL/m25XTwwTjxjOn+6NxXH30zvwoy+fhlMKEI9Ocf7+/phyu9yUvyN/yTVWndoQWyNuc3snbjz3JFMaxN1P78B9V55uiiuvS4Kptm9zeye+c8kn2Da4QPw06Z0tpdwjhGgC8DshxBtSyj8afxyZBN8PDCeyl2ojiTJxE6v5pB6M9nWuNdes0Jy2ZUzYXBIoFLC3Ax0YSiof2zsQT9XV/N3XPqNcBzDn5G1q64CmabZcNk2rjNaihZDrmJpeoiz9v9bP6O2u/tTnaKSVBIP2z8gLqjxGp9h0U/7OLd40VBxuY9WaHxtySKkZGDJPUifUR7Cvb8hUz9eIjfS46jow6GnqgWpcHE6rKE1ebjXEs2/SG6SUe0b+2wngMQBnlHaLiAonn9QDp8f2HUzgspVbMHvFf+GylVuws7sfO/YeMC3bsfcAdJc3crlRHwnZvrJet2g63u8dxOWrt+Kse57F5au34sODcayZb97m4xrG2t/H/GZMTPtKceO292wpCq0tUQQDAsufbMeX7n8Ry59sx7LzTkZ92hU8Khwj/ja1dWDFnKmp/1rTSDa1dZh+L3ZaiSo2rdvlRavqQh5f5J6RH5s+7gzEk7YYaG2J4lhL2sKaBc04rmFsxvHY65SxxtqwMgWrsQSpDNUSz74oWSaEqAWgSSkPjPz/7wD8q5TyadX6LFlWfCxZlptsyuvkU70hoAGX3Oeu/JeXJXe6Dgzi249tNzWTOPmoOsz/qb38z6+umwUhhO1KtHUf6LocbiiR1BEMaDhybAj7BuKp38eGNVz0Y29KVPmEr+NUJb16Q0KX6I3FEQ5o6BtMoPPAIF7d2Y25zcdifyyOow8fU5K0ElVsvrqzG1fNPgFSyryvZHlZKq2M+DZW9/TGcPnqrbbPY+W8aYiEAqbmFNd8+kRXY5GbKjT5xtBP/vg3zG0+1rR9X/nMx4oeQxUYz74uWXYUgMeEEMDwNj3sNOGl0sj2HxHZTpIL/fx+lE9pGetjd/cMuM6Z9TKHcSiRxPhIGCccWYuAJnBEbRihgDoP92A8iWMbam3PoaoZDCB157SmaaaavKr3ytzM4kqPv3e7+3HbY69j6dknpvJlX97Zi3M//hF86f4X8cebz8bI2F7Ur0+HEkllW+QFs473JOWFLV/9xSl/NzaUxCX3bTEtXzj7eAQD5n+EuR2PvW53vvr5nVj9/E7T8gWzjvfk+bPdlmqIZ19MeqWUfwfwyVJvB1G5UuUvOuXMeln6prYmgJaZx5k6HrW2RE1lx4zXDQUyZ1OpSvi0tkRxylHjEAxqju+VJX1KJxIKKMtC6VKmcns/PJjA5KY6/G1ff96d09wqdJwwDv0l7JAfa83fPX9KEz4YiGPJQy8WJQ5H3WYfxZCftqWQfJPTS0S5U+WaKXNmPS59MzCk20qKLV3fZio7ZkyCwqHMJxRVCZ+l69vQ2Tc46ntlSZ/SSepSWRZKCIEVc6bi3mfeSn2GuZbpy0Wh44Rx6C/hkMA9c8255a0tURxRGzItu/XzH/e07Fg+/BRDftqWQvLFlV4iyo9T2SYABS194/SVYnrZsfTyP7BnN7h6vkRST/1ejFJs5N6Qw2d2ZF0YNz+6PdWgIqHn12kqW4WOE8ahvxwc0nH30ztM487hkSCW/eJPpmX7Y3HffI3vpxjy07YUEie9RBXCKdeskDchOJXcSS87ZiwLBcxlzJrqalIpC5meL2hJjWCrTX/QR+ofO5UsS+/I5rReIb8+LXScMA79IxwMoKtv0DTu/P6ms2zL1i6c7quv8f0UQ37alkLhpJcKgtUzqkNTXQ1aW6K2HNyx4UP5YUYpsg8PxrFwrTn3Nz1Xd7TnYxc1/zFKHP3Hqx1YOW9aKs3FKLv042feBGAuw7RmQbMtp7fSvj6l0mhQxFdtjYZVLVFclzaeTDgigvvnR7HY0kqYcVgdfFGyLFssWUYuqzeU/HuZbEtBlSOjILxRUqyprgaaJkx36Usp8YVVL9iurmxYMtNUmcHp+axXhCtMWcZpeomjy6MTcO1nTkBAE6gJanjwhXcwbVKDqXnIXZdNRUNtuOKL31e4kn9Y2ZSBTCR13PH466aydZvaOvDd/+cfbCXLGIcVx9cly4ioTAWDmm3iCpjTKt7t7s+Yq5vp+chf0kscbWjbhQ1tuwAAz9189nAJJksZpjsuTlbF16dUOtb4ere7X1m27rYL1eUTqfJx0ktEnrNecQkHNJw/pcl2xcWaq6t6rOoqTDW0y/QT1f5OL3FkXOkNBgSCmlCWrKu00kfkfyGHcScUsLds5/hRHTjpJSJPGbme6bl1v7j2TNx43smm3DpVu03VY601NN2sQ95x2t8nNdZhzYJm/MerHbjwk8eYajWvaokCADa3dzJnkkqmIRJSjjsQMpWaw/GjulR0ohwRFV93/5CtHuvfOvtTJx5j2XXr29B7MJHxsdYamm7WIe847e+eWByTjxqHBbOOt9Vqvm59G2676BPYuHQmNiyZyQkFlcS+gSHluNM/qHP8qFK80ktUhvz89b6qnaXblshuWmFWS7tMv8i0v53q7yaSOua2bsWWW87xTWxSdXGKzYAGrJ4fTaU8tD77NsePKsFJL1GZ8fvX+/m0RHbTCrNa2mX6hdP+joQD2LH3AP7v/oPKvyd1yc+FSsqpNrQmBJY/2W5qmx0JM06rAdMbiMqM37/ez6clsptWmNXSLtMvnPZ3Qpe49sFtuPeZt7Bijrn968p507Bx23v8XKikmupqsKolamtNfNdT7ba22Qm9/Mq3UvZ4pZeozPj96/18WiK7aYVZLe0y/cJpf7+/P4ZdPcM/3//tofavx9RHMCao4Suf+Rg/FyqpUCiAU5rq8MjiGUiMdA8MaMJWwmxXTwzxhL18IlUeTnqJykwpv95X5RIDUOYXW+ux6i6vpLip5cp6r8Wl2t/hYMBWDuqn//133HnJqTiitoaTXfKlUKD47bDJPzjpJSozqnabxfgaWZVL/ODVZ2AwoWfML/Z7HjJlb/yYoLIc1ObX9+DMExv52VLJxeNJvNHZZ4rR1pYoHlx0BhasfZltiKsQc3qJykz6181bbjkHj10/uygTDFUu8bvdA67yi/2eh0zZ6+pXl4OafVITP1vyhc6+QVuMLl3fhjHhQNHHT/IHXuklKkOl+Hq/0KXIqLzEk7ryMw1ogp8t+YJTybJ4Umer8yrFK71E5IqRS5zOKEWWbrRSZJnWI3/TdYmuA4PY3TOQKgeVjqXKqJTS47PrwKBjjAZ5VbdqcdJLRK6oSld9rKkWrYqSQPWRUMbHMo+uvBh52Zet3ILZK/4LD77wjq0cFEuVUalY4/OylVugS2mL0VUtUTTV8SbYasX0BiJyRVW6SkLi3ifbU+WqemNx3PvMm7jrsqmm9AuWGSt/1rzs1c/vBAA8sngGkrpEQBOoYakyKhHVfQNXrHkJT9w4y1SyrKmuBqEQv4WoVpz0EpFr1lzi3T0D2Nzeaat7ecfF9nxOlhkrb6q87NXP78SCWcfj2IbaEm0V0TCn+wYGBnUcUz+2RFtFfsP0BiLKGXN1qwc/a/Izxie5wUkvEeWMubrVg581+Rnjk9xgegMR5Yy5utWDnzX5GeOT3OCkl4jywlzd6sHPmvyM8UmZML2BiIiIiCoeJ71EREREVPE46SUiIiKiisdJLxERERFVPCGlLPU2ZE0I0QXg3VJvhw8cCWBfqTfCB5z2wz4p5QXF3ph0LmO1Uj7HSngfpXgP5RKnheD3mPH79gHF3UY/xmo5fEZu8H14SxmrZTnppWFCiG1SyuZSb0eplft+KPftN1TC+6iE91BO/L6//b59QHlsYyFVyvvn+ygOpjcQERERUcXjpJeIiIiIKh4nveXt/lJvgE+U+34o9+03VML7qIT3UE78vr/9vn1AeWxjIVXK++f7KALmf9XYbgAAIABJREFU9BIRERFRxeOVXiIiIiKqeJz0EhEREVHF46SXiIiIiCoeJ71EREREVPE46SUiIiKiisdJLxERERFVPE56iYiIiKjicdJLRERERBWPk14iIiIiqnic9BIRERFRxeOkl4iIiIgqHie9RERERFTxOOklIiIioorHSS8RERERVTxOeomIiIio4pXlpPeCCy6QAPjDn0w/JcdY5Y+Ln5JjnPLH5U/JMVb54/JHqSiTXiFEQAjxmhDiScXfFgohuoQQfxr5+Uqm59u3b19hNpTIY4xVKgeMUyoXjFXKR7BIr/NVAH8FcJjD3x+RUt5QpG0hIiIioipT8Cu9QogJAC4E8JNCvxYRERERkUox0ht+BOCbAPRR1pkjhNguhNgohJhYhG0iIiIioipS0EmvEOIiAJ1SyrZRVnsCwCQp5VQAvwfwgMNzLRZCbBNCbOvq6irA1hJ5g7FK5YBxSuWCsUpeKfSV3tkALhFC7ATwSwDnCiHWp68gpeyWUg6O/LoGQFT1RFLK+6WUzVLK5sbGxkJuM1FeGKtUDhinVC4Yq+SVgt7IJqX8FoBvAYAQ4mwA35BStqSvI4Q4Wkr5/sivl2D4hreqpOsS3f1DGEokEQ4G0FAbhqaJUm8W0agm3fpUVuvv/N6FBdoSKjWOYVSuGLvVoVjVG0yEEP8KYJuU8nEAy4QQlwBIAPgAwMJSbFOp6brEjr0HcO2D27CrJ4YJ9RGsWdCMyUeN44FHRL7HMYzKFWO3ehStOYWU8lkp5UUj//8vIxNeSCm/JaX8hJTyk1LKc6SUbxRrm/yku38odcABwK6eGK59cBu6+4dKvGVERJlxDKNyxditHmXZka0SDSWSqQPOsKsnhqFEskRbRETkHscwKleM3erBSa9PhIMBTKiPmJZNqI8gHAyUaIuIiNzjGEblirFbPTjp9YmG2jDWLGhOHXhGTlFDbbjEW0ZElBnHMCpXjN3qUZIb2chO0wQmHzUOj10/m3ePElHZ4RhG5YqxWz046fURTRNoHFdT6s0gIsoJxzAqV4zd6sD0BiIiIiKqeJz0EhEREVHF46SXiIiIiCoec3qLjK0OiajScFwjv2JsUjpOeouIrQ6JqNJwXCO/YmySFdMbioitDomo0nBcI79ibJIVJ71FxFaHRFRpOK6RXzE2yYqT3iJiq0MiqjQc18ivGJtkxUmvR3RdouvAIHb3DKDrwCB0XdrWYatDIqo0qnFtdUsUAQ3KcZCoUKzn4fpIiOdcMuGNbB5wmyzPVodEVGmMce1X18/CwGAS7+zrx23/8Tq6+gZ50xAVjdN5+KTGOp5zKYVXej2QTbK80erwmPqxaBxXw4OPiMqepgkICLT89CUsWvcKXuvo5U1DVFRO5+GeWJznXErhpNcDTJYnomrHcZBKifFHbnDS6wEmyxNRteM4SKXE+CM3OOn1AG9QI6Jqx3GQSonxR24U5UY2IUQAwDYAu6WUF1n+VgPgQQBRAN0AviSl3FmM7fJKIW5QY+tEIvIrp/GJN+pSqTjFHwB0HRhkTBKA4lVv+CqAvwI4TPG3awD0SCk/JoT4MoAVAL5UpO3yjHGDmhfYOpGI/CrT+OTVOEiULWv88VxKVgWf9AohJgC4EMBdAG5SrHIpgDtH/n8jgPuEEEJKWbUFHp3uQn3s+tk8oVDZm3TrU1mtv/N7FxZoSygXHJ+oXDBWyaoYOb0/AvBNALrD348B0AEAUsoEgP0AGqwrCSEWCyG2CSG2dXV1FWpbfYF3oZa3aopVKl+5xinHJyo2xip5paCTXiHERQA6pZRto62mWGa7yiulvF9K2SylbG5sbPRsG/2Id6GWt2qKVSpfucYpxycqNsYqeaXQV3pnA7hECLETwC8BnCuEWG9ZZxeAiQAghAgCOBzABwXerqJKJHTs6Y3h3e5+7OmNIZFwuug9jHehEpFfpY9Pp08cj7ULp2P9NWdCQtraDrtpz05UKNmcS7M9T1N5KmhOr5TyWwC+BQBCiLMBfENK2WJZ7XEAVwHYCmAugD9UUj5vIqHjjb0HsHR9WyqRvrUlilOOGodgUP1vDt4FTUR+ZYxPj98wG+/3HsSStLEt/SYh3kREpeb2XJrLeZrKU0k+TSHEvwohLhn59acAGoQQf8PwjW63lmKbCqWzbzB1IAHD+URL17ehs29w1MexXTER+ZWmCSR1pCa8gL39ejbt2YkKxc25NNfzNJWfYpUsg5TyWQDPjvz/v6QtPwjgi8XajmKLJ3VlIn0iya9OiKh8ZbpJiDcRUbngebp68Lp9gYUCmjKRPhjgriei8pXpJiHeRETlgufp6sFPtMCa6mrQ2hI1JdK3tkTRVMcagURUvjLdJMQbcqlc8DxdPYqW3lCJ4vEkOvsGkdAlgppAU10NQiHzVYxgUMMpR43DhiUzkUjqCAY0NNXVKJPj2Xp42Gj7gfuIyB9UNwnVR0Lo7h+CrutISmDcmCAeWTwDQgCAQGNtmMdvkTiNldU2hqrer65LdPYNIp7UERo5J09uqsMji2eYzue8ic09N3Hlh9jjpDdH8XgSb3T24bq0uz1XtURxSlOdcuL70fERh2caxjudh422HwBwHxH5SHrbV+PY/eHvduCqWcfjlk3bU8fpijlT8ccde3HxaRNMd8jz+C0Mp3H0pMY6vNXVVzVjqHI/zG9GKCiwcO0rqWXrFk1HPCFx7UPVsV+85mb+4pc5Dv8Zk6POvsHUhBcYTnq/Lo+7PXmn87DR9gP3EZF/GcfnnOjE1IQXGD5Ob9m0HXObj7XdIc/jtzCcxsrOvsGqGkOV++Ghbej4IGZa1vFBLDXhTa1XwfvFa27OzX45f/NKb44SulTf7Zlj8XXe6Tws037gPiLyJ+PYHR8JKY/TgCZ4/BaJ0ziacKhSUKmfgdN+GBs2fxs7Nhyoqv3iNTfzF7/McXilN0dBTajv9szxMj3vdB422n7gPiLyL+P47I3FlcdpUpc8fovEaawMOlQpqNTPwGk/DAyZJ1oDQ8mq2i9ec3Nu9sv5m5PeHDXV1WCV5W7PVSN3e1pbbyYSesZWnLzTedho+4H7iMi/GmrD+MW1Z+Lko+rw0DVnYO3C6Th94vhUTu/Gbe/Z7pDn8VsYTmNlU11NVY2hDbVhPHj1cCw+sngG1i6cjgcXnYGJR0RM+2DiEcO5vtWyX7zm5tzsl/O3KMeOv83NzXLbtm0l3QZdl9jdO4DBhIQmAF0CNUGBow+L2G4UaG2J4t5n3sTm9s5Rk7f9cGejH3hYvaHkO88PsVpok259qqDPv/N7Fxb0+X2gIuJUdXNva0sUTeNqIKWEpmmoj4TQE4tX/RhXDAWq3lDyDyubWHVqL3xyYy32DcRTFZUaa8Po6I3h3e4BjA0HMDCUxHENYzGpoZbx6ZIPqzcon5g5vTnq7h/CFWteMuWoTKiPYMOSmbZk7aXr23D7RVOwub0zlbz92PWzU3c9G9LvhK5mo+0H7iMif1Ld3Lt0fRseWTwDx9SPTa3H47c4nMbKahpDndoLb1gy01RRqevAIBb87GXb+Vx1niY1N3Hlh9hjekOOnJKyndoZjo+ETL8zQZ6IKonXN/cS5ctte2G/3GRFhZfVpFcIMUsIcaUQYoHxU6gN8zunpGyndoa9sbjpdybIE1El8frmXqJ8uW0v7JebrKjwXE96hRAPAfg+gE8BmD7y01yg7fK9bG4UaG2JYlNbh2k9JsgTUSUZ7eZeolJw217YLzdZUeG5vpFNCPFXAFOkD+588+KmC7cJ1db10m/EiIQDSOgS8YQ+6o0C1XTzhs9uxiv5TuaNbPnjjWyFlylOMx3XiYSOzr5BCCGh60BSlwg4tGYnb/nh5qBiGi1WVfsikUiiq38o1V64sTaMcNh+O5PPzl1kkcPnk/eNbK8D+AiA97N4jC+5bYenWs9NJQZVsnapk7eLwS9tBonIO5mOa6c75E85ahyCQd42Ukgccw9x23LYKTb9cJMVqXkZ5xlHJCHEE0KIxwEcCaBdCPFbIcTjxk+O76Gk3LbDU623dH0b5kQnjvq4auWXNoNE5J1Mx7XTHfK5tmQn9zjmHuK25TBjs/x4GedurvR+P+tn9Tm3d2o6rcdKDGq8A5ao8mQ6rt3eIU/e45h7iNuWw4zN8uNlnGe80iulfE5K+RyAfzL+P31Z1q/oA27v1HRaj5UY1HgHLFHlyXRcu71DnrzHMfcQty2HGZvlx8s4z+aT/0fFss+P9gAhxBghxMtCiD8LIf4ihPiOYp2FQoguIcSfRn6+ksU25cTtnZqq9R6+9kyc1FSHP3z9LPzh62fhV9fNRGwogc4PD6Lzw4OjthoGYGtR7LReOeIdsESVZ7TjOpHQIQBb2+F1i6ZDABU5zvkJx9xDlPtifjNOOboOv79p+Hz9+5vOwsPXnokjx4awpzeGd7v7sac3hkTC/ZXfSj6H+5WXcZ6xeoMQ4joA1wM4AcDbaX8aB2CLlLJllMcKALVSyj4hRAjAfwP4qpTyxbR1FgJollLe4HajS1W9obYmgF09B003bKycNw3PvdGJ5uOPwM0bt2d9Y1yl3XTgsztgS75TWb0hf6zeUHi5VG/Qdam8gS0cFOjpj+Prj/65Ysc5P2H1hkOs++LwmgB2dPWbWmOvXTQdQ3EdS3K48bIazuF+5VX1BjeT3sMB1AP43wBuTfvTASnlB243WAgxFsOT3uuklC+lLV+IEkx6c7GnN4bLV2+1tSp8+NoZuHLNixlbGHYdGMRlK7ew1WHxlHwUKsdJb6EnsdnipLfwconTfMdDKktlFau7ewbwpfvNsbh24XTc/uvXbfFpbU2swnN4WVHGqpv0hgCADwH8M4ADaT8QQhyR8VWFCAgh/gSgE8Dv0ie8aeYIIbYLITYKISY6PM9iIcQ2IcS2rq4uF5vtPacbNqRUt990e2NcNd50UMn8EKtEmeQbp07joe5yPCRyK9dYVbXGHhsO5HzjJc/h5c/NpLcNwLaR/3YBeBPAWyP/35bpwVLKpJTyNAATAJwhhDjVssoTACZJKacC+D2ABxye534pZbOUsrmxsdHFZnvP6YYNIdTtN93eGFeNNx1UMj/EKlEm+cap03iouRwPidzKNVZVrbEHhpI533jJc3j5y1iyTEp5PAAIIVoBPC6l/M+R3z8P4LNuX0hK2SuEeBbABRhudGEs705bbQ2AFW6fMx+j5YcY3YXiSR2hgIamuhoEg1qqpWF6DtuqliiSySTWX3PmcFK7lBgYSuK4hrGpJGvj+QCJ1S1RUy5RLsnYTttezZ3giKi4VONha0sUkZBmW756fhQBbXgsrKQxyat8WtXzAPDT/RFlqamuBusWTUfHB8OlywaGkjixqdZ2Hm5tiaZubrOe99MZN1RZc3rL8cZBv9x/U+zYz6Yj23Qp5VLjFynlb4QQy0d7gBCiEUB8ZMIbwfAkeYVlnaOllEaXt0sA/DWLbcrJaMnoTjdnnHLUOADAYZEg1i06AwEBBAMa1m99B6uf34kJ9RHcM3cq7n56B7r6BrFmQTMA2LoVnT+lCT//ypkIaiKnD9Np209qrMNbXX1Zd48jIspFMKjhlKPGYcOSmYiPfDU8lEjispUvoLGuBssvPRWTjhyL/QNxxJM6Vj/7N1x82gTT2FrOY5JXNzU5PU9NUMOCn71cEfuqVJJJiYNxPZXDa5wXj22owbpFZ0ATgC6BwyIBvNnVn7GroKYJTD5qHB67fnbJJ4v58MsNeaWI/WxKlu0TQtwmhJgkhDhOCPFtAN0ZHnM0gP8SQmwH8AqGc3qfFEL8qxDikpF1lo2UM/szgGUAFmb7JrI1WneP0boLdfYN4so1L+GzP3gOb3b24Yo1L2L18ztT6928cTuWnn3iqM+3ub0T837yEoQYbnmY7YfotO2dfYPsHkdERWVMCOb95CUMJXQsWjc8Br3W0YtF617B/J++jNqaIG54+DXMbT7WNraW85jkVZcop+d5t3ugYvZVqXTHhpTn8wMxHZ/9wXM499+ew2d/8Bw+jCVddxU02hUfUz82p3O4H/ilk18pYj+bK71XALgDwGMjv/9xZJkjKeV2AKcrlv9L2v9/C8C3stiOvI2WjK5KfDeS3OXI/wPA+Eho1G5tbp7Py213uqmE3eOIqJCMsSegCeUYZCx3+nu5jkle3dSUTSexct1XpeJ4/rXU1tUEPD1P+51fbsgrRey7nvSOlCf7qievWmJGMrq17Eg4GIBI6sq/GUnuxt96Y3Hleka3NrfP59W2GzeVOG1P+jZRdfFbCTKqLMbYk9Slcgwyljv9vVzHpNHOI148j6qTWLnuq1IxbmSznX8tV2d1CU/P037nVewWajsKGfsZP1EhxI9G/vuEEOJx648nW1Fko3X3MG7OSP9ba0sUTXU1pr+1Pvs27pk71bTePXOnovXZt10/n5fb3lRXY1ve2hLFprYO23skIvKKMcZt3PYeVs6bZhqDVs6bho3b3sOKOVOxcdt7trGwnMckr7pEOT3PcQ1jK2ZflUpDJIxVlphb1RLF2BrNtKwmKDw9T/udXzr5lSL23TSniEop24QQZ6n+LqV8zpMtyUKhO7IZ1RYSSR1By12c8Xhy+G+6RCigIagJHIwnEQpoCIcEDg7pWT2fl9uu6kbT1T+EhC4R1ASa6moQCo3+ryWnyhVlquTJVn5oTlHuV3rZnKLw8o1TY1xM6hIBTUAIQEogFBSIJySEAACBxtoweg8myvomoHReVcwZ7Q52XdeR0CWSujSdP0p0933JP6xsY/XgwQS6Y4fOgw2RMMLhgLLDoPU8rWnCFxUOCsHreYmKmxh1W73B+HyymJsoPyg3JcuMWrwBAC9KKQfcvFm/M5LRVYJBTdmZRdcl/rav33SnobVig+oOQ6fn83rb05dbq0a4abWYy2OIqLqpxkWnijKVVoEgfczN5454pzG9PhJSjsmTm+qU+7yS9q0XdF3inZ4B5X6y7m9NE6bztF8qHBSCrsuCH5tu959T7Kcv83Juks3aCwH8SQixVQhxtxDiYiFEfVavVuZUdxqqKjb4wWhVKLx8DNH/z965x0lRXnn/d6pv0zMDzjDM4IVB0CguMRiYARE2xuiG1dUka0BNdEAhEZBVs3lz0d2Nb/Kum32DxvVd4wKDMSKoWYnoxtWN0Q+JycYrDBqTJSKiIiDKAAPMpelbPe8fPdXU5anu6u6q7uqe8/18+gNTXfXUU1WnTz311Dnnx4xsCqko4ycf6TZeZMTn8skj6dwWSynXxC8VDrygHMfm5j7cHJsUksi2EACI6GQA8wH8G4CTC2mj2rHLNDRXbPADdtUccmWjFrMNwzAjGzu/mLLxJ37xkW7jRUa8rU+2qUpQq+e2WEq5Jn6pcOAF5Tg2N/fh5tjE8UwvEXURUTeAx5ARmbgXwKcK3mMVYydBaK7Y4AfsJEJzZaMWsw3DMCMbO78YtPEnfvGRbuOFRK2tT5bI69byuS2WUq5JLUsOl+PY3NyHm2OTvIls2RWJDgDYCWA1gF8LId4reG8uUUggu9Okr6a6IHoHEzmDpGUxKndfeQ7++b/ezBnTWyrFJCzIlOD+4dIpIAJCijzpzi5uprUxDFIIQYUQS+RO2PCLtOEwFQ+84kS20uFENu8p1E6137mqZmZaDgwkjPLqCzrRdkIY/bE03j0wiHs27fDUR1YKvb+LhgP46Egc16/fgtbGCG6+6AxMGtuA+kgAYxsiRUnF2/nkk06IoD+eRiotEEukcGAggVNb6jGxpcHrc1vxC1fo/f/ND49iyfrj52/Ngg6cdeLovOepWmN6nSSGNUdDjmN6nSa3y2zbyT70xQHsEu6LjOmVXiTHg14AIKKPAzgfwJ8DOAPAdiHEAscNuIRToy9EsndVVwd+pJPslZ1QVRV47+Agdh0cyup4t4+JYlQkCEVRPBnglfLD04yVIHBoMGm4Kdkl4OkzOgWA7z+9LXtO9NvIJI59mLhScc/Eg97S4UGv9xQ6kNj+UT/ufm47rp09CQ+++C6Wf+Zj6BtMGvziHc+8mfUP3V0dOKmpDk3R2sl+l/nmtYtmYCiRBgG44eGtOe87c6e04eaLzswpy6yqAnsPDyGeElAIIALSqsB1D2zObrNi3lQ8+OK7+PpnJ5fD11b84hViq/F4Cu8fiWHPoVjWNsePiWLCCVFEIvkjM302iZMXmU2uWzwT8ZQqHQflqzTidLCZa6yVax/JZBpv7h/ADbr2V3V14Ky2RunAt8BqE6UNeoloNIA5AD6NTFjDWGSqOVzrqAEXcWr0vf1xXL7yBUvh4w1Lz8OV3S9Zlt922RQsXd9jWE+fzWnX3hPL59hWgigVN/b5weFYzuOVtWe3X/02svMl24+X5ycPFfdOPOgtHR70ek8hdqr5htsum4Lbn9qW/TefP62gH/AEOx/5wHUzsGjt5rz3ne4FHdLzpj9P5n3YbaNdgzKc46qy1b19Q7hqzcuW8/Xoklk4pbneqy5WDJlNPnDdDNz28z8WdV+2Gzu4NTby+PoUV7JMx+90n3uFEHtK7ZHXlCrZaw6SrkRguxv7zHe8svacJO2Zz5fdfmoh8J9hmAyab9Ck2PNJsmt/15ofsPORdnLLZv9od97058m8j1znuhbPcak4lSGuFWQ2WR8OFH1fdppAVuw4pRLXx3EUsBBiqhBiuRDiEdmAl4h+5G7XSscukNouKNos2WsOkq5EYLsb+8x3vLL2nCTtmc+X3X5qIfCfYZgMmm/QpNi1f/XI/EOt+QE7H6nJLZuXm/2j3XnTnyfzPnKd61o8x6Vil/BnliGuFWQ2OZRIF31fdppAVuw4pRLXx820/DkutuUKhUj2rjJJ9sokCCsh3efGPmVSyDLJ5Hz71W8jkziWnVeWzmSY2kLzDRt7dmPFvKnZf/W/+5EggS7zkZocs/l8yPzjxp7deWWZzfuQbaNdg1o8x6Uytl4uQzy2vjbPk8wmT22pL/q+LBs7uDk2amuMSK+Pl/LPBSWy5WyIaKsQYrorjeXBjeoN5qDosfUhHBhKIpVWUTccQJ1Mq6gLK0gkBRLDmYuVkNF0I5jenCFZH1EwFLdKJuvXqwsqICIkh88RhMCxlIqgQhhbH8bRRJqrN+SBY3pLh2N6vaeU6g0pNZNkpYqM9DARsn9r8sNVLmduQe/niAgBAhRFyVYBSqVVBIYr3qQFLN8nTfcTVVWRFoAQAqFgRt4+mcosU4WAotuHvuKDft8sQyy/VyYSaYsMcV1d7coLyKotCCHyVkiww0l1BcC5nLDZRhOJVOY3M9x+a0MYwaBVJroI2y45prcqkUnc5ZLgA5DNQmxtjODbF0/Gtx57Q5K5WL6EjFySyU6wkwmVlQ6RZVKe0dKAHQcHbTIsrVKOtZSswjCMFdnvXOY/ylxZoCwUUhVIX+XGrlqDbLt/u3oajiVVfONnv5f6bPaxVmTX5afXn4vDsZSj6gC1gGxss27xTAwl0kVJ+DodOwBWn+Ck8pSqCuw8aJWJjgQVLPzJq55UgXLz0btqvFkueTz9d8suOD074NXWq0ZZXqdygPsH4lnnoK13w0M9OBhLSJdX23lgGMY7ZP7jlo1vYF5He83ItwKFyS4ve6gH8zraAQDzOtotUqp22x0aTGYHvPp1a+UceoHsusRTYkTdu2TnYNfBoaIlfL2WcbZbZ9fBIc9s382Z3n91sS1PyZdpqH1nlylbbbK8TjMrc2VSjqQMWIZhCsfOT9RaZYFiqwLlup+4mXE/UpFdF4Uwou5dhVRvcDKO8VrG2W6d+nAg53alkHeml4j+k4ietPto6wkh1rrSozKQK9NQ/51dpmy1yfI6zazMlUk5kjJgGYYpHDs/UWuVBYqtCpTrfuJmxv1IRXZdVIERde8qpHqDk3GM1zLOdusMJdI5tyuFvIlsRPTpXN8LIX6TY9s6AL8FEEFmVvkxIcR3TetEAKwD0AHgIICr8kkcFxLILpN5BGAbawIgq7rWVB/CCdEQfvCLPxmU2k5qilgkfHORL5nOnNRQyHqhYcONJdOO5ZM1SWIA2cDxI/E0CAJ9saRBvaZ9TBRjGkLYezhuGxdlluJMqQLJlPPzYz5HxbYhoeKejRPZSocT2bynEJVLmX9NqyrSqkAyLQyyw9Ue02tO2EurAqGAgpSq4u39gzjphAgaIiFk3DAhkVLx7oFB/OIP+3DJJ07CpLENUIVAIpVGfSSIRErF7kMxjB0VQVP0+HZpVcWX73sld0zvgk60NIYRS6YRVAiRoAIByitlbD4WL5KDyomdrZrV61QBjI4GcCSWsiiyndoUxZG4NRHbzziVF953NGY4Bw0RJaPIqpNi7l7QgTNbGy3jDSftRYKEU5rqLedLKkO8fwDXr9eNsxZ0YNwJdYgljq/zft+QQeX21DH1AMGNmN7SZYgLhYgIQIMQYoCIQsgIW3xNCPGybp3lAKYKIZYR0ZcAXC6EuCpXu7mM3jy4s5N5BORZhXaye031QSTTwiIBme9i2AVzf2xsA7bvH8juZ+6UNtx00ZmGgaVsPW3AqZdMNssDywLU9c67dyBhaa/n3QPYtm8AC2dPNHx395Xn4J//603MnNiEBbMnIW3K4NQfnyzxz4mxutGGDRX3YjzoLR0e9HqPEzu186/3bHoL186ehFs2GhN+R0eDODKUxIGBBE5tqcfElgbfDyz0mOWW9ce3qqsDT72+B+dPHocHX3zX8L3Ml6+YNxW/3f4RLjvnFIM8sfZQcPNFZ2J8cx0G42moAvjwyDHUhRREw0EEA4RoKID+Y0nDvWflNdOx9b2D6Jw0NqeUsf5YXJCIr/gFtLNV2b37kevPxdFYyrBs7aIZSKaEcTDmYqKUF9hdP3PCl13S2uhoEDv3D2YHlqe1NWDoWNpyDsztPb78PHx0NGGZ8Jrc2oBwOJi7fws6UV8XwDu6/Y4fE8Vjm99H93+/l000PGK6Pqu7OjC5zTogd+v+7/g9PRGdQUSPEdFRAJp8AAAgAElEQVQ2InpH++TaRmQYGP4zNPwxj7K/AODB4f8/BuCi4cFywZiDou0SBw4OJrKZhqc016N1VCR7QvcPxKVB37GEirc+Gsg6HXN7TvukT17Q72deR7sl4F62nhaIryVH7OmL4VuPvYFlF5yeM0BdO96UKqTtXTjlJFx//mmW776+4fdYdsHp6P7v9/ClNS+jPhzEKc312czXfIl/TgLQ3WiDYRhvsfOv8zraswM+4LjP/NO+fnzu3hewaO1mLPzJq1X3G9aOV3Z8NzzUg/mdE7KJevrvZb78lo1vYH7nhOyAV79cO49DCRVEhC/f9zKu6H4Jn7v3BfzFv/wGXT9+Bam0arn3LH94Ky6ccpLtPU52LLXsV2X3ykTKer/bfSiWHexpy/x+LpwmfNklre3cP4hFazfjqjUvY9HazXhn/6D0HJjbS9gkAvY6sa/1W/COab+LHtiM+Z0TsuvEJddn2XD7svGZGxQSnPoAgFUAUgA+g0xIwvp8GxFRgIheB7AfwHNCiFdMq5wCYDcACCFSAI4AaJG0s4SIthDRlt7eXum+nEo25gqItktGCChUVHt2gdrmpA/bJIccySGyv/MFqNu1J4Swlc90KldczPlxqw0/4cRWGabSFGqndv61VmWIzXLLerR7guz7fOubl2vrp9Kqveyrjd9WhXy5U1n5arkmTmxVdu5kiWzVmCToNOHL7tiKXS/tMIm9kIS0gG4Aa5to6GGxgEIGvVEhxCZkQiJ2CSG+B+DCfBsJIdJCiE8CGA9gJhGdbVpFNoS3xFwIIdYIITqFEJ2tra3SfTmVbMwVEG2XjJBWRVHt2QVqm5M+bJMcciSHyP7OF6Bu1x4R2cpnOpUrLub8uNWGn3BiqwxTaQq1Uzv/WqsyxGa5ZT3aPUH2fb71zcu19YMBxV721cZvKyRf7lRWvlquiRNblZ07WSJbNSYJOk34sju2YtcLOExiLyQhLa0bMNsmGnpYLKCQlo8RkQJgBxHdSESXA2hzurEQ4jCA5wFcbPpqD4B2ACCiIIATABwqoF9ZnEg25pPGk8nurbxmOu777TtFtZdLClnf1sae3RY5Ptl6WkyNXuLTLA+cS8LPTvbvV9v24b7fvoOV10w3fFeIXPHq53fizvlW+c18UoRutMEwjLfY+VeZDLHZR1Xjb9gst2w+Pk1u2Py9nVTwY1vet/hXbXvNb9vJvrY2hKX3pV9t2+fonuSGnL3fkZ27cJAs97vxYzLxptV0Luyu36kt9YZlp7bUS+2nfUzU0Tkwtyc7f6uG7TFv/xZ0Yrxpv9rvRvs7EiRHMsdu4jiRjYhmAPgTgCYAtyMzOL1Dn5Qm2aYVQFIIcZiIogCeBbBCCPGUbp2/AfAJXSLbF4UQV+bqSyHVG/SykEGb6gZmzBLF9WEFg3H7ahDFVm8wy/uNrQ/jYCxpkA8MBpWcksmhoAIFwLFUZptIkHAsqVr6qklbxhJpNNYFMHAsbdlvKq2iIRJAPCUybQcUhEOUt1JFrsoLxWQWc/UGd+FENt9TNXaar3pDWs2ESdnJlPsFp5UMtPUIAvGUCqKM1LImDRwNK4glrMsjQQWJtIAQIisVnBZAOEBIpAVUIUDIvN4VJplmvb8P6Ko0mCWO7ao32PncWq/eAFjv3W2NkUzytjcyt2XFqcRyIEAW2WAhhKNzAFgT/J3KOMv6l06rhr5olaL066iqsFwzlyTLS5MhFkJsBoDh2d6bhRD9DjY7CcCDRBRAZlZ5gxDiKSL6RwBbhBBPArgfwHoiehuZGd4vOe2TDL0UXrEZq8GggpObjFPuTfXH/1+oBKSdFLJe3i9XpQl9f2THdOf8qXhi615cPv2UbBKYrD19lQeZ7LLtOWoo/Pjs+upUwpBhGP8h+522NITdqgxQFgr1S9rx2VVx0FfSWXnNdNz7qx3Zv4s5D8GgghNH1xV0Tp3e82rdx5rv3RlZXqvM7eRxo6ruXJivXzyewo6Dg5bKCuNGh3HVmpezy9Ytnol4SnV8DvTLUikVbx8cdCRhLLMvRQnglOZ6w7LWcNC0DlnGW15SSPWGTiL6A4A3APyBiH5PRB25thFCvCGEmCaEmCqEOFsI8Y/Dy//38IAXQohjQogrhBAfE0LMFELkrAhRCH7OWC2k0kSu7fb0Zao3XH/+aYaqB7L29FUeZLLLufbrxjH66fwzDOMO1fY7L7S/+ao46CvpLH94q+HvYs9Dsee02q6F19Ty+TgwlJBWVkikhGHZroNDRZ8Du2pW1SzjXIgM8U8ALBdC/DcAENGfI1PRYaoXHXMDP2esFltpwu6YzJnB+TKq9W17dY78fP4ZhnGHavudF9rffFUc7Crp5GvXzT6Wul2tUsvnw66ihz5RDCitWoVtNREPqyt4TSGBE/3agBcAhBC/A+AkxKFi+DljtdhKE3bHZM4MzpdRrbXt5Tny8/lnGMYdqu13Xmh/81VxsKukk69dN/tY6na1Si2fD7uKHgFT+Esp1Spsq4l4WF3BawpJZLsbQD2AnyJTUuwqAH0ANgKAEGKrR320UEjShV9jzVRVZOWO68MBCAAnN9VlVVMUIpx4Qh0UgiUZwXxMq7s60NIYwmA8jd3Dcovm9iJBBeNOqMOxRDqTUBEkRAIKQkEFHx2N20oylxLsL1Nw+s6lUxBQqBxymYDPky7KBSey+Z6qtlM/+1kZTvqrV7BUBRBPqfjwaEYl7cZHXrON6V11zXQcS6poqg+iLhSEKjIJPEGFoChKNhnNnKws66NZUteJ/GsoqGDgWCqnhGuJ/rXiF7QQW60228yF+bqNCgWw+2jMIrE8piGEN3YfzS77WFsDkimBXYd0Ur8OFRJTKRXvHRrMjiuGEmm0j4ni1OZ6i2KalpCmt21FIWniayUlswsZ9P46x9dCCJG3Zq9bFGr0fszSlP0YNQfa25/IKcWrP6aUKvD9p7ehtz+Bv/+rs/D1Db93lMi26prpWP/SLrz4zkGsWzwTjXVBQ7UEwEGCm8Pj1G4eBwYTBv1vj+UygSpz0F7Bg17fU/V26lc/a0eu/uaSH+5e0IGxDWHEU5lMcyKBN/cNoKk+hKb6ENKqwM82v49LzzkFy01yw7/d/hEu++R4Q+KRXVKQTFJXtq6dvxw3OoJYwv7YSvCvFb+ohdpqtdmmDNl1W7doJmKptOGe2r2gA9FgAAsfeNW4XjKNpQ7sTrrfD/sNcsXrFs1EPG1KjFvQiVCQDDLZZrnnXMn65ZTMdjxHLYT4TI5P2Qa8hWInN1xpZAH2WlJEPile7ZiICNf8+BU8u20/ll1wenbAC+RPZLvh4a24/vzTsKcvhoU/eRUEMpwjtxIAtL4qipL9ceZqr5YTDximVvGrn7UjV39zJa4tXd8DRVEwoaUBoYCCK1Zn5FUvX/liVqZ+fueE7IBX2y4rQ+wwKchpApGdv0yryHlsI8m/VpttypBdt12Hhiz31KXre7Dr0JB1vSKT0Q4OJixyxbsOSRLj1m/B7kMxwzKz3HMpyfpu2mgh1RvGEdH9RPSL4b+nENFXXOnFCMQuwL4pGnKc1KYPMncqhalPZNNifwpJmCs2AcBpe7WceMAwjP/Jl7im+SK7ZGQ7uWG75bKkIKcJRMUm5Tldn/EHsutWquSwk2Q0N/dbarK+WzZaSDTyWgC/BHDy8N9vAfhbV3oxArELsD8cSzpOatMHmTuVwtQnsmlZnoUkzBWbAOC0vVpOPGAYxv/kS1zTfJFdMrKd3LDdcllSkNMEomKT8pyuz/gD2XUrVXLYSTKam/stNVnfLRstZNA7VgixAYAKAEKIFAB+PBxGVQV6++PY2zeE3v44VDV3rLRMtk+T7lz9/E50d03HA9fNwKNLZuGB62Zg3aKZ2VhbbV+qEHj4q+di7pQ2i3yvTApTLym8alhaWYuX8Vq20ml7I0Euk2EYf5JKqUilVaz/ykyMqQ/jrivOMfii7q4OBJSMD5bJMq+8ZrpUbnjVNdORSKlYu2iGwa+vXTQD9WHFct+wkyM2y7MW6i/Zv/oPJ2OHloYw1i2eabCdj7U1SG3k1DEmaeIxcmni1oawo/2a7eXUlnqsWzTTND6ZYZE6bjdJHcvGJJUYAxSSyPY8