{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 総合実験(2日目)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jupyter Notebook を使った大規模データの可視化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jupyter Notebook (IPython Notebook) とは\n", "* Python という名のプログラミング言語が使えるプログラミング環境。計算コードと計算結果を同じ場所に時系列で保存できるので、実験系における実験ノートのように、いつどんな処理を行って何を得たのか記録して再現するのに便利。\n", "* [当学の演習室での使い方](https://raw.githubusercontent.com/maskot1977/-/master/%E6%BC%94%E7%BF%92%E5%AE%A4.txt)\n", "* [個人PCでのインストールと始め方](http://www.task-notes.com/entry/20151129/1448794509)\n", "* [小寺研究室](https://github.com/maskot1977/-/blob/master/L1%E3%82%BC%E3%83%9F2015%E5%B0%8F%E5%AF%BA%E7%A0%94%E7%A9%B6%E5%AE%A4.pptx.pdf) では、MacOSX上で右記のようにセットアップしています。> [環境構築](https://sites.google.com/site/masaakikotera/8-python/8-1-huan-jing-gou-zhu)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 前回の復習\n", "* 前回の内容を忘れてしまった人は[総合実験(1日目)](http://nbviewer.jupyter.org/github/maskot1977/ipython_notebook/blob/master/%E7%B7%8F%E5%90%88%E5%AE%9F%E9%A8%93%EF%BC%91%E6%97%A5%E7%9B%AE.ipynb) を見てください。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 本実習スタート\n", "* 本実習ではまず、下のプログラムを順次実行してもらいます。各自の画面中の IPython Notebook のセルに順次入力して(コピペ可)、「Shift + Enter」してください。\n", "* 最後に、課題を解いてもらいます。課題の結果を、指定する方法で指定するメールアドレスまで送信してください。\n", "* Python 2 と Python 3 で若干書き方が違う場合があるので注意してください。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# 図やグラフを図示するためのライブラリをインポートする。\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# URL によるリソースへのアクセスを提供するライブラリをインポートする。\n", "import urllib # Python 2 の場合\n", "# import urllib.request # Python 3 の場合" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 簡単な折れ線グラフで時系列変化を図示する。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('airmiles.txt', )" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ウェブ上のリソースを指定する\n", "url = 'https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/airmiles.txt'\n", "# 指定したURLからリソースをダウンロードし、名前をつける。\n", "urllib.urlretrieve(url, 'airmiles.txt') # Python 2 の場合\n", "# urllib.request.urlretrieve(url, 'airmiles.txt') # Python 3 の場合" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1937\t412\r", "\r\n", "1938\t480\r", "\r\n", "1939\t683\r", "\r\n", "1940\t1052\r", "\r\n", "1941\t1385\r", "\r\n", "1942\t1418\r", "\r\n", "1943\t1634\r", "\r\n", "1944\t2178\r", "\r\n", "1945\t3362\r", "\r\n", "1946\t5948\r", "\r\n" ] } ], "source": [ "# ダウンロードしたファイルの冒頭だけ表示して中身を確認する\n", "!head airmiles.txt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# ダウンロードしたファイルから、2つの列の数字をそれぞれリストに入れる。\n", "x = []\n", "y = []\n", "for i, line in enumerate(open('airmiles.txt')):\n", " a = line.split()\n", " x.append(int(a[0]))\n", " y.append(int(a[1]))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]\n", "[412, 480, 683, 1052, 1385, 1418, 1634, 2178, 3362, 5948, 6109, 5981, 6753, 8003, 10566, 12528, 14760, 16769, 19819, 22362, 25340, 25343, 29269, 30514]\n" ] } ], "source": [ "# リストの中身を確認する。\n", "print x\n", "print y" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEACAYAAABPiSrXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuYVXW9x/H3R1CwRLylFKJpXASzA3hES82tFsJzUvSk\nRB0Fn9BMsSxLA48nMM/JR0sPauIpLwlqAZkJIioSTmbJxSsiKHSBAIGSi0IYt/meP9Ya2NDA7JnZ\nM2vv2Z/X86yHNb+91trftVjMl99l/ZYiAjMzs0LslXUAZmZWPpw0zMysYE4aZmZWMCcNMzMrmJOG\nmZkVzEnDzMwKVmfSkNRG0ixJr0h6XdLItHykpGWSXk6Xfnn7jJC0SNICSX3zyntLmitpoaTReeX7\nSBqf7vOCpCOKfaJmZtZ4dSaNiNgEnB4RvYCeQH9JfdKPb4uI3unyFICk7sBAoDvQHxgjSen2dwND\nI6Ir0FXSWWn5UGBNRHQBRgO3FOn8zMysiApqnoqIjelqG6A1UPNEoGrZfAAwPiK2RsRiYBHQR1IH\noF1EzEm3Gwecm7fP2HT9EeDM+pyEmZk1j4KShqS9JL0CrASeyfvFf6WkVyXdK6l9WtYRWJq3+/K0\nrCOwLK98WVq20z4RsQ1YJ+mghpyQmZk1nUJrGtVp89ThJLWGHsAY4OiI6EmSTG4tYly11WDMzCxj\nreuzcUS8J6kK6BcRt+V9dA/weLq+HOiU99nhadnuyvP3eVtSK2D/iFiz6/dL8kRZZmYNEBFF+c94\nIaOnDqlpepK0L/BZ4M20j6LGvwPz0vXJwKB0RNRRQGdgdkSsBN6V1CftGB8MTMrbZ0i6fgEwY3fx\nRISXCEaOHJl5DKWy+Fr4Wvha7HkppkJqGh8GxkraiyTJTIiIqZLGSeoJVAOLgcvSX+rzJU0E5gNb\ngCtiR9TDgAeAtsDUSEdcAfcBD0paBKwGBhXj5MzMrLjqTBoR8TrQu5bywXvY5ybgplrKXwKOq6V8\nE8kwXTMzK2F+IrxM5XK5rEMoGb4WO/ha7OBr0TRU7PaupiQpyileM7NSIIloro5wMzOzGk4aZmZW\nMCcNMzMrmJOGmZkVzEnDzMwK5qRhZmYFc9IwM7OCOWmYmVnBnDTMzKxgThpmZlYwJw0zMyuYk4aZ\nmRXMScPMzArmpGFmZgVz0jAzs4I5aZiZWcGcNMzMrGBOGmZmVjAnDTMzK5iThpmZFcxJw8zMClZn\n0pDURtIsSa9Iel3SyLT8QEnTJL0l6WlJ7fP2GSFpkaQFkvrmlfeWNFfSQkmj88r3kTQ+3ecFSUcU\n+0TNzCrRvHnFPV6dSSMiNgGnR0QvoCfQX1IfYDgwPSK6ATOAEQCSegADge5Af2CMJKWHuxsYGhFd\nga6SzkrLhwJrIqILMBq4pVgnaGZWidatg298A844o7jHLah5KiI2pqttgNZAAAOAsWn5WODcdP0c\nYHxEbI2IxcAioI+kDkC7iJiTbjcub5/8Yz0CnNmgszEzq3DV1fDTn0L37rBxI7zxRnGP37qQjSTt\nBbwEfAy4KyLmSDosIlYBRMRKSYemm3cEXsjbfXlathVYlle+LC2v2WdpeqxtktZJOigi1jTwvMzM\nKs6LL8KVV0IETJ4MJ5xQ/O8oKGlERDXQS9L+wK8kHUtS29hpsyLGpd19MGrUqO3ruVyOXC5XxK81\nMys/77wD//mfSaL4/vfhyCOreOKJKp54ovjfVVDSqBER70mqAvoBq2pqG2nT01/TzZYDnfJ2Ozwt\n2115/j5vS2oF7L+7WkZ+0jAzq2TbtsGPfwyjRsEXvwgLFsABBwDkOOOM3PbtbrjhhqJ9ZyGjpw6p\nGRklaV/gs8ACYDJwcbrZEGBSuj4ZGJSOiDoK6AzMjoiVwLuS+qQd44N32WdIun4BSce6mZntxu9+\nB//6rzBhAkyfDrffXpMwmlYhNY0PA2PTfo29gAkRMVXSTGCipC8DS0hGTBER8yVNBOYDW4ArIqKm\n6WoY8ADQFpgaEU+l5fcBD0paBKwGBhXl7MzMWpgVK+A734EZM+AHP4BBg0C7bdAvPu34fV76JEU5\nxWtmViwRcMcdcOONcMklcP31sN9+he0riYgoSmqpV5+GmZllY9o0uPPOpFmqW7fs4nBNw8ysxFVX\nw/HHJyOkzj+//vsXs6bhuafMzErchAmw997w+c9nHYlrGmZmJW3zZujRA37yk4ZPCeKahplZhbj3\nXvjYx4o/h1RDuaZhZlaiNmyArl3hiSegV6+GH8c1DTOzCjB6NJx2WuMSRrG5pmFmVoLeeQeOOQZm\nzoTOnRt3rGLWNJw0zMxK0NVXw6ZNcNddjT+Wk4aZWQu2ZAn07p28C6NDh8Yfz30aZmYt2MiRcMUV\nxUkYxeZpRMzMSsi8efDkk7BoUdaR1M41DTOzEnLddTB8OOy/f9aR1M41DTOzEvH88/DaazBxYtaR\n7J5rGmZmJSAiqWF873vQtm3W0eyek4aZWQmYMgXWrYMLL8w6kj1z0jAzy9i2bUlfxve/D61aZR3N\nnjlpmJll7OGHoX17OPvsrCOpmx/uMzPL0KZNyZv4HnoITjmlab7DD/eZmbUQd98Nxx3XdAmj2FzT\nMDPLyHvvQZcuMH16kjiaimsaZmYtwA9/CP36NW3CKDbXNMzMMrBqVfIa15dfhiOPbNrvataahqTD\nJc2Q9Iak1yV9LS0fKWmZpJfTpV/ePiMkLZK0QFLfvPLekuZKWihpdF75PpLGp/u8IOmIYpycmVmp\nuvFGGDy46RNGsRUyjchW4OqIeFXSfsBLkp5JP7stIm7L31hSd2Ag0B04HJguqUtaRbgbGBoRcyRN\nlXRWRDwNDAXWREQXSV8AbgEGFecUzcyazrx58Oc/J+s1DSH5DSK1rf/97zB+PLz5ZvPEWEx1Jo2I\nWAmsTNc3SFoAdEw/rq26MwAYHxFbgcWSFgF9JC0B2kXEnHS7ccC5wNPpPiPT8keAHzXwfMzMms38\n+ZDLwSc/uaNM+uf12sruuAMOOaTJQyy6ek1YKOmjQE9gFnAKcKWki4AXgW9FxLskCeWFvN2Wp2Vb\ngWV55cvYkXw6AksBImKbpHWSDoqINfU9ITOz5rBpE/zHf8BNN8Gll2YdTfMpOGmkTVOPAFelNY4x\nwPciIiT9N3ArcEmR4tpth82oUaO2r+dyOXK5XJG+0syscN/9btIfcUmxfusVUVVVFVVVVU1y7IJG\nT0lqDUwBnoyI22v5/Ejg8Yj4hKThQETEzelnT5E0PS0Bno2I7mn5IOC0iLi8ZpuImCWpFbAiIg6t\n5Xs8esrMMldVldQyXn0VPvShrKOpWxbPadwPzM9PGJLyX0T478C8dH0yMCgdEXUU0BmYnfaNvCup\njyQBg4FJefsMSdcvAGY06GzMzJrY2rXJqKf77iuPhFFsddY0JJ0MPAe8DkS6XAd8iaR/oxpYDFwW\nEavSfUaQjIjaQtKcNS0tPx54AGgLTI2Iq9LyNsCDQC9gNTAoIhbXEotrGmaWmQj40peSDuw778w6\nmsIVs6bhh/vMzAr08MPwP/8DL70E++6bdTSFc9IwM2tmixdDnz4wbRr07Jl1NPXjuafMzJrRtm1J\nP8Y115Rfwig2Jw0zszrcckvyRr2rr846kuy5ecrMbA9eegn690/+7NQp62gaxs1TZmbNYOPG5HmM\nO+8s34RRbK5pmJntxhVXwPr18OCDWUfSOMWsadRr7ikzs0oxZQo8+WTy1Lft4KRhZraLVauSSQgn\nToT27bOOprS4ecrMLE8EnH02/Mu/JA/ytQRunjIzayI//jGsXAmPPpp1JKXJNQ0zs9Sbb8Kpp8Lz\nz0O3bllHUzwecmtmVmSbN8OFFybv7m5JCaPYXNMws4oXAV/9Kvz1r0mzlIryf/LS4T4NM7Miuusu\n+P3vk6WlJYxic03DzCra9Olw0UVJwjjqqKyjaRquaZiZFcGiRck0IRMnttyEUWzuCDezirRuHZxz\nTtLxfdppWUdTPtw8ZWYVZ9s2+NznoEsXuOOOrKNpeh5ya2bWCNdeC1u3wm23ZR1J+XGfhplVlPvv\nh8cfh1mzoLV/A9abm6fMrGL87ndw3nnw3HNwzDFZR9N83DxlZlZPS5bABRfAuHGVlTCKzUnDzFq8\nDRtgwAC45hro1y/raMpbnUlD0uGSZkh6Q9Lrkr6elh8oaZqktyQ9Lal93j4jJC2StEBS37zy3pLm\nSlooaXRe+T6Sxqf7vCDpiGKfqJlVpupqGDIEeveGb3wj62jKXyE1ja3A1RFxLPBJYJikY4DhwPSI\n6AbMAEYASOoBDAS6A/2BMdL2B/PvBoZGRFegq6Sz0vKhwJqI6AKMBm4pytmZWcUbNSqZ6vzuuz1F\nSDHUmTQiYmVEvJqubwAWAIcDA4Cx6WZjgXPT9XOA8RGxNSIWA4uAPpI6AO0iYk663bi8ffKP9Qhw\nZmNOyswMYMKEpA/j0UehTZuso2kZ6tWnIemjQE9gJnBYRKyCJLEAh6abdQSW5u22PC3rCCzLK1+W\nlu20T0RsA9ZJOqg+sZmZ5XvpJbjySnjsMTjssKyjaTkKHqUsaT+SWsBVEbFB0q5jX4s5Fna3lchR\no0ZtX8/lcuRyuSJ+rZm1BCtWJENrf/xj6Nkz62iaX1VVFVVVVU1y7IKe05DUGpgCPBkRt6dlC4Bc\nRKxKm56ejYjukoYDERE3p9s9BYwEltRsk5YPAk6LiMtrtomIWZJaASsi4tBa4vBzGma2R9XVcMYZ\ncPrpMHJk1tGUhiye07gfmF+TMFKTgYvT9SHApLzyQemIqKOAzsDstAnrXUl90o7xwbvsMyRdv4Ck\nY93MrN5Gj07mlrr++qwjaZnqrGlIOhl4DnidpAkqgOuA2cBEoBNJLWJgRKxL9xlBMiJqC0lz1rS0\n/HjgAaAtMDUirkrL2wAPAr2A1cCgtBN911hc0zCz3XrjDcjlkilCjj4662hKRzFrGp5GxMxahM2b\n4aST4PLL4dJLs46mtHgaETOzXdx4I3zkI3DJJVlH0rJ5jkczK3szZ8I998Crr/oBvqbmmoaZlbWN\nG2HwYPjRj6BDh6yjafncp2FmZe1rX4O1a+Ghh7KOpHQVs0/DzVNmVraeeQYmTYK5c7OOpHI4aZhZ\nWVq7Fr785eRNfAcckHU0lcPNU2ZWli68EA48EO68M+tISp+bp8ysov3iFzBnDrzyStaRVB7XNMys\nrKxYAb16weTJ0KdP1tGUBz/cZ2YVKSJ5eO8rX3HCyIqThpmVjXvvTd7C91//lXUklcvNU2ZWFv70\nJzjxRPjNb6BHj6yjKS9unjKzirJtW/LU93XXOWFkzUnDzErerbdC69Zw1VVZR2JunjKzkjZ3Lpx5\nJrz4Ihx5ZNbRlCc3T5lZRXj33eQhvh/8wAmjVDhpmFlJWr06qWHkcjBkSJ2bWzNx0jCzkrNyZZIs\nPvMZuP12vyOjlDhpmFlJWboUPv1p+MIX4KabnDBKjeeeMrOS8cc/JrWLr38dvvnNrKOx2rimYWYl\nYcGCpElq+HAnjFLmmoaZZe6116BfP7jlFrjooqyjsT1x0jCzTM2aBeecA3fdBeefn3U0Vpc6m6ck\n3SdplaS5eWUjJS2T9HK69Mv7bISkRZIWSOqbV95b0lxJCyWNzivfR9L4dJ8XJB1RzBM0s9L13HNw\n9tnJ2/ecMMpDIX0aPwXOqqX8tojonS5PAUjqDgwEugP9gTHS9rEPdwNDI6Ir0FVSzTGHAmsiogsw\nGril4adjZuVi2rQkUfz85/Bv/5Z1NFaoOpNGRDwPrK3lo9oGwg0AxkfE1ohYDCwC+kjqALSLiDnp\nduOAc/P2GZuuPwKcWXj4ZlaOJk1KnvT+1a+SB/isfDRm9NSVkl6VdK+k9mlZR2Bp3jbL07KOwLK8\n8mVp2U77RMQ2YJ2kgxoRl5mVsPHj4bLL4Mkn4eSTs47G6quhHeFjgO9FREj6b+BW4JIixbTHR3lG\njRq1fT2Xy5HL5Yr0tWbW1O6/P3mB0jPPwHHHZR1Ny1VVVUVVVVWTHLugWW4lHQk8HhGf2NNnkoYD\nERE3p589BYwElgDPRkT3tHwQcFpEXF6zTUTMktQKWBERh+4mDs9ya1am7rkHbrwRpk+Hrl2zjqay\nZDHLrcirAaR9FDX+HZiXrk8GBqUjoo4COgOzI2Il8K6kPmnH+GBgUt4+NdORXQDMaNCZmFnJ+vnP\n4YYbYMYMJ4xyV2fzlKSfATngYEl/Iak5nC6pJ1ANLAYuA4iI+ZImAvOBLcAVeVWDYcADQFtgas2I\nK+A+4EFJi4DVwKCinJmZlYQpU5InvKdPh86ds47GGssvYTKzJvPss8nEg1OmQJ8+WUdTufwSJjMr\nebNnJwlj4kQnjJbEScPMim7evGRqkPvvTyYhtJbDScPMiuoPf4CzzoLRo+Fzn8s6Gis2Jw0zK5pl\ny+Czn4WRI2GQh7S0SE4aZlYUf/tbkjCGDYOvfCXraKypOGmYWaOtW5c0SZ1/Pnz721lHY03JQ27N\nrFE2boS+faF3b7j9dr/TuxQVc8itk4aZNdimTTBgAHTokIyU2sttFyXJScPMMrd1a9LZHQETJkBr\nvwe0ZBUzafiv2czqrboaLr0U1q+HyZOdMCqJ/6rNrF6qq+Gqq2DhwuTte23aZB2RNScnDTMr2Nat\nSQ3jrbdg6lT44Aezjsiam5OGmRVk0yb40pdgw4bkJUpOGJXJYx3MrE4bNsDZZyfDaSdPdsKoZE4a\nZrZHa9cmT3p36pS839t9GJXNScPMdmvlSjjtNPjUp+Deez1Kypw0zGw3Fi+GU06BgQPhhz/0k96W\ncNIws38yfz6ceip84xtw/fVOGLaDK5tmtpMXX0zeg/GDH8BFF2UdjZUaJw0z266qKmmOuueeZE4p\ns105aZgZAI8/DkOHJvNInX561tFYqXKfhpnx8MPJk95PPOGEYXvmmoZZhRszBm66CX79azj22Kyj\nsVJXZ01D0n2SVkmam1d2oKRpkt6S9LSk9nmfjZC0SNICSX3zyntLmitpoaTReeX7SBqf7vOCpCOK\neYJmtntjxybDaZ97zgnDClNI89RPgbN2KRsOTI+IbsAMYASApB7AQKA70B8YI20frHc3MDQiugJd\nJdUccyiwJiK6AKOBWxpxPmZWoJkz4ZprYMoUOOqorKOxclFn0oiI54G1uxQPAMam62OBc9P1c4Dx\nEbE1IhYDi4A+kjoA7SJiTrrduLx98o/1CHBmA87DzOph+XL4/OeTt+316JF1NFZOGtoRfmhErAKI\niJXAoWl5R2Bp3nbL07KOwLK88mVp2U77RMQ2YJ2kgxoYl5nV4f334dxz4etfT57HMKuPYnWEF/Md\nrHt89nTUqFHb13O5HLlcrohfbdayRcAll0DXrnDttVlHY02lqqqKqqqqJjl2Q5PGKkmHRcSqtOnp\nr2n5cqBT3naHp2W7K8/f521JrYD9I2LN7r44P2mYWf3cckvyAqXf/tZTg7Rku/6H+oYbbijasQtt\nnhI71wAmAxen60OASXnlg9IRUUcBnYHZaRPWu5L6pB3jg3fZZ0i6fgFJx7qZFdmUKXDHHfDYY7Dv\nvllHY+VKEXtuWZL0MyAHHAysAkYCjwG/IKkhLAEGRsS6dPsRJCOitgBXRcS0tPx44AGgLTA1Iq5K\ny9sADwK9gNXAoLQTvbZYoq54zeyfLViQTHE+eTKcdFLW0Vhzk0REFKVuWWfSKCVOGmb1t2YNnHhi\nMlvtkCF1b28tj5OGmRVk61bo3x8+8Qm49daso7GsFDNpeO4psxbs29+GVq3g5puzjsRaCs89ZdZC\n3X8/PPkkzJrl17Ra8bh5yqwF+t3v4LzzkqG13bplHY1lzc1TZrZbf/kLXHBBMhmhE4YVm5OGWQuy\ncWMyRcjVVycd4GbF5uYpsxYiAr74Rdhnn6SW4Se+rUYxm6fcPWbWArz3XjKX1J//DL/5jROGNR03\nT5mVsQh46CHo3h02b05e19q2bdZRWUvmmoZZmXrtNbjyyqQf45e/9PQg1jxc0zArM2vXwte+Bn37\nwoUXwuzZThjWfJw0zMpEdXXywF737rBlC8yfD5ddljzxbdZc3DxlVgZefBGGDUs6uJ94Ao4/PuuI\nrFK5pmFWwt55J6lNnH02XH45/P73ThiWLScNsxK0bRv83/9Bjx7JaKgFC+Dii2Ev/4u1jLl5yqyE\nrFkDEyYkCaN9e5g+PZnW3KxU+Ilws4xt3pzMRjtuXJIk+vdPXpbUr58f0rPi8EuYzMpcBLz0UpIo\nxo+HY46BwYPh/PPhgAOyjs5aGk8jYlamli6Fhx9OksXmzUmimDkTjj4668jMCuOkYZbatCkZrbR6\n9c5/1qyvXg17753UBNq33/nPXcvat9/x/MSGDfDoo0miePnlZNrye+6BT33KzU9Wftw8ZRXnb3+D\n73wH3n5756SwaRMcfDAcckiy7Lp+0EHJO7fffRfWrUuWmvVd/3zvPfjAB5Iksn49nHpqUqs4+2zP\nDWXNz30aZg20ZQt85jPJU9UDBuycHNq1K97//KurkxrGunXwwQ8m32GWFScNswYaNix5s92kSX7m\nwSpHybzuVdJiSa9JekXS7LTsQEnTJL0l6WlJ7fO2HyFpkaQFkvrmlfeWNFfSQkmjGxOT2e785Ccw\nY0YylbgThlnDNPafTjWQi4heEdEnLRsOTI+IbsAMYASApB7AQKA70B8YI21vDLgbGBoRXYGuks5q\nZFxmO3n+ebj++qSG0b593dubWe0amzRUyzEGAGPT9bHAuen6OcD4iNgaEYuBRUAfSR2AdhExJ91u\nXN4+Zo22dCkMHJiMXuraNetozMpbY5NGAM9ImiPpkrTssIhYBRARK4FD0/KOwNK8fZenZR2BZXnl\ny9Iys0Z7/3047zz45jeTJ6zNrHEa+5zGyRGxQtKHgGmS3iJJJPmK2nM9atSo7eu5XI5cLlfMw1sL\nEgGXXgrdusG3v511NGbNp6qqiqqqqiY5dtFGT0kaCWwALiHp51iVNj09GxHdJQ0HIiJuTrd/ChgJ\nLKnZJi0fBJwWEZfX8h0ePWUF++EP4ec/T/oz9t0362jMslMSo6ckfUDSfun6B4G+wOvAZODidLMh\nwKR0fTIwSNI+ko4COgOz0yasdyX1STvGB+ftY9YgTz0Ft90Gjz3mhGFWTI1pnjoM+JWkSI/zcERM\nk/QiMFHSl0lqEQMBImK+pInAfGALcEVetWEY8ADQFpgaEU81Ii6rcAsXJrPE/vKX0KlT1tGYtSx+\nuM9alPfegxNPTDq+v/KVrKMxKw1+ItysFtXVydQgnTrBmDFZR2NWOkqiT8Os1Hz3u0lNY7TnFDBr\nMp4a3VqEX/wimR5k9mzYZ5+sozFrudw8ZWXvtdeSmWunTYNevbKOxqz0uHnKLPXOO3DuufCjHzlh\nmDUHJw0rS9XVMHYs9OyZDK/9wheyjsisMrhPw8pOVRV861vQpg088gicdFLWEZlVDicNKxuLFsG1\n18Irr8DNNycz1/od22bNy81TVvLWroWrr4ZPfjJ5cO/NN5PmKCcMs+bnpGEla8sWuOOOZJbajRvh\njTdg+HBo2zbryMwql5unrOREwJQpyXTmRx4Jv/41HHdc1lGZGThpWIl59dWkk/vtt+F//xf693cz\nlFkpcdKwzK1enYyIeuyx5AG9kSOTlyftvXfWkZnZrvxEuDW79evht7+FGTOS5Q9/gFNOgTPPhKFD\n4YADso7QrGXxLLdWVv7xD5g5M+mbmDEjmfbjhBPgjDOSRHHCCa5VmDUlJw0raevXw/z5SYL49a9h\n1iw49tgkSZxxBpx8st+mZ9acnDQsE5s2wYoVsHx50lH99tu1r1dXQ+fOO5LEpz8N7dtnHb1Z5XLS\nsIK98w4sWJA8EPenP8HmzbB1a+HLli1JR/Xy5cm7Kjp0gI4d4SMfSZba1vff3yOezEqJk4btpLoa\nlixJEkNNgliwIFm2bIHu3ZPlYx9LmoVat67fcvDBSTI45BDYy4+DmpUdJ40KtW1bMtLo9deTPoOa\nBLFwIRx4YJIYjjlmR5I45pikZuD/9ZtVNieNFi4CVq5MkkP+smABHHZY8nT0scfunBzatcs6ajMr\nVU4aLch77yW1hl0TRESSHPKXj3/cycHM6q9FJg1J/YDRJJMo3hcRN9eyTVkkjerqpPN4xYqkxrBi\nxY4l/+eVK5Mmp+7d/zlBuFnJzIqlxSUNSXsBC4EzgbeBOcCgiHhzl+2aJWnMmgV//CO8/37yYFrN\nkv9zbZ+tX58kg7/+NakRdOgAH/7wjqW2nxs60qiqqopcLlf0cy9HvhY7+Frs4GuxQzGTRqnMPdUH\nWBQRSwAkjQcGAG/uca8mMnNmkjjatt2x7Ltv8mf79jvWd/1sv/2SRNChQ/JWuabkfxA7+Frs4Gux\ng69F0yiVpNERWJr38zKSRJKJq67K6pvNzEqbR92bmVnBSqVP4yRgVET0S38eDsSuneGSsg/WzKwM\ntbSO8FbAWyQd4SuA2cAXI2JBpoGZmdlOSqJPIyK2SboSmMaOIbdOGGZmJaYkahpmZlYeMu0Il3Sf\npFWS5uaVfULS7yW9JmmSpP3S8hMkvZK3nJu3z7OS3kzLX5Z0SBbn0xj1uRZ5nx8hab2kq/PKekua\nK2mhpNHNeQ7FUsRrUVH3haQjJW1Mz/VlSWPy9qmo+6KOa1FR98Uun81LP98nLa//fRERmS3AKUBP\nYG5e2WzglHT9YuB76XpbYK90vQOwKu/nZ4FeWZ5Lc16LvM9/AUwArs4rmwWckK5PBc7K+twyvBYV\ndV8AR+Zvt8txKuq+qONaVNp90Qp4Dfh4+vOB7Ghlqvd9kWlNIyKeB9buUtwlLQeYDnw+3fYfEVGd\nlu8LVO+yX1kPH67PtQCQNAD4E/BGXlkHoF1EzEmLxgHba2TlohjXIk9F3RfAP42QqdT7glquRZ5K\nui/6Aq9FxLx037UREQ29L0rxwr0h6Zx0fSBweM0HkvpImkeSNb+al0QAHkirmtc3Y6xNrdZrkVY7\nrwVuYOd/GB1JHoyssSwtawnqey1qVMx9kfpoer7PSjolLau4+yJV27WoUUn3RVcASU9JelHSNWl5\ng+6LUkwR81dMAAACC0lEQVQaXwaGSZoDfBDYXPNBRMyOiI8DJwDX1bTLAV+KiOOAU4FTJV3Y3EE3\nkd1di5HA/0bExswia36FXov8xFFp98UK4IiI6A18C/jZrn0/LVBDrkWl3RetgZOBL5Kc83mSTm/o\nl5TEkNt8EbEQOAtAUhfg32rZ5i1JG4CPAy9HxIq0/O+SfkYyBclDzRd109jDtTgR+LykW0jaJ7dJ\n+gfwKNAp7xCHA8ubL+KmU89r8X5EjKm0+yIiNpP+ooiIlyX9keR/mcupsPtiD9eiEn9fLAOei4i1\n6WdTgd7AwzTgviiFmobI+9+hpA+lf+4FXA/8X/rzR5U8BIikI4FuwGJJrSQdnJbvDXwOmNesZ1A8\nBV2LiPh0RBwdEUeTTCf//fSX5Erg3bQZT8BgYFJzn0SRNOpaVOJ9IemQtAxJRwOdgT9V4n2xu2tR\nifcF8DRwnKS2kloDpwFvNPS+yLSmkWb5HHCwpL+QNDW0kzQMCODRiHgg3fwUYLikzSSd4JdHxBpJ\nHwCeTi9GK5IOoHua90war57XYk+GAQ+QjDabGhFPNUnATahI16INlXdffBr4Xt6/kcsiYl36WaXd\nF7Vei0r8fZGe923AiyTX4om8v/963xd+uM/MzApWCs1TZmZWJpw0zMysYE4aZmZWMCcNMzMrmJOG\nmZkVzEnDzMwK5qRhZmYFc9IwM7OC/T9HUjO0GfKZfQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# とりあえず可視化してみる。\n", "plt.plot(x,y)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZwAAAEZCAYAAACjPJNSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcXEW5//HPNwkQlhA2JRoggmxB8bJIhAvCgF4WryzK\nFhUDl0V+CNwogoKiCeByAcUICiKLLKIJIkKEACGGEZElAWRNgCgmZFfIBgazzfP7o2pIZ5xJeia9\nTHd/369Xv+Z09Vmec9KZZ6pOnSpFBGZmZuXWo9oBmJlZY3DCMTOzinDCMTOzinDCMTOzinDCMTOz\ninDCMTOzinDCMSuCpBck7V/kui2StuvicS6Q9LPVfD4g779Hfj9G0ue7cqxSkLSfpMkF7/8m6aBq\nxWPdmxOOrTVJn5U0UdKbkmZKulfSvtWOq5Qi4oMR8XCxq69pBUk3SVomacs2x/leRHyh2P1HxCci\n4tYi4yqapOE5sZ3dpnxoLv9WPv4jETGw1Me3+uSEY2tF0jnAFcC3gXcD2wA/AQ6vZlydJalnKXe3\nhmNtAHwaWACcUPROSxvjmgTwMjCkTfmQXG7WaU441mWSNgYuAr4YEXdHxNsRsSIixkTE+XmddSWN\nyDWfGZJ+KGmd/NkBkqZLOk/S3LzOkZIOk/SypNclXVBwvGGSbpd0q6RFkp6VtIOk8/P20yR9vDA+\nSddLmpWPc4kk5c9OlPSIpCskvQ4My+WnSZqU9/+CpN1y+TtNRZL2kvSopPk55qsk9erEpTsGmA9c\nDJzU5poOk3RrXm5tPjtZ0jTg962rFaz/kKSTC87pj5IulzRP0l8lHVrM9ejAk8AGkgbm7XcBegMT\nC/Z5gKTp7W2s5HxJf5H0D0kjJW1a8Pntkmbn69ic99/62WaSfidpoaQncqx/LPh8Z0ljJb0habKk\nY1dzHtZNOOHY2tgHWA+4azXrXAgMAj4E/EdevrDg837AusB7Sb/0rwM+B+wO7A98U9KAgvU/CdwM\nbAI8AzxA+gX8XuASoPD+x83AUmC7vL//Ak4t+PwjwF9INbPv5F9a3wJOiIiNgSOAN9o5pxXAl4DN\n8jU4CPjiaq5BW0OAXwKjgJ0l7d7m87ZNcvsDOwOHdPB5oUHAZGBz4HLghoLP1nQ92grgVuDE/P5E\n4Bb+vQbXUTz/S7qGHyX9+8wn1X5bjQHeT7r+TwO3FXx2NfBm/uykfOyAd2qIY4FfAFsAg4GfSNp5\nNedi3UFE+OVXl17AZ4FZa1jnL8AhBe8PBl7NywcA/wSU328EtAAfLlj/SeCIvDwMeKDgs08Ci9ps\nvwLYGNgS+BewXsH6g4HxeflEYGqbWO8Hzu7gPP4GHNTBZ0OB3xS8bwG262DdbXKMu+b39wE/LPh8\nGHBLXh6Q1x1Q8HlrWY/8/iHg5IJzeqVg3fVzLO/Orw6vRztxDiMll62BqUAvYBrQn5SEvlXwb/ha\ne9cJmAQcWPDZe0gJr0c7x9skx9qH9IfwUmD7gs8vAR7Oy8cBf2iz/U+Bb1b7/4Rfq391phnArK03\ngC0k9YiIlg7WeS/wWsH7abnsnX1E/o0BvJ1//r3g87dJiaTV3Dafvd5me+X1+wPrALNbW9HyqzCW\ntk1BWwN/7eA83iFpB9J9qw+Tfqn3Ap5a03bZ54FJEfF8fv8r4HJJ50bEig62mVHkvgHmtC5ExNv5\n3Dci1XjWdD3+TURMl/RX4LukZDZz9a1wqxgA/FZS63dDwDJgS0lz8z6PIdVSIr+2ADYAerLqeRf+\nWw0A9pY0r2C/PUmJ0LoxJxxbG48BS4CjgDs7WGcm6RdEa9fZAcCs8ofGdNJf9JsXJKS22pZPJzXx\nrMk1pCag4yNisaShwNFFxvV5YGtJs/P7XqSmuU8Avysyzq4o5np05BZS09xJndzuNVLt67G2H0g6\ngdSx5KCIeE1SX1KTm4B/AMuBrUg1ZEh/DLSaDjRHxCFYTfE9HOuyiFhEanr5Sb7Zv76kXvmm///l\n1UYCF0raQtIWwDepwF+iETGH1M7/Q0l98g3s7bT6Z2muB86VtAeApPdL2rqd9foAi3Ky2Rk4o5iY\nJO1Dun+yF+l+1n8AHyDVctr2BntnsyLLVquL16PVKFJT6K87edhrge9K2gZA0rskHZE/60P6Y2W+\npA2B75ETa64t3wkMz9+pnVn1+twD7CjphPx9W0fSh30Pp/tzwrG1EhFXAOeQOgL8nfRX7RdZ2ZHg\n26T7MM8Bz+bl76xul2t4v8aQCpaHkDokTALmkX5h9utww4g7cmy/lLQI+C2p9tF2v+cCn8vrXEtK\nqsXEPAS4KyImRcTfW1/Aj4BPStpkDefTXtmark+Xr8c7O4j4V0SMj4glRRyz8LMfAXcDYyUtBB4l\ndWqAVGt6jVQDfiF/Vuhs0n2d2aTODr8kJSgi4i1SAhxMqi3PAv4vn5t1Y+p87boTO5fWAx4mfRF6\nAXdExEWShgGnsbKt/usRcX/e5gLgZFKVemhEjM3lewA3kbpljomIL+XydUlf3j2B10nNHKttlzaz\n2pJrzFtGxP9UOxbrurLWcPJfRAdGxO7AbsBhklr/wrkiIvbIr9ZkM5DUA2UgcBhwdcFzAtcAp0TE\njqTqdGv77SnAvIjYARgBXFbOczKz8pO0k6Rd8/Ig0v/zju4TWo0oe5NaRCzOi+uRajmtVar22qGP\nBEZGxPKImApMAQZJ6gf0iYjWB85uId2obt3m5rx8B/Cx0p6BmVVBH+BOSW+Re/JFREedKqxGlD3h\nSOoh6c+k7poPFiSNsyQ9k5987pvL+rNq98eZuaw/q3aRnJHLVtkmdytdIGkzzKxmRcSTEbFDRGwU\nEe+PCLdc1IFK1HBacpPaVqTayi6kp4i3i4jdSInoByU8ZKd78JiZWflV7DmciFgkqRk4NPdsanUd\nK58/mMmq/e23ymUdlRduM0tpcMONI2IebUgqX+8IM7M6FhEl+UO+rDWc/OxF37y8PmnsppfyPZlW\nnyZ1iwQYDQxWGvBxW2B7YEJ+hmChpEG5E8EQUnfL1m1ax3o6FhjfUTzVHtahu7yGDRtW9Ri6y8vX\nwtfC12L1r1Iqdw3nPcDNSpNF9QBGRcQYSbcojcLbQhqn6XSAiJgk6XbScwLLSKMQt57xmazaLfr+\nXH4DcKukKaShVgaX+ZzMzKwLyppwIo0XtUc75R09VU1EfI/01HHb8qeAXdspX0LqSm1mZt2YRxpo\nQE1NTdUOodvwtVjJ12IlX4vyKOtIA92JpGiUczUzKxVJRC10GjAzM2vlhGNmZhXhhGNmZhXhhGNm\nZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXh\nhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhXhhGNmZhVR1oQjaT1JT0j6\ns6TnJQ3L5ZtKGivpZUkPSOpbsM0FkqZImizp4ILyPSQ9J+kVSSMKyteVNDJv85ikbcp5TmZmjeKF\nF0q7v7ImnIhYAhwYEbsDuwGHSRoEnA+Mi4idgPHABQCSdgGOAwYChwFXS1Le3TXAKRGxI7CjpENy\n+SnAvIjYARgBXFbOczIzq3cLFsCXvgQHHVTa/Za9SS0iFufF9YBeQABHAjfn8puBo/LyEcDIiFge\nEVOBKcAgSf2APhExMa93S8E2hfu6A/hYmU7FzKyutbTAz38OAwfC4sXw4oul3X+v0u7u30nqATwF\nvB/4SURMlLRlRMwFiIg5kt6dV+8PPFaw+cxcthyYUVA+I5e3bjM972uFpAWSNouIeWU7KTOzOvPk\nk3DWWRABo0fDXnuV/hhlTzgR0QLsLmlj4LeSPkCq5ayyWgkPqY4+GD58+DvLTU1NNDU1lfCwZma1\n5/XX4RvfSEnmu9+FAQOauffeZu69t/THKnvCaRURiyQ1A4cCc1trObm57O95tZnA1gWbbZXLOiov\n3GaWpJ7Axh3VbgoTjplZI1uxAq69FoYPh898BiZPhk02AWjioIOa3lnvoosuKtkxy91LbYvWHmiS\n1gf+C5gMjAZOyqudCNydl0cDg3PPs22B7YEJETEHWChpUO5EMKTNNifm5WNJnRDMzKwDf/oTfPjD\nMGoUjBsHP/pRa7Ipr3LXcN4D3Jzv4/QARkXEGEmPA7dLOhmYRuqZRkRMknQ7MAlYBnwxIlqb284E\nbgJ6A2Mi4v5cfgNwq6QpwBvA4DKfk5lZTZo9G772NRg/Hi6/HAYPBnV4E6L0tPL3eX2TFI1yrmZm\nhSLgyivhkkvg1FPhwgtho42K21YSEVGStFSxezhmZlYdY8fCVVelprSddqpeHK7hmJnVsZYW2HPP\n1BPtmGM6v30pazgeS83MrI6NGgXrrANHH13tSFzDMTOrW0uXwi67wM9+1vVhalzDMTOzNbr+enj/\n+0s/JlpXuYZjZlaH3noLdtwR7r0Xdt+96/txDcfMzFZrxAg44IC1Szal5hqOmVmdef112HlnePxx\n2H77tdtXKWs4TjhmZnXmnHNgyRL4yU/Wfl9OOF3ghGNmjWDaNNhjjzSXTb9+a78/38MxM7N2DRsG\nX/xiaZJNqXloGzOzOvHCC3DffTBlSrUjaZ9rOGZmdeLrX4fzz4eNN652JO1zDcfMrA488gg8+yzc\nfnu1I+mYazhmZjUuItVsLr4YeveudjQdc8IxM6tx99wDCxbACSdUO5LVc8IxM6thK1akezff/S70\n7FntaFbPCcfMrIbddhv07QuHH17tSNbMD36amdWoJUvSDJ6/+AXst195juEHP83MjGuugV13LV+y\nKTXXcMzMatCiRbDDDjBuXEo65eIajplZg/v+9+HQQ8ubbErNNRwzsxozd26aOvrpp2HAgPIeq2Zq\nOJK2kjRe0ouSnpd0di4fJmmGpKfz69CCbS6QNEXSZEkHF5TvIek5Sa9IGlFQvq6kkXmbxyRtU85z\nMjOrtksugSFDyp9sSq3cQ9ssB86JiGckbQQ8JenB/NkVEXFF4cqSBgLHAQOBrYBxknbIVZNrgFMi\nYqKkMZIOiYgHgFOAeRGxg6TjgcuAwWU+LzOztfbCC/C3v6Xl1gaYwoaY9pb/+U8YORJeeqkyMZZS\nWRNORMwB5uTltyRNBvrnj9uroh0JjIyI5cBUSVOAQZKmAX0iYmJe7xbgKOCBvM2wXH4H8OOynIyZ\nWQlNmgRNTbDPPivLpH9fbq/syithiy3KHmLJVWzwTknvA3YDngD2A86S9HngSeArEbGQlIweK9hs\nZi5bDswoKJ/BysTVH5gOEBErJC2QtFlEzCvf2ZiZdd2SJfC5z8H3vgennVbtaCqnIgknN6fdAQzN\nNZ2rgYsjIiR9G/gBcGqpDtfRB8OHD39nuampiaamphId0syseN/6Vrr/cmqpfuuVUHNzM83NzWXZ\nd9l7qUnqBdwD3BcRP2rn8wHA7yLiQ5LOByIiLs2f3U9qLpsGPBQRA3P5YOCAiDijdZ2IeEJST2B2\nRLy7neO4l5qZVV1zc6rdPPMMvOtd1Y5mzWqml1p2IzCpMNlIKpz89NPAC3l5NDA49zzbFtgemJDv\nBS2UNEiSgCHA3QXbnJiXjwXGl+9UzMy6bv781LvshhtqI9mUWllrOJL2BR4Gngciv74OfJZ0P6cF\nmAqcHhFz8zYXkHqeLSM1wY3N5XsCNwG9gTERMTSXrwfcCuwOvAEMjoip7cTiGo6ZVU0EfPaz6Wb/\nVVdVO5rilbKG4wc/zcwq4Lbb4DvfgaeegvXXr3Y0xXPC6QInHDOrlqlTYdAgGDsWdtut2tF0Tq3d\nwzEza1grVqT7NuedV3vJptSccMzMyuiyy9JMnOecU+1Iqs9NamZmZfLUU3DYYenn1ltXO5quqVqT\nmqQekjYuxYHNzOrZ4sXpeZurrqrdZFNqa0w4kn4paWNJG5Kel5kk6bzyh2ZmVrvOPRf22guOP77a\nkXQfxdRwdomIRaTBMu8DtgU+X9aozMxq2D33wH33wY89lPAqikk460hah5RwRkfEMtIDnGZm1sbc\nuWlAzltugb59qx1N91JMwrmWNBrAhsDDeeyzReUMysysFkXAKafAySfDRz9a7Wi6ny71UpPUK89Z\nUzPcS83Myu2nP4Xrr4dHH4V11612NKVR0V5qkraUdIOk+/L7XVg5WKaZmZFm4PzmN9MQNvWSbEqt\nmCa1m0gza743v38F+FK5AjIzqzVLl8IJJ8All8BOO1U7mu6rmISzRUTcThrZmdyUtqKsUZmZ1YgI\nOPvs9KzN6adXO5rurZgZP/8paXNyzzRJewMLyxqVmVmN+MlP0j2bRx8FleROR/0qJuGcQ5rk7P2S\n/gS8CzimrFGZmdWAcePSlAOPPgp9+lQ7mu6vqF5qeZronQABL+dncWqKe6mZWSlNmQL77Qe33w4H\nHFDtaMqnIvPhSPr06jaMiDtLEUClOOGYWaksWAD77ANf/jJ84QvVjqa8KpVwfr6a7SIiTi5FAJXi\nhGNmpbBiBXzyk7DDDnDlldWOpvw842cXOOGYWSl85Svw3HNprLRexdwFr3GlTDgdXi5JJ0TELyS1\nO21QRFxRigDMzGrFjTfC734HTzzRGMmm1FZ3yTbMP933wswa3p/+BOefDw8/DJtuWu1oapOb1MzM\n1mDatNRJ4MYb4dBDqx1NZVWkSa3gYNsCZwPvK1w/Io4oRQBmZt3ZW2/BkUfCeec1XrIptTXWcCQ9\nC9wAPE8e3gYgIv6wxp1LWwG3AFvmba+LiCslbQqMAgaQpj44LiIW5m0uAE4GlgNDI2JsLt+DNK5b\nb2BMRHwpl6+bj7En8DpwfES81k4sruGYWae0tMCxx6Z5bW64oTFHEqhoLzVJT0TER7q0c6kf0C8i\nnpG0EfAUcCTwP8AbEXGZpK8Bm0bE+Xkk6tuAvYCtgHHADhERkp4AzoqIiZLGAD+KiAcknQHsGhFf\nlHQ88KmIGNxOLE44ZtYp3/oW/P73MH48rLdetaOpjopOTwD8SNIwSftI2qP1VczOI2JORDyTl98C\nJpMSyZHAzXm1m0mziQIcAYyMiOURMRWYAgzKiatPREzM691SsE3hvu4APlZMbGZmqzNqVJq18847\nGzfZlFoxHft2BT4PHMTKJrXI74sm6X3AbsDjwJYRMRdSUpL07rxaf+Cxgs1m5rLlwIyC8hm5vHWb\n6XlfKyQtkLRZRMzrTHxmZq2eegrOOgsefBC23LLa0dSPYhLOscB2EbG0qwfJzWl3kO7JvCWpbdtW\nKdu6Oqz6DR8+/J3lpqYmmpqaSnhYM6sHs2fDpz4F114Lu+1W7Wgqr7m5mebm5rLsu5h7OHcBX4iI\nv3fpAGngz3uA+yLiR7lsMtAUEXNzc9lDETFQ0vmkYXMuzevdDwwDprWuk8sHAwdExBmt60TEE5J6\nArMj4t3txOF7OGa2Wi0tcNBBcOCBMGxYtaPpHip9D2cT4CVJD0ga3frqxDFuBCa1JptsNHBSXj4R\nuLugfLCkdXN37O2BCRExB1goaZAkAUPabNM65fWxwPhOxGZm9o4RI9JYaRdeWO1I6lMxNZx2B94u\nslv0vsDDpC7VkV9fByYAtwNbk2ovx0XEgrzNBcApwDJW7Ra9J6t2ix6ay9cDbgV2B94ABucOB21j\ncQ3HzDr04ovQ1JSGrdluu2pH03148M4ucMIxs44sXQp77w1nnAGnnVbtaLqXSjepmZnVtUsugfe+\nF049tdqR1DePd2pmDe3xx+G66+CZZxpzJIFKWm0NR1JPSbdVKhgzs0pavBiGDIEf/xj69at2NPVv\ntQknIlYAA/J4ZWZmdeVrX4NBg+CYY6odSWMopkntVeBPuSv0P1sLPQGbmdWyBx+Eu+9Os3daZRST\ncP6aXz3wZGxmVgfmz4eTT07z22yySbWjaRxFd4uWtEFELC5zPGXjbtFm1uqEE9KsnVddVe1Iur+K\ndovOo0RPAl7K7/9D0tWlOLiZWaX9+tcwcSJcemm1I2k8xTyHMwI4hPQUPxHxLLB/OYMyMyuH2bPh\n7LPh1lthgw2qHU3jKerBz4iY3qZoRRliMTMrm4j0YOcXvpB6plnlFdNpYLqk/wRC0jrAUNJEamZm\nNeP662HOHPjmN6sdSeMqZvDOLYAfAR8nzTUzljSo5hvlD6903GnArHG9+ip85CPwhz/ALrtUO5ra\n4sE7u8AJx6wxrVgBBxwARx8NX/5ytaOpPaVMOGtsUpN0ZTvFC4EnI+Ludj4zM+s2fvAD6NULhg6t\ndiRWzD2c3sDOwK/z+6OBvwH/IenAiPhSuYIzM1sbzz0Hl18OTz4JPTw2ftUVk3A+BOybx1VD0jXA\nH4H9SBOrmZl1OwsXpgc8L78cBgyodjQGxXWL3hTYqOD9hsBmOQEtKUtUZmZr4Y034GMfSzN4nnji\nGle3CimmhnMZ8IykZlIvtf2B70raEBhXxtjMzDptzhz4r/+C//5v+N73PMdNd1JULzVJ7wFaH5Wa\nGBGzyhpVGbiXmln9mz491WyGDIFvfMPJphSqMcV0D+AfwHxge0ke2sbMupW//hX23x/OOAMuvNDJ\npjsqplv0pcDxwItASy4O4OEyxmVmVrTJk+Hgg1OiOf30akdjHSlmpIGXgQ9FRE13EHCTmll9evZZ\nOPRQuOwy+Pznqx1N/al0k9qrwDqlOJiZWSk98USq2Vx1lZNNLSgm4Swm9VK7VtKVra9idi7pBklz\nJT1XUDZM0gxJT+fXoQWfXSBpiqTJkg4uKN9D0nOSXpE0oqB8XUkj8zaPSdqmuNM2s1r38MNw+OFp\n1s5jjql2NFaMYrpFj86vrvg5cBVwS5vyKyLiisICSQOB44CBwFbAOEk75Hawa4BTImKipDGSDomI\nB4BTgHkRsYOk40lduAd3MVYzqxFjx6aHOn/1q9QrzWrDGhNORNwsaX1gm4h4uTM7j4hHJLX3jG97\n7YFHAiMjYjkwVdIUYJCkaUCfiJiY17sFOAp4IG8zLJffAfy4M/GZWe25+2447TT47W9h332rHY11\nRjFTTB8OPAPcn9/vJqmrNZ5WZ0l6RtL1kvrmsv5A4URvM3NZf2BGQfmMXLbKNnnkgwWSNlvL2Mys\nmxo5MvVCu+8+J5taVEyT2nDSQ5/NABHxjKTt1uKYVwMXR0RI+jbwA+DUtdhfodX2pBg+fPg7y01N\nTTQ1NZXosGZWbjfemCZPe/BB2HXXakdTv5qbm2lubi7LvotJOMsiYqFWfYqqpaOV1yQi/lHw9jrg\nd3l5JrB1wWdb5bKOygu3mSWpJ7BxRMzr6NiFCcfMasd118Ell8BDD8GOO1Y7mvrW9o/xiy66qGT7\nLqaX2ouSPgv0lLSDpKuARztxDFFQ85DUr+CzTwMv5OXRwODc82xbYHtgQkTMARZKGqSU9YYAdxds\n0zo037HA+E7EZWY14Fe/gosugvHjnWxqXTEPfm4AfAM4mJQ4HgAuiYh/rXHn0i+BJmBzYC7pBv+B\nwG6kWtJU4PSImJvXv4DU82wZaRrrsbl8T+Am0tw8YyJiaC5fD7gV2B14AxgcEVM7iMUPfprVmHvu\ngVNPhXHj4IMfrHY0jalqU0znZqsNI2JRKQ5eSU44ZrXloYfg+ONT0hk0aM3rW3lUdKQBSb+UtHGe\njuB5YJKk80pxcDOz9kyYkJLN7bc72dSTYu7h7JJrNEcB9wHbAh5EwszK4oUX4IgjUq80dyStL8Uk\nnHUkrUNKOKMjYhlptGgzs5L6y1/gkENgxAj45CerHY2VWjEJ51rSzf0NgYfzyAE1dw/HzLq3GTPS\nTJ3DhsFgD1BVlzrVaeCdjaReeQiamuFOA2bd1z/+kSZPO+UUOPfcakdjhSrdaWBo7jSgPPrz08BB\npTi4mdmCBakZ7ZhjnGzqXTFNaifnTgMHA5uSOgz8X1mjMrOGsHhxulez335w8cXVjsbKrZiE01qV\n+gRwa0S8yBrGLDMzW5MlS+DTn4btt0+dBOTfKnWvmITzlKSxpITzgKQ+rMVYamZmy5fD5z4HG24I\n118PPYr5TWQ1r5ihbXqQhqJ5NSIWSNoc6B8Rz612w27GnQbMuoeWltQ5YNYsGD0a1luv2hHZ6pSy\n00AxE7C1SPobsKOk3qU4qJk1ppYWGDoUXnklzdrpZNNY1phwJJ0KDCVNC/AMsDfwGO6pZmadsHx5\nmqnz5ZdhzJjUnGaNpZiW06HAXsC0iDiQNDLzgrJGZWZ1ZcmSNDbarFlpArVNNql2RFYNxSScf7VO\nRSBpvYh4CdipvGGZWb146y04/PDUC230aNdsGlkxM37OkLQJcBfwoKT5wLTyhmVm9WD+fPjEJ2CX\nXeDaa6FXMb9xrG51dj6cA4C+wP0RsbRsUZWBe6mZVdacOXDwwWl8tO9/38/Z1KqKTMCWe6T9P9JU\nz88DN9Ta+GmFnHDMKmfqVPj4x+Gkk+Ab33CyqWWVGkvtZuDDpGRzGPCDUhzQzOrbpEnw0Y/Cl74E\nF17oZGMrra6G83xE7JqXewETImKPSgZXSq7hmJXfk0+msdEuvxw+72ka60KlHvxc1roQEcvlP1PM\nbDWam+G44+C66+DII6sdjXVHq6vhrAD+2foWWB9YnJcjIjauSIQl4hqOWfn87ndpuJpRo+DAA6sd\njZVSRWo4EdGzFAcws/p2223wla/AvffCXntVOxrrztwr3sy67Oqr4Xvfg9//Hj7wgWpHY91dWQcF\nzzOEzpX0XEHZppLGSnpZ0gOS+hZ8doGkKZImSzq4oHwPSc9JekXSiILydSWNzNs8Jmmbcp6Pma10\n883p+ZqHH3ayseKUexaKnwOHtCk7HxgXETsB44ELACTtAhwHDCR1w75aK3sqXAOcEhE7kkatbt3n\nKcC8iNgBGAFcVs6TMbPk8cfhvPPgnntg222rHY3VirImnIh4BJjfpvhI0jM+5J9H5eUjgJERsTwi\npgJTgEGS+gF9ImJiXu+Wgm0K93UH8LGSn4SZrWLmTDj6aLjxxjRkjVmxqjHP3rsjYi5ARMwB3p3L\n+wPTC9abmcv6AzMKymfkslW2iYgVwAJJm5UvdLPG9vbbcNRR8L//m563MeuM7tBpoJR9lVfbdW/4\n8OHvLDeZ3VSQAAAOgElEQVQ1NdHU1FTCQ5vVtwg49VTYcUf46lerHY2VS3NzM83NzWXZdzUSzlxJ\nW0bE3Nxc9vdcPhPYumC9rXJZR+WF28yS1BPYOCLmdXTgwoRjZp1z2WVp8rQ//tHD1dSztn+MX3TR\nRSXbdyWa1MSqNY/RwEl5+UTg7oLywbnn2bakQUMn5Ga3hZIG5U4EQ9psc2JePpbUCcHMSuyee+DK\nK+Guu2D99asdjdWqTk1P0OmdS78EmoDNgbnAMNK8Or8m1UymAcdFxIK8/gWknmfLgKERMTaX7wnc\nBPQGxkTE0Fy+HnAraRbSN4DBucNBe7F4pAGzLpg8GQ44IE2etvfe1Y7GKq0i0xPUGyccs86bNw8+\n8pE06vOJJ655fas/Tjhd4IRj1jnLl8Nhh8GHPgQ/8OQkDatS8+GYWQM791zo2RMuvbTakVi96A7d\nos2sm7nxRrjvPnjiCejl3xJWIm5SM7NV/OlP8KlPpe7PO+1U7Wis2tykZmZl8dprcOyxaWBOJxsr\nNSccMwNg8eI0bM0556TOAmal5iY1MyMCPvMZWHfdVLvxSALWqiIzfppZY1i0KI2N9re/wR/+4GRj\n5eMmNbMGFQG/+AUMHAhLl6Yponv3rnZUVs9cwzFrQM8+C2edle7b/OY3HrLGKsM1HLMGMn8+nH02\nHHwwnHACTJjgZGOV44Rj1gBaWtLDnAMHwrJlMGkSnH56GknArFLcpGZW5558Es48M3UGuPde2HPP\nakdkjco1HLM69frrqRZz+OFwxhnw6KNONlZdTjhmdWbFCvjpT2GXXVKvs8mT4aSToIf/t1uVuUnN\nrE7MmwejRqVk07cvjBuXphYw6y480oBZDVu6NI3qfMstKcEcdliaKO3QQ/0Ap5WGJ2DrAiccqxcR\n8NRTKcmMHAk77wxDhsAxx8Amm1Q7Oqs3HtrGrAFNnw633ZYSzdKlKck8/jhst121IzMrjhOOWQks\nWZJ6hb3xxqo/W5ffeAPWWSfVQPr2XfVn27K+fVc+H/PWW3DnnSnJPP10mjrguuvgP//TTWZWe9yk\nZtYJ//gHfO1rMGvWqgllyRLYfHPYYov0aru82WawfDksXAgLFqRX63Lbn4sWwQYbpAT05pvw0Y+m\n2szhh3usM6s838PpAiccW1vLlsHHP56e1j/yyFUTS58+patxtLSkms2CBbDhhukYZtXihNMFTji2\nts48M82IeffdfqbFGkddTDEtaaqkZyX9WdKEXLappLGSXpb0gKS+BetfIGmKpMmSDi4o30PSc5Je\nkTSiGudi9e9nP4Px49Nw/k42Zl1Tzf86LUBTROweEYNy2fnAuIjYCRgPXAAgaRfgOGAgcBhwtfRO\nA8Y1wCkRsSOwo6RDKnkSVv8eeQQuvDDVbPr2XfP6Zta+aiYctXP8I4Gb8/LNwFF5+QhgZEQsj4ip\nwBRgkKR+QJ+ImJjXu6VgG7O1Nn06HHdc6iW2447VjsastlUz4QTwoKSJkk7NZVtGxFyAiJgDvDuX\n9wemF2w7M5f1B2YUlM/IZWZr7e234VOfgi9/OT25b2Zrp5rP4ewbEbMlvQsYK+llUhIqVNK7/MOH\nD39nuampiaamplLu3upIBJx2Guy0E5x7brWjMauc5uZmmpuby7LvbtFLTdIw4C3gVNJ9nbm5ueyh\niBgo6XwgIuLSvP79wDBgWus6uXwwcEBEnNHOMdxLzYr2/e/Dr36V7t+sv361ozGrnprvpSZpA0kb\n5eUNgYOB54HRwEl5tROBu/PyaGCwpHUlbQtsD0zIzW4LJQ3KnQiGFGxj1iX33w9XXAF33eVkY1ZK\n1WpS2xL4raTIMdwWEWMlPQncLulkUu3lOICImCTpdmASsAz4YkF15UzgJqA3MCYi7q/sqVg9eeWV\nNNryb34DW29d7WjM6ku3aFKrBDep2ZosWgQf+UjqJPCFL1Q7GrPuwSMNdIETjq1OS0sarmbrreHq\nq6sdjVn3UfP3cMy6m299K9VwRnisCrOy8fQE1vB+/es0ZM2ECbDuutWOxqx+uUnNGtqzz6YRoMeO\nhd13r3Y0Zt2Pm9TMSuD11+Goo+DHP3ayMasEJxxrOC0tcPPNsNtuqQv08cdXOyKzxuB7ONZQmpvh\nK1+B9daDO+6AvfeudkRmjcMJxxrClCnw1a/Cn/8Ml16aRoAu1QydZlYcN6lZXZs/H845B/bZJz3U\n+dJLqQnNycas8pxwrC4tWwZXXplGe168GF58Ec4/H3r3rnZkZo3LTWpWVyLgnnvSlAIDBsDvfw+7\n7lrtqMwMnHCsjjzzTOoQMGsW/PCHcNhhbjoz606ccKymvfFG6nl2113p4c1hw9LEaeusU+3IzKwt\njzRgNeXNN+GPf4Tx49PrL3+B/faDj30MTjkFNtmk2hGa1RePFt0FTji16V//gscfT/dixo9PQ9Hs\ntRccdFBKMnvt5dqMWTk54XSBE05tePNNmDQpJZff/x6eeAI+8IGUYA46CPbd17NwmlWSE04XOOFU\n15IlMHs2zJyZburPmtX+cksLbL/9ygSz//7Qt2+1ozdrXE44XeCE03mvvw6TJ6eHJV99FZYuheXL\ni38tW5Zu6s+cmeaa6dcP+veH9743vdpb3nhj9ywz606ccLrACad9LS0wbVpKKq3JZfLk9Fq2DAYO\nTK/3vz81ZfXq1bnX5punRLLFFtDDjxmb1RwnnC5o9ISzYkXq0fX88+keSWtyeeUV2HTTlFR23nll\ngtl551QjcW3DrLE54XRBoyScCJgzJyWWwtfkybDllump+w98YNXE0qdPtaM2s+7KCacL6jHhLFqU\naittk0tESiyFrw9+0InFzDrPCacNSYcCI0iDkd4QEZe2s05NJJyWlnSjffbsVFOZPXvlq/D9nDmp\nmWzgwH9PLm4KM7NSccIpIKkH8ArwMWAWMBEYHBEvtVmvIgnniSfgr3+Ft99ODy22vgrft/fZm2+m\nRPL3v6eaSL9+8J73rHy1976rPbqam5tpamoq+bnXIl+LlXwtVvK1WKmUCacexlIbBEyJiGkAkkYC\nRwIvrXarMnn88ZR0evde+Vp//fSzb9+Vy20/22ijlET69UuzUZaT/zOt5Guxkq/FSr4W5VEPCac/\nML3g/QxSEqqKoUOrdWQzs+7NT0aYmVlF1MM9nL2B4RFxaH5/PhBtOw5Iqu0TNTOrEncayCT1BF4m\ndRqYDUwAPhMRk6samJmZraLm7+FExApJZwFjWdkt2snGzKybqfkajpmZ1Yaa7TQg6QZJcyU9V1D2\nIUmPSnpW0t2SNsrle0n6c8HrqIJtHpL0Ui5/WtIW1TiftdGZa1Hw+TaS3pR0TkHZHpKek/SKpBGV\nPIdSKeG1aKjvhaQBkhbnc31a0tUF2zTU92IN16KhvhdtPnshf75uLu/89yIiavIF7AfsBjxXUDYB\n2C8vnwRcnJd7Az3ycj9gbsH7h4Ddq30+lboWBZ//GhgFnFNQ9gSwV14eAxxS7XOr4rVoqO8FMKBw\nvTb7aajvxRquRaN9L3oCzwIfzO83ZWXLWKe/FzVbw4mIR4D5bYp3yOUA44Cj87r/ioiWXL4+0NJm\nu5q9DtC5awEg6UjgVeDFgrJ+QJ+ImJiLbgHeqQnWilJciwIN9b0A/q0nUqN+L2jnWhRopO/FwcCz\nEfFC3nZ+RERXvxc1feHa8aKkI/LyccBWrR9IGiTpBVK2/n8FCQjgplw9vrCCsZZbu9ciV5W/ClzE\nqv+p+pMemm01I5fVg85ei1YN873I3pfP9yFJ++WyhvteZO1di1aN9L3YEUDS/ZKelHReLu/S96Le\nEs7JwJmSJgIbAktbP4iICRHxQWAv4Out7ZDAZyNiV+CjwEclnVDpoMuko2sxDPhhRCyuWmSVV+y1\nKEw6jfa9mA1sExF7AF8Bftn2Xlcd6sq1aLTvRS9gX+AzpHP+lKQDu3qQmu8WXSgiXgEOAZC0A/Df\n7azzsqS3gA8CT0fE7Fz+T0m/JA2L84vKRV0eq7kWHwGOlnQZqT12haR/AXcCWxfsYitgZuUiLp9O\nXou3I+LqRvteRMRS8i+ZiHha0l9Jf93OpMG+F6u5Fo34+2IG8HBEzM+fjQH2AG6jC9+LWq/hiIK/\nSiW9K//sAVwI/DS/f5/SA6JIGgDsBEyV1FPS5rl8HeCTwAsVPYPSKepaRMT+EbFdRGxHmtLhu/kX\n7BxgYW56FDAEuLvSJ1Eia3UtGvF7IWmLXIak7YDtgVcb8XvR0bVoxO8F8ACwq6TeknoBBwAvdvV7\nUbM1nPzXRROwuaTXSM0jfSSdCQRwZ0TclFffDzhf0lJSh4EzImKepA2AB/KF7Em6WXZdZc9k7XXy\nWqzOmcBNpF59YyLi/rIEXEYluhbr0Xjfi/2Biwv+j5weEQvyZ432vWj3WjTi74t83lcAT5Kuxb0F\n//6d/l74wU8zM6uIWm9SMzOzGuGEY2ZmFeGEY2ZmFeGEY2ZmFeGEY2ZmFeGEY2ZmFeGEY1Ymkv4o\n6dCC98fmJ7XNGpKfwzErE0kfIE19sBuwLvA0cHBETF2LffaMiBWlidCsspxwzMpI0v8Bi0kDIi6K\niO9IGkJ6Snsd4NGIOCuvey2wO2kKjVER8e1cPp00XtfBpOF3flP5MzFbezU7tI1ZjbiYVLNZAnw4\n13o+BewTES2SrpU0OCJGAl/LQ4n0BB6SdEdEvJT3Mzci9qzOKZiVhhOOWRlFxGJJo4A3I2KZpI8D\nHwaezIMe9gZey6t/TtLJpP+X7wF2AVoTzqgKh25Wck44ZuXXwspZZgXcGBHDCleQtD3wv8CHI+JN\nSbeSklGrf1YkUrMyci81s8oaBxxXMMz9ZpK2BjYGFgFvSXoPeW4Ss3riGo5ZBUXEC5IuAsbluUeW\nkqY8f0rSZGAyMA14pHCzKoRqVnLupWZmZhXhJjUzM6sIJxwzM6sIJxwzM6sIJxwzM6sIJxwzM6sI\nJxwzM6sIJxwzM6sIJxwzM6uI/w+Tox+sRmEYHwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#もうちょっとカッコ良くする\n", "plt.plot(x,y)\n", "plt.title('Commercial Airline Mileage')\n", "plt.xlabel('Year')\n", "plt.ylabel('Passenger miles')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上図を「図1」と呼ぶことにします。課題1で、似たような図を作成してもらいます。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 複数のデータの時系列を図示する" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('airquality.txt', )" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ウェブ上のリソースを指定する\n", "url = 'https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/airquality.txt'\n", "# 指定したURLからリソースをダウンロードし、名前をつける。\n", "urllib.urlretrieve(url, 'airquality.txt')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tOzone\tSolar.R\tWind\tTemp\tMonth\tDay\r", "\r\n", "1\t41\t190\t7.4\t67\t5\t1\r", "\r\n", "2\t36\t118\t8\t72\t5\t2\r", "\r\n", "3\t12\t149\t12.6\t74\t5\t3\r", "\r\n", "4\t18\t313\t11.5\t62\t5\t4\r", "\r\n", "5\tNA\tNA\t14.3\t56\t5\t5\r", "\r\n", "6\t28\tNA\t14.9\t66\t5\t6\r", "\r\n", "7\t23\t299\t8.6\t65\t5\t7\r", "\r\n", "8\t19\t99\t13.8\t59\t5\t8\r", "\r\n", "9\t8\t19\t20.1\t61\t5\t9\r", "\r\n" ] } ], "source": [ "# ダウンロードしたファイルの冒頭だけ表示して中身を確認する\n", "!head airquality.txt" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# ダウンロードしたファイルから、それぞれの列の数字をリストに入れる。日付の情報は日付のオブジェクトに変換してリストに入れる。\n", "import datetime\n", "ozone = []\n", "solar = []\n", "wind = []\n", "temp = []\n", "date = []\n", "for i, line in enumerate(open('airquality.txt')):\n", " if i == 0:\n", " continue\n", " else:\n", " a = line.split()\n", " if 'NA' in a:\n", " continue\n", " ozone.append(int(a[1]))\n", " solar.append(int(a[2]))\n", " wind.append(float(a[3]))\n", " temp.append(int(a[4]))\n", " month = int(a[5])\n", " day = int(a[6])\n", " date.append(datetime.datetime(1973, month, day))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIBiGYRiACYJhGIYRYIJgGIZhAPD/AXGwsYmoDe6SAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# まずは一種類のデータだけ図示してみる。\n", "plt.plot(date, ozone)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# すべてのデータを図示してみる。\n", "plt.plot(date, ozone)\n", "plt.plot(date, solar)\n", "plt.plot(date, wind)\n", "plt.plot(date, temp)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAE3CAYAAAC6r7qRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJpPJ9AjZoGcymUyPkA16JpPJ9Aj/A7U+DHSkLxA/AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# もうちょっとカッコよくしてみる。\n", "plt.plot(date, ozone, label='ozone')\n", "plt.plot(date, solar, label='solar')\n", "plt.plot(date, wind, label='wind')\n", "plt.plot(date, temp, label='temp')\n", "plt.legend()\n", "plt.xticks(rotation=270)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAIgCAYAAAB+j+tpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYFFXWxt9DTsKgKGkEEUEJEgXBCKJiREUx57Qqrq5p\njZ+gYhZcc0REFBOigAqCEiSo5IzASgbJcQaGSef74/Tdrqmuqq6qruowc3/P0890V1ea7up67wn3\nHGJmaDQajUajyUzKpfoENBqNRqPR+EcLuUaj0Wg0GYwWco1Go9FoMhgt5BqNRqPRZDBayDUajUaj\nyWC0kGs0Go1Gk8FoIddoSjFEdDURjUvRsU8novWG14uJ6LRUnItGU5ohPY9co9GEARGdDmAYMzey\neK8fgKbMfH3yz0yjKV1oi1yjKaMQUflUn4NGo0kcLeQaTSmAiB4mov8S0d6IC/viyPIbiGiqYb1i\nIrqLiFYAWBFZdhYRLSOiXUT0BhFNJqKbI+/1I6Jhhu0bR/ZRLvL6RiJaGjnuf4nododzXE1EZxBR\nTwCPAbgist08IrqMiGab1r+fiL4N8GPSaEolWsg1mtLBfwGczMw1ATwFYBgR1Y28Z46fXQSgE4CW\nRHQYgG8gwloHwF8ATjKtb97e+HoLgPMix70JwKtE1M7pRJn5JwDPAfiSmWsyc3sAowEcRUTHGla9\nFsBQp31pNBot5BpNqYCZv2HmLZHnX0OEvbPN6s8x8x5mPgjgPACLmflbZi5i5v9AxNntcccy85rI\n86kAxgM41cf55wP4EiLeIKJWABoD+MHrvjSasoYWco2mFEBE10dc1LuIaBeAVhAL24oNhucNAKw3\nvW9+7XTcc4noNyLaETnuuQ7HjccnAK6OPL8WwFfMXOBzXxpNmUELuUaT4RBRIwDvA7iLmWszc20A\nSwCQzSZG1/jfAMxZ5UcanucCqGZ4Xd9w3EoARgB4CcDhkeOOdTiu3TnIAuY/AOQT0akQQR8Ws5VG\no4lBC7lGk/lUB1AMYDsRlSOimwC0drntD5BY+cVEVJ6I7gVQ1/D+fACnEdGRRFQLwCOG9ypFHtuZ\nuZiIzgVwtsvjboHExM2iPwzAmwDymXmGy31pNGUaLeQaTYbDzMsADATwO4DNELf6NLvVTdvuANAH\nwIsAtgNoCmC64f2fIbHrhQBmARhjeC8HwD0AviainQCuBDDK6VQNz7+GWO47TNnqwyCDEG2NazQu\nCbUgDBENBnABgC3M3CayrC2AdwFUAVAAcQfOjrz3KICbARQCuJeZx4d2chqNxhIimgQp5PJRCo5d\nBWKtd2Dmv5J9fI0mEwnbIh8CoKdp2UsA+kWmnPQD8DIAEFFLAJcDaAFJmHnbwu2m0WhKN3cBmKVF\nXKNxT4Uwd87M04iosWlxMYBakedZADZGnvcC8AUzFwJYQ0QrIdNn/gjzHDUaTQwpqdtMRKsjTy9O\nxfE1mkwlVCG34T4APxHRQEiMTBWfaAjgN8N6GyPLNBpNEmHmM1J03CapOK5Gk+mkQsjvhMS/vyOi\nywB8BOAsLzsgIt3pRaPRaDRlDmaOCTmnQshvYOZ7AYCZRxDRh5HlG1Fy/mo2om73GHTXNo1Go9GU\nJezSxpIx/YxQskDExkh7QxBRDwArI8tHA7iSiCoRURMAxwCYmYTz02g0Go0mYwnVIiei4QC6ATiM\niNZBstRvA/B6pIViHoDbAYCZlxLRVwCWIjotTZvdGo1Go9E4EOo88rAgIq3xGo1GoylTEJFljFxX\ndtNoNBqNJoPRQq7RaDRlmO+/l4cmcwlVyIloMBFtIaKFpuX/JKJlRLSIiF4wLH+UiFZG3nPbfEGj\n0Wg0Pvn1V3loMpewp58NAfAGpM8wAICIugG4EMDxzFxIRHUiy1sgWqI1G8DPRNRMB8M1Go0mPHJz\ngcLCVJ+FJhFCtciZeRqAXabFdwJ4IVKKFcy8PbL8IkRKtDLzGsi0tM5hnp9Go9GUdXJzgT17Un0W\nmkRIRYy8OaS/8e9ENImIOkaWNwSw3rCeLtGq0Wg0IZOTA+zdm+qz0CRCKiq7VQBQm5m7EFEnSF/i\no73upH///v973q1bN3Tr1i2o89NoNJoyQ26uFvJ0ZfLkyZg8eXLc9UKfRx7pfjbG0I/8RwAvMvOU\nyOuVALpACsWAmV+ILB8HaXca0/1MzyPXaDSaYDjtNGDnTmDx4lSfiSYeqZxHbi7R+h2AMyIn1RxA\nJWbeASnReoUu0arRaDTJQ7vWM59UlGj9CMAQIloE4CCA6wFdolWj0WhSgU52y3x0iVaNRqMpw2Rn\nA5s2yRS0crpEWFqjS7RqNBqNJoacHPm7b19qz0PjHy3kGo1GU4bJzQUOP1zHyTOZlJRojbz3ABEV\nE9GhhmW6RKtGo9Ekifx8gAioU0fHyTOZsC3yIQB6mhcSUTaAswCsNSwzlmg9F8DbRBQTC9BoNBpN\nMOTkANWrA7VqaSHPZFJRohUAXgXwkGmZLtGq0Wg0SSQ3V4S8Zk3tWs9kkh4jJ6JeANYz8yLTW7pE\nq0aj0SSR3FygRg1tkWc6SS3RSkRVATwGcasnhC7RqtFoNImhXevpjdsSrcmutd4UwFEAFkTi39kA\n5hJRZ4gF3siwbnZkmSVGIddoNBqNd5RrvVYt7VpPR8xG6lNPPWW5XlJLtDLzYmaux8xHM3MTABsA\ntGfmrdAlWjVljE2bgHbtAF3bSJMqlGu9Zk1tkWcyYU8/Gw5gBoDmRLSOiG4yrcKIivxSAKpE64/Q\nJVo1pZyXXwYWLADy8lJ9Jpqyinatlw5Cda0z89Vx3j/a9Pp5AM+HeU4aTTqweTMwdKhYQ7t3A1Wr\npvqMNGUR7VovHejKbhpNChg4ELjmGqBhQxFyjSYVaNd66SDZyW4aTZln2zZg8GBg4UJg9mwt5JrU\noV3rpYOkl2glopciJVjnE9E3RFTT8J4u0aop9bz6KnD55dJ1KisL2GVVMkmjSQLatV46SEWJ1vEA\nWjFzO0j1tkcBgIhaQpdo1ZRydu4E3nsPeOQReZ2VpS1yTerQrvXSQdJLtDLzz8xcHHn5O2S+OAD0\ngi7Rqinl/Oc/wCWXAEcdJa+1kGcWo0YBD5mLS2cw2rVeOkh1jPxmAJ9HnjcE8JvhPV2iVVOq2L0b\nePtt4I8/ostq19ZCnkn8/DPw22/x18sUtGu9dJAyISeixwEUMPPncVe2QJdo1WQab7wBnH8+0LRp\ndFlWFrB9e+rOSeONWbOAZcuA4mKgXCmY86Nc65Ury+u8PKBKFedtnngCuPFG4JhjQj+9Mk+6lmgF\nABDRjQDOA3CGYfFGAEcaXusSrUlk507g0EPjr6fxx969wOuvA9OmlVyelQWsXJmac9J4Iz8fWLQI\nqFYNWLsWaNIk1WeUOMq1DkTd6/GEfPhwGYxqIQ+ftCzRCgBEdA6khWkvZj5oWG80gCt1idbkc/Ag\n0LgxUFSU6jMpvbz1FnD22cCxx5ZcrmPkmcOSJZLb0LEjsHRpqs8mGJRrHXAXJy8sBNatE6+EJn1w\nJeREVDcylWxs5HVLIrrFxXZWJVrfAFADwAQimktEbwO6RGsq2bFDRuZaUMIhJ0emnD3+eOx7Wsgz\nh1mzgE6dgJYtS5eQ16ghz930JN+wQQb8WsjTC7eu9Y8hU8nUrWgFgC8BDHbayKZE6xCH9XWJ1hSg\nYrQ7dwKHHZbacymNvPsu0K2bCIAZneyWOcyeDZxwgriezSGSJUskbn788ak5N79YudadWL0aqFtX\nC3m64da1XoeZvwJQDADMXAhAO2JLCUYh1wTL/v3AK69IgpAV2iK3ZuVKsf7SCSeL/IUX5JFpeHWt\nr14N9OgBbNyom/2kE26FPJeIDoN0KwMRdQEQd9ahTWW32kQ0noiWE9FPRFTL8J6u7JYCtJCHx/vv\nAyedBLRpY/2+FnJrnn4a+PjjVJ9FlAMHgOXLgbZtRciXLYu2n2UGfvkFmDw581rSGl3rbqagrVoF\nNG8uiX4rVoR/fhp3uBXy+yHJaE2JaDqATwD808V2VpXdHgHwMzMfC2AidGW3lKOFPBzy8qRV6f/9\nn/06tWqJkGeaAITNvHnpVaBkwQLguOPErZ6VJfHk9evlveXLgYoV5flff6XuHL1SXCweo2rV5LWb\n6m6rV4uIt2ih3evphCshZ+a5AE4HcBKAf0BKrC503sq6shuAiwAMjTwfCuDiyHNd2S1F7Nghf7WQ\nB8vgwUCHDkD79vbrVKokj9zc5J1XurN/v4hEOnkqlFtdYXSv//KLuJtPPx2YMiU15+eHAwdkYKLm\nw7t1rWshTz+8TD/rDKAtgA4AriKi630e8whm3gIAzLwZwBGR5Q0BrDespyu7JYnt24FDDtFCHiQH\nD0rM1MkaV+iEt5IsXCjWYjp9JrNmSaKbomVLSXADgIkTgTPOECF3UbsjbTC61QF3rnUt5OmJq6x1\nIhoGoCmA+YgmuTHExZ4ovpyKurJbcGzfLnEv3YUrOD7+GGjdGujswqek4uTZ2fHXLQvMnQs0apRe\nQj57NnD//dHXLVsCM2fKgGPyZKnat28f8OyzEibJhKCgMWMdENf68uX26+/fL/eIBg1EyF98Mfxz\nLOsEXdntBAAtA5rXvYWI6jLzFiKqB2BrZLmu7JYilJBrizwYCgqA558HPndZfDjIhLelS4Hvvou+\n7tMHaNYsmH0ni7lzxcJdvDjVZyLs2yeV3Fq1ii5r1UoGa/PnA0ccIeLGLNXf1qzJjKpvxox1IL5r\nfc0aKRxVrpwUNlq5UuaUly8f+qmWWYKu7LYYQD2f51Kishskae7GyPMbAIwyLNeV3VKAFvJgGTZM\nyld27epu/SB7kr/8sjRlyckR1+9ddwWz32Qybx7QvXv6WORz58qsA5XQBohFunSpxMfPiBSaJpJ6\nAZniXvfqWldudUAGAHXryjIz+/YBp5wSzb3RhI/reeQAlkami41Wj3gb2VR2ewHAWUS0HECPyGtd\n2S2FaCEPjsJCca8++aT7bYKyyJmB8eNl3vpzzwFDhkgcc/78xPedLPLz5ZxPPTV9stbNiW6AFE6q\nWlUGbT16RJdnUsKblWvd6TM3CjlgHyd/6y1g+nTgxx+DO1eNM25d6/397NymshsAnGmzvq7slgK0\nkAfH8OHAkUcCp53mfpugkt2WLhWrUTWzqFQJuOceEfZPP018/8lgyRLg6KOB+vWj0/JSHW+eNUu6\n1plp2VKs79NPjy7r1i1zYsdeXet2Qn7hhdFlqhzxAw8AY8YA111nvS9mKfhz5JHW72u84Xb62RQA\nfwI4JPJYFlmmyXD275eEnexsLeSJUlQk1ribTHUjQVnkEyZIYxaj8N1+u1hG69fbb5dOzJ0rU/aq\nVJHY64EDqT4jSXQzW+SAxMnbtStZ1vi44+Sc165N3vn5xatrfdUqGWQprCzyt9+WwcxDD4l3KD/f\nel8zZrgPPWni47ZpyuWQeHUfSNGWP4josjBPTJMcduwA6tSRFqa7dunCJInw1VfyWaqYqVuCEvLx\n40XIzfu+6SbgtdcS338yUEIOpEfVux07gG3bYrvWAUDPnsAtptZRROKNyQT3etCu9dxcYNAgGcjW\nrSvv230Oo0frMq9B4jZG/jiATsx8AzNfD5lT7tHuKAkR3UdEi4loIRF9Fklysy3fqgmH7dtFfCpV\nAipXlkQVjXeKi4FnnpHYuFdXcBDJbgcPSiMPq0HEvfdKvDxdYs5OzJsXLaCTDkI+Z44MLMpZ3Ckv\nuADo2zd2eaYkvJld6zVqiIfOqp0xs72Qq8H/O+9IbkPr1vK6Vy8RbCtGj5Yw0Lp1wfwvZR23Ql6O\nmbcaXu/wsG0MRNQAUuK1AzO3gcTqr4JN+VZNeGzfHnUNKqtc451vvpGiOmaL2A1BCNaMGRKzPfTQ\n2PcaNRKB//rrxI4RNkVFUgymXTt5nQ5CbpXoFo9MSXgzu9bLlZNr2Gowr+4LtWtHlx12mAz+r75a\nvrOnny6Z5HnhhRInN3v5/vtf+V5PPjkzQhCZgFsxHhexkG8kohsB/ABgbILHLg+gOhFVAFAVMmfc\nrnyrJiSURQ6ICOg4uXeKi4EBA8Sl6CcxK4hkNyu3upFOndK/h/by5ZLkVivih4uXfDVnTvilbc0V\n3dzQsqXEmtM9L8HsWgfs3evKGjdf36++Kln7H3wAbN5cso1rq1YyOFi0qOQ2Y8aIN+Poo2VuuiZx\n3Ca7PQTgPQBtIo/3mfnffg/KzJsADASwDiLge5j5ZwB1bcq3akJCC3nijB4tiVlWmc1uCMLyHD8e\nOOss+/ebN5cCHumMMT4OxP9cbr5ZRCFM7BLdnChXLjPi5GbXOmA/eDInuimuuQa49Vb5jFTzFQVR\n1Co3Mnq0uN0bN9ZCHhRuS7T+H4CPmXmkYdntzPy+n4MSURbE+m4MaYf6NRFdg9hyrbapV7pEazCo\nZDdAC7kfmKMuRb/TpBIV8m3bxF3ZpYv9Os2aJUfI//4b+M9//E3B+v33kqLp9Lmo+eaq3nkY/P23\nZKD7qdKm3OvXXhv8eQWF2bUO2Geum+PjbunVC3jsMeDxx+X1rl3iSenRQ56PH+99n2WJoEu0/hNS\nde1uZp4UWXYHAF9CDplHvoqZdwIAEX0L6axmV741Bl2iNRi2b5cpM4AWcj/88IPEdnv18r+PRJPd\nJk4U4TBWHjPTtKlYP4WFQAW3v3ofjBgBvPQScMcd3m/8EydKgRWFk5D/+aeUwg1TyJVb3c8ArVs3\nqb+ezli51p0scpXE5oXTTpNr++mnJfQ0bpx8NtWqAUcdpS3yeARdonUjpEf4C0T0UGRZImUa1gHo\nQkRVIj3He0AqutmVb9WEhHat+4dZMtWfeMI6q9ktygoqLva3/cKF8eO4VarIlKCwk4vGjJEb9Fdf\nedtu82axgFWiG+As5AsWiLCEWY/dj1td0bq1/JY2bQr2nILEyrWuYuR5ecDPP8t88DZtgC+/lOQ0\nr1SsCPz6KzBypBQn+u67aAEZ7VoPDte3H2ZeB+lJ3pKIvoYkqPmCmWcCGAFgHoAFkEHB+wBehEX5\nVk14aCH3z/jxYtVcemli+ylfXlycfqf+rVzprjFK2O71vXvFPf7668AXX3jbVlVIMzbgcBLyhQuB\nyy6T6UthFY3xk7GuyIQ4uZ1r/ckngcMPl7/VqwPvvSfhGzUt0Cv16sn3u2CBzJy44AJZ3rAhsHWr\nfdEYjXvcCvkcImoNaWRyJ4BJAColcmBmfoqZWzBzm8j89AJm3snMZzLzscx8NjOnSduE0otRyGvX\nTq6Q//GHWGGZCDPw1FOJW+OKROLkK1ZIMls8whbyn34Sq+2888TCXrHC/bYTJ0qjFCNZWfZZ6wsW\niBfimGPEzR40zGKRe81YN5Lu/cmtXOt33QW88IIMkGbMAPr3lwpsiYZjsrLk+vj2W5mZAMg+GzZM\n/+z+TMDxFkREFYjoJcg0sKGQ/uPrATQBYFHrSJNpmC3yZM4j/9e/3Lf6TDcmTpREwcsvD2Z/foWc\n2b1FHnbmuspGLl9e2qd++aX7bSdNihXyWrWcLfI2bcJzr69dK27hhg397yPd55NbudbbtBFPh3G+\neFBUrQpcdFHJZTpOHgzxbImXARwKoAkzd2TmDgCaAqgVeU+TwTDHFoRJlkW+d6+4LtOl57RXnnlG\nMnGD6sXsN+Ft0yYp4lGzZvx1w7TICwuBsWOjbtMrrnAv5OvXi2Cbk6nsBjdbtkglu+xs2SaMhDc/\n88fNtGkj55quXicr13qy0XHyYIgn5BcAuI2Z/xe9Y+a9EPe6z1mzAhHVIqKviWgZES0hohN1idbk\nkpsr7q2qkWyHZAr51KkiPpko5FOmSOemq+16+/nAb1EYt251QITci7vbC7/9JhXkVDerrl3FLe7m\n+500STKZzSEKOyFfuBBo21ayyVu1CucaSiTRTVG+vJQs/fVX5/U2bUpNjwMr13qyOeooXd0tCOIJ\nOVv1BGfmIjjM8XbJawB+ZOYWANpCuqvpEq1JxGiNA8kV8l9+kYYTS5f6z9ZOFc88I3Njg5zG5ca1\nvnKl9Ho24kXImzSRAUgYyUWjR5dsZ1munIQd3FjlVm51wFnI27SR51YWef/+1n2yvZBIopuRbt3i\nu9fPPFNCNcnGyrWebLRrPRjiCflSIrrevJCIroUIry+IqCaAU5l5CAAwcyEz74Eu0ZpUjPFxILlC\nPnEi0Lu3WKKZNCKfMUOKr9j1WfaLGyF/7z1JRDLiNj4OSGOc7Gwp7hE0Y8bEzqW/6KL4BT+Y5Vqw\navZi95ksWCAWOSDVxrZsiWb8L1kiZUO7dwdmzvT+fwAysJwzJ3HXOhA/4a2wUL7DZAt5QYHUP6hc\nObnHNaOFPBjiCXlfAH2JaDIRDYw8pgC4B+Je90sTANuJaAgRzSWi94moGnSJ1qRiFvJq1eTHHXYP\n6G3bREw6dRLXaJhFPYLmmWeARx91Lr7ih3hCXlwsc7O3bSuZ5evFIgfCSXhbs0bO3VheFZCM8niD\ntNWrxUNg1Sa0ShURenOrS6NFXr68FDRSdeQHDwbuvltqf19wgcyF9srKlTKoNf42/NKunbjOt9qU\ntlJFeiZNsn4/LJQ17rcaYVA0bpxZA/l0xdE5yMwbAZxIRGcAaBVZ/CMz/xLAcTsA6MvMs4noVYhb\nXZdoTSJmISeKZq5X9V0lID6TJ0vssEKFaNaxSpJKZ2bOlHP97rvg952V5Wwp//67JCZ16CBegSuu\nkOVehTyMhLc//pCYuFkU6tWTaykvT0TZCuVWtxIUougUNLV9fr40V2nVKrqecq+3awd8+qnE65s2\nlY50F10kIl+vnvv/Jyi3OiADjVNOkTj5ZZfFvr9ihfwW5s6VmLVV8ll+vszhnjdPvCpBkA5udUA8\nRJs3i4cg6MFxaSDQEq3MPBESsw6KDQDWM/PsyOtvIEKuS7QmEbOQA9G55A0ahHfciROl1jIgN+Rf\nEh0WJolnngEeeSQcd2Tt2nKjtuPLL0W8q1WLCnlhoVh0TZu6P06zZsF3QZs1C+jcOXZ5uXJyHW3Y\nINa5FXZudYWagla3rrxevlysOGODDpXwNnq0dN9Sn8epp8q+J0zwFgpJdP64GeVetxNylbg3bRpw\nzjmx66xeLd/ZX39JD/AgSIeMdUDEu149uUb81HIv7QRdojVQIu7z9USkbIkeAJZAl2hNKsaGKYpk\nzCX/5ZfozTus6UNBM3euPG65JZz9O7nWi4qkItYVVwAnnSRCDohLsl49e2vXijAs8pkz7S3YRo3s\nC34w2ye6Kcyfy4IFUbe6Ql1DgwfHfj9nneW9MUeQFjngnPCmchy6d7d3r6vva/ny4M4pHTLWFdq9\nnjghtk+Iyz0APiOiigBWAbgJ0qP8KyK6GcBaAAGV29BYsX177E0x7IS39etloKD6FrdoITeooqLg\n5mSHwYABUnfai2h6wUnIp04FjjhCYsF5eWKd5eZ6d6sDwQt5YaF4Euws2EaNpEqYFcuXS3jFqj2m\nwvy5qKlnRlq1ktBDxYqxYY+zzwb69ZNBg5t4cGGhDBbM8f5EaN9ePgMrD9iKFZLtX6UK8G+bxtBq\nymCQQp4urnVAJ7wFQUoscgBg5gXM3ImZ2zFzb2beo0u0JherG0vYQq5Kcao5wzVqiFX511/hHTNR\nFi6UuOvtt4d3DCchV251QG74bdqI+3fFCvcZ64rGjSXL25xA5pdly8R9npVl/f6RR9oL+aRJ4plx\nElgrIVeDQEWjRpIMeNVVsQOtJk2kYM6iRfH/F0AGSdnZ4tIPigoVxJNiNZ9cDca6dJFjW7UQXbFC\nvA5B1gBIF9c6oIU8CFIm5JrUkyohN8dEwyrqERQDBgAPPFAyLhs0WVnWn3thoSRtKSEHou71lSu9\nW+QVKsiN0+/AyTznf+ZM6/i4wsm1Hs+tDsTWW1+8OFbIy5WTz+dOm3k0Z5/t3r0etFtdYeVeP3BA\nBlWNGskApHNn8b6YWblSrPbS6lrXRWESRwt5GSbZQq7mDKtEN0U6x8mXLpVEpTvuCPc42dlSdtRs\nmUyaJFa00f180knA9On+XOuA/wpvRUVSe3zDhugyp/g4YO9aLy52L+TKIt+9Wx6NG8eu9+GHQMuW\n1vvwEicPOtFNYTWf/K+/xGOgCgvZxcmV+720utYbNw6ntkFZIqVCTkTlIvPIR0de6xKtSSTZQq5i\ns+YM5rD7SifCs88C990XvhuyfHmZKvXttyWXf/klcOWVJZd17Squ/uXLvbvWAf9x8g0bZKrQ++9H\nl9llrCvsXOtLloj7ulEj52MaG6csWSJi7bXbXPfu8nm5qY8QlkXesaOIlfG3ZR6IWQn5/v1SO6Bz\nZxnoBfXbTCfXeocOwPz59p3ukkGXLulbE98NqbbI7wVgnAyjS7Qmie3b5SZx+OEll4cp5Mqtbo6J\npqtrfflyseT69k3O8Xr3BkaOjL7OzxdhN3dYa9BA6tRv2iRuSa/4FfJVq0SYP/hAzu3AAWkh2q6d\n/TbKtW4u9OzGGgdKWuRLlpScP+6WWrUkQW7aNOf1Dh4UD4zT/+OXihXFk2Ks4GYW8s6dZZlx1sh/\n/yvT6cqXl3XtPCmLFwPXx9TgtGfBAm/TFsOkdm25L4wYkdh+nnvOW8c9xe7dUgvBbyXAdCBlQk5E\n2QDOA/ChYbEu0Zokpk6VG4u5XniYPcl/+SXWrQ5INvaqVeHUAE+E554D7rnHXWexIDjjDLkhb94s\nrydMkM9GNSIxctJJ4m73U+89ESHv0UOs4m++kWz1Fi2cM/lr1RIL2pzIF2/+uMIo5IsXx3ZIc4ub\nOPnChfLZhJULccklJcXKXF63UiWxDI1JcUaxP/ZYe/f6q68Cn31mnSxnprgY+P772JK6qeS664Bh\nwxLbxyef+CvWpOoqzJ2b2PFTSSot8lcBPISS1dtcl2j98EO7dzRumDxZ4nZmwrLIVUzU6uZdpYpY\nbmF15vLDX38BP/wA/POfyTtm5crAeedFb0bGbHUzJ58sIu8Hv2VaV62SwUPfvtK8JZ5bXWF2rxcV\niVi5KcYYhEUOuIuTh+VWV1x6KTBunLi1Aesch+7dS8bSjTMT7IR8504ZWLVqJSGEeMydK5n8fsIy\nYXHeeTIYhd6tAAAgAElEQVRQ85v0tm6dbDt1qvdOckuXyn1PC7lHiOh8AFuYeT4Ap9mdtl/Jgw/2\nx5ln9ke/fv1dlbDTlGTKFOsb6aGHSqGYoNsqLlokndays63fP+ssqZoW1LQoIDEL//nngbvusp9W\nFRbKvZ6XJ41IrKqBAcDNN0sTFT9kZ4v7NifH23ZKyHv1kpvmRx+5Ez5z5vqCBVKprX79+Nsas9YT\nscg7dZLzd6pnH0QPcifq1AFOPFEGiIC9kBvj5MaZCXau9SFDpMTxRRdZZ72bsWpwk2oqVwb69BGv\ngh8mTAAuvlhmeXgdDCxdKgPmdBTyyZMno3///v972MLMSX8AeA7AOkghmL8B5AAYBmAZxCoHgHoA\nltlszxs3Mrduzdy/P2s8smMH8yGHMOfnx76Xk8PcuDFznTrM557L3K8f8w8/MG/dmtgxBw5kvuMO\n+/fz85n79GHu2ZN5//7EjsXMPHMmc6NGzIWF3rddvZr50EPlc0o2OTny3Xz0EfPpp4d3nFatmOfN\n87ZN587MM2bI8wEDmAHmRYvib/ePfzC/9Vb09csvM991l7tjLl7M3LKlXH+1ajEXF3s7ZyNdujBP\nmWL/fuvWzLNn+9+/GwYPZu7dm3n3bubq1WP/n/x8+f63b5fXJ50UPee5c+UcjRQVMTdtKt/LuHHu\nrpl27Zh//TXhfyVwpk9nPu44f9/x5ZfLb+ayy5g/+cTbtmefzfz998xZWcybN3s/thWrVsl9M2hE\nsmM1MVUlWh9j5kbMfDSAKwFMZObrAIyByxKtDRoAo0YB77wTvPUYFjk5JZOZUsXUqZL5bNWkoHp1\nmQI1f74UQMnPBwYNEjdckyYych04UPahXIRusJp2ZqRiRWD4cPEIXHihJOIlwvDh4m6bPt37ti+8\nAPzjH3IuyaZ6dfmcHnggNls9SPzEyZVFDgC33iq1zN3U/ja71t0mugFR17pyqyfSrattW4mDW5Gb\nK+EU8xz1oLnkEunINmeOfAfm/6diRQmbqDnnRtd68+aS/FZUFF3/p58kD6FLF/lNz54tSXt2rF8v\nj65dg/2/gqBrV2meMmeOt+2KiiT/5qyz5JqMl9RoZulSubY6dHDud+CFp56SR7JIdda6mRcAnEVE\nyyH1119wWlnNwcyUOYhjxog4BjnwmDdPMi697NMuPm6kYUNxVT33nNx4du6U+N4FF4jQP/SQlA1t\n00Zu6u+/L+dSUBC7r4ICEf54MdEKFSThpUEDiZl5df0qVMvPq67yPnBav162ve8+f8cOgt69JWnp\n0kvDO4ZXId+7VwZXR0SyVurWlTi3m7K6Rtd6QYHcaN02K1TTzxJxqyvatBG3vhXz5sn+g+ouZkft\n2sBppwGvvGJfA0C511XnONW5rXp1cc8bB0VvvSU5C0SSlNm8ubMQjhkjvy0/SZJhQwRce633pLd5\n8+R6zM6WTnNuwguKvXvlc27USErpBuFe375d8lwWLxZXfzJIuZAz8xRm7hV57qlEK1HJJhLpzoQJ\nEn82V7rat89/R6pHHgHOPVdiex9+6M5KnjIlvpCbKVdOkm2uuw544w2pbb1rl8RJO3aUJJtrr5Ub\n1cknixAOHy4WxKxZMuhy09+5fHmJ+TVtKp2g3GThmpk2TeLxjz8uQu5lkPPSS9J4wzwtL5n07i0Z\nuGGeg1chX71arHE/FrGxKMycOTJlzm2v7+rVxcKcN89/opvCySIPO9HNyBVXAGPHxhdyFR83fubG\nOPmCBTKIN3pu4lmkY8aIxytdufFGiZPv2+d+m/HjxRoHZLC2caOIqRuWLpWk0XLlxCIPQsgHDxYj\nqEED59/Yxo3BzV1PuZAnSqYIObNccM2bx14sn34KXHONv33OnSs3p+eekx9po0bAv/4l83ut2L1b\nLq4gblqVKskA4s47RXyXLJG5zc8+K4lMI0eKm7hbt+gPzQ3ly8tc5datgZ49vReKUNneLVtKX3W3\nrrpNm+Qm8uCD3o4XNNWrA1dfHe4xvGauG93qXjG61r241YFoT/IZMxK3yI8/Xq5Ro2taEXaim5Fe\nvSS5yy5rvH17Kb4zfXrsOipzPT9f5o2/8krJ6XKnnmpvke7bJ/vs2TOY/yMMjjpK7hmDB7vfZsIE\nmV4IiKehS5eSg5l166w9hUDUrQ4E41ovKpJw7913Sz0Cp/3dcw9w/vnBTLtNVdZ6NhFNJKIlRLSI\niO6JLPdc2S1ThHzZMrnI+vSJ/XJnzJCY9KZN3va5caOIXsOG8uMcNUqEvXp1Ec8ePWRaivEinjpV\nMmfDciHWrCnH/ve/Zc7s2rXigfAaLypXTn4QHTsCZ57pvrVqYaEc94orRATMRVacePll4IYbor2v\nSzNWZVoHDBAPihWJCHnDhmJ5FBVFm+Z4IStLBqaJCnnNmhIasKozP3t28izymjWB/v1FdK2oUEFc\nxB98EGu1KyF/+mkRPXMRmFNOEbE218QHRPC6dEleXQS/PPigzIu3E18jOTny3Rk9jEavxOrVIqhD\nhlhvv3RptLRvs2bA1q2JtXH+8Ue5f5xwghx3/nzr9fbtk5BlVpYYPomSKou8EMD9zNwKQFcAfYno\nOPio7Naundx8/Lhgk4kaNXbsGGuRz5gh1sK4cd72OXeujCKNrrfGjeXCWLcOuO024LXX5Affv78I\nv920szCpW9dfkQ0iceOfcorMP9+xI/42U6aIBajKwPbuLYOZeO71LVuAoUMl9l8WqF9fYt7K27Fz\np1wjdv9/IkJeubK40teskZCM17BOVpZsf4RtVQn3WMXJd++WgYabxL2geOQRCTfZ0b27DP7NQt68\nuUxf+/BDyUsxhzrq1ZOwklWobvTo9Jt2ZkWnTvLZuKn0NmWKrG+sG6+8Enl5Mn2zbVsRWCtU2V9A\njKK2be3F1ymJUPHmm9FKkE5CPnq0nOdnnwHvviuDkURIVdb6ZpY55GDmHMi0s2z4qOxWqZKI2R9/\nuD22XOQvvSRxqmSh4jjmhIrNm+Umet993s9HCbkVlSpJ7OzXXyWzdds2GSy8/773G2kqIZKs+bPP\nlvN+9lkJRUybJpa+2U1qLqJywgkiWMuWOR9n4EBxZzdoEPz/kI4QyWBHudfHjJHrc+5c60z/RIQc\nkMHViBFiUXqdm5+Vlbg1rrCKk8+eLTddN4l7yUJ5Laxc62vXimDYeY6sEr6KimQAkM7xcSMPPihh\nA5nkKMljL78czS8qKgI+/liaGZlnd3TuLIlmt94qn99XX0lIx8qFbbTIAfuEt9mzZSDpVLRq+XLx\ntqqSykrIrYwIdZ+qX1+MreuvT7CGhtWctGQ+ABwFYA2AGgB2md7babNNibl1Dz/sPJ+8oIB58mTm\n+++XOZeNGsmc5saNme+9lzkvL97svcTIy5O5oTt2yBzJ2rWZ//5b3hs5UuZrb94s8xit5nbbceGF\nzCNGuF9/717mb77xN7c61RQXM3/xhXzXV17J3LUrc/36zJUqMR91FHO3bsw33CCf7Zo1Jbe95x7m\nZ56x3/fWrbLdunWh/gtpx2WXMQ8fLs979ZL5t0OHymdrnsvbrBnz0qWJHatFC+YHH/S+7aWXMvft\n6//YRkaMkP/VyPPPM993XzD7D4rCQuaOHWW+uZHiYuZJk5y3HTxYfiNGpk1jbtMm0FMMlaIimVM+\ncCDzySczH3888623Sn2HM86Q/+Wkk6J1Dcx07SrX27598rpzZ+Zffim5zt69zNWqlbwffvQR8zXX\nxO7vwgvlPLp0sb9/Xn651FdQFBdLPY6NG0uut3On6MGePdH1+vRhfuAB+8+DWXQMNvPIUy3iNQDM\nBnARWwg3gB0225X4B0eNkkn9RvbuZf76a+brrmM+7DDmDh2Yn3pKimCom9SOHcyXXMLcvn24N/GJ\nE+VCUvTowfzjj/L8wQejItOhg3PBCjMNG0rhgbJMXh7zypXMEyYwf/ih3MTMTJ0qAzi7QjOPPsp8\n++3hnmc68thj8pvYt09uLDt3yk2qbVsZYCoKC5krV2Y+cMD/se6/X+426rr3uq3XIh92rFwpA3gj\nvXtHBzSlgb//loGpKirDLAPgxx9P3Tn5YehQ5uxs5iFDouKZlyeDsdGjnQvHTJ9e8t7Yr1+sUM6c\nKfd+I/PnywDAyJw5cq/dv18GEc8/H3u8P/5gbtBACjoZOfPM2MIwH33EfPHFJZdt2yaGiVWhnvnz\n5TdQr14aCjmACgDGAbjXsMx1Zbd+/fr97/Htt5O4Zs3ol/3663JjOucc5rffZl6/PvbDURQXMz/0\nUOwINhG++Yb51FOjovzoo8xPPBF9/6GHmJ99Vp6fdFJ0pPjEE8yPPOLuGFu2iAWfSKWrssQVV1hb\nXTt2yCh/9eqkn1LKGTJErI+vvpKKeopx45ibN496h9aulRtZIrz6KnP58jLATiVFRcw1apS0dBs1\nYl6xInXnFAY33VTSOmzRQsQm0wjq/vbHH1Ih0Ii6/o2oynrTpkWXXXwx82uvyfM1a8TKXriw5Dme\nfjrz++/HHvfBB6P3ekXPnsyffx677qhRzEcfHfUirFrF3Lr1JK5Zsx+femo/7tu3X1oK+ScABpmW\nvQjg4cjzhwG8YLNtzIfQrJl8uJ9+ynzkkbHuVSf27mU+/PD4rsOiIrFUevUq+UUr9u9nvvNO5iZN\nmN94Q0ZQ/fvLqM840vr8c3EX5uWJa0d9cdOnu3d/jRsno0ONO7ZvlxHv5Mkllz/5JPPNN6fmnFLN\ntGniKbrySub33osuLy4WS+Kdd+T1pEkyME2EUaPENZkOdOkS/T0uWSLWa2kbEC9eLPefAwfEC1Gv\nnty/yipFRSLARl0wGlRGxo2Tdb//Xqzh+vVLevMGDxa9mThRXn//vQyUCgpi9/Xpp+I2V2zbxlyz\nZvSeb+bGGyXs+9VXokkDB5b83tJKyAGcDKAIwHwA8wDMBXAOgEMB/AxgOYDxALJstrf8AC6/nPmI\nI+Qi9sqzz1rHRpjF0v/iC6lz3KED84svRr9oxaRJ8v4VV0RH+5s2idia65r/+aeI/YwZJV07hYVi\nHW7YEP98n3vOX7yxLDNmjHzuyircsEHCLv/9b2rPK1Vs2SL1y2vViq0xPWeO3Pz37ZMb1w03JHas\nwkJx3acDt9/O/Oab8r+1aMH8wQepPqNwOO88CTcNGsR8yy2pPpvUc8010cEpM/P55zN/9531ur/9\nxly3rvQkGDSo5HsqX6dJE+YLLpBY/qhR1vtZskREXzFwYElhN7N7t3iImjZlnjUr9v20EvJEH1ZC\n/v77zFWqWFvKbtizR8R5+fLosoIC5mHD5Is68UQRbjVyV1/0K6/Il9mkiXy55pF9YWGsUCj33uOP\nM999d8n3rrzS+sZSUFAyyeKyy5g/+8zf/1qWuflm+T7r1xcBe/TRVJ9R6iguFuvAztq++mrxKD3+\nuMTSSwtvvcV8220y6C7N3piJE+VaP/10e6EpS3z2mXhTi4qkcc/hh8cmohlZskTyJ3Jzrd/PyxOR\nv/lme49OQYF4XffulYY8deowL1vmfJ7r19uHoEq9kO/f788SN/L005Icl58vCQnHHCM3ufHjrb+o\nJUvk/UGDvGe+n3KKeA/MSTaffy7vmY93ww0ywlZulqOPjn9BaGLJzRXX2erVpc+d6ocTTpD4tRWr\nVkWzhIcNS+55hcnUqTLob98+mE576UpxsXgQq1SxF6OyxLZt0dyprl2TlxfTqZN4A486ShKwE6HU\nC3kQ7N4tI6bGjeXmZY6nBsk998inb47lFxSIO2f06OiyefPE+j/5ZLGQdu0Siz4Tp5Fp0ovp02On\nOBm57z65TqdPT945hc3evSLiZWHGx6hR2q1upFcvSSj2Ms03UW67Tbx/99+f+L7shJzkvfSCiM4B\n8B9IwZrBzPyi6X0O67x/+gmoUUMaf4TJ0KHAY49JTWVzdabvvwceflgqUFWoIOVXe/WSKmUnnCDN\nSaZP996uT6Pxyo4dUtbzt9/cNzrRaDRRPvlEHmPHWreO9gIRgZljWhelnZATUTkAKyBtTDcBmAXg\nSmb+07BOaEKeLLZulVq7Vs0xmKWy07XXSsnVvn2llGDFilKxqXt34K67gNdfT/55a8oezIn1Addo\nyjJKqoL4DWWSkHcB0I+Zz428fgTiTnjRsE7GC3k8Zs4ELrlEWlk+8YTUDFZ8+aXUIu7cOXXnp9Fo\nNJrkYifkadheHg0BGDt2bwBQ5iSrc2epmbx2LXDppSXfM9YS12g0Gk3ZJh2F3BVUhnx95TK+a7xG\no9FowiIdhXwjgEaG19mRZf/DyrWg0Wg0Gk1ZJB1tvVkAjiGixkRUCcCVAEan+Jw0Go1Go0lL0s4i\nZ+YiIrobUqJVTT+L001ao9FoNJqySdplrWs0Go1Go3FPOrrWNRqNRqPRuEQLuUaj0Wg0GYwWco1G\no9FoMhgt5BqNRqPRZDBayDUajUajyWC0kGs0Go1Gk8FoIddoNBqNJoPRQq7RaDQaTQajhVyj0Wg0\nmgxGC7lGo9FoNBmMFnKNRqPRaDKYUIWciCoT0R9ENI+IFhFRv8jyfkS0gYjmRh7nGLZ5lIhWEtEy\nIjo7zPPTaDQajSbTCb1pChFVY+b9RFQewHQA9wA4F8A+Zh5kWrcFgOEAOkH6kP8MoBnrzi4ajUaj\n0VgSumudmfdHnlaGtE1VokwWq18E4AtmLmTmNQBWAugc9jlqNBqNRpOphC7kRFSOiOYB2AxgAjPP\nirx1NxHNJ6IPiahWZFlDAOsNm2+MLNNoNBqNRmNBhbAPwMzFANoTUU0A3xJRSwBvA3iamZmIBgAY\nCOBWt/skIu1q12g0Gk2Zg5ljvNmhC7nh4HuJaDKAc0yx8Q8AjIk83wjgSMN72ZFlVvsL4zQ1Go1G\no0lLiKwi0uFnrddRbnMiqgrgLAB/ElE9w2q9ASyOPB8N4EoiqkRETQAcA2BmmOeo0Wg0Gk0mE7ZF\nXh/AUCIqBxk0fMnMPxLRJ0TUDkAxgDUA/gEAzLyUiL4CsBRAAYC7Mj1jnRmYPx9o3z7VZ6LRaDSa\n0kjo08/CgIgyRt9XrQJatAA2bgTq1En12Wg0Go0mUyEiyxi5ruwWMrm5QH4+8OmnqT4TjUaj0ZRG\ntJCHzP79QNWqwAcfiJtdY82aNcDBg6k+C41Go8k8tJCHzP79QOfOQEEB8Pvv1utMngzcdpvzflau\nlEdp5cILgREjUn0WGo1Gk3loIQ+Z/fuB6tWBW28Vq9yKDRuAtWud9/Pxx8DQoYGfXlqwbBmweDGw\nYEGqz0Sj0Wgyj1Ip5OvWifDt3x931dDJzQWqVQNuuAEYORLYuzd2nZwc4MAB5/0cOBB/nUxlxAig\nWTNg4cJUn0nmMGsW8MorqT4LjUaTDqSq+1ltIhpPRMuJ6CdDidZAup+NHQs88ADQuDHw2GOSMZ4q\n9u8XIa9bF+jRA/jii9h1cnPjDzry8tJjYBIGX38N9O+vLXIvzJ4NvPqqzrvQaDQhCzkzHwTQnZnb\nA2gH4Fwi6gzgEQA/M/OxACYCeBQAIuVbLwfQAtIh7W2yK2XjwO7dwC23ADNmAPv2AccfD1x7LTBn\nTkD/mAeUkAPAzTdbZ6+7EfLSapEvXw5s3w5ccYUMVrZuTfUZZQY7dgCbNgFLlqT6TDQaTapJVfez\niwCoiO9QABdHnvdCAN3Pdu0CsrLEXfvGGzKXu21b4JJLgNNOExd3UVEi/5V7jELerBmweXPsOmVZ\nyEeMAC69FChfHmjTRrvX3bJ9O1CpEjBuXKrPRKPRpJpUdT+ry8xbAICZNwM4IrJ6IN3Pdu8GateO\nvs7KAh56SAT97ruBl18WUZ01y34fQWEU8ho1JB5uJjc3vkjn5ZVOIf/6a6BPH3netq0Wcrfs2AFc\ncAHw00+pPhONRpNqUtH9rBWiPcn/t5rX/fbv3/9/z7t164Zu3br97/WuXSWFXFGhAnD55fK4915g\n/HigUyevR/bG/v1ArUgGgJOQu7HIi4uDP79UsnIlsGULcPLJ8rpNG2Dq1NSeU6awfbskUN52m1w/\n1aun+owSZ+9eucazslJ9JhpNejB58mRMnjw57nop6X4GYAsR1WXmLZEGKioy6rr7mVHIzSjXuhP1\n64vlnih5eUCVKvbv798PNGggz6tXl9fMgDHyr4TcvNzIgQPJCwckixEjgN69xa0OiEX+1lupPadM\nYccOoEkToGNHYMoU4LzzUn1GiTNokIj5oEHx19VoygJmI/Wpp56yXC8V3c+WQbqc3RhZ7QYAoyLP\nA+l+ZnatW3HIIdZTwbywf78MCH75xXkd5VovX17imnl5JdfJzRURd6psVhpd6zNmAGeeGX3dqpUk\nvxUUpO6cMoXt26V2f8+epce9vmYN8OefqT4LjSbzCDtGXh/AJCKaD+APAD8x848AXgRwFhEtB9AD\nwAuAdD8DoLqf/Qif3c/cWOQ1a0pGeyKMHx8t9mK3L6OQA7K+2b2emyt/nYS6NCa7rV4NHH109HW1\nakCjRiLmiVJQAPz4Y+L7SVd27AAOOww455zUJ7wtXy45KImyYQOwYkXi+9FoyhphTz9bxMwdmLkd\nM7dh5mcjy3cy85nMfCwzn83Muw3bPM/MxzBzC2Ye7+e4ybLIv/sOeOQRoFs3+WuFWcit4uTqtVOc\nPJlCngwXPrNYYE2alFzepk0w88kXLADuuivx/aQj+fnR3Iu2beV6X706NeeyapV4VV5/PfEcjg0b\n5P/Izw/m3DSaskKpq+zGLDc2NxZ5IkJeWAh8/z3Qq5fE9EaNkprpZtwIubLI00HIt2wRq3j79nCP\ns20bULmyfA9GgspcX7cu+rmWNnbuBA49VPIpypUDzj47Ne719eulyNFjj8n3uG2b/30xy/6OOEIG\nBxqNxj2lTshzcyUOXamS83qJutanT5fKcY0aifX/7rviYjcHAtwKec2azkKerMpuc+ZIoZH//Cfc\n46xeHWuNA8FZ5OvXl14hV/FxxfXXS2W8X38tud6BA+FZtzt3ioj/85/AnXcC2dmJVVDcvVtmlXTs\n6C+0cumlwLRp/o+fbH77rfRen5rkU+qE3E18HEjctf7dd8DFF0dfX3CB3MjMVrNbIa9TJz1i5PPn\nSyb5O+8Ek9Vvh52QB2WRr1+f/lP2mIFFi7xvp+LjirPOAoYNAy67DPjkExH6J58EGjYMZ0BWXCxT\n3847D7j/flnWsKG4xv2yYYMMBpo39x4nLyqSfAibhN60pG9fYNKkVJ+FprRQ6oTcTXwcSMwiZ44V\nckAGB+Z9qqYpiho1YkfiubnA4YfbW9zMYpEXF4ef0T1vngj5hRdK3DMs7IT8yCNFgBNx0wIi5EB6\n16d/4QXxQMyd6207s0UOiJhPmSJidswxEiK59dZw3NQDB8r389JL0WXZ2YkJ+fr18t37EfJVq+Tz\nWLEC+OMP/+eQTFatku9IowmCsKefZRPRRCJaEmma8s/I8n5EtIGI5kYe5xi2SahpSjIs8oULJT7Z\nunXsPs1CHi9rvahIxPmww+xFJz8fqFhR9hO2VT5/PtC+vcQ933gj8YRAO+yEnCiYUq1KyNPVfTls\nGPDee8Cjj4pb3Atmi1zRooV8fytXyr5POSW+uN56qzRgccv06dJ17auvSoavEnWtJ2KRL14snpyH\nHgKefdb/OSSLXbuAPXusyzVrNH4I2yIvBHA/M7cC0BXA3UR0XOS9QZGM9g7MPA4AiKgFEmya4tYi\nr15drFw/GdrKGjefmRshN7vWlcVerZq9kB84AFStGr6Q79sn8fHmzeVx1lniYg8D89QzI0HEydev\nl8FPOgr5zz8DDz4o7uAnnxSL3IuYWlnkikMOEe8OEN9KLiwEvvxSxN8t11wDDB4suSFGUulaX7JE\nBtW33CJll9O9zK/ykoRlke/cKfeossCcOdbX788/p24mRyoIe/rZZmaeH3meAykGo2qnWwn0RUiw\naYpbi5xIRNWPe33MGOCii2KX+xXy6tWdRfrAAakeV7VquEK+YIHcECtE6v09/ri0ygxDDO0sciDx\nOHlhodwkjz46/YR8wQLg6qulxnzLlvK9PvKIN6vcziI3E0/IFyyQa3HdOnfHLSiQ/Z1/vvdjxUO5\n1hs2lN+QF0/Q4sVy3VatKjH7556TcNSePcG3MN65M/GBwurVUhwqLCGfMKFk2KM08+CDwO23l0wy\nPnBABpz33pu680o2SYuRE9FRkFamKop1NxHNJ6IPDf3IE26a4tYiB/zFyYuLxQI44YTY98xCXlws\n1dqMJVydhNzOIs/Lk5tU1arBxnz/85+SWc3z5wPt2kVft2olddDffz+4YwLiBdmwQbL+rUjUIt+0\nSazSWrXSS8jXr5ekyDfekC58iltvlf93pssahk4WuZE6deR6tBv8TZ0qv4G1a90dNydHrnErH1lQ\nrnUiaWjkxSpfvFiuVQC44w7JFahWTQYGjRvLwCco3n5bmvwk0gd+9WoZrIblWl++PPFiV+nAmjUy\n4LVj7VoZVO3eXXLGxiefyOfr1dOVySSl1joR1QAwAsC9zJxDRG8DeJqZmYgGABgI4FYv+7RrmuLW\nIgf8xck3bRKBsGpSYRZy5RIvZxgu1ahR8geckxNfyNV+KlcO1iJ/+GGxipV3Yd682CYyTzwh4nPn\nnc415b2wcaOITOXK1u+3bh0t1Vqxovf9K+uuWrX0EfLdu4FzzwX+9S/pvW6kShWJlT/xhMwHjxdM\ncmuRlysnFu7GjZIAZ2baNMl0d5sQt2+fXONWKNe6U78AJ5SQA1H3utVg2Ux+PvDf/wLHRQJ2hxwi\nOQKA/NaaNXP/eblh6lQRmEmTgDPO8LePVauALl2cSzsnwp9/WjdnyjR+/VV+F5deWvIeqvjsMxlU\nnXCCeCBOP12MhFdeAT76SES+f3+p95GpuG2akow2phUgIj6MmUcBADNvM5Re/QBR97mnpinq4abz\nmRV+isKsWgU0bWr9nlnIzW51QETbKC7KIneytpVrPcgYeUGB3ASHDYsuM1vkgCS+deggcdGgWLXK\n3mX/cLgAACAASURBVK0ORK0pv6Va16+XGK75s04VBw8Cl1wi867VdC0zt9wiruB+/eLvz61FDti7\nvJlFlK65xr1F7iTkNWvKzXbPHnf7Mp+LGnwB3uLkK1eK1V21anRZjRryAGRQH9Q0ysJC4PffZcD1\n7rv+97N6NdC1a+Ku9eJimY9uZvny0iHku3aJ4TRjRux7zHLvuv564NprxQhZtEgKc9WpI4meXj1d\n6Ui3bt1KaJ0dyXCtfwRgKTO/phZEOp4pegNYHHmecNMUL651q5h2PFatsk/SciPkfmLkRtd6UEKe\nmyuDgwkT5AdTUAAsWwYcf3zsuv/3f8CLLwZXXMQpPq5IJE6uRCEdhLy4GLjxRqnENmiQvbVaubLk\nXgwfHj+U4cXCtBPylSvl+z/pJLHY3SR97tsXFUi7Y/lxr+/ZI4MAVeXPi5Cr+LgdQQr5ggXyP957\nr/xu/v7b335WrZLBcW5ubAMlL6xYIQmpxu+OuXQJeY0a1u712bPlntW1q1zH99wDvPyy3Kceekh+\nZ5Ury+wbN4PjTCfs6WcnA7gGwBlENM8w1ewlIloYaaZyOoD7gGCapnhxrfuxyP/6Kzwhj+daD1rI\na9eW7llffSUi3rixdcigc2eZ2jR0aDDHdiPkicTJ00nIH31Uksk+/TTartWOI44Axo6VTHYnd2AQ\nFvnUqcCpp8pNsHZtd/FaJ4sc8J+5bnSrA8Cxx3oTchUftyJIIVefWc2a4tL96CPv+ygqkuuhSROg\nbl1g69b429ixdatc3yqUAMhAqkYNGXQXFrrbz5gxwOjR/s5h/Hjnro2JsGuXJIaOGBFb2GnYMOC6\n66ID4zvuEGt8166Sicg33yw5TfPmOR9r0iTn/+PgQeCBB2JzIzZuBJ5/3v3/FBZhZ61PZ+bykaYp\n7dVUM2a+PtJEpR0zX8zMWwzbJNQ0JRkWeSKudSshr1EjvpCrrPWgkt3Uca+7TpJDrNzqRv7v/+SC\nDaIgjVshz3SL/M03ZRrQ6NElXb9ONGsGjBwpNyCrz7qwUK4xt4NVOyt56lRxPwIygHOTua6S3ZyO\n5UfIjW51IJrs5mYIn0yLXAk5APzjH+I58Tp9ddMm8c5UrSpCnkjCmyqaZCwotHy5DISsCk9ZwSy5\nMv/6l3vhVwwZIoZAWLH+XbvE4q5dW0Iaivx84Isv5N6lyMoSy/uFF0oOmCtXBk48UfIonOjdW5os\n2V1zW7aIR804aALEW/DZZ97+rzAodZXdwrbIw3Ktx4uRB22RqyS7c86Ri/ObbyQebscpp8gNf/jw\nxI/t1rXu1yJfty71Qv7ttzINatw474lWJ50k15jVDXLnTrmxWSX/WBHPIgckn8BNnDyeRe7XtW62\nyGvXloGrG5FTc8jtqFUrGCFXOQXqM+vYUYR47Fhv+zHWT6hbN7E4+bZtYpGahfy449xPrVXZ3g0a\nyD3ALT/9JN6myy8Pr5qeyne67LKS7vVRoyT8Yr4P33+/CLKZeJ9Ffr7cD2fPlsG3FWp78/c9dmx6\nhDFKnZCHPf0sTNd6vBh5kMlu6rgVKwJXXilWo5NFDohV/txzibc5dSPkjRrJ5+enVGuqLfLffpO5\nraNHx/8/7bjySuDzz2OXb9/ubWBgJeSbNsnvpEULee3WIncj5H5d60aLHHAXJz9wQL7rZs3s18nK\n8peAZ2bFCvkNGgvh9O0rdRa8YEz0rFcvcSHv2FGKoij+/DNqkbsRmHffFbf0ww9L5rcbL8jcuWIN\njxwpyZJGazlI1L28T5+oe/2XX8Ryfvpp9/uJ53ndtk1CVd99J5UBrQbQVkKemysDIS3kIRDm9LN9\n++RLq1/ffn/GC8ZcZx2wz1p361oPUshV4tL118vfeELevbuIiNPcznjk5YkYNYxTHcBvqda8PLlx\n162bGiFfsUIy1IcOdTd9yo7LL5eBgPn73rHDfXwcsBZX5VZXVr0Xi9wp2c1vjHz9+pIWOSBCHm/W\nwrJlMq3OaYpiUK51ozWuuPpqcdl6ETKzRZ6oa71nT4n/qhiycq0fckh8gdm6VYTpuuukyM/+/cDE\nic7bFBXJIPPNN8VzdOKJkhUeRnMiZZG3aiX/T79+wFVXiah7mfoX77PYtk3qTjRpIoPnq66KTezd\nt0+m5k6fHr1PT5oknsNkCflrr9m/V6qEvKBAbuROVoMRr651ZUnaZR5nUrKbcq0DMqofM0aSrZwg\nEqt8wAD/P9y1a8X6ipf4BfgT8g0bxE1YrlzyhXzLFpkrPmCAdAZLhAYNJNRhduV5tcjr1hXxN96Y\nzKIUpEVudK2vWSMxy3iYXeuAXCObNjlvFy8+DgQr5CqnQFGxIvDvf3ur7260yINwrbdoIfcxVY7U\n6FqPJzAffSSuaBWqeeghyfx24quv5D7Rp0/0f8jKio0dB4FxKnGfPlKM54cfZL64F+K51rdujd77\nunePHtvIvn0yUO3QAVDTuseOlc+vsDD8ZlaA/P92lCoh371bYmJuC1J4TXZzio9b7c+NkCtBdYqR\nh1HZTQ0gAPm8LrjA3XbnnCPn4beWsxu3usLPFDRj4lQyhTw3Vz7Da6+V+atBcNVVse51rxZ5+fLi\nwjVOlTILuVuL3Guy27BhUss9Hlau9cMOi1+RLV58HAjXIgckKXHOHPf5HEaLPAjX+uGHy0B87ly5\nN2zZAhx1VHwhLy6Wxjp33hldds01Mhfbbt51cbEMWp54ouQ99sQTw3GvG4X84Yfl3MwFq9wQ7z5v\nFHLA2sBTg9jzzpMeCczy99xz3ScWJoKqtWBHsruf3RNZXpuIxhPRciL6yVCiNaHuZ17i44B3i/yv\nv+wz1gF3Ql61qkxlUHFmt7XWw5h+5uQmtYNIfsgDBvgrU+lFyP1MQVPFYIDkCXlhoVRra93aeycz\nJy69VKb3GK9RrxY5UFJgd++OzmNWBGWRH3aYfN7qGh05Mv5AWd2gzBa5WyFv2dJ5nSCEfONGCdeo\nnAIjxvrubjBb5Im61g8/XL7LuXPFKj76aBm8xbNCJ0yQ7Hlj+KdyZamKdu65Ipzme+Po0RLi69mz\n5PIuXYJPeDt4UH5X6v5ZrZp4qfzgxrXuRshr1JDPZuxY8XwUFspv3m0+QiLs2GFfCRNwIeREVI6I\nLvd5fHP3s76R7mePAPiZmY8FMBHAo5FjtUQC3c+8xMeB1FjkRCUFxkuMPMhkN6Nr3Su9eslA5Icf\nvG/rRchbt5bkHS/TYlTGOpAcIWeW5JuCApmO5Kc8qR2HHio12UeNii7zU27UKOTTp0tdAGNcuXZt\n+YzjJYXFE3KiaEnYVavc1fxWN0xVDEbhRsj//jt2AGAmCCE35xSYueMOiZfGi+kfOCCzDpQgBWWR\nd+ggXgHlVgfii8uMGRIXN1+vV10llu/WrZKn8N57cm0wizX+2GOx25x4YvBCrqzxIH5PblzrqmMg\n4GyRH3+8DDJef11EXTXfClvIjQaKFXGFnJmLAfzbz8Ftup9lQ7qcqfIiQwFcHHneCwl0PwvbIvcj\n5FZiafzivTZNCTpr3Q/KKn/mGe9WuVP7UjPVq8uN2kup1mS71p97Tlpnjhjhry58PMzudS/FYBTG\nJDQrFzGRO6s8XrIbEB00jBwpSX/xhFx9X+YbthshV0LmRBDTz+zc6ooaNaRT4Omny/Vgd7w1a+Rm\nrPJDErHImeVaMFrkKmNdnZOTuKxdKy54Kxo0kDniP/4o003bt5ff+v790r7ZTPv2cuwgGzp5KbUd\nD6+udav1jQ2DzjlHBjjnnivvJUvIzeEnI25d6z8T0YNEdCQRHaoeXk7E0P3sdwB1VREYZt4MQH2M\nCXU/C9sid5p6Bohw7N8fTQSzssjVekYhr1EjNfPI/bjWFZdeKp/dhAnetvNikQPe4+TGCz7spilD\nhwIffCA3PLcJll7p1Uus6O3b5XWiFrmdKLmJk8ezyIHooGHkSMmGNoaRrLBKdAPcCbkSMieCmH42\nbZqzkANStvWXX0TQmjaV1rRmkTZf+1lZMkj3U6Z1zx7x0lWuLLNoKlaU36IXIbfrPqhQiV1PPSWC\n/tRT1l6JKlUks9w4nz1RghbyIFzr6to/7zwZjPXoIa+TIeTr1iVokUe4AkBfAL8CmBN5uG4QZ+5+\nBsBsx3mOthoLyavuMF6/fC8WeVGRXPxOIlSunIiH+lLthNyYHJGqfuSJWOSA/K+PP+7dKvcq5F7j\n5MmyyCdMkIzlsWPtpyMGgYrLqWIdfixyJeQHDkgFvy5dYtdxY5HHS3ZTx5o1SwTtjDNKDlqt8Cvk\nubly3Vn9vozUqCFC6Ter2CqnwI5WraRK4pw58j+3aCHJZKq7nNmjR+Q/c93sjejYUQYcSsjjidfa\ntc7CYDzH3r3l+7zsMvv1nNzrc+Z499wFKeRButYBscgHD46Gg9wW3/HD5MmT0b9/f3z+eX8sX97f\ndj1XQs7MTSwerhykVt3PAGwhorqR9+sBUBWHE+p+tnu3d4vcrZCr1pvxSm0arXwnITe71pVb1uqG\nE3bWul+uuEKsDmMvYCf27BELzYsQJWKRhyXk8+dLhu+IEdYJUEFjLA6TiEU+c6bkHVh970FZ5NnZ\nwMcfS/y1UqX4Xi87l2HNmjLwsGvUo4QsXgyVSNzrfq1yq5yCeBx1lMyz/vNPEaNOneR6mTQpdhDr\n171uFnI10HBjkRcVyf3MyVXrlS5drDPXly6VhLohQ7ztL5Wu9XhCXq1ayfKwfi3yXbvEi7Fpk30e\nkOp+1qhRf9x8c3/bfbnOWiei1kR0ORFdrx4uN43pfgbpcnZj5PkNAEYZlvvufub1y69WTW4Ubkbr\n8dzqCr9Crs7HSqiVaz3oZLdEXOsAUKGClGl85hl368ebh2+FF4t882b5Lg+NBH3CEPJ162Sa2Vtv\nxXe3BsW558pgZuPGxCxyp1hvo0buYuRuXOt790ZLZca7ydlZ5ETyPdpZ5W7c6opEEt7ixcedqFtX\nYuarVsl1/Ntvsd0Fg7LIO3QQMVL3Pycr8e+/5bOtUsX7ce2ws8iHD5e4+sMPxw7InX6bqXStWxl4\nTte+XyF/6SVx03fsKPf3I44Qw6VnTzEWjAQSIyeifgDeiDy6A3gJkpgWbzu77mcvAjiLiJYD6AHg\nBSDx7mdek92I3JdpdWqWYiQRIbezuNPRta647jqpbmXVF9mMV7c6IC7fnJxojNiO4mKZ0/vPf0YH\nCipnwc80OSt27RJRfeCBaEGMZFC5stwMP/9cLEuvN7j69UUsJk+2F6XGjd1Z5G6S3apWjU5RimcN\n2Qk54OxeV2U13ZAqIVfUqiVCtmlTNEFK4Tdz3Szk3buX7MLlJC7r1sWPj3ulaVO5NxmbkzCLkD/5\npJSy7dNHBHLJEnFPO1WSTJZrff9+GfwbRdpKE8IQ8h07JO/g77/F67pokYRmjjgidkZQUDHyyyCC\nu5mZbwLQFkAt500cu5/tZOYzmflYZj6bmXcbtnHV/cxqNOc12Q1wn/AWL2Pdan9uhNw4DczO4g5r\nHnkQQl6xoiT2uLHK/Qi521KtgwbJzdp4HhUqyCORns+KgwclC/vss4H77kt8f1656irgnXfkJlOh\ngrdtK1USUZwyBTj5ZOt14lnkBQXi/otnxXXoIDchdd37da0DItROQh62Re6UUxAUQbnWa9WSgazC\nSVzcJLp5hUg6whkr+f3+uwxC27WTQkmnny6fZffu8jtau9Y+ETJIIVfzr63alFqFaJzmkVvhphyu\nFXv2RPWqfHm5FpRFvmhRdL3CQrlGnMpauxXyA5FpaIVEVBMS0w4wwuIdq7Z0Xi1ywH3Cmx/XulWt\ndSCaAFRUJK59FXe3c62HMf0sCNe64qabRGhnx0l/9CPkQPw4+R9/iJvq889jY5lBuNeLi4Ebb5Qf\n/MCBie3LL927y3fmNT6uyM6W5iJ2VmzDhhIrtItJG6ffOFGxYrTMJRA/ESgRizxsIXfKKQiKoCxy\nM/GE3E2im1fuv18qPv71l7wePlxyA9Q189prMuf+zz9l3cMOK1lx0EiQQg7YDyjNbnXAWhOcEj39\nWuR2OV3HH19SyP/+W75rpzwNt0I+m4iyAHwAyVifC8CFMzU8rDojhW2RB+laz82NCr260J1i5GH0\nIw/qBlW5smRwDxjgvJ5fIXeKk+/eLdbqu+9aWxlBCPkjj4jgDBvmvn1o0FSoII1UvMbHFdnZzi7i\nChVEVOzakLqJj1vhZK3s3SuDpFo2vj0nIfcSI/eb7BaEWz0eQVnkZpw+9zAsckDi7n37yn2gsFDq\nsl91VfT9qlWBe+6J5rAceaR92VE/93In7MTWnOgGxE92c7vveKiS4maOO070RnkQ4sXHAfdZ63cx\n825mfhfAWQBuiLjYU4ZVkf4wLfIwXOvmMqlOMfKw2pgGxW23iWXsZDkHbZEzy3HPP9+6DzGQuJC/\n8YY0lBk1KtjkID/ccYfM3/fDJZeIdeTE0UdHrSkziQi53UDZrhiMItUx8mQJeSos8jCEHJCw05gx\nMrBu0sTZ+Ikn5MmwyM1Tz+zWDUPIja51I5Ury29x2TJ5baxWaYejkBNRB/MDwKEAKkSep4xkWuR7\n9oh7O153MPP+3Ai5UUzthNrsWg8ieStI1zog5/bAA/ZWObNUtvIj5K1by0VtnqLx3nsSYnHq2JSI\nkH/7rcT8xo6NWhGppFUr4MEH/W17/fVS7tWJli1lupAVbhLdrHD6fTm51YHUutYLCyXGa+54FjRh\nutbtPvcwkt0UWVmScPqvf8UfOKaDkLtxrefni+fIrtZ50K51oKR7PV55VgCIlzbjFBFkAB66wgaL\nWciZvc8jB9xZ5MoadzNtKlEhd3KtV6ggrt2CAklg8guzffnYRLjjDhHVZcti51dv3Spi78eqU6Va\nV6yINslYsEBaqk6f7mwp+xXyGTOA228Hxo2zL2VZ2mjZsmRszohfi9xJUNwI+Z9/Wr/ndfqZ1zab\nCxbIufnNSXBLWK51O3FhDtciB0TEx4yRUJATRx5p378+aCFPxLWurn27+3/QrnVAwonqt7huXfyw\nrqNFzszdHR5xRZyIBhPRFiJaaFjWj4g2RKaiqelo6j3Xnc/MP8ycHBkxeRU4N0Vh3LrV1f727YuK\npVOymxchVwlxQSS85eVJ4oSbnuBeqFFDSlVadYLy61ZXGOPkOTlSjObVV6WxgxN+hHz5cnHVf/KJ\nzPEsK7RqJVODrHBT1c0Kp1htvNhfKl3ryXCrA3Ijz8/39ptmji/kVavKfs1erF275HdvJyBBUKuW\nJL7Wreu8XjpY5F6E3A4/ld3y8uR7tDNCvFrkbueRVySie4hoRORxNxG5qXU0BEBPi+WDIlPROjDz\nuMgxWsBD57ODB6WTkMJPfBxwN4/cj5Dn50enP5mxs8itYuSFheLWURmLQSS8Be1WN9K3r7iizbMK\nEhVyY5z87ruBrl1lSks8vAr5li0y1/fZZ2Pn/JZ2WrUS17pV6CaMGLkbi9yufkDYrvVkCbmfMq25\nudEuik77tbr2w8pY94OdkOfnyyPIe5STa918HVWvLgMrNTUuXljJj0Wu4uN2CmcU8oRj5AbeAdAR\nwNuRR8fIMkeYeRqAXRZvWZ3+RfDQ+axZs5JWud8sRzcWebw+5Ob97dtnb40DJbPW48XI8/Jk1GbM\nbE/UIg860c1IrVoi5sbiFEBwFvmwYZJU9+ab7rbzIuQ5OZI4d/31wC23+D/XTOXwwyV0Y+XqTacY\neUGBfFduB+5eG6cwJ0/IAQndeOnw53YQYyUwYbvVvZCdbS3k6l4eZEtgL671cuVK9giI543yI+RO\nbnVAvqO9e8VYDcwiB9CJmW9g5omRx00AOrk9aQvuJqL5RPQhEal/x1Pns+bNY4U8nSzyeEKekxPb\nE9zKtW50qwPBuNbDtMgBca9/950ktym8tC+1om1bqR53//3Al1+6H4i4FfLCQnHXt2kD9Ovn/zwz\nGSJ793oiMfKgXes7dkjyodupgF5bma5YIYPnZFmup57qvl8B4F7IrcIaYSa6eaV+ffG4mGsXBO1W\nB7y51oGS7vV4176fgjDx8rmIJMl35kw5frzv222NqCIiasrMf8lB6GgADs0JHXkbwNPMzEQ0AJJQ\nd6vXnWza1B8ffCAu3G7dumHdum5xYzJWhBUjdyPkbmLkKmNdEYSQh2mRA3KTvf124MUXpRoZIEKe\nSFnTxo3l4h4wQMTWLW6EnBm46y5xpb33XrCWQKah3OtnnllyeSpc64ceKjf14uKSou0lPg54d60n\n0xoHpOLZU0+5X9+LRW7+7NPJIq9QQcIKmzaVTChNlpA75Rp4EfJEXOtOtGkDvP/+ZFSrNhlPP+28\nrlshfwjAJCKKNOTDUQB8zSNn5m2Glx8AGBN57rrzGQDcdlt/fP890L+/vL74Ypkr65V4FnlhoVgO\nbjOXvQq5eR65Me4PhGORhy3kgFjOxx4LPPGEVA1btSox1zqRZMO7mQJoxI2QP/usJOdMmeKty1Vp\nxC5zPSfH+2cP2Av53r3y23K6mVWsKN+fub68l4x1IP2F/KSTpBSs0z3DSKKu9RNP9HeeYaAy18MW\n8ho1YvMQcnIk8c/qMzfqQjwhr1pVcraKitwnEMdzrQMSJx80qBvatu32P517ymbEF28eeSciqsfM\nvwBoBmAkgGIA4wG47RJNMMTEI21LFb0BLI4899T57P/ZO+/wKMrtj3/fJNJbhNCLIIKIIFhAASWg\nINhAinq5NsR2FezXrhQL4PUqKuoVEeyKoiiioiiEjlJFCEgPNYD0TiDn98fZ97eTzczuzOzszm5y\nPs+zT7KzszPvtvm+p7znGF3re/dyi8Du3W2OyECk5WebNvGs0WoNYSh2hDxc1nqoSOulZ5pkcK0D\nfKHp25dLp544wRXDonVVVqvm3FqOJOTvv8+9hb//3p3FWdTw2rVuJeSbN4cvBqMxq7fuJNFNj+HQ\nIetWkaHMmhVfIS9bli/aZm1AzSgqMXLAPOEtXha5lVtd72/XIjdLLDx6lD0NVthZKt2sGRtAdq6b\nkaJM7wDQEYzWAB4H8CaA7QBGRTq4UupTAHMANFJKbVRK9QXwklJqqVJqCYD2AB4EnHc+O+MMjmUR\ncdWtDh3cLamI5Fp34lbXxzt40DvXeqhFbrVEzQnxsMgBLl7y0UfAwoX8g7E7GfKScEI+cyZ3pfrh\nB47XCUEhD/3luU12s3I7RnKra8zi5E6FPCXFfgXHrVv5IhuPPvNG2rdnj5AdohXyRMlaB/wVcrNi\nMBonrnWg8Hv99ddcV8MKO6513fLWTt/4SK71VCLSzt7rAYwioq8AfBUQ4rAQUR+TzZYt5oloKICh\nVo8bSU9nSzU3F/j8c+CWW+w8qzCRXOtOMtaB4BfGqmEKwGvdleIvbM2awe1FJUauqVGDqzvdd190\nbvVosBLyY8eA22/nUpLxvmgnMlWrcuwyN7fg5CYWFnk0Qu605rx2r0eq0DdzJldzi3dN/fbtOafE\nDjt3cj3uSISKy5EjLE5ucoliRZ06hZequl1KHA6zSY1ZeVZNtEKem1sw2TcUO6719HQOS3phkacq\npbTYXwpgquExh80UvadRI85knjMHuOoqd8fw2iIvXZqXx+zfHz7epWM2kdaRJ6trXfPoo8DixYkn\n5MOGsYC7yaso6px1VmH3ulsh1z3h8/MLbrfTCAIwF3KnMXLA/hK0eMfHNW3bcp6GnZa7brPW9Xpk\nvxr/mJGorvXQGHmk62WokO/YEb4tsN0qpF272kvujfSRfgZgulLqWwBHAMwEAKVUQwAu+gl5S6NG\nfEHu0sW9MEWyyJ0KuVJBkXYq5FYx8mS1yAH+od5zD/ck9gMzIV+1ipuhvPGGP2NKdMzi5G4ru6Wk\n8Pc69DNwYpGHFoVx6loH7C9B80vIK1TgCdTvlllBQdxmrSdafBxIXNe60cCz890Pfa937OCJo9Xk\n0Y5rHQDefZd7uEciUonWFwA8DOB9AO0MMesUAAMiHz62nHEGMH8+r/91S6lSnARj1YfZqWsd4A/d\nrZAXJde65tVXuf6yH4QKORHwr38BTz1lzyIsjuglaEbcWuSA+UV00yZ/XOvh2LuXJ+7n+tQOym6c\n3G2MPBGFvHbtwvXWY5W1bmaRx8q1vjOwNsuqBK0d17oTIjpZiGgeEU0gokOGbauIaJF3w3BHo0b8\nBkdTSlOp8Fa5U4scCAp5OLEsW5bjKHaS3YyudS+S3eLpWgf4PfZrbXaokE+fzu/7AN+noYmLlWvd\n7XfGTMh11nokvHStRxLy2bOBVq38W4IYDyFPpEQ3gOP1e/cGe28DsbPIzWLksUp227GDhdrKve6m\nwVc4Eiha4pwOHdj1YLRY3WAVJ9+zh9cGOu2AZNciP3LEXow82S1yPwkV8pUred2uWQ18gTHLXPfa\nIo9n1jpgT8j9cqtr2rXj8sNW3kGAPXTHj9v7LELFJZGqumlSUjjh12iVx8sij5S1bncdOVB4orBj\nB3D++dZCbte1bpeYCrlF97N0pdTPSqm/lFI/GUq0Oup+BvCPPBq3usZqacq6dexWd2pN2hVy41/A\nuta6CLl7QoXcbU/04oQxcx3g5M0TJ8K3iw1HqKDopkJ2LtahQk7EFnksXOt+C3mlSsFwoRVr1/L3\n1841KRlc60DhOHkshLx0af4O5+UFt23fbj0hdLKOHDB3rZ93XniLPK6u9Sgx6372OIBfiKgxOAv+\nCQBQSp0FB93PvMRqiczate7qgzsRcqeu9WTLWvebUCGPtnlLccHoXtfJPm5/jaG/L7vFYIDCQr5v\nH/9OnLYrjpS1fuQIV1ezk1gUSyK515cv58/GDqFWYnEWcp2EbHw/wq2ciMa1rosPNW1aRFzrFt3P\nugH4IPD/BwB0PbZr4KD7mZeEs8jdCvmOHd4JuVjk7jETcrvldoszxsz1aNzqgLmQ23GrA4WF3I1b\nHYhskf/+Ozep8Pt3EUnIs7P5s7GD0Z184gSwbZv99z2eGIU8L4+vb7Gosmh8Pw4c4Li8Vdg0PfFb\nQgAAIABJREFUVMidLD/TLvt69XjyFMqJE/wavTSm/IiRVyWi7QBARLkAdJTCUfczL7FKdtOudaeU\nL8+xdadCXqIEf5F1H1ygsGvdq2Q3vy9Y8aJECXbH6rijuNbtESrk0Vx0QoXcbsY6ED8h99utrrn4\nYq6NYXQBG8nOtm+RG8Vl61Z+35x6MuKBUci1pRoLX6zxe7hxIyf+WZ3HqAl2l5+FCnnduuYW+f79\nfHwv1/MnQsqPZRnWcAzSVeTB3c8yMzNdDyA9vfBaVYBd6716OT+e/tDDCXnZsvwlMoq0UsE4ub5w\nxsK1HtqspShjrIN8/Dj/2BKpslWi0rQp8Nln/H+0FnmoS9NuxjrAn11+frDksZv4OBB5HfnMmVzv\nwG8qV2aP0aJF5s1Nli/npZN2ML7viZixrqlTB5g8mf+PhVtdYww1RAozaItcZ9NHKi9tfK/1srZa\ntdgLcuJEweRaJ/HxrKwsZGVlRdzPDyHfrpSqRkTbAw1UdgS2O+p+ZhTyaKlf37ycXjSudSCyRV6m\nTOEZoba4jUIezrW+Zw/v62TJTHFyrQNBId+3L9gOVQiPjpETxca1bnettlJBq7xMmdhY5CdOcMOS\nTz91ftxYoN3roUKel8fXpMaN7R3HKC6JmLGuadaMJ1Lt23Pp2VgJudG1HknIdbKb3e9+qJBXrcre\nj4wMFnPjxNVJfDzUSHXV/cwjCnQ/A3c5uzXw/y0AvjVst939zEsaNOAfiJG8PHZHuZnF2hVyMzEN\ndZ1HEvK77+bmJE4oTq51ICjkkuhmH525vm2b+6puGjPXupNiPEb3eiyE/I8/2NXvdJlprLCKk69e\nze+b3dUDoRZ5ogp5/fp8rX38cbZ8u3WLzXmM38NI70fJkjyJ3bXLvpDrYxuXtZm5171eegbEfvmZ\nWfezYQA6KaX+AtdvHwY4737mJWZCnpPD6xvdxJSiEfLQteRHj4Z3rS9bBowaxSJll+LkWgcKCrkk\nutlHV3jzwiIPda07SbqKtZAnSnxcc8klXJzGmCsDOEt0A/j6o/tkJ7KQAzzWrl2B11+3HzpwivF7\nqGPkVuhCYVu2uLfIAXMh93rpGRD7rPU+RFSTiEoSUV0iGktEe4joMiJqTESdiWivYf+hRNSQiJoQ\n0c+xHJsRLeTGaYNbtzpgX8jNxDR0LblZG1P9+IkTPM777weefdbe2PRaSrdrgpMRLeSS6OYM7V6P\nNtkttBiHGyGfPp27HM6d6y5GXqECX2jNepLrjmeJQtWqbEQsCekv6STRDQjmhxw8mPhCHg+cuNaB\n6IRcTzathDypLPJkIT2dv/S7dwe3xUPI3brW9ePr1vEP/qmngClT2EUYCd1etTjFicW17g6due5l\njPzgQbYSI7UTNaJdzRMmABdcAFx6qfMxpKbyhXvt2oLbiYBZsxLLIgeAzMzC7nUna8g1WmBEyJ25\n1vX+doXcaO0XOdd6sqAUX+CN7nU3zVI0doS8RQvuhx1KqJCHq+y2ciUnh5Qvz2L+xBORx1bc3OqA\nuNbd4qVrXV9AtTXuZCI5YACL2rhxwGuvuW9207w5sHRpwW1r13L4LNFEzixO7tS1DgSt0Eiu5OKA\nFtvjx1lsa9YMv3+FChy7t3O9tHKtm60lTzrXejLRoEHBOLMXFnm4hLLq1YF+/QpvD42Rh1t+tmIF\n99QGgLvuYmGP1HShuGWsA+Jad4vRte7V8jOnbnUvMRPyBQvYyk802rdnl7+Ok584AaxZYz9jXVOu\nHAtJyZKxKbKSTOhJzebNQI0akfstaCEX13oSEZrwFo2QlyvHi/3dJMpFipFrIScKWuQAn+u554DH\nHisY6w+luGWsA/x6t2zhi6ITl25xR2eur17tXUEYpxnrXmIm5AsXck3sRKN6dZ6kjxvH99es4XXJ\nThtElSvHk7FE8zj4gf4e2l2K5yRGrq/b+fmRhVxc6zHEKORE7qu6AfwhVajgLg4dybWemsprxo8f\nZ4tcCzkA/OMfvP+ECdbHL66u9eXL2a1enHIDvKBpU+7I5bVr3Q+SScgB4PnngWee4d+6G7c6IEJu\nRLvW7RbHcRIjT0nh63RuLhtVOqyans7eFGOd/yLlWldKbVBK/aGUWqyU+j2wzbIzWqwxCvmuXfzB\nuC1MkJ5e+IJhF7Nkt9AMc+1+X7ky6FoHeMzDhgFPPmmenQsUX9f6smXiVndD06ZcdMir5Wd+CnmD\nBhwb1RdVIq6glqhC3qED0LAhMHq084x1TfnyIuQa7Vq3m/hXoQLXUbD73S9XjjXE2BpVKZ40GJvC\nFDXXej6ATCJqSUS6OYppZ7R4YBTyaNzqGrfuQ7MYeag7rXRpjuefckrhIhaXX87xn/ffNz9+cXWt\nr1wpQu4GLR7RCLnOUSDy17WemsoTk2XL+P7atXyxdrMuPV68+CJb5vPnR2eRF/dENyDoGXIi5CdO\nOBfy0O9TqHu9qLnWlcn5rTqjxZx69diNossgunWrR4sxRk7ES3XMLPJFiwpa4xqlgOHDgUGDzJur\nFFfX+rFjkrHuBi0e0Qh5aip/hw8d8tciBwq61xPZra457zxe4z5xojuLXCdhiUXuTsj18+xgZpED\nhYW8SLnWwc1Spiil5iul9EKsahad0WJOiRKcYLJpk/s+5F5gdK0fO8ZWd2iXnNKlgcWLC8bHjbRq\nxX2V33ij8GPF1SIHxCJ3gxbyaCd/+iKaSEK+YAFw/vn+jcUuzz3H4Tqr33s49OcmQh6c1DhJdtPP\ns3t8u0LutUXuZ/eztkS0TSmVAeDnQMnW0Hxry/xrL7ufabR7fd06885D8cAo5GZudb3PokXAdddZ\nH+eFF3gmf+edBWP9xTVGDoiQuyEjgyeF0bqfy5cHtm/n77SfNc2bN+cKcQBb5I8+6t9Y7NK4cTCJ\nyiki5EGMjVDshHe0JW7XIi9fnrUjtLhQ8+bAf//L/xPxGIpC9zMAABFtC/zdqZT6BkArWHdGK4SX\n3c80RiHv08fzw9uiQoVgXWkrIS9dmq2JcGVZGzcGevTg5Lfhw4Pbi6trHRDXulvmzo3+GOXK8SoL\np8VgvKZZM+DPP3kpYiInuoXito94uXJ8vUjkPIB4Ub58sFZ/uGJdGjeu9aVLgZ49C26//HLgttu4\njkXlyhxmirSGXZNI3c8KoZQqo5QqF/i/LIDOAP6EdWe0uKCLwvjpWm/XDpg2jdcjhjZM0ei15GYx\nciMDB3LG6+bNwW3F1bV+6qnBH6YQf8qXDwq5n5x6KltDU6cmfqKbF5Qrx65dWXYZFG+73gk3Qr51\na2HXesmS7D395JPYuNUB/2Lk1QDMUkotBjAPwHeBJinDYdIZLV40aMAXm+3b/cusrV+fm0IsWBDe\nIi9VKnImas2a7Fo3Oi+Ko2u9Zs3ErN5VnNBC7tfvykjz5sDYscljjUdDxYriidKkpLDYxlLIgcJC\nDgA33QR8+GHshNwX1zoRrQfQwmT7bgCXxX9ETIMGXOK0Th37ro9YcOWVwKRJwDXXWAt548aFk+DM\neOwxoFGjYDnX4uhab9wYmDzZ71EUb/QyqGuu8XskLOQjRsSuXWYiccUVMok1Ur68fSF3GiPX11Uz\nL8+FF7KXdcoU7zPWAansVoD69XnG5JdbXXPVVcD331u71suUiexW11SqxAk9Tz7J94uja13wn/Ll\ngVWr/HetAyzkR48WD4u8VKnE8IIkCjrUYAcvLXKl2CofObJoudYTkowMFjm/hbxNm2Cs3swiL1vW\n2VKU/v05Q3fu3OLpWhf8p3x5rtGQCKLSvDn/LQ5CLhTEqUV+2228BNgOWsirVDF//MYb+bpeZFzr\niYpSLOJ+FYPRpKUBnTsDX39tLuT//re9rEtNqVLA4MHA449zpaLi5loX/EdbNYlgkTduDLz0krnl\nJBRtBgwA2ra1t29qKvDee/aPXa4cL/W1WmHQoAEnM4trPQ5ccAFwzjl+j4Lj5D/9ZO5ar1PH+Vrc\nm28G/v6bLXOxyIV4oyePiSDkaWk8GRaKH7feGruVCuXKRT72k0+ykeY1YpGH4GQGFku6duWuR07b\nFlqRmsp1m7t3FyEX4k/58rwMx8rtKAjJTvnykb08XbvG5twJKeRKqS4ARoA9Bu8R0fAITylyVKnC\nmY5eCTnAGcPPPJMYcUqheFG+vP/FYAQhlmRmcsMqP0g4IVdKpQAYCV5HvhXAfKXUt0S00t+RxZ+e\nPTmL3iuUAoYM8e54gmCXChVkAikUbcqUAVq29OfcisiynLkvKKUuBDCQiLoG7j8OgIxWuVKKEm3c\nsUC/RLFihGTnyBGuMHjGGX6PRBCSF6UUiKiQIiRislstAIY27Ngc2FbsUEpEXCgalC4tIi4IsSLh\nXOt2UaJwgiAIgpCQQr4FgLH2Tu3Atv/HzLUgCIIgCMWRRHStzwfQUClVTylVAsAN4K5ogiAIgiCE\nkHAWORGdVEr1B/AzgsvPVvg8LEEQBEFISBIua10QBEEQBPskomtdEARBEASbiJALgiAIQhIjQi4I\ngiAISYwIuSAIgiAkMSLkgiAIgpDEiJALgiAIQhIjQi4IgiAISYwIuSAIgiAkMSLkgiAIgpDEiJAL\ngiAIQhLji5ArpWorpaYqpZYrpf5USg0IbB+olNqslFoUuHXxY3yCIAiCkCz4UmtdKVUdQHUiWqKU\nKgdgIYBuAK4HcICIXon7oARBEAQhCfGl+xkR5QLIDfx/UCm1AkCtwMPSa1wQBEEQbOJ7jFwpdRqA\nFgB+C2zqr5RaopQarZSq6NvABEEQBCEJ8LWNacCtngXgOSL6VimVAeBvIiKl1PMAahBRP5PnSe9V\nQRAEodhBRIW81r4JuVIqDcAkAD8S0Wsmj9cD8B0RNTd5jKSPuiAIglCcUEqZCrmfrvUxALKNIh5I\ngtP0ALAs7qMSBEEQhCTCr6z1tgBmAPgTAAVuTwLoA46X5wPYAOAuItpu8nyxyAVBEIRihZVF7muM\n3C0i5IIgCEJxIxFd64IgCIIgRIkIuSAIgiAkMSLkgiAIgpDEiJALgiAIQhIjQi4IgiAISYwIuSAI\ngiAkMSLkgiAIgpDEiJALgiAIQhIjQi4IgiAISYwIuSAIgiAkMSLkgiAIgpDE+CLkSqnaSqmpSqnl\nSqk/lVL3BbanK6V+Vkr9pZT6SSlV0Y/xCcnPwYPAG2/4PQpBEITY41f3s+oAqhPREqVUOQALAXQD\n0BfALiJ6SSn1GIB0Inrc5PnSNEUIy6xZwHXXAVu3+j0SQRAEb0iopilElEtESwL/HwSwAkBtsJh/\nENjtAwDd4z22DRuAI0fifVbBa9avB/bs8XsUgiAIscf3GLlS6jRwD/J5AKrp/uNElAugarzH869/\nAR9/HO+zCl6zbh1w9CjfBEEQijJpfp484FYfD+B+IjqolAr1l1v6zwcNGvT//2dmZiIzM9OTMa1f\nD8ybB9xxhyeHE3xi/Xr+u2cPUKOGv2MRBEFwQ1ZWFrKysiLu50uMHACUUmkAJgH4kYheC2xbASCT\niLYH4ujTiKiJyXNjEiMnAsqWBerXB5Yv9/zwQhy55BJg5kwgOxtoUugbJAiCkHwkVIw8wBgA2VrE\nA0wEcGvg/1sAfBvPAf39N1CiBLBxI7B3bzzPLHjN+vVA9eoSJxcEoejj1/KztgD+CaCjUmqxUmqR\nUqoLgOEAOiml/gJwKYBh8RxXTg5b4+eeC8yfH88zC15y7BiwYwfQrJkIuSAIRR9fYuRENBtAqsXD\nl8VzLEZycoB69YDGjTlO3qmTXyMRoiEnB6hdG6hSRYRcEISij+9Z64nExo0s5BdeCPz2W2zPtWkT\nMGJEbM9RXFm/nj0r6eki5IIgFH1EyA3k5AB16wKtW7NFHss8wDlzgHffjd3xizPr1wMNGoiQC4JQ\nPBAhN6Bd6zVrAmXKAGvXxu5cGzcCmzfH7vjFmXXrxCIXBKH4IEJuQAs5wO71efNid66NG4H9+/km\neIvRIpfVB4IgFHVEyA3EW8gBYMuW2J2juCIWuSAIxQkR8gAHDwKHDwMZGXw/1kKek8NCI+5179HJ\nbpUqiZALglD0ESEPsHEjJ7qpQM2cli2BFSti10Bl40bgootEyL1m714gL4+XnolFLghCcUCEPIDR\nrQ4ApUsDTZsCixZ5f64DB7iZR4sW9oV88mS+CeHR1rhSIuSCICQWU6cCEyd6f1wR8gChQg7Ezr2u\nrf86dewL+cSJwKRJ3o+lqKET3QARckEQEotJk4Dvv/f+uCLkAXQxGCN6PXkszlW3LlcfsyvkmzeL\nG94O2iIHgPLl2fORl+fvmARBEAC+9v/9t/fH9U3IlVLvKaW2K6WWGrYNVEptDtRe1/XX44IuBmMk\n1ha5CLn36Ix1gN3rlSrJEjRBEBKDnBxg1y7vj+unRT4WwOUm218honMDt7hFhc1c6w0asEXntYBq\n61+E3HuMrnVAMteF4sfhw9zCNxk5cMCbsc+cyY2TEo2cnCJmkRPRLABml9hCvVbjgZmQKxWbuuva\n+q9cmX90hw+H3//oUbYq9+wBjh/3dixFDaNFDkicXCh+TJ4MXHYZ8Ndffo/EOdOmAffe6/75+fnA\ns88Cl1wCfPONd+PygsOHgZ07i5iQh6G/UmqJUmq0UqpiPE6Ylwds3w7UqlX4sVi4141L3WrVilwU\nZutWLhtbvTr/7xVHj3p3rEQgP58nSaedFtwmQm6fY8di219AiA+rV/Pyy7vuSr7PMzeXJyAnTjh/\n7p49wNVXA9OnA7fdxqKZSGzaxNf9Xbu8/1xctTFVSr0BwHIoRHSfy/G8BWAIEZFS6nkArwDoZ7bj\noEGD/v//zMxMZGZmujwlC2m1asAppxR+7MILgcGDXR/aFC3kQNC9fsYZ1vtv3sz7EfH/RqFyy9Gj\nfMy1a4GKcZkuxZ5Vq7igT9mywW0i5PaYOBG4+WagRg3gjjv4/ypV/B6V4IZVq4CnnwbGjAHGjmVR\nSxZyc9nruG4d0KiRs+c+8wx7Ob/5Bhg5kif1iURODl/n9+4F9u3jsF8ksrKykJWVFXE/t/3IFwT+\ntgVwFoBxgfu9AWS7PCaIyDiHehfAd1b7GoU8Wszc6poLLuC15Hl55kLvlJMn2aquXZvv24mTb9pU\nUMi9YO5cnhlu3150hPzrr4Frrim4TYQ8PPn5PFEdMwb48Uf+fo4aBQwZAnTtyqKemQmkJKLvTjBl\n9Wrgxhv5c+zSBbjqKqBqVb9HZY/cXP6bne1cyJcvB556iq/TGRnAggWRnxNPdEh1/Xp2r9sR8lAj\ndbCFVenq50lEHxDRBwCaA8gkojeI6A0AlwJo4eBQCoaYuFKquuGxHgCWuRmfU8IJeYUKbAH/+ac3\n59q6lS2dkiX5vh0h1xZ57dos6l7w66/8N9HcT9EwfjzQq1fBbSLk4RkwgItUzJ/PlQbbtQM+/JAv\nNm3aAA88ADRrBhw65PdIBbusXs2WX8uW7Fl56im/R2Sf3FxOVs12YQ7q1w2wkCfatU0nOVepEj5O\nPmKE87ysaOfZ6QAqGO6XC2yLiFLqUwBzADRSSm1USvUF8JJSaqlSagmA9gAejHJ8tjBbQ27Eyzi5\n0a0OOBdyryzyqVNZ5BLty+6WtWs5RHLxxQW3y/Iza4h48vPpp5x/YSQ9nUX+jz/YSt+wwZchCg45\ncIA7Ktasyfcffhj48svkyYfJzQU6dnQu5IcOsYexTh2+n4hCrg3GSEI+Zgwwa5azY0cr5MMALFZK\nva+U+gDAIgAv2nkiEfUhoppEVJKI6hLRWCK6mYiaE1ELIupORNujHJ8tzNaQG0kEIa9Txzsh37+f\nPQxXXOHvl/2FFzhL1QvGjwd69ABSUwtuF4vcmg0bgLS0YJjHDKX48aLUpe/o0cKem6LC6tVAw4bB\nUEj16sA55wBTpvg7Lru4FfI1a9iS1687I8P98rOePSOvJHKD1plwQn74MIcInMb3oxJyIhoLoDWA\nCQC+BnBRwOWeVOgvvxVeCnmoG98Pi3zGDKBVK54c+LXW8vBhYNgw4O23vTmemVsdECEPx7x5/N1W\nERZ81qzp7WoJv9m4EfjqK044KmoY3cuaXr3495HoELGQZ2Zy5vrJk/afu3p1wZh6RgaLpdPs8P37\nOddm4UJnz7ODHYt88WLOW9Ftru3iRQpLKoCd4DXhjZRSl3hwzLhi9uU30qQJJ4XZrchz8iQwbpz5\nY4ngWv/1V571+ul+mjCBm9L89FP0s98NG/jWvn3hx0TIrdFCHomiJuT6N+RVvkkiYXYt69ED+O67\nxK9BceAAW9Q1arDYOQnnhL7uUqWAEiVYmJ2gPU9eLzk2JjmHE/IFC9jIiqtFrpQaDmA2gKcA/Dtw\neySaY8abQ4f4Qq9jK2akpnL2+u+/2zvm9OnADTeYfxlChbxqVY7hHjtmfqzjx3kCUb0633bujL52\n+K+/Apde6q+Qf/ghJ1K1ahV9V7evvgK6d2c3cSgi5NYUdyF3avUkA2ZCXqsWGyO//OLPmOySmxvM\n1TjrLGfu9VWrCr9uN9e3zZvZQ+V1ETBjknM4IZ8/n137cRVyAN0BNCaiK4no6sDtmojPigFEPKNz\nSmhsxQonDVTGj+cv1auvFn4sNLFOz0CtYpDbtvEa99TU4LIKvUTDDTt28BjOP98/Id+yhb+w3bqx\n2+/LL6M7npVbHRAht+LoUWDZMuC88yLvW6tW0RTyRFtn7AWrVpkv2+rdO/Hd69u3uxdyswmMWyFv\n29a+kBPZ89QaQ6qRLPIuXdiwc6Jn0Qr5OgAerK6OngkTgLPPdh73MpvJmWE3Tn7yJMdYxo3jGXCo\ne8gssS6cy1y71e3sa4dp07h8YVqaf0L+ySc86yxdGrj2Wl6/fOSIu2Nt2sQ/4o4dzR+XWuvmLFrE\nVlqZMpH3LYoWefXqxcciB9i9/u23id0JMBqL3Eshv+QSnujaSfCcM6fwShkz7Aj5/v18/rPOYo1w\n8v2MVsgPA1iilHpHKfW6vkV5TFf88Qe7qB94wNnzIsXHNa1b8ywtPz/8frNmsYXdsiVXVHrjjeBj\n+/ax0KeHLNBzIuROepiboePjgD9CTgR88AGvbwU4tHDuucDPP7s73ldfcREYq2I9FSsCBw86S5wp\nDth1qwMs5EUpa11bXUVNyHUvBrPiL3Xr8nXOq1UiscCtkO/bxyFSveRO41bI69ThkJ8dq3zpUmDF\nishWudETayXkCxfyCoO0NN7XiccoWiGfCOA58HrwhYZb3MnOBl5+mTOynRTLD812tKJqVS7/F6kR\ngdHNO2AA8P77PNPKzwf+9z/g9NMLZwmHE+dIFvkLL3DGvd3bRx8BnTrxc/UXPZ71mBctYuu7Xbvg\ntmjc6+Hc6gCHJMqXL5oZytHgRMirV2e3Z6RJbDx45hlg9uzojrF5Mxe7KWqudW2UWK1CSPTsdaOQ\nN2nCAmnnO6dXHYW+7qpV3Ql57dr2m2XpyUYkb63RE2sl5AsWcC4WwPs6+X66LdEKgCu8RfN8L8nO\n5h/5hx/yF7ZNG3tlCVevBm691d45tHu9SRPzx/Pz2ULUs966dYHOnYGBA1nATpwAvvii8PN0zXMz\nwgl5Xh7H4SdOtF+CsUSJ4BeqdGm+f+AAV7CLB9oaN/7orr2Wq08dOxaseGeHLVv4c7/00vD76Tj5\nqae6G3NRZN484EVbFR/4M6lYkS+K1arFdlyR+Ogj/t62bev+GFrIR4zwblyJgFV8XNOzJ3sW33rL\nPDHUb3JzubogwCGxSpU4dBauWBdg7VXNyOAcIyfo622JEmwkRSI7m633uXOBK6+03i8nh0vlAnw9\n2ruXvYTGuhcLFnDTF8DcIg9ncLmyyJVSXwT+/hmoxFbg5uaY0ZCXFyyy37YtcMstQN++9mZzdmPk\nQOQ4+Zw5bLU3bhzc9vDDwOjRLFYzZhR8TFOvHrBypfkxwwl5VhZb+G3a2LfIQ+Pz8XSvHz8OfP55\n0K2uqVGDXUpmk5xwTJjAP45I4m9MeJs7lyd6iWBd+sWWLbzk7/TT7T/HTcLbihWFP+to2LaNL25u\nyndqjh5l70zLliwcbrpsuYGIV7JkZPCtRo3oPQuhRAoT1q/P15rp0709r1fk5hacKNp1r4cTcqtr\n259/mntl9PW2Vaug8RWO7GygXz++roTDGCNPS+OJcWjuzvz5nIQM8L6hoR/tSTXDrWt9sVKqFYBr\nAVxtcosra9awe7pUKb4/ZAj/WCPNqPbt4wtajRr2zhNJyM3cvOefzx/YAw8Urjqm6dSJvzRm6ybD\nCXkkt7Id4inkP/7IE5kGDQo/Nnw48Oijznr1fvklZ+NGwijkY8fymtrRo+2fp6jx22/2CsEYcZPw\ntnQpMGmSd6GbuXP5txqNkOuWwCVLshcrXkl8H3zARsOyZTz+xx/nUKCX2Mn3SWT3utG1DrCQL18e\n+XlW4VGra9u4cZwntH07i6fm8GG+Va7M3oDatcOff/dujs337MnHscrDISq87DjUvb5rF9/06wi1\nyI8fDz9ZcCvklQGMAPA7gA8B3AWgGYADRGTLs6+Uek8ptd1owSul0pVSPyul/lJK/WS3H/ny5fyh\na0qUYOvu7bfDr1GOFFMK5ZxzeNJw8GDhx06eZLe6mbBEcmOVLcteBLMqZ1ZCfuIEW6Q9e9obuxXx\nFPIPP+TXaUbr1sA//gE8aLO6fm4uJziGm6VqdOa6fs/Gj+c2j07dbonEunU8IXHD3Ln24+MaN0Ke\nk8Pv+3aPCi3PncsWvtOqX0aMvyencUi35ObyJHXMGLY4MzLYipsxI7qEuyNHeDKgV3zYEfKePXlV\nTSImf5oJ+axZhSeCkydzISmNlVfV7No2dChPoqZMAa6/vuCkcPNm9jxpPYi05HjFCh5j5co8wVxm\n0eJr9+6gFa4JFfIFCzjpVy+DDv1uLl0a3oPmtvvZI0TUBkB1AE8A2A2gL4BlSim78+WxAC4P2fY4\ngF+IqDGAqYFjRyQ7u6CQA3zh+fxzFo71682fZzdjXVOiBIu5WXu8SZP4wwwdh13+9S98NgQRAAAg\nAElEQVT+oRuXYZ04wRdBYzZmzZosQFlZ7IUws26dEC8h37WLM+bDWdDPPcfuxh9+iHy8CRM4JqW9\nMOHQFvmMGTzTvfpq4Pbbna9wSCR++MF9jHfevGAs0i5uMte1SEVjQRuZO5cnblWquBfgUCGPR+Z6\n//7cDraFoS9kuXLATTdxAqxb5szh3JK2bdmbFylGDnB4rWZN5005Yk1+Pte4MOb69OjB4t6rF+fx\n5OdzvlG/fjyh0+WlnbjWR43ia3WLFlxZMlTIjYXBIiW8GQ3Iiy6ytpjNumuaCbl2qwM8odixI1iN\n77ffeGJhRbRZ66XB3c8qBm5bAdhaSk9Es8BlXY10A6AT6D4AF5yJiJmQA7we8IkneBZqtk7ZqZAD\n1u71V14BHnrI2bGMNGzIGYvG0q7bt/MHblxaVaIEJ229+aY9t3Ik4iXk48Zxf+twvc/LlgXefRe4\n++7IpRWdhBV0conxOc88w8s9Jk2yd4xEIyfHeoIajrw8ruess2PtYmaRRyqhuXEjW1heCPnx48CS\nJRy7tOtyNcNLIT9wIHIo6Kuv2FJ75pnCj91zD/Dee+adyfLz2eILx7x5vDLmppv480xLs5fQmYjF\nYXbt4oRbY75LlSocz69cmUXsqqu4a+PChWygPfQQP+/kSb6OhRJ6bTt0iCcGOk8pNAYf6v1s3RqY\nOZPPOXVq4Twmo+6ECvmxY5z0PHUqhxTtCLnxN5mWVrBQ2Lx5MRBypdQopdRsAOMAXAReftabiM4n\nor5ujhmgqu54RkS5AGzlYmdn8+zKjPvv51nqPfcUdtE4SXTTmAn5woV8UY3Wzd2/PzByZHCcoV8s\nTe3anKke7fmA+Am5ce14OC69lDP9nwjji9m5k9/zLl3snTs9nX/wX38dFPLSpfki2rcvx8vjuQTP\nCzZu5JvTZK2lSznpyekqhVAh37yZf1fhCvls3MifkRdCvmQJuxbLl3deLMSI8TdlllDkhP/9D7jz\nTuvH9+xhoX3vPXPPUaNGnHRnXHq5dWtwSWnTpuE9DzrX4cEHOZQ4YIC9cffqxROMREr4DHWra0qW\nZCv64YeB5s3Zq1e9Olvmc+bw9dIqPFq2LP89dIj/rlzJ77kOdTZuzMac/g2FXm+bNeMiY88/z7dW\nrQouYw0n5Hffzdfz55/nMXfrVnBsoUJuTHTTGOPk+rO2wq1FXhdASQC5ALYA2AwgFl2fLS+vgwYN\nwqBBg/Dss4OwcmWWaTY4wB/w6NH8Ro0aVfAxu2vIjWghN174X30VuO8+66IkdunShX/8uqb7pk3W\nQt6smfNJiBnxEPKVK/mCaSeeDXDc75tveDZsxoQJ/F6VLm3veOnpHE+uUaNgl7v27dnd/tprwI03\nuivx6xc5OWyJOG384WT9uJHQrPU5c9i6t4oL6jF6JeRz5wbDAV4JebQx8vXr2doyy5kBWHx69gy/\nVO7ee7lo1A8/cL+Apk35t/Lll+zBWrzY/HlEBd2tHToAgwbZG3ejRiwkc+bY2z8eWAm5pl8/7pZY\nogTfL1uWl9ENHhz+Gm5sZxrquS1ThieoeulvqJCnpfG1RlvkmZkF81KMx2valF/D33/ztWvGDP58\n9HP79Ss4LqOQb9vGE+L69QvuU7cuMHlyFh59dBBycgbhiy8GWb5OtzHyLgAuAKDzLh8GMD+QqDbY\nzTEDbFdKVQMApVR1AJZNNrWQ33jjINSpkxm21GS5cmyNPf10wZiHG9e6zo5/6SW+kG7ezD/C2293\ndhwzUlJ4dt2hA7vIbrnFPMHhjDOAPn2iPx8QWyHX6+b79OG1+nbXrlaqxKGDfv3MLT6n2frp6TyZ\nMHtOkyY8cSpbluuOL1li/7h+kpPD3w2n7nW3Qh5qkc+dy6swrIRm/352h7drl9hCHo1FnpPD78H3\n3xd+bMoUvoBHWqt/xRU8eR88mF3HmzYB77zD38UWLazfXzu95MNx7bX2kyWPHOG8Eq87ghkx1lm3\nS5cu7OU791zrfYzXN7MQrPG7ZOUB1Rgz/vft43CdzkRPTWWL/bvvON/pww9Zd6wwCvnChWyNh3oV\n6tUDypTJRIcOg9C27SAMGTLI8niuY+TELAPwA4AfwV3QTgdwv4PDqMBNMxHArYH/bwHwbaQDWMXH\nQ2nUiOOvvXvzB7trF7uWqlRxMFrwmz11KmdNtmnDGZA338zi4wX9+3NcZM0a/lEPG1Z4n+HDgUc8\n6jEXCyHfvZvH2KABu76eeooT2ZzQvTtfyIYMKbh91y6ejHXtav9YuiSulfiXLs3emkGD2Gvw9tuJ\n7Wo/dozf4zZtOHvdCW6FvGpVPqeu1T13Ll/crSY+upBHzZos6NF+x0KF3G7VL7NxGV3rOTnuP+uc\nHJ5shsabDx5kl/v//sehgHCkpvJr+e03NgaMF/+WLa3fX22NO1lCaKRpU77GROLkSeCf/+QSyn/8\n4e5cdohkkVsxdmz43CQvhfyaazjufeAAf2ZNmhRstnXRRRzCveWWyAWLjEJu5lYHgqGfSG51wH2M\n/D6l1OdKqY0ApgO4CsBKAD0A2KqfpZT6FBxbb6SU2qiU6gtgGIBOSqm/AFwauB8Wu0IOsDjceCMX\nZlixwtnSMyMNGnBDlL59WdTvu8/5McKRns4W+amnmq89T0mJ3K3NLkbXU7QsXw7cdRdbitnZQRdT\nz57uKkm98QZn8i9aFNz27bcstjr+ZYe6dVn0rMIvmj59OGt+1ChemhLPsq47d/JFPDWVb+efby0w\nmzaxq7thQ2cW+c6dfLOqTBiO1NRg572jR7mgxh13WAuNLkmpVOHsYKds3criqL1nFSsGq36F4/Bh\nttZ0wpCxJbA+jlLuPmcifo333ccip+OwAHv+Lr7Yfg6H1W8jnEUeKfkpEnZqeRPx69u/n8MEsVxz\n71bIlQp/LfRSyCtVYg/TpEnmx+rcmSdfg234pI1CHpqxrtGfkZ3P2q0cnAbgSwCtieh0IrqJiN4m\noj+IyNY8mYj6EFFNIipJRHWJaCwR7SGiy4ioMRF1JqKIcXcnQg6wZZiSwskITuPjRvQxtm6NfgmY\nn0Rrkefns2uxc2fgssvYAlu5kpPbwrm87FCtGvCf/7DVoy1BN0VwmjSxX0WrUSO2/jIyePxmSw1j\nQXY2L208fpwt7n37rC/iejlL/frOhPy339j953YSqN3rixbxpKhtW06eM1uTbCyAEY0rHAiuezdO\nuu0c8/PP+T38+mu+b2wJDPDx3MbJ9+7l5zdowBdZXa9i7lxeoWHWwtgpDRrwecwackRajhQJO0I+\nfDj/br7+GjjttNg2znEr5JHQ17cjR1iojTkyQHCSqSv+mWW/G9HudTPdufhizjuwU2ZaCzkRW+Rm\nq0jq1uUQyu+/x0jIieghIvqKiHwvqRFaDCYSqanAp5/yLNOLZLFkp2xZ/jIZLQo7HDjAFvOZZwLP\nPstLYDZs4GxSL+tx33QTH+/llzmWOHt2+JrGXlCqFMfohw3jGOZrr8Xe1b5qFYtjaipbaOEqcGkh\nb9DAmWvdrVtdo4Vcu7krVmSXu5mL1qmQE7H35d13C77X+fmccBS67j3SMYk4rHPvvcH30czichsn\n15+BUsGmP8eO8aTztdd4yVS0pKTw5C7UpX3sGE+gzKw4u1Styr/hw4fNH//wQw4N/PADr3CIdSvb\nWAv5qlXsKQxNSD7zTC4wtGkTv8ZIk9xu3dgb+/vv7muGAEEh37SJz1mrVuF96tbl31aFCpHfG48c\ntP5w8iR/CE5dhRkZPHPy2iWejCjlzCpft44T8k47jd3mY8aw1XrTTc4anjgZ3zvvAP/9LycYduwY\nOe7oFb17s2h99BEXp4hlX/PQYh5aHMwmEFoknVrk0Qq5zlw3xqtbtjT3HBjbNkYS3QMHOA47YgRP\nDvv2ZQtq3z5OytqwgUM2RiIdc948Pu5//sOit22buZC7XYJmLPJx7bVskT/9NH+GXtR30Ji51//4\ngy3LcMlUkUhJ4cRds9f+88/Av//NGfm6GJWbWvtOiLWQWxl85crxpGbmTHuJg6eeyt/9mTOjE/KK\nFdl4mjvXPNENYCOrShV7npekFvJ16/hDcPOFrl1bumFpIgk5ESd5dO/OrtlTTmH36pdfcszIbcKN\nXerV40S0YcOiry3vlNNPZy9AvXosWrHK3A0V8nPP5az/pSYtiLSIVK/OniWr5U9GTp5kF1407lhd\n3c0o5C1amMfJjW0bw4nuH39whna5cuwunjuXLc527fi7VqcO56GEujwjCfnIkZx4VLo0e3AmTPDe\nItevLyODX8O77/KSKC9/D2YJb9G61TVm7vUlS3hS9dVXBQ2kZLfIw4VgzzqLJy92VwD06sVeu9NO\ncz+ulBTWn59+Cl+cqV69Ii7ka9awlXTDDX6PJPmxEvIjR7iYRYsW7KLs0oV/+C+9FLm1oNfccw+L\n+TXXxPe8AHsaRozg2zXXsJvf62IaoUKuXbZm7nUt5CkpfDGJVGEN4OTOatWic/nWrMkikpcXzAux\nEnKja712bbY+du8OPk7EnpbLLuPPddQoFt2yZTn01bcvW7gjRwbXDhtp0oQvzmYei+3b2SWs2xPr\nSmZWQu4mRm70OAC8MuPjjwuWU/YCM4vcThazHcyE/NVXuRhTu3YFt2dkcLxelwz1kuPHeULqRTgi\nFLtCPmWKfSHv2ZPDiVZNsOxSpQp7csKFSO6+mw2oSCStkLdpwxf3oUP9HknyEyrkW7fyRfS003hm\n/p//sGvq7rudZYt7SUoKx9/j5VY3o3t3tmrHj2dBN0tCcsOJE+wiD60Z0Lu3uXvdaA3ada9H61YH\nWKSmT2drXFud2rVuHOOJE+zK1nE/pVh4dcnR/fu5Qc5bb3HN79CaCErxMsybbrIeS+XKLPybN/O5\njbdRo/i908sOO3dmD9KiRQVraQPRx8g1HTsG+017SdOmXLDEWE8h2ox1jVlYITvbvA5/SgpPBGPR\naGjHDr4GebUSx4hdId+9276Qp6eHrzxplypV+P0MJ+S3324vmTpphfybb3jhfazdusUBo5CvW8dl\nCffu5Rj4Dz/whVDeZ6ZePY6PNWnCIuZF84mcHHYrhlaqu+ACTkYyupDz81m8tJDbTXibMiXy2tZI\n1KzJLnrjhb5WLd6WmxvctnUrh7yMlrSuj754MbuhK1ZkQYq0JDAcF17I74Nejqlvw4YVLFdaujTX\nHZgxo/DF+owzeIKxerWzc5s1wogFJUuyp0ZX0Fu8mHMHzjwz+mOHWuS6vrtVzlGs3OsbNpgne3mB\nXjK5YYN1crMW+NBJXqypUoXP6UVycNIKeZs2fo+g6GAU8tde42IWI0dGd5EtypxyCnsp3n6b3d9D\nh0bnarfqWmXMiNbk5rJFoGt327HIN21iIY82DKUvtkYhV6pwwlto72WAL5ZvvcWTwiFD2K1ut8Su\nFd98U9ga1yswmjUruK/OrQgV8urVOVTUpYuzdqtGr0is0XHyo0fZSzFiRPRuXaBwWGHTpuAafTOc\nJLw5+T1Mm8ZLt2JBhQrsITrtNOtkXD1xcVslzy1VqkS38sBI0gq54B1ayPfu5Qzt/v39HlFycOWV\nnLH//fds8bktrBOu/WRonDzUErRjkY8cydWmwnWes8Opp7IVHHrxCY2Tmwl5u3ac0DZ7NrvV403X\nruzhqFGj8GN33MECeeWV9hIHjxzh34rZsWKBfn+feYZFx6vyzKGu9Ug1Oexa5B9+yCJld2nklCn2\n+zA4Ra/KsWqqBfDvomPH8P2+Y0Hz5vaLBkVChFz4fyEfPZrXTcd7ZprM1K7NveHPO48zzbOynB8j\nXM3/Cy9k0dDx5VBLMJJFfvAgJyx6sdRSKc4qD82TsCPkF13EYYhoijBFQ5kyvPbXqrHRwIH8Onr3\nDhYfskKXeY1FTNeMFi24KMunn7IXyKswV+3aHKPV3b8i1eSIJOR5eRzSeO45TmJ8++3IYzhwgHMX\nLrnE2didkJEReanYr7/GJtkuHPfeG757nhNEyAVUrco/6Ndf5zXigjPS0rg5xnvvsbU5ZIh5tTMr\nwlnkKSmcJfvVV3w/NFtaC7lONhs/nmPE2rU5diw34QntrOQlelmeFoR4xY+9RCkWnpQUXrMergBQ\nvF9fixbs7Rk1ynlviHCUKMEip8U5XDtoILj80Mijj7I13akTF6/ZsIETQocNA95/37rgjCYrixP3\nwjW9ipbq1cO/rqKACLmAjAzuwNOgAVuWgjsuv5zfx2nTOBZsTAALRzghBwrGyUNFpGJFjv3t3Mnn\nu+cett66deNM3BEjYj85a9KE8ylee43vm1nkycApp3C3vmXL2EK3Ip7xcYBj1hs2xKaioTFO7tS1\nfvIk5z3cfz8L+ttvcy+ESpWCpWs//zz8+WPpVteMHs1LlYsyCSnkSqkNSqk/lFKLlVK/+z2eoo4u\nthGui5Bgj5o1uYRju3bsav/ll/D7HznCAhzOwmvThi2yVavMrUFtlT/wAJcInT2btzVqxJ+t2XIi\nL9HW7NChLDjJKuQAhw0mTWI39jvvmO8T6hWJB7HKqNZxciIW8nBVMkOT3Vav5ozrq65iMW7fvmC4\noX9/zs8I592Ih5DXrm1ei6AokZBCDiAfQCYRtSSiVn4PpqhToQJnYcdiHWxxJDWVOyB9/DEnmT39\ndNDtHMratSy64brDpaayRfHVV+Yi2aAB14afP58LVZxyCodJ3n6bC3zEY+lgw4bcIeuee+JvsXpN\n1apcqGPQIGDixMKPJ2PowAq9BG3LFnZvh4sTh1rkS5aw29+Kzp05Bm5VDXHzZvYktWzpbuxCkEQV\ncoXEHVuRQynubx6v5J3iQseOnMjz22/ApZead4+K5FbX6OpkVhb5Rx9xkwvjkq7evWNvjRt55JFg\na1GrJUzJQsOGLOL9+hUWoqIo5Ha6SFaqxOVzdYOlxYvDi3BKCk/sRo40f3zKFP5dyHUnehL1LSQA\nU5RS85VSd/g9GEFwS7VqbN117sz5Bz/+WPBxu0J+8cXBKmahItm2LccpY+2ijMQpp3A88sori0YB\noQsu4Ha83bvz56RJdo+DER0jtyPkShW0yiNZ5ACXyZ00ybzhUDzc6sWFMA49X2lLRNuUUhlgQV9B\nRAVqaA0aNOj//8/MzERmZmZ8RygINklN5VrcF1/MDSn69AGef56Fb9Uqe1Zzaip32Zo9u7BIXnON\nPzXozWjdGvjsM79H4R1XXMErErp04Y6JOss73lXAYoWOkWdnRxZlICjkDRtGtsgBLl7UsSN7N265\nJbg9P5/zR6TEdniysrKQZWNNa0IKue5zTkQ7lVITALQCYCnkgpAMXHIJu9pvvhnIzGTBW7Wq4AUu\nHH37Rte6UnDHbbdxWOTKK4FPPuHCOLqyXrKjXevp6fYKzeiEt23b2Dtkp0lMr16cvW78ns+Zw0vp\nikqIIlaEGqmDBw823S/hXOtKqTJKqXKB/8sC6Axgmb+jEgRvyMjgSnDdurHrdskS+0VSWrfmzmtC\n/Hn6aQ6NXHVV0RKf8uV5+eLChfbWWmuLXLvV7YRQrr6am+3s2xfc9uabhXvMC+5JOCEHUA3ALKXU\nYgDzAHxHRD/7PCZB8IyUFF53O2ECW3mx6MMseItSvGa6SZP4l/KMNfXqsaCH9nw3QxeFseNW11So\nwB6o777j+9u2cd6IXU+UEJmEc60T0XoANqI1gpDctGkjzX+SibQ0nnwZW4oWBerWZbG1Q82a3F9g\n0ybO2bCL7hlw441coe6GG5J/ZUMikYgWuSAIQkKSlsbWa1GiXr3IGesa7Vp3YpEDnIw5bRpXGxw1\niuuMC96hKFzZnQRFKUXJOG5BEIRE448/+O8550Ted/Vqrlp46BDHvJ20U73ySo7H797trrmQACil\nQESFMhMSzrUuCIIgxA87Aq6pUYPLBbdu7bwneq9evAJA9w0QvENc64IgCIItypXjeLqdNeehdOvG\nnfy6dfN+XMUdscgFQRAE29Ss6U7ITz2VE94E7xGLXBAEQbBNr15cI11IHCTZTRAEQRCSAKtkN7HI\nBUEQBCGJESEXBEEQhCRGhFwQBEEQkpiEFHKlVBel1Eql1Cql1GN+j0cQBEEQEpWES3ZTSqUAWAXg\nUgBbAcwHcAMRrTTsI8lugiAIQrEimZLdWgFYTUQ5RJQH4HMAUkJAEARBEExIRCGvBWCT4f7mwDZB\nEARBEEJI2spuyk5He0EQBEEo4iSikG8BUNdwv3Zg2/9jFiMQBEEQhOJIIrrW5wNoqJSqp5QqAeAG\nABN9HpMgCIIgJCQJZ5ET0UmlVH8AP4MnGu8R0QqfhyUIgiAICUnCLT8TBEEQBME+iehaFwRBEATB\nJiLkgiAIgpDEiJALgiAIQhIjQi4IgiAISYwIuSAIgiAkMSLkgiAIgpDEiJALgiAIQhIjQi4IgiAI\nSYwIuSAIgiAkMSLkgiAIgpDEiJALgiAIQhITUyFXSr2nlNqulFpq2JaulPpZKfWXUuonpVRFw2NP\nKKVWK6VWKKU6x3JsgiAIglAUiLVFPhbA5SHbHgfwCxE1BjAVwBMAoJQ6C8B1AJoA6ArgLaWU9B0X\nBEEQhDDEVMiJaBaAPSGbuwH4IPD/BwC6B/6/BsDnRHSCiDYAWA2gVSzHJwiCIAjJjh8x8qpEtB0A\niCgXQNXA9loANhn22xLYJgiCIAiCBWl+DwCA44boSilpoi4IgiAUO4ioUMjZD4t8u1KqGgAopaoD\n2BHYvgVAHcN+tQPbTCGiInsbOHCg72OQ1y2vWV63vG55zYn1uq2Ih5CrwE0zEcCtgf9vAfCtYfsN\nSqkSSqn6ABoC+D0O4xMEQRCEpCWmrnWl1KcAMgFUVkptBDAQwDAAXyqlbgOQA85UBxFlK6W+AJAN\nIA/APRRuCiIIgiAIQmyFnIj6WDx0mcX+QwEMjd2IkoPMzEy/h+ALxfF1F8fXDMjrLk4Ux9cMxPd1\nq2Q0epVSYqwLgiDEiWXLgLp1gQoV/B5J8UYpBUqQZDcAgFLqfqXUn4HbfYFtA5VSm5VSiwK3Ln6N\nTxAEQWBuugl4/nm/RyFY4YtFrpRqCuAzABcAOAHgRwD/AnAjgANE9EqE54tFLgiCEAf27AFq1wZK\nlQLWry9olW/eDNSsCaRI1464kGgWeRMAvxHRMSI6CWAGgB6Bx6QsqyAIQoIwaxbQpg3QuTMwenRw\n+9q1QOPGwCthzS4hHvhlkZ8J4BsAFwE4BuAXAPMB7ALQF8A+AAsAPExE+0yeLxa5IAhCHHj4YeDU\nU4HLLwd69GABT0kBMjOBCy4APvoIyMoCmjb1e6RFHyuL3JfKbkS0Uik1HMAUAAcBLAZwEsDbAJ4j\nIlJKPQ/gFQD9zI4xaNCg//8/MzOz2GZGCoIgxJLp04ERI4DzzwdOPx348ktg61YgNRV4+WWgSRPg\nlluAuXOBU07xe7RFi6ysLGRlZUXcLyGy1pVSLwDYRET/M2yrB+A7Impusr9Y5IIgCDFm3z6gVi1g\n1y6gZEng+++B++/n7b//DtSvDxABV1wBXHQR8Oyzfo+4aJNoMXIopTICf+sCuBbAp4GSrZoeAJb5\nMTZBEASB4+OtW7OIA0DXrpzsNnQoizgAKMWx85EjgdWr/RtrccbPpilfKaVORbCK236l1EilVAsA\n+QA2ALjLx/EJgiAUa6ZPB9q3D95PSQHmz2e3upFatYC77+bEt7ffju8YhQRxrTtFXOuCIAixp1Ur\njoNfcknkfbdvB848E1i1CsjIKPz47NnAM88AR4/y/TPPBMaM8Xa8RR0r17oIuSAIglCI/ft5jfjf\nf/MacjvceSdb5wMHBredPAkMGwa88Qbw3/8G4+pdugCbNgGVKsVm/EWRhMpaFwQhNsyfX9C1eeed\nwIUX+jceIXmZPZsz1e2KOAA89BC74h99FChdGti2javC5eUBCxZwYRnN+ecD8+axoAvRkWglWtOV\nUj8rpf5SSv2klKro1/gEIRkZOBCoWBFo1w6oUQPo35+tH0FwyvTpvFbcCWeeyRPHDz4AJk8Gzj0X\nuPhiYOrUgiIOAG3bAnPmeDbcYk2ilWi9E8AuInpJKfUYgHQietzk+eJaF4QQdu0CGjQAtmwBypUD\n8vN5je877zi/IAvCRRcBL74IdOjg7HkzZwJXXcUTyo8/to6v//ADJ8f98kv0Yy0uJNryM6sSrdcA\n+CCwzwcAuvs0PkFIOiZM4Opb5crx/ZQUrsr18sv+jktIPg4eBP78011Ypl074KWXgMWLwyfJXXgh\nr0U/ccL9OAXGLyFfBuDigCu9DIArANQBUI2ItgMAEeUCqOrT+IQ4sGULcOSI36MoOowbB1x/fcFt\nN9/MscnsbH/GVJTZsQOYODF427bN7xF5x5w57BYvXdr5c5UC7roLqFw5/H6nnsru9mVSLSRqEq1E\na6FdrY4hJVqTn969uRmDWIzRs307J7pNnFhwe6lSwL33sgvT2PBCiI7Jk4G+fYFzzgFKlOBkrv79\ngV9/Bc44w+/RRU/o+vFY0aYNTxpatIj9uZKRpCzRCuB+AJlEtD1Q5W0aETUx2V9i5ElOTg5fBFNT\ngXXrOJ4muOettzjL+JNPCj/2998sLitWANWrF35csE9eHvDUU8Bnn3H81yh2Y8ZwidJffuGkr2Sm\nbVtgyBDg0ktje54xY3jyY/a9FQqTaDFy0xKtACYCuDWwyy0AvvVlcELM+eILtsi7dAFGjfJ7NMmP\nmVtdU6UKcO21/J4L0XH33cCSJRz/DbVYb7uNk8M6dkxud/GhQ8Aff3CyW6zRFrkQHYlWonU4gC+U\nUrcByAFwnY/jE2LIuHFcJKJyZeDqq7kRQ4kSfo8qOdmyhROTLr/cep8LLgAWLYrfmIoio0fzuuff\nfgsmFIZy881AWhrQqRO73885J75j9IK5c9nVXaZM7M/VqBEXntm6lYvPCO7wzSInokuI6GwiaklE\nWYFtu4noMiJqTESdiWivX+MTYseaNVzRKTMTaNmS3ZDjxvk9quRlwgSeDOnGFp2XTTEAACAASURB\nVGY0bZrcVmIox4/z+uRPP43P+RYsAJ58Evj6a2sR1/TpA7z+Ok+sknHyFK/4OMArKy66iCcPgnt8\nE3Kh+PLFF0DPnmy5AMAjj3DCm6Q9uOOnn7iNZDiaNgWWLy867/Fzz/GypQceADZvju25du0CevXi\ninmNG9t7Tu/evH/XrpyEmEzEU8gBca97gQi5EHdC47mXX87FSySG65zjx4EZMyInJVWuzJbkpk2x\nHc+aNcA//sHjihW//w68+y57IgYMAPr1i90E5eRJ4J//ZGHu2dPZc6+9FnjvPeDKK5PH4jxyhL0I\nbdrE75xt23Llt6IyyfQDP5PdHlRKLVNKLVVKfaKUKqmUGqiU2qyUWhS4SRXeIsaKFZxF3a5dcJtS\nnL3avz/HegX7zJvHGelVqkTeNx7u9ZdfBr7/Hnj++dgc/8gRjkO/8QZn4D/xBLBnD1eviwWDB3O3\nrqFD3T3/qquADz8EunXjimeJzrx5QLNmkcMHXtKuHXDggFjl0eCLkCulagIYAOBcImoOTrq7IfDw\nK0R0buA22Y/xCbFj3Di2bkL7GV9wATBiBF/w/v7bn7ElIz//DHTubG/fs89m93qs2LGDP9+ZM1lY\nnbqUf/kFePNN9s5YMWQI51X07s3309K4rvfTTwMbN7ofuxnffw+MHcuvKS2KtOAuXTiW37MnsHSp\nd+OLBVlZ8XWrA3wteOghqScRDX661lMBlFVKpQEoA2BLYHuhNXJC0YAo/DIp7cLs3ZvX6wqRcSLk\nsbbI33wTuO46ztR+7TW2nJ1U7nvxRWD4cE7c27mz8OMnTrCr+sUXC25v0oSLs7z6anTjN7JuHS8n\nGzcOqFYt+uNddhlw332Jv9Tyl194rPHm1lu5DsKqVfE/d1HAFyEnoq0A/gtgI1jA9xKRLp3fXym1\nRCk1WrqfFS3+/BM4fDh8/eYXX+RlLw8+GL9xJQI7d7IL1gm7dwMrV9pf7xtLi/zwYU7ueughvn/D\nDUDz5gX7UocjN5fXZi9fzq7dli0LZ3xPncq9rOvXL/z8++9ny3zPnuheB8CTj549ufCLl7HiG24A\nxo/nuHsism8fewyMYa94UaYMr9H3cjJWnPBlHblSqhKAbgDqAdgHYLxSqg+AtwAMISJSSj0P4BUA\n/cyOISVak49x49hiU2F8Lqmp7IZs3ZoTmu64I37j84tp07hn865d7NasV8/e8379lZdghVt2ZuSs\nszhHIT+fl/14yQcf8ITCmNX99NP8eb/0UuTnjx/P8eTy5bm+QP36wL//za9RE86bU7s2P/+dd4DH\nC/VLtA8RcM89bOUPGOD+OGY0bMjjnD6di8YkGtOm8cTFSf9xL7n3Xl6KOngwUFW6bACwX6IVRBT3\nG4BeAN413L8JwMiQfeoBWGrxfBKSi/x8otNPJ1qwwN7+f/1FlJFBNHNmbMflJ0eOED39NFGNGkQ/\n/UR0++1EL71k//m33040YoSzc9atS7RmjbPnROLECaKGDQt/VgcOEJUuzZ99JNq2Jfruu+D948eJ\natcmWriQ7x87RnTqqUQbN1ofY8kSfi+PHnX+GjTvvEPUtCmPPRa89BLRnXfG5tjR8q9/Eb38sr9j\nuOMOomef9XcMiUxA+wppol8x8o0ALlRKlVJKKQCXAlgRqK+u6QHukiYUAbSb9Nxz7e3fqBHw0Uds\n0XmdxOQ3J05wln6jRhyzXrSI49zXX2+/MA4Rx8c7dXJ27rPP9j5O/sorQJ06vIzISLlyQNmy5vFu\nI5s2safAGOs/5RR2l+sEqClT2EquU8f6OOecw6/vs8/cvY7589mLYKfoi1uuu46Pn4g5IE7yLWLF\ngAGcBxEu4VEojF8x8t8BjAd3PfsjsHkUgJcCy9GWAGgPoJhFSosun3/OQhXOrR7K5ZdzP+3u3TkG\nm+wQ8drn5s2B99/n92TChGAjk8xMFrU1a8yfn5fHFcbmzwe++45jrU0KtRQKj9cJb8uXs+v8vffM\nP9t69YANG8If48sv+TMOLdF7551c7CYnJ7xb3Yjb4kJ//81FX/73P55gxYp69djFbgwZJALr1nGN\n9bPP9ncczZoBlSrJUjSn2BJypVRzpdQ9Sql/KaWae3FiIhpMRE2IqDkR3UpEeUR0c+B+CyLqToHe\n5EJyQ8TFXuxciEN56CG+uPTtm9wFI6ZP5/jjoEEsNPq+kbQ0FhOzwjjr1nES0o03cgz3uef4r5OJ\nEeBtwlteHmemv/iieQIaAJx2WmQhtxLpChU4c3z4cJ649OoVeUydOnEP7TFjIu+rOXmSy6pefz3Q\no4f957nFieclXkyZwu+d0+9TLEjE9yfhMfO3U8F49FMAlgN4IXBbBuCJSM+L5Q0SI08q5swhOvNM\ne7FSM44cIWrViuj5570dVzxYvJioa1ei+vWJPv6Y6OTJ8PtPn07UvHnBbV98wfkCr77q/j3ULFhA\n1KxZdMfQDBrEry3cmB5+mGj4cOvH163j15aXZ/74xo1Ep5xClJlpf1xLlxJVqUK0fr29/Z9+mo9v\nNQav2byZKD09uli+1/ToQfTRR36PgvnrL6Lq1Tn3QigILGLkdkTzLwBlDPfLAPgr0vNieRMhTx7m\nzuXkISdJXGZs2UJUqxbRt996M65Ys3YtUZ8+RNWqEb3+Oidr2eHkSaKaNYmys4kOHeLEqIYN7ScJ\nRuLQIaJSpTiZzC0nTxING8YX2y1bwu/7+utE99xj/fiwYUR33RX+GPffT/T5587GOGwYi3O4idPx\n40RPPMEJgLm5zo4fLR07Er39dnzPaUVeHlGlSkTbtvk9kiAtWxJNner3KMzJySE67zx/zm0l5HZc\n69tQcJlaWmBbVJiUaC2hlEpXSv2slPpLKfWTrCNPXvbt4+UkPXpwAtEjj0R3vJo1OUno9ttjW50s\nWrZv54SdVq14Kdbq1XzfbovWlBQuiDN0KB/j4EFg4ULgvPO8GV+ZMrwEyioOH4ncXK5UNmkS1zyP\n1Hoykmtd506EY8QI52GZRx4Bjh0DRo40fzwnh5f6LV7MOQdeFH1xwuuvA888A6xfH9/zmrFgAVC3\nbjBXIxFIZPf6unXufz+xwo6Q7wawPFCg5V0AfwL4Wyn1ilLqFTcntSjR+g8AjwP4hYgaA5gK4Ak3\nxxfscc01wNq13h6TiAW3aVOOoS5fzoUwvIi9tWoF/Pe/XMZ19+7oj+cl+/cDzz7La7VTUzkL+9ln\neV20U/75T06Ce+QR4OOPOVbsJboTWig338wx+J9/Ni9a8vPPvOrgoot4zXG4DHJNOCFftYonBpdc\n4mT09khN5bXtgwYBtWoVvjVvzpPM77/3Z81y06bAY49x7offGdqffRa+l70fXHcd8NVXzrL7X345\nPuK/bRsbKuHGNmMGFxSKF3YKwnwfuGnmeXRuXaI1H0BpcIW3J8DZ6gDwAYAssLgLHnPkCCcQ7dnD\n9ZVDa5+7YdMmbnyyahVfHC6+OPpjhnLTTcAff/APffLk6Gpge8HRo1zRbNgwtlQXLmTxioYLLuAs\naruFXpyil6AZk8eIgG++Ye/JU0+xwPzznyzujRuz9fjxx8AnnwAdOtg/V716bP0SFZ7MjRvHY/Di\nu2fGGWewxXvwYOHHypQB0tNjc167PPgg8O23bJ0/8IA/Y5g9m5MrE60GfP36QIMGXM3P7iRj8mSe\nOLtJqnXCtoA/evdua0/OvHk82Y0bZv72eNwA3AfgAIDtAD4KbNsTss9ui+fGIPpQvFi7lqhOHaL2\n7aMvAnHiBBcmqVyZaPDg2CfxnDhBdPnlRPfdF9vzRBrD2LEcX736ak6wShY+/ZSoV6+C23JyuJiK\nZvlyoscf56IslSsTXXEF0Y4d7s6Xnk60c2fh7U2bEs2a5e6YRYU1azgxb9Gi+J/74EEu0jRhQvzP\nbYdXXiG6/nr7+1erRlShQnT5H3Z45BHOLlu+3HqfO+/k347XwCJGHtGeCbQSfQ5caS0N3NSEiOhU\nt5MHkxKtXyql/gkgdIGR5YIjKdEaHdu2sYtx7Fh2WXftym5hpyxezOt9y5bl2b2xRGesSE1li791\nay4CctttsT+nhog9GU8+yetdP/nEn9rU0XD22dxFzMjy5QXXEJ91Fsfpn3+ewwRnneW+rKt2rxtb\nrS5fzu5Ju3Xiiyqnn85r16+6irvGNWgQv3M/9hgX8enePX7ndEK/fuyt+OEH4Iorwu/799/sHWvQ\ngHM3QosTeYm2yHftst5n7Vpg61Yu/hSN19CzEq0A1gA4F8ApYHd4KoDUSM+LcEyzEq1vAlgBoFpg\nW3UAKyye7/1Up5jx5ZdE117L/7/zDtH550deGmXk4EFeWpSRQTRmTPTLotywYgWff/bs+Jxvxgyi\nNm2Izj6baOJEf16zFxw9SlSyZEHPyUsvET34YGzO17070fjxBbc98wzRQw/F5nzJyNtvs3Vslj1/\n/Dh7vLxcjjVtGnvk9uzx7pixYOpUXq2ya1f4/bKy+Lf56KNEAwfGdkwdOxKVLUv09dfW+5x2GlFq\naviSwm5AFFnrmwEsIS7YclLf7M8pTDEr0ZoNYCKAWwP73ALg2yjPI1iwbRtQowb/f8cdbGlOmmTv\nuT/+yNZbbi7HWvv29aeQxJlncoW03r05Ph8r/vyTLaabbgLuugtYsoRbbSZC8Qw3lCzJlstffwW3\nLVvGCVixIDThjchetnpx4u67+fvVtSsnThp54QWOoU+c6N35Xn6ZvTKVKnl3zFjQoQN3oovUwGbZ\nMr4mde7MSZmxZNs2/q1YWeTHj7M13rx5bK9LRuwI+aMAvlNK/VspdZ++RXNSKlyiVYFLtA4H0Ekp\n9RdY3IdFcx7Bmm3bgstNlOJOU7qutRW5uZyB3r8/91X++GP/uxRdcQXX5I5FGdf16znZ67LL+PbX\nX3w/VslZ8SS05nqoa91LQoV8yRJ2OV5wQWzOl6w8+yyHi669lpfOAZw8+dZb3N899Pd5/DgwejTw\nxht8+/pre9UPt2zhEqi9e3v/GmLB0KG8RG78eOt9li9ncW3blr/Xe/c6O8evv9pfPbBtG/9WrIQ8\nJ4fDlg0aJJaQDwZwEkAlABmGW1RQwRKttwQs/t1EdBkRNSaizkTk8OMQ7GK0yAGe9W7cCPz2W+F9\n8/NZuJs352zSP/903qwjlvz731xzvF8/b8q47tjBk4Pzz+fXu3o1W0SxyiL3A+MStJMng3HwWHDa\naXxx09hpZ1scUYrXvaens3V++DBPHEeM4JoM27YVrEE+eDC3+l21im9DhvAqgEg92d9/n9//smVj\n+nI8o0wZXhny5JPWYqst8lKluPTx1Kn2j5+XB1x5Jf8GInH0KH8uZ5zBcXkz1q3j3Ic6dRJLyOsQ\n0TVE9BQRPaNvMR+ZEFNChTwtjZfDhM76s7N5ne/YsTxrHTqUf1iJhFJ8QVuzhutyu+XAAV533KQJ\nTwiys/li6fU67kTAaJGvXw9kZLhb824HY+MUIvsNUIojqans6dq5kxM5zzoL+Mc/ePtDD3EdBYAn\n3O+9x+52bZH/9hsX+2nZ0nxCDrAQjhnDhZWSiQ4dOAzw3XeFHyMKCjnA7vUpU4KPb9gQfs33ihXs\nATFONq3IzWVPZpUq1hb52rWJKeQ/KaU6enlSpVQjpdRipdSiwN99AZf9QKXU5sD2RYGMeSEGhAo5\nwBbttGn8RTx6lNcOt2/PDSVmzeLORIlK6dJcROWFF5y72I8d4+zYM87gycD8+Xw/3tW+4onRItdu\nyVihXetE/N6WKAG0aBG78yU7pUrxmv4OHditrj0XfftyoZGlS9lSHzmy4He0ZEl2wQ8dCtx6q/mx\ns7J4wuZVpcB4oVSws10oubk80dFhPh0nJ2JvRqNG4Vvb6hbLdoRcXzerVLG2yNeuZbd6ogn5bQB+\nUUodVErtVkrtUUpFVVeLiFYRUUsiOhfAeQAOAZgQePgVIjo3cJsczXkEa8yEvFw5Xko2YAC70bOz\nOZ55zz3JEReuXZsrj82YYW///HzueX7mmdwu86ef2BqK5xIgv2jYkGOlhw4VtGZiQaVKvHRt796g\nNS5u9fBUrMjhrAxDELNsWU6K69iRhdiqG9z117PIbNxY+LHRo3nCnozvf48ewObNXGzFSOj3t2lT\nLnjVoQML+IABvDTWikWL+H02q0B49GjB+zq3qHLl+Fjkx4/bCxfaEfIq4KVnFcGx8SrwIEZu4DIA\na4lIv+Qk/IolF3l5HEczS1QbMIAvuC+/zCUSa9WK//iioVMn+1mrI0cC//kPl/L8/nt2ZRYX0tJ4\nzf+KFbFNdNPUq8exQ3GrR0f//uzNsKohD/CkqVOngu5lgCuR/fADV+xLRtLSOLwQapWHepSU4slK\n69a8Nr9Pn/D9zRcv5rLPoUJ+8CD3EtCJh0DQAIqHkE+axOefbMOcjSjkgaVmvQE8Fvi/BgAvHWPX\nAzA6PvorpZYEartL05QY8H/tnXmcXGWx97+/LIgQtiTImgUCASFIEkCQCxc1oCiyvCgiXpBF0XsF\n5UVBxAWCcHkF+QDClV1QFIXL9hIEkUWCoiCQhLCHCDcJgYQlbJHNkNT9o85henq6eyaT6X56zqnv\n59Of6XNO9+mq6adPnaqnnqoXXvDQUC0ve731fNDvtVfr5eoLerr85N13fb7x5z9vTq3v/kAeXm/m\n0rOc0aPdO1pzzeZ/VpFZZx24/XYY2k05rlo3tFdc4Uld3b23nTn0ULjrrs49ImpFlE4+2fNlVlrJ\no4tz5tTOZF+2zKOO++zTNbT+5JPu8FQu0+wutG7Wkey27rp+81R5I9AT3nnH85WOOMKLdU2b1v17\nujXkkv4L+BhetAXgTeCC5ROt7rkHA3sBV2e7zgM2NrPxwEKgV01ZgsbUCqsXhW22cf2ee67x6665\nxo1LmZdAjRvnF7HZsz3Br5mMHg0XXhjeeKvYbTdPTs2b35h1hNX7M0OGeC2HisKe3U4NDR7sK1Bq\nJQDOnu1h9QkTunrkuQGvbDCUXzuHDvUbg+os+oULfQpktdXcUVpvPZ/CWh6++EW/GZgxwxMde9Lt\nsSfF43Y0s4mSZgCY2cuSetiUsVs+BUwzsxezc79YcexioEaOohMlWntPkQ35wIEwaZKHFQ8+uPZr\nzDykXnkxKCNbbunzsBtu6MmCzWTUKA9VhiFvDRtu6N77jBluxKZN8/9/ES6T3/2uT4PdcINHDh97\nrPsoz447eqSxugHL9OmeV7Puum6Y33qr47fw5JOeQFhZbyG/dg4a5Mb61Vc7RzhybzwnD6/3NO/m\nT3/y72rWLP/st9+eyh13TO32WtUTQ75E0gCyuueShgF91XjvACrC6pLWNbOF2ea+wCM130VnQw6e\njfnAAyve97oMFNmQQ0dYsZ4hnzrVM9v32KOlYrUd48a5F9KKWtubbOIXzLFjm/9ZgZNPM227rXvj\nhx3W+3r57cSQIb4Wfv/9/YZltdW672S3446ewV7N9OnujQ8Y4D3Z583r6Bcxa5Yb/lqGHHye/KWX\nOhvyfH48Z3nmyc3gO9/xlTd5zYoDD/wo3/zmR/n+9z2ycNJJJ9V8b92vVVJu5H8GXAusLekk4G68\nAtsKIWkVPNHtuordp0t6SNKDeDvTo3tyrlde8T7K7dqIvt0ogyG//fb6xSPOOAO+/e1iXNRWhNGj\nvSZAK+asP/3p5pfODDqT39C+8Ya3Kq23JK0/svPOnrT3uc/1bPzusIOH1pdWFRefMcNvMKFzvQNw\nQ77vvrVD61A74S1fepazPIb82ms9S/2AAzr2vf/9fo7Zsxu/t9Gl7D4AM7sc+AFwBvAKsJ+ZXdkz\n0epjZm+a2dpmtrhi35eySm/jzWwfM3u+J+c66ijPUGzVmr0U3HVXz5dVdUfRDfno0Z5UVavH8qxZ\nHro68MCWi9V2DBjgBUeanbEOHoocNqz5nxN0sMsuHqX8xS+8dGl/W4HSHSef7IauJ+N32DDXv9K7\nNusIrUPnUsJmHlrfYw+f437zTU+QXbSoY7VPraIwvfXIlyyB44+H00/v6mBsuWVnuWvRKLT+3jIw\nM3sU6MGUe+u5/nqf+5gxw/+x77xTrFKaOdde64OrLzKsFyzwsFuRycOK1YVH7r7bw2Urr5xGrnbj\nsss6X3iC4rDqqp71fPzxcPnlqaXpe1Ze2XNhetomNJ8nz5eZzp3rNwJ5UZ3KUsILFni0avhwnw56\n/HFfCjZsWMfn5aH1Sp56ytf654wc2bNI1EUXuSe/665dj40b133CW6N/wdqSvlXvoJklzyhftMiL\nlVxzjc+T5BmCRSzosWBB4zKDy3uuInvk4Ib8pz/1OadKml38pL8R/4tis9tungxW1HyQ5Yky7Lij\n58f8x3/4dqU3Dh5av/lmfz5rVkc+R+4RSx2NpqB+aL3aI69VmKeS11/36EK99eLjxvnUSCMahdYH\nAkOA1eo8ek2DEq1rSbpV0ixJf+huHfn117uHmjeRb2VJvFazYEHf6VYGQ77zzj4nVj1PHoY8KBNf\n+Yqv3x88OLUk6ck98pwZMzzRLacytD5rVkfSW+4RV183q9eSL17s+QiVxr4nNumMM9zxqFe2uLKc\ncj0aeeQLzOxHjd/eO8zsSWACQJYRPx8v0fpd4HYzO13SccDx2b6a3Hab9+/NKbohX7y4+9d1x7Jl\n8PzznQdbEVlzTZ/Lmj274wcJraliFgTtwtpre6nSwK8Dr7zi0wyrrOL247sV1qUytF5tyC+4wD30\nSkM+bFjnIjJPP+3R4Mryt8OH+5K2N96o3W1uwQL42c866r3XYuxY/5zqcrGVNPLIW1UqtbJE697A\nL7P9vwTqLoxZutQzkyvbaRbVkJv5F/7yyz4oVoRFi3z5RhnmiCdM6PwDefll/0FtuGE6mYIgSMOA\nAZ4vMGUKXHmltyjeeeeO4+ut5x72O+94oltuyPPQei2PvDK0/vjjnZ0GcKO+4Yb17dLkyb4scNSo\n+nKvtJLfIDzxRP3XNPLIJzU41pfsD/wme75OnqluZgsl1agG7kyf7v/UyjmSESN8PqhovP66FzoZ\nMcKbBmy6ae/PVYawes7EiT5O8uUceU3m/tgwIgiCFefYY+sfGzjQje68eZ3nyDfayA32rFm+jC2n\nOtktX5NeTe5gbr555/2PPw7XXec3Dd3RXcJbXY/czFaow1lPqFGitbrPS92+L8cdN5khQyYzefJk\npk6dChTXI1+40I1vX+iXn6sM5IY8pxU1xYMg6L+MHu2Gdf78jqTpAQO8hPEdd3QNrVd65NXJczn1\nrtsXXuhNcBoVs5k6dSqTJ0/mhRcmc/75k+u+roeJ+00jL9Ga39c8L2kdM3te0rrAC/XeuHTpZE48\nMc0cuVlrvbrci24Uolnec5WBCRM8oSX/vmJ+PAiCRowa5QZ75EgPaeeMG+f1J+qF1qvXpFdSzy5N\nmwZ1CrW9R15+/LrrvB4ALGdltxbRqUQrMAU4JHt+MHBDvTdOn951TXUrDPmbb8JWW8HMmc39nEry\nHrgjR4YhXx7WWcfXieYJKeGRB0HQiNGjfd139Vx3ft2o5ZGbeTi+ck169TmffrrzvmXL3IbUCsXX\nYty4xkVhkhnyOiVaTwN2kzQLn6P/cb33f/jDXbMAhw93Q/vGG30vb85553nY5Sc/ad5nVJMb3764\nUSmTIYeO8LpZLD0LgqAxo0d75K66J0B+3ahc7fO+97nXvnhx/flxcFt1772d9/39726vuqsRnzNm\njE+L1iOZIa9TovVlM9vVzDYzs0+YWY0Osk5ltnpOdxmCK8rixW7Ab7oJfv/7zp/z/PPenL66lm9P\nuO8++N736h8PQ957ckP+QjZJU+uOOQiCANyQQ1eP/EMf8utmdZfAPLxeL6wO7s0vXNg1Ma7e62sx\ncGBXmSpJHVrvNfVKjDYzvH7uufDxj3sBmkMO8cph4N7eV7/qyxp689l/+xv88pd+nlqEIe89+RK0\nPKweGetBENQjXwZWbTQ32KB2dnmeud7IMA8c6L1A7rmnY18jD74eN9SdaO7HhrxeFZxmGfLXXoOz\nzoITT/Tto46CSy/1/b/6lVcE2mEHL9G3vMyZA889V7+UX18Z8rfe8rmaMhnyiRM9qSTC6kEQdMcG\nG3gVvFre75AhXffl8+TdedjVVeWW1yMHz5GqR8o58jUkXS3pcUmPStpe0omS5melW6dL2r3e++u1\noGyWIT/7bM+Qz9cCjhzp2yec4D3QL7/clyj0xpDPnesFWiq/6EpyQz50qLe5602Ft3ffhS98wTsi\nrcg69P7GiBEdxYMi0S0IgkYMGgQPP9zzypfDh7uTsGSJX2vq8S//0nF9b5Th3ltSeuQ/BW42sw8C\nWwN53ZozzWxi9qhTRr4+fZHZXc3LL3tY/YQTOu8/5hg45xz3zrfe2hMSGhnyRYu8AEA1c+bAnnt2\nb8il3t2omHmjgLfe8iUMZQovS/6DueWW8MiDIOieRnPR1Qwb5qVeJ0xofF3dfnuPDC5Z0jjDvbck\nMeSSVgd2NrPLAMzsXTN7LT+8Iuduhkd+5pmwzz6wySad90+YADfeCMcd59uNDLmZt7c74oiux+bM\ngS9+sbYhf/ttz8QfOtS3e6PfD38IDz7orVAr10aWhQkTPCIRHnkQBH3J8OHwpz91712vvrrbhwcf\n7HtvHNJ55BsBL0m6LAuhX5QtRwM4UtKDki7prvtZLXpq6B55xOelu+Oll+D88+EHP6h9/DOf6ehP\nO2ZM1/WCOVdd5csaFi/2kqs5//iHG+rdd/dauv/4R+f3LVzoYZ78bm95Dfm553oLvJtv9lavZWTi\nRP8fDhuWWpIgCIrEsGHubPXEMOfz5L1JdOuOVJXdBgETgSPM7AFJZ+Ndzs4FfmRmJukU4Ezgy7VO\nMHny5Pee59VvoMPQ1au+tmyZe9jHH+8h8TPOaCzo6afD5z/fsSyhEblHXv3Zzz3nn3XTTXD44Z79\nuO22fmzuXM+UXHllT+C77z7PjM/Ji8HkLI8hv+oqOO00uPtu74JUVnbdGtWOgwAAFK9JREFU1fv9\nBkEQ9CW5c9BTQ/6737mzdvjhPTv/1KlT3ytB3ohUhnw+8IyZPZBtXwMcZ2YvVrzmYuDGeieoNOSV\nrLGGG9HXXvNWlpW88AIcfLAfu/hiuOiixkIuXAiXXAIPPdSNNhlDh3oS3qJFHnIBN+qHH+5h9W23\n9fmXWbM6DPmcOR03CfkdW7Uhr8wyHzGi8zKGetx+O3zjG/63JzchRWbYMO/LHARB0JcMH+6RzjFj\nun/tjju6A7l0ac9D65VOKsBJdWq6JgmtZx3OnpGU18+ZBDyW1VfP2RdoUJSuPrW81jvu8HDGhAlw\n112w335eIq9Rj9fTToODDlq+tpfV8+QzZ3qXmzw0nxvynNwjh65LFKC2Ie/OI582zefcr7nGCxkE\nQRAEfc+WW3rjk3qrqCrZeGNPdusuw703pGya8k3giqwD2tPAocC5ksYDy4A5wNd6c+Lc2G21lSc5\nTZ4Ml13mRVd23dVfM3iwLxebPt0NaDXPPuuvX962qBtv7IZ8++19+y9/cQ978GDfHjvWC8fkVHrk\nH/mI96ZdtqxjYCyvIZ892zPgL7qoay36IAiCoO9Yf3049dSevVZyW/PGG32/ciiZITezmcB2Vbu/\n1Bfnzo3dvHnuma66qhvs6nT/3AOuZchPPdWNak/XE+ZUe+R//StMqujsXu2Rz5nTEWZZd10Pzz/x\nBGyxhe9bsKBzD9xGOQALFsAnP+kddfbZZ/nkDoIgCJrLXnvBq3ULj/eeflvZrREjRsCVV8J22/k/\n7ve/r71mr1YoG/wG4MorO5aVLQ/VmevVNwpjx7rXvGyZb1eG1mvJVO2Rr766Z8m/XNUt/rXXvEDN\nYYf1PJEiCIIgaB2HHgpHH9335y2kId98czeQU6bAd75Tf/4iN5rVNc5POQW+9rXeZXpXeuTPPefL\nzSoLDKy+uj+efda3K0PrADvt5AUGchYu7FpStTq8/vbb3rBl553h+99ffpmDIAiC/ku7lWhdS9Kt\nkmZJ+kNv1pGDJ7JVzlPXY8QI924rPeinn/bqa8cc05tP7mzI77nH572rQ+B5eP3NN31NeWW0YP/9\n3ZDnhrpWk5NKQ750Kfzbv/k5zj67XFXbgiAIgvYr0fpd4HYz2wz4I3B8b04s9cyg5ckHlaHsH/7Q\nq6/lldSWlw028LD3W295olut+ffckM+b5yVlKyMGa67Z0Vlt6VIvSPOBD3R+/+jR8K1vufc+fryH\n1S+/3LvsBEEQBOUiSbJbRYnWQ8BLtAKvSdob2CV72S+Bqbhxbxq5IT/oIG8T97e/wYUX9v58Awf6\nnPfTT/t5Tzut62s228yLwowZ03l+POeoo3yZ3OGH+w3FoKpv6eST3QvP2WYbb3IfBEEQlI9UWevv\nlWjFvfEHgP8LrJOtMcfMFkr6QINz9Ak77uhL01580Yu2XH117XZ1y8OYMV6O9eGHPeGumrFj4dZb\nfflbrWIto0Z5ydaTTqrdcnT4cPfGgyAIgqBdSrSehXveVWlnXbbfo16J1uVl/Hif0z74YDjwwL4x\nkBtv7PXNt9gCVlml6/E8tD53bv2qa8cc45727nUbuQZBEARFpqclWmXVKdstQNI6wD1mtnG2vRNu\nyMcAHzWz57Mqb3dmc+jV77e+lPtf/9XLqk6b5jXPV5Szz/ala//+7z7XXc2777rXv/vunphXGSav\nZNIk984vvXTFZQqCIAj6N5Iwsy4ZYO1UovVRYApwSLbvYOCGVshz8sne4rMvjDh4aP2f/6yd6AY+\n573RRjB1auM66GedBV+u2TImCIIgCJwkHjmApK2BS4DKEq0Dgf8GRgBzgc+bWZc6OH3tkfc1jz3m\nNXjnzatfU3fvvX2d+/z5nukeBEEQBI2o55G3W4lWgF1bLUtfs8kmcOyxjQvjb7aZ11+vlcwWBEEQ\nBD2lkJXdUrPSSt7HvBGbbdZ1DXkQBEEQLC9hRhLxkY/AZz6TWoogCIKgv5OyROscSTMlzZB0X7bv\nREnzJU3PHoVdfLXFFp7dXoueLDcoImXUu4w6Q+hdJsqoM7RW75Qe+TJ8qdkEM/twxf4zzWxi9rgl\nlXApiYFfHsqoM4TeZaKMOkN5DLnqfH60/QiCIAiCHpLSkBtwm6T7JVV20D5S0oOSLult97MgCIIg\nKAsp15GvZ2YLJK0N3AYcCcwCXjIzk3QKsJ6ZdSmJIql9F5EHQRAEQZOotY48mSHvJIR0IrDYzM6s\n2DcKuNHMPpROsiAIgiBob5KE1iWtImlI9nxV4BPAI1l99Zx9gUdSyBcEQRAE/YVUld3WAa7PQuSD\ngCvM7FZJl0saj2e0zwG+lki+IAiCIOgXtEVoPQiCIAiC3hGV3YIgCIKgHxOGPDGSBkgakD1fSdJE\nSUNTy9VMSqrzKpK+I+lYSStLOkTSFEmn5/kiRaSsekNpx3npdIb0eochT4ikfYAFwLOS9gb+DPwE\neEjSnkmFaxJl1DnjF3huyEbATcC2uN4Czk8nVtP5BSXUu4zjvIw6Q3voHXPkCZE0A/gU8H5gJrCd\nmc3Klt5da2bbJhWwCZRRZwBJD5rZeEnCf/TrZfUSBMws6jLLEutdunFeRp2hPfRO1o88cMxsIYCk\neWY2K9s3Nw/TFJEy6pyTGbGbLbuDzrYLfzddRr3LOM7LqDOk17vQ/9z+QMUXfVjFvoHASmkkaj5l\n1Bl4IJ8TNrNKvccAi5NJ1XzKqncpx3kZdYb0ekdoPSGStgMeNrO3q/aPBnYys1+nkKuZlFHn7pAk\nK+EPsch6l3Gcl1FnaA+9w5AHQQuQtBdwa/WPveiUVe8gaCURWk+IpOmSfpCFGUtBGXXOuAqYL+lX\nkj6dhd3KQCn1LuM4L6PO0B56hyFPy1rAmsCdku6TdLSk9VML1WTKqDPAE8CmwJ+AbwPPSbpA0i5p\nxWo6ZdW7jOO8jDpDG+gdhjwtr5jZMWY2Er/IbQpMl3SnpK8mlq1ZlFFn8ETtV8zsYjObBGwNPAb8\nWNIziWVrJmXVu4zjvIw6QxvoHXPkCZE03cwmVu0bCOwG7G9mh6aRrHmUUWfwtaZmNqHOsVFmNrfV\nMrWCEutdunFeRp2hPfQOQ54QSVea2RdSy9FKyqgzgKSPmtnU1HK0mhLrXbpxXkadoT30DkMeBC1G\n0lrAUjN7PbUsraSsegdBswlDnhhJGwP7AiOApcCTwG+KfLErqc7rAz8G9gaGAM9mhy4F/tPMlqSS\nrZmUVW8o7Tgvnc6QXu9IdkuIpKOAC4CVge2A9+ED4V5JH00oWtMoo84ZvwYuNbM1gP2Aa4EP4mWS\nf5ZSsCZTSr3LOM7LqDO0id5mFo9ED+BhYGD2fBVgavZ8JDAjtXyhc5/qPbNqe1rF8ydSyxd697ne\npRvnZdS5XfQOjzw9eeOa9+GhR8xsHjA4mUTNp4w6vyjpQEkbSPoGMAe8TCnFjoyVVW8o5zgvo86Q\nWO+i/5DanUuA+yVdDNxDFmqUtDbwckrBmkgZdQZvprAX8Adge+DIbP9Q4PhUQrWAsupdxnFeRp2h\nDfSOZLfESNoSnzN8xMyeSC1PKyijzkH5KOM4L6POkF7vMORtiqQhZvaP1HK0kjLqDCDpBDP7UWo5\nWk2J9S7dOC+jztA6vSO03r48llqABJRRZ4CvpBYgEWXVu4zjvIw6Q4v0HtT9S4JmIelb9Q6RJUwU\njTLqDCCp3npSAe9vpSytpMR6l26cl1FnaA+9wyNPy6l455zVqh5DKO53U0adAV4FNjWz1aseqwEL\nUgvXRMqqdxnHeRl1hjbQOzzytEwH/r+ZTas+IKmoYccy6gxwOTAKeL7Gsd+0WJZWUla9yzjOy6gz\ntIHekeyWEEmbAYvM7KUax9Yxs1oXv35NGXUOykcZx3kZdYb20DsMeRAEQRD0Y4o8bxEEQRAEhScM\neRAEQRD0Y8KQB0FiJBV2aU4QBM0nDHliJH1S0vmSpmSP8yXtnlquZlJGnbuhsMUyJG0l6V5Jz0i6\nSNJaFcfuSylbs8nG+Zclja7af1gaiZpPSXWWpM9L2i97PknSOZK+LqklNjaS3RIi6WxgLL5EZ362\ne0PgS8BsMzsqlWzNoow6Q7dFI75vZkNbKU+rkHQ3cApwL17J7VBgLzN7StIMM5uQVMAmIelUYCd8\nadKewNlmdm52bLqZTUwpXzMoo84Aks4DPgCsBLyOd0CbAuwBPN+Ka1oY8oRIetLMxtbYL+BJM9s0\ngVhNpYw6A0h6G/gJ8G6Nw0eb2ZotFqklSJppZltXbH8MuAg4CDivwBf3h4EJZvaupDXxNfOzzOzo\not7AlFFncL3NbCtJg4GFwHpm9k9Jg4DpZvahZssQBWHS8rak7czs/qr92wFvpxCoBZRRZ2iDohGp\nkLSGmb0GYGZ3SvoscC3eyrSoDDKzdwHM7FVJewIXSboa99yKSBl1huzm3MyWSLrfzP6Zbb8raVkr\nBAhDnpZDgPMlrUZHmHkE8Fp2rIgcQvl0Bg8p1+tNvG0rBWkxp+HtHe/Nd5jZQ5ImAT9MJlXzeUrS\nLmZ2F4CZLQW+LOkU4LNpRWsaZdQZYGHe5czM3sv1kbQu8M9WCBCh9TYg+8I3yDafNbOFKeVpBWXU\nOSgPkt4PYGZv1Ti2gZk923qpmksZdW6EpFWBVc3shaZ/Vhjy9EgabGZLqvYNr1Xyr8hI2tzMnkgt\nRzPI5su+DPwfYP1s97PADcDPq7//oiBpIJ7ktiFwi5n9peLYD8zslGTCJaLg41zAh6m4SQfusxIY\nmpTX8Vh+lhBJH5M0H1gg6daqJRu3ppEqKUXW+VfAeGAy8OnscRKwNfDrdGI1nQuBXYBFwDmSzqw4\ntm8akZJTyHEu6RPAbLqO8dnZsULSDtfxmCNPy+nAJ83sUUmfA26TdJCZ3YsvSyocks6pdwgoZOZ2\nxjY1svXnA/dKejKFQC3iw3nWrqT/As6TdB1wAAUd41Dacf5TYFczm1O5U9JGwM14rkQRSX4dD0Oe\nlpXM7FEAM7tG0uPAdZKOA4oaijoU+DbwTo1jB7RYllbysqT9gGvNbBlAVixiP+CVpJI1l/eylbOM\n5q9KOgH4I96vuaiUcZwPoiOBtZJngcEtlqWVJL+OhyFPyxJJ6+aJXtkd3STgd8CYtKI1jfuBR8zs\nr9UHJE1uvTgt4wt4Bvd5knLDvSZwZ3asqDwgaXczuyXfYWY/kvQccH5CuZpNGcf5pcD9kq4Ensn2\njcDH98+TSdV8kl/HI9ktIZJ2BV40s5lV+9cAjjSz/0wjWfOQNBR428zeTC1LKiQNAzCzRallCZpD\nWce5pA8Ce9M52W2KmRW5DHHy63gY8iAIgiDox0TWehAEQRD0Y8KQB0EQBEE/JpLd2gBJW5nZw6nl\nCJqHpIbNQcxseqtkaSVl1TsASasDZmaLU8vSSlLoHXPkbYCkP+Ot734BXJE3mCgyksYCxwKjqLih\nNLOPJxOqiUi6s8FhC72LiaQb6boE6TXgAeBCMytcoyBJ2+EZ7Kvh66hfBQ6r1TCoSKTUOwx5myBp\nU+AwfF3xfcBlZnZbWqmah6SZwAXANGBpvr/oP/agXEj6KbA28Nts1/54z2oDVjezg1LJ1iwkPQQc\nYWZ/zrZ3wlvWNr2dZ0pS6h2GvI3I6lLvA5yD/9gFfM/MrksqWBOQNM3MtkktR6uR9KVa+83s8lbL\n0kpKrPf9ZrZdrX2SHjWzLVPJ1ixq9R6XNL2ovedzUuodc+RtgKQP4ZWg9gBuA/Y0s+mS1gfuAQpn\nyIEbJX0duJ6K6ldmVq/VZ1GovKivDEzCe5UX2qBRXr2HSBppZvMAJI2ko6JdS1pcJuAuSRfiUQjD\noxBT83yJAudFJNM7PPI2QNJdwCXANdUtALOavb9KI1nzkPQ/NXabmW3ccmESImlN4MrKPsZloCx6\nS/o0PoX0FB5h2wj4OjAVONzMzk4nXXMoa15ESr3DkAdBQiQNxkt5bpZallZSJr0lvQ/YPNucVcQE\ntyAtEVpvA7JEt/8HbIGHHQEosnda4jnTyizmgfh3/t/pJGoNJda7epxvLanQ41zSOsCpwPpm9ilJ\nWwAfMbMi11tPqnd45G2ApLuBE4GzgD3x+fIBZnZCUsGaiKRzKzbfmzM1s88lEqklSNqFDoP2LjDX\nzJ5NKFJLKLHepRvnkn4PXAZ838y2ljQImGFmWyUWramk1DsMeRuQZ3BLejj/0suW1V30OVNJi3FD\nVt2f2PBkv6fwC8AdrZatmZRV73oUfZxDp6z897K4JT1oZuNTy9ZMUuodofX24J2sN/VsSUfiHYOK\n3Ku5Fm/giUCFxMxWq3csW3Y4Drgi+1sYyqp3Awo9zjPeyDr8GYCkHfAiOEUnmd5hyNuDo4BVgG8C\nJwMfBw5OKlGTKeucaS3MbCkwsyoMW3jKoHfVOB+Aj/Or00nUEr4FTAHGSPoLXhCnsFMJFSTTO0Lr\nQRLKOmcalItsnOfk43x+KnlaRTY/vBk+pTLLzJYkFqklpNI7DHlCJE1pdNzM9mqVLK0i5kyDMpOV\n7TzAzI5ILUtfk9Uaf8bMFmbbXwI+C8wFJhe12FM76B2GPCGSXgSewSsB/Y0q42Zmd6WQKxWVc6Zm\nVpY506DgSJoAfBHvo/A/wHVmVrjpBEnTgV3N7GVJ/wpcCXwDGA98sKiZ+u2gd8yRp2VdYDfgAPyH\nfhPwWzN7NKlUiSjDnGlQDrLufgdkj5eAq3DH6WNJBWsuAyu8z/2Bi8zsWuBaSQ8mlKvZJNd7QCs+\nJKiNmS01s1vM7GBgB+DveG3eIxOLlhQzuzC1DEGwgjyBJ61+xsx2yjzwpd28p78zMJsjBl8v/8eK\nY0V2GpPrXeR/br8gK9+4B37nPhrvfHZ9SpmCIFhh9gW+ANwp6RY83FqdF1I0fos3DnkJeAvI23lu\nQrGXnyXXO+bIEyLpcnxO+Ga8SMQjiUUKgqAPkbQqsDd+o/5xvNvb9WZ2a1LBmkS2dno94FYzeyPb\nNxYYUuCuZ8n1DkOeEEnL8AIR0LEUC/zO3cxs9dZLFQRBM5C0Fp7wtr+ZTUotT1AcwpAHQRAEQT8m\nkt2CIAiCoB8ThjwIgiAI+jFhyIMgCIKgHxOGPAiCIAj6MWHIgyAIgqAf87/NfmtRWlXQvQAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# さらに見やすくしてみる\n", "plt.figure(figsize=(8, 8))\n", "\n", "plt.subplot(4, 1, 1)\n", "plt.plot(date, ozone)\n", "plt.title('airquality')\n", "plt.xticks([])\n", "plt.ylabel('Ozone')\n", "\n", "plt.subplot(4, 1, 2)\n", "plt.plot(date, solar)\n", "plt.xticks([])\n", "plt.ylabel('Solar')\n", "\n", "plt.subplot(4, 1, 3)\n", "plt.plot(date, wind)\n", "plt.xticks([])\n", "plt.ylabel('Wind')\n", "\n", "plt.subplot(4, 1, 4)\n", "plt.plot(date, temp)\n", "plt.xticks(rotation=90)\n", "plt.ylabel('Temp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上図を「図2」と呼ぶことにします。