{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Научная графика в Python\n", "\n", "Автор: Шабанов Павел Александрович\n", "\n", "E-mail: pa.shabanov@gmail.com\n", "\n", "URL: [Заметки по программированию в науках о Земле](http://progeoru.blogspot.ru/)\n", "\n", "Дата последнего обновления: 12.03.2017" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Преамбула\n", "%matplotlib inline\n", "\n", "import os\n", "import matplotlib.pyplot as plt\n", "from matplotlib import rcParams\n", "\n", "import numpy as np\n", "\n", "def save(name='', fmt='png'):\n", " pwd = os.getcwd()\n", " iPath = './pictures/{}'.format(fmt)\n", " if not os.path.exists(iPath):\n", " os.mkdir(iPath)\n", " os.chdir(iPath)\n", " plt.savefig('{}.{}'.format(name, fmt), fmt='png')\n", " os.chdir(pwd)\n", " #plt.close()\n", "\n", "rcParams['font.family'] = 'fantasy'\n", "rcParams['font.fantasy'] = 'Arial'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Глава 11 Графики в полярной системе координат\n", "\n", "### Содержание главы\n", "\n", "1. Полярная система координат;\n", "\n", "2. Роза ветров;\n", "\n", "3. Настройка графика в полярных координат.\n", "\n", "По умолчанию двумерные графики имеют прямоугольную декартову систему координат. В некоторых задачах намного нагляднее отображать информацию на круге, а не в прямоугольнике. Например, при отображении розы ветров. Переход от прямоугольной формы основы рисунка к кругу позволяет нагляднее отобразить графики, заданные в полярной системе координат (polar plots).\n", "\n", "### Электронные ресурсы:\n", "\n", "+ [Документация по специфическим методам для polar axes](http://matplotlib.org/devel/add_new_projection.html?highlight=set_thetagrids#matplotlib.projections.polar.PolarAxes.set_thetagrids);\n", "\n", "+ [Примеры создания графиков в полярных координатах](http://matplotlib.org/examples/pylab_examples/polar_demo.html);\n", "\n", "+ [Легенда для графика в полярных координатах](http://matplotlib.org/examples/pylab_examples/polar_legend.html);\n", "\n", "+ [Использование log-шкалы в полярных координатах: о проблемах в функциях rscale и rlim](http://stackoverflow.com/questions/14919407/how-to-use-log-scale-on-polar-axis-in-matplotlib)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 11.1 Полярная система координат\n", "\n", "Так как polar plots используют полярную систему координат, кратко вспомним что это такое и как она связана с декартовой (прямоугольной) системой координат.\n", "\n", "В декартовой системе координат, которая используется по умолчанию, положение точки определяется двумя значениями: аргументом x и значением функции y. \n", "\n", "В полярной системе координат положение точки также определяется двумя значениями: радиусом r и углом phi. Угол обычно отсчитывают против часовой стрелке от \"восточного\" (3:00) направления.\n", "\n", "Переход из полярной системы координат в прямоугольную выглядит так:\n", "\n", "`x = r*cos(phi)`\n", "\n", "`y = r*sin(phi)`\n", "\n", "Переход из декартовой в полярную систему координат осуществляется [чуть сложнее](https://en.wikipedia.org/wiki/Polar_coordinate_system)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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e2ADbvyTU3ISKTbqRM1caqTrpRNJzPn/+MlWqdDbHxMT3s1ptkzKxt48tlFIm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ZyDgoIID5e/z5yZ9/krVgSRmvpVnvNZWkqWXLNmEOPHBzFzpji3nMefOwcmJvK7q6usiZUrgwgM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\nZR1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XoV2Neg5N7Lqwi9l7ZrN4yGJeKWq6WK7j/x5nTPcxT5ITk8tJKWNNJthEWLe185HI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\nuFI/D1e2fLeFIwePcEXPK3j/u/eZv3o+FzS6gOQuybQ+t3VAMnP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 11.1.1\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fig = plt.figure(figsize=(8., 6.))\n", "x = np.arange(150)\n", "y = x**2 + 2.5\n", "\n", "lag = 0.05*np.pi\n", "r = np.arange(0.0, 5.0, 0.1)\n", "phi = r*np.pi #np.arange(-2*np.pi, 2*np.pi + lag, lag)\n", "\n", "# x и y\n", "ax1 = fig.add_subplot(231, projection='polar')\n", "ax1.plot(x, y)\n", "ax1.grid(True)\n", "\n", "ax2 = fig.add_subplot(232, projection='polar', axisbg='#FFFFCC')\n", "ax2.plot(phi*2., r, 'orange')\n", "ax2.grid(True)\n", "\n", "ax3 = fig.add_subplot(233, projection='polar', axisbg='#FFCCCC')\n", "ax3.plot(x, x, 'r')\n", "ax3.grid(True)\n", "\n", "ax4 = fig.add_subplot(234, projection='polar', axisbg='#CCFFCC')\n", "ax4.plot(-1.5*phi, r, 'g')\n", "ax4.grid(True)\n", "\n", "ax5 = fig.add_subplot(235, axisbg='#FFFFCC')\n", "ax5.plot(phi*2., r, 'orange')\n", "ax5.grid(True)\n", "\n", "ax6 = fig.add_subplot(236, axisbg='#FFCCCC')\n", "ax6.plot(x, x, 'r')\n", "ax6.grid(True)\n", "\n", "save('pic_11_1_1', fmt='png')\n", "save('pic_11_1_1', fmt='pdf')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Вообще говоря matplotlib позволяет рисовать не только в полярной системе координат, но и в других. За это отвечает параметр projection, который в случае равенства значению 'polar' аналогичен значению параметра polar=True. В matplotlib поддерживаются следующие проекции: 'aitoff', 'hammer', 'lambert', 'mollweide', 'polar', 'rectilinear'. Чаще всего используются два последних варианта, остальные являются экзотическими для рутинных задач в научной графике." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BqNLPxiQdgBkc95a4Z64LxN7svk2wL8YdRmio7Au7/e6RDzywkpsxQ4I333wT\ngGhQZmZmeuS9//77ERZW18dMT7Zt2xZwT+7Vq1dhNBpht9sxZ84cl6F7//33+xSTGRBdUaOiolw9\n4ocPH0ZJSUlA9fEGz/N48knR+I2OLgHQBoMGAU880R3r1pWC9zK58+9/D2g0gMEgDgjculWCZ58d\njCFDAJMJOHDggKunPCUlBTKZzO96ERHmzZsH3lsFqnHwoPh7/DiPmTNnepSR6HgD6NChAyQSCYYO\nHYrp06crwsLCDnEcp/K7Ys1Fc/t73I4CoB+AOMf/RQAOATgCYDmAMMfyzwD8CqBrk9QD6EnAacdA\nnVgC/o+APBIH7jl9kj8lcRDeOwREEbCOxIF76QTMJkDiyBfHfJKZ3G5yU/RU9Ps975YeTOJAu78T\nkEXiwL2NBPxCwBRHHp6AKMf/0QTEum2/mYCP/Mz3kEOHU0gcwPuh17oxYeKHAHguJKStHcitMcPc\n0aNHXT7FgiD47ZOck5PjV/7qZGRkuAa7VVRU+LVtQUFBvXl4nqcJEya4/HhtNpvH4DpBEDxmB7Ra\nrXT06FFXuqSkhH766aca5R48SB5+yDNnGig/v/awbTwvhpBz5n/mGZ5KS+sO8+Yrubm5Pl03gKht\n25rL9+3bV2MGRUEQaMyYMSaVSrUfQBC1gPu4Pmn2CtyOAmArgMGO/2PgGDQDYAKAn5q7fkyYMGF6\nyoRJoALgfqk03AIkUkbGjTojTSQnJ9P+/ftrXe/OpEmTyGaz0fLly33K740TJ05QfHx8QNtmZGTQ\ngQMH6s2XmZnpMWW0xWKhvXv3utIGg4FmzJjhsd7dSNbr9bRo0SKvZQsC0ZYt5DB8KwjYQC+84D2W\nsjv/+Q+5jOX//IfIarXR7Nmz6z2W2oiNjaW8vDzauHFjnQMY33xT3Gd5ef1lnj9/niwWC/Xr18+g\nUCimUwu4l+uTZq/A7SYAIgBccEuHu/1/AMDB5q4jEyZ3ujA9ZcIkMAEgUygirwcFLadz54guX75M\nOp2OjEajTwZmXVTveQwErVbrKieQXuzGIi4ursFlXL5M9Npr5NG7vHNn7fntdqJHHlnj+EhFtH17\nzQk/AqGu6+I0zufNI7px4wZlZGR4rC8vL3e9IPz6668kCAIVFRVRmzZtDACeoxZwT9clzCe58RkE\n8bOtk70cx/V3/P8DRB9IBoPRvDA9ZTACQKEI+y/RkI7ffvs3PPww0LNnT4SFhaG8vBwPPPCAX2UR\nEQ4cqBon1DldAAAgAElEQVT64vT/9Zd9+/bBaDQCANRqtasco9GIZcuW1bnt8ePHERsbG9B+m5qe\nPYHoaHECkuhoG4Cf8OKLYnSJ4cOBy5c98wcHA8nJr6OoqBuCgoBRo9T4/e/FKaXdz5G/OM/nuXPn\nagxgtNmAfv2AmBigVatWKCoq8lgfERHhGsw3evRocByHtm3bYuPGjQqFQrGG47iIgCp1s2huK/1m\nC4CvABwDkAzgrwC6AzgKIB7AQjgCXgNY58g3xM/yPwfwqVv6YUf5cQDWw+HryIQJk9qF6SkTJi1P\nAAyQSlvbOa6QjEZjvVNO1zaZhROLxeLVVePq1at1bledQCbbcGI2m33Ou3v3bkpNTQ14X97w5ptc\nG2azmfR6orfeIo/e5c8+K6fERE0N3/Dly6vyHD16nYrq89lw4/LlyzWW6XQ6OlctuPPrrxMtWECk\nVBLpdL6V7eyZfu+990wqlWo9tYB7uzZxNjR3BBzHPQ1x0NlIjuOUAMZDjBc6k4jiOY5bBDHKwxGI\njeg8iMH6v2muOvsKJ77qqQG0d/yqIMZdVbn/l8vlUSEhIVFBQSFqQBIiCDI5EQVzHBdMROA4jgDw\nRMRzHHgiwSoI1nKrVVdktRrKAOggho3SuYkeQAWAQiKyVK8bg+EPd4CeRgBohyrd9NBRjuNUMpm8\nVUiILJLjpBFEcjmAYIALBuCmp8RDjFAjEAlmnreU22z6YqvVUI6a+un879RT6809csatDsdxMrm8\nVbbJtKCdwfBn7N27Ff369UNmZiaGDBnidSro7du3Y9SoUX7va8uWLa5pmWvDbDb7Fb2BiDBjxgx8\n9tlnCA4ORmVlJcLDw/2ql06nq7NOgRBImUQEjaYS8fHhePVVwGbbBmAwgEh88QXwpz8B/fsDQUFA\nSQnQtq243fLlwHvv+Xbu1q9f74pWUhs8D3ToAHz0EbBmDXDhAiCX154/Pj4ejz/+OGbOnIl///vf\nsFgsuO+++4xFRUWvEtFuv07CTeJOM5KnQoxT+iBEQ3IcgO1E1NmxfiSAEUT0Ccdxn0GMJ/pvImrc\niOJ+wnGcFMA9ALoA6ACgo1Kp7BoaGnoPx3GdbTZbW6PRGBUcHExRUVEWlUolhIWpAYQHG42R0tLS\nSKlWqw6y2dxtZgXEiFNBDnFGnyIAAvr04fHPfwoICrLCYDBAp9OhsrJS0Gq1No1GY9doNLxWqyWd\nTgedTsdptdpgrVYrl0qlJplMViqRSAp4ns/T6XRZdrv9BoB8h1wDUEx30o3H8ItbWE9DUFNP75bJ\nZPcQUSebzdbWZDJFSSQSITIyyhIaGg6iCInZHCHR6yOCeT6M43k1Z7erQOS0mav0NDg4GDzvNEQI\nAA9AwIsvChg1ygqTSQ+HPgoajcam0WjsWq2W12q1VFlZCb1ez2k0GkllZaUsJCTEGBoaWiqRSArs\ndnueTqe7wvP8DQAFEPX0KoBSpqcMJ0ql+mei4f+3efOv3PPPV7lFJCQkYODAgT6XY7FYMGfOHIwf\nPz7gutjtdvz8888YN26cX9uZTCbI5XLEx8dDLpejf//+9W8UIIcPH8bTTz/dJGXr9Xp8++23mDVr\nFgAgOVk0gJcu9czXqRMwdSrw2mvAG28A27YBL74IfPnlMdhsNgwePDjgOhw/fhzbtxswffowdO4M\n7NsHOL1t1q1bh7feeqvGNteuXYNEIkGnTp1cL1WxsbF48cUXy41G471EpAm4Qk3EnWYkL4PYgL0A\ncRaqnRA/q3ZyrB8K4F0ieqcZ6sYBaAOgJ4CeMpnsQaVS2ddms/XQ6/VtWrdubb7rrrv4Ll26BHXt\n2lXWpUsXaceOHSGTdUBKSkccOtQBCQm1x6Ds1g149llg6FBx9h7nm2V1LBbg//0/wDm5kUwGnD0L\n9OpV/zEIgoDS0lIUFBQgPz/fKZSbm2vJycmx5uXlUV5ensxutwsKhSIXQJpWqz0nCMJliPFcM4nI\ne2R0xh3DLaCn7VBNT61W631Go7F1mzZtzF26dOHvuuuu4K5d75YFB3eSXL3aEadPd0B2dkeItrOy\nRrlyOfCHPwBPPQUMGAA8+ihQX+fS4cPAK68AZWVVy9auBd58U/RZrA2e51FaWor8/Hx3XaXc3Fxz\ndna27fr165SXlyfjeZ5XKpU5giBc1Gq1Z4goHaKeXiEis5+njnELw3HcAKm0dWKbNmnBN27U0nj4\ngc1mg1QqbYSaBU5aWhrS0tLw2muv1Zu3sLAQgiD4HGMZ8N9IPnv2LPr2rT18ueMLEgAxDnVRURH6\n9Onjpa5AUhKwbh2waVPt+7PbRR/mQLDZRKP8o4/skEoluHZNNMidpKen+zVxzPvvv2/etGlTTGVl\nZd1d183AnWYk/xdACRHNcqRTANxLRGGO9CgAw4hobBPXIxjA/QAeCwsLe0oqlT5hNBq7SiQS7p57\n7rH07t1b0qdPH0WvXr24nj17orS0FP37D0J8PIdVq0RHfm8oFOJnlhdeAJ55BoiMbFg9168H3F8G\nDxwAhg0LvDynkpeWliIjIwPp6em4dOmSPSUlxXjp0iWuoKBAIZPJKkJCQtIrKysP2+32EwCSiaio\n3sIZtw0tSE8lEHuz+6tUqoESiWSAwWDoGhISgm7dull69+4tfeihhxQ9e/ZEeHhPrF9fhvj43yMj\nw7uFetddwB//KA64GTq04frpzpYtosHspE8fYMcO4O67/S8rIyMDV69exaOPPor09HSkp6fj4sWL\ntvPnz5suXbrEFRUVKeRyeXlISMgljUZzmOf5kxD1tPFmWmC0GKrcLBa2M5lew7FjsejatSvsdnud\nhlBcXByGDKmaqNJut3vMJFcfdrsdO3fuxJ/+9CcAYvuxc+dOjBw5MqDjICJcvHgRDz74oNf1e/fu\nRUREBB5//PEa6w4dOoT+/ftDrVYHtG9f2LZtG1566SWv6wRBwOTJkzFx4sQabi0ajQYGgwGd3K1U\nj23Fmfq++845lXQV7dsDTz99Go8+2h5PP90JvXoBWu0NZGRkeFw7ANDpgOPHxd7o6GigvFx8pmVn\nAzzv37U1Go0oLS1FVlYWhgwZAp1O13LdLprbKfpmCoDnAex3/O8IIBPAdlTFSl0M4NVG3icH4F4A\nr8vl8rlRUVEpISEh5o4dO+pefvll3c8//0zx8fFUUlJCTmw2org4otGjyeF0/ysBJY7/PAFEr7xC\ntHUrUT3jJhqFc+fIY5DAL7/4X4bdbqdJkyZRbGys1wEBRGJAdmf8yS+//NL+5JNPahQKhVmpVJZF\nRUXtDwoK+gpi5AFXuC4mt580k54GAegB4C2FQrEwKioqVSqVWjp37lz56quv6ufOnUtHjx6lsrIy\nKikhmj2bqGdPcuhEIQHzXfrRvTvRmDFnKDa2nOx2uqlYLET//Cd56OuiRVRjQE9dlJWVkd1up8uX\nL9O6detqrLdarZSRkUFbtmyhcePG2QYMGKCRy+WWsLCwksjIyD0cx40HMASAmlrA/cSkYaJQqGbI\n5aOFjRvF65+Tk0NZWVmUmJhIdREbG+uRnjx5MvE8X+c21XEfJGexWCglJcWv7d3Jy8vziFXsDff6\nRUdHe8QH9rfu/pKfn09Go9GVnjVrlk8ToZhMJtq2bZvP+9HriZYudX9GGAm4QBznTOeSUmmgNm2I\n2rcn6tSJKCqKSC4n+v3vif79b6K77xbtE6tVLHPTpk108eJFn+tgtVopOjqajhw54jqvhw4dIoVC\nUQpARS3gvndKs1fgph8wMB1AEsQQT8MB3AfgMMQR8svh6F1vQPmco8yPIiMjD8hkMn1UVJThmWee\nqZwyZYpw4MCBGje+RkM0cyZRu3bOm3QXAZkEEKlURJ98coPS0gQSBKJ58+ZRaWlpkyusN27cEBXG\nqVxLl9adXxCEGqOfDQYDlZWVudJbt26tc3YlQRAoMzOT1q9fT59++qnlkUce0YSGhlrVanWeUqlc\nAmAUM5pvP7lJeno/gLFRUVGxoaGhxjZt2uiff/75ymnTpgmxsbGk1YoxRs+frwqYL4qJgKkEEPXr\nJ740aquFI83JyaHdu3e7Rs5nZ2d7zMB1M0hLI2rVqqreI0eKDWR1TCYTffLJJ/WWl5SURDtrCdLK\n8zylp6fT2rVr6eOPP7Y89NBDmpCQEGt4eHi2QqFY6HjxaVGNHxOf9KSzRKK2ATe8Xvc7iTVr1lBm\nZqYrvXLlSo8oHCdOnPBo21auXOl6hhCJcZPdo0ssX77co+3btm0blfsyI0cjoddXPRtefZXonntE\nQ7jKWPYUqZSob1/RcB43rspA9saePXt8mrmwOqNHjzaEhoZOohZw7zul2StwOwiAtgDeUKvV68PC\nwkqjoqIMb7zxhmHt2rV040bNh4tWSzRlClFIiPMGPEfAGQKIRo0i2rmzjGy22rt+du3aRUlJSaTX\n62nlypW15msqNBqi+++vUp7//c97vpiYGPrmm2+ouLi41rJMJpNr+lIiMdh4ZWVlnfu32Wx06tQp\nmjZtGv/kk09qQ0JCLJGRkRekUukPAAYCCKEWcF8waVkCMfLL2+Hh4ZuUSmV569at9e+8845xw4YN\nVFhYSE6OHyd65hmq1khMIbXaTNOnE9V2O5eWltLcuXO9rjtw4IDHs2Dt2rV+T5cbKGYz0R//eIwA\nCwFECgXRZ59NJmstrdylS5dow4YN9Za7d+/eOnsTbTYbnTx5kqZMmcI/9thjGoeepkil0v8AeBKA\nlFrAfcGkdgkLi9wglX5J2dniNTUYDH5N+MHzfINeDgVBoFmzZtHJkycDDr128eLFgDuVrl69Wmcv\nrfu5SEtLI42makroBQsWeBjNWVlZ9YbMs9lsNG/evIDqSiQeqz/Xx2RyPt+s9OOPK2j79u0eLwLu\naDREJ08SJSfXXabVaqUbN274PImL3e1zW1ZWFsnlcgOANtQC7n8iZiQHdtLEXqjH5HL5rPDw8Kuh\noaGW4cOHa+fNm0eXLl2qcZPyPNH69eL85uINqScggwCiDz4gio+/XmesxvT0dIqOjva6ztm4V1ZW\nUl5eHm3evLnWchqbsjKBunQxuAyJiRMP0u7du2vNb7FYaPr06XWW6a5cgiDQ2bNn61V6k8lEBw8e\npHHjxll79uypDQkJMUdFRcUD+AeAdtQC7hkmzaKnQQCeVCgUc9VqdbZMJrP88Y9/rFy4cCFlZGS4\n7quSEqKxY6maUbyc7rrrOq1YIRqZ3hAEgVauXFmrselk1qxZNV78KioqyGKx0ObNm+ny5cs0e/Zs\njwZ11qxZHr1KCxYs8GiAlyxZ4pGu/ml25syZrvVz586lPXv2kMVioXXrPI/zp5+21Gt8HD58mNLT\n0+vMQyT2tGVlZdW63mAw0L59++hf//qXtXv37trQ0FBTZGRkHIAPW1KjyMSlP72k0ijbE0+I95Ve\nr6e//OUvtbrLVefgwYMUHR3t071TFxUVFWS32ynbaan7yUann0gAGAwGDxeIm4H7c8BfkpOT6cqV\nK35tU1lJDjfOG1RcbCOdr8GOa2HKlCl+Gepff/01LVy40JX+8MMPTUqlcgG1AB0gugWMZEcvbZ7D\nX7AvgBsQA/7HOf0SEeCEAn7Ww2kYzw4LCyvp3LmzbsKECbZjx45RWlpajQt/7Vr16SRFX+K//IXo\nwIHLXrdxx7331Wq1er3pbty44fGGLAiCR8OamZlJ/3Pr5s3NzaWEhARXWQaDgUpLSz32496rq9Fo\nKCsry5X/0qVLHg+cc+fO0e7du6m4mKhNm6pjPXuWqKCgwGsPgrtBodVq63zb5Hmetm/f7to/z/M+\nKV9paSlt2rSJRo8erZfL5ebIyMhTzGC+Y/Q0CMCTSqVygUKhKL/77rsrJ06caD958qSrcRcEom3b\nxM+GVfp5iWSyC7R4sTgmoLbeL0EQyGKxuNK5ubm15nNir8Mx2b2sujCbzR66rtPpfO4ds1gsNfQm\nIcH92O3knE3Ym36ZTCaPz8S11VkQBI9j3bFjR4287jpdXFxMGzZsoJEjR+plMpk5MjLyBDOYW46o\nVG0PBQf/SO6X0B/j58iRIz7n9QeTyeTx5YcRGDzPu9xFiourngc325NTEASPF/7CwkJSKBRGAF2p\nBehBs1egzsoBUgAxAC5DDLn0PsRJBtzzRAKY4viU+kMj79/DMO7UqZNuwoQJtpSUFK8Pi4QEoo4d\nkwiwum64e+8lWrOmmObPX1Ajf21YrVZasmRJvQ+kVatWeW2wdDqd1231ej1lZ2e71mVnZ9O+fftc\n6zMzM2n79u2u9PXr1+nEiROu/Ha7vUa57m+dWVlViiaVXqIdO+LrrH9ubq5fAw7y8/Np8eLFXtfN\nnz/f62xCRqORYmJiaPTo0c6GmBnMt5+e1jCMv/32W5v7i6jNRjRvHrkZhtsJyKR33yXKyxPvfb03\nh91qrF+/vs7eUiKixMRED72qzsmTJ+v8clRfz3RcXFyt6wRBqPPzdlJSkseL6YUL5GEs//3vk+p9\n7ixdutSnmbsuXLjgqgvP866XfW+zoxkMBtq8ebPTYLYwg7nZdXpASEgH+z/+cXN7UZ2sX7++1hdQ\nvV7vkztQQ/173TuQAqEuPa0PZ+95oPA8X68718WLF+nkyZOu9OXL4nPgxRfF9MyZMwN2lVla34Cl\nepgwYYJVpVJtopagC81dgTorB8wGMMLRG9UT4nS0hyDOtLUcjqljAXwG4NfGevMA0D4kJOS7sLCw\n4roMY7udaMsWorAwcmtoUun11/No0qRZfk13uW3btnobX0EQKC8vr96y5s2bd9M+ESUkJNCxY8c8\nlu3fX3U+hg8nMpt9q/fmzZtrfTB649ChQ5SQkEBEvvVwuBvMcrncHBERcRzAaOYbecvqaefQ0NAf\nlEplWdeuXWsYxiYT0dSp7ropyrx5RCdPnvKI3FCb33xeXh799ttvXte544+uHzhwoNb71Wq10n//\n+986t6+r8c3Nza1znEJubi5dunSpxvKLFz3PUXGxb8ek0+m8RsBwZ/369ZScnFyrv3Z1qhvMERER\n8QBGwjHbIJMm12cuLKxtCsctc/Uqbt++3et94w2e5+mHH37wKW9t+PLC6iQhIaHGS9vly5frdP3z\nhTlz5jRo+4YYyQkJCfVO6V0XRqPRa4fS9u3b69TrJUtE/d+3z79rUJ3c3Fw6fPiwX18T1q9f7/qv\n1WpJrVYbAfSm5taH5q5ArRUDxgD42vHf2fiOAdDXsWwCgJ8acX8cgCHh4eG/yeVy85gxY0ynTp3y\n6l+8Z484CtS9UfnqK55KS6sMU4PBQGazud4Gz4kvb70XLlyoN+xOXZw/fz5gf6OkpCS/3yp/+sl5\nfuz0z3/+Uq8ha7FYfFbMs2fP0q5duzwGQtQ3KMIdo9FIa9eupb59+1YqFIry0NDQHwB0phZw799K\n0gx6GgRgRHh4+H6FQmH64IMPzO5hoWw2opUrPXVTJiOKjjbTrFk/13o/rFy50sNv2OkXWFZWVu99\nJQgCTZs2rUE9Py2FuLiq8/b738fT4cP1N3LVX4APHz5cr4GQlJRUI0SYN5yDkx988MFKpVJZGhIS\n8h2A9tQC7v3bVQA8I5N1t0+YUPW8X7FiBV2/fr3e6+XE2VZs2LChyfWiqKjI4x5sjshPLRn385Ga\nmlpvO3zvvaL+N0Z4WX9shk8//dSjrjNnzuTDw8MPUXPrQ3NXoNaKib1Qhx0NbwWAE+6fyAE8AOBg\nI+wnMigo6DOVSnX97rvv1s2dO1dw948hEn0Yk5LE8Cfuje+0aUTODtutW7d6HaDg/oDIy8tzfWp0\nhkuqD5vN5tONdu7cOape7+rs2bOnTgWpq2FLTU2tt5fX22dkg6EqbFy7duIgKF9GvZrNZo/eCI1G\nQ7NmzapzmzVr1vj1IHdy/vx5+uCDD0wKhcIUHh6+H2LIsSBqAXrQ0uUm6mkriUQyPiwsrKB79+66\nRYsWCU6jVhCIjhxxHxgryurVAlksdkcewacXREEQ6LvvvqM5c+a4dMVkMtHhw4dr5PWnMQ4kRmxT\ns2/fPjp+/LjXdf/9b9V5dEZ9qz7+wUlycjLt2LGDiMTYuAecDs714H49fDGkTp8+TWPGjDHJ5XJz\neHj4bxBjMTcoFCCTmhIW1vYKsNmv2Nq1ce3aNZ+jHFitVlq1alWD9+k+aPVOZ+PGjT5/AXDC86Le\nh4SI6YsXL9YbX9qJ0WhstJcik8lErVu3NgDoT82oD82ukD5VsqqH6rjzhAEYC2BaA8rsrlKp/hca\nGmp6+eWXDfHx8TUMyKKimqPe339f/BSp1Wppz5499V1nD/R6vcdI8qtXr9YZI5hIfIPPz8+vt+yD\nBw/6NajCGw35PEQkxoatbSTz3r1V5/DLL3+td4S0IAj0008/uRTO10F7TnQ6He3atcv3ypMYIWTR\nokVC9+7dK8PCwvKDgoI+BiCjFqADt4I0kZ72UqvVG2Uymen11183HD9+3HUfaDRE//qXp35OmlTV\nA7JixQqf3XfqMmCtVquH715paSl98cUXtHXrViISX+jqiwlaX8MhCIKrvPrwRU8LCwt9+upUV73M\nZqKuXYmAGySV7qLvvhO/iqWmpvocRcfXFwN/rpVGo6G5c+cKd999t06lUuVxHPcBgFBqATpwqwuA\n/qGhd9k//VS8L6xWq8+9gVqt1u9nrjtWqzWg2LruREdHe4Qwc05i5Xxm+NKGlJWV+RzBoy4a2p4K\nglDDlbG2fE4OHTpU44V+6tSpftsG8fHi8zQ62nc3TyLxi1x11xedTud6ifYFd1fR6dOn82q1Opqa\nUyeac+c+V1JsfHsAeBjAUUd6vdPX0c+yHlSr1VuVSqVpwoQJNm8DUE6cIAoPJ1fD27cvUfWxJmVl\nZT4Zr+7MnDnTI7h4YWGhx4w+iYmJHunbDZ4neuAB8Zw+/njNUbSzZs3y6AFwV5a9e/f69MBwIghC\nvRFE6tr26NGjNGzYMJ1CoaiQSCTjArnX7jRpZD19RK1W71KpVMbvv//e5j6I5upVMfC9Uz8fflj0\nqbXZbH7N+uTE33urOuXl5bRlyxZX+vr167R48WJXTNnCwkIPv+bq0SKIRAPBV933pfF1hk904m7o\naLVaj3VXr16lJUuWuNJXrlyh1atXu9K7d2sJKCJAdGXxFUEQaPLkyX67aZlMJsrIyPCp/Li4OBo0\naJBOoVCUBQcHfwpATi1AF25VCQtrvSU4eDo5L9nmzZvp2LFjHpNm1EZJSUmtvv3p6ek3xR2pvl7r\niooKjy+SlZWVNUIgpqWlBRxuzp2GGslEVKMjrry83KNdS0pKqtcA9bUnvzq9eonP1+oTJQWCr8/l\ngoICDxfVkpISkslkJgCtqLnateba8U0/ULFHaqdCoTBPnDjRrq125QVBnObZvVdqxgzPGarmz5/v\n92ccf97g9Ho9lZSU0NSpU4nnedq5cyclJSW51hcXF3u4M1y7ds3rSPHqHD582KOchjBz5kyfeoe2\nbdtW49jPnz9P5eXltGmT8xwvpGXL9roeBP6cK3/fjPfs2RPQQIizZ8/SsGHDDDKZTCeVSscDUFAL\nuJ9vVwHQR61W71MqleYpU6bw7p/kT5/21M/p06vcnYjEhvjcuXN1XU4XgTTYGzdu9CsG6ezZs8lk\nMpHFYvFwAyoqKvJo2HJycugXt7nevaWXL19e6/rs7GyP9dnZ2TXWuxu9ZWVlHrogCAJt27atzs+y\nNhvR00+L571PH6L58xf4PRmKr+fcbDb7FfWGSDQWnn32Wb1CodAEBwf/H+tZDkj3WkkkYbYnnijx\nOLfp6el+x96tTlpaWq266c1QvVnodDqKj6+KwpSbm+uhS2VlZR4vlE1NWVmZR5t+6dIljwFteXl5\nN60jrbxc1PfRo8U0z/O1umc11myi7vGSnfz5z382SCSS8dRcetFcO75pBwjco1aro8PCwkxTpkyx\nFxUVuR7WgiAQzwu0YgV5NL4HD5JXfyx/38iuXbsW0Ix4tY0+jY+P93gjmzlzpodCnT592qOHynmc\nvsZU9eXNt7Ky0iPOsntd4+LiXJ9ML168SMuXL/d4uCYlJbl60isqqs73okW+xYp1YjKZaOrUqX5t\nIwiCX9fP/Th5nqfz58/Tc889p3f0LH8CNqtfY+tpD7VavU2tVhtnzJjBFxcXu87/kSM2cs4WB4gR\nZZz6eejQIb8GbBJV9XD6+6LlTwQLf2jKHjZvYRsbwvbtTr21UEmJf+UmJCTQwYMH/d5nQkJCrQOb\nCwsLPXygHS+1eqVSWepww2CRa3yU4GDJOLn8bcHfuSx4nvf7q6o7Z86caXDc48zMTJ/CEvqLRqPx\neKHMysryaNOzsrI8XkCvXLni4VftLV09v3u6pKSkyYzgQL6WffCBqO/OzghvLqbFxcW0aNGiessK\n9D45ceIEhYWFFTbXOKFmV8wmOzBAJpPJflAoFMavv/7a5q0HeP78UgLmEiAO+qn+hS89Pd2neIyN\nQUPf1InE+rp/7oqOjvYwqtevX18j7d579M0333ikq6+vno6JiaFr16650tevX/cr9JwgEI0cKd6F\nf/+7+CmspKSk/g0biM1mq3dWoDlz5niNQX3q1CkaPHiwPiwsLA/AH6gF3Ou3sgBQKhSKGUql0jhp\n0iSbe4SJlBRyGGRlBCzxOh1qcnJyoxqB1UlPT/fLOLbb7VT9K1V9fP/9937l9+cz7u7du/3+ilRf\npJ2CAnK9sJw8KUbdaUpDv6ioyPWcqe4fWVxc7DWe7fHjx+nxxx/Xq1SqLABPUQu411uyAAiSyVpX\nAGJPIc/zPofvOnv2rIfPfn3s2rXLZx9XXzl48KDPE/PUxY4dOwJ2T6hOY7hbEFGjzaK7d+9ev5+V\n4mx8RF991fD98zzvc/zkiooK15cHQRCoZ8+elQCepebQjebYaZMfFPCsUqnMf/755w3eBoPs3Emu\nh3yXLkQ3bojLk5OTPQYe2Gw2v2+qmJgYvz8dWSwWv4zx/fv3+5y3Nh+xhmC1Wn3+1FpSUlKvm8OP\nP/4ZcGcAACAASURBVJLDt1RLMTExftdn8eLFfh9n9c9D69at83mwhvPzdJs2bQwqlSoGQAdqAff9\nrSYARimVyuKXX37Z4N7DkJ1NHl923G8fk8lEq1ev9mg4fNFRfwabubN161a/DMDdu3f7PZrc32eM\nP41vIC8Qc+bMqffLE88TRUSI1+fHHy/47QtuNBp9Co8pCIKHf+i1a9do2rRpPu1DEASKjo6mqKgo\ng0qlWg82MUlduviMXP6Qfe9e8X4pLy93PbedsegbC5PJRKWlpcTzfIuL+HL+/PlGK6uxjOS0tLRm\nPU+PPSbquTsXL16sc8KkQHG6pfE87xEicvny5RQRERFLzaEbTVYwEAxghWMATwKABwF0d6TjIU44\nwDnyNsp0tQA6q9Xq3zp06GDwNgFAWhq5Gt6ICDF6RXXWrVvnulD79+/3++HfGG+zdVF9pH1dCIJA\n8+fPb/Q66PV6WrFihc918CV8zJ495Hpp8Rebzeb3Q+TIkSOunpJff/01oIEaer2ePv/8c4tcLtdL\npdL/wy042UEz6endarX6YJcuXfTun9/NZqJHHqnSUW9tc05OTo1BRAkJCR4vjkVFRTVcMJqyt/lO\n5oUXxGv19df+b1vbNdm5c6dr1kG73U6rVq3ycH1y9yH1Ba1WS5988olZLpfrgoKC/l9zfbZtyaJW\ntz8KLPN6/prCGCISn7tHjhzxq9OHcfMpKRF13F3tvvzyy0bzQ3bHfQCxOwaDgZRKpQnA3XSz28gm\nKxgYBWC54/9gANsdMsixbBGAl9AI09UCCA4JCflcLpcbvv76a2v1T/4aDVFkJLka37o6etzdMqxW\nq0d68+bNXkO2nTp1ym+/SJ7nPXyRWgKN9eYbKEePitdHJiO6ciXLa2za+jh9+rTXeLjnzp3zmHLb\n/RO6zWZr0OxCaWlpNGDAAL1KpUoH0I9aQKPnq9xkPZWEhoZOVCgUhsmTJ9uc10AQiL79tko/q4dK\nNRgMfg0SO3v2LJ05c4ZSUlIoNTWVdu3a5VcP0fz58/32P65vKmlvaLXaekNANhaB+Dk6p5GuD+e1\n++QT8Utafa5jRqPRo4GdMWMGrVy50rUsJSXF5977G87PgD5w9uxZeuSRR/QqlSoVwMPUAvSvJQiA\nzhJJuH3wYP+egUajkTZt2uTXNu4IgkCCIDQo3Nrx48cDaifuVJwTH/kLIJBEMtWlow3pdKioqPAr\nJJyTTz75xCyTyQIOJxqoNLXyBTt+/wpgFYDrbutGApjv+B/wdLUA2qtUquP9+/fXV4/Ry/NEX35J\nrsa3ttlljxw54tNFt1gsHj63S5Ysoby8vIBiFPM871fvpcVi8WvK5kBoaiPZF7/rM2fEa6VUCpSV\nVX/YIXec4bbOnz9Ply9f9pgu19cG/+rVqwGdZ0EQaPXq1YJKpTKEhoaOwy00ycFN0tPOKpXqzMCB\nAw3uPcHuEStee61mWEAi0fAKJH5qenq665Ouu5/hli1bPEbab9++3SO2amFhod+RViZPnux3/U6d\nOlXvVPTeCERPo6Oj/d7m7NmztNM5k0g9OGfXfPddG2VmZno8JxctWuQxYGfZsmU1/J6vXLkS0IvG\nunXr/PIBd/hFCkql0iiVSj++lfS0qQTAR3L5O4Lzsbd06VKfegl1Ol2D4xpXZ/fu3bVGUPCG2Wxu\nNH/4hQsXNuoXp8ZsT1esWOHXeJ+68LVDT6PRuDoJ58whAmzUWEMP3J+3dbFs2TLXc+HkyZOkVqtz\n6WbrR5PvQGx0NRBnMbvhtnwogDUNLHuoQqGomDBhgrW6UicmkqvxHTPGe+NLJH7O82V6VF+YM2eO\nxyCS5OTkgB783jh69KjPNxaROOGBL7FGG8KJEyf8yr9mzRqfHmhJSeSKf1sber3eY7KE6mGyAsVo\nNPo8u5A3rl27Rn369NGrVKoDAKKoBTSCvkgT6+kfFQqF9ocffrA53WJMJqLhw6t01I8OwToJxM/R\nZDJ5NBwxMTEeblbV/dX37t3rEdItPz+/0RowX7jZX3yuXLniMWX3xo0bPXrAly9fTjk5OTRjhngt\nR43aTqWlpX5N4OBOU3zGrU56ejr16NFDr1KpdgBQUwvQweYStbrzWeBX17mpHoHAaDT6NDGNr1RU\nVNCpU6d8yrtu3bqbMpibiBrd4G9MPS0tLW00W6Iu3J+dO3bscJ0T5yx87uPuqvsNNxS73V7jy1px\ncbHruHmep/DwcCOA7nQz28abshOgHYAcAGVuy0YBmBdgecEymWxyeHi4sbo/U2WlZ+NbW2dtQ98Y\np0yZUu/DPDY21qMHa8qUKTRr1izXp9zU1NQmc8hPTU1tlIDodeHN77ux2LbNQsAZeukl0Tc8Pj6e\nZs+e7VpfWVlZb/zKo0ePBhRyyp1A7hOLxUJjx441K5XKYgADqAU0hL5IE+ipRKlUzmzVqpXB3Y/0\nwIEq/XS7pB5MmzYtIMNz2bL/z953x0dRre8/m4SU3WxCEkEB5XrpFlRq6AREsIHCtaLIpYMN7xWv\n92u5FClKFRCkqECIgGAAEQFDFQkkIaEkBNJJCOk92d7e3x+TGXY2my0zu5vl3t/z+cwnObtz3jk7\nZ5457znnLVud2oJnsWnTJofDE5WXl/PMc44fP87bfYiOjuZNaHfs2MHbRbFWNl9RPnDgAE/e0aNH\neb8pLi6OVz5y5AhPaY+NjeVx3/J627dv513P8vrbtm3jlc+ePcub/NsKKfnRR0y/njnDxIl2NpYy\nEWPuYi1ihT38/PPPTjlNq9VqmjZtmlomkxUB6EVewEFPHwBCfH2lhpdfvjMJsoTJZGpi0iDG9yYr\nK8thjjY0NPDG0JiYGK7s6ggZ/0uoqqoipVLJ68eTJ0/atPdn39nmEGPqYvkMFRYW2k1p/9Zbb6l8\nfHz+SZ7kiNsEA5MA/F/j/yEA8gD8DmB442ebALwsQO69crn8fGRkpMKSaIcP3+nIZcusxzomapp1\nRwiEbvGYbw3GxsZyg43JZKIFCxZwZTZcivlqjKtnupZw5wqV0WjkDfxqtZpnpN/Q0EDLly/nyiqV\niubOPUkAUUyMkbeS5QzEbMXV1taKek4OHDhAcrlcFRAQMM9bt3XdyNMOcrn80vDhw5Vs5BGNhuj1\n1+9w1FZoVE97cwu5Xm1tLe3cuVPQ9X777Tce980nY7W1tbwBpLS0lDdhKC4u5q18l5WV8RSJ+vp6\nqxP448ePCwpvpVarndqluecepn/r6z3vkS+kH3ft2vU/a34B4CWZ7CkjGxvZ0VX8xYsXO3Seq1FY\nWMjF/t60aZOgeOf/q6irq+Mi72RmZtKmTZusxj1uDgsXMrx2VWyCH3/80aFMjiaTiXsuDx06RGFh\nYSnkSY64TTAQBOAnAH+A8YgfC6ArgDON5e+cfSEB6CSVSks/+ugjnbnyo9MRvfnmncHXXcl7FAqF\nxwhpMpmoqKiIYmJiKC8vjwwGA0+p1Ov1tGjRIq6s0+l4dpE6nY6XcEOn0/EcBfV6PS+rlcFg4IVk\n0uv1vHBsOp2OF0Rdq9XSkiVLeGXzF6dGo+F9r9FoKDo6moiI1qxZQ7W1tVTlQNT6Xr3YAdfuqTYh\nxjFPDG7evEkPPfSQIjg4+Ht4oVe9m3jaQyqVVi5YsIAzrygouMPPuXPJqm1bTk6OICWnqqrK7RNI\na9BoNE5n4GThTFxZSwidzGZnZzvEOWtwJlGDwUBWV52EQEiacSImyYMzE+SsrCzq1KmTQiaTrftf\nUpTl8nt/ATYQETMGmL+z7waYvy/UajWv/Wq12uHwdcuWLXP52O7qRadVq1bZXME3mUw8p3XLRCWF\nhYUOZehtDrduMZz2tH9/bm4uxcTEEBFjTx0QEKAFEEaeGiM9dSHRDQUekUqlVe+9957R/IV99Wou\n9ehhIoDopZeIbNmkm+c8F4L169cLUrZycnLo2LFjgq4pxA7pzz//pIqKCt4gYTQaefY+bBY5FgaD\ngRfP2Gg08rYujUYjb3uLyVZopEOHDjm9WuvMb9Lrmac0IIApC3WuOHHihMN2cNagUCh4iVMcwZdf\nfklarZbq6uooMjJSKZfLY/FfngEMQC+pVFr74YcfGlnnrCtXiIArBBjJlgnbzp07BSnJR44cEaSs\n5uXleV2EGUfQ0lFoHAHrkLluHTOZcCQmsjUcPHhQkNnN9evX6aK17DNWsHfvXkpNTaWqqip67LHH\nFMHBwTtxF4ZzdPYA4OfnJ9d27Xpnh8/Wu/Xnn392Oga4OUwmE61cuVJwfWeh1Wp5fjPV1dW0Zs0a\nrlxVVcWlfFapVKTVal2aV8AVPDXvj/Lycp5T4+3bt3nJOQoKCmjPnj2ir2kLAGNSZY7ExERRZheN\nTu92z2ExatSoegATyVM88dSFRDUS6CeVSut27tzJY3BxMRGwhwA1LV9OZDQyMXmtEb2+vt6tNrS2\nUFlZ6fb4yea4fPmyx7arb9y44XT4O2dx9izzpB49yjhXtMT2mk6no9jYWJvnrF+/nveSNZ8MqFQq\nGjVqlDIkJOQEgCDyAl65+gAwVCqVNvz8889cB8XFUeOq4i+Unc1MpvR6Pber0JJgJ3pCYBlJ538B\nOp3Ooe1RFmPGMH1fWel58xlzmEwm3vv36NGjzTqiNTQ00ODBgxVyufxX/Jennmf4+pje0TDIBoOB\nVCqVYIdwk8kk2GzOHEVFRS7hn8Fg4L2va2pqeEpmWVkZbdiwgSuXlpbaLW/cuJFXf9OmTU7VN0/v\nXFxczCs74ofjLJxVbgGinj35nxkMBsE7tQaDgdLT051agNq6dSu1bt36V/IUTzx1IcENBEZIpVKF\nZVy927eJ29JjzWoMBgOdPHmSO6e+vp62brUeIN1RGI1GQc4nYlFdXS0oPJQYeHqFypmVXTbOtSsc\nfIVuOZtMJp7iu23bNp7SYE951+l0NGHCBJVcLk8EICcv4JerDjBZLpXmjrSHDjF95u/PxCo3v0+s\nY9mZM2eoqKiIVqxYwbtP9rb39Xq9qJ0BMaioqBC8M0REPLMlT+P8+fOC49IajUZu5c0RNDQw/f/q\nq4Iux4NOp7ObuZNFZmYmL0LNypUrnXLgVavV9PTTT6vkcvkfAKTkBfxyxxEYGLzO13c+mUwMJx1x\nXM3NzXU6zbmrkZaWRqW2HBqchCsncOZjgLktravg6smmub7kCORycokZlTkcWf3W6/XchKakpIQC\nAgJUnprEtjhRbTYOGCKTyZSWYUaKiohTkK9etX1zDx48yD24ZWVlvAx0arXargJ88uRJumrvIs0g\nMTHRamILR+u68kXgCDytJP/6668Ok56dFLG61Llz55xO+MDim2++ccjkIyUlhbdq8tNPP1FmZibd\nuHFDUAQFImYiN3XqVLVcLr8CIJC8gGdiDwCjgoODVearcwcOMP31wAO2JzbWtsTr6+t5ylhpaSmP\nt0qlkv744w/Byt6+ffsERU9wFZxZjbUGMTytq6vz6G9/5RXmOWB1hx07dghyHjSZTHT48GEiYuz8\n2WyZRMxk2zxRUFVVFc9BuqCgwOl3qV6vp9dee00ll8sv/LeaSAUHty8EmMlESUkJ7d+/3+H7s3jx\nYqd2RzUajUfDJDqD77//3i05CNwxni5YsMDlMp3BqFHUrJLsrMnb119/7fC7QK/X80xLOnfuXOep\nyFEtTtRmGwY8KJVKay29L6uqiFOQHQkbbGs7oby8nJcxKDc3l7cNLCTdseW1PW0acPjwYZfaVTmC\nnTt3eiS2qUx2h6B5eXmiQ9wVFRXx7Kx/++03ng1bfn6+1e1BlUolyvHKaDTSuHHjVHK5fO/d7iQE\noJtUKq035xkb4q1LF+sOemJRXV3N88ouLCzkvUALCwvp55/vxH1VKpU8xz7zcGl3I+4Gm2QWdXXM\ns8DmJCkvLyeNRtPE1tLcoSg9PZ2X/CQ1NZX27dvHlWtqajwSO9dgMNCTTz6pDA4O3na389TyAODv\n4xNgfP55YaZyzo5rJ06ccLmpgKtgGV3GVXAHT1s6ksc771CzSvKqVauckiXGTHPSpEkqAG+TJ7ji\niYs43SggODg4OGfVqlW8IVatJk5BdleIRFYpNhgMlJOTw1vRSk9Pp927d3Pl2tpaj6/22kNeXp7H\niVRYWOgRm+tjx5i+d3RxPjs7m5eO99SpU7xJ05UrVzxu0sJCqVTSQw89pAgMDPyEvIBzQg4AYTKZ\nrHDz5s3cTDItjemj9u2bT+BTW1vrsNe5JW7dumV3F8BgMPB2iEpLS3n+CHl5efTDDz9w5dzcXNpu\nlgs7Pz+fF9mlqqqK202Kjo4mtVrdJGPcfzMszYzi4+N5k5SSkhLeym5mZibnjU5EBGQQcCf75Y0b\nN3jv1fLycqccwoS+44xGIx05csSpOnV1ddSpUyeFv7//e+QFnHPVAaB3UFAPvTN6XHp6ulWTjN9+\n+81jCrBQJ93/j+bhjLPf8uUk2Nyiqqqq2Ws5m89g48aNFBoaups8wRXBFYFIAKcb/+8F4DaA043H\ny42f/9gYRmqEE3J95HL575MnT1bz7XuIU5Dt7VY2NDSI8sIlIlq0aJHdF/GtW7d4g8OVK1coNjaW\nUxivXr3KG0wqKyvt2n2ZTCaXZI4TgpZYoVIoFM3aOVradOXnFxCQTmyku3PnznFbsERMVA9zm9jC\nwkKbocGSk5N59YVAjF1sYWEhhYWFqQCMJfcNhu7iqZ9cLv/znXfe4WxezHd5bG3AZGVlCd7y37Fj\nh+DY19nZ2Q6Z2eh0Ot5AXF1dzSkBOTk5VFhYSOY+EtnZ2Tzv7OzsbN6OlHn566+/tvm9J8qbNm3i\nrfpYfp+VldWkvvnglpeXx1vZraur40XOsXxvfvEF8UwuiJjoE0In86dOnXI60gwLZ7OEEjGTqJCQ\nEBWAUeQFCq4rDgAzpNK3TEYj01+OjJdJSUlWTSZMJhNv29ydu4rp6ekuXwQSYv7TUrC8166AM/d0\ny5amXHYUSqWy2RTy5npUc1Cr1RzvExMTqXXr1nnkCa4IqgT8C0AqgPON5ekA/mlxThiAJQDuA7DY\nUdlSqfSrvn37KixXJllbGEfC/CUkJIiOmyqGiF999RXpdDoyGo28l8rNmzd52/QpKSk8W7qLFy/S\ngQMHOBOAixcv0q/sPiUxg5e5UlZaWsozOVAoFLzB3WAwOGUu4qySrNPpeIStra3lOVzdvn2b9/JN\nT0/nZfRJSEigw4cPcwNsQkICb8XvwoUL9LuZ6/Xt27cJyOfNZA8fPiwq9qPYF+7hw4dFJSxJSEgg\nqVSqAPAouX4gdBtPg4ODNw4bNkzJDojmk1iBpuJux+7du1t8u9IV9sBiJ7OWWczcjZoa5rkw10/P\nnj17V5m9nDlzhqRSaT2AruQFSq7YQyaL+BFYR0SMD4D5OCMWK1as4G2l5+fne609cl1dHa1fv94t\nst2x6KRSqUQnQhODjz8mmyvJln4iS5cudVnf63Q6bnKuVqvJz89P74lIUUIH3wkAugC40Fj+FsDJ\nxoQE3wEIbvz8HwB+BvAXB+X2Dw0NVVna1H7/PdNSM0uH/xmYK7k1NTU8h7GCggKeU2FsbCyP8MnJ\nyTylMykpifcyFFu+dOkSl0Zyw4YNlJGRwZsE3L59m5eet6GhodmZpKN47z3bJL0bsWXLFlNISMh1\nV8dmdSNPo+655x6luUlD795Mv9gKSnHr1q27atXGHO6yWxQCb7FJduZ+AEzCJ2+BkDBma9asMYaE\nhCT/N9gny2Qdbvv6Wg+D50oolUqaOHGioHj/dzu8haeuxJNP2h5/Z82a5TETRk8574kZgB80G3z/\nDqBX4/+fAFghQJ6vXC7PiI6O5r152UgWL7xg/6ZptVrRA5m5w4inIXYgrq+vb7HMcmJtsx393WzM\nZIHBJayiuLjYoe0eWxAaaYOI+e19+/ZV+Pn5udwRwQ089Q8ODi4w94Tfs4d4zlnNYffu3YK3Ys2z\nSbYEkpKSnLZn/W/HwoULHT6XdeR0Jc6cOSOYt0ePHnXa+c9gMNBDDz2kkEgkk8gLFF2hBxqd9iZP\ndtxxKiEhgWdSIxRFRUW82MEajcbhd+e+ffs84rD5vwjzPrEFwETAnV3+/fv3u8we3dyEyxFMmjRJ\nCQ8477lq8A01+/xhACeclefn5/du//79FZbKkjPpTTdu3Cg4Bi4Ro6yIycpXWFgoKrzTuXPnnDZg\ndyVacubr6IBbWMg8D2b+eEREgh3BiMT3OxET+1bM9nFaWhoFBQUpALQl1w6ILuVpQEDA/40cOZLj\nqVLJ9MeAAYJ/ukMQsxJ15swZ0ckHxCQeYRETE8OLptKS+PLLL0XLcMbMCCBq06bp52Li2Fs6FHoC\nSUlJJJVKa+HBtLiuPtDotMcONY5kJszMzHTLLlBhYSHP3v3GjRs8PxFzfaCoqMjluzmuSG7iabij\nzc2NXcnJyTw7fuAY9e7tnvj05hmAm8OtW7c4U1pPOe+5avC9AKBf4//vAfjSSVn3BgYGKixv0rx5\nTAvdEMLQLUhKShLleeuKgVgMWlJJdnTAZSOcWN7mkydPirIN9gbMnTtXGxIS8hO5dkB0JU87BgUF\nKc0VTjbJSws+tnZRWFjYorxioVKpXNIOV/DU3VkyLcFGPLFEYWGh15ixOIpp06apg4ODvyMvUHiF\nHACmS6Vvmlid1zJRlyuRkZHhVCQYy6x8qampvHCOly9f5sVzLisrE7XCbZ7EyNVw13i6evVqwTty\nlZWVPIX43LlzPGf3P/74g7dQV1NTw5scAURmIeutQkx4VHvIzc2ltLQ07jqecN4TO/iyDkGPAzgH\nxmN+F2vr6OgREhKye9y4cXrzrZTFi9cSUElTpypp0KBBdPToUW7VoFevXhQVFUVRUVE0depUImI8\nsAcPHkxDhw6lOXPmcC/eiRMnUv/+/emRRx7hjMp1Oh29+eabNHToUOrfvz8dOnSIdDqdTRkDBw6k\nTz/9lHr16kUDBw7kjOeNRiPNmjWLBg4cSFFRUZSTk0NEzKrRoEGD6B//+Aevk5OSkmjo0KE0ZMgQ\nevXVV0mr1Tot4+eff6Z+/fpR//79ae3atVw7Bg4c6LCM5tpu63wWBoOBpkyZQoMHD6YhQ4bQtWvX\nKDU1lTp37tzsvbNMCEPEGPUPHDiQ+vbtS9u3b7d7/0+dOkUVFcxTq1JpadKkSTRw4EAaNmwYXbly\nxaH6LBISEigqKoqImBfv0KFDafjw4TRmzBjO+XDLli3Ut29fGjBgALe6kZaWRkOHDqVnn32Wzpw5\nw8m4dOkSdejQgXsu2fjbrIzIyEhORmJiInXt2pWeffZZUqlUVFVVRV9//TXV19dTRESEEsAgct2A\n6DKehoaGHn7ppZf07ETwxAklAX+hr7++s7LQvXt3GjZsGI+bX3zxBQ0YMKBJv7zyyiskl8u58GvW\neJmRkUHp6elu5yVR89ycNm0aDRgwwGE5zfHT2fawsKwbExPjUD0W1vjqDFfMYcnZ5ORkh+QARF27\nMjK0WuHctcbbfv36OcTbxx9/nMLDw0mlUnF87datGw0dOpT27t1LJpOJVq1axdXdv38/rV69muP8\n6NGjacmSJVRdXU2hoaFKAE+QFyi99g4AUgDxALoTEXx9/ZYC7XhjqFKppN69e1OvXr1o6NChNHPm\nTI6LERER1L17dzp16lSz/TRo0CCSyWT08MMP8zg4duxYioyMFM1B8+ef9XOJiYmhPn360MSJE7n6\nlollLl68SIcOHeI4+cgjj9CcOXO49r3++uv02GOPce2rqKigdevWce1TqVQ8E0ZbJpFCeWouT61W\ncwnIDAYDTZw4kfr27cvx9vTp0/TEE09w9z8lJYXi4uI4nmzYsIFnFnb+/Hle+caNG5SWlsbxuE+f\nPg6PvQUF1GTR0hqXt2zZYlPWhg0bmnA4KiqKx+F///vfJJfLacCAAbR27Vrq0KED9evXj0JDQ6lX\nr16cA6NEIjE2Lv48R8yz/iiAswB+g4uc+ryBwG0CAwM1lpnv2rcnAi5S7959qF27drRp0ybOK7tX\nr160cuVKzgksNzeXHn74YW5GNHv2bNq1axdVVVXRlClT6LHHHqPg4GBuy3Xbtm3cQ1tdXU0dO3ak\nZcuW0XPPPcfZuM2ePZsOHDhA1dXV9Mknn1B6ejqFhoZSTU0NmUwmGj58OF26dIliY2Pp73//OxEx\nL/AXGo2nP/zwQ6quruYIScSQ4YknnuAM27ds2UIZGRkUGxtLkyZNIrVabVeGwWCgrl27Un19PRmN\nRurevTtVVlZSbGwsvf766w61g0VsbCxNmTKFqzNu3DiaN29es+ezOHjwIE2bNo2ImK3scePG0bhx\n47gByfLelZSU0KeffsqTcfr0aRo7diwRMVE5/vOf/9Czzz7b7P1nZfz+O/PUrlnzDc2aNYuImK3A\nXr160bhx4+zWJ2Kij/Ts2ZMGDhxIRETDhw+nq1ev0v79+2n+/Pn0z3/+k0pLS6lnz56k0+morq6O\nevbsSVqtllavXk03btygF198kbp06UIDBw4kvV5PH330Ea1atYp+//13UiqV9OWXX1JJSQn17NmT\nqquracmSJZyMlStXUmJiIm3cuLFJZI5169aZQkNDPZaX3tEDQEepVKphB4ykpIsE9CGgHccrtVpN\nXbp04dkYLlu2jJ566imuX/r3708//fQTnTx5ku677z5q3bo1zZw5k4gYXr777rtkMpk4Xu7bt4/G\njh0rmJdGo9EhPtji5siRIyk3N9chObb46eh7whJCecqiOb46whVzWOPso48+6pAcgOjzzxk533zT\nlLu2+piV0xxvT548SatWrWrC25qaGurSpQtptVp6/vnnqWvXrhQeHk6XLl2irVu30vLly+mzzz7j\ndqAKCgqoQ4cOHOcfffRRqqur4zhvztelS5ca5HJ5DHkBN20dAPoCSAZQDKAbEUEub3sQeIDr14sX\nL1KfPn0oICCAi28dFRVFY8eOperqapo1axZFRETQp59+arWfcnJyKDQ0lDIyMuiTTz4RNDYSBNKA\nHgAAIABJREFU2ebghAkT6PDhw05zh4jPSb1eT926deM4+dprr1FBQQEnNzc3l958801ObmpqKm/C\nmJiYyDMHMS/HxsbS888/z7Vz3Lhx9MYbb9CePXu4NtqqT8SEkWVj+R88eJBeeuklunTpEsfb0aNH\nc7a7s2fPpr1791JZWZlN3lrCGo/HjRtH7777Lq9fLfm3ejU12TW0xmVb75bPPvuM2rZt24TDRIxd\n9NNPP02fffYZBQYG0oABA6iuro46dOhAX331FY+HcXFx1LNnT/Lx8TEAaAsmipM/GCf0HgDmsP43\nYg8ftDD8/PymTpgwwdS6dWvus4QEoLgY+Ne/dPjll4Po3r07RowYgeDgYFy9ehUqlQpxcXEYP348\nEhMTUV9fj6qqKowcORIA8Mwzz2DTpk0ICgpCcHAwOnTogLCwMGi1WgDAyy+/jIiICOh0OphMJrRq\n1QpRUVG4fPkyhg0bBgAYM2YMTpw4gbCwMNxzzz1499130b9/f7Ru3RoSiQQDBgzA2bNnER8fj2ee\neQYxMTGIjIxEcnIyAGDixIn4+9//jiFDhnC/Kzs7GxEREVi9ejWioqJQW1uL7t27Iz4+Hp06dUJa\nWppdGb6+vsjIyIBcLkdFRQWMRiP8/f0RHx+PF198EQDsymARHx+Pp59+mqtz/vx5m+ezeOGFF7B5\n82YAQH5+PsLCwpCSkoLnnnuOu/+W927GjBk8GXFxcejZsydefPFFjB07FuPGjUN8fDx3/5uTsXYt\ney+vc23v1q0bioqKuPPttaFLly7Yv38/O4hg9+7dCA4Oxvjx49GmTRsEBATgq6++wuDBg9GqVSsE\nBQXBYDAgNTUVkydPxqJFi5CVlYWjR49yMrKysvDbb7/h448/xnvvvYd33nkHSUlJGDx4MMLCwvDJ\nJ5+gS5cuSE1NxZQpU7B+/Xrcvn0bvXr14t2XSZMmSbRa7VMSiaRtsx3QAggICJg5adIkyGQyAMCR\nIzoAB9GvX3funKtXr8LX1xfjxo3Dk08+icTERPz73//G9evXuX799NNPcfbsWQQGBmLmzJkAGD6y\nfzt06ACDwcDxMjMzEykpKVz9+vp6xMXFcf06duxY9OvXj+NleHg4zpw5w/Hy3XffRb9+/Tg+PP/8\n85g8eXKT59sWN2fNmoVOnTo5xCtb/FSpVAAc5ycLS56mpKQ4VI+FNb4mJyfj8uXLABzjK2CdszU1\nNXY5e/MmU3/2bECn0+H69Tvc9fX1xc2bN3HixAkMHToUx48fx9NPP40TJ06gdevWyMzMxDvvvIMZ\nM2agc+fOiIqKgslkAsDwdv/+/RgxYgQCAgIQGBiIf/zjHxg0aBBatWqFkJAQREREIDU1FS+99BIe\neughBAQEoFevXkhJScGxY8dw9uxZzJo1CwqFAleuXMHYsWO5ul27dkVWVhYmT56MJUuW8Pg6depU\nX71eP0EikYTa7YCWhT+AFwFksh+YTJKHAcKYMWMQGRmJCxcu4ODBgyAi9OvXDwAwZ84c3HfffQgL\nC0ObNm2gVqsxY8YMXLp0qUl/V1dX44EHHsCnn36KmTNnNhkbAceeeVscnDBhAqKiopzmDsDnZFVV\nFUwmE8fJ0aNHo2PHjpzcTp064R//+Acnt2fPnhgxYgQnq3///tw4Z1mOj4/HpEmT8Nxzz3E8/fDD\nD7Fr1y6ujbbqA8Djjz+O4cOHA2B4u2fPHvTq1YvjbXp6Ol544QUoFAo888wz+OOPP9C2bVubvLWE\nNR6npKRg4cKFvH615PE//8nU9zHTGs25zI7Dp06davadcOLECezdu5cbN/fs2YPHHnsMAGAwGNCp\nUycYDAaMHz8eABASEgJ/f3/s27cPP//8M55//nn8+eefUKvVGDx4MCIiIjQAggHkAHgMwA4AnwK4\nn4gu270ZjsAVmrbQA4AkODi4+MKFC7yZzj33MDMW1icjKiqKW61KS0vjkm1kZWVR586dyWAwUHsz\ng7eTJ0/SmxbxhsxlEDFetXV1dRQVFUW7d++m48ePU7t27bjvp06dytvG+b//+z/q3LkzlZWVkVKp\npPbt29OiRYto+vTpdPToUW5FomPHjlxmJ3P7w4yMDPrzzz8pKCiIMjIyqL6+nkaPHk2nTp3iZLBg\nZdhCbGwstWvXjmbMmEFGo1GQDMs69957r1M2k5MnT6bQ0FCKi4uze/+tXXvMmDGk1+spMzOTunXr\nxpNx4sQJngzWjgog6t/fRB999BG3nX/+/HkCQBKJhHPueOutt+iNN94gImaFYv78+dy2j9FopA8+\n+IAiIyO5cnR0NMXHx9NDDz1EFRUVtGbNGvr444+567/11ltNnCpv3rxJAxo91rZt28atMi1ZsoTm\nzZtHMTExdmVYw8SJE1V+fn4fkxesRBHDUz+pVFrN+gyYx0S2x83y8nKbz4YlL4kYxxSWl0Rks35x\ncTGPlw8//DAtXryYe7b3799PRqOR48PatWt5tusLFy4kg8FA586do6CgIHrvvfdIo9HQmDFj6NSp\nU9S7d2/eSk9oaCjPWWzBggU8eQsWLCCj0cjxs3fv3qTX62n69Ol06NAh7nu2PUuWLOFxbvny5bzy\n6tWradq0aRxP16xZQ23btuXOWb16Ne/8lStX8srLli3jypMnT6aAgAA6duwYtW/fnrRaLS1YsICO\nHz/O3VO2fZa/h4jhbOfOnUmr1XKclcvl3PcnT56kxx57rEn9p582cs7XS5Ysoc2bN3Mr2//5z38I\nAPn4+BAR44Brzv3S0lLedrQ551iwvK2srLTJueb4unjxYnr33Xed5uvYsWMVEolkDnkBR+0dYEys\nuhERAgPbVMpkzLL+jh07qFOnTmQwGMjf35/jIsszR7hYXV1NXbp04TjYt29fWrJkCU2ZMoXWrFnD\nnW9vTGI5mJGRQXq9nuOgkLHNGizHzGnTptGMGTNEy2UhdjxtDpbjbHFxMe3evduhcba5dtoae63J\nra1l3vdmiUiJiFntZ7l84cIFkkgk5OPjwznSW5PlCIdnz57NnTNo0CD69ttviYh5f/ztb3/juPrI\nI4/UAhjcqBw/SW7gTkuvJEe1bds2ODIykvtgypTPUVk5An/960j4+VGTCt26dcMbb7wBAOjatSsi\nIiJQUlICH7PpzaZNm3D69GmMHDmSfUE0QXl5OZ588klMnjwZ/fr1w6hRo+Dr68t9P27cOISHh+Pz\nzz/HiBEjcOHCBaxevRp/+9vfMHHiRDz//PO49957ERISgoaGBnz44Yfw8fGByWSCj48PIiIiIJFI\nAACff/45xo8fj5deegldu3ZF9+7d8e2332LMmDFITk5GSEgIfvjhB26FxGQy4YsvvuDKADB8+HBE\nRUVhxIgRMJlMSEtLQ2FhIbRaLaKjo3Hu3DmkpaVx59fW1vJ+78KFC3nyFi5cCLlcjoaGBq7s5+fH\n3Udr51uWf/jhB2RmZmL69OmoqanB8uXLAQANDQ3IysqyWT8jIwOjRo2Cn58funXrhrq6Ol6bt27d\nitDQO4s0R44cQXY205c//STByJEjERISgqFDh+KXX35Bp06dEB4ejvbt20MikWDChAncqrJEIsGC\nBQu4/vDx8cHcuXN5ZX9/f8yZMwcHDhyAWq1G586duXvD/iZWnjWMHz+eW2UaP348Ll++zD0bjspg\n8e677wYFBgbOlbANbHk807lzZ7+9e/dixIgR6NVrJADCoUP8kyy5GRoail27dnHP1Oeff465c+fi\n9OnTzfKysLAQI0eOxOTJk7lVa3NuNzQ0oHXr1hwvJ06cyOPlkCFD0KZNG+7ejx8/nsfL999/n8dz\nvV6PUaNGcdxct24dAgIC8PTTTyM5ORlDhw5FcXExd75cLkerVq248vz58+Hr68u158yZMwCACRMm\noKioCI8++ihiYmIQEhICjUaD+fPn89rz0Ucfwbyb33nnHV552rRpvOdoypQpXF0AmDp1Ku/8mTNn\n8soffPABV96+fTvy8/Mxc+ZMaDQa+Pv7Y/78+VAqlWB38tj2mf8+tnzPPffg7bffhr+/P7p164bA\nwECYTCYUFRVxfTNs2LAm9Y8d88FTTzHlTz75hPtNQ4cOhVarRY8ePRAeHg4AGDJkCBQKBdeee++9\nF7Zo8NNPP2HOnDmIjo5Gdna2w5wz5+uLL76IuLg4p/n6/vvvy+Ry+YdexFMAgEQi+UIikZyWSCSn\nrLXNYNAEt21bgxEjRmD79u3cGGp+akNDA3x9fTkuvvbaawBgdZydMGECVq1axXGwd+/euOeeeyCV\nSrndWwC859YcLHfMx0c/Pz+Og5b90pyc5uSyYybLSXbMDA0NxVPsg+mE3OYgtJ32sH37dm6c1Wg0\naNeuHV577TXuXegs7rnnHowePZobewMDA1FXV8d9b03uuHHM38bNag5Tp07luHzwILPrHx4eDp1O\n16wsS7AcPnLkCCIiIhASEgKFQsF9Hx4ejv79+wNgeFtbW8vd6wceeEACoB0AOYAap2+GI3CH5u3o\nERoa+vPXX3/Ns4IfN46aGIebrzZt2rSJ3n77bSJiQsK0a9eODAYDjR07lrPlmTVrFuc4ZU1GaWkp\n9ejRg06dOkUmk4lLKWtLhl6vp/nz5xMRswodGRlJubm5PLurCxcu0LPPPkvNQafT0V//+lfOgWHC\nhAl05MgRio2NpVdffdUhGfX19TRs2DAu9fWcOXMoOjqadu3aRW+99ZZDMlg403ZzREdH09KlS4mI\nyVj017/+lUaPHs0lLrF2/y1x+PBheuqpp4iI6ccuXbrQuHHjKDY2tlkZPXoQtyJ1/vx5LrHJxYsX\nKSoqisaNG2fzGTCH+Wx2586dNHToUKquria9Xk8//vgjZ9uo0WiotraWevToQZZZIM1lDBgwgJKS\nkoiIaN68efTWW285JMMaTCYTPfjgg/UAhpAXrEK1bt06zjxVes+exO302OLmQw89ZJebtniZkpJC\nRMJ5ydroO/JsN8fNjRs30pgxYxyW0xw/hXKNSDhPWTTHV0e5wqI5zs6bN69ZOb/8Qk1CNlrj7nPP\nPcf5lNhqT3O8NRgMdOnSJZuca46v69ato48//thpvhqNRrr33nsVuAsc+NC4kgygFSAx9e49h+tH\nlqcRERG0c+dOIiKaNGkSdejQgU6dOkXff/8995utcdEVYyOR7fGxb9++DsuxhDs4aQ2ulucq3lqi\nOR5/9tlnVFRU1EQumzGz0WSZByHjcHMcJmKcnjMzM6l79+4UGRlJtbW1FBgYSPHxTOIbS65OmzZN\nDSaz7A0A/uQO7rhDqKOHXC4vNY9PW1bGtOjhh/kdYT6Q6vV6zut26NChnCdrVlYWDR8+nAYOHEjT\npk1r4oFqLuP999+ndu3uePdGRUWRWq22K2PRokXUu3dv6tevH/fiMJlMNGTIEBo0aBANGjTIbjzW\nU6dOUf/+/alfv370wQcfcL9p2LBhDsvYsmULRUZG0pAhQ+idd97hPG5nz57tsAy27eZ1oqOj7dYh\nYkJZvfLKKzRs2DAaOHAgHTp0yO69s4Z//etf1K9fP+rTpw/FxcVRVlYWde3a1aqM7Gzm2WAj9lRV\nVdGoUaNo4MCBNGLECMrJyaGsrCx64okn6PHHH7fbhps3b9LAgQPJaDRSeHg4L2LKggULiIiJ4cq2\nzzzskKUMIsbhYvDgwRQVFUWvvPIKly7cnozm8Pbbb2slEsm/qOUHV0lQUFAd+3tKS5l+aJzT2eQm\na0Zl69lwJy/Z59pRPljjphBeWePn/v376eWXX3ZKDgshbTBHc3x98MEHneIrkXXONtc3rFmOXM6X\nYY27e/fu5SKU2GqPGN42x9fXX3+diyjgLF8nTZqkggcSGog9zJTkB1q1aqMfPJjh6eOPP87xNDIy\nkvr160cDBw6khx9+mOMiG9nFFheb46Czz21zHJw2bZrg55/IOidVKhVNnz5dlFxziOWpJWyNs/36\n9XOKt5awxuOhQ4fSgAEDmsi9/36GxxaxFYio+XHY1vvaFofnzZtHGo2Gli1bRjKZjPr06UOrVq3i\ncfXy5ctUUlJCW7dupQ4dOhCAUgDjyV3ccZdguxcGWgcEBOjM7fnWrGFatGSJQ/3sNSizlYv3LoK3\nptE0t4G1B4VCwQ14dzN27NhBYWFhv1HLD64dgoOD1eyLbu1aph/sJUcyGo2CUv/+t8JoNLosVrOr\neOruuOLPPss8Ky2UBNRpCFFqPJXQwFUHgP5S6RN6NpSteYxcV+PkyZNuk+0KJCcni860agvuHE/N\nbb3diR07GA7//rtz9dzZ95mZmdwi1A8//EBhYWE/kxs505I2yb169OihMrcPPH2a+Tt0qOcacfXq\nVdEy2rZt+UAEK1asEC0jKipKVP3ff//dJffTEo0O1ygosH+uTCZDcHCwqOuVlZWhpKRElAyx6NOn\nDwwGQ+8WbQSD3o8//riOtVc8e5b5cNAg25VqamqQm5sr+KK7du0SXNeVuMmGZhAJHx8fl9gnuhLm\n714xKCkpgVqt5n32+efAkSPAhg1Ao2m525GWlsbzy3AWbNQEZ9CnTx9IJJL+gi/qedzr49NO0r49\nUzC3yXU1XPV8uQt9+vThojDcbfjggw/cfo2iImDyZGDkSGD0aOfqurPvu3Xrhr/85S8AgPvuuw++\nvr4d3HYxQLiSLJFIfCQSySaJRHK+0Umgs0QieUMikcRLJJLVDtTvM3jw4CDzz/Lzmb99+zrWhvXr\n10Ov1zvddnPk5eWJqu8KVFZWQqPRiJIxZ84cF7VGOIYPH46HH35YlAzWCYjFo48CKSnAgQNAx46i\nRDsMrVbbpB3O4scff0RFRYXg+j169IBWq40QG2JKLE99fX37DRkyhFNz4uOZv+wg2xwiIiK40EBC\n0KdPH8F1AcZhRKlUipIBAH/88YdoGa6G2Mmsq3Hjxg3es/6f/wCLFwP/93/A2287LqesrExUOzp2\n7Ig2bdoIrj9x4kSn6zz22GNQKpUPSCSSQMEX9iwCgSBJo5+kQ/juu+8EXYgNZSYWRISVK1e6RJYn\n4W08tYfKykr88MMPAIDaWuD++5nPT5xwXpbQvi8rK8Ovv/7q8PlBQUEgoiD7ZwqHmKWNF8EYSg8C\n8G8AqwE8AeB5AHZfGK1btx7Yp08ff/PP0tOZv0EO/uQ333yT52kuBGw8PqG4ffs2YmNjRcmIj49v\nEo3CWYhdPQXAeeYLRWBgoOj++O2330BEUKsBiYR5Jk6caOpVawvr1q0T1YaOHTuir6MztWYwbtw4\nQZ7HLHx9fdG1a1cVmNiPYiCKp6GhoQN79+7NLQuUlgIi9BCH0b17d/sn2cDly5ddsgr897//XbQM\nAFi0aJFL5LgSX331FS/6gFCMHDkSHTt2BBEwZAjwxRfAJ58AS5c6J2f//v2i2hEaGor77rtPlAxn\nERgYiA4dOqgBPOTRCwtHK6JWCAxkoi+cO3fOboUxY8Z4oFm2MXv2bJfLVCgUXBSGuw01Na4P5BAe\nHo7XXnsN2dkAG9SlooIZhz2FsLAwLlZ3c1Cr1bh48SIAwM/PDwDcumUhRkkeDOAYABBRIoA+YFLd\nbgeT+tYmfH19I8ItprNGo3OrhY6E03I32rZti9HO7kVY4IUXXvD4y91bMXPmTKxaJYFUypQTE4En\nn3ROxptvvun6hjkJy1BhQtDIjxCRTRHFU4lEEmbJU0c2C9LZGW8LYdiwYXj00UdbtA3m+PTTT10m\nS+xklsW8efPg7+9v/0QHsHcvk2QgPh7Yvh1YssR5GS29G3bjxg0YjUan64WFhRHE89RT8CNqJWEt\nfxxREh944AFBFzp58qSgepaQSCQuWQSyxOnTp1FYWOhyuSxcxVNr2LFjhxuk+mD6dCm6dWNKWi1w\nzz3CJKWmpgraSfX393dIF2Kf21atWoGIxA20diBGSQ4BUG9WNgK4SkQvEJFdg0IiCgqysmTsKfs1\nFmzWKaHw9/eHXC53UWuEwxtsktPS0nDs2DFBdcvLmRmrRAJ89BEwcCBgMAD9BVj7WSp1QiD2uXAF\nZDKZBIDYrSSX89SRx/3atWvOtdIMdXV1Tm25uROuMsfyRvtMX19fmzGI7UGpBAYMACSSerz6agVa\ntwaqqhg7xpZCTEyM4LrZ2dmCVhYb+eHWLV8Xwg/wA8DYybNZat0BsYsE7sbYsWPRuXPnlm6GILjS\nJrm+HoiMBHx9gd27mZ0gIkDM/NnPz0/Uu8UWgoKCMHjwYO46ROTnlgs1QozwejABnFn4EJGpuZOt\nQJKamoqAgAAz5ewMmJjWTJmdibHfW5bffvttvPLKK81+70j53LlzXFB5IfVdUe7RowfatGmDP//8\nU7C8OXPmtFj72XJZWRnPOcmZ+gYDAJwBUA3gBbz8si/+/LPlfs+tW7e4AOtC6mdkZODgwYMYMGCA\n4PbU1dX5QtxEFnABTy9fvgy9Xs+1q7T0DM6csf077r33Xk6As787KSmJZ08spB/r6urwzDPPwN/f\nX9Rz8Oeff+LWrVuC67ujzH7W0u0ZNCgKiYkAcAhALV544V2EhYl7D953332i2hcZGSm4/rjGjAnO\n1lcqla7gqacgAZjfwD5DUVFRzZYjIyNRU1OD9u3bO3S+ZdlkMjl1vrXyo48+iuXLl0MqlQqq35Jl\nAF7VHmvlyMgoJCWdATP+lqJ3702i5ZeXl2Pv3r1O1x88eDCKi4vxl7/8xaHz2zPOMe41CBEaFgPA\nBADbGv8fAMCpcFURERFn2RjHLACioCDHQ4HUWAvc52Fcv36djh07JkpGTEyMV4Qt84YQcJs2RdOA\nASou5JtK5byMr7/+2vUNcxJarZaUSqUoGVFRUbUAxpK4kE9ieXrJPJwPQPT446J+lkdw4MABKioq\naulmcFi4cGFLN6EJVq9eTXV1daLlaDREU6YQx9ncXGFyNm7cKLotLYE+ffrUAhhBXhDizd4BYLJU\n+qaJiAlLyKYPbg4Gg6HFeWQ0GkW/S62hoaHBoeRO3gg2+YYrUVRE1KpVAwFEo0YRuShipVMwGo10\n+/Ztm+eoVCouEVBCQgKFh4dnkJeGgDsAQCORSOIBrALwDyeV8/r6+nreZ127AhaRhGxCjGOUq9Cp\nUydu6V8o3njjDbfYXN2NmDVrEi5cCEJWFlOWSsH97ygmTZrk+oY5CX9/f0hZw2qBaOSH2BANongK\noMGSp45E+cvLy4NKpXLyUq7Diy++yK4yeAW80SZ57ty5LjEVCwgAfviB2bYFgM6dgaNHnZfT0jbJ\nQk2EXMRTT0EvkRiIGrPC2zMv8fX1FcwjV9kk+/j4iH6XWsOZM2dQ4EhcURHy3QV32CS3bw/odMHY\nuZNxlvf1Zaa9QnDx4kVeqmtH4ePjgw4d7Ed0Y59bg8EAiURicPpCzrRJaMVGpX4OEQ1uPJxSZerq\n6pJSU1N5P86T8ZFZpKSkiKofEBDgFQquN9gknzt3DhcuXBDdDoCZMLGO9927O6coi7VJrqqqcll8\nXKEgImRkZAQCEOUBJ5anSqUyOTU1lTPPcHQ+WFJSIsoDOzo6WnBdV+K/2SbZx8fHJXaDJSUlUKlU\nkMsBkwl44gng2WcBgZHDBKO0tBRxcXGC69+4ccPpOgaDAfn5+VIwaXHvBhgAPbTa/2+T/Pzzz6Nr\n164t3QxBcGec5DffBFJTmf+F+j77+Pi47Z1nbpNsYOw0vVNJFguj0Zhy7tw53uz7lVeYv476Tvzy\nyy/IzMwU1Q6x8XBdAYVCITqkS0uvwgBA//79Rce3vX37Nve/vz8abZUZRVlkKGmHUVNT0yQ5grNY\nsWIFSOg0HEA+EzRcTUTigseKhEajSYqPj1ewZZaj9jB48GCHVgSawyB72UrswGg0io67C8ChEFme\nhtjJrKtx5coVNDQ0AGAcby9fBl54AZgxA7hyxXE5xcXFotohk8nw+OOPC67/8ssvO13nxo0bCAoK\nqiSiBsEX9ix0EomWGpxordA4ya5M1LF8+XKXyfIUvI2n9pCfn4+ffvoJANCzJ3D8OHD9OhPO0Vn0\n6dNH0OJhXl6eUzsQjSEs3RvHz522HLYOAPdJpVKNeV7vhgbGps1R01i1Wk06nc6xk92IVatWiaqf\nnZ3tFSk8vcEmecuWLU0+02ju2DvaQ2FhIe3evdsNLXMOYm3M9+3bR+Hh4Weo5W0Yu0RERHCJhYuK\nmH64eVPUz3M7DAaD1WeppfDdd99RYWFhSzeDhwULFrhVPsvZ+nr753pbfzmKbdu2UVhY2CHyAntj\nRw4Ag2WyfvrLl5n2O5KW+datW4LujSvhDp8djUbjFltnT8AdNsl6vZ7UajXvs48/dk4nEwuFQkFV\nVVU2z8nLy+OeyZ07d1J4ePgv5EbOtNhKMhGVSiQStblNEDvxWLbMMRmuSF7hCkyfPl1U/S5durh1\n2+tuwowZM5p8FhAAsAt69qw57r33Xs5LvSUh1gTn4sWLhrq6Om9I95arUCh82JiX7doxH27YYL8i\nG/C9JeDr62v1WWopTJkyRdTKujlcZev4+eefu0ROc2ADlIwda//clu6vnJwcVFdXO10vKSlJW1NT\n4w08dRTFBkMRZ77mSMZaoXGSL168KDpJFgt3mDTm5OQgnk0h6gbcbTbJfn5+CAzk55f68kvm74gR\nzsk6fvy4oDbIZDK75pJarZYzEysuLoZKpXKrbWSLhq3x9/dPZsOesRgyBIiLAxzNNi0k+LslxKae\nDQlp+TjyO3bsEL29LHZ7aNWqVS7pD2tgbWHt7cK3atVKlJMHEeHs2bOC6wOueSbj4uJURqMxQbQg\nkSAikslkaSxPJRImTrIjWWLLy8vZ1SunUVNTgz179giq60ooFAqeCZBQuMr+15UwD9coBs2ZvEml\nwOefA3/8ccdsyl0gImzatElw/Vu3bjVREBzB8ePHdQCSBF/Y8yjR6Sp809IYXj7pbKYmJyCTydw2\nHrgCjzzyCJ566qmWboYguNMm2RKsFdTu3Y7XsZYDw1Xo0aMH7m/MmV1YWKjTaDS33Ha7Ui9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XJubi7PfCc7O5sXikxsOSYmxun6bLIOR86/efMmz66wtLSUNxGtr6/n8dLeezI62rmB1R5KSkpo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Fia574MAB5ObmWrXtmDH8UxD4p9j9bMTadi2Rn5+PzMxMm+r4+vpiw4YNiuDg4K5KpXKW6MZd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\neLtjz0OFXrTR9v0KZ5y1/Q8BvFiBzgahoaHxXbt2Nd26dYtrApvNxlatGoL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 11.1.2\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "a = 1.\n", "x = np.arange(-2*np.pi, 2*np.pi, 0.2)\n", "y = np.sin(x) * np.cos(x)\n", "# Уравнение кардиойды\n", "xz = a*(2*np.cos(x) - np.cos(2*x))\n", "yz = a*(2*np.sin(x) - np.sin(2*x))\n", "\n", "label = ['aitoff', 'hammer', 'lambert', 'mollweide', 'polar', 'rectilinear']\n", "\n", "fig = plt.figure(figsize=(10,6))\n", "\n", "for i in xrange(len(label)):\n", "\n", " ax = fig.add_subplot(231+i, projection=label[i])\n", " ax.plot(xz, yz)\n", " ax.set_title(label[i], color='r')\n", " ax.grid(True)\n", "\n", "plt.tight_layout()\n", "\n", "save('pic_11_1_2', fmt='png')\n", "save('pic_11_1_2', fmt='pdf')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 11.2 Роза ветров\n", "\n", "С помощью polar plots можно построить особый вид графиков - \"розу ветров\". " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zc1FYWGgvz5o1C9nZ2fbyzJkzS6S3/Pvvv0scD1gXYjp+/Li9rNVqkZWVZS8f\nPnwYu3btspcPHDiAPXv22Mu3bt2CVqt1zwX5IYGBgfjqq68C1q1bpw4ODo4OCgr6tzvDNbgtvg+x\nlyT0hgCQ2v7+E8BSAM0AdAbwNYD3bPskAG4CiAJwGMBI2/aaAFYCmOxC+z2VSuXdr7/+2uzt5aTP\nnz/v1fZ8iX379omtgtfZu3ev179zs9lMY8eONSqVynQAT5B7ntlZAPoB2AcgDNZexj0ADgBYBEBt\nO+5jABsANHVHu1w8Jz5gh6UqlWrWww8/rDt58iRxHmT16tV0/fp1e3n58uWUnZ3tcr2u2OLTp09T\nQkKCvbxjxw46duyYyzo5gsVioffee4/Cw8MpIiKCLl++XGL/xo0bqWPHjtSpUyf69ddfvaJTeSQn\nJ9MjjzyiU6lUKwDIyD3PLbfFxf8fYivgtQsFlgHIBdC32LbixloN4AsActvnEwDauNquVCp9V61W\n63fu3EneRqfT0aZNm7zeLkc8TCYTZWZmitL2nDlzBLlcrgPwArn2rI6AdYgPxQz1CADtbdu+APCT\nK21wEUfEssMAQtRq9f5u3brpbt++TRwrK1eupIsXL9rLWq2WvN2x4wxms9n+OSoqioq/BLlT/6io\nKBo5ciQREcXFxdHgwYNL7G/WrBnl5OSQyWSi0NBQunv3rtvadhatVkudOnUqUKvVCQDqkmvPDbfF\n9/9PxFbAqxcLPAzrEILCVr6/h0Nd7NipAN50oa1ApVK5oE6dOoakpCTyFunp6XTlyhWvtectrly5\nUsIwxsbG0o4dO+zlI0eOUPEXkyNHjtD3339vLxcUFNCUKVPsZb1eX6JsNBrpyJEjnlJfFCwWC02f\nPt2rP4JHjx6lmjVr6uRy+UTY5kxUVmw9GPttRjoHQByAh4vtfwLAbmfq5iK+eNMO2+p4TKlUpv3j\nH/8wmkwmqs5s3ry5RK+tP7J8+fISPcKu2L/x48fT2rVr7eWGDRuW2P/oo4/S1atXKTc3l1q0aEG5\nublOt+VOLBYLTZgwwaRSqbIAtCPnnx1ui+//n4itgMcvEHgLwATb52AAVwAE2crFjfXjAE7ZjHYg\ngCMAHneyzVoajeZo7969dd5+8zxy5IjPPLiV4c6dO3Tu3Dl7OT4+nrZs2WIv37x5k27cuFGpOisz\nJGg0GunQoUP28t27d2n69On2ckFBAaWnp1eqfWcobzjw5s2bFBERYZcaNWrQ/Pnzy61Pq9V6WuUH\nSEtLo7C/L5U/AAAgAElEQVSwsHy1Wr2lyDFyVor1bhwF0Mm27SMAP7hSLxfvihh22FZff6VSqZ0/\nf76FqiEHDx6k3bt3i62GqKFys2bNcjrE5J133inROdOkSROyWO7dSr/99hvVrFmTGjduTOPGjXNZ\nV3ezevVqQS6X6yUSyRBy/Rnmtpiqh9OsALDW9sYUC2BQsX1fA3i3WHk8gGOwxtKNdrK91gqFIvPj\njz82Fh9C8iTx8fFeacedpKSk0O+//24vX7t2jc6ePevWNtxpqHNzc2nDhg328o0bN2jXrl1uq7+I\nioYDi4iNjaU+ffpUqhdlx44d9Pfff7tFz4rQ6/X0yiuv6DUazTkAjcj553cfrBkXnrQ9l/sARBbv\njeTi+yKCHWYymezz4OBgffGXYX/nwoULtGrVKrHVeABfmV9iNptp0qRJDtvN8ePH07p16+zlRo0a\n2T+npqZS69atKS8vjywWC73++uu0fv16t+vsKidOnKDatWvrlErl9wAk5PwzzG0xVQOn2av/TOBF\nhUKRP3fuXK+Nh5tMJtq2bZu3mnOamzdv0ty5c+1lo9FI3nqp8AQmk4lSU1Pt5TNnzrjle6hoOJDI\nOtzYsWPHErGIjmCxWLw6CiEIAk2ZMqVQoVBkAwgnH3hGufi/AJBrNJo1LVq00KWkpJA/U1BQQJGR\nkWKrUWVJS0uj5cuXl7k/KiqKRowYQUTW0LOBAwfa9yUlJdGTTz5JRSE/Y8eOpYULF3pWYSe5efMm\ntW/fPl+tVu+obk6uu0V0BfxBALCgoKCva9asqfPGrF6LxUIZGRkeb8cVjEYjTZ48WWw1vEpeXp79\n8+HDh+nEiROVrqOi4UAioj/++MNuyJ1Fq9VSVFSUS3U4yrp160ihUBRIpdKR5APPKxf/FQD11Wr1\n6UGDBunz8/PJHzEajXabUFhYSNeuXRNZo6qNXq+3f05PTy9RFgSB3n//ferWrRt169aNkpKSKDIy\nkhYsWEBERDNmzKCOHTtSjx49aMSIEVRYWOh1/R3FYDBQv379jCqVKhlAc/KB57UqiugKVHUBEKhW\nqzc0bty4oLIxt85y9OhR8sWUSQsWLCgRQyv2LGwxhwTNZjPl5OTYy8ePH6c7d+5UeF55w4FFvPba\naxQbG+uyjsnJyS7X4Sjnzp2jhg0b6lQq1Qw4OUGQC5fyBEBruVx+56OPPjKJbXs8yZw5c3wiS0Nl\n8JXwjIq4dOkS+XM4jyAINHPmTLNCocgF0IV84LmtalIdFjfxGIyxII1GE92lS5fnkpKS5A0aNPBY\nW4IgFP0woGvXrmjXrp3H2nKU9PR03Lp1y15+7bXXoNFo7GV/XzylPKRSKWrUqGEv16lTBwUF9xYx\nMxgMpZ7XvXt3bN++HQAQFxeHtm3bPnBMfHw8wsPDXdbxkUcesX8+deqU/f7yBI8//jgSExOVTZo0\neVepVC5kjHHbw3EbjLH2SqXy8KJFix6aPXt2oD/Znri4OBw9etReHjNmDEJCQkTUyH8JDQ1Fjx49\n7OWFCxfixo0bImrkXhhjGDdunHT9+vXBcrl8L2Osp9g6VTX8fhltT8EYU6jV6p29evXqtGnTJoVM\nJvNoe/PmzcPQoUNRp04dj7ZTGfbv3482bdqgVq1aYqtS5Zg7dy7eeOONEo41YB35+eCDD5CYmAgA\nWLp0KRISEpCfn4/Ro0fj1q1b6N+/P/766y+36rNnzx506tQJwcHBbq33fu7evYvw8PCCtLS0Dfn5\n+SOJyOLRBjl+D2Oss0Kh2L1y5Ur1q6++6hfeMhHZOx1ycnJQo0aNat0JIRZF/hFjDEQEvV4PlUol\nslbuYd26dRg5cqROr9cPJqI9FZ/BAbjT7BSMMZVard7Vpk2bpw4cOBAUGBgotkpe4dixY7hz5w4G\nDhwotip+RV5eHhYvXoxx48aJrQoAoLCwEJ68p/Pz89G3b1/92bNnt+Xl5Q0nIrPHGuP4NYyx7nK5\nPGbBggWqt956S2x13EJWVhbWr1+PMWPGiK0KpxgFBQVYvHgxPvzwQ7FVcRsHDx7EwIED9TqdbggR\n7RBbn6oAd5orCWMsWKPR7H3xxRdbLV++XC6VSj3SjsViwezZszFu3DjRehjMZjNiY2PRq1cvUdp3\nlf379yMiIkJsNRzCbDYjICAAgNWpVCqVkEjEiWDYtWsXNBoNunbt6rE29Ho9evfuXXDu3Ll9+fn5\nLxFRocca4/gljLHeKpVq68aNG1X9+vUTWx2XyM3NhVwuR1BQkNiqeISqZIsdJTExEQ0aNEDt2rXF\nVsUljh49ij59+hgLCgqGEdEfYuvj6/C4wkrAGAtRq9WxQ4cObbVixQqPOcyANSZ21KhRog7Jmc1m\nyOVy0dqvThQ5zACQkpKCP//8UzRd+vbt61GHGQCUSiUOHDig6Ny5c0RwcPA2xphn45s4fgVjrJ9C\nodi2bdu2Ku8wA8DWrVtLzHng+D7169fHzZs3xVbDZcLDw7Fr164gjUazWiKRDBVbH1+H9zQ7CGNM\no1arD/Xt2/fxqKgomaec2eTkZLRo0cIjdTvCokWL8Nxzz6Fhw4ai6cApyR9//IFnn31WlFi6c+fO\nITMzE7179/ZI/SaTCYMHDy44fPjw/vz8/Bd5qAanIhhjvZVKZXRUVJRywIABYqvjFGazGUlJSWjV\nqpXYqnDcABFh5cqVePPNN0UbIXSVxMRE9OzZs0Cr1Q4nos1i6+OrVM1v18swxpQajWbPq6++GrZh\nwwZZdHQ0EhIS3N7O7du3kZSU5PZ6K6L4i9PIkSO5w+xjPPXUU6K1/cQTT3jsh33Hjh04deoUNm/e\nrAgLC+utVqujGGOeG77hVHkYYz1UKtXW7du3KwcMGIBJkyZ5NOuLp0hNTUVhIY9I8hcYY+jZs2eV\nnaw5adIktG7dGnv37lUoFIrVjDE+cakMeE9zBTDG5Gq1eu+AAQPar1mzxh6SUXx2c1Xm7NmzOHv2\nLF577TWxVXE7/hhHl5GRgZ07d2LkyJFeb9tsNqOwsBAKhcL1yohAuJeWsKCgAM8++6w+MTFxS35+\n/htEJLjeCMefYIx1lsvl+/744w9lUUhGVbLDycnJqFOnjscz1Pgi/miLy+PQoUOoW7cuwsLCxFbF\nIQRBsPeQHz16FP369dPbRv54Vo374D3N5cAYk2k0mm3dunVrv3r16hIxzEWGuqx8u46SkpKCyMhI\nl+qoLEaj0d4706pVK790mP2V+vXrY/jw4aK0nZubi9WrV7tWyY0bMPTsCfznPyWcHYVCgT///FPZ\nsmXLQSqVahGrKp4QxyswxtopFIrdCxcuVBaPYS5+m7hqiz1NUlISPJ2alOMbdO3atcSaBb5IcT+g\neEhJeHg4tm3bplSpVH/wPM6lIPbqKr4qAAI0Gs22AQMG6IvWli+NRYsWUWZiItF9Sx07itFoJLPZ\n7NS5zjJz5kzy1yVmqxtLly6llJQUsdVwjD//pL9r1aI/Bg0iqlWLqKDggUNyc3OpcePGBqVSOQ98\n5UAuZF3pT6lU3l2/fn2Zy/wVFBTQjBkzytotGmlpaWKrwBEZg8FAO3bsEFuNB5g7d265K0tGR0dT\nUFCQHkBX8gE74CsiugK+KiqVanGHDh30BoOBKiQ0lKhjR6JiyyZXRE4ljnUHRqPRq+2JQUFBAaWn\npxORdRnr8+fP2/dZLBafWXrWYrHQe++9R+Hh4RQREUGXL18usf/48ePUs2dP6tGjBw0bNqzc704Q\nBLI4+cLmCjk5ORQTE+PYwWYz0ddfEzVoQLR3r3Xbs88SrV5dZt1hYWH5QUFBE8gHbAEX8QRAfblc\nfmfFihVVbl3s7OxsWrdundhqcHyA+Ph4sVVwiujoaFIqlbkAHiEfsAe+IDw8oxRkMtn/1axZ8x97\n9uxROJQ3MyQEaNYM1558EoiPr/Dw8+fPIy4uzg2aOsbFixexZcsWr7XnLgRBQFZWlr187do1LF68\n2F5OSUnB0qVL7eWcnBz7SnoWiwUbNmyw7zOZTFi1apW9rNfrMXXqVHtZp9O5HnrgIJs3b4bJZEJs\nbCx++OEHfPLJJ/Z9RIR3330Xy5Ytw6FDh9CnTx9cvXq1zLoYY/ahtWvXrmH58uUe1x8AatSo4diE\n0awsYMAAXIuJARISgKIsHO+8AyxaVGbdu3btUimVyol8Qkr1hTEm12g0MWPGjNG89dZbDofraLVa\n3L1715OqlYvFYl3k8qGHHsLQoTyDF2CNaa7OdOjQwf65PHvuafR6PW7fvu3w8c8//zx++OEHlUql\n2sMY8+14E28httfuawKgl0aj0V+6dIkcpmZNosxMWjZmDBXWrk00Zw6RIH7HiOADOlSG3NxcWrJk\nib2ckZFBUVFRTte3b98+h4+1WCx0/fp1ezk7O5tmzZplLxsMBsrNzXVal+KMHz+e1q5day83bNjQ\n/vnChQvUp08fGjNmDD399NP0448/Vqru8kKJvM7Bg0QNG1LOJ5/QhmLXS0REBgNR7dpEV66Uefqh\nQ4coKChIB6Al+YBt4OJVO8w0Gs3qQYMG6Ss7kpKTk+OS3XCF3bt30+HDh0Vp25epjC32d3bs2EEZ\nGRmitB0dHV3ptgVBoOeff96gVqt3A5CQD9gHMUV0BXxJADSTy+XaP//8kxzmzh0ijeaek3zpElG7\ndkRDhxIVc7KMRiPtLRqa9gJLliyhq1eveq09ZzAajfTdd9/Zy4WFhT4TQnE/t2/fpsjISHv51q1b\nTscSv/POOyVi3Jo0aWIPsTh8+DApFAq6cOECFRYWUv/+/Z2+bxYsWEAOhRe5yK1bt2ju3Ln3Nlgs\nRD/8QPTww0Tbt5d94tixRBMnllv34sWLLSqVKg3AQ+QDNoKLd0Qmk33WrFkzHZ97wfFnqkrHltFo\npI4dO+Yrlcqp5AP2QUzh4Rk2GGNqlUq1+4svvlD27dvX8ROTk4HQUKBoFndoKMyHDiG2sBDo0AE4\ndQqANQdzs2bN3K94GYwcOdKr7TnKlClTYDQaAQAymQxffvmlfV9AQABCQkLEUq1catWqhddff91e\nZozh+vXr9nJGRga0Wq1DdQUHByMvL89eLp7up1atWggNDUVYWBgCAgIwYMAAxDsQ8lMagwcP9sps\n/dq1a+O9996zFrKzgcGDgc2bcWjOHOC558o+8V//ApYuBWzD2aUxatQoyciRI2ur1eqtjLGAMg/k\n+A2Msf5yufx/+/btU7q6oM+ZM2c8HqqxYsWKEmFkHI6jHDhwAPv27fNoG3q93uV1JWQyGbZt26ZS\nq9UfSiSSYW5SrUrCnWYAjDGJRqNZ98orrzScOHFi5RZXuHwZuG8FvwC1GvoxY4BJk4C+fYH589Gg\nfn00b97cnWqXQBAETJs2DUS+lXd7xYoVSEtLs5cnTJgAh+LE3YAn4+hq1aqFHj162MtGoxF///23\nvVzewgXdu3fH9u3bAQBxcXFo27atfd8jjzyC/Px8JCcnA7Dm+2zdurVTOtatW9eekuvMmTMwmUxO\n1eMIUqkUOH4cpvbtYQ4NhbBvHwpr1iz/pDZtgIYNgZiYcg+bOXNmUGhoaAelUvmzG1Xm+CCMsccU\nCsWG6OhohTte+hs3bozLly+7rlg5vPzyy6hbt65H26jqVPeY5rKIiIjw2GqrRVy5csUtC5bVrVsX\nMTExSplMtowxJt6KW2Ijdle3L4hcLp/cpk2bfKeGsr/9lui//y11l16vp0XffUfUpg3R8OFEeXmV\nr78S5Hm4fkdIS0srkQ2ioJS0Yt5CzDi6P/74g06dOlXqPkEQ6P3336du3bpRt27dKCkpiSIjI2nB\nggVERLR3717q3LkzderUicaNG+cWfS5dukR///23W+p6AEEgmj2bqE4duvrbb7RmzRrHz12wgOjl\nlys8LDs7mxo1aqSTSqUjyQdsBhf3C4AQpVKZNn/+fO+ng6kkV65cqTJD674Aj2mumCtXrlBcXJzY\nalTI+vXrBZVKdQvAw+QDdsPbIroCYotEInn1oYceKrh58yY5xT//SbRoUam7zGYzXbhwgXZs3kz0\nzjtEYWFEiYnOtVMKgiDQX3/95bb63MGpU6coKytLbDV8junTp/tMvLZbU9Tl5lrj99u3J7p8mdat\nW1e5OGqtlqhGDSIHnr9z586RWq3WAQgnH7AdXNwnAKRqtXr/G2+84bEg/K1bt1J2drZb6lqxYoUo\nqR45/osgCHTu3Dm31KXT6WjDhg1uqas0vvzyS5NGozkFIIh8wH54U6p1eAZj7Em5XL5i9+7d8ocf\nfti5SkoJzyhCKpUiLCwMLZ54Ali4EPjyS+CZZ4AlSwByPYwiKyvLHh8sFpcuXcLvv/9uLz/55JOo\nU6eOiBr5JuPGjbMvn2symZCZmSmaLmfPnkVUVJTrFZ0+bY3br1ULiI0FWrRA+/bt7eE3169fhyBU\nsBq2RgO8/DKwYkWFzT3++ONYs2aNUi6X72SMNXL9Aji+gkqlmt62bduOS5cu9VjsVo8ePWA2m91S\n11tvvVViFTUOx1UYY3j88ccBWDszLeXM9agIs9lcInzQ3UyaNCnwqaeeClOr1cuq3eqtYnvtYgmA\nOkqlMmv16tWujbHVq0dULFUZEdH3339f9tDd2bNETzxB9PbbRFVwZrggCHTkyJEq0cviq0OC+fn5\ntGrVKrHVcB5BIFq40JoyrpzrOH36NB07dqzi+o4cIXrsMYfTNE6ePLlQo9GcB6AgH7AlXFwTiUTy\ndt26dXW3b99+4Lv2FSwWC/300088JMNJfMUWu3NhKU+SnZ1Ns2fPFqVtR8nLy6MWLVroZDLZOPIB\nO+ItEV0BUS4akKnV6viRI0e6ltQ2L49IoXhgCe2yhqcTEhJo9+7dVmf5n/+0Os9nz1aqyVOnTtHG\njRud1dhlBEGgXbt2cafZjezdu1e0MJubN2/SkSNHHD8hP5/orbeIWrUisg0lRkZG0rVr15xXQhCI\nHn/cmtfZocMFGjp0qF6j0WwCX2q7SguAzkqlUn/y5MlSvmnPMWfOHKpsOjtfmDNSFRAEgcxms718\n9+5d2rp1q71sNptFe/mIioqikSNHEhFRXFwcDR482L5PEARq164dJScnE5E1ZeeFCxdE0dMZTCYT\nTZ8+3attXr16lUJCQvQAniUfsCfeENEVEEM0Gs2i/v3761x2/E6dsjq+laCEoV6yxNpbt3y5w+eL\nYWz27t1Lx48f93q71QWLxeL1ZdWLEASBHHZYzp0rdZTEEeejwkmI06ZZXyQdRK/XU/PmzfVyuZwv\ntV1FBUBdpVJ5548//ijtK/Yo+fn5DtlSnU7nBW2qFhcvXizxon306FHaXiwfe2xsLMXExNjLiYmJ\nJX4/jhw5QsXXQjhw4IC1M6lY/c7mwK8ITy4s5Sm0Wi2dOXPGoWPFyGu+f/9+ksvl+QCakQ/YFU+L\n6Ap4/YKBfrVq1dK5ZVJWVBTRiy8SEdHSpUspNTXV4VPtBjsx0TpB8F//ItLrSz3WaDRSUlKSy+o6\ni1arFa3t6sh3330n2rBgmY7EqlXWF7zFi+1hFJV5gduyZUv5DkhmJlFICFElnsuLFy+SUqnUA2hN\nPmBbuFTKDjONRrNj/Pjx4tzoxSjrPrZYLDR16lQva+MbFH9WT506VWKFxezsbLdNqCyNa9eu2Xt7\niawr6MXGxrqlbm8tLOVOLBZLiZeQ+/GFkKEvvvjCrNFojqEarBgougJevVggRKFQ3HHbEqtTpxKN\nH09E1tXsKkNUVNS9lGR5edaUdG3aEJUyHHTixAm6Us5yw+5Gp9P5zFu2K1SV8Iz7EcsI5uTk0IwZ\nM0puLCggeu89okcftY6s2Pjzzz/p0KFD7lVgyBCiX3+t1CkLFiwQbPHNgeQDNoaLw7Z4WN26dQvE\nTElJZH3Wvv76a59wPMSkeCfSxYsX3b4Muau2uPj3s2HDBjp9+rRT9YwfP57WrVtnLzdq1Mj++fz5\n89SmTRt7eebMmVXid/B///tfiXAYMTCbzdS2bdv8gICAD8gH7IsnRXQFvClqtXrlyJEj3WelR48m\nKr58cCUpYagFgWj+/AonV3mLqhCzXBFV1WkuzokTJ0rEA3qaEvfk5cvWVHL3LQn/wHGVQK/Xlz30\nunMnUYcOlapPEATq3r17flBQ0DfkAzaGS8ViC8vIdWiSqBe4/16Oj4/3C/tXHsWdrMzMTFq5cqVH\n2/OkLV60aJHDo7xRUVE0YsQIIrKGlQwcONC+z2g0UvPmze2TA1955ZUSYSe+QHp6+gMvNL7ywnfu\n3DkKCgrSA2hOPmBnPCWiK+C1CwX616lTR5d734+/K2R0704L3bD4RIk4pJMniUJD6crrr9MOL8b6\nRUdHU3x8vNfa4/g2BatX0+1atYh++aVEVgtXY+ZMJlOJnp4SmM1EjRtbn4FKkJKSQgqFooCHafi+\n2MIytn/yySeih2XcjyAIpNPpaMuWLWKr4lEsFgt99913PuNsuZtvv/22zPA2MRaWcjc3b94kvV7v\nky92n332mVmj0Rz35zAN0RXwykUCIXK5PGfnzp2lfM3OIzRuTCY3zK5dsGAB3blz596G3Fy6NXgw\nmZ58kujSJZfrdwRffACrOhWlN5oxYwa1atWKIiIiKCIiosK4dUEQ6JtvvvHsd2U0Eo0bR3mNG9Oq\nSZNK7Lpw4YLnM7d8/TXRhx9W+jQeplE1BMCwOnXqiB6WURo6nc7n03w5yy+//EKZmZliq+EVir8M\nZGdn065du0TUxjM84DP4CNUhTEN0BbwharV65YgRI9xrpQ0GIpmMqJKxzA4jCNbQj9q1icrqmXOp\neoFmzZoleiyUOzh48GAJR3Lp0qWk0+lovC3enMg69FZ8Aog3KC+9ERHRm2++WelUcx7tHUpNJera\nleiFF4i8YJAzMjIe3JiSQlSzZpmTYstCEATq1atXflBQ0NfkAzaHy4NSFJbhi0sF79mzR7QMNp7g\nzp07JSbTiY1YoXIWi6XizD1VlGPHjpG7OwLdwfnz50mhUOT7a5iG3y9pxBjrr1QqX/n555/l7qpz\n/vz50J87BzRpAgQEuKtaXL9+HVOnTrUWGAM++ADYuRP473+Bjz4C3Lj6H2MMI0aMgFQqdVudnmLb\ntm0wGAz28uTJk0ushGixWIp+lAEAzzzzDIKCgtCrVy/7NolEguKrPup0Ovz444/2slarxbx589yq\n95EjRzBgwAAAQJcuXRAfH19if0JCAr7//nv07NkTP/zwg0N1Fl98acOGDUhLS3OPsjt2AJ07A6+8\nAvzxB1Czpn3Xnj17kJqa6p52ipGQkIDr16+X3Ni0KdCxI7BpU6XqYoxh5cqVKsbYBMZYazeqyXED\njDEWHBy87P/+7//kXbp0EVudB6hVqxZq1KhhL9++fRs5OTkiauQaV69ehVzutp+8KotEIkGrVq3s\n5djYWMTExIiokfPo9Xqkp6fby507d0afPn1E1Kh0WrZsiXHjxsk1Gs16xpj/+Zhie+2eFFjDMrKL\n54R0Bzk5OURbtxINGODWegVBoBUrVjzY+5uTQ/Tyy0QdOxK50HtgNpvp8OHDLmrpeX7++WcqvjrY\nmTNnKp2dxBn0xXo3MzMzac6cOS7VV156IyKiSZMm0Z07d8hkMtHzzz9P0dHRlarfaDS6vuBCYSHR\nF18QNWxY6uIieXl5tGbNGrelfHKIdeuIevd26lQepuGbAmBY/fr1db4YllEa2dnZJEb+aGe5ffu2\ny/aqOnL+/PkqE9sdExNT+ugc+c5kwCKKwjQCAwM/JB+wP+4U0RXwpKhUqpWvvfaaZ6z0zJlEY8a4\npSqHQiQEgWjWLKI6dYicjCvNyMhwOEm6N1m6dKlPDSWWxuXLl2l5JRahISo/vRERUfFJqfPmzaNv\nv/3Waf1SU1Op0rnH09OJIiKInn3WmidZJARBIJOp2OKcBoP1Pr8vBtzRunr16pUvl8u/Jh+wQVys\nYRkKhSK3UitPeoFLly451ongo7HAgiDYnSWLxcLnpThBTEwM+fLy7Y4yf/58unHjhthqlMAWpqGD\nn4Vp+F/XuQ3GWH+VSvXKwoUL3TJGZTabsXnz5nsbkpOB0FC31Fva0LzJZMLBgwfvbWAMGDsWiI4G\nPv7YKiaTQ21YLBYAQL169dC6tfgj1zt37sTx48ft5REjRuCRRx5xezv79+93W10tWrTA22+/bS+f\nOHEC0dHR5Z7TvXt3bN++HQAQFxeHtm3b2vfl5uaiTZs20Ol0ICLs3bsXHTt2dFo/pVKJv/76y/ET\n9u0DOnQAIiKsIUB165bYvWfPniKHpwS7du1y+7B1bm4u5s+ff29DUBDw5pvAkiWVrqsoTAMAD9Pw\nAYrCMj744AN5t27dxFanBDKZDJ07dy7/oL/+QkL9+siZPds7SlWC3377DVlZWQCsYQgSie/+nLvT\nFruTfv36oVatWgCAjIwMnwvd0Ov1OHr0aIXHjR49Gg0aNPCCRo7TsmVLfPHFF0Fqtdq/wjTE9to9\nIbAtYuLOWbN5eXkle0MHDLCGaHiQAwcOlL7jzh2iQYOIunSxTpwqh/uXLBWDrKysEgtheCPUgsi7\nk082bdr0wKS+itIbRUZGUqdOnahHjx70zTffeEdRi4Xo22+J6tUjKuO+EAShzHsvOzubrl+/7kkN\nrfz9N1H9+k5PtJ09e7agVqt5mIb4tnhY48aN86tKWEYJjEaip56i7I8/plONGlmzuoi0UmcR3rKd\n7qaq5Mz35iJijnDhwoUyQzLKwpdCNcxmM7Vu3dqvwjREV8ATolKpVvbt29ez1i00lOj8eadPNxqN\nrt3cgkA0bRpR3bpEPp5XNC0tjW7evCm2Gh6n+PeZlJQkmvHKyMigX0tbWe/WLaL+/Yl69CBKS/O+\nYpUlPNzpe5uHaYgvAOrK5XKtLyxFXITFYqFVji4eNWEC0fPPW21tTo61oyI8XLRnJyUlpdIhYhzn\n2bBhA2m1WrHVqBQWi4Um3ZcqVGz8LUxDdAXcfkFAhxo1aujdtYhJbm7ug6sNFRZa080ZDE7XO3v2\nbEQ6XIoAACAASURBVIdjUG/cuFH2ykRHjlgXhPjsMyJbXOj169fvLdEtAgUFBTR58mTR2vcFNm/e\n7PJCIK7wgMNedJ/85z9l9t5GRkaSTqdzuI3Vq1e7/cVg+vTp92L8Fy8mevFFp+tKTU0luVxeAKAh\n+YBtqm6iVquXfPjhhz61iInJZHKsN/HAAetoTPGXfYuFooYPp+yHHybyUs+pIAg8VlkkMjMzXZ9o\n7QQ6nY5Wr17t9Pm+1NNcxDfffFOo0Wi2kQ/YJVdFdAXcLSEhIUfmzp3rtrtm7969lJWVVXJjcjJR\nkybuasIhylx6mMjag/jcc0TduhFdu0anT58mbw+HZmRk+FyydV8ZEszIyKBFixaJ0rZep6PUiRMd\nGpEo9x4rhQsXLrj9B71Ez05eHlGNGtYJi04ybNgwk1qtXk4+YJuqkwB4VKVSFVTJSVZ37xI1bVpq\n+F1OTg7d3biR6OGHiX76qcRqmZ5g6dKlPhcy4Ay+YoudJSkpyeGlul1Fp9P53UI0Op2ONBpNAYCO\n5AP2yRXxn+BsAIyxPlKp9KnRo0ezio92jN69e6NOnTolN16+7PQkwKJJeZWladOmZe+sXds6QXDQ\nIKBTJ7S9ccPrOTpPnjxZJXI+i0G9evXw1ltv2ctED06w8wh370L6j3/g+OrVwLFj1vujHMq9x0oh\nLCzM7ZOPNBrNvYJaDQwZAixf7nR98+bNCwQwlDH2mOvacRxFo9HM+uijjwKKJlmJzdmzZx3PNT5m\nDDBwIPDCCw/sqlGjBkJeftn6PK1dCwwdCuTluVnbe4wYMQLNmzf3WP0cx2jcuDEyMzO90pZSqUTd\n+yZmO8POnTsfWBtALJRKJX788cegkJAQ35tRW0n8xmlmjDGNRvPLzJkz5YGBgS7XV65zm5wMtGhR\n6TovX76MtWvXuqCVNQvDvn37Htj+5+7dONa7N7BuHTB6NPDFF4DZ7FJb5ZGdnY2tW7fay8899xxC\nQkI81p4zREREiK2CHZlMZv+8adMmnD592rMNJiQAHTpA1qwZhpw9CzRrVupha9euxZUrV1xq6tKl\nS7hw4YJLddzP/v37YTKZgHfeARYvBpx80ahZsyYmTJgQqNFoZrhVQU6ZMMY6SCSS3hMnTnTfyk8u\notfr0ahRo4oPXL0aiI8Hpk0r/7imTTFz6FAYQkKsiwKdP+8WPQVBwJQpU7z3Yu0lfMkWO4NCoUCn\nTp0AWDs9bt++7db6LRZLicW23EH//v3Rpk0bt9bpCv/617+YWq1uyxh7VmxdXELsrm53CYAhYWFh\nee4aLp42bVrZ8Z3jxxNNneqWdpyhtNCLErOqMzOJ+vYl6tWLyEO5G+/cuUPZ2dkeqbu64dYYNEEg\nmjev1OXXs7KyaOt9Q87uCOMpLCys9HLgFZGcnEzp6enW62nVimj/fqfr0ul0pFarDfCDocGqIO4O\nkfMaqanW/ODx8Q4dbn92Fi+2Pm9r17pFDaPIGTo45VNYWEhz5851e71VMsNMJYmMjCS1Wn0JgIR8\nwFY5I6Ir4JaLAAJUKtUNd67DXq4j8+KLRFFRbmvLWQRBKPtBcyC1WGWJiYmxOjJVhKoQR6fVamna\ntGnuqozo9deJ2rYlSkoq9ZCi+EhfnCxSJjNnEr35pktVzJkzRwgJCYklH7BX/iwA+jz88MP5JRar\nERGHF3Mym4mefppoyhSn2hHi44maNbN2qFQyLZwgCBQXF+dUu1WFqmCLxcAbdthsNtOyZcs83o4j\nWCwWCgsLywMwlHzAXjkjfhGeIZFIRjVr1qxGv3793FYnY+WERV++XKnwjGnTpsFgMLhBq5JMmTIF\nq1atKn2nRAJMnAhERgIjRgBffQU4GU9dRGhoKOrVq+dSHZySaDQafPLJJ65X9PffQKdOgEoFxMUB\nj5Uewtu8eXPs378fBw4ccL3NUkhISHBrfXl5eRCGDwe2bgXu3nW6nnfffdc/hgZ9GMYYU6vVc6dO\nnapyR4icqwiCgKSkJMcOnjbNGgL02WeVboeI8O22baATJ4Bz54BnnwVu3nT4/Ozs7Eq3yfEdpk+f\nbg0lc4IpU6agsLDQzRqVRCqV+kx4jEQiwS+//KJWq9WzGGPiGwlnENtrd1UAKJVKZfaxY8cceM+p\nmArTaFksRAqFdWa/g3hyuM2hN9WMDKLeva1SiUTpgiCQry1964tYLBZ67733KDw8nCIiIuhyGcs/\njx49mv773/+WW9f8+fMprbJ5YJctsw4PO9ibIAgCnTp1irZt21a5dhxg69atbs2oER8fT/v37yd6\n7TUiF4dE165dSxqN5iKq8NCgLwvcHCLnNRISrGEZlcweUxy7HTabib7+mqhhQyJHlujmVHlcCauo\nUiN+bqRLly55jLH3yQfsVmVFdAVcFZlMNmHgwIFuS4h7vqIFS65ft4Y8iEhpC4VUmJfabCb66iui\nBg2IHFxsQKfT0cGDB51RsVoRFRVFI0eOJCKiuLg4Gjx48APH/PbbbxQeHk4TJkyosD6HDalORzRq\nFFHLlkQODEPff49UqRi6P/8kat/epSosFgs1bdpUhyo8NOirAiBArVanuTNEzhUMjubQ1+msz4+j\nC55UgMViseb2jY62pnmcPbvUtHTnz5+nyMhIt7TJ8R1uODCHSKfTkVjhS77SCRYXF0dyuTwHgJJ8\nwH5VRqp0eAZj7CHG2MTp06er3FVny5Ytyz/AwdAMs9mMyMhIN2l1j7t372LXrl0PbF+7di20Wm3Z\nJ0qlwP/+ByxbBgwfDnz7bZnhGnq9Hvj/7J13eBTV18e/s5tsNr1QA6EqTRApAlIFVDoIFiwoCqIg\nCCrY2w+xgS8iIIr0XqWE3iFBElogSAtIgBBqGilkS7K7c94/hoQsySa7c+/uDODneeZJZnfm3LPt\nzJ17z/0eSDIx7du35+G2IkRFRXmknZiYGHTr1g0A0KpVq2IyP7GxsTh06BCGDh1a0MEolYLUoEOH\nDiE2Nrbkg/79F3jiCcBsBg4fBho1KtXmxYsXsXPnTrvH3ClLmJ2d7dRrdZqnngJu3gSOHpVtQqPR\nYNasWX739NSgStFoNINr1KgRyjNFTi4JCQnYtGmTcwd//DHQrJkUEzlgNBqllLmePYH9+yXll9de\nAwwGu+Pq1auHV155hUub9wKeisVKEx0dXfp1GMDKlSuRnZ3tIY/sISLccqNEorO0atUKzzzzjE6n\n032otC8uo3SvnWXz9fX9pX///lyGy5wu8zx7NtEbb5R5mNlspuTkZDan3MXVq0Tt20sKG3eJqMfF\nxdGOHTsUcsx5kpOT7SruzZw5ky5fvly4P2PGDBoyZEjhvtFopB9//LFw32KxcPt8hgwZQlu2bCnc\nr169emGKwrVr16hr165kNBpp3rx5ZaZnFEUUxZILxqxYIaVj/Pknl+IKc+fO5f5d3b17N1dFjfj4\neIobNoxo+HBmW23atMnVaDT35NSgGjcAfr6+vjf33WvpCBs3SkVMMjPd14bBIF0vGjUi+vdfp0Yi\n70f+Wwj4H3dz5swZ8vX1zQUQRiqIY85uijsg23Ggqq+vr7FoR4kFpyVkPvtMUqXwMNeuXXM6V/T0\n6dNlH2SxEH3+uZR7Fx3N6J37Wbx4MZ07d65wf9u2beRqtbGiaQ8mk8luevTmzZv0xx9/yPJt9OjR\ntLKIvFtERETh/1OnTqXmzZtTx44dqX79+lS9enVasGCBy20YDAbKSUsjeu89otq1pTxMJ3Dmu2C1\nWlWfW2e1WunywYNEYWFSR4SBQ4cOkV6vz8I9ODWoxo13ipxHSEkhCg9nkjIsi2vXrlFmZqZ0Y/vn\nn3QuLIx2fvut29r7D3WxatWqQilYg8HgcsVVd+JQTtfD9OnTx+zr6zuZVBDHnN0Ud0Du5u/vv+D9\n99/3vKDlCy8QlZKLZjaby86LlsHs2bPttZhLYfny5c53gjZvpgNhYXRo+HBpkaNKWLNmDcXHxxfu\ne2JxUdE8yOTkZKdLX69evZrefPNNIiLav38/9ejRo8Tj5s+f79JIc1Eyjh6lZbVrE/Xr5/TImNFo\npMjISFntqZbu3YkWLmQ2061bN4NOp/uSVBDL7uUNQKher7/ljpjnKrt376ZTp06VfaAoEvXqJQ2A\nuJHMzEy7GSg6cICoWjVpsMJqdWvb/6E8iYmJhetGdu/eTdddWITvbnbs2EFHnBx4cSeXL18mvV5v\nBFCVVBDPnNkUd0CW00BFnU5nTk1NdeHj4UTTpkSHDjl8+ujRow7VE9RKanw8ia1bSx2StDRFfIiO\njuaeFsJzSvDo0aMO1SZEUaRhw4ZRmzZtqE2bNnT27FlaunQpzZw50+64+fPnO7UQsBjr1kmr+ydN\n4pKO4QibzUY/ydSpdcTly5dp8eLF3Oylzp1L+e3aMds5deoU+fr6ZgPQkQpi2r26abXaT1u3bq2K\nahw3btxwbrBg+nSiZs2IPFBERBRF2rlz550HUlOJOncmevpp6f8HBHemZ/BUL/oPz/Pee+/l+fr6\n/kIqiGfObIo7IGfz9vb+8vXXXze68Lk4ZP78+c6PYooiUWAgkQcr4WVlZck+12QyOQxWoijaj1zn\n5xN9/LE0EuKBFbZZWVlUdKW9O9IDeAfqoiuejx8/Tjk5OVztl9Dgnc8kNrbw4Zs3b9KyZcscnrZ1\n61bZ76fTqgMuUDT3nJXjR47QvpAQh8VbXKFFixY5AF4mFcS0e3EDoAkICEjhJffpERISiMqVk/56\ngOzsbIqPj6f9+/dLqRpEUmrcZ58RVa9OdC+9dwy4s9PMW72IFwaDgaKjo0kURZo0aZLqU+CU4t9/\n/yW9Xp8DQE8qiGtlbfeceoYgCFqdTvfBBx984MvDXocOHaDROPk2pKUBXl5AaGixpwreUJ7Ex8cz\nFYvQ6/Xw8fEp8bn169fj9OnTdx7w9gZ+/hn4/XegX787Yv9uQhRFNCqi+FBqMRmZ8BZ0L1qwwc/P\nDykpKVzt23H1KtC5M3DihKQY0bp14VOhoaF48sknSzyNiBAUFCT7/XT0fWHB35+buA0ebdYMbYcM\nAebOZbY1YsSIwKCgoC84uPWg0jUiIsK3RYsWijpx5coVZDlT+CY/HxgwQFIOKksliRNBQUFo0qQJ\n6tevj+vXr0sPenkBP/0ETJkC9OoFzJjh1lirBtxZXIO3ehEvUlJSULduXQiCgEGDBrnlGsfKkSNH\nEB8fr6gPderUQa1atbwAvKCoI86idK/d1Q1A7zp16iiz6CQ2lqhFixKfWr58uVtymRUhKYmoZUui\n3r2JSlJvkIEoijRu3Diy3qe5fD/88AO/Udrt2yUt8B9+cCrP3B0jGOvXrydei2yJpFGXw4cP8zGW\nkCC9P4xapxaLhcLCwgwAHiUVxLZ7bQsKCtrrbN6/O1m3bp1zv73PP5dymT0w4rd06VLnfpdnzxI1\nbEj05ptERi6Tpw8c7lIvehCwWq1c47xcIiMjKSQk5ASpIK6Vtd1zI83BwcGfjh49mnnoKjc3FzZX\ny0onJgIPP1ziU/379y9b49lJiPjfDV+6dAnr16/H+fPnyz64Rg3g778lPepmzYCDB2W1abVaC0vE\nCoKAr7/+GlqtVpYtOXhSG/SLL74oHKXNz8+X9xnabMD//ieVPV+6FPjiC6kceimkpaXhjz/+wNKl\nS7nqbz799NMICAjgZs/X19e50UBnqF8fkSEhMK5dy2TGy8sLI0eO1AUEBNx7WqEKIwhCTYvF0lIN\nWsN9+vQpe4Zk715g3jxJN9nNI35EhKZNmzocWVyxYsWd30LdulJ8zcsD2rQBLlxwq2+8IKI7I+cA\ncnJyMHHixML97OxsTJo0CQCwb98+/N///V/hc/v27bOrNXD48GH8888/sn0JCgqyi32iKBbOHq9a\ntQrp6eno0aMHJkyYgKVLl2LhwoWy2yoLo9GIRYsWOXw+NTUVc+bMcVv7rqLVahEREaG0G+jZsye8\nvLxqC4LQVGlfykTpXrsrG4CHAgICTDwqmc2aNcv1fOFvviH66ivmtsvixx9/dEtuaWRkJF26dMm1\nk9askRah/fqryyM027dvp7Mcck/lopQ26IULF1yv9nXjBtFTTxF17OhSqXMiaaT5QdN/vfbrr5TV\ntSuznatXr5JOpzMBCCIVxLh7ZfP19Z04cuRIVSwALJOsLEmPecMGpT0hIklVo1ievygSTZkiVRF0\nQ3l7VkRRpA0bNhSOnptMJpo3b57T55cWi3Nzc+3kQ7du3epS5TpPqBc5S15eHpUlUKDGSqypqalk\nVHimY+zYsdaAgIDFpIL4VtqmuAOubH5+fpM//PBD5QL1gAFE8+fbPXTq1Cnu+ouqWzBw/jxR8+ZO\nyZ2ptqCLgpSpiRkdLellf/mltEhIJkajkft3Jysriw6VohYjBy7ygbm5RKGhRFeuMJvq2LGjQRCE\n90gFMe5e2AD4+Pr65ih5Q0xEtGDBAuduFgcMIHr3Xbf7c/78efrnn3/YjOzbJ8WC//1PcQnQuLg4\nqST4bY4cOeIR6c+7WbFiRalSgm5XL3oAOH/+PO3atUtRH65fv04+Pj4mACGkgjjnaFPcAacdBXx9\nfHwMisq5tWolBbUiHD582Gn9ZCWw2Wy0d+9eu8eio6Mp2tWCJmYz0YgRUmGNuLgSD7FarTR37lz1\ndfoVZtq0aZSdnV38CZuNaPx4okqViDZvdtnuX3/9RWfOnCncj4uLo+3bt7O4WgxRFIt9f1gwmUw0\nfvx4PsaGDqU8DsUi9uzZQ0FBQZcACKSCWKf2DcCARx99VPHqCE6NjC1dSlSvHnNBHGc4fvw45bko\nY/fzzz8XP+f6daIOHSQJUE5rSpxBFEU7haB9+/a5ZcaTld9++63keKoQNpuNfvjhB5fPW7BgQZmj\n0g8a/fr1M2g0mvdJBXHO0aa4A047CrzRoUMHZo2v7Oxsii0i3+US5cpJ0+huQBRFmjt3Lne7N27c\noBMnThR73NXgXkhBCedp0wrTNdQ43USkztKthTcUGRnSoqTWrYlkjs7L/gwVhttN1aFD9H1oKPOI\nnCiKVL169VsAniQVxDq1b8HBwcdXrVol9+32HJcuSallDm7y1YDD33B+PtHo0US1ahFxLEdfGmvX\nri3xWsEDnrE4Pz+/cMTbarXSTQ9KwDpCTiw2GAx2Nyn/QbR3714KDAy8ouYBjHtmIWBwcPCnH3/8\ncSCrnczMTHmJ71lZ0mKNihUBSIsNRFFkdacQURTx9NNPc7NXQKVKleyk3QrQ6XSF7bpE//5AbCww\nezbw0kuI//tvjy64u9eJjo7Gnj/+kBZY1q0LREcD1aq5ZKPgMyv4DEvCYDAw+VkSGRkZXOxwk156\n/HF8Wa0awPj9EwQBo0aN8g8MDPyUj2P3L4IgNPHy8nro2WefVcyHnJwcXL58ufSDbDZg4EBg9Gig\neXO3+hMbGyv73KK/YbtY7O0N/PILMH480KWLtIiRM+np6diwYUPhft++fUu8VqgNb2/vwoV+ZrMZ\na9asUcSPop9XabHYEX5+fnYypmpgy5Ytdgs8PU27du3g7+8fBqCTYk6UwT3RaRYE4XFvb+8a3bt3\nZ7ZVo0YNVHOxkwIAOH9eUpO4fcHfvn17MT1IFrRarTy/HHDo0CFYrdYyj1u+fDkSExNdM16nDrB/\nPxAWhqaDB6Nb5coyvXQvPLVBRVHEsGHD0KZNG3Tq1KmYCsnq1avRsmVLtGrVClOnTi3ZCBE6Hj+O\nTmPHAr/+Kl0UXQyasbGx2L17d5nHzZs3D0aj0SXbZbF48WJuttLT03Hy5Ek2I4IADBki3cAxMmTI\nEMFisXQWBCGc2dh9TEBAwIejRo3y8fLyUsyHEydOlK2tX6Az//HHbvWFiJCbm8tsRxRF/PDDD8Wf\n6N9furGeMAEYOlQauOGEVqtFu3btuNkrDXfpNPv7++Ott94q3I+NjcXFixfd0tbd/Pzzz8jj8Hlk\nZGRg586dHDxip23btm7R6ncWQRDw6aef6oOCgtz7w2VB6aFuZ7bAwMDlI0eOVFbgd/lyouefL9zl\nmbd7+vRpbrYKKFptjzcbNmy4M423ZImUrvHnnx7RP1WK0qpOWa1WqlOnDuXk5JDNZqN69epRxt25\niFlZRC+8IJVhv52Xn5ycbF9i9wHCarVSVFQUu6GMDMoIDKREDlPwgwcPNvn4+IwlFcQ8NW4AgnU6\nnfm6i+ouHufIESktw1WlIDWTnS1df1q0YHpdkyZN4lqhU20YDIZ7cjF6aQsdHzRycnLIz8/PBKAq\nqSDu3b2pfqRZEIRQi8Xy7Ndff80s8PvLL7/IP7lgpPmOX6zuAABu3rxZ9lSjDLp27SrLF2fo3Lnz\nnWm8V1+VNJ2nTQNeew3gMOrCC55pI6VVndJqtThz5gwCAwORlpYGm81mP1137Bjw+ONA+fJSasvt\n71G1atVQu3Ztp9p39rO5GyKCxWKRda470Wq1DqsaukRYGAK6d0ciB+3TUaNG6TUazShBEJQbRlUx\nGo3mjZ49e1orq3RmCQBgNEpV/yZPBqpXd1szRIS0tDS32LZarcjJybF/MCgI+OsvaeS5ZUtA5sjk\niBEjuFbodBZPpfD5+fkVztjabDbMmTOn4IaPC0ajEWazmZu9Ah555BHuNlngqfnvKoGBgRgwYAB0\nOt27ijlRCqrvNGs0moG9evUSK1SowGzrnXfekX/y7cImoihi//79zL4UEBYWhi5dunCxRUQ4d+6c\n7PNXr17tMBc2JyencLrfz8/P/sn69SWBfr1e6hyeOCHbB7WSk5ODoKCgwn2tVmuX06bRaLBmzRo0\nbdoUnTp1kt4jIil14JlngG+/BaZPl96jItSqVQuA9Nk5Sqe5cuUKdu3aJcvvjIwM7mL606ZN43oh\nYkU3dCi6xsQwlyJ+7LHHUKFCBT2Annw8u78ICAgY/cEHH3i+x3Ubs9lcdorQxx9L6wVefdWtvpw8\neRKnTp1yi22j0YhVq1YVf0IQgI8+ApYtA15/HfjxR6CMNSnJyclYunRp4b6c3Nt7Fa1Wiy5dunAt\nX7127driNzQcUbqkdQFz5sxxKr3TXQwfPlyv0WhGCoLguWpozqL0UHdZW3Bw8LENahClb9+eaPdu\nSk1NpSNHjijtTYmcPXuWu6ZuAcuWLSueclASCxZI6Rpz5rg9XWPPnj0UV2Raft26dYX7JpOJfvzx\nx8LnjEYj/fTTT4X7eXl5dPz4cafbGj16NK1cubJwPyIiosTjRFGkgQMH0rw//yR6/XWpRK4T5dUz\nMzNp6tSpTvujJKmpqdzSkzZt2kTHjh1jM2KzSSoDHMp0T506VQwODl5JKoh9atoA1AsKCjIqKSdp\nMpkoJSXF8QEbN0pFTMrQkr8vuHyZ6IkniPr0KfX1ms1mslqVzWxUC/v371elhF5RIiMj/5NsvU3t\n2rVzALQmFcS/opviDpTqHFBOp9PlsVaqMZvNdiLtsqhShWuOXEZGBs2YMYObPZ6Iosgm0n/qFFGD\nBkQDB0pFKDixa9cuO33pghxiOZhMJru875SUFNpUSiWu0qpOZWdnU4cOHQplh959+WVaWKUK8+tn\nLpRwD2CxWPjILn3/PS3s1In5gpOUlER6vf4WAC2pIAaqZdNoNB/37t1bvT2OlBSi8HAiHnnyKuLS\npUuOJdXy8iTt/IcfJioyAJCYmEgJTtyoP2icP3+eLly44PJ5BoOBzp075waP/qM0Pv/8c4ter/8/\nUkH8K7op7kCpzgGvde3alVmbOSoqiuLj4+UbyM0l0uu5VmgSRZGbvnFeXh73u9NVq1bRqVOnSHYx\nmdxcaaT1kUekTrQM4uPjae3atfLaJ9e0Qa1Wq11lx+TkZLp48WLhfllVp2bOnEmtWrWidnXr0gi9\nnsTZs2WPtN+8eZOSkpJo/fr1ss53xMSJE7lW9FLVheTKFboQFESWrCxmUzVq1LgFoB2pIAaqZQsL\nCzu2WUYBHl6UOnAiipLmuZtLJBMRbd682aUZKlZu3rxZ9mLhhQul2b3Fi4mI6OjRo6rT/1WbZr4r\nBcn27dtHnl78qkTlxbvJz893qZw5bw4ePEhBQUGXSQXxr+imuAOlbSEhIZvnzJkj8y3nyPHjRA0a\n0G+//aa0JyXyxx9/UHp6One7cXFxbFN7okg0e7YU0BcuLPNwo9FIq1evlt/eXbAE6oyMDDrsynS/\nyUT0zjtEdeoQMaYbGAwGioyMZLJREjk5zPefdix04jN1Fi6l6Hv1KlbmXg7Dhg2z6vX6X0kFMVAN\nG4Dyer0+T8kiRj/99JPjgYHp04maNZNGXt2MWpUnbPHxJNauTfTeex55H1xFbZ3mgwcP0pYtW5R2\nwyHjx493ruKlm1GytLbNZiN/f38zgIdJBXGwYFPcAYeOAT7e3t7mG26qwOcSa9YQ9erFrWPqrqpL\n7iA3N5ddFu2ff4jq1iV66y2iUgKB2Wy2G91VE6tXr3ace5uYSNSkCdGLL0rSUAxs2LBBFaMMnoZL\n+fW1a4natWO2c/jwYVWOcCi1ARjYvn17dfYWExKkSq0PQDrC3r17HaZq/P7775SWmEjUuzdRmzZE\nV6962Lv7C4PBoKgc6H95zRIDBw40ajSa0aSCOFiwqVk948latWrlV6pUickIlwIk588DDz+McuXK\nMZuyWCxMChfu5saNG9i+fXvhvr+/P4KDg9mMNm4MxMVJclCtWgFnzxY+NW3aNKSmpgIAfHx8ULNm\nTba23MRzzz2Hxx57rHC/sGrSmjVA69bAW28BK1ZI0lAMVK5c2a5ww7Fjx7hX94uOji7oDKmGQYMG\nsa9y79kTZ86cwaopU5jMNGvWDBqNppwgCHXZHLo/CAkJGTBgwADFVDMckp8vyct9952k4ONGLly4\ngJSUFLe2URaNGjVyWJVz+PDhKP/QQ0BkJNCjh6RiFB3tYQ/vTRISEnDt2jW7x27evImGDRsq5BHH\nqqn3OC+88IJvcHDwAKX9KIpqO83+/v4vvvnmm8yBmkdJSMvZszBx0vz09vZGv379uNhasGABimNi\nXQAAIABJREFUbDYbF1sFEBHatm1r99jjjz/ObjgwEFiyBBgxAtS2rSSbBOC9995DxdulyXnjLm1Q\nURSxMTIS9MEHwJgxwKZNwHvvFVaLZOHu9zo8PNz1io1lEBQUhKysLC62bDYb5s+fz8UWM97eqDd4\nMPpducJkRqPRoEePHoIgCH04eXbPIgiCj9Fo7PDcc88p0n5+fr7jypFjxwJVqgDDhrndj6SkJISE\nhLi9ndIIDQ3Fww8/XLifnJyMzMxM+4M0GuDLL4H584GXXpKqjqrgBtlTOs1yqFmzJq5evWr3WERE\nBNSgR75161bFBziWLl3qVpm90njqqaeQm5vbSBCEUEUcKAFVdpoF6TarX58+fZj96927N7M/MUeP\n4pRWfXKBHTt2hJazX+Hh4Q7F7xMTE7F161b5xgUB5zp3xpIPPgC++Ua62LlBKN7daK5cwdsLF0I4\nfx44cgQ3qlVjCmyLFy922ImtVKmS3Qg3D5o2bYrQUD4xSKvVolOnTlxsXb58mbm0tvDWW/BatEga\nhWTgpZde0gcFBb3OZOT+oGODBg3yeejky+Hq1aslDwzs3QvMmwfMmcPlZrUsOnfurGh54btZtGgR\nYmNji2vmF9Cli6Sdv3y5VBBFwWIVasfX1xctWrSAyWTC3LlzlXbHjooVK3Ip1c1C9+7dFdP39vPz\nQ/PmzS0AuiviQEkonR9S0gbgsdDQUEU1Qe2oWZOIg1LAzJkzVZur9NdffznlW6k6qa5QUFa6SRMu\n763H2LSJqGJFop9/LlRTiYuLY9LHdvY9PXr0qOw2SiJPZQuGzGazne62XMT27Sl17lwmG0ajkfR6\nfR6AcqSCmKjU5u/vP3fs2LHqSrLPypL0mNWg368QmZmZzmkOm0xEb79NVL8+0enT7nfsHsZqtdKq\nVavUpQr0HzRr1iwKDQ3dSCqIh0QqzWn28vLq+8ILL2hZ83rWrl3L7kxeHnDtGlCjBrOp7t27c8lV\nSk5OtqtGxwoRoW7duk75JieVYsWKFThbJI8ZABAcDKxcKeUCt24tlYhVM1Yr8MUXwDvvAKtWSZXH\nbuceN2/eHC1atACAgps+l3D2Pb106ZIs+45YunRpsWlJueTn5zNXkPLx8UHz5s2ZfRHefhsrJk5k\nsuHr64snn3wyH2oa4fAwgiAIRPRs//791XWdGDFCytvt1cvtTe3Zs4drBVhWUlNTcezYMYSEhDg3\n8q3XAzNnSpUEO3SQYtd/lIhWq0WfPn3Y1/C4AZ7Xe7koVSGwV69eMBqNnQVBUEc5S6V77SVtISEh\nZ3fv3i3zvkTCZrNxKQ5xdM0aotq1me3wZM6cOYqPWO/cudNpDccyZesOH5Yqur33HhHHik3cZI6u\nXSN68kmip5+WiiiUQlJSEs2ePbtMk2vWrPGo3qu7OXTokKLyRHYYDEShoUTJyUxmZs6cSUFBQdtI\nBTFRiQ1A0/Dw8FtKxZr169cXnw1ZupSoXj3pM/YAZrNZ8VhblGPHjhWTvfvxxx+d0x2Oi5NmTceM\nIXJBp5gHapOcK0AURRo3bpyqPuOS+PbbbxX1MTs7m3799VfF2q9Vq1YugKdJDXFRaQeKOQRU9fX1\nNatFnH3tV18RdenCZMNqtapuKpyI/caitEB94sQJMrhyYcvMJOrbl+jxx4lkVG0qCTmB2maz0dCh\nQ6l169bUsWNHSly0SKo0NnYskdVKS5cupVatWlHbtm1p2LBhsgOZK+L6d5PFoYCHmvn999/Zjbz7\nLtG4cUwmUlJSSKfTmQD4kApio6c3Ly+vce+//75igatYbLp0iahCBanz9x+FuBRL0tOJunaVBgE8\nKOeq1k4zkeP3788//2SK0zxRQ6deSR8++eQTm5+f35+kgriormk3iV6NGjUib29vpf0AAPStUAEo\nsmJZDjExMTh8+DAnj/hx8eJFpvO9vLwAlDxtk5ycDL1e77yxkBBJvm3AAEmWjkNqTceOHV0+JzIy\nEvn5+Yjdtw/j69bFmCFDgIULgf/9D6b8fHz99deIiorCvn37kJ2djY0bNzq0lZ2djePHj9s9VvBe\nFbx3cjhw4ADzgrmibNu2reCGVRU8//zz7EaGDMGJP/8EGKY1K1asiHr16uUDeJLdoXsPX1/f13v2\n7KnYlGjjxo3v7NhswMCBwOjRAIcUHmdQkzTo3r17HT5XNJaUOYVerpyk9vPkk5IsXWwsLxdLRU4s\ndidF3ydHsfi5556zk/9UEjVI0Cnpw2uvvabRaDTPCyp4I9TxjShCSEjIK6NGjXKht1WcrKwsrFix\ngo9DiYnMneYOHToUk3GTw4oVK7hq9j700EP2FyaZLFmyBJcuXbJ7rEePHq4HHEEAPvgAWL8e+PBD\naWNUQXCVmJgYdGvTBujRA61On0ZcaCjw9NMAAL1ej/379xfeDFitVvj6+jq0FRgYWKhBDQCHDx/G\njh07mH3s2rUrGjVqxGyngAoVKsDMScXkyJEjzDZYtdkBAM2a4axOB+zezWTmlVdeCfD393+B3aF7\nC0EQqlit1nDVdHYmTpSk0z7+2CPN5ebmcr0xZcFisTh1U2u1WvHzzz+XbVCrBb79Fpg+HejbF5g2\nTRWydJ5k8uTJMBqNpR5ToUIF1XSaAcBgMCh+I5ecnKxIu40aNYKfn58vAOXEswtQeqi76AZA0Ov1\nuVcZqxmZTCaHlZNcYf369UQ9ehCtW8dsiwdcSg2TlILAVB7bAQsWLOCXOpCRIZVFbtWKSObrljMl\nOKR3b9pSvjzRp58SWSxUvXr1Eiv0TZ06lXr06CHLr/uZdZx+K1yqIk6bRvTSS0wm9u7dS0FBQRdI\nBfHRkxuA5zp27MhW3pKBqVOn3tk5ckRKy7h0SSl37l8SE4kee4xowAAiN5YIdyUWF0uRS0y0e55X\nipyzJCQk0MmTJ93ahjNYrVaKjIxU1Adn1uu4iw4dOpgAvE0Kx0b13EZJ1NDpdJoqVaowGdHr9cw6\ntBaLBdWrV2ceab57ep6FGhwUPABg48aNbhlF6d69O/J5jQyHhQHr1gHPPw+0bAmUkgbBBSLgl18Q\ntHMnbg0eDIwfD3h5QRRFu9EGURTx0UcfYdeuXVi9erVTptPS0pCUlMRllLkoJ06c4G6TlT59+NQD\nmTRpEvusyquvAlu3Ag6qqDlD8+bNYTAYIlSzcttD6HS6Vm3btg1Qqv1XX31V+sdolFK2Jk8GOBWY\nulewWq2yi3Pl5eUhOzu77AMfekhK0dBqgSeeAFSQklKYIhcbi/Hjx2PMmDGFz5lMJpdS5IpiNBqR\nm5vrsj916tQpuJFUFK1Wi2effVZRH9566y3F2u7Zs6c+ICCgnWIO3EZtnebmERERyn87IVXue6xR\nI+DSJaB2bdl2eE2n8Jo+B6SCL7wLZgDSdNa6dev4+arRSNOxa9YAw4cDn3wCWCylnpKdnY20tDRY\nrVbnb5yysoB+/YAVK9B20iRsvp1SceDAgWLpK0OHDkVeXh7Wrl3rVM52SkoKoqOjUbNmTTRo0MA5\nf5ykUaNGhVJ3rBARfvzxRy62eDBmzBiHRXacJjQUUS1aAIsXyzbh5+eHiIgIMwB++TD3AH5+fk89\n9thjil0fypUrJ/3z8cdAs2bSDZCHWL16tSokvg4cOCC7cqfZbMaGDRucO9jPT6ogOGIE0LatNFjB\nGVfSfGJiYtCtWzcAQKtWrRAXF1f4nKspckXZvHmzrBtxrVbLNR3uP+TRrl07eHt7t1baD8WnAYtu\nOp1uwtdff800L5uUlERLlixhMXGHixeJIiL42GLgzJkztGrVKqXdKJH9+/fT3r173d9QWhpRt25E\nbdoQXb5c+HBcXJxdSsDp06fp0KFDlJ+fT5s2bSp83GAw0Pjx4wv3zWazVFQkLk6SFBw5kigvj0RR\npGHDhlGbNm2oTZs2dPbsWVq6dCnNnDmTjh49ShqNhjp27Fi4rV271v2v3UM4VSzBCfbs2UOpqalc\nbLGye9IkokaNiBimcF966aVcqGBa0FMbOKXJyaUwNWfjRqmISWamR9s/ceKER9tTFQcOEFWrRvTF\nF0RuSOFzhiFDhtCWLVsK99WSImexWOgCJ2UnFlauXKmoGhdLIS8WDAYDeXl55QPQkZLxUcnG797C\nwsL2r1+/numNtdlszF+ojIwMqZO6YwdRx45MttTEuXPn6NSpU1xt3rp1q8ScMlEUuVR3s8Nmo8Qx\nY2hBUBDR5s1lHl5aHl1OdjYtHTSIqHx5opUruefFlfba//rrLy459wVcuXKFMj3csSiNGzducKkc\nmZ6ezp57L4pEDz8sdQZkMn78eAoICFhEKoiRntgA1AgODjbKfsMYEEWRvv32W0kPPTycKCpKCTfu\nKxITE12LDykpRJ07S7r0aWlcfHAlp3n06NG0cuXKwv2IuwaubDYbjRkzhp599lkymUyl2jIYDNyu\neaIo0qJFi7jYYiE5Odk1OVfObNiwQTH5uQoVKhgANCMF46Nq0jMEQRAMBsOjrBXBNBoNc510vV4v\nTScx5DMTETZt2sTkB2/y8vJQmyHVpCQCAgJKlKIRBAHXrl0ruAjLxmazYenSpZIdjQYPTZyIgevX\nA2+/LVXok1Ol6NYtBA4dileOHAFiYoAXX8Tp06exilO1LKvVaqeacTdPP/00k+Tc3Xh5eeHYsWNc\nbKWkpDDnpVeqVElW5ci7OXToEJKSktiMCIJUdXL2bNkm2rdvDy8vr1ZsjtxTNG/cuHHpeVBuQhAE\nfPXll9Jn9sYbkjTaA8aiRYtw+fJlbvbKlSuHEydOOH9CxYrAtm2SJF3z5sChQ9x8cYa2bdti8+bN\nANhT5E6ePImwsDAufgmCgNdee42LLRaqVasGPz8/xdrv1auXYvJzTz75JAHwjOakI5TssRfdANTw\n9/dnnh/mKkb+0UdEP/0k61Sz2Uzx8fHMLhw7dkwVwuZ3M2/ePI+0I4pisdXTRCSNhjz9NFGHDkSu\nTCMfPy5VFBsyhMjoeDDtyJEjqhG29yQHDx6kY8eOKe0GV9bNm0cUEkJ065as89UyLeipzdvbe8Lw\n4cM5yJfIZPp0ombNiDw8BW02m2ny5MkebdORH6phzRpJuWTGDKdSnNavX28Xr+fPn08LFy6k7du3\nFz4WHR1N+/btc2jjQU6R+4/SmTJlCgUGBs4nJfuqSjZu5wgHiaOsrCyaMmUKiwl7+vYl+usvfvZk\nsGbNGi52uEh43UYURZdyu7Kzs+2CZlns2rWLDh8+XPaBVivRt98SVa5M5Iz9efOkdIwFC8o8ND4+\nnpJdLMMcGRnpUjpBRkYG/xQWlXD58mX6S+HfTgFxcXFEffoQzZkj20b16tVzoPC0oKe2cuXK7ecl\nHegqmQcPEpUrR5SQ4PG2RVEsVqL6fmPXrl2up3KdPUvUsCHRoEHFBhrWr19PR48eLdzPzMws81oj\niqJdWsXGjRvp4MGDrvlUCgaDgTY7kb4nF5vNRj///LPb7DvD1atXae7cuYq1v23bNkXajYmJoZCQ\nkH/pv04zn0WAROylHi9dukTLli2Tdho1IuIwWqw0V69epVmzZinqgyvlul2+cO3cKeU/fvON3eKV\nwjw6g4Fo8GCi+vWJZOhtZmRkOKU/7WpJclEU6e+//3bZH0csW7aMsrMVk9a1QxRFSk9PZ7Zz4cIF\nPote1q8nat1a9umdOnUy4gFYDAgFFwGKZjNNqlqV6I8/PN62Grh+/TpdLrLI2R1kZmbSJTl617du\nEb38MuU3aUJndu4sfNjZQQJXcpp37drFNNp+48YNun79uuzznUENN1dKLgbct2+fIjPgBoOBtFqt\nRclZP9XkNPv7+z/ZokULZn9Yc22qVKmCvn37Srq9Fy5IOpYukp6e7rzcjweoUqUKN31FubmzZVUe\n3LlzJ/Ly8gDAdamxp54CjhwB9u4FunQBbty489zZs5L+qNkMHD4MNHS9oJAoiqWWsS3A1eqKgiCg\nXTt+spNdunThkitts9kQExPDZEMQhDuyYQxcvXpVtlatHd27S/KRp0/LOr1Pnz6+AQEB7GU91U91\nb29vZq18OQjffosPmzYFhg3zeNtWq7Uw/ijFmTNnEBQU5NY2QkJCpPoDrhIQACxdivM9eiCvf39g\nyxYAkhwbbypVqsS0rqJSpUqoXLkyR4+KwyyHyQHWtVsstG3bVpG8Zj8/P1StWtUEBSVAVdFp5rUI\n0Ckx9zLw8vKSFhdcvy4FisBAl23o9Xq0bs0mJ0hEWMdRL5PHFzw7Oxvp6elMNhISErBt27ZijwcG\nBsLHx0e+4fBwYOdOSWe0eXNgzx50TEkB2rWT9EcXL5Y+TxmUL18evXv3LvG5JUuWML8nAHDr1i1m\nG2FhYVwWiGi1WphMJmY7AApGL2XTrl07LkV9lq5cKS0smzNH1vktWrSAt7d3G2ZH1E/z2rVre16k\neO9eYN486fNR4GJ89OhR5htFVjp27Oj2TnNR5s2bh5ycnDKPi4mJkeKBIKD+Dz+g8bp10kLsb78F\nnNSzdkWnuWHDhgi8fd1NSkrC9u3byzzHbDbjzz//dLoNHuTm5uLatWsebbMoRCSrWMu9TuvWrTVQ\ncjGgUkPcRTdwkjj65ZdfWE3cyceKjpY0gRXCbDZzKd3JW2KOBxkZGe5tYNs2ooAAoooVpRK8HMnK\nyqLffvutcJ/Ha7FarVy+uwWUJcPkKW7dukUTJ05U2g0ikrTO6dw5aVGTjGnN3Nxc0mq19/1iQJ1O\nN+Grr77y7CLArCyiGjUoWcEczQeR7OxspxY7//3338Wn4q9dI2rfnqhHDyI3x3Nn1paIoshVxtMZ\nTCaTous2RFFUNL4qVTti8uTJFBAQMJ8e8PSM5k2bNmWWOBo9ejTT+SaTCb/88ou0c/68rNQMXvj4\n+KChjFSCu3FHuWxWCiSAvv/+e9hsNv4NdOkC7NiBqEmTpGpidyGKIoYNG4Y2bdqgU6dOOH/+fLFj\njEYj2rZti7Nnz9o9HhwcjLfffrtwn4eckVarZf7uFkBEmDx5MhdbrAQEBODDDz9ktnPkyBFmG/Xq\n1ZPkIxs1Atavd/l8f39/hIaGWnCfVwYMCAjowCNNziVGjAB69MBWOfKR9wG5ublYuHChx9sNCgpy\nmM5lNBoL/2/Xrl3xmcrwcGDXLqBePUmaLj6+1LaioqJk+1mtWjUAUmwrKVYD0kyq0xVgOaHX6/HC\nCy94tM2iCIJgV2Lc09SpU0eRdps1awaNRtNBkcahkvQMb2/vlo8//ri8uXOO+Pr64qOPPpJ2ZGo0\n37hxA8uWLePsmXz69+/PbMNoNLqlI9a0aVO7EqlceeIJoGrVEp+KjIxEfn4+YmNjMX78+GKBJy4u\nDh06dMDFixdLTGvZvn07jh49ClEUmdMPeCMIAj777DMutnjoVms07CEmPT2dX2l2Bs3mp556SnmN\nUDdSkCb3+OOPe67RZcuk9QgTJ9rdjHqSrKwsLql9cvH29naY/uUpig5g5OXlYebMmWWf5O0NTJoE\njB8vDVTMn+9eJwHs37+/MOYSEcaNG6e6GPyg4OoaHl40b94cJpMpQhAEZZK6lRriLrqFhoZGT58+\nnWnI/saNG3xXc/bvTySjHHd+fj7dkqkHW0BmZqZdRSSlEUWRm3aoKIp2nxNPKTxnGT16NK1YsaJw\nv2rVqnbPx8TE0OXLl6ljx4509uzZYucX+Hz69Glavnw5N79u3brlkjSfu3FVDaQkrFYrGUvRw/YU\n586do6ioKEkyKyyMKCnJZRsTJ04kPz+/P0gFMdMdG4BKer3ec0vyL12S0mU4p1C5yvbt2+UpStxH\nMMfhU6ck/fuhQ4k8qDOtxPXjbtauXauoH2oo7e1pqlSpkgOgAT3A6RmVmzRpwmRg9erVzE7YLX5K\nTJSVnuHt7Y0AmQvOCtDpdOjcuTOTDVEUseX2CmdWBEFgW6RXhJUrV+LMmTOF+wUjkaxV6FwhJyfH\nbsGNVquFWGRBS5s2bRAREVHsvAIfC3xu0KABl5H8AgICAlC+fHkutoq+x3LhMZKQnp6Ov/76i9kO\nKxEREVKKhq8v8OqrskbFqlSpAh8fn1r8vVMNVcLDwzkN6ZeBzQYMHAiMHg00a4bExES736AneeaZ\nZ+QpSnAgLy9PFSOlGo0GBw4cACAzFj/yiFQ5MC0NaN8e4FjR8G7y8/NhsViwfPlyLjNZrDzyyCP8\nZsJkEB0drUi7oihiyZIlirQdHh4uAvC8xA9Ukp6Rn59fgVXiaPjw4cwKEYUpCERSTrPMEtqs+Pn5\nMct1mUwmLheC8+fPcw3qL774Iho0aFDs8cWLF3Nfiewojy4oKMhOrUIUxTKD77Fjx7Bjx45ij/OW\n3WnatCkXO6dOnfLojYgjKlWqhIEDBzLb2bdvH9P5er3+jgzVW28Bc+dKHTcXqFy5MoioJpMj6ia8\nSpUqnunBTZwoxdmPPwYAHDx4ULHSvEryxx9/cFOqYUEURWRlZSE/P19+Kl5QELBqFfDii0DLllLO\n821Ycprv5s8//4TZbAar2hYv6tatq2hZ6zfffFORdjUaDVq1aqVI215eXjoA4Uq0rXinWRAEjdFo\nDHK3rqIzfP7559I/GRmS7JGLi7xEUcQPP/zgBs9cx9/fn8tCwpiYGK4XM0ed08GDB8NT2rBt27bF\n5s2bAQAHDhxwakS1SZMm6Nmzp8PnJ0yYoIoRowKef/55Ljqes2Xm//KGa8eiSROgQgVJotAFqlat\nCpvNxr7yU71UqVixIrvQd1kcPQr88guwaBFwW+d3wIABinSac3NzkZSU5PF2C/jwww8V7XAVoNFo\n0K1bN+h0OnzyySfyDQmCdCO0dCnw+utSvjPnuDhq1CgEBgYqthDtP+7wsEIDi61bt/bGAzzSXF6v\n11tZLvAWiwU3iha0YKUgNcPFIK7RaNgCDqRFd9OnT2eywRMeo4SApAnqbKeS14izI23Qfv36Qa/X\no23bthgzZgx+/fVXLFu2DLNmzSp2bEpKilNtjRw5kttFf8aMGVy0n3nQtWtXZhuZmZmwWNjEcZ55\n5hlmP2bMmHFnZ8gQlxcEhoeHw2QyhQr36ZCoIAjhFSpU8HVrI0YjMGAAMHkyoFBKRFGuX7+Omzdv\nKu2GYuTk5OCyg1QKg8GArKwseYY7dZLSNSIjgUceQUfGVC+j0ejQlwMHDiA1NZXJPisJCQlO6Um7\nA7PZjHPnzinStlJUq1bNy8/Pj13AXwZq6DRXqVy5MlMpptTUVMSXIXlTFrm5uXcu7AypGd7e3kx+\n+Pj44PXXX2eykZ6ejo0bNzLZ4E3nzp2d7lRu27aNKbUgJSUFixYtcih2LwgCpk+fjpiYGMTExKBu\n3bp45ZVXiq3eX7VqldM3YzxHiwYNGsSlml5sbCysjDJeBXJPLBw6dAiXLl1itsNKnz597uy88gqw\nY4eUg+kkgYGBBTMlwdydUwEBAQG1H330UfdeEz7+WJKBfPXVwoeMRqNDKTF3U6dOHTQrQZbSEyg5\nwl3AkSNHHM5IWSwWbN26Vb7xiAggOhrQaKQRZwa2b9/uMG/4kUcekd+550TdunUVS1Xw9vbGiRMn\nFGl7x44dSE5O9ni74eHhiq0vUUOnOTw8PJxp/qZq1aro3r07kxPr1q27M+IgU26Ox0IWrVbLZSHh\nE088wWTDarViV5GcNFZcqeo2aNAgl1ILMjIyMGXKlML90NBQ9O7d2y7dIycnBxMnTnTaJgCUK1cO\nL774okvnHDx40KXjS0Kn03EZtfb19VVUSquArl27Mk/j3bhxA6dOnWKyER5eJAUuOBh49lkpRcAF\nAgICLFAol87d6HS6Gm5Nkdq0Sdp+/93u4czMTKdndO4n9uzZo7QL6NSpEypVqlTicyEhIXj55ZfZ\nGvDxAfbsQdScOQDD6+3bt6/D0thBQUGoW7eubNs80Gq1CA5W5l5aq9XiueeeU6TtZs2acalV4CpV\nqlRRbH2JKjrNlStXdn8eXRkMGDDgTvCQ2Wn+7rvvOHslj6CgIGYVBoPB4DCYukJKSorsmwlRFB12\nQg8fPlxYArZcuXJ4//33C5/T6XQICQmxU8gICgq6o8EN4J9//ilWuKSA/fv3y/IXkDoAPG6ezGaz\nXYEBOTRt2pR5xJqI7G5IlMLHx4d51LwYBSkaLuRc1qpV677tNNtstgi7GwuepKZKpZcXLgRCQuye\nqlq1Ktq0UaZC+eHDhxVpF5AGB+4VEhISkJmZKe/kihWBTz+V1FIyMpw+zWg04p9//nH6eIPBoKiK\nBQBVrWvxBOXKlWMe5JNDeHg4RFFUZH2JGjrNVSpWrKhnMcB9mktmNcBvvvmGuenvv/+e2QYPgoOD\n0agRe/GztWvXyh411Wg0DgN1Xl4e/P39Sz3fUU4zANSvX7/ERYk2m81OWcNVunXrxkUG6fr16yWq\ndXgaQRC45LVfuXKF6fzQ0FA89thjTDbS09OxYsWKOw+0aycpaNyW2nKGatWqaaDQAhR3k5eXx6xi\nVCJEkmLJG28AHRQr5FUiD+IINwAsW7YMFy5ccPr4ypUrOxxkcIaOn3wCPP88MHSo0zepZ8+eRcWK\nFZ1u48aNG9jp4uJenly5cgVz585VpO2EhATk5uYq0rYSKLq+RAlx6KJbYGDgnKlTpzIJXc+dO5fp\nfCKi9PT0OzsVKhBdu8ZsUw75+fnM57MWilErJpPJLXatVivdvHnTLbaVZvPmzUq7QEREM2fOVNoF\nslqt9r9zIqIJE4gGD3baxnvvvZcP4GNSQTESnhsAjUajsfIqYmTH9OlEzZoR5ZVcNyU+Pp5/mypH\n6dfMep2RhclE1Lgx0ezZnm/bA4iiqFiRk7i4OLp69aoibc+YMUORdnU6XT6AIHrQipvodLqarKMb\nPKa5CkW6c3IAgwFwUQJPFEVmhQCAfSGhRqNhLriRlpamilHOoqSnp2P48OEuneOsNqjZbMYXX3zB\n5fMDpGnFhQsXcrHFSlhYmCqmDHmUSGb9Tmq12uLpKgMHAmvWAE7OLoSEhHjr9fqaTI5qAPSNAAAg\nAElEQVSok/K+vr4WXkWMCjlzBvjqK2DJEsDBOoWLFy/ybfMeQOnXzHKd2bp1q8upGlFRUYBeL0nR\nffYZ8O+/JR5nNBqxfv162b4piSAIihVbad68ucckW++mV69eirR7e32Jx1+04p1mt+bRucCoUaOk\nfwpSM1wc9U9MTERkZCSTDzw6N1qtljkxX6fT4dFHH2WyYbFY8PfffzPZKEr58uXx8e1CCLzx9/fH\nqFGjmG9YCvDz8+MikZaVlYUMF3IAS6JVq1bMiwr/+usvVaz0d4uebeXKkjxW0bSNUmjQoAH8/Pxq\n8ndEccJDQkL43DUWkJ8vyct99x1Qv77Dw/r168e1WWeJi4tTrACQUq8ZgEtpGSXRqlUr+bnDDRsC\nY8dK6iklvPdmsxktW7Zk8k8p6TdAqlbIfe2FylGqs67U+hLFO835+fkVWd90rnJFMhcB1q1b12Wl\nhbuZO3cuc+4nD4KDgx2uVHaW7OxshIaGMvsiiiJstyu3lVRJsDRKy2m+mwLbvDRbedwI5uTkKCYl\nVJTevXuXWFbcFdLS0phz7tq2bct0PgD89ttvxR986y2nNZtvf65sb4Y6qRISEsI3P3DsWKBKFWDY\nMK5meZGRkcHtRvlewWQyIS4ujslGaGioy/HNLhYPHw6EhwMlrAEKCwtjvvaEhoYiL49JxVY2u3fv\nxsmTJxVpm2UB+71IRESEIutLFO00C4Ig5OXlBbL+SFhL7JpMpjuLv2R2mnkwePBgVK1alcnGpEmT\nOHnDRvny5bktJLx7Acrx48e5pI8sWbIE169ft3vswIED3ITiWWcOqlev7lLH35EPrDMger0eXl5s\nAjfnz59XRM/zbl555ZXiD3btCly5Ajhxg1KlShVYLBZ2WRn1Ef7oo4/y6zTv3QvMnw/MmVPmrN3R\no0e5NesKXbt2VaQK4blz5xQrXuTr68ucvleUGTNmuL5wWhCkMvaLFgF79iA/P7/km1mZtGjRAtzT\njJykW7duaNKkiSJtKyUvOnPmTC6KUa5StWpVPR7AkeZyPj4+Vr2eSTwDb7zxBtP5CQkJd0b0ZCpn\nmEwm5k6SIAjMQfytt95iOh9QT+lkQCoH/cgjj9g91rhxY6eE5MvKae7du3exEZMePXpwK8+qBglC\nQRBQXQWV15544olin6OrHD58mDldpUQpRi8vYNAgqYNXBrdXbYfdh1UBw6tXr84WiAvIzpZyxWfN\nkuTGysBRRbr7lZs3byqW+8qbV199tUwVI6CEWFyhAjBvHjBwILz//htvNG0KJCUBmZmSos1/uEy3\nbt0Uabdv376KtCsIgrder/d4VUCl9ZFDfH19rQCUuS28jV1FqMREqVqYi0yZMgWffvopkx82mw1a\nrZbJBg+B9S5dujCdf+vWLcTGxnIpweyIAg1mInL5RqPgnKI6zu7gyy+/ZLZx+vRp5s4mj4pn48eP\nx2effcZsh4WAgAD3jQwOGgS0agVMmCAVZHBAYGAgbDabFwAtgPsmeVGn05X38vJiCz4FjBgB9OgB\n9Ozp1OHPPvssl2ZdJSYmhkvKj6soVTnObDbj9OnTXCsgBgYGFv7vaiymZ56B8OGHEMaNQ1BWlnSz\nlZUF5OYCfn6SnndwsKy/m3fvRouWLVGhQgVur9VZsrOzFSt0ogSuyALypGnTptDr9WwFKWSgdKfZ\ni/UiWFCTnlsyusz0DB4dih9++IGL1jMrrCOToiiifikLf5zBYrHg0KFDZV7UNmzYgIiIiBIvBCWl\nNmzZsgWhoaFlVkxcs2YNc5Ul1hsgQJoFqVevHhdbLBQtHiMHURSRnJyMmjVryrbhak57SUydOhUj\nR44sfnGvXRt47DEgMhJ46SWH599eIS/e7jjfN51mrVbrY+MxwrdsGXDkiLSpHJPJpLQLHiUzM5M5\nzcoRRIRx48bhm2++KbHjXFIs/u677/DVV19BM3q0/ROiKKnZFHSii/4t+D89XbpWl3RMVhZaWK3w\nCQ4GQkPvdKZd6XgHBwMyY+6cOXMw+u7X5AFiY2MVKxKkBF5eXtBoNM6XDubVrqcbvLt9f39/pkid\nkZGBxMREpk5zRkYGgoOD4WWxSD9GxkVPcmHtMGdnZ2P58uUYOnQoJ4/kERwczHynffPmTYTcVTms\nJPr06eNSWky3bt2cGg2pW7cu88g/EcFqtTItNnr++edln1sAjxsAX19fpvMFQUB0dDRTp5kHr732\nmuMnCyoEltJpBlC003zf4OXl5c088JCcDLz/PrB1qzRS6ASZmZnIzMxE7dq12dqWwdNPP+3xNgFp\nDU67du083m54eDiXBcolIQiCww6zI77++uuSj9do7nRcZQ7gVMjLs+9kl/T3/HnHz9+6Bfj6utbJ\nvv3/6JdflmRr/fxcVuFiITc3V9bMKyv79++HXq9H06ZNPdouABCRx1fylhr4BUHwBjAXQA1IKRTf\nA3gVQMHKvVoAYonoVUEQ3gbwDqTRl++JaJMgCI0A/AHgFoAXiOjuW3sv1hG0atWqoVq1akw2Nm3a\nhH79+iEwORmoWVPWHabRaHSPJJYLBAYG4vXXX2eysWnTJjz22GPMagmsVKpUyeky3gVBwmw2o2h+\nfFRUVOEIR8FzzgYUHosY09LSsG7dOi4axSw8JCNHnzeCIDCvPbh+/TpSUlKYFtqUKsfYty8wciRw\n8SJQq5bDw25/h8qKnToAswE8DMACYBQAA4D5AEQAJwGMICISBGEJpFj6JRHtcWDPrbFYEARvJiUJ\nm03KYx49GnBh+v/WrVuKLWBSivt1hLtobHUUi81mM3x8fLis3ykVHx8pn15u6gCRlCbiqMOdlQXc\nvAlcuOD4eYtFdnpJYUfchZkB1rRKubDK08rldl2FUtdh8I7DQNkjzQMApBHR64IghAI4RkQ1bjsT\nAmAPgA8FQagMYCSA5gB8AewTBGEHgGcgBe9OAOoDiL/LvrcoioovqCksE8ygnDF16lTmFA2r1co0\nfabRaJg77i1btmQeJV6+fDlefvllJhtyWLx4MZ599tlieWynTp1CYmKix3MnK1asyNxhzsrKQk5O\nDlPKDGv5aQD46aef8PnnnzPbYUGn07n3xlSvl/Rj580Dxo1zeJi3t7ctPz+/rB7m2wCMRNRGEIS6\nAJYDuAzgCyLaKwjCdADPCoIQDSAJwBgA70GKqSXh1lgsCIKOqbjPxIlSR8NFLfXq1asrslDVZDLh\n1KlTePzxxz3eNg8NdzkUHURwJ2azGdOnT8eHH35Y7Ll58+bhlVdecWoWkZVZs2bJj7+CAAQGSpuL\ng3KZmZmS3Gp+ftmj3Rcvlpx+UvC/Xs/W8fb3d/tod0BAgFvtOyIsLAyaslfU8o7DZXaa/wKw6vb/\nGtjn8I0DMJWIUgRB6AMghogsACyCICQCaAxgAYApAJKJ6O4Oc0H7TJ9oZmYmRFEsXulLDjKVMwA+\nOc0//fQTvv76a2Y7LPBYOMGjk7Zhwwb07t3bpXOGDBlit19wgWjYsCEaNmzosg/z5s3jUm2SBZPJ\nhMuXLyuugFHSBdBVLl68iFqljOCWRbly5Zh/58uXL0enTp0cz2K89Za0gO1//3M44+Tl5SWi7Nj5\nCICtAEBE/wqCUBVAHSIquHPbAqALEUUKgpAOYBqkgO0It8ZiQRB0stV/jh4FfvkFiIuTnQfqaYhI\nMS1fpfBUZVC9Xl8sXhTE4nfffdcjPgDKqUksWbIEQ4cOhbdOJ6mEyL2mEklpHqWNdmdlSaoj2dk4\nfeUKKpvNCDMY7jyfnw8EBTmVVuLwr0q1zL28vApm4EqDdxwuPfATkQEABEEIhBS0v7y9XxFAZwAF\nq4MCARSdY7sFIJiIbgIoLV/AKzg4mCmn+cqVK7DZbEwX05SUFOkimpgIcFhsJBfWDnNsbCxEUVQk\nX64oPBZssWp3X7p0CQBQo4Z8RRoeozJ5eXlMmqE88hCjo6PRsGHDkuXWnIRVFhIA9u7dy9Rp5kGP\nHj1KH61u3FgqyLF9O9C9e4mHaDQaQtmd5mMAegGIFAThCQAVABTtteQCCAYAIvoVwK+lGXN3LNZo\nNFpZlUSNRqnq3+TJsvJPr127BkEQ3JZr6wg/Pz9FlDMA5XKaO3Xq5PE2s7OzkZubC51O53ElC9a0\nTbm89957fAwJAhAQIG1OpEvmxcfDFhFh30m3WByPdhf8n5xcesfcx6fUTvU5qxVJ+fl4pnXrkjvk\nAQFuGe3WaDQgIo/GYcCJhYCCIFQDsAbA70S0/PbDLwBYQnduXXMgBesCAgE4U5zei3U1L498mlWr\nVmHEiBHAtWtSSV0ZmEwm5sVSrPCYapwxY4biCwkBSaCehbFjx8JsNmPZsmWybfDo4E2aNEnxtIaI\niAgunV5WWHOas7KycObMmTKVT0qjTJlBg0Facb91q8NOs81m06Ls2DkXQANBEP4GEAPgLICidy2B\nALKcdBuA22Oxt6z1JX/9JeV1Hj8urQdp1cql0ebs7Gy3KTqoFdklqO9BDAYDBgwYgMGDB99Jg/wP\nt1DiQjxvb6B8eWmTA5F0Y1xKp7paRgYqGAzAxo0lH2c2S/HUDQtvbTZbWRc27nG41HwQQRAqAdgO\n4BMiml/kqacgDWsXcAhAe0EQfARBCAbQAFKCdVnYDAaDBpDyrYoKoHtyf8SIEdJ+QIAU/GXYe//9\n95n92bVrF9P5sbGx0Ol0TO9HQUoEy/u5bNkyRT9PAGjfvj1SUlIU9SEqKgqtW7dmOn/r1q2FZeLl\n+vPQQw8hICCA6fX89NNPin+mMTExSEhIcF97s2cjqkEDoFIl4PvvHR7v5eVlA1DWDFlLALuJqD2k\ntIobAGIFQXjy9vPdAewtw0Yh7o7FRGQzGAwAXHzfXn8dUVOmIOrqVeDdd4HwcER164ao776TFlKV\ncX6DBg1w9epVj3+vtm3bVlhO2tPfYy8vL4+/3qioKOzZs8fjr9fb2xuDBw/GkiVLPP6aP/roI4+2\nV7CflZWFPXv2KPIZc98XBMDfH1HnziEqNRVo0wbo3h1R4eGIql8f+Owz6P/v/3Bs4EBEvfMOsHkz\nEBODqN9/R9TixZIEZa1aiLLZuPt38uRJaLXasnKsuMZhAFKek6MNUg7cNUhJ0XsA7Ia0WvEkgKC7\njh0CKWDHAehXmt0i57SuWbPmLWIgMzOT0tLSWEzcYdMmos6d+diSwbhx4xRrmycJCQnMNtatW8ds\nY8+ePUznz5kzh9kHVtLS0mj37t1Ku0Emk4nZxvnz5zl4wsayZcvoxo0b9g+KItHkyUTlyxMtXlym\njeDgYAOAcCo9toUB2AEg9nbcfAhAHQBRtx+bDUAozQZ5MBaHhISsmjJlivw3toCLF4mmTiV65hmi\nwECi7t2Jpk8nunKF3TZHDAYD7du3T2k3PAprPLzX2r58+bLH2yQi+v333ykvL8/j7Z46dYoyMjI8\n3q5DsrOJIiKIdu1yi/l169ZR+fLlo8mDcZiISu80u3sD0KJevXpZLG9cQkICHTx4kMUEpaamks1m\nI7p5kygggMhiYbKnFMeOHaMtW7Yo7QYXjhw54vI5ixcvptTU1GKPnzx5krZt2+ayvaSkJJfPKYoo\nilw6m6xs3ryZcnNzlXaD5s+fr7QLlJWVRZaiv+/UVKKePYlatiRKTHTKhr+/vwlABVIwdvLeQkJC\nlsycOdOp1+80WVlEK1YQDRhAFBZG1Lw50dixREePSjcqJMXeS5cu8W1X5ezdu1dpF9yK2WymP/74\no8TnZs+eTdnZ2R726MHg6NGjJV7/3M3x48dL/k6PGEE0eLDb2l25ciWFhYXtIg/HyrLkOtyN1WKx\nMGWI169fHy1btmRyYtOmTZJ2ZmiotJjln39ctmE0Gpl84EHDhg2ZF3ts2bIFSUlJfBxiQE6p1549\ne5a42KRhw4ayviMsiwgBKV9z3rx5TDZ4UKNGjfsip/nq1as4fjt9Si7BwcF3cmh37QKaNAEefRTY\nt89p5RyLxXJfldAGAFEULVYr55cUHAz07w8sXgykpEgKGzk50mPVqwMjRsCweTMyU1L4tqty7nfV\nDp1Oh1deeaXE51588UX4+/t72KMHg6ZNmypSNvyhhx4qrp2/fz+wZg3wf//ntnZzcnJARBzKmLqG\n0p1mi9lsVlyn+c0337zzQ27bFoiNddnGb7/9xuwHk04qpFw5FqUGAGjdurXTRUUcsW3bNqSlpTHZ\nkMPd2p9Fc6A8oQt6NyEhIcwSSxcuXMCtW7eYbDzyyCPMZbh//PFHpvN5oNVq+WiCWizAZ59JxTgW\nLAB++kmOrBLbj1VliKJodWuRES8v4MknpY7zv/8CO3YANWqg5qxZeOyZZ4AXXgAWLpQqsnqIvXtd\nS2XkhVKVCOPj45HugfdXEASHsTgoKIg5FjmD0WjEggUL3N5OSdy8eVORdpXCz88PgYFF1h7n5wNv\nvw38+isgR5HHSXx9fSEIgsdX1SrdabZaLBYmH/Ly8pCcnMzLH6nTHBPj8mmffvopc9MTJkxgtsFK\nSEgIswpI48aNuYxszpkzp8xjNm7ciCNHjjhtc/PmzTh06FCZx/38889O23Qn586dU9oFAMCYMaVK\nV5aJxWJh/p1WrlyZudzylK+/BrVtC5w8CRw7JmtFtyiKd+sk3/OIopife3vhntsRBKB+feCTT6QR\n/nPngN69gXXrpNH+9u2lEaqzZ93qBusgxb1GUFCQ214zEWHcuHEFaZdO8d1330EURbf44+3tjV69\nernFdlksWrRIkXb37dunSLvFmDBBUtLp39+tzdyeGfP8j9jT+SBFNwAPV6pUiWkhYE5ODq1Zs4bF\nBOXk5NzJ+fz3Xyl5/R5l/PjxSrvADWdyHW02m8t2nTnHYDC4bPduMjMzmW3wYOXKlUq7QJmZmRQZ\nGamsE4sXU0ZYGNGUKYU5tXKAVH7Vi1SQi8xr0+v1kydMmCD7PZGLxWKh+Pj4Ow+YTESbNxMNG0ZU\ntSpRnTpEY8YQRUffs2tN7mbPnj0kMnz/1IqrsVhO7P4Px+zYsUORdtesWUPXrl2Tdk6fJipXjsgD\n6xR+//13CgkJWU4PWE5zTm5uLpNIZ2BgIPr168fkxJkzZ3D69Glp5+GHgbw8SfDbBUwmE2w2j6fX\nFGPUqFHMNqZNm8bBE3ZKq4KXn58PQBI4d5WCc0rLLeRRrlkN+cwAn2IzrISEhDCXMY+NjUVWlkuS\nmhK3bgFvvAF8/z3Cdu0CRo2SLbafm5sLrVbrjOTcPUVeXl5GVlaWe4b9SkGj0eDKlSt3HtDrJX3s\n6dOBy5eB5cul4ggffCBJAb7+uqQNnZPjaVe5odVqwT1/XCHy8/MLR5ddjcVFjy+I5/8hH6XSfp58\n8kmpcJYoAu+8I1VT9UAF23///Rd5eXnOaNBzRelOc7rRaPRWemFEixYt7hTTEARZec0bNmxgnn7O\ny8tzaXqrJHgUWHnppZeYbcycOZPLVKDVakVqaqrdY8ePH8f27dvLPLdoTnNJLFmyBNevX7d7LCEh\ngdsUJmvpaSLC4cOHmf1o1KgR0/kpKSmYOXMmsx+s+Pn5uZ72ExcHNGsG6HTS/3cvWHGR69evw8/P\n7yax/lBVBhFdP3HihOfzAzUax9PogiB9dmPHSqW6jx2TdGLnzpUqpHXpAkybBtyu/ukq0dHR8h1n\noH379vBWqDTx9u3b5d14OmDGjBlOrbkoLRbn5+dj6tSp3HyyWCyYOHEiN3uuYDQamdeg3GuEhYVJ\n3+dZs6T1IsOHe6RdjUZjMZlMFz3SWNF2Pd1gUYhI1Ov1uTdu3GCywz3vU0Zec//+/ZkryC1atKhY\nB1EJeKzAfe655yBwKJ1JRNi4caPdY40bN+aSrzZ48OBi5XtPnz6tmgplZrMZOSoYUatYsSIGDRrE\nZOPKlSvMldCaNGnifKdZFIGJE4EePYAff5QCur8/Jk+ezOTDtWvXoNPp7ke5h2vJyckeH2l2iWrV\npAIqW7YAV68Cw4ZJN0KPPy7dDH39NXD4sPTZO4EaZgY9TaNGjbjmEY8cObLsKptloNPp7AqRsOLl\n5cWvlLWLHD9+HP/++68ibSt1EwhA+j1+9RUwe7ZLFUFZSEpKMkPSrvcoSo80w9fXN+Xu0T5XOXjw\nILMfdj60aSNrMSArQ4YMYVauWLp0KRITEzl5JJ/y5ctz6XwWVJQCJMkxV+jYsaPTxxZMET///PNc\nOvtnOSxi8vX1xVNPPcVkIy4ujjmIC4LAPDJ2+PBhz01J37ghTfGvXSt1ol58sfApVtm7K1eugIhc\n+yLeG1zPzc1VpNMsazYlMBB47jlg/nzp8/79d2nV/sCB0ij00KFSWV+TyaGJzp07y3eaEWdmytxB\nlSpVEMaoaGA0Gl1WiHA2Fufm5jKPhAuCoJjE5hNPPIHmzZt7vF0iUizlZ9q0acDIkdJNLOOspisk\nJSURALbOowwU7zQLgnCNtdP82muvMfsRGRl5Z6d5c2nltourydUwKti/f3885KTerCMyMjK4TMcT\nEbdRjZs3b2LLli1uGR0ymUxYvHgxt7QMq9WKY8eOcbHFSpUqVYqNprsKj0yEfv36McvFbdq0qeyD\ntmyRpvSfeAKIjgbu0toODQ1l8iExMREmk4mjXI9quJ6amqpTouEUVp1mrVaaHZwwAUhIkD73evWk\nmYZKlYC+faWUDhXpQSutVczym965c6fbcpCtVit27Ngh+/zs7Oz7Xge7JARBYB5gkctLAQHA6dPA\nl196tN3k5GQvPIid5vz8/OSLFz2ellIMOz1dHx+gaVPAxRHsWbNmMfvBKvvk9f/snXd4FNX6x7+b\nuimEFhAUkCIiKIiidJVrARXLT1FBRa/X7hXxKl7s10tTRASu9I70YmghtEAgEEoCISQhIaSHkIT0\ntjvb5/39MWTJpu7unNmZhHye5zwwuzPvebPl7Jn3vOf7eniIjpS2b98eb731ligbABAbG1srtcJZ\n2rVrhxEjRjgkq9NYTnMVFy9exFtvvcUsz9DDw4NJXvjRo0dF27j99tttNTSdYPr06aL9YEGDaUMG\nAzBlihBh3LIFmDZN0AZmTHl5uUmn06UzNyw/hVqt1kuODVnMpcF69wa+/BI4fhzIyBA0oA8eFCbS\nw4YJutwJCagoL2eySukMI0aMkKVfAOB5XpTu+gsvvIBOnTo5dI29Y3GbNm3warWVIUcJDg4WCpXJ\nhBIKg7mUsjJ0+OEHYMUKYROvC9FqtR64FdMzNBpNWlZWlqhwZHJyMnu9RydSNMRq2QLAkiVLRNtg\nETFlsaFw4MCBeP7550XZOF1tQ2bfvn3x2GOPAbgplegsPM9bPzPDhg3DHXfcAUDIczx79qwIj9lg\nsVgUUcUPAH788UfRNpKSkkTbqLeqY3KyMBnKyBA2i934jNTk+vXr2Lx5sygfsrKyDJAhuiE1RGRR\nq9WVoqO+SqN9e2DiRGD7dqCgAJg+HcjNBZ59Fj4DB4LmzQPCwoQNTLcIbm5uDtcV4DgOMTExEnlU\nN4mJiSgtdUwcYeLEibIUsgKEgBeLjdvOEB4eLo/u+DffAGPHAo8+6tJutVotzGazGwAJKzLVjeyT\nZiLKLS4uFnVreOXKFWi1WlF+3MhVvPmAk5UBxTJ16lTRNubMmSN6SZ2IRG/cAiAq6s3zfL3lyUtK\nShqVxmsoj27ZsmV15uW5u7uLSrPZs2cPk9fN3d1ddDSquLgYQUFBon1xRtavOkQkTboKkZDTOmKE\nIHUUFNRgBarAwEDRsncZGRk8ZIhuuAK1Wl2Qm+v6Py0rKwsu6dfLC3jqKWDhQiAzE5579mBo//7C\nD/9ttwGvvy6sUjBUl6gPg8GA4OBgyfupD0f3m6SkpDiX5pWXByxZglEPPujwpbfffrtsm+qcwd/f\nX1SUXAwqlcr1G9hPnkTO7t34a/hw1/YLYQ+aWq2WR8XI1cLQNRuAsSNHjixzUNeaOVu2bKGKioqb\nDxQUELVuTWQ2222jrKyMTM1EgN9oNNJvv/3GxNbZs2clF7I/c+YMnTlzpt7nIyIi6OTJk5L6QER0\n6dIlyfuwF47jqKioSJQNg8GgiCIEycnJlJCQcPOBsjKiCROI7ruPKD7eZX4EBgZqAdxLCihIwrq1\nb9/++K5du5i+XvaQnp5Oly9fdnm/NuTkEK1YQfTcc0StWhH97W9E8+cTpaVJ1mVcXJxktu3BaDTS\n6dOnpTFeWEj01VdEbdsSPfEE0T33ECUlSdMXEYWHh1NKSopk9luogV5PdM89ZKg5b3IRJ06coNat\nW18mGcZJ2SPNAHIzMzNdo1HSABMmTLDN/ezQQYg+JCTYbSMiIgJZTmqGVmE0Gh1ekpICT09PZjJA\nHh4eKCoqsvv8v/76y+GNJoMHD8Y999xjPT5x4gR+//136/EDDzzgcOS2uLgYhw4dcuiae++916Hz\n6yIvL4/J7nofHx+0b99elI2goCC2ZeqdRK1W38xpPntW2HPQrh0QFeXSHds3ijE1y0iz0Wi8mp7u\n+nTtHj162Hx3XUlYWJiwmnX77cAHHwDBwUJ09PPPhVLrw4YJn69vvwXOnAEYbkTu378/M1vO4Onp\n2eAKLcdxthvk7aGsTJD+69MH4DggPh44cgTHn3tOKI/u5B6XAwcONPi72K1bN9Eb4MXA87xiNn+7\nhJ9/Bu65B17jx4veM+MMubm58PDwEDfZchIlTJrzSktLRa0rEBESHJjc2o2Dec1jx44V/cU1GAzY\nu3evKBsAFKH3XMWgQYPQsWNHu8/v378/vLwc28jv5uZmk8v26KOP2kj/+Pr6Opwq0r59e3Tv3t2u\nc0tKSpjl1Xt7e+Ohhx5iYkssr7/+ut2vQX2w+DHp2rUrOrRrJwzWL74IzJsnyIw5kHs/Z84cUT5U\ny6OTfv1eBjQaTbritZoZ07Vr19o36H5+wmds1SphAr1qlVBo5cMPhcn1e+8Bu3cDIlMClUBDVeSM\nRiOGDh1qn6HKSmDmTKGibm4uEB0tfD9v7BXB2LHA3r2CLNnMmXZraVcxbNiwBqVMAq0AACAASURB\nVFUxunfvzkQq1FlKSkpEp4g6S2ZmJuLi4lzXYUICsGSJUFhIptc8Ly8Per1eFgUJJUyaC3U6nZeY\nJHaVSsVk0lwryiJDXnOrVq1Ea8kCQoSQhTwby5sReyse9unTh0l/jug014e9vmzbto2ZTma7du1E\na6lmZGRg27ZtTPwRC5PoZU6OkI966JBQ0OL//s9hE59++qkoF27k0ZWSPR/iJggR5RYVFbm8KiAA\nnDx5Uo5u0bt374Y3jrm5CfKFP/8sRE3PnAEGDBDyojt3Bp57TlAOcCInm4iwePFiEd6zw6aU+Q3a\ntGnTuEoGxwnSfnfdBSQlCa/P6tVAjRvtUaNGCa/juXPA/v2CookDlfPq8+X48eNMJDHFEhgYKJsi\nipubm+j6DnbD88KKzPTpwB13yFZ5MTU11azVam/NSDMRWXx8fCrE7tp+7bXXRPtSS87MicqAdQ0+\ncvDJJ5/AnUFlntTUVCYb2wAgOjq6XumhTZs2uWYzkJNcvHgRR44cqff5Tz75xOHoeF2wilZ369YN\n/+fExLI6BoOBSUnYl19+WZyB4GDsuPde4PHHBaWDrl2dMiNWGzcvLw/u7u6OVXVoWuRmZ2fLIiMh\nh9SdU/TsKaRuHD0KXL0qKHMcPw7cey/w8MPAjBlAbKywSbURVCqVbBvHahIZGYmSkhIYjUb873//\na/wCg0G4cbjrLiFdKiwM2LhRkPtriM6dgWPHhPTHoUMBJwpxLV26FBqNxppjKmeEWQl069bNdZPm\npUuFG8mPPgIAfHTjX1dz6dIlE+RKk5Mjkbpma926dVpDm7hkw2IRNjLk5tp9yYoVK0R3W1ZWRvn5\n+aLtNCWk2Exw7Ngxpvbq8pH1Jrlp06YxtSeGs2fP0tmzZ+VzQKcjmjSJ6M47KX79evn8uMG2bduo\nXbt2h0gBY6YUDcCgrl27un5Xj8xs3bpVvBGjkejoUaJ//YuoRw+irl2JPv2U6NAhYdNUE4Hn+YbH\nYqNR2DDZtauwafLCBbvs1jkWL1tG1LEj0YEDDvlYWVmpiM3JVZw7d46ys7PldkN6rl4lat+eqPqG\nbJkYMmRIGYCn6BbdCAg3N7dcsQVOUlJSmETFbHBzE/KaHUjR+OCDD0R3azKZcP78edF2kpKSmEWJ\nWUM3IjFV/8qxmcBRqnys8rmwsBDLli1j2gcLTWSO45ikigwZMgRDhgwRZePSpUvOlcVNTAQGDxaq\nuF28iPtEFtu5cOGCfRUFGyAnJwcGgyFTlBFlk1tcXMymwk8TYsCAAeKX+D09hZWQ+fOBtDShMmWX\nLsB//ytsKH/1VWDDBqC4uNalsujr1qDq71epVEhJSal9gsUCrF8P3HOPoHm9fbuwafKBB5zv9KOP\ngJ07hRzx2bPtis4DQFRUlFUuVPT7xgAvLy+Hi72wQqPRMNkD1ShEwKefCuWy+/WTvr9GyMnJcYNM\nevmKmDRzHBeVmpoqal26srJStOpEZWVlbaUAJ1I0xBIYGIhnn31WtB2z2Yzs7GzRdogIa9asEW2n\nOjNnzsT+/fslLSTCIqe5Lvbu3YuYmBh06NDBtpIkA1gsNe7cudMhtRIpKSwshK+vr/0XEAk5oo89\nJiyDb9sGMChWMHDgQIwZM0aUjRMnTui0Wm1z3iJ/3WKxkBwFTnieF1U+WQx9+/Zlu8SvUgnpGt98\nIwRcrlwBnnlGmCD26CF8tufOFYryAFixYkWdmvGuZMaMGdY9MDk5OTf3w/C88B287z5g5UqhHHlo\nqJBa4QD1jsUjRggKOLt2AePHA3ZUxL3tttsQGBgIIsK0adNknzgPGDDA9RrJNyAi12wa/+svIZXm\nm2+sD61duxY5OTnS910DvV6P69evqwE4ntvDAjnC2zUbgNeeeuqpcueD9WyoqKigkJAQ2wePHyca\nPNghO4mJiQy9UgaZmZlM7fE8TzzPM7XpKjQaDXPf4+Pjqbxc9q+Alfz8fNEazw5TXEz08stE999P\nVE23d926da71ox46d+6sATCYFDBmStXatWt3rtYY6CIiIiJk6delcBzRvn1EH35I1LkzUZ8+RP/+\nN9GJE0QyavzXGs94nmj3bqIBA4geflhIM5FyvNbpiN59l6h//zq1sY1GY52XNdXfkCZFSYnwWT11\nyuZhk8kky+sfGRlJAQEBmSTTGKmISDOA6KioKNmXBVu1alU7wvvww4JepwP17GNjY0X7otVqER8f\nL9oOK+68805mtnQ6HVQqFVQqFYgIUkW26tt0KAaLxYJly5ZZI1M6Bz4XDZGTkwN/f38mtlgQHx/P\nTA3ELk6eFJZ6u3YVNhZV0+195JFHRJsXqySj0+lQWFjoDcCF2k6uR6vVnjhy5IgssnNyqQ8AwPLl\ny12TJuHjI8ivLV8OXLsmbJ5Tq4Vl706dgL//XYjqsU41rAO9Xm+N0loj7UTAwYNCatRPP2Hx0KEo\nCA4GRo8WJS/W6FisVgvSfh99JGhj11h1WLBgQZ2Sc1V+ExGzsdhezGazaBnLJsG//w289JKQqloN\nDw8PWTZhnj9/HiqVyrXL/9WRa7ZevQFQeXl56cRufjtV406IGYMHE4WHS2O7HiwWCx08eFC0HZ7n\nafv27Qw8EmyJ3fCQmJhI1auOWSwWWrp0qSR3rKw3AtbFypUrqbCwUPJ+7OX8+fNyu2Dl3LlzdP36\n9YZPMpmIfvqJqFMnIQInATzP0/Tp00XZOHv2LLVp0yaNFDBeStkAvDZixIhbbjNgUVGRrNVceZ6n\nc3v3Ei1aRDR6NJG/P9GYMUSLFwsbsCRg6dKlVFJScvOBY8eIRowQqvdt3y5shGeEQ2NxeDhR585k\n+fVXu6PbHMfR/PnznXNOBHoZN3kmJCTQoUOHpO3k2DGiLl2IaqyCms1mMjtQLZklEydO1AL4hOQa\nI+XquGZr3779uf3794t6MVlMMjMzMym3plrGF18Q/fyzaNtywaq0M8/ztHLlSia2mhJarZY2bNgg\niW2WAw/P8xQcHMzMnliio6PrXVYlIqKsLKKRI4Uyuw4o1DiD2Juy33//nQICAjaTAsZKKRuAXu3a\ntdOKerGcJC8v79ZI0aiHvXv33jwoLyfasYPorbeI2rUjGjiQ6D//ITp/nn2axOnTwnewZ0+i9euJ\n6hmTLl++TJs2bWLbdz1cCg2l7T17Er3+OpFWlo+j4tFqtcRxnHQdcBxR795Cmk4NIiMjpZ+w10O3\nbt0qADxMt/qk2dvb+/fp06fLriOTnZ1NcXFxtg/u2EE0dqxDdk6ePMnQq6ZPenq6XefNnz+fSktL\nJfbGMYxGY+MRU7L/b6zO7NmzSafTOeOWZISGhkqfq/bXX4Lc1OzZDUa0lixZIltEozovvvgiJ2d0\nw1UNgMrb25uz5/POGpPJxOwG3xksFosyc2RNJiH6OmWKMIm5/Xaijz4iCgkRcoEdQKvV3hzLoqOJ\nnn1WkI9buVKQk3OAy5cvMxu7LBYLhYSE2L7+HEf09tvCDUNGht22SkpKbCPoEpCYmKjMzwpLvvuO\n6JVX5PbCBp1ORx4eHiYAapJpjFRKTjMMBkNkSEgIJ7cfXbp0Qf/+/W0fHDFCqHTkQOEJVvlVW7du\nZWKHiJgVzqiyZy8VFRW4cOGCXedOnjwZrVu3dtYtG8TkNGdmZlpz0z09Pe0Sj4+IiHA4d3bq1KlQ\nq9VO+SgVarVaulw1jhPyFqdOFSSrvv5akHash1dffVV0kZ6KigpR1wNWMf1o0YYUDhGRj49PEgvJ\nS0fx8PDAvffe6/J+q9i5cycSExNl679ePDyARx+9qbgRFgb06gX88osgZ/fSS8DatUBBQaOmwsPD\nQZcvA+PGCdUMn3kGSEkB3n9fkM1zgJrqTGlpafWWuq5rLI6Li7NKoqpUKnTs2NH2BB8fYN064J13\nBLWOsDC7fZNiP0t1YmNjZS2qYjKZHPoNdpi4OEEt5Y8/pOvDCeLi4uDv73+ViOTT0pVrtl6zAejV\nunVr0WsNki0Z9OhBJIMqBisljujoaNvlP5H8+uuv0i4NkZCzJabwgJic5oSEBMn/PpasXr1aURHr\nTZs21c73i40l6tuX6M03a+XIScncuXNFXa/T6cjT09MIGaMbrmze3t6///jjj7Kv+rkaJUSa9Xo9\nzZs3z/4LCguJ/vyTaNw4ooAAouHDiX75RShAUfNvuXJFSHfo2JFo7lzmaQ9HjhyhgoIC6/GSJUso\nLy+PiISxePHixTYrdkeOHLF/jA0LE/Y9zJ8vrYpHE2HRokXSqRuZzYJiSj2F2kwmk+SR/PpYvHgx\ntW7dehPJOVeVs3MbR24sC4rdDMgiJy4pKYlSU1NtH3zzTWEJqwnD8gfBniXzY8eOie6z+vVZWVmS\nbdYpLCykRYsWMbFlNBobTM/hOI6WLFnCpK8qqn6clIJNqgrPEy1cSBQYKORM2oncE5gqbkgcZZAC\nxklXNMgoAZqRkUFHjhyRo2vFoHV2MqvXEx08SPTPfwqbt3r1IvrXv0i7YwdFPvecUM1t5kwiCaqv\nuoSMDCFVY+JEIXXDDmJiYmSb4EmJpGPjggVEjz1Wb9pcYmIihYaGStd/A7z00kuyp8kpJj2DiMjP\nzy8hOlrcCigL2aLAwMDay+wjRjhUGRAQimCwqshHJH4phuVyUmNL5lUfMLF9Vr/+2rVrSEtLsx5r\n7BDCb8i/TZs2Wd/n9u3b45///KfzjlbD09OzQfkqtVqNN954g0lfVbCoSKXRaLB+/XoG3gA9evQQ\n/lNUBLz4orDMevo04EBlv1mzZjFNKXKWqKgoAJCuCo/yiI6OjpalWkOXLl3Qp08fOboGIKQc5OXJ\nUmjMikPFgKrj7Q2MGQMsXgxcvQrs2AG0bYvMn39Gt969heIU338PNIHqq3XSvbtQaIzngZEjhb+x\n0Uu6IzMzk5kLs2fPZvJbLBbJUkOysoAZM4QCU/WkzfXt2xdPPvmkNP03wrlz5yyQO01Ozhl7zebt\n7T3v888/V+ayYGws0d13O3RJVlYWk4IV586dq110RYQtjUbDxBaRsHFSKmWJxli7di1VX5n4888/\nqaJaFGXx4sU2KQtz5861eT41NVUx0UxnKSoqYvZ+6vV6tlGZsDAh4vXvfxMZDA5fzmJVQaxEIpH8\nEkeubgBUnp6eOjk2A8qNxWKh1atXy+0G8TxPJ06ckNsNZjCV/+R5Ib2kUyeh+JgLUUIKXK1VcFbw\nPNEzzwirEQrkRpqcrJsAiRQUaQaEzYAxMTFasXa2b9/Owh1b7r0XyM8HCgvtvqRbt24ICAgQ3fWg\nQYMwevRo0XYAoQQpy9KXXbp0wcsvv2w93rZtG7PoemO88847NptHnn32Wfj4+FiPa0Ypp0yZglbV\noiy9evWSfDNHfn4+Dh48CEAoO1peXs7U/uHDh5lFY729vdG2bVvRdmZOmyZEtCZOBFavBubMAby8\nHLbDojRt1WsvhjNnzpghd3TDhRAR+fv7Xxa76tcUcXNzw7vvviu3G1CpVDAajU5fz3EcduzYwdAj\nBaFSAVOmABs2CKW3Fy0SirI0wp49e1BaWiqqayVs2j7t4Iq33WzdCmRnC8VM6qG8vFy2lZi4uDj4\n+fllk5ybAAFlRZrBSCOUhWxRfn5+7eju6NFEe/aItt2cSaujBOqtTtVrUlxcLLMn9cOshHd6OhkG\nDyZ6+mkiEfsTlCI7eEPi6JbZBFjV1Gr179OmTZNl1a+8vJwWL14sR9fNBo1GY5dMZpMnLU0ovf3O\nO43K75WWljo1BlssFkXp30tCUZEQuT97tsHTzp07R8nJyS5yypaZM2cqQitfUZFmAOlarVZVYId0\nTkOwkC3q0KED7qlWyheAkNd8yrHqjUVFRVi1apVofwAgOTmZiR1AkKxhnS+6b98+0XfyzZGePXsC\nANq1ayezJ/WzcuXKqhtX59m6FRgyBF4TJgAhIUBNCSkHWLt2rThfGBEXFwdfX98ckju64WL0en1k\nRESE85sGRBAQEIB33nlHjq6tHD16VFSklyX5+fkOX+Pn52eXTGaTp2dPQQ6W4wRZvmvX6j21TZs2\nTo3BOp3OOoY3W6ZMAV57DRgypMHTHnroIfTu3dtFTtkSFRWlq6ioOClL59VQ1KSZiMjHxyd+586d\ncrsClUpV+4vixKQ5MDCQ2aavmJiYBjeYOUJiYiIOHDjAxNaWLVuQlZWF5557Dg888AATmyyQWqvT\nHrZv327Vfj137hyOHj3KxO4ff/zBNA1mypQpzqeqaDTAu+/C9J//oGjLFuCLLxrUXraHL774QtT1\nAKw622K4oYISLtpQ0+NsRESE2lHdcVY4vRmOEd26dWOi782CsLAwlJSUNHqe2WzG3LlzXeCR40g6\nFvv5CTfs48YBgwcDERGNXvLHH3+A4+wrC+Hn54d+/fqJ9VI0ERERTt1ANcqRI8CxY8DMmextMyQ6\nOtoCIFJuP2RfBqzZVCrVpHHjxolO0ZBkea+igsjXV5D2acFKXRJJBQUFsm+yY7r5xElqvgZOy0nV\noLKykokd0URHCxtk//EPOn/iBEVGRsrtkZWgoCDRNh566KFyAM+RAsZGV7eAgIDMU6dOiX4NnYXl\nhuVbBVbjC2tcNhYfPCjoUC9Z0qCes1arbfT3KTs7m3Jzc1l76DSxsbHsf1O1WqF8+r59jZ4aFRVl\ns5HelSQlJZGvr28pABXJPC4qKtIMAEQUfOjQITexEY5x48Yx8WfWrFk3D1q1Avr0AeysblcdsSkn\nSoRIWM6vKyqUmpqKmJgYV7tkw6hRo2Tpt6ioCIU3NozWjN5WvVZVr52z+Pv7i7q+ihMnTjgXUeN5\nYP584OmngWnTgDVrMOiRRzB48GDRPsXHx4u2AcBmg6ozlJSUIDY2Vg2AzfJAE8NoNG7bvXs3m6Ut\nJ1i8eLFcXSsSIqozOlp9LJE7Ql8fLhuLx4wRVoMXLwY+/BCop0Khr6+vdWyubyy+fPkyk43RrBgw\nYAD7jevTpgnR+bFjGz2V4zhmvzuOsnr1alKpVHtJ7A8nA5Q4ac5yd3fPO3tWnCwqq3yur776yvYB\nJ1I0AGD37t3McuSWLVvGxA4AGI1G/OFEqcywsDBENLAMNmzYMDz44INiXGuyREZGwqsRtYigoCCH\nJ4dEBNapSz4+Po4rvBQUCCV4t28HIiOBCROY+aPVam1K88rJgQMH4Ofnd5qIdHL7Igd6vX7n9u3b\nZcvlnjp1qlxdW7EJmsgMx3F15vrPmjULZrNZBo8Uyl13CXnOJSXAqFFAbm69pxIRpk+fXufE+amn\nnlKEWgZQWwmKCTExQvn1BQvsOv2xxx6TrXT4gQMHNFqtdpssnddE7lB3Xc3T0/Pnt99+W7RIqyTp\nAVu2EP3f/7G36wC5ublM/zZnllwc6f/ChQuy7D52ZXqGM++Ho9cYjUZmZdWd5tAhos6dib77jsho\nrPawROXrneTgwYOibbzwwguVAN4lBYyJcjQAbt7e3pUpKSmiX8umSq1S8ApE7jQ4e5AlVY7nBc3h\nO+4gOn26gdNuvn4Wi4XOnTvnCu/s5sqVK7R582a2Rk0mogcfJFqzhq1dCSgsLCRvb28dFKJgpLhI\nMwCYTKZdYWFhoiMcv/32G3Q68UGiwurazMOHC5XNSL5Vgs6dOzO942vlQIWoqip8jvT/wAMPYMyY\nMQ771ZT4+eefHd6kWfUa2lvZ0NPTE3379nXYt7owGo1VEyN7LwCmTgXefRfYuBGYNQvw9LQ+raRl\nYYvFgtatW4uyYTQaERoa6gkghI1XTQ8i4r28vPbs3btXtsGuahOtXHh7e8vaf33k5uZaVy7liv4p\nHpVK0ItfvlyoSrpyZT2n3UzTSE5Ohme1cU0J3H333ZjAcDUPAPC//wFt2gB2qtTIqWa0f/9++Pr6\nRpBCFIwUOWkGEF1SUmJOSUkRZeSrr76yKXbhLMePH7+5a7VbN6FQQ7VyzvZisVgQGhoq2p8qUlNT\nmdkChBSSoqKiBvtz1v+qgchisWDp0qWOTdicxJU5zd9//73Tg+2WLVtQVlZW7/Opqam4akfJWEdY\nv369/Xn2KSlCWlJSEnDxIvD447VOGTlypGifIiIibG9QncTd3R1Dhw4VZePYsWPw8vLKIiIJtqs3\nHSorK7dt3bq1Uq7+s7OzG/xuuAKLxcIsz54V69atw969e+V2w27k2l8CQMjXjYgQ9mB8/LEQAKgD\njuMQFhaG+++/38UONg7TG6P0dOCXX4SbCTvt/u1vf2PXv4MsXbqUKy0t3SSbAzWRO9RdX/P39/9z\n9uzZylx3Gj+eaN06py493cAykaNs2LCB6dJceXk52zLK9VBQUCB5H1KTmJhIW7dudUlfJ0+eJGO1\nVAiXsn49UWAg0cKFDe5GZ0FMTIxilpo//PBDvbu7+/ekgLFQzgbA19PTU++KcUHJsFBiaUFmysuJ\nXnyRaMQIorw868NGo5G2bdsmo2N1w/M8hYeHszZK9NRTRLNns7UrEXq9ntRqtR5AB1LAeEik0PQM\nANBoNNtXr15tn5BiA5SXl0OrFV2Z25aqFA0nGDZsGDM3Jk6cyPQONCAgoM7dwiyLqgBC4ZgqwsLC\nJCsLylobtHr6Rd++fTF+/Him9oG6X+uRI0e6fsmwokIog/3LL8DRo8CkSXVGJebPn2+33mljDBw4\nUPTn+fLlyw1uULUHIsLOnTvNFotltyhDzQAi4vz8/M7t27dPbldkRawSCws4jsO1Oop3nDt3TvFF\npZSgmY+AAGDnTuCpp4CHHwaiogAIm+xqqv4UFBTIvsJRXl4OPz8/tkY3bgQKC4Evv7TrdJ7nq26e\nZeH48ePw8fFJJiLxS5CMUOykGUBYVlaWR3FxsSgjBQUFEKvEAQgfnpMnbxSjcVJBozpyfhDtYcmS\nJSAiaLVaSfMKH3/8cTz00EPWY0M9EkFKYMGCBZL7Fx0dDZ7nodfrcezYMeb2t2/f3nhRlKgo4MEH\nhaIB588DAwbUe+qnn36qqHzm2267TXSBnbi4OBgMBg0AeRNqFUJZWdmfQUFBslQHBITJ4sGDB+Xq\nXjGcOXMGHh4etR7v3bs3cnJyZPCoCeLmBvz0E7B4MWjsWGDtWnh7e6N79+42p3l5eeGUyN94sbRp\n0waDBg1iZ7CwEPj3v4FVq2z2ozREWFgYzpw5w84HBwkKCjJUVFRsls2BupA71N1Qa9u27ZENGzY4\nEdSXhqNHjwr/MZmIWrUicnLJMisri9auXcvMr99++425qP3169eZ2rOXRYsWUWlpqSx91+T48eN0\n8eJFWfrOzs6mq1evMrebmppa/5MWi7Bs16ED0V9/Me+7PnQ6Hc2dO9dl/TXG5MmTzT4+PktJAWOg\nEhqATj4+PnqDwSD2pXUaub6H1TGbzfTzzz/L7UaDKCW9SemUlpbSvK+/FgozffqpjRKQEpAkHe/N\nN4m+/NKhS3iel+0zxfM8tWrVSg+gLylgHKxqsjvQoHPAu08++aQyy0I9/jhRSIjTl5vNZmaumEyi\n1flqERoaKvsArNPpXPojdf36dUpISLAeFxUVyfYa6PV6On78uOs6zM0levJJopEjibKyGj392rVr\nlJ+fz6x7FtJerL5T99xzTzmAx0kBY6BSWps2bS6HiBjvmguuvnHQarUUERFh9/nnz5+nvXv3SuhR\nM6OsjGjsWKJHHyWqZzyLiopyaSDn6tWrTINqRCRUSuzenagJVdm8cOEC+fv750EBVQCrNyWnZwBA\nyMmTJz1ZFAWxplawQkReMyDs8GdFXUt2YiAi+Pj4QKVSQa/X49dff2Vq317UajW+/fZb63Fubi6W\nL19uPSZqOMWlsTy67OxshIWFWY81Go1NDln79u1dKuek1Wqt0j7e3t5MPyORkZH1PxkSIqRjjBwJ\nHDsmKMQ0wqVLl5hWh2Ih7TVr1qxGPxONkZubi8zMTA8AjAeMpk1lZeWmDRs2sKnO5CRi31sWNFa0\niDW5ubno1auX3ecPGjQIzz33nIQeOYcScprz8/Nrqz+1bg3s3Qs8+qiQ5xwdXeu63r1715lLLhVd\nu3bFO3ZKwdmFViuohixbJqTc2Yncco979uyx8Dz/Fynhi18duWftjbW2bdteOnz4sMN3KTUJDQ0V\nbYNIUDKIjIwkOnCAaNQoUbbS0tKYLsFHRUVRfHw8M3tVsIyKsyQ1NZX+/PNP63FycjJVT+dZv369\nzXFSUhJt2rTJelxaWkpFRUWucdYOTCaTJOolJpOp7mIfej3R558TdetGdOIE837tIS0tjVk0n4Wd\nBQsWUOvWrfeQAsY+JTUA93Xs2FEj5+rTunXrKMuOVRBXoLRiPnVRUVFBGzdulNsNIpKpuEkNcnJy\nGi7kFRQkpKZV+01pFnz5JdHEiQ5dwvO87Ioid911VzmAx0gB41/1JrsDjTV3d/epEydO5Jx61SXA\nZDIJX7zSUiJ/f1G5UBqNhqkEndlsFvWjsnnzZtI0sHxjsViosLDQafst1E1j6TXZ2dm0f/9+tp1e\nvkx0//1E48Y5nZvPgj8V9gN19913cwBeIwWMfUpqAFStWrXKPXv2rLgXWAQmk0n2lLEqHEmZcBSt\nVmtzcy+G3NxcJnaaKlevXnUsMHLpEtFddwnBhDp+23fs2CGZLGtSUhL7z1VUFFHHjkRNTOY1JSWF\nvL29NQA8SAHjX/Wm9PQMWCyWdTt27HCTW/6lCg8PD6GCXps2QPfuQGys07b8/PyYStC5u7ujmx1L\n6/UxcuTIBiVuTCYTdu++5VW4mFJSUoJly5Y1eE6XLl1w3333OWzbaDTWLlZDBKxeDTzyCPDPfwI7\ndgB1yAzWx8aNG5GZmemwL/Xx9ttvi7ZhNpuZFPpJSkpCdna2CcAe0caaGUREHMf976effpJN3sbD\nw0Mx1e9GjBghmW03Nzc8+eSTTGx17tzZ+v/g4GBUVspWp0YWEhISoFar7b/g3nsF9aArV4AxYwTF\niWo8+eSTzNMhq/Dz88OQIUPYGTSZgA8+AH7/Hagm89oUWLRokdHd3X05u1T1iAAAIABJREFUEZnl\n9qUmip80E1GBl5fXoVWrVvFibUVGRuLChQss3BIqtDGQngOEaL/ZzPazERLiePXfrl27Nvi8t7c3\n3n//fWddcjlKyKNrjHbt2mHSpEmNntfYe1MXx44ds/2RLCsDxo8XSqiGhwMffmh3Ragqxo8fX0ue\nSW4yMjKYaKouWrTIQETLiEi5uocyYrFYVh87dgxiZUDFIneuZXWysrKY21Sr1ejYsSNzuw899BAs\nFgtzu/bgqrHYbDbj/Pnz1uOnn37aca3jtm2BffuAIUOEPOeYGOtTbdq0EYJmEtClSxe2E/J584BO\nnYA333Toss2bN8sq/cpxHFatWsVzHLdINicaQPGTZgCorKycs2DBAh3Pi5s3P/DAA7jzzjuZ+HT+\n/HmUDhzIZNKcm5uLDRs2MPDqJh07dqxaVm2QHTt2OBWlIyLMmTMHYt+TW5G8vDynbmoA4PTp03b/\nAI0ZMwY9evSouhAYOBC47TYhktKvn1P9syqycvDgwZul6UXSu3dvG61vZ9BqtVizZg30ev0SJk41\nQ4ioSK1WB69Zs0bWL318fLxdY5srSE1NZTJx5nkes2fPZuBR/XTu3Blt2rQBIGyK27hxo6T9yUFJ\nSQkbQ+7uQmGn334TIs5bttQ65ffff2cyuYyMjLQpnMWE1FTB96VLHQ6MDBs2jMnGbGdZvXo1PDw8\noogoQzYnGkLu/BB7GgBVQEBAGqvNfMxISyO6/XbJywtLiRipL45TTKp5k6KwsFCUrnZj75mNPJLZ\nTDR9OtFttxHt2eN0nydPnqTKykqnr69Jeno6M1ssWL58OR8QEBBGChjvlNwADOnUqZPGYrE4/2K3\nUCcsZBcdoby83Pp/peSKO8Pq1aul3dAdG0vUsyfRlClCjYYbsHq/WAgd2MDzgiSugrTvHaFnz56V\nAJ4lBYx3dbUmEWkmIqqsrJzzww8/MKnXW1FRwcIM0KMHYLEAV6+ysScBKSkpSE9Pr/V4VYRYzB2l\nj4+P9f+hoaHsXtdmyPXr13H9+nUAQGBgoKgqelXvWV1RfpPJdDOCdO0a8MQTgoxcdDTwwgtO9+nu\n7s5UYs4aARfJ1q1bRdsgIsydO1dTUVEhj7Zi0yJKq9XmHzhwQG4/FAURORV1rP4ddnV0LyAgwPr/\nQ4cOyVr5zRGICBx3cyrw2muvoX379tJ1OGAAcO4cEBcHPPMMcCM9qfr7JWbF9amnnhLtog3r1gHl\n5cDnnzt0mU6nk70i77lz51BQUMABOCSrIw3QJCbNAEBEmy5evKhioZe4Zs0aNjnEKhXW3HEHeEYa\n0GazGWvWrGFiq4ru3bvX2gx24sQJ5jlm999/PzQa2Srt1omScprj4+Mdz61rhO3bt+PKlSs2j3l6\nego50rt3A4MGAaNHA6GhwB13iOqL1YZVnU7H9HNy//33i7YRGRmJvLw8LYDQRk++xbkRwPh53rx5\nsn7ZiQhLlignk6aiogKrVq1y+LrZs2eDRR0CsTz99NM23/FVq1bV3kQsApZjcWhoqM24x/Jmvl7a\ntQP27xdS3B5+2EYAgOd5zJgxwyFzRITk5GTWXgL5+cDXXwulsh3Mj967dy/T99wZFixYoDMYDPOJ\nSJ7ke3uQO9TtSPPz81vx3XffsS9/J4Kc//yHTB9/zMxednY2M1tykZ+fT+fOnZPbDdm1QS9fvuyy\nvrKzs8lisRBxHNEnnxD16EF05oxouzk5OQy8u8nu3bsVo7VbxRNPPKFzc3P7ihQwxjWFBsBXrVZr\nMzIynHzF2cCyImULthgMBmspZ57naf369aIqz4oZi+Pi4mjHjh1OX8+czZuJAgOJROgYp6Wl0RkG\n43Mtxo8nmjqVvV0XUFRURF5eXnoAgaSAca6+1mQizQCg1WoXLFq0yKSEO/Mqbn/mGXicPcvMXpcu\nXZjZqklQUBAKa0joSEH79u0VsUFw1KhRsvWt1WprRYGlZM+ePaD4eCEKUloq7PgeOlSUTSJCcHAw\nIw8FXnzxRVGyiFWw2jhTVFSEiIgI8DzPdomnGUNEnJub27qFCxcy3r3kGFIoTLCgMYUKjuMUEV1u\nCC8vL5tNvyNHjrRWKNXr9Zg7d65D9hoai3met9kUnJ2dbRO179+/P1555RWH+pOU118XVu++/hr4\n5hshRfMGFovFLlm/nj17YqjI8bkWISFCGslPP7G16yLWrl3Le3t77yMiecPdjdCkJs1ElAjgSlBQ\nEAtbOHz4sHinHnwQSElB5qVL4m1V4/jx41VRHSZkZWWB4zj2u3TrwN3dHYMHD7Ye79y5Ezk5OZL3\nKzcXLlxAWloaAEFz88UXX3RZ317JyeAefxz46itg82ahPKxIVCoVPvroIwbesWfhwoXQarWi7axa\ntcri7e29m4gYbbu/NeA47o9ly5bxcudAWiwWSWTfxLBly5Y695FUERQUhPLychd6JA6VSoUePXpY\nNbLVajUmT55sfb68vBzz5s2zHpeWlmLBggXW47KyMhst+pKSEvzvf/+zOQ4PD7ced+3aVfnSpgMH\nChPUqChg7FghUAHhhqihfRY5OTlMf9etVFYKuvsrVgAO7peJi4tDQkICe58cgOd5zJs3T1dZWenY\n3ZgcyB3qdrQBePXhhx9uoBam/Zw6dYqFGaJHHqGNX39NOp2OjT0iOn/+vM3u5qaMTqdruHypRLg6\nPSMhIUHUEqajXLhwQajQmJdH1KkT01LYrEunHzlyhFJTU5naFIvZbKaOHTtqADxEChjbmlpr06bN\nWVaV65yF53nFVZVswRaLxdIkyo47hclE9K9/EfXqRRQf3+jpK1euJEmUZz77jOidd5y6NDk52aW/\nW3UREhJCAQEBKQBUpICxraHWpCLNN9idkJBgYXFnNHz4cAbuABg+HG/6+DhWeagRBg0aZLO72Vku\n1RMB//PPP10WoVGr1VZBeIvFghkzZlTdADVpEhISsH37dutxv379JKsWVRccx6F927bAO+8IlZ8e\neQREJDpqEBUVxWYVphp9+/ZFz549mdoUy759+6DT6fKI6HzjZ7dQk7Kysl/nzp0ra4k5lUrFpKqk\nVOj1egDCdzUjQ5mys1Lj5uYGLy8vud2QBg8PYP58ISXib38Ddu60PpWTk4PSGxHoKt5//324uTGe\ndp09K1R2dTBlporevXu79HerLn744QddZWXlr9QUJgZyz9qdad7e3rNefvllZqKWou/89u4leuop\nNs7UoLS0lPLy8py6VqfT0e7du+t8zmKxSHPH6yCpqal05MgRud2wC4PBQMHBwXK7YcuCBURDhhDd\n2LRDRLR9+/YmrbvaEKmpqcRqA9rjjz9eCeAdUsCY1hQbAA9fX9+SyMhIZ17+W4I5c+aQyWSi8PBw\np8fxFpoI588TdetG9P33RBYLlZSU0KFDhygrK0s6HWmDgei++4i2bHH40oqKCqba+86SmZlJ3t7e\nWgB+pIBxrbHWFCPNMBgMS/fv389EF1ij0WD+/PnijAwfDkRGAhYLVq9ebdXjZYGXlxfOOrnRUK1W\n15tX6+bmZr3jLSgocNo/sfTo0QN9+/a1Hl+9etUlmxXt5erVq9aNPW5ubswqSjrLmjVrkJeXJxzE\nxQEzZwKbNgHVNu28+uqr1vxDuUlNTWWSe1xFYWEhOnfuLNpOenp6lS7tNtHGblGIyGw2m/+YM2eO\n7GXHiQi//qo8me1///vf8PDwwKOPPopOnTrJ7U4LUjJokJDnfPIk8MILaKtSYfTo0bh06ZJ0sni/\n/QZ06waMH+/wpYcPH7bRu5aLJUuWmDw8PNYTEbsfCimRe9bubAsICNjxww8/MEnEYRJxveceopgY\nMhgMskdwQ0JCHIo0Hjp0iFJSUiT0yH4yMzPp4sWL1uPExESn79KdyWlOS0uzufvevHkz01x1sVir\nUHGcEGFYt67eczmOo6NHj9pte9q0acwj1Dt37mSeH82Cp59+WqdWq38mBYxlTbkB6ODj46NVQoVH\nMVU2pUCr1VJYWBgRCb8xzUFO1Fnklv90KUYj0aRJRL17EyUmEhFRREQElZSUsO0nKYmofXsihUl4\nOkJ+fj75+PjoAPQkBYxn9rQmGWkGgIqKiqnz5s0zs4iSMskxGj4cOH0aXl5e7HOWbmBvDnL79u0d\nijSOHj0ad911l7NuMeXOO++0KVjh6elps6KwY8cOJCYmWo8rKysdkrczm802CiLbtm2z2ememppq\nIxn1+uuvM81Vd4bU1FSrz9YqVF9/DfTrBzSQz+nj4+NQQZUffviBeYT6pZdeskpViaFqwGLBpUuX\ncOzYMbNer5/NxOAtDBEVEtH8b7/9Vie3L2KqbEpBYWGhdRWN53mEhrbUzrkl8PREwscfI/bNN4HH\nHgP27EG/fv3YrujyPPDhh8CPPwqR5ibKDz/8YFCpVBuJqH65GaUh96xdTPPz81vx0ksvGey5o2mM\n4uJiunDhgvMGVq8meuMN62FcXByxjr6EhIRQbm4uU5s1CQ0NVURhkvrged4mcrl3715KSkqyHm/a\ntMmmqMimTZtsnt+yZYvN+8JxnMQei2fbtm220dqQECF3jnXkgiEGA5OvpZV9+/Yx+1yOHj1a4+Hh\nMYUUMIY1hwYgQK1WV8bExDj6VkhCU9kj0ULzJTk5WRizIyOJunQh+uknIpYr0CtWEA0eTOTEKt6C\nBQsU8buXmZlJPj4+WgC3kQLGMXub7A6Ich7oqFarmSwN8jxP4eHhzhtISiK6807roV6vp3g7JGhY\nsXHjRiorKxNth+d5RXyhbnXqTZPIzyfq3Jno+HGH7KWnp9OBAwdqPb5161bmlQt5nqcZM2Ywt8mC\niIgI8vPzKwSgJgWMYc2leXh4fPH4449rHHw7JOHUqVOypQRptVpau3Ztg+fo9XplVbhrQVry8ohG\njCB64QWi8nLatGkTlZaWOm8vN5eoQweiuDinLldKGtOECRM4Hx+fJpciJ7sDYptarZ41fvx4+Wd5\nPC/kF1275oKu+FoTHSl2Zl+/fl1c9F1mmmoeHcdx9Msvv9R+gueJxo4l+vZbp+zW9RmRO//elfA8\nT7169eJUKtU7pICxqzk1AN5+fn4FJxhqhTdFjEajoJ3eCNVXv24FmupY7AghISFUr5KMwUD08cdE\n99xDpVFR4gJT48YRffed89crgLi4OPL29tYACCAFjF+OtCab01yFXq//de/evabY2FhmNp0qcapS\nWfOaq2OxWJiXU1apVIiJian6sQIASXZmd+jQAXJX/LoV8fHxwTfffFP7iSVLgPx84L//dcpu9c9I\ndUUQJZOYmGitsiiW/fv3Iz8/v4CINjAx2IIVIjJwHPfVJ598oq0+LsnJ9evX4WpfPD09ERgY2Oh5\nffr0sf6/sbLbLTQNnn76aZtKuDZ4eQFLlwJffok2Y8fC5+hR5zrZsweIjxdymR2+dI9zfUrAlClT\ntGaz+SciEi+B5mKU/YtpB0RUYTKZ/vvpp58y0U7RarVYsmSJcxePGAGcOmXzkJubGy5cuMDAM1te\nf/117Ny502ZTHGvc3NwwdOhQ63FmZqZkfUnBqFGj5HbBbqKjo3Ho0KH6T0hIECbLmzYJA7AIVq9e\nLYk8V3JyMnZWE/dngdFoZCLzZ7FY8Pnnn2s0Gs1kImqZpUgAEW3KzMwsDg4OltsVAMIG2vqKO7GE\niDBr1iynJug8z+OXX35x+eTe1TSlsdgRMjIykJOTA8DOAMQHHwgT348/BmbOxK+zZ9tsTG+Q8nJg\n0iShVLaDm9N5npddLrWKiIgInD59WmexWBbL7YszqJrDl1WlUnn7+fllHzhwoMMjjzwinyMREcCX\nXwr16F2AyWSCwWBAbGwsRowYIXl/27Ztw/PPP6+4XerNAYPBcFMZo/aTwODBwOTJwHvvMenPZDLB\ns5q2MwsMBgPc3d1lry5VFytWrMBXX30VX1lZeT81h0FPoahUqud79OixJSUlxY+FakpTQYrvUwvK\n5/jx4xg2bFj9Y3d95OYCr7wC0223wXP9euBGxdwG+ec/AZMJWLnSOWcVABGhf//+XGJi4qc8z6+T\n2x9naPKRZuDm0uDkyZM1sv4eDhokRATrEQwvKytj0k3Vcp6npyf8/PxcVshi/Pjx1gnz9evXodPJ\nrjLVIMePH5fbhQaZO3euNf2lwUH3u++Au+4C3n1XVH9VEREA1h94lkvD3t7ezCbMpaWl9kdgGsFg\nMODbb7/VVVZWftoyYZacfcXFxSkbNmxQ1OssRQpEdZusJsybNm1qlilxSh+LHaG6xOmoUaMcnzAD\nwO23A8eOwTMwEBg6FKghdVqLU6eA3buBOXMc6kav1zNPDxVDSEgIMjMzS5pyilyzmDQDwtJgSkpK\nyfbt21nZw5o1axy7yMcHGDCg3kjz6dOnRX+Az549iyNHjliPVSoVhg8fLsqmM5hMJpyukb/dgmN8\n9tlnjQ+4hw8D27cLS3Iibo7y8vLqTBPavHmzjU61M6xZs4bZBLeKXbt2MbO5bNky3mKxRBHRSSYG\nW6gXIqKKiorP/vWvfxmUMvnjOE581dc6+P3336HX65nafOyxx5jomrcgHXPmzGFzY+PtLYzrn30G\ny/DhmF1fUMRgENI6/vgDaNvWoS7i4+Ph4+Mj3lcG3EiR02q12klNOUWuWaRnVKFSqZ7v3r37ltTU\nVCZLg1evXkU3R4XDv/pK+GB//73o/h2lqKgIu3fvxvvvv+/yvoODgzF69Gjn7rpvEU6fPg2NRoPR\no0fbd0FREXD//cD69cATT0jrnAhycnJwxx13yO1GnVRWVqJLly66ioqKoUQUJ7c/twoBAQHHpk2b\n9ugXX3yhiMAMESmmtLy9XLlyBd27d28ZU28FIiKA114TUvC+/to2QDJtGnDhghBpbmKf4eps2LAB\nkyZNiquoqBjYlFf8FDGgMWRfSUlJKqulQYcnzECdChp14WhqQ3FxcaPnBAYG4o033nDILiv69Onj\nUGW+WwWNRmP9//Dhw+2fMBMB778PvPmm0xNmjuOwa9cuu8+35zNWF0qdMAPA5MmTLUR0oGXC7Foq\nKysn//e//zVUr+YpJ6wmzBzHgasn/Y41Xl5eSEhIcElfLdRPcXExli5dKm0nI0cKK9S7dsH06qso\nz80VHk9MBBYuBBYvdmjCnJeXp6jNpQaDAZ999pmhoqJiUlOeMAPNbNJ8Y2lw0pQpU/Qs822jHNnY\nN2IEcOaMUOayHniex8KFC+02mZeXh2PHjtl1blXOscVigSt/sO6++27rMtD169exbNkyl/VdH3Ln\n0RkMBqxatcq5i1euBK5eBWbMcLp/s9mMYcOG2X3+rl277J4QZGVlMX99q1QIWJGfn49t27aZKisr\nv2JmtAW7IKJ4IgqZOnUq27wdkaxZswbXrl1z+vrg4GCbG2Ep6dGjBx588EEAwne5pKTEJf1Kgdxj\nsRjatm3rmtXbLl2A8HBw3t7YPWQIkJoqpGVMny485wB79+6VyEnnWLJkCU9EZ5tFipzcQtFStFat\nWgW///77zOr4hoeHU3l5uf0X9OpFdOkSq+6dorKykpYvXy5b/9UruGVmZlJlZaXLfZBDUH/9+vWU\nk5Mjzsjly0SBgUSJiU5d7opqaFevXiW9Xs/cLqvy2zzP09ixY7W+vr7zSAFj0q3YAHT19vbWxjlZ\nuUwKzGYzs+qSrkSj0dCaNWvkdsNpmlpxk+DgYLok1284zxMtXEjk50c0fDjb8tsykJGRQX5+fhyA\nvqSAcUlsa1Y5zVWoVKoOvr6+KaGhoa3l2CSHv/9dWG754INGT9Xr9fD09Kxz88fFixcxcOBAKTx0\nKenp6SgqKrIKv/M8r/iiGvZSVFQEnU6Hrl27AhCWb0VJ8hmNwm7qDz8UtDwd5MqVK7h48SLGjx/v\ntAtEhNjY2Cb92Vu+fDlNmTIlW6vV9iEitru1WrAbDw+PD+6+++75sbGxfk1Vko3jOGRnZ9sUJJGb\nwsJCdOjQQW43mi2ix3EWnD+PTKMRbfr1Q5s2bRo93Ww2g+M4BAQEuMA5++B5Hg8++KAuKSlppl6v\n/1luf1jQPGYuNSCiQo7j3pswYQLHMk1Do9HYVy1w+PBaRU7qIycnp868U6PRaCMRJgaLxYIFCxZA\nrhuknj172lRK2rJlC1JSUmTxhQXVUxgyMjJs8iVFD7Q//gh07Qp89JFTl/fp00fUhBkQ8j8zMzNr\nfV6MRiPWrVsnynZdlJaWgmVBjPz8fEyZMsWg1WpfbZkwy4vFYlmVk5MTM3v2bLPcvlTHYrHgl19+\nsevc2NhYtG7dWmKPHOP8+fPMKmW2IPy2V1dYkX3CDAAPPYQ2/frh4sWLdp1+6NAh5OfnS+yUYyxf\nvpxPS0vLNBgMjmnlKRm5Q91StlatWu176623jHWsGDhFRkYG7dmzp/ET4+OJ7rqLVbdMKC0tlduF\nepk/fz6VlJQwt8tqSbCsrMz6/5iYGDp48CATu7U4epTo9tuJCgocuiw+Pp5Onz4tjU/VMJlMlJeX\nx9xuYWEhs/e/JS1DeQ1ANy8vLy42Nraxt8+lsEoFkhuO4yg8PFxuNxpEqekZVak6PM+TyWSS2Zvm\nRbW0jH6kgHGIVWuWkeYqKisr//HXX39xrPSEu3fvjhdeeKHxE/v1E+TCCgocsp+Xl4e9e/dKIsRf\nfXknLi6u6sdMEfzrX/9C2xv6k0SE6dOnW18DIkJGRobLfNFoNAgPD7ceZ2Rk4OjRo9bjgQMHYsyY\nMew7Li4W0nrWrAEcXHZt166dTSSfJRqNxqoL7uHhgU6dOjHvIzAw0Pr+i2Xz5s0UHh5eyHHcd0wM\ntiAaIrpqNps/nzBhgpa1nrcYvBooR89xHA4fPuxCb5zH29u7pRqhE6xbtw5ZWVkAhNU1JVYyrU54\neHidBdKuX78ugzcNw/M8Xn/9da3ZbJ5JRIly+8OSZj1pJqJCnU733oQJE7Ssq9c1OLF1cxPyUh2c\nrKenp0Ov10subl9cXIzS0lJJ+3AWlUqF//znP9bXwGKx2BRR0Wq1mFOtKpLJZMKlS5esxzzPW3e3\njxo1CjzP20ip6fV6nDx5cwNvaWkpFixYYONDYGCg9f89evTAyy+/zOivqwciIR3jlVcAOyfkmZmZ\nVtnC22+/XbLPjL+/P4KDgyWRE4yMjIRWq2VmLz8/Hx9++KFRo9G8Ri1pGYqC53lFpmkAwj6ArVu3\n2jxWVlaGAQMGyOSRY7i5udmo5Jw8eRJhYWEyelSbUaNGye0CKisrER8fbz1+55130L17d/kccpD7\n77+/1u92QUEBIiIiZPKofhYvXszHx8dfa1ZpGVXIHep2RfP399/79ttvM12Lmz59esO7sGfMIPrq\nK5ZdSoJWq22Su8mr4DiODhw4YD2urKykpUuX2hyvXbvWeqzT6SgyMtKVLjbO6tVEAwYQ6XR2XxIU\nFEQ6B84XA8dxktg9fvw4s89eVVqGj49PS1qGQhuAbt7e3lqlpWkQEVmauEJBTar/PdnZ2U16jGdF\ncnIypaamyu1GsycjI4N8fX2bjVpGzSa7Ay75I4EOPj4+5adOnarrPZaGsDCiYcPsOnXjxo1UXFxs\n81h4eLhLBvLo6Gg6fPiw5P3IgVLz6GxIThbk5eyQN3JI9lAkdcnWXblyRbp8bpFs2bKF9/f3zwSg\nJgWMOS2t7ubm5vZBnz59NEYjs60mzOA4jpYsWSK3G8zZv38/Xbt2TVYf5BiLtVotzZ492+X9uoIZ\nM2bY7LVRChaLhYYNG6bx8vL6jhQw3kjRmnV6RhUkpGm8K0WaBlE9ucGDBwOxsYC+8VXiMWPGoF27\ndjaPtW3b1ukKbY7w4IMP4qmnnrIeS5FP3UI9mExCxb+ffgLuvbfBU4uLixEUFOQix4AFCxbUSp24\n++67MWjQIFF2eZ63eze4veTn5+O9995rSctoAvA8vyovL0+RaRre3t4IDAzEuXPn5HaFKc8884y1\naieRsGekuVZvXbhwoVXdyNfXF19//bXMHrHHYrGge/fuylD4qMHs2bP5+Pj4q0ajsfmlZdygWeo0\n10erVq32vPbaa2NWr17tzcpmfHw8kpOTMW7cuNpPPvQQ8L//CVUCmwBmsxlz5szBd9+17KFyCd9/\nD1y8COzbV2eJVIvFAqPRaK202BzIzMxEWVkZMw1oIsLzzz/PhYWFLec47ksmRluQFJVK1U2tViee\nOnXKr6riXQvyUFhYiG3btmHSpElyu+IUR44cQe/evXHnnXcCUIi+8i1KRkYG7r33Xp1OpxtERJfl\n9kcqbolIcxUajea9zZs3G1mpaQBA//798dJLL9X95IgR9eo179mzB7GxsXb1sXLlSpds3PPw8LCZ\nMNulSd2Cc5w4IShlrFlT54QZEMpa5+Xlucyl1NRUuzfmhYaG4syZMw730b17d6ZFU7Zt20bh4eGF\nOp2u5U6viUBEV41G4xevvPKKTm41DSLCjBkz6lwxTEtLq38lsZnQoUMHmwlzamoqNm7cKKNHDRMR\nEYG4uDjrcZ8+fdClWonp5jxh3rZtW50rwbNmzZJ9hZjnebzxxhtai8UyozlPmAHcGjnN1RuAcV26\ndNFqtVqSnG3biF58sc6nHCl1rNVqZdmoEhoaSmfOnHF5v6xQbE5zaSlRt25EISG1nrp69aoMDgns\n3r3bIa1SRz7DsbGxzDcjXbt2jfz8/HQABpMCxpaW5tA4rAoICDg5bdo02cVx6/scnzx58pbfOBYT\nE0M7d+60Hufn51N+fr7Dduwdi41GI2k0GuvxgQMHqPpepIKCAofGnebE5cuX63xcCa/H999/b/H3\n978EwIMUML5I2W6p9IwqAgIC/hozZsyz27dv91HVE+VzhoULF+LNN9+8mZ987Rrw4INAfr41mmgy\nmURpapaXl8tWnSo9PR09e/aUpW9nOH78uCKkjmwgAl5/XdBiXrjQ5qni4mKEh4dLL3HHGHs+00FB\nQXWnMInoc+jQodzly5cXcRzX/BIXbwFUKlU3Hx+fS3v27GlVfV8SFhV9AAAgAElEQVSFKxA7Dt+q\npKeno6SkBA899BAA4PTp09BoNBg9ejQA4OzZszAajXj00UcBCHJ+FosFBQUFGDVqFC5cuACdTocR\nN1IWT5w4AZPJhCeeeAKAEEn28vKSTHe+uSPH5/r8+fN45JFHdHq9vlmnZViRe9YuRwPg6+vrm/LD\nDz8wjXLUGQ3u1o3oyhUiEpQqQuqILjrC1q1bKTs7W5QNZ+B5njZs2NDspJlczp9/EvXrR3RDxu3Q\noUOUm5srmzvz5s0TLV23bt06l0fIP/jgA32rVq3CALiTAsaUlub0WPyEr6+vPi0trY53WTrmzZtn\nE9FsjJ07d1JRUZGEHjUPjEajzXiSn59vo9yh0WjIJau8zYQZM2bYvfpnNBrpl19+kdgjW3Jzc6l9\n+/YcgJdJAeOJK9otGWkGAJVK1dXX1zdux44dbZ599lnm9nmeh5ubG/DGG8Do0cA77zDvQ04SEhKQ\nnZ2Np59+Wm5Xmg5paULRm6NHgRuFE9LS0tCzZ0+wXPFwBL1eD7VaLYnttLQ0+Pn5Ma8iOGfOHH7a\ntGnXOI4bQETlTI234HK8vb0nd+nS5ZeLFy/6tmrVSm536qS8vBxEZFNZtYUWpIaIZPttaAy9Xo9B\ngwZxGRkZ8ziO+1Fuf1zFLbURsDpElM1x3Njx48frkpKSWNvGzJkzhYMRI3D94EGm9qsICQlBSkqK\nJLYb495777WpQmUwGGTxoyGOHz8utws3MZuBiRNx5s03cTA31/pwr169XD4oXrlypSrKx3zCXL2k\na1ZWFtq3b8/U/okTJ/DTTz/pOI57smXC3DwwGo0LCwoK/nrttdc4KaXQOI5DRUWFU9e2bt3aOmGW\ne/NiU0RRY7HCuXz5snV8dva3Qa/X11lymxVEhH/84x+6q1evntTpdD9J1pECuWUnzQBARKd1Ot1n\nI0eONLBUp6gqBQ0AhUOH4uSRI8C4cUByMrM+AODpp59Gx44dmdp0hOq51YcPH7bZ1dyCAMdx2L9/\nPzBzJhAQgGHz5skaned5HjExMZLZDwkJsd5APf7440zz6zIzM/HCCy/o9Hr9S0Qkz91iC8whItJo\nNB+cPHkyZfLkyZJJ9hw4cMCq4SvWjr3KRy204AhEZFPq21n0ej1CQkIYeFQ38+bNs+zbt++aRqMZ\nR0TNU/S7Hm7Z9Izq+Pn5LR00aNDbYWFhvh4eHkxt8zwPbVERWq1dC8ydC7z6qlDM4rbbmPaTn58P\ntVot2ybBmsydOxcfffQRlLrcKiWVlZXWv1ur1eJ6SAh6TZ4MxMQAnTvL4pOrlvmys7Nx7do1m1UI\nFmg0GgwcOFCbnZ39H4PBMI+p8RYUgUql6ujr63tp9erVgRMmTFDmmnQLLdziBAcHY/z48eU6ne5+\nIsqS2x9Xc0tHmqvgOO6zixcvXvzyyy+Z5RhERUUBECZNW/fsAb7+GkhKAtRqofrbtGmARsOqO7i7\nuzulmysVU6ZMgb+/PwAhdePPP/+U2SNpqbr5JCKsXr0aZrNQ8MzPbEavr78GVqyQbcJ87do1rFq1\nyiV9GQwGPPDAA+B5nlllNZ7nMW7cOO769ev7jEbjfCZGW1AcRFTAcdzo9957T3fhwgUmNjmOw6VL\nl5jYqovIyEhJ7bfQ/NHpdJgzR7oCesnJyczqPCQnJ2P8+PF6nU73/K04YQZwa6pn1NUAtPPx8clb\nuHChaDFZk8lEBw4cqP+E9HSiN94g6tyZaNkyIge0ce1FCdqN1amu+JGfn+8SDWUp+6iuObx06dL6\nFTAmTiT6+GPJ/FAy+/btY2Lnxx9/NLZq1eoiAG9SwFjR0qRtKpXq1YCAAP3169dJLOfPn6e8vDzR\ndurDbDbLqq3eVFCsZr5CkFKVqqSkhCIiIkTbKSsro27dumk9PDw+IgWME3I12R1QUgPQ18fHR3P6\n9GmSgtzcXMrIyLj5wPnzRI8/TtSnD9GuXUSMij+YTCaaNWsWE1tSYDQaKSkpyXp8+fJlOnToEPN+\nWA3Uer2eKioqrMdbt26lhISExi/ctEl4b2WQWDp69ChFRUW5pK+kpCQKCgqSxPamTZt4X1/fQgCd\nSAFjREtzTVOr1bMeeOABjV6vp6aCTqej4uJiud1QJC2TZlsqKiooLCxMbjfsxmw202OPPab19/df\nSQoYH+RssjugtAZgbNu2bTlntJCDgoIa1FQ0GAx05MgR2wd5nujAAaL+/YlGjCCSaMKuZCwWi40G\nanR0NO3evdt6XF5e7pCmqliio6NtJpyHDx+utxpTvWRkEHXoQBQdzdY5O6msrHRZX3q9vsFqf6Wl\npU7dFF28eJHUarUOwCBSwNjQ0lw6Dru1atXqwMSJE3WOVpLUarXMVjkcoby8nDZu3OjyfltoemRl\nZRGLlRRHOXz4MJWUlDh83SeffGLw8/M7B8CTFDA+yNlkd0CJzcvL67s77rhDx90oQGEv8fHxDp1v\ng9lMtG4dUdeuRC+/bC2IwoINGzZQcnIyM3uuJiEhwSZSERERQQcPHrQex8TE0Llz56zH6enpNn9v\ncnIyXbp0yeb60NBQ6/Hx48fp6NGj1uOioiJy9L23wWQSboDmzHHehoPwPE9r1qxxaVqOI0UKHP1u\nFBQU0G233aZVqVQTSAFjQktzfQPg7+fnlz516lSHPtSFhYWSpmTYC+uy8S00bTiOo7KyMll9KCkp\ncbg42vr163k/P7/rANqTAsYFuZvsDiixAVD5+/sHvfDCC5xUk5C0tLS6l7Q5jmj2bKLAQKJPPiGS\n4W60qVFRUWGzLJqdnU3p6enWiXZeXp5NVSrJqxrOmCGk3bi4eqIrcysTExNpz549ktjWaDQ0cOBA\nja+v7xxSwHjQ0mQdi3uo1ery4OBgamrMmjWLmlJ6iZS0pGcQ7dq1i3JycuR2wyFCQ0PJ19dXA+A+\nUsB4oIQmuwNKbQDUrVq1OjVhwgRdQ5OsDRs2UH5+fr3PN0T1PNlaFBURffEFUfv2RP/9LxGj5fac\nnBxatmwZE1tKR5aB+uxZoo4diapN0qUiMzOTDh8+LHk/LImPj28wVUOn09H999/P+fn5bQfgRgoY\nC1qa7GPxEF9fX01Dn3W9Xk+LFy+u9/kW5OVWnTQbjUa5XaiXFStWUHl5eb3Pnzlzpio97ilSwDig\nlNai09wAKpXKz9/fP3z48OEDDh486FmXzm1ZWZno0qomkwlmsxk+Pj61n8zIAH74ATh2TNB3fu89\nQKSWNJFyS3M2aSorgQceAH79VShmIzH5+flo3bq1ZGWwa1JSUoLY2Fj87W9/E2Wnvu+M0WjEM888\nw0VFRYXeEM23iOqohWaDSqV6xNvb+/CuXbvUzzzzTK3niQjl5eWKLXN95MgRqNVqjBw5Um5XWnAR\nFosFc+bMwTfffKPI39uKigr4+fnB3d291nMXLlzAY489ptNoNK8SkXRVUpogLZPmRlCpVK38/f0j\n3nrrrT6LFy/2luLDX1RUhJCQEPz973+v/6ToaGDqVCAnB5g9G3jxRYCBL+vWrcOoUaPQvXt30bZu\nef7xD8DdHZBIE5mIsGDBAkyaNIlppT17yczMRJs2bSSZmJhMJowdO1Z39uzZE5WVlc8TUUut4hZs\nUKlUT/j6+u49cuSIL+viOa6gJVhxa2D5//buPD6q6vwf+OfMktyZuTMJBIkhLIpgqoDWhihGRCRt\nqUJR6wKt+H2hFP1Si1txLahQUBQRpIFiKVpBFKrAFwSB/iyBBMIShDQhJrKYsCQBErbZ9+f3xwzp\nxArZZubOJM/79XpemTuZzH0mmXvyzLnnnuPz/WAhGi/27duHoUOHOiwWy1giWq10PjFH6a7ueAgA\nybIslz/zzDMuv99PX3zxRdSm82okwjNt+Hy+Fl3cFeuiekpw5Uqivn3DNozmUqI5K8ZFkRoDvn79\netqzZw95vV4aMWKEXZblfPBczByXCQB3ybJsv3jh77Rp0yJ/jUKYuVyumJ4SNBI6yvCM/Pz8RheV\nx4uLx1F5eTnJsuzgC7Av0wYpnUC8BIAUvV7/3RNPPOGO5AwFdrudFi9efPkHRWimDbPZTAsXLgzL\nc8WCqDXUx44FppeLwAepf/7zn1RQUBD2523J/nfs2BGx53e73fSb3/zGYTQaCwFIFAPHOkdsB4B7\ndTqds7i4OO4K5os62swa7blodjgcSqfQZj6fjw4dOkQpKSk2tVo9jmLgOI/V4OEZLSCE6GowGHY/\n+eST3WbNmpUQqVNt9fX16NKlS9MPdDiA+fOBd94BHnwwMOY5NTVseezevRtdu3bF1VdfHbbnbHd8\nPiAnBxg+HHj55bA8ZU1NDbp16xaW54plXq8XI0eOdBYWFpZaLJY7icimdE4sPqhUqgdlWf4oLy9P\nl5mZqXQ6bbJx40YkJycjHoecdHREhLfffhvPP/88VCqV0um0WmlpKYYMGeKw2WzPud3uRUrnE8vi\n96+sACI6bbPZbl64cGHV7373O1ekPnCEFszHjh279AN1OuDFF4GKCkCSgH79gGnTAKs1LHn069cv\nrhuCqJg9O/D1hRfC8nT19fXYuXNnWJ6rtTZt2oTjx49HdB8ejwe/+tWvHDt27NhnsViGcsHMWsLv\n939msVgevuOOOxxbt25VOp02ueuuuxoVzA6HQ8FsWFOsViuqq6sBAEIIvPjii3H9f7K0tBS33Xab\n02w2P8kFc9Pi9y+tECKqs1qtg5YuXVo5btw4l9/vj+j+8vLy4PE0cU1USgrw7rtAURFw8CBw7bXA\n++8DXm+b9i3LMnr16tWwnZubi7q6ujY9ZzRF/J/p3r2B3/uyZYELAFtp7ty5sFgsAAIfmO6Pwswb\nl9O/f3/06NEjYs/vcrnwy1/+0r5169ZCq9WaQ0T2iO2MtVtEtMZmsz1w9913O/Pz85VOJyyICLm5\nufD52tfEMfH+wSbU/v37Een/+9Gyb98+DB482GG1Wh/1+XwfKp1PXFB6fEi8BgCT0WjcN3bsWEe0\nVmFr9ji4vXsDi2tkZBCtWRO4gDDMHA5HzC8ZG9FxdFZr4MK/lStb/KOnTp2impqahu3LLb0eLQcP\nHozKOEu73U79+/d3yrK8AUACxcCxzBHfASDHYDBYQ1f5bC8OHTrUtpVmY0Q8j2k+d+4cLVmyROk0\nwi64cIkDwH0UA8dxvAT3NLcSEZktFsuQtWvX/vuuu+5yetvYq9scK1euRHl5edMPzMwEvvoKmDcP\nePVVYPBgoLAwrLl8f85Rq9UKa5iGhYTL0KFDI/fkzzwDZGcDDz3UrIeH9kwcPHiw0ek8TRvn3W4r\nIkJRUVHE92O1WpGTk2OvqqraYLVa7yEid8R3yto9IvqXzWa7a9SoUbYPP2xfnWU9evSI61P/F0W0\nLY4An8938QMZDAYDRo8erXBG4VVQUIB7773Xbrfb7yeiNUrnE1eUrtrjPQDoggugWEOXco4ZEZpp\n4/tqa2tp9erVDdvxelV7s6xaRdS7N9FlVlMKtXv3blq/fn2Ek2q5aC7xe/ToUcrIyLDKsrwMgJpi\n4NjlaF8B4BZJksy5ubm+9jo7xcqVK9tFz3OsmzNnzuVX7I1jS5cu9QeXxv4pxcBxG2+heALtIQBo\nDAbD/PT0dFtZWRlFw5EjR1o2PMJuJ5o1i6hLF6KJE4lOnoxcckS0Y8eORsslK/FPLCKnBE+cCCyT\nvXPnJR9SWVlJH3zwQfj3HUYVFRX0+eefR2VfBQUFZDAYnAkJCZMRXFCJgyMSAaC3LMuVjz76qMPl\nclF7t2rVKoqH1xnrwzP+9a9/0d69e5VOI6K8Xi899thjLp1OdwpAf4qB4zUeQ/EEIv4CAS2AZQDy\nAewG8EsAPw5u5wHYBKBr8LHvAdgbvH8LABOA/sHHbgCgu9y+1Gr1OEmSnKtWraJoaNW69vX1RM8+\nS5SSQvT66xFfjOOidevW0cUFCYgCY1sjLewNtc9HlJNDNH16o7vPnTtHc+bMCe++IsDv90f9w8tf\n//pXn16vtwAYTs07Xm8BkBe8fT2A7cH48GIPdVuPU4723Q4DMMqy/FWfPn0cp0+fpvasvLycLl5T\n4/V6FVn8qDlirWi22+10+PDhhu0LzTxrGK/Onz9Pw4YNs8myvAtACnE73Pq2TOkEIv4CgXEA3g3e\n7gTgWPCPfEPwvscBzAneLgDQ+Xs//yyAHwGYCOCmZuxvkE6nOztz5kxPN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 11.2\n", "\n", "from math import pi\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "lag = pi/4.\n", "angles = np.arange(0, 2*pi , lag)\n", "\n", "fig = plt.figure(figsize=(10,5)) # зададим явно размер полотна, чтобы графики не перекрывались\n", "\n", "for i in xrange(1, 3):\n", "\n", " r = np.random.random(len(angles)) # для каждой розы значения будут разные\n", "\n", " ax = fig.add_subplot(120+i, projection='polar')\n", " ax.plot(angles, r, color='r', linewidth=1.)\n", " # Так как 0 и 2*pi - это одна и та же точка, то значение в ней должно быть одно\n", " # Однако, будет разрыв между последней точкой и нулевой.\n", " # Чтобы его убрать, искусственно соединим эти точки.\n", "\n", " # Замыкаем розу ветров (соединяем конец с началом)\n", " ax.plot((angles[-1],angles[0]),(r[-1],r[0]), color='r', linewidth=1.)\n", "\n", " # Изменяем направление обхода с \"против часовой\" на \"по часовой\"\n", " ax.set_theta_direction(-1)\n", " \n", " # Смещаем нулевую или полярную ось на 90 градусов против часовой стрелки, в положение \"север\"\n", " ax.set_theta_offset(pi/2.0)\n", "\n", " ax.set_title(u\"Роза ветров N%d\" % i, loc='center')\n", "\n", "plt.tight_layout()\n", "\n", "save('pic_11_2', fmt='png')\n", "save('pic_11_2', fmt='pdf')\n", "\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 11.3 Настройка графика в полярных координат\n", "\n", "Полярный график по сути ничем не отличается от привычного прямоугольного графика. Соответственно, практически все пользовательские настройки осуществляются аналогично." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('old r:', [0.20000000000000001, 0.40000000000000002, 0.60000000000000009, 0.80000000000000004, 1.0])\n", "('old phi:', array([ 0. , 0.78539816, 1.57079633, 2.35619449, 3.14159265,\n", " 3.92699082, 4.71238898, 5.49778714]))\n" ] }, { "data": { "image/png": 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u85DGbHMlAnKF+NqKm/jnnyCqVct0tRuv8/bb/5c4ceJ3+yIjY2pmJ9t+TuWe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\nIqK5CeJiD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 11.3.1\n", "\n", "from math import pi\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "lag = pi/4.\n", "angles = np.arange(0, 2*pi , lag)\n", "\n", "fig = plt.figure(figsize=(10,5)) # зададим явно размер полотна, чтобы графики не перекрывались\n", "\n", "r = np.random.random(len(angles)) # для каждой розы значения будут разные\n", "\n", "ax = fig.add_subplot(111, projection='polar', axisbg='#FFFFCC')\n", "ax.plot(angles, r, color='r', linewidth=1.)\n", "# Так как 0 и 2*pi - это одна и та же точка, то значение в ней должно быть одно\n", "# Однако, будет разрыв между последней точкой и нулевой.\n", "# Чтобы его убрать, искусственно соединим эти точки.\n", "\n", "# Замыкаем розу ветров (соединяем конец с началом)\n", "ax.plot((angles[-1],angles[0]),(r[-1],r[0]), color='r', linewidth=1.)\n", "\n", "# Изменяем направление обхода с \"против часовой\" на \"по часовой\"\n", "ax.set_theta_direction(-1)\n", "\n", "# Смещаем нулевую или полярную ось на 90 градусов против часовой стрелки, в положение \"север\"\n", "ax.set_theta_offset(pi/2.0)\n", "\n", "ax.set_title(u\"Роза ветров\", loc='center')\n", "\n", "ax.set_xlabel(u'Ось абсцисс (углы)', fontsize=14, color='r')\n", "ax.set_ylabel(u'Ось ординат (радиус))', fontsize=14, color='b')\n", "\n", "old_rticks = ax.get_yticks()\n", "old_phiticks = ax.get_xticks()\n", "\n", "new_rticks = np.arange(0, 1.2, 0.2)\n", "new_phiticks = np.arange(0, 2*np.pi, np.pi/12.)\n", "ax.set_xticks(new_phiticks)\n", "ax.set_yticks(new_rticks)\n", "\n", "#ax.set_thetagrids(new_phiticks)\n", "\n", "ax.grid(True, axis='y', color='blue', linestyle='--')\n", "ax.grid(True, axis='x', color='red', linestyle='--')\n", "\n", "print('old r:', old_rticks)\n", "print('old phi:', old_phiticks)\n", "\n", "save('pic_11_3_1', fmt='png')\n", "save('pic_11_3_1', fmt='pdf')\n", "\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У полярной системы координат есть специальные функции, которые позволяют настраивать внешний вид рисунка.\n", "\n", "Для радиуса R:\n", "\n", "1. **`ax.set_rlabel_position(phi)`** - перемещает ось ординат (радиус) по кругу на угол phi (в ГРАДУСАХ) от положения нуля;\n", "\n", "2. **`ax.set_rmax(R)`** - позволяет ограничить область изменения радиуса R на рисунке;\n", "\n", "3. **`ax.set_rmin(R)`** - позволяет ограничить область изменения радиуса R на рисунке;\n", "\n", "4. **`ax.set_rlim()`** - позволяет ограничить область изменения радиуса R на рисунке (BUGS -> см. Электронные ресурсы);\n", "\n", "5. **`ax.set_rscale()`** - позволяет сделать шкалу радиусов логарифмической (BUGS -> см. Электронные ресурсы);\n", "\n", "6. **`ax.set_rgrid()`** - позволяет настроить для оси радиуса вспомогательную сетку, положения делений, формат подписей к ним и т.д.\n", "\n", "Для угла **phi** (в matplotlib он называется **theta**):\n", "\n", "1. **`ax.set_theta_zero_location(loc)`** - перемещает положение нуля на определённое положение. Loc принимает значения 'N', 'NW', 'W', 'SW', 'S', 'SE', 'E' или 'NE'. По умолчанию положение нуля находится в положении \"восток\" или \"3 часа\";\n", "\n", "2. **`ax.set_theta_offset(phi)`** - перемещает положение нуля на угол phi (в радианах) . По умолчанию положение нуля находится в положении \"восток\" или \"3 часа\";\n", " \n", "3. **`ax.set_theta_direction(loc)`** - определяет направление обхода. Loc может быть либо -1 или по часовой стрелке и 1 или против часовой стрелки;\n", "\n", "4. **`ax.set_thetagrids()`** - позволяет настроить для оси углов вспомогательную сетку, положения делений, формат подписей к ним и т.д." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jBPAIYLVar7fb7b//85//bBs4cGC3xycmJtLY2EhNTU1E+2UymUhPT+8y2DY2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\nHNR87lDsiDMNiJYWI+Da835Qb2pcBuAwgOeYeWXI+rcD+AuAj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 11.3.2\n", "\n", "from math import pi\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "lag = pi/8.\n", "angles = np.arange(0, 2*pi , lag)\n", "\n", "fig = plt.figure(figsize=(10,5)) # зададим явно размер полотна, чтобы графики не перекрывались\n", "\n", "r = np.random.random(len(angles)) # для каждой розы значения будут разные\n", "\n", "ax = fig.add_subplot(111, projection='polar', axisbg='#CCCCCC')\n", "\n", "ax.plot(angles, r, color='r', linewidth=1.)\n", "ax.plot((angles[-1],angles[0]),(r[-1],r[0]), color='r', linewidth=1.)\n", "\n", "\n", "# Изменяем направление обхода с \"против часовой\" на \"по часовой\"\n", "ax.set_theta_direction(1)\n", "\n", "# Помещаем положение нуля в положение \"север\"\n", "ax.set_theta_zero_location('N')\n", "\n", "# Перемещаем ось радиусов\n", "ax.set_rlabel_position(270)\n", "\n", "old_rticks = ax.get_yticks()\n", "old_phiticks = ax.get_xticks()\n", "\n", "# Ограничиваем радиус\n", "#ax.set_rmin(0.0)\n", "#ax.set_rmax(0.9)\n", "ax.set_rlim(0.0, 0.9)\n", "\n", "small_lag = 0.01\n", "# метод set_rgrids требует строго положительного первого значения!\n", "new_rticks = np.arange(0.0, 1.2, 0.2) + small_lag\n", "new_phiticks = np.arange(0., 360., 10.)\n", "\n", "ax.set_thetagrids(new_phiticks, labels=map(int, new_phiticks), frac=1.2, fontsize=14, color='k')\n", "ax.set_rgrids(new_rticks, fontsize=12, fmt='R= %.1f', color='b', rotation=90.)\n", "\n", "ax.grid(True, axis='y', color='k', linestyle='-')\n", "ax.grid(True, axis='x', color='w', linestyle='-')\n", "\n", "save('pic_11_3_2', fmt='png')\n", "save('pic_11_3_2', fmt='pdf')\n", "\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Настройка легенды у графика в полярных координат ничем не отличается от работы с легендой у графика в декартовых координатах." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1RaPRFDWlMxqNzJkzh86dO9tkhnvhwgVGjBih02q1r0gpN1k94AOKXTwfYoqL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4XBYOBdMwYFBVEFM9ogyCeYucOTYe+TOicWE/TpE4UFC45hxYrbMBqFGDOmJebPT8Hp02GozfZg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\nVatWnaNWqwd99dVXunr16vn0/Dk5OSxdupTAwED69+/vkXj98UdVli+vy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 11.3.3\n", "\n", "from math import pi\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "lag = pi/8.\n", "angles = np.arange(0, 2*pi , lag)\n", "\n", "fig = plt.figure(figsize=(10,5)) # зададим явно размер полотна, чтобы графики не перекрывались\n", "\n", "r = np.random.random(len(angles))*10.\n", "r2 = np.random.random(len(angles))*10.\n", "ax = fig.add_subplot(111, projection='polar', axisbg='#CCCCCC')\n", "\n", "ax.plot(angles, r, color='r', linewidth=1.)\n", "ax.plot((angles[-1],angles[0]),(r[-1],r[0]), color='r', linewidth=1., label=u'Роза 1')\n", "\n", "ax.plot(angles, r2, color='b', linewidth=1.)\n", "ax.plot((angles[-1],angles[0]),(r2[-1],r2[0]), color='b', linewidth=1., label=u'Роза 2')\n", "\n", "\n", "# Изменяем направление обхода с \"против часовой\" на \"по часовой\"\n", "ax.set_theta_direction(1)\n", "\n", "# Помещаем положение нуля в положение \"север\"\n", "ax.set_theta_zero_location('N')\n", "\n", "# Перемещаем ось радиусов\n", "ax.set_rlabel_position(270)\n", "\n", "old_rticks = ax.get_yticks()\n", "old_phiticks = ax.get_xticks()\n", "\n", "# Ограничиваем радиус\n", "#ax.set_rmin(0.0)\n", "#ax.set_rmax(0.9)\n", "ax.set_rlim(0.0, 0.9)\n", "\n", "# метод set_rgrids требует строго положительного первого значения!\n", "small_lag = 0.01\n", "new_rticks = np.arange(0, 11, 1) + small_lag\n", "new_phiticks = np.arange(0., 360., 20.)\n", "\n", "ax.set_thetagrids(new_phiticks, labels=map(int, new_phiticks), frac=1.1, fontsize=12, color='k')\n", "ax.set_rgrids(new_rticks, fontsize=12, fmt='%d', color='k')\n", "\n", "ax.grid(True, axis='y', color='k', linestyle='-')\n", "ax.grid(True, axis='x', color='w', linestyle='-')\n", "\n", "ax.legend(ncol=1, loc=2, frameon=True, fontsize=14)\n", "\n", "save('pic_11_3_3', fmt='png')\n", "save('pic_11_3_3', fmt='pdf')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Автор: Шабанов Павел Александрович\n", "\n", "E-mail: pa.shabanov@gmail.com\n", "\n", "## Научная графика в Python\n", "\n", "### Оглавление\n", "\n", "+ [Глава 1 Библиотека matplotlib. Pyplot](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 1 Pyplot.ipynb)\n", "\n", "+ [Глава 2 Основные графические команды](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 2 Main graphical commands.ipynb)\n", "\n", "+ [Глава 3 Работа с текстом и шрифтами](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 3 Text and Fonts.ipynb)\n", "\n", "+ [Глава 4 Цвет и цветовая палитра](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 4 Color.ipynb)\n", "\n", "**Часть II Структура рисунка в matplotlib**\n", "\n", "+ [Глава 5 Рисунок](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 5 Figure container.ipynb)\n", "\n", "+ [Глава 6 Область рисования](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 6 Axes container.ipynb)\n", "\n", "+ [Глава 7 Мультиоконные рисунки](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 7 Subplots.ipynb)\n", "\n", "+ [Глава 8 Координатные оси](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 8 Axis container.ipynb)\n", "\n", "+ [Глава 9 Деления координатных осей](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 9 Ticks container.ipynb)\n", "\n", "**Часть III Специальные элементы рисунка в matplotlib**\n", "\n", "+ [Глава 10 Особенности координатных осей](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 10 Twinx and log scale.ipynb)\n", "\n", "> + [Глава 11 Графики в полярной системе координат](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 11 Polar plots.ipynb) \n", "\n", "+ [Глава 12 Легенда](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 12 Legends.ipynb)\n", "\n", "+ [Глава 13 Цветовая шкала](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 13 Colorbar.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }