{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\" style=\"margin-top: 1em;\"><ul class=\"toc-item\"><li><span><a href=\"#机器学习\" data-toc-modified-id=\"机器学习-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>机器学习</a></span><ul class=\"toc-item\"><li><span><a href=\"#基本概念\" data-toc-modified-id=\"基本概念-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>基本概念</a></span></li><li><span><a href=\"#样本集、训练集、测试集\" data-toc-modified-id=\"样本集、训练集、测试集-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>样本集、训练集、测试集</a></span><ul class=\"toc-item\"><li><span><a href=\"#欠拟合-过拟合\" data-toc-modified-id=\"欠拟合-过拟合-1.2.1\"><span class=\"toc-item-num\">1.2.1&nbsp;&nbsp;</span>欠拟合 过拟合</a></span></li><li><span><a href=\"#样本集-测试集-的-选取方法\" data-toc-modified-id=\"样本集-测试集-的-选取方法-1.2.2\"><span class=\"toc-item-num\">1.2.2&nbsp;&nbsp;</span>样本集 测试集 的 选取方法</a></span><ul class=\"toc-item\"><li><span><a href=\"#留出法\" data-toc-modified-id=\"留出法-1.2.2.1\"><span class=\"toc-item-num\">1.2.2.1&nbsp;&nbsp;</span>留出法</a></span></li><li><span><a href=\"#交叉验证法\" data-toc-modified-id=\"交叉验证法-1.2.2.2\"><span class=\"toc-item-num\">1.2.2.2&nbsp;&nbsp;</span>交叉验证法</a></span></li></ul></li></ul></li></ul></li><li><span><a href=\"#贝叶斯分类器\" data-toc-modified-id=\"贝叶斯分类器-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>贝叶斯分类器</a></span><ul class=\"toc-item\"><li><span><a href=\"#贝叶斯概念\" data-toc-modified-id=\"贝叶斯概念-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>贝叶斯概念</a></span></li><li><span><a href=\"#Native-Bayes\" data-toc-modified-id=\"Native-Bayes-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Native Bayes</a></span><ul class=\"toc-item\"><li><span><a href=\"#实践\" data-toc-modified-id=\"实践-2.2.1\"><span class=\"toc-item-num\">2.2.1&nbsp;&nbsp;</span>实践</a></span></li><li><span><a href=\"#第一步-Bayes公式的分析\" data-toc-modified-id=\"第一步-Bayes公式的分析-2.2.2\"><span class=\"toc-item-num\">2.2.2&nbsp;&nbsp;</span>第一步 Bayes公式的分析</a></span></li><li><span><a href=\"#第二步-数据集与贝叶斯公式的关系\" data-toc-modified-id=\"第二步-数据集与贝叶斯公式的关系-2.2.3\"><span class=\"toc-item-num\">2.2.3&nbsp;&nbsp;</span>第二步 数据集与贝叶斯公式的关系</a></span><ul class=\"toc-item\"><li><span><a href=\"#0值处理\" data-toc-modified-id=\"0值处理-2.2.3.1\"><span class=\"toc-item-num\">2.2.3.1&nbsp;&nbsp;</span>0值处理</a></span></li><li><span><a href=\"#第三步-实际数据分析示例\" data-toc-modified-id=\"第三步-实际数据分析示例-2.2.3.2\"><span class=\"toc-item-num\">2.2.3.2&nbsp;&nbsp;</span>第三步 实际数据分析示例</a></span></li></ul></li><li><span><a href=\"#用scikit-learn实现\" data-toc-modified-id=\"用scikit-learn实现-2.2.4\"><span class=\"toc-item-num\">2.2.4&nbsp;&nbsp;</span>用scikit-learn实现</a></span></li></ul></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 机器学习"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "### 基本概念\n",
    "样本、\n",
    "属性、\n",
    "样本空间、\n",
    "样例:(属性)$\\rightarrow$ 标记、\n",
    "标记:关于事例结果的信息、"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "分类:预测对象为离散值;\n",
    "回归:预测对象为连续值。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "监督学习:训练数据有标记信息;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "无监督学习:训练数据无标记信息。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "学得模型适用于新样本的能力,称为泛化能力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "### 样本集、训练集、测试集"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "#### 欠拟合 过拟合"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "#### 样本集 测试集 的 选取方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "##### 留出法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "\"留出法\"(hold-out)直接将数据集D划分为两个互斥的集和。\n",
    "训练/测试集的划分要尽可能保持数据分布的一致性, 避免因数据划分过程引入额外的偏差而对最终结果产生影响。 如果从采样的角度来看待数据集的划分过程, 则保留类别比列的采样方式通常称为“分层采样”。\n",
    "通常的做法是将大约2/3~4/5的样本用于训练, 剩余样本用于测试。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "##### 交叉验证法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "“交叉验证法”(cross validation)先将数据集D划分为k个大小相似的互斥子集, 每个子集都尽可能保持数据分布的一致性, 也就是从D中通过分层采样得到。 然后每次选k-1个子集的并集作为训练集, 剩余的那个子集作为测试集, 这样就可以得到k组训练/测试集。然后进行k次训练和测试, 最终返回的是k个测试结果的均值。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "显然, 交叉验证法评估结果的稳定性和保真性在很大程度上取决于k的取值。通常交叉验证法又称为“k折(倍)交叉验证”(k-fold cross validation)。k通常的取值是10、5、20。\n",
    "对数据集D划分为k个子集有多种不同的划分。 为减少因样本划分不同而引入的误差, k折交叉验证通常要随机使用不同的划分重复p次, 最终的评估结果是p次k折交叉验证结果的均值。 例如常见的有“10次10折交叉验证”。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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FCUblR9HAFqyBabXkWbs+2tFIgJnGquHY9zxb7lZLTGYpsVJZWqww1jG3BBD58z//8+Cbx88qDqMDjb4Vsbx/8pOfJIuNPEYZAN02vb56POaYY5JvHg+NPbs6Gvnho0MBYkAZ4JPxDW94Q/Jh//znP0/AQUYugVb508EBFCs8yKMDBGrvete7Uj5YmDotq2ZMplat9KpMwMmcArcF4JOuZ06HQqzv7FeXx9xRVnn4Tbc6Jx0efYonffKwlrlM5BtQtgN55f6DH/wgdYA6P/LQEeufX10+ACx/P723IlZ2njhWTuqP068cbSgfRiqA2zO6bEc6lrzSx4iCpa5z0OkgspiD4NaiR6MEeVYehYoGtiYNTCvIs9Se8YxnJLAEjNwALLBsRVMcd4Vw7cgn69wFGiFXC78zt0z+9J7Fyx1xyCGHJJcF90czAhpWaBiCA3iA85jHPCYBFsuO1WoSluULNKoulCo/IGlrAp0Anvzy8sly1jmQF8gCTSc15VFMlYff4gNi+cLHyAAf/HUOrHMWtBU7RgmtQB4f8uhM82hEPt0bVdAXK57rRzqtABrQAfSsPxOcjT5+en784x/fmJVN7qXLQpYPf/IFmPGVLzx0rAwAIK1zbkXAPE9K4+XAFPUI6XSAMsPB83akrsibKxmMShgYmfjljRKkQU5lCOTVzVaddI5brkUDW5IGphXkNaJqQ2pUhCG8xsUatua5leXsXas10UCVX5/fltXFKm5F7eTRkIH/1772tbR6QwfQiviiW/mjgQRgZqGzgoFqK5AHqv6aEXm4caw1P/7441vmX1ygl4GvkRdAB5TkIVc7y7k62drIxz0Ll8ssd67NwnimE6925NVw8iWdH/3oRynvrcpVHOlUJ7arfPwGxEYuXC3cdu2o2lk1hgP6OhsjREYHA8JIRH3RkagXhYoGthYNTAvIA7pOSMNjXbH8qgTsPWMZT0bSetOb3tQ0mPid8gE+9qbRoBvTzfKwuDsllqu/KpG1U3nE465hoTam202+8DE57a+R8O1GHp2Vzd4aKcvTKGdjuHxvJKBzbqwn3fIBwlx1yq6RlFkj/8Yw+V58Iw9/SKfBWPDch2pGUYWKBrYWDfQM8obP/J8arIbcjqqNkzWFgA6XDB8u9wILtd1SuyqPnBZenhtqOxeVu4OPNaeRwzVexfEnXA7rXj74fVmfAKCdPJmneJmyPPgYcXALGSlMxqeVPFwwfMrcSp3yqcriNz2zWvExkQmgc55z2MZrY56894w8Jijph6U/lXLHR93JejYf0Il+soxV2QG8lUlcZuZy8J2MqnnLYXUS+FRXCOV35Vo0sKVqoOdDQ770pS+lz/2z/7VbRWhsQCL7Qps1vm54Ago8Cp8Hag0w+gP4vVDmM5P0nEG/13LXQRgpGuUVKhrYGjTQM8hrXEA6N7KpKCWDRS88crp4TRcfPHvllUFnJvCZLlnoZbp4zUQ+OsEsV65X5Vo0sKVqoGeQ31IzXuQuGigaKBrYFjTQ27h9W9BQyWPRQNFA0cAWrIEC8ltw4RXRiwaKBooGJtNAAfnJNFTeFw0UDRQNbMEaKCC/BRdeEb1ooGigaGAyDRSQn0xD5X3RQNFA0cAWrIEC8ltw4RXRiwaKBooGJtNAAfnJNFTeFw0UDRQNbMEaKCC/BRdeEX3ma8AWEJNt1zDzc1Ek3JI1UEB+Sy69IvuM14A9gsrXszO+mLZqAcsXr1t18ZbMFQ0UDWzrGuh5F8ptXYHd5t/Q3fbGrQ7ysMeNPentB2Rnz0638+1Wjm05vA1Q67XRqLnGxt1D/Rq2wV29Hv0DA2nfIpuL1urpPzv2xKhN3oSxvTZGAtQj+sbZJN71kVi14p6YNXdW1IdGY/4Oi8bUPR58W9Z9yfuDr4HirpmizlevXp22SK5Gd/qU7YAdtlElR/U5MAU50u4f//Efw5F5zchWyaeddlo4UtBBFrYGllah6dRAPep2xa6NbUTGneIvAf7oaFz2lbPi7puWJvyOGE0Jr7zl9rj5ossSoF/5vR/GTRdcGCNDQzGyYXx77bRz9tj22cNrNsTlZ54Vq269Na7+2c/ipt9cGituWaqPKFQ08KBroID8FFVuH/SPfOQjaS99x9FlYLefuWPlMtm61rF3wNskHMBmrQN7+59XyXN7z7P0hXc4t73xJzsuscqj/O5AA7VarLj5lrjmnPPj7ttujz/84qL4w48uiNGReho5jaxeGSPrlOEY8NejHgOD/XHDL34ea1etju0WzI1V114XSy/+dfz69K9EjI4mAE8QX4u49aJLYscdd4hVt90eccdtcc/1V0bf+PkJHUhXghQNTKsG+t/3vve9b1o5biPMHCjucAnA/K1vfSucaet4OmfFPvGJT0ynFHnHGnfCkkNRHI7insvGIdMoH4fHPXP++ecnC/7www9PFjygd/B0uyPxthF1T2s2lcvgwGDcu/TGuPPKK2Lekh1i6U8viJg7O+oxGituuyV2PGC/mLf94hhNLpZazFmwXez16EfF4Ly5EbNmxapb74i5Oy2OBXvuGgt23iVq4/6au2+5OZbdcF0MDi6IuYtmx9o774glhx0auxz6iOQGKpOw01qUhVkHGig++Q6UVA3CEnfOKOt8l112mTioXOPlQwcgmVjrzrNl2Z9wwgkTh2s//OEPT/F23HHHHDRZ686RdViFeKx5vBxFx0c/2TmrE4zKj0k1sPquu+KGn/4yHnHyk+PK7343lv3uupi90+JYecP1sebuZdE3a05ytyvJkbXrYvWqVXHbBZfG4gP3jpE5/bHsd5dFffkdsX7XhbHvSTr0vuTGqddHY96iRbHHUY+OWy+7OubPGohZg/2x4qalsd0ut8eSvTceJD6pkCVA0cA0aaC4a6agSAC8//77xyGHHJIsdpOozc4YBdonnXRSOrzcQdfnnXdessovueSS5IZxIDkAR9ttt106UJxf/9prrw0nbTl31O9f//rXHR1pN4WsbJNRttt+UcxfPDfuvP7aGL57XQzM6o/B/v7Ybv52MXT/cNTWD5uBTbpZvXJ53HLxz2PNHddHfej+mDt/Xuywxx4xZ/+9Y5dDDovZg7OSq527vVbrjzmLFsfwfffFyKo/xtCqe6Nv513j/jX3x62/vTTuX35PjHDtmKktVDTwIGmggHyXiuZ6eepTnxr77rtvLF26NH7yk5+kSTvA30iseyD96Ec/OrlshF+4cGHMmzcvHcHH157jAfff//73yeo3QrjiiitSHG4hZ99yCRWaHg30DwzGzgc8PO65Y1msHdkQ9dmzY8PI+hid3R8DC+dGDA/FhvvXpMQW7b5nHHHKC2PewYfG3F12iw2r18ad194YC3faI5ZecvkYXKclOLXYsHZNXHfhhbH6nrtil4cdEPdeeV3MHRqJJbvuGBuW3RbX/+zcqKdJ+TIDOz0lWbh0ooHirulESw1huFF+/OMfJyuc/3zPPfdMk6is+Spx7bD2TdLyrx9//PHxuMc9Lvnud91117RMEuCj22+/PS677LLYbbfd0godnYHDsl/0ohcl107VDVRNo/zuXgPD69bHFaefFQc+56kxf9HiWHXD1bHrsUfFkgP3ixicF1d+6esxypp3AHo6g3g0Ntx8Z9w92Bc7HfiwGFl9X8zZfrtYufSWWHXrbTE6ezC2W7QoLNkZXr865i5YGPdef0v0L5of9QVzor9vXhz5sldG/5zZYysuy1LK7gutxJiyBoolPwXVWUmzePHieP7zn59cMfztJkj52E3A5oOyWfFWxzziEY+I4447LoH4vffemyZnd99997jooovi8ssvTxIIgx+wf+Yzn5ncPO5Z8F/+8pcT4JucLdS7BkY2bIj+RbNizsJ5ce/tN8ceRz8ybvzFJTE6Uos1d9wS911xdQytH0luGCC/evmKWHnr1TF77qy44uwfxL7HHR7b77NX7H38sXH1mWfFlV89KzasWROz5y+IA48/Kerr1seOB+4dg7vtF4M77hmxZk1c9K8fj+t+eH6sufe+tGan91wUDkUDnWlgU9OzszjbfCgfKL31rW+NW265JUyicuEgAF5dPnnkkUcmPzu3DdfMa1/72jQRa8mllTnvfOc7J/Y14Zv/2c9+lsLzxf/P//k/49nPfna8/vWvj6997Wupg9h5551j/vz527z+e1XA4IL5cfTrXxXLr74q9jzqUbFkvwOjf8H2ydKeM3929O24MBbssVNKxvLJ+dsvjKP+4g2xYMnOseMjDk9gzk+zeK9Fsffxj4rrz/tZDAwOpvCr71oRS/bfJxbusnfc+MXTY9a8ufHw5zwjlu4wO9YOD8XQ0IaxD6h6zUSJXzTQoQbKtgYdKqqTYNbEX3PNNXHooYdOWPON8fjgrZhhyVcpu2N0CH7fcMMNsddee5VVNVUlTdNvwO1r10Q+WE1frvZNfMC6Yc39MWvu3KjVDHQFHPOhmzIde7LxGR71kfXR1zcYdR9XjbN1uf/ulTEwZ1bMmrvdJs8rQcrPooHNroEC8ptdxSWBmaqBTaF6pkpZ5Coa6E0DPbtr+Il9ucndwApFLKNsmWb/dDsxhRW3v78/TUbm+3Zxmr3L8ZrxyfKIl+XMPBrf5Xt8+N+F95efu1Z55Pt8rfIVLsvT+Lwa3gdS1sfTZ37uSn+uqCpPfpblarwKn2XMYT3Dz1/Ol2feC5t55Lg5Xn7veSZhc75yuPyu2ys+8u+vKge+ZM3PsxzNrtIU19LW6vcH7WRRWzfcvy6G16xLlrYPmtavuDvuW3pnjIS0+2NoeChZ7wx6cpBHGbmy8P2rp/1rRmPEypn6SPT39cWQ+ZN6Lfr6+6M2qy92OOzAWLT7rsWib1cg5d1m0UDPIA/g//RP/zR9CKSxaoD8xvzUGoOlga4aYCMJK45VKVwdVqBwUXjmvlmcRh7Ve2vL+cWtStl7772TTHkdOj+6D4q4S/xVefuISQMmj2teJePr1QMPPDBtR7BmzZqUL3JZF+9eOPytcXe1IoZPHm+8rJwhj69dyUM+zwGE+N7z1ZPL17Dkoiv68/Vsji+edOmaL18cMuDlubwBbeEzX7wykIvvXhwTw/TzsIc9bCLP5BHWtgtkcS8N/LI+3Gc9eS+s8rLcU7isF+nQC37CiZ8/5KIX+fOHhPP75ptvDktF8cJXHqSV80+vntEzvdCPlUueSwd/6cvXG9/4xnj1q19drRZtf//hzO/FygsvjL65cyISLg/H4II5EbXRtAEZF03/+MZlSdezZ8fI8FAM9PdFf99AjI5E9Nf6Y1h4XcPImFEwoK6tt6y2FquvuC1qb3xNLNx91+T+0TEUKhp4sDTQM8hr/JYD/tM//VMC5wxuGSCAl4beigABUAeE73rXu9J+MBqxxtstAbGrrroq3v3ud8dHP/rRBAoaJgIoGQzzs8zfc3L7y6AG4D/84Q/HBz/4wQRWwAdYkgsAAXWy4yWvwI3c9JFBXnj5es973hMf+9jH0ntpZJAETvhIH4gJj3In4qrTEI6VbzIWL+l5hhd5MlgKT05XcnknrQyCrr7U/dGPfhT//M//PAG2GXzJIm9ZPnyyPrKc7oXX4Zh8fv/73586Hmnhn0EeeGc94JlJfH9kJzd53/CGN8Rb3vKWeMxjHpP04Zl3Of/APeuffj2nL/qWDv7S/9KXvpTyndPq5FpbuTJ2O+5RscvJj436yEgMzJkXs7dfHGMbk/He9439rBnt9IUnicZHV8mStyQybWvgXfL4J3BP4UZG4pL3fCQGYrhAeycFMoUw2oiNAbUfW4AccMABqe5NgdVWGaVnkKcVyrW+u5GAd6dDZxa/xip8BrtGfp3c5/hWogCdqRIwyaMMoApoqtQoY77PK21yWPG8Y6nilymHxxs18veFLMp5yKCJBwu2FQE+VE2reg88hakCb+aV47rPcuV3gLVK5JOGpaRVeao8quFb/ZY/nYqvg3V2/qq6yOlmPWS5833mSxZ5a+zA8/tW177R0egfmImZrxoAACAASURBVBfzdtqrEmQMyBOOM7rH96UZTQBur0q7V45NxwqZB6nj8J/APP+u1/tj3Ya1MRKj4yBfrPiKoqflp7ZhqxEjy9tuuy2e8IQnxNve9rZN6tG0JLSFMpmWdfKsMoquUrbWPPN+MhIe5WsOn/m4NqaRw1Sv1fDV5+JmOTvhk2XO18wr82c5+puMxPcnXpWAkeed8snxm8njHX6d5quRR5YjXzvJV5YnX3Pe3ONDll74iItX5tMoc06veu0kTDW836NcZMPrxh/negqIx1xu61bfH+tXrY7771qZrvVh6+c37kJfheyxWGOsJn6b7+jrG9t/vjHxGXBvNZhvM6pk1GbkiGyRzcXXjNQ5I96s90svvXRiS+1m4fMzrrbMPz9rvBqpNdatxjD5npFhZPrFL34xPvWpTwU5fINSaEwD02LJN1OmfVouuOCC5PtVaVhkT3/60yNbqM3iND7T0H1MZJMva86zn/pZz3rWhIXbGKfZvUpIHuvQ+bS5EVjSz3jGMybWuDeL1/hMpePuuPjii2OfffZJlZsFaT07S7RTwufrX/96qox5uSUL1kdQ3fABgLYmtheObRZYuaxg2y40WuLtZONi+T//5/+kpZ12xSSfEcnTnva0ZPW3i9v4zj74dG1uRZ7omjz87d2QffR9H7DTTjulvKgLj3zkI1M96IbPZGFH582J+pyN7qRNwtdqsfTXl8Xy31wa/fvvEbNnzYvBkYiDnvz4GLAb5UanzCbRNrmp5Z2Iq93BJiGmfKOcjDg7GT0Ba991+OjOlhlGlvTpGZeiebVMQJ178a/+6q8mPuATT5vxhXemZcuWJffqe9/73jSas7OqOmkeq0rKzrbZXHzAW+fwq1/9Kt785jc/oDzlSZ3mfnHuAjk7JXWNq4ZXgXuv0JgGpsWSb6ZME41668c//vEJTIHOGWec0Sxoy2cAVC8NhPAB7grvm9/8Zss4zV4ofOvSHdRxyimnpD8Vtls+3AoqEOsFsD/3uc9NnY1DPrqhzIeLCg9/wPlzn/vchFXUCT/6AcZ04utYnYQ1+F/5ylc6iT4RhutD+fBtytdznvOc1Fi7LS8Mzc9Y468DxUe+6Efj74aAu/kVfnp8lP/pp58ef/zjH7thM2nYen9f9E1sR7EpEPvadXDD+th+153jmFOeG4ef/JToH90QN55/QeI74Z9vl0rdXvP9MVpn/0/v1mR0+u1vfzvtbaSNtCPGg+01Pv3pT6dOHOhed911qf5mSzzH11aAvjrha27GAwPLBHmVWMzHHntsMsQ81zaAMvC34KBKLGv11F5PwmjXS5YsqQZJv7VVHQlrf7I8PSCyqe+RkZQ/fAqNaWCzgTxLTGEqeP5xuzEaGnbTwyoogOGrUr5ffyody7VbsjkYa5dM+DzqUY9Klb5b8NFQWKn4aDhASL5YK90QecTNfIxUfAnLMuuG+CE1CrLIl71x+Ce7zZeVKSz3zOeoo45Ku192I4uwfKJGS8odL+CsM9OBdEMsTKM/E2lGf3i6qlfTSSzH0ZFNXWlV/suuuzEWHrB/Wk7Z3z8Q85fsHPfePCbDpp8+VWNVfusoZs2K/oHx+ZjsEaoE8RPQZrDN14YgE7f5vZGSOsTq/pM/+ZN0HkEzYGSZG8W++MUvTvMW6gyQZU37bS6jSqx+BgSrm3XunAMA/6QnPWkimE5CO5SexRWsbyN3f6xw7zPhT07gL111xFfdDMFG0ubhRTcj0UYe5X5TDWxaupu+6+nOkDAfiIERl01eTtkpY5XZ3i6ve93rJqKosPggFSxPxE0EaPHjyiuvTJuF5dfAVKUDhv465aPSA9JMwMvwM1sOZM6/c5hmV/vanHzyyROv8GEtJdAZX4GiobXjJS3ysOIz0Y/8iKvjEd/vdqRsDKW5jjLRj78MGp3qR750WJlYdPjnSVHyNIJKDlu96jh17oAsE3noB/mdJ6/z+6lcR0aGxj5j3STy2AqZDfetjXV33x2L99nH6sq0lHLo3tUxd/HctH6+vn44Zs0zIT22A6WVNg4VSV/TJkNSXYjo648YGRobyTQzMK12sjLIiErZGem5tiL68175KxeG0//7f/8vWck2wfvrv/7reOxjHzsRHWAqR0CvrioTIyWjQPWF1Yw8JwsjAQAzzKQBkBtdgGQwatNJWLJqhKVj1zHr2DOAiy/NPfbYI4U30pRP9cBI0SitcbGCMhav0PRoYLOAvErHAncARiZDO9aYAuROUAnt3tiOVEC8fOCSCaixCli9gEAF4u6ogkEOm6/CqIwvfOEL86O0ra9OiEtAB6Cx2GSsHSACFhY4v18m/nmjAvFMYNmdklXVjlg+OpgqqOLD7+m5Ibh17DqBdvnCR8Os+kDtUa8T0ugMkTUWcyGNq1Gq8rGagQYLKpM97G2RrNErO3LQM+BtRYBEWGvVM7H2NHCNW8ev/E888cRk5ecwza525Kx2pvSuE1SHbNqmXgAffuVeiH76JvY4yJxMrNbi/j/eGYNz58acHXdIH0QB6juuuDoe9uwnxqqlt8X1554bR77kJbFu5b1pR8pZs2fH/J13isV77pEZpa0SBvr70wdSEw8bfnCPcHtwbaljGbgbgk3c8sHLv04cqNKtfABLdQGfKukMga42YPUZg8Iz4K/+qHPIvVPNgDcQF0Y5GAFrd9X2qn4qB/VBueNDLm3NSMBoF6lXjsQURhk675iMOiN1oV39TgzKfz1rYLOAPJ81a8TkJFKJTMb92Z/9WaqACpd/vFppmuWEz9CQP0/WshIBhY298GNd/O///b9TA8mWQzM+5gY0nJwe1wTwMfGjgehEDF1V0HYgn1chZD6GnfaAt85bZSaTzm0yMtGlsXHVIPcmly37whMoakSTNQDxNOwMzhqkxm/e4ZOf/GTyeWqg7fIkfXqVp9wR0LEO9O1vf3vquLhMWIE5nVb5M8LSmPMIzuiATK95zWtSHjVyE7DKQ7m2IuUA0HOH4v4b3/hGmi/Qeak7XAes155BfrQew+NWdpaHDckQX3XjLbHdTjtEf/q4ayRu+uXPYvFhu8ZOBx8ao+O+35Gh4bjtkt/GvCXbx2j/UNz401/G4pe/KLNKjNatX5fCt/IS66z8TYW4r0zi28jO3xFHHPEANvT9X//1X6ndMCbojyWvE9cOADgC7Oqkei7Mk5/85NT2dELCKE8WuLqrfLhOtWXPGV3qGrB3/oHRHJ87nuaK1AM4wNBSr7VB/PFrJNih02r2rjFsuZ9cA9MO8vx4Gh8rQAUCOoDQvuisMMR3PFkBslJZpcCTy0blMYwEzIACP5YJXs0mcHLWszwsJBWcPACMta3y+gPOrCIVqxWxflgu5GHlquT8lK961atSvn75y18mf6PGwz2RAbORn9EJS51c9AMYdWaAkCz4IxY0Ky13lI18pG+lDz3yg2rIQJR+WGQ6C756lnU+tKSRh3ugaQWTdOiHfICDi0yD9wfgjV5yp9SMj/yYyNZAAQJ96zxOPfXU1InKl8avYzr66KObsUjPgIbRkNGF+Q+A46rTM2fgOeBQJ8jeK9mdwATrRlIH+mL1PffEshuuiu122zlu+/3v4r5lt8WsBXPi4Sc+K0b7+tJ5rcPRZ+eCGFHevpitjUY9feW6kZtfymh4/KO8Td/0dqe+6pB9kGYk0I4AMmBVj7lI1HkjUP52nWgmnTSDR6djklSdzCegmbRlcBmpqRPaqMUQLH9+ePVNfEYK3zvS3ljvyk26fPcm9//jP/4juWuMHBhreGQyEtCG1MNuV2VlHuW6UQObBeQ1SAWuoRs6vvzlL58odEkDBJWhHQFdPkENBMCrXGb8AR9iaQBLFbUdOAMXAMVaV3HwecUrXjExsQOcWYMAE5i0sqjIoyH5U3GBObdRlkdeNSBAqRK3Amcgxg0BDPHRINzrFBH3kUlPHRrQbsVHvjQQRJ/yBwQBIH2wqljCwNDIqtHvmSL6XH94OE3IGekoE2X3lKc8JfERBi+NtOrqynGrV/JwN9EfPesQdKQ5X0CBpaljpiP5bkbSYyn6AlZeWH1W6uSOHF/lCbCqbrxmvDp51tffN3EIt/Ag3lmts+bMjsNf/NwY7euP+shobL/P7jF3wZK0Rp6Mo75zGNoQI+vWx5zdd4w1G9bFwGAttttl47m9KX0fTdkXaPyDqk5k6jQMvkDWtR0ZNWmDF154YSpHdUG9UnfFrQKse+XEpaJe5VE0sFUfGUhGhi996Us3GSGqi97jZY4oj0IZI9JTF9R35aYD+Nu//ds0Oauu0GeVlK8ReuZRfVd+d6+BaQd5DRRItCJACLQN3RRuqwqqUZvAaUWGh1wtwBC4NPohczwVTGfRioCttd06pXagobK3k4f7gNWsEgPMVqRzyODcLAzwY+0AM2DfishzzDHHNH1Np9IwotKY27myuGmy+6kZM52SRmdSrR3Rczv9sN6NOIxwqpOCjTwBiJFHK9IRGSGoZ+YIeqZ6LUY2bLRk+eLpb/acuRH+xmkjDNWivxZx/9r7Yof9do6h9ffGfo85JlbfvjTWrlkduxx2yKb1Om2BM/ZBVOY1nddW7acxDXpllGTK7cXWFFVLHrCy3FEG+BznZS972cQqqUYXoK9Mm5Fy8peJ64bMOvBWcYxEC02fBqYd5CcTzeQM10SvxPqtTsxNlZ8Tm3Q8nXxQMlka/JDVlSXV8J02RpawziZbwJlHjp+v+XmrK98sq7wVn1bxGp9nq63xeZYjXxvfN94bLRlZ6FSrFlqn8TM/nR8XGQOhyie/7/bKwmbNT0aNtvLcxTvE4U9/wfhONbVYvPf+sdg4oK6TyNzGLPj6qOf52cy6qh+NdaSdhL20Ex18K8OkXZrlXW8amBaQ11Abe/Zuxcrx87Xb+Dk8EEHd8GlWccWfjnxlebgzOpVJo2scworvGcsa5feuVaCs3mc++Zlw4ue4mVc1fmLe8J/34jTjQ66qPA1RN7nN8xQ5fS+zPFlPm0RoccMKbEbd8MjxbTkwNs069mRkw3AM3bcu6TTJKd/jIVzr4/qH41kfY5vV+NhprCxG04qd8fd+j2H/BJ+cdrkWDTwYGmjeWrpIGXDx0/393/99AjHWFT+vBqcBu+ZG7V4DzYCVkxHGJI6VKXZaxBMfw8jckDzLfMUTJwOn58LjbwLShA0+wCnzyfJkWQBOBihXLpY8bBWGr5A/+wMf+EASM78nv/TIIx7+XAg5fe/zvff8kFxKb3rTm5J8OZ5w0nOVFnky36yn/B4fz8jzjne8I+WLPNVwWT9Zzqpc9ICHfHFxmcx0FR/ldF2z/FlO/OSHfHy0+GZ5TPrZFVOYzCfLJX6OJx/53vucDj7IEtbPfvazaZ4jh5NOliuXmWuWq1qv8CC3iWzLRbshgHzXxZfG0Or1MbRuJEbuuy/u/ePtUeuns6HoG62llTHhlCh+9dpojKwbiv7oiwH++vpoDI+ORP9ALWoDdjPNPn7bDo9GX70vRtcuj9nbPWV8g7JupCthiwZ610DPJ0OZWDEBClw1PJM8fO6sSJORGUy9A3h8gcAiN3BZAEImY7zXiF0NywF/Bgh+Oh9tmCzS2IEA/tLhbsnp8iOKr9ELz7dPNvGAKX7IckDh8MKH39BKF7IIZ6Ipg6gVJ3zp+JBfevIlnnQBJnnxMyogNzlcvRdePHqRD+Fc3fNlmxglp3DkBG6em1zOfFzJ5p3w5PEbH+lk/VhthC99yo97uqBz/N3Lh2vu+LyTbp4kk1/85E849/QjnnyTi7zyId/yrzyk6zkd4yd9cpJP/rOesnzSkw49yxs55FM8evMeH3WFrK7KW7hcr3I9kkd8TMRnn/LkzaMet//64rj/uqticPZgjKwfjnk77hxzdt8tatbOG8Gon6P1GLFb5WB/9PXVYnS4HiP10egH8qM6z0ggz5IfGalFf9+Yy8bWxL6mrQ9GzN9t3xictyDlszpymFzGEqIbDagPDCrzNSbsC0X0bMlrvFarFCoa2NI0AMB3P/rYCH8PCmXHz4OS2DadCKOh0JgGJp9xKpoqGthKNWAlzYNLD3Z6D27uZkJqwJ01bzRYaEwDBeRLTSgaKBrYqjQA5LkEC41poIB8qQlFA0UDW50GirtmY5EWkN+oi/KraKBooGhgq9NAzxOvW51GSoa2GQ00mwYdHR6NkfVDaWWN1THpKyYHf6TAY/eWTbq3qiZ52fvGfvvoiQVpzq+e/hv7CKreX4u+QWfQOhu22FXbTAWbIRntGeQti7NW2kSHNdCWJOY/ebQkElnuZxmcP2S5Ww6Xn+flcO7zsjphkHeW6SENyfv8XPixxlWbWGrnfeab4+CVh3F5aWZ+h3+WVThxyZyf5Xgp0Rb/iYevq3jkJUfm3QmPFqzT4yzPVPmIRxYyWXLYCUlTeHnKJG/iy6srXVXf53CdXpvlK/NrlVfv/UkbCWfpq8/mJ9vqOcsFoO/49e/i7kuvDId0OyHq/hXLYsOK5RGjEYOz+qMeowH4h4fU37F9gUZHhiNGhyPqY8dz42MJ/WBffwwNjURtcCDC3/qhqIk72B/7vfiFsfdjmm9DkeUp16KBzaGBzlp6m5StWbb3i02NbDGbQUGD0witd3a1ttraZuucNUxrtgEOoMhry+1MZxdFa6Xz2m3vhRM+70gHWKzh1rCtwda54O3P88985jNpIyZrvHN6GZRyR2F7VGvRAZY/a+rdZxDE50Mf+lDablcehJmM5N3eNWSWtjXj1rT7oOrd7373hC4m49P4Xj6tGcfHJm32oqHTbonefTBkMzbbNWeAbMVHujpvuslAL11r48X9h3/4h/jzP//ztCmZ91Mhuvqnf/qneOUrX5lOgcp8lANqpXfvfWylfBF5vvOd76QPxtKDDv9b/qtfxprrLo9FRxwQQxuGY8nD94iFex6RDvjuG4gYGra3/NgZUAnwrYnvZ2QMR39epue7jdkD4WSR9RvGjAVr6m1HHKP1uO7z34ih5XfOyC9e1XM61oaakfLJbabxvbqgjmTy3QQ+k9WrHH5zXMnTqs5sjvS2BJ49g7xMamh2KWy1s2AnirAFrT3DHVHWqlJ1wkdnAsRYc73wMUKxB7c9r4HaVMmHRM5uxSdvvzoVXhqj0+jt19NuI7XJeGuAvjBtt4ncZDy8t3rh3/7t39Ke4u02UuuEl69dHSRio7leyA6XdvHshmwzvOioo+OQV/W+n1KzdHXFN33r5zFran1gM5ZTeqa8GCHqso/aEOPFttDqqBFQJpsH2nnUbqq2fdbJ2yYYePo4LRMDy2Z6tv0G7rYbxrtxbyqdgbAMNbzsVmnHV2k2bo6n49Z+bU/ufbP98XP6za5A3k6Y2VhoFmZbezZtDkKF0wuxGFSG6eCjgI0keqEsj2svNJ185KtXefJIq9dGkPOFXy+kvKcjX2SYiiwjoyNhv5rux0Xtc60uj/E0EqhHjI5sllX5GaTbSxPpa2OdslPZ7E76iU98ItUlo00GRJWMQpWL0a5dTI1OndlqP/kqAWrpO7sA6QSatTt1xdbBzhOQrk7F1tPOUWgk5yjorH0pbYdM/Luldpa8cjHikDcnpzHmGsno218m5y3YwmNLpWmx5KuZp0TWFEUqXJYj90J2tVTDtvutwVKs3j8XmkNHJjudqBlPlUlhkoV8Rhz5eLJm4Zs9A0T2oFGJWQv+bL9r3/ZuSL7woZvsSuKusmNkNyQfDi/RGI1Y6EiDbbX/fCve8oOP/NAPtxYdd6sf/LmCWGzcbeSRP6dK4d0NqT+sSfFZjqxE2x13MjLrNq0+E6FO/mhJ9Vh776pYcc0NaUvivjm1GK0NxG4HHxKz5s2Leq0+7szZlAE5Msyn7Q2mvRsZS49lDAzt4e7wDV+gNxLXp/rry3SWuToCSAEqanTV0LP959UxVnceBVS3CWCxs/ZtL/3Vr341uduMooHj1772tbQNRj74G38WuYND8OQCtPVEdetjcpCRy5cFT39OSyNnt9Z8Y/6r99Lm1uNitgWGDq26FbKwOhZ6+ud//uc08nDmRK+jzKoMD/bvabPkq4LbsOyjH/1oshD4krkZAMlkpJD9ZVIQen4dBvBgSdh8bDJq5GNDLvLoMMhz1llnpYMrJuOjQmZ5VDrg87/+1/9KfnsVV2VW0bshQKrisqqyFctN5TSebokuvvCFL0xY95///OfTnvbd8AHqyuvLX/7yxGQqnjqibkmHcdpppyUd85n/4Ac/SMP5yfjQc/bBC0smeXFCELJ/PJdXJ5Z6dkVMlmZ+32fju5HWVjY7vH/OnLj+uz+INSvujDmLtovhNXfHNd/7bgL9dt1DSqNeT/lpt18NYHQ8HlCb7A8A2agu/wEpHSEXif3ezzzzzGQp5/y5MigcEagdmbfSrtRnoAvEdajIe/XQ3BiLn3Hk5CjAqNOudvzasw5GPXFYjbooH1xA3IlOlFKumRy2o/x0IDoNbhojALJl0jYYO2TTTnVYrQ7xyXG6uZIHjnBVAnZXemHVVykfSA4vuI60dQanIzV7OY2Mm1S+HmyadkteAakQLLh8KICKBRDbHfumgBWARmoCVEPHSwXKh1GoHKwGp8q0InzwwCv7wKVvn/dsWbBk+NsdTiGNZoSPSmxoqdCFY1mSJe9jL5//+Z//mSwS8nZC+IonbYcZI5WIPPm+Ez5Zz3zZ2SJSAflIW+1p34wvWVQ8h4zk8jF8x6dbXzt9iZPLHQAZprMA5bsZyYfOrtp4jASARfb1suRMXOtkHe7SjqrD7Hbh8rv+AStomtcBYRJMDdkueDj2OvboWLDbnrHT/gfHRR88Le656ebY8eADx1kJ2ZzP8PoNUW/j1uI20LEqi0z0UgVJzz3TBtRtv5E4yot+Webmtt773vcm3WVe9OkkJz5zgM1nXXXRADOko8VbezG6VAbiAl5tST3N5BwGu8YaIStncmgDgFxnkQ9+kQedtQ5FOJ2IU6eEdbwgX3+jJS0N4KpOdjtSzvI1u9KZTkn+dTI6TFigM2HM0aFOj1tJB+e4T4aLQ4dgAINOJyz+ZKQT1HGbY4RH8m10YNQFG5EODr6o/3SvbI2G/DFMjczyecmTpdfufWfI1IYDxTQ2YJmrNkZuhFwp27BKFSRba5SuElUncVQGpwtNRhRWtQy5EarKUiEpdzIiQ9XSUMAZwMTVEICKQuoU5MUDVtXDE1hiQI7M1YbeTj6Nx+lY1VOmNCIWlXet9K2squ/kTyPMHaA0yaOxd0usnVyBxdV4dCAqL8BoReSlw0wsHuGroEKmPKrK4Zpdq3lr9r7xmUO8R0Y3pt34Xte0dtmKGJwzL+bv4ISjUUt5Ii2uXLcuBU8dQdK5Xxs7M50HeSy9bOet0ZjbnV6WZcIL6PhD7ukNqKs/FhtY7VQtA+HUKyAD2FjS6j5DAFgBffUaqc8nn3zyhK9apw0IneTlyEZ1NtdzZaEzcBgMHkYDXDA6D/WJe0MZklEdU37CKFN1nPHWDNzJIS31lF7kr1oPkqBT+E+eAafOCpCrY/KiQ/rIRz6SdGOFFwOTe1k4i0nkhbuGIaXD6XRkYTQjDfhgZOSYRqvRdBaZlOO//uu/Jr7SZEQqH3qEEbwYZKPDXmhjjZwiF0oBLrkBUprhtcLPZILGe39mzVWeZlQFIBYCXlVftQkgw0CWh4rAapmMVHDyVAtHJ6TjwV/P3soFRLlZwfyaKkc+jFy6DvImj8JRYI7/m4zIrrJX/YzA2jyBHtwEl4ZV7Vya8SQ7uVWOTO41ZHpmJTnTM5dLDmN1hTLLz+lUebCuMqlgLDjXs88+O4FAszLLuhEPUEu/Wu4alU5bY1Lh5TN34jmtfK3yYgVVy51e8AZKXF0aHqJL4KV+Zaryyc/aXWsDfdFnTXsbuveWW2L29jtE3+yxlSXD962L+1asjNmLF8YdN14fN13+2xj2AVUF4DM7zbNv1kDUW4xkhANiymSyP52meqvO+QMYDCGTlKzOj33sYwkgGo0uZacuAGkAS4/iMXzUXXU7k3LkomH167SBM+A2T2PC1jvhjT7ycmFgDgiFBdw5TObJWtZW1Xn7/etgPv7xj6fRPTlypyW8CdkPf/jDKbwrD8B0kLbLEpc/8mgnOhFzD294wxuSkaPuqPfeq2+wSkcmf3RBj50YYfLDnQastU/Ard5aKkxvmZSncqQPcWCe0Zjf5PO82/qceVevPYO8CqXSsAIQ/5ZGTUgETBS6ngxwWS4HdBtJRyEOJSPWAd6UjIAaoDApYygHLFSAyXxcABUYZH9itmpOOeWUBPB62i996UubVHTpkYM8eflknrjNfOTLifcsEgWhEZmFV4nakY5BeA0TkScfsCx/rCq8GysTvho4IEAqLd3kCW15NGI59dRTU2Umr7+qhSyesqnyNizVgLOeVWSjJcNonSELiG+90bLXoE2G5vISTvnmiXHyKify8PlrzK7SqxJ51J+sN3nXOVStUQ0fINGZuoMvMqymP/LpCORLo+mG+ufOipFmE6/jH1s5sPvOy38fe590wvhEal/c8KOzY+/HPzpWLr091q9cHiuvviZWXDvW8Wya9mgMr10XG+5eFbP37k6uTfm0vmMx+36inWtNGf3N3/xNKk8A5vhEAKLOOAuCvrP+6VOdf93rXpc6n5e85CXJ3ab90v0ZZ5yR9Kxt2LP9ec97XqoH+Ol81WFAnstBuZjoZAUbLeLhN3A1N8BNpZ4hMih/dU+dUN9NjnZLcKOxo2N82GfeSOWEE05I4Ks+qa/aEL2oP/Rx7rnnJvcWXbg3n8AzQU+dgK52BwvoQruBVQBdG8v4kfPEmAHqwsE4bcgoAo+q1Z/DT+Xa3oTpgKOCYYlorH4DdArTeylgCtOjGY5mcKuCTE4CD8DhqqBZtPhQtAzzEbMEDj300GR9KBzg2MoyxJc8AEsHQsEAHUDwF/I/i2tE4OCKDHJZHvnJ8uDDumTFkw2fc845J3UCOh3+RsNlFZu84jYjCU8uDQAAIABJREFUfFjpKq+CpR8Wt3yRR35UOPyAGrkyiUs39Oo3y0JlkJ6OlQXAMjFiYdXRE1mb6RpPZSGuToUVzzqjZ4CpkWkUhpwqtlFG7rSzPBqRjp1M5MGHDulMvtQDViJwyCMCVo05hCqRQ5xMLD75kR43D1AQn9tOmkCNTIi8AIUuxPFemt3QqC0ImnTMqas2Abh8eaxatiy233//pK9l11wd969dEQed+oq49Nvfif2OfnTcf91tcf/SpRFHHLZJ0ukQkQ1Dse6ee2P+jmOd+iYBpuEmd6rtWNExwGAgABsE6BC9MqiEQeougM/36WFEisviBcjCOK+3SspZp6E+ZIPPe3WYQeWqjmUXjk7cfI06mgFZmnn+rcq729/AmyztSN2XdiPprLintFHvzT3wqcMxcbS5yUh70Zloq9q7ERR51GVt2/tM9KFz1AEakcLKDPLeTQc1R6MuOWskCkpDM8yhZFYuK1rPxbeVybtmIIhH5kMRGruGbrJCY9ejKwAEbIEawGildPKwLg2bWAWGn3pLgJYnON0DDWmQu+qykA55VDzh8FJ5rUIBSvLFyvHeUFWeDO8UZrZuc55dyQOc8CGzVRAAWGXP+VIpzPizHgBX1W9flQe46VToxyoIjZd+/KmIrAGN+PTTT0885L+RyG0IKS+s/W9+85upIZpzyPMX+Ooks74aeWT96PQ0fp2yiXFAorPSWUiHbll8KrmK3OiLzXx0uobUOkuuAbJpbPzMWac6kOxeoEtxxDeio2O/uyGhm8UhN13eeumFMXfn2fG788+N+QvnxsBAPQ495UVRG5wX+x9/XNy99KZYs3xpzF4wNpmG3yYe1Fqkk6LSRjfdCLYZwmaAr7LOZV19Ju/NCOhU56SqYYC7v0aqGk+A/i1vecsmhocym26CO83cizkdFjPgbsyn+6r7M8sG16wa81V/1fDK/Bqv8EKdYsAZ7cIKri2LBxhR2mk2Rhig3LzquroMP2CnttJo9Tem0+n9tIC8xDQIDft973tfStt9oxUJrIFXuy82xQMW//iP/9iSDxAE8qxVPV+zyqsXBhCt5FEIgCQPlxplzQrEB8AoYNQsX75mZekDVwCUASnzcMUHeBky5vtciXI4PusMYq0sNHx0lIAPNcojHyoRcNYoq1ZVTscVHxX6L/7iL9Jj943yeMbNIn+tKMvz9re/PQVplMdDeZIflbaxYWW+ykNH+epXvzqFwVfYanhhNDh/OjqdoyG/xiEvhsfd0kDf7Fi7YWzv8UaAlvYBj3tCxEknxYb1IzFrzuyYsx1LbuxYwA1rhqI2Ohjz9t07tj/sYWNzqzqZCYwcAzDH/6UzYrsVbisM38zAm+5s5rrTii9jigHSDDeaxYExlvA2GifNwnpmlM+A0va4VdVVYK8NGPFwW+LFSIMJ6rz3OkTg7702Dk+ng6YN5AlTbZDNQFNjtAJAxtrRZHyAGGueUtr1rO34eGeEwRVgPxgdSytqx0ccBcbaZZU3A/jMt8qnEVCFIU/+nLtqUeT4+Vrl00zPPkdnHRjpZB9+jlu9Vvk0k8d7/ttmI4FWfJrJYxmZYStrpToBXuWRf2eZmskjjE5ZWWmoXGX4qg8akEbbLP3Mu9l1xEigxdIXMsxZuDhFmzM2FTLBAo7PX7wo7ll6Xex0yMGxZN/9jQkqbWB8RFHri6H+WvvvrSa4lh8PhgbUkXaGZjMZ1C+jxU46BnMVuTNj2DI+WPW+F9IBaZdGtogh6q9KXGGN7rDq+25/TwvIa5g5U+0EMKGTJzIbw4nfKZ92gNwNHwBoUqUZZT7ApBMC7s0AXnz56oSPTiuvVW9MU3yg0wkfw2a+xGaU+XRSXuRuNpzHVxrdyJPXTTeTCZ9O5Wk0EAB8Jg2xEz45vGv/4ED0D7R2GYxDdYqSfwN4v+fttHMc9KSNe75U+TLnhbN6J1nxXbqRNuVV7rrRACBVp6abjI4ZYQxVlnYrqtZBrlkGoD8uJLI1w4lWvKbjec8gDwj4kfKEoiF1t5R58LGawDPMmSofk0jcAwqDb4xSp0LicQuY8FWgU+EjX3kNMT4KfKr5YkXwbZtb4IaZCh8V3+oeLhgrHlg0U+EjXyaO+ddNZAPeqepH2ciXpWU6OaO9qZC8WA7bbfz+WQPRt25t3HfzHVEfGTUcDfvFW/JYGxn7TKo+Uo+RPvvPjNUlu1JC8Nr4PFKtrxb9tf6o99VC2NFhk+/9afvi4bVror5h/biDZyo5K3G61YCRtXaizTEuWN/Vet7taC+nb47MPJdVfVYH+Viv0ejIYZtd242qm4Wfrme1ejX3U+BqEoM/1sSCTFhTy6/EP+1e7+Ue8AIHf/m5Rg14WIV54owIhvUAGgmjkLz3HJjgYRiUw3LZ6GiAH3kAkGzpLIRT6NI3yUEehQwM8CavnjVP5rF0ySc/GQSFxU94svpNDrKLLx0TOdKRb35pk5m5cmUVZwDS0wuDF3ldxZMP9/KHf3ZF4YWHP/E8z3oWVhzh8cWHvt3Tg/zQpWfZisdHWDrLssir8OLnfGbe8icN8fH1Jy9kyfLQa5ZXWpk3nvROBvHp2WhOeOlkPXguvnKu1iPPdY4MAOVLz/jJA5lzeOl55uOw1772taludPLfjT/8ftz6hdNjzsIlUevvi8F1wzHUF7F2sD/mzJ6TlkCOjozGrJHRWDe8IWoL5sbAmpFU9n310Vg/uxaz5s+O+rrh6F9Ti/7R0VgzazRmbzc3NmxYHzE8Ghs2rIkj3/OeWNTGJdiJrCVMZxpQV/7bf/tvab7Gah1LNtUNpL7ZTkEd7pa0FQseGJDiW6jxtre9Le3bo63MVOrZkge89mGRaaCXr7kRUqrnGeAoI4Os58hVuAw4wrjP7zLfqiKbvc+gnNNr5Ou9ePiQL/P1vFroWT7yCJcriPA5bhJufAIzhwdiObyr5645TuaT73P67e6lU42X9Zuv+X01HXyRMHjLc5bdfaZqnj3DI/Op8sj6yXGr4bIcOQ18qvnyvlqujfc5fC4X73N6mU/Wr6twrlmWfC9efpbz18l1z8c9NnY94hHRxwrvq0efTiyd3lQLFnraE95Xq6O2hq9HbaA/auomS56O+8fCpVHAyJiLJvrH9jxLuAJbarNi9vab+l07ka2EmZoGLKjQFn0typ2X3SPqB2PFxKZ60y3haeTKa8GCt72JxR+t6p1RPMMFRlotqPNp5Y7NspBPOAYjI2g6qGdLfjqEKDyKBh4qDSQMHvexb+z+xqTJE7Lj0L2JiNV4Xojb+Cw/3yRiudnsGrB9gJUrf/ZnfzataRkB+KjMNwf88tWv1psl5NAhS5lNtFp9Z4WObwOyAZXjcFXibdSq87EC0Wj27/7u7x4QNsfp5tqzJd9NYiVs0cBM08AYOIPnjdvLZLDP1/xmLNTGHFTv8+/G68bQOoKNHKvPy+/p1UAeCU4nV6NX1vg73vGOTbbuaJUG0OZm9A2J7364GC2JzFtBWD2XwZ4r2bwUgOcutbCEazK/b5VGp88LyHeqqRJuq9VAp+DbDUR3E3arVexWlDEuGRZ5J2SeiNXuy1ZgD7iBu+XaJoOBt11BzXUh1r7FENbTc9d47ovZ6aLpX2c0XZIVPkUDRQNFA1uoBiyZBOy2B7Eqx3c9lvjaY8jKnAzwrHd/fPzmLS3W8GcFjyWb00HFkp8OLRYeRQNFA0UD4xoA0lb1WRVn0YEJWPfA3hJmrhor0JDtC+yfJRzfvO9SfBVrBVruCHpVbLHke9VgiV80sI1owCf6vtq0+qNQaw0Ad64aX8BbOuyLV1a6FTO+fM27buJgywT7AekE7NiqI8hbpLT6cLR1ys3fFJBvrpcH/Sm/nWWAhWaeBtKSUQeFrx2KDfeMrcefeVJufon4ly2X5j8u1FoD1tLbtdJ+NHaXtFJG+7ac0jLMfFYCNw2dcusAeh9d2vbD1+rvf//7413veldasumbmF6oLKHsRXvTFNcHQ44F47+b7mVf0yTiNs0mfztwxRnfjOUXXBwnfOA9MXv+xm2gtxXlsEbtpGoJIbCaqWRTQitZ3vjGNz4kIub6khMH4r7kpzOrbKzdN/mq3esw7VPj/lOf+lTat54/H/gbOXH96BR8MDlVKj75qWpumuMZyinQQjNTAz5s2uGgPWNw7voYnD1zAW5zao/fuN3GeZsz7S2Jd+PHUTpFf43kYycfU2VyNkLGAO6e6r7zOcxUrgXkp6K1aY6jsA3PCs1MDeRGu9ujjwt/hYoGNocGpmv/+EbZik++USPlvmigaKCpBkwOOiDHPkGFthwNFJDfcsqqSPoQaYCrxr41I6OjMTI00nL/+YdIvActWas+bP5mg65CW44GCsjPgLIyoeVkehsrFZqBGrAZmeMSf/iTuPjDH4+hNetmoJCbXyTb9pocdGRmoS1HA8UnPwPKyvIqJzn1MoM+A7Kx1Ypg33j7zEesidnzV0dtG201lgI65LrQlqWBbbS6zqxC8vXbf/7nf6av3maWZEWapIHx7Zn3Ofnk2OdpT4la3/RsAVu0WzTwYGiguGseDC13kIYPJYol34GiHsIgtdrAOMDnvSYfQmEegqSNOJctWzalvdgfAnFLkuMaKCBfqkLRwCQa8HHLyGg9Nn6PvG3uMemwDCcuuRbacjRQQH4GlBUQ+fGPfxyXX375DJCmiNBMA321Wtz+y9/Gb8/49thpUc0CbeXPfEXqg51dd911xuc0f9sw4wV9EAQsIP8gKHmyJOwh/bGPfSy+8Y1vTBa0vH+INMAtf881V8Qd538vhtdvm6trnLb0lre8penXmw9RsTRN1qEh9nQvNKaBMvE6A2qCidd///d/n9h+dAaIVESoaGDMKqzHwS95Vhzw/CfFrHlj28RWgpSfM0gDRhpOcSo0poEC8jOkJmyuT5pnSPa2AjHqMTh3QQzOXVQ5KHAryNZWmAUbgRV3zcaCLSC/URflV9FAGw3kyVYra/LvNsHLq4dMA+a4Cm3UQAH5jboov4oG2migAHsb5ZRXM1gDZeJ1BhdOEe3B00C2/cau+a55+u3fjsURppNwzVMoT4sGpk8DBeSnT5eF0xamgVEbjzXIPGavt7fa278dYyhMDgfsbXBWqGjgodBAz+4aR9Y53cQ2pL2SpU/49epTc7iBo7VmCh/5aidPp5NEWT/5mMAcTz79brxWyyPrQrgsT/X9VH5neTLvyXhk+XK4HA8flPOVn+dwOZ/5vtk1816yZEnsu+++zYI84JllkXecd1Es//WlUZtXi5Hh4YgRYEyXEX39fRFD9aiPjMZo32javqa/rz/q6mitL4aHh9Izp/ok6u+L0fUjyYTv66tFfWQkBgdnRf9uO8dBp54SfbOnfrrPA4QvD4oGOtRAzyBvjfdf//VfpzMMnWqiQc6ZMyc8b2ysZHJeodlvQFwlYS17coKK+FMlfK6//vrEx4ZKzWTohLd41113XTqdRb6mygdwyZfVM7vvvns677HK65577kmnuXcCZDfeeGPss88+SaY1a9akQ4JthWBLBJ2sq/XB5NWpIOXgUBJA5OqzdGdQOkCYHMoDD+E6JUs+xf3DH/6Q8rNw4cIJ/XjnWLMM2JknIPeuun6ZnHbgXL58eao/ABrfRYsWJVm99ym949OEa0bCyzf90eXOO++c9gFqFrbxGUt7xc9/GvXVK2PhiY+I4fXrY2RkNKJei77oi1p/LaI+HFGzQdlApCN4k0U+ElHri8EBeh6OWl9/0u/YJmaR8jBmxddiZOV9ce3ZP4j9nv3UGCwg31gE5f5B0MCmSDuFBDVmgPKhD30oDjzwwMRBg9P4mlErkNeI3/72t8df/uVfTvBpFn+yZ0Dh1a9+dfzVX/1VHHvssZMFb/lenl760pfG3/3d38WRRx7ZMtxkL4DaO97xjvgf/+N/pI5nwuobj5j1Nxkf7+nmTW96U9rqVTx/dO3Pb7zzNevf1Xvk/V133RV/8zd/k8ord4LtyquZXJnf3/7t38ZznvOceMxjHjMRrB2vLF8O7J58PgTTCT7/+c9PrzzHxxUp03aU5fnJT34SX/ziF9sFfeC7ej0WPOLI2O+5pz7w3TQ8WXP7bXHLFX+I/trM9IyuWLEidbI6/UwbNmxIBoQjKRkEq1evjoMOOii/nrgqO/VJp8xwcyYpfs4wbUXaOQNFGjleDquc/em0M61atSrx3G+//SbqQ35Xrp1poGeQl4zGyErsZIOtVmFYeqz7Tvm0yh5Z8JJOq7Raxa0+B5bTwUd+cr7wayTPmj1vDOceH41JHjMANgvX7hl5pJd5tQs72Tt8etWzNOSlHZ9Oy1GeMuBPJnt+P9g/K2xZkJw0DJPsSJ+YNvVg4mGOVplWrRozjeG4gEbTX9Qbvf8VVj38dErT/PnzJ+VgpPejH/0oDj744ATcRj3Pe97zkoF2wQUXpJFdZqLuf/WrX03GjYOnv/KVr8SrXvWqNHJ76lOfOqFjBhvj7vWvf30yzBzy/YUvfCF92Jd55eu5556bRpHCAHdbazMOXv7yl6cgjKFPf/rTyUh529velp4ZwX3ta18LIzwHlrzoRS+acr3PcmyL12kzL7LlSIl6a/e5Z+5EsTl+vmY+Khw+rYbrjbxz/Hz1nlWe+eDVCeX4+VrlwwrxV33XimcOk6/CyQt5uuGT+Vf55Hzh02u+8OJmwasbaiYPWTrVT06rysfvXF5k6rbsM89OrvV+I4ZxGE8jngzqmsZY81h7332x/JrrY+nvLo8Vf7gx7rr1thipj4aJ23pd+Bw2xx0D+zHv/tjvTmSZShhg+YlPfCK5tNrFZx1zg37pS19KlrRj/H7+858nK7nRPereaPhhD3tY6hSArE5Ch1ItCxuVHXbYYXHZZZcllyP3msOnb7311tQhVMuUm5DVD7h1xjvttFPinWWWprmUu+++Oz+Kz3zmM2G/nFe+8pXxq1/9qmyMNqGZ7n5MiyXfmCTLQM/NP6qQNNQnP/nJ6Xdj2Fb3KoiTks4+++zknth///1TJXnmM58ZO+ywQ6toTZ9ffPHFyTLBw2nzhp9PeMITwl4c3RBr4utf/3oYOrJGVFryZDdVp7zIwzp6+MMfnhoeQHza056W+HbKQziN7Iwzzkjps7iydUbvnRIwZeFlPbPOlZd8dfsV7rXXXhuf/OQnUz40dqDwxCc+Mc0jdCqPcCtXrkwuHKABDFiMTrVXZtNN64eGYlaLjp9hX49aDK1fH7/91Bdj5xMPix0PPjCWX3lTrLxuSRz4RPJULfmqdONAX48Y2rBhYo6kGmI6fjvEQzt57nOfm6ztF77whQ/YW4Z75LOf/Wy8+MUvTnXf3A59XnHFFck1Qs+ZgPhtt92W6hKQ1xmYm9Jx24HSSBLhYa+lo48+OgGzDkM8ZXfeeeclA8j8mnkYpOxOP/30VN9vvvnmNJdz1FFHpXf+A/zbb7/9xKiWZa+d5DLXSZGlnStogln5sYkGNgvIA8Grrroq/uIv/iKAj174c5/7XPJNd+qaMOwGyCqdoSI3ww9/+MM0HHzrW9+6SSYmu1FZTSyq5DqISy65JIGjCeNu3B7Ak4+QZcHyYMF89KMfTUf3NVpD7WQCgMA182GN0c973/veiUreLn5+J00NmH40Eo0Ln3e+850TQ+octtVV/jVE/vk/+ZM/SY3znHPOSXp+97vf3TEf/HV8LLG///u/T+X+29/+NlmZ73nPezbxs7aSJT/X2HU05kT4glmRH/jAB5KVqCynk2b19Uctr46pMs6eG3Ov962PWn00DnnGc6JvzrxYtPs+8Yt/OS32PPLImLv9ovEzX2sPcOokmK/Vo7/fJO4DXXU5OVYu94g62k19ZAgpd23EJPi73vWu+PznP5/mbl72spdNuCuVL1C30ylDgD6Btj1exFWnjeTwU/Z2QxXGXJJ2KC6DhI8+E9AFwBdeeGGqf+qzukh+iwOOP/741GaF99x7RgO/vZGByXqg/7jHPW7CCKha/gwfdSD753UY1Un7LEe5Tq6BaXPXVJNi0WmMQFHPr8BVQhWsGwKiem4AxC+LD+tVheyGbrnllgRARhXkcUalIWV1aNgJv6uvvjoBjQpKHrJpoHfeeWcn0SfCOAhZpZUv8hx++OHJWu1WPxqjUYRGjA+dX3nllalRTSTWwQ9gzKqSJ52p31YEdeu6Ue46ZtY38CGPibhu9SyOtIEFPjpmHSMLcLqpPlq3jmac7UarnBfGnzf33npTLNxnpxicM8/iyhicPT9G7rsvRtaujVHhUuCNcasy1kdHwl87onOGEXeF0eYBBxww6Z9wObx2Bozp/cQTT0wuFHrL5J16Qq/aDstdWetM6Zb1DfTFOemkk9KoQFvT6ZjM1m7Uh2q7E88zaeoovHN1DmxeLZXT146N7LUTdV9+gfuTnvSkhBE5XPWqTjMajOKQ9lodcVTDlt/tNbCxJrQP19VbvXt1rTJLgWXAiteruyroyQhgmRzKlHmIzxWAR7Uy53CNV5Z7dXWASg2cVX4EUFT6yQgYVvmogHiwXvxmiZBpstGK4W91NQMLhTz4aCjcSRpglq+VXNdcc00cccQRE6/phH79VWVpZx2ysPhJ87AYM6BMDvkgCzk6aWA6nap+6BV46IBYZWTqZMQDPFiZ1QlFMuGDMk+/5dXz/C4F6OK/WbNnx+jEpGgG+3Ef/ZhTPZZdcU0sPOjgxJW9PrTy3hicNysGtpsTa1bcFSP1eizcaUnzVPMqoeZ9QIoDzJ797Gc3jz/JU+VjhGuU+rrXvS510I1RlDGr2USn9vKLX/wiuSqf8pSnJOuY2yYTyxlIc7kqA+WuzLThiy66KHUWykV919F4rvNQZowf9fb8889PnRZXDpKujgLQkxOAwwh59rtKZEWeWx2nrRx33HGpPp5wwgnVoOV3hxqYdkseOLDoqssOgaMKoUJ+61vfShMqk1m/gE8FEi+TiqHAgcl3vvOd5HIBbJORilL1/xkNGDpyJQFXfu3qULEZP8DCmmB1Z1LpdWZkeP/73x/f/e53E5jl982umU/Vt8hdQx4dBP+qvNFhOwKglrc98pGPnAjGZ3nMMcfEz372s/iP//iP5B/3oVo7Mq9AftZjJu41E2qG1ob4P/jBD9L8Q37f7KpxGq1Vy50Fl+dkzjrrrPj+97+fZG4Wv/oM6FTdMjplcpKJn9aEHKIj7gV6V1fadWZV/pv8rtXHJok3eTi21n00xiaA1y5fHjsddHD6OlY3cNOFP49djzo4Zi9YGLf95tex4sqrA/g3WzVcq/VF//BIcvc0JNHzrTqrbVl1ctppp21Sx6vMddIAF4BrO5aq0idwVr5WvFR1p14bZXK5ctFw1TgsxLzNBz/4wRTXtyj88uqb0YPyZ82r3zp0IzrkORnN+zzjGc9I7UydNfr47//9vye51RP1ORteGRtM/upMuLJY/tW6Xs1f+d1eA9NuyWuQKp8GiTQ+loMCA5KGgXp0BXvyySe3lI6LhXXtAyIkrgrKH8+qA7aAg4ujavE1MpQ+mXJnoWL/5je/SfMFwmY/5WRWs4onrTzJqkL+9Kc/jT/90z9NIKkxsGIbLZNGeUxOGQZzRSBADZRNagEsoKwjYxW1o2z558lRjY415VAHIx48gDWQbUeAWYPMOuSSAu7W4xspAAN5YjHzpbYi4YThdkD0bI7gNa95TboCGDpSF0wOtiP5YPEhoHHmmWemob34On9lATzwN2Ft0o+snYzqGtOt86jXRyccNvl9Au1axP133Bkb1q2JuTssjnX33x8rrrs2NtTvjsNfcGoA8IF5c2J0aMylMD4wzCzSVb2SxuYgvFm3k40chaMnZWtkzELP7UH9oNfqSEin4Tnd53pBfuVmAle7VL/8ZXr84x+frG5WvzLHEzH6dCDme/DSHsXXaWjb6irXjzw861nPSn9ZFjzwUuaZX06vXDvXwLSBvIqkUujtNWjWM3DV26tg1ucihaoQ81CuUVQVQqGyZvHhsuFOADwmGPkA/bHoVIxWbgTyAIJvf/vbSS5ykAeIWomgkrNYcjgWQzOA9p5lwsIGvOQxnM1AxOLMnRd/I/mr1n7OX84XYFLZdTQ6DXFPPfXU1HlYrWBkoCOgA377Rsp6Jo8GpeMDqMDacF3j9KfzYoG16izw0VGw0g2x6VO+AKgOGaBrWMpRQ7U6qhlleVjT5BEeH530KaecktxSRgr4K8fJGisfsA5D/nUIdKEj41pAdAckGBLqmzqSfzeTb7JnI0PDG9fJVwMz2UdGYtm1v4m5e82N2264PO5ddncs3GFOHPasF0b/rIUJuvvqfTEynJfljvt3qnzS9gZpmU716bT9ngzgqwmpD5lyPD54fnTlmCkbDvRcJfXaunh1uZHU26qLNr/Ho9oeXvCCF0wYblVXo/DN2rI65a8bqualm3hba9hpA/msIBUGgANYYKwguUUQgPdFIhDS8Js1eA1WBdTTqyA6BD0+v14GYYDCLcAiBqyGi62IX8/oQcGz9MiWgc+IANAZlgKTbKU38hJXYzDyMKw0lDV8BDDIhKAKSlaWebVSZ17yhY8lb/LGdSX/7nMl1hECV+AF/FsRPnzovjZlPbOEWFLZAhKPC6g6n9GMl/BWYUgfqOIjjxkAdEQ+dNGR+G243Ug5X3QMiJUrkFAm2QrUWRnlsCQnW7Yqri9y6dnwn06q9YTeWIM6Hvx1KEiZet4t9Y/2xdD6B1ry+NT6arH3iSfF3o89Ke1uEI+oxeBsPuRxkBsdjTuX3hgja+6LA1mslclO8UF+v696h3wQ1Xxbhm7lne7wALsZuLZKJ9eNVu8ne151C04Wdqrv1Rt/hcY0MG0gr7EDjeqEYqOSDamBKiBo7MVzWHyAeTv/GyDk4gDKVso0I3xU4Kr10hgOoJFXuGbWifD46GwsI2tFAMzkF6oOYavh8QFK2dfczEr3NeH3vve9BPKGrs0IH51Vu3yJpzOrgmMjL3x0vrkDbnxgR/SYAAAEOUlEQVSfeXD56AT4XlvRZPIAZFa80dNkW01kN0KrtIwQ8gc3Ju7y6g/lyG3TLY0tfHzgF695jXz/wPwE1rU+ayrr6QOovvG9K0eG18dBjzki1q5aHSMjQ9E3sHGZ5JiDZsxPz0geS6db6Ur4TjVghG50zSAxiuUeKjSmgWkDedblZAQoWoFFjp+v7XixGvFpZlXk+Pnajo93/NFvfvObHxAsg34nfEwiWfPejPDBI/NrFiY/Y1FlX3R+Vr3i04k84vgIqRl1I48OSUfaKs1O5TH/kOcgmsnUKR9xjWCqK4H4j3uh4dpo1AfHFlHW6Td/3jRenV3Ss/F344/Ts/5Zc2OHfTZOfDfKkcIODET/wMDYjpaNAcr9tGiAEWGugEvQnJD2zEVcaEwD0wLyrMLpoG74NAN4MgAMfPjYuXO4jaZC4qk8vfAhCzcI14PRC0u+mzxW5cYLn17lIUeWhwU+VXl0FlkecxZTHR7jI76y6pUP3XRb3v31iPV3LI/lv/xt1NKWwrXoq/WlrYRNyHLM8LnX6CoVSD3q6zaketY/MJis+zGrX2ceURu1hUY9RkeGIwb6o77qvtiwZm0anXXnWa6WfvndTgOwIH8AmF2x7cJva+9q9am28nFN8Qn7MpFrwNB/KuwAmMZp2wBuCD7vXviYsOPSMaHYbaOvVgCTrCx9FWeqfICfSVGTUtw+U8kXmejIpKb5ial2Fnjw95OHW4R7rRd58OlVz2QyqW75qBHRVPWss+AKNGJg1XVKN3zljLjr3HOir28wRvvsLDwStYHBGB7m1x2Ouc44GBqO4f561PsHom/YpmPrY+7s2TES9ei3fbDDR0ZGo8+HUeNGha9oRzYMRf9gf6xdNDce9c5/iO122PjFaKfylXBFA71qoGeQ1yitXJnKpFej8ECH9TxV4Mn8gClwnSpgZD7TJQ+LmTy95ms6+dBzr0QeOu5VzywxuumVjw7D5HFeoz1Z/ljgQxtWR2y4b9xNUw9r4/t8xprMcjvXwPC0E1naQz4/sXPlqC9Zx1ea9Lsft/VrdTueWZqZTPuI+kDU5u4QA/0Did9kcpX3RQPTqYGeQX46hSm8igYeTA2kTjfNJY1B9/h3ruNQPe6Lf4BAwmbP/MYV8PnJprHG1sgLr0PpYNrqAamVB0UDvWqggHyvGizxiwaKBooGZrAGHvhVwwwWtohWNFA0UDRQNNCdBgrId6evErpooGigaGCL0kAB+S2quIqwRQNFA0UD3WmggHx3+iqhiwaKBooGtigNFJDfooqrCFs0UDRQNNCdBgrId6evErpooGigaGCL0kAB+S2quIqwRQNFA0UD3WmggHx3+iqhiwaKBooGtigNFJDfooqrCFs0UDRQNNCdBgrId6evErpooGigaGCL0kAB+S2quIqwRQNFA0UD3WmggHx3+iqhiwaKBooGtigN/H8AxIIGbP29KQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 贝叶斯分类器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### 贝叶斯概念"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "$$P(A∩B)=P(B\\mid A)P(A)=P(A\\mid B)P(B)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "$$P(A\\mid B) = \\frac{P(B\\mid A)P(A)}{P(B)}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "通常,事件A在事件B(发生)的条件下的概率,与事件B在事件A的条件下的概率是不一样的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "教学提示:\n",
    "学生需要的前期数学知识\n",
    "1、概率基本公理\n",
    "工具:维恩图(Venn diagram)\n",
    "2、条件概率、全概率公式\n",
    "3、贝叶斯公式\n",
    "4、概率分布\n",
    "均值、方差、密度函数、高斯分布\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Native Bayes\n",
    "朴素贝叶斯分类器,即Native Bayes,简称NB算法。\n",
    "\n",
    "给定一个训练数据集,对新的输入实例,在训练数据集上采用“属性条件独立假设”并使用联合概率进行计算的分类器。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "#### 实践\n",
    "某网站需要对用户进行Pop Window广告推荐,方法是根据用户之前的数据进行计算,需要根据计算结果 推荐不同的商品广告。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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Ni9AmXKFJ39eViHtibGIzWRGEQiZJQBKQBCSB4icglZ/iZyxbkAQkgTJIoP2omYqbmWmj06un93Pol4+UwAUx544oe76IfV9aDJqYT3EQVgKRRDho8UAs3MXEgvwb8Vewda6oWDjEA7OVjR1iE1IR3U2Egw73/12xzgh3MOGmJaKqiXUr3d76VokWJwICBG1cSK2OA2j49Ciig/YSE3qQTq99gbWNMSqbsEiYXLxEH4Qylp5ynQpV6lC747OIaHDCfUyEdxbWJqdKNZW9hkK2/YxTpdp3zbJKY4vazhER/EClLq+E7hbR3YTbmrq8Q96eQkLJEkEFxP435klYWdS2DnR942uFlzgn1u2ITUOF8mAe6vpKkL951bzjmNBDSjv2blXy8u48EMzuJxl0N0m4HIpTlTpYqozBLEQ9EYAh4dIZMnU384kRrmwiFHiL5/7H7m/HKxasDq/MYufXYxWLWO8pvykKUULEafYsfJv2L32cxySfIPlFEpAEJAFJoMgISOWnyFBKQZKAJCAJ3CZgstSInOvnjytRwjwbtqNKs66KAtGkzxiCN//AkVWzlJDVxrU/5ClCjh41ePKdn5RAA2KDzuC/flCipFVr+TSWahtFMXKr0URRLk6s/0ZZTxO4+jOlvoiSJly2FGtJTo4SdU2s6RHR2UQIbtGfwFWfKdYXzwbtlE4bN0O1N+5jkzsMYY0Sm4CKvYaEEiciwdXvMYLES6FUadpFKSXW/gjrkRiLecrSpSOsXnW6DEaEko47f1xxdxNWKJMVx7y8UIiEm595unomQJFtk7u2J+/cHeXy8u84EMqf2EC2qk/3IlEqROQ9Yf2p3qpnnuIlmkyMOqu4zVW4QwG8FnJICYQglCArjQ0OHtUVa1XVZt0U5VMEl/CbPUIJdW7QpfPXJ4PpPuEHnKvcXg91x5DkV0lAEpAEJIH/SEAqP/8RoKwuCUgCksC9CAjl4eKhzQRtXqRESRObh8acO6q4j4mABO1GfcK2z19U1uBUbd6dyo06KcEHNPYVFJHRJ3crbmOdRn9B/e7DCPjxfbZ98RIdX52tBCvI0qeTGnuJBk++SLj/OsVyYm3jkNcdYblRXNdETk6OYqkR63cCFk+mZru+igyx3kgoasIKJIIUWNua1VepFKuSyXollCqPeq2plKswCbFpcdHKGpaM1IS8dTBiw9KAHz8gISIY6/L2SjjrNiOm4l6nhaKcCZc/4ZZ3I+Ga0lexLiY9OdYY4CG390KesIi0GPSOonjlZitrhJQAEjk5yvoZsXGs2M9IWLYEb/MUvvd39DdT8O5a8Fof87L3OhZrjvKSRTllDZFem0LcxVN52UJxuTOJeQlc87liPRNrtcQ8iDVZgqVYY1WvxwhFCRTrscTeSU37j2P3N2O5HLhDKj93wpTfJQFJQBIoQgJS+SlCmFKUJCAJSAImAiKs9Ik/vsbCUkWr59+lSpMuyoO/skmnCGSQcwsnz5r0neGruKNd2L+B8/5/KC5Vvd7/hYjDfykuU13GzsM+d0+Z1sM/ZPc3byhR10SktpSrFzjw8xTEw7gIm+1Rv20+y43oi1AshFuX2HNHbGp6cPkMxWWsdoeBhO74hUO/foLok1gn1KjPaGMQhtxBiDzh6mWeTIqQyBPKhlDsxOakYlNV0x5BQplq1HMkl0/sUpQ24b4n1vqIlJGWqKzZUVnborFzyhMt1v2YR2MT43eq4o1nw7Z5ZcSBUHzEmESgCOHqd/HgJmUjVnHO5DIojkUo7rC9vyuKothc9l+nfMYoEYDilhLBTl3+dt+FNUsofOZJhMkWXGt2GKgohVYaW6JO7kErFD4RuxwUxVYEgLgQ8Af1nhiKfcVqVG/9tLkYeSwJSAKSgCRQxASk8lPEQKU4SUASkASEu9WRlZ9Sr/twJcKayZIjyIiF+WKNjfgnklj302bENCUstQgi0LjXK4gIbUdXzabLG/Oo3LBDHlD3Ws1o/twERabIdKvZhGem/U7AT+8r1iSxDqeg9StCMXKsVEuxMHV89TOlnqgv9soRLmuirWYD3qJ2p2fz2lLk125Gg6dH5ssz/yLa6jJmLsK9S2w62uHlT/NOi0hvbrV97tq/RriOaRxcFFc6Zy9jEAKhUAgFzrvr80p9Ycm5FLhd2SNIrEMyT4JXo16vKG5nYs1P7Y4D+furV5VgCiaLVPLV85z4Yz4th0zCs97t0Nnmcu7nWLiriWhxJhdG8Sna7Drua8XaZZIh1mWJfYzEprKm1O6lj5UQ3DYOLkpW6+FTEUEwNHds4irWblVq2B5Rrs/UNfmUT5Ms+SkJSAKSgCRQdAQscnJy1l1L0Q2KTTUz7RedfCnpDgIVyhsX1ibfzO+ecUcx+bWICEjeRQRSinlgAgaDAZXq7vdLmXo9N7U3qOBye58Yk/Bbt25Rrlw5RN2khDjcPe62WAgLiXA/M08ZGSIqWjbl7cw3KL1dIjE+Dhc3d0VBurOuKKXTZaBWa+6Se1tCyR+lpSbj4Gh0//un1mOuRuPi6o61+nYQgthrV/CodFsZ+ScZ9zovZLtV9FTmUtxPsrOzSdMZ9wO6Vx2ZLwlIApKAJFC6CHg4WlPJSeNrYWExWCg/u4FupauLsjeSgCQgCUgCkoAkIAlIApKAJCAJFBmBPRYWFk8YnbCLTKYUJAlIApKAJCAJSAKSgCQgCUgCkkDpJCB8Ms4cupjS7UhEauns4WPWqzY1Half0YYU6fZWIjPrlOtmKHmXCG7ZiCTwWBOQ95PHenrl4CQBSeAxJuBY3ooKduozYohC+UmMTdVzMurGYzzk0jO0ai4aajqruZEu1/yUxKzYWFsqzUjeJUFbtiEJPN4E5P3k8Z5fOTpJQBJ4fAnk3r8TxQil29vjO89yZJKAJCAJSAKSgCQgCUgCkoAkYEZAKj9mMOShJCAJPP4EsvU6sh//YcoRSgKSgCQgCUgCkkABBKTyUwAUmSUJSAKPCQFDKG/X7MSB64a8AYWvGMIsv+i87/kO9KF8ULMfB67rlOxsw+16oOPszl3E6PPVkF8kAUlAEni0CBiCeLv3XKL1kBS4nAW+Qfn7rw/i7ZpjOJFofv/LLWJIIea6Nn95+U0SeMQI3L0JxSM2ANldSUASkAQKIhB90JeL4kTbEfhUVJF0OZxUrLgSl0yG83XO+q1hc3I33h3WMq968JIxnH9/Pm3twlg85Xes69Qh8/xSFiY8xbQu7iRdjcLZ1pvB7b3y6sgDSUASkARKJwEdZ/0PkOXhyJVDl2g8sA2nf1nDdXUK1IMv6zuzh4ZMW/lL/u4nXOZq23Y0dFHBzVAWf/Yb1nUqYm2t5urKD1h5riPLA9fTXJyXSRJ4BAnIK/cRnDTZZUlAEvhnAsnHNxBWewAu9moMhgQunY8gw9GR9AxAmwD1utHX+/YmmOlnFjMicjL7Z1jx1yEbxsyapTSSHabnqH9bBg9r+s+NyhKSgCQgCZQaAgYOjxqM9dotJH4ymmMsoV3txnhbXebU8ShsRT9fHov17rf54NJMZg+pRvTlOJJD9hJu35KoU9s4n143714I0Sz4K4yVgXNoIhWfUjPLsiMPTkC6vT04M1lDEpAESj2BFE77bSV0/w58d+zk63HeLDxrS4dW7ajhARUatqV+o5a43jjK3jMJoA/nVz8XAuf148KSbkzbc46kXI8PfZYe9DI6Y6mfctlBSUASuIOAAeu2g2nt40O1J3vTsmUbWjSpSmpEGHt2XKbTsuUMir6I1/8t4YM+tRCuvclJiZxes5xBfapwNeB7/ghXgmOBXrgQN8X+w0+k4nMHZfn10SMglZ9Hb85kjyUBSeCfCKQGc6b9Kr6Z9Q0zxw5g7Gd76Kg7xbpVywlzeQXN6po0qenM+lMxxEecR6/2ZszkQagur2Lkog/YP6sfiT/34wO/aCyt1KTq0skmhaN++/KUon/qgjwvCUgCksDDJ3ATQ7aBzBvgWMHA8VXv8/7nN3lvemvO/H2EpsN6kBZ4ChztQOVBk1atsLMfzIDenamsduCJTs2MQ1BXovXQ2TzXyA70KaTJtY8Pf2plD/41Aen29q/RyYqSgCRQWgmkJ2Qx+LWeypvMzJiD/LU5EuvWLzC4S+5anadrcpEr9OvVkJiUyqjFQAyRTO32JhM2ReEAXLJuxcDOXqiuQPie7fxVI4KkGD2qJq1xrqwprUOX/ZIEJAFJwIxAeVRqDdaHtzJ21Qi2DJlEq0UDyHQeQs+hPbC3SWfzqGGEVQtlTCsPMIQTdKM5T6p0bNl7mTP671mmVmNtncbRyCC0yyH10AesdF1O4Kx+xnunWWvyUBJ4FAhI5edRmCXZR0lAEnggAra1ulP78jF+mzKBLzY0YMHQxhydP44FkS9QzTqTTO15QMN+vwSS8KZ23ZZsn/EtjaZPwNoswpu4QRqy9LQaMIT+g+SanweaBFlYEpAEHjIBFdas47u5VdhDb/6Y3JNKVw/Rb848tEkXOJ10gYt/r0QzZwsjfTyUvqafCyDxqW7YEsa2lMHMfWs8zsqZBKyv/EX3kSNxHjmGdx/yyGTzksB/ISCVn/9CT9aVBCSB0knAEM60bk/RceFsvCOhXauetPswlnc3ODNuak8s9ceIWW3F4JG5Co0+gY7vzsM5ejm+GQWEd5VrfkrnPMteSQKSQCEEDCQdbsgryyYzvPJfOAHhW95lE1OY1NqVLBVYn99CZu36OOQ+Dd7MUMOhFSy+chp6Tc9VfAppQp6SBB5BAlL5eQQnTXZZEpAE/oGAyptvwpOAIPZ/649wT3do9Ay1+g0kaHJPmovqmem3hahd8VRDWqQoabwtWqFRDlVWalBb3S4rjyQBSUASeCQI2NHPbymOag22wwYpPU6wrkbq+XAinZPIsobIhNr0rSPUImNyazWSbxocoknjRcBTfODyN7OV7QDk46KJkfx89AnIq/nRn0M5AklAEiiIgLi73RRR2pQVPYArI/1mceT4MYJT/bhIr7tqqVT2aKOCOXvKihPBAWRW6caNKycI3KAnuH06hz7rw6Vn9zBbusDdxU5mSAKSQGkjoMKzrnf+TmVCE5/2+LRywaDKwio4hHzGbkMkCwa/yzS/KAZXOcecz45z9qIDTqpYTkTreTq/NPlNEngkCUjl55GcNtlpSUASuC8CKtAqdh9jaYe67Wl2ZgPdR8zn1WUj7xJxPfgYuDdEpYLO7yxBZcjAUH8qu54EncFAv7lBoLK5q57MkAQkAUngUSCgsoZEbQLxycbw/TczLhMdq6W5ox3ZicdYOMuPjj/uoLkS1KUl785qSdrlfXzdbQBbhi7no0dhkLKPksA/ELDIycmZ8eeJ6x9tOBn/D0Xl6aIgMMDHjfY1HIhL0RWFOCnjHwhUrKChnIUFSTdkXM5/QFUkpy3LWShysm/lFIm8ohCi1xtQq+94zyOCGggN585k0GFQaXId3+48Wfq+l0bepY9S0fXI2d5oRZT3k6JjWpgkeX0XRqfozxXK26BFr7LLs6MXfetlT2KhvMsejmIfsbh/uzpq5lhYWLxXwK9/sbcvG5AESoyAxtoSO40VTnbWJdZmWW5IKJoi3copPcrPg82H/YMVf8ilH33eDxngAzZv4i3vJw8I7l8WN/F+dO8n/3LgD6la4bwfrXvjQ0L4QM0WzvuBRMnC90Eg9/GkgSgqlZ/7ACaLPLoEMvTZWFpYkK7PfnQH8Qj13FZtqfRW8i6ZSZO8S4azqRXJ20SiZD4l75LhbGpF8jaRKJlPybtkOJtaEbzL25Q7Jr6XM2XKT0lAEpAEJAFJQBKQBCQBSUASkAQeZwJS+XmcZ1eOTRKQBCQBSUASkAQkAUlAEpAE8ghI5ScPhTyQBCQBSUASkAQkAUlAEpAEJIHHmYBUfh7n2S3mselvaou5BSleEvgvBAwYCqiuS0lBxlosAIzMkgQkgQcmoNPJu8kDQ5MVJIGHTEAqPw95Aoq6eX3Ycpr0nkuM8tSnZeOYTsxZsoAF325C7E98LFsAACAASURBVHdfcDKwY0o/fjuVopyO2TmTOZtCleO0xHsrODeDFjFooi/pZkLjL0eb7apiPJF+cRvLlvtywH+X8u/owW0snjiFo9cLejQ1E/aYHJ5d9iZvLD5Q4IP4XUM0RPFVvyGsD7pX6HkdKQnxJKSkoNXGc3jVPNbsO8n58DDOhp7hbGgYwfvW8p3vybtEl72MeH4Y/jLbI/Nfw7oLv1G142fE3gPI2WUvM80vwuysgYAF77LiUIxZnjy8m4CB9cOHEKCFS6teZtKmqNwiWlb068nm6IIeErVsXzCdH33Xsj7v35+sWfAyA2f+fX9/M3d3pMzkaEN/wr3jPGLNbqXa0F/pOnxhgde3TpQfvlbheunYSS7FxpOQEE9KSoryeenYXo7f8fdSZmD+w0C1CVHEJqSQkqIlIfokh0PFPVrLrz0qKBuCFlxdx5rhrfgu995xxe9N3Cf8KV++FAwrX64u9iQBCmPz7DDeqNCTgATzPNOxlsN+f3M2MoJL4WFciozguN9aAsyu5+DF4t5uui+Z6snPgghogxbS9Z7XqgFtSgopWi06XQqHfX/leGyK8dkkIUa5l8SGbuGrZff53FNQB4o5T0Z7K2bAJS1e7VGTEQMa4anMbDxBO6rxf4vHw5JOTPatx9K+ziThirMaks5sYt2eSzjbpzJz9X4GVVvL1ig12/83n6tDHfnt8k98MX85n++IonctLRvnfstlx4pwbh1BNoPpWSeF8A2jmel5kPN7btJnQBW2fD6fzsuCGN/F6/bQM8KZf8iVXX2bYtAZUGuSOLzhNFlTysbll3UjjsrNvO8vtKKqKm9/2YVKbX6nd/I4NLkULwWdwbVpI+wMyQRs3sLRP99ica0vWfNMI9yJ5+CGY9i37UFtV1sSzm4nUF/lNv8ye+TJqxNq03NlKE9Pa872BXOIrV4fr/IOEDKJT1Y1pc2Zj1hmM4ud057Km5+sG1qc6t0O63p+0/94bsYFfthh3BSwzOIsbOCGGLb/uojXt27m7U1r0axZzS8Bq6m7I4bXWmrIxIFKbhoSIqOwq1E177oGA1G/H6Xq6ol0qADG7Zc0pByJ5Cr18uaksKbL8jm7SrUZM8QWD/NbaVY8FZp2xKMAMIasNDo0bYKKFP76X3tS/7eRdhzjhdcusGDVC1if/omdVWbSokbdAmqX7ayIVaMZnzqc6V0qEuc/jx8y3mfvJ67sD3mLWb2qGuHo4onVVcDDSYUufC1DJ22HgMZ8vNQTca2f3HCEue98bXb969AZNGjM569sY84bvcbDhb/rVyVoRwxvtswiwC8cq6yN+PYexIQbJ1m/ag9uA0fTycsut46B0xt2UuuNSriShZUBzmwYyYUhp3A9fZSE1gNxtK7NU+1y5yqvJXlQEAGNFVSrUd3sWjUrZYjn719Wcy31MJ+ca8YPz9eifHgI1y6eJcvFk/JWxrKNPCDFAK6l8PouhV0yAywP75+AIYETB4IwZF0gOU7P4imrsPPxxJc0Ki5fwPUNIdB+IwsOBnCxxtvMeas7zo368Wo9sFRpsT40n2mff0Ct9eG8+ekh9jd4meHN7Bg+dk7uZpB29J8wyxgcXd+Ft+t/T93TiwkeOYvsi8vxWRTPktGTGTV6WoF9btWiIW4urrnn7HBp64CN6cm+wBqPV6bGNvducNewdAQsm8fRG444iP0TrdVwZTPgz0/L1KgzgdRTTJm9lEHzDvL9KB/6jnoV68O++EwcxxO5OubZs/NYmjKCZztXJXinllbtm97VUpnKMMSw+dct3FQ70mBeF75q74/rkVPUHPYhdQLfhN7LmTPkaQxPtKa/nf3dD9lWNgqu4GUv02NiFQ5Eb6OO6Te2TIG8z8Gq3OjQdwhjJs6lfst2lA+Etz+I4Mn4n5n0YQS/BGxm0NzpEHiF/t98z9M1zP74nR1wdXPCziwLRwfEfzLdg4AhhbMhkWSlRpMRGc1Xc/bT6ImnaFGvNrqEFJL1KWgNWmICj2HVuCPV7Yw/9YYs8HRMYf0YTz4JAf9BT1Hf4MaLO8J5oddTGCpFkZhe8R6NlvXsSgzv1RrH9HS8uvRllGtbtIHz8OsEHRfPQ69XkxoyiW9YRdTigegSL0LHp+lu/wf7/t6LTWPw/f0M5V0+5ArpXM1wphZ+fMGHRM0fWPBDZplGXpVXfnyL31KzwBDJtGFL+fzIVA7MyIKMBE7OmIJPz9H5CFnbppOSIMxCmVjZWnMjBqq6WnH0mwV4tB+Kaybc65c4n6Ay+UXLmgnjuVivBe7WavTnN+O36Dg/2rfHGj1HJk6iwdYI3mznCSpPnh0/EUPoQnbtbM+z/XyMxDp3eGTISeXnkZmqf+ioyg7PKjXBcBObk9b839SX2TumKkw/zJiR3qz7O4ShUydTh8lGQYZYDmzdT7qVNVbiX7uRsGM5iReOccm6Hc5R+zmQDgdGDCP56/3M7tcAssP5bf4eKneoBqxj6bo+DK9hzd4vJjJizjrO+s7k95O1mDFrGM75uqsm9fJl4hMrYtBloVLdINHoYZev1GP9JctkNdASsOpPXHsPpb6T+PPT0G7oeFqpNKhUKlSGMCa5vQVj/Xh9VFfloVwXG8aTo7+mulJevEA8w8bfm/DuVylcCs+iuncFLpyrzdDhxjdaWdhhb/tY0/znwanc6NS3PyrNdY6NgxqujmSymdU/z8N29lLoXYk9W1fj99JoKvuGMaW7+dtAO0i/xPaZn7DR/Q2ikrvKB5N/JK7CzrUeT30+mdUfT8K22jT61/CkusdEvuxloOXldJpO+4T6d8nRYC3mZclCzqjFI4vxBYA+2JfQVp2gpdNdNWSG2KFPBVlgZQXpNrV4/kVvvq7fiv0LV1E7cC6hcRr27LiO77DRNNkYwTudPTnru5ALFdT4vt8flx83Ml27hoRYHTphKWpoze5NW7Atrwdb071Kkr6TgD41lAWDTvKqb1XUWZf547sL/Pr5R3RpYLRm6oLUuKd3U+4XgTv3UcvRkcCtm6nauQvvvjSJ3nsD0U+bR8tvXmTR2xd4/ssxBG+7x9v1Oxsvg9+rD/iQMTon5aXr8JGNcHF3x81gUC5/DV2oVunON1I1adymLVYBk2g9qBJ+WzfiUMuZg/Y1cHVSkSUdDgu5igzcuKil+8xxtLUDbVAau5w68tqo1op7Z+af/tSrLyyYt5N4meKgS1Xc8DUqleJOK/5vQKU8u8QcWcNenuC17jVvVyolR1L5KSUT8d+7ocGzVg0wpEGMP3uXrOT9HUD5bezdGcz+w+uIWdWOn6eu55lD6+lQ0YmaTVuAxh5HJ9gxfhitPt3C0HYeaHV1UWkg6vhx+h6KoJrplawhjd2L4vho/Ev8b8lY+q/TMrVvQ076TKBmNS/qu7fCJdIKxzsGY4me8NVhRA92IyM9C3vbdGIoj00Zufqs1PDF8h9xPedIZqaetLhYHA61pn4vo2uJSmOXZ3kIXvo2xz5YxVJOEElX6hjCmFW/GYvH+nLtsz5KuZRTf+PbENr8NpXJ71ciNHk8sRfjqKa8OddxZif4jL7zR+GOSXnsv6pwcnXjit+3pE+cxc6uzfClC36fd2P1/mn4venIggAvViRnGEkYtMTGxGGwUhGju8YX/T9hru90PmtRkYTICAxCMc2I4OuXf6G/7xI65fMzeuxh3tcAteHbiXBpg4/7FfRt6xO04F3ONW9HVetEfti6mid9++K+Yxj7m/uzYkwTzh46TEJWJvT4kt7tu+BKunieV1JWVU/qcIFZHZvhODf3beN99aKsFLKjfksf4UlF5cBUNBnX+IUu+A8bSP1mX7J7Zxf69qpHUqfNNGotHlhSOPrnWZxfrkmHkb7MHPQEK/5cQ8TRjZw7F8COIGfqV29D1vVUrL3lu/HCriK3IXWo4WXNT5Om0fGDL3H9qy5Vd+4kbnwHEq5FoRf6uu4kf18ZxZfTnmPFkbP4PNeFqvgztGIIz9R6gUFpJ0jr0ZGMc760aj+osObK5rmEo8ya5Qvp3yqWtLjFvbBOj+D48YO4I6w3ySR3ao2LubUYUKMjMTkZq2RoMLYpLo6wY91mwi5Drm2ibPK8r1GrIGkzBwIOYFvJltSQCA5cdOB4kBVWWfGcDIDmec9sMayZOZ9jV4LxC/Gn/EV3KjesjyZyEl/ETeM9uz8JrjWGQfXscbFKVVTOO6bqvnpUnIXyhlKcjUjZJUMg7WoQm79/E9+bg2lp14mZc5qyO7Ih7bp6E9a2N3W7DGBc+AvitaHyz7NaDaVj0X4TmXbjIxa5R/LXjjAqVnQmecdIvtgAM9eHU7/Z7cvWrq0XjoYwpo2+zKKAabi5aBgzPpVB7doycNlyvCq7Ypk73OzEUI5Hq/C078HKtVFcz6rBk+1VnAi8yuhv30cTe4yNB67Rfkg/3B7jKzFLD9PfmMhLTW9zLOiKSAlaSI/3K3EgeSAVdn3G54t/pcKW36i6MYS4zqY3J1rWPTkFPj7FS2OyuKJPx5Wr7A/YTNzSnzhpncaRgNVseOU0VPuIPz/rU1BTZSNPe4Dmw+YqY527N4Qeyz/lxM7V/OLZgqEpF6nqdpMVM6dT87UP6eSURFBAIFY1KhJ7MZFen0/Eh01419CxacfTZKUbH8sHzX0F2yyxcL+sK5d3X0KGtEvccO9Fu3pVSG/dlHN7ztKmTVsq2WcwqCGoq7dl1MJkhipxD1RUcPHExsqG+g2qsbhOM/A9xbimDujE4v0qRn/Opr4RoKlwd2MyB11KFAf/XM03M/ZQpeEs3m7oQGoKaNP1pOlSlbe1CUmQlRsMoeaIoXg5nsLBs5J4OifzhpbmvZ+nhQ+c1HgrrivaYzEsz7NSS8h3EbipJV6rx5ABVV+YyWvtYFLvV9gZ2UYpmnT6KPonQBuTxeBZzyvrfOAIvyyypW6XF/l7xpeM/ziAq7/Mo/vTL2M4fAm9mA6Z8hNwbc2U+a3RBnkrljRxvWJbiTre9XAxLgzklUmZ7Nh6htf6NTLWNVwn5OI1KmdkINbZhl6OIUPVia5trIlaml+8/HYPAs5dqOzmioODFdjZingeODg7YmXIwqWheR1PXpg2hwFBC7no357vxxtVy4Rdl4m5+QL9tBdQNxxB33945jGXWNLHj/EjZ0mjfLjtZV/fRsdOw5i2ZB6vxvnQe1hT0s8sZlNk7lu8w5exwkDI1vVYdRhCfRfj1KedWUWfccsZt/4aHZppUDw2r2+iybiO/BG+iTrZKUr0NrEcRbxvsT28lB9+foUn3q/GrvUrSPBUE7ZjKZXHLqdzbSe2Rt7moI/eyatzYPmHXUgLWck7wVYE+7jy2fNvMmbtfFzSjzNt6gn+6P94Kz+CiF55YL638pMS9BPeXSdB728R72ntOvTgl0Fd+CM6g05mz9naUH/sVyxnemK68tb32O+B6MaPY3FkPBonUdDAc0MnYjg5j6VZzW9PRlk7MkTw3TtLebF3I47hwu61G2iSbouDfQt+HdmQrMjjyvXc/vnhRgukpipPDzO6vp0NrMGNtp1p0vQpfh37MvEVO9DXLH5HWUN5v+NVWYHvb8u5rj0KqRBFHYZ6eWJHPHq60LQKBAVepmk7o8XTw9v4mXJsId8AszJjOB2aG1Hv5gVWr0zjw98mIkN33D0Dhug/qdpkGGM+nsyYect4qXttfpzRH9+1v3Ls3GoOXExhTZUjfBGShp9S3YlOvTqgCzoFYiWzyZHTANrrV/GdMRKfVlEMtgW1yfx2d7Myp7wzbnYibmoaifosYvf9gefWGTjv+x+TeJ2hjkZNxq5GaypFHmXFoulM3nqGue9u5emEb3mv+TJWeFzjpdkOTH3XCYO/RFoYAYN4c6gk8bySQmpSIlZCObeyJfXKHqYEVryt/OhSiaISVmkJpNu708BdTUxwKDWf6UZtZ8VLVK73KQy2MCMnOVC5dl2qO4E20YNebZpQx0u8eHVGrAS889ZgQJ9vZebl48FUf8YdEfLzn555Cu1KCZyUyk8JQC6JJiwr9iTwbBJqjrFgxe3g04F7/Nnnc4VQQtD776W+HVjFJFDfxZXzfrP57rgXM8cO5nDACn47qgc7B7THJkK9kRz9fQGfT/0I3t/C0tHtlEs/vd5gPnprJFFL+nG57QT6t3IlOGY9hzo9hZfrGfSK037uiFXQqmsXmjdqit6qE60yxWN9FpXbjqBzq5aoDVZ0awuVy5cEodLbxnm/z+iwSMOJ+Bj2z/ZVTMR2mtb4fdyIXt/vJe7drnmdt2vQhxeqHmXWz8J4Z4VnyGa+mpOKo6MjQkHVpx7nk/2uTG90CfWzL+fVK2sHuphUun+xBNXa0dRtMZU28bv5YaUzb/Xog9BjYlI8cLKujU3iAXbFWvFSnmXNeIM33bif/vAVunq1giM76Ost15/c+zoyoHPowvJZVYheNY+sIRNxPerL8gWfodfp2BziT8zv66mOAy4+dalu9h7ArnYP/thxivpVHNBlZaGysSH5oC++tGHOvRss02dUXgMJj7yBk+Y0s5aI+70BnPvy4pj/o0loGrt2duGFYfXQrzmc74El4dpl/Ga04rs6G9Fjh5VKy1/zI9h5PpAf6vwfHqsGYS0v8wKvLZtKLXDNjCEQe1Q2DenhEUKT/jOhdwrqzpU49v4kKox1wLGFqB7FN83H4bN3GdPP/UBdq5Ms3OXDis8acXimDWmfH6QOEBCbhoOVfAwrELhQ0YXPuFDUDRc4ctGDpxs2xkmx/GjQptemQ0L+i9WtUS3ST/tysdbrrGyZwJQ2vXjpfBSZSWnK34F06LwXaZGvgpDN/LRkIRFuam5c+Ru/eYf50f4prIlTAqRsSo5Hq3EjN34KunQdfjO+5TtqU6lVFyI3QYfxdhh25srThXE4qiJtS+Fvp/yrK+xaeMTOqZWnX7NOG/R0G/I8T/bwJqWtP82GDaJO7pI0/dVDXHIcwTdTa3B+yU5iffrzQhMnLNUa0urEc/RwR4YPa8fwYePNBBoPs8WHNezb+zdts5w57Lcf+26mYne8G9AbFbGbGeINjumcnpvCPzc1FW2KXumRqfbj+CluuOq7fuCEL4oKXeTfHMzqxbVNPkr4WX2GWnkne+XQn5yv8xFvz+pFV/0q1kweiEfeA6MVyTuX8p0uDl+eInjiRCWUpOmP+c13IWDmy6RUNDMZPY5gCxmTxstHWVwfrNeSRiWadKpN6LCD7N/6Jx4VK5J1PgLxGBPe0BkPq/S7fJLVVuIHN4bdmyJ4Z8UYvmrjyc8Tl/DxyJ54e1ZALO6UyYyAIZ59m/3JrF6JqyHnYPcevO1caNrzBTp52+G6/wo+b4yjSQHYVE516dTSTJZwyspMp0MPH+lcmB9Lvm9OIgCK1nRPzT2Vt9/PHfnK6RhWDEvnQHQYv3vV5RtewXvrEi4OnMgLrjX5cOs0rmedLXB/oHwNl9EvdQaNI2Pxm1zt04sVH/9CkykfceLIKTRV6+KqgdeHv8Ghn6eSoixEcWJmcqDievjjjTiynDsz8zMNCbum0++KL3HThJuQlqB9DrT8sOzepwu7lHSxR1k4ZzGb3e0ZXM8bAg6zd2sNjO9KrbkZtA8H9355ImIDfKnQcwKeFy/i2LoRVTQGnug0FEc7N3p9/Qniz8V897a8ivIgl4CKNr7+DO3eWrnvGkL1BDp24bVRRrfC4f8HKSFbCLPvQ9MbWxjcZBAHGMoPGyfSu3MjtPum83q1UVzTgNgl0vjMk861xILuRQ8fegE/RQ+/U7IH/4aAgegzp4iP9uOivpdRgErNnt9/YKNddbYdXsfZJe1w2juRn3zWcXJyd56sbCym/F5aabBUQ/z1lFxl5B/ekVjXprNPSxo1dUbz+kdEGuKJDz7IRX17s86rCfRbxzrPSLQHPyKwxh7FWnH18EesXOWKp9afwHP5HEnN6j6ih4YUjh88RTpWSiQmYWc/HbKZQLU/x9OdctW/FGWvgvh5/qwY9RQvGZdegSGJK/sW8EyF0bSct5NPR3VA0+kgyV7taTIPXvzcjy/HdAVDKvR4kTfHN6H709duKz6GKNbM84V6Dqydp+XjyfLPW1xFDrY6Ds//hXfO/kzf3M1PdK5RJGb14YmWdz54GEhIjeSTrp3w7dSN6V9Opq+3G30jO/Hje83o0QQGzfPneyUCziN6jRZHt5XQp+MUycExZ8l6diAtdFGcj7vK+dAYdgesJjPwPdLPfYsvr/DlqLuXH+uiD7A24CbtW5bnl9dWM+DI98XR08dDpiGGAP8wrG7uJlz3jPGtLZHs2LCFC9f8ObAzld0NzzA5IDLX7Q1SDi0j/PNXqGNXlXeC/Uge2otX5vTl7SFqvlugR23vQNphXxxekwvwC7pIdOE/Mf5Ed3Yu7oOqsxPuNeriF5NBC00821ftxtHbjp9mXGD8y3lvqXLX/ICtk4bYffMY+1dDgj9248cFv1K1UjSfhNhxwLx4QQ2XwTyTW+fS4BtsM2xmqFd7DjSczIv1muJhpVKivWVUmkiF+Mts32fF050rsnklDPnNE8PFCyz4ZB4dPWKZEnAaPwNUaebN+fAzXLisQy6xutcFpaFJdxHZzZh06XoupyYosdvE/owqjYb48/5sOF+bFgNaM9HXn19zFaVLftNpPSwJ/5jnc4M3RbLr8GHaXd7K6z9V44lN48hvozO18vA+5dPRw2NfxC2rcPe0YnW/+TRY+ZpRtpWaPkOG8cyglvQfNJ5sYS4ePZLxeW8HjcWEW6117pvshNO/8Pzo2XSbU8BC+dyrRVSvM2yeYrYXEpr0G0/1sE1MePYjqi0UaymMydLGhVdff4vB/WpAr5Y0jXUHQxzPz9nC4EHCja4TTl7Xc9/kmGo94p8qFba2ttg6uGKTqz9WmRpBLzKUDRyNo/Pkf2fFO6i7//ySQ84wam8ULzV1Mxa18+HLmBBargik7fBc9zentrz/ojitoX5TUyAEIa4qL0z8P9aM602thUtoIn9UsbKvTtgfn5FWfyLvmO36KBaFK7vgFXC52TrWYNC8t1kwqsPtGXKqy2uLMxj6hRY7ZW1VARVllkJAhJMVi+y1ydFERIOrqyPvHwgkKysdmr/OKzYF79+j8epAlwrTad1mLoM+9mOKt7yA73lJqTxp7HWCUW3m0tH3VaWYS6021GrRmuY9OhDxonCES2Lu2HgcxG0m5SgLN9fim8+MSqfGqy0tqw1l6NKfaWGGWdtczV+l80XtPVGUxAlD7F4mfpzGyt9eNd4TnDoQfOCg8hAObnTv3YwvajSj/MJAWuR7n6LC2r466REH2JvSjXXzhYUfhvaM5Jk2+/jhwBrq3P0zUBJDKtVtqLz6Enw2Bg8lquZA/oyJIvjofo5sWI5vzBXS47SK90jaDXcmLvwSXeQ+7MdMMLoSZrZg6ifjFK5Dh8WjEvNhgLTgX3h9UToHppfqoZeazmmqNKdl4Oe8Mvz2/TrtRhrdx4pnDTc6dXdTvCPWz5vPtZr9iUjukGepbzBsGf+32Z8zid4sndQpL7/UDA6wyMnJWROdlPH8lWTTwrLS1L3Hry9VKqhxtbNCn3mr1AzOoMTNv30H1qUkg1MF05LYfP28s2y+kzodaMx+SfOdfDhf1NbllIZLE++HQ6JkWi2NvA06nfLWKh+B3IhB+fIewS+lkfd/xSiivZXWHe8fWd4GHQaxl9h/nZwSrl9aeBt0WgwauwJ/E0sYSbE2V1p4F+sgS5FwybtkJ0NtVQ4btWqthYXFC+JemBibmsmpqBsl24sy2pqqnAUOakvSckPnlhoMmWav+6zFJo9Zxg0HC+qgedl85y2VevmyHvIXRwuj+aXU8X7IXIqr+dLJ+x7X5T2v4+KiU/RySyfv/z7OTPPAKf9dXJFJeHR5W8IjeL2XHt7qwn8Ti+wKe7iCSg/vh8uhpFqXvEuKtLEdB1srbNQkim9C+Ym7kqzjcITYF0Cm4ibg4WhNVSdrUm+W0l/34gZQwvKFpi+S5F0y4CXvkuFsakXyNpEomU/Ju2Q4m1qRvE0kSuZT8i4ZzqZWJG8TiZL5zOUdJ1ozPhmWTLuyFUlAEpAEJAFJQBKQBCQBSUASkAQeGoHCXYBV1ozsUY1uldWkRkUzfoe0Dj20mZINSwKSgCQgCUgCkoAkIAlIApLAfyJQiPJjxcRh3jTNjVilspRGov9EWlaWBCQBSUASkAQkAUlAEpAEJIGHSqBQjeZKRAJbTmsfagdl4yVNwMDWMc4sDky4q2H95V1sPRgNBi0xV6ON/67HEi/+JRo/z/ot4DdRRiZJQBKQBCQBSUASkAQkAUmglBEoRPnJ4vf9sexMyS5lXZbdKSoCMYHbOHDqGHtXzWVdYDhn/bdxdOds3t8xllYOcZzYuZwFqw5hugLU1VpwfURTFh84zZlDR4i4dp2wjXNY5LeNZW/N4VRUJBmerahvm1FUXXxs5aSHLadJzREEmzxJEw/xSk1n1u38scD8jRcT2TjMmd/OpDy2TIp3YAbO+y2giWB85vYLnfSL23i7prOS36T3RI5e1yk7r++Y0s+Yl3tOcv+vs6Njx6edaFJzDGdvClk6Tqyaksf4lU9XEX/H/mP/tcWyXv/8qhG5fDvxSm/BXlznIwhW+Jd1OsUxfnGNy/tGcZAtWKbkXTCX4sl93O4nhSg/RoDq4uEopZYCAiknv2dXFBCxiaQsA2cWzyKhxljWfprBzghws4pmX0Q6lkpfdehx4sWAPbRyzCIl0xpn94pU9PKkYkUv3Gp4UqWSC2kX4vFs5F0KRle6u2Bb9xneq7eVEd/uUjq6d14fAp9cQr8eAwvM71lLjTaFe4cfL93Dfci907FjojvPjTtKKwRD01N2NN89OQw+3cLh06HM9FnOqxPWI3Y8Szm5nxEL97A94DgbdxynV53Stj/1Q0b6gM2nnVrBOz+HgLI1odh0MJ6zIU78tCOULeuXkPrzm6w+EPuAUmXxwghU7fMl2wNC+WPZUwSeoD61FwAAIABJREFUe4o/DoWyPeBL6pYvrJY89+8JGIg7uJ8RS/az61AQ2/cE0atOvh1P/71oWbMAApJ3AVCKLetxu58UsubHyDDFkGM8yC49m3IW2+yWOcEO1Kpbj2pJDbjqYEN5Dzhzci/R/su52qglh2PnQ7V+uVTiWd57HHV/XE/D9N+JtUtg8wEnupKC3joZMnTcSI5l389bcHiyH56OZQ7mAw7YlUHfLuGLJwezuOYHLFwNiw4NQI3qHvnCIiHTvyOgotm445yc58lfvSuRlCtEf/kIK+nI2ufaYauGni/OY1qvrUTcNF7zbl618KwsH17+HXPzWtH88OwHTFiynPDRP6HsKKbyYvisybmFnuH5erDt6nXAw7yiPP4PBNSOHsp9WK91V6RUruiB7X+QJ6veH4HKXt64VfzHR6v7EyZL/SMByfsfERVJgcftflKI5ceSp1p48JaPvQJO7eLM2NYV8CwSjFJIaSFgvttQ1s1q9Oz7DI1cO/JEvyH0G/oRjnrT5qdejPz2WcZPnsH6M840rupKjRat8eQy9vVa4FWjFi0atadp+3bUlorPfU2vutYgfprQkYVTZ9Nnzn465P5g3iv/voTKQgUQUOFWqwaWGLjt8AbZN8ReZ32olmveVldpRCvSlIdz8Xcxv19VxVXo7U+XEy3MQTL9KwLnV33AyrZLGNa1NsoGC3dIyb78NzPPwXMd6t5xRn4tCgImt+WikCVlFE7A2gmO+v/O3p3b2LFpE+cTTVbmwuvJs/+OgOT977j9l1qPy/2kEOWnHM0autLQyej0pCpfnraNnXD7L9Rk3VJHwFqjQWWd260bW1m94EPGrt5P2J7fWf7ZRwSa9VhdaySHZzbkul1NXGzAOiOCff7udKxTgWS/Raw/uJPLcrmPGbF/OjSQpUtWCqVr080K3yvfrIg8LBoC9czEqHJDW2LHwF9D2RUYzvYdG6j880T6LNhnVlAe3jeBxH18MHUri74dhNpo88Eq30vxaH7qNhJeXsfT1TT3LVYWlARKJQF7uHruGMEnAzl55AhxWqn8FOs8Sd7FivdxFp7vZyj/QLOY88uZ/Fny22NFQGWdxhefzebMjnU02vENT87eQNI3X3K+XkOSM2vw5qIgnjLctvVlY+Dc1q3U7z0EtWEP054dw8xNm6mjdqLqsqWEXDzHWan83Pc1kh62krGLKjBz4WymjXuKHU/G8WRlFQXnm8QW8idrKiI/70lA6PmZ5DK0UsO5Q1w3QA0V6K+EEIgDNiqwdcl1EXLpTN8JsNIvgrTJnXG4p2R5oiAC57d/STgwtpVz3unn649g5emVNCmfwLoxTVnYdja7pnbPXVuYV0weSAKPHIHMaBg4/zOG15WKfElMnuRdEpQfzzYKsfw8ngOWo7pNIOMGjBs7ltFfT+Di1rm82G0A0S3fZvrEzmw5HkaiDuI3z2CZvwhdnUDAtyMZOd+dlrVUGBRvuAZoj61l2ZIFrPLbw8VLYQhHIpnuh0Asv/aaiPf7M+nfawwLhsI7k1eSzr3yjTJvJF4jLTVBCS+eLl2x7ge0UiZbr0V/M1lxe8tMS0av12FbvTXdWMe6HeFkGxLY9fOb8OQAqhLLiYOhpOl1pCeGss8PaO+FXCd+37jzCtbs/zPbA4KUhffbd6zCm4Z85fclDcunsHWKNzN39Gb53Ocpn5pAUqq5U2KeCHkgCTxSBDKz5PrMkpwwybskaT8+bcnXyI/PXD7wSNxavEo7LydqNJvGqMBtXFz7N5UdbIk7ngDRFUmOv46m2UDa2gjRrnR960vGxW7DBdAb4L21XzC8lXkUrBSI2JAXS+uBO1SGKsT4f8tCRrLxpabKqLtO3IB3qwGs+i2kwPwtYX1x92nIF6Pa8lMupwmbIhjVyJx/GQL4QEPVsfuTqryzOrfSiKYsrDeb/VvH8P6yj3h6VFtWKqdGsjJQBJ2I4K8RHfHNLe49YDZbJkvLxAMhzy1sWd4VT5PWqPfEkQpUqe6B5c0gtivzsZWRnWoaS+fOibSu/RvSsk5pIGC0LJeGnpSNPkjeZWOei2OUFjk5OTP+PHH9ow0n44tDvpR5B4EBPm60r+FAXErpfTukP7OYdw+25ZvRxgfzvCHcPEaTxhNYeTaAuueX88bP0TzRxBhJyFgmjt2HvJi/eGSpcQ9ydzK6H5Rm3nl8H4ODR5K3QYewotmWz++qIqxDWGpQl+JXRI8k70f4Ope8S3byJG/Ju2QJlGxr8voued4VK9h8ZGFh8XEp/lkvWSiytdsEsg16tHlR3m7nU742i+ZMxk0N2QZr+o2ZTP98vs06KrPXtKLCrKI8lARKMQGVBtsC7oRqdX5lqBSPQHZNEpAEJAFJQBKQBO6TgPjJV9tYW+JiZ4p0dJ81ZbF/RcDGuhzlyllgpSq9y60cW/6PX1oWNDxnur4wwHii5QgG3VXElidf7X1X7sPMEKxFKs28Hyafom5b8i5qooXLk7wL51PUZyXvoiZauDzJu3A+RX1W8i5qooXLk7wL51PUZ3N5K5tbCLc3v5t6Q8+MTLmJaVGDLkierbUlGqty5G4dW1ARmVeEBIyqD5J3ETItTJTkXRidoj8neRc908IkSt6F0Sn6c5J30TMtTKLkXRidoj8neRc908IkCt7lyln4WVhY9BaWn8N/hyT2lGt+CkNWdOfEmp+n6juTrn9ctooqOjbFIclWbdynSvIuDrp3y5S872ZSnDmSd3HSvVu25H03k+LMkbyLk+7dsiXvu5kUZ47kXZx075YteJe3sToizpRe36u7+y1zJAFJQBKQBCQBSUASkAQkAUlAEvjXBKTy86/RyYqSgCQgCUgCkoAkIAlIApKAJPAoESggxpGp+9a82qcanTyUtUGQlcGGrZH8mSDXBpkIyU9JQBKQBCQBSUASkAQkAUlAEnh0CNzb8mNnTzsPNakpOm6K5SlWNjzTTmxvKZMkIAlIApKAJCAJSAKSgCQgCUgCjx6Be1t+tCl8+kcKkSnZOHt7Mb+TIyobFc5A0qM3Ttnj+yZgYP1weyLfjOKddm75auki/2ZrdD2ebe/MlZjcq8DKyrivj7iSDBB3dDVHnAbxWueq+erKL5KAJCAJSAKSgCQgCUgCksDDJnBvyw/ZiuIjYiL0a2Cn9DMuOk0qPg97xoqw/SuHtrD72FG2L/uMFYfCCN61hQC/T3h961t0cLzOYb+fmLXsgNBplKSp0Zpr/evylX8QJwMOEX4llpDfZ/Hlxi0sfHkWgZERpFdqQ2PbjCLs5eMjShv6E+4VhnA8JXdMCQcYWMGGFVsXPVD+mvAE1vSz4ccgk6DHh1FJjOTKvoV0rWCDu/g3fB6XdKJVLZsn9DTm5Z6TfItyNnRs/rAV7hVeJlgr5Oo4vOzdPN4DP/yVWNONpiibLdOyBHN5TZfcJSB5lxxrOLtsSO79oxUDO4p7i7inD+G4cn8pyZ6UlbYer+u7EOXHOKEd2tWgm4slZN1g6aGbZWWWy8Q4kwK/Zesl4PyfJGRlcfKbj4iv9RY756Wz5QJ4WEex4/xNo2UHHTqceD34IB0cs0jSW+Pq4YFn9Up4elalYq1KVKviSmp4HFWa1S0T/B50kHYN+jOr4WZ6zflbqbp9Vg8O9F7O870HPVD+AG8NN5JA/6AdkOVBd5Ip/Sfx5KpTRESe4r3LUxi55IBCJinQnzErDnIiOIQDR0IYWNdJEisiAinHlvLKojOKkqmINMRxOtiJP478P3t3AhdVuT9+/EMMzIAoi7KpoGDivke5lnXDEtPUbHEpNU2vV6u/3rTMX2W3zBbTq13zai5UhpVmJgmaK+6KinrdQEURjUVERMQZGfT/OsMM4TLAMDCyfOf1wnPmnGc77/N45jznPOc5CexdH8bleaNYFJ1cRrlJMvkCelK2RjM6PIbDx+M4cCCOfk3yL2SKUHkIiHd5qJpLM6DfbA4cTiB6RU92HO1J9PEEDhyeTQup4ubIrFxeteq3+W5vQOs2DRnV3Alyr7EgPJETVtJJ9IomUIsmzZsTeKkV51ydqekLsfs2cWbDIs61eYTo5C8goJ+x0GnM7TqKlst+p03OMv6seZHlW9zpQSZa9WXI0XIlI5n1X0fgGtqP+nLeeI+d7cnLi8OY8sizfNn4PT4Lgx+PP4cGlYXLDbcq7pG+LCpOIDtuJ1H05p2QJrioYMS/3+OzkINkvtHGENW7QWPq+8mvZ3GOlq0/x5chb/F+eDjHBs0nV4ms8ue1We8ak3mW4S1g1bkUwNeypCV0sQL+DZri41PkT32xaUiAkguId8mtrAmpcfM1nGdor3obkvHz8UWO3NaIlixuVanf5u/8eHvx5kP5VUmfpadDl/pMCvGhtRxDS1ZDKkmowncPbmQH0Lf/s7Tzeoyezw/kxWHTcNcaTlUAf8YuHsDLY9/lh4MetG/oyYOPdMSPs7i2CCagUWM6tenKQ492pqk0fMzufU3Qi/wy+TE+m/ARA+bG8ITxpMTS5WYzkBVFCmi8GwIR7D2YjF6bzen4U9ACw93NG8C/unsauk8MfXehsTtckcnJyhIIHF/yFvO7hTEypDH3urejPxPFxKPwcvdmJUhNglgi4OgB2zcsY13UGiJW/MrxdOlbaImfpWHF21Ix68NLjbbesKQpVKX6bbYp41HD+CC7cpGutisdDAO95XJQlcJhqW0lrSsVPpzaSYODo7GYVyNY9MVbrAiLZnTTZVxYM4UdXaMLtkETNJKEGd8zdceD1HHeizrnFOs3ePG3gR5sHzuHHzp6cF4e9ynwuveMnlzdJcOqa1dzCgWxdHmhqDJbYgGVz1Os/nQgfUICmWiK1a0zelwYuCqB3qjQZxxl/iM9edjpQdLe624KJdPSCKRvYcyECH48+TMaYg0pONz2q3OO2e0HwZjf6BOgKU0OEqcogZqQeHQP+654oM3QUqNDT5rVuW0HFBVb1lkqIN6Wikn4yiRQheq32aNgRsIFhiZcqEy7RcpqoYCDOosp//cvYiOX0W7P1zwzO4r0Tz+leYuWXNIF8vZ3cfTR1y1IVY+eI6siaNV3IBr9Bt4IGc6cLetppnEjYMVSDsYf43+Fz+cLYsqMSSD7WBgvzazNnG9n8MbQx4gIvUpvPxWWLTelZva/rymATO8SUNFx9GLSRi9QLutwdvWrPPxTTZTTbk0dY7eJOt15fjLMX32KzPe6Izcy70Is8YLjEZ9yDHipsVNBnCd9XyAq6Wc6uFzk28FN+KzbDA5/0sP4bGFBMJkpA4EbiTB4wQxeay4NyzLgLDYJ8S6WSAJUYoGqVL/Nd3urxDtIil4ygZwr8Pb41xn/zUTiVn3CM+17crbjBL6c8jgr9hwnXQspv7zLfzaeAy6y8fNB9JnuRecgFXpDb7hWXN39A/+ZM5OFv20g7vRxLpYs62oaKpn5XV6n+YfTeanPWL4fBiPGhpGNpcvz+a6kXyAz8yIpKclky2NAJatT+mzOnklGq4fM+DUMG7qMt8c9gUabzO6tR8jUaslOP8L61cCj/tKHvGSqZkM1fv57DhyOMzyYfGDPCprTkkU7ZtPGJZOV4/2ZGNmb1XMH45J5kfRMGabJLKQVK3S5cnCwgs/iqOJtMZlEqEQCVaV+y6XjSlTpyrqo3h1H072hO40f+hfjdq0hrls0/q7OJO9Jh0QfLqWm4NxhAI86Kzl78tSk2bydvAbl7T/Ko0DTImfyWqfC18Uz4eSKgqGxy7q8lT298xtn8Rkj2DGqnWFTnpoSRfPGPVm45IhFy3851hef4JZMGdCW2UaU97ckM65N4X1R2bXKqfz6s3zePpgVxuTf/GYnbyrvs9LGseLZYL4zLm/+wgz2vi93I6zdCyoXT+qbnkLW1sWd2jQI9EWVHctvYUrqEfRpbRzkoMUM4rePlTtt1qIXiq/0aC78XGehVTJbDgLiXQ6okmSFEahK9dvu1q1bH/x6IHXqqli5Zm+LGta3nSc9mnmQo8uzRXalykN7aC6jozvz7Rv5J+kFiWTvxctvLFHJMbSIW8jAr88R2j5/pJX8MKlEbvVnyQ8jK8wJjLPa3lC0iuxd4FsFZiqHtx6tcqtM44Lmjss/Wq0WVJq7llfUXVM5vCuqnuXlEm/LzayJId7W6FkeV7wtN7Mmhnhbo2d5XMW7hpPDVDs7uw/v+Om3PDGJUfUE9Lk6sgpGeSu0fS5B/Dj3Xbw1oM9V8+Kb7/LSbX3JtfizUfruFyKT2YoooELjYrodcXv5NBp5NuJ2EfkmAiIgAiIgAlVLQLnz88OZizmDzl6SfsG22LUN62jwrumItgLf+bGFg63y0Bjv/Ii3bcTF2zbOplzE2yRhm6l428bZlIt4myRsMxVv2zibchFvk4RtphpHe5w1qnA7O7vByp2fq5k5es6myxjFtuB3c1ZR20nF9RsyXrgtvFX2doZsxNsW2iDetnE25SLeJgnbTMXbNs6mXMTbJGGbqXjbxtmUi3ibJGwzNXpfVXJTGj/JZy9dZ0vcZdvkXs1zURo/dWs6kHFVeaWifMpbQGWfP6CheJe3dH764m0bZ1Mu4m2SsM1UvG3jbMpFvE0StpmKt22cTbmIt0nCNlPFu1aN/Hdty1DXtjGXXERABERABERABERABERABO6zQBEDHjgypncAHb0cDEXU517n18gz/J5+8z4XWbIXAREQAREQAREQAREQAREQAcsFzN/5cXGhnZeKc2cuk3A1D5WDE30ecrU8B4khAiIgAiIgAiIgAiIgAiIgAhVAwPydn+xMRi3KMBTRt6WKTx+pWQGKK0UQAREQAREQAREQAREQAREQgdIJmG/8cJMunQIY2liD2kF5UeQtdu6TQRFKx1yZYumJHO1F0sh4RgfXua3gusSNbLwQROjD7iSnGuuCyiH/vT5KTdJD+oGfOeDaj8Gd/W6LK19EQAREQAREQAREQARE4H4LmO/2Bty4oefKtVyu5SnFtOPhRzxxut8llvzLTCA5Zi07Du5jS/gXLI+J53j0WvZumM4768cQXCuNAxvCmBO+C8PuB9QNOpA6pA3zd/yPI7v2kPBnKnG/fc68qLUsef1zDp47w3XfYJo5y7DpluyknLgwWgcO4fAVY6xLuxgR6MFvpy/x2yAPfjiSaUlyErYYgeSd8xkQ6EFr5W/0HJJ0+RFyTq/lTdPy0AnsTZV3nxVDacFqLes/7kbrwNEcv2aKpudk1BzDflh+JNu0UKZlJHAyfEh+HQ/sxohQxV6p80M4XOBfRhlJMgYB8bZ1RVCOKX2M9Tr/eC6/leW3D6pa/S6y8ROzP4mJv5ziHz/+iXK8rOHjSsci7hWVH7ukXB4CmbFfs/EckLCajFw9R+ZPIz1gDD99fJ0NCeDpkMTWhByU+36gRYcbr2zbTLBrLpk3HPHw8sbbzxdvbz88A3ypX7c2Wacu4tsyqDyKW2XTdG7yDG83jWTIVxsN27hlZi9iQhbwdCM12Zkgg6KX4a7XHeLTIZN5dMFudsfuZmzSVMZ/uwtI4j8hg+DjNez+3zE+ahfGyPErMbaLyrAA1TOprIPf8s/FR8HwS6IYaFk/wYvnxu4lWLnQptw2lk+ZCvj3msG6bcf4ZUkPYk704Jddx1i3bQZNapRpNpKYUUC8bV0V9KTt3M6QBdvZuOsQ6zYfomdjF1sXotrkV9Xqt9mmjG9QfT4MVhN78ioOnq4Yjpd5epLlN6oKVfZaNGrSlAYZzblQy4kaPnAkdgtJ0WFcaPkQu1NmQYM+xu29SFjoWJp8s5IWOT+T4pJOxA43upOJzvEyXNdy9XIKWxevoVZIH3xlbAwL6kkdBny1gM9Cnmd+4GTmLoN5u/qiRu48WIBYoqA5J3ezmVDGdQ/CWQUDP5nM3P6HSX/qAkvpyk/PdcJZDU+/MpP3ekaScG0QzeRksUS25gMl8d/+kxm/IIz4UQvJNQRU0XbsfmJn+vJ7aF3yny41n4KssVxA7epjOA7rsr0Mket5++BseTISo4QC4l1CqDIOVs8vCE9vs6eyZZxb9U2uqtVvs3d+MjOuo9U40bGVFx181JCrZfPmC5yovvu+Sm554bsKudca8HTvZ2hZpytP9HmBPgOn4qrLP1UBP4Z91Z83Jn7AyiMetPKvQ0CHh/ElkZpNO+AX0IgOLTvTpnMnHpSGj8V1Rd1oAAvHd2Xu/02n1+fb6SIHc4sNSxJB7dkAiOTgkRTydNmcPXUKmgJXLwG9aKDOT0VdvyXBZBlP1EuSsoQxJ3AyfDJLOy5gUPcHSSsIpMKzUQD26JEObwUo5TJj6rZcLolLoncJiPddJOW2wNEN9kb/zJYNa1m/ejUnL8nV+XLDNiZcVeq32eby9fRLvLHoEh4uDqj1eSRr5f0+5V2p7kf6jhoNKkdjzlcjWTbnXdYs286Qxj+T8sdUYjr9UVAsdaNh7P4onBl7AqntlIHj9QS2RnvR9Tl39k6ax8oOHiTL4z4FXpbN6MnV5g8ikZOdY1lUCV1iAXvvJwl7/3mG9W/OR6ZYHTuhVzq4KY0g00eV/34z01eZllLg0lYm/18k82KWouaQIREHs786pcxDoomACFRPgZpw4cQ+Dl9xR5upxblNDxrXlgNM9awMlm11sbUkI9t05d+yhCV0xRdQOWbx2SfTObJ+OS3XzyZk+ioyZs/gZNMWXL4RwLh5h+ih9y3YkDz0nIiMpFnoC6j1m3mv/2g+Wh1BY7Ub/ksWcfT0CY5L46fAy5KZnLiljJnnzkdzp/Pe2B6sD0kjpJ4phWL/m5oCyrRYARXth83n8LC5gIqkqNH0WuWCWmnrnNhFqh4CVKA7f5QYauEk9MWKFhXg5LoZxANjgj0Kgr3YbAhL/7eU1sbuhMq1lxv5Y0YWhJEZERABEShO4EYS9Jv1CYObaIoLKutF4DYBs93ebgslX6qkwPWrMHbMGEb9ezynI7/glcf7kvTQm7w/4VHW7I/jkhYuRnzAkugkIJ1tXw1j2CwvHmqkQm9oEzcne99PLFkwh/CozZw+G4fSeUg+lgqk8H3PCQS98xHP9hzNnIHwz4lLMd3/uXrpT7KupHMxNYUceQLfUtzbw+uzSUpMQaeHrNNrGT92OWNHdse94cM8znKWr48nT5/OxsXjIKQv/sZucLcnIt9KKhD47GLWbTtkePB+3fpwgmjBl1EzaFEDQ7dD3bXLhm5vN7Iuo9PJM24ldZVwIiAC+QI3cuW4IXXBcgG5rmm5WZWJ4dlhJJ383Aho+x7DY9Zy+qc/qFfLmbT96ZDkzeWLqWja9qOjYXzzOnR/fQZjU9ZSGwwnj2//9BmDg90KeWRCwioZt6mQSElmk6O/Yi7D+G1oG0Pw7hNWERTclzVxvfFq14LPhndkoTGh8asTGN6ysHlJcpAwBQJ55/j68a6sMS4Y+e/NjDS8z6oO7yyZylPDO7LUsG4YS2OUQSfkY42AfY06+JoGjND54oo79Rv6YK+M9vYvf/65zJj6kDbMbTqd7ZGjqWVNhhJXBESg2gjk3zWuNpsrG1qGAna3bt364NcDqVNXxV4sw2QlKXMCfdt50jmgFmmZFfdqhe7IfCbt7MjsUfkn4wXbcm0frVuNZ+nxbTQ5GcY/FifxROv8kYTyw6SxaZcfs+YPqzAnMF5u+bfDK7J3gW8VmKkc3np017SgdkF95+UfvdZwd825RuXoRlE5vKtAxTZugnjbdl+Kt3jbVsC2uUn9tr23t7vTVDs7uw+Vn36Vg/0D1FDnv83FtkWpfrk52tthZwf2D9hV2I2/lXeDazf0d5exZmPmfzEJbyc7buWp6fv3SfRtWvgkUYuf3WYcH7Azvhvo/m+iYq18KrL3/VcquxJUDm8HnGuaGdDA0YmapgFAyo6l3FKqHN7ltvk2T1i8bUsu3uJtWwHb5ib1+754Gy55Knd+/tDl5oXk5t2ybSmqaW4OqgdQGkC3hNsmNcB0cBFvm3AbGvZKTuIt3rYRsG0ucjwRb9sK2DY3qd/ibVsB2+f2wAN2f9jZ2T2ltIB2RP4vPUS6vdlmJyjd3no08yBHV1VGS7eNW2lzcTbe0RTv0gpaFk+8LfOyNrR4WytoWXzxtszL2tDiba2gZfHF2zIva0OLt7WClsVXvGs4OexUYslob5bZSWgREAEREAEREAEREAEREIFKKiCNn0q646TYIiACIiACIiACIiACIiAClgncOdbR3bHr1GbOs8oQpXBoWxwz4+Wlp3cjyRIREAEREAEREAEREAEREIGKLlDMnZ8HGPmYj6Hho2yIk33FHaGsokNL+URABERABERABERABERABO6vQJGNH49AX7q52XHlqv7+llJyt6GAnpWDnfhy193vfdKe+YOVW8+BPpvzSefy/1KSSVH+0vOnh1fP5BsljHxEQAREQAREQAREQAREoIIJFNH4cWRMV3fQZvL9vqvGYsv4zBVs/1lVnPO71rBp317WLfmEb3fFcXjjGrZF/Yu/R75OF9dUdkctZNqSHZiavpqAh/nz2SZ8GX2I2G27iD+fwtGfpzHjtzXMfXUaMWcSyKn7CK2cr1tVruoWOfvYQrzcX2B/pnHL03fQz92JH+PT+bGPE98cMq2objLls73nt86lu7sTXsrf4JmcNb5vODt+DUNNy7uOY1tKxX0RcfnIlGeqWiLeDcbL/VUOZ+fnI97l6a2krZg/nV/PjfVajiXlaS7e5al7d9rifbdJ+S05vuQF47EkmH5dlWO58hv6AvuNx/Pyy7l8Ujbb+GnaoR5BDpBwKJ105/xHg1TOlejtf+XjVaVSzYj5isizwMlfSc/NJXb2VC42ep0NM3NYcwp8HM+x/uQ18ve+Fi1u/P3wTrq45pKhc6SOjw++Devi6+uPd6O6NKhfhyvxadRv26RKOZX3xrg0f5ZpLSLo+fkfhqzWTXuSHaFh9A3ScDUDdOVdgOqUvjaWKc++RUj4QRLOHOTtxCkMW7ADOMdnjwyAmRtISEpgTvAinhuC8ywGAAAgAElEQVS1HGn+lE3lyNy3iBHzjgCmX0rxLhvZolLRk7I1mtHhMRw+HseBA3H0a+JSVARZZ5WAeFvFZ3Fk8baYzIoIAf1mc+BwAtErerLjaE+ijydw4PBsWlTSQ4rZxs+DPs4GpsBHHmTqIzXz59sGMElpEcmnigjUoknz5gQ2aEUtV2dq+kLsvk2s37CIcydiif79C/DxNG5rGnO7Ps1GWtEwJ4maNc+wfEsCVy5los2+jC5Hy5WMZNZ/HcF50/lNFVEq/83w5OXFYTDvWb5c8gkvh8GPXz6HpvwzrnY5ZMftJIre9A9pgotbE0b8+z2OfXCQ1DO7mM9j/HNgF1xcfOn72lewLYJ4qctlUEfO8WXIW7wfHs4AslCGzNGKdxm4liwJ/wZN8fHxp36AP3U0xY9xVLJUJZQ5AfE2J1M+y8W7fFzvTFXj5kt9P18CfL0Bb/x88r9X1vMUs0fC/QfP41xHRW7eLVy9PHg8QEPGuTTWnpPR3u6sFJX5e+G7CjeyA+jb/1muxDxGvecH0jfrIqvWmfa3P2MXD8B/7Lu8/eRjPNcZrjp3xG/P17i2+Dt1z9+gU5uuXHj0FE3dKrPI/Sm7JuhFfpm8hOcmfMSAuTE84WP2v+b9KWAVyVXj3RB4i70Hk2ncsian409Biw6QlQ70JtB4JNf4t6YLKwwn6lVk0+/bZhxf8hbzu4VxLqQxA42l0Iu3TfaHowds2rAM/0QPbly7wYPde9OsjhxbygtfvMtL9t7pive9XcpzqekxiPLMwxZpmz0KJl+4ws8X8ovgFOhsaPwkJ17isPQDscV+sVkeaicNDqbejFcjWPTFW6wIi2Z002VcWDOFHV2jC8qiCRpJwozvmbrjQeo470Wdc4r1G7z420APto+dww8dPTgvj/sUeFk2oydXd8kQ5drVHMuiSugSC6h8nmL1pwPpExLIRFOsbp3RK50LW5gWACq5w11Io/Sz6VsYMyGCH0/+jIZYQzoOpl8d8S69a0lj1oTEo3vYd8UDbYaWGh16SuOnpHalCSfepVErfRzxLr1dNY9p+hkqkuF6wnmGJpwvMoysrHwCDuospvzfv4iNXEa7PV/zzOwo0j/9lOYtWnJJF8jb38XRR1+3YMP06DmyKoJWfQei0W/gjZDhzNmynmYaNwJWLOVg/DH+J+ftBV6WzGQfC+OlmbWZ8+0M3hj6GBGhV+ntZ0qhRP9NTYFlWqSAio6jF5M2eoHSwuHs6ld5+KeaaJS2ztGdJOuhsQq0546wg1oYH3csMkVZaV7geMSnHANeauxUEOhJ3xdYub6HeBeIlN/MjUQYvGAGrzWvrJ1Tys+mPFIW7/JQNZ+meJu3kTVFC5h95qfoaLK2KgjkXIG3x7/O+G8mErfqE55p35OzHSfw5ZTHWbHnOOlaSPnlXf6zURm6+iIbPx9En+ledA5SoTf0hmvF1d0/8J85M1n42wbiTh/n7gGyq4JUeW9DMvO7vE7zD6fzUp+xfD8MRowNK3g0/Er6BTIzLxqGFM+WO6/W7Qx9NmfPJKPVQ2b8GoYNXcbb456gdmBHerKM7yLj0OsvEjlvFIQ+R4CcM1rl3fj57zlwOM7woOyBPStoTksW7ZhNx5bibRWsBZF1uXLQsIDL6qDibTWhRQmIt0VcEtgoIJeUq3FV8O44mu4N3Wn80L8Yt2sNcd2i8Xd1JnlPOiT6cCk1BecOA3jUMPaFJ09Nms3byWtQhkDQ5sK0yJm81qnwAz6ZcHJFwdDY1ZjWok0/v3EWnzGCHaPaGeI9NSWK5o178suxvvgEt2TKgLbMNqb4/pZkxrUpbG5RVhJYf5bP2wezwijx5jc7ebOTUqM9mbZiGu0HtGW+Yd0Iok7KoBPWVhiViyf1TaMBaeviTm0aBPqi0viKt7W4JYiv9Ggu/FxnCaJIECsExNsKvFJEFe9SoEkUg4DdrVu3Pvj1QOrUVbFyzd4WdaJvO096NPMgR5dni+xKlYf20FxGR3fm2zfyT8YLEsnei5ffWKKSY2gRt5CBX58jtL0y8ofpk0rkVn+W/DCSinJ67qy2NxSuInub9KrCtHJ469Eqt9A0Ltw1+JVei7LKxaVy3PKpHN5F1GzxLgJHVlX6+l3JdqF423aHibftvWs4OUy1s7P7UO782Na+UuSmz9WRpdzaufPjEsSPc9/FWwP6XDUvvvkuL93Wl1yLPxuN7wW6M7J8F4GKIqBC42K6HXFHmVQazK26I6R8LQsB8S4LRUlDBERABETAAgHlzs93J1OvvXw6TYbpssCt1EEbeTlR19WxQt/5KfXGVcCIcmXFtjtFvMXbtgK2zU3qt3jbVsC2uUn9Fm/bCtg2N6V+19A4fG9nZ/eKcudHdz33Jhk597jSb9tyVYvc6uWquXkT9Pqb1WJ77/dG3nTI7/Ym3rbZE+JtG2dTLuJtkrDNVLxt42zKRbxNEraZirdtnE25iLdJwjbTmw6GMd4Mj0EqjZ/zp9NyWHck/x0jtilC9c3FyeEBvGqoSM+Sx1BtUQseeMDOkI1420IbxNs2zqZcxNskYZupeNvG2ZSLeJskbDMVb9s4m3IRb5OEbaaKd01nDO/tkaGubWMuuYiACIiACIiACIiACIiACNxngSIGPHDgjReC6OCMYehilb0dGWeSGL/pyn0usmQvAiIgAiIgAiIgAiIgAiIgApYLFNH4AY2DHdzMJS1Lj8rxAS5e0Vueg8QQAREQAREQAREQAREQAREQgQogUGTjB3vQp6Uxee3lClBUKYIIiIAIiIAIiIAIiIAIiIAIlF6g6MYPoKpXj29H1EOfq2XTxjP8cKHivpyz9AwS8y8BPZGjvUgaGc/o4Dp/LVaGBUzcyMYLQYQ+7E5yqrFBrHLIf6+PUpP0kH7gZw649mNwZ7/b4soXERABERABERABERABEbjfAkUMeHCTYycusftYOofSclE5aOjxt7r43u8SS/5lJpAcs5YdB/exJfwLlsfEczx6LXs3TOed9WMIrpXGgQ1hzAnfham5q27QgdQhbZi/438c2bWHhD9Tifvtc+ZFrWXJ659z8NwZrvsG08xZ3hlV2p2UFD2fAYEetFb+Bs0hWXqalpbSbLyMg+GMMBmHTmDvBa0hbM7ptbxZeHlq/nKzCckKCwS0rP+4G60DR3P8Wn408baArxRBT4YPyT+OBHZjRKhirxxXhnDY6F+KJCVKEQLiXQROuaxSjil9jPU6/zfzhyOZ5ZKTJApVrX4X0fjJ4/e9yczblcLMiDMkKGfAD9jjKrWgyghkxn7NxnNAwmoycvUcmT+N9IAx/PTxdTYkgKdDElsTcpTej4AWHW68sm0zwa65ZN5wxMPLG28/X7y9/fAM8KV+3dpknbqIb8ugKmNk0w3RHWLq8Mn0Wrqf7bGHmPNMHbQyInoZ74IkFvYfR5MFu4mNT+DTpmGM/PIPdCTxn5BB8PEadv/vGB+1C2Pk+JUIf9nwZx38ln8uPgqYzrzFu2xkzafi32sG67Yd45clPYg50YNfdh1j3bYZNKlhPo6sKb2AeJfernQx9aTt3M6QBdvZuOsQ6zYfomdjl9IlJbGKFahq9dt848fFlekvBDDmYU/e6NWAQOUMOFdPWrFEEqDyCNSiUZOmNKjfHJdaTtTwgSOxW9gaHcaFUwfZ/ccs8DJ1fbtIWGgfttECv5zz1HA5S8SOM1y9nInu2mVuXNdy9XIKWxevIdl0flN5ICpGSfX5Lxp2qVWTWq5+dB80iAA5USnbfaO/jtJhU5vrgL3KDVcPwKMGeYl7WEpX/v5cJ5xr+PD0KzNhdyQJUpfLwD+J//afzPgFYfQiC6WW68S7DFyLTkLt6oNvPR/8fbwAL+p5539XFx1N1pZSQLxLCWdltHp+QXh6++HbwA8PdbFPcliZW/WNXtXqt/maor+FpmYNOrYynn1pr7Nq3Z9kVN99XyW3/Eahrcq91oCnez/D1diu+PR5gaevprN2c/4JOfgx7Kv+BE/8gLHduxH6MFxzehjf/Quo2XQk3sk36NCyM8mdE3hQbg8WUrVgtkZLXh3TgjF9glj76kzeGfMSjWtrLEhAghYroApi4k/T6f5iB1Y0BU4M45fjf4OT84FeNDCeGarrtySYlYYT9WLTlABFCpwMn8zSjguI6f4g/zCGzLuqvFRbvIuEK6OVpm7LZZScJFOMgHgXA1SGqx3dYHv0z9RL8iA35wYNu4TSuLb509oyzLraJlVV6rf5Oz/aLMYvOsb4n+J456fjDP3hNL+m36y2O7yqbrijRoPK0bh1VyNZNuddxizbTtzmnwn7ZCoxhTZc3WgYuz9qQapLILWdwPF6Alujveja2J3LUfNYuXMDifK4TyExS2c1dJm4jXUrw2iwcwLPBYewI1Ue+rFUsejwelIT44AWDOkcCoSxffeZ/ChKY8j0UTmY5mRqjcClrUz+v0jmfTUAtbEp6WA6NxFva2QlrgiIQE24cGIfh2NjiN2zh7Rs+b2USlEyAdPPkJnQN8nIlgaPGZxKv1jlmMVnn0znyPrltFw/m5Dpq8iYPYOTTVtw+UYA4+Ydoof+ryEu8tBzIjKSZqEvoNZv5r3+o/lodQSN1W74L1nE0dMnOC6NH6vrhW/bPrwfGY9fYBC/70mgSx95hspqVGMCeYmRvDgpjDm7MujuDQM7TKDX8K94JKI1nNiF0tYMUIHu/FFiqIVTMUfIsipXVU3n5LoZxANjgpX+hfmfF5sNYeHKJ8XbBCJTERCBUgncSIJ+sz5hcBPpIVEqwGocyfydn2qMUl02/fpVGDtmDKP+PZ7TkV/wyuN9SXroTd6f8Chr9sdxSQsXIz5gSXQSkM62r4YxbJYXDzVSkf94SnOy9/3EkgVzCI/azOmzcSidWeRTOgFl9KslK7aScU1LVuIxDgK+rrVKl5jEuqeAnvyOnrnZ+aMC5V8ndMfzwYd5nOUsXx9Pnj6djYvHQUhf/OUBiXs6lnRh4LOLWbftkOHB+3XrwwmiBV9GzaBDM/EuqaGEEwERMC9wI1dG5TSvI2vMCch1TXMy1WC5Z4eRdPJzI6DtewyPWcvpn/6gXi1n0vanQ5I3ly+momnbj45OCkYdur8+g7Epa6mtPLCsh7d/+ozBwW6FpDIhYZXyuh/5lEJA7eJM/KS+dJ+UH/nx8eGMfMynFClJFHMC6gbPsPD95xkZEmgM0oL3Vi7HU+3DO0um8tTwjiw1rBnG0pi+SNvHnGTJltvXqIOvadAOnS+uuFO/oQ/24l0yQAklAiJgVkDpsV/4uWWzAWWFCNwhYHfr1q0Pfj2QOnVV7MU7VsnX8hDo286TzgG1SMusuFcrdEfmM2lnR2aPanM7wbV9tG41nqXHt9HkZBj/WJzEE62VkYRMnzQ27fJj1vxhVJT7FV5u+bfDK7K3Sc801em0YK+hMg5cU2m89Xp0eXrU6ju6S+i15OjAucYdy007p4JNK423OTfxNicjy5Ux6irh8bsy7zjxtu3eE2/be3u7O021s7P7ULnzY/eAnR2qB+xsW4pqmpuJuSJr39TruKbL5a4y1niQ/34+ES813NQ70mf0RPre1tdWS322oDwqflfc+7y/K1p5iuLQ3HlCXlTgCrquwnurVGhU97jxrdJQ4x6LKyhzQbEqvHdBSe+YEe87QOTrvQQqbf2+18ZUgmXibdudJN429TZwK3d+NubdvPnEzVs2zbzaZqY0NE0NoGqLIBsuAiIgAiIgAiIgAiIgAjYUsLOz22hnZ/ekco1z6+qDF5+Qbm+20Ve6vfVo5kGOrqqMlm4bt9Lm4qxW3s6LeJcW0MJ44m0hmJXBxdtKQAuji7eFYFYGF28rAS2MLt4WglkZXLytBLQwuuJdw8lhmxJNRnuzEE+Ci4AIiIAIiIAIiIAIiIAIVE4BafxUzv0mpRYBERABERABERABERABEbBQoOhHe1U1mPCsH23c8oNdOZPEG5uuWJiFBBcBERABERABERABERABERCB+y9QROPHnpH9A2hTE9IuXOJotgqvPHlO5f7vMimBCIiACIiACIiACIiACIhAaQTMN340tWhfE/SX0pi+No3rYPgrTSYSpzIJ6Fk5uCZnxp3jn508byu49swfRCY1pX9nD84nZ+Svc3DAUImUf/SQtncZe9wG8Nqj/rfFlS8iIAIiIAIiIAIiIAIicL8FzD7z4+tfA+XF3KraXswa0ZL/jmjJrCfc73d5Jf8yFDi/aw2b9u1l3ZJP+HZXHIc3rmFb1L/4e+TrdHFNZXfUQqYt2aG0aQwfTcDD/PlsE76MPkTstl3En0/h6M/TmPHbGua+Oo2YMwnk1H2EVs5KU1k+JRfQsu6jp/Fyf4F1Z25/+a0+6Q+GujvxVviRkicnIYsUOL91Lt3dnfBS/gbP5KyRPDt+jcHasLzrOLal3L4vikxUVhYjoCXi3WC83F/lcHZ+UPEuhszq1Yq5clwx1nV3J745lGl1qpKAOQHxNidTPsvFu3xc753q8SUvGI8lwfTrqhzLlePKC+w3Hs/vHaviLjXb+MHe+Nql3Ots3pdOWi54BHjzjEvF3RgpmWUCGTFfEXkWOPkr6bm5xM6eysVGr7NhZg5rToGP4znWn7yWf2cHLVrc+PvhnXRxzSVD50gdHx98G9bF19cf70Z1aVC/Dlfi06jftollBan2ofWknIgGIpi+dPdtGruWPUsUcFqXe9ty+VJKAW0sU559i5DwgyScOcjbiVMYtmAHcI7PHhkAMzeQkJTAnOBFPDdqOdL8KaXzHdEy9y1ixDylAW/6pRTvO4jK4auelK3RjA6P4fDxOA4ciKNfE/kBLwdoY5LiXX6290pZvO+lUl7LAvrN5sDhBKJX9GTH0Z5EH0/gwOHZtKikhxSzjR9dzk2D4bXki4QdSmF9Wv7zPg7lJSvp3geBWjRp3pzABq2o5epMTV+I3beJ9RsWce5ELNG/fwE+pq5vaczt+jQbaUXDnCRq1jzD8i0JXLmUiTb7MrocLVcykln/dQTnTec392GLKm2WV2H0p+9xbObXBVfGyd7LzOkwIBRq3ai0W1ahCp4dt5MoetM/pAkubk0Y8e/3OPbBQVLP7GI+j/HPgV1wcfGl72tfwbYI4qUul8H+O8eXIW/xfng4A8hCacZrxbsMXEuWhH+Dpvj4+FM/wJ86GvM93UuWmoQqTkC8ixMq2/XiXbae5lLTuPlS38+XAF9vwBs/n/zvGnMRKvhys42fjAtXUZ7qqFHPmzEP1+OZesrLIvNIk0uhFXyXWlY8XaHgN7ID6Nv/Wdp5PUbP5wfy4rBpuGtNdxz8Gbt4AC+PfZcfDnrQvqEnDz7SET/O4toimIBGjenUpisPPdqZpm6FEpXZEgncyIAHOz7HFy0i+G5TgiHO2bX/ZccLYbzyZG8SC++oEqUoge4loPFuaLjDtvdgMnptNqfjT0ELICsd6E2g8Uiu8W9NF+OJ+r3SkWUlFzi+5C3mdwtjZEhjko3R9OJdckArQjp6wPYNy1gXtYaIFb9yPN3UidmKRCWqWQHxNktTLivEu1xYi0y0qhxBzDZ+0GcRfjAb7NV0bOWOK3ns35nEjqqy5UXu3uqzUu2kwcHRuL1XI1j0xVu8FBbN0T+WMfe9KSgdgkwfTdBIEma0Irnmg9RxBnXOKdZv8OJvTTy4tHoOP2xdx2l53MfEZfH0hlMDnpoygu+GRpHNRX54bRnv/+MpapNlcVoS4d4CKp+nWP3pQCaGBFLX15OeY5eBhzr/uTalEWT6qOQet4nCqmn6FsZMiODHxS+iMdzzAQfTzQfxtoq2RJFrQuLRPezbt4e9O3aRfFV+wEvkVtpA4l1audLFE+/SuUks4+McZiBi9p9l6CF7fDUPkJmdK6O9mXGqrIsd1FlM+b9/ERu5jHZ7vuaZ2VGkf/opzVu05JIukLe/i6OPvm7B5unRc2RVBK36DkSj38AbIcOZs2U9zTRuBKxYysH4Y/wvpyC4zFgooLsOPo+/QhceY/acRGbzOofbuHH59seALExVgt8uoKLj6MWkjV6gDOfC2dWv8vBPNdEobZ2jO0nWQ2MVaM8dYQe1cDadqN+eiHwrocDxiE85BrzU2KkgxpO+L7ByfQ/xLhApv5kbiTB4wQxea15ZO6eUn015pCze5aFqPk3xNm8ja4oWMH/nxxRPn0eyNHxMGlVqmnMF3h7/OuO/mUjcqk94pn1PznacwJdTHmfFnuOkayHll3f5z8ZzwEU2fj6IPtO96BykQm/oDdeKq7t/4D9zZrLwtw3EnT7OxSolZOuN0YKmPX8fA7M/+IqeM1/BB4zXy21dliqanz6bs2eS0eohM34Nw4Yu4+1xT1A7sCM9WcZ3kXHo9ReJnDcKQp8jQM4ZraoIjZ//ngOH4wwPyh7Ys4LmtGTRjtl0bCneVsFaEFmXK33VLeCyOqh4W01oUQLibRGXBDYKyHXNalwVvDuOpntDdxo/9C/G7VpDXLdo/F2dSd6TDok+XEpNwbnDAB51VpA8eWrSbN5OXoMyBILyKNC0yJm81qnwAz6ZcHJFwdDY1ZjW4k1Xeh7mP9ajosuQr2DefEb2bmlIRzpgWcxpPoL+LJ+3D2aFMcSb3+zkTcP7rDyZtmIa7Qe0Zb5h3QiiTj6HtH3MU5ZkjcrFk/qm0YC0dXGnNg0CfVFpfMW7JIBWhvnruGJlQhK9RALiXSKmMgsk3mVGWe0Ssrt169YHvx5InboqVq7Z22Lv923nSY9mHuTo8kfPs0WeluahPTSX0dGd+faNdrdHzd6Ll99YopJjaBG3kIFfnyO0vTLyh+mTSuRWf5b8MJLCTSLT2vsxdVYrA3VQob3vh0t55Vk5vPVos5W7bC7cNfiVXouyysWlcjR7Kod3EbVNvIvAkVWVvn5Xsl0o3rbdYeJte+8aTg5T7ezsPpQ7P7a1rxS56XN1ZBWM8laoyC5B/Dj3Xbw1oM9V8+Kb7/LSbX3JtfizsegHyQolJ7MicH8EVGhcTLcj7iiBSoO5VXeElK9lISDeZaEoaYiACIiACFggoNz5WXI8OXtYXIo8qW6BW6mDNvFxxs9NzTXloQP5lLtADeOlffEud2pDBuJtG2dTLuJtkrDNVLxt42zKRbxNEraZirdtnE25iLdJwjZTxdvFySHMzs5uuHLn59atW3Dz5i3b5F7dcxHm6l4DZPtFQAREQAREQAREQARsL2A4C1caP4lxKdf47aA882OLfWBnBx5O9qRlygg8tvD2cst/dkO8baEN4m0bZ1Mu4m2SsM1UvG3jbMpFvE0StpmKt22cTbmIt0nCNlPF28XJIVHJrfihrm1TJslFBERABERABERABERABERABMpVwOyABx6B9Zn1uBv6vPx+Wnk3Qf2AjrAfT7FZblqU606RxEVABERABERABERABERABMpewGzjB90N0q7pIPcW2KvwqqkEtSv7EkiKIiACIiACIiACIiACIiACImADAbONn4wLaUz8Mc1QBKfA+vz3cTd0aRly18cGO0WyEAEREAEREAEREAEREAERKHuBEjzz48CYTsorK2+x98Dlsi+BpFjBBPREjvZgfkz6XeXSJW4kcmcS6LNJvpCU/5eawkXl71L+9HjUHH5QwshHBERABERABERABERABCqYQLGNH6cGXrRRBsy6lsnKCzcrWPGlONYIJMesZcfBfWwJ/4LlMfEcj17L3g3TeWf9GIJrpXFgQxhzwneRZ8xE3aADqUPaMH/H/ziyaw8Jf6YS99vnzItay5LXP+fguTNc9w2mmfN1a4pVreMmRc9nQKAHrZW/QXNIltdBlXl9yDgYzgiTcegE9l5QHmLMZv2UPvnuxnU/HMks87yrX4J6DodPKHAdMSWci8Y6nbyzUF0fPYckXfXTKc8tPhk+xOjejRGh3YzzQzh8rTxzrb5pi7et972W9R/LMdtW6lWtfhfT+HmAFx9S7vpA/JGLZNhKWfKxiUBm7NdsPAckrCYjV8+R+dNIDxjDTx9fZ0MCeDoksTUhB3tDabTocOOVbZsJds0l84YjHl7eePv54u3th2eAL/Xr1ibr1EV8WwbZpPxVLhPdIaYOn0yvpfvZHnuIOc/UQSsnhGW8m5NY2H8cTRbsJjY+gU+bhjHyyz9QmDNjtzNk7mbWbdvPb+v307Nx/rGvjAtQzZLTkprdhKXb4tmyPhyWjeP3E5mgO8SnQybz6ILd7I7dzdikqYz/dlc1synfzfXvNYN1247xy5IexJzowS+7jrFu2wya1CjffKtr6uJt6z2vJ23ndoYs2M7GXYdYt/kQPRu72LoQ1Sa/qla/zT7zY9ijdWrTzc0O8q4RceRGtdnJ1WdDa9GoSVMaZDTnQi0navjAkdgtJEWHcaHlQ+xOmQUN+hg5LhIWOpYm36ykRc7PpLikE7HDje5konO8DNe1XL2cwtbFa6gV0gdf1+qjWGZbqs81JOVSqya1XOvQfdCgMktaEjIK6K+jdN51ynXAXuWGq4eyvAamA6GnXyN868kPaNnVFxdCRo02JteWNsqcHnJO7mYzoYzrHoSzCgZ+Mpm5/Q+TNaoTtcou82qdktrVx3Ac1mV7GRzqefvgXK1Fynfjxbt8fc2lXs8vCE9v0xHcXChZbq1AVavfRd756dHaw3BSkBaXxmFr5SR+hRQo3KTNvdaAp3s/Q8s6XXmizwv0GTgVV13+CTn4Meyr/rwx8QNWHvGglX8dAjo8jC+J1GzaAb+ARnRo2Zk2nTvxoDR8Sreva7Tk1TEt+KhPECM+DuPkJRlTvnSQRcRSBTHxp+msGNuB1qEejFk8jF8m/s1wd1P5vzCrj7+he9CbH4dJN6wiGC1ZpbuwlflffMTk0OYsZDxPt3VD7dkAiOTgkRTydNmcPXUKmlLQCLUkfQlbtICp23LRoWRtWQmId1lJFp+Ooxvsjf6ZLRvWsn71ak5ekn7ixatZF6Kq1O8iGz9/bIpj6KIjTNwlnYStq0flcdQAACAASURBVC4VN7ajRoPK0Vi+q5Esm/MuY5ZtJ27zz4R9MpWYQkVXNxrG7o9akOoSSG0ncLyewNZoL7o2dudy1DxW7txAojzuU0jM0lkNXSZuY93KMBrsnMBzwSHsSJWDuaWKRYfXk5oYB7RgSOdQIIztu88ALvT7/hgbY+JZt34V9RZPoNecrUUnJWtLJKDSuBoujrR8XPGexdqdKdh7P0nY+8/zUf/mtGvmz5BJy8FNrdwUko8IiIAIlEygJlw4sY/DsTHE7tlDWrYcQUoGJ6HkXmE1rgMqxyw++2Q6R9Yvp+X62YRMX0XG7BmcbNqCyzcCGDfvED30vgVCeeg5ERlJs9AXUOs3817/0Xy0OoLGajf8lyzi6OkTHJfGT4FXaWd82/bh/ch4/AKD+H1PAl36yDNUpbW8M15eYiQvTgpjzq4MunvDwA4T6DX8K7rHzySgtrFbUO1H6T0elkYlkDXxUemGdSeihd/ta7chdIDS4W0QrVy7MeQ/m3ix8yDaD5vP4WFzUe73JEWNptcqF9QWpi3BRUAEqq/AjSToN+sTBjdRRuWSjwiUXKDIOz8lT0ZCVkaB61dh7JgxjPr3eE5HfsErj/cl6aE3eX/Co6zZH4fS6+pixAcsiVaGrk5n21fDGDbLi4caqch/PKU52ft+YsmCOYRHbeb02TguVUaIClLmnNNrWbJiKxnXtGQlHuMg4OsqT0CU5e7Rk9/RMzc7fyS3/OuE7rjkpXBg5zGydFpyLh1jaxTQ2Q95NtxKfd0ZIldv5eI1Lbor8exadRQ6BeCszyYpMQWdHrJOr2X82OWMHdldGj9Wckt0EahuAjdypXt4ddvnZbG9cuenLBQraRqeHUbSyc+NgLbvMTxmLad/+oN6tZxJ258OSd5cvpiKpm0/OjopG1iH7q/PYGzKWmqD4aTl7Z8+Y3Bw4RGxMiFhlXRdKWV9ULs4Ez+pL90n5Sfw+PhwRj7mU8rUJNq9BNQNnmHh+88zMiTQuLoF761cjidZzBvSlRXGpUF9p7PG+CzQvdKRZSUUsIek//blnf9nDB8ymV9e7QR5x/j68a6sMS4e+e/NjAyuU8JEJZgIiIAIgNJjv/Bzy2IiAiUVsLt169YHvx5Inboq9mJJ40g4KwT6tvOkc0At0jIr7tUK3ZH5TNrZkdmjDGMz/bW11/bRutV4lh7fRpOTYfxjcRJPtM4fSSg/UBqbdvkxa/6wCtNVyMst/3Z4Rfb+Czh/TqfTgr0GdSW8NFFpvPV6dHl61Orbu0tUNvvK4p2n06JHhfq2Sq1Hd00LapdKU9cri/edx5TK+l28bbvnxFu8bStg29yU+u3t7jTVzs7uw0p4emVbrOqYW55eR3bBKG+FBGo8yLzPJ+Kphjy9I31GT+TZ2/raaqnHFhmxqRBZaWbvPCEvTRoSpxgBlQq16u7Dn9gX41bK1fZqjfF9YYUTUKGuIcOKFxaReREQAREQgfIXUO78bLx589YTt8o/L8kBsLMDO5EQAREQAREQAREQAREQARGwmYCdnd0mOzu7vymXPretPpj2xG8HpdubLfSfbetJSDMPcnRVZbR0W6iVPg9ntb0hsniX3tCSmOJtiZb1YcXbekNLUhBvS7SsDyve1htakoJ4W6JlfVjxtt7QkhQU7xpODoZ3WCiNn1vKXZ+bcuvHEsNShxXmUtNJRBEQAREQAREQAREQARGwSqAEQ10/gIemBMGsKoZEFgEREAEREAEREAEREAEREIHyFbj7id9C+XV5uCGvtnIxPsCex6E9Z5l5RN5iWYhIZkVABERABERABERABERABCqJgPlbOhp3BisNn2tX+WPfZa5hT5uHvAioJBsmxRQBERABERABERABERABERCBwgLmGz8qO8MdH32ujqijmVxRYt28ScV9O03hzZJ5ERABERABERABERABERABEbhdwHzjJ/sK0Wl5qNzqMGtoAHWBo7tTSL49vnwTAREQAREQAREQAREQAREQgUohYL7xgz21HG9f3bCJOx6VYrOkkOUnoGfdR6/yzT4ZGr38jCVlERABERABERABERCB8hC4vXVTKAffIG86utmRFneGoYuOs/sq1PCqzWPyQu5CSpV/NvvMDjbtOsLJ+Ljb/87EsS18LhGHMm/fyOw9TJ/5J60e9AR9NpnpF8nMzCY7O5v0MzuY9u5CzutvjyLfihbIPrYQL/cX2G+iTt9BP3cnfoxP58c+Tnxz5z4oOjlZW4zA+a1z6e7uhJfyN3gmZ419ebPj1zDUtLzrOLalSCffYihLsFrP/iXj8q3dneg3/ntSjMcHc/uhBIlKkBIJaIl49+kCe6W+y7GkRHClCnR8yQtG62D6dQ02zr/A/uxSJSeRihEQ72KAynx11TqemG38YJ+/qoa7Gz2C3KjroEjeIrfMQSXB+ymgv3SQFTGJXM+6QtYdfwnRbxH9Z9Ztxdv99UeE/PYjHdlCd8/HWfrHdtZ+NYDAQXPYdSKN1u1rk5EuJ423oRXzxaX5s0xrEUHPz/8whFw37Ul2hIbRN0jD1QzQFRNfVlsgoI1lyrNvERJ+kIQzB3k7cQrDFuwAzvHZIwNg5gYSkhKYE7yI50Ytl2ccLaC9d1Atf15tRtThcxzbswLCRrHiaCaY3Q/3TkWWlkZAT8rWaEaHx3D4eBwHDsTRr4lcvSyNZEniBPSbzYHDCUSv6MmOoz2JPp7AgcOzaSHkJeGzOIx4W0xmZYSqdTwxO9R18vFU9jd3ooOXO4O9FLNbnDv2J7/LVQwrK1DFi96ucxdaP+R2V8GcW/TmqmetguXZx75nXubrfPuoCysH96TB3BjGDWqJ/tif/OTamd492xWElRlLBDx5eXEYUx55li8bv8dnYfDj8efQyKm3JYglCpsdt5MoevNOSBNcVDDi3+/xWchBUnufZz6PsWFgF1w00Pe1r3ijSwTx2S/TWk5eSmR770Au9H5jrHFVex5S5nLB3H7IfKMLdx+J7p2yLC2ZgH+Dpvj4mP2pL1kiEqpYAY2bL/XdQHvV2xDWz8cXOXQUy1bqAOJdajqrIlaV40kRR0Qtc345gZPGHjfVA+iyc8mwikwiV1iB3Hvfz1OW/nXX4RxTu4wiqtvr9HMfwI7QcM4NamnYJG2uDrT3TqPCbnMFK5gm6EV+mbyE5yZ8xIC5MTwhJyvlsoc03g2Bt9h7MJnGLWtyOv4UtOgAWelAbwI1+dlq/FvThRVyp7sM9oI2aQtzwzZxet0XrGAiBx5yQ5Ny7/1QxA9SGZSk+iXh6AGbNizDP9GDG9du8GD33jSrI8rlWROk13d56t6dtnjfbVJeS6rS8aTYo+B1bR7XySsvS0m30gj4M/VkMh9zlAlvNuDYD/0wnidWmi2o2AXVk6u7ZCjitas5Fbuolbh0Kp+nWP3pQPqEBDLRtB3dOqNXmvktTAsAlaGfb6EFMltaAZWTKwGNGlPrqd6sOPoFq7aOYdyj5vZDaXORePcUqAmJR/ew74oH2gwtNTr0lMbPPaFkoQiIQLECVeh4Umzjp1gMCVBtBFxU8fQLeJKu365g6/xPOOP4GG8O71Jttr88NzT7WBgvzazNnG9n8MbQx4gIvUpvP1OO8t/UJGH9VEXH0YtJG71AaeFwdvWrPPxTTTRKW+foTpL10FgF2nNH2EEtnIXeanJVnXb0H6R0iX2Z9q7B9JyxgWGPvnzv/WB1bpJAYYEbiTB4wQxeay6Xqgq7yLwIiIDlAlXpeGJ+wAPLXSRGpRUo2VXuk7+OZQe9CXCry6ND3+Wfw7sYXoRbaTe7whQ8mfldXqf5h9N5qc9Yvh8GI8aGYXq87kr6BTIzL5KSkky2jCVh3V7TZ3P2TDJaPWTGr2HY0GW8Pe4Jagd2pCfL+C4yDr3+IpHzRkHocwTIOaN13toEVq7YQkq2Fm1mHFt+PgJdA3Exsx+E2zrue8XW5cpB414uskwERMBygapyPJHrmpbv+yoVQ+WgJnLWTIhxK/R8D6CGYx9E0Hz9X5vbeHgMacP1ZJ75H9tWziU+vS5D3+iHm4OaWoZL50pYpQeuVKu/1IqfO79xFp8xgh2j8geMeGpKFM0b9+SXY33xCW7JlAFtmW1M5v0tyYxrI4+EF69qJoT+LJ+3D2aFcfWb3+zkzU6egCfTVkyj/YC2zDesG0HUSWXQCflYJaCCM//uyd9fM6YS+h7R/+gC+iNm9oNVuUnkOwQcb3tu846V8lUEREAELBCoSscTu1u3bn3w64HUqati5aWVFtSBUgft286THs08yNFVjOeoUjbOZF2dfzC0zd2neWdXzyWh3Qie8FPWadn0+Su8ND2CAZPDGNAKruGOI7lcO/ktf/+5Kd9/2I7tHwxiW58NbJlUMbrDOavtDfuqoniXuuJUkoiVw1uPVrmFpnFBc2c7Xa813F1zUYZ8qwSfyuENeq0WPSo0t4EXsR8qqH1l8a6gfBYXS7wtJrMqgnhbxWdxZPG2mMyqCIp3DSeHqXZ2dh9K48cqSssjV7TGjyVbkJ10hCSHB2nmo4HsZE5ezMW9ppPh4XBD80ifi0rlZEjSza1iDPIpBxdL9rD1YcXbekNLUhBvS7SsDyve1htakoJ4W6JlfVjxtt7QkhTE2xIt68Mq3qbGj3Ld06u+u4ZOjVytT1lSKFZAsba3t0PtUPket1IHtqa2aQvd69HS3fSl4k4Va+VTGb0rrqr5kom3eZvyWCPe5aFqPk3xNm9THmvEuzxUzacp3uZtymONeJeHqvk0jd6GN5cqjZ/a3rUcaV2/pvkYsqbMBHxcHbl1C/KUf+RT7gImZvEud2pDBuJtG2dTLuJtkrDNVLxt42zKRbxNEraZirdtnE25iLdJwjZTo7eHkpvS+Dm+PzELeebHNvhKt7fOAbVIy5QReGwh7uWW/+yGeNtCG8TbNs6mXMTbJGGbqXjbxtmUi3ibJGwzFW/bOJtyEW+ThG2mireTWnVCya3y9b2yjZHkIgIiIAIiIAIiIAIiIAIiUMUEpPFTxXaobI4IiIAIiIAIiIAIiIAIiMC9Be4c6PW2UF06NeTV5i75b23J1bJmXQI/p968LYx8EQEREAEREAEREAEREAEREIHKIGD2zo+Ttw+jlIZP7nX2n7mG3kFDr8d9MTwpVBm2TMooAiIgAiIgAiIgAiIgAiIgAoUEzDZ+3DwcDMHid59lzqYz7LsG1HDhocrx7r9CmyizZSugZ8sXo/nhYHrZJiupiYAIiIAIiIAIiIAIiEA5C5ht/JCXn3ODVr48E+RJXfv8747lXCBJ3rYCOYm72BFzjDOn42//S4xn74r5rD+SeXuBrsXwn3nJNAuoA/pssi6lk3Ulm5xr2WQk7mLOx2Ek62+PIt9KLpAUPZ8BgR60Vv4GzRHLktOVOGTGwXBGmIxDJ7D3gjLyYjbrp/TJdzeu++HOul/iHCTgXwJ6DodPKHAdMSWci8bjQ/LOQnV99BySdH/FkrmyENCy/mOp02UhWZI0ToYPMdbzbowI7WacH8Jh5cKxfMpcQLzLnLSYBKvW8cTsMz/J8enEB7sS5ObG891MJnY4mI1hCiPTyiSgv3yY32Mb8MrDdcgtXHAVJO6czHG3UEJauhWsObB4Oo8u/Y72bGVA0BR6fT4RjzMLeS+2G1++2oRmrT3IvKTF11tuERaglXRGd4ipwyfTa+l+FrdQcWDNNrTKCaH8nyupYAnCJbGw/ziaLNjNgu5erJsUyMgvuxMz8wkyY7czZO5mXm5dC60WXOv/Ve9LkLAEuaeAltTsJizdFk997T4mhgzi94GhDG+cyKdDJvPogt18FwzfD+zI+G+DWTGq0z1TkYWlEdCTtnM7QxZsZ3irmui1oPZxKU1CEqcEAv69ZrDusRlkn/qG54bDL7uW46IHjxoliCxBLBYQb4vJrIxQtY4nRZxWXWfaD0dwcrEHvYZJLwUQePM6B7Ot9JPoFU6g5cMdadb27hM9p6ahZNf56+W3OXHhfHvlH8zu7ELk6L7U+3w7wwc0Jy8umdWuHQl5sk2F27ZKVSB9fvPTpVZNarnWofugQZWq+JWisPrrXAacch2wV7nhaniIsUZB+9LTrxG+9eQEsez2pQsho0Ybk2uL4Qihh5yTu9lMKOO6B+GsgoGfTGZu/8NkjepErbLLXFIC6vkF4eldxE+9KJWJgNrVB19X0GUbXiBPPW8fnMskZUnkXgLifS+V8l9WVY4n5o+IGhcmdHcj9XwOtQO8CLSHK+cyOVP+tpKDrQVy791PTVl6o6AsSczoOY7NHccwInAQMSFhxAxobliry9WB7rb7RgWxZMYCgRoteXVMC8b0CWLtqzN5Z8xLNK4td9AsECw+qCqIiT9Np/uLHVjRFDgxjF+O/w17sg11fVYff2YBj786k7cmDsNPXXySEqJoAd2FrYSFR3N28yzWMJ51bd1QpzYAJnPwSAqBzVw4e+oUNG1f0AgtOkVZW1IBRzfYHv0z9ZI8yM25QcMuoTSubf5nv6TpSjjzAsYnBswHkDVlKiDeZcpZZGJV6Xhi/pkf7GlYz40ej9Slg5eKKylpTN90pUgYWVmVBfx4KyaBmK+ewStkOlvm90HOC8t6f2voMnEb61aG0WDnBJ4LDmFH6r0bpmWdc/VJT09qYhzQgiGdQ4Ewtu9WLum40O/7Y2yMiWfd+lXUWzyBXnO2Vh+WctxSlcYVv4BGtHxc8Z7F2p0p2Hs/Sdj7z/NR/+a0a+bPkEnLwU2N1PYy3hE14cKJfRyOjSF2zx7SskW4jIUlORGoPgJV6Hhi/hKQ9gpvLLqKr6HbWy7JyjPB8qnWAs6qU4xo14uH54azO+wLkhy7MnKQ9NEv60rh27YP70fG4xcYxO97EujSJ6iss6i26eUlRvLipDDm7MqguzcM7DCBXsO/onv8TAJqG7up1H6U3uNhaVQCWRMflW5YVtYW+9ptCB2gdHgbRCvXbgz5zyZe7DyI9sPmc3jYXMNDbUlRo+m1ykUuqFhpfWf0G0nQb9YnDG4id5DvtJHvIiAClglUpeNJEXd+FJSbJGdLw8ey6lEZQ5tvAxfemjNrxhNDKH6uvnQcOJHRgzphHASwcDCZL6VAzum1LFmxlYxrWrISj3EQ8HWVJyBKyXnPaHpjR87c7PxRDPOvg7vjkpfCgZ3HyNJpybl0jK1RQGc/5FnlezKWfKHuDJGrt3LxmhbdlXh2rToKnQJw1meTlJiCTg9Zp9cyfuxyxo7sLo2fksuWOOSNXLlyWWIsCSgCIlCkQFU5npTsrLdICllZmQVUKjWb5n0Fsa6Fnu8BHCH+00iCVv61dQGDtnF4kJ6sxKPsiZhPQoYvz4/qg6uDGhd1/nuhMHRckWr1l1rJ59QuzsRP6kv3SflxHh8fzsjHfEqegIQsVkDd4BkWvv88I0MCjWFb8N7K5XiSxbwhXVlhXBrUdzprJirPAsnHKgF7SPpvX975f8ZUQibzy6udIO8YXz/elTXGxSP/vZmRwXWsykoi3y2gvJrir+c2714vS/5/e3cC3lSVP3z8W5o2KRS6QKEVAVsFZJFVEAERlGVaBEGLjhUHEAQRxIFXHdG/itugwMAIMgyIioA4g0UZEBDZ96UIWFkEtLUt0AoFC4SSNil9n5sF6JK0TdJLkv76DHNvzj3r5xxv7sndREAERKC8Ar60P/ErLCx885v9v09afuBsedsv8VwQGNA2gs7RtTiT4xm/xp3dMpPNtUcyqGXJyyIy1swlvdUQutRXthnYMWsEo2espu/4eTzUDHIJIwAjuSmLeWV5U2b+rTV7PxjK3thVJD7vGZfD1Q21tMtTvMszdPLyDOCvQ+uFc0iv8TaZyCswodUWHffeZu8t3gV5Bkxo0BYZ1CbyLivPXw72mrHuLd7l2c94QxzxVreXxFu81RVQtzRlfNcLC5rk5+f3lhceXqmL5eulRdw/jkF2GtkgdhQNrm3T0faRV1n22HwaK+/wuZxFaraRkOAg6NCJ3Y+DwWSi3ZfpPHstjaw4I1D8gNyZPCRNGQIaDVpNyd2f2Jfh5uRmf62ulLNoGrQ15LHiTpJKMhEQAREQAScFlDM/3168Yux7ySAPDHTSsELJauo0BGv9uVpYWKF0Etk5gWp+fuaE4u2cX0VTiXdFxVyLL96u+VU0tXhXVMy1+OLtml9FU4t3RcVciy/ervlVNLVyOOhfrdoqPz+/h5SfPg/vTb3Yd8PR8xXNR+I7IfBgszA6x4RgyL/qRGpJUlEBXaDlmR7iXVE55+KLt3NuzqYSb2flnEsn3s65OZtKvJ2Vcy6deDvn5mwq8XZWzrl0ukB/quuqHVZSK5Of3EsGE6dz8pzLTVJVSEA5w6ac9Cm4Kmd+KgTnZGTbCTbxdhKwgsnEu4JgLkYXbxcBK5hcvCsI5mJ08XYRsILJxbuCYC5GF28XASuYvNACnqskK+NR145zDte5lNxx5rJVBERABERABERABERABERABNwoUPKO3xsz1wQytGcjetTXciE9g3HrLpi33tnyVibcE2p9J4OJ3Zt+ZU6K8caUsi4CIiACIiACIiACIiACIiACHiXg4NRNABMSmpgnPkqNNf7WqLoQnjNPfIwcT79sfnxpp2630sqjmiWVEQEREAEREAEREAEREAEREIGiAg4mP3AyJZtVP+mLpIhqWIsQ4PyxU7y3LpVt5wrBX8vt8sTSIk6++8HE2nee5uN98l4o3+1jaZkIiIAIiIAIiIAI+KaAg8mPkaXbs1ifU/ojsDPPWB6QcPqyZbtc9OadA0SfuoONuw5x4vixov9Sj7FtyWxW/phTtGH6PUyefpq77ogAk56c7LPk5OjR6/Vkp+7gvVfnc9JUNIl8KkvAwNp3/kTdsMdYm1r05bemjO8ZEhbEi0sOlZWJbC+nQPa+RQwMC6Ku8q/rWLZlKOZ6Vo5X+sAaHhbEx8XHfjnzl2g3Cpj44bOx11wHjl9ElnX/UHo/3JhW1l0TMLDyVRnTrhmWP/XRzx6zjvMODOzawbr+GD8U/f24/BlKTIcC4u2QpxI2+tb+xMHkx2KntUfob2+DhHuTgOncQRKT0rhy8QIXi/1L2fIiW05fLNKc3f96h17/+w+d2Ez3iB4s/n47382KJyZhJrt+PkOrdrU5n130AL5IBvKhFAETWT9vAVYyefHuItt3ffkwa4Bf8+TnhSIwTn9I58NeI2m55CCnz2by7xaf8Oi7a1BG7PmkLYz6fCf7kw+zY89hBjYNdboUSWgTMHD6UjPWJKdzZE8iLBhJ4mHlBxX7/WBLKUtXBUxkbd3CqCVJJB89xv79xxjYVC7RcFXVXvrogR+yPzmFLYmx7Dgcy5ajKexP/pAWQm6PzKVw8XaJz4nEvrU/cfzAAyDHZH0kc4H1vTTWe3/CaipJjUTolFlQAQFOUEoSzxBo27kLre4ueaBXvUU/LkXUulZJ/ZFFzMl5ns+7BfP1k7E0mp3E2ISWmI6c5r8hnekX2/ZaXFmpoMAlGPX+68x95V8kj+9OK+ULU7+X6ZMhPg4u51cwP4leuoDpCueA6sYANJpQQmsr0WqYn/mvrNVr1JhbG8jRSul4zoQG02/cGGvCdtytrCnz+DL6wZmSJE3pAg0b3UlkZJlf9aUnltByC+hCo7g1FAyX6pnTNIiMQvYk5earcETxrjCZWxL4yv7EwR7Rn97tI2hzW00zmLZ2OKM7VmN5Si4manJL8/qMCzTSsq4fGK9wUE7tumVg3ZRMjKWfVVBCr7/9KZ1JXUay5r7nGRgWz464JaQntDRX12DMA0PpedyU9nhhofnn4Y5OjzK1xTss3JjCtP4x/Pbdv9nx2AJWdFrGK5e8sFGeWGVNU95ePY3mcS1Y2EJ5xfNwtmT2RoMeZX75dvcI3gZiR8/irTdGcJvOExvhXXUyZGxm9oKN/Lp2Kom8xH7zDy2hdvrBu9rm6bUNDIeN67+kYVo4+ZfzuaN7P5rVcfC17+kN8oL6yVXf6naSeKvn7Uv7EweXvVWjTYs6tAi1XN+mqVGDTneFEpF9lv/+cgX8dbRvWhMtRjZtOEmqev5S0k0RaMikE5mkf/owUXHTOPLFQOS40L0dkR/UiD6vDWfhkDXoOcsXz3zJG8/1oTZFLz10b6lVLTcTp1OPAi0Z1a0f8AkbdqQAwTyxPIXkE+ns37OGhnOep+PUzVUNp1LaqwkKIfr2xrTto3hPZfnWTOXUj51+qJQqVN1Ma0La4T3s27eHvTt2kXlJDhWr7mCQlouAiwI+tD9x8BOQkSkLS7/JOnnLr3y/J4AoDeTojVxx0VOSe4dAsOY4A6N70vXzRLbO/TupgffzwrAu3lF5L6hl3hWI7PEXunA/H85M40OeJ7l1KH8UvQ3IC1riuVU0pa6k55hPWHT0Cn0iYXinsXSMn06fsx/RuI71MpU63Rk0Eeau+IWc17tT8oJQz22fJ9ZMU6ctjyQol8Q+RbuQDsROW8/gBsH2+8HBt5Ints+T65SfBk/Om8YzzeWnKk/uJ6mbCHiDgC/tTxyc+SmjKwxGMmXiUwaSt2wu3x1bJ74Zww76ER16C92GvMr/G9bl2r0S3tJSz66nAXTteHY0fPjmLGKn/4VI6y0Snl1v76mdyXxxG+RftDzF0HKxZjg1TZns3nqIHIMBffYh1q0AujWUa/Zd7VpDCl8nbiZLb8CQc4zNSw9B1xh09vpBJj6uipdIn2eUB9CUQJEAERABpwR8ZX8iXzVOdb/vJNIEaFk9Yzokhd5wfw+ghSNvrqT5uuttbTwsiTPDTOSk/sS2r2dzPPsWhowbSGiAllo62wRKuaxChtV1tfKtBV67v0pDl8GzYM5cRvSz3FNlky1fThLLkYAu+mGWvf8Ej94TZY3WkqnrVhDJRaY93IGF1tDmj01j7xvKvUDy55KABlL/Gcuzz1hziXudLc91QRdssNMPLpUmiYsJXN+vFNsgH0VABESgggK+tD/xKywsfPOb/b9PVv1bhAAAIABJREFUWn5AXlpZwXHgVPQBbSPo3Syc3LzS35/kVKYuJMraMJ21dZ5jSOuSl0X8tmI2KW2H80ADZZuBjVP+wp8nryR+4gLi74LLhBGIkcsnPufZpXey6K22bH8zgW3917P5Zc+4HK661nLPmqd4u9BVXpHUa7xNJgwmEzpd0XFvMBhAo0PnJbMeb/E2GQyY0KArDmunHzx1sHuLt6f6VbRe4l1RMdfii7drfhVNLd4VFXMtvuJdIyhgkp+f31sy+XHNssKpPW3yU5EG6DMOkRFwB80idaDP5MRZI2E1g0ATYH74gcFkRKMJMmcZGuoZD/mUnUtFetj1uOLtumFFchDvimi5Hle8XTesSA7iXREt1+OKt+uGFclBvCui5Xpcxds2+VF+36wdGaKlbUPLI61dz15ycCQQFaLFv5ofgRrnb7dylH9lbguPbkW4rYDQ+rTwgjvBFWvlzxu9bdTetBRvdXtLvMVbXQF1S5PxLd7qCqhbmozvm+JtfrufMvmJalRbh9YLD8bVZXNPaZEhgeDnp/xP/tQQsEKLtxrYmMe2UpJ4i7dKAuoWI/sT8VZXQN3SZHyLt7oC6pZmOe5WniNlvp/30J6UC/Fyz486faBc9tY5uhZncuQJPGqI1w213NMh3mpog3ir42wrRbxtEuosxVsdZ1sp4m2TUGcp3uo420oRb5uEOkvFWxeoOayU5n3XXqljJKWIgAiIgAiIgAiIgAiIgAj4mIBMfnysQ6U5IiACIiACIiACIiACIiACpQs4fqCrJpChPRvRo76WC+kZjFt3wZKLvfDSy5BQERABERABERABERABERABEbjpAg4mPwFMSGhCa+sbFjX+tpNE9sJvelukAiIgAiIgAiIgAiIgAiIgAiJgV8A2oyk1wsmUbFb9pC+xzV54iYgS4IMCJjZPHcUXB7N9sG3SJBEQAREQAREQAREQAV8WcDD5MbJ0exbrcwqKtd9eeLFo8tErBHLTdrEj6Qipvx4v+i/tOHsT57LuUE7RdlxO4qM5mTSLrgMmPRfPZXPxgp7cy3rOp+1i5rsLyDQVTSKfyhIwsHlqf1rFDGZzWtGnABac2sALMeG8nXikrExkezkFzh9cwvCYcFop/+ImsPeUYq5n3WtKH1jDY8L5ovjYL2f+Eu1GARPJSyZccx3+2hLOKvuHvB/N4/qad1w48RMWcPHGpLLuksCJJYOt7vcxPO4+6/pgki+7lK0ktitgYN27sg+xy+PmDTK+3QxaZna+Nb4dXPZmkdDaAbEXbie6BHuogOmPZL490Ii/dKyD8cY6aiBt50SOhsbRq+X1t5nu/3Qy3RYvpB1biW/yGn2nvER46nxeP3Af/3i6Kc1ahZNzzkBUPcsjpm/MUtbtCZg4+8t288aPlu6l+0vdrkX84etBbAI65BfpnWvbZaWiAhnMf2QsTeftZl73uqx9OYYR/+hO0vQHyDmwncGzN/FUq1oYDBBy6/VxX9FSJL5NwMDv+qYs3nacWw37eKlXAt8+EcewlrfzyqbdvEgAGh0cmNmeV1IDze9esKWUpWsCDftOY+3909D/8jGPDoNlu74i2AThNVzLV1LbEzBxZud2Bs/bzrC7amIygDYy2F5kCXdRQMa3i4AVTu5b47vMyU+OqdBCVHC1CJW98CKR5INXCLTs2IlmbUoe6AXdGYe+Ts1rbcg9toTPLzzHh52DWT1qAPWnbGdYfHMKjmWyIqQTvXq2vhZXVioocAkGvzGRxW/P4+hz3WimHKBc3sfcGdC3F+TmVzA/iV66gOkKfwBBxgD8NaGEhCvRalw76I5ocDtR9eWApXQ8Z0KD6TVylDVhG8x7CPOZ4WCiGjWxhqfy8ZcwYnFvqjtThKQpVUAbEklUCOTp65q3168XKb6lSrk3sH6DJkTUK/PQyr2FVsHcZHzfnE73lfHt4LI3f3q3j+T5tpaDX23tcEZ3DCMKe+E3pyOkVDcIGEu/Tk0JvX7MncG02LFsOrKN4TF1eYUFTIlvbi48z5gHeXJmwpWeyM+B6Lsf5vU7V/PV1lRzVhkbPiZpwDwG3R/Hqesd4UoxklbThJf+O5nEMe1pFRfO6E+HsuylB/G3jvUZ/RuaLw964d0FZOQJlzsE8k5tZe7Ud5gY15z5jOdPxX5oObt+PomMZlDnOu4oTvIoJlD8wvVim+WjGwUCQ2HvlqVsXv8d61as4MS50r9b3Vhklc9Kxrd6Q8CXxreDyU812rSoQ4tQ5bAANDVq0OmuUCKwF65eB0hJN0OgAS8mpZA06yHq9prM5rn9kUsf3dsP+UEN6T5hKIljvieXbL7561eMf7onYXInhBuhTfyedgxoweDOccACtu9WJpvBDFx0hA1Jx1m7bjn1P51A35lb3Vhu1c1KowuhQfTttOyheM/gu51ZN2Bk8/XIOfSYMoSoG0JlVQS8UqAmnPp5H8kHkjiwZw9n9DL58cp+lEqXLuBD49vBuVkjUxYeKhUg2U54qZEl0GcEqmt+YXjbvnScvYTdC6aSEdiVEQn3+kz7bnZD8q9AxH0JdKA38+elM5/RbGgZSs6+m10z3ym/IG01j7+8gJm7ztO9HjzRfgJ9h82i+/HpRNe2XhZUuxv9xsPiNSlcfKkbtXyn+TelJf61WxMXr1zwlsBdIfcx+KONPN45wXwJVu6hZcymK4tjbZfA3ZQqSqEi4BaB/AwYOOPvPNlU7nl1C6hk4lECvjS+HUx+PMpcKlOpAuUbBqmrxpNEHI+GRNHpgT8RJ6d+3Nwryh2ybXjqaRj3/hx6vLudCEAeKu4+ZpP1Qk6jPgfqhWL5XTaM4IIs9u89zx3tY9DoU9i6BujcALk33EX7vFRWr82gw4MdqWVKZ9fywxAbbb33RM+6WRNh9HJaCbSL0JLcUwTyjcrTI2Xy4yn9IfVwr4CvjO/yHfW6105y8yABjUbLxjmz4EDIDff3AIFw/P3VNPn6emWjE7aRnGDiYtph9qycS8r5KAaN7E9IgJZgrfVtuObDSRlW19XKtxZ47f4qDR0HTYdPP+HJPpZ7qkSzfIbliaVt9BDz3xjEiF4x1ugteP3rr4jgInMGdyXRGtpkwGRWWe8FKk++EseOgD9k/HsAr/zVur3XRJY9bTlbXHBqI6+vg5lvdLaTWIJFwLsEru/HvaveUlsRKI+AL41vv8LCwje/2f/7pOUHzpan7RLHRYEBbSPoHF2LMzlF3+fiYrZOJz+7ZSaba49kUMuSv1RlrJlLeqshdKmvbDOwY9YIRs9YTd/x83ioGeQSRgBGclMW88rypsz8W2v2fjCUvbGrSHzeMy6HqxtqaZeneDvdUV6S0Gu8TSbyCkxotUXHfV6eAfx1aL1kxukt3gV5Bkxo0HoLrJ3/3rzF2071vS5YvNXtMvEWb3UF1C1NGd/1woIm+fn5veUlX/HqAlWl0iLuH8cgOw1uEDuKBte26Wj7yKsse2w+jZV3+FzOIjXbSEhwEHToxO7HwWAy0e7LdJ69lkZWRMBDBTQatJqSu7/ikyEPrb3XVctfqzM/Uc/rKi4VFgEREAER8DkB5czP/85fzu//R648lUSN3g2rHkBIkD9Xi742SY2iq2QZ1azPMxRvdbpfvNVxtpUi3jYJdZbirY6zrRTxtkmosxRvdZxtpYi3TUKdZTU/8PevtsLPz+9h5afPE8kZerYcU179J3+VLXB/01DuuS0Eg1GeTl/Z1kr+ugDLo9rFWw1t8VZH+XopMr6vW6ixJt5qKF8vQ7yvW6ixJt5qKF8vQ7yvW6ixpgv0J8i/2gmlLGXyc+mPXCMp2VfUKLvKl9GqQTBXCwsxFRRWeQs1AK5qLM7irYY2iLc6zrZSxNsmoc5SvNVxtpUi3jYJdZbirY6zrRTxtkmos7x61Xw8eEkpzcFLTtWpjJQiAiIgAiIgAiIgAiIgAiIgAmoIlLzj98ZSNYEM7dmIHvW1XEjPYNy6C+ZnII/o24j7Iq0veTFeYfnqVL7JlptYbqSTdREQAREQAREQAREQAREQAc8ScHDmJ4AJCU3MEx+lyhp/a9TgmtwbqeVCjoHLym0rAUE8dG9tz2qV1EYEREAEREAEREAEREAEREAEigk4mPzAyZRsVv2kL5pEn8O7y44ybtkv/N9O5UwQaII0hBeNJZ98VsDE2nee5uN98l4on+1iaZgIiIAIiIAIiIAI+KiAg8mPkaXbs1ifU/ypZAWkmsOq0b95sJnlTMZFzvsokK83S5+6g427DnHi+LGi/1KPsW3JbFb+mFOUQL+HydNPc9cdEWDSk5N9lpwcPXq9nuzUHbz36nxOylPTi5qV8kl/ZD51wx7jBxtv9g4GhgXx+eo5pYb/53g2/+kfxMfF+6OUvCXIscDJrbPpHhZEXeXfk9P5zfq+Yf3xVQyxhXcdy7Ysz3gRsePWePpWEz98NtZiHRbEwPGLyLLuH7L3LTKPeXM/KN4Z4u3e3jSw8tU/XbNXnGX/4V7hG3M7+tljVusODOzawbr+GD8U+/34xjSy7oqAjG9X9Cqa1tfGt4PJj4XGemdPCacu90bTo7Y/GC/xya7LJbZLgHcImM4dJDEpjSsXL3Cx2L+ULS+y5fTFIg3Z/a936PW//9CJzXSP6MHi77fz3ax4YhJmsuvnM7RqV5vz2XIQUwStlA/BzR/mvRYriZ3yvXnr2vd6siNuAY/HxZcaPqCJjkvnIa+UvCSoAgKGA7z28Iv0WnKQlNSD/C3tNYbO2wGk88E98TB9PSkZKczs8AmPjvwKGckVsC01qoHTl5qxJjmdI3sSYcFIEg8rM/50Puw1kpZLDnL6bCb/bvEJj767RrxLNXQ20ETW1i2MWpJE8tFj7N9/jIFNLT9YOpujpLMvED3wQ/Ynp7AlMZYdh2PZcjSF/ckf0kLI7aO5tEXGt0t8FUzsa+Pb8QMPgByT9ZHMBdcfaNCq9W2MbB4ExsvMW5LGzxVElOieJdC2cxda3R1aolLVW/TjUkSta+H6I4uYk/M8n3cL5usnY2k0O4mxCS0xHTnNf0M60y+27bW4slKWQARPfbqA1+55mH80fp0PFsB/jj6KDo2dcDkML0u0PNv1x3ayhn680qspwRoY/s/X+aDXQX7vd5K53M/6J7oQrIMBz8xiXJeVHNc/RSs5eCkPrZ04wfQbN8a6rR13K2tGwHSFc0B1YwAaTSih5ttGa5jfvWAnIwl2UqBhozuJjCzzq97J3CWZTUAXGsWtoWC4VM8c1CAyCtl12HQqbynju/Jsb8zZ18a3gz2iP73bR9Dmtprm9mtrhzO6YzWWpwXwwt2W/6RNF02073IrXQJNfLcpi2S53OnGseI960blaKTknxJ6/UxDOpO6jGTNfc8zMCyeHXFLSE9oaU5kMOaBofQ8SuYqITYBXZPHWTbxMx6d8A7xs5N4wHqAYi/clk6Wzgvo6t0GvMjeg5k0blmTX4//Ai3aw8VsoB8xOkveuoat6EKi+Tjd+dIkpSJgyNjM7AUb+XXtVBJ5if3mH1pCeXv1NJrHtWBhC+DwcLZk9pbJj5uHTGA4bFz/JQ3Twsm/nM8d3fvRrI6Dr303l18Vs5PDIPV6Xca3eta2knxlfDu47K0abVrUoUWov7nNmho16HRXKI1qBFz7gtLUDqH9HaG0aBiC/LBkGxq+umzIpBOZpH/6MFFx0zjyxUCsx4m+2mAV2mXCmKf8/g2XL+XeUJ698BuiyKpTAprIPqx4/wle6hXDLVERxI75EsK1mHfoykG47U8TYFuTpYsCmqAQom9vTNs+/YCpLN+aqZz64XTqUaAlo7op4Z+wYUeKiyVJ8hICNSHt8B727dvD3h27yLzkK4cuJVoqAVVRQMZ3Vex1t7TZwU9ARqYsPFRqIbtTTpUaLoG+LRCsOc7A6J50/TyRrXP/Tmrg/bwwrItvN7oSW6c/soA/T6/NzM+nMW7I/ayMu0S/BhpKD7dVxMF/srYosnQgoKHTqE85M2qe8pxKflvxNB3/WxOdMtc5vJNMEzTWgCH9EDuoRXXhdmBZvk2aOm15JEG5JPYp2oV0IHbaegY3CKbnmE9YdPQKfSJheKexdIyfTp+zH5n9y5ezxCpLID8Nnpw3jWeay09VZVnJdu8TkPHtfX3mKTV2cObHU6oo9ah8gfL9yn3imzHsoB/RobfQbcir/L9hXa6dBaz8OvpaCZnM7fI8zd+azJ/7j2HRUBg+ZgF67IVb2n8h+xQ5OWfJyspEL7cBVXxQmPT8lpqJwQQ5x1cxdMiX/G3sA9SO6UQsX7Jw9TFMprOsnjMS4h4lWo4ZK258YwpDCl8nbiZLb8CQc4zNSw9B1xh05Jtj5V+0PO7QctFsODVlsnmjnlvW84yyo3ALpGTikQIyvj2yWzy+UvJV4/FdVLkV1ARoWT1jOiSF3nB/D6CFI2+upPm66+U3HpbEmWEmclJ/YtvXszmefQtDxg0kNEBLLfNP50pc5bIKGVbX1UpfO7lhBh8wnB0jLQ+J6PPaGpo3jmX+Z4dKDV92ZACRHVryWnwbPrRm+cbmTMa2LvmgitJLlFCzgOk3prTrQKKV44WPd/LCvRFABO8lvke7+DbMNW8bzpoTygMo5M8lAQ2k/jOWZ5+x5hL3Olue64Iu2MCy95/g0XuirBtaMnXdCiJdKkwSFxcILHLfZvGt8lkEvFtAxrd399/NrL1fYWHhm9/s/33S8gPy0ko1OmJA2wh6NwsnN6/4+5PUKL1kGVkbprO2znMMaV3yMO+3FbNJaTucBxoo2wxsnPIX/jx5JfETFxB/F1wmjECMXD7xOc8uvZNFb7Vl+5sJbOu/ns0ve8blcNW1lnvWPMW7ZA/4Voh3eJswKKfNdMHois/TTQbzGbVg5ZFvXvDnHd5gMhgwoUFXHNxkwmAyodOJtxcMN9Wr6C3jW3WYSipQvCsJ1k624m0HppKCFe8aQQGT/Pz83pLJTyUh28vW0yY/9upZWrg+4xAZAXfQLFIH+kxOnDUSVjMINAHmX8gNJiMaTZA5aWioZzzkU3YupfVk5YWJd+XZlpazeJemUnlh4l15tqXlLN6lqVRemHhXnm1pOYt3aSqVF6Z42yY/yu+eoRE1A2l+S43KK1FyviagWFer5keAxvtutwqLbkWYrSWh9WnuBVdcKdbKnzd626i9aSne6vaWeIu3ugLqlibjW7zVFVC3NBnfN8XbfOSqTH4aNalXnbDq5bvpXd2q+l5pETUDzJMfjb/loNz3WuhZLbLtXMRbnX4Rb3WcbaWIt01CnaV4q+NsK0W8bRLqLMVbHWdbKeJtk1BnafVuqJSmTH5+3PFLzkC550cdfOWyt87RtTiTI0/gUUO8bqjlXgLxVkMbxFsdZ1sp4m2TUGcp3uo420oRb5uEOkvxVsfZVop42yTUWSre9cKCkpXSvO/aK3WMpBQREAEREAEREAEREAEREAEfE5DJj491qDRHBERABERABERABERABESgdIHiD3otGksTyNCejehRX8uF9AzGrbsABDK6XzSd6lruETIZr/DN6lS+zb5aNK18EgEREAEREAEREAEREAEREAEPEnBw5ieACQlNzBMfpb4af2vU4GDa1tWQnvoHKZcK0AQE0f/uEA9qklRFBERABERABERABERABERABEoKOJj8wMmUbFb9pC+aSp/DyE8O8/rGU8w7klt0m3yqAgImNk8dxRcHs6tAW6WJIiACIiACIiACIiACviTgYPJjZOn2LNbnFBRr71W63BvNvL804/17agKF7Nz3R7E48tFbBHLTdrEj6Qipvx4v+i/tOHsT57LuUE7RplxO4qM5mTSLrgMmPRfPZXPxgp7cy3rOp+1i5rsLyDQVTSKfyhIwsHlqf1rFDGZzWtGnABac2sALMeG8nXikrExkezkFMnfOJT4mnFbKv1EzycizJMz99TuztTk8bgJ7fy/aF+XMXqIVETCRvGSCxTomnOGvLeGsdf9grx+KJJcPLggYWPeusl+xjvWYcL4ovj93IXdJWlxAvIuLVObnE0sGW8f2fQyPu8+6Ppjky5VZatXN29e8HUx+LJ2sLaWv8/NNXLhs5LJ5XuRHx3siCColngR5voDpj2S+PZCO4dJFLhX7l7ZzIruyLhVpxP5PJ9Nt8ULasZX4JrEs27STTfMS6PTMHH44cZZmrcLJOScHjUXQyvxg4uwv24HVfLR0b5HYP3w9iE1AWr6xSLh8cFIg70feHzyRbvN2s/vAbsZkTGL857uADD7qlQDvrmL3T0d4p+0CRoz/Guu8yMnCJBkY+F3flMXbjrN53RL4cizf/pwDdvtBzNwnYOLMzu0MnredDbt+ZO2mH4ltHOy+7CWnYgLiXQykUj827DuNtduOsOyz3iT93Jtlu46wdts0mtao1GKrbOa+5u34gQdAjqnQ0tkF1x9okPRDBkk/ALpw/vXkLdSIDKGT5iyb5Bd/r/wPo2XHTjRrY37pbZH6B90Zh76OcnbP8pd7bAmfX3iODzsHs3rUAOpP2c6w+OYUHMtkRUgnevVsbYsqy4oKXILBb0xk8dvzOPpcN5opO/DL+5g7A/r2gtz8imYo8UsTyD2xm03EMbZ7E6pr4Im/T2T2I8lk9znFYrry30fvpboW/vSX6bweu5qUywmWvigtMwkrh0AwvUaOssZrg3kPYQJ7/XBx5L3UKkeuEqX8AvUbNCGiXplf9eXPUGI6FBBvhzxu26gNiSQqBPL0dc151q8XSXW35S4ZFRfwNW8He0R/erePoM1tloNfbe1wRnesxracGozroOXAiUsERIRgnmQXmORSp+IjxZs+G0uftSqh14+5M5gWO5ZNnUYzPCaBpF4LSIpvbm5lnjEP8uTMhCtdnp8D0Xc/zOt3Tuarram8ERtNxoaPSRowjwV3L+fvxW69c6WsqpxWG9EImMjBQ1nENAvmt19+gTvbwaVzQF8aWU91a29tSQe+Rka166Ml79RWFizZwm+bZrCK8axtE4r299L7wcEXkusVqYI5BIbC9i1LqZ8RjjE3n9u6xNG4tihX1lAQ78qStZ9v8Rsz7MeULe4Q8BVvB5e9VaNNizq0CPU3e2lq1KDTXaFoz1/BoAui0111aR+pBaOBTZtO8bM7VCUPDxZowItJKSTNeoi6vSazeW5/Srsk0oMb4PFVyw9qSPcJQ0kc8z25ZPPNX79i/NM9CeOix9fdWyroX68nC94YxDuPNKdts4YMfvkrCNVinv7feUMrNJZH+d8QIqtOCmh0ITSIvp2WPeKAGXy3MwuH/eBkOZKsFIGacOrnfSQfSOLAnj2c0Zf+Q1cpKSXIGQHxdkZN0oiA6gIOfgIyMmXhoVIr9MMn5wgPDkBrKiDTcP1yuFIjS6DPCFTX/MLwtn3pOHsJuxdMJSOwKyMS7vWZ9t3shuRfgYj7EuhAb+bPS2c+o9nQMpScfTe7Zr5UvoZ2Q+eSPHS28gB/MtaMou/yYLTKXOfnXfxugmgN5J08TBK1CHKwh/Qllcpsi3/t1sTFKxe8JXBXyH0M/mgjj3dOKL0fKrMiVTDv/AwYOOPvPNlUVwVbr36TxVt9cylRBJwRcHDmx3F25/VGmfg4JvKireU7wktdNZ4k4mgQEkWnJ15iVMK9WM4LelFTPbqqBtC24amnYf77c+jx7pNEgOWshEfX24sqZ9KTkZZFngku/vod48d8xZgR3Qm7rSM9+Iqv1h2nwJTNhk/HQq8BNJTTm651bl4qq1ds5exlA3kXjrNr+WG4N5rqdvpBuF3jLi11vlEeQFOaS2WFiXdlyUq+IuA+gfId9bqvPMnJwwQ0Gi0b58yCAyE33N8DBMLx91fT5OvrFY5O2EZygomLaYfZs3IuKeejGDSyPyEBWoLNP50rcZXLKmRYXVcr31rgtfurNHQcNB0+/YQn+1juqRLN8hmWK1ZBOv/q0ZVV1sgj/rmJER3qAHV45bNJ9BnWicXmbUNZnDRALu0sF6qDSP6Q8e8BvPJXa5xeE1n29L1QcMROPzjISzZVWOD6fqXCSSWBEwLi7QSaJBGBmyDgV1hY+OY3+3+ftPzA2ZtQfNUrckDbCDpH1+JMjmf8Gnd2y0w21x7JoJYlL4vIWDOX9FZD6FJf2WZgx6wRjJ6xmr7j5/FQM8gljACM5KYs5pXlTZn5t9bs/WAoe2NXkfi8Z1wOVzfU0i5P8fb1Ee8d3ibyLitn2YLRFp9Zmgzk5kH1GiX/e/DEvvMObyjIM2BCg7YIuIN+8ERswFu8PZSvwtUS7wqTuZRAvF3iq3Bi8a4wmUsJFO96YUGT/Pz83ir+1e9SxpLY+wQi7h/HIDvVbhA7igbXtulo+8irLHtsPo3r6eByFqnZRkKCg6BDJ3Y/DgaTiXZfpvPstTSyIgKeKKBBW8PO+040OvMjsD2x1t5cJ3+trpRLZB30gzc3VuouAiIgAiLg0QLKmZ+vz1zMG5itl4e6qtFTETUDCa+uoeCq9f1JahRahcvwr+Znbr14qzMIxFsdZ1sp4m2TUGcp3uo420oRb5uEOkvxVsfZVop42yTUWVar5ofGv9o3fn5+jyhnftKOZeWy45ccdUqv4qV0uSOEuxvVIs8oT8lTYyhoAyzP9BBvNbRBvNVxtpUi3jYJdZbirY6zrRTxtkmosxRvdZxtpYi3TUKdpeKt8a+WppSmTH5ysvX5HM28rE7pVbyUppHVuXq1EKNJJj9qDIUAf8uZH/FWQxvEWx1nWynibZNQZyne6jjbShFvm4Q6S/FWx9lWinjbJNRZWr3NZ3qcftS1OlWVUkRABERABERABERABERABETAPQKOH3igCWRoz0b0qK/lQnoG49ZduF5qndrMfDiKEODHbceYflzuGbqOI2siIAIiIAIiIAIiIAIiIAKeJuBg8hPAhIQmtFbefK5cH+d/40miaoy4P9I88VG2BVkvLbLElP8XAREQAREQAREQAREQAREQAc8TuHFGU6J2J1OyWfWTvkR4eEwU94Vfc+6DAAAQAUlEQVT6ceGS8kJL+RMBERABERABERABERABERABzxdwMPkxsnR7FutzCoq1IpDRXcPAkMOifZes2+SxzcWQvP5j1r5FvDj+ZV588k/8Y8Uxr2+PtzTgtw2z6R4WRF3lX//pnJTfF9zeddn7FjHQZtx1LNsylBcO61k5/k8Wd+u2j3+UJ2C6jm/ih8/GXnMdOH4RWcqYNhxgiK0PlGXXILqPmo+Iuy5+PQcDK1+VMX3do3LXjn72mHWcd2Bg1w7W9cf4oeTvx5VbkSqTu4xvdbvat7wdXPZmYdUW072zfX2aBEDK/myyq9czb9VUDwTknp9iVN770XCI0b1WMuWPpTQ27KVu1GC6ZyTR3s57Ib23oR5Wc8MBxse/SPz/DjO4lYY932zhinJcLu5u7Kh0Puw1kpZLDvJVr3qsGBPFo+8+SPrcXpxP2sKoz3cyqm0IV65AWMNQN5ZbVbMycPpSM9Ykp9Poyl6euSeexKH9GNu6Me/tP8hbBKAJgr0ftODZX7Xmx49WVSn3t9tE1tYtjFqSxJi2tTBdAV2U7Ezc72zJMXrgh+zv+SGXjs/h/njYcnQFNY1QR8griVzGdyXB2snWt7zLnPzkmKxndQosj2a+I7K6GSbmnjuYZCWKaRPNy5eOMUUeemBn0HhZsKY6Dw7tBMovtDmngGhq6bysDd5YXZPlB4SaITUJDY2gz7CnvLEVnl1n0xXOAdWNAWg0oYTWVqpb49pBd71Gjbm1gRytuK8Tg+k3bow1u3bcrayZh3kwt0Y3tYan8M8F8ML//iTzfPfBX8upYaM7iYws86v+WnxZcU5AFxrFraFguGT5UbhBZJSMZ+coK5RKxneFuFyO7CveDvaI/vRuH0Gb22qasbS1wxndsRrbDp5kVR0NxoJCQuqG0yNax/n0M3yXLmd+XB5VnpKBJoaxMyYA6bzXLIEXlhymsYOR4inV9vp6BLfi+Qkt+XP3hiwfPYu/TxhMszoy63Rrv2qa8vbqaTSPa8HCFsDh4WzJ7I0GPfnA290jeBuIHT2Lt94YwW3C7zK/IWMzsxds5Ne1U0nkJfbfXfSMWtaaf7OQ59nfLcLlsiSDogKB4bBx/Zc0TAsn/3I+d3TvR7M6sjMvquTeT3Klsns9HeUm49uRjvu3+ZK3g3t+qtGmRR1ahPqbBTU1atDprlCqnbrA0h/P8c2h8/z3N+WaHMhMO0eyZdX92pLjTRPQ/5jIvolbeC025qbVoWoVrOOB15PYv24Jt299nvsb38dG8w0SVUuhcltr4nTqUaAlo7r1Az5hw44U87WFTyxPIflEOvv3rKHhnOfpOHVz5ValiuSuCQoh+vbGtO2jeE9l+dbMG1p+li8SZhE7ezi33hAqq24SqAlph/ewb98e9u7YRaY8pMhNsJKNRwjI+Fa3G3zI28FPQEamLDzkEPZKykmGpJx0GEc2erNAfZ4e0MqbG+CVdb/17oFM257ObWENSdz+Kw/E2y4P8srmeFSlTakr6TnmExYdvUKfSBjeaSwd46fT5+xHNK5jvUylTncGTYS5K34h5/XuFD1P4VHN8YrKaOq05ZGEtsBTtAvpQOy09Qzt9pT5kiD9j0v5gPtZ01/GeGV0Zn4aPDlvGs80l1OYleEred5cARnf6vr7kreDMz/qokppniZgIuXEKbJ+TfO0ivlsffTHV/HRks1k6w3kpB4mCagfVstn23szGmYyX9wG+RctzxWzXKwbTk1TJru3HiLHYECffYh1K4BuDeWafVc7yZDC14mbydIbMOQcY/PSQ9A1xuqq59spL8KEV+RhKq46O0ifZ5TLMhzwyCYvF5DxrW4H+oq3gzM/6oJKaZ4moGfPM6/xGlqe+KOpHASq0D26WjU4MiaW5tb7w2MnJvLCg1EqlFx1itBFP8yy95/g0Xtsri2Zum4FkVxk2sMdWGilaP7YNPa+odwLJH8uCWgg9Z+xPPuMNZe419nyXBfzB1PGOsathkXvd3WpCElsX0B5Dmue/c2yRQS8WkDGt7rd50vefoWFhW9+s//3ScsPnFVXsYqWNqBtBL2bhZObV/z9SZ4Hos9OR6+7hchg7z0ErK613LPmDd62EWAwGECjQ+eF7F7jbTJhMJnQ6YpeDuRt9t7ibTIYMKFB542D2vYfpvKUQC/cn9xQfa9bFW91u0y8xVtdAXVLU8Z3jaCASX5+fm954eGVulhVubTgOnLZz83o/+IH5DejDj5fpkaDTlNy9yf2ldPzGp1OzqJVDq3kKgIiIAIiUEEB5du/Zlj1AGIigiqYVKI7IxBWXUM1Pz80/n7OJJc0FRRQrJU/8a4gnJPRxdtJOCeTibeTcE4mE28n4ZxMJt5OwjmZTLydhHMymXg7CedksmrVzMeD5vf3KJOfxq1uDaZBeNHLP5zMW5KVIRBWQ3m5YjW0ZcSTze4RUKyVP/F2j2dZuYh3WULu3S7e7vUsKzfxLkvIvdvF272eZeUm3mUJuXe7eLvXs6zc/C2TnzuUeMrkZ/+W43/0l3t+ymJzz3blnp/O0bU4kyNP4HGPqONc6oZaJvXi7djJXVvF212S5ctHvMvn5K5Y4u0uyfLlI97lc3JXLPF2l2T58hHv8jm5K5biXS8s6ICSnzzq2l2qko8IiIAIiIAIiIAIiIAIiIBHC8jkx6O7RyonAiIgAiIgAiIgAiIgAiLgLoGSjzu6MWdNIEN7NqJHfS0X0jMYt+4CEMC4x5rQvjqYrDeSn0/NYPxGZZv8iYAIiIAIiIAIiIAIiIAIiIBnCjiY/AQwIaEJrQMsFdf4Xz9JpAvwg6tGzlw0oQmsxtkLyjRI/kRABERABERABERABERABETAcwUcTH7gZEo2J/N19L0ruGgL/MF05gwTv/ujaLh8EgEREAEREAEREAEREAEREAEPFbh+OqdEBY0s3Z7F+pyCEluUAE39+nw+vCWf/OUOnqzvX2ocCfRegbMHl/D2a6/x9qj+zF1z3Hsb4gU1zz22gFYxg0m2XTl6bhfDY8L536/n+F9COF8cyvGCVnhPFc8fXGL2bRUTTqu4Cew9pTx5Uc+61/pjDlPCY8TdPT1qInnJhGuuw19bwlnrhQKl94N7SpVcFAED696VMa3WWDixZLB1nN/H8Lj7rOuDSb6sVg2qVjnirW5/+5q3wzM/Cm3J96Nc5cjP57jkX0hQnRBa19XR+8Fb2Lgwg0x1+0JKqyyBvCO88shq/i9lMdF5+2jVbDj3/rSNVjUqq8CqnW/1pg/xtzsnMHjWBpL/70E2T+9LUq95/Ot2LYk5kF+1edzc+gzmPzKWpvN2M697Xda+HMOIf3QnafoD5BzYzuDZm3iqVS0MBgi5NdTNZVfF7Az8rm/K4m3HudWwj5d6JfDtE3EMa3nJTj/0L+U7pyq6uaPNJs7s3M7gedsZdldNTAbQRha7isMdxUgeZoGGfaex9v5p6H/5mEeHwbJdXxFsgnD53qyUESLelcJqN1Nf8y5z8pNjKrRgFFy1ohTw7V7bNOc8bw5tQkw1f0JAJj92h42XbfAPousTHS1PtMg5DTSiZslZsJc1ypOrW4f4WfP4oNcg5sZMZPaXMGfXALTIu6Dc3mumKygX6wYZA/DXhBISrpRQw/zCM2UtosHtRNWXA0T3uQfTa+Qoa3ZtaK2sKWd+yugH95UvOdVv0ISIemV+1QuUiwLakEiiQiBPX9ecU/16kVR3MU9Jbl9AvO3bVMYWX/N2sEf0p3f7CNrcVtPsqK0dzuiO1Vh+5Crj4sJJ/01PQEQoMcoVbwYTZypDW/K8OQKaaIa9Nw7IYOa9Qxkx7weiHYyUm1NJ3ypVe3s888cvZMT/TabvlO10kYOVyulgTRNe+u9kuj/ensQ7gZ+Hsuzog/ijN59hm9G/ITOAHk9P58WXhtJAJv0u90Peqa0sWLKF3zbNYBXjWdtGOaMWaqcfXC5OMrhBIDAUtm9ZSv2McIy5+dzWJY7GtWVnfgOR21dLv1HA7cVIhlYB8VZ3KPiKt4N7fqrRpkUdWoRa7ufR1KhBp7tCiTAVoquprNejfaQWDFdYvvY059X1l9JUEMg99A0/jv+ecT2jVSitqhdhwmiwPEAkV59b1TEqsf0mfk87BrRgcOc4YAHbd6cCwQxcdIQNScdZu2459T+dQN+ZWyuxHlUna40uhAbRt9Oyh+I9g+92ZplP/5TeD1XHRZWW1oRTP+8j+UASB/bs4YxensyqirsUIgIi4NECDn4CMjJl4aFSKz/+kyOEB/uj5SqZel+ZB5ba1CoeeAt/jmtZxQ3UaX7uscWMnhPGO7Mn8/qY3qzrdYZe9W1lO/jP1BZFluUSKEhbzeMvL2DmrvN0rwdPtJ9A32Gz6H58OtG1rZep1O5Gv/GweE0KF1/qRq1y5SyR7An4125NXLxywVsCd4Xcx+CPNhJfP9h+P8hwt0dZ4fD8DBg44+882VRX4bSSQAREQAR8VcDBmR9HTb7Keb1RJj6OiLx+m4m0lNOcSU33+pZ4fgOyWBQ7gSavvMPDsaOY+QT8v5cWYzv/c+ncaS5eyObs71nk5nl+azy5hibr4yOMessT9Cy/g4cRXJDF/p1HuJhnIPfcEbauATo3QO5VdrE381JZvWIrZy8byLtwnF3LD8O90QTa6weZ+LgIXjJ5vlHuHSypIiEiIAJVWUC+aqpy7ztsu579f53EB2gZmNJEbtx0aOXaxswts5jNUP43xHw7ON0nLKdJhwGsOtaPum1b8MGwTsy3FjF+RQrDWspTyJwV1zZ6iPlvDGJErxhrFi14/euviOAicwZ3JdEa2mTAZFa9pNwLJH8uCfhDxr8H8Mpfrbn0msiyp+9FW8Ngpx9cKk0SFxMIRJ4WWYxEPoqACIgAfoWFhW9+s//3ScsPnBUOFQQGtI2gc3QtzuR4/q9xuecyuKyLIqKG986R64ZaLvfwBm8Vhl+lF+E13iYTeQUmtNqilwPl5RnAX4fWS4a8t3gX5BkwoUFbHNZOP1T6QHWyAG/xdrJ5HpdMvNXtEvEWb3UF1C1NGd/1woIm+fn5veUlX/HqAklpFoHqtRvIGR8ZDL4poNGg1ZTc/RWfDPlm49Vvlb9WV/pZNDv9oH4NpUQREAEREIGqIqB8+7fsFBNCo9pBVaXNN7WdUSGBhFQPIChQLqhRoyMCAyzO4q2GNoi3Os62UsTbJqHOUrzVcbaVIt42CXWW4q2Os60U8bZJqLO0epuf4qVc9tYHUJ5lrLzNUv4qX+AWaxHiXfnWSgnirY6zrRTxtkmosxRvdZxtpYi3TUKdpXir42wrRbxtEuosxVsdZ1spineKn5/f97YAWYqACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACLhT4P8DZ3cK1u+PFlwAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "某购物网站用户信息\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "新来了两个用户,知道他们的嗜好,该给他们推送哪个?"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "样本集划分\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "#### 第一步 Bayes公式的分析\n",
    "公式一:![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "公式二:![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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2V9HIkBhNhvZs0EAKMUgiAORI2zSAIt86ISCcsKmKRxM2wMUU1BRfeyG2ww8/fOY+sxUiRjLwN6gaQLWrNiYbBlvaD62JB37NmjWFjGnSPve5z30KhogdvogTESJhXuyb3OQm0eydriG76oJgeMK1l3LCWPvB58ADD6ysEqjLhzb2XD8Nj7nH4KMD68hmJfKAufSbZABreZq5udaxb6tUyJHfmmm1xY979efi2S7PeybMZGTEgEPu9Q/lVkf24pUrVxaloK41qzcZphA0BzDlMpsyvSd/BnJYmD14Rlvr0+5TNshUBLMrSgCly2+DQhODueKTZ05Isz0zQ1q5+uIWgwaNuR7Isn5IPgzu9XLW47X9PzYZ02BPOumkkqkOHUSsw7HFAn3YtZf1AtKKVAQJBYHWf9fwNHLXtoB4rHE0zYmptg4SGh9vr45OC9Q4vovbDNIhdLSjINhmnPjueRqjMolrWt0UuojrKl+EMFcc8XRMdUGyhBu2OrkRW4N7XjoRkLy8OZ1oY36nHQviESZx6p0QCSlPaDv9yAABmSnQSOsDiHQ9g5yQZQTpCTHw+N/AYC06zVoazCI0Um0D62abEnDxldtMh1lBJ91vv/3mnE1EGfpdQ0a1MRME+Q0NzzPkjwanTM2AWGBfJ5uIo66m6QZEA5aZoqA9KAA0RmvZ60Fe5FT+6t+WZz1+vb3dr7dlPV7b/81n2+LMdc+gqe8xPxiotI8ykx99FQe09Vl4MWmRzWZ5PW+wI+chP0xEZALJmqHGDIz81PFBfHxHc80s6/VRzmb+9d/jf9xmZsQkpv8w+QnqRkFk7qRE1IN2JJsURfLl+7BhbDIGsJGrufxLY/E201qA2DVoYARBsw3tq55GEEc/YHWi+vRBPFMrIAGTpiN9abelH3mZUgM1hC3uz3VFfm3C2HyGQAwi4niGHdXnQx/6UCFhgqeho/MG6Ymvs/nQUGIginQQJqeLNrE2m1CJY+RXRx1MZ+kX1MtMpJ8wt5F4tFE8oyMhc3JDe9QOTE20EHHJVDOYPej47LRmAzSTYTtfM634boBFLAZ+JhhTzGGDDkdG24jNoH/ssccWDclaZfUT4NrsvJFfYITI620ZvzevcA48XeP/ZrxB37s+qy/o1+qNnMhSl0DeDUrN8sKIxhz1kj6FAyGadYVZo43czF4Mfl2UvmHqTT6ZWskrpU25BYNGEHNb3bVl1KPt9373xiZj0woaMCDrO4jcM33Q2QBpek3ojYxANroZ7cSj8QCSVhW2YZqHjkeAjY6mAzofggkgEQMCaeu87svfVML0GoCcAoQdqdWdNaZd4nGiNEkUqATF8/7vFzQAje2LX/ziTLymwEW5o+NFWuoOvzbbtzjqwgnJ/sb5Y9rEzmqgoB0TXB+CS3DEp5nT2hBGM5gRSIdJgt1cubTJAQccUMrRjF//ruzyMi2FZQT3hbg279exkBcbLHMEM4MBgTbF/MG0QujVBSnpfPGsNtL+pq9si6asXZ0kUS5Xsoc42TC7ELFnDUjaLcpWT1c5ySx5HtaEAk99Qx8ha4OCvqYP0QqFtnIMSmOU3/VL/Uo/nUuJaUtbX1Y3ctvsA+LXFRN9mmyTX+0cgRlEf4S9gYEMw5vtHh6DApzIGq0b3nNhTTYoCAacLnXFE/rhXHzRVs6xyZi2CRRT9MgckLQugDG0I2w7dZ74xCcWDYzdT6MCWcdGsjqhKTWbIYAQJDCk9YUvfGGmc9KOPKdBXP1uBGsGryg3jWXTYoNihjAdFmiFpvyCxrXlme3yXe961ywy9ruOooxzaYyEC4E0bUjuB0HVr/G/+uuAgV0pVOMP4Uc+Ghg+iFiQl7IZ7ODJ+WaqTSgNKrBpCwZGHQL5qZNnEXSsYmh7Ju4RZh9Te20QgekCebpf71RBEq5xn+2XdouETdtD24EfPJSJZkluVqxYUepCG+PE4ztQr+c+97nFF8BOzSHZNciLjFAEyC6S7xK0hTo121sa7mtP7UKDrgcDJXu5qw4e7a4c2hKB13GtP1v/32ymqTjUf5/r/5C9ueL0+405CZEhNDLTJbClGkT0KbICwwjqrj3IkcFRn6Y8GSSDjA08ZMAshjZMa/3GN75RCJO9mYmwzX8UecRVOXCWPP3fL1BotBOuaItHqSCv9WW1FBSyxVLQbPt++cCCgvG/3tQv5hz32Q8txUG6pv0RCBYPOAIzsvGGAsl9RIAYedgVnLMH2IA3VWa7I5C0YiPXs5/97ELiKu43S7toG4SYMBAKpgcCFh1fOWg9MZ3SYT7zmc+UkdZvNC8ga1yGf3WgobWNrNJGIoMET3k4D4ZxIAROw14Rp3IgOlgLBIVHV8dgd41RXEeGG6EWB3Fp7HoHl466I2+CBDcYIDUOPvjXsYxywowQK488tD9CEFcePoQzrp4jmNpZWTxDqIOAdMYgaCYDBE1GCKY0lNFAoY5mA+SGA0VanDkGWXLEWWQWIK22ckf5XZVPPXR2Mqos5FR+MBr0fKRl4EKINDO7z+rP+Y2MKqPyh6nIgG8FiFU+HK4xqEpTnZEUea6nFfk1r+S9TqrDPBNpNJ8b9Kz45Ek/Ypul9ZttGjQDt0h7ritZ0fdwgPTqZKyNn/nMZ5Y6IVz9X5/HK0hN/GOOOab0a7M5DlyDmkUDZqP6h7IME+r1nyu+2TPZ0LfIS8ym4WAQiFUedTJWDm1JBkK258rDb+SQT2QsMiZoQEEGMXpJHOBGNyPd+973vtKBLaUilLRjAmy0sVRL5zcV8CGItAnA02hpsJaR6MAa3n3xdCadyFRJvuLq6CH0ymAazguPkAGnk/PIamAalxUWQNVhTJmtOgiSCPAQCZICrJFuoQLzBUFlJ1VudUNeOrdyr169unjsbRwwI7G0iMATTut2YayxYzagPnDjnIjRG6bwRfYGJvnV8ZQWu5zZA+2ITwChWD8smPnAj8NVu1o9wB5rgHXfygnOLB/OELgqN9OI8phhaU/2QZ1RmcmD+NqMrOkMYRpRVuRp1mSaarek5WOemSsY9NVbh4lpsNUl0rBme1gN2WzGoAVng1JdIzOowd36ZNqadtFJEY6BxG9s80GCyMHvcGpzIrfVxzN1Uom02uI27zWfbf7e/A4rZjLtqZ0MfMprCzebOOyHyR+2ZFe7441QLOSnLSkJ7pMl7c10R85wiH6qjcyMyAvMySj8tSlM25ypzbr4rv7KO6jMsQTUgWEGfPXUD8zsDZycjeS8Hsg/rqo7t+u/t/0vTemNRcYqDxDab12N990SN5obQuM5DieeZ3RopBsEp2NqBA43BYulM0go0kW4yJONMEZUjctWZITSKPXzI3hkad1GHRXVuQkCwQKmhtX5m6sC6mARAKYNNqMu4NbTmMT/SJHJhTAQPERMM0HEyFQZ4eye+iFaWj6CpV0aHINYCbnBhzAjsiAvuBuwEC6NWXsRtgiIAg58ANITaN1hayW4NB/p+LgvnjZBVMqijDqStC0T0u5MMOJbc4u0lFf7iKNuNBLP6jhkRqBxcIRpO+VC0PIYZtpuQOIFl4YNCdL1PGIIc0nJZMAfMs6JY302giKHEcgnjQ1e2gtx0cgRFyWlSfhwpzTQsKJPRFrDXAeRSjONJokPeh6u6qJPkQmYaxPpcLAPej7yR1KWOpql4oZYNeF3MsvkZMkl8wElzO/Ml7RkbaMPxGAFf1orOVIWA7UBn3wFP0S+zWuQcfN+87t6Uhz0fQMIuTQI21xEVpvtqD/wGyl3LBltptn23WoRmAB0quH000/vbbfddr199tmnt27dut6FF17YO+CAA3o77LBD77jjjuutXLmyd+yxx/Z233333oEHHti76KKLemeeeWZvt9126+2yyy69c845Z4Pynnbaab2ddtqpd9BBB5W4G/w4xhf5HnXUUaVcq1evHiOlxfXoqaee2tt66617hx9+eGvBzj777N7OO+/cW7FiRW/9+vWtcfLmfxE444wzervuumuRPbLcL1x88cU9n37h+OOP722//fa9I488sl+UWfdPOumk3lZbbcVr2ttiiy16RxxxxKw4bTeUQ9xNN920PLvNNtv0TjzxxLao83Jv7dq1vb333ru3xx579M4777yh8uiH3SmnnNLbdttte/vuu29v1apVvf333793/vnnD0zz6KOP7u25556zuGTQg/3KEc+dfPLJvR133LF32GGHxa1O1/7LA9oofAL32HLZHI0GRjDakpHQNIXtx+jCscFIT3tl02UbpMlw3oUmFkUxIjI/MEUYlSYVjMammdaIslUulWA2QKNgzmD7q2tJZgI0Y+YPsxKaQYb+CJgNcJjS5mhN/QLNsZ/2aNZm4xG8+y17a0u33m5+79JW9WfnKltbvuPeM7sxCzLL5aQdJvTDDmeYPZkNmmWZOdZNH/3SDs24X7r9npsrvr7DlEMzt8mqS1Ae3DWWmaJLhhEXmbLvUPUF4FkEbxpiCmnq7WoKabG16RtBZfNsMxUQQpU33TW91kEsmRsnmFby1EqLjXtYQ/w4eU7rWfi/5CUvKW86YBaCqSk+UwEbP4HzO1vYXMI3rfIu5nzIBXnl4GHXZBoadimbenGGso+6srMbKLuEOqmO89y025lfgCJg5yjHOGUHsXYNTDove9nLykDIDMn8NExdmIxGxa6tjJRJuzf5BDiUmTK6BHZxCxO6I9All5a47JrsPkFwyJT9hTasQQJMhMx5o6Jho2xJrtxih2ZPcmYCzc4KDPapUQL7Ia8tjYVttW2FxSjpLqZn4M0GyJEZZzGwHXPImWkMo10spvosZFloZuSUo4790lrwYRxJBj/OTTMwy/fqq5GGqU+TTKLfjPLsMM9MMg5HHWcrZyZnKtmrr0gYNi9LYBG7T5eAG9icu8wm5krfrIgyyJ/CJ9A1kCEK6tTJmNAEEdcL3WZ0F3cQEUcatFieeQ6fLoIZz8dVA3HGmDJKc6kGAsm5Vnd6LtW6zne9aLQUAA6kYTU8cgZ7JNQ24xtUZs+HnPfrU21piBvP+V06PtMOZsKWqhqMwjE7rTJQRjgekeAkgnZ0aFA4w7umCQufqZNx14J2ia9Rx21YA8Uoo3SXci7VuJabwa9tYOXxpg3OteNpY8bFZob6DtRBdUGAbPejBv4UeAuwZVpzbVN06nloA36ZCP5n71yIQBa6rDqYVBm7ttWgfGnZPuOGTQ+2pStDIjAGAmYj1kA7kcwRkaaflqaFqQhJcIbSHixVREJ17WyMrJfNozC0fNMyOo4vy8B8Z65AsMxNlisiVzZRpqYgZqTNnml5KIc4RxM7pcCZbikpRzrbNYK0DDLbZ/qitaQ04+nDt3xypD2xi9W1KnZ9ayoRgY5sHa0VMabsbP2cnzGdZic0JWXXt957Kdri51MabGqybp6dGbnShGFqFmLw40S0OcF0lw3VjsUws2kfZ15bj46wpYV0mQCRuXaxWYEj10oHm36GWbM9n/VdjmlvYiHccqx41nk4BJAwbco5Fpa80ZqQAJL17jd2v7A5utLcOCNoZVYYWMwv0NacSSEth8dbApRheAQ4lpGpHai0Vm0BY22BXGm2MKYlW01kZUE4YhGwzSdmMALylkY4GmndaEB6BldmumFt38PXIGMOQiA140EILYPfdU77/HVWHZRDgpZk+ZHt11aW2GnpLAWaV9iEEUGz01op47hBW5pNi4OMdX5aNfNFkMAygHZiVYT5qPZV9kxrcDMsbgSSjBd3+8x76ZgenDHAbmhaa/u4LavWGjvjwlZd67eH1WRpx85dYCO25Md6Zfek7yUE1uUi9AyJQCKwIQJJxhvisay+WYrFPiisWrWqrESxAYdpgg3Sq5Kcv0CzsmPKVDkCjZiDro1Y2ZJpctKJKTDzBE16Pk61izLlNRHYmBFIMt6YW2+MsiNJh5Nw3Djsxq4hZGvFAzMCIrV1nfPHWbG87rRk5MuEIa5TtZgvmqYKJM1eyYnnOU4nJ/XZEOHZDOMjwDbM9BMrJsZJkSLt2eQAAAUkSURBVENQGzbbcZw089nuCCQZd8dsSTzB6eM8D6YJu+4E2mxsQECitk7TZK2SYDfm5Alt2OoJmx3ayABhWwDPqeSEPqfDWWExyu6kJQH2hCthxuLUMyYf24BHCdrXSYl8BbbBO+i/y1buUfLMZ+ZGIMl4bnyW7K+0oNiBFMeUqqzVEM4DcVCTt7ToqFZMBGEPA4i0ETsSthYWETsUPsP4CBgQ2fltZfdC11GCWZEjIZ2HYFmbWRCna4aFRSA3fSws/guWO8K0FMomDcukTHu9acPyM4e3cOIxXbjnhLc4X5gzznNIwTQ5VmK4F7uQ2KIdtGQZ3KGHHlqceG0a9IJVfiPOGOa28tqur520R9cgDW1l1YxB0+H9TifsesBN13wz/twI5DrjufFZ0r+y+9J8acLxphUOu/o2XcvbDjnkkHLEH9ODzQKIWCd20LgNBjZ3ME04UJ3G5qAlB287+jRNE5MTIS8VYJ6wRNBStZitGEi1ZQySQdBI1z0fwffmckSDps0kTh3r8tLNydUqUwoE0kwRSCzDK0K1G86nX6CFcfBx9NF4OeUEmrUjDJk6mDOcWnbCCSeU8xlsBvF6HM9mmAwCti9bYmgW43VRzqbgbGVicNQs0wUbPVJm19e2SNnMJYKB1Pv6tFeEIOr4nteFQyDJeOGw32hy1olt5ohX3jQL7v2GTrqz08urkGIbbjNefh8dATMUtl4768xmzE4EgyK8tZGB0hJEW5nNTBAzR6sBk1bMVNTchk6rDpPT6KXLJyeBQJLxJFBc5mmwDef64fkVAtuUzTbirG0OVsFSQatdBKRK00W8SNp3nzBbiFP/33eac2rHBb4F/5NkvOBNkAVIBAYjQKOlGTtjwhZzywq9rZlG7O3WbP6IFhFH8H/9u7hWTdRtw2FDbpJ0pJHX6SGQZDw9rDOnRGAsBGycsRSNw9QqGOYHSwad4Y2oI9CGI4TW6x4yjlUtzBM+nIG0Y+YMNuewNcfzeZ0eAknG08M6c0oExkLArkYa8po1a4qd2Lkflrc5Ja9fqBOzOKEpI3UvUvUiTDvwnCXiVDhL5uJwp35p5v35QSCXts0PrplqIjBxBOyaRMTnnntueWfeODvmbMaxKoNGTVvm7KMVW3ucDtiJN91QCSYZDwXT4opE24nOE5rO4iphliYRSAS6ItB9+07XHDL+xBFgB6zbCCeeQSaYCCQCU0cgNeOpQ54ZJgKJQCIwG4HUjGdjkncSgUQgEZg6AknGU4c8M0wEEoFEYDYCScazMck7iUAikAhMHYEk46lDnhkmAolAIjAbgSTj2ZjknUQgEUgEpo5AkvHUIc8ME4FEIBGYjUCS8WxM8k4ikAgkAlNHIMl46pBnholAIpAIzEYgyXg2JnknEUgEEoGpI5BkPHXIM8NEIBFIBGYjkGQ8G5O8kwgkAonA1BFIMp465JlhIpAIJAKzEUgyno1J3kkEEoFEYOoIJBlPHfLMMBGYPALxeqXJp5wpTguBJONpIZ35JALzhAAi9uqkJOR5AnhKyeZ5xlMCOrNJBOYTAUScb3ieT4TnP+3UjIfE2Js1vOooQyKwGBFIIl6MrdKtTEnGQ+J1wQUXVGeddVZOBYfEK6MlAolANwTSTDEkXuvXr698Nttss5nXnQ/5aEZLBBKBRGAgAknGAyHKCIlAIpAIzD8CaaaYf4wzh0QgEUgEBiKQZDwQooyQCCQCicD8I5BkPP8YZw6JQCKQCAxEIMl4IEQZIRFIBBKB+Ufg/wAsrtgkdpO8UwAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "公式三:![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第二步 数据集与贝叶斯公式的关系\n",
    "P(C)=Dc/D  ,classify\n",
    "\n",
    "比如本例:\n",
    "\n",
    "P(B)=7/12\n",
    "\n",
    "P(Ls)=5/12"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "公式4:![image.png](attachment:image.png) \n",
    "注意这里的分母是Dc,指“分类(c)的样本计数”,而不是整体样本数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "而P(Xi|C) 按分类标记和成分统计条件概率为:\n",
    "例如 “电玩”成分\n",
    "\n",
    "P(电玩T|B)=6/7=0.857\n",
    "\n",
    "P(电玩F|B)=1/7=0.143\n",
    "\n",
    "P(电玩T|Ls)=2/5=0.4\n",
    "\n",
    "P(电玩F|Ls)=3/5=0.6"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 0值处理"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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Gr+fTz9o5QzxCkzEkEfjqBVMk6pIKgQq50H/6KNCUGNnpFFRONePoj2eXutSlip0rYsRmyEXxh13bfXZFQ3RibFw6KZHSR188wBNJHTs23tve9rZiHxJic0tYBAf6Cag1NisosPt54QtfeGyq8qx1qpDbXaMfaXQB75OowQL2YCwysBZzR2fyXHslN0UmCZpCF7s2D3yScBvXi264SrgkyMYlM3pI5/ASBk8lS3hO5ooY+Ga3Bs/ZL90jJxhI9/DFXMan/3AHDwWGU7sCaMBjY6MtjZzITJNEoiOf04c86aQgWQI91egTGUp20G0+PGb7aISnxmIz5okewV4nEOjgfe9731KEmZrDfUVAxUYBKextd77NZ511kwAoTumrSDeG6+wZDuEPu1Kg40folkQFzdYGbyQTTg9Yr10WdkbXHNlnj9YylcjhE32JXhhT0Gv3hb7QIXKka+TOn8MXfjb4Ry+taVkxwlyxMYkqmuhO29LPff3pAB0c69s+W3+G02nRWzyiP+bQXOnaqo1MYCs9p4t24zW2xabpFt55L+5JwUmyTfc0z8KkqaJ26TTxj6KMkwbXv/71y64v/ZXYSWrolBMrtW1NDFN8GR5H/2FRS4/YBC/18T6NXxbL8A0piua7OVfj4T1eRR55Dt6gnw2gb1FDkwISn8l/svX4Nr7U+NbV2+Zy4L/Wtbnj9tEaDggebnGLWxSwFzgKGIGOClGMs3lk9kdG1gJFwIBRAl2O3VFJR1kEORzdKtUXwY6KsKROgsXpMmrr4hztEAEdTkdgwbFc85rXLEEFkOOgAKy5FzWGLhgCAn5vxkkF3H1nLPM5IiW4RNecZtdTwFUHLRIEzp+jVjmzHuNxVnjG8QrKVPiBETlxDpyl61Qzh4opGai4uwqoBN52UlRZ8ci6zBkn5zlVK06Vw44Mp+YhW7SqqAJvn/MClsZtgZfe4R85WNOiZixNAqAA4AiZIElQjX5BhiCUI43+ZS34Z1eLjgsq6ibZ4Pw4HzzgTAVDZCFxd0/CIxCSGNE7AaCXuRUvVJMVCQQC5De2q40maxWk4QNeoY/8OHOJtff4TLb6spPIhA5LxB0r1meKX+h46EMfWvTfWshDMQL9EhV66mgXh+geJyehVhgRTOAHJ+e5Jz7xiQsr5HbWyJBOkgX6rVNiZ31sxPiO3uKjl7X6Hs/sCForu13UyB6vzHHjG9+4rN087pOt915kgn7rpLPGnmp4A38kGvQHT+mI32nQJRVtv4t0j9zZgeRe9fwNb3hDwRzPCAT9/umKV7xiSSCmdhT0VYCy9vooUmzEOjSf9SX/VRoMZOcSRjpIlgJK+m63AR7SZ78DYjvBmMyPV3QMn9nJVFOMoE/4TK6OCEpKNDxVIFQoU1QLXyUD+EYXYFUbENZzSQKdOCA/tKNPwxNrgl1sNQW2fK8PXJdoSiicPJmShb5kqaCmWa/1k4F5JCbkSv54QvZe1kxvYaO12lFf1Og/mbje5CY32daVDcAIyQObqJv1wBW2ZO6xhsZgDLxDDzzAb43fiC+KXpG9xEGh4mEPe1hZp7na+ev5YI8CEJugj/gPGyWP5vXdLW95y7KLBJfpoAKQRJ8tSozxjB4qiMClZT4XPbDD82hHQ15oy3tX9CumkF30paa/fR+coI92amCxIkwKGXborQfv8Fj/8NFYZGL9i/AK/Yoq9Eu8ILYRVxmL3hvXZzitYOI3acEp6zGfdbOpyLNdx6LPZMR+XK3PfGRlJ93YfBnejTXzwjv99WFr+MsWHAf3nTgND9BqTdYriVc4wlM6YE44wY/YlXQCasxWYC8+eNY4WTt+KBzQHz6Qn6IPGhuXmOrj97P8ITqmmu/QYB2KVxI7NgD/zK14SieneDI1br+/mAM9mVvMn039lsMT2DFKRs9ANSAylhwAMhV1O3frKj4Dl5QYS1OR97uKBAPl5sx/gLeXZg0axwGYJQ/ucYZAROLC4Tm3LnkFkqqJQGdRE+zZJROw3Pa2t91u3QAOWLkPVDKWufFyUUBk/nbXI4CPZoF9qnXoQ7vxvSRKAsI0QcaiBhQFmyrVAVT0kQXAJ0sg6moegYTv/G7H0Ti7Kpz5WIW4nhe/BRhXvepVi9OKjIEw5wmY9eEgyAhdEgrJgKR8ykF6Bj0CLO+Ny1k5bshZcppZg+BCP/PhHydAzqqggj+gLbCtK4XA3ro9owhANu7hiaq2ufFPsMSROM6LDtVm+iYJ0keAyQl6jsNzrRtH7vhOmgDPGF4qqOxR0GMu1XI6hz+qqRywhGmOc8dvPLjgBS9YgjZ8FxzRV9+xNXT7vR/dkYRwpOgRyHOw+OaZyDA011fBuWRfwK1IINFyLC3Bo774RDZe+YwexRF0CIzzXT321HvJMv6jLWPra4x8FjyjwedFLUklJ++9dVuPwILt0gHzsMcrXOEKxXbwX1AsICBL9vPkJz+5VNHJHB8XNXKU0AQrpvqivR1rEZ/YkMRDNZ8u6WsXia4LXPzWE6bgOx2XhNG3VRv+20WWyMAgOCLAS2EBhqUAQa/pk7WwCwGfZFYxZCpJQQ8e0z84Aa/JIbI1Nr7QY3Ox21rfklCQJ181lczhDxuDB+bj79wzFj3gL+g+m4NNbNkaya2mZxn/rBPWsI2aFmPgjetYQ79CG7+8rOGHFx7VvKhtwHs8szZyQ1Pdd9EcxiY/QbOdIs8FG4xnXDZjFxCGK3zwgeSDt3BV0so3kNeiZi7+RlyQY/dwiZ2Zx/Pwg2yNz4/ASN8rUND/qUafBO90Ft8VsBR9HGc0r3v8IxvRx9V87B0e0AexC3okBVP2Q0clc3jMF9oF9WIz6OWHjU/f8A2PjM+3wC7x0DJfO7VG9/lVvpFdShSN78Ue3bMzx5+PnSLAY3Yq5oHr5CvZIXM00jFxAf3EK3bjmdiFz+SsP1/giCr/q89Yg714qijIVviE6Igx8dJ3rsaUwNEn3+mnuC0ZX1b4wm9xDZ+ogEjWdIEsbWrY4ettcznQk7nN5ed2owHUHLdhpABXUMKgBEiMAzByMgyMAQLO7BhIXAAFQL/ZzW62NCDZbvL//wCEHVdTuTWn4GbdBswF0XYrGDeDVRkSCFgTgGf8jpVwMsAbQHHKzuQLagDElEM1tr/6luqUY276a8bwPXCUUNopyneSC3zjkADaKs0Ykk1Xa+I0XcnKfY4488wZF08AOyfB0UlOyU9wgjeu1kfujqoICh2/AdR0RAIAjOvkcWpezsmYgNdOl8QKn9AreTAPZ4YODi265TPds1ZOp22+y65RHK7dMJVGQSpHrOorYRNsmosDQo8+EhZrAfjAGw11MkcnHDsxDn5wVqr79Eaig25JI8dPDoJ4iZnghcNX9RPI021rxzs2NNbMwQ7pI94I2AQhntF8L3iMM+fc2AgeRU/NQ7/xMPfquThccuDk0J+GZnIRWNJdO8F2TwTXxjG3q3VKBPSbCiZhgyOI9ImTR48GH+gpmdHbupGHZv2etSa/H4NBy5o1aeizDvPnXq6+9z48yXxTYwuu690SsqT7Eg477fCD7tIfQQmdUXUWyJCPRENCzD789VPBLr7XDR8kvewQzXZ7BSP0NzLXv6Y166nv1WO279Fph0kAaVcOzpnDyQfBFbok9/hOruTFnmECXYeDdFDfqYYPZAsDje1Ugz+EwR4cpWJfbFc//GeDbNGarR9fnKDQB72LkjnPsEO/3XN6oW70THBtPLrDduvmr37CMTJkk4saGqbowHv2yffhT9vmysZ6raVtnsenRePQA/xc1mp99wxdm8If9FgTXNHX/ItoyNyeg0sKBWmepxPwkM8TLLMDO1t1kxjQSSdjjLGoWQtshHEKdikqkTs8ga9wXiN763Blj3R56lQEWhXKHPtlv2QK9xTKxCF0H89gonGslw7zUXyPBIfd0Al0oAFutRhHXnaWzQWn+A44qhnDrrjEznfwli0pBJtbIYIfvs1tblPiDn3WbfhozWIkMrIDiDYvtMOCsUZXFfj9XAXuwQ2fFd2c0qA76K5xjr2Kk8ifv4FBcxs5+K2iwiVbNK7xNbTTJ7hrJxk/6Kr59HXFt0W4ZRxJdP64laPRYk84rLirCOmkx5iNzl1D7zfOgfEIaLxvv7siBxgJgwOUDJ0xACf3gRLHzHgFKe75DET1BWoSF6DNSbu3bmOQKiQAYpWmsiR4Rz/jA0iCK8cEOQlAIHABPvoIMgRM1iTh0wSadhZVGh0b8EcIAFcNTvrhkz8rLOAE6hJZlULJgMAFLwB2fiDP6Qh8Ab5gw/iq+askc3HcwF7VDFCpBlprkhCB0Sq8l9RwWGSN7+gjP06NI8GjHKGR7Ag+OWzyAYICe4A7FtC0sjO+wFZljqNL4BCHJ7nzWwj6JTmyXvOhg5ymANWayQMN5vDyg25JjoBVhc2RKlV2vCEbTtF7ToLcODf89GzrJN1Da5qkkr7TCfqPRgGDe96zC2OTiXFVVyUCeMoBSQSm1qKvQok5JHJ0y7oELviEJwIT62Vr5jC3AI3z0SRi5vGHfQQv6B9rZF43n63JDqKxyYGso/uRk6sx3c+9ehzv2ZS/BoYO9kTmGtwgL8/jQa2reS9IENhxyPg3t+lrl0mQH8zK2o3thX/kxDbp1dyGN4I2tDtiKSCjJ+ZMIpaxMo/PdMvu11SQqjhCbmyJjimmkb3n7I7NaVmbvllv/RydpPMq+9YgwGXXeOG3V5J6v9sSxLmPh4oc+MO+JbUCHP2mmoDQ77E0gZVnFeWsW2LKJvCKbsE//LTDIGmEYXCIzrDRupAyNh+98UK/tddrhr1sgg7hY9usXXBHL/VdFui1z/tc62Q9d90XvpvD6YqphFB/NOIFO6ptybrQ5xr7y/ixv3weu9JxuGcMcsVjuqu4QHcVosgz9Lt6WRscNO/cpi/fAIfSyMbajEW3FbZgssC4bWjDA69FjU0bE50SOgUU2AIf6RHZKrLRQ0fkYBfa2Cd+SNL4t7GmT/hkHLRIcATzjoRKNv2xJEciNTLxXwrYdbc7mz/Y4z46rbvWk8wp7oCL7F5BQcEtDa3WJT4Rp0QOaPOdQrSrI9jisnWbXSa7b9aFfxIssQm/pOAjFprCK3OaO/PDrOgM/npv/XULL8gtfo/M2Yfkb5F9GI8fnGrmhJV+PjHG76nnch+tkmh2ogDFLmCUYiL9UsybE9tkvH6dz4GezM3n1co9Gbaz7hSc4QEOzXvG5/gM5ydYcnQQyOjLiASdXipjduUY8DrNnOYDFq6rNA5FIIAmdKrAcnySH/cACWMVpGoSKYAmyOYkOB0JoUqZo2wCEIEx8BQcpLkHxIGIMVSHACBQFzhZg6q07X8JG3AGFtbkO/Ph57LKcObLFT/wlRMWUNYN/egCTKs0wSMHg06JCRpV0dDL8Ukc7M4ANMGZyja6OW7JchxwdGXR3Pron8RIYAHMyY2cBJsCMZVPuiUg4PQkl6qkY/+NgHVLwAWdnDe6yRp96ATKEkFJDSetoUFyYQdAMo6GVZog3lgKBeQhUDCmudkAnlqjBI49ZHeDzDkuTgyNdfBmfvfIT+DDkRgvgZsKLp6QEb2y06gP2+OI0SEgVr2V+JGdsTjlONB2ja3zo7teeCaAZyeCdPZQ0xpZJ5hux0W335Hatc1uSxJkCfayo5P4IKllw9GVdo72M9tAD9tSZaUXnq8xJEER+Rh/qvrcju2z5FnRAy+MK2ERwOGFecmFHtMpPJTMmEPDBzamkNE2wRseCRytVQBu/bB4WavXtqiveQWhxoQdcI4+wXHFKjYvaIHv6LejxXYkV2hn+4sCKnNbrzVI3OgOHcUHPDMmXlgXuQiarVVQK/hl8+xEwgmHzI3HUy26CJ/xPp/1Jw/zGM+4bfOdZ8hqykfReYWlYFvGwG9z0SN+wrrsZKLbuBqbov9w0i6O31FLYKb0mF7ADAEk/A5N5sArmKFQiL++Mz768HaR/H0vcWcP+ARHjWXtvjMWjLAe4+Cb++QBEzuWRCQAACAASURBVGueZv1TV896jh6lGdOL3O28mY/tw3LXui1aR92PLvIRsB2e4LOdf3Kmn/TOKRP8hH14CBM9Q+fYgNMwbSM7SYxYQJHS2vFJUzS1S4NX/Lg50oKrfEGKVflu7EqejjpL9M1DB+OT0h8f2ZviSdus2ct3q8inHcecEjfHB41jTjJwnFQBkKzcm9voJN2hp3TY+5yGIiP85Qv5SXZDNhJT+sk27IbFP8ydU7/oDf3L+/p5MkSP9Tq6PtbQDscVGoLPZC2+hUHr0DU2T7+3IwfWyxB2HKffGeEAxW7BJd0YqOBVYiQhAgI1eHM2QNU9AcpGGwNdtUnkgJGGluyGOSLkPWCRpKEP/YAF2EvGAKgAVEDDAauoBjDryhG6OEUgb/eA0zeudQNALyAiuAP2qtxA20sTIOijf+6VL2b84zlBAefE+aCPzDgJDhtgujcGbGPDCyD85k1SwEFyZhIbQK/i5S+YchwSIY7R3NYfRwekE8SMjV/fC+CqoOInJ89JqgoCUnpnLRIflUNJsrFVWgVFYxVd4wuo7LLgq+ccDdPMx4GTg2S01mv8iSPWb5VGXzgI/GYPfv+homc8yS5HYD14RU/sAFoLZ4KHAj9JBN7XgQE6OLlHPepR5TlHkexesjv0euE7/ki2yMVxWHoUGQh28odfFFT8ZoNjnmrW4BUeGF8QbEw8k3Ta0ZRE+x1BeGY89JBX24yhii2ookcSAgFv5nCElVzGAuWsM4mTqrid0zl2YnwvfKfLaMt4mdu63GPr7CR63K6h/QzbHLVi636oT/4SI4mdHUx8srNlPLZJx8lSAC2pcU8l3HEhdlU3RaL8H0lkgVeCHsm6lnV5j/bcK2+af/J9c7usVWJOD9FFRwRbAtsUqcwjyPQbHvZOb9iOq0CVXutDb8Pjeh688Apmkq/+ikF2GIOL9Mu4AiU6imZ8gwnWjWf4vSiZMy6dZ0+tDgb/3A8tNZ3mYFPW1Moi/SRYjhujOUddzYlWeMP+FE00RT16qrAHh41pfDsuEgxr44vwrG3G9J0+disdUY0MjQEfzWcHKD7L9+xcwrLItslVQIrH9JVPg0EwnX1oksJgB3nBJrt3vjcP+uY0fT0H1/BAy7hkqaDkaCBMkDAoGNt5WrWhEV/S2AufJznkr9GhsAUvrIEdignwWAGnxrqM4cp/KwjCKrhnLWRCf+xUwzN+qi5o4I0+2lw+GYc/g6eKNvhdP0ueaJDcOGGEfmuis/olMcm89RpWfW9t8LBu5l+kU3XfvMcrtsYH84fiIoVmfhL2oR3d4i/2Cnv4MHgCZ/CejtRJk7XCIn6ADeIBzEj8Yz4yxj+2QNYK9+TL/vRjN+Z3LB4fHV9VlG8xwdi+r1tt9/X9/n5zOTAdmWzuPH20hgNABrBxggwQaFP6NIbqvrYZYMPI1mlx7jFa43ACgIEjcMQEfZwjh+0KwDk/warnBHtAQcLhfU2L96rbElrAl2eAmkDV8+YBNIBMf8DixcF5ASbXOL6568zaBBL+Wp4xkjRYo6ARSNb0To1NXhI5Y3D4KuhA1Ho5LcCY+YyhXxxP7ofHuT81V30fvZ7zDJrxyNiuGRdteIg/rvjcyiFjcgIqpo5sCRoEQNaPfs5FQiOIbZs5tNChL9oEPKEjz6CD/vvjF3RGcimY8tcM/WaHY+G8rEtgj690TODLUQgUJAJo8r2r9aA7PNTfHOZWMRVEcpD0C034gxfmdY+czelekkY6pthiF7OtfmctrvhjTXYPBNdoMCa9YtN2Vxx3k2za5ZPQsQe//dPwzhgSf8/VTXBlXAG89fkdRd0EfBKWtFp3yNn8bMn64+jnJHMZz3Ebu0zoTcscsQvjCarmNM+iV6GH3OwESDQEXAJ4gTY+4aFdB0UHASXa4YEAjoySSC6aE1/ZAl3w0tAcuhc9i85l/RSv9tlnn4J1il6CoGCjIF+ASV/t5qDDZ7t4xhUY0TNHQq1bIaE+IhY9Do2e96KjEl74SrY+S9j0pyuhm0zYlWKb5BZ9STQzZq74FJ1njwlA2Q7dgdv0UgBPJpG/7+m4zzCYDbT6aw74bndQ/9rHkQnddgQV39ia3Uh9Jcb6RgZo8t5cxhlrvmcn7Js9e6WxczrGXvyRiiQSxiMXu12Ldt2NAxu98Ba/4RuZJ4hnI+GN/vTUZ+v0fpXmOT5EcK1ZmwDemhyZhyfoYA/W4yikYlV4NHeu9Hf1wlv2qLhCnpI3n60TPlkLGfPzfPaYvBX6+EB/8Ia/kEgZW1MchEV+51XL0ffGcg3WSEDot9/I13pjHL7AaR1JrGTOH0ipea8Pe0Gn3xjqV3/vO3ITgx2YDU3sV/KkqCFBVxRQSGWzikHWwF/Z8aKr/v6Az3jiSg7wg42QT53IWRueimWcsPA9+dBHOhy7coUf4jp44CcvbNJ9cjIPHKBzeAdbFF7rou6Bycc+d/9Pww8UHWAMghjBIsCze8WI68ousGLUjCdAuA6xNYCt83yeMQ4gYNwqP7b0AQ5QAJacix0Cn235Awpr4oz8P0EAy/eqm4Jb46TVQI0nxnc0LlXrgIeAow5m3edQAWFAJmPOuXremgQbeB/gstYcKxK8zGmSTdVgO0CCEfSTW2RnLm1MHtaFbwINVwl+7ejG5jcueoGpvhyT4zzu271ypT+CYAEkkFZRJQ/OtAX8zGEcvz3QBHLoRrO57DhytHgjyTM2vguyORkBE9nrS+ackJ0Xz9WNXFXNJTaOYphPUCIhM154YQ2Oz6jUCyzolLV6n8RLgmMXQtCsf5p+jpgJBARuaEWbQFgF0zqtg5PCF/yJnlqvwJUeOiK3KJEzn/7mEwDltwbWkSCbjmrkKhG2bnNJmPET/+jAWIJtrZ6xFrKOHmWddqo9hwaBXs0D7/HMGgXb4VOeXXZlG3RIkIFfPluncb03p/eOA7V0jY2tP1uVnDsaSs5shv3hkeBBgyt2/8kY732v5ai2Xc1FR+1K5wlbM6dgBS1eaTXfcm/qik56ZPdQQupoJRlK0HxHn3zGb1V0uBddoxPe+x2n78ldECVQj/2OzSvQJUt66n3kIUhzT8CtQk9f0KAPfZHI0TvzTCVz5sMTspCUk7Hman3s2nvJBb2u+SbgZicCPXObt23wAH1tQ7tKP3rZKP0V/OOjo7LBofa5qc90HB81iSH+puEdWzMXfyNJSZOk+AzD7CKyp0XNGNH/Wu/DF7pEB/gyc0lWBb+a79Jv0Rz6wM/80SXjoI/u5Hm7zXwpjMVHtpJEaNHY7XfGxh9y0tBqDjitKAcDFMIUL8xPt61jTNaepyt29rzYW3wInsFeSbO1KXLQLd97JgU6R/zpq9/Ysw3/vYJCHzrTvHcPNrCFWg7pYz5JKJz1ahv9y45w+91WfWYz/BI/wxfa7cILGEj/8UkjV2uGn+zdSRKYyeeIG8hjzMayDjt8fBMZ1zpCzubDC7u8/CSd8941upZ+0d9gUMbv1wOfA/+NqA98Wg4xFHCaAhrgq6omkGU8jNJfWlKZ5jAYEAMEVhttjHAjzfOCAYEhwxeUCLhUVgESJw8k9OPEgGtenL21egkwgOxUAyacqyDECw8ALiet8gjkORiVb2DDWQBByQlgW6UFkKxLMAHU0vCfHLK74757doXsBgngalA0hgBTMBIAFCChN8/iQ36rlblcJb0cF+cmCJDA5PvQ014FT8YXhNjpEDCqUAoIoy/AX9JlbXiHfrwiO0GmxE6i1AYv0ZWsw9WYklTNs+bEe/c5ZGNqkl98E4yZ33rbxsH6XmCAZ8ZQHMh85GvHg7PCB8dV8Vew5zM+cmrozl+2bOewBnrkpVk7edMvTjKFCJVZwQueC4zQZA46atfZsbZlDd2cJIepWJHGVgRBWZf7xiMzdLAPdFmPvmMyRye+C7b0z1i5sicBqARR0oyX+S5yFARKyNiTAGiVhjaJizEFcwIJAZSCAP2zDrKAAWP0Zy7rlPTRcwk22/UfKwvuVOsdW/OHlegMOVk3+fodmJ0WcwmK6ZydVjo0t+ED+q3DbrB10CeYtaiFf20fSea+++5b/hiQgFpiLnEQeClqqaBLwM1JhzOPgg9+sg+/B2aL6MA7cqyb9UYXjcPG6DLMVa3XH58UjfgQOuLoKf7pT3/R5LPijuKEo6ESu7ahCe3ww45K5Gj9MAL+Wkd2T42v+V7iJYmCO0kG2vHHPisU2SkQwOMFHaUfbAhmwnf0+zy34ZckmT7ZqcKruqGPfYwFvXTYzwME03Y+6OdUw6sE2eEVvSQzfMeXFND0k2STvV1DuBdMmhoff+m3QlX9lwr5GwUE60wTH/B7ku7Wr07pb551pUPG4NPJgA3y05Jhemn3y0kCOuePoMAgcYokXpIH92FwdLwe23s0WU90RhKieY494ws78D09Myc9oFMwgO+yNryly2l8QeTr+7FG3vy3mMqR/dBAZt7DA2PO4dPY+Jtxz/zsUjyhSAUb7bzCy1aefIk/aAZb8EzsxZ9Irvkqz081es9GxxrdFYOwRUe7Hec3rmd6O/hwoCdzWywrhuOIkQBMABMHrSLqdySCblvmMWQ7DgD3wG5AR1DF4AXyHAhaBdoJrNAsqFApFHwK3Dg1Abu+AFQf3001O5Wq9oAHYGsCCkmO424CfQkD0HMkR3PFI+DDOQiW6+BIoCwIFdRwRr4D6O5xTBIhybV+vved4EUiYm7BmgBAQEVGkjlBrMAnCR05xkkbQxOwWD+ecMCcn0YHaplyWACZ43F0wQuYczJjvDI+R2RMz9qxQL/nrAefyQufOEUJS8azds5P8C+wA9ptMleIXPAPfis+4JOXIMC8HLHfMaEpPHCvbYI0gYrdJjyTxNbrJD+JlUBXIOSvf/qxvf7WZq14JREwlgqyNaBlqvmOrAQd5JHfUOEPXpnLcT7NHEkcVwlQPVc3Mm4DBcGMoJt+K0AIUrS2X8YZm1/fuj+9lPTQIbwnaw09+gm8BALkja/Wu6h5ji35DStdN4Y/7iGJcZyJbH0WBAq8/W7MH9+RJAnIBGFtYy/sTLWeLMkcFqjS0wFBioCaTrM1tDo+JOB39I9+uDouBUvmtvCADcAq+uiliEEP0tIvnxdd6Yq1w0P0CGbRRGfIPHpId/0XBn4f5IVX1oGfcNTxSkFyLcvMy6YE0vimkYNnFVLIU5JgHkUu63FPAkM2dCYvhTW7G/jqPd638icD//E4flhb3cxvXuORSxu0KyBIoNgszJzT0CIZFsw7wis599tWtPMrPntJHv1hHDxGw7KGj3QKrXhbN7RL0MLH+jvvPadAxnZgyqIGa7zguCQIf+k+nYAh9Jmuw19y52f0Z3v0Gp/ME11o57IOvoj/SMOb+I2aPvbOFulfgm+6PKfBDTqBJrth9AcuGh8/0EGvYKSYhc7SOXSQIX9K5xUn+O1VGn3xfwuilT66KuCZTzLBpsgRHdoc+bfze5Y+o81LDIGPcDfrO7CPWeIx2fmtKB2V5OK/+3WDq5Jq/HaKSHGO75B002lYoVBAFqs2spfswub8ISpYNRZLrTp27791HOjJ3NbxugCWRMj5fFVQxxM1DlKVyXepMkkkBKkqMOsA2WYvC+ByFgAEQHK2HBTQcfwG0AtABKkCGi9grCV40HfZWoC8Vxoe+ItVxnOkTDIH+APy+qFDkyxJIP2RB4FWGmfkD5yoIgNMYMkpAXYBK6crQSAHTtRL4Jrg17juecbOmybI8Uoyl7nqK4edYN17TrBu1uGFVhUx6xMIA2xgLbgaqxCjReArKPC9QN1a4rSMic+qbZyAnShFAQmgXQMJnSBQEp4EpqZr2Xt6kMBBX2szvgIF/pJ3ZD7FHzR4aa50KvxAU+iStJGvqraKpM8SZOOTo0SbQ/YHAZZV8emMF16leW/eWp+sx31BcoLp9B+7hm7XurUO2XexHbaR73Otn13lvXnpgsosHUB/WgJ+ekBXpo7Xpr910w1jKir5S6wCDdV6eCUJ33PPPct8u+++e7FVR5gk+I5ACzhU8NlJbevoE5TTDzzAWzx3n2zdF8gJMNkD+fqjIoJ7iZ510DF/YbVNKEL72BVvBdYCVbhiHXbnFIPMrbVyGxunvkdfFahU1I1DDwU/ChoCKxiojwDLb+JggIBNACygZDuCaLoLM3fZZZdthaDMY0yBmn7Wa0y66Flrsga4i4c+m1syTxYCfHgJb9iO3SYN/8bWqr/XWIt9eK62kfQlN6+5TYLid5GKYnYj/LEjiWnGNg9e+e0sPfO94J5uC1TpwaKGF3jU6ggZ4L/1TDU8k8zEn4z187w18CmSmewmow+Go539KUDRYbvY/Itn4i/ogMKEwg7MbxtejK3B85F3nrFDjob42tyfkle+Nw67gM+CeEUC78Ul9bF4JyYk+hJGBRB+iT7hlaIUH0k3V23kFPxvnyVj42vL5J1no9fGTbNGuoVef0SrbdYPF/Ns+/1WfYaT0VcypivivjQxEAxGp0I5zLErZ336KXL6L1EUSPwxHPg6t4nb9tprr4JhkutghcIG3EWbncK68DV37N5vaznQk7kt5LfqNaMTUPhxa5wgwBIoAUZGw2g5cUE7h94C9SokB9xyXeXZ9OV8bOPnN3CqnnZFHE8DNIIva+G8OE3OLGAMcLzWacYR8KgcOYoj0UlyNDaeIB84tw4b4NnVE4AJ4PA7L07MLpMgN+fE8d5vECRMnKUjeKqu1ui5gL/1rtrIwcsYrhwowBRACG40QS1nL6AbS+YkTehGl4DAetMX31X3BHKCCGvRl1OzM0FejgJK5MztNdXQmLVO9XGfTASz6+oYWul6+7yKtsIHm4gzESzrp+It4PHbU0GVRG5RMkduZE+G7Zoji6w1dHCwbHJuq5MXzxgnr4zhc2wj99a1jzyfKx0WsLeN7NFm3fiwqNGd/fffvwQMggZJl2fZEB2zk8Q2BBP+ypo5HfWDU2wMrnnZaYERmc+a4UZ4Gxrorp14uxn+/zj8tiOn0W1yFsDQL8fgVvkdlbmMbxeQ3NFnBxOP7EalTel5S2v6u6KT/bMtR5mz+wUvHGX12Y65RA2uuC/Zwg96Bc+ML+hXjLALVdu6xEWBom2SCH5EEiiIk0BIGu24sQ3FDokFbNjMtogXc+exfrt4TqFIDiQhClf8SxpZ4CtZ0S1HcSUNdg4cE6YbThNMJXatLWdcvkQyB6sW+ZD4q+htnldclUBLbshcsU/iprhAJ+sEUGFQ8dDJDZiEduOFhwJlWKwYIJHK/czlM544/ppW96nf+76ND3xPx+qEIOPkyi/w6WxPQimoZ99sDm+tT2IBl9Hi6CobpGvwlnwkDRKyFEUydnuNTFq6636xwUV96v5z3uM5ubExfgQOskP36IACiLaZc86ha1kfmIUmmMme/eVItFqHAhdd1vAMpivgwWDJF/1VCFEEa3W4ndfJAfEoucNrO3tpiqnw3e8V6TJ88WKTB0ajh/AUrrI3uNfb9hzoydz2/NgpnxgdY3OsUgWbUdbHQARMDErgogFN1XGADFxXaebSAlCMYN1g0XPoyBEowYV7PksoJKWAQ5IEVCQIErtU3ICSewKpdZoqoIo6h2gnkJMP0I0lUpICjse1bkANkNcNn/z+TTVKMCWYBJJ47uX4j3WorPuPsgV/diXsDo3NXY+96D1aBMccIHkD0DZhQD+HI/gYa2RiDAERvpMJeXO+/nIYXUMj2XNexrE+OyOSRJVUzsyz0ZexeebeI5Mkc60DodvL+NUGI+bFA0EQZ8ahJEkRzLEfeqWPwIrcrG1Rs87YQbtmNKPfb1cFNb4XoOOf+3OasdEqcfAMfZOU403d9MN7PCFDffXjuMlj3YZmNulYcJx9MEBSTzeWNfykH4o0+YMB6EUbfNLIQdFBQCf5EHBy9pIHzt5Ot+DjgAMOKAl4HVCGnpqO6Itjatk5hiHmNQd+kjV7sTa75ALQsbHqcb3XB1/oPoySqLJ1R4Hr3QRrcjIiR29b/WjHZZvWp7glqYIXEleBvd/MkacTApIOv2dDrxaZ0wn6AU/Jhp7DAMnqosDYToI/RW4nnnzsgNI549l1tAa/91Kdt16yMG543K5jqz7TK/YEm+w62NFF66K1wl6YT05+PwernazgD/21ZLt10cmsg7xhiWdbWzJX+tOtti3jkWRGUcHOsWDSH6ywU9X6NjrhjzspPpEB3TUfmrJedJrP1att9M999kw/FK3ck4CRdYsp7fPsX6JVn3Bp+xhXco3H9N/4/ATd5ncdeYTd9EdyR26Ka3bcycJayJW/nYuRLQ3tZ7KDieu2MV5agwSEbcNzvJN4J5lbZuvr0rLuc2hTOKYfjq87ikz+ihrZxQ3NrtajIKI4pJDNVmCmJG3MJ9JFcobzjrDTS/7V2HiVsdEPy3wHz40HoxXqpnbx113znOfoqrXxz+iQfCYmmPP8IaHPhpI5igE4OPvexjmAP6rBjiDZfWMMqth1E8Rw0kBTtc9ZZdU9QcCqhsOQHWEhE47QUZwc3aznnPMeWKNdJVUV1Y4OmQMP2/4cpqqQHSyOA+1AXjADLIGQSr7dIIEUg1RZdoxDUjvVBGwSKIAjaFGZlZRwpMY0HoeCPk0whS7g58fTfqciSasDyXouVS7Bll0d4Mn5qnLX4KCyJVEFcpJXFUn0CEQ46WXOHyi2zto9ayBfybzAJDuxZASYBd12Iq3F96q31pemYipgcFySY6VfaDG2YFGAYd0CWGsgKwEHJ6myjGd0wy7m2G+bMk99rZ0kh1gDvn7G5vTJWHBvfM+gkz6qqPs9X80z+iE4ELAIIKw7/MILR2vpruo2HdI8Y/10gJ5JIhy7tfuRQLymu34v6BD44lfbwjt8EuTQC7sc6BaMLWvoJjuVTgEXHgkcVRGjoxmD/qsSc6h0z/qtAyZw4us085vHjo0ECC21jDh5844lzZkPb9HlyI1EI5Vdz9CrBKKukjZrRL/kiD4LHs0rSIcXbJ0cp2ww86JdMOgZNqFgYucC/vldp3UIKMjdro7k3R+FUKGm42wDr43TNkGcY0PGJVu4IBD326W6vwKBwKUNzNvx8tm6BPcCXJgIOySgeIX/Ai/yzG+i6R2dJXM80lzxRtGIvZORccPnzEVf4RXswRPNH3TwmyLro2N4ZDx4IeBRAEODQBDWKkCptJuPbBfpQeatr7Uu1ffnvLdmSRz6VdPhJzrbNjYHGcEzOEW3BXJ8qMQ5iVk9jmQfr9gU+VgzvdfYB9umW3wEfeczzOHF5wRL6zHzHh2OEOM5THatm/H4JEdDfYf/sB22WRsbCv7pS9b0gh21iSd64BUcQjPZ0h+6xa48l6OQxmcn+osVwm96xD7GGozyGziY6Yiz+dCIR2hkw658NJ9uHDhoDQo9CpxiE3jvOc9vtBmD3zBvrZ/Wz/fawVScWJbstbQoOEn+x45ZimHwzpzwXhNnbHWjt7AXnlgfv0jnJS1kwdfXsQn6Wr5L3GC3n+rwtVPxFdlLhMQ/dIZ8HaU3HntI854OwURJHp0VB7ERNgz7t7JJOsWzeKMwJMZsebKV9BwU59pwMgcAGGFvO3JAAMJoODIVMK8EDIxHAz4CJ45OAMvxcUDuS2SmAHnH2f5zR1AtsRIgSogkDwCCM1i1cTKODKFNEBQ5C56BHiDkFMzDsAAAYOTMrE+Azvgll/TE/ak/wAAsBIUCeIDks6McjgwlIMQ7oK4qrlqUpNjazC2w9Jy5amDKuiUaxkY3MFBJ58w4JnS3zfo5ccGgoNHxMwGS4A2fFzXr54QjZzIQgAgk/A4EGJKxOVzRjVcCW4DFUarEc/pJ5nxPlzhzQSTnavwE3tYg0AHmrdMD3IIcTWXfGGP92jXhY2Rp58r85kWz5opmQYVAQlEiTllAJfiQfONx5Og56xWc0B/rpCvWYdfRESSJkZ1Hv38E5JrAx/wSXfeMj8fk0a63PFD9g88CILpSyy5yEkD4fYvv6DJdwuM5zh2P8IFDlehbm3EdCxGI1AE63kl86IGgyM6O5vdpdrqXNXNZc93MhX6JizVyvmm+s1Mr6R2zifRje5IlAYR103lrorN00PEyPKGD5GtNAgOyo69kQ9bkrEqMnprPmSdXdHmhVRDsL/yyddin8IVeuEMHBBz0Ay0p1MBF8vKMgAdf2+aepMdfcvT/SEoi/NchdKFuY9iIx2OY4DlBsx0wfRRUrNVaFLX8HgwvJHLkCW8UxKyTHeCXwDL2I2jbddddS9Eldm4OOqTgogBD5wV6ZCvZrZN+fNE3shXw2A3Ux44f/+PFtmCdAtWqQZC1Zfyab3Pe0xd6YLfQ7m3L+4xhDuuA3W1jg+imh/GfbR+f8VcfWGDtdBTfjY3f9IHsJEl4mvuelTTAr6l1mhfvxxpchWPmNL7jwjkWTjf4PbuKgmgJlMRRAo9eY/JpdQsNfC78o0/uGV/Ro+ahNSrY8feSE3qCj/iFlrGGFrpqh5ps8Mj48Bmv6ZlX2yTCfvbgeYk1XeZvxmyvfdb47Mm8kgK8hiPkkvUqTJjDb/TEQhp8NBc78Qpf2/F9Zo/kKOGETXCJnxd/oDW4xReaV1LAxvh1xRRrt+Nqnq1s6KIncBB/yE9sYueerwhW1DThGdsK7/AWDiqujxU68qzvYGd8CNwXI9pIcJ/tKIJ4T6/wBD7yy4oZ4dlWJ3P0VIEehqABz3rbngMbSuYCVNsP2T/hAJAA3oJyjp+R1QEnJ8wAAbPkC7BK3hy1EXwIqABy/cwcznIWjoP40aokSzCpsmOHY9UGRFSs/XamDmw4EEmOijbAVC3n0ABmHHLotn7NZ8ms6lrtkIEREBP0CAYBhwCOM+GMMo4xGLDgjPPxV8QADeetsgWcHFkU+DkS2YINkMcPjlQAJrgA2tayrKm6C5DIjMOb84wxBU0cuQYcVW0F+BwMh6JxhNbMYVuLAEMQq2KPx3VAzPnjtWAQTRr+qMLZqUjfmmel0zAUmukXoBYQt7PbxwAAIABJREFU23GUeCwCRfJHmzVLntCq0gnkfYdWzXtOXcOjNMdjPU93Wp4ZTxImgMUXIK3ZJXWPPUiOasfkGbJVJOGAE7TQz2UNzYoD1lAHQ2jjMEOnYFgwJtiQ0NR6PzWHZ9m3Y7N1IGAuOyHkmWY9dpbIVjLHPvFJkoGOZS1j1jJmQ2yK7rPXttEbyXGdTLd96IE1oEsgwbaMyw49q4iBb3jO/qxZ4KUPnRB4op+MYA2dWNTQzybghgQSlrB/BQOBhWQI36xXM64dQbKWHHHo7rGxRXPRFTaHRjZFpsua8fJXXsfsA00SybrRF0Uizwp6Yp/WxU4E+4oP5pd0R6/glL9Op9XrEFxKwgSlgn24h6a6CebgKxprTKVzjiEK7hyZUyCj/2QbPKrHWfQe7WRNd/j7VZsdnTn/HQaeoi2Y0s6DN/Ua2+99tmMmUTAGXtU24vt8prPtPJJ92EP35jYy57v8P2GSqPwVxtqO8Z3eSlLZER0wP99GPvC4bewMlkj0ssPiGfZNDnWiRf/xl09QBPF7Vv6eTtXFgczBZsUX8JbNpsElNjL2TPrQKyd04LaiHd1TTFlkU/jMN9N3L/rAV5El+ydXfo9/YM90DMYk2SAzL/oxNU89h6TWy3j8ITtlQ37ja1xjsRvzGhPG2JXDV3MqWCnC1LaY9e+sK74q5pGhvxaMRjJ1f6xZLz7hX93Hc7W/HHsWXxTjYYZnFd/En3QOP6zbd/oZLw2fxE6+m5JD+u6MK1rIRVKJhlVxbGfQdFAb81D/blHtoEbhwZQeCYbjk4IPxtI2gBKAy3cAW1UJ4AqOgdtGmoqLypYq7SKQ3sgcnkW3FzCkTl5AwVWl3VqBA/BoAwLPCOAEXQCDM2WoCXZa2ozpGQElA89n/Yzt1T6rj10gCaA5OFDAtUozBhqtq00U23EiR06E00wQYgy7WJxKnIU1eB/+GQv9wBXP6mZnUZFAwpExPYcuPEHXnHVJugUieFEDdj2X9xJMOiwQ4YDRZJ5Fz7RjLPuMFwIcMqcrxpYQLTreKBF2fFNfAU7t0JbN137PkUuQJUFjdtr2H/uMHgGJwK3mP70n8/pe/Tx52iGlj4sSrTxD1pwZuUgSODVN4G+nTxA3Ng4cgEdsqw40M65rdBOtGdd9doZHxqCPdMH83kvc9TenwGIVvKLHdnPpFDsRSNI1SaTkRQIx1cwrQaXvy4IXAad5JFdzAwA6Lji3nmXjh0Z8UqTB3zEZ4L8dcXwSjE/pRMbDHy/YnSJNvsuVzASfjhYqZNG/sUY3rWlK9mPP5B6btBNDRwV+tW6kz0aveEf2cJDsW9zb6PhznqffCgtsJNi67Dk0Ox4Hjx3Jdp1q+JgCnj78lESs9VW+Qwdbr+VO1l5j/TOnOeiMEytTa2A7iidsh61p5mIn+J97GXPqyqbYrWRzkS6TLXyl/zn5MDXmuvdhkh0tmMHOrdH6YUvdwsP43mX8rJ/divfogTv82iKfxpbtYool+MpVcDfrMFf4kHuLrvpHL9f1k4vGn/MdHZLswiI/vdkZWDSHjoNqn57MHVQl8z9E1zLgWPb9ZrCCwwJeqwDYRubdijVthL65z27lOjY7UZyzRuvTtkov5tC0qM+YPPAN/YsCvUVj9u86B6Y4MKZvU30PafclDYpR6yTJhzRe9fV2DmyEAxL2/fbbrxw7d/JMIbq37TnQk7nt+dE/dQ50DnQOdA50DnQOdA50DnQOdA4cBDigcOKnOAonTjZs5umgg8DyNoWEnsxtChv7IJ0DnQOdA50DnQOdA50DnQOdA50Dm82BrT5dtdn07+zxejK3szncx+8c6BzoHOgc6BzoHOgc6BzoHOgc6BzYCRzY8e+x74RJ+pCdA50DnQOdA50DnQOdA50DnQOdA50DnQOby4GezG0uP/tonQOdA50DnQOdA50DnQOdA50DnQOdA1vCgZ7MbQmb+ySdA50DnQOdA50DnQOdA50DnQOdA50Dm8uBnsxtLj/7aJ0DnQOdA50DnQOdA50DnQOdA50DnQNbwoGezG0Jm/sknQOdA50DnQOdA50DnQOdA50DnQOdA5vLgZ7MbS4/+2idA50DnQOdA50DnQOdA50DnQOdA50DW8KBnsxtCZv7JJ0DnQOdA50DnQOdA50DnQOdA50DnQOby4GezG0uP/tonQOdA50DnQOdA50DnQOdA50DnQOdA1vCgZ7MbQmb+ySdA50DnQOdA50DnQOdA50DnQOdA50Dm8uBnsxtLj/7aJ0DnQOdA50DnQOdA50DnQOdA50DnQNbwoH/iWTu17/+9fDd7353+Mc//rFTmPbvf/+7jPuvf/1r+MUvfjH86le/Kp9dv//97w///Oc/h/RZlQA0G3dZ0888G2noffOb3zx885vfXJvejcz/s5/9bPj4xz8+/OY3v9nIMKPP4s1Pf/rT4Q9/+MMO3//oRz8aPvnJTw5/+tOfdvhuZ94gs1/+8pfD3/72t9nT0KO///3vs/u3Hf/85z+3t2Z9xr9Wv+j2Rz/60eF3v/vdNn1BX9tv1gQb7MRGVuHjoun+8pe/bKcLPrONjfDdfOj77W9/u2jqQ8R3+DBXR/76178Of/zjHw8RfOmL7ByY4sBY/ACXfvzjHxdMSYwQ/zDWf2rs3DfGuhhnvp0VX4W+jVzhyO9///vZuLORuTwLs8QUP/zhD0eHEuPwnWKPdflGXuaxtp3Z6MS3vvWt4Qc/+ME2WsVSX/rSl3YKNlvPF7/4xaLbrR7j28c+9rESV0fnd+ba/5fGPswee+yxx8F9QRKUO9/5zoOk7qxnPetwpCMdadOW9NnPfnZ4znOeMxzzmMccjne84w1HPOIRhyMc4Qhl/Ne+9rXDPe5xjxIIrjOvgOctb3nL8IpXvGI44QlPOBz72MceDnWoQ+1AO4XXb//9999Gx2EOc5gd+i27ITjfbbfdiiFd4hKXKOswdj0nQMz62vEkSpIFPFinff3rXx9233334f3vf/9wrnOdq6xlnXHGnvne9743PPShDx0+/OEPD6c73emGYx3rWNu6ve1tbxvuf//7F2A65znPORz+8Iff9t3OfAMQH/vYxw7ve9/7hlOe8pRFvsvmUyx45jOfOXzuc58bTnWqUw1HPvKRC8ACWvL7yU9+UtYhSTQ+8PMM0Lf2pz3taSXxOsUpTjHM1RE68N73vnd4/vOfPxznOMcpek4n6D6empu8yP0zn/nM8IxnPKMkzehbNgdABt4chpdAP+9ToHCt73sm91ytjY287nWv246+KV5++9vfLo6IDrS6bK0f+MAHik2j/aQnPenwne98Z3jiE584fO1rXxtOc5rTDEc5ylGmhp68b9y3v/3thTeeP/GJT7yNN1kPnurnhQff+MY3SnEDXh396EefHHvVL+CKwgmeBgvJgI3g57L1oRd9+uZlzPqFJt/pV98X3Dzvec8rukoHW/63a/n85z9fcM0YZBF9otfvfOc7i2zMIdmm817e08kPfvCDg4D3+Mc//nDoQ8+vS8IwY3jmcIc7XCmmGZf/wK/Q0NK6ymcFEHrLZmp8XWWM3nfncyC2SBcOLDmh4ROf+ETBYDgg1tC+8IUvFL/1oQ99aDjjGc9YsE8h9lnPelZJXODvKnr/85//fHjhC19YnmW7/EZsKvrqnn75jp34LNaBwXDtuMc97qbyii2zlaMe9ahlXLQpzmvBr/JhwT9vfetbh7ve9a4lETj5yU9eMKGWp3WKO8zhtdHGDz/4wQ8u2AVP+PcaVyVyd7nLXYY3vvGNwxnOcIYBTas22Pb0pz992HvvvQt/xDV17AIXP/3pTxfcgoHrNrI3h/jSOtAqobI+Mca5z33u7eZt5yEr8jva0Y42Sy/4W/G6mJZen+hEJ9o25Fe+8pUSo9I36z3ZyU627bv+ZjEHDrv464P+t4CQcgC+M5/5zCW42CyqGQsAe8xjHlOqMAJlCZ1mXoE2cBUkLQtaxmgCxIzwHe94Rwmkd9111+EWt7jFaGAnEXrqU59ajGuvvfbazgDGxp66Z3cKyAEeIPrSl760OASgCaAEwte61rVKkuAzY7JOfd/znvcMxzjGMYYHPOABw+lPf/qpKSbvn+UsZxmuec1rDnvuuWdJuu95z3vuYPz4yXmc4xznmA3kZAEE3vSmNw2nPvWphxvc4AblWhMiyIyDyH3PATJrr0Ey3+cq0KwD49x3T5t6Fq8/9alPlYATT+c0tAgwn/zkJw+c+P3ud78iAzrCQSQApZucvjUIfK1NtQv44qFAGr/ntOiD8c3DKV7nOtcpfME3Dp0OAOw3vOEN25K5i13sYkUfFs2Bv69//etLEkjn6kBZ0sBhacZHB0fuHp566W9edKGFrT/sYQ9b6Bzp8OMf//jiKG5605sWXTvsYf8DdeYwzgte8IKCFZJU9ySp5rjQhS60zcYXrav9Ds8VfQQVkki8V5Ulf4mVNVg/+WXdEhkyu+xlL1vkLFDaaJO0CSAkrOzg/Oc/f9GPF73oRQMMueUtb7l0fQIfiZJdgeAaPSMLeodfij5kZk3sg9ysTcGBvPFAYHqlK11p4ZKMoQL8yle+shTGbnSjG5UEiM7hp4KCYMg8+EaOaFBY8tzFL37x4dGPfvRwkpOcZOE8+ZIcFEsUBs53vvMNt7/97Yu+PeEJTyi6dbOb3Wy47nWvOxt7Mm59hV+wGrbf7na3KzTX3/+vv6cr9MGVrtAbunFQbLDmgAMOKDpH7vRsqxse0Wn6Lsa4z33uM1zxilcsPITraEQXngpy4R+9P9OZzlQKfnPplXRYKxtV1GSjfJhx+Ry+w3vBPOxlb5p7fFH8p/mnfN5cWvQz90te8pJyWug2t7lNiWmcbHjSk55UsEp8gMY5jd8UoyjIwL224S+7hx8PetCDCj7j+7oNj/iYhz/84SUesksnroFD8FNcBSNvdatblaRk3XlgsM0KCc+1r33tHYaBY3zOAx/4wOEqV7nK2lgDF2Fq9B+/YDBspxtsWfER//gpfsspK0VnxWr8R8OVr3zlpbohXk68XusRPZNww3WbDYoGvc3nwME+mQMwKriCf4Y1VaEAEqpfqgxzAQIwCGpOcIITFIBIxQx7AQGl9t1pT3vaEtjMZ/t/ehrjvOc9bzECSRz67Yzc+MY33mEoBuW7S17ykmsrOUNkdAzWe4H2a17zmrJzIohlrAJMQQ7gB/qMFQ8kSec5z3mK02P4U42hqrh4vg7crdVnDkNlTOKFButKA+4CakmkIEhgN6eKBjQBCuC52tWuVgJQQSBnZE7rEJQCYIG8eYCTxOBVr3pVCRZve9vbFv6GlvoqWQLOnhGkm4duqIoZUwCIr21T3RTQ4+3cxMp6OSPJKcdLnznPK1zhCiUwx9eXv/zlJbG79KUvPUio0IGfwM86JChzgdBa8EjQr5Loxeld4AIXKDwDtvTclR4AW/Td4Q532JbIJWhr1+9znhfgKoSQA7l4hh5x5virkCGwl4i97GUvK8UCwRUd0VehBq12OmoHMDYnLLjUpS41CNAlMOzKvbrZBRfQSDgkW8ZUoLAzt2rz/H777VfkICi5/vWvX8blsL785S8XujkqztJavNiggIz9WyPnudGmeMCeveiF0wJw78UvfnGxD/ak2rmssUmv8Dv0uUf/4AQd4bgVKSSQ7pMnfj7kIQ8pa1TlXdbwnM6SPx7SQ3RrxjUn3Re4sid8NAf7/upXv1p0ZpWTAmRl55DNSODZJVlIgOEOGZkLBq7T8BtWkDv7rDFwnfEOjs8IqgWY/Ave0kU8XRY8w3G4qmDotRWNfsElOyCSJsWOFDC2Yn5zwIMLX/jCBXvZgdMrfD08ZHsSBME8nWLbij9OmswtYGQd8cGKIxJGPh0We+XUzNnPfvbyXW1T/KUTGnwzzMKzjTbY8tznPrfsBlkzHWE7TrLwMRKDs53tbLOnwSc++IIXvGCJU1pdE6fxJwrR5lMA4pfnNvTSj/gu4/OxkjVYIm6i93anJNx2tiSjfCV9cmrGeslZUqbfsmZOmOrEgkQN7tWNHK53veuVgqGir/6K5asWTvT3gn3Wp8Et96xToZIOvPrVry6nT/CSrPADbQp28V90eVGD35JAui3ODdZ7hu0rFpuTHortxQNkK26DD9bHFlr5LprzkPLdQT6ZU+VwnpcyUbQIkeJ6L9lQ/ZakETyha1EuCu85BqbypRLLoOcYk2BMIsD4vFojobiho1WYGP0yZ25MQCYhsBsT+uvxrFNQL5kU7K8LpgE8jkJDm3uCMgAniMY3wZN5BNl4C8Qvd7nLDfe+973L94ucnYCSTIzL6GPc1gCYHEUDBJJSMmWggrYcR5JEoMEajTUnmSP3d73rXcNFL3rRUk3iCCJ//JVAqjLpgzZBBrmhzXvfC94uc5nL1Gzf9t5YkkU7V3FmnrH7IRhVRXJcoG0CXACJX0lAzBkdbvvns+BCZRbf8YecJFSch7HwSmBrN+MjH/lISSjvdKc7lWcE63RvDt/wwBFU8pBU0DHgSu6ScmDK/rwcwxTwGH+XXXYpNLFLgb0rQJfYtmsD2viKR+QNsLMO71V8BW7GFPipcDoKJPiTFKERHdbtWNGcRr+NJ+lFt0pfnczhJx5K6OiHIAAesC96J5HmqAQTy+yXHsAVusWGBYP03jgCC05pzF7dix3hy1ifOWtNH3pFXxyV4fhvfetbF52TWKjeCizY8JyGD+yT3MmTbGu8pHecsiKW4knau9/97uHZz352KZZFnvlu6mp8unf1q1+9FOXwXrDpPtngiyssEDDRezvHeEZuniXHuY3cJex0AkbRRTrKviRzbJ3OrdPojGBbJV1RBFb8rzb6RgaRUb1OQS2cZ8tw93GPe1zBxxYb6mdgpd1yASMfcPe7332yuFY/t9H3dECAKMlX2JMgsR/r2tkNDyUCwRpFOAUAmMpfwH766EVfn/KUp5SfY/DDClGe58+MIUmYU6ixJsVsNlAfYUMDn0H3/eSjtnf+ma2xHdi2SI5zeIZu+mEXUrIjyYKzsEMw/4hHPKLEIHPGSh9yRJcr2eFZjam+UyiCx+yTX/B5Gb5nfLiDXr6IbPhYL/fFbDDEbrx5xAX02TySOHRIiCTMElXYyVfU9GWe+koe4gq47hlyMCdZpPGTTtE4toin/Gziu/SZuio0i2v8vMBGB5/vBIdCGb2Chz4rfolJFOfEWpe//OWHa1zjGgV3+W5+DF14v2xNxjQnOcBcPoNvhuFiTRgvJsMn+EHnxI3iBHOYy2mbxFNTazsk3j/IJ3Mq+ioajIbjTSNYYMcoKblAUJChMVDK70XB9AVWlFBQwNkwgkXN2Kq1nmcs5hCYe5nLfcYA/BiugJjS+UzhGYEEU6V+mWOgsIxREOOZsQYA0cA5rtLQZkscyAieOS2GoXqeHUoVHwEcAEcLg7TTIwi8yEUuUowOqDCkBKBTNHAo1oJ/gmFjod38xpQwqoYLyMyFJmOTmYqNarlkUmIwB2jxG9hZ501ucpOyK0VnwnNXDmKfffYpyR7HTR+APVAERuQ2taNrnaHfzqRdHiALePAVneGjvugxdq7m9zwQE+hZkyRlGeBK8CX3ggvAJcGyU0dGnDBaJHJAz64uHkosgKOAmIMUkC/iIV3GO3wXFGucEt0WVNE1ATtnJdDS31oVRqyPPnJWHBWbUh2sg4Ay4P//Y0xBh8DOmICczDgS4O3ICrl4bz6VTdVTn72no8aXsM9pqncqf3hEt+0WwxDy4GwdX6GP1mQ+CSm52s2DKZqgQpBEd8caOxdg2SG6293uVpIeMjYm/pPTMnsx7mY4JmuQbNtttnZNJZ8j1siFvObQoz+7pcd24Dh5xZ7IluxbnpAlfkqg6SHcIOepxka9BAh0Ch6o8tJfuh37hascPKwVHEkwBYB0BQ1419IyNaf77NzvnNGo2fEVoErC0SNxrRP/RWO138EEvsqu8NzEuR3j4PIZZlqr49xXvepVt5MB+e27774Fr2AY/FvWyJmNCkhhCRkvw8hlY879HkbatWY7doetSbC5sxucsGuuoEYPNXouSYaTsA/u84l8qkRCP75MbINuSZ7AW1EFXmWcRbSTB/upG5t2z9zGrpvvIsP2ubrf3PcK5BIf68/v/vgGsQF/XCeZU2PCG7grntOcGoENcN3vn2G8HUy4leSHr2abYiCJM/6JP/hLfDP3VINRfKSYJSc68ITvIxdFXbEeuzAm7FWQFc+hxVptJFgvvAm+1fMZj+7TQ9iLPgmgvtbnN+3wWzKfkz76mIO+ih/5yfhlPtfuoz5jzbjsToP3cBQN5E0HYCtbtm4xLxmhHQ/xYJ1mHdaHF/wxPYe9dhj9pMk60CF2dDrLWvysSPwubuKPrau3HTlwkOeK5EAATcEoV0CFgsrwBZM3vOENy7a85Qmm3BPYU26CpxwUNwY0J6ABoBwLpyKodZyIQgE7ii1AFAAKoiRuKhvAF536eA9cVNoWBTURiaBdUD7WrNlYxhVwrtLQwWEA/YADQ8Uj/BDAAKRUQjgTL9UZgAIc8HAOz9CF18DRuXdAosIKAMyBDkmKoFwlhvORSPihLXBQmfO7PIDJwOc04M0ZAkmGLljzAqAASpKDZ3FIANv6JQgSLLpDT5Y1MsAvFSrOIbtL5n/kIx9ZaMZfMuLwOJsk+BIKx2Ks1dr0cUzR+6lGvziDNLKgjxyRij9aBO30j6Owa2hOcsRr+oTXU0BuPehBm+RZMIBHWujSJwDvvrE4K/yjD8CdvIC94B2/FzV0eoYdk7+xOGNz4KkrR2gctKDDuslJcQCwz23oo0N2iKxDcsp5uO9qfIGShMxnY+uHhxwYnWfv4UE7rwRHoqO/I0sSZ2MJcDlkzn+ODrM/9kJ/JTPrNtV8JwnMzUHiJ9rgkrUq3vhbV2xkTiMjpxHghoo0fljP1C6YwEphQFBkl1jgtKhZs4AOPQJpATQe5LiS+emDwE4lVvENlkn+zUHP6SGdYmf0ht0rRixqxmQzdExwgE7P45ugyL0Ef4vGab+jK5IRNsKWpuyufe7g+pksYGx8ar0OspOIsYG5fKBXjqy5SqaX6U8932a85xckpWIKQSW/YR07s8FsPxGxE2nteBlfGyymp/wJXfceTuW9JEIRTGHMLtPc2IANGMMc5vQZzmr44L6XPnnBQU3fjTa+l51L6pySYrNsENZY333ve99SyFtUVGH3TnB4Bs38MJ0Ut/ApfKzCkPXxhZr3fIqCrnjK844D51SFJGkK3+iCBMPvgRVxJdfkBp8UOum7QqN5FTvhCZnwjcY3D9mKZeHcWMNz+uenB2JMPBeHGgu2iAnIScGBjxKbsS84b6cMH8W//KVYynr9vQe+ydxtswPriDs/yAeahw1YB3rJyC41TNQUZtAXXWnHW/bZHAp+ZGUtmjWKpfhn/pOP4hMVJsUW+vIr4nBxIpp7G+fAjhIe73eg3aWsYwbGeec4lupLlIPCqGAAIcnC2LPLFiPIlCAAS9VoVRCJlkA+RgZA7HBRMBUgYBwlB6q+Z0yucxp6xwzOswFQit8GK6pyAikBOeNuG5BRiU5gl6OCjEb1yJFEiZ01+wy0gKFgVdAkEQMycyty1iywB6SCXRUrR/dUy4CGABHYONKiis8RCdTtqgKue93rXuXYZ7uOsc/4DVwlJJJBiY6AzlqBhuSHQzCv3wdYp6oQ0LeFT7cAicR/WcN743I2gj3y4lyBKvDDH/LTL0EAR4MP9EbFHyj6TpAzJus4UXThP9ninSMxdMD3ihuOcBlH0CEwdaTOOjk4Lw7LfOibagoRgmlXVUov9NqNNh++WC97YgP0XpMcoI++Sx7Il/PluKKnU3Oih/6i9Y53vGNJlhQOOHVOha3gl51U49mtoSucivWicZXGYXtO0utYC9mgnbO0bg6Q82Ln+C3Ro3/sSF8yos9jjR6oIjpKaXfJZzvZxoEHmoTDeo1FdvoYz7hoIysJNWdPhxQ+6Ok6LWujh+xYcmfdZEKOPpPlKo2eOpVgHexXgG3HsW0SGXZoblgzJ5mhNwIh47JHVVhyIIPsbuIR28UfOuJ7wZKdU0UB/LRWgYsgQ5CmwttiZOjNs7CH7NljHRQqsNS/4chzc64CEYE5vYWb/+uNzxGAK0BM2T2MpJfaVJ/wiZ2SCd3Rd1n/PLeZV3Kjl/RN4WIq6N6MOeky3Vd4g4VwxD1Bu5gF5sIJWO5Kd9kXjIYl9JxNaE4wCHaX8YwsvBRSJIFwzjzGtQPkPptTbIX/7Jp98Hdinchyo+tHpzm9rMEuOVr4B7EAvEfPomSOT/UHRzSYwf4lWAqY+CEGM4bkCe3iAg3+xr/yX+bjK8VJ1rooXlRwgn9iJv5EfCk2JA9jupJT9B6/+DP4hJ82BHJqohDT/EPO4iMnyPhb8Y2iuMSGzydjeKhgKNEhO3Pgp3XxlTDeuuiyNdEvCWXi42bK8lx8nGclbOIKfkw8VesUeVmfddbNfX3NQV+nGqyWyCdORrt10mmxDl8DP9HjlIMCpL6KfQqmYtHepjlwkE/mxkhnLAKygFJ+aE85KBaDVFFYN4uX8EgIBRmCLcDOkNomkAYkArBFwNM+h37KL8jSAJojBnbxVIdVdtyj6AEGyYfAl3EDJ83zaFWtFlzb/QlolQ7DUBwBh4svgmSJmoRGMpxdJrySEOOpQAcomItz1d8aBXYagJ8yWPxHE+CSYJiD4ZvX+vBIkkVuAMdv9fxlKcasogYc8WBREpJ1uUosAB05WYvgMA2dwA4deMIhCf7QaH2AQiKparWsATTPeQX4AqASHwDPKQhI8CpNcuK4kZ1Zztf3U42c8UZFjGMTfJMzJ89pATJzkiMe4y3wBa5kBUiN4b7nE8hPzQck8cXREHNo9Bk/8UVCwrlwHtaMdnwjS0mMNZMnZyahndOMYw12utGJBjJxFRj6jkO1PvLTh/5xlLGDqXnwhQ55mUdxQrVPYC84qX/sTn+4gh86AAAgAElEQVT1oRNe7Mwc1khn3FvWBHrs3nOahEdxiTNy5NKuhZ1o42l0h6wEwSqPdproijnx35rZ5brJnKoxDEAHR664Y24BDuywfpXkVZsiCZsUeOItuZOTFn0UsEiwBBx2usOTRXPRZ8kTfKXz6BN84RFsgDd+/6HRCfcE2pr35jaXK8xiL3bY6etUMqfyrKAjWPIsPRBcCGAl8Xa8s7Yy0cx/6LD1wwAFhxoDMgT5CpDoNN2DDZE/XsAw64SX8I9t0mG00W384Nc8yybiPwSt8HZKZ9kafMBX87HtYHloy9U85qOf6Y+2OsBlq3BAwq1q7rNgHN/QgJ6ah9574RGa0W7tAs3gIduI3euHTt/TIziAD/qgD7YZz1i+y/rHfIb+9AG2mCvr8Cza8YLPCL34IpmHu/yquCLfhUebdaUrZE0PU/whK4E6edFlfIDB+AD/6BB7gfVowyOJhWNvc+g0Fn6ZF0bQMTwyPv7ACX5DYYks8VwjEwkW+9mMhl6794pf4h0JmDWJQWCJhEafZQ1/0kKrz2xE43fhljWKD9omoVXQTLyChmWNrMgOxitGwxq2i0fmMTdZ0EeJlN8sk5Wiv1hDPzYzpq/mxvfYsjXxTcYjH+tlj3DWnPQ5NhS67RryA3TeiQbHvcl9UQvvFOvgMHrFZOzEmtLQQQ/5AVc4QZcURuGfwqiibOwsz7nimbjWc2RhTuPBGTyzWcJnWY/CmMIG+6ab5rEuvI4/rcfu7//DgcVSPohxiSJQMAbv6I9KLCBoG+VolbztM/WZY/L/aDFwYzCmKWMwjxeFXqVxmCpGKhWOAJjT7hKwpOgUmOIyCuBLmTkdxuYPdai0UHT3BdKMnJNDy1TTH1gzHo5KJdwOGkfJQKxTcKMfY+V0gQ4jAi7eO74FoACZwKqdj3HiFUMV5OvvnqQLcJqPo5KQkp0gWz8ydRwOgE/xul2XoEhAQU4CqDgk/QJOeCeRBdLuBQgCioBx7tE2z5OXP3ZhPHwAqNbHyeY3ZcAsTiF0tLSPfTYOeuy8JbmQENBBdANV46lY4aX3EgMJnSTCs+jAa4HAsrkloXZn6ZngSnOlAwJ4wW3kS/Ya/aEbdBbfVSpXadaARjumwN24ChF0QiIvuGILxhac0x/6aU7JyqI1+U6ApmLpefzEK+szft2yrlzpnPeeoUea4JKeTDndWk85M3hEPxyNZRt4xIaCQ8aGE36TR2aCGQkh2zKHvni/brNmf+RE4YneR6aCPY6dTkUvF81R89h7NElyBJF0M99bDx7ALL9lk5BK9PDMOgV/+A6rBI1jDZ6pcJO5ce22wTQyU4ml9/TF88b0sjYBEdvj9OEVPbz5zW9eKrtZ99h8xhHosJXIVVJtXVMJztg47T1JmoQUHWP+yJoUFvxehD540WvBO0y0MyPQsbtpXfRCYMSWFfX0FbgL/AWo+rJF/KA3gkS7jHUQhUeeF3DiE75IbDwPa8klumk9bDMFCMka3uvP7yj4wNj08TtMtJobFpmD/cBvAWSrx/ydnyLYdbI+vkpCrcDlPVol5MYUxPEJdlfIKcfO8Iq+ecZ4YgB6Qx8E/+4H363HmI5nwWU6ql8SbSdA7ATQa/NEP61BcoHXsBV/aztv5b6RzzAabegKv9gU3Sdn+g8bgvtoY09kgT5J56rJJv6QP7naBal3iRRY8Qv2s8ngoDXiQ+KTjaw5z9JTRxolb9YeW1RgdcoDVlnvqi0YS+/FBvTbMW5JI71Mcci4cIWesy9+A45MNbqkv2YOvKfrMJ5+eFYhDg5Yj/58G52GawrW+MpO/IEqui/+ss5lDR+8yIwNkZO5Ya5iavuXz2GFdenPPujPnBY9k/yJKdkXPAjeZwxxFzuFP/wYP23NcEJf8eVYk+xJEO2ywcHYlmf4DngnvlfQdqILD8WJeOv/VVSUFwOgjR57xmsdPRmj73/h3sEqmaOodjoErwxCUlGDbQIM1wAEITEsyifgAWZTjSLanaJIqh/OJlNy41E6ToTziROkVOZp56LwkjLPjTV0OI5EUSUTlBuNAjzg42U+z1NW7wGSirRgwVEUdHnVoDs1Hxo4NMaEfgalIu3PADNEQASsJW6Ca4aGNgGKQNX3/lyyQI3BARKOxLNtC2/cR5/KFLoEmcAOwAFDDtj4ZOp794EHoErVsB07n9EgMBCkCGAlWGjGJy18EFD6k8rWTE88h1/kzJkD4/A5Yy+60gvAL9AHlMbzPL4Ilugm55DjcqHHmPX7sTnQJcAC+t6TB+cqAKEjSXoEOn48zOnb+cFTvPUcAAeAEqVl89HZ2pmjyT36hq/AXDBhbcYVhNEPQRW5rtPoOJuxIyuQQiNd8JtD/HQMRaAiMDeH7wV3ghg2QY5TDc/YhuCck/SMXUQ7XfSJ0zEePRBcW4970W8FBTzlLOOwOA404cNUww9O1hE7esVW8H/sVIA1SajMI1D1Sls0R/osuxrXq26CRa85zVoEQuSNn+yIPuAV/pMfHIIdbIE+CJrgouBU4G2NsEPgIiAWfAoOx5Il+oa/7Ii+kQ1Z0WX884ceYJbP6JA8sDN0sDPJH3sQGDldsGydY7ygjxtt+COAkhS2cscPeshWBV78lrXY/WGr8ASv+SW66ri5dSkWCdYE3fhrxxz+sxufBV3wSxHhUY96VOEhXIC/+CngMr4Cid1ZxRvyECjttttuxf8oPOiPRju6MB79/Gqq87A1QbaqPVrZLLuBSWiUfBqj1ufwFC30gj80n6CPvSSJEsSRuzH0ccRR4MyGjEdvfAfL8YROwgHJK5uhf9aPp/hrPXwBnsN+BQN4DEfoE73lMyTeihx0tW4w0bj6s2e07YxG98UBdbM2ui3ZFNTSTfpuTXQfz8meHuNr/Fw9xrL3nsEfa6ubz2QYGsg5DY/Mt5nN+K3t4YnXug3vyJ1tsSdFEjbp2CB+OpmQmIXs6a8EQb/WbkODtXsWvvMf4R95wCD2Qaf4D3poXcb1WbIDzxRfxEGwlV55jl6K48h2qmUushGLsmV4aU3WaVy7qCmqkpGiGxyX/DhZtWj8el5zwTCxNf1TCKVr7CqNfrBfJ8D4WnjiPVyAGfRybD7xhLgadtmMEO/iZfhpfGPBSLLDMz994YfErXY14YKYj+/JH3vxfG//5cDOQar/jr+p7wR8FIHBSAaAO+UDChwA4VNEhpZEROAt4GVMHBonQqnaxmg5GUZi14zRAwctRsWg7BIIONHAWAWGjhAKDPVHI0ek6sSYPNs2z+bIkO8ANgfFgU6BmWfSjOlzfS/fTV0ZOcOwLsYgcBCMAQoGhGZrYEiqgoJC4/vdEuAThPqrQtZu/jGjNTcDE0gDQAGF/iqNwFBAAsQEeHhlF8VxVoAgwPe9XVF/ppwjngJYSZ/fdqmyAzNn0seaYEcwZBx8Bbqcs6uAfRUw0JfMgJY1AWZHtgAcwHPu3meVNwmQnaZVWy1TOgycjaXRb3IAmNaDnuinIMg9SQxbIMt1msTamJwBfeGQBHkAXNDmGCYaVbLXCXI4IbuBwF91lu4BZ8GFoFylrQ1w8MDuBVuT8HO+dHTMrqw9AQIs0AdP6DV90XyWsBmPjnI01s3BwoC9995722f85nzQPdbwSYAoEUEje4Ix7HmskVl0LtexfgfWPXahyIEnZBx8wUd6B9s4fHhKLvRBoM0u8AJP9SVPWKYIwT7wcSyZs0738R9u22GCm7DQ2IIJfJIASRbpi2YOBSXPSCzmJHI7k6fogQG1fDOftcE+CZ9CA/zT+C87ufwTbIJjeEZXFXF8zu839afPKvz4IPhUaNDwXJBjtxvOsh/HVRXqYIbdbXalwXzYJbkReJKx7wRSCip8GYxnnxp6jKdY5A8pOLLGd3rRBTRJ1NO/PNT8Q0/gB9xEu8bO+HH24mgVjDMmHYOhWoJI9me3jA5J6OiUQqu1aJ61fvYtOEYv2iSt9Ie/h83o4P/4CnokQCSvVi8lkBI62Of5tjhSJt1J/7AbNKFTMYTOwCU+G67wufQFxsUvrEMKfWWXmqvPmrkVF+isOX0XnU6f0vEg9A/9t+ujkAq3JBniCcWnrAFG2E1WOPC9Rp8kVvotKvDDQL6vjkXwhQ7TDbZLLnWC7DP9dY9N0Td6KV4xnufp3RRPjS0hhBviW74WXrDD4Id1KLLY8c8fU2PvCj70138H1Or2IrGRM51K/Bn7q2nUB09hCB30XsMHPi/PtvOwc3RL0OB6dM4cfA5bZZ/wRtynqC3O9vMSGO80i/fWD9vgKJnVtLVzHhI/H2ySuQjXDhtlFXQCPcEH5SJYgRrF9x4QCtgpOKWrq5aUslUE/dzndDg4wXr6pS+gE+SqjqiSMKj8YJvBMkA7KqrzjDjPLVMsyk2pAcyiNne8dgy8wD+/fRHoG4fjZ4DAQsXKDpBgyjXg5jgmp6YBBhWgBMvtHD7jF2BlkNbvOA8QUhnzJ9zJzNgMlOMGHpyVRFsSJzDEf2Mw2hpAM585yF9Ag27AFznVfbyX5AiyAak+mrXjM53IvTw3dc34aKZjwLoFLvyRhFqroIPT3Uijx+all3WjfwIvvBT4cGbO/ZMNHSQzSewqTVBmHmvgcARdgkXJtoRcUUIAaC4OUMCjkEJnJWH4MdXo3v+xdxfQtiTVGYCbDJLg7u7u7u7uPkBwlwkwwMAwuLsHwsPd3d3d3V2CQwgQsr5K/ke9mu5jV96971at1bfP6a6u2rVry793VZ9LlwQB0U1OiiEX9MvGcQbmSn/G7F4CCQ4RLyVZBPGCOc6arMbhjPWduaVbgBBHor7rVj9kua1uAM3GT87V9W4sGTcm9GYLVt2HNgDGXbt2lRV/PCOHeEKn4uTqZ/LZs6Et17bKmb6xkxyrOZmyN4CmTKltS7ZFqYd3dTF/rhvrrHnyDDkAxOhPVnc86zky5p65oHN01+esaAEJ67GqWdO+np/RzF4JNgRKAk+/lCjAIXt0NvzBd0WywraweiWaPBqnd3YSyKmLT9Er3/GbD2I/2V/6WRe6YKXTu1l+5EtbEjaSKoIeQKkuaGVngUb6yX6zPWjVF/qnCplAN5/SJkQyv/Wz5pq+R/dzj23SJ17S/wRy7ntGW3UBGAXK+FIHPXST/2Of9TG27VgfDtjBYZ42ugiejBGvBBx8lnlhoyRTYQ0/TIEutPNBbAz8wz55bpGCT8ZNn2xdo+Nkj065xwbiv75c15+kIt5bLTafW8V2sb8Cc/4JtkmAS3cSyOGJcUheo50O4is9YqvJrmQB/DhV8IDOOFLMFTwj2Bd44KnP+jIvDskt1/hovsHqeLBi2mnPaFRfYCpBqD2YwxxLaCWQ81ywmEULK970lH+GQelbEjhtH2PfyY+++GC4kH1gGwSG5l6yhy3CC/NPRhRyxK8raJ8qEjVkGr6QCEzxDP2U0PGuOdyBd1Yc2Up+2W41/Ur+aKe1T2mrn4dhywdzBIdgA7Cy+d61EtCZYIZPsFAXGUkT77rVnkVLgGwcQ2u0XHdQIgCmDTTc41gUwYls0KLFswRXVpZQKxQJcAY4KRuDyyi0jm5eH8aBX7YrURrKz9AwYDJOnDpF1b+VCsaD4aJoVuwY82TYZyksOvQFZDFitrwIzDhUGRcG1VgUwQeAIDsqw45vlBrPrNyYv9p41mPEK8DAwQC186SuOq7jIcdkrKEd/zj0vDNRtz3rs/bQybgpY/0aIxBmvIDDWJ1ZfdT30Gi+28Jo24ZIL4wf4CDn+CnoYdA9u0wRbAlMADXPM96CQoZaMCb4JiecGCCBr4AdGswh5zlVPKMt4IockQeFvNFr9HNUaOaUFaDCM+ZR1p98Al7k1zwCMRwxwz+reJ5cmQ9OXsFTASTHpV/gUHscPEDA6cwLDugEZ4dPZBwop/NoM+cOfW+3guZZyZqMJzbIeVEgmWdzFgyQH7wCFIEztrUu6GGrJDAEJ76TcTYKKKCP4Xf93GZ/nkUD+RMk2bYkALblkO+gaxIS7EV0Iu3wbTVfXccr46+vG6d7insO8k2fyaggoJ1PdegNOwbQSrrRTQGFJFAr++obA31j2xNwLspjz2d8eYaeGI+51Z7255WM09nzbF9d9JPCXhi7RCE+KJ4jL2RHMDjVp3rpq24zbW/Emfzb0SHpCIeQEwf7a47YSO8mkgt0OwR17KQggXwtUvDCfNNbdjn+xThdZ+tdo4v4FHtm/nx2TQC4FQqayTlcA2sIXpIwJtu1b/AZ/eyIxBE/xH/RQ6u+yxbt8xkStxL32gkuIJdoI0MwmyQJ3ZEwEYyMJRDq/s2DZDY9t0PKnNiRQl/qAguTcViJ34QL2EjzJ2lPlmYVMiU5SkfoPh/vml1mbJV2JRP4Sqv77BW9gqViU4yL/s7TE8+1Jc84o11QTN6t/sOh5si2bwl+OxLQYn69htPLOAe2dDBHAWUEvRfg5XoBmvcAKMhYoUAxQM7LlgjY2HO1kfd5rK5r+nVWZ5kS2j1DsWzfAiwZXm3KNnKmlG+ZAjTLSAmOGBOGIdkRdDISHLiMMYNjxYvycni2r8hkCc6UsTG3tAgsZIMBA0bUuMyb7JGsOyNq/zTjKwMkG8MQchLqGjOgDfTomxFp+20duefaOujifBgDBijGUD1GyzOORYs+tRcQoJ0caUMGzdYHTte8pY8x2vLM1Fk/2sizoRUP8YWDFUyYM98FksZoFWDZVUH8x29tWm3mEIxXO2QjRjzAS+Al6AMOApamxmEu/SgMw49/2uU8bK/Vj1UtTiuAgawLjLwLI1njR3LMn+fwwn2fMw9T/dbXwzvXgCDOjy5ktQDf1NF25KR+vv2sLrmVeOGIlPSR+WqfyXf15tVJ3X35DARZoQWKbBEEcurMc+aD3bI6gc/mBu/Iinf3AF1ztpWLcbBztvtJUEgi2XYkA0936Y/tlABSxgzQsbk1PzJGderie32NnnnWmZ60Be8CbvUDcAqq8Jauuz9W2AhAWBAQW13XEyi5T1fHwFtd1xyqTwbYAAkipR5HXX/W57FnyIzt9ba6W4Xni/hNNk7iJe/bjbVb83Oz9BT/+Wg2HM4xf+TBnPAlmTP0AvlkXkLNmAR0ixa6BvCzubYz14UvcR+vbGvLnKijPysk9C0r5/Wze+MzX2sHkJ0EdggI1KZsgaBHffwic+ZVEChRmCTfsmMgJ7CJgKNd/U5b5tXig7n0Xu+8QI6+wkmCFnUleyS+x2ScLxXQJYFLj2ArOiyYmye7eAVTWl3DH4lN80t36box4Q+ayKGxSOgKuuYFihn/Imd9mQsLF7A++fZOqzEI4OApttJ3dNAN4543vkX63tfqjFvuLTRKYJxRBv5lKUz+VBkT+qm6866v0pZnVnkOLYST4fY+T95bkHEC6Amx+xRWQLdoobC23HiGglAUyh8atUlZOeG89weoA0qAhKBPVsRWTM/gvTlgMNBaFzTK9MgoxshoCw2CJ8aJEaCgAoFsJ3Bfu+gA0I3Rio1spX3f3tUQoMwrtXKj1Xeyw5jqVz8ZLwAj87RM0aaVUy88c3QMn3bQnaJ9RnatRV+CcLzA1xTXjUNQxcFnzOqhxRmIy/U8N++M7w5ggqNPITschBXc+jqDChihLcFMnmnP+NMaf5lHW2TIo5UxAJFMAZl4LIlglca7AO1qTdv+rO/4RLbwTcFTcg6wWBHR3yrFHFsJ7WV1DggIzA35ElyzTzVQZF/oGXtB1jj76AL5ltAj78vK+uoUTz+JTjIxRgvZlrgAJgFoY2BvowOSFkCbQ4nus7OLFHysbQ49Jt/sQ2xCLed4zgfQS/UEX1YW+Bn12Q+6WBc2x31j0H70qa4DGHrnWeJuEd3Qxlg7dZtjn2t7O3bfNXXQabsZPkoIsTWAO5vC5kwVc+jAA21sRtEfwC+RBvSn8IF20rC/GYN75khQoiQhlWemznjNZ7GJ5rEtdCk+Uvt1MEeG46PHZLxta7O+m8fMpXFNFbw1n/CAAEwyxXjtKGlxzFQbY9cFOBJRzvHLztrGP3oGA1ltXbQfuuo1nvBZe2OF3sNZ6sNW5JxMCMKsas0r9J5P1742bG200pgdK35pFd0SsewDXCoJ71ptb+b1096vdZ6e4pHfqjAvxm1RAT1osd0U3wS35tmrOFao7YbJv05q29/J37d0MGeyrTqkmFgOaJZBJyxRhDy36lk7bVtj19J+WzfXFzmjW4BBYfygAEXjgNZSAAcOSVv4mPcI0iZFtkriBVSOj5LYYkFxGSmOGcB3HyAX3AHDtrsFfKQtcwKMcRTaVZ/BUHzHG+MBqM0jupw9xzC5xyAzFFZkKLU25vGgNg6hRV+uG69tm2mDkWBkjVkmMlta89zUWVsOYEdgiq9o1e5Y/207y8gF8MqwWkHlhGQcAV6f007OaNC/DLsMHlAMAFhVnaUjLX3aANZqB65O+mnH6Dte4OcsJ9r24zveAQaMs6wyoCsrDXxyFDLOgLqtpFNbbcfazTUZf23gn6ATcJaNln3koPDXDyhYWVvP0vJoVtvh66w62+HeWsZhPgQ3tiOzN/SePUgBUMgxmaavQBHZUfRrRYvMsjHOe7MAQGMAGU1olrhyll1mIyXKJBPITP5VhbrGYWx0lz6k5JrvrV5rL8ku9egkoGN1m+2QHKm3/LPhtlHhv3polzSTwKM3En/4nhJ/wCfZ4sTmAftsek0Puy7L714KepSa/nzPtXo8df16TtWp7+Vz2so518mGcUoAC44kD8kZXs1bNWTfjcW7cuGr9gF0Abig1eoefqxnIQt46pxx4CX76npkv+7TWAD6RQqesKvmvZaH+ll9p7/6us/ubYcS3tW0siXeBeNf4EcJFPIgSF5LIVe2BNpJpcQf82/0xHf+R0JyGf6NjaGlU3DqtRXzSX/ZUP4UdmIDFinBRQlK+UnJWXIFG1lEsZXV6pgzf+qdtbUEc+gKL/AHDX4Qz2q5zxYDrADCblYp/eiJQNUPNvHp7D1aJD5qG7nIePf1Ov/wGNtgpAwqI8241U4gpLuWAGFsogFQ9wUPqxZ9yyYQsAhl2iKcY0Y396fO6AbICbEgyVbH1um0fU21VV83VlsQ4hgpC0WPsYiTAGz9Pypbz2StvFQMnPhHjvrFdzQaHzDMobVFmwwBJzc2N6kvSATe/aiGH6XYiBJeMd4yVWQBTeZdwAKwyDaqF17MokM9hy0GtnwxZgCRFYMYxLHn9btI+541F4CrX1JlmP3fJODPKtUhhxxSeMvAMnABvQwrsCIwQpNtJOiRceTkI4/RiTEacw1/WiegrYyBgwIOZXcF4hwZGVlW3smiMQBa5Eg72pSJsxKIz+jwi35AvGSC9xpk1TngWYVt8OMctmugO1uDrO5y6MCRAKJNRKBJfXwKb2f1s+o9/czSjVXb3a7P4QX5Mefk3zn6glfkTJbZD3kkA+++59hHwQfQnWf2Fh/IK5BB/shzvT2SPNETP+BDxoFKiRn2nq0Fxugx3ySzzreQUzZKUIEPAgzt0kGAzT26oK5gjS/Sj2AKz+iWbYbsuH7xkN3Tp2ScVU62FwjEO/ZCcLlr166STASgjAd4kzWnp+xMfrXSM+wNemJLjR3dbKyECnpt2/PZ2NBt3LmnruvaRjM5YL/oPKDq/Rn227jQ7bo6ntG2frSBRmf2XD10aQ/9kjeu4X+AI3vClghY9dMWc4ImP4xR3ydrbDO7798K8Zdt8qtta9nvs+SYbuCPOdav5IZrjkUKGyvRZ66tgowVOqhd81oXfoAcbuVCTsK/1saaR1hGIT8SuXCBwE7BQ7LFByxaPON5v59gJRrv0paztswXvVh0jsb6zpjG7sEHDoWuS8zACHmGXtR8GWvDNcGtoNQv09ohQT6MzfZHP5Qj0eN3F4zTdsy0n/ba77k+70xH/ZssuNOcSEDZ3WVuJLnYUViRHuOlnWq2IdPfWjfn9bNT7i8uvVuEI3H6HB2jyzkQWsU9ht41Rg8oDlhgzPzsuKyUfc4cxbKFkeA8GXIOg8K6FmV1ljVwbRkBRyNnBZhwFH6wYb1Ka4Rrumw78AK1zBGF4nzxyLgEELZw4BsnnDGiVbbWuW0bza0hbceRdtbTEWpTvwlGKLoxGBcj3gbv5ENgoo5xMCRAFcA/VvAMrxiZ1GHszFW9pYgcyt4CZe4H4Iy12V4z/34MhjEDtBhVgNUcMMiyUujQPv5nTLLNgkBgRTDtOhq9K2I+BXUM4Cx5l7UFDDm6uuBpZDlz7T0n7/4Ym/cbAaVli3lCDyAItJkLeuvdIrRakc07RZyUugJAK8c1UK77pfuCa+97qu+njP06orn1UjWHBeQCf4AZ+SM3eIoG7XIu5g6/XcNn8y6QyPjrPud9Jg/6x1vyYNyAdxz/vOe36v3ocG1LVqFVkoh9IX9t0Qc+6QOYdMhyC2yAFvriPh3e24W94VesoHsPDuhIYV/oEF2m33ySbUtkn35K2pANCQgy6jr584MYAiBySffJrHb8IIEMuh+9oPeCNXLKHwo2tOfwHqrABk14hka89qxMuO2G9ExRzzU2hL4JaNgdQZ/PVsnt7uDzFPRJxgkO7Ajg84xFoCCZ57r33NHsGbaIP/ZrfhI2bBg7Rce8UqAtNBobWTD3/I+AFG8kaKx+oBcP0UWX9eO6wBYPMn7vbbMB+AeI6ovNJ28CFcEtG2sLWWu/2DU06Be/U+LvnNk/45la4cozi561iS78rws+ONDhzDb5QS/jNl4rhJmT+rn2s7ED63TJVrZZOqMvdJhT73eyf4r5Xau+t3St9TuarDbiAVnjv9AfbKh9dts1/GXz6YDAn02XmPYMHYIlJfpcV39eMR/hB/6yRZ7DW32y/fhI79AjSF6kaAvv6QZ64QHtaJ88k2FtO2vbQRbYHbqnb0EYO0P2JaAFTFMruOZYwCZ5AXNk26522ZFsCTde/5+y3i3jWkp4ke/zzsZjZwAMIcFkV5oEC79Nn8m47ZXmVQJG33YGzEvozut3X291VsgAACAASURBVL6/9z3hEtylLAwzQeD4bNECkAA0wsRhMsRAN6dkVYNRp8iUw3KyH0BwTxZiViGo+qkFllLZeuEfMhKqKK46+tePfb5ApWcXLcAJICtTaiVtrIzRM1Zv1jU0oVFbDmPgqI0LSLedkhJ7WT8/AcugAB8JImRofPfMKgA3fTuvV8F7RhnoYfCAZxlUAMF8ACt1AQTdJy/eCQQQAJEDDjhgjy1GeYYhFPQG/LhODoCNlgfoYIyBMT8T7DvwM8/Y4bNARlDJSaMt/aCLIQOKGDmGzxgEBgpeAgT6oCOcFT2xdYE8aXuqeNacA1rtthPtcBoO7QpcBTzejaFzMvgC/XmFzHFmHCawBJTgDTCKbkGoVTRzQO7oFYDHIdElYM7WU1srpoK50AeUWmm2TVc7bAFgqF2OMf/WoZ43PPC8a/4fET3BS/zg0BYBbbEV2slcaxd4ANTZHt+BY5lPtG3nkvGuZQz4RM7pFUAWvqVNfThS2G6yALyQH3K1FfhozmXEjYG82uoU0EH3yZCVL7IucUF3gCcyn+167D87ow1jVhdfJGYAcG1qyz26TQ/cA3QAQLxgk7WHjwKW/AocmyGI0yc7BrBqoy6CGv/yw9Yt7yyzoVbiBH36YCPqYrx+jIwtMh9sg1UC9oB/8K4y+yAIp/dol6xEv/6NzdxJ4qhvDGjWj3Gwm8bCdhm71dn4d7ZPkMG3s5VsMRsle48vtmpZUQRi2VRtxI6xP15l8O6NvvADjYp2AWHzoN1aHr2GIECFKfhA7a1HYRPwRjIV8K775Lccse3sH1vpF7sFxXz3lD2saUOzFQ71ydlYQYfCBqKBPAmUJMIETXxNfo167Pm9cQ2NAms2QXAd+gX4AgEyxF8JfsgzneSHYER40IqP63SDzNEBCeAkbGeNic7r01ZE9c0R3plLB3kWxMECeK7+IgUdkhX8HX8lueN58iaQZ1/YCPX0R4b5FvPjOf0Zn4Ne+m5c9KCWLbTwTfSA7tpxlMA9dNJL+mw8Xk2g822hz47IT3t/7HvqskHo1z8dpr9JVhkb351/QbXInIz1tZOubStEQYApI2EG1rwHZtIjTMngEj5AlLKrG+GhUD7HeM+aaPW0w2HkOQJFsRj6NkDQFjoAQO0vs7rGaXm5k+JMKb1xUkrGadXCcTJwNQBnBGzv5KA4C6C+dhAcaF7I9awMLce6CA/H6OQwzaO5WY+SeeKwrYIAS4JjPDVHDBaDzaDjLT46e+8v34EWwCLBUUuXhEE7n2PzhCf4xzEDRBxhgr55oFN7smKyU2isi/myNRCoEgih02E+yJzCeeCFdmTTjJ0Br+eybjOfGXgggty2siUw1maAH7oESrL+rhvbvCKgBiQ4WPNg3smUFUVgj/NktPVd81QdziP6xmm3zqbtG/8AUrym9ykCZM7I3JBzDg6gVoyDTPquf07ZfKPJqi45mjd32vEMHgJ9cZpoAHCN0Q8Z7Nq1q9yzctDyOrRuhzOeAUZrdbD0xeopXuB3XfCQjNhim6yy1Rj9SuQBYBIVrV7WbWzmZ7JnrtkfuzfyrjcZkKRIIdN0gG+pCzl3jBUAfpUCKOGrI2BzVjvmgy0ErtiVeXJPNxzkITKvfXMyNS/qL1umtgWOtQP0+nElPJbYGUvEmCuBtMQKvxBfJug1f1YL6Gxd1LG9SwKKba0Te3W9ZT/jm0QdTNEm3fCVnLC/sY18m51FbBa9aX1F2z8bzv5q3zvwaaetB+cI9qy8wBlWJsmwJK6AhR+FD+IL2uf3xnf+wEqOrX9+ERbdkoD8GTmDM+gfWXZETvHMPbzFj/hQ/B/Dde3Y1DdvMIRkh3nQtuKceRMw+sVNPMXfRQoaJGGtWklES+Ba6TcX5sRY2UC6ScbRYjzG6bvDvdgX4xSU1fqJDtuPk7y3IifRUhc4W/JC0swOJGNtZc040cs+T8lV3abP6uEx+bWoIqnu/Tg4Ae3GKcFCb413kflo+9ip3w/z90jhNuCAbIPMhECNAVwrmJg1ZFkCggZMJKPIMFKaKcXESoCV0K+n0dMu8KJtYH/VcWdlkqONsxIcMNiUCGgYc+CUDM8BAuMHElrjMIuX9T2Ky2EyVkD2Wgu6BE4MlnH5HufMoKGdQYuYo9tRO07jUkcAkWfXSpfgCm/JQbtlZ61tjz1fjy9ZYwHGWopMn0y1Va0pcDavfTprq4Rgidw6ACG8JkuLFvwkm61DWfT5uh5HEh657rPAmKMhG2SAw0wQUT879VnGXxt0KI60riv4tnVUAeinbEj9zFb9DPQKziUY5gXYq46BPloRMCfsb21vOH7bgyQqNqr/VeiWcPBjAebXVnx2spfN5QBdthLvnVs7TMhoLTvkSjLAD2MJbswTO0l3rdpbDbHyVQfgGQFwrr6VRcmhMV+ZuutxtrLCV/IfAv16HIu2DzNYQaIrbNoqRQDLjsNCy9jsVfpa5Rk+nq9ir5ex2av05RkYQyJAMtPcTBV0CYb4PFhn2fmzssfW6WO9cEloFcyx4RIlYzaUj2TnJdQEo2PBGizHRsOOi/LdeGxvVSRWLTDAtIJvGA6v1oIvM76deN5WwdxOnKDNGLNAYFlDsypdddCxahvtc5tJf9t3/945sNM4sMgqz07jifECb/6Ni+3/3u/0XttYYL8TebNZY+YLgMSDDjqo7FawkiG4BhABVEGebZgArPdw7HawumEFxEqE1y+shLTzZgXPFmwB+4EHHji6HX+zxtj76RzYFziQFc7Nwp77As9mjaEHc7O40+91DnQOdA50DnQOLMgBmWcBnR8ksI3Y9qQOVhZk3jpVE9DZFeFHP2yptiPFip0tW7as2y7oNQ0rAer6kRircd5Z947O2K4a2868W22Fy3bfXjoHOgc6B7YSB3owt5Vmo9PSOdA50DnQObCtOWBLmp/Ztn3P+8XtKs+2Htw2I94qsq1cthvaCmarYb1lLCtugjWrctv5XdZtNjWd3M6BzoF15EAP5taRmb2pzoHOgc6BzoHOAVuIbLv0rktfmdu68mCerNoJvOsgb+tS3CnrHOgc6Bw4NAd6MHdonvQrnQOdA50DnQOdA50DnQOdA50DnQOdA1ueA4v984stP4xOYOdA50DnQOdA50DnQOdA50DnQOdA58DO4kAP5nbWfPfRdg50DnQOdA50DnQOdA50DnQOdA7sIxzowdw+MpF9GJ0DnQOdA50DnQOdA50DnQOdA50DO4sDPZjbWfPdR9s50DnQOdA50DnQOdA50DnQOdA5sI9woAdz+8hE9mF0DnQOdA50DnQOdA50DnQOdA50DuwsDvRgbmfNdx9t50DnQOdA50DnQOdA50DnQOdA58A+woEezO0jE9mH0TnQOdA50DnQOdA50DnQOdA50DmwszjQg7mdNd99tJ0DnQOdA50DnQOdA50DnQOdA50D+wgHejC3j0xkH0bnQOdA58BGceDvf//7RjXd2+0c6BzoHOgc6BzoHFgDB/Y7+OCDD17D8/3RzoHOgc6BzoFhGP7nf/5n+POf/zz80z/903CYwxxmkid/+9vfhj/96U/D4Q53uJn1xhr4y1/+Mnz7298enI90pCPt8bx2v/GNbwxf/OIXS9tHPvKR97g/1t6i1770pS8N73znOwd9HP3oRx8Oe9jDLvroHvUEhY5Z/NnjgWEovPrCF75QeGtM+Ls3yl//+tfh4x//+PDJT35yQMcRj3jEvUbLRo/fPH/rW98a/vM//3M4ylGOMuy3334b3eWh2sdvx7y+Z8lUkhCz5O2///u/i+7O6weB9PtXv/pV0YPDH/7wo3L8u9/9rugh/f7nf/7n0TqHGuzIhZ/85CfDu9/97tLG0Y52tOEXv/hFafeoRz1q0e+RR/aJS9///veHt73tbYXHxznOcVbm32Yz47e//e3gYBdaeeMbHGu1XV/96leHn/3sZ8Mxj3nM0bZ+//vfD7/5zW9GaViVH2zBRz/60eHzn//8QPbq8elvFT+2LC30mD6ghU71cmgO7JhgjhA4ZhlsRv2//uu/dgsn5WOYCdKq4KVl+TKOo322f+8c2OkcoMO//OUvix6vl06uF0//8Ic/DG984xuHD33oQ8N3vvOdElR9+ctfLuevfOUrg4DId0HRe97znuG4xz3uAKwsU37+858PD3nIQ4a3v/3twwlPeMLhRCc60e7H2ZYXv/jFw4Mf/OBis851rnOtG+h785vfPBx44IEDMHHe8553OPaxj72732U+ADvaQqvxB/Swu+94xzuG7373u8Pxj3/8PejGs7vd7W4liDrZyU62x5iX6XutdYGohz70ocOTnvSk4QhHOMJw1rOedfiXf/mXtTa7JZ8XtDz1qU8d/uM//mM41alONZzkJCfZVDoFceRBMHPSk560JC6mCFBXkE3HJDjqJMdPf/rTcg+IzvUaVPtMl9773veWAP1YxzrWbpkc6+9zn/vccL/73a/QdcpTnnIPGU59oPd2t7td0fUznvGMwzGOcYzcWuqMLn1p75znPGcB8fe+970HiY2Tn/zkK+vgUkTshcpA+yMe8YjhRS960cCGsXN7q0hoCI4ksGYVfunJT37y8PCHP3wgQ3SmDtw++9nPlnvaYrNXtRv//u//XmRC22c605n2sJNk+XWve91wz3vec+AnTnva087Um3Y8bPBrX/va4SMf+UixwZI4isThs5/97OFBD3pQsc9nP/vZCz9+/etfl3kin+xy6rft5jse0VHP8d1szB//+MeB3xQUvv/97y/JIz6xxel03Nif+cxnljHjb1sn/ezU82rp1W3GLVlwQkCR7njHO5asRj0EwRohe9rTnjb88Ic/HG52s5sNl7nMZYpiPOMZzxjOcpazDHe5y12GU5ziFPVjS38G8hzXvOY1B46gl86BzoHlOMD479q1qzjDm970pnMdyHKtr602ZwUUfvjDHx7OdrazDbLpHBYnaSVHYkg2X5aT8zrDGc4wnP70p58JHluKBFNvfetbi0O7xjWu0d4u/f3gBz8ojk5f61VkQ41D8GUsqxZOGf1AtgDtIhe5SAE9eMeZA+9Xu9rVhv33378ACtc/9alPDcCQrDAQw14nCFyVjlWe+8QnPjF87GMfK8kEgR06NqIAZXXbU6ClrYcWfKlB5KL0aSvPO+O7lSDADjBU1Anf+dSvfe1rZU74xVwvFZs//K65FagDcXXdfDbetG+8nnnFK14xfP3rXy+fb3nLWxaQ3DRdvhqvFWnBpyDn9re//XDhC1+49PO9731v+Ld/+7fh3Oc+93Df+9636B8ZA7jPd77zFfshQHvWs55V+Haa05xmD/rq/tBnVdaqkXpk+MxnPnNdpcybpI2xCsDqucNT41wkCSVhBZjDI1e5ylWKvRNQX/7yly/JHCumT3jCE4qNCQFAN3uz3VeM2Qi2RsLoeMc7Xoa38PnHP/5xSaBpB//NmzM5iQ3zHa8cPuOZ4hmJGrz85je/OcB/gotHPvKRJbCMvNbEmFMyIdiwaiu4ueAFL7gHzuS3Xv7ylw9siCBMgM+G/OhHPyqyJNEwr9BDiS3BLjpaPRcUffCDHxze9773lSTDda5znaWShVbYHOTqpS99adGjy13ucoU/+iO/5F2yzZgl5fhi/OMf/vVf/3WP4LIdD14//elPL/RJCOIzO2JOJPfoFr8pkKdfbaFvEhwXu9jFJnW0fWYnfd8WwRwhApCAIACF8ERR3WMcHT4rEXICSJE5hOc85znlM6W9853vXNrJRKsDhD3lKU8pdbR9utOdbnj1q189vOtd7ypCJqAjrKsWWcbHPvaxAwBGGT7zmc+U8WiPAhkT+gk1GjkaNGx2saKAV5wJMHrFK15xuNCFLrShyoP/sjXGPpaV2Wwe9P4W4wCnSV5k5TYre0o3OENOhL7c4ha3WFNwsdhIF6+FJuBW8ufEJz5xodE19oldEcQBl5zhec5znqX0yvPsFOd3m9vcZrjUpS61B2GcI8AHADkvAhrTAHrisDldNPvO3jqAD1t7zDW7AOyws+wWeoAIjpmtmLUS4Z5k1gEHHDA84AEPKNlsAAGYMSYgFXACfu5xj3uUNoFvge+97nWvAqhC82aegS4rBQJyMudsNQjYWc8iiLFqayut+eMbBCJATj2f+C8xaJUm/o4dlSQUyMzLkptvgQ5wyPY6zDcZcraCKijRtkSnuSUX6PGspIJVaKtmVmzRGDpafpAlwY3tv0CaPrThSCHb5p5+Sxbo5wY3uEHxx2QDUBWAjRUySKb4eSunALXkLdrcA4LRLxkg0QGg47Pg7/znP38ZL50VfE2NQb+CWwD2BCc4wXDIIYcMl770pYscaB/9+sK3t7zlLUX/rnrVq5YxCgroveBUvdve9rZFj8bGkmtwhwCBbgDl5haIB4KtjLC92rW67Z65gVckPiRJ1DOPyxYy8apXvaq0by7MA1k3hymuWXHEO8Gzca9nYV/gAPK+SuKIHMBy2Y6oPfxnpwSIcAbemE/XyImVMnNjrGwZ7EUeLnGJSxSZEaBZiR9LkJkHuyWs3j3xiU8svLEwIFEH70WmyN+VrnSlMqfsCVm1EmYV9653vevugHKKl1YJJVDYn5vf/OaH2m6YQJKOadPcLFPMo8RBbO/d73734bnPfe5wgQtcoMwFv8IOC9zwg47xcWw5eSMX8wr+KhZLzDHZxR9ba80bvxX/kXtp05yRSatytS3M/Z1+3hbBnEkkKIw/40WhGFDKQ0mdRewyWYScoDD+hC5OgFJSVgrVFsLECVJqToeyE2zOIwJaG7P2+XnfCSnBZ/xufOMbF8NBYWR5GU9ZRYYFUDrHOc5RBFrwuDeK8Rq7jCwjJfCUZVrFMSxKv6w75whQOMvW97L3OcDRMb70K3oQqsjvC17wguF5z3tecQD3uc99VnK8aW/RM9kEouiLLWAcwvWvf/0Nlc9FaUs9IIJuA+QcUnSHnWGv3Ace8XWZwjZJaNk+AyS0W3X0A8RzdOkz7bMz5pKjHwMkQK4VM0mcZPjZPO05AHH36CqgYlzsqwMwBuyBcYHqDW94w0lniwfAwUUvetHhZS97WeERwKpPtuZ617teCWbwDzj59Kc/XWyyQA+YAloFA5tZ8AFvAGy0291hO+sLX/jCAvqWBU2zaBd0CJQkLwEmIOeyl71syVYD0CloIg98Hh6ZBwGfrDUfMi+Y0w45fMMb3lD4bD4V+kXX6be+nQWXkjX8Jx9MvsiQZIL75Jy/auUxtAJnt7rVrYrMeK6VTfW0a0zkw1HXCW1pb+ws4LvWta5VVgDJOXlK0R5dQ592fefbAVHfte+asc8qVg74ahjjkpe8ZKlKTumD/vBFkMXfS3xISujHdTpCnvVhHunIVH/mn21VH08e9rCHFTrNiyDASiKZe9SjHlWu450xmE/PCCbpORqWLdqn62SK/KHd3J761KcutMBGbBj5d09g4YDLFi3ohd+MzXMtH+i3udJXZK6WB3ZGEhFmG7OhdFTAq31tO3x2aBuvwjPn+DZ90HF6xd5IJrjPD5KP1KvHCbPAdnhhi6VEiiJoNP/Z6eV5bRmPxL6t8BIxEpOCE/o7VjxDxtyHx9AocIJrtWMu6CE/qB47L7EhuWKc+kMjHTWHUwmR9K396173umUFkRz5bmzkW3s+a89KtjFK5Ah68ZYPIHNJkKTN9kzv+PAEbe6TNTaLPCT4fv7zn1/kQFJkEXvW9rPTvm+LYI4iWKlyjBWCJsMoqpf5oMzLFAJ78YtfvOxFfuADH1gUUmDHaVtBA2IAqFUKpbNkTQESyGmHwFM4Rs0eZ1lfWRHZ6ijQKv2t9RlO2758vBRYUeCNLoC5rQGAjM+9bA0OcOrAIuDRrhID1ZwLhyQDWYOnjaaeUwVwP/CBDxTQwy5slW3LdDdBiMQRIJHkEL4Av+4DY8volrq2qsnMAsacm5UhTlTRr8M1wNHcAGTus1/sC6AJiHL2YwER3QPgAQQOF0BQ9G0M2nL4DpT7bHUIiJQskzVdZIUWX2wXAzQSCAlSZcTZWYAIeAGKyZ/sPMdv+w+QZxv8KkC1DGaFP3gqcBOAy3gDYLaC+u0wCQUZbABkPYrst5UVQRmgBLTiC6AEjCUQxx9g0yrRQQcdVBJunkuycx4tZAUIAyQBxoBNzwFs5PT+979/CQysiFpFpuPqkieAV/AIHJrHMaAbGvQVunOtPauDhrEydb2tK+gAkiO/7qNXIbP5HHpqmt3L/bZd3+mGFSuBmKDRs2RfcEcfyQY67b7h6/lQSQo6hJ9oCiD17NSY2FUg1qocm0vGJDHQT/atlFgpFUBJfCjGY9Uuq0zaX2Tb3tg42VLY5CUveUmRdfooWJUgSGEL2F7BpBUp4yUr9H+RYoyCAWMkV+wB3kcG2BPtk3HtOycQ176EEnuBB1bvW90zfscqxVyZG/0lyBxbHUQvOqzEoRUtdOZNb3pT6dbz0SFtkgXjFgQbN72zQwxWVc+YJbPawsZa0X3Na15TdlyYY3Kon2yBxns20bvY5EBiztzQV4kNdl8iQtJTsq22nWiy84F860v70X98tS2UvlsV5LfQIQnHLktouC/xpE90sgePfvSjiz0ak3F8owv6rQseuI4P8TXsHlxPDwSwvczmwLYI5mYP4f8MNWMnMJIJWaUIJIAHDu4mN7lJMQaEixOiqMm4LNu2bQ+2P3C8DH4KQdd2tjIwZAAWw7U3S+hAFxp93+gCHHm51hyuyueNpnEnti9DLHhg3NvCAcvgcUDmLEClrbdR34FezknCgWO5053utNv5blSfi7RLhm1FQU8CGw5MoUscooBp2SJjbnUI3+08YOcEErEhADWHDWAAV7aQJYPPQTvMkb59boM5wZutoeb8cY97XMnw2mINsLMFMtactlVzIISd4uQBfeBScAbULgroAAFbMpNZNx4/LCK4A16BEKu+svDAB6AABBkDwOnZzSiCYhl2/Jetl7hQ/DCDdzbdwwv3apC0Km1kBBAFwAAjc2DebceSwDAfKeqx0QLdK1zhCiUBl3uLnIFVzwpWZcYDXskrQCWbzy9KtAFrwJ7rAJzEgmDC+2kJ+hfpc5U6gB+wl+2XU23gxZhcGM88PzbrPlD8yle+sthCP0jCjwOd5h6Ql4zNbgFyTO/pg8Aaz8LXKbpznQ4L1vRlXuAPOo3n7Iq26LfP+gHmXYN7gHs0SQCQmVULPphzSTpJIUFH/SNL2mVz6K+VGVtG2SE6efWrX30unz1Pbsm2lST6z47TIfNkDgUkgjXzDhuQL+NMkeAwJ2gd802p58ye4Y2gVMIPj22FxUPbiI2RH0tSKbY657qt9jP6zRVa2Fu2yXiMQX8CEEEQXcFDfHNN8se48AEtAi/9s6utHKJD+8YpcDUG8sAuCsDwTRJDYkE/VrHInpIxsJvRn1YW8YGe8xXoJ3f8Az9jxS8/1oX/5kOCUKJJAClhQFaMw3jtzkG/dqYK3ljg0A79MB+egZP1y6/jk+sOvtQqs7FkPFNt7/Trh0ZpW5wjJrQV+JDsOmFZtgA/fomIoSSQVuUYE9sbACcGa57RGOuTElIGzwK8Y3RTpghpzmNtbfY1dG1W4fyAgl62DgfMv+w7Y906AFS6xqE79laRLWbs6ZhsudXkrVA4Ti9r4xEnGL33na3BUzaBfViksAsAtQyqNoCIa1/72gUUyAA7ACDAj5PnXAMcbnSjGxWb6DnF9bGAC43akUG2u8GWIaDDqs+Vr3zl3WMAHrShPgcMRAAieK/fqQKAZLxAiDmzqgQEs9k+AwEy9foFZPFO0Om6gBHoAAACvKb6Wq/rtiw95jGPKaDP+9J46OV8QYyt5wIoAMo2K6BMQLcetJEfcykjLWgEtOwQEUwDbrWPA2yB6jpRuMz46bnAQDAHYGsbqDLWBBFkK9/Jormib+y2OlMF+NNWfFz0IPV9d+hTu63Pcc9128m8q6bP/CBD2tC/fhT2ypZQATfAOUse8/y8M5oE037NT5KBDPuuH/MheGSDrNDRTysJaBT8C/TyXZK4nre2X+1afbWCbuWcjbBCR9fpCzrwg0ySD7qnDv7QEzLgoDf40SZr2v5mfWe7BDrm3EokYD9WBCSSO2iU7IGVxlax2me1K3lk5cc8SXTXhS5p01mg1a68SUjhPb7PW4Fkb60ysh0CIXOA1wIF7eCpACz6jZ+uOWYV9wXN2heA0FMBG9uaZ8kjHaHHxqBt/LQFNMU8kWE6aD7HbLPnPE+GvIqj6NeOL2NhH33WF/xqXupCJiRlzU/LSzbfbg3t8EkO/TlL8tA7Ns2uAJhYPXPD7ljBJf9sv4A74677bj+TY7QIYPUhAcZGmGv8Mif4kbbQtxZZbvvfl79vu2BOpkOmgVIQpnqiA2KWmTCCy1kyvrJajBPBYixkQW21nJVpmNWXzDWwQ8mT0Z1Vf9l7stcUg3GnTBSd8NeFojgYeGNleIyPcWMIBa41D+tnpz5TaBkvmUD9MZLanSqcDeWXQQQEGXKgTHEPPcbAmGmn5TeAKlOoHl7qrzZKxuVZ7TNyGRc6OVln/NEvR7KWguey9YyvtoAohq5tV8YPAOUYyaUMJ6No/ApnYlzoZeA4YuPmrN0LuAWktKUYAzBNVvXX8so4rS7jNb6SBxkzz7QFXWRH2wyq7Jf28dJcyL5b8UKv/syzcXDs+kY3kIFWdYyt5YH79JUeoEEd8pZ6mTPyqWQ8ViU8Qy7N9xRAMM/GJ0NtS+hWCOY4IfIBlMWBh/eAhDG7TxbJa/QgdcbO5lN2mXzglbnVNvCdAuxrj9yYJ/bRd5+XWTHiYIEUjtWWcw7cd/NMvsgsZ2v+bbkBHGzdkXFGmzotIPGsoAcANqd0x0oTm0gvzCH5IltkdmweY2voGl3Z6GL8su3Gb2ul3Rp0E2C3Ggn8Caj5B2AJYPSMVQbb580rXq5S8JjeWInzbqGtWMAa/gH6kRn9kiVzMMazWX3Tc3bH2fwKQDJvrpMxk3FjDQAAIABJREFUc0n3rbhmm536AVr6l2HnS9xvgbWA9PWvf/1ucIiePJt2+CXtsCG1nquHBrSQbcELuySgojuK++TK+/LsCz1hswTa7FmAr7r6S0nf+T7rrH++zhjZJHaGXfNd0sM2SJ/9mAXMwD+gw/Y7NPMBVuPJ+FRQhM90iQzll1z9gIddD37FM7tV8MTKHZ8mSaMu+41/tqThoXlc1p+342c3yDp7I3mg3bGCHvbFPADhxlnP4dgzuZb5yBzXgS6ZwHf9ut8WcsDWWOGZN5faddAhyfnYDvbL6hJbJIEUn9T2Nes7OWS/+Eo8F7ibS5/pJewnAUFn6Qn8wu6xdXirnvqwDRmCN/3YzRi/2VB8SfEc/pMR/RiHrb1tIKc+XirqjxW602IEdg9/8Ji9I/fG5Ida4ATyaqusZBc7bpu9seJHPZdtfwJndSXxJPTwkBx7hsyzI2TKeBXzG1lJW1PjyP2del7N2+xFbgG3tjfICJj42nBR8FrgkUkQOEYKMuXwZEpkPWKICLb3hACmuv1lhy1IZOQoaB18LNtOW9+YODEvSSeLQdFkZoAOGWPKwXhkKwjeCIIEwMAvwKwdynSHO9xh9D3DMaXh3AFVBojzFxQwroANnjFUKdq32mm7FMcOaOInmr0/CKwwEvZYc1CMjm0stgoovhunDCX6zSEjbH6s5JEBNOrfdge/wok+Dt/7h/pGn8JB4Ysts6vOBefsp3WBNrxWOHiGyZ51ztqYgQ/18JhMcRRAvFWPW9/61uVZ97wD5NcJ3bc1QjAjw8mwWw1xeF8B7/DNd/zluI3He57mDl8FZrt27Sp9Z4sOUGjMaFNHYSSBQvRxvowrh8lAAwiCAHvy7e3npLRFhgBI9MmiMti2vQEfgA3wxFFqK33ISmuDDAJ5nAIHJDtITjgzgacVcY7O+MiuujJ/9JiucxQADXDWFkYfSCIT5CjbS9p6m/nd/KOJnAlE40hdN89oJT/mj9zOK/iG13gngypTSvbqQEFb6rBvgIPAL6sF5iH6NNYX+rTtTA4CnmTMzZUxKPrDbzJO5smlfq2iASH0zHyj1/ZDQXsKW8RWmGPgAw/og3HE5gZMxYnn2ZzV9xx5Yz+0tRHF+OkbYMGWCFSBFGMXFJNFh5VL9tTKNEDDRtmeKtEomKN39NM8jIGzWbQbJzrorIDd/AE+bCG7m9VwAa7AAX3L8AOP6Rz/5LOxsaNk1JHPdEqgwB6waeqaJ/OpnmtkzfN+9p9tcC+F7PDRZMY8eybyhieeY4v4B9v0BMbkJHTQD7QYv37Vj43Rh770AYyzT3hj7rTFnin6y3PO2m5LrumrLeTe6hCfw/Zq1zyjw5iNT9BI/tlugS87hjYBOJ1Qpw10634EgGwxn2Zu0ezgI8iZACR8d4180D+yRt/IAb1gq9Fou2NtH+q+FvkMS7BRdHUWOK/5Jahk6xctmeOp+u6bf7ZprBifOalpGKuXa+SKPuGRYv58xzftpMyjK/VyhjHYCrgKhkSPuRIMsb18pgCbjPDf5sxuh9g5ckI/+FCyXOtP+nBmDyKnvkceBHICb7banNHZNqAjI+mvbnPsM56zZfwymmEqeMpKrbnAP33Zgmk1Hwb1LxmMi42CA9i/sYLP3us1F3w83rHr9B4OZU/psbGhuR6v9trvY33s5GvbLpijLAwjgaEEdaHgACCDzuETTA5HhtUKCqWz5F0X7bXtcDTJftZ1l/nMGAPlHEiUfN7zixom7y/ICAJV3jOhvAINLwvLpjAKAlTKI3vIkfo5ZsqDLlllGW5AgLOgYIIoYLh2AhQN4KbEwAJ++iEAzlcWiJHihGw9cjBEgjRjVjgF9Sim93E4XUZfcCDrjy6ZP5lh9FFw7VFavOAgOU4GV31GxTj9SIx2BYGMqHHKXjJ4xsOpcpAco61PAgOZU9lSRkNwvWwhR4Ado+hsWwUnihZzQL4EkLKz3v/DAxktBhH/ZI8f//jHF7qsAHMmjCIeM4ictCBHBlGAJ2DTHseMrzJ6jCzajdl4FCsB5kxgaNze35D5MmZAwhYwc+7ng9Hk1+tsceDIzDnQbTuFd88kPdAIDHHMDDj6gTQgBp/phf4E0oJFY+dM8F7BHwDPDwGYW/v8PWM+vDjNSagj2ElWDjiRUccLYyMP6NIO3TV+tI4BIvVcR7s+BIl7u9CVANjQUuu2e3S3vpZ69TlyQ/bwi00zf+YzBS85UXInUYAXEh+CX0DcljAyFXCb53KmW361jJ57Tp9kxxwDIlYW6Kv79FE/9Jl8cuy2wAHkZMA1zxsXB52kifkzr+TKPfU5f3QlKYIe9Ep+sRFklUypzx6gDU3zeJZxLXvWhzEYD11lQ9kstrsudm7QSYFVaMEHMotmCRXjkynHC/K5TDCHDiCJfRAIKlY92TerXOhjR8k5eulMzcOa1qnP5Iftl9TTTi0beM7OG5/7dF7Q55rDWD3Pl+iXvScPZMYcAWopbIejLmyKd8gltvCMnRGwsp8SCPw3MIf/8wr+S/Y4FLwQzOB56MBPOiHRod1VimclzSQv2Elt+qEV86LQdzoKjJKNJJ4EQ2QCTfqmq/Te3NbBN55KENATxRzoA0/4ObzyrLbyC7AC+Nj+6CuZW6uO4CE/TAetCs/CQeadv1bw2ziXLfiQcedZ7RgrOzlmz+mTuW+fy/NjZ/yMj8r96KV7qxY0sJPmT7BmLmIHyLYEKf3CJzLDb7uOz8agLt6pY9yxKS09eA0jZDcG3+sanbOyRR74VrolWGQjFPf5RvM5i190W/Dp/UdJEWPhT8igfswTnBlboS1JPIlLmNq4YDMB5VQw55nYA7w3djiVrpNbmISPMeezaG1507//Hwe2XTCH7CmBB+aAF1lHCsoAEmKCzZjKtLbB3EYJAsPB2VKmgJqpvpY1JpTT1g/jo9QUXGBgdUswJ0vPAVAYgIlT4ZwpIlDsnkJR9S3jz2lwKkC6gsfGAGgHPFJqK0CUnVMWWMgaAvv4LhMpw4TH5oJhoOAymFbuFCAAncAE48SBc+qcoawSR5f5BewE5kAe0Il+GSHORrAAhAKI5jZZHQEA0CMbKtMZZyCo9d4Rvi1bjEXAZdyCN22hkQFkvDl5jjTBtbEJbsNL/QnUXNcOWr2HaWUS/2W+GXLBcQwmw2aegEmGH/hl9AV4jJ8xO6vnn5Fy8gwwo57kRH7mXQDA8RuHzBmdsJoAYCuSDmhHi3HhnT4FUmTLHJGhuljBIx+CMCVzZn4FhByWLLUAPMV3QFW7eGD1Ai/JmPdF0IdP4ZvghUwJNsn5WDBnrA5OgMPMfKfPvXHGA/JpJQeP6Kkjzpru5PMs+swLmaXbVn+tyrW2AtD2Pg+nSo/oBH1hcwT1gnzygfecZ1vIFPCLTnqufQf5otvmRAKH/Llv/gQpth4aA/l3JofmUnv6iTykP99zzfPaqh02/SYHgpWAU8kec0oO2B78AJw8v95F4kmyhy7TI4AkwDZ0p08g3njRwW6RTzaHPEsmsZH0gx1cVh75C7SYkwAndtqKKxtOl8kCnVQPPwKQQt+8M7+gPbYESGvHR+bYc+Ok93ghsPUcuWBj1TFGSQbBDvlxb1Yxj+yU5AA/4fnInDMdwUuyZjXMGIG8RQsayBQ5EogK8jK2nBdtq63HnkkGW3Hhz9huc8WWSrKx4YIfdkhSTeHP2C1JDn7NNjxJOXy3WyKygbYx+jwrUcNnhb98H51ER3TVs/TDnBi7hJ5/XTKm7+242u+CafRqUwJh1hZtdflydfG69RFt2+13c07f6VHG78x+sWvGSVYkFNgE93y21Tnf2zYX/Y535NF5LYV88p0Sy+xk/BRsY1zRL0GWg0+me3xZxsl/sZtThV5JHPPd9B3f2CZ+hq/k8yVG7YiQqIfxJMHpF56Rnalx4rEdNuQMT+EPuy0EWZEftkASTyKrnWO2X7/8D99Q+/uMBx/YDElqdOAZuWFrXZNoNka0mHe2gX5EJtJOxtBez/2dfl7cUm5xTploik5Rsq2IYY/wUIBZCrMRw4vwrUfbAgdjYASABIEKJZUdYcgdlFGfgiCOMY7QNYdgrc14ChY4a6AcoLbihI8pteIAiAALJQcwGUNGRiCDFjRycAqgwegKBhI0uA6kcDbqctaK9jg2fRljirpAI8PFSDCUDID66gKA6gdEuGbOGTZbnOIsjV2dGjymj0XODI/tDBwbIxeeMGwythwngMV5M3p4nGxx2gdMBUm2xwDlgluGOTLqfTJbWgA42e704fl8Vsfcm0fgKkaeoTT/QBXHgi/aBUCACLRLAADDDK6gkfFNEVhlBQ3PFTzTrzNZGivAnUNRVz2AEyDTR7tigF/kiwMna5wDvqDVWGS0a7rIOp6bd45vrIQ35K+WnbG6G30ttAiCJJDIIbroJb0wVt8BMrxK/Sm6OEqyZYUTf8xFXfBE4saZQ9SfvvShbTJplclqEXnM9ry6DTTRFUA0xbP6Mi9o1aa5cJ0um3PyJuuMrtR3XqRw7misizGQPTpgey/bwqEDrWyFAMtzdCgyVz+/ls/GaozGxh6iAbjBuzHZN2a8AXIAWiDabgk8sTtCRtv9VQr9ZU8F4oCgoi2BlbHTLwCI3ddnkljL9mUMjrZIvkn04DVQCGAJQNhANpitAbDZYXOI3kVXvfglgQ7+Wrk13wKVyLVxkll2ShJCoMTf0INFi7b4PX4H/9gE8lL7tLQVeU3/uV6f3ROgSZgA4/CFQB5PAE/3JRzZbf3wo5FtwRvf5YyP5IPv4hvJTfxT3Z/PZNHY6UT8Pt7gOX2wWkbX9R2bp2/6bUxoWVX++HMHfSdbwRAtjb4LJvgTda0ij/F47Dl0G6MDT/CmtiHGTf/Jp/vGGJ6SS9fYU3XmFX05tJ+xaMu8aEeJHMxra+y+tswjfc1KrXqSavygvhXzCBvQITIgSUXGyRW8amVrKumvD75T4oSPxA/PW4lT0gd94nckjC1oCOZmFc+hy0F2BFEwBpysT/zFG/LKLqAB38xB+tQ+WSMrkgCwBntQy4L75NMz/E18n+/01DXjsaqnnyTKtL2WuZk19n3x3rYL5mohaifExBOMWdmk9pmt8h3tU4JL+G2ZY8z9fC2lEuQQfC+hAur4wlkycq0hD8+cKWldOEpGwD1Oi4GtFbGuSyFl3xkJoMJeaZlAxoBBZnwzBgYAXYxDvVVDIAKg6i90+sxAMRLaSjFOwAi4k/3kFNVj7PGkBSPaqdtNO57hHGOccn3RM6cNdMhaMTQpnJjVEH2iBcgSeOBn+JC6zsCFungDBAnmfFeXAQ3f22fVUTijOCQOQTEuK37mjbMQyPmMHrwkM4IBPDAfeEw/8rw2zFGCw7TvbH7Q0tJTOv5/I5576urPSoUz3rTzo01zajxWOckbfUWb58lG+tdH+l7EcaduaNuMM7r1S6ec8dZn/CQXgnpjzRyjidOSCU0CxPxwggJfgUQ9fk7RURf94BX5FxALtqysW7H2rOA9cmSerXQCXbb4KIK2uo+0rc266AeotlpFx70HJAi3SmQlSEKCPiQho/6iBe21HfIdOLU9GaCxhVx7eEhO2BaBndUagTKZWc+iLzbNeFIAmzrLHB10X30HObfNGCgEyPKuYMvLtLnIWUKITABt+kgRAFkNEjiyveij686tnuWZZc7GR5ZsZ7dybDshO217LXm1tR5Q9AMcbKCtXJIxfMIihc0GMtkgPowfYYPIYuQRDebfKjIe2AVhd4vVhqnAp+2bTpIPtlWQlXe/yJeiD0fN27aN+ru6Eib59T0ro+y81RQJEklNckn3BVH8qf49Z4u798slyqxyxea618oIHajtCT2jc3Zw+Ky+AJAvEljTDQA8ehSZpKuSqGi0apOEQD2mqc/oom98GPkLz8bqs8nslhUou2PYlXZMY8+5hldkl375Fy62CdaFb3TgiVcSWjxnhdQPcLAFaJ43l+rwS94TJ2v4Rx4FPLU/r2lY9LM5w2PjJ9Mp/LJAV98p/AEd0jfZplPsO5stSJoK5rTBpkvgJElsjvClDmjJnWQIO515r/sPHTmj0W8NsDnqwyXm0DOO8FUCwVwI8vGw1Xl14SP4w5w4yGeeZ5/QxVf4rA9JbfXZGD4KH+mLXQ3sHB86i/aMoZ//wYFtF8yF9AhKvue8LwoAQQcYBEUUCSDkdGUBZYMs3QMitqdQSGVRw5q6+AmcMNKMSvhY81mQwJnJKDGK+eU2Bt3SvGdSn6EAwtCRa5kj3+trHJJ+GQxHCsBru6IMOYfBqVNy2R9Op+4vzzgzdBxfinr4p+2639yfd06ghfcxknmm5rP2jWWqj/A0zzpnDBx93VZdx2f3GPS2bXwzL2i0esExcgzqcZral/1ythVsrGi7HReZq+n1mWxpk0PRfn1fu757zj30BKTVferLfUY9IDTtuO6oi++cneBwXkk78+qtx308J5eArzFFhgEF92Rc0R2ZMw78cM+KCv0AEs0VvbUi6R3LbDEdo5Hj1o9xyvwC2VYKHObFffNIlrQLENMFgEF9oFJyxLZotM0qnrNdliO3ki6AAxIVgSMgJJusL1u523mb1TZgTpbRjE52TOBolVvgiT8y3fQN/4yXTUpgCwyRnWVWbGbR415Lf7bv6ru9l7YASitNwLz3aAVcay3kh5zUCTBtGi8wBNgDprYqo6sN+lbp3wo++RC4m29ALD8mJONuG5dgRhAp0PJeGMC2aGETJB5smfbs/vvvvzuwiR2oeWyuJSvxQoAv6SPZJBE0q5gr7fFjgCHdjPywgbNK3X9dj25LsgiafebzfAfMa/AdfRGkeH9KHfXRQ6bNGUArgHG9LugV6FrJQYf7dMNn2/ecoyv8Hn6aK/qvfeNOofMCfglF+luvuKfO1BmvgHJ+m42Pvo3VF/hbnRRQkAlysmhhM+gMIE+OWt4bDztnnGOF/SKTdKR9dqy+OrEVznaH4KfXbmJT2+cWadcz5sqc217NjnnOIehm4+t21OUzJMH5bQmTbJFs+6+/Z37xJCVy7XvdBzwIn1nFn1f46LwS47OEIpub/siWd6bZY/4J9mLv7BwiH3ioLh4Gn+nT7zG4XtNlzh0K2mFGOqndzI3+9C8ojVy37WizbnfeGHfS/W0bzG2XSWKQCP1aCmMh48YwE3LZFBk/oIqTjdG1ggUIcDIcoOxWDbwpQetI0Cc4pDSMI0WaKhyJfdvokaGJwxdcUVBtc0zo0B7nC3gxam1hzBgBoMlz6K6V1D3bWmSvZD9lggOWGErFcwyNbE6crX4BVZnZFGMEGhnDuo/cn3fGF6tGMlMcQLt9kCM3P8Yr6DDf+NGWXAMEAqbRg74pp5I21DP3Lf3okl0U+DLIDG5dtI1HzgEfwFtoSV18s8LH4GYLj2v6w2efZdLMJQOMlrq4r//8mwaAoO0D/4EN1/GgzbjW7eWzdgVA83SIQ8iKVP2s59G/EYUM0x0ZefJl/N4jpQ9WkQU5+ImHxm6VwRmIIfd4aGzmTBCGfvS2cxzaJSjIIFBNXmyPJIt+PCjP0Q08Bs5lhmXP6aA5dXbN1rXIX9quz3SYjfFDHhw34AWMkiEHeq2UeT8X2JbIsfIQp1y3NfY5c4IXAKGgVh94RcbwFO+ywqENzyjkytgEl/W2JvfQtp5zrU/jtjrF9thKZo4V8wuAA02C5NimcnPFPxJOdldoa0w39M/m240BVLGLsf2rdEl+gTVBqZUc9kF75DDAi4x6x0uQp67VgWUCOXTZQcKOewfYT5vXtnmKbvMrgKMzxssGCxpm+Sd6Qy8krXzGK0EkvtXzY14jT1P919fJIhrwJYkxvpWe46HAzWoIkI5f7KOxRo/5BQGWLap0RVBXJ88AWK860GU6RIYdnnfwuwIz+u8+/aOjbA57Q5dja9X3g2aer8dcj2fqM9tCrtFjN8dUAAyIS1ahRwJGgM5/L1rQONX2Im2M6cbUc2wCGytosbW3lh+6bAyLyONU+/y9Q5BOHxW8Z9sEvMaaa/gmCSaAM29kXCHj8BrdwvuxQq4cdSHDaT/XyZojpb2f6876oiOOqUK+8Q++8mqPLdbGIbE+y4dMtee61XKJQXoSHvDv2WFmXozN3KFx1hhm9bPT7i2ugduEM1tl4hk3WVRGW/AzVSi+Qnjzua3LEXAWQCAwA2QpVmJqZ07xKIV2gCIgycpWDC3j76iLIICBYVxtm8kKSPiorRgRzlzmDhisgRRl50T1w8kABjJ1gk8OTGaSoaqLLC3QybkpntdPwBJApx3KbOUhjomCoxnwcQ9vbfliTGX8OTVAJOPQtu+CHvUzlpqWeZ8FKECbVUl8TdbVc+gxFuP2Hpx36pKJBSJS0OW6AhzEmeFZxp2x55mc3TcGz7R1OCJOxJYiL/1bpRUopNhCwfFyHsC/l7TNN4BazyFn4meIrQwB/kADfpkX88s5CVrJT2QDTZEP41Df2GSFta8+vqcIeAUbwCCaQ6dntWmcPqf47joa0mfu5SxAIQuAUN0X+REo6BMYjfzkubWe6bV2JTTwyvyi1xz4MQR6avujceIR/pEf26V9xyeAb1FgQs6M07gE3VYI6KH5pZdkAx1kjA3g0L0DBiTiKbkJEGyTETUvADpbmgFifQDQQH7AorrGyVbYLmdLpPf11AXq6H0NVOu28xl92hOQkC3vV3rWSopATQIKf8hTC7rJH/tHByO/5EPQSq5dM+5ajtLvKmfy5d04sowu88muC0704YejrI6tR5F0Mbfkyly1BRDFKzxSl01dVH7qtvAcaPdeIF6ylYAamfFPh8lqis9oIcveB5RU8+6OgGRe3+aOHZD4o5vaZkvrov26v9yj72wRAC4ApDdWJs37VPEMfc82Uf7Ad/IQf0CP0NXK1VSbrnuGreKv+CTJSquG5I4e0A8/MuSMP2SZ7HrO2MgLPbR6y9+pI3mhjkKOjGtsbHSbntBfu3EExuyHrWnehaX/5mat2wXRAUwbFzkg6/S8LeSGHPC5tkjS/fiytu5W+E4GBCL8cmsTJKTWWug+DEZWzXuKgIctjpw5o8WqrUCoLmyXwI+cjCVKPEv+6nsSC8Yzpjt125HB+tqin42BnTO/AlABsa2/kniCePKMr8sWyUi4Df8jt8YoQWKM+Alb2LrOb9Pd2v8s299Oqf8P5LRNRhzlaMFdrs8aBhBBSDajoA9Yo3AMIPpqmgknoABECwTc953DUCipoEUgB2RzwIw4x0q5ADuBFYfCKTDqwCLnBZA5gCr11VEAfttzZJI5YsDByh6gwmECCpTfyg3Q6DlKJ1tsJYUB0Z62rdBogwICftpAP4cg82I/v38LAGDpU2bVXmhzIDD1jAADH9CRLQ/O2jJW7aOFoQOijNsYsjLhOT+nC+Chx1YtIIcR4gDVF5hok5PCM5l2z9uWOg+MFKYNQwkUbE8DEgATGSmBNWcHWAFEDDQjBOBy1rK0gAvAJcgGnIzZOPxwhCLjKjg0RnRrxzMMGDkVENjaaMz47DN5wEv11DHHgIEVl2SHOXpj5/htN2IMGWJ1ATErORmHLK+5BpbIm2yZIkg058AYnpkn9AJGCt4LXMgCuZC5F/C6b4uUPrzb4J0PfciA6gNNHJrtoOReO9o1h+QMUAIkyL+6niNXxqcfNEWH6Qwd0I4+6iACPcAPfaJ35qXWvzKINf7RX/pEi7kx9wCYdyOi8/plB4AK+kk2BJoCD7IAECawnUWS9oA6SQPyhw+2t9g25LM5kuUFDiRS1Fm0aBvv2Ro89SyQOEaXusaTLb1+udM2I/KdF+mNdSpzSw/pODtBPsgD/fUeBRnwPgm9VSc8ZA8U4yQr9CGF7vj1NkGXAJdNW48Ay7wZB10D4skvHUODe8BMnbAJPcuc2Vs+gB6x32wMYGgeAR191UVQ4D46JLDa+3Xdqc/soV0P7A5ARVasLtM3emds4TGekgcJNb/i6B0mvgINSV4lUQas1gEAvTandJYs0VElAFRdn8ntWHGfT7JyQD4WGSs5IYMCI307a8OYFAGx8eKtz+TLoaRO+fL/f9hgyTBJSb6QLQdgBbPoMjbb2thmPxhjC2Daydkcs6u2UeOD7ckSXuiYKuyEpJC+jcmKCF1nj8k+GynQtVWPDxQksifGFF2Zaru+buywBRtrpZEuseN8GbtqvHjvOr+ZxKWt1+z8mH2o21/lcz0nqzxfP4NP7FPsdH0vn/WXuco59xY5s4VJFkzVJwPmZYwOfZpvslYHbGnLc/yYJBt+q09v2M8EQ6nbnj1H36PX7f2p73Y7Cdr5BHKdxJmEsPevzb/AjrxL5C26zRaWk4SgP5JW0Wm2iH75jkdsiV0hkWW2IJ+naN7p17ddMAfQKbXTMPkRipzbiQXwGV1OiMOngBtdZFoEDMAdRa0Nn2VmAIQTJ8SADwfLMKcAPe4RdM6AEhufDJAVDj/zDPwwAEAv586YCxxc924C4A8w4xdaBAYCEwEDugAJGVNKSYE4YFungAmOSrucUJy+DK4spDODL+AD/G3tAOY4H+9ccHgMHMU3TiDAtiSOGy/0J/PCgfj1NMEWw2T7qICQoxIgmTcBk/HIGDKK3qcxFsEP/hgncMP5cT6ACWDEkDEYViiNy4qEoMB7CDKKQPQiBd+tFACsAlPvK9j7LojGP8CXY2ZsBGt4bVsOvjJynCWDClT4kQQOxngYZ3NljjhoIBQwF2zjPceNN5IBZAdg4LwlCbSd7SHmUraMkbQ9jgEmE+YdL8xdnIQAG5/JDoOsH47cXDHOZFZR36pMAj/bIcgooEQe/dsJMszhA354wrlbqRIwkkPgF+DVZgBrVnuMh2EXbAKR+gMYtCMLKMC0/ct803nATMIC+CcHClnCI/xrs9qu0RnZcoGBOdyoQlfQSubIJZkno+aldkBowmNATkBHro2dnOOZAHxWATq0Z0yxc7EJnnNP//glabJIwV96IvlhSxrZpcvkOLZ2qh3yLyFDnmwzIuGeAAAgAElEQVQDoxN0G51kfCqYI2/01NZMY2dj8AMvyCr7bCzaAULYAEkh8y7hAMQYt+v6FuCSMbJOr8j9egRzxo0f+iC3EhWCXTJq7PQMwHZ/1cJ+kh3vP9Er45UNpwvmIbKe9ukJH4bP2aKUe4uetUmP6Cibn8Lf0Gd9+6W87CSQHOJbyBYbJREkGeFdT4EuXksWsRd0LcU8mBcBTOwPutl8c+hHZwI080x7ZuPQKqCIbWrr5LtgUWLLFkHyTM7YOHKRog7byf/TIfKvkLWx4r4kIfkjr/TUCiH7Za7YQX6bT+X3jFnbMIlkRB2osu12TniG7I4VvkKSjDxI9Ekm2G6Kv+SD3qTwSRJWVsfpjTlCAzr1b9zmrLZBeTZndjaJEHOhLtr4IJ/JA5oUPDJ28pAV/7SzVc/01zFVjN+PGJEXcyWo4s8W9RfqsbXmhh9gy9hnvKxtMDnSLryXZDWa8BbegV/4Vjrdzpfv7J6EAt2lp/pl6+hHZNdZQhHOMu/8n7bpsQB9nn9BD3vELwvkJJZgPz6r9gWwDvsAD9n5xc8L8thHtpB/o2ctxqZHsJcCK5BReI8dwncBJHuanSN4SgfoKd+pDj5mvKWh/mc3BzY+otnd1WofAA2Al9ATDgIGGHrZlLJQVA5JkEJZACpGnJISHsJOGQAFQgdcUwRbFDe6ADOUiIIBooxviowug2kM6EMTQXWkuOZQgG1KojCotssBE9oNqLIKhDeAGJBOubRN+DkefVJAmVaBAcfHwXDIUTzOmGPSnzYYOI6UY3AIgjgMDodjMT5tUEw8ZfwB6wSugJlVMC93mzvzIcvD4aLbfFBs2V1GkMKaU3QAw4IizwHt+rDiweAJfqwY6QcNjCcAydjhmfEyQOYACDAOvMBfZ2NbpuAPY4uHgiv9oRP9+o+xQ6MVSIbU/JBF99CAD8aoADeAgey2dtCFZnxniBUG0VYW8xfgYRyMX9pRz3gAIwGzoBWvtIUODr4GWPgvoCQb6nIseMQ5k4PIm7mRjTdefDYGhtY46KKEAgOO9tCAF4r29EEezR0AJ7gHSNAZ2s2jQBxQ1o5x6p+cky19A+p4w4GRkciVfsglB4Buc18X8gWkeK69V9db9TNa2RgBrdUL8ojfVqvwIXxp23edHKnDaUkOAG54Oc/ZRo9rkFC3b87xzfyou0hhX9kScywANQa6Qabqoj3z4KiLlXr2hrOlB+Re0sJcTRX1BHH0Qb8SEGSEbZEMiHyQQTZH0kZSgJ0n/2wXegBn4IFMe5aM8RX4sBGFPgLWdFTwaeUZryRIWn4t2j+7ArCbe7JNz/HCZ/20xX3JIwFd/EFbZ953c+ZoiwALQASiyAX9FyTQ2RT2Fx/4MkCMfrNHrseHpC45J09sYoq50YdkEmDru4TcFP/YA1n8RQo9t2ooeSdR6TO7Vhf6146dLMXu1XV9JotscA1WXYc1BPaCWisI+GQcAl3213gkXLUbW4APSZqS/brgOV0gv/CCRClArd/IgT71QS+ih3wpGyIpRo+s0JElc+Qze6T+VGFfY4/QqS7+APV8OX2jX2w1XvAlU3M11ccq182JY6MLm2JO2BlBNjzFPrVJlFl0kOHYIwsGsCYcps3Mvc/ssqSrJG7mlA9hx9QjA/geLJE+2XRYSNDJ15l77Qu0PJf5IGt8pmCeLJBP8kIe2IwESWm3PsMz5M/2WckW/Umg0r0x+aFXkloCR/2oC6vBB4I/yX44QMEfAaWEH9kSAMIlbIxgUxtsj37YlTxH/ixuwJqCZDTiW3ha098/D8Nh/r4ZGrMGTgNJBIwDUEwkIGyiKQJBJsSuMTqEA9ghGMCe+4bozJgyXoIPYHYzCsWwxcsqlC1YU05jI2nBE8qlbw54FtDaSDrW2rZ53Bv8G6M7ajOPHoZXnXn1xvpY9VocfYz8rHYY2ujQVL21jAGf9EFv15sHtvwA1Pbvy3hvZuEk6RLQKIiQreQAge1FCzDLwQHvEjsA2FTBR9uFOGnZTQFAWzh9Dt9KT4BgW6f9zr4CnWwnMDwlM4JW9gs4Fzixo23Rv3mexwPyYBssuy7jrF9Jn/pHI7RN7gQLstZW1MkPHgElnhGw1ytLVgYBefIALGxUAcokE62aC4Ctls8b80bRsp7tAk5WecytnRGShnUg1vbFJ1uNAPCB/UWLeQVGyap/dSABwEcKPNYC1MiVhK1svu3LgOE8m4MWdsRYBGWzAG89PgATKPdz9BIQ9AbuwA/32CUAVsLUj4bVwYE+legaLCMYs5VXAgwfBNAt79FolRKvBQV1m+yDIJKe2g5JLgF4vn4eD+pxbYXPZENiEvDHuzqBt5H0wWqCEnPGHrXJibG+BfNkjr4IothTQaHABuazCmwOBGrah8XYfbbSnMGp7gvuJUsTyKQvwZ1VMEGMxGcCPYE9G+o6mWkDLv7Jdl6LHBJnkq9jfGT77QQQxNI9wSKZlpxpaQlN9dkYJLft6pAYlsgzFgnp6LJgla2U+DKGeicDncEvvtQigVV8gW8KW4tnthmz7xL/FhvqOqm7089bPpjb7hNEaWXObKli4Ndr+88yfJHJZmxk2ShNV4RluNfrbkUO2ArE4XO4DH1WMzeLVokiAYYgSBAXYLZs/5yu1UOAOM5vrA1OEzjkMPNuTFsvwY8klwCzDnTaust+t/VO/zKvVlhn0TqvbWMBIoBPQRf+zWrPuNguxXyP8RoABF6AGz9KMgZc5tG1zH0gxLuJ6BE0zKJ/mXb3Zl3BEGAmmMsq+0bSI9tuxwaf6FgrD8mV5IAgaBkfZy49KyBfNPChs4D2VGIUcKcvAj06M6skCATUAd0x+fa8pI9VH6t2khpT9QDgNhCc1f9Wu2c3CwBvDrPTZjNoJAPwWrtyO6tvwRt+25mQ4E9wzj/xDVatx0oCevI2S+bQpD3zmfbH2hu7JoA0HgsdU7JiRUzCjBxb6XdeZvzpl30mx2PPZkXZfCYYzXPO7vNrfPjY8+pIkvBBbQKvbmenf+7B3CZIgIya7K1MBwC6WcCTUfR+mz3QgknOx/tIMkiyL4BPL50D240DgJSMPpm2BcpqUS87lwMAj9VIhy2PY6uWO5c7feSdA50DnQPjHGA7ZwWT40/1q1uRAz2Y26RZ8W6PXwOTabJdSSZno4uMjpezZcDtm5apd81yt+XwsSzJRtPU2+8cWAsHZABtpSPXtsPYyrIvbHFbC092+rOy3LYJWVnKLwjvdJ708XcOdA50DmxXDliIgJltwZ5a3dyuY9sounswt1GcHWnXXnZ72r3fY6vSRhdZFwewYwtLMjA9G7PRnO/tbxQHbMnwDpV3BPwa6di7WxvVd2+3c6BzoHOgc6BzoHNgYzlg66qtl7aI9mTtYrzuwdxifFq3WgKrefuk162z3tA+zQFBuT3xAvX2Beh9deD0J++ETL0HsK+OvY+rc6BzoHOgc6BzYCdwoC86LDfLe/7+9HLP9torcAAAzQrZCo/3RzoH9uCAl47z4xB73NhHv9AfL0n3QG4fneA+rM6BzoHOgc6BHc+BjpOXE4G+Mrccv3rtzoEtxYGevdpS09GJ6RzoHOgc6BzoHOgc6BzYVA70lblNZXfvrHNgfTmwXtmrb3/72+V/ptnG2EvnQOdA50DnQOdA50DnQOfA9uBAD+a2xzx1KjsHNpQDXjb++c9/Xn4wZ0M76o13DnQOdA50DnQOdA50DnQOrBsH+jbLdWNlb6hzYPtywA+pWJXzPtp6rfZtX250ypflgP9h6T3GZf+x7bL99PqdA50DnQOdA50DnQN7cuCwe37t3zoHOgd2Igf6/xzcibPex9w50DnQOdA50DnQObDdOdBX5rb7DHb6Owc6BzoHOgc6BzoHOgc6BzoHOgd2JAf6O3M7ctr7oDsHOgc6BzoHOgc6BzoHOgc6BzoHtjsHejC33Wew09850DnQOdA50DnQOdA50DnQOdA5sCM50IO5HTntfdCdA50DnQOdA50DnQOdA50DnQOdA9udA/sdfPDBB2+3Qfz1r38d/F+sP/7xj8NRjnKUQ/363m9/+9vha1/7Wvl1tSMd6UjbbXhrpvenP/3p8N3vfnc44hGPOBz+8Idfc3vr3cCf//zn4aMf/ejgfIxjHONQ8+cfYX/ve98bfvSjHw1HP/rRh/3222+9SVi5vb/97W/Dpz71qSJ/aDvCEY6wVFvGRj5/97vfDcvKpl+cNLf4MTWv/r3AF77whcLTIx/5yIfibYjF329+85tFRoxhK/yCJd7+4Ac/GJz9qmZd6Pyvf/3rQucqv5j4i1/8osyZdsfm7Fe/+tXwy1/+cvBDMGuVN78K+oc//KH8suNa+fqb3/ymzDm66nHr4ytf+Uq5xwYe7nCHq9m10Gf284Mf/GAZ99GOdrQiU9oNzWSUrP/+978vdrbuf6EONqmSufvZz35W5g0fQv8mdd+76RzoHMCBvw/DcJjOis6BzoG9wYFtEcz52esf/vCHJTgDxICMBz3oQcOznvWs4cxnPvNw1KMedXjf+95XnDiA/ZGPfGS42c1uNrzmNa8ZTnGKU5RjbzB3b/QpWHjFK14x3OUudynB0HnPe94CUFelRXuLFGD7ne985/C6171uOPnJT17A39Rzgo073OEOw3ve857hLGc5y3D84x9/j6rA2cMf/vDh0Y9+9HDc4x53ONOZzrTH/b35RRD0gAc8YHjKU54yHOtYxxrOfvazLwUe8fNd73rX8MhHPnL4+Mc/Prz//e8vfMALh3tk2ed3v/vdw3vf+95yuPbqV796eM5znjP4n3BnO9vZRgO6T3/608M97nGP0va5z33uEgyP8Ut7Bx10UAn8Tne60w3HPOYxx6qt2zUBQR1kjjXs/j3vec/hwx/+8HCGM5xhD5oEqc985jMLf05wghMMxz72sZfiu/He5z73Gb7//e8XmWsD6Te/+c3Dwx72sGJnyC+bMlbYop/85CclAGKHBFvmQ6Dps2vsz/Oe97zSxolOdKKl6Gz7fP3rXz88+MEPHv70pz8Npz/96XfPOX17xjOeMTz+8Y8fBGLu+dcAs4pnvvzlL5dAUxIFvXJ5L3/5ywu/BYVveMMbSmCE7i9+8YvDgQceOLzlLW8ZTnrSkxY7ut6BEn34xje+UYJ4tAuCBZkCevckfL71rW8NbALbPjbGt7/97cNDHvKQMi/mDj+mivYcSYboQwJBsE8mFg1YBb2OMXr0jf6pe/qUbCMrEm5TyQMJyw996EOFVvJY895182bO2MitXvCcbNEdutuD7q0+YyvQ1wO5FZjWH+kcWB8ObIt/TcC5P/WpTy2ACQDlrIEb2epTnepUwyc/+cnhVre61XDBC16wBAEcpQPYPuEJT7g+nNomrXD4gApwArABQG0BloFS/BrL6P/4xz8eXvnKVxYQ1a5UCKYBHqtEAAZgAqgDswIPq2lWOO585zuPggz9vvGNbyxA8brXvW6hD1D7zGc+U4D69a9//QLmtKVvwB2QN9/o+tjHPlYCmfOf//y7AVk7vo36DrwJtgRaxmtlqwZYi/SrPhBtfJe5zGWGq1zlKgX4uQ4AknUAL0AWD4DCAENBh+Brql9tWKUg91mBAuI/97nPlTYFSdp3DUgG2n0fK2gQ/NClRUvocgZS0Y0m8/biF794EGAKEPRbFyD+pS996fCBD3xguPKVr1wANwCYMZBpq5JvetObhvOd73wl+CBLAkD24JSnPOUkT8yblXorWec4xzkOBZ7xQjtve9vbCr3Xuta1atL2+Ey+BfJkUv/GBpwaK3oBdHJKPnw3Dyc5yUn2aGPRL4JECRKBqKSB+Uiht3iGJ0odhJAhq79AfuRGHbSSu89+9rPD7W9/+0Ibeukv/gpCDznkkKJf+GnuP//5zw8nO9nJhlmrvKFplbO5AfIl3vRpXGhmWxxoRpfPgnFJjLYYqySGpFDkr63ju77ID/t305vetCSJ8FSSwArlE57whBLojz3bXhNooUvwaLU3c6N/AYsA9UIXulCZt7FgjawLkiVernSlK43STdcF21e4whVK8lJArejLs5JdbNBDH/rQmQFsS/uq39kt8mbMCYbbtswXe05e2K4UuvKCF7yg0H3jG9+4JJJaG5C6/dw50DnQOdA5sBwHtkUwJyC5+tWvPtz2trctqyKcOmfCwQP5ViwAAas9VhgANwDr1re+dclYL8eS5WoDXMC9AEaWlOM+61nPWgB33ZJ6r33tawsI5JQBFs9YdRJU1WCsfm7sM6AIfAAxnCRQxzE6AxPuuf6d73xneNWrXlXA5V/+8pcCOgRhgASHK5t9tatd7VDgFi2AD9AAENaOO+BcHSDGd2f8Ps1pTlOe8dnzbdGe7ZVW7/DA3D3xiU8sgQVaZcgBUSAYfYDbS17ykhL8ANzuCVQANwDTsWgBvgGNFuAu+rx6ghqyBnBe5zrXKcEQoH2xi11smWYKz7QhsLrc5S5XeGZ+lPDdPKIXn/HNdwAJGDXuqQBMPQEQuTIPCt4By4IVK9Y3uclNypybt3Od61wlYC4Vmz/6NWZgO/Q1VcpXfSqh02fjMKfAn3Fa9QACzSGwWwM59BnXO97xjuEGN7hBWVUm20A2/pz2tKctMiZoA9gFs+RbUoD8nPrUpx7ud7/7TcoDmbciJQEg6dOuQlr1J1MCLyB/llxJkFzykpcsq3HPfe5zCx/333//ovvG+uxnP7vQepvb3KZcMzYgGG8U+kJPBXzHOc5xhhOf+MSjQF5dwaeAwfgEc1bKAGRzj78SNvgo4QHU60N/b33rW0vwLDFyiUtcosiN9siFQPhlL3vZ8JjHPKYEdOQLHZ61Cog3bAJZ+/rXv17kj7yc5zznKfSv9x+yY64FmObZCqPiOl6xEWQGnQmK8IE9JePoVRdPyFm7yl/TGxts/MaMr/ipDXyLHNfPTH2mF3YP4FO7cwB9Vt3pmkCrXTnTDxtHBsbspD7JiASD8UuAHO94x9tNCn5JxNAngR6/k8JustftyrP7+tIu3Yk81mP2Gc9TN226zn4+6UlPKsmAO93pTsONbnSjURuEXjogEUAv2Je0qR02B7/oUS+dA50DnQOdA+vDgW0RzBkqIAaYCJy++tWvFkDNydtSCNQ8+clPLs7cNjigEPi46lWvugeXOOwENXvcWMMXzlGW1oqCrLdA6xrXuEbJ3tfAQr9oA/6tQgETghVAbNliHAJWDhNA45wBFWcOm0NXB2hGm3uCIMBDf7e85S2LMw+Ia/t33craehfz9qhHPaqM3TZDQcKLXvSiAfCVrTUWgaYtRLYyovXe9753AQ13u9vdCtgD6pQEKovQ+KUvfakAL0Dj/ve//9zsewBWQIg+PPvCF76wvEMEpN3udrcbnv70pxdQjE5AdNEC1GhPACMA0A9wZ/4AMfcEcuQbSDVm82keBR7uAWPaGSvuq6tNQaMzHgCZgKBr2gX4AOSpdtBlm66tzAF/+qs/p39tuB660Is/Ai4rXRe5yEXKOF0H6FLwWvABANLvAw44oMwtXbHibmWKLJ7znOcs48AfPJAYkagAxoHysUJHBHGeEVgKZNSnq3TH2Kzsk0uHFRI0KPQVgP3EJz5REkUAqDEKKAFoem7+6NSlLnWpIrtsgYDZmQ4C9FZX8Jls4425Qb8g7aIXvWhJqLRgX//4IsDBL/1ZIRNsZd7UYUfIiASDMZITfQjs9M8eCUwll1Jsawawbe9lH6JPeOIZCTH2y/jQL3AWvCaQ0g5bIkAWSNbX08cqZwGJBMllL3vZsrpv/AIY49Mfvp/xjGcsfLEqZeeAFV4r25E9zxj/VDFm9tcc4ymeKeSCLcIDwWR4MtWO63TD3OCtREKe0b8EFPkiWxKO9A+/zB3dU9DKzgpAx/SPvpL/C1zgAoVW8pNCLiQf8MRKsa3X+tUH+TMGvGmTFvho5ZVeoKu2b9r2PF/qOpmMPLlHNuikOsYnwLTK3RZjlJyUNLH99RGPeERJDhgjfrEl9EW9XjoHOgc6BzoH1ocDWz6Y4wAAXuBCgMYJAPIAk+1BQBoHAdgBwUCX6wC2QIZD4gidBRAAGkDPCY850WXZKrN+17vetaxKAY4cNxAErFlNTOEc73vf+w4XvvCFh8c+9rEFNAFJnPuygMj2UduklAASzjygxoqBoBcou8UtblHqAadWCDhyzwNpm1XQBmA+7nGPK/Te6173KnMJCANYstzmULbZYXVGwGQ8QMuuXbsKILY6sUohB9oxB0DUvGLrGdBdgyH8xFdbpwAVW+dueMMblqBT9t32X+BtkYIf5h2Qk3Agm2SA7PhsrhyArO8K4A1sAlAAeVuMy/P0RftAHbBoKys+4ivQKrAiM8CzIKMGdMAaEIrPyezTnRpItv1OfUeDPgRP5K1ePcgz9FSAYgs1nabftqcBscZC162imI8HPvCBRb/Jr+1wwKjM/8UvfvEyHnqtHzKVYmXDNjVzhT94YHXBllP93PGOdyyrlPjqeSsl3kFDO56RGwER8AmUaj9Few7gln0CrAXKbBCesj/oFoyaM7wnU+YUHdomS1O6b1WOTcMTOwzQoz1tkx3zbGVfYHjta1979wqVhACZwXd1I8PoND42wKq44Fobvjvwig7SUwkXsmllDu3myX3tat92WXZX4GcMaFtrwXPF2btg7Cf9EhgodR/GgvaMLc+WihN/BClWp7Vjh4exptAn4xUkmms7DBYp2jLvgtpaj+wkIbt8g3kgbwIuQRZ9RDeayY9xjBX8TnAtCWNr6OUvf/kiL4Ip8qp/Poc8+EzW6A6Z4HvMTV3omCQU2yLRWMse+tF597vfvdhJ8m71DI2K9tOP77We1X1oh2zhsUQcnysRk+QbGar7rZ/tnzsHOgc6BzoHVuPAlg/mAJjstReocQS2WfqVNU6XUwFCBXscpG18ABPwa7WO8wBQZTA5Vw5Kllsww9GutXByHB5w4x0owAfoB8QEbnFi6qHFiomgQnZ81f61hQ8CIasDCifqOh5w/oJdoAhoRZ8DiARcrSIJKGVXN6IAKI6MDy3oBKoFoQAQWvBDllzggE4/+AG8Auj4aUxWXcyz5/ESzcuCAfPgx3IEAIsANYFHDRABKfyyldc7LmQNiAIArRgKTl23qgR8ontW0TZgZKXBeAEwgNr8kV0y4rOABqAD/K0cCWQAI0Fa24dn8Egwgb8Aqsy41RtySY/oCsBqfIAbvbFSYR4APGAQ3+kX0Ol6CvkR0GY7nADPHBsLcE2nbPsSLJpP9cNDn8cKuRAsAa7oFdiZY/Nr/EAyWRDY0Gf9oP1617teuU6P1LUST3asONcgE32CD6s3VmIEU/qUVLCl16oVnloZ1GbAMrrxF88EAebKMVbMHdlgV9BMLgQKdhJY6dM/8O6zYn7orb4B7jpATPvoxmu0XfGKVyx1BeD4gP+eNTfaxhNjwhfBHVnV5jWvec1iZ9ImmbXqTY7wWB/e/bPySF7YBDKoDW3jj+DUIQhSyAv50Fd0mD5Gz9PXqmd8dyT5QgaNT+BCd/HXfWfyl35zzXVHW9y3kountgfSh7oYj6QK/X3+859fzvpbpGgbL5NU84xrOXynWxJ89LlO8E21bx7ohR/vohdossLNfkoc0DW00hv8l/ySvMkquFW5sXcLzav2pgq5oLt0SLBnjlctAjr2EV8cEgl0mA+vd6ys2n5/rnOgc6BzoHPgHxz4B1r7x7Ut9YlTvfnNb15AomynFRbgC3gVOHHEgAuQboXHrzgCu1bfgEGO1i/LyYwCqVndqZ3vWgcMKHGwAjQOEfiRWQakL33pS+9uHr2CFu/mJKu8++aSH4BYY8cfbTkDEIqAAEjjNAUMvgN+ABtwCAThUV08CzgBHmmnvp/PQK6+AXTguC6AFH7bsgSMmDfBDeDlPRw0+iEMv84XJ48uIAMgtg0I4EE7GvWFJnyzrcrZS/8t7TUNY5+BEuB60VIHSubQrxxKBjhb0bUyJFCyeggE2iYqk032ZKMBd7K6SAGaBWF4LmAwfmMG/ozXj4EAQOYOf/FwrG1gSZAgoDI/thACf9o2H3hgyxawri6AbK4FLK7pVz9AYJ2RzxjMN92TaQfUBNnmThHwCKgARavNWdXLs1NnQYfgz0qRINVqlr6zEijwAWglY/63vTuBt7+a9z/+7W8eIoWU5miUSpJKAxKRhFDqZkiGQqbcHtc13LqGLheXDPdyJUQ3Q8kQSmVsNFSmhBRCJZSxpP/jue5dv76/72/vffY+Z59z9jnnvR6PffY+32F913qt9f1+P+/1WQOvBmNc2atTjq1BnXNf8UjIf9ugV8/ETwAJ0sxY5T3xIX7cjzwW8t8OnjHy4tniXusV3HvqhHRh6f53/VqeuEs/UaTslKn/XVNaewWCSfdMIk3elI18EIq8ZvKjYcH9h6EyViecZ4IeZaj8id0apFNd0njiueD+dJ70SJd8EqHYKmuzBatH7ts6JlQ3Y40AhIQ6IE39RG697jDfWGHWLjfMNXTIOwGjHrTDoGdU+zi/Nfzpzu19oL5VEdg+zvPB9Xi9cPBO8VzqF2paPRewxKwKet5N5VaDY3FS3lUgDUq/+JS/svVM9DwijDwXvFs0OvCKavzwbpM/5e4eMQ56ur0upKmmq37XPEz17b6SvvpO8OzRyCW/7md1V8OUvChT90MN/vf88J7S8NKut/WYfIdACIRACPQn0P9t1f+cOd3DoPBw9yEEtCZ7UXhxMl500WJkMKa9TBhAXoJaNxlZtnlZeIF7sfQyhGeaIcaG6zEGvUgZzYx9xjXjSR4EBrRWZ/tnagQxELTK+nSDfDLUeDWMResVGLE8eHW8jxcpw0C6GbvVWPHtBcxYERjYXso4uk5b+DjWy5yxyrCWR0Y/47Ea0wSvsnQuY6nGK+5qnJi4oYpgcRI2JmwgaBiewwZpJUCM0WIM9TLiBsVFVGoAwEY3SkaU9DCAdUETPyNYNzfCSHdL3ZQYVoxgZSO9jDIJYe8AACAASURBVN5+gVFvkg9BPRE/Q4rgYvAwwPHCVT1zTFcEMBw1HkgTRphiq3seo1+5SjsvojJxPKYMLF2xiFDXFbePc3sZstKgvNVp6ar/Y8zIV85tz1i/PNftruGeYbwySOVTkBb3rPsdP4YrQ1w58iyZGEV9qtdXTjxzzidk2sILy7Zh7RzBtSsD3hqGcDs4j0hVroL/pasG//u43431ck33BaMUf/sEIkreqpgjnHm4CF9l3w3qFI+6+xNLZV3FsXjVRWVqUhJGsuvIk3Iz1pSnkPjqeqDVwdq1UO8Fzwf3hPtQHgnXd73rXeU55p51Hdd2Xq1v+Lvvsa9l1U3/TP+Xf6JYPVNGRIKPZ6d9o97D4jJ2kyhyf/Ya5yXN6pku6e4J97r866aOT6+Au3pVBbZy9b5xvPqo/iqTdlBO7edde1/9rc7p1SG93hN6kwji06ClbDSSqRO8zcZLaghzbQ2Ywwg5aSBCMe5VB2tahv3GwvNHTxjc1BPlVJ81GlI9z7wXvBONgVW2znNPKVf3ouebhlG9N8SREAIhEAIhMByBiRdzNRsMPt1HvLS0DDPuGRkMVmPRDOxmkDFaCTovccFvLwkv2WoU1TjH9U1UMgYY0oSk1kXpNWsjQ68aUTyHRF/XcBwlHQbGM/YYX16IXTHFgNA9i/FIHDHwGUP1OOcQI/Y5BlNeCS9Pkw/wXMpLPZ6h5+VfX6664vGO4WzsWDWu2kZKNXq9zHk/2gEf3W2IvWr8OJfo5tUQn2+CXdnVOBiRJkQYJIza12EUaGUnrOSX8Xz44YeXuNvH9frNoGIkYcQjcNBBBxVhhgmWjBD1iYcETx+i2f8MRpN5mJiHUOIJVQc0PnRDLT+t8NWrJn6Gmy51OGqsUKbKgWhipGu4aHuReIUJNoKCoMJTGgkg6cSu26VPGbs+3u3y7qax+z+D1PFVnNvP0CY8GJpdMScPtT504/I/g1hXT0ZgO43KjzhxHXkRr/qpMYTQYTDXgJkxaeqTPNXgPKHWZb+xYTyqg7oca8xwbferxo96rGN4TZXFoNDOXz23nV/GsvhrN2/dJP3PE+le6AbeR4axyVE8L9T3drzidk+4H4k5+ZV/38rFNnWgLWjrNdQhM90aN6huGJOmcUx9513WnZ0Xl1DzHMCPqFBGyt1zTlq693SNf6bf8qbcPRtqOdrm2p7hngfyLV22+wj+r2XdToP73v2jO6JxzZhWkSUf8oWJgClx6zjdcD0rPOsIPA0E6p9j6jVxdn/zwhPxhIznlu7WeKq76uRUocZXj9PrxH2u3ntf1eeddKqf3i3K2bPbeFJ1lOjEx7OcwPNsdr48ir/Wn3oN9wCBq85r4Knjdut+391z2vu6v13D89UYVM+aWka1nMTlerrWe5bWxivxONc7UW+NWu9wTgiBEAiBEBiewC2Wz/DnzOmRXloMY4YGo9jLtRq3XmpaLxm3utEwahxjbIjWZy82xoGXCMPJi2bcwTUZmAwoRo606eKkhZTw4uliJHih8SownoedKKNXWr38vNjF4+XHaPPCZ3wyMBiCxk54YTNAqtHteEF3NNtNDOEYAqS+8KWrmzZGs/FmjF5GA5biIqwICi2u1YDsld7uNgYUg1F5YaRc5IehpqwYjBZDlgeC3Itdi67rDhtcg+eBUaSV97jjjivXY3gx6PoFZSm/RCAxxSgi0obxQigD3kQGnTGT0q8rICGPTzswcmzDsRou8sqjQjxiceyxx5b8q88YEQOMUuKsKwwZj8qfN1B3P8av+mY7kUjktMVfTYtjpMP3KEH87aAeYc6gJMrVrxrkxWdQcL77R/nU+lrTjqF9+Gi8McspMaTO1o/084A5tstaWj1DGPbS5hsrH8a2sXJEO6+UPCjDysO54nOP1W01H/XaPJLOZXhLI2+3rs32CxpuPBcIbtsJUeWpW189psZJxEgL7zVhTHRh0w7SpOuvcVQ4qHeeOQxo3fsYxr0CBuqk+0KdNL5Q/dMopD6pHxZsd68TcJ6dhJ97T77co7Yr23E3ilUhhketS77djzVUYVCPrdt949tNk/y67zXKYEkYawB0DfnFTN41drmWhjh59eFRV97eI8aYesdoNPQ8qCKTh4/oUzfcqzxz3i/iVl9rA15NZ013t8zrft/Kz7PRmD71X1k7zwd3Y39dj/eVOFL3dPV23/AQEkS8c7qBe+e4H7wvu6JSGghQ96v4sOgG94LrYuObV1Ad9jzt5c2T737PVnVS3cFHgwzh1w7yjZ93D26VcfuY/A6BEAiBEOhPYKLFnJcI44goMhbJi0BgZHgJExiMGWMdiACGMOOJQatrE8PNC8uLnBBh8I07eAkRSAwwaRGIFGklJniGdBt0bR4M+7rpIGKIG6JB97UqvHql1fle2F7IDI5qZPpfKy3j3UvRcYSC+LzUBS/jupQDo9XL1/k49woMXsKGUYRvu4uScxgbODOYdDVkVPQyDNpxM7KUqTya4IAgZzBIPwFOHDJ060Qi9jlemTMiHDdVkFYTAmg51yVNGTEQGC6DAuPITH26NjF2ecEYyaMEHg2CQzc48bTXh6rxyIN4pYfRpPwZV+q5//1Wlhgz0hir6jGjCI9u4DngGZBeeXCMsud9YkCp+906JW7XqsGxhCzhR+APCrXOdY+xvV0+rsGI8xkUnMObTEjUe8O9y8jjQZIXZcpIxY0XiTASnEfUYN01AsVLiGgIwkX6HKNRxTNCd1EeYMYzkWO8EUMcgxqw72W8ypuP+u4jXt/t/IuDcJMHHjmCSRl7VnTFNbGkjjOKzdKpzru/ukH86jSPL3EqDZhgRCiKo1dQj+TbmDHjGt13RCEBKX/EgnSK1zXc644nHAgLdYr48Wxpi/Ve15rpNtdXVj5V0HS5tq8h/eoNFoLGA88sQsysitIsH3gJRC3PGU8w8SBuYlBjiWe255heBzzseBJ3BKHyxUGa6vPE/+qYZ7973T7PTc96DTDtch6UB8KVeFSWyr92eS0J/r8/3nnvfe97SzkTa7obS7eZXr337ONt1iPEc9Tzr3bTbMdTf9tX829bTZ+GLGNjpQVT3Nwf6oPGDd2y1Z9hgzrvXNeqjTXtc2tji221DNv78zsEQiAEQmAwgYkWc5LupWWRUg95LzMvFp4PL12CxDaCwstCC6oXklZWLx9jbrS06lrjhd419gajGW4vIUcstFvjGTuEptZMBhajggHlWN1kuulgJHmRSz9jalBg4FTR2D6O58p6R/LMKGWQ+jaGh7Ag5AxIJ2wN7ick6ouzvsTb8flNXNXugroPMmgYz87zYdxowSc8TMzAQ6mlmPeoX5DOOm5Q9562J4URRoQxgKpwFw/RaVwT8SF/jFkesH6BMSX/zmPEMqQZp72M8nYcPD+6VzHK2ulqH1N/92NmP4Ocwd4rMP6IMuKKAcqIJyzUF/WWkaSMGVLywVhTVs5T3+UL93bQCND2HtZrMJyMNxMH7wFBhJv65/4hlnRxJAQIOQYuYWOcIMO+V1DuVWS4jrRi4dt12mmz3bFt0dgrTtukn4CvZeSeMI5GqHVNvXEvu66gS6JJaYg5CzgzXtvBee4VzPBVL6VTHfS88FtQn3jTeYTVecfXID9dIWyfuH08n9R5os9zwH3mHB/7MfBsYHiL3zHS0qthQUOAPGAvHqFdz8QnEIjqijpat7keQd6v3hKpGr2qiHMco5+Ykz6sNSLw7Ktn4vXMJFTc8wKBQAAp53GGmod2nMpNGt0f3VCPr2zkvZalY4kH9w5PFaaOM2GL4Fz5kG9jt9peK/eB9wlO6oC6pbwI/ho865Sj89Vt8RHe4vRe0pjm2vb7qBueZdLYDjUPdZt8SiMhpy517xmCR3m5f01Oo8FLeesW6j3D2+U6ujF6Vjrec6Uyqtep367vPqr3su01TeqmZ7D3WL3X1EuM3ac4jRI8s6WVmPOekD73TQ3uX2JWvmej90y9Tr5DIARCYLESmGgx50XE4DRGS+uwl4wXJEOH0ae1VUskY13gmSM4vMS8DBmsxBzjp7bkj7MgvfwYhQQmY6kdGIcEHCNOGqtxLH3dwJhkbHt5Tudlxjg1XsJLU6spsYadF7IpuavhxpjlwWE0dAVlN00MFC9e54qzihMv9/rS983QZYAwBHlOeJkc78XcDY5heBDfzjVZCAFHPOFDUCjvt73tbUVkMB4YdcrSR0u3VmOeTmNT+rHioSLMGEjiUj48lL28ZO00DhKI9bia9/r/qN/SRJQwiIg69UPeGJ3V42GffDO0fCsr+3jgiBmciWjip2skSg/DyCQb4lEv/V/jk35lSCwyysWrjBm16ivm1YDr5s0+hqoxm+Kv8SoXxqz9XePR/91t3XilyT2KQW25d79XL53zpUn8vCTqFk+2rmaeBzxsveqCeNVPhm+djh4/BmltlJAWDBnsPJLSUUMt6/pdt/uuecUYS/9X457Bz/BmpBobx3Ct3KRDw0KXiXgItHboHuN/dYWIdS3prmlTR+RJnZKWbrDNc1Pdcx6+nhc8OtLPI03Iun89R43P8lzyzHC9KmilsVf83esN+39Nv28f+ZIX9UD9JCZt69bJep7r1HPrNQkbwkG+uoGoINj0Vmg3Oimf+iyv11KnuvVKQ43yU18wkVaCT7yELj61p4W0exe592qc3fTU/+W1Ck5eaXmq5e+3dOjy7b0iEN+ebd6BGl/cF+4J7zvPhnbjTr3GMN+uhb3ux9I906CeaVDEyxhN3ncNTIS255fgfql5nun1cn4IhEAILEUCEy3mFAgDzyB9xo7WRjONMea0xHupeoHZpgX0wAMPLGXIGPHS0/3PS8KLrt0SOK6CJhK8iLyo2kag+LWAM455tnTVYQARoN1uL4wvhjCju5cAGpRW1zdgnnHP4NK1kljESjCGiqdLNxxjPvBhjEwVCCxcGX5EorEiNRA8DBQv/RrkVdc3+VBWDE5ewCpO6nEMGtfX8m/8BwPFtbSkm8CDcWQbA9PHNXBl1DCQGKO+bat5rHG3v8XjQ/jxNBDyxIr4qrHYPn4ufzPwcaoC1kxvRC4mjD959c0I8puo5qVinDE+NVwQvRjw5PYK8kk0yqvAKNO9zjbcGPPqpHjcX+qFbQxTx1Qjshu3eB2nvqtn4ve/b/ukmcAjDgXbpgqOcT0eVHWnGs+Ma93eqgCXNvHWsU+6TTLaiXpirR7Xvp643XfOrUFaq2HdzidDGuNqLA9Ku/qNk2OUpXtMV1LpZWR75hAL4hKntKnPDG9prt7HmqZhv8Wj3Bnb6rN81XQqBx/Xr/lrx+u+1RVa2txDhACxxssjjcZqGd+r0UNjkHLAW3oJPeWqccg54w7KRL1UT5WvZ6I8Yixo6FHfar2SP/muea/pqeXp3u8XxE/0ymPtfu5YcRL63Ti78XimuZdq8PwygZF7gsepplt91uDhHiUqp4q3xtf+1kjinSdfytpzFxvlofHPs1TjnPeg8XtmtfQe0CjR9i6345zqt3QqD/ffTMUcpt5PnsG6rWogUKY8osZn6sbqnVXvJXWgluFU6cz+EAiBEAiBWwjcYuXcsm2ifjFQtNB7uZgQQIu3Qdg8L7qNmcaZCNKSWA18Rq8udl4WWjx1M+zVrWmmGWW8GhtBLHZbgb2UTGhhH2PPmCcCR3pq0EKspdLYFQLU/mGNJa3IzjUjmdZghiNDTfBCdn0ixkyVugsRftVQrtfv9c1QtdSDrqFmJ8NOGdTAmGyPT6nbGZq6wzJgdEMiWk2h3TYInOtFTlgqI4Y2A9i08vYRFQxeXVF1wWwHrHHU9UuLbi3r9jHt3/JBsBCkhCaxrD4wpKfqytqOp9dvfKdjnImL8U+cqZ/Sgg8j2axytXwIPscoT6x4whiyeJphTxzqS1uk9Epne5v62a6j1TBWBvW34wdxxVR6CR+t7LWe8aa6vzSYtK/Rvv6g3+LBguErfnWXoFV+1bjz7Tj13j1CxDmeQcugJkzF4dMN7bKSX/W5xlePJRZ8usGx7fovrxpoNOIQlMpJWp2LASHBsHffMbLxdFz1iKnr6reufFOFyrce5x5h0POSE/9VzDnOdX2b4bBXUC7SqAyNx3LfaVDBgbhjcNuvUaz2IpBv3es07PCA8qR77vYLxJBzRqmXrk/oqtvuUc8eAgYzjXQYGr/qG19CA1/eWCJ0lCB9xjATGRoA2p456VA3Rg16f2hwac9O6v71vKpeb+VSBWiN37ZBQXp4+2oDj7QT2+oPPrxbGusIPs/duhyK+5J3TpkS/O17u30913eN2Qx6pHj3eAeqV+qghkHPdl1SeYb1opBeafG7/X6czbQl7hAIgRBYTAQmXsy1YTN6TZqhm55B6rq3EHTEHUOgHbxMvUC1+jG4+gXGmXFDWjOJr1EMEd0bibR+Xj+GF+GgtZQhwgiurcZEoBZWQtRYB5M08FANEnNaxxmzBvATNlrbvSwZYSaI8YLmaakvaUYuIwMr3fnwImwIon4BC+JBl57qsWkf6xr9DBEcxK98xEGwdNl4ofsIxhNaUkJrs/F9XuTGnNTgJc+IYUAyYJQ1Pr28MPWc+s3bJS/qhamwlRNmWojnMzBSGWgEKeGCJYOfAci4US+kncD3rQGDJ4FHwXG8CQw0584ktMvQ71pn+sVpv7JkRDIS/V/PUSa2S1cVPr7r73pcv7htVyd1D3PPCO5fMzu2g3hwszRJuw4oW8ahln/ep3ZwTpuV+7trWLePr78Z9j4EVNvDrJzcf8SN+o0FMYINjsrPNT1PlJd7TiOC55B7w1he96zxre7NUYNngIYWeSZsBNeVRt4gRnzl3itujToaYzR+YawLO2HKi00cEDjSKu3iJxbkGTf3qWeKZ1k3OJ+Q5JnS3bAtlLrHtv/H2AQ9yoggwdZzmMHvGcLbRPh6Nki3dNRxx7UnwzD1yzWlUbdzXTA9J9tBncBW/D7DBNz1FtDooh7UZ7v/iXfp1WsBN7/V7VEEo2PlzUcjmQYLnlNddZU3Aa4ueb95fvIYeuYZ9ysvemzUCW2Gyc84j1GnTKLiuU1s1i7Eylma3BfuG9y9R7Ej5kbhM870Jq4QCIEQWMgEhntrTUAOCQBeIh8vZa3EWkUZt176DBMvMd1LtJxbrkBrru5PtvPsEYKMlBq88HTvIygcawxO7WZVj+l+e/l4OTPmTj755NIqS4QxRomrtmHBqNICrCuJl3pt8RanF7C0MFR4F3kY6guve836P8PKmDMGG08OA0LrtLwzvIgEhpcWXS91L3v5MqObdPOY8eRp6WYUY8dIYoQ7n9eHUcy4Mg6uVyupNPczFuVdvIwNael3nLwz/LDHxfgJhri8efm7Bg+ClmhdZXkYMSfuCGLnTBUYVMqIcalceHQZ2HXs31Tnz8Z+BozWaumQJ0ZzDUSALpeMQ2Xqo0WbF0KdZOgSeAxpXBmS/cKgffWcaiRWg7FuZ+wL1TCt2x3HG6TrcNeYt49X0T3mflN+/lcHquCo8fT6ll7lVa/tGAZ127BzjA+R0BUK8qJOuQ/awXaNAbqmMvzdA66jQUT9sr8GaXcsI9m1HadMXKtd3zSc6Las7HRBJCprOolvwXPFft8abJQbIee+wE7XOM8cgk4ZDxukVx6w1cAhvQID2T73jnIbVP7u6f322688JzSceE4yvD0nNGzpHcCrqKw9DzwT3UM+ZktURqa7b4tpZez+MkkSzygBrAGpzXdQHjEnfiy3UHtZEMqemxozMORJtJ4oz477udYH1xjmOkQor59no7LoehjVVY1F7jfCa5jgeezZrZFRg1xbBEqfe1hZYY6r53v7vhom7eLB13vNLLneId43npnKzzsAI/H61minjNQ113X+MHyGye+wx3gGKCuNC2ZexqYdlCHPqveOe5ZQxc47MCEEQiAEQmB0AgtGzMka44pwY1R4UXn5M0K0VOty6Ntga+MJtFLq0sdQ0SXLC1wXFbN9aZUlDr1AGClaBBlCROJUYs4L3PgE4yQYCF60WiAZCTwGbS+ANHsJ62IiHbUl2XbeDOnjxeKtIYIGeeWcQ3wRsW3j0nZpYJwSedhowWVQ63LD28H4YTgywLR06z5Zu6T5JnYZJAxiglfLdxViDFTjaeRPSypRpRz6BYaQa1WPWvs4cWl5J7aJTkalsStV5DJU5cW5ykYLP2b4mpwBI+uuKfupAkNK3glGM75hx6Aa1lAbFH81kEY1kgg5HjblLh1EhTokMCJ5mIkIXSiln5GrHNQ54kD56mLJ8JwqSJtzCEjf7VDjVOeVpzjx5u3RpU5wn7Q9uOKTnkGBeH7rW99a8kgEqdvKVF2cKqi/WPBOSldNu7orYG6be9SssPjIhw8hwBAnqtQn+wRpJtLUncrM/47v3qfiJUjUP2Lb/54nPETESQ2eGwzRXkEa5VejA5YaUzRGmLCHx9A1CSUGLIHiueQe0JWRZ08Z1CCubrBNHBo06nqbtsm3vHr2+QjuZd24CYi2kSx9RJvnF0+1fSY64g3TAOQ5ynuIp2MIKs9OXHh/jLXzvOJd8ays3hTf/lc2GiR4w4cpd2ll9HumEr/Wv8RDILh0tcSfB8qzjYAmiI3Fcq84hlhXh9WFXkG8ZguWH88P74ZaN5yDqfukeltrnesVV93mvpEenHmlPVuJKALFs9LH88rzS53RQ0BZ+bi2z1TBseqE+qOMxelZqHGAdxEz32ahJcqlvz5TlUW3jtfryXNNQ7vO1Xrku729nudb3bHfM6pXUOcION+eBUS942tw73kPOF/90OtAXVPGvbpI1/PyHQIhEAIh0J/ALdZD/2PmdY+Xpge+FxZDhQjwQiY6qrHpBcYA1C3LS4FxojXQS4TR7KVCYPB88Ewx6nUj1JrJ08fbwIgZJjAUGd26IIrbS89L3Hcv48WLnGeMIdoWYY6VPgJTS6Y0GHsh/d1JUmq6GAo+3cCQ0VqLkxclr5rB+IzSajRoIWZImhadwU7kuD6jjKC1n3hiALRfvv6XZwYxr51WVIadLlk17nZ6nNv1MBIhupryvDF+pMH5rts2GsSHBUOaIYNvTZPr62I0rCeD4GPw8oC5PtFPjI4jMIgJThyGDQwt3jX10lglQRzEhSC9vBG9AuPf+bqlMqRx8ekVpK2KN4KCeGZYtcu0clYHCX/MbcNJHXQsVt3y6XW99jYGK8PTPaZ+ua7ufIPGhyln6fUtMOzUkyraNDII7h0GIMHFeFZfGaU++BDG8uN3FXMEov24ekb47XniGI0rbS8JQ5LXVvzqOd7uQ/ele3LYoE6o44Sg/BOD7ZkBpU2DjOeCRideOsGzrH0vKEcBB/e3+5rgIBRNcqJRpuYfO7/dm8pQPePJMv7Utev4RuKa0LIdG/ch0aWslb8xiIx1HnGNDjz07rnKk5jzLNWghrdGEmXiGVGfI8cdd1ypy+KbKih3efE8kneTLXW7nhJDGsM82+RRGTtPGRKf8infGms8dxzTDspbeWpAUjd1s9bQgKXr4qUuua+wlZ+u57kdn9/KAn9lrCwJFs8n3JUrvuKXJukV3Fee9f5XrwhQ936t991r+N8+bAkz7zeeN2njlfMtTpMGEdDuE90q8Wvf6zVeghYz7NRR+fYudR+oC8pLo5EGFWnX9VG9r884XN2buvN7VqkLGkXrtRzn/Ut0u694dHs9qwl37DxzNOKpZ9KgbCLmamnlOwRCIARGIzDRYo5B4yVp4WovXMY5w6waV16GXuhakr2cCCzGU7sLEBxedFoxdXnUkqsLUTXkvFzF7SXW7b7VC6WXaxWRvfb32ib+XoHxwMCSPi9FYpNI7SfmesVhGyNaN0V5Y2ARDF2jxnHSriWXsOV9YxAQO/WFXJm0r+PFLT6tzIwiBoVWeNvEN0wgNIlxHg3lRyRUI6d9vjQzpojQGqSNwanMXK+mte4f9M3r4FxhlPMGxcnAwoTHtRq5g46v+xgtxszUmQLrdssN4NKLRz1GGanTPLeMXsZdFTn1mPqtDNUD94j0EcPujXaQB8YbJu4x/9dtjrPP9UZlxnNHqDLy1EleNvek9PQLrqE+4OkcBrBrM1IZ8spPA4a88BDxYBIcjEdpxkOdcd8Tje1riU+jhrpTy4ooJA4YsLxONbgm4YIrg1zaCUD1fBhhUuNhoDKEGfQ8w8RU97kivbzj7nN1wr3VbaRRH5QhPsQKQ1vZOpZhTuSph0S9RgGixXVcT1zOl29xKGPiy3gxxxAfPFy6jNZ7WH4JfwY/z5VnpXJspwsvDWG+XVe9rQLUcYxx38qwbq9cen3Ll67qePBcqge9gvhclxBRjq6hYUrdIBqIJA18xGgtK8cSOwSbbxOsOKYKNXyw0E1Sd0X1SVkTuIPuRSKfoFW+urpXr5lnDZH3zne+s3hlMRZf5aCuEkM4E47KyzNbXesVHK/cfNRVZaw8iSHMxMEzyYtJUGqs6vX8rnGrk1ioR4J8iJuntZ5HMEqvfPD0tdMmPc7hHZQeQlYjgHebbd4NvNA8vFh3x0rXdBD99jkeR9fUYKJsal2sx+Y7BEIgBEJgOAIr3ewpPaFB0nSP8tJh2HUDj5guJ14uWiT7iabuee3/vfR1wSE29POvXf7ax8zWbyLHFM3yx6hjYPHiTdWdrZsenHgDcGCUzlbQkssgYcgxlIcNRLe0VUOq33mMAsKDkTsqg35xjns7o49hxPBQV6qxNtV1tHYzyBim1eBkyGhE0K1rkAFZ43Z+HcfVjyUjUfoYl4zjeq0ax1x9ExzSS3AMEoXqhvQy0t0DNfA2qDMaTtpsbPNpB/FrCOg2YIjbvSUN7eB+GcQFY4ay8h3FwJRfXgbGsHpB9LQN4nYa/FaXummuxxA6vFEMZs8+x8qnj9/yVfMsP5j4v9ZH+atx+1bX1A33bvfecj7BQ8gRw+6/Gk9NT/u7pqXN0DYGusY34kK6pwruCQ1aU3EaFI80e26o6+17gseZsHIfmBHWNXoFAsVYP2wIRs/gWTFWewAAIABJREFUfgFj3TvlkeDVENMOGBBaxKHeEcRwm5Fj5dd7hreVJ1LjVpe1uidN6oDGGNfkZVeX1EdsCUGNarWRop2OXr+9R3nD3JfSJB7f6qzyF9StWt9tV8dq+h0jnfU8afHcsp9HTs8LwlZD0zDBu9vYU+XH045lvdYw5+eYEAiBEAiBWwhMtJi7JZmz90tLqRZCHpPuTHizd9X/jZlx4PrGrmjV5pXrJVpnOx2JPwRCIARmQkDDlO5zPFu8g4TBfAYigSjyXK0CpV96CB1CZZDwrud6ZldRXbd1v4mgQfknHAmXdrf7dhzOJ741YhC8upJqWCC0NVi2Gzfa583Xb0zkpzYeDJsO4td5g1gNG1eOC4EQCIGlTGDJizmtn16YuldN9dJfyhUleQ+BEAiBfgQ8R3mdeLb6iZR+52Z7CIRACIRACITA9AkseTE3fXQ5MwRCIARCAAHd8NJNLnUhBEIgBEIgBOaewPz2hZn7/OaKIRACIRACYyYQITdmoIkuBEIgBEIgBIYkEDE3JKgcFgIhEAIhEAIhEAIhEAIhEAKTRCBibpJKI2kJgRAIgRAIgRAIgRAIgRAIgSEJRMwNCSqHhUAIhEAIhEAIhEAIhEAIhMAkEYiYm6TSSFpCIARCIARCIARCIARCIARCYEgCEXNDgsphIRACIRACIRACIRACIRACITBJBCLmJqk0kpYQCIEQCIEQCIEQCIEQCIEQGJJAxNyQoHJYCIRACIRACIRACIRACIRACEwSgYi5SSqNpCUEQiAEQiAEQiAEQiAEQiAEhiQQMTckqBwWAiEQAiEQAiEQAiEQAiEQApNEIGJukkojaQmBEAiBEAiBEAiBEAiBEAiBIQlEzA0JKoeFQAiEQAiEQAiEQAiEQAiEwCQRiJibpNJIWkIgBEIgBEIgBEIgBEIgBBYcgb/+9a/NL3/5y+amm26a07RHzM0p7lwsBEIgBEIgBEIgBEIgBEJgsRG45JJLmtNOO635y1/+MqdZW+nmm2++eU6vmIuFQAiEQAiEQAiEQAiEQAiEwCIi8Ic//KH505/+1Ky22mrNrW51qznLWcTcnKHOhUIgBEIgBEIgBEIgBEIgBEJgfATSzXJ8LBNTCIRACIRACIRACIRACIRACMwZgYi5OUOdC4VACIRACIRACIRACIRACITA+AhEzI2PZWIKgRAIgRAIgRAIgRAIgRAIgTkjEDE3Z6hzoRAIgRAIgRAIgRAIgRAIgRAYH4GIufGxTEwhEAIhEAIhEAIhEAIhEAIhMGcEIubmDHUuFAIhEAIhEAIhEAIhEAIhEALjIxAxNz6WiSkEQiAEQiAEQiAEQiAEQiAE5oxAxNycoc6FQiAEQiAEQiAEQiAEQiAEQmB8BCLmxscyMYVACIRACIRACIRACIRACITAnBGImJsz1LlQCIRACIRACIRACIRACIRACIyPQMTc+FgmphAIgRAIgRAIgRAIgRAIgRCYMwIRc3OGOhcKgRAIgRAIgRAIgRAIgRAIgfERiJgbH8vEFAIhEAIhEAIhEAIhEAIhEAJzRiBibs5Q50IhEAIhEALjIPC3v/2tufHGG5ubb755HNFNO46///3vE5GOaWcgJ4ZACIRACCx4AhFzC74Ik4EQCIEQWFoEzj333OZTn/pU8+c//3leM/7d7363+fSnP91ce+2185qOXDwEQiAEQmDpErj1OLKuhfR3v/tds8oqqzS3uc1txhFl4giBEAiBEAiBngS+8pWvNBdffHGz8847N3e84x1XOOYPf/hD84Mf/KD54x//WPb/6U9/am644YaGJ62G//f//l+z+uqrN+uss05zl7vcpfH/qOGCCy4oYm6TTTZpVltttVFPn7Xjq9fytre97axdIxGHQAiEQAhMBoGxiDlZWWmllea9y8tkIE0qQiAEQiAEZpuAd45Pr/CrX/2qOfnkk5uLLrqoufzyy5vrr7++WW+99ZYTXH/5y1/K9jXXXLN5xCMe0ey1117L7e8Vb79t/dLR7/jZ2K7LKU/lL37xi+aTn/xks9VWWzW77bbbbFwqcYZACIRACEwQgbGIOd64u9/97hOUrSQlBBY2AYbZJBiIC5tiUr9QCNx0003Fc8aTdKtb3WrGySbQnvWsZzXnnXde8/znP7/5/e9/3xx66KHNox71qGVx603yta99rTn11FObI488soigZz/72c0973nPZcfMxQ/3Oq+hfN/61qO/knkbf/jDH5a8XnbZZeVbvl/3utfNRfJzjRAIgRAIgXkmMPqbY54TnMuHwGInwLD961//2tzudrcbi2G72HklfwufgIYL3RzH1YCh6yVP3Pe+970CZ/3112922GGHZvPNN18O1vbbb1+8Vy972cuaY445pll33XWb/ffff1pdLpeLeIR/rrrqquJFfPCDH9xsueWWI5z5v4cSgmeddVbz5S9/uVl55ZUbXklex3GI4pETkxNCIARCIATmnMDogwTmPIm5YAgsLQIMWh6K6YzhWVqkktvFQkBd13gxzjrPY/Wd73yndKXceuuti7jr8nK9BzzgAc1TnvKU5rrrrmu+8IUvNMTVsGEcs2nyEJ5yyinNj3/842Evu9xxnhV7771385a3vKU5+uijmx133DFCbjlC+ScEQiAEFjeBeOYWd/kmdwuQAANznEbtAkSQJIfAjAkQSSYoEbbYYouB4+F0yyQmv//97zdXX311c6973WvG1x8lAl606d7zzqvp5dEnMMchMkdJf44NgRAIgRCYPwLxzM0f+1w5BEIgBEJglgj89Kc/bS655JJmrbXWKt0XB83sWAWQLovWsBsljKtr6CjX7HesLtoRcv3oZHsIhEAILE4CEXOLs1yTqxAIgRBY0gSuuOKK5pprrilizvi5foH4sZRBe9mCfsf22j4O8TSOOHqlLdtCIARCIAQWP4GIucVfxslhCIRACCwpAoTZpZdeWmax3GijjZo11lijb/5NFvKNb3yjsRbd3e52t+YOd7hD32N77eCZm4l3zgyWukqOe8KSmaSpVz6zLQRCIARCYDIJZMzcZJZLUhUCIbCECfDUWDPs9re//bTHUi1mfPgMElE8chdeeGGj2+Fmm23W3PnOd+6Lw8QnFhh37DbbbLNs/FnfE1o7pEO3TOcOCrpvGsPX7gZZ0//LX/6ylPVvfvObMhNlNx5Cz6Lm6kJCCIRACIRACHQJRMx1ieT/EAiBEJhHAgx+syp+9atfbZ7whCcUgTGPyVmQl7ZQuPFyq6yySnP/+9+/sRZqv2CSFGKOV46Yu+td79rv0BW286ZZpJsQGxRMrPLWt761+clPfrJsyZEbb7yxrCtn0hJLKFhS4Pjjj18m+OqEKPe+972b5zznOWWWykHXqPtql8145iqRfIdACITA4iYQMbe4yze5C4EQWEAEeHlOOumk5j3veU8RCQx8a6BtuummCygX859UYu7KK68sC4Cvs846fbtBEmEf/ehHG8cfcMABzc4777zCscrkj3/8Y9l+pzvdaYXukLpnEmSDAqG47bbbNquvvnoRi+KxkLkunWbP5J3bZJNNyjp44iLoiTkzbBJzg7qJDrpu9oVACIRACCx+AhFzi7+Mk8MQCIEFQICn5pOf/GTz/ve/v3iIDj300ObjH/9488Y3vrE55JBDynpo1VuzALIzq0ms3qdeFyG+dLEk1Ky51s/TRjARzrygG2+8cfPMZz6zWXvttZdF6Ro8aRbkvuyyy4qYs17dox71qMai5DUM4wEjKJWhOLvHn3baac25557bHHjggc2ee+5ZojXmr3bDrNfJdwiEQAiEQAj0IhAx14tKtoVACITAHBPg4fn5z3/ePPGJTyyLQK+66qrN+uuv35xwwgmNafa32mqrocfP9RINc5ydebvc9ddf31x00UXFu7X99tuX7pPdxJi98vOf/3zztre9rXjvjjjiiGaHHXZYdhgxdfbZZ5eukZY0eNjDHlZE3emnn94QZg984AOXHTvKj66Qc66xdMbUtfdNV7S3z2v/HiWNOTYEQiAEQmBhEYiYW1jlldSGQAgsUgI8SAcffHCjC14NxnuZjZE4M+vhVOGqq64qXh7dMu9zn/tMdXjZL25jtpyrK+CgyUKGinAeDpKHOhHJj370o8YHR10UzVZJKPHE+S2vp5xySnPmmWc2G264YfPsZz+7iLU2X56y17zmNc3d73735tWvfnVz3/vet4xpE0ev2S7bQmzU7IvPteVhuoH45NklUuVROk2g47e4je2bSRqnm66cFwIhEAIhMPsEprYOZj8NuUIIhEAILEkCjG1T6Bs3xQPkw0tTDXKGuFkMjZm6xz3u0ay88sp9ORkj9s53vrN4eoYVciJj5BMB7373u4tH66CDDpp4QdcVPoQMTxtvGrFmNktizrZzzjlnWR7NXHnttdeWsWj7779/8+QnP7msQ9cWOjx773vf+5qLL764OeaYY4qYxgkXgtG4t3EGwqt2q5xOvM7/+te/3nzta18rY/8ss6DOfOxjHyvdQzUG7LbbbsWjOJ34c04IhEAIhMBkE4iYm+zySepCIAQWMQGiw7g4xjiRQaQQbLw1fhNzusuZCGPNNddsHv3oRxcvUnd2RmLmgx/8YPPDH/6wedGLXlQ8SaNgMxZs9913L2kxWceTnvSknh6oUeKci2OrCMPIb1x0l3zIQx5SvFNEErFjAhOCePPNNy+iRn7x7HKU5t/+9rfNN7/5zTIhyf3ud79l2bjXve617Hf90RWVdfso3yY8IRKnG5f8iUNedAG1QDpPnDjVC904p5qgZZT05tgQCIEQCIHJIhAxN1nlkdSEQAgsIQKEkzFyRMZRRx1VptM3eyVhVYUKo/yMM85oPvShDzVf+tKXmte+9rVlEo72ItP2n3rqqQ1v03bbbbfCjItTIeUR3HfffYugPPHEE0v3Q5OHLJRA9BK6e+yxx3J5rwKJ4CH4hhlH5hjCiCe0PXkK7+W3v/3tZrXVVitCr5ZPvcZ0WRkbKc7priOn7B7+8IeXT01TTYu0EbTtulL35TsEQiAEQmBxEIiYWxzlmFyEQAgsQAK6Am6xxRbF4CYg1l133SJKukLKWDZj2ixZYLZLHiPHCmZt/MAHPlBmYnzkIx85bcNdWnQ7JBiPPfbYIjCt0zapoStcegm1egyxN2y45z3vWUShLpqf+9znysQzur3ioiurWS9rvDXO7v91+zDfD3jAA5qXvvSlpR4Mc3yvY/pd3/YIuV7Esi0EQiAEFg+B4d9wiyfPyUkIhEAITBQBU+lbfHrLLbfsOSZL18sqrAgKXeeqmDv//PPLuLsXvOAFZfzXTDJmwpAHPehBzac+9akyZmynnXaaSXSzdu5MvWGDEsbTZc05QsiyBcbc1fGKup+2u16OIx08c2bLTAiBEAiBEAiB6RCImJsOtZwTAiEQAmMioAvgD37wg8bSBLw0a6211gox//rXvy6TW9hRF57222QdulfqSrfNNtsM1Y3QLIfGUhEt3a59PFgPfvCDy9i58847rzG1/yherRUSPksbMNP9dLaCWS4PP/zwMismXsbbGTPXHWOH+0zGu81W+hNvCIRACITA0iEQMbd0yjo5DYEQmEACvGzEHHGly2VXYEnyV77ylTJTI0Gxzz77LBN8FrO2ppoxdwTHoGANO1Pum6WRCHE9HiFrpvldg2n4Tcn/rW99q3ThHPfsjfU6M/mWV5N6zGYXQpPQKI9BwZhHM4cuxOUcBuUr+0IgBEIgBBYOgYi5hVNWSWkIhMAiJGBNNLNQmmxj7bXXLl6zmk1jtb785S83b3/724vX7cUvfnHzmMc8Zpm3jED75S9/Waaev+Md71hPW+H7q1/9all6wOyZu+66axGDPHri/qd/+qdml112WTYOjEDRhVO6fvWrX/Xs9tm+AM+V46RVaI/f6vVb18TaPZGIJBaN1xsl7LnnnkXMjXreKNcY5ljdUHnxNthgg2EOzzEhEAIhEAIhMHYCEXNjR5oIQyAEQmB4AjxrRBnvjjFaZkwUdCX82c9+1nz3u98tY7ae85znlIk52jMsWs6AZ483r5+Xyjp2Rx99dKOr5hFHHFHEoO6ZxsURc2aANJV/7U7JI7X++uuXfYSicXyDgnXdTMxC0EkDj1n19OmCWCfh0LXTJCWWWXCcfTxsFu1uj0MbdK26z7ICkxBMluKTEAIhEAIhEALzRSBibr7I57ohEAJLnoDp7ok53i0zVvKuWTScsCKKrBtm2nlj6Xiw2p4u8HSXNI6LAOvus99Ml7x6FpJ+1ate1ey1114lbh46ovAJT3hCWZetLQTF51rWZiP6pgoEme6ajhePddrucpe7lNOMAyTgiDui07fJRIhP+STspuoeKiL5tOC3c0YJvZjMxvmjXGfYY8d9nHzXutJr5s9RuOTYEAiBEAiBySEQMTc5ZZGUhEAILDECPG/GyxFjj3/845uDDjpomYdNV0TiaJDhTeQQfoRZr+O+9rWvNaecckqz2WabFcFVvW/Emu6V4iemusKhdoMcpjh4ySxpMJuBKLQoulk/5VN6pbGb7u7/7TQN2ue4fvv7be+eU49rs6vb6nc7Pe3f/fb3217PHbS/u48n1NhK9SzexEow3yEQAiGw8AlEzC38MkwOQiAEFiiBK664ovnJT35Slh3YeOONi6dqlKzw3glEWtd4t89i4ro/PuUpTynj8Wrcjl9vvfXqvzP6Jihdi1ggDms62l0sXcD/XYHqeN6iek6/hDjOLJ+uU0VrWzS1f4tj0P/dffWa7e3t373297pGr+O68XT/r+e04+t1TN1Wv+t53f/r9nZ89Tf+PKNTsW7Hkd8hEAIhEAKTTyBibvLLKCkMgRBYpAQILd0Pt9pqq8Yab6MG3RRNPGJBcWPsiJ4ajFGzdp2um8a98f4NG4gEcbXj63eu8X4f+chHmp/+9KflWlUsEF5+S6PAuyZe/xNw0ktQ7r333ssJzV7XqZ7LXvuG2dZP9NS01ji6x9nf3VaPXajf3Twv1Hwk3SEQAiEQAv9LIGIuNSEEQiAE5oEAsWOZAOPlLNRt2YFRQ534hDDqig5Guw8xZ5xaN/DUnH766aWL5nbbbbfM42W7iVUsT+AzVeDlM6ukCVykR754gAhBY9ykjTfNfturyJtLoTSsgOl1XK9tUzFZLPuNgzSrqfrTqzvuYsln8hECIRACC5lAxNxCLr2kPQRCYMES4DUzcyWhY2r7QUsL9Mskz5ZJUogvnrg6Js7xhJWFxC3+zSA3SUn1tJkY5aSTTmq+/vWvN/vvv/9yXe9+//vfl0lZhp2p0Zg5M20SgeKvHkLfumAKdZyb77qN+HQ8L90oQV6///3vN9bDm82xXyanMVOnpQdWW221UZK4KI5Vfh/96EebN7/5zWW9vSOPPLKwWBSZSyZCIARCYBERiJhbRIU5F1nRpYsx1m/2vLlIQ64RAguVAAPZpCTnn39+ESTEAlFjSQIiyhpym2666dDZs2C1jwW+zfbY7kpJKJnsgvePcCPuCC9dOy+55JLSBbPOZtn2Ppnp8sc//nGz9dZbT7nGXE0oQTaqKKvnjvp9+eWXN8ccc0wRkL3EHJ6EGI9nFZG21U/Nq/TyFrYFcDstuo++853vLNfZfvvt27vm5bf066rK2ylf6pK0r7zyysuJcYlrH9cW0DyoVdBPlQnx6zprDUQsnva0p0XMTQUt+0MgBEJgHghEzM0D9IV8yWqwVYNoIeclaQ+BuSbgvuEVu/LKK4th/LKXvawkgVdLI4nvUYJukJYt+NCHPlTWpDNLZTtstNFGZUmCk08+ucwEac06oo5XywyU1nfrihnHSMvOO+9cumC245uE38QMhnWR8m6aeCjl10LpRA2mBA2h67sGzzL8rLFHrBF27aA76NVXXz3ycgjtOMb5W5dHM3rySmJArCpHM6C2l3fA5ROf+ERz7rnnlrzr2koIyuvBBx+83LGD0uc8dQS3s846q7Ag8IYVg4Pizr4QCIEQCIHxEYiYGx/LJRFTXuRLopiTyVkiQEw86lGPKmvHEVVVXDC2q6dl1EvvuuuuzSc/+ckyc+UWW2yxbMKRGg9Bd9hhhxXPn2swzi1l0KtBhnfwc5/7XBm/t8suuyxLX41rEr6lG7fKrpsm23VbJcaOPfbY0pX0EY94RPPYxz625B1rwXp4ZvvUlXDfffdtnve85y03trBepxen7jUH/V+7lfZL76Bz2/uIbjN6Emsf+MAHShfdVVZZpUyc89SnPnVZuTtO11seNYu5817uueeepfGg7bltx93vtyUtjJezeLy1AysLgll+8j7oRy7bQyAEQmDuCETMzR3rXCkEQiAEiqDoZVRXr/eoiDbZZJPiWeKJ0T2SAd4NZpDs1SWxexwPjHF8xE3b29M9bpL/J2Z23HHH4nX8/Oc/39ztbndr9tlnn+LBagsqwpZgffnLX166ba699trNgQceuJxAqeJluvnlGTz11FPLbJ0PfOAD+wrQYeIn/glSXR911eWZI9hOO+200kBQy0v+eVXlx2LxvGv77bdfmXxmmOt0j7ngggtKt1VjBys/7IjiiLkurfwfAiEQAnNP4JY+J3N/7VwxBEIgBEJghgQY+QcccEDx2JxwwgnFAzedKC1g/vGPf7yMlTOWjihYyMG4QAuy615I2BAexFn9yJ9ZRHnkCOkTTzyxTBTTznP14rW3jfJbd9Cjjz66ISoJoHGEb37zm6Wr7D/8wz8UrxnBZoKbblCeRPy22247bSGnOzCvL+8ur2AN6pxumAkhEAIhEALzTyBibv7LICkIgRAIgRkRMGnKM5/5zDIRivFzJkMZJRgbZrIP48sOPfTQ0k1xlPPn+thhRNaFF17YWJTduMBe3kppJuzM+EmonH322cWTNUzcw+aXgMN0nB6siy66qHhZ99hjj4a3jzfWGEFewHaQ91VXXbV4JtvbR/ltQXvj8jQW6GaZEAIhEAIhMHkEIuYmr0ySohAIgRAYiQBRogueboJmyLz00ktHOp8gIDh4qYy7W+iBiOKtMr5MN9Re6+zVPBK+jjNe0O9xijlxmW3S0gbjEHQWmP/1r39dZjDdfPPNm0c/+tHFS6erpe6XNRinpwvm/e9//yLo6vZRv81o+uxnP7vMgjrquTk+BEIgBEJgbggs7H40c8MoVwmBJU+AUcpANGaGcEiYPAK6vZnogpE/SLx0U65seV9e+MIXlvMWQvlK46B0XnXVVcVjpfukpRt0N+wXzBJp/FmNc1C8/eLot11XTnyvv/76ZfdPv2OH2W4mS5ORPOlJTyp5MuaPV9Z2awZuvPHGRTRaSsASDmbpHJT3qa5pKYOEEAiBEAiBySYQz9xkl09SFwITQYCQMzvguMb9TESmFmEiTKxSZyAcNnvEC8+RCVLGKWSGvf5sHMczabwcUcvTOMgrRhxZl84Mn2aHrAyIMKH+P9108vqZ/XEcwbIR8lInO+F1NDuqrpynnHJKWZ7CdYyrs3zBuuuuO47LJo4QCIEQCIEJJhAxN8GFk6SFwKQQ4JHTwj/IKJ6UtCYdS4PAIJH1ne98pyx0zeM4SNBopDAGzUQl66+/fs9jB10HaaKPmCLY2h/bagOI+6d7DLFlmzQME1zHOLj11ltv2WLuPH+615pp8pxzzilj/sRnrNu9733vkTy0w6Qhx4RACIRACEwegXSznLwySYpCYOIIMGgj5CauWJZsgqrXrBcAnjDjBnWfJHx6LQNRz/vFL35RJo0hrCweTvyNGqxXZ8ZHMz8SbdJW7xcikefPenZEVhV+7iVebguV77777sWb6txBQVfNa6+9tiwSz4tYg26WD3vYw5p3vOMdZRmErbbaqjGT55Zbblk8jfW4fIdACIRACCxOAhFzi7Nck6sQCIEQWJIErrnmmjKGjDgyfnDQmLGvfOUrpUuipQv22muv0t20DW2QaKzHEY8mJSEMCTbCUHBdAsy4PeLOODbxmXWSmONVM87RMcMEE5wQqHVcXD3HBCt77713Wfz8S1/6UvPQhz60wWD11Vcv167H5TsEQiAEQmBxEoiYW5zlmlyFQAiEwKIkMJXAInrqeDneqX7rofGYffjDH27MEGnyF2vOTScYv/aSl7ykCDViTtdJ4o2IM0voi1/84rJsxOMe97gSvf0CMVe/p/LKOc5SCwRir26jvHPyajFxawVaksB4uoQQCIEQCIHFT2Bwv47Fn//kMARCIARCYJEQIPQuvvjiRtdHYqa90HU7i5YhOP7445vzzjuv2WeffZqDDjpo2uuoEW4EI6GlSydPme6T/vch1Ai3+r8ZIn3q/8N0XyYACVTdRi2C3g28cDvvvHMRkRYod0wv0dc9L/+HQAiEQAgsfAIRcwu/DJODEAiBEFhyBIiobjDhyLe+9a2y1ICxY/e6172WO0SXxnPPPbd55Stf2Rx77LHN/vvv3xx55JGl6+JyB/7fxCbdbaP+P5UXcdj4dJs0+Yl1425/+9uvcBpBaFZLY/54BzfaaKMiKFc4MBtCIARCIAQWHYF0s1x0RZoMhUAIhMDSIqA7o9kcCR7j4ATrrJ166qllfBpPHW+cbTx3vGUWwz7ggANWGCc3TnLE3EwEnYlcvvGNb5Rxfeeff35ZkoCI3WGHHcpSCu206ma50047lXF1G2ywQXtXfodACIRACCxiAhFzi7hwk7UQCIEQWOwEeKKIuQsuuKAINmPftt1229L10ULagklKdFW0lt5znvOcMiOkboj9xtO1mfXyALb3D/qtK2V77bpBx3b3yZdZKc2Eed1115UZLy+77LLSRZNwa89o6dy6TIHrTWdWzu71838IhEAIhMDCIBAxtzDKKakMgRAIgRBodX+sIouXbccdd2y22WabZUsCAEUM1UXuHetjTNugpQrGDdj4OQKyznA5SvzytdtuuxUvnN8+8kO03eUud+kZ1S677NJst9126WLZk042hkAIhMDiJBAxtzjLNbkKgRDGSVSbAAAgAElEQVQIgSVDoE4qMmkZlq7tt9++LBNAXBJkowRi0GfYYAZNn4QQCIEQCIGlQyBibumUdXIaAiEQAouCwEzGoY0KoHoARz3P8bpxPuEJTyinziSe6Vw754RACIRACCwNAhFzS6Ock8sQCIEQWBQECDlerrkQdOO4jnFziyVg7lO7rS6WfCUfIRACIbCQCYzW52Mh5zRpD4EQCIEQWPAEdFU0Pf8w67PNJLN1jF26Ld5Ckbg1mYzvhBAIgRAIgckgEDE3GeWQVIRACIRACAxBYJ111mme/vSnNxtuuOEQR0//EGvUHXjggU2m+b+FISGt6+ioY/9uiSG/QiAEQiAExk1gpZvnoq/KuFOd+EIgBEIgBJYkgbnq6levE+GyJKtZMh0CIRACC4ZAxNyCKaokNARCIARCIARCIARCIARCIARuIZBulrewyK8QCIEQCIEQCIEQCIEQCIEQWDAEIuYWTFEloSGwPIE//vGPzV//+tflN+a/EAiBEAiBEAiBEAiBJUMg3SyXTFEno4uNwE033VSmCM+YnsVWsslPCIRACIRACIRACAxHIGJuOE45KgRCIARCIARCIARCIARCIAQmikC6WU5UcSQxIRACIRACIRACIRACIRACITAcgYi54TjlqBAIgRAIgRAIgRAIgRAIgRCYKAIRcxNVHElMCIRACIRACIRACIRACIRACAxHIGJuOE45KgRCIARCIARCIARCIARCIAQmikDE3EQVRxITAiEQAiEwiMANN9zQXHvttY3vxRiuu+665qqrrmrMVpsQAiEQAiEQAlMRiJibilD2h0AIhEAITAyBn/70p8173vOexvdiDF/+8pebD3/4w83vf//7xZi95CkEQiAEQmDMBG495vgmMjoLK//9739vbn/725d1uSYykUlUCIRACITAlASuvvrq5vOf/3yz/fbbNxtttNEKx//tb39rLrjgguZHP/pRc+tb37p8brzxxuLpWmmllco74Oabb26sz7j22ms3m2++eXO3u91thXjma8MVV1zRXHzxxY331qQEXsLf/e53zV3vetfCc1LSlXSEQAiEQAg0zZIRc15Gt7vd7SLmUutDIARCYAETIMgIsUHhhz/8YRF8F110UemyuMEGGzTrrLNOadC71a1u1fzlL39pdGe88sorm2222aZ51rOe1TzgAQ9obnOb2wyKdk72ydtU+ZvthBC7xCQR/Nvf/rY544wzmnPPPbd5xSte0ay11lqzffnEHwIhEAIhMAKBJSHmVl555YKEEZAQAiEQAiGw8An0e57zxj3+8Y8v4uyQQw5pLr300mbPPfds9t9//+a2t71tadDTuHfNNdc0J510UnP88cc3P/7xj5vXvva1xds332QIKaFf/oZJHy+az5prrlnyPMw57WP+/Oc/Nx//+MebSy65pLA5/fTTm1VXXbV56Utf2j4sv0MgBEIgBCaAwJIQczN5KU5AGSUJIRACIRACIxDQgMcDx6t0r3vdqwi79dZbb7kYeJjue9/7lu6Xb33rW5v3ve99zfrrr1+OX+7ABfjPWWed1ZxzzjnNYYcd1qyxxhoj54Cg/MMf/lAE5brrrlu6VvIW5l06MsqcEAIhEAKzTmBwX5VZv3wuEAIhEAIhEALjJ3DhhRc2v/zlLxsirl/XwDvd6U7NYx7zmCLgTjvttOa73/3u+BMyDzHWcXe6k04n4HLwwQc3Rx11VPPUpz61uec971miiZibDs2cEwIhEAKzSyBibnb5JvYQCIEQCIExEhi2G+IPfvCDMi5u0003be5973v3TYFJUO5xj3sU4Uf8zXeQP6JpJsJJV1PxzGR5A3EIxs2ZQCwhBEIgBEJgMglEzE1muSRVIRACIRAC0yRgchPj4HQNJObMwtgvGDt3/fXXN2bBJH6qWOx3/ELYLg8mc9HVNCEEQiAEQmBxE4iYW9zlm9yFQAiEwKIjMJXgsiyByTvufOc7NxtvvPFAUcMbZ003k6P4LJYwU+9el8NMPIXduPJ/CIRACITA+AhEzI2PZWIKgRAIgRCYAALf+ta3yiyWulCa5GRQuPzyy4tnzkQpPotBtPDI6R65GPIyqOyyLwRCIARCYImsM5eCDoEQCIFeBHStq2ODeu3PtoVHQFdJ4+XMxrj11luX8XD9cvHHP/6xOf/888vYum233Xbg2Lp+cczXdvnjVTSerS3adK+0XddRyzKo446p3Uitt3r729++TGri9yihfZ1RzsuxIRACIRACs0dgSSxNMHv4FlbM9aWfF/LCKrekdvwELIh84oknFmPXbH2bbLLJ+C+SGGeFQO1i2e85psukbpb2b7HFFkW49EvIN7/5zebss88u48se+chHloXF+x07advNvPmmN72p+dOf/rTcIuO8csYLXnXVVc3rXve60tUUMyLXx/4NN9ywrBnXXa6hVx6dW5n32p9ti4sAj66xphlvubjKNblZ3AQi5hZ3+S6XuzpN9R3veMfltuefEFhKBCyI/IEPfKD54Ac/2LgnfvOb3zSHH354mcJ+KXFYrHn92c9+VpYYuNvd7tbc73736+t5veGGG5pPfvKTRfg97GEPa574xCeuIPzUj1/96lfFc2cB7tVWW205L1ibofgIKN+6a/L4XnvttWUc3iqrrLKc4GqfN93fhNiznvWs5bpTEl2ue/LJJze6mh5wwAHFA9cWY35Lj7wkhECXgPqbyXO6VPJ/CEw2gYi5yS6fsaYuIm6sOBPZAiTAOH/b297WXHDBBcUzsc466zT/9V//1bz5zW9uXvayly0oz8wCxD8nSda18Be/+EXxyhE8vTx4PFSE3AknnNDc//73L2Xf9lLpknjeeec1p556ahFkZsc0mcohhxxS4u1mxOLkFh3nEeMps9SB43/605+WBoMDDzyw2W233YqR3D23+39beHX3tf9fffXVG97EXuGyyy4rDFxTHR9X6MVyXHEnnskgYI3BhBAIgYVFIBOgLKzySmpDIARmQECrs3FCjOvHPvaxzTbbbNM8//nPb+5+97sXI3zYqHVZHtboHjbOYY9z3XFfm7gZd5zD5mfcx5nFUjlvtdVWPcfLGUt20kknNf/2b/9WPGivetWrmp133nk50XfmmWc2//qv/1rGnu2zzz4lLouKn3HGGSusuUb4fepTn2ouvvjiZq+99moe8YhHNB/+8Icbcay//vrl+3Of+1xjfF4Njj333HOLV61uG+e38lRHdZmbadDlTiDk0vVupjRzfgiEQAiMn0A8c+NnmhhDYEkTMGZJuMtd7rKcgTwJUKTpuc997nLd6YyrYnTf4Q53GCqJX/nKV5orrriiedSjHjXnXdV4FgkHi2Bvt912YzGuibgvfvGLDe/SHnvsUcptKBDzfBBxUSf30HWWR+x3v/tdc9ZZZ5XtvGP+96kC2Fg63rYvf/nLRci96EUvanbdddflPGbf//73m6OOOqp41l7ykpc0m222WRFFO+20U5kZs+ud0pXywgsvbPbdd99SJ9QPQorXbL/99itx8/61e0Z85jOfKV03N9988+WuPS6k8kuEVSE2arzON8EKMXj11Vc3xpj6zdPoPtENb+WVV552/KOmJ8eHQAiEQAj0JxAx159N9oRACEyDACOQwcvY6xq+04huxqcwRM8555xiPDPwCQAGvq5zPA3WFjOGyD7T2A+a4e+rX/1q6aZJAMzHmmQ8TroHPvCBDyyfcXhKlBED/R3veEfxRB188MHNQulqRawoTwLt9NNPL10idbFcd911G5ObEB9EXhVzRN8973nP5tBDD22Mk3Ncu47yaBlvdtFFFxXP3EYbbVTq3y677NI84AEPKIuPt4+304Lk4jOmzvnEHJ4EnK6bL3/5y5cT3QT53nvvXRoU2gKvVnRpdY3uder+Yb6dOxNvq3tG92MzfeInP+rekUceWe4VYxFf/OIXLxjhPwyzHBMCIRACC5VAxNxCLbmkOwQmlACjVpiJMTrOrDFGdXn7xje+sWz8k8kxCLg60J+4Iwp23HHH5mlPe1pzn/vcZ4UkEAbHHHNM2afrHbE6H0E6fcYZdthhhzIByPHHH18Ezp577jkrHqNxpllcxBxRbTZSv5X1U57ylDIJCO8YTsSRoD7qTkuI9FtPjmAx5m7VVVdtCLm6bAWB79Or26Lta621VhFshBohaLbIDTbYoFzXMgnEMeHoN+EpzY973ONmzbNVu1lO9x50nsXW5c19QgD/+te/Lssd4Cov9iWEQAiEQAjMP4GIufkvg6QgBBYVgekakLMFgeg66KCDGuuI6VZn7NILXvCCMk7KNRn7ZiHk8Xrve99bJrF45Stf2Wy66abLksRTYQZM5z796U9vTD4xXwHfcTPm4TObo5kgMSBmeKMWQiDijI/zmWnAtXYjbHs9if3PfvazRYQ95CEPKWPnTHBifByR8+53v7uxXfdXXS6r1+/KK69sjjvuuNLlkoAzg6rZMTUsEHjPeMYzZprknudrrCAwqxjtedCAjYQaQZ8QAiEQAiEw+QQi5ia/jJLCEAiBGRBg0K699tplwgldKx/0oAcVI9w4uRoIN7P+MbI/9rGPFa+KiTFqV8ovfelLjXFOhFwvr12NZyF/ExdPetKTiueIh05Xzkntblm7Io6bt8W0rTv4wx/+sPn85z9fuhZagPt73/te8eryyPLcHX300aVu8L4ZM/fRj360jC2rSxdoHPjEJz5RPHG8WoSmusfbR/CZpEWdnK1g7CNxOZ+NDrOVt8QbAiEQAiGwPIHMZrk8j/wXAiGwCAkw/i1HwMNi0oleRi5vhG6XutJdc801y2Yt5JXjlTE2yqyHbY/NYkNFqPIq6SpI0CzFYGIZ6w4Sdl/4whfKmnWEv20mNTEOjqjT/dBkP+rTYYcdVsSdevX617++TJpikhUT7hCHRJ7GAjOoWvJAN0XeT/VsNoLxn4RmbYyYjWskzhAIgRAIgckgEM/cZJRDUhECITCLBHSF410h2IyZYqh3gy5xP/nJT5ZNXkHYCZdffnmZIZHI0XVtUOB90e2PR6t2hTQhjKBb3jjCTL1SpuY3EYg0dj1v0v7Qhz60eJpMGrPlllvO2riu6bLojoWbbjz9zuPJ3X333cv4STN8KjdCvpYnjxoxZy039YhQe97znleEGYGnm6bul4QewVbHlmkEUA/NlmkmVGvcPeYxj1mhO6v8GfOWEAIhEAIhEALDEIiYG4ZSjgmBEFjQBIg0xrcub2YZJFrawcQX1gIzZsxCyz7VA/ftb3+7LMDMa9UVPzUO5+uWpysmY96smCbiMBX+pz/96bJwtK5287GcQU2jBa2tk6aLn/wTHrpSmvSlnS9eI+LFbJDEDLEySYH3a/vtty/pn8109RK7rsdTa3wlkWeiE4HwX2ONNZYlxyyVvWaqJP7Uo+985zvFw1dny1x2YtOUyVlM5FIbE9r78jsEQiAEQiAEugQi5rpE8n8IhMCiI2AmSl4RM/QRMYxlgZfrN7/5TRnfxFPCI3PEEUcsm4mQh8S5DHtjnXpNKOGYj3zkI2XtMkKRmDNeSnc6Bj9xpMudcVVmU9RVbyaheuaqp2iYuCyp8B//8R+lm6mJLXQV1HWUgDX+iziqweQZRAbxpxvgVGLOpDCOrUtS1HikU5BOH/+30+63boAEkTIZNhBD1n8jOOcj8GoqVxPGjJoGdUH94u3l9WwLwJoXDQkEoy6aCSEQAiEQAiEwFYGIuakIZX8IhMCCJqDbGm+Ubm8ms3jta19bur7ZXru+ES28Zma9JGSqV87U9tYt49EznX2vYF0xE6TwxOmKyRC3PtdJJ53UvOENbygTUZiOnhDselssPm66eiKwX/y9rjnsNoLJWMHXvOY1ZZp+a54RC/L07//+76XrKZHbDoQrz+LXv/71IuYI4EHh4osvLjNg8mryUGLHA+VD6EqDKfttJ94IO1x9E46HHHJImZRm0DXa+8TTa8xj+5jZ/E1kPfOZz+zpeZvqutKurH36BV0zE0IgBEIgBEJgWAIRc8OSynEhEAILkoDZBnWVJB4sT2AiCr+JOeOZzG7JuObx4VVrB8JMV8m6Ll17n9/2825ZUNpU/sSamQx588yQaUZBk2e88IUvLOLGtWpw/Q996EPFY/fWt751VsQc0XbUUUeVyUze9ra3NWY5lHeiYrPNNitdLLvCwj5dBI2tI8KmCibaOPDAA8uU+yaYwYA3z4e481EGWFcPHM8oYYcr4ThVIApN6c8rJshDvzBoX69zRj1eF1XnEKk+7TBVXP3299te455qfz2u1/dU5053v7wT/pb+6HZb7pWObAuBEAiBEJgdAhFzs8M1sYZACEwIAd4v3iPC4bnPfW6z0047LTPEGaFTGaJEV9dor1lz7hOe8ITGQuk8UQLxZybIRz/60UWgETF77713PWXZt3OJQJOqEFajhKkMcHFJs/F6Z511VvHGEZL1PF1GjzzyyCLadBnshn757R7nf15Ln9kMPKoWbDfusV951bz1SkfdV/NV/+91rG2D9g/aV+MbdEx7X6/01P399tXt9VrzlV4CW/094IADyr3VTk9+h0AIhEAIzB2BiLm5Y50rhUAIzAOBn//858UzpLugroz9xECvpDGcibl+gReq7W1znC6dljfYZJNNBo57csyDH/zgMv6q11i8ftccdjuv2plnnlnGB5roxHi9GnjfxiXAGPXGy/muQqReZ6rv6gWcKv8EMVbthdx7iZp6vbqvfne31/99D3NM97h6Tv1ux1d/t/f1+12Prd9THdfe75yp/u8eM8zxU51T97svdAkdtcydnxACIRACITA+AhFz42OZmEIgBCaMgLFZFgLXZZAXwfpbowQiQ3dBk6R0DeFe8ehSeO6555auhsbeVeFoNk1dMnXlJACNYzMBCcG17777NltsscXQRvEw6ZA2YlH3Rl0brYXWb80x8XUNcoa6bd3tvfJs1kuLjJv5sua3Htfr/LqN+OOVfMYznrFsVsh6XvdbufXybnaPy/8hEAIhEAIhsNQIRMwttRJPfkNgCRHgMbrwwguLgDJ74KizD/II8QaZnbLXAs8mVfna175W4t9hhx0aXkDixiQZZi6s4X/+53+K0HnBC17QXHrppc1xxx1X0mJiFGOOjBvrjter587kmygjSGsX0HZcZqE87bTTyhhCyyZUIWY8mzF/JhmpY9za53V/1wlTnIeXUAWn6xOxBKxtBKa0EHT2Ecq9pvDvXiP/Lw4CGi+s96jRQ53rVS8XR06TixAIgRCYOwIRc3PHOlcKgRCYIwLVs2Q9Lx+ihBdIt75RAiFEzPHMGbfVDboxHn744WWK+f/+7/9uvvjFL5ZuliYVMUZPMGbNQtFPf/rTi3Ax06VJWBxz4oknFoFTvVXd+GfyP3FIwBovaPKQdrCUwIc//OEyRf7BBx+8nAeOKDMzJS/iMF0x8dGFVR5qPuo3AccDV4ViFZfttMz0t7wZo7j11lsXYTzT+KZ7Ps/kd7/73TL+MTNS3kJRHbjyyitL44C1GM2sqj68+93vLhMS3XJkfoVACIRACEyHQMTcdKjlnBAIgYklwBNEJJnBkojiUSNsiBfCbv/992/WXnvtodNvchMGqck3eBS63RVtu+6660r8RNDDH/7wxqQrxx57bBGRli546EMf2my33XblmtZ046k6+eSTi/jw/2x4KFxDF0ZpwoNII2oJ04suuqhck5DbZpttlokwCdQ1k3DVrXGYbqmEWz+RbF97PFwVdUPDH+JAnp53vetdzete97qeYk5X26uvvrrkXzqliahUpjX4bSIYIgy36QT1441vfGPzile8YoVxlNOJb6bnENHqPm8o7vLNY8yT2g7yrv7y1DrO//i4Z3iy+5VtO45Bv8VFcGvcUAeliQdXuhJCIARCIARmTiBibuYME0MIhMAEEWCQMhxNdqKro9n2GKYMVsKrLS6GSbaxb7w+PGzWkmt3n9x5553LunUWBRe/8W+WIvjCF77QGCenW9njH//4shh5NaLFZ8mAU045pYyV8z+vDkN7poZzNz/G4hE5n/rUp4qos6acbp3W1LNMQy9Rq1uqdOsGV7tNduOdpP+Vqe6uREOvgDVhbWIaYsLxhFvNG5FD+KgXvJE77rhjWUR91O6f4iWEfU9CUB/NAErMK0/pMpMrD3H1Gkun5R50A7auoOPcPxoXHPvkJz95BfE3at7UaeNVcX7EIx7RvPnNby7XUDcTQiAEQiAEZk4gYm7mDBNDCITABBHgWSFWdt9992I0tr0x1WgfJblmgdxzzz2bt7zlLWX8XVvM8eTst99+zWMe85hyrbrmlsXHGckMYyLOdzswnHU94zk744wzisggOqca08dr4sMwHjYYj/f85z+/pMe5DPV+nkBjDI3jI2p47BZCwKLLt51uZaQuWI6B54zI/sd//MfluvjxEhF7vKgf+chHyqLgFgY3pm/YIB31M+w5vY6r3VJHKeNe8RCrhKmun//5n/9ZxmryVmuY2HXXXZed4n4hrHjMeDjtx4sAq4J32cHT/FHz4l560pOeNM1YcloIhEAIhEAvAhFzvahkWwiEwIIm0Mv7xuAfZPQPyvBee+3VfPWrX20+9rGPFa9Nu/shsdj2dIhHV8xud8x2/LwlvIW6/51zzjnNPvvsM6sTgUyVnpo2wtJ4Ot0veTYXQyCwTU5DVBOza6yxRulCyjPZDgSdRoDnPe95xaPFw6qraa+61D5vnL95GIlpadtwww1nFDXPovwQZOutt16JS1dQs63q2luFGjHnf/Xx7LPPLkKXCEwIgRAIgRBYGASWby5eGGlOKkMgBEJgTgkQNs95znPKbJUnnXTSjMf7WDPNGDpj+nhJdtttt2mP1RoXCCLugx/8YOlex9NYvSnjin+245kqvcS4bqZEWld8SxtRwxvJ06pr5kc/+tEitodNN6EoTJWOQfHxjpkY5Ac/+MGgw0baxwtMGB544IFFmJqZVVnX9NbIjD004Q1PbkIIhEAIhMDCIRDP3CyWlZflTF7ss5i0RB0CITAiAd4Lgs6aaiZFeeQjHzltAUbImQWSN0jXyuolGSZJuuF1DfFhzht0jC6fxjIZS6aLaHuB8UHnLZR9OJ933nnL1hvsN0un57WykX9eSstI8OTNVajj/gZ5dUdJi8mALr/88rLguvp7wgknlDUOzSq5wQYbLNfd9lvf+lbpVtqvC+4o182xIRACIRACc0cgnrlZYs14sFBxfTnP0mUSbQiEwBwR0EXTZCZmpjQbpAkmphtq10yiYhQhx8g3YYpunuNsKGLIE3KHHXZYGS833XxN6nm/+93vytp5hIoxYSab6RcIOfuVr2f4qGEc5TKOOKTbrKQmZTHOk8fNBCTCZz7zmeaqq65aljXH8AZuttlms9rdd9kF8yMEQiAEQmBsBOKZGxvK5SMyzsJYjXG9lJePPf+FQAjMBwFiiufK2Cb391wHYuTQQw8tHhWCcByBl89kFw984AOHWlduHNccZxzSP5Wn0jp0FkI3Ccrmm28+8PKEn2n68R0X44EXnMWdPIvGzlnX0DvpsY99bBFy1jo8/fTTywQ83lHYaHjkLZ7LMYKzmPVEHQIhEAJLhkA8c7NU1F6QEXKzBDfRhsA8EuC1MaX/uLrCjZIVzxTXHqdnTpy6Eq6++uqL9pnF68T7RNTUyUD6cbfIurX4jKvrNbau33nj2F7fGdOdqKedBgLXTJbqi27Bgi6kltPgdTR2jnAVfvSjH5Vul7petgOB9/Of/7x0N9VlMyEEQiAEQmDyCETMTV6ZJEUhEAIhEAIjECCCqhDqnmbttG984xvF20YEm7WxXyBYiDnfW265ZbPWWmv1O3SF7brWG884VXCMNFm6ovux3SLnPIP1GN/tzzDXkAZr6hFpuuXWNQ5977HHHmVsnK61xB7BxnPJa9ldGoPYO/roo5vXv/71RQxPlbfsD4EQCIEQmHsC6WY598xzxRAIgRAIgTERmKqb5RVXXNGYqVEXVVPuDxJzZnm0VATRY1r/UdaZcx3ip5+orNk1IYmZMnn/2t04eeMsHq/L4/vf//6yTEA9p3YjFbdlMnjYprqO8XImtunOTskzZ6mGT3/602VdPYLVGFBdMLtdLAlLYzqNuRt1EfWa9nyHQAiEQAjMLoGIudnlm9hDIARCYFYJMPR5bhjiptdPWJ4AgUZomdjE5Cf9ujDecMMNZR1BC2vvsssuZbbSXjM7toVV+0rGUSqHfvHXY4kw3jAeNmVW4/PtQ+Dpwsuz5ttxRJV9zuUBHCbwujm+23WSd/LJT35yc+aZZzYf//jHyzhJnshebDB7zWteUwRd6tYw1HNMCIRACMw9gYi5uWeeK4ZACITAWAkQEQz/GNwrYtXV0MyND3nIQ1YQNu2jv/nNbzYnnnhi8co97WlPW2HRbuPMLG9wySWXFDGmG6b1AttjJ6fylrmeMXsvf/nLSxyEXxVzzpVWaw8+85nPLLOmOr7ur9/E3jDX0V2UGFtllVXa2Sy/TXZzv/vdrzERyoc+9KHSxbLdpdS15JUgtC7fgx70oNStFShmQwiEQAhMBoGMmZuMcpjzVHhZa+HVQpwQAiGwcAkw7M2s2cuLtHBzNZ6Ue8YRR7xcZuzsJWxcSdfGt7/97aXro7UErSHY7nJ42WWXNW9605vKourisgbdv/zLvzQXXnjhyAlVXgQZ4e3bdXyqSPNsJvLqdsf5EI0+jpsqGHNnTByB1kvg3+c+92n22WefIhTPPvvs0o2yvVyDrqa6elpo/Ygjjmh4KxNCIARCIAQmk0A8c5NZLrOeqirmGBZTdQua9cTkAiEQAjMi0BYeM4poAZ/c9VZ5xhkzZvITQpd3qa7ppxHL/muuuaYIluOOO675xS9+0bziFa9oDjjggOVEn+n9//mf/7nEZf/DHvaw0m2ToCOaJjEYA2fM3CGHHNJT/Kkvu+22W/E+GqdnQfH6HvjDH/7QvO9979csISUAAAVlSURBVGvuf//7Fy+lJQwmNZ+TyD5pCoEQCIG5JhAxN9fEJ+R6XtwZ0D4hhZFkhEAIjI2AMWa6CPKaETW6RfJmfeELX2h+9rOflWUdiDwixrT79pu+/w1veEMZK9fuNknwmazkc5/7XJnR8eEPf3jxdO27777Nox/96OLtG1vC/y+imTSw8aCde+65zWmnnVa6bJ500kllZk6TnlgUvh2sKWciFZPD6HJZA28mcceT+brXva7Zaqutmo033rjuzncIhEAIhMCEEYiYm7ACSXJCIARCIASmT4CY42Uj3Mxc+YxnPKNEpgHLdt44SwIQLQQNYUawWGevG3SpJArN5mhSlNpl0ayYvQLx1/UQ9jpu0LbqNRx0TL99uoMaK2eJAbNT8qgRayY36Yo5onW//fZrnGNsXQ3W1sOM+L3ggguaww8/vNEFU1x1iYN6bL5DIARCIATmn0DE3PyXQVIQAiEQAiEwTQIElFBFFMHFa2bcGwFXtzuOUPKp23W7rAKt1+UJPt0OLTbeXqaAYCSajMGri5DXdPSKZ5RtukBK33TC7rvvXiZOqfmTV/nv1wvD8fLS9ka6rnN0IyXiTPRy/PHHl26q22677TKe00lfzgmBEAiBEBg/gYi58TNNjCEQAiEQAvNEYJB4GTVJPFFbbLFF89nPfrbM7Eho8VB9/etfL56rpz/96cvE3Khx9zqeh4xXbMMNN+y1e8pto3rO5MenG+SRWNW90oLiX/rSl8pYwSqMu8fn/xAIgRAIgfkjsOJTfP7SkiuHQAiEQAiEwMQQ4LWzTIDultZkMxmIhcEFnr9tttlmhbTORPCsuuqqzf777z9tz9wKiZnmBmMMjZkj6Ai5pz71qSssPj7NqHNaCIRACITAmAlEzI0ZaKILgRAIgRCYOwK6N+oqOGw3Rwtw++hiOYzw2mijjZpXv/rVZUIR69Xpsnjf+963TPvf7g4pDXVx75nkvh3nTOKZyblm/zzssMOKB3KNNdYoYwoHdUedybVybgiEQAiEwMwIRMzNjF/ODoEQCIEQmEcCJjkxaccw66/VZBJ+PsOIOecYL9ceM1fjaX+bdGTNNddcYfxZ+5iF9Pse97hH87jHPW4hJTlpDYEQCIElSWClm4dtzlySeJLpEAiBEAiBSSbwm9/8poxn0y2wO2Njv3SPIuT6xdHdbrkDM2huttlmZRH37v78HwIhEAIhEAKzQSBibjaoJs4QCIEQCIEQCIEQCIEQCIEQmGUC05v/eJYTlehDIARCIARCIARCIARCIARCIAQGE4iYG8wne0MgBEIgBEIgBEIgBEIgBEJgIglEzE1ksSRRIRACIRACIRACIRACIRACITCYQMTcYD7ZGwIhEAIhEAIhEAIhEAIhEAITSSBibiKLJYkKgRAIgRAIgRAIgRAIgRAIgcEEIuYG88neEAiBEAiBEAiBEAiBEAiBEJhIAhFzE1ksSVQIhEAIhEAIhEAIhEAIhEAIDCYQMTeYT/aGQAiEQAiEQAiEQAiEQAiEwEQSiJibyGJJokIgBEIgBEIgBEIgBEIgBEJgMIGIucF8sjcEQiAEQiAEQiAEQiAEQiAEJpJAxNxEFksSFQIhEAIhEAIhEAIhEAKTSeDmm29u/vKXvzQ33XTTZCZwCaUqYm4JFXayGgIhEAIhEAIhMDsE/vznPzc33njj7ESeWENgAgn87W9/m8BULb0krXQzaZ0QAiEQAiEQAiEwpwS8fhlDt771rZuVVlppTq+di42fwF//+tfmVre6VSnP8ceeGEMgBEKgN4F45npzydYQCIEQCIEQmHUC119/femqNOsXygVmncDtbne7CLlZp5wLhEAIdAn8f7h7ASBUPWB0AAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 第三步 实际数据分析示例"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ![image.png](attachment:image.png)\n",
    " 为了简化示例,只看后面四个属性"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "测试样本8 $\\frac{7}{12}*\\frac{4}{7}*\\frac{2}{7}*\\frac{6}{7}*\\frac{6}{7}=0.06997$\n",
    "\n",
    "$\\frac{5}{12}*\\frac{1}{5}*\\frac{3}{5}*\\frac{1}{5}*\\frac{2}{5}=0.004$\n",
    "\n",
    "$0.06997>0.004$\n",
    "得到结果是啤酒,同理算出测试样本9,也是口红,说明刚才建立的模型测试准确率是100%"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 用scikit-learn实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在scikit-learn中,一共有3个朴素贝叶斯的分类算法类。分别是GaussianNB,MultinomialNB和BernoulliNB。其中GaussianNB就是先验为高斯分布的朴素贝叶斯,MultinomialNB就是先验为多项式分布的朴素贝叶斯,而BernoulliNB就是先验为伯努利分布的朴素贝叶斯。\n",
    "\n",
    "这三个类适用的分类场景各不相同,一般来说,如果样本特征的分布大部分是连续值,使用GaussianNB会比较好。如果如果样本特征的分大部分是多元离散值,使用MultinomialNB比较合适。而如果样本特征是二元离散值或者很稀疏的多元离散值,应该使用BernoulliNB。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "高斯贝叶斯:总测试条数:2, 贝叶斯正确率:100.000000%\n",
      "0\n",
      "多项式贝叶斯:总测试条数:2, 贝叶斯正确率:100.000000%\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "#coding:utf-8\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "# from sklearn import neighbors\n",
    "# of=open('data.csv','rb')\n",
    "# da1=[]\n",
    "# da2=[]\n",
    "#获取数据,调整格式\n",
    "# for line in of:\n",
    "#     li_t=line.split(',')\n",
    "#     da2.append(int(li_t[0]))\n",
    "#     da1.append([int(li_t[1]),int(li_t[2]),int(li_t[3]),int(li_t[4]),int(li_t[5])])\n",
    "da1=[[3, 1, 0, 0, 1], [4, 0, 0, 1, 0], [2, 1, 1, 0, 1], [2, 0, 0, 0, 1], \n",
    "     [0, 1, 1, 0, 1], [1, 0, 0, 0, 1], [1, 1, 0, 0, 1], [0, 0, 1, 1, 0],\n",
    "     [1, 0, 1, 1, 0], [1, 1, 0, 1, 0], [3, 0, 1, 0, 1], [1, 0, 0, 1, 1], \n",
    "     [0, 1, 1, 0, 1], [2, 0, 1, 1, 0]]\n",
    "da2=[0, 0, 0, 0, 0, 0,0, 1, 1, 1, 1, 1, 0, 1]\n",
    "cou=int(len(da1)*0.9)\n",
    "#获取训练数据和测试数据\n",
    "train_x=da1[:cou]#训练数据x\n",
    "test_x=da1[cou:]#测试数据y\n",
    "train_y=da2[:cou]#训练数据y\n",
    "test_y=da2[cou:]#测试数据y\n",
    "gnb=GaussianNB()#定义高斯贝叶斯\n",
    "fit1=gnb.fit(train_x,train_y)#训练\n",
    "pre=gnb.predict(test_x)#测试\n",
    "r_n=(test_y==pre).sum()#比较测试结果和正确结果,得到正确率\n",
    "print \"高斯贝叶斯:总测试条数:%d, 贝叶斯正确率:%f%%\"%(len(test_x),float(r_n/len(test_x)*100))\n",
    "pp=gnb.predict([[2,1,0,0,1]])#利用训练得到的模型,预测一个数据\n",
    "print pp[0]\n",
    "\n",
    "mnb=MultinomialNB()\n",
    "fit1=mnb.fit(train_x,train_y)#训练\n",
    "pre=mnb.predict(test_x)#测试\n",
    "r_n=(test_y==pre).sum()#比较测试结果和正确结果,得到正确率\n",
    "print \"多项式贝叶斯:总测试条数:%d, 贝叶斯正确率:%f%%\"%(len(test_x),float(r_n/len(test_x)*100))\n",
    "pp=mnb.predict([[2,1,0,0,1]])#利用训练得到的模型,预测一个数据\n",
    "print pp[0]\n",
    "# knn=neighbors.KNeighborsClassifier()\n",
    "# fit2=knn.fit(train_x,train_y)\n",
    "# pre1=knn.predict(test_x)\n",
    "# r_n1=(test_y==pre1).sum()\n",
    "# print \"总测试条数:%d, KNN正确率:%f%%\"%(len(test_x),float(r_n1/len(test_x)*100))\n",
    "\n"
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