課題2で、似たような図を作成してもらいます。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 箱ひげ図(ボックスプロット)とバイオリンプロットを作成する" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "前回の[総合実験(1日目)](http://nbviewer.jupyter.org/github/maskot1977/ipython_notebook/blob/master/%E7%B7%8F%E5%90%88%E5%AE%9F%E9%A8%93%EF%BC%91%E6%97%A5%E7%9B%AE.ipynb) で使ったものと同じデータから、ボックスプロットとバイオリンプロットを描いてもらいます。\n", "* 「箱ひげ図」(ボックスプロット)とは何か?知らない人は右記参照→ http://excelshogikan.com/qc/qc03/boxplot.html" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# ウェブ上のリソースを指定する\n", "url = 'https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/iris.txt'" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('iris.txt', )" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 指定したURLからリソースをダウンロードし、名前をつける。\n", "urllib.urlretrieve(url, 'iris.txt')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tSepal.Length\tSepal.Width\tPetal.Length\tPetal.Width\tSpecies\r", "\r\n", "1\t5.1\t3.5\t1.4\t0.2\tsetosa\r", "\r\n", "2\t4.9\t3\t1.4\t0.2\tsetosa\r", "\r\n", "3\t4.7\t3.2\t1.3\t0.2\tsetosa\r", "\r\n", "4\t4.6\t3.1\t1.5\t0.2\tsetosa\r", "\r\n", "5\t5\t3.6\t1.4\t0.2\tsetosa\r", "\r\n", "6\t5.4\t3.9\t1.7\t0.4\tsetosa\r", "\r\n", "7\t4.6\t3.4\t1.4\t0.3\tsetosa\r", "\r\n", "8\t5\t3.4\t1.5\t0.2\tsetosa\r", "\r\n", "9\t4.4\t2.9\t1.4\t0.2\tsetosa\r", "\r\n" ] } ], "source": [ "# ダウンロードしたファイルの冒頭だけ表示して中身を確認する\n", "!head iris.txt" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# ダウンロードしたファイルから、4つの列の数字をそれぞれ4つのリストに入れる。\n", "x1 = []\n", "x2 = []\n", "x3 = []\n", "x4 = []\n", "for i, line in enumerate(open('iris.txt')):\n", " if i == 0:\n", " continue\n", " else:\n", " a = line.split(\"\\t\")\n", " x1.append(float(a[1]))\n", " x2.append(float(a[2]))\n", " x3.append(float(a[3]))\n", " x4.append(float(a[4]))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(array([ 9., 23., 14., 27., 22., 20., 18., 6., 5., 6.]),\n", " array([ 4.3 , 4.66, 5.02, 5.38, 5.74, 6.1 , 6.46, 6.82, 7.18,\n", " 7.54, 7.9 ]),\n", " )" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3FYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# x1のヒストグラム\n", "plt.hist(x1, alpha=0.5)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEZCAYAAACXRVJOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#もう少しカッコ良くする\n", "plt.hist(x1, bins=20, alpha=0.5)\n", "plt.title('Distribution of x1')\n", "plt.xlabel('x1')\n", "plt.ylabel('Occurence')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上記のヒストグラムを「図3」と呼ぶことにします。課題3で、似たような図を作成してもらいます。" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWcAAAECCAYAAAAigRZkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUBzCGQASIpwBICHCGQAS+n96Jl0z4yKbPAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 箱ひげ図 (ボックスプロット)\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.boxplot([x1, x2, x3, x4])\n", "ax.set_xticklabels(['x1', 'x2', 'x3', 'x4'], rotation=90)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上記のボックスプロットを「図4」と呼ぶことにします。課題4で、似たような図を作成してもらいます。" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWcAAAECCAYAAAAigRZkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# バイオリンプロット\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.violinplot([x1, x2, x3, x4])\n", "ax.set_xticks([1, 2, 3, 4]) #データ範囲のどこに目盛りが入るかを指定する\n", "ax.set_xticklabels(['x1', 'x2', 'x3', 'x4'], rotation=90)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上記のバイオリンプロットを「図5」と呼ぶことにします。課題5で、似たような図を作成してもらいます。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ノード(点)のサイズや色に意味をもたせた散布図を作成する" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('USArrests.txt', )" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ウェブ上のリソースを指定する\n", "url = 'https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/USArrests.txt'\n", "# 指定したURLからリソースをダウンロードし、名前をつける。\n", "urllib.urlretrieve(url, 'USArrests.txt')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tMurder\tAssault\tUrbanPop\tRape\r", "\r\n", "Alabama\t13.2\t236\t58\t21.2\r", "\r\n", "Alaska\t10\t263\t48\t44.5\r", "\r\n", "Arizona\t8.1\t294\t80\t31\r", "\r\n", "Arkansas\t8.8\t190\t50\t19.5\r", "\r\n", "California\t9\t276\t91\t40.6\r", "\r\n", "Colorado\t7.9\t204\t78\t38.7\r", "\r\n", "Connecticut\t3.3\t110\t77\t11.1\r", "\r\n", "Delaware\t5.9\t238\t72\t15.8\r", "\r\n", "Florida\t15.4\t335\t80\t31.9\r", "\r\n" ] } ], "source": [ "!head USArrests.txt" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# ダウンロードしたファイルから、2つの列の数字をそれぞれ4つのリストに入れる。\n", "import datetime\n", "state = []\n", "murder = []\n", "assault = []\n", "urbanpop = []\n", "rape = []\n", "for i, line in enumerate(open('USArrests.txt')):\n", " if i == 0:\n", " continue\n", " else:\n", " a = line.split('\\t')\n", " state.append(a[0])\n", " murder.append(float(a[1]))\n", " assault.append(int(a[2]))\n", " urbanpop.append(int(a[3]))\n", " rape.append(float(a[4]))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABBEAAAJoCAYAAAAwBnlYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmczuX+x/HXdc8+DGbs+5pkZHdSmJhTSWUrSygUWn4t\njqSOnIPR0aKJOulUKLJESaFCm6RJnZhBhUO2iLEOY5h95vr9cd+m25gVc48Z7+fjcT+a+/u9vtf3\n+i73Ob6f7+e6LmOtRUREREREREQkP47iboCIiIiIiIiIlAwKIoiIiIiIiIhIgSiIICIiIiIiIiIF\noiCCiIiIiIiIiBSIgggiIiIiIiIiUiAKIoiIiIiIiIhIgSiIICJSghhj6hpjMo0x+t/vYuS6Bg08\nvM+Oxphtntzn5aK47ntjzGxjzCRP7lNERORyp3+EiogUE2PMHmNMeLZlQ4wx3+WzqS3CZpVIbg+Z\n0dmWVzTGpBpjdl/iXXr8Glhro6y113hyn8aYesaYDGPM657cby6yzrkx5htjzP3F2ZhLyXXvJhhj\nThlj9htjXjbGmOJul4iISE4URBARufzk+IBqjPHydENKoEBjTFO37wOBXRdaWR7n/IIe8ErgNRwM\nxAH9jTE+xd2YkuICrrMFmltrywE3Av2BUhMkERGR0kVBBBGRQjLGNDDGHDfGtHR9r2GMOWKMCbvE\n+zn7dv1+Y8zvwNdnVwHDjDEHXJ/Rbtu0M8asM8accK17zRjj7bY+0xjzoDFmhzEmzhgz3W3dEGNM\nlGubk8aYre6ZEsaY6saYZa5j32GMGe62boIxZrExZpHrbeoGY0zzAh7nL8aY292+extjjhpjWlzA\naZsHDHX7PhiYm21/53RFcE9ZN8bc6HoT/JQxJhZ4x7V8jDHmoDHmD2PMfZz7VtzXGBNpjPndGBNr\njPmPMcYvr/ryOR+3GWO2uL2VfsK9Ltff/dzeXJ8yxiQbY1bn154LMBj4B5AGdM/WzmnGmMPGmHhj\nzOazwZs82l/BGPOJ67dy3PV3Tbf6zsnMcd1T83I4P/8COgHTXfv4d0EOxBgzwnVPnzLG/Or2+21i\nnJkNJ1z3Yvd86vjNGHPMGLPUGFPdbV2mMeb/jDE7gB0FaZN71a4P1trdwPdAS7e6h7q1facx5gG3\ndWfvsbGu381uY8xAt/WX8n4QERFREEFEpLBc/8h/CphvjAkAZgOzrbVrAYwxr7seSOLc/nv2700X\nsMswoAnQ1W1ZZ6Cha9nTbg9fGcDfgBDgeiAc+L9s9d0OtAFaAP2MMbe4rbsO+A2oCEwEPjLGVHCt\nex/YB1QD+gLPGWM6u23bw1UmGFgILDUFeyP7LnBvtvYdtNZuBsh2LrOf16fctrPAfOBu49QUKAP8\nlG1/+XVFqAZUAOoADxhjbgWeAP4KXAXclK38i0AjoLnrvzWB8bnVl8++AWYBI1xvpZsBq7O33Vr7\ngbU2yFWmJrAbeC+/9hhjaudzPu8+uyNjTCfXtouAxcAQt3W3AB2BRtba8kA/4Hg+7XfgDKLUdp2L\nRCAriJWL866VtfYfwHfAo9bactbax/OpA2NMX9c5uMfVrh7AceMMsH0CrAIqA48DC4wxV+VQRzjw\nHNAHqI7zt7AoW7GewF+AswGVzdl+/+7/zfHYjTFNcAZJfnNbfBi4zdX2+4BpZ4MgLtVw/uZr4Ayi\nzXA7hvzuTxERkcKx1uqjjz766HMBH2Ap8DOwCfC5gO33AOHZlg0B1rr+roszKFDXbX1dIBO4ym3Z\ni8DMXPYxElji9j0TuN7t+/vAU277/iPb9v8FBgG1cL6NDnRb9xzwjuvvCcA6t3UGOAh0KMB5qA7E\nA2Vd3xcDTxbyXJ49Vw7gC+AW4HlgLM6H/93ZzkEDt++zgUmuv28Ekt2vJ/A28Jzb96vc6wBOA/Xd\n1l9/dn851VeAY9kLjACCsi2/EdiXbZkBPgWmuy3LtT2FPKczz947QHsgBajk+t4F+B/OoJMpSPtz\nqL8lcDy334Prnpqb/fq6vn8D3F+IY1kFPJbD8o44A1buy94Dxudwb8wCXnArVwZIBeq43Vc3FvY8\nu2170nXtMoEFed0zwMdnj8d1X6QC/m7r3wfGXcr7QR999NFHH33OfpSJICJy4WYBocBr1tq0C9g+\nHcjez9wH58O6uz+yfbfZlv2O8w0kxpirXGniscaYk8BkoFK27Q+7/Z0IlHX7fiBb2bN11wDirLWJ\n2dbVdPu+P6uB1p5tYw3yYa2NxZm+fZcxpjzQDedD1IU626XhbtffhXU02/Wsgdux4TxuAIwxlYFA\nIPrsG2dgJc5Mjtzqy89dOLMxfnel2bfPo+xzOB9mRxaiPfkyxvjjzDZ5D8Ba+yPOczDQ9f0bnFkE\nrwOHjTFvGmPO3kc5tt8YE2CMecsYs9d1b34LVDDGIwMI1ibnsTGyX1s4/752L5t17a21Z3BmX7iX\nzf5bLYxW1tqyOLM6rsN5XQEwxnQzxvzg6gZyAudvxP13fcJam5ztGGpcqvtBRETEnYIIIiIXwBhT\nBngF51vqiW4p/xhj3jDn9lc/+0kwxvziVs0+oF62quvj9qDiklP6fW23v+vgfOsP8AawDWhora0A\njKNwgwBmf3g6W/dBIMR13O7r3IMOWW1yPRjWcmtXfubi7NLQF2dGQ6xbXbmdy1PGmL/nUNcSnA+x\nu6y1OT3UJeJ8sDqrWrb12c93LOee77puZY656gu11oa4PhWsM8U/t/ryZK2Nttb2wplevwz4IKdy\nrq4H/YG7rLUZBWmPqztDXudzgKueO4FywH9cAalYnA/RWV0arLXTrbVtcabuXw2Myaf9T+LM4mjn\nujfPjiFy9v48Q97X5ZzTlMe6nOzH2f0nu4Oce23h/PvavWzds19cv4WKnBs4OKddxjn2Qm7n+j/Z\n6j87JsKHwI84MzEwxvgCHwJTgMrW2mCcgQD333WwcXatcj+GgxTs/hQRESkUBRFERC7Mv4GfrLUP\nACuAt86usNY+bF391bN9gqy117rV8T7wN2PM1QDGmLY4R2Rf6FYmpwCAAf7perMbirOP9Nm+2UHA\nKWttoqtv9cOFPK4qxpjHjHNww744x2L4zPUwvg543hjjZ5yDJg7j3Df9bYwxvYxzHIRRONP4f3Qd\n22xjTF6DCi4FWuPsk37OQIh5nMty1toXsp0XXNkSXXCm1OdkIzDQGONwjXdwYz7n5ANgqDHmGmNM\nIG79yV0ZFzOBV1xvfTHG1DTnjjNxHuMchO+8gTiNMT7GmIHGmHKuwEACzjT+7OVa4bwHe1lr4wra\nHmvt/nzO59l7bzDOANm1OMfOaIEz9b+FMSbUGNPWGPMX15gCSTivdWY+7S/rKnvKGBOCc8wNd5tw\njmfh7fot9Ml+2G5/HwYanLPSmfWQW1//WcCTxpjWrrINjTG1cXbXSTTOgS+9jXOMjzs49zd41kLg\nPmNMc+McmPA54EdrbfZMhizW2mZ5nOvsY5W4ewEYYYypAvi6PsestZnGmG44u+ucc/hAhOv8d8IZ\nRPvgQu9PERGRvCiIICJSSMaYHjj/EX/2IeAJoJXbW9yCmomzz/UnrvTuOcBYa+2XbmVyeuNqcaaC\n7wS+BKZYa8/O3PAkMMgYcwpnYCP7wG/5vcH9L863xceAZ3G+5T7pWjcAZ6bEQZxv+//pSms/axnO\nN+MncI6jcKfbG/LaQFRuO3WlYi9x1f9RPm3MtRq3+mKstXtyKfc3nAPrncB5TB/nWam1q3BmnazG\nOer+19mKPI3zWvzouo5fAI1zq8/18HoK+CWXIvcCe1x1PYCrC0E2PXAO1hjl9mb7M9e6vxemPTm0\nrwbOATmnWWuPuH1icI4tMARnlsJMnNM/7sF5v7yUT/tfwZlpcAxnQGpFtl3/E+fAf3E438Jn79Li\nfu++CvR1pfe/4lqW6z3mers/GXjP9dv4GAhxdTPpDtzmatd04F5r7dlBDd3vqa9dbfwIZ6ZCfZxd\nZnJqX2Gds6219lecv/Ex1trTOLurLHZ1R7gb52/NXSzO+/kgzsDeg27HUKj7U0REJD/GGaQu4p0Y\nUwvnm6WqOAcMmmmt/bcxJhjnm7i6OAdi6metjS/yBomIyHmMMUOAYdbaQk9VaYyZgLMLxeAc1vng\nfMvc3C2okFMd/8Q5YOR5dZQmxphBQFNr7bjibktpYZxTRb5vre1Y3G3xNGPMjcA8a22d4m6LiIhc\nGTyViZAOPGGtDcU5KvAjrjTbvwNfWWuvxvmGZ6yH2iMiIh5irU2z1obmE0AIwdk94q3cypQW1toF\nCiBcWtbaA1diAEFERKQ4eCSIYK09ZK3d5Pr7NM5Bv2rhnE/5XVexd4FenmiPiIhcPowxw3EOMvmZ\ntfb74m6PiIiIiOTOI90ZztmhMfWANUAzYL9rlOGz6+KstSEebZCIiIiIiIiIFIhHB1Y0zjmkPwRG\nujISskcwPBvREBEREREREZEC8/bUjlzTQH2Ic/Cfs6MKHzbGVLXWHjbGVAOO5LKtggsiIiIiIiKl\nmLU2p6mtS4VKfn72eGqqp3b3u7W2XlFV7rHuDMaYuTjnOH7CbdmLQJy19kVjzNNAsLX27zlsaz3d\n7UIunYkTJzJx4sTiboZcAF27kk3Xr+TStSvZdP1KNl2/kkvXrmQzxpTqIIIxxk4ODPTIvsYlJhbp\nufRIJoIxpgPOOcN/McZsxNlt4RngReADY8z9wO9AP0+0R0RERERERMSTql5zjWd2FB1dpNV7JIjg\nGm3bK5fVN3miDSIiIiIiIiJycTw2JoJcuTp37lzcTZALpGtXsun6lVy6diWbrl/JputXcunayeXu\n+LZtxd2ES8LjUzxeCI2JICIiIiIiUnpdCWMizGnTxiP7GhodXfLHRBARERERERG5ksWVkkwEBRFE\nREREREREilgVDawoIiIiIiIiIgWhTAQRERERERERKRBlIoiIiIiIiIhIgZy4DDIRjDEOIBrYb63t\nYYyZAIwAjriKPGOtXZVXHQoiiIiIiIiIiBSxSpdHJsJIYAtQzm3ZVGvt1IJWryCCiIiIiIiISBE7\nWcyZCMaYWsBtwGTgCfdVhalHQQQRERERERGRInYZZCJMA8YA5bMtf9QYcy+wARhtrY3Pq3oFEURE\nRERERERKqF8TEvg1ISHPMsaY24HD1tpNxpjObqv+A0yy1lpjzL+AqcCwPOuy1l5kk4ueMcaWhHaK\niIiIiIhI4RljsNYWKq2+JDHG2NmBgR7Z132JieedS2PMc8A9QDoQAAQBH1lrB7uVqQt8Yq1tnlf9\nykQQERERERERKWIVi7E7g7X2GeAZAGPMjTi7LQw2xlSz1h5yFbsT+DW/6hVEEBERERERESli8ZfB\nFI85mGKMaQlkAnuBB/PbQN0ZREREREREpFhdCd0ZVrRp45F93RYdXaTnUpkIIiIiIiIiIkXs1OWZ\niVBoCiKIiIiIiIiIFLHg4p/i8ZJQEEFERERERESkiCUoE0FERERERERECkKZCCIiIiIiIiJSIKeV\niSAiIiIiIiIiBVFBmQgiIiIiIiIiUhDKRBARERERERGRAilfSjIRHEVau4iIiIiIiIiUGspEEBER\nERERESliZ9SdQUREREREREQKorR0Z1AQQURERERERKSIJSoTQUREREREREQKIkiZCCIiIiIiIiJS\nEEnKRBARERERERGRglAmgoiIiIiIiIgUSLIyEURERERERESkIMoqE0FERERERERECkKZCCIiIiIi\nIiJSIKUlE8FRpLWLiIiIiIiISKmhTAQRERERERGRIqbuDCIiIiIiIiJSIGVKSXcGBRFERERERERE\niliKMhFEREREREREpCCUiSAiIiIiIiIiBZKqTAQRERERERERKYgAZSKIiIiIiIiISEGkKRNBRERE\nRERERApCmQgiIiIiIiIiUiDpykQQERERERERkYLwVyaCiIiIiIiIiBSEMhFERETkksjMzGTdunXM\nX/Ie2377H8nJyQQFBfGX5m2JP3aSAwcOUK5cOXx8fBg8eDA33nhjkbXlrbfeonXr1rRr167I9iEi\nInIl8lMmgoiIiFysmJgYnpz4NGkVoEHf5nQccyfe/j4knUzkvXvfwCsRbrwhjMhnp5CWlsa33357\nUfvLyMjAy8sr1/UPPvjgRdUvIiIipZux1hZ3G/JljLEloZ0iIiKFERUVxciIJ7kuoit1b2h8zrr9\n63exftYaer4+lJi313JyxX4WzppP5cqVyczMZPr06cTExJCamkrfvn3p3bs3AK+++io//PADxhju\nv/9+br75ZqKjo3nzzTcpV64cv//+Ox9++CGzZs1i1apVBAcHU6VKFZo2bcqgQYOIiIigU6dOhIeH\nM2vWLKKiokhOTqZFixaMHTu2OE6TiIhcAYwxWGtNcbejqBhj7OHAQI/sq2piYpGeS2UiiIiIFIN9\n+/YxauKThE3rRbVra5+3Pm73USo3qYGXtxftHuxCtM9aHh79KB/MWciyZcsoW7Ysc+bMIS0tjWHD\nhtG+fXu2bdvGb7/9xqJFi4iLi2Pw4MG0bt0agO3bt/PBBx9QrVo1tm7dypo1a1i0aBGpqancc889\nNG3a9Lw29O/fn+HDhwMwYcIEoqKi6NixY9GeGBERkVLKr5mHujP8pO4MIiIipc68RfOpc1dojgGE\nnCQcjWfD2jV0796dZs2asWvXLr7++msAzpw5w/79+9m8eTNdu3YFICQkhDZt2rB161YCAwMJDQ2l\nWrVqAGzevJmwsDC8vb3x9vamU6dOOe5z/fr1zJ07l+TkZBISEmjYsKGCCCIiIhco838aWFFEREQu\nQGJiIh+vWk63RYNzLRPSoDK7Vm/J+t756e6UqxHMTxNX0axZM8aMGcN11113zjbff/99rvUFBAQU\nqo2pqam8+OKLzJ/v7EIxY8YMUlJSClWHiIiI/MnHU5kI64o2E8FRpLWLiIjIeX766ScqNK1M2Srl\ncy1Tu11DMlLT+fWj9VnL6nZozPETcbRt25bFixeTkZEBOLtGJCcn07JlS7788ksyMzM5ceIEGzdu\nJDQ09Ly6W7RowXfffUdqaiqJiYlERUWdVyY1NRVjDOXLlycxMZHVq1dfgiMXERG5ctn/bfPIp6gp\nE0FERMTDTp48iX+VMvmWuy1yIFFTVxIzNwr/CoH4BPhStX51wsPDOXr0KIMGDQIgODiYyMhIunTp\nwi+//MLAgQMxxjBy5EhCQkLYs2fPOfU2bdqUsLAwBg4cSEhICI0aNaJs2bKAc2ArgLJly9KzZ0/6\n9etHpUqVcgxGiIiISMH5NPVQJkJU0WYiaHYGERERD/v0009546e5hE3qWehtF3aZxtplqylXrtxF\ntSEpKYmAgABSUlIYMWIE48aN4+qrr76oOkVERC7UlTA7Q1Jlz8zOEHBUszOIiIiUKjVr1uTE9qNY\na7Pe/BdE/IE4fI1PVtbAxZg8eTJ79uwhNTWV7t27K4AgIiJSxLw9lYnwrWZnEBERKVVatmxJUHoA\nsZv3UaNl3QJvt21JNP169MHhuPghjf71r39ddB0iIiJSCDs0O4OIiIhcAGMM9941iDnzF1O9RZ0C\nZSMkn0rk90+28e93nvVAC0VERORS877GQ5kIsZqdQUREpNS5s1dvyh70InrWt+Q37k9aUipfP7mE\n/t3uonbt2h5qoYiIiMj5NLCiiIhIMTl69Cj3Pzqc9FB/Wt3fgfK1Kp6z3lrLgeg9xLy6hi5X3cCk\nf0Rckq4MIiIil5srYWBFW9szAyua/UU7sKKCCCIiIsXo9OnTzHhnJu8vX0zZayoS0qYGPv4+JJ9M\n5OBXu6joKMfwgffTq2evQg3CKCIiUpJcEUGEm9t4Zl9fRiuIoCCCiIiUdikpKXz99dds37mdxOQk\nypctzw3tr6dVq1YKHoiISKl3RQQR6nkoE2GvMhEURBARERERESnFroggwq0eykRYVbSZCJqdQURE\nRERERKSo/aYpHkVERERERESkIJp4aIrHXUU7xaOCCCIiIiIiIiJFbacyEURERERERESkIK72UCbC\ndmUiiIiIiIiIiJRsu5SJICIiIiIiIiIF0dhDmQhblIkgIiIiIiIiUrIpE0FERERERERECsRTmQg/\nF20mgqNIaxcRERERERGRUkOZCCIiIiIiIiJFbbe6M4iIiIiIiIhIQVzloe4MMRpYUUQkV2lpaaxe\nvZrV3/2X4/EJ+Pn4UK9WVe7seQcNGzYs7uaJiIiIiDiVkkwEY60t7jbkyxhjS0I7RcRzEhMTmfn2\nHGYvWkpiUEMy6t2EV5lgbEYa++Y9QBl/H8K7dGHkg4O54YYb6Nq1K82bN2fq1KmsXbuWvXv3Mnjw\n4ELtc/jw4cyaNatQ27z11lu0bt2adu3aFWo7gG3btrFixQpGjx5d6G1FREREShJjDNZaU9ztKCrG\nGGsHtPHMvhZGF+m5VBBBREqcY8eOMfiBx/lfZkPKXDcMv0r1zlm//aUwfIJrUfH6Idj/vk7vsFBi\nD+ynSpUqTJ06tXgaLSIiIiK5uiKCCNcHemZfPyQW6blUdwYRKVHOnDnDvSMeY0e5LgR3GIExOf/v\nY1CjThgvH8r0m82saWH0vS0sa92nn37Ktm3bGDNmDF999RWzZs3Cy8uLsmXL8tZbb7F7924mTZpE\neno6mZmZTJkyhVq1ahEWFsbatWs5fvw4Y8eOJTExkfT0dMaOHcu1117Ls88+y7Zt2zDG0KNHDwYM\nGEBERASdOnUiPDycHj16cPPNN/P999/j7+/P5MmTqVmzJhEREfj6+rJt2zYSExP529/+RseOHYmO\njmb+/PlMmzbNU6dXRERERIpKIw+NifCDxkQQEcky/T8z2E6TPAMIYCjX9BaOfjeDso06QqWrWbk2\nmls7tDiv5KxZs5g+fTqVKlXizJkzACxZsoQBAwbQtWtXMjIyyMjIcNbq2t+qVau4/vrrue+++7DW\nkpyczI4dOzhy5AiLFi0CyKoru6CgIBYtWsSKFSuIjIzMChAcOnSIuXPnsn//fh566CGWLl16zj5F\nREREpITbU/xjIhhjHMAG4A9rbQ9jTDDwPlAX2Av0s9bG51WHgggiUmIkJyczb8mnlL1rXr4P135V\nGpIWH8upLZ9T7pqbyTi+i+07NpxXrmXLlkyYMIGbb76ZLl26ANC8eXPeeecdDh8+TJcuXahdu/Y5\n2zRt2pRnn32W9PR0brzxRho3bkzNmjU5ePAgkZGRdOjQgfbt2+fYrltuuQWArl27ntO14qabbgKg\ndu3a1KpVi7179xb4vIiIiIhICeCpTISoPDMRRgJbgXKu738HvrLWTjHGPA2MdS3LlYIIIlJifPHF\nF6RUvJbyFWoUqHzQVWEc+fpV6t7zFsmHt7N18QekpKScU+bvf/87W7ZsISoqinvvvZf58+fTtWtX\nmjVrRlRUFCNHjmTcuHG0afPnQDitWrVi5syZREVFERERwaBBg7jttttYuHAhP/zwA0uWLOGrr77i\nn//853ltcg9+5Pa3tVYZCCIiIiKlzd7izUQwxtQCbgMmA0+4FvcEbnT9/S6wBgURRKS0WLl6HTS8\npQAlnQOxlm/RA0dAOfyqNCQ96SSZPkFs2bLlnJIHDhwgNDSU0NBQfvjhBw4fPkxCQgI1a9akf//+\nHDp0iN9++402bdpwdoDXQ4cOUaVKFXr27ElKSgrbt2+nQ4cOeHt706VLF+rUqcOECRNybNmXX37J\n4MGD+fzzz2nevHnW8q+++orbb7+dAwcOcPDgQerWrcvPP/98YSdKRERERC4/DTyUibAm10yEacAY\noLzbsqrW2sMA1tpDxpgq+VWvIIKIlBjHT57Cq3pIAUo63+L7lKtCSNt+fy729ic+/twuXq+++ir7\n9u0D4LrrruOqq67i3XffZcWKFXh7e1OpUiXuv/9+Z62u7IDo6GjmzZuHt7c3gYGBREREcOTIESIi\nIrKyCB599NFztjnr1KlTDBgwAD8/PyZPnpy1vFq1agwZMoTExESeeeYZfHx8CnVuREREROQy93vR\nZCKsOZHBmhMZeZYxxtwOHLbWbjLGdM6jaL7TImqKRxEpMQYOe4yYSndTtlGHC9r+9LLHmfl0Xzp1\n6nSJW1YwPXr0YN68eZQvX/6c5e4zOIiIiIhcia6IKR5HtMm/4KXY18zo886lMeY54B4gHQgAgoCP\ngbZAZ2vtYWNMNeAba22eKROOomm2iMilV7t6ZVLjfr+gba21ZJ7cT5Uq+WZoFZncxjnQ+AciIiIi\nUpSstc9Ya+tYaxsAdwOrrbX3Ap8AQ13FhgDL8qtLmQgiUmJs2LCBAU9Modw97xf6wfvM3g1U3zyF\nrz8p/LYiIiIiUrSuiEyEroGe2dfniXmeS2PMjcBo1xSPIcAHQG3gd5xTPJ7Mq36NiSAiJUabNm2o\nWTaTI/s2Eli3daG2Tf9lMQ/c20cBBBEREREpHp4aWJE8p3jEWvst8K3r7zjgpsLUriCCiJQYxhge\nH3EPY16JxL/aLBx+BYvmJvz2HeVObKL7HeOLuIUiIiIiIrnYV7xTPF4qCiKISInSu1dPNv6ylQVL\nR1K+x8t4BZTLs/zpnd/j9W0E7779CmXKlPFQK0VEpCRJTU0lLi6OxMREAgICCAkJwc/Pr7ibJSKl\nTf3LIxPhYmlMBBEpcTIzM3kx8hXe/uhrbNP+BLXogXdghaz11lqSD/xKyi+LCTr8I+++EUnz5s2L\nscUiInI52rlzJ4s/nM+qzxfjH5BBQKCD5KRMTidYwrt0p1/foYSGhqornIgHXBFjIvTw0JgIy/Me\nE+Gi6y8JD+cKIohITrZs2cKcBYtZ/sW3mKrXYv2DITMNe2IPlX2TePCePvTs2f28KRVF5PKVlpbG\nN998w7tLl7Dnjz9ISUkhKCiIsNZtuKdPPxo3blzcTZRS4ODBg4yfOIp9+zdyW28Hd/SuQKXKvlnr\n4+PTWbn8BJ9+mEH5co2ZOH4aV111VTG2WKT0uyKCCI97aIrHf58/xeMlrb8kPJwriCAieYmPj2fT\npk2cOnUKHx8fqlatSosWLXA4NIutSElhrWXRh4t5edYMUurXJOCuWyhzzVU4/HzZcPsQGjxwD0kf\nfUGz6jXhDlZDAAAgAElEQVR58Zl/0rBhw0LVf+zYMSIjI3nhhRdyLTN8+HBmzZp1sYcil7kdO3bw\n6OMD6XNvInf2r4i39/n/zv7rXzbSsHEANhNiY1MhoxoPPfAPoqOjmTZtWoH3tW3bNlasWMHo0aPP\nW9ejRw/mzZunQLeIyxURROjtoUyEj5WJoCCCiIhIKWat5YVpU3n3x7VUff5JyjSsd876H2/sS/tv\nF2MzMjj66dekTV/Auy9NpWXLlsXTYCmxDh48yH3DevLQE8l0uTk413K337iZz75tkfV944YEnnok\ngWZNOzF79uwC7SsjIwMvL69c1/fs2ZO5c+cqiCDickUEEUZ5KBNhWtFmImhgRRERESlWs+fNZe6G\n76nz9gt4B5XNtZzx8qJKz1s4UbUS94x8hFZ1GpCRkUFwcDDjx4+natWqRERE0KlTJ8LDwwEICwtj\n7dq1xMbGMmrUKBYtWsTu3buZNGkS6enpZGZmMmXKFGrVqpVVNikpidGjR5OQkEB6ejoPP/wwYWFh\nxMbG8vjjj9OyZUt+/vlnqlSpwssvv4yvry9Lly7l448/Jj09nVq1ajFp0iQNzHcZev6FZ+h192m6\n3Fw5z3LZ3121ahvEXQMTmPPGN1hrSUhIYNKkSRw4cICAgADGjRtHw4YNmTFjBgcOHODAgQNUq1aN\n3r17M3/+fKZNm0Z8fDzjxo3j2LFjNGvWDPcXZE8++SRHjhwhNTWVu+++m169ehXF4YtIcftDszOI\niIiIXJSEhARenv02NRZOyzOA4C64fWt2+ntzJj2NjxYuYvny5bz00ktERkaeVzanAfGWLFnCgAED\n6Nq1KxkZGWRkZJxT1tfXl8jISAIDA4mPj2fo0KGEhYUBsH//fp5//nnGjRvH2LFjWb16Nbfeeivh\n4eFZD35vvPEGy5Yto1+/fhd0TqRo/PHHH/y6dR3/eKlKvmVTUywP3PM/rIXqNf2YNKU+f7khiBmv\n7eWXX37h888/p0mTJkRGRrJhwwbGjx/PggULANizZw9vv/02Pj4+REdHZ91XM2fOpFWrVgwbNozv\nv/+e5cuXZ+1vwoQJBAUFkZKSwpAhQwgPD6dcubxnHxKREqhe6ZidQUEEERERKTbLP/0Erxta4lct\n/wc7d5kpqWyL/YMTJ05w++2389prrxV42+bNm/POO+9w+PBhunTpQu3atc8r8/rrrxMTE4PD4eDo\n0aPExcUBULNmTRo1agTANddcw8GDBwH47bffePPNN0lISCA5OZn27dsX6nik6C35aBG39nDg55f/\neDl+/oYZ85ucs8zhgAZXGRZ/+C57dh9mypQpALRt25b4+HgSExMBZ/aLj4/PeXVu3LiRl156CYAO\nHTqcEyRYuHAha9asAeDw4cPs37+f0NDQCzpOEZGipiCCiIiIFJu3lyym3D8eLPR2xscb7w7tWPrJ\ncgYPuidruZeXV1aauLWWtLS087bt2rUrzZo1IyoqipEjRzJu3DjatPmzn+rKlSs5efIkCxYswOFw\n0KNHD1JTUwHOeTh0OBxZWQyTJk1i6tSpNGzYkE8//ZSYmJhCH5MUHWsty5bP57U5Fzf+QL2G/nyz\n5lNq1WiVa5mAgIACtwkgOjqa9evXM2fOHHx9fXnwwQdJSUm5qHaKyGVK3RlERERELlxaWhq/799P\n4xZN8y6Yw+DKQc2vIRnLzzt/Y8WKFbRq5Xyoq1GjBlu3buWvf/0r3377Lenp6edte+DAAWrWrEn/\n/v05dOgQv/32G23atMl6qDt9+jTBwcE4HA42bNhAbGxsvseSmJhIxYoVSU9PZ+XKlVStWrUAZ0A8\nJTk5mcTEU9SsVatA5XMbz9vP10H5CoZGjRqxcuVKhg0bRnR0NBUqVCAwMO9R11u1asWqVau4//77\nWbduHQkJCQCcOXOGcuXK4evry969e/n1118LdWwiUoLUUXcGERERkQuWlJSEV4B/juMWuMtMSWXD\nHUPBAgZqDOxFg6ce4tcRT7N8xz5Sj59g/PjxAPTq1YvRo0czaNAg2rdvn+Nb4a+++ooVK1bg7e1N\npUqVuP/++4E/x0To1q0bo0aNYsCAATRt2pT69evneywPPfQQQ4YMITg4mGbNmmWltsvlISkpiYDA\ngv+zN69bMiDQwZ133sl7773HgAEDCAgIICIiIt86R4wYwbhx4/jiiy9o3rw51apVA+D6669nyZIl\n9OvXj7p163LttdcWuJ0iUsIcKB2ZCJriUURERIpFeno6jW+4jqt//AjjyL+fenaHP/mSG9fvZuqk\nfxVB66Q0SU5OpnN4KKvW1bzougZ2P8LMN7+mZs2Lr0tE/nRFTPH4jIemeHxOUzyKiIhIKeTt7U2j\nBg2Ij/6FCu1aFHr71P9upnXTvxRBy6S08fPzo2zZ8uzbm0ydev4XXM+JuDQSTkFISMglbJ2IXDEO\nlo5MBAURREREpNiM6NOPZxevKHQQITXuJJnfb6THU88WUcukNDHG0LvXEJYveZNHR194EGHl8hPc\n9NdeBR48UUTkHLU1JoKIiIjIRbn9ttuZ9J/pJO0/SEDtGgXe7ujiT+nRJfycafJE8nLXnf3pP/B1\nhv1fBgEBXoXePjPT8umSTF6eMqQIWiciV4RYZSIUmDHmbeAO4LC1trlr2QRgBHDEVewZa+0qT7RH\nRERELg+BgYGMe/gRJv7tWWrNfB7fkAr5bnN89ff4Lf2Gx9951wMtlNKiWrVqtGndhUVzv+W+B6sU\nevvPlsZRqWJTrrnGU28SRaTUqaVMhMKYDbwGzM22fKq1dqqH2iAiIiKXobv79uPYiTim3/8UlSaN\nIujaJjnO2JCRksKRxZ/hmPcJC16dTvXq1YuhtVKSjX36Xwy9vydVq8dxW4+Cj2uw7rt43n3Th3dm\n/bsIWycipZ4yEQrOWhtljKmbw6pSO/qmiIiIFNyjDzxEvVq1efGf/2ZfWT/8+3ajTJOGOHx9SE84\nQ8I3P5Dy6Rqub9qMSbNmU7t27eJuspRAlStX5vXX3uORxwZy5NBR7h5cEX//3GcGSUvLZPmSOBa+\n48crU+dRp04dD7ZWREqdUpKJ4LEpHl1BhE+ydWcYCsQDG4DR1tr4XLbVFI8iIiJXgMzMTH788Ufm\nLV3Crj/+ICUlhaCyZenSph1339VH0+rJJXHs2DH+9dxYNm3+lptvd9CjTzlq1/lzwMXDh1L55KOT\nrFqWSaMGbXlm7AsKIIgUsStiisf/C/TMvv6TWKTnsjiDCJWBY9Zaa4z5F1DdWjssl23thAkTsr53\n7tyZzp07e6DVIiIiIlJaHTx4kCUfLWLpsrkkJycQWMabpMQMHA5/7ri9P3373EP9+vWLu5kipdKa\nNWtYs2ZN1veIiIjSH0R4ro1n9vVMdOkMIhR0nWu9MhFEREREpEhYa0lMTOTMmTMEBgYSGBiIw5F7\nNwcRufSuiEyEUhJE8OQUjwa3MRCMMdWstYdcX+8EfvVgW0REREREAOfDS5kyZShTpkxxN0VESrND\nGlixwIwx7wGdgYrGmH3ABKCLMaYlkAnsBR70RFtEREREREREPK5m6RhY0VOzMwzMYfFsT+xbRORy\nlZmZSXJyMv7+/kqbFRERESntDisTQURECunkyZN8vHwZcz7+kAMHDmB8fLBp6VzVqCHD+/Sn263d\nCAz0zMi9IiIiIuJBNUpHJoLHBla8GBpYUURKurS0NJ6f9jKLVn6GX5d2BPe5haAmDTEOB3tnvs/B\nDz4j7Y/D2BOnGPnII0z8x3iMKdx4ONHR0fj4+NC8uXOM2oiICDp16kR4eHie2x0/fpypU6eydetW\ngoKCCAkJYfTo0dSuXfuCj/esHj16MG/ePMqXL8/w4cOZNWvWRdcpIiIipc8VMbDiGA9N8fhS0U7x\nqEwEEZEilpKSwohRj7MpIJP6S1/Dp3xQ1rpTv2znxI8buX7VbIyXFwk79rDon/8m7dkI/vWP8YXq\n5hAdHU1gYGBWEKGgxowZQ/fu3Zk8eTIAO3fuJC4ursBBBGttrgEP9+UKIIiIiMgVrZRkIiiIICJS\nhKy1PPnPcWyq4E39f/0Nky0okHIsDp8K5TBeXgAENa5P43dfYNkjkzjz1BiOHzpMRkYGTZs2ZezY\nsXh7e5/zdn/btm288sorTJw4kY8++ggvLy9WrVrFmDFjAIiJiWHBggUcP36cxx9//LyshA0bNuDj\n40Pv3r2zljVq1AiApKQkRo8eTUJCAunp6Tz88MOEhYURGxvLY489RmhoKNu3b+fVV19l06ZNzJ7t\nHOqmQ4cOPPbYY1nHf1ZYWBhr164lOjqaGTNmUKFCBXbt2kXTpk2ZNGkS4Aw0REVFkZycTIsWLRg7\nduylvBwiIiIixeeIxkQQEZF8rF+/ntV7ttNwwZTzAggAIe1bsW/WYn7q8wjB7ZpT+eYOVGjdjDov\njObta25lzarPadu2LRMmTODDDz/k7rvvPu+tvzGG6tWrc+edd1KmTBkGDRoEwNKlSzl+/Dhvv/02\ne/bs4YknnjgviLBr1y6aNGmSY9v9/PyIjIwkMDCQ+Ph4hg4dSlhYGAD79+8nIiKC0NBQjh07xmuv\nvcaCBQsICgrikUceYe3atVll3dt51o4dO1i8eDEVK1Zk2LBhbN68mRYtWtC/f3+GDx8OwIQJE4iK\niqJjx46FPOsiIiIil6HqykQQEZF8zPnwfcr074rD1zfH9V4B/rSe/zLxG7dwcsOvbHvmZeo/Npiy\njevjf1Ud1v6wjrZt23LHHXdkBREKM0ZM586dAahfvz4nTpwoVNuttbz++uvExMTgcDg4evQocXFx\nAFSvXp3Q0FAAtm7dStu2bSlfvjwA3bp1IyYm5rwggrvQ0FAqVaoEQOPGjYmNjaVFixasX7+euXPn\nkpycTEJCAg0bNlQQQUREREoHZSKIiEhejhw5wjcbfqLhxPvyLGeMoULrZlRo3Ywyjepy+LNvnEGE\n+rWZv/xjHn3woXPKe3l5ZQUSUlNT86zbx8cn6++cgg8NGjTg66+/znHblStXcvLkSRYsWIDD4aBH\njx5Z+/P39z+nbGEHv/V1C6p4eXmRkZFBamoqL774IvPnz6dy5crMmDGDlJSUQtUrIiIictmqVjoy\nETQxuYhIEdm8eTMBbULxDgzItUzi7wdI2n8w6/vp7bvxq1aZwLo1SE84TVKAL7t27WLFihW0adMG\ngBo1arBtmzOSvXr16qxty5Qpw5kzZ3LdV04P+u3atSMtLY2lS5dmLdu5cyebNm3i9OnTBAcH43A4\n2LBhA7GxsTnWGxoaysaNG4mPjycjI4PPP/88q6357d9damoqxhjKly9PYmLiOccmIiIiIpcHZSKI\niBSRhIQEqBCUZ5mMpGR2vjST9NOJGC8vAmpXp/EzD+Pw9eXqCY/zy4BRjBw5kk6dOnHnnXcCMGLE\nCJ599lnKli17zsN6p06dePrpp1m7di1jxozJceyEnERGRhIZGcmcOXPw9/enevXqjB49mm7dujFq\n1CgGDBhA06ZNqV+/fo7bV6xYkUcffZQHH3wwqx2dOnU6b5/5TVlZtmxZevbsSb9+/ahUqVJWdwkR\nERGRUuFY6ejOYAqbglocjDG2JLRTRMTd8uXLmRizmjoTH7vgOvbeP47Zjz1Nq1atLmHLRERERC4v\nxhistXm/cSjBjDHWvnl+pmaR7Ouh6CI9l8pEEBEpIpUrVyZj36EL3t5mZJBy4DCVK1e+hK0SERER\nkWJxtHRkIiiIICJSRNq1a4dvxDHO7PqdMg3rFnr741EbuKZmHWrVqlUErRMRERERjyolAysqiCAi\nUkS8vb0Z2vsuZn34BWWeHlHo7RM++Jxn+vQvgpaJiIiIiMeVkjERFEQQESlCfXvfxZsD+pLQM5yg\nJg0LvN3x79YTsDuWm266qQhbJyIiIiIeU1WZCCIiko8qVarwyrjxPDrqOWq+9gxlG9XLd5sTP23m\nZMQbLHzldXx9fYu+kSIiIiJS9I4rE0FERArgr+F/ZVpaGk8+/CwBg7tTpcdf8Sl//tSPyYePcWTJ\n57B0De9OmUazZs2KobUiIiIiUiQql45MBE3xKCLiITt27GDmgnmsWLsGn7DW+DRtiCPAj4wzSaRH\nbyUz5n/063Y79w28h5o1axZ3c0VEREQ85oqY4nFqoGf29URikZ5LBRFERDzs5MmTfLriM3bt30dC\nUiIVypSlaaOruLXrrQQGeub/XEREREQuJ1dEEGF+G8/s655oBREURBARERERESm9roggwr89lInw\neNFmImhMBBEREREREZGiVkrGRHAUae0iIiIiIiIiUmooE0FERERERESkqMVpikcRERERERERKYhK\npaM7g4IIIiIiIiIiIkXthDIRRERERERERKQglIkgIiIiIiIiIgVyUpkIIiIiIiIiIlIQykQQERG5\n8vzxxx+s+vxzDh47BkC1kBBuuflm6tWrV7wNExERkcubMhFERESuHOvXr2f63Lms27IFwm+CGjXA\nGOyhQ0TcdRfJ+/cz4403uOuuu4iNjWXUqFFMmjSJD5cuZvue7ZxJPMMv63+lVvVaeHt7c/r0aY4f\nP07btm1599138fLyKu5DFBERkaIUUjoyEYy1tkh3cCkYY2xJaKeIiJRO8xcuJGL2HLyGDad8l3Ac\nfn7nrP99wngSt/6K78FYnh31N1o3b06f/n2o1qQqTXpfRY3m1fDy8SI+9hTbl+9kd9Re2rVsR/Wq\n1Zk6dWoxHZWIiMjlwxiDtdYUdzuKijHG2nmBntnXvYlFei4VRBCRK0ZmZibff/89/10fw9Hj8RiH\ngyoh5ejU8Xratm2LMaX2/7fkIixdtownZ86i/MvT8K1W7bz1mUlJ7BhyD/WnvsqeJ0cRlJ6O35G9\nZJbNYMzakSQcSWD5+BWkJacB0PWpm9i09GdiFv5Mvcr1aNOqDevXryc5OZlrrrmG5s2bk5mZyZYt\nW/jiiy8IDw/HGENAQAAHDx7kjjvu4M0338TPz4969eoRExNDzZo1GTVqFHfeeSczZ87k5ZdfJiUl\nhcqVKxMZGUnbtm0ZO3Ysx44dIyMjgwceeIDw8HBeffVV1q1bh5eXFzfccAOPPvoocXFxvPDCCxw+\nfBhjDE8++STNmjUjKSmJKVOmsGfPHtLT03nooYfo2LGjpy+HiIiUUldEEOGzNp7Z1+3RRXou1Z1B\nREq9kydPsuSjpcycu4S4jBBSq3bGK6AOWEvG1jje+OAlapbP5IHBfejZsztlypQp7ibLZeLUqVOM\nnTqNctP/k2MAAeDU91GUbXcdfrVq4R0cQsLuLTQdXJ9j/z2Kw8tBYEggA//TDy8fL+L2n2DZuE9p\n2LEBzXpdw/dv/UD/vv3x8vIiKSmJPn368OOPP9K0aVPGjBlD+/btSUpK4uWXX2b58uXExMRQvXp1\nevfuzQ8//ICvry+ffPIJzzzzDG+99RbVqlXj2LFjxMTEEBAQwEMPPcTEiRMZO3YsNWrU4NVXXwXg\nzJkzxMXFsW7dOt5///2sZQCRkZEMGTKE0NDQrG4ZixYtYtasWdxwww1MmDCBhIQEhg4dynXXXYeP\nj49nLoaIiIhcFhREEJFSbevWrQx+cDQngq7Hv9WLlKva9Jz126a3I6TlII7UD2P8nPeZ9Hwk993T\nl6effrrA+4iOjsbHx4fmzZsDEBERQadOnQgPD89zu+PHjzN16lS2bt1KUFAQISEhjB49mtq1axf+\nQLPp0aMH8+bNo3z58gwfPpxZs2ZddJ1XomXLl5PR/nr86tTJtczJr7+mUp8+AHgHB+MbkELN8CYc\n/O4AAJnpmayc8iWHtx/B4WWI23eChh0b4BvoQ/0O9VjwwXxCgipy5swZxowZQ/369fnjjz/44IMP\n2Lt3L8HBwezevZtrrrmG5ORkwsLC2LRpE506dcLb25vQ0FDi4+MJCgpi7dq1/PjjjyxevJi4uDgy\nMjIICgqicuXK/PDDD7z++ut07NiRFi1a4O/vj8PhYPLkyXTo0IFOnToB8NNPP7Fv3z7OZgCePn2a\n1NRUfvzxR9atW8ecOXMASEtL49ChQ5fkfhUREbkinNLAiiIil7WtW7fSd8jjpLf6B8ENOudYxnj7\nkrBnDZXa3kdg+Iv88cnfeH3mXAYMGECdPB4cz8rIyCA6OprAwMCsIEJBjRkzhu7duzN58mQAdu7c\nSVxcXIEfyqy1uXbBcF+uAMKFyczM5K3FH+L/1N9zLZN+6hRnNkaTsmc31hiSNq6nYsOymHLlSElL\nw1rLfxdsoGzFMvRYNJTMjEymdJiWtX25akHE7j9M1/Bbad26Nbt27aJ///488sgjvPvuu/Tq1YsO\nHTqQmpqKj48P1tqsN/++vr5ZgzFaa3E4HKSnp9O8eXOaNWvGs88+i8PhoEePHlSrVo25c+fy/fff\nM336dDp06MDQoUOZN28e//3vf/nyyy/58MMPmT59OkCuAz1GRkZSs2bNS3maRURErhzBpWNgRQUR\nRKRUOnr0KPeOeIL01uMJqh+WazljvAhu2pu4Te9Ruf3DBNRqy5nMFO4dPpJ33ogkMjKS+Ph4goOD\nGT9+PFWrViUiIgJfX1927NhB5cqV+fnnn/Hy8mLVqlWMGTMGgJiYGBYsWMDx48d5/PHHz8tK2LBh\nAz4+PvTu3TtrWaNGjQBISkpi9OjRJCQkkJ6ezsMPP0xYWBixsbE89thjhIaGsn37dl599VU2bdrE\n7NmzAejQoQOPPfYYAO7jyISFhbF27Vqio6OZMWMGFSpUYNeuXTRt2pRJkyYBzkBDVFQUycnJtGjR\ngrFjx16Cq1CynTx5kkPxJ6kUGpprmVNrvqHCLV2p+cSTpMUd54/7exHSKIDkuBQszrf1qWdSKVc1\nCIBfPtuCzfzz2sRuPUzdsNp8+umnHDx4kAEDBnDo0CGMMQQGBpKamsq6deto27Ztnm211mKt5S9/\n+QsvvPACN998Mw6Hgy+++IL9+/dz7Ngxrr76arp160ZgYCArV64kKSmJlJQUOnToQLNmzejbty8A\nf/nLX3j//fcZOHAgADt27KBx48a0b9+e999/nyeeeAKA7du3c/XVV1/MKRYREbmyJCgTQUTksrVg\n4QecCAknJI8AAgDGEHxtX3YvupuQ1oMBCKjemgOnf+Pxx0fyyCP/x2233cby5ct56aWXiIyMBJxB\nirMP7zNmzKBMmTIMGjQIgKVLl3L8+HHefvtt9uzZwxNPPHFeEGHXrl00adIkxyb5+fkRGRlJYGAg\n8fHxDB06lLAw53Hs37+fiIgIQkNDOXbsGK+99hoLFiwgKCiIRx55hLVr12aV/fMQ/8xK2LFjB4sX\nL6ZixYoMGzaMzZs306JFC/r378/w4cMBmDBhAlFRUVf8oHmJiYl4lSmb54CbJ9d8Q+UBzoftzNNn\n8A3yp054Y7bM/QnjMGRmZNK6T0s+emoZv3y2hQbX18cn4M8xBGqEViN22yFSTqSxfv16EhIS8PHx\noUaNGvTv35+9e/dm3Vfw57XM3iZjDMYYrrvuOgYOHMhzzz3Hm2++SaVKlahduzZ79uxh8uTJOBwO\nfHx8GDt2LAkJCTz11FOkpqZirc0KDjz11FM8//zzfPLJJ2RmZtK2bVvGjBnDiBEjePnll7n77rsB\nqFWrVtbvQURERApAmQgiIpen1NRU5ixcRpmwmQUq7/ANpHyTOzixeRHG2zl1n8/V/flh4W0sW3YL\nALfffjuvvfZa1jY33XRTnnV27twZgPr163PixIlCtd9ay+uvv05MTAwOh4OjR48SFxcHQPXq1Ql1\nvRnfunUrbdu2pXz58gB069aNmJiY84II7kJDQ6lUqRIAjRs3JjY2lhYtWrB+/Xrmzp1LcnIyCQkJ\nNGzY8IoPIgQEBJCZnJRnmQZTX8n62xEQQFpiClf3bcXVfVuRvmc3DoeDkNrBDF84NKtcl0fPvT5r\npn/HXwO6MmzYsHzbtG2b8w1GRETEOcu//fbbrL+HDx+eFRBy17179/OWnR3fwF2FChV48cUXz1vu\n7+/PuHHj8m2jiIiI5EJjIoiIXJ5Wr15NYkAjygXXLfA2Ic3vZs8H91C+ifNBK7BGa5LTYePGjbRr\n1+688v7+/nnW5z5ifU5T1DZo0ICvv/46x21XrlzJyZMnWbBgQVaf9tTU1Bz3W9jpb319fbP+9vLy\nIiMjg9TUVF588UXmz59P5cqVmTFjBikpKYWqtzSqUKECQQ4vkvfuwb9e/XzLe1esSKZvEMe3HiKk\ncUVMZka+MxdYa/nju4NcO/raS9VsERERuVxVKB2ZCI4irV1EpBh8teZHMmrknSmQxfUQ7uVfjnKN\nbiZ+6zLAmR7uXbk5s2a9A8CKFSto1apVjlWUKVMma3q8nHdx/oN+u3btSEtLY+nSpVnLdu7cyaZN\nmzh9+jTBwcE4HA42bNhAbGxsjvWGhoayceNG4uPjycjI4PPPP6dNm/PnH84v0JCamooxhvLly5OY\nmMjq1avzLH+l8PLy4r7evTizbFmByhuHg6A7/p+9+47P6XwfOP45T/ZehIiVUFsk9iZq1KhVRYxQ\no1pVSmuVmrXXT2vUrBGEGNXSoqpGVIvYo3aQiBjZO0+e8/sjPF8qkiB5Qlzv1yuvV3LOfd/nOuf7\nfSrnynXfd1f+3XKetKgoHO3sUDSZb9F8+1QIVlrrDBNVQgghhMhnYi8a5isDiqKYKYryj6IoJxVF\nOasoyvhHx8crihKiKMqJR1/vZXUbUokghMh3HkTGYGzplL3GT8wtd/TsTuTZTfr55g6VO3M8aDnd\nunXTL6yY3uXpF8MGDRowcuRIDh48yPDhwzOcr56R2bPTF25ctWoV5ubmuLi48OWXX9KyZUuGDh2K\nj48PFSpUwM0t47+COzk5MWjQIAYMGKCP4/E2fU9eM7M5/QDW1ta0a9eOzp07U6BAAf10CQFdOnXi\n+86d0fr6YuzgmGV7h9ZtuO67HPeqVpR5L/PFEFOTUgmc9zeDun2e5f9GQojcExoaysYtmwgMOkJk\nVJOXbYUAACAASURBVCRXz1zCycERW2tbrK2tcXBwQFGU5+5aIoQQ2ZaHlQiqqiYriuKtqmqCoihG\nwGFFUX57dHquqqpzszu68qKlsHlBURT1TYhTCPF68O3/Bf9oOma6K0N2RJ7bQtdS/zJloswDf5t9\nt3gx3wX+heOs2RhZWWXaVpeURGi/jzC7c4HOizvgVjPjKTWJ0YnsGLGLmi61+Xb8FEkiCJEHYmJi\nGDP5Gw6dOEKxNpUo3qQcpjYWpMYnE3L4Mie+30uJwsXYsiEAZ2fnvA5XiHxPURRUVc23/yAqiqKq\nOy0Nc63WCZk+S0VRLIGDwKdAKyBOVdU52R1fKhGEEPmOk4MtaXejXnmctMQonOxtciAi8Sb7/JNP\niIqJYc2Qz7H8YhiWFStm+NKfePkScf/3f/h4efHhN98wfPxXBBU7RYVOZXCtXAQjEyOi78Zw4ed/\nuf77Tbp36MEXg76QBIIQeSAyMpJu/X0xrleQtpMHY2Ju+tT5QpWLk6bqCD95kw8/8mHDsrWcPHmS\ngIAAtFotHh4ejBgxgjt37jBo0CBWr16NlZUV/fv3Z+DAgVSrVo1hw4bx4MEDUlJS6NatG23btiUt\nLY1JkyZx+fJlVFWlY8eOdO7cOY+eghDC4Ozydk0ERVE0j06WAhaqqnpMUZRWwCBFUXoCx4EvVVWN\nzmx0qUQQQuQ7P//8M19+9yd2Tee99BiqqhKzowerZ31G3bp1czA68SZSVZUtW7fyf6vXcN/CArVV\na0xdXEBRSL17F3bvwiEygkHdu9PdxwdFUdBqtRw4cIB1W/y4FnwNrVaLg4MD7Zq3p2P7jjg5ZXPK\njRAiR6mqiu+Aj4itYkK1z5o9t93xpXsxsTLD2NiYsFVnqFa+CrNnz0aj0TB16lSqV69O8+bN2bp1\nK0FBQbzzzjvcv3+f4cOHAxAbG4uNjQ3Jycn07NmTlStXcvPmTZYuXcr8+fMBiI+PxyqLCich3hZv\nRSXC7typRNh/Oo39Z9L0P0/002ZViWALbAM+B+4DD1RVVRVF+RZwUVU10y2jJIkghMh3kpKSqN6g\nNZpmazG1LfJSYyTePYv9uW84tGcrGo2sQSvS6XQ6/vnnHzb/9huh9x+gqipFCjjRoXlz6tevL/9f\nEeINcObMGfpN+JzWmz/N9DP7OIlQpXsD1nlPwT7RgtKlS6OqKsnJybRq1Yo+ffoAMHDgQO7du8e6\ndeswM0vfKnjx4sUcOnQIgDt37vDDDz/g4uJCr169aNCgAfXq1aN27dq5f8NCvCHeiiTCkWcXwM6V\na9UJyvJZKoryDRD/5FoIiqKUAH5RVdUjs74ynUEIke+Ym5vTvVNrlh/ZjGntwS81RvKlAAb4dpKX\nQvEUjUZDnTp1qFOnTl6HIoR4SWsD1lOik+cL/fe9YC03Uo/cw8/P75lziYmJ3L9/n7S0NBISEjAz\nM+Po0aOcOnWK1atXY2JiQr9+/UhOTsbOzg5/f3/++usvAgIC2LdvH19//XVO3p4QQmRIUZQCQKqq\nqtGKolgAzYDpiqIUVlX17qNmHYFzWY0lSQQhRL7Uq2dX1m/tRXxoPaxcXyzrG3t1L47xx2nf/qtc\nik4IIURe2XvgD1p+OfCF+nj1bsTq5RMJCwvDxcWF6OhokpKSKFSoEPPnz6dt27Y4OTkxZcoUZs+e\nTVxcHHZ2dpiYmHDt2jUuXLgAQFRUFKampjRp0oSiRYsyZcqU3LhFIcTrKj7j7RcNxAVY/WhdBA2w\nUVXVXxVFWaMoiiegA4KBAVkNJEkEIUS+VKRIEVYumEqPT0cRX2d6thMJsdf2YXp2Bn5rF2Jra5vL\nUQohhDCk1NRUkpKTMLd7sXnJBcu5UsjNlc8++wwzMzNMTEwYPXo0t27d4urVq4wcORJFUfjjjz/4\n7bffePfdd9m2bRtdunShRIkSVK5cGYDw8HAmT56MqqooisLgwS9XLSeEeEPZ5ukWj2eBqhkc933R\n0WVNBCFEvnbs2DH6DPqahCLvY1XuA0ztXDNslxxxnYQLG3GMOYTfsnmULVvWwJEKIYTIbTqdjoq1\nq9D1yBg0Ri82XW1L0zns2/Qbjo6OuRSdEG+3t2JNhP0G2uKxceZbPL4qqUQQQuRrNWrUYPe21azb\nEMCaTb2ItqmI6uKNkbkdKippCRFoQvdgk3qLYd074NPVT35BFEKIfEqj0eDm5sbd08EUqeqe7X6R\nwfew0JhiZ2eXi9EJIfI9m7zd4jGnSCWCEOKtkZyczJ49ezhwOIiHUTFoNBoKONjSzLsujRs3xthY\n8qpCCJHf+W/ayMpTW2gwtVO2+/wz51daWFRj0KeDOH/+PEFBQcRER2Nmbk7RokVp0qQJ5ubmuRi1\nEPnfW1GJcMhAlQgNcrcSQZIIQgghhBDirREXF0fjtk1psKwbjqUKZ9k+9m4Ue3yWMcR3IL9s2kTY\nlSsUT0vDXFXRAjvv3sXO3p6BgwfTs3dv9u3bR2JiIv3798+1e2jbti1r166VygiRr7wVSYSTBtri\n0SvrLR5fhfzZTQghhBDiLXT//n0uX75MfHw85ubmlCxZkuLFi+d1WLnO2tqaySPGM3bItzRe2A37\nEgWf2zbuXjR/DlqHg2rBum+/pZqJCc3t7NAo//vd/J8HDzBLTOT4smVs9/fnvU6dcHFxydV7UJR8\n+54lRP6WlKe7M+QYSSIIIYQQQrwlVFUlKCiITetXcOzIXiqWMMLaAhKTFS7eSsW9bHU+7NafRo0a\n5espXi3fa0lySgqT+0+neKcqlO1QHauC/9uRJyk6gUs/B3F93XGsYhXs74TRwtHxqeTBY4qiUNPR\nkRSdjsapqaz+4Qd6PKpCiIqKYtq0aYSHhwMwbNgwKleuTLt27diwYQNWVlYAdOzYkRUrVnDu3DlW\nrFiBVqvFzs6Ob7/9FgcHB6KjoxkzZgwPHjygUqVKPFmh+9VXX3Hv3j1SUlLo2rUr7du3z81HJ4R4\nFdayJoLByHQGIYQQQohXk5yczPixX3H19C66NFRpVdsGKwsj/fnqfS9SroQ5ZpaOpJpXYM53y/Hx\n8cHDw4O5c+dy8OBBgoOD8fXNeDewsLAwhg4dir+//zPnlixZQtWqValRo0au3d/LuH79On6b1rN9\nzw6s3Z0wtTVHG59C1OVwWjRsigUm/L12Le0cHDJMIADMvnSJwe+8w7Lr1+nn5sauu3e5am7O+StX\nmDBhAh9++CFVqlQhPDycQYMGERAQwNy5cylTpgxt2rTh/PnzLFq0iIULFxIXF4e1tTUA27dvJzg4\nmCFDhjB79mwcHBzo27cvhw8fZujQofz+++/Y2dkRGxuLjY0NycnJ9OrVi6VLl8oWxeKN9FZMZzhq\noDURasruDEIIIYQQ4hVotVq+HPIxtsmBrP/aDlOTZ7c3tDRPP7ZosDU//naeDzu0oJDrO/rzDRs2\npGHDhi91/QEDBrxc4LnM3d2dcaPG8uXnQ7lw4QLx8fFYWlpStmxZrKysaFK7Ns0tLZ+bQHjMVKOh\nsp0dxyIjKWRuzo2EBA4ePMjRo0cJDg7WVw4kJiaSlJRE06ZNWb58OW3atGHPnj00b94cgPDwcEaN\nGsWDBw/QarW4uqZvS3zy5ElmzZoFQL169Z5KEmzYsIH9+/fr+9++fZuKFSvm9KMSQuSEfFKJIEkE\nIYQQQoh8bvGC/8M4JpDJn9hjZPT8F+J6la05fDaeT9rZ89PB60Q+sNK/yO7YsYOLFy8yfPhwIiIi\nmDZtGqGhoSiKwqhRoyhQoABpaWlMmTKFM2fO4OzszJw5czA1NWXixIk0aNCAJk2acPjwYebNm4el\npSUeHh6EhoYyb948zp8/z5w5c0hJScHc3Jxx48ZRvHhxduzYwcGDB0lKSiI0NJTGjRvz+eef5+jz\nsbKyeqZKYt++fZjFxOCczb/q13B0ZOWNG3jY2VEEWLt0KaqqsmrVqmemhnh4eBASEkJUVBT79++n\nb9++AMycOZOePXtSv359goKCWLZsWYbXepyUCAoK4tixY6xatQpTU1MGDBhAcnLyC969EMJg8sma\nCM+moYUQQgghRL6RkJDAtoAfGe1jnWkCQVGgeU1bdv8TQ0qqDgcbiI0IJjo6+pm2s2fPplq1aqxf\nvx4/Pz/c3d0BuH37Nl26dGHjxo1YW1uzb9++p/qlpKQwbdo0FixYwJo1a4iMjNQvEujm5sby5cvx\n8/Pj448/ZuHChfp+ly9fZvr06WzYsIE9e/Zw7969nHg0mfp9505KpaVl2e7xhFsLIyPK29pyOjqa\nQubmnDh2jGrVqrFhwwZ928uXL+u/9/b2Zt68ebi5uekrC+Lj4ylYMH2hx507d+rbenl5sWvXLgD+\n+usvYmNj9e1tbW0xNTUlODiYc+fOvdI9CyFymVV5w3zlMkkiCCGEEELkY7t37aKqewqFHE2ybFvK\n1Yywh6ns/ieGhlVsaFxZ5cqlZ/9yduzYMTp16gSkz2N+vECgq6srpUuXBqB8+fLcuXPnqX7BwcG4\nurpSuHD61ootWrTQn4uNjWXkyJF07dqVuXPncv36df25mjVrYmlpiampKe7u7oSFhb3gU3hxEffv\nY52NxSWfTMvUcnQkMS0NI0XB0siIjz76iIsXL+Lj40OXLl3YunWrvm3Tpk357bff9FMZAD7++GNG\njhyJr68vDg4O+uP9+/fnxIkTdO3alf379+ufX506ddBqtXTu3JmFCxdSuXLlV79xIYTIgkxnEEII\nIYTIx377eR2+dYyybvhIQ08b5gfcY8mIElwLTcJv7+Vn2jxvi0ETk/8lKjQaDWnZ+Ev+Yz/88AM1\natRg1qxZhIWF8cknn+TIuC9LY2REdpb1/qpsWf33VsbGDH/086XoaBwcHJg6dWqG/cqXL8/Ro0ef\nOva8dSfs7OxYsGBBhuPMnz8/G1EKIV4LyfljOoMkEYQQQggh8rF74WEUL2SaZbvHG2G1rW+HraWG\nUq5mRMZq0WpTn5lnX6NGDQICAvDx8UGn05GYmJitWEqUKEFoaCh3796lcOHC/P777/pzcXFx+lL+\nX375JZt3l3tcihYlODX1pfompaWRQvrLvxBC6FnIwopCCCGEEOI1l5amxSgbhQiPiwucHUzo/K5j\n+jFAo+GZv/x/+eWXTJkyhe3bt2NsbMyoUaNwcnLKZOz0wc3MzBg1ahSDBg3C0tKSChUq6M/5+voy\nYcIEVqxYQf369bMcK7e937Ejn/v7U0tVX/iaZ2NieLd1a8zMzHIpOiHEGyklf1QiKI9Xd32dKYqi\nvglxCiGEEEK8bnp0bsGI1rfxKP3i+5MnJOloMjyaI0FXc+zlPTExEQsLCwBmzJhB8eLF8fHxyZGx\nc5KqqrRt2pTKd+5Q8tGaD9nttzYmhu83bcLLyysXIxQif1EUBVVVDZMlzAOKoqjqjWqGuZZbUK4+\nS6lEEEIIIYTIxxp4t2XXsbkvlUTY9U8MDRo1y9G//m/bto2dO3eSmppKuXLl6NixY46NnZMURWHA\n0KHMGDKEwubmmGennAP4JzqaIhUr4unpmcsRCiHeOFKJYDhSiSCEEEII8XLu3btH1/b12DHZBkvz\n7G/Mpaoq3abGMHTCOmrWrJmLEb6+VFVl+rff8vuqVbS1scEyi90ajkdHc9XJCf+ff8bZ2dlAUQqR\nP7wVlQi3DFSJUFwqEYQQQgghxEtydnameu2mrNq1h4HtHbLu8Mjvx2JJMSpK9erVczG615uiKIwc\nMwZLKyvWLV5MeZ0OD2trbJ7YLUKnqlyOjeW8qmJWsiTr1qyRBIIQImNSiWA4UokghBBCCPHyHj58\nyEc92tKjbjidm9hn2f7vc3F8s86YBcu2UPaJLQzfZlevXmXDmjX8HBCAvapiDugUhQdaLaUrV8Z3\nwAC8vb0xNc16JwwhxLPeikqEEANVIhTN3UoESSIIIYQQQrwiVVWJjIwkKioKjUaDvb099vZZv6wb\nUmhoKJ9/0h1Pl5v0aGqNu+uzOwfci0xl8/5Yfjpmw8z5q2Vefwbi4+O5ePEisbGxmJmZ4erqSokS\nJfI6LCHeeG9FEuHGi69N81LXckuQJIIkEYQQQgjxOkpKSmLPnj1sCviBkNDL2NubPEooaCn7jhcf\nftgfb29vTJ4of89LMTExrPdbw7aAFZR0iqduuVSszDUkJus4e9OY49dMaNG6Cz169cPV1TWvwxVC\nvEXeiiRCmIEqEVykEkGSCEIIIYR4rpSUFCIiIkhISMDKygpHR0eDvLTv3r2bGTOHU6FSMu07mVCz\ntjUaTfrvbA1rnaV6TWt0afbcvmlNndptcHV1pX///jly7bCwMNq2bUvfvn355JNPAIiOjqZFixZ8\n8MEHDB8+PNP+qamp7N+/n4vnzxIXG4GFpQ1370VQq1at13a3BCFE/iZJhBy8Vi4nEWRhRSGEEEK8\nka5du8aGgHX8sns7xhYKppYmpCSkoktW6NC6E107+VC8ePFcufbGjetZtXoccxZY804Zx2fOm5oq\n3AlNYcmPNty4lsyAj36gWdOuORqDq6srgYGB+iTC3r17KV26dLb6mpiY0KxZM5o1a5ajMQkhhMiE\nNn8srChJBCGEEEK8USIjIxn5zVecvXaKKh2K029jU+ycrQEYXeMHyjUowRWzI3Tu50+1irW5cOpf\nvLy8mDt37itfOygoiOnTpxMbd4oFy+wo7JLxInpGRgrvt3ckYMMD+n1SGJ+eZvit8uf06Y8oUaIE\n06ZN4/jx40RHR7Ny5Uo8PDzo2rUrK1aswMrKiqZNmzJs2DBatWrF+PHjad269TPbLJqbm+Pm5sa/\n//5LuXLl2LNnD02bNuX+/fsAREVFMW3aNMLDwwEYNmwYHh4ezJkzBzs7O/r168eRI0dYtWoVS5Ys\nYenSpVhZWdG9e3dCQkKYNm0akZGRGBkZMX36dFxdXZk/fz5HjhxBURT69OkjSQghhHgR5uUNdKGg\nXB1dkghCCCGEeGOEh4fTa0APije3YvD/vY+RsdFT500tTIi5F0/36VXw7l+FtUN/58r1m5Qvn/1f\n3NLS0jAyMsrwnE6n4+TJI6xc5/DcBAKAokCHTo707nYVn54FKexignfTZBYunIKzcxm6detGgwYN\nOHr0KJMnTyYgIABPT09Onz5NoUKFKFq0KKdOnaJVq1acPXuWr7/+OsPrNG/enN27d+Pg4ICxsTEF\nCxbUJxFmz55Nt27dqFKlCuHh4QwaNIiAgAAGDRpEr1698PLyYs6cOXz33XfPjDt27Fj69OlDw4YN\nSU1NRafTsW/fPq5cuYK/vz8RERH4+vpStWpVnJycsv1shRDirSaVCEIIIYQQhhMfH8/Hn/flnY72\nNPD1eG67svWK82/gLSo1ccfKyZTSjQux78AfJCcnc/XqVebMmUNKSgrm5uaMGzeO4sWLs2PHDv78\n808SEhLQ6XS4uLjg7e1No0aNAPjmm29o1qwZN27cQGMUj1e1olw8n8B388JITVExM1cYNbYoxYqb\n8duOSIJvJDP+69uEhiTz+YDrNG9pT7nylvy4LJCQ2/vYsGED1tbWaDQaXF1dSUpKwtPTk6CgIFxc\nXOjYsSM//fQT9+/fx9bWFjOzZ3dSAKhbty6LFy/G0dGRZs2a8eQaUkePHiU4OFh/LDExkaSkJMzN\nzfn666/5+OOP+fLLLylSpMhTYyYkJPDgwQMaNmwIoF9f4vTp07Ro0QIAR0dHqlWrxoULF2jQoMFL\n/i8qhBBvGTOpRBBCCCGEMBj/Tf6Ylk6ifs+az22jKODRvDR/LD1OufrFuXstkjbD6rCs3w5+2fEL\nrVq2Yvny5Wg0Go4ePcrChQuZMWMGAJcuXcLf3x9ra2tOnDjB+vXradSoEfHx8Zw9e5aJEyeybNl8\nSr2TvgBYCTczFi51R6NROH40jqWL7jJ5evpWf4mJOiZOLUZCgo6aHqfxqmaFokCqNho7O2cuXLjA\nZ599RtmyZfWLIHp5eREQEEB4eDgDBw5k//79/PHHH3h5eT33fo2MjChfvjzr1q0jICCAAwcO6M+p\nqsqqVaswNn72172rV69ib2+vr1r4L1nQWuh0OjQaTV6HIUS+oqZJJYIQQgghhEHodDrWb1lD61lV\nUJTMF5wuXMqRyLBYTu++Srn6xQEFl/KO+AWson69+owfP57bt28D6VMXHqtVqxbW1ulrK1StWpWZ\nM2cSHR3NH3/8QZMmTdBoNFy+cpZKVdKnMcTFpjFlQgihISmPxvrfi7e1tRGWlulfZctZsGN7JNVr\nWlOvvjWHDyls2rSJZs2acevWLS5fvkyZMmUoVKgQUVFRaLVaihQpgqenJ35+fowYMSLT++3evTvV\nqlXDxsbmqeO1a9dmw4YN9OzZE0B/nbCwMNavX8+6desYMmQIjRo1omLFivp+lpaWFCpUiAMHDtCo\nUSP9dAZPT0+2bdtG69atiY6O5uTJkwwZMiTT2MSbIyUlhb1797Jm81r+vXyJpKQkzMzMKPNOGXw/\n6EHz5s2fWxEjhMgmE6lEEEIIIYQwiMDAQIyd0ihavmC22pdvWJJf5/9N/yVtSYhKwq6QNVG37jNx\n4kS8vb2ZNWsWYWFh+p0NIH2hwie1atWKnTt3smfPHiZMmABAQnwipqbpSYwVS+5RrYY1U2Y6cTcs\nhSEDb+j7PvkH3LLlLDj2TxwKYGqmoWgxBy5evMiBAweIi4sjLS2NUaNGAVCpUiV9FYCnpycLFy7E\n09Mz03t1d3fH3d39meNfffUVM2bMwMfHB51Oh5eXF6NGjeLbb7/liy++wMnJibFjxzJx4kTWrFnz\nVN+JEycydepUfvjhB0xMTJg+fTre3t6cPXuWbt26oSgKQ4YMwdHx2Z0pxJtn609bmblwNrblHSnd\nuzJdqjfGxMKU1MQU5lWbwJnr57CfP5XhA78kKSGJxMTEHNmuNCUlhW7dujFjxgxKlSoFwJo1awgN\nDWX06NHZGiMkJISRI0eybt26V45HiNym6qQSQQghhBDCIA4c/pOyLVyybPe4Cr9627JY2ppRuJQj\n14PuoChQtkVhLm+6ROfOnQH45ZdfMh2rTZs29OrViwIFClCyZEkAjI2N0elSAYiLS6NAgfRfpX7d\nEflU374DCum/NzfXsHBZKYqVMKWXzxVsrU2ZNGkSn376KWXKlNFPZ4D0l/fHPDw8+OeffzKMzcXF\nBX9//wxjbtOmDQB2dnZMnTr1mTYLFy7Uf1+uXDk2bNgAwMcff6w/XqxYMRYvXvxM38GDBzN48OAM\nYxJvph+WL+HHX9fy7pL2OLk7P3XO1NIMK0drTBzNqD+pFbMn/h9lbUtRv279HLm2qakpX331FdOn\nT2fZsmXcu3ePbdu24efnl63+jyuJsqpOEuJ1ocsnlQgy0UkIIYQQr73ImAhsClhm2e7xu4SdszV1\nOld66py1kwXlKpRhwYIF9OjRA51Ol+lYjo6OuLm58f777+uPOTg6EBuT/uLSrWdBliwKp5/vVdTM\nhnoUk5OTCY2b2HLu7G369euXYfWAEIa0/ZefWbljNW2Wd30mgfCYYqShUoeqBB++QpsV3Qg8e4Sg\nk+kvKFFRUYwcOZLevXvTu3dvzpw5A0DXrl2Jj48HoGnTpvz6668AjB8/nqNHjz41fu3atSlYsCA7\nd+5k3rx5DBgwACsrK1RVZd68eXTt2hUfHx/27dsHpC8YOmDAAIYOHYqPj89TY92+fZsePXpw6dKl\nnHtIQuQgVb1okK/cJpUIQgghhHgjZGexvwkH+j5zzL1aEdyrFeHvzecpVLgQC7/7QX/u8XSGJ/+C\n/1hSUhK3b9/W70gA0KP7QG7cnglAxcqWrAsooz/3uPqgZRsHWrZx0B+fPqek/vt7dy357rs5z1xL\nCEPTarXMWjgb7/nvY+lo/dx2iqJQ5cMa+HX9gWq+9ajgU5XfV+wlNTX1uduIvuh2pcOGDaNXr14U\nL16c9957D4C9e/cSHByMv78/Dx8+pFevXlStWhWAf//9l4CAAJydnQkJCQEgODiYsWPHMmnSJEnQ\nideWmk8qESSJIIQQQojXnqOdE+EPQl9pjLiHibjZOWWr7dGjR5k8eTI9evTAyspKf7x9+4506DiT\nTwdrsbV9sV+jQkOSuXTRjHmzm71QPyFyw4EDBzAtboFz2aynCZlamlGhTRVO+f+DTSFbTAqa8+ef\nfz53G9EX3a60QIECVK9eXb+tKMCpU6f0CTwnJyc8PT25cOECxsbGVK5cGWfn/1VOPHjwgOHDhzN7\n9mxKlCjxqo9GiFyjkzURhBBCCCEMo0nDpoxftIv63Txeav6zTqfj311hfD7JO1vta9asmeGaCY6O\njjRq2JZli7YzbKRTtmPR6VQWzY+hfbuBssK9eC2s3bKO0p0qZ7u9Z9darO+xlArve1KouitrNvs9\ndxvRl9muVKPRZPp5erISycLC4qlzNjY2ODs7c/r0aUkiiNeaalwx60Y54liuji5rIgghhBDitVe7\ndm2IMSfkwv2X6n/1aCgFLV2oVKlS1o2zMGLEBM6fcWfl0ohsTbHQ6VTmznhIQmx1BgwY9MrXFyIn\nXLl+hSKexbNs9/j/4+a2FpRpVpHz209iX8yRqzeu6rcRfezy5csA+u1Kb9++/dR2pZklEf7Ly8uL\nPXv2oKoqDx8+5MyZM1SoUCHDtmZmZsyZM4ft27ezd+/ebF9DCPFypBJBCCGEEK89jUZD906+/Lx6\nDV1mFHyhagSdTsffa/6l74dDc2QVd2traxYvWs/gIb0Jvn6R7r2tKVfe4pl2qqpy+mQCa1YmYEQd\n5s1bjKmp6StfX4ickJiQiImFSZbtnvzMVO1em9ObjmJsakJCfMJztxGFF9+u9L+fzXfffZdz587h\n4+ODoigMGzYMe3v75/Y3Nzdn3rx5DBo0CEtLS+rWrZvlvQlhaGkGWPTQEJTsZNDzmqIo6psQpxBC\nCCFyT0JCAj37dcO5iQbvftn7i6aqquz+v2Noz9uyfNGPOfoSn5CQwMaNG9iydRn2DpG820KHxb0E\nywAAIABJREFUo6Mxqgr37mnZ86uCqivCh50G8MEHnTAxyfqFTQhDadCqEU1WdsS2sN0L941/EMtv\n3fw5sudwLkQm3laKoqCqar7dr1NRFDVWW9sg17Ix/jtXn6UkEYQQQgjxxrh//z4ffeqLcz1jmn5W\nFWPT5xdVpiSm8tucYyRfNGfl4tXY2trmSkw6nY7Dhw9z8OAeYmLuo9EYYW9fiHffbUW1atVkD3vx\nWvp02GckNzamYtvsTzF47MLO02h2J7DsuyW5EJl4W70NSYRo7fOraXKSnXGUJBEkiSCEEEKIx2Ji\nYvh6wkiOnf2bSu8Xo8YHZXF0/V+C4P7NKI5tvsT5nSE0rt2EiWO/xdLSMg8jFuL189dffzFy0Vja\nre35womun3v7MbnPuKd2UxDiVb0VSQTVMNNs7JS/JIkgSQQhhBBC/NetW7fYtGUjW37ZhJYUzK1M\nSYpPwdzYkg/bdaVThw8pUqRIXocpxGtJp9PRrH1zPCbUp2jVktnud+fMbYK+/pN9P+9Fo5E12kXO\neRuSCBFq9rYZflWOykNJIkgSQQghhBDPo9PpiImJIT4+Hmtra2xsbOTlRohsOHjwIMOmjaDlss7Y\nF3XMsn30nUh+67eR6V9N4d0m7xogQvE2eRuSCJFqA4Ncy0E5JEkESSIIIYQQQgiR87Zs28K0JTOp\nN6kFxWq4ZTi1QVVVQoKCCfxmFyP6fknnTp3zIFKR370NSYT7qrNBrlVQuSdJBEkiCCGEEEKI/Eyn\n03H58mUiIiJQVRUHBwfKlStnkKqaQ4cOMWX+NGI08bzzYSWK1nDDxNKU1IQUQoOCuRJwDqsUc8YM\nGU2jRo1yPR7xdno7kgiG+fwUVA5IEkGSCEIIIYQQIj+KiYnh5x2/8OPmDUSQjKVrAVDgzIbdeNWp\nSYd3W3DowCG2bt1KUFAQfn5+zJs3j4MHDxIcHIyvr+8LX/PBgwfMnj2b6dOn64+pqpo+/uZ1nL98\ngfj4eKysrChfuhw9OnWnRo0astOIyFVvQxIhTHUxyLVclDBJIkgSQQghhBBC5DcnTpzgk1FDMalV\niqIfNsSxcin9i/pPjQbRcPGXXP9xN1fX7GbHtu2YmZmxbt065s6dm8eRC5Hz3oYkQrjaxCDXKqTs\ny9Vn+fzNlYUQQgghhBC5IigoiL6jhlBqii+FalbIsI1jBTfMhnXi7tkrfDJhBIM799af27FjBxcv\nXmT48OFMnDgRKysrLl68yMOHDxk8eDBNmqS/rMyfP58jR46gKAp9+vShWbNmhIWFMXToUPz9/bl+\n/TqTJk1Cq9Wi0+mYOXMmRYsWNcQjEEK8oSSJIIQQQgghhAFFRkbyyehhlJ7aC+ca5bNsb2ZvTfmx\nvZjVZx6NvWpm2Obhw4esWLGCGzduMGzYMJo0acK+ffu4cuUK/v7+RERE4OvrS9WqVZ/qt2XLFnx8\nfGjRogVpaWmkpaXlyD0KIZ6VypW8DiFHSBJBCCGEEEIIA/rp558wq182WwmEx5wquWNVrwyXz2T8\nEtK4cWMA3NzciIyMBOD06dO0aNECAEdHR6pVq8aFCxcoXbq0vp+HhwcrV64kPDwcb29vihUr9pJ3\nJYTIihHlDHSl27k6uiQRhBBCCCGEMBCdTsePWzZSdHr3F+5b+N2qnNj6PSkpKc+cMzEx0X//ImuJ\ntWjRgkqVKhEYGMiQIUMYM2YM1apVe+HYhBBZS+FyXoeQIySJIIQQQgghhIGcPXuWeCsNjhXcMm+Y\nQR7AyqUAiq0Fx44dy7zroySCp6cn27Zto3Xr1kRHR3Py5EmGDBlCcnKyvm1oaCiurq506dKFu3fv\ncuXKFUkiCJFLDFeJcDNXR5ckghBCCCGEEAby8OFDLIoWyLrhc9ZVN7I25+HDh2g0mv81/c/Wi49/\n9vb25ty5c3Tr1g1FURgyZAiOjo6EhYXp2+7du5dff/0VY2NjChQoQJ8+fV78poQQ2ZKST9ZEkC0e\nhRDCwBISEti9ezfXLl8mITYWG3t7KlSujLe3N6ampnkdnhBCiFz0+++/M/F3Pzxm9n+p/ucmrWFo\n5ZZ06NAhhyMTIm+9DVs83lJbGuRaxZXfZItHIYTID0JCQlizYgU7Nm6kRGoqxbRazDQa7uh0HDIx\nYbhOR3RKCj//8gtVqlR5aguuF9WwYUMOHjyYC3chhBDiVTg4OJByL+ql+2vvx2Bvb5+DEQkhDCWZ\nq3kdQo6QJIIQQhjA8ePHGfrRR1RNSOALa2vsLS2fOt8M+P7mTa4kJ9O1Qwd27t2LhYXFS1/vv6Wt\nQgghXg8eHh6od6KIvXkXmxKFX6hvwr1IEs7fptaMWrkUnRAiNxlT1kBXyt1pE5JEEEKIXHb27FmG\n9OyJD1DGwSHDNsk6HfdSUhhbsiTTb9yg74cfMnf5cv35sLAwxo0bR1JSEgAjRoygcuXKPHz4kNGj\nR5OQkIBWq2X06NFUqVJFv6hWVFQUw4YNo1+/fnh5efHll18SGxuLVqvl008/pWHDhrl+/0IIIf7H\n1NSUHu06sXXLQSoO6/xCfW/9dIhO77XB8j+JaCHEm0EqEV6AoigrgDZAuKqqHo+OOQAbgRJAMNBZ\nVdVoQ8QjhBCGotVq+aJfPzrqdJSxsXluuzOxsZS3tsbZ1JRiZmYUu3+fb8eMwcTWFkjf33vRokWY\nmJhw+/ZtxowZw5o1a9i1axd16tTho48+QlVVfZJBURQiIiIYNmwYn332GTVq1ECn0zF79mwsLS2J\njo6md+/ekkQQQog80LljJ1b26ER0u3rYlXLNVp+4kHs83HyEbj+szuXohBC5xXCVCP/m6uiGqkT4\nEfgeWPPEsVHAXlVVZyqKMhIY/eiYEELkG/v378cmMpLKj5IBzxMUE0NjR0cAvGxteZiaSsiFCxSo\nWBFIT0bMnDmTS5cuYWRkxK1btwCoUKECkydPRqvV0qhRI8qUKQNAamoqAwcOZOTIkXh5eQHpW34t\nXLiQEydOoNFouH//PhERETg+uq4QQgjDcHFxYdrwsYwaPB2P7z/D1r1Ipu3jQu5xetBCxg4Ygru7\nu4GiFELktGSu5XUIOcIgSQRVVQMVRSnxn8PtgEaPvl8N7EeSCEKIfGbd0qVkNXM1Pi2Ny/HxhD3a\nt1tH+s5ennZ2/BUcnD7OunU4OTnh7+9PWloa9erVA8DLy4tly5YRGBjIxIkT6d69O61atcLIyIjy\n5ctz5MgRfRLht99+IyoqinXr1qHRaGjbti0pKSm5c+NCCCEy1eq9luh0OsYMmIbTh3Up3r4Bls5P\nT3lLiojh5k+HuO9/iLEfD+HDDzrlUbRCiJxgwjsGutK5XB09L9dEcFZVNRxAVdW7iqI452EsQgiR\n42JiYjgXFMSHWayifTImhpp2dnR1cdEfm3/zJm5mZmwJCQEgPj6eQoUKAbBz5050Oh0Ad+/exdnZ\nmXbt2pGcnMylS5do1aoViqIwbtw4Ro4cyZo1a/D19SUuLg4HBwc0Gg3Hjx9/ap9wIYQQhtemVWsq\nlCuPX4A/W7tOx9KjBCZFHFEBbXgU8Seu0/bdFvRcsFJfaSaEEHntdVpYUc3rAIQQIidFRUVha2yM\ncRY7JZyIiaGZk9NTxzxtbPg7KgqtVktaWhqdOnVixIgR7Ny5kzp16ugX1QoKCmLt2rUYGxtjaWnJ\npEmTgPQ1ERRFYcqUKXz55ZdYWVnRsmVLhg4dio+PDxUqVMDNze2l7+3JLSQPHz7MvHnzWLhwoT7R\nkV1xcXHs2rWLTp1e7q9rO3bs4OLFiwwfPvyl+gshRF5zd3dn3Miv+erzLwgMDCQiIgJVVXGs4kjd\nCXWxyWQ9HSHEmyWJ63kdQo7IyyRCuKIohVRVDVcUpTBwL7PGEyZM0H/fuHFjGjdunLvRCSGEgQwu\n8d/ZXtDI0ZEGDg7cePgQgGLFirFhwwb9+UGDBgHQunVrWrdu/Uz/AwcOAGBiYsJ3332nP75y5cpX\nilVVVVRV1W8hefToUebMmcOCBQteOIEA6dUamzdvfukkghBC5BeWlpY0b948r8MQwmD279/P/v37\n8zoMgzLcdIbTuTq6IZMIyqOvx34GegMzgF7A9sw6P5lEEEKIN4G9vT0xWi1aVc2yGiEj0Vot1tbW\nGBkZ5UJ02afVatmzZw9LV2/m9Nn0OXaRd28wbdoM/vorkIULF1KkSPqiYFFRUUybNo3w8HAAhg0b\nhoeHB0uXLiU8PJyQkBDCw8Pp1q0bnTt3ZuHChYSEhNCjRw9q1apF3bp18fPzY968eQDMmjWLChUq\n0Lp1a86fP8/cuXNJTEzE1NSUxYsXPxVnYGAgP/74I1OnTuXjjz9m69atGBkZER8fT7du3fQ/CyGE\nECLv/fcPwxMnTsy7YAxEKhFegKIo64HGgJOiKLeA8cB0IEBRlD7ATeDFNsoVQojXnK2tLZWqV+f0\nyZNUy2J3howcjYujhY9PLkSWfQkJCfQbOIyjN9IwKt8LR9+6oGi4O8+TybMX4eVREQsLC3372bNn\n061bN6pUqUJ4eDiDBg0iICAAgJs3b7JkyRLi4uL44IMP+OCDDxg0aBDXrl3Dz88PSJ+eoWSQcNFq\ntYwZM4bp06dTrlw5EhISMDU11Z/fv38/69ev57vvvsPKyorq1atz+PBhGjZsyJ49e2jSpIkkEIQQ\nQgiRp0wobaArncjV0Q21O0O355xqaojrCyFEXunevz8LBg6k2gv2S1NVjioKK3x9cyWu7Br+9UT+\nue+CfatvUDQa/XEjCzus3mnKvxEh9PlkGNsDVqPRaDh69CjBwcGoavoyN4mJiSQlJQFQr149jIyM\nsLOzw9HRkYiIiGzHcfPmTQoUKEC5cuUA9GtCABw7doyLFy+yYMEC/fG2bduydu1aGjZsyC+//MLY\nsWNf+VkIIYQQQryKRG7k2bUVRTEDDgKmpOcBNquqOlFRFAdgI1ACCAY6q6oandlYr9PCikIIke80\nbtyYaQ4OnI2KovILLI51MDqaklWq5Olq3Ddv3mT3wRPYfbjzqQQCgKIY4dpqOre2fsLRMxf5559/\nqFOnDqqqsmrVKoyNn/3n5cnKAY1GQ1pa2jNtjI2N9TtPACQ/2vYyM0WLFuXOnTvcvHmT8uXLA1Cl\nShVmzpxJUFAQOp1O9lUXQgghRJ4zM1glwrFnjqiqmqwoireqqgmKohgBhxVF+Q34ANirqupMRVFG\nAqOBUZmNrsnspBBCiFdjbGzM/BUr2KrRcDk+Plt9jsXE8LedHTO+/z6Xo8vctu07UEu+j8bYNIOz\nKhpjM4q1nU98qjHfTpsDQO3atZ9aAPLy5cuZXsPS0pKEhAT9z4ULF+bGjRtotVpiY2M5diz9H8ES\nJUrw4MEDLl68CKRPs3ichHBxcWHGjBmMHz+e69f/N9ewVatWjB07lrZt277U/QshhBBC5KQEbhjk\n63lUVX38S5cZ6QUFKtAOWP3o+GqgfVb3IZUIQgiRyypVqsT8tWsZ+tFHeEVEUN/GBnsTk2fa3U1O\n5lB8PMHOzqxYv16/WGFeuRkSjmJX8zln09ctMDK3pUjziQTt7MOhQ4f46quvmDFjBj4+Puh0Ory8\nvBg16vnJbDs7O6pUqULXrl2pV68en3/+OU2bNqVLly4UKVJEP33B2NiYadOmMXPmTJKTkzE3N2fR\nokX6cUqUKMHkyZMZPXo0c+fOxdXVlffee4/FixfTokWLHHsmQgghhBAvy3CVCH9neFRRFA0QBJQC\nFqqqeuzxjokAqqreVRTFOavRlcfzVl9niqKob0KcQgiRmZCQENauXMkv/v6USE2lqFaLuUZDYloa\n101MeGBlReePPqJbz544Ojrmdbh8M3Eq6y674+jZNdN2cTcCqRK/no2rF2XaztD++OMPDh48+Fas\n9iyEEEK86RRFQVXVF9/O6g2hKIp6WK2XK2Of2B/Nyf3/W8Zg5cTbmT5LRVFsgW3AYOCQqqqOT5x7\nqKqqU2bXkySCEEIYWEJCArt37+b61avER0dj6+hI+YoV8fb2fmrdgLx28OBB+n3zI7Ztfsy0XfSf\n3zC+W3l69HjeGrqGN2vWLI4cOcL8+fMpVqxYXocjhBBCiCy8DUmEINUwC2ZXU9Zk+SwVRfkGSAD6\nAY1VVQ1XFKUw8KeqquUz7fsmvJxLEkEIIQxPp9NRv2k7IsqNxNqtfoZtku5fRrfvE/7e9xO2L7GN\npRBCCCEESBIhJ2WURFAUpQCQqqpqtKIoFsBuYDrQCIhQVXXGo4UVHVRVzXRhRVkTQQghRIY0Gg0/\n/N8UuvYdRlTiEOzKtkQxSv9nQ9XpiLt5GN0/37Jo+teSQBBCCCGEyEICwXl5eRdg9aN1ETTARlVV\nf1UU5W9gk6IofYCbQOesBpJKBCGEEJm6ePEi46bM4+S/t9AUroWqGMH9k7gXsmD8yEHUrVs3r0MU\nQgghxBvubahEOKZ+ZJBr1VB+zNVnKUkEIYQQ2XL9+nXOnTuHTqejdOnSVKxYEUXJt//WCyGEEMKA\n3oYkwp+qt0Gu5a38mavPUqYzCCGEyBZ3d3fc3d3zOgwhhBDipaSkpHD48GHCwsJISUnB2tqaypUr\nU7Zs2bwOTbwlzDHU71F/5urokkQQQgghhBBC5Ft3795ly0Z/tq9dhbsugVLGaZipOkIx4scEcC5T\ngQ/7f0LTpk1fq12SRP4Tz828DiFHSBJBCCGEEOIVpKam8ueff7Jlx0bu3A1Fo1H4e38QrVq2ZsWK\nFWg0GtLS0mjRogUeHh7MnTuXgwcPEhwcjK+vYVbqfmzr1q2Ym5vTqlUrg15XiLwSGBjIhM8G0Mos\niWUulpSwenoh4PtJqQw7eZjPfPahsXekWctWjBkz5rnbAzds2JCDBw/y4MEDZs+ezfTp0wEYM2YM\nN27c4P3338fHx+eVYv7v2CL/sDBYJULukiSCEEIIIcRLOnDgAOOmjsKupDFVPyiGp5s7qqpyssNx\ndh/YQfO23sya/H8kJiZSuHBhfb+GDRvSsGFDg8aalpZGx44dDXpNIfJSYGAgkwb0YV4xEyrbO2TY\nZuSZUDoWtWdNLXsWB0ez4/xZbt269dwkwuO1gAoUKKB/yX/48CEXLlxg27Zt2Y4tLS0NIyOjDM89\nObbIX+K4ldch5AhJIgghhBBCvIRdu3cxad5ousyqTkmPQk+ds3GyoIFPRdK0Oj4b0ZcKJarSvHlz\nTp06BcCOHTu4ePEiw4cPZ+/evSxfvhwjIyOsra1ZsmQJ169fZ9KkSWi1WnQ6HTNnzqRo0aKsW7eO\nX375BYB27drh4+NDWFgYQ4cOxd/fHwA/Pz8SExPp378/AwYMoGzZspw+fZoWLVoQFxeHlZUV3bt3\nN+zDEsLAwsLCmPDZgEcJBIsM2xyPiMdEUehQND3BMNDNnsTr4WxcuYx169YRGxuLVqvl008/fSbp\n9+TnbtCgQdy/f58ePXowfPhwLCwsmDZtGsnJyRQtWpRx48ZhbW39zOfxypUrWFlZcfHiRR4+fMjg\nwYNp0qTJU2OHhYUxbtw4kpKSABgxYgSVK1fO3Ycnco0lbnkdQo6QJIIQQgghxAu6ffs2E2d9Ta8l\ndXEp9exfOBVFwbO5O3uWnqT9tx7MareNnj176pMIT1q+fDkLFiygQIECxMfHA7BlyxZ8fHxo0aIF\naWlppKWl8e+//7Jjxw5Wr16NTqejd+/eVKtWDRsbm0xj1Wq1rF69GoClS5fmwN0L8frb4r+BVmZJ\nz61AALgWl0w5W/Onjn1ewpbWfx3i+207KVeuHNHR0fTu3TvTyqG5c+cydOhQ/Pz8APDx8WHkyJF4\nenqyZMkSli1bxtChQ4GnP48TJ07k4cOHrFixghs3bjBs2DCaNGny1NiOjo4sWrQIExMTbt++zZgx\nY1izZs1LPROR92KlEkEIIcTr5t9//+X3P/ZxLzIaCzNTKrxTCnNzc7755hs2b95MiRIlnunz379i\nCiGytnHzBqq0d8kwgfCYSykHIsPiiL6XgFvVguw/uD/Ddp6enowfP55mzZrh7Z2+/ZeHhwcrV64k\nPDwcb29vihUrxqlTp/D29sbMzAwAb29vTp06RYMGDTKNtVmzZi93k0K8oVJSUvjZbw3Li1i9cF9T\nIw1tbVSGDxuKtZ09Go2G+/fvExERgaOjY5b94+PjiYuLw9PTE4A2bdowatQo/fn/fh4bN24MgJub\nG5GRkc+Mp9VqmTlzJpcuXcLIyIhbt/LHS+jbypKSeR1CjpAkghBC5AN//fUX0xcu5cKd+6TVaoXG\noTS65BSMfwok8o8A3Iq48PPPP/P5558/1S8tLS2PIhbizZWcnMzWHZvov7Zelm0rNizGjvnHaDus\nFrtm7qC2V/1n2owaNYrz588TGBhIz5498fPzo0WLFlSqVInAwEC++OILRo8eDYCqqs/0NzIyQqfT\n6X9OSUl56ryFRcal3ELkV4GBgZRWEylulXmVjruVGX+Exz5z3E5RORt0nKuhYRgbG9O2bdtnPlcv\n67+fRxMTE/33GX2+161bh5OTE/7+/qSlpVGvXtb/3RGvL6lEEEII8VoI2LKV0d8vw6jbSOyqNkTR\naPTndEkdCb94ivCyVZgyYxY9e/bk2rVr/PDDD9ja2nLz5k2+//57ffvQ0FBGjhzJmDFjsLe3z3Ae\nZlBQEEuXLsXe3p5r165RoUIFJk2aBMD3339PYGAgRkZG1K5dm8GDB3Po0CFWrFiBVqvFzs6Ob7/9\nFgcHB06cOMGcOXP0i1QtW7ZMXnbEGyEkJAQLByMcizz/BeXxy0CNtmWwsDWjWstSbB57nNTU1Gfa\nhoaGUrFiRSpWrMiRI0cIDw8nNjYWV1dXunTpwt27d7l69SpeXl5MnDiR3r17o9Pp2L9/P5MnT8bJ\nyYnIyEhiYmIwNzfn0KFD1K1bN9fuX4jX3Z07dyhtrM2yXQ0nKxZdvc9PIVG0L2oPwNXYJJJ1OjSq\njoSEBC5fvkxYWJi+T0Yv+k+ysrLC1taW06dPU6VKFXbu3EnVqlWzFXdGY8fHx1OoUPqaKzt37nwq\nYSjePFKJIIQQIs8dPnyY0d8vw3LUckydXZ85H3viADbVGlOw7xiunPqLzr36MmXsKC5dusSmTZso\nXLiw/pejmzdvMmbMGCZOnEipUqVITk5+7jzMy5cvExAQgJOTE3379uX06dOULFmSAwcOsHnzZgD9\n3G4vLy9WrVoFwPbt21mzZg1DhgzBz8+PkSNH4uHhQVJSkuzNLd4YycnJmJhn/ivU4+SYvbMV9TtX\nAMDEzAit9tkXm/nz5+tLlGvVqsU777zD6tWr+fXXXzE2NqZAgQL06dMHGxsb2rRpQ69evQDo0KED\n77zzDgD9+/fH19eXQoUK4eb2v4W7HschxNskJSUFMzV7lXazPYsy+1I4q4IfYK7R4GJhwselCpB8\nJZLevXvj5eX1wp+pCRMmMHXqVJKTk3F1dWX8+PEZ9s3qZ4BOnToxYsQIdu7cSZ06dSTZLl4LSlbZ\ntNeBoijqmxCnEEIYkqqqtOrak+vNB2DjlfGc6NtzhuLYwgerSjV5uGsDcRvmMv2LTzh+/DiLFy8G\n0tdE6N27N7a2tsyaNYuSJUsC6UmA/87DPHToEEFBQfz4448sWLAAgOnTp+Pp6UmzZs3w9fWlXLly\n1K9fnwYNGmBsbMy1a9eYN28eDx48QKvV4urqyvz581m9ejV//vknLVu2xNvbG2dnZ4M8NyFeVWho\nKJ37vc/wX1tm+yU9NSWNKY1/5si+IMzNzbPuIIR4aZs2beL67K8Z5W7/Uv1VVaXeyQj2nbkon1cD\nUhQFVVXzbeZTURR1m9rBINfqoGzL1WcplQhCCPGGunDhAlcexmBXJeP5kWlxMcSfP0ZyyDVQFEhL\nI1Wn8NOuvbxTzOWpttbW1hQuXJiTJ0/qkwiZzcN8smrAyMhIv9/16tWrOXr0KH/88QebNm1i8eLF\nzJw5k549e1K/fn2CgoJYtmwZAL169aJ+/focPnyYvn37smDBggwXfhTidVOkSBGc7Ytw5dgdytR8\ntgIoI6d/v06t6nXkhUQIA6hUqRJ+CQo6VUXzEtU4xyMSKObmrl/EVIicYi3TGYQQQuSl3/bsJa12\nm6fWQHhSzNG92NVvjUuf0fpjwZP68ffx/ZQs3PKptiYmJsyePZvPPvsMKysrmjdv/sLzMJOSkkhM\nTKRu3bp4eHjQvn17IL2ioWDBgvpxHgsNDaVUqVKUKlWK8+fPc/PmTUkiiDeC8v/s3XdYFNfXwPHv\n7MLSuyKKDVHsAmLBKBZeW+yxAtZExZaoaGwhasQYe40Vu6KSaGIv0WiIGjuKGruoiIJIUaTDsvP+\ngW70BygmICr38zx5srtz78yZocicufdcSaJXt8/ZEvhjnpIIGo3M2Z/u882Ame8gOkEQqlWrhnkF\nB07GhNKwuPFb998ap6bb+MFiOpCQ7+IJL+wQ8oVIIgiCIHygHsU9QWlll+v2Z6cOYdW+7yufmbq2\nIPrE3hyLu+np6bFgwQK+/PJLDAwM3noeZlJSEqNHjyYtLQ2AUaNGAeDt7c24ceMwNTWlbt26RERE\nALB582aCg4NRKBRUqFBBFIJ7jzx48IDHjx8zffp0hgwZ8sq65Vu2bOHWrVskJyczY8aMt9rvtGnT\n6Nmzp3a0S05+/fVX9PX1adOmzb8N/51o82kb1m9ZxbHNV3HzqpZrO1mW2f/jeYrplKNRo+wrMwiC\nUDC6DhjE5kmj+KSY/FbJgIiUdM5l6PJd27YFGJ1QVBnzcTwsETURBEEQPlDfTv2BLfqVsfi/Lm/V\nL35kS05t34KVlVUBRSZ8iDQaDb/99hsrfvqZv8MfoluqDM/uhpIWHka/Pr0Z0NOLKlWq8PnnnzNi\nxAjtGugvezGtpaiIiIhgwLC+lGgg0bh3VSxLvrpaQ9S9p/yx6grqu+asXLIWc/N/Nz9bEIS3l56e\nTv/uXXCLuoZ3ubz97CVkZDLwxjPaj5lEz75939xByFdFoSbCz3KPd3Ks7tJPoiaCIAiA1WjZAAAg\nAElEQVSCkF1VezukoxfhLZII6ZH3MVIibmaEV2RkZODzjS/770ei0+NzzOo3RFIq0U94RugXXfm1\nWHl2Df2Kb/r2IiYmBmtrazw8PAgMDGTPnj388ccfJCcno9FoWL58OTNnziQ4OJgSJUqgVCrp2LEj\n7u7uDBo0CB8fH6pUqULjxo3x9PTk2LFj6OvrM3fuXCwsLPD398fIyIiePXuyY8cOtm/fjlqtpnTp\n0vj5+b1Xc5RLlSrF5rVb8V+9nJW9tlGypjFWdgbIGpmoG0k8vZNBt05e9P9mAIaGhoUdriAUKSqV\nigWr1+Hdoyspd8MZWs4MXUXu91QRKemMCk2kfq+BePXp8w4jFYoSY8oWdgj5QiQRBEEQPlDt27XF\nb4k/6mdP0DG1yFOfpD+2MeyzDkXqabHwZpOm/cD+hHTMZq9A8XLRTBNTDKrVQresHaqZyxjbrxNe\nLZpnGxp848YNAgMDMTY25siRIzx69IitW7cSGxtLt27d6NixY7ZjpqSkUKtWLYYMGcKPP/7I9u3b\n+eKLL15p4+7urq2tsWzZMnbu3En37t0L4Ar8e+bm5owdPZ6vho7g6NGjREVFIUkSto62uLm5oaur\nW9ghCkKRZWVlxZpfdjBp9EjanTjGZ6YynW2MsdbP+rmUZZngJ8lsjVVzNkOX/mMm49Wnj6iFIBSY\neB4Wdgj5QiQRBEEQPlCmpqZ81rwZP+9ag2Wv0W9snx4dgfLkHjxGBbyD6IQPxd27d9l69Dhma7a/\nkkB4wbRJC579eQjb8X6kFivJuRu3+d8phvXr18fYOKt4WUhICM2bNwey/oCvU6dOjsdVqVTaFT+q\nVKnCmTNnsrW5desWy5cvJyEhgdTUVFxdXf/TuRYkAwMDWrVqVdhhCILwP8zMzFi4ai137txh26YA\num8NRMpIQk+hIFGtplQ5O7qNG8Sktm0xMjIq7HCFj5wYiSAIgiAUuvE+wznV+wse7LbErF2/XJ+e\npEdHkDT3S/y+9KZUqVLvOErhfbZ52zbklh1Q5LL0oEmDxjz2X0jq7RsojU2IkjRcu3btlTb/ZtlC\nHZ1//gR5sUzo//Lz82PevHnY29uzZ88ezp8//9bHEQRBAKhQoQJjJ07ia99vSUhIIC0tDWNjYwwM\nDMTIA+GdeSpGIgiCIAiFzdzcnJ9XL6fvsBHcvnoKqVkPTGo3Rnp+g5YeHUHS4W0oT+5iypD+9PT0\nKOSIhffN/uMnMBg/PdftCgMDDGvVJnLe95g2bUFGppozZ8/m2t7R0ZG9e/fStm1b4uLiCA4OpnXr\n1tna5aVgcnJyMlZWVqjVavbv369dclQQBOHfUigUmJmZFXYYQhFlIkYiCIIgCO8Da2trdm3ewB9/\n/IH/li1cWO+HjqklsjodvYwUvDu2w3PTGsqW/Tj+4RLyV2JSEkqT1/9Bbdq0JQ+mjqPUhO9JPPMX\nz6Kic23r7u7O2bNn6d69OyVKlKBKlSraqQ4vP+3Ly5O/wYMH07dvXywsLKhRowbJycl5PCtByLv4\n+Hj27N3NnbvXSUyKx8jQhLJlKtGubXuKFStW2OEJgiC8d8QSj4IgCB+ZJ0+eEB8fj0qlolixYqhy\nmOcuCC+4derMkzHfo2/vkKf2MWuXMs5CxZDBg3Ntk5KSgoGBAfHx8fTr14/Vq1djaWmZXyELQr64\ndesWAZtXc/iPXdRprEtlR10MDJWkpmRy57qak4fSaODagl6eA6hVq1ZhhysIH72isMTjOvnzd3Ks\nftJascSjIAiCkHcWFhZYWORttQZBaNe4Ef5BB/OURJA1GnSPHqLJ3JmvbTdy5EgSExNRq9UMHDhQ\nJBCE985vB39j+uzRtOupYsn2MphZZE+2VnWO4rsvV3Psr32M/HIqPbp7ZmszYMAAVq1a9S5CFgTh\nI2BK6cIOIV+IJIIgCIIgFGGeXbuyqu8XaDy/QGFo+Nq2iaeO4WBlQbVq1V7bbsWKFfkZoiDkq8NH\nDjNr/kgmL7XBrpJxru3OHXvCJ/9XjHL2uqzf4ockKejerQcAmZmZKJVKkUAQBOGtPCGysEPIFyKJ\nIAiCIAhFWNmyZfFq+X8ETJuA2cSZua7SkHrnFprFM5g8Y9o7jlAQ8k9ERAR+00Yw6Q0JhNSUTK5d\nfMb3y2sy1ecKkxdX56uu4/n5p62UK1eOsLAwtm3bRuPGjTl69CgrVqzg6NGjSJJEXFwcDRo0YOLE\niWzatIndu3cD0LFjRzw9PYmMjGT48OE4OTlx6dIlrK2tmTt3LiqVih07drB9+3bUajWlS5fGz88P\nPT29d3V5BEEoYGZiJIIgCIIgCB+DSWPHkjT5O3aMHoDUuRcmbu4ontfSyIiJJnH/DnT3/8KS8WOp\nV69eIUcrCP/e1m1baNJeB/vKuScQAE7/GYtzAwtKlTHA1FyXpMRM3NrosW3VKRYvXoyNjQ3wT4HQ\nQYMGMWjQIBITExk4cCDdu3fn+vXr7Nmzh/Xr16PRaOjXrx8uLi6YmJgQHh7O9OnT8fX1ZcKECRw5\ncoTWrVvj7u5Op06dAFi2bBk7d+6ke/fuBXtRBEF4Z+KIKOwQ8oVIIgiCIAhCEadUKpk91Y+2QUGs\n/OlnzqyYh04JG1CrkWKj6fVpS/qu8qdChQqFHapQhN2+fZvtP2/h3vUrZGSkY2ZZDBc3d0JCQrhx\n4wYmJiZYWloyevRoypQpk61/WFgY0374nh1nXd54rKO/RdPesxQAbi2Kc/TAY+o1tmDL8ij0cxit\n4+/vj5GREefOnaNXr15UrlyZwMBAmjVrph1J0KxZM0JCQnBzc8PW1paKFSsCULVqVSIism4sbt26\nxfLly0lISCA1NRVXV9d/fb0EQXj/FJmRCJIkKYENsiz3fAfxCIIgCIJQCCRJolmzZjRr1ozo6Gii\no6PR1dXF1tYWwzfUShCEgnTr1i1mTZ7Aw+sX6VRaQ69iuuiqJKKfqBnt8xO6xhaMHPsNffsP4M6d\nO8TFxeWYRDh58iRGJjKlyhi89ngJzzK4dPYp924noVBIaDJlkKBOI0tKllGyb/8+vDy9svU7cuQI\nDg4OtG3b9o3npKurq32tUCjIzMwEwM/Pj3nz5mFvb8+ePXs4f/78G/clCMKHI66o1ESQZTlTkqRy\nkiSpZFlOfxdBCYIgCIJQeIoXL07x4sULOwxB4OLFi3w9oCdf2qfSto0ZOop/Viw7F5GEWykVvo1M\n+W7NDO6F3mLyDzNRKBQsXLiQkydPIkkSX3zxBS1atODRo0cYmWT1TU/XsHzGbW5dTUSpI9Hfx46a\nLuYc3hPFFv8wMjJkSpTSZ9KC6kwbfZXjh6L5dshlJAU8jLgHwJo1a7hy5QoDBw4kNTWV8PBw/P39\nuXHjBjNmzCA6OprQ0FC6dOmCoaEhQUFB+Pn5vfZ8k5OTsbKyQq1Ws3//fkqUKFFQl1YQhEJghm1h\nh5Av8jqd4Q7wlyRJu4CkFx/KsjyvQKISBEEQBEEQirRHjx4xxrsPfjXVNChtnm176JM0qljpU9ZM\nxbJm5gz781dWLi1LpWrVuXXrFoGBgcTFxdGnTx9q165NSmoyCmVW331bI0CCHwNr8yAsmcnD/mb5\n9joAXLuYwOy1jnziXgyNRuabOdU4vDuKXYEPCTn1hJSUBK5du8ahQ4eoWrUqCxYsoEaNGlhaWtKn\nTx/++usvevfuzdq1a+nfvz/NmzencuXKfPbZZzg4OBAZmfuTyMGDB9O3b18sLCyoUaMGycnJBXJt\nBUEoHHE8KuwQ8kVekwihz/9TACYFF44gCIIgCIIgQGDABtoWS6RBaYs3ttXTUfCDqzE91iyldY9+\ntGrVCgBLS0tcXFy4evUqRobGZKqzRjJcDXlGe4+smgelyxliXUqfiPspAPQYUIZP3IsBIMuwYck9\nrpyPx9BQiZGJLgr0CAkJoVmzZnh7ewMwfPhwrK2t6dSpEx4eHkydOhXImp4wfvx4Nm7cqI21ZMmS\nBAYGat/36tVL+7pLly506dLlX18zQRDeb+ZFpSYCgCzLUwAkSTKUZVmkRAVBEARBEIQCk5qayu6f\nNrKhoVGubSpY6HH4boL2vbWRLvUtkrl65QrVqlXL1r58+fI8eyLnuC9Z/udzPX2l9nXQ/sc8e5rB\ngk3OKBQSTez/pEwZu9fG/vK+BEEQXhb7kYxEUOSlkSRJDSRJugpcf/7eUZKkpQUamSAIgiAIglAk\nnTlzBgfDdGxNVbm2qVvKiAyNzI7rT7Wf1TbPJPTqJQ4dOoRGo+HJkydcuHCB6tWr4+LiQmaGLreu\nJlDd2Yyg/dEAPAhLJiYqHdty2QsuJieqMbPQRaGQCNr/mCfRapo0aULt2rUJCgoiPT2dpKQkjh07\nBoCRkRFmZmZcvHgRgL1791K7du38vDSCIHzAzCn1Tv4raHmdzrAAaAXsApBl+aIkSY0LLCpBEARB\nEAShyIqLi6Ok/puf6M9pXpo5J6NYdzEGfR0FRioFJkZWVKpUCS8vLyRJYsSIEVhaWhIZGUmZMhXY\n9/MThnxTmuUzbvOVx3mUOhIjv3NARyf7s7Umn1rzvc9VhnueJzFBg12Fiujr61O+fHmaN2+Op6cn\nlpaWVK9eXdtn8uTJTJ8+nbS0NGxtbZk8eXK+XhtBEITCJuVlyJUkSadlWa4vSdIFWZadn392UZZl\nxwKPMOtYshgaJgiCIAiCUDTs3r2bsz+Oxs/V9K363Y5L5Zvbxfj5QFCO2+Pj4+nm0ZIvxilwbVos\nz/u9ciGeOWPjCVi3D1vbj6O6uiC8byRJQpZl6c0tP0ySJMnz5NHv5FijpLkFei3zOhIhXJKkTwBZ\nkiRdYARwraCCEgRBEARBEIouW1tbNj3Lqi8gSXn/O/hmbBq25Srkut3MzIyF89YxdLgHGk2MtoDi\n61w695R5E+KYMXW1SCAIgvCfWFCysEPIF3lNIgwGFgK2wEPgIDCsoIISBEEQBEEQii4nJyfSTWy4\n/DiGWiUM89xv232JPtP6vLZN1apVWfbjT4wY1Y8Tv9/n025mVHMyzZasCL2eyL6tcZw/qmD2D+uo\nW7fuvzoXQRCEF2J4XNgh5Is8TWcobGI6gyAIgiAIQtGyOSCAC6smM8vNPE+jES5FJTP+qhG7g06h\nVCrf2D4hIYHde3bx09aVSKoYHGrpYmisITVZwZ1rahJiTejW5Qs6deyMpaVlfpyS8C/VrVuXXr16\nMWLECAACAgJISUlh4MCB+bL/yMhIfHx8Xll6U3j3isJ0hlXy/HdyrAGST+FNZ5Ak6Ucg17t3WZaH\n53tEgiAIgiAIQpHXqXNn9mzdjP/FG3g7vj6RcD8+nfFn0xkzZ3GeEggAJiYmeHn2xNPDi/Pnz3Pn\nzh2SkpIwtDGkQ+PSuLq6olDkaSEzIR/Jsszff//N5l92cPPeAySFxKOox+zatYt+/fphZmZW2CGS\nmZmZ5+8zQXhZ9EcyEuFN0xnOPf9/Q6Aa8NPz992AqwUVlCAIgiAIglC0GRoasmj1Br7q35vwEzf4\nvKoR9pZ6r7RJydBw4M4zlt2UGDZpNs3c3d/6OJIk4eLigouLS36FLvxL9+/fZ9jYb7n+OB6NaxdU\nrq0AiP79D9Ii4nBr0Yr92395pc/Tp0+ZPn06UVFRAIwaNYpatWrh4eHB6tWrMTIyonnz5owaNYo2\nbdowefJk2rZtS7169XKMQaPRsHjxYs6fP096ejrdunXjs88+Izg4mOXLl2NqakpYWBgBAQGMHz+e\n6OhoMjMzGTBgAM2bN+f69evMnz+flJQUzM3NmTx5MqmpqYwbN46AgAAAwsPDmTBhgva9UHRYFoWa\nCLIsrweQJGkI0EiWZfXz98uBYwUfniAIgiAIgvC+efz4MTNnzuTu3bvIsoybmxvDhw/nwIEDXLt2\njTFjxmTrM3LkSKZNm4aRkVGej1OsWDFWbd5GwPp1DAtYQxnlM2qaqtFFQ3SGDkFREk6fNGX2uq9w\ndHwni4YJBeT+/ft06jOQZ+4DMRvUGemlUSC6ljbYTt/LzZFNaefVj8+7tMfAwACAOXPm4OXlhaOj\nI1FRUXz55Zds3boVJycnLl68SIkSJShdujQhISG0adOGy5cv88033+Qax86dOzE2NmbdunVkZGTQ\nv39/XF1dAbhx4wY///wzNjY2HDlyBGtraxYsWABAUlISmZmZzJ49m3nz5mFmZsahQ4dYunQpEydO\nxMTEhFu3blGpUiV2795Nhw4dCvBqCu+rojIS4QULwBSIe/7e+PlngiAIgiAIwkfu2rVrbN21i7uP\nItFXqbh2+gzDhw9n7ty5yLLMtGnTWLp0KRUq5L4ywoubrbdlZGTEoKHD6O89iOPHjxMWFkZ6ejpV\nzMwY6OZGyZIfx5O9okyWZbxHjeNZ80GYu3XOsY3S0Jhi7b15ePM8a7f8zJDPswponjlzhnv37vGi\nflpKSgqpqak4OTkRHBxMyZIl6dy5Mzt27CA6OhpTU1P09PRyPAbAqVOnCA0N5fDhw0BWciA8PByl\nUkn16tWxsbEBoGLFiixcuJDFixfTqFEjnJycCA0NJTQ0lGHDhiHLMhqNhuLFiwPQsWNHdu/ezciR\nIzl48CAbNmzIt+snfDissCnsEPJFXpMIM4ALkiT9AUhAY+C7ggpKEARBEISPW+PGjTl69Gie2wcH\nBxMQEMD8+fM5evQo9+7do0+f11fhF/67uLg4ho4fz/mHD1B0aIOqdguSLl0mLi6WST8uQqFU0qlj\nR3x8fOjYsSNDhgwhOjqa4cOH8/DhQ5o2bcpXX30FQIcOHdi4cSNmZmZs2rSJ3bt3A1k3V56enm+M\nRUdHh6ZNmxbk6QqF5MKFC4Q+y8Cs0WevbWfp7sHdE7t5+CSRhw8fAlkJiHXr1qGj8+ptjbOzM1u3\nbiUqKoqhQ4cSFBTE4cOHcXZ2fmM8Y8aMoX79+q98FhwcrB39AFC2bFkCAgL466+/WLZsGfXq1aNp\n06bY29uzevXqbPt0d3dn5cqV1KlTh2rVqmFqavrGOISPz2OiCzuEfPHGJIKUVcXmd2A/8OKnaZws\ny48KMjBBEARBED4u8fHxXL16FbVaTVpa2lv3f1FYr3HjxjRu3Di/wxP+R2JiIp6DB3O/YT1KLJih\nHV6e8SgKy16eGHZsx9jRE5Blmc86dcLGxga1Ws3NmzfZvHkzOjo6dOnShR49emBtba39+l2/fp09\ne/awfv16NBoN/fr1w8XFBQcHh8I8XaEQBWzdjqZB19yLZz4fZaA0MsW0bkti963mdPAFAFxdXdmy\nZQu9e/cG4ObNmzg4OFCiRAmePn2KWq2mVKlSODk5ERAQwNixY18bi6urK1u3bqVOnToolUru37+P\ntbV1tnYxMTGYmprSunVrjI2N2blzJ3379uXJkydcvnyZmjVrkpmZSVhYGBUqVEClUuHq6sr06dOZ\nNGnSf7hawoesyIxEkGVZliRpnyzLNYGd7yAmQRAEQRA+IpGRkcxdtozdfx5FUakyKHW4d/MmXQcM\npL1bI06cOIG5uTmhoaFUq1YNPz8/AE6cOMG8efMwMDB4Zb77nj17tPPujx07xurVq1Gr1ZiZmfH9\n999jYWGBv78/UVFRPHjwgKioKDw9PenRowcAX3/9NY8fPyY9PR0PDw86depUKNflfbc+IIC7FctT\nwrt/jjd3+uXKYj53Ot8O+oqWLVoAWYmeevXqYWhoCECFChWIjIx85SYsJCSEZs2aaYeUN2vWjJCQ\nEJFEKMKu3wtHr0W33Bu89P1n2bwnMfvWEBX7BMj6eZ45cyaenp5oNBqcnZ0ZP348ADVq1NBOc3By\ncmLJkiU4OTll231mZiYqlQqATp06ERkZSc+ePQGwsLBgzpw52frcvn2bhQsXolAo0NXVZfz48ejo\n6DBz5kxmz55NYmIiGo0GT09P7TSfTz/9lD///FNbY0EoeorMSITnzkuSVFeW5bMFGo0gCIIgCB+V\n+/fv08V7EHEt22C2LhAd06zl2XQuXeRy6w6cnvU9FqkpHDlyBCsrK/r378/FixepWrUqP/zwAytW\nrMDW1pYJEybkuH9nZ2fWrVsHZBVE27Bhg3Yt+bCwMFasWEFiYiJdunSha9euKJVKJk+ejImJCWlp\nafTt2xd3d3cxtPh/qNVq1mz/FbP5M7MlEPTLl+NpUNZUFP1yZXnm4sQvv/zCo0ePUCqV6Orqatsq\nFAoyMzPfaezCh0eW5dcu4Vl54Z/a1zqmlpQfu5oyfy4BwMzMjB9++CHHflOmTNG+rlWrFqdPn86x\nXWhoKKVLlwayEmFDhw5l6NChr7T53xU8XF1dc0wGVKpUCX9//xyPExISQvv27V97rsLHrRglCjuE\nfJHXxW/rAyclSQqVJOmSJEmXJUm6VJCBCYIgCILwYZNlmUFjxxHv2QervgO0CQTI+kPdrFlz9EeM\nITw2jtTUVCRJwsHBgcjISO7du4etrS22trZA1hO8nLyoxu7h4cHGjRu5c+eOdlvDhg1RKpWYmZlh\naWlJXFxWfegtW7bg5eXF559/TlRUFOHh4QV4FT5M9+7dI9nQAIMKdtm2mdR1QZOWRtyBgwDoNG7E\njyv9ad++/WsL1r14Iuzs7ExQUBBpaWmkpKQQFBSU49NhoeioWNaWtAc389w+7cFNKpa1zZdjr1ix\nAn9/f/r165cv+8vNmDFj2LdvHx4eHgV6HEF4F/I6EqFVgUYhCIIgCMJH58KFC4SmpWPWtmOubVQ2\nJZHt7NmybRtjRo5EqVRqn1y/uOl8nVmzZtG7d28aNWpEcHAwK1eu/Gffz4cnwz9PxIODgzl79izr\n1q1DpVIxaNCgf1Wf4WOXlpaG4jVLMdr94MeDOQt4tHYjGbGxVELBsGHDOHDgwCvtXn7i+uJ15cqV\nadeuHX379gXgs88+E1MZirheXTpy4LsFyG6d3/iUXpZlFCd/odeMnEcnva1BgwYxaNCgfNnX68ye\nPbvAjyG8/6KIKewQ8kVekwhv/ldcEARBEAThJbsPHiSzxac53hS8nCDQLW/Hz78dZMzIkdrPypcv\nT2RkJA8fPsTW1pbffvstx2MkJSVpl1Dbu3fvG2NKSkrC1NQUlUrFvXv3+Pvvv9/2tIoEa2tr0h8+\nRJOejuKlZMwLKuviVJg1DYDogC20jopDR0eHdu3a0a5dO227efPmaV/v3PlPaS0vLy+8vLwK8AyE\nD0ndunUprZPOw3MHMa37+meXCaf2YmeszNMqC4LwvvlYpjPkNYmwl6xEggToA3bADaB6AcUlCIIg\nCMIHLvppPDoVqua47eXEgkLfgGfPnr2yXaVS8c033zBixAgMDAxwdnbmwYMH2fbj7e3NuHHjMDU1\npW7dukRERLw2pgYNGvDLL7/QvXt3ypUrR82aNf/FmX38ihcvjmu1Glw4EoRl65a5tpM1GjJ37qXH\nD9PfYXTCx0ahULBi7nS6DBjGM0nCxKVFtuSjLMsknNmPwf5FLF+7XNQVED5IH8tIBCkvQwWzdZKk\n2sBQWZYH5H9IOR5P/jdxCoIgCIJQeKbMmMEG02JY9ej52nZpYffQ+/Zrzux780gC4d05deoUffym\nYLl8ESrr4jm2iVmznmrnQti6eo24qRP+s5s3b+I9ajwRsgGZDbqiX7YKAGn3r6E4sY3SOumsnD8T\ne3v7Qo5UKAiSJCHL8kf7i0SSJHmOvPadHOtr6fMCvZZ5HYnwClmWz0uSVD+/gxEEQRCEouzBgwdc\nvHiR1NRUfv/9d+rXr68t9vXVV19hY2ODr68vAAsWLMDa2rpAhoSvWLGC2rVrU7du3f+0n/YtWxLg\n9z1yd6/X3mAm/baX3q1yf9otFA5XV1e+7dmL7wcPR+X9OebuTbVTG1LD7vN0UyBlrlxn+Qp/kUAQ\n8oWDgwNHdm3j9OnTbNi2g9sh27I+L1+GPpNHULduXRSKvNaFF4T3TxSxhR1CvshTEkGSpFEvvVUA\ntYHXjxcUBEEQBCFPgoODWbBkHafOX0dRrD4ahQGpjx+z9dfJhN6LYNjgL3j69CnJycnaPpcuXWL0\n6NEFEk9+FRlzdnamor4eobt3YN7hsxzbpN67i87B/XgGbMiXYwr5q0/PnlSqUIHFGzdydtFSdG1L\noUlJRT/+GcM6fcbnX48Xy2MK+UqhUNCgQQMaNGhQ2KEIQr4rTs6juj40eR2JYPLSazVZNRJ+yf9w\nBEEQBKFo2b59J2OmLAWHrzBtPReFMutJr1FyDHd2erHpjBk7dvegWUNHZFkmMTERPT097t69S2Bg\nIM2bN6dJkyYATJw4kRYtWuDq6sqMGTO4evUqOjo6+Pj44OLiwp49ewgKCiIlJYUHDx7Qs2dP1Go1\n+/btQ6VSsXDhQkxMTJgyZQpubm64u7vToUMH2rVrx9GjR8nMzGTGjBmUK1eOp0+f4uvrS2xsLDVq\n1OD06dMEBARgZvbqMo7+s2fRZaA3sbHRmH3WDR1zCwA0GRkkHAtCs+JHFo79WruUo/D+eXFDFxUV\nRVRUFHp6etjZ2b2y+oUgCILwZo+IK+wQ8kWekgiyLE8p6EAEQRAEoag5deoUY6Ysw9BtFSrTMq9s\n0zEshkLXEJNKXXn8LIL9vx9gmHdvLl26hJGREZUqVaJz585s2rSJJk2akJSUxOXLl5kyZQpbtmxB\nkiQCAwMJCwtj2LBhbN++HYA7d+6wefNmUlNT6dSpEyNGjCAgIID58+ezd+/eHNcwt7CwICAggG3b\nthEQEICvry8rV66kXr169O3bl5MnT7Jr164cz7FMmTLsWreWBStWsP0LL6QKFZF0VWSE3sTF3p6v\np//wn6dNCO9GiRIlKFHi46gsLgiCUBisi8JIBEmScv6L4DlZljvkbziCIAiCUHTMWrAKRbWvsyUQ\nXjAsXouUxxeRJF3SzT4hOjqWixcvYmxsjKOjI87OzsycOZP4+HgOHz6Mu7s7CoWCkJAQbTKgXLly\nlCpVivv37wNQp04d9PX10dfXx8TEBDc3NwDs7e0JDQ3NMY5mzZoBULVqVf744+VzvwQAACAASURB\nVA8AQkJCmDNnDpD1pPp1Q9ptbGyYMXky3/j4cP36dTIyMihTpgxly5b9F1ctfz1+/JiZM2dy9+5d\nZFnGzc2N4cOHc+DAAa5du8aYMWNeae/v74+RkRE9e+ZeLPLlkRyCIAiC8EJkERmJ0AAIB7YAp8la\n4lEQBEEQhP/o9u3bXL4ZgWmrZrm2MbCuRfLjS6Q9DcXcdRyHjo7BpUZ5TExMaN++PQBt2rRh7969\nHDx4kO+++y7H/by8wpGurq72tSRJ2vcKhQK1Wp1j/5fbZGZmvvEYuTE1NaVevXpvbFdQMjIy+OOP\nP/j14GFinsZjqK/P3YvnGT78K+bOnYssy0ybNo2lS5dSoUKFQotTEARB+DgVp1hhh5Av3lTe1Ab4\nBqgBLARaADGyLP8py/KfBR2cIAiCIHyszp49i6ZYEySFMtc2Bta1SHxwHKXKFIPi1XmSJPH48WMu\nXbpErVq1AGjXrp12+kL58uWBrIKG+/fvByAsLIyoqCjKlSuXr/E7Ojpy6NAhIGtaRkJCQr7uP78d\nOfIH9Vu348sNv3LYoTFXWn/Bn8Urc+lJEt8uXMrCJcuQZRkfHx927dpFWlqatu/x48fp378/8fHx\nr+xzx44d9O3bl549ezJu3LhX+pw/f57+/fvTqVMnjhw5ov184cKFeHh44Onpqb1+wcHBDBo0iNGj\nR9OpUycWL17MgQMH6NevH56enjx8+BCAY8eO0a9fP3r16sWwYcN48uRJQV4yQRAEQcjRa0ciyLKc\nCRwADkiSpAd4AkGSJE2RZXnxuwhQEARBED5GKSkpZCqNXttGz7IimalPMajwKZIkoVQZU7p0SSIi\nIrQFDC0tLbGzs6Np06bafl27dmXGjBl4eHigo6PDd999h45O9n/yc1uW7+XPc2szcOBAvv32W/bt\n20etWrWwsrLCyOj151NY9h/4ja9mLUBv9FxMHWpoP097cBfTDr0w6NSHRXPHEvPkCX6+E7CxsdGO\nuAgKCmLz5s0sWrQo2/m5u7vTqVMnAJYtW8bOnTvp3r07ALGxsaxevZq7d+8yatQo3N3dOXLkCLdu\n3SIwMJC4uDj69OlD7dq1Abh16xbbtm3DxMSEjh070qlTJ9atW0dgYCA///wzPj4+ODs7s27dOgB2\n7tzJ+vXrGTlyZEFfPkEQBCGfRPJxJH/fWFjxefKgLVkJhPLAImB7wYYlCIIgCB83Y2NjdDIevLaN\nJCmo3CsIAFnWoE59yoQJi7CxsdG2SU1NJTw8nFatWmk/U6lUTJo0Kdv+2rVrR7t27bTvd+7cmeO2\nl/u+3KZq1aosX75cG/+iRYtQKpVcvnxZuxLE+yYmJoZR02aiP9kf/XIVc2yjY2GFme+PbPb9nGbP\naz5A1miRa9eusXjxYgwNDbP1u3XrFsuXLychIYHU1FRcXV21214kdezs7LQjBi5evKj9OllaWuLi\n4sLVq1cxNDSkWrVqWFpaAlC6dGntvipWrEhwcDAAUVFRjB8/npiYGNRqtVjRQhAE4QNT4iOZzvCm\nwoobyJrKsA+YIsvy3+8kKkEQBEH4yDVq1Ahp2go06lQUOvpvbJ8UcQb7MsVeqY5/5swZpk6dSq9e\nvd75KIBHjx4xYcIENBoNKpUKX1/fd3r8vNr26w4yXFtglEMCQa+0HQknDwOgMDBE2WUAi9cH8OzR\nI5RKJaVLlyYiIoKwsDCqVq2arb+fnx/z5s3D3t6ePXv2cP78ee22l2tP5KVexMvLJUqSpH0vSZJ2\nVMSsWbPo3bs3jRo1Ijg4mJUrV+bxKgiCIAjvg4giMhKhF5AEjACGvzSkUQJkWZZzL8UsCIIgCEKu\nSpUqhZtrLf68vReLKl1e21aWZdR3tjBoZLdXphfUq1eP3bt3F3SoOSpTpgwBAQGFcuy3sX7HLvRH\nzslxm5FjPR5vWkJ80D7MmrbB2MWNP6cMYXi/3ujp6VGyZElGjBjBmDFjmDlzJnZ2dq/0T05OxsrK\nCrVazf79+3Nd/vBFEsHJyYnt27fTtm1b4uPjuXDhAiNGjODu3bt5OpekpCSKF89aHmzv3r15vQSC\nIAjCe8KmKIxEkGX5TYUXBUEQBEH4l8aNGsxJz2Ekm1fA0MY5xzayLPP00koqW0TTps2n7zjCD5ss\nyzx69AjLsva5tik9bjaPVswgZusqkGV0za1o3bo10dHRQNYSmVOnTmX8+PHMmzfvlb6DBw+mb9++\nWFhYUKNGDZKTk4HsdSRevG/WrBl///03Xl5eSJLEiBEjsLS0zJZEyK0Ohbe3N66urlhYWGBhYYFG\noyEtLQ09Pb23uzD5qHHjxhw9ejRf9zlt2jR69uypLRQqCILwsXhYiCMRJEkqDWwASgAawF+W5R8l\nSZoMDAQeP2/6jSzLB167r7wMsStskiTJH0KcgiAIgvC2zpw5wxdDfUkp8RnGFTuja5xV70CWZVIe\nXyLt9iYcTMPZuOZHihX7OJ5gvCuyLFOxbgPM1h9F8dJ0gddJmvgFW8YPx8nJqYCjeztqtZr09HQ+\n/fRT/vwza4GsiRMnUrVqVby8vAotriZNmmjjEQRB+C8kSUKW5ZyzqB8BSZLkifKv7+RYU6XO2a6l\nJEk2gI0syyGSJBkDwUBHoAeQIMvyvBx2laP3rwKSIAiCIBQh9erV48COtWwI+IlNW71I0yuFpGNI\nZko0NuYS3gO60rnzdzkW9hNeT5IkHCpW5N61Cxg51n9j+8zEBDIf3KVs2bLvILo3k2WZo0eP4r/m\nZ06cOoek0OXxgyvMmbuI3r164OzszO3btwHYv38/P/30E2q1murVqzN+/HgkSaJx48Z4enpy7Ngx\n9PX1mTt3LhYWFkyZMgUjIyOuXbtGbGwsw4cPx93dndjYWCZMmEBycjJqtZoJEyYQFhbG7du3GTVq\nFJC1tOXdu3fx8fHRxurr60vbtm355JNPAJgyZQpubm5UrVqVSZMmkZqaCsDYsWOpWbMmwcHB+Pv7\nY25uTmhoKNWqVcPPzw+AQYMG4ePjQ5UqVZgxYwbXrl0jLS0Nd3d3vL293+WXQBAEIV9F8LTQji3L\n8iPg0fPXiZIkXQNeVOh9q+SNSCIIgiAIQiErXbo034wfjc+Iody5c4fU1FRMTU2xt7dHoRAzC/+L\ngd27MG7/VshDEuFZ0F7aNmygXSWhMGk0GiZPmcGW3SFIpT/Hovl8FEoVUT/XZ9neTDYE9sK5Wik6\nduzIvXv3OHToEKtXr0apVDJz5kz2799PmzZtSElJoVatWgwZMoQff/yR7du388UXXwA5L0N54MAB\nGjRowOeff44sy6SmpuLg4MDatWsZMWIESqWS3bt3Zyuk2aJFCw4ePMgnn3yCWq3m7NmzTJgwAVmW\nWbp0Kbq6uoSHh+Pr68uGDRsAuHnzJlu3bsXKyor+/ftz8eJFHB0dX9nvsGHDMDExQaPRMGTIEEJD\nQ7G3z316iiAIwvvMhsL/9wVAkqTygBNwGmgEfClJUm/gHDBaluX41/UXSQRBEARBeE8YGBhQvXr1\nwg7jo/Lpp62ZsXwlT08ewbSBe67t0iPDUe5ai/ePc99hdLlbv34Tm/bexrz+OhS6r45CeRoRTHSy\nROzjUyxYsIBDhw5x/fp1+vbtiyzLpKWlYWVlBWStEtGwYUMAqlSpwpkzZ7T7yWkZymrVqjF16lTU\najVNmjTBwcEBgLp163L8+HHKly9PZmYmFSpUeCWmTz75hLlz56JWqzlx4gS1a9dGpVKRlJTErFmz\nuHHjBkqlkvv372v7VK9eXTtFx8HBgcjIyGxJhIMHD7J9+3YyMzOJjY3lzp07IokgCMIH6yGvvTd/\nJ55PZdgGjHg+ImEp4CfLsixJ0vfAPKD/6/YhkgiCIAiCIHy0DAwM2LBoHj2GDudJzCPMWnZGoffP\nkpqyRkPShZOoV05j1vAh1KhRoxCjzaJWq1nsvwnDaouzJRAUSn3sWmativE0ZBK7d+9FX19Fu3bt\nGDp0aLZ9vbzUpFKp1C4X+b/bXtSecnZ2ZuXKlRw/fpwpU6bQs2dP2rRpQ8eOHVmzZg3ly5enffv2\n2Y6jUqlwcXHhxIkTHDx4kFatWgGwadMmrKysCAwMJDMzU5vQeNEnt9gAIiIiCAgIICAgACMjI6ZM\nmUJ6evqbL6AgCMJ7qqBGIoQFXeZ+0OU3tpMkSYesBMJGWZZ3AsiyHP1Sk5XAG5d9EkkEQRAEQRA+\nalWqVGHnGn+mzF3AscGr0NRvjsbSGiklCZ1zf1DB1JBvv5uAm5tbYYcKwLlz50jUlMTEvGIOW/8p\nNK0q1YmNP83Bf/E0vv76azw9PbGwsODZs2ekpKRQokQJ8lqY+kW7R48eYW1tTceOHUlLS+PGjRu0\nadOG6tWrExUVxY0bNwgMDMzWD7KmNOzYsYNr164xZcoUIGtZyhdLX+7duxeNRpPn65CUlIShoSGG\nhobExsZy4sQJ6tSpk+f+giAI75sHBTQSQdm0LHZN/6nn89eULbk1XQNclWV54YsPJEmyeV4vAaAz\n8PebjieSCIIgCEKBqlu3Lm3atNHeVGRmZtKqVStq1aqVbcm8vEhMTOTAgQN07do1v0MV3lMvLyP4\n119/MX/+fJYsWaK9Oc2L8uXLs/bHBURERBAUFMSTJ08xKGlCne5+1KxZM9dlFQtDXFwc6JfOZes/\nceqalCH6bix2dnYMGTKEL7/8Eo1Gg66uLuPGjaNEiRK5nlduy1AGBwezceNGdHR0MDQ01P7cQlaS\n4ObNmxgbG+e4H1dXVyZPnkyTJk1QKpUAdO3albFjx7J3714aNGiAgYHBG8//xT4rVaqEg4MD3bp1\no0SJEu/dihmCIAhvq2Qh1kSQJKkh0BO4LEnSBbKy0t8AXpIkOZG17OM9YNAb9/UhLJ0olngUBEH4\nsDx8+JCzZ8+Snp7ODz/8QPXq1Vm7di0qlYoTJ06wdOlSrK2t/1USISIiglGjRr3yNFT4uMiyzIUL\nFzh6/ARJyalsXLeKo0ePcu/ePWbMmMHixYspVapUYYdZYI4ePcrA8YGY1FlKekY6T588JTUtHY0s\no6NUYmpihImJCWlPbmIR6cuxw7+8k7h8fHzo2bOnGA0gCEKBKApLPI6R972TY82W2hTotRQjEQRB\nEIR88/DhQ3ynzOSvc1fBtiGyjiER9x7xJDGD76f9wJTvJvPbb7/RsmVLQkJCAHj27Bl+fn48fPgQ\nAwMDfH19sbe3x9/fn6ioKB48eEBUVBReXl50796dJUuW8ODBA3r16kX9+vUZMGAAo0ePJiEhAbVa\nzZAhQ2jcuDGRkZEMHz4cJycnLl26hLW1NXPnzkWlUrFjxw62b9+OWq2mdOnS+Pn5oaenV8hXTwC4\nevUqwyd8R1iCTEblFij0LYl4kkadZm1RZSSwb88ubQLh2LFjrF69GrVajZmZGd9//z0WFhbZvnc8\nPT3p0aMHqampjB8/nujoaDIzMxkwYADNmzdn1apVHD9+nNTUVBwdHZkwYQIAgYGB/Prrr+jo6GBn\nZ8e0adPeyTWoU6cO6qcTuHPjHMmZJsgqcySlCUgS6UHNiDYsi6RJQ5l+n66f1kaW5deOpIiMjMTH\nx+dfJ94SExPp27cvlStXFgkEQRCE/+ABzwo7hHwhkgiCIAhCvnjw4AGdPAfypKwXZh6zUehk3ZRH\nXdqH3v99y6KVX2FpZc3t27fp2LGjNomwYsUKqlSpwpw5czh37hyTJk1i06ZNAISFhbFixQoSExPp\n0qULXbp04csvvyQ0NJSAgKzichqNhjlz5mBoaEh8fDz9+vWjcePGAISHhzN9+nR8fX2ZMGECR44c\noXXr1ri7u9OpUycAli1bxs6dO+nevfu7vmTC/7h69SrdBgwno8U4TGs1194YP967iCeSARaVXZn0\nwxw2+C9GpVLh7OzMunXrANi5cycbNmxgxIgRQPbvna5du3LixAmsra1ZsGABkDXnHqBHjx4MGDAA\ngMmTJ3P8+HEaNWrE+vXr2b17Nzo6Otq278KJEyd5lhBPwp316NSaj1Lxz59rkq4x+g23o376N5ln\nu3P8xEkWLVqkPe+CYGxszC+/5G20g0ajEcuSCoIg5KIU5oUdQr4QSQRBEAQhX4z5dhpPyvfGwtkr\n2zbTyi2IOe3IrMWrGejZ7pVibBcvXmTWrFlA1hPY+Ph4kpOTAWjYsCFKpRIzMzMsLS2z5or/D1mW\nWbJkCefPn0ehUBAdHa1tZ2trS8WKWcXpqlatSkREBAC3bt1i+fLlJCQkkJqaiqura/5eDOGtybLM\nqInfk9F8LKaOLV7dqNTB0M4ZjWUpzjwJY9svv+Ll6UFUVBTjx48nJiYGtVqNra2ttktO3zsVK1Zk\n4cKFLF68mEaNGmnn2J89e5YNGzaQmppKQkIC9vb2NGrUCAcHB3x9fWnatKl2OcSCdubMGYaOnUnx\n9oFknlxM0pUxUH4wCpPKzy+UBnXETqSwJZRvt4CMiKNMnzGLIUOGoKOjw+LFizl//jzp6el069aN\nzz777JX9R0ZGMmnSJFJTUwEYO3YsNWvWZNasWTRo0AA3Nze+/vprzMzMmDhxIrt27eLhw4cMGTKE\nr7/+msePH5Oeno6Hh4c2Ede4cWM6d+7M2bNnGTt2LHp6esyfP5+UlBTMzc2ZPHmydslJQRCEoiyc\nhMIOIV+IJIIgCILwn929e5ezl+9g7rEo1zamDi14fPQyj2PyPpTv5SXgFApFtiXgAPbv38/Tp0/Z\ntGkTCoWCDh06aJeBe3kJu5f7+/n5MW/ePOzt7dmzZw/nz5/Pc0xCwbh8+TKhsamY1mqebZukUGLb\nazr3/YegKVYW/03b8PTowaxZs+jduzeNGjUiODiYlStXavvk9L1TtmxZAgIC+Ouvv1i2bBn16tWj\nd+/ezJw5k4CAAIoXL46/vz9paWkALFiwgPPnz3P06FHWrFnDTz/9VKBP2TUaDV9/OwOF83cYlqhB\n+XaLiLu0iehLo8iU9ZB0jJETLmOSHoR1+9kY2jgi2zfn6vm1BAb+hImJMcbGxqxbt46MjAz69++f\nLUFmaWnJ0qVL0dXVJTw8HF9fXzZs2ICTkxMhISG4ubkRExOjTcSFhIRol2ucPHlyVi2GtDT69u2L\nu7s7pqampKSkUKtWLUaOHElmZibe3t7MmzcPMzMzDh06xNKlS5k4cWKBXTdBEIQPha0YiSAIwodo\n/vz5lCxZEg8PDwC++uorbGxs8PX1BbL+aLa2tsbLK/vT5NfZsmULnTt3zjavfOXKlaSnpzNs2DDt\nZzdv3sTX15etW7cycuRIpk2bhpGRUZ6P9euvv6Kvr0+bNm1ybXPt2jX27dvH6NGj3+o8hH/n5MmT\nyGWaISl1c9iaNerArHoHNBo1Zy7uZMBLW52cnNi/fz/9+/cnODgYc3NzDA0Ncz2WoaGhdqQCZM3X\ntrCwQKFQcO7cOSIjI98Yb3JyMlZWVqjVavbv3/9WVf6FgnHi5CkyHJoj5XSTLssodPUo8/kCwpZ5\ncyMmlEePHpGUlETx4sWBrOUD3yQmJgZTU1Nat26NsbExO3fuJD09HUmSMDMzIzk5mSNHjvB///d/\nQNZyhy4uLjg6OnLo0CFSUlLe6nfV2zp79iyRCXqYlmkAgEJHRbHan2Pl1Ie0J3eQ1WmE7b5N+Xbz\ntX0khQKFoQ3rNu+kTq0K3Llzh8OHDwNZ0zXCw8MpU6aMtr1arWbWrFncuHEDpVLJ/fv3AXB2dmbL\nli3cvXsXOzs7EhISiI2N5dKlS4wZMwbI+j0fFBQEQFRUFOHh4VSvXh2lUkmzZs0AuHfvHqGhoQwb\nNgxZltFoNNqvkSAIQlF3X9REEAThQ+To6Mjvv/+Oh4cHsizz9OnTV27ILl269K9uvLds2UKbNm2y\nJRFatWrF8OHDX0kiHDx4kNatWwNo5yb/r9cVCuvcufMb46latSpVq1bNa/jCf5SWloZGJ7ebq6yv\no66JNVbOnqTu+OmVrd7e3vj5+eHp6YmBgcErS8rlxMzMDEdHRzw8PGjYsCF9+vTBx8cHT09PqlWr\nhp2d3RvjHTx4MH379sXCwoIaNWq88jMgFI7klFRQmea88fnvAqWhKWX6LyR0rDPHjh3D29ubcePG\nYWpqSt26dbXTVXJz+/ZtFi5ciEKhQFdXlwkTJmBsbEzHjh3p3r07xYoVo3r16kDWUqQTJ04kKSkJ\nWZbx8PAo0AQCwJqN25DLdcu+/KJCib5VpazX/5OoS3/2EKW+BeGxasrHxDBmzBjq16//SpuXE2ub\nNm3CysqKwMBAMjMzadiwIQDFixcnISGBkydPUrt2bZ49e8ahQ4cwMjLCwMCA4OBgzp49y7p161Cp\nVAwaNEg7YkNPT++VmO3t7Vm9enX+XRhBEISPhKiJIAjCB0ej0VCjRg3tsnp37tzB3t6e2NhYEhMT\n0dPT4969e1SpUgWAjRs38vvvv5ORkUHTpk3x9vbOsbp5bGws0dHRDB48GHNzc5YtW6Y9ZtmyZTE1\nNeXKlSvaP85///13lixZAkCHDh3YuHEjycnJfPXVV1SvXp0bN26wcOFCTp06xYYNGzAxMaFSpUqo\nVCrGjBmDv78/RkZG9OzZk0GDBlGjRg2Cg4NJTExk4sSJODo6EhwcTEBAAPPnz+fKlSvMnTuX9PR0\n9PX1mTRpEmXLln3HV//jZmNjg27CbzluqzzsT+3r1JjblClZEhcXF1xcXAAwNTVlzpw52fp5e3u/\n8v7lyvJTp059ZduaNWtyPPbLfXr16qV9/aJIo/D+KF3KBp0zf+e4rfLUf76HFHpGlLSrxKeffoqJ\niYm2iObLcvvesbGxybH+xZAhQxgyZEi2z1etWvVW5/Bfnb94DcN6Pq9v9FI9EXXKEx4dm45FjR7I\n6hgsLWPZunUrderU0Y4y+N9RNklJSdrP9u7di0aj0W6rWbMmmzdvZsWKFTx9+pRx48ZpR2UkJSVh\namqKSqXi3r17/P33P1+rl2uclCtXjidPnnD58mVq1qxJZmYmYWFhVKhQ4V9fF0EQhI/FfVETQRCE\nD4Esyxw+fJhlywI4fz6rGn56ehzbtm1DkiRq1apFdHQ0ly5dwsjIiIoVK6JUKjl9+jTh4eGsX78+\nq+DZqFGEhIQQFxeXrbq5kZGR9g9PU9PsTxJbtmzJwYMHqV69OpcvX8bMzExbAO3lp1fh4eFMmTKF\n6tWrExMTw+rVq9m8eTMGBgYMHjwYBweHHM9Ro9Gwbt06Tpw4gb+/vzZB8WLfdnZ2rFq1CoVCwZkz\nZ1iyZAkzZ87Mv4ss0KxZM3QnzSY9PgKVWalc26lv/EK/Xh3eYWTCh6Jly5ZMnLuMzKR4lEZmubZL\nuLCPT5t8gomJyTuM7t1ITklGpXr9aAc5M527v/RC1mQgKXQwq9QWy1pexJ5dRLVqJUhNTaVnz54A\nWFhYZEvQde3albFjx7J3714aNGiAgYGBdpuzszOnT5/G1tYWGxsbnj17Ru3atQFo0KABv/zyC927\nd6dcuXLUrFlT2+/l3+M6OjrMnDmT2bNnk5iYiEajwdPTUyQRBEEQgNJiJIIgCO87WZaZOnUm69cf\nRalsi6XlQGRZJizse4YPn0nVquYsX76U6OhoLl68iLGxMY6OjgCcOnWK06dP06tXL2RZJiUlhfv3\n7+Pk5JRjdXNZll95GvWyFi1a0L9/f3x8fDh06JC2SNeLfi+ULFlSO1rhypUruLi4YGxsDEDz5s21\nc3f/n737jsuqfB84/nkGeyNKCm4yRQP3SMWR5gzKn6k4cm/T1FyRIqSJaIipqZQbHGmZ5iwzJdxi\njpQwB4qAgAvZ4+H8/uDrUyQ4SkDxer9evr5wzn3u+zoH88tznfu+7n96sBa3Zs2aBa6HT05Oxtvb\nm+joaIACi/OJ/8bY2JhRgzz5fON0rDstQm34cE2DpIhd2Kadwd394xKIUDzvrK2t8XTvyLpts7Du\nOQeV5uFfUTITolAf+prhXwWUQIRFz8TEhKysVDTGhSdRag49WuBxbW4a5uavMGjQIEaNGpXvnJmZ\nmX42RsWKFdmwYYP+3JgxY/Rfu7u74+6el+TTaDSEhobqzxkYGLBw4cICxz548GC+71999VWCgoIK\nvQchhHhZXSelpEN4JiSJIEQptn//ftasOYil5RQ0mry3TSoVWFu3IiPjGsePbyc2NpZ69eoRHByM\nubk5b7/9NpD34X7AgAEPbQ8GPFTdfPDgwY+Mw97eHgcHB8LDw9m/fz+rVq0qsJ2xsXG+7wtLSvzT\ngyrsGo2mwATBsmXLaNSoEfPmzSMuLo4RI0Y8Ub/i6YwcPpibCYls2NYPavbB4tV2qA1MyEiIJDNi\nM7bJJ1i/cpE+MSTEP308aTzRH07iwKqRGLQYiFmNpqjUanRp97kfvgPN0dV87jWOOnXqlHSoRaLe\n6zX5JeY4hpbvPNV1Sm4u3DpOzZqFF5sVQghR8hwpPEn8Iim6fYqEECVu2bJgNJrO+gTCAyYmTqSm\nRqDRVGP58mAsLS1JTk7m7NmzuLi4AHlTV7dv3056ejoAiYmJ3L17l1u3bmFkZETHjh3p168ff/zx\nB5D3pis1NbXQWN566y0CAgJwcHB4okrdzs7O/Pbbb6SkpKDT6di/f/8T3XNBiYeUlBT9mD/88MMT\n9SOenlqtxnfGNNYvnEJbs8Okb+7C3dUtsD0zg0+6V+en7RuoXr16SYcpnmOGhoYELQogYHhXqoQv\n4d7cN7kf0IXUwK64G17g+xWBvN21S0mHWWQG9euO6to3T5xAfSAt9gRVXzHOt8RACCGEKCoyE0GI\nUkpRFMLDT2Nt/fAsASMjR3S6ZGxs2nDyZN50VScnJzIyMrCyysuQNmnShKioKAYOHAjkJQl8fX2J\njo7OV9186tSpALz77ruMHTuWsmXL5ius+EC7du2YP38+kydPzne8sB0YypYty8CBA+nfvz+WlpZU\nqVKlwDfYD1UxL6C/999/n5kzZ7JixQpatGhR4Hji2VCpVDRu3JjGjRuXLlQQ5QAAIABJREFUdCji\nBaXRaPDw8MDd3Z27d++SkZGBjY1NvrX7pVWTJk2wN5vL7ZjjmDk2efwF5M1CyLq4juFjuxf676kQ\nQojnw7VSspxB9bTZ7pKgUqmUFyFOIZ4niqLg5NQAK6tA1GqjAtvodGmkpU0hMvJ4MUf3ZNLT0zEx\nMUGn0zFp0iQ8PDxo1apVSYclhBBF5ujRo/QbNQPjlksxsn30zB1FUbh3MpD6lr8TsnqpfmmXEEK8\niFQqFYqilNpsqEqlUoYph4plrCBV8yJ9ljITQYhSSqVS0aRJA06cOIWVVbMC2yQnh9O8ecNijuzJ\nBQUFcfz4cbKysmjatKkkEIQQpV7Tpk35YvZEPvQaSUatD7Go1g619uHkQFbSDVLOLuV162i+XrpI\nEgilkJubW77iljt27CAiIoJJkyY987Fu3brF/Pnz8fPzIyIigl27djFx4sRnPo4QL7trFL7090Ui\nSQQhSrERI/px7NgsdDoXNJr824bl5CQDexg+3LdkgnsC48aNK+kQhBCi2HXq1IHy5e2ZGxjEiR2B\nKI7uaGxqotIYosu4hypuHyZpFxjVy53RIz95KZZ6vIyKc3mKnZ0dfn5+ANSqVYtatWoV29hCvEwc\nKR3bE0sSQYhSzM3NjVGjurJ06RzgLSwsGgAKycmngD2MHft/vPHGGyUcpRBCiH+qW7cuG1Z/SVRU\nFFu+287FKz+Snp5JGQdL2vV5i/bt52FkVPBSNVH6/frrr6xYsYKcnBysrKyYNWsWNjY29OrVixUr\nVmBmZka7du2YMGECnTt3xtvbmy5dulCxYkVmzJhBRkYGAJMnT+b1118nLi6O8ePHs3HjRsLDwwkO\nDmbBggUlfJdClD5RpJV0CM+EJBGEKOUmThxLs2YNWb48mGPHvgWgZcuGDB8+m6ZNm5ZwdEIIIR6l\nSpUqfDRhbEmHIUpARkYGffv2BfLqX9y/fx83NzcA6tWrx+rVqwHYtm0ba9euZdy4cdStW5czZ85g\nb2+Po6Mjp0+fpnPnzpw7d46PP/4YgC+//BIDAwOio6Px8vJi7dq1D40tRTqFKBqVsCzpEJ4JSSII\n8RJ44403ZMaBEEII8RyLjY3l8y+XsWv/ARQUkmPj2LRpE1WqVAH+qokAEB8fz9SpU7l16xY5OTk4\nODgAeTNYwsPDKV++PN26deP7778nMTERS0tLjIyMSE1Nxd/fn8jISDQaDdevXy+p2xXipXRVZiII\nIYQQQggh/quEhAQ8Bgzmdut3sVz8PajVXPu/prwzaBjbV39NpUqV8rX39/enX79+tGjRgvDwcL76\n6isgb4bC5s2biY+PZ9SoURw4cICff/6ZevXqARASEkKZMmXYuHEjOp2O5s2bF/u9CvEyq8TD25W/\niCSJIIQQQgghRAlasS6Y2006YNtrmP6Ytkw57r/Vg6UrVzNn5ox87VNTUylbtiwAO3fu1B+3t7fn\n3r175OTkUKFCBerWrUtwcDCTJ0/WX2dvb6+/Ljc3t6hvTQjxNzITQQghhBBCCPGf7T10FNNRn+Y/\nqFJh3qozP84YzJx/tB82bBhTpkzB0tKSRo0aERsbqz9Xp04dFEUB8pY3LFmyhLp16wLQvXt3Jk+e\nzM6dO2nWrJns7CFEMatcTDMRfi3i/lUP/pF5nqlUKuVFiFMIIYQQQoin1b5Hb2L6T8G0lmu+45nX\nLmM2bzxHd20vociEKD4qlQpFUUptVU+VSqW8oRwulrEOq94o0mcpMxGEEEIIUaokJCQwd+5crl69\niqIotGzZknHjxqHRaEo6NCEK1KNDO+bs3IhJTZd8OyOk7txI/w7tSjAyIcSzVFwzEYo6VVHiMxFU\nKlUUkATkAtmKojQuoI3MRBBCCCFEPoqi8Pvvv7Nh81oOHT1AWmoaZubm3EvIYMTwkYwYMQJFUZg1\naxZWVlaMHfvXVok6nU6SCuK5kZaWRq8hwzlvVg6Dt/4PlUZD1s/bqHbzEt+u+hpLy9KxLZwQj/Iy\nzETwVM4Wy1gbVC5F+iyfhyTCFaCBoih3H9FGkghCCCGE0EtLS2PqJxM4f+UozbuXpWF7B0wtDPjt\nQCzr/U9jZW5HY5c3mTXTj+zsbDw8PBgxYgRHjhwhLS2N3Nxcli9fzrp169i3bx/Z2dm0bt2aYcPy\nCtt9/fXX7NmzBxsbG8qVK4ezszN9+vQhMjISPz8/MjMzcXR0ZMaMGZibmzN8+HDq1KlDeHg4KSkp\nTJ8+HVdX18fchRB/SU9P57ut3/Pdz7+Qm6vg0bol3f+vG+bmpaOauxCP8zIkEZoox4plrGOqJqV+\nOYMKUJd0EEIIIYR4MWRnZzN2wnDUFa4yfUtTtNq/fo1IS86mhUcVuo2uw6rpR/ho6jgC5y/hlVde\nQafTERkZycaNGzE3N+fYsWNER0ezZs0aFEVhwoQJnD59GkNDQw4cOMDGjRvJysqib9++ODs7AzBz\n5kymTJlC3bp1Wb58OV999RXjx48HIDc3l9WrV3P48GGCgoJYsmRJiTwf8WIyMTGhT29P+vT2LOlQ\nhBBFpDJmxTJOUacqnockggL8pFKpdECQoihflXRAQgghhHh+bd7yDfe1kYz5pAFqdcEvWgwMNQya\n5cKC4SfYvXs3kPeWq0mTJvo3u0ePHuXYsWP07dsXRVFIT0/n+vXrpKam4ubmhlarRavV0rJlSyBv\ne7yUlBR9pfuuXbsydepU/Zht2rQBoGbNmsTFxRXZ/QshhHgxXSGjpEN4Jp6HJEJzRVHiVCpVWfKS\nCRGKooSVdFBCCCGEeP4oisL6zSvpNr1ygQmE8lUtCP/5BgBaAw3tBziyZvly7sSnodFoMDY2ztfX\ngAEDePfdd/P1sWHDhkeOXxhDQ0MANBoNOp3uqe5LCCFE6VelmGYinCzi/ks8iaAoStz//jdRpVJt\nBRoDDyURZs6cqf+6devWtG7dupgiFEIIIcTz4sKFC2Sp7/Jq3RoFnndubM/WJb9zZNc1mnWuTO1m\n9nw+ZBv9e4/AyMgoX9tmzZqxbNkyOnbsiImJCYmJiWi1WlxdXZkzZw4DBgwgJyeHsLAwunXrhpmZ\nGVZWVpw5cwZXV1d27txJ/fr1C4xDajkJIcSjHThwgAMHDpR0GMXqMpklHcIzUaJJBJVKZQqoFUVJ\nUalUZsBbgE9Bbf+eRBBCCCHEyykxMZFylUzybYP3T6PmNSPY7zd2fB2BooCFrREdO3bk1q1b+do1\nadKEqKgoBg4cCICZmRm+vr44Ozvj5uZG7969sbW1xcnJSb8Ewtvbmzlz5pCZmYmDgwPe3t4AD8Xz\nqPiEEEI8/GLYx6fAj4GlShVMi2Wc34q4/xLdnUGlUlUFtpJXF0ELhCiK4ldAO9mdQQghhBCEhYWx\n5JvJjP6i7hNf8/mgU8wct/ypdktIT0/HxMSEzMxMhg4dipeXF6+99tq/CVkIIcQTeBl2Z3BRzhXL\nWGdVr5fe3RkURbkKPPlvAUIIIYR4qVWvXp1r5++TmZGDkfHjf41JvZ/FzaupVK5c+anGmT17Nlev\nXiUrK4u3335bEghCCCH+s6qYFMs4Z4u4/xKviSCEEEII8aTKly9P3TpNOfFjNC3cqz62/eEd12jd\nogPW1tZPNc6sWbP+bYhCCCFEgS6RVdIhPBPqxzcRQgghhHh+DOgzjN3LY7ibkPbIdgk3Uti/Jp5+\nnoOKKTIhnn+NGjXS1/IA0Ol0tGvXjgkTJpRIPOHh4YwfP77I+k9JSWHLli367+Pi4ti7d2+RjSfE\no1TFpFj+FDVJIgghhBDihdK4cWMG9vyQBUNPceX32w+dVxSFyFOJBA77jQ+Hz8DZ2bkEohTi+aDT\n6Th48CB+/gF8MvMz7t69y2+//UZWVt4b0WPHjvHKK6+UaIxFWYj0/v37+ZIIsbGx7Nmzp8jGE+Jl\nIMsZhBBCCPHCGfD+IMraleOLaf4Y2lzGtb0V5laGJN/N5Lc9SagzrfH+KJA3275Z0qEKUWK+3/YD\nnwUs457KnuxXWqM2MCXmHiSduUzbDu6sXP4Fe/fu5a233uL06dMAnD9/ns8//5ysrCyMjY2ZMWMG\nlSpV4sqVK/j6+pKTk0Nubi7+/v7Y2dkxdepUEhMT0el0DBkyhHbt2vH1118TFhZGRkYGrq6uTJs2\nDYAbN24wZ84c7t69i0ajwc8vr556amoqU6ZM4fLlyzg7O+Pr6wuAu7s769atw8rKioiICAIDA1m+\nfDnh4eEEBATokw9fffUVJiYmrFu3jn379pGdnU3r1q0ZNmwYS5Ys4caNG/Tt25cmTZpw6tQpoqKi\n6Nu3L126dKFJkyYP3Zejo2MJ/LTEy+DPUrKcQZIIQgghxEumUaNG9O3bl3HjxgEQHBxMeno6Q4cO\nLfSaoKAgzMzM6NOnzzONZfjw4YwfP56aNWs+9bVdOnelU8fOHD58mENHDpJ8+T7WFjZ4f9iGRo0a\noVbLhEvx8vp6xRrmLP8eY7d5WNr/NRsn4dAi7Lt/xfnd03inz0iqljPGw8NDn0SoWrUqX3/9NWq1\nmuPHj7NkyRLmzp3Lt99+i6enJx06dECn06HT6QgLC6NcuXIEBgYCeckAgJ49ezJkyBAgb1vUsLAw\nWrRowSeffMKgQYNwc3MjOzub3Nxcbt68ycWLF9m8eTNlypRh8ODBnDlzBldX10K3Tg0JCWHKlCm4\nuLiQkZGBgYEBx44dIzo6mjVr1qAoChMmTOD06dOMGTOGy5cvExwcDOQtnwgJCSEgIACAefPmPXRf\nQhSVasVUWDGyiPuXJIIQQghRyimKwh9//EF8fDympqZotVp++eUXBgwYgJWV1TMbR6fTodFonll/\nT0KtVtOiRQtatGhRrOMK8TwLDw9n7rLNWHRZjdbM7qHzxmVroDY0437ZxvweuYaMjAz9ueTkZLy9\nvYmOjgbQf6h2cXFh5cqVxMfH06ZNGypWrIiTkxMLFy5k8eLFtGjRgrp18zZdO3HiBGvXriUjI4Pk\n5GSqV69O/fr1uXXrFm5ubgAYGBjox6xduzZ2dnlx1qhRg7i4OFxdXSlsi3dXV1cCAgLo1KkTbdq0\noVy5chw9epRjx47Rt29fFEUhPT2d69evY29v/8hnVdB9CVFUZCaCEEIIIZ57+/b9zNyFXxGVmIHG\nphpKZhI3zv/B21Wrs3btWj744IN87e/du8ecOXOIj48HYMKECbi4uABw8eJFBg0aRFJSEv369eOd\nd94hPDycZcuWYWlpybVr19iyZQsfffQRCQkJZGVl0atXL9555x1yc3P59NNPiYiIQKVS4e7ujqen\np35cRVHw9fXF3t6eESNG4OfnR0REBJmZmbRt25Zhw4YV30MT4gW3fNUGFOdBBSYQHrCo6sadMxux\ntW/M0aNH9ceXLVtGo0aNmDdvHnFxcYwYMQKADh06UKdOHcLCwhg3bhxeXl40aNCA4OBgDh06xNKl\nS2ncuDH9+vVj7ty5BAcHU7ZsWYKCgsjMzAQoNClgaGio/1qj0egTFxqNRn/NgxoOAP3796dFixYc\nOnSIIUOGsGjRIhRFYcCAAbz77rv5+o6Li3vksyrsvoQoCtUxLpZxLhVx/5JEEEIIIUqpkA2bmLEg\nBINmH2PZqjGq/03vV10+z9GEsoTN+5y+ffvmu2b+/Pn07t0bV1dX4uPjGTNmDJs3bwbg0qVLrF69\nmrS0NPr06UPLli0BiIyM5JtvvtEXZ/P29sbCwoLMzEz69+9P27ZtiY2NJSEhgY0bNwJ/TXsGyMnJ\n4ZNPPsHJyYmBAwcCMHr0aCwsLMjNzWXkyJFcvnyZ6tWrF+0DE6IUuH37NgcOn8Ly/3wLaZH3odyq\ntjtqY0sMLSvw/e65NHz9VSBvN4OyZcsC8MMPP+iviomJwcHBgZ49e3Lz5k3+/PNPKleujKWlJR07\ndsTc3Jxt27aRlZWFSqXCysqKtLQ09u/fz5tvvompqSn29vYcPHiQVq1a6ZczPEqFChWIiIigWbNm\n7N+/P18s1atXp3r16pw/f55r167RrFkzli1bRseOHTExMSExMREDAwNMTU1JS/trJxczM7N8//4U\ndF+SRBBF5SLZJR3CMyFJBCGEEKIUun79Oj7zv8L87XUYWJbPd06lNaJMx8+5FnOOD8dPoH27v4oP\nHj9+nKioKP3bv/T0dP1U51atWmFgYICVlRUNGzbk/PnzmJmZUbt27XzV3Tds2MCBAwcAiI+PJzo6\nmkqVKhEbG8v8+fNp3rw5TZs21bf/7LPPaN++vT6BAPDjjz+ydetWdDodt2/f5sqVK5JEEOIJxMTE\noLGshNrQtJAWeXUFDMzLYevag5y0u8QevAn/SyK8//77zJw5kxUrVuRbJrRv3z527dqFVqvFzs6O\nQYMGcf78eRYuXIharcbAwIBp06Zhbm6Oh4cHPXr0wM7Ojtq1a+v78PHx4bPPPmPZsmUYGBjoCysW\nZujQoXz66aeYm5vn+2C/fv16wsPDUavVVKtWjTfeeAOtVktUVJT+3xEzMzN8fX1xcHDA1dWVXr16\n0bx5c0aNGoVaraZPnz507dqVrKysh+5LiKLiVEwzEa4Wcf+qwqYVPU9UKpXyIsQphBBCPC/8/AP4\n6oQhNs3GPHQuckkrXht9kNTrJ7m5rgt+n/miVqsZOnQo7du3Z/fu3Wi1+d8zBAUFAeiXFXh7e/Pm\nm29iZmaWr0jZg+UNS5YswdDQkOHDhzN8+HDq169PRkYGR44cYefOnVhZWTF9+nSGDx9OtWrVuH79\nOgsWLMDQ0JDY2FhGjx5NcHAwZmZm+Pj40LBhQ7p06VLET02IF9/Zs2fpOTYAsy6rn6h9TtoddDvf\n49zxn4s2MCEeQ6VSoShK0e33WcJUKpVSKfd6sYx1XV2pSJ+llC0WQgghSqE9B45iUr19IWfzEvNm\nlRpiYPkKmzZt0p9p2rQpGzZs0H9/8eJF/dehoaFkZ2eTlJTEqVOn8r1hfCA1NRVLS0sMDQ2Jiori\n999/ByApKQmdTkebNm0YOXIkkZF/1Y728PCgefPmTJs2DZ1OR2pqKqamppiamnL79m0OHz78Xx7F\nS2vBggX65SMAH3zwAbNnz9Z/HxgYyPr165+qT3d3d5KSkh46Hhoaytq1a/91rBs2bNCvmxf/jaOj\nIzlJ18jNSnt8YyA9/jzVqlYu4qiEEABOilGx/ClqspxBCCGEKIUyMzJRGxS2ldRfLyesy79KUtJV\n/dZpH330EXPnzsXT05Pc3Fzq1avH1KlTAXBycmL48OEkJSUxdOhQypQpQ1RUVL6emzVrxrfffkuP\nHj2oXLkyr7/+OgAJCQn4+PigKAoqlYoxY/JmSDwYt3fv3qSkpODt7c2sWbOoUaMG7733Hvb29vqK\n7+LRFEXh5MmThB0J435qMrduJhIREUGvXr1QFIV79+7lWxt+9uxZJk6c+FRj/HPLvQfc3Nz0Vff/\njQ0bNtC5c2eMjIr+l9/SztbWljdbNGRf5G6sX/+/x7bPvbiZIePefWw7IcR/F6nklHQIz4QsZxBC\nCCFKoX6DP+CY9m0sX3ur0Da6zFRSN3fl+P6tWFtbF2N04lkLCwtj1oLZpGjTcHyrKkYWxtyNuk3o\n5/to37E9gz0HcfToUW7fvs2cOXMwMjKiQ4cO7Nixg48++ojk5GRycnIYOXIkbm5uZGRkMHXqVBIT\nE9HpdAwZMoR27drh7u5O165dCQ0NRafT4efnR+XKldmxYwcRERFMmjQJHx8fzMzMiIiI4Pbt24wd\nO5a2bduiKApz584lPDyccuXKodVq8fDwIDExkcDAQKpUqYK1tTVLly5l7969rFq1CoDmzZvrdxFx\nc3PD09OTX3/9FWNjYz7//HNsbGxK8tE/l06dOkXPYZ9g2mU1BublCm2XfCUUq/N+/PrTVkngiBL3\nMixnaJWVWCxjHTQsW6TPUmYiCCGEEKXQwD7vctQ3BKVG+0LfHt+/sJ3OrZtKAuEFt2vPbmYEzqSl\nbzsqNaqa7+d95dCfGHe0ZszkDxjx/nDKly/P2bNnMTMzw8nJCWNjY+bPn4+pqSlJSUkMGDAANzc3\nDh8+TLly5QgMDATy76ZhY2NDcHAwW7ZsITg4GC8vr4diun37NitWrODq1atMmDCBtm3bsn//fm7e\nvMnmzZu5ffs27733Hh4eHvTs2ZOQkBCWL1+OpaUlt27dYtGiRYSEhGBhYcHo0aMJDQ3Fzc2N9PR0\nXFxcGDlyJIsWLWLr1q1SCK8A9evX5+Mxnsz6cijGLWZhUv71fOcVXTZJETsw+eNLVq9aKAkEIYpJ\nZK6upEN4JiSJIIQQQpRCbm5u1C63hnNHvsC62diHEgmp0eEYRa7kg+lLSihC8SzcuHGDGfO96RjU\nDbtqZR867+BaEbMy5tg1eYWQ7zfwue88zpw5g7m5Oa6uriiKwuLFi/ntt99Qq9UkJiZy584dnJyc\nWLhwIYsXL6ZFixb5lpS0adMGgFq1avHLL78UGFfr1q0BqFq1Knfv3gXgzJkztGvXDoAyZcrQsGHD\nfNc8mHV64cIFGjZsiJWVFQCdOnXi1KlTuLm5YWBgQPPmzQGoWbMmx48f/7ePrtQbOKAfZe3K8FmA\nF4knrMgu3wa1gSlKWjya67uoX6syn4UsxcnJqaRDFeKl8Wox1CsAuFnE/UsSQQjxUlu5ciV79+5F\nrVaj0WiYNm1agcXiHic8PBwDAwNcXFyAvG2sWrZsSdu2bR95XePGjalRowbZ2dlotVo6d+5M7969\nC31z/GCs4OBgFixY8K9iEy8HrVbL6qCFDBk1kbNbPdFV/z8Mbauhy0hCidqN2b3TfP3lHGrUqFHS\noYr/YOOWTVR1r1FgAgGgvIsjcWdvkJORg33TCsTExnDu3DnMzc15++232b17N0lJSYSEhKBWq3F3\ndycrK4tKlSoRHBzMoUOHWLp0KY0bN2bw4MEAGBgYAKBWq9HpCn6r9qAN/JUceBqFXfP3XUM0Gk2h\n44s8Xbt2pnPnjhw5coRjx8NJSbtFuTLWvPXWUqpVq1bS4QkhXlCSRBBCvLTOnTvHoUOHWL9+PRqN\nhqSkJHJy/l3Bm/DwcExNTZ/6g7qJiQnBwcEA3Lt3Dy8vL1JTU/Xb6BXmUUmGZxWbePFZW1uzOeRr\nTpw4wfrN27l240fMzUx4Z0hrOnXywdS0sH3kxYsgNzeXzT9sodPawovnVXBxJDz4KFYONtR6z4Xv\nl2zDVDHhypUreHl5sXv3bmxsbFCr1Zw8eZKbN/PeX926dQtLS0s6duyIubk527Zt+9dxPkgIuLq6\nsnPnTrp06cKdO3cIDw+nY8eOAJiZmZGamoqVlRW1a9dm/vz5JCUlYW5uzt69e+nVq9e/Hv9lp1ar\nad68uX4GhxCi5PxRShKfkkQQQrxU4uPj+eab7zh0+HcSE2PRqNNISkrC1tZWP3UW4Pjx43zxxRfo\ndDqcnZ2ZNm0aWq0Wd3d31q1bh5WVFREREQQGBjJz5ky+++47NBoNe/bsYdKkSUBeYauQkJB8hcUe\nxdramo8//pj+/fszbNgw4uLimDFjBhkZGQBMnjxZX+n+gfPnzzNnzhzmzp2LhYUFvr6+xMTEYGJi\ngpeXF6ampg/Fdv/+fVasWEFOTg5WVlbMmjVLCpOVYiqVisaNG9O4ceOSDkU8YykpKWTqMrF2KPy/\nXzuncqTfS6NWp9cpW8OeQzf20aVVZzIyMrCysqJTp06MHz8eT09PnJ2dqVKlCgCXLl1i4cKFqNVq\nDAwMmDZtGvBkCcx/tnnwfdu2bTlx4gQ9evTA3t6emjVrYm5uDsC7777L2LFjKVu2LEuXLmXMmDEM\nHz4cgBYtWtCyZcsnHl8IIZ5XryoGj2/0DBR1+UbZnUEI8dLYvPk7vKYvJlfTGa3xG+h0ady8OhGV\nEkfPnh6MHDmS+vXrk5WVRbdu3Vi2bBmOjo54e3tTq1YtevXqhYeHB2vXrtUnERYuXMiyZcsICgrC\nzMyMPn36AHnLGTIyMpgzZ46+sNjWrVsfiqlVq1YcPHgw37G2bdvy7bffYmpqqv8FPjo6Gi8vL9au\nXUt4eDghISEMGDCA+fPnM3/+fMqVK8e8efOwsbFhyJAhnDx5kgULFhASEvJQbCkpKfpf3Ldt28bV\nq1f58MMPi/jpCyGetZSUFJp3bsnA0DFP1D71dgo7em3iyE+HiziywqWnp2NiYqIv4rhixQpsbW1L\nLB4hxPPjZdidwfbe3WIZ6461jezOIIQQ/1VYWBjTvFZgWnYdhkYO+uOWNqe5d2sr23d8QkREBNOm\nTaNGjRo4ODjg6OgIQNeuXdmyZYt+r/UnVVBhsSfxYIycnBz8/f2JjIxEo9Fw/fp1fZsrV67w2Wef\nsWTJEsqUKQPkFS3z9/cHoGHDhiQlJeXbE/6B+Ph4pk6dyq1bt8jJycHBweGhNkKI55+ZmRk2ljYk\nRN6k3GuvPLb9jd+u82r1V4shssJ9+OGHpKSkkJOTw9ChQyWBIIR4qdQopo/fR4u4f0kiCCFeCp8H\nrEJj9lG+BALkZb1tynZDRQ52dlvZv38/NWrUKDRZoNFo9OeysrIeOea/KSwWExODRqPBxsaGoKAg\nypQpw8aNG9HpdPnWs9rZ2ZGdnc0ff/zx1Otc/f396devHy1atCA8PJyvvvrqqa4XQjwfVCoVfbv1\nZseWHynn9fgkwsXNvzO1+0fFEFnhli9fXqLjCyFESYrIKR2z69UlHYAQQhS1hIQEzv1+DXNrt3zH\nMzOukZURDYCFbRcOHT6OnZ0dlStXJi4ujpiYGAB27dpFgwYNAKhQoQIREREA7N+/X9/Xg6JghSks\nifD343fv3mXOnDn07NkTyNuX3c7ODoCdO3eSm5urb2tpaUlgYCCLFy/m1KlTANSrV4/du3cDecUU\nra2tMTU1fSi21NRUypYtq+9XCPHi6vZONxIOxhB19PIj253b+hsGiWr9DCkhhBDFrwbaYvlT1GQm\nghCi1Lt//z5aA1tUKk2+44ounbjoeeTqUgANSnY2ffv2xdDQEG/n4mQ/AAAgAElEQVRvb6ZMmaIv\nrNitWzcAhg4dyqeffoq5ubk+sQDQsmVLpkyZQmhoKJMmTSq0sNg/ZWVl0bdvX/0Wj126dKF3794A\ndO/encmTJ7Nz506aNWuGiYlJvmttbGwIDAxk3LhxTJ8+naFDh+Lr64unpycmJib4+PgUGNuwYcOY\nMmUKlpaWNGrUiNjY2P/0fIUQJcfW1pYlcxczYvIo7gy+TR13VwxN/9qHPP1eGr+tP0H8juusW7Y2\n3wwpIYQQxetCKZmJIIUVhRClXlJSEg0be2Dxyi7UmoK3tMvOvElOkidnz+xDo9EU2EYIIZ5Xly5d\nYuHyLzgUfpgKzSpiaGVEemIa8Sdi6di6A+NGjsXe3r6kwxRCiEK9DIUVGyRkFstY4eWMivRZShJB\nCPFSGDlqMnsP1sPW3rPA83fivmBQn0w++WRSMUcmhBDPTnx8PMePHyctLQ0LCwuaN2+eb/taIZ6V\njIwMfvzxR7Zu3cOtW3cxNTXh6NGfadiwIQYGBjg4OODr64uZmRnh4eEEBwezYMGCfzXW014fFxfH\n+PHj2bhxY6Ft3NzcCA0N/VfxPO1Y4sm8DEkE05iMYhkrzcFYdmcQQoj/auKEYfz660iS75bH3LqV\nfnmBoijcv7MdG/NdDBmyumSDFEKI/8je3p633367pMMQpZiiKISEbMDPbzFZWeWB19FqncjNzSIh\nYTdnzkTTqVMrjIwM+Oabbxg4cCBQ+LK+J/Vfry/q/oR4ErXUxTPbNbyI+5ckghDipeDk5MTGDQsY\nOfoT4m9+RZbSHBQdBqoDVK9qyNIvl/LKK4+vbi6EEKJo3b59m4CAAC5cuICFhQW2trZMnDiRihUr\nlkg8GzZsoFu3bhgZ5dWa+PDDD5k9ezZmZmZP1U9cXBxnz56lQ4cORRFmsVm4cDGLFm3FzGwglpZl\n853Tam2xtJzIrl27sLb+E1PTv5YQpqamMmXKFC5fvoyzszO+vr4AHD9+nC+++EJfg2jatGlotVoO\nHz5MQEAAJiYmuLq66vvJyMhg3rx5XL58mZycHIYNG4abW/7CyX935coVfH19ycnJITc3F39/fxwd\nHfWFjdPT05k4cSLJycnk5OQwcuRI3NzciIuLY+zYsdStW5ezZ89Srlw5Pv/8cwwNDYmIiODTTz9F\npVLRpEmTZ/l4RSkX8eiNvV4YkkQQQrw06tSpw8FfvuPYsWP8/vvvqNVG1KvnRb169eSNhBBClJCs\nrCxu3LhBbm4uFSpUYNKkSbz99tvMnj0byKv3cOfOnRJNInTu3FmfRAgMDPxX/cTGxrJnz54XOolw\n4MABFi3agoXFMLTagpMoarURVlZvc/myD2fPRuiPX7x4kc2bN1OmTBkGDx7MmTNnqFWrFr6+vixb\ntgxHR0e8vb3ZsmUL3bp147PPPmP58uU4ODgwbdo0fT8rV66kUaNGTJ8+nZSUFPr370+TJk30P59/\n+vbbb/H09KRDhw7odDp0Oh3w10wEQ0ND5s+fj6mpKUlJSQwYMECflIiOjmbOnDl4eXkxbdo09u/f\nT8eOHfH19WXq1Km4urryxRdfPJNnK14OMhNBCCFeQGq1mmbNmtGsWbOSDkUIIV5qd+/eZcWKtaxd\nu53MTAtUKg0ZGVHY2qr59NNP9e2cnJwAWLhwIUeOHEGlUjFo0CDat29PeHg4QUFBWFtbP/SG293d\nna5duxIaGopOp8PPz4/KlSsX+iY7NzeXRYsWsX//fk6fPs28efNQFIXExETatWuHpaUl48ePZ/Hi\nxWzatAkrKyt27txJcHAwarUaJycnfHx88PHx4cSJE8yfP5+aNWvq194vXryYqKgo+vbtS5cuXfD0\nLLhGz/Ns8eKVaDRvFppAyM3N5urVBWRnJ2FoaM+pUxdJSEgAoHbt2vpti2vUqEFcXBympqY4ODjg\n6OgIQNeuXdmyZQv169fHwcEBBwcHADp16sT3338PwNGjRwkNDWXdunUAZGdnc/PmTSpXrlxgTC4u\nLqxcuZL4+HjatGlTYDJqyZIlnDp1CrVaTWJiInfu3AHAwcFB//evVq1axMbGkpKSQkpKin52ROfO\nnTl8+PDTP0whXmCSRBBCCCGEEMXq5s2bvPfeMGJiGmJuvgQLi7wPkenpq7l27We6dBnAxo2LqFmz\nJgD79+/nzz//ZOPGjdy5c4f333+f+vXrAwW/4X7wAc/Gxobg4GC2bNlCcHAwXl5ehb7JXrduHefP\nn8fb2xt/f386deqEhYUF69evp23btpQpU4YffviBrKy8+chXrlxh1apVrFy5EktLS5KTkwu81wdv\nvMeMGUNISAgBAQFF+myLyuXLlzl9+jJWVh6FtlGrDahadTy5udlER39FcrIZ33yzhWbNmmBoaKhv\np9Fo9DMCCiue/qjj/v7+VKpU6Yni7tChA3Xq1CEsLIxx48bh5eWVb4vm3bt3c+/ePUJCQlCr1bi7\nu+t/xn/fElWtVj82ZiEeR5YzCCGEEEII8ZQURWHYsEnExblja9sr3zmNxgJT0yakpb1O//7j+fXX\nbRgaGnLmzBn9MgBbW1saNGjAhQsXMDU1LfAN94MkQps2bYC8t8i//PIL8PCb7NjYWN7p58mJ4yew\nfbUKByaOJvlKDD/t+4l3PN7J94ExIiKCS5cuMWzYMDw8PDA2Nmbs2LFkZGTg6uqab9r9Tz/9hJ+f\nHxcuXODMmTNF9DSLz4ULF1Crq6BSPX46tlptgL29B1FRizhy5DTNmhVcN6By5crExcURExODg4MD\nu3btokGDBlSpUiXf8b179+qvadasGZs2bWLSpLzdlCIjI3nttdcKjeVBHz179uTmzZv8+eefNGjQ\nQP9zTUlJwcbGBrVazcmTJ4mLi3vkvZmbm2NpaalPVu3evfuxz0OIB2ppimf5rCxnEEIIIYQQpcbZ\ns2eJiLiPlVWPh84ZGVUhOfkA9vZjuHNnBz/99BNdunR5ZH+FveGGv94k//Mtsr+/PxUrVsR7zmzO\n5t7HePjblKlsRcX3OmDiUI7jA7yYuWMDPx8Oy5dEcHZ2RqvVEhQUxN69e2nQoAHjx48HwNvbm7Cw\nMDSavA/Zubm5rFq1ChcXF4KCghg0aNC/fGLPh8zMTBTF4PEN/8fY2AFDw3JcvXq50DaGhoZ4e3sz\nZcoUfWHFbt26odVq8fLyYty4cZiYmFCvXj1u3LgBwODBgwkICKBXr7wEVIUKFR45u2Pfvn3s2rUL\nrVaLnZ2d/ufwYIZIp06dGD9+PJ6enjg7O1O1atXH3tuMGTPw9fVFrVZLYUXxVCIyS25slUrlCKwF\n7IFc4CtFUb5QqVQ2wCagMhAF9FAUJelRfUkSQQghhBBCFJvvv9+NTtcZlUr90DkzswYkJn7FvXs/\noFZ3Yf363bz22muYm5vrEwpJSUn89ttvjBs3jqtXrz71+A/eZNs7lGdr5CnKT+mPTd1aZN1JIua7\nfTh90BujMtZU8x/HId+vIDaGzMzMfFsDAzRs2JDFixdz4sQJcnNzuXv3LtWrV6dChQrcvXuXNm3a\ncPDgQQwMDIiLi8PMzIzU1NT/9vBKkJWVFWp1yiPbvPba7HzflynTitdfT6ZBgwb5lhA8mEUAec8x\nODj4ob6aNm3Kli1bHjpuZGSUb8ZHQcqXL8/GjRsB6N+/P/3793+ozcGDB4G8+1q5cmWB/TzoA6Bv\n3776r2vWrMn69ev133/wwQePjEeIB2oV06fvQmYi5AATFEU5rVKpzIFwlUr1IzAQ2Kcoir9KpZoC\nTAOmPqp/SSIIIYQQQohiEx9/D622VqHnHR1nEx//Bamp4fz881XKlTNg4sSJZGRk0Lt3b1QqFePG\njcPW1vaRSYTCdt0ZPHgw8+fPZ/xHH2FUrwZZa3/Apm4tKni0JfVaHL+NncPtI2dI2H+cyp8M4bc2\nQ1m7di2VKlWiUqVK+n4dHR1JTU0lLS0NMzMzjIyMyMzM5P/+7/+YO3cuH3/8MR06dMDExASdTser\nr76KWq2mT58+dO3a9YUrrNi0aVNUqk/IybmPVmv5hFed5d13RxZpXEK8SEpyJoKiKDeBm//7OkWl\nUkUAjoAH0Op/zdYAB3hMEkH1IhQGUalUyosQpxBCCCGEeLRPPpnN+vXlsbV9eDnD3yUnh1G37jY2\nbVr6zGM4fPgwo79eQI2VMws8f6z/x7z6QW9sG9Yhcpw/pif+ZPPmzQQEBNC7d28aNGhASkoK3bt3\nZ/v27eTk5DBo0CDefPNNhg4dyvDhwxk/fjw1a9YkKSmJfv36sX379md+H8XNy8uHDRvisbV967Ft\nMzNvotGEcPz4z/mWnAhRGJVKhaIopXbPbZVKpTS4WDyfacNrPPpZqlSqKuQlC+oA0Yqi2Pzt3B1F\nUWwf1b/MRBBCCCGEEMXG3b09mzbNR1HeK3S2AEBu7h569GhXJDHExsaidXIs9Hwdn9FE+H3NxQXr\nSLl0nd5NWuHg4ECXLl2YM2cOxsbGrFy5Eg8PD3r06IGdnR21a9fWX//P+3rUfb5IRo0awo4dvUhJ\nccTc3LnQdjk5yaSmbmDu3HGSQBDibyIySjoC+N9Shi3AuP/NSPhnZuOxmQ6ZiSCEEEIIIYpNbm4u\nHTr0JCqqO1ZWBRdNTE0Nx8joUw4f3o6pqekzj2H79u18enIv1XxHPbbt5S9CGGXu9MIXRnxWzp07\nR9++o0hOroOFRVMMDKz053Jzs0lOPouiHGDSpPcZPnxoCUYqXjQvxUyEiKL5TJt8/ADJxw/ov49b\n4lPgs1SpVFpgB7BbUZSF/zsWAbRWFCVepVK9AvyiKErha86QJIIQQgghhChmV69epXv3Edy92xVL\ny3fRaq0ByM1NIylpD0ZGq1m3bl6+YnzPUnR0NB0G9cF55xdoDAvfcUDJzSWi+ySCvefqt40UeTM5\nli9fyebNO9HpyqMo5qhU2eh0UTRpUofRowfyxhtvlHSY4gXzMiQRTE8Vz2fatPoFP0uVSrUWuKUo\nyoS/HZsL3FEUZe7/CivaKIoiNRGEEEIIIcTzJTY2lsDAILZtO4BaXRVQk5NzmbZtGzJx4jBq1KhR\npOMP/GAkF1vVwLF74ev7Ew4cxyRoNztDNpWaJQnPUmpqKseOHeP+/fsYGxvj7OxMpUqVSjos8YJ6\nGZIIDc4VU02E1x9+liqVqjkQCpwjb8mCAnwMHAe+ASoC18jb4vHeo/qXJIIQQgghnmuNGjWic+fO\n+Pj4AKDT6ejQoQMuLi4EBAQQGhpKVFQU77//fonFGB4ejoGBAS4uLiUWw4sqKSmJS5cuodPpqFq1\nKmXLli2WcS9dusR7I4dg7dWfcq0bP3T+7qkLxE1ZzJq5C6hfv36xxCTEy0ySCM9OQUmEZ0kKKwoh\nhBDiuWZiYsLly5fJysrC0NCQY8eO8corr+jPu7m54ebmVoIR5iURTE1NJYnwL1hZWRXZsoVHcXJy\nImThlwybPIHI4D2Yu7fE+BU7sm7fI2XnITQXY1gxe54kEIQQz0xEWklH8GxIEkEIIYQQz73mzZsT\nFhZG27Zt2bt3L2+99RanT58GYMeOHURERDBp0iR8fHwwMzMjIiKC27dvM3bsWNq2bUt4eDhBQUFY\nW1tz+fJlnJ2d8fX1BeCPP/5gwYIFpKenY21tjbe3N2XKlGHjxo189913aLVaqlatyuzZs7l//z6+\nvr7ExMRgYmKCl5cXpqamfPfdd2g0Gvbs2cOkSZO4f/8+K1asICcnBysrK2bNmoWNjc2jblGUAGdn\nZw58v4PQ0FC2/ribxKQzWJub497Zk3YB7WRnASHEM1XLqHjGCS/i/iWJIIQQ4rnh5uZGaGjoQ8d9\nfHxo2bIlbdu2LfTav+/LLl5sGRkZ7Nmzh43f/si9pBTOnj1HkyZNiIqKokWLFmzcuJF27dphZJT3\n29i2bdtISkpi6tSpmJiYcPv2bVasWMHVq1eZMGGC/u/NxYsX2bx5M2XKlGHw4MGcOXOGOnXqMG/e\nPAICArCysuKnn37iyy+/ZPr06axZs4YffvgBrVZLamoqAMuXL6dmzZrMnz+fkydPMmPGDEJCQsjO\nzua9995j8ODBAKSkpLB69Wp9fGvWrOHDDz8s/ocpHkur1dK2bdtH/vsihBDPgsxEEEIIIf6j+/fv\n8/3329m+81dSUtOIvHiZ3bt38+abb8obwJfUrVu36NVvJFFJDmjK90RrUYY03QFWrP2eKg7WvPHG\nG1hbW3Pjxg2qV68OQFRUFC4uLvj5+eHj40Pr1q0BqFq1Knfv3tX3Xbt2bezs7ACoUaMGcXFxmJub\nc/nyZUaPHo2iKOTm5urX5NeoUQMvLy9at26t7/PMmTP4+/sD0LBhQ5KSkkhLS6Nnz54YGxvrx4qP\nj2fq1KncunWLnJwcHBwcivrRCSGEeM7JTAQhhBDiP9ixYxeTPp5HtklLtDb90RhakZx5hrGf/IDt\nrEW0aFqLa9euYW9vj1b71/9dff3114SFhZGRkYGrqyvTpk3Tn/vpp5/w8/MjJSWF6dOn4+rqSlZW\nFn5+fly4cAGtVsv48eNLZP21eDJjJ0znak57bBoO0x8zNHNEZ2RJ9K07TJs2jXbt2hEfH09WVhbZ\n2dkkJCRgbGxMr169qFWrFomJiQwYMICcnBwuXLjAjRs3ALhx4waenp6o1WoSEhJ4/fXXSUhIID4+\nngoVKmBjY8OMGTOwt7fHx8cHR0dHwsLC2LVrF7a2tuzfv5/MzEwmT54MQE5ODvfv3wdgyZIljBkz\nhri4OMaOHUtUVBSWlpY4OzvTp08f/awEIYQQL6+I1JKO4NmQJIIQQohi99NP+/hw6mJMXl2BmUU1\n/XGNoQ1Wtb8k9kIgq9d+zoljB7G0tOS9997Dw8MDgJ49ezJkyBAAvL29CQsLo0WLFgDk5uayevVq\nDh8+TFBQEEuWLGHz5s2oVCo2btzItWvXGD16NFu3bsXAoPC94UXJuHTpEsfPRGHR1I/400u4E7kD\nXVYSOemXMbZxwqzOGDKu+tG6dWtOnjzJlStXuHDhAuXLl0etVuv7+fXXX/H09KRDhw60bNmScuXK\nER4ezvnz5wkPD8fS0pJPP/0UgE2bNmFjY8O0adO4evUqc+fOZcyYMQBcv36dbdu28eeff9KyZUsy\nMjIwNDTEwMCAVatWcfLkSebPn4+pqSlarZa0tLx5qtHR0VSoUAF/f39Wr17NkiVLMDMzK/4HKoQQ\n4rlSy/jxbZ4FmYkghBCiVNHpdHw8IwCjqnMx+lsCIb9cDMr2xP/zZSxb4k+jRo30Z06cOMHatWvJ\nyMggOTmZ6tWr65MIbdq0AaBmzZrExcUBcPr0aXr16gVA5cqVqVChAtevX9dPhRfPjzNnzqBYNiLq\nx9Gk33kFtfZT1Ab25CZ3IuNuImmJZ8m6d5+aNWty7949jh07xtmzZ6lataq+D5VKRbVq1Vi5cqV+\ntoKhoSERERFUqlQJS0tLAP3Sg99//52VK1cSEBDA/fv3OXDgAK1atSI3N5c///wTT09PFEXBxsYG\nMzMzRowYwaBBg2jcuDEVK1bUL22wtbUlNDSU0NBQzM3NmThxIlOmTCExMZHKlSsX/8MUQgjx3JGZ\nCEIIIcS/EBoaSlJmeSxtXn9kO7OyTfn5wJckJCToj2VlZTF37lyCg4MpW7YsQUFBZGZm6s8/qKOg\n0WjQ6XQF9qsoxbNHs3h6arWalMTzpN95BY3RVFSqvC2uTcocJCc9mDuRCzHSpvPqq6/i6OjIyZMn\nOXfuHL1798bJyYnx48czY8YMAGJiYggLC8PR0ZHw8HCqVatG9+7d9WNNmjQJgMDAQF599VWCgoLQ\n6XR07NgRDw8PTp8+zeTJk/XF9lq1agVAy5YtOXr0KGFhYXzzzTdERkZSvXp1TExMWLlyJWlpaYwf\nP16/7WRwcDDp6ekMHTq0OB+lEEKI51BpmYmgfnwTIYQQ4tk5efIM2SZuhZzN+4BvaluP5PhQVGZ1\nOXToECdPngTykggqlQorKyvS0tLYv3//Y8erV68eu3fvBuDatWvEx8fLm+HnVJMmTUiJPYdK7a5P\nIDygNmhKbraClaU5BgYGWFpakpyczNmzZ3FxccnXNiYmBgcHB3r27Imbmxt//vknDRs25OeffyYp\nKQlAX8vAxcWFvXv3ArBr1y7q1atXYGwPkk83b97ExsYGDw8PPDw8iIyMfKbPQAghROkVkVI8f4qa\nzEQQQghRrLKyc1CpC6tHkPfB0eKVNqTePkncpRWsWnVJ/yHR3NwcDw8PevTogZ2dHbVr1/7ryn98\n6Hyge/fu+Pn50atXL7RaLTNnzsxXqFE8PypUqICttSXxtzPQGPDgr8P/VETJzaRB/b+KYjo5OZGR\nkaFPKj2wb98+du3ahVarxc7OjkGDBmFhYcGgQYMYPnw4Go2G1157jRkzZjBp0iR8fHwIDg7WF1aE\nh/8+Pfg+PDycdevWodVqMTU1xdfXt8D2QgghxD+VlpkIqhdhWqdKpVJehDhF8RoxYgQDBw6kSZMm\n+mMbNmzg+vXrTJkypQQjg1WrVjFw4MASjUGI59WGDRuZvuAC1jV9H9lOUXJJPtudres/zZcsKA5u\nbm6EhoYW65giz/Tps1gQmExObncUrTUqlRZFlw45d7C2msKvoauoUaNGSYcphBDiGVOpVCiKUmoz\nsiqVSjHdXTyfadM6Fe2zlFcx4oXVsWNH9u7dmy+J8OOPP/Lhhx8+0fWKohTZmyNJIghRuM6dOzFz\n9jJysu6hNbQutF3a7ZNUrmCEs7NzMUaXR94ql5xhw/qzdWt/kpMbkplVk9xcBUODXDSa7bRtW18S\nCEIIIV5YtUyKZxzZnUGIQrRt25alS5ei0+nQaDTExcVx69YtXF1dWbduHfv27SM7O5vWrVszbNgw\n4uLi+OCDD6hduzaRkZEEBgbSo0cPunfvzqFDh7Czs2PUqFF88cUXxMfHM3HiRFq2bFnoHvM7duwg\nNDSUjIwMYmJiaN26NR988AGLFy8mMzOTvn37Uq1aNf1UVyFEHisrK/r26sKq73ywcfYvcGlDTuYd\nsqL9+Gj+iBL/QL9w4UKOHDmCSqVi8ODBtGvXDn9/f5o1a0bLli356KOPsLKyYvr06Wzfvp2YmBhG\njhzJRx99REJCAllZWfTq1Yt33nmnRO/jRVGxYkWCgwMYN24mcXEqNJpyZGf/QefOzZgzx6+kwxNC\nCCFeepJEEC8sS0tLateuzaFDh3Bzc+PHH3+kffv2HDt2jOjoaNasWYOiKPx/e3ceH3V57XH8e7KS\nRAiEVUUBseoU5QYxKFdpU4uigFpsFRREWpUqpVqx4MJldbsCRb1W67VQREOI4IZWwJ1ytRU0iCiO\niAuLECI7IQlLkuf+McMYlsCEzm8mEz7v1yuvzPzmN89zMscQ58x5nt+wYcO0dOlStWzZUmvXrtW4\nceNCrdHl5eXq0qWLbr31Vg0fPlxPPvmk/vKXv+jrr7/W2LFj1a1btxqvMS9JX375pfLz85WUlKRf\n/vKX6tu3r4YOHarZs2crLy8vli8PUGs5OTnq2bOnxo0bJylwKcYePXqoY8eOmjx5co3P8/v9mjt3\nru64446w57rrzj9o/YZ79MZ7g5XU8tc6rsUFMktQVUWZdqyfL9s8TSOG9lGPHhf/2z/XPjk5ORow\nYIBuu+02STpo1/yqqioVFxeHrvAgSe+8845WrlypgoICbdmyRQMHDlSnTp2UnZ2tpUuXqlu3btq0\naZO2bNmioqIijRw5UlOmTJEkjRkzRjNnzlRKSooKCgp04YUXhi4v6LWnnnpKGRkZ6t+//0GP3Xjj\njaEY66rs7GwtWPCSli9frm3btunUU09Vq1atYh0WAAD/Fn9JrCOIDIoIiCvr1q3TlCnP6q23FqtB\ng1R16NBKr732WqiIMHr0aM2fP1+LFi3SgAED5JxTeXm51qxZo5YtW+r444/fb211SkqKzjvvPEmB\nDbpSUlKUkJCgU0899YjXmJekLl26KD09XZJ0yimnqKioSC1atIjmSwJETFpamr7++mvt2bNHKSkp\nWrRoUVhv3Hw+n3w+X63mSk5O1uP/85DmzZun/506Tcs/Gq2k5IaqrNiun/0kR4NvGK2cnJyj/VEO\nKSUlRe+++64GDRqkzMzM0HHnnJ5//kVNnvy0Nm3aK+d2a9u2FVqyZIk++eQT9ejRQ5KUlZWlzp07\n6/PPP1enTp00c+ZMffvtt2rXrp1KSkq0ZcsWbdu2LbQJ5MyZMzVlyhQlJSUpNTVVa9eujfreDody\nqALCvo6uusTMdOaZZ8Y6DAAAIsaXHp15WM4ABH311Vf61a9u0Y4dvZSePkZVVWVaubJAZWXP6ppr\nrtHu3bt1+umna968eRo0aJD69Omz3/OLiorUoMH+W6JW36HdzEKfQJpZWNeYT07+oQ07ISEh9Bw2\nAkU8+P777/X88y/qgw+WKjExQRs3btSVV16p9957TxdeeKFef/11XXzxxVq6dKkkafny5frTn/6k\nPXv2qEGDBho9erROPvlkFRYWKi8vTw8//LCeeuopFRcX67vvvlNxcbGuueYa9e3bV5I0b948Pffc\nc6qoqFCHDh101113qVevXurVq5e2bdumsrIyZWZmKiMjw5OfNzExUX369FF+fr5uueWW0PEpU57W\n/fe/rJ07m0qqlHNOpaVrde21IyR9p3vvvVeS1L17d7Vo0ULdu3fXn//8Z61evVr/+te/dPbZZ2vH\njh1auHChkpKSlJaWpsLCQn344YehgsXChQs1f/58TZgwQRUVFWrdurXGjx+v1NRUjRs3TqmpqVqx\nYoW2bt2qUaNGae7cuVq2bJnOOuus0NUCfvKTn6hPnz764IMP1KxZMz3wwAPKzMxUQUGBXnzxRSUl\nJaldu3a6//77JUnffPONfvvb3x6Uh32bRhYWFurJJ59Uo0aNtHr1aj3//POHzFGsl5MAAFBf+HfE\nOoLISIh1AEC47r33UZWUDFRW1o1q0KC90tPPUtOm92nPnrgHAVwAACAASURBVNYaMmSILr440Pbc\ntWtXvfLKKyovL5ckbdy4UVu3bj3kmId7s7/vsaO5xnxycnKNRQigLnjppZfUrVtv/elP/6dFi5rp\n/fcztWrVJv3lL89o+vTp2rNnj7766qv9Pglu166dpkyZory8PA0ePFiPP/546LHqbzRXr16tJ554\nQtOnT9df//pXVVZWatWqVXrzzTc1depU5eXlKSEhIfR7JUmNGzfWCSecENECwj/+8Q9dffVvdOaZ\nF6hr10tVVFSkSy65RPPmzVNpaakkadeuXZo8ebrKy09WixZD1LbtX9W69f2qqNimyspbtWePNGvW\nLK1cuVItWrTQxx9/rA4dOujTTz/V+eefr/z8fJ199tnKzs7WCy+8IDPTgAEDdPfdd+u9997TK6+8\noo0bN+qzzz5TTk6Opk+frhkzZqht27aaM2dOKNaSkhJNmzZNw4YN0x133KH+/ftr9uzZWrlypVau\nXCkpsPyqQ4cOeu6559SpUyc99dRTkqTp06crPz9f+fn5uueeew6bhwNztWLFCg0fPlzPP//8EXME\nAAD+Pb706Hx5jU4ExIWysjK9994SZWaO3e+4mSkzs78+//zeUMvxueeeq1WrVoWujpCRkaHx48cr\nIeHgmtnhPmHb91i415ivPlafPn3Ur18/+Xw+NlZEnfPBBx9o+PAJSk/vr4YNm4WOJyU1U0JCH82Z\n8z/KzZ2hCy64YL9CW0lJicaMGaO1a9dKUo2FsvPPP1+JiYnKzMxUVlaWtmzZosWLF+uLL77Q9ddf\nL+ecdu/eraysLM9+xv/93ymaOHGWEhKuUHr6dSop2aLvvvu9rrvuFvXq9XMVFBQoNTVVq1atUlVV\nB5WX+1Vc/LCkfT9vlY47rqs2bEjS3r17NWjQICUmJqpNmzaqrKxUo0aNlJOTo8LCQp144olq1aqV\ndu7cqbZt2yovL0979+7VH//4R73//vt68803ddZZZ2nt2rW66aabVFJSol27doWWUkmB7gBJat++\nvZo2bapTTjlF0g/LpH70ox8pISFB3bt3lyRdeumloUvZnnbaaRo5cqRyc3OVm5t72Dw0b958v9ep\nQ4cOoSUr0c4RAADHmvrSiUARAXGhoqJCksns4F3cjzuuq0477aL9ugP69u0bat2trqCgYL/7//jH\nP0K3Bw8efMjHUlJSQu3E1fXu3Vu9e/cO3a++8dzQoUM1dOjQI/xUQGw8/PCTSkj4qVJSmh30WEbG\nKUpOPk333/+AXn99vrZt2xZ67Mknn1ROTo4mTpyooqIi3XzzzYccv/rGhNWX+fTu3VtDhgyJ8E9z\nsPXr12vSpGk67rhxSkoKXEIyKamhkpJa6auvWqm0dLfefvttXXbZZcHYGkhyatv2rzL74c+ic06p\nqZk67rjjdOaZZ2rIkCGaNGmS3n77bXXq1EmXX365Lr/8ckmBpRIvvfSSbr/9dkmBbqRHH310vw0O\nr7jiCk2ePFnt27fX3//+dy1ZsiQ0176lUQkJCQctkwr8+1ezRx55REuWLNHChQv1t7/9Tc8995yk\nmvNQXVra/teailaOAAA4FvmOi848Xu+JwHIGxIWGDRvq9NPbaufOfx70WHn5W7r00q4xiAqIP1u3\nblVh4adq2PBQGyEGPoVv3vxSVVUlq3379vs9unPnztAn2a+++mqt5s3JydHbb78dWlq0Y8cObdiw\nofY/QBjmzp2nyspzQgWE6jIyeujFFwNXcpkzZ45OOukkVVUtUXp6J23ZMit03q5dK1VWVqj27U9Q\neXm51q5dqxNOOEHZ2dnKy8tTp06dah1XWVmZmjZtqoqKiqNaJlBVVaW3335bkjR//nxlZ2dLkjZs\n2KDOnTvr97//vUpLS0NLuWpS0zKuaOYIAIBjkX97dL68RicC4oKZadSo32ngwFHasaNSDRteoKqq\ncm3f/pKaNl2o6657NtYhAnGhrKxMiYlp+33i/oPAkpzU1ONVVXXwgrqBAwdq7Nixmjp1qi644IJa\nzduuXTvdcsstGjp0qKqqqpScnKw777zTk8v2bd68Tc4dug0/ObmZtm/frv79+2vWrFnKzMzUVVdd\nqPz8dSorW6bt2+dLqlJKShtlZHypESOG6p///GfojXd2drYef/zx0Bv42rj55pt1/fXXq0mTJjrz\nzDNVVlYmKbxlVVKga2D58uWaOnWqsrKy9OCDD6qyslKjRo1SaWmpnHPq16/fEfeVqGm+aOYIAIBj\nUX3pRLB42EXezFw8xAnvLVq0SA8++KQ++cSvxERTjx7ddPfdt6p169axDg2IC7t27VJ2djc1aHCD\nkpIaHvKc0tKvddJJH+uNN16KcnSR8eqrr2rYsFnKzLztoMd27vxE7du/pddemxk6tmfPHo0fP1Gz\nZr2phISz5FyZUlJWadSoW3T11b+KZuiHte+qCgAA1EdmJudcvb0kkJm59LzovKctG+Dta0knAuLK\nueeeq5dfPle7d+9WYmLiITc4BFCzBg0a6Je/7KWZMxcrK+vnBz3unNOePR/qN78ZEIPoIuOiiy5S\no0YPq6RkiRo2PDt0vLJyp/bufUm/+93+a/5TUlJ0330jdfvtN+vTTz9VSkqKOnfurNTU1GiHflhc\nahEAgPhGJ0IU0YkAAJFTXFysyy7rp82bf6zGjbuEljZUVu7Sjh3v6Mc/3qvZs59RgwYNYhzp0Vu+\nfLmuu26oSkraqLLydElblZDwgW666QqNGDGMN+QAANQxx0InQueXo/OetvAX3r6WFBEA4Bj03Xff\nafjw0frww+VKTDxZUqWqqtaoZ8+f6b77Rqthw0MvdYgnZWVlmjdvnpYt+0JNmzZW796Xhi6dCAAA\n6pZjoYiQ/nSUljMMoohAEQEAPLJq1Sr5/X4lJiaqU6dOoasvAAAARNOxUETo/EKUOhF+SRGBIgIA\nAAAA1GPHQhEhfUqUOhFuZGNFAAAAAADimq9RdObxemNFiggAAAAAAHjMvyXWEUQGRQQAAAAAADzm\ny4zOPHQiAAAAAAAQ5/ybYx1BZFBEAAAAAADAY77G0ZmHTgQAAAAAAOKcf1OsI4gMiggAAAAAAHiM\nTgQAAAAAABAWOhEAAAAAAEBYfE2iM4/XnQgJHo8PAAAAAADqCToRAAAAAADwGMsZAAAAAABAWOrL\ncgaKCAAAAAAAeMy/MdYRRAZFBAAAAAAAPObLis48dCIAAAAAABDn/N/HOoLIoIgAoN7JycnRgAED\ndNttt0mS8vLyVF5erptuuinsMQoLC5WcnKyOHTtKksaNG6du3brpwgsvPOzzunTpotNOO0179+5V\nUlKSevbsqWuvvVZmdti58vLy9PDDDx9VbAAAAKj7fE2jMw+dCABQSykpKXr33Xc1aNAgZWZm1vr5\nlZWVKiwsVHp6eq3fqKelpSkvL0+StG3bNo0cOVKlpaUaPHjwYZ93uCLDgY42NgAAAMSOvzjWEUQG\nRQQA9U5iYqL69Omj/Px83XLLLfs9VlRUpPHjx2v79u1q0qSJRo8erZYtW2rcuHFKSUnRl19+qebN\nm2vZsmVKTEzU/PnzNXz4cEnSkiVLNGPGDG3evFm33nrrEbsSGjdurHvuuUfXX3+9Bg8erKKiIo0e\nPVq7du2SJI0YMUJnnXXWfs9Zvny5HnzwQT300ENq2LChxo8fr3Xr1iktLU0jR45Uenq6Xnzxxf1i\n27Fjh6ZOnaqKigplZmbqvvvuU5MmUdr+FwAAAGGhEwEA6gjnnJYsWaKPP/5YGRkZqqio0FVXXaV+\n/fpp4MCB+507ceJEXXbZZerZs6deeeUVTZw4UZMmTZIkbdy4UdOmTZMkPfXUU8rIyFD//v0lSS+/\n/LI2b96sqVOn6ttvv9WwYcOOWESQpBNPPFFVVVXaunWrsrKy9MQTTyg5OVlr167VyJEj9cwzz4TO\nXbZsmSZNmqTJkyerRYsWmjhxos444wxNmjRJH330kUaPHq0ZM2boyiuv3C+2nTt36umnn5YkzZkz\nR9OnT9cf/vCHf/t1BQAAQOTQiQAAdUBgr4OhWrToS+3de7ISE3epqOhTvfHGG+rdu7cKCgqUmpoa\nOn/ZsmWaOHGiJKlXr1567LHHQo917979sHPl5uZKktq1a6etW7eGHaNzTpJUUVGhCRMmaMWKFUpM\nTNSaNWtC53zzzTd64IEH9Pjjj6tp00CZ+pNPPtGECRMkSeecc462b9+usrKyg8YvLi7WXXfdpU2b\nNqmiokInnnhi2LEBAAAgOnzNojOP150ICR6PDwCemjz5f/TPf25So0b91azZT9WkSQ8lJDTXiBEP\nqGvXrpozZ47Ky8tD5x9u74EGDRocdq7k5OTQ7X2FgSNZt26dEhMT1aRJE82YMUNNmzZVQUGBnnnm\nGe3duzd0XrNmzZSamqovvvgirHGrmzBhgvr166eCggLdfffd2r17d63HAAAAAMJBJwKAuFVZWan8\n/BfUsOHVMvuhJmqWqMrKH+n119/SRRddpDlz5uiKK66QJHXs2FGvv/66evbsqblz56pTp06HHDsj\nI0OlpaU1zl1TEaH68a1bt+rBBx9U3759JUmlpaVq2bKlJOm1115TVVVV6NxGjRpp1KhRGjJkiNLS\n0nT22WerU6dOmjdvnm644QYVFhaqcePGSk9PPyi20tJSNW/ePDQuAAAA6h6WMwBAjO3evVvl5bvV\npEnDAx4xmTXW+vXF+q//GqFZs2aFOhCGDx+ucePGKS8vL7SxonRwh0K3bt105513auHChRo+fPhB\nj9fU0bBnzx4NGDAgdInHXr166dprr5Uk/epXv9KIESP02muvqWvXrkpLS9vvuU2aNNEjjzyi2267\nTaNGjdJNN92k8ePH65prrlFaWprGjRt3yNgGDx6sO++8U40aNVJOTo7Wr19/VK8nAAAAvFNfljNY\nuC25sWRmLh7iBBBdzjn95CeXaPPmc5We3nq/x7Ztm6uxY6/SgAH9YxQdAAAAwmVmcs6Ff83rOGNm\nLn1YdN7Tlk329rWkEwFA3DIz3XHHEN1xxwQlJvZSamozOVep7duXKitrmy6//LJYhwgAAABIknzN\nozMPl3gEgMP4xS+uUFlZuSZMeEwlJQmqrNyl7OwzNGnS02rUqFGswwMAAAAkSf6iWEcQGSxnAFAv\n7NmzR2vWrFFGRoaOP/74WIcDAACAWjgWljN0vjc672kLR7GcAQCOKCUlRaeeemqswwAAAAAOyV9P\n9r6miAAAAAAAgMd8LaMzD3siAAAAAAAQ5+hEAAAAAAAAYaETAQAAAAAAhMW/LtYRRAZFBAAAAAAA\nPOZrFZ15vO5ESPB4fAAAAAAAUE/QiQAAAAAAgMf838U6gsigiAAAAAAAgMfqy3KGmBcRzOwSSY8o\nsLRiqnPuoRiHBAAAAABARMW6E8HMpkrqLanYOdcxeGyMpJskfR887R7n3PzDjRPTIoKZJUj6s6Sf\nS1ov6UMzm+Oc+yKWcQEAAAAAEEm+E6Izz2E6EaZJekzSMwccn+ycmxzu+LHuROgiaaVzbrUkmVmB\npCskUUQAAAAAANQb/rWxnd85956ZtTnEQ1abcWJdRDhRUvWX8jsFCgsAAAAAANQbdaAToSZDzew6\nSR9JusM5t/1wJ8e6iBC2sWPHhm7n5uYqNzc3ZrEAAAAAAI7eggULtGDBgliHEVX+NbGO4JCekDTe\nOefM7D5JkyXdcLgnmHMuKpEdcnKz8ySNdc5dErx/lyR34OaKZuZiGScAAAAAwDtmJudcrdrq44mZ\nuc6/9+Y9bcl3C1SybkHoftHicTW+lsHlDK/u21gx3Meqi3UnwoeSTg0GWySpn6RrYhsSAAAAAACR\n5V0nQq50fG61++MOd7Kp2h4IZtbKObchePdKSZ8dabaYFhGcc5VmNlTSG/rhEo/+WMYEAAAAAECk\nxXpPBDPLl5QrqamZrZE0RtLPzCxbUpWkVZJ+e6TxY7qcIVwsZwAAAACA+utYWM6Q3is672nLXvP2\ntYz1cgYAAAAAAOo9X+vozHMUV2eolQSPxwcAAAAAAPUEnQgAAAAAAHjMvzrWEUQGRQQAAAAAADxW\nX5YzUEQAAAAAAMBj/lWxjiAyKCIAAAAAAOAx30nRmYdOBAAAAAAA4pz/21hHEBkUEQAAAAAA8Bid\nCAAAAAAAICz+b2IdQWRQRAAAAAAAwGO+NtGZp/B9b8eniAAAAAAAgMfoRAAAAAAAAGGJWifCB96O\nn+Dt8AAAAAAAoL6gEwEAAAAAAI/5v451BJFBEQEAAAAAAI/52kZnnsKPvB2fIgIAAAAAAB7zfxXr\nCCKDIgIAAAAAAB6LWifCUm/Hp4gAAAAAAIDH6EQAAAAAAABh8bWLzjyFn3k7PkUEAAAAAAA8RicC\nAAAAAAAIS9Q6Efzejk8RAQAAAAAAj/lXxjqCyKCIAAAAAACAx3ynRGeeQo+LFRQRAAAAAADwmP/L\nWEcQGRQRAAAAAADwWNQ6Eb71dvwEb4cHAAAAAAD1BZ0IAAAAAAB4jOUMAAAAAAAgLL5TozNP4Vpv\nx6eIAAAAAACAx/wrYh1BZFBEAAAAAADAY1HrRFjv7fgUEQAAAAAA8Jj/i1hHEBkUEQAAAAAA8FjU\nOhG+93Z8iggAAAAAAHiMTgQAAAAAABCWqHUiLPZ2fHPOeTtDBJiZi4c4AQAAAAC1Z2Zyzlms4/CK\nmbn0htF5T1tW4u1rSScCAAAAAAAe850enXkKP/J2/ARvhwcAAAAAAPUFyxkAAAAAADF1TCxnyIjS\ncoZSljMAAAAAABDXfGdEZ57CQm/HpxMBAAAAABBTx0QnQnqUOhHK6EQAAAAAACCu+XzRmYdOBNGJ\nAAAAAAD1GZ0IkUMnAgAAAAAAcY5OhCiiEwEAAAAA6i86ESKHTgQAAAAAAOIcnQhRRCcCAAAAANRf\nx0YnQlVU5iorS6ATAQAAAACAeObzVUZlHjoRRCcCAAAAANRnx0Ynwu6ozFVWlkonAgAAAAAA8czn\ni85yBq87ERK8HR4AAAAAANQXdCIAAAAAAOAxvz86nQheo4gAAAAAAIDH6styBooIAAAAAAB4zO+P\nztUZvEYRAQAAAAAAj/l80ZmHTgQAAAAAAOKc318R6xAigiICAAAAAAAeoxMBAAAAAACEhU4EAAAA\nAAAQFjoRAAAAAABAWPz+vbEOISIoIgAAAAAA4DGfLyEq83jdiRCdnwIAAAAAAMQ9OhEAAAAAAPCY\n378n1iFEBEUEAAAAAAA8Vl+WM1BEAAAAAADAY37/7pjOb2ZTJfWWVOyc6xg81kTSc5LaSFol6Wrn\n3PbDjuOc8zjUf5+ZuXiIEwAAAABQe2Ym55zFOg6vmJnr3PmbqMxVWHjKIV9LM7tA0k5Jz1QrIjwk\nabNzboKZ3SmpiXPursONTxEBAAAAABBTx0IRIT3986jMVVb24xpfSzNrI+nVakWELyT91DlXbGat\nJC1wzp1xuPFZzgAAAAAAgMd8vui8/a7lnggtnHPFkuSc22BmLY70BIoIAAAAAAB4zO/fFesQwnHE\nJQAUEQAAAAAA8JjPl+zJuCUli1VSsjh0v6ysVk8vNrOW1ZYzfH+kJ1BEAAAAAADAY35/uUcjnxX8\n2ufxw51swa99XpE0SNJDkq6XNOdIs1FEAAAAAADAY151Ihyopj0RzCxfUq6kpma2RtIYSf8tabaZ\n/UbSaklXH2l8rs4AAAAAAIipY+PqDIuiMldZ2bmevpZ0IgAAAAAA4DGfLyUq89Ty6gy1luDt8AAA\nAAAAoL6gEwEAAAAAAI/5/bW7bEJdRREBAAAAAACP1ZflDBQRAAAAAADwmN9fGusQIoIiAgAAAAAA\nHvP5GkRlHjoRAAAAAACIc37/zliHEBEUEQAAAAAA8BidCAAAAAAAICx0IgAAAAAAgLD4fGlRmYdO\nBAAAAAAA4pzfXxLrECKCIgIAAAAAAB6rL50ICd4ODwAAAAAA6gs6EQAAAAAA8JjfvyPWIUQERQQA\nAAAAADzm86VHZR42VgQAAAAAIM75/dtjHUJEUEQAAAAAAMBjPt9xUZmHTgQAAAAAAOKc378t1iFE\nBEUEAAAAAAA8RicCAAAAAAAIC50IAAAAAAAgLD5fw6jMQycCAAAAAABxzu/fGusQIoIiAgAAAAAA\nHqMTAQAAAAAAhMXv3xLrECKCIgIAAAAAAB7z+TKjMo/XnQgJ3g4PAAAAAADqCzoRAAAAAADwmN+/\nOdYhRARFBAAAAAAAPFZfljNQRAAAAAAAwGN+/6ZYhxARFBEAAAAAAPCYz9c4KvPU204EMxsj6SZJ\n3wcP3eOcmx+reAAAAAAA8AqdCJEx2Tk3OcYxwGMLFixQbm5urMPAUSB38Y38xS9yF9/IX3wjf/GL\n3KGuoxMhMizG8yMK+Ac9fpG7+Eb+4he5i2/kL76Rv/hF7lDX0YkQGUPN7DpJH0m6wzm3PcbxAAAA\nAAAQcT5fk6jM43UnQoKXg5vZm2a2rNrXp8Hvl0l6QtIpzrlsSRsksawBAAAAAIA6zJxzsY5BZtZG\n0qvOuY41PB77IAEAAAAAnnHO1dvl7ma2SlKbKE232jnX1qvBY3l1hlbOuQ3Bu1dK+qymc+vzf0wA\nAAAAgPrNyzf10RbLPREmmFm2pCpJqyT9NoaxAAAAAACAI6gTyxkAAAAAAEDd5+nGirVlZq3N7B0z\nWx7chPHW4PEmZvaGma0ws9fNLDPWseJgZpZqZovM7ONg/sYEj5O/OGFmCWa2xMxeCd4nd3HCzFaZ\n2SfB37/FwWPkL06YWaaZzTYzf/Bv4Lnkr+4zs9OCv3NLgt+3m9mt5C5+mNntZvZZcOPvGWaWQv7i\ng5ndFvz/Td4zxAEzm2pmxWa2rNqxGvNlZneb2crg38WLYxM1alKnigiSKiQNc851kNRV0u/M7AxJ\nd0l6yzl3uqR3JN0dwxhRA+fcbkk/c851kpQt6VIz6yLyF09uk/R5tfvkLn5UScp1znVyznUJHiN/\n8eNRSXOdcz5J/yHpC5G/Os8592Xwd+5sSZ0llUp6SeQuLpjZCZJ+L+ns4ObeSZKuEfmr88ysg6Qb\nJJ2jwP9z9jaz9iJ3ddk0ST0OOHbIfJnZjyVdLckn6VJJT5gZe+TVIXWqiOCc2+CcWxq8vVOSX1Jr\nSVdImh48bbqkX8QmQhyJc64seDNVgT/GTuQvLphZa0k9JU2pdpjcxQ/Twf+mk784YGaNJHVzzk2T\nJOdchXNuu8hfvOku6Wvn3FqRu3iSKCnDzJIkpUlaJ/IXD3ySFjnndjvnKiUtVGCj9stF7uok59x7\nkrYecLim37XLJRUE/x6ukrRSUhehzqhTRYTqzKytApXFDyS1dM4VS4FCg6QWsYsMhxNsh/9Y0gZJ\nbzrnPhT5ixcPSxquQOFnH3IXP5ykN83sQzO7MXiM/MWHdpI2mdm0YFv8U2aWLvIXb/pKyg/eJndx\nwDm3XtKfJK1RoHiw3Tn3lshfPPhMUrdgO3y6Ah+CnCRyF29a1JCvEyWtrXbeuuAx1BF1sohgZsdJ\nel7SbcGOhAN3f2Q3yDrKOVcVXM7QWlKXYLsZ+avjzKyXpOJgJ9Dh2sXIXd11frCluqcCS8G6id+9\neJEk6WxJjwdzWKpAiyf5ixNmlqzAJ2ezg4fIXRwws8YKfBLaRtIJCnQk9Bf5q/Occ19IekjSm5Lm\nSvpYUuWhTo1mXPi3ka84UeeKCMF2suclPeucmxM8XGxmLYOPt5L0faziQ3icczskLZB0ichfPDhf\n0uVm9o2kmZIuNLNnJW0gd/HBOVcU/L5R0ssKtP3xuxcfvpO01jn3UfD+CwoUFchf/LhUUqFzblPw\nPrmLD90lfeOc2xJsiX9J0n+K/MUF59w059w5zrlcSdskrRC5izc15WudAp0l+7QOHkMdUeeKCJL+\nJulz59yj1Y69ImlQ8Pb1kuYc+CTEnpk127erqpmlSbpIgX0tyF8d55y7xzl3snPuFEn9JL3jnLtO\n0qsid3WemaUHO7hkZhmSLpb0qfjdiwvBVs61ZnZa8NDPJS0X+Ysn1yhQgN2H3MWHNZLOM7MGwU3b\nfq7A5sLkLw6YWfPg95Ml9VFgORG5q9tM+3e81pSvVyT1C14tpZ2kUyUtjlaQODJzru50jZjZ+Qps\njPKpAu0sTtI9CvxHM0uBitRqSVc757bFKk4cmpmdpcCmKAnBr+ecc/ebWZbIX9wws59KusM5dzm5\niw/BP7AvKfBvZpKkGc65/yZ/8cPM/kOBTU2TJX0j6dcKbPhG/uq44Hrs1ZJOcc6VBI/xuxcnLHA5\n6n6S9irQEn+jpIYif3WemS2UlKVA7m53zi3gd6/uMrN8SbmSmkoqljRGgc7J2TpEvszsbgWuwLFX\ngSXub8QgbNSgThURAAAAAABA3VUXlzMAAAAAAIA6iCICAAAAAAAIC0UEAAAAAAAQFooIAAAAAAAg\nLBQRAAAAAABAWCgiAAAAAACAsFBEAADgKJhZGzP79IBjY8xs2CHOnWZmV0YvOgAAAG9QRAAA4Oi5\nI51gZonRCAQAACAaKCIAABBZZmbvmtnDZrZY0q3B4xeZ2Ydm9oWZ9Qqe2MbMFprZR8Gv84LHfxoc\nY7aZ+c3s2WqDf2tmD5nZMjP7wMxOqTbW22a21MzeNLPWwePTzOwvB84NAABwNCgiAADgjWTnXBfn\n3MPB+22cczmSekt60sxSJBVL6u6cO0dSP0mPVXt+tgIFiB9Lam9m/1ntsa3OuY6SHpf0aPDYY5Km\nOeeyJeUfMNah5gYAAKg1iggAABydmpYyuODXcwccnyVJzrmvJH0t6QxJKZKmmNkySbMl+aqdv9g5\nV+Scc5KWSmpb7bGC4PeZks4L3u4avC9Jz0o6/whzAwAA1FpSrAMAACBObZaUdcCxLEnfBG+XHvBY\n9aKDBe/fLmmDc65jcO+E8mrn7K52u1L7/812NdyuyaHmBgAAqDU6EQAAOArOuVJJ683sZ5JkZlmS\nekh6T4E36ge6ygLaS2onaYWkTElFwccHSgp3E8a+2yfAxgAAAOZJREFUwe/9JP0rePt9SdcEbw+Q\n9H9HmBsAAKDW6EQAAODoDZT0hJlNVuDT/bHOuW/N7MBP+p2kNZIWS2oo6bfOuT1m9oSkF8xsoKT5\nOrh7ofrzq2tiZp9I2qUfCge3SppmZn+UtFHSr6udf9DcR/GzAgAAyAJLLQEAQDwws28ldXbObQnz\n/GmSXnXOvehtZAAA4FjAcgYAAOJLbav/fFoAAAAihk4EAAAAAAAQFjoRAAAAAABAWCgiAAAAAACA\nsFBEAAAAAAAAYaGIAAAAAAAAwkIRAQAAAAAAhIUiAgAAAAAACMv/A/D+678wLtuXAAAAAElFTkSu\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ノード(点)のサイズや色に意味をもたせた散布図を作成する\n", "names = state\n", "x_axis = urbanpop\n", "y_axis = murder\n", "sizes = assault\n", "colors = rape\n", "\n", "name_label = \"States\"\n", "x_label = \"Urbanpop\"\n", "y_label = \"Murder\"\n", "size_label = \"Assault\"\n", "color_label = \"Rape\"\n", "\n", "plt.figure(figsize=(20, 10))\n", "for x, y, name in zip(x_axis, y_axis, names):\n", " plt.text(x, y, name, alpha=0.8, size=10)\n", "plt.scatter(x_axis, y_axis, s=sizes, c=colors, alpha=0.8)\n", "plt.colorbar(alpha=0.8)\n", "plt.title(\"x=%s, y=%s, size=%s, color=%s\" % (x_label, y_label, size_label, color_label))\n", "plt.xlabel(x_label)\n", "plt.ylabel(y_label)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上図を「図6」と呼ぶことにします。課題6で、似たような図を作成してもらいます。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 最後に、Scatter Matrix でデータの全体像を眺めてみましょう。\n", "(本来は、最初にやるべきことですが、、、)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# 図やグラフを図示するためのライブラリをインポートする。\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import pandas as pd # データフレームワーク処理のライブラリをインポート\n", "from pandas.tools import plotting # 高度なプロットを行うツールのインポート" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = pd.read_csv('airquality.txt', sep='\\t', na_values=\".\") # データの読み込み" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Unnamed: 0OzoneSolar.RWindTempMonthDay
01411907.46751
12361188.07252
231214912.67453
341831311.56254
45NaNNaN14.35655
\n", "
" ], "text/plain": [ " Unnamed: 0 Ozone Solar.R Wind Temp Month Day\n", "0 1 41 190 7.4 67 5 1\n", "1 2 36 118 8.0 72 5 2\n", "2 3 12 149 12.6 74 5 3\n", "3 4 18 313 11.5 62 5 4\n", "4 5 NaN NaN 14.3 56 5 5" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(df).head() # 先頭N行を表示する。カラムのタイトルも確認する。" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl4AAAJeCAYAAABlIQuGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvX14XOV54P17hBJgJBMagj7IFsnhKx9N09dOYyStheJA\nr9JtwO+W7QZLDqQp8gcJptvY7zbZ7Yo2y16XTbc2rA02YTHFwmnX1zbQvi9pIVjIKxlRRLq4aSAx\n2E4bZE1C1qCZwQRrnvePmZHPHJ1z5nzOnDNz/65Ll6XxnHOe85z7uZ/73Pf93I/SWiMIgiAIgiBE\nT1OtGyAIgiAIgtAoiOElCIIgCIJQJcTwEgRBEARBqBJieAmCIAiCIFQJMbwEQRAEQRCqRHOtG+AW\npZQsvxQEQRAEITForZX5s8QYXgBS+kJwg1JKZEVwjciL4BaRFcELSi2yuQAJNQqCEDJaazKZTN1P\nUI1yn4IQBY08fhLl8RIEId5ordm9+zEmJ4/T29vNunVrbN/6kkyj3KcgREGjj5+G8Xh1dHSjlPL0\n09HRXetmC0KiyGazTE4ep6trM5OTx8lms7VuUiQ0yn0KQhQ0+vhpGMNrdvYEoD39FI4RBMEtLS0t\n9PZ2c+LENnp7u2lpaal1kyKhUe5TEKKg0cePSkp8VSmlg7S14Mb0erwkUiYRSYCtLVprstksLS0t\niQgf+JWXpN2nEBzRLeHRCOOnKC+Lbk4ML+ejZJAlEFGOghdEXgS3iKwIXrAzvBom1CgIgiAIglBr\nxPASBEEQBEGoEmJ4CYIgCIIgVAkxvARBEARBEKqEGF6CIAiCIAhVQgwvQRAEQRCEKhGp4aWU6lRK\nTSulckqppuJnp5RSzxR/Lix+tkYpNaGUekIp1RplmwRBEARBEGpF1B6vN4BVwHOGz45orVcVf04p\npZqB9cBK4NHi74IgCIIgCHVHpIaX1vrnWus3AWMBsY8opZ5VSv2X4t9XAC9prfPAd4CeKNskCIIg\nCIJQK6qV42Us9Xu51voa4EKl1G8CFwJvFf/vTeB9VWqTIAiCIAhCVWmu9gW11qeKvz4O/ArwBGeN\nrQuAU1bHAYyMjCz8PjAwwMDAQCRtFJLF2NgYY2NjtW6GIAiCIFSkKns1KqUOAtcC5wKntdZ5pdQf\nAy8Bfwk8TSEX7LeALq31PRbnkL0aBVfIfmqCF0ReBLeIrAheqMlejUqpZqXUU8AvA98Gfgn4O6XU\nGPAvgANa6zPAg8Ah4PPA7ijbJAiCIAiCUCuq4vEKA/F4CW6Rt1LBCyIvgltEVgQv1MTjJQiCIAiC\nIJxFDC9BEARBEIQqIYaXIAiCIAhClRDDSxAEQRAEoUqI4SUIgiAIglAlql5ANShvv/02R48erXUz\nBEEQBEEQPJM4w+v3f/9rPPzwn/Pe977f9THvvvtmhC0SBCEoWmuy2SwtLS3F0i/JpF7uQxDiQj2O\nqcQZXqdOzXH69AinT9/m4ai/BP51VE0SBCEAWmt2736Mycnj9PZ2s27dmkQq2Hq5D0GIC/U6piTH\nSxCEmpLNZpmcPE5X12YmJ4+TzWZr3SRf1Mt9CEJcqNcxJYaXIAg1paWlhd7ebk6c2EZvbzctLS21\nbpIv6uU+BCEu1OuYStyWQWvW3Mb+/Z8C/IQaZcugRkC29UgetczjCFNe6jEfRTiL6Jbqk+QxZbdl\nUOJyvARBqD+UUrS2tta6GYGpl/sQhLhQj2NKQo2CIAiCIAhVQgwvQRAEQRCEKiGGlyAIgiAIQpUQ\nw0sQBEEQBKFKiOElCELV0FqTyWTqcmVYPd+bICSVOI5LWdUoCEJVqNcq1FDf9yYISSWu41I8XoIg\nVIV6rUIN9X1vgpBU4jouxfASBKEq1GsVaqjvexOEpBLXcSmV652vGqu4sOAOqS5dPbxWlY5jFWo7\neamHexPCRXRL8ghjXPo9h1SuFwQhVPzkTySlCnU935sgNBJBx2UUeWISahQEwReZTIbx8R9y6aVf\niVX+RBhUIzckjqutBCFski7nUegCMbwEQfCM1pp9+x7ntdd+yNNPb6S3tys2+RNhEHVuSOkteuPG\nHeze/VhiJyVBcKIe5DwKXSChRkEQPJPNZjl8+ATXXvvfefXV/8zg4I11ldeklGLdujUMDUWTs1X+\nFr2NoaGshCmFuqMe5DwKXSAeL0EQPFN6C/zRj+7hmmuuSpwydUMpNyQKgzKuq60EIUzqRc7D1gWy\nqtH5qol0jTY6svIoXOxW9NTLKr5ayUvQ/quX/k8Solu8Ezc5rWZ7ZFWjIAieiWvl53ogyGqrwnMZ\nZXz8KP39l7Nu3aA8FyGWhLnaN4yXlTjoMwk1CoJgi92KnnpImk0ymUyGvXsPcuTISvbuPUgmk6l1\nkwQhUsLQOXGpZC+GlyAIttjlaMRFgTU2p1FqAjhd64YIQuSEoXPiknMmoUZBEGyxW9FTUmCTk8lO\nmk0qra2t3HLL9YyP/4D+/uvrcnGDIBgJQ+dEvVrZdTuSEiKQ5HrBLZIAWx3iljTrl6TKS730f5JI\nqqzUC0mTebvk+khDjUqpTqXUtFIqp5RqKn72FaXUIaXUo0qpc4qfrVFKTSilnlBKyaubICSAKMst\nCJWR/hcajXqR+ahzvN4AVgHPASilLgYGtNYrgSPAaqVUM7AeWAk8WvxdEARBEASh7ojU8NJa/1xr\n/abho08CY8XfnwZ6gCuAl7TWeeA7xc8EQRAEQRDqjmqvarwQeKv4+5vFv99n+ux9VW6TIAiCIAhC\nVXC1qlEp1Q7cDVyitb5eKfVRoEdr/ZDH670JfLD4+wXAKcqNrdJnloyMjHDkyDRwkoKjbMDj5YV6\nZGxsjLGxsVo3Q/BJKWE2lUqRy+USkzgbFHOicNIShwWhnsjn86TTadra2mhqitYn5WpVo1LqSeBh\n4Gta608U87K+q7X+uKuLKHUQ+AxwEfDftdafVUptBo4B36IQdlwF/BbQpbW+x+IcsqpRcIWsPDpL\n3CfzUlHEiYljzM+naW5uo7d3aVUrStdCXswVtIeHb2bPnv1lFbWBWD+7RkR0S31R0o/nn38+a9f+\nHlNTs6xY0c6+fdtDMb6Crmr8gNb6L4B8sbFngHkXF21WSj0F/DLwN0A3MK6UOgR8AvhW8VwPAoeA\nzwO7XbapCpyLUsrzT0dHd60bLgiJqC5fKop4ySUbmZqapbPzzoYoyGouBplOp8v+zmQysX92gpBk\njPrxT/5kN889d5LOzr1MTc2STqcjvbZbwyurlLqIostIKXU1hRChI1rrM1rr67TWFxX//Tut9Tat\n9Uqt9VDR6EJrPaq17tNaf1ZrPef7bkLnHQq37O1ndvZETVorCEaSUF2+VBTx9dd3sWJFOzMz2xui\nIKu5gnZbW1vZ30Dsn50gJBmjfjxy5GcsX/5+ZmZuZcWKdtra2iK9ttvK9f8OeAK4TBX2qLgYuCmy\nVgmCEJgkVJc3VpJupBwvqwraxr+B2D87QUgyRv3Y17eU2277A37yk5/EJ8cLCmFD4CpAAa9ord+N\nsmEW169Jjpf3YwrHSWigdkgexlnc5HjFPQ8saqKSl6D92ujPJY6Ibqkv7MZYWGPPLsfLy16Nn6KQ\no9UMLCue8M98t0gQhMgpVXq2w5zkXc2k9nomjH6t9OwEQQiG1Rirhk505U9TSj0K3AP8S+BXiz+f\nDLUlgiBUnbDywLTWZDIZ8QYUSUJ+nTwzoRGpJPfVGLtuPV6fBD6qZYQKQl0RRh6YeM0WE/f8Onlm\nQiPiRu6rMXbdGl7/AHQAM6G3QBCEmmGV5O2V8jfEbQwNZRs+RBZGv0aJPDOhEXEj99UYu67reAH/\nqJT6G6XUE6Wf0FsjCEKkRBFeMpdGiJt3p1aU8kfcKu5KzybMZyfPTGgUjOPGrdybx27YetNt5fpr\nrD7XWj8bSitcIKsaBbfIyiNrrNzsQCghJ+MqIEhWxfU4yEvh2YwyPn6U/v7LWbducNEqq7BDg7Jq\n0jtxkBXBPXY6z4vcO429SmMoUOX6ooH1MrCk+PP9ahpdgiAExypp1EsiqdNbn3F1kFRc904mk2Hv\n3oMcObKSvXsPkslkyv4/m80yMXGMzs4NTEwcCyXh16tHThCSQklXZTKZRfrNq9zb6cggO4O4XdX4\n28DzwL8BfhuYUkpJAVVBSBBWbna3rne3SiYJq/niy2kK9alPL/qfVCrF/HyaAwc2MD+fJpVKVb95\ngpAAjLpqdPRxenq6AoXU7XRkEF3nNrn+a8Cvaq3TAEqpiylsbH3A2y0IglAr7JJG3SSSuk3GjnpF\nUL2Gx1pbW7nllusZH/8B/f3XL+rbXC5Hc3MbN910NzMz28nlcpb1h+qxbwTBDiuZN+uqnTvvYO1a\n5Xtc2OnNILrOreHVVDK6iryB+8R8QRBigpuinFbKzK2SiXJFUNJLIOTzedLptOWWJEop1q8fZO3a\ns/1mfA6F/l/K5OQOenuXLur/pPeNIHhFa80DD4wWX1auZN26NeRyOVKpVJmuchtWdHpxsdKbQXSd\nW8Pr20qpvwH2F//+t8CTrq8iCEIsMU/Yw8M3s2fP/kUTuBclE7Tiup0CTHIJhHw+z9DQJg4fnqWn\np519+3ZYGl+l+7EypJz6P8l9Iwh+yGQyPPLIk+RyV3Hs2JOcPn2a7353lt7ebm677XOsXl3YdzFo\nAr0TfnWd2+T6zcBu4JeLP3u01ls8X00QhFhhzlNIp9OGv48xOzu7kM9VjWRsp1yyJJdAmJ2d5amn\nXiOT+SOeeuo1ZmdnHb9vlT/i1P9u+kYq1Qv1x3lo3cf8/HuYmjqxoLfuu28vW7Y8xJ49+13Jexi5\nqV7GlyuPl1LqPwJ7tdb/0/DZsNZ6j+fWCYIQG8whxLa2tuLfWzlzJs3mzd+gr29p1UJXTp6buBcl\ndaKlpYXW1rc5deoPufDCtysajV7zRyr1jYQihXqjtbWVW2/9NOPjh1i58jOA4vDhbSxf3skLL8zQ\n3b3Ftfc3aG6q1/Hlto5XGvgJ8CWt9cHiZy9qrZd5al0ApI6X4BapteOOUkgvlUqRy+XKcotmZ2fZ\nvPkbdHdv4cSJbezatYnW1tbIE7hrYSC4lZcg96615v779/HMM99j1aqPsWHDUMVzVLqel/ZkMhk2\nbtxBV9fmsucpeEN0S7ww5k0qpRb0mVW6RCWC1CK0G192dbzc5nj9GLgR+B9KqQNa620UrBJBEBKI\nk4GjlKK9vZ2+vqVlb4DVMIri6tUKeu9KKTZsGOLzn3d/X075I17bE/e9IwXBK1rrRQZWabz40SGl\n8eZnrHsdX65XJmqtfwRcA3xUKfU/gPPdHisIQryolNNQMoB27dq0oHiqVaPLLpepljlKYdx7mDly\nXttj9TyrgeSVCVHhNAacxlolmfQz1r2OL7eG17RS6peAy4ENwEHgvS6PFQQhZrhJxjYrr1omtwep\nEh0GcUvs99Oealeqr/UzE+obP2PAjUz6HetexpdjjpdSqhm4G/gd4ASF8OIvAnuBr2qt33XVohCQ\nHC/BLZKH4Q4/OUu1KtIZZY5SNXK8oiBu7TFTj3llolvihdcx4FYmwxpbfvdq3Aa8H1iqtV5eTKa/\nDHhf8f8EQUgofjwgtdrfLw4ep7jtbRi39piJwzMT6huvY8CtTEY9tip5vH4IXKlNX1JKnQO8rLW+\nIpJWWbdFPF6CK+SttD6JysMTlbzE3SNVDeqtD0S3xBe3slZNmfTr8dJmo6v44Tz+LBJBECKkUuJo\nLZOdg1477h4eI4VcklGGh+9h9+7RUPo7aP/V4tkn6ZkJ0eNWBvP5PCdPniSfz7s+r9t8wjjIZCXD\n6x+VUp83f6iUGgJejqZJgiD4oZLyCTPZ2esk3miJ1plMhr17D3LkyEr27j1IJpMJdL6g/efneFmR\nKISJWxksbK91J319mxgaurPM+LKTyWqtuA6LSobX7cDtSqkxpdSfFH+eBe6gsLpREISYUEn5hKWc\n/EziSVOM4XAapSaA04HPFLT/vB7faIayED1uZTCdTjM1NUtn516mpmZJp9NAfW0n5mh4aa1/rLVe\nAfwRcLz480da609prX8cffMEQXBLJeUTlnLyYwT4vXZSvS6tra3ccsv1fOxjZ7jllutdreZzuteg\nz87r8Y1pKAtR4lYG29raWLGinZmZW1mxop2LL76YTCZDJpNxrNtVizp1fnG1ZVAckOR6wS1hJ8Am\nKUE4zG1mnK7hp4p7ybAAXOVYVGv7oDgk12uteeCBUcbHf0B//5WsXz9oWUDWy7Mzf99re2Rvx8VI\ncr137LbiMf5ulq3SVkAXX3wxDz74TSYnj9PT04VSMDl5IjEyaZdcL4aX81V9HFM4Lin9Wo+EqRxl\nArLGbw0wL31ZrTpQcZhM5+bmuO669eRyV5FKvcJTTz3AkiVLfJ8vDLlN0gtHtYiDrCQJOzl0K59m\nHbBz5x0opRIjk35XNQpCQyMhF2v8rAzy2pdJy9sIznlo3QecF/hMcdviSGhM7OTQrXyadUBra2td\nyKTbTbIFoSGRzYXDw2tfxnXD7ChobW3l1ls/zfj4Ifr7Px3YsydyK8QBOzl0K5/1qgMk1Oh8VR/H\nFI5LSr/WI42c4xV34tiXcQkfhd03cezrpBMXWUkSdnLYCPJpF2oUj5cgVKAUchGCI31pT9h9I30t\nxAE7OWxk+ax6jpdSqkspdVIp9YxS6tvFzzYrpQ4ppR4tbkckCIkmqWUQBMEOkWkhbiRVJmuVXP+3\nWutVWutfV0pdDFyjtV4JvASsrlGbBCEUpPikUG+ITAtxI8kyWSvDa5VS6lml1J3AJ4Gx4uffAXpq\n1Kaa0tHRjVLK009HR3etmy1YICshy/HyVprUN9hq4GebprD6UmRaiANGmc5ms0xMHKOzcwMTE8cS\nJZO1MLxeB64APg1cCywH3ir+35vAhTVoU82ZnT1BIZHf/U/hGCFuNF4ZBHvs3kqtjIIkv8FGgbGP\nvPZN2H0pMi2ETdD9Xs8//3zm59McOLCB+fk0qVQq4haHR9WT67XW7wLvAiil/pqCsfXB4n9fAJyy\nO3ZkZIQjR6aBkxRst4FI2yokg7GxMcbGxmrdjAXslkA3wioeM+Wekm0LfWJVPNHqu42afGsuMDk4\neAMTE8e45JKNTEzsqtg3YfdlvS7rF2qDnwK/ZplevfonNDe3cdNNdzMzs51sNpuY4qq1SK43jv4+\n4ChwTfHva4Hn7I4dGRnh4x9fDtyAGF1CiYGBAUZGRhZ+4oC5+GQjeXOMb7JWnhK7sJV4Vc5iDqNo\nrT293UfRl1JQVXBLJW9WGPu9trW10du7lJmZHfT0dDM6+nhi9GstykmsVEr9MXAaOKS1/rviisZD\nwAngT2vQJkGIlLh7c9zso+jGY5fP57nvvoeZnp6ht3cp69atWfCUpFIpstnCv1bFE8WrcpZUKrVg\naK1Y0Q5Q9nafy+Uc5ceqL73u3Ri1h7a0H19bWxtNTbKJSr1QeMkcZXz8KP39lzM8vIZcLlcmRy0t\nLfT0XMozz4ywatVHXL0YWMn08PDNrF5deBH50pfui61+NVOLUOOTwJOmz7YCW6vdFkGoFnGuJF5S\nlHv3HgROc8st1y/apNlNaEBrzb33Psx99/0tV121hcnJJxcUoDm8ODx8M0NDuUWTeiPX9jGSy+XK\nDC2lFL29S5mc3EFv71LXE1WpL83Pb3j4Zvbs2W/7PKPeozSfzzM0dCdTU7OsWNHOvn3bxfiqEzKZ\nDHv3HiSbXcOrrz7G6dOnefHF2UV7NY6PP88LL5ykuXmOdesWbwpvhVmmSzLc09NFb29XLPWrFSLp\nglAFSm9ru3Ztit1G29lslvHxo2Sza8jlrmJ8/AeLXP9uQgPZbJbp6Rmuuuo3eOWVrSxf3rmgAM3H\nlzw2ceqHOFEw1AthlN7epbS2tgaSH3P/p9Npx+cZ9SrGdDrN1NQsnZ17mZqaJZ1Oh3p+odacRqkJ\n8vkMU1P/tEiO0uk0zz+f5oMf/DOefz7t6/kbZfTw4RMMDt4YS/1qhRheglAl4poj09LSwsqVl3He\neY+SSr1Cf/+Vi94Y3eQMtbS00Ne3lIsu+ie+/OVf48tf/kJZaEHyt9wTtqFunR9j/zyifl5tbW2s\nWNHOzMytrFjRTltbW6jnbzTiVIaltbWVW265no997Axf+MJvcs01VyySozCef5I30Ja9Gp2v6uMY\ngPOAd3wc5719SXl+1SQO+6klaQWj1poHHhjl2WdfYcWKLjZt+h3LsI+be3L6TjX6xGseE8RDXqww\nth0IHPqr1Dfmv6POwUpijlccZSXqsLDfNhll12oMzs/Pc/z4cbq7uznnnHNsj3e6FzfXqSV2ezUm\nQ9oTxzt4rckl1A9JW8GYzWY5fPgEV1zxH/nud2fJ5XKW33PjsXP6TtQeP3O/5/P5RD0HI+Z7yWQy\ngUN/5v43/m3Vd3v27GfLlofYs2d/JH3X1NRER0dHYoyuuBLH4rZG2bIa91prHnzwm9x11zd58MFv\n+q7nZ8z5StJYF4kXhJCJoyJ0Io5hwFLoJJ/Puw6heM1jijPmewHo6eni6NGv09PTFfozqqe+C5M4\nhfDsCGP8+rnPIH3jpCP96M+k6dxalJMQhLomyArGoOE8P8StjEPpjXdi4hjz82mam9sWSlM4tc3c\n76U8pqSsdDJiJUNKgVJNlLogqBwYj6+nvgsLqxBeHAk6fs3lH9ysMAwa3iyUk+hifPzri3JK/ejP\nOK8at0JyvJyv6uMYv8f5OyYpz6+axCEPw8+k6LZkQ9zyOcJEa83s7CybN3+DSy7ZyIEDG7jppoeY\nmdnBrl2bLEtNOOV51EuOVzabZcOG7VxyyUZef30Xu3ZtYnT0Cd9yYDXZgnPfJSlvMQwymQwbN+6g\nq2szJ05sY9euTSxZsiQ2shLW85ibm+O66+4km11DS8tjPPXUdpYsWeJ4jFXfeCkDU0n+jL+bQ5S1\nzCH1iuR4CUIV8ZPP5LZkQ5Jc6l4oGZVbtnyD+fk0P/7xzuLKp+22b7HmfBDANo8paRjbbiyoOj+f\nRmsdSA5KtZaOHFnJ3r0HyWQynnLA4mJ8REkcQ/Alwn8ehfIPhbrmlQnaNwU9doLLLvsqk5MnyGQy\njuMYKt9zksa6GF6CUAXy+TwnT54kn8/bfsdtyYa4TgYQVt7HFpqb27jnntvYt287u3bdaevRqWdD\n1MjZgqoP0dzcViyo6iwHlZ+F+8nWvIVRFP0ct3yqqGvvRZUj5RVj+YdbbrnelecqaN8U9FgXr756\nN729XQC291PqpzAWmMQFyfEShIhxW6XbTa5G3PKxjNjlxLh1/5fnaSylvb29YiX7pOV2+KVUULVU\nub5UUNVODiqFpEuT7fj4D+jvL0y2TqEa8xZGlfaK9EpcQ+hR7aQQRo5UWHKvlGL9+kHWrvWmU5z6\nxl2uKmidR2v7+ynvpy56ero4fDj5Y11yvJyv6uMYv8f5OcZfvbD29i5Onjzu+bikELecnZMnT9LX\nt4nOzr3MzNzKxMQOOjo6XB1bzbyFoNcy533s3HmH5zwkv7lxXvNBjMRNXkoEybGyysEp5YpZnQ8W\n1wmDs0ZzNptl48btdHbeycxMwQsZpkESNGeoWoQlK2Hcrx+5r1YtvUpGpdX9p1KpRXXdrHSKUip2\nL512SI5XXeKnXphmdvZETVrbqPit0lzNvJowrlV6az1+fCvLlnV4zkPyOynY1QlKWk6SMfRk1X4v\nOSzmkHQqlXI8nzl0lclkeOCBUW67bSsPPDBa3Nj87BZGYXgbjPcb9xB62ER1v05yH+WYMD5LN2FQ\nO/n8vd/bVda2JFend0JCjYIQMU1NTezbt91zle5yBbZtYcPpINgZN2FcSynF8PDNvPPOw0xPz3De\neU+4Dg2EHWqKou+ixHz/g4M3BGq/OSRdqT/MoR6tNY888iS53FUcO/YkQ0M3hhri1rqwW0Ih1Hkl\n69cPxjaEHgXhlIBYPF6cnnNUY8LcluHhmyuGQUu6YvXqgk7MZrOL5G3JkiWxTq0Igni8BKEK+KnS\nHfZbsdMbb1jXyuVyTE+fpKtrC5OTJxgacrdxbdhJ8knzoFgVTA3afqNHq1J/WCdLn4fWfRRSGsJd\nNZbJZHjkkSf53veaeeSRJy1XVdY7Qe7Xbrw4PeeoxoS5LblcrmLivdbaYmeEcnkrUY9yIR4vQYgp\nYb/tOb3xhnUtc2FEO4Vp9ryFnSSftDdl8/1XSp73itnDYJUzZkyWbm1t5dZbP834+CH6+z8dkbew\nNNFK6oNX7MaL1XMu4XZMeA35Wxf7dV6UYNZFg4OqCvIWHyS53vmqPo7xe1y1jikcl5Tn7gerBNgk\nbMjrN8fJ7XFhhvOcEnsrVcG2a4eX+w8zSTguyfWV7qlSsr3T38CicNCePY9VfE5RFVD1Uy09DtRa\nVuyKBZd+T6VS7Nmz39UYt3qeXnREkMLFVtfRWsdeR3vFLrlePF5C3eO2nINfwpiQ/BpFXo4Lywvk\ndM3ywojWeSR2nje3S/fjWnogKJWW5y82nPa7/tucM3bjjbPs3XuQubnP8dpr32Rw8MZF1cqN7Qm7\nzwuyOJgYj2QcsHoGpTIgpc+XLevgxRdniqF++zwuPzliTscPD99c8dxGzLoIcG0w1gP1YVYKggPp\ndJqpqVk6O/cyNTVLOp22/a7XooZWeVN+CiP6zXHyepxdvoSXNpeueemlX+HZZ19ZOC6TyRRXv1nn\nkRi/09NzKS+/PEJPz6U+q17XRyFFt1TaxDqdTpcVOC38/zE6OzcxOXkMKM8ZS6VSzM7+M6+//jiz\ns/+M1npRkV+vK9WC4qbIcCNjV8TW+Gymp2dYtqyj4mbqfnLEoLyY6dm2vMaOHQ/xhS/czQMP7HMs\ndGqUKfOq2qgL9MYJ8XgJdU+pnMPUlHM5Bz9v9YtzFTIVa1dZecj85jiFkRvl9b5LeVyPPPI7wHns\n2/ctQHH48ImFt9+hoZxtCKOn51LGx5/nhRdO0tw85znM1ChFU42Y79m8ifXFF19cVuD0Ax/4AGfO\npDlw4IusWNFOS0tLmYchk8nQ1nYRqdT7aG29CK11mVf40Uf/lAcf/KanlWpWOIekz8rcbbd9jrVr\nfy8yr3T60XNaAAAgAElEQVStCDM8a1fE1iwboDFupm6FU46YnVfcPIbPnJnlwIENLFv2C2zfPs5b\nb13FCy/sY82aG1wUQy3XM1EX6I0bYngJdY/bcg5el1uXvFu9vV0GpYfjOeyUT6UwoJ0CDyN86PW+\nlVIMDd3IoUNH+dCH/oCDB/+IpqYmrrjiPxaPzzmGF595ZoQXXjjJBz/4Zzz//K2k02nXBWUr3XM1\nC85WE6t7NiZRn91S6G5mZrbz05/+lHPOaeOmm0Z4/fVd5HK5hRpIUEqe/41iOYffIJfLGbzCt3L8\n+PGix+xOJie3MzSUqyhnVjlh5pIR5SHpszJ33XXHy67vVSbiRKkfguZbmTE/49IzNcpCKpXiS1+6\nzzHUD85jyC7kbXxm4+NfR+v3c8MNX+Of/ulestmjvOc9q8lk7llY1Wg+t5Oesbu3eiX5rxSC4AI3\n5Ry8LLcuGVC3334vWsPOnXcs5Fw4ncMpZOMUBoxyc1g/y8xbW1vp77+cp5/eyI9+dBylTnH8+Fbb\n443XWLXqI1x9dYfngrJGrO45iUVTvWC8Z/NyfHOB07a2Nvr6ljIzcz99fYsLnipV2CbmwQe3sH79\nIO3t7WVFfru6uhY8ZmfOFCZ0Jzmz6nurkhElzDLX3d3tq8hw3DD2w333PczExLGK4Vm3clvos8VF\nbI2yMDr6BL29Xa7Gsle9YXxmK1deQVPTz3jiiU285z1zfOYzV9HSsptrr72ibKsv47krl7oIt0Bv\nnJFVjc5X9XGM3+NkVWNYlCYmP94Pt8fYbflRmnAARyPKSzizGtup+FnBNjc3x/DwNi677Gv86Efb\n2Lr1dxeUrtM1UqkUmUyGbDZLe3t7aCElv/1U65Vqdjg9E6stfEqfu131aMa48jeXy7Fhw3YuuWQj\nr7++i/vvd94iyKrvtdZcd92dZLNraGl5jKee2l6WwG9uTxJWHleSlfJ+2MqyZZ28+OJJx7HuRW6t\nnmGlbXWCeoGtVi9qrbn99h0L8vff/tsd5HK5is/OqS3z8/McP36c7u5uzjnnHM/tjCOyqlFoKJwM\nHKfB73ZlnVWOhNU1zfgJDVY7p8mtcdja2so111zF5OQ9GDe1tqM0GTj1UZBJwk0/JSUUWWkV4223\nfa4sh8vokSrhdVWi0UtR6svx8e30919ZUebs+t5Ym6mUW2ZVNwzOeqWd+iTuz668H5YyPHwzuVzO\nsc3mviu9mFiVabDST1Z9n8vlgOCrUe1WL5Y8VKVN25csWcIFF1xQ8Xx2+jWfz9dljp8dYngJdYld\nPoGVIqmkGK2wMqDKV/M451eYP69kDJaulUqlQp98zH3idrsaOyPS6V6c8jyCThJu8uSSUobC3E+r\nV6dNf//EMofL7flKslTyMCmlLCZYzZkzZ7Dzqpufs1Xfl0pGeMl3srtWEp6dVT9UepEzj++z/dRF\nPq85dOiHi3Lk3B3vPJbdGLJGuZmY2FrcDqzgwfvd3/23XHfdCbq7uwM/i/KV58nO8XND/ZqUQkNj\nl09QPgEd4957H/adE2TOY/CTKwWLczzy+fyi0g4lL8SePfsXtddP+QojQbarMfdBpXwVpz4Ko2SB\nU95KkspQmPuptIrR+LdTDlel851//vkMDd1JX98mhobuZG5urqxvZmdn2bv323z/+83s3fvtsvws\nOFsAdXj4HnbvHl1UHqBE6bNcLheo75P07PzkXFr107PPHuXhh//KMkfOzfFOY9lpnBr1SUFuunj1\n1btZvryD6emZohF2jJtv/hK/9mtfZe3a3wtcAqS08jzpOX5uEY+XUJfYvYEb3fLLl3fywgszdHcv\nLjboJ6zhd4Vh+aSyldOnH7bMC7HyWliF7oKG6IJsV1NphaS5j4CFsIpTqDCMfL0klaGwkqVKf5sx\n379xFaTZw5DNZheFu9LpDP/n/3yEX/iF/73IgM5kMuzde5Bsdg2vvfaYZQFWI6UJfHz8bvr7L/fc\n90GPjzvG/MfSc1ix4l/w2ms/wm5bJTdlaezGslNE4IEH9vHMM99n1aqPsG7dIFqD1nne+95zF879\n8Y+/nwceeIlLLnkkFA+V25Xn9YIYXg3JuZ4n5/b2Lk6ePB5NcyLCys1fmrDWrJkjk8nw3vd+h8OH\ny3MrgoRF3OaIGXFrDFoZDl5LQdi12Uo5+0ngd2PclPrIKnxkF7r0alzaHZOk/Rudcras/jbiJkfM\nWNuuvb29zDArLHxopaXlFQfvzWmUmgBO296D0aDI5zU///lp8nl/ntmSARDDdRCBsHpWQ0M5UqkU\n5513nuX+hV7L0ljnhZ01ZEu6b35+nq1b93Hq1BW88MI+brzxMxw+fILLL/8PPPdcIXF/aEhx/vnn\n8/d//3LF2oiV7ttoOFbK8asnxPBqSN7B62rI2dl4T1Ju0VozNzfH+vVfY2oqzac+1cbu3f+Z1tbW\nhYlp+fIOW+MnCqxzNBYbLlZKNSwvjh+DsdK9VDJu7IxGt1sMORF0W6KkUylHbGjo7TIPg1WO1y23\nXF+swXX9oj5rbW11/H8oNw6WLWtn//6DvP32VfzzP3+btWtXO3rIrO6nZAAcPryNtWujGZPVTOAv\nXUtrbXo2Z/P17LZVqrThvbutt0qGbOE5HT58go997ELm5lioyQUs8qCV2hHEQ5WUnL2oEMNLaBhK\ng/3pp4/w7LOvcdVV/4Pnn/8CuVyOpqamBUU2Pb2V5cs7efHFbVx99aXMzc2RSqUidX8blaWT4WLl\n9YibFyfIytAg3wt6TNwIc4WnudJ9qT+MW7aYJ//16wdZu9ZeDp3+H8qNg6mpP2Z+vpkzZ65G68Vh\nM6/3E8XzrKYxUF4FvgtjEWbzy5bVWPLSH1ZyZDRkDx26G63zXH75f+Af/mErAwPdTE/v5uqrr6Cj\no6PME2rsDz8eKntjM9qX27ghdbycr+rjGL/HVesY/9dKkKxYtrVU7+YXf/H3eeyx3wA+QE9PB/v2\nbbd8489kMgueMbdLnJOw5D1OuO2vKGuy2clLLQnDCHCq4wU4hiLDMDrMW8yMjz/Pc8/N0tPTzr59\nO3x5SaKSAXBXT8tOVry2rVLtrbDuzU6Oyj/vQmsWtvy67bbP8ZOf/MTSExpELszGplIwOXmirj1e\nxb5edGPi8RJckvy8sLNviX/C5s1fYPXqzyy88Vt5jgrbqKRdL3FudPe5H9x6x/yECJMcVgwrd8/u\nGCsPV9ieU+OYKng4TvDbv32Xq/IXXu/HCq/j0a9Xzc+4b2kp7Hc6Pv51+vuv9LXzhJv+cAq5mxe5\nGL2XJT3ntkSOG4xtOXz4bL5YI76k1vfSASFESnlh7n9mZ72HFKKkpGx27drE+vWDPPHEQb70pfsW\nllObl4F7XeKcpCXvQrzxW5rEDnP5gNLqOeP5/ZRBqETpnK2trZ7KX4SB1/Fo1A9eXpr8jnuloNJm\n1kFxkiPj87Z79mHKoflcJbloNKMLYhRqVEr9V+CTwLTW+vcs/l9CjaEcU81r1SaE4yZ05HabDi/b\nmIjHK5nEMdQI4YatreS9tCq2Wh6HaofhoxiPVrIS123AjO0La8ugMMLPjZSKEetQo1Lq/wJatNb9\nSqldSqnlWuvpWrdLSD52A91tWMFLAmkcE92F5BJmqNSqDla1Q7G1uF41xqPTdYLqn7DaF6Tfw3xu\nSQ7/h0ksDC/gauCp4u9PAz2AGF6Jx3teWFNTinw+5/lKVvlkTm+iUSllUSxCXKnXOlhOVGs8Wl2n\nFvpHSAZxyfG6EHir+Pubxb8XMTIywpEj08ATwFh1WiYEwHteWMHo8nYMHGR29gQjIyOMjIwsXL1S\n7kUUOS2CEEfK62CdkPzDKiD6R7AjLobXm0Bpa/MLgFNWXxoZGeHjH18O3AAMVKdlQgIYAFhkeIWd\noCwISUXGQvWRPhfsiEVyfTHHa1hrvUEptRN4WGv9guk7WmvN4OBt/MVfHOWcc37J9fnz+Vd5990n\nqcfk9fprn/97KsmyMQG20ZI5Be/ENbk+bGQsBMerrEifNzaxTq7XWn9XKfWOUmoc+K7Z6CphFNwz\nZ8Z8XMmP4PsdLNW6Vj22z989GeVDlJzgBZEXwS0iK0JQYuHxckPJ4+UWedNoXBrFgxFXCuMtmNey\nmoi8WCM6dDHVlhV5Bskm1h6vsJF6SoIgCP4JS4eK4eCfepzHRB4KxCW5PlSkgrggCIJ/wtCh5mr5\n4lX0Rr3NYyIPZ6lLw0tWkwiCIPgnDB1ab4ZDtam3eUzk4SyS4yXUHZKzU1skx6s+CGOrmXoLlUmO\nl3/qUR4qYZfjVbeGlx+chLyeBkC9IxNpbRHDqz6Yn5/n+PHjdHd3c8455/g6R73pzSTIStz63Nge\nILK2xe2+oYEML7+d72SNN6KlnmSSoBzrGTG8ks/8/DxXX72al19+hw9/+Fyee+5bvo2vsIjDxBp3\nWQljrgp7U+xqzJ1xnaPtDK+6yvEKkrznFH+W2LQgCI3E8ePHefnld7jwwr/k5Zff4fjx4zVtjyRm\nuyPoXBV2P1dr7kzaHF1XhleQzndKZCz93/HjW1m2rINUKhVF8wVBEGqG1ppMJoPWmu7ubj784XM5\nder/5sMfPpfu7u6ati1pE2utCJqQH3Y/+22PURajvE6tqKtQo5270a3r1Ol7+Xye++57mOnpGXp7\nl8bGlSksJu7hgHpHQo3Jw0p3zs/P84//+I989KMfpbm5tiUf4xJKikpWwg7v+T1XFP3stT1+2xCH\nULSZhs3xCkuQMpkMGzfuoKtrMydObGPXrk20trb6uRUhYmQirS1ieCUPs37bufMORkefqLmhYyQO\nE2sUshIXo9LYnlr2cz3NtQ2R4wWFG21tbV0QGL+uU7OrM2muTEEQBLeY9RuwSG96Df+EjVm31wth\nzVFhUet+boS5NlKPl1LqY8Ae4AxwVGv9RaXUZuAG4Dhwq9Z6Xim1BrgdeANYo7XOWJzLVzkJP28T\nQUOWQm0RD0ZtEY9XMjEv+zfqwOHhm9mzZ39svDK1Ii4er7h5ycKmXubamoQalVLnaK3ni78/BOwG\n/lBr/ZtKqS3Aq8DjwDPAAPBbQJfW+h6Lc/mu4+X1IdaTq7MRkYm0tojhVR8Y9WY2mxWdSHxyvGSO\nSgY1CTWWjK4iPwcuA8aKfz8N9ABXAC9prfPAd4qfhYrZdVrJRdsIrk5BEOqLsENPRr0pOjFa3Ib3\nSs84lUrJ80gwkSfXK6U+C9wN/AD4FnC+1nqPUuoy4A+AbwA3aK2/qpQ6B/gbrfW1FucJpXK9Wxdt\nvbg6GxHxYNQW8XhVn2qEnkQn1lZWzM94ePhmcrlcQz+PuGPn8Yp8jbDW+q+Av1JK3QvMAxcU/+sC\n4BTwJvA+02eWjIyMLPw+MDDAwMCA5/aUJzJuY2goa+miLb2BxAlRfNaMjY0xNjZW62YIQs3IZrNM\nTBzjkks2MjGxy1avecGsb+KoExuJxXNXrq6eh5/5LalzYqSGl1LqvVrrnxf/fItCaPMa4B7gWuA5\n4IfAx5RSTYbPLDEaXn4pucwnJ5Ploq33ZMogmI3wu+66q3aNEYQakEqlmJ9Pc+DABlasaA9c5Fn0\nTfxI6tzlhkZbYBB1OYlfV0qNKaUOAm1a633AIaXUIeATwLe01meAB4FDwOcpJOD7plKeg1KKdevW\nsGvXplg+KLv2S+VmQRDsyOVyNDe3cdNND9Hc3EYulwuU8xWWvnFqQ63LUyQN89wF1E3/+ZG3MMpw\n1EoGI/V4aa2fAJ4wfbYV2Gr6bBQYDeF6rizguLrMndpfz287giAEo6AfljI5uYPe3qWkUqlFugRw\nHZYJQ9846bMkeytqSWnuqmb/VSOc50fe/Bxj7Leeni6UgsnJE1WXwbqqXJ+EJbZOQlyp/UmNZ1eb\nekiWTjKSXO+PoOM7n8+TTqdpayt4vIJWog/aHid9lgRdbUVcZKVa/VfN7XvsjnE6V5AyHEePfh2l\nmrjssq9G1ocNUbk+qiXPYbkjS0Jst/N7pfbXuqKwIAjRUEk3uDl+z579bNnyEHv27F9UbgAWV6Kv\nRFB946TPklKeIq7h0LD7L8wUF7+ybCVvlc7lVUaN/dbffyX9/ZfXRAbryuMF4XuFwnTpunlLEa9W\ncOLyVtqoiMfLO0E9GFbHlwqfWlWir1ZYJUxvRbWx0v1NTU01l5USYfVf2CHhML1xUXj2jP0G7sPv\nfmgIjxeE7xUqWPzH6OzcxOTksUBJ7W7eUsSrJQiNhxvd4OR9sTreqEtqtajISZ/FXdfFfUFTWP3n\ndJ9OcmMnj2F646LwjJrHRS1ksO48XmGTz+cZGrqTqalZVqxoZ9++7TQ1Wdurbt5AvL6lxP2tMI7E\nwYPRyIjHy5pKY7mSd+iBB0YZH/8B/f1Xsn79YOI8SEkj7h6vsIiilEOYsujHaxqXsWDn8apbw8tL\nxzs9vNnZWb7ylQf54Adv5/XXd3H//XdaujqjWGUSxjnjIoDVRAyv2iKG12KsxjI4hzmMYzeTyXDd\ndevJ5a4ilXqFp556gCVLlgRuk/H6lf5uRKyKyMZdt4SZ2G5HFCFA4+IQO+eGuc1WlfxTqZSvDd2j\nkPeGCTWCt+Q+u++WPt+y5Rvk8z/h9dd30de31NbVGYVbOug5gybsCoIQDuaxnMlkHMem9dg9D637\ngPMCt8d8/nw+7/h3o+qOuIdDzYSZ2O5E2CHAUmSpr28TQ0N3ks/nKx5TPqaOce+9D7Nx4w7uvfdh\nJiePVWVBgF/q0vDyYrDYfffs51tobm5j27bfdbSco4hFBz1nmPlpfojriiBBiAq3eS+weJWh8Viz\nXlJKceutn+bjHz/Erbd+OrB3wXz+dDrt+Hfc8psEa6qVlxZ2zmA6nWZqapbOzr1MTc2STqcX/s/N\nmFq+vJPp6Rm6ujYzPT3D8uWdnubNas+Vke/VWAu8FFaz+27550tpb293FK6SIA4NheeqDHrOVCrF\nmTNpDhz4YijbiHhBCiQKjYaTzJvHMlCmd8wFT4eHby77/9bWVtatGwxNv5j1Xltbm+PfUSy1r9dQ\nZi3vq5qFtsMsRN7W1saKFe1MTd3KihXttLW1Ae7H1Nnw4jb6+pZ63kC82nNlXeV4+V0mGvcEPb9k\nMhk2bNjOJZdsdMxPi+ratSqQmIQ8jHqmUXO8vMq8Ub9ks1nHchBR6J9q53gZc3iUUol8MaskK3F4\n4Qz63KIoyeTmfFY5Xl7GVJB2RzVX1n2OlzlGC7iOWdvFt93GveMaUmtpaaGvbykzM/c75qdFde0k\nFEgUhLDwKvNG/VKL8WLWb5X+DoI5h2dubq4uQ5lxKEER5LmFnevkdD7zvNnU1ERHR0dZYr2XcRHk\nvqs9V9aNx8utZVyyqi+++GLefvvtSIvPxYFaeu1qdW3xeNWWRvV4QTCZN3vsw9YrlVaNRTleT548\nSV/fJjo79zIzcyv/639t5/HHnym7P621p1VttSAJHq8gePH8uIkw2c3LbsqjWF0nyr6MorCqncer\nbnK87GLbxs7UWjM0dCfPPTfLRRfl+PCHP0Vf34cCDY7yN5xtDA1lY7XnWJhxePA2CMK+tiDEmaAT\nhHG8ZDKZUPVKweO0icOHZ+npaWffvh1lxo3fWk5u79ecw9Pe3l6W81bSzW7qJcaZKHJ9g+LlOaVS\nKebn0xw4sMEy16l0rvKSDV1oDYcPL95s2m5ezmQyPPLIk+RyV3Hs2JMMDd1oWx4l6Dzi9v5L16mG\n8RypZCulPqWUmlBKjSul/qT42Sml1DPFnwuLn60pfu8JpZSvHrZaZWF2c87OzjI1NUt7+x5efvkd\nPvCB2wK7g926Qs1u1biGJ52Q8hSCYE3YY8NKr3jVGcbvz87O8tRTr5HJ/BFPPfUas7OzZd/1GiLz\ner9NTU3s27ediYkdC0aVMTTktKotacSpBIXX55TL5WhubuOmmx6iubmw2brVuYwlG8bHjzI+/gMf\nle/P5cyZZWh9rmW7q7E/shXVCBdH/UpxHPi01rofaFNK/RLwktZ6VfHnlFKqGVgPrAQeLf7uC7PA\nmzswlUqxbNn7mZ0d5sMfPpef/vTBQPkUJUt6ePhmx2W1lWrmJMWAiUP+giDEkTDGhnGyMU9YgCed\nUdA5owwP38Pu3aOkUilaW9/mzJk/pLX17UU6r6WlhZ6eLo4e/To9PV0VdaKf+zXn8Bjvt+QRm5kp\nX9UmBMPrcyoY/EuZmdlBb295rpPxXNPTMyxb1sGrr97NypWX0d9/pa3zwTgvl555KpXiQx9qIZd7\nmA99qKXsmDBfYrzcv7FtUedbRhpq1FobX1vOAPPAR5VSzwKTWus/AK6gYIzllVLfAR4M6/pGN2dP\nTxf79/8V5513CevX/xL/7t+t4/Tp04FWfpiXf9u5M83hyNWr07EOT9pRzaXKgpAkgo4Nu/CG39Bj\nJpPh4YcPMjf3b3n11T9nzZob2Lz5CzzzzPdYteqzlmEdpUCpJtyowyjud9++7bHP8UoaXp+TU6jU\neK6+vm7yeY3WeaBwzNq1zuUbjM982bJ2Xn01Syq1jtde+3Oy2eyCTDql73gN57u9f6v5fGjIfTkK\nr1Qlx0sp9cvAB7TW31dKXV70dN2vlPpN4A3greJX3wTeZ3eekZGRhd8HBgYYGBiodN0FIdJac/vt\n99Ld/f/wD/+wjdOnTwcydozCMTGxlXfeeZjp6ZOWMeFKNXOSYsDEMX8BYGxsjLGxsVo3Q2hggo6N\nSrmiXifQQqL6MU6d+gZvv/1TADZsGOLzn3d6OTzBZZd91ZVhF9X9dnR0eDqP4Iyf52SXU2U1n15+\n+X/g8OFtrF2bqzifGp/51NTdaJ2hufk5lDpd9j2nfG2vuVdu73+xPFa+nyBEvqpRKfULwF8C/0Zr\n/RPD578O/ArwBHC71vr24ncf1FrfZHGeinW8nHD70Nxa1OXWewcvvjhDV9cW2xWVUdfIEc4iqxpr\nSyOvavSLG/3kRWfMzc1x7bWbmJv71yxZ8j95+ukdjns7lkKT4+NH6e+/nHXr7FeZhUFSV//FQVbi\nQKXnZyWr5cd0kc9rDh36oeWqRqvjo6wNGZU82q1qjNTwUkqdQ8Gw+k9a6xeUUingdDGs+MfASxSM\nsqeBVcBvAV1a63sszhXI8ILKistr51uv8EiOEqlXRDnWFjG8/BHmy5hXQ8rL8v6wcHO/cXtBjYus\nmKlFP9ld02keDVKyIWpjPYo+rJXh9TlgB/C94kdfBXYCc8Ax4He01lopNQhsBH4GrNFaz1mcy7Xh\n5XVAAwt7pd1++72+LOq4KYhGwtz3cVWOjUKjGF5hj/lqn8/4/1aV8yvpvqh1Xhy9YtXWLW7nMnN+\nkpftcsJup1tZ8iM/SZtn7QyvqJPrvwl80/TxcovvjQKjIV3Tlcve6PI8W4Oki56eLg4f3sry5Z2O\n+zUZvV0lIa9mgnzSBDAqrJ63IERN2EaBlYcKwiniaH89+70h3eSQBb3/Sjos7jUSo8ZtH3vJN65G\nO4eHb6anp4vx8a/T33+lpSwVPKz7eOaZ77Nq1UdYv34oUP5ZrfA7D9fd0hE3y0eN3ymvQXKCwcEb\nWLaskxdemGHPnv2WbzclQduwYTtDQ3eyceP2qpaFCHO5bdKREhdCLQhb7jKZDHv3HuTIkZXs3XuQ\nubm5QGO8ko4wtz+Xy9nWW7Ii6P270WGNvu2Y2z429tPy5Z1MT89UVR9atbPSCtm5uTm2bt3H00+/\nxdat+5ibWxTkij1B5uG6M7zcDFbjd/r7Ly+rQaKU4sUXT9LdvaWi4XbJJRuLRf/urOqkL8bGWRpd\nOQu1IRq5O41SE8DpwGO80vFW7fdS+DPo/bu5P6fim42A2z429tMdd3yB3t6lVdWH5nYChhWyJ2zn\n0ExG8Z73rCaTUYmcw4KM0brZq9GIk/vPKkQIZ136UHmPtJKlOzFxjPn5NM3NbfT2Lq2acrALrzVq\n6FFyvOKF5Hh5x5zcvm7dmkALdtyEqcx7N3q9nyD3H8f8LTfEMccrjGOCtsecM+1G9gYHN/Hccye5\n+uoORkd3VK12W1j940aGa5JcHyZhrWoMq6SElQFXTcXhVdAbCTG8akujGF5hY9Y7QSeISi+g5ryc\naq/MTmKealxkpRZ4MZbdPNtKm7ZHQRS5mU73aWd41V2o0QqtC1sBzM3N8eyzr3DppV9xdA26cbmX\nvtPU1FSTfbmMbQwj38JqX6zS5/l8PnH7SgpCUOzGRVTnN+udSnqoUvucjjfrjHQ6vUiHhHH/Tufw\nEtoUnDH2c1Ry62WeMT5bu/aYt5ByQ9B78ztX2l3XrwxXpXJ9LSkPC87y2ms5jh37HW655fq6yQcK\nsn2H3RtArcOpglBLog6FBT1/0HSDSrtppFKpUFYtiic+eoz93NPThVKFHKuw+9zPPBOmDIRxLqd7\ncAqjhi3Hde/xKk+ET3PNNdtZuvQKVq/+TM3aFPYbSZAkVLs3gFovIBCEWhL1Apawk+czmUzZptiV\ndItSiuHhm9m69YsMD99MU1NTmQ7J5XJMTh6js3MTk5PHfN2/LAKqDuWr9H/A+PjRSPrcyzxTmuPK\n9xgN1p5sNsvExDEuumgDExP+ZNLuHpxWKEYhx3VveJUs3Ndf38WKFe3MzOxAqZ+xZctDNSnFEFUp\nCL8uT7uVM4v7bbusGhQahqhXywY9v/l4rXVZOYpMJuN4vNaaPXv2s2XLQwtlc4w6JJVKceZMmgMH\nvsiZM2nHmoZR3aPgjvJV+lfS3395ZH3uZp4xznGjo4/T09MVSnvOP/98Xn55im9843O8/PIU559/\nvq/zWN2Dk3EVhRw3RHK9MRE+nU6zefM36O6231cxStzsN+VmVWaYCamVVqrUagGBXxo5ATYO1Ety\nfdTJ30FXERqTk7PZLNddt55c7ipSqVd46qkHHPdmrKSHMpkMGzZs55JLNvL667u4//47fenJJCbQ\nOxFX3WJebFXLPjfL1s6dd6CUCtyekydP0tt7B+3tO5mdvZ3JyXtpb2+vuMrS7djyuvekG2pSuT4u\nGKBHVBsAACAASURBVKvdtre309e31Fc+lBk/D6NSnNxJAKLKmbCrBmz8PE7VgoV65VzP8tze3sXJ\nk8cjaU3UVbK9nL/SKsTh4Zu55Zbri+Uorq+4RUslPdTS0lLUk/fT17fUt56MW6XxesXcz7XscyvZ\nyuVygc/b1tbG1Vd3MDX1Ja6+uoOLL77YMT/ZyzxZCkEODVnP52HLcUN4vMyE8RYWxAhyur7Tm2iU\nu7PXE3F9K20Ugni8vB8X/FknQV7MY3/r1i+yZctDZbqgtE+em/IRbpLx681bFQZJkJU4YIyWhFmm\nxOjlzeVylvNhnObJhi4nYSaMZcyBqtY6XN8pnhx1zkTUy+cFQfCHeewXViF28eqrd9Pb21Wx8rz1\nti7OelDKPQh+KclOYZFGeInpxhIUlfKT7ebJOMxzvj1eSqkWrbVjLyqlPgX8KTAP/J3W+veVUpuB\nG4DjwK1a63ml1BrgduANYI3WelFmaJgerzCIcqm0U7w+qrfQelr6LW+ltUU8XtFg1gvGSvfr1w9W\nTHj28n3BmqTISlyoRlkWLzle1Zq3jbX4fHm8lFIfVEp9Uin13uLfbUqpu4EfumjLceDTWut+oE0p\n1Q9co7VeCRwBViulmoH1wErg0eLvoRGVdRukhIObc5dco+YVkFG9hcrSb0GIN8axXxqvl17qvsyL\nUs4bFwtC2PgpQeFlrrabD+0+j2qe81qtwNHwUkrdCfw9cB/wnFLqd4HvA+cDy100Jq21/nnxzzPA\nR4Gx4t9PAz3AFcBLWus88J3iZ6EQVemGElG74qtpDMnS7/qno6OwCbyXn46O7lo3W7AglUoxP5/m\nwIENzM9XLvdQ0CXOGxcLQhR4LUERZZmnqOY5r3N1pVWNw8BVWuufKaUuBX4A9Gmtp700Sin1y8AH\ngFNAvvjxm8CFwPuAtwyfvc/LuZ0o74xtDA1lE5WMXhKSiYmtLF/e6auWjlsqreoQks/s7Am8hvJm\nZ0UOwiLMNIFcLkdzcxs33XQ3MzPbyeVyjrotyO4WghA11Zqrnea5IOPT6/iqZHid1lr/rNioHyml\nXvFhdP0CcC/wb4BfBf5F8b8uoGCIGY2t0meWjIyMLPw+MDDAwMCA47WTrmxUsbr0O+88zPT0DHv2\n7I809yqpS7/HxsYYGxurdTMEwZawc0sKum0pk5M76O0tlHtwmjjkxapxScLq1GrO1VbzXNDx6XV8\nOSbXK6XSwDcNH33O+LfW+o4KjTkHeAL4T1rrF5RSFwP/XWv92WKS/THgWxTCjquA3wK6tNb3WJzL\nU3K9XfHPsIqTVkuY47Q0NilIAqw1/pLevfelJNcvxs84rqRjzMn2YScNh63jzOdLgkFgJmm6xar+\nW5Bi2F6T2cM4d9jHWBHVPGuXXF/J47XZ9LcnbxcFL9cnga3FTvkDYFwpdQg4Afyp1vqMUupB4BDw\nM2CNx2ssws56DaM4aSkBcN++bzE+/sPIVwh5eRNIoiIThHrFS8FSq2Mr1d0yvrmX74nnLlRT6SU0\nTEOuUgHYJK+ijgN2z9IYwpuY2FqMnpwMbWN2u3m1dG0vc5HXiEuYMmoen6lUikwmE9lc6phcr7V+\nxOmn0sm11t/UWrdrrVcVf6a01tu01iu11kNa6zPF741qrfu01p/VWs8FvalKGz9bJcC5SY4rPejb\nbtvK1q37+N73mnnkkScr7osWhJILc+fOOxgcvGFRe0qrQKqVnCgIQmXM4xEo25Ta6aWuNIku3gTb\nfnxbJQ07rRKrpC/CXthjPl86nZZV1CHh9CyNcrF8eSfT0zOhbcxuN69WklU/92clx1bX9VvBwLj6\nsvRSYGx/2NURfBdQVUoNh9KCCPBTWM3NagfjEu5MRjE/3wOcV5V7Gh19gttvv7dMEIzCHeYu8IIg\nBMNqUjBvSm3EPJ5TqVSZPgIcx7d52T4sLkXj1D7z+cJe/WVdAFZWUYeB07M0ysUdd3yB3t6loW3M\nbjevgrOsesGtUdnb28W+fY8HMvZKHjdz0dewDUkIVkB1ndZ6d+AWuL+erxwvL7FoNzkVu3c/xsTE\nMc6cmQUu4pprLmfdunBDjeZ2WMWfgUUbkY6OPiGue5KXh1EtJMfL5gwu5cVrDqgxDDI4eAO3336v\n46bU5jFu3AIIvOVwVcpZcROmkRyvxcRRt3gJuQXtczfzKoSXb+hGjrPZLFprx/Hl9R537x5lfPwo\n/f2XMzh4o+9z2+V4VTS8lFJNwE1a67/wdRch4dXwigq7pP0wz28VL3f7WdIUWRTEUTnGATG8bM7g\nQl785JN4mYzCNoRqYVg1AnHVLXF7lmG1x0vudVjGntbluzysW7fGdz6ib8OrePALWutPer+F8IiL\n4RU1dha+lSDHbbDFhbgqx1ojhpfNGVzISxirntx41KP0MAnBEd1SfdzKcVjyXsn77LXMhJXh5TbH\n62ml1FeUUr+olHp/6cf11WNO2IlzQa5pF0cvxZ9FgQpC9fGT82Qe45XGcKX/96qn4q4zaqF3hfhQ\nafFH6f/cyrHd97zKmdVYD3ssufV4HbP4WGutPxRKK1wQlccrTBdlWNd0Y7nXot1JQd5KrRGPl80Z\nqpDjFXY5hqSP96Tej+iWcHB6/mGHDf2cKyzvWSCPl9Z6qcVP1YyuKKnF5tCVrunGupZNrQWhunh5\n6426HEPSx3u93Y/gjaClncK4jhNRe4tdl5NQSv2SUuq3lVKfL/1E0qIqU4vNocO4pptziCtfEGpD\nGGPcOH7rbRP7ersfwRtBSzuFcR2o3RzpNtT4n4AB4KPA/wdcD/wvrfVNkbauvA2RJdfXIgk1jGtW\nKo2RRFd+GEg4wBp/IcDzgHd8XK3+Qo1eCTLG7VY311OyfBKT/0W3hEel+Sss2XAqgRH1HBk0uf4m\n4DPASa31F4BPcHZj68RTiyTUMK7pdA5x5Qvh8A4FY8jLjwDBxrjV+I17srxX6u1+BG84Pf8wZcPu\nXLWcI90aXm9rrfPAGaXUBUAa+MXomiUERVz5gpBcZPwKQrTUcoy5DTXuAr4KfA74fSAD/H3R+1UV\n6rGOV9Su9iS68sNAwgHW+F3VWJ1j/F8rrqHGoEhdr/gRV1lJCnGTwajbE6iAqulE3cAFWuuXXHy3\nE/hr4CNAq9Y6r5Q6BbxY/Mq/1lqfUkqtAW4H3gDWaK0X7Tpdb4ZXI+dgRY0oR2vE8LI5QwPIi+ib\ncGgEWYmKRpRBXzleSqll5h/g/UBz8fdKvAGsAp4zfHZEa72q+HNKKdUMrAdWAo8Wf697JAdLEBqb\naq6oEn0j1JpqymDcV/Q3V/j/P3H4P03BqLL/gtY/B36uys3ajyilngUmtdZ/AFwBvFT0hn0HeNBF\nux2JmzvTilJ8eXJScjgEodGo9qrFKPRNEvSsEBy3Bb0rfadac14SPGueQ42+LqLUM8C1RePqwqKn\n637g/6XgFfus1vqrSqlzgL/RWl9rcQ5XoUY3nR4XhRGXdtQbEg6wRkKNNmeogbyY94PbufMORkef\n8L0JdzWrcZfOFffJLQoaTbe4nU/dykI1SkiEsa9qWNiFGit5vEoHvwfYAPQXPxoDdmut3/XaEK31\nqeKvjwO/AjzB2dIUFwCnrI4DGBkZWfh9YGCAgYGBRd8pd2duY2goW9bpcVIYpWWuQjDGxsYYGxtb\n9Pn8/Dz/9b9u56c/fcPT+ZYsaWXLlq/w3ve+N6QWCkI55rd/wFFvmfGjx8LUN1Z61u9GwkJ8qTSf\nlr4zMXGMSy7ZyMTELkfZtZPBMOflJESTXBlewP3Ae4Bdxb/XFj/7XZfHK0AppVLA6WJpij7gJeAH\nwMeUUk3AtZTng5VhNLzsqNTpbgRJSBZmI/yuu+4C4OTJk3zta3fx7rv/3tP5zj33Xj772X/FJz7x\niTCbKQgLKKVYt27NgsECeJosaq3HzHo2lUrF5oVWCA83RkwqlWJ+Ps2BAxtYsaKdVCrl+TphyrN5\nbMVRDt0aXr+qtTbOQs8opf53pYOKifNPAr8MfBv4GnC/UmoOOAb8odZaK6UeBA4BPwPWeLkBi2s6\ndrpXa1jCgcnmPe9ZwrvvftXTMeee++cRtUYQzmJ++/cyWVjpsWqGHs16ttaGoBANboyYXC5Hc3Mb\nN910NzMz28nlcq6evVH+Wlpa6OnpYnz86/T3XxnYSxX3aJJbw2teKXWZ1vpVAKXUh4D5Sgdprc8A\n15k+Xm7xvVFg1GVbAuHFGo5TWFIQhPrGy2ShlGJ4+GZWr07T1tYG4ElXFXTbKOPjR+nvv5x16wY9\n59wY25uE8I7gD6fwYDabJZVK0du7lMnJHfT2LnX17M1z6/DwzSgFSjWhlPuXgqQ6RtwaXpuBg0qp\n14p/dwNVK57qBTfGklsFJ29xgiDEEa01e/Y8tmA4DQ7e6ElXZTIZ9u49SDa7htdee4zBwRtZsmRJ\n2fm9GHJJCO8IwTEaW3v27C8znIaGcq6fvXluXb06zeTkCS677KtMTm7l9OmHefHFk46yl2THSKU6\nXr+qlOrQWn+HQtmH/wnkgb8FKoYaa0GYtUJk2w5BEOJIyXA6cmQle/ceRGvtQ1edRqkJ4PSi//Gj\nR2XvxfqmZOhs3LiD++57mImJYwvyUQovun325rm1ra1t4e/lyzuZnp6pKHtJrk1XyeO1m0LCO8AK\n4N8DX6awGnEPhc2zY0UYuQ8l5C1O8EJHRzezsyc8HdPe3sXJk8ejaZBQ12j9Nvn8M2j9tmdd1dra\nyi23XM/4+A/o779+kXdMQoeCGaOhMz29lWXLOnj+eX85WVbyWvr7rDfNWfaSLKOOdbyUUv+7lFSv\nlNoJ/ERrPVL8+++11r9SlVbibcsgo6EF7nIfkhorFhZTqrXz4x//mCuv/BS53I89HX/BBZ9gfPzP\nPK9q9Fsnq1p1gaSOl80ZElibKZ/PMzi4icnJH9Pb+0FGR3fQ1OQYwFik4yrpPNGJi0mirISFMbTX\n09MFaA4detUyR9CP7Jjn7XrI8fK1ZRBwTnFlIsBngGcM/+c2P6zqGF3ebtyRRhfq7t2PNezAEgQh\nGWSzWY4dy9HauoFjx3IVwyxWOq5SaFBCh4KRkldq165NDA3dyOHDPyrmZJ0okz8/86n5GMCV7CVV\nRisZXvuBZ5VSjwNvUyj5gFLqcuDNiNsWCm7ytJIcKxYEoVE5zTnnHMYqR8uM6DghDEqGTmtrq+28\n6kfWGk0+Hb1WWuv/XNw/sRP4W0Osr4lCrlcsMbsfK+U+JDlWLAhC41EpR8uMHx0X9zCOEA1unrvT\nvOpH1hptDq7KXo1hEOZejXbHWQmbKJ/kITleNleSHC/rMyQ0byefz5NOF+p4VcrvAm+6LMlL9aMk\nqbJSCbsyEX6fe9Acr3qRNb85XonDbU5XJpMpG0BWsWLJ/RIEIS4Y9Vahjtd+tmx5iD179rvSTV7y\nYRot9NPIGOe5e+99mMnJY66eu9U8WsJP7lVS87X8UHeGV2nrgaNHv05PT9cil6UXY0qUjyAIccCs\ntzKZTKS6qZIeFZJPyXAyytL09AzLl3dWrAcnTolg1J3hBZRtPWDGizElBVQFQYgDZr0FRK6bnPSo\nkGyMhtPo6OP09HRx4sQ2+vqW8uUvf4FduzY5hhnFKRGM2JaE8EtBIEpbDyzeOsNLEp8UUG1cPvOZ\nf8Ubb3jLDfPHub7kqqkpRT6fi6A9Qhwx663W1tZIdVMlPSokG/OWPTt33sHatWpBlqJYrCGcpSGT\n6+sxiU84SxjJ9W+99RL1mIge32P8X6tRkuurqbckud6apMhKJcJ4vjKPVsYuuT5Sw0sp1Qn8NfAR\noFVrnVdKfQW4ETgO3Kq1nldKrQFuB94A1mitMxbn8lW5XgSi8RDDK4nH+L9Woxhe1Ub06GLqSVbk\n+UZPrVY1vgGsAp4rNuJiYEBrvRI4AqwuVsZfD6wEHi3+HohGWh0hCIIQBuZVaqJH65ukPF+n1ZNJ\nJVLDS2v9c621scL9J4Gx4u9PAz3AFcBLWus88J3iZ1G0pe4eniAIQhhYrVILQ2c2ut5t9Ps347U/\n6nX1ZLWT6y8E3ir+/mbx7/eZPnuf3cEjIyMLvw8MDDAwMODqolHmK4i7tvaMjY0xNjZW62YINcH7\n4oT29i5OnjweTXMiJEpdY062HhzMMDr6ROAcoEbOE2v0+zfjpz/Mcum0yCNJc3G1Da83gQ8Wf78A\nOEW5sVX6zBKj4eUFLw/PCzKw4oHZCL/rrrtq1xihyryD17yw2dnkjdGodY15lRoQWGdGpXeTQqPf\nvxk//eF29WTS5uJq1fEq9cDfAdcUf7+WQu7XD4GPKaWaDJ+Fitd6XPl8npMnT5LP5x2/J7VMBEGw\nI8wwU9S6plQ6p1S/yWoTZK/341Xv1ltYrtL9J/1+o5YHKMjl8PDNbN36RYaHb66bumJRr2psBp4E\nlgEvAl8FBoAbgBMUVjWeUUoNAhuBn1FY1ThncS7XqxqtcOuGzOfzDA3dydTULCtWtLNv33bbfdCS\nZmU3CrKqMYnHVPNa5SvTolipFrZuqIWuMepMINQ9cK2+lwRd6lVWnPYATsL92hH2nshBrxPX/qzJ\nqkat9Rmt9XVa64uK//6d1nqb1nql1npIa32m+L1RrXWf1vqzVkZXGLhdwZFOp5mamqWzcy9TU7Ok\n02nHcxrfEuPwoAVBqD1hv4HXQtcYdabf+3Grd5PmsXCL3f0n/X6jlgev10naXFyXWwYFoa2tjRUr\n2pmZuZUVK9ppa2sD7N2qSVmSKwhC9Qhju7E4lXeIevu0RtueLen3G4V8B71Okubiuqtc74SXcGM6\nnaatrY2mpiZPbswkrayoVyTUmMRjqnmt6EONEEwX+AmdRK17zHoxbJKgO8OUlSTcrxNhyzdgG5a1\nu07c+7BWBVQjx22Cn5d6IE1NTXR0dCwoF7fuznqtOSIIgneCvIF7DeVErXu01uzZs58tWx5iz579\nkei2KDwW1Upg93OdJHlorAhTvjOZjK382l0nyfNtog0vNx1fGhCZTMZ3TN2tuzPpcXtBEOKBlc5x\nmtyj1j1J1G3VmpiTbADUCrN8A0xMHKOzcwMTE8dcyVcSZbJEtet4hUqluiDl7swuenq6OHzYe0y6\nlLg3NOTs0pQd2wVBCAOzzgHnVYVR654k6rZq1dGSel3eMcu31pr5+TQHDmxgxYp2UqlUxXMkUSZL\nJNrwqtTx5gGxc+cdrF2rSKVSnuPCJXdnpe+4MdAEQRAqYdQ55R77xZO7H93jJT8mibqtWhNzkg2A\nsPCTa2WU72w2S3NzGzfddDczM9vJ5XJ1Pd8mPrm+UuKdVQJfHOt9COEhyfVJPKaa16pOcn2Y1ENd\nsFoQdvK1nazEPck7SsKQpXqVR7vk+sQbXpUwD4hMJsPGjTvo6trMiRPb2LVrk7iF6wwxvJJ4TDWv\nlTzDC8Kd3JOoB+Ng3IjhtZiwZKke+7BuVzVWQilFS0sL2WwWrXXi66cIgtCYhLkKzo0e9LpSL8oV\nhHFOYDe3LZ/PJ3orIK+EtTVS0ld5eqEhPF5u64UI9YF4vJJ4TDWvlUyPV9h4TdOo5ZY/cfHQWclK\nedu2smxZJy++eLKuQmaVqNetkYLSsB4vqyWnjWRZC4LgjmrVfIoLTnrQ61L9qJf2xzlSYWzb8uWd\nTE/PJLLEgVeM46Vet0aKikSvanSDrDgRBKESjf5mbsar3oxaz8Z5BZuxbalUij179tf9fON2vMj8\na03VQ41KqS5gCvhH4Oda619XSm0GbgCOA7dqrectjvO9ZVA9Ju0J9kioMYnHVPNai0ONc3NzsQhl\nxQmverMR9KybsHQj9IOX0G8j9IcdcQs1/q3WelXR6LoYuEZrvRJ4CVgd9sXiEFpstDCGICSJOISy\n4qYjvOrNOOjZONAI/RCH8ZJkauXxmgBeBf4SeAX4mNb6HqXUMmCN1vorFsfZeryi3rw1KBLGqC7i\n8UriMdW8lnVyfS3fzGuhI6p9v/Xg+UjiQoyo+t3Nec1yPTx8M7lcLtEy4IU4ebxeB64APg1cCywH\n3ir+35vAhV5Ols/nGRq6k76+TQwN3Uk+nw+1sWEgCYaCEH9q6amoto4oTIijDA/fw+7do1XZRDqu\n5SDqGT/9Hmb5h3K5Psa99z4sMkANkuu11u8C7wIopf6agrH1weJ/XwCcsjt2ZGRk4feBgQEGBgZI\np9NMTc3S2bmXqalbmZ2dZcmSJbGyqCXBMFrGxsYYGxurdTMEwTfV0BFGD0Umk2Hv3oNks2t47bXH\nGBy8kSVLloR+zRKyn6EzUXmlvPZ72J5Xo1wvX97JCy/M0N29peFloBahxlatdab4+6PAvcAfaq0/\nW0yyP6a1PmBxnGWoseTxmpqaZcWKNv7lv/wUzz33o9iF9OrBzZ4UJNSYxGOqea141vGKUkeYJ9Q1\naz7Lr/3aBnK5q0ilXuGppx6I1PCql3SLKGQlyr7xeu4o6qWV5Prsis9ky4AXYrNlkFL/P3vvH2dX\nVd77f9ZMFHLOTAwKM5OEMgMJEYTaNoHMD5zDEPGq93sV7au2mAQDbclEelVqJb1Y24bq17YUa4ot\nkHAvBkiA9toq1l5qwWQ8aeZHNPGKIiEkZgYlmTkoBGbmQCBznvvHOXuyz579e6+999p7P+/Xa17J\nzOy11rPXr7NmfZ71LPF+AJ8H8BqAPUR0qxBiE4APABhD9VTjKZN0jj5euVwO//2/f4VPJmUcXngl\nMU2UZam58AoT4wfqP/zDJ7Fjx6MoFg+hUFiOjRvXps6nLAzC6CthB4f1Uu9hL5DT0Ae8oMzCyy9O\n4SQ0XXrHjkcxNDRm2mmy1uhZhRdeSUwTZVnZWHjp5zsAsd/gkYb5N+4drygc5QG+2UUWqV541Xfc\ndqxde80cp7+0bHUzzvDCK4lpoiwr/Qsv1a5KS8v8G1Zf8XNCUFYdpqVtVESlU43SqXcgHIMQgq8u\nYBgms6h2VZqZParFLYsT7ycE5X2GyciX29IbqVh4uQnmxgHfGIbJCqrNd0Z7crkch5fwSFhtGjRf\nDhXinVRIjYA7jToNPgaMMyw1JjFNlGWlX2oEnOe7OAOoTk9PJ/KKprj7SpzBUK3SEBH+4A/uTFxb\nRoGV1JjYS7KNHUXb6pw/fz7uvfcRU71a285lGIZJO8b5Lg5ne+M8rdnDsQ39LXZkfoZZtY3btHq/\n6u7udgwNeWvLLG+EJHLhZXQGvPHGa3HddX+IkZEJrFhxFs4881wO0sYwDFPDOGeuXfvBusCaa9dO\nYefOb0p1sLZz2hZCoL9/Ddaty+YHb9wO7UHLNwZm/Yd/+CSuu054ulA9yw79ifTxMjoDHj16FEND\n41i06KvYv/9F/OqvvhWjo7djxYo25HK5uM1lGIaJFeOcCaDOrweAdMdtJ6dtr87+UThwR+UkXq2b\no1i06FMYHDxaVzdR2BDUod7oF9bU1OSpLbN+2C2RC6/6Rm/Ht789COAXeOaZj6CrqxWf/vQGXHbZ\nIhw4cBzbtj2cSv8NhmEYt5h9UPb3r8Fdd30K/f1r0NTUJN1xW6YzeBQO3FE6iedyOZw6VcLXvvZ7\nOHWqNLtBEJUNQdtG27HU+o/X3SrVDn9ETWKd642Ofb/yK3+EZ57ZjPvu+ywaGhpsHTezrC1nAXau\nT2KaKMvKpnN9HM72svIMO7q72zJk9ZWpqSl8/ONbsHjxTTh27C7cfffNaGpqiuQ9NbQbX1paWtDQ\nEP0eTBY+h1MXx0vbptb+UvvZz76Eq6/+1dkLsq1W09W/KHZiw4Y7sHXrzlROuAzDZBuznRMnac/p\n934kMFmxw6LYIYlyFyafz+OKK87H8eN344orzp8ty68NXtuGiLBt28PYtOl/xaYKxRlXLm4Su+Ol\nx2zlbLWanpycxHveczOmp9cgn38Ijz++JdTLYZno4R2vJKaJsqz073jJ3jlRwRk6ih0SpzJk9hWr\nsry+p5+2iXJnLcukZsfLbGVvtnLWH4+d+5fAaxBiL6r3dDMMw6hHECdrs52TIPmp4AwdxQ6J7DLs\n6tyqLK82+GkbLztrHJVePsqEkxBC/C2AywDsJ6I/NHvG68re7PmmpiasX/9+FIuHUCi8n1f5DMMo\nR9AdJmO4BmBu3C4v+XHcLe9EtUvop23chvNQYaczjSix4yWE+A0AeSIqADhDCLHS7DmvK3ur+8o2\nblyLe+/dhI0b13InYhhGOWTsMOl3ToLmF/QUWxaJapfQb9vEeT9k1lFi4QWgC8Djtf8/AaDb7CGv\njodWz2fZqY9hGPWR7egtIz+eN70RpbN+WG2T9bAPYaGEc70Q4lZUJcb/EEK8G0A3EX3B8AwRkS/H\nw7QfWWXq0TvXX3jhSrz66lOe0jc3FzA5+ROwI3qUaaIsKxnO9bLnLp4Lg+O1r6ShztPwDnGh+l2N\nLwNYUPv/AgAnzB7iRmfcUt9XzvaUdnJyNhc/JUeUJsqy0vdOZg7NDOMG7itMUFRZeA0B2ADgawCu\nBvBVs4dU/KuUUQ9VdzAYNeH+wriF+wrjBatFuhI+XkT0AwAnhRBFAKeI6Ptx26SHj9MyTDzw2GOY\n8OFxFi1K+Hi5wS6AapjwcdrkwX+VpoOoxh73F8Ytaewr/BkXHqkJoBo1fJyWYeKBxx7DhA+Ps+iJ\nfOElhFglhNgrhCgKIb5U+9ktQog9QogHhRCNUdtkBx+nZZh44LHHMOHD4yx6IpcahRAtAE4Q0etC\niAcB3AtgExH9NyHELQB+SkT/bJLO012NMuHjtMnCTg7gtkwWUbRXGuUjJhyiuKsxDlSyJU0oIzUS\nUYmIXq99ewrAOwAM1L7/DiyCp9rkh61bH8JNN/0dtm59KJQJlAMHpoMo+gojFx57TBpRbS7icRYt\nsfl4CSHeiWqApRMAXqn9+GUAC73kw/o04xbuKwzDqADPRdkmljheQoizANwJ4CMALgdwbu1XlsFT\nAWDz5s2z/+/r60NfXx9f3spgYGAAAwMDjs9xX2EYRgV4Lso2cfh4NQL4JoA/J6LvCyHOAXAfDQQN\ntgAAIABJREFUEX2g5uN1lIi+ZpIuNh8vJlmwjxfjBfbxYtySVh8vJhyU8fFCdZfrMgC3CyF2AbgA\nQFEIsQfArwH4htcMWZ9m3MJ9hUkybW0dEEJ4+mpr64jbbMYEnouyCwdQZVIH72AwXkhSf6l+SAe7\nFJzxT5L6ChM/Ku14MQzDMAzDZBJeeDEMwzAMw0QEL7wYhmEYhmEighdeDMMwDMMwEcELL4ZhGIZh\nmIhI/MKLiDA1NcUnTRgl4P7IMNmDxz3jhVgi18tCu+9qcHAUPT0d6O9fwzFRmNjg/sgw2YPHPeOV\nRO948X1XjEpwf2SY7MHjnvFKohde2n1XY2N83xUTP9wfGSZ78LhnvJL4yPV83xVjJM7o0twfk0eS\nopFz5Pp4seorPO4ZM6wi1yd+4cUwRpL0QcrET5L6Cy+84iVJfYWJH74yiGEYhmEYJmZ44cUwDMMw\nDBMRvPBiGIZhGIaJCF54MQzDMAzDRAQvvBiGYRiGYSKCF14MwzAMwzARkbqFl3ZnVqVS4buzGFNk\n3avG97OpDbcPExUy+1rc/Tbu8rNAou9qNKLdmbV371HMzJQwb14LenrO57uzmFlk3avG97OpDbcP\nExUy+1rc/Tbu8rNCqna8tDuzFi++CSMjE1i06Ga+O4upQ9a9anw/m9pw+zBRIbOvxd1v4y4/K6Rq\n4aXdmXXs2F3o7GzF8eNb+O4spg5Z96rx/Wxqw+3DRIXMvhZ3v427/KyQuiuDtDuzcrkcyuUy352V\nQZyu9ZB1rxrfz2ZP3PXjtvwkXQPDVwbFSxR3NfrJK+7yGXP4rkYmMyTpgzStJMlXJEn9xd/C60wA\nJz2laG1tx/j4qMdy0o+KfSVJYy1r8F2NDMNEBvuKqMRJVBdr7r8mJsbiMZXxDI+15MELL4ZhpMO+\nIgwTDTzWkkfmpMZKpYJSqYSWlhY0NJivO1njTjaqygFZ61N27+xmHEaFiv3FCr8+XuwXJgdV+0oc\n84u+TAChlZ/kuZN9vFCd7NetuxkjIxPo7GzFjh1b5kz6rJcnH9UmR+5T9bgZh1GiWn+xgxde8ZKk\nvhIm9XNaO4iAoaEx6fNb0udOZXy8hBCLhBD7hRBlIURD7WcnhBC7al8Lwyq7VCrV4nttx8jIBEql\n0pxnWC9nZMN9qh4345BhGHXRz2nF4mEUi4dCmd/SOnfG8WfmLwGsBjCs+9mPiGh17etEWAW3tLTU\n4ntdj87OVrS0tMx5hvVyRjbcp+pxMw4ZhlEX/ZxWKCxDobA8lPktrXNnbFKjEGI3gHcTUUUI8QsA\nTwEYJKJbLZ6X4uM1MzOD0dFRdHR0oLGxEcBcfxM3mrJ2nxUANDU1JWr7M+14lQOi8CFQxU/Byo4o\nYpvpf0dEs2NOCOGq7LDqMEnyEUuN8eKmr0Q11uOeU/TlVyqVOZ+rTph9FjuVkzT/MeV8vIQQuwBc\nXVt4LSSiE0KIuwH8GxF9y+T5wAsvM72YiDz7m1Tz2Ynt23cDeA3r178fGzeu5cWXInj5IE26D4EX\nrN41ivsrg5YdZjvxwss8TVLqJErcBGeOYj5Rad7y47M5MzODrq4P4eDBk7joojMwPPwN1ws2WURR\nh8r4eJmhkxcfBXCp1XObN2+e/RoYGPBcjple7MffZHp6GsXiYUxPr0G5/HYUi4dSoz0nkYGBgbq+\n4YW0+hCYYfWuUdxfGbTsLLUTk1yi6qcqjQc/n6Gjo6M4ePAkFi78Og4ePInR0dHwDTUQZx3Oi6yk\nuQgAQgiRA/AaEVUAXAHgSasEXj9UjWh68eDgab04l8uhs7MVIyPu/U3y+TwKhWX46U8fAvAaCoX3\np0Z7TiJ9fX3o6+ub/f62225zndasT6QVq3eVVQd2+QQtO0vtxCSXqPqpSuNB89n08hna0dGBiy46\nAwcPfhgXXXQGOjo6wjfUQJx1GLnUKISYB+AxACsAHADwJwDuBjAJ4CiA3zXTFO2kRs3fiogghEBT\nUxMA87giZpqun5hC7OOlLn59vMzu94zbj0I2Vu8jK66WWx8v/dibmJhAPp9Hc3Mz+3g5wFJjvGh9\nxWs/D4Ow7mcErGNy+Zk/rPL24xcmm8z5eHnFauFFRLjnnp24//7HMDExhZaWJqxf/z40NAgMDsqP\nK8Koj58PUjO9H4AyfhRhEpe/iCrxvHjhZZ4mKXUSJUIIVCqVVM0LbmNy+Zkn9Gm6u9shBDL1uay0\nj1cQqv5WhzA1dSFeeulaTE8vxa5dT6FYPKyE/s0kAzO9XyU/ijCJ6z05nheTRNI2L7iNyeXnvevz\nPsSfyzUSv/Cq+lstR1PTszjrrEeQzx/B6tWXoFBYlrrYH0x4mMWLSWsMGSNxvSfH82KSSNrmBbcx\nufy8d33ey/lzuUbipUagup05OTmJqakpNDU1obm5GQDqdOWk+GOlzacoDvzG2nH7s6Co2MZ+bQr6\nLl58y4KWZZWepUbzNEmpkyhx4+OlJyn+XkF9vNzm7Sd+n2yinH9T6+MFuIkflIyYWyrFZkkyqsTa\nUa1s2UT5LkHLskvPCy/zNEmpkyhRMUZgUuYUFfy9oq6r1Pp4Ac7xg5IScyttvgOqEmc9p6mNo3yX\noGWlqd6ZZJDFmF52qODvpUpdpWLhZac9azG38vmHkMs9g0JhubLactp8B1QlznpOUxtH+S5By0pT\nvTPJIKo+l5S+rYK/lyp1lQqpEbDXbb3ECoobFf1/kkZU96nF5RclO58gRGkD+3ix1Bg3XucWwNpf\nSiZxzwV+fN6AaOrGzgb28XLA712NSdG/GXlE8UEad7+Ku/w0wQsv8zRJqZMoUdl/NC6y+M5uSbWP\nlx2qaLpMuoi7X8VdPsMwc8niuMziOwcl9QsvVTRdJl3E3a/iLp9hmLlkcVxm8Z2Dkkqp0RgbKG79\nm4mWqKSjuPuV3R2TcaLCPXZeYKnRPE1S6iRKovIfDSMvGTYA7u9AZjLk46XK/W9MfCTpgzQoqvlX\nOMfUU8dWjST1F154xUuUfUWF8aJC7K0kkxkfL77/jckSqvlXOMXUU8lWhlEZFcaLCrG30sg8rwmE\nEF+BzZ9PRPTJQBYFRLv/bWSE739j0o/mXzE4qIZ/hZ09qtnKMCqjwnjR21AoLK/tePH4DYpnqVEI\nsb723ysAvAPAP9a+/wiAnxDRRnnm1ZXr28eLyRZJko5koJp/Bft4hQdLjfESdV9RYbyoEHsrqUj3\n8RJCDAN4FxGdqn3/JgB7iKgrkKXW5fmK42WGU2cmIt+XaqswULKO2eQYdbsYy+N+ER5B65YXXmac\nCeCkxzRAa2s7xsdHPadLCjL7SlQXW6cZ1edVq4WXZ6lRx1kAFgB4sfZ9U+1nSuPksBjkUm0VnCGZ\nuUTdLsbyNmz4KLZte5j7RQjwmAuLk/C+WAMmJrju3SDz0vesOr0neewH0eH+CsAPhBDbhRD3AzgA\n4ItyzAoPJ4fFIJdqq+AMycwl6nYxllcqlbhfhASPOSaJyLz0PatO70ke+74XXkT0VQCdAL4O4F8A\ndBPR/bIMC0KlUsHx48fxyiuvgIhmpcNKpQIiQnd3e12wN+Pve3uXzrlUW3tG22Y2fg+4DyRnlpYJ\nj7AC/Fm1o7G8lpaW2e+7u9tn+6RVXnb9I8y+4yVvIsLk5CQmJyelSi9O5RufMdZ1Lpeb/b1xHvD6\njgwTFnb9Vo+bOcZ44fT8+fMxPj6OSqVia4NV3rLHSKVSmbXHLm/9c25szufz6Oo6D08//Wfo6jrP\nsg5VJFAcLyHEEgDt0EmWRFSUYJdZWR7ieH0Kjz/+UzQ1vYpbbrkeQjRgcHAUMzMlzJtX/RBcu/Ya\nNDU1AUBtu/IoTp0qobFR+/0HIYQwPOMsHbnxH0vq9mhSiMLHy41kbfTxmpqaws6dj86RBOrzagcR\nMDQ0VzYIs+94yZuIcM89O3H//Y8BOBPXX38V+vvdyfFByrd6RqvrXC43Oy67us7Dnj378MQTz6Kp\nibBp0zr09681Hbfs4yUrDeDHNyxJfmFh+Hjp+631vGA/xwDVHaD58+fjuuv+0DGOpd1YkjnH6ONq\nrlrVgkJhFYaGnpuTt5v4m0bbbrzxWlx33c0YGppAV1crentXYXh4bt5xIj2OlxDirwHsBfAnAG6p\nfX3Gt4WSKJVKGBqaAPAlnDhxNh5//EkUi4ewePFNtfheN2NwcGx2wtW2Kxctqjb64sU3YWhoDA0N\nDWhubq57xo10pC3WrBo9ydujScapXbzi1I7G8rT+Njg4NidNvWxwGMXiocjjYHnJuyrHH0K5/HZM\nT6+pSfPBbHFTvtUzWl2Xy+XZ3+/a9RQGB49BiM/gxIkLsWvX0yz5RoLmG+b+a2JiLB5TY8as31rN\nC05zjPb/F154wVUcS6u8Zc8x+riaw8Pj2LXradO83cTfNNo2OjqKkZESliy5H8PDE9i166nEjO0g\nPl4fAvB2Ivr/iOgDta8PyjLMLy0tLejubgXwR1i48Bd4z3veiUJhOY4duwudna04fnxLndykbdke\nP74FnZ2tOHbsLsv4Q2bSkVfpiu+1Sgd+2tEqTb1ssAyFwnLTfMPsO17yzufzKBSWI5d7Bvn8QygU\nlgW2xU35Ts/of7969SXo6VkMojuwcOGzWL364kDjlmHCws284La/anEsjx+3j2Mps0y39nR1tWH1\n6otN83Zjt9G2jo6O2TTd3a1YvfqSxIztIOEkHgPwESKakmuSZXm2UqN+25WIMD4+DgBoa2ub3bWa\nP38+SqUS8vn87G6WPm0ul5tdKRt3R4whJgD/x3dVPwKbdKK6T81PHvq+pr9f0e3R8DD7jpe83Y4H\nq/cye95NGBcnG/Ux/ABgYmKibrybpY9Damxr6wiw06Oy1OivrCRJvWH5V8q6A3FmZgajo6Po6OhA\nY2Oj5XNW8S7tynRrj/HzWD8mrWJs6u3RPrOd5g2rNEHnRlnzbBhxvP4ZwK8B+A50oj6FFLnebuHl\n5vg+AEe/FDt9m32zkoPT5Bh3W8Zdvmzc+IvUH3k392OTecTeS/o4Fl7+fLWA6BZRvPAyQ3V/QLdj\nwM9YCZq3v/TWPq9hIXN+lu7jBeCbAD4PYBDAft1X5LjxwXLjl8L3zGWDuNsy7vJl48ZfRH/k3cqP\nTeYR+zTUK8N4xe0Y8DNWgubtJ72dz2tYRDGPBAkncb/Zl0zj3OLGB8uNX4qdvs2+Wekh7raMu3zZ\nuPNdO33k3cqPLWi9pK1eGcYrbseATB9Vt8/5SW/n8xoWUcwjfu5q/Cci+m0hxI9gsqdMRO+UZZyh\nXFupUe8bQkRzfDv0z1UqFUxPT6Opqanu99ozej3Zyo9F/38VZCL2GzuNFx8vo6+VETf3fgbx9fLa\nXm78oPzg1R7j8179M/T/15cX9J5VP/XKUqOsNP7LUlm+06O61AjMHUNe/cfc+njpfbeM/lVWfmZ2\nvqxe/EGD4GaOUM7HSwhxK6p+XS8CeMP4eyKy9RgVQiwC8C0AFwNoIqKKEOIzAK4BMArgeiKaMUln\nuvAyj+1hHcekUqlg7dpP4fHHf4Tm5rdg06bfwsaN60w7mJVPmGo+OqrZEzduJ0enevMTWybMug8j\nfpaWr5d3sPOpDHJ9SVz9mBdestL4L0v1xYyG6gsvN/7OXsa21fN28bmcPoNl2CmrfsKeY2T6eL0N\nwBYA+wA8AKAfwK8CmHRadNX4JYDVAIZrhp0DoI+IegE8iWqYCteYx/awjgdSKpUwPPw8Ghquwksv\nXYvduw9axgyy8glTzZdENXuSglO9+YktE2bdhxE/S8vXyzvY+VQGub6E+zHDBMONv7OX9FbP28Xn\ncvoMlmGnX1SZYzwvvIjoM0TUA6ANwK2o7nzdAODHQoifuEj/OhG9rPvRZQAGav//DoBuL/bYxfYw\niwfS0tKCrq4lqFR246yzHsFVV11kGTPIyidMNV8S1exJCk715ie2TJh1H0b8LC1fL+9g51NpvL7E\ni33cjxkmGG78nb2kt3reLj6X02ewDDv9osocEyScxFtQXSRdUft3IYAfEdENLtPvAnA1gN8B0ExE\n24QQSwHcSkS/b/K8rY+Xlb+JmZ9IpVIx9QEzy9fKn0Y1nyrV7IkTL3KAl7hQMn28/KKqj5fbOGSy\n7ZABS42y0vgvS2X5To/qUiNgPzb9jG0r7GJo+Zk3oxr7Uc4xVlLjPLOHHTLaBuASAJMARlANJ/G3\nRPSST9teBrCk9v8FAE5YPbh582YQEd544w1cffXVWLVq1Wzlac7vRIRyuYzW1lbLxmxoaEBbW1vd\nNqPZc0IINDc3W9UD8vl8oAaU6eSnr4OsMTAwgIGBAdPfuXUUtftdW1ubbflh1r3RRrs+afa8W8ze\nwWli1D9v/N6uPuz+8HFjB8MkBbdzDCDPgVz2fGT1DtrnqIa+TP3v7Jzm4yCs+drLPOXHuf7fAZwN\n4MeoLrqGAPzYcjvKOp/dAN6Nqs/YfUT0ASHELQCOEtHXTJ6nSqWCrVsfwt69R3UXXp9vGaDNymFP\nhmNfUCc9N+nZad4fWhvb1Z/f30VJUKf3IHaH5fzq9nBLGO9kBe94yUrjvyzVd5E0vO6mu5tjwgsS\nKvPgTPDPOf171r9zVM71YWFVz9Kc64nofQAuB3BH7Ud/BOB7Qoj/EELc5pReCDFPCPE4gHcC+DaA\nDgBFIcQeVCPhf8MqreYYV3/htXWANiuHPRmOfVEEe1TFETCp2NWf399FSVCn9yB2h+X86vZwi5Ud\nPAaYpOB2jgkzSKjMgzNBP+f072l856RfYO+1nn0FUKUqPwbwfwA8BmAvgKUAPuUi7Skieg8Rva32\n7/eI6G+IqJeI1hHRKau0mmOc/YXX7Thy5Ivo6Wmf47CXy+UwNTWF+fPnY8WKNoyO3m7q2Kc9Z/eX\njdFJzymN5puj/d6Nk58qjoBJRV9/3d3ts7tgxt/p61Z7pru7PfZ6D+r07sZuY7+0ysut86tZfkSE\nyclJTE5O4uyzz8bKleegUtlle7hlrh23Y+XKNuRyOcd3YhgVsBuPfoOE6seX1dh1a4NZetlO71bv\nWSgsQ2/vMhw8uBnd3efZluP1nf0SJG+vc68fqfGTAHpqX2+gKjdqXz8ioopnq92VS1rFWwW+pFqc\no2LxEAqF5di4cS0AzD6/bdvDszJlY2MLLrtsET7xiRvqgsxpz7nZ8nSbxmobUqaPF3MavRygDaad\nOx+dE1vKzIdJvy2+du01Uh3Y/RCWY6z2rJ0M4dX51Sw/ANi6dSe2b98NoldxwQVvw7x5Lbj00rdi\n48Z1WLBggaOdlUoFd975VezffxxXXHG+dBmCpUZZafyXlUapEZDr4+VXnjSzwUkGlen0bvae8+fP\nx7p1N2N4eBxdXW3YufPv5jjoG+0MEiPQjY1BXRqs/MSlSI2oSoP/G0AnES0louuI6G4i+mFYiy49\nmmNcQ0PDnA/F6elpDA2NYdmyz2FoaAzT09Ozz5fL5TqZcvHim7F//zjK5XJdvtpzbrYM3aax2obU\n0rtxmudFlz80nX1wcMyx/uvbaWw2bZx4bX8vzzttjxvzcsrbLL9q7LHDmJ5eg6mp8zE8PI7Fi/8Q\nTz11Ao2Nja7sLJfLOHBgHB0dmxIpQzDZxW7M6H/nZtz6lSfN8rYb+17HvRNm7/nCCy9g374Slix5\nAPv2lVAqlRztDBIj0AkZLg1e6smPj9enieifiei4Z8tCxs3WrpVM6SYPP+X6zZORh9v6z1o7yX5f\ns/yqsceWIZ9/CE1NR9HV1WY59qKyk2GSiF950imvOMaUmxiJRjuDxAh0Iur68B3HK2qETRwvPXbb\nolpskbPPPhu/+MUvLGOM+NladSPDBJUMWXZ0h5kc4LbuktBOMvP3Knfo05nFE7OSNbRn8/m87d2Y\nTmVp6Z3u2PQCS42y0vgvK0GfQ7Haahc7ywqr+SLMecpN3sZYX1axv/R5EZGreyj9EPSeWDOspMbU\nLbysOK3hHsWpU1UfrzD8RcIiimP1aSHOyTHsdgorfy/5ar6Usu+MdLLrtI/HqNQxzAsvWWn8l5Wg\nz6FEzS1xfG74KdPPvbgyQ1CEVU8yfbwSiabhLlp0c83H66ZE+YvwsfpkEHY7hZW/l3yrflvy74x0\nskvz8UjqGGaYIPgZ+3F8bvgp08+9uDJDUERdT5lZeGka7vHjW9DZ2Ypjx+5KlL9I3Jo8446w2yms\n/L3kW/Xbkn9npJNdmo9HUscwwwQhDP9jVez0cy+uzPsd2cfLgqBSI1Af/kGWf0iUsI+XO+L2w0iS\nj5fffK18vMLAzA+NfbxUTOO/rAR9DiVubonjc8NPmXHf7xhGPWVWatQHbwS8f0iEGbDNa5lhhZbQ\nyqtUKpG/axoJ0k7Gtte3jdaPzQ4OyGg3vd36PM3+D4S/4DKzyy6cDMPERVSfE37mFjdp3NpvNS/I\nJo68owzd5PmS7CRh5gS8YcMaTwFSk+CYKKM8q/svmeiwch6tts0EjhwpA3gNF1zwVrzpTa3o6Tk/\nlDvOrAI11gcwDO9+OYZJEkk/+OTWfrfBTIM6169a1YJCYRWGhp6bE/A67juWZZHqHS8zJ2AvDnlJ\ncUyUUZ7V/ZdMdFg5jy5efBOGhiYwOfk7mJ5eiuHh52fbKYw7zqzvVzsdwDDM++UYJkkk/eCTW/vd\nBjMN6lw/PDyOXbueVvKOZVmkeuFl5gTsxSEvKY6JMspzCizLhI+V8+ixY3ehu7sVzc3/iHz+CLq6\nlsy2k0wHUzM76u9XOx3AMGgAR4ZJC0k/+OQnwLRdMNOgzvVdXW1YvfriOellONer0lapd66vVCqY\nmJhAPp9Hc3MzhBCuA6XptWBN/wVg6dxn/J0ddo58bn/npTw3tiT10IGRuGPt+GlX7fdG/yl922h/\nnRmDkHp1incTTNHKoV2zwWwsBKkb4zNR9kV2rpeVxn9ZCfocMrU17oNPQcv3E2C6UqlgdHQUHR0d\naGxsDGzPzMzMbH5CCNPPaLugq/qAsgAsPyejbKtMBlA103MBeNSz9QFXO+r8Wuo1Zm+XlvrRma18\nb5LoVxAmcS287NrVqc2j8D2wKsNN2UHt81ZGtEGOeeElK43/shL0OaScrXH4LbkJeOoFN59tdj5e\n1v6n8X5OZvJUo9WlvV70bH2wRqNfi15j9uLz4ldn9ntJKhMNdu3q1OZR+B5YleGm7KD2eSmDA6Qy\njHvi8FtyE/DUC24+2+x8vKz8T1X9nEzFwsvqeGhVz23HkSNfRE9PO7RLe600Xn0+xoCrzz//D1i1\n6lz09l5YpzF3d7fj8OHP4/LLl6BQuDAU3zHNrlwu5+mS1DhCYahE1O9f367ts0eu5/4uuovUzfq0\nle/E6OjtWLGiDblczuHd7O0zq3dj+lwuN+eZXC6HlSvbcOwYB0hlGLcEHZtOVCoVjI+Po1KpzP7M\nKeCpm3L0+Vr5lTr5eFU/f7+A3t4L0du7FEeOfBG9vUt1fqn2n5NxfUYmXmp0knfuuWcnisVDKBSW\nY+PGtZYar5UsOT09jfnz5+Pv/3479u8/jp6eDqxde82sj8s99+zAffd9Bw0Nb2D9+vfhuus+5CoW\niBdN3bi9qvm+aPZZ+ROpcGw2DjQ/vjjeXxvIO3Y8arpV7uTjJdP3wK5PG8uoVCr4yle+Wuvj5vKe\nWx8tu/Go+W8Zj4EDmA1rsnLlInziE9fj1VdfZR+vuSl9pGOpURYqSo1A8LFphZ2kaHeptVM5Zvla\n+WhZ+aICwNatO1EsHkZv71IQAXv2PItCYTn6+9c4fk5G8RmZWqnRSd4ZGhrDsmWfw9DQ2OzvzAKl\nmeWjPffqq69i//5xtLdvwuDg2Gwgx+npaezZcwSvvXYdXn317diz59nZ3znhNlib0a5yuTwnmKRZ\nHqocm42LuN5fa5ehobE5ZTu1uewAfnZ92lhGuVzW9XHz+nJjn129a+nL5bKlC0BHxyYcODCOV199\nlQOkMoxLgo5NK+wkxYaGBrS1tc3x7XJTjlm++neweh/9z6vljGHp0s9iz54j2LPn2dnPejefk3F+\nRiZ+4WW3zer1/jmv+VTDVSxDPv8QcrlnUCgsly6L+JWgVDk2Gxdxvr8qdS+r/8su0+wZVeqMYdJK\n0DAPVnco+inHT7525fgJbxPnnJN4qREIdoRf/4zdEXa7Y/hurlAJckzeShp1KtetbWlDkwNkSXd+\n8onyyHIU/d8L+mPh2jFzt+EqjOVHUY8sNcpK47+sBH0OJcZWM/yMJztJUcuLiOqecRP2yEtYp7DC\nK7lN7zYMj5FMhpNwQ7TH+OUck9d81/RXIfX3r2U/rxoyJ0fV6zCKMA9esPLd8BNmI6q654WXrDT+\ny0rQ51BibA0T/djs7j4PxeI+7NtXmuMHptr85KecIGF4UuvjFZQoj/HLOiY/PT33KqQwQgAw6tdh\nFGEevGDmu+E3zIbqdc8wWUU/NnftehrDw+OmfmCqzU9+ygkShseKzC+8otB5jaEpgh6Tr/qW1V+F\n5NaXhvGG6nUY1D7Z72fmu+HXD1P1umeYrKIfm6tXX4yurjZTfy3V5ic/5TiF4fFjW+alRiAaPxLZ\nfjRefcui8DVSBdlygOp1GNQ+2e9n5rvh1w+NfbzmpPSRjqVGWbDUeBo7Hy+r51SYn/yUwz5ejCeC\ndFrVFxxWZHVyjLq9wog7Fkd/44WXrDT+y0rKeM3q3BKEOMa1KgeirBZe86TkzihJEMdE1Z3KmXqi\nbi/Z5XF/Y5j0Ece49lNm1HZm3scrzQRx/mPH5mQRdXvJLi/J/a2trWM2UKPbL4bJAnGMaz9lRm2n\nEgsvIUS7EGJcCLFLCPHvcduTFoI4/7Fjc7KIur1kl5fk/jYxMYaqvObli2HSTxzj2k+ZUduphI+X\nEKIdwOeJ6GM2z2TSx0tzoiciV9dCmKVnH69s4Le97IKb2uUTlo+XrAMobgnaX/z5a7GPlz5NUsZr\nVueWIMThHG/n7G+F24CuXlDaub628NoL4AiArxPRFpNnMrfw0gKlbt/+GEqlKbS2NmF49hJnAAAg\nAElEQVT9+vfPXvbNmMOTo3uMvg0bNnx0zgXWUfa1OHxCeOElK43/spIyXnluUZP6eaMdRMDQ0Fjs\nPl6qB1A9BuBCAFcBeLcQ4tKY7VECLVDq9PRSvPTStZiaurD2fXL8Xxi1Mfo2lEqlWH2tkuzrxTBM\nPOjnjWLxMIrFQ0r7eClxqpGI3gDwBgAIIf4NwKUAfmx8bvPmzbP/7+vrQ19fXzQGhoAbWUULlPrT\nnz6Gs876IZqamlAovN9Sf06qNBiUgYEBDAwMxG2GLaq0jdGOfD6P7u52FItfQKGwHC0tLejp6cDg\nYDy+VpqvRVzlMwzjjjDnNK95189jFwIQGBry7uOlzTu5XA5TU1OhzdeqSI1NRDRV+/+DAO4kou8Z\nnkmN1Khta+7dexQzMyXMm9eCnh7zuxvd+njxcfzTqCYHqNI2ZnYAwNatO1EsHkahsAz9/WsBeL9s\nVradUZbPUqOsNP7LUmm82qHa3BIXYc5p/sNBnJ7HNmxY49lPVL8ZIsvdQnWpsVcI8X0hxH8C+Llx\n0ZU2tG3NxYtvqt1rd7Pl9qYQAs3NzViwYAGam5stOwBLNOqiStuY2VH92RiWLv0sBgfHMD097esQ\nh0ziLp+JmjM8h+Noa+uI2+hME+ac5j8cxOl5rFwue55DtHmnXC6HPl8rsfAioseI6DIiehcR3Rq3\nPWGjbWseO3ZX7V67LYFllSQfx087qrSNmR2q2MZkmZPwGo6jGsKDiYsw5424w0FEMScqITW6IU1S\nIxDO0XlV/IjitkdFOUCVtjGzQwXb4rSBpUZZaaIsK54xruLcEhdR+XgB7lwfZNojKy+lw0m4IW0L\nr6TiJcZTXH5NPDmqi9XCL04fOF54yUoTZVm88MoCMuYGBf6oU9bHi0kA2iC46aa/w9atD9lOQKr4\nNTHqYNV/uK8wDGNG0LnBy2dWlPDCi3GNl0HAvkOMEav+w32FYRgzgs4Nqv5Rx1Ij4xqv277s48Xo\nses/CsgBgdKnUcpT3T6WGrNB0GvvFHBjYB8vJhgqOGIbMdrEk2O82PURFfsPL7xkpYmyLF54JZ04\n7nBUxceLF15MojH7i6ahoYEnx5iI+y9MP/DCS1aaKMvihVeSSeI84QerhZcSVwYxjF/qNfy/wbp1\namj4WcWsPZqamuI2yxUHDhzAP/7j1+I2g2FST5LnCRnwwotJNHy3n1okuT3uuONuPPzwLwBc7iHV\nU2GZwzCpJcnzhAxYalQQFf1gVIZ9vPwRVj9LWv/V+suaNTfi4YdXAbjRQ+qvA/hNpFHKU90+lhqT\njcrzRNgBVHnHSzGyon3LRLtji3FPmP2M24NhGCdUnSei+AzmOF6KoWrcESZdcD9jGIaZSxRzIy+8\nFEPFYJJEhKmpKd5iTxGy+hn3DYZh0oTZ3Ch7nmMfLwVRSftOovTJfhjuCNrPktg3zGAfL1lpoiyL\nfbyY8DBe0u13nuO7GhOEpn2r8CHGklR6CdrPuG8wDJNG9HNjGPMcL7wYW1SUPhk14L7BJIm2to7Z\nU89evtraOuI2nYmRMOY5lhoZR1SSPt3AckB0JK1vmMFSo6w0UZblfYz7u2GgviyeW7KJ33mOpUbG\nNypJnyrADuWn4b7BMNkkS/Og7HmO43gxjAfS4lDOMMnmDB53McLzYDB4x4thPMAO5QyjAidRlQ29\nfDGy4HkwGLzwYhgPsEM5wzBZh+fBYLBzPZM6wnaATYNDOXMarb+sXXsj/umfDqOx8VLXaSuVI3jj\njceQRuf19NnHzvUy4XnQGSvn+kQtvOK2gWEYhmEYxi2JP9VIRPjzP/9zEJGyX7Ltq1QqmJycRKVS\nUdI+FesOgPT3zFp+RIQ/+7M/U7rvyewvsusuqjby8qWfS+K2RaV68WJL0L6iwrvGbUPc5UdpgxV8\nqlFhiPjkCBMPRIT9+3+Em276O+57KcA4l9h9KDAMEy6J2vHKGnxyhImL6elp/OxnJ7jvpQTjXPLG\nG2/EbRLDZJbELbz6+vriNsEWmfbZnRwh8he8TuX6k2mb7PfMWn75fB7vfne3r1NLVn1T9XcOGyd7\n/Y5pNxjnkve85z3Sy/CLSu0Yti0qvGvcNsRdvgo2JMq5Pim2yoRo7skRliDt4ZNHcjDre27SJK1v\nqtBfoqg3P+3J1KNCX0kLbW0dmJgY85SmtbUd4+Oj4RgUAnxlUEIxu6qAJUgmCvxck8F90x9R1Btf\n78SoRHXR5S0IrteFmqrwwiuBcPA6RlW4b/qD641hsgNLjQmFZQNrWA6Il6T1TVX6S9LqLYuo0lfS\nQLWPew+Cm6T6T0UA1aTYysQLT46MF7i/MG7hviKPLC+8WGpkGIZhGIaJCF54JZgwj5/HUQ4TD0Ha\nN819I+p3S3NdMgxzGo5cn1CiOrafxPAAjHuCtG+a+0bU75bmumQYph7e8UooUR3b5/AA6SZI+6a5\nb0T9bmmuS4Zh6uGFl4K4kRzMjp+HIVXwMff0ol3k2tV1Hg4f/gK6u9s9tW+QvqG6rCZjfHl5XoVx\npnqbMExa4FONiuFFctAfPwcQmlSRtGPufPLIGa2f7d17FDMzEyB6G668chn6+9d6auM0RLe36i9B\nxpefd4xznKnWJqrCc4s8+FQjowxeJAd9JOowpQqOeJ0+tP6yePFNGBkp4bzzPoPBwTHP/SbN0e2D\njC8/7xjnOEtKmzBMGuCFl2L4lTispIpKpYLx8XFUKpWoXoFJAFp/OXbsLnR2tuL48S2eJTUv0pT+\nWWNfzeVymJqaQqVSUVbq8ioFuhnHTt97JUh+KkidDJMVWGpUEL8Sh1GqqFQqWLfuZoyMTKCzsxU7\ndmxBQ0P619osB7hD6y+5XA7lctlTf/MqiRufBTBb9rZtD9ckzxLmzWtBT8/5kUpdbvuLVynQbhxv\n2PBRbNv2sOX3Xt/fWMd+8kuaS0Ec8NwiD5YaGaXwK3EYpYpSqYSRkQksWrQdIyMTKJVKUb0CkwC0\n/tLQ0OC5v3npl2bPamWXy2Wd5DmBRYtuVlbq8ioF2o3jUqlk+73X93fKX3Wpk2GyBC+8FCeIBNDS\n0lKTka5HZ2crWlpaQrSUSQNu+5uXfmn3rJ3kmSaMddDS0mL7vdf3d8o/bfXJMEmGpcYE4FcCICJM\nTk5ienoara2tmZAZAZYD9Pg9degmjZe87Z41kzyt5M0wpLCo+ovRfq/fB81fNVS3zwyeW+SRZakx\n8oWXEKIRwA4ALQC+R0T/QwhxC4APAhgFcD0RzZiky+zCyw9ZPh7Ok2OVNPWBMN9Fxf6SprYzI6nv\np2JfSSpZXnjFsQXyYQD/l4jeDWC+EKIA4Eoi6gXwJIAPxWBT6uDj4Uya+kCa3sUNaX/ftL8fw9gR\nx8LrAlQXWADwQwCXAhioff8dAN0x2KQMfo+UG9P58Q3jyNXpQlaIADf9Iuy+U32Xdhw58kX09HiL\nsJ9E3LSd7PATYWBVBoevYLJMHFLjNQC6axLjgwB+AuCXRLRNCLEUwK1E9Psm6VIvNfrdfrdK59UH\nJ4lb/2awHHCaoH40bvpFFH2HiHDPPTtRLB5CobAcGzd6i7Bvh6r9xckvLkidR9VmdmWwj1e2Yakx\nWv4VVYnxcQCvATgBYEHtdwtq35uyefPm2a+BgYHQDY0av9vvVum8HA9P8tb/wMBAXd9gThM0RICb\nfhFF35mensbQ0BiWLfschoa8R9hPInZtF7TOo2ozuzI4fAWTVeZFXSARVQB8CgCEEPcA+BaAuwDc\nAeBqAMNWadP+oaptvw8Outt+158G85IuSNkq/pXa19eHvr6+2e9vu+22+IxRHK/t56ZfeOm3fvuP\n17ERB2GPDX3+QesjivpMQpsxTBzEITUuBrATwAyAB4joASHEJgAfADCG6qnGUybpUi81At6O8hsj\nVdsdxZdRdlLkSJYDzAkiZTv1SbfPBJXHVA0nEfbYsIv+H0RGDvuPKBX/UAsCzy3mtLV1YGJizEdK\nlhojgYiOEdFVRHQ1ET1Q+9ntRNRLROvMFl1Zwu32u3Ebv1wuB962dyo7yXIk47/93PRJN88E7T8q\nS1Nhjw276P9+6yOK+lS5zRh5VBdd5PEru2QjomaCMZ4K0r7X5MUoTwXxSSS1cTqlFrT9gp6Cc1t+\nEk/X+jmF6OU98/k8urvbcfjwF9Ddnf5TnQyTZjhyvcKYyYnGi3WDyot+bFJdOsiiHOBW6vLbfrKk\nNBXlbFn9xcspRK+XWFfT70SxeBiFwjL098s71cm4J4tzixv8nlBkqZFRDqeLb2XIi15h6UBN3Epd\nfttPlpSWZjnbyylEr5dYV9OPYenSz2JwMBunOhkmrfDCS2H44lvGLWHLwFHJzGmVs4OO5bTWC8Nk\nEZYaXWIlI8gIUOkkvegvEHa6SJhRVw6IMtxAGKcFo7JfZh93Y3NY/cVYdqVSQalUQktLCxoaGlyP\nfav0YZMEt4KoUXVuiRuWGs2xkhp54eUCu8jwUUSPTkoYB1VQcXJUtQ1VsSsMO9zmGUZ/kePT5T+9\nbPtV6a9xo+LcogK88DKHfbwCYOV3ElX06CT7vTBVVG1DVewKw444302OT5f/9LLtV6W/Mkwa4IWX\nC8z8K4gIRISenvbZn+dyOUxOTmJyctL1EXEzvw3jMfNcLocVK9pw9OhfY8WKNuRyuVDflwmOsQ2j\nvLDaC3q7urvbZ/t1VOUb7Rgdvd22j3sNwRCXX5QMny59+Ihq+vpLwoOEp3Bjf1fXeXj66T9DV9d5\npuUx6aStrQNCCE9fjDdYanSJ3t8BwOw2fHd3O9atuwb5fB7btj2E7dt3A3gN69e/39VFvkY/CiuJ\nYe/eozh58nmcccZiXHHFBbz1b0PccoCdNB32hdV+7Z2amsLOnY9icHAstsuwK5UKvvKVr2L//uPo\n6Tnf9FJlr+Wr5OPlpf2N4SM2bFiDrVsfmr0kvL9/zZzQMjKlyEqlgnXrPoWhoQl0d7fiwQe34N57\nH8m89Bj33BIFUcqGLDUytuiPiuu34YeGxiCEQLlcRrF4GNPTa1Auvx3F4iFX2/PGI+hWEsPixTdj\n//4XsXjxH/DWv+LIuLTcS75B0f5qHRwci/Uy7HK5jP37x9Hevsk0fz/lxxn+xFi2F1uM4SNKpVLd\nJeFG6VG2FFkqlTAyUsKSJfdjZKSE0dFRlh4ZRhK88LLBamvdTMLI5XJYtepc5PMPIZd7BoXCcl+R\nua0kiuPHt6CzsxXHjt0lXTZhCUEuYUlcYUpnbvKulyXPwyuvvIJXXnnFsd+47V9ONmQppILZPGAn\nPbqRIr3Q0tKCzs4WPP/8enR2tqCjoyMzdc8wYcNSowVOsoaZ9Lh371GsWNGG3/u930Zzc7PvE4pW\nEkUYoSTSeHpJBTkgrKP4YR7xd5M3EWFychIbNnwWTzzxYzQ3vwWbNv0WNm5cJ+VErtcQCzJQob+Y\nMXeOsZce7aRIPyeu7757B3btegqrV1+Cj398HYBgl3KnAVX7ikxYapQHS40ecZI1zKTHjo5N+MEP\nJtDQ0BAoMreVRNHQ0CBdNuHTS+EQlsQVpnTmJm9NVh8ZOYaGhqvw0kvXYvfug9JO5DrZEKd0GDVz\n5xh76dFOivRz4np4+DlcfPFfYHj4OSmXcjMMU4UXXiZoJ7u6u9tdba17kUByuRxWrmzD2NjtSmzZ\nhynfsIR5mjBPoMm0yw0tLS3o6lqCSmU3zjrrEVx11UWW/Sboxdiq1JNbgtjrxwXB/vt66dFL+XHI\nuklra4bxC0uNBuqlkXasXXuNq7/y3Mo0miS5cuUifPKTN0QSgdqJMOSbOCVM1eSAuINhurXLix2V\nSgUTExPI5/OWsrq+HD8XY0fVh2T1lyD2BnFBMPseAO65Z+es9Oh0wtqsfCA6aTEpLg+qzS1hwFKj\nPFhqdEm9NDLmOk6Jm214vSR54MA4yuWyTNN9E4aEwBLmaeIOhunWLi92NDQ0YNGiRViwYIFjv3Hq\nX2EFKI6aIPYGcUEw+356erpOevQasDVqaTFpbc0wQeCFl4G4T46lhSy9qxOqXnauShtZ2aGKfW4J\nYq/sd/WaX9x1HXf5TFI4Y3YzxMtXW1tH3IbXwVKjCVbSiAxJTstj/vz5eOGFFyK78DYOwjyBZ4eK\nckCQYJpOecVlh1fsypI15vy8j8z+YpT7ZNrute281kXUl3AbiWu+8IKKc4tsVJcavaeppouj3ayk\nRl54uUSmD0I1KvTNGBmZQGdnK3bs2JLaxVccpHlyDNuPKCyiKNtvGWH0F9nvG7afYFJ8rOImzXOL\nBi+85ME+XgGR6YNQjQo9gUWLtmNkZAKlUkmipUyaCduPKCyiKFslPyHZtoTtJ6hS3TFM2kn9wqtS\nqWB8fByVSmX2uHKlUplztN/scuuwjldXo0K34vjx69HZ2YqWlpbA78mogVVfCpKf8bJtfQRzLxHK\nvfRh2Uf73ZTtpu68hFyI008oDJ8tY+T67u7zcPDgZnR3Vy+x1s91ZtiFNDGz1yk/hmH8kWqpsV7S\na8G73rUKw8NjOHWqhMbGFlxxxfm1Lfu5l1sDCPV4ddz+FGkmLjmgKtfs9HxRun1+c/ugMYK5F8nJ\nS9gT2bKTk4+XU935CbnghrD6i0yfJa1+tHa/8caPYt26mzE8PI6urjY8+OCX8bGPfdrSfcGNVAmc\nnt+IiN0hTGCp0TKVwmmq6VhqjAi9pDc0NIFdu57CokXVyWTx4ptmt+zNLrcO+3h1Q0MD2traeDJL\nEdPT074uSrfLz9gHzSKYy4wMb1WuDOzKdlN3fkIuxIlMW4ztPjo6in37Sliy5AHs21fCT37yE1v3\nBTdSpd5edodgmPBIzae+mQShl/S6u1uxevUlcy6bbmlpQW/vUpx55oOYP796uXUulwMRoaenHaOj\nt2PFijbMnz/fUp40Spdu7WPk4Kduw2iPfD6PQmEZ8vmHMH/+M1i16jzkcrlA+RnlHzPJyYuk5ea9\ng8hklUoFx48fN708Wxsz2uXaeklRX3dWl8yrJCUC4Y9pvdRnfPeOjo46d4V3vOMdc9wXjOnnSpX1\nkrUeWe4QdnU0MzODI0eOYGZmxlfeDJNUUiE12kkQeklPCyyov2wa0CI8P4POznZ84hM34N57H8Hg\n4Ci6us7D66+fxP7945iZMZcniV7DBRe8FW96Uyt6es63lD/4xFA4mNVtQ0OD4yI4rPbQFhf33fdP\nOHBg3LJPeMnPGEJALzn191dlcTeSlpf39iOTVSoVrF37KTzxxLNoaiJs2rRu9vJsIsI99+zE9u2P\noVSaBHASLS1vw/XX/9dZSVH7kAZguVMURsgBP/JR2GPa7OSzNn9p7250V9B/D6Au/YMPfhn33vuw\nQaJ+qK4fGe0P6g5hV0czMzPo6voQDh48iYsuOgPDw99AY2Nj8IoLGZYaLVMpnKaaLtNSoxBivhDi\nW0KI3UKIrwsh3iyEuEUIsUcI8aAQwvPos5Mg9JKetpWuv2z6dITnP8WBAxN44YUXZvPas+dZ7Nv3\ncyxebC1PTk8vxfDw81i06GZL+YNPDIWHn7oNsz2EEGhoaMCBAxNob98UOH+jXGWUnLxI4F7e249M\nViqVMDw8DiE+gxMnLsSuXU/XRaGvyodL8eKL1+Kll5Zhaur8OklRCIHm5mbbK4hUkRLDHtNmUp/x\n3Y3uCvrvjelHR0dNJOr6fmQkqDuEXR2Njo7i4MGTWLjw6zh48CRGR0d9lcEwSSQOqfF9AIaJ6CoA\n+wBcC+BKIuoF8CSAD3nN0O3F02bb3nZRxQuF5SgUlpnKk5osks8fQVfXEhw/vsWybCuJhOXH4PiR\nn8I+3WeXf9A2d7I9zlN/1cuz20B0BxYufBarV19cF4W+t/dCnHnmQZx11sM466zDaGo6aiophoXM\n8RZFXQaR+ozpOzo6HCVqu1OPfqjW0emLunO53Gx+HR0duOiiM3DixIdx0UVnoKOjw1cZDJNEfEuN\nQoh3AngXqvt+e4noSQ/pPkpEtwohbgfwCoDXiOgOIcQKAGuI6DMm6UylRm072+niabttbzM5xxh9\nWi9PGmWRfD5f9zszzCUjlh9lYKxbN3JA2Kf7zPKX1eZWtod16s8LVpdnaxLpd797GJ2d5+KGGz5S\nt/McNnZ141c+iqIug0h9RjcLO4kagPQArZq8XCweQm/vhWhoEBgcHJvNr1KpYHR0FB0dHYmQGQGW\nGm1SKZymmi7xUqMQ4k8APAxgCYBzATwkhLjVZfJnAfQIIX4EYCWAw6guvgDgZQALrRJu3rx59mtg\nYACA+4un7ba9jVv4+u/N5EntGU0WcfMBYi4Zsfwog+9+97u44447cNttt2Hz5s2u0oR9us8sf1lt\nbmW7Cqf+rC7P1iTSZcs+iwMHJtDY2GgrKcomjPEWRV0Gkfr06Z0k6jACtOov6t6z51kUi4fr8mts\nbMTSpUsTs+hiGFnM85nuYwB+g4jKACCE+P8B/ADAX7pIux7AN4noS0KITwN4M4AFtd8tAHDCKqHZ\nh6q25T84aL/l7/a5qFDNniTT19eHvr6+2e9vu+02KfnKbqOw21zlPhW3bXGXHzdO72/8vSZFBqkv\nfZ6FwnIIgczWP8Po8SU1CiEGAHyQiF6pfb8A1cVUn4u0H0dVWvyqEGI9gHYAlxPRB4QQtwA4SkRf\nM0lne6rR7akumdKAl/yspCeVL4VV3T4rZMoBdift/NRP2HUaZv52krybsqIeA27tjUs+ClqfXnGS\nLo3lz8zMBJYC9XkSUeKDRrPUaJlK4TTVdCpJjX4XXv8C4HIA30a1Fv4LgO8BeA4AiOjTNmnfAuAf\nAZwB4HUAvwNgA4APABgDcD0RnTJJZ7nwigOvR/OT5s+VRJs1ZC+8zOohyfXjB+P7yvIBCjOsh9u8\n4/gwDaM+vZTnlL9ZOIsgi6W0jBdeeFmmUjhNNZ1KCy+/I+nfAGwGMARgGMBfAHgMwFO1L0uI6GUi\neh8RXUVE7yWiE0R0OxH1EtE6s0WXinjxGUmiP1cSbQ4Dq3rIWv2E5QMUVh2q3j5hX3rtVJ5T/rIj\n16veHgwTJb4WXkT0v+y+ZBspG7tj0m6PUGshLEZH/xorVrTZRihXLeK2G5JocxhY1UNU9RNVyBGn\ncozve84552DFijaMjs4N4aLPS0Z4Cz91oHr/tQtjYxXewYiX8A9uLsHWp5cVud6ufIbJKn6lxvcB\n+Dyq/lnzUNv/I6K3yjWvrkwpUqNTWAk32+Hac//5nz/FyZPHcOaZS3DFFfYRypPoL5VEmwH5coBd\n+Iaw/bWikGe89HsttEpVFquGcPnEJ06HcKnPqx1EwNDQmGW+TnUYpA7cto+KPl4AbN/bj1Rp9Lea\nG9n+kbr0sn2ykjqf6GGp0TKVwmmq6dIgNf49gH5Uw0mcA+Ds2r/KY7fl7XY7XHtuyZI/wIEDL2Lx\nYuuo9RphHz0PgyTaHAZW9RB2/UQlz7gtR3vfcrlce34T9u+vD+Giz6tYPIxi8VCg8BayQ3qohF0Y\nG6f39iNV6vM3j2xfnz5oOAun92WYrOJ3RP0cwP8lojeIaEb7kmlYWMyfPx+XXLIQhw9Xoynrt/Rz\nuZyr7XBt2/zYsbtq2/HWUesZ9Qkq54UlB7qNUu/mknbnck5HGHfqx3Z26fPq7V2KQmF5oAj+WZKo\n7C7Ftgr/YCdV2lGVElvw/PPr0dnZgo6OjsD17HUc2EmdDJNm/EqNqwD8OYABACe1nxPRndIsm1tm\nYKlRu8T38ccPIZ8/hT/+4/XYuHFd3Rb9hg0fdYxCD9TLLm6eZ6LDixwQVM4LWw60kzmr5R7FqVOn\nL3APGmG8UFg+e2m1X7v0efX3r5kzPrzWWdgSlQrykZtLsY3YSZVu2u/uu3dg166nsHr1Jfj4x9cB\ncHfZulV+QU5NmkmdKs6nKvSVsGGpUR6ypcbbAMygGmX+HN2X0miX+DY03IJXXrkYu3cfnLNFXy6X\nXW2Ha9vmUV57wsgnqJwXthxoJc9o5S5aVH+Be9AI40ND5hcme7FLn5fZePJaZ1mQqNxcim3ETqp0\nYnp6GsPDz+Hii/8Cw8PPzYlk75WgpybNpE6GSSt+F16/QkQfJKI/IaI/1b6kWhYAqy3sc845B52d\nrZiZ+Ss0Nz+Nq666yNUWPW+Bp5dcLmd5Os8KfX+QeTLPzWlbTVbUZHHjBe5BIozLkPOs8jLWmf7C\nZlXGnOwyveTX0tKCVata8PzzH8OqVS2mpwhlSnPVNjgPBw9uRnf3edJuZfAmdVpf4p1mSZlh/F4Z\n9G0hxGoi2iXVGgnYb2G3o7d3FQ4dehkNDa9DiOpdjP39a7BunfkWe1Qny5joISJs2/YwDhw4jssu\nW4QNGz7qSqIx9ge7/mOVxks/s5IVN2z4KNatKweWu53GQNC8zE7gCQEI0QCzouIYc7LL9JqfEAKF\nwiqcOvU0CoWL5zwrW5ojIhSL+/D9749j3rxJ9Pc7y8t2eO1DDQ0N2LFjS90l3nZ9gmHShN8dr98F\n8IQQYkoI8aIQ4iUhxIsyDfOL3RZ2sXgYAwMH8cYb1+P11y9Bsfis4xY7B/5LL6fbdu7pPOc0p/uD\njJN5bk7bGmVFTcaTIXfLlPOMeZmfwKu/sFlPHGNOdple86tKtM/hoos2Y2jouTnPy5bmSqUS9u0r\nYcmSB7BvXylwgFTAex9yusSbYdKK34XX2QDeBOAtUCychNkWtrYFXigsw+rVFyOffwi53DMoFJYH\nOsHFJBs/bRtWGueTgnJkxTjwegIvjjEnu0yv+Tk9bzev+bFXdoDUoPA8y2QJX6caAUAIcS2AC4jo\ni0KIcwG0EtF+qdbVl+f6VGOlUsHExATy+Tyam5sBnD6tQ0R1v3Pz11kaAv9lCa+nGqO46NpNGrtn\n9P48YTibB+3jbgKh6k8BO8mjUY45rb/ILtNrfk7PGy+5drr02gljetn2en0+CfMsn2q0TKVwmmo6\nlU41+g0n8feo7ngViOhiIcRbAXybiC4Pbqplma4XXlb+FeyvlQ3SODmG2XejCsBpYtoAAB5pSURB\nVKmh6vhLYn+J2yct7OdVJYl9xSu88JKH7HASPUTUD+A1ACCiFwG8OYB9UuGLjZm0ofKF0l5vfODx\nFxwVfNLCfJ5h0ozfhdcbQogG1JaeQoi3AahIs8ojxmPV2gXWY2O31+6LI09H/5l0kKYwIHZ9N+h7\nBh0XbtP7LSdN7egFY/gIPX7q0q4e/fmkybntgGGyhiepUQgxj4hOCSE+BuDDAC4DcB+A3wZwGxE9\nEo6Z1lKj2VH1bdsext69R7FiRRvOPPMMDA09N7u9DfiPzswkAyEEKpVKKqQNPWY+MLIknLB9vPyW\nE4VEpaJ8ZBbJ3ujH5TVSvZuQJl7yk3XbQZJQsa/IhqVGeciSGvcBABE9AOBzAO4A8BKAj4S56LLD\n6rLYjo5N2LfvOezZc8TT0X8mHaRR2jDru7LeM+i4cJveazlpbEc3mEWyN+I1Ur2XS7Td5CfrtgOG\nyRpeF16zI4aIniKivyOiLUT0Y8l2uUa/hd3d3Y758+fj13+9Bc8++3n09l6IQmFZKPIMozaypA3V\nI6gnVcIxRuK3etcg75fkMS473IPZbQFO9SNTmnTKzw1Jbs+gtLV1zAb8dvvV1tYRt9mMBV6lxp8D\n+Fur3xOR5e+CYneqURuQO3Z8A9u3D6BUOoq3ve1X8Hu/dzX6+9cGvqSXSRaywgMkJYJ60iQcq0j8\ndqch/YTvcFuPqspHQcNF6KnWx04Ui4dRKCzDhg1rsG3bw5b1E4Y0qfJl9G6Jq6/4lf98Ri3wVZa6\naarpkiw1NgJoAtBs8RUL2gp/z54jmJz8HZw4cTbK5Y9gz54jUi7pZZJJUGkjKRHUkybheL3g28/7\npWGM6yO7B8UYGV5zybCqnzCkyShOzjJMEvB6V+NxIvqLUCwJSC6Xw6pV5+Lw4UewcOEv0Nz8LygU\nVttGCR8cdN4m13bTACTqw43xjvEveC/9RBbaidz9+29HT8/5iZEOvXC6Xk9H4r/iCvN39bubF0fb\nRY2XujHWh3Z7gFX9yK4/TeosFr/g6sYQJ/ujas+k7SYzycCr1PgDIvqNEO2xK9tWatSkixUr2nDD\nDR9xvL/OzYDSTu7cf/9jAM7E9ddfFfgyWSZ8/MgBdkF3o5p4NRv27j2KlSsX4ZOfvEHKboeKaPVq\nF8Fehjzlpu1UlRrtkCFJO9WPzL5vlDr9zKNRL4LM6liL8B81LDUGSVNNl2Sp8d2S7JGK/rLjAwcm\n0NjY6HgdkJtt8unpaRSLh1Auvx3T02tQLB7mLe6UYiVlRCnjaTZ0dGzCgQPuLu1OKlq92v2BFFRe\nSpoE6wUZkrRT/cisPxmXYEfdnixvpokzlDqc4GnhVYtQrxzGEzu5XM73aR1jvoXCcuRyzyCffwiF\nwrJUShZZwNjmxu/jPh2oHQbo7m5P3AnFsIi7TVTGTd14PQXoNEbCtlc1kmgzY8VJVHfK3H9NTIyF\nZo3vS7KjxllqrG5j9/YuhRACg4Njvk/rGPNmH69kYZSOrILsxikr6qm3rx1r117Dfa1GFG2SRKkR\nsK8bP/OcmzESlr2qYrSZTzVal6VuGv9lBW1rWVJjYIQQ7xVC7K59HRNCfFAI8RkhxB4hxINCiEav\neeq3sYvFZ1EsHg50WsdgL5qbmx2lS0ZdrILsxikrWts3NjvBM+mWC4NiVzdB71J0OvUo215VSaLN\njPpEvvAiom8T0VVEdBWAMQAHAPQRUS+AJwF8yGue+i3hQmG5ZdBU47O8fZwNjG2unehSpQ9wn2Rk\n4+/uRXXHCMOkidikRiHE+QC+DGArgEuI6A4hxAoAa4joMybPW0qNQP2WMGB/H6PVlncSt8KZuZjJ\nAV5PdEWNCvaoYEMcqCo1yggA7PVeTJXHiAqw1Ghdlrpp/JcVltToNY6XTH4TwNcBLATwSu1nL9e+\n94y2Jayh/7/Ts4A6kZGZcDC2uVkfiJO47eH+rxYy2sNrn1J9jDBMWohz4fUBAB8G0A1gSe1nCwCc\nsEqwefPm2f/39fWhr69PmjH1Pg5/g3XrpnnSSQgDAwMYGBiI24xEw/1fLbg9GCa9xCI1CiFaATxA\nRO8VQpwD4D4i+oAQ4hYAR4noayZpbE812p3ucbNdzn/xpweZckBW5BYZAS69lKVSnaooNYZxZydL\nicFhqdG6LHXT+C8rbVLjNQAeBQAieqF2onEPqs72X/aSkd0E5WXyEkKgv38N1q3jiYipkrXFOBFA\nVEGYnytZq1O/eJ2PnOo1inARjGqcwW2qKLHcR0JE24joLt33txNRLxGtI6JTXvKyOzbtJ3QEHx1m\nNLIUuXp6ehpDQ2NYtuxzGBryF1ncbTlZqdOgeJmPnOo1inARjGp4DxrqbzeJ8UriL4KzOjZtFglc\nH9HeLCqzzEjNTPLJUpgHP+9qNV7sxpFTOTLHYJbGs1O9moeLaMeRI19ET0878vn8nPqqVCoYHx9H\npVKJ45UYJrWkJnK90XfBGAk8n8/rttbbQQQMDZ2Obg+AJZCUwD5e/vDyrlbSlhsp0S6ci6wx6NXN\nICnzoB1efLwA4J57dqJYPIRCYTn6+9fUSY833ngtrrvuDzEyMoHOzlbs2LEltRe2eyFpPl5R+kOp\nm8Z/WamJXB8Gxi15s0jg5XJ59mfF4mEUi4fqttlZAmHMyJL8LEPacjOOrMqROQazOJ6d2k//e6O0\nbJQeR0dHMTIygUWLtmNkZAKlUinit2GY9JKKhZcR47Z6LpcDEaGnpyo79vYuRWfneRgbu312W96t\n1JIl+SJNcLvZ47V+To+X27FyZRtyuZzh539T21kmH3kGl3bTKBPL7MNOkeo7OjrQ2dmK48evR2dn\nK1paWnyVH9RmHrdMGkmF1GiGtq2ey+Vmt9C7u9uxdu0HsXPnNzE4OIqVKxfhk5+8YXYL3c1WPcuR\n6mOUA7jd7PFbP5VKBXfe+VXs338cV1xxfp3cODU1hR07Hq2T8/1ETw/6Xm7ySoLUGEYfdgovUalU\nUCqV0NLSAiGEr/AWQWxWcdyy1JjENP7LYqnRI9q2ul5iHBoaQ7lcxtDQGDo6NuHAgXGUy+U5aawG\ndxblizTA7WaP3/opl8s4cGAcHR2b5lw2LoTA0NCY5zxlSrtpkonD6MPG+jF+39DQgLa2NjQ0NPgq\nP6jNPG6ZtBJn5PpI0LbUBwfrt9S1771IEMa80iBfZAFuN3v81o9dOq5zucRdn37KD2pz3O/sxPe/\n/328+OKLntI0NTWhp6cnJIuYpJA6qdFMXnDaUneTxi5/Ri3M5ABuN3v81o+MWyPiLicJUiMQ/NLr\noOilR7cnHIO2m2rjVusrExMTOPfcDuTzvZ7Sv/rqEJqb34Jf/vJ5H6WrLcupm8Z/WWFJjalaePm9\nZsOYBuDQEkkmKR+kjDtk3U5hRRr7i2z/KNXziwqtrzz//PNYvnwVymVvC6gFC34Nr7zyJNK4SFE3\njf+y2MfLBbL8ENi3gGHUQebtFFlBdr2onh/DJIlULbzcRsWuVCqzR5TN0qTxKDrjDj6+rh5m41Fr\np1wux2O1hr7v5vN5dHe34/DhL6C7uz1wvcieE3mOZbJMqqRGwE1U7KM4daqExsaW2SPwAFz7eDHq\n41c6Sqr8kQWMUdeNFz6Xy+XU+3jZYey71UuwH0KxeBiFwjL096+NLDxHXPlFAUuNSUzjvyyWGl3i\nFBV70aKbMTIygcWLb5rd4jZLk6aj6Iw7WP5QF2PUdX07lcvlzI9V80uwx7B06WcxOCjn0nPZcyLP\nsYzanDEbGsftV1tbh6ucU7fwAqp/SU1OTmJycnJ2xaptbR8/vgWdna04duwu3uJm6mD5Qw5hy7VB\n2imtUrJTJHo/fdmprtJalwxT5SSqu2TuvyYmxlzlnEqpcevWndi+fTeA17B+/fuxcePaurARuVwu\nkDTBqE0Q6SiJ8odKRCXX+mknK9vSIDUCzmFzvOZl145ZleVZakximijLqp9LMiM1Tk9Po1g8jOnp\nNSiX345i8VBdRO2mpiY0NDTwFjdjCssfwYhKrvXTTmmXkp0i0XvBqa7SXpcMEyapW3jl83kUCsuQ\ny+3EGWf8GL29F7JkxNTBEkl4qCzXqmybajjVVRx1yeOWSQupkxoB7fLe+zAy8nNceaWcEz1McrCT\njrIqkUSJynKtmW1pkRpl49SOUbazKuOWpcYkpomyrIxKjYB2ee8Eli2Td6KHSQcskYSPynKtyrap\nhlNdRVmXPG6ZNJHKhRdLCowV3DcYJnnwuGXSROqkRrOTi8DcAKlMenGSjpJ4OS/jDj/tlhWpMe5L\ntoOigj0sNSYxTZRluZMa53nMVWn4wmvGDZpEYoUq/iSMN7jdrPFaNyrWpdO4ZZikkCqpkS+8ZmTA\nfSaZcLtZ47VuuC4ZJjwSu/DSHy22uzDXj28AH1tOL2b9xtjOYfiTcJ8KH/YDssbrpdl2F5OnuQ9n\n4R2Z+InFx0sIcR2A9agu/NbWvq4BMArgeiKaMUkz6+NVvw3eDiJgaGjM8sJcL74BKm6xM96w8tnR\nt213dzuEAAYHxywjc8vyJ+E+FR3s42WOdqOHl0uz7S4mT2MfdjNO2ccriWmiLEvRcBJCiMUAriSi\nq4loNYBTAPqIqBfAkwA+5JSHfhu8WDyMYvGQ7YW5Xo498xZ7eqnvN4dQLB62bGeZR+W5T0UHh4sw\np9oHvV2abXcxeRr7cBbekVGDOKTG9wJoFEI8IYS4E8DlAAZqv/sOgG6nDPTb4IXCMhQKy6XJCyxX\npJf6frMchcKySNqZ+xQTN0H7YBb6cBbekVGDyKVGIcT/AHApEa0TQvwlqrtczUS0TQixFMCtRPT7\nJunqwkkYt8FlHjNW4dgy4x+nyPVh9Rs7uE+pSxakRiB4H8xCH3Z6R5Yak5gmyrLUDSfxMoDv1v6/\nG8BlAF6vfb8AwAmrhJs3b579f19fH/r6+ma/l3nMmI8tJ4uBgQEMDAy4etbYtlG1M/cpJm6C9sEs\n9OEsvCMTP3HseP0agN8nok8IITYBOAbgd4joA0KIWwAcJaKvmaQj7SSan7+6svDXGlNFv4OhYrur\naFOW4R2vdJUZJrzjlcQ0UZal6I4XEf1QCPGaEGI3gBcArAGwWAixB8AYgC/bpPV1soZPlWUTFdtd\nRZuY9BNHv+O+zjDmxBLHi4huIaKriOi3iegUEd1ORL1EtI6ITlml83vqhE+rZBMV211Fm5j0E0e/\n477OMOYkKoCq31MnfFolm6jY7iraxKSfOPod93WGMSdxl2T78RnQohED4Bg/GSAqHy/2N5RD3PXB\nPl7h5W9XZtzt7gf28UpimijLUtTHKyheT51YXZzNZIOwTikF8V/hk1OnYT+g6Aiz31m1o1WZ3O5M\nlkmU1OgH9jNgwoD7lRy4HtMBX8LNMO5J/MLL6VJT9jNgwsDq0mG+ZNcbPD79o1Jf89qOftrdz/uq\nVEcMo5E4Hy89brerk+hLwPgnCp8ds0uHgfRfJBwGcY/PJPp4qSjVeW1HL8/7ed8w6oh9vJKYJsqy\nFL0kWyZut6v54lxGNmaXDrN84g8en95Rsa95bUcvz/t5XxXriGGAhC+8WKZg4sKs73F/ZKIiiX0t\niOzn532TWEdMRtBCNKj+VTWVaPfu3aSnUqnQ5OQkVSoVUgGjfaqhsn2ybAMg/T3N8jPre277YxT2\nqZanqvlpc0vYyH7/IHNf1PNApVKhu+/eQddd9wW6++4ddTa7tcXP+3pN42SL1ld+/vOfUy63mADy\n9JXLXUAAPKeTm2Z3hGXZlR9VPZilc6oD//aZ9Jc565nE7XgZL0NWTaZwe1lzXKhsn0zbZL+nWX5m\nfc9tf4zCPtXyVD2/sJFtb5C5L+q6s5P9vF5w7+V9vaYJu15OnZoKNX93DGS8fCBuGxK38GIYhmGS\nBct+DHOaxAVQZRiGYZKFEAL9/Wuwbl16TpcTzQD4pcdUlTBMYRJGosJJxG0DwzAMwzCMW8gknERi\nFl4MwzAMwzBJh328GIZhGIZhIoIXXgzDMAzDMBHBCy+GYRiGYZiI4IUXwzAMwzBMRCgfTkIIsRJA\nN4CFAE4AGCai78drFaMa3E8YVRFCXArgUgBHiOh7cdvDMEy8KH2qUQjxZQBnAHgCwMsAFgC4GsAp\nIvpUnLYBgBCiEcCHYPjAB/ANIjoVp21ZQnY/4XZlgiKE+Hciep8Q4mYA7wbwbwCuAPBzIro1YluU\n6c9CiIVEdKL2//+G2oIUwNco4g+jsOtFhXqP24a4y1fFhjk2Kb7wKhJRwe3Po0YI8SCAJwF8B/Uf\n+L9GROvitA0AhBBNADai2uHegtMdbisRTcZpGyDPPtn9JIx2ld0WWcsvrDzDQgixi4hWCyG+C+Aq\nIqrUfv6fRPSuiG1RZp7S1ctfovoh+CiqC9JzieiGiG0JtV5UqPe4bYi7fFVsmIPZBY6qfAH4WwBb\nAfwWgP9S+/duAFvitq1m3x4vP4/Bvm8C+AiAtwJoBHBW7ft/jds2mfbJ7idhtKvstshafmHlGdYX\ngHEADwD4OYD5up9/PwZblJmnAOyq/ftdw88H0lYvKtR73DbEXb4qNhi/lPbxIqJPCyF+A0AXgAtR\nXa1uI6IfxGvZLN8UQnwL1Rs3X0F1JX0lgH+N0ygdbwPwz1T7axvAS0KIfwZwc4w26ZFiXwj9JIx2\nld0WWcsvrDzDorP2758COAXM7tj9aQy2PGrRn78Zgy0rhBB7AFysyY5CiAYAzTHYYjXOZdWLVb1H\n+fkQtw0qfEaqYEMdSkuNSUAIcQ6AywCsRNVX4TAp4kArhFiDqjTzJKod7i0ALgFwLxHtjNM2QG37\nZLer7HfNWn5h5ZkVdP15Iap/mHwPQIcKc5UQIgfgUiLaF0PZBQDvQFW2fgXVermAiEYk5L0I1UX3\n5aj21fMBPAfgEYrOv+mDAA4A+FXo2p6IXoio/DcDuBbAeQAOA3gzgA4Ad1LN1y8iOwqo+hNqLgrf\nIqKfRVX+HHt44eUfgwPt1QC+hZgcaK0QQsxDdRfoLagOumejGvRu0NmnTQqH4rYvrHaV3Ray6051\n+8KwMQvUdpTM+DYRvUcBWwSAf4/Bli8BaEF1cXQ2gN8lohc0PzQJ+Wv+bHcCmAawG8CvA7iMiH47\naP4ubTgGYAzABICvA/gmEb0URdm18r8OYB+qbgErUT1k8ksAa4jovRHZ8FcA5gP4IYCrALwGYAbA\nIBE9EIUNRpSWGhPAm2v/fhinHWjvEUL8Z4w2zVI7zXENDKc5hBBKnM7TnXB6unbC6UoAR4QQkZ9w\nMiC9XWW3hey6U92+MGzMEFOoHkLQIwC8M0ZbBACtH8Rly+VUO3wjhHgngP8thPiMxPw1SfwdRHR1\n7f//IYTYLbEMJ54hoquEEOcD+E0AXxdCnATwKBHdFUH5C4noLwFACPEjIvrb2v+vj6BsjcuJ6N21\n/98nhHiciN4jhHgCVT/MyOGFVzDeIYR4AMBSVMMZvFr7+ZnxmVTHdgA/AvAQ6k9zbAcQ+6lLAP8C\nwOyE038FEOkJJwNhtOt2yG0L2XWnun1h2JgVngbwYSJ6Wf9DIcTjGbelUQjxZiJ6nYieFEJ8GMAO\nVOVrGdwvhPifAH4mhNgB4LuoLjAjjy9IREcBfAnAl4QQraj+ARMF00KIzwHIA3hRCPFHAF4EcDKi\n8gGgJIT4Y1RdFK4E8JPazxsjtKEOlhoDIIRo1317jIjeqDnQ9hLRY3HZpSGE2ENEvW5/HjX6I/dE\ndKXu5wNE1BejXdLbVXZbyK471e0Lw8asUPM1+iURvW74+byodwoVs2UVgFEiKul+1gjgI0T0iKQy\nFgN4L4BWVP9YGCSiH8rI22X57yWib0dVnkn58wG8D1U/2WcBrEd1h/Mh4+I7RBv+X3v3HitXVcVx\n/PtrqUACbZTUoEVssKmSVumDNrYiEnwEEyPBAjZGBCViUGlQwj80AQnBaItIqIqSIGA0tohNQ0IU\nBNu0eqG0BfvgUUVJREGhgUrBxNZ2+cfa4z33drjl3nvm0bm/z18zZ+bs2TNnOnd177X2Hk/OXpwE\n7CSroA9IentEPNeOPhzUJwdevasMm5/BwdUc6yNieed6liTtJkcwTgamVSqcNkXE3M72rl51X4u6\nPztJV5b+1Nm/bWTici3Xdog+boiIZSNp08ys3Rx49bhurmZqppMVTq3W6msx2s+u7gov5VY5+yPi\nyUr/3hcRg/ONhtPmfHIK+AgyQXZcRPx0pO2ZmbWbA68e1k3VTM10U4VTq9V9Ler+7Oqu8GpFxZik\n28rNvaXtv5MB4lsj4pKRtGlm1m5Oru9t3VTN1Ew3VTi1Wt3Xou7Pru4Kr1ZUjE1r5IuVCqlF5XY7\nq8TMzEbFgVdv66YKoma6vX91qvu91t1e3RVeragYq/5eXVW5rVG0OSZIupFMJL+53P818NfGSKGk\nG8j1lWYPZ40pSReS61Jd1oJuW5tJegu5p2EAbyOn818s9+d72ZZ6eKqxh3VTBVEz3d6/OtX9XlvQ\nXq0VXq2oGJM0A3gqIvZXjr0JOCsiOrH9zWFD0iLys18sSWT+3n8i4gPl8T7g8uHmB5bAa25ELKm9\n09ZRkq4GXm2svWX1eb28E+sBEfH84D/M5XhXBDXd3r861f1eW9DeI9UgqRzbP9Igqe72yvmPV4Ou\ncmyvg643pA9YWG7PAHYAeyRNKsHre8h1lrZDBlSSfinpV5J2Svp2oyFJny/HHibXZrPeNGAkWdLn\nJG2U9Kik75Vj4yW9LOk7knaU78t8SeskPS3prPK8iyWtLsd3SlraiTfULRx4mZn1uIh4Htgn6QQy\nAOsDNpK7AJxKLk2yj/58QYBTgPPIvMFPS5oi6XjgG+W808gqWOtxZbT5HGBBRMwBJkhaXB6eBNwb\nETPJ79A1wJnA+cB1lWbmAZ8EZgOfKbmfY5JzvMzMxoY+coRqIbmK+Qnl/r+A3zd5/oMR8SqApMeB\ndwKTgbUR8VI5vorcO9N620fIAH1zmao+itwDEuDfEfHbcns7sLssULqd/M403BcRrwBIWkMG7tva\n0vsu48DLzGxsaEw3ziSnGv8GXEEGXrc3eX51W5cD9P+9cDHD2CPgxxFxzYCDmbdZTXk4QP/3pvqd\ngYGjqc3ujxmeauwCZQh/jaQ/SvqTpO9KclBsA0haWvIotpY8i3lDPHetpDmjeK0LJb1QXucJSZeP\ntC3rGn3AJ4CXIr1MLua7oDz2RmwETpf0ZkkTyKlI630PAOdLOg6y+rFMW8PQgXj1sY9JmlgWUj6b\n5qOsY4IDr+6wGlgdEdOB6cCxwDc72yXrJpLeT24wPSsiTiGH/p+tsf1mvwUrSz7HacBSSVPqej3r\niO3AccBDg47tbkwdDiEAIuIfZI7Xw8AG+jccth4WETuAa4EHJG0F7iP3n4ShR66qj20C7gEeA34W\nEWNymhG8nETHSToTuLq6cbCkY4FngDVAY1+7KcCKiLhO0nJy49EDwPURcZekD5E/iLvIqYTNEXFB\naW8OcCO5Q/wu4KKI+Gcb3p7VpKyDdVFEnD3o+IeB5cB48oft0shNvdcCV0TEo5J+QOZnHA3cHRHX\nlnOfAVaRQdyyiLir0u6AZQIkPQRcFhGbW/1ezay3SLoYmBERX+90X7qBR7w6bwawpXogIvaQiYs3\nRcRsclj2ReAOSZ8i97t7L/BRYLmkxv88ZgFLyEqjd0laWKYsVwCLImIemcvh0bTDz/3AiZKekvR9\nSadLOpK8nueVUbAJwKVNzr0qIuaTVWpnKPdQbNgVEadWg67BJJ0IHMkYTYQ1M6uT84i6lwAkHQX8\nAvhqRDwr6WvAzwEi4gVJ68gy3T3AI6VsHEl/AKaSibMzgd+UapRxwHPtfSs2WhHxWhm5/CBZqr0S\n+Bbwl4j4c3nancCXgZsHnb5Y0hfJf+/Hk4H5jvLYqiFednEZSX03+f07aN0wM7NDiYjbDv2sscOB\nV+c9AZxbPSBpIvAO4GngFnJ66PX2o6smL1arkPaT11fAjsYK1Xb4iswLWA+sL6XaXznUOZKmkpVr\ncyPiFUm3k6XgDa8NcfrKiFgiaS5wv6R7Bi+KamZmw+Opxg6LiAeBoyV9Fv5fnnsDcAfwBeCYiFhe\nOWUDuZjhOEmTyRGQobb52AlMLsnZSDpCkhc9PMxImi5pWuXQLDIwnyrppHLsAmDdoFMnkhtq7ylT\n0h8f7mtHxBbgJ4ArG83MRskjXt3hHOCWsjeWgHvJTYB3AnslPUZWh/wwIm6VtADYSibXX1mmHE8e\n1GajCmmfpHOBFZImkUnYN+FqpMPNMfRfw/+SQdcl5LTz3SVg3wT8qDy/cf23lWnnJ8kqyN9V2hxQ\nWSPpS3lK3Nrk9ZcBWyRdHxFDjZKZmdkQXNVoZmZm1iaeajQzMzNrEwdeZmZmZm3iwMvMzMysTRx4\nmZmZmbWJAy8zMzOzNnHgZWZmZtYmDrzMzMzM2uR/ikMUvp+zV60AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 下記の関数にカラム名を入力すれば、Scatter Matrix が表示されます。\n", "plotting.scatter_matrix(df[['Ozone', 'Solar.R', 'Wind', 'Temp']], figsize=(10, 10)) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上図を「図7」と呼ぶことにします。課題7で、似たような図を作成してもらいます。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------\n", "## 課題\n", "新しいノートを開いて、以下の課題を解いてください。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題1__:下記リンクのデータを用いて、図1のような折れ線グラフを描いてください。\n", "https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/discoveries.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題2__:図2を描き変えて、OzoneとSolar、WindとTempの折れ線グラフの位置をそれぞれ入れ替えた図にしてください。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題3__: 下記リンクのデータを用いて、図3のようなヒストグラムを作成してください。\n", "https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/islands.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題4__:下記リンクのデータを用いて、Murder, Assault, UrbanPop, Rape について図4のようなボックスプロットを作成してください。\n", "https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/USArrests.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題5__:下記リンクのデータを用いて、Murder, Assault, UrbanPop, Rape について図5のようなバイオリンプロットを作成してください。\n", "https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/USArrests.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題6__:図6を描き変えて、横軸をMurder, 縦軸をAssault, サイズをUrbanPop, 色をRapeにした図にしてください。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* __課題7__:下記リンクのデータを用いて、Murder, Assault, UrbanPop, Rape について図7のような Scatter Matrix を描いてください。\n", "https://raw.githubusercontent.com/maskot1977/ipython_notebook/master/toydata/USArrests.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以上の結果を [自分の氏名].ipynb ファイルとして保存し、指定したアドレスまでメールしてください。メールタイトルは「総合実験2日目」とし、メール本文に学籍番号と氏名を明記のこと。" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "お疲れ様でした。もし時間が余ったら、[総合実験3日目](http://nbviewer.jupyter.org/github/maskot1977/ipython_notebook/blob/master/%E7%B7%8F%E5%90%88%E5%AE%9F%E9%A8%93%EF%BC%93%E6%97%A5%E7%9B%AE.ipynb)に進んでもらって結構です。" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }