{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "91160a23-1ee0-48e9-804f-7a0f1f8ad884", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "from urllib.request import urlretrieve\n", "from PIL import Image" ] }, { "cell_type": "code", "execution_count": 2, "id": "1d168fed-c8fe-4ba3-b752-fe3e33d20219", "metadata": {}, "outputs": [], "source": [ "a = [0.895,0.913,0.924,0.932,0.938,0.942]" ] }, { "cell_type": "code", "execution_count": 3, "id": "7e080105-155c-4d6d-aac5-2b4358b7c986", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(a);" ] }, { "cell_type": "code", "execution_count": 4, "id": "f64f8882-6e80-4db2-bb4d-4ccba360b7b9", "metadata": {}, "outputs": [], "source": [ "year = range(2000,2006)" ] }, { "cell_type": "markdown", "id": "7e0fd154-3211-4706-8f9e-0ed05e23d12e", "metadata": {}, "source": [ "###### plt.plot(year,a)" ] }, { "cell_type": "code", "execution_count": 5, "id": "13c7d347-aa06-401d-aa52-9b28826e4663", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(year,a)\n", "plt.xlabel('year')\n", "plt.ylabel('yeild(tons per acre)');" ] }, { "cell_type": "code", "execution_count": 6, "id": "3b1e2f27-ccf9-466b-b66a-c297373ed3e3", "metadata": {}, "outputs": [], "source": [ "orange = [0.895,0.920,0.940,0.955,0.965,0.975,0.983,0.981,0.984,0.987,0.989,0.990]\n", "apple = [0.899,0.929,0.949,0.959,0.969,0.979,0.983,0.989,0.991,0.989,0.999,1.009]\n", "papaya= [1,0.992,0.983,0.972,0.965,0.959,0.962,0.955,0.944,0.920,0.901,0.885]\n", "year = range(2000,2012)" ] }, { "cell_type": "code", "execution_count": 7, "id": "66b77e25-1fd3-453d-9977-dc74f1988c25", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAHFCAYAAAAaD0bAAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAqNNJREFUeJzs3Xd8zPcfwPHXZSciYiVihlqxBbWLau1RexRVrVVqtaiiVu2t9i5q1KgqrRo1f/ZeMWqFDFsiRMbd5/fHV64iCbnkkst4Px+Pe8h97/v93PuSuHvnM94fnVJKIYQQQgiRjlhZOgAhhBBCiOQmCZAQQggh0h1JgIQQQgiR7kgCJIQQQoh0RxIgIYQQQqQ7kgAJIYQQIt2RBEgIIYQQ6Y4kQEIIIYRIdyQBEkIIIUS6IwmQEOnUunXrKF68OI6Ojuh0Os6cOWPpkABYvnw5Op2OW7dupYnn9vT0pFGjRmZrD6Bz5854enpGO6bT6Rg5cqRZn0eItMzG0gEIIZLfgwcP6NixI/Xq1WPu3LnY29tTuHBhS4cFQMOGDTl8+DAeHh7p6rkT6/Dhw+TOndvSYQiRakgCJEQ6dPXqVSIiIujQoQM1atQwS5uhoaE4ODig0+kS1U727NnJnj27WWJKTc+dWJUqVbJ0CEKkKjIEJkQ607lzZ6pVqwZAmzZt0Ol01KxZE4ATJ07Qtm1bPD09cXR0xNPTk3bt2nH79u1obUQNFe3YsYMuXbqQPXt2nJycCAsLo2bNmpQoUYLDhw9TpUoVYzvLli0DYNu2bXh7e+Pk5ETJkiXZvn17rG2/PgwV1ebx48epXr06Tk5OFChQgAkTJmAwGKJdf/HiRerUqYOTkxPZs2enV69ebNu2DZ1Ox969e9/6vUnsc8fHrVu30Ol0TJkyhWnTppE/f36cnZ2pXLkyR44ciTWmIkWKYG9vj5eXFytWrIi13TeHwB48eMBXX31FsWLFcHZ2xs3NjQ8//JADBw6YHLMQaZEkQEKkM8OHD2fOnDkAjBs3jsOHDzN37lxA+3AuUqQIM2bM4O+//2bixIkEBARQoUIFHj58GKOtLl26YGtry8qVK9mwYQO2trYABAYG8vnnn/Pll1/y+++/U7JkSbp06cLo0aMZMmQIgwYNYuPGjTg7O/PJJ5/g7+//zrgDAwP59NNP6dChA1u2bKF+/foMGTKEVatWGc8JCAigRo0aXLlyhXnz5rFixQqePXtG7969E/U9i89zm2rOnDns3LmTGTNm8Msvv/D8+XMaNGhAUFCQ8Zzly5fz+eef4+XlxcaNGxk2bBhjxozhn3/+eWf7jx8/BmDEiBFs27aNZcuWUaBAAWrWrPnORFCIdEEJIdKdPXv2KECtX7/+redFRkaqkJAQlSFDBjVz5kzj8WXLlilAderUKcY1NWrUUIA6ceKE8dijR4+UtbW1cnR0VH5+fsbjZ86cUYCaNWtWjLZv3rwZo82jR49Ge65ixYqpunXrGu8PHDhQ6XQ6dfHixWjn1a1bVwFqz549b329iXnuuOTLl081bNjQeP/mzZsKUCVLllSRkZHG48eOHVOAWrNmjVJKKb1er3LmzKm8vb2VwWAwnnfr1i1la2ur8uXLF+15ADVixIg444iMjFQRERGqdu3aqlmzZu+MW4i0TnqAhBBGISEhDB48mIIFC2JjY4ONjQ3Ozs48f/4cHx+fGOe3aNEi1nY8PDwoV66c8X6WLFlwc3OjTJky5MyZ03jcy8sLIMYQW2xy5MjB+++/H+1YqVKlol27b98+SpQoQbFixaKd165du3e2n9jnNlXDhg2xtraO1h789724cuUK/v7+tG/fPtq8qnz58lGlSpV4Pcf8+fPx9vbGwcEBGxsbbG1t2b17d6w/SyHSG0mAhBBG7du3Z/bs2Xz55Zf8/fffHDt2jOPHj5M9e3ZCQ0NjnB/XaqksWbLEOGZnZxfjuJ2dHQAvX758Z2xZs2aNccze3j5aXI8ePcLd3T3GebEdM0V8njuxbdrb2wMY23z06BGgJV9viu3Ym6ZNm0bPnj2pWLEiGzdu5MiRIxw/fpx69eolKm4h0gpZBSaEACAoKIitW7cyYsQIvvvuO+PxsLAw43ySNyV2xZe5Zc2alXv37sU4HhgYaIFoEicqQYot9vi8nlWrVlGzZk3mzZsX7fizZ8/ME6AQqZz0AAkhAC2ZUUoZeyKiLF68GL1eb6GoTFOjRg0uXLjApUuXoh1fu3athSJKuCJFiuDh4cGaNWtQShmP3759m0OHDr3zep1OF+Nnee7cOQ4fPmz2WIVIjaQHSAgBgIuLCx988AGTJ08mW7ZseHp6sm/fPpYsWYKrq6ulw4uXfv36sXTpUurXr8/o0aNxd3dn9erVXL58GQArq9TzN5+VlRVjxozhyy+/pFmzZnTt2pWnT58ycuTIeA2BNWrUiDFjxjBixAjjyrjRo0eTP39+IiMjk+EVCJGypZ53AyFEklu9ejW1atVi0KBBNG/enBMnTrBz504yZcpk6dDiJWfOnOzbt4/ChQvTo0cPPv30U+zs7Bg9ejRAqknkonzxxRcsXryYS5cu0bx5c0aPHs3333/Phx9++M5rhw4dyjfffMOSJUto2LAhixcvZv78+cYaUEKkdzr1et+qEEKkQd26dWPNmjU8evTIOPFaCJG+yRCYECJNGT16NDlz5qRAgQKEhISwdetWFi9ezLBhwyT5EUIYSQIkhEhTbG1tmTx5Mnfv3iUyMpJChQoxbdo0+vbta+nQhBApiAyBCSGEECLdkUnQQgghhEh3JAESQgghRLojCZAQQggh0h2ZBB0Lg8GAv78/GTNmTHGl/oUQQggRO6UUz549I2fOnO8sfCoJUCz8/f3JkyePpcMQQgghRALcuXOH3Llzv/UcSYBikTFjRkD7Brq4uFg4GiGEEELER3BwMHny5DF+jr+NJECxiBr2cnFxkQRICCGESGXiM31FJkELIYQQIt2RBEgIIYQQ6Y4kQEIIIYRIdyQBEkIIIUS6IwmQEEIIIdIdSYCEEEIIke5IAiSEEEKIdEcSICGEEEKkO5IACSGEECLdkQRICCGEEOmOJEBCCCGESAZ7gX1xPLbv1ePJRxIgIYQQQiQDHbCHmEnQvlfH371/lznJZqhCCCGESAY1Xv27B3gEfAScfnW/1muPJw/pARJCCCFEMqkKZAJ+Ar4A/sESyQ9ID5AQQgghkoUf8DsQ9NoxHZZIfkASICGEEEIkqUi0Cc7/AxQQCBQDcgB6tDlA0gMkhBBCiDTjDlqvz8NX962ArEAdtKQnagI0JHcSJAmQEEIIIcwsAi2xOYzW6+MMuAPX+S/5gegTo1+/n/QkARJCCCGEGfmi9fo8enW/DFAXOArkJWaSE3VfJUdwRpIACSGEEMIMwoHdwDG0ZMYFaAwUevV4zbdcK3OAhBBCCJHq3ELr9Xny6r432lCXg6UCeidJgIQQQgiRQOHATuD4q/uZ0Hp9ClosoviSBEgIIYQQCXAD2AI8fXW/PPAxYG+pgEwiCZAQQgghTBAG7ABOvrrvCjQF8lsqoASRBEgIIYQQ8fQv8Af/VXN+H21PLzuLRZRQkgAJIYQQ4h1eAn+jbV4KkAVoAnhaKqBEkwRICCGEEG9xFa3X5xna3l0VgQ9Jjb0+r5MEKAkYlOJ/gQbcHHUUcbWydDhCCCFEAoQC24Gzr+5nRZvrk9diEZmTJEBJQAfcD1WcfWggn7MOBxudpUMSQgghTHAZ2AqEoH2qVQZqAbaWDMqspHsiCeh0Oj7ObU24Afb6GywdjhBCCBFPL4CNwFq05Cc78AVaUcO0k/yA9AAlGRc7HTVyWrHzroHiWXTkcZZcUwghREp2CdgGPEfrH6mKtkVF2kwV5FM5CXlnsyJXBh3bffVEGpJ3kzchhBAifp4Dv766PQfcgC+B2qTV5AckAUpSOp2OenmseRIOh+/JUJgQQoiURAEXgDlovT9WaD0+3YCcFowreaTd1C6FyO6oo5K7FYfvGSjqakV2R5kQLYQQwtJC0CY5X351PwfaCi8Pi0WU3CzaA7R//34aN25Mzpw50el0bN68+Z3X7Nu3j3LlyuHg4ECBAgWYP39+jHM2btxIsWLFsLe3p1ixYvz2229JEH38VXG3wtUOtt/Ro5QMhQkhhLAUhbasfQ5a8mONtrqrK+kp+QELJ0DPnz+ndOnSzJ49O17n37x5kwYNGlC9enVOnz7N999/T58+fdi4caPxnMOHD9OmTRs6duzI2bNn6dixI61bt+bo0aNJ9TLeycZKR/281vg9V5x+KENhQgghLCEYWAP8hlbjxwNtuKsGWiKUvuhUCumS0Ol0/Pbbb3zyySdxnjN48GC2bNmCj4+P8ViPHj04e/Yshw8fBqBNmzYEBwfz119/Gc+pV68emTNnZs2aNfGKJTg4mEyZMhEUFISLi0vCXlAstvvqufTEwJdeNrjYyVCYEEKI5KCAM2hbWbxES3ZqAlVIa4mPKZ/fqWoO0OHDh6lTp060Y3Xr1mXJkiVERERga2vL4cOH6d+/f4xzZsyYEWe7YWFhhIWFGe8HBwebNe4oFTOHcejaE346EEGbkllwds5o0vXOtuBsK4mTEEKIN+1FK1hY443jQcAkwA9t365caHN93JIxtpQpVSVAgYGBuLu7Rzvm7u5OZGQkDx8+xMPDI85zAgMD42x3/PjxjBo1Kklift3mDeu4fEfh3bgjG/wAIk26vmoOK6p7pK1sXQghhDnogD2vvq6B1utzCpgPXAPeAz5Gq+gsC8AhlSVAoA2VvS5qBO/147Gd8+ax1w0ZMoQBAwYY7wcHB5MnTx5zhBtN2w6f8fDMcwL/Pc/aEV+CUri5udG1azeaNGmCjc3bfxzOaasIpxBCCLOJ6vnZg7bC6xHwD3ALeB8YBGSzSGQpVapKgHLkyBGjJ+f+/fvY2NiQNWvWt57zZq/Q6+zt7bG3tzd/wG/YF6CwtnNgeONSlHzehxEjRnBm/xl67d/BjEKFGDNmDK1atcLKSrJzIYQQpvoAbWXXNMCA1ivUGuiB9PrElKq+I5UrV2bnzp3Rju3YsYPy5ctja2v71nOqVKmSbHHGxjfEwJlHBmrmtMLVwYbOnTtz9epVZs6cSfbs2bl27Rpt27alfPnybN++XZbLCyGEMMET4GcgAC35cQEqAl+Ryj7qk41FvyshISGcOXOGM2fOANoy9zNnzuDr6wtoQ1OdOnUynt+jRw9u377NgAED8PHxYenSpSxZsoRvv/3WeE7fvn3ZsWMHEydO5PLly0ycOJFdu3bRr1+/5Hxp0UQaFNt99eTKoKNstv++5fb29vTp04fr168zevRoMmbMyOnTp6lfvz41a9bk0KFDFotZCCFEaqCAo8BctOGuu0BBoBxgD+yzWGQpnrKgPXv2KLSfXrTbZ599ppRS6rPPPlM1atSIds3evXtV2bJllZ2dnfL09FTz5s2L0e769etVkSJFlK2trSpatKjauHGjSXEFBQUpQAUFBSX0pUWzzz9STTwdrh68MLz1vAcPHqhvvvlG2dvbG78XjRs3VufOnTNLHEIIIdKSh0qpJUqpEa9u3ymlBiml9r56fO+r43tjXppGmfL5nWLqAKUk5qwD9CBUsexKJJXd47+C686dO4wePZply5ah1+vR6XR8+umnjBo1igIFCiQqHiGEEKmdAa3XZzfaamI7ICvgD3xI9KXw+9AmRtci5hL5tMeUz28ZGExCSim239GT2Q4qu8f/W50nTx4WLVrExYsXadWqFUopVq1aRdGiRenVqxcBAQFJGLUQQoiU6yGwFK2oYSTa8vavgCLETH54db8W2qCCeJ30AMXCXD1AJx/o2XnXwKeFrMnjnPBc8+TJkwwdOpS///4bACcnJ/r27cugQYNwdXVNcLtCCCFSCwNwCK3gYSTa/J66QFm01V4CpAcoRQgOV+zzN1Amq1Wikh+AcuXKsX37dvbs2UOlSpV48eIF48ePJ3/+/EycOJEXL16YKWohhBApz31gCbALLfkphNbr440kPwknCVASUEqx464eOyuomct83+KolWGbN2+mePHiPH36lO+++46CBQsyf/58IiIizPZcQgghLE0P7AcWoG1l4QB8ArQHMlkurDRCEqAkoAB3Rx118ljjYG3e7Fyn09G0aVPOnj3LihUr8PT0JCAggJ49e+Ll5cXq1asxGN6947xBKQ4E6LnyVHanF0KIlOcesBitmrMebY5PL6AM0utjHpIAJQErnY7qHtYUdk26b6+1tTUdO3bk8uXL/PTTT7i7u3P9+nU+/fRTvL292bZt21uLKeqA+6GKnXf0vIyUaWBCCJEy6NHm+SxAK2roCDQH2gKmbaAt3k4SoFTO3t6e3r178++///Ljjz/i4uLC2bNnadSoER988AEHDx6M9TqdTsfHua0JN8Bef+kFEkIIywsAFqIlQAbAC63XpxTS62N+kgClEc7OzgwdOpSbN28yaNAgHBwcOHjwINWrV6dhw4acPXs2xjUudjpq5LTizCMDd0IkCRJCCMuIRBvqWoQ29OUEtETbx8vZgnGlbZIApTFZsmRh4sSJ/Pvvv3Tv3h1ra2v+/PNPypQpQ/v27fn333+jne+dzYpcGXRs99UTaZChMCGESF5+aL0++9F6fYqj9fqUQHp9kpYkQGlUrly5mD9/Pj4+PrRt2xaANWvW4OXlRc+ePfH39we0obB6eax5Eg6H70kvkBBCJI9ItGXti9GWuWdA6/Fp9eprkdQkAUrjChUqxJo1azh16hT169cnMjKS+fPnU7BgQb777juePHlCdkcdldytOHzPwINQ6QUSQoikdQeYDxxEWzdcEq3Xp5glg0p3JAFKJ8qWLcuff/7Jvn37qFKlCqGhoUycOJH8+fMzbtw4Sju/xNUOtt/Rv3X1mBBCiISKAHagbWXxEG1+T1ugBdq8H5GcJAFKZ6JWhv3xxx+ULFmSoKAghg4dSpFC7xF6Ygt+zxWnH8pQmBBCmJcvWq/PIbRen9JovT5FLRlUuiYJUDqk0+lo1KgRZ86cYdWqVRQoUIB79+7R77OW+OxYy87bYTwNjbR0mEIIkQaEA38By4BHgAtaJedmaDV+hKXIZqixMNdmqKlFeHg4ixcvZsyYMTwNCaX/xrNEPHvMRzl1lC5d2qS2nG3B2VZWLggh4msv2mqnN3cxB9iH1ltSMxnjMadbwO/Ak1f3y6JtYOpgqYDSPFM+vyUBikV6S4CiPH/+nJ9++onz5KZk3TYJaqNqDiuqe1ibOTIhRNq1D9gD1CJ6EhTX8dQgDG2F1/FX9zMBjYGCFosoJdHrDRw44EtAwDM8PDJSvXperK3NMyBlyue3jVmeUaQJGTJkoN+3g1lwMZwnATdZPKAdShnIkMGZHj2607p1G2xs3v4r42ybTMEKIdKIGmjDRFuA20B14BJwDPiQ1Jf83EB7LU9f3S8PfAzYWyqgFGXTJh/69t3O3bvBxmO5c7swc2Y9mjf3StZYpAcoFum1Bwhgu6+eS08MdPWywefMcXr16sWJEycAKF68OLNnz6ZmzZqWDVIIkcrogWC0oaDYbqFow0W30IbDFFAAbaJw5jhuKW3+TBjaCq+Tr+67Ak3QXocALflp2fJX3sw6dK9mTWzY0DrRSZAMgSVSek2AfEMMrL6mp05uK7yza8NYBoOBpUuX8t133/Ho0SMA2rZty+TJk8mdO7clwxVCpBgKLYmJLbl5CgShVTl+mwxodXEi0JKJ6u8434HYEyPXV7fkHIr/F/gD7XUCvA98BNglYwyapBxeSmxcnp4zo/X8vE6n03qCbt7sm6h4JQFKpPSYAEUaFEsvR+Joo6NDIWt0uugTmR8/fszw4cOZP38+BoOBDBkyMHz4cPr374+dXfL/JxdCxMdezDfBOBItmXlK7IlO2DuutyFmovL6/cNoc36sXz1XRbRtIWJ7rpB3PJcObbVVXL1HTpi2zcReYv8+vgSmAtcATyALWq+Ppwltm09KGV56+TKSyEgDzs52xvtjxuxj3LjYN+d+3Z49n1GzpmeCn1sSoERKjwnQ/gA9R+4Z6FLEhmyOcb8xnD59mt69e3Po0CEAChcuzE8//USdOnWSK1QhRLyZMsFYAc+Je5jq2atz3iYjcScdzsSddLwZz7smQEcQdyL25NXjb2NH3ImYK/DmZMbY4rkKzECbr5QfaIM2Z8kyfxCac3hJKcWLFxE8ffqSJ09e8uRJKE+evCRnzoyUL58TgKdPX9Knz1/RHo/69+XLSL74oiyLFzcB4NmzMFxcJsTruVevbk67diXj96JjIZOghUkehCqO3DNQ2d3qrckPaBWlDx48yKpVqxg4cCBXr16lbt26NGvWjGnTpuHp6Zk8QQsh4iHqw3rPq3+rANvQVigVA14Aa0hY4vBmAuFKzMQhPmJLLt6M+80kyBbI/ur2prclck/R5iKFo+26fi+OmGJL5IoB29F6fV6gLW+/BZQCvgXyvvOVJhW93kDfvttjJD8ASmlJUM+eW1FKERwcZkxWnj59SZUqeYwJR0DAM8qUWcDTpy8JD9fHaKtLlzIsWdIUACsrHStXnoszpqdPXxq/dna2o3z5nJw44f/O1+LhkfGd55iL9ADFIj31ACmlWHVNz8tIxedFbbCxin+3cFBQEKNGjWLWrFno9XocHBz4/vvvGThwIA4OUudCiJQhCK0I33a0YSqFNkTjGcu55h46io+9JG8doEi070lcvUdvG8q7RfSJ2o2AviQs8Uscvd6Av/8zbtx4wp9/XmPSpEMJaudtPTXW1joyZ3Ykc2YHMmd2pFGjQgwfrv2clFJMmXIo2uOv/5sxoz1Wr32eRM0B8vMLjjVRkzlAKUR6SoBOPtCz866BTwtZk8c5Yb90Fy9epHfv3uzduxeAAgUKMGPGDBo3bmzGSIUQ8adHG6I5hTZBV/FfMmELtCRlTB5OaWKbzP30ta+D0HqlHNF6hKYkaTTBwWHcuPGEGzeekCOHM1Wq5AHg9u2nFC48O9ZemrcpWDALhQplwdXVwZisvP9+Lpo0KQJoSc25c/eMSYyzs12M+aCJETVMpz3Xf8dlFVgKkl4SoOBwxWKfSIpltqJe3sS96Sml+PXXX/nmm2/w8/MDoGHDhsyYMYOCBaX4lxDJ4wla0nOa6BOFw9A+vLOh9V6kxvo6lqfX7+bAgX8ICLDDw0NRvXpNrK1rJrg9pZQxwXj2LIzx4w8aE54bN57w6FGo8dxOnUrz88+fABAersfB4Uesra3Ily8Trq4OnDwZ8M7nS+wEY3OIbaJ2njwuzJhhnonakgAlUnpIgJRSbLypJ/C54stiNjhYmyfLDwkJ4ccff2TatGlERERgZ2fHwIED+f7773Fykt2OhTA/PXAZrf7MjdeOZ0DbeiH01WPxnWAsYrNp0wb69r3A3bv/vVfmzq2YObMEzZu3jPUapRRPnryMltS8fvvww/zG4aewsEgcHcfGGB7Kls2JAgUy06BBQUaMqGk8fudOEB4eGbGxsUq24SVzSSmVoCUBikV6SIAMSvG/QAPujjoKu5r/P8SVK1fo06cPO3bsACBv3rxMmzaN5s2bm7VLVYj06xFab88ZtEm/oPXuFADKAUXQ6uqktW0mkt+mTRto2fICSkV/79LeyhSzZhWiUKGK3LjxhKxZnWjdujgQd1ITpXr1vOzf/7nx/tChu8maVUt4ChTITP78rmTMGL8K0skxvJQaSAKUSOkhAUoOSik2b95M//79uX37NgAfffQRs2bNwssr7f9HFML8IgEftB6dW68dz4jW21MWbT5PlL2k3Y1Gk4fWuzKRu3fD43V+jRr52Lu3s/F+njzT0esNxqQmKrEpUCAzBQtmMeuqp6QeXkoNJAFKJEmAzOvFixdMnDiRiRMnEhYWho2NDf3792f48OFkzBj3f/6oXio3Rx1FkqCXSojU4wH/9fZEzQvRAYUAb6AwIP9HzCUwMISTJ/05eTKAv/++zqFDd955jaenK6VKuVOhQk6GDfvAeDw8XI+dXfJNLE+plaCTiyRAiSQJUNK4ceMG/fr1448//gAgZ86cTJkyhbZt28Y6LKaUYtNNPQHPFV962eBgI0NnIj2JQCuydxLwfe24C1rSUxZtl3FhDlOmHGLfvtucPOlPQMC7Kk3HlNgCfsI8TPn8Tj9pobC4AgUKsGXLFrZu3cp7772Hv78/7du3p2bNmpw/fz7G+Tqdjo9zWxNugL3+79pHSIi04h7wJ9oWC7+hJT9WQFHgU6Af2rCVJD+mUEpx924wv/9+mR9+2EPXrluiPf7HH1fZuvUqAQEh6HTg5ZWNDh1K0atXhXi1n5wF/IR5SA9QLKQHKOm9fPmSqVOnMnbsWEJDQ7G2tqZXr16MGjUKV1fXaOeao1aREClbOHARrbfn7mvHXfmvt0c+YE21Z89Ndu++ycmTAZw86c+DBy+iPR4U9B0uLtok4zVrzvPgwQvKlfOgdOkcxn2sUtsKq/ROhsASSRKg5OPr68s333zDhg0bAHBzc2PixIl06tQJKyvtzSQx1aqFSNkC0JKe8/xXgTiqt6cc2oqu9PH7ntC5K0opbt16yqlTAZw6FcCIETWNc26++OJ3li49YzzX2lpH8eJulCvngbe3B506lTYmQG8jK6xSD0mAEkkSoOS3c+dO+vTpw+XLlwGoXLkys2fPxtvbG9D2K1t2JZLK7lZU90jPlWpF6hcGXEBLfF7fGykLWm9PGbSNQ9MPU3Yx9/ML5tChO696dbSk5/Hj/woGnjrVjbJlPQDYsOES27f/i7e3B+XKeVCqlDuOjgnbtkJWWKUOkgAlkiRAlhEeHs6sWbMYNWoUISEh6HQ6unfvzo8//kjWrFmNO9Z/XsSG7O/YtFWI5BK/nguFluycREt+opZUWwNeaL09nqSX3p7XvWsX8379KvHdd9Vwc8sAwLhxBxg69J9o59raWlGypDvlynnQv38lvLxi2yQ18dL7CqvUQBKgRJIEyLL8/PwYNGgQq1evBiBLliyMGzeOzl2+4OdrCkcbHR0KWUtBRWFhe9m06SF9+96JpeciD82bZwMqAefQlrAHvnZtNrSkpzTaBqPpU9T8mte/f7FZu7YlbdpoxQX/+ecmgwfvolw5D+NQVokSbtjb2yRHyCKFkwQokSQBShn27dvH119/bVwhVq5cOX6cs5wzdkWok9sK7+wyFCYs513VgTdssKZ5cyu05ewANmgbaJYD8pIee3tAS3quXn1EpkwOXL36iFq1fn7nNWPG1IpWW0eIuMgyeJEm1KhRg1OnTjFz5kxcXFw4efIk9SuVJOjCfvb46QkOl9xdWIZeb6Bv3zsxkh/4b5Jsv3569PoIwA2oD3wDNAfykV6SH73ewMWL91mx4ix9+/5F9erLyJRpAsWKzWXFirMEBDyLVzvvvZf53ScJYSLpMxQpmo2NDX369KFNmzZ89913LF++nBlftWDApvMsOGpNB+8cJg+FOduCs236+AASSePAAd+3DtsopePOHThwoD41a1YgPSQ8kZEGQkLCcXV1AODq1UeULbuAFy8iYpzr5GRLSEh4vGvnSI0dkRQkARKpgru7O8uWLaNbt2707t2ba4d34t24Iz9f1ZvcVtUcspJMJNRL4BYBAcfjdXbjxrvw8jpL/vyZKVDA1bgXVPnyOcmUySFpQ01CERF6Ll16YKyvc/JkAGfP3uPTT0sadzf39HQlMtJAhgy2lC3rYZyzU65cTooUyYq1tbaLee7cLu+ssVO9et5kfoUiPZAESKQqlStXZv/ho/x0KoS7F47z2/jeuGV3Y+zYscYl8+/inLBVsCJdigTuADeAm4AfDx8qNm+G+PTqhIREcPy4P8eP+0c7vmtXR2rXLgDAjh3X2bDhUrTNMgsUyEzmzA5mm+ifmNVLSiljHBEReqpVW8bZs4GEhcX848PH56Hxazs7a65c6U2ePC5xPpe1tRUzZ9ajZctf0elir7EzY0Y9WWklkoQkQCLVORCow84xA+2LO7MjMoQz+0/TuMZOhg0bxvDhw7GxkV9rkVAKbbXWjVc3X6ImMev1MHYsTJmi49k7pq7odJAzZ0b++KMdt28HcePGE27ceMLNm0+5ceMJBQr8N6fl4EFfFi06FaONTJnsyZ8/M8uXN6V06RwA+Ps/4/nzcPLlc433Bpum1NgJC4vk/Pn7nDzpz6lTWp2dbNmc2L69AwC2ttY8fhxKWJieTJns8fb2MNbYKVcuJwULZonWnqen6zvja97ciw0bWscao9TYEUlJVoHFQlaBpVy+IQZWX9MbV4GFhITw9ddfs3z5cgCqVavGL7/8Qt680mUu4kMBT/gv4bkFvHjjHGe0iswF+OijU+zefYeyZXPQsKEdY8feBnSx9FwoNmwoQfPmLd8ZwYEDt9m9+6YxSbpx40m0zTj//fdr3ntPSyxGjtzLqFH7jENDr/cY5c/vSsOGhY1zcODdNXaiKhgPGrSTnTtvcOHCfSIjo++75+Jiz5Mng7F6VYH90KE7uLlloECBzMZj5iA1doQ5pKpl8HPnzmXy5MkEBARQvHhxZsyYQfXq1eM8f86cOcyePZtbt26RN29ehg4dSqdOnaKdM2PGDObNm4evry/ZsmWjZcuWjB8/HgeH+I25SwKUMkUaFEsvR8ZaB2j16tX06NGDZ8+e4erqyuLFi2nRooUFoxUp13O04ayopOfpG4/bA57o9flZtSqcBg28yZ5dq8x8+nQAV68+olWr4lhZ7Yu1DpBWHTiqDlDNBEX44kUEt25pvUV1676Hra3W2zNkyC5mzToW68RigGvXvjb2wsybd5wBA3bw8mVkrOe+vodVo0Zr2L79XwCyZHGMVmOnXLmc5M/vKnW3RKqQahKgdevW0bFjR+bOnUvVqlVZsGABixcv5tKlS7H+BT9v3jwGDx7MokWLqFChAseOHaNr166sXr2axo0bA/DLL7/wxRdfsHTpUqpUqcLVq1fp3Lkzbdq0Yfr06fGKSxKglCmqEnSXIjZki6US9I0bN2jXrh3Hjh0DoHv37kybNg0np/RbaE6AVnX5Nv8lPPfeeNwayE1UL49SHvz22zWGDfsHH5+H9O9fiWnT6sbZenL3XCiluH//ebQhtajbjh0djUNjdeuuYseO6+9sb8+ez4iI0PPsWTje3h7ky5dJkh2RaqWaBKhixYp4e3szb9484zEvLy8++eQTxo8fH+P8KlWqULVqVSZPnmw81q9fP06cOMHBgwcB6N27Nz4+Puzevdt4zjfffMOxY8c4cOBAvOKSBCjlie9eYBEREQwfPpyJEycCULx4cdauXUuJEiWSK1RhcXrAj/8mLt8BDG+ck4OohEcrSqjt/L179w2+//4fjh3zA7TekBEjatCnT8XkCd2MxozZxw8/7H3neatXN6ddu5JJH5AQySBVFEIMDw/n5MmT1KlTJ9rxOnXqcOjQoVivCQsLizGM5ejoyLFjx4iI0LqEq1WrxsmTJ429ADdu3ODPP/+kYcOGSfAqRHJQSrH9jp7MdlDZ/e2/sra2tkyYMIEdO3aQI0cOLl68SIUKFZg3bx4y3S012Qvsi+Oxfa8ej6KA+8ARYDUwEVj66pzbaMmPK9pGoy2BgUAPoA5QELDj+HE/Pv54JR99tJJjx/zIkMGWYcOqc+NGn1SZ/ABUr54vXudJjR2RXllsuczDhw/R6/W4u7tHO+7u7k5gYGCs19StW5fFixfzySef4O3tzcmTJ1m6dCkRERE8fPgQDw8P2rZty4MHD6hWrRpKKSIjI+nZsyffffddnLGEhYURFhZmvB8c/PZ9aUTyOvXQgN9zxaeFrLGJ56TLjz/+mLNnz9K5c2f++usvvvrqK3bs2MGSJUvIkiXLuxsQFqYD9rz6usZrx/e9Ol4BOM1/vTwhROcE5Oe/Xp63VxL++eez7Np1A1tbK3r0KM/QodVxd0/dO7JXr55XauwI8RYWn2L/5ljz6zUn3jR8+HDq169PpUqVsLW1pWnTpnTu3BkAa2ttWGTv3r2MHTuWuXPncurUKTZt2sTWrVsZM2ZMnDGMHz+eTJkyGW958uQxz4sTiRYcrtjnb6BMVivyOJv26+rm5sbWrVuZPn06tra2bN68mdKlS7N///4kilaYTw2gFlqysw8IBVYAC4DHwHHgd+A8WvJji9abUwfojtbL0wpt362YyY+vbxDXrz823h827AO6dCnD1atfM2tW/VSf/MB/NXbgv1VfUaTGjhAWnAMUHh6Ok5MT69evp1mzZsbjffv25cyZM+zbF1f3tzbP4969e3h4eLBw4UIGDx7M06dPsbKyonr16lSqVCnaPKFVq1bRrVs3QkJCsLKK+Z89th6gPHnyyBwgC1NKsfGmnsDnii+L2eBgnfCJmadOnaJdu3ZcvXoVKysrqRmUamwAVgLP0IayPF/drICc/NfDk5v4dGg/ePCcceMOMHfuCT76qADbtrVPmrBTkNjqAGkr1aTGjkh7TJkDZLF3fzs7O8qVK8fOnTujJUA7d+6kadOmb73W1taW3LlzA7B27VoaNWpkTGxevHgRI8mxtrZGKRXnHBB7e3vs7e0T83JEElCAu6OOUlmsEpX8AMYh0z59+rBs2TJGjx7NP//8IzWDUqxItDk8F4FgtN8GZ6ANWsKTD4j/VhLBwWFMm3aYqVMPExISDmhLzV+8iMDJKW2XBm/e3IumTYtIjR0h3mDRP38HDBhAx44dKV++PJUrV2bhwoX4+vrSo0cPAIYMGYKfnx8rVqwA4OrVqxw7doyKFSvy5MkTpk2bxoULF/j555+NbTZu3Jhp06ZRtmxZKlasyL///svw4cNp0qSJcZhMpA5WOp1Z9+xydnZm6dKlfPzxx3Tv3p2DBw9SunRpqRmU4txBG956iFaYMDtQCG2YywkoEu+WXr6MZN6844wde4BHj0IBKFfOg3HjavPxxwXSzXJva2sratb0tHQYQqQoFk2A2rRpw6NHjxg9ejQBAQGUKFGCP//8k3z5tNULAQEB+Pr6Gs/X6/VMnTqVK1euYGtrS61atTh06BCenp7Gc4YNG4ZOp2PYsGH4+fmRPXt2GjduzNixY5P75YkUql27dlSsWNFYM6hly5Z069aN6dOnS80gi4pAm/NzGK3H5x5ar8/naHOCoiZAQ/SJ0XFbseIsAwbsAKBIkaz8+OOHtGjhlW4SHyFE3CxeCTolkjpA6UNERAQ//PADEydORClFsWLFWLt2LSVLSk2U5OeL1uvz6NV9G7SJz3WIfRVYLWJLgpRSBASEkDOntrQ7LCySjz9eyWefleazz8pgYyPDPkKkZammEGJKJQlQ+rJr1y46duxIYGAg9vb2TJs2jZ49e0ovQbIIB3YDx9B6fTICjQF/tKXwsfX07Ht1bk3jEaUUu3ZpRQyDg8O4ePErSXaESIdSRSFEIVKKjz76iHPnztGgQQPCwsLo1asXzZo149GjR+++WCTCLWAecBQtoSkL9AIKoyU3cQ1z1eD15Ofo0bvUrr2COnVWceKEP/7+zzh37s3tLoQQIjpJgIQAsmfPHq1m0O+//06ZMmXeWo5BJFQ4sA1YjrYTeyagA9CUN1d26fUG9u69xZo159m79xZ6/X9bWly8eJ9mzdZRqdIS9uy5hZ2dNf36VeTGjT54e3sk14sRQqRSMgQWCxkCS9+kZlBSugFs4b8d2MuhzfOJWYYitvo1uXO7MHNmPYoUyUrJkvNQCqysdHz2WWlGjKhBvnyuSf4KhBApl8wBSiRJgERISIixZhBA1apV+eWXX4wrFKMYlOJ/gQbcHHUUcZUO1biFATuAk6/uuwJN0Gr6xLRpkw8tW/4aYwuHqGlZ69e3Ys6c42TO7MiPP9bCyyt7kkQthEhdJAFKJEmARJQ1a9bQvXt3nj17hqura4yaQUopNt3UE/Bc8aWXDQ42MnE6pn+BP4CgV/ffB2oTW68PaMNenp4zo/X8vC5qDysfn15kyGCXBPEKIVIrmQQthJm0a9eOM2fOULFiRZ4+fUrLli3p3r07L168ALS97D7ObU24Afb6G97RWnrzEm1p+yq05Ccz0BloQFzJD8CBA75xJj8ASsGdO8EcP+5vzmCFEOmMJEBCvEOBAgU4cOAAQ4YMQafTsXDhQipUqMD58+cBcLHTUSOnFWceGbgTIkmQ5iowB23Hdh1QCeiJto/X2wUEPIvXM8T3PCGEiI0kQELEg62tLePGjWPnzp14eHhw6dIlKlSowNy5c1FK4Z3NilwZdGz31RNpSM+jyqHAb8BqtA1Ms6JVcq4HxG+4Kr5L2D08MiYoQiGEAEmAhDBJ7dq1OXv2bIyaQY8fP6ZeHmuehMPhe+m1F+gyWq/PWbRenypAD8C0zWbv33/+1sd1Om038+rVZRNbIUTCSQIkhImiagbNmDEDOzs7fv/9d0qXLs2lY/up5G7F4XsGHoSmp16gF8AGYC0QAmQDvkBb3v7undaVUjx7Fma8P21aXT7/vAw63X+rvqJE3Z8xo57sZi6ESBR5BxEiAXQ6HX379uXIkSMULlwYPz8/atWqxa4FP+JqB9vv6EkfCywvofX6XEDr9amG1uuTO15X3779lHr1fqFly/XG71emTA4sXdqUDRtakytX9FUcuXO7sGFDa5o39zLjaxBCpEeyDD4WsgxemCIkJIS+ffuydOlSABp17E7V/j9RJ7cV3tmtLRxdUnmOVs350qv7bmiVnHPF62qDQbFw4UkGDtxJSEg4Dg42HD/elRIl3KKdp9cbOHDAl4CAZ3h4ZKR69bzS8yOEiJMpn99S2laIRHJ2dmbJkiV89NFH9OjRg60rF5ChYAV0DdtRMJMjLnZpqTaQAi4Cf6INfVmh9fp8QHzfTm7efMIXX2xhz55bAFStmoelS5tSuHDWGOdaW1tRs6anOQIXQohopAcoFtIDJBLqxo0btG/fnrMXL9N/41msI17wcS4rChcubFI7zrbgbJvSEqcQYCvaZGeAHGi9PvHbd8tgUMyde5zvvtvF8+cRODraMH58bXr3fl96dYQQZiGVoBNJEiCRGBEREYwYMYJ/HQvi3ahjgtqomsOK6h4pZfhMAeeA7WjL3K3QenyqA/GP8eXLSMqUmc+VK4/44IN8LFnShIIFsyRFwEKIdCrZEqCwsDDs7eOu6JpaSQIkEutlpGLe+VAe+/uyfFAHDAY9AMWKFeOzzz7jw1ofYmUdd/KQcnqAgtF6fa6+uu+B1uuTI15XR+3eHtXDc/jwHU6dCqBnzwpYWaWE1yeESEuSbCuMv//+m86dO/Pee+9ha2uLk5MTGTNmpEaNGowdOxZ/fylNLwRo22IoK1sGfVyE/VvX06x2VZ7cvsKuTavp2LQuH5QtyuYVC8ike0kOJ12Mm+WTH4VWxXkuWvJjDXwIfEl8k58rVx7ywQfLmT79iPFY5cp56NXrfUl+hBAWF68eoM2bNzN48GCCgoJo0KAB77//Prly5cLR0ZHHjx9z4cIFDhw4wOHDh+ncuTNjxowhe/bUuzuz9ACJxPANMbD6mj7GKrAHDx4we/ZsZs+ezePHjwFwc3OjT58+fPXVV2TOnNlSIb8hCG3z0n9f3c+F1uvjFucVr9PrDUybdpgfftjLy5eRuLll4ObNvjg5vbsmkBBCJIbZh8Def/99hg8fTsOGDbGyirvTyM/Pj5kzZ+Lu7s4333xjeuQphCRAIqEiDYqllyNxtNHRoZA1ujcr+QHPnz9nyZIlTJ06FV9fXwAyZMhAt27d6N+/P3ny5EniKPei1eyp8cZxBSwCjqMlPTZALaAy8e0svnTpAV26/M7Ro34A1KnzHosWNSZv3kxmiVwIId5GJkEnkiRAIqH2B+g5cs9AlyI2ZHN8+zBPREQEv/76K5MmTeLcuXMA2NjY0L59ewYOHEiJEiWSKMp9wB605CYqCXoKTAIOoW1YWg34BK2q87tFRhqYPPl/jBy5j/BwPS4u9kyfHlXRWYa7hBDJI1kSoPDwcG7evMl7772HjU3aKickCZBIiAehimVXIqnsbtoKLqUUf//9N5MmTWLPnj3G4w0bNmTQoEFUr149CZKIqCSoJpABWAhcA95Dm+dTEVOmCF6+/JBSpeYREWGgQYNCLFjQiNy55f+OECJ5JdkkaIAXL17wxRdf4OTkRPHixY1d+H369GHChAkJi1iIVE4pxfY7ejLbQWV30/5b6XQ66tWrxz///MOxY8do2bIlOp2Obdu2UaNGDapUqcJvv/2GwWDOTVZrAOWBGcAgtOSnIlovUPyGvF7/26lo0WxMnvwxP//8CVu3tpPkRwiR4pmcAA0ZMoSzZ8+yd+9eHBwcjMc/+ugj1q1bZ9bghEgtTj004PdcUS+vNTaJWOFUoUIF1q9fz5UrV+jevTv29vYcOXKE5s2b4+XlxeLFiwkLC3t3Q68xKMWBAD1XnkYlUAo4irZrexDafKAiwAQgZjXm2Jw5E8j77y/mxIn/Vn727VuJTp1Ky5CXECJVMDkB2rx5M7Nnz6ZatWrR3uiKFSvG9evXzRqcEKlBcLhin7+BMlmtyONsnorGhQoVYv78+dy+fZvvv/8eV1dXrl69SteuXfH09GTixIkEBQXFqy0dcD9UsfOOnpeRj4BlwF9ovT6ZgEpo9X32v7Ot8HA9I0bsoUKFRZw44c/AgTsT+hKFEMKiTH63fvDgAW5uMZfDPn/+XP7yE+mOUoodd/XYWUHNXObfzsHd3Z2xY8fi6+vL1KlTyZ07N4GBgXz33XfkyZOHQYMG4efn99Y2dDodH+fWEW7Qs9f/OuAL+AG2QD9gHNqE6D1oc4Nid/KkP+XLL2T06P1ERhpo0cKLtWtbmOmVCiFE8jL5HbtChQps27bNeD8q6Vm0aBGVK1c2X2RCpAIKcHfUUSePNQ7WSfcHQMaMGRkwYADXr19n+fLlFCtWjGfPnjF58mTy58/PF198gY+PTxxXP8TFbjk1cu7kzKOy3AnJgTbU1QFtEjRoc4JiT4LCwiL5/vvdVKy4mPPn75MtmxO//tqSDRta4+7unDQvWAghkpjJq8AOHTpEvXr1+PTTT1m+fDndu3fn4sWLHD58mH379lGuXLmkijXZyCowkdIZDAb+/PNPJk2axIEDB4zHmzZtyqBBg6hSpQpgQFvWvheIRCl7Vl3ryctIHZ8XPYuN1QextLwPLa2raTyycuVZOnXaDECbNsX56af6ZM+eIYlemRBCJFySL4O/cOECkydP5uTJkxgMBry9vRk8eDAlS5ZMcNApiSRAIjU5fPgwkyZN4vfffzeuzKpWrSKDBpWnYcOsr7adKAg05kGoi8lL9Q0GRfv2G2ndujjNm3sl3QsRQohESrIEKCIigm7dujF8+HAKFCiQ6EBTKkmARGp0+fJlpkyZzMqVKwkPjwCgWDE3Bg7sRfv2g7Gz0zYujirW+FkhK3yO3yEg4BkeHhmpXj0v1tZWHDp0h9Gj97FhQ2ucne0s+ZKEEMIkSdoD5OrqyqlTpyQBEiLFuQdsxt//KjNnHmH+/NMEB4cCkCtXLvr370/Xrl1xcs7IzOMv8L3+iJ86LCPqHSBXroyULZuDbduuoRR8911Vxo//yHIvRwghTJSkhRCbNWvG5s2bExqbEMLs9GjzfBYAAeTM6cbEifPw9fVn4sSJeHh44Ofnx7fffkvevHlp06o7s3suw8PLg4otvY2t+Pk9Y+tWLfnp3LkMgwZVtdDrSZli1lMSQqRmJvcAjR07lilTplC7dm3KlStHhgzRJ0P26dPHrAFagvQAidQjANiM1vsDUBRoBPy3OissLIxVq1YxefJkrly58uqoNZ8MXUPpuvWY3nIRwfefGc/Pls2JwMBvsLY2/7L+1EwpxaabegKeK770ssHBRsp+CJHSJOkQWP78+eNuTKfjxo0bpjSXIkkCJFK+SLTChQfRVns5AQ2A4milD2MyGAyMG7eY4cPHAHdxcM5E/41nCQp8yOYJG0HlMV67cEFjypXP+dYInG3B2TZ9JQHB4YrFPpEUy2xFvbzx3+9NCJE8TPn8NnkX05s3byY4MCGEOfgBvwP3X90vjpb8vH1pupWVFe+9Vxn4AvDlZcj/+PfIbrwbd+TrX0pFO/c8cP5K5Fvbq5rDtE1f0wIXOx01clqx866B4ll0Zqv8LYRIfmlrG3ch0rRItLk+/0Or1ZMBaAgUi3cLd+8Go/Xy5MPBuTAFKzXlzvlLbJ7QE1So8bwSJcrz+eftqFatOjY2sb9NONsm9HWkbt7ZrLj0RLHdV8/nRXWJ2vtNCGE5Jv/50rJly1h3fZ88eTKtWrUyS1BCiDfdBeajDXkpoCTQi/gmP0FBL/nyyy0MGrTLeKxe3w+xc7Rn1be78Pepjf/l9/C/HIT/5TPs2LCYdg1rU6FIXn4aO4zQe7fI4aSLdktvw19RdDod9fJY8yQcDt+TCdFCpFYmJ0D79u2jYcOGMY7Xq1eP/fvfvZmiEMIUEcAOYAnwEG1yc1ugBdq8n3f7669rlCgxjyVLTgNQv35B8nvnoWKLsvz90x6CH4QANuh0JdHpPuOnn/5k8ODBuLm5ERgYyLhx4yhQoAB16tRhw4YNhIeHJ8ULTVWyO+qo5G7F4XsGHoSaXEtWCJECmJwAhYSEYGcXsziara0twcHBZglKCAHapqXz0bazUEBptF6fovG6+smTUDp33kyDBqu5ezeY997LzL59ndmytT295rYhwCeAoxtOGc/PnduFDRta07t3fSZMmMCdO3fYsGEDderUAWDnzp20atWK3LlzM3jwYK5du2bm15u6VHG3wtUOtt/Rk4CC+kIICzN5FViFChVo3LgxP/zwQ7TjI0eO5I8//uDkyZNmDdASZBWYsKxw4B/gKFrikxFoDBSOdwtKKSpWXMzx4/7odNCvXyV+/PFDnJxs31kJOjY3b95kyZIlLF26lICAAOPxWrVq0bVrV5o3b469vX2CX7FBKf4XaMDNUUcR19QzsfhOiIFfrumpk9sK7+zpa0K4EClRki6D37JlCy1atKB9+/Z8+OGHAOzevZs1a9awfv16PvnkkwQHnlJIAiQs5xbaCq8nr+6XBeoCDia3tG3bVb75ZgdLlzalSpU8ADwIVSbvBfa6yMhItm3bxsKFC/nrr7+MPR9Zs2alU6dOdO3aFS8v0/cLS801drb76rn0xMCXXja42KWeuIVIi5J8M9Rt27Yxbtw4zpw5g6OjI6VKlWLEiBHUqFEjwUGnJJIAieQXDuwEjr+6nwmt16dgvFv47TcfIiIMtG5d3HgsIkKPra2W6CilWHVNz8tIxedFbRK9esnX15elS5eyZMkS7t69azxerVo1unXrRsuWLXF0dIx3e6mpxo5SiuvXr3Py5ElOnbuIU51eWEc8p2khZ7Jnz25SW+mxnpIQSSXJE6C0ThIgkbxuAFuAp6/ulwc+BuI3pPTgwXO+/vov1q27SKZM9ly61IucOTPGOO/kAz077xr4tJC1WevX6PV6tm/fzqJFi9i6dSt6vR7Q9g3s2LEjXbt2pWTJkvFqK6liTAyDwcC///7LyZMnjbfTp08TFBRkPKfVqCV4N+6YoPbTYz0lIZJKqkqA5s6dy+TJkwkICKB48eLMmDGD6tWrx3n+nDlzmD17Nrdu3SJv3rwMHTqUTp06RTvn6dOnDB06lE2bNvHkyRPy58/P1KlTadCgQbxikgRIJI8wtBVeUfPmXIEmQPw2GlZKsX79JXr3/pMHD15gba1j8OCq/PBDDezto9fuSa7eFT8/P5YtW8bixYu5ffu28XilSpXo2rUrbdq0ibF9zpuvyZy9VKbS6/Vcu3YtRrLz7NmzGOfa29tTqlQpyleuRt52P/A0wJeVQzuDUuh0OmrUqMlnn31GqVKlYj7Ra6QHSAjzMenzW5koMjJSTZ48WVWoUEG5u7urzJkzR7uZYu3atcrW1lYtWrRIXbp0SfXt21dlyJBB3b59O9bz586dqzJmzKjWrl2rrl+/rtasWaOcnZ3Vli1bjOeEhYWp8uXLqwYNGqiDBw+qW7duqQMHDqgzZ87EO66goCAFqKCgIJNejxDxd00pNU0pNeLVbZtSKizeVwcGPlPNm69TMFLBSFWy5Fx14oRfrOcaDAa1/nqE+ulcuAqNNCQ68vjQ6/Vq+/btqkWLFsrGxkahzeZWLi4uqmfPnurUqVNxXnv/hUFNPB2u9vtHJmmMkZGR6sKFC2rFihWqb9++qlq1asrZ2dkY6+s3BwcHVbFiRfXVV1+pJUuWqDNnzqjw8HCllFJ/3Y5UU8+Eq+Awgzp06JD65JNPol1bvXp19ccffyi9Xp+kr0cIYdrnt8kJ0PDhw5WHh4eaPHmycnBwUGPGjFFffPGFypo1q5o5c6ZJbb3//vuqR48e0Y4VLVpUfffdd7GeX7lyZfXtt99GO9a3b19VtWpV4/158+apAgUKGN+cEkISIJF0QpVSm9V/ic9MpdRNk1p48iRUZc8+ScFIZWMzWv3wwz8qLCzuZEFvMKj9/pHqyhPLfAAHBgaqCRMmqPfeey9aYlC+fHm1YMECFRwcHOOaff6RauLpcHX/hXkStoiICHXu3Dm1fPly9fXXX6sqVaooJyenWJMdR0dHVblyZdW7d2+1bNkyde7cORURERFru7ef6dX4U+Hq5P3o338fHx/1xRdfKFtbW2O7xYsXV8uXL1dhYfFPdIUQpknSBKhAgQJq69atSimlnJ2d1b///quUUmrmzJmqXbt28W4nLCxMWVtbq02bNkU73qdPH/XBBx/Eeo23t7caNmxYtGPfffedsrW1NSY89evXV59++qnq2rWrcnNzU8WLF1djx45VkZHx/2tSEiCRcHuUUnvjeGylUqqH0hKfkUqpv5QpvT6v69v3L1WmzHx1+nRAgq63BL1er3bv3q3atGkTLTHIkCGD+vLLL9WxY8eUwaAlPBF6g1pwMVytuBJhPBZf4eHh6syZM2rJkiWqV69eqlKlSsrR0THWZCdDhgyqatWqqk+fPurnn39WFy5ciPd7RXxi9PPzU4MGDVIuLi7G58ydO7eaOnVqrImfECJxkjQBcnJyMg5R5ciRQ508eVIppdT169eVi4tLvNvx8/NTgPrf//4X7fjYsWNV4cKFY71myJAhKkeOHOrEiRPKYDCo48ePKzc3NwUof39/pZRSRYoUUfb29qpLly7qxIkTas2aNSpLlixq1KhRccby8uVLFRQUZLzduXNHEiCRQHuVluC8ngS9UEqNUUrVUEp9ppSapZSKfZg3NgaDQf388xl19erD/1p8Ea7Cw5N2iCgp3b9/X02ZMkUVKVIkWkJSunRpNWfOHPX06VPlG0fvyuvCwsLUqVOn1KJFi1TPnj3V+++/r+zt7WNNdpydndUHH3yg+vXrp1auXKkuXbpk0h9Gb4rqpXoQj16qp0+fqokTJyoPDw9jPK6urur7779XgYGBCY5BCBGdKQmQyZOgixQpwooVK6hYsSLVq1enYcOGfPfdd6xbt46vv/6a+/fvv7sRwN/fn1y5cnHo0CEqV65sPD527FhWrlzJ5cuXY1wTGhpKr169WLlyJUop3N3d6dChA5MmTeLevXu4ublRuHBhXr58yc2bN7G21iZ7Tps2zTjROjYjR45k1KhRMY7LJGiRMPuAPUAtwB2YCfgA+YF2r47HbyfRu3eD6d59K3/+eY1q1fKyb19nrNLQ5ptKKQ4cOMCiRYtYv349YWFhADg6OtKmTRtqfjWWR3bZ+dLLBnsVzoULF4yTk0+dOsW5c+di3ZrDxcUFb29vvL29KVeuHOXKlaNQoUJYWZlnZVlC6ymFhYWxatUqJk+ezJUrVwBtMnXnzp355ptvKFSokFniE+an1+uJiIiwdBgCsLOzi/P/cpKuAvvuu+9wcXHh+++/Z8OGDbRr1w5PT098fX3p379/rBulxiY8PBwnJyfWr19Ps2bNjMf79u3LmTNn2LdvX5zXRkREcO/ePTw8PFi4cCGDBw/m6dOnWFlZUaNGDWxtbdm1679NH//66y8aNGhAWFhYrNt4hIWFGd94QfsG5smTRxIgkQh/o+3f9QDtD/4ywLdA7nhdrZRi6dLTDBiwg+DgMOzsrBk1qiYDB1aJs1pzavf48WNWrVrFwoULuXjxIgAOzpkY+PtFQp884NdR3YiM5QMoY8aMFC3qhZeXF0WLFsXLy4vcuXNjZWWVJCuslBlWqhkMBrZs2cLEiRM5cuQIoG2y2rx5cwYPHkyFChXMGrNIOKUUgYGBPH361NKhiFesrKzInz9/rJ/nyboM/ujRo/zvf/+jYMGCNGnSxKRrK1asSLly5Zg7d67xWLFixWjatCnjx4+PVxs1atQgV65crF69GoDvv/+e1atXc+PGDWOGOHPmTCZOnIi/v3+82pRl8CJxLgHbgD9f3c8HLAZs4rzidb6+QXTt+gc7dlwHoGLFXCxb1hQvL9MK7KVWSikOHz7MokWLWLduHY2+m52iauyYs1aRUoqDBw8yadIktm7dajxes2ZNBg8eTN26ddHp4p9gpdYtRVKygIAAnj59ipubG05OTib9PIT5GQwG/P39sbW1JW/evDF+HqmmDtC6devo2LEj8+fPp3LlyixcuJBFixZx8eJF8uXLx5AhQ/Dz82PFihUAXL16lWPHjlGxYkWePHnCtGnT2LlzJydPnsTT0xOAO3fuUKxYMTp37szXX3/NtWvX6NKlC3369GHo0KHxiksSIJEwz9ESn0toW1o8AIoBGdCGvd5dKf3ECX9q1fqZkJBwHBxsGDOmFv37V0qzvT7vcu/RU36+boWt/iUfZAsnZ86cJn0AmbsHKCnrKV24cIEpU6bwyy+/EBkZCUCpUqUYNGgQrVu3xtb23cOmKhVvKZIS6fV6rl69ipubG1mzZrV0OOKVoKAg/P39KViwYIz/F0laB8jc5syZo/Lly6fs7OyUt7e32rdvn/Gxzz77TNWoUcN4/9KlS6pMmTLK0dFRubi4qKZNm6rLly/HaPPQoUOqYsWKyt7eXhUoUEBWgYkkZlBKnVdKTVTaBOjPlVKdlFK7Xz0e28To2IWFRarSpeepqlWXqCtXHr7z/LTu9Ro7lpZc9ZR8fX3VgAEDotUkypcvn5o5c6YKCQl55/VBYQY19Uy4+ut26p0kn1KEhoaqS5cuqRcvXlg6FPGaFy9eqEuXLqnQ0NAYjyXpJOj0QHqARPyFAFuBqEn7wYAOraLz6z0+r0+M/u+4waD45ZdztGlTAjs7rUchMDCE7Nmd0m2vTxTfEAOrU9BO61HDS+6OOgonw/DSkydPmDdvHjNnzjQuLsmSJQu9e/emd+/eb91zLCVuKZIaRS2oyZ8/Pw4Opm9ILJLG234upnx+y/8MIRJEAWeBOWjJjzVactOQmMkPr+7XenWd5t9/H1Or1s906rSZceMOGI/nyOGc7pOfSINiu6+eXBl0lM2WMr4XVjod1T2skyX5AcicOTPff/89t27dYv78+bz33ns8fvyY0aNHky9fPnr37s2NGzdivdY7mxW5MujY7qsn0iB/4woRG5P+J+v1evbt28eTJ0+SKh4hUoFgYA3wGxAKeADd0JKc2sQ916cGUBO93sD06YcpVWoe+/ffJkMGWzw8nJMj8FTj0D0DT8Ohfh7rdD/p1NHRke7du3PlyhXWr19P+fLlCQ0NZc6cORQqVIh27dpx+vTpaNfodDrq5bHmSTgcvmewUOQiPVi+fDmurq6WDiNBTEqArK2tqVu3riwHFOmUAk4Dc4GraL0+tYEv0er9/EevN7B37y3WrDnP3r230Ou1D6ErVx7ywQfLGTBgB6GhkXz4YX7On+9J9+7lk/WVpGQPQhVH7hmo7G5FNsf0nfy8ztrampYtW3Ls2DH++ecf6tati8FgYO3atXh7e1OnTh127dpF1KyG7I46KrlbcfiegQeh0gskxJvity73NSVLluTGjRvkz58/KeIRIoUKAv4A/n11PxfQFHCLceamTT707budu3eDjcdy53ahdevizJlzjLAwPRkz2jFlSh26dvVO9z0cr1NKsf2Onsx2UNk9ZQx9pTQ6nY5atWpRq1Ytzp49y6RJk1i3bh07d+5k586deHt7M2jQIFq0aEEVd2suPzGw/Y6eDoWkN80y9qLNC4ytZ3gf2h9WNZMxHhHF5HeYsWPH8u2337J161YCAgIIDg6OdhMibVHASbRen3/R/mb4GPiCuJKfli1/jZb8APj5BTN9+mGUUtSp8x4XLnxFt27l5APpDaceGvB7rqiX1zpBBQbTm9KlS/PLL7/w77//8vXXX+Po6MipU6do27YtRYoUYeH8edRyi8TvueL0QxkKswwd2gKIN4v7Ri2MSLrf8+3bt1OtWjVcXV3JmjUrjRo14vp1rb7YrVu30Ol0rF27lipVquDg4EDx4sXZu3ev8fq9e/ei0+nYtm0bpUuXxsHBgYoVK3L+/Pm3Pu8ff/xBuXLlcHBwoECBAowaNcpY2iElMTkBqlevHmfPnqVJkybkzp2bzJkzkzlzZlxdXcmcOXNSxCiEhTwFVqL1/IQBeYAeQFVi+6+j1xvo23c7sa2rjDqWJYsT27a1I2/eTEkUc+oVHK7Y52+gTFYrWblkIk9PT2bNmoWvry8jR44ka9as3Lhxg169elHFKy/626fZ46cnOFyGwhJPAeEm3CoD1YBdr27hr31d7dXj8W3LtJ/f8+fPGTBgAMePH2f37t1YWVnRrFkzDIb/kuGBAwfyzTffcPr0aapUqUKTJk149OhRtHYGDhzIlClTOH78OG5ubjRp0iTObUH+/vtvOnToQJ8+fbh06RILFixg+fLljB071qTYk4PJy+DftkUFaJWZUztZBp/eKeAEsBPtTccW+BCoyNv+Zti79xa1av38ztb37PmMmjU9zRFomqGUYuNNPYHPFV8Ws8HBWnp/EuPFixcsXbqUqVOncuvWLRycMzFg0zkyWBvoVCEXNtamzX5Iii1FUoPYl1uHA+MS0NqtVzcd2nuM56ubKb4HYm7/EF8PHjzAzc2N8+fP4+zsTP78+ZkwYQKDBw8GIDIykvz58/P1118zaNAg9u7dS61atVi7di1t2rQBtC1rcufOzfLly2ndujXLly+nX79+xrnBH3zwAfXr12fIkCHG5121ahWDBg2K924M72KuZfAmzwFKCwmOEHF7DGxBe6MCbRuLJsC7q8AGBDyL1zPE97z0RAHujjpKZbGS5McMnJyc6N27Nz169GD9+vVMmjSJa4d34d24I6v+BTBtOCIpthRJfzyB22i/7TpMT35Md/36dYYPH86RI0d4+PChsefH19eXYsWKAUTbjNzGxoby5cvj4+MTrZ3Xz8mSJQtFihSJcU6UkydPcvz48Wg9Pnq9npcvX/LixQucnJzM9voSy+QECODAgQMsWLCAGzdusH79enLlysXKlSvJnz8/1apVM3eMQiQDBRxD65aOQOv1+Qh4n/iO0Xt4ZDTreelJVI0dYV42Nja0a9eOT1q24aczIdy9dJKNY7/COYMzw4cP46OPPo5XO87v3oUjHbFF64kx1X5Aj7Z6VI82/PVBAp47/ho3bkyePHlYtGgROXPmxGAwUKJECcLDw996XXzmJsZ1jsFgYNSoUTRv3jzGYymtmKTJA+0bN26kbt26xsl2UbuoP3v2jHHjEtItKISlPQKWAX+hJT/5ga/Qhrzi3xuRP78r1m/pvdDpIE8eF6pXz5uoaIUw1b4AhY2dI90qepDHxY6rJw7QsWldfujXHRdCyeGke+stPQ5/xU2HNgxlyu0wcBDtj6qRr/49+Oq4Ke3E/+fw6NEjfHx8GDZsGLVr18bLyyvWGn5Hjhwxfh0ZGcnJkycpWrRonOc8efKEq1evxjgnire3N1euXKFgwYIxblEblKcUJkfz448/Mn/+fBYtWhRtE7IqVapw6tQpswYnRNIyAIeAeYAv2htMI6ATYNqE/sePQ6ldewV6vTal7s0/jqLuz5hRL91XeRbJyzfEwJlHBmrmtKJEwXwcOHCAIUOGoNPpWLRoEeXLl+fcuXOWDjMNi20bnKjK8LGtDjOPzJkzkzVrVhYuXMi///7LP//8w4ABA2KcN2fOHH777TcuX75Mr169ePLkCV26dIl2zujRo9m9ezcXLlygc+fOZMuWjU8++STW5/3hhx9YsWIFI0eO5OLFi/j4+LBu3TqGDRuWFC8zUUx+J75y5QoffBCz287FxUUKJIpU5CGwFNiBNh+iAFqvT3kSsiw1c2YH6tZ9j/z5XZk/vyG5ckWffJc7twsbNrSmeXOvREcuRHzFtqWIra0t48aNY+fOnXh4eODj48P777/PnDlzkK0hk4LizT0ANTG3xzEnKysr1q5dy8mTJylRogT9+/dn8uTJMc6bMGECEydOpHTp0hw4cIDff/+dbNmyxTinb9++lCtXjoCAALZs2YKdXeyTsevWrcvWrVvZuXMnFSpUoFKlSkybNo18+fIlyetMDJNXgb333nssWLCAjz76iIwZM3L27FkKFCjAihUrmDBhApcuXUqqWJONrAJLy6J6ffaiJT72QF2gLImtx2EwKB4/DiVbNif0egMHDvgSEPAMD4+MVK+eV3p+RLLbH6DnyD0DXYrYxFpV+8GDB3z++eds27YNgCZNmrB06VKyZn33pP/0IC1vhnrr1i3y58/P6dOnKVOmTKznRK0Ce/LkSYra7sJim6F2796dvn37cvToUXQ6Hf7+/vzyyy98++23fPXVV6Y2J0Qyug8sQZvoHAkUROv18SYhyc+tW0/p1Wsb4eF6AKysdGTLpq1wsLa2omZNT9q1K0nNmp6S/IhkF58tRbJnz84ff/zBzJkzsbOzY8uWLZQuXTpaMTwh0iqTV4ENGjSIoKAgatWqxcuXL/nggw+wt7fn22+/pXfv3kkRoxCJpAf+hzbWrgccgHpAaRLa63Pz5hNq1fqZ27eDsLW1ZsaMeuYKVohEM2VLEZ1OR58+ffjggw9o27YtV65c4cMPP2To0KGMGDECG5sELRYWIsUzeQgsyosXL7h06RIGg4FixYrh7Jx2drOWIbC05B6wGQh4db8w0BhI+FL0Gze05MfXN4jChbPyzz+dYsz5EcKSTj7Qs/OugU8LWZtUVfv58+f06dOHpUuXAlr9l9WrV+Pp6ZlEkaZsaXkILDWz2BBYFCcnJ9zd3cmZM2eaSn5EWqFHm+ezAC35cQSaA+1ITPJz/fpjatZcjq9vEEWKZGXPns8k+REpSmK2FMmQIQNLlixhzZo1uLi4cPjwYcqUKcP69euTKFohLMfkBCgyMpLhw4eTKVMmPD09yZcvH5kyZWLYsGFx7g0iRPIKABaiJUAGoCjQCyhFYiY6//vvY2rUWM6dO8EULZqNPXs+I2dOKWooUg6lFDvu6rGzgpq5Ej7vrG3btpw5c4ZKlSoRFBRE69at6dq1K8+fPzdjtEJYlsn/Q3r37s3ChQuZNGkSp0+f5vTp00yaNIklS5bw9ddfJ0WMQsRTJPAPsAht6MsJaAm0ARLXSxkZaaBhw9X4+T3Dy0tLfqSis0hporYUqZPHOtFbiuTPn5/9+/fz/fffo9PpWLx4MeXLl+fs2bPmCVYICzN5DlCmTJlYu3Yt9evXj3b8r7/+om3btgQFBZk1QEuQOUCpkR/wO9pKL4DiQAMgg9meYd++WwwatIstW9ri7i7DviL92L17Nx07diQgIAB7e3umTJlCr1694rVlQmomc4BSJovNAXJwcIh1Qpynp2echZGEMI+9xKyaGom2rH0Y2l5eGYDWQCvMkfwYDP/9fVCjhidHjnwhyY9Id2rXrs3Zs2dp2LAhYWFhfP311zRt2pSHDx9aOjQhEszkBKhXr16MGTPGuAcYQFhYGGPHjpVl8CKJ6YheOv4OMB9YBdxEq+bcCyhmlmfz8XlAmTLzOX/+3n8RpPG/eIWIy5s1g/744w9Kly7Nnj17LB2aEAli8hBYs2bN2L17N/b29pQuXRqAs2fPEh4eTu3ataOdu2nTJvNFmoxkCCwl24c2z8cFCEFLfPyBDmh7eJnHpUsP+PDDn7l37zkffVSAnTs7mq1tIVK7M2fOGGsG6XS6NFszSIbAUiZzDYGZ/Nvq6upKixYtoh3LkyePqc0IkUA1gNNotX10gBvwLVDHbM9w4cJ9atdewf37zylTJgdr17Z490VCpCNlypTh5MmT9O3blyVLlvDjjz+ye/fudF0z6F1ke5yUx+QEaNmyZUkRhxDxdAMIQkt+CgO5MWfyc/78PWrXXsGDBy8oWzYHO3d2JGtWJ7O1L0RakSFDBhYvXszHH39Mt27djDWDFi5cSOvWrS0dXoqyaZMPfftu5+7dYOOx3LldmDmzXorZIFkphV6vT3O9eG8j6adIRZ4BG9GGvXKgJT96Yk6MTpizZwP58EMt+fH29mDXrk6S/AjxDm3atIlWM6hNmzZSM+g1mzb50LLlr9GSHwA/v2BatvyVTZt8kuy5w8LC6NOnD25ubjg4OFCtWjWOHz8OaBud6nQ6/v77b8qXL4+9vT0HDhzg+vXrNG3aFHd3d5ydnalQoQK7du2K1q6npyfjxo2jS5cuZMyYkbx587Jw4cJo5xw6dIgyZcrg4OBA+fLl2bx5MzqdjjNnzhjPuXTpEg0aNMDZ2Rl3d3c6duyYrBPrJQESqYQB2ABcBB4CXwLDgVpEnxidcCNG7OXhwxeUL5+TXbs6kiWLY6LbFCI9MKVmkEEpDgToufLUYIFIzef58/A4by9fRgLasFffvtuJbaZt1LG+fbej1xve2W5CDBo0iI0bN/Lzzz9z6tQpChYsSN26dXn8+HG0c8aPH4+Pjw+lSpUiJCSEBg0asGvXLk6fPk3dunVp3Lgxvr6+0dqeOnUq5cuX5/Tp03z11Vf07NmTy5cvA/Ds2TMaN25MyZIlOXXqFGPGjGHw4MHRrg8ICKBGjRqUKVOGEydOsH37du7du5e8vYdKxBAUFKQAFRQUZOlQhNEupdRnSqkPlVK/v/HYXqXUiFf/Jlxw8Ev11Vdb1ZMnoYlqR4j0bPfu3crDw0MBys7OTs2aNUsZDAbj4waDQW24HqF+OheuQiMMb2nJ8kJDQ9WlS5dUaGjM9wQYGeetQYNflFJK7dlz863nRd327LlpbDdbtkmxnmOqkJAQZWtrq3755RfjsfDwcJUzZ041adIktWfPHgWozZs3v7OtYsWKqZ9++sl4P1++fKpDhw7G+waDQbm5ual58+YppZSaN2+eypo1a7Tv26JFixSgTp8+rZRSavjw4apOnTrRnufOnTsKUFeuXHlrPG/7uZjy+S09QCIVuAYcePV1R6DJG4/XQOsJMn1f38DAEOPXGTPaM2dOQ1xdZbWHEAn14Ycfcu7cORo1akR4eDh9+vSJVjNIp9PxcW5rwg2w1z919wK9S0DAM7OeZ4rr168TERFB1apVjcdsbW15//338fH5b9itfPny0a57/vw5gwYNolixYri6uuLs7Mzly5dj9ACVKlXK+LVOpyNHjhzcv68Vor1y5QqlSpWKtkLr/fffj3b9yZMn2bNnD87OzsZb0aJFjbEnB7PMdnr69Cmurq7maEqINwQBUeUUWqNVd45NDZNbPnnSn48+WsnAgVX4/vvqCYxPCPGmbNmysWXLFmbPns23335rrBm0atUqatWqhYudjho5rdh510DxLDqTN21NCUJChsT5WNTqrvhul/P6ebdu9U1cYK+oV2Nsb9YuU0pFO5YhQ/SCsQMHDuTvv/9mypQpFCxYEEdHR1q2bEl4ePRhOFtb22j3dTodBoMh1ud4PZ4oBoOBxo0bM3HixBixe3h4xOclJprJv3UTJ05k3bp1xvutW7cma9as5MqVS/aIEWamB9YDoUBOzLna6/hxPz76aCVPn75k69arhIfrzda2EEL7QPz66685evQoRYoUwd/fn9q1axs3zvbOZkWuDDq2++qJNJjee2tpGTLYxXlzcND6FqpXz0vu3C7EVT9Vp4M8eVyoXj3vO9s1VcGCBbGzs+PgwYPGYxEREZw4cQIvr7hXnh04cIDOnTvTrFkzSpYsSY4cObh165ZJz120aFHOnTsXrWDyiRMnop3j7e3NxYsX8fT0pGDBgtFubyZlScXkBGjBggXGuj87d+5k586d/PXXX9SvX5+BAweaPUCRnu0C7gIOaFtbmGd55rFjfnz8sZb8VK2ah7//7oCdnbVZ2hZCRBdVM+iLL75AKcXYsWOpUaMGt2/fpl4ea56Ew+F7aXMozNraipkz6wHESIKi7s+YUS9J6gFlyJCBnj17MnDgQLZv386lS5fo2rUrL1684IsvvojzuoIFC7Jp0ybOnDnD2bNnad++vbFnJ76irunWrRs+Pj7GHiX4r0eqV69ePH78mHbt2nHs2DFu3LjBjh076NKlC3p98vxBavJ3PSAgwJgAbd26ldatW1OnTh0GDRpkXF4nROJdBg6/+voTILNZWj169C4ff7ySoKAwqlfPy19/fUrGjPZmaVsIEbuomkFr167FxcXFWDNozx/rqeRuxeF7Bh6Epr5eoPho3tyLDRtakytX9KrEuXO7sGFD6yStAzRhwgRatGhBx44d8fb25t9//+Xvv/8mc+a430+nT59O5syZqVKlCo0bN6Zu3bp4e3ub9LwuLi788ccfnDlzhjJlyjB06FB++OEHAOO8oJw5c/K///0PvV5P3bp1KVGiBH379iVTpkxYWSXPkKjJW2HkzJmTDRs2UKVKFYoUKcKPP/5Iq1atuHLlChUqVCA4OPjdjaRwshWGpT0BFgAvgcpAXbO0evjwHerWXcWzZ+F88EE+tm1rj7OzbOArRHK6efMm7du358iRIwB07d4D794zyWBnRYdC1ilqvz1zboWR3itB//LLL3z++ecEBQXh6Ji4EiMW2wqjefPmtG/fnkKFCvHo0SPq168PaHvDFCxY0NTmhHhDJNq8n5dAHuAjs7V85kwgz56FU7OmJ1u3tkvQuLoQInGiagaNGjWKcePGsWjBfD4IDKb+iOWcfmjAO3vaHI62traiZk1PS4eRbFasWEGBAgWM84MHDx5M69atE538mJPJCdD06dPx9PTkzp07TJo0CWdnZ0AbGvvqq6/MHqBIb3agbW7qCLQEzPdm2LNnBbJnz0D9+gUl+RHCgmxtbfnxxx+pXbs2HTp0YP/vq8le6gNo3IH3XBzJZJ9+ekbSqsDAQH744QcCAwPx8PCgVatWjB071tJhRWPyEFh6IENglnIRrfcH4FOgUKJbPHr0LoULZyVz5pTzV4cQ4j8PHz6kS5cu7Nyzn/4bz2JvCKf7B6aPJjjbgrOteYfPZDf4lMliQ2AAV69eZe/evdy/fz/G7PCoiU5CmOYRsOXV19UxR/Kzb98tGjRYjZdXNnbt6iQFDoVIgbJly8bvv//O7NmzOXD0H7wbdWD5lUiT26maw4rqHmlz+EwkDZMToEWLFtGzZ0+yZctGjhw5ok1Y0+l0kgCJBIhA6/kJA/KhVXVOnD17btKo0RpevIgga1Yn7O3ljVGIlEqn09G1Z2+Cjz7mzvljnFg5kXXr1uLgEP+eW2fbd5+THAxK8b9AA26OOoq4ylBeSmZyAvTjjz8yduzYGBubCZFw24FAIAPavJ/EvWn8889NGjVaTWhoJPXqFeS339oYC5MJIVKmvf4GHDJkZPfUvlw5d5L5k0YzYcIES4dlMh1wP1Rx9qGBfM46HGxSzqo2EZ3JnzRPnjyhVatWSRGLSJfOASfR3jZaAPErHR+XXbtu0LChlvzUry/JjxCpgW+IgTOPDNTKZc2kMdoowpQpUzh37pyFIzNdetrrLLUzOQFq1aoVO3bsSIpYRLrzAPjj1dc1gAKJau2ff27SuPEaXr6MpGHDQpL8CJEKRBoU23315Mqgo2w2K5o0aUKLFi3Q6/V069Yt2aoCm1PUXmdnHhm4EyJJUEpl8qdDwYIFGT58OEeOHKFkyZIxNkTr06eP2YITaVk48Cva/J8CwAeJbjF3bhcyZ3agfPmcrF/fCnt7SX6ESOkO3TPwNBya5/+vCOKsWbPYuXMnR48eZd68efTu3dvCUZrOO5sVl55oyd3nRXXYWMlQWEpj8jL4/Pnzx92YTseNGzcSHZSlyTL4pKaAzcBZwBno8erf+HlbRdVbt56SM2dG2dtLiFTgQahi2ZVIKrvHXME1b948vvrqKzJmzIiPjw+5cuVK9vgSuwz+ba9PJJy5lsGbPAR28+bNOG8JSX7mzp1rfBHlypXjwIEDbz1/zpw5eHl54ejoSJEiRVixYkWc565duxadTscnn3xiclwiKZ1BS350aJOe45/8bNrkg6fnTGrV+pn27TdRq9bP5MgxlU2bfADw9HSV5EeIVEApxfY7ejLbQWX3mB9F3bt3p3Llyjx79oyvv/7aAhEmXnZHXZrf6yw1S9RyG6UUiamjuG7dOvr168fQoUM5ffo01atXp379+vj6+sZ6/rx58xgyZAgjR47k4sWLjBo1il69evHHH3/EOPf27dt8++23VK9ePcHxiaRwD9j26usPAc94X7lpkw8tW/7K3bvR95t7+PAFLVr8akyChBAp36mHBvyeK+rltY51eMjKyoqFCxdiY2PDb7/9xubNm5M/SDOo4m6Fqx1sv6NP1OelML8EJUArVqygZMmSODo64ujoSKlSpVi5cqXJ7UybNo0vvviCL7/8Ei8vL2bMmEGePHmYN29erOevXLmS7t2706ZNGwoUKEDbtm354osvmDhxYrTz9Ho9n376KaNGjaJAgcRNrBXmFIY27ycSrdBhtXhfqdcb6Nt3O3G9f+h00K/fdvR6mXAoREoXHK7Y52+gTFYr8jjH/TFUokQJBg0aBEDv3r1T5WbbNlY66ue1xu+54vTD5Ht/qlmzJr1796Z37964urqSNWtWhg0bZkzCVq1aRfny5cmYMSM5cuSgffv23L9/33j93r170el0bNu2jdKlS+Pg4EDFihU5f/688ZxHjx7Rrl07cufOjZOTEyVLlmTNmjXGx1esWEHWrFkJCwuLFluLFi3o1KkTANevX6dp06a4u7vj7OxMhQoV2LVrV1J+a4xMToCmTZtGz549adCgAb/++ivr1q2jXr169OjRg+nTp8e7nfDwcE6ePEmdOnWiHa9Tpw6HDh2K9ZqwsLAY432Ojo4cO3aMiIgI47HRo0eTPXt2vvjii3jFEhYWRnBwcLSbMDeFtuLrEeACNEMbAoufAwd8Y/T8RGtdwZ07wRw4EHvvoRAiZVBKseOuHjsrqJnr3R9Bw4YNo2DBgvj5+TFs2LBkiPDtlFI8f/7cpFsWXSjFM+nZ46/n3lPTrn39ZmoP0s8//4yNjQ1Hjx5l1qxZTJ8+ncWLFwPaZ/CYMWM4e/Ysmzdv5ubNm3Tu3DlGGwMHDmTKlCkcP34cNzc3mjRpYvy8ffnyJeXKlWPr1q1cuHCBbt260bFjR44ePQpoq8b1ej1btmwxtvfw4UO2bt3K559/DkBISAgNGjRg165dnD59mrp169K4ceM4R4LMSpnI09NT/fzzzzGOL1++XHl6esa7HT8/PwWo//3vf9GOjx07VhUuXDjWa4YMGaJy5MihTpw4oQwGgzp+/Lhyc3NTgPL391dKKXXw4EGVK1cu9eDBA6WUUp999plq2rTpW2MZMWKEQvuEjnYLCgqK9+sR73JMKTVCKTVKKeVr8tWrV59TMPKdt9Wrz5k5biGEOekNBrXfP1JdeaKP9zW7du1SgNLpdOrIkSNJGF10oaGh6tKlSyo0NNR4LCQkJNbPi3fdHJwzqSF/31Jf/XxQ5fQqq3IWLWPSLWO2HCokJCTesdeoUUN5eXkpg8FgPDZ48GDl5eUV6/nHjh1TgHr27JlSSqk9e/YoQK1du9Z4zqNHj5Sjo6Nat25dnM/boEED9c033xjv9+zZU9WvX994f8aMGapAgQLR4npTsWLF1E8//RTn47H9XKIEBQXF+/Pb5HXCAQEBVKlSJcbxKlWqEBAQYGpz0bbSAC27fvNYlOHDhxMYGEilSpVQSuHu7k7nzp2ZNGkS1tbWPHv2jA4dOrBo0SKyZcsW7xiGDBnCgAEDjPeDg4PJkyePya9FxMUfrdozwEeA6d9bD4/4FUiM73lCCMuw0ulMXhFVu3ZtOnXqxIoVK+jWrRsnTpyIUYIlpXsZEsS/R3bj3bgjX/9y1OTrdy0YY/I1lSpVivZ5WrlyZaZOnYper+fcuXOMHDmSM2fO8PjxY+O+nr6+vhQrVizaNVGyZMlCkSJF8PHR5lvq9XomTJjAunXr8PPzIywsjLCwMDJkyGC8pmvXrlSoUAE/Pz9y5crFsmXL6Ny5szGu58+fM2rUKLZu3Yq/vz+RkZGEhoYmSw9QguoA/frrr3z//ffRjq9bt45CheK/gWW2bNmwtrYmMDAw2vH79+/j7u4e6zWOjo4sXbqUBQsWcO/ePTw8PFi4cCEZM2YkW7ZsnDt3jlu3btG4cWPjNVE/VBsbG65cucJ7770Xo117e3vs7e3jHbswxUu0fb70QFGg8ttPj0P16nnJlSsjfn7PYn1cp9PqAFWvnjehgQohUrCpU6eybds2zp07x7Rp0yy2HZOTkxMhISEmXxemh1W3bMloa6Cmm+nFHbtMHIyTk5PJ18Xm5cuX1KlThzp16rBq1SqyZ8+Or68vdevWJTw8/J3XRyUvU6dOZfr06cyYMYOSJUuSIUMG+vXrF62NsmXLUrp0aVasWEHdunU5f/58tIVLAwcO5O+//2bKlCkULFgQR0dHWrZsGa84EsvkBGjUqFG0adOG/fv3U7VqVXQ6HQcPHmT37t38+uuv8W7Hzs6OcuXKsXPnTpo1a2Y8vnPnTpo2bfrWa21tbcmdOzegLXVv1KgRVlZWFC1aNNoELdDGj589e8bMmTOlVyfZKeB34AngCjTFlHk/r7O2tmLWrPq0bKn9jr0+FB71B86MGfWM9YCEEGlLtmzZmDp1Kp07d2bUqFG0atXKIotcdDpdtB6O+DrgqydSGWj5ni0Z7ZKnKOKRI0di3C9UqBCXL1/m4cOHTJgwwfi5eOLEiTjbyJtX+8PyyZMnXL16laJFiwJw4MABmjZtSocOHQCtw+HatWt4eXlFa+PLL79k+vTp+Pn58dFHH0X7LD5w4ACdO3c25gEhISHcunUr8S8+Hkz+tGjRogVHjx4lW7ZsbN68mU2bNpEtWzaOHTsWLZGJjwEDBrB48WKWLl2Kj48P/fv3x9fXlx49egDa0FTUTHGAq1evsmrVKq5du8axY8do27YtFy5cYNy4cQA4ODhQokSJaDdXV1cyZsxIiRIlsLOzM/XlikQ5CvgA1kArIP47O78uJCQcpRTNm3uxYUNrcuWKXtwqd24XNmxoTfPmXnG0IIRICzp16sSHH35IaGgoPXv2TDXLyqP2OquZ0yrZkh+AO3fuMGDAAK5cucKaNWv46aef6Nu3L3nz5sXOzo6ffvqJGzdusGXLFsaMiX2IbfTo0ezevZsLFy7QuXNnsmXLZqytV7BgQXbu3MmhQ4fw8fGhe/fuMUZ1AD799FP8/PxYtGgRXbp0ifZYwYIF2bRpE2fOnOHs2bO0b9/eOHKT1BK0V0C5cuVYtWpVop+8TZs2PHr0iNGjRxMQEECJEiX4888/yZcvH6DNN3p9HFCv1zN16lSuXLmCra0ttWrV4tChQ3h6eiY6FmFud4GoPePqAgmr4qrXG2jadC0ZM9qxbFlTmjf3omnTInFWghZCpF06nY758+dTsmRJduzYwerVq/n0008tHdZbvbnXWXLq1KkToaGhvP/++1hbW/P111/TrVs3dDody5cv5/vvv2fWrFl4e3szZcoUmjRpEqONCRMm0LdvX65du0bp0qXZsmWLsTNh+PDh3Lx5k7p16+Lk5ES3bt345JNPCAoKitaGi4sLLVq0YNu2bTEKE0+fPp0uXbpQpUoVsmXLxuDBg5NtJbbJW2FYW1sTEBCAm5tbtOOPHj3Czc0tVW5c9ybZCiOxQoH5QBBQHK3ac8L+6hk5ci+jRu3DycmWEye64uWV3XxhCiFSpbFjxzJs2DCyZ8/O5cuXyZIlS5I8T2K3wgDYH6DnyD0DXYrYkM0x+Xp/atasSZkyZZgxY0aCrt+7dy+1atXiyZMnuLq6Jjqejz/+GC8vL2bNmpXotiy2FUZc+VJYWJgMMQm0eT+/oSU/WYDGJDT52bnzOqNH7wNgwYJGkvwIIQBt4mzx4sV58OABAwcOtHQ4cXoQqjhyz0Bld6tkTX5SksePH7N27Vr++ecfevXqZelwoon3EFhU1qbT6Vi8eDHOzv/t36TX69m/f79xYpRIzw4BV9F+tVoDCfuryd//GZ9+ugmloFs3bzp0KGXGGIUQqZmdnR0LFy6katWqLF26lI4dO1KzZk1LhxWNesdeZ+mFt7c3T548YeLEiRQpUsTS4UQT7wQoqsqzUor58+djbf1fHQc7Ozs8PT2ZP3+++SMUqYgvsPvV1/WBHAlqJTLSQNu2G3jw4AWlS7szY0Y9cwUohEgjqlSpQs+ePZk3bx7du3fn7NmzCR6mSgpRe519Wij2vc6S2t69exN1fc2aNc0yyTy5VnQlRLwToJs3bwJQq1YtNm3aRObMmZMsKJEaPUer92MASgHeCW5pxIg9HDjgS8aMdqxf3wpHx9RV8EwIkTzGjx/P5s2buXr1KuPHj2fUqFGWDgmI/15nwrJM/sns2bNHkh/xBgOwCXgGZAMakdB5PwCNGxchb95MLFnShEKFsponRCFEmpMpUybj9Izx48dz6dIlC0dk+l5nwnLi9dOZMGECz58/j1eDR48eZdu2bYkKSqQ2B4DrgC3avJ/ETYavVCk3Pj69aNWquBliE0KkZS1atKBx48ZERETQvXv3JKkhY0qbCnB31FEnjzUO1ulz4nNSM1f9p3gNgV26dIl8+fLRqlUrmjRpQvny5cmeXVuRExkZyaVLlzh48CCrVq0iICCAFStWmCU4kRrcBPa++roh4Bb3qW8RHq7n+vXHxpVeTk4y7CWEeDedTsfs2bP5559/OHjwIEuWLKFr165madvOzg4rKyv8/f3Jnj07dnZ2ce5V+boKrwZJXr40SxjiNUopHjx4gE6nS/R+cPGuA3Tu3DnmzJnD+vXrCQoKwtraGnt7e168eAFo+31069aNzz77LNXvqyV1gOLrGbAACAHKom11kTADBvzNvHknWLSosaz4EkKYbMaMGfTv359MmTJx+fJlcuRI2CKMN4WHhxMQEGD8rBOWp9PpyJ07d7TV6FFM+fw2uRCiUsq46WhoaCjZsmWjTJkyJu2+ntJJAhQfBmAFcAut16cr2hCY6X77zYfmzbU9vjZvbkPTplJOQQhhGr1eT6VKlThx4gRt2rRh7dq1ZmtbKUVkZGSaKPSbFtja2kZbif66JE2A0gNJgOLjH2A/2nyfbmiTn01348YTvL0XEBQUxjffVGbKlDpmjFEIkZ6cPn2aChUqoNfr2bZtGw0aNLB0SCKZmb0SdHBwcLxvIj34Fy35Aa3Sc8KSn5cvI2nVaj1BQWFUrpyb8eNrmytAIUQ6VLZsWfr16wfAV199Fe/FOyJ9ilcC5OrqSubMmeN1E2ldMNqSd4DyQMkEt/TNN39z6lQAWbM6sm5dS2xtY+/SFEKI+Bo1ahT58uXj9u3bjBgxwtLhiBQsXqvA9uzZY/z61q1bfPfdd3Tu3JnKlSsDcPjwYX7++WfGjx+fNFGKFEIPbABeAB5Awis079p1g7lzTwCwcmUz8uTJZI4AhRDpXIYMGZg3bx4NGjRg+vTptG/fHm/vhBdmFWmXyXOAateuzZdffkm7du2iHV+9ejULFy5MdPntlEDmAMVlJ/A/wB7ojrbZacLo9QbGjNlPZKSBH3/80EzxCSGEpm3btqxbt45y5cpx5MgRbGzivfGBSMWSdBK0k5MTZ8+epVChQtGOX716lTJlyqSJpYKSAMXmCrDm1detgWIWjEUIId4uMDAQLy8vnj59yvTp041zg0TaZvZJ0K/LkydPrJueLliwgDx58pjanEgVngKbX31dicQkP7/8co6XLyMTH5IQQrxFjhw5mDRpEgDDhg3D19fXwhGJlMbkHqA///yTFi1a8N5771GpUiUAjhw5wvXr19m4cWOaWHYoPUCv0wNLAT8gF9AFSNhk5VWrztGx42+UK+fBoUNfYGcnk56FEEnHYDBQo0YNDh48SKNGjdiyZUu8KjmL1CtJe4AaNGjA1atXadKkCY8fP+bRo0c0bdqUq1evponkR7xpJ1ry4wi0IqHJz6VLD+jefSsAjRoVluRHCJHkrKysWLhwIba2tmzdupWNGzdaOiSRgkghxFhID1CUS8Cvr75uDxROUCvPn4fz/vuLuXTpAbVr5+fvvztgbS27JAshkseIESMYPXo0OXLkwMfHB1dXV0uHJJKIKZ/f8ZoWf+7cuXg/ealSso9T6rQX0AE1Xt1/DPz+6uuMgD8JSYCUUvTsuY1Llx7g4eHML780l+RHCJGshgwZwrp167hy5QpDhgxh3rx5lg5JpADxSoDKlCmDTqd75xb0Op1O9kpJtXRAVL2nqsB6IAwIRdv3K2Hj5kuXnmblynNYWelYu7Yl7u4xN68TQoik5ODgwIIFC6hZsybz58+nQ4cOVK1a1dJhCQuLVwJ08+bNpI5DWFxUz88e4BBa8hMIZAZqv/Z4/L18GckPP+wF4Mcfa/HBB/nMEagQQpisRo0adOnShaVLl9KtWzdOnz6NnZ2dpcMSFiRzgGKRvucArQXmo82PLwG0ICHJT5Tbt58yd+5xxo//CCsrWX0hhLCcx48fU7RoUR48eMCPP/7I0KFDLR2SMDOzF0LcsmUL9evXx9bWli1btrz13CZNmpgWbQqUfhMgBSwHVqBtdeEFDLdkQEIIYVarV6/m008/xd7ennPnzlG4cMIWd4iUyewJkJWVFYGBgbi5uWFlFfcE1rQyByj9JkA3gNGAL1AFbYS0Fqb2AC1bdho3tww0bChvLEKIlEUpRb169dixYwe1atVi9+7dUhsoDTF7HSCDwYCbm5vx67huaSH5Sb8U2tDXLbRNTn9ES372APvi3crJk/706LGNRo3WcODA7SSIUwghEk6n0zFv3jwcHR3Zs2cPK1assHRIwkIStR755cuX5opDWNwa4BjwHtDz1bEamJIEPX36klat1hMerqdp0yJUq5Y3qYIVQogEK1CgACNHjgRgwIABPHjwwLIBCYswOQHS6/WMGTOGXLly4ezszI0bNwAYPnw4S5YsMXuAIjko4DTgiVbtOeNrj0UlQW8fKVVK0aXL79y8+RRPT1eWLWsq3cpCiBSrf//+lCpVisePH/PNN99YOhxhASYnQGPHjmX58uVMmjQp2hLCkiVLsnjxYrMGJ5LLdSADUAioFsvjNYCab21h5syj/PbbZezsrFm/vhWZMzuaPUohhDAXW1tbFi1ahE6nY+XKlezatcvSIYlkZnICtGLFChYuXMinn36KtfV/+zmVKlWKy5cvmzU4kRwU/xVALA+YXqjwyJG7DBy4E4Bp0+pQvnxOs0UnhBBJ5f3336d3794A9OjRg9DQUAtHJJKTyQmQn58fBQsWjHHcYDAQERFhlqBEcvoXbbNTW7QK0Kb7889rREYaaNWqGF99VcGcwQkhRJL68ccfyZUrF9evX2fMmDGWDkckI5MToOLFi3PgwIEYx9evX0/ZsmXNEpRILq/3/lQgIb0/AKNH12L9+lYsXtxE5v0IIVIVFxcX5syZA8DkyZM5f/68hSMSySVeW2G8bsSIEXTs2BE/Pz8MBgObNm3iypUrrFixgq1btyZFjCLJXEPb5DThvT9RWrYsZo6AhBAi2TVt2pRmzZrx22+/0a1bN/73v/+9teadSBtM/gk3btyYdevW8eeff6LT6fjhhx/w8fHhjz/+4OOPP06KGEWSUGg7wAO8jzYJOv4OHLhNgwa/cP/+czPHJYQQye+nn34iY8aMHDlyhPnz51s6HJEMZC+wWKSPStBX0Gr/2AH9AKd4X3n//nPKll2Av/8zvv76fWbNqp80IQohRDKaM2cOvXv3JmPGjPj4+JArVy5LhyRMZPZK0K/r3Lkz+/fvT3BwIiV4s/cn/smPXm+gY8ff8Pd/RtGi2Rg3rnYSxCeEEMmvR48eVKxYkWfPntGnTx9LhyOSmMkJ0LNnz6hTpw6FChVi3Lhx+Pn5JUVcIkldAQLQen+qmHTluHEH2LHjOo6ONmzY0ApnZ7t3XySEEKmAtbU1CxcuxNbOjmC3EqzcccTSIYkkZHICtHHjRvz8/Ojduzfr16/H09OT+vXrs2HDBlkGnyq8vvKrEqb0/vzzz01GjNgLwLx5DSle3M3cwQkhhEWVKlWKbwYMIEehUly1ys3Dp88sHZJIIgma5p41a1b69u3L6dOnOXbsGAULFqRjx47kzJmT/v37c+3aNXPHKczGB7gH2AOV431VQMAz2rffiFLQpUsZPvusTBLFJ4QQlvXDDz9wds1UrO0dmbn9tKXDEUkkUev8AgIC2LFjBzt27MDa2poGDRpw8eJFihUrxvTp080VozCb1+f+VALiv13F06cvcXGxp2RJN376qUESxCaEECmDo6MjU8eN4u/Zw8hQpDI7jl+0dEgiCZicAEVERLBx40YaNWpEvnz5WL9+Pf379ycgIICff/6ZHTt2sHLlSkaPHp0U8YpEuQTcBxzQEqD48/LKzokT3diypR1OTrZJEZwQQqQYH3/8MQXtnnP77GH23LclNEymeKQ1JhdC9PDwwGAw0K5dO44dO0aZMmVinFO3bl1cXV3NEJ4wHwXse/V1/Ht/XryIMCY8Li72uLjYJ0l0QgiR0kybNpWqdZvSaf5OZm09wuAW1S0dkjAjk3uApk+fjr+/P3PmzIk1+QHInDkzN2/eTGxswqwuEp/eH73ewN69t1iz5jzr11+kYMFZzJp1FCkXJYRIb7Jnz873fbqxb9lkIvN4c+bfO5YOSZiRyQlQx44dcXBwMFsAc+fOJX/+/Dg4OFCuXLlY9xl73Zw5c/Dy8sLR0ZEiRYqwYsWKaI8vWrSI6tWrkzlzZjJnzsxHH33EsWPHzBZv6mTgv96fymhJUEybNvng6TmTWrV+pn37TbRuvYGAgBBmzDhCeLg+uYIVQogU47PPPkNdP8yjuzdZd/4xBoPB0iEJM7HoZifr1q2jX79+DB06lNOnT1O9enXq16+Pr69vrOfPmzePIUOGMHLkSC5evMioUaPo1asXf/zxh/GcvXv30q5dO/bs2cPhw4fJmzcvderUSef1ii4CD9ASn4qxnrFpkw8tW/7K3bvBMR67desp27bJyj4hRPqj0+mYO/sntk7sQybPYiz++7ilQxJmYtGtMCpWrIi3tzfz5s0zHvPy8uKTTz5h/PjxMc6vUqUKVatWZfLkycZj/fr148SJExw8eDDW59Dr9WTOnJnZs2fTqVOneMWVtrbCMABzgYfAh8AHMc7Q6w14es6MNfkB0Okgd24Xbt7si7W1bBAohEh/fvzxR06+zEKZem35vLCOvG6ZLR2SiEWSboVhLuHh4Zw8eZI6depEO16nTh0OHToU6zVhYWExht8cHR05duxYnEUYX7x4QUREBFmyZIkzlrCwMIKDg6Pd0o4LaMmPI3H1/hw44Btn8gOgFNy5E8yBA7H3zAkhRFo3aNAgbv69grAXz1hy4j4Bzw0EvlAm3UIiZC5lSmLyKjBzefjwIXq9Hnd392jH3d3dCQwMjPWaunXrsnjxYj755BO8vb05efIkS5cuJSIigocPH+Lh4RHjmu+++45cuXLx0UcfxRnL+PHjGTVqVOJeUIr0+tyfKmjFD2MKCIhfpdP4nieEEGmNnZ0dc2ZMZeY//+DdqAM/XzV9XmTVHFZU97BOguhEQlgsAYqi0+mi3VdKxTgWZfjw4QQGBlKpUiWUUri7u9O5c2cmTZqEtXXMX6pJkyaxZs0a9u7d+9aJ20OGDGHAgAHG+8HBweTJkyeBryglOQ88Qtvu4v04z/LwyBiv1uJ7nhBCpEXlKlbB27o4d84fY+uU/iycv4DScayGjo2zlFBLUSw2BJYtWzasra1j9Pbcv38/Rq9QFEdHR5YuXcqLFy+4desWvr6+eHp6kjFjRrJlyxbt3ClTpjBu3Dh27NhBqVKl3hqLvb09Li4u0W6pX/x6fwCqV89L7twuxJF3otNBnjwuVK+e19xBCiFEqrHX34CdYwaC9q3E9/xxOrdogOFpADmcdPG6OdvG8SYrLMJiCZCdnR3lypVj586d0Y7v3LmTKlXevkO5ra0tuXPnxtramrVr19KoUSOsrP57KZMnT2bMmDFs376d8uXLJ0n8Kd854DHv6v0BsLa2YubMegAxkqCo+zNm1JMJ0EKIdMs3xMCZRwZq5rRiwayplCxZksDAQFq2bElYWJilwxMJYNFPtAEDBrB48WKWLl2Kj48P/fv3x9fXlx49egDa0NTrK7euXr3KqlWruHbtGseOHaNt27ZcuHCBcePGGc+ZNGkSw4YNY+nSpXh6ehIYGEhgYCAhISHJ/vosR89/vT9VAbu3nn379lOmTj3M2LEfkitX9N6v3Lld2LChNc2beyVJpEIIkdJFGhTbffXkyqCjbDYrMmTIwG+//YarqyuHDx+mb9++lg5RJIBF5wC1adOGR48eMXr0aAICAihRogR//vkn+fLlA7TNVl+vCaTX65k6dSpXrlzB1taWWrVqcejQITw9PY3nzJ07l/DwcFq2bBntuUaMGMHIkSOT42WlAOeAJ0AGoMI7z+7X728OHbqDnZ01N2/24eDBOwQEPMPDIyPVq+eVnh8hRLp26J6Bp+HQPL+1cY7qe++9x5o1a2jQoAELFiygfPnyfPnllxaOVJjConWAUqrUXQdID8xGS4DqoM3/iduff16jYcPV2NhYceZMd4oXd0uGGIUQInV4EKpYdiWSyu6xr+AaN24cQ4cOxc7Ojv3791OxYuzlRkTySBV1gERSOYuW/Djzrt6f0NAIvv76LwD69asoyY8QQrxGKcX2O3oy20Fl99g/LocMGULz5s0JDw+nRYsWcZZxESmPJEBpih7Y/+rrqsDb11xOnPg/btx4Qq5cGRkxomYSxyaEEKnLqYcG/J4r6uW1xsYq9hVcOp2O5cuX4+XlhZ+fH61atSI8PDyZIxUJIQlQmnIGeIrW+/P21W/Xrz9mwgRt+5Dp0+vi7Pz2idJCCJGeBIcr9vkbKJPVijzOb/+ozJgxI5s3b8bFxYWDBw/yzTffJFOUIjEkAUozXu/9qca7en8WLjxJWJiejz8uQMuWxZI6OCGESDWUUuy4q8fOCmrmit/HZOHChfnll18AmD17NsuXL0/CCIU5SAKUZpwGgoCMQLl3nj1+/EcsW9aU2bMbxFl5Wwgh0iMFuDvqqJPHGgfr+L8/NmrUyLitUo8ePThx4kQSRSjMQVaBxSL1rQKLBGYBwUAD3lX4UAghRNIwGAw0a9aMLVu2kCdPHk6cOIGbmywwSS6yCizdOYWW/LgA3m8986+/rvHsmVQtFUKIpGBlZcWKFSsoXLgwd+7coU2bNkRGRlo6LBELSYBSvUjgwKuvq/O22paXLz+kadO1FC06h8DA9FQZWwghkk+mTJnYvHkzzs7O7N27l0GDBlk6JBELSYBSvZPAMyATUDbOs5RS9O79JxERBsqWzYG7e4bkClAIIdIdLy8vVqxYAcD06dONE6RFyiEJUKoWARx89fXbe39+/fUiu3ffxMHBhlmz6svEZyGESGLNmjVj2LBhAHTt2pXTp09bOCLxOkmAUrX49f48exbGgAE7ABgypBoFCmROluiEECK9GzlyJPXr1yc0NJRmzZrx8OFDS4ckXpEEKNV6vffn/+3deVxU5f4H8M8M64CACrHjknpNwyXRXHHLUEzTH6amhhvexF2zTDJFK0O7N9dCM4u0601jMZWLCJQLBm6IpZJ6XUHADY1FZJt5fn+gc0NQQWfOGZjP+/U6r+DMMzPf55HX63x6znPO6Qmg8jNqHli8eB+ysvLRrFkDzJvXXYriiIgIgImJCbZs2YJmzZrhypUrGDVqFBdFGwgGoFrrGIACAPUBtH9kq5Mnr2P16sMAgLVrfWFp+ejTZEREpHsNGjTATz/9BGtrayQkJGDBggVyl0RgAKqlSgH8ev/nx8/+ODhYYcSIF+Hn1wq+vi2kKI6IiB7i6emJsLAwAMBnn32GH3/8UeaKiDdCrILh3wgxCUAcgAYApuNxAeiBkhI1zM2f3I6IiPRn/vz5WL58OaysrHDo0CG0adNG7pLqFN4IsU4rQXVmf9RqTYXfGX6IiOS3dOlS+Pj4oLCwEEOHDsXt27flLsloMQDVOkcB3AXQEEDbR7aaNSsWw4eH4+rVPKkKIyKiJzAxMcG///1vNGnSBBcvXsSYMWOgVqvlLssoMQDVKtWb/Tl+PBvr1h1DREQazp3Lkao4IiKqBnt7e2zfvh0qlQqxsbFYtGiR3CUZJQagWuUIgEIA9njU7I9GIzB16n+g0Qi8+aYn+vZtKmWBRERUDe3bt8fGjRsBAJ9++imioqJkrsj4MADVGsWoOPtT9T/dt9+m4vDhTNjYmOPzz32kKo6IiGpo9OjReOeddwAA48aNQ1pamswVGRcGoFrjCIB7KJ/9qfqqgZycQsyfnwAAWLKkN1xdbaQqjoiInsLy5cvRt29fFBQUYOjQocjNzZW7JKPBAFQrFKP80ncA6IVH/bMFBf2MnJx7aNPGETNmdJaqOCIiekqmpqbYunUrGjVqhP/+97946623oNFonvxGemYMQLXCYZTP/jgA8KyyRUFBCeLiLgAAQkNfg6kp/2mJiGqD5557DlFRUbCwsEB0dDQ++ugjuUsyCjxKGrwiVGf2p149c5w+PRXbtr2BHj0aSVUcERHpgJeXFzZs2AAAWLJkCXbu3ClzRXUfA5DBO4zyEPQcgBcf29La2hwjRjy+DRERGaaxY8dixowZAIC33noLZ8+elbmiuo0ByKAVAUi+/3PVsz/Xrxfgm2+OQ6PhE02IiGq7zz//HN7e3sjPz8fQoUORl8eb2eoLA5BBO4TyEOSIR83+zJuXgEmTdmHy5F1SFkZERHpgZmaG8PBwuLm54cyZMxg3bhwXResJA5DBuof/zf70BqCo1CIx8Qo2b/4NCgUwaVIHCWsjIiJ9cXJyQlRUFMzNzfHTTz8hJCRE7pLqJAYgg5WM8svfnQC0qvRqaakaU6fGACgPP507u0taHRER6c/LL7+M0NBQAMDChQsRExMjc0V1DwOQQbqH8sXPwKNmf7744ghOnboBe3sVQkJekbA2IiKSQkBAAAIDAyGEwOjRo3H+/Hm5S6pTGIAMUhLKZ3+cAbxQ6dWsrHwEB+8DACxb1g/29lZSFkdERBJZvXo1unXrhtzcXAwdOhQFBQVyl1RnMAAZnEI8afbn3XfjkJ9fgi5d3DFx4ksS1kZERFIyNzdHREQEXFxccPr0aUycOBFC8KpfXWAAMjhJAEoAuABoWWWLOXO6oHNnN4SGDoRSWTkgERFR3eHi4oKIiAjtFWL/+Mc/5C6pTmAAMih3Uf7QU+BRsz8A0KmTG5KTA/DSSy4S1UVERHLq1q0b1qxZAwAICgpCXFyczBXVfgxABuXB7I8rgL9VerWgoET7s0LBmR8iImMyefJkBAQEQKPRYNTo0diZdgtn/+Q9gp4WA5DBePzsT3p6Lho1WomFC39Baala4tqIiEhuCoUCX3zxBV5++WXczslBXHIq4tLLUFTGNUFPgwHIYPwKoBSAG4AWlV6dPTsWd+4U4cCBdD7pnYjISFlaWiIyMhKOjo74/oMJyCsswr4s/k/x0+CR1CAUADh6/+feeHj2Z/fu/2L79jMwMVHgyy8H8vQXEZERc3d3R3h4OApvX0f0yvdxIkcgo4CnwmqKAcggPJj9cQfQvMIrRUVlmDFjNwBg1qzO8PR0lLw6IiIyLD179sTKlStxOPwrpP9+CJFn8lHGh2LXCAOQ7PLxuNmfzz77FRcu3IGrqw0WL+4tbWlERGSwpk2bBn9/f0R+FIi7GlPEnr0jd0m1CgOQ7H4FUAbAA0CzCq9cvHgHISEHAQArVvjAxsZC8uqIiMgwKRQKrF+/Hu71LbEv7B/4vcASV/+8J3dZtQYDkKzyARy7/3NvPDz7c/x4NhQK4JVXmmLEiBclro2IiAydSqVCVFQUTu7YiFsZF7Hh18vQaLgeqDoYgGR1EOWzP40APF/p1TfeaI20tGnYsGEwFz4TEVGVGjdujB+2fI8dn06DlWtzrIrcJ3dJtYLsASg0NBRNmzaFpaUlvLy8kJiY+Nj2X375JVq1agWVSoWWLVti8+bNldpERkaidevWsLCwQOvWrbF9+3Z9lf8M8gCk3P+5Nx511+cmTerj+ecbSFQTERHVRn369MH0MUNxOPJr5Dm3Q9yBZLlLMniyBqBt27Zh9uzZWLBgAVJTU+Ht7Q1fX1+kp6dX2X7dunUICgrC4sWLcfr0aSxZsgTTpk3Drl27tG2Sk5MxcuRI+Pv747fffoO/vz9GjBiBw4cPV/mZ8nkw+9MYQNMKr6xffwyJiVfkKIqIiGqp2bNno15WKkruFSD6qgKJv53DtUJRo62g1HiuJFMIGR8r27lzZ3To0AHr1q3T7mvVqhWGDh2KkJCQSu27deuG7t27V3gQ3OzZs3Hs2DEcPFi+WHjkyJHIy8vD7t27tW0GDBiABg0a4IcffqhWXXl5ebCzs0Nubi5sbW2ftnuPkQtgDQA1gHH4awA6dy4HbdqsQ0mJGkeP/h0dO7rq4fuJiKguKiwsxHubf4ZH5wFP9f7uzkp4u5jouCrp1OT4bSpRTZWUlJQgJSUF8+fPr7Dfx8cHSUlJVb6nuLgYlpaWFfapVCocOXIEpaWlMDMzQ3JyMubMmVOhTf/+/bFq1apH1lJcXIzi4mLt73l5eTXszZPsQ/kprl73fz+I8vDTBEA6gCsAekMIgenTY1BSooavb3N4efFhp0REVH1KcxVadvNBxn9P4d8LA+Dk6IRvvvkGLi7VO57UM9NzgQZEtlNgt27dglqthpOTU4X9Tk5OuHbtWpXv6d+/PzZu3IiUlBQIIXDs2DF8++23KC0txa1btwAA165dq9FnAkBISAjs7Oy0m4eHxzP27mEKAHsB7Ef57M/x+/st7+8vX/8TEZGG+PiLsLAwwdq1vlz4TERENbIvS4MyocS07h6wFfeQuj8WIwb0AvKuw9lK8cStnpnxHHdkXwT98EFeCPHIA//ChQvh6+uLLl26wMzMDEOGDMH48eMBACYm/5uyq8lnAkBQUBByc3O1W0ZGxlP25lF6AeiD8rATivLZn2IAZ+7v74X8/GLMmbMHADB/fg80a9ZQxzUQEVFdll6gwYkcDXq7KtHE2QHx8fFo0qQJzp8/j1dffRW3b9+Wu0SDIlsAcnBwgImJSaWZmRs3blSawXlApVLh22+/RWFhIS5fvoz09HQ0adIENjY2cHBwAAA4OzvX6DMBwMLCAra2thU23esFoBOAOJTPBN3Dg/ADAB99tB+Zmfl4/vkGeP/97nr4fiIiqqvKNAKx6Wq4WSvwkkP5od3d3R0JCQlwcXHBqVOnMGDAAOTn58tcqeGQLQCZm5vDy8sL8fHxFfbHx8ejW7duj32vmZkZ3N3dYWJigq1bt2LQoEFQKsu70rVr10qfGRcX98TPlEYLlC+7qg/AHg/Cz/nzt7FqVflVamvX+kKlMqKTsERE9MySrmvwZwng62FS4YxHs2bNEB8fD3t7exw9ehSDBw/GvXu8WzQg4yJoAHjnnXfg7++Pjh07omvXrtiwYQPS09MRGBgIoPzUVGZmpvZeP+fOncORI0fQuXNn3LlzBytWrMCpU6ewadMm7WfOmjULPXv2xPLlyzFkyBDs2LEDCQkJ2qvE5JUNoDMADcpPg+0H0AvNmjXAd98NQWJiOgYObCFrhUREVLvcvCdw6LoGXZ2UcFBVXu7x4osvYs+ePejTpw/279+PN954A9u3b4e5ubkM1RoQIbMvv/xSNG7cWJibm4sOHTqI/fv3a18bN26c6NWrl/b3tLQ00b59e6FSqYStra0YMmSIOHPmTKXPDA8PFy1bthRmZmbihRdeEJGRkTWqKTc3VwAQubm5T92vyvYJIYLv/7eq34mIiGpGo9GIzWdLxYbTJaJUrXls2wMHDgiVSiUAiOHDh4uysjKJqpROTY7fst4HyFDp/j5A+1G+APp/a37Kv+dnCJEIO7uK+4mIiKoj5aYa8Vc1GNPCBB71nryqZc+ePRg8eDBKS0sxYcIEbNy4UbuEpC6oyfG77vTaoAk8HH4A4MMPS9CypTl27bopS1VERFR75ZUI7M/SoL29slrhByi/nczWrVuhVCoRFhaGOXPmwFjnQRiAJNEbD4ef1NRsfPnlUVy/XgqVqoMsVRERUe0khEDcVTXMlUBvt5odyv38/BAWFgYAWLNmDYKDg/VRosGTdRG0sVGrNUhMTEdmZj6WLj0AjUZgxIgX0a9f5SfBExERPYoA4KRSoG1DJSxNan7zwrFjx6KgoADTpk3Dxx9/DBsbG7z33nu6L9SAMQBJJCrqD8yaFYurV//3mA2FAujXr+lj3kVERFSZUqF45md2TZ06Ffn5+Zg/fz7mzZsHW1tbTJ48WUcVGj6eApNAVNQfeOONHyuEHwAQApg8ORpRUX/IVBkRERmz999/Hx988AEAYMqUKdiyZYvMFUmHAUjP1GoNZs2KxePWmM2eHQu1WiNdUURERPd98sknmD59OoQQGDduHHbs2CF3SZJgANKzxMT0SjM/fyUEkJGRh8TEdAmrIiIiKqdQKLB69WqMGzcOarUaI0aMQEJCgtxl6R0DkJ5lZ1fvuSvVbUdERKRrSqUSGzduxLBhw1BSUoIhQ4YgKSlJ7rL0igFIz1xcbHTajoiISB9MTU2xZcsWDBgwAIWFhRg4cCBSU1PlLktvGID0zNu7EdzdbaF4xFWKCgXg4WELb+9G0hZGRET0EAsLC0RGRsLb2xu5ubnw8fHBH3/UzQt1GID0zMREidWrBwBApRD04PdVqwbAxIT/FEREJD8rKytER0ejY8eOuHXrFl599VVcunRJ7rJ0jkddCfj5tUJExAi4uVV8Lom7uy0iIkbAz6+VTJURERFVZmtri9jYWLz44ovIzMxEv379kJWVJXdZOsWHoVZB9w9DLffgTtDZ2flwcbGBt3cjzvwQEZHBys7Ohre3Ny5cuIDWrVtj//79cHBwkLusR6rJ8ZsBqAr6CkBERES1zeXLl9GjRw9kZmbCy8sLP//8M+zs7OQuq0p8GjwRERHpRJMmTZCQkIDnnnsOKSkpGDRoEO7evSt3Wc+MAYiIiIge64UXXkBcXBzs7Oxw8OBB+Pn5obi4WO6yngkDEBERET1R+/btsXv3blhbWyMuLg6jRo1CWVmZ3GU9NQYgIiIiqpauXbtix44dMDc3x/bt2zFx4kRoNLXzWZYMQERERFRtr7zyCsLDw2FiYoLvv/8eM2bMQG28nooBiIiIiGrk9ddfx+bNm6FQKBAaGooPPvhA7pJqjAGIiIiIamz06NFYv349AGDZsmUICQmRuaKaYQAiIiKip/L222/jn//8JwDggw8+wBdffCFzRdXHAERERERPbe7cuVi0aBEAYMaMGdi0aZPMFVUPAxARERE9k8WLF2P27NkAgIkTJyIyMhIaIZCYrcbZPw3zKjEGICIiInomCoUCK1aswKRJk6DRaDBq1Cjs2bMHN+4JxGeoUVRmeFeJMQARERHRM1MoFFi/fj1GjhyJ0tJSDPPzg23mMZRogH1ZhjcLxABEREREOvHg3kCDBg3CvXv3MOw1HzQtu4oTORpkFBhWCGIAIiIiIp0xMzPDjz/+iD59+iA/Px+T+ndCA8U9xKarUaYxnFNhDEBERESkUyqVCjt27EDnzp1xOycHayYPxu1igeTrhjMLxABEREREOmdjY4OYmBi0bdsWaUcO4OiPXyL5mho37xnGLBADEBEREelFw4YNERcXhxYtWmDHiiDcybyMXReLDOLZYQxAREREpDdOTk5ISEiAq7MTti6aiBslpvg1vUDushiAiIiISL8aNWqEhIQE3Ms6j8ORX2NvphrX7sgbgkxl/XYiIiIyCi1atEB8fDx8Bg5Gq56vYfWBPAT2bAELC4safU49M6CemeKZ61EIQzgRZ2Dy8vJgZ2eH3Nxc2Nrayl0OERFRnXHkyBGs+vkM2g4Y9VTv7+6shLeLSZWv1eT4zRkgIiIikkzbDp3QyawNGloB/T1qHkPqmemmDgYgIiIiksy+LA2E0hR+TU1hY/7sp7KeFhdBExERkSTSCzQ4kaNBb1elrOEHYAAiIiIiCZRpBGLT1XCzVuAlB/njh/wVEBERUZ2XdF2DP0sAXw8TKBTyzv4ADEBERESkZzfvCRy6rkFXJyUcVPKHH4ABiIiIiPRICIHYDDUamANdnQwndhhOJURERFTnHL+lQeZdgQGNTGCqNIzZH8AAAlBoaCiaNm0KS0tLeHl5ITEx8bHtt2zZgnbt2sHKygouLi6YMGECcnJyKrRZtWoVWrZsCZVKBQ8PD8yZMwdFRUX67AYRERE9JK9EYH+WBu3tlfCoJ3vkqEDWarZt24bZs2djwYIFSE1Nhbe3N3x9fZGenl5l+4MHD2Ls2LEICAjA6dOnER4ejqNHj2LSpEnaNlu2bMH8+fMRHByMP/74A9988w22bduGoKAgqbpFRERk9IQQiLuqhrkS6O1mWOEHkDkArVixAgEBAZg0aRJatWqFVatWwcPDA+vWrauy/aFDh9CkSRPMnDkTTZs2RY8ePTB58mQcO3ZM2yY5ORndu3fH6NGj0aRJE/j4+GDUqFEV2hAREZF+CQBOKgV8PExgaWI4p74ekC0AlZSUICUlBT4+PhX2+/j4ICkpqcr3dOvWDVevXkVMTAyEELh+/ToiIiLw2muvadv06NEDKSkpOHLkCADg4sWLiImJqdDmYcXFxcjLy6uwERER0dNTKhTwdjHB3+ob3uwPIOOjMG7dugW1Wg0nJ6cK+52cnHDt2rUq39OtWzds2bIFI0eORFFREcrKyvD6669j7dq12jZvvvkmbt68iR49ekAIgbKyMkyZMgXz589/ZC0hISFYsmSJbjpGREREBk/2WPbwzZCEEI+8QVJaWhpmzpyJRYsWISUlBbGxsbh06RICAwO1bfbt24elS5ciNDQUx48fR1RUFKKjo/Hxxx8/soagoCDk5uZqt4yMDN10joiIiAySbDNADg4OMDExqTTbc+PGjUqzQg+EhISge/fueO+99wAAbdu2hbW1Nby9vfHJJ5/AxcUFCxcuhL+/v3ZhdJs2bXD37l28/fbbWLBgAZTKypnPwsICFhYWOu4hERERGSrZApC5uTm8vLwQHx+P//u//9Puj4+Px5AhQ6p8T2FhIUxNK5ZsYmICoHzm6EGbh0OOiYkJhBDaNk/yoB3XAhEREdUeD47b1TreCxlt3bpVmJmZiW+++UakpaWJ2bNnC2tra3H58mUhhBDz588X/v7+2vZhYWHC1NRUhIaGigsXLoiDBw+Kjh07ipdfflnbJjg4WNjY2IgffvhBXLx4UcTFxYlmzZqJESNGVLuujIwMgfIF7Ny4cePGjRu3WrZlZGQ88Vgv2wwQAIwcORI5OTn46KOPkJ2dDU9PT8TExKBx48YAgOzs7Ar3BBo/fjzy8/PxxRdfYO7cuahfvz769u2L5cuXa9t8+OGHUCgU+PDDD5GZmYnnnnsOgwcPxtKlS6tdl6urKzIyMmBjY6PzB7bl5eXBw8MDGRkZsLW11elnGxOOo25wHHWD46gbHEfdMOZxFEIgPz8frq6uT2yrEKKa54VIJ/Ly8mBnZ4fc3Fyj+8PUJY6jbnAcdYPjqBscR93gOFaP7FeBEREREUmNAYiIiIiMDgOQxCwsLBAcHMzL7p8Rx1E3OI66wXHUDY6jbnAcq4drgIiIiMjocAaIiIiIjA4DEBERERkdBiAiIiIyOgxAREREZHQYgGooJCQEnTp1go2NDRwdHTF06FCcPXu2QhshBBYvXgxXV1eoVCr07t0bp0+frtCmuLgYM2bMgIODA6ytrfH666/j6tWrFdrcuXMH/v7+sLOzg52dHfz9/fHnn3/qu4uSkGocL1++jICAADRt2hQqlQrNmjVDcHAwSkpKJOmnvkn59/jXtu3bt4dCocCJEyf01TVJST2O//nPf9C5c2eoVCo4ODjAz89Pr/2TipTjeO7cOQwZMgQODg6wtbVF9+7dsXfvXr33UQq6GscNGzagd+/esLW1hUKhqPL4UZePM09U7QdkkRBCiP79+4uwsDBx6tQpceLECfHaa6+JRo0aiYKCAm2bZcuWCRsbGxEZGSlOnjwpRo4cKVxcXEReXp62TWBgoHBzcxPx8fHi+PHjok+fPqJdu3airKxM22bAgAHC09NTJCUliaSkJOHp6SkGDRokaX/1Rapx3L17txg/frzYs2ePuHDhgtixY4dwdHQUc+fOlbzP+iDl3+MDM2fOFL6+vgKASE1NlaKbeiflOEZERIgGDRqIdevWibNnz4ozZ86I8PBwSfurL1KOY/PmzcXAgQPFb7/9Js6dOyemTp0qrKysRHZ2tqR91gddjePKlStFSEiICAkJEQDEnTt3Kn1XXT7OPAkD0DO6ceOGACD2798vhBBCo9EIZ2dnsWzZMm2boqIiYWdnJ9avXy+EEOLPP/8UZmZmYuvWrdo2mZmZQqlUitjYWCGEEGlpaQKAOHTokLZNcnKyACDOnDkjRdckpa9xrMpnn30mmjZtqqeeyEvf4xgTEyNeeOEFcfr06ToVgB6mr3EsLS0Vbm5uYuPGjRL2Rj76GsebN28KAOLAgQPaNnl5eQKASEhIkKJrknqacfyrvXv3VhmAjO048zCeAntGubm5AICGDRsCAC5duoRr167Bx8dH28bCwgK9evVCUlISACAlJQWlpaUV2ri6usLT01PbJjk5GXZ2dujcubO2TZcuXWBnZ6dtU5foaxwf9V0Pvqeu0ec4Xr9+HX//+9/x/fffw8rKSoruyEZf43j8+HFkZmZCqVTipZdegouLC3x9fSuduqgr9DWO9vb2aNWqFTZv3oy7d++irKwMX331FZycnODl5SVV9yTzNONYHcZ2nHkYA9AzEELgnXfeQY8ePeDp6QkAuHbtGgDAycmpQlsnJyfta9euXYO5uTkaNGjw2DaOjo6VvtPR0VHbpq7Q5zg+7MKFC1i7di0CAwN13Q3Z6XMchRAYP348AgMD0bFjR313RVb6HMeLFy8CABYvXowPP/wQ0dHRaNCgAXr16oXbt2/rtV9S0+c4KhQKxMfHIzU1FTY2NrC0tMTKlSsRGxuL+vXr67ln0nracawOYzrOVMVU7gJqs+nTp+P333/HwYMHK72mUCgq/C6EqLTvYQ+3qap9dT6nttH3OD6QlZWFAQMGYPjw4Zg0adKzFW2A9DmOa9euRV5eHoKCgnRXsIHS5zhqNBoAwIIFCzBs2DAAQFhYGNzd3REeHo7JkyfrogsGQZ/jKITA1KlT4ejoiMTERKhUKmzcuBGDBg3C0aNH4eLioruOyEzX4/ikz3jaz6mNOAP0lGbMmIGdO3di7969cHd31+53dnYGgErp+caNG9q07uzsjJKSEty5c+exba5fv17pe2/evFkp9ddm+h7HB7KystCnTx907doVGzZs0EdXZKXvcfzll19w6NAhWFhYwNTUFM2bNwcAdOzYEePGjdNbv6Sm73F8cGBu3bq19nULCws8//zzSE9P132HZCLF32N0dDS2bt2K7t27o0OHDggNDYVKpcKmTZv02TVJPcs4VoexHGceSdIVR3WARqMR06ZNE66uruLcuXNVvu7s7CyWL1+u3VdcXFzlIr9t27Zp22RlZVW5CPrw4cPaNocOHaozi9OkGkchhLh69apo0aKFePPNN6u8qqk2k2ocr1y5Ik6ePKnd9uzZIwCIiIgIkZGRoede6p9U45ibmyssLCwqLIIuKSkRjo6O4quvvtJX9yQj1Tju3LlTKJVKkZ+fX+Hz//a3v4mlS5fqo2uS0sU4/tWTFkHX1ePMkzAA1dCUKVOEnZ2d2Ldvn8jOztZuhYWF2jbLli0TdnZ2IioqSpw8eVKMGjWqyss83d3dRUJCgjh+/Ljo27dvlZfBt23bViQnJ4vk5GTRpk2bOnN5olTjmJmZKZo3by769u0rrl69WuG76gIp/x7/6tKlS3XqKjApx3HWrFnCzc1N7NmzR5w5c0YEBAQIR0dHcfv2bUn7rA9SjePNmzeFvb298PPzEydOnBBnz54V7777rjAzMxMnTpyQvN+6pqtxzM7OFqmpqeLrr7/WXjWXmpoqcnJytG3q8nHmSRiAaghAlVtYWJi2jUajEcHBwcLZ2VlYWFiInj17ipMnT1b4nHv37onp06eLhg0bCpVKJQYNGiTS09MrtMnJyRFjxowRNjY2wsbGRowZM6bK+zjURlKNY1hY2CO/qy6Q8u/xr+paAJJyHEtKSsTcuXOFo6OjsLGxEf369ROnTp2Sopt6J+U4Hj16VPj4+IiGDRsKGxsb0aVLFxETEyNFN/VOV+MYHBz8xM+py8eZJ1EIIYTuTqgRERERGT4ugiYiIiKjwwBERERERocBiIiIiIwOAxAREREZHQYgIiIiMjoMQERERGR0GICIiIjI6DAAERERkdFhACIiIiKjwwBERFRNarUaGo1G7jKISAcYgIioVtq8eTPs7e1RXFxcYf+wYcMwduxYAMCuXbvg5eUFS0tLPP/881iyZAnKysq0bVesWIE2bdrA2toaHh4emDp1KgoKCrSvf/fdd6hfvz6io6PRunVrWFhY4MqVK9J0kIj0igGIiGql4cOHQ61WY+fOndp9t27dQnR0NCZMmIA9e/bgrbfewsyZM5GWloavvvoK3333HZYuXaptr1QqsWbNGpw6dQqbNm3CL7/8gnnz5lX4nsLCQoSEhGDjxo04ffo0HB0dJesjEekPH4ZKRLXW1KlTcfnyZcTExAAAVq9ejTVr1uD8+fPo1asXfH19ERQUpG3/r3/9C/PmzUNWVlaVnxceHo4pU6bg1q1bAMpngCZMmIATJ06gXbt2+u8QEUmGAYiIaq3U1FR06tQJV65cgZubG9q3b49hw4Zh4cKFsLa2hkajgYmJiba9Wq1GUVER7t69CysrK+zduxeffvop0tLSkJeXh7KyMhQVFaGgoADW1tb47rvvMHnyZBQVFUGhUMjYUyLSNVO5CyAielovvfQS2rVrh82bN6N///44efIkdu3aBQDQaDRYsmQJ/Pz8Kr3P0tISV65cwcCBAxEYGIiPP/4YDRs2xMGDBxEQEIDS0lJtW5VKxfBDVAcxABFRrTZp0iSsXLkSmZmZ6NevHzw8PAAAHTp0wNmzZ9G8efMq33fs2DGUlZXh888/h1JZvhzyxx9/lKxuIpIXAxAR1WpjxozBu+++i6+//hqbN2/W7l+0aBEGDRoEDw8PDB8+HEqlEr///jtOnjyJTz75BM2aNUNZWRnWrl2LwYMH49dff8X69etl7AkRSYlXgRFRrWZra4thw4ahXr16GDp0qHZ///79ER0djfj4eHTq1AldunTBihUr0LhxYwBA+/btsWLFCixfvhyenp7YsmULQkJCZOoFEUmNi6CJqNZ79dVX0apVK6xZs0buUoiolmAAIqJa6/bt24iLi8OYMWOQlpaGli1byl0SEdUSXANERLVWhw4dcOfOHSxfvpzhh4hqhDNAREREZHS4CJqIiIiMDgMQERERGR0GICIiIjI6DEBERERkdBiAiIiIyOgwABEREZHRYQAiIiIio8MAREREREaHAYiIiIiMzv8DSKbr6Bwkb+YAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(year,apple,marker = 'x',c = 'yellow',alpha = 0.5)\n", "plt.plot(year,orange,marker = 'o',ls = 'dashed',c = 'navy')\n", "plt.plot(year,papaya,marker = '4',ms = '20',mec = 'lightskyblue',c = 'black')\n", "plt.xlabel('year')\n", "plt.ylabel('yeild(tons per acre)')\n", "plt.title('farming in India')\n", "plt.legend(['apple','orange','papaya']);" ] }, { "cell_type": "code", "execution_count": 8, "id": "c2f91a58-db73-4418-b2f8-2dab7100705a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (15,20))" ] }, { "cell_type": "code", "execution_count": 9, "id": "0151c4aa-aedd-40a0-a136-3b507a251040", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\tkdsu\\AppData\\Local\\Temp\\ipykernel_2864\\1349046067.