gHkAnhNCTCeiWchICn/alZ4UgB+Sg/QUE3htrt6gZVkGFQWBALD/aMKSxHBmawOCwYBlX91dHRjTEEJAyTzDJIfliePJNN7OU71BUZRyVFEoqD2u3uAunMjme9hOfYAseWztohkIBRSkVYFdB4dwz6YdFkVLzVcRUVZmWPs3nlLx3oFB3LNpB1pHhS2JPKu7OnCPrvqD/r4hk9S1q/RQiL8cSdUb/I7TsYM0kW3xTEDAWJVhTD1CQcre97VKDe1N0ayEdTCgoLUhbFCEzbVf2TjlSCxlseMzxjbgYCxpsNdqr94wHcCPAJwN4I8AWgHMF0K8UWhPSsVvRt/bH8flK18wxKGMb47iieVzbKUOc22TSKWzMoL67x5dMgvhYMDRvuzav+2yKVi6vidv/2oEdtDgQW8VwHbqAz44HMOV3S9ZfOYD183AorWbC/LvgNUHdy/owO1PbbP1yU7brTBsqy7idOwgW++B62bgtp//0bLt7V84G4vWbi64vVL3++iSWRbJ4QojtdVCFNlOB3AJgHZkZnzPLXD7mqWYwOtc29gpraRUAZSYECZTZGMYhhnp2CWP2SWgFaqO5lTRjf3yyKGUBG+nCWWlJIsVst9UnpBOv1BITO9tQoijAJoB/AWANQBWedKrKqOYwOtc29gprQSHRR1KCQY3K7IxDMMw9sljdglohaqjOVV0Y788cijlfu40oayUZLFC9husklJwhQx6tTN5KYDVQoifA+DodxQXeJ1rm9aGMFaZAr5XDQeel5IQpk9k4+QFhmGY48iSx1Z1deCxLe9jxbypBfl3wOqDN/bslvr1jT27C2qXqR1KuZ+f2lIv3fbUlvqi2nO8X0li3CpJkqVfKSSm9ykAe5GZ5e0AEAPwqhDiHO+6J8ePMT3FJGlFwwGkVJFVQtMHeY+KKuiPqUipGRnLsfVhRCLBvG2Y1Xf08pRBhaQqPX6DE9nchWN6fQ/baZnI51u05DGCgCoAAUDRJagJIUpKyDkhEsgkFA379daGMI7E07bKcOVQEitwP2yrLqPZXD5p6mQynUlsHLadtsYIAgHFcu1kcsClJEDK1kunVUtfQqHi3lB4aOclx/ReCeBiAD8UQhwmopMAfMuNntUCmupLLnJlagLHZX9bGyM5ZYi1feXL/JT2qcGrM+AOtaSVzjCMf3DiW4JBBSeOrsu5XiE+SuaDTwkbb7utYettuFx+kP1tZVFVgR29A3nPfyqlYvv+Aakstd6+nLYHOBuz2K2nKAFXktYqYX+FyBAPCSEeF0LsGP57nxDiWU96VaPkktfTf5dPhthJe9VKLR4TwzCVx6lvybdeOXxUufwg+9vK4vT8lypL7dfrWYn+cvWFMpIvY1L7zi9yfZWgFo+JKR+FhnKMgNAJZhi3pNDL4aPK5QfZ31YWp+ffK1nqSlOJ/haSyMaUSK6MSf13fpHrqwS1eEwMw1Qet6TQy+GjyuUH2d9WFqfn3ytZ6kpTif56OuglonYi+jUR/YmI/oeIviZZ5wIiOkJErw9//reXfSqUXBKBbkgPdy/ogKqqCCjIygy2jYpg3eKZmDulLbteMRmYqZSKDw7HsOvgID44HEMqZXwqLPR4ywHLZDIMUyhOpVzz+RZVFQgoGSEJu/X07Uxrb8ID183AQ185FwLCsl+tXwf6j2Fv35BjX2zX14ACV30z+9vKYnf+m+qChnv32PqQIynh5mhI2l5zNOTovi77HZWyrNjj99L+HFdvKKrxTLLbSUKIrUQ0CkAPgL8WQmzTrXMBgG8KIS5z2m65sjedJp6VIj08piGE7z25TSpR2b2gA2MbwkVJBcskNbXAd1kmZ77jLWdSA1dvcJeRVL2hSsMb2E5LoBC/lcu3aO3c/dx2LP/Mx9A3mDRIuU5saTCseziWwL7Dx7BU52NlCW//sXU3Lj3nFCx/eKtjX2zuayioYOBYCgt/8qrrvpmrN1QW8/lvqgtKk9bObG3AgaFkXinhM1obDZVFmqMhR8ltdlLH8ZSad9l9CzsRCSpF2We5qzd4Oui17Izo5wDuFUI8p1t2AXw66M0l1QfANenh2y6bAgBSicpiJSntJDU3LD0PJzdFpdsUI6fsc9hBo/oHvV7Cg94MfrDTYnHLb2nt3HbZFEe+ON9+te/tZIxz+WKvjtEF2FY9xum9uxQpYafrySSHS5E/LjNSWy1bTC8RTQQwDcArkq/PI6LfE9EviOjjNtsvIaItRLSlt7fXw54eJ1eQtZvSw03RkOPkNac4DXx30j+/BsH7lUrYKsMUSq3YqVt+S2vHrURi7Xs7GeNcvtiub/n6VKvUiq06we2kNbclh0uRP/YDZRn0ElEjgI0A/nZYyljPVgCnDotc/AjAf8jaEEKsEUJ0CiE6W1tbve3wME4Tz8zfFdre4VjScfKaU5wGvjvpn1+D4P1KJWyVYQqlVuzULb+lteNWIrH2vZ2McS5fbNe3fH2qVWrFVp3gdtKa25LDpcgf+wHPB71EFEJmwPuwEOJx8/dCiKNCiIHh//8XgBARjfW6X07IFWTtlvSwJg28sWe3JVC9lIBumaTm6jxSgZzUwDBMteGW39La2diz25HscL79at8/tuV9rLxmekG+2KtjZPyP03t3KVLCpUgdlyJ/7Ae8TmQjAA8COCSE+FubdU4E8JEQQhDRTACPITPza9uxcsb0aBKBWvC4XtKvmABss5RgY10AA8eOB5w7kbZ0o+92lEv6skxUvON+iD/jmF57OKY3gx/stBTs/FY+f6b/nogQICAtYJEdLjSR2Pw9QSCeUpFWhWNfXOi+ygTbqsvIZIiFEI5kfkuREna6HoCil1V47FCyDHExzAGwAMAfiOj14WV/D2ACAAghVgOYD+AGIkoBiAH4Uq4BbznJJ+nnVMZPI5eUoOYA3Qz6DgYVx4kSGoUeE8MwTKWR+a18VR1k36+YNxUPvvguvv7ZyY4yz/P5Szf9Kfvm2sOuylJ9OOCoEkIpUsKFrFfKMr/haXiDEOJ3QggSQkwVQnxy+PNfQojVwwNeCCHuFUJ8XAhxjhBilhDiRS/7VAhuS+Q5lRJkGIZhSqMYOeFbNr6BeR3tvpZuZWoHuzHBroNDVSMlXG2wIlsO3M6YLaaiAsMwDFM4xcoJa9Ub/Jh5ztQWdmOCaqmEUI3woDcHbmfMFlNRgWEYhimcYuWEteoNfsw8Z2oLuzFBtVRCqEa8jun1FYUmAmjZjGY1EgGBvX1DBQdra1mZ5vidQrJ4C8EniQ8Mw9QofvYxLQ1hrFs806CAeWpLvaW6giymVy/5my8Bzm/HzeTHL9evrTGCtYtmYPehWNZG28dEoRBhfHPUENMrq4QgS4IrNEFypDFiBr3FSOwqCmHyuFF4YvkcJFJpRMMBfHQ0joUrXyxKClJRCCdEg1i7aCYUAlQBRILkyY/NL5LCDMPUJtXgY+IpNasepfVPw+zfteoN/3T5JzBwLIXP3/uC4wQ4vx03Y4+frp+iEJIpYbTRBZ04o60ha5d2g3K7JLh88tYjnbLKELtFMSVL3JBxLLWNckpJ+ki2spJU/A7kRXkdLkHmHlyyLEOlfKqXFNs/p/LCfj1uj6lKW9Xjp+tXSl+cyhWPYCorQ1xp3EhKK7WNckpJjnTZSoZhvMXvPqbY/hWbAOeX42Zy46frV0pfODG+OEbMoNeNpLRS2yinlORIl61kGMZb/O5jiu1fsQlwfjluJjd+un6l9IUT44tjxJwdN2QcS22jnFKSLFvJMIyX+N3HFNs/p/LCfj1uJjd+un6l9MWpXDFjZMTE9ALuZGyW2oYbfbDL2DS37bascRVS8YPlmF5/wzG9GSrpU72k2P7ly4qXyRcrilKyDGwVUPFOu+FT/XQ9NFtLpdWCJaqdbjtCqzxURIbYV7gh41hqG6Vub5exObmtEW8fGPRFRirDMCMDv0vjFtO/fPLzWrstDWFHVQD8VC2AyeAXu3Via7kIBpW8SWtc5cHIyDviKieXlLGbkskMwzAjEafy826vx4w8ymEbucYMIxEe9FYZthmbqvBNRirDMEy14jSj3u31mJFHOWyDqzwY4UFvlWGbsamQbzJSGYZhqhWnGfVur8eMPMphG1zlwcjIPOoqJlfGpl8yUhmGYaoVpxn1bq/HjDzKYRtc5cHIiKreUCvYZWz6KSPVJ1T84Ll6g7/h6g0ZRrpPNePUl7q9XhVQ8U7Xmq2WwzZKqRBRxXD1hlrBLmPTLxmpDMMw1YxTX+r2eszIoxy24aTKw0iBB70MU2F45pZhGIZhvKfm57cZhmEYhmEYxtNBLxG1E9GviehPRPQ/RPQ1yTpERPcQ0dtE9AYRTfeyT6WiqgK9/XHs7RtCb38cqlp9MdEMwzAjEfbfjN9gmywvXoc3pAB8QwixlYhGAeghoueEENt061wC4Izhz7kAVg3/6ztYWYdhGKY6Yf/N+A22yfLj6UyvEGKfEGLr8P/7AfwJwCmm1b4AYJ3I8DKAJiI6yct+FQsr6zAMw1Qn7L8Zv8E2WX7KFtNLRBMBTAPwiumrUwDs1v29B9aBMYhoCRFtIaItvb29XnUzJ6yswzjBD7bKMPkYaXbK/rt6qVVbZZssP2UZ9BJRI4CNAP5WCHHU/LVkE0tQixBijRCiUwjR2dra6kU388LKOowT/GCrDJOPkWan7L+rl1q1VbbJ8uP5oJeIQsgMeB8WQjwuWWUPgHbd3+MBfOB1v4qBlXUYhmGqE/bfjN9gmyw/niayEREBuB/An4QQ/2Kz2pMAbiSif0cmge2IEGKfl/0qFkUhTB43Ck8sn1MLyjoMM+LxukayTxTfGLD/ZvwH22T58bp6wxwACwD8gYheH1729wAmAIAQYjWA/wLwVwDeBjAEYJHHfSoJVtZhGIapTth/M36DbbK8eDroFUL8Dnm0uoUQAsDfeNkPhmEYhmEYZmTDimwMwzAMwzBMzcODXoZhGIZhGKbm4UEvwzAMwzAMU/PwoJdhGIZhGIapeSiTR1ZdEFEvgF2V7ocPGAvgQKU74QPszsMBIcTF5e6MHoe2WivXsRaOoxLHUC126gV+txm/9w8obx/9aKvVcI2cwMfhLlJbrcpBL5OBiLYIITor3Y9KU+3nodr7r1ELx1ELx1BN+P18+71/QHX00Utq5fj5OMoDhzcwDMMwDMMwNQ8PehmGYRiGYZiahwe91c2aSnfAJ1T7eaj2/mvUwnHUwjFUE34/337vH1AdffSSWjl+Po4ywDG9DMMwDMMwTM3DM70MwzAMwzBMzcODXoZhGIZhGKbm4UEvwzAMwzAMU/PwoJdhGIZhGIapeXjQyzAMwzAMw9Q8POhlGIZhGIZhah4e9DIMwzAMwzA1Dw96GYZhGIZhmJqHB70MwzAMwzBMzcODXoZhGIZhGKbm4UEvwzAMwzAMU/PwoJdhGIZhGIapeXjQyzAMwzAMw9Q8POhlGIZhGIZhah4e9DIMwzAMwzA1T1UOei+++GIBgD/8yfepOGyr/HHwqThsp/xx+Kk4bKv8cfiRUpWD3gMHDlS6CwzjCLZVphpgO2WqBbZVphSqctDLMAzDMAzDMIXAg16GYRiGYRim5vHFoJeIJhPR67rPUSL620r3i2EYhmEYhqkNgpXuAAAIIbYD+CQAEFEAwF4AT1S0UwzDMAzDMEzN4IuZXhMXAdgphNhV6Y4wDMMwDMMwtYEvZnpNfAnATyvdCaZyqKrAwcEEEqk0wsEAWhrCUBSqdLdqBj6/TLFMvPVpx+u+94NLPewJwzC1QLnvR74a9BJRGMDnAfyd5LslAJYAwIQJE8rcM6ZcqKrA9o/6cf26LdjTF8P45ijuW9iJyeNGVc3AzM+2Wgvnl3EHP9spw+hhW61NKnE/8lt4wyUAtgohPjJ/IYRYI4ToFEJ0tra2VqBrTDk4OJjI/gAAYE9fDNev24KDg4kK98w5frbVWji/jDv42U4ZRg/bam1SifuR3wa9XwaHNoxoEql09gegsacvhkQqXaEe1RZ8fhmGYRg/UIn7kW/CG4ioHsBnASytdF+YyhEOBjB3ShvmdbSjKRrC4VgSG3t2IxwMVLprNUE4GMD45qjB0YxvjkrPby3E/tbCMTAMw/gdJ77WvE4oqDi+H7mFbwa9QoghAC2V7gdTWZrqgrjpojNxw0M92RifVV0daKrzjalWNS0NYdy3sNMSQ9XSEDasVwuxv7VwDAzDMH7Hia+VrbNu8UxH9yM3ISGEZ417RWdnp9iyZUulu8G4iP4J8Ko1L1ue/DYsPQ8nN0ULbbbiIxs/2qqTJ/Le/jguX/mC5To8sXwOWkdFCm6vEhRyDBWm4ifLqZ1y9YYRT9XYKlM+7Hzt48tng0BIpNIgIlzZ/ZJlnSdvnIO0Ci/uH9JGePqMqTj6J8B1i2dKY3xSabVCvas9FIXyDvqcxlr5eTaV45cZhmG8x87XDsXT6Lr/Fezpi+GxZedJ14kl0jilub5sffVbIhszAtFncKZVgfHNxhnd8c1RBANsquVEi/3VI4u18nM1CKfHwDAMwxSPna9998Bg9t5wcDDhC3/MIwmm4uifEu/77TtYec307I9jfHMUq7s60Nboq9fRNY8W+6u/DrJYKz/Ppjo9BoZhGKZ4ZL62u6sD92zakV1n9fM7sWLe1Ir7Yw5vYCqOvqLAhp49AIC1i2YiFCCEAgraGiMIBvn5rJwoCmHyuFF4YvmcnLFWhVSDKDdOj4FhGIYpHpmvDShA70A8u85ruw/jwRffxYal50EIUTF/zCMJpuKYnxJffOcgkmkV7c31OLkpahjwqqpAb38ce/uG0Nsfh6pWXyJmtaDF/p7SXI/WURGpc+LZVIZhGMbM6EjIcm/4+mcn48TRdTnvKSskzaQAACAASURBVF7DM71MxXE6I+fnpKmRip9nU9leGIZhvMfO157R2ui7ewPP9DKe4nRm1smsop+TpkYKsuvp5NpVArYXhmGY0nByD7fztX2xpO/uDTzTy3iG2zNtfk6aGglU28wp2wvDMEzxOPX51eRreaaX8Qy3Z9q4BFVlqbaZU7YXhmGY4nHq86vJ1/Kgl/EMt5/+OGmqslTT0zzA9sIwDFMKTn1+NflaDm9gPMPtclZ+TpoaCfi5PJkMtheGYZjicerzq8nX8kwv4yr6oHcBgXWLZ2af/uZOacMjXz0XiVQ6Z1JbrsB5vyZN1SLm69ActZaguW9hJ5qjobKXkXMzQZJhGIaxYjeDK/P5xfpap77crXKlPNPLuIZd0PuTN85BMqXiwGACV//4lZwB8dWWLFWrOC1B0xwNYUfvQFmvF9sIwzCM98hmcN30+U59uZs+3xczvUTURESPEdGbRPQnIjqv0n2qBcot5HBwMIG7n9uO2y6bgkeXzMJtl03B3c9tR1oFFEXB0vU9eQPiqy1ZqlZxWoKmL5Z0fL1k9liMjbKNMAzDVIZDMff8r1Nf7qbP98tM778CeEYIMZ+IwgDqK92haqcSs2GqquLa2ZNwy8Y3svtcMW8qVFVFShWOAuKrLVmqVnF6HZyuZ2ePkaCChT95tSAbZRthGIbxHpnffugr57rmf92+zzih4jO9RDQawPkA7gcAIURCCHG4sr2qftx4Mio01ialiuyAV9vnLRvfQFo4L2lSTaVPahm3r5fdW4BdB4cKtlG2EYZhGO+RjSPePTDo2P/mG0OEgwHMndKG7gUdeHTJLHQv6MDcKW2WtohIuk+iwifwKj7oBXAagF4ADxDRa0T0YyJqMK9EREuIaAsRbent7S1/L6uMUp+MtCe8y1e+gDkrfo3LV76A7R/1W4xWv97+/rh0n0IIxyVNqqn0iR21YKtOr0NzNITVXR2G9VZ3daA5GjKsp70FuP2pbbhqzcu4/altuHb2JIxtNLbnxEZrwUb8QC3YKTMyYFutDLJxxD2bdqDb5PNl/tfJGKI5GsLNF51puC/cfNGZlvtHgIAV86Ya9rli3lQEinhpTUJ4n2mdswNEnQBeBjBHCPEKEf0rgKNCiNvstuns7BRbtmwpWx+rkd7+OC5f+YKl1MgTy+egpSGMg4MJaWkRVRXZ765a87J0+9ZREel+uhd0YGPPbszraEdTNITDsSQ29uzG9y+fitZREUPbuUqaOF3PARXPaqq0rZZyLp1s29sfx9O/34MLp5wEIQSICL/atg+XnjPeYCcfHI7hyu6XLPa0dtFM/MW//MawzGxjbh+XD6l4x53a6cRbn3bc5ns/uLSULjH+pGpslcmNU/8uG0c8eeMcpFUUvO3cKW343ufPhhAC4WAAAgJfXPmio3HGPzzxhu3YwgaprfohpncPgD1CiFeG/34MwK0V7E9NoM2GmWMom6Mh21hfANnv7rrinIJjbTZt+wg3XngGlj+8Ndu2ftZPK2mSD6frMbkpNa7byXUgCEyf2IKr73s5u4+V10wHwfgwLYQ8pjsUoGwdyEJmbNlGGIZhisPpvUF7k7fsoR7DPX10JIRgMHeggHmWeFp7E66dPSk7+VFIfHBLQxhf/+xkS3+LebtX8UGvEOJDItpNRJOFENsBXARgW6X7Ve3YFYu2i/V9YvkcAMB/bN2NB66bgXBQwQPXzcA9m3bgtd2ZEGvt1UJvfzz7ZKcvXn3RlHHZAa/W9rKHehzN3DHuk+tau3U94inVcs2XP7wVjy6ZZVjPrsh5YySAR5fMQkoVCCqEtkaupcswDOMlTu8NfbEk7tn0Fm67bEp2hvWeTW/lm2EFcDxeV5udHdMQxp2/fFMaH+xE/OKM1kZsWHoekmkVoYBS9L2i4oPeYW4C8PBw5YZ3ACyqcH9qAtlsWK5Y30hQwaXnnIJFazdnn6bunD8VdzyzHb0Dcdw5fypufOQ19A7Es0+F+hnlpmiIs+p9RDmqHNhV5UibYr9lMwZrF83AviNxyyzCWeNG5Z1FYBiGYYqjkKoJz27bj2e37Tcs/+7n8t9DtHhdvX9fMW8qevsT2Ym0X/xhH1Z1deAG0z3AmhMiXKsN7Is7ixDidSFEpxBiqhDir4UQfZXuU62SK/NdNmv3rcfewI+unobbv3A27nhmO17bfdiQZa+fUR7fHOWseh9RjioHoYAi3UcwYHQt+hkDrXpDQKGsQwSOvxnYPxB3rX8MwzCMkXJUU+qLJS3+/ZaNb2DZBadn17nkEyfhR6b7wj2b3kJfLGloqxbr9DJFkisYPZVSsX8gjmRaRTioIECEWDKNf18yC+tffBfd//2eITZmd9+Q7azdorWbLcu1p0JtRllVhTSOmLPqK0OuuO7e/njeJDC9/ehfJ+ntrbUhLI35am0IG/ahqqplxuBX3/i01N5SadVR/xiGYRgjThLU7O4NdtWUirmnJ1JptDZGDKERm7Z9hDPHNeLRJbMwlEjjzHGN0pnkf75c4IPDsey9R7XJCSnmrSUPequYXMHoqirw5kf9hsGIPlRhVVcHrj//dAjQ8fjc4Vk7c3xNyGa5LO5GFkfMA5bKUIqEZCqlWuxndVcHTogG8eX7TFLSbZlYq1RaRTCgoLUhjLcPDBr2odVf1Ds3VUBqVwLIZv2yxDDDMIwznCaoFXKvjgQV3P6Fs1EfDmAokQmDdEI0HMC3L56Mbz2Wqd0/d0obbrzwDCy4/9Wc94Wln5qIfUfjhpCHh796rqMxiBN8Ed7AFEeuKf/9A3HDq4XWxgiOJVXcecVU3HbZFPxo01uIp1RDe+EQ4c75xlp4d86fiqBC6F6Qvy4fcHzWV5Op5YFKZTFfD6eywWb70UIP4ilh2XYwmQKAbL0G2T6Wru/Bdy6dYrChSJCkNX6///Q2V15jMUw5mXjr0wV9GMZtCgkDcHKvPjiYwKOv7sL45ihaR0UwvjmKR1/d5cgfp1SRHfACwLyOdkv4pOy+sGD2pOyAV1vv+09vc1Qb2Ak801vF5ApG1ycYTWtvwjf/crJVHlgIXL7yheyT4LGEijue2W54HXHHM9tx6yVn4f7fvYNHvnouAsMVG3gGtzpxmsCQTKvS9cyXfPZpLdjdd8zwVG5XhiagkGVm4aTRwjBLHCBYXnVxMiTDMEx+3E5eJghLcrusJKWMZMp4D7FLdDffF4YSKct6z27bj//z+Y+78haZB71VjLkM1LT2Jtx80RlIi0z5J+21wbILTpfKAz9y/SxDqZJwMIDegTiWru/J7mN8cxSHY0n09iews3cQp7dZxPKYKsKudJj5NZFdSItZiXrJp0/HdQ+8arCtlCqk2xJZq4koCuHkpuOJEr39cUOZG60IOSdDMgzD5Mapf3eK05KUMojIUrLMHMowvjmKaDiAtO6lczQkPwYBd2qzc3hDFaOXY53W3oRvXzwZt/38jzj/judx1ZqXcdNFZ2LulDbbJ6wjwxmS2pOgTN51xbyp2LTtI3zzL4+3bSdJzPgfpxK+bY0RaehBJEiGZaEAWWxLCBUrr5luWG/lNdMRdqAZ6VSWkmEYhjHitkS705KUMsIBwo0XnpH15YvWbs6OSbS+rVs8Ex8djRukig8OJLB20QzLvaet0Z3a8jzTW8WYg9H1ssF7+mK44aEePLpkFgTkCUMfHI5l/x8OBgztxZJp7Nw/gB/+crt0pthtkQOmPNglMACwVEw4a9woQ+iBVr1Bv20yrVpsi0jBvb8yhsnc+6sd+N7nz85blUFW5oYFThiGYfLjdjK53Ru/YEDJ68sTaWGZJdbGJN/93MezMsQLdTLEe/piuH79Fjx+w2zLvcet2u086K1ytGD0vTblxgBgXGPEUgBaq+RgfhLUlx8bjKfQOxBn0YkawyxakivjVx96oKHfNpVSLSXLggpJy9D8w6WqQYJSllVcDkENhmGYWsVNiXbtjZ+5ik9aze/L7aTnAeCU5noAsB23JNNqdh234UFvjZArlqd3MJEtAN0UDSEcJDTVh/H/vvRJi5yfvsZfS2MYT944B7FE2tU4IcZflCJXHAwqOLO1wSAlXB+Wzw680zuYdx9ux6QxDMMwxREMKpY3fvVhBZf96AWLL3/yxjlIq8jO/kbD+X05Ednmf3gFx/TWCLlieZLpjDDA0vU9+MEv3sRQQsWC+1/Fp+98Hld2v4QdvQNQVZGd8dPia7648kV8dDSOcaPqXI0TYvxFKbOrqZSKt3oHcdWal/HpOzOx5HsPx/HT68812Et3Vwfu2bQj7z7cjkljGIZhiicYVHByUxQTWhpwclMUg3Hr/aK1MYJ9h48ZYnM/OhrHusUzc/rycICKzv8o+ng8a5kpK7liefRxObnicwHYzvix6ETtUsrsql093w1LzzPYS0ABek3ywixwwjAMU13I7hc3X3QGlpruA9ev24LHl8/O6csTaYF7f7VDmv/hFZ4MeoloNoCJ+vaFEOu82FetkkymsX8gjpQqUBdUQETDcsIZVa2+WNJiSLJYzd7+OFQh8PBXz8X3n96WNz6X4ylHHi0NYaxbNBO7Dg1lVXdOHVOPprqgQQpSlkyQTKsWqcnVz+9EangbjdGRkGM5Szdj0hiGYUY6MmliAHnlimXbNkdDWLd4JnYdPH6/mNTaII/NTeWOzRVCSPM/vvs54ZkUveuDXiJaD+B0AK8D0EZLAgAPeh2STKbx5v4B3PBQD1obIwYpPy2Q/J5Nb+HZbfttg8hlyUndXR1oqg/JpYaDCgjy+JpQUHEkbchUJ+m0iqFkGrf9/I/HbWVBB3b1DeG6BzYb7O6scaMMA99oKGCxzzvnT0U4qFikhBsjgaLkLBmGYZjisEtUjgQVLPzJqznv6dJtF3QiFCTD/cJOJjiUx8eHgvb14L2SovfirtMJYI4QYrkQ4qbhz835NiKi94joD0T0OhFt8aBfvkebmd0/cFx3etkFpxuk/LTXx9/6y7Pw6JJZuO2yKbj7ue0WWcCDgwnc/VymbJS23r9ueguhgGIrNWwXTxlUyLG0IeM+ml3s7RvKzNwXUB85lVLxweEYdh0cxAeHY0iZpKcBeYjC0vU92H0oZrG7/aYQBQAW+/zWY2/gwyPHLPby9v5BLFq7OVuzceFPXmUbYhiG8RC7ROVdB4csyw4Mxg33mgODceu267fgwEDCMLZ45OX3LLG5d195DoJ5BqlBhaTjEdn9w617hRfhDX8EcCKAfUVs+xkhxAGX+1MV6J+o1i2emb3guYQlrlrz8nFJYVU1tafi2tmTLNLDaVUuNXzv1dPQFAUiQcUyGxdLcBmpSpGrnFi+p95USsWbH/Vbys2YZ2vtCpDXhwOWZam00c7s5IrjpsG1XXtsQ4xfmXjr05XuAsOUjF2iclN9yLJsKJ5G1/2vZO8XdpLyraMi+ObPfm8YW7SOChvGDqGggqRkkkVPLJGWjkduveQsyz7dule4Nuglov9EJoxhFIBtRPQqgOy0kBDi827tq1bQx8oQEe5+bntW7USb8j8cS0qn/7WnntbGCBIpFcdSKnr749nYl7SAVHr40SWzpFLD4WAABwcT2dcd+u82LD2Py0hViFLKieVKMtPX3w0q8rCWoYTRyWhFyfXYlZyRbStbxjbEMAzjHXY+elSdcdA7vjmKdw8Yy0q+e2BQuu37plniWza+gXWLZyKRVlGPABJpFSt//XbehLRwMCAdj3h5r3AzvOGHAO4C8D0Afw3gn4f/1j75EACeJaIeIlpi/pKIlhDRFiLa0tvb616vK4S5PNiV3S/h2tmTMK29Cff99p3sq4LVz++0TP+vmDcVq5/fiWntTVl54E/faZQHVm0KQwvAtiSU3RNhgCCVpGVpWDlu2mop5cTsZmHNs7WtDWGsklzf9jFRw7JVXR1oNSWeyUrOrLpmumXb1V0dOLWlnkuR+Yha86lM7cK2WjwKASvmWccQ0ZCSt6zkH/cclt4bZOUniWCQj7929iTkqzxmF1Lp5b3CtZleIcRvAICIVgghbtF/R0QrAPwmTxNzhBAfEFEbgOeI6E0hxG917a8BsAYAOjs7nQc1+hTZDN4tG9/AbZdNyT71rF00E6EAoS6o4LFl5yGRUhFQCOtefBfLLjgdp7c2YPehGFobI9jTF8vOAj66ZBYIculhAmxLQtmVrkqqArFEGj/44icQCig4HEvink1v4fuXT+Usewlu2mop5cTsZnADprCII/G0QbxEu75fu+hMPHDdDAQUQloVeGzL+zjx/I+hNXR834m0wNO/32tZ75rzJlrau2P+VKmsMVMZas2nMrUL26pzzNUWVAE8+OK7Bn/84Ivv4nufPztvWclLpp6Mn23eZfDvsWRaWn7yvQPW2d8NS8/L2Ve7EpUAPCtb6UVM72cB3GJadolkmQEhxAfD/+4noicAzATw21zbVDN2M3jaBX/xnYNY9OeTMHFMI3b0DmQHyEs/NRGXfXK8QVJ4xbyp+OEvt+O13Yezg9/7f5eZLda0r7X1FLIvCaU9denjR++cPxU3PfIaegfiWDFvKn7wizfx2u7DAIDvfo7jMb1Gdk2cPvVGgorFBlZeM91SNSGRSlvKxkxrb4IqBBat3WywH3PseICA8yePs6w3FE8ZXllNa2/C3r5j2VqOXAGEYRjGXWQ5IGsXzcBX/vw0fMMUg0sQlhKn5ntNfVix+Pd7r56G7q4Ogy/v7urAd/7jj4a+7OmLQYj8zyd24xGvJtTcjOm9AcByAKcR0Ru6r0YBeCHPtg0AFCFE//D/5wL4R7f65kfsZvBOborihVs+k326Mc8IT5/Ykh3wAtYZ4vHNURyOJbMDmAeum4FDgwnD050dikI4o7URG5aeh2RaRTItsOY3O7ODXPN+iAh7+4ZYQMBDShFrECDpLOxXz/+YYT27YuM3DA+WAVNMuK5+ol3s+LrFM9G9oCM7szCmPmxbvJxALETBMAyTA1mtXbOvlL1Bvu6Bzeju6rDcB04be5qlFq75XpNIpS3+/cZHXsPGZcWJD/kBN2d6HwHwCwD/F8CtuuX9QohDebYdB+CJYb3lIIBHhBDPuNg332E3g3fi6DqjYolpRtiumkNTNGSY9QWAZ7ftx5LzT89WeZDFZOpRVWGYVdba27F/IDuLrO1ndVcHvvfkH3PWCmbcoVixhpaGMP56ervhKV02SyyzxYlj66V2llaFoX7iQ1+VZ/cqCuH2p7YZqkZoYTj69czZwmxHDMMwRpxW8YlL3iC3NkYgAMN9YFVXB1Kqiiu6X7K0p7/XvH9wUOrf4ykVE1qOJ0PLZon9mrPhZkzvEQBHiOhvzN8RUUgIkcyx7TsAznGrL9WA0xk88yycXTWHk5uiuP0LZ2fDHLTlbaPr8KtvfNo2JlNPvjjj8c3RbDUHbcCrree0ogBTPpzamGy9ZFqVx4QTGbN7e+XZve/2GrOAlz3Ug9u/cDYWrd1sXM+ULcx2xDAMY8RpFR9ZLs/NF51hqeJzw7A/ztdewGFeSDXJx3sR07sVQDuAPmSuQROAfUS0H8D1QoieXBuPJJzM4Jln4Tb27Mbqrg5D7dV/u3o6jiVTGNMQzr5i0GZpv/bT17KDYABYOHuSVFawL5bEUCKVcxb5voWdOOmEKPYdiVlkA92so8e4h9NZYvN6B/qPSeOBjyVThu3u2bQD3Qs6sHS9Lr5rQQe+84Q1vmvCcEZudrbhmun43z//H8t6bEcMwzDHyVXFRx+ioBBw79XT0DeYzNbL/VibXCLYSd30tsYIVnV1GHKIVnV1oK3Rek+pFvl4Lwa9zwB4QgjxSwAgorkALgawAcBKAOd6sM+aRfYE1RwN4YnlcxBLppBKC/zgF3/Cs9v2Y+6UNqxbPBPBACGoKPjek380DHjHN1slhedOacPNF52JZQ/14LbLpkif6sY3R/HE8jl5qzz4MX6HKQ4VkMYDzzq91bBe66iwVNCkdZTxtdb45ih6++OGDOJjSbVq4sAYhmEqhd091xxutmHpLCRTqkEieOU10zF3SpthosppLdxQKICz2hrx6JJZSKkCQYXQ1hhByOZtcTXgxaC3UwixTPtDCPEsEf2zEOJ/EZH/HwNMOAkeL7YNuxlX83rmJ6hUSkUyrUIhwsKfvJL9ITy7bT+27evHhiWzEAwQbr3kz7BtX79hBk6owvCaZF5He3bWePXzO7Fi3lSDips2u6s/5lIqCjCFU4oNFrttUCH8xZQTLXFg4UAmOVIb4E4a25CNydUY3xzFI18912B79y3sRGMkgNiwow0HFJx4QkRqR83RkCXBwo+vyRiGYcqB7J7bvaAD//T0NkOIwvuHYlmlNG3Z8oe34mGTP155zXQ01YcMvvzUlnqp7w2FAjilub6Sh+8qXgx6DxHRLQD+ffjvqwD0EVEAmQmkqqEUCdh8bZzR2mhJGssUfX4rZ3KYXlr2rivOkb622N0Xwzd+9nvct7ATT944B7FEGmlV4J+e3oav/Plptolxr+0+jB/+MiMJ+GcnjkI0HHQcA8oDE28oxQZL2TaZUhEyzeCObQzh/YMxwyzC+q/MlNqgopDl7cSO3gHDttrvQLZeKb85hmGYWkJ2z1VV1RJmSIDUHwvA4MtPqA9h4FjK4I/XLZ45Inyvm4psGlcDGA/gPwD8HMCE4WUBAFd6sD/PsAse1ySAi2mjtTGCD48cw94jMXx45Bhah2NjtGSfeR3tOfell5bVktr0aCXL9vTFcPdz23EsqSItBHb2DqK3P2HZ5nAsiblT2tC9oAOPLpmFb8w9E2Pqw5lfTw602edTmuvROopFBrzCzgYPxxLo7Y9jb98QevvjUFVrPUS7bQ8MxvNumxbAjY+8hkVrN+OqNS9j0drNGIyr2VqPWntpFVIbNFvD0XhS2pe+WNJgR30x+XqF/OYYhmFqHSIy3Lu7F3RAQO6P3+0dNPjyd/YPYsl6Y3LbroNDI8L3uj7TK4Q4AOAmm6/fdnt/XlKKBKysDU02WB8+YBaWaNJJ+8r2pZeWlYUjaO1Na2/CtbMn4UpdSZIV86bi56/tNWyz9b2DuOmiMw2B6nfOn4qv/fR19A7Ea/JJr5qQ2WBrYwT7DucXerCzXydlwoRExrr/WNKyLJZISW1QIRhizbptSpaZ7duN3xzDMEwtIXtr172gA9/8y8lYvNYoRGFOdF/d1YHbTMIR9eGAxc/KltWi73V90EtEZwL4JoCJ+vaFEBe6vS+vcSNhS9/GsgtOlxbyNwtL5NpXKKBk29PCEW7/wtk4vbUBHx2NI55K49ZLzsKYhjDu/OWbln2tXzwTew/HcPeVn8S4E+oQVCg7MNbW+9Zjx/vEJaQqi51whEzowXyd7OzXSZkw2baHhzJvBeZ1tBuS0WQSl7dd9nHDPpbalCwz2zcnSTIMwxiRvbVbur4Hd1/5SYPvveOZN3H9p043LBsdDVoShocSaYuflS2rRd/rRXjDzwC8BuA7AL6l+1QdWvC49rqgmIQtfRv5hCVWd3VgY8/unPtqa4xgdVdHtk+9A3G0jorgxFERRMMB3Pr4H7KvMK6dPQnT2psM+9rfH8etj/8B0XAAJ4+uk87o6Weca/FJr5qQ2eCksfISNObrJNu2u6sD92zaUdS2Z53UiJsuOhO3P7UNV615Gbc/tQ3RcAA3XXiGYdm1sydhMJ607GPS2Ia8vyU3fnMMwzC1hN0bv7qQYvG9dSEFS9f34Ko1L2Pp+h7cu+ltrNKNGcY3RzF+TBRrFhiXndpSPyJ8rxeJbCkhxCoP2i07biRsmdvIVRKsORrC9y+fiu9+zn5fwaCCs8aNwoal5yGVVhEMKGhrzMRCmgtQ62eRtX1p8b7LHurBE8vn2M6saTPOtfikV03IbFBAOHoil23rVC7STrDCLIG97KEe/PCKcywzvV+eeaplH/WRQFFCGZwkyTDMSKYQqfi1i2Yatn3xnYO45a8mG8qOja3PVGUw+1kANe97vRj0/icRLQfwBIDs3dWBFLEvcaPgstaGWapv7pQ2fOfSKdn1hBBIplWkVAFKq1BVIS1t1tIQxslNxmB1u1hIzZD18b7ad4lUGiedELWUQrlz/lTc8cz2mn3SqzbMNliI5KPTbe3KhOm33WUjSXniCXWGUmS3XvxnAB1XBtL2MbbBWcJjtRQ5ZxiGKQctDWGsWzwTuw4OGcpFyvxxMEAG37u6qwOjwyGoagoY9u+hUMDWz9a67/Vi0Hvt8L/6kAYB4DQP9lVV6GexVFXFgcEErv5xJqFo6acm4rJPjjcklK3u6sDktka8fWAwbxkRuxnbk5ui+O23P4Od+wcsEsXhYMAysxYKKggqhHuvnlazT3rVTimzoXZiJ05K1YR18eQa45ujCBAZSt9odlvrMwYMwzDlIm4Snfjp9bOk/rguqBjeBLc2hB2NIUYKXlRvmOR2m7WE9nTV2x/PSrcCwPzOCbjzl28aXhPfs+ktfPdzH8+WNtvTF7NNPLITjDhxdB0AYDCeMkgU62cGpU98DWU4GUzRlDIbat62tz8uLVXz5I1zkFaRHbjWhQl3zp+Kbz32huGtwIdHjllCHjYsPc/yNoJhGIYx4kRASJbI9uGRY/i3q6fhkE5yeExDCAoRTjyhLrutnX8fqQnqXlRvqAfwvwBMEEIsIaIzAEwWQjzl9r6qGXM4Ql1IwbWzJ1lKP6lC4Laf/9FS2syceJRv9o/jJBk7nJZF6+7qwBNb95qyhbfj1kvOMmy7py+GVLqqdGgYhmHKjlMBIZmPrgspGEqkDbO/d11xDtKq0fdyGUgjXlRveABAAsDs4b/3APinfBsRUYCIXiOimh4cp1IqPjgcsxSRFiBpOTMiwm2XTcGDL76LZRecDgCYO6UNRIS9fUM4NBjH/v5j2Ns3hIODCbQ0hKWCESwmUb2oqrCISciWFbutQmQpaC4ri7b0oR5c8omTDJnBvQNxqYZ7gO2LYRgmJ04FsLTwRT3RcNAiFvSNn/0e5luBbNuRnKDuua4qeQAAIABJREFURUzv6UKIq4joywAghIgRkZM74NcA/AnAaA/65Av0EsKtjRHDq+IBSeH/PX0x9A0lcftT27Bi3lSMrgti7pQ23HzRmbiy+yW0Nkbw7YsnG143j+RYnVrEbiYgElSw8Cev5rzusm3XLZ6JeEo1LFu7aAbuuuKcrAPVytfI7FErO6YvkJ5Mq4ZlK+ZNRZDtj2EYJidOZ2GboyGL6ERQIem2qjCOeu1CH0dqgroXg94EEUWRSV4DEZ0OXRUHGUQ0HsClAL6PTGhE1eEkLkcvIbynL4Y7nskIS7SPiUIISIPSPzgcy876PrpkFr73+bOzYhK3XTYlO+AFOFanFrGbCbj9C2fnve6ybXcdHMq+DtOWXffAZqy8ZjoeuG4GAgohrQoEFJLaYySoWEqg3TpcGk9fsuz7l08t1yliGIapSojkfjYUUAzVdAQE7tn0lsHPfnj0mHRbhchSiYfDG4/jxaD3uwCeAdBORA8DmAPgujzb/D8A3wYwym4FIloCYAkATJgwwZWOuoXTuBy9hDAAvLb7MBat3YxHl8zC/b97B6u6OgzVG8wlxgCjPKyd2MVIjdXxC27aqt1MQH04YFnmRNLXTmpyVF0IC3TSxLLZX01e2FwC7eufncyzCFWIn30qw+ipVVsNECwy7vdePQ29A8cT3cc3R/HQV8/Fs9v249lt+7PbTmtvwqprpmdr9Wo+mkwS8NpYhCfCMnhRveE5ItoKYBYAAvA1IcQBu/WJ6DIA+4UQPUR0QY521wBYAwCdnZ3yAMYKYTcbZ555C9mUfGobFcG8jnY89fqebKmRnb2DlhJjRGRo43AsOSJkA6sNN23VrhSdLI42Gg4YnvAVySyCndTkeyZp4use2GyRuJTN4LKYRPXiZ5/KMHpq1VYVRbHIuB9Lqlj567cNy1TVKkjUOxDHsaRq8dHfvvjP+O1vDlxLZCOi6doHwKkA9gH4AMCE4WV2zAHweSJ6D8C/A7iQiB5yq1/lwGlcTmtD2CIHuPKa6Vj1/E4sXd+D7v9+D0IIRIIKwkHFUGJsxbypCJBRpnX18ztx5/ypNS8bOJKxk+U9taXesGzd4pn46Ggcl698AXNW/BqXr3wBg4kU7rriHMN6zQ0hdJvkJ1fbSBOPHRUxSFx+/bOTcwpgcJIkwzCMc1oawvj6Zycb/Gx7cxTXzp5kWBYKEFbMM97r77riHDQ3hAzr3XTRmVjzm52GffDbXyNuzvTeleM7AeBC6RdC/B2AvwOA4Znebwohulzsl+fYzcaZZ1wPH0vhR6a4nHt/tQPzOtqxoWePYRvz0582y2aeWYuGA3h8+WwkUyrPstUgdjOpACzSxAtXvph3tnblr9/GD+ZNNW4rhFSauM4Uv8u2xTAM4x52cu/mSk5v7x/ET1/dZfDl9//uHfzfL37CIC9cH1Hw4jsHDfvgt79GXBv0CiE+42Q9IvqsEOI5t/brB5xmRyZSafT2G0uR9PYn0BQNWbbJFSfJMq0jCydykXv7htDaGDE4xdXP70TrqAi+vuF1gx01RY2D11RKtWQGr+7qQGtjBMGgF1UNGYZhGBkBguXN8T2bduCf/vpsQ930+xZ2ork+YqnYw5UacuNFIls+VgCQDnqFEM8DeL6cnXEDp3GN0XDAUmLszvlTMbGlHk8sn8NiEkzR2NnWqGggrx0FgwrOGjfKIF3ZxgNehmEYT5ElwXcv6MDcKW2GpLXegThOaqrL68s5xyI/lRj01uTZdzL7mlKFpcTYtx57AxuWzIJiGl/wbC5TCHa29fjy2WhzYEfBoOJINthJaT6GYRgmP7Ik+KXre/DIV8/Ftn39Od/QAfb+mMcO9lRi0FszmZeFkkyp0oS33cNKKiwswRSLnW0lU+7JATstzccwTH4m3vp0Qeu/94NLPeoJUynskuADCuWdrWV/XBz8/rJAnMq/yrCTAzwcy6ix3f3cdnx49FhRbTPVRym2ZKYQqcli9+tUMpNhGIbJTy6/na8iDvvj4qjEoPe9CuzTFbQnK31ZqO0f9TseNMjKT62YNxWrn9+Jae1NuHb2JFzZ/VJRbTPVRam2ZMautJk5gaGU/TotzccwDMPkp6kuaCljuqqrA011+V/Csz8uDtfCG4joi7m+F0I8PvxvzvX8jFMRCjv0QeaxZBo79w9kBSi6F3RYypRwUenapVRbMuM0gaGU/TotzccwDMPkp3cwYSlj+qNNb+F7nz87b44F++PicDOm93M5vhMAHndxXxXBjScrLchcVQUG46lsfdSWhjA/tY0gvHhKd5LAUMp+nZbmYxiGYfKTTKsWeWEA+M6l+XMx2B8Xh5t1ehe51Zaf0GdHEhHmTmnDvI727FPZxp7dRT1ZmWfmSCIZy09ttUupT+myrF0AeSsrlLJfLofDMAzjHqGAIh1TBAP5I0/ZHxeHJ9UbiOhSAB8HUKctE0L8oxf78hJzduTST03ETRediRtMRfybo6Gi2tfPzHFR6ZFFKU/pdlm7kaCChT95NWcmb6mzA1wOh2EYxh3G1ocsY4pVXR0YW+9sTMH+uHBcH/QS0WoA9QA+A+DHAOYDeNXt/ZQDc/zj9IktWeMEMq+Flz3U40rcLT+1jSxKud52cbm3f+HsvLG6bGcMwzD+4MBQ0jKmuOGhHmxYeh5ODleiomzt48VZnS2EmEpEbwgh/g8R3YUqjec1xz82RUOext3yU9vIotjrbReXWx8OWJbJbJPtjGEYpvIk0/L66qm0e/XVGSNelCzTruAQEZ0MIAlgkgf78RxzDb3DsaTjWqgM4xV2tR2HEmnLMrZNhmEYfxIKKFJf7iSmlykOL87sU0TUBOBOAFuRqcv77x7sx3PMtU839uzGalNNPY67ZcqNXU3eU1vq2TYZhmGqhLbGiGVMsbqrA22N/CbOK7wIb7hDCBEHsJGInkImme2YB/vxHFn8Y3M0xPGQTEWxi8sFwLbJMAxTJQSDCs4aNwoblp6HVFpFMKCgrTGCYJBner3Ci0HvSwCmA8Dw4DdORFu1ZTKIqA7AbwFEhvv0mBDiux70rWBk8Y/6igv5SkQxjBfYxeWal7GNMgzD+JdgULEIUbDf9g43FdlOBHAKgCgRTQOgXaHRyFRzyEUcwIVCiAEiCgH4HRH9Qgjxslv9cxu7slHmElEMUynYRhmGYaoL9tve4uYc+l8C+CGA8QD+BcBdw5+vA/j7XBuKDAPDf4aGP8LFvrmOXdmog4OJCveMYTKwjTIMw1QX7Le9xU1FtgcBPEhE84QQGwvdnogCAHoAfAzAvwkhXjF9vwTAEgCYMGGCCz0uDS9kZJnawC+2yjbK5MIvdsow+RhJtsp+21u8iJZ+gYjuJ6JfAAARTSGi/8/evYfHVZ334v++e24aSQbJskTA8gWoY+pyDFjyDZqWQ1JKCjn8iJ0LQXZsEl9wadImJeSclqYtbR8ISfoLpPgWsLFNEogdEkouJSEBciAQW5C4icHcHRsTJMuS0WU8t73OH6M9ntmXmT2aGc2eme/nefRIM7P3njWz11qztGe96/1Evp2UUkml1IVIXSleJCLnmx7fopTqVkp1t7e3l6HYhXFaNopLRJFX6irrKOXilXpKlE891VX22+VVjkHvNgD/BeCs8dsvAfhrtzsrpYYAPA7gipKXrISclo3iElHkFayjRETVhf12eZVj9YZpSqkHReR/A4BSKiEiOa/Li0g7gLhSakhEwgDeB+D2MpStZJjOlbyOdZSIqLqw3y6vcgx6R0WkDeOBaCKyBMCJPPucidR8YB9SV58fVEo9UoaylRTTuZLXsY5Spcz+/PcL2v6N264sU0mIqgv77fIpx6D3MwAeBnCOiDwFoB3A8lw7KKX2A7ioDGUhIiIiIirLoPcAgIcAjAEYBvBdpOb1EhERERFVRDkC2XYAOA/AvwG4C8AcADvL8DxERERERK6U40rvXKXUBRm3fyYivy7D8xARERERuVKOK73PjwevAQBEZDGAp8rwPERERERErpTjSu9iACtF5Hfjt2cCeEFE/hupjMPzy/CcRERERESOyjHo9XRSCSIiIiKqPyUf9CqlDpX6mERERPWM6x4TFa8cc3qJiIiIiDyFg14iIiIiqnkc9BIRERFRzeOgl4iIiIhqHge9RERERFTzOOglIiIioppX8UGviMwQkZ+JyAsi8lsR+XSly0REREREtaUcySkKlQDwWaXUcyIyBUCviPxYKXWg0gUjIiIiotpQ8UGvUuotAG+N/z0sIi8AmA6gYoNeXVcYGI0hlkgi6PehrSkITZMJb0dE7pWyXbGNEtU3fp5TpooPejOJyGwAFwF41uaxtQDWAsDMmTPLVgZdVzj49jDW7NiHI4MRdLaGsXVlN+aeMSWrAbjdjurPZNXVWlTKdsU2mhvrKVWLidZVfp6TmSilKl0GAICINAN4AsC/KqW+k2vb7u5utW/fvrKUo384imvufgpHBiPp+zpbw3howyVonxIqeDuqqIr3VuWsq7WolO2qitpo1dTTQlPhFqLcaXPLWXYvKtP7WTV1FeDneZ2zrasVD2QDABEJANgD4P58A95yiyWSWRUfAI4MRhBLJCe0HRG5V8p2xTZKVN/4eU5mFR/0iogAuAfAC0qpr1S6PEG/D52t4az7OlvDCPp9E9qOiNwrZbtiGyWqb/w8J7OKD3oBXAJgBYDLRORX4z9/UanCtDUFsXVld7oBGHN72pqCE9oOABIJHUeHIjg0MIqjQxEkErrtc+u6Qv9wFG8OjqF/OApd98bUE6JyMdf51nDAdbvKx6mNtoYDbGdEdcBtH+DU77CvqD0VD2RTSv1feGCekEHTBHPPmIKHNlySN4oz5Ndw69XnozHow1gsiZDf+j9EIqHjxbeHsX5Xb3qC/KaeLpx3xhT4M7bnRHqqN051vjnky9uu3LJro78bHMPKe3/JdkZUB9z2AeZ+pznkw8v9I/xMrjFeuNLrCZlXnAYjUSSSOhK6QjypZ/13F48n8ebgGA4PjiEc9KGtOXUFKpbUcdsPX8DAaCzruH0j0fSAF0jNE1q/qxd9I9Gs7QZGY+nGZWy3Zsc+y/GIvMbuGwo39w1F7Ov8709EEUumvg2JJXU88MtD+P07Jwu+2jIwGsNtP3wh61i3/fAFHBoYYzsjqgMDozH89s1BzDmjGe86vQFzzmjGb98ctO0DzP3O709EbfunoUiMV3+rWMWv9HpB5hWn9uYQPnfFXNy0e7/lyqxSCi/2jeCGXb22292+bD50PXvqQjyp206QTySzt+NEeqpGdldrd1y/CNGEbrlCEvJrWVdXNvd0ob05lFXv25tDaAhouPWRAzgyGMHl8zpw42Vz8OHNvyj4aouu6/j4xWfj5j3ZbfS0huxuj+2MqDYFfAqz20/DR7c8k+4DNvZ0oa0puw8w9zudrWFsvG6Bbf/01tBJrMv45pZXf6tL3Q56MxeiFpH0B/QtV81LD2SBVCXvH45iSoMffk1ww3hlN293ZDCCm/fsx7fWLkHfOycBpAa8fk2w7j2zsWB2G1rCAQxF4tjTexh+X/ZFdmMivXnJFE6kJy+z+4bi0MAYvvnLQ7jlqnnpOv/vPz6IaxfNytpu3a5e3Hr1+Vi9fW/6eJ967xw88us3sW3VQvg0gd+n4WNbn7FcbbFbSigeT6JvJIqEruDXBAGflh7wGvvevGc/tq9elLWfUzsrZrF6LnRPNPkSCR19I1HEkzoCPg1QCnc99lJWX3TXYy/hCx/4I2xe0ZW+7/RwAHf99OXs7X76Mj713jmW/mmd6Ztbp/6IvKkuB73mq1O71y9NV+KWcCD990UzWvC3fz43/cHptJ3hyGAEIyfjGByLZ10B3tjThbseewmPHuhL357WGMjatzUcwKaeLsvc39Zw9nZEXmL3DcW05qDrK6xnT2tK/7PX2RrGH57ZjLbmIFZv32tpc5n7ma/MxuPJ9Lcwme3HfKXmyGAEAZ9kPaddoFwxc+w5P59o8tnFzzy4boltX6RpyLqq+8Ba++1mtzVm9RVnT2viN7JVruYHvXZXXAZGY/juc4ezriZdPq8Djx7ow1AkjsvndWBZ1wyc296EYyMx3LF8PjQRnB4OpB9raw5i26qFuPOxl/H84SEAqStGjaEAPrkj+z/BG3b14par5uHRA31obw7h2HAUpzX40RhMpq8ADUbiuNP0H+mdj72Ef71mPv+DJM8wt6eAX0u3ifRVk8YAbrj/OcsV1m+sWZx1dWVP72FMCfvw4Lql6SszAmBDxr4DozHbb0A0ERwdipy6ogOkB7zGc663uZLc2RpGwKflDVR1mmP/8I2XIKljQvvyahBR+fSNRC2foboC7nv69az77nv6dXzhA3+UdZ+mie23Qg+sXZLVVygofiNb5Wp60Ot0xeWM04K48oLp6atJxtVXAHjswNu48bI56Q/eztYw7lg+H7f98EUsmt2Cv3rvu7OuJt2xfD6++KOD6B+J4vZl85HU7efwtoQDlivHmVeAYokkHj3Qh0cP9GXt+4UP8D9I8ga79vTt9UssbcLuCmt7cwjvRBJZV1e2r16IvhMxrNm5z3HfTY+/ituXzc9qM1/+0AUYjSWwatup9rvzE4ts293sadlXam5fNh8+Qd7Bp90VbLfz+Tg/n2jyCZTlau23Ha70imRf6XX6Viipq6y+QtcVtq7stowpJrKkIlVGTa/e4HTFJRLTs64mGVdjv/CBP8Kn3jfH8thNu/dj/aXnYsHsNsvVpJt278dXPnwBbrlqHu57+nUkksp2keuhSBzrLz3X8t+kETnOxbHJ6+za02hUt73C+qn3zsna91PvnWNZxeTw8Uh6wOu07/OHh3Df06/jW2uX4IG1S3DLVfOgiaQHvMZ+bxwbs20/AHDLVfPS+9739OvQtPzdnl17dJrPZ175gW2ZaPLpCpbP16TNfTfv2Y+kjrx9VmdrGD7TtziZS5o+dfP/xEMbLuG0pSpT01d6Y4kkLj6nDWv+5Jx05T0RiSGhK9srMYnxpUecrtQ6PdY3HMWtjxzAHcvnY+uTr+GO5fNt5/R+4o/PQXtzKOtrlU2Pv4pYIokzTw/zP0hyrRKBUnZXMDWxbxOzTXN1Z09rtGzXGPS5ujp705/PhSB1dbatOYSGgFj2u/Oxly1z4jf2dMGvSdYVncwF53O9d8ai9pnt0e18Prt92ZZpss3+/PcL2v6N264sU0kmR9Lmcz3htHqSaZUluz5rY08XOpqt3whpmnCaUhWr6UFvU8iHnqWzsqYx3LF8Pg4fH7OdlxNPKihlP2dnKBJHU9B+hYXO1jC+9KELoJTCsq5O6ErhSx+6AGe1hNEQ0BCNJ3HtolmY3tJgWebsjuXzEQ76CkqKQfWtUoFSdiuMiMC2TTT4NTywdkl6JQW/plm2G4slbfc9MRZPz7cP+ARDkQRWbz+15NCmnq70HHxD/0gUHaeFsp6zozkEn2n+bms44GrBebv26HY+H9sy0eTz+6x9DCC2bda0Ymi6z9q+ehE0SV01DvkFPl9Nfxlel2r6jI7ZTGO4afd++DTB7cvmZ6UcvPu6BdjyxKvY+uRruPu6BVmP3bF8PjY9/ipCfh/uWD7f8ljf8EkopXDT7v34yJZncNPu/Tg9HEBnSxgCwbVbn8Xq7XvxxsCYZZmzm3bvT19hNv6DnN7amA644wLYZFapRCZ2KT0bAvZtIugXTG9txKy2JkxvbYQILNtNbQpg84qu7NSfK7rR3ODH6u17cdmXn0A0oWynT/zdlfOy9tvU04Wp4WDWcwYCvqw21T4lhMFI3Pa9OzYatSw4b953WlPIdYpk874c8BKVV0dzCJt6svuTppDP8nm+8boF8Ptg6bMSuo73feUJXPblJ/C+rzyBa7c+y6Q1Naimr/Q6JYbQRPDFH72IW66ah/PeNQV+TfDVn7yMB3uPpLfbtmohgn4NQZ8Gnyb46kcvBAB8+lu/ypqe8MUfHcRXP3ohGgI+fOeGixFP6llXdjK/Eg74NNvyxBPZ/3ZyySPKpVKBUnZXMGOJJL74o4OWNvG1j12Ute/JuHW7f3z4AO6+7iLLFVFdV3hw3VIkkjoU7KdPCJDexu/T0NEcykrr7cTpvRuLJtFzz7MFX/3lFVwib/D7NZx3xpSsfmEslsSuXxxKf3OU1BW2PvkaViydZemzvvzhC7KOx+DT2lRzg97MuY5+zf6rjaFIHM8fHsKtjxzAQxsuAQA8/dpAepsHe4/g6dcGLEsMHR2KoH8kinU7e7OO5/dp6DitwbY8mV8JD0Xirr4e5ZJHlEslE5mY57P1D0dt24S5LD5NbLfTlXUlBU0TnNWSugpzdChi+1r9Pi29TSGc3rvXj426am+cz0fkXdp4UhqlVPr3068NZF3Q6mwN4/3/40zbvigTg09rU01NbzCukF5z91O45PafYcfTr2Oj6esOY6pC5leTdl/b2n1t6RNYpkUYSyA5yTz2psdftXzFa/c8XPKIcnFbXyeDkVTFPNXAnFTFbzOl6PZl8+HPc5XU7ivLTQ4BJm7YvXebe7pw52MvZ23H9kZUXcyf/9fc/RQaApplDLCppwudU8OW+0J+8USfSuXliSu9InIvgKsA9Cmlzp/occxXSDf//A0AwANrlyCpp/7zCwYEX/vYRQj4Nfg1wVsnIgj6fZjT3pz3a0tN02wXuv7Xa+Y7lsn8lWg46MN3NlyMeEJ3fB6mJKZcvPQ1u9ukKhNpO4D9V5Ydzak5svlWYLBj9975tFQgXCa2N6LqYvcN6eBYAr2vH8M31iyBUgoigp8eeAsfuHC6bZ/ihT6VyssTg14A2wF8DcCOYg5id4V088/fwMqLz8bMtqb0fXp4YnNm25qC+Js/m1vwUkSFfiXKJY8oH698ze42qcpE2w6QGvhmTmUods67+b3jgvPVqdAluai22X3+/3D/UVz6h2fgY1tPrf6ysacLp4UCCDRb/6n1Qp9K5eWJQa9S6kkRmV3scdxeIZ3onNnJusLmpSt5RLm4bXOlrNOlnvPO9kZU/ez6ovM7W3CX6Zuou4xvogL8JqceeWLQ64aIrAWwFgBmzpxpu43bK6TFzJmdrCtsXrmSR4VzU1drRSHfSpSqTpdjzns9trd6qqdU3Sb6+X/2tCZX30RR/aiaQa9SaguALQDQ3d1tu2it2ys2nDNL5eSmrtaKSlwlZfstjXqqp1TdJvr57zahDNWPmlq9AXC3KLyXot+Jqt1kJ2Jg+yUiO8UklKH6UDVXekuJc/iIqhfbLxG5wb6CzDwx6BWRbwK4FMA0ETkC4AtKqXvK+Zz1OIePqFaw/RKRG+wrKJMnBr1KqWsrXQYiIiIiql01N6eXiIiIiMiMg14iIiIiqnkc9BIRERFRzeOgl4iIiIhqnihVfWuSi0g/gEOVLocHTANwrNKF8ACn9+GYUuqKyS5MJpd1tVbOYy28jkq8hmqpp+Xg9Trj9fIBk1tGL9bVajhHbvB1lJZtXa3KQS+liMg+pVR3pctRadX+PlR7+Q218Dpq4TVUE6+/314vH1AdZSynWnn9fB2Tg9MbiIiIiKjmcdBLRERERDWPg97qtqXSBfCIan8fqr38hlp4HbXwGqqJ199vr5cPqI4yllOtvH6+jknAOb1EREREVPN4pZeIiIiIah4HvURERERU8zjoJSIiIqKax0EvEREREdU8DnqJiIiIqOZx0EtERERENY+DXiIiIiKqeRz0EhEREVHN46CXiIiIiGoeB71EREREVPM46CUiIiKimsdBLxERERHVPA56iYiIiKjmcdBLRERERDWPg14iIiIiqnlVOei94oorFAD+8CffT8WxrvLHxU/FsZ7yx+VPxbGu8sflj62qHPQeO3as0kUgcoV1laoB6ylVC9ZVKkZVDnqJiIiIiArBQS8RERER1TwOeomIiIio5nHQS0REREQ1r6yDXhGZISI/E5EXROS3IvJpm20uFZETIvKr8Z9/KGeZiIiIiKj++Mt8/ASAzyqlnhORKQB6ReTHSqkDpu1+rpS6qsxlqTu6rjAwGkMskUTQ70NbUxCaJiXfp5T7U31JJHT0jUQRT+oI+DR0NIfg9+f/X5z1jOqFU1037td1HUkFKKXYFsbN/vz3C9r+jduuLFNJyGvKOuhVSr0F4K3xv4dF5AUA0wGYB71UYrqucPDtYazZsQ9HBiPobA1j68puzD1jimOHOJF9Srk/1ZdEQseLbw9j/a7edH3Z1NOF886YknPgy3pG9cKprs9pb8bL/SP49x8fxMcvPhs379nPtkDkwqTN6RWR2QAuAvCszcNLReTXIvJDEfmjySpTLRsYjaU7SgA4MhjBmh37MDAaK+k+pdyf6kvfSDQ94AVS9WX9rl70jURz7sd6RvXCqa73jUSxZsc+LOuakR7wZj7OtkBkb1IGvSLSDGAPgL9WSr1jevg5ALOUUhcAuAvAdx2OsVZE9onIvv7+/vIWuAbEEsl0R2g4MhhBLJEs6T6l3L9WsK66E0/qtvUlkdRz7sd6Vhqsp97nVNcT422nJRyoi7bAukqlUvZBr4gEkBrw3q+U+o75caXUO0qpkfG/fwAgICLTbLbbopTqVkp1t7e3l7vYVS/o96GzNZx1X2drGEG/r6T7lHL/WsG66k7Ap9nWF78vd7fEelYarKfe51TX/eNtZygSr4u2wLpKpVLu1RsEwD0AXlBKfcVhm3eNbwcRWTRepoFylqsa6LpC/3AUbw6OoX84Cl13TCVtq60piB3XL8K2VQvxwNol2LZqIXZcvwhtTcGc+2xd2Z3uRI35Ybn2KeX+5C3F1EE3+3Y0h7Cppyurvmzq6UJ7UzDnvqxnVK0KaVOJhA6llKWNbF3ZjY7mELau7Mae3sO4fdl8tgUil8q9esMlAFYA+G8R+dX4ff8HwEwAUEptArAcwA0ikgAQAfBRpVRhI7waU6pAnWhCxy3f+03WMfIJ+TXcevX5aAz6MBZLIuQikt6gaYK5Z0zBQxu5BSp2AAAgAElEQVQuYVR9lSumDrrd1+/XcN4ZU/DguqVIJHX4fRram4J45dhozn1Zz6gaFdKmMoM825tDuPXq8zF7WhOagj5Maw6l28C/XjMfuq7jwXVLuXoDkQtSjePL7u5utW/fvkoXo2z6h6O45u6nsuZqdbaG8dCGS9A+JVS2Y5TieT2m4j1/tdbVYupCpfatYqyndaCQun10KIIPb/6FZdsH1y3FWS3Z0xkmWVXUVS5ZRnCoq8zI5kGlCNSpRCAb1Y5i6kKl9iXyskLq9kSDPIkoNw56PagUgTqVCGSj2lFMXajUvkReVkjdnmiQJxHlxhbkQaUI1JnIMRggRIZi6kKl9iXyskLqtlOQZ0dzzU7xIZoUnNPrUaVIIdwaDmAwEkcskUTAr8GvCSKx3MfLTAsb9GkIBgQnY6kUsQAQiScLShc7ERNNTWujKuafTTa3dcvtdnbnC4DlPqUU+kaiSOgKfk3Q0RxCIGC9ylXC818tWE/rhFG3AQWlAAVAE0HQJ4glVVYwmq6Pt5ekDp8mCPk1KEhWv27u5ychdXxV1FXO6SU41NVyr95AE6RpUlDgTq7IYACuooZ1XeHl/pGs7e5YPh9f/NFB9I9Es/52ky52IiaampbcKSSC3E0ddDpfjUEfVt77y/R9O1Yvwlg8mbXdxp4unNfRnDXwtauDTKtKtcCo2+bUwZfP68CNl83Bhvufs9T5d53WkNVeL5/XgU+9992W9nbnYy/h0QN9TB1PlAdHETUiV2pWt2lb7ba7afd+rL/0XMvfbtLFTsREU9OSO6VO4et0vg4NjGXdd+j4mGW7G2zOK1MMU60y6rY5dfCyrhnpAS+Qu+9e1jXDtr0t65ph2beQMrG9Ub3gld4akS8y2E3UsNMxWsIB27/LEUnMqOXyKvXqCE7nqzGYPW2hMeizP6+mxfm5egPVKqNum1MH50sl7GZbo1827+u2TE7PTVRreKW3RuSKDHYbNey03VAkbvt3OSKJGbVcXqVeHcHpfI3Fsj80x2JJ+/Nq+gqVqzdQrTLqtjl1cK5Uwub24LSt0S9n7ltImeyem6gWcSRRI3JFBtulJN6+eiF0Xc9KhWl3jDuWz8emx1+1/F2uSGJGLZdXIRHkxaQSntXWmHXfrKmNlu022pzXUq/eUGw6b6JSMeq2OXXwnt7DuPu6BZY63xoOQEFh1ycWY9uqhbhoRgv29B7GRpv2tqf3cNa+udpLZpvwaeBqKVRXuHpDDXGKwrULVvj3D1+Af/vBi+gfiWYFLmQeI3PFB2P1hpPxJPxljKjXdYU3h8YQTShoAugKCPkF01saJxJYUfFIDC/WVTfR2m4DXJzO15mnhS0R5cmk7mr1homsXOL0OqskSKfihfFiPa1FRt3WdR1JBSilIDarN7SGA5aAzk09XYjEkvj2vsN4//84E2dPa0JjyIep4aDr1Rvs2sSO6xehucGPeELn6g1US2zrKge9dcAp/eUtV83Dup29nkrzWuI0tFXRQXuR2/Pg5bTBXi6bCespZcnXZxu3C63LJWgTVVFXOeglMA1x/XIToOaVwAUGVniD2/Pg5fPl5bIR5ZKvzzZuF1qX2Sao3nHQWwfcBKh5JXCBgRXeUGzwoxfOl5fLRpRLvj7buF1oXWaboHrHQW8dsAsO+vcPX5AOSssMXMgMcugbPonjo6m/j49G0Td80jYgqBTBQsYxdF3H5hXZgRoMrJh8bgPK2pqC+OaaxfjJZ/4UP/3sn+Inn/lTfHPNYrSGA67qRDkDzZjSmKqFud8N+GDpBzf3dGFqYxAXzWhJ3/ZpcN1mdF3BpwGbe9i/Uv3iOr11IuTXcOvV56Mx6MNYLInWpiA29SyApmk5A97uWD4fDz33Jq5ZMB037d4/4WxvuZif9/J5HfjGJxfDp0lRgUxUHHOdCdkELiaTOoYiCdyQkSFq2+qFeLlvBGt25g+CK2egmaYJ5p4xBQ9tuKTooDiicnEKNJ4S9me1v7iuY+vPX8Wt/9/5iMSS+Pvv/sYSiOzmOdqbQ7j16vPTgXDTmkJsE1Q3GMhWB4oNStq2aiFWb99ruz+AooOFyhhwVPGevFrrqttz8ubgGD6y5Zms7batWohbvvebqg6Cm2Ssp3XMqR3cevX5WL19b9Z9t1w1D7c+cqDggLYStrWqqKsMZCM41FVe6a0DxQYl+TQpOttbKcpHk8ftOUnoyrKdU/a1agqCI5osTu3AnNUwM5tboQFtbGtEKZzTWweKDUpK6qrobG+lKB9NHrfnxK+JZTun7GvVFARHNFmc2oE5q2FmNrdCA9rY1ohSOOitA4UEJdllZNv65Gu4Y/l82/1LESzEgCPvcXtOOppDlgxRnVPD2LpiYvWN553qjVOgcWtTIOu+25fNx57ewwVnYHN6DrY1qkdlndMrIjMA7ADwLgA6gC1Kqa+athEAXwXwFwDGAKxSSj2X67i1Mv/MnHmqNRxwnVmnmOdqCGqIxRViSR0BU3Y1p4xs4aAPCV3ZZu0pRQatzGOU8LmqYv5ZORVzbuLxpKsMarFYAv2jsfR27U1B+P0+y/MCcHVfKYNqSpXdrcwqXqBK19NalVn/RAQ+AZIKthnYjL7f6HfjieysbT4BNE1z/Tnh9PmSmQ1uAm2iKuoq5/QSKjSnNwHgs0qp50RkCoBeEfmxUupAxjbvBzBn/GcxgI3jv2uaXcTupp4u3PnYS3j0QF9ZItnbp4SQSOh48e1hrM+Itt/U04XzzpgCv19Lb5elyd2xS1G+XBH9QPErRdSTYlZHSCR0HOwbcawnmc/x6sCY7XNk1olcZSlX0FoVpSGmGmRX/25fNh9PHnwbV14wHRvuf27C9TJfm3Gq+3Pamy3pjdkmqh8H+e6VdXqDUuot46qtUmoYwAsApps2uxrADpXyDIAWETmznOXygoHRWLrjAVJBBet39WJZ14z07TU79mFgNFbS5+0biaYHMpnP2zcSLenzTJTd+2K8D7keI6ti3i+39cTtc1Ti3LG+UCXZ1b+b9+zH8u6Z6QGvcX+p66VT3e8bibJNUF2btDm9IjIbwEUAnjU9NB3A4YzbR2AdGENE1orIPhHZ19/fX65iTppypZnMJ57UbZ83kdRL+jwTlSvKuFoikL1SV4t5v9zWEy+nK66W+lIpXqmntWqiq+GU87kTDu3a622CdZVKZVIGvSLSDGAPgL9WSr1jfthmF8tEY6XUFqVUt1Kqu729vRzFnFTlSjOZT8Cn2T6v3+eNmMZcUcbVEoHslbpazPvltp54OV1xtdSXSvFKPa1VE1kNp9zP7Xdo115vE6yrVCplH+mISACpAe/9Sqnv2GxyBMCMjNudAI6Wu1yVZhdNmxmVe/m8Dtz/ycWIxBI4OhRBIlH4lVi7lMI+ATaZou039XSho7n8yQDcpJzNFWXMCOTCtDUFseP6Rdi2aiEeWLsE21YtxI7rF9m+X/F4Em8OjuHQwCjeHBxDWziA7asXZu27ffVCSz0pZmWQcp871heqpMz6d9GMFmxbtRA7P7EIDQHNkgq40JTCmez6Vae639EcYpugulbu1RsEwH0Ajiul/tphmysB3IjU6g2LAdyplFqU67i1EmmcK7q2fySWN4go37HtUgp/8UcH0T4liL+7ch4EgN+0ekM5X6vboKJcEfdcvcE9t+95PJ7Ei30jWamEN/V0oTGgYeW2vaf2XdGNue8q7HxNZLtSvwdcvSG/WulTvUbXFYYiMbw1dBLrMtrX1z52EU7GdZxxWgPefuckbv/hi65TCpuPnyvw167uF9kmqqKu1ltgV729Xpds62q5r/ReAmAFgMtE5FfjP38hIutFZP34Nj8A8BqAVwBsBbChzGXyDGPFgumtjWifkhp4tk8JIalQdLCZXSDDTbv3Y/2l5+LRA3247uvPIhz046yWcNkHvE7lcQqgML8vmR1yrscom9v3vG8kmh7wGtut39WLQ8cj2fvuLPx8TWS7UmJ9oUrSNEFSR3rAC6Ta0o3feB4nInGsuOdZnIjE8fzhoQkFleVq4051n22C6llZlyxTSv1f5PnPUKUuNf9lOctRbUoRbJYvUG6ygxcYVDT5ikkl7JQGleeLqDC5+uJig5fZrxIVxhvRS5SlFMFm+QLlJjt4gUFFk6+YVMJOaVB5vogKk6svLjZ4mf0qUWE46PWgjuZQ0cFmTimFNz3+akWCFxhUNPmKSSW8qacLs6Y28nwRFcmuHRophTdOIKVwvmOznRI5K2sgW7nUQ9BFIqGnUsAmdTQEfEgqhVgilTa4vSmIoZMJS6rgzL+Dfh9OD/nS6WEDvvHH4kkEfRqCAcHJWOlTCudKrZwrvXCZVHyyWqXramY9yhW0aJdKWNM0y75Aag5wPCOFta7rrtIQ67qy7DsZ88mrQN3X01pjpPBO6go+TRDwCeLJ1N9JXaXvb28K4kQ06dhO/Jog5NegIJb0w05phcuZzh5VUlfrLbCr3l6vSxVJQ0wT5PdrOKslbJs2eGNPF+7KSFdsrMrQPxLN+tvYrn84hs9dMRc37d5vWckhM2IYKC7N72SnVqbcdF25Sjlql0p4x/WLEE3o2fuu6EbAL1iVsaLDdzYsxdvvxLJWftjY04WWsB/Xbn02576FrkhCVA3sVkMx0g9fdWFn1v3m9mjX39993QI898YAus+elr7/8nkd+NR73521XSrNcAPTDBPlwE8bj7NLB3uDKV2xsSqD+W9ju/WXnpse8NrtU6o0v5VKrUz2ikkRfChjEJzed+c+HDat6BBLKMvKDzfs6kU0ofLu66X010SlYrcaipF+2Hy/uT3a9fcb7n8Ol807M+v+ZV0zLNsxzTBRfrzS63FOKzmYI34zV2Vw+tvpGJnRvsVEAlcqtTLZKyZFcGPQ52pFh6TDyg/mi0pOq0F4Jf01Uak4rYbiJv2wU3+vVPYxjZUfzNtVa5phosnCK70e57SSgzniN3NVBvPfRpSw0zFKlea3UqmVyV4xKYLHYklXKzr4HFZ+MCeWcloNwivpr4lKxWk1FDfph536e5HsYzr16dWaZphosrj+xBGRD4rIyyJyQkTeEZFhEXmnnIXzAjepc8vJbiUHc8Rv5qoMmX8b2216/FXcsXx+3pUcio0EzpdamZHFk6uYFMGz2hqt+67oxoyp4az7gn6xrPywsacLIb/k3Xey0l8TlYvd54Pdaii3L5uP3ft+Z7nf3B7t+vu7r1uAnx54K+v+Pb2HLdsxzTBRfq5XbxCRVwB8QCn1QnmLlN9kRRoXkjq3nMwR+G5Xb2hp8Kei6sdXgABSX5+Zt8tMT/nGwCgODYyhMejDWCyJWW2NmN3WVFBaTKfVGyqQBrbikRuVTkPs9nzardoBWNOYGpHlmXVx8GQMscSpiPSgXzA1HLKcd/O+XL0hra7rabXK9fmQTOpZqzdoAozGdPxw/1Gc39mCs6c1oTHkw7Qma0a0zP7e52L1hhKnGc6nKupqva1mUG+v16WiV2942wsD3snkFAj00IZL0D5l8q5QGSs5ZGoPmL6uarL/27yf4z5Ivd6V9/4ya05YZ2u4oNdrpLjMKuskvld0SiHn0+68AdZzp2mSVaf6h6P44N2/cP0cOesjURXJ9/kwvbURQKqNXHP3U7ZtxG4watffG9z0rU5tmYhcDHpF5IPjf+4TkQcAfBdAOuRaKfWdMpWt4uotxWO9vd5aNxnnk3WG6lUxgaJsI0SV4ea7xQ+M/5wGYAzA5Rn3XVW+olVevaV4rLfXW+sm43yyzlC9KiZQlG2EqDLyDnqVUquVUqsBfN34O+O+e8pfxMqptxSP9fZ6a91knE/WGapXxQSKso0QVUYhc3rvArDAxX01Q9MEc8+Ygoc2XFKpQCxbRqBDvnSuhQY0lOL1ljmIggpQyPmc6HnTNMGc9mY8uG5pVn2caOCjUwAd6xB5TWbdzwzstKu7RjvMTBk8MBorqG6zbyUqnps5vUsBXAygXUQ+k/HQaQBq/vsZrwUF2KWptEvnOtGVJ4p5vV5Z7YJOcXM+izlvblMdu31e2/THrEPkQXZ1P1fa9bamYFHtjH0rUfHczOkNAmhGaoA8JePnHQDLy1c0smOXptIunWuxKYUnohLPScUr5ryVel/b9MesQ+RBhaZdr1Q7I6JT8l7pVUo9AeAJEdmulDo0CWWiHJzSVJrTuVYiYphRytWpmPNW6n2d0h+zDpHXFJp2vVLtjIhOyXulV0T+U0QeBnCXiDxs/pmEMlIGpzSV5nSulYgYZpRydSrmvJV6X6f0x6xD5DWFpl2vVDsjolPcBLJ9afz3BwG8C8Cu8dvXAngj144ici9Sy5r1KaXOt3n8UgDfA/D6+F3fUUr9s4syVRWnAAS3gQmZ2zWFfNi+eiEOH4+ks2zNmBpGR3Moa7uAX8O31y/BaFSHJoCugKBfoOs6jo9GkdAV4gnd8rzFlNWIUjbPO2OUcnHcBi7aKea8tTT4cXQoYglQM2fc27qiG2t2Zuy7ooB9Tc9rpD9mHSIvsWtHbU1BbFnRhbU7T8VXbF+9EMdGYnhg7RKMxZL4g44mJJI6jg6NARA8sHYJInEdwyfjGBqLY1Zbo6u6zb6VqDTcTm+AiNyqlPqTjIf+U0SezLP7dgBfA7AjxzY/V0rV7Hq/TgEIc9qbXQUAmfdf957Z+MCFnbjle79J77e5pwtKKRx8eyRru6su7MQNGQFvG69bgMdf7EP32VNx0+79lucFUFRZvbraRTVzG7hox23wi915a2nw42DfiOV5G4O+dJa3ztYwdqxehIBfcOvV56f/CWts8OGl/hGs25m97+lhP67d+qylbpnrCwDWIfIMp3Z0dmsjAn4tXfc1EZyM6/jbb//6VJ/b04VHfnUEfzL3DNz39Ov4+MVn4+Y92X2vG+xbiUqjkMT37SJyjnFDRM4G0J5rB6XUkwCOT7BsNcEpAKFvJOoqMMG8//LumZZAtnXjgWzm7W4wbXfD/c/h6gWd6QGv+XmLLStwarWA6a2NaJ/ifukqsuc2cNFOIcEv5vPWPxqzfd5DA2PZgWfHx7Bq216s3r4XH9nyDFZv34vX+kbTA97MfaMJZSnLYCRuqS+sQ+Qlju0oEsPqjLp/fMzaZm7Y1Yvl3TNx8579WNY1Iz3gzTqOy2A0tgui4hWyTu/fAHhcRF4bvz0bwLoSlGGpiPwawFEAf6uU+q3dRiKyFsBaAJg5c2YJnnZyOAUgJBwC0vKlsPRpYn88XbnaTimV83mLKSullLKuug1ctFNM8IvT8zYGs+cQ2gWeOQWjmT+jWYcqq1r71Mnm2Ieb+tyWcMB2O6MvdnqcbSA/1lUqFddXepVSPwIwB8Cnx3/mKqX+q8jnfw7ALKXUBUgluvhujuffopTqVkp1t7fnvMDsKU4BCH6HgLR8KSyTurI/niauthMRx+cttqyUUsq66jZw0U4xwS9OzzsWy/6Atgs8cwpG0xUs97EOVU619qmTzbFfNPW5Q5G47XZGX+z0ONtAfqyrVCpuVm+4bPz3BwFcCeDc8Z8rx++bMKXUO0qpkfG/fwAgICLTijlmpei6Qv9wFG8OjqF/OAp9/BPeKQVlR3NoQiksd+/7HTb2dKVvXz6vA/d/cjGSusK31i7BuvfMtt2uszWMu69bgO89dwR3LJ+fdf+O6xdBQUHXdWxekb3P5hVd8AnwjU8uxuXzOrLK6tNgeb1UWh3NIWwyncdNPV3oaM6fQMSp7rWGA5a6aq6/7U1By/Nu7unCrKmNWffNmtqI7asXYtuqhXhg7RJsW7UQ53Y0WerRpp4uhPySt74TVZJdP27Xjr65ZjEaAlq6j71oRgtODwew8xOLsG3VQlw0oyVd72MJHV/+0AXY03sYty+b77oNOH2mENHEiVK5G5KI/JNS6gsiss3mYaWUuj7P/rMBPOKwesO7ALytlFIisgjAbqSu/OYsVHd3t9q3b1/Ock+mfAFDpVy9wQgy6h+NQaAwMBrPCjba2NOFM08LQUHS2xkpMhuDGkajSYSDvvTqDeGgD2+/c2rO7uXzOvD59/8hRmNJNAV9uO2HL6SzC21e0YVpTUGIJhg5mcgKaPJodqCKF6YUddVYvcE4j8Ws3tAaDtgGJYb8WnaA2vWLAAUcOj6WDlCbNbURAb/glb7R9H3nndmMgZG4JeCtrTmAF98aybnvrLZGzG5r8lqdqYSKvwFe61MrIVc/DiBrBZ0jgyexflcvLj6nDTe+9w/wTiRhaQORWBL/9oMX0D8SxfbVC9EY9MMnSKchztfnezQDW1XU1dmf/35Bx3zjtiuLKVLF1dvrdcm2ruYd9Bb1jCLfBHApgGkA3gbwBQABAFBKbRKRGwHcACABIALgM0qpp/Md12sddP9wFNfc/VTWfK3O1jAe2nBJWVMYvzk4ho9secbyvA+sXYLprY2ujuFU9m2rFmL19r22rwlARV7vBFRFBz2ZnM73rVefj9Xb96bv27ZqYXqFkFzb/eQzf4pV235p2W776kV431eeyLmvR+tMJbCeeoDbfvzoUAQf3vyL9HabV3Th1kcOWPa75ap5WLez1/E4pShLBVRFXa23QWC9vV6XbOuq60A2EXkVwDMAfg7gSaXUgXz7KKWuzfP415Ba0qyqVSpbjjmQwnjeRAFfgzmV3SkQLlfAGwMyvM/pfLsJULPbThP7umAXtGbel3WGvMRtP24O8nQKUHPKzFbKshBRYQpZvWEegMUA3gPgSyJyHoBfK6WuKUvJqogR6GD+r7zcAQpGIIX5ef0FfP3lVHYj+MLpNVXi9VLxnM63U4Bavu10ZV8X7ILWzPuyzpCXuO3HjSBPYzsjQM28n1NmtlKWhWgy1NKV5ELW6U0CiI//1pGartBXjkJVG6eAoXIH6XQ0hyzBahtdBjkZ7Mp+x/L52Prka5aAN+M1Ver1UvGczt2sNlOA2nhmtHzbhfxiG2hnF7Rm3pd1hrzEbb9mDi7d03vYNmh4T+/hnMcpRVmIqDCu5/SKyBiA/wbwFQA/UUoNlLNguXhx/pnboLTMlLLhoA+JpEI8qcOvCdrCQQxEYkjoCn5N0NEcQiCQ+z/7WCyRClbTFQKaIBTQcDKup4OWBiPxdFpivyaIxKzlywyUCvg0BAOCkzE9K+DNbbpij6l4gcpVV92mJrY7TwAs9+m6shxP1/V03fJrgvamIHQdWXW0LRyEzyep+pNRb30+zdXzerDOVELF3wQv9qnllC+4WKAQTZxK4a4rBU0EAZ8gnlTp2yKAUkBzg4aRkzqSuoJPO7UdgAnXdY/2sRUvAOf0WpX79Vbp+1ncnF4A1wL4YwAbAHxSRJ5Gam7vYyUoXNUzsuXkkplStr05hM9dMTedHc02bXBPF87raHYc+Oq6wqsDY1izY5/leMYVtzsfeym9+sIdy+fjiz86iP6RaFZUspsUwxN5vVQeblMT54oAzzx3uq4sdWDH6kUYiyeznmPzii4E/RpWb9ubVUdbbNILm5/DwDpDlZZvZYSWBj9e7BvBXY+9ZEkbfPd1C/C1n76c7lNvXzYf9z39Om68bE7W/aVYaYF9LFHpFZKc4ntKqZuQysL2AwCrADxSpnLVpMyUsusvPTcrHbBt2uA86WYz02Oaj2ekfl3WNSN9+6bd+7H+0nOz0l8WkqqWvMFtamK359Zuu0PHx6zprnf24sjxiKWO2qUXZv0hr8rXLvpGorhhvO80pw3ecP9zWX2qkV7YfD/bAJE3uR70isie8RUcvgqgCcBKAK3lKlgtyoz6NUf85kov7CQzwtdtBLFx24gEZpRw9XGbmtjtubXbzu3qDU4rNbD+kFflaxfGqjiF9KnFrtZARJOjkEC22wC8Wyn150qpf1FKPaGUOmk8KCJ/Vvri1ZbM1K7mlJS50gs7yUyP6ZTi0hxBbNw2IoGLSVVLleE2NbHbc2u3nVMqYbsVGJhemKpJvnZhrIpTSJ9a7GoNRDQ5CpnesFcpletf19tLUJ6a1tEcSqdsPev0Btx93YJ0p2qXNnhjTxcCPsHRoQgSCd1yvLamIHZcv8j2eMY8z8wI4juWz8emx1/lSgxVzm1qYqdz29Lgx9GhCA4NjOLoUAQtDX7LdrOmNlrTEK/oQufUsKWONoW0rDTEO65fxPpDnpWrz9N1hYaAhu2rF2JqYxAbTX2qeVWGjdctwNTGIO5d1Y09vYdx0YwWbFu1ELs+sXg8tTtTBxN5SckysonI80qpi0pysDyqNdJY1xUO/n4Ya3aeSvn7d1fOgwAI+TXEkjqiCZWOGE7qSXx+z2/QPxJ1Fah0+bwO/P2V8+DTpKDVGzwaJVwKFX8R5V69IV9qYrsU1gf7RvKnDW5rRMBnShs8tRFnndZgWb3h9cExL6ZLrSYVf6OqtU+dKKdVTQ6+PYx///FBfOKPz8Fnv/1rtDeHcPP7z8O7Tm9AIqmglA4RDX6f4PcnTuL2H76I/pEoNq/owrtOC+H3J6JYl9G2arAtVPyFcPUGK67eYKvo1Rvy4b+0eQyMxtIDXgB49EAfDrw1nE7te+2mX2TNIetsPZXKcv2uXjy4binOaglnH2+H/fGMqF9L9G+TtVyMEq4+fr+WVRecmM/t0aGIbRDc9tWLLCmCndIGZ6a47h+O2gYFeSBdKpEjuz7PqMu3XDUPn/32r3FkMBW0eSISx9+O3zYYffPzh4cAAOt2pvrndaa2xbZA5C2lHPRSHvkCKHIFTRQTqERkcAqCm2jaYNZBqhVGXTYHsLkNaEs4tC22BSLvKCSQLZ83SnismpQrgMLpsczAs4kGKhEZnILgJpo2mHWQaoVRl80BbG4D2vwObYttgcg78g56ReSDuX6M7ZRSH8x1HModQOGUDtgIPCskUIlBROTEKQhuommDWQepVhh1eU/vYdy+7FQK9j29h23bjDnNcEdziG2ByOPyBrKJyLYcDyul1PWlLVJ+Xgm6mEgAmDkAqTGoYTSatAaejV/VPRlPFhSoVENBaKVQ8TdiMuuqXTZ7juYAACAASURBVF2wSy8MwBIEp2ky4bTBrINFq/ib5ZU+daKKrYPG/rquI6GfCiYGYOmb7W6b0xjXcFuo+IthIJsVA9lsTSyQTSm1uvRlqX75Ulk67WNO92qXGriQTpJBaATY18cd1y/CWCxpm67YLghuommDWQepkibSF+fb30gv/Dd/Nhdzzwjb1nG7Os+2QORtBc3pFZErReRzIvIPxk+5CuZ1E0nfa7ePXWpgokLZphIesKYStktXTFTNik2lbre/kV6YfTJRbSkkDfEmAB8B8FdIXTb+EIBZZSqX500kat1pH3NqYKJCFZJK2LwKCFE1K3YFkVz9MvtkotpSyJXei5VSKwEMKqX+CcBSADPKUyzvm0jUupsVGhjpSxNRSCph8yogRNWs2BVEcvXL7JOJaksh6/Qa/wqPichZAAYAnJ1rBxG5F8BVAPqUUufbPC4AvgrgLwCMAVillHqugDKVnV1Gq/7RGACFzT1dluw7uSJ1jbTBhwbG0lmupjYF8I8PH0jPwVRQeHNwrF4zqNUVt+fRKXtU5n2t4YClbv1BRxM29XRZ5vS2NwXRPxydUNAakdcYqy6Y5/S2NQXTgcNGIOe0xgCOjcXTt9ubglBQ2PWJxXj92CjufOxl9I9E03N6N6/oglKpPpntgqj6FTLofUREWgDcAeA5pDKwfT3PPtsBfA3ADofH3w9gzvjPYgAbx397gjnAYd17ZuOqCztxw/gg4vJ5Hbj/k4vhH0/766ZDjCZ03PK936Q7580rurCpZwECfg1vvxPFyrufzhnkBqCooA3yBrfBN04BatGEnr3vim4E/JJVtzb1dOHd7U14cN3S9EoN7U1BvHJs1PK8Ib+Glff+knWKqo6mCeaeMQUPbbjEsnLJi28PZ/3Tt7GnC3c99hIePdCHy+d14K/e++50f97ZGsbmni60TwkhntRx/R+fg3hSxwc3Ps12QVQjCvme84tKqSGl1B6k5vKeB+Bfcu2glHoSwPEcm1wNYIdKeQZAi4icWUCZysoc4LC8e2a6gwRSaX+v+/qzEElF7ObrCO0CJtbt7IWmaUjqcBXkVmzQBnmD2/PoFKBm2XfnPhw+HrEErR0bi+OsljBmtjXhrJYwhk4mbJ/30MAY6xRVLWPVhOmtjem+uG8kagnkvGFXL5Z1pWblLeuakdWfHxmMYN2uXiR0hY9seQYnInHc+I3n2S6Iakghg95fGH8opaJKqROZ903QdACHM24fGb/PQkTWisg+EdnX399f5NO6Yw5w8GlSVGBQroALt0FuTPvqfW7qqtvzWEiAml3aYLepq92kHKbaUok+dTI5pdw2+lSn9MJGOmGnx9kuJl+t11WaPG4ysr1LRLoAhEXkIhFZMP5zKYDGIp/f7tKobbYMpdQWpVS3Uqq7vb29yKd1xxzgkNRVUYFBxaYhzrUdgy28w01ddXseCwlQs0sb7DZ1tZuUw1RbKtGnTianlNtGn+qUXthIJ+z0ONvF5Kv1ukqTx81o7c8BfAlAJ4CvAPjy+M/fAPg/RT7/EWSvANEJ4GiRxywZc4rV3ft+h4026SjN6YHdHq+QNMS5tmOqy+rj9jzabTerrdG674puzJgazls3nZ7XTcphompil3J7Y0b64D29hy39eWY6YXM6YrYLouqXNw1xekORZePzeQt7ApHZAB5xWL3hSgA3IrV6w2IAdyqlFuU7ZiVTuxqrN2SmcLVLD+z2eE6rMnD1hpKo+JuSq66WcvWGzJTD+eqm2+OxTk2air/R1Z6G2Ik57buxekNmYOfQyYRjOmFd15FUgFKK7SKl4i+eaYitmIbY1sTSEGd4SkTuAXCWUur9IjIPwFKl1D2OzyjyTQCXApgmIkcAfAFAAACUUpsA/ACpAe8rSC1Z5rmUx3ZpJe1SuBZzvJyPNRV2DKoebs+j03bm+zRNXNVNt8cjqnZ+v2ZpE2cFsz/22gPW6QrsY4lqUyGD3m3jP383fvslAA8AcBz0KqWuzXVAlbrM/JcFlIGIiIiIqGCFrN4wTSn1IAAdAJRSCQAMYyUiIiIizytk0DsqIm0YX11BRJYAOFGWUhERERERlVAh0xs+A+BhAOeIyFMA2gEsL0upiIiIiIhKqJBB7wEADyEVcDYM4LtIzeslIiIiIvK0Qga9OwC8A+Dfxm9fC2AngA+VulBEREREVNsmezm0Qga9c5VSF2Tc/pmI/LqoZyciIiIimgSFBLI9Px68BgAQkcUAnip9kYiIiIiISquQK72LAawUkd+N354J4AUR+W+kltydX/LSERERERGVQCGD3ivKVgoiIiIiojJyPehVSh0qZ0GIiIiIiMqlkDm9RERERERViYNeIiIiIqp5HPQSERERUc0rJJCNAOi6wsBoDLFEEkG/D21NQWiaVLpYRDWLba768JwRkRdx0FsAXVc4+PYw1uzYhyODEXS2hrF1ZTfmnjGFHTpRGbDNVR+eMyLyKk5vKMDAaCzdkQPAkcEI1uzYh4HRWIVLRlSb2OaqD88ZEXkVB70FiCWS6Y7ccGQwglgiWaESEdU2trnqw3NGRF7FQW8Bgn4fOlvDWfd1toYR9PsqVCKi2sY2V314zojIq8o+6BWRK0TkoIi8IiKft3l8lYj0i8ivxn8+We4yTVRbUxBbV3anO/TO1jA2r+iCruvoH45C11WFS0hUXXRdoX84ijcHx2zbkF2b27qyG21NwUoUl1yw7Sd7uuDTwD6SiCqqrIFsIuID8B8A/gzAEQB7ReRhpdQB06YPKKVuLGdZSkHTBHPPmIKHNlyCWCKJpK7wL98/gEcP9DFYg6hAbgKezG2OKwF4n3HOvrPhYoxFk3j92Cj+/ru/Qf9IlH0kEVVUua/0LgLwilLqNaVUDMC3AFxd5ucsK00TtE8JIej34WNffxaPHugDwGANokK5DXgy2tz01ka0TwlxwFQFNE0gEPTc8yxWb9+L5w8PsY8kooor96B3OoDDGbePjN9ntkxE9ovIbhGZYXcgEVkrIvtEZF9/f385yloQBmuQE6/VVa9iG6qsctdTnl8qFfapVCrlXqfX7pKMeVLXfwL4plIqKiLrAdwH4DLLTkptAbAFALq7uys+McwI1sjs1BmsQYD36qpXsQ1VVrnrKc8vlQr71Ooy+/Pfr3QRHJX7Su8RAJlXbjsBHM3cQCk1oJSKjt/cCqCrzGUqCQbYEBWHbai28fwSkdeU+0rvXgBzRORsAG8C+CiAj2VuICJnKqXeGr/5vwC8UOYyFSUzvWbHlCAeXLcU8aQOvyboaLafbxiPJ9E3EkVCV+ntAgHr1Q6m7qR64hSkpusKv3/nJOJJHQGfho7mEPz+/P+f27UfAJb7dF2hbyRa8PELUS9t2fw6Tw/50D8aS/d1rY0BPLB2CTQBFATtTcG6eF+IyJvKOuhVSiVE5EYA/wXAB+BepdRvReSfAexTSj0M4FMi8r8AJAAcB7CqnGUqRma0eXtzCJ+7Yi5u2r0/HXm+qacL550xJesDNB5P4sW+Edywqze93caeLpzX0Zw18GXqTqpHRpCaIZHQ8eLbw1if0V7s2pWZXfvZcf0iRBN6dpta0Y2AX7Bq296Cjl+IemnL5te57j2zcdWFnVl93e3L5uO+p1/Hxy8+G08efBsfuLAz69zW4vtC1afQr+PfuO3KMpUkxcvTA6pd2dfpVUr9QCn1bqXUuUqpfx2/7x/GB7xQSv1vpdQfKaUuUEr9T6XUi+Uu00RlRpuvv/Tc9IAXSAVorN/Vi76RaNY+fSPR9IeAsd0NNtsxdSdRqr2sN7UXu3ZlZtd+Dg2MWdvUzn04fDxS8PELUS9t2fw6l3fPtPR1N+/Zj2VdM3Dznv1Y3j3Tcm5r8X0hIu9iRrYCZEYjt4QDtpHJiaSedV9CV/bbmRZpZ6QzERBP6q7alZld+2kM+myP1Rj0We7Ld/xC1EtbNr9Onya2r9voK50er7X3hYi8q9xzemtKZjTyUCRuG5ns92X/H+HXxH4709d5jHQmAgI+zVW7MrNrP2OxpO2xxmLZgyw3xy9EvbRl8+tM6sr2dRt9pdPjtfa+EJlxuoJ31NWgNzPoIuDX4NcEkZg1oMIpCKWtKYgd1y/CoYExTGsO4u7rFmDD/c9lzQ3saA5lPWdHcwgbe7osc3rN22UeuzHow1gsiVltjYx0JlteCpQqZVk6mkPY1NOVNe9z++qFEAEODYw6Bp4ZKwVkzqOd1daIrSu6sWZn5pzeLgT8pwbWTu22GHZlqcVVC9qagvjmmsWIJhQa/AIRwf2fXIzX+kdx52Mvo38kmp7Tu/G6BYgldMu5rcX3hYi8q24GvXbBJXcsn48v/uhgVnpMAI5BKAAQTei45Xu/wZHBCC6f14H7P7kYulJI6kDQb/2gDwR8OK+jGQ+sXZJ39YbMYxvPS2TmpUCpUpdF0wSnh/3YvnoRNAECPsGJSAKrtv0iZ+CZ3UoQLQ1+HBocw61Xn5/+RzLg1zCzJYwH1y1FIqnDX4bVG+oldbKuK5yIJHDnYy/h4xefjZv3ZAf1tjUHoSuF6//4HPzD936L/pEodly/CN/ZcDHiCb1m3xci8q66mdNrF1xy0+79WH/puVkBFbmCUMyPPXqgD9d9/Vm89PYI3veVJ/Cxrc/aBsQEAj5Mb23ErLYmTG9ttB3w1kvwCxXPS3Wl1GUZGI3h2q3P4n1feQKXffkJnIzrrgPbzOmK+0djWLVtL1Zv34uPbHkGq7fvxapte3FsLI6zWsKY2daEs1rCJV+uzK4stTiwM4IOjUA18znaf+QEPrL5GZyIxNNpiFfe+0sIpKbfFyLyrrq50usUXNISDqT/NgIqcgVb5DvGRANi6iX4hYrnpbpS6rK4DY5y084mGhRH7hjvr1NQr3G/0T8a97NPI6qsep5jXDdXeo2gi0xGkIXxd9Dvc9wu12OZx5hoQEyu5yXK5KW6UuqymI9nBD+Zj++mnRlBcRPZl/Iz3l8jUC1T5v1G/2jczz6NiCqlbnp/u5SYdyyfj02Pv5oVUJErdWa+YxQTEMOUneSWl+pKqctiPt7ufb/Dxp6urOO7bWdGUNxE9qX8jPd3T+9h3L5sftb7fPuy+djTezj9uHE/+zQiqiRRSuXfymO6u7vVvn37XG2bmQI44NMQ8gtOxnU0BDRE4zri48FlbeEgjp+MI57U0dzgw8mYntpHEwT8WioIxqdhakMAA5FY+jG/T0MknoRfEzQENIxEkwiPz9mNJ/V0QE3/aCx17JAP0YSyTYHqdnUJcq3ib1ghdbUQlVq9we55E4lkVurZ9qYgRMSSelvXFY6NndpuWmMQgYDPcrxYLJluY0bbzLw9rTEIn0+zpBIGYLlPKVXSFOBlet89X0/Nr9vo05qCgpFoqj89GdfT77OmAboOaALoCmgMaojEFdqbghg6majpAL8aV/GT5aZPLffX94VmZKvn6QSlVsB7b1tXa3pOr1MK4DltTXh5YNRy/12PvYT+4Vg6vbA51bBdms3MFSDuvm4BnnixD91nT81KT2wcuyUcRM/SWZZlzoxIdCP4xUvR+eRN5vS9k8GuXn5zzWIMRRJZbWJTTxdCAQ2rM1L9Prh+CQZG4lnbbVu9EPGEjrU7T923ZXxJscx9jfbz6IG+9O3Tw358bOuzWcuaZQa9GeVoDPqw8t5f5mxHbttbvbZL8+u+fF4H/uq970bv68fQdfY0PPKrI7jygulZ/Vpm+uH7nn4df/Xed2NwJILjzWGmISaiiqnp6Q1OKYAHIjHb+5d1zchKL2xONWyXZjNzBYgN9z+Hqxd0WtITG8de8yfnpD8YjMfsItG9FJ1PZLCrl9GEsrSJ9bt6ccSU6jeZhGW7I8cj6QGvcd/andZ9jfaTeTuWUFnbHD4esV3l4dDAWN525La91Wu7NL/uZV0zcMOuXlw270zcsKsXy7tnWvq1zPTDxvbndpzGNMREVFE1faU3VwrgfKswANZUw7nSbBp/68r52G4j0b0UnU9ksKuXmtivaGJO9Zu0aReFpAk2rwBgvjBYyLHM7chte6vXdml+3Ua/aPR1+dIPG7+d+t1af/+IyDtq+kqvkQI4k5EC2CnaODMS2RyV7BRJnrl6gybOx3Ybie6l6Hwig1291BVs66o51a/Ppl0YaYLz7Wu3AoBuCkUo5FjmduS2vdVruzS/bqNfNPq6XP1i5m+nfrfW3z8i8o6aG/TqukL/cBRvDo6hMaRZIr839nShLRy0vX9P72FsevxV3LE8FYm86fFX8R8fuwjbVi3EA2uXIBJPWqLBM1dv2NjTBaV03H3dAttjb33yNctjdtHkXorOJzLY1cuQX2xXV+icGs66z+eDZbvOqak5vJn3bVlh3XejaQWAjT1daApp6Xa5bdVCnNvRZLtSw6y2xrztyKm9tYYD6b6kfziK1nCgLtul+f3Z03sYG3u68NMDb2FjTxd27/udpV8zVm8wfm/s6cKrfe9YzlE9vH9E5B01tXqDU6CNJmKJ3s5c1cGICB+IxJFI6gj4NZwcX5HhRCSRFXixffVCNAZ8iI+vBuEXIJLQ4dMEO59+HZt//gYun9eBv79yHnyaZEU6J5I6msZXb8iXArVS0fk1puJvWLlWb6gUuyj+t4ZPIpZQ6Uj9oD+1ksk7kWT6vpBf0N4YsqzCMJHVG9qbgnj12BjW7MwIKFvRjT9ob0q3M6NtaZpMaFWG1nAAL/ePWILW5rQ3YzASr8vVG46NRjEWTeL1Y6P4zZEhvH/+WWht9ONkXEfAJ4glFZK6gk8T+ARIqtT0FyigMaQhnhS0hgPleP9o8lT8ZHH1hvrG1Rsy2AWaXLv1WTy04RJMN0W6G6mBM50V8qN/OIpr7n4KRwYj2LyiC7c+ciDreKu27cWD65ZiVtupfTP3AVLpiQ+8NYyHNlySjrA/qyX7a718KhGdT5SPuV4eHYqkV1EwpP45XIT3feWJrPse2nCJpc0BsNTzhgY/pjdkd02Zt/uHo+kBLzAeELVzHx7acIltO3PTjsyvq384ahu0ltmm64mmCQSCnntOnesv/+RldLaG8cDaJfjgxl9Y6sAtV83DrY8cwIPrlqKlsSH9WD2+f0TkDTU1vaEUgSaZx3BKr8nAM6IUp1S/5ot3pWwPk9He2KatnN6TXIHBdv0lEVGl1NSgtxSBJpnHcEqvycAzohSnVL/mQLNStofJaG9s01ZO70muwGC7/pKIqFLK3huJyBUiclBEXhGRz9s8HhKRB8Yff1ZEZk/0uUoRAJZ5jMygNuN4DDwjOsUp1W/IL2VrD5PR3timrZzeE7s6kJmGmGmficgryhrIJiI+AC8B+DMARwDsBXCtUupAxjYbAMxXSq0XkY8CuEYp9ZFcx801kb0UAWCZx2gIaojFU2mDGXhWdSp+AmotkM1OIqGngkInEEA2UZPR3iaxTVdNPXV6TzLrgE8TaAIoiGN/SVWrKuoqA9lql9cD2RYBeEUp9RoAiMi3AFwN4EDGNlcD+Mfxv3cD+JqIiJrgaLwUAWATOQYDz6he+f3ahAPIJmoy2hvbtJXTe+JUB4iIvKTc/4JPB3A44/aR8ftst1FKJQCcANBW5nIRERERUR0p95Veu8vL5iu4braBiKwFsBYAZs6cWXzJiMqEdZWqAespVQuv1VVOV6he5b7SewTAjIzbnQCOOm0jIn4ApwM4bj6QUmqLUqpbKdXd3t5epuISFY91laoB6ylVC9ZVKpVyD3r3ApgjImeLSBDARwE8bNrmYQAfH/97OYCfTnQ+LxERERGRnbJOb1BKJUTkRgD/BcAH4F6l1G9F5J8B7FNKPQzgHgA7ReQVpK7wfrScZSIiIiKi+lPWJcvKRUT6ARyqdDk8YBqAY5UuhAc4vQ/HlFJXTHZhMrmsq7VyHmvhdVTiNVRLPS0Hr9cZr5cPmNwyerGuVsM5coOvo7Rs62pVDnopRUT2KaW6K12OSqv296Hay2+ohddRC6+hmnj9/fZ6+YDqKGM51crr5+uYHFw1nIiIiIhqHge9RERERFTzOOitblsqXQCPqPb3odrLb6iF11ELr6GaeP399nr5gOooYznVyuvn65gEnNNLRERERDWPV3qJiIiIqOZx0EtERERENY+D3iokIi0isltEXhSRF0RkaaXLVAki8jci8lsR+Y2IfFNEGipdpkKIyAwR+dn4OfytiHy60mUqlIg0iMgvReTX46/hnypdpmKIiE9EnheRRypdllpVTfXey/WBnwOAiFwhIgdF5BUR+XylyzMRInKviPSJyG8qXZaJqqY2zUFvdfoqgB8ppc4DcAGAFypcnkknItMBfApAt1LqfKQy/lVbNr8EgM8qpf4QwBIAfyki8ypcpkJFAVymlLoAwIUArhCRJRUuUzE+jTpsT5Osmuq9l+tDXX8OiIgPwH8AeD+AeQCu9XA9ymU7gIom/CiBqmnTHPRWGRE5DcCfIJW+GUqpmFJqqLKlqhg/gLCI+AE0Ajha4fIURCn1llLqufG/h5H60Jpe2VIVRqWMjN8MjP9UZXSsiHQCuBLA1ytdllpWLfXey/WBnwMAgEUAXlFKvaaUigH4FoCrK1ymgimlngRwvNLlKEa1tGmAg95qdA6AfgDbxr92+7qINFW6UJNNKfUmgC8B+B2AtwCcUEo9WtlSTZyIzAZwEYBnK1uSwo1/BfwrAH0AfqyUqrrXMO7/B/A5AHqlC1IvPF7vvVwf+DmQGlQdzrh9BB4daNUTj7dpDnqrkB/AAgAblVIXARgFUJVzmYohIq1I/Vd/NoCzADSJSE9lSzUxItIMYA+Av1ZKvVPp8hRKKZVUSl0IoBPAIhE5v9JlKpSIXAWg7/+1d/exUlxlHMe/v/JSSiliC2lqkUAqUrEmJiVYuIiohJQ21aBE0hj1mkZiaEFN0KY2EtDEWm0aU4l9UwIpSEIp1hYSKY29Xl5bXuS9pDQUCkZjRUIwVmzr4x/n2Tpe9u5yLyuzM/t8ksk9e3Zm58nuM2fOzjlz18x25h1Lq2jmvC9APsR5AFSlrpCjTGXRzMd0RXR6i+cEcCJzNW01qfFrNVOB18zsDTN7C1gDTMw5ph6T1I/USKwwszV5x3MhfHi1g2LOT2sDPiPpKGmY9FOSlucbUnkVIO+bPR/iPJDeg/dnHg+nYFPcyqQAxzQQnd7CMbM/A8cljfGqTwMHcwwpL68DN0kaKEmk96FQN3J43L8EXjazB/OOpzckDZM0xMuXkb6MHMo3qp4zs3vMbLiZjSTdEPk7MyvkyEGzK0LeN3s+xHkAgO3AaEmjJPUnfU7P5BxTSyrCMV0Rnd5imguskLSXdMf8D3OO56LzKxyrgV3APlIuN/XPH1bRBnyJdBVpty+35B1UD10DvOC5uJ00p7fp/r1TaCplyPtm0NLnATN7G7gLWE+64LHKzA7kG1XPSVoJbAXGSDoh6Y68Y+qFwhzT8TPEIYQQQgih9OJKbwghhBBCKL3o9IYQQgghhNKLTm8IIYQQQii96PSGEEIIIYTSi05vCCGEEEIovej0hhBCCCGE0otOb0FImiKp2/9/Kqld0uL/w37bJb0v8/iopKGN3k8on3o5ex7bj5P0UDfPHZU0VNIQSXMatc9QfF3brBrrLZU0s8bzHZLGNTi2yNdwjkbl7Hls/31JU6vUv5uHXp6Yee6C9tlsotMb6mkH6h6MITSame0ws3l1VhsCzKmzTmgt7TRvmxX5Gqpp5yLkrJktMLPn66w2BZhYZ53Cik5vA0m6XNI6SXsk7Zc0S9KNkn4vaaek9ZKu8XU7JP1U0hZfd7zXj/e6P/jfMbX3WjWOYZKekrTdlzavXyhpie/7iKR5mW2+J+mQpA2SVkqa79/uxpF+9We3/8wswFxJuyTtk3T9Bb9xITd55qznzxAlJyV92eufkDS1y9WHqyQ95/t4FJC/zI+A6zw/f+J1gySt9nxeIUnn7j0UhaSR/lkuk7TXP9uB1fK0WpslaYG3g/slPdabfJA0TdJWb/eelDTI649KWtS1PfQ2eIPXPyrpmNIIWeRrC8gjZ70dXuPlz0p6U1J/SQMkHfH6d6/aSrrZY9wEfK4SN/B14Fsey8f95Sd7235ERb/qa2axNGgBPg88nnn8HmALMMwfzwKWeLmjsi4wGdjv5cFAXy9PBZ7y8hRgbY19twOLvfwrYJKXR5B+DxtgocdzKTAUOAn0Ix1wu4HLgCuAw8D8TJzjMvs5Csz18hzgF3m/77EUNmcfAW4FbiD9hHHltQ8Dg7LbAw8BC7x8K2CewyMrcWT2eRoYTvpSv7VyLMRSzMU/YwPa/PES4Nt18jTbZl2ZKT8B3OblpcDMGvvt8LZxKNAJXO71d2dysWp7CCwG7vHyzZGvrbXkkbNAX+A1Lz/gbWob8AlgZXZ7YABwHBhNuoCwKtPWLsTP/5ltnvT8HAu8mvf7eyFLX0Ij7QMekHQ/sBY4RTqhb/Avan2AP2XWXwlgZp2SBksaQup0LpM0mnTQ9OtFHFOBsZkvh4MlXeHldWZ2Fjgr6S/A1cAk4Ddm9iaApGfrvP4a/7sT/4YYCivPnN1I6jwfAx4GZku6Fvibmf29y8WNyXiumdk6SadqvO5LZnYCQNJu0glo03nGFJrTcTPb7OXlwHepnadZn5T0HWAgcCVwAKjXxmXdRDrZb/Z99Sd1TiuqtYeTgBkAZvbbyNeWdFFz1szelvSqpA8B44EHSe1mH1Jbm3U9qYN8GEDScmB2jZd/2sz+DRyUdHWtOJpddHobyMxekXQjcAtwH7ABOGBmE7rbpMrjHwAvmNkMH2ro6EUolwATKp3YCj/Qzmaq3iHlQE+H0yqvUdk+FFTOOdsJ3EkajbiX1EmYybkNdHf77k61HA/F1vWzP0PtPAVA0gDg56SraMclLSRd5eoJARvM7PZunq/WHvakTY18Lac8cnYjMB14C3iedJW2DzD/POKrJZujhZ5+E3N6G0jp7st/mNly0vDCx4Bhkib48/0knpkicQAAAjRJREFUfTizySyvnwScNrPTpOHlP/rz7b0M5TngrkxcH62z/ibgNp/7M4g0fFxxhnQlL5RQnjlrZsdJQ76jzewIKQ/nU73T2wl80fc9HXiv10d+toYRlZwEbge20X2eZnOi0ln4q7dtvZmPuA1ok/QB39dASR+ss80m4Au+/jQiX1tRHjnbCXwT2GpmbwBXka7qHuiy3iFglKTrMvFVlDpHo9PbWB8BXvIhqnuBBaSEvV/SHtK82exdkackbSHNbbzD634M3CdpM+kbWm/MA8b5BPqDpInp3TKz7cAzwB7SUN0O0jwzSN8UH9H/3sgWyiPvnH0ReMXLG4FrqT60u4h0M8UuYBrwOoCZnSQNO+/Xf28MCuXzMvAVSXtJw70/o/s8XYq3WaQrVI+TpvE8TZrn2CPeeWgHVvr+t5E6ErUsAqZ5vk4nDWOfiXxtKXnk7IukKYud/ngvsNd8cm6Fmf2TNJ1hnd/Idizz9LPAjC43spWGurwX4SKR1EGaLL4j71gAJA3yeZQDSQfMbDPblXdcoXk0W86G1uBTZtaa2Q05h3LeJF0KvOPzLCcAD5tZvRG3UBJFzNlWEXOHQsVjksaShlaWRYc3hBB6bQSwStIlwL+Ar+UcTwiBuNJbOJK+CnyjS/VmM7szj3hCqCdyNjQzSb8GRnWpvtvM1ucRTwj1RM72XnR6QwghhBBC6cWNbCGEEEIIofSi0xtCCCGEEEovOr0hhBBCCKH0otMbQgghhBBK7z+TBh+MOhPHsgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#산점도 행렬\n",
    "sns.pairplot(dat)  #히스토그램과 산점도 함께 그려줌\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# species로 점의 색상 구분.\n",
    "sns.pairplot(dat, hue='species')  #hue하면 더 자세하게 색칠됨\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# species로 점의 색상 구분. palette 적용.\n",
    "sns.pairplot(dat, hue='species', palette='coolwarm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 혼합 유형의 시각화 행렬"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 산점도 행렬.\n",
    "g=sns.PairGrid(dat)\n",
    "g.map(plt.scatter)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 혼합 유형 시각화 행렬.\n",
    "g=sns.PairGrid(dat)\n",
    "g.map_diag(sns.distplot, color='orange')         # 대각선에는 히스토그램.\n",
    "g.map_upper(plt.scatter, color='green')          # 위 삼각에는 산점도.\n",
    "g.map_lower(sns.kdeplot, color='blue')           # 아래 삼각에는 KDE.\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 다중 시각화 (Facet Grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 다중 히스토그램.\n",
    "g=sns.FacetGrid(data=dat, col='species')  #species가지고 칼럼 쪼갬\n",
    "g.map(sns.distplot, 'petal_length')       #displot넣어서 그려라\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 다중 히스토그램.\n",
    "g=sns.FacetGrid(data=dat, row='species')\n",
    "g.map(sns.distplot, 'petal_length')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 다중 산점도.\n",
    "g=sns.FacetGrid(data=dat, col='species')\n",
    "g.map(plt.scatter, 'petal_length', 'petal_width',color='orange')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. heat map - 값의 크고작음을 색깔의 농도로 표시"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>mpg</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.775396</td>\n",
       "      <td>-0.804203</td>\n",
       "      <td>-0.778427</td>\n",
       "      <td>-0.831741</td>\n",
       "      <td>0.420289</td>\n",
       "      <td>0.579267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cylinders</td>\n",
       "      <td>-0.775396</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.950721</td>\n",
       "      <td>0.842983</td>\n",
       "      <td>0.896017</td>\n",
       "      <td>-0.505419</td>\n",
       "      <td>-0.348746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>displacement</td>\n",
       "      <td>-0.804203</td>\n",
       "      <td>0.950721</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.897257</td>\n",
       "      <td>0.932824</td>\n",
       "      <td>-0.543684</td>\n",
       "      <td>-0.370164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>horsepower</td>\n",
       "      <td>-0.778427</td>\n",
       "      <td>0.842983</td>\n",
       "      <td>0.897257</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.864538</td>\n",
       "      <td>-0.689196</td>\n",
       "      <td>-0.416361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>weight</td>\n",
       "      <td>-0.831741</td>\n",
       "      <td>0.896017</td>\n",
       "      <td>0.932824</td>\n",
       "      <td>0.864538</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.417457</td>\n",
       "      <td>-0.306564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>acceleration</td>\n",
       "      <td>0.420289</td>\n",
       "      <td>-0.505419</td>\n",
       "      <td>-0.543684</td>\n",
       "      <td>-0.689196</td>\n",
       "      <td>-0.417457</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.288137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>model_year</td>\n",
       "      <td>0.579267</td>\n",
       "      <td>-0.348746</td>\n",
       "      <td>-0.370164</td>\n",
       "      <td>-0.416361</td>\n",
       "      <td>-0.306564</td>\n",
       "      <td>0.288137</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   mpg  cylinders  displacement  horsepower    weight  \\\n",
       "mpg           1.000000  -0.775396     -0.804203   -0.778427 -0.831741   \n",
       "cylinders    -0.775396   1.000000      0.950721    0.842983  0.896017   \n",
       "displacement -0.804203   0.950721      1.000000    0.897257  0.932824   \n",
       "horsepower   -0.778427   0.842983      0.897257    1.000000  0.864538   \n",
       "weight       -0.831741   0.896017      0.932824    0.864538  1.000000   \n",
       "acceleration  0.420289  -0.505419     -0.543684   -0.689196 -0.417457   \n",
       "model_year    0.579267  -0.348746     -0.370164   -0.416361 -0.306564   \n",
       "\n",
       "              acceleration  model_year  \n",
       "mpg               0.420289    0.579267  \n",
       "cylinders        -0.505419   -0.348746  \n",
       "displacement     -0.543684   -0.370164  \n",
       "horsepower       -0.689196   -0.416361  \n",
       "weight           -0.417457   -0.306564  \n",
       "acceleration      1.000000    0.288137  \n",
       "model_year        0.288137    1.000000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mpg 데이터를 불러온다. \n",
    "dat = sns.load_dataset('mpg')\n",
    "x = dat.corr()\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap 디폴트.\n",
    "sns.heatmap(x)    #x가 일종의 행렬일 때 그 값을 색깔로 표현\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap 디폴트.\n",
    "# palette 대신에 cmap을 정해준다.\n",
    "sns.heatmap(x, cmap = 'coolwarm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap 디폴트.\n",
    "# 중심 위치를 정해준다 (디폴트 = 0).\n",
    "sns.heatmap(x, cmap = 'coolwarm', center=-1)\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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}