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " my_graph.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(year, apple, marker='x', c='yellow', alpha=0.5)\n", "ax.plot(year, orange, marker='o', ls='dashed', c='navy')\n", "ax.plot(year, papaya, marker='4', ms=20, mec='lightskyblue', c='black')\n", "ax.set_xlabel('year')\n", "ax.set_ylabel('yield (tons per acre)')\n", "ax.set_title('farming in India')\n", "ax.legend(['apple', 'orange', 'papaya']);\n", "my_graph = fig\n", "my_graph.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "5b2a8400-6061-40ea-a56f-9502f33f1755", "metadata": {}, "outputs": [], "source": [ "sns.set_style(\"whitegrid\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "51b970b5-f006-43b1-bafb-8e4c7416229e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_graph" ] }, { "cell_type": "code", "execution_count": 12, "id": "f6654779-1dd4-4d6d-9ce9-1ab6106e160b", "metadata": {}, "outputs": [], "source": [ "\n", "import matplotlib as mpl\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "682703aa-1c28-441e-b8e2-6ae98a329e15", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "RcParams({'_internal.classic_mode': False,\n", " 'agg.path.chunksize': 0,\n", " 'animation.bitrate': -1,\n", " 'animation.codec': 'h264',\n", " 'animation.convert_args': ['-layers', 'OptimizePlus'],\n", " 'animation.convert_path': 'convert',\n", " 'animation.embed_limit': 20.0,\n", " 'animation.ffmpeg_args': [],\n", " 'animation.ffmpeg_path': 'ffmpeg',\n", " 'animation.frame_format': 'png',\n", " 'animation.html': 'none',\n", " 'animation.writer': 'ffmpeg',\n", " 'axes.autolimit_mode': 'data',\n", " 'axes.axisbelow': True,\n", " 'axes.edgecolor': '.8',\n", " 'axes.facecolor': 'white',\n", " 'axes.formatter.limits': [-5, 6],\n", " 'axes.formatter.min_exponent': 0,\n", " 'axes.formatter.offset_threshold': 4,\n", " 'axes.formatter.use_locale': False,\n", " 'axes.formatter.use_mathtext': False,\n", " 'axes.formatter.useoffset': True,\n", " 'axes.grid': True,\n", " 'axes.grid.axis': 'both',\n", " 'axes.grid.which': 'major',\n", " 'axes.labelcolor': '.15',\n", " 'axes.labelpad': 4.0,\n", " 'axes.labelsize': 'medium',\n", " 'axes.labelweight': 'normal',\n", " 'axes.linewidth': 0.8,\n", " 'axes.prop_cycle': cycler('color', ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']),\n", " 'axes.spines.bottom': True,\n", " 'axes.spines.left': True,\n", " 'axes.spines.right': True,\n", " 'axes.spines.top': True,\n", " 'axes.titlecolor': 'auto',\n", " 'axes.titlelocation': 'center',\n", " 'axes.titlepad': 6.0,\n", " 'axes.titlesize': 'large',\n", " 'axes.titleweight': 'normal',\n", " 'axes.titley': None,\n", " 'axes.unicode_minus': True,\n", " 'axes.xmargin': 0.05,\n", " 'axes.ymargin': 0.05,\n", " 'axes.zmargin': 0.05,\n", " 'axes3d.automargin': False,\n", " 'axes3d.grid': True,\n", " 'axes3d.mouserotationstyle': 'arcball',\n", " 'axes3d.trackballborder': 0.2,\n", " 'axes3d.trackballsize': 0.667,\n", " 'axes3d.xaxis.panecolor': (0.95, 0.95, 0.95, 0.5),\n", " 'axes3d.yaxis.panecolor': (0.9, 0.9, 0.9, 0.5),\n", " 'axes3d.zaxis.panecolor': (0.925, 0.925, 0.925, 0.5),\n", " 'backend': 'module://matplotlib_inline.backend_inline',\n", " 'backend_fallback': True,\n", " 'boxplot.bootstrap': None,\n", " 'boxplot.boxprops.color': 'black',\n", " 'boxplot.boxprops.linestyle': '-',\n", " 'boxplot.boxprops.linewidth': 1.0,\n", " 'boxplot.capprops.color': 'black',\n", " 'boxplot.capprops.linestyle': '-',\n", " 'boxplot.capprops.linewidth': 1.0,\n", " 'boxplot.flierprops.color': 'black',\n", " 'boxplot.flierprops.linestyle': 'none',\n", " 'boxplot.flierprops.linewidth': 1.0,\n", " 'boxplot.flierprops.marker': 'o',\n", " 'boxplot.flierprops.markeredgecolor': 'black',\n", " 'boxplot.flierprops.markeredgewidth': 1.0,\n", " 'boxplot.flierprops.markerfacecolor': 'none',\n", " 'boxplot.flierprops.markersize': 6.0,\n", " 'boxplot.meanline': False,\n", " 'boxplot.meanprops.color': 'C2',\n", " 'boxplot.meanprops.linestyle': '--',\n", " 'boxplot.meanprops.linewidth': 1.0,\n", " 'boxplot.meanprops.marker': '^',\n", " 'boxplot.meanprops.markeredgecolor': 'C2',\n", " 'boxplot.meanprops.markerfacecolor': 'C2',\n", " 'boxplot.meanprops.markersize': 6.0,\n", " 'boxplot.medianprops.color': 'C1',\n", " 'boxplot.medianprops.linestyle': '-',\n", " 'boxplot.medianprops.linewidth': 1.0,\n", " 'boxplot.notch': False,\n", " 'boxplot.patchartist': False,\n", " 'boxplot.showbox': True,\n", " 'boxplot.showcaps': True,\n", " 'boxplot.showfliers': True,\n", " 'boxplot.showmeans': False,\n", " 'boxplot.vertical': True,\n", " 'boxplot.whiskerprops.color': 'black',\n", " 'boxplot.whiskerprops.linestyle': '-',\n", " 'boxplot.whiskerprops.linewidth': 1.0,\n", " 'boxplot.whiskers': 1.5,\n", " 'contour.algorithm': 'mpl2014',\n", " 'contour.corner_mask': True,\n", " 'contour.linewidth': None,\n", " 'contour.negative_linestyle': 'dashed',\n", " 'date.autoformatter.day': '%Y-%m-%d',\n", " 'date.autoformatter.hour': '%m-%d %H',\n", " 'date.autoformatter.microsecond': '%M:%S.%f',\n", " 'date.autoformatter.minute': '%d %H:%M',\n", " 'date.autoformatter.month': '%Y-%m',\n", " 'date.autoformatter.second': '%H:%M:%S',\n", " 'date.autoformatter.year': '%Y',\n", " 'date.converter': 'auto',\n", " 'date.epoch': '1970-01-01T00:00:00',\n", " 'date.interval_multiples': True,\n", " 'docstring.hardcopy': False,\n", " 'errorbar.capsize': 0.0,\n", " 'figure.autolayout': False,\n", " 'figure.constrained_layout.h_pad': 0.04167,\n", " 'figure.constrained_layout.hspace': 0.02,\n", " 'figure.constrained_layout.use': False,\n", " 'figure.constrained_layout.w_pad': 0.04167,\n", " 'figure.constrained_layout.wspace': 0.02,\n", " 'figure.dpi': 100.0,\n", " 'figure.edgecolor': 'white',\n", " 'figure.facecolor': 'white',\n", " 'figure.figsize': [6.4, 4.8],\n", " 'figure.frameon': True,\n", " 'figure.hooks': [],\n", " 'figure.labelsize': 'large',\n", " 'figure.labelweight': 'normal',\n", " 'figure.max_open_warning': 20,\n", " 'figure.raise_window': True,\n", " 'figure.subplot.bottom': 0.11,\n", " 'figure.subplot.hspace': 0.2,\n", " 'figure.subplot.left': 0.125,\n", " 'figure.subplot.right': 0.9,\n", " 'figure.subplot.top': 0.88,\n", " 'figure.subplot.wspace': 0.2,\n", " 'figure.titlesize': 'large',\n", " 'figure.titleweight': 'normal',\n", " 'font.cursive': ['Apple Chancery',\n", " 'Textile',\n", " 'Zapf Chancery',\n", " 'Sand',\n", " 'Script MT',\n", " 'Felipa',\n", " 'Comic Neue',\n", " 'Comic Sans MS',\n", " 'cursive'],\n", " 'font.family': ['sans-serif'],\n", " 'font.fantasy': ['Chicago',\n", " 'Charcoal',\n", " 'Impact',\n", " 'Western',\n", " 'xkcd script',\n", " 'fantasy'],\n", " 'font.monospace': ['DejaVu Sans Mono',\n", " 'Bitstream Vera Sans Mono',\n", " 'Computer Modern Typewriter',\n", " 'Andale Mono',\n", " 'Nimbus Mono L',\n", " 'Courier New',\n", " 'Courier',\n", " 'Fixed',\n", " 'Terminal',\n", " 'monospace'],\n", " 'font.sans-serif': ['Arial',\n", " 'DejaVu Sans',\n", " 'Liberation Sans',\n", " 'Bitstream Vera Sans',\n", " 'sans-serif'],\n", " 'font.serif': ['DejaVu Serif',\n", " 'Bitstream Vera Serif',\n", " 'Computer Modern Roman',\n", " 'New Century Schoolbook',\n", " 'Century Schoolbook L',\n", " 'Utopia',\n", " 'ITC Bookman',\n", " 'Bookman',\n", " 'Nimbus Roman No9 L',\n", " 'Times New Roman',\n", " 'Times',\n", " 'Palatino',\n", " 'Charter',\n", " 'serif'],\n", " 'font.size': 10.0,\n", " 'font.stretch': 'normal',\n", " 'font.style': 'normal',\n", " 'font.variant': 'normal',\n", " 'font.weight': 'normal',\n", " 'grid.alpha': 1.0,\n", " 'grid.color': '.8',\n", " 'grid.linestyle': '-',\n", " 'grid.linewidth': 0.8,\n", " 'hatch.color': 'black',\n", " 'hatch.linewidth': 1.0,\n", " 'hist.bins': 10,\n", " 'image.aspect': 'equal',\n", " 'image.cmap': 'rocket',\n", " 'image.composite_image': True,\n", " 'image.interpolation': 'auto',\n", " 'image.interpolation_stage': 'auto',\n", " 'image.lut': 256,\n", " 'image.origin': 'upper',\n", " 'image.resample': True,\n", " 'interactive': True,\n", " 'keymap.back': ['left', 'c', 'backspace', 'MouseButton.BACK'],\n", " 'keymap.copy': ['ctrl+c', 'cmd+c'],\n", " 'keymap.forward': ['right', 'v', 'MouseButton.FORWARD'],\n", " 'keymap.fullscreen': ['f', 'ctrl+f'],\n", " 'keymap.grid': ['g'],\n", " 'keymap.grid_minor': ['G'],\n", " 'keymap.help': ['f1'],\n", " 'keymap.home': ['h', 'r', 'home'],\n", " 'keymap.pan': ['p'],\n", " 'keymap.quit': ['ctrl+w', 'cmd+w', 'q'],\n", " 'keymap.quit_all': [],\n", " 'keymap.save': ['s', 'ctrl+s'],\n", " 'keymap.xscale': ['k', 'L'],\n", " 'keymap.yscale': ['l'],\n", " 'keymap.zoom': ['o'],\n", " 'legend.borderaxespad': 0.5,\n", " 'legend.borderpad': 0.4,\n", " 'legend.columnspacing': 2.0,\n", " 'legend.edgecolor': '0.8',\n", " 'legend.facecolor': 'inherit',\n", " 'legend.fancybox': True,\n", " 'legend.fontsize': 'medium',\n", " 'legend.framealpha': 0.8,\n", " 'legend.frameon': True,\n", " 'legend.handleheight': 0.7,\n", " 'legend.handlelength': 2.0,\n", " 'legend.handletextpad': 0.8,\n", " 'legend.labelcolor': 'None',\n", " 'legend.labelspacing': 0.5,\n", " 'legend.loc': 'best',\n", " 'legend.markerscale': 1.0,\n", " 'legend.numpoints': 1,\n", " 'legend.scatterpoints': 1,\n", " 'legend.shadow': False,\n", " 'legend.title_fontsize': None,\n", " 'lines.antialiased': True,\n", " 'lines.color': 'C0',\n", " 'lines.dash_capstyle': ,\n", " 'lines.dash_joinstyle': ,\n", " 'lines.dashdot_pattern': [6.4, 1.6, 1.0, 1.6],\n", " 'lines.dashed_pattern': [3.7, 1.6],\n", " 'lines.dotted_pattern': [1.0, 1.65],\n", " 'lines.linestyle': '-',\n", " 'lines.linewidth': 1.5,\n", " 'lines.marker': 'None',\n", " 'lines.markeredgecolor': 'auto',\n", " 'lines.markeredgewidth': 1.0,\n", " 'lines.markerfacecolor': 'auto',\n", " 'lines.markersize': 6.0,\n", " 'lines.scale_dashes': True,\n", " 'lines.solid_capstyle': ,\n", " 'lines.solid_joinstyle': ,\n", " 'macosx.window_mode': 'system',\n", " 'markers.fillstyle': 'full',\n", " 'mathtext.bf': 'sans:bold',\n", " 'mathtext.bfit': 'sans:italic:bold',\n", " 'mathtext.cal': 'cursive',\n", " 'mathtext.default': 'it',\n", " 'mathtext.fallback': 'cm',\n", " 'mathtext.fontset': 'dejavusans',\n", " 'mathtext.it': 'sans:italic',\n", " 'mathtext.rm': 'sans',\n", " 'mathtext.sf': 'sans',\n", " 'mathtext.tt': 'monospace',\n", " 'patch.antialiased': True,\n", " 'patch.edgecolor': 'w',\n", " 'patch.facecolor': 'C0',\n", " 'patch.force_edgecolor': True,\n", " 'patch.linewidth': 1.0,\n", " 'path.effects': [],\n", " 'path.simplify': True,\n", " 'path.simplify_threshold': 0.111111111111,\n", " 'path.sketch': None,\n", " 'path.snap': True,\n", " 'pcolor.shading': 'auto',\n", " 'pcolormesh.snap': True,\n", " 'pdf.compression': 6,\n", " 'pdf.fonttype': 3,\n", " 'pdf.inheritcolor': False,\n", " 'pdf.use14corefonts': False,\n", " 'pgf.preamble': '',\n", " 'pgf.rcfonts': True,\n", " 'pgf.texsystem': 'xelatex',\n", " 'polaraxes.grid': True,\n", " 'ps.distiller.res': 6000,\n", " 'ps.fonttype': 3,\n", " 'ps.papersize': 'letter',\n", " 'ps.useafm': False,\n", " 'ps.usedistiller': None,\n", " 'savefig.bbox': None,\n", " 'savefig.directory': '~',\n", " 'savefig.dpi': 'figure',\n", " 'savefig.edgecolor': 'auto',\n", " 'savefig.facecolor': 'auto',\n", " 'savefig.format': 'png',\n", " 'savefig.orientation': 'portrait',\n", " 'savefig.pad_inches': 0.1,\n", " 'savefig.transparent': False,\n", " 'scatter.edgecolors': 'face',\n", " 'scatter.marker': 'o',\n", " 'svg.fonttype': 'path',\n", " 'svg.hashsalt': None,\n", " 'svg.id': None,\n", " 'svg.image_inline': True,\n", " 'text.antialiased': True,\n", " 'text.color': '.15',\n", " 'text.hinting': 'force_autohint',\n", " 'text.hinting_factor': 8,\n", " 'text.kerning_factor': 0,\n", " 'text.latex.preamble': '',\n", " 'text.parse_math': True,\n", " 'text.usetex': False,\n", " 'timezone': 'UTC',\n", " 'tk.window_focus': False,\n", " 'toolbar': 'toolbar2',\n", " 'webagg.address': '127.0.0.1',\n", " 'webagg.open_in_browser': True,\n", " 'webagg.port': 8988,\n", " 'webagg.port_retries': 50,\n", " 'xaxis.labellocation': 'center',\n", " 'xtick.alignment': 'center',\n", " 'xtick.bottom': False,\n", " 'xtick.color': '.15',\n", " 'xtick.direction': 'out',\n", " 'xtick.labelbottom': True,\n", " 'xtick.labelcolor': 'inherit',\n", " 'xtick.labelsize': 'medium',\n", " 'xtick.labeltop': False,\n", " 'xtick.major.bottom': True,\n", " 'xtick.major.pad': 3.5,\n", " 'xtick.major.size': 3.5,\n", " 'xtick.major.top': True,\n", " 'xtick.major.width': 0.8,\n", " 'xtick.minor.bottom': True,\n", " 'xtick.minor.ndivs': 'auto',\n", " 'xtick.minor.pad': 3.4,\n", " 'xtick.minor.size': 2.0,\n", " 'xtick.minor.top': True,\n", " 'xtick.minor.visible': False,\n", " 'xtick.minor.width': 0.6,\n", " 'xtick.top': False,\n", " 'yaxis.labellocation': 'center',\n", " 'ytick.alignment': 'center_baseline',\n", " 'ytick.color': '.15',\n", " 'ytick.direction': 'out',\n", " 'ytick.labelcolor': 'inherit',\n", " 'ytick.labelleft': True,\n", " 'ytick.labelright': False,\n", " 'ytick.labelsize': 'medium',\n", " 'ytick.left': False,\n", " 'ytick.major.left': True,\n", " 'ytick.major.pad': 3.5,\n", " 'ytick.major.right': True,\n", " 'ytick.major.size': 3.5,\n", " 'ytick.major.width': 0.8,\n", " 'ytick.minor.left': True,\n", " 'ytick.minor.ndivs': 'auto',\n", " 'ytick.minor.pad': 3.4,\n", " 'ytick.minor.right': True,\n", " 'ytick.minor.size': 2.0,\n", " 'ytick.minor.visible': False,\n", " 'ytick.minor.width': 0.6,\n", " 'ytick.right': False})" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.rcParams" ] }, { "cell_type": "code", "execution_count": 14, "id": "7566f580-1201-4611-8844-4cacbe1e56ff", "metadata": {}, "outputs": [], "source": [ "flowers = sns.load_dataset(\"iris\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "20a9887e-8b83-4921-bde5-06becbf3060a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
\n", "

150 rows × 5 columns

\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa\n", ".. ... ... ... ... ...\n", "145 6.7 3.0 5.2 2.3 virginica\n", "146 6.3 2.5 5.0 1.9 virginica\n", "147 6.5 3.0 5.2 2.0 virginica\n", "148 6.2 3.4 5.4 2.3 virginica\n", "149 5.9 3.0 5.1 1.8 virginica\n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flowers" ] }, { "cell_type": "code", "execution_count": 16, "id": "101a4b85-d1a1-4ae1-8f55-baedb40ea747", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiEAAAGdCAYAAADE96MUAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXd0VNXXhp+ZSe+9kJBASCchJPSOgDRBUUAR9bPrTxEUFcXeexfs2AsWQES69F4T0hNIQnrvPdPu98ckQyYFQgiQwHnWcsnMnHvvuZmZO+/dZ+93yyRJkhAIBAKBQCC4xMgv9wQEAoFAIBBcnQgRIhAIBAKB4LIgRIhAIBAIBILLghAhAoFAIBAILgtChAgEAoFAILgsCBEiEAgEAoHgsiBEiEAgEAgEgsuCECECgUAgEAguC0KECAQCgUAguCx0SoRoNBruuOMOli5d2u6Y++67j9DQUMLDw/X/7dmzp9MTFQgEAoFAcGVh1JmNli9fzrFjx/Dw8Gh3TFxcHN9++y1Dhw7t1MS0Wi1qtRq5XI5MJuvUPgQCgUAgEFxaJElCq9ViZGSEXH72WMd5i5CDBw+ydetWJk+e3O6YrKwsKioqCA4OPt/d61Gr1cTGxnZ6e4FAIBAIBJeP0NBQTExMzjrmvERISUkJzz33HJ9//jk//PBDu+NiY2OxtLRk8eLFxMbG4uTkxF133cWcOXM6fKwm9RQcHIxCoTifaXYLNBoNCQkJPXb+neVqPW8Q5341nvvVet5w9Z771Xre0PFzbxp3rigInIcI0Wq1LFmyhLvvvpvAwMCzjlUqlQwcOJDFixfj5+fH4cOHWbhwIZaWlkybNq1Dx2tagklISOjoFLslPX3+neVqPW8Q5341crWeN1y95361njd0/Nw7kkrRYRHy1VdfYWJiwh133HHOsbNmzWLWrFn6x6NHj2bWrFls2rSpwyKkidDQ0B6pNjUaDbGxsT12/p3laj1vEOd+NZ771XrecPWe+9V63tDxc28a1xE6LEL++ecfCgsLGTx4MAD19fUAbNu2jWPHjhmMXbVqVauoh1KpxNTUtKOH06NQKHr0G93T599ZrtbzBnHuV+O5X63nDVfvuV+t5w1de+4dFiGbN282eNxUnvv222+3GltdXc2HH36It7c3gYGB7Nmzh/Xr1/Ptt99e4HQFAoFAIBBcKXSqRLctwsPDeeWVV7j++uu58847qa2t5ZFHHqGkpITevXvzzjvv6KMoAoFAIBAIBJ0WIS0jIFFRUfp/y2QyHn74YR5++OHOz0wgEAgEAsEVjbBtFwgEAoFAcFkQIkQgEAgEAsFlQYgQgUAgEAgElwUhQgQCgUAgEFwWhAgRCAQCgUBwWRAiRCAQCAQCwWVBiBCBQCAQCASXBSFCBIIexOa4PP5LKLjc0xAIBIIuQYgQgaCHEJ1Vzv9+ieShX45TVqO83NMRCASCC0aIEIGgByBJEu9sTgJArZU4kVV+eSckEAgEXYAQIQJBD2DvqWIOpJboHx/PKLuMsxEIBIKuQYgQgaCbo9VKvL1JFwXpZWsGQGSmECECgaDnI0SIQNDN+Tcml4S8SqxNjfjg5oGALj9ErdFe3okJBALBBSJEiEDQjVGqtXyw9SQAD47zYWhfB6xMjahRakguqLrMsxMIBIILQ4gQgaAbs/JIJpmltThbm3LP6L4o5DLCvewAiMwsv6xzEwgEggtFiBCBoJtS3aDm0+2nAFg00Q8LEyMAwr3sAYgSyakCgaCHI0SIQNBNWbE3jZIaJX0cLZg3pLf++Qh9JESIEIFA0LMRIkQg6IYUVzfwzZ40AJ6cEoCx4sxXNby3LhKSXlJLcXXDZZmfQCAQdAVChAgE3ZDlO1KoUWoY4GnL9BB3g9dsLYzxc7ECIErkhQgEgh6MECECQTcjs6SWXw9nAPD01EDkclmrMRGNeSFiSUYgEPRkhAgRCLoZH/yXjEojMcbPiVG+Tm2OifC2AyBSJKcKBIIejBAhAkE3Ij63gn9O5AK6KEh7NEVCorPLUQnTMoFA0EMRIkQg6Ea8uzkZgJlhvQjxsG13XD9nK2zMjKhXaUnKE6ZlAoGgZyJEiEDQTTiQWszuk0UYyWU8Odn/rGPlcpneL0TkhQgEgp6KECECQTdAkiTeaWxSN3+YF96OlufcRiSnCgSCno4QIQJBN2BTXD7R2RVYmChYOMGvQ9sM8taJkOMiOVUgEPRQhAgRCC4zao2W97fockHuG+ODs7Vph7YL622LTAbZZXUUVtVfzCkKBALBRUGIEIHgMvPnsWzSimtwsDTh/jF9O7ydtZkxAa7WAERmlF+k2QkEAsHFQ4gQgeAyUqfU8PG2kwAsnOCLtZnxeW0vklMFAkFPRogQgeAy8t3+0xRWNeBpb878YV7nvX1TXogwLRMIBD0RIUIEgstEWY2SL3elAvDk5ABMjRTnvY+mjroxORUo1cK0TCAQ9CyECBEILhOf70qhqkFNkLsN14f16tQ++jpZYm9hjFKtJSGvsotnKBAIBBcXIUIEgstATnkdPx5oalIX0GaTuo4gk50xLROlugKBoKchRIhAcBn46L+TKDVahvs4MM7f+YL2pc8LEcmpAoGghyFEiEBwiUnOr2JNZDaga1Ink3UuCtJEeGNeSJSIhAgEgh6GECECQReQV1HH9/vTicxrOOfY97YkoZVgWoibfinlQgjztEMug9yKevIq6i54fwKBQHCpMLrcExAIeip1Sg1b4vNZHZnNvpRiJAnszOTcM639bY6ml7ItsRCFXMaTUwK6ZB6WpkYEutmQkFdJZEY51w0w75L9CgQCwcVGiBCB4DyQJImj6WWsPp7Nhtg8qhvUBq8Pdm/fcl2SJN5ubFJ38+De9HO26rJ5DfK214mQzDKuG+DeZfsVCASCi4kQIQJBB8gqrWVNZA5rorLJKKnVP9/bwZxANxv+SyhAIZdxY2D73W+3JRZyPKMMM2M5j03qWJO6jhLhbcfPhzJEcqpAIOhRCBEiELRDTYOajbF5rI7M5lBaqf55SxMF00PdmTPIkyF9HHjg5+MAXB/mjptV24ZhGq3Eu5t1UZC7R/XF1casS+ca0ZhbEp9TSb1Kg5nx+RufCQQCwaVGiBCBoBlarcShtBJWRWazOS6fWqUGAJkMRvZzZHaEJ1ND3LAw0X11EnIr2ZZYgEwGD4/zoTInpc39ro7M5lRhNbbmxvxvXL8un7eXgwVOViYUVyuJz61gkLdDlx9DIBAIuhohQgQCIL24htWR2ayJzCGn/EyFSV8nS2ZHeHBjhCcedq0TPpfvPAXAjAG98HG24kRO633XqzR89J+uSd2Ca/pha35+Teo6QpNp2X8JBURmlAsRIhAIegRChAiuWirrVWyIyWP18WyONfPYsDYzYsaAXswZ5EGEl327Ph6nCqrYFJcP6MRFe/x0MJ28inp62ZrxfyP6dOk5NCeiSYSIvBCBQNBDECJEcFWh0UrsSylm9fFstsTn09DY9E0ugzF+zswe5MnkYNcO5VQs35mCJMGU/q4Eutmg0WhajamoU/HZTl2Tuseu9b+ouRpNzeyOZ5QhSdIFm6AJBALBxUaIEMFVQUphFauO5/B3VDYFlWcMxfxcrJg9yJMbwz3OK1n0dHEN/0bnArBwQvuVLl/uTqWiToW/qxWzIzw7fwIdYICnHUZyGYVVDeSU1+Fpb3FRjycQCAQXihAhgiuW8lol/0bnsioyh+iscv3ztubG3DCwF7MjPBngadupiMFnO1PQSjAh0IUQD9s2xxRU1vP9/tMALJkSiKKTTeo6irmJguBeNsRkVxCZWS5EiEAg6PYIESK4olBrtOw+WcTqyGy2JRSi1OiWWxRyGdcEODM7wpMJQS6YGnV+WSSrtJa/o3QZqAsn+LY77uNtp6hXaRnsbc+kIJdOH+98iPCy14mQjDKuD+t1SY4pEAgEnUWIEMEVQWJeJauPZ7P2RC7F1WeWWwLdrJkzyJMbBnrgbN2+m+n58MXuVDRaiTF+Tu32fkktqubPY1kAPD3twpvUdZRwLzt+OCA66goEgp6BECGCHktJdQP/nMhldWQ28bmV+ucdLU24YaAHswd50L9X20slnSWvoo5Vx3QdcM+WC/L+lmQ0WolJQS4M6XPpymUHeetEUUKuMC0TCATdHyFCBD2O9OIa3tiYyM6kQtRaCQBjhYyJga7MHuTJ+ABnjBUXp0H0V7vTUGq0DOvrwNC+bYuLE1nlbIrLRy7T5YJcSjzszHGxNqWwqoGY7Ip25ygQCATdASFCBD2OL3en8l9CAQChHrbMGeTJzLBeOFiaXNTjFlbVs/JIJgCLJrYdBZEkife26IzJborwJMDN+qLOqSUymYwIL3s2x+cTmVkmRIhAIOjWCBEi6HE0dZ8d7evEL/cNu2TH/WZPGg1qLRFedozs59jmmBMFSg6fLsPESM7ia/0v2dyaM8hbJ0KOZ4i8EIFA0L25ODFrgeAiMqJRAJzIKketabthXFdTUt3AL4d0UZCFE/3aTDTVaiV+iakC4M4R3m3avF8KIrztAIjK1JmWCQQCQXdFiBBBjyPY3QZbc2OqG9TE5lRckmN+u+80dSoNAzxtGe/v3OaYf2PySK9QY2VqxMPj2y/dvdj072WLsUJGcbWSrNK6c28gEAgElwkhQgQ9DrlcxnAfXa7DwbSSi3688lolPx3MAOCRa3zbjII0qDV8uE3XzO5/4/pif5HzU86GmbFCXxV0PLP0ss1DIBAIzoUQIYIeyQgf3ZLMwdSLL0K+359OdYOaQDdrJgW5tjnmt8OZZJfVYW8m566L2KSuozSV6kZmlF/eiQgEAsFZECJE0CMZ0c8JgKPppSjVFy8vpKpepbdef2SCL/I2rNer6lUs25ECwM39rTA3ufzeHBGNJmrCtEwgEHRnhAgR9Ej8Xa1wtDShXqXlRLO+MF3NTwczqKxX08/Zkmkh7m2O+WbvaUprlPR1smBin8uTjNqSpuTUpPwqahrUl3cyAoFA0A5ChAh6JDKZjOH9Lu6STE2DmhV70wBdFKStBnRFVQ36MU9c63/Rm9R1FHdbc9xtzdBoJaKzyy/3dAQCgaBNhAgR9FiavDoOpBZflP3/ejiDsloV3o4WzBzQdjO4ZTtOUavUENbbjqn9284XuVxENOaFRGWWX96JCAQCQTt0SoRoNBruuOMOli5d2u6Y3bt3M3PmTAYOHMi0adPYuXNnpycpELRFU3JqVGY59SpNl+67XqXh6z26XJAF430xasMGPqOkht8O67xDnp4acMma1HUUfV6IMC0TCATdlE6JkOXLl3Ps2LF2X09PT2fhwoU8+uijHDt2jIULF/LYY49RUFDQ6YkKBC3p62SJm40ZSo22y91Bfz+SSXF1Ax525twY4dHmmPe3nkStlRjn78zIxkTZ7kSElx2gS04VpmUCgaA7ct4i5ODBg2zdupXJkye3O+bvv/9m8ODBTJo0CSMjI6ZPn86QIUP4448/LmiyAkFzZDKZ3j21K/NCGtQavtyty/N4aHy/NpvhxeVU8G90LgBPTQ3osmN3Jf172WJiJKesVsXp4prLPR2BQCBoxXn1jikpKeG5557j888/54cffmh3XEpKCv7+hn0zfH19SUpKOu8JajRdG2a/VDTNu6fOv7Nc6vMe3teev6NyOJBajEbTNS6lfx7NJL+yHjcbU24K79XmubyzKRGAG8LcCXS1QqPRdLv3XCGDUA8bjmeUcyy9FG+Hi1e5093O/VJxtZ43XL3nfrWeN3T83M/nb9NhEaLValmyZAl33303gYFnb09eU1ODubnhBc/MzIza2toOT6yJ2NjY896mO9HT599ZLtV529Tryk+js8o5eCwSc6MLy7VWayWW/adLdJ3uY0JiXEyrMTEFDexNKcNIBlM8VJw4ccLg9e7ynh/KricxV2drfyQhjX7yoot+zO5y7peaq/W84eo996v1vKFrz73DIuSrr77CxMSEO+6445xjzc3Nqa+vN3iuvr4eS0vL855gaGgoCsXlN386XzQaDbGxsT12/p3lcpy358HdZJfVobTpzYh2+rp0lFXHsymsLcDJyoQnZg3HzNjwHLRaiZe+OAjA/OFeTBkVrH+tu7znDWotb21K4udD+QCEe9mxZFY4TlamF+2Y3eXcLzVX63nD1XvuV+t5Q8fPvWlcR+iwCPnnn38oLCxk8ODBAHqRsW3btlZJqv7+/sTHxxs8l5KSQkhISEcPp0ehUPToN7qnz7+zXMrzHtnPkT+PZXP4dBkTgtw6vR+1RssXjbkgD4z1wdKsdf+XTfG5xOVWYmmiYNFE/zbP8XK+5+nFNTyyMpK4nEoAHhznw5OTA9rMa7kYiM/71cfVeu5X63lD1557h69MmzdvJjIykmPHjnHs2DFmzJjBjBkz2qySuf766zly5AgbN25ErVazceNGjhw5wg033NAlkxYImqNPTr3AZnbrY/JIL6nF3sKY24Z5t3pdpdHy/pZkAO4f63NRIwudYX1MLjOW7SMupxJ7C2O+v2sIz0wLumQCRCAQCM6XLrs6hYeHs27dOgD69evHZ599xldffcWQIUP4/PPPWbZsGX379u2qwwkEekb46Mpj43IqqKhTdWofWq3E8p26/i/3jfHB0rR1kPCPo1mkl9TiZGXCfWN8Oj/hLqZepeHZv2N55LcoqhvUDOljz8ZHx3BNoMvlnppAIBCclfOqjmnO22+/bfA4KirK4PGYMWMYM2ZMZ3cvEHQYN1szfJwsSSuu4cjpUq4NPn/n0k1x+aQUVmNjZsT/jWgdBalVqvlk+ykAFk7ww6oNkXI5SC2qZsGvkSTlVyGT6YzVHpvk16a5mkAgEHQ3xJVKcEUw4gIs3LVaiWU7dALj7lF9sTYzbjXmu32nKapqwMvBgluHel3YZLuItVE5zFy2j6T8KhwtTfjpnqE8OSVACBCBQNBjEFcrwRXBhZiWbUssICm/CksTBXeP6tPq9dIapd687InJ/phcYBnwhVKn1PD0qhge++MEtUoNI3wc2fToGMb4XVhlkEAgEFxqukdMWSC4QIY39pFJyq+itEaJg2Xrypa2kCSJZTt0uSD/N7IPdhatt/tsZwrVDWr697Jpt5HdpeJUQRULfovkZEE1MhksmuDHool+3aZ7r0AgEJwPIhIiuCJwsjIlwNUagEPnUSWz+2QRsTkVmBsruG9068Tp7LJafj6YAcDTUwORX8Yf+7+OZXH98v2cLKjG2dqUX+8dxuJr/YUAEQgEPRYhQgRXDOe7JNM8CnLbMC8c2yi5/fC/kyg1Wkb2c2SM3+VpUlfToObxP0+wZFUMdSoNY/yc2LhoDCN9u1/TPIFAIDgfhAgRXDGcb3LqwdQSjmeUYWIk54GxrUtuk/Ir+TsqB9BFQWSySx9xSMqv5Prl+1gTmYNcBkumBPDj3UNxtu5eHiUCgUDQGUROiOCKYXhfR2QySC2qobCyHhcbs7OO/7SxIubWIb3bHPvu5mQkCa4LdSest93FmHK7SJLE70ezeHldPA1qLW42Znx6azhD+zpc0nkIBALBxUREQgRXDLYWxvTvZQOc2z31aHoph9JKMVbIeHBcv1av/3wogx1JhYCuIuZSUlWvYtHvJ3hmTSwNai3jA5zZ+OgYIUAEAsEVhxAhgiuKET4dywv5tNF4bM6g3vSyO9PxWauVWL7jFC+sjQPA3FiBj7PVRZpta+JyKpi5bB//RueikMt4Zlog3905pMPVPgKBQNCTEMsxgiuKEf0c+WbvaQ6cRYScyCpn76liFHIZD48/EwXJLqvlyb+iOZRWqn9u6+KxF3W+TUiSxC+HMnhtfSJKjZZetmYsmx/BIG/7S3J8gUAguBwIESK4ohjSxwGFXEZmaS055XV4NItyNLGsMQpyY7gHvR0skCSJtSdyeHFtPFUN6jPjbg2nt4PFRZ9zZb2Kpatj2BibD8CkIFfenzugTc8SgUAguJIQIkRwRWFtZkyohy0nsso5mFrCnEGeBq/H5VSwPakQuQwWXONLea2S59bGsSEmz2Dc9WG9mBl28Y3JYrLLWfBbJFmldRgrZDw9NZB7R/e9LJU4AoFAcKkRIkRwxTGynyMnsso5kFrcSoQsb/QFmRnWi5yyOuZ9fZCCygaDMc7Wprxyff+LOkdJkvh+fzpvbUpEpZHwtDdn+fwIBl7iKhyBQCC4nAgRIrjiGNHPkc93pXIotQRJkvRRheT8KjbH65Y8SmuU3P7t4Ta3f/PGUOwvYiJoea2SJati+C+hAICp/d14Z84AbM1bN84TCASCKxkhQgRXHIO9HTBWyMitqCejpJY+TpYALN+Zoh+z99QZQ7P+vWzILqujok7FTeEeXBvsetHmFplZxsLfosgpr8NEIee564L4vxHeYvlFIBBclQgRIrjiMDdREN7bniPppRxMK6GPkyUphVX8G53bauyN4R5YmxkRn1uJi7UpL828OMswWq3Ein1pvLs5GbVWwtvRgs/mRxDiYXtRjicQCAQ9ASFCBFckI/o5ciS9lAOpJYz2dWLSh3tajVkyJYChfR24+auDALw9OxRbi65fEimtUfLkX9F687MZA9x566ZQrM3E8otAILi6ESJEcEUyop8jn2w/xb/Rua0iIGbGcj66eSDjA1yY9skeJAnmDPJkQmDXL8McTS9l0coo8irqMTGS8/LM/tw6tLdYfhEIBAKECBFcofRxtGzzeTcbM1bcOZgQD1te/TeB9JJa3GzMeGFGcJceX6uV+GJ3Kh/+dxKNVsLHyZLPbosgyN2mS48jEAgEPRkhQgRXHLuSC1myKqbN1/55ZBSuNmYcTivh+wOngcZlmC6sTCmubuDJVbH65Ncbwz14fVYIlqbi6yYQCATNEVdFwRVDnVLDW5sS+elgRpuvJ746FXMTBbVKNUtWxSBJMG9Ib8YHuHTZHOIKG3ho8wEKqxowM5bz6vUhzB3sKZZfBAKBoA2ECBFcVrRaCZ9nNwJw96g+nd5PXE4FR9PL2n3d39WKd7ckAfD9/nT98xqtxCv/xnf6uE1otRI/thA/g70dSMyv5NX1CRe8/+aM7Od0UcuIBQLB5SWzpJZ/Y3K5eXBvnK1NL8oxcsvr+Dc6l5siPC/aMTqCECGCy0qTAAFDcdDVnCyo5mRBdavn/zqefdGOuS+lmH0pxeceeJ6sjcoh8oVrRXRFILgCWR+Ty9LVsVQ3qFGqtSy+1r/Lj/FfQgFP/hVNRZ2KOpWGxyZ1/TE6ihAhgsvGkdOlBo9NFHLuGd0Xhbxj22eU1LK+Rc+X9jAzljNviBc/HEjXP7fgmn7tb9BB9qWUEJ1Vrn/sZC5n7tA+yOVdIxCisyoMhIyztSmv3dBfCBCB4AqjXqXh1fUJ/HY4U/9cnUrTpcdQqrW8szmJb/ed1j83ytepS49xvggRIrgslNYoefjX4wbPKTVaHCyNeWDs2cWBJEn8eSyLHxojJ9amRgzqY8+B1BKUai1B7jb4u1rxz4kzpbmjfZ1Qa7UAeNiZs2XxWKwuIFFUrdHyyfZTxGSXAxDoZs2n88Koyklh4EB/FApFp/cNkF1Wy7ubk/UCxMxYzgNjfHhwXD+R4CoQXGGkFlWz4NdIkvKrAN01Kqe8rkuPkVVayyMrowxumsI8bRnsbd+lxzlfxNVMcMnRaiUe//MExdVK/XNPTw3knc1JvL/1JBMCXfB1sW5z25LqBpauidX3XRnaxwFPB3PWROYAMCnIlVdu6M/kD3cD8OhEPz7ZfoptiYX6fbw3Z8AFCZD8inoW/R6lj+TcOtSLl2YGYyyHEzmd3i0AlfUqPt+Zynf7T6NUa5HJYHaEJ09M9sfd1vzCdi4QCLoda6NyePbvWGqVGhwtTfjwloEcSCnmqz1pXXaMzXF5LFkVQ1W9GjNjOfUq3Q3ZfWN8LntUVYgQwSXnm71p7EouMnjuf+N8OHy6hF3JRTzxVwyr/zcCoxbrMjuSCnhqVQzF1UqMFTIeucaPxLxKvQB5cJwPT00J5JNtJ6lRagh2t2HhBF+W7TiFVtLt447h3oy8gPDjruRCHv8zmtIaJZYmCt6aPYDrw3oBoNF0PnSq1mhZeSSTj7adorRGJ85G9nPk2elBwtpdILgCqVNqeHldPH8cywJguI8Dn8wLx9XGjANdlEvWoNbw5oZEfdJ8uJcdo32dWLYjBQ87c6aFuHXJcS4EIUIEl5TjGWW8uyXZ4DlLEwUymYy3bxrAtR/tJjqrnG/2nuah8bplmVqlmtc3JOrXSv1drXhmehAfbj1JbE4FxgoZb94YytzBvamsV/F9Y97Hwgm+GCnkegECsHRaYKfmrdJo+WDrSb7cnQromt4tnx9BX6e2TdE6iiRJ7Egq5M2NiaQW1QDg42zJs9OCmBjkctnvUgQCQddzqqCKBb9FcrKgGpkMFk7w49GJfii6KJcMIL24hkdWRhKXUwnAg2N9eGJyANM/3QvoqhFb3uhdDoQIEVwyymuVLFoZhaa5KkBnIAbgZmvGSzP78+Rf0Xz030kmBrlQ06Dm8T+jOV2s+4G+d3Rfpoe68fCvkRRUNmBvYcxXdwxmaF8HAH7cn05VvRo/Fyum9Hdjz8kzERdTI3mn8ilyy+tYuDKK4xm6EuD/G+HNs9ODMDO+sLyP+NwK3tiQyIHUEgAcLE14bJIftw71wrgbXBwEAkHX89exLF78J546lQYnK1M+mTewy5NDm1fY2FsY88HNYUwIdGVnciEphdVYmRpx85DeXXrMziJEiOCSIEkST/4VQ055HX0cLUgvqdW/1jz/Y3aEB5ti89ieVMjkj840nXO3NeP9uWFU1qm4bcVh6lVa/Fys+PbOIXg5WgBQ3aDm2/26rO9HJvhSrVTz9OozzqkKuQylWouJUcd/4LclFPDkqmjKa1VYmxrxzpwBTA917/TfAXQ5Je9vTWZ1ZDaSpKsKunt0HxZc44uNaGonEFyR1DSoeeGfOP3y8ShfRz66ZSAu1mZddoyWFTZD+tjz6a3h+nyyFXt1eSbzhvTuNtcaIUIEl4Rv951mW2IBJgo5780NY+6XB9scJ5PJeGCsD9uTziSSXh/Wi9duCOHnQ+m8v/UkAOP8nVk2P9zgi/TLoQzKa1X0dbJkxoBePLMmhryKerwdLSisbKBWqSEmu5zBfRzOOV+lWsu7m5NY0VjKNsDTluW3RugFT2eoVar5ancaX+9J05fezQzrxVNTAujt0Pn9CgSC7k1SfiULfo0ktagGuQwWT/Ln4Wt8u3T5pWWFzcPj+/H4tf76JZeE3Er2p5SgkMu46wKMIbsaIUIEF50TWeW8s1nnVvr8jCCDrra/3jdM/29JkvjtSCavr0802P7e0X15aV0caxtLbu8e1YfnpgcZrGfWKTV6lf/w+H7sOVXEn8eykcng/blhfL//NBtj8zmYWnJOEdKylO2eUX1ZOi3wvCIozdFoJVYfz+b9rckUVjUAMMjbnuevCyLc6/KWxwkEgouHJEn8fjSLl9fF06DW4mpjyifzwhnu49ilx2mrwmacv7PBmBX7dNfHaSFueNp3n5seIUIEF5WKOhWP/BaJSiMxPdSNO4Z70/eZMy6pwxpzOYqqGli6OkYfARnh40hVg4q4nEpu+Gw/oFtOefWG/tw2zLvVcVYeyaS4WomnvTkTAl30yVf3jOrLkD4OJOVVsjE2nwOpJSyc6NfufDfH5bNkVTRV9WpszIx4f24Yk/t3PoN836liXt+QoL878XKwYOm0QKaFuImkU4HgCqa6Qc2za2JZ13jTNc7fmQ9vDsPRquss0s9WYdOcgsp6/c3ffWN8uuz4XYEQIYKLhiRJPL0qhuyyOno7mPP27AHUKg3LWI0Ucv5LKGDp6hhKapSYGMl5akoA94zqy/7UYu749oh+7E/3DG0zgatepeGrPbqqlYfH+/LmxiQKKhvwcbLkyckBAIzop9vueGYZ9SpNq6TSBrWGtzYm6R1Vw73sWHZreKfvGE4VVPHmxkR2NpYi25gZsXCCH/830htTowtLaBUIBN2buJwKHvktkvSSWhRyGU9ODuDBsT5d5qQM51dh8+OBdFQaiSF97BnY267L5tAVCBEiuGj8dDCDzfH5GCtkfDY/AhszY15YG6d//bVZITy9Kkav4gPdrPlkXjgBbtZsSyjg0d+jDPZnZ9F2ItVfx7MpqGzA3dYMewtjVkdmI5fBe3PDMDfR/eD3c7bE2dqUoqoGIjPLGNnvjJjJKKnhkd+iiM2pAHSlbE9OCehUhUpFvYYX/onnj2PZaLQSRnIZtw/35tGJfthbmpz3/gQCQc9BkiR+OZTBaxsSUaq1uNuasezW8A7loZ0PLStsPp03sF3/o1qlml8bE1XvHd29oiAgRIjgIhGXoys/BXhmWhADPO0A+PnQmU6zzQVJkLsNaxeMxEQh55s9aby5KRFJ0hl2ARxILeGJP6NZ98hog9wMpVrLl7t0UZBbh3rx0jpdR9z7xvgwqNGOWK3R8vvRLH1p8KHUEr0Iaa+ULSa7nMNppdwxwrtDpbj1Kg0r9qby2Y5i6tS640wOdmXptEB8nK3O/w8oEAh6FJX1KpaujmFjbD4AEwNdeH9uWJfefLSssBnt68RHtww8axfcVcezqahT4e1o0S27bwsRIuhyalVanvs9GqVGy7XBrtw9qg8arcSJrLJ2tzlZUMWek8X8l5DPn8d0nW1vHerFqzf0p6JOxeSP9pCUX8XynSk83qyr5N9R2eSU1+FsbUpiXiWFVQ30c7bUjymrUbJwZZRBE7gDqSU8rNLw2voE/R1CUymbVoJHf4/S951xsTHlhoEe7c5bq5VYF53Le1uS9b0eQnrZ8PyM4C5PPhMIBN2TmOxyFvwWSVZpHUZyGUunBXLv6L5dmvfVssLm8Wv9eWj82StsNFqJ7xor/O4Z1bdLq3G6CiFCBF2KJEl8caySzNJ6QNeI6f++O0JUZjnVDepW452sTPGwMyM6u4L7fzoGgFwGz18XzN2j+iCTyXCyMuW1G0JY8Fskn+1MYXKwKyEetqg1Wj7bqYuC9HWyZFNcPvLGahgzYwXxuRU8+PNxsst04uDWoV6sPJLJsYwypn68h/SSWmQyXTXN/WN8+GpPGt/u0/VsAehla9Yqw7w5R06X8saGBKKzdcs4brZm3BxgysKZwzE2Fl8tgeBKR5Ikvt+fzlubElFpJDzszFk+P7xLq97aqrD5dF44wzpwk7MtsYD0klpszY2ZO9izy+bUlYgrpeCC0WolUouqicws4+nVsQavNSV6tiTcy47v7hyCvaUJiXmVTPtkr/61F2cEc9eovgbjrxvgzsY4dzbE5OmWZRaOYkNMHpmlOiER35TPMa4f4V72/HMih6dXx+gbNQ3sbcdrN/Rn5RFd5CO9pBZHSxPenxtGdnkdEz/YTUnNmYZ6CrmMZfPDsbNoHUo9XVzD25sS2RKva6JnaaLg4Wt8uWuEF0nxsV2afCYQCLonFXUqlq6JY2tjM83Jwa68NycM23Zy1zpDVb2aRb+f0Fe2nG+Fzbd7dVGQ24Z5YWHSPX/uu+esBN2aqnoVJ7LKicwoJzKzjKjMMirrW0c5vB0t6G1vYbAU0sSah0Yik8nYc7KIBb9FGrz2/YF0ZoT1wqnFF+21G0I4nFZCckEVH287xZZ43dqrJEGNUoO/qxULJ/jy+voEvckYgImRnNdnhfDc33EG+1syJYA3NiaSUlitG6eQo9ToRMuTkwMY5G2YTFZeq+TT7Sn8fEiXaS6XwbyhXiye5I+ztekFNbATCAQ9h5MlShYt309OeT0mCjnPTg/kzpF9urzsvummqTMVNtFZ5RxJL8VYIePOkX26dF5diRAhgrMiSRJpxTVEZpQRmVlOVGYZyQVVSNLZtzv8zDVEZVXwzJrYVq/d1fhl/fFAOq+uT0Cj1ZWOvT4rlPt+OkpGSS33/HCUlfcPN+j14mBpwuuzQvjfL5F80ZiM2oRCLuPZ6UHc9+MxfS+WJmYN7MXjf57gZEG1wfNLG+dmb2HMA2P78cfRTNJLahkf4MyDY89kkSvVWn46mM6yHSlU1KkAGB/gzLPTg/B3tUYgEFwdaLUS3+w9zXs7S9FIOt+fz+ZHEOrZdZ2uJUkySODvZWvGsvnhrW6KzkXTjdjMsF6tfEO6E0KECAyoaVATnaWLcERm6v5fXqtqNc7T3pxB3vZEeOn++3JPKhti8nRN6EZZ8e6Wk6xuzOAOdrchIa9Sv+01gS68sDZO/0WbHeHJmzeFYGqk4Kd7hjH7iwPEZFfw0K+RfHvnYINS2akh7swY4M76mDyD+Yzxc+K5v+PIKa/DwkSBSqNFpdEppbUncvV5Hgq5zKCB3oNjfXj4Gl9e/TeB9JJaXG1M+WBuGHK5DEmS2ByXz9ubk8ho7HUT6GbNc9cFMcav/VwRgUBw5VFWo+SJv6LZ0WioOD3EjbfnDOjSHixNFTbN/ZQ2LBpz3hU2OeV1bIzVXSPv64Zluc0RIuQqRpIkMkpqGwVHGZEZ5STlV9KiyS0mRnIGeNgyyNuecC97IrztDJou/XE0kw0xeSjkMv5vuBcv7UqlsFaDTAYPjevHPaP7Mvj1bfrxn+9M4fDpUmQyeHpqIA+O9dGHMfs6WfLdXUO49etD7DlZxNOrY/hgbphBmHO0r1MrEbLnZBFaSbf9OH9ng1yUJgECGAiQl2fqck9WHc/We4t8Oi8cRytTTmSV88aGBI6m6yp6nK1NeXKyP3MG9e6WGeYCgeDicTS9lEUro8irqMfESM5dA6x46qYwjIy67ie0eYVNE/eP6dupEt8f9p9Go5UY5etIcC+bLpvjxUCIkKuIOqWG6OxyveCIyiwzSMZsopetGRFNUQ5ve4Ldbdrtm5KcX6X35tBoJd7behJJ0kVKPrplIEP6OPDkX9EG2xw+XYq5sYKP5w1kShuW6AN72/H5bRHc99Mx1kTm4GZjxlNTA4HWocomtBJMCHThicn+XPfpvnb/BhFedtQqNSTlV5FVVsepgiq9X8niSf542JuzaGWU3mrZzFjOA2N8eHBcP4OlIYFAcOWj1Up8sTuVD/87iUYr0dfJkk9vCUNZmNZl+R9tVdh42Jtz5HRpp45RVa/i9yM6A8juHgUBIUKuWCRJIrusrlFw6JZWEvIqDSIBoEvG7O9hw6BGwRHhZY+bbcfWD2uVahb8FqmvQNEdF67pY85Hd4zCzlKXWLrqeLbBdu62Zqy4czD9e7W/jnpNoAtv3RTKU6ti+HxXKq42Ztw5sg87kwuJz61sNf6BsT48NSUA3+c2tbm/3g7mLJ0axPRQN/6NyWPRyih2JhWy91QRdSoNYb3tqG5QM+GD3SjVWmQyuCnckyen+OvbYAsEgquH4uoGHv8zmj0nda0XbhjYizduDMXcSMaJwnNs3EEqalUsWRWtr7CZ0t+Vd2eH8fmuFI6cLu3UPv84mkVVgxpfF6uzWgx0F4QIuUKoV2mIzaloFBw60VHU2LG1Oa42pvpcjnAve0I8bDrdy+T5tXH6yhLQJXi+Mas/rqp8rM10H62KFvkk3o4W/PW/EQbLOe1x8+DeFFTU88F/J3n533hcrE35ak9am2OrG9RtChBrMyMWTvDlzpF99Oc53EeX4JVWXKMfF51Vru+aO8LHkeeuCyLEo+uSzQQCQc/hUFoJi1ZGUVjVgKmRnFdv6M/Ng3sjk8m6rAouMrOMhb9FkVNeh4lCznPXBfF/I7wvKMKi1mj5fn86oOs+3hPsAoQI6aHkltdxvJngSMit0CdiNmEkl9G/l43B0kovW7MuCSN+tjNFbx0Muvr19+YMwNHSmBMndKWzGq1E2KtbDbbb8tjYDtmgN/HIBF/yK+v59XAmD/0a2er1Z6cH8ubGJH5rdD5tQi6D/xvRh0UT/XBosabangDycbbk2WlBTAxyER1uBYKrEI1WYvmOFD7ZfhKtBL4uVnw2P4IAt66rgtNqJVbsS+PdzcmotRLejhYsv7VrKmw2x+eTU16Ho6UJN4a37/TcnRAipAfQoNYQl1NJVLME0vzK+lbjnKxMGeRtpxccoR625/WD31E+2XaKj7ad1D9+7Yb+3D7c2+AuoapezeI/DXNBlkwJOO/5yGQyXr0hhLyKen1WehMxL0/mz6NZrbaZFOTCs9OD2u3ZsqFFUquDpQmPTfLj1qFenWpaJxAIej6FVfU89vsJfYn/7AhPXpvVv0tNvlpW2Fw3wJ23bgrtkgobSdKVDwPcPrxjPa+6A0KEdEPyK+qb5XKUEZdTqTfRakIhlxHkbm2Qy+Fpb35R7+Ar61U8vSqGTXH5+uf+WzwWvxZeGYU1ap75+lArX45JQZ1rnlRWq2wlQNYvHM2Al7e2GmtjZsSKO4e0uZ+Cynre2JCoTzptYteS8V1aZicQCHoW+04V89gfJyiubsDcWMFrs0KYM6hrbc5bVti8OCOY24Z5ddk1+3hGGdFZ5ZgYybljhHeX7PNSIERIN+FEVjkr9qYRlVmub4TWHAdLk8YIhy7SMcDT9qLb8Ko1Wn44kI5WkqiqV7Ni72nqVGfWQw8+M6FV0mZ0VjlPby+lssFQNHnYmePvev7dZGOyy3nw5+Otnp+xrO0KmKoGNUdOlzK07xljn1qlmq92p/H1njSD+TfRoNJC9/XyEQiuSupVGlYdz8bXxeqiNYNUa7R8sv0Uy3emIEkQ4GrNZ7eF4+vStcsvzStsfJwsWT4/ostLZ7/Zq8uXuynco5XbdHdGiJBuwgdbk9l7SmdvLpNBoJvNmaUVL3u8HS0ueZ7Ch/+d5PMWzqRNDOxtx/GMMoLdNfRxtEQul1FS3cCDv0RR2aClv7sN8c0MyiZ1Is/ir2NZPLc2zsDnoz1G9nPEw86cv45ns2RVNJseHYOpkYLVx7N5f2syhS2SdH+6ZyhvbUoiMa+Sg2klXB/W67zmJhAILh4HU0t49u9YThfXEOBqzZbFY7v8GPkV9Sz6PUpfhXLr0N68NLN/ly5jFFc3sPiPE/pr+6yBvXj9xlCsurjcP724Rl9hc+/ovucY3b0QIqSb8MTkANKKasgpr0OSdK3ln54aeNm8KXafLGpXgIAucvPIb1EAWJgo8He15kRjdQnABzcPYOonZ6IVE89jKUal0fL6+gR+PNjaD6QtzI0VvDN7ALYWxuxPKSajpJbrl+/HSC4jKb+q1fgF1/RjrL8zu08W6URIqhAhAkF3oKJWxVubEvm9Wa5X86hmV7EruZDH/4ymtEaJpYmCN28K5YaBXZvIeTC1hEd/11XYmBnLeeX6MxU2Xc33+08jSbp2Ei2Xx7s7IguvmzCwtx1bFo9l/jAvAH46mMG0T/ZyOK3kHFt2PXkVddz53RH9Y0uTM3cGxgoZL88M5tahvQnrbYepkZxapcZAgAAGAgSgTqWhoLIe6RxNZ4qqGrjtm8NnFSDzh3nxxo0h+sdqrRZPe3NszIy5b4zOnCelsJqk/CqszYxYMiVAvxQ0tI8Diyf5A7pSXICDqa0b7AkEgkuHJElsjM1j4oe7DQQIoL8mdgUqjZZ3Nidx1/dHKa1REuRuw78LR3epANFoJT7ZdorbVhyisKoBXxcr/lkwmluGdF3+R3PKa5X8eUznxXT/mO5vTtYSEQnpRliZGvHmjaFMC3Hj6VUxZJbWcsvXh7hrZB+emhpwSVoxZ5XWMubdnfrHo32dsDRVsCW+AEdLEzY+OsagGZJao+W/hAKD8lk7Mznl9YZLKE15HY6WJgT3siHI3YZgdxuCe9ng42SJkULOiaxy/vfz8TYrf5r495HRBPeyYc6XB/TPqTQSr61PpEGtaXUB2/ToGL7Zk8bJgmrsLYz55NaBGDVWwAz1cUAug/SSWnLL6+hlJ0zJBIJLTV5FHS+sjWdbom45oZ+zJb0dLNiVXMQgb3uC3LsmdyK3vI6FK6M4nqFrxXDHcG+euy6oS5dfWlbYzBnkyas3dG2FTUt+O5JJnUpDoJs1I/tdnNyZi4kQId2QMX7ObF48ljc36MKSPxxIZ1dyIe/NDWNIn64PTTbxz4kcHv39hP7x/WP6EtbbTr/s8uEtA1t1Y1RrJT7ZfgqAsf7OfHtHBHuPRHLPv0UG43xdrEgrqqakRsneU8X6NVLQ9aY5V95HP2dL/l4wChszY77anUpUZjnWpkbcGOHBTwcz+G7/af3YUb6O7E/RXQRu/PyA3rTtw1sGGiTS2pgZE+phS3R2BQdTS5jdxdnwAoGgfbRaiV+PZPLOpiSqG9QYK2Q8NN6Xh8b1Y9KHuwG4rYuiINsTC3jir2jKa1VYmxrx9uwBXDfAvUv23UTLCpvXZ4Vc9GuKUq3lx8Y+WfeP8emR/kZChHRTbMyMeXv2AKaGuLF0dSzpJbXc/NVB7hnVt1N+G2ejolbFC//EGZSuPjbJjxvDPfR9WB4e369NC+B3NyeTlF+Fo6UJ788dgFwu4+tIQ1v1o89NwtnalDqlhpMFVSTkVZKQW0liXiUxORUdSjx9emogVfVqvYMqwIDetmxPNCzdfXh8P56aGsj+lGJuW3FYL0AeHOfDNQEurfY7vJ+jToSkCREiEFwqThVU8cyaWI41RiXCvex4Z/YA/F2t2Z5YQE55HXYWxkwPvTChoFRreXdzkr6tfaiHLcvnh+PtaHnB59BE2xU2Efi6nH814PmyPiaXgsoGXKxNmdlD89qECOnmjA9wYcvisby+PoG/jmfz7b7T7EzSRUUGedtf8P4PpBTzxF/R5FWcWQKZM8iTh8b3Y/YXB6huUDOkjz2PX+vfattdyYX6CMR7cwfgYm2GRqPhUM6ZSpSw3nY4W+vKxcxNFIT1tiOstx2gC13eseIIyQWtk0db8kAbZbpN0Q5HSxN9I74fDqQzpb9bq4jRQ+P6tbnfkf2c+Gp3GgdTS5AkqUfeSQgEPYUGtYYvdqXy2c4UVBoJSxMFT00N5Pbh3vru1L82uh/PifC8oJutrNJaFq6M0uer3TWyD89MD+x0m4q2uBQVNu3R3JzszpF92m0y2t0RIqQHYGtuzHtzw5ge6s7SNTGkFdcw98sD3DfGh8ev9e/UB75epeG9Lcl8u++0wfMBrta8dkMIb21MIi6nEnsLYz69NVyfR9FEcXUDT/4VA8CdI7yZEKirfmnZr2ZSYOvoA8Cx9FLmfHmwQ3O9KcKDhNzKNitdAEpqlPi6WJFSWE2tUsMNn+1nSB9DgfbO5mTeuim01baDve0xksvIKa8jq7QOL0eLDs1JIBCcH8czSnl6day+39TEQBdemxVikIuVXVbLzmRddPNCElK3xOez5K9oKuvV2JgZ8d7csDY7dl8Iu08W8eSq2ItaYXM2DqaWkJhXibmxosuWrS4HQoT0IK4JdGHrY+N4ZX08ayJz+HpPGtsTC3h/bhjhXh2PiiTkVrL4jxOtIhDmxgo+uy2c3ScL+aFxnfGDm8NaGZJJksSSv6Iprm4gwNWaZ6YH6V974Z94g7ETglxabfvQL5Fsjs+nI/z7yGh6O5izcGVUKxHi62JFYWU9lfVqg0Z6AEfTywwerzySSXAvG24b6mXQ1MnS1IiBve04llHGwbRivBx77pdZIOiOVNWreG9LMj8fykCSwMnKhJev7891oe6tIo+/H8lCknR5Xe21XTgbDWoNb21M0l+/Bva2Y9mt4fR26LqbC5VGyy+xVfydpIvOBrvbsHx+eKfmeyE0mZPNHeyJnYXJOUZ3X4QI6WHYWhjz4c0DmR7izjN/x5JaVMPsLw7wwNh+PDbJ76xREY1WYsXeND7YehKlRouTlQk3RXiyYm8aWglenxWCqZGCJat0EY4HxvroIxzN+elgBjuTizAxkvPJrQMNjvlfsxwNd1szgptltsdkl3P98v0G+zIzllOv0rb6N+guRIdPl3DrN6eoblDrn9/y2Fh9QylJksgpryMxr4qE3EpWHslst7rmhbVxvLA2jsHe9gYVOuFeOhFyILWEW4YIESIQdBX/JRTwwto4/Xfy5sGePDs9qM0fTZVGq69uu23Y+duOZ5TU8MhvUcTmVAC6xPolUwK7dJkit7yOR36LJDJT14H7YlTYdISUwip2Jhchk8E9o3qWOVlLzluEHDx4kA8//JDU1FTMzc2ZOnUqS5Yswcyste/1fffdx+HDhzEyOnOYTz75hLFju9797mpjUrArg/vY8/K6eNaeyOXL3an6qEhTzkVzsstqefzPaP3a5aQgV56aGsDtKw6jlXR5IDPDejH3ywNU1asJ97JjyZSAVvtJzq/ijY2JADw7LZBAtzMio6DFj/+EQJ1LakFlPU+vjmFXsmHFTIiHDXE5uiTWmyI8SCuqMfAb2Z9Sos/7aOLwsxMNKnRkMhme9hZ42lswPsCZXScLW4mQaSFuBv1ujmWU6RPimvPPiVwC3XRlw8HuNvpcFoFAcH4UVtXzyroENsTqmkV6O1rw1o2hjPR1aneb/xIKKK5uwNnalGuDz6/P1IaYPJaujqGqQY2dhTEfzA07L4PEjrAtoYAnV+kqbCyMZLwzJ4yZl3D5pTlNy+jXBrnSx6nrkmwvB+clQkpLS3nwwQd5+eWXmTVrFsXFxdx77718/fXXLFq0qNX4uLg4vv32W4YOHdplExacwc7ChI/nhTM1xJ3n18ZyqrCam744wP/G+bBooh+mRgokSeLvqBxe+ieeqgY1FiYKXpoZzNxBvbnz+yN6M51Xb+jPu5uTiM6uwNbcmGW3hrfqKFuv0rBoZRRKtZZrApy5c2Qfg9efXRNr8HhEP0c+3naSj7edMnh+an83jmXoGvM1lbLVKtWsicw56/l+dEtYqxLh5ry/JVlXumum81t5alUMdSoN5iYK/nhgOLd8fQjQWSe72JiRmFdJfG4lpY1JrQDvbE7S/9vZ2pRg98aISS8bgt2t6etkpU+gEwgEhkiSxJ/HsnhjQyKV9WoUchn3j/E5Z5QW4NfDOoPCWwb37nA363qVhtc3JPDLIV0y62Bvez69NbxLPX9aVtiE9LLhoTATpoZ2bY5JRympbmB147Xyvh5oTtaS8xIhDg4OHDhwACsrKyRJory8nIaGBhwcWntXZGVlUVFRQXBwcJdNVtA2U0PcGNrXgZfWxfNvdC6f7UxlW0IhL8wIZuWRTP3dSISXHR/dMhBvR0s+35XC3lPFmBnL+Wx+BAdSSvRfsvfmDMDTvvUa6tubkkguqMLJyoT35oa1Ws/d3qLT7XN/x1FRpzJ4bmZYL9bH5BqUspko5Ez9ZE+r4z00vh+bYvNIL6nl2mBXZp3lrmNnUiFf7UnTz39qiDuWpgru/+k4ayJzcLMx455Rfflu/2kOppWwdfE4bM2NkSSJwqoGhr25Xb8vHydLTpfUUFTVwO6qInafPBPBMTOWE+DWaLTmbk1wLxsC3Wwum72+QNBdOF1cwzNrYjiUpou2hnrY8vbsUPr3sj3ntmlF1exPKUEmg3lDe3foeGlF1Sz4LYrExh5VD4/vx+Jr/TssYDpCVmktj6yMIroxQnv3qD4smexPYlxMlx3jfPn5UAZKtZYwT9tWCfg9kfO+clpZ6ZJvxo0bR0FBAYMHD+amm25qNS42NhZLS0sWL15MbGwsTk5O3HXXXcyZM+e8jqfRtO562hNomvelmr+tmYKPbx7A1GAXXliXQHJBFbd/e1j/+uJJfvxvbF+MFHIOpxbzwVad18ZLM4KxMJbxxF/RANw90puJgc6t5r0zuUif7PXOTaHYmxsZjMmvaJ2H0VyAhHvZoVJr+bfRi+SWwZ68OCMIUyM5vs9vabXtvqfG89exbNJLarEzN+a164PRanX5Iscbl1NuG+aFlakReRX1PP7nCQDuGO7FtUEuaDQaxvk58cYN/Vn6dxyf70rl6akB9HG0IL2kllf/jefd2bpqGSdLYx6b6MvH21OYFuLK8lvDqVWqSc6vJjGvksT8KhLzKknKr6ZOpSE6q1x/UQJdw0EvBwuC3KwYaKckNLRnfmYvhEv9ee8uXK3nDWfOuV6p4oeDaXyyIwWlWouZsZzHJ/lx5whvjBTyDv1tmqIg4/2dcbcxPec266JzeX5tPDVKDQ4Wxnxw8wDG+jkDUpe9F1viC1i6JlZfYfPO7FAmB7tekvdc29jeQqvVGhynQaXhp8aWFveM6qO/Jl4qOnru5/O3kUnnaubRDvX19VRUVPDkk09iamrKihUrDF5fu3Yt69ev5/HHH8fPz4/Dhw+zcOFC3nzzTaZNm3bO/Ws0Gk6cONGZqV3VNGgkPjtawf4sQ1Hw/rWO9LUzpqpByxP/FVNSp2WslxkLhtjy4q5SkktU+Nob8/oEB4xbLDeU12t4fGsJFQ1apvtacG94axvl2X+1X+3S39mYzAo1VUoJMyMZ/xtkwxgvXbh0T0YdnxypMBj/4lh7bEzlPL2tBI0Ejw2zZYyXOfnVan6OqdL7kDwyxJaxXma8tLuUxGIVPnZGvDnBEWOF4fxXJVSzMr4aGTDT34J/T9YiAc+MsmNwL93yTmKxkud3lmJjIuPb612Qt+EXopEkCqo1nC5XkV6ubvxPRWkzi3pHczlfz2i7LFkguNJIKVXxxbEK0it0ieNhriY8EGGDm1XH728bNBIPrC+kWikZfCfbHKuW+O5EJdtO1wG6a8tjw+xwMO+6xFCVRuKnmCo2ptQC4OdgzOPDbXGxvHTRzp9iqvgnuYbr/S24M+zM9XZbWi1fHK/EyULO59Ocu/3S8MCBA1Eozv7edPqvamZmhpmZGUuWLGHu3LlUVFRga3sm7DZr1ixmzZqlfzx69GhmzZrFpk2bOiRCmggNDT3nSXRHNBoNsbGxl3T+cTkVPP1XDClFOgHiYGlCrVJNvUrL0u2lPDzeh6jMckrqtPR1smDZXSP5bGcqySUFWJsZseKeEa1K2bRaiXt/Ok5Fg5YAVyvev30Eps3Wdk8VVrdqVtecYHdr4vOq9P/+dN5A+jZLpPr5VAxwRoQM7G3LrROHcOMXB9FIMKW/K/93bQjLd6bw86ECVJozmtnF3YOdxfUkFhdgZargm3tG0KcNJ8SwMAnZugR+O5LF5rR6wnrbciKrgm9j6pgzPgI7CxOC1Vre2LedSqUGS3dfffXN2VBrtKzYl87H20+h0kjYmBlxb7hVj/3MXgiX4/PeHbhaz7tWqeaDrSf56WA+WsDewpjnpgcya2Cv8zb8+zsqh2plAb3szLh76rB2f1hTCqt55vcTnCyoQyaDBeP7sfCafq08jC6EjJJaFv1+grhcnQC5b3QfnpxsuMRzKd7zzfnJkHwaFxcXBg4MBHT5Nk/v0l1rHxjnx6CIS18V09FzbxrXEc5LhERGRvLss8+ybt06TEx0JVZKpRJjY2PMzQ0TgVatWoWlpaWB4FAqlZianl/FgUKh6NFf7ksxf41W4svdqXy87SQqjYSztSnvzRnA+AAXiqoaeH5tLFviC/h0R6p+m8/mDyIys4KvGx333p09gD7OrX94fzx4mj2nijE1krNsfgQWZrr3vaJOxdh3d7bK+WhJQqMAaauUrVap5r+EAoPxiyb68cXuNF0HXFMj+jlbcc0He/THGefvTHmdiuiscvallPBfY9Ort2cPoJ9L+42uXpsVSnG1kq0JBSTkVSGTQWFVA69vTOajWwZirlAwuI89e08Vc+h0GcEedmc9r5TCKp74K0a/LDMx0IXXbggmLy2px39mL4Sr9dyvpvPefbKI5/6OJbtMF424IcydF2f2x9Gqc9VkK4/qOsDOH+qFiXHbP0mrjmfzwto46lQanKxM+fiWgYz2a7/SpjO0rLD58OawNi0KmriY73lTJFYul+uPsTO5kJSiGqxMjZg3zPuyft668tzPS0IGBARQX1/PBx98gFKpJCcnh3feeYc5c+boRUkT1dXVvPbaayQkJKDVatm1axfr16/nlltu6ZKJC3RkldYy7+uDvLclGZVGYmp/N7Y8NpbxjX1SnK1N+fL2QdzVopLl18MZLPpd15ju/0Z4M62NHg2JeZW8vUlXLfLcdUH4u1qj0Urc9+NRwl7Zek4B0sTQvg68NiukVXb8fwkF1CjPrB2GeNjgZGXKZ7t0YqmqQc3nu1KpqFMR4GrNT/cM5cd7htLLVheu3ZpQgCTpmlzNGHD2vgkKuYxPbw1nsLc9SrWWpkXIv6Ny2NponDayn+6idjCtpL3doNFKfLU7lemf7iM6S1eJ8/7cMFbcOfislTsCQU+npLqBx36P4s7vjpBdVoeHnRnPj7Hnw5vDOi1AEvMqOZ5RhpFcxs2DWyek1irVPPFnNE/+FU2dSsMoX0c2Pjq6SwVIvUrD82tjWfBbJFUNagZ727Nx0ZizCpDLwbeNN4zzhvTGxsz4Ms+m6zivSIilpSUrVqzgzTffZNSoUVhbWzNz5kwWLFgAQHh4OK+88grXX389d955J7W1tTzyyCOUlJTQu3dv3nnnHQYPHnxRTuRqQ5IkVh3P5pV/E6huUGNlasTL1/dndoRHq3BoRZ2qVcShqT+DiULOs80cT5vQl+NqtEwMdOGO4d58sSvVoIQVwN/VipMF1a22b87R9FI2xua1akb1z4lcg8cPjO3XyszMycqUJyb7c/Pg3vowrUZ7ZkkmyN2GF2Z0rALLzFjBijsHM+fLgwYOq8/+HceQPg6MaGyDfSitBI1WahUWTi2qZslf0URmlgMwPsCZt28agJutEB+CKxdJklh7IodX/02grFaFXAZ3j+rLoxP6cSox7oL2/VvjdWhyf1dcWoj45PwqHv71OKlFNchl8NgkfxZc49uleRBtVdg8fq1/ly7xdAUJuZXsSylGIZdx16g+l3s6Xcp554T4+vry3XfftflaVFSU/t8ymYyHH36Yhx9+uPOzE7RJaY2SZ9bEsCVeJyyG9LHnw5sHtmlNLEkSS1bFkFNeh7ejBesXjmbqx3vJKdeFUpUaLd/tP80DY3wMvnhvbkzkVGE1ztamzAhzp+8zGw32a2Ys59N54W02lgO4a6Q3z0wP4tV/E/j1cCaP/XECR0sThvnofuhLqhsMSl+tzYxYtDLKYB+LJvjywLh+WLUof93aTFB9Nj/8vNwK7SxM+PGeodz0+X4KKnUJrsXVDby0Lp4Pbw7D2tSIqno1CbmVhHrqcpw0Wonv95/mvS3JNKi1WJsa8cKMYOYO9hQN7wRXNFmltTy3No49jd/VQDdr3p49gIG97S64OqSmQc3fUTq/i+YOqZIk8cfRLF5aF0+DWourjSmfzAtneOO1o6v450QOz66JpUapwdHShA9vGdhmp/DuQJM52bQQtzbtE3oywtygh7EzuZCnVsVQVNWAsULG4mv9eXBsv3bvDr7fn85/CQWYKHR+ICeyysmtqDMY8+7mZLbEF/DB3AH4ulizLaFAXwZWVNXA4j+iDcZvXDSG4xmlPPxrZJvHfGqkHQ9eF4RCoeDVG0Ioqmpga0IB9/10jFX/G0mAmzXrY/IMIhpV9Wds2a1Mjfjv8bGtetaArutvE4O97TvVr8HDzpwf7xnK3C8OUtVoB78uOpdpjX4r25MKOZBaTKinLaeLa1jyV7TeYXWMnxPvzB7QpWZIAkF3Q63R8sOBdD7YepI6lQYTIzmPTvTjgbE+XebDsS46l+oGNX2dLBnRKDCqG9Q893esPko61t+Zjy5guact6pQaXvk3Xm8RP6yvA5/eGt5tl1MLKutZF33lmJO1RIiQHkKdUsObGxP5+ZBOHPi6WPHxLQMJ8WjfCCg6q5y3Nuks1p+7LggXa1Pu/O4IkqTrUPnGrBBWR+bwyr/xRGeVM/3Tfdwx3JufGwVISz69NZzJwa68sDaOv45ntzlm95NjKc44qX/clItx+4rDHMso487vjrDm4ZGsjmx7ex9nS3Y8Mb7N14qqGnj0jxP6xzeEd94yOdDNhq//bzB3fncEpUZXYvv82jhuGdKb7UmF7E8twVgh590tSdSrtFiaKHh+RjDzhvQW0Q/BFU1CbiVL18QQk62rWhvu48CbN4Z2aYM2SZL4pfFaNr+xqWR8bgWP/BbF6eIaFHIZT0z2539j+xk0nLxQUgqrWPBrFMkFuuT0hRP8WDTBt9stvzTnp4PpqDQSQ/rYM7CNlhw9HSFCegDRWeUs/uMEacW6pkl3jezD0mmBZ12GqKhT8cjKSH2y6m3DvLjj2yOU1CgJdLPmxRnByGQy5gzyZJSvI0tXx7L7ZJE+7Nec+0b35fkZweSW13HLVweJzq5o44jwzLRAPO0tKG6hYVrmYox8e0eb2ztZmbL6fyPbfE2jlVj8xwmKqhraPefzZUQ/Rz68JYyFK6OQJCipUbK5scfMnpNF+hD0KF9H3pndtousQHClUK/S8Mn2U3y9Jw2NVldy/tx1Qdw8uOuFd0x2BfG5lZgYyZk9yJOfD2Xw2voElGot7rZmLLs1nMF9WjtxXwgtK2w+mTeQUWfpZdMdqFWq+Tda53h97+grLwoCQoR0a9QaLZ/vSuXT7adQayVcbUx5f24YY/zOvm4pSRJLV8eQVVpHbwdz3pkzgGU7UjiYVoKFiYLPboswEDDutuZMCnIxyNFoIum1qZgZKzicVsKC3yIprla2GgNgJJcxe5Bnu3OyszDhmWmB3PvjsXbHvHljCPaWbbek/nxnCvtSijE3VuBpb86pwrMnw3aUGQN6UVjZwKvrEwD0Qq+J12eFcNswLxH9EFzRHEgt5tk1saSX6Pwxrgt156Xrg3GxvjhLFE0OqWP9nHhhbZy+tcTEQBfenxvW7nWgM9Qq1Ty/Nk7fm2qUryMf3TLwop1bV7LqeDb1Ki3ejhbn3dSvpyBESDclo6SGxX+c0FdiXDfAnTdmhbTZArslPx/KYFNcPsYKGctvjSA+p4JPd+iayL1xYwj9moVVj6aXMvfLg+3u6/YVhwnxsOWXQxmote2b644PcMHJqm275YLKej7YmtzuEg7AjeEeTO7fdkOoQ2klfLRNt8Tz2qwQticWdJkIAbhndF+OZZSyMdbQ9XXekN7cPvz8W4oLBD2FiloVb2xM4M9juu+mm40Zr97Qv93vYlcdc11j+4Ztibp+U0ZyGUunBXLv6L5dKviT8itZ8GukvsJm8SR/Hu7iCpuLSb1Kt1R8z6i+PWbO54sQId2MpszwV9cnUKvUYG1qxKuz+jNrYOvS27aIy6ng9fW6PJCl04LoZWfO9E/3Iklw82BPbgzXRSvyKuoY8VbrZREnK1OOPDuRP45l8cLauHbb3l83wJ0NMXn6x3MGtc7PqFWq+XpPGl/tTqNOpRMnXg4WZJbWGoxzsTblpZltl9mWVDfw6O9RaCWYHeHJnEGebE8saHNsZ9BqJX49ksnOpNZRoKyy2ja2EAh6PpIksSE2j5fXJVBcrVvivGO4N09NDcD6IntQrI7M1v+4gi5RfPn8cMK9uq4Z26WqsLkU2JobM3dw+1Hmno4QId2I4uoGlq6OZVvjj+ywvg58cHNYh3MRqupVLPgtEqVGy6QgV+4a2Ye7vj9CUVUD/q5WvHJ9CPUqDTd+fkBfF98cF2tTNj82Frlcxjh/Z2zMjQ3a3Dfx4z1DWd4YWQGdZXNzYx9No4fJh9tO6ctgI7zseH5GMKuPZ+s9SprwcrBoM8Kj1Uos/jOagsoG+jlb8tqs/h36O3SU7LJanl4dw/4UnTlZuJcdJdVKvUjan1JCg1qDqdHV4YQpuDrILa/jxX/i9FEIXxcr3r4ptMtzMNqiolalX/oEmBzsyntzwrC16Drh07LCZpy/8wUZql1u5g/zwsLkyv2pvnLPrIdx5HQpD/96XJ9zYW9hTKCbdZuJom0hSei73ALYmBnR79kz3h6uNmYEvbj5rPuwNTdm2Y5THEorbVOkNHHPD0cNymvLalX6KpyE3AoOny4DdEKqt4M5S6cGMT3UDbVW4qbPD7Ta37GMMv6OytZHaZr4ak8ae04WYWok57PbIrAwMUKSJGqVF+ZPIEkSK49k8caGBGqUGsyM5Tw9NZA7R/ShVqXh5i8PktB4/v8lFJzTjfVqJ6+ijt8PZ+IsKRl4kY5RVa/ip4MZTA91N+g9dDYOppYQlVXGOH9ngt1trvq8Hq1W4pfDGbyzKYkapQZjhYyHx/vy8DX9LonQjsos48Zm3/8nrvXnkQm+Xfq+tKyweXJyAA+O9enSCptLQXR2uf7fLd2urzSECOkmfLYzxSDps6xWxY/tlMp2hDWNJkBN7D1V3M7IM5wqrO5QroWmjdyQ7/ent3ru2emB3Dmyj/4Ctzu5sN19/nwww0CEHEsv5f2tyQC8cn1/+jha8sfRTFbsPa2fo/l5mJQ1kVtex9OrY/R/j8He9rw3N0z/w1Zeq8Su2V3ZjwfShQg5CzuTCnn8zxOU1eos/P85fZhHJvgx1s+pS39cnvs7jnXRufx1LItNj47F3OTc7/3L6+JJLqji3c3J9HYwZ2p/N6aGuBHe277H/ShdKCcLqli6OkafYxbhZcfbswfg73ruRo0XiiRJrNh72sBtuX8vGxZO9OvSY/xyOPOiV9hcKg6ller/3V39S7oKIUK6Cc9OD2KApy1aqf3kz/ZIyqtie5LuB95YoSu7XXkk67z24Wpjql86acnA3naM8nVEK8EvBzP0Bl9NPDS+H3tOFhGfeyZ68uas/swf3sdg3H0/tV0Z425rxtJpZ6zjy2qULFwZhUYrMcbPiYLKBka/s0Mv0ixNFMwb6sV1bfS7aQ9JkvjzWBavr0+kqkGNqZGcJVMCuLsx4auyXsUXu1L5dt9plOoz69Wf3zaow8e4mlBptLy/JZmv9qQB4OVgTm55HUfTdV4woR62LLimH5OD3S74B39zXJ4+kTG9pJZ3tyTx0sxzL80FuVuTXKBroJhVWsc3e0/zzd7TOFubMjnYlakhbgz3cewy863uSINaw+c7U/l8VwoqjYSVqRFPTw3gtmHel0SIldUoefKvaP31qYm3bxrQZceorFfxzOrYi1phcylpcrMGGN3NS4i7AiFCugkBbtYEuAWc93Y1DWpmLte1d74mwJkVdw7h1m8OtRp33QB3dicXUd1CQDTRlgBpq5Tt6amB9Fm6wWDcF7tSW26KaYsoRVV962Z3MhncOaIPT04J0FuzS5LEk39Fk1dRD+giOE1RC3dbM+4e1Ydbhnhha97xNeS8ijq9Dwrocj/enxtGP2cr1BotPx/K5OP/TlLSmP8y3MeB568LPqsR3NVMdlktC1dGEdV4V33nCG+enhrAvqNRHCqzYOWRbGJzKvjfL5H4uVjx8DX9mDmgV6cMoUqqG3jub11/krH+zuw5WcQPB9KZ2t9N3wKgPSYGubL2RC4edua8MCOIzXH5bE8spKiqgV8PZ/Lr4UxszIyYFOTKlBA3xvo5dyjC0lM4ll7K0jWx+j5Jk4JceG1WSJtOxBfr+ItWRpFbUY+JkRwXa1Oyy+oI87TVt0S4UGKyy3nktygyS2svWoXNpeaH/WeW4IN7td8Z/EpBiJAejCRJPL82jrSiGtxszHhvbhiTP9pNatEZr4twLzuevy6YQd723PT5fn04tolAN2uS8qva3H9bfiQpZ1mukctguI8jB1Jbd6FtWQbcy9aM5bdFENEsI16SJO798Rg7Wtw1hXrYct+YvkwPdT+vu9amJn+vrk+gql6NiZGcJyf7c+9oH+Qy2JFUwJsbk/Tn5ONsybPTgpgY5NKjL2IXk63x+SxZFUNFnQprMyPenT2AaaHuaDQaHM0VPDciiEcm+PP9/tP8cCCdU4XVLP4jmg//O8n/xvVjziDP88o/eHFdPCU1SgJcrfnm/wbx4tp4/jiWxZJVMWx+bMxZE/bG+jtjJJeRU15HkLsNU0PcUaq1HEgtZkt8Af8l5FNcrWRNVA5ronIwN1Ywzt+ZqSFuXBPocl5CtztRWa/i3c1J/HJIlwDuZGXKK9f3Z3qo2yX5XGu1El/uSeWDrSfRaCX6Olmy7NZwfZuH5n1iOoskSfxwIJ03Nyai0kgXpcLmclBVr+L384xi93SECOnB/HUsm7+jclDIZdw61IvBr28zeH35/HCuC3U/64XnbDkgb29K4r0tyYz1c2LOoN5MDHLhiT9PtDteK9FKgDQ1f2sudIb2ceCX+4ZhYqQTFEq1lvUxuTz+p2GPmklBrtw/pi9D+zqc98WzoLKeZ9bE6gVNWG87fW+chNxK3tiYoK+KcbA04bFJftw61OuKDs1fCEq1lrc3JfFd411amKcty+dHtNk00cHShCcmB3D/WB9+OZTBt3tPk1Vax3N/x/Hp9lPcP8anQxn/62Ny2RCTh0Iu44ObwzA1UvDcjCD2niois7SWdzYl8coNIe1ub2tuzJA+DhxMK2F7YiH3jO6LiZGc8QEujA9w4fVZIRzPKGNzXD5b4vPJKa9jc3w+m+N1Hjsj+zkxpb8b1wa74mzdMyortsbn88I/cfrI5i2De/Ps9KAurT45GyXVDTz+Z7Q+6njDwF68cWMokRllZJbWYm1mxIywji+jtkVFrYqnVkfrG3hejAqby8UfR7NaLXdf6QgR0kM5WVDFi+t0YWqNVtKbeTWR/PrUDt1xNk8ybSplM1LI2RCTx6rjWURmlrMzuYidyUXYmBlRWd/6C/LU1ABMFHJ9l1mAP49lE9zLlqVrYonOKtePtTBR8Of/RgC6i8mvRzL48UB6q+WgHU+M61SvCkmS+Dsqh5fXxVNZr8ZEIWfxtf7cP6YvJTVKlvwVzarIbCQJTBRy7h7dhwXX+GJzkb0RejJZpbU88luk3q7/3tF9eXpqoF5EtoeNmTEPj/fl7pF9+f1oJl/vSSOvop7XNyTy2c4U7h7VlztH9mkz4lBU1cALa3Wf7wXX+OqXxmzMjHlnzgDu+PYIPx7MYEqIGyP7tb9uPjHIhYNpJexI0omQ5ijkMob2dWBoXwdemBFEfG4lm+N0IiSlsJrdJ4vYfbKI59bGMsTbgSkhbkzp79ot7fsLK+t5aV08mxrbDvRxtODNm0LP+rfpag6llfDo71EUVDZgaiTn1Rv66y3fmxxSZ0d4XlC5aVRmGY/8FkVOeR0mCrk++f1KiFyqNVp9gn9719orESFCeiC1SjXzvj5kYPjThJ2FMfuentCmAGm5FNNEW6Vs84d5MX+YF2lF1ayJzGFNZDa5jXkazXl0oh8Pj/cF4JpAFyZ+sBuAw6dLmfbJ3lbjjzw3iYySGr7bd5o/j2XrTcyasDEzYt/SCZ0SBYVV9Ty7Jk7vsxLqYdvos2LOsh0pfL3njGnajAHuPD01sM07ecEZNsXm8dTqGKrq1diaG/P+3LDzto82N1Fw96i+3DbMm7+jsvliVyrpJbV8+N9Jvt6Txh0jvLlnVF99tEGSJF5YG0dZrYogdxseucbXYH9j/JyZP8yL3w5n8tSqGLY8NhZL07YvZRMCXXh9QyKHT5dQVa9q14hLJpMR4mFLiIctT04JIKWwmi3xughJTHYFR9JLOZJeymvrEwjxsNFX2vR1vLyfnyZTrjc2JlJVr0Yhl/HgWB8WTfQ7a2+prkSjlfhs1yk+3nYSrQT9nC35/LZBBLjpKm/yK+r1niTzh3l16hjNK2zUWgkvBws+mx/RZbkl3YHNjdE4R0sTZgxwv6DqyJ6EECE9jHqVhuAXt7T5momRnF/vG6ZP8mxOfhsCook/Hhjebimbj7MVT04J4PFr/fFp5jvSxKc7ThGZWcacQZ5MDnbDWCFDpWm7wkchl/HEnyfYmlBAUxFQoJs1RgoZcTmVmCjk/Hrf8PMWIJIksS46l5fWxVNeq8JYIeOxSf7cN6Yv/0TlcvuKwxRWGZqmRfTwteOLTb1K17X5p8YLYYSXHcvmR+Bh1/mkRhMjObcM8WJ2hCcb4/L5fGcKSflVfLErle/2nebWoV48MNaHYxllbI7Px0gu4/25A9qMuDw7PYjdyUVkl9Xx1qZEXp8V2uYxfZyt8HGyJK24hr2nipnewYoqXxcrfF18WXCNLznldWyNz2dzXD5H00uJy6kkLqeS97eepJ+zJWGOIHeqYKCX/SW9I08rquaZNbEcPq0r5xzgacvbNw24pMmMZfUa7vrhmH4ZdnaEJ6/N6m8Q7fj9aCYarcTQvg6dKgluWWFzXag7b80OvaKil5Ik8c1e3VLn7cO9qVddmBdST0KIkB5C0w/to7+fMHj+6amBfLA1GbVW4oUZwfTv1frOQKOVGP7W9nb33XTHcjZarlN62JnjYW/OkdOlBhUsZ0OjlfTruOP8nbl/jA825kbM/kJnYPTs9MDzvrMpqmrg+bWx+v2GeNjw/twwiquUzPrsjDNsc9O0KyF0ezFJL65hwW+R+pLrB8f58OTkgC7LlzFSyLk+rBczQt3ZnlTI8p0pRGeV88OBdAPDvYUT/Nr8PANYmRrx7pwB3LbiML8cymRqf3dG+7W99DAh0IW0fafZlljQYRHSHA87c+4e1Ze7R/WluLqBbQkFbInPZ19KMalFNaQWwZqkg/SyNWtcsnFjSB+Hi9brQ6XR8vWeND7ZfgqlWou5sYInJvvry80vFftTS3hyawnlDbo5vDYrhDktmliqNVp9ouVtnYiCHEsvZeHKKPIaK2xenBF8RTaUPJ5RRnRWOSZGcu4Y4c03jaXvVwNChPQAjqWX8tqGRIPcij6OFvz98ChmLNuHWitxXag7t7fxJa9Tatp0Sn12eiB/HM0itaiGP45mcd+Y9ttEF1U1MKKFiNn39DXIZDIyS2q5/6djej+Gc2GikLN+0Wj8Xa2prFcx49N9qDQSU/u7ced5OgOuj8nVh+2N5DIWTfTj2mBX3t2crE9ItTYzYtEEP/5vpLewX+8A66JzeXZNLNUNauwtjPnw5oFcE+hyUY4ll8u4NtiVSUEuHEgtYXljp+cmkvIrScyrJMi97Tv7Ub5O3DHcm58PZfD0al21TFvLLROCXFix7zS7kovQaKUL+qF2sjJl3lAv5g31orJexfaEfP48kEx0oZrcinq+35/O9/vTcbQ04dpg18acFccu++ydyCpn6eoYfaL3WH9n3pgVckmXFTVaiU+2n2LZjlNIEvi7WvHZ/Aj82ohy7EgqJL+yHgdLE6aGdLwpXlsVNsvnh7crSns63+zViY6bwj1w6qH28p1FiJBuTEZJDW9vStInmzUR4WXHX/8byUO/HCenvA4vBwvemh3a6u4gq7SWMe/ubLXfh8b344Gx/bA2M+aZNbF8vz+du0b2adPHIbuslttXHDbooLtkSgAymYz8inpe25DQYQECoNRoeXdzMm/eGMLL/8aTWVqLp70578wZ0OG7m5LqBl74J07f9TbI3YZnpweyJT6fGcv2odFKGMll3D7cm0cn+vVY06JLSb1Kwyv/JrDyiK6sc2gfBz65deAl8ZSQyWSM8nWisKreQIRsistnU1w+k4JcePga3zaX0JZOC2TXyUKySut4c2Mib7VhgjWkjwPWZkaU1ig5kVXOIO+uWYqzMTPm+rBeeEmFBPYP5UCartJmW2IBJTVKfj+axe9Hs7AyNWJCoAtTQ9wY5+/cbv7K2ahpUPP+1mR+OJCOJOnaOrw4M7jDjS27ioLKehatjNIvAU3qa87H/zcCK/O2v2NNfaLmDu54aXZ7FTZtLTNfCWSU1LA1QRfJvbdF8vTVwJX5rvZwKmpVfLrjFD8dTEelkZDLdOWvoLsT+/KOQfx8MJ2tCQUYK2Qsnx/ean1076ki7vj2SJv7H9jbDoAbwz14f0syOeV1bIrLZ2aYoT15SmEVt684Qn6lYT7JrHAPfj6UwbubkqhqUGMklzHS1wkzI7n+y3Q2tiUW6JNHdfOP6LAnw6bYPJ5fG0dJjRIjuYz7xvhgYaLgoV8i9UZsk4NdWTotsFPVNVcjKYXVPPJbJEn5VchksGC8L49N8uuUuVhnKais5+V1usZmS6YEcE2AC5/vSmFDbB7bEgvZlljIyH6OPHKNLyP6Oep/eC1NjXhvThjzvj7EyiNZTAtxZ6y/ob+NsULOOH9n1sfksT2xoMtESHPMjBVcG+zKtcGuqDRajpwu1Zf+FlY1sC46l3XRuZgayRnjp/MimRTk0mbjxpbsTC7k+b/j9E6aN4Z78Px1QZe8Idvuk0U8/scJSmqUWJooeH1Wf7ykwnYN3jJLatlzSick5g/t2FLM2SpsrlS+23caSYLxAc5tRpOudIQI6UYo1Vp+PpTBp9tPUVGncxgd6+9MqIcNn+1MRSaDT+YNpKCigTc36vow6Oze7fT7kCSJr/ek8damJIN9PzbJj90ni/Qul6C7cN4+3JtPtp9ixd40Zgw44ykSk13Ond8d0fcEac6jK6M4llGmf2xhomBP411Le/R1suR0cU2r55uMhs5FaY2SF/+JY32Mzpo5wNWacQHO/Budq784h3jY8Px1wT2yXfflYk1kNs+vjaNWqcHJyoSPbhnYpkndxUSSJJ5dE0tFnYoBnrY8ONYHI4Wc5fMjeLyomi92pfJ3VA4HUks4kFrCwN52PHKNr95UbriPI3eN7MMPB9J5enUMWxaPbSXKJwa5sD4mjx1JhTw1NfCino+xQs4oXydG+TrxyvX9icoqZ2u8LqqTWVqrF+EKuYwRPo5M6e/K5P5urXqElFQ38Or6BH03WE97c964MZRx/pf2/VFrtHzw30m9M3KQuw2fzQ/H28GcEyfa7we18mgmkgRj/Jzwdjx700GNVuKznSntVthcqVTUqvjzWDYA959lSfxKRoiQboAk6RI2396USHqJro18gKs1z14XRG97c2Yu09myL7zGl1BPW2Z8ug+lRsuU/q4GHRZrlWqWrIphQ+MPdRPPTQ/i/rE+bQqFO0Z488XuVKKzKziWUaYzd0ot4b4fj1Kj1BDmaUtOeZ1Bc73mAgSgsl4XDbk+rFerxnkANw/2ZHqoO6cKqlkdmd3KoXXyR7v56JaBjA9oO/dgc1w+z6+NpbhaiUIuY0gfeyrq1HzdmLzlbmvGkikBzBrocdU1JusstUo1L/0Tz1/HdRfAET6OfDJvIC6XoVnW6sgcticVYqKQ8/7cMIMIjI+zFe/NDeOxa/35encqvx/N4kRWOff9dIxAN2sevsaX60LdeWpqADuTC8koqeX19Qm8OyeMV/9N4Eh6Cf8+Mprx/i7IZZCUX0V2We0l8/qQy2UM8rZnkLc9S6cFkpRfpY+QJOVXsS+lmH0pxbzwTzwRXnZMbUxsPZZexusbEgxuAhZN8CO4nfyYi0VueR2Lmt103D7ci+evC8bMWIFG034Fh1Kt5c+jTQmpZ3dILayqZ/EfJ/TmgW1V2Fyp/HokgzqVhkA3a0b2uzpvnq78d7mbE5NdzuvrEzmSrltjdbIy5YnJ/swd5IlaK3HT5weoUWoY2teBRRP9ePT3E/o8indnh+kjF5kltdz81cFWSyd3DPfm/rHtK2wnK1NuCvfg96NZfLMnjfJaFQt+i0Sp1jLCx5Fv7hxMyEttlwSDztfjtuHe3DmiD262Zm2KkD+PZevVfluU1aq46/ujhHvZYW1mjLWpEVamRqi1EqsjDbfTaCWDDpMPje/Hwgm+V8UFq6s4WVDFgl8jOVVYjUym83pZOMHvklZWNJFfUc8r/8YDsPha/3ZLOD3szHnlhhAemeDHt/tO88uhDJLyq1i0MoqP/jvJQ+P68daNodz27eFWn7eEvEr697JlkLc9R9PL2JFUyP+N6HMpTs8AmUxGkLsNQe42LL7Wn/TiGrY0OrRGZZYT2fhfU5SzJU+tjgF0lV4RXjphE+Fl31jm3vVLZzuSCnj8z2jKa1VYmxrx1uzQDneU3hKfT0mNElcbUyYGtZ/YvD+lmEd/P0FxdUO7FTZXKkq1lh8bq8HuH+NzRS85nQ1x5b5M5JTX8d7mJNY2hlrNjOXcP8aHB8f10ydgvfJvHAl5lThYmvDpvHBWHs1iQ2weRnIZy24N19sU7zlZxP991zr/I8zTlhdnBp9zLveO7svvR7PYmlCgz+m4NtiVt28K5c429gvg7WjBPaP6MmeQ5zkT7Yb2daCqXq0vl22PqHbM1M7GF7tS+XJ3KlamRlibGmFtZoyVmU7EWJkZYdP0b1NjrM10z7UcZ9P4vLmx4oq+EEiSxF/Hs3nxnzjqVVqcrU35ZN7AS+qq2XI+S9fojNAG9rbj/jHnTspztjZl6bRAHhrXjx8PpvPd/tOcLq7hqdUx9LI1o60m1E3RgwmBrhxNL2N74uURIS3p42TJg+P68eC4fuSU1zHv64Nkldadc7us0jqySuv0yzTmxgoGeNrqRUmEtz0OF5CMrdJoeW9Lsj7SGOphy/L54edcUmlOk0PqLUPaboXQssImwNWa5fPDr6qciPUxuRRUNuBibdoqH+9qQoiQS0xVs5bxTRbnN0V4sGRKgEElwsbYPH4+pPsif3hzGCU1Dby2Xpe4t3RaIOFe9kiSxBe7U3l3c3Kr41iYKPhkXniHvB1afvFvivBgcrArg1r0ogEY0seee0f7cG2wa4funNc9MooBnnYk5lUy67P9NKi1LJ0WyF0j+1BVr6a6QU1VvYrqejVVDWqyy+r053k2bM2NqW5Qo9FKSBJU1aupqlfDWUzZzoVcpvOfsDZrFCymRo3CxfiMWGkUN9aNzzUfZ2Esp0EtIbX1S3iZqWlQ8/zaOP5ujFSN8XPio1sGXtZywL+OZbMruQgTo9bLMOfC1sKYRRP9uHd0X347nMlXe9LadPSNfnGyXlhOCnLhnc1JHEwtoaZB3akqlYtBXE4FS9fE6AVIoJs1k4Jc+Tsqx6Cte3OG9nHASCEjNqeCqno1h0+X6itWQFfCH9EkSrzsCXCz7tD3NatU1yH5RKMdwF0j+/DM9MDzKjFOKaziUFopchnMG9K71estK2zmDenNSzP7X1EdjM9FkwMswJ0j+5yzBcKVTPf4Fl4FqDVafj+axcfbTurzK4b11bWMb2nQlVFSw9OrdKHXh8b3Y3AfB2Yu24dSrWVioAv3ju5LTYOae388arA04WFnrr9ovXx9f/o4nfvORZIklu1IMXhOZ9Peelnl74dHnrVLZUKuYaTDx8mSUA9bahrULPgtkga1lvEBzjwwRmcPb2asMGgMtiOpgK/3pLa570A3a56dHmRQ+SBJEvUqLVX1Kqoa1DohU6+mukGlFyXVDU1Cp1HsGIw785xW0lUgVdarL7hng9E/W/VRFv3yktkZwWIQjWn2mrWpscE4UyN5l0RmEvMqWfBbJGlFNchl8MTkAB4a1++y5s/klJ8Rm09O9sfXpXOVTJamRswM68X62DyKqxtavT7vm0P8et8wHCxN8HWxoreDOVmldexLKWZK/477VlwM6pQaPt5+khV7T6PRStiYGfH8dcHMHaxbjjiUVtKuCDmSXoqdhTHXBrvi62KFpYkR8bkVHM8oI7WohvSSWtJLavXfY0sTBQO97PSiJNzLrlVlzpb4fJb8FU1lvRobMyPenRN2Xt4eTTSV5U4McqVXi6TzlhU2b94Uyg0DPc77GD2dg6klJORVYm6s6JSJ25WEECEXGUmS2JlUyJsbE/Uda32cLFk6LZBrg11b/cg0qDU88lsUVQ1qBnvb8/i1/jzxZzSni2voZWvG+3PDyCytZdx7uwy2e2FGMD8dTAfgugHuzO3AuqpWK/H6hkR9Z9SzMcbP6ZxtspfvPGXweFa47uLywto40opqcLMx48ObB7b68auoU/Ha+gRWHW+dN+JsbcoT1/ozd3DvVndyMpkMcxMF5iYKLsROS5IkapUavSjRi5dGsXJG4OgES1WjqKluKWqUaiQJ1FqJ8loV5bUq4Nzh9fYwVsjOCJWWy0stojE64WL42NLUiPXRuby5KQmlWoubjRmf3hrO0L5tW/RfKiRJYunqGKoa1ER42XHv6M5XBWyOy+fxP09Qq2w7STIxr5KI1/7jvtF9uX+sDxMDXfnhQDo7EgsvqwjZn1LMs3/HktGYiH7dAHdemhmMi7UuMXhNZDbHMsowN1ZgZWZEUVUDX94+iHe3JJFWpKsyK69V6UWGhYmCawJceHSSPxFedpwqrCYqo4zIzHKiMsuoUWrYn1KiT/4E8HG2ZJCXPaGetmyJz9e/FtbbjuW3hnfKAK1OqWF14/e4+Y9rexU2V2sZfZM52dzBnh0q076SESLkIpJeruLD74+xv7Gvgr2FMY9O9OO24d7tLpO8tTGJ2JwK7CyM+fTWcFYfz2ZddC4KuYxl88M5kVXO3T8cNdhmy2Nj+WZvGhkltfSyNePNWa2Ny1qi1mhZuia2zR9+0F0Um1fZvHlj2705mjhVUNXKVG3WQA/+Op7Nmqgc5DL49NbwVmvVu5ILWbo6tlVCrZmxnAcac2QudthcJpNhaar70W5ZJnk+qFRqDh+Poo9/MHUqbTOx0kZ0pl5NVYOqWUSmaZxa73ei0kiU1igprVGe48gdo0ap5tX18focmaZcGKtmOTJNScFn8mfO5NJ0lW37yiNZ7D1VjGnjMkxnEmLrlBpe25DAb4133c2ZGOjCsvnhBj2WVuw7zU8HM3Cz1b2/O5IL0WqlSx4NKq9V8saGRH1VkrutGa/dEMKkZk0BK+tV+uTUhRN92RyXT1GVzjdj2+JxPPrHCf6N1uWDDO3jQFZZLXkV9WyIzWNDbB4mCjmjfB2ZGqJzIbazMOFkQRWRmWVEZuhESVpxDWlFuv/+anENGNXPkbTiGmzMjTvs39PE+phcKuvVeNqbM7ax1PtsFTZXIymFVexMLkImg3tGXX3mZC0RIuQiUFhZz/tbkvnreAkSOqvyu0bpWsaf7Uu9OS5f3zvjw5vDqKxX8dI6XeXAE5P9+Tc6z6C3xhg/J766YxA7kgpZdTwbuQw+umWgPmG1PRrUWga++p/+x64tJgS4GIiQc90VLd+Z0iopsF6t4cV/dO3YH7/W3+AOvLJexRvrE/njWJbBNjIZ3BTuyZNT/C+JW2dXIpfLMDeW425rhkLR+QusRitRo2y9vNRcrFQ1y6XRLzc16KIzqUWt/VhAlzcTl3P25OCzYWokb50v0xiVsTRRUFtRxeHKNGzMTQyiM83HV9SpeGODbhnmqamdM5SLz61g0cqoNs/TvTFaaGFixN8Pj2T2Fwf0Rn9KjZbMUl3koaiqgb+jcph9iSoxJEni35g8Xv03nuJqJTKZrnJtyZSAVlbzH/93iuLqBnycLLlvtA+bm4l7eWNTv+KqBg6mlZBWXMOah0ZSVqvUVdrE5ZNWXMPO5CJ2Jhchl8UypI+DvvS3qVy2tEYnhlpWnwF8viuVz3fpfIl8na2aJbza4eNkdVbh1rQUM3+YF3K57IIqbK5Uvt2nizxfG+TaoSXzKx0hQrqQWqWab/ac5qs9qfrw8PRQN5ZODcLrHC2/s0preWpVNAAPjPVhWF9Hrl++jwa1lqF9HPhiV6ou8bKRN28MZf4wL7LLanlmTSwAD4/3ZdhZjLqautsuWhnV6jVTIzlbF49lfUwe721J5om/ovWvnWvN8nRxjf7OrIlAN2sW/BpJvUrLGD8nHh5/ph373lNFPPFntL6zbRPDfXQ5MiEeV2Z/iI6ikMuwMTPuVDfhnw5m8MaGRJQa3fLLW7ND8XOxOvvyUjOx09a4usaOng1qLQ3VDW3mXuhJPNnh+f58MJ11J3IMozEtl5f0+TJGWJgYsep4drvLh4rGqrEmm/5wL3seGNuPL3en4mRlwuuzQll5JFNvB/7EX9H8l1DAgkb/nYtFTnkdL6yN0/cz8nOx4u3ZoQzybr0slpxfxY+Ny6ovX9+/zYRFUyMFX/3fIG7+8iBJ+VXc+f0RVj80kqemBrJkSgAphdX60t+4nEp90uor/yYQ5mnL+AAXjmWU6pdfBnvb89EtA6moUxGVWdZYKlxGRkktpwqrOVVYze+Nnh+25saEN+aWDPS0QabS6ucVl1PBiaxyjBUybgz34I0NCfrOsJ2psLkSKaluYHXjEtrZ+nVdTQgR0gVoG/0s3t+aTEGl7gId3tuWOb4K5k0aeM67YqVayyMro6hsLFVcMiWAp1fH6O/0mjxEmvhv8Vj8XK3RaCUe/yNaX+L46CS/NvdfXqvk18OZxOZUtPn6+3PDmB2h60Fx2zAvlu9I0f/wgM6V9Wx8vjMFraQr221a424yJHO2NtXngVQ3qHljQ6K+P0kTPk6WPDM9iEmNDpiC86eiTsXS1TH6JbFJQa68P3dAl6w3qzRaagzESuvlpco6Jaez8zGztqOmQdMiKVg3tqkarIkmY76uQqOV+Hbfaf44mtWsBFv33SuuVvLUqmi+v3sISrVW36Nmc+OP9Vh/ZxaM73dWEd+Z+fx8MJ33tiRTo9RgopCz4Bpf/jfep81qE0mSePGfODRaXUPHlvbzzbExM+bHe4Zy0+cHOF1cwz0/HOW3+4dhYWKEn6s1fq7WPDLBj6zSWrbE68zRjmWUEZ1dQXS24XXg+RnBeNqb09vBghAPW+4YQePfrIHIjDOiJCa7nIo6FbuSi9iVrBNyMiDg0H4ivO31uSD9e9ny0C+RF1Rhc6Xy86EMlGotYZ62DOnT9e0DeiJChFwgB1KKeX1DIgmNHhie9uY8PTWQaf1diI6OPsfWOt7bkkR0Vjk2ZkYsuzWctVFtV6f4u1rxz4LR+lK2z3emcCS9FEsTBZ/MG9hqzf50cQ3f7TvNquPZBqKiievDevHizGCDMk07CxPmDvbkp4MZ+ufOlpORVVqrL/vsbX9GhICu5PWTeQNxtjZlf0oxt604bLCtqZGcZ6cHMX9Y214Cgo4RnVXOIysjySqtw1ghY+m0IO4Z1afLBJ2xQo6dhclZBY1Go+HEiVoGDhzQpujOKq1lwge7UGkk7hnVl9mDPAyrlNpaXmqMzjSvADsXLfOSmlNZr2b2FwfbfG3PySIDR+HpoW76aqWW0ZnmfjMWxnLqVFq0Wonmp52cX8XSNTF675vB3va8PTsUX5f2fTDWRedy+HQpZsZynp9xduEP4Gpjxo/3DGXOlwc4kVXOwt+i+OqOQQalzr0dLLhvjA/3jfHh232n2yx/n/XZfjzszJka4sbUEDcivOxRyGU4WZkyub8bkxsTeFUaLYl5lQbCJLusjqT8KgMX5BPNun3fNbIPS6YECAGCrknkz43X1XuvYnOylggR0klSCqt5a2Mi25u1jH/kGl/uHNnnnJbGzdmeWKAPWb43N4x6lYYX/4lvNe7Z6YE8MLaf/nFkZhkfb9dVo7x6Q4g+zClJEkfTy/hmbxrbEgvaNG8C+P6uIe22aG/eOv1c7oVf7E5FrZUY7etEeonhGv2iiX6EedrxwE/HWjW2e3CsDw+fI0dGcHYkSeK7/em8vSkRlUait4M5y2+NIKyxQWF3QauVWLIqGpVGaixLD+pQQmi9SsM7m5PaFSEWJgr9suc7s0MxVsjP5M20EDXbEtvvcdIWTR2aO4rsny1YmRhhYiSnpI1E4rDedmyIycfKrFi/vNR8GUomg+f/1uVPLRjv22FbeV8XK769czDzvznM9qRCnvs7jrdbdNTWdUiOZ+UR3ZLK0L4OvDErhPjcSjbH5bPrZCE55XV8u+803+47jZOVKdcGuzI1xI0RPo76JSFjhZwBnnYM8LTjrlE64bnz4HGUNh489kcMSo221fx+OJDOz4cyCHSz1ueVRHjZ4+VgcdX9CK+NyqGkRomHnTnTO1H6fKUiRMh5UlLdwMfbTvHbkUw0WgmFXMbtw7x4dJL/ebsU5pbX6XMv7h7Vh7F+zly3bG+rqMWWx8YaNHKqqlfx2O8n0GglZob14qYID1QaLRtj8/h232listtedmniw5vD2hUggD7HBEBxlgtFXkUdqxrtsUf5OrEvpdjg9ZBetvRvYfk+IdCFV67v36nyP8EZymuVPPlXjL4b8bQQN96ePaBbirqfD2VwKK0UCxMF780J65AAOVmgs2Rv2WeoiUUTfPl0RwpyGay8f/g5l1Ea1BquX7af5IIqrgt1J9DNmg/+O0lYbzs+vmUg1fVqUouq+WjbSYNoHugcSScEulCn0hgmBTcKHr1hXoMa2kmXaUpG7AjLd6bw+9EsfUJv0/f52b9jmRnWq5VJnrWZMQ+M9WHZjhT+OJaFjbkRz04PQiaTkVJYzYJfI0ku0HVIXniNL4sm6jok+7laMyvcgzqlht0ni9gan89/iQUUVzew8kgmK49kYm1mxKQgV6b0d2Wsv3Or9gj25goc3G0MBMjQPg5MDHIhJqeCqIwycivqic+tJD63Um/A6GRlQrhXk5maTthcyWZlkiSxovEzcNfIPpe0Q3V3R4iQDlKv0vDDgXQ+25Giu9igW3d/Znog/TqR4a/SaFm4MoryWl3n0GemBXHvj0f1HgCg84mIfXlKq1K2l9bFk1lai4edOUunBfLN3jR+2J+ud4w0NZIztK8De08ZioImzqfk9e8TOSyZGtCms+ZXu9NQarQM6+tATnnr9f37fjpm8HjNwyOJOIfXiODcHM8oY9HKKHLK6zBR6EL3dwz37pZ3lunFNbzd2NH5mWmB50zQliSJXw5n8vr6BBrUWhwtTdBIUqPnio7fHxjO3d/rytQXT/LvUB6HqZGCD24O44bP9rMhNo8+Trp5JOdX4m5rhpmTglBPW2aFe1Bao+SH/af54UA6lY2JudHZ5Tw4rh9zB3kafB/VajW7DkXye6rMINoya2AvRvk66RN9qxt0JnjVjRVMzaudWhqSNai1bZqU5VXU663Uz8Y3e0/ro6vNMVbISS+p5cV18WeiMc3Ks+cM8uS24d7E51aw71QxB9NKqKpX83dUDn9H5WBmLGecvzNTQ9yYEOiKlYmcg9n1vP/XHv0xPrw5jJsiDKOneRV1RGbolm8iM8uIy6mguFrJfwkF/NcYITWSywjuZaM3UovwssfT3rxbfqY7w66TRaQUVmNlasQtQ1u7yF7NCBHSAfaeKmLp6lj9haF/Lxueuy7ognpufLD1JMczyrA2NWL5rREsWRVtIBruG92X52e07vvyz4kz+SI55XWMenuH/jUnKxPmD/NGo9Xy2U5D59Fjz0/igZ+OEXmO/iwtO/Aq1Vp+OZTBY5P8DZ4vrKrXJ5j+b3w//Y9CW7wzO5SbB/e+Yi4olwutVuKbvWm8tyUZtVbC29GCz+ZHdHk10c6kQmqU6gsupdRqJZ5aFUOdSsPIfo7n7KZaWqPkqVVnojtj/Z3JKq3ldPEZYX7s+UnM/+YQdSoNo3wdefga3/Z214oQD1sWXOPLp9tP8evhTEwUcupVWg6kFjMh0JWCynqmfrxHt1zgaMGU/m56D43sMl2FywtrdUsmtwzujYWpgiNppcS36Il0U4QHtubG+jyxJsyM5ZgZm+BkdSZiKkkYlN1fF+quL7VuEil5F9CKoDlKtZZ1LarYzod6lZYt8QVsiS9o8/VRvo6tBAiAu6051w0w57oB7o370RCfW6EXJsczyiisaiAmu4KY7Ap+OKDbztnalEFe9vzfSO/L1t+oq/i2URTeMqT3eVe9XekIEdIBXlufQE55HW42upbxN4ZfWMv4ncmFfLlbJxJevzGEnw+l65tRAaz63wgG92ldvpdVWqtfN27JO7NDCXCz4aV/4gyy3z3tzdm6eGyHu8wu+C1S/+9lt4azcGUUPx/M4H/j+hncAX6zJ40GtZYILztSCqrb3NcYPydW3DlYJKV1AaU1Sp748wQ7G6sSZgxw562bQlt5TFwohZX13P/TMZ3IcbC8oNLVHw6k6xOn35k94Kzfmf0pxSz+4wSFVQ2YKOQ8PS2Qb/akGZjYnXx9Gi+sjeNkQTVOVqZ8fEv4eRudPXKNL/8lFBg0U9yeWIitubE+abUpz+tstPS3aU5bSeUdZUNs3rkHdVPsLEzIKq0951KrmbGCQd4O+hJlSZLIKa/TJbtmlLEpLo+CygaKqhrYHJ9PekkNmx8beylO4aKQkFvJvpRi5DLdsrvAECFCOkDT8sVLM4OZFup+QfvKr6jniT91eSATAl34fn+6Ppvc1EhO5AvXtrlcotZoWfzHCf1SUEt+OphBcn4Vau2ZTNTpoW58fEt4h5sjtWy8Ni3ETd+PZm1UDvOG6vxCSqob+OWQLgoyd3BvgxySJh6b6Mtj1wZ06LiCs3PkdCmLVkaRX1mPiZGcl2f259ahFyeytCYqR/8ZWrEvjU/mhXdqP2lF1by7RbcM8+x1Qe3+MCnVWj74T9exVZKgn7Mln8wLZ8ayfYb7e3M666Jz+eNYFrJmVVfni4mRnA/mhnH98n368/z1cKbeB6OzTAx0JrBZQndHqFVq+H5/uv7xgmv6tTmuKaoZ7G7DNYGty3YlSVcV1DxiBLrE3eY/emqNxN5Txa0iNM25f0zfs14v1kXnttvpd0NMHhti8ujfy4ap/d2YEuKGn4vVOT+nMpkMDztz0otrSS+p0dscgK4TeFsR4Z5EUz7QtFD3DiccX00IEdIBXBovdkVnM2nqAGqNlkW/R+ltuA+kFlOv0naoWdRnO1P1tsegcxZ9cUYwr/yrK7mLb9E8bt6Q3rxxY+h53SmuaLaO/McDwzFSyLl7VB9e35DIin2nuXlwb+RyGd/uO61Pnm1LgMC5HVYF50arlfh8Vwof/ncSraTr9fHZ/AiD6qWuRJIk/mz2Y7whJo+npwa2akJ2LjRaiSWrYqhXaRnt68T8oW2b3aUVVfPo7yf0/jXzh3nxzLRAQl/eqh9jaaIg7pUppBXX8Ozfus/awgl+jPLtfHg+uJcNCyf48dG2M8ZqTUneFsYK/jiWxWhfJ567LqiV1Xl7bE8qIq24ls9v6/j78+5mnUjztDdn2+Pj2rUx33uqmJjsCpZMCWiVUB6ZWcaza2JbCZAjz03ExdoMjVbicFoJ/8bksiku3yC3ppetGYVVDai1Ek5WpqxfOFpva9+SepWGl9fF6wXI0L4OfDR3AHM/30tutQZ/VyscLU05fLpEn4T6wX8n8XGyZEqjW2uYp20rQdK0RLRib5o+CVkmg8nBrtw3xofB3vY9ehm3oLKeddG6yNj9wpysTYQI6QBNTaUKKy9MhHyy/RRHmrXbrldpO9Qs6nhGKZ9sN3SifHSiH8ntVA48ONaHpdMCz/vL+8bGRP2/m5L9bh7Sm4+3nSKlsJrdp4oY6GnH57va7nTramOKlalRu7bhgo5TVNXA43+e0OcJ3RjuweuzQi5qH53jGbofWnNjBYHu1kRllvPjgXSeOYdZXUu+23ea4xllWJka8c6cAa0+h5Ik8dfxbF5eF0+tUoOdhTFv3zSA8QHOBL6wWT8u0M2azY+NpV6lYcGvkdQqNQz3ceDRiW2b8p0Pg1sYRXnYmfPpvIFkldbx1/GsxvC5jNuGeRtYnUc1JldGZpTrDc+aOF1cw7RP9gK6CpE5gzzbtTpPK6rWNzF7ccb591HJKq3lnc1JrG+Rw7Vwgi+PTfLnRFYZn+9MZUNsHkXNnImdrEyZMcCdmWHuHEwt4f2tJzFWyPjqjoh2BUhKYRULfo1qVWFzKK2Y3GoNliYK1jw8CitTI0qqG9ieWMjm+Hz2nSomrbiGL3al8sWuVNxtzZjSXydI/Fyt+ONoFj8eSNc7J5sbK7h5sCf3jO57xTir/nQwHZVGYkgfewZ2s9L57oIQIR3A1UYXCSms6nyC2L5TxSzbkWLw3P1j+rJkSuBZw5+V9Soe/f0EzVZZ8LQ355dDme3aZz82yf+8BUiDum1fExszY+YN6c2Kfad58OfjKNWtvQCa+PGeobyxPkGIkAvkQGoxj/5+gqKqBsyM5bx6QwhzB3le9DvCPxvzHK4b4M60EDfu/fEYvx3JZOFEP6w6KH5Si6p5b2syAC/MCMKjRRSlok7Fs3/H6hOgh/s48NEtA3XCp5kAmRTkyoo7BwO6nKyk/CocLU34ZN7554E0R6OV+HxnikEUBHRJ3jKZTJ+Quikun2/3pfHunDD9GAdLEyYGuTIxSNds7pk1saw8komZkQxbcxMKmv3YH0kv1Tsd25obM7C3nb4HS1hvW175NwGVRmJ8gDPXNmtedy4q6lR8vjOF7/enG5TFyhsjo3mV9Yx9d6dBdY2tuTHTQ92YOaAXw3wcUTT2dPngP93f4NUbQtq0kAdYfTyb59fGUafSNObhDGS0ny4K9Vuj78gNA3vpPx+OVqbcPKQ3Nw/pTVW9zl11c3w+O5MKyauo54cD6QaJuKBr7Hn/WB/mD/W6ojrK1irV+mXrC+kUfaUjREgHaIqEFHQyElJYWc/t355xC7WzMOb9OWEGnTPb48W1cWSXGa7BNj32drRApdbqS3ObCHpxM2lvTj+v5Nk3NpyJgmxYNNrgtQmBLqzYd/qsAuS9OQMIdLs4ywRXCxqtxLIdp/h0+ym0kq7HyGe3ReDv2r7LZldR06DW31XfMqQ3g7zs8XG2JK2ohj+PZnHP6HN3+9RIEk+tjkWp1jLO35mbBxuWIh45XcriP06QU16HkVzG45P9eXBsPwqr6hn46n/6cXcM9+a1WSGArivrr4czkTU2Z7yQLsdFVQ0s/uOE3s/mpsYE86ZO0nE5FYR42HLfGB82xeWzNiqXJ6cE6L//LUkp1EUiH4ywYdENI1AoFPyXUMD9LUrTK+pU7D5ZpO9Z05yQXracLq6hr5PlOUXmjwfTefzPE5Q1W1JpwtbcmJf/PeOGammiYEp/N2aG6UqFm9/opBZV8+jKE0iSri/UrW0sl9Uq1bz4T7z+bzOynyMfzxuo/1sUVTWwtbFKZn47JafWZsbMDOvFjAHu7Esp5q7vj6LRtnZPrFFqSMyrYl9KMeMDXDoseLs7q49nU1GnwtvR4ryE5tXGlfFuX2Rc9JGQ8xchtUo1Q9/crn8c4mHD13cM7tA6+99R2aw90bqkzlgh4+5RfYnPrWB/SglGchkf3TKQ4xll+rsMn2c3kv72dR2eZ3Ob9v69dBUR5bVKPt2ews+H0s+5/dzBovb9QiisrOfR30/oQ/w3D/bkletDLpmB04bYPGqVGvo6WerX4e8d3Zfn/o7ju/2nuXNkn3NGIP5NruFEVjXWZkYGrp1qjZZPd6SwfMcpfY+hT+aFM7C3HacKqrj2ozM+E0umBLCgsew2vbiGpaubmjP2O2svlXNxIKWYR/84E1167YYQ5g7ujVqj1f/Qzli2j9NvTWeQt86rIiqznF8OZvD45NYJ1pIkkZSnEyFetmcuo9cGu5L+9nUk5lXy+a7UVo0dW7J8ZwrLd6Zgb2FMuJe9/thhnnZYmhohSZLerKypX0tblNWqMDWSMzHIhevDejE+wKXNJZ6qehUP/HSMqgY1g73teWlm/1ZjkvOrWPBbJCmF1chlusjqgmt8Dd7/P49lodZK+DsYt5sD056B4lh/Z8I8bamoU7E1voD8ynr+jc7l3+hcTIzkjPVzYkp/NyYFueqbEfY0mvoYAdwzqu8FRe+udIQI6QBnckLObzkmt0rN7Fe26R9P6e/K8vkRHeqTkllSy+I/WveeCfey4/nrgnhnUzJH0nV9Jr64fRDXBLgwM6wXiXm6rpkAE97fxY4nx5/zWM3XjE2M5CjVWn46mM6yHSlU1KkMnm+L1xvvWgWdY++pIhb/cYLiaiUWJgpenxXSpt/CxeSvxqWYuYPPLPvcFO7J+1uSyS6rY0t8PtPPUhl2qrCalfG6Uu0XZwTjbqsT2VmltTz6e5Ten2Z2hCev3NAfK1MjjmeUGvRyeXf2AG4eohOzDWoNj6yMpLpBzZA+9ixu4VPTUTRaiU+2n2LZjlNIkq7/0mfzI/BrjC4ZKeRMD3XT27SvOp7N3MG9uX+MDw//GsnPhzJ4aLxvKzGYU15HVYMaI7kMD5vWl9EgdxuW3RrO49f688WuFNZE5hhUrgHcPtyLpLwqYnIqKKtVsSOpUN9pVy6DNoIGrTBWyBjr58zMsF5MCnY9axRBq5VY/Ec0qUU1uNmY8fntEQYREkmS+PNYFi+ti6depcXF2pRPbw1neAszOI1W0nsETe7XOpetsl7F70cyWxko3hThyb2j+xj0z3l5Zn+is8vZHJ/Plrh80ktq2ZZYyLbEQhRyGcP6OjA1xI3JwW7t5qx0R7b/P3tXHd7U+UZPPJWk7u6uaIFiw3XYBgzGkPkGU8bc2fYbE+YCGxN0wGBj2PBCoUjd3S1N2zSV+P39cZPb3iZpUyiyLed59rAmN8ltkt7vfO973nPyGlAu7oSNBQeLht7av+V/GswkxAToNCHiDgWUao1JJOKPjFo8fbTbfOzuWHd8auK4o0qtwQPbLuvd/uacCEyPcsXKH68gp7YNAj4bPzwwDMN6eIrsfjgBYa8eRZdSjdKmDjyxIxVfLI3v8/XW7+0mO4+PD8TkT85S1tUhLgK8PDMMBfVSmnBVBw6LgZk3OLb8X4VKrcGnJ4rw5ZliEAQpxPxiaTwCnQfuwHsjKBG140p5C5gMkiToYMFlYflIH3x2qhhbkkqNkhCVWoPn92ZCpQEmhDhReUMH02vwyu/ZkMpVEPDYeGdeJObGegAgL9Krf+puW2y5fyitPbnxrzxk17TBzpKDz5bEXZfNdUObDOt2pVHZM/cO9cIbcyL0CMWj4wIpEvLKgWyMCXLElHAXeNpZoLqlC/vTqvWM1nSi8AAnK3D62OX6OVrhfwtjsG5SMF49kE2RDAC4UtaCxyYEYEq4K/Lr26hQuMNZdSYRkDdmh+PuOA+TdRSbTxbhRF4DuGwmvl0+hNZmaper8MrvWVTldWywEz6+J8agU/K5QhGqW7pgY8HBKK/u56hq7sSPF8qx+0olOrSZPo7WXCwf6YtlI73hYOC5mEwG4rztEOdthw3TQlHY0I6j2WSycV5dG5JLxEguEeO1gzmI9bIlQ/YiXOHreGcLV3WThktHeJvs0fRfhfndMQF2llywmQyoNAREUnmfrZQuBRkW1dN3YGywk8kEBACWbU2h2bf7O1rh1zUjQABY/O0llDZ1wMGKi59XD6daJz2R+9ZU+L14GABwKLMOwS5FWNvHRMHpHmVenWDP0ZqHZ6cE456hXlBqR4sNYXyI8z+2ZHo7USfpwrqd6ZR4cekI7+uakhgM/KbN/xkf4qynuViW4INvzpYitbIV1ypaMMRH33b/23OlyKppgxWHgXfvjkC7XIXXD+ZgvzZdeYiPHT69N5aaANtztQrr92ZSj+9tznckqw4/aduDH98TS1VVBoJzhWR1SdxBVpc2zovC3XEeBo+NcBfC0ZqLpnYF5CoNNuzLwraVw7BqtB/eOpSLrUllWDLMm6ax0o2ThroKAPTPGDxsLdCTq1jz2ChokGLdrnT4OFji0XEBWBDvgarmTqOhk73xzl952JdaQ7Vw+rI6P5ZTj83awMt3746khRzm1rbhiR2pKG3qAIvJwLNTgvHI2ACjmrLtKeRnsyDeHTyWHOlVrfjhQgWOZHeTpyBna6xJ9MPcWA+Tv9MMBgMhrgKEuAqwblIQKsWdOJZDEpJrFS1Ir2pFelUr3j+Sj1BXAaZEkIQkzE1wR43xZlS14nJ5MzgsBh4Y5Xu7T+eOh5mEmAAmkwFnAQ+1Ehka+yAhPUfZdPB3tMI3y/quROgglSmx6JuLtNCu1WP88MrMMJQ2dWD5lhTUSmTwsLXAL6uHw99IZg2DwUDhO9MR/MoRAMDHfxca3Tkcz6GnhfI5TDyY6I+HxwVQpd1fLlbS/AV64u5Ywxd2M4zjdH4jJTC05rGxcX4U5sTcmEX69UKl1mBfKklC7jFQNnYW8HF3nDv2XK3G1vOlGOIzhHZ/fn0bPtUS11VxQtRLZFj8/WVUNneCySA9PZ6cGEhVMr48XYwPjxVQjz/+9Fia8LZS3In1+0iC8vBY/z6DFo39Ph//XUiNkYe6CvDlffF95jsxmQxMCnOhNg5nC0XYc7UK9wzzwicnClHa1IHTBY3UVAwAynGVDJY0bv6lw6n8BpzIawSHxcCRdWPhZM3DzxfL8cOFMlSIO7FhfxY2GPHc0WFssBMSAx1pVudZNRJk1ehbnevSaiM9bFDV3IlndqcDIMPTdPotgiCwPaUSbx3KhUKlgZsNH58tiaNVVnujprWLqubYW3Hx0qlaFIi7ryGJQY5YPcYP44KdbpgYeDtY4sGx/nhwrD8a22Q4ntuAYzn1uFgiRn69FPn1Unx2sgje9paYFumKqREuiPOyuyE368GALqhudrT7DQmp/yswkxAT4STko1YiQ4MRXcjea9V4VTvKpgOXBXy5NNakctzfuQ14alcaVcYEusOgsmskuP+Hy2juUCDAyQq/rB7Rr7CVy2Yi47UpiHmLNH5au5NeyZDKlPhKO7+vQ4yXLb5ZFk/becpVaprqviesuCzcFTawReK/DKVag03HCvCtNoQswl2IL5bGw+82lpbPFoogksrhYMXFxFDDCv7VY/yx52o1jmbX02y5lWoNnvstA0o1gYkhThB3duGe71Kg0hDwsLXAp4tjaQva6wezqQoHACRvmEj7HitUGjy5MxVSmQrx3rZ4burAHHfrJF1YuzMNV8pJU7/7RnjjVROrS3f1ICEA8PahPIwJcsLS4d749lwptiSV0UiIbqMQ4iIAuvomIaTRF/k3tGqMHwKdrSFTqhHkIkC7EQdkQ1g5ypciZb2tztMqW5BT20ZZnR/ttbnQYbV2ykkqU2LD/u5R6YmhzvhoUUy/Vc0fzpdR1Y5Nx8nKCofFwNxYD6we43fTjPSchXwsG+mDZSN90NqpoLxIzhWKUNncie/OleK7c6VwFvAwJcIF0yLcMMLf3qTW+WCiprULh7XW+6sT+58oM8NMQkyGzjW194RMp0KFVw/kULtJLotJze8/GCfsd7yyUSrDm3/k6mVGvDIzDPPjPZFSKsaan0g1e5SHDbatHGawt2oINpYcnH1+PMZ9eIZ2+6+XKvDS/iyItc6tOhx8fLTec3zRy9uk5/Nx2Mzb0j74J6KmtQtP7kilBJr3J/jgpRlht/3903mDzIvzMOpXE+IqwNhgJ5wrFOGHC2XURMXXZ0qQXUMuwOXiTpzSunbOjHbDxnlRsLHozrV56OerOJ7bHXyW/tpkPS3DB0fzkVEtgY0FB5+bKODWoXd16b35UZg9gOrS6EAHSnwt4LEhlauwYV8m3l8Qja3ny3CxVEyN8MqUasqhNNRVgHr9wFoavj9XisrmTjhacxHtYYtn9qSbnC9jZ8mBJZetl6rLYDDgaWcJTztLqorWpVAjq0aiNVNrwdWKFsqdWYfE/53We43np4bg0XHG2y8ASfC2JpVREx8AYGvBwV2+XDw3Zxjc7G4dkba15GLBEE8sGOKJToUKZ7VeJKfyGtEoJSMlfr1UCRsLDu4Kc8a0CFeMDXa6JX9r2y6UQa0hMCrAwWCr3Ax9mEmIidCJU0U9KiEF9VI8tv0aSkQdYDKA+xN8KYfCu2PdMcHXsAEY0K1Ef/evPLTJ6LuhCSFOWJPoj1P5DXj011TIVRqM8LPHlhVDBxxY5uNghb2PJGDhN91TCD3TenWIMpDEWtXcSTNYO/bUWJpC3ViLxgw6/s5twHO/ZUDSpYSAz8b/FkTfcAbRYKBJ624J9D9ivWaMH84VirDnShWemhSMmpYufH6qiLq/tKkDfBYDb94dgXuGetNK8TM2J9HySvLemqYnDv07t4Fa4DYtitEzOTOG3tWlSA8hvlgSP2DhIpPBQJirABnVEkyLdMUfGbVIKmrC2QIRZka74WB6LbaeL8Mn98aiuLEdag0BW0sOXIQ8GK45kKgUd1KmYE3tClpApA7Dfe3xzfIh2H2lCh9ordx1aOlUUr4gK7cZT6q+EXx4rIBqkaW+Ohn2Paoh2TUSbEkqxaHMOtp0z2uzwnHPEA8U5GbB+Ta2HCy5bEyPcsP0KDfIVWpcLBHjWE49juc0QNyhwP5UMnXcgsPC+BAnTIt0xYRQ55uSZCuVKbFLa+Bmtmg3HWYSYiJ6GpYRBIHdV8hRNrmKHGX7dHEsvjtXCpFUjgAnK7w1JxxFeYYTb8uaOvDi/kxKtR/lYYNSUTvVivnhgWE4mF6DZ/dkQKUhMCnMGV8sjb9uJj/U1x6bF8di3a506rbXZ4fj7UO5VGl18+JY6r7sGgm+TyqlJftuXhyLEFcBjvUq82ZUtdJEbmZ0Q6HS4IOj+dTiGuNpg8+XxMPb4c7I1TmgDauL8bLVahuMIzHIESEuAhQ0SPHLxXLsS62BUt29KEV5CPFQFBcz4rtHfAmCQPQbx2mhi8XvTtebdKlu6cRzv5ETWqtG+5ls7FTd0oknd6YhTVtdemCUL16cEWpSajNBECgRteNMgQjnipqQUiqGXDuCrtYQWD8tFG8fysW7f+Vi06IYHEwnfSzWTwuhiVIN6R4IgkBaVSv+zKilBdQZQmKQI7oUasS//Xefx90qPLsnHVtXDMPpgkZ8n1RKXaN64pFxAVg1xg9qtfFN1u0Aj83C+BBnjA9xxjt3E7ha3oxjOaSOpKa1C0ey63Ekux4cFgOjA0kvksnhLgYngK4Hu69UQSpXIcDJCuNuwNPmvwYzCTERukpIWVMHntqdTi3QiUGO+OTeWOy9Vo0zBSLw2Ex8sTTeYMaHUq3Bd+dKsflkERQqDfgcJp6dHIKVo31R1NiOrGoJ5sV74NeUSrx2MBsEQZbJ/7cw+oZ7m3NjPWgkJLWylTYG6OtghRO5DdhyXv/C8/bcCGq08kAavYy85XwZPl9yfUmr/2ZUNXfiiR2pyNCaNK0a7YcN0/u26L+V0BFpwLAgtTcYDAZWJ/ph/d5MbDpOtzx/dHwA1k4IQG5298SLRkPA/6XDtOPK3puht2gr1Ro8uTMNki4lYjxtsGF6qEnnfzynHs/vzaSqSx8ujMa0yL6rS5IuJZKLm3CuSIRzhU16LQ43Gz7GBjnhiYmB8LC1wNHsOlwpb8Evlyow3Ncel8ub8VNyBVTadmuoqxAEQaBDqUFRYzuSisTYcr50QM7KhqqStxNjgpww6ZOz1HQei8nArGg3TApzwZM708BgkFqbOx0sJgMj/B0wwt8Br84KQ3ZNG47m1OFYTgOKG0nyeaZAhJd/z8JQX3sq9dfUClxvqNQainCuSfS/7eLYfxLMJMRE6CohupHKnqNsaVUtVDnz9dkRCHMT6u0SMqpa8cK+TGoXlRjkiHfvjqJ2xWFuQlLJf7qYusjfn+CDN2ZHDNoXOt7bltIk9HZynPTxWSollM1kYGa0G9aM8UeUZ3ebRtKlxEmtMn7Tohg891sGDmfVYcP00Ov+4/034lhOPV7Ynw2pTAUbCw42LYq542yb06taUdTYDj6HabJ2Yk6MO220FgB2rBmBUYGOtO+7QqWhJrMAksCnvDTJ4HNuOlaAtMpWCPhsfLE0vl+SplBp8N6RPOqCH+Npgy+WxhsMgNRoCGTXSnC2gLRMT6tqpdmGc9lMjPCzx7hgJ4wLdkJgr9j5t+ZGYvrmJCSXdAfVfXO2W8hNz0Hp9v+4EUwIcUKUpy3C3YRwEvCw4Otk6j5Hax6CnK1R3dqJulaZnvnZjWCYrx2KG9vx9iFSQCvgs7F0uDdWjPKFu60F3tN6BI0LdvrHJWQzGAxEedogytMGz08NRXGjFMdyGnA0ux5ZNRJcLmvG5bJmvHUoF1EeNtpJG9cB+fUc1VZbHKy4mGdkFNwMwzCTEBNAEARNVNdzlK21U4End6RRUeBLeuUodCpU+PRkAX68QKrKbS05eHVmOObHe9AueARBYOPhPHyvNblZOzEQT08eeBCdKUjwd9BLAC1t6tC78PTG0ew6coFxscaCeA/sT61GcokY2y6U4eWZ4YN+nv80yFUabElrw5FismUV522Lz5fEwdPuzrto79F6g8yIdDOpP94olelNWKW9OllvmqJdrkLMW90uwcN87fDbI6MMPuep/AZKy/Hhwuh+F7dKcSee2JlKWYCvGeOH9dPo1aVGqQxJhWS1I6moSU+YGeBkhZH+DghzE8LXwQptMiUa2mTYl1qDxjYZGqQyNLTJ0dAmg1Rm+uTKjWJmtBt4bCZqWrqw71o1vmyT6eWsNLXLaaGVHBYD7rYW8LSzgIetBVxtLPDZyW6dTqyXLdKrWk16fd1EkaedBVaN9sM9w7yoEX25Sk0JmJf1Mm37JyLQWYBAZwEenxCI6pZOHM9pwNGcelwpb6ZGnj88VoAAJyutOZobIj2ERq/FBEFQ1+1lI31uu9j8nwYzCekHbTIlXuwxygYAB58YDWcBHwRB4LnfMlErkcHXwRIb50XSvqhp9XKsO3GBCpy7O9Ydr84K15tuUWsIvLg/k1oYXpkZhjU3UdjUm4AApEZk0VCvPm2ff9e2Yu6OIwnUg4n+SC4RY9flKqy9K2jAotl/E8qbOvD4jlTk1JJOsw+P88dzU0Ju+YigKehSqKlKmCmZP6fyG/D8b5l601T59VIkBHRbektkahoBmRPjjs+MtOrqJF14dg+pA1mR4NNvK+VIVh3W782EVE5Wlz5aRAZAKlQaXCwR41yRCKfyGmkePb0h4LHR3KHA9pTKfn9nHfgcJmRK48GNg4We1xdjGOJjh+UjfeBhRxIPZwGflknyziH6KL2pBAQgCfODif6YEu6ip9k5klWPlk4l3G34A/ZtudPhaWeJVWP8sGqMH0RSOU7kkRqSC8VNKBF14MvTJfjydAk8bC0wNULnRUIX8V+raEFGVSu4bCaWJ/zzSdqthpmE9IGsagke35FKGS/pNiYa7TVp6/ky0gaZRepAdIuwuF2Ot/7MwcEMcnfhYWuBd+ZFYkKI/h+wXKXGU7vScSS7HkwG8P6CaL300RsFQRA4V9REtWJ6g8dmIt7brk8CUtvaRWXS6PQhuhJ2cWM7dl+puqnE6U7Gnxm1eHF/FtrlKgi4DHyyOB6Twl1v92kZxZHsOrTLVfC2t8QIP+PGVDKlGu8fydeLXte5i249X0qRkMrmTqz6s9t59+Gx/nhxRpjB51WpNVi7Mw0tnUpEegjx0kzDx+nO4e1DuTTiMD7ECRv2Z6LpZ4XRxxlCT4Esl82Ei5AHFwEfLkI+nIU8uAj51G3OQj44LAbOFTXh69PFeknVgwV/RystqbCEp5ZceNpZQKEisOT7SwBAjQw/MSHQKAnYn1pNmWSZCiYDmBbpitVj/A064eqgc0hdPNz7Xx3E5iTgYclwMlW4TabE6fxGHMupx+l8EWpau/DDhTL8cKEM9lZcxDuzsNRShDFBzvg+iazmzY/zGDSR638JZhJiAARB4Kfkcmw8nA+FWgMPWwt8vjQOj/2aivo20rCsvk1GjdO9OisMkR42IAgCv6fV4O1DuWjpVIIJYMUoHzw3NdSgULVDrsIjv15DUlETuCwmPlsSh2mRg7d4yZRq/JFeiy3nS1HY0G7wGD9HK5Q1dWDVtivY9+goo6ONf2TUgiCA4X72lP6DySSTVl/cn4UfL5T/5yyKZUo13jqUix3aBXKojx0eimRjQsidrYzXldYXDfE0qjcqqJdi3a40mnsvAMyOccfTk4Iw8aOzOJHXiBJRO2RKNWZ+dp465tVZ4ZQpliF8cqIQV8pbYMVl4a25kSgVdaChTYZGbRtE1xJJKRXrja8DoE1tGYK7DUkiXChiwYezoPv/XYQ82FhwDJbX22RK/Hi+nIovuFEEOFmBw2LS3scQFwG+v38oPO0sjL7/L/9OuqdOCnNGo1ROS6HtCalMibf+zMVv2iTgnpgW4YozhY16lRxLLgv3DvPCylF+/U5qFdRLcaW8BSwmA/cO++8kZQv5HMyN9cDcWA/IlGqcKyS9SE7mNaK5Q4ETZcCJsmu0xywZfucLdu9EmElIL0g6lVi/LwPHckgNyORwF2xaGAMbSw6chTzUt8lQ3NiOT04UQqkmMCPKFctG+qCquRMv/Z5Fqd1DXKyxMpKLRRPDwGLp9whbOxVYue0K0ipbYcll4fv7h2J0oOOg/A7NHQr8eqkCP18sR1M7uVu04rJobqw6/PnkGCz57hKyaiRY8eNl7Ht0lEE2r5uK6S26mhfngU3HCqgRuP8KSkTteHx7KvLrpWAwyKj5tRMCkJ2V2f+DbyMqxB24VNoMBgNYMER/KoYgCPx6qQLv/JUHuUoDR2sunAV85Na1wdGah7fmRMDOiotJYc44kdeIB3++Sss5+uSeaNwd5wlJl5LUWPQgFo1tcuy9Vk25hHYo1Jj/VbLeOZgKHpuJRUM9MSHEGa42JMGwt+SaJOSWKdWobulCamUL9l2rpqp8NwJve0tUNpPtuJnRbvhiSRySiprwtNYy3YrLwsb5UVQl0RiaOxSU+eGaRH9sNBAcmV0jwfaUCuy8XKV33+wYd4jb5XquqW42fDwwyheLh3vTjOT6wg5tFWRymMt/1oKcz2FhSoQrpkS4QqnW4GKxCNvP5SC1QQNRD43OPd9exNhgJ0yLcMWkMBfYWP5329MDgZmE9EBaZQue2JGGmtYucFgMvDg9DCtH+1I7JnJCRoJntZ4GXvYW2DgvClvPl+Gj44XoUqrBZTOx7q4grB7tgxwjC1JjmwzLt15GQYMUNhYcbFs5DHHexsuhpqK4sR0/XCjDvmvVlOdBzwvPyh8v01oyCf4OsOaRSbwLvk5GhbgTq7Zdwc4HR9IqN3l1bcivl4LLYmJGr949n8PCspE+2HyyCFuSSiHg//u/Ur+nVePl37PRqVDDwYqLT+6NxdhgpzvON8EQdGF1iUFOeuLj5g4F1u/NwAmtgdm4YCcsH+mDh34h0243zosEl81EqagdkR42OJHXSCMgAPDJiWK8+Hv2gHQUDlZc8NjMPlsebjZ8TAx1xthgJ4wKcOhXf9SlUKOmtRNVLV2obulCdUsnMqskBvVQ/cFZwMNdYc7gsJj4uYftPABYcFiYHcTHKwsTsPtqDd49nAcHKy7enhuJTccL8NWZEhAEOf325dI4o3lPPbH9UgVkSg0iPYS0dlmnQo09V6qwPaWCGv3uCT6HiaE+9nqTb172FnhuSghmRLkNSKPUqVBRzq73jTTv8gGAw2JidKAjrNpt4BMcjqHvnqLuk6s0+Du3AX/nNoDNZCAhwAFTIlwxNdzlthq63en4968YJoAgCGxJKsMHR/Oh0hDwtrfEF0vjEO1pSzvOWdhdIeCwGHhiQiDu/+EyVSod4WeP9+ZHwd/J2uiCVCnuxLKtKahs7oSzgIdfVo/o1yiqv3O/WCrG1qQyanwWIA3Q1iT60S48ki66w+n/FkYDIHuhP60ajgVfJyOzWoJHt6di64qh1OMOpJMXogmhTgbZ/fIEH3x9tgQZ1RLY/YvZf5dCjdf/yKYExAn+Dti8OPYfc4FRawjs1Zbt7+2lOzqZ14DVP12lfvayt4CvgyXW/Nx92zN7MvrNOtFVAgDAxoJDtUQcrXmUsBkAtq8ZgZZOBXJr23CxVIwMIyLKV2aGYUKoM/wdrWjtkw65CjWtJLmooYgG+XN1S5eeiNZUjA9xwhMTAuHvZA07y+6WTZtMic9OFOkd/9PKoWC1VKBdrqKC/FaM8sXDv1y9rgwbuUpN5es8mOhPhlFqxbaG3FZ7QqbU4Hxxt++INY+NLSuGYoSf/XVN2f2ZUQupXAUfB0uMDhicKu2/CbuvkH9Loa4CHFmXiLw6KY7l1ONYTj3y66VIKmpCUlETXjuYjXhvO9KLJML1jjErvFMwYBJy8eJFfPzxxygpKYGFhQWmTZuG559/Hny+/oX47Nmz2LRpE6qqquDm5ob169djwoQJg3Lig4WWDgWe+y2DWsBnRLni/QXRBscWG3uYENlYcPHS79lQawgI+Gy8PCMM9wz16rMUXFAvxfKtKWiUyuFtb4lfV4+47i+kQqXBX1m12JJUhpxa0hKbwQDuCnXBg4l+GG7gwlPSa9facyTSz9EKPzwwDEu+u4RzhSK8sC8THy2KAUEAf2h78Mbm3x2teZgf54FdV6ooi+l/G4oapHhseyqKGtvBYABrJwZh7V1Bd7xQT6nWQCQlWyJ7rlajXhs7cCynHruuVKKmpYvyh+mJquYuWtgcgD4JyPNTgqFua8CIqFC42VrCWcijLbof/92tsQhzE+Kx7al6pLgndA69NS1dOF/UhF2XK1Hd0qUlHl16o7fXi6UjvHHvUC9Ee9oYXKiVag12Xq7EpyeKDL7moaw6zPUE3j9aQLU7t54vg6SLzLB5f0EUZkWbnmFzML0WTe1koKBSTeCeby7Sqko+DpbwdbDC2UJRH88CHF6biHD3GwuT04mBlw73Nptv9YJSQ1BVsTVashjuLkS4uxBPTw5GWVMHRUjSKltxrYJMPn73cB7C3ISYFuGKaZGuCHaxvik2DP8kDIiENDc34+GHH8Ybb7yBu+++G01NTVi9ejW+++47rF27lnZseXk5nnzySXz88ccYP348jh8/jqeeegrHjx+Hi8udYdx0tbwZa3emoVYiA5fNxKuzwrFshLfBL4VUpsSJvG6vEN28/owoV7wxO6Lf3XBaZQse+PEKJF1KhLgI8Mvq4de1g5Z0KrHjciV+Si6nFhQ+h4mFQzyxarSfSeVegAzs6o1YL1t8tSwea366iv2pNXAV8pEY5IQ6iQwCPhvjDUz36LB6jB8thfTfAoIg8Nu1arx2kGwxOAl42HxvLEYNkn7neqHWEBC3y2mai4Y2uVaHof1/qYzSBPXGHxmGxZ1OAh58HSxR09JFtUdmRbth6QhvuAj52HSsgKb9YTMZUGkIOFpzEWhjgVhfO0oDJVepcaWsBe8fzaOC7gCyvdcferr7DiYcrLiYEeWG2THuGOpjPPadIAiczGvExiN5ei0nFyGPckX9+WIl3Efb4o+MVup+SRc59fPl0nj4OJieYUMQBF47SEY9iLWbo554YJQvhHw2PusVKtkTOvO4G0VmdSsyqyXgsshrixl0XKiSoUEqh7OARwUI9oSfoxUeGReAR8YFoF4iw/HcehzNrkdKWTPy6tqQV9eGT04UwtfBElMjXTEtwhUxnrb/SbI3IBJib2+P5ORkWFtbgyAItLa2Qi6Xw95ef8zv999/x9ChQzFpEumUOGPGDOzfvx+7d+/WIyy3GhoNgW/OleCj44VQawj4OVrhi6VxRlMPCYLAhv1ZtNtchDy8PTcSUyL6n2a5UNyEB3++ik6FGnHetvjxgWF6CaL9oULcgR8vlGPP1Sp0andcTgIeViT44L4RPv1GcJeI6NMxHyyINnjchBBnvD8/Cs/vzcRXZ0qodN+ZUW59lpODXAQYH+KEMwV979D+SeiQq/DqgWzs17YREoMc8fE9sXAS3LwxPI2GQEungiQXUhld3KklFg1tMoikcphqmMlhMcBmMtGlJL83w33t0SiVoVzc3Tr538JoLBpC5r7IlGrM2JwEAFgQ74mP7okBANy35RIuFHdrKjLfmIKdKZV470g+tl4ox8ZEctLqfLEYZwtFuFTaTL3m9YDHZlLapv7gYWsBLpuJcnEHiF7vi4DPxvRIV8yOcUeCv4OeD0ZvZNdI8O5feZR+xN6Ki6cnBaG6pQvfnivFxFAX0mJee014/0Ir7fEDybAByGrLybwGPPIrvd3iZsPHkuHe2J5SgYY2ud6odE+snxaCh8cGDFplTjfxNT3K1eTU7v8KCILAoUKSmK4Y5duvy6+rDR/3J/ji/gRftHQoKC+Sc0VNKBd34tuzpfj2bClchXxMiXDBtAjXQXXDvdMx4HaMtTW50x43bhwaGhowdOhQzJ8/X++44uJiBAcH024LDAxEfn6+3rF9YbDFfnKlGo9sT8M57RQLi8nAUB9b/Ha1Cr/B8E5+15UqPaHdmEBHJJc0IbnEcPYDoSHQJG5D2vEzNMFdkJM11TvuDwQBpFa2IKtGf+co4LMxOcwZTe1ybD7Z//NtS6aX1t2EPKPv7fw4d9S1duHjE0Wo0C5Uc2Lc+v0sVo32pUiIRqP5Rwg1jaGyuRNrfu5OSH7qriA8Oo7MhDD2e+luN/X3zqyWYN7XFzHExxYaDYEGqRwiqZwWDNcXmAzAyZpHelwISK8L3Sgq+S8PzkI+7Cw4+PlSBd7+Kx9edhZwsOZQ8QMJ/vbYtDAarjZ8aLQGOFM/PYcKcSdcBDy8MiMEarUa4zedRVVLd9ZK7ptTwGMzcc8QD7x3JB+FDe1YuLcdQIOhU+0XwS7WiHAXorlDgZYOJZo7FagzIlR1teEjyl2IKA8bWPFYqGjuxIViMa3daMllYVKYM2ZFuWFMkCN41EJBGP186iUyfPR3IX5PJ8fRuWwmVo7ywaPj/CHgc/Dgz+RIZrCzFRbGu+ttTADA3ZYPgKBsznujqV2OQ5n1GOpjBwdrLjWFZ+h5Ap2ssftKZb9ZNJPCnNHYJsPbh3JorxHnZXNd4ZJSmQr7tILUksZ2vPGH4SBO3TXOsSoXDCPkp1OhRmVzJyrEndTnuWSYF3icvhdutZpARrUEmTUS+DpYYvwdNPZ+sUSMslayNVnUIDX6/vTGCD97TAl3wfw4d8yPc0e7XIWzhSIcz23A6XwR6ttk+PliBU383NIhv6Ouo6Ze4wZyzgyC6L1vMA0ymQwSiQTPPfcceDwetmzZQrv/gQceQFxcHNatW0fd9umnnyI9PR3btm3r9/nVajXS09Ov59T6xLU6GTaebx305/0ngcdiYMf8vltiBEFgS5oUR0s64WjJxNcznMDsp3dJEASeP0H+gb40xhZD3P4Zgk1D+CmjDX8UkgQsxoWLp0faQsAdXPfTBb8ZH2m24TFhb8GEHZ9F/mvBBEEAe/PIhfbrGU5wsGSCZUI/mSAIPPu3GBWSbk0HiwEsjbTGnBAr2ud6qVqGDy+2AgCeHGaDcT58LNxLXyj3LHShve7y3xvQqer7MjLEjYc4Vy44LAa+vqpPqtkMwNBT2PKYCLDnINCOgwB7NvztOFCqCSRXyXC+SkYtBgDAYQLxbjyM9uJjqBsfPLZpVYEulQYH8jvwR2EHdFPsY7z4uC/KGs5W3fu0R/5qhKhTg7fG24PDBF48deNjvWb8d2DNZWDbHGe9dr+aIJDfpMSvmVIUNtN1UkwAvy26c40P+0NsbKxBi4qeuO7pGD6fDz6fj+effx6LFi2CRCKBjU13O8PCwgIyGX0nI5PJYGVleo8UAKKiovr9JQaC0Ag1WDZVRnvlhpBfL0VBgxTTIlzwwwWSpS6I94BzH2X5bcnl6OpRPXko0a/fUmm7XIXfrlUbHG+cFOaMoAEEKvXEhWIxMmu6R/oyXp9s0qjeZzEE9qXWIMJdiAgTRW7bfDqw80wGlk8aCi7nnzt85eonQ+vv2ThX1ISMBgXWHW/BExMCsGyEt9Hyq1qtRlZWlsnfWZtDJ2nizB1rhsPLzgJOAp7Bz2fn5SrszSN3u4nDYmHBNe3vIq2yFRWSbiLh42CJT++JQbQnvf1Y0CDFlwcvUT+Piw/Dwm+7f+aymch9Y7LeRXSvqxQzPr8AAFg/JQh3hbmguqULD/5yDRoCWD3aF8Eu1nj7rzy0yw3vkFQEYG/JQaSHDaI8bBDlQVY6XIQ8MBgMNLbJcDi7Hl9mkEI/HdhMBkYHOmBWtBsmhzkPKDpArSG/3x//XUT5PQzxscVL00MR26uCIJUpIdKSxhM1TKqSqsPyEV6wNvDaBEHgj8w61LYOruPqvUM9Ya9twbZ2KrHTgB5rhJ894r1tB/zcX58lHUCteWws147mNncoUNGronG9WD3GF1wWEwqVBlfKW2jXpr5wvb/PYKJE1EHliHnY8tEmU/WbMeTvaIVoTxvMjnZDnLai09gmQ1IxGTdwvqgZrUZE2vcM80RsbOTg/hI3AFOvcbrjTMGAVonU1FS89NJL+OOPP8Dlkn8ACoUCHA4HFhZ0z4Hg4GDk5OTQbisuLkZk5MDeUBaLNagkxIrFwurEgOt+/KHMejRK5XhglB8tYVYHgiDwyd+FFAFZPdoXr8wK71MBXdPahW0XynAgrZYiIPZWXCwb6YPlI31uWIOwblcaMmskWD7SB2/fbfr7z2IBSwYYWOVpb4XJ/pbgctiD+rndanjYW+Hn1SNwrlCEd//KQ0GDFO8ezsevKZXYMC0U0yJdjX6mpnxnNRqCioTXYev5cnx3/1CjZPV0D72NqX8XleJOGpFYNMQTb8yJ0HPwlXQq8ej2NEpvBID2uAAnK5x8drzB1wj3sMX0SBccyW7A33mN4HLYeOev7nbEVm3ibX9YMMQT66eFUgSsuUOBPddq8WdGLS6ViSmtB4MBjPRzwOwYd0yLdKUW44EgqYj8XHVOpj4Oln1+rqlV3aSjNwEJtOPgjTkRYDKZqG+ToaSxA8WNUuy4XGnUqfhGUP7+TACkAHZrUin+7JU7E+Bkha0rhhl1PzYEjYZAo1SOvde6yUycty3OFTWhQtzZ72h2bzAYQLibEKMCHDAqwBHD/OxhxWWhtKkD5wpFWs2QmLbhYjCAGE9bjAt2wthgJ8Ror68P/XINp/LJXKB350UNKN12MKBSa1DU2I7M6laKoAFAjQFi6WFrgWhPG0R72iLG0waRnjYQ8jlQqDS4WtGM/x0vxLnCJj1xtoDHxuhAR4wLIX/3n5PL8e25UggtuHfkdXQw1+UBkZCQkBDIZDJ89NFHePbZZyESifDBBx9g4cKFFCnRYc6cOfjxxx9x+PBhTJkyBcePH8fly5fx8ssvD8qJ3y64CPlolJICQYBOQjQaAm/+mUONNi6JtMaL00OMLlYZVa3Ycr4Mh7PqqMRMfycrrBnjj/nxHoOSxtgmU+KY1jnRrHIfOMYGO2F0oCP2XK3CR8cLUSHuxKPbUzHM1w6vzAy/rp47QBLP3g62J/Mb8fahXLw+W5+0dinUNA8IU3AgrQbP7+2esFg8zAvvGxAkqzUEntyVhgpxJzztLGBryaFNs4wLdsJPq4bTHqPREKho7kRmdSuyqiWUwVlalQRpVf3vbL++Lx77UqtxIq+REqB+n1SG0wUizIlxR2plC84XNdEEevHetpgd446ZUW7X7c1S2CDFxsN5lHbJxoKDJycGYnmCj0EhqW5E97WD3RuqYb52lAcIAHQoNZj31UWUNnWYtFgvHuYFZwGvzykXYxjpbw+pTIkfL5Tj+6RSvV14YpAjvlgab9ARVa0hUNvahQpxJ8rFHagQd6Bc3IkKcQcqmzv1KrBJRQP7vgU6W2tJhwNG+DnAzooLqUyJ5BIxNh7Ow7lCERXmqYOzgEeRjjGBjgYF9l8sjcOS71OQUdWKFT9cxv7HRt0091aCIFAuJr/XGVUSZFa3Iqe2zaDA2t6Kixgd4fCyQZSHLW3DWCHuwIG0GpwrFCG5REwj+AwG6eWk+91jvWzvyLDLW4EBkRArKyts2bIFGzduxOjRoyEQCDB79mw8/vjjAIC4uDi8+eabmDNnDgICAvDll19i06ZNePnll+Hh4YHPP/8cfn7GMyX+CdC1YHqLxZRqDdbvzcTvaTVgMIA3ZoUjkt+s3//TEDiR14CtSWWUOBAARgU4YE2iH8YHOw/qmNbhzDrIlBoEOlvrld/NMA0sJgNLhntjdow7vjtbgu+SSnGlvAVzv7yAubHueH5qCDztBub3otsJhbsJ8cj4AKzdmQaAbOO5CPl4dDy9WnextMnkSRGpTInXDubQzMEAYOO8KIPHf3isAOcKReBzmHj77kis/PEKdd+S4d7YOC8SVc2dyKyWILOGJB1ZNZJ+y9D2VlyD3hpzYtwxPcoNtpZcnMhrhFylwZhAR5wvbkJxYzvNUyTCXUgRj56+NgOFSCrHJycKsetyJTQEOTG0fKQv1t4VaHBSjSAI/JVVhyd2pOnd15OAAEBduxp17caJl4etBT5dHIthvuQUYadChX0Gsl76gq0lB62dSlwqbUbUG8cNHrN8pA9emhGGOkkXUitatESDJBkV4k5UtXSaLHqO9BDCx94KNa1dqG3tQqNUXxzrZWeBYFtg1rAgjA50grOQD42GQG5dG3ZcrsTZQhFSK1poRJLLYmKorx21+Ia6Cvr1ybDksvHDiqFY+M1FlDV1YMUPl7HnkQSDXk4DAUEQqG+TUWQjs5r811BekTWPTSOYX89wwuRR8WCzu5fQDrkKJ/MacFZb6anoMX0GkH5KY4PIaseYQEfz1JEWA27aBwYG4ocffjB4X1oa/Q82MTERiYmJ13dmdyh0OzCyEkJCplTjiR2pOJHXCDaTgY/uicGsKFekp3eTjE6FCnuvVeOH82XUaCSbycCcGHesGuOHSI+bQxB0GRQLteOXZlw/rHlsPDMlBEtGeGPTsULsT6vGwfRaHMmux+oxfng40XSCrWsDhLoJMDvaDdsvVVD5JR8czYeLkIf58d2VK12loT+kVrZg3a40VDV30ZKf190VZJDc/plRi2/OlgAAHh0XSCMgAFDd0om4t/9GqwETOi6biQh3IaI9bBDhLsT28wXIaOgmHT0JCJfFhEKtgaM1D2/OiYBcpYZU1v2chqo840Oc8N3yof2OQPYFmVKNrefL8PWZEmoRmRbhig3TQ6l2RUuHAsWidhQ3kv/9kVELkYFF1xiEXAbaFPqL+8rRvnh2SgiVTt3YJsNPF8uxPaXS4PtpDHwOE7Oj3fHLpYo+jztd0IjtKRV9jm5zWUx4O1jCx94SPg5W8HUk//Wys8BHxwupkfwyUQetGgaQGzBdeyUhwAHuNjykp6fDM8ABySXkWHZSkUhPb+frYEmRjpH+DgbDPPuDgzUPP68ajnlfJSO/XoqHf76GbauGmTwGDZCfc0YPspFRLTH4Oeu+1zGetlRrxcPWAon/O4WmdgU+vTcGzhpSF5JX14azhSKcKxThSnkzjeSxmQwM8bEjWyxBTgh3E/4nfUD6wz9XOXib0LsSIpUpseanq0gpawaPzcTXy+IxMdSFGlFqaJPh15QqbE+ppESIQj4b9430wYoEX7ja3LwJkvKmDlwpbwGTYdzt1IyBw83GAh/dE4OVo33xzl+5uFTajK/PlGD3lSosCOEjMkrTb780v568wOt2gm/NjcSMz5Kottz6vZlwsCZL1QRB4FQ/JEStIfD1mWJ8cqIIag0BD1sLrJ8WgnW70sFgGG7F5dRK8OTO7o2DoeRYXUmew2Ig1FWIKE8bRHvYIMrTBsEuAqqE3CTtwnt/5eg9HiDdT3UhbtMjXbHxcB6O5tTrVVLWjPHDnFh3bfJzGc4UiLDwm2R8sSR+wM7CGg2Bgxk1+PBoATUi72jNw5LhXrC15OK7pFIUN7ajpLG9X4v3UFeBXppwT/QmIM9NCcbjEwIp0p9b24at58vwR0YNtUh521ti2UhvbDzcv2WBTKnpl4AAoFodllwWvO1JZ1UfR+2/9pbwcbSCq5APFpMBgiBQImpHcokYO1MqkVzSRKsAdCjUsLXkIMGfbK8kBDgiwIm0zleqNUirbMWOlAocz2xCyW+naedhyWVhVIAjxgU7Ymyw04AM2/qCl70ltq0chnu/vYiLpWI8uycDny2OM7iwt8tVyK7pJhuZ1a2oau7SO47FZCDYRUC1VaI9bRDiKtBrjey+UommdgUsuSyoNQS+uCJBztEzehUiL3sLknAFOSHBhIwjM8wkZMDQ9SJFUhnE7XI88OMVZNVIINDlNPiTTqR5dW34/HIrLuw/S7vwrB7jh4VDPK9rNzBQ7E/tDiv7ryZg3kxEethg54MjcSKvEe8dzkNpUwe+T1XgdNUFvDQzDBNC9MfxdMiv01ZCXMmpoxBXAR4Y5Yut58sAACoNgUd/vYbdDyWAwQDq22SUO2lv1LZ24and6bisraTMjnHHu/MisTWJfK7RAY7wsreEuF2OzBoJsqolOFsowrWKFr3n6o137o6kLszGdp0EQWD93iy0yOjtIg9bCxx/eiwiXj9G3dZzMXUR8jAtwpXSUAW7CrQLgS1G+jvg2d8ykFktwczPkvDBwmjMiKKHJxqCUq3Bb1er8dLv+sr8pnY5PjdRh+Fmw8e3y4cg2tMWVc2dSPzf6X4f8/KMMKwa40ct8qcLGrE1qYxW5RnqY4c1if4IdRVg/KYzJp1LXwhzE+KuUGfSzt3RCj4OlnCy5hn83lU1d2LvtSokl4iRXCI2Wu15ZnIw7gpzRphr9869uqUTOy9X4WxhI5KLxZD20r6EuwkxNtgJY4MdMdTH/oaqV30h0sMG3ywfgpU/XsGhzDq4CPlYPy0EeXVSmo6jWNSuZ1oHdE+q6HQc4W42fU6ZqdQapFe14oV95PepU6HGs791B5NacFgY6W+PccFOGBfiDF8HS3PFeYAwk5ABQlcJSa+S4J5vL6JE1AF7Ky5+XjUc4W5CnM5vxJbzpTRnyWG+dlg9xh+Tw11uWdaIRjt+CBiObDdjcMBgMDA53AXjQ5zw68VyfHw8H8WiDqzadhWjAx3w8oxwvQyPLoUa5WLS7yPUrTu8cN2kICo7BCAveCu3Xca4YNIuf4S/Pe17BQCHs+qwYV8m2mQqWHFZeGtuJObHe6ClU4nNJ8nAtfPFTRj9/inUtOrvBHtjw/RQTI1wxYRNZygtTH/f2e+TSnHKgFMul82kERCA1Ino3EuH+9qDyWTAzdYC7x/Jx9akMsq1dVK4Cw6vS8TanWm4VtGCx7anYvlIH7w8Mwx8DgudChU5hSKSUm2Uk3mNfTpNspkM+DhYItDZGoHO1vB3tEZ6VSt+T6uhWjVDfezw8swwWqr1n5mGLe51WBRuhVcXJkBoyYNMqcZvV2uw9XwZihrpkzFjAh1ha8nBI79e6/P5DOHJiYHkuHiPoL/zL0zoU4vU0CbDxRKx1lRRrCcK5bFJfcaoAEf8crEC9W0yrEjwwdq7giBTqnGuSES1GnrnTtlZcjAm0BG+vE7cd1c8XG1vTSibSk1GJwz3s0dyiRhbz5dRxL033G34JKn1skGMpy0iPWwMCnZ7o07SRU3wnC9q0tOIBLtYI9RGg4WjwzHc33FQBgj+yzCTkAFCV1FoapejqV0Odxs+vl8xFJnVEjy1Ox3F2gsPi8nASA8enp0Zi3hf/ZyWm41LZWLUtHZBwGdjSvidkdXzbwaHxcT9CT4IYImR1GyFn5IrcKFYjJmfJ2HREE88OyWE+u4UNUqhIcgcE6ce4jQhn4OXZoTimT3kRIu9FRdN7QpK1zMx1IUiIZ0KFd78M4eW1zM3zgOnCxqx+WQRLc0WAEVA/J2s9LJQdDiyLhFhbkKoNQRYTAbUGgJN7fI+q2gH0mqMthTKegTj2Vtx8cm9sRgV4KBX6l4y3BufnyxCQQOZPDo2mPRS8LC1wNf3xePR7am4VtGCXy5VmNSW0CExyBEj/R0Q4ESSDh8HS+q1+xvRlavUOJbTQNPq9MaEECe8NScc2Tm5OFUgwntH8vt0Nx3odNOMKFd8em8cGAzgtYM5eknDJ3Ib8MDobh1SS4cCKWViqtJR3IsEsZkMxHjZatsrDoj3tgOfw0JDm4wSA3cp1Vi+NQUpZc1Q9BBCMxlAvLcdxgY7YVywE6lhIzRIT0+/aTEGBEGgQtxJ03Fk1xieVAFIDZFuNDba09bk85Ip1bhS3kwRD2Nj1UI+G8eeHgtnay7S09MRG+h4R47P/tNgJiEDRFNH90VGN9t9/9bLVF/ZmsfG4mFeuH+kN0QVBdc9wnmj2HeNrILMinY3M/VbCCsuExumheD+BF98cDQfhzLrsOdqNf7MqMPD4/zx0Fj/7laMm/5kwLw4D+y8XIkr5S0IdLZGZnUrNTo5wq87o2nIOyf0XluX99EbL80IRZSHLSI8hPg7pwHP9gpGA+i7ahaTARcBD7USGWpbu4ySkE3HCvDF6f7bG7Oi3fDF0nij9wt4bIwKdMTfuQ24/4fLWDLci6pu9JXKLOCz9XQloa4CfLYkDsEuAoOPKdKO6J7uNaJ7fwKZAVIp7sSOy5X47WpVv1qRyuZOJH54VvuT4cwkJgPwsLMAQUCvEtEfLhSLkVXTio+OFyK5RAwGA3hpehj4HCZePZiDz08Vw9POkiIeuXVttBYEg0FOF+mEpMN87SmRLED6jJzOb8Sj27sza/Zc7Z7acbfhU6RjVKCjXhVhsN3E6yUyLeHQkQ6JwaRlax4bkR6kcPRgei3q22TgsBh4MNEfo00I7yMIok+/EiYDiPGyxdggJzgLeXj592wwGcDhdYlws7G4o2zU/w0wk5AB4Ep5Mx7v8Qcr1TqcAuSubeVoX9wzzAtCPgdqtRoi0zdtg4oOuQpHskmV+8IhZkHq7YCXvSW+WBqPVWNa8M6hXKRWtuLTE0XYebkSnVrX0BAXfRdaBoOBN+dEYtbnSZTGQ4dZn583+no6k6QoTxv42Fvh8R3k9/TPJ8ZQpnqZ1a140YBWIvXVyXqGX642fNRKZKiTyBDX63hjGgk2kwxAnBPrQRO8vqsdDVaoNCgXd1CCUN1ESqmog7a73XmZ7v7paWeBQGdrWPPYONTDmKsnAQl1FeCVmeEYE2R4EWpql+OTvwux60oV1BqCNqJrzWPjcHY93j+cR8t56g+9WxQAKX59ZJw/Apyt4etgBQ9bC/x4oQzvHTE9M+unVcPx6YlCpFW2YsHXFwEAVlwW/rcwBnaWHJzMJ0XK4g4F1vx8lfbYIK1XR0KAI0b629PGj9UaAulVrTinbbGkVbVSQmgdEoMcSX1DsBMCnW9ezHzvSZXMaonBMWAum4lwNyHNj8Pf0ZrSqrwwLRRrd6XhUGYdHv7lGnY/PNJgEKnOr0TXXupNCF2EPIwNcqLGZ3Xv27PaquT0KLcBj+GbYRrMJMREnC5oxKO/XtMz9InxtMGaRH9Mj3TtN53zVuFIdj06FWr4OVohvkdv24xbj3hvO+x7dBQOZ9Xj/aN5NIV+c4+qmlylRkG9FJnVpHDUlBDNVaP9MDbYEVEeNjTPgV8ulgMgF+ZID5LoiKRyPPzLNVqJHQBy35oKS67+ZcDN1gKobKUsuhulMhzOrMOnJ4sMjpf+b0EUXNUNGD0sHud66VaWbUlBh1yFiuZOvUVPBw6LQRtv3Lw4FgFO1ghwsqYJB1eObqYWZh0eHuuP9dNCDWpXDI3oWnFZmB3jjhJRO2Lf+tvg+QwEQ914eH5WLIb7O9AW7U6FCsGvHKEdK+Cx9USdPfH23ZEYF+wEqUxJ8yiRqzR4ek+63ucHkOZnCdoWi7OAXrVqbJPhXFETzmnHZ/uqLGW8NgU2loM/zdEhVyHLxEmVIGdrcjRWq+MIdhH0KXJlai0RxO0KXCwV44Efr2D/o6PgYWuBXO34rDG/kmF+dhTxCHHRr0o2tMnwRwZZUX4w0X+Q3g0zesNMQkzA0ex6PLEjVU/09uj4AKyfatwR9XZBZ4S0IN7jjju3/yIYDAZmRrthUrgzfkoupzQUB9JrcSC9FhYcFlQajclGUjr8cKEMP1wwLMoDSC8SvxcP9/kc4a8d6/P+tw/l4u1Duf2ey3rt9AAOHNW7L6uPbBBdlcPb3hIZ1RJK9/B3bgPSBa3UcdUtXfg713Di7M8XKxDsItATYCcXN+H5vZl6gtwOhZqmpbkeWHBYWDTUEysSvNFaVYRYXzva39qRrDpam0OHvgjIvUO9EOtpi/Efnqa8hHRQaQhAQ8BZwMPoQEcEOlvjw2MFAIB7hnlRmw2dPfi5wiacLRQZtAcfFeiAccHOGBvsiFcPZON0gQgPjfUfFAIiV6lNnlTx6zmp4mmDCPe+J1WMgcdm4eN7Y5Dw3imIpHKjk0x+jlaUWdhIfweD5Lsnfr5YDqWawFAfO70sITMGD2YSYgK+PlMMlYaABYeFe4Z6Iqm4CaWiDvjY33njWFXNnbhYSvaP58Wbp2LuJPDYLNwd66En5DQmtPsvoLqly6BW4lCvPJSeWDjEE89NCQGTATy1Ox3JJWI8+1sGLpaK8dbcCGpx2XS8wKSJIIDUhvTUH8yJcQeTQRLF3hjua4/v7h8CW0sumfat5TMEQaCyuRPjPjxj0mv2xoH0Guy+apwchbkJcejJMVTFp6ypA3uvVeP1gzm4Z6gnzhaKcLFErBcH0NMePM672x68qrkTZwpJLcuS4d4DPl+1hkCFRImiq9XIqm1DZrUE+fVtBsm0mw2/B+GwRZSHzXWRHoIgUCeRIbe2DZk1EuxIqTAaRspkkGLucSFOGBfkNCCvmU6FCr9eIjVWa8xVkJsKMwkxAW/MiUBObRtmRZNW0xv2ZaJU1NGnEv52QWfVPSrAAR62Fv0cbcatRp52GiPAyQrvL4jGom/orQUWk4GVo3xRLu7Qc0l9MNEP3ycZr3z8E/Fgoh+t3H4kqx6lTYandwBg28phGB/iTP38y+oR+OJUMTafLMTea9XIqGrFl/fFI9hFgLfmRuKj4wU4Uyii7cR5bCZsLDjgspmobe2ChiBFmjw2E1MiXBHtYYMTeQ0Gp2IEfDZ+Xj0cta1duFzWjKIGKa4UtKI5+aLJabDG0NOW396Ki19WD0eYq1DbZriMvLo2vPNXLp6bEoJLpWJqAiqrRkKrNjlaczE2SJvHEuQIRyP24LuuVIIgyNFhv37C7vqeVKG33+wsObQplWgvG702kSlQqDQoEbUjt7YNuXVtyK1tw8VScf8P1GJMkBO+WRZ/XW3yfdeqIelSwsfBEpPN04U3FWYSYgLivO1ovgGGrNvvBBAEQY1zLjBXQe5I5GvL46FuQgzztUf5+zNxsUSMdw/nIrumDWoNgS1GfA8mhbngpRlhePlANnakVILLZmL7mhFUJolcpcaIjSfR2qnEtpXDwGYysWxrCvX4GE8bHHxiDADyAp9UJMKfGbX4O7eBtnv2d7KCl50lzhYanvhgMxnY80gCfr1Ygf1pNbDgsLDl/ng8vSsVjR1qLBnujffmk2LUXy9V4JUD2fC0s8DZ5yeAxWQgrbIF875KhpsNHy/PDKfO/Wh2PVJKmw2SkP8tjKY8RHqCxWRg3aQgDPezx7pdaShqbMeUT84h1FUApVqjJx7lsZkgCNBEkEN87HB3rDuYTAb2XKnCnxnGfUGkMhWi3jhmYLc/ONcCDouBzxbHYXoPYzYyV8ofX58pwY8XyvGjkVTi56eGYFywafbgCpUGu6+Q14r7RuhXQUydVOGzybHfGC87RHuSOg5PO4sBV4glnUqSaNS1IU9LOIoapQNuUb4yMwyxXra4b0sKzhWK8MqBbLw3P2pA56PWEJT3yKrRfrfM2+m/CjMJuQ4YC7G73bha0YIKcSesuCxMi3S93adjhgFQmTE9RkgTAhzwx+Nj8MOFMrzzV57eY+bHe2B/ag1e/yMHh54cg7fnRkIklePv3Aas3nYF+x4dhSAXAU7kNqK1UwlXIR9OAh5mftY9TTM90hWfL4nD+aIm/JlRiyPZdTQTJg9bC8yOccfsGDcEOQv0BJWPTwjA9+fKoFBrsGF6KI7nNGB/Wg1YTAa+WhaPI9kNaOxQw92Wj5dmhFKPWxDviY+OF6C6pQvHcuoxI8oNVdr2i5edJSrEHdqR2GqDYXdvzA7HfSN9+k0YHelvj43zoqhpEWM267pqg7sNH/PjPTElwgXHcurx6kHDlvOGoFQT4HOY8HWw6tPO3RTMiXGnBKMuQh62rhiGSA8btHQocL64icpjMXSt0ZGH7SmVsOKysDzBx+RQt79zG9DULoezgIehvvY4WyhCZlW3cNTgpAqLiTD37kmVSHcB2mqKMCQuzmS/DIIgUNXchdw6CXLrpMitJUmHqW0zAIj2tMGkMBeUN3XgYEYtFVPwxdI4arP4+ZI4PPLrNey6UgUXIR9PTw42+flP5jWgXNwJIZ9tTh6/BTCTkOtAT+v2Owl7tTP+M6Lc+hVdmXF70B1cRx/PPV/chG/PlRp8TF2rjHrszxcrsGqMHz5fEof7tqTgWkULVvxwGfseG4U9Wj3BEB87GgEJdLaGk4CHke+dpPXPnQU8zIx2w+wYd8R52YLBYCC7RqJHQPY8nID1ezOgUGswKcwZLCaDCr17f34UuCwmftV6lLw/L5KWl2HBZWHZSB98fqoYW5JKMSPKDRXaSsfl8uZ+9ROedpZ9EpB2uQoH02uw/VIlcnuJMA3B0ZqHWC8byFUafHG62CSfk574bvkQNGgJ4DkjlaKeYDCASHcb8DlMvfRdSy4LR7LroFQTCHcT4smJgfg7twGvHMhGRnUrrYXE5zCR4O+ApKImqDQE2EwGpkW6YkygI9kWamzHrsuVeGhsAPpChzZTRTfC3SiVY9i7+p4zTAYQ7CKg6ThCXOmTKmq1Gum1xqsEMqUahQ1SqrKRW9eG/Dppn+JcQ3C34VMhcKMCHQECWL8vA8dySKHylHAXfLgwhqYxmRLhirfvjsTLv2dj88kiuAj5WGqg4mMIW7Qtz/tG+tySeI3/Oszv8HXgTqyEdCnUVAKmmb3fmVCqNShu1GXGkJUQuUqNTccKKK1HkLM1PlsSh4d/uUb1/Hv2wd86lItZMW5wFvCxdcVQLPg6GSWiDkz95BxV2dB9D3TQGX8BZL9+epQbZke7Y7ifPa3UvPFwHr4zQISe2ZOO6pYuuNvwMSHUGa8cyAZAlv+nR7lh6ifnAABTAywMmkUtT/DBt2dLkVrZiuVbU6hQPEOYE+OO56eG4NdLFfj2XCm2nC/FJAM9+dzaNmxPqcCBtBo9IWZfaGqXG00kHu5nj6IGKTXG+sK0UHxwlC4ifmJHGhRq/THZngh2saYMwkb6OcDGkoPHtutbtXf2OO9iUbveNE2IiwBjgx0xLtgZQ31Jd1ONhsC63en4M6MWj/xyDbsfTsCaRD+8sC8L2y6UY+VoP4q0yVVq5OsmVbQVjuLGdoPj374OllSAW4yXLSLchQPayDS1yymykadtq5SIOgyOZBvLQNKBy2ZipL8DxgY5YnyIEwKcuv1K0ipb8MSONNS0doHLYuKlGaFYMcrXYLvlvhE+aJDI8NmpYrxyIAtOAl6/+o6MqlZcLm8Gm8nAigRfk39/M64fZhJyHXAWkiSkqV0OjYa4I+KZj+XUo12ugpe9BaURMOPOQqmoA0o1AWseG552FigRtWPtzjTk1JI7eF02SqdCjaoWkoD8uHIYfrxQTtt1D3/3JArfmQ5bSy5+WjUcC75O7pMQC3hsTIlwxewYN4wOdNSrLMiUaoS+Sh+t/W75EHx3rhRXK1pQ3dIFFpOBZQk+ePOPXBAEea6PjQ/AyweyUdPaBU87CyyP1ncp1WgI5NS2UQu3MQLSO7PlgdFkmN+l0mZk10gQ6WEDmVKNQ5l12J5SgbTK1n7ebdPw3JRgPDDaD9Y8NqQyJSZsIh1Q190VhJN5+iPBxgjIuGBHLBjihZH+9noizKrmThzOqu/zPBQqDYR8NhKDSKOwxGBHuNnoC8uZTAY2LYpGk1RO+WLsemgE7Cw5qJXIsGrbFfg4WJKTKnXSfgnTr6tHDGhSRa0hUC7uICsbtRJcKmhGzdHTBts3AEl6w92FcLTmQdyugEgqR21rl141JMDJihobHuHnoDeqSxAEtiSV4YOj+VBpCHjbW+LLpfGUEZ8xPD05GA1tcuy+WoUnd6Zi+5qRGOJj3DtJp8eaE+N+UxPOzeiGmYRcBxyteWAwyNn95k6FUfX5rURPQeqdQIrM0Ed+PUk2QlwF2H2lCm/+mYsupRp2lhz8b2EMtUs7nFUHgiBHMieEOGNCiDPOFoqw4ofL1HMFv3IE3ywbghBXAeK97XAkW3+Rm6VttYwLdjJq3a8TifaEzrRK50MBAHNj3PH1mRIo1BpMi3DFG3MikFTURFnFfzA/Evy27vFSkVSO365VYUdKZZ925b0zW3Rws7HAzGg3HEyvxazPz4PPYeoZBfaFSA8hPGwtcK2ilQoE1CHUVYBP7o1FWK+W2HtH8qljdeF//eHr++LgrKhDbGysni6CIAiUNXVg4kdnjTwaiPWypazRYzxtTJrk4LKYeHlmGGZ9fh5N7XJM+vgcdV9SUROSepy6rSUHMT0mVUJcBZj1+XlIupT48YFhRh1mAXJMNb9eSrVS8rTtFEMj5QwG4OtghXA3IcLcBAh0FqBLST7+XGGTXvCiLvJCl7zblxtpS4cCz/2WQTnFzoxyw3sLokzSvzAYDLw7LxKidjlO5Tdi9U9XsPeRUQh0ttY7tqa1C4e1VcTViX5695txc2AmIdcBDosJB224WEOb7LaTkDpJFxWOZZ6KuXORp82MuVbRgmsVpD5gdKADPr4nlpbPclLbLrgrtHsUdVywE4rfnY7Al7v1Gn2lsea8ObXffvbrB7Px08XubIGpES74dvlQAKR2oGcK7IWSJkhlKgzztcOni2PRoVBhwz4y0nxFgg9G+jsgLa0Sl0rF2HmlGsdy6qnJBiGfjRgvW70qyMrRvtgwPRQcJhPVLV0oFpF27iWiduTWSWmBbf0RkGhPGzw2PhBRnjZgMoCfkiuwI6VCLwEVICtSKaVihLoK0KFQ47uzJfjs1MC0IctH+uDNOREgCA3S07vbX+1yFZK1gtJzRSKDzqAAOXXx5MRA2PWyyzeEhjYZMqrIKZWM6lZk1UgMutbqEOtlizWJfoj2sIWXPX1SRTd66mFrQQUFEgSBRqm8exS2rg15tW0oE3cYNBnjc5gIdRUi1NUaAnUbpgwLQ7i7LZra5VQey9dnSvTaZNGeNpRDaayXbb9iYwC4Wt6MtTvTUCuRgctm4rVZ4bhvhPeApl3YLCa+WBqHJd+nIKOqFSt+uIz9j43Sy0TadqEMag2BUQEOBq3fzbg5MJOQ64SzgI+mdgUapXJE3OZz2Z9aA4Ige9pe9uZ8gzsVP2vt1AGyL/781BA8mOhPq1wpVBqq9XJXWDcJEUnlOJxVB39Hqz59NLpfqwKPjjcsUuxSqBH2Gr390tN/gyAIvKrVfejQ0CZHkLM1ttw/DHwOC68fzEGtRAZve0s8Mj4AP14oxw9JTaiVdrcw4rxtMS3CFYUN7TiQXqN3HiKpHPO/StbLjjEFdpYcrEn0x7w4D7hr/XCyayTYdKwAf2bUUpoDXwdLrB7jhwVDPKFUEXhubwb+zm3AG3/m4o0/+3eCNYT9j42iHEqVSgKlLUpcPFuCpCIxrvWyB++NUFcBtj4wzKiHT2ungvLh0Ok4DLXadJMq1jyWXpXB0ZqHWdHuBp//J+130ILLwgdH8yniYWgyCSD1b2FuQoS7C7VVDiH8HK3AYjLQ1inHzpNX8UdGHZ7fm6Xn8mqqX4khaDQEvjlXgo+OF0KtIeDnaIUvlsZdNzmw5LLxw4qhWPjNRZQ1deCBH69g98MjqWqKVKbELm1mkdmi/dbCTEKuE85CHnLryGyG24me3iBmQeqdCaVag80nimhCxP2PjUK0p63esVfLmyGVq+BgxYWvgxV2X6nEnxl1SC5pMilPRocPjubDRcjD/F6VsSvlzXoGaVlvTKFNtPx2rRr70+ikwVXIx0+rhsPGkoMzBY00Z8/xH56hRl+tuCxMDndBrJctfk2p7DO4rS9XVENgMRm4d5gXFg7xpKZ5NBoCJ/MasCWpjCbgHe5njzVj/DApzAWNUjn2XKnCW4dy+30Pn5oUhG/OlhisvEwOd8GHC6Oh1hA4kFZD7frJtN3u1/Z1sMS4YCe0y9XU3yYATAhxwudL46kk206FCtk1bTTCUdFrIQf6n1S5VtGMpd+nUJ/ByfwGlIra4SjgIb9OitxaCXLr2rA/tYYiSD3FyrrXCHCyRrg7STR0hMNJ0E0cCIJAfr0UW5JKcbZQhKvlzVCoCQCtAEhiPcTHjmovmeJXYgjidjme2ZNB+dTMjXXHu/OiaAnA1wMHax5+XjUc875KRl5dGx755Rp+XDkMPDYLu69UQSpXabUpTjf0OmYMDGYScp1w0YrPGm/zhExaVStKRR2w4LAwo4fBkRl3BirEHVi3Kx3pPVoLKS/dpVcK1uEPrVGWuEOB4RtP0MyaYrxsMTvajRzN/MBwPkZPPLMnAw7WPOqiumFfJi0zZW6sOzYvpmfkFjVI8dpBehUEIJNd3W0tUNvahQd+vELdrpvg0YHB6M7E6Q/3jfBGhtZ50xgYDFAtgeenhuCRcWR1R6YkF/it58tQqjUkYzEZmBnlhvnxHuhUqHEwoxYP/WK8ZWUIn54wrAWZEeUKP0crLN96Gdm1Evr4LIuBMdo2w9hgJ/g4WKG2tQuj3j9FHTMzyg0PjvXH72k1yNS2VooapYMyqRLvbYcXp4dSlR2CQJ86FAAY5mtHkY1wdyGCXQQGdUP9+ZU4W7IwKdId40OckRDgQCOz14NLpWKs25WGhjY5eGwm3pobgXuGeg1aPIaXvSW2rRyGe7+9iOQSMZ77LRMf3xNDGcCt6VWZNOPmw0xCrhO6CZmG2+wVogurmx7pesM7BTMGF/tTq/HqgWxab9zTzkKPgMiUapzOb8QfGbU0galSTSDUVUCaiEW7U9kXEz86o/daHrYWeH12ON4/kk9r16z44TJ2PzQS9353iXb8jjUjSM+FHuhSqPH4jlSDVYAj2XWY+uk5vdt7o11Ob6sI+Gw8MzkYQc4CBDhb4eeLFfj6DOkxsl0rajWEYBdrLIj3xN1xHpR3xvaUCsyL88D2SxX4NaWS1kIIcLJCiKsAKWViisgZQry3LV6bHYFYL1u0yZSIfuN4v78TAL3pljA3IcYFO2FMoD3YrZUYFt9t2NWbgACkOVjv0WmArDDpyEa0pw2iPWz7nFSRq9QoaminxmB1I7GGtC8A+b0IcxPA296KCjvcvmaEwVFqgJx+Sa9qpao8xvxKyN/dAa1VhYiLizDZrMwY1BoCX54uxqcnCqEhSG+bL5fGI8RVf+LqRhHpYYNvlg/Byh+v4M+MWtS2dqGmtQsOVlzMi/MY9Nczo28wCMKQ9Oj2Q61WIz093aDq/E7AL5cq8OqBbEwJd8F39w/Vu/9WnL9Mqcbwd0+gTabq88JyK3Gnf243E7rfPSA0Am/8mUdVA4b72iPW2xbfnSvFpDBnbFkxDADZynv/SD6O5dQb9LpIDHKkqfiVag0VqmXGnQUHK662LWMavOwtEO1pS3kOGUJrp5KcSLkBV9aVo30BADsvV1Lk8oFRvuhZWGhok+FcYRPa+zERC3axxlBfe/C0bSCCICASieDk5HRDlQqRVK7Xmls8zOu6EnUHgoPptXpaGN371RcG6/fuC7rKzPw4D3x8b+xNeY3rganX94GsA+at83WCMiwzMh9/K3AirwFtMhXcbfhI8He4bedhRjcKxAo89UUyqrTeGk/dFYTHJgTilQNk1H2oa/dY6O4rVXrai54gxy2NG3uZcedgIAQEAKqau4xOzgwmDOXMbEvWv80UFDa0o7ChXf+Oogr9224QPduGtxLGcnkM4ib83r1xIL3mjiIhNwNmEnKd0JEQ0W0UpupaMfPN3iC3HWoNgc9PFeOz083QEGTbZfPiOMoYSTeeG+rWXV5eMsIbDAaoyZAvT5NtCmseGytG+QAA0qta9aYfzPjnYHqkK/yduhNquxQaysp8oMQl1FWAMDch3Gz46GsDrtIQ2HetGjGetgh1EwzoO5Tg74BoLxuwTbieaDQEGhoa4OLiMuDrj1oDyvpfh6kRLgb9O24mCIJ0GHaw4iIhgL6RU6kJtHQq0NxB/89Y6+t6wWAAthYc2Ftxqf90lvT/BcsFMwm5TlD5MbfJNbWxTUapxxeYp2JuK2pau/D0rnRcLiej3+fEuOGded1mShoNgQJdZkyPSoijNQ9PTAwCQKaIfnO2FGoNgcNrE8FkAv87WkAtHnwOEw8l+kNDoM+8E3srrtFxy96w5LJIjYUBbcakMBcsG+mNvdeqqVI5gwGsGeOHYzkNlCA11FWAl2eGIcHPDntPX8HVFgscyqqjSv8WHBbujnPH0uE+CHUTIOSVI9AQwLGnxtI0JseeGovkkiYkl4hxqVQMqQkX+iE+dpge6YrpUW7UyGupqB0Lv7mI5g4FxgU74b35Ufg+qRTbUyqhUOlrXTxsLXD+hQnoUqqpSRVDIYLG8NniGOw6X4Dkav3NSIynDRYP96aZfZWKDNumc9lMhLoKqKmUcHchQl0F1y30fGJCIJJLxDhXKDJIQJwFpGB5bLATxgQ6muRX0htkyb0TsbHBA2q9NrTJsHZnGvXz4mFeeH12xE1tvxAEAalchZYOfVIxLdIVze0KFNRLIe5QUMdcL9mw4LAoMmFnxYW9JQf2VjzYWxn+18aCo5fU+97hPHx7rvS6Ppd/Gswk5Dqhm3lXatmywy02LDuQXgMNQV6I/Ryt+n+AGTcFf2XW4cX9mWiTqWDFZWF1rDXWzY2hXZQrmzvRpVSDx2bC18Gwj8uZwkaoNQTcbPjYcbkSP1wog0KlAYNBTlYsiPfEocw62sinIRgjIPeN8NYjG50KtUECkrR+AuU3c6SHIJMgQGXcOAl4eG5KMKZHueFQRh3eP5yPnB4BciEuAiwb6Y25cR4UGasUd0JDkAtuzyA0ACaJXhkMYJivPWZEumJapJuerXajVIYVP15Gc4cCHrYW8LCzwMSPzvRpdBbvY4dpnyYZnVTxsLXQS3gdFeCAl2eGwVnAx0O/XEWaAQICABnVEprLrQ4OVlzKd0P3r5+jlUluqcag0RDIrWsjTdIKRQb9SvgcJp6eFIyxwU4IdRXcND1DXzhbKMIzu9Mh7lDAisvCxvlRmBs7cDGoQqVBa6eCIg3iDgVaOhUQtysMVi9aOhW0STNTwWAAdpbaCoX2X1tLNpTtLQjz84KDgEcSCksu7K3JY262luXfBjMJuU5w2UxKjNYold9SEkIQBPZe67ZpN+PWo0Ouwpt/5mCPNrk41ssWHy+KRktVod6xOrv2IBdrowvN8Vyy/FonkdHK1LpycV+eGv5OVtSYKkBaYh9aOwbP7MnAtYoWvHN3JJaN9EG4uxAv/64/fqsDl81E6quTaVNWPf1AAG1FZmwAxgU74ve0Grx9KI8SNHKYwMxodyxP8EG8tx1tkauTdOGzU+T4q0KlwYRNZ4yeR08wGcAIPwfMiHLF1AhXOBsZbW6Xq7Bq2xVKZ1HT2kVZyveFP3tM0rgIebQRVHcbPnic7s8rwMkK6yYFw92Gjx0plX1O9wDkAubnaEWRjTA3ISK03huDQQDE7XIkFTXhnNadtWdCMkCO+uoMxLztLXH2+fG3hXgAgEqtwUd/F1KTUWFuQny5NA7+TtYgCAJtMlU3mehQoFlLJHrepiMaze2KASfx6mDJZcHOkgsHa243uejxX8/7HKy4EBqoUnSLLn3/c+L7mwEzCbkBOAl4EHeQ1u29cyhuJrJr2lDY0A4em4mZ0WZvkFuNrGoJ1u5KQ1lTBxgM4PHxgVg3KQhMEGgxoKfL79GKIQgCDW1yrVmUFMWi9n4nXnrPr1nz2GiXq+Ai5OHX1SPwZI/SNgC8NDMMAj4HqZWkNTybycBDP1+lsjeMQaHS4IMj+XhqUhA4bCbu/uIC7f7ZMe4IcxPgRG4DPuuRreLnaIUlwzwRzGlB4ohosFgsiNvluFTajOSSJlwsEeu5vHJYDFjz2FRibU+wmAyMCnDA9Eg3TIlw6ddpU6HSYOn3l/r0GzGExCBHxPTw43AR8rFsSwoVgVAroVc4ZEoNrY3QFx4Y5Yv100IGlETbH5RqDdIqu8dne/uVWHJZGBXgiHHBZCaLt70lJn18FiWiDjw41v+WERC5So2WDiVVgciplWDjYbppnQWHice2p1IEoy+XWWNg9qhS2FmRpIH61wjRMJahZMbtg5mE3ABchHzk10uNJkjeLOy9Rq50UyJcYWNxY+ZAZpgOjYbA90ml2HS8AEo12Tr55N5YjNROJqnV3WO2KrUGlc2dKG5spwyw9l6rxtHs+n5HIUf62yPUVYgAZ2sEOFlh07ECpFa2wkXIw59PjMG9311Cu1yFACdrzP3yAjoVajhacxHmJkRSURM2HStAbWsXtUBt2J9FPfdwP3vUSfQnM4KcrVHU2I5fLlXgl0uGVf9JRSKqcsBmMjA1whX3jfBGQoADJJ1y7DrVgLN/5eFiabPeWCmTAVq7w1nA12tzAMBLM0KxaIiXSb3wxjYZkoqa8OxvGf0ey2Ex4GFrQVUGTj07Dv5OpAhSqdaguLEdX50upgiIIRg6355YNtIbv16qhJsNHy/PDDMpG6U/VLd04lxhk1bb0aRXAQh3E1IhcEN97GltrkulYpSIOmDJZeHuWMM27v2BIAi0dam0lQk5mjuU1L/idhmKq1rByLyG5k4lpaXo7/sNAKkGUpCtuCwamdC1QPQIhvZfIZ9jFuT/C2AmITcA3YTMrbRuV6g0lBmT2ab91qGhTYZn9qRTIr/pka54b34UeGwWsmskKBG1o6hBimtFLWg6ex4V4k6DMep9XaBH+Nlj98MJtNs2nyhCamUruCwmvl0+FBXNnSjTVhWSS8hzSfB3wObFsbC15CL4lSMQdyjweY9ANgGfjQXxnrhvhDeCXAR49UA2jWi8MjMMq8f4YePhPErzYQitnWTw2dIR3pgd7Y6K5g4kFTfhg2MFyKpu1ZKMVur4UFcBRvo7wNaSA3G7gvaaNa1d4LKYSAxyxHA/e8refePhfDw0Vj/zRtKpRGaNNsStqhUXS8QmleRnRbth06IYAMCkj0kX0aE+djhTIMJXZ0oo0agxhLgIEO4uRKCzNXZe7k4EXhDviRN5DZB0kZWcR8f541Q+KRR/YJTvdRMQmVKNS6VinCtswtnCRpSI6BUkO0sOEoNIW/TEYEc4C4zHzevaRXNjPSiBq1yl7tZJdCgh7pB3izX1tBRKtHQqoO63SmHa9S8xyBFxXrbdBKNXxcJcpfhvwkxCbgC6CZlbWQk5ld+Ilk4lXIQ8jLkDzMn+C/g7twEP/XKVqiwI+Gx0KdWY9fl51PSoOHSD/D7wOUy421hQrYiXZoQio0qCYzn1VPl5dow7/s6th0ypwbKRPnqv+8kJUmPyzrxIxHrZ4u4vu1skDAaw7q4g3J/giwNpNdieol/BWDrCG6/ODKfEcoez6vQqHe/8lYfvzpX2+z2eE+MOXwdLnC0U4dMThXpCPzdrFsaHuWNUoCOseWxcKhPjSFa9nrU7AHxybwzuCnOhRKuZ1RLKUfREbgNsLDlUcmxmdateOJoh9LR4H+Zrh8cmBEKu1OCrMyW09tHVihZc1aYY9/VceW9NA5/DQkuHAo/8eg3VLV1gMoCXZ4ajoL6NIiAOFkwM87XD12dLYcVlYfFw737PVQeCIFDc2I6z2hbL5bJmKgMGICtI8d7deSyRHjaURkGjIdBqQITZ3KlAUUM7VbXae60K54tFaG5XGDTFMwXWPDbsdFMd2mkPW0s2ZJImRAb6wsGaR5GJToUaLx/IplKQHxjlixdnhILHNpMMM/RhJiE3AMq6/RZWQnSC1HlxnnqCKTNuDARBoE4io8K9smsl2J+qbyYmlalwpkBE/WxnyUGgszX8HK1goZRgbEwwgl2F8LC1QEZ1K+Z9lQwA2JJURi30Q3zs8MrMMNhbcfFnRi3YTAYVrQ4AxY1SPL07HQB5EV80xBPbLpTRMmienxqCUlEHEt47SS1cllwWLSjv7bmR1PekUtyJx7anUvc9MSGQGvc1hUj3tkN3s+FjVIAjRgU4YLivLc5fy0KxgoX3j+TTWhd8DhMTQpwpS/o/nhhNhfcpVBoU1EsxMsCBIiFrfr7a77kYQk8ymFcnxcoeGTc94WlngeYOBe196o0F8Z7gc1gobmzH6p+uoELcCWseG58viUOdREYJkgHgvYkO+DGZJHb3DPPqt0Uq6VIiWZvHcq5QpKc9AcipnCgPG4S5CaHSaNDQRgqWe057tHQqTahSkBN8PdtvbCZDOzrKhZ0VBw5WPDrBsObR7rO15BisUnQLND0pgeaxnHo8/1sG2mQqCPlsfLgoBlMjXPs9RzP+uzCTkBsA1Y65RZWQpnY5zhSQ4sKFQ8wZB9cLpVqDCjGp1ygRtVOko0TU3ufC5GjNQ5ibAIHO1uR/TuS/usko6qIc4kRdlLee725vNErl8La3xIbpoZge6QoGg4EftPcP87WnFi9JlxIP/nwN7XIVRvjZ4+lJwXh2TwbNXdVZwMP/jhZQP4e6CnDfSB/cHeuOF/ZlUlknB9NrMD/eE3KVGmM/pIfe9Ty3gcCKy8KOB0ciysMG1ypbcDirDh8eL0C9RAaA9Eqx4LAwMcwZMyLdMCHUCUwGA0eyjwIALpc1Y++1amRUS5BX12bQvwMgvUpCXQXIrpXgQnHTgEYs2+UqcFlMBLlYI6eWbLdwWUzsfGgEPj9VTJFIIZ+NtXcFoVEqx3fnSqnHh7oKcK5QhMd3pEIqU8HTzgJbVwxDu1yJldu6NTZfLY1FR1MVkorEYDKAVaP9AJBVCkmXEuIOBcTtcpwrEuFAWm2/uhIdarR5Jkdz6vs9VsBj01octpYcijwP97XHg2P9aeJMIZ896CJVuUqN94/kU46jsV62+HxJHDXqbYYZxmAmITcA3bjgrUrSPZheC5WGQIynDQKdBz/Y6d+GToUKJY0dKBZJSZLR2IFiUTvKmzqMqvFZTIbe7nL9tBCsSPCF1QACAosapNh4OA+ne1RMXp4RhvtH+dDK0qe0Eyt3hTkDIJ1X12knbzxsLbD2riDM+/oCbQQXIAkNl83ErGg33DfCB/HeZLQ9QRDUoguQGovJ4S5Y3CvADuh2ajUGAY+NEf4OOJHXQLu9Q6HG3C8v6B1vwWZgcoQrZkS5Y1ywE5ra5ciobsWnJ4rwew8C1dsMzMaCo42pt6FcY3W392XM1hujAx1oZl8BTtZIKhJh1TayshLnbYtF31yEhiCrAcsTfLB2YhBsLDh6BC2tshXvHcmHWkNgqI8dNi+JQ71EhgVfX6Qdl13bhq/OkNocDQGs3HaFGie9HrCZDJpeQuc90XuUtCfh6N3mOFPQiP2pNRDy2fhp1fCb7ltRIe7Eut0ZyKqRAAAeTPTD81ND9bxgzDDDEMwk5AZAWbdL5SAI4qaPwOls2s2CVDrE7XKUiDqoikaxqB0lje197jotuSwEaCsZgc7WCHCyhq0lB1+eLqbyWu4Kdcb/FkYPyANGIlPj1YM52H21mkZmXpkZhjWJ/rRjpTIlUsrIBWxiKElCPv67AGcKROCxmRjp74D7tqTovYaAx8a6SUFYEO+pN0VS2tSBCq1+wlnAQ6NUjigTk2J74vfHRiHKwwZsFhMbD+fRqgS9Yc1j48XpIWhpqIGMb4mdlyvx0u9ZRo3ThvnadUfVe9rCScBDQYMUubVtGBfsRDkB92fMBpAtoZ9WDUeQs7Xe359MqcZL+7t9UVLKyCrN5HAXPDIuADYWbBQ1tuN4Tj0lONWhZ+JtWlUrRvdKxdXhqzP096W40UC2Si/MjHZDlIdNtwGWdfe/At6NVyl0gtQFQzxvOgFJrpLh2z+S0S5XwdaSg48WkVofM8wwFWYScgNw0pIQhVqD1k7lTbXY1an4uSwmZsdc37jdvwUlonZsPV+GogaywmHIa0IHBysuAnoQDR3pcBPyaeN9ZwtFeGJHGprayQrDKzPDsHykj8kLgkypxpakEnx5qgldKpJ8TAl3oUzIeudSAMCZAhGUagL+jlbwd7LGX5l1VCVArtIYXIStuCxkvjHF6Hmd1FYtEoMcsSbR36BjpymY91UyApys9KYzDKFdrsLLB3K0P7VSt3NYDIS6ChHtaYPsGgkyqiWIcBfisfGByK1rw/HcBmw+UYQycYcBcW83FsR7wpLLoglqHa25+HJpPEYYCW7UaAjM/CwJ9Qb0WifzGvB3boOBRxmGId2FkM+Gn6MVMqolRh8X6irApDAXjA12Qpy37aCM7PaHOkkX9R24b4TpAtmBQqZU4+0/c7D9cisAcuLosyVxcNfa55thhqkwk5AbAI/Ngp0lBy2dSjRIZTeVhOgWpEnhzrC1/PfnCfSFdw7l0tocACk27EkydJqN/j4TuUqND48WYItWHxHsYo3PlsTRMl76gkZD4M/MWvzvaAFVeYl0F+KVWeHwcbDE8dwGsJgMvWCu39OqKffSSeEuyKqW4PEdqXrPDwBPTQqivEY+vje2T2J0Mk/b3gl1NmoRbypMISC9MT/OHbHedohwF4LHJoWduXVt1GKdU9uGldsMC0aNIdxdiLcP5VI/L4j3xLvzIo2OdKaUivHu4Tyj56/jFEI+GwI+x2DFbFKYC5YM99IKh+vwwwW6fsbBmqdHQBytudT47Jggx35N1m4Gdl2ugoYgx71vVsu2rKkDj29PpUabHx3nj2emhNwSkmXGvw9mEnKDcBHy0dKpRGObHKE3SQSuVGtwMJ3sqf/XbdqVag1VVn99djiG+dojwMn6usrOxY1SrN2ZTl1MVyT44MUZYSb7FVwpb8Y7h3KpxcjVho97Qnh4cvZIcDhsnNbqPfwdrai+fZdCjdf/yKamK7zsLVDT0oXZX5zXe/61EwOxblIw9TyO1lyqbWMIkk4lNXo61Nce4z48o3fM4xPoHhxVzV16Uy8DAZfFhL+TFax4LPhaKsFiMvHb1Wq80yA1KjgNcrZGiKsAJaIO5PXw6HCw4uLR8QG4b4QPjufWY92udACgEZDPlsRhjpFKYFlTB947nEdVnwBSIPvM5GC421rQJkHsLLngsJg4nlOPh365BmcBD+fWT8DvaTUY5muHQGcBCILAT8nlegRE91o98fujCYjxsrut5lkqtQa7rpCtmPt6jXsPFg6m1+Cl/VnoUKhhb8nBY0OssXJKMFhmAmLGdcJMQm4QTgIe8uulN3VM92wBmQvhaM2jjXH+F5FZ3YpOhRp2lhysSPC9ros+QRDYebkKbx3KgUypgb0VFx8ujDa5l13e1IH3j+RTkwtWXBYemxCIBxK8kZ+TRZ0TZdeutfQvbJDi8e2pKOqhG6hq1ncvDXcTYseDI6iK1x5tfsv8eM8+d5u6EDw/RyvM+ryb1MyMdsNfmXVgMIDRAY6I97HD6fxGfHG6mCZiNQVvzomABYeFOokMuXUS5NVJqd/zGgCge3G25rHJZFh3IX6+SLZSNi+OBYvJwKcniij9hJ0lBw+PC8D9CT6w5LKhUGkoXUtP7HxwpMG2VkuHAptPFuHXSxVQaQgwGcCS4d54alIw1TI1hoPpJAGbE+MOPoeF6ZGuSCpqwrdnS/HbNf12GJfFxKKhnkgMcsRrB3PQKJVjZawA0Z42t92982R+Ixra5HCw4mJqxODqMmRKNd74Iwe7rpDfxRF+9vjknmjUleb380gzzOgbZhJyg7gVhmW6Vszdse7/+ZJnstaxdKS/w3Vd9Fs6FNiwPxPHcrq1Ex8tijEajNYTrZ0KfHayGL9cKodSTS52i4d742ntYtfTth3oDq4LdRVgz9UqrN+b2e9rvDorHKtG+1ItF5FUTk3QLOpHkKw7rucu/ZnJwXhyYiAa22S4Ut6CpQaErj0h4LER622LUFeBQffU1//IMfAoUiDqYUlgZKgnItxtEO4uhJedJfUZ/ZFRi9ZOJVXdAMjpl4fG+mPFKF8qNO9aRQte3J+JwgZ9gWdvAiJXqfHLxQp8drKIil2fEOKEl2aEIcil/1ZEm0yJY1oiWS7uxLyvLiCjqtVgmi4AvDg9FA9pM1hO5jWgUSqHgM/GXb53hg5CJ0hdNNRrUI3BihuleHx7GgoapGAwgCcnBGLtXUFggIDxWEUzzDANZhJyg7jZ1u0tHQpqRHKBeSoGF0u1VuUGdsT9IbmkCc/szkB9mwwcFgPrp4Zi9Ri/fsmMQqXBzxfL8fmpYsolc7x2sQvuY7HLryMrBB8eK9C7T6cl6omDj49GjJct7bbf06qh0hCI87btc2FVqTU0AzUdPv67EB//rZ/s2xuLh3mBw2KiQ65Cbl0bLmot4Q0hzE2oHYUVUFH0Ah5La1wVREsWJQgCB9NJAqKDgM/GmjH+WDnGl3JMbZersOlYAX66WG5UpJpW2YI4bzsQBIEj2fV4/0g+5cYa6irAKzPDMSaofxfheokM5wpFWL+vmxT2HEMOdrHWI0FLR3jj4XHdrazvk8ipmMXDvGDBMc3742aiUtyJc4UiMBjA0gE4tvaHfdeq8cqBbHQp1XC05uHTe2Op97g36TbDjOuBmYTcIG62YdmfmbVQqglEaKPA/8uQKdW4ptU8jBoACVGqNfjk70J8fbYEBEFqND5bEodID5s+H0cQBI5m1+P9o/lUeyDUVYCXZ4YhMajvtli9RIaCBqne7UN97DA7xh2fnyqi3Z7x+hQ9p02CICjtyD1DvQy+jqRLiewaCb5PKqUI0vVAV2bvCRsLDrztLSn/BwDYMD0Uj4wL0Du294JEEATOFIjw8d+FtMevnRiI1WP8YWPZ/buezGvAqweyKedQR2suFUv/8Dh/fHuWXPDnfZWM3x8bhXf/yqO0L84CHp6bEoIFQ4w7CMtValwpa8G5IhHOFogMfi4zo9wwVps+eyijDu8e7vYyCXCywqszw6mfs2skuFTaDDaTgRUJPmgou/0tiR2XySrI2CAneN+gIBkgPXZeO5hDOTSPDnTAJ/fG9plVY4YZ1wMzCblB3Ox2jO4i8F8XpAKkgZRcpYGTgIcAJ+v+HwBSv7FuVxolHl08zAuvzQ7vN2I9o6oV7/yViyvl5GLnJODhuSnBWDjEy+hiRxAEckUKbNudgT8z6YXqMDchNi+OhVSmwn1bLkGm7BZtlmycYfA506paUdzYDj6HNCXrUqiRU0uOumZVk7kqpU2mTbAwGaRI01h2iLe9JcK1Jl86sy93Gz4YDAYapTIMf/ckAOD9I/lYPtLHqHEbQRA4V0iSj54W8wApwn1mSgj1s0gqx5t/5uCQ9r3ytrfEvcO88IU2fG9+vAc2TAtFoJM1nte2snQW+HwOEw+NDcDDY/31zoUgCJQ1dVCR95dKm2nGbAwG4Crko05Les4+Px4+DlYAyKTg9450ExAui4nNi+Nowuct2irIzGg3uNnwYfqw782BXKXGb1rd0GCM5RbUS/H4jlQUN7aDyQCemhSMxycEmmMizLgpMJOQG8TNzI8papAis1oCNpOBudcZxf1vAtWK8Xfo17+DIAjsT63Bawez0aFQQ8hn4/0F0ZgR5dbn46pbOvHhsQJKsMjnMPFQoj8eHhdgdOGVdCnxe2o1tqdU0kSnOpx/YQLcbSzwfVIplRarQ8brUwxe3JVqDV4/SOovZEoNFn1zEUWN7SZlhRiChoBBArJ9zQhEe9pQKauG4CzgY3qkK5X98viOVHx//1A9fVJWoxwbv0/BtYpWAOR7d3+CL7gsJr44XYwobeWJIAj8dq0a7/6VB0mXEiwmA2vG+GFurAeWbU1Bl1KNscFO+GBBNKRyFYpF9Pd0VrQbXpkZDleb7l15u1zVncdSJNIT+zoJeBinDYEbE+iI365VYePhfAzztaMISKW4E0/sSKNpQtZPC6FVzOokXRRpWjOGbj53u3A0ux7iDgVchfw+p6f6A1l5q8JrB3MgV2ngIuRh8+I4jDTixWKGGYMBMwm5QejKk403wTV1r1aQOiHUeUCunf9WXCwhnUz704O0yZR45fdsavR0uJ89Pr03tk8jJalMia/OlGDr+TIoVBowGMD8OE88NzUYbjb6jyMIApnVEmxPqcAfGbW0ykZPLBvpDUsuG6t/uqLnbXLimbGwseBAoyFQ2tSOjCoyMTajWqJXRdBNoAwEDlZcSrMR7i5EqKsQb/6Zg+Qeeo+zhSKMNiGNeVSgI0VCzhSI8OL+LHy4MBoMBgMppWJ8/HchUsrIqhGXzcSyET54ZLw/nAV8vPUnOWLraWeJCnEHXtyfRZ1DhLsQHyyIhrOQhwVfJ6O5Q4EoDxt8vjgOOy9X4tMTRXrOq9cqWuAs4CG7RkK1WK5VtNCs+DksBob52lPps6GuAtrf5u9p5Hfj7jgyg6lDrsJDv1yltbQSgxypLBgdtiWXQ6UhMMLPHlGeNneELkInSF083Avs6xSut8tVeOX3LBzQku+xwU745J4Y83XHjJsOMwm5QVCuqSoNJF3KQTMSU6k1+F0bQmW2aSd71LqFOaGPndm1imas25WO6pYusJgMPD0pCI+ON15KVqk12HmlCp/+Xciv1vYAAFSJSURBVEjlfST4O+DlmWEGNSMdchX+yKjF9pQKZNcYHm91s+FDKlOhXa5Ch1yNGZv1nTvnxXngt6vVyKhuRXZNG9rlKlPehn6xfloIwtyEiHATwknAoy28Oy9XIrlEDB6biWcmB+O9I/n47lwpEoMc+9W4uPWYHmIxGdh7rRq1rV1gMhg4X0ySQzaTHI19YmIQ1aYEgKoWUk/zV2Ydfkouh1ylAZ9DnsOq0X6QqTRY/N1FVDV3wdveEstGemP+1xcos7EAJyu8NCMM7/yVh7KmDtRJZPB/6bDeOfo6WFKkY6S/g9HKVUG9FHl1beCwGJgZ5QaCIPD83gwa0bO34uKjRTE00XK7XIUd2gX/wcQ7owpS1CDF5bJmsJgMLB52fa2Y3No2PLEjFaVNHWAxGXh2SjAeGRtw20eOzfhvwExCbhB8Dgu2lhy0dirRKJUPGgk5X9yERqkcdpYcTAi5/hLrvwVXy1ugVBNwt+HDx4DwTqXW4MvTJdh8shAagtQfbF4ch3hvO4PPRxAEThc0YuPhfMqvwt/JCi9ND8NdYc56Fa38+jZsv1SJ39NqKMLAZTORGOiIrBoJpQka5s7DNytHYermC2iXq2jBbT1h7HZTEeoq0KuOGMqn0aG6pRPvaE2/np8agjWJ/qhs7sT2lEo8uycDR58aC/s+3GXdbElS4WjNxeRwV4rQAGTVYdEQT4xzkmHSqHDadAwAyiJd50w6JtARG+dFwdvBEgqVBo/+eo0idGoNgRf2kSm1Qj4b40Oc4W5rgc0ni/QMwiy5LIwKcMC4YCeMDXai2ir94YDW+G98COk+/OXpYip1WIf/LYjWG9v+7WoVpDIV/B2tbqjtMZjQVUHuCnWmtadMAUEQ2J5SibcO5UKh0sDNho/Pl8RhqK/9zThVM8wwCDMJGQQ4C3ho7VSioU3W58jmQKATpM6N9TCnUaJbDzIyQF8PUt3Siad3p1Mi0nlxHnhrboRRnUNubRvePZyLC1rPEXsrLp6aFIQlw71pOgeZUo3DWXXYnlJJTeUA5I77vhE+CHKxxqsHs9EolYPDYuDRcf6wVTXjncP5aGofXKFyjJctnp0cjDGBjpCrNAh77ajeMcbM1giCwAv7MtGhUGOojx1WalsMr8wMR0pZM4ob27F+bya+v3+I0Xaiu7Yl1dSuwE7tJIYOG6aH4YEEb6Snp9Nu71So8Emv8eBNi2KwIN4DDAYDGg15XrrAQAA0C/U2mapPN9cHE/3x9ORgo/cbgkZD4KCWAM6L88Dp/EZsOk4foV4+0geTwunvpVpDUM6pq0wY674V6FKoKQ+hgTqktsmUeHF/Fv7S6lvuCnXGpkUxNzV6wgwzDMFMQgYBLkI+Chva0dg2OAuPpEtJWU+bWzEkdL4VowLo+oVDmbV4cX8WpDIVrHlsvHN3JNXn742GNhk2HSvA3tRqEAQ5+bByjC8enxBI+VUAQKmoHTtSKrE3tZryt2AzGZgS4YL7Rvggwd8BX58twQM/dmegKNUEPjuli6FvwWDhwoaJ8OihZdFoCBoBGelvj0ulzfB3tIKfo+FKwPaUSlwoFoPPYeLDRTFUa8qCy8LmxbGY92UyTuQ1YHtKJZYZWMxya9vwyQk6mVgQ74mGNhnOFzfhg6P5iHQT0C4m5wpFePlAFk0gev6FCfC0665ivfFnTr8VITtLDsZo81jGBjnCWciH74a/AACbTxbh0fEBJtvsA6TVfq1EBgGPDKC759uLNF+SIGdrvDwzTO9xx3PqUdXcBTtLzh0zqfZnZi2kMhW87S2RaIKuR4esagme2JmKCnEn2EwGXpgWijWJfjc9BdwMMwzBTEIGATpdSIN0cCZkDmXWQqHSIMRFgAj3/7Y3CECKRnVeEzpRaodchTf+yKGsteO8bbH53jiDHgmdChW+PVuK786VUqOas6Ld8MK0UHjZk8cr1Rr8nduA7SkVVIUEADxsLbBwiCdivW1R1yrDr5cqcF8/rqPXAwYDGOZrj6kRrlRWylf3xdMICACaFuKBUb5ok5Ek6a4w/fYAQRC4XNaMjVrPixemheoRlQh3G6yfFoJ3/srD24dyMcLPnjJFK6iXYvPJQr1WxXvzo7BkuDdUag0e+TUVJ/Ia8OAv1/DWOFv4dCqw8UgB9qfSyYWTgEcRELWGwNwvzxvU1DAZQJy3HdViifKw0dPznHp2HCZ+dBYAMH1zEk4/N97AO2oYulZMYrAjntiRCqmsW4vDZTHx2ZI4g6RGZ062bKTPdeUU3QzoWjFLR3ibVJnRZeFsPJwPhVoDD1sLfL7UeMvSjNsDcbsc1S233wDvVsFMQgYB1ITMIFVC9mkX1oVDPM27E5C7V7WGgI+DJTxsLZBR1Yp1u9JQLu4EkwE8MSEQT94VpDcyqtYQ2HetGpuOF1CajXhvW7wyK5y68Fa3dGLX5SrsvloFUS+vF297S9hZcvDN2RLIjYSxDQQCPpu26DEZwAg/B8yIdsPUCBc4C/g4XUBar9tZcvSIxcRNZ6j/H+Fnj1dnhWPYuyfI+0K72wddCjUOptfg54sVVDjfcD97rEjwNXheq0b74WyhCElFTVi7Kx0fLYrB12dLcCizFgRBEqRZ0e5IKRWjUSoHn0O+z2wWE58vicN9Wy4htbIVTx1rAo6dAkA+5oFRvgh3E+L5vZnwsiPJVFKRCO/+laenZ7l3qBfGhThhdIAjzcjMEPydrBHuJkRuXRvKmjqQX99mUuqxXKWm2g/nCpv0xMAbpocaNAS8VtGC1MpWcFlMLE+4OcFwA0V2jQQZVa2UHqc/SDqVWL8vg4ormBLugg8XxvT7Xptx89EhV+FyeTMuFDXhQomYFupoeYcQ3psJMwkZBLhovUJ6L2LXg1JRO1IrW8FiMjA3zuwNAnTnxYzws8c3Z0uw6VgBVBpSpPrJvbEYYWBa5nxRE949nEf9QXvZW2DDtDDMiHKFhiBdOn+9VKE3NtsTlc2dqGzu//y4LCZsLDn9fv5SmQosJgOjAhwwPdINUyJc9OLedaZT8+I8afkfuukFgDQd2/1wAq5VtKC5QwEBn42hvnYob+rAr5cqsOdqFZWlwmMzMSfGHS9MDzW6W2YyGfhoUQyGbzyJvLo2zPgsibpveqQrnpoUjBBXAZ7Zk479qTWobe2u+FlwWXhrbiQtMM/dho8v74tHnLcdvjtHtqi6lBo88ONlmrW8j4Mlvlwajwh34YDJ9sEnRiPo5SMAgGmfJqH8/Zn9PuZ0voh6X3oTkHHBTlg52tfg47aeJ6sgc2Pd7xjHUF0VZHqkW79jtGmVLXhyZxqqW7rAYTHw0owwPDDK17zBuU1QqjVIr2rFheImXChuQlplK228HCCF52ODnXC/kY3DvwlmEjII0F2YBsOwTCc0GxfsdMdc8G43dKJUnYU5AMyIcsV786L1dnLFjVJsPJxPhbkJ+GysnRiE+0f5oKSxA/O/TkZaZesNnU+Mpw2G+dqTHhzuQgQ4WaO5Q4ERG08aPJ7FZGBMoCNmRrlhcriLUfFfc4eCmiS5Z1j37vazk0WUQRYA5L41FQBJpACAIIA1P13F2cLuBV436rpoiFe/YsNKcaeejTyfw8S+R0chwr17TFknTq3XOo2qNQS2JZfjo17CTjdbC6qioBurzqtrQ14dqa1ZnuCDtRODbkgEyWEx8dqscLylbV1tSSo1Ohmkw4Fe+hMbCw4kXUo4WHGxaVGMwUW5qrkTR7X+KKsT/fTuvx2QypQ4qG0r9eWQShAEtp4vw/tH8qHSEPC2t8QXS+MQ7Wl7i87UDIDUceXXS5FcQpKOlLJmdPYyDvSyt8DoAEeMCnTEqAAHvc3JvxlmEjII0FVCbtS6Xa0hqF76nSJ+u91o7VTQ4uYtOCy8OScCi4bSW1VN7XJ8eqIQOy9XUa6iut3EZ6eKaFkg14u1EwPx9ORg6nUJgkBObRs++bsQPyWXG3zM23MjMCfGw6Sy9+9pNVCqCUR72lDthYPpNbQAusJ3poPBYKClQ4GvzpBVhna5Cme14WXjgp2wIsEX44Kd+tUJVLd04svTxfjtarXeTsyax6F5fQCgRkDrJF3Iq2vDhn2ZlB3+cF87JLoS+DatHdcqWvD49lTEetnS9CRTI1ywYXqYUQHtQLFqjB9FQt75K490ZzUySSbpUuJoTve5+DtaUZWlDxdFU7qu3vjhQhk0BGlcZkrL51bgQFoNOhVqBDpbY7if4XHalg4FnvstAye1ZHxGlCveXxBNE2CbcfNQ1dyJ89pKx8USMeVBpIO9FRejAhwwOtARowMcByXv558KMwkZBPSshNyIa+rFEjHqJDII+WyDQsP/GroUakz6+Bz1c6SHEJsXx9FyY2RKNb4+U4LNJ4v0Hp9fLzXJaZTPYSLEtaezqACn8xvx7blSqDUE/B2t8MXSeIS7C0EQBDKqWnE4uw5HsuqpFFdDSFo/gRK+9geCIKhWzCJtWJ3OeE2HjNemoKBeip8vllOCXB0eTPTDspE+Jnll1Em68OXpYuy+UgWlmiQfY4Od8PSkIIS5CTHni/MobGjHC3szsWXFUOr77K71CjmR14gzBSKoNAQEfDZemhGGhXHuyMzMQEx4EO7/4QpO5jdSCyAArL0rCM8McJzWFBx/eiymfEJ+R+Z8cR5Hnxpr8LjdV7rHioNdrKkNw4oEH5qepickXUrs0Qb79VdluVXQeXsAZBXE0LXmWkUzntyRhlqJDFw2E6/OCscyI8eaMTgQt8uRXCImWywlTXqxAZZcFkb42WN0oCNGBTgi1FVwR4x53wkwk5BBgC4/Rq7SoE2m0ktDNRW6VsycWPcBjR3+G5Fb24a1u9Jofhv7Hx0NBgNkiFuVBO/+lWs0kM0YnAQ8elCbmxB+jlbUBEZTuxxP706nvCt0niOFDe1451AujmTX07ws+BwmJoQ4Y4iPHd75q7va4mlnYTIBAYCsGgny66WUhqNC3IEFX1+k7n96UjAe2HbZYCsp761pJk1sNLTJ8PWZEuxIqYRCTQptRwc64OlJwTSDqs2L4zD3yws4md+IXy5VUH3pSnE34VJpCEyPdMWbcyLgLORDrVYjV6TAnmR6a0aHBfGGx6ZvFMEuAvg7WaFU1IH8eimKG9sR6EwPN1RrCGw83J3ZY8Flo7WzHSEuArw4Q38cV4ddlyvRoVAjxEWAsUGmj8DeTKRWtiC/Xgo+h4n5cfRqqUZD4Ntzpdh0vABqDQE/Ryt8sTSO1lIzY3DQpdLgdAEZjni+uElvs8NmMhDnbUtWOgIdEeNpa/Z7MgIzCRkE8DksCPlstMlUaGyTXRcJkcqUOJJN9v3/y60YgiDw44VyvH8kn1ooATL1dPF3F5FT2zbgSZW1EwMx1NceYVorc2NILmnCul3pEEnl4LKZmBvjDiseG1M+OUclrgLkrmZiqDNmRLlhfIgTLLlsqkevw+oxA9MP7NFWQaZFugIEMO7DM7T7dT4dHBYDM6LccCqvEVK5Chumh/ZLQERSOb45W4JfL1VQ791wP3s8MznYYDhZmJsQG6aF4q1DuXj3rzyEuwmx91o1dmmrAgDw2ZI4zIkhhdNlTR1473AejueSKl5rHht8DhNN7d0l6L5ye24UR9YlIuQV0jtl0sdn9USqz+5Jp/4/McgRSUVN4LKNj+MCpHhwm7bFtvoO8tDYfomsgsyOdqe1+MTtcjyzJ4PSBc2Ndce786JgbcS63oyBQaHqFpOeLxYhvbIVaqKRdkyYmxCjAxwwOsgRw33tjcYGmEGH+V0aJLgI+WiTtaNRKqd8FgaCI1n1kCk1CHCyQqyX7eCf4B0OgiCQVSPBnC8uGLy/vk2ml79iDKGuArw1N9Jov7w31BoCn58qwqcnuls6CpWG1vKw5pEtsumRbhgX7ERb+KuaO2ltEwAIcTX9OyBTqqnU3nlxHoh567jeMW42fNw3whv3DvOGJZeFuKy/AZBOl8Ygbpfju3Ol+OliORWwN8THDs9ODkaCAefZnlg52hdnC0U4WyjCwm8u6t0f7WGD1k4FNp8swi8XK6DSEGCCDFF7enIInAQ8LPw6GVe1TrMXS8QYG9x3Ps31gsdm4YVpofjgKFnt+OViOZZrqzeHMmupUDYASCkjidJL00P7/IwOZ9WhTiKDozXvjkmwbulQ4FAWuVHp6ZCaUirG2l1paGiTg8dm4s05Ebh3mNcdQ5z+idBoCOTVtyG5WIwLJU24bEBM6m1vQbVXEv5jYtLBhJmEDBKchTwUNbZf94SMzqZ9wX/EG0TcLkdmtQQZ1a3IrJZQ0yzXiyBnaywb6YO74zwGVImqk3Qh4b1TBu8T8NmYHOaCGVFuGBPkaHDX3KVQ4+FfrundPhAR47Gceso/pKcLKwCMCnDA/Qk+mBTmQiWkHsuph0Ktgbe9pV7rASAXq++TSrEtuZy6cMZ62eKZycFIDHI06fvV0CanjNB02PNwAjbsy0RpUwfe+SsXl8uaqZHXccGOuNuXwJxxEVR2zLKRPhQJefTXa9j9cILBUMDBwKPjAygS8urBHCwZ7o3ChnY8/1sm7TiFSoMJIU5YMcrX6HMRBEGZk61I8KGNSt9O7EuthkKlQYS7EDGeNlBrCHx1uhifnCDzkgKcrPDlffF3jID2n4ZKsVZMWkKKSXunNztYcTEq0BEJfnawVTRg6uihejlJZgwcZhIySKAMy65jQqZS3InL5c1gauPj/21okymRXS1BRjUZVZ9ZLaHpKgyBzWToTWz0BpfFxIwoV9w30gdDfexMJm9KtQbJJWK8tD9L7zxsLDiYEk4Sj1GBDn0uQLpMltw6uvOni4DXZxhcTxQ2SPWqKDr8/fRYg1W1U3kkYZsYSg/ak3QpsTWpFD9cKKd8MKI8bPDM5GCMD3Ey6f3RaAhsv1yJD47k63lpdMhV1ETJCe05hLoK8PLMMIzyt9fLjun53nYo1Hjgx8vY/+jomzYJ8NfaMZj5GelXMvmTc1CqNZRDrg6O1jx8aGQcV4eUsmZk17SBz2EOOJPlZqGnIHXZSB80tSvw9O50KsF4Qbwn3r47ApZc8yXdVDTpxKRFJPHo7VLaU0w6OtARIS6kmFStViM9XWzkWc0YKAb0jc3Pz8cHH3yAnJwccDgcjB49Ghs2bIC9vX7Ze82aNUhJSQGb3f0SmzdvxtixhtXr/3ToxKnX45qqE6SODnQccBLmnQaZUo0CsQLpyeXIrpUio7oVpaKO/h+oxbvzIhHrZYsSUQfW7kwzeIyPgyWWDvfGwiGe/Ro16aBQaXChuAmHs+pwNLse0l4L7HBfezwxMRAJAQ56zqvG8H1SKf7IqAWbycAn98biSe359teK0VnE/5RcTrUHesLRmoerr0wy+FiNhqCmTnQTVFKZEj9eKMf3SaVURSXMTYinJwVhcriLyeSsuFGKDfuyqOpFnLctPlgQjR0pldiWXI6V2+hVmg8WRGHhEC+wtBfm3qjSTg6tGeOH5BIxcuvacP8PKdj36CiTP7eBIMLdBh62Fqhp7dJL3NVh06LofsvmW5LIoLoF8Z4mk8mbjYslYpQ1dcCax4ajNQ/TNyehqV0OCw4Lb98dac6YMgHtchUul4lxoZicYuktJuWwGIjzssOoQAeMCXREjJetydcCM64fJpMQmUyGNWvW4J577sG3336Ljo4OvPDCC3jppZfwzTff6B2fnZ2NrVu3Yvjw4YN6wncqqDHdAebHaDQERUL+aRcSlVqDggYpMrUVjowqCQobpNoKhmGrUW97S4S5CZBe1YoGLWGzt+Ji06JoTAx1QUZVK978IxeXy+mPZzEZmBzmgvtGemN0gKNJ420ypRpJRU04klWHv/MaaJbpOvg4WOKvtYkDFvCdKxTh/SNk+f/12eEY0UN/EmqEhDRKZdiZUoUdlyuo390QjBEQgJyiaWqXw4rLQpSHDb48XYzvzpVC0kW2ToJdrPH0pGBMjXA1eQRQriLHnL86XQKFWgMrLgvrp4Vi2Ugf1LZ2odZA1Wp+nAfuHWbcKAsAqlpIEhLqJsRDY/0x/+tklIs7sWrbFex8aORN2bWffHYcQl/VTxgGSJ3L+JC+R99LRe04mU+awK0aoLj4ZkJXBWEygId+uQqCID/rL5fGX5cG7b8AhUqDtMoWXCgRI7m4CelV+s6k4W5CjA50wKhAs5j0dsHkd7y2thahoaF4/PHHwWKxwOVyce+992L9+vV6x1ZVVUEikSA8PHxQT/ZOBmXdPsBKyOXyZlS3dEHAY2NKuOvNOLVBgUZDoEzcQZGNzOrWPidVuGwmQl0FCHMVUs6ioa4CqNRkC0O3CCcGOeKje2KgVBNYtyuNEmj2xDOTg3HvMC898yxDkCnVOFMgwuGsOpzMazA6wmvBYeGDhdHUhMdAUCHuwJM706AhyMyTZSN9aJbtPSshBEHgakULfr5YgaPZdZQvh6M1F/cM9aIMx3Qo3Tijz9fWVUF4HBYmfnSW6lsHOFnhqUnBmBnlNiD/gWsVzdiwLwtFje0ASKHr23dHwprPxv+O5ePHC+VQGPiMdaSnL+jK2152FnAW8vHTquFY+HUyMqoleHx7Kr67f+ig7zR1E2a9EeoqwAvTQvt9/A8XykAQwKQwZ5ofze1Eo1SGY1qjNZ0GZ/EwL7w+O+KOCdO7E6ATk5J26GJcLmvWa8d521tq2ysOSPB3uCkVOTMGBpNJiL+/P7Zs2UK77dixY4iIiNA7NisrC1ZWVnj66aeRlZUFR0dHPPDAA1i4cOGAT9BQmfdOhKMVKYasb5NBrVZT593f+esMqqZHuYLLurN+X7WGwI/J5ThTIEJ2bZvBSgJAVjLC3QQIcxMi1MUKzLY6TE2IBY9LF4gml4jx3G+ZaJDKwWExsH5qCB5I8MGXZ0rw1dlSarFjMEDFq68e7YvHx5NGUcbem06FCmcKmnAkpx5nCkQ0FburkIdJYS7IrWtDqtZjI9xNgM8Wx8LP0WrA73eHXIUHf74KSZcScV42eH12GDQaDe15gpwsIe2S44+MOvxyqZJW9o33tsXykd6YGuGKj44X0p47+/XJIAgN+jqlk1pbdx358HWwxNqJgZgV7QYWk9Hv43WQylT46Hghfr1cCYIgRXevzQrD1AgX7LpShc9OFqO5kyQaCf72eHF6KK5VtODNQ6QXyumCRtrv3Pv7rtYQVAXF3YYHtVoNX3sLfL98CJb9cBmnC0R4aX8m3psXOWhC7KwaCTbsy9K7ncti4JN7osFh9v331dKpoATiK0f5mPTdMPXv/EawK6WS2sFbcVl45+4IijzfzuvFrfjd+wJBEKhs7kJyiRjJJf9v777Dmjy7P4B/M4Cw95S9BGQKKALuiVZrq3XV2V/t0NpqW61db/u+Xdr3rdXapa1dah21jtZRq611MlQ2gjJkb5Aww0ie3x8ZEgNIIBAI53NdvarhIdw3NyaH+zn3OVWIyamS/cxKmetrY4ybmbgkupuZrJOzVE/Gru55q1N3567M96ZHe08Mw2D79u24cOEC9u3bp/DxlpYWBAYGYsOGDfDw8EBsbCzWrVsHfX19REVFKfW1UlIUX1QGoqp68Rt0Gb8JCQkJshfWrsbf1CbCqSTxuf4Aw0aFxD51K65rw0d/VMr+zgJga8iBi4kWnI25cDbRgosJFyY8tmS+TeL/jLWQfitN9nmtIgYHU+tx4nYDGAB2hhxsGG0CV/0a/B1The1/ib8HxjpsTHbRxVRXXbzzzz2UNwphy+Z3+H1pahXhZkkzogsFiC9tRvsND0s9NsbY8zDGngcTHgfbY0twu0r84jTDTQ8rAvTAL8xEYqHC03aJYRj8N7oGd8qaYcJjY02ANtJTxacvGlpEYAMQAfjybDIu5TehsVX8xqHNAcY66mKGmx5cTbUAphx/XC3Cnqv3k9tGD9NBXHwijHldJ8LeKRMnwVrrc/CEjwHGOfLAQTlSkrt/uuh6sQC742tR3SQO+iY562J5gCFuF+Zh8ulUFNWJv5l2hhws9zdEiK0WWstz4MdjYKHHRmWjCCIGiL2ZAB2OfAAh/XmvaBSiVciAywJK7magXPLvgQVg/SgjfHy1Br/cLALTWIPFvr2/ncAXCLHpfBWa20QIttXBfG99vP63+JbeeCceGkuykdjxJonMkfR6CFpFcDXhQoefj8TEgq4/oZ2+fJ26lCbO0XE25uKVMSawY8qRmNi702Sq1J+v0TUCIVLKW5BS3oLksmZUNMrv0vG4LIyw1IaflTb8rbXhaMSF+EevEpV5lajMU91YBst7U19Q5dyVDkLq6+vx+uuvIy0tDfv27cPw4cMVrpk7dy7mzp0r+3tkZCTmzp2LM2fOKB2E+Pn5DYpjUE0tQuDMOTQLGbh7+0JPi42UlJQux380oQgCYTmczPWwcHLogDuaG8Aw+Fi/GM1tQvjYGsHT2uCh9/GFQqHcvO9WNmDD4SSkFIkTBReF2uPNmV6y52EYBp/ql0Cbw8YkLytoc9koqG5E+elL4LJZWDAxWHaftk7Qir8yKnAmtRSXMivlbhM4mulixggbRPnawG+YuCvr+fRybPo1BfymVhjocLHlcV9E+fb8ltcXF7IRW1QGLQ4L36wIxUhHU/GcRQz+uV0BEcRvDH9kN0rGpIelox0wP9he7thwRV0z5m25IPfcsUXNSKusxpoJblg5xgk6nRTR2qUv7gQ7Y4S10rcyKuqa8Z9T6TidUiMb3wdzR8BEVwsfnslAdI74cTM9Lbw42R2LQh0UvsZBhwZM+VTcZfd4nhY+etxX/D14YN3FCbcVsDPVQ3BQkNxzBAYCRpYFeON4Go6kNyDAwwlLumjE9jCtQhGWfXcdlU0iuFroY8/TYTDkaSGmKgknkkrw1VPjHvpvq7lNhPNnLgIAXpjqg6Bu1gZ5cN59YYt9A67n3sOjAbad/lyoQ3/MXZxMWi0+xZJdhTtl9XIfFyeTmiDczRzhbubwtzfu82TS/pj3QNXduUuv6w6lgpD8/HysXr0adnZ2OHLkSIenYgDgyJEjCrseLS0t0NFR/v4bh8MZFAttoMuBIY+LOkEbKhva4GIurhDZ1fiPJYjzH+aPtJc7RTSQLHhI8mFn2Gw2jiWW4F8nUtHYIoSxrha2zvPDDF9bhWsfG+kg9/e43BoAQICDCRiwcTShGGdSS3Els1KuiqqLhT5m+tkgytdWrh18S5sIW89kYM8V8SkHf3tjfL54ZK+Ohv6VXoZPJf1p3nvUF6EuFrjX0IJDNwqwLyZPlv/AAjBhuCWWhztjvIdiE7mmFiHC2gUg368KBY/LwQenbyG1qBYfn72D/bEF2DRjOOYE2Cm8eU7yVj6IEvelKcT7p26hVtAGDpuF1WNdsSjUAZ9fyMKv8YVgGPGR51WRzlg70b3TRmduVvd3LQ7fLMQMPxu53ivSn/divjhHxtFMr8Of/yVhziivb8H285l45/dbsDLWxfQRPQsQ/30yHddz78FQh4vdy0Ngoi/OHdqxeCR2LO7ec5xKKEZFfTNsjHiYHTgMHCXfyPrydcrd2gju1gO39ocq597cJkRCfg2uZVXianYVkjpJJo30EHebHeViprZjyYPlvakvqHLu3V49Pp+PFStWICwsDB988AHY7M7/kdbX12Pbtm1wcnKCl5cXLl26hJMnT2LPnj0qGfRAZWWogzpJ6XZpENKZwnuNshb1j/VRXw11aWgR4aVDSTgl6aAa5mqGTxcGwta4e6W7T0mqQt7Mu4fg98/JvQi5Wepjlp8tovxs4WVjqPAmXVDdiBcOJCBJ0kL+qQgXvBY1vFcFp7Ir6rH+YCIYBlga5ggfOyO8cjgJvycXy3ZjjHW18ETwMAQZ1mNGZHCH/0BFIgbe/7p/cuM/j47ARMlpjd/WRuJYQhH+e/Y2imqa8NLBRHx3NRdvz/KW6+uirLuVDXjjaIrsZ81vmDH+NdsHlzMrEbXjsixxb3aAHTZNH/7QfjcsFgtulvrIlhy7fvWXZPyxfizMH+gSLD2e62DW+Zq/NNkDZbUCHIgrwIsHErD/6dFKz/XQ9Xz8FJ0HFgvYviiww+JtDyNteQ8AKyOc6VhmPxKJGNwqkSSTZlfhegfJpE7megh3s0Cku7gy6UA5Nk1Uo9tByNGjR1FcXIwzZ87gjz/kj8AlJCQgKCgI//73vzFnzhysWLECjY2NeOGFF1BVVQUHBwds3boVISEhKp/AQGJlyEN2RUO3CpYdiy8CwwBjXM0VkqUGsxu59/DyuUpUNorAYbPw8lRPPDfeTdYgrjOV9c34M60Mp1NKZAWYAHGjtOHWhpjpZ4uZfjZdHkf8I7UEG48ko07QBiMeF/97IgDTevjbtVStoBWrf7ohqyuSkF+DfTH3O7L6DjPC8jHOmBNgBy02uszrcX3jtOzPK8OdZY3hAIDNZmFesD1m+tliz5UcfPlPNpIKajD/62hE+dpgc5RXtzrkSrUKRfjmcg52nM9Ec5sIPC02NkzxhCFPC2v3x8t+RoOdTPHWLG8ESW4tdYedia4sCKluaMGrvyRjz7KRctdIj+d29bPNYrHw3qO+qKhrwfn0Mvzfjzdw5Lkx3T5yGp9/D28fF+cevTzFE5O9O+6G+zDSBmR62hwsHtXz20Lk4RiGQV5VI65m329zf++BZFILA21Z0BHurlmvj0RRt4OQVatWYdWqVZ1+PCHhfmEpFouFNWvWYM2aNb0b3SAjPaZb/pBaIQwzeGuDdKZNKMLOv7Ow8+9MiBhxjsaORUFdvrmV14qPHp5OKUXs3So8WCD1hYnumBs07KG/3Ta3CfHhqXT8GC3OOgtyNMHOxUG9fvESiRgs3BUjV2wtrbgW2hw2ZvnbYtkYJwQ5mMh2Y7rKCJ/0yT+yP492McO7cxRPlQGArjYHL0zywIJQB3x67g4OXS/AmdRSnE8vw/Ixznhxkodc47KOJBfW4LVfU5AuqeQ61sMCUb62+Ck6V3ZSx9FMD5ujvBDla6N0LpKN5Kj0nAA7nE0rxaU7FfgxOg9B7WIk6e0pe9Oud7+4HDZ2Lg7Ck9/GID6/Biu+i8Ova8IfumtWXivAc3tvokUowowRNlg70V2pObT3jaQ42YIQhx53wCadK68TIFra5j6rSqFKsb42B2Gu4lodEe7mGG6tuMNJNNfATEQYpKwkL85dFaICxLcZcqsaoafNEXdNHeQKqhux/lAibkoqbU5w4mHHiggY6ynmAJXwm/BHainOpJTiel617CguIM7dqG5oQeG9Jox2McOr0xWTnh+UW9mAFw7EI7VI/Ib7zDhXbJw+vFdb6iIRg6vZlVi2J07ucTtjHp4Mc8LCUAelmlWtO5AgC2R0tTg49OyYh36OlSEPHz3uj5XhLvjgdDou3anAnit3ceRmIV6c7IFlYU4KrcEbW9qw7c87+O7qXYgYwFRPC4tGOSK9pBZvHBMniRnxuOLP70VPFFtJR1wDHhdvzfLG2yfS8PHZ2/hokhkCJdcUym7HPDwQ1NXmYM+KUMz7+hpyKhqw8rvrOPzcmE4DguY2IZ7bdxPldc3wtDbA/xYEKFUbpb3bpXW4dKcCbJb41h3pvTpBK2JzqnE1uxLXsqpwu6yDyqSOpoiUBB3+9lSZdCijIESFrAylOyFdByHSXZCZfraDvkLfb0nFePNoCuqa22Cow8V/HvWBI1MuV4G0qKYJZ1JKcCa1VBaoSAU6mMiSSx3M9LB2fzwK7zUh3M3ioV/7ZHIxNv+agvrmNpjqaeGTBQFySZLKqhW04tebhdgbnSfrkSK1a1kwJntZyZrIddfOvzLxe9L9Amy3/jNdqc8fbmOIn54ahYt3KvDhqXTcLqvDeydvYW90LjZHiet6sFgsXLxTgTePpch2IMZ6WMBAh4vdl3IgFDHgsllYNsYJL07ygGkv76nbSVoLlNQ04YO5vrh4pwLn08vxaSwf08OF0NZioUTSyNGhm7tRpvra+HHVKDz+1TXcLqvDMz/dwI9PjVJoGsgwDN45kYb4/BoY8bjYvSykV+3q91wRN6qbPsKmz3raaLrmNhGS82okOx2VSCrkQ9huW5PFkiSTulsg3N0Coc6m1OOGyNBPggrd3wnp/HaMoFWIk0nixMt5IwfvrZj65ja8cyJNFlCNdDTBjkVBsDPWQWJiOQqqG3H2VjlOp5bKkkSlQpxMEeVnixm+Nhhmcn/bnWEYxEgSKMe4mXf6tQWtQvzn5C38LCllHepsis8WB3U78fVBGaW1+Ck6D8cTihTadY/ztMRPT/Ws9cBvScX45Nz9gmR33o/q8TbzeE9LRLiZ45ebhfjkzzvIrWrEc/tuwt3KAAzDyHI0LAx04Gqpj4T8GlkDuukjrLE5yhsuFt3PKemKtL9RCV8AFouFrfP8MWP7ZRTWNuOjMxlYPc4NDAPwtNiwMOh+wONgpocfV43Cwl3RiL1bjVcOJ2Hn4iC5XY59sfk4eL0AbBawc8lIOPdiTuV1AhyXnFB7eqxrj59nqJEmk17OrMAfCdW4ffw8BK3y9TqczfUQ7i5JJnU173XgSzQXBSEqZC3ZCanoYifkbJq4eZq9qa5cv5HBJLGgBi8dTEBeVSPYLOCFSR54cZI7Cu814euLOTh6vRLZ90pl17NYQKizGWb62mCGr22nTfrulNWjqqEFPC02Ah1MOrwmu6Iea/fHy3Ib1kxww8tTPZXeoWgVinA2rRQ/Rechrl0TOWsjHdnttHA3c3y3omfJ1DfzquUa8CX9a5rC7RNlcTlsLB7liNkBdth1MRs7/85CVrl83YQ2kUg2H79hxnhrljdGu3Ye0PWEnSRwLOGLg21zAx387wk/rPj+BvbHFUBLcpvH3lRP6aDLx84Iu5YFY8X3cTiVUgJLQx28M9sHLBYLcXer8e/fxImom2Z4YbynZa/msS86Dy1CEYIcTRDs1P3E3KGGYRjkVjXialYlrmVX4lp2FWoUkkl1EOFuLq5MSsmkRAkUhKhQd3ZCfo0vAgA8PtK+x/ex1UUoYrDrUja2/XkHbSIGw0x08eJkd5TXNmP251dliZCAuNFWmKs5ovxsMX2EtazBX1euZYtPxYQ6m3X4hn0soRBvHhPXHTHX18a2hYFKvxGV1wrwc1w+fo7Nl90247BZmD7CGk+OdsLXF7NRVtuMYSa6+HzJSKWDGwDIq2rEvK+iZX+/uHHCQ5NJlXGvoQVJhfwOP1bT2ApDHhf/eXQEHg0Y1ic/Y9Igkt/UisaWNuhpcxHpboHZnnr4/U4jfriWC0DcM6Ynwt0t8MmCQLx4IAE/XMuFjTEPcwLssGb/TbSJGMwOsMOz43q3c9HUIsTeGHEi82raBVFQXifAtawq2S2WYr78a5qBDhejXUzhyBPgiXH+8LY1pmRS0iMUhKiQNCeksUUo2wpvr5QvwJVMcYnyeYOsNkgJvwkvH0qS1ZsAxEHJa+16dXDYLIxxNcMI41b83/QQWBkp9yYUnd3xrZimFiHe+S0Vh2+Ib/2EuZphx6KgbjW0A8S/yV3PvYcfo3NxNrVUVnfEwkAHS0Y7YskoR9gY87DlTAYuZ1aCp8XG7uXBPapHUN8iwrxtl2R/P/LcGKWO1nZFKGLw/dW7+OTPOwq1FNpjGKChWQgRw4AN1b8xGPG0YKDDRX1zG4prBLLTS0/6GiK7joNbJeJdqmE9DEIA8cmb8loB3j+Vji1nMmQdi31sjfDxPP9ev+EdTSjEvcZW2JvqYppPz/OINEWtNJlUstvxYGVSbQ4bQY4msrwOf3tjsMEgMTGRTrOQXqEgRIX0dbiyF+fyDnZDjiUUQcQAo5zNVPbG1B/+SC3F5qPJCluwpbUCcNksRHpYYKavLab6WMOIx0FiYiLMlXwDF4ra5YO0u32QWVaHtT/H405ZPVgsYN0kD7w02eOhdUcAcbO544lF2BudJ9dELsTJFMvDnTFjhI1sx+X3pGJ8fVHc0fa/8wMwws5YqfED4kqtK07c7+mxY1FgrwqNtXeruBabjyYjuYMdEDYLWDTKEX7DjPHNpRzkVDbgreOp+PFaLt6Y6Y0Jwy1V/iZha8xDZnk9Svn3gxAtDgufLgjA9B1XAAB/ppXh/bl+Pf4aT491RVmtQHaEFhAnCPe2c6xIxGCP5DmfinDp0W7XYNfcJkS8NJk0uxLJHSSTjrAzQoSbBSLcLRDqbKbwfR+KDdyI6lEQomJWhjriIKSuGe1/T2cYBkduihtizQseHLsgDMPgXyfSZNvWUtoctrj2hJ8tpnpby91q6OkLU3pJLWoFbTDQ4cJvmDgA+OVGAd4+kQpBqwgWBjr4bFEgwt0ffmomp6Iee2PycORmoazzr64WB3OD7LAszBk+dvIlsG8V12LjkSQAwHPj3TA7oHt9Qx7k/c6fsj+vn+KBRwN7v86CViF2/JUpO+XyoAnDLfHGTG94Sgp8zQ+2x/6YPOz4KxOZ5fVY9cN1RLpb4M1Z3vC2VV3pbxtJEFLMl6/50L6mS3ldM1KL+PAdpnxAJ/Xgbhe/qRUOnVzbXRdulyOnsgGGPC4WhPb22QYHoYjBreJaWZGw67nVCsmkLhb6CHczRwQlk5J+REGIilkZ6SCnUlw1tX3txaRCPrIrGsDTYmOmn2L/lIEos7xeFoBoc9mY4GmJmX62mORt1WlvkZ6S5oOMcjFDc5sIm35NxlFJ/kykuwU+XRgIS8POa3MIRQz+zijHT9G5uJx5v+Kqs7keloY54Ylghw7zMqobWrD6pxsQtIowztMSG7tRm6Qj7ZvpzfS1wfopnj16nvauZVfijaMpyK1qVPiYl40h3pzljbEe8jkxWhw2Vka44LGR9vjiQhZ+uJqLK1mVmPnZZSwIdsDL0zy7fRurK3aSk0glNYo7fhYGOqisF+fbvHQwASfXje3R7sW1rEp8JLkNI7Xy+zgcfT6iV8dpv7ksPpa7ZJRjr473DmQMw+BuZQOuZlfhWpY4mZTfpJhMGukuLRJmIXdSjZD+opn/AtVImoBZXtcMx3aFPqW7IDNG2MBQxW/gfcXDygD/ne8PHS0OJnlZ9ekLtjQfxFRPG3M+v4LsigawWcCGKZ5YM9G909sv1Q0tOHg9H/tj8mWVGFksYNJwKywPd8ZYd4tOkzPbhCKs3R+PopomOJnrYeeioG7d5umINpeNXUtHIvduDp6eGdij55DiN7big9O3ZDkw7Vka6uDVaZ6YH+zQ5ViNdbXwxkxvLB3thK1nM3AquQSHbhTgt6RiPDveFc+Mc+1VrQZbE/HPeWmt/E5IU4tQFoDocNnIrmjAe6du4cPHlLstU1DdiLU/x0MoYvD4yGH495wRWLgrBrdKarH8u1j8+nw4zJUoGCeVWsRHTE41uGwWVoQ7K/35A1l5rUCy0yEOPDpKJg1zNUOEJOjwsDKgXA6idhSEqNj90u3NgCQIaW4T4ndJbZD5wYNn+5fFYuGJkL4fb6vw/rFSad0RayMd7FgUhLBOjpcmFtTgp+hcnEwuke1CmOhpYWGoA5aOdupWpc4PT2cgOqcKetocfLM8pNcnWKZ4WyGxufjhF3aCYRicTinFO7+lyd7IpXhabDwz1hXPjndTqsCdo7kevlgyEk9FVOP9U+lIyK/B9vOZOBCXj1emDce8kfY9CrxsJSdkih/YCZEGgoY6XHy1NBhL98Ti59h8jPe07HaX3MaWNjyz9ybuNbbC394YHz7mB54WBz+sCsXjX11DblUjnvrhOg48E6Z0IPWtZBdklr+t7KjxYNU+mfRqViUyyxWTSUc6mYjzOjws4D/MeEjmv5CBjYIQFZPthNQ2A5K7Ln+ll4Pf1ApbY16XRbiGqpicKjS0KxI23tMS2xYEKPymK2gV4mRyCfZG58odUfW3N8ayMCfMDrBTqLDZmV9vFuK7q+LkxG0LAmQ5FepSwm/C28dTcT69XO5xFktc1O6VaZ49LsYGAMFOZjj6fDhOpZRg6x8ZKKhuwqYjyfjhai7emuXdrVyb9qRjKX3gt+0Cac8YMz1Eeljg2XGu2HUpB6/9mowAe5NOa8RIMQyDTUeSkV5SCwsDbexaFixbUysjHn58ahTmf3UNSYV8rN0fj93LQ7pd8ruE34STyeJfBp6OHHzHcgWtQsTn38O1rCpcyapEcmGNXL8lFgvwtTNGuKReR0fJpIQMNBSEqJhV+50QiBO7jtwU/3b/WNCwHm/3a6rUIr5cj5bXZnjh2XGucrdQCqobsT82H4eu58s6bmpz2HjE3xbLw507LWzWmeTCGrwu6aXy4iR3zPBVX46OSMRgX2wePv7jtsKx7nA3c7wx07tXiZ3tsVgsPOJvh6k+1vjxWi52/p2FWyW1WPJtLCZ7WeH1md4PbRYoJdsJeSAxtVDWPVccpLwybTiuZlcitagWr/ySiL1Pje6ydsmuSzk4mVwCLpuFr5YGKwRebpYG2LMyFEu+icGF2+JS9Vu7eWT3h2u5aBMxGO1iBj971XxP+5JQxCCtmC++vZJdibi71Whuk08mdbXQlwUdY9zMYaJHyaRkcKEgRMXu54QIAGijoq4ZF+9IaoNoSMdcVWAYBvti8vDeyXTZY7MD7PD8BDcA4jfnK1mV+Ck6F39llMsa3Q0z0cWTYY5YGOLQo5yAirpmPLv3JlraRJjibaWSBNKeyiyrw+ajKQr9dFwt9fFGlDcme1v1yT17HS4Hz4xzw/xgB3z2Vyb2xeThr4xy/HOnAktGOWL9FI+Hfm+lTezqBG2ob26DLlc8TmnvGmnPGG0uGzsWBeGRz67galYVvrmcg2fHu3X4nP/cLsfWP8SJqO/OGYHQTo43j3Q0xeeLR+KZvTdw+EYhrI14eGVa1wnFDc1tsjL/A7U4mSyZVNJtNjpHMZnU0lBHXKtDcoplsN9SIoSCEBWT5oRIS7efSCqGUMQgyNEEbpbd+y1T09UKWrH512ScTimVe3zdJHfwm1px5GYh9sXk4W67JnJjPSywLMwJk72te7yb1NImwpr9N1HCF8DNUh+fLgxUS9Xa5jYhvryQjS//yUKr8P5+upm+NtZP8cDiUY790lXUTF8b784ZgWVjnPDR6QycTy/D3hhxD501E92xKsK509tbBjpcGPK4qBO0oZTfBBfJaRVZEGJ2/83RzdIA/5rtg9ePpuB/f95GhLuFwu5ObmUDXjyQAIYBFo9ywJOjHdGVKT7W+PAxP2w+moKdf2fB2oiHpWFOnV5/+EYB6gRtcLXQxyQvq259f/pDWa1AFnRcy66UlcKXMtThYrSrOSLczRHpbgF3SiYlGoaCEBWTlm6vbxaiqU0kK9M+n3ZBAABJBTV44UA8CqqbwGWzMMnLCn/eKgMAfH/1Lo4nFMuqgRrqcDEv2B7LxjipJIB77+QtXM+9B0MdLnYvD1HLKaUbudXYfDRFrueLNoeNVZHOWDvRXeVHn7vDzdIA364IQXR2FT44fQupRbXY+kcG9sXkYdOM4ZgTYNfhG5+tMQ91gnoU1whkQUjBAzshUotCHfDP7XKcTSvDiwcScPLFSFlSaX1zG57ZewO1gjaMdDTBu3NGdOuNdtEoR5TWCrD9fCb+dSIVloY6HSa/CkWMLP/nqUgXtbZLqBW0IiZbUg49u0qh9482h41gJ1NESI7OUjIp0XQUhKiYgQ4XetocNLYIEV/SjDtl9dDmsvGIf88KYGkKhmHw/dVcfHQmHa1Ccd+Z7YsC8frR+2XfD8SJjzEPtzbE8nAnzA0cptRJkK4cjMvH3pg8sFjAjsWB/b4rVSdolbyx58s9PjvADpumD+/WaZ6+NsbNHL+tjcSxhCL89+xtFNU04aWDifjuai7enuWtUP3V1lgXd8rqUdIuL6RQlpgqf5uAxWJhy+P+SCq4jJzKBvzn91vYMs8fIhGDVw4n4k5ZPawMdfD10mDocLufTPnSZA+U1QpwIK4ALx5IwP6nRyuM88+0UhRUN8FUT6vfO1cLWoWIz7uHq9mVuJJVhZQOkkn9hhkj3M0CEe7mCHGiZFIytFAQ0gesjXi4W9mAYxni2wnTfKxhrDs4aoP0hZrGFmw8koxzkh2PQAcTBDqYYM3+eLmOw7P8bbE8zAmjXMxUuuV8M68ab59IBQC8MtUTk7z6t1fIn2ml+NeJNJS2K+Uf7GSKt2Z5I8hxYHVvZbNZmBdsj5l+tvj2cg6+upiNpIIazP86GjP9bPDaDC9ZywE7Sa0Q6S2EhlaRLIfhwZ0QADDV18a2hQF48ttYHLxegPGelsgqr8fZtDJoc9j4elmwbCexu1gsFt571BcVdS04n16G//vxBo48NwYe7U47fXtFvAuyNMypz9/ghSIGqUV8XM2uxLWsKlzP7TiZVFyrwxxhrpRMSoY2CkL6gKWhDu5WNuBujfi0w1BOSI3Pv4d1PyfIFRJLKeIjsaBG7roDq8P65PhyWa0Az+2LR6uQQZSvDdZOdFf51+hMea0A7/6eJpf74mimh81RXojytRnQ9/Z1tTlYN9kDC0c54NNzd3DoegFOp5Ti3K0yrBjjjHWTPGBjJF81taJBfBvNTF+70x2scDcLPDvODV9fzMbz++Nlj78/1xcjexiQcTls7FwchCe/jUF8fg1WfBeHo2siYGPMQ3z+PdzMuwdtDhvLxnSeM9JTDMOgqK4NKTF5iM6pRnR2FWoF8qecrAx1ZAXCItzNe3XUmhBNQ0FIH2hfFtvSQAdjlazBoAlEIgZ7rmbj4z9uy7rWAuIOr0KGwShnM7hZ6eNAXAFsjHgIc1VNo7f2mtuEeHbvTVTUNWO4tSH+90RAv7zxMwyDg3H5+OB0uqx3jRGPi3WTPLA83Emp2w3qZmXIw0eP+2NFuDM+PJ2BS3cq8O2VuzgSXyh7My2R7PCUSYIQ+4d0z315qid+is5Fo6Q2zNIwx173cNHV5mDPilDM+/oacioasPL7OBx6doysUd2jgXayk2u9JU0mvZJViWtZlSitbQZwv1WAIY+LMFdzRLiZI9LDAm6WlExKSGcoCOkDVu16nMwNshtyiWW1zSI8sy8eF25XyD2uq8XBYyOHYVmYE7xtjfDfs+LjmGPczFX+Is0wDN4+norEghoY8bjYvTxYZfklXSmua8PHe+IQe1d87JbLZmFpmBNemuwxqBuCedkY4aenRuGf2+X48HQ67pTVy7oqX7pTAYZhUC4JQjq6FdOeoE0oSz4GoLLgwFRfGz+uGoXHv7qGjNI6LP8uDimFNQCA/xvr0uPn5Te1IiZHXAr9SlYlsisa5D6uxQZCnM0Q6WGJcDdz+FEyKSHdRkFIH5Ae0wWAx4OGVkLqreJavHquElVN9++Du1roY2mYE+YF28vlxkj7xfTFbZh9MXk4fKMQbBbw+ZKRsjyGvvRjdB4++rMS0uak03yssTnKC64adDR7wnArRLpb4PCNQrxx7H5S8ZJv48CvE++IPJiU2p5IxGD9wURZ3RcA+OyvTIz3tESAkkXnOuJgpocfVoVi4a4YJElu+Y31sICXTfc7CAtahbiZd092gqWzZNIIdwuMcTEFl1+A0cFB4HAGzw4XIQMFBSF9wFnyhuduqqX2cuD9bc/VXFQ1icBmAZO8rLEi3AkRbopN5Oqb22Sl18d00h+mp2JzqvDv328BADZHeWGcp+VDPqP3WoUivH8qHSIG8LUzwluP+HTa92aw43LYWDLaEVN8rDDqg78AAHG59wuucbrY1fr0/B38nVEOHS4bR54Lx1cXs3A6pRTrDyXi5LpIlexWjbAzxu5lwVjxfRxahQyefkhxMmky6ZWsSlzLrsT13HtyXZEBcQG5CDcLWZt7aZ8hoVCIxETFRoOEkO6hIKQPTPG2xodzR8C0pUzdQ+l36ya5wRR1WDklCE4WnQdg13OrIRQxcDDTVenx1OKaJqzZH482EYM5AXb9Vh1Ti8PGl0uCkHP3LlZHjYaWlub/07Iy5MGIx0WtoA2+dkZILa4FAHz5TzZYLOD5Ce5ynZfPpJRg599ZAIAt8/zgZ2+Mjx7zR0J+De5WNuDfv6fh4/kBKhlbuLsFfl4dhsJ7jRjnIZ+TxTAMsisaZI3fYnIUk0mtjXQQ4WYhaXNPyaSE9BXNf6VUAzabhYWhDkhMrFL3UPqds7k+HvHQh/1D8gJkt2JUuFsgaBXimb03UNXQAh9bo273FFGVqT7WSGwpUWsxrP5mZ6KL2tI6vDzVA0/9eFP2+BcXsnHoegE2TPXEwhAHZFc04JVfkgAAT0e64LEg8YkxYz0tfLowEIu/icHhG4UY72mFWf6q6eUT6mwmK/1eyhfIgo6r2ZUoq5XvUmzI42KMq7nsBAslkxLSPygIIWohDULC3VRzcohhGLx+NAWpRbUw09fG7uXBVPSpH9ga85BRWof0kjrZYzsXB+HTc3eQU9mAN4+lYsf5TElDRyDS3QKbo7zkniPM1RxrJrjhiwvZeP1oMgIdTTCslz1R+I2tiM4Rl0K/klWJnAeSSbW5bIQ4mcqOzvraGVEyKSFqQEEI6Xf8xlakFkvyQVSUlLrnyl0cSygCh83C50uCHroTQ1TDRnKb4rokJ8TKUAezA+www9cG+2PysO3cHVkAAgBrJ7p3+Ga/foonrmRVIamgBhsOJeLA6jClegQJWoW4kXtPUiSsEilFfLlkUra0Mqm7BSLdLRDsZNppXxxCSP+hIIT0u9i7VWAY8akZayUrZHbkSmYlPjwt7sb71ixvle2ukIezMxav3w1JJ2BpjRAtDhsrI1xwu6xOVo4fAJ78NgZPBDvglWmectVRtThs7FgYiFmfXUbc3Wp8fTG7y8JyQhGDlCK+7BbLjTzFZFI3S3Fl0nA3+WRSQsjAQUEI6XfROao7mltQ3YgXDsRDxADzRtpjZbhzr5+TdJ+NsbRhozix06FdobITiUWyAGRzlBdSivg4lVyCQzcK8HtyMZ4d54bV41xkjeycLfTx7pwR2HgkGdvO3UG4m7msrL04mbQeV7OqcEWSTFrXUTKpu4XsFIt0bISQgYuCENLvVFUfpLGlDat/uoGaxlYE2Bvjg8d8KZmwn9k9kLshvQ2WWsTHa78mAwDWTHDDc+PdAABPRVTj/VPpSMivwafn7+DnuDxsnO6Fx4OGgc1mYX6wPf65U4FTySVYuDsGb870RlJBTZfJpJEe4t0ON0t9Wn9CBhkKQki/qqpvRkapOImxN3U0GIbBxiPJyCitg4WBDr5eFkz3+NXA9oHdBntTXVTVN+PZvTchaBVhwnBLvDJtuOzjwU5mOPp8OE4ml2DrHxkovNeEV39JwvdX72LdJPHtF64kF6SlTYR3fkuTfa42l41QZ1PZbofvMGOl8kYIIQMPBSGkX8XkVAMAhlsbwsJA5yFXd+7rizk4lVwCLQ4LXy8dSXUc1OTB77utMQ8vSBoWuljoY8eiIIVAgcViYXaAHcZ5WuKFn+NxObMSacW1eG5fPDriaKaHLY/7YSQlkxKicSgIIf0qOkfc6Ks3t2Iu3C7Hx5K+M+/OGYEQZ9U3vyPdo6vNgYmelqyPzL6YfETnVEFfm4Pdy4LlyvS3CUXtkkmrcDNfMZlUytaYhxBnM/yeVIx7jS1wNNejAIQQDURBCOlX13qZD3K3sgEvHkgAwwCLRzniydGqb89OlGNrrCsLQs5nlAMAPl0YCHcrA2SW1Uk6zlYhNqcKdc3yyaQ2RjxZgTAbYx6+u5KL8+llKOELcP6WuOJwnaANGw4l4uAzY+j2CyEahoIQ0m/KagXIqWgAiwWEuSgfhNQ3ixNR6wRtCHYyxbtzfPpglERZtsY8pJfUyv7ubWuEM6mleOt4qlyNEAAw4nExxs0cke7ikuiuFvLJpOFuFriWXYkPTqUjrfj+c17PvYcvLmThxckefT8hQki/oSCE9JsYydHcEXZGStdsEIkYvHwoEVnl9bA20sFXT46EDpe25wcCHa588bH0klpZUKLDZSPU2Qzh7uLAY4Tdw5NJw90s8PsLkTiWUIT/nr2N0lpxd94df2Ui0sMCIyXHdgkhgx8FIaTfXMvqeb+YnX9n4c9bZdDmsPH10mC5QldEvfKrG2V/ZrMAf3sTRLibI8LNosfJpGw2C/OC7THTzxbfXM7B1xez0dgixOnkEgpCCNEgFISQfiMtUqZsRdNzt8rw6fk7AID3H/OVFbAiA8MPq0Zhwa5rmOrIxfMzQ2FqoLoAUVebgxcne2DRKAf8mVaGaT7WKntuQoj6URBC+kXhvUbkVzeCw2Yh1KX7p1myyuuw4VAiAGBluDMWhDj00QhJT1ka6uD8hnFITEyEkW7flEa3MuRhaRglIROiaahtJOkX0iqp/vbGMNDpXuzLb2rF6p9uor65DaNdzPDmLO++HCIhhJB+RkEI6ReyUu3dzAcRihisP5iAu5UNGGaiiy+fHAktarVOCCEahV7VSZ9jGEbpfJBt527jwu0K6HDZ2LUsGOa9qK5KCCFkYKIghPS53KpGlPAF0OKwEOz08KTSU8kl+OJCNgBg6zx/+A4z7ushEkIIUQMKQkifk96KCXI0ha5218c100tq8eovSQCA1WNdMDdoWJ+PjxBCiHpQEEL6nPRWzMPyQWoaW/DM3htoahVirIcFXpvh1R/DI4QQoiYUhJA+xTDM/aTULvrFtAlFWHcgAQXVTXA008POxUHgUiIqIYRoNHqVJ30qq7welfXN0OGyEeRo0ul1H5+9jcuZldDV4mD38mCY6Gn33yAJIYSoBQUhpE9Ju+aGOJt22uvlRGIRdl/KAQB8siAAXjZG/TY+Qggh6kNBCOlT0lsxnR3NTS3iY9ORZADA2olumOln229jI4QQol4UhJA+IxIxiLkrDkLCOkhKraxvxjM/3UBzmwgTh1vi5anD+3uIhBBC1IiCENJn0ktrUdPYCn1tDvzt5Wt9tApFWLs/HsV8AVws9LF9UdBDW7wTQgjRLBSEkD4jvRUT6mKmUHL9g1PpiL1bDQMdLr5ZHgzjPmp8RgghZOCiIIT0mfv5IPK3Yg7fKMAP13IBANsWBMDdyrC/h0YIIWQAoCCE9Ik2oQhxd6sBAGNc7yelJuTfw1vHUgEAG6Z4YtoIG7WMjxBCiPpREEL6RFpxLeqa22DE48LHTnzktrxOgOf23USLUIRpPtZYN8ldzaMkhBCiThSEkD4RI9kFGe1qDg6bhZY2EZ7fF4+y2mZ4WBlg28JAsCkRlRBChjQKQkifkJVqlxzNfee3NNzMuwdDHhe7l4fAQIerzuERQggZACgIISrXKmJwI68GABDubo79sXk4EJcPFgv4bHEQXCz01TtAQgghAwIFIUTlsqpb0dQqhJm+Nmqb2vDub2kAgI3Th2PicCs1j44QQshAQUEIUbnU8hYAgLO5Htbsj0erkMEsP1s8P95NzSMjhBAykCgVhGRkZGDVqlUYNWoUIiIisGnTJlRXV3d47cWLFzF79mwEBgYiKioKFy5cUMmAycAnDULi82tQWd8MLxtD/PcJf7BYlIhKCCHkvm4HIQKBAE8//TSCgoJw5coVnDx5EjU1NXjjjTcUrs3NzcW6devw0ksv4caNG1i3bh3Wr1+PsrIylQ6eDDzNrULcrmqR/d1ETwvfLA+BnjYlohJCCJHX7SCkuLgYXl5eWLt2LbS1tWFqaoqFCxfi+vXrCtceO3YMISEhmDJlCrhcLmbOnInQ0FAcOnRIpYMnA098QQ1aReI/s1nAF0tGwsFMT72DIoQQMiB1+9dTV1dXfPvtt3KPnT17FiNGjFC4NisrC56ennKPubu7IyMjQ+kBCoVCpT9nIJCOe7COv6euZVXK/vx6lBfCXEyHzPdgqK45MHTnPlTnDQzduQ/VeQPdn7sy35se7ZEzDIPt27fjwoUL2Ldvn8LHGxoaoKurK/cYj8dDY2Oj0l8rJSWlJ0McMAb7+JV1K7cGADDOkYcgvXtITKxR63jUYaiteXtDde5Ddd7A0J37UJ03oNq5Kx2E1NfX4/XXX0daWhr27duH4cOHK1yjq6sLgUAg95hAIIC+vvL1Ifz8/MDhcJT+PHUTCoVISUkZtOPvqX/Z18PncjKejwqBHk9b3cPpV0N1zYGhO/ehOm9g6M59qM4b6P7cpdd1h1JBSH5+PlavXg07OzscOXIEZmZmHV7n6emJtLQ0uceysrLg6+urzJcDAHA4nEG90IN9/MpysjDAZBc96PG0h9S82xtqa97eUJ37UJ03MHTnPlTnDah27t1OTOXz+VixYgVGjhyJPXv2dBqAAMCcOXMQFxeH06dPo62tDadPn0ZcXBweffRRlQyaEEIIIYNft4OQo0ePori4GGfOnEFwcDCCgoJk/wFAUFAQfvvtNwCAm5sbvvjiC+zatQuhoaH48ssvsXPnTri4uPTNLAghhBAy6HT7dsyqVauwatWqTj+ekJAg9/exY8di7NixPR8ZIYQQQjQalW0nhBBCiFpQEEIIIYQQtaAghBBCCCFqQUEIIYQQQtSCghBCCCGEqAUFIYQQQghRCwpCCCGEEKIWFIQQQgghRC0oCCGEEEKIWlAQQgghhBC1UKqLbn9iGAaAuCXwYCQd92Adf08N1XkDNPf2/x8qhuq8gaE796E6b6D7c5d+XPo+3hUW052r1KClpQUpKSnqHgYhhBBCesDPzw/a2tpdXjNggxCRSIS2tjaw2WywWCx1D4cQQggh3cAwDEQiEbhcLtjsrrM+BmwQQgghhBDNRomphBBCCFELCkIIIYQQohYUhBBCCCFELSgIIYQQQohaUBBCCCGEELWgIIQQQgghakFBCCGEEELUgoKQXhIKhVi2bBk2b97c6TVPP/00/Pz8EBQUJPvv0qVL/ThK1Tp9+jR8fHzk5rNx48YOr7148SJmz56NwMBAREVF4cKFC/08WtVSZu6atO41NTXYtGkTRo8ejdDQUKxZswbl5eUdXqtpa67M3DVpzX/77Te5eQQFBcHX1xe+vr4dXq8p667svDVpzQEgLS0NTz75JEJCQhAZGYn3338fLS0tHV6rkjVnSK9s376d8fLyYl577bVOrxk9ejQTGxvbj6PqW1u2bGE2b9780Ovu3r3L+Pn5MefOnWNaW1uZU6dOMf7+/kxpaWk/jLJvdHfuDKNZ67506VJm7dq1DJ/PZ+rq6pgXXniBeeaZZxSu08Q17+7cGUaz1vxBpaWlTEREBHP8+HGFj2niukt1NW+G0aw1FwqFTEREBPPjjz8yQqGQKSkpYaZPn858/vnnCteqas1pJ6QXoqOj8eeff2LatGmdXlNQUAA+nw8fH59+HFnfSklJ6fS3gvaOHTuGkJAQTJkyBVwuFzNnzkRoaCgOHTrUD6PsG92duyate2pqKpKSkrBlyxYYGRnBwMAA7733Hl599VWFazVtzZWZuyat+YMYhsHGjRsxYcIEPProowof17R1l3rYvDVtzfl8PioqKiASiWTN59hsNnR1dRWuVdWaUxDSQ1VVVXjzzTfxySefdLhAUikpKdDX18eGDRsQFhaGRx55BEeOHOnHkaqWSCRCWloa/vnnH0ycOBHjxo3D22+/DT6fr3BtVlYWPD095R5zd3dHRkZGfw1XpZSZuyate3JyMtzd3XH48GFMnToVkZGR2Lp1KywtLRWu1bQ1V2bumrTmDzpx4gSysrI6ve2saesu9bB5a9qam5qaYuXKldi6dSv8/Pwwfvx4ODs7Y+XKlQrXqmrNKQjpAZFIhI0bN2LVqlXw8vLq8tqWlhYEBgZiw4YNuHz5MjZv3owPPvgAZ86c6afRqlZ1dTV8fHwwffp0nD59GgcPHkRubm6HeRENDQ0KARqPx0NjY2N/DVellJm7Jq07n8/H7du3kZubi2PHjuH48eMoKyvDa6+9pnCtpq25MnPXpDVvTyQS4auvvsJzzz0HAwODDq/RtHUHujdvTVtzkUgEHo+Ht99+G4mJiTh58iSys7Px2WefKVyrqjWnIKQHdu3aBW1tbSxbtuyh186dOxfffvstfHx8oKWlhcjISMydO3fQ/pBaWFhg//79mD9/PnR1dWFnZ4eNGzfi0qVLqK+vl7tWV1cXAoFA7jGBQAB9ff3+HLLKKDN3TVp3aSvuN998EwYGBrCwsMD69etx8eJFNDQ0yF2raWuuzNw1ac3bi42NRXl5OebPn9/pNZq27kD35q1pa37u3DmcPXsWS5Ysgba2Njw8PLB27VocOHBA4VpVrTkFIT1w4sQJxMXFISQkBCEhITh58iROnjyJkJAQhWuPHDmi8APZ0tICHR2d/hquSmVkZOB///uf7H4hIJ4Pm82WvWBLeXp6IjMzU+6xrKwseHh49MtYVU2ZuWvSuru7u0MkEqG1tVX2mEgkAgC57wWgeWuuzNw1ac3bO3v2LKZOnQo9Pb1Or9G0dQe6N29NW/OSkhKFkzBcLhdaWloK16pszXudTkuY1157rdPTMd9//z0zZswYJi0tjREKhcyFCxcYf39/5vr16/08StUoKSlhAgMDmd27dzOtra1MUVERs2DBAuaNN95QuDYrK4vx8/NjTp06Jcue9vPzY3JyctQw8t5TZu6atO4tLS3M1KlTmXXr1jH19fVMVVUVs3z5cmbt2rUK12ramiszd01a8/YeeeQR5vDhw11eo2nrzjDdm7emrXlmZibj6+vLfPXVV0xbWxuTn5/PPPLII8yWLVsUrlXVmlMQogIPBiGBgYHMiRMnGIZhGJFIxHzxxRfMxIkTGX9/f2bWrFnMmTNn1DVUlYiNjWUWLlzIBAUFMWFhYcx7773HCAQChmHk584wDHPp0iVmzpw5TGBgIDNr1izmn3/+UdewVaK7c9e0dS8tLWXWr1/PREREMCEhIcymTZsYPp/PMIzmr3l3565pay4VGBjY4Rpq+rp3Z96auOZXr15lnnjiCSY4OJiZMGECs23bNqa5uZlhmL5ZcxbDPLCnSAghhBDSDygnhBBCCCFqQUEIIYQQQtSCghBCCCGEqAUFIYQQQghRCwpCCCGEEKIWFIQQQgghRC0oCCGEEEKIWlAQQgghhBC1oCCEEEIIIWpBQQghhBBC1IKCEEIIIYSoBQUhhBBCCFGL/wfcuFyare7dxQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(flowers.sepal_length,flowers.sepal_width);" ] }, { "cell_type": "code", "execution_count": 17, "id": "47072787-9542-459c-8512-c28b2508c19c", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('flowers')\n", "plt.figure(figsize = (15,15))\n", "sns.scatterplot(x = flowers.sepal_length,\n", " y = flowers.sepal_width,\n", " hue = flowers.species,\n", " s = 100,\n", " data = flowers\n", " );" ] }, { "cell_type": "code", "execution_count": 18, "id": "4480580c-d279-4d76-bf29-a5aa8b4fc94f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 3.5\n", "1 3.0\n", "2 3.2\n", "3 3.1\n", "4 3.6\n", " ... \n", "145 3.0\n", "146 2.5\n", "147 3.0\n", "148 3.4\n", "149 3.0\n", "Name: sepal_width, Length: 150, dtype: float64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flowers.sepal_width" ] }, { "cell_type": "code", "execution_count": 19, "id": "ff60cee8-0b2d-4324-be01-c45bf16c90ab", "metadata": {}, "outputs": [], "source": [ "flowers.to_csv('./data_visualisation/flowers.txt',index = False)" ] }, { "cell_type": "code", "execution_count": 20, "id": "2f78f300-f80e-4ec8-9f71-039b3d8b758e", "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 21, "id": "6349fe63-d92b-4378-a072-eff1d895e353", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2. , 2.25, 2.5 , 2.75, 3. , 3.25, 3.5 , 3.75, 4. , 4.25, 4.5 ,\n", " 4.75])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(2,5,0.25)" ] }, { "cell_type": "code", "execution_count": 22, "id": "c0d41d7b-4057-40b9-92b0-f9457e817510", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist('sepal_width',data = flowers,alpha = 0.5,bins = np.arange(2,5,0.1));" ] }, { "cell_type": "code", "execution_count": 23, "id": "f061283e-9745-44e1-a30d-68848d2c33b6", "metadata": {}, "outputs": [], "source": [ "type1 = flowers[flowers.species == 'setosa']\n", "type2 = flowers[flowers.species == 'versicolor']\n", "type3 = flowers[flowers.species == 'virginica']" ] }, { "cell_type": "code", "execution_count": 24, "id": "b3e39389-8d51-42b3-b26c-9a08751693b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['setosa', 'versicolor', 'virginica'], dtype=object)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flowers.species.unique()" ] }, { "cell_type": "code", "execution_count": 25, "id": "9de2726b-0644-489c-b13f-a56e065e4863", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist('sepalwidth',alpha = 0.5,bins = np.arange(2,5,0.25),data = flowers);\n", "plt.hist('sepalwidth',alpha = 0.5,bins = np.arange(2,5,0.25),data = flowers);" ] }, { "cell_type": "code", "execution_count": 26, "id": "b15bc510-268a-4945-8912-513ca0413a7c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhgAAAGbCAYAAACGSOn7AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAKslJREFUeJzt3Xt4VPWdx/HPmVtmJtwSAsrNKiJQMTZIBKvuIl0Br1tqAftsF5UW1qJ1V9blUlB3W5RSt1SpKxXFrs9Wu9VFfdhqEbCC0EeKboWaZguFLWpKUO6BXCYzc85v/4AEKbecmV8ymfB+PU8eSOZ8z+833/ll5jMzJ2ccY4wRAACARYFcTwAAAHQ8BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1oXaaiDP85ROpxUIBOQ4TlsNCwAAsmCMked5CoVCCgRa/rpEmwWMdDqtioqKthoOAABYVFpaqkgk0uLt2yxgNKWe0tJSBYNBq/t2XVcVFRWtsu+OjL5lhr75R88yQ98yQ9/8O13Pmi7z8+qF1IYBo+ltkWAw2Go3eGvuuyOjb5mhb/7Rs8zQt8zQN/9O1zO/hzdwkCcAALCOgAEAAKwjYAAAAOva7BgMAAA+zRijdDot13Wt7rdpf4lEgmMwcoiAAQBoc8lkUrt27VJ9fb31fRtjFAqF9OGHH3LepRYyxkg6crvEYjEr+yRgAADalOd52rFjh4LBoHr37q1IJGI1CBhj1NDQoFgsRsBoAWOMksmkqqur9eGHH2rgwIG+/yT1ZAgYAIA2lUwm5Xme+vXrp3g8bn3/TWeejEajBIwWikajSqfT+uSTT5RMJhWNRrPeJwd5AgBywsazZNhjO4xx6wIAOhxeucg93iIBALQbB+uTOpxIZ72fdDqtUKLhjNt1jobULd7yz9fI1AcffKDzzz+/1cdpTwgYAIB243AirbVbd6shmc2frhql0mmFQyFJp34lIxYJ6ppBPVs9YPzv//6vJk6cqN/97netOk57Q8AAALQrDUlXddkGjFRaYc/R6QJGWzl8+LBSqVSup9HmOAYDAIAWevzxxzVy5EgNHz5cX/7yl/XLX/5SklRZWalJkybp8ssv15gxY/Tss8/KGKOqqipNnTpVkjR06FBt2rRJnufpqaee0rXXXqthw4Zp/PjxWr9+ffMYK1eu1I033qhhw4bp+uuv1+LFi5sve++993Tbbbfp6quvVmlpqW655RZt3ry5TXvQUgQMAABa4Ne//rVeeOEF/dd//Zc2btyoCRMmaO7cudq5c6duv/12XXfddXr77be1ePFi/fSnP9ULL7ygfv366emnn5Ykbdq0SUOHDtUTTzyh559/XosWLdLGjRv1ta99TXfddZfef/99JRIJzZgxQw8++KB+85vfaOHChXr66aebL5s2bZrGjh2rdevWaePGjTrvvPP0yCOP5LgzJ8dbJMBZJNsD6NrqgDigPSooKFBNTY1efPFFjRo1ShMmTNCtt96qpUuX6sILL9RXv/pVSdKAAQP09a9/Xc8995y+8pWvnLCfl156SX/3d3+nIUOGSJJuuOEGrVy5UsuWLdOcOXMUjUa1bNkyeZ6nyy67TL/5zW8UCATkuq5eeOEFfeYzn1FjY6N27typbt26qaKiok370FIEDOAsks0BdG11QBzQXg0dOlSPP/64fvKTn2jp0qWKRqOaNGmS9uzZo8rKSpWXlzdv63neKT8HZe/everXr99xP+vbt6+2bNmiaDSq//zP/9TixYt13333qba2VmPHjtX999+vrl27auPGjZo6darq6+s1YMAAhUKh5tN8tzcEDOAsk/0BdMDZqbq6Wt27d9czzzyjZDKpDRs26Jvf/KbuuusujRgxQs8880zztgcOHFBdXd1J99OnTx9VVVUd97Oqqir17NlTtbW12r17txYuXChJ+v3vf69//Md/1JNPPqnrrrtO8+bN089+9jNdcsklkqQf//jH2rFjRytd4+xwDAYAAC1QUVGhKVOmaMuWLYpEIurevbskadiwYdq8ebP++7//W+l0Wrt379Y3vvENLViwQNKRt1akI39NIkkTJkzQU089pcrKSrmuqxUrVujNN9/Ul770JdXV1Wnq1Kn6+c9/LmOMevbsqUAgoKKiIh0+fFiBQKD5NN6bN2/Wf/zHfyiZTOagG2fGKxgAgHYlFsn2I9aNUgGjcCioM50Hw4+xY8fqgw8+0LRp03TgwAF1795dc+bM0fDhw7V06VJ9//vf10MPPaRgMKhrrrlGc+fOlSQNHDhQw4YN01/8xV9o0aJFmjx5sjzP0/Tp07Vnzx595jOf0Q9+8AMNHz5ckvTDH/5Qjz32mB588EFFo1HdcMMNuuOOOxQOh/U3f/M3+upXvyrP89S3b19NmjRJCxcu1N69e1VSUpJxx1qDY9rozRvXdbV582aVlZWd8n2p9rjvjoy+ZSaf+1a1v14rKnZl9BZJYSSo60t7qV+x/w+nyuee5VJH7VsikdCOHTt0wQUXnPChWlbP5Bk683NoDlw+whijAwcO6OOPP1b//v2Pu10yXYe8ggEAaDe6xSNZP+Dzce3tA8dgAAA6nPb6lxVnEwIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAOhzOf5F7nGgLANB+NByQEoey3k04nZYaW/AQF+0ixYqyHg8nImAAANqPxCFp22opVZ/FToxMKi2FQzrdZ5EoHJcuGp11wKiurtaNN96o1157Tb179/Zd/+CDD0qSvvOd75xx2ylTpqi8vFzf+MY3fI/T1ggYAID2JVUvJU/+UectY6RUSjJhnTZgWNK7d29t2rQp4/qWBIsmS5cuzXictkbAAACgBWbOnCnXdbVw4cLmn917772qr6/XW2+9pV/+8pfq27evBg0apEmTJunnP/+5hg4dqieffFKvvfaafvjDH2rfvn363Oc+p969eyuVSmnBggWaPXu2JGnBggV6/PHHtW3bNkUiEa1du1bxeFxf/OIXdd9990mSJk2apOHDh+uee+5ROp3WE088oZdfflmHDx/WZz/7WT3wwAMaPHiwPvnkE333u9/V+++/r3379qmkpETTpk3T+PHj26xfHOQJAEALTJw4UW+88YZqa2slSYcOHdKbb76pf/iHfzhh248++khr167VI488ok2bNmnWrFmaNWuWfv3rX+srX/mKXn755VOOs2rVKl199dXauHGj5s2bp6efflqbN28+Ybsf/ehHevXVV/XMM8/o3Xff1fDhw3XnnXfKdV3df//9CofDeu211/Tee+/pb//2bzVv3jzV1WXzypA/vIIBAEALlJeXq1evXlqxYoUmTJigV199Vf3791fXrl1P2Pamm25SLBZTLBbTSy+9pDFjxugLX/iCJGn06NG69tprTznO+eefr3HjxkmSRo4cqR49euiDDz5QWVnZcdu98soruvPOOzVgwABJ0rRp0zRy5EgZY/TQQw+psLBQ4XBY1dXVKiwsVCKRUE1NjQoLC+005Ax4BQMAgBaaMGGCli9fLunIA/yECRNOul3Pnj2b/79r1y716dPnuMv79et3yjF69Ohx3PfhcFie552w3Z49e447qDQSiaisrEyhUEhVVVX62te+piuvvFL33Xef3n33XUk66X5aCwEDAIAW+tKXvqTf/va3evvtt7V161bddNNNJ93u0+fh6NOnj6qrq4+7/M+/z0SvXr20a9eu5u9TqZTmz5+vXbt26c4779QXv/hFbdy4US+++KJuv/32rMfzi4ABAEALFRcXa9SoUbr//vs1ZsyYk7498ucmTJig1atXa/369XJdV2+99ZZWrVqV9VxuueUWPfPMM9qxY4fS6bSWLFmiN954Q506dVIikVA0GpXjOKqurta//uu/SjoSQtoKx2AAANqXcDzLHRjJaeF5MDIwceJErVy5UvPnz2/R9qWlpfr2t7+tf/mXf9GBAwdUXl6uz3/+8wqHwxmN32TKlClKp9P6+te/rpqaGpWWlurpp59W586dNX/+fC1atEgPPfSQunfvrokTJ2r79u36wx/+oAsuuCCrcVvKMcaYthjIdV1t3rxZZWVlCgaDebPvjoy+ZSaf+1a1v14rKnapLun6ri2MBHV9aS/1K/Z/p5zPPculjtq3RCKhHTt26IILLlA0Gj3+Qgtn8jSS0um0QqHQmc+C0QZn8tyxY4c8z9OFF17Y/LN77rlH/fv31/Tp01t17JYyxujAgQP6+OOP1b9//+Nul0zXIa9gAADaj1hR9g/4xijV0KBQLCa1g88k2b59u7797W/rpz/9qc477zxt3LhR69ev1+TJk3M9tVZFwAAAdDht9OJ8i4wePVrbt2/XbbfdppqaGvXp00fz5s3TZZddluuptSoCBgAArWzatGmaNm1arqfRpvgrEgAAYB0BAwCQE+3pbQzYvz0IGACANtX055n19dl8JDtsa2xslKSs/3y2CcdgAADaVDAYVLdu3bR7925JUjweP+7Ml9kyxqixsVGBQMDqfjsqY4zq6uq0d+9ede/e3dqfRBMwAABt7txzz5Wk5pBhkzFGqVRK4XCYgNFCTT0755xzrO2TgAEAaHOO46hXr17q2bOn9dNXu66rLVu2aMCAAR3qBGWtKRAIqKKiwmog8x0wKisrNX/+fG3dulXRaFTXXXedZs6cqUgkYm1SAICzQzAYbJWzO0tSNBolYLRQU89s8nWQp+d5uvPOOzV27Fi98847WrZsmX71q1/p6aeftj4xAACQv3wFjJqaGu3Zs0ee5zX/OUsgEFAsFmuVyQEAgPzk6y2SoqIi3XHHHfre976nRx55RK7r6q/+6q90xx13tHgfrfEyTNM+W2PfHRl9y4zrugoEAnnZN2OMjPFkjJdBrSNjTEbXm7WWGfqWGfrm3+l6lmkffX2aqud5WrRokc455xyNHz9eH374ob75zW/q+uuv17333nva2qZPYwNyLRAIqFdRXKF0Xcb7SIcKtetAvTzP/wN1roRCIZl4sX6+uUqHG5K+6zvHIrq5rJ+c+v1Kp9OtMEMA7Vmrfprq6tWrtXLlSr3++uuSpIsuukh33323Hn744TMGjCalpaWtckBPRUVFq+y7Izub++bUVEnb1kkp/yf6MaGYDpSUa8iQS/KubzsPJtSzR0KFGX5ce3Fxsfr07+279mxea9mgb5mhb/6drmdNl/nlK2Ds2rVLyeTxz3xCoZCvs361xhHDbbHvjuys7JvjSOmGjAJG02sW+dg3x3HkOAE5jv9TAh+pc7K6zvnYs/aAvmWGvvlns2e+DvK8+uqrtWfPHj355JNyXVdVVVX60Y9+pJtvvtnKZAAAQMfgK2AMGDBAS5Ys0ZtvvqkRI0botttu0xe+8AVNnz69teYHAADykO8TbV155ZW68sorW2MuAACgg+DTVAEAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGBdKNcTADLScEBKHMqs1glKbtLufAAAxyFgID8lDknbVkupev+18e5S76H25wQAaEbAQP5K1UvJOv914bj9uQAAjsMxGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACs8x0wDh48qJkzZ2rEiBG6/PLLddddd2n37t2tMTcAAJCnfAeMe+65R/X19Vq9erXWrFmjYDCoBx54oDXmBgAA8lTIz8a/+93v9Nvf/lZvv/22OnXqJEmaN2+e9uzZ0yqTAwAA+cnXKxjvv/++BgwYoBdffFGjR4/W1Vdfre9973vq0aNHa80PAADkIV+vYNTU1Gjr1q265JJL9MorryiRSGjmzJmaNWuWlixZ0qJ9uK6b0URbss/W2HdHls99c4yRjJGM57/YGDkyMhnWG8/IcZy87JsxRsZ4Mplcb+NIMhldb9d1FQgE8rJnuZTPv6O5RN/8O13PMu2jr4ARiUQkSXPnzlVBQYE6deqke++9VxMnTlRdXZ0KCwvPuI+KioqMJtoSrbnvjiwXfQsEAupVFFcoXee71gmGFA85OrRnj9yGGt/14W5Bde3r6tChOqUbDvuuD0SlgkiBtm7dqmQy6bs+V0KhkEy8WLv37NHhBv/zLukcUyJRrMoDB+R5xnd9YbcSVVZWyvMyCIVnOe7bMkPf/LPZM18BY8CAAfI8T6lUSgUFBZLUfGdhTMvucEpLSxUMBn1O8/Rc11VFRUWr7Lsjy3XfnJoqads6KVXvrzDeXU6foSro0UNKxvwPXNhdrhPQvgajw4fSvsujrqfeRho0aFDerbedBxPq2SOhwqT/ZyQ9OkXkOmFt/uSQGpL++lYQCqrsnLCGDBmSdz3LpVz/juYr+ubf6XrWdJlfvgLGlVdeqX79+mnOnDn67ne/q8bGRj366KO69tprmw/6PJNgMNhqN3hr7rsjy1nfHEdKN/gPGOlCSY4cx5GcDE7l4jhyHUdpY5TK4Ml0+Giozsf15jiOHCcgx/H/CoScgBxHSqQ81af81ruSwnnZs/aAvmWGvvlns2e+7p3D4bB+8pOfKBgMauzYsRo7dqzOPfdczZ8/38pkAABAx+DrFQxJOuecc/Too4+2xlwAAEAHwanCAQCAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYF0o1xPoEBoOSIlDmddHu0ixInvzaSvZXG8nKLlJu/PJEwfrkzqcSGdc3zkaUrd4xOKMAMA+AoYNiUPSttVSqt5/bTguXTQ6PwNGNtc73l3qPdT+nPLA4URaa7fuVkPS9V0biwR1zaCeBAwA7R4Bw5ZUvZSsy/Us2l6m1zsctz+XPNKQdFWXQcAAgHzBMRgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6zIKGK7ratKkSZo9e7bt+QAAgA4go4Dxb//2b/qf//kf23MBAAAdhO+AsWHDBq1atUpjxoxpjfkAAIAOIORn43379mnu3LlavHixnn322YwGdF03o7qW7LM19t0SjjGSMZLx/BcfrTU5mLvrugoEAhn3Ldvr7cjIZFKfTe3R+uO+/JZLkpyM+2aMkTGeTAZzN8aRMSYnY8t4R1vmv94zQUm5+x3NV7m+b8tX9M2/0/Us0z62OGB4nqcZM2Zo8uTJGjx4cEaDSVJFRUXGtbnc96mEQiH1KXSV3r1bXuKQ7/pAtItC5+7XzqoapdNpf7WBgHoVxRVK1/ket0mvokJVVlbK8/w9YGR7vUPdgurSK6lDe/cqXX+wzWolKVIUUuc+nhoSDaqtrfVdHwxHFAoFtb16r5Ipf794oWBATiiiPXv36lB9o++xO8ci2r8/qgN/2u97vYRCIZl4sXbv2aPDDUnfYztFhWrs01l79+1TTV3CV23nWETq20+///3vfc87W4FAQIXdSlSfxbDxkFR3cK/v3xNbcnHf1hHQN/9s9qzFAWPJkiWKRCKaNGlSVgOWlpYqGAxmtY8/57quKioqWmXfLeHUVEk9e0rJuP/iSCepuFhFF/TLfOxt66RUve9aE4rpQEm5hgy5JKO+ZXW9C7vLKYiopKRESkbbrlaSCovlBgKKRWNKderkuzwejyvtGVV8ktJBnw/UxYUFKu1boB4lJYon/T8rKIwEVVxcrD79e/uulaSdBxPq2SOhwgzGLukUUUGkQCXduyvW2V99LHxkfX32s5/Nye/ozoMJ/XrrbjUk/aeMWCSkawb11IXnZdbzbOT6vi1f0Tf/Ttezpsv8anHAWL58uXbv3q3y8nJJUiJx5BnMG2+84euAz2Aw2Go3eGvu+7Qc5+hXBsfMNtVmOm/HkdINGQWMpudiGfct2+stR04m9dnUHq13m+fu+C8/+m/SdVWf8vcWSzztHR02IMfx//bMkTon43XuOE7GY8sJZDz3wNGm5ep31HEcJVKe79vrSK2XVc9tyNl9W56jb/7Z7FmLA8brr79+3PdNf6K6YMECKxMBAAAdByfaAgAA1vn6K5JP45ULAABwKryCAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALAulOsJQJKc3I0cIGNmwnECioWDKowYX3WxcFChgBSLBDMaNxYJysndcslKIJCnEweQEQJGrgUjkox04EP/tU5QcpNZjR2LxeTUVMn3o1a2Y+exQKhA0XBQQ7vWKlHo+aqNR5I6NxTQFcV1Srr+aiUpFHDURYWS4r5rcykSDCgWi2nnwYScDBKS40jhYEDJtP+eBRxl1GsA2SFg5FogJCXrpA/fllL1/mrj3aXeQ7MaO5Cqlz5aJ6Ub2nbsPBYIhRVI1Sm9ZbUaag/7qi0o6aVg/Ep5f1ithsOHfI8dL+ysYNE4ST181+ZSKOioPuVpwwe7lUj5f7AvLoyotG9XvbNjvxqSbka1ANoWAaO9SNUfCRp+hC09i03V+w83tsbOY+nGOqUa/AUMN9k141pJSgXz+22GhmRa9Sl/bytJUiziHq13VeczYDTVAmhbvAEPAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsM5XwNiyZYsmT56s4cOH66qrrtLMmTO1f//+1pobAADIUy0OGIlEQlOmTNHQoUP1q1/9Sq+++qoOHjyoOXPmtOb8AABAHmpxwKiurtbgwYN19913KxKJqKioSLfeeqvefffd1pwfAADIQ6GWbti/f38tXbr0uJ+tXLlSQ4YM8TWg67q+tvezz9bYd0s4xkjGSMbzX2yMHBmZTOqzqZWO1EkynpHXxmPn8nqr+fY6+uW3/NP/+q1v2j7DsY/UmIzXujFGxngyGfXNOzpt//WeOfZvW4+dVa0kYxxl0/Ns5Pq+LV/RN/9O17NM+9jigPFpxhg99thjWrNmjZ577jlftRUVFZkMmfN9n0ooFFKfQlfp3bvlJQ75r+8WVJdeSR3au1fp+oNtVttc31vat39fbsbO0fWOFIXUuY+nhkSDamtrfdfHuyUkSY2JhO/6eLeEjDFKZFArScFwRK7ramvVJ0qm/P3Sh4IBOaGI9uzdq0P1jb7HdooK1dins/bu26eauoTvWvXtrP37/dfaGDvTWkkq6RxTIlGsygMH5Hn+Q2E8JNUd3CvPyyBYHZWL+7aOgL75Z7NnvgNGbW2tvvWtb6myslLPPfecBg0a5Ku+tLRUwWDQ77Cn5bquKioqWmXfLeHUVEk9e0rJuP/iwu5yCiIqKSmRktG2q5Vk4sVKSepe3F1Ol7YdO5fXW4XFcgMBxaIxpTp18l1eUHBkzIJoVJ181kcLonIcR9EMaiWpMB6XUUCVe9LaX+cvJBQXFqi0b4F6lJQonvT/jKSkU0QFkQKVdO+uWGd/9cWFkSP/FvuvzXbsbGolqUeniFwnrM2fHFJDMu2rNhYJ6ZpBPXXheb19jyvl/r4tX9E3/07Xs6bL/PIVMD766CNNnTpVvXv31rJly1RcXOx7wGAw2Go3eGvu+7Qc5+hXBn/16ziSHDmZ1GdTK8lznCO7CTgKtPHYubzechy5zbeZ47/80//6rW/aPsOxm2oSaU/1KX/PpuNp7+iwATlOBm/POIGM6wPOsX+djG6zzMfOqvZT9YmU/547jifHcbK+X8rZfVueo2/+2exZi3/Ta2pqdPvtt+uyyy7TM888k1G4AAAAZ4cWv4Lx8ssvq7q6WitWrNDrr79+3GWbNm2yPjEAAJC/WhwwJk+erMmTJ7fmXAAAQAfBqcIBAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1oVyPQFbAgGyEs4STkCxcFCFkaCvslg4qFBAivms+3R9wMmo9KzmZNmzUKjD3E3jLNNhVm6voricmqrMf5ujXaRYUUalSddTIpGWaUz5rg2EXMWNUWZ3+Wcv1xjVN6blJfz3PBh2FTGmFWbV+gKhAhWEHA3tckiJuOerNh5J6txQQFcU1ynp+quVpGgooW7BiMLBgCTXd/3ZKBwMyBipan99hnsw6nJOX+08mJCTwX2b4xyZQzLt//aWpM7RkLrFIxnVStLB+qQOJ9I5GRu512ECRihdJ21bJ6Ub/BeH49JFozMOGCnXqOpAvRK1h33XdvK6qL8RAcMnz0i7DjTo8GH/Pe9muqpfK8ypLQRCYQVSdUpvXa2Gw4d81RaU9FIwfqW8P/ivlaRQ5y4KDbtZoWCHudtodaGgo/pkWu/s2K+GpP9QVhQPa2DPmH77x91KpPyHhOLCiEr7ds1o/FgkqGsG9czqQf5wIq21W3fnZGzkXse6p0jVH/nKgbTrKen6f1aczuCZJI5IGZNZz/P01YtPSzfWKdXgL1y5ya4Z10pSOsO3ViA1JF3VZRAwYmHnaH1a9Sn/6zYWcbMa34Zcjo3c4sAFAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHW+A8a+fft01113qby8XCNGjNDDDz+sdDrdGnMDAAB5ynfAuPfeexWPx7V+/XotW7ZMGzZs0LPPPtsKUwMAAPnKV8D48MMP9c4772jGjBmKxWLq16+f7rrrLj3//POtNT8AAJCHQn423rZtm7p166Zzzjmn+WcXXnihqqurdejQIXXp0uWUtcYYSVIymVQwGMxwuifnuq6MpHSoUI4y2HcoJrmeTDKZ4fieCuJdZRz/Y0dineW6nhQqlIzPF5SCcTmeJ5NJrSQTisszJrO+ZTl2VvXBuFzXUyTeVTHP8T10ONpJrmcyrg9FO8v1jMLxror5nHu2Y2dTn+3YkXgXeUYqigYUMP7WS+eCkIKSimIhdYp4vsfuGg3IMa6K40EVhtuuNtdj57JvBeGg5KaVzPB+UZKMm87J2K7rqqCgoFUebzoq13UlnfwxuumypsfxlnKMj4rly5fr0Ucf1dq1a5t/9tFHH2n06NF66623dO65556yNplMqqKiwtfkAABA+1BaWqpIJNLi7X29ghGPx9XQ0HDcz5q+LywsPP1AoZBKS0sVCATkOP6fPQEAgLZnjJHneQqFfEUGfwHjoosu0sGDB7V3716VlJRIkv7v//5P5557rjp37nza2kAg4Cv5AACA/OXrDeTzzz9fw4YN0/z581VbW6uqqiotXrxY48ePb635AQCAPOTrGAxJ2rt3r77zne9o48aNCgQCGjdunP7pn/6JA2kAAEAz3wEDAADgTDhVOAAAsI6AAQAArCNgAAAA6wgYAADAurwJGFu2bNHkyZM1fPhwXXXVVZo5c6b2799/0m3feust3XzzzSorK9P111+vNWvWtPFs2w8/fZsyZYpKS0s1dOjQ5q9169a18Yxzb8OGDZowYYIuu+wyXXXVVZo3b54SicRJt2WtHeOnb6y147muq0mTJmn27Nmn3Ia1dqKW9I21dswvfvELXXzxxcf1YsaMGSfd1sp6M3mgoaHBXHXVVWbRokWmsbHR7N+/30ydOtXceeedJ2y7Y8cOU1paalavXm1SqZR57bXXzKWXXmo+/vjjHMw8t/z0zRhjRowYYTZu3NjGs2xf9u3bZ0pLS81LL71kXNc1n3zyibnpppvMokWLTtiWtXaMn74Zw1r7c4899pgZPHiwmTVr1kkvZ62d3Jn6Zgxr7dMWLFhgZs+efcbtbK23vHgFo7q6WoMHD9bdd9+tSCSioqIi3XrrrXr33XdP2PaVV15ReXm5rr32WoVCId1www26/PLL9cILL+Rg5rnlp29VVVWqqanRxRdfnIOZth/FxcV6++23dcstt8hxHB08eFCNjY0qLi4+YVvW2jF++sZaO96GDRu0atUqjRkz5pTbsNZO1JK+sdaOV1FRoUsuueSM29lab3kRMPr376+lS5cedzKvlStXasiQISdsu337dg0cOPC4nw0YMEBbtmxp9Xm2N376VlFRocLCQk2fPl1XXHGFbrrpJi1btqwtp9tudOrUSZI0cuRI3XzzzerRo4duueWWE7ZjrR2vpX1jrR2zb98+zZ07VwsXLlQsFjvldqy147W0b6y1YzzPU2VlpdauXatRo0bpL//yL/XAAw+opqbmhG1trbe8CBifZozRo48+qjVr1mju3LknXF5XV3fCgotGo6qvr2+rKbZLZ+pbMplUWVmZpk+frvXr12v27Nl6+OGHtWLFihzMtn1YtWqV1q1bp0AgoL//+78/4XLW2smdqW+stSM8z9OMGTM0efJkDR48+LTbstaO8dM31tox+/fv18UXX6yxY8fqF7/4hX72s5/pgw8+OOkxGLbWm7+PRsux2tpafetb31JlZaWee+45DRo06IRtYrHYCQeWJRKJM37aa0fWkr6NGzdO48aNa/7+6quv1rhx47RixQpdf/31bTjb9iMajSoajWrGjBmaMGGCampq1LVr1+bLWWsnd6a+sdaOWLJkiSKRiCZNmnTGbVlrx/jpG2vtmJKSEj3//PPN38diMc2YMUMTJ05UbW1t8yuQTZfZWG958wrGRx99pC9/+cuqra3VsmXLTvogKUkDBw7Utm3bjvvZ9u3bddFFF7XFNNudlvZt2bJlJ6T6ZDKpgoKCtphmu/Hee+/puuuuUzKZbP5ZMplUOBw+IdGz1o7x0zfW2hHLly/XO++8o/LycpWXl+vVV1/Vq6++qvLy8hO2Za0d46dvrLVjtmzZou9///syn/p0kGQyedJPOre23jI6FLWNHTx40FxzzTVm9uzZxnXd0267fft2U1paal577bXmo19LS0vNH//4xzaabfvhp2///u//bj7/+c+byspK47quWbNmjbn00kvNu+++20azbR9qa2vNyJEjzfz5801jY6P505/+ZMaPH2/++Z//+YRtWWvH+Okba+3kZs2adcq/hmCtndrp+sZaO2bXrl2mrKzMPPXUUyaVSpmdO3eaiRMnmjlz5pywra31lhcB48c//rEZOHCg+dznPmfKysqO+zLGmLKyMrN8+fLm7detW2f++q//2pSVlZkbb7zRrF27NldTzyk/ffM8zzzxxBNm1KhR5tJLLzU33nijWbFiRS6nnzPbtm0zkydPNuXl5WbUqFHmBz/4gWlsbDTGsNZOp6V9Y62d3J8/ULLWWuZ0fWOtHW/jxo3m1ltvNUOHDjVXXHGFmTdvnkkkEsaY1llvfJoqAACwLm+OwQAAAPmDgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMC6/wchaq6FyDj5rAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(type1.sepal_width,alpha = 0.5 ,bins = np.arange(2,5,0.1))\n", "plt.hist(type2.sepal_width,alpha = 0.5 ,bins = np.arange(2,5,0.1))\n", "plt.legend(['setosa','virginica'])" ] }, { "cell_type": "code", "execution_count": 27, "id": "8b8f6a19-ceb8-4650-a79f-eaa7f990fc6f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([type1.sepal_width,type2.sepal_width,type3.sepal_width],bins = np.arange(2,5,0.25),stacked = True)\n", "plt.legend(['type1','type2','type3'])" ] }, { "cell_type": "code", "execution_count": 28, "id": "6341a573-dd71-4ced-8343-50ce5e83f221", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([0.895,\n", " 0.92,\n", " 0.94,\n", " 0.955,\n", " 0.965,\n", " 0.975,\n", " 0.983,\n", " 0.981,\n", " 0.984,\n", " 0.987,\n", " 0.989,\n", " 0.99],\n", " [0.899,\n", " 0.929,\n", " 0.949,\n", " 0.959,\n", " 0.969,\n", " 0.979,\n", " 0.983,\n", " 0.989,\n", " 0.991,\n", " 0.989,\n", " 0.999,\n", " 1.009])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orange,apple" ] }, { "cell_type": "code", "execution_count": 29, "id": "587036a2-cd8b-40be-ab6c-69c7c2728402", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(year,papaya,marker = 'o',mec = 'red')\n", "plt.bar(year,papaya)" ] }, { "cell_type": "code", "execution_count": 30, "id": "349b6b15-b48a-487c-a96f-7e84bdf2b74f", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGbCAYAAADuu2vDAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAALDZJREFUeJzt3XtQlGeC7/EfNooNZWBmMVqTIqUxwByVhFYM1kSdNcZ4qahUcMY9RicTlVji/ZYxm5lM1ESSOjo6XpIyxsIqpaZ0Gallsmaym6zjOIkLXjBLzIKg5aWGs45KjAJya97zR5Y+6XCRB2j6Ab+fKqvs93367d/zdIs/337tDnEcxxEAAIBFegU7AAAAwHdRUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1gkNdoD2amhoUH19vXr16qWQkJBgxwEAAG3gOI4aGhoUGhqqXr1aPk/SbQtKfX29CgsLgx0DAAC0Q0JCgvr06dPi/m5bUBpbV0JCglwuV5DT/H9er1eFhYXW5bIV62WONTPDeplhvcyxZmYa16u1sydSNy4ojW/ruFwuK18QtuayFetljjUzw3qZYb3MsWZm7nV5htFFskVFRXrxxRf1xBNP6Mknn9TLL7+s8vLyZsceO3ZM06ZNU2JioqZMmaKjR4/67d+zZ4/GjRunxMREzZ07VxcvXjSJAgAAerA2F5Tq6motWLBAHo9Hf/nLX/TBBx/o1q1b+sd//McmYy9duqSlS5dq+fLlOnXqlJYuXaoVK1bo2rVrkqScnBzt379fe/fuVV5enoYNG6Zly5aJL1YGAACSQUEpKyvTD3/4Qy1evFh9+vTR9773Pc2aNUsnT55sMjYnJ0dJSUl6+umnFRoaqqlTp2rUqFE6ePCgJOnQoUOaPXu2YmNjFRYWptWrV6usrEx5eXmdNzMAANBttfkalEceeUTvv/++37aPPvpIw4YNazK2tLRUcXFxftseffRRFRUV+fanpaX59vXu3VuDBg1SUVGRRo8ebTQBr9drND7QGvPYlstWrJc51swM62WG9TLHmplp6zq16yJZx3G0bds2HT16VAcOHGiyv7KyUm63229b3759VVVV1ab9Jmz9r8a25rIV62WONTPDeplhvcyxZp3LuKBUVFTolVde0blz53TgwAHFx8c3GeN2u1VdXe23rbq6WhEREW3ab8K2/9bFfzczw3qZY83MsF5mWC9zrJmZxvW6F6OCcuXKFaWlpekHP/iBsrOz9f3vf7/ZcXFxcTp37pzfttLSUg0fPlySFBsbq5KSEo0fP16SVFdXp0uXLjV5W6gtbP1vXbbmshXrZY41M8N6mWG9zLFmnavNF8l+/fXXeuGFFzRixAjt3bu3xXIiSdOnT1d+fr6OHDmi+vp6HTlyRPn5+ZoxY4YkKTU1VQcOHFBRUZFqamq0ZcsWRUdHKykpqeMzAgAA3V6bz6AcPnxYZWVl+vDDD/XHP/7Rb19BQYE8Ho/Wr1+v6dOna8iQIdq1a5c2b96sV199VQ899JB27NihwYMHS5JmzpypO3fuaPHixSovL1dCQoJ2796t3r17d+7sAABAt9TmgvLiiy/qxRdfbHF/QUGB3+2xY8dq7NixzY4NCQnRvHnzNG/evLY+PAAAuI8YfZIsAABAV6CgAAAA61BQAACAdSgoAHq8734wJAD7UVAAdA8N7fsYcZfLpaFDh7b/8ynu9bjtzNVhwXpcoIu066PuAQTXfXlGoJdL+v0C6cb5rnvM6Dgp9f3Wx9iaqwPuy9cXrENBQdDdlz8MG7zf/MXWDo1nBALy2B3I1WFteewb56X/+3nX5DFhY652Ppcdfn114LGBb6OgoHME64fhvR7X1r9wg/Gvbune//K2NRfM8Vyim6OgoHPYeprb5h/SNv6rW7I3F8zxXKIbo6B0N8E6I8DpdwBAF6KgdDe2nqkAAKATUVC6I84IAOiubL0urIPuy4v9A4yCEgC8UAGgBTZfF2brxf73KQpKc2z9L6AA0BPYehaYt9CtQkFpjs0NHwAQODaWJ5v/c0QAUVBaYuOLFABw/7lPz+xQUAAAsN19+I9mviwQAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArBPa3juWl5dr1qxZeuONN5ScnNxk/4IFC3T69Gm/bVVVVZo1a5Y2bNighoYGjRw5Uo7jKCQkxDfm008/VXh4eHtjAQCAHqBdBeX06dNat26drly50uKY999/3+92dna2du7cqSVLlkiSSktLVVdXpzNnzqhPnz7tiQEAAHoo47d4cnJytGbNGq1cubLN97l48aI2btyozZs368EHH5QkFRYWKj4+nnICAACaMC4oY8aM0b/9279p6tSpbb7P+vXrlZKSoqSkJN+2wsJC1dTUKDU1VaNHj9bzzz+vM2fOmMYBAAA9kPFbPP379zcaf+rUKX3++efavHmz3/a+ffvqscce0/LlyxUZGamsrCzNnz9fubm5iomJafPxvV6vUZ62cLlcnX5ME63NKZjZyGWupWzkap6tzyW5zPEaM9MdcwX6mO2+SLatDh48qClTpjQpNuvWrfO7PX/+fB0+fFjHjh3TnDlz2nz8wsLCTsnZyO12a+jQoZ16TFPFxcW6e/duk+3BzkYuc81lI1fLbH0uyWWO15iZ7parKwS0oNTX1+uTTz7Rrl27muzbunWrJk2a5LfwtbW1CgsLM3qMhISEoDfyzhYfHx/sCM0ilzlbs5HLDLnM2ZqNXGYCkcvr9bbp5EJAC0pxcbFqamo0YsSIJvvOnz+vU6dOadu2bYqMjNR7772niooKTZw40egxXC5Xjysots6HXOZszUYuM+QyZ2s2cpkJZq5O/aA2j8ej3Nxc3+2rV68qMjKy2bMiGRkZevjhhzVjxgwlJycrPz9fmZmZioqK6sxIAACgG+rQGZTi4mK/2wUFBX63J0+erMmTJzd736ioKGVkZHTk4QEAQA/FR90DAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYJ12F5Ty8nJNnDhReXl5LY5ZsGCBEhIS5PF4fL/+/Oc/+/bv2bNH48aNU2JioubOnauLFy+2Nw4AAOhB2lVQTp8+rVmzZunKlSutjvviiy+0d+9eFRQU+H6NGzdOkpSTk6P9+/dr7969ysvL07Bhw7Rs2TI5jtOeSAAAoAcxLig5OTlas2aNVq5c2eq4q1ev6uuvv9bQoUOb3X/o0CHNnj1bsbGxCgsL0+rVq1VWVtbqGRkAAHB/CDW9w5gxYzRt2jSFhoa2WlIKCwsVERGhlStXqrCwUNHR0fr5z3+umTNnSpJKS0uVlpbmG9+7d28NGjRIRUVFGj16dJvzeL1e0ynck8vl6vRjmmhtTsHMRi5zLWUjV/NsfS7JZY7XmJnumCvQxzQuKP3792/TuNraWiUmJmrlypWKjY1VXl6eli5dqoiICE2ZMkWVlZVyu91+9+nbt6+qqqqM8hQWFhqNvxe3293iWZ+uUlxcrLt37zbZHuxs5DLXXDZytczW55Jc5niNmeluubqCcUFpq5SUFKWkpPhujxkzRikpKfrwww81ZcoUud1uVVdX+92nurpaERERRo+TkJAQ9Ebe2eLj44MdoVnkMmdrNnKZIZc5W7ORy0wgcnm93jadXAhYQcnOzvadLWlUW1ursLAwSVJsbKxKSko0fvx4SVJdXZ0uXbqkuLg4o8dxuVw9rqDYOh9ymbM1G7nMkMucrdnIZSaYuQL2OSgVFRXauHGjvvzySzU0NOhPf/qTPvjgA82aNUuSlJqaqgMHDqioqEg1NTXasmWLoqOjlZSUFKhIAACgm+jUMygej0fr16/X9OnT9cILL6iqqkpLlizRzZs3FRMTo7fffttXQGbOnKk7d+5o8eLFKi8vV0JCgnbv3q3evXt3ZiQAANANdaigFBcX+90uKCjw/T4kJETp6elKT09v9r4hISGaN2+e5s2b15EIAACgB+Kj7gEAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgnXYXlPLyck2cOFF5eXktjvnd736nSZMmyePxaNKkScrKyvLta2hokMfjUWJiojwej+9XVVVVeyMBAIAeIrQ9dzp9+rTWrVunK1eutDjm448/1m9+8xvt2bNHjz/+uM6ePauXXnpJ0dHRmjRpkkpLS1VXV6czZ86oT58+7Z4AAADoeYzPoOTk5GjNmjVauXJlq+OuXbumtLQ0JSYmKiQkRB6PR8nJyTp58qQkqbCwUPHx8ZQTAADQhPEZlDFjxmjatGkKDQ1ttaQ8//zzfrdv3rypkydP6pVXXpH0TUGpqalRamqq/vrXv2rIkCFavXq1RowYYZTH6/WaTuGeXC5Xpx/TRGtzCmY2cplrKRu5mmfrc0kuc7zGzHTHXIE+pnFB6d+/v3GY69eva+HChRo+fLieffZZSVLfvn312GOPafny5YqMjFRWVpbmz5+v3NxcxcTEtPnYhYWFxnla43a7NXTo0E49pqni4mLdvXu3yfZgZyOXueaykatltj6X5DLHa8xMd8vVFdp1DYqJs2fPavny5UpKSlJGRoZCQ795yHXr1vmNmz9/vg4fPqxjx45pzpw5bT5+QkJC0Bt5Z4uPjw92hGaRy5yt2chlhlzmbM1GLjOByOX1ett0ciGgBSU7O1tvvPGGli1bpnnz5vnt27p1qyZNmuTXDGtraxUWFmb0GC6Xq8cVFFvnQy5ztmYjlxlymbM1G7nMBDNXwArKRx99pNdff13vvvuuxo4d22T/+fPnderUKW3btk2RkZF67733VFFRoYkTJwYqEgAA6CY69YPaPB6PcnNzJUk7d+6U1+vVsmXL/D7n5LXXXpMkZWRk6OGHH9aMGTOUnJys/Px8ZWZmKioqqjMjAQCAbqhDZ1CKi4v9bhcUFPh+/4c//KHV+0ZFRSkjI6MjDw8AAHooPuoeAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANZpd0EpLy/XxIkTlZeX1+KYY8eOadq0aUpMTNSUKVN09OhRv/179uzRuHHjlJiYqLlz5+rixYvtjQMAAHqQdhWU06dPa9asWbpy5UqLYy5duqSlS5dq+fLlOnXqlJYuXaoVK1bo2rVrkqScnBzt379fe/fuVV5enoYNG6Zly5bJcZz2zQQAAPQYxgUlJydHa9as0cqVK+85LikpSU8//bRCQ0M1depUjRo1SgcPHpQkHTp0SLNnz1ZsbKzCwsK0evVqlZWVtXpGBgAA3B9CTe8wZswYTZs2TaGhoa2WlNLSUsXFxflte/TRR1VUVOTbn5aW5tvXu3dvDRo0SEVFRRo9enSb83i9XsMZ3JvL5ZKi4+49sLP9z2O2NieXy9VVaZogl7mWspGrebY+l+Qyx2vMTHfMFehjGheU/v37t2lcZWWl3G6337a+ffuqqqqqTfvbqrCw0Gj8vYSHh+uH8XEKSX2/U4/bVk6DV+fPn292Hdxut4YOHRqEVN8oLi7W3bt3m2wnV8uay0aultn6XJLLHK8xM90tV1cwLiht5Xa7VV1d7beturpaERERbdrfVgkJCZ3eLkN6ufR/PirS1XKzstRRMd8P19pJP2xy5qmJrj678z+PFx8f37WP20a25pLszUYuM+QyZ2s2cpkJRC6v19umkwsBKyhxcXE6d+6c37bS0lINHz5ckhQbG6uSkhKNHz9eklRXV6dLly7d+y/n73C5XAE5/fWn4us6V3a704/bmmE/eEBrJ/2w1fk4Dd6gnN1xGrz3XucgFadgnzJuja3ZyGWGXOZszUYuM8HMFbCCMn36dGVmZurIkSN65pln9K//+q/Kz8/Xq6++KklKTU3Vjh07NG7cOA0ePFhbt25VdHS0kpKSAhWpRwjG2Z3GMzutCWZxCull5x9sAED7dWpB8Xg8Wr9+vaZPn64hQ4Zo165d2rx5s1599VU99NBD2rFjhwYPHixJmjlzpu7cuaPFixervLxcCQkJ2r17t3r37t2ZkXqkrj6703hmpzW2FidJQb3gGQDQPh0qKMXFxX63CwoK/G6PHTtWY8eObfa+ISEhmjdvnubNm9eRCLCIjcUpWGd2fI/N2R0AaJeAvcUD2CDYFzy3ijM75oJ0nROArkdBQY8XzAueW2L1mR1Li5PV1zlRnIBOR0EBgsDWMzs2Fydbr3OyujgB3RgFBQgSG8/s2FqcGtl4nZOtxUmStWfDgLagoADwY2Nxsp2Nxcnms2FAW1BQAKAHsv1sGHAvFBQA6KE4G4burFewAwAAAHwXZ1AAAF2Li3fRBhQUAECX4eJdtBUFBQDQZbh4F21FQQEAdCmrL97lU4GtQUEBAEB8KrBtKCgAAMjyTwW+D1FQAAD4HzZ+KrCk+/KtJwoKAAAWu1/feqKgAABgsfv1rScKCgAAlrP2racA4qPuAQCAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHVCTe9w8+ZN/epXv1J+fr5cLpemT5+uX/ziFwoN9T/UggULdPr0ab9tVVVVmjVrljZs2KCGhgaNHDlSjuMoJCTEN+bTTz9VeHh4O6cDAAB6AuOCsmLFCg0YMEDHjx/XjRs3tGjRIu3bt08LFizwG/f+++/73c7OztbOnTu1ZMkSSVJpaanq6up05swZ9enTpwNTAAAAPY3RWzyXL19Wfn6+1q5dK7fbrZiYGKWnpysrK6vV+128eFEbN27U5s2b9eCDD0qSCgsLFR8fTzkBAABNGBWUkpISRUVFacCAAb5tQ4YMUVlZmW7fvt3i/davX6+UlBQlJSX5thUWFqqmpkapqakaPXq0nn/+eZ05c6YdUwAAAD2N0Vs8lZWVcrvdftsab1dVVemBBx5ocp9Tp07p888/1+bNm/229+3bV4899piWL1+uyMhIZWVlaf78+crNzVVMTEybM3m9XpMptInL5er0Y5pobU7BzEYucy1lI1fzbH0uyWWO15iZ7pgr0Mc0Kijh4eG6e/eu37bG2xEREc3e5+DBg5oyZYr69+/vt33dunV+t+fPn6/Dhw/r2LFjmjNnTpszFRYWtnlsW7jdbg0dOrRTj2mquLi4yTpLwc9GLnPNZSNXy2x9LslljteYme6WqysYFZTY2FjdunVLN27cUHR0tCTpwoULGjhwoPr169dkfH19vT755BPt2rWryb6tW7dq0qRJfgtfW1ursLAwowkkJCQEvZF3tvj4+GBHaBa5zNmajVxmyGXO1mzkMhOIXF6vt00nF4wKyqBBgzRy5Eht2rRJGzZs0FdffaV33nlHM2fObHZ8cXGxampqNGLEiCb7zp8/r1OnTmnbtm2KjIzUe++9p4qKCk2cONEkklwuV48rKLbOh1zmbM1GLjPkMmdrNnKZCWYu4w9q2759u+rr6zVhwgT99Kc/1dixY5Weni5J8ng8ys3N9Y29evWqIiMjmz0rkpGRoYcfflgzZsxQcnKy8vPzlZmZqaioqPbPBgAA9AjGn4MSHR2t7du3N7uvoKDA7/bkyZM1efLkZsdGRUUpIyPD9OEBAMB9gI+6BwAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6xgXl5s2bSk9PV1JSkpKTk/Xmm2+qvr6+2bELFixQQkKCPB6P79ef//xn3/49e/Zo3LhxSkxM1Ny5c3Xx4sX2zwQAAPQYxgVlxYoVCg8P1/Hjx5Wdna0TJ05o3759zY794osvtHfvXhUUFPh+jRs3TpKUk5Oj/fv3a+/evcrLy9OwYcO0bNkyOY7ToQkBAIDuz6igXL58Wfn5+Vq7dq3cbrdiYmKUnp6urKysJmOvXr2qr7/+WkOHDm32WIcOHdLs2bMVGxursLAwrV69WmVlZcrLy2vfTAAAQI8RajK4pKREUVFRGjBggG/bkCFDVFZWptu3b+uBBx7wbS8sLFRERIRWrlypwsJCRUdH6+c//7lmzpwpSSotLVVaWppvfO/evTVo0CAVFRVp9OjRbc7k9XpNptAmLper049porU5BTMbucy1lI1czbP1uSSXOV5jZrpjrkAf06igVFZWyu12+21rvF1VVeVXUGpra5WYmKiVK1cqNjZWeXl5Wrp0qSIiIjRlypRmj9W3b19VVVWZRFJhYaHR+Htxu90tnvXpKsXFxbp7926T7cHORi5zzWUjV8tsfS7JZY7XmJnulqsrGBWU8PDwJkEbb0dERPhtT0lJUUpKiu/2mDFjlJKSog8//FBTpkyR2+1WdXW1332qq6ubHOdeEhISgt7IO1t8fHywIzSLXOZszUYuM+QyZ2s2cpkJRC6v19umkwtGBSU2Nla3bt3SjRs3FB0dLUm6cOGCBg4cqH79+vmNzc7O9p0taVRbW6uwsDDfsUpKSjR+/HhJUl1dnS5duqS4uDiTSHK5XD2uoNg6H3KZszUbucyQy5yt2chlJpi5jC6SHTRokEaOHKlNmzapoqJCV69e1TvvvOO7ruTbKioqtHHjRn355ZdqaGjQn/70J33wwQeaNWuWJCk1NVUHDhxQUVGRampqtGXLFkVHRyspKalzZgYAALotozMokrR9+3Zt2LBBEyZMUK9evZSSkqL09HRJksfj0fr16zV9+nS98MILqqqq0pIlS3Tz5k3FxMTo7bff9hWQmTNn6s6dO1q8eLHKy8uVkJCg3bt3q3fv3p07QwAA0O0YF5To6Ght37692X0FBQW+34eEhCg9Pd1XXr4rJCRE8+bN07x580wjAACAHo6PugcAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdUJN73Dz5k396le/Un5+vlwul6ZPn65f/OIXCg1teqjf/e532rdvn/72t7/pwQcf1M9+9jM9//zzkqSGhgaNHDlSjuMoJCTEd59PP/1U4eHhHZgSAADo7owLyooVKzRgwAAdP35cN27c0KJFi7Rv3z4tWLDAb9zHH3+s3/zmN9qzZ48ef/xxnT17Vi+99JKio6M1adIklZaWqq6uTmfOnFGfPn06bUIAAKD7M3qL5/Lly8rPz9fatWvldrsVExOj9PR0ZWVlNRl77do1paWlKTExUSEhIfJ4PEpOTtbJkyclSYWFhYqPj6ecAACAJozOoJSUlCgqKkoDBgzwbRsyZIjKysp0+/ZtPfDAA77tjW/lNLp586ZOnjypV155RdI3BaWmpkapqan661//qiFDhmj16tUaMWKE0QS8Xq/R+LZwuVydfkwTrc0pmNnIZa6lbORqnq3PJbnM8Roz0x1zBfqYRgWlsrJSbrfbb1vj7aqqKr+C8m3Xr1/XwoULNXz4cD377LOSpL59++qxxx7T8uXLFRkZqaysLM2fP1+5ubmKiYlpc6bCwkKTKdyT2+3W0KFDO/WYpoqLi3X37t0m24OdjVzmmstGrpbZ+lySyxyvMTPdLVdXMCoo4eHhTYI23o6IiGj2PmfPntXy5cuVlJSkjIwM38W069at8xs3f/58HT58WMeOHdOcOXPanCkhISHojbyzxcfHBztCs8hlztZs5DJDLnO2ZiOXmUDk8nq9bTq5YFRQYmNjdevWLd24cUPR0dGSpAsXLmjgwIHq169fk/HZ2dl64403tGzZMs2bN89v39atWzVp0iS/ZlhbW6uwsDCTSHK5XD2uoNg6H3KZszUbucyQy5yt2chlJpi5jC6SHTRokEaOHKlNmzapoqJCV69e1TvvvKOZM2c2GfvRRx/p9ddf144dO5qUE0k6f/683nzzTV2/fl21tbXauXOnKioqNHHixPbPBgAA9AjGH9S2fft21dfXa8KECfrpT3+qsWPHKj09XZLk8XiUm5srSdq5c6e8Xq+WLVsmj8fj+/Xaa69JkjIyMvTwww9rxowZSk5OVn5+vjIzMxUVFdV5swMAAN2S8eegREdHa/v27c3uKygo8P3+D3/4Q6vHiYqKUkZGhunDAwCA+wAfdQ8AAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA6xgXlJs3byo9PV1JSUlKTk7Wm2++qfr6+mbHHjt2TNOmTVNiYqKmTJmio0eP+u3fs2ePxo0bp8TERM2dO1cXL15s3ywAAECPYlxQVqxYofDwcB0/flzZ2dk6ceKE9u3b12TcpUuXtHTpUi1fvlynTp3S0qVLtWLFCl27dk2SlJOTo/3792vv3r3Ky8vTsGHDtGzZMjmO0+FJAQCA7s2ooFy+fFn5+flau3at3G63YmJilJ6erqysrCZjc3JylJSUpKefflqhoaGaOnWqRo0apYMHD0qSDh06pNmzZys2NlZhYWFavXq1ysrKlJeX1zkzAwAA3VaoyeCSkhJFRUVpwIABvm1DhgxRWVmZbt++rQceeMC3vbS0VHFxcX73f/TRR1VUVOTbn5aW5tvXu3dvDRo0SEVFRRo9evQ9szSeaamtrZXL5TKZxj25XC79r4ERCuvcw97TI/0j5PV65fV6WxwTjGzkMnevbOQyyyXxGusOuSReY/dTrvZqPOa93jExKiiVlZVyu91+2xpvV1VV+RWU5sb27dtXVVVVbdp/Lw0NDZKkL7/80mQKbfa/h0gaEh6QY7fM0dmzZ+85quuzkcvcvbOR69tsfS7JZY7XmJnunasjGv8eb4lRQQkPD9fdu3f9tjXejoiI8NvudrtVXV3tt626uto37l777yU0NFQJCQnq1auXQkJCTKYBAACCxHEcNTQ0KDS09QpiVFBiY2N169Yt3bhxQ9HR0ZKkCxcuaODAgerXr5/f2Li4OJ07d85vW2lpqYYPH+47VklJicaPHy9Jqqur06VLl5q8LdSSXr16qU+fPibxAQBAN2F0keygQYM0cuRIbdq0SRUVFbp69areeecdzZw5s8nY6dOnKz8/X0eOHFF9fb2OHDmi/Px8zZgxQ5KUmpqqAwcOqKioSDU1NdqyZYuio6OVlJTUOTMDAADdVohj+P96b9y4oQ0bNigvL0+9evVSSkqK1qxZI5fLJY/Ho/Xr12v69OmSpOPHj2vz5s26cuWKHnroIa1du1Y//vGPJX1ziiczM1NZWVkqLy9XQkKC1q9fr8GDB3f+LAEAQLdiXFAAAAACjY+6BwAA1qGgAAAA61BQAACAdSgoAADAOhSUVhQVFenFF1/UE088oSeffFIvv/yyysvLJUmff/65fvKTn8jj8eipp57SP/3TP/ndNycnRxMnTlRiYqKee+45FRQU+PZ5vV69/fbb+tGPfiSPx6NFixbpb3/7W5fOLRACtV5fffWV1q1bpyeffFKjRo3SCy+8oP/6r//q0rkFQqDW69u2bt2qp556KuBz6SqBWrOGhgbt3LlTP/7xj+XxePSTn/ykxTXtTgK1XuXl5Vq5cqWSk5OVnJys9PR0lZWVdencAqUja9YoMzNTc+fO9dvWU3/uB5SDZt29e9d58sknnd/+9rdOTU2NU15e7qSlpTkLFy50bt265TzxxBPOgQMHnLq6Ouezzz5zPB6P8/nnnzuO4zj/8R//4Xg8HufUqVNObW2tk5mZ6SQnJztVVVWO4zjOjh07nGnTpjllZWXOnTt3nBUrVjhpaWnBnG6HBXK9Fi1a5Lz00ktOeXm5U1NT42zbts350Y9+5FRWVgZzyh0SyPVq9NlnnznDhg1zxo8fH4wpdrpA/5mcNGmSc/HiRae+vt7ZvXu388QTTzg1NTXBnHKHBHK9li9f7qxatcqprKx0KisrnRUrVjg/+9nPgjndTtGRNXMcx6msrHQyMjKcuLg4Z86cOX7H7ok/9wONgtKCCxcuOPPnz3fq6+t92z7++GNnxIgRzqFDh5xnnnnGb/xrr73mvPzyy47jOM7q1audX/7yl377J0+e7GRnZzuO4zjjxo1zcnNzffuuX7/uxMfHO1euXAnUdAIuUOvV0NDgpKenO+fOnfPtu3PnjhMXF+e3rbsJ5OvLcb55TT311FPOW2+91WMKSqDWrL6+3klKSnL+8pe/+PbV19c7//mf/9mtC0ogX2PPPvuss3LlSqeiosKpqKhwVq1a5SxcuDDAMwq8jqyZ4zjO008/7axatcr59a9/3aSg9MSf+4HGWzwteOSRR/T+++/7fVPyRx99pGHDhqmkpOSe39Tc0v47d+7ov//7v/32R0dHKzIyUsXFxQGcUWAFar1CQkK0a9cuDR061Lfvj3/8o8LDw7v1h/oFar2kb96uWLNmjdLS0hQbGxvgmXSdQK3ZpUuXdPv2bd2+fVvPPfeckpOTtWDBAoWFhXXrr9MI5Gts0aJFOnr0qEaOHKmRI0fqiy++0MaNGwM8o8DryJpJ0v79+7Vlyxb93d/9nd+4nvpzP9AoKG3gOI62bt2qo0eP6tVXX+3QNzVXVlZK+uaLF7+7v3Ffd9eZ6/Vdn3zyid544w39+te/bnKf7qqz1+vdd99Vv3799A//8A9dM4Eg6Mw1u3XrlqRv/nLZsWOHjh07pmHDhmn+/Pm6c+dOl8wn0Dr7NdbQ0KBZs2YpLy9Pn332mR555BGtWLGiS+bSVUzXTJIGDhzY7LHuh5/7gWD0ZYH3o4qKCr3yyis6d+6cDhw4oPj4eLnd7iY/uNryTc3f+973fC/w734rtMk3Oduss9erkeM4evfdd7Vnzx5t2rRJU6dODfxkukBnr9fJkyd1+PBhHT58uMvm0NU6e80az5IsWbJEDz30kCRp1apVysrK0pkzZ3xfz9FddfZ6Xb9+XevWrdPRo0cVGRkpSXr99dc1btw4FRcXKz4+vmsmFkDtWbPW9PSf+4HCGZRWXLlyRampqaqoqFB2drbvD15cXJxKSkr8xpaWlvpOpzd+U3Nz+yMjIzVgwACVlpb69l2/fl23bt1q8zc52yoQ6yV984d60aJF+v3vf6+srKweU04CsV65ubkqLy/XhAkTlJSUpPXr16usrExJSUk6depU10wsgAKxZoMHD1ZoaKhqa2t9+5xvrs+T082/CSQQ63X9+nXV1dX5rVdo6Df/1u3du3cgp9Ml2rtmrenJP/cDKlgXv9ju1q1bzt///d8769atc7xer9++8vJyJykpycnMzHRqa2udEydOOB6Pxzlx4oTjOI7v6u4TJ074roAfNWqU89VXXzmO4zhbt251nn32WefKlSu+q7m/e0FVdxPI9Vq4cKEzY8YM3+2eIJDr9W2///3ve8xFsoFcs5dfftl55plnnKtXrzo1NTXOW2+95YwdO9a5e/duV0+z0wRqvWpqapwJEyY4ixYtcu7cuePcuXPHWbVqlTNz5swmj9PddGTNvm379u1Nfqb3xJ/7gcaXBbYgMzNTb731ltxut0JCQvz2FRQUqLCwUG+++abOnz+v73//+0pPT9dzzz3nG/PP//zPevfdd3Xt2jU9+uij+uUvf6nHH39cklRXV6ff/va3ys3NVWVlpZKTk7Vx48YmF1Z1J4Far3Pnzum5555Tnz59fP9Ka7Rnzx4lJSV1yfw6WyBfX992+PBh7dy5U//+7/8e8DkFWiDXrLa2Vjt27NC//Mu/6KuvvtLw4cP12muvdeuLjAO5XpcvX9bbb7+tM2fOqFevXho9erTWrVunBx98sEvn2Nk6umaNduzYofz8fO3fv9+3rSf+3A80CgoAALAO16AAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYJ3/B4qlqWW1yEgxAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.bar(year,papaya)\n", "plt.bar(year,apple,bottom = papaya);" ] }, { "cell_type": "code", "execution_count": 31, "id": "32a84b18-6a0a-40a7-b269-884052d6421e", "metadata": {}, "outputs": [], "source": [ "tips = sns.load_dataset(\"tips\")" ] }, { "cell_type": "code", "execution_count": 32, "id": "77d73655-6e71-4d83-8807-f12293c437ad", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
........................
23929.035.92MaleNoSatDinner3
24027.182.00FemaleYesSatDinner2
24122.672.00MaleYesSatDinner2
24217.821.75MaleNoSatDinner2
24318.783.00FemaleNoThurDinner2
\n", "

244 rows × 7 columns

\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4\n", ".. ... ... ... ... ... ... ...\n", "239 29.03 5.92 Male No Sat Dinner 3\n", "240 27.18 2.00 Female Yes Sat Dinner 2\n", "241 22.67 2.00 Male Yes Sat Dinner 2\n", "242 17.82 1.75 Male No Sat Dinner 2\n", "243 18.78 3.00 Female No Thur Dinner 2\n", "\n", "[244 rows x 7 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips" ] }, { "cell_type": "code", "execution_count": 33, "id": "cf3b5bc1-0e00-4a3c-b7cb-f0bca0d4a47f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Dinner', 'Lunch']\n", "Categories (2, object): ['Lunch', 'Dinner']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.time.unique()" ] }, { "cell_type": "code", "execution_count": 34, "id": "d06dc00b-025e-4374-9d84-9e06854b6c96", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\tkdsu\\AppData\\Local\\Temp\\ipykernel_2864\\2284187750.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " tips_avg = tips.groupby('day')[['total_bill']].mean()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tips_avg = tips.groupby('day')[['total_bill']].mean()\n", "plt.bar(tips_avg.index,tips_avg.total_bill)" ] }, { "cell_type": "code", "execution_count": 35, "id": "460bd64f-6bd0-44f3-94c2-cdc1b5ff3c80", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x ='day',y = 'total_bill',hue = 'sex',data = tips)" ] }, { "cell_type": "code", "execution_count": 36, "id": "1620ee11-fabc-4100-a9a0-c2f2f6c94e08", "metadata": {}, "outputs": [], "source": [ "flight = sns.load_dataset('flights')" ] }, { "cell_type": "code", "execution_count": 37, "id": "08e13349-b186-49cb-bdde-2206304b257e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthpassengers
01949Jan112
11949Feb118
21949Mar132
31949Apr129
41949May121
............
1391960Aug606
1401960Sep508
1411960Oct461
1421960Nov390
1431960Dec432
\n", "

144 rows × 3 columns

\n", "
" ], "text/plain": [ " year month passengers\n", "0 1949 Jan 112\n", "1 1949 Feb 118\n", "2 1949 Mar 132\n", "3 1949 Apr 129\n", "4 1949 May 121\n", ".. ... ... ...\n", "139 1960 Aug 606\n", "140 1960 Sep 508\n", "141 1960 Oct 461\n", "142 1960 Nov 390\n", "143 1960 Dec 432\n", "\n", "[144 rows x 3 columns]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flight" ] }, { "cell_type": "code", "execution_count": 38, "id": "87c6fc71-86a8-4daf-a4a8-3b842d9905a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(flight['passengers'])\n" ] }, { "cell_type": "code", "execution_count": 39, "id": "dbc3a96e-a044-47b5-885a-1bee4b57eefa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
year194919501951195219531954195519561957195819591960
month
Jan112115145171196204242284315340360417
Feb118126150180196188233277301318342391
Mar132141178193236235267317356362406419
Apr129135163181235227269313348348396461
May121125172183229234270318355363420472
Jun135149178218243264315374422435472535
Jul148170199230264302364413465491548622
Aug148170199242272293347405467505559606
Sep136158184209237259312355404404463508
Oct119133162191211229274306347359407461
Nov104114146172180203237271305310362390
Dec118140166194201229278306336337405432
\n", "
" ], "text/plain": [ "year 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960\n", "month \n", "Jan 112 115 145 171 196 204 242 284 315 340 360 417\n", "Feb 118 126 150 180 196 188 233 277 301 318 342 391\n", "Mar 132 141 178 193 236 235 267 317 356 362 406 419\n", "Apr 129 135 163 181 235 227 269 313 348 348 396 461\n", "May 121 125 172 183 229 234 270 318 355 363 420 472\n", "Jun 135 149 178 218 243 264 315 374 422 435 472 535\n", "Jul 148 170 199 230 264 302 364 413 465 491 548 622\n", "Aug 148 170 199 242 272 293 347 405 467 505 559 606\n", "Sep 136 158 184 209 237 259 312 355 404 404 463 508\n", "Oct 119 133 162 191 211 229 274 306 347 359 407 461\n", "Nov 104 114 146 172 180 203 237 271 305 310 362 390\n", "Dec 118 140 166 194 201 229 278 306 336 337 405 432" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flight = sns.load_dataset('flights').pivot(index=\"month\", columns=\"year\", values=\"passengers\")\n", "flight" ] }, { "cell_type": "code", "execution_count": 40, "id": "c8119149-6e63-4d74-9a0a-f5c7d5e32b67", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function pivot in module pandas.core.frame:\n", "\n", "pivot(self, *, columns, index=, values=) -> 'DataFrame'\n", " Return reshaped DataFrame organized by given index / column values.\n", "\n", " Reshape data (produce a \"pivot\" table) based on column values. Uses\n", " unique values from specified `index` / `columns` to form axes of the\n", " resulting DataFrame. This function does not support data\n", " aggregation, multiple values will result in a MultiIndex in the\n", " columns. See the :ref:`User Guide ` for more on reshaping.\n", "\n", " Parameters\n", " ----------\n", " columns : str or object or a list of str\n", " Column to use to make new frame's columns.\n", " index : str or object or a list of str, optional\n", " Column to use to make new frame's index. If not given, uses existing index.\n", " values : str, object or a list of the previous, optional\n", " Column(s) to use for populating new frame's values. If not\n", " specified, all remaining columns will be used and the result will\n", " have hierarchically indexed columns.\n", "\n", " Returns\n", " -------\n", " DataFrame\n", " Returns reshaped DataFrame.\n", "\n", " Raises\n", " ------\n", " ValueError:\n", " When there are any `index`, `columns` combinations with multiple\n", " values. `DataFrame.pivot_table` when you need to aggregate.\n", "\n", " See Also\n", " --------\n", " DataFrame.pivot_table : Generalization of pivot that can handle\n", " duplicate values for one index/column pair.\n", " DataFrame.unstack : Pivot based on the index values instead of a\n", " column.\n", " wide_to_long : Wide panel to long format. Less flexible but more\n", " user-friendly than melt.\n", "\n", " Notes\n", " -----\n", " For finer-tuned control, see hierarchical indexing documentation along\n", " with the related stack/unstack methods.\n", "\n", " Reference :ref:`the user guide ` for more examples.\n", "\n", " Examples\n", " --------\n", " >>> df = pd.DataFrame({'foo': ['one', 'one', 'one', 'two', 'two',\n", " ... 'two'],\n", " ... 'bar': ['A', 'B', 'C', 'A', 'B', 'C'],\n", " ... 'baz': [1, 2, 3, 4, 5, 6],\n", " ... 'zoo': ['x', 'y', 'z', 'q', 'w', 't']})\n", " >>> df\n", " foo bar baz zoo\n", " 0 one A 1 x\n", " 1 one B 2 y\n", " 2 one C 3 z\n", " 3 two A 4 q\n", " 4 two B 5 w\n", " 5 two C 6 t\n", "\n", " >>> df.pivot(index='foo', columns='bar', values='baz')\n", " bar A B C\n", " foo\n", " one 1 2 3\n", " two 4 5 6\n", "\n", " >>> df.pivot(index='foo', columns='bar')['baz']\n", " bar A B C\n", " foo\n", " one 1 2 3\n", " two 4 5 6\n", "\n", " >>> df.pivot(index='foo', columns='bar', values=['baz', 'zoo'])\n", " baz zoo\n", " bar A B C A B C\n", " foo\n", " one 1 2 3 x y z\n", " two 4 5 6 q w t\n", "\n", " You could also assign a list of column names or a list of index names.\n", "\n", " >>> df = pd.DataFrame({\n", " ... \"lev1\": [1, 1, 1, 2, 2, 2],\n", " ... \"lev2\": [1, 1, 2, 1, 1, 2],\n", " ... \"lev3\": [1, 2, 1, 2, 1, 2],\n", " ... \"lev4\": [1, 2, 3, 4, 5, 6],\n", " ... \"values\": [0, 1, 2, 3, 4, 5]})\n", " >>> df\n", " lev1 lev2 lev3 lev4 values\n", " 0 1 1 1 1 0\n", " 1 1 1 2 2 1\n", " 2 1 2 1 3 2\n", " 3 2 1 2 4 3\n", " 4 2 1 1 5 4\n", " 5 2 2 2 6 5\n", "\n", " >>> df.pivot(index=\"lev1\", columns=[\"lev2\", \"lev3\"], values=\"values\")\n", " lev2 1 2\n", " lev3 1 2 1 2\n", " lev1\n", " 1 0.0 1.0 2.0 NaN\n", " 2 4.0 3.0 NaN 5.0\n", "\n", " >>> df.pivot(index=[\"lev1\", \"lev2\"], columns=[\"lev3\"], values=\"values\")\n", " lev3 1 2\n", " lev1 lev2\n", " 1 1 0.0 1.0\n", " 2 2.0 NaN\n", " 2 1 4.0 3.0\n", " 2 NaN 5.0\n", "\n", " A ValueError is raised if there are any duplicates.\n", "\n", " >>> df = pd.DataFrame({\"foo\": ['one', 'one', 'two', 'two'],\n", " ... \"bar\": ['A', 'A', 'B', 'C'],\n", " ... \"baz\": [1, 2, 3, 4]})\n", " >>> df\n", " foo bar baz\n", " 0 one A 1\n", " 1 one A 2\n", " 2 two B 3\n", " 3 two C 4\n", "\n", " Notice that the first two rows are the same for our `index`\n", " and `columns` arguments.\n", "\n", " >>> df.pivot(index='foo', columns='bar', values='baz')\n", " Traceback (most recent call last):\n", " ...\n", " ValueError: Index contains duplicate entries, cannot reshape\n", "\n" ] } ], "source": [ "help(pd.DataFrame.pivot)" ] }, { "cell_type": "code", "execution_count": 41, "id": "4f51c9d7-70f1-48b8-9b58-aac7e1a54f40", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(flight)" ] }, { "cell_type": "code", "execution_count": 42, "id": "77874de6-4fd5-4051-b1e7-958018d40845", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(flight,fmt = 'd',annot =True ,cmap = 'Blues')" ] }, { "cell_type": "code", "execution_count": 43, "id": "3a642f90-4189-48b2-82fc-30a66769e572", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('./data_visualisation/chart.jpg', )" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "urlretrieve('https://encrypted-tbn1.gstatic.com/images?q=tbn:ANd9GcR9xVDqAam83hH9LLT-B5nYajffWn2yXngVGKjfe2W3jH1zmz9480X91Ma0_EyIo3ejkG59Pbw1n1YcKUXimOyloQO59xPWxRge_Ip8tnCgpg','./data_visualisation/chart.jpg')" ] }, { "cell_type": "code", "execution_count": 44, "id": "e726a450-be9f-4632-b04c-d6cace838810", "metadata": {}, "outputs": [], "source": [ "img = Image.open('./data_visualisation/chart.jpg')" ] }, { "cell_type": "code", "execution_count": 45, "id": "5fc81598-fd56-4749-8305-f51939d8f049", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PIL.WebPImagePlugin.WebPImageFile" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(img)" ] }, { "cell_type": "code", "execution_count": 46, "id": "f533a464-7012-4cb9-af18-ea738099bd76", "metadata": {}, "outputs": [], "source": [ "img_array = np.array(img)" ] }, { "cell_type": "code", "execution_count": 47, "id": "6709c828-430e-4b26-8e38-a579cc55d783", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(265, 386, 3)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_array.shape" ] }, { "cell_type": "code", "execution_count": 48, "id": "1228dfb1-9216-4e59-b259-9180ce283407", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[255, 255, 255],\n", " [255, 255, 255],\n", " [255, 255, 255],\n", " ...,\n", " [229, 229, 229],\n", " [232, 232, 232],\n", " [232, 232, 232]],\n", "\n", " [[255, 255, 255],\n", " [255, 255, 255],\n", " [255, 255, 255],\n", " ...,\n", " [229, 229, 229],\n", " [235, 235, 235],\n", " [235, 235, 235]],\n", "\n", " [[255, 255, 255],\n", " [255, 255, 255],\n", " [255, 255, 255],\n", " ...,\n", " [229, 229, 229],\n", " [235, 235, 235],\n", " [235, 235, 235]],\n", "\n", " ...,\n", "\n", " [[255, 255, 255],\n", " [255, 255, 255],\n", " [255, 255, 255],\n", " ...,\n", " [232, 232, 232],\n", " [232, 232, 232],\n", " [232, 232, 232]],\n", "\n", " [[255, 255, 255],\n", " [255, 255, 255],\n", " [255, 255, 255],\n", " ...,\n", " [232, 232, 232],\n", " [231, 231, 231],\n", " [231, 231, 231]],\n", "\n", " [[255, 255, 255],\n", " [255, 255, 255],\n", " [255, 255, 255],\n", " ...,\n", " [232, 232, 232],\n", " [232, 232, 232],\n", " [232, 232, 232]]], dtype=uint8)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_array" ] }, { "cell_type": "raw", "id": "49eccf4c-05b4-4775-b00b-8fd38fae0d74", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "id": "5a146e05-0428-4ac9-934b-1bdb972a1870", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 49, "id": "546331cd-0cc1-40d1-a860-de019afe0382", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(img)" ] }, { "cell_type": "code", "execution_count": 50, "id": "a4159856-a178-472a-81bf-66f35b44a150", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.grid(False)\n", "plt.axis('off')\n", "plt.title('Swami Vivekananda')\n", "plt.imshow(img_array[0:200,100:300])" ] }, { "cell_type": "code", "execution_count": 51, "id": "3ee9508b-3e33-4faf-bcdb-c24a82c1e5e5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure , axis = plt.subplots(2,2,figsize= (20,20))\n", "axis[0,0].plot(year,apple,'o--r')\n", "axis[0,0].set_title('apple')\n", "axis[0,0].plot(year,papaya,'x--b')\n", "axis[0,0].set_title('papaya')\n", "sns.scatterplot(x =flowers.sepal_length,\n", " y =flowers.sepal_width,\n", " hue = flowers.species,\n", " ax = axis[0,1])\n", "sns.heatmap(flight,fmt = 'd',annot =True ,cmap = 'Blues',ax = axis[1,0])\n", "sns.barplot(x ='day',y = 'total_bill',hue = 'sex',data = tips,ax = axis[1,1])\n", "plt.tight_layout(pad = 3)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e590cdb8-304c-4ea6-8990-a0660f6e08f5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "85d06fed-9cdb-46c4-bfdf-6ec9f22e5647", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "18c990c8-2fe7-4841-ad13-60a8c7852101", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }